{ "cells": [ { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import numpy as np\n", "from scipy.spatial import ConvexHull\n", "import matplotlib as mpl\n", "from mplsoccer.pitch import Pitch\n", "from highlight_text import fig_text\n", "from scipy import stats\n", "import random\n", "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "df1 = pd.read_csv('betisA.csv')\n", "df1['y'] = 80-.8*df1['y']\n", "df1['x'] = 1.2*df1['x']\n", "df1 = df1.fillna(0)\n", "df1['playerId'] = df1['playerId'].astype(int) \n", "df1 = df1[df1['teamId']==65].reset_index()\n", "df1 = df1[(df1['type/value']==1)]\n", "players = df1['playerId'].unique()\n", "starters = players[0:12]\n", "starters.sort()\n", "starters = list(starters)\n", "del starters[1]" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 1, 4, 5, 7, 8, 9, 11, 12, 15, 18, 21, 28, 16, 10, 17, 23])" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "players" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[1, 5, 7, 8, 9, 11, 12, 15, 18, 21, 28]" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "starters" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "image/png": 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2UwJZV1fHp5+6nysxMbHNbb744nN27drZYiZnfX0dzz//vwA9Mqjd6FS48IiJC4+YWJhh5ppdPszMNmHTaWxObWjz5F9j0jgQ7WjVzXgg2kG5xYXFoRBU37qLPuh0QnMg0t66W1yh3a5yi13B7FA4GehslXRC+9t5QkylSkyVjuwQhzvZOf0xaAp8lWij3OJiUIkeX2vHNXyMDoUPhrVs+XOqdDqxyc+msmOArUXSCXTYJdybRucb0bsUdsXZWnXl74q3czLASUi9jqTSzgP+IK056QT32M3uLI30Q77LoHr3F7Uvxt7qN6QpnX+PXXXs2DEOHz5MWtowIiOjWtw3adJk/Pz82LLlM+z21j0R8fEDAFi37r02j91nHnO7k5+fH/fd9wD33fcAv//9H/n3v/+Phx9+lNraGu666/9RWlraapurr74Go9HIk08+0ZR0AhQVFfHYY4+cfszKNl8vM/MImzZtbJF0Arzwwj+prq4mJSWl3d46Txg2bHjTeX3z5k956aVXmDp1Gk888WceeeRPbW5z/fU3APCHPzzUoncsKyuLZ599BqPRyBVXXNXmtr2tcb/bsOGjVkkntN/C2l/0+cQzI+MAGzdu4OOPN5Oenk51dTVDhgxlyZKl5zSxqHEsYWBgUIeP++CD/5KRkXFWz3nhhRcB8Oqr/4fTefZNVKNGjcLX15d9+9JbHTCAppbDsWPHnfVzdqZxUHt7s/LefvstwD2Opj1tXTkXFRUD4OPTte8kO7vx+wjs0nZnQ+9SSC0xkFpiIL5Ch6K5E8M3R9dRGND1CSZlPu5tzG2MDS09fd+ok8amrvyzUW/QqDW4iKvUkVCqA89XWGnXgHJ3wpQX1LqJUVMgP9CJikJ0J93mu+JsVJ1DbdAyi5O9Ma2TC28xsFyHhsb+qLZj3BftnvCTUNbx57MtwdbpcIUf6od8l6W+7n19XJ4Ri613CoV+/PEmAObMmdPi9jlz5gJtd7MDZGW5E7irrrqa6Oje61Y3mUzMmzefefPmM3v2HBITk3jmmb9y5ZVXsG9fepvbTJkyFZfLxc6d37W6Lz19L3V1dYwaNRpVPfvTut1uJz//BKqq9sgx9lyVl5ezceMGNm7cwI4d28nPP0FQUBDz5s1n2LDhrR5vsVgYOXIUZWVlZGW1HqawY0fjuXJsj8d+Nhr3u0suuZTk5GQPR9P7vKQt4Nx9v5ySxWJh5cprWb16Dampg7nllhs7TPbCwsJJSkoiPDz8dEun+0pEp+v4x1teXn7WMTbuWOnpe896G4D4+IEAzJ17IXPnXtju4yIiIrr0vB0ZODABl8tFTk5Om/dnZ2fhcrlISEjo0vPabO7EWVE6PhHpdDoSExOJiYklLCyMoCD3BYCqdn/TXp3BxUsT6855e1+rQkidiq/NPXmisaVTaaPp6ViIk4MRdoYWG7h2pw9F/i6OBTvIDnVS7tN+kqspsCXFysWHzSw8ZKHG6CI3xF0SJy/I2WGXbG9rbOm6INvMBR3MBfPrpMWz3nBu2XW9Aa8tiG50gK9dpdbgajdpbLw4Ca7v+Es918+nK37Id5kRaSehTEdKqZ7EMh0nA5wcD3aSHeroscUGNm/ezK23/oTZs+fw2muvAs3d7MXFxezZs7vN7bZt+5r16z9g0aLFvPHG2xw4cIDt27/miy8+b/cY2B1KS0tZsmQxAA8++DsuvPBiIiMjqa9v+3jk5+dHSEgIAB9//FmHzx0QEEhFRfvnp5iYGAYOTCAsLIzg4GCCg4MBupSw9rS2yilNnjyZX/7yN/z1r8/wi1/cTnp6c4IeGxuHXq8nJCSkzQL9jSIiInss5q7IycnhxRdfYNWq1bz88n/IzDzCtm1f8+WXX3Lw4Nk1aPVlfT7x/L76+npeeOF5IiIiWLRoMUuWLOXdd99p9bg5c+Zyww2rW1xt1NbWdpoYnQtfX/dqMN/v2u+MxeIeX5SRkdHubHCA3Nzcc46t9WtaqK2tabNbCsBms1FbW9vllsvO+Pj4sGbNTSxatAh//wDAPQTh+8MSvEFKiZ5xJwyE1jUnwzadhtLJOfWzQVYORtoZVmhgYJmeqGoTk467Zxh/ntxARTuTSo6FOPnPuDqGFxpIPqVjeKGB4YUG6gwutg20cdhL6k4aTl/f5QY7sOnb/zAqO5h8018ZnO7jSl0Hs9Yb72t8rCf9kO/SpcIHwxoYWKZjSLGBAeU64iv1TMs1kR3i4Itka4efw7k4daqEPXt2M27ceKKioigsLGTy5Cn4+vqybt17HRZjf/jhP7J+/ftceulSpk2bxogRI7j55h+xe/duHnvskQ6Pvd3h6af/ypQp01i+/HI2btzIoUMHWz2mcZZ7RUVFp6V6NK3t39fy5ZexYsXVxMTENt1WXV2F0eg9Xewd2b59O7/73QP87W9/57bbfs7NN9/YdF/jmMjCwgL27m2/gccbivI3evHFf7Jly2csX34Z06fP4PrrV3H99avIzDzC448/xoEDBzwdYo/pd4lnoy+//IJFixYzatToVonnVVet4Lbbfk5paSl/+9vT7Nz5HSdOnKCuro577rmXhQsXdWsstbXuhDMwMLBLYzdqa2sB2Lr1C1555eVujak99fV1+PsHYDSamlopz2QymfD392+zWsC50uv1/M//PM3QoWns3Pkd69a9x6FDhygqKsTpdHZ4BdvbRuUbmJZros7g4usEKycCnVSaXdj1zeVuOlIY4KIwwIqiWYmr0DGiwEBCuZ6l+y28Nqau3daweqPGtwNsfDvAPUllcImBkScNzD1qxqU0tFlGp7c1jqXcFWc7p6EK/VnjCk++HXQ9N97nDatBdcd3eSzEybEQJzqne5jBqJNGksr0BNWrvDm6rttb6zdt2sS4ceObWj07ms3+fenp6aSnpzfViFy+/HKmTZvGM8882+FEyu5QWlrKCy/8k9tv/zm/+tWvuemmNa166RrPBdXV1Wc98eVMP//5L7jiiis5ceIEjz/+GOnp6eTnn8BqtfL0039jzBjv6ILuzN69e6iurmLw4CGYTKamIWiNn09eXt45fT6ekp2dxeOPP8YTT/yZESNGsGTJMi666GL+8penWb36+h4rl+hp3tO23s0aZ6R/vx6aTqdj1ao1WK1Wbr31Zl577VWOHDlCXd25d7l2pnHMyYQJE89pu1GjRnd7TO3JzXXP+EtJaXvcyaBBqacf133dUDNmzGTo0DS2b9/Gz39+G59++gknT+Z3aTxsb1A0GJ9nxKFqvDOynj2xdk75uZPOrtIUyAt28mFaA4fD7fjY1bOaVAJQ4aOxY6CND4e6Jz4ML/SOJWhKfdzfV4wU3m/Fpocao3thgvbGPYbVuj+3joZe9Jbu/C6dOsgOc7J2RD35AU5C6tUe2Uc+//wzrFYrs2fPxWg0Mm3adHJysjl6NPPsY3U62bFjO7/61V1s2PARoaGhzJo1q9tj/b533nmLo0czGTQolSuvXNHq/vr6Ok6ePElsbCyhoWFdeu7g4GCWL7+MU6dOcfPNa3jvvbVkZ2e1OW+gL3A6Xaiq2qLiQF7ecaxWK0OGDG23sow30zSN9PR0fv/73/HKKy9jsVi6vQHMm/TbxHP69OkAZGW1POgEBQXh7+9Pfv4JCgoKWtwXEBDA6NHdn+Q1zg6/9trrujThaf/+fZw6VcKECRPbHFDdE77++isALr/8yjbvv/JK96zAr77a2m2vGRsbB9DmoHlvWurTYlcwORUqza5WY9VMdoiuPLeTaePYPpOja12spb7Oc9qup2SfXq98xEkDJu+d49NtGnvEz/bzPxbs/nxGFrR9oTDypPv23GDPX3D1yHepQJlPz+2zNTU1bN++jbS0NJYsWYavry+bNm065+drvPD39/fvrhDb5XQ6efLJx3G5XKxZc2ObE52++GILqqqyevWaLj13TEwsOp2Ow4cPU11d3eq+5OSzqzvpDYYPH0FQUBDFxcUthmHZ7Xa2bfsaf3//pnPUuWgcYtYb33l7GiceeTKGntbvEk+TycQNN6xi8eJLqa+vZ926lgVjKysrqa+vJzY2jgEDBjbdPnDgQP761781DT7W6bpvFMI33+xgx47txMbG8fjjT7SaDKQoCmFh4a22czgcPP/886iqysMPP8rIkSNbPSY8vPV2P8S6dWspLy9j7twLmT9/QYv7LrnkUmbNmk1paWmbhXjPVXFxEeAufaLTNSdvixYt5v77H8ThcKDXe35USINew65qBNarBNU1nziD69yFtv1Ot2S1VadQdblXH/q+0FqVEacTkYKAthOOkFoV9XuNYHqnu75nR9v1tjJfF4fD7fjaVRYdtLSeeKLRaSmlvqTOqOFUNGIqdS1aMY2Otifd7Im14VA1Rp10r3rVRIOJx4xE1ugo9XFPwvG0H/JdGh0Q0EblhpgKHYNKDDgVrUXB/e7U2K1+yy0/wuVysXlzx93ser2epKTWvTvJyclcfvnlAB2OGexO6enpbNjwERaLhbvu+mWr+1999f8oLy9n6dJlrFlzU4tjJbhrjraVrDQeX9PShhIUFNx0+/DhI/jrX59uGq/vDcfYjowbN54HH3R3o7/1Vus6py+88E+sVis33XQLS5cua3W/n59fp/Uxi4rcn9WZk3kVRSExsfsLuqempra6LTIyihtuWAX03n7nCd69p52FRYsWMXLkSFRVJSwsnOTkZAICAqitreWBB+5ttYSaw+Hgrbfe4PrrV/HPf77Izp3f4e/vz4gRIzly5DBvv/0mK1asxM/Pr1vjfPDB+3n44UcZPXoMb7zxNvv376OsrIzAwCBSUlI4cSKPW2+9pdV269e/T1xcHNdddz3PPvsPDh7M4OTJk/j5+REXF0dsbBxLl17KqVMlncYwcGAC9933AOAepN5WQfaqqioeeOB+Hn30z9x77/1ceeUKTpzIY8CAAaSkDKKuro4HHriv1ZXzD7FlyxZWr85j/PgJ/Oc/r5GVdZSUlEHExcXxv//7d5YsWeoVpT5cqrsY97gTRq7Y68OJICcmh0JUlcopP/eSmaNPGtssWB5Wq3J5ug8VZheVZhcOnbuYd8Tp7tXdMTaK2hlLd/FhMz42hVJfF/UGFyaHQmS1DqNLocziYsdA7+ky+zzZio9NIb5SzzU7fSgIcNKg17DYFULqdFj1Gq+O67lhLb1KgawwB6klBq7aY6HI34XFrhBWo5IRZW+1HnqlReOzZCtzM01ccsB8euUijbBa9+pKdQYXmwa3XT/WE871u4yv0DPvsJlSHyfVJg2X4i7uH1rnLie1NdFGjalnxrF+/fVXVFdX4+/vT3r63k5XOxs0KJXnn3+BvLw88vNPUF9fT3R0NEOGDAXcyV5bxcp7yrPP/o0ZM2YwadJkLrzwohbLYJaVlfGb3/yKRx/9M2vW3Mill17KgQMHTp/7wkhJGcS//vVCq/kAJSUlbNq0kYsvnsd//vMq6el7CQsLIy1tGF999RV79+5l3rz5TZNgOzNz5qymXqq9e/d0ayNEo5iY2KZzlb+/P/Hx8U0VZ/773/d4/fVXW22Tk5PNgw/ez4MPPsRdd/2SlSuv4fDhwxiNRiIiIkhKSuYPf3iIzZvbbwX/5JOPueSSS/nFL+5k5swLUFWVhIQEzGYLCxZc3G2Tk4KCgnnxxZcpKirk2LFj1NbWEhoaRlpaGnq9nk8//aTTJVD7sj6feKalDSMtzb3MmM1mo7i4mI0bN/D66682Xb183/PPP0d5eTnLl1/GhAkTKSgo4MUX/8mrr/4fF188H2gu8Npdqquruf32n52u3baAQYMGMXz4CCoqKsjMPMLHH3/c7rb/+Mff+eab7Vx++ZUMHz6ClJRBVFdXU1hYyIYNz5/1WJ2QkBDmzXO/v4KCgnZXAtq1aydr1tzADTesZvz48SQmJlJZWcFHH33ISy/9i/z87h3wbLNZ+clPfsRtt/2ciRMnMW7cOA4dOsRTTz3Bjh3bmTJlCtHR0YSGhlFaeqpbX7urdgywUW/QGF7gbrWqNrkn/eyOtTO4xP1zcpeiadmiU2fUSI+2EVupI7JGh8EJVr1GToiD/VF28jroXs2IspNYqiewQSGqWo9TcY8DzAp1sD+6jYL0HuTQuWc0Dy7WM7jYQHiNDr3LXQLolCvUCg8AACAASURBVK93tOZ1py+TrDgVGFCuI7ZCR7XZRUaUnYPtVBrIjHBQaXExJt9ITKWO8BqoNWrsi7LxXXzHa7X3tnP9LsstLjIi7ERX6YiuUpu2ORJmZ1+Mvc0VwbqL3W7n88+3sHjxJWc1qaisrJS33nqDcePGk5Y2DB8fHyorK/nyyy947721nc4g724VFeU899w/uPPOu7n99jvYsWN7i4v8/fv3cd11K7n66muYOnUakydPweFwUFp6ik2bNrY5XAngT3/6A/n5+SxYsIAJEyZy/PhxnnzyCdaufYcbb7wZgAEDBpzV8sspKc3LQjqdzh5JPIODg5vOVS6Xi8rKSr76aitr177D9u3tfydffvkF1113DStXXsPEiROZNm06VmsDp06d4r331pKZeaTD1/3uu2955JE/sWLFSkaNGk15eRkHDx7sMFk9F06nk3//+xUmTZrMoEGp+Pv7U1NTw65dO1m//oNWi7f0N8q0aZO950gnhBBCCCH6LS/p1BFCCCGEEP2dJJ5CCCGEEKJXSOIphBBCCCF6hSSeQgghhBCiV0jiKYQQQggheoUknkIIIYQQoldI4imEEEIIIXpFny8g35MiIiK48cabmT9/Ac888zRvvfWGp0MSolNr1tzImjU3tbr9xhtXn1WBaCE8YcyYMTz99LPt3n/55cs6XYlICE9Zvvxyli+/jIiIcI4dO8YLL/yT7du3eTosrySJZztmzryABx74HWVlZa3WxBXC2x09mskzzzzd4rbjx497KBohOnf06FHuuOP2VrcvX34Zw4YNp6Sk82WBhfCEa665lltuuZU33nidffvSmTFjJo8//iT3338vn376iafD8zqSeLbDz8+Pv//9b7z33lq2bPnS0+EI0SXV1dV89923ng5DiLPW1j6r1+u5774HWL/+fZzO9peVFcKTVqxYyfr17/Pss88A7qU7w8PDueGG1ZJ4tkESz3Z8+OF6T4cghBDntVmzZhMUFMS6de95OhQh2qTT6fD39yc7O7vF7VlZR4mNjfNQVN5NJhcJIYTwSsuWLWfbtq8pKirydChCtMnpdPLZZ58yc+YFKIoCgMXiw9Sp09iw4UMPR+edpMVTiH4oLW0YH3/8Gaqqsnv3Lp5++n/Izc31dFhCnLWkpGRGjRrNXXf9wtOhCNGhhx/+Ez/72W38/e//YM+e3UyePJXNmzfx0kv/8nRoXkkSTyH6mQ8+eJ+Kikpyc3MICgpi1arVPPPM37nhhmspLS31dHhCnJVly5aTn3+C7du3ezoUIToUERFOSsogSkpKyMrKIikpmWHDhhMYGERFRbmnw/M60tUuRD9TXFzMu+++za5dO/n000+4885fYLFYuOyyKzwdmhBnxWLxYd68eTK2U3g9i8XC008/y759e7nvvt+yefMmfvnLuygtLeWxx/7s6fC8kiSeQvRzJSUlHDt2jNTUVE+HIsRZWbBgATqdnvXrP/B0KEJ06IILZhEeHs5rr73W4va1a98lLW0YKSmDPBSZ95LEU4jzgMlkwmq1ejoMIc7K0qXL2LLlMyorKz0dihAdCgsLB2hV7svlcv8dGhra6zF5O0k8hejnUlJSiIuLY8cOGSsnvN/o0WNISkpm7dp3PR2KEJ3KyXGXUZozZ26L22fOnIXL5SI3N8cTYXk1mVzUjrS0NKKjY5r+Tk1NZe7cC2loaOCrr7Z6MDIhOnbnnXdz9OhRSkqKiY6O5rrrbuDAgf3SbSn6hGXLlnP0aCb79+/zdChCdGrbtq85cGA/t9/+cyIiwjl06BCjRo3m8suvYN26tVIKrA3KtGmTNU8H4Y3uuedeFi5c1Or2goICrrhiuQciEqJzqqpy7733M3r0GIKCgqisrOSTTzbz/PPPSVe78HohISG88857/OUvT7Fu3VpPhyPEWfHx8eHmm3/ErFmzCQ4OpqCggHXr1vLGG6+jaZJifZ8knkIIIYQQolfIGE8hhBBCCNErJPEUQgghhBC9QhJPIYQQQgjRKyTxFEIIIYQQvULKKQGPP/fMD9r+rlt+1k2RCNE1su+Kvkr2XdEXyX77w3V5VvsP/dBF39Affxyy754fZN8VfZHst6Kv6uq+K13tQgghhBCiV5xzV3tvXJ01Xi390Nfq7Hl6qum8t+LvTufDFarsu81k3+1bZN9t1tbzyn7rnWS/bSbHXBnjCfTPLg5xfpB9V/RVsu+Kvkj22x9OutqFEEIIIUSvkMRTCCGEEEL0Ckk8hRBCCCFEr5DEUwghhBBC9ApJPIUQQgghRK84r2a1nw9lK0T/JPuu6Ktk3xV9key3PUdaPIUQQgghRK84L1o8pe6W6Ktk3xV9ley7oi+S/bbnSYunEEIIIYToFZJ4CiGEEEKIXiGJpxBCCCGE6BWSeAohhBBCiF4hiacQQgghhOgVknh2wtfPj8joKE+HIUSXRUZH4ePr6+kwhOgSRVEYmJSIoiieDkWILrH4+BAVE+3pMLyeJJ6duPzaFdz26zs9HYYQXaIoCrffczfLV17l6VCE6JIhw9P4yd13kDZyuKdDEaJLlq64gtt/czeqTlKrjpwXdTx/iA3rPuDbr7d7OgwhukTTNF7950uUFBV7OhQhuuTo4SO883+vk3nwsKdDEaJLPv5wA/t27cbldHk6FK8miWcnigoKKSoo9HQYQnTZgb37PB2CEF1mt9n5Zus2T4chRJeVFBZRUljk6TC8nrQHCyGEEEKIXiGJpxBCCCGE6BWSeAohhBBCiF4hiacQQgghhOgVkngKIYQQQoheIYmnEEIIIYToFX2inNLjzz3j6RCEOCey74q+SvZd0RfJfuv9pMVTCCGEEEL0Cq9u8bzrlp/1yPMuvmwps+ZdCMCm9z9k8wcfoWnaOT9fatoQrrtlDRYfH/Jyj/P3J/6CzWrrrnBFH9QT+67JbOYnd99BbHwcdbW1vPK/L3D08JFzfj5FUZi/ZDFzF84D4OMPN7Lhvfe7K1zRR/XEvpuQksTNt/8Uk9lEblYOLz37HDXV1ef8fH7+ftzw45tJTEnGZrXyz78+S3ZmVjdGLPqansoXLr5kIRdfshCAzzZs5sO1//1B+UJy6iCuv/UmfP18OXkin2f//BQN9Q3dFW6fcF62eH7wznu89/rbuFwuLr5kIat/+iPCIiK6/Dwmk4n5SxZz420/xuLjw75de/j745J0ip5hbWjg2cee4sDeffj4+nLzHT/l4ksWYjQZu/xc4VGR3HjbrcxdOA+n08m7//eGJJ2ix+QezeaZx56kvKyMhOREfv7buxk+ZtQ5Pdew0SP5+T2/JDElmYqycp557ClJOkWP2fT+h7zzn9dxOp3Mnn8RN93+EyKiIrv8PEajkYsWzeeWX/wMXz9fMtL387fHzr+kE7y8xbMnbf10CyVFRVx7yxrSRg5n8LCh7Pl2J19v+ZK8Y8c6XGs1NDyMcZMnMnXWDPz8/QH4eP0GNv53/Q+6EhKiM1arlZeefY6Fyy5l9vyLuPiShUy9YAZfffY5u775jtKSU+1uq9PpiE8cyNQLZjBq/Fh0Oh11tXX8+7kXZF1s0eMKTuTz1z/9mRt+fAsJyYms+vHN5OUe54uPP+XQ/gzq6+ra3dbiY2HwsDQuuGgO8QkDATiek8u/nn2O6sqq3noL4jy17YutlBQVc/2tNzJ42FDufOAe0nfu5ustX3I8Jxen09nutiFhoYyZOJ7pcy7APyAAgC2bPmH9O++dt/nCeZt4Ahw+cJA/P/AH5l2yiAnTJjNu8kTGTZ6IzWbjeHYOx3KOUV9bi8ulYTIZiY6LJSElmYDAgKbnyM3K5oO33yM3K9uD70ScTzRNY/276zi4bz+LL1/GgMQE5i1ZzLwli6msqCT3aBYF+SexWW2oqoKPry8DkhIYkJiA0ehuHXU6nWz7Yiub3v9QTtyi11RXVfPs408xefo0LrpkAfEJA7jmplUAFOSfJCczi4qycuwOO3q9nuCQYBIHpRAdG9P0HDVV1Wxe/xHbvtjaYQOBEN3p6OEj/PmBP3DR4oVMmjGVMRPHM2bieOw2G8dzjnEsO4e60/mC0WQkOjaGhJRkAoMCm57jeE4u699ZR9aRTA++E887rxNPgKqKSt7696t88uFGps25gKEj0oiIiiJlyGBShgxuc5uaqmqOHj7C159/SfaRo70csRBu2ZlZ/PXhx0kZnMqUWdNJTh1EYFAgo8aPZdT4sW1uU1RQyMF9B9j66RYqysp7OWIhwOV08fXnX/LN19vdF/uTJhCfOJDo2JgWCeaZHHY7eceOs2v7t3y3fQd2m72XoxbCfeH07qtv8OmGTUybPZO0EcOJjIkmefAgkgcPanOb2poasg5n8vXnX3L00LmPye9PzvvEs1FZaSnvv/Uu77/1Ln7+fiQkJxETH4fRaETVqdhsdspKTpGdmcWp4mJPhytEk6OHjzRNMgqPiiQpJZngsFCMRgMupwubzUZ+3glyj2ZTW1Pj4WiFcHPY7ez48it2fPkVer2euIEDSEhOxMfXF73BgMNup662ltzsHE7kHsfhcHg6ZCEAqCgrZ/0761j/zjp8/HxJTE4idkB8i3yhvLSMnMyjFBcWeTpcryOJZxtqqmvYvyed/XvSPR2KEF1SUlhEiRzoRB/jcDjIzcqWIUuiz6mrqeXA3n0c2LvP06H0GeflrHYhhBBCCI/SIL7s/EvDpMVTCCGEEKI3aXDpATOxlTrSo+18lXT+lGE8/1JtIYQQQggPmnvERFylHgWFUQVGRp8weDqkXiOJpxBCCCFEL4muVEkpbdnhPD7PSFjN+ZGSnR/vUgghhBDCwwLrFRYcsqDTFAA01f2/0aWwOMOMf4PiyfB6hSSeQgghhBA9zGSHRRkWzA53cun0M1K6ZjQus7v108eucskBC+Z+XqZWEk8hhBBCiB6kumD+IQtBDe60y2VQKVszGtvgMMpWj0bTu28PalBZlGFB3/4qnH2eJJ5CCCGEED1Fg1lZJmKrdE03VawYjj3evZymLSmY8pUjON37TmSNjvmHzKj9dEVYSTyFEEIIIXrI2BMGhhQ3z1qvWphCw8jIFo9pGBFB5bIhTX8PqNAz+6gJtF4Ls9dI4imEEEII0QOST+mZfNzU9HftxBhqZiW0+di6KfFUX5jU9PfgEgNTjhl7OsReJ4mnEEIIIUQ3i6xWmXukOem0poRQuWwoKO3PXK++OInaSbFNf4/JNzIyv3/V+JTEUwghhBCiG/k3KCw4aEZ/euCmPdyHsutGgr6TtEtRqFw2hPq08KabpueaSCnpPwtNSuIphBBCCNFNjA5YlGHGx+5OsZw+BsrWjEHzOcuWS51K+bUjsCYENd00N9NEXIWug436Dkk8hTgfaDA513heFCcWQghPUV0w77CZkHp3kqjpFMpXjcIZ5tO1JzLoKFs9GnukLwA6TWH+QTPh/WB1o77/DoQQHTLZYcVuC2PzjSzbZ4F+WqJDCCE8SoMZ2SbiK5q7xSuuGoYtMfjcns7HQOlNY3EGuseJGl0KizLMBNT37QYESTyF6McGlulYucun6erbz6ay8JDZw1EJ4QEahPaD1iLhvUadNDCs6IyySRclUT8m+gc9pyvITOlNY3FZzljdKMOCxdZ3k8/+M1pVCNHEZIcZOSZSS1qPKUoo1zO8wMD+6H6+Lps47ygaWOwKvlYFX5v7n59NxdemEF6tElqvw6lovDa6lqou9nwK0ZGEUh1Tc5tLH9WNiaLmoqQOtjh7jig/ylaPIfS5nSgOF4ENKosyzKwbXo+9D2ZxfTBkIURHkk7pmJltahrYDuDw0WMPMmE5WQvA9GwjNUYXuaH9eF020a/onbiTSauKn605sfS1qfhaFfxsCj42BZWOW4J0msJl+3zYmmQjM8xBJw8XolNhNSoXHTGjnN6ZrAlBVFyR1mHZpK6yJQZRfs0Igl/Zi6JBRK17daP1aQ24+lhDviSeQvQTFpvCjGwTKaUtf9aVI8IonjcQzaAS/3IGlpO1qChcdMR9xVzsL4M+hRfQIKhOYdRJA6F1OgwuqDNqp1svVUzO7juJWxzuRGFwsYMvkq1Umfvh8jCiV/haFRYeNGNwufdPR4iF8lWjwND9M9AbhkdQedlQgt4+CEB8pZ45mSY+TrX2qQsoSTyF6Os0GFSiZ0aOCbOj+ehj9zdQtCiJ2tTmge35Vw9hwIv7MZZbMbjcB8x3R9RTZZETr+hdFptCRI1KRI2OiBqV8Bq1RSs9QGhd159X8zNBsAUt2AeC3P9rwRYI8oGiKnQfZqBUNgDuZQmv2q3j23gb6TH2PtdyJDxL74RFB8342dw7jsuip+zGMbh8e261obpJcahVVgI2ZQOQespAnVHj60Rbj71md5PEU4g+zNeqcEGWiYTylj/lijHhlFw0EJe55e1OXwMnVg5hwIsH0Nc78LGrLM6w8O7IOhr61+IYwosYHBBeoyPyjETT39q1LE/Tq02JZHNieTqpPDO5NHbU0hSLY2YK6rt7UT8+jKKBwaUw9ZiJ1BI9W1Ks0gMgzoqiwcWHzYTVni6bpCqUXT8KR4Rvj792zYVJ6Kps+G4/AcDok0bqjBp7YvvGuH1JPIXoizQYUqxnWo6pRRekPdBI4eIk6pKD2t3UHmohf8Vg4l/JQHVqBDWoLDho4b/D6nH2j/rEwoN0LgirVYmo1jW1aAbVK03j3zqiWQzgY3S3UsYHog2NQov0h2Af8Dd1z5g5iwHXNePRpiSg+9c3KHnlAITV6bgs3cK+aDs7Btj65KQN0Xum5hhbXPBXXD4UW0pI77z46dWN1Boblv3F7nhyTdQZNI5EOHonhh9AflpC9DF+DQqzs1rWigMonxBJyZwBaKbOs8eGeH8KlqcQ83YmigbR1TrmZprZNLihT40VEp6laBBSp7oTzNOJZkidik47iyTToEMbGIyWGNr0j0h/UHtnB9SSwnA8MB910yHU99JRbE4UFEYWGEkq1fNlkpUcmXwn2jCsQM+ogubu9OrZCdRPiG1/g56gKpSvHI76/C5MORUAzDlqot6gkRfs3futJJ5C9BUaDCvUMyXXhNHVfHK2hZgpvCSJ+oEBXXq6mqGhlFxkI2LTMQBSSvXU5Br71Fgh0Ys0CGxQ3F3l1e6WzLBatWlSRYebqgrEBqElhuBKCkNLDIHYoM7Xre5pehXXwjRcEwage+Ub1H0FgLve7YJDFrJDHHyZZKXWJGOghVt8uY4Z2aamv+tHRFA9P8UzwZxe3Sjs2e8wFNagagrzD3n/pFFJPIXoAwLqFWYfNRNb1dyaqQHlk6M5NTsO7RxnUJZPisJQYSX4m0LAPVao2qSxL6ZvjBUSPcfXesbkn2qV8Bod5rOcWa5F+bdoydQGBIPJi0834X44/99sXDuOoXt1J0qVe/JRUpmeuAodOwba2B9t5ywackU/FlKrMu+wualkly0+gIoVw3utlb4tmsVA6U1jCHvmW/QVDRhcCotOj9uv9NJJo158JBBCKBqMOGlg0nFji5Yla5iFwkuTaIjz/4EvoFB88UD0VVb8D7nHuk3PMVJjckk343nEZKdp0k9joulrP7vWSC3E53SCGYKWFIY2MAR6cFZvj1EUtMkJOEZEo3tzD+rnRwH3MoXuxRjck49Kfb23JUn0HItNYdFBM8bTF1+OIDNlq0ajdTiZrXe4As2U3TSGsGe/Q62zY3EoLD5g4d2R9dQbvS/5lMRTCC8VXOdu5YyqPqOVU4GyaTGUzoxzz/LtDqpCwbIU9K8cxJJfg3JGjc8iL+6uEV2nutzFrnVay0QzsOEsk0w/kzvBPHNcZpClh6PuZb4mnKsn4ZqaiO6lHSgFVQBE1ui4Yq+FvTF2vo234fB8viF6id4JCw+amyoxuEw6ytaMxhVg6mTL3uOI9KN09WhCn9uJancRaFVZnGHmPS9c3cjLwhFCKBqMyTcw4bixxSSNhkgfCi9Nxhrd/eU6NIOO/BWDGfCvAxjLGtC7FBZmWHhnZJ3U+OwPNLj4sInEMj2qxtnNMDfp0RJCmlszE0Mh3K9bV2PxZtrgCBwPLUT9MAP1/f0oDheqpjAm30jyKT2fJ1u9fhKH6AYazM00E1lzumySAuXXjsQR/QN7m3qAPSGI8mtHEvLyXhSXRnitjgWHzHzgZasbSeIphBcJrVWZnWkiovaMVk5VoXRGLKXTY0DXc0eP5hqf+9HXOdzdNVLjs19QNRhYrm93trmmU9EGBDe3ZiaFQnQAqF50tvIEgw7XkhG4Jg5E9/I3qIeKAAiwqlySYSEzzM7WRJtXdmeK7jH5mJHkM1aDq1w6BOuQMA9G1DFrWrh7daO3MgCIq9QzN9PEZi9a3UgSTyG8gOqCcSeMjDthQD0jOaiP8aXwkmRskT69Eoc9xEz+VYOJ/3cGqsNd43PhQQvrpMZnn+ZSITvEweBT7isIDdDGxaOlRbkTzfigHlnir9+IDsD5q7m4tmaje30XSq278sOgUwbiy/VsS7ByMFLWfe9vhhTpGZvfPF65ZsYA6qbGezCis1M3MRa12krAhizAvZ/WGTS+SrR5xT56nl/OCuF54dUqV+y1MCHP2JR0unQKJXMHcHzN8F5LOhs1xPtTsGxQ0wzeqGodFx0xo0ijTp+2Y6CNUh9313Djucc1N9XduilJZ+cUBW1GMo6HL8E1JaHpZrNTYXaWmaX7LQTXecFZXXSL2Aods7Kax3A2DA2janGqByPqmpo5idSekSSPKjAyJt87uq4k8RTCQ3QumJxr5LJ0C6F1zSf++jg/cn80krJpMR4r01EzNITiiwc2/Z1UpmdqTh+cqSya1Jg1PkuxNv2t7sxDOVjkwYj6qAAzzh9Nw3HXHLRwv6abY6p0XLnHxz02W+bk9WlBdQrzDpmbGgLsMf6UXzPCo2WTukxRqFwymPqREU03TTlmYnCx5zu6JfEUwgOiqlSu3OPD2HxjU004l0GlaN5Ajq8ahj3M8zOFKyZFUzYpqunvUQVGRp70jitmcW6K/V0cDm+u0ap7fSe4JEs6F9rwaBx/WIRzURqazv0b1mkKE/KMXLnbh5hKaUXui8x2WHTQ0lSz1hlgonT1aDRvrkPbHlWhfMVwrEnBTTfNzjQxoNyz+6YknkL0Ir0TpmUbWbbPQnB988+vNiGA3FtHUjEp2quuqksuHkj10Ob1h6flGEk6JSfUvmz7QBt21T1uQjlWjvJVjocj6sNMelxXjMHx4AJcyc0TToIbVJbutzA704RJ1mLoM1QXLDhoaSov5jKolK0ejSvI7OHIfgCDjrJVo7BHu1vnVdytuRHVnkv/JPEUopfEVOi4ao8PowqMTeVsnEYdhYsSOXHdUOzBXnhwUxQKlqZQH+c+aCkoXJhpJqpKDh19Va1JY0/sGa2eb++BBsmOfpD4YJy/vRjndRPQLM29AkOLDVy924fUYr17RpfwXhrMyTQRXd1cNqli5QjscV1bitgbaRYDpTeOwXH6HNO4ulGQh8Yky9lDiB5mcMDMLBNLD1haFOquTQ4k98cjqRwX6dW1ETWDSv6KwdhC3ActvUtxtwrUe2/MomO7Y23UGN1d7EplA+r6DA9H1A+oCq65qTj+tBjX+OZJHT52lQszzVySYSZAfjNea3yegdRTzRcNVYtSaRge0cEWfYsr0EzpTWNx+rjfY2O5PB9r7++TkngK0YPiy3Ws2O3D8MLmA5rTrKNgSTInVg7BEeg9K190xOnjrvHp8HGPc2o8aFlsciLtixw69yz3RuqGg1Ba68GI+pFgH5w/m4nj5xeghTRXpIiv0LNijw9jThhQZVitVxlUrGdiXvOxuHZyLLUzB3gwop7hjPCl7MYxuAzu1C/AqrL4oBmjo3fjkMRTiB5gcrgHcV+SYcHf1vwzq04NJufHo6gaFe7VrZxtsYeYyV8xGNfppToDG1QWHDSjl8Vb+qTD4Q6KfU+XV7I73V3uottoY+Jw/HExzouHoJ3+retdClOOmbj+Ox9G5PfBySr9UFSVypyjZ5RNSg2lcumQPnd8Plv2AYGUXz8K7fRcgrBaHQsOmnu1EoPs+W3Q6fVExUQTEx+L2WJBVRTsNjvFRUXkH8+jvq7e0yEKL5ZQquOCLBO+9uaE02HRU7wggephoT16QDMajYSEhRIQGIhOp0NDw2azUV5aRmV5Ba4fOIO5Ic6fguUpxLx1BEWDqBodFx4xs3FIA+0siiO8lQJfJVpZtt/dKqduy8V10WC0JM+symK2mAkMCMRoNqEoCpqmYbPaqKysoKG+wSMx/WAWA66V49CmJKD71w6U4+WAu/t9eq6JlFIDLpcL9XxfIcpDAurdw4YaV/SyR/pSfu2ILq0QpygqAUEBBAYHYTS4S865nC6qq6upKCvHbrd18gy9zzokjIor0gh+4wAAsVV65h4xs3lw7xzHJfE8zWA0MGbCeCZOn0LcwAHo9e1/NKeKS9j9zXds//IrKssrejFK4c3MdpiebWoxTgigalgoxfMTcPr2TCkiHz9fBg0ewsDkBPwD2l8/2OlwUnbqFEePZHIsOwen49yaKmuGhFA8L4HIDbmAu8bntBwjW71kVQxx9goCXWSFOpqWBFRf3Ynztxf3WmtPYHAQsQPiCQ0LxWBo//dhd9gpKynlRF4elWV975irJYbieGA+6hu7UTcdQsE9Uc/XpshPxkNMDnfZJIvj9ERPPyNla8a0mBzWHkXVETcwjqTkJIJCQlB17Vf6qK2pIf/YCXKyjlJXW9dt8f9Q9eNj0FVZCfjoKAAppXrqeuk4ft4nnnq9nrkL5zFt9gX4+Lqv/F0uF8WFhZw4doKa6mo0TcNkNhEdG0NMfBxhEeFctHgBcxfOY//uvbz/1ruUl5V7+J0Ij9EguVTHjGwTPme2cvoaKFqUSM2QkA42Pnd+/n6MnTiR2IR41NOJgtPhoKy0nMqyCmwOK4qqYDZbCAkNJTAokPCoSMKjIhk7aQKH9x/kwN70c2oFrZgYhaHCWdbezQAAIABJREFUSsj2AgBGFhipNmnsjZXZ0X3NtoFWEsp06DQF9egpXN8cQ5uU0KOvGRoRSnJqKn5+zQXYbTYb1ZVV1NfX43K5UFQVH4sF/8AAjEYjkdFRREZHUVtTS1ZmJqeKSno0xm5XZ3MX7T/9pwuNtcPrGC2tnb1OdcG8Q+amknaaXqVs1SicIR3XT1YUldRhg0lJHYzR1LygRnVVNRXl5Vit9WguMOiNBAT5ExQchK+fH6nDhjBo2GAK80+SvnMPdbXeMZ66ZnYCarUVv615gPs4XmfQ2BXfs8fx8zrxjE8YyIpV1xIZEw1AblYO2z7/kv170rE2tN21o+pUEpOTmXzBdEaOHc3IcWNITRvC+2+/x44vv+rN8IUXsNgUZmabmlqMGlWODKN4XgIuS0/8xBRShw5m9MRxGAwGnE4XOTnZHD10hJKiEjSt7UTSYDQQN3AAqUOHEBYRzshxoxmQNJCvt2ylvLS0y1GUXDQAfZWVgIwyAKblmqgxucgKk0GffUmVRSM92s6Yk+4Tqe7NPTjGxIOx++u1Ggx6Bg0dTFRMDABWq42TJ05QmH+ywyFMZouZ6LhYYuJi8fXzZeSY0RQWnCQz4wh2ex+42HG60D27FeX0BC6rqvHh0HpqvbCCWr+nwQVZJuIqm4/N5SuGYR8Y1OFmgcFBjJs8kcAg9+PKy8rJzszkZN4JHPa2Z+coikpIaAgJg5KIi48nOjaWiMhI9u9JJzszC4/X2FIUqi4ZjK7ahmWvexWzycdN1Bk1DkX23Iyj8zbxnDR9KpdduwJVVSkuLOTNV14l92h2p9u5nC6yjmSSdSST9wMDWXr1FYwcO5orrruaQUNSee3FV3A65cTb72mQWqJneo4Js6O5X8IeYKRoUSK1g4I72PjcqarKtNmzGJDonnGZm5XDzu3f0FDf+bhju83O/2fvvuPkqM5E7/+qOvfkrMlBI41GEhKSEEIIBDYZnE2wjdMFxzXO9l57d9/r3WuvvXvX6/UaHNdeFicwGYOQACGhnHMYjSbnnGc6d9X7R4+mlTWho+b58uEDPeqqOjM6U/3UOed5TkNNHQ01dWTn5rDqpjWkpqVx9/vvY8/2ndSfrp1aYxSFzg+UYxypwt4yAsBtp62MmZ10Jkvabjw5UOhhQbcJm09B6RtDfbMK7T2LQ3oNm93OsutXYLVa0TQ/9afraGlqRtev/OHrcrpoqKmjsbaewqIiSivmMic3j9S0dA7vOxBTU5gXoz57CPWs7Uk3VrjoSJXfkWhY1maisvusskl3l+NaOucyRwQGqVbcsBJFURkbGeXg3n30dl95xF3XNfp6e+nr7eXYwSMsWbGMwuIill63nOzcHPZs23XJgYKIGd/dSB3zYqkNDCLcWmvBadJpSg9PLDMrx/hvvHUtD3zyY6iqypa3NvGT7//rpILO8w0PDfH7X/2WP/zmv3E6nVy7cgWf/MJnUKewMFnEnwS3wr1VVm6vsZ4TdA4uz6bxC0vCGnTecse7KSotwuP2sG3jZnZs3jKpoPN83R1dvP7SK1SdOImqqqxeexNzF8yf8nl0o0rbQ/PxZIzX+NQV7q2KXmFiMT0eI+wtOmsf99dOwGDokihtdjsrbliJ1WpleHiYvdt309zYNKmg82y6rtPc1MTe7bsYGhrCarWyfNXKiWVSsUjZ2YDhjVMTr/cWusP2gS4ur6zXwOqmYAa7Y0Uuo+8uuewxxWWlXLd6FYqiUne6hrfXvzGpoPN8Hreb/Tt3s3vbDjweD7n5+ay+5SYUJQbiBaNK/6eW4s0L5AioKNxTZaWsJzy71MXAdxxZi5Zew4c+9iAALz39LK8+9yK+GU7VHNl/kF/++D8ZGx0LnP+jD4WiqSLW6FDZaeQjh+yUDAQnCzypFlo+XknXe8rQrOGbRFh102ryCgtwOZ289drrNDc2zeh8fp+fg7v2cmDXXgCuX7OavML8KZ9HO1Pjczx5yuoL7IohNT7jy8k5Pvrs4+WVXD4MLx4JyXlNJhPLrl+B2Wymv6+fQ3v24XDMbITS6XByaO9++nr7MJvNLFu5ApM5PMl7M9LYj+HJPRMv69N97A/z+jlxcdkjgUL+Z7jL0hi8f+FlE+myc+ewbNV1ABw7eJijBw7NeEazo7WNrRs34Xa5yMmdw/IbrpvR+UJFtxrP2d1IReGu01auaQ/9Z9qsCjwTEhN54BMfA+D1F//Kjs1bQ3bu9pZWfvufP8fr8XDD2jVUXrMoZOcW0Zc+pvDeE1beVWfF4g/eqAaun0PjF5bgKEsJ6/ULSooomz8Pn9fLpg1vMRjCagqnTpzkyIFDqIrCDTevwWyeelF7b9p5NT7dKvdKjc+4oiuwsyRY+kXZWgc1M0/gmbdwPlarlaGhIY4dPITfH5qpRc2vcezQYYYGh7BYrcyrXBCS84bMsAvj41tQvIFfgn6bxtvzXFL5IQqSnYFZKqMW+OH7Mu30f2opGC8dAplMJpavWomCwqnjJ6mtPh2y9owMDbN98xZ8Ph9FJSXkFRSE7NwzoSVbcC4LLjtQUMgaDf2o56wKPD/w0QdITE6itvo0m994K+Tnb2lqZsMrrwFw/8c/is1++Qw5EQc0uKvKwkOH7RSetRjdk26l+VML6b67BD0MSRhnM1ssXH/jagAO7TvIQF9/yK9x/NBRejq7AlOiN66c1jlc+Ym0f7h8og5czqiBO05bUWSP6rjRkuanKS2QVKAAxp9tgRnUfs3MyWRObh5+zc/JI8dCFnSeofk1Th49ht/vZ07uHLJyYmSLQ9+ZZKLAyK7boLO+0ol31mZVRE+CCx48bJ+oOKLZTfQ9ci26/fIj5EuWX4vNZqO/t5eqYydC3q7hwSFOHDoKwLUrl0/rgT/UTC1DJG4JzqS1JfvYNN99mSOmZ9YEnvlFhSxbuQK3y82z//OnKa8tmqytGzfTWFdPSloqN73rlrBcQ0TO/UdtzO03cabanq5A/+pcGj+/BGdxckTaULloETa7je7OLk6fPHXlA6ZFZ9fWHfh8PsrKy0lJu3yG56WMVaTTfXfJxOvSfiNr68xRT94Uk3cyx4M+/hemjLhR/3vPFY64tLnzAuuGG6rrwrbxhtPhpG48MW5uxbywXGOq1L8cRD0VSCbSgY3zXQzZ5Jcg0kw++OihBMzaWffvTy7Bn5Vw2eMSk5MpKitF8/s5sGsf4bqB1dfW0dPdExixX1ARlmtMluL0kvbHYyj+wPfaY/fz6qLwbNwwawLPG2+5GYDd23bQP43SMZOl6zobXg6Met6w9iZJNIpzh/KDH8IArtwEem4rQjdF5u9VVVXKKwMfpof3HSCcEdzI8DB11TUAzJ/BtOXgyjn0r86deL2oy8yd1RYJPuNEQ4ZGvy04MqnuqEc50THl86Smp5KQmIDb7aaluTmUTbxAW3MLbpcLu91OWkZ4kvsmS9lRj+Gt6onXe4skmSha/CqMWIN9WdHB1DJ8xeNK580FoLG+kdHRkbC1D3ROHg6MehaXl0Qv0UjXSX2hCmN/4OHQY9B5Y4ELLUzNmRVRkdVmm1ggvGvL9rBfr7b6NN2dnaSkpbJwyTVhv54In7osP6czg/XMbO1jZL/RGLHrF5WUYLXZGOjvp6erO+zXO10V+MAsmTf3sjvJXEnP7UUMVwYL55f3mbijOvpTSWJyXl3kZMQc+MBWdDD8cgf0jE7pHAVFgZJf7S2tYZthOkPXddpaWwHILyoO67UuR2noOyeZqC7Dx4ECSSaKFk2Fvyx10msPBv4p62qwHum65DEGo4Hi0hIAGmpqwtxC6O/rY3BgEIvFSn5RdNZ62ve2TdTxBHhnrpvhMI7Qz4rAs2zeXMxmM/U1tfR2h//DG2Dvjt0ALFi0MCLXE+HzdoWbfYXBpIu0fV2k7uuMyLVzCwMjh1OusTlNw4OD9Hb3YDaZyJzJejlFwZsWDDR1dGqy5AM4Xjgs8MISJ2Om8eBz1I3xia3gmXxR6fTMDAA6WtvD0sbzdbS0j183PDuFXdGwC8PjW1F8gZ9Zv83PpnJJJoo6FZ5f6qQ9ORh8pj1zHFPjxRM00zMyMZlMDPQPMDx05dHRUGiqawAgJ+/y9UTDwdg5SsrLwRH6EzlearPCVzweZkngWVAcePJuqm+I2DWbx69VUFwYsWuK8NlX6KEmMxg4ZW9oxF4X/j2j0zMzAeiJ4PaAPT2Bh7P0rIxpn8Pc4yB9dzA431vooTFDCmbHE4clMN3mH88OU5oGMPzPXpjE6KXNbsNoNOJ2u3FdYhe4UHO73bhdLowGQ+Trevo0DD/fhtIfSCZyGXRer3RJMlGM0FRYv8DJwPi0u+LTSH/yMIbeC8t6pWYE1rf39fZGrH0DfYFrpaVF9qFJ8fhJ++PRiYelPrufHaWhTyY636wKPFubWiJ2zbbmVjRNY05+Hgaj3H3ingKbyt10JY7XOdQh7/kazL3hSZiAwJRPcmoqmqYx0B/6TPZL6e8JrIHOSM+c3gl0nZx1DShaIEDpSPJzQGoXxqXOZI3tZ30QqTsbUDdeuaxMcnKgvNjocGRGjM4YGQ6sx0tKjkzi3xnqMwdRqwMPbDrwVoUrrFOVYurcJli3yIljfBTf4PCS8buDqGOec96Xlh4I/gYjeM8dHBhC1zUSU5IwGMNbJeVsya+cwtQV2MbVq+q8WeHCF4HLz4rAMyU1cBOczm4DyakpE4HrVLjdbkaGRzAajSQkXj6DTsQHvwHWV7oYHV/7ZnD7yX/6FKojPEGVzWZDVRScDifaNIoWZ2RlYrNNvaTX6PiHty1heuXAko/2Ym8OnENDZ8tct0w3xrETc3xUZQf7uPr0AZTqS6+RA7BYA8ssHM6pF4pXFIX0zAyUyxT2vhTH2Nj49SO3CbqyrQ7DxuBU5Z5iNy1pkkwUi4atOusrXfjUwEOBsddJ+pOHwRv8+zpzz3SMjE35/BarhbSMqY9a6rqGY8yBgoLVGpkyjLZDHSTsDS6D2VbmZsAemYclZc2aG6Z0pR//5olwtUXEkG997rFoNyHkQtV33VVttH/iV+jOwIdx4g3zmP/Hr6KaZWTbNzDK8Xf9I77+QCJKyv9aS8a37o1oG6Tvhp7m9tLxyV/jPh5I4DFlJrPszX/Ekhel9ZQxYuRQPUc+8EN0d2BNXMKd15D9k49NK2iWfhs5Y28dp+vrf5pYNpL+3uso//lnUdRZMRaHq76LY/d8H20sMJuReN+1ZP3rQ9PqtzD1vjs7fspChJClMp/sfwluizq6u4bmf3g67Jm78aD1Ry9NBJ3G3FTS/ub2KLdIhIJqMZHz04+jpgdmb7y9w1Q9+gSae/YuofD0DHHykccngk7TvByyfnD/tD+8ReQk3LGY9G8HH4j7X91Py49ejGKLIkdze6n50m8mgk5jUQaZ3/tgRPvttIdo4unp7NEvf5HKaxbx+1/9lqMHD0fkmmazmR/87Mfous7ff/mb+HzhzRILlVh9Qg2lUPXd5cUmbmgKTCn2PrODk/2tDNyQe4WjJs9oNPLApx4GXecv//NHtBnsIDMVJXPLWPOutbQ2NbPlrU2TPs7WPELRM8EdPv6a0kHj174RjiZelPTd8MvLM/C+ASuqrjByqJ5tn/gX/I/ccMH7cnLnsGjpNfR290TsnguweNm1ZOdkcfLYcTrbpl57dNJ8fgz/723UjgEAXEadPybVM/z1b075VNJvo0SHm3LNLOkwA9Dxyzeo6mpi8bc/Qn5hPvt27aa1Mbz1Z89QFJX3PfBBVIOBV597MazxQvIrp0g8Fsh38Ss6z6a10DuNfgvT77uzYsSztSnQefKnsVZzuvIKC1BVlc72jrgJOsXUHMz3Un1WiaCsN5tIOD0QsvP7fD5GBodQVZW09MgVxU4bL0czpaxOv0bO6/UTL+vTfTRmyDq3q017iv+c/dzVrXUo71xY63BkPKkoKTkpYm0DSE5OBAh7GRz1zwdQTwdyBjR03povyURxR4EdpR4a0oKfzykvnaL3zYMAEd2IIDk1GdVgYGR4JKzxgvV4N4nbg0nWO0s89CZGvtrI7Ag8mwM/6OKykohds6g0cK0zQa+4CimwudxNR5L/zEvyXqzB3D31hIpL6Rsvs5GRnRWyc15JVlbgWv29k9/hK21PJ5buQIa/V9XZXhb+khwiOo7mejl91gOX4Q/7UWrPTdx0jDnw+f1YrFYslshsHGA2m7HabPj9fhyjU08MmSxlax2GTcFge3exR5KJ4pSuBCoQdCcEq5U4f/g6Y8ebSc+YZlWPaUjPCJSuG+wP3cDF+QwDTlKfDc5I1af7OJYbnaUysyLwbKipw+v1UjavfOIvONyuu3EVADVV1Vd4p4hnmgobFrgYtgSeGlWPRsHTpzCMheYX+kzx7bJ5kdmDOik5haw5Ofh8vknXDjUOusnc0jrxem+Rh1GLjP5ctZTAziY9Zz6s/RqGJ7bB4LmlxQb6AuVo5uSHbvnJ5czJzwPCWwZHqevF8Pu9E69rMr0czp+961yvBj4DrFsYvIcrbh/Vn/wZCW6FxKTIjNgXjQ+KdXeFaWMSv0ban46hOgOjqSMWjc1R3NxgVgSejrExjuw/iKqq3LB2TdivV1JeRl5BPiPDwxyL4PomER1Oc6BYtGe8RIdpyEP+X6onivLORHN9I26Xm4ysDDKywv8EXr4wEOA21Tbg9Xiu8O6A7A2NqN7A99pr90ftKVpEjs8QeOByGceLyw86Mfx8G/iCI39t4/uz5xdFZhON/MLAdoMtzWGq1zzoPGdnol67n83lUirsauA066xb6MJtCPRnb/cQ1Z/4GcV5+WG/dmp6GukZGXg8nrDVGk96sw5z0xAQXBrinv6OyDM2KwJPgJ3vbANg9a03k5KaGrbrKIrC3e+7D4A923bin0b9RRF/+hM03qpwoRO4cdlaR8l5rX5Su7xcjqZp1J0OFOxesmLZjNt5OQmJCZRXVABQXVU1qWMSq/tJOmtd65a5brRZc1eZ3UasgYLT2nifV2t6UJ8+OPHn/b39OBwOrFYreUXh/QDPLcjDZrfhdDgnNkAIKZ8/sDPR+Kiuy6izoTIyxbZFZAzYNTactVOXs7oN379txB7mupqV1ywGAjsrTqde85VYTveRuLlx4vXeYg+dydHdRW7WfEQ0NzRy4sgxbDYb93/io2G7zg1r11C+oILR4RG2vf1O2K4jYk9T+rmJFylHe0nfMfN9qk8ePYHb5SavIJ+588M35b7q5jWYTSaaG5onpkkvR/H4yV7fOPH6RI6Xrijf0ERktab62V0c7POGt0+jbKubeN1wOvD/5RUVWMNU1N1itTBvQeCBqb6mNizXUP90ALUmmEz0ZoWLYassJ7natKX6eac8uD59ZFsVhRvbIEx/1YWlxczJy8Xj8VIbhmV56rCb1KePMx5L05Lq42AMLA2ZNYEnwAt/fAbHmIPKaxax5l23hPz8c/Jyec+HPwjAi3/+C2OjoyG/hohtR/K8nDxrl5esTS0knprZmjO3y8X+XXsAWH7DSpJTUmZ0votZsHgRufl5uF0u9u7YOaljMre0YhoOBB0Ok8buYkkomo0O53upzTgr2eipvSgNgVHHrs5Ouru6MRoMLFy6OOS1AhVFYeGSxRiNRnq7e+jqCP0aOeWdWgybz0omKvHQmiozWVer6mwfewvPCj5fOUDx0dBXSUhMTGLp8uUAHDlwAJfLFdoLaDppTx/HMBq4R4+ZNDbOi42lIbMq8BweGuKlp58F4P0PfZgVN1wfsnNnzcnhc19/DIvVwsE9+yNau07EEAW2znXTlhz8YMp9qRZLx8yybBvr6mlqaMRsNnPbvXeSlBy64LNsfjkrblgJwN4du3FP4gZo6RojbXewTuLOEk9U1wyJKFJg0zw3ffbxZCOfhuHxrTAc6EenT1ThdntITUvjmmVLQxZ8KorC4muXkpaejsfj4dSJkyE57znXqO3B8Id9E69PZ3o5nBf9ESMRXvsLvZw6awDB+8c9FLaGrsxRQmIia267BZPZRHtrW1jqhSZubsBSGxj00NHZON+N0xwbo/SzKvAEOLR3P6+/+FdUVeWjj3ySO95zD6phZj+GBYsX8qVvf43klBRqT1Xz7FN/DFFrRTwKZLo7GbKOZ7p7NfL/Uo1hZHLJOpeya8s2ujo7sSckcOd77yY3f2br5lRVZcnyZaxeexMAB3fvo7mh8coH6jo56xompm/akn2czpJatbOZzwDrFwSTM5R+B4ZfbAe/hsfj4ciBA3h9PjKzs1i2csWM91K3WCxcu3I5WTlZ+Hw+jhw4iMc9s9+vCww4MDyxDcUf+D3uSRifho2BESMRZuOVG1pTgvc17Rdbma+noSgzixeycrJZe/u7sdvt9Pf0sH/n7pm29gLmhgGS3ggueTlQ4KUthkbpZ13gCbBpw5u8+lxge6y73ncfX/nOt8gtmPqHuM1u46FPfZzPfOVvSExKourYCX73xK+kYLzAbYJ1lc6JD2LT8Himu3f6ayD9Pj/vbNhIe1sbVpuNd99zB6tuWoPJbJ7yudIy0rnr/e/hmuVLAdi/cy9Vx09c4aiAlEPd2FoDy0j8is6WufJhLGDYprNxvmtiOZx6qgv12UMAjA6PcmjvvsDIZ3oaq25aTW5h3rSuM6cgl1U33zgx0nlo335GhkZC9F2M856bTOQ06mxYIMlEs8mZUnlnRvJ1rx/nP7/GjfOuISVt6sXljSYj1668jpvefStWm5Xuzi62v7M15AnIypiHtD8dmxgYaE/2s68oxA9lMzTtLTPj3Za3NtHW0sqDn3yYguIivvl/vkv1iSp2vrOVquMn0PyXDhDyCvJZfevNrFi1ErPFgtfr5Y1XXmPLW5tkv24xYdAeSEK476QVFQVb+xhz/lpHx4fKYZrTjT6fj3c2vE3lkoUsWbaM8gXzKJ5bQkNNPTWnTl22ALGiquQXFTC/cgG54zUPR4ZH2L1tO90dXZO6vmHMS9bG4LTQoXwvg3bp8yKgKd3P3iI3q5oDReMNb5xCL0lHX13K6PAo+3buYsGihWRmZ1G5aBElpWW0tbTQ2daB5zLlu0xmE7l5eeQXFWKzB7KM+3p6qDpehccd+rXFhj/uR60NbN5wJploRJKJZh2PEdZVuvjwURsJXhX/kIP2x57k5r/+HYN+F/U1tXS0taPrl44XklKSKS0vp6isBJPRiKZpnDx+nNqTpy973LToOqnPnsQwFPidcBnHHwZjbGBg1gaeALWnTvPv//RD7v7Ae7nh5hupWFRJxaJKvF4vHa1ttDa1MDY6iqZpWKxWcgvyKCgqJCExceIcp0+e4qVnnqOnc3If3GJ2aUnzs73Mw9r6wAdx8ok+PJk2+m4pmPY5dV3j5JHjtDa1snL1Kubk5zJ/YQXzF1bgcjnp7+1ncGAAr8eLqqhYrTbSMtNIS0/HYAwM2fh8PmqqT3F03+EpjdBnvdWEwRV4Qh+yahwoiK0naRF9Bwq8ZI8aKO0PfLwYntyDLz8VitLwuD0cPXiYnNw5zJ1fjs1uo7xiPuUV83E6nAwNDeFyuNB0H6pixGq3kpySjN1unzi/y+WirromLIlEAOrmGtQtwez4XSWemJqmFJE1atV5faGLDxyzYdIU3C19nPr0z1j4/LfJuvlGNL+foaEhBvsHcbtcaLqGyWQiOTmF1IxULJbgspKe7h6O7D/ASJi2dE3Y3oLtZHDjj7fnuWJyM49ZHXgCuN1uXvnL87z56utcd+MqVt10I3PycikqLZnY9vJ8o8MjHNq3n11bttMtAae4guO5XtIcCtd0BqbEM7e04sm0MrJoZgXhhwcHeXv9GySnpjKvsoKSuSVYrTbyCvLJu8TSkcGBAWqraqivrZ10gfgzbA1DpBwN7t++tcyNX6YexfmUwAfeh4/aSXOqKB4/xse34vve3ZAYeADr6uikq6OTjOxMCgoLSctIx2a3TYxmnk/TNAb6+mlrbaG3q/ei7wlJ02u6Uf+4f+L16SwvRySZaNbrSdR4s8LFPVWB2SvHkSYOPvzvzPuvL5CakU5aeuDfi/G43bQ0tdBQWxu2gBPA1DJE8rrTE6+P5HpoSo/NB6ZZH3ie4XQ42LZxM9s2bsZqs5FfVEBeQT5Wmw1VVfF4PPR0dtHa3BLW/VTF1Wl7mYdUp0rhUOBXbs4rdXhTrbjyE69w5JUNDw5yYNceDuzaQ0JiAmmZGSSnJGM0mNB0DZ/Hy0B/P/19fXg90/sQVXwaOa83TLyuzfDK/tTikjzGQILdh4/YMWsKSs8ohl/twP+NW0ENphb0dffS192LoigkJCWQmJyExWpFVVQ0XcPjcjM6PMzoyFj4lzENODA8fl4ykaxfFuOa0v1sK3NzS31gBFPb28CBL/0cx/2LSE1LIyUlDaPFiKqo+Pw+xoZHGewPbKIQborLF1jX6Q/8jnQn+NlVEruzURJ4XoTL6aSuuoa66porv1mISdAVeHOBiw+NjwKpPp38v1TT9JnF+JItIbvO2OgYY6MzK910MWm7OrD0BcrjeAw620tj96YmYsOAXeft+S7uORUYxVSPd6C/cATtgQt34NJ1ndHhUUaHo1T72OsPbIc5XgLKadRZL8lE4jwncn2kuDxc2x6YvUrc3ow/3UbvzUX0dvdc4egw0XVSXjiJsS+QCOcxjO8oFsOp4zHcNCGuLm4jvF7pnNjf2jjqJf+ZahRPbI8cmvpdZGxrnXi9p8iDIwbXDYnY05DhZ/9Z64AN606i7At9zcIZ0XUMf9iHWh8oeq8pOm9UuBiVZCJxETtLPNRlBNfFJ79ajfV4d9TaY9/bhv1wcMnfO3PdDNtiu+9K4ClEBA3ZdDZUuNDGa11YOx3kvlw34z3dw0bXyV7fgOoLTuEcz5U1b2Ly9hV5aEoLflAbfrsL2gaj2KJzqZtrULcGax7uLPHQLslE4lIU2DjPRWfS+IYJOqT++Rim5qGIN8XYOUryK8GtNk/keKmNg5rKEngKEWHtqX7PEDl3AAAgAElEQVS2lAVLwCSd6idzc0sUW3RpiVX9JNYFbqg6gZqdsVaaQ8Q2XYGN810TGyoobh/Gn22Fsegv11Cqu1H/FEwmOpXl5ag8WIkr8BsCs1dnbxKS/uRhDP3OiLVB8fhJ++NR1PHa0H12PztK42PbYgk8hYiCqjk+DucFP3gztreTfDRKa4QuQXX7yNnQOPH6WK6XnqQQ150Ts4LbGNjZyKuO72zUNYLhNztBi+JIf78jUCT+rIQM2QxBTJbLBK8tDC6dMox6SP/dIRRHZB5ckl85hakrsJ7fqwbWdcbLmmQJPIWIkl0l505B5rxaj7UlxDuwzEDm5laMo4Gb6JhJY2+M7X4h4kt/gsamecERGfVIG+orx6LTGM+5yUQOk8aGSpeUBxNTMmTTeb3SiX986ZSpe4z0p46AL7wP6LZDHSTsbZ94vb3MzUAcbeQhgacQUaIr8Ob84JZsqj+Q6W4cdEW5ZWBpHyV1X7BA945SDx6pgSFmqC7Tx6GzRvoNrxxDOdR6mSPCQNcx/H4vakMwmejNitgstC1iX2eyxttnPVBZ6gdIffZE2NbtG3odpLxQNfH6dKaXquzYX9d5Ngk8hYgirxFer3ThPJPp7vBR8Ew1ijuKyQ2azpx1DRN7/Tan+qjNjK8bm4hdu0s8tKSclWz0m53QEb7C2udT3z6Nur1+4vWOEg/tKbKERExfbZaPXcXB4NN+qJOkN+ouc8Q0+bTAus7xz4dBqxaXy0Mk8BQiykasOuvPmq6xdDvJe7EmauvfUvd3Ye0IrB3yKTpby+LvxiZil67AWxUuhi3jyUZOL8bHt4Az/GvjlOou1KcPTLyuyvZyTJKJRAgcyvdyIifYl5LebsC2ty2k10hedxpzW2A5ln98pN4bhzNREngKEQM6kzXeKQ8+MSfWDJK1MfL1Dg0jHjI3BTPsDxR6Yr4mnIg/LhNsWODCdybZqH04UGYpnGXF+sYwPBFMJupK9LM1DkeLRIxSYOtcN02pwdH81BeqsJzuC8nprce7SdwevDfvLPHQmxifI/USeAoRI6qzfRzMD65/S9/dQcqhyBYmzn6zCcN4QfsBq8ahfBkNEuHRm6gFtqQcpx5oQV13IjwX8/gCyUQjges5TBobFrjwyyegCCFdgTcrXPQmjNf41HTS/nAUY8fMkkYNvQ5Snzk+8bo+3RfXI/XyaydEDNld7KE+/axM93UN2Bojs/7NXjtI8ong0/nWue6Y3nZNxL/T2T6O5gYfttTnj6BsD/HaOF3H8NRe1MZ+ILgz0ZgkE4kw8BphXaWLUfN4jU+Xj4zfHUIdmkLSqKZjahkicXMD6b/eT/b/2zGxrnPErLG53BXXI/VxuDpAiKvYeLHtDx6zkTVmQNF08p87TdOji/GmW8N3Wa9GzvqGidfVWV7aZPcWEQE7SzxkjBnIHzagAMbf7kZ//STaqhK05QVQkArK9D9l1Y3VqDuCfXtbqZsOSSYSYTRm0Vm3MHAfN/sVDENuMv77ML1fvA7depGwS9cxdo9hqenHXNuPpX4A1XnxhM6tZW7cpjB/A2EmgacQMcZngPWVLu4/YsPuVTE4feQ/c4rmRxajXeymFQLp29swDwSmIV0GnZ0lUrNTRIamBrYg/OQBO8r4MI7SPozhpaMYXjqKnp2ItrwQfUUB+txMUCc/DK9UdaI+fXDidVW2lxNzpEKDCL++BI03Klzcd9KKioKpfYS0Px2j/9NLwaBi6HcGgszxfw0jl7/n6uh0J2r0xem6zrNJ4ClEDBq16Lxe6eIDx2wYdQVLr4u852to/dgCUEM7x2LudZKxI1iMeHeJG6dZpiFF5LjMOgfzPSxrMwOgnjWPqHSPYthQBRuq0JOt6Nfmo60oRK+cA+bLVHzvHcXwi+0omiQTiehoSQvshvWuusBslfVUL1k/2Y3i0zBeYXvNMZNGa6qf1hQ/bal+TH6FAZt2VfRfCTyFiFHdSYGdXu48HbhpJdQPkf1GI933lIbuIrpO9usNEx/OnUl+TubIiJCILL8Ke0q8HM/14THoFA8YKe03UDxgxOw/KwgddqFsrUPdWoduNaJfkxcIQpfkgd0cPKHHh/HxbZJMJKKuao6PZLeHFa2B/mnqHrvo+1xGnbYUP20pflpTfAza9POCzKtnMEACTyFiWG2WjzSnh5UtgZtW2r4uPJk2BlfOCcn5k4/1kjCevKShx2UxYnH1OJPwU5vlozbLh6q5KRgyUNoXCETt3mDkqLh8KPuaUfc1oxtU9Moc9OUFaNfmY3juMEpTIJnIr+hsWCDJRCJ69hR5KOo3kOUIjtB7VZ2O5OCIZm+Chj5L7r0SeAoR4/YVekhzKJT3BVaUZ29oxJNuxTE3dUbnVZ0+st5smnh9NM9LX0L8rx8SVw9NheY0P81pfrboMGdEpbTfSGmfkVTXWUGoX0M53gHHOzD8ft8559he6qYzWfq1iCIFtsx1896TNoYtGjvG++RsrRoigacQsU6BTfPcJLtVskcNKDrkPV9D86OL8WTapn3arE3NGB2BafVRs8beIkkoEjFMCWy00JnsYVexhzSnSllfYDQ0e+ziaz1PZ0oykYgN3ckaT60cw6cy62eVZmm8LUR88Rng9QXB2nAGt5/8Z6ovWXLjSqwtI6QeCBan31bmxneZPA0hYooCA3aNA4Venr/Wye+vG2NbqZuuRD/6+Fo4r6qzaZ4sHRGxw2dA+iMSeAoRNxzjme7e8W0Gzf0u8p47Df4pTiNqOjmvB+saNqT5aEiXmp0ifo1adI7leXlhqZM/LRujI8nH9hLZAEGIWCS/lkLEkd5EjbfnB3fASGgcJmd945T2uE7b04m1ywEERoW2lcmokLh6DNvhpSUuqnJlil2IWCSBpxBxpj7Dz+6i4B7XqQe7SdvTOaljjUNuMt9pmXi9r9DDqFWyfYUQQkSGBJ5CxKGDBV6qs7wTr7PeaiKhZuCKx2W/0YjqDUzN99n9HM3zXuEIIYQQInQk8BQiHinwTrmbzqTA2kxFh9wXajF3Oy55SEL1AEmngsHplrmyBk4IIURkyceOEHHKr8L6BS5GLOOZ7p5Aprth7MJRTMXjJ2dDMKHoZLZXahsKIYSIOAk8hYhjTnMg091zJtN90E3es6dRfOcGlRlb2zANBep0Oo06u0rcF5xLCCGECDcJPIWIc30JGm9VuCbqF9pbRshZVz+R6W7udpC+u2Pi/TtL3LhNUWmqEEKIWU4CTyGuAk3pfnaWBHceSjnSS/rODtB1ctY1oGiBILQt2U91tpSZEUIIER2yZaYQV4kjeV7SHSqV3YHhzMxNzRiH3NhbRgDQFJ2tc11Ss1MIIUTUyIinEFcLJZCp3pYczHRP3d818ceH8r0M2KVmpxBCiOiRwFOIq4imwhsLnAxZA8lFZwY3R8waBwo8lz5QCCGEiAAJPIW4yrhMsKPEdc7XOpP8+AxRapAQQggxTgJPIa5Cjeka+wrc6OgMWDXeqpDySUIIIaJPkouEuBopsK/YS0O6L7AXuyQUCSGEiAESeIZQolvBp+q4pEaiiBG9SZJMJIQQInZI4HkFNo/C8hYTxYNGuhP9OMw6Jr+CUQOjNv5fv0KCRyHZpeBX4dmlDoYke1gIIYQQ4hwSeF5G3pDK6kYLOaOBrIxU15WXxKoaLOwysatUMoiFEEIIIc4mgef5dCgYMrCixUz+8PTSgJe0m6jJ8tGbqF35zUIIIYQQs4QEnmfoUDRo4LoWM3NGzgs4FTAUZ6IszsOZoOJTQDcb0M0GMI3/16Bg/fNhjJ0jGFC4s9rKc0sdeOUnLCIoOSWF0vIy0jMzMJnNaJqG2+2mo6WNpoYGvB5vtJsoxAUURSEnL5fislISEhMwGo34fD4cY2M01TXQ2d6BrsvyJRF7TGYTRaUl5BUWYLFYUFUVr8dDf18/DbV1DA8ORbuJMUfCIh1K+g1c324jc/jcP1KMBrIeXEPBl+/FWpw98XXH2Bh9vX00NzQwPBg8yPmFG0j80WYUt49Ul8rN9RY2zZcyNiK8CoqLWH3LTcytmEdmVtYl3+f3+2lrbuHk0ePs2rKdsdHRCLZSiHOpBpUly5exfNVKSuaWYU+wX/K9ToeDxrp6Du7Zz5EDB9H8MpskoseemMDqtTexcMliCoqLMBguPTva19NL3ekadr2zjZam5gi2MnbN3sBTh7I+A9e3W0kfObfWjGI2kvqh6zHfvwI9I4EW5wDG2hESU5JIS0/HnpCAPSGBwuIierq6qD5ZxcjQCFp2Is6PLMX+1AEAFvSYaE31czrbF43vUFzl8goLuO/D76diYeXE11xOJ43jI0QetxtFUUhITJh4Ii8qLaGotITb7rmTHZu38vb6N3A6nNH6FsQspCgKy66/jrvffx/pmZkTXx/o66ehtp6B/n78Ph8Gg4G0jHRKy+eSlpFO5TWLqbxmMfd+8H1seOU1Du7ZJ6OgIqKsNhu33XMna959C2azGQBN02htbqG5vpGx0VF0XcdssTAnL5eSuaVkZGWSkZXJ9WtWc7rqFOteeIW25pYofyfRNesCT0WHub1GVrSayHCc+5SiWIwoty1g9JYiBpMs0N0K3ecdrygkpSSTV5hPYUkxWTk5ZOZkU32iioaaOryrivCc6sa8J9Cx1tZZ6EryM2STG6QIndvuvYu73ncfqqricjrZvW0nh/buo6O1HU27+GiQxWqlbN7cwJP60mu49a7bWbH6ev7nF/9FU31DhL8DMRvZ7DY+8blHmb9wAQDdnV1se3szVcdOMNg/cMnjUtPTWLB4ITff9i5ycufw0Uc+yXWrV/H7X/8Op8MRqeaLWayotJhP/83nSE5JAaDq2HF2vrOd+ppa3C7XRY9RFIXcgnyWXb+CG9bexPzKBcz/hwW88cprvLVuQySbH1NmTeCp6DCvx8iKVjNpznOz0xWbCe3d8xi+qRg9xXrZ8+i6zvDgEMODQ9RV11C+YD4lZWUsWLSQpOQkjh08gvOhazE09GPoHsOsKdxRbeXFJU402SdKzJDRZOLBT36M5atWomkaWzduYuO6N3CMjV3xWLfLRdWxE1QdO0F+USEf+Mj9lJbP5Yvf/ArP/v7PHNyzLwLfgZitMrOzeeSxz5M9J4fR4RFee+FlDuzeO6lRy8H+AXZv3cGebTtZvmol77n/A8yrrOAr3/0W//3zX9PT2RWB70DMVsuuv44HP/UwJpOJxrp6Xnnm+UlNm+u6TntLK+0trWxa/xa333sXN9/+Lu56/3vIzp3DX576Ez7v7Ft3f9UHnqoG88cDzpTzyiGpCRbsH1xBx5I0tETzlM/t9XipOnqC/p4+ll63jPzCQux2O3u278LxyPUk/ts7KH6d7DEDNzSZ2SkllsQMmMwmPve1xygtn4vL5eLPv3uKk0eOTetcbc0t/PLf/5P3P/hh1rzrFj726KdISU1h8xsbQ9xqISC/qJDPf/3L2BPstLe08uTPf83AZUY4L0XXdQ7s3ktt9Wke+dLnyS8q5Cvf+Sa/+Y8nZP2cCItb7riN9z7wQQB2vrONl//y3LTWGDsdDl59/iVqq2t4+LOfZtn115GemcGvf/I4Hs/sig1iOvD88W+emPaxusfHyMsHGPyvzfjaB8/5M0OyjdxHbif3s3dgSktkyUwbepa0jAzufv97AGi35dD4vWcAuLbdzN3/5/PYb66Y9rm/9bnHQtJGEX4z6buTYbVaeeRLnw/pOe/78Ae478MfCOk5z5C+Gz/C3XfzCgv4+3/5fsjOZ7Pb+erf/23Iznc26bfxI9z9FuDGW2/mxltvDtn5istK+eETPwnZ+c4Wy303pgPP6dDcXkae38fgf2/B33luGQNjagK5n72D3Edux5hy6QzKUMn9zB0MbTvJwMajAHT/3bMUvPhVjFnJYb+2EEIIIUSsiYvAczKRu9EPCztNLGszkeA9d0pdSzTjua0c99oy+mwKxze/Ha6mXkC5o4DEfadRh1xo/WPseP//5dVFLlCufOwZkXiSE+ER6qdORVHClskbjnNL341f8dJ3pd+Ks8VLvw3XueOh78ZF4Hk5Jh8s6jRxbbsJ+/kBZ7IF9+3z8NxcCpbofKt6kgXHp68j4WfbUXQoHDKyvM3EwYLZt6BYzFw4y8dIaRoRTuHqX9JvRTjJPTf04jbwNPvgmg4TS9vNWH3nDh9qKVbcd87Hs6YEzNPb9jKU/BVZuO+qwLqhGoDrm820JfvpSpYiyEIIIYSYPeIu8LR4YUmHmWvaTVj95wWc6bZAwLm6GEzRDzjP5r5vAcbTPRjr+1F1hTtOW3n2WgeeuPsbEEIIIYSYnrgJe6xeWNpu5poOE+bzA84MO667K/CuKgJjjBbLNKg4/tdKkn64CcXpJdmtcmuthTcr3FNa7ymEEEIIEa9iPvD09Y6wusHM4k4TJu3cCM2fnYD77gq8KwvBEKMB51n0DDuOjy8j4b/2AlDeZ6Kly0/VHNlSUwghhBBXv5gNPO1uhd5/eZWR5/ayzHVucXf/nCTc91TgXVEAanwNF/qW5eO+qQTL9kYAbmqw0JnsZ8A+OxcZCyGEEGL2iLlhwkS3ws11Zj5+wM7wH3agu4LZ3/78ZMY+cz2j/3BbYJQzAkGnPcFOemZ6SM/pun8J/twkAEyawp3VVgz+kF5CCMor5pOekRHtZggxJQajkSUrlmE0xuy4iBAXlZaeRvmC+dFuRsyLmcAzyaVwS62Fhw/YuabTjFEPBpX+wlTGPreK0e++G9/y/IiOclYuXsSK1atCe1KzAcej16ObAj/+DIeBNY2W0F5DzGqKovDIY5/nvg+/P9pNEWJK5lcu4OHPfJqKxQuj3RQhpuSeD76PRx77AmocLP2Lpqg/UqY4FZa3mqnoMaLq5waUicvLKPjae9kz0gRKdKbUTxw5htVmDfl5tbxkXPcvwfb0YQAWd5rQFJ3tZbNrz1YRHrqu86uf/IzBgcErv1mIGFJ94iRP/vzXnK46Fe2mCDElrz7/Ets3bZnWXu6zSdQCz7W1ZrJHDWSNqSjnpXX75qbjvmcBq7/7KIqiwMvNUWoluFwuXC5XWM7tuakE45F2TCe7gUBd0uosHz1J0mnFzDU3NEW7CUJMmaZpnDp+MtrNEGLKRoaGGRkajnYzYl5UAs+KLiOLukwXBJxaihXPygK8q4rQcpMDQedVShl2YVlfjbG6J/g1Aus9/3SdI4otE0IIIYQIj6gEnmNm7YKgE0AdcmHdWIt1Yy26xcDxP1WRuKwMo7cPf3EaepotalPuIePyYtlYi+XtGhT3uRlFDpPG2/PCM7oqhBBCCBFtUQk8+xJ0WlJ8pDpVNAWS3coFgaji9jO8q5rhXdUkjH9NS7bgL0nHX5KGryQNf3Ea2EyR/wamw+vHvL0Ry/pTqKPnruNsT/ZTneWlKscnxeSFEEIIcdWKSuDpNOu8tsjFmVwisw+yRg3kjKpkjxjIGVFJ8F6YFaYOu1GPdmA62jHxNX9OIv6StImA1J+fElu7F2k6pv2tWF89idp37hR6n93P7mIPTWl+CTiFEEIIcdWLWnLR2QnsHiO0pfppS/UDgbqdCW6Fv/3453Eda+HE82+TPWLArF0YnRm6RjF0jcKelsB5jSr+gpRzglEtKyHyU/S6jvFkF9ZXTmJoHTrnj0YsGnuLPJzO8qFLwCmEEEKIWSLq5ZQuZcyik3DHYhLuWMxfT61D0SHVqZIzopI9GhgVzRhTUc+fovdpGBsHMDYOAPUAGFMTSFxaQuKyMhKXlZK4rAxzZnLY2j5ysI6mH77A8M5zy4E4jToHCjycyPXij6FBWRG7fvybJ6J6/W997rGoXl/Er2j2Xem3Yrrknht+MRt4nk9XYMCuMWDXOJUT2Nvc4IessWAgmj1qIMV1YUTnGxxjcMsJBrecmPiapSBjIhBNWlZGwjXFGOwzK+LuqOmg+V9fpP/1A+d83avqHMnzcjjfgydufuJCCCGEEKEV12GQ3wCdyRqdycG6l1YvgXWiowayx9eM2nwXzme7W/twt/bR9+o+AHRVQctLxl8cTFzS8pIntUuSMujEuu4Upl1NKNpZe64bVJLvv56f1b+Nwyx7sYvpi/RTcLSf+sXVI5J9V/qtCBW554ZPXAeeF+MyQXO6n+b08VJFOvzo//sn3MdaeOs/fk/OqIHMUfWcLTkBFE3H0DqEoXUI847GwKEWA/7C1PEs+sB6UT3NBm4/ar8DtX0Y885GjKd7zw04gdoML+/6w3cxFWfi+NzGSHzrQgghhBAx7aoLPC+ggKkoA1NRBjte+S0AqgbpjnPXi6Y5L9xBSXH7Mdb2Yazt48wkvK6AcpnBy5YUH7uLPfQkadxZnBmmb0oIIYQQIv5c/YHnRWgq9CZq9CZqnCCwXtR0VkmnnJHANH2i58L1opcKOgetGlvnumlN9V/8DUIIIYQQs9ysDDwvxmuE9lQ/7eeVdMo+E4iOqOQPG1BQ0NEZsuq4jRppTgNNqT72FnkYsss6TiGEEEKIS5HA8zLGLDoNFj8NGYFRzJxhFYMOHhV6kwIJTYqO1OIUQgghhJgECTyZeTbZbKi7JWKT9F0Rr6Tvingk/XbmlDVrbpjS/PBsSvmfza7GXw7pu7OD9F0Rj6Tfing11b4r++cIIYQQQoiImPKI59VIhs5FvJK+K+KV9F0Rj6TfzpwEnkIIIYQQIiJkql0IIYQQQkSEBJ5CCCGEECIiJPAUQgghhBARIYGnEEIIIYSICAk8hRBCCCFEREjgKYQQQgghIkICTyGEEEIIERESeAohhBBCiIiQwFMIIYQQQkSEBJ5CCCGEECIiJPAUQgghhBARIYGnEEIIIYSICAk8hRBCCCFEREjgKYQQQgghIkICTyGEEEIIERESeAohhBBCiIiQwFMIIYQQQkSEBJ5CCCGEECIiJPAUQgghhBARIYGnEEIIIYSICAk8hRBCCCFEREjgKYQQQgghIkICTyGEEEIIERESeAohhBBCiIiQwFMIIYQQQkSEBJ5CCCGEECIiJPAUQgghhBARIYGnEEIIIYSICAk8L8FkMvHYY1/mlVde4623NvHTnz5OaWlZtJslxDmys7P57nf/ni1btvPAAw9d8n2LFi3i8cd/wfbtuygvnxfBFgpxcVfquwUFBfzoR//Kyy+/ysaNm3nqqT/y/vd/MAotFeJck7nvPv74z9m+fdc5/7755tsRbmlsMka7AbHqG9/4FrfffgdPPfU/NDY28N73vo8nnvgFjzzyKbq6uqLdPCFYu/YWvve9f6K/vx+DwXDJ933xi1/i4Yc/TkdHRwRbJ8SlTabvqqqB0dFRfvWrXzA2Nsbq1av59rf/lqysLH77299EuMVCBEz2vguwYcN6NmxYP/Ha7/eFu3lxQQLPi8jLy+O++97DT3/6E1588QUAdu3ayZNPPsWjj36WH/7wB1FuoRCQmJjIL3/5c15++SXeeWfbZd/7t3/7LZxOB48//osItU6IS5tM321ubuKf//n7E6+3bduKzWbnwQcf4sknf4ff749Uc4WYMJX7bnt7G/v374tQy+KHBJ4XUV4+D1VVOXTo4MTX/H4/L7/8El/84pf48Y//DY/HHcUWCgGvv75uUu/75S9/DsCyZcvC2RwhJm2yffd8R44c5o477iQ1NZW+vr4Qt0qIK5tu3xVBssbzIjweDwA5OXPO+XpNTQ02m425c+dGo1lCCDGrpaSk4vP5GBwcjHZThJgURVGi3YSYI4HnRRw8eJDOzg6+8pWvsmjRYpKSklm8+BoefvjjAOTk5ES5hUIIMfusWrWKvXv3yDS7iAsPPfRRNm/eyvr1b/Kd7/wdCQkJ0W5STJCp9ovweNx8/etf43//7+/w61//FwBut5vNmzcBgYx3IYQQkbNo0SKWLFnKl770xWg3RYgr+uUvf87cueW0trZQWjqXz3zmsxQVFfE3f/OFaDct6iTwvISWlmYee+xvSE1NIy0tjba2VhYtWsTdd9/D6OhotJsnhBCzhsFg4Bvf+Dbr1r3GkSOHo90cIa7o5MmTnDx5EoBDhw7R39/HD37wQ1auvJ59+/ZGuXXRJVPtVzA4OEBDQz0ej4eiomIAGhsbotwqIYSYPR577CsYDAZ++tOfRLspQkzLmWBz/vz5UW5J9MmI5xTceeddNDY2Sj1EIYSIkPe+933cdtvtfPazj+J0OqPdHCGmxWKxAIFle7OdjHhO0rJly1m69Fr+8peno90UIYSYFa67biVf+tKX+c53vk1XV2e0myPEtN1667vRNI29e2f3NDvIiOclfeITn8LpdNDe3k5JSQmf+tT/Ys+e3axb91q0myYEAAsXLiQ3N2/i9fz587nttttxuVzs2LF94utr1tyE1WqlpKQUCGQGFxcX09HRPrEGSYhImkzfLS0t5fvf/2feeGMDdnsC1123cuL9DQ31UsdTRMVk+m5mZhaPPvoZDh8+xOjoKIsWLeIjH/kYTz/9Z5qbm6LV9JihrFlzgx7tRsSiL3/5q9x2222kpKTS39/PG29s4Mknf4fX641204QA4O/+7h+49977Lvh6R0cHDzzwoYnXzz33Irm5uRe87/XX18kuXCIqJtN3H3nkUR555DMXPf6f//n7rF//eljbKMTFTKbv5ucX8M1vfot58+aTmJhIW1sbzz33LK+88lKkmxuTJPAUQgghhBARIWs8hRBCCCFEREjgKYQQQgghIkICTyGEEEIIERESeAohhBBCiIiQckrAj3/zxIyO/9bnHgtRS4SYGum7Il5J3xXxSPrtzE05q32mP3QRH67GXw7pu7OD9F0Rj6Tfing11b4rU+1CCCGEECIipj3VHomnszNPS2eulTmiYtSgM0Wb0Xku9efTdaXzzvRnFarzTOVaV7No9N1wnUf67oXXuppJ3w262Hml38Ym6bdBcs+NozWe6aMKDxy1AXB8jpftZR50JTTnvhqnOMTsIH1XxCvpuyIeSb+dubiZar+72rkeglIAACAASURBVIoy/s/CLhM2b4iiTiGEEEIIERHxEXjqoJ41vGnQFe4+ZcUwtRl3IYQQQggRRXEReOYNGUh2B5p6JgV/zoiBtXWW4BeEEEIIIURMi4vAc1FXcCmqszBx4v8ru00s6TBFo0lCCCGEEGKKYj7w9PeNUtYXDDy77yllaGnmxOsbG8wUDBqi0TQhhBBCCDEFMZ/VPvLyAQzj6zud+Ym45yTQdV8Z5l4XtrZRVBTurLby/BIHw7bLz7vPhrIV4uokfVfEK+m7Ih5Jvw2fmB7x1DWN4ef2TLweXJEd+LpRpe3B+XiTAtPsVp/CvVU2TL6oNFMIIYQQQkxCTI94OnfX4WvpB8BvMTCyKGPiz/xJZtofrKDwf06g+nXSnSq3n7ayvtIF51VakrpbIl7FZd/VQdVBi+nHWhFucdl3xawn/Tb8YvqjYeTZ4Gjn8NIsdNO5azld+Yl0vbds4nXpgJFVzeaItU8IcS6DHz69z87HD9ixeaLdGiGEELEmZgNPm0dhbPPJiddnptnPN7wki/7VuROvV7SaKe+J6YFcIa5Kdo/Cg4dt2L0qiR6VT+5PoP8/NuDvG41204QQQsSImA08K7uM4AtUiHcUJuHJsl/yvT23FTFanjrx+l21FjJHY/ZbE+Kqkzdo4MHDNtJcwVkJg64w+Nt3aL7zX1lTbybBLbuNCSHEbBeT0Zmiw8KuYH3OoUuMdk5QFTo+VI47wwqASVO4t8qKzSMfdEKElQ4rWky874QVuze4yYOWGFzyoru8LO0w8/EDdm6ptZDskt9LIYSYrWIy8CwcDO5UZEhNYGRhxhWOAM1qpO2hCvyWwIhLokfl7lNWVNlWU4iwsHrhPSetrGq2oI5n9GlJFsa+soaRf7mXsc9eT8Kioon3G3SFRV0mPnbQzm2nLaQ5JAAVQojZJiYDz4WdwdHOzPtvQDdOrpneTBsdHyqf2EUzd8TA2vqZb6upqjH5YxLissLZb+cMqzx42E7RYHA9ta88g9Hvvgv/gmxQFXzL8lny5veo/MPX8JWmB9ulK1T0mPjIITsP77ezttYStnaK+KQa5J4r4pPEC1cWcz+hBLdCSX9wnVjWwzdP6fixeWn03B4cZVnYZWJx5/S31Xzgkx/juz/8x2kfL0Q0KIrC3//o//Khhx8K7Yl1uLbNxAeO20j0BG8frrvmM/bVm9BTbRe0I+22JYx9ay2jX70JX0VW8M9QSHGrLO4yUdgvu4+JgJLyMn7wnz9m7vx50W6KEFPygY/czz/86/cl+LyCmEv/ruwyTkzbJa2ej3XuHNg8tXMMrM7F0uUg5VgvADfVmxmwabSl+qfcnlPHTuB0OKZ8nBDRpOs6Rw4cpK66JmTntPjg3TVWSvuDtw0twYTzU9fhWzzn8gcrCv6KLMYqsjDU92FZfwrTie6JP/YYZzgtIa4a/b19HD90hN6enmg3RYgpqT5Rha6Dpskav8uJqcDz/KSiqY52Bk+k0PWeMsx9TmztY6go3FVt5fmlDoatU/uAO3boCMcOHZleO4SIor8++2LIzpU9onJntXVi7TWArzQNx6PXo6dfuuLExfjLMnB8aQ32X+zCdLwTgOIBI13JUvhTwPDgEH/+3VPRboYQU1Z17ARVx05EuxkxL6bGg4sGDBPTdz67kdS7rp32uXSTSvuDFfgSg9tq3lNllW01hZgKHRZ3mPjgMds5Qaf73XMZ+/raKQedZ/PcWDzx/6Uy1S6EELNCTAWei85aizm8NAvVMv21mQC+ZDNtD85HMwSm7jMcBm6rsc442UiI2cDkgzurLaytt2DQA79Dus3E2OdW4bp/CUwy6e9SfJXZ6KbAOTIcBimzJIQQs0DMBJ6JboWigeCox+CKnJCc11WQRNd9pROvy/qNrGyRbTWFuJyMMZUHjtgp7ws+/PkLUxn9zq34rs0LzUUsRnwVwRq9JX0xtfJHCCFEGMRM4FnZaZpIKhorTcGbbg3ZuYevzaZ/VTD5YWWLmbJemdoT4gI6VHYa+fARG6mus6bWby5l9Ftr0bISQ3o579LgdrdnJy0JIYS4OsXEnV7VYGFXsCmX2pd9JnruKMbS4yShfgiA22qsDNmc9CVI9pkQAEY/3FJnoaInOMqpW4w4H16G97qCsFzTd80cdCWQWJg7/P+z955xclxl+vZV1TlMzjnPKOcsK9mWLRtHbBOMsY1hMSzByy68wLI/dtkE7B/MwsKyywI22IAjtjE4ypasnHOYkSYnaWJP6NzVVe+HHnXP2BpJE3p6wrk+ucZTdU6Pqqvu85znuR8ZUwB8Y8uwEQgEAsEkZlJEPAscOmwD7fYUmwFnRdL4DyJLtN5Thj850lbzlrNmzIHxH0ogmGokuSXuPW4ZIjqD2fE4v7ExaqITQIs3EywMmcvLSBQ6JsVaWCAQCARRYlI85QcXFfUuSoP3da34xGceHrexPFsucPbO76M6vcT7ZP5anU/WTz+NZJwUfwrBNOMHv/hprKdwVfpfPUrnd/6I5omswtI/dh1F//oJdNbodxUKLMxCX9cNQGG3nqp0YT0xGZgK965A8H7EfTv5iXnEM84rkdcTyrfUgN4l47/NPhhLWRbFP3kEpFA+qfdQHZ3fezWqYwoEkxHVG6DjH/9IxzeeDYtO2Wyk9EePUPr4IxMiOgGUBZE8z3yHDt3I+zwIBAKBYIoQ8zDfnDYD0qWiopIEAkmRoqLf/fLJcR9PkmU23XwjOV+7k5b/eBmA/mf38+eD73E6a3SRlsTkJD71hUfJycvF5XTy43//f3R3do3ntAVTjK9+9ovjfs3U9DS+/M2vYrXZaG5o5Imf/YLenp5RXSvBE2qqkOqKFNkZCtPo/sR8Dpsc8PLELcbUzDiC6XZ07U4MqkRur46GZKE+Y0U07t2V163hvgfvB2DXu+/xp+deHFN3F1mWue3eu1l/4yYAXvzdM+x9b9e4zFUwNYnGfStJEo988VFmz5+Hz+vj97/+DaePnRjTNeMTE/jUX3+WvMICPG43P/nuD+hoa7/6idOImEY8ZTXUIvMSveNkoXQlNFXlvbffwbulnOQ7loV/vq7ORHbvyP8cs+bN4bG//xo5ebl0tLXzX997XIhOQVTobO/gp99/nM6ODnIL8vny33+NstmzRnydkk4d9x23DhGdtpvm0/XYKtSchPGc8jWjiOr2ac3+XXt45omnUAIBrrt+A5/+8udJSh5dLn9ichKPfPFzrL9xE4qi8OyTTwvRKYgKmqbxm5//kkN792Mym3joc5/hpttvRW8YXQVk6axyHvvm18grLKCro5Offv/xGSc6IcYRz8JuHdaBoqJAnAFneRSKii5DUAmyZ/sO5t6/AGttO+5TjciaxIdq4nhhoRuH7uoVR2WzZ3H9ls2Uza4A4NzZSp7631/hcXuiPX3BDKb9Yhs/+fcf8NDnPkNJRRmPfuWLVJ05y7Y33qa68twVz5VVWNdoYW5LRHBKRj3Wv95Ea5ktnH4SCwILsjC9HeorX9itC+XdCD/5acWhvfvpbO/g4c//FRVzZvP1f/k2e3fsZufWbXR3XX2xnpSSzLobNrF6w3UYDAac/f385ue/pK66ZgJmL5ipKIrCM088RduFi9xy1+3cdPutLF+7iu1vbuXg7n34/Vdv9VtSUcammzcza94cAGrPVfPk//wfbqcr2tOflMRUeA4tKkoHeWLfNKfPnCH7gbkk/kc3wW4nBk+QB7vy8X3nJuqaGmmsa8DtcqFpKkaTiazcHIpKSygqLSYuPh4Aj9vNO6+9yY53tqEGhTWTIPq4XS5+8Z8/Zf3m67n+lpuomDObijmz6evto766htrzNVxsacXv9yFJMja7jeKEDPJeqEFq6Qxfx5iXQvCL62mNi+GHGSBYlIwaZ0Lu92ENyGT0y7TFi+/TdKO+ppYf/dv3+dCH72TJyuWsu2Ej627YyMXWC9Sdr6Guuoae7m4CAQW9Xk9ichLFZaUUlRaTmRNpXHD0wCH+8sdX6Ol2xPDTCGYS2954m6b6Bu6478Nk5+Vy98c/wm333EVjfQN11bU01tbhcg7oBaOJzJxsisqKKSotIT4htJPk9XjY9uZWtr+5lWBw5qYTxUx4xnsk8npDw2tS9IuKhqPV7cBxZyF5vz2DFFQJnG8j7slj3Pj4/UhXiAD1OBzs2b6Tve/twuN2T+CMBQIIBoNse+Nt9u/cw+oN17Fm43oSEhNYsHQxC5YuHvK7rnfP0PGt51D7vOGf6VYV03HfHLBM9MyHQZZQ5mdi3NMAhLbb2+KvHkkQTD16HT38/le/Ydsbb7Nh8w0sXL6EzOwsMrOzWL3humHPCwQCnDh8lPfeeofW5pYJnLFAEKK68hw/+tfvM2/xQtbfuImi0hJKyssoKS+74nl9vb3s3b6T3e/tnLFRzsHETHjObYtEO12liSgJE1NBezk8eXbabikk88+1ofm8dZKjX/sl9kfWYTQZkWWZgD9AV2dneFXe2d4Rs/kKBJdwu1y889qbvPPam6Smp1NcVkJRWQnJKSnoZZngb/bDS5FkeE0n4b17Hv5NJTHdWr8cgQVZQ4TnvkIhPKczF1paeebJp3j+6T+Qm59HUVkJhSVFWG02DAYDgUAAt8tFQ00dddW1NDU0ElSE1ZYgtmiaxskjxzh55BhWm43CkiKKykrIycsbohccXd3UVldTd75mRuZxXomYCE9ZhVmDhOd49WUfC71L0jG1uUg62AZA4us1vF53irqUmRsOF0wtOtvb6Wxv58Duvdh8EjdVmcnqj+RzqkkW3J9ZQbAoOYazHB5lVjqaUYfkD5LkkUl0S/RYtVhPSxBlgopCQ20dDbV1sZ6KQDAi3C4XZ06c4syJU7GeypQiJlXtxV16LEoo2hKIN+IqTYzFND5A+00FuArjw8c3nDOT7Iq51alAMCLyHDo+csw6RHQG5mbg/OamSSs6ATDqUGZHUm4KRXW7QCAQTDtioqqGFBUtnviiomHRybTeW4Y/MbTtbxxoq2kSbTUFUwBJgxUNRm47Ywkv7DRZwnPXXNyfX41mj106y7USWCBslQQCgWA6M+HCM9EtkdM30KlIGhCekwjVaqDloxWohtCfJsEnc3OVGVkU2AomMRa/xO2nzSxrNoZdiNQEM67HrsN/U/nkWdxdBWV+JtrAVDP7ZSz+qTFvgUAgEFwbEy485wzK7XSWJ6HEGyd6ClfFn2Hlwt2l4ePcXj1r6iffPAUCgOweHR89ZiG3NxIhDMxKw/n31xMsS43hzEaOZjcRLEkBQEKi0KG7yhkCgUAgmEpMqPDUqTCrfXIVFQ2Hc1YynRtzw8cLLhiHdFkSCGKOBkubDNxx2hxuxKBJ4P3QLNxfXIsWN/m31i9HYFAXo8Iu8Z0TCASC6cSECs+STj3mgdwzf6IJd0ls2vNdK13rcuifHSnGWF9jIrNPFBsJYo85ALedMbOy0YQ8sLmu2o24vrQW34dmT5mt9cuhDMrzzOvVoRfGEgKBQDBtmFAVNXibvXdx+qTzEfwAksSFO0vwZlgB0GkSWyrN2H2TfN6CaU1mn8xHjlnJ74lEA5XSlNDW+qzJlTM9GtQ0O8GsUDslvSqR1yO22wUCgWC6MGHCM8ktk32pqEiW6F2cNlFDjwnNqKPloxUo1tBL3hqQueWsWURhBBOPBgtbDNx1yoLdH/nqem8qx/XYdWiJk6UN0dgZXN0ubJUEAoFg+jBhwnPuxcjLw1mRRNA+dYp1lEQTrfeVow1sX6a5dGyqNoHwthZMECYFtlSaWVtvQh4o+1atBlyfX43vrrmgm14pIMrCocJTEt81gUAgmBZMyNtKH4SKKVJUNByegnjathSGj8s6DSxpMQx/gkAwTqT1y9x3zErxoMifUpiE85vXo8zPjOHMokcwPwk1wQyARZFEbrVAIBBMEybkaV7SqccUHCgqSjLhLoq/yhmTk95lGfQsjeTQrWwwUtAt8s8EUUKDeRcMfPikhXhf5Kvqu74E19+uR0uxxnByUUaWCAwS1cJMfmph88G9xyxY/LGeiUAgmGxMiPCcO7ioaEnG5C8qugJtWwpx54cKHyQkNp8zk+Seup9HMDnJcchsOWtifa0J3cDWumbW4/qrFXjvXQD66R8BHLzdXtStF6ktU4Qch8wDh22ku3Tcd9wKovmGQCAYRNTfXikumcz+QUVFi6ZGUdGw6GRa7ysnkBDKUTUGJW45a8GkxHhegmlDrkPH7WcsFDsiC7ZgXgLOb25CWZwTw5lNLEp5GpopFOlM8Mokeaa/2J7qpPfLbKkyhxdLdr/M+tqp6ScrEAiiQ9Sf5IP7svfPTiZom/p5kUHb0LaaiV6Zm6rMogBCMGYkNVREJBOJovvWFuL86gbUNHsMZxYDDDqUOZHUlqIukdYymSnu0nHXKQum4NDXypw2Pdm9YtEgEAhCRPVpoA9CeUckN6tnydT3GLyEL9PGhTtLwsd5PXpWi7aagjGypMWAUR3YWge8t1bg/cRiMMxM0RVYmB3+b5HnOUkZsPm6udKMfuDeVS16Ahk2AGQkbqoyYxP+xwKBgCgLz7IOPcZLRUUpZjyFU7OoaDicc1LoXBfZ+lzUaqSiXbwcBaMjs09meVNk8eLfUIzvtjkxnFHsCczLCNuYZTh1WIV4mVRIGqyvNbG23oQ0EKVXUi10fGkFXZ9ZErbNswZkbq4yI4t8T4FgxhNV4Tm4qKhnihcVDUfXxlz6K5LCxxurTWT0i20lwcgwKrD5nDns0amUpuC9b0GMZzUJsBoJlqWGDwsdMzPyOxkxKHDrWTPzBqVT+QoT6fziCoJpNtREM44H5ocXDpn9OtaIXSGBYMYTNYWU5pRJd4ZeEqpOondh6lXOmKJIEhfuKsWXHuoao9MktpwV20qCEaCFFixxA5ZJqtWA++FlU7rf+ngyuItRUZfYUZgM2HwSd52yUOCI/Hu4F2XQ9dklqLZBUfuSZPpuKQ0fL7hgpFzsCgkEM5qoCc85g1bBzjkpqNapX1Q0HJop1FYzaAk9UG0BmS2VZnSirabgGpjdpqe0K/L98DywBC15Gnt0jpDBwjO3V4dBOEjElBSXzD0nLKS5ItHn/uuL6Pn4/MvmIrs2FOCZH8nv31BjIsUldoUEgplKVL79BmX6FhUNRyDJTOu9ZQzslJLh1LGpRrTVFFyZJLfEdXURuxnfuiKURdlXOGPmoaVYCeYmAKEdhfwesd0eK/IdOu4+YcHuD706NFmi57459N9SOnyEXpLo+chcAumhYiODKrGl0oxRLCAEghlJVIRneYcew0B1oy/NgmfAcH264y5KoP3mwvBxeYeBRaKtpmAYdCpsrjKHvyvBrDi898yP8awmJ0O220V1e0yYe0HPrWfMYdcF1ayn69OLca+4uresZtbjeHABqim0aEjwytxwziwW5gLBDGT8hedAm79L9CxJn5ZFRcPRszyDnsWRCO/qBiP5oiBCcBlW1xtJdQ80VzDIuD+9AoziXrkcg4VnfrdeVEdPJBqsqTOyoTbiL6skmun8wnL85SnXfBklw07PfXPDx0UOPUubxcJcIJhpjLvwLOnUkeIZKCrSS/QtmOKdikaKJNF2ayHuvEFtNavMFHYKQSGIUNCtY8GFSBGG9575qNnTy25sPFHzElCTQgV85qBEVp/4Pk0E+iDcXGVmUeuggqHceDq/tAIlc+QNDbwLM3BuKAgfr2g0kicW5gLBjGJchadOheurzeFjzaALW2nMKHQyF+4uRbGGtgRNQYlbqszEe2I8L8GkwOqTuP585HsSWJiFf11RDGc0BZCk9223C7ESbSx+iTtPWSgZ5CTgmZtG1+eXocaPvg1m3y2l+EpCFnQSEpvPmYnzzsD3hEAwQxlX4RmUoN0eRBtI3NF5FHKePwfBmbEvJnsU4o93kP1cFUU/P47eHcmeDz1gLTGcnWAyIGlw43kTFmUgTy7RgueBJTMqHWW0BBZGhGdht17kB0aRJLfEPScsZDgjAt+5Lh/HgwvRxpoOopNxfGI+wQHxalYkbq40o5sZrwmBYMYzvlvtErwy38veAl/4R7baXrJeqQFter4l9L0+Eg9cJPe3Zyj9wSGyXqkhrtKBHBj6FFXRaEgSZZwzncUtBnJ7QxEkTQL3w8vQbMJU+1oIlqWiWUI5gfE+WVjyRInsHh13n7ASP+Arq0nQc1cFfXdUjJu3rBpnovuTC9B0oeulu3Ssqxl9FFUgEEwdolIeeixXQa/6WNEUepDEn+pCsRvpuKngKmdOATQNY7uHuKpu7FUOzBdcw/6qw6JSl6wQlDROZAfwiTz6GU1Gv8yKxojI9N0yi2D5NG2sEA10MoG5GRgPNQOh7fYuuwiTjScV7Xo2VZvCHbRUg4zjgQX45ox/rn6gMJHe2ytIfLkSgDntBtrigpzNFAt0gWA6EzVfkkN5AWx+Odw2M3nfBRS7AceaKehRqGpYmvuxVzqwV3VjdPiG/dWLcUHqkhXqkhV6rNMzyisYOUYlZJ0UbolZkozvlooYz2rqoSzIGiQ89RzKD8R4RtMEDZY3GVneFFkYBeONdH9qMYHc6BW9udfkYmzsxXrkAhDq+95lU2mPEwsKgWC6Ej1DPAl2lPgwK1I4OT19ayNBu2FKVLpLioq1thf7QGRzcL7mYIKSRktCkNoUhfqkIG6TEJuC96GFurWEty4tBtwPLwed2CoeKYG5GWg6CSmokebSYfdJOMV3bkzIKlxfbaK8I7IlE8i00/XpxaiJ5iucOQ5IEr33zMZwoR/DBSc6TeLmKjPPL3TjFTtEAsG0JKpOzJoEW8u9mE9byBmwP8n8Uy2K1YC7NDGaQ48K2aNgP+/AXuXAVt3zgTzNS/h1oXzNuuQgjUkKfuFnLbgCi1oMlHVG3qLuTyxGSxEtMUeFxYBSnobhbDsQKjI6lSWinqPFFIAtlZHnM4C3PAXHJxegmSfmwaYZdXQ/uJC0H+9H9irE+WQ2nzPz5znecCc4gUAwfYj6kyUow+uzPdx90kKKW4ekauQ8f46mB+fgzRm5D9x4o+/zYa9yYK90YG3oQ1IvHz1xG1TqkkORzZaEIKoIVgmugVyHzOqGQR6IawtRlly904tgeJQFWWHhWdIphOdoifdIfOiMhSRv5GHmWplD792zJjwaH0y14vj4PFKeOAZAXo+e5Y1GDhT4J3QeAoEg+kzIktavh1fneLnnpIU4n4wcUMn5QyWNn5pLIGWCLYY0DWOHJyQ2q7qxtA5fHNRjVqlNCeVrtsWpIFbfghFgDMCtZy1IAzeOppfxrRd+nWMlsCALy7PHAcjukynq1FGXGozxrKYWmX0yt5y1hG29APpuLcO5sSBm1l6+OWn031hE3NY6AJY1G2m3B6lPEf+2AsF0YsI2id0mjVfneLj7pBWLIqF3K+T+LiQ+g3FRtpPRNMzNTuIqQ/maxm7vsL/aZg9SNyA2HRZNiE3BmOgzqyQPdPKSFBX74ztxP7gEZbGIeo4WXV13+L8lJAocQniOhJJOHTecM6PXIgsix8fm4V2YEeOZQf/mEgyNfZjPdQFww3kzL1jd9FpEHq9AMF2Y0OzEHqvGa3M83HHKgkGVMPb4yP19JU0PzUEd53wiSVGx1vUORDYd6F2X344LShqtCUFqkxXqk4O4RKGCYJzwG+CZJR7W1RiZ02ZAp0lIPgXb/x3Ad2Mp3jvnigKjESJ1urA+fSR83GdSOS3sd64NLeQju7oh4pcZtBnofngRgcJJknMvSzjun0faj/ejd3gxBSW2VJp5cYEHRTSrEkQZw8CjJCDqNqLKhP952+JU3qrwcstZMzIS5jY3Oc+eo/kTs9D0Y3sJy14FW3UP9spu7NU9yP7LFwcF5IHioJQgDaI4SBBldpb4OZOpsKXSTMJAPp1pazW6hh7cn16OFh/lyuHpgqJi/dVBJG/o7dBnVHlukVt8f68BWYV1taawvR1AIM1K9yOLCaZOrkI3zWbE8eBCUn92EElRSXHr2FhtYmu5T+xACaKGrMIDh61IwEvzPDhsIggVLWLyyG5IDrKt1McNA33drQ19ZL1UTes9ZSPujKHv82M/1x0qDqq/cnFQfXLIY7M5MUhQBJoEE0iXTeWFhW5uOGem0BH62unPd2L/7jbcf7WCYHFKjGc4+TG/chp9gwMAVdJ4a5ZXiM5rwKjATVVm8nsifyxfcRLdDy1Es05Oz6JAbjw9d88i6fkzAJR3GmiLUzmZLQrJBFFAgztPmbEoIWHwsWNWDuT5OZobEIXEUSBmj+2qDAVrwBfe9ok72036m/W0bym8anJ7qDioG3vllYuDes0qtckKdSmh4iBhzSGIJT49vDbby9JmAysaTUiA3OvF9qOdeO+Zj39DsejZPgz6kxcwvVMdPt5b4Bcm49eA3SfxoTNmUtyRfWr3kix67psDY9xhijaeFTkYG3ux7W8BYG29kQ57kIvx4t9dMI4M+Cxn9UfkkITEyiYT5Z0GdhX5aEoSOeTjSUzjBUdzAlj9EgsvhIqLkg62odiNdK97X+GFpmFucYY7B5m6hi8OareFioNqU4I4LKISXTDJkOBwXoB2u8rmc2bMSsgM3fLcCXR1Djz3LwKTCOMNRnJ4sPz2cPi4PknhuIh8XZU0p8ytZ8zYAhGB2b+5mP7NU2eB03tnBYaWfozNfciaxM2VZp5b5MFjFNuggnFAC3XLGpyColoMyJ7Q8yXJI3P7GQs1KQq7C304zeK+Gw9i+4aTYHeRH2tAChtsp21rCnU3mp+Kpb4v3BNd77z8i0Yl1DmoLiVIfbIybl1MJEkiNT0Ns8WCJEkEAgG62jvw+4WvnGDsNCUFeW6hmy1VZtKdoWiU8WATupZe3J9diZo+eo9bnV7GarOhk/WAht8fwO0afmdgUhNUsT5xEHmgONBpVHm3zCsWlFehoFvHTVVmDOpA5bpOoufeOXiWTe6WxSazGbPFgk6WCaoqXo8Hx4MLSP3P/ejcAWwBmZuqxL0vawAAIABJREFUzLw61yO2QAVjQ4Pr6ozMuxgRnf5V+Xg+vgjjzjrMfz4bzicv6dJT4NBxONfPsZzAB1L1JEkiJS0Ni9WCLMv4/X66Ojrw+4ReuByxD61I8E6ZD3NAIq83NJ2MV2tJe70enTJ8cVBjUihfsyFJwTdOaUrpmRmsWLuagpIicvJyMZpMQ/6/qqq0X2yjub6RowcPce5MJZomVkCC0eE0a7w038N1g1bcutY+7N/bhvuhpSgLr10kpGakkZ2XQ0JCIrY4e9g79BJKUMHZ04uj20FTfSOuKSJETa9Voq8OWeuoaLxd7hWtFK/C/FYDa+uMyAP3gGrR0/3QQvwlyTGe2QfRG/TkFxaSkZ1JQlISFssHfZ29Hg8Xsopp//JvQYOcPh2rGozsKRIvdcEo0WBtnZEFFwY191ieh+eBJSBL+K8vJbA0F/MrpzHuawRAr0qsbDQxq90Qin7OSmblujUUlhaTnZuLyfxBvdDR1k5zQyPHDh6h8tRpoRcGiL3wBFQZ3pjl5Z4TVpI9ocfl+0WnR69Rn6xQm6LQnBAkOI7WGhVzZ7Pp5hspnVUx5OeOrm6c/f1omobJZCI1I53M7Cwys7NYtmYlnR0d7N62gz3bdhAMihwQwcgJyvBeqY+2uCDra0zoNQnJq2D73/14by7Hd/ucYQvuJEmisLiI/OJCrDZb+OeapuJ0OlEUBUmSMJpMWCwWElNSSExJoaislM6ODurOV9PZ3jlRH3XE6CrbMb1RFT4+mO/nQoLI7xsOSYM1dcZw6hKAkmyh+5FFKBmx7xI3GIvVSsWcOeQV5aPXR15DgUAAl9OFqgaRZR02mw2zxULR3eswNvfR/P2XAVjUaqQtTqUmVVhpCUaIBqvrh35P/Etz8Dy4ZMizVksw43lwKf61hViePY6uuReABK/MrZUWLGn5pM5ejKEgFQBHdzfOvpBeMJpMpGWkk5GVSUZWJktXraC7s5M923ey8933CCoz+76dFMITQr5Zr8z18OBhK7qBKiCnQaU6LWTmfjF+/IuDLFYrd33sXpauWgGA3+fj8P6DnDxynObGRtzOoVEhvcFAdm42ZbNnsWrdWlLT0rjzI/ewbPVKnn3iKVqbW8Z3goIZQ2WGQqdNZUulmXhfaB/H/OY59PUO3I8sR4sbupqOT0xgwdJFxMXFA+Bxu2isb6C7vZPe3r4PrKwNRgMJSYlkZmWTnZdNaloaqWlptDQ2cubkaZTA5HoQSn1erE8eQhr4GE0JCkdyRV7ncOiDsPmcmaLuyCPdn59A96cWodqj3KBjhBSUFjN/0UIMhlDouqOtnYbaOro7u3A5XcDge1fCZreRlJpMwT1LSTpWj+PNUFvNG2utdFv7cVhFFElwjahw+xlzeHcVILA4G8/Dy4b1VA6WpOD8xibMexuw/Oksan+oxsSzs4rGvedpmGdnd0ofvV7nkPP0ej1ZOdmUzipn1frrSElL5bZ772bZmlU8+8RTNDU0Ru9zTnImjfAE8Jg0Duf6mdNm4L0SHw1JwajlcuUXFfDQ5z9LQmICfr+ft199jb07duH1DF+4pAQCNNY10FjXwLuvv8WcBfO4/SMfJicvl8e+9f/x6vMvsevd7dGZsGDa02lXeX6hmxvPmSkYsL7RV3WELJc+u4JgYWirtKikmIp5s5EkGZfLSeWp07RfaL/itQP+AJ1tHXS2dVB5+jT5xQWUVVSQk59PSnoah/cdpK+nN+qf8ZpQNSxPHkbu8wEhK7St5T7hSjEMFn+ocj3dFdkG8sxPx/HxeWCYPK7rer2O5WtXk5kdSiFpbWrh9ImTOPv6rnCWhsvpxOV00lzfiH1LHsmnG1Gau9EFVD7WlsVTpV04g76J+RCCKc2dpyzk9Ee+E4GFWbgfWX7VRh7xyQks/efPoPuGQsP3X6T9dztACzWqKTzWR6pRZXeRjpqUiGZRFIWmhkaaGhrZ/tY7zJo3h9vv+zCZ2Vl88Rt/xxsvv8q2N7dG8+NOWiZdevah/AC/XeamITl6orOotIRHv/JlEhITqKuu4fF//i7b3tx6RdH5fjRN4/Txkzz+ne+y853t6HQ67vrYvdz4oS3RmbRgRuAzwF/meDmY5w/HfeQeD7bHd2LcUUfprHJmzZ+LJMnU19aw6933rio6348SUKitCp3b0+3AbLaw8rrVJCYljf8HGgWmt85hqAx9Jg3YWu4TVczDkOySufeEZYjodG4owPHAgkkmOvWs3bSRzOxs/D4/B3fvY/+u3VcRnR/EqXhp/Uh52PlBau3jIaUcs1k0YRBcmYXNhiGiM5hmw/3pFVcVnYlJiay8bg1miwWXrNB6Uz79X9+IUhh5Xtr9MjdXWbjjtJkk9weFi6ZpnD15msf/5Xtsf+sdJEniQ/fcxS133T5+H3AKMemEJxDVitXMnGwe+dLnMJlNHN53gJ//8Md0tneM+np+v59Xnn2BP/z6t6iqypY7b2PNxvXjOGPBjEMK5TP+ZbYHry4kuCRFxfLMMfifXShuD8cOHebsiTOowdHnPLqcLvbt3E1rcwt6vYFla1Zii4ttLqCuuhPTn8+Gj4/k+mlOFPnTlyO3R8fdJy3EDaRmaLJEz4dn03db+YgbcUQTSZJZtWEdyakpuF0utr+1lebG0W8zKllxOO6ZFT7W9tTxSM5qZNF+VjAMyS6ZFU2RlBPVZsT5zU1X9bK12W0sW7MSvd7AxdZW9u3YHcpBzk/C9dUNuD+5ZEgqS26vno8es7KmzhhuvzkYJRDgzy+8xO9++STBYJAbbr2ZDZtvGLfPOVWYUd9UnU7H/Y88iMVi4fihIzzzxFNjenEP5vC+Azz3m98BcMd9d5ORlTku1xXMXBqTg7ywyE2HLSK8Op7bzcHN36bt6LlxGUPTNE4cPkpb60UMBgOLli5GipHHo+T0Yf31oXD3sQtxQQ7ki8rly7G+xshtp82YggOV6yYd3Z9ahHt1boxn9kHK5laQlp6Gx+Nh5zvbcTmdVz/pKngWZ+G8Li/yg6cPcVvZijFfVzD9MAfg1rMRazE13oTzW9eD+cr2GJIksWDpYgwGIx1tFzl28MjQ3HlZIrC6gP5/2oxvUwnawGJP1iQWtRr5xBErFe36oSnLAxw/dIQ//Pq3ANz64TvIzpt839toMqOE5w233kx2Xi6dHR08++TT425tcGjvfvbt3I3eYOCjDz+ALM+oP68gCvSZNV5e5EPePCjCU9eF/Xvb0Z+8MC5jaJrGiSOH8Xg8xCcmUlRRMi7XHeEksDx1BLnHA4BXr/F2hVfkdb4PSYUPH7cw72LELimYYKLzr5fjm5Ua49l9kLiEeGbPnQvAoT37x9VPtu9D5fgKE0MHqkb+i7UUJ2eN2/UFUx9ZDbWLvVSwqZn0uL58HVriB2273k9RWTGJSUl4PJ4Pis7BWI1471uA8xubUEojrY+tAZkbzpu5+6SFVOcHtcCxg4fDaXofe/gBdLrJkxoTbWaMMkpISuSGW28G4Lnf/C5qRvCvPv8Sju5u8osKWbZmZVTGEMwslm9YS8GPHsLyd5sZCHAheQLYfr4P06tnQB37AkpRVE4eOQpAWXnFBzzpoo1xWw2GkxfDx++WesetGcR0IsMpkzHoJaYadXR8YTlKdlwMZzU8C5YsRpZl6s7X0tk+slzkq6KXcTwwn+DAVqfa4+bmHQHMIkguGGBNvZHcQRXs7oeXombHX/U8o8lI2YC94qmjx1GUq6f7qLkJuL6yDvenlqEmRHKOs/p13HvcwvoaE6b3GXO8/tKf6GzvIDsvl1Xrr7vGTzX1mTHCc9W6teh0Oo4dPEztueqrnzBKfF4vr7/0KgBrN22I2jiCmcPaTeuRJImtSgMvzXfTb4ykh5hfr8L633uQnGOv6u3q6KKt9SKyLJNbmHf1E8YJXYMD80unwsfHs/zUp4i8zstxMV7lYG5EWcn+ILZ9zTGc0fDY4+JIz8xAURROHT8elTHUBDOOTy4I72ZKvV7uP2G/7PamYGYxq00/xCDee9vsa27KkVuUjyzr6Gi7OLIaEEkisDyP/n/cjPemMjTdwPY7EvMuGrj/iI05F/Vhmzi/389f/vgKAGs3rbv2caY4M0J46nQ6Vq5bC8DubTuiPt7xw0dx9vWTk5dLQXFR1McTTF9KysvIyM6it6eXk0eP0R6n8vwiN02Jkcx1w5l27N/bjq7BMebx6mtrAcgvLJqYXE9PAMuvDiIFQ0/idnuQvYUiZHUlDhUEOJsWCZ3EvVuP+dQ4RxPHgaLyUMpGU10jSiB6HqySog6pR9Xmie32mU5mn8yGmsiuTWBxNr4tFVc4I4IkSeQXFAJQX1M3ugmY9fjumofzH24gMDs9/GOLIrGxxsw9Jyyk94fk1+ljJ+hxOEjPzKR0VvnoxptizAjhWVhaTHxCPG2tF6irron6eEFF4eCefQAsWLo46uMJpi8Lli4C4MCuPeFCOK8B/jzHy6HBka9uN7Yf7sCwu35M43V3duFyOTGbzSQmJY7pWldF07D87ii6zlDen1+n8Va5V/Tgvga2l/loGLT4SHz2NLqOydUGNScvFDWvq4neDpPkD5LwYsQFwbS0iIKfPhJVZxTB5Mbmk9hSaQ43ognmxOP+5NJrdnpISEzEYrHgdrnG3NlNzYjD/cU1uD67EjXZGv55ulPHvSesbDpvwuTVOLBrLxBKTZkJzIhHfF5BPgA1585P2JiXxsotmLgtS8H0Iyf/8veuJsGBAj+vzfLgG2S5ZP3dUSxPH4HA6LeqHZ3dACQkRtfX07C7HuORSLevbaU++ixij/Ra0CTYWu6lzxRajMheheTfHEfyT44UBbPZjMViIeAP0Ovoido49q216LsHCtJ0GvH/ehf2+DgSor1oEkxKdEG4pdKMNRCSNqrNiOvRVWC+9l45CUkJADi6usZnUpKEsiib/m/fgPfWWWiDLJxmtxu4/4iVwEvH0JTgjNELM0J45gwIz+aGpgkbs3mgHVZOXm7M7GkEUxtZlsnOywGgpfHy9259SpDnF7rpskYEh3FPA/Yf7EDqGl0ErLcnJBTik6+ehD9a5OZeLM+fCB+fzgiIvtsjxGeAN2Z5UeSQWDe0uUh4/jSMs1vHaEhMCS1aehxjT/8YDn1rP/b3GsLHewt9XHCGxssdeOYLZhAabKwxke4MVYdrsoT7MyvQUm0jukxCYkh49o53JzejHt9ts+n/9o0EFkTsFk1Bidn7+2i5779IagvMCD/a6f8JgdS0NAAuto7cfkaSJIzGkfc6dvY7cfb3Y7ZYsMdPzopTweQmPjEBo9FIr6MHj9sz7O/1WTReXOChalDen66ph7jvbUd/um3E4/b39gNgs0bJTN6nYP3VAaRAKFrXZQ2yq0i0PBwNnXaV94ojfzvrsTZsuyZugT0cdnvomdfbO7qXt15/lQiVqpH4wpmw52tLfJCzGUr4GX/pmS+YOSxsNVDREfHm9N47n2DFyO8Dqy0kVPtH2FXrErqrCEct1Yb7c6txfWE1wfSIKPafu0jHp3/FLTV2bL7pHayS1q5dNaLl8Q9+8dNozUUwifjqZ78Y6ymMO9P93tU0jb5n9tH1vT/DJfsPSSLv7+4k929uQ5okvrLn/+ZXdDy3GwDJYiDn2S9hLEm/ylnXzky8dzu+8xL9z+0HQNLrmPXs3xK/cvoWKlz89Ts0fPuZ0IFBR+4fH8NYPH73UCyYiffteOHedY6Ln38ibC2Xfv96Sv7fQ5N+t1H1BWj9xVs0/+erqJ5Izr5kMZL0+RtI+ORaJOO1pwnEipHeu5PjTSQQCMaMJEkkfHw12b99FF3GwDa5ptH0g5c5+9BPUHpiX3zS/sKesOgESP2Hu8ZVdM5UUr95O6Z5oe4nmhKk+vO/wN8WvdzKWOJr7abp+y+Fj5M+u2nKi07B6Ak0dNL+td+HRWfcslKK/+0Tk150AsgmA7lf+hCLd/w7KXdEOm9pHj/dj79O84d/jHv3+HSpm0yMWkpPpdXZ5//uMUoqyvjlT/6bylNnJmRMWSfzbz/5IQaDgW99+av4vN4JGXesTPeoIEyde9ditfIv//kf+Lw+/uGxr46o05YlX2Kz1xQ2T+555wT71n09VF2Zd+XCi/SsDJauXEFHRzuHdu8f02cYjNzWj/1728IFx1VpAf77tSfgtSfG5foz/d61myXu01uxKBKB9l723ftvdD26FGKQM1ZQUsSSFctpqm/g0N7xu4fQNJKePI7FFUovcFhU/ufIy6iffRmAjz38SZatWcmLTz/D3h27xm/cKDLT79uxYFDgnhNWkj0DxUSJFlruKaP59TdGfc1lq1eQlpHBkf0Habtw8eonjBObf/ppMj+5gZOP/S9ya2ibP1DXwcXP/pqaFIXdhT6c5tjnbw9mtPfujIh4tjSFcp5y8ieuYiwjKwuDwUBne8eUEZ2CyYXH7cbR3Y3JbCItY2QRHY9R49W5Xo7kDLJc6nJj/8F7GPY2XOFMiE8IJdc7e0aX43RZ/EGsvzyA5AulADjMKu+ViLzO8cRp0nirwos64J5uqush/i8T5+QxmEuV7InJ4+uMYD7VjuVMxNB7e8lQ+61LVcGXnvmCaYwGm8+Zw6JTM8i4H12JNqhr0Gi4lOOekDhxzghWmw293oBpaRH939yE5975aIMq8Uu69Nx/1MrSJgM69QoXmiLMCOF5qZo9r3DiKh0vPQAvVbcLBKPh0r2bO4p7V5NgX6GfN2Z58F+yXAqoWJ86gvn3R4e1XEocsBPpdYxfVaf5xZPoWkJCVpE03prlRZk5rYknjJbEIPsLIosN+85GLEdHXlQ5Vnodvaiqij0+Dr1+fP6hJU+AhJerwsenMwJcSIi8hY1GI+lZmQSDQVqbW8dlTMHkZUWjkUJHRJx5PrGEYMHYFzp9A4um+IHn4ERwqZK+v7cHdDL+60vp/8fN+FdFnvt6VWJlo4mPHbVS2KWb0t25ZoTwrK8OdWMpnzMbi9UyIWMuWrYUgLqBsQWC0VB3PtTwYNHSJaO+Rm1KkBcWDLVcMu2qx/b4TqRu95DfNRgNpKSloaHhcHSPeszB6I+0YNoZ6QCyu8hHl20aLNsnKUdzAtQmR6ypEp4/g/6ic0LnoGkqPV1dSEhkj9NOU/zr1ej6QlFyt0FlX+HQiPn8JYuQZZnmhuh2ShLEnpJOPcuaI24zvhvLCKwYn/vM4ehGQyMlNRWjaeSONqPhkm1eV2fkmaslmPE8uBTn360nmBsRwQlemVsrLXzorJkEz+TPY70cM0J4dnd1UXXmLEajkWWrV0Z9vNT0dCrmzsbv93Nk/4GojyeYvhzedwAlEGDW/Lkkp6SM+jo91pDl0vnUyAtZ3+DA/t1t6Coj7RZzC0I9ijvb2vB6xp4iInW6sD59JHxcnaJwOlP4dUYVCd4t8+IwD5jLB9SQubxnYsVYbU1o0V1cVjrmaxnqe7AO6km/s9iP730VCms2hnpd79u5G8H0JcUpc/35Qe0w52TgvWvuuF3f6/XR2daGLMsTYuhutlhIy8xAVdXL+jUHS1JwfmMTno8tRLVG7KIKHHo+dtTKygYj+snRN+KamRHCE2DP9p0ArLthIwaj4Sq/PTY23nwDAEcPHLqi/6JAcDVcTifHDx9FluXwfTVaFB28Xe5jZ5EPVQrt08guP7b/2o3pjSp0skRBcREADXX1Y506KCrWXx1E8oaEZp9JZXupV7QznAD8enhjtpfAgLm8vtNN4rOnw5W/E0FzQzN+n5+k5GRS08dQda6oJL54loFbloYkhZqUoYuXkvIyCoqLcLvcHDt4eAyzFkxmzAG4tdKMQR1oh5luw/3Ismtuh3mt1NfWA1BQXIReH12ZVFRWjITExdYL+H3+y/+SLOFfX4zznzbju66QgW6g6DSJpc1G7j9ipaRz6my/zxjhefbEKS60tJKcmsotd90etXFKZ5Wzat1aFEVhx9vvRm0cwcxh+5tbCQaDrNm4nuKykrFdTIKT2QFenufBZQhFxCQNzH86Q+rTpzD4Nfp6e+m42HGVC10d8yun0TeEOsmoUqjwxT/5LemmDQ6ryrbSyHa05XQH9u31Eza+pgY5fy6Uk7l01TJ0o8z1tL/XgGEgVSAgayHD/EE6w2g0ct9D9wOw851tBPxim306Iqtwc6WFON9AMZFZj/tzq8E6/tvhnW0d9Pb0YDZbqJg7b9yvf4mk5CQKiovQNJW66uqr/r5mN+G9fzHOr29EKYzks9r9MjdXWbjjtJkk9+Rf2c8Y4amqKs8++TTBYJDrrt9ISUXZuI9hsVr4yIOfAODtP78+oVYMgunLhZZW3nntTQA+8vADmC1jq9oEuBiv8twiDy3xkT0a765zHL/lO5x4eewLJv3Ji5jeiTxI9xb4aY8TeZ0TTXWawvGsSBQl7o1qjOfGqQf1NXD+dBU9jh6sNjvzFy8e8fm6DhdxWyN58gfy/R+wlLnt3rtITUujtbmFd19/a8xzFkxO1tYZyekbaIcpgftTy1Ezo9cV8MSRo6iqSn5RAakZ498JS6/XMX/pIiQkas/V0DcCFxE1PwnXVzfg/uQSVHtEeOf26vnoMStr6owYJnFG04wRnhCqMN/2xtvIsszDn/8rcvJzx+3aJpOJT3/pr0lOTQmN8+bb43ZtgeCd196ktamZ1LQ0Hvni58Yl6T1kueShZlZEyPrqO5C+/RqG/aN3Y5AcHiy/jWx31icpHM8WUahYsbfQT+vAAkPSIOn3J9E5JiYFSNNUDu/bj6qqFJUWUz5v9khOJvGPlUhKaMHSbgty4n330aYtm1mzcT3BYJBnn3yKYHCKJbsJrorFL7Gh2sT8i4OKie6YgzI/8wpnjR1nnzMcsV+8YhmJSeNnr6TTySxdtRKbzU5/fx/nK6uuftL7kSUCqwvo/6fN+DaVoA2kG8iaxKJWI584YqWiXT8pt99nlPAEeOvV1zhx5BgWq5XP/e2XKZtdMeZrJiQl8ujffonCkiK6O7t44me/QA2K6I5g/AgGgzzxs/+lp9tBcVkpj37lS8Qnjt3uo2z+bNY9/XXSf3g/mikUTZACQay/OYz52eOgjPA+DqpYnziI7ApF2ZxGlXfLRF5nLFFleLPCG06t0LkCJP32xLB2WuNNX08vh/bsR0Nj7vz5zFu0AEm6+qvHcvgCpupQla+KxvZSXzi3TdbJ3Hr3HXzow3eiqirPPPEULY3NV7iaYKoyq03P3LZIXYZ/aQ6+myamHWxtZTWtzc3odXqWX7d6XCKfJrOJFWtWkZyagtfr5fDeAyNqDvIBrEa89y3A+Y1NKKWRAlRrQOaG82buPmkh1Tm5pN7kms0EoKoqv/vlkxw/fASL1cqjX/kSH77/I6OOIK1Yu5qv/tO3yC8qpLOjg/95/Cf09kzPVnWC2OLodvDzH/6Y7s4uCoqL+No/fWvULg0ms5l7H/g4f/XYFzBbLJxP9vPcfBcOS0Romt6rxfajHUgjiI6ZXqtEXx3aylXReLvcize6tXyCa8Bj1HhzljdcVGZs7iPhlVFEWUZJS1NTSHxqKmWzZ7Hx5huvuHCSnX7iX420CjyRHaDTHro3M3Oy+fI3vsr1t9w0EOl8mqMHDkX9MwhigAZzBolO1W7E88klMIHtME8cPkZLc1NIfK5exfzFC9EbRpevnJWXzbobNpGYkoLH42H/zj3jVoCs5ibg+so63J9ahjrIRD+rX8e9xy2srzFhmiQbTzMy1T+oKDz9iydovaWFzbfdwpqN65m7aCH73tvJvl176O+9cq6FXq9n4bIlrN20nvyiQgBOHTvOC089g7O/P/ofQDBj6ero5L++/0Pue+DjzFk4n4996pOs3nAdu7ft4PjhowSVKyf2xCcmsGrdWlatv474hHiUQIA3X32N7W9uRTNpvLBAYVO1mdKu0KNBX+fA/t13cX96BcGKK6/2dZXtmN6IiJmD+f4hBt+C2HIxXmV3oZ91dSErGtv+Fvz5CXhW5EzI+M0NjXg8HpatWk5iUiLXb9lMU0Mjdedq6O4amnca/+o5dO7QW7LPpHIg309+USFrNq5j0fKl6PV6uju7ePY3T1NTFZvuTIIJQIIL8UESOkIxMv+GYjBOrGzRNI0Th47R39tP+ewKcgvySc/MoLG+gaa6BrxX6UwoSRKZOVkUFheRmJwMQEfbRU4dPYHXO87d2ySJwPI8AvOzML1RiemdaqSghozEvIsGSjr17C/wcTZDCe8exIIZKTwhdDO989qbnDl+ko889AB5hfncfOdt3HjbLdTX1NLc0ERLYxPOfieapmIymcjKzSG3IJ/CkmJsdhsQsrt5+ZkXxIpbMGH09/bx65/9L0tWLeeuj95LQXERBcVF3PnRe6irrqWloZELLa34fD4kScYebyc3P4/c/HwKSorQ6UKr9ca6ep598ukhRXABPbxV4aWt1cDqBiOyJiE7/dh+sgvvnXPxby67bLRB6vNiffJQ2PKmKUHhSO4kWV4LwpzMCpDRL1PeGYoiJb5UiZIdRyA3fkLG72rvYOtrbzJ34UKKy0vILywkv7CQ/r4+HF3dOLocuPZWoTsyqNvSo2v4yh2ryMgK5fSpqsqe7Tv5y4sv4/OJtqvTnUtV7ADBouSYzaPufA3tFy6yYMliEpOTKK0op6S8lJ5uB729PfQ6evH7/Giail5vwJ5gJzExiaTkJAzG0GIvEAhw5uRJWhtbojtZsx7fXfMIrC7A/NwJDGdDXs0WRWJjjZk5bUF2FPtiVvA5Y4XnJS60tPLjf/8PSivKWbNpPXMXzqekvIyS8itXvTc3NLJ7+w6OHTws7DsEMeHIvoOcOnKcRSuWsnbjenLy85i3aAHzFi0Y9pxgMMjxQ0fYs30nNeeGiRRJcDwnQIc9yE1VZqwBGUkDy8un0dc7cH9yCVgG7Z+rGpYnDyMP6iqztdwX0xW1YBgk2F7qI8Utk+LWISkqSb89TsdjK9FsE9OlJagEOXH4CNWVlRSVlFJQWkhjiX6XAAAgAElEQVRcfDxx8fHkZGZx8rHnuSQnbbcsoPjRu4DQIn//zj3s27H7AxFSwfQlcVB3nmC6PYYzAZfTxd4du0hKTaagsJDMnCySUlJIukpzj/7eXurr67nQ1ExwpHnzY0DNiMP9xTXoj1/A8sJJ5IFOdelOHfeesHI2PcC+Aj8e48RWIM144XmJ6qpzVFedw2q3kV9YQE5+Htl5OZgtFmRJJuD3097WTnNDI80NjXS2j93nUCAYK36/nwO79nJg115S09PJK8wnNz+PtIx0DEYjqqbi9XhobWqhuaGRpvpG3C7XNV27NUHluYUebq4yk9UfipIajrVib+3D/dmVqNmhKJnprXMYBrofacDWct+EP8gE146igzdmebn3uBVTUELv8JL0+1N0f3rxuBtxXwm3y83pEyc4c/IUicmJJCUlo3vhGL6G0LNVsxlpvD6L3b9/juaGRlqamq+aSiKYXhgUsAUGfDv1MlqyNcYzCuHo7MbR2Y3hhIGEpETikxJIiEtAZ9QjI6OqCk6ni15HD32OXlzX+MyNCpKEsiib/jnpmN46j+mtc2GniNntBoq79BzI93MqKzBhwQIhPN+H2+mi8tQZKk+difVUBIIR0dneTmd7+7imfbhNGq/M87Cm3siCC6GImK7dif0/tuN5YAlqkgXTn8+Gf/9Irp/mRGFpM9nptWi8U+bl1koLAOZzXcS9XUP/zWNvbzlSNE3F0dVN/8kG0v6wP2yAsD2zj7Mvvzjh8xFMHhI9kW12Nc02oQujayHgD9DZ1kFn2xQIRBn1+G6bjX9VPpYXTmA4EUqxMgUl1tWZmNOmpyZF4WRWAF+UC0JnXFW7QCAYGaoMu4r9vFUeacEo+YNYf30Q20/3IA20YbwQF+RA/jAt3wSTjvqUIIdzB5nLb63DdCZGL1BVC7XFHLiXWuODnM0Q0c2ZTqJ3kPCM8Tb7dEFLteH+3GpcX1hNMN0W/nmKW8eKJhP3nLBi9UVX4AvhKRAIronqNIUXF3joMUdylCRfSBx4dRpvV3hFXucU40C+n6aEiMBL+sMpdJ3uCZ+HdW8TxsZeAIKSxnslwvtVMDTiGcwQwnM8UeZm4vz6RgIVaUM85hO9Mjm90ZWGQngKBIJrptum8sJCN232odvppzP9OE0ir3OqoUnwdoWXflNoMSF7FZJ/exzJP3HpEnKPl/jXI+1VD+f6cVjFvSQYWlgkIp7ji/50G/bvbcdQ1TFkjddhDdKQHN3vvxCeAoFgRPj18OJ8Dw2JChoa7bYg+wuFs8NUxWsIdTYKDnhhGS44SXjxLIylm8oISHi5EtkXetE5LKqw4RKESfCIrfbxRurxYP2//dh+tgddR6Toqc0eZFuJl1fme/BHufpHFBcJBIKRI8Nf5nqpGEhIF0xt2uNUdhT72FQT6nhiPXIBf34C7rV5UR3XfLIdy+lIXun2Ei+qCIcIALT3FRdlxMVwMtOAoIpxew3mP1eGU6QglCa1r3BiTeWF8BQIBKOmShSATBvOZipk9AeY0x4qaU34UxWBnDgChYlRGU/yKiS8XBk+Pp0REJ2uBGGsfgmjGlJCmsWAZp8Yn9npiK6mC8szx9C1DO3KWJkWYG+h8PEUCAQCQYzYWeIj1SWT7tIhqRrJT52g429WosaZxn2s+Ner0Q1qOrCvUHQhEkQYXNEezLBPaH/26YLk9GF+5TTG3Q1Dft5tUdlR4qU1Rgs9sakhEAgEAgCCMrw5y4tXH4qA6Pp8JD19EoLj+4Iy1Pdg3dsUPt5V5McnwiCCQYjCojGgahj21GP/ztYhojMga+wt8PHcInfMRCeIiKdAIBAIBtFv1ni73MttZ8xISJhqHcS/Xk3fbeXjM0BQDXl2DuzuNSQpVKeKlA3BUIbmdwrhea3ILb1YnjmGvqZ7yM/rkhV2FvlwmmPvGCGEp0AgEAiG0JQUagawsjG0xW5/rwF/fgLeBRljvrb9vQYMF51AKAKzo9gnPDsFHyBRVLSPDK+C+bWzGN+tCTdiAOg3qews8lGfMnk6ygnhKRAIBIIPcDg3QHq/jiJH6DWR+NxpOjNsKGOIPuk63cS9XRs+PpDvp38SRGAEk4/BVkpBITyHR9PQH2vF8vxJ5B5P+MeqpHEsO8ChPD+KLobzuwwix1MgEAgEH0SCd8q99A50qpJ9QZKfPI7kHeW2uDbQFlMJXa/dFuREtvDsFHwQWYX4QW0b1TQhPC+H1OnC+t97sf3fgSGisyU+yLOL3OwrnHyiE4TwFAgEAsEw+PXwxiwvATkUldR3ukn9rwMQGPm2neXwBUzVobwzFY3tpT7RYlVwWeJ8ErqBm0NNNINZbM4OIRDE9HoVcf+yFcPptvCP3QaVd8q8vDLPM6m7fwnhKRAIBIJh6bKpvFcSsToytLvI+O4uDAO91a8F2eUn/tVz4eMT2QE67cKzU3B5Et3COH44dFUd2P/9XcyvnkEKhL5DGhqnMgP8YYmbqnRl0udMi2WEQCAQCK5IfbKC26BiDYQEga7fT+pPD+C6Lp/+LaVoxivv58W/eg6dO7St3mdSOZDvj/qcBVOXuW2GyIHbH2rfOsN9PKVeL+Y/nsR4sHnIzztsQd4r8dEeN3UWciLiKRAIBIIr4tfDU0vddFuCKAM+SJIG9p2NpP1wL8ZzXcOeazzXhfXwhfDxjmLfpMw7E0wOZBXS+yPSRN/Ui+Xpo+PuJTtlUDWM79US989bh4hOn05jZ5GPFxZ6ppToBBHxFAgEAsE1ENTBM0s8xHklNlabyOsNvT703R5S/+8I7uXZ9N5WjmYdFK0KBEn849nw4fnUAI3Jk8fWRTD5UGXYVexjVYOJeF9IgBr3NiD1e3F/ZgUYZ45s0TU4MP/hGPrGniE/P5caYE+RH/cEt7ocL2bOv6BAIBAIxky/WePVuV4q2vWsrTdhVkJboNaDrZjOdtJ79yy889NBkojbWou+K1Rt69Vp7CoSW+yCq1OdFqQ2xc2GGhOz20MLGcOpNmw/3oX786vR7OPfwnVS4fZj/tMZjDvrwo0WABxmlZ0lPpoTp/biTQhPgUAgEIwMCaoyFBqTgqyrNVLaFRIHOqef5KdO4JmbhmttHvbtkXZ9ewt9eKZohEYw8agybCv14TZqLG02/v/s3Xd0JFeZN/5vVXVWzjlLI2mkyZ6cg3PEGRuDwcY2MIt/7GJY2PddwvIj7BoWsE0wxmDA2GaccM6enHOeUZpRzllqdXVX1ftHa7pbI80odZL6+znH56h7uqtu+9zueure+zwXAKCr6kDYz7eib+MyaHFhAW6hD2ga9HtrYHr1OMQed0KfQ9BwIEPGoTQ71GmwQJKBJxERTYjVoOGDIhvOtjmwqtKIcNl5VTSfaIHpZItrtKY+UsGpJG6LSeMkAHuyZPQZNKysNEIAIDX1Ivzxrej72jKo6VGBbqHXiI09zq0uz7YOef58tAPbcm3oNk+fmzYGnkRENCnn4hTUR/Vj6TmjKyP5QtCpQcOW3IGgL/FCwet4ih1WvYoNZ02QNAFi1wDCf7EVfQ8vgVKYEOjmTY7sgPHdMzB+VAZBcQeXvQYV23NsqIxTpt13h4EnERFNmqwDtuTbUBbvwA0nTdANFgCvj1TRETZ9RmsoMCriFVj1A7j2lAlGRYAw4EDYUzth/cIC2BekB7p5E6I71gDzP45CbOt3PacKGo6m2LEvQ4Z9mkZo0/RjERFRINRHK3huYR+uP2lGfJ+It4uto7+JaAzqoxS8PsuKG06YEGYXIThUmJ/dB6HbBnltXqCbN2ZCez/Mm45Cf6RhyPONEc6anG1hU6s80ngx8CQiIq+y6YFX51ihcwAOXmXIi9rCVLwy24obT5oRYxUhaIB501EIXQOw3TwzuAvNKyoMH5fD9M5pCLI7M31Ap2FXtg2npsCuQ97AnwQiIvIJBp3kC70mDa/O6sf1p8xI7nHuRmD64CzE7gFY750HSMGX+i2Vt8L8wmFIDT1Dnj+VaMeubBsG9Jd44zTEnwUiIiKaUmx64I0SK646Y0J2hzOUMeyuhtBjcxaaNwZHeCP02GB67TgMu6uHPN9mcU6rN0ZO72n1kQTfbQERERHRKBwS8G7xAE4m2l3P6U80IeyX2yF41MEMCFWDfnsVwn/w4ZCg0y5q2JFtw6Y51pAMOgGOeBIREdEUpQnA5sFC81dcKDR/vgNhP9+Cvo3LocX7v9C8WNPprMlZ1THk+Yo4B3bk2NBrDO0qDww8iYiIaOoSgL1ZMvoMKlZVmpyF5pv7EP74Fmeh+Yxo/7TDaofprVMwbK4YstVll1HFtlwbqmOn9laX3sLAk4iIiKa8EykOWA1WbDjjrCMrdtsQ/r/b0PfQYihFib47saZBf7AOppePQewacD2tCBoOpdlxIF2GIvnu9FMN13gSERHRtFAZp+DNEisGJOeQ44VC8/r9tT45n9jcC8uTO2H5474hQWdtlAMvze3H3iwGnRfjiCcRERFNGw1RqrPQ/EkTwmURgqLB8uw+WLsHIK/L985J7AqM75+F8YOzEBzuJKE+vYodOTLK40OjJudEMPAkIiKiaaU9TMWrs6244YQZsVbn5K755WMQOwcwcEsJIE48KtSdbILppSOQWvpcz6nQcDzFjr2ZMmRGVpfF/z1EREQ07fQaNbw2qx/XnTIjZbDQvPGjMgjdA7B+bj6gG99qQ6HTCtPLx2A4WDfk+eZwZ03OlvDQLI80Xgw8iYiIaFpyFZo/a0JO+2Ch+b01zkLzX14EmMawZZCiwrClEqa3TkEYcLiPLWnYnWXDyWQHNE6rjxmTi4iIiGjaUiTgvaIBnEjyKDR/qtlZaL574DLvBKSqdoT/bDPMLx8bEnSeSbDj7/P7cSKFQed4ccSTiIiIpjVNALbk2dBnULGoxggA0FV3IuznW9G/cRnUhPAhrxf6ZBj/eQKGHeeG1ORsN6vYmmdDfRRrck4UA08iIiKa/gRgf6Yd/QYNqyqMECFAaulD2ONb0fe1pVAzY5w1OXdXw/TacYi9suutdlHDgQwZh1PtUDlXPCkMPC/BYDQgOTUFBoMRgijCbpfR3tKG7q6uQDeN6LIio6MQGx8Hg8EAVVFhs9nQVN8AWZZHfzNRgAiCgMTkJIRFhEOn08HhcKC/tw9NDY3QtNDeYpC862SyA/16DVedNUGnChB7nIXmrbfOgmFfDXTlbUNeXxXjwPZcG3pMI/dDg8GApNQUGI1GiJIIWZbR0dqOrs5Of3ycKYeBp4eC4kIUzypBTn4eUjPSIUnDq762trTgXFklys+cxZEDB2GX7SMcich/DAYD5iycj7wZBcgtyENsfPyw1yiKgrrqGlSVV+LU0eMoP3M2AC0lGio2Lg5zFy5ATkEesvNyYLZYhr3GarXifEUlKssqcHjfAbS3to1wJKLxORen4I0SK647ZYbJIUCwKTC/cHhI6c0eo4ptOTacixs+rZ5XWICZs0qRU5CHtMyMEeOF9tZWVJVXouJMGQ7vPwDZxpt/gIEnAKB03hxcdeN1SE1Pcz2nKArqamph7euDqmkwGIxITk1GfEIC4hMScMWyxbjxjs9g60efYttHn3I0ifzOYDRg9ZXrsXL9GljCwlzPW61WNNU3QpZtEAUBlrAwJKelIjMnG5k52Vh95TrUVdfggzffwYkjxwLWfgpd8YmJuPrm6zFnwTyIonvesqOtHR1t7XA4HJB0EmJiYxEbH4ei0hIUlZbgmptvwNEDh/D+G2+jpak5gJ+ApoPGSBWvzerHZ45aYFIEV9CpQsPhNDv2Z8hwXBRPzpwzC1fdeB3SMzNcz6mqivraOvT39rrihaTUZMTGxyM2Ph4LlizCDbffgu2fbMGWDz6GzWbz34cMQiEdeEZERuBzD30JeTMKAABdnV3Yt2MXys+cRXXVuWF3J6IoIjktFbkFeZi/eCEyc7Jx7S03YtmaVfj7H/+MijNlAfgUFIoKigvx2S99AZFRkQCAcxVVOLR3P6rKytFQVz9satJoNCIzNxt5hTOwaPlSpGVm4Itfexjlp8/gb3/4E3p7egPxMSjECIKAK2+4FuuvuxqSJEFRFBzYvRenjp1AVXkFujqGT01GRUcjpyAPRaUzMXfhAsxduACz5s/Fp+99iPffeJvT8DQpHRYNm+b047OHLNBpAvp1Kt4oHUB72NCanGHh4bj3wfsxY2YRAKCnuxt7d+xG+emzqK6sGhZMCoLgihfmLlyAnPw8XHXjdVi6egVeePavOHvylN8+Y7AJ2cAzNSMdX/raw4iOjUFvdw8+eOtd7Nm+E4rDccn3qKqK+ppa1NfUYvsnW5BfOAPX33YzMrKz8ND/txGv/v0f2LNthx8/BYWiZWtW4ea7boMkSaiuOoe3XnkdlWfLL/sem82GslNnUHbqDD58610sWbkcV95wDfKLCvH17zyGPz31ezTU1fvpE1AoMhgN+OwXP49Z8+dCVVXs2bYTH7z5zqjr4Lo6O3F43wEc3ncA77z2Bq664TosWrEUG66/BslpKfj7H5/jFCZNSo9Zw3tFVsxqMOC9ooFhe6snp6bgSxsfRmx8PPp6+/DhW+9i99btcFwmXtA0DQ21dWiorcOOT7ciJz8P1992C7LzcvDg17+CN/7xCrZ/ssXHnyw4hWRuVvGsUmz81jcQHRuDqvIKPP6D/x87N2+9bNA5kvIzZ/HrnzyOzR98DEmScMd9n8WNd9zqo1YTAbfcfQduvedOSJKEj9/9AE/89OejBp0XUxwO7Ph0C37+w5/gfGUVYuPjsPHb/4bCkmIftZpCXXhEBL722Dcwa/5cWPv78cyvf4NNf/37uJMvuju78PLfXsAffvUb9Pf1o3TuHGz81r8iIjLCRy2nUFEdq+LtkuFBZ0FxETb++78hNj4e1VXn8PMf/BjbP9l82aBzJFXlFXjqv3+Bj95+D6Ioun7LQ1HIBZ6p6Wm476EvwmA0Yt/O3fjdL56Y1DSjpml46+XX8NKf/waHw4HVV67Dqg3rvNhiIqe111yJFetWw2634+9/fA7vvvbGpKYZe7q68dvHf4UDu/fCaDLivocfQHJqihdbTARIOh2+8JUHkZaZgZamZvz6pz/H2ZOnJ3XMslOn8eufPI7mxiakZqTjC1/5MiRdyE7gkY8kpSTjC488AJPJhEN79+M3j/9qUpVtNE3De/98C88/82fY7XYsW7MK66+72ostnhqC+pv6+NNP+vT4C5ctwcJlS7x+3JvuvBU33en9kc9vPrTR68ck3/Bl39Xr9bjngS/gnge+4NXjmkwmfPP7/+HVY17Avjt1+LLvJiQl4ts//L9eP252Xi5+9ptfev247LdTh6/jhXmLrsC8RVd4/bjX3nIjrr3lRq8fN5j7bsiNeBIRERFRYAT1iOcFwRy5+4Ov7+TId9h32XenqlDuu+y3U1co91tgavRdjngSERERkV8w8CQiIiIiv2DgSURERER+wcCTiIiIiPyCgScRERER+QUDz1FIOh0sYWGBbgbRuFnCwlhUm6akyKioQDeBaNwkSYIlnPHCaBh4juKzX7wP3/4v7xc8JvIlQRDw7z/6Hu78/D2BbgrRuBQUF+E/fvpDbuFKU85tn7sb3/nR9yFKDK0uh8Mho9i5ZRuqyisD3QyicdE0DR+8+Q7qqmsC3RSicamrrsHm9z9CzfnqQDeFaFz2bNuJxroGqIoa6KYENQaeo6g8W47Ks+WBbgbRuG3/ZHOgm0A0bv19fXj39TcD3QyicTtfWYXzlVWBbkbQ43gwEREREfkFA08iIiIi8gsGnkRERETkFww8iYiIiMgvGHgSERERkV8w8CQiIiIivwiJckqPP/1kQM//zYc2BvT8NHWx79JUFci+y35LE8XfXN/jiCcRERER+UVIjHhe4O87iUDfOdH0wb5LU5U/+y77LXkLf3N9hyOeREREROQXDDyJiIiIyC8YeBIRERGRXzDwJCIiIiK/YOBJRERERH4RUlntlzLZbLJQqLtFwYl9l6Yq9l2aithvJ09YvnyJNp43hFLKfyibjl8O9t3QwL5LUxH7LU1V4+27nGonIiIiIr8Y94jndMShc5qq2HdpqmLfpamI/XbyGHgSERERkV9wqp2IiIiI/IKBJxERERH5BQNPIiIiIvILBp5ERERE5BcMPImIiIjILxh4EhEREZFfMPAkIiIiIr9g4ElEREREfsHAk4iIiIj8goEnEREREfkFA08iIiIi8gsGnkRERETkFww8iYiIiMgvGHgSERERkV8w8CQiIiIiv2DgSURERER+wcCTiIiIiPyCgScRERER+QUDTyIiIiLyCwaeREREROQXDDyJiIiIyC8YeBIRERGRXzDwJCIiIiK/YOBJRERERH7BwJOIiIiI/IKBJxERERH5BQNPIiIiIvILXaAbECwSExPxwANfxjXXXIsnn3wCmza9NOw1ZrMZDz30CFatWgWz2YLjx4/hySefQHX1+QC0mEKdJEl47LFvY/78BYiLi0NbWyu2bt2KP/7xGVit/cNeX1JSgkce+RrmzZuH++//PMrLywLQaqLx9V3+7hJNLww8AaxatRrf+94P0N7eDkmSLvm6H/7wRygpKcWzzz6DtrY23Hnn3Xj66Wfw4INfRG1trR9bTAQoigKTyYQXX/w7mpqakJ9fgHvv/RyKioqwceNXh7z2K1/5Gu6993NoaGgIUGuJ3MbTd/m7SzS9MPAEEB4ejt/+9im8/vpr2Lx524ivycnJxdKly/CDH3wPH374AQBgz57dePnl13D77Xfil7/8hT+bTAQA+P73/9P1944d29HR0Y5vfevfUVJSihMnjg957be+9U1Yrf144onf+LuZRMOMpe/yd5do+mHgCeCdd94e9TVRUVEAgMrKCtdz/f39aGioh9ls9lnbiMbjyJHDAICUlJQhgedvf/sUAGDevHkBaRfRaEbqu/zdJZp+mFw0RidPnkB9fR3WrFnnei43Nw/Z2Tl4//33AtgyIreoqGgAQFtba4BbQjQ+I/Vd/u4STT8c8RwjWZbx6KP/gn/7t8fw4x//FE1NTZg/fwH+679+gIMHDwS6eUQAgMWLF6OnpxvHjh0LdFOIxmWkvsvfXaLphyOe45CTk4uUlFTU1NSgsrICdruM2bPnXDYhichfzGYzbrrpFrz44otwOByBbg7RmF2u7/J3l2h6YeA5RkVFxfjxj3+KJ574FX7726fw5ptvYOPGr2LBgivw0EOPBLp5RHjkka+is7MTL7zwfKCbQjQul+q7/N0lmn4YeI7RZz5zK2pqarB79y7XcwMDA3jvvXdx0003B7BlRMDq1Wtw9dXX4D//8/9AluVAN4dozC7Xd/m7SzT9MPAco/j4eCiKMux5VVUQEREBg8EQgFYRAQUFM/Cd7/wHfvCD76GqqjLQzSEas9H6Ln93iaYfBp5jVFVVhezsbOTk5A55fuXKVaitreUoEwVEfHwCfvaz/8Ef/vB77Nq1M9DNIRqzsfRd/u4STT9SZmb69wPdiECbOXMmZs+eg9zcXKxduw4dHe0wGAxITU1FTU01AOD8+XO47rrrceWVV0KWZSQlJeORR76KRYsW4/HH/xtVVVUB/hQUasxmM375y1+jo6MdmzdvRmpqmus/g8GAzs5O12uXL1+BGTNmoLi4BPPmzUNDQz0SExNhNpvQ0tISwE9BoWisfZe/u0TTj7B8+RIt0I0ItO9+9//guuuuH/Z8Q0MD7rjjVtfjjIwMPPLIVzF//gIYDAaUl5fhuef+jJ07d/izuUQAnMXgL7UL0TvvvI0f//hHrsebNr2KlJSUUV9H5A/j6bv83SWaXhh4EhEREZFfcI0nEREREfkFA08iIiIi8gsGnkRERETkFww8iYiIiMgvdIFuQDB4/OknJ/X+bz600UstIRof9l2aqth3iULTuLPaJ/tjQVPDdPxRZ98NDey7NBVNx35LNBJOtRMRERGRX0x4qt3bd2dxfSKMdmBAD7SHqQDcd/mTPddox/HVlI+/2u9NoTCy4s//j+y77LvexL7rNtJx2W+Jgl9QrPGM7RNxyzEzjIoAm6ThtVlWV/DpD5zioKmKfZemKvZdotAUFFPtOkWDQXH+bVQE6BRupkREREQ03QRF4Bk9IEGA4Hpc3GwIYGuIiIiIyBeCIvDM7JCGPC5s0cFkD1BjiIiIiMgnAh54ChqQ2Tl0qalOFVDaoA9Qi4iIiIjIFwIeeCb1iDA5nNPsqsUdbJY26qHaOOxJRERENF0EPKs9s8PdBMecFOhOt0DssMJiF9H71mFE3rbQa+di2Qqaqth3aapi3yUiTwEf8czyWN9pL02GbU2e63HXc9ugacxwJyIiIpoOAjriaZEFJPQ5A09NFOAoSgQ0DaZ3TkOwOWCvaIZ1R9mkz8N6cTRVse/SVMW+S0QjCeiIp2c2u5IfB5j1gMUAeVmW6/mu57YFomlERERE5GUBDjzdA672kmTX37a1edAGy3pad5Yhti/gKwKIiIiIaJICFtGJKpDR6R7xdJQkuf7W4sPgmJvqejynnqWViIiIiKa6gAWeyT0ijMpgGaVYM9SUiCH/bluf7/p7RosOZlkAEREREU1dAQs8h02zC0MDSyU3DhELnBnukiZgFgvKExEREU1pAQs8PcsoeU6ze0p5+GrX3yWNeugUnzeLiIhodGqgG0A0NQUk8Ay3CYjrHyyjpBPhKEwY8XVx18yDMSMeAGB2CJjR4v/qTys3rMGXvvaw389LNFkPfv2rWLZmVaCbQTQuCclJePS730JSSvLoLw6gL+6z4K5DZqR3MPmVaDwC8o3xLKPkKIgHjCMHlIJOQsqDG1yP59QZAD/Xk7dYwmAJD/PvSYkmSRAEmC0WWCyWQDeFaFx0Oh0sYRbo9AHfWO+SCpt0MDtExPVLuOmkBTceNyGjQ/L79YloKgrIN3vINpmXmGa/IOmzK1H1k5chDDgQMyAiq0PC+Vj/zbm//8bbeP+Nt/12PiJv0GdrMxIAACAASURBVDQNT/z08UA3g2jcGmrr8JP/+H6gm3FZ8+qG5hxkdOmQ0aVDh1nFsRQ7ziTYYQ/euJkooPw+4nm5MkojkcLNkFdkux6ztBIREQVKuE1AtNV96fQc5IyxilhVacTn94dhRYUBOa0SIq2syELkye+BZ2q3BL3q/CIqCWFQE8NHfY9tTR400fme9C4d4nu5poaIiPxvVoMeIpzXI8eMePT88CrY1uVBM7mHOI2KgNmNBlx7xowbTpohMhGJyMXvEVzmxdnswuh3g1qsBfb5aa7HHPUkIiJ/0zuAmY3u649tXT60+DAM3D4b3T++Fta75kC5aDDF6ABUjpUQufj965A1ZH3n2LMWZY+C8vmtOoTZOH1BRET+U9Ssd218oiSGwVHqcQ0z6SCvzkXvf26A9c7ZrqcVBp1EQ/j1KxE5ICBmcG2MppecGe1jpGTFwJEfB4AF5YmIyL8EDZjtcd2R1+UD4ggDIKIAeVmW66FFFjjVTuTBr4HnkGz2GfGAQbrMq4ezrXOPes5kQXkiIvKT7HYJUQPOS6Zq0UNenHnpFxt0UGOdpcxECK73EZGfyykN2a2odOzT7NfeciMAQLtRxaEPqzBQ1QyTIuA76+5B1L3LvN5OIm95/OknA90Eoglh3x1qTr3B9be8MueS9acvUJIjILb3AwBi+gV0sKQuEQA/jnhKCpDW5Q487aOUURqJIIlIefBK1+Ouv+6ApnAOg4iIfCexR0Rq9+Bue5IAeXXuqO9Rk91JRjFWjngSXeC3Ec+0bgm6C2WUksKhxY++G9C7r785/EmLAxEWPcR+Oxw1bfjNnd9AVdzY59wtYWF49LuPIS4hHg119Xj2yd+ho619zO8fiaTT4Y7PfRZXLFsMRVHwh18+hfIzZyd1TJravvnQRq8fc8bMYjz49a9AFEXs2bYTr/79JSjK5NabxCXE40tfexhJqSloaWrGr3/yP7D2W73UYpqKfNF3b73nTixbswp2WcZLzz2Pw/sOTPqYcxbMw91fvA96gwG7tm7HK3970QstHdlsj0oq9gXp0KLNo75HSY5w/c3Ak8jNb9+GzAlOsw9j1DmnOQZ5Tn+MRX9fH57+5ZNoamhESloqHv3uY8ibUTDh5kRGReGRf/0XXLFsMWSbDX99+lkGneQTZ0+ewvN/+BPssozFK5fhoW9sRERkxOhvvIT8ohn4+nceQ1JqChrq6vH0L59k0Ek+8fpLL2P31h3QGwz43Je/iKtvuh6iNLHLjyiKuOrG63Dfww9AbzBgz7adeP2FTV5usVu4TUB+m3uMxjPX4HLUJPd3M7qfgSfRBf4Z8dSGllGayDS7J3l1LowflUFQNKR2S0jsEdEcMfYp97aWVjzx08fxuS9/CUWlM/GVbz6KIwcO4qO33kNDXf2YjmEJD8PKdWuwasM6GE1GdLZ34Nmnfo/6mtoJfiqi0R05cAjtrW24/2sPI29GAb79o+9hywcfY8enW9Hf1zemY6Skp+HKG67F7PlzAQAnjx7H88/8GbaBAV82nUKYqqh4+W8voLG+ATfdeSuuvOFazLliHt5/4x0cO3gYqjr677coiiidNwdX33Q9klKSoaoq3nz5NWz76FOftr20QQ9RGywYXxAPNTN6TO9TLx7x1ACwCiCRfwLPqAF3Vp9m1EHJi5vU8bRoM+wL0mHYWwPAWVD+w0LbuI4xYB3As0/+DhuuvwZrr96AOQvmY86C+agqr0DFmTJUlVeguuqcawRIp9MhJT0NOfl5yMnPRWHpTBgMztHW44eP4JXnX0JPV/ekPhfRWNScr8avfvzfuP3euzFzzixcfdP1WHv1Bpw+cQpV5RU4V1aB+rp6KA4HAMBssSArNxvZ+XnILyxAdp5zfZosy/j03Q/w0TvvQ9O0y52SyCu2f7IZTQ2NuO3eu5CYnIz7HvoSOtracebEKVSWl+NcWSU62tuhaRoEQUB0bAxyCvKQk5+HwpnFiI13XjtaW1rw6vP/wNmTp3zaXp0ClHgWjF8/ttFOANDCDVDD9BD77NCrAsJlAb1Gfs+I/BJ4DikaX5gA6MdXRmkktvX5rsAzr02HXQMyek3j+1KrqooP3nwHe7btxNprrsSi5UsGA8u8Ia9TFAWSNLzNp44dxyfvfoiq8oqJfxCiCeju7MKzT/0euTPyse6aK1FUWoLZ8+e6RjGBS/db24ANe7bvxOb3P0J3V5c/m02EslOn8T/f+xEWLV+KVVeuQ0JSIpasWo4lq5a7XnOpvtva3IKtH36CPdt3Tnp981gUN12mYPxoBAFqcgTECmcOQUy/iF4jawAS+Snw9MhmL53cNPsFakY0HIUJ0J1pgagJmN2gx84ceULH6ursxOsvbsJ7/3wLuTPykZOfi5z8fKRlpEFvMECSJCiKgraWVlSVVaCqvAKVZ8vR3tbmlc9CNFGVZ8tRebYcsfFxyJtR4Bodio2Pc124ZVlGfU2tu++WlWPAyml1ChxFUbBr63bs3rYDGdlZyC3IQ3Z+HrLzcmAJC4MkSVBVFf19fThfeQ5V5RWoKnPOQvlrdH5Ywfi1lygYfxlqcgRwIfC0iqiJYeBJ5PPAU6cAqR5llBwzvRN4As5F3rozLQCcd6b7MmTYJ/GJBqxWnDxyDCePHHM9JwgCRFH0y9010US1t7ahvbUN+3budj134eLNaXQKVpqmobrqHKqrzgEffOx6XtLpXEtFAmVYwfgllykYfwmKR4JRDBOMiAD4Ias9rUuCNLgwW0mNhBbrvSq6jpIkKEnOWmlGRUBxk/e30dQ0jUEnTUmKojDopCkp0EEncFHB+BWjF4wfiWeCUTRLKhEB8EPgOSSb3UvT7C6iMGSx9+wGPQReZ4mIaBISPAvGiwLkNaMXjB/J0FqeTGknAnwdeGoXbZNZMon6nZdgX5QJNcx5ZxppE5HbNvnEJSIiCl1zPAvGXzG2gvEj0WIt0PTOy6zFLsJo90rziKY0nwaeMVYREbbBMkomHZTcWO+fxCBBXuVRUL7O4KyXRkRENE5hNgF5EygYPyJRgJrIrTOJPPn0W5DV7jHaWZwITHCnitHIq3Kh6ZzHTu6VkNzDLzcREY3frAa9Ky9hPAXjL0XhOk+iIXwbeA4po+T9afYLtCgT7AszXI/Hu40mERGRTgFmTrBg/KUM2cGIme1Evgs89Q4gucc3ZZRG4vkDkdMmIXKAC7mJiGjsipr1MF0oGJ8wzoLxl+C5Zzun2ol8GHhmeJZRyoiGFmXy1akAAGpqJOzFiQAAEQJm13u/tBIREU1PgoYh1w153fgLxo9EuXjPdqIQ57NvQWa7D8soXYLsMepZ3KSHIfCl4IiIaArIapcQPcmC8SNRE8MxOAaDiAEBkuqVwxJNWb4JPC8uo+TjaXbXeYoToaQ47y71qjBkrQ4REdGlDC0Ynz2hgvEjMkhQ48IAOGfjojjqSSHOJ9+AuD4RYfbBO8cwPZQcH5RRGokwvKC8yLtLIiK6jIReEWmeBeNX53n1+GoSSyoRXeCTb8CQ0c7iJK+skxkr+8IMqBFGAEC4LA6px0ZERHSxIQXjF6RDi5lYwfhLGZrZzsRXCm0+CjzdwZ6jxD/T7C56CfJq9/Zmc+r0LChPREQjCrMJyGv1KBi/3rujnQATjIg8ef0bYHQASYMF3DXBf+s7Pckrc1zblCX2SUjt5hediIiGG1IwPj8OamaM18+hsog8kYvXvwEZHTqIGCyjlBUDbXDa25+0CCPkxe6MRBaUJyKii/miYPxIPNd4RltFzsJRSPN64Jnpub7T39PsHmSP/XWz2yVEWbmuhoiI3IYVjJ+V4pPzaOFGqOHOARC9KiDCxusRhS7vBp4akNnpGXj6bpvM0ajJEa76oQIEjnoSEZHbxQXj1+b5NBFW5TpPIgBeDjwTe0VYLpRRCjdAyYz25uHHzba+wPV3YbMORnsAG0NEREEj26NgvGbWQ16S5dPzeSYYRXPPdgphXu39w6bZ/VhGaSTKjHgo6VEAnNMbJSwoT0REGKFgvMm3pfc44knk5OXA07OMUuCm2V0uKig/iwXliYhCXvxFBeNta7xfQuliahIDTyLAi4GnyQ4k9brLKNlnJnrr0JNiX5AONcoEAAiziyhoZUF5IqJQNrRgfJrXC8aPZEgtT061UwjzWu/P7NBBuFBGKTcWsARJMo9OZEF5IiIC4CwYn+8xAOFZAcWXtBgzNINzlNXsEGBizgGFKC8GnsGRzT4SeWWO6wsf3y8hrUsa5R1ERDQdXVwwXsnyfsH4EYnC8HqeRCHIKz1f0IDMTvcdpD2A9TtHooUZIC91ZyzOrWeSERFRqNEpwMwmj4LxfhrtvIDT7UReCjyTekSYHM47SDXKBHUwkzyYyGvzMHiTi6wOHWL6WcCXiCiUFDbrXNcqJT4Mjtm+KRh/KUwwIvJS4Dk0mz0JEIIvqFMTw4fsSjGbBeWJiEKHdlEJJR8XjB+JwpJKRN4KPN1rJoNtmt2TbYN7WqWwWQezHHwBMhEReV9Wx0UF45f6tmD8SFQWkSeafOBpkQUk9rnroTmKgqOM0kiUvDg4BndT0mkCShpZWomIKBTMrfPYHnN5ts8Lxo9ETQhzLfmKtAmQFL83gSjgJh14eo52KnlxgDmIE3cEAbJHQfnSRj0kFpQnGhm/GzRNOAvGOwNNZ8H43FHe4SN6CWp8GABAgOAagSUKJZPq9ZICzGj2yGYvDd5p9gvs89OgDhYLtthFzGjhqCfRxRK7RTy4Nwyl9fx+0NQ3pGD8/DRosZaAtUVlZjuFuEn1+sgBAendQbZN5mgkccj2aCwoTzTU3FodbjtmhkERsKLKiLheroWmqStQBeMvhZntFOom1es9C+BqAqCmRFzm1cFDXp4Fzej8IYq1SsjoZEF5IkkBVlYYsOy8ybULmQgB1542Q8e1aDRFlTZ6FIzPi4OS7aeC8ZegpHiOePKmjkLPpALPHqPHIjBRCMoySiOyGCAvY0F5ogti+gXcftSMWY3ucjMXJgIibSI2nDVxZoCmHJ0ClDR6FIxfH9jRTuCizHaOeFIImlSvbw/zuBJpALSpc2WyeRSUz+jUIa6PPwAUgjRgZqMOtx+xIK7fPfJvLU1E100zXI9z23VYVM3atzS1BLpg/EiUi7bN1BRm8VFomVS0pYqAIjiDTUHVAGXqBJ5afBgcc1Ndj2dz1JNCjNEBXHXGhDUVJuhV58VZ04novLUYHZ+fjf6VWehdmel6/RW1BhQwGY+miiAoGD8iiwFqpBGAs6yfo64jwA0i8q9JD/M5PI8gOyZ7OL/ynHaZ0aKDhQXlKUQkd4u487AF+W0eVSmSwtDy6GL0L013LZvpvr4AA0VxrtesLTMisYezAxT8hheMzxzlHf7jmWBkr2oJYEuI/M8Lgad7lFOQp1YGgpIbB0dOLABA0gSUNnDUk6Y3QQMW1OhxyzEzImzur3/f0nS0PLoYjuTwoW+QRHTcMwv2RGftQZ0m4LpTJoTbeJNGwc2zhJKzYHzw/L57bp0pVzYHsCVE/jf5wNMjIXyqBZ7A0FHPkkY9s3dp2gqzCbjpuBmLq40QB7PWVbMO7Z+fja5biwH9yNUdNLMe7V+cC9XivHBb7CKuPWXid4WCVnyviPSuICgYfwmeCUb2KgaeFFq8OuKJKRh4OuakQI1zFhM2OwQUNnMNG00/2W0S7jpsQVq3O7i05USj5RtLMDBr9I0flHgL2j8/G9rgGrmEPomZ7hS0gqlg/Eg8A0+5glPtFFomHWXZPUJXYYqt8QTgLCi/Ng/ml48BABa2RyD7qyuRnp2F1Iw0mMxmCIIAu2xHS1MTas/XoOZ8NY4fOoK+3t4AN57IKTwiHKXz5iA9KxPpWZlISEyE3qCHOiCj5Wdvwbpjv+u1mgD0bshFz/ocQBr7vaecF4uuW4sQ/fIpAO5M971Zstc/D4WO1Ix0FJYUIz0rA+mZmYiMjoIkSVAUBT1dXag9X4Pa8zU4c/Ik6qprRz2eZVjB+LzLvDowPKfa7ZXN0KZQRRiiyZp04OmQpvaIJwCIa2dAePcstD4bLJ12LDKlI6y4cMhrjCaj66K+BMvxmbtvx5EDh7Dj0y2orjofoJZTqMvKzcHytaswe8E86HRDv85yRTOav/l3yGcbXc8ZUmKQ/vh9aI0VUVVeAdvAwLjO1784HbqmPoRvqwbgzHTvsKgoS5iCN50UMJIkYc7C+Vi+ZhWycnNGfI0oioiNj0dsfDxmL5iH6269CdVV57Bz8zYc2rsfijLy9WbWkILxsVCyY332OSZKizZBM+og2BxQu61Q2/sC3SQiv5l84DlkxHPqBZ4ZOZkoKi1B7bE+1P/uPQDAuV/8E3tObkPd+Rr09vRA0zQYTUakpKUiLSsTM4qLUFhSjAVLFmHBkkXYvW0H3tz02rgv4kQTZTKbcfOdt2Hh8iUAAFVVcfLocZSdPoPaqvOI2NeIxWcEV5kkANAty0PO/9yP6KxkJADIL5qBYwcP43xl1bjO3X19AXQtfTCdbgPgzHTvMqlojmA9Qhpdanoa7vrifUjLSAcAWPv7cXj/QZyvqEJtdQ3aWlrgsDsg6XSIT4hHelYmsnJzMOeK+cjMyUZmTjZWXbkOL/35r8NGQIcVjA/w9piXJAhQksKhq+4EAMhc50khxAuB59TMajcYDZhzxXzEJyQ4H980G3j6fUDVYK7sQvOOBnSFuy+k1n4rKssqUFlWgW0ffYrYuDgsXbMCK9etwZKVy1FYUoy/P/McqsorAvSJKFTkzSjAZx/4PKJjYmC327Hto0+xa8s2dLR3wOAA1pQbkd/mvvhqOhFdN85A/9J0VO/civjyBBQUFyI5NRXzFy9EWkYG9u3aDbs8xinzwUz3+Cf3Qd/c58p0f3mOFb1GThnSpa2/7mpcdeN1kCQJbS2t+Pid93F43wHII/Q9h92OxvoGNNY3YP+uPXhj0yuYu3AB1l97NVLT0/D17zyGj956Fx++/Z7rPZ4F49U4CxxzUocdN1ioyRHAYOBpr+Q6Twodk04usnsmwk6RNZ4mkwmLVy5HfEICZNmGw3sP4Mi5Msjz01yvGW0bzfa2Nrz9yj/xvz/6GaqrziEmNhYPfWMjimeV+Lr5FMJK5szClx/9KqJjYnCuogq/+K+f4p3X3kBHe4dHbU6PxIqkMLR8fRH6l2W4anO2Nrdg15bt2LdzN2SbjKTUZKzesA4mk2nM7WCmO42HIAi47d67ce0tN0KSJGz/ZAt+/sMfY++OXSMGnSOxy3bs27Ebv/jhT7Dt408hSRKuvvkG3H7fZyEIAqABsz0KxtuCpWD8JagsqUQhavKVoD0WRYutwb9ORW/QY+GKJQgPD0d3Vxe2f7IFDfX1AADZo7RSfqsOYWOoVdjU0Ignf/YL7Ny8DXq9Hp9/5EHkzSjwWfspdBUUF+K+h74EnV6P7Z9swVP//Qu0NDYNqc0Z6Vmbc0kaWr++GI6UiBGPV3u+Gh+/+x66u7oQERWJFetWQ68f+7aYI2W6ry9jpjsNd+Mdt2Lp6hWwyzKeffJ3eP3FTZBtE0tKk2UZ/3zpFTzz699AlmUsWbkcN991O7I6JMRcKBhv0kFeluXNj+B1nltncsSTQsmkA8/EXveQp9jQM9nD+dyseXMRHh6Bnu4u7N2+C7YBm+vflKwYOPKdu7SImoCl58Z2EVZVFa/+/SXs+HQr9Ho97v3yF2EJC/NJ+yk0hUeE494H74dOr8fWjz7F6y9ugqZpCLMJuPGEaXhtzvtmo+u2mdAMI9fmvGDAOoCtH32Knq5uRERFYe7C+eNq14VM9wvy2rinOw01e/5crNqwFg67Hc8+9TROHj3uleOePn4Szz7xOzjsdqxYtxrLe9xJRPKK7KAqGD8S9aLMdqJQMenAs9/gMeLZFdzJNSnpqUhKSYbDYcf+Xftgt9uHvUZe4t5WbUarHjPGUdfz9Rc3oeJMGSKjInHL3Xd4pc1EAHDrPXchPCICZ0+expubXgUAZLVLuPOwxVUoGwBs2YO1OWePXpvzArssY+eWbXA4HEjPykRaevq42ta/OJ17utOIwsLDces9dwEA3tj0GspOnfbq8cvPnMXrL70M26l6RNdaAVwoGB98JZQupiaEu2YLHA2dXKZCIWPSgWdbmDsBR3AEb1arTiehZPYsAMCp4ycwYLUOf5GmQX+o3v0QGuzi2OcNNU3DP/7yPGSbDfMXX4EZM4sn3W6imbNLMXvBPAwMDGDTX56HqGhYUWnA9afMMA8mUmgC0LMhF22PLIASYx73Ofr7+nDi0FEAwJyF8yFJlx8pvRj3dKeR3HDbLQiPjED56TPYtWWbT86xe+sO1DzxtuuxfV5q0BWMH5FOhJrgnhmLtvL7QqFh0j39dKJHQtFA8CYXpWVkQG8woLOtDbXnakZ8jX5PNfQnmlyPP5hhQ1X8+G5D21pa8dHb7wMAVm1YM+H2El2wcv1aAMCHb74DrbYTtx01Y3aDezpbiTKi7eEF6Lk6b1wF4S9WWV6B9rY2GE0mpGdnjv4GT9zTnS4SHhGOeYuvgKqq2PTXF3xWJN0iC9C2uquJaNfO9Ml5fMFzuj2GgSeFiEn39C6TCm0wm0Bs6wPswTlfkJmbDQA4V3FuxH8XOq0wbzrmenw0RUbFBIti7962A3ZZRlFpCeIS4id0DCIASExOQkFxIWwDA2h/aRfuOGJBfJ97NNJakoDmbyyBnOeNItkaKs6UAQByC8afIMdMd/K0aPky6HQ6nDx6DG0trT47T2mDHhf2MYm4Ih9p6+b67FzepiR5BJ79DDwpNEy6pysS0DNYu0/QALEl+DLbI6MjER4RAdvAABobGoa/QNNgfv4QBKtzzWeXScXuSWwD2N/Xh8P7DgIAFixZNOHjEM1fsghqzwAqHnoaK09JroLwmk5E5y1F6PjCHGhh3kvmqauuhc02gOiYaERGRY77/cx0pwsWLHX+9u3cvN1n59ApQKlHwfjUh69CWkaGz87nbZ4jnpxqp1DhlZ7eaXav7RSbgi+zPTomBgDQ2toy4nSPftd51xS7BuCT/AE4xrfEbZhTx08AADKyg7ukBwW3TLsZtbf9CqYD7rXH9sQwtPzLIvQvd9fm9BZNU9Hc6MywjYmPG+XVI2OmO5nMJiSlJMNut6P8zBmfnWdGy9CC8VFXzUZYWDj0+uDOaL9ATXaXVMpulxAxwKUpNP15PfCUmnq9cUivioqOBgB0t3cN+zehvR/ml4dOsTdETT5Jqva8cy/r9Kypc/dNwUPQgPm1euj+77tw1HW4nu9bnIbWRxfDkTpybU5v6GxrBwBEx0x8+p6Z7qEtLdP5u9dQWwdV8VHSqQbMuahgfG+Pc8YtMnr8o/WBoHrMVkga0K/n1ABNf14JPDs8Rzybgy/wDI9wXqS7ui4KPC9MsQ8mRXWaVOyZxBS7p/bWNlitVkRERsISzpqeNHaWwdqcS84bAcV5IVJNOrR/bja6bh+9NudkdXU6t/GLmuTFm5nuoSs5NQUAUF9T57NzZHVIroQczaSDvDQL3YO/8ZERUT47rzdJHrWvHSJgUDjiSdOfsHz5knHdYj3+9JPDnrPuLkfDA88AAMIX5GH2m//hndb5WNPzW1Dx2HPOB4KA1L88DNP87IC2KVh886GNgW6C143Ud4NN/5bTaP6PTVA73Gulw6/IQ/6TX4YxfWJT34Hk6O7HiZt/ioEy59pqKS4caS9thC4l2mfnZN8NDQ0PPAPr7nIAQOrDVyP7e3cFuEXjd/4nr6BusBTU4VQZO3O8M/BBFMy8Mvygz05w/T1Q0eizshneNFDbiqrvv+h6HPWFFQw6KWA02YHWn7yJxq/+2R10CgJSH70eM19+bEoGnQCgi7Sg8E8boYt2jvorbb1o3Pgc1H5eYGnibKfrXUEnRAHJD6wPbIMmqOeguwxUUwTLP1BomPCiqyGjChrwZTEMelWAo7MP7//tFWgRRm+0zyuWrlqB6NgY7N6+Ax2t7YCmIezXO6Drc26X2WFW8fvT70J56F2vnvdHv/ofmMxm/Oe/fhv9vcGX7T+SUBhZCbYRseh+AVeeNSHBo0ySEmlE7/3zsfixWyDbZLy96RW/tSchKQkr1q1GW0sLtn70qVeOabi7CHFPH4SgapBPN+Dja76L9wsHAC/OLLLvBo/la1fhM5+9E7u37cDLf33B68dfV2ZEEZwJRPLcVHy6fxewHyiZMxuZOVk4dfQEzlVWev28XqWoiNxf5voKNEYE7wYsRN7knQVXwkWZ7UG2zrOnx7mOJirSOb1n2HYOujMtAAAVGj4pGIDi5WVzcQnxMJnN6O7qnjJBJ/mZBhQ16XDHEcuQoHNgZjxa/nUJ+jLCIcsyDEYDTJbx70Y0UVExzvVxXZ3Dk/EmipnuoaWxzrm0Ii1jfNuvjoVFFoYkqsnr811/X0gq6u72Xt/1FbGhB4LNOcopJUWizxj8M4VE3uC1lf7BXFKpezBZIjI2EkJrH0yvubPYD6fZ0eSDO830wazOuupqrx+bpj6DA9hw1oh15aaLanMWov3+ua5s1852Z0Z7TKw3CsSPzYVzXTi3tzDTPXTU1Th3h0tJSx339qujcRaMH9zjPCcWSo6zvwqCgMgoZyJpz8WJpEFIV9nu+ts0h2X3KHR4MfB0360FW0mlzg7nBTQ+Lh6Wvx1y3WW2m1Xsy/TNWrPiWaUAgOqq8z45Pk1diT0i7jhswYxWd61Bd23OzCG1OTtanRenlNRUv7RNEEQkJicBANrb2rx+/O7rCzBQyEz36W7AOoCm+gbo9HoUFBd67biSApR4FIy3eYx2xiXEQRR16Ovrhd0evNs3XyBVub9fxjksu0ehw2u/+ENKKgVZ4Nnd2Y2enm60v7gTurMXTbH74JpnCQ/DnIXzoaoqDuze6/0T0NSkAfNq9bj1mBlRNnfH61t06dqc1VXnAADp2RnQ+aEodlpWOgxGIzrbO9DT1e39E0giOu7lnu6hxyQkjwAAIABJREFUYP+uPQCApatXeu2YhS06mD0KxjvmpLj+LTMnBwBQOzjaGuykKveMAkc8KZSExFQ7AFRtP4zzP9rkenwo3Y5mHy3mXrpqBfR6Pc6cOIn2Vu+PGtHUY5GdtTmXnjdCHJwmdNbmnIWuOy5dm7O3twfNjU2QJB2y83N93EoB+YXO0anKsnKfnYV7uoeGvTt2w2G3o3hWCeITE0Z/w2guLhi/Jg+QnJcwS5gFiSlJUFUVdeeCf3mT0GuDdCEXQifBMNM/MxpEwcA3gWdrH+Cr3SomQtXQ9dO3oFqd0+rWeBP2Zfhmij0+MQHrr7saALD1o80+OQdNLZntEu46ZEFGl0dCRGYUWr6xBANzkkd9f9lp55aDxaUlsIT5bjOC3IJ8xMTGwDYwgJrzvr14c0/36a+vtxcHdu+DKIq44/P3QJjk9q6ZFxeMX+YeJSydNwcCBDTU1cE2EPyluqRz7tFOY3EqROPU2OKTyBu8Fng6JKDX4Aw2BUWD2NbvrUNPmmFLJaSyVucDSUTG/96HqATvJ2sIgoA7v3AvDAYDDuzei7JTp71+Dpo6RBVYVmXADafMrulBTQB61uWg9atXQIkdW6Z6c0Mjas9XQ6fTYf6SRfBqDaJBYeHhKJ07CwBwaN8BqIrvhx+Z6T79vf3qP9HT3Y28GQVYvnbVpI41p94dnMnLswGz83FWTjbi4uMh22w4fezkpM7hL1KVO7HIOCfzMq8kmn68usIxGKfbxeZemF4/4XosX1+EyPl5eOBfvuL1rSxvvfcu5Bbko7urC6+/+LJXj01TS5RVwG1HzZjrMTWoRBrQ9tAC9Fyb75oiHKsj+w/BNjCAhMQEzF4w16ttNRiMWLp6BSSdDjXnqtFQ67ttDi82UqZ7SQMz3aeL/r4+vPI350YdN9z+GRSVzpzQceL6RNeMgSYAtjXOZSfxifEomlUCADh5+BhkOfhHO4GhgaeJgSeFGC8Hnu55sqBIMFI1mP96AILdOXrTZlHwYv8JNNY3IDk1BV/5t0cRGT35PX1FScTt930WS1etgF2W8dffPwtrf/CM+JIfaUBhsw53Hr6oNmdxPFr+dSnk/ImNtMuyDXt37IKqKMibUYC5V1wBQZj819dkMWPVhrWIiIxEV0cnjuw/MOljjtfFme6rKo3YcCZ4NqCgyTl++Cg2f/AxdDod7v/Kl1E6d/a4jzHbY7TTPi8NWlwYElOSsGDJIoiiiHOVFWhoaPBms31H1aDznGqfy8CTQovPRjyDoaSS4dMK6Cqcd5aqoOHjAht6rX14+n+fRFN9A1LSUvHN730X8xZdMeFzpKSn4evfeQxLVi6HLMv402/+gKryitHfSNOOfrA25/oyj9qckoCumwudyTRhk5tGbm1uwe7tO6AqDuQU5GL1VesRERU54eNl5GRhw7XXICIqEt1dXdixeQvsdvuk2jghg5numt75cyRAQEq3xPWe08hbL7+G7Z9sgU6vx/1ffQi33Xs3jCbTmN5rlgXM8Kj36riqACVzSrFg8SKIooTqqiqcOjo1ptgBQGzohjDgLPfUp1ehS4kOcIuI/Murc1rBNNUuNvXA9IZ7iv1Auh2t4c72dXd14anHf4l7vvR5FJWW4N4H78eCJQux+YOPUX767JiOH5+YgGVrVmH52lWQJAntra14/pnncL6yyiefh4JbYo+IK8+aEDXgvpezJ1jQce9sONKGl0maqKb6Rmz/ZCuuWL4EMbExWHf1lagoK0dVWQX6esdysycgISkRBTMLkZTsTGxqrK/H/p17YbcHbppS6rJBsDu/nxo0vDnT6oulrBRAr7+4CZ0dHbjm5huwdPUKFJXOxCfvfYCDu/fBZrNd8n2eBeOlomQsf/A2mC1hUFUVZadPo/Ls1LrR95xmb4pQMWuSSVdEU43vAs9AbpupajD/5aDrQtYapuBA+tCLan9vH5759W+xcPkS3HTnbSgqLUFRaQmaGxtx7OAR1FbXoO58DXp7e6CqGkwmI1LS05CemYH84kIUzix2HWvHp1vx9quvQ7ZNjfVF5EUaMLdOjyXVBleZJADoW5iK7luKLlkmaTLaWlvx8dvvoXTeXOTk56KgqBD5RTPQXN+E5uYmdLZ1oLurC3a7A6IIGI0mxMTEIDo2FqmZaQiPcAbCsmzH0QMHUXMu8JscWHbXuv6uiHWgM4zDndPR5vc/wuljJ3DX/fchIzsTt917N66/9WYcPXgY5yvPofb8ebS1tMJhd0Cn1yEhJg7zDvYCcC6XyvvGZ2C2hKG7qwtHDxxET3fgZ9bGS+cReDZGsIYYhR6vBp49Rg0OQYNOEyB22wCr3ZV56E+Gj8tdX+4LU+zqJRYV7NuxG6eOnsCSVcuxZNVyJCYnY/11o5e4scsyDu7dj52bt6KuunbU19P0Y5YFbCgzIqPT/TVSTTp03laMgbmj96HJcDgcOLxvP85VVCCvIB/pWZlISk1GUuro5+3v70dVRQXOlVVCvsxIk78IsgLLQff6vJMpwb/rDE1cY30Dnvjp45i9YB6WrV6J3Bn5WLR8KRYtXzrstd3/2IPWTa8BAIzpcRAXZeHwvgNorG+Apk3NmxPPwvFNDDwpBHk18NQEoMusIq7fOcojNfVAyfbfHtOAc/2M6U33ep99GTLawi5fU7S3pwcfvf0ePnn3AxSWFCMrNwfpWRlISU+H2WyCIIqwyzKaG5tRV12NmnPVOHHkGBOIQlhmh4R1ZUZY7O47GjkzCh33zhpzmSRv6GzvwIE9+3D00BGkpKciOiYWMXExCI+IgE6SoGkaZLsdXR2d6GzvQFtrK1oam6FpwVNn13S0CaLVGWx2mVTURvFiPN2pqorD+w7g8L4DSE5NwYyZxUjPykB6VgYio6Kg0+lgl+1o+9MW13usq7KxZ3A3pCmrX4bU6FyGpggaWsKD53tI5C9er1vSadYQNxiPiU29/g08FRXmvx6E4HB+mZvDFBxKG3uyhKqqOHXsBE4dOzH6iykkiSqw5LxhSJkkTQB612aj56q8cZdJ8ha7LKO68hyqcS4g558Myx53+aaTSXau7QwxjfUNaKwfnpGe2SHhhmrnTZxm0qFnQcqw10w1ntnsbRYVDu+vxCEKej4IPAO3Z7vh43LXF1sRNHxymSl2ovGKsgq48owJiR5lkpRIAzruLoVcEHeZd9Kl6Bp7YTzXCcD5nT2dyGl2cppT51EwfllWQJZteZtU6bG+M5Ij+xSafBp4Sn7MbBfru2F665Tr8b4MGe2jTLETjVVhsw6rKoyuMkkAMFAUj867SqCGc7edifIc7ayKVWA1TM11e+RdsRcXjF+bF+AWeceQjHZOs1OImh4jnooK818OuKfYwxUcSg9APUKadvQOZ0Hzwhb3aIsmCei+fgb6VmQALIUycXYFlgP1rocnk/mdJSfP7TEdc1OhxXl3l7mAuKhwfBNHPClE+TbwbOkFVA0QfXtxNn5YBl21e7ru4wIbNMYDNEkj1eZ0JFjQcc8s2NMnXridnMxHm91JRUYmFZGTxSagsNl9abKtzw9ga7xHbOqBYHXeXPXrVXQbObpPocnrgadN5/xSWewiBLsKocMKLc7i7dO4iHVdML7tnmLfmymjw8IpDJoEDZhbr8eS80Nrc/YvTEXXzYXQjNxL3Bsse9xlyE4lM6mIAEkBbjphhjjYGZSEMCi502P99MWF49nfKVT55AraadZgGZw1k5p64PBV4KmosPzlIATFeefYFK7g8Diy2IkuZpYFrC8zItOzNqdRQtdtxbDOm/pZtcFC19QLY5V7luIUk4oIgKgBUQPuiExs64dU1gqlID6ArfIOFo4ncvJJznenyT/rPI3vn4VU47x4OQQNnxQMcIqdJiyjQ8Jdh81Dgk45IxIt31jCoNPLPJOKzjGpiAbZdcBrpf2wSc7+IKgawn63G2JDd4BbNnlDC8dzVo5Cl28CTz9snSnWdsH4zmnXY+cUOy9eNH4xfQJuO2zGjSfNQwrC96zNRuvXFkLx4VKRkGRXYDngsVNREmcpyK05UsM/5vajX+e8jghWO8Ke2gWhayDALZsEq90VPKvQ0BzOEU8KXb4PPH1RUsmhwvKXAxBUZ6DZGKHgCKfYaQIirQJuPWZBkmdtznA92r48Hz3XFQSsIPx0Zj7eDLHf+X3tNqqoieZFmIbqMWl4e+YA7KLzN15s70fYb3YCA1Pzd1463wFhcFykLYyF4ym0+TzwlHww1W587wyk2i4AgEPU8Ek+p9hpYpJ6RBiVoZ1HiTVDYW1On7Hs9kgq4k5FdAktESreLxyAOhixSTVdsDyzD1Cm3jS1rvKixCKiEOaTwLPbpEEZ/LEQO6yAzXuJA2JNJ4zvnXE93pMpo5NT7DRBZQkKjiXJ0ODuQ4bqbiT8cjciXz/tKn9C3qFr7oOx0rkuWwWTiujyqmMVbMm1uR7rTzbB/MJhQJtav/lDM9o5wk+hzSeBpypiSI0yr63zdKiwPOeeYm+IUHA0lYEBTYIAbMuX8eLcfhxKk12jK4IGhO+oQeLPdsC8t85Zj5YmzbOE0rlYBf2sZUijOJXswP502fXYsPM8jO+eucw7goymDQk8mdFOoc5nC9h8Md1ufPc0pHrnAm27yCx28p6OMA27smW8NLcfNVHuUTipz46YTScR/9Q+6Gu6AtjCacCuwLzfnVR0gjsV0RjtzZRxOsHdX0xvnYJ+1/kAtmjsxOZe15pmq05Dl4k3WxTa/BJ4emPEU6zugPH9s67He7JkdJn5BSbv6rBoeLNkAO8VWtFjcPdhQ3UX4p/Yi6iXT0Loky9zBLoU8/FmSB5JRbVMKqKxEoDN+bYhN4Xm5w9Bd7IpgI0am2HT7BwsoRDnn8BzspntdmXIFHt9pIKjKRwtIR8RgMp4BS/M78f+dNm1XlnQgLA9dUj6752w7Krh9Ps4edbuPJVk52wFjYsqAu8VDaDV4rxhEVQNlj/shThYyzlYSZVc30nkyU+B5+RGPI3vnIbU4Axe7YNZ7LxrJF9zSMDeLBkvzuvH+Rj3SIvYb0f0q6cR/+s90J8L7otesJBa+mCscBbQVqHhNJOKaALsOvy/9u47oMp6f+D4+ww4cAAFREAcqODW0jK1zByVrZtNrdv8Xc00zPQ2HA1HWabZRHDcpjau11lqmntvcw8UJyggex7O/v2BHjgKh3kOIJ/XX3Ce8f0+z3nG53wnK9vnk3O1NkKhN+EVvRNFWl4156xk6vOFA8cnSo92IZwZeBaWBqmScircC1F1Ph3NmsIq9p3NDWRJFbtwoUxPKyvb5bOynY5MTZHq90vZNIzai+//jqHMkep3R7yum6koVzoViQrK1VhZ0T7fNruRMjMfr6gdkFcD78F8I8pLBW3DrTJwvBCAEwNPnZu1cNozvalis04YzXjO228bePdSPRNHpUOCqA4KuOBv5r9d8tjTVI9JWRg4afdeJnDadry2XayVYww6ncmC577Ltn9lpiJRWWleFla1zbc1g1ElZOM1ZzcYa1Zgp7qQYXt/pWktGNWO1xeiLnDetCyKyle3e6w4gSqxSBV7K71UsYtqZVbBvmZGfuuSx1n/ItXv+Sbq/x5Dw69243423cEe6h6Po1dQ5RYEm9nuFuL8alZwIGqny77mgnfCVerTKXjO/7tGtb1W2w2jJD9KhQBnBp5Ubkgl1bk03Nedtv2/o7mebBmGQtQQ2R5WVrfLZ3l7HRkehde5W2IOAbP24fvrEZS1eW7pKuQlnYqEk5xuaGJnaGHw6b4vHo/fj1VjjuwV7Vgk43cKUcBlgafySjl6thvsq9jj6ps4FiydEUTNE+dXUP2+M1Rvm1caQHsgkcDPduC16TyY6m5Jhyo5F01swcvXgpUTQXIfi6p1oLHRrgmWZu1p3DefrcYcXWW1ojovPdqFuJ5TA8/0Cla1eyw/bishNSitbAyXKnZRc1mUcKCJkd9uyyO2QeELUKk3U3/laRp+uQv3U6nVmMPqo91T2Lbzgp90KhJOoICtLfWcK9L0xeN/h1AfvOxgI+dTJufaOh3mq612HW6FqMucXOJZ/mkzVWdScd8Qa/t/Rws9OVLFLmqBHI2VNW31/N5BR5pnYemG25VcAv7zN37zD6FK11VjDl3MZEG7t7Ca/bh0DBROYlXA2tb5JF3tNa6wgvaHvXaDt7ua3cDx3jJwvBDXODXwzPSwYOXqkBcpuaX3ODSY8JxfpIrd18RxqZoTtcwlXzP/66xje3M9BlXhjybPw1do+NkOvNefqxPV7x7HCjsV5bhbuCidioQTmVTwZ7t8Mq+2uVYYLWhn7aySmfMq4oYZi4QQgJMDT7MKsjWFs74oU3Idru/xx3FUVwrW0aukil3UXhYlHGps5Nfb8ogpMse00mih3upYAj/fgeZkSjXm0Pm8dhUp7ZRORcIFdO5WVrTXoVNfLfDIMaCN2oEiW1/KllVPbRd43vw/NIUoK6cGnnBdB6PEkjsYqWJTcN94xvb/jhZ6cqQ9mKjl8tytrG+tZ2nHPNtUfwDqFB0NvjuA3w8HUaXW3FlXKkqVkmfXqeik1FwIF8n0tPJne51trF1Vci7aWTvB4MJrUG9CeSkLKBg4Xko8hSjk9MBTX6Sq0e1oYgkrmfCc/7etiv2Cr4kTMqWeuIkk1LewsLOOLS315Betfj+eTOCMnfisOVPjBr+uDO2ewtLOi35m+REpXCrJx8La1vm2pl7q8+lov9/rsjE+VRcyUFxNK01rwSADxwth4/TA08NUWL+mOl181aLH78dQJRdWsW+SKnZxE7Iq4Gijgt7vxwMLq98VJgs+a88S+NkOPI5eqfD0sjWGyYJ2b2GP4mPSqUhUg3MNzGxtWTiNptvhRDz+d8gl95fdMEreUs0uRFFODzzPNCgyu0tqHuTbl2SqTqWg2VQ45tq2FnoZckXc1HTuVja10rPoljyueBWpfk/Px/+nQ/h/d8D2Q6w28jiejOrqMDLSqUhUp6ONjBxoXBh8aracw33taQdbVA11kYHjk+rJ9S9EUS4JPHPcr/YytILboSJjq+Wb0M7fb/v3vJ+JGKliF3XEFR8Li2/VsSksn3x14Y8tj5hUAj/fic+fp1EYat9LS7sr3vb3iSCTdCoS1WpnqIHTAYWl7p7LjuG2N855CV43cLxMlSmEPee38XSHI40Kb3q3PYU3vMeyowWloEC+ysqmMKliF3WLVQHHg038clsuR4ONtjZpCrMVn43nCZy+HY9DibWm+l2VmofH6YKXrhUrJ4Kkml1UMwWsb6XnUpGSR895+1GdSnZOcql5KLMKetHrVVa7iVSEEC4IPKFgPt1r1CevoMjMRxWTjGbLOdvn21rqyZMqdlFH6d1gS5iehbfq7OZ0VmXq8f/5CA3m/o26HLN/VRfpVCRqIosSVrcrnNhBYbbiNWc3ystZVZ5W0WGUrvjIwPFCXM8lgWeOxsqlegXBp8IKbjsvoJ3/t235OX8TpxpKFbsQKd4WlnTSsT48nzy3wpISTWwaDb/YRb3lMSjya+i9YrbYTZF5TEo7RQ2iV8OKDvnkXr2vFDojXlE7UGRU7WxiRQeOl2p2IW7kksATsGu7qVkfizLtahW72spmqWIXopACYoJM/HpbHocaGbBcq363WPHecpHA6dvx3J9Q46rfi3YqynWzcMG/9rVPFTe3HI2VFe3zMVwd41OZrsMreifoqu5HkuqszFgkhCMuCzzPNjDZBvRV5hb2MtzaUk+ee816gQpRExjUsL2lgYWddXbt01TZBvz+e5QGs/ahvlzypAyupi0yU5F0KhI1Vaq3hb/a5mO5OnC0Kj4T7X/2gLkKSicNZlTxmbZ/JfAU4kYuCzwN6oKB4Ys662/idEANrTYUooZI9bLwe0cda1sXVhMCaM5l0PCrXdRbdhJFFZbYVIQqTYfmdCpQ0KnouFSzixoszs/MxrDCaTTdTl7B85cDla5FUF1Mtw0cn+5pQS8DxwtxA5cFngDKIve0BSubW0oVuxBloijopPfrbXkcaGywldYorOC9PY7Aadvx3HPJZTOzXE+7+5Jt5rGLfmZyPKQWQ9RsMUEm9jQtDD7dd11Es+JEpfapOpdu+ztRSjuFKJZLA8+tLQyYr76d4nzNGNXychKiPIxq2NncwH875xFXv7C2QJVrxG/hcQKi9uIWl+lgD05gtqDdW1jNLqWdorbY19RoN4uYx6oY3Lafr/D+ivZol2p2IYrn0oqAHE8r/7s1Dy+Dknjf2jHMhEqtRqlUYDKasNawzhyi7srQWlneIZ+WqSp6ntPgYyj4Del+MZOAyD3kdWtC7iOtMWvdsFqd27PW43gKquwinYpkpiJRCUqlErVajclkwmJxcq9wRcEwZl4GBaEZBa9Dz98OYvX1wNQhuHz7slrterQnSY92IYrl8hYo6V5W0r1q5otJ6+VFeJtWNA8Po2WrMBo1aYxKpbItT0tJ4ezpM5yLPcuZmFOkXHHOAMRClIkCzgaYueiXx93pvrSNNaM0W1FYwWt3PPVj0mky9nEa/vNuMrOySU25QmpSKslJVzAaDaXvv4y0u+1nKrK4tB5F1GZKpZLmYS1o0SqcFuEtCW3ZAk+t1rZcp9Nx4cw5zsWe4VzsGc7Hnq3yYNSihDVt8nn8qCcNc1UoLFa03+4h59+9sDTzK/N+FOk6lJn5ABiUVtK0EngKURxp+gz4+fvR98H+3HFXd9zc3e2WmYxGrFYrbu7u+AcE4B8QQNc7uwMQc/wEG1at4UyM8+f+FaI44W1bc+9DD9CqXRuMF1JI+XQ5ui0xAJgycjk//heu/LqV5lOeI/z2NoS3BrPZxPkz5zl14gT5eZUbw1CVpkNzqrBTkcxUJMpCpVbTo1dPet/fF/+AALtlFosFk8mEWq3G09OTth3b07ZjewDSUlLZsm4ju7Zsw2Squo6pRjWsbJ/Pk4c9qadXotCb8YreSc47vbE28CrTPorOz37FxyyjOghRgjodeCpVSh4Y8A9639cXtZsbALExpzhz8hTnYs9y8fx5DPqCkiGFQkGjxiG0aBVGi/Aw2nXqSJv27WjTvh0njhxj4fxfycpwcds6UWf5+vsx8MXnaNOhHQD5+fmcuHKBc3dr0Vm0dNibQz19QdFj3pGLHH/sU9T3t6PxmMcJbteSsNbhtAhrwakTMZw8erzC1fHaPYWdiuJ8zWRLpyJRirYd2/Pkc4NsAWdKcjIxR49z9nRBiWZmRoZt3Xq+9WkRXvDMbduxPQGBDXn82ae5576+LP3tf5w4cqzK8pXnbmVlex1PHNHiYVKgzNLjNXMHuW/3xurl7nhjqxX39YUFEDJNphAlq7OBp6dWy4vDBtO6XVsA/t69j3UrV3ElManY9a1WK5fjL3E5/hLbN27BU+tJz7696dP/Xtp16sCod8fwY9Qc4i5cdOVhiDootGULXn5tKPXq10On07Fx9Vp2bNpKvq6w9PJwF+hyyY3bLrmjthQUvZjWnuDc1tPEPNaBFhH/oFlYc9p2bI+fvz97duzEZCxnaeX1nYqCpbRTONan/708/ORjKJVKEi9dZvXvKzh26EiJ7eezMjI5tO9vDu37G4VCQftbO/HgY/+gUeMQ/jViGKuW/sHGv9ZVWf7StVZWtdUx4JgnKqsCVVIO2tm7yH2jJ7ipit/IaMbz579RXygMmP3zpL2JECWpk4FnQGAgQ0YOp2FQINlZWfw0+1vOx54t1z50eTrWrVzNri3beXHYYMJatyLindH894f5HNp/wEk5F3Vdl25dGfTy87i5uXH6RAw//+cHcnNunMPdrIJ9zYzEBJroeU5Dy7SCW12Zb8JjwSHiVxwnbmBnbn//RYJCgunT/152bt5W7L5K4nEiBVVWQY1AnpuF89KpSJRApVLx9Av/5I6ePQD46/cVrF+1plztNa1WK8cOHub4oSP0e6g/Dz3+KI889ThBjRqx8OffMFdR1XtCfQvrWut5IMYDAPWZVDx/2o9u8B2gtK8/V+Qa0M7ZhTo2tTCfWFnXKr9K8iLEzajO/Szz8vbm1dEjaBgUyKW4eL7+5LNyB51F5WRnM/fLmezeugM3d3eeH/ovWrdvW4U5FqJAu04d+Ofgl3Bzc2PHpq3855uoUgPFbA8rq9vls7y9jgyPwpe8KteI+se9HGz/b06NnwcxV7ir9903tHF2RLvbfqYi6VQkSvLEPwdxR88eGAwG5s3+lrUrV1e4k5DVamX9n3/x46z/YNDr6XpXd558blCV5vdMgIntzYuM8fn3JTyWHrVbR5GSi9eMzXZB59FgI992zyXXo0qzI8RNpUaXeM6YO9Op+2/ctAnvf/pRle5TqVTy6ujXq3Sf17z9qnP2K6qes6/du/r04q4+vcq1jdVgIvOnbaRFrrFND6gwmEmfv5X0+VtxC6xPhwe74P/wbdTr0RqFuoSqRUB/KZWDYwqrOB//9j0GNm1Q4vpy7dYezrx23d3deWn4K1W+3+5330X3u++q0n1arVZ+v/8tbkko+DGmWR+Lxc8TQ79wVOfT0c7aiTK7MDjdEarnYGNjrRgmUIjqVKMDTyFE1VG4q/Ed2gdVoA/pM9diupxht9x4JZMr8zZxZd4m1L5e+D3QGb+Hb6P+3e1Qatzs1k3+bZttekHPu1rh5iDoFKI2UigUbG9hwMugJCy14FXpsfgIisx8NJvOojAWNC0xK6ysb6UntqFM/yxEWdSKwLOul5Y4u/RMOE+NvXZbgFcjBf46JS1T1bRIU6E1FtaVmzJySV6wneQF27FoVOS3a0h+p0D0bQOwqhQE/bCNa+WhS1MPc7aE45Rrt/aqsdeuC1y7bq0KWNcqH63Bk0bZKhRW0Kw9bSvUzFdb+bOdjsR60otdiLKqFYGnEKLq5XpYyfUwE+dnZosVGmUVBKEtU9V4GwqDUKXejPZgItqDiVjclBgb+aDKLKhizHOzcN5fOhWJm5dZBava6Xj2by1ak9IWdGa7W1jeQUeGVoZMc1AMAAAZp0lEQVQQE6I8JPAUQmBVwOX6Fi7XN7CthYHAnILqxZapaurnFwlCjRY0FwvHq03wMUunInHTy3eDNW3zeeyoJwoUGJRWCTqFqCAJPIUQ9hRwxcfCFR8DO0MNNMhT0jJFTViqCn+dfYejQyEydqeoGy7Xt7AhXM8dce4svCUPfdkHgBBCFCGBpxCiZApI9bKQ6mVgbygEZCvoFqehSYYKsxIS60vbNlF3xASZiAmSTkRCVIYEnkKIMkvxsfJn+3ywgtZQ3bkRQghR20jrLCFE+SkgT1PdmRBCCFHbSOBZiocef5Q3xr9d3dkQolwUCgWj3xtD/0cfru6sCFEuIU2b8N7UD2kS2qy6syKEcAIJPEuRlZlFZkZm6SsKUYNYrVYyMzLIysyq7qwIUS4GvYHMzEwMen3pKwshah1p41mK7Rs3s33j5urOhhDl9kPU3OrOghDllnLlCjM//by6syGEcBIp8RRCCCGEEC4hgacQQgghhHAJCTyFEEIIIYRLSOAphBBCCCFcQgJPIYQQQgjhEhJ4CiGEEEIIl6gTwynNmDuzWtN/+9XXqzV9UXvJtStqq+q8duW6FaLmkhJPIYQQQgjhEnWixPMaV/8Kru7SKnHzkGtX1FauvHbluhWi5pMSTyGEEEII4RISeAohhBBCCJeQwFMIIYQQQriEBJ5CCCGEEMIlJPAUQgghhBAuUad6tZeksj0hZcw4UV3k2hW1lVy7QtRNip49e1jLs4EMV1E33IwPdbl26wa5dkVtdDNet0IUR6rahRBCCCGES5S7xPNmJFU+oraSa1fUVnLtClE3SeAphBBCCCFcQqrahRBCCCGES0jgKYQQQgghXEICTyGEEEII4RISeAohhBBCCJeQwFMIIYQQQriEBJ5CCCGEEMIlJPAUQgghhBAuIYGnEEIIIYRwCQk8hRBCCCGES0jgKYQQQgghXEICTyGEEEII4RISeAohhBBCCJeQwFMIIYQQQriEBJ5CCCGEEMIlJPAUQgghhBAuIYGnEEIIIYRwCQk8hRBCCCGESzg18NRoNIwf/x6zZ8/lu+9+4P77+1fJftesWV8l+ymOSqVi/Pj3UKlUZd4mMjKKNm3aOi1PpRkw4DFefvlfZVp3xowviI6ezW+/LWDZsj+Ijp5NdPRs/P39y5xenz596du33w2fe3t788QTT5a43cCBz6DRaMqcjhBCCCFuLmpn7nzo0GFs2LCe3bt3oVKpmDhxMrGxpzl37pwzk60Us9nM1KkfV3c2ymXAgMd4661/l2ndt99+E4CHHnqYtm3b8eWXn5c7vU2bNhb7+bXAc+nSJcUuHzToGdasWY1ery93mkIIIYSo/ZwWeGq1Wnx9fYmPj+eLL76ifv36fPHF5zz66GN8881XrFixij/++J1+/e5lzpxZDB48hJ9/ns9ff60GoHPnLgwZ8goqlQqlUskXX8zg1KlTdmloNBomTpzM/v37WLx4EQBhYWEMGTIUHx8fAgICmDUrmi1bNgMQGRnN7NlRHDt2DICpU6exdOkS9uzZDcDYseMJDQ0lPLwV/fvfa5fW7bd35ZVXXsVqtZKbm8OMGZ+RlJRoW37LLbcyePAQmjVrxuLFi1i0aCEAgwcPwdvbB39/P5o2DSUu7gKTJk20bffMM89y3333YzQaycvLswWGZdWjx52cOHGCzMzMcm1XnCFDhpKYmMDKlStsn40cOYqYmJOsWfMXHTt2IiJiBEFBQSxatJDffvvVtl7Hjp0YNWo0jRqFEB09m8zMTMaPHwuAu7uGr776Gn9/f6ZPn4HZbGby5IkkJSUB0KZNG0aMGIlSqSQrK4vp0z8lIyMDgODgYKZPn8HmzZvp3r0HOl0eo0aNrPSxCiGEEML1nBZ4hoWFc+DAAYYPf42PP57CRx9N4dSpGB5//AmgoHRs1aqVNG/enLCwcObOncP99/fnr79WExwczLhx7zJ69EgSExOL3b+vrx8ffTSFhQv/ZwssAS5fTmDSpAkYDAZatWrNhx9+ZFv+xx/LePjhf3Ds2DF8ff1o3rw5e/fusW07bdpU4Maq/Pr16zNu3LtERAwjOTmZe+7pzYQJExkx4jXbOkFBgYwd+w6NGjUiKmq2LfAECA8PZ/z4seTl5bFgwSIaN27CpUvxeHl58cILL/HEEwMwmUwVOs+DBj1ToVLL4sTHxxESEoJKpaJZs1DOnTtLYGAg69evBeDo0SNERAxn8OAhN2x79OgRPvjgPaZPn0FExHC7ZQaDnoiI4SxcuIQxY962C5LVajXjx7/HW2+9SWpqCn369OW110bYlTo3adKUc+fO8t13/6mS4xRCCCFE9XBaG8+GDRuSmpqMt7c3qakpqNVqjEYjRqMBAIPBQFxcHDk5OcTGniYnJxuNxgOAO++8i02bNpQYdKrVaubMmcv27dvsgk4AnS4PPz8/+vbtx2233UaDBg1syzZt2kjXrl1xd9fw4IMPsnLlSqxWa6nH0rFjJ44cOUxycjIAW7ZsJiSkMZ6eWts6a9cWBGcJCQl4e3vbbb9z5w5yc3OxWq0kJSXalufm5rJ79y4+++xznnrqaXx9fUvNS1FhYWHk5+cTFxdXru1KEh8fT1BQML179yE6ehbh4eEEBQURFxdfJfsvTmhoKEFBQUyaNJnIyCiefnoggYGB1+Urjg0bnNeuVwghhBCu4bQSz7y8XLRaLzw9PfHxqYda7UbHjp04efJkmbZXKkvu3KNQKJg+fRpvvfU2+/btJTY21rbskUf+wUMPPcyyZUs5fPgwoLAtMxqNbN26lT59+tC//4O89dboCh+fQgFQetBamilTPqRBgwb06nUPc+d+y+jRb3D58uUybfvMM/9kwYL/VjoP18THxxEYGMiAAY8xceIEnnpqIBqNB9nZWVWWxvXMZjMJCYmMHDnCaWkIIYQQomZwWonnmTNn6Ny5C1u2bObZZ5/l9OlTdOvWjRUrlpe67a5dO+nXrx9NmzYtdrnRaGT//n1MnjyJjz76mKCgINuyXr3uYd68n1i3bi2NGzdGoVDYbfvHH78zdOgwLl2KJz09vUzHcuTIYW655RZbOn379iMuLh6dTlem7R1RKpWkpqaybNlS4uLiCA1tXqbt/P39adKkKYcOHax0Hq7JzMwkNDSUpKQk9uzZTUhICLm5uWXe3mAwEBDQ0DYiwPXn3mAwEBwcbLfs4sWLuLm5cc89vW3rXb+dEEIIIW4OTivxTE5ORqlUkpSUxPr16wDw8amHxWIpdduEhAQ+/ngK48a9i0KhxGq1MGfObA4fPmS3XkzMSWbOjGTatBmMHBlBdnY2Cxb8lzFjxpKSksqePbvJzs7G01OLTpcHwMWLF0hPT2fZsqVlPpasrCymTv2EyZM/wmqF3Nwcpkz5sBxno3gKhYKvv45EpVLh7u7OwYMH2b17V5m2ffLJp1myZFGl83C91NQ0Fi8uaJ+6YsVyunfvUeZt09LS2LNnN9999yMZGenMnTub48eP25YvW7aEyZOnkJiYyPr1a1m+/A8sFgvjx49h9Og3ee6557FYrGzYsM6ujawQQgghbg6Knj17VL6+uATu7hqGDn2VTp06kZuby+rVq1i7do2zkiuTwMBAJk6cbNcxqChvb29+/vlXHn98gItzJoQQQghxc3PqOJ4Gg56oqEhnJlFmCoWCadM+w9/fn08//eSG5Q0bNmTChEn4+PiwaFHVlyQKIYQQQtR1Ti3xFEIIIYQQ4hqZq10IIYQQQriEBJ5CCCGEEMIlJPAUQgghhBAuIYGnEEIIIYRwCQk8hRBCCCGES0jgKYQQQgghXEICTyGEEEII4RJODzzDw1vRo8edzk7mBn369KVv3343fO7t7c0TTzzp0jSdqbJp/vOfzzF48JAbPh88+BWaNQutTNZuMHDgM2g0mhKXOyNNZxk4cBDz5v3MN9/MpHnz5lWyT2fdK7163eMwj9Vx3dYUt9/elejo2axevZY2bdq6LN3SnkMqlYrx499DpVK5LE+VUd7nbZcuXZg2bYYrsnaDkp5DEyZM4qeffnaYr7p8r1SVNm3aEhkZVd3ZENXIqTMXAbRq1Yq2bduxa9dOZydlZ9OmjcV+fu1BuHTpEpel6UzOSvP777+t8n0OGvQMa9asRq/XuyxNZxkw4HHGjn2Hy5cvVdk+nXWv9Op1Dzt2bOf8+fPFLq+O67am2L9/H/v373P5i7C055DZbGbq1I9dmqfKqI7nbUWV9Bz68MNJdOnShWeffb7EbevyvSJEVXFq4Pnkk08xcOAgPD09adWqFfv27eX7778DQKlUMnx4BB07dkSlUrF06RJWr15l2/bdd98nPj6Obt264+Hhwa+//sKGDesBeOihh+ncuQtarZagoCAOHz7EzJkFU3N27NiJiIgRBAUFsWjRQn777VfbPjt27MSoUaNp1CiE6OjZZGZmMn78WNvyQYOe5b777sdqtRAbG8vXX3+FwaCvVJqlHeczzxSkaTQaycvL4+233yzTuXWU5uDBQ/D29sHf34+mTUOJi7vApEkTbctHjRpNly63kZycTHp6OomJCXbf2X333U/LlmGMGjWSmJiTtmUajYZhw16jffv2WCwWzp49y4wZ0wHQarWMHv0mDRs2JDg4mI0bNzJ37mwA3N01fPXV1/j7+zN9+gzMZjOTJ08kKSmp1DQbNWrEm2++jZeXN0qlgjlzZnPgwN9lOs6KnltHad59dy+ee+55QkJCmDhxEmazmffff5e0tLRS93vHHd0YMuQVzGYzarWaSZMmkJCQYDsHJd0rjs4tOL5Xxo4dT48ed9K+fQcGDXqGX3/9hW3btgKVu4YiIl6nc+cuAOj1eg4dOsi3384t9RxERkZx5MgROnW6BT8/P375ZT6rVv1ZpuN09H06OreV4eiZEBQUzBtvjMLPzx+FQsGff65g+fI/AAgLC2PIkKH4+PgQEBDArFnRbNmyGSj9OTR27HhCQ0MJD29F//732uXn9tu78sorr2K1WsnNzWHGjM9ISkq0ndstW7bQtWtXmjVrxuLFi1i0aCEA7u7u/PvfbxEWFobJZObgwQN257YkQ4YMJTExgZUrV9g+GzlyFDExJ1mz5q9KPW81Gndef30kbdq0RavV8uabo8nMzCw1T6U9E3Q6nS0fkZFRzJwZSUzMyVKfQ45U5hnv6P6szHW7cOES5s37kUcfHYC7u4Zx494hMbHgWujf/wGeeOIpAI4fP0Zk5Ne289OwYSCtW7dh8+aNBAUF07FjJwYPfhmz2ezw3EZHz+abb77m5MkTAHzyyaf88cfvth/KJaUJ8OCDD/P88y+QmppCTExMmY5P3LycGnguWbIYnU5H27bt+PLLz+2WPfroY1itViIihuPm5sbMmdEcPnyIy5cv29a5447ujBnzNnl5eTfsu1u37rz55ijOnTtn9/nRo0eIiBhebPXx0aNH+OCD95g+fQYREcPtlnXtegd9+vRhxIjhGI1GRo0azUsvvWz3Mq1Imo6O08vLixdeeIknnhiAyWRycCZv5ChNgPDwcMaPH0teXh4LFiyiceMmXLoUT58+fWnZMowhQ/4FwNSp0+wCzyVLFrNkyeJiS4BGjBhJTk4Ow4e/esOyvLw8oqIiyczMRKPRsGDBQpYsWUxKSjIGg56IiOEsXLiEMWPevuHl4ijNDz6YxM8/z2PHju0EBwczc2Y0gwf/H1lZWQ6PszLn1lGa27ZtZdu2rSUeiyOvvTaCTz/9mFOnTt2wzNG94ujcXlPSvTJt2lTeffd9duzYfkNpTUWvoVatWtOuXXtefXUIt97amWHDXitT0HmNXp/PyJER+Pn58cMP89i5cwcZGRkOj7O079PRua0oR88EpVLJp59OY86cWezateuGbS9fTmDSpAkYDAZatWrNhx9+ZAs8HT2HoOA7A1izZr3d5/Xr12fcuHeJiBhGcnIy99zTmwkTJjJixGu2dYKCAhk79h0aNWpEVNRsW+DZrVt3/Pz8ePXVV8p1DuLj4wgJCUGlUtGsWSjnzp0lMDCQ9evX2o6lIs9bgGbNQvnqqy+YOTOS9977gF697mHFiuWl5qm0Z0JJSnsOOVLRZ/w1Jd2flb1umzdvccN32qJFCx599DFef/01zGYz//73Wzz44EO2YNjNzY2pUz8mMnImzzwzkK+/jqRp06acP3/e4blduXIFDzzwICdPnsDHpx5hYWHs2bO71DQbNAhg2LDhDB78Munp6bz44ssVOlZx86i2zkXdunXjjju6ERkZxRdffIVG40FoaHO7dRYvXlhs0AmwZcvmGwLAyujRowerVv2J0WgECgKBHj16VDpNR8eZm5vL7t27+Oyzz3nqqafx9fWtkmMB2LlzB7m5uVitVpKSEvH29gbg1ltvZc2aNZjNZsxms+3XbFn07t2Hn376ocTlRqORu+7qySOPPIrBYKRBA/9KHYOnp5bg4GB27NgOQGJiIkeOHKFjx062dUo6zoqe27KkWVHLl//OmDHjGDx4CKGh5WvLWtq5dXSvVFRJ51av1+PhoUGlUuHj40NaWmq59nstUEtPT+f48WO0atXatqyk4yzt+6zMuS2Jo2dCs2bNMBgMxQadADpdHn5+fvTt24/bbruNBg0aVDo/HTt24siRwyQnF/zg2LJlMyEhjfH01NrWWbu2ICBMSEiwfV9QEDjVq1efCRMmce+99+Hu7l6mNOPj4wkKCqZ37z5ER88iPDycoKAg4uLiK308p0+ftjX/SEi4jI+PT6nbOPP+rKjKvMsqe93Om/fjDZ/dfntXgoKC+Oqrb4iMjKJdu/Y0adLUtvzMmVhycrJJTk4mKyuLnJwcNBqPUs/thg3r6dmzJyqVin797mXdurVYLJZS0+zQoQP79+8jPT0dwBasirrL6W08S2I2m/n++29t1X41jwKr1VrpvZR2nFOmfEiDBg3o1ese5s79ltGj37D7pVzVzGZLpbZXKovv7BAWFsYHH0zi99+XEht7ioyMDEBRqbQAFArFdf9T5u+loue2Mmk6cq0Krlu37kya9CE//fRjmdqMOevcVtTFixc4evQo8+b9woUL5/n66y8rvC+FQoHJVBDYlXacjr7Pip7bcubW7jpQKkv+3f7II//goYceZtmypRw+fBhnfV8Fl2rp12ZGRgYREcNo3rw5/fs/yAsvvMi//lV6yVN8fByBgYEMGPAYEydO4KmnBqLReJCd7bh00ZmcdX9WVGXeZc64bs1mM1u3brGr6i4rR+dWp9Nx4MABunfvwQMPPMCUKR+VKU2z2VzufIibm9NLPA0GA8HBwYD9Rb116xaee+55u1/rrmAwGAgIaGjrLXotT7t27eLhh/9hKwl4+umB7NxZ+U4epR2nUqkkNTWVZcuWEhcXd8Mv5ap24MDf9OvXD4VCgaenJ927l70X9ZYtmxk69NUbHk5QUC25c+cOli5dQk5OLo0aNbphvZKuhZLodHkkJFzm7rt7ARASEkKnTrdw9OjRMuW3Iue2smmWlh+dTsfmzZtYv3497dt3sFte0vkpy7l1pLznvTQtWrSkWbNmvPTS87z77rgytZErql+/gnaLgYGBtGnT1tbmq7TjdPR9lnZuK8LRM+HixYu4u2vo3btPsdv26nUP8+b9xLp1a2ncuHGx90JxzyFHjhw5zC233EJQUBAAffv2Iy4uHp1OV+q21/Z//vx55s//iYCAgDI9ezMzMwkNDSUpKYk9e3YTEhJCbm5uqdtdU5HjdKS0+zM7OwdfXz8A/Pz8CAkJKTZPVXk/VOZd5ozrdvfuXfTt24/GjZvYPquq5+3Klct56aWXMRqNdh0rHaV57NhRbr21Mz4+9QDo109GBajrnF7iuW/fXl544UVmzZpLXl4u7703nvz8fNauXUODBg2YOTPK1rvwrbfeRKer2urC66WlpbFnz26+++5HMjLSmTt3NsePH2ffvr20bBlGVNQsrFYrsbGn+fnn+ZVOz9FxKhQKvv46EpVKhbu7OwcPHmT37uKr7qrK9u3b6Nq1K99//yNpaWlculT2KrOoqEiGDXuNOXO+xWg0EB8fb+t5u27dOqZOncacOf/hwoULHD586IbqxWXLljB58hQSExNZv36trSOGIx99NJm33nqH559/EaVSwZQpH5WptKUy57aiaZbm9dffoG3bdiiVCtLT05k27VO75SXdK2U5t46sWfMX7733Pj173s3Zs2dvaENaXllZWQQGBjFz5iysVgsGg5HVq1exevWfZdreZDLyzTcz8fX15csvP7dVQTo6ztK+z9LObVmMGzee48eP89ln0wAcPhMsFgvjxr3DG2+M5tlnn8NiMbNx4wZbm8oFC/7LmDFjSUlJZc+e3WRnZ+PpqbU930p6DjmSlZXF1KmfMHnyR1itkJubw5QpH5bp2EJDQ3n33fcxmUy4ubkRHR1V5mdtamoaixcXHNeKFcvp3r1HKVsUqshxlsbR/blhw3o++WQq77wzlqysrKul5vZKew516tSJ6OjZzJz5TZnyWpl3WVVct9e7fPky06ZNZcKEiZjNFhQKBbNmzbxa8u5Yac++w4cP4+NTj6VLfyxzmhkZGXz77VyioqLJzMziwIH9lT5GUbspevbsUX11FEKIWufOO++iW7duzJwZidlspmfPu3nxxZeK7XR2vaK9jIUQQtQ91dbGUwhROyUmJtCmTVtmzZqDWu1GYmICH388pbqzJYQQohaQEk8hhBBCCOESMle7EEIIIYRwCQk8hRBCCCGES0jgKYQQQgghXEICTyGEEEII4RISeAohhBBCCJf4f4ZvP1DMmKmXAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(3,4,figsize=(12,12))\n", "fig.set_facecolor('#3b3b38')\n", "axes.flat[-1].set_visible(False)\n", "\n", "\n", "pitch = Pitch(pitch_type='statsbomb', orientation='vertical',\n", " pitch_color='#3b3b38', line_color='#c7d5cc', figsize=(13, 8),\n", " constrained_layout=False, tight_layout=True)\n", "\n", "\n", "\n", "for i,ax in enumerate(fig.axes):\n", " try:\n", " ax.set_facecolor('#3b3b38')\n", " pitch.draw(ax=ax)\n", "\n", " df = df1[(df1.playerId == starters[i])]\n", " df = df[(np.abs(stats.zscore(df[['x','y']])) < .5)]\n", "\n", " points = df[['y','x']].values\n", " hull = ConvexHull(df[['x','y']])\n", "\n", " for simplex in hull.simplices:\n", " ax.plot(points[simplex, 0], points[simplex, 1], '#A50044',lw=3)\n", " ax.fill(points[hull.vertices,0], points[hull.vertices,1], c='white', alpha=0.1)\n", " ax.set_ylabel(ylabel=' ')\n", "\n", "\n", " ax.set_title(label=starters[i],c='white',va='center',ha='center',fontsize=18,fontfamily='Andale Mono')\n", " except:\n", " pass\n", "\n", "\n", "s = f'Barcelona vs Real Betis'\n", "fig_text(s=s,\n", " x=.175,y=.9,\n", " fontfamily='Andale Mono',\n", " highlight_weights=['bold'],\n", " fontsize=24,\n", " color='white',\n", " highlight_colors=['#A50044'],\n", " zorder=1\n", " )\n", "\n", "fig.text(.15,.1,'@mckayjohns / Twitter',fontstyle='italic',fontsize=12,fontfamily='Andale Mono',color='w')\n", "fig.text(.15,.08,'territories indications of starting pass locations with outliers removed',fontstyle='italic',fontsize=12,fontfamily='Andale Mono',color='w')\n", "fig.savefig('convexgrid.png',facecolor='#3b3b38',dpi=500,bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.3" } }, "nbformat": 4, "nbformat_minor": 4 }