diff --git a/notebooks/0_introduction.ipynb b/notebooks/0_introduction.ipynb index 01abbabd..3b44bbc8 100644 --- a/notebooks/0_introduction.ipynb +++ b/notebooks/0_introduction.ipynb @@ -233,7 +233,7 @@ { "data": { "text/plain": [ - "[array([(1.07207822,)], dtype=[('hat_mu', '" ] @@ -317,7 +317,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -446,7 +446,7 @@ { "data": { "text/plain": [ - "{'mu': 1.188169724999197, 'sigma': 0.1}" + "{'mu': 1.0832352893133046, 'sigma': 0.1}" ] }, "execution_count": 16, @@ -485,7 +485,7 @@ }, { "data": { - "image/png": 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", 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uk33r6urwwQcf4KWXXoKPj48lwmu20NBQpKamYsSIERb5vH/84x9Yt26dJEnHV199hZqaGnh7ext9Sq9UKjFq1CgA16f9iGVnZwMAgoOD9aMxYtHR0QCgn9ZlDsY2DNNqdSZ6kzWor6/HIUDwqq+vlzcouinD6UAcCSDbwelAZH5aLVBYKHcU0ggMBJykyZ2dnZ3x5ptvYsqUKUhLS8P333+P4cOHG+37xRdfoKSkBNOnT8eMGTMkiaelZs+ejTlz5kAnLpUhseasbWit77//HgDQp08fKJVKo3369euHZcuW4dSpU0hPT9ff1ANAhw4dAACFhYX6KVtiDTf/nTp1Mlvc4pGAunotCipqEeKjMttnEJHhVDtWBiJbwiSAzK+wEAgJkTsKaeTlARJOc5k0aRLee+89ZGZmYs6cOUaTALVajeTkZDz//PMICAiQLBYCjh07BgCCG3uxxseOHTsmeP/II49g7ty5qKmpwbfffovHHntMcO4vv/yCzMxMuLq64rnnnjNb3CHebnBVOqFOo9W3ZRZXMwkgMqMatQb55bWCNk4HIlvCJIDIiri6uuL111/HtGnT8Pvvv+PHH3/EsGHDBH1WrVqF/Px8qxkBaIl+/fohMzOzVefefffd2Lhxo5kjMq28vBwl/z8nu6mpRo2Pib+32NhYfPXVV3j66afxwgsvoK6uDiNHjoSLiwv27t2LF198EaGhoVi5ciVuvfVWs8Xu5KRAuL87LhdU6tuyiqvQt4O/2T6DzMvbywsrjbSR9TK21obTgciWMAkgsjLPPPMM3n//fVy9ehVz5swRJAENVWaeffZZhMg02jJ37lz84x//MGjXarVGegvl5+fj2rVrrfrcoqKiVp3XWuXl5fqvVSrTT9AbHysrKzM4PnbsWPTv3x/vvvsunn76acGf06hRo/CPf/yjRRWbmivCIAlghSBrplKpMNmwUYZIqLkyRb9TAZ6u8HTjbRXZDi4MJrIyKpUKr776KgAgNTUVO3bs0B/78ssvkZOTg9dee02u8PDcc8/hzz//NHg1ZzpLeno6dDpdq1779u2T/ptrhcZrIBQKhcHxtWvXokePHvj6668xZ84c7Nq1C/v378eCBQvw66+/okePHnjuuedQVWXeCj6sEEQkrawilgcl28aUlcwvMPD63Hl7FBhokY957rnnkJycjIKCAsyZMwdDhgyBRqPBP//5Tzz99NMIDQ21SBzGmNonQK6RCal4e3vrv66pqTHZr7b2xpzgxucAwIIFCzBjxgy4uLjg0KFD6Nmzp/7YwIED8de//hXdunXDv//9b5SUlODrr782W/wGuwYXcSSAyJzEIwERXA9ANoZJAJmfk5Oki2cdgaenJ2bMmIG33noLv/76K3bt2oWcnBxkZGTgjTfekDs8o2bPno3Zs2fLHYbZeHt7w8/PDyUlJcjPzzfZr/GxyMhI/dc1NTVISkoCcH0/gMYJQIPQ0FBMmzYN7733Hv73v//hvffeQ+fOnc0Sv2GZUI4EEJlTZhHLg5JtYxJAZKVefPFFfPTRRyguLkZSUhIKCgowadIkREVFyR1aq9nSwmAA6NmzJ1JSUpCenm6yT+NjjW/0T5w4oV9XYCwBaNCrVy/910eOHDFbEiCuUpJdcn2vACcnwylLRNRyLA9Kto5JAJGV8vb2xksvvYQ5c+bg119/hVKp1Netl9LChQsRHR2N0aNHt/oaWVlZ8PHxMdjIzJYWBgPA8OHDkZKSgiNHjkCr1cLJyB4RaWlpAIC4uDhBedCbrRUw1s/Z2Xx/JYufSqo1OuSV16K9LxebEpmDeKMwlgclW8OFwURWbPr06fob6cceewyxsbGSf+bChQuxadOmNl0jMjISn3zyiUG7rS0MnjBhAlQqFcrKyrBz506D4xqNBlu2bAFwvapTY127dtVvDnb06FGTn9GwFwHQ9IhBSwV7ucHNWfhXvPimhaxHSWkpBgOCV0lpqXwBUZPKa9QoqVIL2rgwmGwNkwAiK+bv74+1a9fio48+wty5c+UOx+4UFxfjjjvugJ+fH7744guD4+Hh4fo1GLNmzYJaLfxHf/HixcjOzkbXrl3xwgsvCI75+PhgwoQJAIB169YJbvYb5ObmYtGiRQCAYcOGmXXXYIXi+l4BjXFdgPVSq9XYDwhe4p83sh7GSu6G+TEJINvC6UBEMsnOzkZxcTEuX74MALh8+TKCgoIQEhIiqLSTmJiIxMREg/PPnTuHuro6/YZWarUaJ06cAADExMTA09MTu3btAnD9Zrfhvw1tpjSuhJOfn2/wFPvSpUs3vYYlqdVqnD171qA9Ly9P/+fh7++P8PBwgz579uzB77//DuD6CMhTTz1l0GfWrFm4cOEC1q5diyFDhuCNN96An58ftm7dig8++ACRkZHYvn073NzcDM799NNPceXKFezZswf9+/fHzJkzcdddd8HFxQWHDx/GP//5T5SUlKBPnz748ssv2/pHYSDS3wOX8hvtFcAKQURmIV4U3M7HDSoXpUzRELUOkwAimbz99ttYvXq1/n3DDWhSUlKzquwMGTIEV65c0b/PyclBjx49AAB79+7F4MGD8cADDwjOOXbsmEFbU3755ReMGTNG0LZmzRqsWbOm2deQWnZ2tv77bmzZsmVYtmwZAGDSpElYtWqVQZ+EhATEx8fjzJkzePnll41e38nJCV999RUSExOxfPlyPP7446iqqkJ0dDRef/11vP766/Dz8zN6rpeXF3bt2oVvv/0W//3vf/HZZ5/pR3QCAwPRt29fjBs3Dk888YRZ1wM0MCgTypEAIrMQlwflomCyRUwCiGSyatUqozemzdVUxZoGjRedtsbo0aPbfA2pRUdHtzpGf39//Pbbb83q++ijj+LRRx9t8WcoFAo88sgjeOSRR1p8blsZbhjGkQBr5eXpicVG2sg6iafWsTwo2SImAUREdioyQLwmgEmAtXJ3d8cLho1yhELNIN58j5WByBZxYTARkZ0SjwTklFRDo7XukR0iWyAeCeB0ILJFTAKIiOyUeIpCvVaHq2U1JnoTUXPodDqDUbWIAI7akO1hEkBEZKcCPV3hLqpYklXExcFEbVFSpUZFbb2gjSMBZIuYBBAR2SmFQmEwGsB1AURtI66ypXRSIJQ7cZMNYhJARGTHWCaUyLzEiXSorwrOSt5Oke1hdSAiIjvGMqG2obSsDI+J2v5bVgbf4GBZ4iHTxBuFsTwo2SqHSl21Wi2WLFkCHx8fKBSKZtVZvxmFQtGil9i+ffuadd769evbHCsROR5xmVDxDQxZh7q6OnwPCF51dXXyBkVGiUfTuB6AbJXDjAScPHkSf/vb33Dw4EGzX9vNza3J3T61Wi2qq6sRExNjso/nTTaFkWI3USKyf+IbFI4EELWN+HeIewSQrXKIkYCkpCT06dMHSqUSM2fONPv1P/vsM1RUVJh8ffrppwCAF14w2ApGr6nzKyoqMHr0aLPHTUT2T3yDklNajbp6rUzRENk+8WiaeLSNyFY4RBKwcOFCLFiwACkpKejatavFP3/x4sXw8PDAU089ZfHPJiLHFhUoTAJ0OiC7hKMB1sbTwwMfAoKXpwefMFsbo3sEcDoQ2SiHmGNy6tQphIeHS3Lt48ePIyIiwuTxlJQUHD16FM8++yz8/f0liYGIyBQflQv8PFxQUqXWt2UUVSEmqOkpiGRZHh4eeM2wUY5QqAn55bWoFY2kcU0A2SqHSAKkSgAAoHv37k0eX7RoEQDgxRdflCwGIqKmRAV4oKSqVP8+g4uDiVolUzQK4Kp0Qoi3m0zRELWNQyQBcsnKysKmTZuQkJBw02Rh3bp1+OKLL3Du3Dnk5+fD398ft912G8aPH49HH30USqWyyfNNfX5TcnNzW3xNIrI9kQEeOJZ1IwlghSCi1skSVQYK93eHk5Nh5T8iW8AkQEJLly5FfX09pk2bdtO+06ZNwyuvvIKkpCSoVCocPXoUH374ISZMmIB///vf2LRpEwICAlr0+ZGRka0NnYjsSJRocXBGIZMAotbgHgFkT5gESKS2thb/+c9/0KFDB4wcOdJkPz8/Pzz44INYvny5YG3B7bffjocffhh33303Dhw4gHHjxmH37t2WCJ2I7IxBEsCRAKJWYXlQsidMAiSybt06FBQU4PXXX29yKk/v3r3x/fffGz3m6+uLefPmYdSoUdizZw9+/PFHDBs2rNkxZGZmNnk8NzcX8fHxzb4eEdkm8cLFzKIq6HQ6oxsYEpFp3CiM7AmTAIksWrQI7u7uePrpp9t0nQceeABKpRIajQbbtm1rURLQVNUisn6nT5/G//73P7Rr1w5Tp06VOxyyYeKRgPLaepRWq+Hn4SpTRCRWWlaGZ0Rtn5eVwTc4WJZ4yLjMInF5UE4HItvFJEACv/76K/744w/87W9/a/E8fjF3d3cEBwfj6tWruHz5spkiJGtXX1+PCRMm4I8//gAAtG/fHmPGjJE5KrJVoX4qKJ0U0Gh1+raMoiomAVakrq4O60VtS+vqZImFjKvXaA322BAn2ES2xCE2C7O0hh2CzVUWVKfT3bwT2ZXk5GT88ccf+Oc//4mOHTti6tSpKCoqkjssslEuSieE+akEbVwXQNQyuaU1gkQaYBJAto1JgJnl5ORg48aNGDRoEHr27Nlk37y8PIwePRppaWkm+1RVVaGgoAAAEB0dbc5QyUqdOHEC7733Hh5++GG8+eab+Oabb1BcXNysKlNEpnBxMFHbiH9nvFXO8PNwkSkaorZjEmBmn332GdRqNV566aWb9q2qqsLmzZuxf/9+k3127NgBjUYDABgxYoTZ4iTrpNFo8OSTTyIiIgIrVqwAAPTt2xcff/wx/vvf/2Lz5s0yR0i2SpwEcK8A6+Lh7o4kQPDycOd8c2tyRVRaNyrAg4vryaYxCbiJrVu3Ijg4GN27d0d6enqTfevq6rB8+XJERUVh1KhRzf6MBQsWGJ3qUVJSgjfffBMAMGDAAAwfPrxFsZPtUSqVSEtLw8WLF+Hj46Nvf/HFF6HT6Vr0c9UaWq0WS5YsgY+PDxQKxU1/5luitrYWH3zwAW677TZ4e3vDz88Pd911Fz777DNotdqbnv/zzz/jscceQ3R0NFQqFdzd3dG5c2c8/fTTOHr0qNnitFfiUoYcCbAunp6emA0IXp6envIFRAbEvzOcCkS2ziGSgLy8PJw4cQInTpxAdna2vv3cuXP69srKSqPnLl++HAUFBTh58iQ2btzY5Od88803uHbtGp5//vlm7fDr6uoKNzc35OTkoEePHvjXv/6Fffv2IS0tDcuXL8ftt9+OM2fO4M4778SGDRta9k0TtdDJkydxzz334MUXX0R5eblZr11QUIB+/fph5syZiI+Pxw8//ICNGzciNDQUU6dOxQMPPICamhqT58+ePRsDBgzAxo0bMWnSJPz000/YunUrhg8fjlWrVqFv37747LPPzBqzveF0IKK2EY+eMQkgW+cQ1YGWLl2KOXPmGLQPHTpU//XevXsxePBggz5TpkzBwYMH0a5dOzz00ENNfs6iRYugUqnwzDPiQm/GhYWFIScnB+vXr8eOHTuwaNEi5OTkQKPRIDAwEH369EFSUhLGjx8PZ2eH+F9FMklKSkJycjLi4+Mxc+ZMJCcnm/X648aNw/HjxzF9+nQsXLhQ337vvfdizJgx2Lx5M6ZOnYqVK1canLtv3z797++qVavw6KOP6o/df//9aN++Pd566y1MmzYNgwYNQlxcnFljtxfiG5ackhqoNVq4KB3iWRBRmxmMBAQyCSDb5hB/+8+ePRs6na7Jl7EEAABGjhypHwm42cLc3377DdXV1QgMDGx2bAEBAZgyZQrWr1+PCxcuoKqqCrW1tcjJycG2bdswceJEJgAkuYULF2LBggVISUlB165dzXrtDRs2YN++fVCpVJg9e7bgmEKhwLx58wAAq1evxuHDhw3OX7NmDQAgJCREkAA0eOmll6BQKFBfX49vvvnGrLHbE3ESoNHqkFtievSFiIQ4HYjsjUMkAUTWbtCgQVAoFJg1a5bJPq+88goUCgX+8pe/mP3zT506heeff16SRW6ff/45ACAhIQF+fn4Gx+Pi4hAXFwedTocvvvjC4HjDFD5TSbinpyeCgoIAAFevXjVP0HbI190F3m7CBwqcEkTUPKVVapRWqwVtTALI1jEJIJKZTqfDn3/+CQDo06ePyX4NG4fddtttZo8hPDzc7NcEri+W3717NwCgX79+Jvs1HNu+fbvBsQ4dOgAwfYOvVqv1C+s7derUpnjtmUKhMFgcnFnMJICoOcQJs5MCCPNj9SaybZxnQpLKz88XvPf39zc5vUnc18/PDy4uxmswFxQUCDZR8/X1haur8d1PCwsLBdVnfHx84ObmZrRvUVGRviTrzfqay8WLF1FWVgbgejlQUxoSBSmSAKmcPn0aavX1p2dNTadrOHblyhWUlpbC19dXf2zixIn4z3/+g4yMDPzyyy/o37+/4NxvvvkGGo0GAQEBmDhxotm/B3sSFeCBU7ll+vccCbAeZeXlEBeW/rS8HD7BwbLEQ0Li35UwP3eupyGbx59gklRISIjgdfbsWZN9o6OjBX0bbnqNiYuLE/T99ddfTfbt27evoO+uXbtM9h0wYICg75YtW5r1fbbFkSNHAABBQUGIjIw02ufixYsoKSkBYDhaUFxcjLvuugu+vr7497//LWmsLZWRkaH/OriJm5nGx7KysgTH7rnnHixatAhubm549NFHsWnTJpSVlaGwsBCrV6/GtGnT0KVLF/z4448ICQkx/zdhR8QLGZkEWI/a2lqsBgSv2tpaeYMiPfHvSgcuCiY7wCSASGYN03yaGgVoSBQCAwMRFRUlOLZnzx6kpqairKwMixcvli7QVmhcalSlUpns1/hYw6hIYy+88AJOnDiB+Ph4jBkzBr6+vggKCsJTTz2FMWPG4KeffmpyuhFdZzAdiEkAUbNkFAnLiHM9ANkDJgFEMmu4wW/teoB7770X8fHx8Pb2xosvvihNkBJrPLVLvDhZq9Vi4cKF6N27Nw4cOIAFCxZg//792LVrF+bMmYNvvvkGnTp1wqxZswRTucgQ9wogah3x74o4oSayRVwTQCSzhiSgqZGAppKAgIAA/Pbbb9IE10be3t76r5vaDKzxtIfG5wDA3//+d3z66afw8/PD0aNHERoaqj9233334S9/+Qv69u2L9957D3V1dWbf48CeiJOAkv+veOLrbnztDVmOu0qFV420kXVgeVCyR0wCSFJ5eXmC9/7+/ib7pqenC94bKyfZ4PTp0wYLg005fPiwwcJgUw4cOGCwMFhK2dnZ+j+jpkYCmjNaYI0aT10SL/xurPGxiIgI/deZmZn6KU4vvfSSIAFo0LNnT4wfPx5r1qzBwoUL8c4778DLy8sc4dudcD93KBRAo18dZBZVwTfc9O8PWYaXlxc+MmyUIxQSUWu0yBHtqdEhwFOmaIjMh0kASaqpxaBt6dtQF745Wrp5myU1POH39fVFTEyM0T4XL17UJwq2VBkIuL6A28XFBWq12iDJa6zhWIcOHQQJ3W+//aZP4Hr27Gny/F69emHNmjWora3FqVOnEB8fb5b47Y2rsxPCfN2RXVKtb8ssqkJ3JgFEJuWW1ECj1QnaOBJA9oBrAohk1PCEv127dib7/O9//wNw/Ulh586dLRKXubi6uuK+++4DABw6dMhkv7S0NADAiBEjBO1NrRUw1Y87bDctMkBY25zrAoiadkW0KNhH5QxfD06hI9vHJIBIRg0jAVlZWUbnzKenp+Ojj65PEujZsyecnGzvV/aZZ54BAOzevRulpaUGx8+cOYPTp09DoVDgqaeeEhzr3r27/uujR4+a/Ixjx44BANzc3NC1a1dzhG23Iv25OJioJQzWA7A8KNkJ27ujILIjDSMBVVVVmDhxIq5cuQIAqKiowNdff4177rlHvz+Ai4sLSktLDW6kS0pK9PsEfP755xaNH7g+ZScqKgrR0dE4fPiwwfGxY8di8ODBqKmpwZw5cwTHdDod3nrrLQDApEmTDBZHx8XF4d577wUAfPrpp8jNzTW4/rFjx/D1118DAJ588kl4enKublPE0xgyi6tN9CQiwMgeAVwPQHaC4+ZEMiksLNRvpjVy5EisX78e69ev18+hB4A77rgDUVFROHjwIPbv3w9/f39cvXpVcJ3du3cjNTUVAPCvf/1L/+S9JfLy8vTrDrKzs/Xt586dQ0VFBQAgJibG6A32V199hczMTADA6tWrjVY5+vbbb5GQkIAFCxaguroaEyZMQF1dHZYsWYLvvvsOCQkJWLZsmdHY/vvf/2Lo0KE4duwYevXqhbfeegt9+/aFWq3GwYMHkZycDLVajSFDhuDjjz9u8ffuaMRPMblXAFHTxL8jLA9K9oJJAJFMGkYBVCoVvvnmG7z//vtYvXo1rl27htjYWPz1r3/F22+/jZSUFDzxxBMArj9VF++Km5CQgPj4eJw5cwYvvfRSq2JZunSpwVN6ABg6dKj+671792Lw4MEGfSZMmIBNmzbByckJkyZNMnr9oKAgpKWlYeHChVi3bh3WrFkDpVKJuLg4LF26FM8++6zJqU7t27fHoUOHsHr1aqxfvx4ffPABioqKoFAoEBISgvvvvx+PP/44xo4d2+S6AbpOfAOTVVwFjVYHpRP/7ORUXlGBmaK25IoKeLegYAJJg+VByV4pdI1X1JFDycrKQmRkJIDrpRgbl2Zsyvnz51FfXw9nZ2ebW6hqTT788EO88cYb6NevH37//Xe5wyEb1JrfxYKKWtz+j12Ctl9mJiDcz93EGWQJ+adPI6RbN0Fb3qlTCI6LkykiAq5PWew5ZwfKa+r1bV89fQfu6dz8CnVEbdXa+7Wb4ZoAIpk0jATYWtlPsm2Bnq7wcFUK2jIKOSWIyJjSarUgAQA4EkD2g0kAkUwaKgP17t1b3kDIoSgUCsPFwVwXQGSUeCqQ0kmBMD/u5Ez2gWsCiGRQUVGBCxcuAOBIAFleZIAHzlwt179nmVD5qVQqPG+kjeQl/t0I93OHs5LPT8k+MAkgksHRo0eh1Wrh5OTU5E64RFIQjwQwCZCft5cXlogbvbzkCIUauVLIRcFkv5gEEMmgf//+4Jp8kov4RuYKkwAio1gelOwZx7SIiBwM1wQQNY/BRmHcLZjsCJMAIiIHI94wrKiyDmU1apmiIbJe3COA7BmTACIiBxPh7w7x3mAsE0okpNZokVNSLWhjEkD2hEkAEZGDcXNWItRXuDlYemGlTNEQWafs4mpoRUu3uCaA7AkXBhMROaDoIA9kN3rKKa6CQpZVUVGBOaK2pIoKeAUHyxIPGU4F8nV3ga+7i0zREJkfkwAiIgcUFeCJX1Cof3+FIwGyqq6pwXxR2+s1NWCRUPmIq2ZxKhDZG04HIiJyQNGixcEcCSASulIgTIxZGYjsDZMAajGlUgkA0Gg00Gq1MkdD5Ji0Wi00Gg2AG7+TLSG+oWESQCQkHgmIDvSUKRIiaXA6ELWYSqVCbW0tdDodKioq4OPjI3dIRA6noqJCv+Gcu7v7TXob6iC6oblaVoMatQYql5YnFNR2bm5umGSkjeQjniLHkQCyN0wCqMV8fHxQWloKALh69SoAwMvLC05OHFgikppWq0VFRYX+dw8AvL29W3wdYzc0GUVV6NKu5deitvPx9sYqcWMr/r+SeWi1OoPRseggjgSQfWESQC3m6ekJd3d3VFdXQ6PRIDs7GwqFolVTEoioZTQajX4EALg+CuDp2fKbEw9XZwR7uyG/vFbfdqWQSQARAFwrr0FtvXC6awcuDCY7wySAWkyhUCAqKgoZGRmorr5eYlCn06G+vl7myIgci7u7O6KioqBQKG7e2YjoQA9REsAKQUQAkF4gHAVwd1Ei2JvTs8i+MAmgVnFyckKHDh1QWVmJ8vJy/agAEUlLqVTC3d0d3t7e8PT0bHUCAFwvE5qWXqx/z8XBRNdlFBmuB2jL7xqRNbJoElBSUoLvv/8eR48eRWlpKXx9fdGrVy8MHz4cfn5+lgyFzEChUMDLywteXqxkTWSLxGVCuWsw0XXp4vUArAxEdshiScDHH3+MuXPnoqKiwuCYl5cXZs+ejb///e+WCoeIyOFFiZIA8Q6pRI6KlYHIEVgkCXj11VexYMECwWK2xsrLy/Hqq68iOzsb8+eL90wkIiIpiJ9uZhVXQ63RwkXJSl+WVllZiY9Eba9VVsIzOFiWeBydeE2AuKQukT2Q/G/6lJQUfPLJJwgNDcVHH32Eo0ePoqysDPX19SgrK8Off/6JDz/8EO3bt8eCBQtw4MABqUMiIiIYPt3UaHXILq6WKRrHVlVdjTmA4FVVzf8XctDpdAYjAeKpc0T2QPKRgMWLF6Nr16745ZdfEBAQIDjm5eWFnj17omfPnpg8eTIGDBiARYsWYcCAAVKHRUTk8Pw8XOHr7oLSarW+7UpRFeuhk0MrrKxDZZ2w0EUH/k6QHZJ8JODXX3/Fu+++a5AAiAUFBeGdd97Br7/+KnVIRET0/8SjASwTSo5O/DvgqnRCex+VTNEQSUfyJKCgoABxcXHN6tutWzcUFBRIFotWq8WSJUvg4+MDhUKB9PT0Nl8zPT0dCoXipq+brXXIycnB9OnTERsbC5VKhXbt2iExMRE//fRTm2MkIjJFPNeZZULl4erqiocBwcvV1VXeoByUeD1AZIA7lE4sD0r2R/LpQN7e3oLt7Zty9epVycpNnjx5En/7299w8OBBSa7v4dF0DeGm/jJPTU3F8OHDUVNTgzlz5mDQoEHIzMzE3LlzMWzYMLz55pv45z//KUXYROTgxLugciRAHr4+PvhW3OjjI0coDs9wPQCnApF9knwkoFevXliyZMlN++l0Onz66afo1auX2WNISkpCnz59oFQqMXPmTLNfH7ieZFRUVJh8vfTSS0bPy8/Px8iRI1FcXIz//ve/eO211xAfH4+xY8ciJSUFkZGRmDdvHlavXi1J3ETk2AynA3EkgBzblSJWBiLHIHkS8Pjjj+P777/HqFGjcOzYMaN9jhw5gsTEROzYsQMTJ040ewwLFy7EggULkJKSgq5du5r9+m0xd+5cFBQU4I477sDo0aMFx3x9ffHmm28CAN544w1Us1IEEZmZwXSgoipotcbLORM5AvFGYdwjgOyV5NOBJk2ahFWrVmHr1q3Ytm0bAgIC0LFjR7i7u6OqqgqXLl1CcfH1besHDBiAJ554wuwxnDp1CuHh4Wa/blvV1dVhzZo1AICxY8ca7TN27Fg8//zzuHbtGrZt24Zx48ZZMkQisnPi0od19VpcK69BqK+7TBERyYsbhZGjkHwkwMnJCZs3b8aQIUOg0+lQWFiItLQ0HDhwAIcOHUJRURF0Oh2GDBmCTZs2wcnJ/CFZYwIAAL/88gtKS0sBAP369TPaJyQkBFFRUQCA7du3Wyw2InIMwd5ucHdRCtrECyOJHEVJVR1KqtSCNq4JIHtlkR2D/fz88OOPP+Knn37CN998g2PHjqG0tBS+vr7o2bMn/vrXv2LIkCGWCEUyP/74I77//nucOHEC165dg7e3N7p3746xY8fiySefhEplWF6s8fSo6Ohok9eOjo5GRkaGyelUpmRlZTV5PDc3t0XXIyL7o1Ao0CHQA2euluvbMooqcVdsoIxREclDvCZG6aRAuD9Hxcg+WSQJaDB06FAMHTrUkh9pMa+++iqmT5+OGTNmwNvbG+fOncMnn3yC559/HkuWLMG2bdsMbvQzMjL0Xwc3sTV8w7HMzMwWxRQZGdmi/kTkmMRJgHhONEmvqqoK4hIaL1RVgRNRLEu8KDjczx0uSsknTRDJwqJJwM1UVVXh0KFDGDhwoNyhNJtKpUJCQgIWLFiAnj176tv79u2LsWPHYtiwYdi7dy+GDx+OI0eOwM3NTd+nvLxccJ2mPgMAysrKJPgOiMjRiRcHZzAJsLjKqiq8LmqbzCTA4q4UcD0AOQ6rSgIuX76Me++9FxqN5uadrUT79u2xe/duo8dcXV2xcOFC9OrVC6dPn8bKlSvx3HPPtfgzdLrrlTqa2ofAmJuNHOTm5iI+Pr7F8RCRfRHf6KRzrwByUOJRMK4HIHsmeRLQeMrLzeTk5EgYiTx69uyJsLAw5OTkYNu2bYIkwNvbW/91TU0NPD2N/2VTW1tr0L85IiIiWhExETmaDgGGIwE6na7FDx6IbB0rA5EjMWsS8PLLL2PlypX45z//iRdeeAHA9UWtjv4PSVRUFHJycnD58mWD9gb5+fkmk4D8/HwAnONPRNIQ3+iU19ajqLIOgV5uJs4gc3N1dcVwI21kWRwJIEdi1tUuq1atQnl5Ob766itBu06na/bLHpn6vhqvIUhPTzd5fsOxxv2JiMwlzM8dLkrhwxrxAkmSlq+PD7YDgpevj4+8QTmYytp6FFTUCto4EkD2zKxJwGeffYbExER88MEHgvYdO3bg8uXLN339+OOP5gzHIkaPHn3T+v0NU6LE1YH69+8PX19fAMChQ4eMnpuXl6c/f8SIEW2MlojIkNJJgUh/0bqAAq4LIMciLg+qUACRAUwCyH6ZdTrQo48+ikcffdSgPSwsDB06dLjp+RUVFTY3GrB582ZERESYvEH/888/9fX4xX1cXV0xceJELF68GBs2bMCrr75qcP7GjRsBAO3atUNiYqKZoyciuq5DoAcuNbrxZxJAjka8HiDURwWVaCM9InsiefHbvXv3IiYmpll9Y2JisHfvXokjapmtW7ciODgY3bt3NzllZ/Xq1bh48aJBe21tLV5++WUAQKdOnfDUU08Z9Jk1axaCgoKQmpqKLVu2CI6VlZUhOTkZAJCcnAx3d25YQkTSiAnyEry/zDKh5GDE6wHEpXOJ7I3k1YEGDRp00z6HDx/G9u3bMXLkyGb1b6m8vDzk5eUBALKzs/Xt586dQ0VFBYDrCYixhbnLly9HQUEBCgoKsHHjRsyYMUNw3NvbG+Xl5ejXrx9eeeUVxMfHIyAgAKdPn8Ynn3yCI0eOoGvXrti2bZvRvQCCg4OxdetWDB8+HOPHj8ecOXMwaNAgZGVlYc6cObhy5QpmzpyJyZMnm/FPhIhIKCaI04HIsbEyEDkayUcClEolTp061WSfCxcuYPbs2YiPjzd4Gm4OS5cuRY8ePdCjRw+88847+vahQ4fq29PS0oyeO2XKFAQGBqJbt2546KGHDI7n5uZizZo1GD58OL766iuMGTMGd955J2bMmIGAgAAsWbIER44cQadOnUzGd+edd+LEiRN4+umnsWzZMgwYMADPPvssIiIi8OOPP2LevHlt/0MgImpCdJDwIcjlgkqbm55J1BbiNQEcCSB7p9BJ/Le8k5MTTpw4gW7dujXZLysrCzNmzMCVK1fw22+/SRkS/b+srCx92dHMzEzuK0DkwDKLqjDgQ+F0zLS370ewN8uEWkJ1Rga+EK2de+rKFbg3KiVN0rpr3m7kltbo3y99vA+G9wiVMSKi66S6X7OaHYMjIiLw6quvYsiQIXKHQkTkcML83OGqdEKdRqtvSy+sZBJgIRWVlXhR1PZIZSW4Eswyqus0ggQAAGKCOBJA9k3y6UAAmr1Z2KlTp6BWqyWOhoiIxJROCoM50Je5LoAcRHqh4c86Nwoje2f2kYCEhASDtsmTJ5vcDRe4vplWUVERTp06hb59+5o7JCIiaoboIE+cz6vQv+fiYHIU4p/1UF8V3F1ZHpTsm9mTgH379hm0mVp0K+bm5obZs2ebNyAiImoW8fQHjgRYjouLC8S18VxcXGSJxRFdEv2scxSAHIHZk4CkpCT91zqdDu+99x6ee+45hISEmA7C2Rnt27fH0KFDuTiViEgm4hsfJgGW4+fri33ixv/fUZ6kJx4JiAlmEkD2T9IkAADmzp2LF1544abVgYiISF7ikYArhVXQ6XTNXtdFZKvECW8MRwLIAUi+MDgpKanJUQAiIrIO4iSgWq3BtbJamaIhshzxwmBWBiJHYJEkICgoSOqPISKiNmrn4wZ3F+FiyEsFFSZ6E9mHsho1CirqBG3izfOI7JFFSoQ218mTJ6FUcjU+EZEcFArDMqHpBVUmehPZB/F6ACcFEBXgYaI3kf2wqiQAALepJyKSkXgahLH66UT2RLweIMLfA67OVnd7RGR2FtkxWKfTYenSpVizZg1Onz6NigrTw8tcgEZEJB+WCZVHTU0Nvha1PVpTA5Us0TgWg0XBnApEDkLyJECn02HMmDHYunVrs57yMwkgIpKPeC40NwyzjPKKCjwpahtRUcEkwAKYBJCjkjwJWL16NbZs2YJ77rkHzzzzDKKionD//fdjxYoViI6OBgCkp6dj2bJlOHv2LP773/9KHRIREZlgrEyoRquD0okPaMg+GewRwCSAHITkScCaNWtw1113Yf/+/fqn/AqFAv369dPvHTBo0CBMnDgRAwcOxNGjR/Hggw9KHRYRERkh3jCsTqNFTkk1IrlQkuyQTqcz3C2YSQA5CMlXvhw9ehQvvfTSTaf5ODk5YcaMGdiwYYPUIRERkQlBXq7wchM+H+LiYOk5OzvjdkDwcna2yLI9h1ZUWYfymnpBW0cmAeQgJE8CysvLERsbK2hTKpWoqjIsOxcVFYVz585JHRIREZmgUCgMKwRxXYDk/P38kAYIXv5+frLG5AjE6wFclU4I83OXKRoiy5I8CWjXrh1KS0sFbT4+Prhw4YJB33PnzqGmpkbqkIiIqAni6RDi6RJE9kKcBEQFenD9CzkMyZOADh064JtvvhG0de3aFQsWLBDc8JeXlyM5ORmhoaFSh0RERE2IMdgwjEkA2SdxEiBeE0NkzyRPAu677z58/vnn+Pvf/47MzEwAQGJiItLS0tCzZ09MmzYNL774Irp3746TJ0/igQcekDokIiJqgkGZ0ELuGkz2SbzepWMwkwByHJInAWPGjIFOp8O//vUvrFy5EgDwwgsvoEOHDrhw4QKWLl2KZcuWITMzE76+vnjnnXekDomIiJogXhOQWVSFeo1WpmiIpHMpnyMB5LgkTwJ69eoFrVYLrVaLWbNmAQC8vLywf/9+jBo1Cl5eXvDw8MCwYcNw4MABdOjQQeqQiIioCeIkoF6rQ1ZxtUzREElDq9XhimiUi3sEkCORrf5YVFQUvvvuO7k+noiITPDzcIWfhwtKqtT6tssFlayfLqHa2lpsEbX9pbYWbrJE4xiuldegWq0RtDEJIEci+UhAS6SnpyMhIUHuMIiIHJ54WoR4ASWZV1l5OR4BBK+y8nJ5g7Jz4p9pdxcl2vkw7SLHYVVJQGVlJfbv3y93GEREDs9grwBuGEZ2xqAyUJDnTTc2JbInVpME6HQ67Nq1S+4wiIgIhkkARwLI3ohL33KnYHI0kqwJqKysxI4dO3DhwgW4urqif//+uP3224321Wq1+Oqrr/D+++8b3UCMiIgsTzz/n0mAtJRKJboZaSPpGI4EeJjoSWSfzJ4E7Ny5ExMnTkR+fr6g/dFHH8VXX32lH2rTarX48ssv8f777+PSpUvQ6XQAgH79+pk7JCIiaiHxU9HskmrUqDVQufDGVAoB/v44KW7095cjFIchTgJigrxkioRIHmadDnTx4kWMGTMGeXl50Ol0gtfXX3+Njz/+GACwa9cu3HLLLXj66adx8eJF6HQ6dO3aFd9++y1+++03c4ZEREStIJ4OpNNxXQDZj3qNFhlF4vKgHAkgx2LWkYCPP/4YVVVV6Ny5M6ZMmYJu3brB2dkZly5dwurVq/HZZ5+hV69eGD58OLRaLXQ6HSIiIpCUlIQnn3wSTk5Ws0SBiMihebo5I9RXhdzSGn3bpfxK3NLeR8aoiMwju6Qaao1O0MaRAHI0Zk0C9uzZg06dOuHPP/+Eu7u74Nizzz6LxMREvPjii9BoNPDy8sKsWbMwbdo0uLmxJBcRkbXpGOwpSAIu5lXIGA2R+YinAvmonOHv4SJTNETyMGsSkJmZiUWLFhkkAA1mz56N+Ph4dOjQAbt27UJsbKw5P56IiMyoY5AXfrlQqH9/iYuDyU4YrgdgeVByPGadf1NdXY1u3cT1DW5oOPbuu+8yASAisnIdg4XrAi7lcySA7MNF0c9ybDCnApHjMXt1IB8f0/NFPTw8oFQq0bt3b6PHNRoNsrOzERUVZe6wiIiohTqKbowu5VdCp9PxiakEamtrId4p5/7aWnCyrDQu5Yv2CAjmHgHkeCTZJ+BmVCqV0fYzZ86gZ8+e0Gg0Fo6IiIjExGVCy2vrkV9RixBv43+HU+uVlZcjUdSWV16OYFmisX8cCSCyoh2DiYjIuoT7ucPNWfjPhPgJKpGtqaitx7WyWkGbeNSLyBGYfSRg6dKlCAkJMXlcq9Wa7JOXl2fucIiIqJWcnBSICfLEmavl+rZL+ZW4s2OgjFERtc1lUSLrpAA6BHKPAHI8Zk8Cli1bZpY+REQkv47B4iSAi4Ol4OTkhA5G2sj8xFOBIvw9uBM2OSSzJwE6ne7mnZrABWdERNajo2gDJZYJlUZgQADSxY0BATJEYv/EiSwXBZOjMvtjhhMnTkCr1bbqdezYMXOHI6DVarFkyRL4+PhAoVAgPT29zdesrKzEmjVr8Mgjj6Bjx45wd3eHh4cHYmNjMWHCBKSkpDR5/r59+6BQKG76Wr9+fZtjJSJqKZYJJXtzUTQdiIuCyVHJUh3IFIVC0eaRBFNOnjyJv/3tbzh48KDZrnn48GEMGTIERUVFuPXWW/HOO+/glltugU6nw86dO/HRRx9h7dq1eP7557F48eImRzk8PZt+EuHsbFX/q4jIQYgXTGYWV6O2XgM3Z06fINskng7EkQByVGa9s9y7dy9iYmJafX5MTAz27t1rxoiuS0pKQnJyMuLj4zFz5kwkJyeb5bq5ubkoKipC7969kZqaCje3GxWd+/fvj/j4eIwYMQJLly5FTEwMXn31VZPXqqjg0zUisj7iGySNVoeMwip0buctU0RErafV6gx2C+ZIADkqs04HGjRoENzd3Vt9voeHBwYNGmTGiK5buHAhFixYgJSUFHTt2tXs13/33XcFCUCD4cOHY8CAAfoYiIhsjY/KBcHewr/fxNMpiGxFdkk1auu1gjaOBJCjcojSA6dOncLzzz9v9kXHsbGxeOWVVzB48GCTfXr16gUAyM7ORmFhoVk/n4jIEsSbhl0q4Mgl2SbxwnZvlTOCvbgvMzkmh5hoHh4eLsl14+LiMH/+/Cb7KJXX5806OTm1aZSEiEguHYO98NvlIv17bhhmfnV1dfhV1HZ3XR1cZYnGfl3ME68H8GJVQnJYDjESIKfz588DAG6//XZ4eJjejGTdunV44IEH0KFDB3h4eCA8PByJiYlYu3YtNBqNpcIlIjIQywpBkistK8O9gOBVWlYmb1B2SDyKJf7ZJnIkDjESIJfCwkLs2rULAPD666832XfatGl45ZVXkJSUBJVKhaNHj+LDDz/EhAkT8O9//xubNm1CQAtrRmdlZTV5PDc3t0XXIyLHZFAmlHsFkI26mMdFwUQNmARIaP78+airq8OYMWMwduxYo338/Pzw4IMPYvny5YiIiNC333777Xj44Ydx991348CBAxg3bhx2797dos+PjIxsU/xERIDhhmElVWoUVdYhwJOTVci2iEcCxOtdiBwJpwNJ5MCBA5g/fz66dOmCFStWmOzXu3dvfP/994IEoIGvry/mzZsHANizZw9+/PFHyeIlIjIlwt8dLkrhvGlOCTIvhUKBIEDw4lx186qorce1slpBW2wIRwLIcXEkQAJnzpzBQw89hLCwMOzatQv+/v6tvtYDDzwApVIJjUaDbdu2YdiwYc0+NzMzs8njubm5iI+Pb3VsROQYnJVO6BDoiQuNFlVeyq/E7dEtm6JIpgUFBiJf3BgYKEcodkucuDopgA6BptfqEdk7JgFmdvbsWSQkJMDT0xO7d+9u85Qcd3d3BAcH4+rVq7h8+XKLzjU2ukBE1Bodg4RJwEWWCSUbI65qFRngwZ2vyaFZ1XSg7OxsPPbYY3KH0WrHjx/HwIED4eHhgZSUFMTGxprlujqdzizXISJqrY6iBZQsE0q25mI+1wMQNWZVSUBJSQn+97//yR1Gq/zxxx+49957ERgYiJSUFERFRemP1dfXIz09HTU1NYJz8vLyMHr0aKSlpZm8blVVFQoKCgAA0dHRksRORHQz4gpB4hsqImsnTlxZGYgcnVmnA82dO7dN5+fl5ZkpEstKTU3Fgw8+iKioKOzcuRMhISGC41lZWYiJicHevXsFuwtXVVVh8+bNuOeee9CvXz+j196xY4d+n4ARI0ZI9j0QETVFfMOUUVgFtUYLF6VVPUsiMslgJIBJADk4syYBs2fPblM1A51OZ3XVELZu3YqnnnoK7dq1w7Zt2wyexqekpCAxMRFdu3bFTz/91OJa/gCwYMECPPXUUwbnlpSU4M033wQADBgwAMOHD2/190FE1BbiTZXqtTpkFlXxRopsglarw2XR/hbi0S0iR2P2hcF9+/aFp6fwF0ur1eKXX36BTqdDTEwM2rdvDxcXF6jVav2CV51Oh969e8PX19fcISEvL08/ypCdna1vP3fuHCoqrj8ZiImJMYgbAJYvX46CggIUFBRg48aNmDFjhv5YwwhAVVUVTpw4IZgC1JipOf2urq5wc3NDTk4OevTogddffx29evWCp6cnjhw5gg8//BAXL17EnXfeiQ0bNrT6+yciais/D1cEeLqiqLJO33Ypv5JJgJmo1Wr8KWrrrVbDRY5g7FB2STVq67WCNk4HIkdn9iRg1apV6Natm/69RqPByJEj8eSTT2L27NkIDw83OCcnJwdJSUlITU3F1q1bzR0Sli5dijlz5hi0Dx06VP+1eKpOgylTpuDgwYNo164dHnroIcGx1NRUVFVVAYDBfP/mCAsLQ05ODtavX48dO3Zg0aJFyMnJgUajQWBgIPr06YOkpCSMHz8ezs4s5ERE8uoY5ClIAi7mV+B+tJMxIvtRUloKccHmvNJSBIeFyRKPvRFPBfJWOSPIi5vdkWNT6MxYeiYmJgY7d+5Ep06d9G3z58/H0aNHsWbNmpueP3HiREREROg3yCJpZWVl6UuYZmZmsqQoETVp5oZj+Drtxv4jD/eNwPxxvWSMyH7knz6NkEYP0AAg79QpBMfFyRSRffni58uYu+2U/n3vSD9seqG/jBERNZ9U92tmXdF1+fJlQQIAAGvXrsWTTz7ZrPOffPJJbNq0yZwhERGRmXQS7a7aeN8AImtmuCiY6wGIJJ9jcuHCBfj5+TWrr5+f3013uSUiInnEipKAi3kVVlnQwVZx71rpsDwokSHJa7splUr8/vvvzeqbmpoKpZK79xERWaPOoiSgvLYeeeW1MkVjX4KDglAJCF7BQUHyBmVHxCMB4mpXRI5I8iSgd+/eSEpKwrFjx5rsd/ToUcyePRt9+vSROiQiImqFMF93uLsIH9RwShBZu7IatUGyypEAIgtMB5o+fTrGjh2L22+/HaNGjUJCQgKio6Ph7u6OqqoqpKenY8+ePdiyZQs0Gg2mT58udUhERNQKTk4KxIZ44kR2mb7tQl4F+nfiE2uyXuJE1dlJgQ6BHAkgkjwJGDNmDF555RV8/PHH2LhxIzZu3Gi0n06nw2uvvYbRo0dLHRIREbVSp2AvgySAyJpduCb8Ge0Q6AFXZ+50TWSR34KPPvoI//vf/3DLLbdAp9MZvOLi4vDNN9/ggw8+sEQ4RETUSqwQRLbmfF654H3nEG+ZIiGyLhbbgWrcuHEYN24cLl68iFOnTqGsrAw+Pj7o1q0bYmNjLRUGERG1gUESkM8kgKybOFEV/wwTOSqLb0MbGxvLm34iIhslvoHKL69FaZUavh4uMkVkH+rr63FW1Na1vt7y/0jbofOiJKBzOyYBRICFpgOJVVdX4+rVq6iurpbj44mIqJU6BHrC2Um4L8CF/HITvam5iktK0B0QvIpLSmSNyR5U1dUju0R4r8HKQETXWSwJKCkpwTvvvIMuXbrAy8sL4eHh8PLyQpcuXTBr1iyU8C87IiKr56J0QnSQsLIK1wWQtbqUXwmd7sZ7hYJJAFEDiyQBJ06cQO/evTFv3jxcuHBBsCj4woULeP/993Hbbbfh1KlTlgiHiIjaoFMwFweTbRD/bEb4u8PdlZuSEgEWWBNQVlaGESNGIDMzEwEBARg0aBBiYmLg4eGBqqoqXLp0Cfv378eVK1cwfPhwHD9+HN7eXLlPRGStOoV4ASdvvGcSQNaKlYGITJM8Cfj000+RnZ2NefPmYcaMGXBxMVw8plarMX/+fLz77rv49NNP8fbbb0sdFhERtRIrBJlfcFAQdOLGIG7C1lasDERkmuTTgTZt2oQXXngBb7zxhtEEAABcXFzw5ptvYurUqSY3EyMiIusgvpHKKq5GjVojUzREpokrAzEJILpB8iTg/PnzePjhh5vV95FHHsGFCxckjoiIiNqiY7BwYbBOB1zkaABZmbp6La4UVgnamAQQ3SB5EqBWq+Hu7t6svu7u7lCr1RJHREREbeHh6owIf+Hf61wXQNYmvbASGq1wkhWTAKIbJE8CIiIicODAgWb13b9/PyIiIiSOiIiI2spgXQCTALIy4p/Jdj5u8FFxUzuiBpInAffffz/ee+89pKWlNdnv119/xfvvv48HHnhA6pCIiKiNWCaUrN35a6KdglkZiEhA8upAr7zyClauXIm7774biYmJuP/++9GxY0e4u7vrS4Tu3LkT27dvh4uLC2bMmCF1SERE1EYcCTAvjUaDTFFbpEYDVrRvPXHVKk4FIhKSPAmIjY3FihUrMHnyZGzZsgVbtmwx6KPT6eDs7IwvvvgCsbGxUodERERtJL6hSi+sRL1GC2elxTaitytFxcWIEbXlFRcjuH17WeKxB+evCfcIYBJAJGSRv60fe+wx7NmzB/369RPsFtzwuvPOO7F3716MHz/eEuEQEVEbiW+o1BodrhRVmehNZFkarQ6XCioFbUwCiIQkHwlocM899yA1NRWZmZk4duwYSktL4evri549eyIyMtJSYRARkRn4ebgiyMsVBRV1+rYLeRWIDeaNFskvs6gKdfVaQVtnJgFEAhZLAhpERkbypp+IyA50CvFCQUWR/v2FvAoMvVXGgIj+n3iNir+HCwK93GSKhsg6yTJ5s7q6GlevXkV1dbUcH09ERGYgnl5xkYuDWy0oMBAVgOAVFBgob1A2TLxTMCsDERmyWBJQUlKCd955B126dIGXlxfCw8Ph5eWFLl26YNasWSgpKbFUKEREZAbiMqHiGy9qPoVCAU9A8FIoFPIGZcPEIwGxnApEZMAiScCJEyfQu3dvzJs3DxcuXBAsCr5w4QLef/993HbbbTh16pQlwiEiIjPoJHq6eiGvAlrRDq1EcriQJ6wMxPUARIYkXxNQVlaGESNGIDMzEwEBARg0aBBiYmLg4eGh3ydg//79uHLlCoYPH47jx4/D25vDdkRE1q5Le+GNVbVag6ziakQFesgUEdH1suPikQBWBiIyJHkS8OmnnyI7Oxvz5s3DjBkz4OJiuGW3Wq3G/Pnz8e677+LTTz/F22+/LXVYRETURsFebvDzcEFJlVrfdu5aOZMAklVuaQ0q6zSCts7tmAQQiUk+HWjTpk144YUX8MYbbxhNAADAxcUFb775JqZOnYqNGzdKHRIREZmBQqFAl3bCkduzog2aiCxNPArg5eaM9j4qmaIhsl6SJwHnz5/Hww8/3Ky+jzzyCC5cuCBxREREZC5dRE9Yxbu0UvNotVrkA4KXVqtt+iQySrxAPTbYk4usiYyQPAlQq9Vwd3dvVl93d3eo1eqbdyQiIqsgHgk4d40VglqjsKgIIYDgVVhU1PRJZNS5q8JEVPwzSkTXSZ4ERERE4MCBA83qu3//fkREREgcERERmYv4ButCfgU0rBBEMhJPSWMSQGSc5EnA/fffj/feew9paWlN9vv111/x/vvv44EHHpA6JCIiMhPxDVZdvRZXCitlioYcnU6nM5iS1qU9kwAiYySvDvTKK69g5cqVuPvuu5GYmIj7778fHTt2hLu7u75E6M6dO7F9+3a4uLhgxowZUodERERmEuDpiiAvNxRU1Orbzl0rR8dgVmMhy8suqTaoDNSVIwFERkmeBMTGxmLFihWYPHkytmzZgi1bthj00el0cHZ2xhdffIHY2FipQyIiIjPq0s5LlARUYFh3GQOyQYEBAcgz0kYtc040CuCjckY7HzeZoiGybhbZMfixxx7Dnj170K9fP8FuwQ2vO++8E3v37sX48eMtEQ4REZkRy4S2nZOTE4IBwcvJySL/RNsV8cL0Lu28WRmIyATJRwIa3HPPPUhNTUVmZiaOHTuG0tJS+Pr6omfPnoiMjLRUGEREZGbiJIBlQkkuBpWBuB6AyCSLJQENIiMjedNPRGRHxHsFXMqvRF29Fq7OfJJNliUeheJ6ACLTrOpv6JycHDz11FOSXV+r1WLJkiXw8fGBQqFAenq62a5dWlqKt99+G3FxcfDw8EBQUBASEhLw9ddfN+v8nJwcTJ8+HbGxsVCpVGjXrh0SExPx008/mS1GIiIpdBbdaNVrdUhnhSCyMI1WZ7BbcOd2XKBOZIpVJQHFxcVYvXq1JNc+efIk7rnnHrz44osoLzfvUPWFCxfQo0cPJCcnY8yYMdizZw++/PJLaLVajB8/HhMmTGhy58fU1FR0794d//nPf/Dcc88hJSUFS5cuRWZmJoYNG4a33nrLrPESEZmTr7sL2vuoBG1nr3JKEFlWRlEVauuF/9ZyJIDINItNB9q7dy8OHDiAq1evoqamxmifkpISST47KSkJycnJiI+Px8yZM5GcnGy2a9fW1iIxMRGZmZlYsGABXn75Zf2x+++/H/3798fatWvRuXNnJCUlGZyfn5+PkSNHori4GN999x1Gjx4NAIiPj8f999+PHj16YN68eejatSsmTZpktriJiMypS3tvXC278Xc71wW0jE6nQ5WozUOnA5e0Np848QzyckWgFysDEZkieRJQVlaGxMRE/PLLL/o2nc5wN0mFQgGdTifJKv6FCxdiwYIFmDp1qtlHGhYvXoyzZ88iLCwM06ZNExxzdXXF3LlzMXz4cHzwwQf429/+hrCwMEGfuXPnoqCgAHfccYc+AWjg6+uLN998E88//zzeeOMNPPLII3B3dzdr/ERE5tAlxAsp5/L178VVWqhpBYWFCBG15RUWIjhE3EqmiBPPziEcBSBqiuRJwNtvv42ff/4ZHh4e6Nu3L0JDQ03eyJaUlBjdR6CtTp06hfDwcLNfFwBWrFgBABg9ejSUSqXB8SFDhsDb2xvl5eVYu3YtXnvtNf2xuro6rFmzBgAwduxYo9cfO3Ysnn/+eVy7dg3btm3DuHHjJPguiIjaRlwhSFyvnUhqBouCWRmIqEmSJwGbN2/GHXfcgZ9++gk+Pj5N9j1x4oQkSYBUCcDly5dx+vRpAEC/fv2M9lEqlbjtttuQkpKC7du3C5KAX375BaWlpU2eHxISgqioKGRkZGD79u1MAojIKolLMaYXVqJGrYHKxfDhCJEUxImnODElIiHJk4C8vDx9RZ6bCQgIwBNPPCF1SGZz7Ngx/dfR0dEm+0VHRyMlJUXQv6XnZ2RkGJx/M1lZWU0ez83NbdH1iIhM6RwirMKi1QEX8ytwa5ivTBGRI6mr1+JSvrAiVdf2rAxE1BTJk4CQkJBmP4kPCwvDypUrJY7IfDIyMvRfBwcHm+zXcKy4uBiVlZXw9PRs1fmZmZktio/7MRCRpXi6OSPC3x1ZxdX6tvPXmAQ0V4C/Py4baaPmSS+sRL1WuN6wE9cEEDVJ8hKho0aNQmpqarP65ufnY+7cuRJHZD6NS42qVCqT/RofKysra/X5jc8lIrI24ukX4jnaZJpSqUQ0IHgZW2dGxokrA4X6quDr7iJTNES2QfIkYM6cOVixYgV+/vnnm/bNy8vDnDlzpA7J4hpXQ2pN9aOG81t6bmZmZpOv33//vcWxEBGZIk4CWCaULEX8s8b1AEQ3Z9bpQKae4t99992477770Lt3b/Tr1w+BgYFGn3Dk5eWZMxzJeXvf+EvG1N4HwPW9BIydIz6/YZqQqfMb92+OiIiIFvUnImqLLqLdWTkSQJYi/lkT/ywSkSGzJgGzZ882+bRap9MhLS0Nhw4dMnm+VPsESCUqKkr/dX5+vsl+Dcf8/f0FN/ri800lAQ3nc44/EVkz8dPXzKJqVNXVw8PVYvtSkoMS70vBkQCimzP738x9+/Y1eTN7M5WVlTh8+LCZI5JOz5499V+np6eb7NdwrHF/Y+ebqhBk6nwiImvSKcQLCgXQeD/I89cq0CvST7aYyP7VqDW4UiiuDMQkgOhmzJ4ErFq1Ct26dWvVuSdOnECvXr3MHJF0YmJicMstt+DMmTM4dOgQJk+ebNBHo9HgyJEjAIARI0YIjvXv3x++vr4oLS3FoUOHMHjwYIPz8/Ly9FWExOcTEVkTlYsSHQI8kF5YpW87e62cSQBJ6kJeBUSFgdAphNOBiG7GrAuDO3ToAFdX11af7+XlhYEDB5oxIuk988wzAIBNmzZBq9UaHN+5cyfKy8uhUqnw2GOPCY65urpi4sSJAIANGzYYvf7GjRsBAO3atUNiYqI5QyciMjvxE1hx1RYyLr+gAApA8MovKJA3KBsh3iQsKsCDU9CImsGsScDly5fRqVOnVp8fHR2NvXv3mjGittu6dSuCg4PRvXt3o1N+XnzxRXTp0gXZ2dlYvHix4JharcasWbMAADNnzjS6X8KsWbMQFBSE1NRUg92Sy8rKkJycDABITk6Gu7u7mb4rIiJp3NJeuDHkmassbUzSOnOVlYGIWkPyEqEtkZOTg6eeesrs183Ly8OJEydw4sQJZGdn69vPnTunb6+srDR67vLly1FQUICTJ0/qn8o35ubmhu3btyMyMhIzZszAO++8g9TUVPzwww8YMmQI0tLS8Pjjj+Pdd981ev3g4GBs3boV/v7+GD9+PObPn4+0tDR89913GDhwIK5cuYKZM2canWpERGRt4kKFN2BncjkSQNI6nStMNLuFMgkgag6rSgKKi4uxevVqs1936dKl6NGjB3r06IF33nlH3z506FB9e1pamtFzp0yZgsDAQHTr1g0PPfSQ0T6dOnXC8ePH8cYbb2DDhg249957MWHCBCgUCqxbtw5fffUVnJxM/1HfeeedOHHiBJ5++mksW7YMAwYMwLPPPouIiAj8+OOPmDdvXtv+AIiILKSraCSgsLIO+eW1JnoTtZ14JOCWUB8TPYmoMYWu8U5WbVRQUIADBw5g2LBh+qkrLdkBOC8vD8uWLYNGozFXSNSErKwsfdnRzMxM7itARG2m0erQPeknVKtv/D2+5ul4DOgcLGNU1q8+Nxdnw8IEbV1zcuAcGipTRLahoKIWt/9jl6Bt9yuDEBvMhcFkP6S6XzPrypmBAwfi7NmzGDNmDNavXw+g6b0DxGxtnwAiIhJSOinQpb03jmaW6NvO5JYzCbgJZ2dn3GrYKEcoNkW88NzN2QnRga0rU07kaMz6N4xOp9O/Gmvu3gG2tk8AEREZihMlAae5OJgkIl4P0LW9N5ROfJhI1BxmTQJSUlJw4MABDB06VNDe3L0DbG2fACIiMnRLey4OJssQjwSIf/aIyDSzJgHBwcEGi2dbsneAm5sboqKizBkSERFZmHhh5oW8Cqg1WrgoraoWBdkBg0XB7bkomKi5JJ9wePny5Wb37dy5c4v6ExGR9RE/ja3TaJFeUInOrN9OZlSv0RpsFHYLy4MSNZtVPZbJz89vUTUhIiKyPn4ermjvoxK0nebOwWRm6YVVqK3XCto4EkDUfFaVBOTl5WHOnDlyh0FERG0kfiJ7JpeLg5uSX1AAT0Dwyi8okDcoKyfejbqdjxsCPJs3/ZiIzDwd6Msvv2zT+VlZWWaKhIiI5HRLex/sO5uvfy+eu02GquQOwMaIF5xzFICoZcyaBEyePJl1/omICHEcCSCJiUcCWBmIqGXMvjA4NDQULi4urTpXrVYjNzfXzBEREZGliZ/K5pTWoLRaDV/31v37QCR2WjwSwEXBRC1i1iRAoVBgx44dzdoTwBjuE0BEZB86BnvCRamAWnNj88izV8sRHxMgY1TWy8/XF78baSPjymrUyC6pFrRxOhBRy5h1YbB4p+CWUigUbb4GERHJz0XphNhgL0GbePoG3eDi4oJ+gODV2lF1RyDeJMzZSWHw80ZETTPrSIBWq715pybceuutbb4GERFZh7hQH8GCYPH0DaLWEq8x6RTiBVdnqyp4SGT1+BtDRESSEC/U5EgAmYt43wkuCiZqOYslAenp6Xj55ZfRo0cP+Pn54fTp0wCA77//HrNmzUJeXp6lQiEiIgu4JVQ4R/vs1XJotZzySW0nHgkQ/6wR0c1ZJAnYtGkTevTogUWLFuHkyZMoLy/Xz/2/evUq/vGPfyAuLg47duywRDhERGQBcaKns1V1GmQVV5voTdQ8Wq3OYE0ARwKIWk7yJODSpUuYMGECKisr0blzZ4wcOVKwl8CkSZOwefNmtG/fHg899BAuXbokdUhERGQBwd5u8PcQLm49xf0CqI2yS6pRWacRtMVxJICoxSRPAhYuXIj6+nps2LABZ86cwebNmwVJgFKpxMiRI/Hbb78hMjISH3/8sdQhERGRBSgUCoObMyYBxhUUFiIYELwKCgvlDcpKiX+G/DxcEOLtJlM0RLZL8iRg165dePXVVzFmzJgm+3l5eeH111/Hzp07pQ6JiIgspJs4CchhEmCMTqdDASB4sWS2ceKfobj2PoKHi0TUPJInAZmZmbj33nub1bd79+7IzMyUOCIiIrKUW8OFScBpjgRQG50UJQG3hnEqEFFrSJ4EaLVauLq6NqtvRUUFnJ3NunUBERHJqFuocNfb7JJqFFfWyRQN2QNxItmNSQBRq0ieBERFRWH//v3N6vu///0PMTExEkdERESW0jHY02ATJ44GGPL18cFeQPDy9eHNrVhxZR2yS4QVpm4N8zXRm4iaInkS8OCDD2LevHnYvXu3yT46nQ6ffPIJPv/8cyQmJkodEhERWYiL0smgfCMXBxtydXXFYEDwau4ouiMRJ5Cuzk7oGOwpUzREtk3yuTevvfYaVqxYgSFDhuC+++7DoEGDoNPpsHHjRuzatQtnzpzBDz/8gIyMDPj7++Pvf/+71CEREZEFdQv1wbGsUv178ZxuouYS/+x0becNF6XF9j0lsiuSJwGhoaHYuHEjxowZg127dulHBJKSkvR9dDodfHx8sHHjRgQHB0sdEhERWZB4zjYrBFFriUeRuCiYqPUskj7fd999OHLkCP76179CpVJBp9PpXyqVCuPHj8fhw4cxcOBAS4RDREQWJL5Ru5BfgRq1xkRvItNO5pQK3nNRMFHrWawUT2xsLNatWwe1Wo1z586htLQUvr6+6Ny5M+c9EhHZsa7tfaBQAA1l7zVaHc5dK0fPCD9Z4yLbUqPW4GJ+paCNIwFErWfxiXQuLi649dZbcffdd+PWW28VJAA5OTl46qmnLB0SERFJyMvNGdGBwsWbnBJELXX2ajk02hsbqCkUwC3tmQQQtZbkSUDHjh1x4cKFZvUtLi7G6tWrJY6IiIgszWDnYFYIEigsKkI0IHgVFhXJF5AVEv/MxAR6wtONewsRtZbkSUB6ejrq6m6+MYxOp8OaNWukDoeIiGTAxcFN02q1uAIIXlqtVt6grIx4PUAcpwIRtYlFpgOlpaU1eTw9PR0DBgzARx99ZIlwiIjIwsRJwOncMmgbTe0guhlx4igeXSKilrFIEvDss8/ixx9/NHrsyy+/RO/evXHw4EFLhEJERDK4VXTDVlmnwZWiKpmiIVuj0epw5mq5oI2LgonaxiJJwIQJE/Dwww/j559/1reVlJTgr3/9K5588kmUlZUhLi4Oa9eutUQ4RERkYSE+KgR5uQnaOCXoBh9vb2wDBC8fb++mT3Ig6YWVqKoTlpVleVCitrHIipoZM2YgNDQUiYmJ2Lt3L0pKSjBp0iRkZ2dDp9PhueeewyeffIKrV69yrwAiIjvVLcwHKefy9e9P5pRiRM9QGSOyHm5ubhhh2ChHKFZJnDAGe7shxFslUzRE9kHyJKBhYdN7772HkpISDB48GJWVldBqtQgICMDnn3+O0aNHAwCio6Oxd+9eqUMiIiIZdAsVJgGsEETNdZLrAYjMzqL7BCxatAijRo2CVqtF//79cfToUX0CAAClpaX48ssvLRkSERFZiHgON6cDUXOJE0auByBqO4tvFrZy5UqMHDkS+fn5cHFxERzLysrCk08+aemQiIjIAsRzuPPKa5FfXitTNGQrdDodTonKg3I9AFHbmXU6UHOf4o8YMQIHDhxAQkICXn/9dX17VlaWOcMhIiIrEh3oCXcXJarVNxZ4nswpxeCuITJGRdYuv7wWBRXC/YY4HYio7cyaBEyePBkKhaLZ/UtLS/nkn4jIQSidFIgL9cYfGSX6thPZTAKoaSdEowAerkpEB3rKFA2R/TD7wuDQ0FCDaT7NpVarkZuba+aIbqitrcXChQvx9ddf48KFC1AqlYiLi8OkSZMwZcoUODm1fHZUS5Ie4PqwZmP79u3Dvffee9Pzvv32Wzz88MMt+iwiImvTI9xXkAQczy413dmBFBUXY4Co7UBxMQKCg2WJx5oczzJcFOzk1LJ/e4nIkFmTAIVCgR07dqBbt26tOv/EiRPo1auXOUPSKygoQEJCAo4fP44pU6Zg0aJFqKurw+LFizF16lR8++232L59O1Sqlpccc3Nzg7Oz6T9KrVaL6upqxMTEmOzj6dn0U42mrk9EZCt6RPgBuKJ/fyKbi4MBQKPR4JSRNjJMFHtE+MoUCZF9Meudpfgpd0u5ubkhKirKTNEIjRs3DsePH8f06dOxcOFCffu9996LMWPGYPPmzZg6dSpWrlzZ4mt/9tlnmDx5ssnjn3/+Of72t7/hhRdeMNmnoqKixZ9LRGRreoQLb+CyS6pRVFmHAE9XmSIia3dCnASEMwkgMgezVgdSq9WtHgUAgM6dO+Py5ctmjOi6DRs2YN++fVCpVJg9e7bgmEKhwLx58wAAq1evxuHDh83++YsXL4aHhweeeuops1+biMiWxAZ7QuUi/KeHU4LIlLzyGlwtqxG0MQkgMg+zJgFKpbJN5+fk5Ehyo/z5558DABISEuDn52dwPC4uDnFxcdDpdPjiiy9adO3jx48L9joQS0lJwdGjRzFx4kT4+/u36NpERPbGWelkUNlF/KTXEfl4e+MbQPDy8faWNygrIP7Z8HBVomOwl0zRENkXi+8T0JTi4mKsXr3arNesq6vD7t27AQD9+vUz2a/h2Pbt21t0/e7duxtNLBosWrQIAPDiiy+26LpERPZK/CT3eBaTADc3N4wDBC83Nzd5g7IC4kXBt4b5QMlFwURmYdY1AQUFBThw4ACGDRsGd3d3AMDcuXObfX5eXp45wwEAnD59Gmq1GgAQHR1tsl/DsStXrqC0tBS+vm0fbszKysKmTZuQkJCA7t27N9l33bp1+OKLL3Du3Dnk5+fD398ft912G8aPH49HH320VaMsN9t3QcpKTEREpnQXJwEcCSATxD8b4p8dImo9syYBAwcOxNmzZzFmzBisX78eADB79uxml9HU6XQtLrl5MxkZGfqvg5sotdb4WFZWllmSgKVLl6K+vh7Tpk27ad9p06bhlVdeQVJSElQqFY4ePYoPP/wQEyZMwL///W9s2rQJAQEBLfr8yMjI1oZORCQZcXUXLg4mU7gomEg6Zq8O1PBqrG/fvjctgQkAlZWVZl+YW15erv+6qfKfjY+VlbW9ZF1tbS3+85//oEOHDhg5cqTJfn5+fnjwwQexfPlyRERE6Ntvv/12PPzww7j77rtx4MABjBs3Tj+tiYjIlnUK9oLKxQk1aq2+7Xh2KQZ1YU18uiG/vNZgUXBPlgclMhuzJgEpKSk4cOAAhg4dKmhftWpVs6oGSblPwM00TlzMMRqxbt06FBQU4PXXX29yKk/v3r3x/fffGz3m6+uLefPmYdSoUdizZw9+/PFHDBs2rNkxZGZmNnk8NzcX8fHxzb4eEZE5OCudEBfqgyOinYOZBFBjxhYFxwRxUTCRuZg1CQgODsZDDz0kaOvQoQNcXZs3xCvFPgHejaor1NTUmOxXW1tr9JzWWrRoEdzd3fH000+36ToPPPAAlEolNBoNtm3b1qIkoPHIAhGRNekR7itIArg4mMSOiX4muCiYyLwk34a2JXX/pdgnoHFSkZ+fb7Jf42NtvXn+9ddf8ccff+Bvf/tbi+fxi7m7uyM4OBhXr16VZA8FIiI5cHGwUHFJCYaI2naUlMC/ibVs9o6LgomkJXkScDObN2/G5s2b9e8VCgVWrFhhtuvHxcXBxcUFarUa6enpJvs1HOvQoUObFwV/+umnAMxXFrStOzETEVkbYzsHF1fWwd9BFwfX19fjkJE2RyaeDsT1AETmJfs+Aenp6di7dy/27t2LH374AatWrTLr9V1dXXHfffcBAA4dEv8Ve0NaWhoAYMSIEW36vJycHGzcuBGDBg1Cz549m+ybl5eH0aNH6z/bmKqqKhQUFABousQpEZEt6RziBTdn7hxMxhlbFMzKQETmJXsSMH36dFy+fBmXL1/GmjVrJPmMZ555BgCwe/dulJYa/iNz5swZnD59GgqFos07Fn/22WdQq9V46aWXbtq3qqoKmzdvxv79+0322bFjBzQaDYC2JyhERNbCWemEbmHCnYOZBFADLgomkp7sSUBj5t4joMHYsWMxePBg1NTUYM6cOYJjOp0Ob731FgBg0qRJ6Nu3r+D41q1bERwcjO7duzc5nQi4vjvx8uXLERUVhVGjRjU7vgULFqCoqMigvaSkBG+++SYAYMCAARg+fHizr0lEZO3ET3bFN36OxNvLCysBwcvby3FvesUJIRcFE5mf7GsCLOXbb79FQkICFixYgOrqakyYMAF1dXVYsmQJvvvuOyQkJGDZsmUG5y1fvhwFBQUoKCjAxo0bMWPGDJOf8c033+DatWtITk5u1g6/rq6ucHNzQ05ODnr06IHXX38dvXr1gqenJ44cOYIPP/wQFy9exJ133okNGza06fsnIrI2XBx8g0qlwmTDRhkisQ7iykA9wv3kCYTIjjlMEhAUFIS0tDQsXLgQ69atw5o1a6BUKhEXF4elS5fi2WefhZOT4cDIlClTcPDgQbRr186g/KnYokWLoFKp9NOPbiYsLAw5OTlYv349duzYgUWLFiEnJwcajQaBgYHo06cPkpKSMH78eDg7O8z/KiJyEOKRgKxix14cTDcY7BQc4WOiJxG1lkPdWbq5ueGNN97AG2+80exzRo4cqV+YezO//fZbi2MKCAjAlClTMGXKlBafS0RkyxoWB9fW39g5+Bg3DXN4XBRMZBlmXROQkZGhX8RKRETUFGelE24VLQ4+mlkiTzBkNY5llQjec1EwkTTMmgTExMTg7Nmz5rwkERHZsV6RfoL3TAJI/DPQI9yXi4KJJGDWJECn00lW4YeIiOxPb3ESkFXCDRId3J+iRcHinxEiMg+zrwmYPHkyPD09W3VucXGxmaMhIiJrJr7BK6ioQ3ZJNSL8PeQJSCYlpaUYLWrbVFoKv2DHWh+h0+kMRgKYBBBJw+xJwKFDh1r1FEehUHAkgYjIwUQFeMDPwwUlVWp925+ZJQ6XBKjVaoi3jVSr1Ub72rP0wiqUVgu/b/GUMSIyD7MnAX379m3TSMDx48fNHBEREVkrhUKBXhF+2H8uX992NLMEiT3DZIyK5CIeBQj2dkOor+Pul0AkJbMmAQqFAqtWrUK3bt1adf6uXbswdOhQc4ZERERWrlekOAlw3E3DHN2fRqYCcYYAkTTMmgS0dTFXw5QgIiJyHLeJpnsczy5FvUYLZ6VZa1dYNS9PTyw20uZojCUBRCQNsyYBWq325p2acN9997X5GkREZFt6Rgg3gqpWa3A+rwJxoY6zS6y7uzteMGyUIxTZ1NZrcCqnTNDWK8JPnmCIHIDjPGYhIiKrFOjlhsgA4Q2v+Ikw2b8zueWo0wgfBPaM5E7BRFJhEkBERLITP/HlpmGO56hop+DYYE/4qFzkCYbIATAJICIi2YnnfnMkwPH8mVEieM/SoETSYhJARESyEycB566Vo6quXp5gSBZ/ikYCuCiYSFpMAoiISHa3hvlC6XSjFKRWB5zILmviDLInpdVqXMqvFLQxCSCSFpMAIiKSnburEl3beQva/swslikayystK8MIQPAqLXOcJOiYaBTAVemEW9o7TnUoIjmYfcdgIiKi1ugV6YdTuTdufB1p07C6ujp8b6TNUYgXgncL84GrM59TEkmJv2FERGQVxJuGcXGw4/hTlPBxKhCR9JgEEBGRVRBXg8kuqUZ+ea08wZDF6HQ67hRMJAPJk4COHTviwoULUn8MERHZuE4hXvB0VQrajmQ4xroATw8PfAgIXp4eHvIGZSHZJdUoqBAmeywPSiQ9ydcEpKenQ61WS/0xRERk45ROCvSK9MOvFwv1bYczijHk1vYyRmUZHh4eeM2wUY5QLO4P0f4Afh4uiA50jO+dSE4WWRg8efJkeHp6Nquvq6srQkJCMGDAADz++OPwcJC/BImICOjbwV+QBPxxxTFGAhyZ+P9xnyh/KBQKE72JyFwskgSkpaXpf6F1Op3BcWPH1q5di9mzZ2Pjxo244447LBEmERHJrE8Hf8H7Y1mlqKvXslKMHTssSgL6in4GiEgakicBSUlJ+OOPP7B161Z07twZAwYMQPv27eHi4gK1Wo2rV6/i559/xoULF/Dcc88hKCgIJSUlOHToEA4ePIjExEQcO3YMoaGhUodKREQy6xMpvAGsrdfiVG4ZF4raqaq6ekFZWOD6SAARSU/yJGDChAlYvHgxvvrqKzz22GMm+61duxZz5szBr7/+iqCgIADAvn37MHLkSPzrX/9CcnKy1KESEZHMfD1c0CnECxfyKvRth68UMwmwU8eySqHR3pgFcH1diK+MERE5DsnHV99//31MnTq1yQQAAB5//HGMHz8eSUlJ+rbBgwfjlVdewfffi7dQISIie9VX9CT4DwepEOSIxFOB4kK94eHKfUyJLEHyJGD37t0YMWJEs/oOHz4cP/zwg6Dt/vvvx+XLl6UIjYiIrFCfDn6C946wOLi0rAzjAMGrtKys6ZPsgPj/rTgBJCLpSJ5uX7t2zehiYGN0Oh1yc3MFbZ6entBoNFKERkREVki8MDS3tAY5JdUI83OXKSLp1dXVYb2obWldnSyxWIpOp8Nh0SiPeGE4EUlH8pEAX19fbN68uVl9N23aBB8fH0FbRkYGQkJCpAiNiIisUMcgL/i6uwjaOCXI/lwqqERJlXAfIVYGIrIcyZOAgQMH4pNPPsHSpUuh1WqN9tFqtVi8eDEWLFiAQYMGCY6tWLEC4eHhUodJRERWwslJgdui/ARt4rnjZPvE/0/b+bgh3I5He4isjeTTgd59911s2bIF06ZNw3vvvYeBAwciOjoa7u7uqKqqQnp6OlJSUpCfnw8XFxe8++67AIDDhw/j3XffxU8//YS3335b6jCJiMiK9I3yx76z+fr39r4uwMPdHUlG2uyZwXqADtwkjMiSJE8Cevbsia+//hpPPPEErl27hvXrxbMer88L9PT0xJo1a9CjRw8AwP79+3H69GlERUVhzJgxUodJRERWRDwt5GROGWrUGqhclDJFJC1PT0/MNmyUIRLLEY8EcH8AIsuyyBaMY8aMwfHjx/Hcc88hPDwcOp1O/woPD8fzzz+P48ePY/To0fpzZsyYgcuXL+Py5cu47bbbLBEmERFZiV6RfnBq9FC4XqvDsaxS+QIisyqtUuN8o70gAK4HILI0ixXjjY6OxtKlS7F06VKUl5ejrKwMPj4+8Pb2tlQIRERkIzzdnHFLex/BbrKHrxQjPiZAxqjIXI5kCkcBXJ2dcGsYNwkjsiSLjASIeXt7Izw8nAkAERGZZLBfACsE2Q3xeoCe4b5wdZblloTIYVl8W76cnBwcPXoUpaWl8PX1Ra9evRAWFmbpMIiIyMr17eCPr1Iz9O//uFIMnU7HxaN2QLw/AKcCEVmexZKA1NRUvPrqqzh48KDBsf79++Ojjz7CHXfcYalwiIjIyvWNEk79KaysQ3phFWKC7HvBrL2r12jxZ0aJoI2bhBFZnkXG3r755hsMHjwYv/76q2BRcMPr559/xsCBA/Htt99aIhwiIrIBkQHuCPZ2E7SlXS6SKRpplZWXYzIgeJWVl8sXkITOXC1HZZ1G0MbKQESWJ/lIwKVLlzBp0iSo1WqMGDECQ4YMQUxMDDw8PFBVVYVLly5hx44d+OGHHzBp0iT07dsXHTt2lDosIiKycgqFAvExAdh+LFff9tvlIjzSL1LGqKRRW1uL1aK2j2prZYlFar+JErmYIE+DZI+IpCf5SMDHH38MNzc3/Pzzz9i6dSumTZuGxMREJCQkIDExES+99BK2bduGlJQUuLm54ZNPPpEsltraWnzwwQe47bbb4O3tDT8/P9x111347LPPTO5mfDPp6elQKBQ3fc2fP7/J6+Tk5GD69OmIjY2FSqVCu3btkJiYiJ9++qlVcRER2YP4aOGUoN/TC2WKhMxFPJrTL5qjAERykDwJ2LlzJ2bNmoW77rqryX79+/fH22+/jR07dkgSR0FBAfr164eZM2ciPj4eP/zwAzZu3IjQ0FBMnToVDzzwAGpqalp9fQ8PD3h6epp8ubq6mjw3NTUV3bt3x3/+8x8899xzSElJwdKlS5GZmYlhw4bhrbfeanVcRES2TFwSNLOoGrml1TJFQ22l0+mQli5MAuJjAmWKhsixST4dKCsrCwMHDmxW38GDB2PWrFmSxDFu3DgcP34c06dPx8KFC/Xt9957L8aMGYPNmzdj6tSpWLlyZauuf/LkSURHR7f4vPz8fIwcORLFxcX47rvv9BumxcfH4/7770ePHj0wb948dO3aFZMmTWpVbEREtqprO2/4qJxRVlOvb/v9chFG9Q6XMSrzc1ep8KqRNntzMb8ShZV1gjbxaA8RWYbkIwEuLi6orm7eU5vq6mq4uLiYPYYNGzZg3759UKlUmD17tuCYQqHAvHnzAACrV6/G4cOHzf75TZk7dy4KCgpwxx13CHZMBgBfX1+8+eabAIA33nij2X+ORET2wslJgX7iKUF2uDjYy8sLHwGCl5eXl7xBSUD8/669jwqRAe4yRUPk2CRPAjp16oQNGzY0q++3336LTp06mT2Gzz//HACQkJAAPz8/g+NxcXGIi4uDTqfDF198YfbPN6Wurg5r1qwBAIwdO9Zon4b2a9euYdu2bRaLjYjIWoinBNljEuAoDKcCBXDfByKZSJ4EjBo1CkuWLMEnn3wCjUZjtE99fT2Sk5OxbNkyjBkzxqyfX1dXh927dwMA+vXrZ7Jfw7Ht27eb9fOb8ssvv6C0tFTw+WIhISGIioqyeGxERNZCnAScz6tAkWhKCdkGcQLXL4ZTgYjkIvmagJdffhnLly/Ha6+9huTkZAwaNAgdO3aEu7u7vkTo/v37UVRUhPDwcLz00ktm/fzTp09DrVYDQJNz9huOXblyRb+bcUv8+OOP+P7773HixAlcu3YN3t7e6N69O8aOHYsnn3wSKiNzO48dO2bw+aZiy8jIEPQ3t8LCQri5sUQbEVmfdq5auNSVo6b+RhW3nX+cQ8It7WSMyswKCprXZsNySqqQkXNV0NbZW4v8/HyZIiKyDYWF0lRFkzwJ8PHxwfbt2zFixAjk5ORg48aNBn10Oh3Cw8Oxfft2+Pj4mPXzMzJubDkfHBxssl/jY1lZWS1OAl599VVMnz4dM2bMgLe3N86dO4dPPvkEzz//PJYsWYJt27YZ3Oi3NLbMzMwWxZSVldXk8dzcG7W3e/fu3aJrExHJ6dFFckdgAd26yR2B5O5yhP+PRFZK8iQAAHr16oWjR4/io48+wrfffovLly/rj8XExOCvf/0rXn31VQQEmH9YsLzRjovGnsYbO1ZWVtbs66tUKiQkJGDBggXo2bOnvr1v374YO3Yshg0bhr1792L48OE4cuSI4Gl7S2NrSVwAEBlpfxvqEBEREVHbSb4moEFgYCCSk5Nx8eJFlJeXIysrC+Xl5bh48SL++c9/SpIAtIROp9N/3ZJFSu3bt8fu3bsFCUADV1dXfTnS06dPt7r8aENsXDxFREREROZgkZEAsYYNtCzB29tb/3VTm4HVNtqevfE5bdWzZ0+EhYUhJycH27Ztw3PPPWcyNlN/Jg2xtTSum00fys3NRXx8fIuuSURERES2T5YkoLE5c+Zg7ty5+vcKhQL19fVNnNEyDZV1ADS5+KjxsYiICLN9fkMMOTk5gmlQxmIzlQQ0xNbS6T0t+T7+/PNPhIWFtej6RESW9OTK33E0q1T//un+MXghwfxlpeVQcO4cut1zj6Dt1M8/I6hLF5kiMq/dp6/htfU3ilu4uzhh/2v3wllpsQkJRDYrJydHkrWbsicBgwcP1n998eJFrF271qzXj4uLg4uLC9RqNdLT0032azjWoUOHFi8KvpnGU40aazyFKD093WSFoIbYjE05MpfAwMAmFycTEcntnh6xOFF0Uf/+VHHTRRVsipFKQEEBAXbz/Z05mAelx41/W+/oHITQ9nZU3YlIQo1nq5iT7Cn4oEGDkJSUhKSkJEyaNMns13d1dcV9990HADh06JDJfmlpaQCAESNGtOj6o0ePvmn9/oYqQOKb/P79++sTDlOx5eXl6c9vaWxERPbkDlFN+T8zS1CjNr7/jK1RqVR4HhC8mioYYWsOXhSWOBT/vyQiy5M9CbCEZ555BgCwe/du/eZcjZ05cwanT5+GQqHAU0891aJrb968GT/88IPJ43/++ae+FKf4Jt7V1RUTJ04EAJO7KjeUVG3Xrh0SExNbFBsRkT3pG+0Pp0b1Eeo0WvyRUSxfQGbk7eWFJYDg5e3lJW9QZlJQUYuz18oFbXfFBskUDRE1cIgkYOzYsRg8eDBqamowZ84cwTGdToe33noLADBp0iT07dtXcHzr1q0IDg5G9+7dTU4nWr16NS5evGjQXltbi5dffhkA0KlTJ6MJxqxZsxAUFITU1FRs2bJFcKysrAzJyckAgOTkZLi7uzfr+yUiskc+Khf0CBdO1xQ/YSbrk3pJ+P/Iw1WJnhHmnXZLRC3nEEkAAHz77bfo0aMHFixYgKlTp+KXX37B3r17MW7cOHz33XdISEjAsmXLDM5bvnw5CgoKcPLkSaMbnXl7e6OiogL9+vXD+++/j507d+Lw4cP46quvcNddd2H//v3o2rUrfvjhB6NDu8HBwdi6dSv8/f0xfvx4zJ8/H2lpafjuu+8wcOBAXLlyBTNnzsTkyZOl+GMhIrIpd8YGCt7/yiTA6okTtfiYALhwQTCR7BzmtzAoKAhpaWlITk7GwYMHMXToUIwePRpZWVlYunQpdu7cafQmfcqUKQgMDES3bt3w0EMPGRzPzc3FmjVrMHz4cHz11VcYM2YM7rzzTsyYMQMBAQFYsmQJjhw5gk6dTFewuPPOO3HixAk8/fTTWLZsGQYMGIBnn30WERER+PHHHzFv3jyz/lkQEdmqu0XTSI5mlqCi1nwV5cj8xEnAXR0DTfQkIktS6EyVrmmFuXPn4vnnn0dQUOvm+u3evRtDhgyBRmMfC72sXVZWlr7saGZmptlLoxIRmVtVXT16zt6Beu2Nf7pWPtkP93YNkTEqM8jPB0JE30NeHmDj1YGultbgznm7BW1bX7wHPTgdiKjZpLpfM+tIwJw5c5CXl2fOSxIREel5uDrjtig/QRvXBVivg5eEpU99VM7oFuYjUzRE1JhZ9wnQ6XTIzc2FVysrGly7ds2c4RARkR26KzYIaek3qgL9etGwxr6tqaiowBxRW1JFBbxsfCTAoDRox0AoG5d4IiLZmH2zsCFDhpj7kkRERHp3xwbi093n9e9P5pShpKoOfh6uMkbVNtU1NZgvanu9pga2XiRUvHCb6wGIrIfZFwbrdLo2vYiIiJpyW5Qf3Jxv/POl0wGpl4pkjIiMySyqQlZxtaDt7k5MAoishdlHAt5//32EhYW16txTp05h/nzxsxAiIqIb3JyV6BcdgJ8v3JgGdPBiAYZ1by9jVCR2ULQ/QICnK7qEeMsUDRGJmT0JGDVqFLp169aqc3fv3s0kgIiIbuqu2EBBEmDr+wW4ublhkpE2W2asNKgT1wMQWQ2zJgGTJk2Cv79/q88PCwvDE088YcaIiIjIHt0t2jTsfF4F8sprEOJtuN+LLfDx9sYqcaO37T411+l0Bgu2xRu9EZG8zLomYOXKlQgNDW31+XFxcVi5cqUZIyIiInvUI9wXXm7C51gsFWo9zudV4FpZraBNnLgRkbwcZsdgIiKyH85KJ9wREyBo+/m87ZcKtRcp5/IF78P93NExyFOmaIjIGCYBRERkk+7pLNydPuV8PqvMWYkDooRsQOcgKBRcD0BkTZgEEBGRTRrQWbiR1rWyWpzPq5ApGmpQo9bgt8vCqVni/1dEJD8mAUREZJNigz0R7ucuaBNPQyHLO3ylGDVqrf69QgH05/4ARFaHSQAREdkkhUKBAQZTgmxzXUBlZSVmA4JXZWWlfAG1gXgqUM8IP5vezZnIXpl9nwAiIiJLGdglGF+nZerf/3apEDVqDVQuShmjarmq6mrMEbW9UF0NW1xKe+C8cDRmoChRIyLrwJEAIiKyWXfHBqLx/lO19VqkpRfJF5CDK6ioxcmcMkEb1wMQWScmAUREZLP8PFzRM8JP0CaejkKW88sF4Z+9p6sSt0X5yRMMETWJSQAREdm0gV2ET5ptcXGwq6srHgYEL1dX25tHn3JOmATcFRsIFyVvNYisEdcEEBGRTRvYOQif7j6vf3/majnyymoQ4qOSMaqW8fXxwbfiRh8fOUJpNZ1Oh58vCBMwTgUisl5Mz4mIyKb1ivSDt5vwmRanBFneuWsVuFZWK2gTV28iIuvBJICIiGyai9IJd4vq0Kect70pQbZu79k8wftwP3fEBNlifSMix8AkgIiIbJ542knKuXxotDqZonFMe84Ik4DBXYOhUChM9CYiuTEJICIimzdItDi4uEqNPzNL5AnGAZVWqXH4SrGgLeGWEJmiIaLmYBJAREQ2LzLAA13aeQna9py5JlM0jiflvHDkxc3ZCXfHcj0AkTVjEkBERHYh4ZZ2gvd7ztjOuoCqqip8BAheVVVV8gbVAntFU4Huig2Eu6tt7dpM5GhYIpSIiOxCwi0h+Gz/Rf3707llyCmpRpifu4xRNU9lVRVeF7VNrqqChyzRtIxGq8M+0d4MnApEZP04EkBERHahT5QffN1dBG3iijVkfkezSlBUWSdou7crkwAia8ckgIiI7IKz0slggfCe00wCpLZPNBWoU4gXIgNsYQyDyLFxOhAREdmN++JCsOVojv79LxcLUKPWQOVi3fPTXV1dMdxImy3YIxpt4VQgItvAJICIiOzGoC7BcFIADYVqatRaHLxYiHut/MbU18cH28WNPj5yhNIieWU1OJFdJmjjVCAi28DpQEREZDf8PFzRt4O/oE28iRWZj3jNhbfKGbdH+5voTUTWhEkAERHZFfFT/z1n8qDTcfdgKewSrbkY2DkYLkreWhDZAv6mEhGRXblPtF9Adkk1zlwtlyka+1VVV48UUWlQa592RUQ3MAkgIiK70qWdF8JFewP8dPKqTNHYr5RzBait1+rfK50UuD+OSQCRrWASQEREdkWhUGDIrcLRgJ9OXpMpGvu1Q5RY3RETAD8P26hoRERMAoiIyA4NvbW94P3p3DJkFFbJFM3NVVdXYwkgeFVXV8sbVBPUGi12nRYmVkO6tTPRm4isEUuEEhGR3ekXHYBAT1cUNtrJ9qeTV/G3gR1ljMq0ispKvChqe6SyEu5Ge8vv98tFKKupF7QNESVeRGTdOBJARER25/r8dPGUIK4LMBfxn2XPCF+E+VlrykJExjAJICIiuzS0uzAJOJxRjLzyGpmisR9arQ47TnIqEJGtYxJARER26e7YIHi53Zj1qtMBO09Z5wJhFxcXDAIELxcXF3mDMuF4dimulgmTKfEaDCKyfg6VBNTW1uKDDz7AbbfdBm9vb/j5+eGuu+7CZ599Bq1We/MLGFFZWYk1a9bgkUceQceOHeHu7g4PDw/ExsZiwoQJSElJafL8ffv2QaFQ3PS1fv36VsVHROSoVC5KDO4aLGiz1ipBfr6+2AcIXn6+vvIF1ATxVKCOQZ7oFOIlUzRE1FoOkwQUFBSgX79+mDlzJuLj4/HDDz9g48aNCA0NxdSpU/HAAw+gpqZlw8SHDx9GVFQUnnjiCZw6dQrvvPMOdu/ejZ07d2LixIn47rvvMGjQILzwwgs33a3S09OzyZezM9dwExG11LDuwifUv14oQGm1WqZo7IM4CXjg1nZQKBQyRUNEreUwd5bjxo3D8ePHMX36dCxcuFDffu+992LMmDHYvHkzpk6dipUrVzb7mrm5uSgqKkLv3r2RmpoKNzc3/bH+/fsjPj4eI0aMwNKlSxETE4NXX33V5LUqKipa9X0REZFpg7uGwNXZCXX/v6lVvVaHvWfyMPq2cJkjs01nr5bjYn6loI1TgYhsk0OMBGzYsAH79u2DSqXC7NmzBccUCgXmzZsHAFi9ejUOHz7c4uu/++67ggSgwfDhwzFgwAAAECQeRERkGV5uzrinU5CgbfvxXJmisX3bjuUI3rf3UaF3hJ88wRBRmzhEEvD5558DABISEuDn52dwPC4uDnFxcdDpdPjiiy+afd3Y2Fi88sorGDx4sMk+vXr1AgBkZ2ejsLCwRXETEVHbPSiaErT/bD6nBLWCTqfD9mPCBGpEz1A4OXEqEJEtsvskoK6uDrt37wYA9OvXz2S/hmPbt29v9rXj4uIwf/58BAQEmOyjVCoBAE5OTnB3Zw1lIiJLG3Jre7gqb/xzV6fRYgf3DGixU7lluFQgnAqU2DNUpmiIqK3sPgk4ffo01OrrT3yio6NN9ms4duXKFZSWlprt88+fPw8AuP322+Hh4WGy37p16/DAAw+gQ4cO8PDwQHh4OBITE7F27VpoNBqzxUNE5Gh83V0wSFQlaMvRHBO95VFTU4NVgODV0mIVUtsmGgUI93NH70g/eYIhojaz+4XBGRkZ+q+Dg4NN9mt8LCsrC75mKM1WWFiIXbt2AQBef/31JvtOmzYNr7zyCpKSkqBSqXD06FF8+OGHmDBhAv79739j06ZNTY44GJOVldXk8dxczoslIscwsleYYI+AXy8WoqCiFkFehuu55FBeUYEnRW0jKiqgkiUaQzqdzmA9QGLPUFYFIrJhdp8ElJeX679WqUz/ddr4WFlZmVk+e/78+airq8OYMWMwduxYo338/Pzw4IMPYvny5YiIiNC333777Xj44Ydx991348CBAxg3bpx+WlNzRUZGtil+IiJ7cX9cCNxdlKhWXx9Z1Wh1+OHEVUy8s4PMkdmGY1mlyCyqFrQl9gyTKRoiMge7nw7UXI3r+JvjycaBAwcwf/58dOnSBStWrDDZr3fv3vj+++8FCUADX19ffeWiPXv24Mcff2xzXEREjsjD1Rn3d2snaNv6p3VNCbJm4lGADoEe6B7uI1M0RGQOdj8S4O3trf+6qfmVtbW1Rs9pjTNnzuChhx5CWFgYdu3aBX9//1Zf64EHHoBSqYRGo8G2bdswbNiwZp+bmZnZ5PHc3FzEx8e3OjYiIlsysmcotjZaC/B7ehFyS6sR6it/0QZnZ2fcbqTNGmi0OoP1AJwKRGT7rONvGAlFRUXpv87PzzfZr/ExY0/lm+vs2bNISEiAp6cndu/e3eYpOe7u7ggODsbVq1dx+fLlFp3blu+DiMjeDOoaDG+VM8pr6vVt24/l4pkBHWWM6jp/Pz+kiRuNlLSWQ+qlQuSWCh+icSoQke2z++lAcXFxcHFxAQCkp6eb7NdwrEOHDq1eFHz8+HEMHDgQHh4eSElJQWxsbKuuI9Z4qhIREbWOm7MSw0S721pblSBrtPGPbMH7W9p7Iy6UU4GIbJ3dJwGurq647777AACHDh0y2S8t7fozmBEjRrTqc/744w/ce++9CAwMREpKimAEor6+Hunp6QbTkfLy8jB69Gj9ZxtTVVWFgoICAE2XOCUiopsb2Uv4BPtYViku5JWb6E3VdRr8eEI4FWhsH44yE9kDu08CAOCZZ54BAOzevdvoHgBnzpzB6dOnoVAo8NRTT7X4+qmpqbjvvvsQHh6Offv2ISxM+I9MVlYWYmJikJqaKmivqqrC5s2bsX//fpPX3rFjh36fgNYmKEREdN3dsYEGZUHXH8420Zt2nLqKyrobe9U4KYBRvTkViMgeOEQSMHbsWAwePBg1NTWYM2eO4JhOp8Nbb70FAJg0aRL69u0rOL5161YEBweje/fuRqcTpaSkYMiQIejUqRP27t2LkJCQFse3YMECFBUVGbSXlJTgzTffBAAMGDAAw4cPb/G1iYjoBmelE8bcJryJ/e5IFjRaTrs0ZoNoKtA9nYMR4mMtuxcQUVvY/cLgBt9++y0SEhKwYMECVFdXY8KECairq8OSJUvw3XffISEhAcuWLTM4b/ny5SgoKEBBQQE2btyIGTNm6I+lpqbiwQcfRFVVFU6cOCGYAtSYqTn9rq6ucHNzQ05ODnr06IHXX38dvXr1gqenJ44cOYIPP/wQFy9exJ133okNGzaY5w+CiMjBje0bgf8cuFFo4VpZLX6+UIBBXUxvKOmI8spq8PN5YUGNh24LlykaIjI3h0kCgoKCkJaWhoULF2LdunVYs2YNlEol4uLisHTpUjz77LNwcjIcGJkyZQoOHjyIdu3a4aGHHhIcS01NRVVVFYDWbe8eFhaGnJwcrF+/Hjt27MCiRYuQk5MDjUaDwMBA9OnTB0lJSRg/frzVlIojIrJ1t7T3QY9wXxzPvjE9dP3hLFmTgNraWmwRtf2lthZy7me85WgOGg+QeLgqMeTWdqZPICKbotCx9IzDysrK0pcwzczMZElRInIYq39NR9KWk/r3rs5OSHv7fvi6u8gST/7p0wjp1k3QlnfqFILj4mSJR6fTYciCFJzPq9C3je0TgY8f6SVLPESOTKr7NYdYE0BERNTYX3qFwUV5Y7Orunqtwa64juyPjGJBAgAAY/tyKhCRPWESQEREDsff0xX33SKc2vLNoSyZorE+634X7jgfHeiBuzoGyhQNEUmBSQARETmkh/sKh9SPZpbgRLZhGWlLUCqV6AYIXkqlUpZYymrUBqMij/SLhEKhMHEGEdkiJgFEROSQBncNRntRucv//p4hSywB/v44CQheAf7+ssSy+c8c1Ki1+vfOTgqDhImIbB+TACIickjOSif8tV+koG3zkWxU1NbLFJF1+FqUCN0XF4IQb+4NQGRvmAQQEZHDejQ+Ek6NZrlU1mmw+U/H3UH4eFYpTuaUCdoejTe+Bw4R2TYmAURE5LBCfd1xX5xwgfDa1AyTmzzau69Srwjeh/mqMLAzN1EjskdMAoiIyKE9fofwSfep3DIczZJngbCciirrsEk0CvJIv0gonbggmMgeMQkgIiKHNrBzMCL83QVtX/6aLk8wMvo6LQO19TcWBLsoFXjsDk4FIrJXTAKIiMihOTkpMF40733rsRzkldVYLIba2lpsBwSv2tpai31+vUaLrw4KpwIl9gzjgmAiO8YkgIiIHN74+Ci4Od/4J1Gt0eFL0U2xlMrKy5EICF5l5eUW+/ydp64hp1SY9Ey6O9pin09ElsckgIiIHF6Apyse6hMuaFv72xXUqDUyRWRZK0XTn3pH+qF3pJ8ssRCRZTAJICIiAvBU/xjB++IqNTb+Yf/lQk9kl+L3y0WCtif7R8sTDBFZDJMAIiIiAJ3beWNQF2E5zC9+uQytVvpyoU5OTugACF5OTpb5J/qz/RcF74O93fBg91CLfDYRyYdJABER0f97+h7haMCFvArsO5cn+ecGBgQgHRC8AgMCJP/c9IJKfH88V9A26a4OcHXm7QGRveNvORER0f8b0DkIXdp5CdoW77lgt5uH/TvlEhoPdHi5OWPiXdGyxUNElsMkgIiI6P8pFAr8bUBHQdsfGSU4eLFQpoikk1dWgw2HswRtj98RBV93F5kiIiJLYhJARETUyOjbwg02D1u054JM0Uhnxc+XUae5sTmYq9LJYDoUEdkvJgFERESNuCidMHVwrKDt4KVCHEovMnGG7SmurMPa3zIEbWP7RiDEh5uDETkKJgFEREQiD/eNQDsfN0GbPY0GfJZyERW19fr3Tgrg2YEdmziDiOwNkwAiIiIRN2clnh0oHA3Yfy4ff2QUS/J5dXV12AcIXnV1dZJ8Vl5ZDVaLNgf7S68wRAd5SvJ5RGSdmAQQEREZMT4+CkFeroK25O/PSFIpqLSsDPcCgldpWZnZPwcAFu+9gBr1jbUASicFXr6/iySfRUTWi0kAERGREe6uSjw3SDga8Ht6EfaelX7fAKlkFlVh3e/CtQCP3B7BUQAiB8QkgIiIyISJd3VAuJ+wUtAHP5yFxgK7CEvhX7vPQ625Ebur0gnTEjrLGBERyYVJABERkQluzkq8OlQ4VebstXJs/CPLxBmto1AoEAQIXgqFwqyfcSK7FBtEcT9+ZxTCREkOETkGJgFERERNGNUrHHGhPoK2T3aeQ1VdvYkzWi4oMBD5gOAVFBhotuvrdDrM3XoKjZczeLgq8fzgTmb7DCKyLUwCiIiImuDkpMAbw7oK2nJLa7DYhkqGbj+ei99F+xy8cG8nBHu7/V979x4WVbX3Afw7gDQMgqBcUkREFEVBIy/k6w2xqGPaAcneY9rRRz0qvZZ15E1CA/W1N02K7DE1zexovVqmpoiXFLwSFOQFL+AxExVMRQPEC9dZ7x8204wzgzMwwzDs7+d55nnmWWvt316bNaP7N2vvtQ1sQUQtHZMAIiKiRxgW6InBXT20ytYc+RUXSu5YqUfGu1ddi/d2FWiV+bZ14tOBiSSOSQAREdEjyGQyzH+hJxzs/rxOv6ZOYP6OMxZZMtScUvb9G8Vl97XK5o4MgryVvZV6RETNAZMAIiIiI3T1csGUIdq/nh85fxPbT1y1Uo8e7VRROdYevahVNrBLOzzb63Er9YiImgsmAUREREZ6PaIbHneVa5XNTz2DGxWVVuqRYbV1SsRvzYPmaqaODnZYFB1s9pWHiMj2MAkgIiIykvNjDpj/Qk+tsrJ7NZi37XSjLguqqalBDqD1qqmpaUxX8cmBCzhzVfupw68N74oAz9aNiktELQOTACIiIhM8F9weo3q31yr7/ux1bD1W3OCYZeXlGABovcrKyxsc79jlUnyccV6rLNC7NaY/9ARkIpIuJgFEREQmWvBCL7RzdtQqe2f7afxyw/qrBd2pqsUbm05oPdXY3k6GJTG94ejA//aJ6AH+a0BERGSidq0fw/9EBWuV3auuw8z/O4bKmjor9erBQ8Hit+Th8u/3tMpfj+iG0E7uVuoVETVHTAKIiIgaYGRIe4wb4KtVVnCtAgnbTjXo/gDFQ6+G+PTwr9iZ95tWWV8/d/zXcF4GRETamAQQERE1UNLoXujxuItW2dZjxVhx8IJJcTw9PHAX0Hp5enjUv9FDDv27BO/v0X4omIvcAR/95xNwsOd/90Skjf8qEBERNZC8lT2Wv/wkFI7aD95auvccduY13fMDTl4pw6tf/qy1HKhMBnz8t1D4tm3ovAIRtWRMAoiIiBqhq1drLPtbKB5eev/Nr08gPf+6xff/y40KTFr3E+5Wa9+LEBfZHcN7eFl8/0RkmySVBFRVVWHJkiUIDQ2Fi4sL3NzcMHDgQKxatQpKpbJRscvLyzF37lwEBQVBoVDAw8MDERER2LRpk1HbX716FbNmzUJAQADkcjm8vb0xatQo7N27t1H9IiIiy3umpzfmjgzSKqupE4j98hgOFNyw2H4Lrt3Gy2t+ROk97WcKjOrdHq+G8z4AIjJMMknAzZs30b9/f8THx2PAgAHYvXs3tm7divbt2yM2NhbPPPMMKisb9sTHX375BSEhIVi8eDGio6ORkZGB9evXQ6lUYty4cZgwYUK9SUZ2djaCg4OxZs0azJgxA4cPH8aKFStw5coVPPfcc0hISGjoYRMRUROZMtgfrzzlp1VWXafEtA252Jx7xez7yyn8HS+tysKNiiqt8iHdPPDBS334VGAiqpdMNOYRhzZk+PDhOHjwIGbNmoWPPvpIXS6EQHR0NLZv345JkyZh3bp1JsWtqqpCnz59cO7cOaSkpOCNN95Q11VXV2PQoEHIzc3F/PnzkZSUpLN9SUkJevbsiZs3b2Lbtm2IiopS15WXlyMkJARXrlzBF198gYkTJ5p62PUqKiqCr++DlS2uXLmCjh07mjU+EZHUKJUCc7bkYfPPRTp1seEBiIvsDns7PSfnJSWA10OX7ty4AXh66t3PN7lX8M53p1FVq/0DU2gnN3w5JQzOjzk0+BiIqHmx1PmaJGYCtmzZgoMHD0Iul2P+/PladTKZDO+99x4A4F//+hd+/vlnk2IvX74c586dQ4cOHfDaa69p1Tk6OmLhwoUAgCVLluDqVd2bxBYuXIibN28iLCxMKwEAgDZt2uDtt98GAMyZMwf37983qW9ERNS07OxkWBzTG2Oe9NGpW3nwAv62OgtXHlrDHwBqa2txBtB61dbW6rQru1eNf359Am99m6eTAPTzc8cXkwYwASAio0giCfjss88AABEREXBzc9OpDwoKQlBQEIQQ+Pzzz02KvXbtWgBAVFQU7O3tdeojIyPh4uKC+/fv46uvvtKqq66uxoYNGwAAMTExeuOryq9fv46dO3ea1DciImp69nYyLH2xD6YO9tepyyksxdMfHkLKvn+jovLP6/hLy8oQDGi9SsvK1PU1dUp8mX0JT394CFuPF+vEHdHDCxumhKGNopXZj4eIWqYWnwRUV1cjPT0dANC/f3+D7VR1aWlpRse+ePEi8vPz641tb2+P0NBQvbEzMzNRXl5e7/ZeXl7o1KmTyX0jIiLrsbeTYd6onvjf6BA4PHT5T1WtEsvSz+M/3svAwtSzOH65FEql7pW5Qgicv16Bj9PPY9j7BzDvu9O4eadap93EgX5Y9UpfODnq/hBFRGRIi58zzM/PR03Ng19bOnfubLCdqu7SpUsoLy9HmzZtHhk7Ly9PZ3tDsQ8fPqzV3tTtL1++rLP9oxQV6V6TqunKlT9vVPvtt9/qaUlERA0x1McOy0b7YkHqWVwt0158ohTA6t3XsHo34HlHdynR0clpKJYbXuKz9WP2+O/nuuPZXm64/lvTPZOAiJqW5jmavssEG6rFJwGXL19Wv/c0cIPVw3VFRUVGJQGmxi4tLcXdu3fh7OzcoO01T9qNobqJxBgDBgwwKTYREZmP7gU+wE/r3nrkdlM/MntXiKgZKykpqfeHY1O0+MuBKioq1O/lcrnBdpp1t2/fbpLYpm5vbL+IiIiIiOrT4mcCjKW5Uqq511ZubGzV9qZu+6iZg8rKShQUFMDb2xuenp5wcODHobF+++039azKTz/9hPbt21u5R2QKjp/t4xjaPo6h7eMYmldtbS1KSkoAACEhIWaL2+LP+lxcXNTv63sYWFXVnw9b0dzGkrEf3l51mZCh7Y3tl4ox68h27drVpJhkvPbt2/PZCzaM42f7OIa2j2No+ziG5mGuS4A0tfjLgVQr6wBQZ1H6aNYZ+2E1Nba7u7vWib6p25tyjT8RERERkSEtPgkICgpCq1YP1k0uLCw02E5V5+fnZ9RNwQDQu3dvne3ri63Z3hzbExERERE1RItPAhwdHTFixAgAQG5ursF2OTk5AIDnn3/e6Nj+/v7o0aNHvbHr6upw/PhxvbEHDRqkTjgMbX/jxg31KkKm9I2IiIiIyJAWnwQAwNSpUwEA6enp6odzaSooKEB+fj5kMhkmT57coNjfffcdlEqlTv2+fftQUVEBuVyOl19+WavO0dERr7zyCgBgy5YteuNv3boVAODt7Y1Ro0aZ1DciIiIiIn0kkQTExMQgPDwclZWVWLBggVadEAIJCQkAgIkTJ6Jv375a9ampqfD09ERwcLDeS3ZmzpyJwMBAFBcXY/ny5Vp1NTU1SExMBADEx8fDx8dHZ/vExER4eHggOzsbO3bs0Kq7ffs2Fi9eDABYvHgxnJycTDtwIiIiIiI9JJEEAMDmzZsREhKClJQUxMbGIjMzEwcOHMDYsWOxbds2REREYOXKlTrbrV69Gjdv3sSZM2fUv8preuyxx5CWlgZfX1/885//xLx585CdnY3du3cjMjISOTk5GD9+PN555x29/fL09ERqairc3d0xbtw4JCcnIycnB9u2bcPQoUNx6dIlxMfHY9KkSeb+kxARERGRREkmCfDw8EBOTg4WL16MrKwsPPvss4iKikJRURFWrFiBffv26X1g17Rp09CuXTv07NkTY8aM0Ru7a9euOHXqFObMmYMtW7Zg+PDhmDBhAmQyGTZu3Igvv/wSdnaG/9RPPfUUTp8+jSlTpmDlypUYMmQIpk+fjo4dO2LPnj147733zPZ3ICIiIiKSCc0nWRERERERUYsnmZkAIiIiIiJ6gEkAEREREZHEMAkgIiIiIpIYJgFERERERBLDJICIiIiISGKYBBARERERSQyTACIiIiIiiWESQEREREQkMUwCiIiIiIgkhkkAkR5VVVVYsmQJQkND4eLiAjc3NwwcOBCrVq2CUqlsdPwTJ04gNjYWgYGBaN26NVxcXNCtWzdERUXhgw8+wJ07d8xwFNJmyTHcuXMnoqKi4OPjA0dHRzg7O6NXr154/fXX8euvv5rpCEipVOKTTz6Bq6srZDIZCgsLzRa7vLwcc+fORVBQEBQKBTw8PBAREYFNmzaZbR9kmTG8e/cuNmzYgJdeegldunSBk5MTFAoFAgICMGHCBBw+fLjxHSc1S34PNdXV1SEsLAwymQwymcwi+6CHCCLSUlJSIkJCQgQAMW3aNHHkyBGRnp4uoqOjBQAREREh7t+/3+D48+bNE/b29iImJkZs3bpV5Obmir1794rJkycLAAKAyM/PN+MRSY+lxlCpVKrHydXVVSxdulQcPXpUpKWliQkTJggAwsnJSWzfvt0CRyUtp0+fFgMHDlR/JwCIixcvmiX2+fPnha+vr7CzsxNvv/22yMrKEmlpaWLYsGECgBg/fryoq6szy76kzBJjmJubK9q2bSsAiF69eom1a9eKzMxMcfToUZGUlCQUCoUAIF599VWhVCrNcyASZsnv4cPef/99rf2Q5fGvTPSQ8PBwAUDMmjVLq1ypVIq//vWvAoCYNGlSg2InJSUJACIlJUVv/fTp05kEmIGlxnDdunUCgJDJZCIzM1Onftq0aeoEoaSkpKHdl7zExETh6OgoBg8eLOLj48168lFZWSm6d++u93tYVVUl+vXrJwCI+fPnN3pfUmapMUxNTRUAxBNPPCEqKyt16tPS0tT7Wrp0aaP2JXWW/B4+7Ny5c0Iul4vWrVszCWhC/CsTafj2228FACGXy0VpaalO/dmzZ9Ungbm5uSbFPnnypHBwcBADBw402ObixYti5cqVevdNxrHkGEZERAgAon///nrrz5w5o/4P7IsvvmhI90kI4erqKj755BOhVCrViZe5Tj6Sk5MFANGhQwdRW1urU79r1y71jE5xcXGj9ydVlhpDVRKwZcsWg22GDBkiAAgfH59G7UvqLPk91FRXVycGDRokOnfuLOLi4pgENCHeE0Ck4bPPPgMAREREwM3NTac+KCgIQUFBEELg888/Nyn20qVLUVtbi0mTJhls07lzZ8yYMUPvvsk4lhzD4uJiAIC/v7/e+s6dO6vfX7t2zaTY9KezZ8/i1Vdftch1wWvXrgUAREVFwd7eXqc+MjISLi4uuH//Pr766iuz718qLDWGAQEBmD17NsLDww226dOnD4AH39dbt26Zdf9SYsnvoaaPP/4YmZmZWLNmDZydnS26L9LGJIDoD9XV1UhPTwcA9O/f32A7VV1aWprRsauqqrB161YAwFNPPdWIXlJ9LDmGAODn5wfA8Am+ZnnXrl1Nik1/8vHxsUjcixcvIj8/H4Dhz4e9vT1CQ0MBmP75oD9ZagyDgoKQnJyMtm3bGmyjSu7s7Ozg5ORkkX5IgaXGUNOFCxcwd+5cTJ06FU8//bTF90famAQQ/SE/Px81NTUAtH/RfZiq7tKlSygvLzcqdl5eHu7duwfgwYnk5s2bERkZCU9PTzg7OyMgIABTpkzB6dOnG3UMUmfJMQSAv//97wCAH3/8Ue8qQBs3bgTwIAEYOXKk0XGpaeTl5anfG/P50GxPtuP8+fMAgH79+kGhUFi5N2SIEAJTpkyBu7s7kpOTrd0dSWISQPSHy5cvq997enoabKdZV1RUZFTss2fPqt//4x//wJQpUxAREYGdO3di7969GDNmDNavX48nn3wS69ata0DvCbDsGALA+PHjkZCQgJqaGowePRoZGRm4d+8erl27hpSUFCxatAgDBgzArl27+AtkM2Tq56O0tBR37961eL/IfG7duoX9+/cDAN566y0r94bqs2LFChw6dAirVq1CmzZtrN0dSXKwdgeImouKigr1e7lcbrCdZt3t27eNiv3777+r33/77bc4dOgQhgwZoi4bPHgwAgICEBsbi2nTpqFXr14YMGCAKd0nWHYMVd599128+OKLmD17NkaMGKEud3R0xOuvv464uDh4e3ubFJOaRkM/H7xO2XYkJyejuroa0dHRiImJsXZ3yIBLly4hPj4e48ePx6hRo6zdHcniTACRiYQQ6vfG3jCl+WviM888o5UAqEyfPh1+fn6ora3Fu+++2/iOkkENGUPgwT0HCQkJCAsLQ2FhIT799FNkZmZi9+7dmDVrFpYtWwZ/f38sX77cEt2mJtLQzwdZ15EjR5CcnIzAwED1DeDUPE2dOhUKhQLLli2zdlckjTMBRH9wcXFRv6+srDTYrqqqSu829dG8NGTo0KF628hkMgwbNgzr169Heno6lEol7OyYp5vCkmMIAGPHjsWOHTvQpUsX5OXlaf1C/Nxzz2H48OEYOXIkXnvtNTg4OGDGjBkmHgFZkqU/H2Q9BQUFGDNmDDp06ID9+/fD3d3d2l0iA9asWYP9+/fjm2++Qbt27azdHUnjGQbRHzp16qR+X1JSYrCdZl3Hjh2Niq25kkV9l4qoVmO4e/cul7ZrAEuO4Q8//IAdO3YAAObNm6f3EpG//OUv6lmeRYsWGRWXmo6pnw93d3deCmQDzp07h4iICDg7OyMjIwO+vr7W7hIZUFRUhLi4OERHR2Ps2LHW7o7kMQkg+kNQUBBatWoFACgsLDTYTlXn5+dn9M1MwcHB6vd1dXUG22lehkCms+QY/vDDD+r3vXv3NthOc43yGzduGBWbmobmuBnz+ahvnKl5OHXqFIYOHQqFQoHDhw8jICDA2l2ieuzfvx+3b9/G9u3b4eDgoPNauHChuq2hcjIfXg5E9AdHR0eMGDECe/bsQW5ursF2OTk5AIDnn3/e6Nh9+vSBm5sbysrKtFYoeZjqYVSurq6cJm0AS46hsdeJa7ZzcOA/sc2Jv78/evTogYKCAuTm5up9cF9dXR2OHz8OwLTPBzW9Y8eOITIyEl5eXti/fz86dOigrqutrUVRUREef/zxem8Cp6YVFRWFfv36GaxfsWIFVq5cCQA4ceKEutzLy8vSXZMkzgQQaZg6dSoAID09Xe/68QUFBcjPz4dMJsPkyZONjuvo6Ihx48apY+sjhMChQ4cAACNHjuT9AA1kqTHUnM05efKkwXaqteU7duxY7wONyDpUn4/vvvsOSqVSp37fvn2oqKiAXC7Hyy+/3NTdIyNlZ2djxIgR8PHxwcGDB7USAODBZSf+/v7Izs62Ug9JHzc3NwQHBxt8aZ7sGyon8+FZBpGGmJgYhIeHo7KyEgsWLNCqE0IgISEBADBx4kT07dtXqz41NRWenp4IDg7We6lBUlIS3Nzc8OOPPyI1NVWn/tNPP8Xly5ehUCiQlJRkvoOSGEuN4dNPP43u3bsDeLBMqL7143fv3o0jR44AAGbOnGmuQyITPOp7OHPmTAQGBqK4uFhnFaeamhokJiYCAOLj45vkiamk61FjePjwYURGRqJr1644cOAATxCboUeNITUTgoi0lJSUiJCQEAFAzJgxQxw9elRkZGSImJgYAUBERESI+/fv62w3atQoAUAAEB988IHe2EePHhVt2rQRCoVCLFy4UGRnZ4ujR4+KuLg44eDgIFxdXcWuXbssfYgtnqXG8OzZs6JTp04CgPD39xerV68WmZmZYs+ePeKtt94SrVq1EgDExIkTRW1tbVMcaot0/fp1cerUKXHq1CmxaNEi9Zjs3btXXX7nzh292xrzPTx//rzw9fUV9vb2Yu7cuSIrK0vs2rVLhIeHCwBi/Pjxoq6uzpKH2OJZagyzsrKEQqEQAIRcLhfOzs56X6o2Bw4caIKjbZks/T1UKS0tVceLjY1Vb6cqO3funCUOj4QQTAKI9KisrBSLFy8Wffr0Ec7OzsLV1VWEhYWJFStWGDw52LFjh2jXrp3o2bOnuHjxosHYV69eFW+++aYIDAwUTk5OwtnZWQQHB4u4uDhRVFRkoSOSHkuNYUVFhfjwww9FeHi48PDwEA4ODsLJyUl06dJFjBs3Tnz//fcWPCppSEpKUp8IGHoZOrkz9ntYVlYmEhISRI8ePYRcLhdt27YVw4cPFxs3brTMQUmMpcYwJSXlkXGN2Qc9WlN8D4UQYt26dfXuw8/Pz+zHRg/IhOByJEREREREUsJ7AoiIiIiIJIZJABERERGRxDAJICIiIiKSGCYBREREREQSwySAiIiIiEhimAQQEREREUkMkwAiIiIiIolhEkBEREREJDFMAoiIiIiIJIZJABERERGRxDAJICIiIiKSGCYBREREREQSwySAiIiIiEhimAQQEREREUkMkwAiIiIiIolhEkBEREREJDFMAoiIiIiIJIZJABERERGRxDAJICIimzds2DDIZDIkJiYabDN79mzIZDK88MILTdgzIqLmiUkAERHZNCEETpw4AQB48sknDbY7duwYACA0NLQpukVE1KwxCSAiIpt24cIF3L59GwDQt29fg+1UiQKTACIiJgFERGTjjh8/DgDw8PCAr6+v3jYXLlxAWVkZgPpnC4iIpIJJABER2TTVZT71zQKoEoV27dqhU6dOTdIvIqLmjEkAERHZNNUJPu8HICIyHpMAIiKyaaokoL6ZACYBRETamAQQEZHNKi4uxo0bNwDUPxNgzGwBEZGUMAkgIiKbpfqFv02bNvD399fb5sKFC+pEgTMBREQPMAkgIiKbpfqF39vb22Cbr7/+GgDQunVrdOvWrUn6RUTU3DEJICIim6WaCSgqKkJlZaVOfWFhIZYuXQoA6N27N+zs+N8eERHAJICIiGyYaibg3r17eOWVV3Dp0iUAwJ07d7Bp0yYMHjxY/XyAVq1aoby8HOXl5dbqLhFRsyETQghrd4KIiMhUt27dgoeHBwBg9OjRSE1NBfDgZL+mpgYAEBYWBjs7O2RlZQEAZDIZrl27Bi8vL+t0moiomeBMABER2STVLIBcLsc333yDefPmwdfXFzKZDAEBAUhISEBGRgYSExPh6ekJT09PTJ8+nQkAERE4E0BERDbq/fffx5w5c9C/f3/89NNP1u4OEZFN4UwAERHZJNVMAJf9JCIyHZMAIiKySaqVgZ544gnrdoSIyAYxCSAiIptz584d/PLLLwA4E0BE1BBMAoiIyOacPHkSSqUSdnZ26N27t7W7Q0Rkc3hjMBERERGRxHAmgIiIiIhIYpgEEBERERFJDJMAIiIiIiKJYRJARERERCQxTAKIiIiIiCSGSQARERERkcQwCSAiIiIikhgmAUREREREEsMkgIiIiIhIYpgEEBERERFJDJMAIiIiIiKJYRJARERERCQxTAKIiIiIiCSGSQARERERkcQwCSAiIiIikhgmAUREREREEsMkgIiIiIhIYpgEEBERERFJDJMAIiIiIiKJYRJARERERCQx/w+p/sqiAMfDMQAAAABJRU5ErkJggg==", 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" ] @@ -545,7 +545,7 @@ { "data": { "text/plain": [ - "[array([(-0.92020393,)], dtype=[('hat_mu', '" + "" ] }, "execution_count": 9, @@ -470,7 +455,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -555,8 +540,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Source er has 418 events.\n", - "Source wimp has 21 events.\n" + "Source er has 400 events.\n", + "Source wimp has 24 events.\n" ] } ], @@ -602,8 +587,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Source er has 381 events.\n", - "Source wimp has 201 events.\n" + "Source er has 393 events.\n", + "Source wimp has 198 events.\n" ] } ], @@ -618,7 +603,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now let's see what the shape parameters do. We generate a toy dataset the nominal and the two extreme values of the `er_band_shift` parameter and see what this does to the data:" + "Now let's see what the shape parameters do. We generate a toy dataset with the nominal and the two extreme values of the `er_band_shift` parameter and see what this does to the data:" ] }, { @@ -629,7 +614,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 14, @@ -638,7 +623,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -668,8 +653,78 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "As you can see, the parameter `er_band_shift` moves the ER band up and down in log(cs2)." + "As you can see, the parameter `er_band_shift` moves the ER band up and down in log(cs2). Note that you can choose any value between the highest and lowest `blueice_anchor` for this parameter, blueice will interpolate the er tamplate for you:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[-2, -1, 0, 1, 2]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.parameters.er_band_shift.blueice_anchors" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "er_band_shift = 1.42\n", + "data = model.generate_data(er_band_shift=er_band_shift)\n", + "mask = data[\"science_run\"][\"source\"] == source_name_list.index(\"er\")\n", + "plt.scatter(\n", + " data[\"science_run\"][\"cs1\"][mask],\n", + " data[\"science_run\"][\"cs2\"][mask],\n", + " label=f\"er_band_shift={er_band_shift}\",\n", + " c=\"mediumseagreen\",\n", + " s=2,\n", + ")\n", + "plt.xlabel(\"cs1\")\n", + "plt.ylabel(\"cs2\")\n", + "plt.semilogy()\n", + "plt.legend(loc=\"lower right\")" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/notebooks/2_fitting_and_ci.ipynb b/notebooks/2_fitting_and_ci.ipynb index b49c89bf..8edf2609 100644 --- a/notebooks/2_fitting_and_ci.ipynb +++ b/notebooks/2_fitting_and_ci.ipynb @@ -54,7 +54,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Computing/loading models on one core: 100%|██████████| 5/5 [00:00<00:00, 412.57it/s]\n" + "Computing/loading models on one core: 100%|██████████| 5/5 [00:00<00:00, 661.79it/s]\n" ] } ], @@ -92,9 +92,9 @@ "text/plain": [ "{'wimp_mass': 50.0,\n", " 'livetime': 2.0,\n", - " 'wimp_rate_multiplier': 0.9696542217012324,\n", - " 'er_rate_multiplier': 0.9619885004713751,\n", - " 'er_band_shift': -0.08087950892626403}" + " 'wimp_rate_multiplier': 0.8886252867209539,\n", + " 'er_rate_multiplier': 0.9659986044551202,\n", + " 'er_band_shift': -0.09736695259158042}" ] }, "execution_count": 4, @@ -122,7 +122,7 @@ { "data": { "text/plain": [ - "{'er': 384.795402562975, 'wimp': 19.393084434024647}" + "{'er': 386.3994446524198, 'wimp': 17.772505734419077}" ] }, "execution_count": 5, @@ -154,11 +154,11 @@ " Migrad \n", " \n", " \n", - " FCN = 3015 \n", - " Nfcn = 89 \n", + " FCN = 3040 \n", + " Nfcn = 62 \n", " \n", " \n", - " EDM = 9.81e-08 (Goal: 0.0001) \n", + " EDM = 1.7e-07 (Goal: 0.0001) \n", " \n", " \n", " \n", @@ -210,8 +210,8 @@ " \n", " 2 \n", " wimp_rate_multiplier \n", - " 0.97 \n", - " 0.30 \n", + " 0.89 \n", + " 0.27 \n", " \n", " \n", " 0 \n", @@ -221,7 +221,7 @@ " \n", " 3 \n", " er_rate_multiplier \n", - " 0.96 \n", + " 0.97 \n", " 0.05 \n", " \n", " \n", @@ -232,8 +232,8 @@ " \n", " 4 \n", " er_band_shift \n", - " -0.08 \n", - " 0.08 \n", + " -0.10 \n", + " 0.07 \n", " \n", " \n", " -2 \n", @@ -269,25 +269,25 @@ " wimp_rate_multiplier \n", " 0.00 \n", " 0.00 \n", - " 0.0934 \n", - " -0.0021 (-0.142) \n", - " 0.005 (0.204) \n", + " 0.0705 \n", + " -0.0012 (-0.096) \n", + " 0.002 (0.111) \n", " \n", " \n", " er_rate_multiplier \n", " 0.0000 \n", " 0.0000 \n", - " -0.0021 (-0.142) \n", - " 0.00237 \n", - " -0.0002 (-0.060) \n", + " -0.0012 (-0.096) \n", + " 0.00234 \n", + " -0.0001 (-0.029) \n", " \n", " \n", " er_band_shift \n", " 0.000 \n", " 0.000 \n", - " 0.005 (0.204) \n", - " -0.0002 (-0.060) \n", - " 0.00618 \n", + " 0.002 (0.111) \n", + " -0.0001 (-0.029) \n", + " 0.00557 \n", " \n", "" ], @@ -295,8 +295,8 @@ "┌─────────────────────────────────────────────────────────────────────────┐\n", "│ Migrad │\n", "├──────────────────────────────────┬──────────────────────────────────────┤\n", - "│ FCN = 3015 │ Nfcn = 89 │\n", - "│ EDM = 9.81e-08 (Goal: 0.0001) │ │\n", + "│ FCN = 3040 │ Nfcn = 62 │\n", + "│ EDM = 1.7e-07 (Goal: 0.0001) │ │\n", "├──────────────────────────────────┼──────────────────────────────────────┤\n", "│ Valid Minimum │ Below EDM threshold (goal x 10) │\n", "├──────────────────────────────────┼──────────────────────────────────────┤\n", @@ -309,18 +309,18 @@ "├───┼──────────────────────┼───────────┼───────────┼────────────┼────────────┼─────────┼─────────┼───────┤\n", "│ 0 │ wimp_mass │ 50.0 │ 0.5 │ │ │ │ │ yes │\n", "│ 1 │ livetime │ 2.00 │ 0.02 │ │ │ │ │ yes │\n", - "│ 2 │ wimp_rate_multiplier │ 0.97 │ 0.30 │ │ │ 0 │ │ │\n", - "│ 3 │ er_rate_multiplier │ 0.96 │ 0.05 │ │ │ 0 │ │ │\n", - "│ 4 │ er_band_shift │ -0.08 │ 0.08 │ │ │ -2 │ 2 │ │\n", + "│ 2 │ wimp_rate_multiplier │ 0.89 │ 0.27 │ │ │ 0 │ │ │\n", + "│ 3 │ er_rate_multiplier │ 0.97 │ 0.05 │ │ │ 0 │ │ │\n", + "│ 4 │ er_band_shift │ -0.10 │ 0.07 │ │ │ -2 │ 2 │ │\n", "└───┴──────────────────────┴───────────┴───────────┴────────────┴────────────┴─────────┴─────────┴───────┘\n", "┌──────────────────────┬──────────────────────────────────────────────────────────────────────────────────────────────────────────┐\n", "│ │ wimp_mass livetime wimp_rate_multiplier er_rate_multiplier er_band_shift │\n", "├──────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────────────────────┤\n", "│ wimp_mass │ 0 0 0.00 0.0000 0.000 │\n", "│ livetime │ 0 0 0.00 0.0000 0.000 │\n", - "│ wimp_rate_multiplier │ 0.00 0.00 0.0934 -0.0021 0.005 │\n", - "│ er_rate_multiplier │ 0.0000 0.0000 -0.0021 0.00237 -0.0002 │\n", - "│ er_band_shift │ 0.000 0.000 0.005 -0.0002 0.00618 │\n", + "│ wimp_rate_multiplier │ 0.00 0.00 0.0705 -0.0012 0.002 │\n", + "│ er_rate_multiplier │ 0.0000 0.0000 -0.0012 0.00234 -0.0001 │\n", + "│ er_band_shift │ 0.000 0.000 0.002 -0.0001 0.00557 │\n", "└──────────────────────┴──────────────────────────────────────────────────────────────────────────────────────────────────────────┘" ] }, @@ -349,12 +349,12 @@ "name": "stdout", "output_type": "stream", "text": [ - " nominal_value fittable ptype uncertainty relative_uncertainty blueice_anchors fit_limits parameter_interval_bounds fit_guess description\n", - "wimp_mass 50.0 False None NaN None None None None NaN WIMP mass in GeV/c^2\n", - "livetime 2.0 False None NaN None None None None NaN Livetime in years\n", - "wimp_rate_multiplier 1.0 True rate NaN None None [0, None] [0, 50] NaN None\n", - "er_rate_multiplier 1.0 True rate 0.2 True None [0, None] None 1.0 None\n", - "er_band_shift 0.0 True shape NaN None [-2, -1, 0, 1, 2] [-2, 2] None NaN ER band shape parameter (shifts the ER band up and down)\n" + " nominal_value fittable ptype relative_uncertainty uncertainty blueice_anchors fit_limits parameter_interval_bounds fit_guess description\n", + "wimp_mass 50.0 False None None NaN None None None NaN WIMP mass in GeV/c^2\n", + "livetime 2.0 False livetime None NaN None None None NaN Livetime in years\n", + "wimp_rate_multiplier 1.0 True rate None NaN None [0, None] [0, 50] NaN None\n", + "er_rate_multiplier 1.0 True rate True 0.2 None [0, None] None 1.0 None\n", + "er_band_shift 0.0 True shape None NaN [-2, -1, 0, 1, 2] [-2, 2] None NaN ER band shape parameter (shifts the ER band up and down)\n" ] } ], @@ -366,7 +366,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "To perform a conditional fit, i.e. fix a parameter to a certain value, we can simply parse this value to the `fit`` method with the value of the parameter we want to fix. For example we could perform the background-only fit by fixing the `wimp_rate_multiplier` to 0." + "To perform a **conditional fit**, i.e. fix a parameter to a certain value, we can simply parse this value to the `fit` method with the value of the parameter we want to fix. For example we could perform the background-only fit by fixing the `wimp_rate_multiplier` to 0." ] }, { @@ -380,8 +380,8 @@ "{'wimp_mass': 50.0,\n", " 'livetime': 2.0,\n", " 'wimp_rate_multiplier': 0.0,\n", - " 'er_rate_multiplier': 1.0075851063974377,\n", - " 'er_band_shift': -0.21581421284996166}" + " 'er_rate_multiplier': 1.007873534571834,\n", + " 'er_band_shift': -0.2540693824232261}" ] }, "execution_count": 8, @@ -407,11 +407,11 @@ " Migrad \n", " \n", " \n", - " FCN = 3036 \n", - " Nfcn = 37 \n", + " FCN = 3085 \n", + " Nfcn = 67 \n", " \n", " \n", - " EDM = 7.86e-07 (Goal: 0.0001) \n", + " EDM = 1.6e-06 (Goal: 0.0001) \n", " \n", " \n", " \n", @@ -485,7 +485,7 @@ " \n", " 4 \n", " er_band_shift \n", - " -0.22 \n", + " -0.25 \n", " 0.07 \n", " \n", " \n", @@ -531,7 +531,7 @@ " 0.0000 \n", " 0.0000 \n", " 0.0000 \n", - " 0.00236 \n", + " 0.00237 \n", " 0.0000 \n", " \n", " \n", @@ -540,7 +540,7 @@ " 0.000 \n", " 0.000 \n", " 0.0000 \n", - " 0.00523 \n", + " 0.00449 \n", " \n", "" ], @@ -548,8 +548,8 @@ "┌─────────────────────────────────────────────────────────────────────────┐\n", "│ Migrad │\n", "├──────────────────────────────────┬──────────────────────────────────────┤\n", - "│ FCN = 3036 │ Nfcn = 37 │\n", - "│ EDM = 7.86e-07 (Goal: 0.0001) │ │\n", + "│ FCN = 3085 │ Nfcn = 67 │\n", + "│ EDM = 1.6e-06 (Goal: 0.0001) │ │\n", "├──────────────────────────────────┼──────────────────────────────────────┤\n", "│ Valid Minimum │ Below EDM threshold (goal x 10) │\n", "├──────────────────────────────────┼──────────────────────────────────────┤\n", @@ -564,7 +564,7 @@ "│ 1 │ livetime │ 2.00 │ 0.02 │ │ │ │ │ yes │\n", "│ 2 │ wimp_rate_multiplier │ 0.0 │ 0.1 │ │ │ 0 │ │ yes │\n", "│ 3 │ er_rate_multiplier │ 1.01 │ 0.05 │ │ │ 0 │ │ │\n", - "│ 4 │ er_band_shift │ -0.22 │ 0.07 │ │ │ -2 │ 2 │ │\n", + "│ 4 │ er_band_shift │ -0.25 │ 0.07 │ │ │ -2 │ 2 │ │\n", "└───┴──────────────────────┴───────────┴───────────┴────────────┴────────────┴─────────┴─────────┴───────┘\n", "┌──────────────────────┬──────────────────────────────────────────────────────────────────────────────────────────────────────────┐\n", "│ │ wimp_mass livetime wimp_rate_multiplier er_rate_multiplier er_band_shift │\n", @@ -572,8 +572,8 @@ "│ wimp_mass │ 0 0 0 0.0000 0.000 │\n", "│ livetime │ 0 0 0 0.0000 0.000 │\n", "│ wimp_rate_multiplier │ 0 0 0 0.0000 0.000 │\n", - "│ er_rate_multiplier │ 0.0000 0.0000 0.0000 0.00236 0.0000 │\n", - "│ er_band_shift │ 0.000 0.000 0.000 0.0000 0.00523 │\n", + "│ er_rate_multiplier │ 0.0000 0.0000 0.0000 0.00237 0.0000 │\n", + "│ er_band_shift │ 0.000 0.000 0.000 0.0000 0.00449 │\n", "└──────────────────────┴──────────────────────────────────────────────────────────────────────────────────────────────────────────┘" ] }, @@ -594,7 +594,7 @@ { "data": { "text/plain": [ - "{'er': 403.0340491950586, 'wimp': 0.0}" + "{'er': 403.1494216433639, 'wimp': 0.0}" ] }, "execution_count": 10, @@ -635,7 +635,7 @@ { "data": { "text/plain": [ - "['science_run', 'ancillary_likelihood']" + "['science_run', 'ancillary']" ] }, "execution_count": 11, @@ -662,10 +662,12 @@ "metadata": {}, "outputs": [], "source": [ - "copied_data = deepcopy(model.data)\n", + "copied_data = {}\n", + "copied_data[\"science_run\"] = deepcopy(model.data[\"science_run\"])\n", + "copied_data[\"ancillary\"] = deepcopy(model.data[\"ancillary\"])\n", "# Set ancillary measurement of er_rate_multiplier to nominal value\n", "nominal_er = model.parameters.er_rate_multiplier.nominal_value\n", - "copied_data[\"ancillary_likelihood\"][\"er_rate_multiplier\"][0] = nominal_er\n", + "copied_data[\"ancillary\"][\"er_rate_multiplier\"][0] = nominal_er\n", "\n", "# Assign data with nominal ancillary measurement\n", "model.data = copied_data" @@ -679,7 +681,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 13, @@ -688,7 +690,7 @@ }, { "data": { - "image/png": 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", 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1AQBXr17F3bt3JcdLTU1F7dq1kZaWhtjYWE2Xqvw/a+3atZGVlYXo6OgCtzdo0ADZ2dlFHt/e3h6ff/45du/ejTt37iA4OBhTpkxBo0aNkJCQgCVLlkimN9Unm729fZF/Z0Vlc3V1RUBAgM5rSpo1L0ubNm1Qvnx5JCYmYtasWQgJCcFvv/2GzMxM9OnTR/PaH3/8EYmJidiwYQNatmyJTz/9FIGBgXj48CG2b9+OpUuXomvXroWuZ0EKUnAxPFKAuayUSOaNK1uTqdJnZVkqnPa/77zHwYMHhRD/t+q09mPFihU6x9q/f7949dVXRcWKFYW9vb0oW7asCAkJEcuXL9dZ5bg4xy4sW3R0tGRV54K2563EXNj2/KtKaz+EEM89fp74+Hgxbtw48cILLwh7e3vh7Ows6tevLz7++GNx+vTpEmV7nqKyBQcHF/q6kmTN7+TJkyI4OFi4uroKFxcX0aBBA7FkyZIC32v79u2iZ8+ewsfHR9jZ2QlPT08RHBwsli1bprN6uDmyxJWtVULIPLcYmZTY2Fj4+voCAO7cuSNZdIbIUDIyMrB8+XJJ24gRI4qc5pHIGK5fv46cnBzY2dmhZs2aSschIiuiz+8fc/m8xq5NRGRwzs7OGDNmjNIxiIiISEYcbE1ERERERHpjIUFERERERHpjIUFERERERHpjIUFERERERHrjYGsiMqjs7GykpKQgOTkZycnJSEpKQkpKCsqWLYvAwEB4eXkpHZGIiIgMgIUEEZXK/fv3sWPHDmzbtg3Hjx/H48ePi9y/SpUqaNy4MRo3bowmTZqgWbNm8Pf3N05YIiIiMhgWEkSkt//++w9bt27Ftm3bcOLECeizHE1cXBzi4uKwe/duTVu7du3w4Ycfonfv3rC1tZUjMhERERkYCwkiKrYDBw5g8uTJOH36tEGPe+zYMRw7dgz+/v4YO3Ys3nrrLZQpU8ag70FERESGxcHWRPRcV69eRa9evdCpU6cSFxFOTk7P3ScmJgYTJ05E1apVMW7cOMTExJTovYiIiEh+LCSIqFCPHj3CuHHj0KBBA+zcubPQ/dzc3DBgwACsWbMGly5dQmRkpM4+N2/exKVLl7B27VpMmjQJL774IsqVK1fg8VJTU/HTTz+hXr16WLRokV5dp4iIiMg42LWJiHTk5ORgwYIFmDZtGpKSkgrcx8fHB6+88gr69OmD0NBQODo6arYlJCTo7G9nZ4e6deuibt26GDx4MIBnMzxt2rQJP/74I8LDw3Vek5GRgTFjxmD79u1Yvnw5qlSpYqCfkIiIiEqLdySISCIhIQGdOnXC+PHjCywifHx8sGTJEsTFxWHp0qXo1q2bpIjQh729PV577TWcOnUKx44dQ79+/WBjo/trae/evWjYsCHWr19fovchIiIiw2MhQUQa586dQ/PmzXHkyBGdbY6Ojvjkk09w/fp1jBo1CnZ2hruhqVKp0LZtW2zatAk3b97EqFGjdPZJSkrC4MGDMWjQIDx69Mhg701EREQlw0KCiAAAmzZtQtu2bXH79m2dbQMHDsSVK1cwc+ZMeHh4yJrDz88PS5YswZ49e1C5cmWd7Rs2bEDDhg0REREhaw4iIiIqGgsJIiunVqvx+eefY8CAAUhPT5dsq1q1Ko4ePYr169cbfdG4Ll26ICoqSjOeIr+7d+8iJCSkwDsnREREZBwsJIis2JMnT9C3b19Mnz5dZ1vbtm0RHh6Odu3aKZDsmbJly2Lt2rVYv349ypYtK9n25MkTdO3aFX/++adC6YiIlHH48GF4eXmhb9++nNWOFMVCgshKJSUloUOHDti+fbvOtrfffhv79+9HhQoVFEima+DAgYiKikLHjh0l7ZmZmXjllVewadMmZYIRkcVbuXIlVCqV0e/KFmXz5s1ITEzE1q1bZRkzFhMTA5VKBZVKVer1fPKOc+jQIYNkI9PCQoLICqWmpqJHjx44d+6cpN3W1hbz58/H0qVLSzwTk1wqV66MP//8E71795a0Z2dnY9CgQVi+fLkywYiIjOzdd99F27ZtMXnyZJQvX17pOGTFuI4EkZV5+vQp+vTpgxMnTkjay5Urh02bNiE0NFShZM/n5OSETZs2YcSIEfjtt9807Wq1Gm+99RYeP36MDz/8ULmARERGUL9+fRw7dkzpGEQsJIisSU5ODgYPHoy///5b0l65cmUcPnwYNWrUUChZ8dnZ2WHlypVwd3fHokWLJNvGjx+Pp0+f4uOPP1YoHRERkfVg1yYiK6FWq/H2229j69atkvby5ctj3759Bi0iXFxc8OWXX0oeLi4uBju+jY0NFixYgE8++URn2+TJkzlmgsiItm3bhpdffhkVK1aEvb09PD090axZM4wbNw6HDx8u9HVbt25Fz549UaFCBTg4OKBChQro2bMntm3bprNv/j77+fvcnz9/Hn379oW3tzecnJxQr149zJkzp9AByDk5OVizZg1CQkLg6+sLBwcHeHt7IyQkBN9//z3+++8/zb55YyPefPNNAMCtW7d0MsTExBSa7eLFixgyZAgqV64MOzs7zbY8sbGxWLBgAbp164YaNWrA2dkZHh4eaNasGaZNm4bHjx8X+zwY6jzlvT4gIEDTFhAQIDneypUrC/07zU/75w0JCZEc56uvvtJ5zbVr1zBq1ChUr14dTk5O8PDwQOPGjfHJJ5/g/v37hb5H/myxsbEYNWoU/Pz84ODgIPm7Kmj/GzduYPDgwfD29oa7uztatmyJzZs3a97j+vXrGDBgALy9veHi4oKWLVti165dxToHVkGQVblz544AIACIO3fuKB2HjEStVouxY8dq/u7zHu7u7uL06dNKxyuVb7/9VufncnZ2Nvufi+Rx7do1cenSJXHt2rUCt+fm5or4+HiLfOTm5hr0XGZmZop+/foJACIoKEhs3LhRhIeHi507d4rXXntN8+9x4cKFOq979dVXBQDRsmVLsXnzZhEeHi42b94sWrRoIQCIAQMGiKdPn2pek5WVJSIjI0VkZKTmuF9//bVo1qyZ2Lhxozh16pRYtmyZ8PLyEgDE5MmTC/y77dq1qwAghgwZIv78808RHh4utm3bJrp166Y5bp6kpCQRGRkppk+fLgCIypUrazLkPbKysgrMNn36dFGjRg2xdOlScfr0abFx40bh4+MjOX5wcLAAIIKDg8WWLVvE6dOnxY4dO8SQIUOESqUSL7zwgrh3757kZyjovQ4ePGiw85T3+j179mhev2fPHsnPnJSUVKzrQzvH8uXLJcd58OCBZP/ff/9dODg4CE9PT/HDDz+IY8eOid27d4vRo0cLlUolypcvL44fP17ge1SuXFkAEJ9++ql44YUXxJw5c8SpU6fErl27RM2aNQUAER0drbP/J598Ipo1aybWrVsnTp06JZYsWSLKlCkjAIhff/1VXL58WXTp0kVs27ZNnDhxQnzzzTfC3t5e2NjYiD179hTrPOT3vN8/+ZnL5zUWElbGXC5MMqwvvvhC58O2k5OTOHTokNLRDGL27Nk6P1+lSpV4jZOO5/1HHh8fr3MtWcojPj7eoOfynXfeEQBEkyZNREZGhs72Dz/8UAAQP/74o6R91KhRhb4uPT1dBAYGCgBi9OjRBb5v3s9TsWJFkZCQINkWFham+TLh8ePHkm3bt28XAESbNm10jqlWq0Xnzp0lH/TzrFixQgAQfn5+BeYpKJunp6e4efOmZNuMGTN0ColmzZqJrKwsneN88sknAoDo27fvc98rfyFR0HZ9z5MQQkRHR2teHx0dXcRP/HzPyymEEMeOHRN2dnbC3t5eREVF6WzP+x3v4+MjkpOTdbb7+fkJAMLBwUGcPHlSsm3NmjU6P0fe/m5ubjo/36pVqzSFY79+/XTe7/PPPxcARPv27Z//w2uxxEKCXZuILNxvv/2GadOmSdrs7OywefNmBAcHK5TKsCZMmICRI0dK2u7du4dXXnkFaWlpCqUislyXL1/G0qVLAQCff/45nJycdPaZNGlSga/75ZdfCn2ds7MzPvvsMwDA4sWLceXKlUIzvP766/Dy8pK0hYaGwsbGBhkZGYiIiJBsu3TpEgDAzc1N51gqlQpjxoxBjx49Cn0/fQwZMkTSPQgAPvjgA0RHR2ueDx8+HHPmzIG9vb3O69955x0AwPbt2wvs4qQPfc+TEv73v/8hJycHQ4cORf369XW2jx07Fq6uroiPj8eyZcsKPc6LL76Ili1bStr69u2L6OhoVK1aVWf/Hj166Ezr27lzZwDPFj594YUXUKZMGcn2Ll26AABOnjyJ7OzsYv18loyFBJEFu3jxIt59911Jm0qlwm+//Waw/zBNgUqlwsKFCxESEiJpP3PmDN544w2o1WqFkhFZpk2bNmn613fq1KnAfSpXrowDBw6gT58+er3uxRdfBPBsXFf+vuragoKCdNocHR01H5q1+9TXqlULALB3794CxyD07t3bYH3fC1rI083NTfKhdfjw4YV+mePn5wcAyM3NxfXr10uVRd/zZGx37tzByZMnAUBnraA8Dg4OqF69OgBg//79hR6roPPu5OQEf39/2Nnpzi/UrFkznTYfH58it1esWBHAs6nHHz58WGgWa8FCQmFPnz7FrFmz0KRJE7i7u8PT0xOtW7fG4sWL+eGHSiU1NRX9+vVDenq6pP3nn3/GoEGDFEolH3t7e2zevFln0Pgff/yBzz//XKFURJbpwoULAAAvLy94eHgUul9ISIjmQ3FxX1emTBmUK1cOAHD+/PlCj13Y+gnOzs4Ani1YmV/v3r3Rq1cvAMCXX36JChUqoFevXli8eDHi4uIKfZ+S8Pb2fu4+arUav//+O3r06IGqVavC2dkZdnZ2mkee1NTUUmXR9zwZW/6/4+HDh0vOQf5HZGQkAOD27duFHqs45z2/gs5N/nP/vO1Pnz7V6/0sEad/VdDDhw8RGhqKyMhIjBo1CvPnz0dWVhYWLFiA9957D5s2bcLu3bsLvGVMVBQhBN555x2dbgHvvvuu5pa5JSpXrhx27dqFVq1aITk5WdM+c+ZM1KlTB0OHDlUuHJmF8uXLIz4+XukYsjDkwmUpKSkA/u/DqKFf5+LigkePHmn2L4itra1e721jY4Nt27Zh06ZNWLp0KQ4ePIidO3di586dGD16NLp3744ffvhBc+eiNJ6XLTs7Gz169MC+fftQuXJlfPTRR2jSpImmgAKAhg0bAkChM1AZKovS8v8dL126VKdrkjYHB4dCt5XkmijNdmIhoaj+/fsjMjIS48aNw9y5czXtISEh6NOnD7Zv34733nsPK1asUC4kmaWlS5di7dq1kramTZvixx9/NMr7P3r0CO3bt5e0HT16VPKfpFxq166NTZs24aWXXkJubq6mfeTIkWjSpAkaNGggewYyXzY2Nnp/q2mN8vqNZ2RklOh12ndKteVt1+6fXloqlQoDBgzAgAEDEB8fj23btmH9+vU4ePAgdu/ejRMnTiAqKgqVKlUy6PtqW7RoEfbt2wc7Ozvs3bu3wHEB1iL/33H58uX5O9rMsNRSyJYtW3Do0CE4OTnpzKWsUqnwzTffAABWrVplEgOhyHycOXMGH3zwgaStTJky2LRpk9HubuXm5uLSpUuSR/4P9XLr3LkzFixYIGl7+vQphg4diqysLKPlILJUgYGBAJ7dWS9qMHBaWpqkaGjUqBEAIDExsdC7DSkpKXj06JHkfeTg4+ODUaNG4cCBAzh06BCcnZ3x6NEj/Prrr7K9Z568fv61atWy6iICkP4dFzW4Pjk5Gb/++iuOHDlijFhUTCwkFJL3iyo0NBSenp462+vWrYu6detCCIHly5cbOR2Zq5SUFPTv31/nw/KKFSs0A9WsxbvvvosxY8ZI2s6dO1fgIkhEpJ/+/ftrun38/fffBe7z33//wc3NDaNGjZK8Lm+RssJet3fvXgDP7g7179/fYJlnz55d6MKbwcHB6Nq1K4BnM77ll9cnXruL0Y4dO4pccK8oeWMgC+u2FBMTU6LjGkr+cQD5M548eVLvBT/zuhvlP05kZCTWr1+PzMxM+Pr6onXr1gBQ5GD33377DSNHjsS1a9f0en+SFwsJBWRlZWm+jShoNoU8edt2795tlFxk3oQQePPNN3Hz5k1J+/jx4yWzpliT2bNn63zbN2vWLPzzzz8KJSKyDHXq1NHMCDd9+vQCB+x++eWXUKlUGD16tKatbt26msLi66+/1nldZmYmZsyYAQB47733ULt2bYNlTk1NxY0bNwosYPLPjtSiRQvJtrxZevLukgDPxjgMHDiwxF2P87p+Xr16FadPn9bZvnDhwhId11C8vLw0BUD+n/uzzz4rcFrfohR0/ubNm4ehQ4dqCpbZs2fDzs4Ox48fx5YtW3SOcffuXcycORN+fn54/fXX9f55SD4cI6GAy5cva+Ye1p6/OL+8bbdu3UJKSkqx+orGxsYWuV37mxayHAsXLsTWrVslba1bt8asWbMUSqQ8Jycn/Pbbb2jZsqXm35xarcbQoUNx/vz5AueTJ6Li+fHHH/Hw4UNs3LgRwcHBmDRpEqpXr47Y2Fj88ssv2LVrF+bMmYM2bdpIXjdv3jw8fPgQW7ZsQXBwMD7++GP4+/sjJiYGs2bNwvnz59G/f3/88MMPktdFRUVJnkdHR8PLywsBAQFwdXXFtWvXkJWVpfm3HhcXh6ioKFStWhWenp6aOyEDBgzAhAkT0KZNG5QpUwZ37tzB4sWLcfHiRXTt2lVnUoY2bdqgfPnySExMxKxZsxASEoLffvsNmZmZmi9pCsvm4OBQ4ODt999/H+vWrcP58+fRvXt3fPrpp2jVqhUeP36M9evXS36X5/85HRwccPXq1QLfK+/nLO15Ap797uzSpQv+/PNPzJ49G+PHj8e5c+dw6NAhjB07VufnKUqvXr3w888/Y+HChahcuTJu376NjRs3omfPnppCok2bNvj9998xfPhwvPbaaxg3bhxefvll2NnZISIiAt988w2ys7Oxa9cuSRfdwn4WAAWOtXjez17YucsraK9evYq7d+9KjpeamoratWsXuB6IVVBqJTxrtmPHDs1qhbt27Sp0v/nz52v2K2ilx4Lk7V+chymvlEj6iYmJEa6urpK/3/Lly4vbt28rkqeg1YENvaquPmbOnKmTZ+TIkYrlIeXos7IsFc/WrVtFjx49hI+Pj7CzsxPlypUT3bp1E2FhYYW+Rq1Wiy1btohu3boJb29vYWdnJ7y9vUX37t3FH3/8UeBrCvu/LG/F5LzVirUfK1asEEIIkZmZKdavXy9ee+010ahRI+Hl5SVsbW1F+fLlRUhIiFi2bJnIyckp8L1PnjwpgoODhaurq3BxcRENGjQQS5YseW62olbDfvLkifj8889F3bp1haOjo3B0dBQ1a9YUY8aMETExMQX+nPlXnC7s5yztecpz7949MXDgQFG+fHlhb28vAgICxP/+9z+RlpZW6M9UkMePH4tRo0aJihUrCnt7e+Hr6yvefvttndW2hRDixo0bYsyYMaJmzZrCyclJODk5ibp164qJEyeKe/fu6exf2M9S2Mfb5/3shR0rOjq6yHNf3NW/LXFla5UQpZxXjPS2du1aDBkyBMCzPqKFLcrz66+/albr/eeffzR9CIuS941Lcdy5c6fAlR7JvAgh0KNHD/z555+S9rCwMHTr1k2RTAkJCZJFfQAgPj5esdlwcnNz0aFDB50uTTt37kTPnj0VyUTKuH79OnJycmBnZ4eaNWsqHYeIrIg+v39iY2Ph6+sLwLQ/r7FrkwnLX+MVt0C4c+dOkdvv3bun0/+TzNv69et1iohRo0YpVkSYIltbW6xevRqBgYFIS0vTtL/11luIioridJ9EREQlwEJCAe7u7po/F7WiZP4VE/O/piimWrGSPBITEzFu3DhJW6VKlax6XERhXnjhBcydO1dzlw94dpfknXfewZYtW/S6m0dERESctUkR1apV0/w5ISGh0P3yb2OBQAWZOHGizjW0YMGCAqcUpmd3IF5++WVJ29atW7FhwwaFEhEREZkvFhIKqFu3rmZ0f1FzRedt8/PzM/jqnmT+/v77b6xatUrS1rt3b/Tt21ehRKZPpVLhl19+gZeXl6R94sSJSE1NVSgVERGReWIhoQAHBwfNAOvw8PBC98ubW7pHjx5GyUXmIz09He+8846kzcPDQ2c1Z9JVoUIFLF68WNJ29+5dzdz1REREVDwsJBTy9ttvAwD279+PlJQUne1XrlzB5cuXoVKpMGLECGPHIxP31Vdf6Sw8N2vWLFSpUkWhROalb9++6NKli6Rtzpw5XDGViIhIDywkFPLqq6+iY8eOyMzMxNSpUyXbhBD49NNPAQDDhg1Ds2bNlIhIJurMmTM6CzW1a9dOs1osPZ9KpcK8efM0iyEBz1aq/fDDD8EZsYmIiIqHhYSCNm3ahIYNG+LHH3/Ee++9h+PHj+PgwYPo378/tm7ditDQUPz8889KxyQTolar8c477yA3N1fT5uDggKVLl8LGhv+c9VGnTh18+OGHkrY///wTu3btUiYQERGRmeH0rwry8vLC6dOnMXfuXKxbtw6//fYbbG1tUbduXSxatAjvvPMOPxySxNq1a3XG1UyZMgV169ZVKFHBnJycMHr0aJ02U/P5559jzZo1uHfvnqbtww8/xIsvvmiSeYmIiEwJV7a2MuayUiLpyszMRO3atXH79m1NW506dXD+/Hk4ODgomMy8/f777xg6dKikbfr06ZgyZYpCiUhON2/exNOnT6FSqVCrVi1+WUNERqFWq3Ht2jUIIeDo6Ijq1asXub+5fF7jb1AiMzF//nxJEQEA3333HYuIUhoyZAjatm0raZsxY4bOuSbLkHenSQjBKX+JyGhSU1M1Y/CcnZ0VTmM4JlVIREdHo02bNkrHIDI5iYmJOtOTBgcHo2fPngolshwqlQrz58+XrGydkZGB//3vfwqmIrl4eHho/nz//n08fvwYarVawUREZMnUajUeP36M+/fva9rc3d0VTGRYJjVGIj09Hf/++6/SMYhMzvTp03WmCf7+++8lH36p5Jo0aYJ33nlHsr7Epk2bcODAAYSGhiqYjAzN1dUVzs7OyMjIQG5uLuLi4qBSqWBra6t0NCKyQLm5uZLZAJ2dneHq6qpgIsMyaCFR2vUOkpOTDROEyILcvHkTCxculLQNGjQIQUFBCiWyTNOnT8fGjRvx6NEjTdukSZMQHh7Ogs2CqFQqVKtWDbdv30ZGRgaAZ92ccnJyFE5GRJbO2dkZ1apVs6j/UwxaSKxcuRIqlarAedjzn7T827XbLenkEhnCp59+iuzsbM1zBwcHzJw5U8FElql8+fKYPn26ZLapM2fOYNu2bejTp4+CycjQbGxs4Ofnh7S0NDx58kRzd4KIyNBsbW3h7OwMd3d3uLq6WtznXIN3berVqxc8PT0lbenp6diyZQvc3NzQvHlzVKxYEfb29sjOzsb9+/cRHh6Ox48fo1OnTiY7Kp1ICadOncKGDRskbe+//z4CAgIUSlQ8ycnJ6N27t6Rt27ZtOr8bTM3IkSMxb948XL16VdP2+eefo1evXuz6YmFUKhXc3Nzg5uamdBQiIrNl0OlfbWxsEBUVhXr16mna0tPT0b59e/Tt2xf/+9//4OjoqPO6p0+fYvbs2ViyZAnCw8Ph4+NjqEikxVymE6Nnd+iCg4Nx9OhRTZunpydu3LiBcuXKKZjs+RISEnT+HcfHx8Pb21uhRMW3fv16DB48WNK2du1anTYiIiK5mMvnNYPO2hQcHKwzgOSbb75Bu3btMGXKlAKLCABwdHTElClT0KdPH0ydOtWQkYjM1s6dOyVFBPBs8TlTLyLM3YABA9CgQQNJ21dffcU+9ERERFoMWkgcPHgQfn5+krYtW7agf//+xXp9//798ddffxkyEpFZysnJwccffyxp8/Pzw/vvv69QIuthY2ODr7/+WtJ27do1/P777wolIiIiMk2yryNx69YtzQJAz+Po6Ih79+7JnIjI9K1duxZXrlyRtM2cObPY/5aodF555RU0a9ZM0jZ16lRkZWUplIiIiMj0yF5IODk5Yf/+/cXad//+/Ra12h9RSeTm5uKbb76RtDVt2hSDBg1SKJH1UalUOnclYmJisGLFCoUSERERmR7ZC4mWLVti+vTpCAsLK3K/Xbt2YebMmWjVqpXckYhM2h9//KFzN2Lq1KmwsTGphegt3ksvvYQ2bdpI2r7++mtkZmYqlIiIiMi0yL6y9ccff4w9e/bg5ZdfRtOmTREaGgp/f384OzsjPT0dMTExOHDgAM6ePavZn8haCSEwY8YMSVtgYCB69OihUCLrpVKpMH36dMnK1nFxcViyZAnGjRunYDIiIiLTIHshERwcjHnz5uHDDz9EREQEzpw5o7OPEAI2NjaYO3cuOnToIHckIpO1e/dunD9/XtI2ZcoUi1vAxlyEhIQgJCQEBw8e1LR98803ePvtt3VmqCMiIrI2Rukr8f777+PYsWN46aWXYGdnByGE5mFnZ4fu3bvj+PHjnJGGrJoQAtOnT5e01alTB3379lUoEQHQGSvx4MEDLFy4UKE0REREpkP2OxJ5WrVqhbCwMGRmZuL69et4/PgxPDw8ULNmTc5EQwTgwIED+PfffyVtn376KVdUVljbtm3RrVs3/Pnnn5q27777Du+//z5cXFwUTEZERKQso4/edHJyQsOGDdG2bVs0bNiQRQTR/6d9NyIgIICrKZuIadOmSZ4nJiZyBiciIrJ6Ri8kcnJycPnyZZw8eRKXL1/marFEAI4fP45Dhw5J2iZPngw7O6PdNKQiNG/eHN26dZO0/fDDD8jNzVUoERERkfKMVkhER0fj9ddfh6enJxo0aIC2bduiQYMGKFu2LN544w1ER0cbKwqRydGeqalKlSoYNmyYQmmoIJMmTZI8v3nzJrZu3apQGiIiIuUZpZA4fPgwmjZtinXr1iE9PV0y2DotLQ1r1qxBs2bNcOTIEWPEITIpERERkv73wLMPrY6OjgolooJ07NgRTZs2lbR9//33EEIolIiIiEhZsvebePDgAfr06YOUlBTUr18fXbp0QUBAAFxcXJCeno6bN29i3759uHjxIvr27YtLly7Bx8dH7lhEJkP7boS3tzdGjhypUBrDcHBwQL9+/XTazJlKpcKkSZMk41ZOnTqFY8eOoX379gomIyIiUobshcQPP/yAjIwMrFu3DgMHDix0v3Xr1mHEiBH44Ycf8O2338odi8gkXLx4Uad7zMSJE81+NqAyZcpg06ZNSscwuH79+mHy5Mm4deuWpu37779nIUFERFZJ9q5NYWFh+Oijj4osIgBg8ODBmDRpEnbt2iV3JCKTMWfOHMnzsmXL4r333lMoDT2PnZ0dxo8fL2nbuXMnrly5olAiIiIi5cheSERHR6N79+7F2rd79+6IiYmRNxCRiUhISMDatWslbWPHjoWHh4dCiag43nrrLXh6ekratAtCIiIiayB7IaFSqYo9GFGlUsmchsh0LF26FE+fPtU8d3BwwOjRoxVMRMXh5uamc9do9erVuH//vkKJiIiIlCF7IeHv7489e/YUa9/du3fD399f3kBEJiA7OxuLFi2StA0ePBgVKlRQKBHpY+zYsZLB41lZWViwYIGCiYiIiIxP9kKiW7dumDVrFv74448i91u/fj1mz56NHj16yB2JSHF//PEH7t69K2kbO3asQmlIX5UqVcLQoUMlbYsWLUJqaqpCiYiIiIxPJWSeBP3BgweoXbs2njx5gkaNGqFz586oXr06nJ2dJdO/RkVFoUyZMrh8+TK/lZVRbGwsfH19AQB37txB1apVFU5kndq0aYMTJ05onrdt2xbHjh1TMJFhpaSk4O2335a0/frrryhTpoxCiQzv8uXLqFevnqTtp59+YkFIRESlZi6f12QvJABg//796NOnD1JTUwscByGEgLu7O7Zt24aQkBC541g1c7kwLdnp06fRokULSduGDRswYMAAhRIZXkJCgs56MPHx8fD29lYokTxefvllyUxz/v7+uH79OuzsZJ9Zm4iILJi5fF4zysrWnTp1QkREBAYMGAAnJyfJytZOTk4YNGgQIiIiWESQVZg/f77kedWqVdGnTx+F0lBp/O9//5M8j4mJwY4dOxRKQ0REZFxG+9qsZs2aWL9+PbKysnD9+nWkpKSgTJkyqFmzptmveEtUXPfv38f69eslbaNHj4a9vb1Ciag0OnTogKCgIJw+fVrTtnjxYvTt21fBVERERMZhlDsS+Tk4OKB+/fpo06YN6tevzyKCrMqSJUuQnZ2tee7k5ISRI0cqmIhKQ6VSYcyYMZK2ffv24fr16wolIiIiMh6jFxI5OTm4fPkyTp48icuXLyMnJ8fYEYgUkZWVhZ9//lnSNmTIEHh5eSmUiAxhwIABKFu2rKRt6dKlCqUhIiIyHqMVEtHR0Xj99dfh6emJBg0aoG3btmjQoAHKli2LN954A9HR0caKQqSIjRs34sGDB5I2zvBj/pydnfHmm29K2lasWIHMzEyFEhERERmHUQqJw4cPo2nTpli3bh3S09Mlg63T0tKwZs0aNGvWDEeOHDFGHCKjE0Jg3rx5krbg4GAEBgYqlIgM6Z133pE8T0xMxKZNmxRKQ0REZByyD7Z+8OAB+vTpg5SUFNSvXx9dunRBQEAAXFxcJOtIXLx4EX379sWlS5d0po0kMnf//vsvwsPDJW3jxo1TKA0ZWq1atdCpUyfs379f07Z48WKdReuIiIgsieyFxA8//ICMjAysW7cOAwcOLHS/devWYcSIEfjhhx/w7bffyh2LyKh++uknyXM/Pz+8/PLLCqUhObz33nuSQuKff/7BhQsX0KhRIwVTERERyUf2rk1hYWH46KOPiiwiAGDw4MGYNGmSZHEnIkuQmJiILVu2SNrGjBnDRcssTK9evVCpUiVJ2+LFixVKQ0REJD/ZC4no6Gh07969WPt2794dMTEx8gYiMrLff/8dWVlZmucODg4YMWKEgolIDvb29nj77bclbb/99huePHmiUCIiIiJ5yV5IqFQqCCGKvS+RJRFC4Ndff5W09e3bF+XLl1coEclp5MiRsLH5v1+rqampWLNmjYKJiIiI5CN7IeHv7489e/YUa9/du3fD399f3kBERnT69GlERUVJ2rS/tSbL4evri549e0raFi9eXOwvU4iIiMyJ7IVEt27dMGvWLPzxxx9F7rd+/XrMnj0bPXr0kDsSkdEsW7ZM8jwgIAAhISEKpSFjeO+99yTPz58/j5MnTyqUhoiISD6yj/acOHEili5div79+6NRo0bo3LkzqlevDmdnZ8n0r1FRUShTpgwmTJggdyQio0hLS8O6deskbSNGjJB0fbFU9vb2CA4O1mmzBnlTXOdfZHPx4sVo3bq1gqmIiIgMTyWMcM99//796NOnD1JTUwscByGEgLu7O7Zt28Zva2UWGxsLX19fAMCdO3dQtWpVhRNZrpUrV0pWPLaxscGtW7d4zq3ArFmzMHnyZM1zR0dHxMXFcWwMEREVi7l8XjPKV6OdOnVCREQEBgwYACcnJ8nK1k5OThg0aBAiIiJYRJBF0R5k/dJLL5nsLwIyrBEjRkjuwDx9+hSrVq1SMBEREZHhGa2PRc2aNbF+/XokJSUhMjISx44dQ2RkJJKSkrB27VrUqFHDWFGIZHf58mUcP35c0sZB1tbD29sb/fr1k7SxkCAiIktj9M7aDg4OqF+/Ptq0aYP69evDwcHB2BGIZLd8+XLJcx8fH53ZfMiyaReOFy5cwLlz55QJQ0REJAOTGvUZExOD0NBQpWMQlUpWVpbOt8/Dhg2zmsHG9EzHjh1RrVo1SRvvShARkSUxqUIiLS0Nhw8fVjoGUans2rULCQkJkjauZG19bGxsMHToUEnbmjVrkJ2drVAiIiIiw5J9+lcAyMzMxLp163D06FHcv38fmZmZBe6XlpZmjDhEstIeZN2uXTvUqVNHoTTKePLkiWTWIgD49ttv4e7urlAiZbzxxhuYMWOG5nlCQgL++usvvPzyywqmIiIiMgzZC4m7d++iY8eOuHHjBgA8d4XXgqaHJTIXd+7c0VnJ3RoHWWdmZmLRokWStq+++srqColatWqhdevWOHHihKZt1apVLCSIiMgiyF5IfPrpp/jvv/9QrVo1BAcHo1KlSnB2di5w3wcPHmDJkiVyRyKSzcqVK6FWqzXP3d3ddWbvIesybNgwSSGxc+dOPHr0COXKlVMwFRERUenJXkjs2bMHPXr0wPbt25+7om9UVBQWL14sdyQiWajVap3Zml577TW4uroqlIhMwcCBAzFu3Dg8ffoUwLPB+OvXr8fo0aMVTkZERFQ6sg+2TkpKwpgxY55bRABAhQoV8OWXX8odiUgWx44dQ0xMjKTtrbfeUiYMmQxPT0+88sorkjbO3kRERJZA9kLC19cXXl5exdrX29ubhQSZrbVr10qe169fH82bN1coDZmSN954Q/L81KlTuHLlikJpiIiIDEP2QmLAgAHYt29fsfa9e/cup8kks5SVlYVNmzZJ2oYMGcLJAwgA0LVrV1SoUEHSxrsSRERk7mQvJD777DP8+eef+P3335+7b1JSEv9zJbP0119/4dGjR5K2wYMHK5SGTI2dnR2GDBkiafvtt9+Qm5urUCIiIqLSM+hg68LuJlSpUgUjRozApEmT0KxZM5QvXx62trY6+yUnJxsyDpHRaHdratu2Lfz9/ZUJQyZp2LBh+OGHHzTP4+LicODAAbz44osKpiIiIio5gxYSK1euhEql0lkrIq/twYMHCAsLK/C1eftYQ1eQ7Oxs7NixA9u3b8epU6dw584d5ObmwsfHB0FBQRg+fDjnmTcjT548wY4dOyRt2t8+EzVq1AiNGzfGuXPnNG2rVq1iIUFERGbL4NO/9urVC56eniV6bXJyss4HMksTGxuLVq1aIS4uDtWqVcOkSZPQqFEjODo64tixY/jmm2/wxx9/oHfv3li/fj0cHR2VjkzPsXXrVmRkZGie29nZoX///gomIlM1bNgwSSHxxx9/4PHjx/Dw8FAuFBERUQkZvJCYMWMG6tWrV6LXRkVFWXwhkZycjLi4OFSpUgVnz56VLErVsmVLvPjii2jWrBm2bduGiRMnYsGCBQqmpeLQ7tbUtWvXYs9URtbltddew6RJk5CTkwMAyMjIwJYtW/Dmm28qnIyIiEh/Bh1sHRwcXKrFt8qVK6czTaKlmjBhQoEr2zZq1EgzSPfXX39FamqqsaORHh48eKAzKxm7NVFhfHx80K1bN0nb6tWrFUpDRERUOgYtJA4ePAg/P78Sv75y5cpYsWKFAROZHi8vL0ycOFFngar8AgMDAQBPnz7F1atXjRWNSmDDhg1Qq9Wa566urujVq5eCicjUDRs2TPL88OHDuHv3rkJpiIiISk726V/1ERMTg9DQUKVjyKpixYqYPXs2XnjhhUL3yT+jlZubmzFiUQlpd2vq3bt3qe7KkeXr0aMH3N3dNc+FENiyZYuCiYiIiErG4GMkSiMtLQ2HDx9WOobirl+/DgCoVKkSatSooddrY2Nji9x+7969Euciqf/++w///vuvpI3dmp6xtbXVGStV0JTP1sjJyQmvvPKKZG2dDRs2YOzYsQqmIiIi0p9BC4mrV68iLCwMr732mmYVV31WquY6EkBOTo7m28mJEyfq/eHL19dXjlhUAO27Ed7e3ujcubNCaUxLuXLlcPHiRaVjmKyBAwdKConjx4/jzp07/PdLRERmxaCFxIsvvoi4uDj89ddf2LNnD4DC15bQZk3rSBRl2bJlePDgAVq0aIEPPvhA6ThUCCGETiExYMAA2NvbK5SIzEmXLl3g6ekp+fJk06ZNmDBhgnKhiIiI9GTQQsLX1xexsbGoVq2apL24a0uY6joSq1ev1uvOirawsDB06dLluftdu3YNkyZNgo+PD9avX1+iD6V37twpcvu9e/fQokULvY9LUmfOnNEZCM9uTVRcDg4O6NOnj2RyiQ0bNrCQICIis2LQQuLAgQO4ePEiGjduLGkv7toSprqOhFqtRm5ubqle/zwPHjxAjx49YGtri7179yIgIKBE71W1atUSvY70s2bNGsnzgIAAtGrVSqE0ZI4GDhwoKSROnTqF6OjoEv/bJyIiMjaDztrk6OiIpk2bwsbm/w6rz9oSbm5u6NChgyEjGcTw4cMhhCjx46WXXiry+Pfv30doaCgSExOxd+9ezfSvZJpyc3Oxfv16Sdtrr71m9d3ySD+hoaEoX768pG3Tpk0KpSEiItKf7NO/6rO2hL+/Pw4ePChzItMSGxuL4OBgxMfH48CBAwgKClI6Ej3H4cOHdWa/Yrcm0pe9vT369u0raduwYYNCaYiIiPRnUtO/3r17F5999hmWL1+udBSjyFs3IzMzE4cPH9bp/hUTEwMvLy+uJWFiNm/eLHneuHFj1K1bV6E0piktLQ3ff/+9pG3SpElcY0PLwIED8csvv2ienzlzBv/995/e0z4TEREpwaQWpEtKSsKqVauUjmEU169fR4cOHZCTk1NgEQE863ev/aGVlJWbm4s//vhD0jZgwACF0piu9PR0TJ06VfJIT09XOpbJCQ4Oho+Pj6SNdyWIiMhcGPSOxLRp00r1+vj4eAMlMW2XLl1C586d4ezsjAMHDhS76xcp759//sGDBw8kba+++qpCacjc2dnZoV+/fli0aJGmbcOGDZgyZYqCqYiIiIrHoIXEV199VaoBp9awjsSNGzfQsWNHJCQkwMHBAfXr11c6Eukhb7HAPA0bNkStWrUUSkOWYODAgZJCIjIyEpcvX2Z3OSIiMnkGHyPRrFmzEveDTktLQ0REhIETmZbIyEgkJCQAALKyspCVlaVwIioutVqtU0jwbgSVVrt27VC5cmXcvXtX07ZhwwZ89dVXyoUiIiIqBoMXEitXrizWmhEFiYqKsvipT3v37v3cVb7JNJ0+fRqxsbGSNhYSVFo2Njbo378/5s2bp2nbuHEjvvzyS4u/Q0tERObNoIOt/fz84ODgUOLXOzo66qyKTWQqtO9G1K5dm13TyCC0B+xfvnwZUVFRCqUhIiIqHoMWEtHR0aWatrBmzZqIjo42YCIiwxBCFNitid8YkyG0atUKvr6+kjbO3kRERKZOkelfk5KSkJubq8RbE5XIuXPncPPmTUkbuzWRodjY2OjcldiwYQO7QRIRkUkzWiFx4sQJ9O7dG56envD29sbVq1cBPOsL/MYbb+DixYvGikKkN+27EQEBAWjSpIlCacgSDRw4UPL8v//+Q2RkpEJpiIiIns8ohcTPP/+MDh06YOfOnXj8+LHkW7acnBz8/vvvaNasmdUsRkfmh92aSG7NmzfXWVNm27ZtyoQhIiIqBtkLiQsXLuCDDz6AWq1G586dMXbsWMkHsNdeew3nz59H27ZtMXLkSJw/f17uSER6uXTpEq5cuSJpY7cmMjSVSoXevXtL2lhIEBGRKZO9kJg3bx5cXFzw77//Ys+ePZg3b57ON7kNGzbE3r170aRJE/zwww9yRyLSy+bNmyXPq1SpghYtWiiUhiyZdiFx9uxZ3Lp1S5kwREREzyF7IXHkyBFMmTIFzZs3L3I/W1tbjB8/HocPH5Y7EpFeCurWZGOjyDwFZOHatWuHcuXKSdq2b9+uUBoiIqKiyf5p6O7du2jdunWx9q1Zsybu378vcyKi4rt+/TouXLggaWO3JpKLnZ0dXn75ZUkbuzcREZGpkr2QsLGxQVZWVrH2TUhIgJOTk8yJiIpP+26Ej48P2rZtq1Aa86FSqeDl5SV5cHB68Wh3bzpy5AgSExOVCUNERFQE2QuJF154AX/99Vex9l2+fDlq1qwpcyKi4tMuJPr06QNbW1uF0pgPLy8vJCQkSB5eXl5KxzILXbp0gbOzs+Z5bm4udu/erWAiIiKigsleSLzyyiuYO3culi9fXug+qamp+OCDD7Blyxb07dtX7khExXLr1i2Eh4dL2vr166dQGrIWLi4u6NKli6SN3ZuIiMgUyV5IjB8/Hj4+Phg5ciTq1KmDkSNHQq1WY8GCBZgwYQK6d++OihUrYuHChfD19cX7778vdySiYvnjjz8kz8uVK4fg4GCF0pA10e7e9NdffyE9PV2ZMERERIWwk/sNPD09ERYWhh49euDatWu4fv06AGDJkiWafYQQqFq1Knbv3g13d3e5IxEVi/ZsOa+88grs7e0VSkPWpGfPnrCxsYFarQYAZGRk4O+//0avXr0UTkZERPR/jDKHZWBgIC5cuICPP/4YAQEBEEJoHgEBAfjkk09w/vx51K9f3xhxiJ4rKSkJx44dk7Rpf0tMJBcvLy+0b99e0sbuTUREZGpkvyORp1y5cvjmm2/wzTffIC0tDSkpKShTpgxcXV2NFYGo2P7880/k5uZqnjs5OaFz584KJiJr07t3b8m6Ojt27EBOTg7s7Iz2a5uIiKhIiqyq5erqisqVK+sUETExMQgNDVUiEpHEzp07Jc87deoEFxcXhdKYn4yMDCxcuFDyyMjIUDqWWXnllVckzxMTE/HPP/8olIaIiEiX7F9t2draIjIyEvXq1XvuvmlpaVzZmhSXnZ2NP//8U9KmvUgYFS01NVVn4oQBAwZIpjWlogUEBCAwMBDnz5/XtG3btg0dOnRQMBUREdH/kf2OhBCiWPulpaVh1qxZMqcher5jx44hJSVF0tazZ0+F0pA10x6Xs23btmL/TiUiIpKbUbo2PW8xpX///ReNGzfGmjVrjBGHqEja3ZqaNm2KKlWqKJSGrJl2IREdHY3IyEhlwhAREWkxSiExefLkAhekU6vVmDZtGtq3b48bN27A0dHRGHGICiWE0Ckk2K2JlBIYGAg/Pz9JG2dvIiIiU2GUQmLKlCkYPXo0tmzZommLjo5G+/btMXXqVOTk5KBz587YsWMHb9uToq5evYr//vtP0sZCgpSiUqkK7N5ERERkCmQfbO3n54c33ngDVatWxeuvvw43Nzfcv38fH3zwAVJTU2FnZ4fp06dj0qRJuHv3LoYNGyZ3JKJCad+NqFy5Mpo2bapQGqJn3ZvmzZuneX727FncunVL504FERGRscleSERHRwMAatSogeTkZPTo0UOzGN0LL7yAtWvXIigoCMCzD20rVqyQOxJRobQLiZ49e0KlUimUhgho164dypUrh0ePHmnadu7cqTMrFhERkbEZdR2Jjz76CB999BGEEOjevTvOnj2rKSIAICEhAdOmTTNmJCKNxMREHD9+XNLGbk2kNDs7O/To0UPSFhYWplAaIiKi/2P0BelmzpyJd999FxEREbh7965kW3x8PKZOnWrsSEQAnq1mrVarNc+dnZ3RqVMnBRMRPaNdSBw8eBDp6ekKpSEiInrGoF2bins3wcfHB0+fPkVoaChGjRqlaY+PjzdkHCK9aHdr6ty5MxdQI5PQpUsX2NjYaArdzMxMHDp0CN27d1c4GRERWTODFhJfffVVsfuTCyGQnJwsuQMhhGB/dFJEVlYW/vrrL0kbuzWRqShbtizatGmDY8eOadrCwsJYSBARkaIMPti6WbNmcHV1LdFr09LSEBERYeBERM939OhRPH78WNLG1azJlHTv3l1SSOzevRvz58/nly9ERKQYgxcSK1euRL169Ur02qioKAQGBho4EdHzaXdrCgoKQqVKlRRKQ6SrR48e+PTTTzXPY2JicOXKFdStW1fBVEREZM0MOti6SpUqsLe3L/Hr3dzc0KFDBwMmIno+rmZN5qBhw4aoUqWKpI2zNxERkZIMWkjcuXMHNWvWLPHr/f39cfDgQQMmInq+y5cv4+bNm5I2FhJkalQqlc6YCBYSRESkJKNP/1qUmJgYhIaGKh2DrIz23QhfX192sSslb29vzcKTeQ9vb2+lY5k97UKioLE9RERExmJShURaWhoOHz6sdAyyMrt27ZI852rWZKo6d+4s6T6anZ2Nv//+W8FERERkzQw62Prq1asICwvDa6+9hgoVKgAARowYUezXJycnGzIO0XMlJSXhn3/+kbRxtiYyVW5ubggODpYUD2FhYejbt6+CqYiIyFoZtJB48cUXERcXh7/++gt79uwB8GwWJ5VKBSFEka/N24ffBJMx7d+/X7KatZOTE0JCQhRMRFS07t276xQS/N1JRERKMGgh4evri9jYWFSrVk3S3qtXL3h6ej739cnJydixY4chIxEVKa/gzRMcHMzVrMmkde/eHRMmTNA8v3fvHs6fP4/GjRsrF4qIiKySQQuJAwcO4OLFizr/oc2YMaNYa0tERUWxkCCjEULorGbdtWtXhdIQFU+tWrVQvXp1yUxjYWFhLCSIiMjoDDrY2tHREU2bNoWNzf8dNjg4uNgrXXMdCTKmS5cuITY2VtL20ksvKZTGsjx9+hSbNm2SPJ4+fap0LIugUqnQo0cPSdvu3bsVSkNERNbM4Ctba9NnXQiuI0HGpN2tqVq1aqhTp45CaSzL48ePMWDAAElbfHw8p4A1kO7du2P+/Pma5ydPnkRiYiLKly+vYCoiIrI2JjX96927d/Wa5YmoNArq1sQBq2QOtMfyqNVq7N27V8FERERkjUyqkEhKSsKqVauUjkFWID09HUeOHJG0sVsTmQtnZ2edxTu5yjURERmbQbs2TZs2rVSvj4+PN1ASoqIdPnxY0mff1tYWnTp1UjARkX569OghGRvx119/ITc3F7a2tgqmIiIia2LQQuKrr74qVdcQzoVOxqLdral169YoU6aMQmmI9NetWzfJ84cPH+L06dNo1aqVQomIiMjaGHywdbNmzYo9S5O2tLQ0REREGDgRkS7tgdbs1kTmxt/fH/Xq1cOlS5c0bWFhYSwkiIjIaAxeSKxcubJYa0YUJCoqCoGBgQZORCQVExODq1evStq4fgSZo+7du0sKib1795a6iykREVFxGXSwtZ+fHxwcHEr8ekdHR51VsYkMTftuhJeXF5o2bapQGqKS0y6AT58+jaSkJIXSEBGRtTFoIREdHY0aNWqU+PU1a9ZEdHS0ARMR6Spo2tf8iygSmYt27drByclJ81ytVnMtHiIiMhp+eiKrkp2djf3790va2K2JzJWTkxPat28vadu3b59CaYiIyNqwkCCrcuLECTx58kTS1qVLF4XSEJXeiy++KHnOhemIiMhYWEiQVdHu1tS0aVNUqFBBoTREpaddCN+8eRM3b95UKA0REVkTFhJkVbQHWrNbE5m7hg0bwsfHR9LG7k1ERGQMLCTIajx48ABnzpyRtHH9CDJ3NjY26Ny5s6SNhQQRERkDCwmyGtp9x93d3dG6dWuF0hAZjvY4iQMHDiA3N1ehNEREZC0MviAdkanS7tbUqVMn2NvbK5TGspUvXx7x8fE6bSQP7UIiKSkJERERaNGihUKJiIjIGsh+R+LIkSPIyMiQ+22IiqRWq3UKCXZrko+NjQ28vb0lD67VIZ8qVaqgbt26kjZ2byIiIrnJ/j97SEgIYmJi5H4boiKdO3cODx8+lLRxoDVZEu3ZmzgNLBERyU32QkIIgc8++wzHjx+X+62ICqW9CF3NmjXh7++vTBgiGWh3bzpx4gRSU1MVSkNERNbAKH0NIiIi0L59ewQGBmLp0qVIT083xtuanX79+kGlUkGlUvEujoFpFxKdOnVSKAmRPIKDgyVjfrKzs3H48GEFExERkaUzSiERFhaGw4cPo169evjggw9QuXJljBs3DlevXjXG25uFTZs2YcuWLUrHsEhZWVk4evSopI2FBFkaNzc3nVnIOE6CiIjkJHshMWzYMJQtWxbt27fHunXrcOfOHUyaNAnbt29HvXr10LlzZ2zduhVqtVruKCbr4cOHeP/99+Hm5qZ0FIv077//Su6CqVQqhISEKJjI8mVlZeHQoUOSR1ZWltKxLJ529yYWEkREJCfZC4kVK1agUqVKmufe3t6YMmUKbt68ia1bt8LOzg79+/eHn58fpk+fjgcPHsgdyeSMHTsWT58+xSeffKJ0FIuk3a2pcePGnIpUZikpKQgJCZE8UlJSlI5l8bQLiUuXLiEuLk6hNEREZOkUm4/RxsYGvXr1wvLlyzF48GDExcXhyy+/RLVq1TB48GAcO3ZMqWhGtW3bNqxfvx5z5sxB5cqVlY5jkTg+gqxF8+bN4enpKWnjXQkiIpKL7IXE7du3C1xh9dChQxgwYAACAgKwdu1aAM+6nLz44ov477//0KFDBzRt2lRn7n9LkpSUhPfeew8vvvgi3nrrLaXjWKTU1FScPHlS0hYaGqpQGiJ52dra6hTKLCSIiEgusq9sHRAQgMjISNSrVw+pqalYtWoVFi1ahCtXrgB4Nj2st7c3RowYgXfffRd+fn4AgLNnz+LHH39Ez549sXz5cgwdOlTuqEY3btw4pKam4pdffjHYMWNjY4vcfu/ePYO9lzk4evQocnJyNM/t7OzQvn17BRMRyevFF1+UTNzw999/Q61Wc0FAIiIyONkLCSEELly4gPnz52PNmjVIS0uDEAIA0Lp1a4wePRr9+/eHg4OD5HVNmjTB6tWrERQUhJkzZ1pcIbF792789ttvmD9/vqZ4MgRfX1+DHcsSaHdratWqFQe1k0XTHicRHx+PyMhIBAYGKpSIiIgsleyFBAAMGTIEwLOiwtXVFa+99hrGjBmDRo0aPfe1rVu3xkcffSR3RKNKSUnBO++8g3bt2mHMmDFKx7FoHB9B1qZ69eqoXr06bt68qWnbt28fCwkiIjI4o9zrFkKgTp06mDdvHuLi4rBkyZJiFRHXrl3DrFmz4OzsbISUhVu9ejXs7OxK/Ni7d6/keBMnTkRiYiKWLVsGlUpl0Kx37twp8nHq1CmDvp8pe/jwIc6dOydpYyFB1oDTwBIRkTEY5Y7E2rVrMWjQIL1f99FHH2H37t2K92lXq9UFDhjX5/V59u7di2XLluG7775DrVq1DBFPomrVqgY/prk6ePCg5LmLiwtatmypUBoi4+nSpQuWLFmieX706FE8ffoUjo6OCqYiIiJLI/sdCT8/PwQFBeH27dt6Lzq3bds2ZGdn48CBAzKlK57hw4dDCFHix0svvQQAePLkCUaOHImgoCBMmDBB0Z/JGmh3a+rQoYPOWBwiS9SxY0fJ3c6MjAycPn1awURERGSJZC8kbt26hVq1aiEgIOC5MwpZuoiICNy+fRsRERFwdHTU6QKVfwrYGjVqFNhOxcfxEWStypUrpzMmQvsOHRERUWkZpWtTjRo18NVXX6FixYrGeDuTFRQUhMjIyEK3b9++HZ999hkAICwsTLNAXdmyZY2Sz5Lcvn0b//33n6SNhQRZk5CQEMkYoYMHD+Lzzz9XLhAREVkc2QsJe3t7zJ07F926dZP7rUyeq6srGjRoUOj28PBwzZ9r1aoFf39/I6SyTNp3I8qXL89Za8iqhISE4Mcff9Q8/+eff5CZmQknJycFUxERkSWRvWtTpUqV4OPjI/fbEEloFxIhISFckIusSvv27SXX/NOnT3VWeSciIioN2T9Zde3aFUePHi3WvhcvXoStra3MiUxLWloaoqKiEBUVhbi4OE37tWvXNO2kHyGETiERGhqqUBoiZXh6eqJJkyaSNo6TICIiQ5K9a9MXX3yBjh07ol27dmjevPlz989b9dpanD59GiEhITrtXbt21fzZ2s5JaV2+fBn379+XtHF8BFmjkJAQREREaJ4fOnRIuTBERGRxZC8k9u/fj4EDB6J9+/bo0qUL2rZtC29v7wLvPMTGxhp8gTZT17FjRxYKBqZ9N6Jq1aqoWbOmQmmsU9myZXXupnHSAOMLCQnB7NmzNc9PnjyJjIwMxRf5JCIiyyB7ITF8+HCoVCoIIbBr1y7s2rVL7rckK6e97kinTp2srkBVmp2dHerXr690DKvXrl072NraahbUzMrKwj///MM7dEREZBBGmf61UqVKsLe3f+5+2dnZuHfvnhESkaXKzc3V6b7BD01krTw8PNCsWTOcOnVK03bw4EH+myAiIoOQvZBQqVTYu3cv6tWr99x9o6KiOEUnlcqZM2eQnJwsaeOHJrJmISEhOoUEERGRIcg+a5M+/f8dHR1RrVo1GdOQpdP+kFSnTh3Nwn5E1kh7ModTp04hLS1NoTRERGRJZC8k1Gp1se5GAEDNmjURHR0tcyKyZIcPH5Y8L2hGLCJr0rZtW9jZ/d/N55ycHBw/flzBREREZClMaoWulJQUrF69WukYZKZyc3Nx7NgxSVtwcLBCaaxbTk4OLl68KHnk5OQoHcsqubm5ISgoSNLG7k1ERGQIJlVIxMbG4s0331Q6Bpmpc+fO4fHjx5K2Dh06KJTGuiUlJaFBgwaSR1JSktKxrJb2nTkWEkREZAhGmbUpz5UrV3D58mWkpqYWOHYiNjbWmHHIwmh3a6pZsyYqVaqkUBoi0xESEoKZM2dqnoeHh+PJkydwd3dXMBUREZk7oxQSV65cwRtvvCFZYZXI0I4cOSJ5zm5NRM+0adMG9vb2yM7OBvCsG+DRo0fRvXt3hZMREZE5k71r04MHDxAcHIzw8HDY29ujWrVqEEKgUqVKqFatGqpVqwY7OzsIIeDg4AA/Pz+5I5EFUqvVOHr0qKSNhQTRMy4uLmjVqpWkTXu9FSIiIn3JXkjMmTMHycnJWLJkCVJTUxEdHQ1bW1vs3bsX0dHRiI6ORlpaGubPnw87Ozvs3r1b7khkgaKiovDo0SNJGwsJov/TsWNHyXOOkyAiotKSvZD4888/8c4772DkyJGSKQjzs7Ozw5gxYzBq1Ch8//33ckciC6Q9PiIgIAC+vr4KpSEyPdoDrs+cOYOUlBSF0hARkSWQvZCIiYlBjx49irVvz549ebudSkR7fARnayKSat26NRwdHTXP1Wq1zr8bIiIifRhlZWsvLy9Jm6OjI+Lj43X2tbe3x7179+SORBZGCMGB1kTP4eTkhNatW0va2L2JiIhKQ/ZCwtfXF9euXZO0eXt748SJEzr7Hjx4ELa2tnJHIgtz5coVncKUhQSRLu1xErwDTEREpSF7IVGnTh18//33SE1N1bQ1b94cs2fPxv79+zVt27Ztw3fffYc6derIHYksjPb4iKpVqyIgIEChNESmS3ucxLlz53QmKSAiIiou2QuJXr164dy5c6hfvz527twJAHjjjTeQlJSELl26oEyZMvDw8MCrr76K9PR0vP7663JHIgujXUh06NABKpVKoTREpqtly5ZwcnLSPBdC4Pjx4womIiIic2aUQuKNN95AaGioZjXrl19+GcOGDYMQAk+ePNGsdN2lSxeMHTtW7khkQTg+gqj4HB0d0bJlS0mb9vorRERExSX7ytbly5fHypUrddpXrFiBPn36YP/+/VCr1Wjfvj369+/Pb5JJLzdu3MDdu3clbSwkiArXvn17yV08FhJERFRSshcSRenVqxd69eqlZAQyc9rdmipUqIBatWoplIbI9LVv317yPDw8HOnp6XBxcVEoERERmSvZuzbpIyUlBatXr1Y6BpkR7UIiODiYd7WIitC6dWvY2Pzfr/6cnBycOnVKwURERGSuTKqQiI2NxZtvvql0DDIjBQ20JuWVKVMGBw8elDzKlCmjdCwC4O7ujiZNmkja2L2JiIhKwqBdm0q7SurNmzcNlISswa1bt3D79m1JG8dHmAYHBwedNQvIdLRv3x4RERGa5ywkiIioJAxaSHTs2JHdSshotO9GlC9fHvXq1VMoDZH5aN++PebOnat5fuLECeTk5MDOTtFhc0REZGYM3rVJCFGqB1FxFdStKX/fbyIqWLt27STPU1NTce7cOWXCEBGR2TLopy6VSoWoqCio1eoSPS5cuGDIOGThOD6CqGR8fHxQu3ZtSRu7NxERkb4MWkiU9o6CSqXiXQkqlri4ONy4cUPSxvERRMWnfVeChQQREenLoIVEdHR0qebwr127NqKjow2YiCyV9sD+MmXKoFGjRgqlIW1qtRoJCQmSh1qtVjoW5aO9nsSxY8f4RQ4REenFoIWEn59fqQbrpaWl6XRXISqI9nXSvn172NraKpSGtCUmJsLHx0fySExMVDoW5aNdSCQkJODq1asKpSEiInNkUiNTuY4EFdexY8ckzzk+gkg/AQEBqFy5sqSN3ZuIiEgfXEeCzE5SUhIuXrwoadPu701ERVOpVGjfvj02bNigaTt69ChGjhypYCoiIjInXEeCzM6JEyckzx0dHdG0aVOF0hCZr4IKCSIiouLiOhJkdo4fPy55HhQUBEdHR4XSEJkv7XESMTExiI2NVSgNERGZG64jQWZHu5Bo27atQkmIzFuDBg3g6ekpadMef0RERFQYriNBZiUrKwunTp2StHF8BFHJ2NjY6BTi7N5ERETFxXUkyKycPXsWGRkZkrY2bdoolIbI/HFhOiIiKimTWkciKSkJq1atMmAisjTa3Zrq1q2LcuXKKZSGyPxpj5OIiopCUlKSQmmIiMicmNQ6EvHx8Zg6darSMciEcXwEkWE1b95cMlmBEELn3xkREVFBDDr9a1ZWFi5evIgmTZpo2lavXl3s13O2ECpKQR9wWEgQlY6joyNatmwpWQfo6NGj6Nmzp4KpiIjIHBi0kAgNDcWJEycwYsQI/PLLLwCA4cOHc20JMoibN2/iwYMHkjYWEkSl1759e51CgoiI6HkMWkjcunULQgjcvn1b0l6pUiXY29s/9/XZ2dm4d++eISORBdG+G+Hj44MaNWoolIbIcmiPkwgPD0dGRgacnZ0VSkRERObAoIXEvn37EBYWhsGDB2vaVCoV9u7di3r16j339VFRUQgMDDRkJLIg2vPbt23blne7iAygdevWsLGxgVqtBvDsS51///0XHTt2VDYYERGZNIMOtq5Tpw4mTJiASpUqadr0WReC60hQUTg+gkgeHh4eaNy4saSNA66JiOh5DHpHoiB533AVR/369fXan6zHo0ePcOnSJUkbCwnT5eHhgY0bN+q0kelq27Ytzpw5o3l+4sQJBdMQEZE5kL2QIDIE7Q81Tk5OaNq0qUJp6HkcHR3Rv39/pWOQHlq3bo358+drnp84cQJCCHYfJCKiQsm+joRarcbkyZMxYcIETJgwAdeuXZNsT09PR4cOHbBp0ya5o5AZ0+5mERQUBAcHB4XSEFke7RXiHz16pPP7moiIKD/Z70js2bMH3333HQDA3d0dgwYNkmy3sbFBeHg4Bg0ahH/++Qc//vij3JHIDGkXEu3atVMoCZFlqlatGipVqiSZOe+ff/5B7dq1FUxFRESmTPY7Etu2bYOdnR3mzp2Lhw8fokWLFpLtTk5OePDgAT7++GP89NNPWL9+vdyRyMxkZWXh1KlTkjaOjyAyLJVKpXNXguMkiIioKLIXEidPnsS7776LDz74oNC1JNzd3TFz5ky8/vrrWLp0qdyRyMycOXMGmZmZkrbWrVsrlIbIcmn/u2IhQURERZG9kIiJiUHPnj2Lte9rr72Gc+fOyRuIzI52t6Z69eqhXLlyCqUhslzadyQuXryIlJQUhdIQEZGpk72QyMzMhJeXV7H29fb2Rnp6usyJyNxw/Qjzk5CQAJVKJXkkJCQoHYueo2nTppJJDIQQ+PfffxVMREREpkz2QsLHxweXL18u1r6XLl0qdtFB1kEIwUKCyEgcHR3RrFkzSds///yjUBoiIjJ1shcSrVu3xtdff43k5OQi93v06BFmzJjB2XhI4saNG4iPj5e0sZAgkg/HSRARUXHJXkiMGTMG165dQ+PGjfHTTz/h4sWLyMjIAABkZGTg4sWLmDt3Lpo0aYJr165hzJgxckciM3Ls2DHJ8woVKuCFF15QKA2R5dMeJ3Hy5Emo1WqF0hARkSmTfR2J4OBgjB07FvPnz8f48eML3U8IgfHjx6N9+/ZyRyIzUlC3Jq60SyQf7TsSjx8/xqVLl9CgQQOFEhERkamS/Y4EAMybNw8zZ86Ei4sLhBA6D1dXV3z33XeYM2eOMeKQGeH4CCLjqly5Mvz8/CRtHCdBREQFkf2ORJ7Jkydj1KhR2L17Ny5cuICUlBSUKVMGgYGB6NGjB8qWLWusKGQmkpOTdQbqs5Agkl/r1q1x69YtzfMTJ05g1KhRCiYiIiJTZLRCAgDKlSuHoUOHGvMtyYxpr2bt6OiIJk2aKJSGyHq0adMG69ev1zznHQkiIiqIUbo2FVdKSgpWr16tdAyjunHjBiZOnIgGDRqgTJkycHV1RfXq1dGtWzfMmDEDDx48UDqiYk6ePCl5rj3HPRHJQ3ucxLVr1/Dw4UOF0hARkakyqUIiNjYWb775ptIxjObnn39GgwYNcP78eXz22WfYv38/du7cib59+2Lfvn347LPPcPbsWaVjKka7kGjVqpVCSYisS2BgIJydnSVt2v8eiYiIjNa1KS0tDREREbh//z4yMzML3Cc2NtZYcRS3cuVKjB49Gh9++CF+/PFHybbQ0FB4eXnhk08+USid8oQQLCSIFGJvb4+goCAcOXJE03bixAn07NlTwVRERGRqjFJITJkyBfPmzdOsH2Ht7t27h3HjxsHPzw+zZs0qcJ+RI0fC09MT9evXN3I603D9+nUkJSVJ2lhIEBlPmzZtJIUEx0kQEZE22QuJH374Ad988w0AwMbGBl5eXjq3zPNkZ2fj3r17ckdS3KJFi/D48WOMGTOm0D7/5cuXx7vvvmvkZKZD+25EpUqV4Ovrq1AaIuujPU7i1KlTyMnJgZ2dUefoICIiEyb7/wjLli2Dl5cXVq9ejdDQ0CIHy0ZFRSEwMFDuSIpbu3YtAH7DXpR///1X8rxly5ZciI7IiLQLifT0dERGRnLmNCIi0pB9sPXNmzfx3Xff4aWXXnrujDuOjo6oVq2a3JEU9fDhQ9y8eRMA4O/vj7///huvvPIKKlWqBBcXF1SrVg2DBw8ucTeC2NjYIh/mcseH4yOIlOXt7Y0aNWpI2ti9iYiI8pP9joS7uzsaNmxYrH1r1qyJ6OhomRMp6+LFi5o/T58+Hdu3b8fEiRPx0Ucfwc7ODvv27cM333yD9evXY9q0afj888/1Or4ldP9JT0/H+fPnJW0sJMyLm5sbFixYoNNG5qVNmzb477//NM9PnDiBMWPGKJiIiIhMieyFRPv27RETE4NmzZo9d9/09HSEh4ejQ4cOcsdSzKNHjzR/3rRpE37//XcMGTJE09ayZUs0b94c3bp1wxdffIH69eujb9++SkRVTEREBHJzczXPbWxs0Lx5cwUTkb6cnZ35gdMCtG7dWrK2D+9IEBFRfrJ3bfryyy8xa9YsnRl4ChIdHY2QkBC5I+lt9erVsLOzK/Fj7969mmOlpaVp/lyrVi1JEZHnpZdeQvv27QEAU6dO1SvrnTt3inxorxZtirS7NTVq1Aiurq4KpSGyXm3atJE8j46Oxv379xVKQ0REpkb2OxLJycl45ZVX0KBBAwwdOhTNmzdH+fLlYWtrq7Nv3tgBU6NWqyXfkJfk9Xnyz1hV1J2XkJAQHD16FBcuXMCDBw9QoUKFYr1X1apVS5zTVHB8BJFpqF+/Ptzd3fHkyRNN24kTJ9CnTx8FUxERkamQvZDo2LGjZrad77//Xu63k8Xw4cMxfPhwgxyrXLlymj8XVRxUqVJF8+fbt28Xu5Awd0IInDhxQtLGQoJIGba2tmjZsiX+/vtvTds///zDQoKIiAAYoWsT8OzDYXEflq5BgwaaPxd1l8MazkVBCppZioUEkXK0p4HVnpqZiIisl+yFhEqlQlRUFNRq9XMfFy5ckDuO4ry9vVGvXj0Az+40FCYuLg7As/Pn7+9vjGgmQbtbU9myZVGzZk2F0hCRdiEfERGBnJwchdIQEZEpkb2Q0OebdZVKZRXfxA8bNgwAcOjQIcn4ifwOHjwI4NksTt7e3kbLprSCFqKzsTHKjTMyoIcPH8Lb21vyePjwodKxqASCgoIkz9PT0yXTWBMRkfWS/RNadHQ0atWqVax969evX+gHa0syduxYVK9eHXfv3sXChQt1tv/11184duwYbGxs8M033yiQUDkcaG0ZhBB4+PCh5GENXxJYIm9vbwQEBEjazGH2NyIikp/shYSfnx/s7Io3pjs9PR1HjhyROZHynJ2dERYWhipVqmD8+PGYOHEijh8/jn///RczZszAq6++CgcHB/z666/o2LGj0nGNJisrCxEREZK2li1bKpSGiPJo/zvkOAkiIgKMNNi6uEx1HQk51K5dGxcvXsSnn36Kffv2oWvXrujYsSNWrVqFN954AxcuXMCbb76pdEyjunDhAjIzMyVtLVq0UCgNEeXR/nfIOxJERAQYYfrX/FJTU3H9+nWkpqYW2M3BVNeRkEuZMmUwbdo0TJs2TekoJkG7W1Pt2rUl0+USkTK070hcvHgRqampcHNzUygRERGZAqMUEvHx8RgzZgy2b99eqoXdyLJxfASRaWrSpAlsbW01v7/VajUiIiIQHByscDIiIlKS7F2bnjx5gnbt2mHLli3Iycmx+nUkqHAsJIhMk7OzMxo1aiRpY/cmIiKSvZCYO3cubty4gU8++QQxMTFQq9WwtbWVrC0RHR2NiRMnwtPTEzExMXJHIhOUkJCAGzduSNpYSBCZDg64JiIibbIXEtu3b8eQIUMwY8YMVKtWrcB9/Pz88P3336N3796YPXu23JHIBGl/KHFxcZGsAk5EyuKAayIi0iZ7IXH9+nUMHDiwWPsOGjQIe/bskTkRmSLtbk1BQUHFnjaYiOSnfUfizp07uHfvnkJpiIjIFMheSGRnZ6NSpUqSNnt7ezx69EhnXw8PD9y+fVvuSGSCtO9IsFsTkWmpXbs23N3dJW28K0FEZN1kLySqVKmiUxyUL18e586d09lX+1tpsg65ubksJIhMnK2tLYKCgiRtHCdBRGTdZC8katasiZ9++kky7WtgYCBmzZqFK1euaNoiIiIwc+ZMVK9eXe5IZGKuXLmCJ0+eSNq4ojWR6eE4CSIiyk/2QqJHjx44dOgQ2rRpg6NHjwJ4NhYiLi4OgYGBaNiwIRo0aIBWrVohMTER/fr1kzsSmZjTp09Lnvv6+up0hyMi5WkXEqdPn4ZarVYoDRERKU32QqJ3797o0KEDXFxcEB0dDQAYMmQIOnfujOzsbFy8eBGXLl1Cbm4uAgMD8dFHH8kdiUyMdiGh/WGFiEyD9p3Cx48f4+rVqwqlISIipck+LU6VKlVw6NAhSZtKpUJYWBgWLlyIAwcOQK1Wo3379nj//ffh4uIidyQyMdqFhHY/bDI/Li4u+PLLL3XayLxVrlwZVapUQVxcnKbt1KlTqFu3roKpiIhIKYrNr2lnZ4dx48Zh3LhxSkUgE5CVlYXz589L2lhImD9XV1d89dVXSscgGbRs2RJ//PGH5vm///6LYcOGKZiIiIiUInvXJqKiXLhwAVlZWZK2Zs2aKZSGiJ6HA66JiCgPCwlSlHa3ptq1a6NMmTIKpSGi59EuJM6fP4+MjAyF0hARkZJYSJCiOD6CyLw0b94cKpVK8zwnJ6fAdYGIiMjysZAgRbGQIDIv7u7uqFevnqSNC9MREVknFhKkmLS0NFy6dEnSxkKCyPRpTwPLcRJERNaJhQQp5syZM5LFrOzs7NC4cWPlApHBPHr0CPXr15c8Hj16pHQsMhAOuCYiIkDB6V+JtLs1NWjQAM7OzgqlIUPKzc3VuduUm5urUBoyNO1C4saNG3j48CG8vLwUSkRERErgHQlSDMdHEJmngop+7X/PRERk+WQvJI4cOcKpAalALCSIzJO9vT2aNm0qaeOAayIi6yN7IRESEoLo6Gi534bMzKNHj3Djxg1JGwsJIvPBAddERCT7GAkhBO7duwc3N7di7e/g4IDy5cvD3t5e5mSkpPDwcMlzJycn1K9fX6E0RKSvggZcCyEka0wQEZFlM8pg6y5duui1v62tLYKCgjBx4kT07dtXplSkJO1uTU2aNGHxSGRGtAuJxMRE3Lp1C/7+/soEIiIiozPKYGshhF6PnJwcnDhxAv3798enn35qjIhkZBwfQWTe/P39Ua5cOUmb9p1GIiKybLIXEtHR0XjttddQsWJFzJgxA0eOHMG1a9cQHR2Na9eu4ciRI5g+fTqqVKmC6dOn48aNG4iIiMCSJUtQp04dzJo1C4cOHZI7JhkZCwki86ZSqdCsWTNJW0REhEJpiIhICbJ3bTp16hQiIiIQFRWl8+0VANSoUQPt2rXDqFGj0KFDB7Rp0wYdO3ZEkyZNMGTIELRp0waLFi1Cx44d5Y5KRnL37l3cvXtX0sZCgsj8NG/eHPv27dM85x0JIiLrIvsdicWLF+Pzzz8vsIjIz8vLC1OmTMGsWbM0bS4uLhg/fjxOnDghd0wyIu27ER4eHqhZs6ZCaYiopAq6IyGEUCgNEREZm+yFxPnz51G3bt1i7VuvXj2db7QaNmyIhIQEOaKRQrQLiebNm8PGhmsjEpmb5s2bS54nJSVxum8iIisi+6e3tLQ03Lt3r1j73r17F6mpqZK2p0+fwsXFRY5opBCOjyCyDNWqVYOXl5ekjd2biIish+yFhJ+fH+bMmYPc3Nwi98vNzcWcOXNQrVo1Sfu5c+dQoUIFOSOSEQkhdD5osJAgMk8FDbhmIUFEZD1kLyT69++PgwcPokOHDggLC0N6erpke1paGnbt2oX27dvj8OHDGDhwoGbb7du38d1336FWrVpyxyQjuXnzJh49eiRpYyFBZL60uzdx5iYiIush+6xNkydPxtatW3HixAm8/PLLAJ4NrHZ2dkZ6ejoSExMBPPumun79+vj4448BAL/88gvGjh2L7OxsriVhQbS7Nfn4+MDX11ehNCQXJycnjB49WqeNLE9BhQRXuCYisg6yFxKurq44ePAghg8fjj///BMAChw83b17d6xYsQKurq4Ank0L+8knnwAA+vTpI3dMMpKCxkfwA4flcXd3x8KFC5WOQUag3bUpJSUFN27cQI0aNRRKRERExiJ7IQEA3t7e2L17N8LDw7F9+3ZcunQJjx8/hoeHB+rVq4dXXnlF51utkJAQhISEGCMeGREHWhNZlqpVq8LHxwfx8fGatvDwcBYSRERWwCiFRJ7mzZvrFAxkPXJzc3HmzBlJGwsJIvOmUqnQvHlzhIWFadrCw8MxaNAgBVMREZExcPJ+MprLly8jLS1N0sZCgsj8FbQwHRERWT6j3pG4du0aNm/ejPPnzyMlJQVlypRBYGAg+vfvz5WNrYB2tyY/Pz94e3srlIaIDKWgAddqtZoLTRIRWTijFBI5OTkYP348Fi9eDLVaLdm2efNmfPnllxg9ejTmzJkDOzuj1jZkRNrfUrKbG5Fl0P63/OTJE1y/fh21a9dWKBERERmDUT61Dx06FBs3boQQAgBQrlw5uLi4ID09HY8ePUJubi4WLFiA+Ph4rFu3zhiRSAHa4yO0u0OQ5UhOTkbv3r0lbdu2bYOnp6cieUhelStXRsWKFXH//n1NW0REBAsJIiILJ/t95+3bt2PDhg1o1KgRNm3ahOTkZDx8+BC3b9/Gw4cPkZycjA0bNqBhw4bYuHEjduzYIXckUkBOTg7OnTsnaWMhYbmys7Nx+PBhySM7O1vpWCQj7bsSXOGaiMjyyV5I/Prrr2jZsiVOnjyJV199FR4eHpLtHh4e6N+/P/79918EBQXhl19+kTsSKeDq1avIyMiQtDVp0kShNERkaCwkiIisj+yFxOnTp/HRRx/B0dGxyP0cHR3x0Ucf6QzIJcugPT7C19eXA62JLIj2HcazZ88iNzdXoTRERGQMshcSSUlJ8Pf3L9a+AQEBSEpKkjcQKYLjI4gsm/a/6dTUVFy7dk2hNEREZAyyFxJly5bFrVu3irVvTEwMypYtK3MiUoJ2IdG0aVOFkhCRHCpVqoQqVapI2ti9iYjIssleSAQFBeG7775DVlZWkfs9ffoUs2bN4pSgFkitVuPs2bOSNt6RILI8XJiOiMi6yF5IjBgxAidPnkTbtm2xY8cOpKamSrY/efIEW7duRevWrXH69Gm8/fbbckciI7t+/brO3zvvSBBZHg64JiKyLrKvI9GnTx/07dsXf/zxB/r06QMA8PLygrOzM9LT05GYmAgAEEKgX79+OnPPk/nT/layUqVKqFixokJpiEgu2oVE3oBrW1tbhRIREZGcZL8jAQBr167FyJEjATwrGBISEjTrSOQtUvfOO+/g999/N0YcMjIOtCayDtr/ttPT03HlyhWF0hARkdyMsrK1g4MDlixZgvHjx2PTpk24cOECUlJSUKZMGTRq1Aj9+/dHnTp1jBGFFMCB1kTWwcfHB76+vrhz546mLTw8HPXr11cwFRERycUohUSeOnXq4PPPPzfmW5LChBAsJIisSPPmzXUKiWHDhimYiIiI5GKUrk3FlZ6ejiNHjigdgwzo5s2bSElJkbSxaxOR5eLMTURE1sOkCono6GiEhIQoHYMMSPtDhLe3t85c80RkObQHXJ87dw45OTkKpSEiIjkZtGvT7du3S/X6u3fvGigJmYqCBlqrVCqF0hCR3LTvSGRkZODSpUto1KiRQomIiEguBi0k/P39+SGRJLTvSHB8hHVwcHBAv379dNrI8nl5eaFatWqSL5bOnj3LQoKIyAIZfLB13nSuJcVCxHJwoLX1KlOmDDZt2qR0DFJI06ZNdQoJDrgmIrI8Bi8k9u7di5o1a5botVevXkW3bt0MnIiUcvv2bTx69EjSxoHWRJavSZMm2LZtm+b52bNnlQtDRESyMXghUblyZfj5+ZXotampqaW+o0GmQ7tbU9myZUt8bRCR+WjSpInk+blz56BWq2FjY1LzexARUSkZ9Lf6wYMHERAQUOLXBwQE4ODBgwZMZNqOHTuG1157Df7+/nBycoKzszNq1qyJt956C+fPn1c6XqkV1K2JXdeILJ92IfH48WNER0crlIaIiORi0EIiODgYzs7OJX69i4sLgoODDZjIdH311Vdo3749/vjjDwwbNgx79uzBzp070b17d6xcuRLNmjXD4sWLlY5ZKtp3JNiticg6VKlSBV5eXpI27S8WiIjI/PE+swIOHTqEqVOnAgBWrlyJqVOnIjg4GJ07d8a8efMwffp05ObmYuzYsbh8+bLCaUtGCMEZm4islEql0vn3znESRESWh4WEAn777TcAgI+PDwYNGqSz/YMPPoBKpUJOTg42btxo7HgGcffuXSQkJEjaeEfCeqSkpKB///6Sh/YK52TZtLs3sZAgIrI8Bh9sTc8XFxcH4Nm6GwVxdXWFl5cXEhIScP/+fSMmMxztuxEeHh6oXr26QmnI2LKysrB582ZJ26JFixRKQ0pgIUFEZPl4R0IBeTMXFVYkZGdna6ZNrVGjhtFyGZJ2f+gmTZpwxhYiK6JdSDx48AD37t1TKA0REcmBn+wUMHToUKhUKty+fRvHjx/X2b5x40bk5uaiXLlyGDp0qF7Hjo2NLfJhrP/IOdCayLrVqFEDbm5ukjbelSAisiwsJBTQrl07zJ8/H46Ojhg0aBC2bduGx48fIzExEatWrcLYsWNRq1Yt/PXXX/Dx8dHr2L6+vkU+WrRoIdNPJcUVrYmsm42NDRo3bixp48xNRESWhYWEQsaMGYOoqCi0aNECffr0QZkyZeDl5YURI0agT58+2LNnD4KCgpSOWSL379/H3bt3JW0sJIisD8dJEBFZNhYSxbB69WrY2dmV+LF3717J8dRqNebOnYvGjRvj6NGj+PHHH3H48GH8/fffmDp1KjZu3IgaNWrgiy++QG5url5Z79y5U+Tj1KlThjw1BdL+1tHV1RW1atWS/X2JyLSwkCAismyctakY1Gq13h/otV+f3/jx4/HTTz/B09MT58+fR6VKlTTbOnXqhF69eqFZs2b4+uuvkZWVhW+//bbY71W1atUS5zQU7UKicePGsLW1VSgNESlFu5CIjo5GcnIyPD09lQlEREQGxTsSxTB8+HAIIUr8eOmllzTHunPnDhYsWADg2XoR+YuIPI0aNcLgwYMBAHPnzkVqaqpxflAD4UBrIgKAevXqwd7eXtJ27tw5ZcIQEZHBsZAwsn///Vdzh6JRo0aF7hcYGAgAePr0KS5dumSUbIai/UFB+1tJIrIODg4OaNCggaSNA66JiCwHCwkjE0Jo/qxSqYq1n52d+fRAS05ORkxMjKSNhQSR9dKeaIHjJIiILAcLCSPL/+3c+fPnC93vwoULAABHR0fUrl1b9lyGov0z2dvbo27dugqlISKlccA1EZHlYiFhZHXr1kVISAgA4KeffipwgbgLFy5g/fr1AIA333wTrq6uRs1YGtrdmurXrw8HBwdlwhCR4rQLiStXriAjI0OhNEREZEgsJBSwdu1aNGrUCMnJyQgMDMTcuXNx9OhRHDhwADNmzEDbtm2RnZ2NLl26YM6cOUrH1Yt2IaG9IBURWZdGjRpJunHm5uYiMjJSwURERGQo5tP53oJUrFgR4eHhWLVqFTZv3oxZs2bh0aNHUKlU8PHxQefOnTFkyBC8+uqrRY6jMEUsJIgoPzc3N9SqVQtXr17VtJ09exYtWrRQMBURERkCCwmF2Nvb4+2338bbb7+tdBSDycrKwsWLFyVtLCSsk729PYKDg3XayDo1bdpUUkhw5iYiIsvAQoIM5vLly8jOzpa05U1jS9bF09MThw4dUjoGmYgmTZpg3bp1mucccE1EZBk4RoIMRrtbk7+/P1ewJSKdAdeRkZHIyclRKA0RERkKCwkyGI6PIKKCaBcSmZmZuHLlikJpiIjIUFhIkMGwkCCigpQvXx6+vr6SNnZvIiIyfywkyCCEECwkiKhQXOGaiMjysJAgg7h9+zaSk5MlbSwkiCiPdvcmztxERGT+OGsTGYT23QhPT09Uq1ZNmTCkuCdPnmDy5MmStm+//Rbu7u4KJSKlaRcS586dgxDC7NbKISKi/8NCggyioG5N/IBgvTIzM7Fo0SJJ21dffcVCwoppFxIpKSmIjo5G9erVFUpERESlxa5NZBAcH0FERalatSrKly8vaeM4CSIi88ZCggyChQQRFUWlUukMuNb+vUFEROaFhQSVWnJyMmJiYiRtLCSISJv2Svfnz59XKAkRERkCCwkqNe0PA/b29qhbt65CaYjIVLGQICKyLCwkqNS0uyfUr18fDg4OyoQhIpOlXUjcvn0bSUlJCqUhIqLSYiFBpcbxEURUHHXq1NH5kuHChQsKpSEiotJiIUGlxkKCiIrD3t4e9erVk7SxexMRkfliIUGlkpWVhYsXL0raWEgQUWE4ToKIyHKwkKBSuXz5MrKzsyVt2h8UiIjysJAgIrIcLCSoVLS7Nfn7+8PT01ORLERk+rQLiaioKOTk5CiUhoiISoOFBJUKx0cQkT4aNWokef706VNcu3ZNoTRERFQaLCSoVFhIEJE+vLy8ULlyZUkbZ24iIjJPLCSoxIQQLCSISG8cJ0FEZBnslA5A5uv27dtITk6WtLGQIACwtbXVmebT1tZWoTRkagIDA/Hnn39qnrOQICIyTywkqMS070Z4enqiWrVqyoQhk1KuXDmdaYGJ8vCOBBGRZWDXJiqxgro1qVQqZcIQkdnQLiTu3r2Lhw8fKpSGiIhKioUElRjHRxBRSdSsWRNOTk6SNt6VICIyPywkqMRYSBBRSdjZ2aFBgwaSNhYSRETmh4UElUhKSgpiYmIkbVzRmoiKi+MkiIjMHwsJKpHIyEjJczs7O9StW1ehNERkblhIEBGZP87aRCWivYBUnTp14OjoqFAaMjVpaWn4/vvvJW2TJk2Cq6urQonI1GivcH3p0iVkZWXBwcFBoURERKQvFhJUItqFhPaHArJu6enpmDp1qqRtzJgxLCRIQ/t3RnZ2Nq5cucLfJUREZoRdm6hEWEgQUWmULVtWZ90Z7d8rRERk2lhIkN7UajWioqIkbSwkiEhfHCdBRGTeWEiQ3m7duoUnT55I2lhIEJG+WEgQEZk3FhKkN+3uB+XKlUPlypUVSkNE5oqFBBGReWMhQXrTLiQaNmwIlUqlUBoiMlfahUR8fDzu37+vUBoiItIXCwnSGwdaE5EhvPDCCzozefGuBBGR+WAhQXpjIUFEhmBjY4OGDRtK2lhIEBGZDxYSpJf09HRcv35d0sZCgohKiuMkiIjMFwsJ0sulS5cghNA8V6lUqF+/voKJiMicaX8RwUKCiMh8sJAgvWh3a6pRowZXKyaiEtO+I3HlyhVkZmYqlIaIiPTBQoL0wvERRGRI2r9DcnNzcenSJYXSEBGRPlhIkF4KmvqViKik3N3dUb16dUmb9u8ZIiIyTSwkqNiEELwjQUQGxwHXRETmiYUEFdu9e/eQmJgoaWMhQQVRqVTw8vKSPLhoIRWGhQQRkXmyUzoAmY/IyEjJc1dXVwQEBCiUhkyZl5cXEhISlI5BZkL7C4nIyEgIIVh8EhGZON6RoGIraHyEjQ0vISIqHe2xVg8fPkR8fLxCaYiIqLj4KZCKjeMjiEgO1atXh7Ozs6RN+w4oERGZHhYSVGwsJIhIDjY2NjoLW7KQICIyfSwkqFiysrJw+fJlSRsLCSIyFO3uTSwkiIhMHwsJKparV68iOztb0tagQQOF0hCRpWEhQURkfjhrExWLdrcmX19flC1bVqE0ZOoyMjKwfPlySduIESN0+sET5dEuJC5evIjc3FzY2toqlIiIiJ6HhQQVi/a3g+zWREVJTU3F+++/L2kbMGAACwkqlHYhkZGRgZs3b6JmzZoKJSIioudh1yYqFg60JiI5VahQAd7e3pK2qKgohdIQEVFxsJCgYmEhQURy0x53xXESRESmjYUEPVdiYiLi4uIkbSwkiMjQOOCaiMi8sJCg59L+z9zBwQG1atVSKA0RWSoWEkRE5oWFBD2Xdrem+vXrw86O4/SJyLC0C4nr168jIyNDoTRERPQ8LCToubQLCe3/7ImIDEF7dWu1Wq2zECYREZkOFhKlpFarsXDhQnh4eEClUiEmJqbYr01JScGUKVNQt25duLi4wMvLC6GhoVi/fr18gUuAU78SkTG4ubmhevXqkjZ2byIiMl0sJErh4sWLaNeuHd5//308efJEr9f+999/aNiwIb799lv06dMHBw4cwOrVq6FWqzF48GC8/vrrUKvVMiUvvtzcXJ0pGFlIEJFctO94cgpYIiLTxUKihL788ks0bdoUtra2mDx5sl6vffr0KXr27Ik7d+5gzpw5mDlzJlq1aoXu3btj7969aN68OdasWYOvv/5apvTFd/PmTaSnp0vaWEgQkVw4BSwRkflgIVFCc+fOxY8//ogjR46gdu3aer12wYIFuHr1KipXroyxY8dKtjk4OGDatGkAgFmzZuHu3bsGy1wS2v+Je3t7o0KFCgqlISJLx5mbiIjMBwuJErp06RJGjx4NlUql92uXLVsGAOjduzdsbW11tnfp0gXu7u7IyMjAmjVrSp21NLS7FXCgNRHJSft3zN27d/Ho0SOF0hARUVFYSJRQlSpVSvS66OhozSwkQUFBBe5ja2uLJk2aAAB2795dsoAGol1IaHc7ICIypJo1a8LBwUHSxrsSRESmiYsBGFn+qVT9/f0L3c/f3x9HjhzRmXr1eWJjY4vcfufOHc2f792799zjnT17VvK8SpUqz30PosTERJ22u3fv4unTpwqkIXPzwgsvSKZ9PXLkCF544QUFExERGVf+z2g5OTkKJikaCwkju337tubP3t7ehe6Xty0pKQlpaWlwdXUt1vF9fX2LnaVFixbF3jfPxx9/jI8//ljv1xE1btxY6Qhkpr744gt88cUXSscgIlJEQkJCkV8+K4ldm4ws/zSxTk5Ohe6Xf9vjx49lzUREREREpunBgwdKRyiUVdyRWL16NUaMGFHi14eFhaFLly4GTPR8QgjNn/UZ0J2/61JBoqOj0aFDBwDAP//8o9cdDGt27949zR2cU6dOoVKlSgonMn08ZyXD86Y/nrOS4XnTH89ZyfC86e/OnTto06YNAKBOnToKpymcVRQSarUaubm5pXq9obi7u2v+nJmZWeh++fuS53/N81StWrXY+/r6+uq1Pz1TqVIlnjc98ZyVDM+b/njOSobnTX88ZyXD86a/onqwKM0qujYNHz4cQogSP1566SWDZalWrZrmzwkJCYXul7etbNmyxR4fQURERERkLFZRSJiS/KtCx8TEFLpf3jauIk1EREREpoiFhJEFBARo+rqFh4cXuE9ubq5m2tUePXoYLRsRERERUXGxkFDA22+/DQDYtm1bgeMv9u3bhydPnsDJyQmvvfaaseMRERERET0XCwkFvP/++6hVqxbi4uKwYMECybbs7GzNfOmTJ08u8QraRERERERysopZm+QQHx+P+Ph4AEBcXJym/dq1a0hNTQXwrBtTQQOlHR0dsXv3boSGhmLChAmIj49Hz549kZSUhO+++w6nT5/GkCFD8PnnnxvnhyEiIiIi0hMLiRJatGgRpk6dqtPetWtXzZ8PHjyIjh07Fvj6GjVqIDIyEt999x22bNmCOXPmwMXFBYGBgVi3bh0GDRokV3QiIiIiolJTifwrnxERERERERUDx0gQEREREZHeWEgQEREREZHeWEgQEREREZHeWEgQEREREZHeWEgQEREREZHeWEgQEREREZHeWEgQEREREZHeWEgQEREREZHeWEgQEREREZHeWEiYsadPn2LWrFlo0qQJ3N3d4enpidatW2Px4sVQq9WlOnZKSgqmTJmCunXrwsXFBV5eXggNDcX69esNlF45cpy3mJgYqFSq5z5mz55t4J/GONRqNRYuXAgPDw+oVCrExMQY7NiWfK3Jcd4s9VrLzs7Gli1b8MYbb6BOnTpwdXWFk5MTqlWrhldffRU7d+4s9XtY4rUm53mz5Gvt4MGD+Oijj9C6dWuUL18ednZ2cHd3R6NGjfDhhx/ixo0bpXoPS73W5DpvlnqtFaZfv36an6m0/y8ofq0JMksJCQmiYcOGAoAYNWqUOHr0qNi/f7/o06ePACBCQ0NFRkZGiY59/fp14evrK2xsbMQnn3wiTpw4IXbv3i2Cg4MFADFkyBCRm5tr4J/IOOQ6b9HR0QKAcHFxEa6uroU+5s2bJ8NPJa+oqCjRunVrAUDziI6ONsixLflak+u8WeK1dufOHVGlShUBQFSrVk3Mnz9fHD58WJw8eVLMnj1blC9fXgAQvXv3FpmZmSV6D0u81uQ+b5Z4rQkhxJtvvikACA8PDzFlyhSxd+9ecerUKbF582bRpUsXAUA4OjqKrVu3luj4lnitCSHvebPUa60gGzduNNj/C6ZwrbGQMFMdO3YUAMS4ceMk7Wq1WrzyyisCgBg+fLjex83MzBS1a9cWAMSPP/4o2fb06VPRvHlzAUB89dVXpUivHLnOW94vQUN9wDYVX3zxhXBwcBDt2rUTkydPNugHYku+1uQ8b5Z4rUVGRgoAokqVKiIxMVFn+/nz54WdnZ0AIMaMGaP38S31WpP7vFnitSaEEMOGDRMAxOHDhwvc3rNnTwFAeHp6ivT0dL2ObanXmhDynjdLvda0JSQkCB8fH+Hm5lbq/xdM5VpjIWGGNm/eLAAIJycnkZSUpLP90qVLAoBQqVQiPDxcr2PPnj1bABCVK1cWOTk5OtvDwsIEAOHs7Czi4uJK+iMoQs7zZqm/BD08PMTChQuFWq0WK1asMOgHYku+1uQ8b5Z4reV9IJ4zZ06h+wwdOlTzjeeTJ0/0Or6lXmtynzdLvNaEEGLKlCni5ZdfLnT7+vXrNf9mT506pdexLfVaE0Le82ap15q2QYMGiTJlyogZM2aU+v8FU7nWOEbCDP36668AgNDQUHh6eupsr1u3LurWrQshBJYvX67XsZctWwYA6N27N2xtbXW2d+nSBe7u7sjIyMCaNWv0D68gOc+bpbp06RJGjx4NlUpl8GNb8rUm53mzRF5eXpg4cSJeeeWVQvcJDAwE8GyM09WrV/U6vqVea3KfN0s1ffp07Nixo9Dtjo6Omj+7u7vrdWxLvdYAec+bNdi2bRvWr1+POXPmoHLlyqU+nqlcaywkzExWVhb2798PAAgKCip0v7xtu3fvLvaxo6Ojcfny5SKPbWtriyZNmuh9bKXJed4sWZUqVWQ5riVfa4B8581SVaxYEbNnz8YLL7xQ6D75/6N0c3Mr9rEt+VqT87xZs3Xr1gEA2rZtizp16hT7dZZ8rRVHSc+bNUhKSsJ7772HF198EW+99Vapj2dK1xoLCTNz+fJlZGdnAwD8/f0L3S9v261bt5CSklKsY1+4cEHn9UUdO//+pk7O85bfX3/9hV69eqF69epwdXVFxYoV0blzZ/z888/IzMwsSXSLZMnXmrFY27V2/fp1AEClSpVQo0aNYr/O2q+1kp63/KzhWktNTcXx48cxcOBAbNy4Eb1798bWrVv1OoY1XmuGOG/5Weq1Nm7cOKSmpuKXX34xyPFM6VpjIWFmbt++rfmzt7d3ofvl3xYbGyvLsZOSkpCWllasYytNzvOW3//+9z80bNgQy5cvx5EjR/Djjz8iJSUFo0ePRvPmzQ06bao5s+RrzVis6VrLycnBli1bAAATJ04s8DZ+Yaz5WivNecvPkq+1GzduwNbWFu7u7mjXrh3OnDmDzZs3Y+vWrUVeLwWxpmvNkOctP0u81nbv3o3ffvsN33zzDfz8/AxyTFO61uxkOSrJ5smTJ5o/Ozk5Fbpf/m2PHz+W9diurq7FOr6S5Dxvea8LDQ3Fjz/+iEaNGmnamzVrhldffRUvvfQSDh48iO7du+Ps2bOSvqTWyJKvNblZ47W2bNkyPHjwAC1atMAHH3yg12ut+VorzXkDrONa8/X1xfnz55GRkYGrV69i6dKl6NevHzp37oxly5ahWrVqxT6WNV1rhjxvgOVeaykpKXjnnXfQrl07jBkzxmDHNaVrjXckLJQQQvNnQw/4lPPYSivpz1axYkXs379f8gswj4ODA+bOnQvgWRerFStWlDqntbDka62krO1au3btGiZNmgQfHx+sX78e9vb2sryPpV1rhjhv1nCtOTg4oEGDBggKCsLrr7+Ow4cP46233sLff/+Ndu3aISEhweDvaQnXmqHPm6VeaxMnTkRiYiKWLVumyN+1Ma41FhJmJv9MCEX1F3z69GmBr1Hq2EpT+mdr1KiRZpaGXbt2Gey45krpvw9LZknX2oMHD9CjRw/Y2tpi7969CAgI0PsY1nitGeK8FYclXWt5VCoVfvjhB7i6uuLOnTuYPn16sV9rjddantKct+Iwx2tt7969WLZsGaZNm4ZatWoZ9NimdK2xkDAz+W8XFlXx599WtWpVWY5dtmxZs7klK+d50zdDdHS0QY9rjiz5WjMFlnCt3b9/H6GhoUhMTMTevXs105jqy9quNUOdt+KyhGtNm4eHB1q1agUARU53qs3arjVtJT1vxWVO19qTJ08wcuRIBAUFYcKECQY/vildaxwjYWbq1q0Le3t7ZGdnFznoKG+bn58fypQpU6xj57+lWJxjF3QL0lTJed6KK/8tRmtnydeaKTD3ay02NhadOnXCo0ePcODAATRu3LjEx7Kma82Q5624zP1aK0yFChUAAHFxccV+jTVda4UpyXkrLnO61iIiInD79m3ExsYWOJ4j/8+Sfza1YcOGadaHKIopXWu8I2FmHBwc0KlTJwBAeHh4ofudPn0aANCjR49iHzsgIEAz93Nhx87NzcXZs2f1PrbS5DxvwLMFYZ43T3PeLAtFTdVmLSz5WpObpV9rMTEx6NChA548eYLDhw/rfBiOiYlBampqsY9nLdeaoc8bYJnXWlxcHOrUqYNjx44VuV/e9N/6fKFkydeanOcNsLxrLSgoCJGRkTh//jzOnTun85g2bZpm37CwsALbi2JS15psa2aTbDZv3iwACCcnJ5GcnKyz/fLlywKAUKlUIjw8XK9j5y25XqVKFZGbm6uz/c8//9S8d2xsbIl/BiXIed4AiDFjxhS6/ezZswKAACAWLlyod3ZTsGLFCs3PEB0dXerjWfK1lp+hz5slX2vXrl0Tvr6+wtfXV1y7dq3AfQCIFStW6HVcS7/W5DpvlnitRUdHCwDi+++/L3Sf9PR0Ua5cOQFAvPzyy3od31KvNbnPmyVea0UxxP8LpnKtsZAwUx07dhQAxPjx4yXtarVa9OnTRwAQw4cP13ndjh07hJeXl6hfv36BF29mZqaoVauWACDmzZsn2ZaVlSWCgoIEAPHVV18Z9OcxFrnOGwDh5uYm/vvvP51tmZmZIjg4WAAQNWrUEBkZGQb7eYxJ31981n6t5TH0ebPUa+3ixYuiUqVKonr16iImJqbQ/Qr6QGzN15qc580Sr7W8D8RVq1YV9+/fL3CfcePGab5UOnLkiGSbtV5rcp83S7zWilKc/xfM5VpjIWGmEhISRMOGDQUA8e6774pjx46JAwcOiFdffVUAEKGhoQX+Y+vZs6fm4p0zZ06Bx75+/brw9fUVtra2YsqUKeLEiRMiLCxM8yF8yJAhBVa/5kCu8+bu7i4AiLJly4rp06eLvXv3ivDwcPHbb7+JJk2aCACidu3a4vr168b4MQ3mwYMHIjIyUkRGRorp06drzsGePXs07ampqQW+1pqvNTnPmyVea//995/w9vYWAISDg4NwdXUt9FHQB2JrvdbkPm+WeK3FxcUJR0dHAUCUK1dOTJs2Tfz555/izJkz4o8//hDdunUTAISjo6P49ddfdV5vrdea3OfNEq81bampqc/9fyE/c7nWWEiYsczMTPHtt9+KwMBA4erqKjw8PETLli3FokWLCr1wduzYIf5fe/ceFFXZxwH8i+zislzEGyqpoLaISV5mUDN1EE2ZyswbNlQOOJmCiTYqac44mOMl3xzSmVQ0AQ01TIzBNC0voEaZU021NDWYkRhoJroBKgr4e//g3fOy7C5w1uWm38/MmbHznH1u56HZ39nnOU/nzp3liSeeqPfpqMlkkhUrVkhQUJDodDrp1KmThIWFyccff9xErWk+TdFv5eXlkpaWJq+88ooEBQWJh4eHaDQa6dq1q4wfP162bNkit2/fbuKWOV9CQoLyPzJ7R3Z2ts3PPspjrSn77WEca5mZmQ32V+3D1pP1R3GsNXW/PYxjTUTk+vXrkpSUJNOnTxeDwSB6vV5cXV3Fx8dHQkJCJD4+3uaTcZFHd6yJNG2/Paxjrbbs7OwG/0ZraytjzUWkDS2DJyIiIiKiVoFvbSIiIiIiItUYSBARERERkWoMJIiIiIiISDUGEkREREREpBoDCSIiIiIiUo2BBBERERERqcZAgoiIiIiIVGMgQUREREREqjGQICIiIiIi1RhIEBERERGRagwkiIiIiIhINQYSRERERESkGgMJIiIiIiJSjYEEERERERGpxkCCiIiIiIhUYyBBRERERESqMZAgIiJyUEBAAFxcXJRj1apVDuclIpg2bRq6dOmC06dPO6+SAMaOHWtRz+jo6GYtn4geTgwkiIjIgvnLZk5OTktXpdX78ssvYTQaERISUu915oBj165ddq+5ceMGMjMzUVJSgoyMDKfWMzU1FUajES+++GKLlE9EDydNS1eAiIiorQoMDAQAeHh4PHBenTt3xvLly3HmzBnExMQ8cH619enTBwDg4+PTIuUT0cOJgQQREVErsX79+ke6fCJqWzi1iYiIiIiIVGMgQURUi4ggIyMDzz77LLp27Qo3Nzf4+voiPDwcH330Eaqrq5Vrd+3aZbGA1cXFBQBw+PBhTJgwAV26dFHOjx071qH62FrMe/PmTSxZsgQGgwE6nc5qTUNpaSnS09MRGRmJ4OBgeHt7Q6/XIzAwELGxsfj9999tllW7DQAQFhbW4ELi/Px8zJ07F3379oVOp4O3tzeGDBmCt99+G1evXnWozbWtWrXKog4BAQEAgKSkJAwaNAju7u7o1asXYmJi8PfffwOouYdbt25FcHAwdDodevTogdjYWJhMJou8KyoqrO5f3XUhQUFBFun1rXGwxXz/Ll26BACYPXu2zUXP0dHRFufrjhdbi6WvXr2KBQsWoF+/ftDpdOjUqROee+45hxZKN1R+bcXFxVi8eDGCgoKg1+vh6emJAQMGIC4uDhcvXrTbB2rGMBG1DQwkiIj+5+7du4iIiEBERARKS0uxZcsWnD17Fps2bUJJSQmioqIQHh6O27dvAwCmTJkCo9GIlJQUJY/ExESsW7cO8+fPx7Fjx5CYmGjx5Vytuot5r1+/jtGjR8PLywtpaWn4/PPPMWLECIvPJCYmIjIyEt9++y0WLVqE48eP49ChQ5g5cybS0tIwZMgQZGdnW5VlNBphNBqV/05JSVHOGY1GzJ8/3+L6vXv34sknn8SBAwcQFxeHkydPIj09HaNGjcKGDRsQHByMr7/+2uG2A8D8+fNhNBqxZs0a5dyCBQuQl5eHpKQkHDp0CCEhIdi+fTvCwsJQXl6OxYsX48qVK0hJSUFGRgYCAgKQlJSEyZMnQ0SUfNq3b2/V5ro+++wzGI1G+Pn5OVR/8/0zf37NmjUWfbp27VoAwNq1a2E0GhEbG2szn7qLpQsLCxESEoJ27dohJSUFZ86cwdKlS3H69GmEhYXhgw8+UFXPhso3O3nyJAYMGIBt27YhMjISR48eRWZmJqZOnYodO3Zg0KBByMzMtNkHasYwEbURQkREIiISExMjAGTMmDFSVVVlkVZZWSlDhgwRADJv3jyLtOzsbAEgAGT48OFSUVFhkT5hwgQJDQ19oLqFhoYKAHF1dZUDBw5YpOXm5goAyc7OFhGRhIQE0ev1cvnyZat8jh07JgDEz89P7ty5Y7Msc1vM+dny1VdfiUajEa1WK3l5eVbpGzduFADi6+srJpOp8Q21IzU1VWl/TEyMRVp1dbX069dPAMjMmTPl3XfftUg3mUzi6ekpAOTkyZM282+ozf7+/gJAUlNTbaab709CQoJDnzdLSEgQAHbHS1RUlFLXuu0UEfn000+Vfjp37pzdz0dFRaku/8KFC+Ll5SUA5IsvvrBKz8jIEACi1+vl4sWLVulqxjARtQ38RYKICMBvv/2G7du3A6h5Ouvq6mqRrtFoEB8fD6DmSb15Gk1d8fHxaN++vcW5ffv2IT093Sn1DAoKwowZMyzODR8+HAUFBXjqqacA1EyD2bp1K3r27Gn1+fDwcAQEBKC4uBinTp1yuB5Lly5FVVUVZs2ahYEDB1qlx8XFwcPDA9euXUNycrLD5dRVXV2NRYsWWZxr164dxo0bBwDIzMy0eqreoUMH5Yn3mTNnnFaXluTt7Y0333zT6vzUqVMxePBgVFdXY/Xq1U4tc+XKlSgrK8O4ceMwceJEq/Tp06cjMDAQt2/fxqZNm+zm05gxTERtAwMJIiIABw4cgIhAp9PZnWYRFBQEAKisrLT7hXT06NFW57p06YLu3bs7pZ628tdoNAgICIBOpwNQE0hERUXZzcPf3x8A8OuvvzpUh8uXL+PcuXNKWba4ubmhb9++AGqmwziLh4eHch9q8/X1BQAYDAZ4e3tbpZv7/8qVK06rS0saNmyYVcBqNn78eADA8ePHUVFR4ZTy7t27h6ysLAD27zkA9O/fH0D997wxY5iI2gYGEkREAH766ScANQtw9Xo9NBqN1TF8+HDl+sLCQpv5dO3atUnr2dj8z549i1mzZsFgMMDLywtarVZph3kxbnl5uUN1MPcVULNI11ZfaTQaZe2Bvb5yRKdOnWye12hq3mbeuXPnetPv3r3rtLq0pPoCU/OC9MrKSly4cMEp5eXn5+POnTsAahbA27vnhw8fBlD/PW/qvxEiaj7cR4KICMC///4LAOjWrRtOnDjR4PXdunWzeb7ulChna0z+q1atwjvvvAOdToeFCxdi/Pjx6NGjh7Loe/bs2fjuu+8sFh6rYe4rANixY0eDC2Xd3NwcKseWdu3qf/7VUPrDwhwY2aLX65V/l5aWOqW82vc8ISEB06ZNq/f6+l4w0NR/I0TUfBhIEBGhZh49UPOLRHBwcAvXxnE//vijMjd+8+bNmDt3rtU1D7oLs7mvgJpfANpyfzVWVVVVS1fBQn31Mb9VDIDNaV6OqH3Pvb29H4l7TkQNezQe3RARNWDw4MEAap681rf/wfnz57Fz585WO9f+1KlTyi8NU6dObZIyzH0F1CxSt8dkMmHnzp1tYoGz+VcTW1OfRAQ3btxo7irVy95ifwD4888/AQBarRYGg8Ep5RkMBri7uwOo/55XVVUhOTkZR44ccUq5RNS6MZAgIgIQERGhTIsxz/O2JTY2FgsXLnzgp/pN5f79+8q/7U1dMn/RtMc89aT2541GI9LT01FRUYFevXph5MiRAOrvq7S0NLz++uvIz89vbPVbjHnNQXFxsVWa0WhU1gc4yjwVqXaf/vHHH0hPT0dJSYnq/M6fP293vYd5at7EiROdtni5ffv2mDJlCgDg6NGjFhsz1nb06FHMmTMH33zzjVPKJaLWjYEEERFq3sgUExMDoOb1r7a+3KWkpOCHH35AXFyc06aMONuYMWOUf+/Zs8cq/ciRI8ouy/aYv1TXfgq/efNmzJo1S/lCvHHjRmg0GuTm5uLgwYNWeRQXF2PdunXw9/fHq6++6lBbmtOoUaMAwOYrcd97770Hntdvq0/37duHyMhIlJWVqc6vvLzc5itWMzMz8fPPP8PV1RUrV650uL62rF69Gt7e3igsLLRZdnl5OZYvX44OHTpgwYIFTi2biFonrpEgIvqf999/HyUlJdi/fz9GjBiBFStWYPDgwbh+/TqysrKwY8cOhIeHK2sQbt26hYKCAhQUFCh55OXlAQA6duyIxx577IHrVFBQgFu3buHWrVsAgGvXrill9O/fH1qt1uL6ESNG4LXXXkNycjKWL1+OoqIiPP/889BqtcjOzsZ//vMfeHp6ory8XMnL19dXeX0qAEyePBnbtm3Dli1b4Ofnh8LCQnzyySeYNGmSEkg8/fTT2LNnD6Kjo/Hyyy9j0aJFeOGFF6DRaPD9999j/fr1qKysxOHDhx/oqbjJZMJff/2FoqIiADVvIsrLy4ObmxsCAwNx7do15QBq7kleXp7S/0VFRbh58yZMJpOSX+10s/j4eBw8eBB79+6Fr6+vsoN0amoqOnbsiJ49e+LSpUsoKiqy6LP8/Hzcu3fP6v7UzX/y5MnIzc3F7t27MWzYMJSVlSEpKQlDhw5F7969lXrWbYe5nXVNnz4d+/fvR1FREWbMmAF3d3ecOHFC2QF806ZNFovgzeOobj94eHigT58+jSr/8ccfR1ZWFqZNm4b4+Hjk5+fjpZdegqenJ3755Rds2LABhYWFOHjwoMVbpdSOYSJqQ1pwMzwiolYpKytLJk2aJL6+vqLRaMTHx0dCQ0MlOTlZqqurletq72hd97C3c7Ba5t2AbR0FBQU2P3P//n1JTk6WkSNHiqenp2i1WvHz85OIiAjJzc21yrPubsylpaUyd+5c6d69u2i1WunVq5fMmTNH/vnnH6uyLl68KG+88YYYDAbR6XSi0+lkwIABsmTJErly5coDt9+8o3Xdw9/fX0T+vxOzvf6vvRN0Q/cnNzdXnnnmGfHy8hJ3d3cZOnSofPjhhyLy/52p6/ZZ3fP28r93754sW7ZMevfuLRqNRnr06CEzZ85U7qG9eprbaVZ7Z+qysjJ56623lL738fGR8PBwycnJsWqbvXFk3sG6seWLiFy9elWWLVsmAwcOFL1eL25ubtKvXz+ZN2+eXLhwodFl1zeGiahtcBFx8P1/RERE1Kyio6Oxe/duREVFYdeuXS1dHSJ6xHGNBBERERERqcZAgoiIiIiIVONiayIiolauocXSREQtgWskiIiIWrmxY8fi9OnTVudDQ0ORk5PT/BUiIgKnNhERNYucnBy4uLioOh62L4gBAQGq2h8dHd3SVW41cnJyICJWx8M2RoiobeEvEkREzcC854Qaffr0abU7aDvCvOdCYzlrLw4iImoaDCSIiIiIiEg1Tm0iIiIiIiLVGEgQEREREZFqDCSIiIiIiEg1BhJERERERKQaAwkiIiIiIlKNgQQREREREanGQIKIiIiIiFRjIEFERERERKoxkCAiIiIiItUYSBARERERkWoMJIiIiIiISDUGEkREREREpBoDCSIiIiIiUo2BBBERERERqcZAgoiIiIiIVGM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" ] @@ -699,9 +701,10 @@ ], "source": [ "x = np.linspace(0, 4, 100)\n", - "y = model.likelihood_list[1].constraint_terms[\"er_rate_multiplier\"](x)\n", - "plt.plot(x, y)\n", - "plt.axvline(nominal_er, c=\"k\", ls=\"--\", label=\"nominal ancillary measurement\")\n", + "# y = model.likelihood_list[1].constraint_terms[\"er_rate_multiplier\"](x)\n", + "y = model.likelihood_list[1].constraint_functions[\"er_rate_multiplier\"].logpdf(x)\n", + "plt.axvline(nominal_er, c=\"k\", ls=\"--\", label=\"nominal rate\")\n", + "plt.plot(x, y, c=\"k\", label=\"constraint term\")\n", "\n", "# Cosmetics\n", "plt.xlabel(\"er_rate_multiplier\")\n", @@ -715,7 +718,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In each generated toy, the ancillary measurement is varied according to the uncertainty (i.e. in this case measurements are drawn from the normal distribution with mean 1 and standard deviation 0.2). This then shifts the constraint term to the \"measured\" value. We can illustrate this by artificially assuming a measurement of 2.0 for the ancillary measurement:" + "In each generated toy, the ancillary measurement is varied according to the uncertainty (i.e. in this case measurements are drawn from the normal distribution with mean 1 and standard deviation 0.2). This then shifts the constraint term to the \"measured\" value. We can illustrate this by artificially assuming a measurement of 3.0 for the ancillary measurement:" ] }, { @@ -725,7 +728,7 @@ "outputs": [], "source": [ "# Set ancillary measurement of er_rate_multiplier to 3\n", - "copied_data[\"ancillary_likelihood\"][\"er_rate_multiplier\"][0] = 3.0\n", + "copied_data[\"ancillary\"][\"er_rate_multiplier\"][0] = 3.0\n", "\n", "# Assign data with nominal ancillary measurement\n", "model.data = copied_data" @@ -748,7 +751,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -760,9 +763,9 @@ "source": [ "x = np.linspace(0, 4, 100)\n", "y = model.likelihood_list[1].constraint_terms[\"er_rate_multiplier\"](x)\n", - "plt.plot(x, y)\n", "plt.axvline(nominal_er, c=\"k\", ls=\"--\", label=\"nominal ancillary measurement\")\n", - "plt.axvline(3.0, c=\"crimson\", ls=\"--\")\n", + "plt.axvline(3.0, c=\"crimson\", ls=\"--\", label=\"'wrong' ancillary measurement\")\n", + "plt.plot(x, y, c=\"crimson\", label=\"constraint term\")\n", "\n", "# Cosmetics\n", "plt.legend()\n", @@ -789,9 +792,9 @@ "text/plain": [ "{'wimp_mass': 50.0,\n", " 'livetime': 2.0,\n", - " 'wimp_rate_multiplier': 0.8633542451320944,\n", - " 'er_rate_multiplier': 1.0970227057452904,\n", - " 'er_band_shift': -0.09223467583534711}" + " 'wimp_rate_multiplier': 0.8276914651286785,\n", + " 'er_rate_multiplier': 1.0992224805878552,\n", + " 'er_band_shift': -0.10269293086202387}" ] }, "execution_count": 16, @@ -817,11 +820,11 @@ " Migrad \n", " \n", " \n", - " FCN = 3063 \n", - " Nfcn = 81 \n", + " FCN = 3089 \n", + " Nfcn = 69 \n", " \n", " \n", - " EDM = 4.15e-05 (Goal: 0.0001) \n", + " EDM = 2.27e-07 (Goal: 0.0001) \n", " \n", " \n", " \n", @@ -873,8 +876,8 @@ " \n", " 2 \n", " wimp_rate_multiplier \n", - " 0.86 \n", - " 0.28 \n", + " 0.83 \n", + " 0.25 \n", " \n", " \n", " 0 \n", @@ -895,8 +898,8 @@ " \n", " 4 \n", " er_band_shift \n", - " -0.09 \n", - " 0.08 \n", + " -0.10 \n", + " 0.07 \n", " \n", " \n", " -2 \n", @@ -932,25 +935,25 @@ " wimp_rate_multiplier \n", " 0.00 \n", " 0.00 \n", - " 0.0813 \n", - " -0.0020 (-0.129) \n", - " 0.004 (0.197) \n", + " 0.0636 \n", + " -0.0012 (-0.085) \n", + " 0.002 (0.106) \n", " \n", " \n", " er_rate_multiplier \n", " 0.000 \n", " 0.000 \n", - " -0.0020 (-0.129) \n", - " 0.00299 \n", - " -0.0002 (-0.054) \n", + " -0.0012 (-0.085) \n", + " 0.00295 \n", + " -0.0001 (-0.026) \n", " \n", " \n", " er_band_shift \n", " 0.000 \n", " 0.000 \n", - " 0.004 (0.197) \n", - " -0.0002 (-0.054) \n", - " 0.00611 \n", + " 0.002 (0.106) \n", + " -0.0001 (-0.026) \n", + " 0.00555 \n", " \n", "" ], @@ -958,8 +961,8 @@ "┌─────────────────────────────────────────────────────────────────────────┐\n", "│ Migrad │\n", "├──────────────────────────────────┬──────────────────────────────────────┤\n", - "│ FCN = 3063 │ Nfcn = 81 │\n", - "│ EDM = 4.15e-05 (Goal: 0.0001) │ │\n", + "│ FCN = 3089 │ Nfcn = 69 │\n", + "│ EDM = 2.27e-07 (Goal: 0.0001) │ │\n", "├──────────────────────────────────┼──────────────────────────────────────┤\n", "│ Valid Minimum │ Below EDM threshold (goal x 10) │\n", "├──────────────────────────────────┼──────────────────────────────────────┤\n", @@ -972,18 +975,18 @@ "├───┼──────────────────────┼───────────┼───────────┼────────────┼────────────┼─────────┼─────────┼───────┤\n", "│ 0 │ wimp_mass │ 50.0 │ 0.5 │ │ │ │ │ yes │\n", "│ 1 │ livetime │ 2.00 │ 0.02 │ │ │ │ │ yes │\n", - "│ 2 │ wimp_rate_multiplier │ 0.86 │ 0.28 │ │ │ 0 │ │ │\n", + "│ 2 │ wimp_rate_multiplier │ 0.83 │ 0.25 │ │ │ 0 │ │ │\n", "│ 3 │ er_rate_multiplier │ 1.10 │ 0.05 │ │ │ 0 │ │ │\n", - "│ 4 │ er_band_shift │ -0.09 │ 0.08 │ │ │ -2 │ 2 │ │\n", + "│ 4 │ er_band_shift │ -0.10 │ 0.07 │ │ │ -2 │ 2 │ │\n", "└───┴──────────────────────┴───────────┴───────────┴────────────┴────────────┴─────────┴─────────┴───────┘\n", "┌──────────────────────┬──────────────────────────────────────────────────────────────────────────────────────────────────────────┐\n", "│ │ wimp_mass livetime wimp_rate_multiplier er_rate_multiplier er_band_shift │\n", "├──────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────────────────────┤\n", "│ wimp_mass │ 0 0 0.00 0.000 0.000 │\n", "│ livetime │ 0 0 0.00 0.000 0.000 │\n", - "│ wimp_rate_multiplier │ 0.00 0.00 0.0813 -0.0020 0.004 │\n", - "│ er_rate_multiplier │ 0.000 0.000 -0.0020 0.00299 -0.0002 │\n", - "│ er_band_shift │ 0.000 0.000 0.004 -0.0002 0.00611 │\n", + "│ wimp_rate_multiplier │ 0.00 0.00 0.0636 -0.0012 0.002 │\n", + "│ er_rate_multiplier │ 0.000 0.000 -0.0012 0.00295 -0.0001 │\n", + "│ er_band_shift │ 0.000 0.000 0.002 -0.0001 0.00555 │\n", "└──────────────────────┴──────────────────────────────────────────────────────────────────────────────────────────────────────────┘" ] }, @@ -1030,7 +1033,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Now that we have our data and know how to fit (with and without constraint), we can construct a confidence interval on our parameter of interest (POI), which is the `wimp_rate_multiplier` in this case. If we add in the knowledge that a WIMP rate multiplier of 1 corresponds to a WIMP-nucleon cross-section of $10^{-45}\\;\\mathrm{cm^2}$, we can directly convert this into a confidence interval on the cross-section.\n", + "Now that we have our data and know how to fit the model to it (with and without constraint), we can construct a confidence interval on our parameter of interest (POI), which is the `wimp_rate_multiplier` in this case.\n", + "\n", + "If we assume that a WIMP rate multiplier of 1 corresponds to a WIMP-nucleon cross-section of $10^{-45}\\;\\mathrm{cm^2}$, we can directly convert this into a confidence interval on the cross-section.\n", "\n", "Let's first see how we can compute the confidence interval with the `confidence_interval` method and then replicate the construction of the confidence interval by hand." ] @@ -1054,7 +1059,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "90% CL confidence interval for WIMP-nucleon cross-section: [5.36e-46, 1.54e-45] cm2\n" + "90% CL confidence interval for WIMP-nucleon cross-section: [5.15e-46, 1.39e-45] cm2\n" ] } ], @@ -1079,7 +1084,7 @@ "$q(s)\\equiv -2 \\cdot \\ln\\frac{\\mathcal{L}(s, \\hat{\\hat{\\boldsymbol{\\theta}}})}{\\mathcal{L}(\\hat{s}, \\hat{{\\boldsymbol{\\theta}}})}$, \n", "\n", "where the likelihood $\\mathcal{L}$ is a function of the WIMP rate multiplier $s\\geq 0$ and a set of nuisance parameters $\\boldsymbol{\\theta}$, which in our case are the ER rate and ER band shift parameters.\n", - "The single hat signifies the global maximum likelihood estimator of a parameter, while the double hat corresponds to the nuisance parameters that maximize the likelihood under the constraint that $s$ is fixed to a certain value.\n", + "The single hat denotes the global maximum likelihood estimator of a parameter, while the double hat corresponds to the nuisance parameters that maximize the likelihood under the constraint that $s$ is fixed to a certain value.\n", "\n", "Let's start by computing the test statistic for a few values of $s$:" ] @@ -1119,7 +1124,7 @@ }, { "data": { - "image/png": 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", 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", 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", 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", "text/plain": [ "
" ] diff --git a/notebooks/3_sensitivity.ipynb b/notebooks/3_sensitivity.ipynb index 3120a15b..e397a7a0 100644 --- a/notebooks/3_sensitivity.ipynb +++ b/notebooks/3_sensitivity.ipynb @@ -49,7 +49,7 @@ "* Repeat this procedure many times and store the upper limits\n", "* Take the median of the upper limits as the sensitivity\n", "\n", - "By now you should be able to do this by hand but you will now learn how to do this in a more efficient way using the `Runner` class of alea." + "By now you should be able to do this by hand but you will learn in the following how to do this in a more efficient way using the `Runner` class of alea." ] }, { @@ -75,7 +75,7 @@ "source": [ "Then we can initialize the runner. Specifying `generate_values={'wimp_rate_multiplier': 0.0}` means that despite the default value of 1.0 in the model configuration file, it will always be set to zero in the data generation, which means we'll generate data without signal.\n", "\n", - "We'll then parse the model configuration (`model_config`) to define the statistical model as before. We'll start with 100 toy experiments (`n_mc=100`), which takes about one minute to compute. But depending on your machine or patience, you can increase this number to get more precise results.\n", + "We'll then parse the model configuration (`model_config`) to define the statistical model as before. We'll start with 100 toy experiments (`n_mc=100`), which may take about one minute to compute. But depending on your machine or patience, you can increase this number to get more precise results.\n", "\n", "Other parsed arguments are:\n", "- `statistical_model`: the statistical model to use. Here we want to use the `BlueiceExtendedModel` so we need to specify the path to the module containing the class.\n", @@ -94,7 +94,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Computing/loading models on one core: 100%|██████████| 5/5 [00:00<00:00, 384.45it/s]\n" + "Computing/loading models on one core: 100%|██████████| 5/5 [00:00<00:00, 412.91it/s]\n" ] } ], @@ -107,6 +107,7 @@ " generate_values={\"wimp_rate_multiplier\": 0.0},\n", " compute_confidence_interval=True,\n", " toydata_mode=\"generate\",\n", + " output_filename=\"out.h5\",\n", " **model_config\n", ")" ] @@ -127,14 +128,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 100/100 [00:54<00:00, 1.83it/s]" + "100%|██████████| 100/100 [00:51<00:00, 1.93it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Saving test_toymc.h5\n" + "Saving out.h5\n" ] }, { @@ -162,7 +163,7 @@ "metadata": {}, "outputs": [], "source": [ - "results = toyfiles_to_numpy(\"test_toymc.h5\")\n", + "results = toyfiles_to_numpy(\"out.h5\")\n", "uls = results[\"free\"][\"ul\"]" ] }, @@ -190,7 +191,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -202,6 +203,7 @@ "source": [ "plt.hist(uls, bins=20)\n", "\n", + "plt.xlim(0)\n", "plt.xlabel(\"Upper limit on $s$\")\n", "plt.ylabel(\"Number of toy experiments\")" ] @@ -210,7 +212,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Let's convert the upper limits on the `wimp_rate_multiplier` $s$ into values of WIMP-nucleon cross section and visualize the distribution as a cumulative distribution function (CDF). We then compute the median of the upper limits (CDF = 0.5) and the one- and two-sigma bands, which are usually used to quote the sensitivity of an experiment (\"Brazil-band plot\"):" + "Let's convert the upper limits on the `wimp_rate_multiplier` $s$ into values of WIMP-nucleon cross section and visualize the distribution as a cumulative distribution function (CDF). We then compute the median of the upper limits (CDF = 0.5) and the one- and two-sigma bands, which are usually used to quote the sensitivity of an experiment (\"Brazilian-flag plot\"):" ] }, { @@ -230,7 +232,7 @@ }, { "data": { - "image/png": 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", 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", 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