{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 03 - Full-Waveform Inversion (FWI)\n", "\n", "This notebook is the third in a series of tutorial highlighting various aspects of seismic inversion based on Devito operators. In this second example we aim to highlight the core ideas behind seismic inversion, where we create an image of the subsurface from field recorded data. This tutorial follows on the modelling tutorial and will reuse the modelling and velocity model.\n", "\n", "## Inversion requirement\n", "\n", "Seismic inversion relies on two known parameters:\n", "\n", "- **Field data** - or also called **recorded data**. This is a shot record corresponding to the true velocity model. In practice this data is acquired as described in the first tutorial. In order to simplify this tutorial we will fake field data by modelling it with the true velocity model.\n", "\n", "- **Initial velocity model**. This is a velocity model that has been obtained by processing the field data. This model is a rough and very smooth estimate of the velocity as an initial estimate for the inversion. This is a necessary requirement for any optimization (method).\n", "\n", "## Inversion computational setup\n", "\n", "In this tutorial, we will introduce the gradient operator. This operator corresponds to the imaging condition introduced in the previous tutorial with some minor modifications that are defined by the objective function (also referred to in the tutorial series as the *functional*, *f*) and its gradient, *g*. We will define these two terms in the tutorial too.\n", "\n", "## Notes on the operators\n", "\n", "As we have already described the creation of a forward modelling operator, we will only call a wrapper function here. This wrapper already contains all the necessary operators for seismic modeling, imaging and inversion. Operators introduced for the first time in this tutorial will be properly described." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "%matplotlib inline\n", "\n", "from devito import configuration\n", "configuration['log-level'] = 'WARNING'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Computational considerations\n", "\n", "As we will see, FWI is computationally extremely demanding, even more than RTM. To keep this tutorial as lightweight as possible we therefore again use a very small demonstration model. We also define here a few parameters for the final example runs that can be changed to modify the overall runtime of the tutorial." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "nshots = 9 # Number of shots to create gradient from\n", "nreceivers = 101 # Number of receiver locations per shot\n", "fwi_iterations = 5 # Number of outer FWI iterations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# True and smooth velocity models\n", "\n", "We will use a very simple model domain, consisting of a circle within a 2D domain. We will again use the \"true\" model to generate our synthetic shot data and use a \"smooth\" model as our initial guess. In this case the smooth model is very smooth indeed - it is simply a constant background velocity without any features." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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cXFz4/vvvKV++fLrnTJgwgTFjxjigdyIiIjmMPTKU/1tAPvFOaaJRo0YxevToFE955513WLlyZaabmjZtGkFBQZk+L6s9+uijLF68mPnz5/PUU0/x4YcfYjKZaNGiRZJyf/31F8WKFbOqLacMPBMHt0ZHR6da5tatWwAWz1BbtGiReVmA7777ji5dumTovOHDhydZdikyMjLZL7OIiIg4l3PnziWJGdLKdl68eJFjx45luo3E2AQcE8vYyrvvvsvy5ct5/vnngfvDEOvUqUPTpk3NZc6dO8fRo0etXlLJKQPPUqVKAfdfZGoSjyWWzYylS5fSvXt3EhIS+OabbzJ1Ee2dmhcREcmx7JjxfHBMZXrmzp1r9ZOASpUqxYEDBzh79myKxx+8xW5JLGNLtWvXJiQkhA8++ICrV69Sv359JkyYkKTMwoUL8fPzIzg42Kq2nDLwTFzeKDw8nNDQ0BRntu/btw/A/ESijFq+fDndunUjPj6er7/+mpdeesn6DouIiIj1XLD98kdZNI26du3aLF261Byv/Fvifm9vbypUqODIrqUoODg4zaByyJAhDBkyxOp2nHJWe0BAAPXq1QNg3rx5yY5v27aNc+fO4enpSevWrTNc76pVq+jatStxcXF8/fXXvPLKKzbrs4iIiEiiDh06ALB9+/YUs56J8U3btm0z9eAaW3j66aeZOXMm169fd2i74KSBJ8CIESMAmDhxIgcOHDDvDw8PZ8CAAQC8/vrrSZ5atGzZMipVqpRixB4SEkLnzp2Ji4vjv//9r4JOERERZ5ONllOqUqUK7du3Jz4+nr59+3Lnzh3zsTVr1jBz5kxcXFwYPnx4snN79uxJpUqV+OKLL+zSt5CQEPr27UuRIkV44okn+O9//2v1MkkZ5ZS32uH+N4VBgwYxZcoUGjZsSHBwMN7e3mzYsIGbN2/SuHFjxo0bl+SciIgIjh07xt27d5Psv3r1Kh07duTevXsEBASwY8cOduzYkWK7H3/8Mf7+/nZ7XSIiIpIzfPvttxw5coT169dTtmxZmjRpwtWrV9myZQuGYTB58mSqV6+e7LyzZ89y7NixFJ+muHr16iTxz5EjRwAYPXp0kkB1165dqfbr9OnTLF68mCVLlrBx40Y2btzI66+/zqOPPkrHjh155plnUnzaki04beAJMHnyZBo3bsyXX37Jjh07iI2NpWzZsgwbNow333wzyaKmabl9+7Z57c3z588za9asVMuOHj1agaeIiEhWsEeGMt7G9WVCoUKF2LdvHxMmTGDJkiWsWLECb29vWrZsydChQy2aqHPt2jV2796dbP+pU6c4depUhuooVaoUQ4cOZejQoVy8eJGlS5eyZMkStm3bxrZt2xgyZAh16tShU6dOPPPMMzYdg2oyDMOwWW05UGRkJH5+fgwDNNddREQkbTHARO7fpUycZZ74WRoxGHxt/GEaGQN+nydtT1IWFhbGsmXLWLp0KRs3biQ2NhaTyUTlypXp3LkzHTt2pFq1ala1ocDTSgo8RUREMi7NwHOInQLPTxR4ZlZERAQrV65kyZIl/PLLL9y5cweTyUTZsmXp1KkTffv2pVy5cpmu12knF4mIiIhI1vDz8+OFF15g+fLlXLt2jQULFtClSxcuX77MpEmTUlx1KCOceoyniIiI5CDZbIxndpE7d266dOlCly5duHfvHj///DO5cuWyqC4FniIiIuIcXLF9ZBJn4/pyOA8PD55++mmLz1fgKSIiIiKcP3+ezZs3c/HixWRLUz7o/ffft7gNBZ4iIiLiHOxxq12RTrri4+MZNGgQ3377LQkJ9x9u/++55yaTCcMwMJlMCjxFRERExDLjx4/n66+/xs3Njaeffpry5cuTJ08eu7SlwFNEREScg+v/NlvXKWmaOXMmXl5ebN26ldq1a9u1LS2nJCIiIpKDXb58maZNm9o96ARlPEVERMRZaIxnlihWrJjdbq3/mzKeIiIiIjnYM888w6+//kpMTIzd21LgKSIiIs7BzU6bpOn9998nb968dOvWjbCwMLu2pbdDREREnIMLtp8MpBRbunx9fdm5cyfNmjWjbNmy1KlThxIlSuDikvzimUwmpk+fbnFbCjxFREREcrCYmBh69+7NH3/8gWEYbN68OdWyCjxFREQke9DkoiwxatQoVq1aRb58+XjhhRcoX748Pj4+dmlLb4eIiIhIDvbjjz+SN29eDh06RGBgoF3bUuApIiIizkEZzyxx9epVnnzySbsHnaAhtyIiIiI5WmoTiexBgaeIiIg4B1c7bZKm7t27s3nzZm7evGn3thR4ioiIiORgw4cPp2bNmrRu3Zq//vrLrm1p5IOIiIg4B43xzBKtWrUiNjaWXbt2Ua1aNUqUKJHmOp4bNmywuC29HSIiIuIcXLF9ZKJb7el6cN3OhIQEzpw5w5kzZ1IsazKZrGpLgaeIiIhIDrZp0yaHtaXAU0RERJyDbrVniccee8xhbWlykYiIiEgOFhkZmeGy+/bts6otBZ4iIiLiHLScUpZ45plniIuLS7fcH3/8QatWraxqS4GniIiISA62adMm+vXrl2aZEydO8MQTT3Djxg2r2lLgKSIiIs7BzU6bpKlt27bMmTOH0aNHp3j87NmztGjRgitXrjBhwgSr2lLgKSIiIpKDzZ8/n9q1azNu3Dhmz56d5NiVK1do0aIF586dY8SIEbzzzjtWtaXAU0RERJyDMp5ZwsvLi9WrVxMYGMjLL7/Mxo0bAbh+/TotWrTg5MmTDBw4kPHjx1vdlgJPERERcQ4u2H5ikSKdDClUqBAhISF4eXnRuXNnduzYQatWrfjzzz958cUXmTx5sk3a0dshIiIiIlSuXJklS5YQHR1NkyZN2LdvH507d+a7776zWRsKPEVERMQ56FZ7lmvevDnfffcdhmHQunVrfvzxxxSf2W4pvR0iIiIiOUiZMmXSLePm5sahQ4coX758kv0mk4lTp05Z3LYCTxEREXEOemSmQ5w5cyZD5S5evJhsn8lksqptvR0iIiIiOUhoaGiWta3AU0RERJyDPR5xqUdmJlOyZMksa1uTi0RERETEIZTxFBEREeegMZ7ZnjKeIiIi4hxcsf1SSrrVnkytWrVYu3atVXWEhIRQq1atTJ+nwFNEREQkBwkLC6NNmzY0atSIadOmERUVlaHzIiMj+eabb6hfvz5t27bl+vXrmW5bCWgRERFxDrrV7hDHjh3jgw8+4NNPP+WVV15h0KBB1KtXj0aNGvHII49QoEABfH19iYyMJDw8nCNHjrBz50727dtHTEwMHh4eDB8+nBEjRmS6bZNhGIYdXlOOERkZiZ+fH8MAz6zujIiIiJOLASYCERER+Pr6Av98lkZsA18f27YXeQv8gpK2J/ddvHiRL7/8kmnTpnHt2jUg5XU6E0PFggUL8tJLLzFgwACKFStmUZsKPK2kwFNERCTj0gw8d9op8GykwDMtsbGxbN++nY0bN3Lw4EGuXLlCREQEefPmpVChQtSuXZvHH3+cxo0b4+7ublVbSkCLiIiI5GDu7u40a9aMZs2a2b0tBZ4iIiLiHDTGM9vTrHYRERERcQh9DxARERHnkLiOp63rFKehjKeIiIiIOIQyniIiIuIcXLF9hlIZT6eiwFNEREScgyYXZXu61S4iIiIiDqHvASIiIuIclPHM9pTxFBERERGH0PcAERERcQ7KeGa5CxcucOHCBe7evZtqmaZNm1pcv94OERERkRxuxYoVDBs2jOPHj6dZzmQyERcXZ3E7CjxFRETEKRguYNh4+SNDgwrTtWbNGjp16kRCQgJ+fn6UKVMGX19fu7SlwFNEREQkB/vggw9ISEhg9OjRDBs2DA8PD7u1pcBTREREnEK82/3N1nVK2g4dOkTNmjV5//337d6W3g4RERFxCgo8s4arqyuVKlVySFsa+SAiIiKSg1WvXp3z5887pC0FniIiIuIU4lxNxLm62HgzZfXLcnqDBw9m+/bt7Nu3z+5tKfAUERERycE6derEyJEjadmyJV999RVnz561W1sa+SAiIiJOId7NjXg322Yo490MINamdWY3rq7/rGE1cOBABg4cmGpZreMpIiIiIhYzDMMuZVOiwFNEREScQryrK/E2HpMZ76qMZ3oSEhIc1pbGeIqIiIiIQyjjKSIiIk4hAVfisW3GMwHrbg2LbSnwFBEREacQhytxNg484xR4ZlhcXByLFy9m06ZNXLhwAYDixYvz+OOP07lzZ9zcrA8bLa7hypUrbNiwgQMHDnDlyhVu3LhBvnz5KFy4MHXq1KF58+YULlzY6g6KiIiIiH0dOnSIzp07ExoammwC0bRp0xg5ciSLFi2iZs2aVrWTqcAzNjaWBQsW8OWXX7Jnzx4g5dlNJtP9bysNGjTgtddeo2vXrri7u1vVUREREcne4nEl3sbTT+Jx3MSZh9XFixd58sknCQsLo3DhwnTr1o2yZcsCcPr0aebPn8+pU6do2bIlhw4domjRoha3leHAc86cOQwfPpxLly5hGAYFCxakUaNGVKlShQIFCuDr60tERATh4eH88ccf7Ny5k127drF7926GDRvGhAkT6NGjh8UdFRERERHb++ijjwgLC6Nfv35MnjwZLy+vJMc//PBDBg0axLRp05g0aRKfffaZxW2ZjAwsyNSoUSP27NmDv78/3bt3p3fv3tSoUSPdyg8dOsSMGTP48ccfCQ8Pp0GDBuzYscPizjqjyMhI/Pz8GAZ4ZnVnREREnFwMMBGIiIjA19cX+Oez9I8If/L42jbjGRWZQFW/sCTtSVIVKlTg3r17nDp1Ksli8g+Ki4ujXLlyeHh4cPz4cYvbytC7e+LECSZNmsTZs2f57LPPMhR0AtSsWZPJkydz7tw5Jk6caFVHRURERMT2zp07x6OPPppq0Ang5uZGo0aNOHfunFVtZehW++nTp636luDp6cnbb7/NK6+8YnEdIiIikr3ZZ4ynbWfJZ0eenp5ERkamWy4qKgpPT+vu72bo3bVValopbhERERHnUrlyZTZt2pRmNvPs2bNs2rSJKlWqWNWW0z+5aNGiRTRr1ox8+fLh7e1NjRo1mDRpErGx1j/+KiQkBJPJhMlkokWLFjborYiIiFjqfsbT9ltWioqKYsSIEVSsWBEvLy/8/f1p06YNGzduzHRdt2/f5qeffuL111+nRo0a5MmTBw8PDwIDA+nWrRvbt2+3qI89e/bkzp07tGjRgpCQkGTHf/rpJ5544gnu3r1Lz549LWojUYYmF6UlPj6e8PBw7t69m2qZEiVKWFT34MGDmTx5Mm5ubjRv3hwfHx82btzIzZs3CQoK4ueff0428yqjbty4QdWqVc2z9IODg1m/fn2m69HkIhERkYxLa3LR3ohAfGw8uehWZAL1/M5lyeSiq1ev0qRJE44fP07RokUJCgriypUrbN26FYDJkyczcODADNc3bdo0XnrpJQBKlixJzZo1cXNz47fffuPkyZOYTCbGjRvHe++9l6l+xsfH06pVKzZs2IDJZCJ//vyULl0agNDQUK5fv45hGLRo0YK1a9fi4mL5e2TxmTt27KBly5b4+PhQtGhRSpcuneJWpkwZi+pfvnw5kydPxsfHh927d7Nu3TqWLFnCiRMnqFatGtu2bWPkyJGWdp+BAwdy5coV+vfvb3EdIiIiIql5+eWXOX78OMHBwZw8eZKFCxeyZcsWfvrpJ1xcXBg8eDCHDx/OcH3u7u706dOHAwcOcObMGZYvX87ixYs5fvw4n3zyCYZh8J///IctW7Zkqp+urq6sXr2ad955B29vb8LDw9m3bx/79u0jPDwcb29v3n33XXO/rWFRxnPjxo089dRT5tvd+fPnJ0+ePKmWDw0NzXTH6tevz969exk/fnyyyH3btm00adIET09Prly5gp+fX6bqXrZsGR07duTtt9+mcuXKvPjii8p4ioiIOEBaGc9dEaXtkvFs6Bfq8IznkSNHqFKlCq6urpw6dYqSJUsmOd6vXz+mT59Ot27d+PHHH23SZosWLdiwYQN9+/Zl2rRpFtURExPDvn37kjwys27dulZPKkpk0bv7n//8h9jYWAYPHkxYWBhhYWGEhoamumXWhQsX2Lt3LwDdu3dPdjwoKIjAwEBiYmJSHIuQlrCwMPr370/FihUZO3ZspvsmIiIikp5ly5YB0Lhx42RBJ/wT36xatcom81YAatWqBWDVkkeenp40btyYrl270rVrVxo3bmyzoBMsDDwPHTpEzZo1+fTTT8mfP7/NOpPo4MGDAEnGGPxb3bp1k5TNqFdffZWwsDCmT59Orly5rOuoiIiI2Ew8LnaYXJQ186gT45PEeOXfEvdHR0dz4sQJm7SZWI81j7S0t0w9qz2Rj48PlSpVsnVfzBKzpGlNSgoMDExSNiPmz5/P4sWLeeONN2jcuLF1nRQRERFJRXqxjK+vL76+vkRGRhIaGkrlypWtau/3339n9erVAHTq1CnNsr/++itwf1hjrly5zD9nVNOmTS3rJBYGng0bNrTrU4iioqIA8Pb2TrWMj48PQIYWPAW4fPkyr732GmXLluXDDz+0uG8xMTHExMSYf85o+yIiIpI2eyx/FP+/f//9ee3p6WnTW8j/ltFYJjIy0upY4tatW3Tv3p24uDhatmxJ27Zt0yzfrFkzTCYTf/31FxUqVDD/nBEmk4m4uDiL+2pR4Pnee+/RtGlT5s2bl+IYTGf08ssvc+PGDZYsWULu3LktrmfChAmMGTPGhj0TERERe0u8U5po1KhRjB49OsWy77zzDitXrsx0G9OmTSMoKMiS7lksNjaWLl268Mcff1CmTBnmzJmT7jlNmzbFZDKZ46HEnx3BosCzQYMGLFiwgH79+rFq1SqeeuopSpQokeoU+8ymZBNnyEdHR6da5tatW0DGnoY0a9YsVq1axauvvkqzZs0y1Zd/Gz58OG+99Zb558jIyGS/zCIiIpJ5cbgSZ+OMZ2Ju7ty5c0lihrSynRcvXuTYsWOZbisxNgHbxzIpiYuLo1u3bqxdu5aSJUuyceNGChYsmO55mzdvTvNne7Io8IT7i43mzp2bhQsXsnDhwlTLWZKSLVWqFJD2rKzEY4ll05I4s2zv3r3JAs/Lly8DsH//fvOx+fPnU6RIkRTrsndqXkREJKdKwM3mt9oT/ves9sQxlRkxd+5c5s6da1W7pUqV4sCBA5w9ezbF4w/eYs9ILPNv8fHxPP/88yxdupTAwEA2bdqU4ux5Z2NR4Lly5UqeffZZEhISzDPPE8dc2kLicgDh4eGEhoamOLN93759ANSuXTvD9Saek5KbN2+aF1xN6ylMIiIiIumpXbs2S5cuTTX2SNzv7e1NhQoVMlV3fHw8PXr0YOHCheagM7VVgDKiT58+BAUF0adPnzTLzZw5k19//ZXvv//e4rYsWmNg/PjxGIbBlClTuHLlCnv37mXTpk2pbpkVEBBAvXr1AJg3b16y49u2bePcuXN4enrSunXrdOtbvnw5hmGkuM2YMQOA4OBg8z5LvnmIiIiIdbLTs9o7dOgAwPbt21PMeibGN23btsXd3T3D9SYkJNCzZ0/mz59vDjrLli1rVV9nzpzJtm3b0i23fft2Zs2aZVVbFgWeR44coVGjRrz++uu4utrnDR0xYgQAEydO5MCBA+b94eHhDBgwAIDXX389yVOLli1bRqVKlQgODrZLn0REREQyokqVKrRv3574+Hj69u3LnTt3zMfWrFnDzJkzcXFxYfjw4cnO7dmzJ5UqVeKLL75Isj8hIYEXX3yRefPm2SzozIz4+HirH5lp0a12b29vu48j6NChA4MGDWLKlCk0bNiQ4OBgvL292bBhAzdv3qRx48aMGzcuyTkREREcO3ZMt8pFREQeQvZcTikrfPvttxw5coT169dTtmxZmjRpwtWrV9myZQuGYTB58mSqV6+e7LyzZ89y7NgxwsLCkuz/4osvmD17NgBly5ZNFgclqlSpEsOGDbP56zlx4kSmH1P+bxYFns2aNcv0E4MsMXnyZBo3bsyXX37Jjh07iI2NpWzZsgwbNow333wTDw8Pu/dBRJxTvI1nv7pg4EYcJgyb1SkiOVuhQoXYt28fEyZMYMmSJaxYsQJvb29atmzJ0KFDM32H9vr16+b/pzUT/bHHHks38Pz3Y8MPHTqU6qPE4+Li+PPPP9mxYwctWrTIeIdTYDIMI9N/ZY8fP06dOnV477337BJRP0wiIyPx8/NjGKC57iKOkYCJM5TmFGVslh3xI4JH+Iu8RNikPhFJWQwwkft3KRNnmSd+lq6KqIe3r8UL7qQoOjKOtn57k7Qn4OLigslkIjNhoLe3N2vXrrXq6Y8Wvbu7du2iT58+vPfee6xcuZJWrVqluY5nz549Le6giMi/GZi4SFH2UY9Yy1eFS6IYFynBOQWeIpIjvP/+++bAc+zYsdSsWZP27dunWNbDw4OAgABatmxJoUKFrGrXooznv6Pk9Fa7j4/PyhEW9qWMp4h93CUXN8iXYmCZgAt/UI1D1CDeRoGnP2E0ZCcFuZbicR+iyctNXEiwSXsiOVVaGc9lEQ3tkvF8xm+XMp5pcHFxoXfv3lYtk5RRFr27PXv2dNijlUQkZ7qGPztozE2SD2Q3MBGNt00nIUTgx04exZ17KR6vxFEasJtcxNisTRFJKh43m32Z/KdOSU9CguO+UFv07s6cOdPG3RARuS8BEwYu3CE3VynIdQo4pN1Y3AlPo60iXCYWd9yJxQVDk5BERCxg268VKbh79y65cuWydzMikg3E4s5pSnOZIlynAHfwyuoumV2hCLtpgA/RlOEUhVK5JS8ilkuww3JKCfqSmClHjx7l2LFjREZGpjrxyJq5OxYFnp999hlvvvlmuuXu3btHhw4dWLt2rSXNiEgOE4sbJ6jAb9QgARMJlj3jwi4uU5irFMSXKHyJVOApItnKrl27ePnll/nzzz9TLWMYBiaTyfGB5zvvvEOZMmVSnf0E9ycUdevWjV9++cXizolI9hWPC1HkIeaBaXl38SIab+LsfzMm0wxciMeFe3hwg7xc4Z+ZnS4Y+HALL+6kUYOIpMc+C8gr45me48eP88QTTxAdHU2jRo24cuUKoaGhdOvWjRMnTnDo0CHi4+N55plnrJ6gZdFfd39/f55//nk2bdpkfqb6gwzD4MUXX2T58uU8+uijVnVQRLKnO+TmALU5SwnzvgRcuUG+LOxV+u6Si0PU5ATlzfs8uUdtDlCBY2japYg8bD766COio6P56quv6N+/Py+++CKhoaH88MMPAPz555/07NmTEydOsHPnTqvasug+1qpVqwBo164dZ86cSXb8tddeY+7cudSsWZOQkBCrOigi2Y+BiVjcuEoh/qaUeTtHILfwyerupSkeV8IomKTfZwkkkjyaciRipThciPvfU8lstznPkB1nlfjM9/79+6d4vEqVKvz000+cOnWKDz74wKq2LHo36taty7x587h27RqtW7fm5s2b5mPvvPMO//3vf6lUqRI///yz1swSkSSuUoiD1OIw1bnp5NnNjIrHjb8pyT7qcYyKTjUpSkQkPZcuXaJq1armn11d7w93uHfvn+XlihYtymOPPcbSpUutasvirwHt2rXjs88+4+jRo3To0IHY2FjGjh3Lxx9/TOnSpVm/fj3+/v5WdU5EshcDOE9xfqUpO3iUaxTM6i7ZRCxuHKMiG3mcg9QiGu+s7pLIQylxHU9bb5I2Ly8v3Nz+uU558uQB4MqVK0nK+fr6cu7cOavasurdGDhwIKdPn2by5MnUrVuXP/74g6JFi/LLL79QrFgxqzomItlHPC7cwYtY3LlFHu6Qi3vZ6llfJuJwJw53bpObCHxxJxZP7mrBeZFMsM/kIj1tLD3Fixfn7Nmz5p/LlSsHwM6dOwkMDATuz985cOAA+fJZd6fK6q8Bn376KX///TfLly/H39+f9evXU6ZMGWurFZFs5BZ5OEBtrlCIm+QjDves7pLdXKcA2wkiN7epzBEqcVSP2RQRp9agQQMWLFjAnTt38PLyolWrVgC8+eabeHt7U6JECb788ktOnTpFu3btrGorQ4Hn2LFj0zxevnx53NzcCAoKYtGiRUmOmUwmRo4caXkPReShF4MnZynBGUpldVfs7ja5CaU0bsRSmCuabCSSCcp4Zo3WrVsza9YsfvrpJ7p06ULZsmV5+eWX+eabb8yBpmEYeHp6Mn78eKvaylDgOXr0aEwmU6or2CceW758OcuXL0+yT4GniIiIiPPq2LEjsbGxSfZ9+eWXlC9fnkWLFnH9+nUeeeQRRowYQZUqVaxqK0OB56hRo6xqRERERCQ98f9bAsm2dSrjaQkXFxfeeust3nrrLZvWq8BTROwmFndiceMOuYjPcWvpmbiHO7fxxp1YPLinsZ4ikuNpjQERsYsETJymNMepQDTe3CB/VnfJoeJx4RTliMKXvNygOr+Tn+tZ3S0Rp2aP5Y/0yMzMuXjxIr/++ivnz5/HMAwCAgJo2rQpxYsXt0n9CjxFxC4MXLhCEQ5TPVvPYk+NgQuXKMolilKUS5TllAJPEXFa4eHhDBo0iIULF5KQkPTujIuLC507d2bq1KlWr9GeoXtfn332WZLV6y1x7949Pv30U6vqEBHnd5dcnCOQk5QlnPwYOe4We3J38eT8/65JGP4k6InuIimKx8U8s912m/4GpefmzZs0adKE+fPnk5CQQK1atejYsSMdO3akdu3aJCQksHDhQpo0aZLkaZWWyNC7MWTIECpWrMg333xDVFRUphqIiIgwz4x6++23LeqkiDw8bpCP7TzKz7TkBOX1Rx+IxJddNGQdrThKJeJ0s0kkRbYPOm2/PFN2NHbsWI4ePUqjRo347bff2LdvH4sWLWLRokXs3buXw4cP07hxY44fP57uEpvpydAnwrJly3BxceHVV1+lSJEi9OjRgxkzZnD06NFkSywZhsFff/3F999/z3PPPUexYsUYNGgQ7u7uLFu2zKrOiojzi8WNCPy4Tn7ukBuU3SMeNyLxJZz8ROuaiIiTWbp0Kfnz5yckJCTJM9sTValShVWrVpEvXz6rn9Weoa/d7du356mnnmLKlClMnTqVefPm8eOPPwL37/v7+fnh6+tLZGQkN2/eNAejhmFQokQJBg4cyMCBA/Hw8LCqsyIiIpJ92WcBeWU803P58mWefvppfH19Uy3j5+dHs2bNWL16tVVtZfh+j4eHB0OHDuWtt95ixYoVLF++nM2bN3Pu3DmuX7/O9ev/DJoPDAzk8ccfp0OHDrRr1w4XF91qExEREXFGhQsXTvUhQQ8yDINChQpZ1VamBxq5uLjwzDPP8MwzzwD3Z0FduXKFiIgI8ubNS6FChShQoIBVnRIREZGcxz4LyCvjmZ6nn36a+fPnExERgZ+fX4plbt68yaZNm+jWrZtVbVmdiixQoACVK1emUaNGPPLIIwo6RURERB4i48aNI3/+/LRp04bff/892fE//viDtm3bUqBAAcaNG2dVW5paKSI2kYAJAxMJuGBo8kyqDEzE40oCLpi0sJJIEvZZQF5PDPu3Pn36JNtXpUoVVq5cSc2aNalRowalS5cGIDQ0lMOHD2MYBu3ateOdd95h+vTpFretwFNErBaPK39TkosU5Sb5iMY7q7vklAxMXKQYu2mAD1GU5TT5uJHV3RKRHGbmzJmpHjMMg0OHDnHo0KFkx1asWIHJZFLgKSJZKw5XTlGGfdQzLwAtKTFxgQAuUZT8XCcfNxV4ijxAs9odY8aMGVnWtgJPEbGJeFyJxU1PKkpHAi4k4EIcbhqSICJZolevXlnWtgJPERERcQr2uGOip6elb+zYseTJk4c333zT7m3p3RARERGnEPe/5ZRsvUnaxo4dy5YtWxzSlgJPERERkRysUKFCeHl5OaQt3WoXERERp2Cf5ZTibVpfdtSkSRP27NnjkLaU8RQRERHJwd5//30uXrzIf/7znww9OtMaFn+tiIqK4quvvmL9+vVcuHCBu3fvpljOZDJx6tQpizsoIiIiOUOCHZZTStAYz3Tt37+fnj17MmHCBJYsWUKHDh0oVapUqrffe/bsaXFbFgWeFy9eJCgoiL///jvdyNhk0nIhIiIiIs6qd+/emEwmDMPg2LFjTJo0Kc3yDg88R4wYwZkzZ6hZsybDhg3jkUcewdfX1+JOiIiIiGgB+azRs2dPhyUKLQo8161bR+HChdm0aRN+fn627pOIiIiIOEhaj9C0NYsCzxs3btC6dWsFnSIiImIzWkA++7Mo8AwMDCQhIcHWfREREZEcLA5XXG0ceGoBeediUeDZuXNnvv32W6Kjo/H29rZ1n0RERETEQWbPnp2p8g6fXDRy5EjWrFlD165dmTFjBoUKFbK4AyIiIiJgrwXk9ayc9CTOak+PYRiYTCb7B559+vRJtq9MmTIsX76ccuXKUbduXUqUKIGLS/JxFCaTienTp1vcQRERERGxn9RmtSckJPD3339z4MABoqOj6dChg9XzezIUeKY12+nWrVts3rw51eMKPEVERCQjtIB81khvVvuVK1d44YUXOH36NDt27LCqrQwFnjNmzLCqERERERF5OBUuXJgffviBChUqMG7cOCZMmGBxXRkKPHv16mVxAyIiIiIZoQXknVfBggWpV68eixYtsirwtGhxq7Nnz3L9+vV0y924cYOzZ89a0oSIPERcMMhLBMW5iD/XcCc2q7vktHy4RVEuUpgreHI3q7sjIpJh3t7eXLhwwao6LAo8S5cuzdtvv51uuXfeeYcyZcpY0oSIPETciOMR/qIVa2jELnyJzOouOSUTBqUI5Ul+4TF+pSDXsrpLIk4lDle7bGK9iIgIdu7cSd68ea2qx6I1BgzDwDCMDJcVkezNhIEfEfgRQTyuuHMvq7vkpAx8uEUxLuKhaySSzP1b7bZeTkmBZ3rSujsdFRXFX3/9xUcffcS1a9esWkoJLAw8MyoqKgoPDw97NiEiIiIiVihVqlS663gahkHJkiX58MMPrWrLLoFnQkICf/75Jxs3bqREiRL2aEJERESyGU0uyholSpRINfD08PCgePHitGjRgtdee80x63gCuLomfeNmzZrFrFmz0j2vb9++me+ViIiIiDjEmTNnHNZWhgPPB8dqmkymNMduuru7ExAQQKdOnRgzZox1PRQREZEcQRnP7C/Ds9oTEhLMm2EY9O7dO8m+B7eYmBhOnTrFpEmTNMZTROR/0n8SsoiI4zVv3pxJkyalW+7jjz+mefPmVrVl0RjPUaNGUatWLasaFpHsyYdoKnGUIlzmCoW5TBEMy1Zuyza8uE0g5/EhigAu4EJ8VndJxCnpkZlZY/PmzZQqVSrdcseOHWPLli1WtWVx4CkikpK83KQBu4nDnd004CqFiM/hgacvUdRjL8W5gBtxuCnwFJGHUGxsLC4u1v09t3pW+65du9i8eTPnz5/HMAwCAgJo1qwZjRo1srZqEXkIuZBALmKIJxYfbuFLJPfw4C65bL4+n7PzJAYPYshDFLmJxos7Wd0lEacWhysmG2cotYC87fz+++8UKFDAqjos/hQ4deoUPXv2ZNeuXcA/k48Sp+M3aNCA2bNnU65cOas6KCIPJxcMynCKPERyk7wcohbXKJjV3XIYV+Ipxwkqcozc3CYvN7O6SyJOLx5XXLSAvEP06dMnyc/btm1Lti9RXFwcR44c4dChQ7Rr186qdi16dy9evEiTJk24fPkyuXPnplWrVpQuXRq4PyV/7dq17Nq1i6ZNm7J3716KFy9uVSdF5OFjwqAgYRQkjKsU4gQVclTgaSKBwlylMkdwJSGruyMiksTMmTPN/zeZTJw8eZKTJ0+meU6xYsX44IMPrGrXosDz/fff5/Lly3Tq1ImvvvqKggWTfpiEhYUxYMAAFi9ezKhRo5g2bZpVnRQREZHs737GU8spOcKMGTOA+3es+/TpQ1BQUKprr3t4eBAQEEDDhg1xd3e3ql2LAs81a9ZQrFgxfvjhhxSXS/L392fu3Lns2LGDkJAQqzooIiIiIrbVq1cv8//HjBlDw4YNk+yzF4sCz+vXr9O+ffs01+j08PAgKCiIFStWWNw5EckeTCTgQQy5uEM8bsTiRnZd1dKFBNyJxZ17uBGX1d0Reago45k1Ro8eTa5cuRzSlkVz4gMCAoiOjk633O3btzW+U0TwIZraHKA5G6nIsWwdkOXjOg3YxeNsphRncCH1p7yJiDiDPn36JBnzaU8WZTy7dOnC1KlTuXDhQqqB5YULF9i4cSOvv/66VR0UkYefF3eowHEMTICJE5QjDuvGCTmrPERRhSMU5Go2zemK2I+WU8oaBQoUIH/+/A5py6KM58iRI6lWrRrNmzfnp59+SnZ89erVBAcHU716dS02LyIA/ws5DXyJpCR/E8A5cnM7q7tlEy4kUIAwShFKUS7jQYyCThF5aDRo0IDDhw87pC2LMp5t2rTBxcWFEydO0L59e/LmzWt+1NKZM2e4efMmAI0aNaJNmzZJzjWZTGzYsMGqTovIw8kElOBvChBOBL5sJ4hQSmd1t6zmTixV+JMqHMGDGHy4ldVdEnkoJeBm8wdNJOSwB1dY4p133uHxxx/nm2++4ZVXXrFrWxa9G5s3bzb/3zAMbty4wY0bN5KV27FjR7J9iQvMi0jO5MVdvLiLO7Hk5jZuxD5w1EQ8Lk7/bHcX4nF5YG1Od+7hR6Rur4tYKd4Ot9o1uSh9hmHQv39/BgwYwJIlS+jUqROlSpXCy8srxfJNmza1uC2LAs9NmzZZ3KCICIAnd6nMEQpzxbzvHu6cohyXKJqFPUubBzGU52SSfrsRR1EuKegUkYdSs2bNMJlMGIbB+vXr07wzbTKZiIuzfIKoRYHnY489ZnGDIiIAuYihEn/9b8LRfbfJTRR5nDrw9OQeFThGFf5Msl+z10WsF4+LHTKezn0HxRk0bdrUYXekNfBBRLLM/WDtn4DNnTjycYNiXOQunkTgZ/PxXpbKzW3yEEkeovAmWo/BFJFs48EhlPZm1V90wzBYs2YNO3bs4Nq1azRo0MD8gPlr165x48YNypYti6urxleISPo8uEd1fqcspzlPADtpSCR+Wd0tAAI4Rz324U00ftzM6u6IZEv3lz7SckrZmcWB52+//cazzz7LiRMnMAwDk8lEbGysOfD85ZdfeOGFF1i+fDlt27a1WYdFJPtyIYF83CAfN4jBEw/uYUo1s2hKcpveFlJrywT4cItiXCA3d2zapoiIs7l37x7h4eF4enrafH1PiwLP8+fP06JFC8LDw2ndujXNmjXjnXfeSVKmQ4cOuLu7s2LFCgWeIpJpftykJr8RTe5kxwxcuEgxzhNAgo3Gb3lzizKE4kNUiseLcwH3bPzEJRFnEI8bJhsPr3GW4ToPg7lz5zJlyhQOHjxIQkICvXr14vvvvwdg2bJlLFq0iA8++IDSpS1fBs+id+PDDz8kPDyczz//nEGDBgEkCzxz585NjRo12Lt3r8WdE5GcKz/Xqc+eFLOa8biwmwZcpKjNAk9foqjNAYpxMcXjLsTjRrxN2hIRcTb9+vVjxowZGIaBj48Pt24lXY+4QoUKzJ8/n9q1azN06FCL27HoL/batWupVKmSOehMTalSpbh06ZJFHUu0aNEimjVrRr58+fD29qZGjRpMmjSJ2NjY9E9OxYoVK2jXrh1FihTBw8ODQoUK8eijjzJ27Fir+ioituOCgTuxeHAv2ebJPXy4RX6uk59wm2x5uUku7qTYngf3FHSKOEACrsTbeEvI4jGeUVFRjBgxgooVK+Ll5YW/vz9t2rRh48aNFtX3xRdf8Oyzz1K5cmX8/f1xd3cnf/78NG3alC+//NKi+OiHH37g+++/p2rVquzdu5eIiIhkZapUqUJAQABr1qyxqN+JLMp4Xrx4kfbt26dbzmQyERkZaUkTAAwePJjJkyfj5uZG8+bN8fHxYePGjbz77rusWrWKn3/+OdXFTVNy7949evTowaJFi/Dy8qJRo0YULlyYy5cv8+effzJlyhTef/99i/srIo5hIoGynCYfN202ztOTu+TVpCGRLBVvh8lFWbmA/NWrV2nSpAnHjx+naNGitG3blitXrrBmzRrWrFnD5MmTGThwYKbqnDhxIleuXKFKlSo0aNAAX19fLly4wM6dO9m6dStz5sxh/fr1+Pj4ZLjOb7/9Fh8fH3766ScCAwNTLVetWjX++uuvTPX33ywKPL29vbl27Vq65UJDQy0elLp8+XImT56Mj48PW7ZsoXbt2gCEhYXRvHlztm3bxsiRI/n4448zXOdLL73EokWL6NChA9999x3+/v7mYwkJCezZs8eivoqIY5nAPAlJRMRZvfzyyxw/fpzg4GBWrlxJ7tz3x6yHhITQrl07Bg8ezGOPPUb16tUzXOf8+fOpWbNmssDy7NmzPPnkk+zevZsPPviACRMmZLjO3377jQYNGqQZdALkz5+fK1eupFkmPRbdaq9WrRr79+8nLCws1TJ///03v/32G3Xq1LGoYx9++CEAw4YNMwedAP7+/nz11VfA/XRzSunglGzYsIHZs2dTtWpVFi5cmCToBHBxcaFhw4YW9VVERESsZ+vb7IlbVjhy5AgrVqzA1dWV6dOnm4NOgNatW9O7d28SEhIyFSACBAUFpZjNLFGiBO+99x4AP//8c6bqjImJwc8v/aXrrl27ZvUSmRYFnj169CAqKop+/fpx+/btZMfv3bvHgAEDiI2NpUePHpmu/8KFC+ZJSd27d092PCgoiMDAQGJiYggJCclQnVOnTgXu3753d3fPdJ9EREREMmrZsmUANG7cmJIlSyY7nhjfrFq1yqp5Kw9yc7t/I9vT0zNT5xUvXjzdW+iGYXDkyBGrZrSDhYHniy++yGOPPcbKlSupVKkSL7/8MnA/VTto0CAqVKjAmjVrCA4O5tlnn810/QcPHgTup3RTe4F169ZNUjYt8fHx5ueONm3alMuXL/P555/z6quvMnjwYGbNmpVs9paIiIg4VhwuxOFq4y1rHpmZGJ8kxiv/lrg/OjqaEydOWN3e1atX+eijjwBo165dps4NDg7m6NGjrFixItUyc+bM4fz58zzxxBNW9dOiMZ6urq6sWrWKV155hfnz5zNt2jTg/kVOvNCdOnVixowZFnUqNDQUuJ82Tk3iOITEsmk5ffq0ObDctWsXAwYMSBZovv3228yfP5/mzZtb1GcRERGRROnFMr6+vvj6+hIZGUloaCiVK1fOVP3z5s3j559/Ji4ujkuXLrF9+3ZiYmLo1asXb731VqbqGjp0KHPmzKF79+588MEHdO3a1Xzs+vXrLFy4kKFDh+Lt7Z3uikbpsXhVVR8fH3744QdGjhxJSEgIp0+fJiEhgcDAQJ566ilq1qxpcaeiou4v4Ozt7Z1m+0CGZs2Hh4eb/9+3b18effRRPv74YypVqsSpU6cYMWIEISEhtG/fngMHDlC+fPlU64qJiSEmJsb8szWz9kVEROQf9xd7t88C8v/+vPb09Mz0LenMyGgsExkZaVEssWfPHmbNmmX+2WQy8eabbzJq1Cg8PDwyVVf58uWZNWsWPXv2ZMiQIQwZMgSTycSsWbPMbbi7u/PDDz+kmRTMCKvf3UqVKlGpUiVrq7ErwzDM/y9evDjr1q0z/7LVqFGDlStXUrNmTf744w8mTpzI9OnTU61rwoQJjBkzxu59FhEREdv594ztUaNGMXr06BTLvvPOO6xcuTLTbUybNo2goCBLupdpn3/+OZ9//jkxMTGcOXOGuXPn8sknn7B06VJCQkIynUHt0qULjzzyCOPHj2ft2rXmYNjLy4snnniCUaNGUatWLav77ZTPkcqTJw9wf9xDahJvlfv6+ma4PoDevXsn+4bj6urKK6+8wsCBA1m/fn2adQ0fPjxJCjsyMjLd5QdEREQkffZcx/PcuXNJYoa0sp0XL17k2LFjmW7rwWF8to5lUuPp6UnFihUZN24c1atXp2vXrvTq1cuiJ0dWrVqV+fPnYxgG4eHhJCQk4O/vj4uL7cbJWhR4Hjx4kF9++YU///yT8PBwTCYT+fPnp1q1ajz55JOZWo8qJaVKlQLu/5KkJvFYYtn06jOZTBiGQZkyZVIsk7g/vSct2Ts1LyIiklMl2CHwTHxyUeKYyoyYO3cuc+fOtardUqVKceDAAc6ePZvi8QdvsWcklsmITp06kSdPHvbt28e5c+csToyZTKZky07aSqYCz7///pt+/folecxT4m1sk+n+00PeffddnnzySb799luLX3BiKjc8PJzQ0NAUZ7bv27cPIMkan6nx8fGhYsWKHD16NNW1RxP3Z2alfxEREZGU1K5dm6VLl5rjlX9L3O/t7U2FChVs0qaLiwteXl5ERUVx9epVi+Kwe/fuceDAAc6fP49hGAQEBFCnTp1MjxtNtY8ZLRgaGkqjRo3YuHEjhmGQL18+goOD6datG127duXxxx8nb968GIbBzz//zKOPPsrff/9tUacCAgKoV68ecH/W1r9t27aNc+fO4enpSevWrTNUZ5cuXQBSvZX+yy+/AFC/fn1LuiwiIiJWsv1SSve3rNChQwcAtm/fnmLWMzG+adu2rc3WF//jjz+4evUqrq6uqd7hTc29e/d47733KFy4MI0bN+bZZ5+lW7duBAUFUahQIYYPH55kcrWlMhx49unTh8uXL1OuXDlWr15NWFgYP//8M/PmzWP+/PmsX7+e8PBwVq1aRdmyZblw4QJ9+/a1uGMjRowA7j+T9MCBA+b94eHhDBgwAIDXX389yUr7y5Yto1KlSgQHByerb9CgQeTLl4+QkBC++eabJMfmz5/PDz/8YC4nIiIiYo0qVarQvn174uPj6du3L3fu3DEfW7NmDTNnzsTFxYXhw4cnO7dnz55UqlSJL774Isn+bdu2sWrVKuLi4pKdc+DAAZ577jngfrItX758Ge7r3bt3adGiBRMnTiQiIoL8+fNTu3ZtateuTf78+YmMjGTSpEm0aNGCu3fvZrjelGToVvvevXvZsmULFSpUYPfu3Wk+VqlNmzYEBQVRv359Nm3axP79+y16bGaHDh0YNGgQU6ZMoWHDhgQHB+Pt7c2GDRu4efMmjRs3Zty4cUnOiYiI4NixYyleFH9/fxYsWEC7du3o378/U6dO5ZFHHuHUqVPmtUdHjhyZ4QyqiIiI2FY8rhg2nveckEUZT4Bvv/2WI0eOsH79esqWLUuTJk24evUqW7ZswTAMJk+enOK8mLNnz3Ls2LFkwwNPnjzJiy++SN68ealVqxZFixbl1q1bhIaG8vvvvwP3n5T09ddfZ6qfH330Edu2baNChQp88skntGnTJsnxkJAQhgwZwo4dO5g0aRLvv/9+Jq/EPzKU8Vy4cCEmk4nPP/88Q8/y9PPz4/PPP8cwDBYuXGhx5yZPnsyCBQto1KgRO3bsICQkhICAACZOnMjGjRvx8vLKVH1PPPEEv/32G7169eLmzZusWLGCs2fP0rp1a9atW8fYsWMt7quIiIjIgwoVKsS+ffsYNmwYPj4+rFixgsOHD9OyZUvWr1+f6buszZo1Y+TIkdSqVYuTJ0+ydOlS1q5dy40bN2jbti0//PADv/76K3nz5s1UvfPmzcPHx4eNGzcmCzrh/rPlN2zYQO7cuc13iC1lMh5c5DIVzZs35/Dhw6lOzEmNv78/1atXTzIZKbuJjIzEz8+PYYDmuouIiKQtBpjI/buUibPMEz9LC0f8hotvnjTPz6yEyCiu+NVI0p4k5eXlxZNPPpnmIzMB2rdvz88//5xk2EBmZSjjeeLECYsWDa1du7ZNnj8qIiIiIvaRL1++DN1FzpUrV6bGjqYkQwMpIiIiLFrPyd/fn4iIiEyfJyIiIjnP/TGe9lnHU1LXokUL1q9fT0xMTKprld+9e5etW7fSvHlzq9rKUMYzOjo60+Mp4f5i62mt2C8iIiKSKD7B1S6bpG38+PHExsbSvXt3rl69mux4WFgYPXr0IDY2lg8++MCqtjKU8czAMFAREREReQjNnDmTNm3aMHv2bNatW8eTTz5pfnhPaGioeVxnz549mTVrVpJzTSYTI0eOzHBbGZpc5OLiQlBQEP369cvUC/nuu+/YsWMH8fHxmTrvYaLJRSIiIhmX1uQi32vHMdl4cpERGUVkwQqaXJQGFxcX86PF0/JgmcT/m0ymTMV5GV4sa/v27Wzfvj3DFQPmDomIiIiIc3r//fcdFq9lKPAsUaKEAkgRERGxq/g4N0xxtl1A3rBxfdnR6NGjHdZWht6NM2fO2LkbIiIiIpLd6WuAiIiIOIX4OBdMcbadhW7EZWgBH3EQvRsiIiIi4hDKeIqIiIhTiI9ztUPGU+t4OhMFniIiIuIU4uJcMcUq8MzOdKtdRERERBxCGU8RERFxCka8G0a8jUMTW9cnVlHGU0REREQcQoGniIiIOIc4V/tskqZhw4Zx7tw5h7SlwFNEREQkB5s0aRJlypThmWeeYcOGDXZtS4GniIiIOAdlPLNE//798fLyYsWKFTz55JNUqVKFL7/8klu3btm8LQWeIiIiIjnYV199xYULF5gyZQoVKlTgr7/+YtCgQRQvXpyBAwdy9OhRm7WlwFNEREScQ7wJ4my8xZuy+lU9FPLkycPrr7/OX3/9xS+//EL79u25ffs2X375JVWqVOGJJ55gxYoVGIZhVTsKPEVERETELDg4mKVLlxIaGsrw4cMpWLAgGzdupGPHjpQuXZpJkyZx8+ZNi+pW4CkiIiLOIc5Om1gkICCAHj168PTTT2MYBoZhcPbsWYYPH07JkiX5+OOPM12nAk8RERFxDgo8nUJCQgJLly4lODiYqlWrMmPGDPz8/Bg8eDBr1qzhueee486dO7z77rtMmDAhU3WbDGtv1udwkZGR+Pn5MQzwzOrOiIiIOLkYYCIQERGBr68v8M9nKdsjwMfXtg3eioTGfknak5Rdu3aN7777jm+++Ybz589jGAYVKlRg4MCB9O7dG29vb3PZ33//naZNm5IvXz5Onz6d4Tb0HCkRERFxDvbIUCrjma7du3fzxRdfsHjxYu7duwfAk08+yRtvvEGrVq1SPKdatWo89dRTLFq0KFNtKfAUERERycEaNWoEgLe3N3379mXQoEFUqFAh3fNy585NfHx8ptrSGE8RERFxDnFArI03ZTzTVapUKT755BMuXLjAF198kaGgE2DatGkkJCRkqi1lPEVERERysFOnTmEyOWa9U2U8RURExDnE22mTNAUHB/N///d/6Zb7+OOPad68uVVtKeMpIiIikoNt3ryZUqVKpVvu2LFjbNmyxaq2FHiKiIiIc9CsdqcWGxuLi4t1N8sVeIqIiIhzUODp1H7//XcKFChgVR0KPEVERERymD59+iT5edu2bcn2JYqLi+PIkSMcOnSIdu3aWdWuAk8RERFxDsp4OszMmTPN/zeZTJw8eZKTJ0+meU6xYsX44IMPrGpXgaeIiIhIDjNjxgwADMOgT58+BAUF0bdv3xTLenh4EBAQQMOGDXF3d7eqXQWeIiIi4hzisX2GUssppahXr17m/48ePZqGDRsm2WcvCjxFREREcrAzZ844rC0FniIiIuIcNMYz21PgKSIiIpKDzJ49G4BnnnmGPHnymH/OqJ49e1rctgJPERERcQ7KeDpE7969MZlMNGzYkDx58ph/zigFniIiIvLwi/3fZus6JYmePXtiMpnw8/NL8rMjKPAUERERyUEeXMMzpZ/tSYGniIiIOId4bL/8kZZTcirWPeldRERERCSDFHiKiIiIc0hcQN6WmzKe6frxxx8pU6YMa9euTbXM2rVrKVOmDIsXL7aqLQWeIiIiIjnYjz/+yM2bN2nevHmqZR5//HFu3LjBDz/8YFVbGuMpIiIizkHLKWWJw4cPU716dTw8PFIt4+npSY0aNfjtt9+saksZTxEREZEc7PLlyxQvXjzdcsWLF+fy5ctWtaWMp4iIiDgHZTyzRO7cuQkPD0+3XHh4eJpZ0YxQ4CkiIiLOQYFnlqhSpQrbt2/n+vXr5M+fP8Uy169fZ9u2bVStWtWqtnSrXURERCQH69SpE9HR0fTo0YPbt28nO37nzh1eeOEF7ty5Q+fOna1qSxlPERERcQ6JyynZuk5J0yuvvMJ3333HunXrqFChAt27d6dSpUoAHD16lB9//JGLFy9SsWJFBgwYYFVbCjxFREREcjAvLy/WrVvHM888w/79+/nkk0+SHDcMg1q1arFs2TJy585tVVsKPEVERMQ5aIxnlgkICGDPnj2sWrWKtWvX8vfffwNQokQJWrVqRbt27TCZTFa3o8BTRERERDCZTLRr14527drZrQ0FniIiIuIcYgFXO9QpTkOBp4iIiIgQFxfH4sWL2bRpExcuXADuLxr/+OOP07lzZ9zcrA8bFXiKiIiIc4jH9rPQNas9Qw4dOkTnzp0JDQ3FMIwkx6ZNm8bIkSNZtGgRNWvWtKodBZ4iIiLiHDS5KEtcvHiRJ598krCwMAoXLky3bt0oW7YsAKdPn2b+/PmcOnWKli1bcujQIYoWLWpxWwo8RURERHKwjz76iLCwMPr168fkyZPx8vJKcvzDDz9k0KBBTJs2jUmTJvHZZ59Z3JaeXCQiIiLOIXEBeVtuutWerjVr1lCiRAm+/vrrZEEnQK5cufjqq68oUaIEq1evtqotBZ4iIiIiOdi5c+d49NFHcXVNfUkBNzc3GjVqxLlz56xqS7faRURExDnEYfvllDTGM12enp5ERkamWy4qKgpPT0+r2lLGU0RERCQHq1y5Mps2bUozm3n27Fk2bdpElSpVrGpLgaeIiIg4h1g7bZKmnj17cufOHVq0aEFISEiy4z/99BNPPPEEd+/epWfPnla1pVvtIiIiIjnYSy+9xJIlS9iwYQNt27Ylf/78lC5dGoDQ0FCuX7+OYRi0aNGCl156yaq2lPEUERER5xBvp03S5OrqyurVq3nnnXfw9vYmPDycffv2sW/fPsLDw/H29ubdd9/lp59+wsXFutBRGU8RERFxDonLKdm6TkmXh4cHEydOZMyYMezbty/JIzPr1q1r9aSiRAo8RURERAS4P8O9cePGdqtfgaeIiIg4hzhsPwhQyyk5FQWeIiIiIjnIr7/+atX5TZs2tfhcBZ4iIiLiHGIBkx3qlCSaNWuGyWTZhTaZTMTFWZ5GVuApIiIikoM0bdrU4sDTWgo8RURExDnYY/kjzWpPZvPmzVnWttbxFBERERGHUMZTREREnINmtWd7Tp/xXLRoEc2aNSNfvnx4e3tTo0YNJk2aRGxs5kcLR0dHM2HCBOrWrYuvry/u7u4UKVKEp59+mpUrV9qh9yIiIpJhiQvI23LL4lvtUVFRjBgxgooVK+Ll5YW/vz9t2rRh48aNNmuja9eumEwmTCYTc+fOtbierVu30rVrVwICAvD09KRv377mY7/88gsjRozg8uXLVvXVqQPPwYMH07VrV7Zv3079+vVp1aoVZ8+e5d1336V58+bcuXMnw3WFh4dTv359RowYwbFjx2jUqBEdO3akePHirF69mvbt2/PGG2/Y8dWIiIhITnL16lXq1q3LhAkTiIqKom3btlSpUoU1a9bQokULpk6danUbCxYsYNGiRVZPFho/fjzNmjVj8eLFXLx4kdjYWAzDMB/38/Pjo48+YunSpVa147SB5/Lly5k8eTI+Pj7s3r2bdevWsWTJEk6cOEG1atXYtm0bI0eOzHB9Y8eO5ciRI9SpU4e///6bdevWsWDBAvbv38/q1atxc3NjypQp7Nq1y46vSkRERFIVa6cti7z88sscP36c4OBgTp48ycKFC9myZYv5meeDBw/m8OHDFtd/5coVXnvtNWrVqsWjjz5qcT1r1qzh/fffp3jx4ixcuJArV64kK1O/fn0KFizITz/9ZHE74MSB54cffgjAsGHDqF27tnm/v78/X331FQBffPEFERERGaovMaX97rvvkj9//iTHWrduzeOPPw7Azp07re67iIiI5GxHjhxhxYoVuLq6Mn36dHLnzm0+1rp1a3r37k1CQgITJkywuI2XX36ZyMhIZsyYgZub5dN2Jk+ejKenJ2vWrKFz584ULFgwxXI1atTgxIkTFrcDThp4Xrhwgb179wLQvXv3ZMeDgoIIDAwkJiaGkJCQDNWZK1euDJXz9/fPeEdFRETEduLttGWBZcuWAdC4cWNKliyZ7HhifLNq1SqL5q3Mnj2blStXMnz4cGrUqGFVX/fu3Uv9+vWpUqVKmuUKFiyYPcd4Hjx4EID8+fNTunTpFMvUrVs3Sdn0PPXUUwB89NFHXL9+PcmxkJAQNm3aRJEiRWjXrp2l3RYREREB/olPEuOVf0vcHx0dneks4oULF3jjjTeoWrUq7733nnUd/V8fihQpkm65iIgIEhISrGrLKZdTCg0NBaBEiRKplgkMDExSNj3vvvsue/bsYd26dZQsWZLGjRuTN29eTp48yf79+2ncuDHTp0/Hz88vzXpiYmKIiYkx/xwZGZmh9kVERCQdcdj+kZn/W07p35/Xnp6eeHp62rixf6QXy/j6+uLr60tkZCShoaFUrlw5w3X369ePqKgoZsyYgYeHh9V9LVy4MCdPnky33LFjx8zxl6WcMuMZFRUFgLe3d6plfHx8gIwHft7e3qxatYqhQ4cSHR2dZHJRgQIFaNGiBcWLF0+3ngkTJuDn52ferH0DRERExP4CAwOTfH5bM7YyI+wRywB89913rF27lrfffjvVbGpmBQUFcejQIbZv355qmZ9++omTJ0+a58RYyikznvZw6dIl2rdvz+HDhxk/fjzPPfcchQoV4siRI/znP/9hzJgxLF++nK1bt5InT55U6xk+fDhvvfWW+efIyEgFnyIiIrZgx4znuXPn8PX1Ne9OK9v5zjvvWLS+97Rp0wgKCsr0eRn1999/M2TIEB555BFGjx5ts3qHDBnCggUL6NixI9988w1PP/10kuNr166lX79+uLu7M3DgQKvacsrAMzHwi46OTrXMrVu3AJL8EqWlV69e7N27l0mTJvH222+b99erV4+ffvqJOnXq8Ntvv/Hxxx8zZsyYVOuxd2peREQkx7LHU4b+V2fire2MuHjxIseOHct0U4mxCdg+ljEMgz59+hAdHc33339v01ikdu3afPLJJ7z11lt06tQJLy8vTCYTS5YsYenSpURFRWEYBlOmTMnUkICUOOWt9lKlSgH3v52kJvFYYtm0XLhwgV9++QWA5557Ltlxd3d3OnfuDMD69esz2VsRERHJTubOnYthGJneWrVqZa4jMT45e/Zsim1ERkaab7FnJJaJiIhg48aN5M6dm2HDhtGsWbMk26FDhwD44IMPaNasGYMHD87Ua37jjTcICQmhXr163LlzB8MwiIqKIjIykmrVqrFy5Upef/31TNWZEqfMeNaqVQu4/7Sh0NDQFGe279u3DyDJGp+pefBNT+1bReKkon/PeBcREREHicf2t9qzaDml2rVrs3TpUnO88m+J+729valQoUKG67116xZbtmxJ9fjRo0c5evRomnVUrVqVfv360aNHjyTLSLZs2ZKWLVua46+EhAQCAwMpWrRohvuXHqfMeAYEBFCvXj0A5s2bl+z4tm3bOHfuHJ6enrRu3Trd+h6cNLR79+4UyyQ+sSi15ZtEREREMqpDhw4AbN++PcWsZ2J807ZtW9zd3dOtL2/evGlmWx977DEA5syZg2EYbN68OdW6jhw5wpAhQwgICKBLly6sXbs2yeMxCxQoQN26dalfv75Ng05w0sATYMSIEQBMnDiRAwcOmPeHh4czYMAAAF5//fUkyx8tW7aMSpUqERwcnKSuEiVKmAPZN954gzNnziQ5PnfuXBYsWACkvGC9iIiIOECcnbYsUKVKFdq3b098fDx9+/blzp075mNr1qxh5syZuLi4MHz48GTn9uzZk0qVKvHFF1/YpW+ffPIJVatW5d69eyxZsoQ2bdpQokQJ3n//fU6fPm2XNhM5beDZoUMHBg0axK1bt2jYsCFPPfUUnTt3ply5cvz+++80btyYcePGJTknIiKCY8eOcerUqWT1ff/99/j7+/PXX3/xyCOP8Pjjj9OlSxeqVq3KCy+8gGEY9OjRg+eff95RL1FERESysW+//Zby5cuzfv16ypYty7PPPsvjjz9OmzZtiI+P57PPPqN69erJzjt79izHjh0jLCzMLv168803+e2339izZw/9+/fHz8+PCxcu8MEHH1C+fHmCg4OZN29eknXLbcVpA0+4/+zQBQsW0KhRI3bs2EFISAgBAQFMnDiRjRs34uXlleG6qlatyh9//MG7775LhQoV2Lt3L8uXL+fq1au0bNmSBQsWMGfOHEwmWw8uERERkQzJRhlPgEKFCrFv3z6GDRuGj48PK1as4PDhw7Rs2ZL169czaNCgrOsc95+e9NVXX3Hp0iXmzp1L8+bNMZlMbNq0iRdeeIGiRYvy2muvsX//fpu1aTIevKkvmRYZGYmfnx/DAC2yJCIikrYYYCL371ImTvhN/CylXgS4ZWzJowyLi4S9fknak9SdO3eO77//nlmzZnHmzBlzQq5atWr069eP559/nnz58llcvwJPKynwFBERybg0A89aEeBq4+AwPhIOKvC0xMaNG/n+++9ZtmwZd+7cwWQy4enpye3bty2u06lvtYuIiIhI1mjevDlz585l4cKFFCxYEMMwrB736ZTreIqIiEgOZI81N7NoHc+H3aVLl5g9ezYzZszgxIkT5uWWqlWrZlW9CjxFRETEOcQBth4AqMAzw+Li4li5ciXff/89P//8M/Hx8RiGga+vL8899xx9+/albt26VrWhwFNEREQkB/vjjz+YPn06P/zwA+Hh4ebsZpMmTejbty9dunTJ1EpCaVHgKSIiIs5BGU+HiYiI4IcffmDGjBnmB/UYhkGRIkXo1asXffr0oXz58jZvV4GniIiISA7SvXt3li9fTkxMDIZh4OrqSuvWrenbty9t2rTB1dXVbm0r8BQRERHnEAck2LhOW9eXDcyfPx+AcuXK0adPH3r37k2RIkUc0rYCTxEREZEc5IUXXqBv3740bdrU4W0r8BQRERHnEI/tx3gq45nMrFmzsqxtLSAvIiIiIg6hjKeIiIg4hzhsnxJTxtOpKPAUERER56DAM9vTrXYRERERcQhlPEVERMQ5xKKMZzanjKeIiIiIOIQyniIiIuIcErD9ckq2rk+sooyniIiIiDiEMp4iIiLiHOIAk43rVMbTqSjjKSIiIiIOoYyniIiIOAdlPLM9BZ4iIiLiHGJR4JnN6Va7iIiIiDiEMp4iIiLiHOJRxjObU8ZTRERERBxCGU8RERFxHspQZmvKeIqIiIiIQyjwFBERERGHUOApIiIiIg6hwFNEREREHEKBp4iIiIg4hAJPEREREXEILackIiIiTiL2f5ut6xRnoYyniIiIiDiEMp4iIiLiJOL+t9m6TnEWyniKiIiIiEMo4ykiIiJOQmM8sztlPEVERETEIZTxFBERESehMZ7ZnQJPERERcRJx2P7WuAJPZ6Jb7SIiIiLiEMp4ioiIiJPQ5KLsThlPEREREXEIZTxFRETESWhyUXanjKeIiIiIOIQyniIiIuIkNKs9u1PGU0REREQcQhlPERERcRIa45ndKfAUERERJ6HllLI73WoXEREREYdQxlNERESchG61Z3fKeIqIiIiIQyjjKSIiIk5Cyylld8p4ioiIiIhDKOMpIiIiTkJjPLM7ZTxFRERExCGU8RQREREnoXU8szsFniIiIuIkdKs9u9OtdhERERFxCGU8RURExEloOaXsThlPEREREXEIZTxFRETESWiMZ3anjKeIiIiIOIQyniIiIuIktJxSdqeMp4iIiIg4hDKeIiIi4iSU8czuFHiKiIiIk9DkouxOt9pFRERExCGU8RQREREnoQXksztlPEVERETEIZTxFBERESehMZ7ZnTKeIiIiIuIQyniKiIiIk4jF9qGJllNyJsp4ioiIiIhDKOMpIiIiTkJjPLM7p814Hjt2jKlTp9K7d2+qVauGm5sbJpOJ8ePHW1Xv+vXrad26Nf7+/nh5eVGpUiXee+89bt26ZaOei4iIiNwXFRXFiBEjqFixIl5eXvj7+9OmTRs2btxoUX3NmjXDZDKluhUpUsTGr8C2nDbj+fXXXzN58mSb1vnZZ5/x1ltvYTKZaNKkCYULF2br1q18+OGHLFmyhG3btuHv72/TNkVERCSjstc6nlevXqVJkyYcP36cokWL0rZtW65cucKaNWtYs2YNkydPZuDAgRbV3bJlyxSDTD8/P2u7bVdOG3hWrVqVoUOHUqtWLWrXrs2HH37InDlzLK7v4MGDDBkyBFdXV1atWsVTTz0FwO3bt2nXrh0bNmygf//+LF682FYvQURERDIle91qf/nllzl+/DjBwcGsXLmS3LlzAxASEkK7du0YPHgwjz32GNWrV8903cOGDaNZs2Y27rH9Oe2t9n79+vF///d/dO/enUqVKuHiYl1XJ0yYgGEYvPjii+agEyB37txMnz4dFxcXlixZwtGjR63tuoiIiORwR44cYcWKFbi6ujJ9+nRz0AnQunVrevfuTUJCAhMmTMjCXjqe0waetnTv3j1Wr14NQPfu3ZMdL1myJI0bNwZg2bJlDu2biIiIJIq10+Z4ifFE48aNKVmyZLLjifHIqlWriI3NOUs+Oe2tdls6fvw4t2/fBqBu3boplqlbty5bt27l4MGDjuyaiIiIZEOJ8URacQdAdHQ0J06coHLlypmqf9myZSxfvpw7d+5QuHBhHn30UZ588kmr7xDbW44IPENDQwHImzcvefLkSbFMYGBgkrIiIiLiaNlnjGdiPFGiRIkUj/v6+uLr60tkZCShoaGZDjynTJmSbF+FChWYO3cu9erVy3yHHSRHBJ5RUVEAeHt7p1rGx8cHgMjIyDTriomJISYmxvxzRETE/f3WdlJERCQHSPy8NAwjjaO2b/Hfn++enp54enraob37Mhp7REZGpht7PKhJkyb06NGDpk2bEhAQwI0bN9i7dy//+c9/+PPPP2nRogW7du3ikUcesfo12EOOCDxtacKECYwZMybZ/s+yoC8iIiIPq/DwcPPSPx4eHhQpUoTLl+3zaerj42O+s5lo1KhRjB49OsXy77zzDitXrsx0O9OmTSMoKMiSLmbYuHHjkvycO3duihcvzlNPPUWTJk3Yu3cvw4cPZ/ny5Xbth6VyROCZeHs9Ojo61TKJC8j7+vqmWdfw4cN56623zD/fvHmTkiVLcvbsWadfOys7iIyMJDAwkHPnzqX7Xolt6Jo7lq63Y+l6O15ERAQlSpQgf/785n25cuUiNDSUe/fu2aVNwzAwmUxJ9qWV7bx48SLHjh3LdDsPPozGlrFHRnh6evLee+/RoUMH1q5dS2xsLO7u7lbXa2s5IvAsVaoUcD9IjIqKSnGc57lz55KUTU1qqXk/Pz/90XKgxLEx4ji65o6l6+1Yut6O9+9JMLly5SJXrlxZ1Juk5s6dy9y5c62qo1SpUhw4cICzZ8+mePzBW+zpxR4ZlXh7PSYmhrCwMIoWLWqTem3Juac+2UjFihXN62ft27cvxTKJ+2vXru2wfomIiEj2lBhPpBd3eHt7U6FCBZu0GR4ebv5/apOps1qOCDw9PDxo06YNAPPmzUt2/O+//2bHjh0APPPMMw7tm4iIiGQ/HTp0AGD79u0pZj0T45G2bdva7Jb4/PnzgfuZz8RJ084mWwWeX3zxBZUqVaJnz57Jjg0bNgyTycSMGTNYu3atef/t27fp27cv8fHxdOrUiUqVKmWqTU9PT0aNGmXXmXHyD11vx9M1dyxdb8fS9Xa8nHLNq1SpQvv27YmPj6dv377cuXPHfGzNmjXMnDkTFxcXhg8fnuzcnj17UqlSJb744osk+zdt2sTmzZuTrQhw7949Jk6cyNSpUwEYMmSIHV6RbZiMlNczyHIHDhxgwIAB5p9PnTpFWFgYAQEBFC9e3Lx/2bJl5jEMo0ePZsyYMTz22GNs3rw5WZ2fffYZb731FiaTiccee4xChQqxdetWLl26RMWKFdm2bRv+/v52f20iIiKS/V29epWgoCBOnDhB0aJFadKkCVevXmXLli0YhsHkyZMZNGhQsvOaNWvGli1bks28//zzz3nzzTcpXLgwNWvWpECBAly7do3Dhw9z5coVAIYOHcr//d//OeolZprTTi6KjIxk9+7dyfafP3+e8+fPm39+cE3N9Lz55ptUq1aNTz75hD179hAdHU2JEiUYPnw4w4cPd9rxECIiIvLwKVSoEPv27WPChAksWbKEFStW4O3tTcuWLRk6dCjBwcGZqu+xxx7j1VdfZf/+/Rw+fJjr16/j4uJCsWLFaNmyJa+88gqPPvqonV6NbThtxlNEREREspdsNcZTRERERJyXAs9/WbRoEc2aNSNfvnx4e3tTo0YNJk2aRGxsrEX17d+/ny5dulC4cGFy5cpF6dKlGThwIFevXrVxzx9OtrreBw8eZMKECQQHB1O4cGHc3d3Jly8fTZo04csvv7T4/ctubP37/aCQkBBMJhMmk4kWLVrYoLfZgz2u+YoVK2jXrh1FihTBw8ODQoUK8eijjzJ27Fgb9vzhZMvrHR0dzYQJE6hbty6+vr64u7tTpEgRnn76aYueapPdHDt2jKlTp9K7d2+qVauGm5sbJpOJ8ePHW1Xv+vXrad26Nf7+/nh5eVGpUiXee++9JIuzy0PMELM33njDAAw3NzfjySefNDp27GjkzZvXAIygoCDj9u3bmapv0aJFhpubmwEY9erVM7p27WqUKVPGAIzChQsbJ06csNMreTjY6nrHxsYagAEYPj4+xuOPP25069bNCAoKMlxdXQ3AqF+/vnHjxg37viAnZ+vf7wddv37dKFasmGEymQzACA4OtmHPH162vuYxMTFGly5dDMDw8vIymjdvbjz33HPG448/bhQqVMgoUKCAnV7Jw8GW1zssLMyoXLmy+e/Kk08+aXTt2tWoXbu2+e/NoEGD7PhqnF/i9f73Nm7cOIvr/PTTTw3AMJlMRtOmTY0uXboYRYoUMQCjYsWKxrVr12z4CiQrKPD8n2XLlpn/wOzfv9+8/9q1a0a1atUMwBgyZEiG67tw4YKRO3duAzC++eYb8/64uDijR48e5mA0ISHBpq/jYWHL6x0bG2vUqVPHWLhwoXH37t0kxw4fPmwULVrUAIwXX3zRpq/hYWLr3+9/e/755w1XV1fj1VdfVeD5P/a45j179jQAo0OHDsk+gOPj442dO3fapO8PI1tf70GDBhmAUadOHSM8PDzJsdWrV5uTCjn5mn/33XfG0KFDjR9++MH466+/jBdeeMGqwPPAgQOGyWQyXF1djZCQEPP+6OhoIzg42ACMTp062ar7kkUUeP5PvXr1DMAYP358smNbt241AMPT09O4efNmhup7++23DcBo0aJFsmNRUVGGn5+fARhr1661uu8PI1tf77TMmTPHnCG6d++e1fU9jOx5vZcuXWoAxttvv23MmDFDgef/2Pqar1+/3gCMqlWr5tjf47TY+npXrVrVAIyFCxemePyJJ54wAOPTTz+1qt/ZSa9evawKPBOz+f369Ut27MyZM4aLi4sBGH/99Ze1XZUspDGewIULF9i7dy8A3bt3T3Y8KCiIwMBAYmJiCAkJyVCdy5YtS7U+Hx8f2rVrB8DSpUst7fZDyx7XOy21atUC4M6dO4SFhVld38PGntc7LCyM/v37U7FiRY0vfIA9rnniwtCDBw+22VNOsgt7XO+MPjNcaz/bxr1791i9ejWQ8ntYsmRJGjduDPzz+SoPJwWe3J+YApA/f35Kly6dYpm6desmKZuWqKgoTp48meQ8a+rLbmx9vdNz4sQJ4P6jU/Pnz291fQ8be17vV199lbCwMKZPn57hD+qcwNbXPD4+ng0bNgDQtGlTLl++zOeff86rr77K4MGDmTVrVo6eeGGP3/GnnnoKgI8++ojr168nORYSEsKmTZsoUqSIOYkg1jl+/Di3b98G9LmZ3TntAvKOFBoaCkCJEiVSLRMYGJikbFrOnDlj/n9qdWamvuzG1tc7LYZhMGnSJACefvrpbP+ItpTY63rPnz+fxYsX88Ybb5gzEXKfra/56dOnzYHlrl27GDBgQLJA8+2332b+/Pk0b97c0m4/tOzxO/7uu++yZ88e1q1bZ8625c2bl5MnT7J//34aN27M9OnT8fPzs/4FiPl9yZs3b6oPc8nJn5vZiTKe3M9QAnh7e6daxsfHB7j/RKWM1pdWnZmpL7ux9fVOy5gxY9i5cyc+Pj5MnDjRqroeVva43pcvX+a1116jbNmyfPjhh9Z3Mpux9TUPDw83/79v377UqVOHvXv3EhUVxaFDh2jdujXXrl2jffv25gx/TmKP33Fvb29WrVrF0KFDiY6OZt26dSxYsID9+/dToEABWrRokeTxzWIdR34uSNZS4CnZ1uzZsxk7diwuLi58//33lC9fPqu7lG28/PLL3Lhxg2nTppE7d+6s7k62ZzzwgLnixYuzbt066tati4+PDzVq1GDlypVUrVqVW7du5dgvWLZ26dIlGjduzNSpUxk/frw567xnzx7q1KnDmDFjCAoKSpJoEJH0KfAEc1o/Ojo61TKJt7V8fX0zXF9adWamvuzG1tc7JYsWLaJPnz4AfPfdd3Tp0sWierIDW1/vWbNmsWrVKvr370+zZs1s0sfsxp5/U3r37p1syIirqyuvvPIKcH/x7ZzGHn9TevXqxd69exk3bhwjRoygdOnSeHt7U69ePX766SeqVavGb7/9xscff2z9CxCHfC6Ic9AYT6BUqVIAnDt3LtUyiccSy6alZMmS5v+fPXuWatWqWVVfdmPr6/1vS5cupXv37iQkJPDNN9+YA9CcytbXO3FG6d69e5MFnpcvXwbuP7Er8dj8+fMpUqRI5jr9kLP1NS9VqhQmkwnDMChTpkyKZRL3X7p0KXOdzQZsfb0vXLjAL7/8AsBzzz2X7Li7uzudO3fm999/Z/369YwZMybznZYkEt+XmzdvEhUVleI4z5z8uZmdKOPJP8vthIeHpzpoed++fQDUrl073fp8fX0pV65ckvOsqS+7sfX1ftDy5cvp1q0b8fHxfP3117z00kvWdTYbsNf13rdvH1u2bEmyHTt2DLj/4ZG47+7du1a+goePra+5j48PFStWBEh1SbDE/Ynj4HISW1/vs2fPmv+fWnYtcVLRv2e8i2UqVqxoHrajz83sTYEnEBAQQL169QCYN29esuPbtm3j3LlzeHp60rp16wzV+cwzz6Ra361bt1i1ahUAHTt2tLTbDy17XG+AVatW0bVrV+Li4vj666/Ntx5zOltf7+XLl2Pcf/hEsm3GjBkABAcHm/flxOyEPX7HE4eLpHYrPTFDV79+fUu6/FCz9fV+cNLQ7t27Uyyza9cugFSXb5LM8fDwoE2bNkDK7+Hff//Njh07gH8+X+UhlUUL1zud1B63FhYWlurj1pYuXWpUrFjRaN68ebL6Hnxk5rfffmveHxcXZ36smB6ZabvrvXr1asPDw8MwmUxJHlEq99n6eqdGTy76h62v+bVr14x8+fIZgPHf//43ybEff/zRMJlMBmCsXr3aPi/Iydn6eic+CemRRx4xQkNDkxybM2eO+XrPmTPHLq/nYZSRJxdNnTrVqFixovHCCy8kO7Z//37zIzPXrFlj3q9HZmYvCjwfkPhsXnd3d6NVq1ZGp06djLx58xqA0bhxY+P27dtJyid+yJYsWTLF+hYuXGi4uroagNGgQQPj2WefNcqUKWMARuHChY0TJ0444FU5L1td7ytXrhienp4GYAQEBBi9evVKdfv3861zElv/fqdEgWdStr7mP//8s5ErVy4DMKpUqWJ07tzZqFWrlgEYgDFy5EgHvCrnZcvr/fvvvxv+/v4GYOTKlcto1qyZ0blzZ6NKlSrm692jR48cmzwwjPuBYoMGDcxb4vUKCAhIsv/ixYvmc0aNGmUAxmOPPZZinZ9++qkBGCaTyWjWrJnRtWtXo2jRogZgVKxYMUf/Dc8uFHj+y4IFC4ymTZsavr6+hpeXl1G1alVj4sSJRkxMTLKyGflg3rdvn9GxY0ejYMGChoeHh1GyZEnjtddeMy5fvmzHV/HwsMX1Dg0NNX8QpLf9O3OR09j69zu1cxR4/sPW1/zYsWNGr169jOLFixvu7u5GgQIFjNatWxvr1q2z46t4eNjyel++fNl49913jerVqxve3t6Gm5ubUbBgQaNly5bGggUL7PxKnN+mTZsy/Xc3vcDTMAzjl19+MVq1amXkz5/f8PT0NMqXL28MHz7ciIyMtP+LErszGcYDC8SJiIiIiNiJJheJiIiIiEMo8BQRERERh1DgKSIiIiIOocBTRERERBxCgaeIiIiIOIQCTxERERFxCAWeIiIiIuIQCjxFRERExCEUeIo4kY0bN+Li4oK3tzcnT55MtdyYMWMwmUxUqVKFmJgYB/bQPs6cOYPJZKJUqVIOPTcrrFixApPJxCeffJJk/+jRozGZTIwePTprOvY/ERERFChQgAYNGqDni4iIrSnwFHEizZs3Z8CAAdy+fZvevXuTkJCQrMyBAwcYP348bm5uzJ49G09PzyzoqeOUKlUKk8nEmTNnsrorVouJieGtt94iMDCQ1157Lau7kyI/Pz+GDx/Onj17mD17dlZ3R0SyGQWeIk7mo48+omzZsmzfvj1ZViwmJoaePXsSFxfHiBEjqFOnThb10raKFy/OX3/9xYYNGxx6rqNNnTqV06dPM2zYMHLlypXV3UnV66+/TsGCBRk+fHi2yKiLiPNQ4CniZLy9vZk5cyYuLi6MHDmSI0eOmI+NHDmSP//8k9q1a/Of//wnC3tpW+7u7lSqVImyZcs69FxHio+PZ+rUqeTKlYvnn38+q7uTply5ctG9e3cuXbrEggULsro7IpKNKPAUcUJBQUG8+eabxMTE0KtXL+Li4tixYweffPIJHh4ezJo1C3d390zV2bt3b0wmEzNnzuS3336jY8eOFCxYEC8vL6pXr87kyZOJj49P9fz58+cTHBxM/vz58fT0pGTJkvTp04fjx4+nWP7SpUu88cYbVKhQgVy5cpE7d24CAwMJDg7m448/TlI2pXGaM2fOxGQy8ffffwNQunRpTCaTedu8eXOq5z7o/PnzDBw4kPLly5MrVy78/Pxo3Lgx33zzTYqvN7Hd3r17Ex0dzfDhwylXrhyenp4UKVKEXr16ceHChTSudMpWrlzJ2bNn6dChA35+fpk6d9++fRQtWhRXV9ckWfAH39Njx47x7LPPUqhQIby9valXrx4rVqwwl929ezft2rUzv+eNGjVKM0vcu3dvAL788svMvVARkbQYIuKU7ty5YzzyyCMGYAwbNswoX768ARgTJkywqL5evXoZgPHqq68auXLlMkqVKmU8++yzxpNPPml4eHgYgNG5c2cjISEhyXkJCQlGz549DcBwc3MzmjdvbnTr1s2oUKGCARi5c+c21qxZk+ScS5cuGcWKFTMAo0SJEkb79u2NZ5991mjSpImRP39+w8/PL0n50NBQAzBKlixp3rd161ajV69ehre3twEYnTp1Mnr16mXe/vrrr1TPTbRnzx4jf/785n48++yzRqtWrYxcuXIZgNGyZUsjJiYmyTkzZswwAKNDhw5G9erVjbx58xpt27Y12rdvbxQqVMjc1s2bNzN1/ROv4bRp01I8PmrUKAMwRo0alWT/ihUrjNy5cxteXl7GkiVLkhxLfE8HDhxoeHt7GxUrVjS6detmNGrUyAAMk8lkLFq0yFi2bJnh7u5u1KpVy3j22WeNGjVqmN/PrVu3ptrnggULGoBx8eLFTL1WEZHUKPAUcWJ79uwxXF1dDcAAjEaNGhlxcXEW1ZUYpADGgAEDjNjYWPOxP/74wxxk/Pe//01y3tdff20Ahr+/v3Hw4EHz/oSEBHOwlDdvXuPq1avmY2PGjDEA4+WXX04WyN67d89Yv359kn1pBY8lS5Y0ACM0NDTF15XauXfv3jWf279/f+PevXvmY6dOnTJKlSplAMaIESOSnJcYeCYGphEREeZj169fN2rWrGkAxocffphif1ITGBhoAMaff/6Z4vGUAs8pU6YYLi4uRsGCBY2dO3cmO+fB93T8+PFJrvWUKVMMwAgICDDy5ctnzJ49O8m5gwcPNgCjRYsWqfa5Xbt2BmDMmTMnU69VRCQ1CjxFnFyrVq3MwcXhw4ctricxSClatKhx586dZMenTp1qAEb58uWT7C9btqwBGFOmTEl2TkJCglG9enUDMD744APz/gEDBhiAsXTp0gz1zR6B55w5cwzAKFasmHH37t1k5y1evNgAjDx58iS5HomBp7e3d4qZvvnz5xuA0bx58wy9NsMwjGvXrhmA4eLikuoXhwcDz/j4eHNgWKFCBePkyZMpnpP4ntavXz9ZgB8bG2vO9nbp0iXZuWFhYQZgeHh4JAnKHzR8+HADMN58880Mv1YRkbRojKeIE9uwYQPr1q0z//zjjz9aXWfXrl1TnFHdq1cvAE6cOMHFixeB++MjT506leT4g0wmEy+++CIAmzZtMu+vX78+AMOGDWPp0qXcunXL6n5nVuIY0G7duqW45FTHjh3Jly8fUVFR7N+/P9nxunXrUrRo0WT7H3nkEYBMjfO8cuUKcH+pIldX1zTL3r59m06dOvH5558TFBTEzp0705049dRTT2EymZLsc3Nzo3Tp0gC0bt062TkFChQgf/783Lt3j/Dw8BTrLVCgQJL+i4hYS4GniJOKjIykT58+GIbB66+/jru7O5MmTWLv3r1W1ZsYjPxbnjx5zIHG+fPngX+CqwIFCuDr65vieYlB0YOB2AsvvMDzzz/P8ePH6dSpE3nz5qV69eoMGDCAjRs3WtX/jErsT2qv12QymY+lFESWKFEixfMSr8Pdu3cz3JeIiIgk56bls88+Y/ny5VStWpX169eTP3/+dM9Jra8+Pj5pHs+TJw+Q+mtJ7O+NGzfS7YOISEYo8BRxUm+++SZnz54lODiYKVOm8N577xEfH0/v3r3tvraiYeUTa1xcXJg7dy5//vknkyZN4umnn+bSpUt8/fXXBAcH065duzRn0DsDFxfb/XnMmzcvcP/LRHratGlDgQIF+OOPP5g4cWKG6k+vr5a+lsSAOV++fBadLyLybwo8RZzQ6tWr+f777/H19eX777/HZDIxYsQIatWqxZEjRxg1apTFdYeGhqa4PyoqynzLNSAgALi/ODtAeHh4qkHT6dOnk5R9UOXKlXn77bdZvnw5V69eZf369RQqVIhVq1bZ/ak4if1J7F9KEq9FSn23pUKFCgFw8+bNdAPumjVrsmXLFooWLcro0aMZOnSoXfuWlsTfh8KFC2dZH0Qke1HgKeJkrl+/zksvvQTAp59+ar5N6u7uzsyZM3F3d+fjjz9m9+7dFtW/aNGiFDOmc+bMAaBcuXLmQCwgIMB8K33mzJnJzjEMw7z/8ccfT7Ndk8lEcHAw3bt3B+DQoUMZ6q+HhwcAcXFxGSqfqFmzZgAsWLAgxVvJy5Yt48aNG+TJk8fuT4Dy9/cnMDAQwzA4evRouuWrVKnC1q1bKVWqFJ988gn9+/dP8fGp9vbHH38AZJsnZIlI1lPgKeJkXn/9dS5dusRTTz1F3759kxyrXr06I0eONN9yz8w4w0QXL15k6NChSTJvf/31F2PHjgXu3+J/UGLGbdy4cfz222/m/YZhMH78eA4dOkTevHnNwTLA7NmzU5ywExUVZZ70U7JkyQz1NzH7+ueff2aofKIuXbpQokQJLl68yFtvvZUkcA0NDWXIkCEADBw40CGPr0wMzHfu3Jmh8mXLlmXr1q1UrFiRb775xvyoVEdK7Gvz5s0d2q6IZF8KPEWcyJIlS/jxxx/Jmzcv3333XYplhg8fTu3atTl69Cjvv/9+ptvo378/06ZNo3z58jz33HO0atWKmjVrcuXKFZ555hleffXVJOVfeeUVXnjhBcLCwqhbty4tWrSge/fuPPLII7z//vt4eXkxb948ChYsaD5n6dKl1K1bl+LFi9OmTRt69OhBmzZtCAwM5NChQ1StWjVJoJqWTp06AdCjRw86depEv3796NevH8eOHUvzPE9PTxYvXkz+/Pn5+uuvKVeuHN26daNNmzZUrlyZ0NBQWrZsadWwhczo0KEDAL/88kuGzwkICODXX3+lRo0a/PDDD3Tp0sVhz04/ePAg4eHh1K9fP8XZ/SIillDgKeIkrl69Sv/+/QGYPHlyquMO3dzcmDVrFh4eHnzyySfs2rUrU+00aNCAHTt2ULVqVX755Rc2b95M+fLl+fTTT1m4cGGyZXlMJhOzZ89m3rx5BAUFsX//fhYvXszt27fp3bs3Bw8e5KmnnkpyzpAhQxg8eDABAQEcOHCARYsWceDAASpXrszUqVPZtWuXeUZ1el599VUmTJhAyZIlCQkJYfr06UyfPp1Lly6le269evU4dOgQr732Gq6urixbtoytW7dSq1Ytvv76a3766SfzrXx7a9euHSVKlGDlypWZmiVeqFAhNm/eTKNGjVi+fDlt27bl9u3bduzpfYlDKF577TW7tyUiOYfJsHb6qog8FHr37s2sWbOYMWOG+Tnc4lgff/wxb7/9NlOmTGHgwIFZ3Z1U3b17l8DAQNzd3QkNDU1xHVQREUso4yki4iADBw6kTJkyTJo0yaLxuY4ydepUwsLCmDBhgoJOEbEpBZ4iIg7i6enJp59+yvnz5/niiy+yujspioiIYOLEidSvX5+ePXtmdXdEJJtxy+oOiIjkJO3bt7d6gX578vPzS/URmiIi1tIYTxERERFxCN1qFxERERGHUOApIiIiIg6hwFNEREREHEKBp4iIiIg4hAJPEREREXEIBZ4iIiIi4hAKPEVERETEIRR4ioiIiIhDKPAUEREREYf4f3beMTEgPcnEAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "from examples.seismic import demo_model, plot_velocity, plot_perturbation\n", "\n", "# Define true and initial model\n", "shape = (101, 101) # Number of grid point (nx, nz)\n", "spacing = (10., 10.) # Grid spacing in m. The domain size is now 1km by 1km\n", "origin = (0., 0.) # Need origin to define relative source and receiver locations\n", "\n", "model = demo_model('circle-isotropic', vp_circle=3.0, vp_background=2.5,\n", " origin=origin, shape=shape, spacing=spacing, nbl=40)\n", "\n", "model0 = demo_model('circle-isotropic', vp_circle=2.5, vp_background=2.5,\n", " origin=origin, shape=shape, spacing=spacing, nbl=40,\n", " grid=model.grid)\n", "\n", "plot_velocity(model)\n", "plot_velocity(model0)\n", "plot_perturbation(model0, model)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "assert model.grid == model0.grid\n", "assert model.vp.grid == model0.vp.grid" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Acquisition geometry\n", "\n", "In this tutorial, we will use the easiest case for inversion, namely a transmission experiment. The sources are located on one side of the model and the receivers on the other side. This allows to record most of the information necessary for inversion, as reflections usually lead to poor inversion results." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "# Define acquisition geometry: source\n", "from examples.seismic import AcquisitionGeometry\n", "\n", "t0 = 0.\n", "tn = 1000.\n", "f0 = 0.010\n", "# First, position source centrally in all dimensions, then set depth\n", "src_coordinates = np.empty((1, 2))\n", "src_coordinates[0, :] = np.array(model.domain_size) * .5\n", "src_coordinates[0, 0] = 20. # Depth is 20m\n", "\n", "\n", "# Define acquisition geometry: receivers\n", "\n", "# Initialize receivers for synthetic and imaging data\n", "rec_coordinates = np.empty((nreceivers, 2))\n", "rec_coordinates[:, 1] = np.linspace(0, model.domain_size[0], num=nreceivers)\n", "rec_coordinates[:, 0] = 980.\n", "\n", "# Geometry\n", "\n", "geometry = AcquisitionGeometry(model, rec_coordinates, src_coordinates, t0, tn, f0=f0, src_type='Ricker')\n", "# We can plot the time signature to see the wavelet\n", "geometry.src.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "# Plot acquisition geometry\n", "plot_velocity(model, source=geometry.src_positions,\n", " receiver=geometry.rec_positions[::4, :])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## True and smooth data\n", "\n", "We can generate shot records for the true and smoothed initial velocity models, since the difference between them will again form the basis of our imaging procedure." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Compute synthetic data with forward operator\n", "from examples.seismic.acoustic import AcousticWaveSolver\n", "\n", "solver = AcousticWaveSolver(model, geometry, space_order=4)\n", "true_d, _, _ = solver.forward(vp=model.vp)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Compute initial data with forward operator\n", "smooth_d, _, _ = solver.forward(vp=model0.vp)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "from examples.seismic import plot_shotrecord\n", "\n", "# Plot shot record for true and smooth velocity model and the difference\n", "plot_shotrecord(true_d.data, model, t0, tn)\n", "plot_shotrecord(smooth_d.data, model, t0, tn)\n", "plot_shotrecord(smooth_d.data - true_d.data, model, t0, tn)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Full-Waveform Inversion\n", "\n", "\n", "## Formulation\n", "\n", "Full-waveform inversion (FWI) aims to invert an accurate model of the discrete wave velocity, $\\mathbf{c}$, or equivalently the square slowness of the wave, $\\mathbf{m} = \\frac{1}{\\mathbf{c}^2}$, from a given set of measurements of the pressure wavefield $\\mathbf{u}$. This can be expressed as the following optimization problem [1, 2]:\n", "\n", "\\begin{aligned}\n", "\t\\mathop{\\hbox{minimize}}_{\\mathbf{m}} \\Phi_s(\\mathbf{m})&=\\frac{1}{2}\\left\\lVert\\mathbf{P}_r\n", "\t\\mathbf{u} - \\mathbf{d}\\right\\rVert_2^2 \\\\\n", "\t\\mathbf{u} &= \\mathbf{A}(\\mathbf{m})^{-1} \\mathbf{P}_s^T \\mathbf{q}_s, \n", "\\end{aligned}\n", "\n", "where $\\mathbf{P}_r$ is the sampling operator at the receiver locations, $\\mathbf{P}_s^T$ is the injection operator at the source locations, $\\mathbf{A}(\\mathbf{m})$ is the operator representing the discretized wave equation matrix, $\\mathbf{u}$ is the discrete synthetic pressure wavefield, $\\mathbf{q}_s$ is the corresponding pressure source and $\\mathbf{d}$ is the measured data. It is worth noting that $\\mathbf{m}$ is the unknown in this formulation and that multiple implementations of the wave equation operator $\\mathbf{A}(\\mathbf{m})$ are possible. \n", "\n", "We have already defined a concrete solver scheme for $\\mathbf{A}(\\mathbf{m})$ in the first tutorial, including appropriate implementations of the sampling operator $\\mathbf{P}_r$ and source term $\\mathbf{q}_s$.\n", "\n", "To solve this optimization problem using a gradient-based method, we use the\n", "adjoint-state method to evaluate the gradient $\\nabla\\Phi_s(\\mathbf{m})$:\n", "\n", "\\begin{align}\n", " \\nabla\\Phi_s(\\mathbf{m})=\\sum_{\\mathbf{t} =1}^{n_t}\\mathbf{u}[\\mathbf{t}] \\mathbf{v}_{tt}[\\mathbf{t}] =\\mathbf{J}^T\\delta\\mathbf{d}_s,\n", "\\end{align}\n", "\n", "where $n_t$ is the number of computational time steps, $\\delta\\mathbf{d}_s = \\left(\\mathbf{P}_r \\mathbf{u} - \\mathbf{d} \\right)$ is the data residual (difference between the measured data and the modelled data), $\\mathbf{J}$ is the Jacobian operator and $\\mathbf{v}_{tt}$ is the second-order time derivative of the adjoint wavefield solving:\n", "\n", "\\begin{align}\n", " \\mathbf{A}^T(\\mathbf{m}) \\mathbf{v} = \\mathbf{P}_r^T \\delta\\mathbf{d}.\n", "\\end{align}\n", "\n", "We see that the gradient of the FWI function is the previously defined imaging condition with an extra second-order time derivative. We will therefore reuse the operators defined previously inside a Devito wrapper." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## FWI gradient operator\n", "\n", "To compute a single gradient $\\nabla\\Phi_s(\\mathbf{m})$ in our optimization workflow we again use `solver.forward` to compute the entire forward wavefield $\\mathbf{u}$ and a similar pre-defined gradient operator to compute the adjoint wavefield `v`. The gradient operator provided by our `solver` utility also computes the correlation between the wavefields, allowing us to encode a similar procedure to the previous imaging tutorial as our gradient calculation:\n", "\n", "- Simulate the forward wavefield with the background velocity model to get the synthetic data and save the full wavefield $\\mathbf{u}$\n", "- Compute the data residual\n", "- Back-propagate the data residual and compute on the fly the gradient contribution at each time step. \n", "\n", "This procedure is applied to multiple source positions and summed to obtain a gradient image of the subsurface. We again prepare the source locations for each shot and visualize them, before defining a single gradient computation over a number of shots as a single function." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "\n", "# Prepare the varying source locations sources\n", "source_locations = np.empty((nshots, 2), dtype=np.float32)\n", "source_locations[:, 0] = 30.\n", "source_locations[:, 1] = np.linspace(0., 1000, num=nshots)\n", "\n", "plot_velocity(model, source=source_locations)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "from devito import Eq, Operator\n", "\n", "\n", "# Computes the residual between observed and synthetic data into the residual\n", "def compute_residual(residual, dobs, dsyn):\n", " if residual.grid.distributor.is_parallel:\n", " # If we run with MPI, we have to compute the residual via an operator\n", " # First make sure we can take the difference and that receivers are at the\n", " # same position\n", " assert np.allclose(dobs.coordinates.data[:], dsyn.coordinates.data)\n", " assert np.allclose(residual.coordinates.data[:], dsyn.coordinates.data)\n", " # Create a difference operator\n", " diff_eq = Eq(residual, dsyn.subs({dsyn.dimensions[-1]: residual.dimensions[-1]}) -\n", " dobs.subs({dobs.dimensions[-1]: residual.dimensions[-1]}))\n", " Operator(diff_eq)()\n", " else:\n", " # A simple data difference is enough in serial\n", " residual.data[:] = dsyn.data[:] - dobs.data[:]\n", "\n", " return residual" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Create FWI gradient kernel\n", "from devito import Function, norm\n", "from examples.seismic import Receiver\n", "\n", "\n", "def fwi_gradient(vp_in):\n", " # Create symbols to hold the gradient\n", " grad = Function(name=\"grad\", grid=model.grid)\n", " # Create placeholders for the data residual and data\n", " residual = Receiver(name='residual', grid=model.grid,\n", " time_range=geometry.time_axis,\n", " coordinates=geometry.rec_positions)\n", " d_obs = Receiver(name='d_obs', grid=model.grid,\n", " time_range=geometry.time_axis,\n", " coordinates=geometry.rec_positions)\n", " d_syn = Receiver(name='d_syn', grid=model.grid,\n", " time_range=geometry.time_axis,\n", " coordinates=geometry.rec_positions)\n", " objective = 0.\n", " for i in range(nshots):\n", " # Update source location\n", " geometry.src_positions[0, :] = source_locations[i, :]\n", "\n", " # Generate synthetic data from true model\n", " _, _, _ = solver.forward(vp=model.vp, rec=d_obs)\n", "\n", " # Compute smooth data and full forward wavefield u0\n", " _, u0, _ = solver.forward(vp=vp_in, save=True, rec=d_syn)\n", "\n", " # Compute gradient from data residual and update objective function\n", " compute_residual(residual, d_obs, d_syn)\n", "\n", " objective += .5*norm(residual)**2\n", " solver.gradient(rec=residual, u=u0, vp=vp_in, grad=grad)\n", "\n", " return objective, grad" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Having defined our FWI gradient procedure we can compute the initial iteration from our starting model. This allows us to visualize the gradient alongside the model perturbation and the effect of the gradient update on the model." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# Compute gradient of initial model\n", "ff, update = fwi_gradient(model0.vp)\n", "assert np.isclose(ff, 57283, rtol=1e0)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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Vvg3SO47FhaLWTYhojm6hCmWMfBpJGwPscgxig7iNuo/2yY6hXPrWxwLgyyGyOVqz4aerz4m4cJxJ6vGhCw8uKG2lOGM2eqO2geqUukbKZHR8z4uQjmQIvcnKhnaGQ7yOxze9FP5Q1A/HAPqLv5yLy7pLzzJjQKHJ4aXKM9XX7UZVi1/0u6n/fEDGg3rpm5Mvpvk2tDknJMeDqjeZrKLeTNDx4uhJxlfXx6LM1HmUqyuOR+5YoLYtR1uUWeTLoWmq4zo/TDYrWsY0XnRjQqY33YaGe+piGvu6fNWYoPympJnshy1060UUlOijiqaMLtXpp6SlKF4UdcQR+GoiyXZmtvdNTHVV9KkOC8fZ4+xYKdEtGS1dtEZHiwoZb53eVLy5NKngOJq6fuTW0dXl9IdtBIkzTlVpKjlNbaXWoUS9KGVlDqxrpJU7Pyjy6myDrp6pDHVu+BgTpjzqmKHYKt14pEa4qdFVk2y68pzxZkozwYZOGnEsLhR9xFEE16myhWoHp3ImVXA15BRwFnEqLd+7Whu92fDzpTdXfqY6ro6ijzoiXCMq1LQkREy4UZ5cHVu9ubYvjnliG90LBVfbSi3no2/zuS6l0cYUIoo+4piDTSSMEx0Q03S7Otuop0mmfJRX1aW2n0JTRc9XnXzqjTO+dHV86U3HjzvmbaIopn5SRYx8RPxMdVX5Ik2XSCAVLvoW64fcaJj05kLbFOnjRmxd+5SCEDw4NG1sMJA+HFNsSCOO+6BaRLh1fMCFbu44RgabiA+1PGVXarODp+hAjGJy6vhEKL1ReIUcq1R9yMpRHU4TbRmPKEx366gIPS5kzogOthEp1wi4zUbMhqZJb/mMdrk4jVQbbNIbB9TTEFN5sU5oZzlF4SF16jVw3dly7x/6iP5xIlG5stwIHyVa4oNmji43CuRq6GzujbrCpr84USHbe1O68rZ6o95R4yDHTzem44gYmcBxFHTORyi92eRRx55sM2HSm4/oIqdNPiL/VIfMJ2zGu6ndot50CPEC8NQ5SS7SiKMHUB01bj6Fr2wHy40AcOSwiRq6lo17sc+HPKLeKIuPax+7RpvFiCGVfshIva5vKHxdI1w+I2SqyLgvvVHKuvAV6+na47p5iLtN0foyG5wEm+XLPuSjPSmSjdSpTxBsJqePhSVFMlCox0OFJKsJPhyJFIULXza42JDecSwupLpJGGyOj115FQqdfB8R6+r71pvtcWJrhukBCl/XI2zk8Uk3LsiOjvMhf9w8C0lHMoTUmy2d9HU8xYX0qDqC0BexOZf/dU6DL56+jGdcRjjUEbEJnGPjOPqUcqcsiXCVyxSRDXHlQkS0Db6j/S79w3kgLgfZEaRM/tDjKQ77YdKbqqxNPqe8Td9S9ZYiRSikEccICmHycaNaFCOZlHZTLrOn2AvOQ1AutHzSaQ06DdkGF72FvE9abHqj3HH2ZYOT1re28qRH1cWFNOLIhM0OkfJqEg58HLFRaOUrcmXTPt9RgmidpBl3wK9M+RyXSYuOJk0eHZI4LosFPm2wj3IpUsSJ1KlnojVcntbdjeG84iVJoEQJfNPMJ1pLVDZpbUiaPClaJ3ydGCUF6et4igtpxHEfMpFPNE0so6or+y3S49LxhYzwV1cujjta3D6h3hFStZPDz8STS8umHLe+2O7Q44iSHu1Dkz505UT9UmRw0ZGJtkt9qv58QNf/HBqq39z5o6rrS29UW82h41MvHBsccqxy71tSdZ6iuJA69ftAuehOvUdke+8o1O5SJ4/PV8C47KJt+0QmP0VvtveOXB6I4PSvzIlX6SrUAzoiODqSyZdrE3W+cB4A8PngjEtdnd5M/Rfq+oEtXZ3eXOYI5bssjXOv17XN0e8+74mGOBnh1PelNxHpHcfiQhpxTJEigSiUIyoOWmObRLTGNialTUmRI0WKYkfq1GsQ3eHqdruqcrr7g7r60PAy0RLzZeV83o8T+UTll7UfoMltStPJYFNXl0bpL1PbxHzKWHCBrk+4/Ciym9Jk/WOSUacHHzpR8dPJ7aIfTj/ajltI0nV1TGVs2k+ZPzb2VMdPJaOPeaDqV5t5IEvjjlOTjDIbzB23XJnS9zgWF1LHUQOboxldHcoxC3WiUo8kfB/bmfjYtN9UJmRbKXVs5bah6Us3Po/GKLLbHHOZZNTx9aETijw2Y8FEX0fLRW9x6DrkeJHlufLzMQ84c9XX3ODCtAbZzgUq0qPq4kJRH1VzLiJzL01zLxLLHgQQ/9peFDeV80lX1Q4uHRseLmmu8ph4UPuOw8+H3lRyqvRm01+qOi76CFFOLGvbXh/ICB9A3U8mGX3qzee44ILL29UGc2iKdjoJY0dMk5VLkcIGRe3UZ2EX4aPs4lx3eLpIHpeWqRz1aCuOaIOKN4WHSUeUiJINfPHwpTcK3Vz/UqPlVH4yvZn06LuvojK40PMZmedCJY9Jb1RaLjL4oi/CdJzqErmkwCWKbRvZM8HmakTcegPS1/EUG4o64phCj6QtnCn8IVT/JkFvSZAhFNK2FRfSPkmRRKROvQac3Z7N5WOxvMvFex+wuUjtcvm6GI0it79kF91VNEPDdcz6eAggJCgPbFAf3KDoLSRM/FXjUFVWRyskKPwoc0qmN9N4zqfeYOAt05uuTui2pA/HFBfSiGMELvdSosaGU16VZnM/xxUux+IhjoVy8Hk/MDRMcoj9RSlv6uO4Fjfd8akM4j088YhVLOMLrnNYl0d1Kih6CwWxr3W2xnStgELLF1z1pptTMr2ZbHA+9ca9fmCqk9TNWorCRBpxjMBkRG1oAHaRIldHzDZ6KNJziUL6KuNy98gFNu1w1TM1GmJKt40Ec6BzBsX0OJ1eSrupkTZdf0f/UvlSabuAM2ZN48SHjNTyMjls7Igp6hZ3VJGqa9V41I0zG5vgKrcM6VPVxYU04hgDfC2anB25rdOrWvBtopBUqNqV712yD+eXQkdWlrqIm8qG7MN8R0BV4DqNQMtFW0xTlc395vZ3Pvsu7vntc8PpIgtnTqngM0JOjRBGdSTqy8YmyKCL0qZIISJ16mOE6+7WZpfsy/nxDU5UId/gRGPiQiHeEY1LZhMP13xuuUJHUvSWBD4hbHAS4Cpjm1Kgred7J22yABr80kzhB6njqIHuOEsVlaBEO2zqRWE6iol+Nx2j2RzXcS9mq+ioyplomepw9GZztOiykMraZ3NxX1bfdBRnIzf1SDcHytgU61H0RqEno0mRgcLTpDdTfZFOlJaPawWmeUPpf2o9WV3TOJOV1/2W8aeOZZuIM4VmVD5b+ySzRSZ6VHtLaRfXvlLLt2kDtEkdx6JB6jhqoHOybI6abPOoUB1vUHlQo2q6fuHQdimnqyMaaF0f2MjuI2KhStMtTKYxZ2qvr76lysWtp9MblSe3DlW3tnODU8f3uKLytaHLtY2mfqbwoY5lm75wpUnlZzMfXcaoLU/b8imKA0XtOFI2SJSdrWr3bYokmaIdqkgEpVzIC+Biu3NQycjh79JPKllUPCi/baJBqnEByPvMt65M44AakXHtJ1UaNHJw+sEm8k2lp6Ito0+VNVfXJuJlgs4WRX/r+FAi9SJtztjSRcpk6aIcpuinSjbZb1W6rv9c5qmJP3Xs6qLclPmpk0XH04S2AY6q26Zea2JR1I4jxZBQdqGqxU9GR0dbNenFCc/hJ+MT5aHLN4G6Q6c4Iab6Or62u2hTf0a/c51GVR1Tms4poS4yJlmp+aLeKP2u6zvu3DIttq7jQMeTQ5trR2z1poOtjnTpJkdDpWtKeUq6jDa1PlV/HNuiGx8ceyZLp+pe11aKHePwsi2fovWjqB1HGZIySTiG1yePUPVsDXlIhOAVUkfcRUZV35a/azlfC1bIMeKLdlLsiA+kjsZXSILdSiKC3XFMkUikr+PRQDUPZOkZ4XtGkS6royrPhYyeqgyXpqkulS6FnqqMiYdrPkUGV9q6seMyDnR96cOeU2SU9ZnI3zR3KOmqsjp5qDRs8jjlxL4z6Y2jP5P8nLGl0htFf1Q5ZL/F+py5Z6JrqutL/ya9UceADW9OHmed8GVHUrQOpI7jPsgmhWl3qZpInOO43F+baBKFnqoMl6Z4TGpDl3pUyTliyRjyZXQpBjBUlMV01GQ7DnR9qdObDLJFgyKjKjpq0qGPsaob8xwaLuNbVU42RinHr9GPCeLcEtvBHVsqvbkcC8uOeU3ts41kc/WlOn62oWfSW5SnSW/R8qY5zO1H6jqhOp6Pom0p0LaN50+pvr0mzJw5EyeffDI6d+6M8vJy9O/fH7/4xS+we/duK3pvvPEGRowYga5du6J9+/bo06cPxo0bh02bNknLjx49GplMxvg59dRTW9Q11bnsssus2uALRX1UndtFyQyGbFKLkE3oTCRP5iiJ+SId03eRhygzB7J2UhYgsa6Yp+NFlUmXJms/B9E2U/qSMhZkdVVtMdE1yUQdn1FwxpIoi2pM5uqpaMj6mKM73fjUzR3ZbxMPUx2KTkAoQ5UpSkdGWywj8hDHuKqert9kelPV1Y1P0fFQ2RRdXRO/KGzbKOMvq6+qJ7aHMtZ1ehN5ifx9zGMdTHpLMsaPH4+pU6eiTZs2OPXUU1FRUYFXXnkFt9xyC+bNm4f58+ejQ4cOZHqzZs3C5Zdfjj179mDQoEHo06cPli5divvvvx8zZ87EwoULcdhhhzWrM3ToUC3NGTNmYPfu3TjllFOUZa666ipp+gknnECWPQQy2WzWdv0tWNTW1qKqqgo319yI9pVlVoZetXhT60BSjjr5bYyACq71bfnpHGyKXK6OAsf5osgCTRkXp16V5lPv1D6AQqZouq0eTDKa6vnqY04+tQ53fFOcdV25aNkcuPPLBTY2kUKLOmdtNg06frJ8k1y2MnA2Vj6g61Mxrb62Hr+sugc1NTWorKwE8NVaWlMNVHo+v6xtBKo+RzN+FDz33HO48MILUVFRgVdffRXHHXccAODzzz/Hqaeeirfffhs33XQTfvWrX5Hobdy4EYcffjjq6urw8MMPY8yYMQCAhoYGjB49Gk8++SQGDRqExYsXI5Ohudf/+Mc/cMIJJ6CkpAQffvghevbs2Sw/Ryep7lnRH1WLaqGqSdzpi+my4ROtI+OjStfJ5jqsKA6RT8j6QLdrN9GhlpfxV/E28ZLl2zgYJpou+SZkFd915Slj1nX+iGVUDhAnqmOSIUrHFbo5SuWh6k9dX8vmQ/Sj42ED03yhzmWOHLIxo7OzNnNM1qemtsjk4s6D6O8Q41JFz8UGN0ObQB8LTJ48GQAwYcKEJqcRAKqrq/Hggw8CAO6//37U1NSQ6P3mN79BXV0dTjvttCanEQBKS0sxbdo0VFVVYcmSJZg/fz5ZxsceewwAMHz48BZOYyGg6B3HjOI7wJs4GeEjGs+M8Fcmg8pI6Oro5HEF1YBlIG8DVQYx+kip68ugyhwPk95E3ia9ie0yRWBUsFnsKf3IbQ93DEfnBRcmvUQXPNcxI8op0xuXtqpvZU6xqp6uT3Vpok4o/S/OZRlNSjRNlq+jx6EjoyvSl9lgKo3oXzGfk8bhrarnwwaLfaKqL/KT0Ug6PvroIyxZsgQAMHLkyBb5Q4cORc+ePVFfX48XX3yRRHPu3LlKehUVFTjvvPMAAHPmzCHR27lzJ55++mkAwNVXX02qkzQU9R1HwG6XaKKjo03dsepoUyNEPkGNGrjuuimRKA5tDm9ZGiWaQNFb3O2i0uNEo2zGMMXJoMJGB7oyUdmykjRI8qm0ZekcmU3ziJKmiq7roOoHHV8qfNGT6c2Vvq6vbOaIDW8ObSpfWxlkeVpabeA/DNXIr7J8+XIAQJcuXdCnTx9pmYEDB2L9+vVYvnw5Lr/8ci29bdu2YfXq1U31VPT+8Ic/NPE2YdasWaitrUV1dXWT06nCPffcg9WrVyOTyaBXr144/fTTm0VR84WidxxTpEgRDr4dYZ8IcYTbWpDkfkiybCn8o7a2ttnvsrIylJWVScuuXbsWANCrVy8lvdzRcK6sDh9++GHTdxVNDj0A+N3vfgcAuPLKK9GuXTtt2ZtuuqnZ7wkTJuCMM87A9OnT0bVrVxK/EIjtqHr37t14+eWXcfPNN2PQoEHYb7/90LZtWxx00EE477zz8Kc//Ula7/bbbzc+mv7ee+9ZyRRX6J171Oxy5Ba6TS70fR8vhwaXTwi9heyzuK8FhERIGV2uX7jQMNFW0Uy6vvIhK9cGy8qEkLtQ9dYCAe849uzZE1VVVU2fKVOmKMXYtm0bAKC8vFxZpqKiAkBLh1RHT0eTQ2/NmjV49dVXAeiPqUeOHInnnnsOH374IXbu3IlVq1bh/vvvx/77748///nPOP300/Hll18a+YVCbBHHV199FaeffjoA4KCDDsLQoUNRXl6Od999F/PmzcO8efMwZswYPPTQQ9Ink/r3749vfOMbUtpVVVVWMqnuc4Q6LlQdsajK2+SH3o1T6cv6MeTxcgiYju1U5W3ybY6nOLC5IkGVIcSc4SLkXPZ9/Ogqk+k4Nd+6UCGnD5OsIW2wKU1XJkQfh9Sbr36U6S1OrF+/vtlT1apoYyHgd7/7HbLZLI4//nj069dPWe6pp55q9vvwww/H4YcfjrPOOgsDBgzA22+/jYceegjjx48PLLEcsTmOJSUluPjii/GjH/0IJ510UrO8Z555BldccQUeeeQRDBkyBKNGjWpR/4ILLsDtt98eXM4s5BPOxyRU1Y9e5HbhEUpukY6KTw75NDI5+OpTeKgPqC+85/LiWDR8jS/VPUAf8Cl3KL3J+iHEPPOB6EMPur71OV9UtDlOd0g5TP0ASb4P/j7pyNoUhQ8bzNJbCQDHF3arUFlZSX4dT6dOnQAAO3bsUJbZvn17E10qvRxNWZCKSq+xsRGPP/44APuHYvr06YPvf//7+M1vfoN58+blzXGM7aj61FNPxaxZs1o4jQDw3e9+F6NHjwYAPPHEE3GJpAR1d2o6MnLhZwOd3KqjGqq8OkchamDy7TAC5siu7yMhCj2xf3SOpIm2TG/iGFQtJibo2kKNUNrQzuXbRoZCQTauTRE/wO5IW6U3Ls0oorLbRp1t54vLHOTqXGeDRTlMY8z3+NbZYA4oY9CnDU6CLefikEMOAbA3SqlCLi9XVofevXs3fV+3bp0Tvfnz52PDhg3o2LGj039++drXvgYA2LBhgzUNVyTmdTwDBgwAoFd40kBZQKLwZSx9Oae+jEzSDIxJHpdFyQc9Th2q3kyLChUhdelbL0mGjX5Neoujf0I67tTNkg18RcBdbHA+x3dI2qT1JiHvccz5EZs3b1Y+rLJ06VIAID2dXFlZ2fQfYXL1bOnlHooZMWIE64XmIjZv3gygeTQ0biTGcXz//fcBAN26dZPmL1u2DBMmTMCYMWNw8803Y8aMGc0urroijodKXCM+OeiiElQaSYJLW2wvvVPhQ2+2D1Rw69uW91XXlU7Sxm0IvdmMk1D9EveDGSa7ZUI+x4csimljm3zLEsd8JektIY5jjx49MGjQIAB7/6WfiIULF2L9+vUoKyvDWWedRaJ54YUXKult374d8+bNAwBcdNFFShqbN2/G888/D8Dt3Y2NjY149tlnAQDHH3+8NR1XJMJx/OSTTzB9+nQAwMUXXywtM2/ePNx999149NFH8atf/QpXXHEFevbsSTrarq+vR21tbbOPCJcdmw9njyuHrpyvtsRlqH1HCHzq0ofeqEdVqiM9bnviiLi4wiZiExI6eUwOIEdvNvPWd4RcRjcUDx1PH3Vl14V08Cl3HCcbpnniS2+t6TTg1ltvBQDcddddWLZsWVP65s2bMXbsWADAdddd1+y+4ty5c3HUUUdh2LBhLeiNHz8eHTt2xIIFC/Doo482pTc0NGDs2LHYunUrBg0ahOHDhytlevLJJ7Fr1y4cccQR0ut6UTz11FNYuXJli/RNmzbhiiuuwJtvvom2bdti3LhxWjohkXfHcc+ePfje976HmpoaHHvssfjBD37QLL9v376YPHkyli9fji1btmDLli1YuHAhzjnnHNTU1OCqq65q8QSSiClTpjR7nN/3v/iR3W+KY2GUOXkU40O5DyR+z5UNGVmTgep0hXRyTXrzEUXhGnSOHlR6i6PPTHPBd5TN1TGwcbps8mUw6Y3qJEV5u/Qj5b6rrJ6Opk2eDqrjfRcbzJFFphMZb9NvwM8m2GaTY0OzBUoDfSxwwQUX4Prrr8f27dsxePBgnHnmmbjkkktw2GGH4e2338aQIUNwxx13NKtTU1ODlStX4oMPPmhBr3v37pg+fTpKS0sxZswYDB48GJdddhmOOOII/OEPf0DXrl0xY8YM7f+p/v3vfw8A+Nd//Vej/DNnzsRRRx2FI444AhdccAGuuOIKnHTSSejbty+efvppdOzYEU899VTTXcd8IJPN83/Rvuaaa/DYY49h//33x+uvv44jjjiCXPf666/HfffdhwMOOAAbNmxQvkyzvr4e9fX1Tb9ra2vRs2dP3FxzI8oq9z7azzmSdLk8HcJ5zMJM26V9HLnj7h+qvL7k8q3DEGOiUBGyb33NjxThEZe98YWkrR2h+NTX1uOXVfegpqam6Y5ebW0tqqqqUHMsUOn5qeraBqDqbTTjx8Gzzz6LBx54AG+++SZ2796Nvn374nvf+x5uuOGGFr7C9OnT8f3vfx+9e/du9tLvKN544w1MnjwZr732GmpqatCtWzecc845mDRpkvZl3G+88QYGDhyI0tJSrF+/XnkdL4e5c+dizpw5ePPNN/HJJ59g69at6NChA/r27Ythw4bh2muvVf5XnLiQV8fxRz/6Ee6991507twZL7/8ctPFViq2bNmCAw88EA0NDfjb3/5mDAHnkBvsUccxDiTByKXgI9VbihQpih1ax3FAIMdxub3jmCIc8nZUfdNNN+Hee+/Ffvvth/nz57OdRmDv/6M88MADAeT30XQqXJ64doUr/SQ8uJCvPgrhNPo+1o9LP3Fcxs8nLV9orXorNNgcO4dCa7DBKVIAefpf1T/5yU9wzz33oKqqCvPnz1f+83ATGhoaUFNTAyC/j6b7QOiIliv9JETckt5HIXj5LucKX3x8ypuEsSmiteqt0MBpd9LtS6J1WIo8eRMp8oHYI44TJkzAL3/5S1RVVeH/+//+v6ZH523wwgsvoK6uDplMxtr5jBM+HqKwoZPEnWqIi/KhUEiyAm7jw9cYTTryIavvB7zifuCpWOGjn/P5cF+KFL4Rq+P4s5/9DHfffTf2228/ktO4bt06PPnkk9J/5v3cc8/hmmuuAQBcccUVOOigg4LI7BMuT+e6vIIhHztVzpOfnDyf8PEEbVyvMeHAZXwU6qt8uPCpt7iexNa9AUGV5nu8tXYHJ9TTzvl43Y2vDSEJCXqqOkV4xBZcfuGFF/Cf//mfAIDDDjsMDzzwgLRcdXU1fvWrXwHY+/DLlVdeiR/+8IcYMGAADj74YOzcuRPvvvtu0wvDTznlFEybNi2eRgRGoo8imCiEtuRDxkLol6QjaXpL8nGzb9la+/htTe3ztSEkwfKF3SkKE7GpesuWLU3fly5dqvz3Pb17925yHHv27IlbbrkFS5YswerVq7Fs2TLs2rUL1dXVOOecczBy5Eh897vfRUlJ3l9H6QX5eHo3fWI4Pvjs63SsxIdCb3ehy59DHO1oLX2VIkVIxOY4jh49GqNHj2bV2X///XHXXXeFESgwCsUA+ZDR13vMCqXPbFGoD4Tk9EJ5XyiXpk+Een9doY9Jn3qDAy1VPSo9bt3c8Wyh688XKP1s/Q7cNOJYVGgdoboY4eOuSJyvfTEhzvti0ZcxU/6Tgg1UdHzpTSZ3Eh+08AnTkZfN/b8Qd/FyDpJMBtN4c3E4XfJDIsrbl95UtFyg0hu1rk2+aVwmRW82+Sq43LFPkSKKot8jUKNg0ahLNA+K+qY7USJfym8ZXVE+FUw7Sdl3Vb4rZDQpi4dOnmj/yMqp+pbbRjHfanfuUF6s4zP6Y3I0bPiZ6Jj0poJYVsVPNW98ROEoC60oIzcyL/aPjIbYl7kyOnui4+syhnV2RiYjpV9U7TNB1ZZM5K+qj1R607VPpTcZfZk8ufJRWpQ54WIDojKKfSzqTTve04hjUaGoI46qxScK0ZCIeZzdsmryyQyjSg6OfCZQjFguTdZP3IiFKcpDbQPVaaCkid91ESvdAqSDr+iNaZHVRdVkC4JYVjWWVGNCTDNBVYe78ZLVjzpKomNAcSYp41UmA7XtJsdIVzaqF5PeVG0y2TmRj0o+WX2qLqP6kMmsmk9iWVkbTfZbTKM436r6Kh629oyqN9MaIIKiN53MMr2lSAEU+R7BZPBs6OQgm+g6hyX3VzdJbWXkRHJ0i4aYz3E+cmkuUR4ZbZ/9RKEnayNVb5y2+4j6mMabTEaq3mzaoepHLk0THxk9ythUlfOlN5OdsOkTndwuc0PVX75tkOs40LWVY+uofWa7UaC0n+K4m+A6fnX0tHKUwP/rcxo900vhDUUdcfQF0y48Dn46mJw9WXq0PMWQUY2TTb9Q2hvXbti3U2oqq4rSyY6ZTHwo/ciJ3FBomZwoX3rztZlw3YiQFlkF7bjGFqWO7/lE2cS4bhx0PH3Dlw2m2kzq/A65kY7LxqZIPoo64ugCUwTDVEcFW+fLZVfJBSUC5WuXK6NNqeNajluHa8yp+T51KtObT34h9RY3XOVy0bkNktqPcSGOttvYfA5NV/i0wWyEuONYzAM64Shqx9Fn5IzqXJjul+kigLojHs4csznOoPLTHdlSeZja4nK8ZRuZ0fW97r6fyVmztY2mYy9TPR1k7aOMd59RLypPDjj1KU62LUzjyQdNFVw3MqY6IfRmI0eIuj71FrV1Pja9pqsqVHrW7Usdx6JCUTuOPsP6Lo4L1QH0dWxg024fjlkcPEJB1/e+2mWDEEdJlPaF1kEIntT6cTwMEIfebMq4Ov/5GCs++NjYHl/8fNvWONaiFMWNonYcozDd9bOlaRN5s6XjUi5E+zmw5e87cmOiw+Hn+/icqjdXvr7Gp+/6Lnrh6M2mLT7GXsjrFr5lCMGvEI/bbXXmu62+xh9s6YT439LpwzGJRfpwzD5Ejw1UcLkQnatvM8FV5VWRIVFOSjlZhIXaXlU5Tn+pZKfWE7+b5NDxUenNVE6VnxH+msqJvHXlZHqj9iV1XJlgmjeU+iqIbaXwMbWfcoQn+6uSS0ZTzBfHkM14opYLpQsObGSwtQEccGmr5n4OtjpTbdgoaRw5bGxwihQmpBFHAb4jET7r++YT+ujYl4PsCtfjM9fjm6zwl8KHm0alFwpx6Y4z1mz1JurLRgcmuUPqJgkOgK/jUt9Iik2i8op7zbHml95xLCqkEUcNfETSKLR906OkU/hy5HJpQ8j2h+DjMyJiQytkRIbK39fYiKstvvTmQ18h2iyzJ7IoJ2fOh5z/rqcZXD6maB4l2mcrC3X8y2Tl9FO+bXCK4kEacdTAVyTNRMM3PUo6ha9tVI6LkO3PB5/Q9PK9EfcZxUhaFD4EnTiijTJ7YsPXNUrru7yviJtNRNqX3qjjXyZr3P1kjVL49ybSO46JRRpxJCLkji6uCERcMN3p49CgpotlVFGXEPxsacfBL/TY4uRR6IaKXNnQdLlz5sLXNt9UJwT9QkGoSKsNfd/QjdPWrNMU+UMacSSCuiPLKMpmhbzodx8RCJGv+F0llw1tE1TtMtGh9Amlvs8dO6XvTPmqi/Ay2vmOZsvawpHRRn6Z3qiQzSeRLkcGSP7K+IWAzxMAWZ0Q9G2hGv9QpJnomNJ0c1DMD3EKENIG68apj/lPQoinqn3TS+ENacTRM7jHEnHwdeUX1zFf3o9bLOm6LDT5PnYWEbez5Iu+q9xJ00Nrhy/n3KV+3DpPgg1OCp8UhY2ijjiGCuPrdtNRvqZdsCqdUsY3XKNu3HK6OiHbaUNfp08Kbd/tsZHfZWyZ6pjmQ77gGtmK5oFBS0XPRW82+VT6hag3X2VC1DXRsFk3fMlkjRBPVad3HBOLonYcQ01801EtZeKbjp5lCGkoKQsUxQHxwdun3mSycxd0jlObj4ieCaGO6XRHv0lwanxFJEMcbfqg4WoPfEfFfdkECg3bMlQZfTicXDtusq2hbDCJTuo4FhWK/qhadinadFFadok/I8mjRjRzdXITH2i5yFLk0tEXaXLr6vKjhpDKS9dPpt9iWgZyneh4ipD1t46OSE+nNxlNKo/QMI1/WXlVPmVO5JCFXm9UuXzpjSIHBbI+oKTp6FDHv46HSgc63ia6XNuZlaTJynFom3RpY4NFGmIZmYyyNNl3cbxSx0sUJmffxIs751V6S1G8KOqIIyCPtpgiMJwoo6keh5/tTtL3saWONrW8rs0UmjZRMh0d0XGnyMMZJ7b9RIXowFNhGv+UPBktSh0qLYreTPRU8rjISClvGhcq+bljy+Rc2IwJaiTZlGaSgzp3XNJMcNGbqgylL0x649p6Fa9oOmf8m2g2IY04FhWKPuLIBWcH6+uYQITPyKHOcPmQXwUf0R2f/KIGVNdum4hJCHCiEKERVzQi6iyKaSb4ltEXPV96k9EJEdV2kTfuqFXIeenLBpv0ZqNXGVzmSRptTCGi6COOXIRaoKPHC7bRIx18RVRcEKJdVFAjHS504mxfPvQmOwIzyeJrA+XKL04ZkgLR0c633nSIix9lUxhKDpeTERs6saIE/l+fk4a1EotUNZ5ha3yikS7fhiEpO8aCNIgEhF5wuPCtb2o0Vlc3LiRFBzYINU+TojfONQcX+LDBvpEUG2xCHJuuFIWPNOLoGUmcZEmUqTXB9tgq35GNFMlCqjc/SGI/JlEmrwhxx7HBM70U3pBGHDXg3GcMRdsVvvjo6CThXkxSd/QquZIWVc5X/xWa3pLGJ6n95wupDban09rHRor8IY04auDrToqvOjYIfUdSlZceUe5Foeg5X/3HubQfp4yp3vzAVW+pDbanE+vYSCOORYXUcdwHVwMn1vf5VLX48AWHtq6sLM9G7tB1uG1wgYkelV9IR8en3mBRj0Pf15wy0SkEvXH5qfQTQm+uNFWv8VI9FSwry+FByQ+hS4oNFvsytC2I8lKV8bUWKZH+r+qiQuo47oOr48N5YpEDGQ8O7TgihaHr+LxUbzKivh7gCel85FNvcdL3NUY4tJIUKVflxf3gCrc+RxchdRyynzh6i9sW2JTxxStFcSB1HC3h8kCEynmx3fX7jrZQI1o2fFU8bKMQXLjoTfwe/R0y6koZN5xIi+/opEsfhABlrNpGsXVRQNcosGqc+T4NUZUBwumRKkPICCFikMGXDjk2GBrarhFdcv30qLqokD4csw+cBzxsLx1zjm9s6MrAMRy6RcOUJsps6k/drlxHV0fTBF3ZjKYMNbJsGi8Z6PtABVOUw6R/VXlRHlV50akQy8nki+tiPkWngF0USKa3rKKurygwpa5Mb6pyOVq68S3yDOG82ZZ3HUfRNoV0GikbKw4tznhSrRuu60hcczhF4SGNOO4DdaKadmXc6JDIy7fR5hoyW+NKWZhtjCr3eEoFVz62Eaoo7biicZyIB1dvXGfXFtTF1mUumeayL725tCWaLpPNRC9XhzqPXCPnsvpU2rK2hbDBJv46PtS60TTfNlhWVtfvKpj6iTUmSuHfm9jjmV4Kb0gjjkyYdmWisRB3z3E5Dzq4RIa40S0berKIg6/IAxUcvXGcV1+g0DItwL4jYtRIESViFsc84WxufPNxoePiDLlsxFT6pW4sfPeDKd+VX8gxGCpAwDmhofZTEtasFMlCGnEkgnt8IMsXHbYkTEifMvg4ponS4UZYZLCNOthE2ai0k0ZLBl9605UrFBSavKEQYk74go08SbHBPpE3JzDEHcfUO0ks0oijBKHudoi7Pc69Sm4ZX3CN+MkitKa7OKYL3xSEjO7JfvvWST50HIUpsi5LC6U3l3uspiior372FRm34RlXPS4dzp077v08H21Q2WAKCskGq+ip0lzvSiYFM2fOxMknn4zOnTujvLwc/fv3xy9+8Qvs3r3bit4bb7yBESNGoGvXrmjfvj369OmDcePGYdOmTdLyH374ITKZjPYzYcIEJb9du3bh7rvvRv/+/VFeXo7OnTvj5JNPxqxZs6zk94nUp49At/DpooXiJXRq5E21wMrkENNkMsjydPeBOHfgZG2j3jVStUnkEf1toi1Ll7WLI68MnDtbFMeJqjcqDUrUhMpT9TsnD+UuG2f86/Qm0qXKrWsLtZ9txonIQwafES4qLZPd8MVHBpO9i8rGPY3R0eLMD4r+ObZVBpfxFJWRWt5GRl00mcQ3Ye9xHD9+PKZOnYo2bdrg1FNPRUVFBV555RXccsstmDdvHubPn48OHTqQ6c2aNQuXX3459uzZg0GDBqFPnz5YunQp7r//fsycORMLFy7EYYcdJq1bXl6OSy65RJr3zW9+U5peV1eH008/Ha+//jr2228/nHHGGdi+fTteeeUVvPrqq7jpppvwq1/9iiy/b6SOYwTciSz7raJhS5vKQ5VvcgZNfFU8fMjB4aWjIbaHowPuAqXjS4HN2NHRcNWbSadcfdr0PbUfuYub7Vz0PU44ZajwYatc+bi2x9VWquq42B1ZHRk9lznPrc8FZ63whgQdVT/33HOYOnUqKioq8Oqrr+K4444DAHz++ec49dRTsXDhQkyaNInseG3cuBFXXXUV9uzZg4cffhhjxowBADQ0NGD06NF48sknMXLkSCxevBiZTMv4bHV1NaZPn85qw6233orXX38dxx57LF555RVUV1cD2Bv1PPnkk/HrX/8aJ598Ms455xwWXV8o6qNqHyF4l2M01zoh5E/CkSv3KMUVIY4zQx/vhB67odscSv5CPVbjIGltpMoT2pblA4UqN+BHb0nE5MmTAQATJkxochqBvQ7cgw8+CAC4//77UVNTQ6L3m9/8BnV1dTjttNOanEYAKC0txbRp01BVVYUlS5Zg/vz5XuT/4osvMG3aNADAtGnTmpxGYG+E8pZbbgEA/Od//qcXfjYoasfRB0xHU9G/siNAG/qUI1EZHxlPbkSCa2xsd/wZgVfoHbp41AW4t8EHVP3Npc9dtH3pTVfWFT50ZbsomtpJyXNdkHVz29aJt5HJ5TQln3rj0pD1k6sNDqk3Ey3XU7BmaBPow8RHH32EJUuWAABGjhzZIn/o0KHo2bMn6uvr8eKLL5Jozp07V0mvoqIC5513HgBgzpw5fIElePHFF7Fr1y706tULQ4YMaZGfk+O///u/sXHjRi88uShqxzGkMxKl7/u4wPaYxNdi7bOcrr7PoywKP/F76PFBgS8ZqFcWfPCJs99c2+BSz/YY15fM3KN7Ez1uPR/Ip95cju199W9IvSXBfsWN5cuXAwC6dOmCPn36SMsMHDiwWVkdtm3bhtWrVzerx6W3Y8cO3HXXXfi3f/s3jBs3Dr/5zW+wcuVKYxtU/A499FB06dIFAPDmm28a2xAC6R1HAaaHBXzTzyc4spgebgDc+81UR/fghcjfN3zozZfuXekkZUyH1luS+1tHMx8P0XDLh7STKtohbIrPuqFtu2nMAGad2NpYI0rg/+EYi7DW2rVrAQC9evVSlunZs2ezsjp8+OGHTd9VNE30Pv/8c0ycOLFZ2o033ogrrrgC06ZNQ0VFRbM8Sht69OiBLVu2kNoQAkUdcZQh6gjlfvumTwH3GEx1bKGjY7u71eXrnAGV3NQ6ugikaDB9w4feTO2jHjdxFzNXqGhwdS2Cq7d83b81yej7mNDFCafQ8mETbCJltsewYoSQQ8emDgWceenrbqdpzFBssGo8uM7lkKitrW32qa+vV5bdtm0bgL1PMquQc9Rqa2uNvHP0dDRV9MrKyvB//s//wV/+8hesX78edXV1eOedd3DHHXegY8eOePLJJ3HxxRcjm23e677bEAJF7zjK7rtEJyD1PozsroppwfXl1EV3ieKOkWMIKAZC1k5d1DEKlSEzGURZf+n6UFUnCi5NKkx6i/LQ6S1Kj9oWnTwuixe1TWId2RwwySr2jy5fpKkrr+Inyqaat9HxTR3XYh1OX1BgslkcHibZOHZQ58RSnGzRCTL1t0o2sX+4Tr9Kb1xQTkls+ch0LdpgE23TBs40jwAEvePYs2dPVFVVNX2mTJlikiYR6NatGx555BEMHz4cPXr0QIcOHXD00UfjZz/7GV555RWUlpZi/vz5eP755/MtKhtF7ziKu1kxz3a3q3OIdDxFUCM3su8qOipjRTHIIi9T/+nkoCDqUMnaqdILN1+VZgtTBEgcH5QIFFVvOhqy8txxKC5QKj1TIoo6vejGFFVv3Ki6iW/uO8U5U80VjmxUx1flNOjKqGyCijYFOrun2xzZ0DPVl/U31enn8JfBNNap/a3bKIl0bDbmMsjWAR820Rbr169HTU1N00c89o2iU6dOAPbeK1Rh+/btAIDKykoj7xw9HU0OvRyOP/54nHvuuQCAefPmSXn6akMIFLXjyNmZyyZ4NE9mjG2cJG5Zk2HJQWWYVM6iLE/FhxoJMxkgqtyUXbYu38TbNkrDoU3VmwpcQ07lo1rwxAXKJKvKYeE6KNR5yalLbb+uz8SIok+o5iDVidTZKM6GQ6Y36maQOgdtdC6DygaLMI1dXzbY5JDK+oTqVHPGm0vfs8Z3wIhjZWVls09ZWZlSjEMOOQTAXmdThVxerqwOvXv3bvq+bt06Z3pRfO1rXwMAbNiwoVl6jo6KX7QOl6cvFLXjyI1GiNBNfpmTRF1sKQZINOSmnaeMj80OXEVHl0+FyfCr+OnaoNIbpw4loiSWU9Fz0VuUhs3iKpOHkxfN5yxEqjFlM/a4kWUZOP2sq0OlI9tAUflS+Zk2aaa5Kpbjjkddmk43HL1RZaDaEVOeTm86G0yBSkabqKwuX2crdHyojngTSgN9mBgwYAAAYPPmzcoHR5YuXQoAzd7xqEJlZWXTf4TJ1XOhF8XmzZsBNI9qRumo+K1ZswZbtmwB8FV740ZRO45RUBdCUx0fcKGrMxSmiB6VPpW2LS9qlCVXVjRwnDo+EUpvFF4hx6pN1IsSreDqTUcvtxlw1WvocSHKSI2ocnjIfnMdM5uolg1Nk95cHUoX6PRmAtUGm/TGAddRdolgJxU9evTAoEGDAAAzZsxokb9w4UKsX78eZWVlOOuss0g0L7zwQiW97du3Nx01X3TRRWQ5d+zY0VTv+OOPb5Z31llnoV27dli3bh0WLVrUom5OjsGDB6N79+5knj6ROo77EF28oouealGTRa2iyErKyNJUvMV0SpqMJgcqOtQ+4H6n8FCliXWjhp2iN100QaU3WZ6qvqys2E5dX3D6Idd2U9+aZDWlqfhw5ZXRBNR6M43BHERHVFz4OU6abjyIsuh0KuaJ/WfaMJgWfZ0M0b+68QFFno6vSkaK3sQxLtOb7DtHJlGuaDlKP+j0RukzbjSaamdNMnDsLmV+mGg0ISEvAAf2/rs+ALjrrruwbNmypvTNmzdj7NixAIDrrrsOVVVVTXlz587FUUcdhWHDhrWgN378eHTs2BELFizAo48+2pTe0NCAsWPHYuvWrRg0aBCGDx/erN4jjzwiPTJfu3Ytzj//fHz88cfYb7/98K//+q/N8jt37owf/vCHAICxY8c2RSYBYNmyZbj77rsBAD/96U9pHRIAsTqOo0ePRiaT0X6+/PJLad033ngDI0aMQNeuXdG+fXv06dMH48aNw6ZNm7zIFl28KEc8lKiVrIwqTfddl5aBXA5fxx2yIxlVnqkdrjxkyCrKmOiZdKCjZ+pbXZ9Q6OiOnXTpVHrcMSbSoYwtl/nB4a2T30YemdNpsgmUfqG0gQOdDLbycfhS8lVtzgofVV0bnpRy1PGb+2vqT6rTzeUDTZ5pnsjyTHJR7VrSccEFF+D666/H9u3bMXjwYJx55pm45JJLcNhhh+Htt9/GkCFDcMcddzSrU1NTg5UrV+KDDz5oQa979+6YPn06SktLMWbMGAwePBiXXXYZjjjiCPzhD39A165dMWPGjBb/p/rBBx9E7969ceyxx+Liiy/G5ZdfjsGDB+NrX/saXn75Zey///54/vnnm/1LwRwmT56ME088Ef/85z9x+OGH45JLLsGZZ56JwYMHY/v27bjxxhvz9n+qgTy9AHzIkCFN9wZElJa2vNgwa9YsXH755dizZw8GDRqEPn36YOnSpbj//vsxc+ZMLFy4UEmvkOCygLjSSZF/FKKRBgpLVhNc29Ka+qIY4csGFx1K4d+bcHih+NSpUzFkyBA88MADeP3117F792707dsXEyZMwA033IB27dqx6I0YMQKHHnooJk+ejNdeew3Lly9Ht27dcO2112LSpEno2rVrizrXX389/vKXv+Cf//wn/vrXv6K2thYVFRX4+te/jrPOOgtjx47FgQceKOXXsWNH/PWvf8U999yDp556Ci+++CLatWuHE088Eddddx1GjBhh1S++kMmKb58MiNGjR+Pxxx/H73//e4wePZpUZ+PGjTj88MNRV1eHhx9+uOmfjDc0NGD06NF48sknMWjQICxevLiFx69CbW0tqqqqcHPNjSirVD+hFY3myY7EdBDryupw023gixaHjq/22squOubKl9586pOKOMYQJZ07bmBZl8KfS49aXhaltEUcY8XEg9sekZ6MPqVdlHou48mWpyt82mAQaXH7m/K9vrYev6y6BzU1NU2vgcmtpTWPAZUdCYIxUFsHVF2NZvxSJAOJv+P4m9/8BnV1dTjttNOanEZgb2Ry2rRpqKqqwpIlSzB//nzvvFXHKzZ1gZZHGipaPo2WzXFKDlSny7VdIfpBPALKp95c2kG+YySUCzGGRBko/cOVw0fU1fa4TkdHhNgPMueDCxe9mcYJRW/RfJUcsrt1quNXMc3UJ5TTE07/UPQSx4mNrr+5eqP0Y5SnSEelN9130lhO0B3HFOGReMdx7ty5AICRI0e2yKuoqMB5550HAJgzZ06scuUTNouSaSHg1LEtR4VN+6JoTUdHKoPuQ28UWhTaLpsTE+2kwiRrHEeeFCeAm2ZCVvhrUzef8BmF98E71VuKQkRefPr/9//+H95++21s27YN+++/P44//nicddZZLV7suW3bNqxevRoAMHDgQCmtgQMH4g9/+AOWL1/OlsNlobM5QnE9ghPp2EDknUSj4ONIi1PXVZ58QNd+bhtd25fjZ9P/oY8F83FNQIROhnzqTYaQ1y2o/eCbvo8rDyJ82mAfCDnOSbQt37topJkikciL4/jEE0+0SOvWrRt+97vf4YwzzmhK+/DDD5u+9+rVS0qrZ8+eAKB82ScA1NfXN/vH6Ll/DO7Tecu3wbfhbeOAJWEhdtmF51t2H5DpwLQZCKk3l7Ef6lgwFH0b6GRI2iYuhKNEoRGSvo8rDz4Rgm7IsUOiHeJoOT2qTixiParu378/pk6dihUrVqC2thaffvop5s+fj29961v4+OOPcd555+Gvf/1rU/lt27Y1fS8vL5fSrKioAPCVMyjDlClTmv2T9JyzGUUm8ommiWVkUJUT6XHp+ILsfgvQ8v4KJ2qq40OVh1JX1Yeyeqp2cviZeHJp2ZQz1ZfpTfY3Ch8LC7dPqPrQlRPbSZHBRUcm2i71TbL7nP+6/ufQUP3mzh9VXV96o9pqDh2feqHSMtk7Kh+bfJs7mCmKE7E6jjfccAOuv/569OvXD506dcKBBx6I008/HQsXLsT555+P3bt3Y/z48d75Tpw4sdk/SZe9lDMb+UTTxDIyqMqpju9C7up1dG3u2NjwsSmn6xNuxIaiNxNNjo5CRDtNzp+u3XFHSlR9IsqTEX6L9WXpYjspMrjoyETbBJ3eTLL71Jus/21oAHK9ceePaeyqaIonJDqeut9UUOyJC13KxjzkWOVGfcnrQ/pwTFEhEQ/HZDIZ/PznPwcAvPXWW02OXfR/OO7YsUNad/v27QCgfVy/rKysxT9KbyEDV2ZCPiWCYsODEonxvTt0aQunndy2cKMClPKh9Cbm6drqy4nwFcUz5VPGu+oInQPbyLQNL05dld5CRWlc2su1XT4dWs74E8GVI84+8gkf89EXz2h+GnFMkUMiHEcA+NrXvtb0fcOGDQCA3r17N6WtW7dOWi/nZB5yyCFWfG0Xah87R9NCqluETJGYOO6O6XajHCOja0tGQjtKnxsVoJT3rbdomazwXaU3X4uASxTPBIredH0hk4/DU0w39Z1tO1VjUEZb5O0ardS1xTa6pKtn0ptJLhN048+3YxKij6gOtUtbXPRmksF2bhj7sgRfPSDj65MY7ySFiMSoJvr/GHORxsrKyqb/CLN06VJpvVz6cccdZ8U31LGeipePo4Q4ZbYF+YiDQYeSHgKuepOV8UEvRN24ZAipv9CbplC8TUeFcYC7AcsH73yCc+QcJ6hjpxD6OEXykRjH8emnnwaw11k88sgjm9IvvPBCAMCMGTNa1Nm+fTvmzZsHALjooouc+IcMw1OOOSn84z4q4OxYqfV917HtE25/u/aFDXzS9zW+XMavD/jgE/LIz0d9G36h21QMyIcNbjVjMb3jWFSIzXF888038cILL2DPnj3N0hsbG/HYY4/h1ltvBbD3/zu2bdu2KX/8+PHo2LEjFixYgEcffbQpvaGhAWPHjsXWrVsxaNAgDB8+3Ek+m/tX1Pt13GiUD/gwGK47Vpvja99XBmSgHD1SaFN5c5xO8SiMc7dSRotzJOxyPEeh72MjweGjcqioR34ux7EuGw0uX4q8LvbFxrlx0bXNmA9l7+KQIZTeTPXTzUQKW8Tm03/44Ye48MIL0blzZxx33HHo2rUrtm7dihUrVjTdX7z88svx7//+783qde/eHdOnT8fll1+OMWPG4LHHHsMhhxyCJUuWYM2aNejatStmzJhB/j/VHFAdh3weZYXgEwpJkclGjriOIFV3Hm1kSMKRtSsdlzqu/PJ17Bz3+HSl7etIVKa3fB6dy2hTrhLZ0o4bXnmn73EsKsQWcezfvz/Gjx+Pfv364b333sOcOXPw8ssvAwAuueQS/OlPf8KMGTPQpk3L0TJixAgsXrwYF110EdasWYO5c+eioaEB1157Ld56662me5C+EfJYNh9HnyZQI6iudWzKtxZw+ysaNUviMTF3rCRZ7zrZuNEwit5CwsRflacqm6+2cI6PKfozlXeJ8PtABrR5ItMbtf1B4PvBmBD/iSaFN8Tm0/fp0wf/9V//ZV3/m9/8JmbPnu1RIjNCRviSeHHZJYKar2hYoYHbX5RoR1x96fvqQtLAfTCNGn3KR7tN/FXj0KTjJDz0oSrD1UfS2srhSdGbDd0UKShIg8ExQHWnjnrXzoUnh4fsLpstHVNZX2VCIh/t0PU3ZxzZ6I2LfIxrKkwyiPk2/R39C/D6O599J97jDDG/bcvHQVvW/pCw0bVKR0DLsce1CVSwyqdH1UWFxDxV3ZrhK1LEOW6wvW+T+4h0QkaWVO3Kt/PhyyH0FcHljCPbSDAH+Y6AqsB1GiH8zkjSVGVzv10iyZR0n4h7fodyGrmyuEbMAb9HvjYRUlFfNjZBBu5DZCmKG6lPvw++d56+dvXROrJdsmkXTYmYiHV8Q9cWlYxiXdt8KnR9ouLB7VuO3iiyUmR0gS8ZdWmc+tRypkiiri2u+ueCKoMNHU6+C21qWROdOMYGh48MIW1wPuE8dkrh35tI7zgmFkUfccwovpvyKPRyoO7qZUfFpsWX4ohlIn9tnDeVnNS+4ywIInSLkKkuJV2MLpn61jQOdE5+bqEw8TNBVUemFxDzKX3PWeQ4jraqvkzHKr2Z5KCOLZPeRHl8QNcmqs1Q9a0456myRMGN6vmMytnII9olqq1QlZeVCWGDKfLpZOK0U0cnRQoTij7iqJvALou6zS6SUseFrq+dLcVQ2uz0uQuUShbgK+OsomnbJ67lQ0UXKGOVOtY59Vyhc051fZcEvfnoD5c2meqEskG2NOKSxzReXfsstA321U+x0knvOBYVij7iGEVr2G2FaoMpmpU0JOH4h4PQ/doa9JbENoScb9FPKB6cdFNeEmHTRld+ofTmYoMLTW8pko3UpxdAOdaxvcejynO5FySCUtbmXk3SHTHKvTAx3df9MR91kt6/ocDRm6mcib5Nvgm5o1nf+otjPPiKyNnYNVdQbSa1jb5k9TUudbR9RRK96ifEexfTO46JReo4RsA9jvaV5/u4yQTXhTKJ4BzVmsqZ6oWqExJJkyeHkHqjlI3TWWit8Hk07crTlm/cOkzCmPEqQ3pUXVRIj6o14BxzqC5kUx4gUZXnQkZPVYZL01SXSpdCT1WGcmndJZ8igytt3dhxGQe6vvRxTEWRUdZnIn/OQyZcfbk+HOB7fOvyTXq2OfKkPvRBHc8qfZr4UuWQ/Rbrc+aeia6pri/9m/RGHQM2vDl5nHXClx1J0TpQ1D69aSJwdtKqyEn0KEt1TKqLunCOEyhHGeLRGueY3HaXn6NDpWdKl8lM6SdupMqkNx1tVR/r0qh9LZMjRNRHpjcdT1O/cPTGPUaz4W2iodObSb8mHtyjVJEPtY4sj0KbYqtk4MrIsaUmmhQ76qo3qiymMlTepv6k0rG1tdHf2ralr+MpKhR1xFE0jiJsd4JiushHt/vT1eXIodu1UxaRXJ7NLlzFL0dP1lbV7tvkaGQkaSZQo1OU8WGrN1XfqqInOtlUNFR1qZEDld5EWqb2ZyRpuXTdwsWJbqkiR9xICxVR+VTjJMqHEg1Tya3qP1NdXTRNLJOVpFH4ivk6venGNqVPONDZE53dUvUBVRaTDkU5TH1hmgfUeSKDWNc0Vl3nTIrWg6KOOAJfLV6UCJysnsyRMUXwVI4AxVGlRgypu3ZZfWpd2yiXzGDpInIy2j70JqOjqwPI+8bWoJr0JuNDaa9Jf9QxZKJtklFXRzV/qFDpTfVbpTcub040TMVHZwPE8uJ3HV0ZfZPzJ2sPNQpHhaz9OjlMdEx6k81Xit7EzYBKb6r5o5tTJj3J+JvqUvMpoNhgLc304ZiiQlFHHAF3p0lV37TbVNG0cdSocNkx+qob7TfdAsWJcnDAWRypbQ6hN5s+4ehINc5V4zbXRtlYNs0Z24iFrg98ODU+xxg1OiejrbMP4nddnkgj+qHaoCh0elNFMFWy2MLFNtjYLJcxQVk7THrQ2RIfET8Vfx/OZ4riQdFHHKOQ7WR1u1xdWlb4DkVarg5Ao2+io9sFq3bRXFCiqqZyHNqcCIOY5kJP1286qHhCki6Wp/KhtslE22Y8uMyFKB8KHZsoq6msCqrIkUifGy2Vye8r4kpNV+Xp5NDJZ3IOqfJxx5EMqjFjaqvKBlNOM1R0TPJF67nYSqp982Hvc3S0SJ+qLiqkqolAZyCpOzLTJOXs7Ki7Wx1vk4Gngmp8KDJQ+VD4mer4pkcBt74Pw04ZQy5ycfhE03SLK9chcdWBCIozSx1bXGffZm6oaPlI5zprJtjYNFU+d7PDbauYxqVngopeqPHjw57oaKZIkTqOKVKkCIYkLziuG4TWjCT3Q5JlK1qkEceiQqoaCWyORql1fYBynyqUjCGOon3L5VImJDgy+u4L12PSUH2Xb53IoDsu59a15Wt75GwL13ntws8m34W2D3CvF8nqu85zDr/g9FLHsahQ9A/HiKBMHO7xXpS2D1COkGxlpPCm0FG1NQ65fNP3qTdqGd994XpMGmpch1zgbeWiHlVS6try9XWFwDdvF0T1EcppNNH2Bc71C1V9TnkTHRlsxr+Mni/7l6L1IPXpBah2gT52dqYIQojdp68dKeUhixxc7kb5gq8+hYf6gH7RDBEhCRmV8nXhXsfDlEZBKL35eLhBx893fwJmu+Zzvqhoc5yqkHKY+gGSfB/8fdKRtSkKHzaYo7dsCZD1/PqcbBrWSixS1XiA644s5O6Tc8RGLafiE8Jh9BU1yjd0/ePqzKn4ZYRyOmefAs449am3kPxMkOlNtVD74mdqiyxfNw50ehPzfM4bCk1fetPRicphOglxsWE2pyyu80SU26cNTpoNTZEcpBFHCbiLF8c5S+pkNMkVYmGhICnRwkLUmykqGLJNhTZOksSPOhc5dZIKldzc9nCPiEMgdFQ8yTpuaLP345tmimQijTjuQ+h7HJxL01R6rjSSApe2cKIvNvChN1edctvj0v44IkCheftCCL3ZjJNQ/SJGpONAEsamL942tskHQugtX21JUZhIffp9CL2bi3NHnOSdqQwu0dzQ0RcfenOlESr64ruuKx1fd7J8IYTebMZJqPlsikiH5pkDVW/5tGv5GM8UunHNV1N+GnEsLqQRxwJFoTmHKVKERjonChOFqrdClTtFClekPv0+cN+/FZKHDU1f70Vzfao17v6hyutLrsS8N60VImTf+pofKcIjLnvjC0lbO/KxRu0pzWBPqd8D7T2lPh/1SeETacRxH5JwudoG1IdWXNoX1wVuX8dBIY+vfes/aeMpnwjZt77mR4rwKLQHRuJYO5Jsg1MUH9KIowNUuzPVu9PE6EdSI2w2MlDzuXkh35VHlcXE07Y/KO/VswGHHyXPpm4+x19IPjL9UMeoTR+nkVI7RG1w7rdsXlH6nFJHxj+ferHlb1uvoU0bNLTxG3FsaJMFsNsrzRR+kEYcHaC7zC5zOkRjVggRNqoM1PyoIafUC3kRnCInYH6i0LY/dO0NETWgttdHXd2GyhUhaZv4yPRDHaM2fRwyUurjDQ6uCEVbPORUzStKn1PqmGj4BKXPbPnb1msoLQ3yccHMmTNx8skno3PnzigvL0f//v3xi1/8Art32zmjb7zxBkaMGIGuXbuiffv26NOnD8aNG4dNmzZJy69btw4PP/wwLrroIvTu3RtlZWWoqKhA//79ceutt+Kzzz5T8spkMtrPZZddZtUGX8hks9mi27DW1taiqqoKN9fciLLKstj45uueXb53vzK4RGbiRiHJCriNj6Td4Q2FfMjqO3oYd6S3WOGjn1tD5Li+th6/rLoHNTU1qKysBPDVWvphTXtUVvrdBtTWZnFI1ZfN+FExfvx4TJ06FW3atMGpp56KiooKvPLKK9i6dSuGDh2K+fPno0OHDmR6s2bNwuWXX449e/Zg0KBB6NOnD5YuXYo1a9aga9euWLhwIQ477LBmdYYOHYpFixahTZs2GDBgAA499FBs2bIFixcvRm1tLQ444ADMnz8f3/jGN1rwy2T29uVVV10lleeEE07AD3/4Q3qHeEZ6VB0jfEWRokcuFIOTRIPEifbl+8jTJYqUD3Bl8hXVDaE3zqLN4el6HcAGvuepKlqWBCck5MMccT88Y+pnHzY4KXqzRSNK0eA5ftxo2RvPPfccpk6dioqKCrz66qs47rjjAACff/45Tj31VCxcuBCTJk3Cr371KxK9jRs34qqrrsKePXvw8MMPY8yYMQCAhoYGjB49Gk8++SRGjhyJxYsXNzl8AHDwwQfjv/7rv3DllVdi//33b0r/7LPPcOmll+Kvf/0rLr30UvzP//wPShXR1enTp1v1QWikR9UahDyiofJTpfk40rRB3MdWnAUiScgovrvQcUES9EYd3yY6Khl8OF4iTZs8VX5cY9T3nLGRm6N/UySOQpsqhy+9hbDBSbB1+Ry3vjB58mQAwIQJE5qcRgCorq7Ggw8+CAC4//77UVNTQ6L3m9/8BnV1dTjttNOanEYAKC0txbRp01BVVYUlS5Zg/vz5zeo988wzGD9+fDOnEQAOOOAA/OEPfwAAvP/++/j73//Ob2SekTqOGiRh9xf6/iLXKOTz7qTvunG1RXevk0MninzoTcWTE+WzrRuCDpWPjfMSl4wUhNCbDVzvcPpwYJI83qiI2wZT+O1BaZAPFx999BGWLFkCABg5cmSL/KFDh6Jnz56or6/Hiy++SKI5d+5cJb2Kigqcd955AIA5c+aQ5ezRoweqq6sBAOvXryfXSwpSxzEQCmWXFtKh4JYrlD6zhU+DH+fCFX2oK8kR0FCR3SRsIF3gU29woKWqR6VHjWJG81q7TeGA0heFHnFcvnw5AKBLly7o06ePtMzAgQObldVh27ZtWL16dbN6LvRy+Pzzz/HFF18AALp166Ysd88992Ds2LG49tprcffdd2PZsmVkHiFR1HccxeNE2QMC0XssUKRTHpyQ0eHckaHIIn6XyWEDXd/k5BBlkkElV+6vqk9E+VX9SpHLF32bO0kUuWTycGEaA7q+0kUcxHbrxrRImyKrjg6nnyhzWaynaz917lP0pusTnXwyXlG5EfltoqvrEyotiuzcOeNbbyrZbOay2C8yPer0Rh1bOv4yXr71pusfHRpQigbPcagGNLLrrF27FgDQq1cvZZmePXs2K6vDhx9+2PRdRZNDL4df/epXaGhoQLdu3fCtb31LWe6mm25q9nvChAk444wzMH36dHTt2pXMzzeKOuKoMgCqSSyWMUUpZDRlk1O1CEHxO0pb5UyKsph2krLvJscwKofYXg5ki4Ws70zyqIynTG8mJ0qsK+OpWwhkkPUXZ/zJeMj46Zy/3PcoX7EPVW2QjVuRvmp86GBa9FRjIfpdR0OlN7Gdunmv0o9J9mi56OKs4qOrF22nSiaZ/lR609kgrow6vclsm2hjRNo655KjN9nfKB2dDRbLqca2yrbK6KtkFNuls8EquW3GlkwOnd7ygdra2maf+vp6Zdlt27YBAMrLy5VlKioqmuiakKOno8mhBwALFixoejDn17/+Ndq1a9eizMiRI/Hcc8/hww8/xM6dO7Fq1Srcf//92H///fHnP/8Zp59+Or788ksSvxAoasdR5jSI0BlScfGn8FMZGYojypXPBFtjIiuro6NKE/lT26CSx+R0yNJUDpXIT7WoiDLIYKNXHR3doqr6LX6XtUU1llRjQkwzgeMkmGjKFnFRNpWjZtp06NJEGahtNzmVurLiZkOsq8o36U0lo07/po0KxYGMyqnSm0ouVRtN9ltMU/Uj1SlVycetK5PHZINV/EVQ9KaTWaY3FfZGHP1/gL0RvaqqqqbPlClTNJIkG2+//TZGjBiBhoYGjBs3Dpdffrm03FNPPYXzzz8fvXv3Rvv27XH44Yfj2muvxZIlS1BVVYW3334bDz30UMzSf4Widhx1BlL2O5pmu/uSGRldmlhXFxHKKPIpzp7OkKsMO9dZtXEwZPU5ToVI02ahUaVT9KYz+NEyOr1SZJA501S9uTrfMjoycPUmG8cUJ900TijOL0VvFIhRQpGvTG9Uh081r3WbUJON8VHHxjaq9GZqt4uOdDZYpTedDdbpTbeJi9ZRjRUbvUXhYyzrENJxXL9+PWpqapo+EydOVMrRqVMnAMCOHTuUZbZv3w4ApHdD5ujpaFLpvffeezjttNOwdetWfP/738fUqVON/EX06dMH3//+9wEA8+bNY9f3haJ2HEVQdoy5yc2ZyLaOVq6uaFx0hlW1M6REE0yQ7fhlcF10XQ2jandNcSqioDhaurq6SDJVbybZovVVMOmNw1u3CfGtN9l8tNk0UOmLeTZRSIo8lA0iNU03nlV9a7vpVYHar6b+pqZT06LwqTeVDabq2kb/XFA3rBSEdjpNqKysbPYpK1P/045DDjkEgP5J5VxerqwOvXv3bvq+bt06a3qrVq3Cqaeeik2bNmHUqFH47W9/2+ydjxx87WtfAwBs2LDBqr4PpI7jPnAmh25Hr6NtM0xMi6Us4qQqY8NbBdORl8vi5Nq3un7woTdKf+b0ptILRW+2sNUbl7bLJkRWJ/QCxXXMfS3q1H5yaT/1uNuVjwz5diwoyLfeVGU4euOAYut86i1kxJGDAQMGAAA2b96sfFhl6dKlANDsHY8qVFZWNv1HmFw9Lr33338fp5xyCj7++GN873vfw+9//3uUlNi7Xps3bwbQPBoaN1LH0RJJOy6w3V2GcCpd6NrWpdaJW2+h+sm1HuXY15Z26Doh4XI6QAUnuks9rs9nP/oeR0mFi96gSItjnOmuNrU29OjRA4MGDQIAzJgxo0X+woULsX79epSVleGss84i0bzwwguV9LZv3950ZHzRRRe1yP/ggw9wyimnYOPGjfje976Hxx9/3MlpbGxsxLPPPgsAOP74463puCJ1HIsE1B1vsaNQ+sNH5DBpTlsSkKQ+kekoiXpLmjz5hkpH+eon3ydRMjQEePm3TcQRAG699VYAwF133dXsvYebN2/G2LFjAQDXXXcdqqqqmvLmzp2Lo446CsOGDWtBb/z48ejYsSMWLFiARx999Ks2NzRg7Nix2Lp1KwYNGoThw4c3q7d27Vqccsop+Oijj3DllVeSncannnoKK1eubJG+adMmXHHFFXjzzTfRtm1bjBs3zkgrFIr6PY5RhIg0qI67uMeTVDo25cRdab6Mmy1/8eECV/l1x8tcflR5bMrp9ObK19f49F3fRS++xwlHNt80QsgfB20Tv7h5+4Ctzny31df4gwc6+cYFF1yA66+/Hvfeey8GDx6MYcOGoby8HC+//DK2bt2KIUOG4I477mhWp6amBitXrpS+4qZ79+6YPn06Lr/8cowZMwaPPfYYDjnkECxZsgRr1qxB165dMWPGjBZ3Fi+++OKm6CYA/Ou//qtU3muuuQZDhw5t+j1z5kx873vfw+GHH46jjz4a5eXlWLduHd58801s374dHTt2xPTp05vuOuYDqeO4DxTjxZ2cqjsy3IlJ3TGq2kAp5+JA+HBAcg6bSx9z9Ma5E6rSG/UYOvqQjC4SYZKTqjfqQuwrEmFytin1VRDbSuFjaj/lWkdW8lcll4ymzFEwyebrukUoXXBgI0McDqTNpgiaOrY6o9pLqrw+1qzcWLdBA9ok4gXgOUydOhVDhgzBAw88gNdffx27d+9G3759MWHCBNxwww3SdyfqMGLECBx66KGYPHkyXnvtNSxfvhzdunXDtddei0mTJklfxr1lyxYAQH19fdP/ppbh5JNPbuY4XnXVVejUqRPefPNNLFq0CFu3bkWHDh1w2GGHYdiwYbj22muV/xUnLmSy2WyhbzDYqK2tRVVVFW6uuRFlleontFKkSJEiRYoUQH1tPX5ZdQ9qamqaXj2TW0v/u6YPKir9Oo7baxsxuGptM34pkoE04ijA95FTPo9+4iqfpAhBofLNh95CIu45kNRjznz2Q1xXCFzoxsHDtX6h6S0UdNHIBpRY30lU00yRVKSOowAfE5ZyfBoKvo7BOeVDtjFfBrQY9BYScc+BJC60QH77wZVfKHnj6BOfbS80vYWCTi7b1+fokDqOyUVRP1Ud9xO0SXxit1BkyhjyffGjvkYj30hlSmYfpEiRIkVrR2yO44cffohMJkP6/O1vf2uqd/vttxvLv/fee1YyyS6vJwUZ4S+1PBfR4xGRDlcGHTg0TFFN33rj7PapTm3cegsFV72FBEdXSZvfcYDT5tDjlQMVj2LRIceeJEVvvl/Fk/ukSCZiO6quqKjAVVddpcx/9913sWTJEnTq1Anf/OY3W+T3798f3/jGN6R1o+9jskXSjtN0T8260qby48pAoe8bSThGcumzpB4nxkU/JArh+C8kbOyNT5q28PW0f6GCY0+SpLcUxYPYHMfq6mpMnz5dmZ97i/tll12G8vLyFvkXXHABbr/9dq8yhdqFmV6/onvFA+XVNj5ef8OFibbrq3s4dUJfHvf9yg4Tbd/tcXlwxmZsmeqY5kO+wJHH1H4waKno+X7gydcDIoWoN19lQtQ10bBZN3zJZItGtPF+x7GxaGLMhYdEPBzz0Ucf4S9/+QsA4Oqrr46Nb+gomM0ukVInHztyE22qMbORUayTtCiba2THd3tc5Fc5kC5j1mfk2id8ReR8jGkbOrZzkku/EPXmq0yIuiYatvY9aXpK0XqRCMdx+vTpaGxsRL9+/XDCCSfEylsWbTFFYKL7IFldoCUdFa0oPdXuniqXCiF31qY26toC0PrJFJ2R6UMlq1iOEvlR/abqjUJTJmsc0RDT+BfLcaLlpjo6vdnOS0qfyvSmk9ElCiijS+HFaSuFh01U3ETXl46oc0eVJspjmpcyUPpLVsZVhyYeqro6mHhR57ysvgrpU9XFhcQ4joA+2rhs2TJMmDABW7ZsQVVVFQYMGIBzzz0XnTp1cuItc3JMkRZdmktkhkqba0hsjQ6Fj5hPLa9rM4Wmqc90vGVp4qJDkYczTmz7iYqormzHhq6+zfg21aHSoujNRE8lj4uMlPKmcaGSnzu2xHHLHW+ysqY+8W07VWlcfj5sA0dvqjKUvjDpzWYD6ao3Ds0UxYm8O46vvvoqVq9ejXbt2uHKK69Ulps3bx7mzZvXLK2qqgr33nsvRo0apeVRX1+P+vr6pt+1tbXW8nKiGpRyNrxl9WyjkTraut23ircujSqDbb4LbZvFhkqbWtcliuaKOCKcrrJSHUiXOeirLXFHjFU2AURalGizipbLXPelNxNtWd2QNpgKEx2TDfatN9txm0Yciwt5dxx/97vfAQDOO+88VFdXt8jv27cvJk+ejDPPPBO9e/cGsPcJ7Lvuugt//OMfcdVVV6G0tBRXXHGFkseUKVPw85//nC2bbLKajI5swlN32baLlvibYyx1hjAKqtNFoWfbJy6Lic7BMJXzAcoRFLVPonV9jCNXZ4kqQ7YR2PZxBts2ANlG0+EXDW0rstjvEKBdp6+42UaZZGmqBdtmvlAdHhNtrrNgc3JAzRPzqUetsjlNdX6p8sjaT+FHcaZ0bZKBs0FU0eHOPRudmxxVFcL85xifFjiFT+T1f1XX1taiW7duqKurw4svvogzzzyTVf/666/HfffdhwMOOAAbNmxQ/uNyWcSxZ8+eQf5XtW+HwweSKFNrQtL6N2ny5NC4G3j7yRK8+Vgp9nzph2b10Vl86+YGHHBsElvMQ1L1VmhIYj8mUSYudP+rel7NIJRX+o1D7ajdg3OrlqT/qzqByGvE8emnn0ZdXR169OiB73znO+z6t99+Ox588EF89tlnWLx4MU466SRpubKyMpSV6R1E3dGJrrzuNzT1RVpRyOTQ0ZLdz6NGIClyiXLIZNTJJcrIjcZQ8nxG2bh5UXqcozCd3rg7flEekY9MVpVMohyijFq5GoHGPfKshl0ZbNuQwcfLMtizU0WAjy+3ZtC4Sy5RpgTIlAKZjFtEyFQnmgYhXaVnXcSZK4+Ktklvpja4jOvod5l84neqfCZesnaYaOpssE4+qjwqGUxjgtMGjjy6srK1x4QQL+zeU/CudutFXh3H3DH16NGjUVLC/yc2Xbp0wYEHHoiPP/4YGzZscJKFepShyuMcW6hocY5UZPWpk50qm2sbbdpgm8dtkys/Cl2TwdbpzafJ9KU3ijO9dW0GH8wvwc4tEroNwLqFGaVjaYPtnwBvP1WC//1by1GfAdD1G1kcckoj2nTUy83Rm1iOmsbRA2fu6GhTdW3qCzHN5NCIx6W6tuucIpn8VDtpmquyNBltG1tuqkcdE6Y2cMaoTm8qmVLXLYUMeXMc3333XSxevBiZTAbf//73rWg0NDSgpqYGAJyfrvYFl4nma5ImebInWbZQsHXU8wHOYivL++KDDN54qARb3pdsX7J7o5E+HcdtGzN4a3oGGdm+MwP0v6oRB5+QRZuOLVvgsplpbeC2lbqBsjmiddVLEmxwXPDdt7ZoQBs0eHYn0odjkou8OY6PPfYYAOCUU07BoYceakXjhRdeQF1dHTKZDAYOHOgkj+sdFNPRtQ+63GNZkxzUS98uPHzUsT1WtgHnaMyFjgt86g0W9URk9wA7Ps1g51bgi7UZ1NfA61G0njnQUK/O3vEp8Pl7GZQfAJQfBJRV6Vsb9100zrUBU7qrHC40qUe0urIcHpT8ELqkXnUB7NpoI0+Ul6qMr7UoRQogT47j7t278eSTTwLQv7tx3bp1+Nvf/oZLLrkE7du3b5b33HPP4ZprrgEAXHHFFTjooIOcZHJePD3Tk9FxPTqh5NnIbePUhWyDC3xFM0I6H6H1xsWu7Rm8/VQJVv+5BDs3Azs2JWeJ2fD3DHZ8WoqKbll884eNOOSUrHYFjDviZDO2Q8jo0/5x5pDJsVTVM9GllLcBxQbHIQeVts9NvY5OY4DX8TQWXPy3eJAXx/GPf/wjNm3ahP322w8XXXSRstyWLVtw5ZVX4oc//CEGDBiAgw8+GDt37sS7776L999/H8DeiOW0adO8ykeN6HAiP7qythfPdcjX7pwTbfCRZirri46tbNR8Wzqx8822LNhQvzeq97//LzkOYw7bP85g+8dAp+7AURehpfwZ4a8AH9Fu18Xb91gOYW+4dU137ULxFfPz2bcm2WzLmWywrzopihd5cRxzD8WMHDmyRSQxip49e+KWW27BkiVLsHr1aixbtgy7du1CdXU1zjnnHIwcORLf/e53rR6sESGbOKrJJF78joITJYjSphocbsSLunt0MXbRelE6Ih+VW6GTz8YRjZal6k21gHB0bFpoKMdKPqIqnMUnR0On/6jedm3LYP2iDLau/Sp113Zg83vJcxqj2LUjg7ULSvDlF1/JWVqWxcEnZHFAv+YtFseCSm/cuWiCaazL5pbOTlAcJK6d4EBnC6hz0MYeceaQygbr6HDnL6cNVKdZ1j8UG2yiFwWnfpgXgKcubFKRF8dR/A8wKuy///646667gskRXepsjLvPuyuhdntcQ2biz3VEObSp8rhGNXVRBtv+pywmcZtB01i1cXy+/GLvuxjf/1NJswK7Pb2XMRTqa4F3ni7B/8z+Kq195yz+ZVIDDjg628wYiPqSbT7ihO1mwXVjawK1L7jjjLsxo4DjjNmAunkV5XG1QTpH17UfOXLsQUmA1/E0eqWXwh/y/p9j8gmdcyHLF9OoUR2OMxbH0ZgtfZtIli0NWXldxDAKqt7EtIzw3VZOSrqJhs3Rmdg/3A2Oslx2b6Txyy+AmvUZ1H0O1NcQCCYJWWB3nZiYwbaNGWz9MIO2HYEOXbIoaZfLCetMyerYjh+qU0SZ3zCUEWlyZeGMa5GHS/+Y4Mu2Usv53EzqTnd8beCTfZ6QIm4UteMowofTRKWpiprZOHy25bj1bPhTj39kcKmroqGDCy8fkRzOpkWW7iqDUm9ZYP2iDN5+sgR1nwOb3m4dy8juOuB/ZpXg46UZHPj1LAZc04jKXntbbduXPm0ElZ4vu+DDiXHd1Pnmpytjc68vtA22ge8+pfKIIszreOLsxRQcpI6jBKGOo0RDxd19c8r4gu5IhQJZ+8R0kTY1sqiDzz5SyRf9DY/8ZDxCQnlcFkncujaD9/9UUniRRg0adwOfvpXBp29lUF+bxdGXNjYP0zLgOk9sEGdU1IaOad7YlqXkU+Cir0KywSp6qjSuLlIUH1LHUQLKDs7VsNleRo97Evs8UqHS8WHIVXKHWJBsdEY9yopD36pFqb4mg41LM9jxCbBxSQYNuwMLkkds/xRY/acSfLYiiwOOyaL6a1mUlPIjTL705uP42WbcUZ0UmzuD1Miqr/uIpraEcBp9zFeqLbPhG8K+AaEejknvOCYVqeNoCdcjGVvj0hp3fnEckVHLUZx5H4Y3aUdeMj7bPwHeeKgEGxZlsLvO7/+XThq+WJ3B339Vinadsjj+R43Y/4gGZB3WQR/RMNdyNuOOulEMOS59b1JV9ELY4DhtmU0dSl+0xjUmhV8UtePo46aW7cMPPuiH2N36jnD5ajP1ASIb2D6UQqUZAiF0L+Y17gZ2bs5g+yet406jDg27gLrP9762Z9f2fEujR9KODn1Eu5LWJioKVW7Ab5QyjTgWF9xfgFjAEB0mVxoq6J56U5X1xVtHW3m3zSM49KhPAvrQW7SeiTZHxyGRifwNHdko1MUwNDLCX9v6LrA9XrXJ8wnq1QwOqOVleuPwUpV1tcEuCKE3Gc3UFqQQUdQRxyhkESeXBVr2xB7lKT7bHSBF7tBOoitcjmi4eqPw8k1PBo7c1GPEFOEg0wHHTnDnt0u0m2JvKDKZ5PE5HrnRfuq9P1k/cOSmyGVjg2X1qTrnbsoperPVZQNKvb/HMY04Jhep46gBZxLL6vqgR53cNgbR9Zg9auhEviGOd3WX3KMIETX1oTeT8Q555YFcvxH44oMMtnyQwdY1Gezc7MCoAJFtADavzGD1SyXosD9wQL8sOnTOenO8dGk2tHV1bMYtdYyGvOIiOnxchyoHF/styiGjbeLNhcnJNx31i3VNwQsuDx3S1/EUF1LHUUDoqFwoY2sDXw6sr52rrTGOow998PAlpysdXf3GPcAHfynB0mkl2LUNqPus9d9vjKJhN/D+n0qwflEGBx6Txb/8ewPad3ajyZ0ftk4mlbeP8nFGHV0i7TZOPbWuqbxv+87dvNjY5dRVS0FB6jgy4MsQ5Oi4RgJ8IB/Oq+/XY5joFMKDKvnmmd0D7Pkygz1f7n2a+os1GTQk/N8IBkEW+HIL8OWWDMo67X04aFctUNoui9IytAhvx6H7UPTzvXHNJ2xsMBeFqDf7iGNJgIdjGrzSS+EPqePIgO7ow/c9J5FuiGNgUyzJ9oiIK0cOLv2qu8/luw0iQjrBMoSIAdasy+C9OSWoWZfBx0szaGzF72ykYtvHGSz/bQlWv5RF73/Jou8ZjShtvzcvOi+TsJDL7tfZbKB0diLk0a8PcNrnKofNkS/1XiRFlz7kkSFuW5aiMFHUjqP4hB1l4pkmlsvFdps7hzpjE4Xp7gslT8w3GTXuwkWVWyaDig91obDRm49F3Xa8uGwcZHy2f5zBO0+X4JM3M8g2WjBohajbtPdfEpa0ATIlDThkWAal7fd2TFR3vrtKNQepmy7dXDTNb1kdKm1VGtV26tJMoM4jkxPmywbLaMh0aepbappJRt96ExHmdTx+6aXwh/R1PJLvprK+aFJ4mNJkhoralpyxE/NkaVTeqnocuUz5HGMbUm+6ctQ+s+Ur6sgUhTT2WRbINgLZBoYgRYBsI9DYsPdvizwP9GV6o84nEzhzVVeHw4dLx9UxotKk5rvYC47cJhl0NphDz6XvUzOQQoWijjj6Qj4mmC+eIQx3ivDgOuUpkolUb35QyDY4btohkEYciwtFHXGMIhP5Kx5hA/IID+WOIKUeh7cuzSQbRV5ZGqUPVLLrvnN5yJBRlDHR00XsODpS1ZeV1fWXKBtHf6q26viYaKZQQ+xvk07FPG602FYG1V8dHSpfSr6qzapxzrEZHJnEcpR+sO1PqgwyvlQ7q5KB2p8quah2LUWKNOK4D6a7L6p7H5Q61DRVFIl7NE1pgyxNdl+Hyocrgyxd1pe6Ozi6fLGfZO1RgaMjnUzRI6eM8Nsm0iurL+qLQrPQohlJg+q6AWXcZITvqnquspjyRN6yMWSajzrbFy0rtpliA3wd+0Z5UvWUkZSVpdnoTWWPZHpT2WBRFlWfqeykzlaodGXSdZgXgKcRx6QidRwjoCyyXMcmBGx4yAxfFDKjKOMTon0cQ0x1riiOrKlPqKAsnj74yOpT6XIcyxRm2M4D3aaHw8elrqo+dfPHoSGm+aKpg25zSdEbRQYTHZPtpNSl2jJu/1Dsv+67DGFeAJ7+55ikInUcNZBFBwD9JOLs1rjpFP4qWq6LHIeOynD77geKDDq9mXj6kjeOzYSJp3SxaAB2fJJB3efAF6uB3TtjEq7QkN37IvRNb2fQoQvQqTvQrvKrHvUROYzS4jqXKqjqUpweDm9KpJIyByj1OI6frB0UuWydS1U+1wbrnF4K7yhPahnbSGOK4kTqOGrgYsApjhMnGmALFwPA3SGLPFWyuKZTYBvhC6E3l3bYGHFquT1fZvA/c0rw3pwSfPkFULs+vcUkQ7YR+PD/ZfDFmlLsd0gWg8Y1osfgrHaMuc43LkzjxHT8GgVlrutsg4qmzYbYJbpG0Qu3/Tag6sVVbzKeIh2V3nTfKfzSh2OKC6njuA8+d1aqe2c+ome2NGyiDzY75BA7VB1N6rG0C81QizkFuuiDanEg660B+OIDYN1rmb2v4UmhxLaPMtj2EVD3GfDlF3YRJxVcTgVk9Km2xyYCaLshs4042kIVqeTQ931Vx6SDQtVbiuJDUT9VTT1+NtVV0dI5JhzYTnoK71C765A0ZX1N7VPKcY+vNvhwPim0AfW1ihTJhg+9+YyaqWyi65jKOUU6vq5zRCd7iDltC10/+NabK0x6yyH3Lwf9ftzck5kzZ+Lkk09G586dUV5ejv79++MXv/gFdu+2+7dYb7zxBkaMGIGuXbuiffv26NOnD8aNG4dNmzZp63366ae47rrr0KdPH5SVlaFr164YMWIEli1bpq23a9cu3H333ejfvz/Ky8vRuXNnnHzyyZg1a5aV/D5R1I6jywTzfYQSF0yLgclIJMEpcVkoW8PuWaYDk5OaBL0VK6iblCSMTdfTBxvaoen7PqVxRRyb60KhHQrjx4/HpZdeikWLFuH444/HGWecgXXr1uGWW27Bqaeeip07eRe6Z82ahcGDB2PWrFno3bs3zj//fJSUlOD+++/H17/+daxevVpab9WqVfj617+OBx54ACUlJbjgggvQu3dvzJo1CyeccALmzp0rrVdXV4dTTjkFEyZMwLp163DGGWfg+OOPx6JFizBixAj8+Mc/ZveJTxS14yhCF0WklOfUda1j4/SJcD06VfGO20nh8otbVhM/ri596i2FX6QOuroPuOlinss8D1EnaboOZdcotPbsex2P748NnnvuOUydOhUVFRVYvHgx/vKXv2D27Nl4//33ceyxx2LhwoWYNGkSmd7GjRtx1VVXYc+ePXj44Yfxj3/8A8888wxWrVqF733ve/j0008xcuRIZLPNrWw2m8Vll12GTZs24corr8SqVavwzDPP4B//+Acefvhh7NmzB6NGjcInn3zSguett96K119/Hcceeyzef/99zJ49G3/5y1/w3//936ioqMCvf/1r/PGPf7TqHx9IHccIxCMj6j0mUwTIBBk/m2Md0z0qCnzszlURr9xHBZ9HddTyvo+ebKKBPo8aU+QXlPtnHMTtOKnomOateFQqk1t17Cm7diGziVz75mqDdfQp91YpadS6FHDtmklGk96SismTJwMAJkyYgOOOO64pvbq6Gg8++CAA4P7770dNTQ2J3m9+8xvU1dXhtNNOw5gxY5rSS0tLMW3aNFRVVWHJkiWYP39+s3ovvfQSli9fjv322w8PPvggSku/coTHjBmDYcOGYfv27Zg6dWqzel988QWmTZsGAJg2bRqqq6ub8r75zW/illtuAQD853/+J0n+EEgdx33g3hExlZcZWzFNZ6wod4JMvER6LqC2RVU3G/moaOfazIn8ZghluOW5bZVdcKfQ5rbVBqa2pPADajTN1ybHRY+UkxTRvpmOmXVXd3R3lGXt4D7EIuOhoi0rI6tP0Rv3VMC3Debmi5AFKqh6E5F7j6PvDxcfffQRlixZAgAYOXJki/yhQ4eiZ8+eqK+vx4svvkiimTtOltGrqKjAeeedBwCYM2eOtN55552HioqKFnVz9MR6L774Inbt2oVevXphyJAhynr//d//jY0bN5La4Bup42gJSjRSZkw5u0LdnR2RjunOpevRNrctHEec2xYTDddyofQm5tm21afeUvgB5X6dT4fdtAkTeYt1bWj7AMV2heKlKmNKV0UzuXJTN5QueqPys6GtK9Po/cGYUjRaHFUvX74cANClSxf06dNHWmbgwIHNyuqwbdu2pvuLuXpUernfpnrvv/8+duzYQa536KGHokuXLgCAN99809iGEEgdx31o7Ytp3MehcfWnj6P1QkMhy17M8K031+PZFDT46lPqhtIXWstYqK2tbfapr69Xll27di0AoFevXsoyPXv2bFZWhw8//LDpu4qmip5Jlly9bDbbjA+lDT169JDyjAup47gPIY/vKEe6FP5xHzG6RilDX0635UGtZ9JbaH3EfcE9hR/E1dc5x4BzJJtCjXzY4NB6i0vv/l/F89ULxXv27Imqqqqmz5QpU5RybNu2DQBQXl6uLJM7Nq6trTW2K0dPR1NFzyRL9Pg6Wtd3G0IgfQH4PqiOfUwXoLOEcj6PWqkwyUSBa5RSdnTicszrozxVDgptKm8ZP5UM0XRxbHF1Gr231FqiD4UAlU2g6o+r5xw/XT0X/VPtIKeOjo7NmA9l7+KQIZTeTPV99FkcWL9+PSorK5t+l5WV5VGaFEDqOGpBdRyoTqfrROUY0yQahKTIZLug+eRHXSg4dyupPFL4hWx8uGy6knb9wsbW2NhEmT116TNfjpFMHqrOufTjhMvGV0TuBeA+kXsBeGVlZTPHUYdOnToBQLM7gyK2b9/eRJdKL0ezqqqKTK9Tp07YsmWLUpZcPbGu7zaEQFEfVYcM40cNjJgWEpSj8LiPy1XHvLb84rhWoNKbizycJ7k5ZZJ4zaGY4PMhidAIwZs6/kwOpm/Z4rhTals/CfOResWhkDaghxxyCIC9UUoVcnm5sjr07t276fu6detY9HK/TfUymUwzPqZ6ALBhwwYpz7hQ1I5jHBMi7kvPlEiWy7GITXtUC4Ytvzge6uH0kY9Ikkvf5+MqRAp75PNBiHzxbg1j1CX6r6qfzzZTbDBVvqS8AHzAgAEAgM2bNysfHFm6dCkANHvHowqVlZU47LDDmtWj0sv9NtU7/PDDm913NNVbs2YNtmzZAuCr9saNonYcQz18QIlKyXZ7KhpiWdl3WaQsWtdXW1Uyy2R0icTpopS+o5BcutTIoa5PTHpzAXX8pYgHGclHVU5WT1VGNrZkPGx1raPhcvKgs18u4LaZ0r+UPjXpzWRfKGODAgpfm1OLEDYqFHr06IFBgwYBAGbMmNEif+HChVi/fj3Kyspw1llnkWheeOGFSnrbt2/HvHnzAAAXXXSRtN4LL7wgPXbO0RPrnXXWWWjXrh3WrVuHRYsWKesNHjwY3bt3J7XBN4racXTd7amOM7NoOclk92Go99nEsrqdq8g7C/3OknvMKZM5d5zh846PLkrpGoWU6YZDlxo5lOlNdZ9LNmZ00JWlyJz06E5rQ1TPnPutXBshG8uUsSXL10XYuOM1SsM18qZyhLhtNvVv9DfFBqvomuyLSm9RUBw+ig1T9QvFpunKJOUF4MDef9cHAHfddReWLVvWlL5582aMHTsWAHDdddc1u684d+5cHHXUURg2bFgLeuPHj0fHjh2xYMECPProo1+1uaEBY8eOxdatWzFo0CAMHz68Wb0zzzwTAwYMwNatWzF27Fg0NDQ05T3yyCN4+eWXUVFRgR/96EfN6nXu3Bk//OEPAQBjx47F5s2bm/KWLVuGu+++GwDw05/+lNcxHpE+HLMPNnc5qOVztDk8dHWiab5o6+rbHGdE02xkFOva5ssgK6/rE19960pb5OFKJ0U80C281Pltgqv+beYYtT2UPFuEHPNUvXHtqaoORRZqum0dGSgyNkZen+MLNi8AB4ALLrgA119/Pe69914MHjwYw4YNQ3l5OV5++WVs3boVQ4YMwR133NGsTk1NDVauXIkvv/yyBb3u3btj+vTpuPzyyzFmzBg89thjOOSQQ7BkyRKsWbMGXbt2xYwZM5DJNHfJM5kM/u///b846aST8MQTT2DhwoUYNGgQ1q5di3/84x9o06YNnnjiCRx00EEteE6ePBn/+Mc/8Pe//x2HH344Tj31VOzYsQMvv/wydu/ejRtvvBHnnHOOVf/4QFFHHKMIadBsdtXUOrpdvM86XMgiATY8bJxWG/iKhlDpuOjAVcYUyQElQmRLh5Pvq66NIyOCEil0lcUnfNlg33A99s6hEG3L1KlT8cwzz+DEE0/E66+/jhdffBE9evTAXXfdhVdeeQUdOnRg0RsxYgQWL16Miy66CGvWrMHcuXPR0NCAa6+9Fm+99VbTPUgRRx55JP75z3/i2muvRUNDA+bOnYu1a9fioosuwuLFi5uOs0V07NgRf/3rXzFlyhQcfPDBePHFF/H3v/8dJ554Ip599ln8+te/ZveJT2Sy2Wwhjgsn1NbWoqqqCjfX3IiySvU7oUzRAF2aCSEiaXHDRzSEQsNHX8TVn/nSm01UdFdtBn+9rQRL7i9FtsFUKwUAdDk8i+9MbUDfMxub0lzmP8ee5NMmcHn7ipSGpOO7PwvBZstAlbu+th6/rLoHNTU1Ta+Bya2l19T8J9pVtvcq167aL/Hbqp8245ciGUgjjhGY7iVy0kwIFSEIdYFZdkHax87f5ZiGg7ijD1y46o3ifMvKlrYF2rQHStt5EKIVI1MKlLYHSsuATMRq2joLuohTzqEUH24IeSpgSs9q8mSIO1Kq25jK8kMdm/t60EUGl4dUuHeiU6TQIb3jKMA1AmaT5/NeUKj7UEk3LpT7RWJ6yPtjIfTmG6VlWfQ5PYuy/RpQ82EG7/8pg+0fp95jC2SAg0/I4pBTG1FxENC571fa4txT4yCO8eDr3lw+IqRUm0ltoy9ZuVF/G9q+AhU+9bMHpSjxfMfR5nU8KeJB6jjuQ/ToyOYYKQeZ85L7bjJicR112DhPSYVMfl9GUqa3uPsr5KJc2g7oc2ojDjkZWP96CTYuKcX2jx2JtkJkSoDuA7M4YXwjyjplUdLG7JzE/QBT6KsvuvohnDNTn3FtsEkGnd0OuTHIp/0N6eSmaN1IHcd9kC0CJoNFNaYuxy220U/u03quT/flC9RduExvNsdkvo7gVIhVbxkgs88JKmnT/Ag2RXNkSrMobQeUtNv72yaaHHLu+DryDVWfS8NHn8mcPk4/UWVwcaySZk9loMjYgFLr1+foaKZIJop6qQh9r0zHh8rb9glDU/RB/K5yPn3A990cl/4E4tcbhw4lehqtXwgLT2uCbCzr7gSG4B0COtomvqa+yCeiG6zoX/G7Dx4c+LL/Lm1Imq5SFA6KOuLoGhVSHYWIPMRol8hbdz8vyiejSJP91SFaThe5Eo2uio/pSCj6V0ZLVU+sk/utqkM9rtNFaVV8dMfWMp2q0qP1VDJR7m9xI44u4yXFV1CdTOh0LatP0TF1vot0ZfxMPGXj0URDNic4bQLkbaRAN19E2VXXCnR9o9ObSFenE93RuNgGGT8ZX5VcFDsT/c61mTpHsyHAexzTiGNyUdQRR4C+0xbLqQxNVviYHElAbsyiO+SoEZHVlckmg2ox0JVTleU4RjKHjOvw6BZkqjMoyibL1+lNrKNywEW5xWiHarEQ6YqwcfJk7VAtpClokOnGNG7EfFO/i+NK91dmP2RzJkrbBJ3jQrWZ0TSTQ02hJ7NfMudLtL+q+RaFyibL9Kaz3yq96dqg46eSzwTTBpxCN91UplChqCOOgH5iqHanKkcqCtmujhpVitJTOUMqOrYGhkqDUs7FYFGcal19kyzUfJXeTDRlelPpkkJHlaaLgFLlSWEH3Zw09a1pPqvKcGDiQZ3fsrq5MrINmKr91DlIsasc2qZ+5ThGurpU3XN4cGlR7Ydtm03tSyOOxYWidxyj0IX7TUcBYloWLQ2KLC1XB6AbNh0d0ZiJC4aPRUpnfDjOMZU29ThFluZCT9dvOugiLNyNgArUNplo59LadsiislcW9duAL7/IYOcWoiCtGKVlQPkBWbStADoeAOT+o5hubMkg638uDREUfVPydHLo5DM5KlT5uDZVBqoTK7ZVZYNlpwi6vjHpT2WDXWwl1b752pSYIsRJ+peDKcKDfVS9cuVK3HfffRg9ejSOPfZYtGnTBplMBnfeeaex7oIFC3DWWWehuroaHTp0wFFHHYWf/vSn2L59u7be6tWrMXr0aPTo0QNlZWXo0aMHRo8ejTVr1nDF14KyGxaPIqNpIg3qDpqyU6fSEb9TdqIUUI0PRQYqHwq/XL7uiBCQ681VBpUx5ehYLO9DPxzaubT9DgW+9ZNGDL+nAYef1YjStpaCtCJU9szihBsa8Z3fNOCoCxvRpv3e3pKNa1sHMqS+xXSKfaPSU8F0FO9r7on5Khsso2OanyqbaXt8rKJnO35UNHTlXFHke8gUAtgRx2nTpmHq1KlsRv/1X/+FG2+8EZlMBieddBK6du2K1157DZMnT8bs2bOxcOFCVFdXt6i3aNEiDB8+HHV1dejXrx+GDh2KFStW4PHHH8esWbOwYMECDB48mC1PFLL7O1TDZ9qJmaIMFEcmWi8qp2yXrfpNgS7yKaa78pMZem7/mHQVBaVNYr5JLop8poiK7DdXXo4Mqt8dOmfR81tZ7KkHPn0rg0y62UdZJXDw4Cx6fKtROSZlczMKWTplvkfL6eYfd7xQ2kGdE6KMonPKsasqelT+OpjsCvWEgGKDxTZQZdTxFdM5489En/tbhT0oRSZ9AXjRgB1xPOaYY/DjH/8YTz31FP7nf/4HV155pbHO8uXLcdNNN6G0tBR/+tOf8Oqrr+LZZ5/FBx98gGHDhmHlypX4t3/7txb16urqcOmll6Kurg4TJ07EihUr8PTTT2PFihWYOHEiduzYgUsvvRQ7d+7kNqMZdLtNGcSIgcx4RGmL3213mjleMmfV1mkTaZh247LFgMM/Wl/Hj0JXVV/HW6U3igxiGoeGyF9VJpcmG0c2mxmd3mT9UVIKdO2fxddHNeLICxtRcRB3+1HYyJQCBx2XxdevasSR5zWi/MCs9rjPNDc5Y1S1SMtsjC1f09xS2RdZXQotjp009ROVv+n0QffdJA/HBuvalBH+UvnK+Jh46crJ6pnyU6RgRxyvueaaZr9LSsy+55QpU5DNZvH9738fZ555ZlN6x44d8dhjj+HQQw/F7Nmz8d577+Goo45qyp8+fTo2btyII444osVR+J133onZs2dj1apVeOKJJ/CDH/yA2xTWUSM1X5dnEwXk8qCUcZGB6/RyeHMWWIoDZkOfEiW0BXeT4JOPyRHOIVMK9BnWiB4nZvH5/2TwyqZSbP/EQZgCQ2lboO93GjHouka07Qi0Lc+ydBHH3DLpNyRvX1A5wj5kiFt+G94+5rmP+r7oNaAUJekLwIsGwV/Hs2vXLvzpT38CAIwcObJFfu/evTFkyBAAwNy5c5vl5X5fdtllLRzUkpISfPe73wUAzJkzx0o27iQxHUv75ucLHLld2phRfPcBTnRT5J1PvYXsEwpPm8ptOgIdqrNov18WJcV21zEDtC0HOlZnUbav/SHHMiXdhWYhoFAiWiH0E3JsFfKYSJFsBHccV61ahbq6OgDAwIEDpWVy6cuXL2+WnvvNrecK2YSj3LVLKqiRNl1Z1dGKio+vxcDmnpApmkGt6wOhIzm6IzPTIpL0cZsUSCOzsO8/U7TKRLc16c2XQ0UtH0JvFBl8zH2K3HFHjnPIvY7H9ydFMhH8dTxr164FAOy3337o1KmTtEzPnj2blQWAbdu2YfPmzQCAXr16aet99tln2LFjB8rLy6Xl6uvrUV9f3/S7trZWKzP3KKhQdsw6UI/n425r0o5ykgbquAxxvFnMCNl3NldlClWXrke+3PL51JtrnULVcYrWh+CO47Zt2wBA6dQBQEVFBYDmDl2unq5url6urqrclClT8POf/1ya5+v+WpzgPg1ZKODcL6Q8dcnpD5v+89HnHBq+y5rKlFUBvf+lER26ZPDFmgw+eyeDxt1EAQoMHQ8Aun6jER2rgeqjsk3vbPQJV52EmOtxzBPf9ELNGQ4NF1vjA6H0ZtuWvXcc0xeAFwuK4gXgEydOxI033tj0u7a2tilaWYjOVnTxyFckMAQ4kRTqAyAuvEPUcaHhu6ypTMVBWQwc24jdO4G3nyzBFx+UYlcrdRy7HJ7Ft37SiP2PzKKsEsgEsIyuOgkx1+OYJyZ6Ia+ThJqjMhscJ5IWkU1fx1NcCO445o6nd+zYoSyTewF4ZWVli3q6utEXh0friigrK0NZWRlN4AJBa3AUUyQbJe2Ajl2zQCNQ0S2LDvtnkSnJYHcdWkfkMQO07bD3P8R0rM6i8uAsKnumMytuFGqPF6rcKVK4IrjjeMghhwAAtm7dim3btknvOa5fv75ZWWCv49ilSxds2bIF69atQ//+/ZX1qqurtUfhVFCOiWzSOPk+5PLFl1Pftxy+jn98vV4nX0fZiUAG6DE4i3+5rQHbP87g3WdL8Olbhf+IRtsOwJEXNKLXSVl0OjiL8q75lqglCmHcJW2cx32MHNfa4Htt8dk3jWiDBs/uRGNxHIgWJII/VX3kkUeiY8eOAIClS5dKy+TSjzvuuGbpud/celSIT51mhbQoqMeoqvt4UR4c2Ux1ogZShyiNEEu+KAf3yXQVTE8Dm572dnmQIITeXF4VpCvr8rQoBdVHZ9H/qkb0u6wR+x2SJDfBHqVlQM+hWQz4Pw04/OxGtO+ctXrK16bfo+NENya4405Vh/PUsa6O7il+G9quY9ZFHl+Q2WCT3ZG139fGXkbbl95SpABicBzbtWuHs88+GwAwY8aMFvn/+7//i9dffx0AcOGFFzbLy/1++umn0djY2CyvsbERzzzzDADgoosuspJNdieOu2NTpcscCIpzZZKH6pD5fjUE1fHU3VnSOeYiXd3i50tvJlmotGVyq/pLTFfpjWvoo3etvDs/Gex9WKQEaNsROLB/Fn2GNTZ9ep2URUW3ZDuTpWXAAcc0l7v3txtR2SPb1DZkzHozjR3u+JbpjbPJk9WRweaOm8umi0rbddToTmJMzpTsN6UMZZNK3cj7uq8p9q1oW1ycRErd9HU8xYXgjiMATJgwAZlMBr///e/x5z//uSm9rq4OV199NRoaGnDxxRc3+68xADB69Gh0794dq1atwqRJk5rlTZo0CatWrUKPHj0watQoZxltIluqhTq6GMiMiYvRlDlfMuNoa5ApEQeTk8qN3OryTMbPtIDr9EaVhRPN1eVz9OYSmVX1E7fvZfkdumRx3P9pxBn3NTR9Tp3SgB4nJttxbF+VRf/RzeUedncDeg7N7nWMJXV0kSTVuOT2scme2IwtX9E8kV4IOlTHWJWmamvUBgPqeUVxjmW/TXL5isLa9r1pk66rJyKNOKYQwb5EsGzZMowdO7bp9wcffAAAePjhh/HHP/6xKX3u3Lno1q0bgL1Hyb/+9a9x44034qyzzsK3v/1tHHjggXjttdfw8ccf48gjj8RDDz3UglfHjh3x7LPPYvjw4Zg8eTJeeOEFHHPMMVixYgVWrFiB8vJyzJw5Ex06dGA3XATVafG9C7eBip9t9I2zCLqk2cqkA7UvkuDWxKU3Dm8uStoBnXo0p7bzc6D8wL3/caVxD9CwyyNDR2Ta7P03gu0qgareWex/VFa6Ero41S7wNXdCRPNktH3TsRm3IdtKRVx68xXhdQEt4lgC309VN8QT10phAbbjWFtbi8WLF7dI37BhAzZs2ND0O/rCbQC44YYbcOyxx+LXv/41/vGPf2DHjh3o1asXJk6ciIkTJypfDj5kyBC89dZbuOOOO7BgwQLMnj0bBxxwAEaNGoXbbrsNffv25TYhb/Bp3HKOg0t0EY51Q0GM9oWSkUo76X2Ub7TtmMXh5zaiqncWm1dl8P68EtR9nm+p9uKgb2Rx2BmNKO8KHHB0814LObbyiSS0iyMDV96QtDnwZYNFeilSJB1sx/Hkk09GNms3vE877TScdtpp7HqHHXYYHn/8cSueLoh7IquOgXVpcRuauB25JCwQNhDvV7lcHUj6otSmA9B3eCMOPQ1YM78E6xdmUPd5Mg64Djx277soO1RnUVKKZtFGU3/o+szUn9S5HAK+54yN3NTrEjb9yJHFB7+4bHASbJ3tuN37zsX0PY7FgvR5dw2okS/biUw5bvRlIGxk9OXIUXfmrpFTrtGL+wgyJJ0QfUvVWyYDoM3ech32B7r2z6J9Z4kMjcD2T4DtGzPINrbMt0Hb8r1H0O0q5Pmd+2bRpgNQ0tYPvxxcj1hzyPeGh6LjpB1Vy2B7elCINjia7ntdsm1/A9og49md8P16nxT+kGqGiBAOT5z14qojqxtXdDSk0XdBkqJMNjQ5i3v117I4aVID9uxsWa5xTwZvP1WCN3+XQUN9y3wbVPXK4sSbGnBAP4mUmb3/SrBtuV3vFKrebHgnYZ64oJhsMFVvha7TFMlFUTuO4tNrsqPF6M4OinTVjlBVHmhelxzZMcgifpe1zQa6vsnJIcrEoWuKToryU8qr5PJFn6IvERS5ZPJwYRoDur6ijj/xb45G+/2yKNuvJW0AaNyVxbrXMigtA7INrCYpUVYFHNAvi+4nZI26pcxZ7lxWjRsVdPNEJ5+MF9C8/6l0dX1CpUWRndr3ofWWawu1/VRaQEudUNomo0sZNzJecepNh8YAr89pTI+qE4uidhxVOzfZd3HSRdNlk1JXXpVmMh4ceXWycGHLl0rX1N+6vjW1l6MHXX3KmDCB2g6f+uLwoo4/3biVfW9afEqBg0/I4oTrG9Dg6V8WVvYAKrrx5FG1k5pusgkiovZB18cym5L7y50DKrqqurI8il1T0THx8VU3lx7CBpv0JqOv0ht3zFF4yf5S66voqL672qQUrQtF7Tj6AnVSuUaSuPyKCSH7xJfeoigmHTY5kCVAz6GNOPgEIJs1xTBoyJRkUdrOC6lg8LWpihuFNEZDyEpx8lXphdR3PtAQ4OGY9AXgyUXqOO6Dy9FDCMdCBdNRFyT5nONIkZ6Mjoq/ri4HNjLaHrOGBuf4EoSyFD5cvdlcMzDJoCpQ0jb3oErWWEd3PGstA7Gsr/Fhsivc41wVbZu+CgXukTK3DjXNBTq9qfrWtF4ALXVl0ltcdjQOOilaD1LHcR8oRxHRNM5Rke+JxzXKHFl1fFzqcmBy3m34yI52TAuQD71RNyKu0OmYcoyVW7Bs5JEdp/ruu+hv6lh3GTscvVHlkaVRjwVVaaq4bRIjlTb9zbXLJlDHJUdvlDSqDTbNXc688jUGKHTSiGNxoahfzZ5B8wUz+ldWVlVXrC9+V0V/ZHVNvLOSNNOhn4k+pRyn/SZeJj4yXqoysvI6Hhk014tYPyvkq2TQ8VDJKS70Jn1w+FDKiTJFy4oONUcOWT+K5WV1KeNMRkvGLyN8cnLpaHH5RSE6AtTxYeonlUyqOqoxqpubOqjmFkdXsjIy/ajSKY6Kqb9V9sE0JnR9KMpnslMyuqZ+NJXTyU+1A9y1Q6a3FMWNoo44RqMkuh2uLF312ybyw+Vt4iMrqzM6FDm47afsqm34iGncPuXSt+Ehq2cTqeby4fS9bpG2aa+uzyjfuby5UVVVWVVEh9OnqnyqzlW8ojoy6Y3S/9xIG1VunW2xsW0U+IjucepyxrxMbyobTFlHdDLI8mTjSJbPWRNM/PegBNn0Xw4WDYracSwm6Haqtsa7NaJQ+sNVzkJoYz6QpH7hOg/5QhJlyid8O8muiEOevS/rTl8AXixIXfoIqEc6cYfsKccourI6iLtkFW8TX11aXPChN5/GlNNXnONmwKw3FV3K93yNb1N+PuYll6dPGWTHuqbvXPohQbUP+bAjPvqMcqztA9wxlo95kKK4UNQuvTgZXI6lqPxs6nKOUTjHUjIepnTbo0YKqP2jKpdUval46/TGPWKTyRhNCzl2qIjKo5JNBtt5adIb96hOVtflyNwkg83xPweyeqZxJANnPlLSfOhNVV6lNyo488gXKGOMM59kdXRpFJrpwzHFhaKOOMZ9dJAe6ejBdZbiQiHorRCONUMuriZ+Nvmh6oag4wtxbshs6blsipPW377gurF1oZOi+FDUEUcZVDsu0xNtrhMueqFatxM0ySfmU+tR5NPR19Xh8vIBU7tD8uSUtZWTG5UxRRd0csjyQvVr6HlG4Q8inxD9QaHD5RuH3vINm7knSweBju1cde17m/qc8eyCxgARx/RfDiYXRR1xlIF6bETN4/CVHTWIE98kn+pYg9ou1V0WE30RMiOXDwfO5FxR0qiQ6U1FW5TPJYoi40Ppe1kkRlcudOTGtDBGnZ9QkB1jmuaE+N0WVMdAxlfXJyH0lrQ7b5x26Wwht/85/HTOKocOFbJj+aTpLUVhoqgdx6Q9BCBDXBEW3/xcd9a6NFM/co+8Q1w2D30MRHUU4oTrfPKtN1+Iqz+TcHSeVH6tFSH7Mc6j6D0oDfLJN7Zt24Zbb70VRx55JDp06IDq6mqcffbZeOWVV6xpNjY24uGHH8YJJ5yATp06oVOnTjjhhBPwyCOPIJttqaHGxka8/vrruO222zB06FDsv//+aNu2Laqrq3H66afjqaeektYDgOnTpyOTyWg/f/7zn9ltKOqj6nwdo1LAPd5wfYBDdxzp6yie6xio0nzrjRORcTnypdKjIK6jR1e9hUR6RKuHj+NbF5q2cL1WU+jg2JMk6a21YdOmTTjppJOwatUqdOvWDeeeey4+/fRTvPTSS3jppZcwdepUjBs3jkWzoaEBl156KebMmYOOHTti2LBhAIAFCxbgBz/4ARYsWICnn34aJSVfxfTWrFmDIUOGAAC6dOmCgQMHonPnzlizZg0WLFjQVGf27Nlo166dlG/fvn0xdOhQad7BBx/MagNQ5I6jDKrFxubeoYm+Lk91bK1zWig8VLDZnbo4FdR7c66G0bfeXI58qTw4+dSxaqKj6hPKWOXy0PGjwOVINwRc2mDqE9d+1pWX2RsTPRdHnNoulc3j9oMNfM0dX+PaZNOo/Kj6tbXBDShF1rM7ke87jmPGjMGqVaswbNgwvPDCC+jYsSMA4MUXX8R5552H8ePH49vf/ja+/vWvk2ned999mDNnDg4++GC89tpr6NOnDwBg7dq1GDp0KGbOnIl/+Zd/wXXXXddUJ5PJ4NRTT8XNN9+M008/HaWlX/XLq6++irPPPht//OMfcdddd+G2226T8h06dCimT59u0QtyFPVRdRQy42RaeFSTWseD46hQ+Lk4KjLoeLgca2eE+qb+lqXp+oSyCOnqhNSbrhynD12cdFm+SR+5MtSxaJLBl4NN1VtcsBkb1HFpsjFcm8C1aSqnwVVvtmOZAt9jwpfeTPCpNxMP37QbUBrkky+8++67eP7551FaWorHHnusyWkEgLPOOgujR49GY2MjpkyZQqbZ2NiIu+++GwBw9913NzmNANCnT5+mvClTpqCxsbEpr2/fvnj55ZdxxhlnNHMaAeDb3/42JkyYAAB44okn+A21ROo4eoCvyEYIOj7hYsQ5zpdP/nHT9mXAffLlONU5+NSbiVcS6YZACAcsNAqlf0PazkLpgxT+MHfuXADAkCFD0Lt37xb5I0eOBADMmzcPu3fvJtH8+9//jk8++QRlZWW4+OKLW+RffPHFaNeuHTZu3IjFixeTZR0wYAAAYP369eQ6rkiPqiVQhesRSTcdB0GSLx4JyOhRjsp1soh0fB2fqOhF5ZBBV4fSz1w5ZTwAP32gSrfhYdK/r6NAyriSyaGqQ6UDQ7pKZhUNTn/aHDdyeMnK6vQmk800zynHhxDSVeNRxcNEW6TBhapdgFznrrZK5J2DajyZ5q1uTFFtPEfXJpq2/eMy3qO8dZHcvUfVred1PMuXLwcADBw4UJqfS9+xYwfef/99HH300WSa/fr1Q/v27Vvkd+jQAf369cPy5cuxfPlynHjiiSRZ33//fQBAt27dlGVWr16Nn/3sZ9i0aRMqKipwzDHH4LzzzkN1dTWJh4jUcZSAsuu0jfBEF2ZZHXHnLCuvk0Wk47oTt6VHOeKi9LMNqH3FoSdrj6xPdOV1cuj6mQqbcUDtHy4dUzqnLJUGte9s5q6ubFTX1DFv6kebecKVgUNbBMVxMbVLl+dqByg6No19l3mi4kOdozKa3P6RrR2qKyMqRHn7sM02qK2tbfa7rKwMZWVlQXmuXbsWANCrVy9pfmVlJSorK1FbW4u1a9eSHEcTTQDo2bMnli9f3lTWhLq6Otx7770AII1i5rBo0SIsWrSoWVr79u1x++2345ZbbiHxiiI9qmbCdH8mI/wVkTXkq8qb6mQU36kw0abyloGzM7bNN/Gg9olJb9Q6Nm2W0XEdb1T4akMoHhxQ+8Smv2XlZG1w6ROOLl3mrYwOVR6qXTLxo8pgqkulE9pO+oBKbpc+y8GkN9s2NDSWBvkAe52pqqqqpg/nXqEttm3bBgAoLy9XlqmoqADQ0rGNk+bYsWOxdu1adO/eHbfeemuL/IMOOgg//elPsXjxYnz22Weora3FkiVLMGrUKNTX12PChAmYPHkyiVcUacRRAt1uWnVUIDvi0x0ZUaJ14l/VzlG2i1S1gRIJpOapjlbENN0xnlhHdyRkE+EU5aHKANDbINJW/RXLiDxk9F2iZ1F+qjTdeDTpTTbmo3mQ5KnmjU5u2+iWil60nK6/TXOMKo8MVBsj/qboLUpH5RyoxjC1/ZQ0ShspfS+rq+OtG7MUHVLklpVT6U1Fn2OLOf1oqmOzvuUT69evR2VlZdNvU7TxJz/5CV544QU2n9/+9rfKV9YkEXfccQcef/xxtG/fHs8++yz233//FmXOOOMMnHHGGc3SBg4ciMcffxz9+/fHTTfdhP/4j//A1Vdfja5du5J5p46jBJQJozK80e9cB01V38YAUgyfK6i0dO0w0eTy8FFO158U51SnPxMdW/1w6FEdII6svucDx0lTgUKD0n4XGUy0qfzF3y7j3de8NTl/vseyqYwvfbnaEuqmIl+Omc3YM6FhTyka9/i9k5jdRy93LEzFxo0bsXLlSja/7du3N33v1KkTgL13GE3lqbL5pHnPPffgtttuQ1lZGebOndv0nkcOfvSjH2HKlCn4/PPPMX/+fFx55ZXkuulR9T7IQv6cYwmxPveYKPqRyUGRRaRhKk+VSyYnhY6sL1V1bI+AuEc1lPI2edzxI9ZR9bUPcPQmk0OkYTN+VLypfc2RnVtPxcsEVTRPZxs4euDIo6Jt0pupDS7jWiWHjAdHPgovkYeJps4Gc8Y9d/0wjQnbfuHKI8ok8vdli+LAk08+iWw2y/5EI3OHHHIIAGDdunVSHrW1tU3HybmyJphoAl89Ga2jed999+Gmm25Cu3btMHv27BYRRSpKS0tx+OGHAwA2bNjAqps6jvtg2j2ryut+c3aupigVNTJku1s3yRX9Td0xcyIAtrtf7u7ddbdtE31RGV2d3jjjxwRfehPp5KBrnyl6rpIlsy8vI5Qz6SbKMwN9vajcHL3J6ogyyMpx9MCNnqloZyV5Mj5iX5jskc6hUelNpKvKU+kFhnzqHDLpTdeHJnDXD9OY4OiNIo/OCdStPaa2N+xpE+STLxx33HEAgKVLl0rzc+nl5eU44ogjWDTfeecdfPnlly3yd+7ciXfeeadZWREPPPAArr/++ian8eyzzybxVmHz5s0AvoqGUpE6jp7hstj7dBSSiiTLFgpcpzafMDnG3DxXOULOJ9f81gRuW00OTaHqrdB07ktvrmjYU4KGPaWeP/lzTy644AIAe59GlkUIZ8yYAQA499xz0bZtWxLNE088EQcddBDq6+sxe/bsFvmzZ8/Grl270L17d5xwwgkt8h966CFcd911TU7jOeecw2hRSyxbtgyrVq0CABx//PGsuqnjyATn2ICbLpYJfTxAPYbgyOFyrOKDvw8aLvxcj5Y4POIYHy7lCul4SwWfY5d6bO7Cx3RMS6VTaKAe+9vQS4LeQly1SKFGv379cP7556OhoQFXX301du7c2ZT30ksvYfr06SgpKcHEiRNb1B01ahSOOuoo3H///c3SS0pKml59c8sttzR75c7atWub/gPMxIkTm/2vagB49NFHMXbsWJbTWFdXhwceeKDpae4o/va3vzW9vmfo0KFsxzF9OIYJ6tGHTTq3jCtCRMKiZXPHVq5t8dEXtm3wxcenPuOKiriOj3xHb6JH1bbwWd9HNM7Ex5VHvnUG2OnNd0Q8aXrjRFllNpgDmzoNe0qRCfRwTL7wyCOP4N1338WCBQvQt29fnHTSSdi0aRNeffVVZLNZTJ06Vfp/qtetW4eVK1fi888/b5E3btw4/O1vf8PcuXNxzDHH4LTTTgMALFiwAHV1dbjkkkswduzYZnXefPNN/OAHP0A2m8Whhx6KWbNmYdasWVKZo/+PeteuXbjuuutw0003YcCAAejVqxf27NmDVatWYcWKFQCAY489Fs8++yy7b1LHcR9Uk8V28Yne9ckKaSFkcjEQvuqKdHy02ySjq35U6aH15rvvXWTz1be+2ucik+leow18OKAcelQduYxRE3zrjZPnw7a51KPQs9GRiaYPqGwwB776v9Bx4IEHYunSpZgyZQpmz56N559/HuXl5fjOd76DH//4xxg2bBibZmlpKWbNmoVHH30Uv/3tb/Hyyy8D2BvhvPrqqzFmzBhkMs1jxlu3bkU2u1cD7733Ht577z0l/ajj2LFjR0yaNAlLly7Fe++9h3feeQc7d+5E586dcdppp2HEiBEYPXo02rVrx25HJpuTqIhQW1uLqqoq3FxzI8oq974TysYocPJdy3PoUJwiaPhTFySqoyCm+TREnLZQ0m1loI4N24WVU8YEU5+ZeOVTBg5vil5EGVS6cmmza3+5zEeOHNzx5zqWdTygqB9dUl0dHF823WaDbxpnnLEn1pHNGTDoqVBfW49fVt2DmpqaptfF5NbSzPsbkelEf2UOBdlttcge3r0ZvxTJQFHfcVQZoawmP5qmM2Im+HJaZHRUtKk7UV05U59R5PHldORoUWQU9ZaVpNnC1B6bfncpkxH+it9lfaYqJ8v3MXZNelPJwNEbRS+6sWmyCVRwHF1TfaqjZuNU+Rp/nHKqurp5qxq/lE0CtTwl31SOIqNKb1SbIasjG9O+1psUKYAiP6qmTmJVHZfdqKqMj128qZwtfQ5/FR8fx582Bp9inDPCdx/RC9sImW0kOdo/3AgDZexR+8bGwRSjJNQNkC7aTYWvqLhNPd249tXXlP6hRoGjNLmycCOhJntL7R8TfNlWajndRpsLVeRcRd92XOuQbWiDbINnd8I3vRTeUNQRRxGUCIgrTVMZX9EcHSiRDZt8VTlTBJBKyzVy44MXt+/ECBmXP6WuahFydQRM0WVZOVUZCmzHicxR1tHW0Yj+dolScWSgbvJ09Tn9ZJtPgSpSqOPhU2+qMi5tDxFllp0K2MKXcyjC5UQtRetG6tJLQI1s6epDUp+ykOuiTqKBtZUvRCSFEq2NljM5Zi6GynfdqEyUaK2uL7gRKZdNBTUyQilrigq5jPkoHRVtqnziQkwZb5Rol4/xz40Am+RR8dHJReXBtVUyOmKUWkyP0vCpt1w+DGV0dVV2N6k2WDZPXPpOpTcl9pTu/fhEnp+qTqFG6jhK4HoUoZtkpsXDNPFdjuNc4LJj57TJxVl31Zsu3+REmCJysqiYD3ldoZOH2iZZvoqOWJ96zGqCbPxQjp+pY4ErI9UhpfDW0eAec3PGv63TKMpI+c7dXFHyo1E9ji016U0nn8vG0FYuDl+XvtDSTx3HokJ6VG0JG8PmEj1yrZdk+GgTlYar3ji8ODQ5dUPAR5s45Vw3Cja8Q7XRd11Ofa7DTh3/Ppx5W/iibWqLzvmj0OXmUWFDw9d8tOWforhQ1BFH8R6OzwifTT1VhCAHaoSGQ9tEk3NMSKVNiQRR+fnoDxf+qvqu94MoOrGJKKnKyo4MXWi7gjIfuTq07RtOmTjshc92y8YyGLJweNmWd+lTSOqGsHdUeXzbbk6ZELI1oSED7DG53BY0UyQSRR1xpEwUH5FB2fCXpYkLdzTdNUKjom2iadtHOnlVkSCqmfDtvHAjDzL5TXrzIZPIwyWSKZaN6kslt24M+QZ33OkcdwpNyiYyWs7mOFElF6Weqiy1n3R8xc2CzYaXI4/IX0WLQlM3HqNtkemNw8t1I5irZzN/KHPRdSxybXCK4kZRRxxDwnSvjXt8oqLtclcsaUcSLvL4uFukKuPrHp4MHLldNw9JhC+9ce5c6uhS7xb63BCEArVvXWVyiaL50puOByR/ubx00TybOaxDPvVmTXPPvo9P+KaXwhuKOuIYhavTQqHHOTag1ikkZyIj/FXlcxBH+6k7d5uoRBL0Zup3H9EWFWwjdBQ6vqI7+UIG+jZw2hd3u6j3BH3pjRup9AmZU1mokTuTjU6RAkgjjl7gO9oUKrqVb/iItiYRheS8y5Dk8ebCu1D1kYMpopXqzZ2f7d0+SlQ6BO3QsLZlacSxqJBGHBnwtQuzuYAeageYj52lz4gjhU7oNiapD/NBN5TeCgFxyBzKkSjE/vYF14eAKChEvRXzmEhBRxpx3IeQ99hs6Jju/nDuNrrK4hsquX3dlYr7LmeUfsgnjyl3ZF1lCN1XuqdBCzFC6FNmk95s9Kqrozom5qT7kiVu+JDDlw3mIpR+nGinEceiQuo47kNSDFoOreluowy+nfCk9EMSIhhx94XLQwZJ0VsSEGLj6uthk1BOSSEjSbYn73ZnD4DdnhmnjmNiYXVUvXLlStx3330YPXo0jj32WLRp0waZTAZ33nmntHxjYyNef/113HbbbRg6dCj2339/tG3bFtXV1Tj99NPx1FNPIZuVD8/p06cjk8loP3/+859tmuENhXxUSX1VUIpkIe7j+BRhkOrNDwrZBsdNO0UKV1hFHKdNm4apU6eSy69ZswZDhgwBAHTp0gUDBw5E586dsWbNGixYsAALFizA008/jdmzZ6Ndu3ZSGn379sXQoUOleQcffDC/EZagHrGGPr7weWTlSjuEDK2JdxwI2bbW3nf5RNxXA1orUhucZzTs+/immSKRsHIcjznmGPz4xz/GgAEDcNxxx2Hy5Mn4wx/+oCyfyWRw6qmn4uabb8bpp5+O0tKv/gflq6++irPPPht//OMfcdddd+G2226T0hg6dCimT59uI65XUF4fkiWUo0D1rjDTC4qT5kT47BNbxMnb9100H3SoY0b2PaRcrR3UdsvKmR7gCHEnMgSNuOFj3Lr0reuDN4XY5ymKC1aO4zXXXNPsd0mJ/sS7b9++ePnll6V53/72tzFhwgRMmjQJTzzxhNJxjAMq4617+MH1BbY6qOjqeFDuKMneyyde9LZ9BYgNOJfMbQ16yEVWNwZ896u4KIl0uXfUXMevrc6484rL31afKn35erWK6JjnynDHhOvDfDLnhqsDil7FNF80dXCtT5HBhw02laOObZ/t020itUgfjikqJOJ1PAMGDAAArF+/Pq9yUIy36Xccd1NseIjOorhYZSV/47r/KPKmlNXly2RUGWAqXRNPUx6njSZeOr2poNKb6/i11ZlsHlH1QSln288qffma56LufOmNU1fF2/SbIoMpzRdNHcR2qzbNLjKY6JhsJ9Wpp9gybv/o2qfSVYiAQYrCRSKeqn7//fcBAN26dVOWWb16NX72s59h06ZNqKiowDHHHIPzzjsP1dXVcYlJAnVnbQOXIxjXOiF566I6Nv1ILR+3MeS0xff4iWvM5NBa9aaaB66RSRVCbWhUCGm34jqCVUXMbO1XFFQ6Lg6wymELeUVJF3Ek0U4jjkWFvDuOdXV1uPfeewEAF198sbLcokWLsGjRomZp7du3x+23345bbrklqIw2CGEgQ9CkGpyQBl8XNWtNO11OW6jOtm/4otla9WaKcBZau0NetRFpxt03IdqVT/3qnEgfJxkinUId0ynCI+9H1WPHjsXatWvRvXt33HrrrS3yDzroIPz0pz/F4sWL8dlnn6G2thZLlizBqFGjUF9fjwkTJmDy5MlaHvX19aitrW32EeHzCDYj/E0avZAIIaOOpi2/EDR1dJJ6hUFWP8njlkIrJD/XayI2+Tb0qTSpVwJc0Vr0FnoeF6LeAHwVcfT9SZFI5NVxvOOOO/D444+jffv2ePbZZ7H//vu3KHPGGWfgzjvvxPHHH4/q6mp06tQJAwcOxOOPP45f/epXAID/+I//wKeffqrkM2XKFFRVVTV9evbs2ZRnMg7cSWg6duUaIxUdG/nEhdxn1MqmXVR6Mhl9GXWZc+NbbyYdckHRm8244N6XpN7jykryVHWo0MmQNeSr0kLND9X4pcqhgqg3kafKeZLR192l8+H4qu7rqcqoZJO1SZaWVeSpoGu/qbyuX1X1VGVM/SS2yaRD1w0yRW8pig95cxzvuece3HbbbSgrK8PcuXOb3vPIwY9+9CNUV1ejvr4e8+fPV5abOHEiampqmj7Rh3C4l4Ipxk9WL5fGPY41HR3YHH9yHQQb2ib6JmeQeodIxo9iQDl9YdKbadHxfQRvOi7l0hePwKjlZe3n6lxFh8rb5ujYNDfjuDoh46dLV9Hg5Nu2y1UOTjmuPZbNzawkz3cbdHaZ0pfU/lbZLdlv3zaYQqMJDfAfbUzf45hY5OWO43333YebbroJ7dq1w+zZs3HGGWdY0SktLcXhhx+Ozz//HBs2bFCWKysrQ1lZmZGeGGGQRRxM+ZQ8Kn9uWR8RkigNDi1ThI0CW9lFfqaF0YesKtoyUKKPIXRpgzh5mvTGnV++x7/NOMmX3mwQSk5VH3DTxTxu3+bDBvsGx8kPZYNJtNKHY4oKsUccH3jgAVx//fVNTuPZZ5/tRG/z5s0AgE6dOjnLloVd1Iub56NOqGgIxQky1XNxAG3A5edDVp/8Qka2cnA5sjPBVlbf88v3+LcZJ4XiNPqEKSpmmy7muczzEHWSpmtuX1GPtpPWzhT5R6wRx4ceegjXXXddk9N4zjnnONFbtmwZVq1aBQA4/vjjfYgIgBbN0N0vUuWLaVyaHPmoeVyIsttEAaJ0orSyhnwbmjZ9bKpjqzcZjxBRC12k3DR2uOM5a8h3oUmlY6rLjfb6hE0Ey1dUWjcHuPNJR18ns0jHpW3ciJrtXKfMS67MSYpkRvUmS9PpUok04lhUiC3i+Oijj2Ls2LEsp7Gurg4PPPAAtm3b1iLvb3/7W9Pre4YOHersOEaNDCWaoSqnyxfTuDRV9VRp0Tzq7pIKqqMhq6dyaij5Mj66Oqo+1rU9lN4o8lFg0hs1gkMpHy1jozebOaIrx9GbTEZKHZ+QOdKmslQ5ZWmyExPOfMrlc+2QSW+mctw02zFr4iPrM2oUTpdmsjmcky4qKKdDsrR8zJMUhYVMNptlj4lly5Zh7NixTb8/+OADfP755+jRowcOPvjgpvS5c+eiW7duePPNN3Hcccchm83iqKOOwgknnKCkHf1/1Fu3bkXnzp1RVlaGAQMGoFevXtizZw9WrVqFFStWAACOPfZY/OUvf9G+PFxEbW0tqqqqcHPNjSirNN99TJGiNaOQ7uWl+Aqp3lLEifraevyy6h7U1NSgsrISwFdrKX5XA3Ss9Muwrhb416pm/FIkA1ZH1bW1tVi8eHGL9A0bNjR7SKW+vh7AXgcw55++9957eO+995S0o45jx44dMWnSJCxduhTvvfce3nnnHezcuROdO3fGaaedhhEjRmD06NFo166dTTNSpCh6hH6AwBYuPJLqUPmUK9VbfEiqXClS5AtWjuPJJ58MTqCSWz6Hdu3a4T/+4z/Y9UIiCU9XutLO5x3JUPR93WWL685hHLQpfG3k8tEW2d0vyl1LCkI6Zy66FI8/Q+tNpBPH+Fcdn9tewXFBdIy50Ke2iXuP0SftuNeEFmiA/9fnpK/jSSzy/p9jCg2ukzMJ4N5hifMemA8aLnd0TPfGbBCy//KpNxfIHMSkzS2be4UutCl5KlDv4ZkQYszo7qfGYROpdzZ98OGUVd17tLFfru3T8UzKupUiOcj7/6ouJrju+FUPglDoxX3cIosk+XrCNCR0TyRz6/ksbwsfR4ecp1mpdUJGgLlP37oiyQ56DnFHsWzmUSEcCSfBBsd9ekKikXsBuE+kEcfEInUcA8HnsYgLTR9HfzaQRZK4O3JuHR8IoTeffLjwcezIiQpS67hEgE3lfEUxCwk2EamQUSxXvflAyOipTR2XeWBTJ9axn76Op6hQ1EfVPkPwGcV3VVpGkab6rsuT/RXr+mqrSmaZjFSe1CMsXVtc2selS32thq5PTHpzAXX8qb6rZKHIaOKtk4OLDFrqjqobCk0xzRainNT+tbERKvlt4FtvMh35HP/cNlP6l9KnJr2Z7AtlbFBA4Wszt0PYqBSFjaKOOLruyKJHAeLOWTwmoBzbUKMmumieyNvH8ZCOno8jGOpO3Fc01qQbX3K46M0EXVmKzDYROoqMnHFt4meC6xiJtkU3Jnwd93H7zsVGcHnL8k164857XTTadv5ybLBKHl2aig5nTPuwW6q2UGw9pV8oMmplTSOORYWidhxd4cuR8Q0bY+5SxtcRTFxIqmy+9RYCSe07G7g6MFw+SbYJIY9MfcNl02fDJwljnrNJdKmTIgUFqeNYgHCN8MWBQpAxRetGOgYLE4Wgt9YuI7tuGnEsKhT1HUcTfNx549Cm5ifFYFFl9HHvzBVx3c/J1z0gDl9qWde2+JgrLrKGmCe+5z+HXj7vmOVLb77Gqi+95aA6Nk4SOMfgtnVTFCfSiKMGqiNYzh05Du1MJE9F0/dOV3fPy4RcX+S+68pF+UXTbO8iyWC69+er70Q6FL2ZaHDruOqNIo9Ob7Z8qLx15U3lKPfBZKD0o+u1jBwP3TEopy9M48BGbzre1LEmk8PUVu7dOxNtEx2TDVbxoLSFgziil7a2kSxb+jqeokIacbSAyyQ3RelUht8HbxVPF9o6B5daJ67dralvVWliOmXR8BV9UPF11ZsIW2eAA8rTnVw6Mtg4obaOPDcv7vlLsSkmqMYgh47N+KLAt95Umz/f801F2yc4ekvvQ8qxbds23HrrrTjyyCPRoUMHVFdX4+yzz8Yrr7xiTbOxsREPP/wwTjjhBHTq1AmdOnXCCSecgEceeUT5H/Zuv/12ZDIZ7Uf3r5xXr16N0aNHo0ePHigrK0OPHj0wevRorFmzxqoNacRxH3IGKLrjVO3gubtg6lPO+bg3w+VJjQrEZYiievPRt6oIiC7a4NPhpsKH3jjgjmUVDTHiFteY9xXVptKTlQ3ZVs74d9GbmM5BiD7jznlOPyVBby7wZYNJMrbCO46bNm3CSSedhFWrVqFbt24499xz8emnn+Kll17CSy+9hKlTp2LcuHEsmg0NDbj00ksxZ84cdOzYEcOGDQMALFiwAD/4wQ+wYMECPP300ygpkcf0+vfvj2984xvSvKqqKmn6okWLMHz4cNTV1aFfv34YOnQoVqxYgccffxyzZs3CggULMHjwYFY7itpxlO3IKDt4Lg9dVI7CT3Y06nSsECkfrWd75KOjHcJBslkEubp0PY7iLDjUo1pxc0PRm+iocflT5NHRlF1N4EJsZ0i9UWXhzBOXtlNkodCm6i1aJlovdDRQZQtD601ng3Uy+HL4Qm6afNlgEnYDKA1AM48YM2YMVq1ahWHDhuGFF15Ax44dAQAvvvgizjvvPIwfPx7f/va38fWvf51M87777sOcOXNw8MEH47XXXkOfPn0AAGvXrsXQoUMxc+ZM/Mu//Auuu+46af0LLrgAt99+O5lfXV0dLr30UtTV1WHixImYPHlyU96tt96KKVOm4NJLL8XKlSvRoUMHMt2iPqr24dRE/3J42C7WtuVUxxNRYyozqhTIjiApiyuHRxTURc+Ub6M3Dqj64JYz6Y0rg21bKfVU44BzTUBsZ2i96SCTgdoW39cX8qE3UQYOH9eIr83VAJG+qLdQNsoXHZc6KkeZyyMWxzNhePfdd/H888+jtLQUjz32WJPTCABnnXUWRo8ejcbGRkyZMoVMs7GxEXfffTcA4O67725yGgGgT58+TXlTpkxBY2Ojl3ZMnz4dGzduxBFHHIE777yzWd6dd96JI444AuvXr8cTTzzBolvUjqMtxIkm7uZ1jkkuX6yjoh1Ni9YVeZicIZMB0d17kbXJxEeVL9IyyZVra0aSF60ji27JyslkFWXjOgK6Oqp0sZ9UY8BGbzLI9CeOI9O41clg0psqn6I3ESa9UTcO1O+yNDEyJbZRnDscvel0otObyM9mrIh0VTSykjwOXUh+cxwYnQMo4yGjoaIXpaFKN9lgWZt0c1mlN5kNlkFVR8wX9SazwTK6Jv5oCPTJE+bOnQsAGDJkCHr37t0if+TIkQCAefPmYfduWmj073//Oz755BOUlZXh4osvbpF/8cUXo127dti4cSMWL17sIP1XyLXjsssua3H8XVJSgu9+97sAgDlz5rDoFr3jSJ2MMgMiMzxZ4SNbMHU7cZlDIUaaxLrUBUJnxHT1VUd/qgVfdIxEvlmYDZZIS2d0dfSoepPJJ6aLdaJ8VXqTLTAq59q0KFP7TEYzB7GvZGNL5wip5FXJqosWcvTGzZeVk/VvVC6ZMyjWU/E2jRsxnxI1l/WfTm+6dJG2CSq9mRxG6rh10Z8ol0xGmZ3R8VTZZJnedPZbpTddG3T8VPKZoBvPVLo29qa1YPny5QCAgQMHSvNz6Tt27MD777/PotmvXz+0b9++RX6HDh3Qr1+/ZmVFLFu2DBMmTMCYMWNw8803Y8aMGdi2bZtzO1T8VCjqO46AfmKodqcyo6UyZDKjIsujyGXip6rHyVPJJTOEJhnFMhRDRHGqVbxN9HR6U+XLfuvkoPadiY4MOtpRqBxDW16qccvtBypvCqi8Q+uNAmrfqzZJFHBskY2NkDkhrnNQlWeqS6FNmSscG0yx+TZzmGLTVXVVebr6LnrT1mtlD8esXbsWANCrVy9pfmVlJSorK1FbW4u1a9fi6KOPdqYJAD179sTy5cubyoqYN28e5s2b1yytqqoK9957L0aNGtUsfdu2bdi8ebOWZ8+ePQEAn332GXbs2IHy8nJjO4A04tgE6g44Cq6h8+X4mGSwaUuUnmt9Sp4vB4IawVHJQcm3kdV28Xep76OuiZ7vvgjtYMaNfOnNxumyoWnKs7FrvkFtt68+CaG3OGxwoaC2trbZp76+PjjPXBRP50hVVFQ0yReaZt++fTF58mQsX74cW7ZswZYtW7Bw4UKcc845qKmpwVVXXYWnnnpKyk/HM8eP0w4gjTg2gTqhcjs2TvQwbrjKkqS2mEDVgUxvrvCt90Lqd1/QHVWH6o98z9d88w+JfLUtDr5xtq3gxkfAF4DnomI5/Pu//7v2yeKf/OQneOGFF9jsfvvb32Lo0KHsenHgyiuvbJE2ZMgQzJs3D9dffz3uu+8+3HDDDRgxYgTatWsXXJ7UcWQieqygu3+nclJMDqfOMaXcKdSluYDaFlX7qA63TVs4R+AU59FFhhDtdwGnj6GR0ddYNsmRQz6d+9B6s22bSW+cOty5TJUtpMPDGS8h7A3XBvuGqw22oZkErF+/HpWVlU2/y8rKtOU3btyIlStXsvls37696XunTp0A7L3DaCoflU2HEDSBvS8Hf/DBB/HZZ59h8eLFOOmkk5rx0/GMtpnDMz2q3gfZ0YDpuMC0GFKPNXRHlCK9qEHQ0VQtMNw03cJkMk6yIyNZGrctonxcI0d1MmVpKllNxpfaLkpbVONSls7hq9ORr/Zx8jlQ9Ql1jMnqqMra6k0FnZ2hzA0db45TpONjgoszTM3nOrFiHZMdoZSj2mCb9UQFig2m5MtgMz+k2BPog6/uE+Y+JsfxySefRDabZX/OOOOMJhqHHHIIAGDdunVSHrlj82hZE0w0gb1OMocmAHTp0gUHHnggAGDDhg1N6Z06dUKXLl20PHP8qquryfcbgSJ3HF0cFhWoxilaVsfbV0TGdgGk8Il70fF1F9BE24afb71xaMQZJeDwikOuaDQohAwh28Bx/ELyCs1bxcO33mza6JuPz82F742xrzrNsDvQJ0847rjjAABLly6V5ufSy8vLccQRR7BovvPOO/jyyy9b5O/cuRPvvPNOs7IUNDQ0oKamBkDzKGOUjqkdHH5AkTuOLg5LHPx8gSO3Sxsziu8+wHHeVFFTW/iKJvnuEwrPQkKS5ldcY5mS7kKzEJCkY1EdQugn5Ngq5DGRb1xwwQUA9v67Plm0bsaMGQCAc889F23btiXRPPHEE3HQQQehvr4es2fPbpE/e/Zs7Nq1C927d8cJJ5xAlvWFF15AXV0dMplMi9fuXHjhhQCAp59+usVLxRsbG/HMM88AAC666CIyP6DIHUcZfOx+45iwHB42UVBKeV1dzmJAOapziZTkM8riGo1VgTtO415QbPiFOu61qR9Cb6ax7MLHpHMbJM2Ocer7lF13r5EKjs5dZA9hg0loZS8A79evH84//3w0NDTg6quvxs6dO5vyXnrpJUyfPh0lJSWYOHFii7qjRo3CUUcdhfvvv79ZeklJCW655RYAwC233NLslTtr167FhAkTAAATJ05s9rLudevW4cknn5RGKZ977jlcc801AIArrrgCBx10ULP80aNHo3v37li1ahUmTZrULG/SpElYtWoVevTo0eJVPiakD8cICHmU6BO+eLgcg8QhQ6FEI+JGEvSWVH75qJ8UHj75FUKfxHFtI+6rIfmweamdbYlHHnkE7777LhYsWIC+ffvipJNOwqZNm/Dqq68im81i6tSp0v9TvW7dOqxcuRKff/55i7xx48bhb3/7G+bOnYtjjjkGp512GgBgwYIFqKurwyWXXIKxY8c2q7NlyxZceeWV+OEPf4gBAwbg4IMPxs6dO/Huu+82vXz8lFNOwbRp01rw69ixI5599lkMHz4ckydPxgsvvIBjjjkGK1aswIoVK1BeXo6ZM2ey/k81kEYcCzKcL4vmFGI7RHAulJvKcvvDpv989HmoawSUsiHHDOehBx96s+kbnw8wcPjalgkx1+OYJ77pxXX1Rkcj30fCofRm3Zbc63h8fvIYcQSAAw88EEuXLsWECRNQUVGB559/Hv/85z/xne98BwsWLMD111/PpllaWopZs2bhoYcewtFHH42XX34ZL7/8Mvr164eHHnoIzz77bIt/DdizZ0/ccsstOP744/G///u/mDdvHl588UVs374d55xzDmbMmIEFCxY0eydjFEOGDMFbb72FUaNGYcuWLZg9eza2bNmCUaNG4a233sLgwYPZ7chks9mi22zU1taiqqoKN9fciLJK/RNaKQoTSXulRAoaUr2lSJFM1NfW45dV96Cmpqbp1S25tRQ/qAHa0V/nQsKuWuDhqmb8UiQD6VF1kaNQFmqunC6vB2mN/VEoaI1tSrEXrXXMtnaQ9LYH/s8v8/gvB1PoUfRH1VFQ36fGTePkc+u4HkH4euDH91EI96EdDj+bB6DydZStQtwLcPCjrhRSJG3cufCLa8zm80Ewblqc+bblU2c/hYg04hiBj/dyqZ6Sy4K4c1PUNcmVUXzXycUB9f2FOajkpsrh0k/R7y4y+NKbrj61XL4Rt97yBRt5QsrNHaucOq0VSXgwi7s2qPJN9XX5sc6n3fDvpefxPY4p9Egdx32gTDJumdx3imFwneRRB0dlQHwZElkbRdqcxddUhuJ46donS6fShFBO9WoOLmRy+6Kpcn44ziw8yqPjxx2XtmOY0ibbsUqpoyvHmZ+UDVlGkW4CZZ4kwbkXQZHRpm99zYMobZWdjPLj8qTSDrn+BHl9Tp4fjkmhRnpUrYF45JEV0mTldLtdmyNSlSOkg+qYlxo90fGRGSeVoabydN1pi+WielLpjRLFzUHUL7dNUedJx99lw66KXKgcN1P7fSyWsnGiK6crA9CcXZ0sOr3qHELbBV3HW8ZXxk9GS0WHUk4HnWNvKkOBr+Nbk122lVGmf854o+jNtCZw1gwObVOfmJzKFCmiSCOO+0CdWC6G0xdMTqZLlMFkTFzSbGXSgdoXSYiSxKU3Dm+foF6r0MG2vquj5Ju2jQwu/Ki2ygYh6diM25BtpSIuvbm0K1b9pw/HFBXSiGMgyHZpcRk36g7R107SNz/V8U2+YBvl0sEm+uKDrw3tfOgtI/yllKfKnoQxZSNDHHInRW8+EKee8z2m8s0/RXGhqCOOOaPlEunR5YeizYns6OpwjphcIjLUO3xUGWXH4D7v8JiORG2jHD4icqpyLuNORdu33qJlbcayDtHjShltqt5M9+PEo1FKG3RQ0eZGtGxksJkT1PuDvvRmA12fmq7Q2NpgndzcvjPJ5UvXLvK0QO4F4D6R3nFMLIo64khZFHPQGRzZXRLqgivKo4PrUQgXJiNLqWtKi4Kz2MgWKh1PTht8H1vKZIj7+NMFPqMZovOm0pvLWHc58pNFTVXHiS7HpDrHMM55LkYIVXR0srmOa53eqDDZYJVd9mmDTX3HzQPUeqHozebeZ0i7lKL1oKgjjhz4diZk9ai7PZ8Li46nixFRLbYhkVRDGEIG7h1HG1D15so7CTqSIQ658tn2uDYycaCQbTC3DlVvseo0xKtz0tfxJBZFHXFUgXJPR5VHSXelK5Zxoc2Nipp4maJTVPm4Ua5Q9wNd9abLp+pUBlOEwZaXbvy5jG1uejSPojOxbBx6k/WJb5vBpceZk1H6LvpRfTf9tS3LkUuWbupXCj0T/xDzQEY/DhvMmYcpigNpxFECSqRFPO4w1aHsEm13jyF3oLIjYR09X0c9oXbLXLq++tYU2dD1MxW2fetzbKocWh9HmJyyofRmkkvXfk7f5uroFmvX40dXvanqq3Sh0w2nrExejg3m2nXO2DXpzYftj9sGk+ZhA/yHodI7jolF6jh6ANWw2C6gtvyKCSH7xJfeoigmHSbmOC1PCO00h0Ih6SbkVQ1OXhL0lhfsgf+QZPo6nsQiPaoucuTr+MHl+DBJSGL/5Qv5lCnU1Ya46OQDSRi7SZCh0JD2WYp8I404xgCfESsVLdfjwLhhcw1AB5v2y+pE0yg0bY6xTGkU+NZb9IjNth/zqTfunPClN9s+8wUXvSVh7vu0ZRTYHD+raPgAl1Y+x5qWbxpxLCoUdcRRdsmYenlZvAAtu3id+y4uqCraFN5ZSRr1MrRLOU77TbxMfGS8VGVUF9FVPDJorhexflbIV8mg46GSU7z7RLWz1PFB7XuZDNEjNiqfHGT9KJaX1aWMMxktGb+M8MnJpaPF5ReF6PxQx4epn1QyqeqoxqhubuqgmlscXcnKyPSjSqduOEy8xO862qbxKZPPZKdkdE39aCqnk59qB7hrh0xvKYobRR9xpEQuKOXEuy2ySc65F5NRpMtoU6NiMtlkfHQXrnPlTe3XRUEofDhpsv5R5VF0oitj6i9ZvkqXOr3p9G+SQ1de1TYTP5E+ZQya2qzTm4q+SkbTHODoIOosmvpEpGMaH5R+ovQvdT6K8uicD52s1Hkpk1vH0zZ6RulHU1tVdWV9arLBYl2VTFw7KsuTQcXTtA5RbZCpbJDoYBpxTCyK2nHkOF8utH3X90mbS4tT3kefcp1GX3xVoDoQnDo2dHzrLd/0xDr5nI9UZ9GVjw86XD2EnBsq+qF5quDTKaWW8aU3X3Dhky+9pUg+itpxFCGLNOjKxQWZXKbvXBlV5cV0FV8TnTiQVL2peOv0RpWV2uaQY8cVNm2woWMDLk+fMsiORk3fufRD6plqH/JhR3z0me47LOmbeMp+m8r7kkGLBkohJtLX8SQWRX3HUQQ10mA7KW3nle4IxnQ0wuVhSs9ntM+EpOot912ko9ObrLyJhy5fpTcfY8d1vbBpg6oc5/4WBSY9iPlUvVF5c/RmQz8kqPZBprd8yMapZ7LBPuXnRo1D9F0afUwRRRpxDABfhs90R1D8ng9Q2pqEHXNIUNvHjUzluw+oejBFvuLUZ4i5wdVTvvXmC4Wst9CyJ8kGJwLpHceiAjviuHLlStx3330YPXo0jj32WLRp0waZTAZ33nmnss7tt9+OTCaj/bz33nvK+qtXr8bo0aPRo0cPlJWVoUePHhg9ejTWrFnDFd8IypNopjxq9E6kkYl8F8uLeSoZxHxqPRNMdHR1uEc4vhaO6F8XUOW1OaKyldNUXjUOVGkyOcR2maJ5NuNeJxMnzxei85BSVvbdlb9vvrZyFpJDRLXBsrLRdG5/UuDLFtnU54xnJ+wJ9EmRSLAjjtOmTcPUqVOtmPXv3x/f+MY3pHlVVVXS9EWLFmH48OGoq6tDv379MHToUKxYsQKPP/44Zs2ahQULFmDw4MFW8shgs/j5MLCqHWxu52w6rlPlU+uJ/Lj0RcjoxLUQRXlzI5sukQpTRFEml++rBSre1Mg1VfchdGnqe1Nk0wc4EdN8RclkfHV1Q+gtaacCHFlcNzi2c9U1Gs/lm4+7oymKA2zH8ZhjjsGPf/xjDBgwAMcddxwmT56MP/zhD6S6F1xwAW6//XYyr7q6Olx66aWoq6vDxIkTMXny5Ka8W2+9FVOmTMGll16KlStXokOHDtymNO3GqEeIurIhLslHd6oyAxCFTuZcvo8jYuqF8Cyay+hqNHW8uO2KOuM2UUIV3Wi6Kl83Zlz4ifo1jdUodGPLxxiWyeHS77L6HHqcfpTVsZnbunZzaOt0o5NfJ5OMr05vWej7x8SPE62m8FC124dNNukNknQZjVwZ3dhy1ZvKBofUWxP2EAhxkT4ck1iwHcdrrrmm2e+SknDP10yfPh0bN27EEUcc0eIo/M4778Ts2bOxatUqPPHEE/jBD35gxYMSmQHMURwqHQ440RcfURHKoqmiJzNkFH5UcPo+KkdIvXEjFzJePpx5sb99jANfUPUvZ55R6MrSKHNCVlY3JmwW9ygNnTwqZ4CiO45+KXW4erOdN5yoWBx6U/HUySPbKFJspikvClcb7FtvKYobiX6qeu7cuQCAyy67rIWDWlJSgu9+97sAgDlz5ljRl+0eM5I0FWR1TOV1Zan8KHzigG3kIFrX1N8mHjI6sp21ibcOJr35go/+VNEx8bHpE1seKn4mveloUx0NFWycrRxs9GZjb3R0TLRl5anzjZrGgS5CrIrqySA6b6ZyJviywTagzkGTPii2T5Vm3b6GQJ8UiUSsT1UvW7YMEyZMwJYtW1BVVYUBAwbg3HPPRadOnaTlly9fDgAYOHCgND+XnivHhWyymXZzMKT9/+2de3RV1Z3Hv5cAScirZCLv8GhG6FQoDQvETkKxwigLhYqUcXB4ZEGXsxaVio8WUBmoWmg7XeNEtI7WKgpYLSKPLMGFUQZJOsMiElxFKgGFJvjitcgNBAIkZ/7Aez33ZD9+e5997r3J3Z+1snLvOXv/fr+9f3vvs89v73Ou7p0tT57sPCtq5efOUOUCzIuKQHLcnddvHevcUVMjojJUfE2JrKhGVNzoRBRV6lGkTxbVZS2T+fEBta3ptEudtDo6RO1fp014j6lE7XjnecubusiiY1693jxU/I7BlHGLdUxnDA7Cbzz5lLx+b8AsqUFcJ44VFRWoqKiIOZaXl4cnn3wSc+bMiTne1NSE06dPAwAGDhzIlFdYWAgAOHnyJM6fP4+srCxmupaWFrS0tES/h8NhAMEOiG5MD8Ai/ap4BxbRMpmq/mQsrwoyv6lGtHQm+H4uCLqyRcgmiSI9OjZT26PODQ9Pjzetjt2mbyplsmU+MeU33aV63nm/ExXRTYku1BsQEwThN1baIMsAwO5xTDHislRdVFSElStXora2FmfOnMGZM2dQVVWF2267DY2NjZg7dy7Wr18fk6epqSn6mTchzM7Ojn6OTAZZrFq1Cnl5edG/yISTBy+cTw3pe9O6O69MHk8HJS9Ljsxm0aAUuWiK5FGWNnh5KPVMRaRDdymG5TeWTqoO7wSd6jeZLJZeajugtCWePZS24D5Osdkrw90GZRMRP0t9Il+LJu/ez6I6YPUnihxqP+G1R1ZeimxWvVMjge6ysmxzPN8pdvH0sPCWwXvOq5ulk+U37zmebK8eynlZ+9cdx9z1zZqYyvLybLOkLnGZOM6ePRtLly7Fd7/7XfTs2RM9e/ZESUkJKioqsHDhQgDAfffdh0uXLgWif+nSpWhsbIz+NTQ0CNPz7oKpd7WiO+kQJw1vuYM3ePNs8crxeycuk0e5qHrliS4+JiKzXh0m6kA0oWDpoEz8qH6jotMOqPWjKkd2nKfDTwRKZVKjc46XVnRhjhxT8YfoPEsmK6/shpAiWzZRl8Erl8hukV0qiMpAHRtEYxWlrar6mmIvz1YWrGsHa2IqQmZbFPsex5Qi4Q/HrFixAmlpaTh58iT27NkTPe7e93j+/Hlm3nPnzkU/5+bmcnWkp6cjNzc35i9RuC82XjrTHZ1skDNdfp0LjanoY5B+8xt99QO1Tqn6VKJ5ojw6EUXTfnPnpbZvFZkm8ppqB4n0m590srzJMAYHaYPOTZi2PVcAXDb8ZyeOSUvCJ475+fno1asXAOD48ePR4zk5OcjPzwcA1NfXM/NGIocFBQXc5WwdKB2Ft0zk/ixaThJ1and+XvRKdwA0OTBSly9YSy288lOXhHg6VNKJoqUi/3qR+Y3aNlh6dCZvoggDzx6RTFlbkvlNthyoKpsa6aFEfSnlZ8nyE9V0yxO1R9FSKrVO/ExMqGMMK51fv8n6m267pkRb/U5gZfZ7xwmWDUEi6tesvhO0PZaOR8Injq2trWhsbASAdk9Xjxo1CgBQU1PDzBs5HklnCkpHoSwFyZaMZLJly18imbIlRxNQlyGpS4isNKo6TKSjLqfxZFOWJSlLXSqo+Ju65CUrs+oyn0p/MLFsSZFBKb8fG2SyZfply5xUPbJjory6S6h+/KYzMTflL79jicx+lfEwCFTGMjL2dTwpRcInjlu3bkVzczNCoVC71+5MmzYNAPDqq6+ira0t5lxbWxtee+01AMAdd9wRH2M56Eb3VKJaVPkqMmQRJapOP+koaZNh+UjlfBA6WWn91rHf9qZbT0H5kxflDFpvUFCj0hQ51Py65yj6ReXRadMsHX7PmRqDk2HMMjU+JKI8luQm8IljfX091q1bh4sXL7Y7t3nz5ugv0fzrv/4r+vTpE3O+rKwM/fr1Q11dHZYtWxZzbtmyZairq8OAAQPavcrHDzoDEG+Pk+pdM+Uuz+8SQrJN0gDx8pB32ZeCn4uBzG8Uv1J0m65nHXmyJW1Wemr789YTJZ/fOvFGOb1Llyb8ZhrZkqwsskaZcKn4jbVcLstHrStReXh+o+rijcG8c7x8JsZgWcSRsqSuit9rAau/uM9J5duHY1KKkOM4Sm1u3759WLBgQfT7xx9/jFOnTmHAgAHo379/9PimTZvQt29f7N+/H8XFxcjOzkZxcTH69++PCxcu4ODBgzh8+DAA4Ac/+AG2bt0a83qdCNXV1bj55pvR3NyM4cOHY/jw4Thw4AAOHDiArKwsVFZW4oYbblAqdDgcRl5eHn7WeD/Sc9OV8losFovFkmq0hFvwH3n/icbGxugDppFrKfo3Al0MP3TaFgY+zYvRZ0kOlF8AHg6HY55+jnD8+PGYh1siL9wuLCzE4sWLsXfvXhw5cgT79u3DpUuXUFBQgNtuuw133XUX7rzzTu5vXpeUlOCDDz7AY489hsrKSmzcuBHXXHMN5syZg3//939HUVGRahGSGneELeg9MKZ0xEtOEHXiV6bXX/Goi3i0jWTEXW5WHajUi4k69GtDomFF5BJhf7x1diQfsQjSb9pyrsD8+mWbPIklMShHHDsDvIhj0ANKUBeroHXGi2S1NVnt4pGs9iarXSoEWQY/snl5EzHmJCMmbypMjsHJVrcie4QRx94BRRy/tBHHZCSuPzmYzJgeeE1EoFh5eTJ5eigDoI6NrLx+65AlR2ajX//wjgd9ETdd925UL3qm6lZWPhMX20RHpYOM6qhGU3X2UVMx7begzlFtUckvs0NlDO5o0VTtceAybMQxhUj4U9XJCGvzs2wTs/c8a8DyLi3I4HVWlhyKbPdGetGgStm8zZs0UsolS8OqM9lkQVcXTzfPbxQdvPp00N5fqm3C7yQmYoNsg7/MBp5s72fRRVhUXmq/E9lA6bPeNKy2T23XIj1uVCd73n7GSue1kWWvyhgm8ptInshvonJ7/cazJcQ4z7NHtd+qyJONwZHjvLGA17a851Xs5I3B3vry06csFsBGHKPIJgqm7+xNdUYVW3mTFdF36mAvmiiwoqam0PVLomyg1qcsjZ/IAjVfkHWna4OJyJHoPM9XpqM4uvlV+6OKHSrtT8UWVXTlmh6Dg+gnshtTnRtXbx5ZnwlkItgWgGA7Y01abMQxxWENKn6iKxFMyOgIOhNFRxxTZZHweONXb6q0tyDKaTKCG+/88aDDjcGd9HU8TU1NeOihhzBs2DBkZmaioKAAt956K959911tmW1tbXj22WcxduxY5OTkICcnB2PHjsVzzz0H3iMnoVCI9Pfyyy/H5FuzZo00z1tvvaVcBhtxFBDv/SkyTNkjk2O6zPHa+2MiGhfEHjpT9vjZc+hXt4l0ssiMqXZClUNZytTtJ0G0+SD2AVLk6MiVtVuWTFN+k+GnPZmuZ568eI4x8ZTZkThx4gTGjRuHuro69O3bF1OmTMGXX36J7du3Y/v27SgvL8fChQuVZLa2tuKf//mf8cYbb6BHjx6YMGECAKCyshL/9m//hsrKSrz66qvt3jIzd+5crsz6+nrs3LkToVAI48ePZ6YpKipCaWkp85z7NYpU7MRRQLJ1miCXt03jd9nMlG7TeXVkm7In3tsh/C7VmdBnqr4T6TcT8mT5k21s0Gm38R4nqJjassCSmWx9Rzv/FZgPcSbY+XfffTfq6uowYcIEbN26FT169AAAbNu2DVOnTsWiRYswfvx4fOc73yHLXL16Nd544w30798fu3fvxpAhQwAAR48eRWlpKTZs2IDvf//7uOeee2LyrVmzhitzwYIF2LlzJyZOnIhBgwYx05SWlgplqGKXqgVQNxTz0ok23ovym3jAhLXJmppXBa+eEOMYGOdk8mTHRDbo5BUdo/pD1kYo7cmUb0R1oqqPYrvsGKt+ZDaK/GDCJzx9Irv9LrFS61G33VLHKWoanfJT+o/OeCpKLxuD/fQDXr2aOqbaTll4x13WuKwrLxU5ePAgtmzZgrS0NPzhD3+IThoBYPLkySgrK0NbWxtWrVpFltnW1oZf//rXAIBf//rX0UkjAAwZMiR6btWqVe1+YpnHxYsX8cc//hEAMH/+fLItfrETRwF+N6VTl1i8efws+3nPB30Xz9qYLdqkrRPRC7KslDxUf8jaCKU9xTuioVM2aj3L2rXMRpEfTPiEp09kt98oJLUeddut36ikrM/qylCxxa+fWZ9V6tM7YeLVq6ljqu2UhXfcZY3LuvJIXA7oL0Fs2rQJwNUfIGFF8e666y4AQEVFBS5fphn6v//7v/jiiy+Qnp6O6dOntzs/ffp0dO/eHZ999hnzR1ZYbNy4EWfPnkV+fj5uv/12Uh4TpPTEMcgIkE4+URRB985RJlsmUzf6qRIF1Lkb1s1rQgY1ouLnrp3iE7/RZF5kRiXCEhSU/ug3EuY3rck68us3XdmyCKMqfvuSCZnufDrRTtmEKZ7XBF4+v1FdP2lTgdraWgDA6NGjmecjx8+fPx/96WSqzOuuuw4ZGRntzmdmZuK6666LSSvjhRdeAADMmjUL6en8n08+cuQIHnnkEdx99924//778cILL+DUqVMkHSxSeo9jkBGgoPZmmbRHdjdKGUR1ZFPKJNJtIgLkR4bfiIqODtY5P3q99UuJTFBkU9uMDFXfeyNGfn3it92r4tdvurJNjS+6+U37jZLPdFSWik4+ap3Eo70LaYX52aeJgUSTo0ePAgAGDhzIPJ+bm4vc3FyEw2EcPXoU3/72t33LBK7+RHNtbW00rYhjx45h586dAOTL1NXV1aiuro45lpGRgRUrVmDx4sVSXV5SOuLoxnSbNxWNoOyP0ZUtI4H9VulC6v4fBKb8Zkq2CXR9K7NXVa6p8rvl+Gm3yR55USmbich8ULD6renxJl5jQpDXjkSOwclCOByO+WtpaQlcZ1NTEwAgKyuLmyY7OztqXyJkvvjii3AcB6NHj+Y+oNOnTx88/PDD2LNnD06ePIlwOIy9e/dizpw5aGlpwZIlS7By5UqS/W5SOuLoxu/FxuQdoFsedW9ORxhgIuXi3UXrRKviUX7K0pW3XFR7ksFvsnrXKRcVat3qyPHTnpKByATC74qASEZQyGwTtScdv1HH4CDw6pH5LZmRjdFCAipwYWFhzPfly5djxYoV3PQ///nPsXXrVmU9zz//PPeVNclGW1tb9CnpefPmcdNNmjQJkyZNijk2evRovPTSSxg5ciQeeOABPProo5g/fz569+5N1m8nji68HV7nomViqU7WcU0NtvFGNvnwc4FMZPnd5VK1Ixn8Rr054UG5EdC9WfCzvBdkvcbDb7p+MVl+3XKa8pvpMTjorRSycyLi0W5lJGMgoqGhAbm5udHvor18APDZZ5/h0KFDynrOnTsX/ZyTkwPg6h5GWXq3bSJMyqysrER9fT0yMzOjD+qocu+992LVqlU4deoUduzYgdmzZ5Pz2qXqr3B3WsqdPu+Ywzkv0+2VS7lYu4nopW5ud6fjffbqUZGvgp/lT5V6N7W8JMqrE+Fi1avMB97PIkR+09lAz2p7LFiTRl67pehl5RfpVcmr2h4oOkxvo6CWxVununbw/GZiGwarPbLqVGUcpIwFsjFdpZyml6vddlPGAlWo7T/ZtjVE9hNG/mQTx3Xr1sFxHOU/d2Ru8ODBAK6+XJtFZNncnVaGTCZwdZJMkRl5KGb69OnIy8sj6feSlpaGa6+9FgBw/Phxpbx24shA507fkZynyONdjER4J5vUO1Z3Ot5nr00q8mWY3sdDiST48RFPDssOHXmyeo/IFvmKZ4PIbyr1wItG+J34B+k3al5T7YH1mSpbpe1Q60x1mwGlX1LLI2onsnFER4fpMVjFb6YidDI7VIIZPNmyc6r9uzMyatQoAEBNTQ3zfOR4VlYWhg4dqiTzww8/xMWLF9udv3DhAj788MOYtCzOnDmDzZs3A/D/7sbTp08D+DoaSsVOHL8iHqF5UxcG1YuBiEQNCkEOtKYxeUH3A/XGIt7LTH4usMm0JJZodG5Y/cqkpI/H8m5Hw+QYbIJ4jTupQuSdiNXV1cwI4SuvvAIAmDJlCrp160aS+b3vfQ99+vRBS0sLNm7c2O78xo0bcenSJfTr1w9jx47lylm/fj1aWlpQVFTE/YlBCvv27UNdXR0A4Prrr1fKayeOArwXZ96SoSgP67zfJUPKXSdvGVoki2oXq15UlnVk6XSW1ERLLSK/6UR2/S4Xyezj6eBFg7x5TC5ziWx1H5P5jTX5UPGbzC6eTFkeqk6Z32T5vXJML2lT6l81TyQNbzKp0s5Y6VXHU2pb1h2LZDJ1V0l4YzCl37DsUr2GUOpZpDsVI47XXXcdfvjDH6K1tRXz58/HhQsXoue2b9+ONWvWoEuXLli6dGm7vHPmzMG3vvUtPPXUUzHHu3TpEn31zeLFi2NeuXP06FEsWbIEALB06dJ2v1XtJrJMPW/ePIRCfO80Nzfj6aefjj7N7ea9996LvoS8tLRUeeJoH44RwIqOeJcLeXlUoyum7+i9d8OiC4DozplyjLo0rrosSUVmj8hvVNtV81BleY9RfcHym+4ylwiv33SXu3XakU5/Uc1D1anbN1TymG5XgHi80vUb67isnen6Wqcty8Y8U22HCs8eneV4UT7VOtTRnUo899xzOHjwICorK1FUVIRx48bhxIkT2LVrFxzHQXl5OfM1OPX19Th06BDzBdsLFy7Ee++9h02bNmH48OGYOHEigKsPuzQ3N+NHP/oRFixYwLWptrYW+/fvR1paGsrKyoT2X7p0Cffccw8eeOABFBcXY+DAgbhy5Qrq6upw4MABAMCIESPwpz/9SaFWrmInjorIOpJsYqmCe6DhfRblCQId+SbrRJd46vZTR0HpprYZ1ucg7ersUMvNi8hCkF8m20Sdd0S/mWi3fupW5je/upOTIH4jMIG/OQigV69eqKmpwapVq7Bx40Zs2bIFWVlZuOWWW/Dggw9iwoQJyjLT0tLw+uuv4/e//z2ef/55vPPOOwCuRjjnz5+Pu+++WxhFjEQbb7nlFvTr10+oq0ePHli2bBlqamrw0Ucf4cMPP8SFCxfQs2dPTJw4ETNmzEBZWRm6d++uXI6Q4zgdr436JBwOIy8vDz9rvB/pubFPaCVLp+VdSEzapjvAmZgY6UxwTBOEriB85J3IqfiNesNBye83nar+RLSRoCfwHRFTfusMJMO4lShawi34j7z/RGNjY/R1MZFrKXAKAO21NHTCAApi9FmSAxtx/Ip43L2r2ODnYs+SKVs6501QWHl1JyyyJU9ZHpEenQGdMpFVkeeW6XfiT11ilJWf6jeRvbLJJ9VvOv6htlu//VdU3yrRQJYckY1B9m+/Nw0RdJY3Td5wmMyvEsWlti2RPJkcWdtSsYGnN+g8V7ny1Z9JTMuzmMJOHL9CNKERHeeh0wFlF34dZOVi6fHm0Rm4RPK8UCcZIj1+/ZaodCqI2oepdiLaOymzQccOPxdk93lTcmTwJpiUG5R4928dv5i6QaZOnE2Vn4XOtguVcYuKqv95NqhuUVKdUFNuHPl0vqVqCx/7VPVX8HcV0PJQ8uvocBPEZEQVP2Xg5fVzYfXrtyDS89CdeJuAWobIhUInr1dOojHVNigTMFEbNtV+RJjwGRC/Gx4RuraL8umUS9YWTJAsfqPeJFosQIpHHEPwd6flvpuF5zMrv8M475Uj++zV4bVZBcpSpHcgYy3jeM+JdFFtEh2TLTfJ8C4BeWXx/KZqv2gZSiRXZpPO8pVKW/LawmuTkXyyZVtKWpFuXtnBOM6ym6JDlofiExDSUG1yy2HJ9qZhRdZ49cdKz7M3kpZng+iz9z+rPG55orwyfW50y8jSz8rPy+ctD6Wti/zm1eXVb6Ifi5D5LRa7VJ1KpHTEUdZ5WNEXXjrKRIM12PMuprIBUmVw8uoXDdxeOQ7al8+dznuONYlmyZVFH0V5ZRd3VWQTYJ5cUURC5DdRfbPSiNLx7JHVL1WurE1Gjov85r0gqrYFnr8pE1HeRderg1V3LL/x2omsn3g/hzh6eJNsSrvhHdeZQLn1uv1GbQ+s/6zyqIzBLH97ZXrzeW80wEjHkivym/e4u/wsv7mhjMFe3HXlLpNbjmwM5vlNhM41xpIapHTEEZAPFKyOL+vkrHy8Y6LjPFsoFxCRLNkFOYJORItqG+ucdwDW1cebtFMubiJdvOMsfZTJoS6UdqTTLgCaz1kTgqDqUaZbJpNa97J+JsqrA2W8odYF9bxuufzaoZJOdTwWlcVkXVJkq/QBan2zxi3RJJh3TKaHp08m42uuwPyeRBtxTFZSOuII0KI0bnidKOT548kWRUCoka0Q45gsjw68u1iWLlGZZbAiCn7Kp3JhlEWkTJTLK0dWlyah1KP3QiRrh6xoiax9U9os5UaG9dmtg5qfdY5lp1+/eWVR25EsHcseke0sObyJg7fMojKoYFqeN79sDJbJYf3n2cizW3ec4OVjjcEUv3mPU9uvSLbpscnScbERR89nlSgbTw5PtiwdNSKpcuduCp3omupdvE7E0S86fqP6g+p/iixdZNE8WWSWlVa1DQcdpaPq8BMN1fWbrs06EWtZhFG1jqh6qWNmEG1Dx16RHGrUTsffMt0qsql6RXlY461ofBeXxz5VnUqkfMSRhexOMvKdGoXjHdOJmlDto55TxT3A6Mjm1UtEtui8jkwTkSlTfmPpCOIuniXT6zdeellEnZdPJSpDlUmVI8tLPR8EKvJFbULHdlEfkOVTqW9elFrFv6rHqPbp9HWKfFWbddpBULCiixRfWiwRUjriKLrAyo6rRCAid3GivSvuPDpRT2pE0C/esqjIpkS9dKJiKhEwlcgIy28imTK/se7wZXn9tAWWHFkbZGHKb5TzulGjoGz0ylatM1Y+ma0yO1n5WfJ1+4BOpEzFlyp1oaJPlF5WZ948Kn4T2SQbJ0V+CwrdfiKePNqnqlOJlJ44xgvWwEMdgFQngn4HHZ3BkUrQA6IJqMs3LILwm6k68+PTIPymMyEWEWTbYl1UVfuJ6qSHAk9mPPqZick0iPlMoDoGe/OJPvuho/qtPfbhmFQipZeq4z2R0dHXEWyMN/GaJPjR11HqUWcJysSylax+/OiIx7Kajn9N2ZVIv7ltYH0W6QjS51QS6bdkQGei2hHGMkt8sRFHH0TuxHTu4kTygoC3VAMDOoO0WweVJeN46POTh+o3Vhuk6KAs38nyUNFZytchGdoiNeKs4je/9eOnvZmeZJjeUhPkGOynTCrn/ZD4MdguVacSKR1x9AtrEJcNHBR5MnTugHmRNBODTTJcqN2YnviY8ptOHqrfWG0w2SKliVgSTxQ6/pX5LR71YyrizsLdj0yXxdSSr58xOJHtO0jZnSniajGDjTgGhO6dq+jOUWfztEr0ySS6ETBv/kTaHcGv30yk18VE9EUlmkPN4/fBHFE6U9GnjoROtCvICJmfiKspgvC96TE43qsVOtBk2NfxpBI24hgQuh1WlM9PBCneF0+/EbBksDvIfPEql4noi0o0h5rH9NInT18qTBoBvWhXkBEyv34zQRC+Nz0Gx3u1wmIxgY04BoCpvYMUPZSonveY7l2+rFxB3gnHa/9QIvYr6kRWKZFp93cIdAeJbpvRtc1vmUxFhUzo9tadn8i9ji1u3Sr5dMaHIKKN0JTpd2VEtgdZVYcKQbRfWn67xzGVsBFHBn73dOgMthS93vPUO1jRkhFrkOHZ5V2i8ab1O2kUlT/I6IhMtyyPiQiA34ilaP+YyG9eeOdYbZRSZ7JlPd451ZsZd74Q47gojwyZLVR5or7l1cNaElWtE9ZkxvuZl1fmN54M3Tbu9Vsix2DKmOjV453ci8Zcnn2iPka5NvDGVmrf5523kUuLFxtxZGCiowSxLGty4kGRI7NL56IWjzLoQPUBK48JvfGUo7N0xsqTDBcUneU/021Qp+2r9C1VfTJfmSh/EL433baC6BNB3sCK/GZKb3D22/c4phJ24pgkBL0cFp/limBJ9joKQle8N8LHS49Je5OhbXrprH7raMRjWT8IW4LIHyx2qTqVsEvVSULQA4Jf+ckwYCV7HQWhK5ERoCD1mLQ3Gdqml87qt45GvFcQgpSfqj60JB824qhBkBubIZEd5CsrdB8MgUI+ysZxXRL1AI3ORny/D+H49ZuqPX4eNvCr25S8eLUPEfHuv6b9FuRDS4l6IMorCwx5pvsbT3ZQ6LZ9um32dTyphI04auB3uUEklzfwm9DN0+lHNi+PyoMuiYq6sGyUPRzCkkOVrQNPbyL2g/kto+qDNRQ5LHT2Dfq5aVI5F+/+SxlTZIge4KGi074omPYbq74A8/2NJ9skKn7T6TOW1MVGHOOMakfsCB2XMpGSHQ/KDtX0OnaryKGeV00XNDplFKX3cyEOok5M3jTpyosXpuo7Gcpo2m+difj6ze5xTCVSOuJoKiokkm3itSDedJSoGFWuyVdgsGSbkKN7zLTeoGSoplPxG0W2blkpemXtQMW+IMtCJWj5KgThN3cav2Wljluycyb0mxoz/eaLJ0GOwZbUJqUjjqb2hYmWS0RLufF8QIKlT/Zd58nQyGeVPY+mI07U/Tw6flOB6g/VdCpL/RTZumX1s/zI248nimxS9pgFHU2i7jFVKZ8qifSb1wYVGX4jtCKdMnuoftORTcXvvmbVPNQ9i9S6E2Nfx5NKpHTEUQfWvpF4DAZuErUXkZKOOhB7N6Hz7o5VbRBt8vam1fEbK4qic0fu92bARBTA1CRL5DfZXj/Vi7g7D9UWnt/8ILObVX5T9a1yU6Z7XncfaVD6ZDpNjRMse0xs01DJI9PtxzeythqP1RxLx0dr4njo0CGsXr0aZWVlGDFiBLp27YpQKITHH3+cmycUCpH+Xn755Zh8a9askeZ56623dIpx1S7F9O6ORxmY/UyGeEstqp1blJdaHtFyoewYSyd1MKYOZt6JqEg2yzbeMrDMPlZZ4rFE5y2PrK3otA+qbSK/USJXPBmUfN7/qlFMig7RMZWoG7WfUOtdJo9iG8/fJiO3rJtE3rmgCNJvomOsc7p+c9cVpZ/6vaEV+a09VwL6syQjWkvVzzzzDMrLy5XyzJ07l3uuvr4eO3fuRCgUwvjx45lpioqKUFpayjzXv39/JVvcmB6w3MsE3ouW6jKJW4b3M0ufSA7rs0gfT4bsIsyyh7JMpLr0aDp64/4v8ht1mY+aR3fpjSLDfU6nffhZ3uPVHxXq8pmsfLrRZV4eykRYpc36iWbJ+h3Fb6I+KCqLKLLvPc76Thm3dJGNmd50Mqj1rNPHZH6jyOD5TbXMFL/xsa/jSSW0Jo7Dhw/Hgw8+iOLiYowaNQorV67E2rVrhXnWrFnDPbdgwQLs3LkTEydOxKBBg5hpSktLhTISgahzywZQ6oAsy0ONnMguILzBRiUiQLnYB3nBoKISbfB+p14w/VyoeLDyR475lS3Cj99UJhhenbp6RPWkIkc1rw5B+431maJb1z8UeZTPfqDKi9fNhNcWVbtYkT8Vv6ne+PLy6q6OWDofWhPHH//4xzHfu3TR3yp58eJF/PGPfwQAzJ8/X1tOIqHcZQetT4Tu3SkrPU+/zt07FWp0Nh740aPjM96g7/Wbzk2JShrTftO9kPEwcYPlN687rU5/iFfbouQx3Z8oN8Omb6o6whisM2aq9m9T7cpGHC0REv5wzMaNG3H27Fnk5+fj9ttvT7Q5Soj2Vbn/s87xzovShcCftInyi6AOKqw9OCrlY9WJH7v95JGl97OnyXT5VSM7Inkyv7mjl978ptoy5bhJdNpYkH7zg8hvqnlEx0Q+V9FjGpEOyhjsp1+7z1HHYNP4HYP8yLRY3CT8dTwvvPACAGDWrFlIT0/npjty5AgeeeQRnDhxAtnZ2Rg+fDimTp2KgoICI3boRNFk0Tjq3Z8ojyziRNVDLZ/3mCgiKYuusO5WWcd06oxnLwWd6KXMVlk9UsuluuwlO66jV+Y3li6dspicXMnaoMpyXVB+40FdejRRxyp9VQXd8sv6r84yK7WP6uihjsF+VmV4tun4jdo+/CxnX8W+ADyVSOjE8dixY9i5cycA+TJ1dXU1qqurY45lZGRgxYoVWLx4sTBvS0sLWlpaot/D4XC7NKYuBjrLFyLdfiNOovSUY6pLKfG86PjNG4Q+035TkRHPutBp50FicpIa72VP1ZvToHQFrVtHRyLHYD96TN5cmL4xNpXHkrokdKn6xRdfhOM4GD16NL7zne8w0/Tp0wcPP/ww9uzZg5MnTyIcDmPv3r2YM2cOWlpasGTJEqxcuVKoZ9WqVcjLy4v+FRYWAlBbxpAt36gsD4igLDtRdHmXt3X1UvN6bQpyeVK1/Kx0Ic45Xfuo5dVZWlTVyysbJZ+KHiq6S2e6ZePJo6Z1GPmo/ciPDRQdJpZbqej2C5N9X8XHpsZgkQwdXSptx48vqWOwqg00OZEXgJv8sxHHZCVhE8e2trboU9Lz5s3jpps0aRIef/xxXH/99SgoKEBOTg5Gjx6Nl156Cb/97W8BAI8++ii+/PJLroylS5eisbEx+tfQ0ACAv2zqPeb+HHS0h3IX676wyezhLXFEoMrxpvfm9daVSj2pTlgoEU6vv1gRJNXlLBHU8sr8obIcx0vPKpvXb6oREdV64fnUxDIxy2+6+tz5RbplfhPB8gEvnU4EjnfMxORJpEM1rWrfp+j1v8Qq1826JlDGYHceqm0sv6nk1dEJ8K97KvotqUPCJo6VlZWor69HZmYm7rrrLi0Z9957LwoKCtDS0oIdO3Zw06WnpyM3Nzfmj0eQS4kmicdEVZY+npNlSyzJ4Ldk1ZeI/Mmiw6S+jlAn8di2Ee+tIYkY8/zrtC8ATyUSNnGMPBQzffp05OXlaclIS0vDtddeCwA4fvy4MdsiJHq5VVce5ThFr4nlqaDzqsgwpcdkJCeo5bsgUa2DoJbAVTDlNxP+CqLMvG01qsuXppen/ab3W1eibQ2UbREmbKG2fz9L7n7bt/82aXqZOojX+1hMkZCHY86cOYPNmzcD8P/uxtOnTwMAcnJy/JrVjiDvNE1HZHRsNbkx3U8Zgig/azk2GaPJHXEju8nN+hS/mSBREXpWnqDLJ9qeoSNHVb/J9KYikrIlfsoWANPbWHg26PigI0SXLZ2HhEwc169fj5aWFhQVFXF/YpDCvn37UFdXBwC4/vrrTZmXUgR1oTaNqp26Zeqs9dFR6Ixlslyls7bZzg7Nb/Z1PKlEQpaqI8vU8+bNQyjED5I3Nzfj6aefRlNTU7tz7733HqZPnw7g6s8RJsvEUXVZIh56RecpA7kpW/0sjcfLTp0N/H6WL3VtDuoCHNQTuqo6TciI11YLCw3Ww0xB+C1ey+CqJHo7j64eO9m3eNGaOO7btw833HBD9O/NN98EADz77LMxxz///PN2eWtra7F//36kpaWhrKxMqOfSpUu45557cM011+B73/se7rzzTkyfPh0jRozA+PHjcezYMYwYMQJ/+tOfdIoRCNSJh8rTnqqY7vw6eXVs8GOj+644XhPdCDKfU+siGSYv1Kd2TWHKb37tZtmQrBMQFom0QUc3dQmZKkcnfzI8rORnjJGhc8OrXyed83U8TU1NeOihhzBs2DBkZmaioKAAt956K959910tefv27cNvf/tbzJw5E0OHDkWXLl0QCoWwbt06Uv4NGzbgxhtvRM+ePZGVlYWRI0fiN7/5DS5fFu8Hff/99zFjxgz07t0bGRkZGDJkCBYuXIgTJ05olUNrqTocDmPPnj3tjh8/fjzmIRX3S7cjRKKNt9xyC/r16yfU06NHDyxbtgw1NTX46KOP8OGHH+LChQvo2bMnJk6ciBkzZqCsrAzdu3fXKUYMlHC8aprIZ9EgqSJbROQ1DqzXMIQ85/3CKiPvdSYm6lV03l1mXjrWcapMeNKFGMd0YNltSibLP6LPLDkwaI9In2q71G3DlDLptlVKHlE6lf4pqkevPoptMtneY8m43EyxUaduTfUDt2zeOOnWp6qTKjvI609n5MSJExg3bhzq6urQt29fTJkyBV9++SW2b9+O7du3o7y8HAsXLlSS+eijj2LLli1a9ixatAjl5eXo2rUrbrrpJmRnZ+Pdd9/F4sWLUVFRgR07diAzM7Ndvtdffx0zZ87ElStXMGbMGAwZMgQ1NTV46qmnsGHDBlRVVeHv//7vlWwJOY6Tcu0lHA4jLy8PP2u8H+m5/J85lKHa2VQ6bxAdOajBQTZhiYcNKlAmvrz0KrITRUdoO37lmb4ZSgbiXZbOrk+HoG00IZ86VpkOFLSEW/Afef+JxsbG6CvtItdS4BcAMgxoc3MRwPIYffHk9ttvx5YtWzBhwgRs3boVPXr0AABs27YNU6dOheM4qK2t5f54CYtf/epXaGpqwqhRo1BcXIx58+Zh165dWLt2LWbNmsXNt3nzZkybNg3Z2dnYtWsXRo0aBQA4deoUbrrpJvzlL3/BAw88EH23dYTPPvsM1157LZqbm/Hss8/i7rvvBgC0trairKwM69atw5gxY7Bnzx7htkEvCf3lmESjsyzlTm9iuZGXnnXHrCNfRT9Ph0yn6tKSzhJKCGz7VOvFPeFw2xP573drAM9vqjbKjovqwE9ETtQeZWURlc97Tnd5muc3ig06emQyVepE5lcTy5GyvmFqfDKNST0UWX78FkSdePXFQ6eFz8GDB7FlyxakpaXhD3/4Q3TSCACTJ09GWVkZ2trasGrVKiW5S5YswS9/+UtMnz4d3/zmN8n5Ir+Ot2TJkuikEQAKCgrwu9/9DgDw1FNPobGxMSbff/3Xf6G5uRkTJ06MThqBq68yfOaZZ5CXl4e9e/cK34PNIqUnjrywvmpe1nFWR5ctMYlsoCx3R1CdjMp06CzFiSbVMnm85SKWfSr1wkvvPibzkRtKeSjLUlR5vLalWgci2Syo/hWVT1Ymnk6RHHe5IxdbWRvnHRPZpeNf2XmdZUnKmCLrG9Q+KkojQnQDwtNnOspHuSmR1YmonvwEDCj9gDUO6YytpuqUJqdzvcdx06ZNAICSkhIMGjSo3fnIj5ZUVFRI9xf65dNPP8XevXtj9LopLS1FYWEhWlpasG3btphzkXKw8mVnZ2Pq1KkAgDfeeEPJppSeOOoQ7zs/HX3UgS2+Awt94qQjW4buBEKUR3SB0onS6tSjaXTsCsJvoskwT5/Idp2Jmgi/44CODbqTOJXzyeK3oAhq/PZzQ6+aLjnHyc71yzG1tbUAgNGjRzPPR46fP38ehw8fjost+fn5GDJkiNCeSFrg6oM9R44ciTlPyUchIe9xTDSRbZ0t4fYP75hC9S6atQTX2ZCVq6OXu6Pbz4O1vK+aN150Vh/4IVn8JpIZb3289AjAjo4EL2rv4OvrJfuxiCCupVdlhsPhmKPp6elIT9d/NoHC0aNHAQADBw5kno/8dHE4HMbRo0fx7W9/O2G2AEBhYWFMWgA4duxY9DMvLysfhZScOEbeC/lk4dMJtsRisVgslo5DU1NT9GeCu3fvjj59+uCLL54IRFd2dnZ0chNh+fLlWLFiRSD6IkTmCFlZWdw02dnZCIfD7Sa2ibIFiJ1ku99/zcvLykchJSeO/fr1Q0NDAxzHwcCBA9HQ0JCQp7YsiSMcDqOwsND6PkWx/k9drO/1cBwHTU1NMa/Ry8jIwNGjR3Hp0qXAdHqf9pVFG3/+859j69atyrqef/55lJaWKudLRVJy4tilSxcMGDAgOsuOhJ0tqYf1fWpj/Z+6WN+rE4k0usnIyEBGhulX8ejz2Wef4dChQ8r5zp07F/2ck5MD4OoeRln6oNuQri2RfJG8LN/plsE+HGOxWCwWi6VTsG7dOjiOo/w3adKkqIzBgwcDAOrr65k63EvUkbRBEZHf0NDATRM557bF/TQ4rxysfBTsxNFisVgsFovlKyLvSqypqWGejxzPysrC0KFDA7WluLgYAHD69GnuQywRe9zveMzNzY3+IoysHO58FFJ64oEl0rIAAAvrSURBVJieno7ly5cH/oSWJfmwvk9trP9TF+t7i4zbb78dAFBdXc2M1r3yyisAgClTpqBbt26B2jJgwACMGTMmRq+bqqoqNDQ0ID09HZMnT445N23aNG6+c+fOoaKiAgBwxx13qBnlWCwWi8VisVii/PCHP3QAOBMnTnSam5ujx7dt2+akpaU5Xbp0cT744IN2+WbPnu0MGzbMWb16tVTH+PHjHQDO2rVrhek2bdrkAHCys7Od999/P3r81KlTzogRIxwAzgMPPNAu36effur06NHDAeA899xz0eNXrlxxZs+e7QBwxowZ47S1tUltdZOSv1VtsVgsFovFwuPEiRMoLS3F4cOH0bdvX4wbNw4nTpzArl274DgOysvL8dOf/rRdvhtvvBG7du1ivjbozTffxGOPPRb9fvDgQTQ1NaGoqAgFBQXR4//3f//XTu69996LJ598Et26dcOECROQlZWFd955B2fPnkVJSQnefvttZGZmtsu3YcMGzJw5E62trRg7diwGDx6MvXv34pNPPkHv3r1RVVUVXdKmkpJPVVssFovFYrHw6NWrF2pqarBq1Sps3LgRW7ZsQVZWFm655RY8+OCDmDBhgrLMkydPYs+ePe2Of/zxx/j444+FecvLy1FSUoKnn34af/7zn3H58mUUFRVhyZIluO+++9C9e3dmvhkzZuCb3/wmVq5cid27d6O2thZ9+/bFT37yEyxbtgy9e/dWLoeNOFosFovFYrFYSKT0wzEWi8VisVgsFjopOXHcsGEDbrzxRvTs2RNZWVkYOXIkfvOb3+Dy5cuJNs3ik7KyMoRCIeHfxYsXmXnff/99zJgxA71790ZGRgaGDBmChQsX4sSJE3EuhYXHoUOHsHr1apSVlWHEiBHo2rUrQqEQHn/8cWneyspKTJ48GQUFBcjMzMS3vvUtPPzwwzEv/mVx5MgRlJWVYcCAAUhPT8eAAQNQVlaGTz75xFSxLER0/L9ixQrpmPDRRx9x81v/WyyxpNwex0WLFqG8vBxdu3bFTTfdhOzsbLz77rtYvHgxKioqsGPHDuYGU0vHoqSkhLvhNy0trd2x119/HTNnzsSVK1cwZswYDBkyBDU1NXjqqaewYcMGrQ3EFvM888wzKC8vV873xBNP4P7770coFMK4cePQu3dv7N69GytXrsTGjRtRVVUVszk9QnV1NW6++WY0NzfjuuuuQ2lpKQ4cOICXXnoJr7/+OiorK3HDDTeYKJqFgK7/AWDkyJH47ne/yzzH+lUNwPrfYmGi9Ax2B4f3SPvJkyeFj7RbOg5z5851ADgvvvgiOY/7lQXPPvts9PiVK1ecWbNmab+ywGKe3//+986DDz7orF+/3vnrX/8afaXEY489xs2zb98+JxQKOWlpac62bduix8+fP+9MmDDBAeBMnz69Xb7z5887/fr1cwA4S5cujTm3dOlSB4BTWFgY86oOS7Do+H/58uUOAGf58uVKuqz/LRY2KTVxHDNmjAPAefzxx9ud2717twPASU9Pd86ePZsA6ywm0Jk4/uxnP4u+r8tLU1OTk5eX5wBw3nrrLYOWWkwQ8bdo4jBjxgwHgPPjH/+43bljx445Xbp0cQA4f/3rX2POPf300w4AZ+jQoU5ra2vMudbWVmfo0KEOAOe///u/zRTGogzF/7oTR+t/i4VNyuxx/PTTT7F3714AwF133dXufGlpKQoLC9HS0oJt27bF2zxLAtm0aRMAdrvIzs7G1KlTAQBvvPFGXO2y+OfSpUt48803AbD9O2jQIJSUlAD4uh1EiHz/l3/5F3TpEjtUdunSBXfeeScA2y46K9b/FgublNnjWFtbCwDIz8/HkCFDmGlGjx6NhoYG1NbWYubMmfE0z2KYnTt34i9/+Quamprwd3/3d7j++usxefLkdj8z1tTUhCNHjgC46n8Wo0ePxtq1a6NtyNJxqKurQ3NzMwCxfyPvN3MT+S7K505nSW727duHJUuW4MyZM8jLy0NxcTGmTJmCnJwcZnrrf4uFTcpMHCM/Dj5w4EBumsLCwpi0lo7Lyy+/3O5Y37598cILL2DSpEnRY8eOHYt+5rUN2y46LhGffeMb3+BOEFj+bWpqwunTpwHI28XJkydx/vx5ZGVlGbPbYp6Kiorob/NGyMvLw5NPPok5c+bEHLf+t1j4pMxSdVNTEwAIO3d2djYAIBwOx8Umi3lGjhyJ8vJyHDhwAOFwGF9++SV27NiBf/zHf8Tnn3+OqVOn4n/+53+i6SPtAuC3DdsuOi66/V6lXXjzWpKLoqIirFy5ErW1tThz5gzOnDmDqqoq3HbbbWhsbMTcuXOxfv36mDzW/xYLn5SJOFpSg/vuuy/me05ODv7pn/4JEydOxLRp07BlyxYsWrQI+/fvT4yBFoslrsyePbvdsZKSElRUVOCnP/0pVq9ejfvuuw8zZszg/mybxWL5mpSJOEaWqc6fP89NE3kRcG5ublxsssSPUCiEX/ziFwCADz74AA0NDQAQs3zJaxu2XXRcdPu9Srvw5rV0HFasWIG0tLR2vyFs/W+x8EmZiePgwYMBIDphYBE5F0lr6Vz8wz/8Q/Tz8ePHAVx9qjZCfX09M59tFx2XiM/Onj0bs/zohuXfnJwc5OfnA5C3i4KCAru/rYOSn5+PXr16Afh6TACs/y0WESkzcSwuLgYAnD59mvuQQ01NDQBg1KhRcbPLEj8im92BryMKubm50V+Eifjfi20XHZdhw4ahR48eANT9G/lu20XnpbW1FY2NjQDQ7uEp63+LhU3KTBwHDBiAMWPGAABeeeWVduerqqrQ0NCA9PR0TJ48Od7mWeLAq6++CuDqZHHYsGHR49OmTQPAbhfnzp2LPol5xx13xMFKi0m6d++OW2+9FQDbv3/729/w5z//GcDX7SBC5Purr76Ktra2mHNtbW147bXXANh20ZHZunUrmpubEQqF2r12x/rfYuGQ6DeQxxPeTw6eOnXK/uRgJ6C2ttbZsmWLc/ny5Zjjra2tzvPPP+9kZGQ4AJxHHnkk5rz7Jwefe+656PErV65Ef9LM/uRgckL55ZD3338/+pOD27dvjx5X+cnBhx56KObcQw895ABwBgwYYH9yLoHI/P+3v/3NWbt2rXPhwoV25zZt2uTk5+c7AJxZs2a1O2/9b7GwCTmO4yRkxpog7r33Xjz55JPo1q0bJkyYgKysLLzzzjs4e/YsSkpK8PbbbyMzMzPRZlo02Lx5M6ZNm4aePXti1KhR6N27N86ePYsDBw5E9ynNnDkTL7/8Mrp2jX2hwIYNGzBz5ky0trZi7NixGDx4MPbu3YtPPvkEvXv3RlVVVXRJ25I49u3bhwULFkS/f/zxxzh16hQGDBiA/v37R49v2rQJffv2jX5/4okncP/99yMUCmH8+PHo1asXdu/ejc8//xzDhg1DVVUVCgoK2umrrq7GzTffjObmZgwfPhzDhw/HgQMHcODAAWRlZaGyshI33HBDsIW2RFH1//79+1FcXIzs7GwUFxejf//+uHDhAg4ePIjDhw8DAH7wgx9g69atMa/XiWD9b7EwSPTMNRG89tprzve//30nNzfXyczMdIYPH+786le/clpaWhJtmsUHn3zyibNo0SKntLTU6d+/v5ORkeGkp6c7AwcOdH70ox85b775pjB/TU2Nc8cddzjXXHON0717d2fQoEHOT37yE+eLL76IUwksMnbu3OkAkP4dPXq0Xd63337bmTRpkpOfn++kp6c71157rbN06VInHA4LdR4+fNiZM2eO069fP6dbt25Ov379nDlz5jhHjhwJqJQWHqr+P3XqlLN48WLnpptucgYOHOhkZWU53bp1c/r27evcdtttziuvvNLud6i9WP9bLLGkXMTRYrFYLBaLxaJHyjwcY7FYLBaLxWLxh504WiwWi8VisVhI2ImjxWKxWCwWi4WEnThaLBaLxWKxWEjYiaPFYrFYLBaLhYSdOFosFovFYrFYSNiJo8VisVgsFouFhJ04WiwWi8VisVhI2ImjxWKxWCwWi4WEnThaLBaLxWKxWEjYiaPFYrFYLBaLhYSdOFosFovFYrFYSPw/auoeJeACSi8AAAAASUVORK5CYII=", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "from devito import mmax\n", "from examples.seismic import plot_image\n", "\n", "# Plot the FWI gradient\n", "plot_image(-update.data, vmin=-1e4, vmax=1e4, cmap=\"jet\")\n", "\n", "# Plot the difference between the true and initial model.\n", "# This is not known in practice as only the initial model is provided.\n", "plot_image(model0.vp.data - model.vp.data, vmin=-1e-1, vmax=1e-1, cmap=\"jet\")\n", "\n", "# Show what the update does to the model\n", "alpha = .5 / mmax(update)\n", "plot_image(model0.vp.data + alpha*update.data, vmin=2.5, vmax=3.0, cmap=\"jet\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that the gradient and the true perturbation have the same sign, therefore, with an appropriate scaling factor, we will update the model in the correct direction." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "from devito import Min, Max\n", "\n", "\n", "# Define bounding box constraints on the solution.\n", "def update_with_box(vp, alpha, dm, vmin=2.0, vmax=3.5):\n", " \"\"\"\n", " Apply gradient update in-place to vp with box constraint\n", "\n", " Notes:\n", " ------\n", " For more advanced algorithm, one will need to gather the non-distributed\n", " velocity array to apply constrains and such.\n", " \"\"\"\n", " update = vp + alpha * dm\n", " update_eq = Eq(vp, Max(Min(update, vmax), vmin))\n", " Operator(update_eq)()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Objective value is 39293.324219 at iteration 1\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Objective value is 24506.777344 at iteration 2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Objective value is 14386.481445 at iteration 3\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Objective value is 7907.346191 at iteration 4\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Objective value is 3959.921387 at iteration 5\n" ] } ], "source": [ "# NBVAL_SKIP\n", "\n", "from devito import mmax\n", "\n", "# Run FWI with gradient descent\n", "history = np.zeros((fwi_iterations, 1))\n", "for i in range(0, fwi_iterations):\n", " # Compute the functional value and gradient for the current\n", " # model estimate\n", " phi, direction = fwi_gradient(model0.vp)\n", "\n", " # Store the history of the functional values\n", " history[i] = phi\n", "\n", " # Artificial Step length for gradient descent\n", " # In practice this would be replaced by a Linesearch (Wolfe, ...)\n", " # that would guarantee functional decrease Phi(m-alpha g) <= epsilon Phi(m)\n", " # where epsilon is a minimum decrease constant\n", " alpha = .05 / mmax(direction)\n", "\n", " # Update the model estimate and enforce minimum/maximum values\n", " update_with_box(model0.vp, alpha, direction)\n", "\n", " # Log the progress made\n", " print(f'Objective value is {phi} at iteration {i + 1}')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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xcRg2bBjefPNN2GxqnQ8ZMqTI144dO4bNmzfDZrPhlltuMb2+atUq9O/fHzk5OYiKikL9+vWxa9cuzJ07FytXrsS2bdvQqFEj196kh3CQSURERPQPHx8f9OnTB6NHj8ZNN91keG358uUYOHAg3n77bXTo0AGDBw9W6nPRokVFvjZixAhs3rwZXbp0Qd26dQ2vnTx5EkOGDEFOTg7eeustDBs2DACQm5uL2NhYfPDBBxgwYAB27NihPOD1JJvD4XCU9UaUZ2lpaQgJCQE6pgK+wf++0FFo2FaycD1h2lfyUZwXDhrV5ByVpB6VBB6VpB6V5VQSf1TWpbucSj+yvnQTlqxaTrVvd63fyr49qjyc1jz8B8GTBcvdmZyjmnjjrqQe3eQc3b7NuZ7uSyrSTfyRfd+3CNNfFG6fBmwJQWpqKoKD8/9uFvwtTW0LBFt8+SstBwjZBcP6SuOhhx7CggUL0LlzZyQkJJSqr0uXLqFmzZpISUnBsmXL0K9fP8PrTz/9NF555RV06dIF8fHxhtfOnz+P2rVrIzU1FV988QVuu+22Um2LOzAmk4iIiEhR69atAQCJiYml7uvjjz9GSkoKqlevjl69epleX716NQBgwIABpteCgoLQo0cPAMAnn3xS6m1xBw4yiYiIyDt4QeJPSQ4ePAgAqFmzZqn7eu+99wAAgwYNgr+/v+G19PR0HDp0CADQtq3sdui/8/fu3VvqbXEHDjKJiIiIFJw6dcoZX9mnT59S9XX06FFs3rwZADB06FDp6wXq1Kkj7SMyMhIAcOTIkVJti7sw8ccqYkzKcWFaFtcitvGVxGipxLq5sxh6eYgttJJKrNHlRPeY0KYSSylbWbbmcu6icmqtpLmcZiyn7tu36q+EVbGcqsXBVWIirYrbtKpv3fdmVbyl6ntTUZpi7G4amaSlpRmm/f39TVcPi5OTk4NBgwYhNTUVLVq0wPDhw0u1PQsXLoTD4UDbtm1x7bXXml5PT093/h4YGCjtIygoP2hXfG/eglcyiYiIqMKLjIxESEiI82fq1KkuLf/II49g48aNqFGjBlatWgU/P/NT+lTl5eU5r4g++OCD2v14O17JJCIiIu/gxiuZiYmJhuxyV65ijh49GgsWLEC1atUQHx+PJk2alGpbEhIScOzYMVSuXFma1AMAVatWdf5+4cKF/Eo2gvPn80vHWJE17w68kklEREQVXnBwsOFHdZA5duxYzJkzB6GhodiwYYMzu7w0ChJ++vTpIx08AjDUzDx27Ji0TUGGe7169Uq9Te7AQSYRERF5B183/Wh6+umnMWvWLISEhGDDhg1FZnm74uzZs1izZg0AecJPgeDgYOeTfHbt2iVtUzC/TZs2pd4ud+Dtcqskw1gm4ZDweopkGbHIrm5gvIxKO6sCut1JZRs9mQjkDcpDwpaUmNRjZQKPuFxZZ2zpHriy5cQEIVmbMn7Sh1XF2D1d6N1dyUGyee4shm5VUpGsja7iHppR3NfTB9Y/VjJPb7Hx48fjlVdeQUhICOLj4xEVFWXJ5nz44YfIzMxEw4YNpY+RLKx379545ZVXsHTpUjzwwAOG186fP4+4uDgAwN13323JtlmNVzKJiIiICnn22Wcxffp0hIaGKg8w586di2bNmpX4qMmCW+UPPvhgiY+CHDNmDKpUqYKEhAS88847zvm5ubkYMWIEUlJSEBUVha5duyq8K8/zxus0REREdDlyR+KPi0+ZXbt2LV5++WUAQKNGjTBv3jxpu7CwMMycOdM5nZSUhAMHDiAiIqLIvvfu3YsffvgBdrsdsbGxJW5LrVq1sGjRIvTv3x/Dhg3DggULUK9ePezcuROHDx9GeHg4li5d6pXPLQc4yCQiIiJyOnv2rPP3Xbt2FRkPWbduXcMgU0XBVczbbrsNtWrVUlqmb9++aNCgAaZMmYKvv/4ae/fuRc2aNfHYY49h0qRJCA8Pd2kbPMnmcDhcHONTYWlpafmZYf9JBeyFSgiI/8iESRauyDGZniwGb1Uxet3lPN23+H694b0pYUymkWoxdjfGZKqcX1TiFnXayNpZ1UbWTjcmUzdu0p0xmeI88W+Jat9WxWTKvm5fCNOfFW6fBuwKQWpqqrP0TsHf0tS7gGDZV6MU0rKBkDgY1keewSuZVjkJ43k+RXhd9uUVTwyyE4U4L1ShjWx9qidmFTo5DbqDRRWy92ZV3yo8PZ5x51OJVD43JbL/XcXOZAPKi5obIPblzicA6Q4gVdYv61tsV1lhOTfeOrPyH1irEn88mdTjjYNMKxOmVNqU9h/WXIX1UoXAQSYRERF5Bzu8JrucSs/rs8tXrlyJjh07olq1aggMDETLli0xY8YMZGerXKn41969ezF16lR07twZ4eHhqFSpEqpVq4abbroJ8+bNc7k/IiIiIiqaV1/JHDNmDGbPng1fX1/ExMQgKCgImzZtwrhx4xAXF4cNGzagcmXZrSOjnJwcZ6HSoKAgREVFITw8HMePH8e3336Lbdu2YcmSJfjyyy8RGhrq5ndFREREUl6QXU7W8dpB5po1azB79mwEBQVh69atzkFiUlISYmJisG3bNkyaNEk5s+u6667DuHHj0KNHD8OjpH766Sfcdttt+P777/Hkk086M79cluqA4UhOERtIYqTEWMrakn5VPiFZzE5oCeuS9a16NKiEsukkp6jE/uj2LaPStworv0XujO/0aFKPGFsp61wlJlPWxsqEIau4M1C2pHXJKGZOqHwHVbizGLtufLm74i29MSbTnXGbKlTOpYWni4vJtJdiO4rC2+Vlxmtvl0+ZMgVAfsX9wo9LCgsLw/z58wHkFz5NTU0tsS9fX1/s2rULffv2NT2rtEWLFpgxYwYAYNmyZbxtTkRERGQBrxxknjhxAjt37gQADBgwwPR6dHQ0IiMjkZmZifXr15d6fQUPu7948SKSkpJK3R8RERFpsLvph8qEVw4y9+7dCwCoXr066tevL21T8JD6gralcfDgQQCAn58fqlevXur+iIiIiC53XhmTeeTIEQBAnTp1imwTGRlpaKvL4XA4b5ffeeedptvpRERE5CHuSPxhTGaZ8cpBZnp6OgAgMDCwyDZBQfmZLGlpaaVa1+TJk/Htt98iKCgI06ZNK7F9ZmYmMjMzndP/rv8A5Nk1BSSPfbpUwzgtC94WnxQkSw6SPSY1VJhWSfyRseqpNCpP5ZG1kc1TybFQSeCxKjlI9rnprt+T+SOWFlpXKaKuktRjVeKPN1bIV/nCyd5vFYW+VdZVxs82tqpguG4x9vKQnGNl31Y9zUdXced3DvouG155u9xTlixZghdeeAE+Pj5477330Lhx4xKXmTp1KkJCQpw/BVdUiYiIqJR83fRDZcIrB5lVq1YFAFy4cKHINufPnwcA7eeQrly5Eg8++CAA4J133kHfvn2VlpswYQJSU1OdP4mJiVrrJyIiIqrIvHJ8X69ePQAodgBX8FpBW1d88sknGDBgAPLy8vDWW285B5sq/P39GbdJRETkDozJrFC8cpBZUFIoOTkZR44ckWaY79q1CwAMNTRVrFmzBvfddx9yc3Pxxhtv4OGHHy79BgMAEmGMnaoqvC4JphRnNZN020qYridpI8ZtAuYYTKviLwG1eEt3tVFdTiWOSyVuUtZGjG1SWb+MSvF51QL1Km1UYmmVqHQuK8aeodBPWcdkytanUthcJyZT1kb2BDNxm8r4tG1VbKXqct4WE1nW65fNU41TFbkzLl83JtMH1pcc8sp7tpcHr9z1tWvXRlRUFABg6dKlpte3bduGxMRE+Pv7o1u3bsr9xsXF4d5770VOTg7eeOMNDB8+3LJtJiIiIqJ/eeUgEwAmTpwIAJg2bRr27NnjnJ+cnIwRI0YAAEaOHImQkBDna6tXr0azZs3QuXNnU3/r16/HPffcg5ycHLz55pscYBIREXkbJv5UKF6763v16oVRo0Zhzpw5aN++PTp37ozAwEBs3LgRKSkp6NChA1588UXDMqmpqThw4AAuXTLev/z7779x9913IysrC7Vr18b27duxfft26XpnzpyJsDDZ/WciIiIiUuW1g0wAmD17Njp06IB58+Zh+/btyM7ORsOGDTF+/Hg88cQT8PPzU+onIyPDWdvy+PHjWLx4cZFtn3/+eQ4yiYiIyoI7rjzmWtwfKfPqQSYA3Hvvvbj33nuV2sbGxiI2NtY0v169enA4ZAWkrSQmNdQ1ToZKSi11LGEaMCcDRZgTE3wCskzz7L4lf6tyc4zR1XmXJIP2S5KkB5XEm/MKbcR54jKAfrKAO4nbrRp0r7KcJ4uxK1EpmC6bJ34fALXkIE8m/sj6ltEpfq6a1FNSP7J5skQkcZ5s/SoJTAqr111GZZ5KUXEr+y6viT86+02Xq0k9Rc1jMfbLktcPMomIiOgyYYf12eVW90fKvDbxh4iIiIjKL17JJCIiIu/AmMwKhYNMy1QFEFho+mrjy3dKFok1Tga1PWNqEhqYYpi2K35bMmGMr8yVfNRZmcY2GeermNpky2I7fcUnHtlK3iDdI82qI7Ss4zZl2+DObVItrG8ixi7L4hZV5qkUWndnTKZKvKVKwXRZX5qxjSayGE2VD0723lQOLqu2W3P1KrHLVsVWyuaV15hM7f2mkYeQo3AuB/SKsReeLm7T7LD+3Fjmse2XL94uJyIiIiLL8UomEREReQd33C7nSKfM8EomEREREVmO43siIiLyDixhVKFwkGmZBshP/vlHK+HlWPMSd9zySYm9phfuUzINABmSBIJc4VslS/wR2X3N0dG5vuZvZ57YLkAzoaCiBGOr5o+ofNvcmRyktL91IvoBvaQeWRsxqUWljWybVAutq/Rd0rpky6l8J3Srins4qUdk1bEtm+eNiTdlvX6lQ0KSSSOep3MUPiTVr7vKaaK4YuzufjYKeQ0OMomIiMg7MCazQmFMJhERERFZjuN7IiIi8g68klmhcNcTERGRd/CB9Yk6vGdbZjjItEw9AMH/TrYyvlq382+mJSbjOcP0WxhuavMTWhimVRN/LmYan96TecnP1CZXCATPzZEk+UiWUwogF6k8tcIb6CQjqS4jttNNoPAoWSJMhkI7lacCydqoPPFHlgyk8iHoJgNZlVQj9qObZeFGunlHuk/8UVlO5ek2snNJkEIbcZ64jKyNlYk/KolPKkk9KmTLWJUMZOUTf6hC8bo/aURERHSZ4u3yCoUXkYmIiIjIchzfExERkXfglcwKhbveKv4AbIWmhdiaP/9oalrkyYazDNPJqGFqczo33DCdkhRqaqMUN5ljM7dxJ53izN4Yo6lCNYxOfH8qy3k8blOMW9QNONUN5FIpxq6ynIzKe5HtXJ1YTpV+VD9cMebaC59ioFNUXTbPqrhJ1b7dFbcJKO4TIThRFjfpmytZUIMk5t70d8HKYuwqbajC4yCTiIiIvAMfK1mhMCaTiIiIiCzHK5lERETkHRiTWaFw1xMREZF3sMP6kQlvl5cZDjKt4gtj4k+S8PoWc+LNtlO3mvsQXSphurjtKalvlSLHViWeqKxfNTBct/CzThsVusHy7ix87Va6hc9VirFblR2g249sOU/uYJXC7xZuj7sKrat+J3USf1QSeGTzrEr80U5qkhzvQlKPj1VJPgDyZIk+JXFn4g9dljjIJCIiIu/A2+UVChN/iIiIiMhyHN8TERGRd2AJowqFg0yrXBCmDwnT2yTLHBWmVQr6qsQ1AeZYI5WYJd0iw9L4K4dkpkClQLysb6tiG88rLCdrYxXdWCcxLlc3llYaMyXGBOoGvMpiC2WF1UvqW6cQuqyf0lDZJyqxlGIblWWKWl9JbRT71jm/aBce1+xbpRi6O2MyVdrIzncBmYZJWbylXZhnlxVjl8gVH7YhoRSTqRtbyZhMUsRBJhEREXkHxmRWKIzJJCIiIiLLcXxPRERE3oFXMisU7noiIiLyDj6wPlGH92zLDAeZlsmGIUnhNyHwXlZEPUKYDpW0EeeptAHUkmNkAewilbwPhSLD2gIkZxsx6P2SJIFIpYi9SvF7dxZDVwmMl7VRKWIv+2zFdtKkJpUEEtk8lZ1SWbZCDZ4umK6T+CPbR+L7l+0PlXlVFNooJv5YldSjk0Aja6eboGhVYqO0jZDUIyT0APKkHj+hna+FhdZFKolApvMmwMQfcjsOMomIiMg78HZ5hcKLyERERERkOY7viYiIyDvwSmaFwiuZRERERGQ5ju8tcwyGqPFL1Y0v/1bDvEiSMF1b0q2YHCT7xGTB6lY9yUM6z5jo4xOQZWpiVdB7juSpFWKQe/YlP/OCl/yFaUlykOy9ickwug+8UaGb+KMSdC87JpSeJiTuJ91kHZWEIZU2sif+qOw43ScFqSTMqCT+yPabuJxq4k+wQhtZMpDAnYk3uk/lCbWojcpySglL5uNGPL+J5zZAfn4zP81H7xyYq/DkHrXEH4UnrHlD4g8fK1mh8EomEREREVmOVzKJiIjIOzAms0LhlUwiIiLyDnb8O9C06sfF2+XZ2dnYuHEjnnrqKURFRSE0NBSVKlVCREQEevTogXXr1mm/vby8PCxevBhdunTBFVdcAX9/f9SsWRMxMTGYP3++qf2iRYtgs9mK/fniiy+0t8fdOL63zJ8AAgtNnxZer2deJEkIwgyVdKtTCFnWl6xvpSLH5irmlYQYJX9JjJKf0MZut64QcW6u8Ywhi1nKFOI0s8QYTQB55yVxbAFC3JJKcWp3xm2WtUu6xdgvStqI82Rxk2Ib1cAu3RhMFTrF2HXjNlXmSWLrxNVZWbA8VKONOK26ftlyKutXem8OUxOfoAzDtCze0l+MyfQ3x6DbLao8nqt44lCJ01TizmLs5djWrVtx6623AgAiIiIQHR2NwMBA7N+/H3FxcYiLi8OwYcPw5ptvwmZTiHX9R2pqKnr06IGvvvoKwcHBuPHGGxEaGooTJ05g7969SEtLw4gRI6TLNmzYENHR0dLXrrrqKtffpIdUlD+FREREVN55we1yHx8f9OnTB6NHj8ZNN91keG358uUYOHAg3n77bXTo0AGDBw9W6tPhcKBXr1746quvMHz4cMycORNBQf/+J5SVlYUff/yxyOWjo6OxaNEi196IF+DtciIiIqJ/xMTEYNWqVaYBJgD069cPsbGxAIAlS5Yo97lw4UJs2bIFt912G958803DABMA/Pz80LZt21JttzfilUwiIiLyDuWghFHr1q0BAImJicrLzJkzBwDw1FNPWbsxXo6DTCIiIiJFBw8eBADUrFlTqf3p06exb98+2O123HjjjTh8+DBWrFiBo0ePIigoCNdffz169uwJPz9Jzed/HDp0CM8++yz+/vtvBAUFoXnz5ujRowfCwsIseU/uwkGmZY7BGKAvFlAWirPLhErmicXYZQXbVYq4y/o2Bcabk3wChMB4QC0Q3h/GAHo7JMWKJfNU5NrtxU4DQGV/47ysIHPiT4YkyP+SmAzkK8n80U380VlO5Ruqun6V4vtiMXpxGgDMhwlwSdhvOQrFwWFOxDBnELizGLtK4XUZ3cQfhQQBlc9Sqai4QhvZPN3kHJ0EHt3llIuxGw9UMWERAKqIiT+ePpcJl9jMZyToX4UTk4OsLKruzkQfL4jJLM6pU6ecsZF9+vRRWqYg1rJGjRp49913MXbsWGRnG89RDRo0wOrVq3HttddK+/jmm2/wzTffGOYFBATg+eefx7hx41x8F57DmEwiIiKq8NLS0gw/mZnSYX2RcnJyMGjQIKSmpqJFixYYPny40nLJyckAgLNnz2LUqFHo2bMnfvrpJ6Snp+Pbb7/F9ddfj8OHD+P22293ti0QERGBZ555Bjt27MCZM2eQlpaGnTt3YvDgwcjMzMT48eMxZcoUl96HJ3GQSURERN7BjXUyIyMjERIS4vyZOnWqS5v2yCOPYOPGjahRowZWrVpV7O3twhyO/Ls2OTk5uOGGG7By5Uo0b94cQUFBaN++PeLj4xEeHo6//vrLVCvz9ttvx0svvYR27dohLCwMVatWRdu2bbF48WLMnDkTAPDCCy/g9GmxbKJ34CCTiIiIKrzExESkpqY6fyZMmKC87OjRo7FgwQJUq1YN8fHxaNKkifKyVatWdf4uu/pZtWpVDBo0CACQkJDg0jaFhYUhMzMTGzZsUF7OkxiTaZlzMBaSFgsoizGaMMdSNpN021yYridpI4v7DRWmg8wxaj5ibKVCIWLAHLckxiwBgB+EYuySIB5fIY7JqrgmAMgR5mXZJe8jxLzdF4X3mxFgji3MDhA+W19JbJ9VRdxl/YjzZHGTKvGWsthKlTYq82RtTPFfkhjFHHFfSvatpws/68TFWhWTC5g/S914W1ncotjOkwXbZe2U2pRcVB2QxFvKYjLtQhuUXGhdPG+pEs9JMrK+VQq0S4uz5wjLyb434vdUN/7Syu+kG7PLg4ODERws+VtcgrFjx2LOnDkIDQ3Fhg0bnNnlqho0aCD9Xdbmr7/+Uu7XbrejcePGSEpKwvHjx13aJk/hIJOIiIi8g5cl/jz99NOYNWsWQkJCsGHDBq1alk2aNEHVqlWRnp6OpKQkaZuC+WL9zJIUxHAWvlrqipMnT2LPnj04ffo0zp07h2rVqiE8PBzXXXedcvZ8cTjIJCIiIhKMHz8er7zyCkJCQhAfH4+oqCitfnx9fdGrVy+8//77SEhIQO/evU1t4uPjAQDt2rVT7nfPnj34/fffXV7u2LFjeOONN7BmzRrn8jJNmjRB79698cgjj6BOnTrK/RfGmEwiIiLyDlYn/WheGX322Wcxffp0hIaGKg8w586di2bNmkkfNTlx4kRUqlQJ77zzDj777DPDa6+88gq2bdsGu92Oxx57zDk/IyMD8+bNQ3p6uqm/r776yllCKTo6WmmQ+ccff+Cee+5Bw4YNMX36dBw4cAAhISFo3749unfvjv79+6Nbt264/vrrERwcjAMHDmDatGlo2LAh+vbti8OHD5e4DhGvZBIRERH9Y+3atXj55ZcBAI0aNcK8efOk7cLCwpwZ3kD+Le8DBw4gIkIsVA00a9YM77zzDh588EHcddddaNu2LerVq4eff/4Zv/32G+x2O9544w20aNHCuUxWVhZGjhyJsWPHonXr1qhTpw5ycnLw+++/4+effwYAtGjRAitWrCjxPY0fPx6zZ89GZmYmWrZsidjYWNx66624+uqrpe0dDgd++eUXxMfHY/Hixfj444/x2WefYcyYMS5l5XOQ6TbhxklfScX0aGG6o6QbMRlIluQTUHJSj91XUkDYVwhol7aRFR7OEaZLbuMvDagXE39KTg6SkQXUi8HysvX7wVx+wtffuD5ZceaLQoLUeV9JLEyAJPNCJzkjRaGNLPEnVDJPDPJXKbSukiwga6db+LmkZcqCbkF8q9qoJIPpJIzJ5qm0saqoO6BYaN14fqsUdNHUREzyAYDK/sZ58nNAZoltdBMSzf2Yz1Ni6qGsjTYxsc6q76Qr7XR4QUzm2bNnnb/v2rULu3btkrarW7euYZBZkiFDhuDqq6/G9OnT8fXXX2Pfvn2oUaMG+vbti//+97+mq5FVqlTBpEmTsGvXLvz222/45ZdfcPHiRVSrVg1dunRB3759ERsbq1RKacaMGejevTsmT56MNm3alNjeZrOhefPmaN68OZ544gns3r0b//d//4cZM2a4NMi0OQoKOJGWtLQ0hISEAHgexrOx8CH63mpe+B5huotkBWU8yJRlZPrZSz4x65y83TnIlGWgZ0oGmRdRRWhjflLQxQvG7PLzKZJB5nnJX2txUJdibqLVRjZYVBlAcpCphoNMIw4ytaicg7Ik55sMmCtciOegDPFJZQDyUgKNM2Tf9xSU3EalCoVsuc+EaUNlnjQAIUhNTXVmexf8LU39AwjWy2EpUlo6ENIQhvVdbr755ht06NDB4/3wSiYRERF5BYcP4LC4hJGD2SeWDDB1+uGuJyIiIiLL8UqmZa6EsQC7cLv8dski9wnTrcy3vQNCzVllKnLFQrxeSCVuU76cEDcpaSPempLdqpLdBhNvz0uLMwcat1sWUpBxXizGD1wSb2kFKdxSDzU38WzBdIU2qstVZFZ93ay6pV7Whd5Vi8ELt8LFMB/AfCu8cqDkdjnMt8tVboWLbVTCc2TnDZUHQsja6MoRiq/nSYuxlzCtvDKFNqrHm4Jc3/wfK1ndX0XmcDiwZMkS/PDDD6hbty4efvhhBAYGlrxgEbjriYiIyCtwkOkZr776Kl5++WV8/PHH6NSpk3N+7969ERcX55xetGgRvv32W1SubL5wooK3y4mIiIguI59//jnsdjtuvvlm57zNmzdj7dq1uOKKKzB69Ghce+21+Omnn7Bo0SLt9XB8T0RERF4hx25Djt1WckOX+nQAYCGdwn7//Xdcc801sNv/DbVYtWoVbDYbPvroI3Tq1Anp6emoU6cOPvzwQzz66KNa6+GVTCIiIqLLSHJyMmrVqmWYt23bNoSFhTlvn1etWhUdOnTAkSNHtNfDK5mWaQCgUHBsvRrGlx8yL9Gy53cl9poiZH6kZIaa2shqpOUqBIbn+gqB6ZI6mTL2QGO7XIvqyEnXJS307npwvmrij7+QCCBL/BHbZNrNte2qhJgTETKE+n5Zl8wpS5mXjH1lS9pAaINLkv/6dZNzPFm70sqzT3k8k1mZHKX7/nUShgIkV4SEmruyBB6/ALH0OOAvtJM9/EBM6hGTdQD9pB5zrV73nctUzpOy81RurmSemNipm/jjhQl7ub6+yPW19kpmrq8DgDmx9nKWl5eHS5f+zf68cOEC9u/fj7vuusvQrlq1aobi9K7ilUwiIiKiy0idOnWwd+9e5/SGDRuQm5trqoN57tw5VK9eXXs9HGQSERGRV8i1293yQ0a33347jh07hhEjRuDTTz/FhAkTYLPZ0L17d0O7H374AXXq1NFeDweZRERERJeRCRMmICIiAm+++Sbuvvtu/P777xg4cCCaNfv3WdZ79uzByZMnceONN2qvpzxGMhEREVEFlAc7cmFtTGYeM8tNIiIisGfPHrz99ts4ffo02rVrh/vvv9/Q5pdffkHPnj1x9913a6+Hg0zLNAVQ9d/JaOOrDXr+YlpiMp4zTC9ErKnNbrQ1TKenVDW1yZMk/kiTQcTlhAD+PElgvoxdSBCy+5ujxXNNh5ba03yU1q8Rna66jLjdssSfLOEZQ5UlTxsxv3+gqt349KacQElAf6BxOXFdMuKTRYpav1VU9qXuk1PUkrr0shNUtklGtn9LorL/VZ8AI7bT2R7VbZLR+bxVP1uVp36Zk3PM26O2nN6xZdVnqdJG+l2WJfWYFlT4bN2ZaGbhE39yYEeOxYPMHA4ykZOTA19f44cSHh6OSZMmFbnM/fffbxp4ukr7L9Hp06exceNG7NmzB6dPn8a5c+dQrVo1hIeH47rrrkNMTAzCw8NLtXFEREREVDpXXnklevTogT59+qBr167w9zdXRXEHlwaZ2dnZWL58OebNm4fvv/8eQP5zLkU2W/5/Iddffz0ee+wx3HvvvahUqZIFm0tEREQVVS7syLU4XSQXeZb2Vx4FBwdjyZIleP/99xEYGIhu3bqhT58+6NatW6meTV4S5UHm+++/jwkTJuCvv/6Cw+HAFVdcgRtuuAHXXHMNatSogeDgYKSmpiI5ORk///wzvv32W3z33XfYsWMHxo8fj6lTp2LQoEFueyNEREREZHb06FHs3r0bq1atwurVq7FixQqsXLkS/v7+6Nq1K/r06YO77roLoaGhlq5XaZB5ww034Pvvv0dYWBhGjRqF2NhYtGzZssTlfvjhByxcuBAfffQRhgwZgvnz52P79u2l3mjvVB1A8L+TEcZXxQLeAJAMY8H2v2EOLzidbJyXd1zyH8d5hc2TfdJBQtxLToCpiax8ba4Qu5nrb+5cjD/KlMQWmgum68Xo6cb/yRlju2RxVGJxaE/HyKmQxZbp7CeVODpZ37JYVpXYOnfGclpFN/5OPE5kn7+0GLdpuZL7zoL5VpjKcjJWxSTqfkZWxQBbRfV7a/68S46dlh4TkphM00MachQfyKDTRvZ2xeUsjMl0z5VMa2M8y6vrrrsO1113HaZOnYpffvkFq1atwscff4y1a9ciLi4Ovr6+iImJwd13341evXrhiiuuKPU6lT7JgwcPYsaMGTh27Bhee+01pQEmALRq1QqzZ89GYmIipk2bht9//71UG0tEREREpXPNNdfgueeew48//ojff/8dU6ZMQcuWLfHll1/ikUceQa1atdCpUyfMnTsXJ06c0F6P0iDz8OHDGDt2rHagqL+/P5566ikcPnxYa3kiIiKq+PKvZFr/Q0Vr1KgRxo0bh++//x5//vknXn31Vdxwww34+uuvMWrUKNSpUwc33HADEhISXO5baZAZHBxcciMP9kNERERE1oqMjMSYMWPw1Vdf4eTJk5g/fz5iYmKwe/durXBHr3/iz8qVK9GxY0dUq1YNgYGBaNmyJWbMmIHs7NI/7H79+vWw2Wyw2Wzo0qWLBVtLREREungl03tceeWVeOSRRxAfH4/Tp09jwIABLvdR6syD3NxcJCcn49KlS0W20X3u5ZgxYzB79mxnMGpQUBA2bdqEcePGIS4uDhs2bEDlypW1+j537hwefvhh2Gw2aRmmUjtlnPx1dxtTkxeu+z/DdOLpSFObvENCok+SZF2y4G3xkzXn9KgJMH85My8ZwybE4uyAuUC7LOhfpci0XbPQuFicWTWBRWRlUpFOUo1s/Sr9yBLNxHay5BxxOXkCT8nFsP0k6y/r5CBdOkW0VZJ6ZIX2Zd8BMYlHlkQnrk/Wd6YkGUhsJ3uv4nLyNmI/aklNKm10i5ib+yl5m6zcRnF98s9W2G+5kuQsWTF2cZ7sVKZTfF0lyaeodjptJHJhRw4Tf7xOtWrVUK1aNZeX0x5kbt++HZMnT8ZXX32FrKyin+Zis9mQk+P60b5mzRrMnj0bQUFB2Lp1K9q0yR+kJSUlISYmBtu2bcOkSZMwc+ZMre1//PHHcfr0aTzyyCN44403tPogIiIiKo9ycnKwcuVKbNy4ESdPnizyYqHNZsPGjRu11qE1yNy0aRPuuOMO5y3r6tWro2pV8+MOS2PKlCkAgPHjxzsHmAAQFhaG+fPn46abbsLcuXMxadIkhISEuNT36tWr8eGHH+Kpp57C1VdfzUEmERGRF8iFL4uxe8CZM2fQtWtX/PjjjyXezS14wI4OrUHms88+i+zsbIwZMwbPPvssqlevrr0BMidOnMDOnTsBQBoDEB0djcjISCQmJmL9+vXo37+/ct9JSUl45JFH0LRpU7zwwgtYtmyZZdtNRERE5O2efvpp7Nu3D40aNcKjjz6Kxo0bW36xENAcZP7www9o1aoVZs2aZfX2AAD27t0LIP8Kaf369aVt2rZti8TEROzdu9elQeajjz6KpKQkfPLJJwgI0A1UlMmAYXf+XMX48mfmJf482sw4Q/ZpiIXWVSMPxLemEmsjjespuTiwrFiwWKBdJY5LHrdZciynSmyljCy2T4wTVIl3lLWRxSSa4xb1YiLFNpWF4vCydcnaydqI210FF0tsI+tLt424L2XbqBJvqXtMyOgUI5fHTZZcMF22nEpMptgmA+ZYddn6MlBFaGPuW6WNGLepun6xL6tiUmV9y84lKvGm5oLpakXtxfXLP2/jvCyxyDqArEuS0oHieVm38Lq423TjL2XE5QpPO4Civsa58LE8UcdzpfrLj88++wzh4eH47rvvLL9QWJjWNemgoCA0a9as5Iaajhw5AqD4hKHIyEhDWxXLli3DqlWr8Pjjj6NDhw6l20giIiKicujixYvo0KGDWweYgOb/KO3bt3fr03vS09MBoNiHtgcFBQEA0tLSlPo8deoUHnvsMTRs2NAZ76kjMzMTmZn/XoFRXT8REREVzx0lh3gl06xx48a4eNF8p8pqWlcyn3nmGfz0009YunSp1dvjNsOGDcO5c+fw7rvvokqVKiUvUISpU6ciJCTE+VNwRZWIiIioPBg6dCi2bNmC48ePu3U9Wlcyr7/+eixfvhwPPfQQ4uLicMcdd6BOnTrw8ZGPWW+++WaX+i8IPr1w4UKRbc6fzw9WVHmK0OLFixEXF4dHH30UHTt2dGlbRBMmTMCTTz7pnE5LS+NAk4iIyAI5sCvVPXWtTxKNHDkSX3/9NWJiYvD666/j1ltvLXIMVxradTJzc3NRpUoVrFixAitWrCiynU6dzHr16gEAEhMTi2xT8FpB2+KsXr0aALBz507TIPPUqfyq6bt373a+tmzZMkREREj78vf3L+IZ7scABP07+cPVxpeDYCYWVq8taSMuJ8tVks0rLujalTY55tIFeUKij6xYsFhUONNuDmgXEzhkCQWyBA6xQLs8MUNM4DH3I0uqUUl8MSfemNtUkSTjiPNkCTvi+mT9iMvJtrEq0q1Zf65k/efNT9uqJP4/aM7pMc+TlWQT26gWmRbvh1n5V0U8vGR//1S+S+JpQ/a9lZ1ahKihbEmbi0GVDNMZdvPdGlkyzkUhqUdM8gGAdFQV2ljTj6wvsR/AnBxzUbJ+2frE77ysbxUqBdtVknqkCVuZxnnigy4AIE+SDGQ6L7uzGLtKO9l3ubjk02ISf/Lga/nt8jwWY5d66623cMstt6Bbt27w9fVFzZo1pQNNm82GP/74Q2sdWoPMtWvXol+/fsjLy3NmgBfESFqhdevWAIDk5GQcOXJEmmG+a9cuADDU0CxJwTIyKSkp2Lp1KwAU+/QiIiIiovIsMTERN910ExITE+FwOJCdnY1jx45J23q8TuZLL70Eh8OBOXPm4NFHH4Xdbu1/HbVr10ZUVBR27tyJpUuX4plnnjG8vm3bNiQmJsLf3x/dunUrsb81a9YU+dqiRYvwwAMPoHPnzkhISCjtphMREZEmJv54xrhx43Ds2DFER0fjySefROPGjS29WFhAa5C5f/9+3HDDDRg5cqTV2+M0ceJE9O7dG9OmTcMdd9zhvGKZnJyMESNGAMiPKSj8tJ/Vq1djwoQJuOqqq7QfgURERERUkSUkJKBu3bqIj48vIgTQGlqDzMDAQNStW9fqbTHo1asXRo0ahTlz5qB9+/bo3LkzAgMDsXHjRqSkpKBDhw548cUXDcukpqbiwIEDvN1NRERUDvFKpmdcvHgRnTp1cusAE9AcZHbs2NH5VB53mj17Njp06IB58+Zh+/btyM7ORsOGDTF+/Hg88cQT8POTBESXmUTAEFguBKf/IHlykcpTecRkINnVbNk8sW/VhCGRb/HPNAWAXMlTgcQnV9gDzV9zMdFHlpwjC6iXPamnJLJl5E/zMSYDqSTeyJJs5PPOK7RJL7FNKFJK7ifTPC8wVXh+r6x4QypKbqMyT9ZG/N9Plhyk0kYl8UdGJRFC5YyokvgjO2+L3zeVNoAp8aeSpHxwpUBjMlZwoPhBAggxz3OEGKczAs1B/yn+oYZpWQKPOE+ljXw588lMbKP7NCfZucTcV8lPahITevLnyZ7CJDzxJ1eynHCezJYm+UgOSpWntenQTQVWST4lr3L11Vfj7Nmzbl+PVr76iy++iMTEREybNs3q7TG59957sXXrVqSmpiIjIwM//fQTxo0bJx1gxsbGwuFw4OjRo8r9FyzDeEwiIqKyVfBYSWt/rC/NU949/vjj2Lp1K37++We3rkfrf43vvvsODz74IJ555hmsXbsWt99+e7F1MgcPHlyqjSQiIiIiawwaNAj79+9HTEwMXnzxRWe9c6tpDTJjY2Nhs9ngcDjw3XffYceOHcW25yCTiIiISuKeYuwlh31dbgpXBSpIpi6KTr3zAlqDzMGDB5eqblLF9CdMcZiFnZdUWj9lLKCMRpLlxFiXUEkb2TyVmEyVAtIyQvH1XEkxdrFAu1h0GADs/saDVjX+UjwBqQSJy+MvzQF/KgXLqynERIpxk7J52m1SjbGdlWRhNZKQPIjtZG3EebI2ujGZ4ryKXIxd9n0Tl5PEVqrEZEqXC9FoA8AmzAusnmdqExhiPHCyq5sPuJQQYyxliuSkpDJP9p1UicGWPZBBPE/4SeImxWLwssGNVcXYxTj1/HnCcpJzKS5J/taq5LaK3wGV87vse6MbW1nc3xcH5PHWyP8s5Q/Y0MfEHzOHQ33g7UpbkdYnuWjRIu0VEhEREVHZycsz/0PpDm7P/7p06RICAlTSmImIiOhylueGEkZ5vF1eZrRSrl577TWldllZWejVq5fOKoiIiIjIDX755Rfltu+++672erQGmU8//TQ+/fTTYtvk5ubivvvuQ3x8vNaGERER0eXF+vJF1l8ZrQi6deuG06dPl9hu6dKlePTRR7XXo3W7PCwsDAMHDsTmzZsRFRVlet3hcOCBBx7AmjVrcOONN2pvXPlyDsDFQtNi4eE0yTI1jJOyqIJQYTpMoQ0gCbp23+2CPEmwuligPTdHUozd1xj07msvOckHkAf5l0SW+COb52cqxn7R1EZM9JEl59RAsmReUonLhWUalwv8WxI3I3YtS/wxr97cTtZGJfFHdiifF6ZliT9ioL9KwXZZxL5KMpCVkf7iISg7/FSSg8Tvtyw5R1agXWwne/hCsDAtSfKRzhNOQahecptKkmPiihrGA6DKleaEOT9/c6aH+B2UfSdFsnOCLPFGLIZ+UdK3zoMdZIXXpclAQrJjppjkAyBPTAa6VMnURul4L+ti7Cp9iYk/VKYSExPRvXt3fPXVV6hSpYq0zdq1axEbG4vKlYtJai6B1pXMuLg4AECPHj2khc8fe+wxfPDBB2jVqhXWr1+vvXFERER0+ciBj7OMkXU/LMYueuGFF7Bnzx7069dPmj2ekJCAfv36wdfXt8Q718XR2vNt27bF0qVLcebMGXTr1g0pKSnO155++mm8+eabaNasGTZs2IDgYPFfbCIiIiIqK88++yxiY2Oxbt06jBw50vDaN998g169eiEvLw8rVqxAp06dtNejPbzv0aMHXnvtNfz222/o1asXsrOz8cILL2DmzJmoX78+EhISEBYmu7dLREREZFZQJ9PqHzJ7++230blzZ7z55puYOXMmAGDPnj3o3r07MjMzsWTJEtx5552lWkep9vzjjz+Ow4cPY/bs2Wjbti1+/vln1KxZE/Hx8ahVq1apNqz8yQGQXczrkpiGUGE6QrKYOE4XlwGAUJXKvBJiLGWO5uEgjck0zhOLswOAXWxjtyb+ElCL9fJTKMYuTgNAZSFOU6Woumxe+IUzpjYBfwszxGkAEGO1ZTGZsuVUYjlVYjJVCrQrFGPPlhRjvigcyhclbWTfMnGeO2uxS6LmTPMqS2IrKwsxmZVU4i9l81QKravGZOp83mL8LWCKtw3MMccS2680H+/S9yIQYyvFIucAcBHmmLIMYZ5KvKeM+eEP5nOSbJsyhXjLbEkxdtM5V3YqV30ggQ4vHHu5I1EnF56pCVne+Pr64uOPP0aHDh0wfvx4ZGdn47XXXkNaWhreeecd9OvXr9TrKHWgwqxZs9CrVy/89NNPqFGjBhISEtCgQYNSbxgRERERuU9wcDDWrVuHK6+8Es8++yySkpLw6quvYujQoZb0r/R/zAsvvFDs640bN4avry+io6OxcuVKw2s2mw2TJk3S30IiIiK6LPBKpnscO3as2NfnzZuHfv36ITY2Fn369DG1r1OnjtZ6lQaZzz//PGw2W5HPryx4bc2aNVizZo1hHgeZRERERGWnXr16sNlsJbZbsGABFixYYJhns9mQk6MXo6E0yHzuuee0OiciIiJSlftP2SFr++SVzDp16igNMq3GQaZlAmCstlzb+HKQpNhpM2G6nqRbMRlIkuTj41tyQLusYLo2MVjd1/wfjrg+sTh7/jzjduf6uy8K3S6JlPcXCq8DsmLs5sQfsRi7OF3UvGq5KYbpAJWEHdkDGVSSg3QTf8Q2isXYs4WknjRJckiacJiay9yb58n+d5YtV1zKXXF9iVSOQFnij5jW5ytJWKoszJOVNw6WfE2DheLrlWTJMuLnpFJ4HTAnmki226okkwDJzq0WkGKYzrKbE2gyhD0lJvQAQGXJ99RfeDOqD2QQiYk+slu5ubklP5BCliCJS8Iffd0kH29MBPLCpKLLmaymuSfwMCAiIiKv4I6SQ7l8xFCZYRl8IiIiIrKc0iDztddeQ1aW+daiK7KysjBr1qxS9UFEREQVVy58nBnm1v3wetrJkyfLpB+la9Jjx47FnDlzMH78eAwYMABVq1ZVXkFqaio++OADzJgxA8ePH8eTTz7p0gaWH7VgjLJqZ3y5o2QRcV5zcxOfMGOwm10SfykWPgckMZiyeCCV4us5kkBhX+HWg6wfhThRq8hjrYxBSr6K8VhiHJcYowmY4zRl8WDSOM1UIXJQpfC1LG5SnKcSWylrp9JGso1psnlCLJ9sk8RYSpWYTPOelYeflXUxdpU2Ygym7IG76ZKvjbi/a0gKdgeLb1j29ZPN09lRstOGOC9A0kYSS1o10PjJpVc3f+JVhKNC9hAFWXy1+YEMVh4VRrJzsGme7DwpbpJqTKY3xmBaxD0ljKztrzxq3LgxHn/8cYwbNw7VqlVzefmzZ89i2rRpmDdvHi5ckD1tQ05peL969Wr4+Pjg0UcfRUREBAYNGoSFCxfit99+M5U1cjgc+PXXX/Hee++hf//+qFWrFkaNGoVKlSph9erVrr0rIiIiIg/Kzs7Gxo0b8dRTTyEqKgqhoaGoVKkSIiIi0KNHD6xbt06777y8PCxevBhdunTBFVdcAX9/f9SsWRMxMTGYP39+kcvt3r0bffv2RXh4OAICAlC/fn08/vjj+PtvWZanWdeuXTFjxgzUrl0bgwYNQnx8PDIzZZl+/8rMzMSXX36J/v37o3bt2pg5cyZuu+02l96v0v8xPXv2xB133IE5c+bg9ddfx9KlS/HRRx8BAHx8fBASEoLg4GCkpaUhJSXFOfB0OByoU6cOHn/8cTz++OPw85M8VouIiIgI3nElc+vWrbj11lsBABEREYiOjkZgYCD279+PuLg4xMXFYdiwYXjzzTddKguUmpqKHj164KuvvkJwcDBuvPFGhIaG4sSJE9i7dy/S0tIwYsQI03KrVq1C//79kZOTg6ioKNSvXx+7du3C3LlzsXLlSmzbtg2NGjUqdt2rV69GQkICnnjiCecYrlKlSmjVqhX+85//oEaNGs5xXHJyMvbv3499+/YhOzsbDocDzZs3x6xZs9ClSxeX9qXyxXI/Pz/897//xZNPPolPP/0Ua9aswZYtW5CYmIizZ8/i7Nl/b5BFRkaiU6dO6NWrF3r06AEfH8ZDEBERkffz8fFBnz59MHr0aNx0002G15YvX46BAwfi7bffRocOHTB48GClPh0OB3r16oWvvvoKw4cPx8yZMxEU9G99sqysLPz444+m5U6ePIkhQ4YgJycHb731FoYNGwYAyM3NRWxsLD744AMMGDAAO3bsKHHA26VLF/z000+Ij4/H3LlzsWHDBnz//ff4/vvvAcD00B1/f3/cddddGDlypMuDywIuR2T4+Pigd+/e6N27NwAgOTkZp0+fRmpqKkJDQ3HllVeiRg1ZQTYiIiKiormnGLtr/cXExCAmJkb6Wr9+/RAfH48FCxZgyZIlyoPMhQsXYsuWLbjtttvw5ptvml738/ND27ZtTfP/97//ISMjA126dHEOMAHAbrfjjTfeQFxcHHbu3IkNGzYo38q+9dZbceuttyIzMxPffPMN9u7daxrHtWnTBjfeeCP8/c21a11R6rDfGjVqcFAJAGgCoFDV5EZCweD7zEtUv++EYbqK3Rz0np5pTLJKTzEnXeVdkoQhXJKlHgh0q1OLyUBiIpCELDDek1QLMYvzZEkGYjKQLOmgSq75s7SJsdKy2GmVNmLijUoCkeZysiSfZEkYj5jmJKnXbmojS+pRSQ6qKIk/sm2UFWg3FZqXhVEJn5MsqUhK/FrK/p6ISTyy40ZM6lE5tmH+TlSWJP6IyXgqST6A+burmvxXEtUBizn5UnKVSTfxR6WNVUk9XpgcVNZat24NAEhMTFReZs6cOQCAp556yqV1FeSyDBgwwPRaUFAQevTogffffx+ffPKJy/GS/v7+xQ6orcDDh4iIiLyCe4qxW/tYyYMHDwIAatasqdT+9OnT2LdvH+x2O2688UYcPnwYK1aswNGjRxEUFITrr78ePXv2NOWtpKen49ChQwAgvcpZMP/999/H3r17S/GO3IeDTCIiIqrw0tKM91j8/f1dvh186tQpLFq0CADQp08fpWUKYi1r1KiBd999F2PHjkV2tvEeRYMGDbB69Wpce+21znmFHwVZp04dad+RkZEAgCNHjqi+BY9iRg4RERF5BesLsf+brR4ZGYmQkBDnz9SpU13atpycHAwaNAipqalo0aIFhg8frrRccnJ+UeKzZ89i1KhR6NmzJ3766Sekp6fj22+/xfXXX4/Dhw/j9ttvd7YF8q9kFggMlBSaBZzJQ+IA2lvwSiYRERFVeImJiQgO/jdi2dWrmI888gg2btyIGjVqYNWqVcplGQsytnNycnDDDTdg5cqVztfat2+P+Ph4NG7cGH/99Rfmz5+PSZMmubRd3oyDTMs0hCHcvqPx1boDfzMtMQBLDdO7cZ2pzY/+LQzTqTmh5lWfl6QZWPUkD92AcjHo3YNPAALkQf4i2RNAxEQAeZKBcTlpctAlU7oGID6pRfLkFqXEH3F1sn5kySEKfWcLy4lP8gHkyTji/9Dm5x2ZE31kbcS+JXvR44k/ItnhL34DZQk8Vq1Ptt8qCZ+Tr+SzrSL7eyp+vioJO5rHlvQ4Feb5Z5q/b37+xnmyp3CpJPDoJPmo8nhio7sOcCtHBJp9FTxW0koFj5UMDg42DDJdMXr0aCxYsADVqlVDfHw8mjRporxs4ackyq5+Vq1aFYMGDcKrr76KhIQE5yCz8HIXLlxASEiIadnz588DgPb7cjfeLiciIiKvkPNPCSOrf0qj4NHaoaGh2LBhgzO7XFWDBg2kv8va/PXXX855devWdf5+7Ngx6XIFGe716tVzaZs8hYNMIiIiIomnn34as2bNQkhICDZs2FBklndxmjRp4rwqmZSUJG1TML9wgfbg4GDnk3x27dolXa5gfps2bVzeLk/gIJOIiIi8QkEJI6t/dIwfPx6vvPIKQkJCEB8fj6ioKK1+fH190atXLwBAQkKCtE18fDwAoF27dob5BQ++Wbp0qWmZ8+fPIy4uDgBw9913a22buzEm0zLBMMRkCo8RvQ1fmpaYsvVFw/TwW/5narMfVxtnyGJ/dAv4qqggR4gsHktenLnkHScupxzrJTaTxbbpFGdW6Uc2T7LZF4UYOVlMpEqBdJXlZG1UYitl6y+pH0+TfW3EebI2KjGoSvtNtuNkh6nCMWFqI4utVDluZX0L8+w5knqGCrkZsu+tWly2sY3KMtrcGShMlnv22Wcxffp05y1ylQHm3LlzMXfuXLRr1w5LliwxvDZx4kQsW7YM77zzDu644w7ceeedztdeeeUVbNu2DXa7HY899phhuTFjxmDevHlISEjAO++8g4cffhhA/mMlR4wYgZSUFERFRaFr164uvb/x48fjsccec5ZAchftIUR6ejrmz5+PhIQEnDhxApcuyc48+c/C/OOPP7Q3kIiIiC4PeYVKDlnZpyvWrl2Ll19+GQDQqFEjzJs3T9ouLCwMM2fOdE4nJSXhwIEDiIiIMLVt1qwZ3nnnHTz44IO466670LZtW9SrVw8///wzfvvtN+djIlu0MCb71qpVC4sWLUL//v0xbNgwLFiwAPXq1cPOnTtx+PBhhIeHY+nSpSU+t1w0Y8YMvPrqq7jzzjsxcuRIdO7c2aXlVWkNMk+ePIno6Gj8+eefhoepy7j6xomIiIjKytmzZ52/79q1q8h4yLp16xoGmSUZMmQIrr76akyfPh1ff/019u3bhxo1aqBv377473//a7pVXqBv375o0KABpkyZgq+//hp79+5FzZo18dhjj2HSpEkIDw937Q0ivxzTBx98gE8//RRr165Fs2bNMGLECAwZMsQQF1paWoPMiRMn4ujRo2jVqhXGjx+P//znP16bPk9ERETlQ64brmS62l9sbCxiY2NdXs/zzz+P559/vtg2UVFRWLVqlct9X3fddfj4449dXq4o8+fPx/Tp07F48WLMmzcPv/76K0aNGoWJEydi8ODBeOyxx9CsWbNSr0drkPnll18iPDwcmzdvltZtIiIiIiLvVbVqVYwcORIjR47Exo0bMW/ePMTFxWHevHmYP38+YmJiMHLkSPTo0UP7rrTWIPPcuXPo1q0bB5gGQjnqo8YruwnoYlpi4i3Gqv5HUc/UJlMl6l21iLrKcuWQSrJOhWbh5+gr9iVJKpKU/vco3cOdLFJBzhsex/2mxJ3F2KlonTt3RufOnXH8+HG88cYbWLBgATZt2oRNmzYhMjISI0aMwLBhwxAaGupSv1p7PjIyEnl5kixAIiIiIk3eWIz9clK7dm0MGjQId955JxwOBxwOB44dO4YJEya4HIMKaA4y77nnHnz99de4cEH27DAiIiIiKi/y8vLwySefoHPnzmjevDkWLlyIkJAQjBkzBp9//jn69++PixcvYty4cZg6dapyv1qDzEmTJiEyMhL33nsv/v77b50uiIiIiAy8qRj75eDMmTOYMmUK6tevj759+2Lz5s1o3Lgx5syZg+PHj2PWrFm47bbb8MEHH2D37t0IDg7GO++8o9y/0p5/8MEHTfMaNGiANWvWoFGjRmjbti3q1KkDHx/zmNVms2HBggXKG1R+HQNQKO1/y7WGVw9/eI1pibfuG26Y9rObA+AuXqhsnOErKRYcIPsYWTqqJLJbKConI3E55fghsZluxW5xnmz1mstVEtpUkXQjK4Yudi2L26wsmVcSlcLr7qby3lTaiPNU2uj2bYqtBdSOE1kIuM4xqbp+YV6ur/fHzskevmCXnZfdSdy/DEomF+3YsQNz587FqlWrkJWVBQDo2rUrRo8ejdtvv126TIsWLXDHHXdg5cqVyutRGmQuWrSoyNfOnz+PLVu2FPn65TPIJCIiotLwhmLsl4MbbrgBABAYGIihQ4di1KhRaNKkSYnLValSBbm56v9UKQ0yFy5cqNwhEREREXmvevXq4fHHH8fQoUNdqnP+7rvv4t1331VurzTIHDJkiHKHRERERDq8oRj75eCPP/7wyBMZtQJgjh07ZnjsUlHOnTuHY8eO6ayCiIiIiNygc+fOeOWVV0psN3PmTMTExGivRyvlqn79+oiNjS0x1vLpp5/GwoULkZNzOUQlH4AhTeK3/xhfXmUO1z+Lq4wzWkm6Db1U8qoDJBWzfYX/3HIkH3VOxUgOUknW0f1PVracuL4sSbZEVoD58w4IyDbOCJSsUJwnayOuLkChjawvyaFVSTiUKkv6qSw53Nz1UFlZkotK4pEK2VlJpR+V5BxZkpM4T5ZUVVUyT9y30jbC51RF5diSzVM5blTayNYlO06FeZn+fqYmWfArdhqQnwOsqo2o+7AHHyEZKM/XYW7kK5yDVQ9kcZOsSp7W/VKo9qW0mB0+Fl95ZJ1Msy1btqBevXoltjtw4AC2bt2qvR6tw6egQKdqWyIiIqKS5N8ut7bkEG+X68vOzpZWDlLl1noR6enp8PMz/9dJRERERN7tp59+Qo0aNbSXd0uF0ry8PPzyyy/YtGkT6tSp445VEBERUQXDxB/3EWueb9u2TVoHHQBycnKwf/9+/PDDD+jRo4f2OpUHmXa78UNavHgxFi9eXOJyQ4cOdX2riIiIiMgyhWue22w2HDp0CIcOHSp2mVq1auHll1/WXqfyILNwbKXNZis21rJSpUqoXbs2+vTpg8mTJ2tvXPnyF4xR7DuML2+JNi8SIUzLPo1mQmR8aLapiU9AlmlenmwTTRQ+ft3kICHo3eNPxBCoJPAA5qSCTFlSj6mNOSQkw25O66gamGqYtukm/oQI05JEHFlSj+lBJQqB+bKEHt8L5nmVhHmyI0tMmJElx4hJPeajXe0pQLLlrKLyNCOVNrL3r5L4Iyb5AECweEyI06rzdNuoHLeSeQ5h3kVJOpT4HZR931SSgeTnANevcKk+8Uecl+cr+cL5CkeK7IvjzrxZlQQilfVbuI28kuk+BTXPHQ4HHnzwQURHRxd5IdDPzw+1a9dG+/btUamS7IymRnmQmZf377DFx8cHsbGxeO+997RXTERERESeUbjm+fPPP4/27du7vQ66Vkzmc889h9atW1u9LURERHQZ42MlPePo0aMeWY/2IJOIiIiIqCilzi7/7rvvsGXLFhw/fhwOhwO1a9dGx44dnQ9fv3ykAygcG3nC+HKKJErsNyHOoZ6k2zBhWlLkO0833lGMEZIVbJcVEC6pH0VizJKs6LHqPJFK8V1ZHJcY/yVrkyHEjcniyDIkEXfpIRmG6eALkmNCjKWUxVaKb19194sfr2wXiW0kh0SVVPM8sWh7sCRuM02IHZXFVorzZG1k8ZYqu0AlTlMl8kg33lQlJlMWb1lViFuUxvKqxE1Wl8wTK5PIKpWIy8n6UWkj2ab0EOOeE79b+fOMe0r28AOVOE3dgty+UDhP2WUxmcZ22bLztEpMpspfaatiIq0sxq69CXbYWIzdckuWLAEA9O7dG1WrVnVOqxo8eLDWerUPnz/++AODBw/Gd999B+DfxKCCZ2Fef/31WLJkCRo1aqS7CiIiIrqM5MIOHxZjt1xsbCxsNhvat2+PqlWrOqdVeXSQefLkSdx00004deoUqlSpgttvvx3169cHkH+f/4svvsB3332Hm2++GTt37sRVV11VQo9ERERE5A6DBw+GzWZDSEiIYdrdtAaZ//d//4dTp06hT58+mD9/Pq644grD60lJSRgxYgRWrVqF5557Du+++64lG0tEREQVV64bnl3OK5nGGpmyaXfReqzk559/jlq1auHDDz80DTABICwsDB988AFq1aqF9evXl3ojiYiIiKh80bqSefbsWfTs2bPY55L7+fkhOjoan376qfbGlW9imkGauUmSEGWfJOlGnBckW1eAeZZKwo4b+ZiKsUuC5YU2YoC9lWSB37L/bsVkAVkiQmUYE3jSJSW0/WAukC8mB/hVP2NqEyDuJtkuUUjOkeRGmOfJ2ojHlyTJRzbPJiT6yBJ/xHkOSVLTRTE5SNImR7JPxG+blcXYxaQeWXKQr3AoVZZ8JcXkKJukjVIRc93EH1llfTHRRyU56EpJG3FeuLnJhSvN1zTO2UMN07Lv0nlhnuw7KUsGEr/zsocv6Fzhkp2n/CVPRMgKMJ5LciWJldk5wvpzJEeXbniiO5OBVNporp9XMisWrSuZtWvXxoULkr8igoyMDMZjEhEREXmRjz76CA0aNMAXX3xRZJsvvvgCDRo0wKpVq7TXozXI7Nu3L7Zs2YITJ04U2ebEiRPYtGkT7rnnHu2NIyIiostHDuxu+SGjjz76CCkpKYiJiSmyTadOnXDu3Dl8+OGH2uvRGmROmjQJLVq0QExMDD777DPT6+vWrUPnzp1x7bXXsnA7ERERkRf58ccfce211xYb9ujv74+WLVti37592uvRivbo3r07fHx8cPDgQfTs2ROhoaGoV68egPwSRikpKQCAG264Ad27dzcsa7PZsHHjRu0N9l7VYIyNFAOZJAFR4t6XFd5OKWG6KAFCaQKVT1paCFgS2ynGV0qKDIvxlv4BJcco2iWxTrL4J5XiyCJZPJZYeF02T1ZU3V+IEfOXxV9Kttu0nZLYurBaycYm/nnmRuJyqrF9KnF7YrylLCZTFikjtpO1EcLWbJLjvYrQporsOyGLU9UtUK9CJQZWvFAi+0zEw83KmExxnuyzVSnQrlKMXaFNWrg5tlCMvwSAZOFpEykwtxHjNC9KvpMqcZq6cXnid1n+3TbP8/M3nhcyL5n/mOcK58U82QMxICkzI/teiHRjKXWoxGQWni4mZSAPvtLzdWnkebqifDlw6tQpdOjQocR2V111Fb7//nvt9Wjt+S1btjh/dzgcOHfuHM6dO2dqt337dtM8T9RlIiIiovIn1w1P/GHij1mVKlWQnJxcYrvk5ORir3aWRGuQuXnzZu0VEhEREVHZueaaa/DNN9/g7NmzqF5dVlYiv5LQtm3b0Lx5c+31aA0yb7nlFu0VEhEREcnkwscNVzK10k8qtD59+uCbb77BoEGDsGrVKlSpYgw5uXjxIu6//35cvHixVAncDFQgIiIiuowMHz4c77zzDr788ks0adIEAwYMQLNmzQAAv/32Gz766COcPHkSTZs2xYgRI7TXU6pBpsPhwOeff47t27fjzJkzuP766/Hggw8CAM6cOYNz586hYcOGsNsvh3iImoAh+LyR8eUgSZHdCGFalgggBk+nKLQBzEW1ZX2Ln75KGwmx8DoA+AcYMzjERCDAXMDYT1LQWFrUXKFouxg4LovJUSnGflGSUGBOPFIrIi+uT1ZAOsvfOC+0VoqpTdWQ84bpAFlCh6xgthh+I0vqEZ8ZoJLkI2snW05MVjB/3GptdAs/q3xMKqcqaYKcMC0rdC9+v2RtZEk94nKyouri913WRiUZSCE56JKkTUqgcaZKAo+snWw5cZ6sH1mCnvhdVonLU0nqkZ+nJEk9YjH4oJLXf0kszg4AObKHbYhtJJ2ptDGtS6GNlctJu7JD7Yvoap9UWOXKlfHll1+id+/e2L17N1599VXD6w6HA61bt8bq1atNVzldoT3I3LdvH/r164eDBw/C4XDAZrMhOzvbOciMj4/H/fffjzVr1uCuu+7S3kAiIiIislbt2rXx/fffIy4uDl988QX+/PNPAECdOnVw++23o0ePHqVO1tYaZB4/fhxdunRBcnIyunXrho4dO+Lpp582tOnVqxcqVaqETz/9lINMIiIiKlEufGGzOJLP6pJIFYnNZkOPHj3Qo0cPt/SvFQ07ZcoUJCcn43//+x8+++wz/Pe//zW1qVKlClq2bImdO3eWeiOJiIiIqHzRGt5/8cUXaNasGUaNGlVsu3r16pW63NHKlSsxb9487Nu3D1lZWWjUqBEGDhyIJ554ApUqSeIcFXz66adYsGABvv/+e5w9exahoaFo1KgRbr/9dvzf//2f5pY2hDEwqrHx5VaSRZoJ02KMJqBWsF2FStymalyNEF/pF2COURJjMP3sJcdbygqvywqtizFSsuVEsnisTEkclRhbZZfEZKqQ9S0WjJYVkBbjzWQxalUD04udBoCqtczzKp/PNkxXEuMvAbWi6rJ554VpWSyluJxKTKbsmCyvxdhV4jZlMZliO/F7C5hjMGVtJH1nC8ulh5g3XDwmz0tiIsU2srhJeSxlFaGNecPNxdjN3xvZPPHBCrK4PJ04Tdn5RvZABvHqWY4kNyE3QIjblBRjz5bFaUL426cbp+zONtrF2O2W17XMY0xmkXJycrBq1Sps3rzZ+ajwq666Cp06dcI999wDX9/SXQXWWvrkyZPo2bNnie1sNhvS0mR/ydSMGTMGs2fPhq+vL2JiYhAUFIRNmzZh3LhxiIuLw4YNG1C5sjnguyhZWVkYNGgQVq5cicqVK+OGG25AeHg4Tp06hV9++QVz5swpxSCTiIiISiPXDYk/LMYu98MPP+Cee+7BkSNH4HAYR/7vvvsuJk2ahJUrV6JVq1ba69AaZAYGBuLMmTMltjty5EiRRT5LsmbNGsyePRtBQUHYunUr2rRpAwBISkpCTEwMtm3bhkmTJmHmzJnKfT788MNYuXIlevXqhXfeeQdhYf8+0iwvL69Uj04iIiIiKg9OnjyJrl27IikpCeHh4bjvvvvQsGFDAMDhw4exbNky/PHHH7jtttvwww8/oGbNmlrr0YrJbNGiBXbv3o2kpKQi2/z555/Yt28frrvuOq0NmzJlCgBg/PjxzgEmAISFhWH+/PkAgLlz5yI1VVZPxWzjxo1YsmQJmjdvjhUrVhgGmADg4+OD9u3ba20rERERlV7uP7fLrf4ho+nTpyMpKQkPPfQQDh8+jNdeew0jR47EyJEjMWvWLBw+fBgPPfQQzpw5gxkzZmivR2uQOWjQIKSnp+Ohhx5CRkaG6fWsrCyMGDEC2dnZGDRokMv9nzhxwpkwNGDAANPr0dHRiIyMRGZmJtavX6/U5+uvvw4g/xa8biwnERERUXn3+eefo06dOnjjjTekYYcBAQGYP38+6tSpg3Xr1mmvR+t2+QMPPIAPP/wQa9euRbNmzXD77bcDyK+dOWrUKKxduxbHjh1Dly5d0K9fP5f737t3LwCgevXqqF+/vrRN27ZtkZiYiL1796J///7F9pebm4uNGzcCAG6++WacOnUKy5Ytw4EDB+Dv74/WrVujT58+CAqSRcurqgND9L34qM8ukkVaCdOyT0NMhFBN/BHbyfrWTI4Qi6/7Sgqt+/kbA+FlgfFiUo+s8Lp8uZITfWQJQyJZWQtZAoF5OeN/xWKCAQBUgfmfL7FvWVKPuFxlST9VcNEwXRXmJJ8qdvNylUOM86qEXDS1qRJZ8vr9M82fSZULeYZpm+w4FRN9KnLij6yNSjF2yTyHsFxGoPnaQIa/mFRm/qMhO7bNyWglLydLWBOXU1mX6nLi9+uiZBtl30GxGLvs4QcieTH2ks9TKklF0gdC+AsPjZAk+cjm5YkJQr6SWoZWFWNXWU72fS/uu1xM4k8OfODgYyXdLjExEb179y72YTm+vr644YYbsGbNGu31aA0y7XY74uLiMHz4cCxbtgzvvvsugPzBYcEAsU+fPli4cKHWRh05cgRAfkHQokRGRhraFufw4cM4fz4//fW7777DiBEjnNMFnnrqKSxbtgwxMTFa20xERERUHvj7+yslZqenp8Pfv+R/0IqinZseFBSEDz/8EJMmTcL69etx+PBh5OXlITIyEnfccUepspHS0/OvzAQGyup5/Lt+AEo7KTn53+fpDR06FDfeeCNmzpyJZs2a4Y8//sDEiROxfv169OzZE3v27EHjxo2L7CszMxOZmf9egilN9jwRERH9K/8OE4uxu9vVV1+NzZs3IzEx0XnRTnTs2DFs3rzZ89nlhTVr1sz5UHVvVTg1/6qrrsKXX37pHJm3bNkSa9euRatWrfDzzz9j2rRpWLBgQZF9TZ06FZMnT3b7NhMRERG5w+DBgzFixAh06dIFr732Grp162Z4/bPPPsPYsWNx6dIlDB48WHs9XhmoULVqfvHdCxdkVZ/zFdzuDg4WqxAX3R8AxMbGmi792u12DB8+HACQkJBQbF8TJkxAamqq8ycxMbHE9RMREVHJmF3uGQ8//DA6d+6MgwcP4q677sIVV1yBdu3aoV27drjiiivQs2dPHDx4EJ07d8bDDz+svR6tK5l79+5FfHw8fvnlFyQnJ8Nms6F69epo0aIFunbtimuvvVZ7g4D8JwUBKHYAV/BaQduS+rPZbHA4HGjQoIG0TcH8v/76q9i+/P39i4hPCIYh8aeV8HIvyTpb/mKYTkw2X7LOPiQMomVVo1QCs2WftEpCg6/kiTtCoo84DZiD5WUB9WJSj78kE0QlEF8lEUgadC99ClDJTwnJErZbtn7Zk0vE9ytPdDLuA1nffkIbMRFI1o9sfbLkJLGNtB9/SeKPv7Ev2XsTPzdZUpf43mTvX/5kqJKPAavIjhvxOJG1ERNPZE+FkiWniO1kbcQkF1kijCypR+xLpY3Kdqu+N3G75d8343Iq+191ORXi8Zar+8QfleSgAMk56ZJ5v+WJ52VfiyqmqCb+qCTaaSbf5bmhGDuf+GNmt9uxbt06/N///R/mz5+P5ORkQ2hhUFAQHnvsMUyePBk+PvrXI10aZP7555946KGHsGnTJue8glvRNlt+dtu4cePQtWtXvP3220Xe5y9J69atAeTHUh45ckSaYb5r1y4AMNTQLEpQUBCaNm2K3377rcjangXzS5dhTkREROT9/Pz8MG3aNEyePBm7du0yPFaybdu2pUr4KaA8yDxy5Ag6dOiA06dPw+FwoHr16mjTpg3CwsKQl5eHpKQk7N27F+fOncOGDRtw4403Ytu2bahbt67LG1W7dm1ERUVh586dWLp0KZ555hnD69u2bUNiYiL8/f1NcQRF6du3L1588UUkJCTgiSeeML0eHx8PAGjXrp3L20tERESllwM7fHgl06P8/f3RoUMHt/StfA30wQcfxKlTp9CoUSOsW7cOSUlJ2LBhA5YuXYply5YhISEBycnJiIuLQ8OGDXHixAkMHTpUe8MmTpwIAJg2bRr27NnjnJ+cnIwRI0YAAEaOHImQkBDna6tXr0azZs3QuXNnU3+jRo1CtWrVsH79erz11luG15YtW4YPP/zQ2Y6IiIiISkfpSubOnTuxdetWNGnSBDt27DAM7ETdu3dHdHQ02rVrh82bN2P37t1aj5bs1asXRo0ahTlz5qB9+/bo3LkzAgMDsXHjRqSkpKBDhw548cUXDcukpqbiwIEDuHTJXBk2LCwMy5cvR48ePfDII4/g9ddfx3/+8x/88ccfztqekyZNUr4yWqII42TLlt+ZmjyB1wzTb9UYbmqzI+d6w3Ser6Ss03nzLBOV4tCSNj4BkrjBAGPcnCxGTyXeUiX+TjUmrySyeChI4sbM6zO3EQtG68YDqsSbyojvXyX+UX05YxuV2E7Z+lSK6KvE4KoeEyVtj5Vk5VCUCm8rFPGXxwn7CW3M61eJyRTb6G6TWkxqyfuoqHkl0Y2tlJ8DSmY+JiVx6pK+xeNb/v6FuE1JYWz/AMnnJhRoz7skicm0qmqPVTGZil/JXNjhsLjkEK9kAl999VWplr/55pu1llP6JFesWAGbzYb//e9/xQ4wC4SEhOB///sfunfvjhUrVmg/v3z27Nno0KED5s2bh+3btyM7OxsNGzbE+PHj8cQTT8DPz/zlK86tt96Kffv2YcqUKUhISMCnn36K4OBgdOvWDaNHj0bXrl21tpOIiIjIW3Xs2NGZO+Mqm82GnBy9f9yVBpm7d+9GtWrVnI+PVHHHHXegevXqzmeQ67r33ntx7733KrWNjY1FbGxssW2aNGmCRYsWlWqbiIiIyHr5VzIZk2m1m2++WXuQWRpKg8yDBw86M75d0aZNG/z6668uL0dERERE1tiyZUuZrFdpkJmamoqwsDCXOw8LC0NqaqrLyxEREdHlh1cyKxalQeaFCxdQubK5SG9J/P39i31qT8UiPMM8yVhEXRZ0X0OorH4lTpvaXBlunHcqp5Z51efFDB6oBVkHOIRpSSKGrNC6WIxdGghfcgKHmIiimwgjo/KsWt3n2aokQsioJEd4kkpykGrijdiXSsF0lb5VP3+dZDBdKgkkViUHydan27e8GLivMO3ZP8Y6SVxWFuMXl1N5/7L1ywq0qx3vJb83P0nypVigPc/XYWoDX+HWqDtPNxYWY8/Ns8ORZ/Eg0+L+SJ1SCaPCz/4mIiIiqqiys7OxceNGPPXUU4iKikJoaCgqVaqEiIgI9OjRA+vWrXO5z+effx42m63Yn99++8203JYtW0pc7s0339R+r19//TXuvfde1K5dG/7+/obSk/Hx8Zg4cSJOnTql3b/y/zaHDh3CkiVLXOr80KFDLm8QERERXZ5yc+zIy7H2yqPDxf62bt2KW2+9FQAQERGB6OhoBAYGYv/+/YiLi0NcXByGDRuGN9980+VkmpYtW6JVq1bS14qr3hMeHl5k8nXTpk1d2oYCL730Ep577jnDhcTCv4eEhGD69OmoXbu2sz65q5QHmd988w2++eYblzp3OBxlks1EREREpMPHxwd9+vTB6NGjcdNNNxleW758OQYOHIi3334bHTp0wODBg13qu1evXnj++edd3qZmzZpZWhnn888/x//93/+hdu3amDVrFm655RaEh4cb2rRr1w5XXHEFPvvsM/cOMuvUqcPBYol+B1CoUPo2YxH1X9eZn7H+XPfJhmlZrJUYoxMUmm5qkyGJm1T5T9BHjK2U9CMWXgfMxddlhbfFQsRq8XfWxdWpxFZZFf8mi7dVKWotFtmWrU/Wt25sZ26u++KS7HZrCqSrxFaqxfG5L0ZT99gSqRYHV4ov9rLPVhpbqFnEX3xog3rfJcf3WvdgBzOd9UvPk5L9b/c19pXtK/lu+UoKtFtFpxi7otwcX9hyrA0gdbjYX0xMDGJiYqSv9evXD/Hx8ViwYAGWLFni8iDTW8yePRv+/v74/PPPcc011xTZrmXLljh48KD2epT2/NGjR7VXQERERFRRFJR0TExMLOMt0bdz5060a9eu2AEmAFxxxRXYvn279nrKNr2ViIiI6B+5OT6wWR6TqZTjrKzgyl7NmjVdXnbPnj0YP348zp49i5CQELRu3Rp33XUXqlatWuxyp0+fxgsvvIATJ04gICAAzZo1Q/fu3VGnTh2t93DhwgVERESU2C41NRV5eXla6wA4yCQiIiJScurUKWdsZJ8+fVxeviBxqLCQkBDMmTOn2Fvvv/32G5577jnDPF9fXzz++OOYMWMGfH1dG86Fh4crJWcfOHAAkZGRLvVdmLXDeyIiIiJNuTl2t/wAQFpamuEnM9Occ1CcnJwcDBo0CKmpqWjRogWGDx+uvGzDhg0xZcoU7N27F2fPnsXZs2exbds23HnnnUhNTcWQIUPw4YcfmpYLCQnBmDFjsHXrVvz111+4cOECfvzxRzzxxBOw2Wx47bXXtJJyoqOj8cMPPxSb0P3ZZ5/h0KFD6NSpk8v9F7A5WASzVNLS0v4pOzAfQOGC9XcbG/YyFmcHADwkTLe6ZGoSEJShtV25CoHOYvC4ryTxR1YI2M9u/GJWwUVTGzHxpzLM70MM8ldJDACsC9aXJVSIiTay5JwsIalH1uYiqpjmiclAFy+YH3AgFlnOvmTuG0IbXJIk5cmC7sXDSzdYXzOg3zK8/1Iy1X0ktpMtJz7rQdom2zDpIztvSJII/YV2lf1VzhPmflTOQbKkGtk5R6SSsKZyLpElg2UI5wlxOn+e+Txx/oLx1ur5FMmtVvEhHSnmJjhfwjRgPm/I5smW+0yY/qLwRBqAEKSmpiI4OP9vY8HfUtvBk7BVlfy9LAVHehocjc0PMnnuuedcyvR+6KGHsGDBAtSoUQPbt29HkyZNLNm+UaNG4fXXX8cVV1yB48ePw89Pct6X+OSTT5xXU/fu3VtkaSSZPXv2oF27dqhRowbeeust3HnnnfDz80NsbCzee+89fPHFF4iNjcW5c+ewd+9eXH311TpvjVcyiYiIqOJLTExEamqq82fChAnKy44ePRoLFixAtWrVEB8fb9kAE8gv1G6323HmzBns2LFDebm7777bObAUb8GXpE2bNnj11VeRlJSEPn36IDQ0FDabDR9//DFCQ0PRvXt3/P3333j11Ve1B5gAB5lERETkJRy5vsiz+MeRm3+lOTg42PDj728uNSczduxYzJkzB6GhodiwYYMzu9wq1atXx5VXXgkAOH78uEvL/uc//9FaDsgfOK9fvx5RUVG4ePEiHA4H0tPTkZaWhhYtWmDt2rUYOXKky/0WxhtPRERERBJPP/00Zs2ahZCQEGzYsAFt27a1fB25ublITU0FgBKzzEXJyclKyzVv3hwPPfQQBg0ahLCwMOf82267DbfddhuSk5Nx5MgR5OXlITIyUitzXoZXMomIiMg75Njd86Nh/PjxeOWVVxASEoL4+HhERUVZ/GbzrV27FhkZGbDZbC4NYk+cOIGvv/4aQP7TeYqzf/9+jB07FrVr10bfvn3xxRdfGB4hWaNGDbRt2xbt2rWzbIAJ8EqmhU7CGCEvxFV8cat5kSBhOkmMsAcuNRLmhZmaAEHmyGyVp/mIZG1kT5uw6qksYiC8ylNS8tspPAFFoW/ZPDE5RxZ0Lyb1yJ7uI0vqMQXni4H5gF4gvm6wvkob1eQglSeAqPTjjdx1lrQyOUenDWBO6pEckmptjE+XyQsyP23mUlCgZJ4xYSgjyJz4UkVIfpQlB4nJeABQRUg2lCX5iOcA+ZPJrKnZqPqkIBXiuVo83wNAnq+Q0+srSRBUOW4uU88++yymT5/uvEWuMsCcO3cu5s6di3bt2mHJkiXO+ceOHcNXX32Fe+65BwEBxi/QmjVr8NBD+VnAAwcONNWunD17NgYOHGi4+ggAP/74I2JjY3Hx4kU0bNgQPXv2LHbbXn31VSxatAg//fQTPv74Y3zyySeoVasWHnjgAcTGxqJBgwYlvj8dPKSIiIjIO5TiymOxfbpg7dq1ePnllwEAjRo1wrx586TtwsLCMHPmTOd0UlISDhw4YBoonj17Fvfffz8effRRtG7dGldddRUuXryI/fv3Owu7d+rUCW+88YZpHc899xzGjh2LVq1aoX79+vDx8cEff/yBvXv3Ii8vD3Xq1EFcXFyJ8aVPPPEEnnjiCezatQvvvfceli1bhhMnTuDll1/Gyy+/jI4dO2Lo0KHo06ePcqyqCg4yiYiIiP5x9uxZ5++7du3Crl27pO3q1q1rGGQWJTIyEuPGjcPOnTtx6NAh7NmzB1lZWQgLC8Odd96JAQMGoF+/fvDxMUcwPvPMM/jmm2/wyy+/ID4+HhcuXEBwcDBuvPFG9OzZE8OHD3cpjrNt27Zo27YtXnvtNXz88cdYuHAhNm/ejM2bN2PLli0YOXIk+vfvjwcffBDXXXedcr9FYZ3MUvq3TuazMN5HEuIjAiS3y+8RprtIVtBImLbwdrlYJ1OsWQcAfv7meWL9OdltKPOtKnNtO/G2u7xOpus1MQHeLuftcgvxdrnrbcRQoCLnGW+XVwoy17tUuV0u1tIE1G6Xq9TStOocpFJzV7VO5sVMY7t0SZ3MvPNCXymS2+Uq5xvdc5BmnUzsTgWCrK2TifNpwHXG9dG/EhMT8d5772Hx4sU4evQobLb8Y6VFixZ46KGHMHDgQFSrVk2rbw4yS6noQWZdoWVH88KNapfYBK2E6XqSNrLHj4ondKFYMmA+oftLiiVbVYxdpdC6LNZTJ7YTMMc/qRRLBswneWmhdZ0TPGA+yctOzCkouY04T1ymqOV0BqcqA1FAbZBZUQaiKoND3TYq82SDPJU2ugNI8VyiMoCUtQnVXc54wMkeUFFFNji1uz7I1D1Pyaicg8Rzl2yQKT1P5ZZ8Dso+LwxOU8xxstqDTJXl1gjTCYUnOMj0Vps2bcJ7772H1atX4+LFi7DZbPD390dGht6DYZhdTkRERN4hx00/pCQmJgYffPABVqxYgSuuuAIOh8Plx28WxphMIiIi8g7uGBRykKnkr7/+wpIlS7Bw4UIcPHjQWeKoRYsW2n1ykElERER0GcrJycHatWvx3nvvYcOGDcjNzYXD4UBwcDD69++PoUOHlqoAPQeZRERE5B14JdMjfv75ZyxYsAAffvghkpOTnVctb7rpJgwdOhR9+/ZF5crmpDNXcZBpmaqQR80XSDPPOipM/yZZTOxS9mWRJWKIWeih5qDv7Bzjx58bpFZLzB5oDHyXBaYr9WMKjLcmi1M2T5YBrhJQnyEGzwO4ZMraVMgSB8wJOuK0ahvdxB+dIH/ZsSVbTjwurcxc12njTlZld5d1BjjgvqQeWRvZMSEuJ00qM274pUuS77JsXpDx+1050JwcJJ4DdDPQdak+gKIkYqUQAMgWK4r4ShJ/WIz9spKamooPP/wQCxcuxJ49ewAADocDERERGDJkCB588EE0btzY0nXykCIiIiLvkAPAXAyl9H1e5gYMGIA1a9YgMzMTDocDdrsd3bp1w9ChQ9G9e3fY7RYXwP8HB5lEREREFdiyZcsA5D/B6MEHH0RsbKzpyUTuwEEmEREReYfcf36s7vMyd//992Po0KG4+eabPbpeDjItUwcwFNIVC75KCsCKl/BTJN2eEqaLC/ssrm/p7QJjcfA8X3OMYqb0SUHCPIXHnMpij8TYJrHocf5yJR+i8if3GN9LVq4sjksSkynEW0qLqp8XiqqnSDbKnTGZKm2sKvSu+jQhWbsSye6JifNkB67KvTTd+2Mqp0RJbJtpOZU2kiewyLj1iTsabUIlbcRjQtZGJQZXqdC/eb/l5QSa5p0XnledI3l+dVaAELcpeZqQStymjOx8JhLPbyoPlpDxlZynxae+5VkZJ8yRQ7mzePHiMlkvDxUiIiLyDswur1A4yCQiIiLvwEFmhcLHShIRERGR5Xglk4iIiLwDr2RWKBxkWqYOjBHy4cLr4jQAsXqALKBf/HKoJGvI5qkkC0iK9cpSLMyh8Wa5vsZgdbtdkkCk+c0Xg+WzMs0JPLlCkH+mpFhztqTQOs4L+0A3OSZFYZ5VbXTXr/vepMSjwlz42jxP1kY38UflWBKXkyXnyOgkA8melCH2I0kqky13SZh3SWG7VRN/QsV1SdqoJBFa9Udctxi/dJ5QxF2a+GNM4pE9kMJPaJNpN59LZOcyX4tSmlWSH5X4OiTzhCQq3cQfJgdREXgYEBERkXfIhfVXHlnCqMwwJpOIiIiILMcrmUREROQdGJNZoXCQaZk6MBRc9xWKr9eTLFJbmA6TtAkVpmVxVTIqcVRi/JUsHivAfIhkC0XMZTGa/gGZhmlTAXcAEIoci3GURRGLKmdJ4i3zxELrsjg2lULjKnGLKQptZO1ky4nzdNcvm6eynOkYkMRxIV0yL02YlsVbqrQRD1RZ/KVsOZGVDz8Wjx2VQuuymEyVuM2qknli7KasjdCX+MAAd/PGvySmc6D5c8sLMM4TC7gDQCUhJlM8twHy85s4TxaXriI317xNKudKcf15vpI/AmIcvuxzlMXzi+cJb/z8ySvw0CAiIiLvwCuZFQoHmUREROQdsmHtjYiCPqlMMPGHiIiIiCzHK5lERETkHXJhfckhljAqMxxkWiYYhsSfZsLLrSSL1BOmZQHW4iekUlQdMCcIqfQtOxpyJAkEQtC5LAhdVvy8JLJ+8mQB7uI8WVKPSlKTSlKNbLkUjX50l9Nto/J+ZW1MiT4qST6yebrF2HUKtgPuDboSvxgqiT+y7RYTfVTv4em8N0mhd5XC+ipFtWX9qJxLVJbTpVKgXdZGPE/mmE+U2QH+wrT54Q9ichAA2IVEG1+F5CBdYjKklGxdKok/LMZOpcDDgIiIiLwDi7FXKIzJJCIiIiLL8UomEREReQeWMKpQeCWTiIiIiCzHK5lWsQMonCPTSHi9o2QZMTlI9mmoJLCoBF2rJAxJk4NkT3wxkiXnSBN2RGKbHMkbkSUeqewT3cQfnSf+qCb+qPSt00bl/QOK/82rPHFHJfFGtjKdxB/VJB+xnZWXLsTjUta3VadSWVKRyrpUkpMk88S3onIsqZynVJN8dJORdKgkB0mTKIVzkCw5SHK+yxYSbVSSg2RkCUOWEc/vvpLzracTf3gls0LhIJOIiIi8AweZFQpvlxMRERGR5Xglk4iIiLwDSxhVKBxkukuEMN3RHNsY3TDBMH0aV5ra/J0ZbphOT6lqapN3yVwcWIuVsT868ZayE4tuvKVObKOsnUob1ZhMlb7FebpFplXnmVgV22jVw4JV4i+LaqeynLvItkcl3lK2jSoxoSqxtAoPLZDFJOq0UYnblLXTjdtUoXKIqOxasYA7AORI9q1Q6FwlbtNHcg7O1Twvyx5uUSLV2ErxGGAxdioCDwMiIiLyDozJrFAYk0lEREREluOVTCIiIvIO2cgvCWh1n1QmeCWTiIiIiCzHK5lWyXUAKJTcc8mY1NKg4X7TIrMx2jA9HyNMbX7yb2GYTgoPM7XJQGXTvKxcf+PmSYLAxXk50jbmQ0RcTq3wukJRddXEH50EGncm/qgWQ9dJWNJO4NFdTkxg0D1FyJJcxA2QFWNXyQRRoZt4c5lTOd5kx62YCKL6XdYp6m3lIaHSRnc50z6RHH8BxjeTJynOnidJ/JElCGkR1+crS2CSLafRRlUurM8GZ3Z5meEgk4iIiLwDE38qFN4uJyIiIiLL8UomEREReQcWY69QOMi0zAEYqvT+cLXh1cNbrzEt8dwtk0vs1Q9ZhumqSDe18UemaV6GvYphOtNuLtie62/8+LMyzW0yJXFUSkV+xVhOlVgn1bhJnXhLldhKK/uWzdMpom5lMXaVmt5KZLGNOkFa5lhiM2+8z6X7/q1cnw7zAyEAhQciqBxvKsXYPR3bp8PKeGdxnqyIvbj/pTGR5h1git208kEapvUrzFNpU/j9OwDJny2qgDjIJCIiIu+QA+tLGHnj/6qXCcZkEhEREZHleCWTiIiIvEM2rL/8xWLsZYZXMomIiIjIcrySaZlEAIWSbYTEH7xrXuIz376G6ZC2p0xtQv1TDNN2L0iTMxVfv+RvbiQUo7e0qLm3FUzX7dvKpB7LiKcElaLqgDmJx51vTnbaEpdTaaNK5TQp7ifZftNpo7s9MpIHIriL6kerUuhd5e2WdXKQVYe7LDkoQPa5uekN+0qSw3wl6y8uqaeoNoWni0v8YTH2CoWDTCIiIvIOLGFUofB2ORERERFZjlcyiYiIyDvkwPrLXyxhVGZ4JZOIiIiILMcrmZZJg/HfpR+NL392rXkRYe+nHo0wNUltLswLM0fGBwRlmLtWeAJEjpDAkyVJ4Mm7ZH4KEC4JyQm6yTE6CTyqfes8uUe3b5Wn+8jmqfx37c5cFSkxyF/1ESxiworK03xUqKwLMNcosTLxR6SyTbJtFPeJ7mNxVLfJTazM6VJ5UpBOm4pOTMYJUPj8xacElWr9JUwD5mSgwtN5AC4U0Xc2rM9RYwmjMsMrmURERERkOV7JJCIiIu/AEkYVCq9kEhEREZHleCXTMpVhjLk6a3w5Jc28yJZg47QsZEasz97IXPX2UpikEm6QMK37SavEG7ozJrOsC6Zb2XdZF1oXjwGldVkVW6lLNbZSpYi8VYFZsr5V1i+2ke1b3SLuKv1o0okddmcxdk/HX3pjZrJ4yhcffgFIvjqafwRUwoRdbZNXzPqYXV6heP2VzJUrV6Jjx46oVq0aAgMD0bJlS8yYMQPZ2a7/wbhw4QKmTp2Ktm3bIjg4GJUqVUJERATuvPNOrF271g1bT0RERMoKirFb+cPb5WXGq69kjhkzBrNnz4avry9iYmIQFBSETZs2Ydy4cYiLi8OGDRtQubLalZbk5GTcfPPN2L9/P4KCgnDjjTciNDQUhw4dwrp167Bu3TqMGjUKs2fPdvO7IiIiIqr4vPZK5po1azB79mwEBQVhx44d+PLLL/Hxxx/j4MGDaNGiBbZt24ZJkyYp9/fCCy9g//79uO666/Dnn3/iyy+/xPLly7F7926sW7cOvr6+mDNnDr777js3visiIiIqUrabflzZhOxsbNy4EU899RSioqIQGhrqvPPZo0cPrFu3zuW39fzzz8NmsxX789tvvxW5/KFDhxAbG4vatWvD398ftWvXRmxsLA4fPuzytniS117JnDJlCgBg/PjxaNOmjXN+WFgY5s+fj5tuuglz587FpEmTEBISUmJ/mzZtAgCMGzcO1atXN7zWrVs3dOrUCfHx8fj222/Rvn17C98JERERlRdbt27FrbfeCgCIiIhAdHQ0AgMDsX//fsTFxSEuLg7Dhg3Dm2++CZvNtaKeLVu2RKtWraSvFTWW+eabb9C1a1dkZGTgmmuuQXR0NH7++WcsXrwYq1atQkJCgteOW7xykHnixAns3LkTADBgwADT69HR0YiMjERiYiLWr1+P/v37l9hnQIAkOUYiLCzMtY11qgljto0YeC/5V+q4MP2zwmpSJPPMNdyBUGFaTAQC9D99lWB9q5KDVOapFHnWTc7RXb/KNnk68UeklFMjO4HKkkp0Ks2r0E38kbURQ2tUL2+oJNHoJP6oFGxXXc7CRJ+S6B63ukXcy0Oh9bJOLFH68yZLDnJYs36dYuxFyYX191hdjMn08fFBnz59MHr0aNx0002G15YvX46BAwfi7bffRocOHTB48GCX+u7Vqxeef/555fYZGRm49957kZGRgQkTJjgvwAHAxIkTMXXqVNx77704cOCAcvigJ3nl7fK9e/cCAKpXr4769etL27Rt29bQtiR33HEHAGD69Ok4e9aY+b1+/Xps3rzZeSmciIiILk8xMTFYtWqVaYAJAP369UNsbCwAYMmSJW7flkWLFuHkyZNo0qQJXnrpJcNrL730Epo0aYLExESPbIsOrxxkHjlyBABQp06dIttERkYa2pZk3LhxuO2227B7927UrVsXt99+O+677z60bdsW3bt3x/XXX48tW7aUeOs9MzMTaWlphh8iIiKygNWZ5QU/FmrdujUAIDEx0dqOJVavXg0AuO++++DjYxyy+fj4oF+/fgCATz75xO3bosMrb5enp6cDAAIDA4tsExSUf/9XdZAXGBiIuLg4TJw4Ea+++iq+/PJL52s1atRAly5dcNVVV5XYz9SpUzF58mSldRIREVHFcvDgQQBAzZo1XV52z549GD9+PM6ePYuQkBC0bt0ad911F6pWrSptX3C3tuDurcjVu7qe5pWDTHf466+/0LNnT/z444946aWX0L9/f1x55ZXYv38/nn32WUyePBlr1qzB119/XeSHDQATJkzAk08+6ZxOS0v756pqUwCFi6srFFA2FdSVrFAsxi77xGTLhQrTsphMtTDVkukWWdZpI2tnVRvdbVLdbne1kVEpjqz9372sc6tigcS+L0raqMRkyojLWRm/ZFVMpux9VFFoo1Id24N0i7FX5LhNT9ON01ShU4y98PYUFyOZA+3NKrZPi5w6dQqLFi0CAPTp08fl5QsShwoLCQnBnDlzTPGd6enpSE5OBlD0nd2Cu7pnzpzBhQsXir04Vxa88nZ5wSDvwoULRbY5fz7/cTHBwcFFtilsyJAh2LlzJ1588UVMnDgR9evXR2BgIKKiovDZZ5+hRYsW2LdvH2bOnFlsP/7+/ggODjb8EBERkQVyYH35on8GmWKoW2ZmpmublpODQYMGITU1FS1atMDw4cOVl23YsCGmTJmCvXv34uzZszh79iy2bduGO++8E6mpqRgyZAg+/PBDwzIFd3WBou/sFtzVLXh/3sYrB5n16tUDUHy8Q8FrBW2Lc+LECcTHxwOANBO9UqVKuOeeewAACQkJLm4tERERebvIyEiEhIQ4f6ZOnerS8o888gg2btyIGjVqYNWqVfDz81Ne9v7778eECRPQqlUrVKtWDdWqVUOHDh0QFxeHxx9/HADwxBNPICsry6Vt8nZeOcgsCKpNTk4uMrFn165dAGCooVmUY8eOOX8v6spjQcKPmHlOREREHpLrph/kX5xKTU11/kyYMEF5s0aPHo0FCxagWrVqiI+PR5MmTUr/Xv/x/PPPw26348yZM9ixY4dzfuHQvaLu7Bbc1QXU7+x6klcOMmvXro2oqCgAwNKlS02vb9u2DYmJifD390e3bt1K7K9wQk/hD7Cwgif9FFUyiYiIiMovMdTN399fabmxY8dizpw5CA0NxYYNG5wXwqxSvXp1XHnllQCA48f/LaBdtWpV58NjCl8sK6zgrm5YWJjXxWMCZR4dXrSJEyeid+/emDZtGu644w7nFcvk5GSMGDECADBy5EhDyaHVq1djwoQJuOqqq7Bx40bn/Dp16iAqKgo7d+7E6NGjsX79esNt9g8++ADLly8HIC/+riSwCmArFKAvBl2HSpYRk3FkbcR+ZAHM5yXzRLLAeJXAcNVa2CW1sSo5SHc53cQfK4uq6+wTGU/XOTeRReWLnakk1cg2QCFhTlpEXdxwlULrVmZViXQTf1SWk+1bcTmrMycKsfLYVvkuq5Cdy7wtYais/9rqnu9VqBRjL9ymuMPTHYXtS9Hn008/jVmzZiEkJAQbNmwoMsu7NHJzc5GamgoApsTjNm3aICEhAbt27cJdd91lWtaVu7plwSuvZAL5VfFHjRqF8+fPo3379rjjjjtwzz33oFGjRvjpp5/QoUMHvPjii4ZlUlNTceDAAfzxxx+m/t577z2EhYXh119/xX/+8x906tQJffv2RfPmzXH//ffD4XBg0KBBGDhwoKfeIhEREXmp8ePH45VXXkFISAji4+Odd1ittnbtWmRkZMBms5kGsb179wYALFu2DHl5xkcl5eXlOS+Q3X333W7ZttLy2kEmAMyePRvLly/HDTfcgO3bt2P9+vWoXbs2pk2bhk2bNrn0CKXmzZvj559/xrhx49CkSRPs3LkTa9aswd9//43bbrsNy5cvx/vvv+/yc0iJiIjIIl5SjP3ZZ5/F9OnTERoaqjzAnDt3Lpo1a2YqRXTs2DF88MEHuHTJfOl8zZo1eOihhwAAAwcORESE8TnRsbGxqFWrFn7//XdMmjTJ8NqkSZPw+++/o3bt2i4/3tJTbA6Hw6KHl16e0tLS8m/ZB6YCtkJBt1bdLtdpI5snu1XC2+XWLGflrUF3rl+3dqgS8TQi61yseal725u3y0teTvNZ5irnCVefU+0tfcvaFFfL0er1q9QqtvK96bx/1dvlKueyz4TpVYV+z00Dfg1BamqqM1nF+bc0KhXwtTiBJScN2GlcX3HWrl2Lnj17Asgvdn7NNddI24WFhRnKHj7//POYPHkybrnlFmzZssU5/4cffkDr1q0RFBSE1q1b46qrrsLFixexf/9+Z2H3Tp06Ye3atYaSRAW++eYbdO3aFRkZGWjevLnzotnPP/+MwMBAJCQkoH379q7sEY8p6yiRiqMWAHuh6QjhdXEaUBsI6p4EdGpTq7bxtkGmp/vW6Ue1L3dSKcauXbBdvAOgUrBd5T8YlbhNwDyolA3EVAaeVlEdQIp041TdeCpX+UhKWqaoeeL3UiW20so4SpWYd931i/vJ0wXjVdave6FB5RgoTTF2qy99Fbc+icJVZnbt2uWMexTVrVu3xNraQH7ppHHjxmHnzp04dOgQ9uzZg6ysLISFheHOO+/EgAED0K9fP9NjIwt06NAB+/btw4svvoiEhAR8/PHHuOKKKzB48GD83//9Hxo2bOjaG/QgXsksJed/X41TAXuh/5C8bZCpe6KQudwHmZ7s2xuvpCqRnVZUrjbqtCmqnU4bq7hzkCkbQIvLaYb9WHW1T+WKpLv7tupqn+76de4mWXklU1y/q8k5xc0TyZJPvxCm1xT6PTcN2FvElczWwt9SK0jWR57BK5lERETkHVy86lhmfZISDjKJiIjIO3jB7XKyjldnlxMRERFR+cQrmVapAePebCS83kyyTJgwrZIHYWWWtFXxd1YWZ9ZZn1XJSVb2rcKdn4kKd8bkSmMCxdhC3cQf2QaIcYqy+EuxjZU7VzfjXKUflf2mGYNp1V8A3e+bShud5CDZclYp6/XLyD5H3f1m1fqLi7ctbr28klmh8EomEREREVmOVzKJiIjIO+QAyCuxlWus7o+U8UomEREREVmOVzKJiIjIO+TC+phMXsksMxxkWsUXxr1ZW3i9lWSZesI3yVcSDX1JCPpPkfQjK4QrzpMFoYvzZP2oBLSrPElCJQheNQhd+6k0blJenvijQ/cxc0p0k4NUNqCsn/gjo5v4o5nU4y4qT4pSXc6qNirnoLJOznEnq/6SqzwBSHV9ug8SoQqFHzsRERF5hxxYH8jHK5llhoNMIiIi8g4cZFYoTPwhIiIiIsvxSqZVxHifUOOkT/MLpkVahe81TGfB39QmRego5UKoqc35lKrm7UkRgmtSzE1M82TxOLKYJTF2U6UQsIzYRjf8TrVet1XKY2wloPdtd2f8nRLVeESVeEeVNjJiFoKXxUiqcufZXvfz1omvVl2X2K4ixW2K+01lG3Uf9qHaV0ltVIuxZ4NXMisQXskkIiIiIsvxSiYRERF5hzxYX8LI6v5IGa9kEhEREZHleCWTiIiIvEMOrA975pXMMsNBplVSAdgLTQuBzZHhiaZF+mG5YfoHtDa1OYp6hunKgRmmNskBYaZ5Kb6hhuk830BTG6ViubIC7SpUknNU1l/WSTZlvX5Ps+qMYNVn6RX7vxwk+uh+bmVdMFvn81VJ4JG1U01sLKlvb0gO0vmcdD9b2X7T+dwKr5+DvssGB5lERETkHXgls0LhIJOIiIi8QzY4yKxAmPhDRERERJbjlUyrnITxv6+jxpdPp15pXiak5G7tyC25jd3cxu5rnJfnK/tXTvh30cqjwZNHliw+SKXIsOo8d/Wtu34VKjGRum10WVUMnqzjru+ppz83q4q468ZbqsQt6sZt6j7sQqUflTZWnadUYzJzwSuZFQivZBIRERGR5Xglk4iIiLwHrzxWGLySSURERESW4yCTiIiIiCzH2+VWSRWmdxknL62qblpkeux4w3RVe7qpTa6hwjuQnlnV1CbjfBXTvOwUoV2KJJJaLLQuK7wuCzAX58naiH3p9qMyz52JP2WdeOLp9aucEWTb5K4zCc9QZX8MlnUSn1XLqRRx122jQiU5yJ2F3nUTf9zRN2+HXzZ4JZOIiIiILMdBJhERERFZjoNMIiIiIrIcI56IiIjIS2T/82N1n1QWOMi0jPDF+K2S8eU15iXOplxlnG4m6TZUYdUqweKypB6V5ByVZCCV5VS2UTXxRydY3p1P5SkvSUXit113/e5MDrCKO9flzs/NqqSqsk4WUmXVE6Z03694npAl56i0cWfCjlWsTPzhyIEU8VAhIiIiL5ED6/9LKi//dVU8jMkkIiIiIsvxSiYRERF5CcZkViQcZFrGF4bdmSK8/INkETFm55CkTZgwHeTaVjnpxi3qFkPXiYlUib+UzfN03KTKnRcrl9Npo8LT336d9Vm5jeUhTtOqz1/2Xsv6jqFKvKk3bqNINdbSqiLuVnFnTKZqnCpddjjIJCIiIi/BmMyKhINMIiIi8hI5sP72NgeZZYWJP0RERERkOV7JJCIiIi/BxJ+KhINMq/jbAJut6NdlQd9HhWlZ4fNQYVqW+CP7FFU+WasSWMo6gcbTiTjelsDjae4sxm5lcoKn+gH0PkvVwusqBcs9XSBeh1X7253vVXaeliW1qCwnqkh/ba36+0IVXkU67ImIiKhcY+JPRcKYTCIiIiKyHK9kEhERkZdgdnlFwkGmVeoAsBea1imYLIvJFPtJUeinqHlW8WRMojtjGz29fm87z3m60Lm3tbGSToyaamylSsFynTZFtasorHpvYrylbD/K4jbF5VTaeCN3xvxThcdBJhEREXkJxmRWJBxkEhERkZdgCaOKhIk/RERERGQ5XskkIiIiL8Hb5RUJB5lWqYvi92ZZFyzXVdb9eONyZX2+8uS3VnVd3pbU486C8TI6iX7lpRi7Dk9vj+q+VFlOh0oRd1kbq443q/4GqCb5iPPKwzFJZYKDTCIiIvISLGFUkTAmk4iIiIgsxyuZRERE5CUYk1mRcJBpleoA/ApNByksIx73spgdcZ6sjW68p0o/urE2KnFk7lw/6XFnTGRFjslUibdUWZdVx7anvzc633dP0y1ir0uniLtqcfay3r+MySRFZX2oEhEREf2DdTIrEg4yiYiIyEvwdnlFwsQfIiIiIrIcr2QSERGRl2AJo4qEg0yrhMKY+BMmvC4GeAPmvS8L+j6v0UbWzspi8DrLWVlU3qpg/cvtvKPzbfd0Ak9ZJ/5YxcpEt4qsrJORyvocoJIcJGPVcaL7XVLZ7uL+BpT1fi9BdnY2vvrqK3zxxRfYsmULDh48iAsXLqBGjRpo164dhg8fju7du5d6PfPnz8djjz0GABg6dCjeffddU5tFixbhgQceKLafzz//HLfffnupt8cdLrdTGhEREXmtso/J3Lp1K2699VYAQEREBKKjoxEYGIj9+/cjLi4OcXFxGDZsGN58803YbDatLTp8+DCefvpp2Gw2OByOEts3bNgQ0dHR0teuuuoqrW3wBA4yiYiIiP7h4+ODPn36YPTo0bjpppsMry1fvhwDBw7E22+/jQ4dOmDw4MEu95+Xl4fY2FjYbDYMHjwYixcvLnGZ6OhoLFq0yOV1lTUm/hAREZGXyHbTj7qYmBisWrXKNMAEgH79+iE2NhYAsGTJEhffW77Zs2fj66+/xvTp01GvXj2tPsoLDjKJiIiIFLVu3RoAkJiY6PKyBw4cwDPPPINbbrkFjz76qNWb5nV4u9xdxCf+REjaiMlAsrARMalHluSjkvhj5dOEVJKKPJl4pEI3ycLTTwmxiqcTaHT68vT6rVimNLzxqTiePJatSnTy9PfNqsRClUQ3WYKo7LzsyWNHti7xb45KcpAy7y/GfvDgQQBAzZo1XVouNzcXQ4YMgc1mw4IFC1yK5zx06BCeffZZ/P333wgKCkLz5s3Ro0cPhIWJWcbexRtOc0RERERwZ+JPWlqaYa6/vz/8/f1d6unUqVPO2Mg+ffq4tOwrr7yCHTt24LXXXkPDhg1dWvabb77BN998Y5gXEBCA559/HuPGjXOpL0/i7XIiIiKq8CIjIxESEuL8mTp1qkvL5+TkYNCgQUhNTUWLFi0wfPhw5WV//vlnPPfcc7jxxhsxatQo5eUiIiLwzDPPYMeOHThz5gzS0tKwc+dODB48GJmZmRg/fjymTJni0vvwJF7JJCIiIi/hvmLsiYmJCA4Ods519SrmI488go0bN6JGjRpYtWoV/Pz8Sl4I+YPTIUOGwMfHB++99x58fNSv791+++2mGpht27bF4sWL0bJlS4wdOxYvvPAChg4divDwcJfejydwkGmVHBivC4uxNbKwCXGeSkxmikIb2Tyr4jZVl1OJ9dKJ7bSSN8ZSqtD91noyTtMbC62X9dnOnTHAZf3e3MnbYllVzxs68a6q8Zfi3xerzpOq31uVB4l4YTH24OBgwyDTFaNHj8aCBQtQrVo1xMfHo0mTJsrLvvzyy9izZw+mT5+Opk2baq2/qG2aOnUqkpKSsGHDBtx///2W9W2Vsv66EhEREf2j7Iuxi8aOHYs5c+YgNDQUGzZscGaXq1q9ejUAIC4uDuvXrze8dvToUQDAunXr0LFjRwDAli1blPq12+1o3LgxkpKScPz4cZe2yVM4yCQiIiKSePrppzFr1iyEhIRgw4YNaNu2rXZf27ZtK/K1U6dO4dSpUy73mZycDACoWrWq9na5ExN/iIiIyEuUfTH2AuPHj8crr7yCkJAQxMfHIyoqSqufH374AQ6HQ/rz3HPPAch/dnnBPFV79uzB77//DgBo166d1ra5GweZRERERIU8++yzmD59OkJDQ5UHmHPnzkWzZs20HjUpk5GRgXnz5iE9Pd302ldffeUsoRQdHe21g0zeLrfKJQB5habFEBBJMfbqzU8YplOSQk1t8k4FlnbLSkclyUAlMNzTRc3dWejdnUHrVn0jK0oCD89QZlYlEMnauXN/q6zfSmWd2Keyb60q9C7jzqRJkUox9sLbnFtcZ2Ufk7l27Vq8/PLLAIBGjRph3rx50nZhYWGYOXOmczopKQkHDhxARITs6Suuy8rKwsiRIzF27Fi0bt0aderUQU5ODn7//Xf8/PPPAIAWLVpgxYoVlqzPHbz2FH7gwAFs2LABu3fvxu7du/Hrr78iNzcXL774Ip599lntfhMSEjBr1ix8//33uHDhAurWrYs+ffpgwoQJCAoSH9NDREREl5OzZ886f9+1axd27dolbVe3bl3DINNqVapUwaRJk7Br1y789ttv+OWXX3Dx4kVUq1YNXbp0Qd++fREbG6tcSqks2ByuBAB40JgxYzB79mzT/NIMMl977TU8+eSTsNlsuOmmmxAeHo6vv/4ap06dQtOmTbFt2zaXH9GUlpaGkJAQYEAq4FeoNEIroWFH87JaVzKTJBuRIpmn8zhK2X++nnxkpWoJJZWrlDqPtSxqnk4b3eV4JdP1Nqq89l/qQqy6gKPaj1XHuzu/E+7s2yqe/r6JJYx0H1kpzpO1kV17EeeFStqIyc6Fp3PSgIQQpKamOksKOf+W4uUiNqQ0LgF4xrA+8gyvjcls3rw5/vvf/+LDDz/Er7/+Wur6T3v37sXYsWNht9uxbt06bN26FStWrMAff/yBzp0748CBA3jkkUcs2noiIiJyXY6bfqgseO3/9g899JBh2pUK+TJTp06Fw+HAAw88gDvuuMM5v0qVKliwYAEaNGiAjz/+GL/99huaNWvm+gqSAVQqNC1eAQwyXzC+y77WMP1l+G2mNqdSGri+LYBeTKLu1T7dNlZdbdS92lnWV1E8edVS1s7KK4mMr7SGVXF7qv246xjk33T30tm/nn7Yhfg30AuKsZPnee2VTCtlZWVh3bp1AIABAwaYXq9bty46dOgA4N+iqURERORp3lPCiErvshhk/v7778jIyACAIgupFszfu3evx7aLiIiIqKK6LG5gHTlyBAAQGhpaZFX8yMhIQ1siIiLytLIvYUTWuSwGmQWFTAMDi645WVC+KC0trdi+MjMzkZmZ6ZxOTU3N/yVHWE6MdUk3x2RmpV00TOfBXHAV54V+L0g2KkMy76IwrZK5nSlpI5uXVcI0YL47IbtbYVVMqKzmmjhP1iZPMk+nje5yun3r9iPuA5vCMiptXGlHrvN0xrmo2JqGpVxGpZ3O+gHrvl9WUXkfsu+R6rySqHz+svO0XTJPPOfL/k6IfRliMvP/rsmL28g6Ky139EkqLotBppWmTp2KyZMnm1/YGGmc/lJ4/SXzIh9ZtlVERETlS3Jy8j9liwA/Pz9ERETg1KnX3LKuiIgIr64nWVFdFoPMglvkFy7ILgPmO38+PxWupBpaEyZMwJNPPumcTklJQd26dXHs2DHnl4XcJy0tDZGRkUhMTGS9Mw/hPvcs7m/P4v72vNTUVNSpUwfVq1d3zgsICMCRI0eQlSW7NVZ6fn5+CAiwuv4mleSyGGTWq1cPQP6AMD09XRqXmZiYaGhbFH9/f/j7+5vmh4SE8ATlQcHBwdzfHsZ97lnc357F/e15YmnCgIAADgQrmMsiu7xp06aoUqUKABT5eKiC+W3atPHYdhERERFVVJfFINPPzw/du3cHACxdutT0+p9//ont27cDAHr37u3RbSMiIiKqiCrUIHPu3Llo1qwZBg8ebHpt/PjxsNlsWLhwIb744gvn/IyMDAwdOhS5ubno06ePy0/78ff3x3PPPSe9hU7W4/72PO5zz+L+9izub8/jPr982BzyGgJlbs+ePRgxYoRz+o8//kBSUhJq166Nq666yjl/9erVqFmzJgDg+eefx+TJk3HLLbdgy5Ytpj5fe+01PPnkk7DZbLjllltw5ZVX4uuvv8Zff/2Fpk2bYtu2bQgLC3P7eyMiIiKq6Lw28SctLQ07duwwzT9+/DiOHz/unC5cs7IkTzzxBFq0aIFXX30V33//PS5cuIA6depgwoQJmDBhQpGF2omIiIjINV57JZOIiIiIyq8KFZNJRERERN6Bg0zBypUr0bFjR1SrVg2BgYFo2bIlZsyYgexs2fO2SrZ792707dsX4eHhCAgIQP369fH444/j77//tnjLyyer9vfevXsxdepUdO7cGeHh4ahUqRKqVauGm266CfPmzdP+/Coaq4/vwtavXw+bzQabzYYuXbpYsLUVgzv2+aeffooePXo4n2Jy5ZVX4sYbb8QLL7xg4ZaXT1bu7wsXLmDq1Klo27YtgoODUalSJURERODOO+/E2rVr3bD15cuBAwfw+uuvIzY2Fi1atICvry9sNhteeknyiDsXJCQkoFu3bggLC0PlypXRrFkzPPPMM86HplA54iCn0aNHOwA4fH19HV27dnXcfffdjtDQUAcAR3R0tCMjI8Ol/lauXOnw9fV1AHBERUU57r33XkeDBg0cABzh4eGOgwcPuumdlA9W7e/s7GwHAAcAR1BQkKNTp06O++67zxEdHe2w2+0OAI527do5zp0759435OWsPr4LO3v2rKNWrVoOm83mAODo3LmzhVteflm9zzMzMx19+/Z1AHBUrlzZERMT4+jfv7+jU6dOjiuvvNJRo0YNN72T8sHK/Z2UlOS4+uqrneeVrl27Ou69915HmzZtnOebUaNGufHdeL+C/S3+vPjii9p9zpo1ywHAYbPZHDfffLOjb9++joiICAcAR9OmTR1nzpyx8B2Qu3GQ+Y/Vq1c7Tya7d+92zj9z5oyjRYsWDgCOsWPHKvd34sQJR5UqVRwAHG+99ZZzfk5OjmPQoEHOgWdeXp6l76O8sHJ/Z2dnO6677jrHihUrHJcuXTK89uOPPzpq1qzpAOB44IEHLH0P5YnVx7do4MCBDrvd7nj00Uc5yPyHO/b54MGDHQAcvXr1Mv2xzc3NdXz77beWbHt5ZPX+HjVqlAOA47rrrnMkJycbXlu3bp3zAsLlvM/feecdx3//+1/Hhx9+6Pj1118d999/f6kGmXv27HHYbDaH3W53rF+/3jn/woULjs6dOzsAOPr06WPV5pMHcJD5j6ioKAcAx0svvWR67euvv3YAcPj7+ztSUlKU+nvqqaccABxdunQxvZaenu4ICQlxAHB88cUXpd728sjq/V2c999/33nlJysrq9T9lUfu3N+ffPKJA4DjqaeecixcuJCDzH9Yvc8TEhIcABzNmze/bI/j4li9v5s3b+4A4FixYoX09VtvvdUBwDFr1qxSbXdFMmTIkFINMguu0j/00EOm144ePerw8fFxAHD8+uuvpd1U8hDGZAI4ceIEdu7cCQAYMGCA6fXo6GhERkYiMzMT69evV+pz9erVRfYXFBSEHj16AAA++eQT3c0ut9yxv4vTunVrAMDFixeRlJRU6v7KG3fu76SkJDzyyCNo2rQp4wELccc+f/311wEAY8aMQaVKlazb2ArAHftb9RnarK1sjaysLKxbtw6A/DOsW7cuOnToAODfv6/k/TjIRH7SCABUr14d9evXl7Zp27atoW1x0tPTcejQIcNypemvorF6f5fk4MGDAPIfL1q9evVS91feuHN/P/roo0hKSsKCBQuU/yhfDqze57m5udi4cSMA4Oabb8apU6fwv//9D48++ijGjBmDxYsXX9ZJEe44xu+44w4AwPTp03H27FnDa+vXr8fmzZsRERHhvGBApfP7778jIyMDAP9uViReW4zdk44cOQIAqFOnTpFtIiMjDW2Lc/ToUefvRfXpSn8VjdX7uzgOhwMzZswAANx5552X5WPM3LW/ly1bhlWrVmH06NHOKwyUz+p9fvjwYecg8rvvvsOIESNMg8qnnnoKy5YtQ0xMjO5ml1vuOMbHjRuH77//Hl9++aXzKlpoaCgOHTqE3bt3o0OHDliwYAFCQkJK/wbI+bmEhoYW+WCUy/nvZnnFK5nIv/IIAIGBgUW2CQoKApD/JCLV/orr05X+Khqr93dxJk+ejG+//RZBQUGYNm1aqfoqr9yxv0+dOoXHHnsMDRs2xJQpU0q/kRWM1fs8OTnZ+fvQoUNx3XXXYefOnUhPT8cPP/yAbt264cyZM+jZs6fzyv3lxB3HeGBgIOLi4vDf//4XFy5cwJdffonly5dj9+7dqFGjBrp06WJ4xDGVjif/LpDncJBJFdaSJUvwwgsvwMfHB++99x4aN25c1ptUYQwbNgznzp3Du+++iypVqpT15lR4jkIPZrvqqqvw5Zdfom3btggKCkLLli2xdu1aNG/eHOfPn79s/5my2l9//YUOHTrg9ddfx0svveS8mvz999/juuuuw+TJkxEdHW24qEBERhxkAs5L8xcuXCiyTcGtqeDgYOX+iuvTlf4qGqv3t8zKlSvx4IMPAgDeeecd9O3bV6ufisDq/b148WLExcXhkUceQceOHS3ZxorGneeU2NhYU9iH3W7H8OHDAeQXsr7cuOOcMmTIEOzcuRMvvvgiJk6ciPr16yMwMBBRUVH47LPP0KJFC+zbtw8zZ84s/Rsgj/xdIM9jTCaAevXqAQASExOLbFPwWkHb4tStW9f5+7Fjx9CiRYtS9VfRWL2/RZ988gkGDBiAvLw8vPXWW87B5uXK6v1dkNm5c+dO0yDz1KlTAPKfdFXw2rJlyxAREeHaRpdzVu/zevXqwWazweFwoEGDBtI2BfP/+usv1za2ArB6f584cQLx8fEAgP79+5ter1SpEu655x789NNPSEhIwOTJk13faDIo+FxSUlKQnp4ujcu8nP9ulle8kol/S9wkJycXGVC8a9cuAECbNm1K7C84OBiNGjUyLFea/ioaq/d3YWvWrMF9992H3NxcvPHGG3j44YdLt7EVgLv2965du7B161bDz4EDBwDk/6EomHfp0qVSvoPyx+p9HhQUhKZNmwJAkWW4CuYXxK1dTqze38eOHXP+XtRVs4KEHzHznPQ0bdrUGXrDv5sVBweZAGrXro2oqCgAwNKlS02vb9u2DYmJifD390e3bt2U+uzdu3eR/Z0/fx5xcXEAgLvvvlt3s8std+xvAIiLi8O9996LnJwcvPHGG87bh5c7q/f3mjVr4Mh/kIPpZ+HChQCAzp07O+ddjlcd3HGMF4R8FHU7vODKW7t27XQ2uVyzen8XTujZsWOHtM13330HAEWWTCLX+Pn5oXv37gDkn+Gff/6J7du3A/j37yuVA2VUBN7rFPVIsqSkpCIfSfbJJ584mjZt6oiJiTH1V/ixkm+//bZzfk5OjvPRW3yspHX7e926dQ4/Pz+HzWYzPMaT8lm9v4vCJ/78y+p9fubMGUe1atUcABxvvvmm4bWPPvrI+dz4devWuecNeTmr93fBE4T+85//OI4cOWJ47f3333fu7/fff98t76c8Unniz+uvv+5o2rSp4/777ze9tnv3budjJT///HPnfD5WsvziILOQgmfVVqpUyXH77bc7+vTp4wgNDXUAcHTo0MGRkZFhaF/wB7Vu3brS/lasWOGw2/+/vTsPqqp+/wD+PsCFi4TgRTCUTRFNYVBMYZisDJxESTRRIbdLZoUgk+skFqJlaY5QQg05uSCWSu62jbkWk1suWOKumGOg5oYWggLP7w9/93y9cdnkspjv18z9w3POc+7zOffO9c1ZLQWABAUFSVRUlHTo0EEASJs2beT06dONMKrmy1zb+/Lly2JjYyMAxM3NTfR6fZWvfz/v+XFi7u+3KQyZxsy9zX/88UfRarUCQHx9fWXo0KESEBAgAASAJCUlNcKomi9zbu/ff/9dWrduLQBEq9VKnz59ZOjQoeLr66tu71GjRj22OwpE7ofCoKAg9WXYXm5ubkbTCwoK1Jrk5GQBIM8//7zJdaampgoAURRF+vTpI8OHDxdXV1cBIJ07d36sf8MfRQyZ/5KdnS3PPfectGzZUmxtbcXPz0/mzZsnpaWllZatzX/CBw4ckCFDhoizs7NYW1uLp6enxMfHy6VLlxpwFI8Oc2zv/Px89Ue/pte/90g8bsz9/a6qhiHzf8y9zU+ePCl6vV7atWsnGo1GnJycZMCAAbJly5YGHMWjw5zb+9KlS/L222+Lv7+/2NnZiZWVlTg7O0u/fv0kOzu7gUfS/O3cubPOv7s1hUwRka1bt0pYWJjodDqxsbERHx8fSUxMlFu3bjX8oMisFJEHbsBGRERERGQGvPCHiIiIiMyOIZOIiIiIzI4hk4iIiIjMjiGTiIiIiMyOIZOIiIiIzI4hk4iIiIjMjiGTiIiIiMyOIZOIiIiIzI4hk6gZ2bFjBywsLGBnZ4czZ85Uudzs2bOhKAp8fX1RWlraiB02jPPnz0NRFHh5eTVqbVPYtGkTFEVBSkqK0fRZs2ZBURTMmjWraRr7f0VFRXByckJQUBD4rA4iqg+GTKJmJCQkBHFxcSguLkZMTAwqKioqLXPo0CHMmTMHVlZWyMrKgo2NTRN02ni8vLygKArOnz/f1K3UW2lpKSZPngx3d3fEx8c3dTsmOTg4IDExEfv370dWVlZTt0NEjzCGTKJm5qOPPoK3tzd++eWXSnu7SktLMWbMGJSVlWHGjBl4+umnm6hL82rXrh2OHz+O7du3N2ptY0tPT8e5c+cwffp0aLXapm6nShMmTICzszMSExP/E3vKiahpMGQSNTN2dnbIzMyEhYUFkpKScOzYMXVeUlIS8vLy0KNHD7z77rtN2KV5aTQaPPXUU/D29m7U2sZUXl6O9PR0aLVajBw5sqnbqZZWq8WIESNQWFiI7Ozspm6HiB5RDJlEzVDv3r0xadIklJaWQq/Xo6ysDLt370ZKSgqsra2xfPlyaDSaOq0zJiYGiqIgMzMTR44cwZAhQ+Ds7AxbW1v4+/tj4cKFKC8vr7J+9erVCA0NhU6ng42NDTw9PTF27FicOnXK5PKFhYV466230KlTJ2i1WrRo0QLu7u4IDQ3FggULjJY1dV5lZmYmFEXBH3/8AQBo3749FEVRX7t27aqy9kEXL15EQkICfHx8oNVq4eDggGeeeQaLFi0yOV7D+8bExOCff/5BYmIiOnbsCBsbGzz55JPQ6/X4888/q9nSpm3evBkXLlzA4MGD4eDgUKfaAwcOwNXVFZaWlkZ7tx/8TE+ePImoqCi4uLjAzs4OvXr1wqZNm9Rl9+3bh4iICPUzDw4Ornbvb0xMDADgs88+q9tAiYgMhIiapTt37kiXLl0EgEyfPl18fHwEgMydO/eh1qfX6wWAjB8/XrRarXh5eUlUVJS8+OKLYm1tLQBk6NChUlFRYVRXUVEhY8aMEQBiZWUlISEhEh0dLZ06dRIA0qJFC/nhhx+MagoLC6Vt27YCQDw8PGTQoEESFRUlzz77rOh0OnFwcDBaPj8/XwCIp6enOi0nJ0f0er3Y2dkJAImMjBS9Xq++jh8/XmWtwf79+0Wn06l9REVFSVhYmGi1WgEg/fr1k9LSUqOaZcuWCQAZPHiw+Pv7i6OjowwcOFAGDRokLi4u6nvdvHmzTtvfsA0XL15scn5ycrIAkOTkZKPpmzZtkhYtWoitra2sW7fOaJ7hM01ISBA7Ozvp3LmzREdHS3BwsAAQRVFkzZo1smHDBtFoNBIQECBRUVHSrVs39fPMycmpsmdnZ2cBIAUFBXUaKxGRiAhDJlEztn//frG0tBQAAkCCg4OlrKzsodZlCCQAJC4uTu7du6fOO3r0qBooPv/8c6O6jIwMASCtW7eWw4cPq9MrKirUYOTo6ChXrlxR582ePVsAyBtvvFEptN69e1e2bdtmNK26oOjp6SkAJD8/3+S4qqotKSlRa2NjY+Xu3bvqvLNnz4qXl5cAkBkzZhjVGUKmIYQWFRWp865fvy7du3cXAPLhhx+a7Kcq7u7uAkDy8vJMzjcVMtPS0sTCwkKcnZ1lz549lWoe/EznzJljtK3T0tIEgLi5uUmrVq0kKyvLqHbixIkCQPr27VtlzxEREQJAVqxYUaexEhGJMGQSNXthYWFqkPjtt98eej2GQOLq6ip37typND89PV0AiI+Pj9F0b29vASBpaWmVaioqKsTf318AyAcffKBOj4uLEwCyfv36WvXWECFzxYoVAkDatm0rJSUllerWrl0rAMTe3t5oexhCpp2dnck9eKtXrxYAEhISUquxiYj89ddfAkAsLCyq/CPhwZBZXl6uhsBOnTrJmTNnTNYYPtPAwMBKYf7evXvqXtxhw4ZVqr169aoAEGtra6MA/qDExEQBIJMmTar1WImIDHhOJlEztn37dmzZskX996pVq+q9zuHDh5u8slmv1wMATp8+jYKCAgD3z2c8e/as0fwHKYqCV199FQCwc+dOdXpgYCAAYPr06Vi/fj3+/vvvevddV4ZzNqOjo03e5mnIkCFo1aoVbt++jYMHD1aa37NnT7i6ulaa3qVLFwCo03mZly9fBnD/9kCWlpbVLltcXIzIyEh88skn6N27N/bs2VPjRU39+/eHoihG06ysrNC+fXsAwIABAyrVODk5QafT4e7du7h27ZrJ9To5ORn1T0RUFwyZRM3UrVu3MHbsWIgIJkyYAI1Gg/nz5+PXX3+t13oNwePf7O3t1VBx8eJFAP8LUk5OTmjZsqXJOkMAejB0jR49GiNHjsSpU6cQGRkJR0dH+Pv7Iy4uDjt27KhX/7Vl6Keq8SqKos4zFRg9PDxM1hm2Q0lJSa17KSoqMqqtzscff4yNGzfCz88P27Ztg06nq7Gmql6feOKJaufb29sDqHoshn5v3LhRYw9ERP/GkEnUTE2aNAkXLlxAaGgo0tLS8M4776C8vBwxMTENfu9CqeeTXiwsLPDll18iLy8P8+fPx0svvYTCwkJkZGQgNDQUERER1V7J3hxYWJjv59HR0RHA/T8cahIeHg4nJyccPXoU8+bNq9X6a+r1YcdiCMetWrV6qHoierwxZBI1Q9999x2WLl2Kli1bYunSpVAUBTNmzEBAQACOHTuG5OTkh153fn6+yem3b99WD5u6ubkBuH+jcwC4du1alQHp3LlzRss+qGvXrpg2bRo2btyIK1euYNu2bXBxccE333zT4E+TMfRj6M8Uw7Yw1bs5ubi4AABu3rxZY7ju3r07fvrpJ7i6umLWrFmYOnVqg/ZWHcP3oU2bNk3WAxE9uhgyiZqZ69ev4/XXXwcApKamqoc6NRoNMjMzodFosGDBAuzbt++h1r9mzRqTe0JXrFgBAOjYsaMautzc3NTD4ZmZmZVqRESd/sILL1T7voqiIDQ0FCNGjAAA5Obm1qpfa2trAEBZWVmtljfo06cPACA7O9vk4eANGzbgxo0bsLe3b/AnJ7Vu3Rru7u4QEZw4caLG5X19fZGTkwMvLy+kpKQgNjbW5CNGG9rRo0cB4D/zZCkialwMmUTNzIQJE1BYWIj+/fvjtddeM5rn7++PpKQk9bB5Xc4LNCgoKMDUqVON9qgdP34c7733HoD7h+kfZNiT9v777+PIkSPqdBHBnDlzkJubC0dHRzUYA0BWVpbJi2lu376tXpDj6elZq34Ne1Xz8vJqtbzBsGHD4OHhgYKCAkyePNkopObn52PKlCkAgISEhEZ5xKMhhO/Zs6dWy3t7eyMnJwedO3fGokWL1MeJNiZDryEhIY36vkT038CQSdSMrFu3DqtWrYKjoyO++OILk8skJiaiR48eOHHiBGbOnFnn94iNjcXixYvh4+ODV155BWFhYejevTsuX76Ml19+GePHjzda/s0338To0aNx9epV9OzZE3379sWIESPQpUsXzJw5E7a2tli5ciWcnZ3VmvXr16Nnz55o164dwsPDMWrUKISHh8Pd3R25ubnw8/MzCqXViYyMBACMGjUKkZGRGDduHMaNG4eTJ09WW2djY4O1a9dCp9MhIyMDHTt2RHR0NMLDw9G1a1fk5+ejX79+9Tr1oC4GDx4MANi6dWuta9zc3PDzzz+jW7du+OqrrzBs2LBGe5b44cOHce3aNQQGBpq8yp6IqCYMmUTNxJUrVxAbGwsAWLhwYZXnCVpZWWH58uWwtrZGSkoK9u7dW6f3CQoKwu7du+Hn54etW7di165d8PHxQWpqKr7++utKt8JRFAVZWVlYuXIlevfujYMHD2Lt2rUoLi5GTEwMDh8+jP79+xvVTJkyBRMnToSbmxsOHTqENWvW4NChQ+jatSvS09Oxd+9e9crmmowfPx5z586Fp6cnvv/+eyxZsgRLlixBYWFhjbW9evVCbm4u4uPjYWlpiQ0bNiAnJwcBAQHIyMjAt99+qx6Ob2gRERHw8PDA5s2b63S1touLC3bt2oXg4GBs3LgRAwcORHFxcQN2ep/hNIj4+PgGfy8i+m9SpL6XkRLRIyEmJgbLly/HsmXL1OdSU+NasGABpk2bhrS0NCQkJDR1O1UqKSmBu7s7NBoN8vPzTd5nlIioJtyTSUTUSBISEtChQwfMnz//oc6nbSzp6em4evUq5s6dy4BJRA+NIZOIqJHY2NggNTUVFy9exKefftrU7ZhUVFSEefPmITAwEGPGjGnqdojoEWbV1A0QET1OBg0aVO+b3TckBweHKh8zSURUFzwnk4iIiIjMjofLiYiIiMjsGDKJiIiIyOwYMomIiIjI7BgyiYiIiMjsGDKJiIiIyOwYMomIiIjI7BgyiYiIiMjsGDKJiIiIyOwYMomIiIjI7P4PGW029k0IGV0AAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_IGNORE_OUTPUT\n", "\n", "# Plot inverted velocity model\n", "plot_velocity(model0)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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R+/bt9eKLL2rXrl268sory+X5/PcmxeJuWvyvkSNHKjY2Vi+//LIuv/xy1ahRQ05OTvL09FTz5s01ePBgffXVV6W+0bNAYGCg1q9fr1deeUWtWrWSu7u7/P391b17d02bNk2TJk2yrQpy9gocZ3NxcdEnn3yi6OhoPfjgg2rTpo18fHzk5OQkPz8/tW/fXvfcc49+/fXXMpvLbLVa9d5772n9+vW6++671aRJE1WrVk1eXl5q1qyZBgwYoGnTpmnQoEHnHFu7dm0tXrxYs2fP1u23366QkBB5eHjIxcVFtWrVUrdu3fT0009r5cqVeuSRR8qkfgDmsRgG6/0AAMrHgAEDNGvWLIWHh2vWrFlmlwMAdsWINQCgXKSlpemvv/6SJHXs2NHkagDA/gjWAAC7SE5OVl5eXrHbn3jiCdtUkMGDB5dXWQBQbgjWAAC7WLBggUJDQzVu3Dht3rxZSUlJOnr0qObOnav+/fvryy+/lJS/lGGLFi1MrhYA7M/Z7AIAAJVHTEyMRo8eXez2Pn366LPPPiu/ggCgHHHzIgDALk6cOKHvvvtOc+fO1c6dO5WQkKCsrCzVqFFDHTt21B133KHBgwfbWpcDQGVDsAYAAADsgKkgdpaXl6e4uDh5e3sX22YYAAAA5jEMQ2lpaQoKCrLrb9EI1nYWFxenevXqmV0GAAAALuDQoUOqW7eu3c5HsLYzb29vSfkvVHGdxQAAAGCe1NRU1atXz5bb7IVgbWcF0z98fHwI1gAAABWYvaftcms2AAAAYAcEawAAAMAOCNYAAACAHRCsAQAAADsgWAMAAAB2QLAGAAAA7IBgDQAAANgBwRoAAACwA4I1AAAAYAcEawAAAMAOCNYAAACAHRCsAQAAADsgWAMAAAB2QLAGAAAA7IBgbSfjx49Xq1at1LlzZ7NLAQAAgAkshmEYZhdRmaSmpsrX11cpKSny8fExuxwAAAD8R1nlNUasAQAAADsgWAMAAAB2QLAGAAAA7IBgDQAAANgBwRoAAACwA4I1AAAAYAcEawAAAMAOCNYAAACAHRCsAQAAADsgWAMAAAB2QLAGAAAA7IBgDQAAANgBwRoAAACwA4I1AAAAYAcEawAAAMAOCNYAAACAHRCsAQAAADsgWAMAAAB2QLAGAAAA7IBgDQAAANgBwRoAAACwA4I1AAAAYAcEawAAAMAOCNYAAACAHRCsAQAAADsgWAMAAAB2QLAGAAAA7IBgDQAAANgBwRoAAACwA4I1AAAAYAcEawAAAMAOCNYAAACAHRCsAQAAADsgWAMAAAB2QLAGAAAA7IBgDQAAANgBwRoAAACwA4I1AAAAYAcEawAAAMAOCNYAAACAHRCsAQAAADsgWAMAAAB2QLAGAAAA7IBgDQAAANgBwRoAAACwA4I1AAAAYAcEawAAAMAOCNYAAACAHRCsAQAAADsgWAMAAAB2QLAGAAAA7IBgbSfjx49Xq1at1LlzZ7NLAQAAgAkshmEYZhdRmaSmpsrX11cpKSny8fExuxwAAAD8R1nlNUasAQAAADsgWAMAAAB2QLAGAAAA7IBgDQAAANgBwRoAAACwA4I1AAAAYAcEawAAAMAOCNYAAACAHRCsAQAAADsgWAMAAAB2QLAGAAAA7IBgDQAAANgBwRoAAACwA4I1AAAAYAcEawAAAMAOCNYAAACAHRCsAQAAADsgWAMAAAB2QLAGAAAA7IBgDQAAANgBwRoAAACwA4I1AAAAYAcEawAAAMAOCNYAAACAHRCsAQAAADsgWAMAAAB2QLAGAAAA7IBgDQAAANgBwRoAAACwA4I1AAAAYAcEawAAAMAOCNYAAACAHRCsAQAAADtwNruAyiouOUNpeS7lcq0anq5yd3Eql2sBAACgaATrMtL3w6WyulUrl2t5ujqpb+s6Cg8LVLcmNeXqzC8iAAAAyhvBuoy4OlvlVA4BN88wdOpMrmZuPKKZG4/Ir5qLrmtTR+FhQerasIacrJYyrwEAAACSxTAMw+wiKpPU1FT5+voqJSVFPj4+ZX49wzC04WCyoqLjNHtzvBLSs2zbanm76fq2gYoIC1K7en6yWAjZAAAAZZXXCNZ2Vt7B+my5eYZW70tUVHSc/tx6VCkZ2bZt9ap7KLxtkMLDgtSijjchGwAAVFkEawdhZrA+25mcPC3ddUJRm+M0P+aYTp/JtW1rWstL4WFBiggLUkiAp2k1AgAAmIFg7SAqSrA+2+kzOfprx3HN2hSnxTtP6Exunm1baLCvIsKCdENYoAJ9PUysEgAAoHwQrB1ERQzWZ0vNzNbcrUc1KzpOK/cmKjfv35e/S0h1hbcLUv82dVTDy83EKgEAAMoOwdpBVPRgfbaE9Cz9uSVeUdHxWrs/yfa4k9WiK5sEKLxtoK5tU0c+7uWzHjcAAEB5IFg7CEcK1meLS87Q75vjNSs6TluOpNged3W26qrmNRUeFqQ+LWrLw5VGNAAAwLERrB2Eowbrs8UmnFJUdJxmRcdpz/F02+PVXJ10TavaiggLUvemNKIBAACOiWDtICpDsC5gGIZ2HE3TrOg4RUXH6fDJDNs2X49/G9Fc1ohGNAAAwHEQrB1EZQrWZzMMQxsP/duI5kTav41oanq76frQQIWHBalDfRrRAACAio1g7SAqa7A+W26eoTX7EhW1OU5/bCnciCbYz8O2RnbLQBrRAACAiodg7SCqQrA+25mcPC3fc0KzNsVp3n8a0TSu6amIsGCFhwWqUU0vE6sEAAD4F8HaQVS1YH22jDO5+mvHcUVFx+mvncd1JuffRjRtgn3yG9G0DVKQH41oAACAeQjWDqIqB+uzpWZma962Y4qKjtPyPQmFGtF0DvFXeFiQ+ocGKoBGNAAAoJwRrB0EwfpcielZ+vOfbo/r9iep4B1ntSi/EU1YkK5tXUe+HjSiAQAAZY9g7SAI1ucXn/JvI5rNh89qRONkVc9/GtFc3bKWqrk6m1glAACozAjWDoJgXXL7z2pEs/usRjQeLvmNaMLDgtSjWYDcnOn2CAAA7Idg7SAI1qWz42iqoqLjFBUdr4NJp22P+7g7q1+bOooIC9ZljarL2YlujwAA4NIQrB0EwfrSGIah6MMpmrUpTrM3x+n4WY1oArxcz2pE4y8r3R4BAEApEKwdBMHafnLzDK2NTVLU5jj9uSVeJ08XbkRzQ1igwtsGqXWQD41oAABAiRGsHQTBumxk5+Zp+Z4ERW2K09xtR3XqrEY0jWp6KrxtkCLaBakxjWgAAMAFEKwdBMG67GVm52rRjuOaFR2nhTsKN6JpFeijiHZBuqFtoOr6VzOxSgAAUFERrB0Ewbp8pWVma35MfiOaZbsTlHNWI5qODfwV8U8jmpreNKIBAAD5CNYOgmBtnqRTZ/Tn1nhFRcdpTWzhRjRXNA5QeFig+rUOlG81GtEAAFCVEawdBMG6Yjiakqnft+Q3ook+lGx73MXJop7N8hvRXNOqNo1oAACoggjWDoJgXfEcTDytqM1xioqO046jabbHPVyc1KdlLUWEBaln85o0ogEAoIogWDsIgnXFtutYmmZtilPU5jgdSPy3EY23u7P6ta6j8LAgXdG4Bo1oAACoxAjWDoJg7RgMw9DmwymKio7T7M3xOpqaadsW4OWq/v80oulIIxoAACodgrWDIFg7nrw8Q+v2J2lWdJz++E8jmiBfd90QFqSIMBrRAABQWRCsHQTB2rFl5+ZpxZ4EzYqO07xtx5SelWPb1ijA85+QHagmtbxNrBIAAFwKgrWDIFhXHpnZuVq887iiouO1YPsxZZ3ViKZloI8iwvIb0dSrTiMaAAAcCcHaQRCsK6f0rBwtiDmmWdFxWrrrRKFGNB3q+yk8LEjXtw1ULW93E6sEAAAlQbB2EATryu/kqTOas+2oZm2K0+rYxEKNaC5rVEMRYUHq16aO/Kq5mlsoAAAoEsHaQRCsq5bjqZmavTleUZvjtPFgsu1xFyeLejStqYh2Qbq6ZW15utGIBgCAioJg7SAI1lXXoaTTmhV9biMadxer+rSsrfC2QerVvKbcXWhEAwCAmQjWDoJgDUnafSxNUdFxmhUdp/1nN6Jxc1bf1nUU0S5IV9KIBgAAUxCsK7jx48dr/Pjxys3N1a5duwjWkJTfiGbrkVTNij6i2ZvjFZ/ybyOa6p6u6h9aRxFhwerUgEY0AACUF4K1g2DEGsXJyzP094GTivqnEU3iqTO2bYG+7rqhbX63x9BgXxrRAABQhgjWDoJgjZLIyc3Tyr2JmhUdp7lbjyrtrEY0ITWqKfyfbo9Na9OIBgAAeyNYOwiCNS5WZnauluw6oVnRcVq4/Zgys/9tRNOijrctZNOIBgAA+yBYOwiCNS7FqawcLdh+TFHRcVqy64Syc//969munp+t22MtHxrRAABQWqYG64MHD0qSgoOD5eTkZPu+pOrXr1+66hwQwRr2knz6jOZuO6pZ0XFatTdRBc0eLRbpsoY1FB4WpOva1JG/J41oAAC4GKYGa6vVKqvVqpiYGDVr1kxWq7XEN1dZLBbl5ORceMdKgmCNsnA8LVN/bI7XrOg4bTirEY2z1aLuTQMU0S5I17SqIy8a0QAAcEFllddK9L9w/fr1ZbFY5OLiUuh7AOWjlre7Iq9sqMgrG+pQ0un8bo/RcYqJT9WinSe0aOcJuTlvUZ+WtRQRFqRezWvRiAYAgHLGHGs7Y8Qa5WnP8TRFReeH7H0Jp2yPe7k5q2/r2goPC1K3JgFyoRENAAA23LzoIAjWMINhGNoWl6qof1qqx53ViMa/mouuCw1URFiQuoRUpxENAKDKI1g7CII1zJaXZ2jDwZOa9U8jmoT0fxvR1PZx0w1t85fva1uXRjQAgKqpwgbr3NxcJSYmKjMzs9h9WBUEMEdObp5W7UvUrE1xmrPtqNIy/72RuEGNagpvG6TwsCA1r0MjGgBA1VHhgvW6dev00ksvacmSJcrKyir+AqwKAlQIWTm5WrLzhKI2x2tBzDFlZOfatjWv7a3wsPyW6g1qeJpYJQAAZa9CBevVq1erd+/etlFqf3//8xYVGxtb+godDMEajuD0mRwt2H5cszbFacmu44Ua0YTV81N420Dd0DZIdXxpRAMAqHwqVLC+9tprNX/+fI0cOVJvvPGGateubbeCHB3BGo4m5XS2rRHNyr0JhRrRdAmproh2QbquTaCq04gGAFBJVKhg7efnp8DAQMXExHDz038QrOHITqRl6Y8t+cv3/X3gpO1xZ6tF3ZoGKCIsSNe0qi1vdxcTqwQA4NKY2iDmv3JyctSuXTtCNVDJ1PR20/ArQjT8ihAdPnlav//T7XFbXKoW7zyhxTtPyM3Zqt4taik8LEi9W9CIBgCAAqUase7UqZP8/f01f/78sqjJoTFijcpo74l0RUXHaVZ0nPad+LcRjaerk/q2rqOIsCB1a0ojGgCAY6hQU0G+/PJLPfLII9q2bZsaN25st2IqA4I1KjPDMBQTn6pZ0XGaHR2vI8kZtm1+1Vx0XZt/GtE0rC4nGtEAACqoChWsJWnEiBFasmSJPv30U1177bVycuLXwRLBGlVHXp6hjYdOKio6XrM3xysh/d9lN2t55zeiCQ8LVLt6fkwbAwBUKKYG60aNGhX5+P79+2WxWOTs7KzAwEBZref+GthisWjv3r2XXqmDIFijKsrJzdPqfUmKio7Tn1vjlXpWI5p61T0U3jZIEe2C1KIOfycAAOYzNVgXFZhLfAGLRbm5uRfesZIgWKOqy8rJ1bJdCZoVHaf5/2lE06y2l63bY0gAjWgAAOYwNVgfOHDgki7SoEGDSzrekRCsgX+dPpOjhduPKyo6Tot3ntCZ3DzbtrZ1fRURFqTr2wYq0NfDxCoBAFVNhZtjjaIRrIGipWRka56tEU2icv/pRGOxSJ1Dqis8LEj929RRDS83kysFAFR2FSZY5+XlKSEhQW5ubvL19bVbIZUFwRq4sIT0LP25JX+N7HX7/21E42S1qFuTAIWHBalv69ryoRENAKAMmB6sT5w4oSeffFIzZszQqVP569jWr19fjz76qB555BG7FeToCNbAxYlLztDszXGKio7XliMptsddna26qnlNRYQFq3eLWvJwZeUhAIB9mBqsT506pY4dO2r37t367+4Wi0WPP/643n33XbsV5cgI1kDp7TuRrtn/dHvcczzd9rinq5OuaVVb4WFB6t60plydaUQDACg9U4P1m2++qRdeeEFeXl56/PHH1bFjR6WmpurXX3/Vzz//LCcnJ+3Zs6dK3aRYHII1cOkMw9COo2maFR2nqOg4HT7530Y0dRTeNkhdG9WgEQ0A4KKZGqy7du2qDRs2aNWqVerUqVOhbaNHj9Ynn3yijz/+WA8++KDdCnNUBGvAvgzD0MZDyZq1KU6/b4nXibR/G9HU9HbT9aGBimgXpPY0ogEAlJCpwdrPz0+hoaFatmzZOdv27t2rpk2b6uGHH9a4cePsVpijIlgDZSc3z9CafYmK2hynP7YcVUpGtm1bXX8PhYcFKSIsSC3qeBOyAQDFKqu85lySndLS0ortvtiwYUNJUnp6epHbAcBenKwWXdEkQFc0CdArEW20bPcJRUXHaV7MMR0+maEJi/dqwuK9alLLSxFh+Y1oGtKIBgBQTkoUrA3DkJNT0XfkF3RlZDlsAOXJ1dmqPi1rq0/L2so4k6u/dhzXrOgjWrTzhPYcT9cH83fpg/m7FBrsq/CwQN3QNkhBfjSiAQCUnRIFawCoyDxcnXR920Bd3zZQqZnZmrftmKKi47R8T4K2HEnRliMpevOPHeoc4q+IsCBdFxqoABrRAADsrERzrK1Wq7y8vBQQEFDk9gMHDsjT07PI7RaLRXv37r30Sh0Ec6yBiiMxPUt/bD2qqOg4rY1Nsj3uZLXoisY1FB4WpGtb15GvB41oAKAqMfXmxYLpHqW6gMWi3NzcUh/vaAjWQMUUn5Kh3/9ZI3vz4bMa0ThZ1at5TYWHBenqlrVpRAMAVYCpwXrKlCmXdJHhw4df0vGOhGANVHz7E04pKjpOs6LjtPusRjTVXJ10dcvaiggLUo9mNKIBgMrK9JbmKBmCNeA4DMPQzmNpmrUpTlGb43Qo6d9GND7uzrquTaDCw4J0eWMa0QBAZUKwdhAEa8AxGYahTYeSFRUdr9mb43T8rEY0AV5uuqFtoMLDAtWhvj9rZAOAgyNYOwiCNeD4cvMMrY1N0qzoOP25NV7Jp/9tRBPs56EbwgIVERakVoE+hGwAcEAEawdBsAYqlzM5eVqxJ0GzouM0b9tRnTrz783YjWt62ro9NqrpZWKVAICLQbB2EARroPLKzM5vRBMVHaeFO47rTE6ebVvrIB9FhAXphrAgBdOIBgAqNIK1gyBYA1VDWkEjms1xWrY7Qbl5//5T2qmBv8LDgtQ/NFA1vWlEAwAVDcHaQRCsgaon6dQZ/bk1XlHRcVoTm6SCf1WtFumKxgGKCAvStW1oRAMAFQXB2kEQrIGq7WhKpmZvjlPU5nhFH0q2Pe7qZFWPZjUV0S5IV7espWquzuYVCQBVHMHaQRCsARQ4kHhKszfHa9amOO08lmZ73MPFSVe3qq3wtoHq2bym3Jzp9ggA5alCB+s9e/boxIkTqlGjhpo1a2aPuhwWwRpAUXYeTbN1ezyYdNr2uI+7s/q1qZPfiKZRDTk70e0RAMpahQvWubm5euutt/Tpp5/qxIkTkvJbl3/zzTeSpO+++07jx4/XV199pdatW9ut4IqOYA3gfAzD0ObDKZoVHafZm+N0LPXsRjSu6h+av0Z2h/r+stLtEQDKRFnltVJN8svNzdUNN9ygefPmydnZWS1btlRMTEyhfa688koNHTpUM2bMqFLBGgDOx2KxKKyen8Lq+en5/i21dn+SoqLj9MeWeCWkn9HUVQc0ddWB/EY0bfNbqrcOohENADiCUo1Yjx8/Xg8//LB69+6tqVOnKigoSFarVZGRkbYRa0lq2rSp6tSpo2XLltm16IqMEWsApZGde3YjmmNKz8qxbWsUkN+IJjwsSE1q0YgGAC5VhRqxnjJliqpXr67p06fL39+/2P1atmyp6OjoUhcHAFWFi5NVvZrXUq/mtZSZnavFO49rVnScFm4/rn0JpzRu4W6NW7hbrQJ9/gnZgarrX83ssgEAZylVsN6xY4e6det23lAtSb6+vjp+/HipCgOAqsrdxUn92gSqX5tApWflaH7MUUVFx2vprhOKiU9VTHyq3pmzQx3q+ykiLEj92waqlre72WUDQJVX6jnWbm4X7iYWHx9fov0AAEXzcnPWwPZ1NbB9XZ08dUZzth3VrE1xWh2bqA0Hk7XhYLJenR2jyxvXUERYkPq1DpRvNRrRAIAZShWsGzRooM2bN593n+zsbG3dulVNmzYtVWEAgML8PV11e5f6ur1LfR1LzdTvm+M1KzpOmw4la8WeRK3Yk6gXft2qns1qKjwsSFe3rC1PNxrRAEB5KdWCqf369dP+/fv15ZdfFrvPJ598ohMnTuj6668vdXEAgKLV9nHXyG4N9euDV2rZU1fpyWubq0Udb2XnGlqw/bhG/bBJHV+frwe/36C5244qKyfX7JIBoNIr1aog8fHxat26tVJTU/XQQw/p1ltvVbdu3XTLLbfo6aef1k8//aQPPvhA/v7+2rZtmwICAsqi9gqJVUEAmGn3sTTNio5TVHSc9if+24jG291Z17auo4iwIF3RmEY0AKq2CtcgZunSpbrpppuUlJR0zvqqhmHIz89Ps2bNUrdu3exSqKMgWAOoCAzD0JYjKYqKjlNUdLyOpmbattXwzG9EEx4WpE4NaEQDoOqpcMFako4dO6YPP/xQf/zxh/bt26e8vDzVq1dP1113nZ588kkFBwfbrVBHQbAGUNHk5Rn6+8BJzYo+oj+2HFXSqTO2bYG+7rqhbaAiwoLVJphGNACqhgoZrHEugjWAiiwnN08r9iZq1qY4zdt2VGlnNaJpGOCp8LaBimgXpCa1vE2sEgDKFsHaQRCsATiK/EY0JxS1OU4Ltx9TZnaebVuLOt6KaBek8LZBqledRjQAKheCtYMgWANwROlZOVq4/ZhmbYrT0t0nlJ37738N7ev76e5ujdQ/tA5TRQBUChUqWPfu3bvkF7BYtHDhwou9hMMiWANwdMmnz2jO1qOaFR2nVfsSVfC/RL/WdfTajW1U05vGXwAcW4UK1lbrhZdpslgsMgxDFotFublVZ/1UgjWAyuR4aqamrT6gCYv3KifPkH81F70c0VoRYUGMXgNwWBUqWC9ZsqTIx/Py8nTgwAHNnj1bM2bM0LPPPqu+ffuqZ8+el1yooyBYA6iMYuJS9cT0aMXEp0qS+raqrdcHtlEtb3eTKwOAi1ehgnVJfPzxx3rqqae0Zs0ahYWFlcUlKiSCNYDKKjs3TxMW79Unf+1Wdq4hv2oueoXRawAOyOGCtSQ1bdpUbdq00cyZM8vqEhUOwRpAZbc9PlVP/hytrUfyR6+vaVVbb9zYRrV8GL0G4BjKKq+VaU/bsLAwLV++vCwvAQAoZy0DfTTzgSv1RN9mcnGyaH7MMV3z4VLN3HhYLDQFoCor02CdlJSk9PT0srwEAMAELk5WPdS7qaIe7qY2wT5KycjWoz9G6/+m/q1jZ7VPB4CqpMyC9dKlS7Vs2TI1bty4rC4BADBZizr5o9dPXttcLk4WLdh+XNd8sES/rGf0GkDV41yag1599dVit6WlpWn79u2aO3eu8vLydPfdd5e6OABAxefiZNWDVzXR1S1r68mfo7X5cIoenx6t37fE682Boarjy9xrAFVDqdexLlin+nz7PPLII/rggw8uqUBHw82LAKqynNw8fblsnz6av1tncvPk7e6sl25opUEd67JyCIAKo0KtCvLKK68Uu83V1VXBwcHq3bu36tate0nFOSKCNQBIu4+l6Ynp0Yo+nCJJuqp5Tb11U1tGrwFUCBUqWKN4BGsAyJeTm6evl8fqg/m7dCYnf/T6xRta6RZGrwGYzCGX2wMAVF3OTlbd17Ox/nikm9rV81NaZo6e+nmzIietU1xyhtnlAYDdEawBAGWqSS1v/XL/FXr2uhZydbZqya4TuvbDpfpx3UFWDgFQqZRoKsj5VgG54AUsFr344oulPt7RMBUEAIq353i6nvw5WhsPJkuSujcN0Ns3t1Wwn4e5hQGoUkydY12SVUDOOfE/+1ssFuXm5l5SkY6EYA0A55ebZ+ib5bF6b95OZeXkycvNWc9f31K3da7H3GsA5aKs8lqJ1rEeM2aM3S4IAKjanKwW/V+PRurdspae+nmz1h84qWdnbNEfW+L11k2hqutfzewSAaBUWBXEzhixBoCSy80zNGlFrMbO/Xf0+rn+LXV7F0avAZQdVgUBAFQ6TlaL7u7eSH+O6q5ODfyVnpWj52Zu0dCJa3Uo6bTZ5QHARSFYAwBM16iml36893K9dEMrubtYtXxPgvp9tFTfrj6gvDx+sQrAMVzyVJAdO3Zo586dSk1NLfbmxmHDhl3KJRwKU0EA4NLEJpzSUz9Ha93+k5KkKxrX0Ds3t1W96sy9BmAfFa7z4urVq3XPPfdo27Ztxe7DqiAEawAojbw8Q1NW7dc7c3YoMztP1Vyd9Ox1LXRn1wayWpl7DeDSVKg51rt27dI111yjrVu36rLLLlPDhg0lSbfddps6duwoJycnSdLAgQOr1Gg1AMA+rFaLRlzZUHNG9VCXhtV1+kyuXvxtm+74erUOJjL3GkDFVKpg/c477+jUqVP67LPPtGLFCnXv3l2S9N1332nt2rXauHGj2rVrp927d+vTTz+1a8EAgKojJMBTP/zfZXolorU8XJy0el+Srv1oqaas3M/cawAVTqmC9aJFi9S4cWPdd999RW5v3bq1Zs+erb179+qNN964pAIBAFWb1WrR8CtCNHd0D3VtWF0Z2bkaM2ubbv9qtQ4knjK7PACwKVWwjo+PV5s2bWzfF0z9OHPmjO2xwMBA9ezZUzNmzLjEEgEAkOrXqKb//d9lenVAa1VzddKa2CT1+2iZJq+IZfQaQIVQqmDt4eEhZ+d/mzZ6e3tLko4dO1ZoPx8fHx06dOgSygMA4F9Wq0XDLg/RnFE9dHmjGsrIztXLUTG67cvV2p/A6DUAc5UqWAcHB+vgwYO275s0aSJJWrVqle0xwzC0YcMG+fv7X2KJAAAUVr9GNX13d1e9dmMbVXN10tr9Seo3bqm+Wc7oNQDzlCpYd+3aVTExMcrIyJAk9evXT5L06KOP6vfff9eWLVt0//33a+/evercubP9qgUA4B9Wq0VDL2uguaN76IrGNZSZnadXZ8do8JerFMvoNQATlCpY9+/fX5mZmZo9e7YkqXHjxrrnnnsUHx+viIgItWvXTl9++aVcXV31+uuv27VgAADOVq96/uj1GwPbyNPVSev2n1S/j5bq62X7lMvoNYBydMmdFwvk5eXpo48+0vTp05WUlKSWLVvqueeeU5cuXexxeodBgxgAMM/hk6f1zC9btHxPgiSpYwN/jR3UVo1qeplcGYCKpMJ1XkTRCNYAYC7DMPTDukN64/ftSs/KkZuzVU9e21wjrmwoJ7o2AlAF67xYlVqUAwAci8Vi0e1d6mvuoz3UvWmAsnLy9Prv23XL5yu190S62eUBqMRKFazr1q2rp556SjExMfauBwAAuwj289DUkV309k2h8nJz1oaDybpu3DJ9uXQvc68BlIlSTQWxWq2yWPJ/nda5c2eNHDlSt912G1MfxFQQAKiI4pIz9MyMLVq664QkqX19P40dFKYmtZh7DVRFFWoqyJYtWzR69GjVrFlTa9eu1f3336/AwEANGTJECxcutFtxAADYQ5Cfh6aM6Kx3b24rbzdnbTyYrP4fL9PnS/YqJzfP7PIAVBKXdPNibm6uZs+erUmTJumPP/5QTk6OLBaL6tWrp8jISEVGRiokJMSO5VZ8jFgDQMUWn5KhZ37ZoiX/jF6H1fPTe4Paqmltb5MrA1BeKvyqICdOnNC0adM0efJkbd26VVL+lJGePXtWqVFsgjUAVHyGYejn9Yf16uwYpWXmyNXJqtHXNNU93RvJ2alUv8wF4EAqfLA+24YNGzR+/HhNmjRJFoulSq0iQrAGAMdxNCVTz87YrEU7/xm9ruursbeEqRmj10ClVqHmWJ/PqlWr9MUXX2jGjBn2PjUAAHZVx9dd30R21nu3hMnb3VnRh1N0w8fLNX7RHuZeA7hozvY4SVxcnKZOnaopU6Zo165dMgxDVqtV/fr108iRI+1xCQAAyoTFYtGgjnXVrUmAnp+5RQt3HNfYuTs1Z+tRvXdLmJrXYfQaQMmUeirImTNn9Ouvv2rSpElasGCB8vLyZBiGmjRpohEjRmj48OEKCgqyd70VHlNBAMBxGYahmRuP6OVZ25SamSMXJ4tG9Wmqe3s2lgtzr4FKo0LNsX7ggQf0448/Kjk5WYZhyNPTU7fccotGjhypbt262a04R0SwBgDHdzw1U8/N3KIF249LktoE+2jsoDC1DOTfdaAyqFDB2mrN/9R+5ZVXauTIkbr11lvl6elpt6IcGcEaACoHwzD026Y4jZm1TSkZ2XJxsujh3k11fy9GrwFHV6GC9XPPPacRI0aoadOmdiuksiBYA0Dlcjw1U8//ulXzY45JkloH5Y9etwri33jAUVWoYI3iEawBoPIxDEOzovNHr5NPZ8vZatFDvZvogV5N5OrM6DXgaBxmuT0AACobi8WiAe2CNe/RHurbqrZy8gx9tGC3BoxfoW1xKWaXB6CCIFgDAFBCtbzd9cXQjvr49vbyr+ai7fGpGvDpCn04f5fO5LDuNVDVEawBALgIFotFEWFBmvdoT/VrXUc5eYbGLdytiE+Xa+sRRq+BqoxgDQBAKdT0dtOEIR306R3tVd3TVTuOpunG8Sv0wbydjF4DVRTBGgCAUrJYLLqhbZDmPdpD/UPzR68//muPIj5dri2HGb0GqhqCNQAAlyjAy02f3dlR4+/ooBoFo9efrdB7c3cqKyfX7PIAlBOCNQAAdnJ920DNe7SHrm8bqNw8Q58u2qOIT1Zo8+Fks0sDUA5KFaydnJx01113XXC///u//5Ozs3NpLgEAgEOq4eWm8Xd00Gd35o9e7zyWpoGfrdS7c3Yweg1UcqUK1oZhqKR9Zeg/AwCoivqHBmr+Yz0VHhak3DxDny3eqxs+Xq7oQ8lmlwagjJTpVJDTp0/LxcWlLC8BAECFVd3TVZ/c3l6fD+mgAC9X7T6eroGfrdA7c3YoM5vRa6CyKbNgnZycrOXLlyswMLCsLgEAgEPo1yZQ8x/tqQHtgpRnSBMW79UNnyzXxoMnzS4NgB1ZjBLO1WjUqJHtz/v375eXl5cCAgKK3DcnJ0dHjx5Vbm6u7r33Xn322Wf2qbac5OTkqEOHDtqyZYv+97//6bbbbivxsWXVex4AUDnM3XZUz8/cqoT0LFkt0v/1aKRHr24mdxcns0sDqoyyymslvrNw//79tj9bLBalp6crPT292P1dXV1144036s0337ykAs0wbtw4nThxwuwyAACV0LWt66hLSHW9OjtGMzce0RdL9mlBzDGNvSVMHer7m10egEtQ4mAdGxsrKf9mxEaNGmnQoEEaO3Zskfu6urqqZs2aDrkiyOHDh/XKK6/o008/1fDhw80uBwBQCfl7uurDwe3UPzRQz83cor0nTmnQhJW6u3sjPXYNo9eAoypR8n311VfVrl07RURESJKGDx+u7t27q0GDBmVanBlGjx6tiIgI9ejRw+xSAACV3DWtaqtziL9ejYrRjI1H9OXSfVqw/ZjGDgpTxwaMXgOOpkQ3L7788sv69ddfbd9PmTJFy5cvL6uabHbu3KlPPvlEkZGRCg0NlbOzsywWi15//fUSHT99+nT16tVL/v7+8vT0VFhYmN59911lZ2cXuf+cOXM0b968YkfiAQCwN79qrvpgcDt9PayTanm7ad+JUxr0+Uq98XsMK4cADqZEwdpqtSo3t/z/ck+YMEGPPPKIpkyZoq1bt15UDaNHj9att96qFStWqEuXLurXr58OHjyop59+Wr1791ZGRkah/TMzM/XQQw9pzJgxrGQCACh3V7eqrfmP9tTNHerKMKSvlsWq/7hl+nt/ktmlASihEgXrGjVqaMeOHWVdyznatGmjJ554Qt999522b9+uoUOHlui4X3/9VePGjZOXl5fWrFmjuXPn6pdfftHu3bsVGhqq5cuX68UXXyx0zJtvvilXV1c98sgjZfFUAAC4IN9qLnr/1jB9E9lJtX3ctC/hlG75YpVemx2jjDOMXgMVXYnmWF9++eWKiopSjx491KRJE0nS8uXLNXLkyAsea7FYNHHixFIVd/fddxf63mot2bLbBSuRPPPMM+rQoYPt8YCAAH322Wfq3r27Pv30U7344ovy9fXVgQMH9O677+q7777TqVOnJOUvwyLlN7lJSUmRr69vqZ4DAAAXq3eL2pr3aHW9NjtGP68/rInLY7Vwe/7KIZ1DqptdHoBilGgd6+3bt6t///46cODAxV/AYrHbNJLIyEhNmTJFr732ml544YUi9zly5Ijq1q0rSdq3b58aNmx4zj7169fXoUOH9P333+v222/X4sWLddVVVxV7XU9Pz/MuLXg21rEGANjToh3H9eyMLTqamimLRYq8IkRPXdtCHq6sHAKUlqnrWLds2VLbtm3TunXrdODAAUVGRqpbt26666677FaIvWzcuFGSVL169SJDtSR16tRJhw4d0saNG3X77berXbt2WrRoUaF9jh49qttvv10vvviirrnmmmKvl5WVpaysLNv3BSPdAADYw1Utamnuoz30xu8x+unvw5q0Yr/+2nFc797cVl0b1TC7PABnKfFC09WqVVPPnj0l5Y8cN2nSpEKu81yw3nb9+vWL3adevXqF9vXz81OvXr0K7VPQEKdVq1bq3r17sed666239Morr1xCxQAAnJ+vh4veHRSm/qGBenbGFh1IPK3BX67OH73u11zVXB2vbwRQGZVs0vJ/LFq0SE8//bS9a7GLtLQ0SfnTN4rj5eUlyT6jy88++6xSUlJsX4cOHbrkcwIAUJRezfNHr2/rnD9ANHnlfvX7aJlW70s0uTIA0kWMWJ+tYOS6MgsJCVEJpp/Lzc1Nbm5u5VARAACSj7uL3r65ra4LDdSzv2zWwaTTuu3L1Rp+eQM91a+FPN0YvQbMUqK/fQcPHpQkBQcHy8nJyfZ9SZ1vWoa9eXt7S5JtdY+iFNyIyM2FAABH1bNZTc19tIfe/GOH/rf2oKasOqC/dh7XOze31RWNA8wuD6iSShSsQ0JCZLVaFRMTo2bNmikkJEQWi6VEF7BYLMrJybmkIi9GSEiIJJ13SkbBtoJ9AQBwRN7uLnrrplD1D62jZ37ZokNJGbrjqzUaelkDPXMdo9dAeSvR37j69evLYrHIxcWl0PcVUfv27SVJiYmJio2NLXJlkL///luSCq1xDQCAo+retKbmjO6ut/7coe/XHNS01Qe0aGf+yiFXNGH0GigvJQrWBStkFPd9RVK3bl117txZ69at0/fff6/nn3++0Pbly5fr0KFDcnNzU//+/U2qEgAA+/J2d9GbA0PVv02gnv5lsw6fzNAdX6/RkMvq65nrWsqL0WugzJVqVZCK7rnnnpMkvf3229qwYYPt8cTERD3wwAOSpIceeohuigCASqdb0wDNfbSHhlyWf3/Tt6sP6toPl2rFngSTKwMqvxJ1XjTLhg0bbEFYkvbu3auEhATVrVtXwcHBtsdnzpypwMDAQseOGjVKH3/8sVxcXNSnTx95enpq4cKFSk5O1pVXXqn58+fLw8PD7jXTeREAUFGs3JOgp/4ZvZakO7rW17PXtZC3u4vJlQHmKqu8VqpgnZycrIMHD6pevXry9/e3PX7s2DE988wz2rRpk0JCQvTKK6+obdu2pS7uQq3GC8TGxhZ5I+JPP/2k8ePHa9OmTcrOzlbjxo01ZMgQPfroo3J1dS11XedDsAYAVCSnsnL09p87NG31AUlSsJ+H3r45VN2b1jS5MsA8FSpYP/3003rvvfe0bt062w2A2dnZatWqlfbt22db/9nf319btmxRUFCQ3Qqu6AjWAICKaOXeBD39y2YdSsofvb69Sz09178lo9eoksoqr5W682KDBg0Kraoxffp07d27V5dffrl+/fVX3XXXXTp58qQ+++wzuxULAABK54rGAZozqoeGX95AkvS/tYd07YdLtWTXCZMrAyqPUo1YBwYGqm3btpo7d67tsTvuuEM//vijtm/frmbNmkmSGjZsKD8/P23cuNF+FVdwjFgDACq61fsS9dTP+V0bJWlwp3p6/oaW8mH0GlVEhRqxTkpKUs2ahedmrVq1So0aNbKFail/nejzNWoBAADl77JGNTRndHdFXhEiSfrx7/zR68U7j5tbGODgShWs3dzclJycbPv+6NGjOnDggLp161ZoPw8PD2VkZFxSgQAAwP6quTrr5YjW+vGey9SgRjXFp2QqctI6PTk9WikZ2WaXBzikUgXrZs2aacWKFTp9Ov9XSDNmzJDFYjknWMfFxalWrVqXXiUAACgTXRvV0JxRPTTyyoayWKTp6w/r2g+XatEORq+Bi1WqYD148GClpKSoZ8+eevTRR/XMM8/Izc1NERERtn1ycnK0YcMGNW3a1G7FAgAA+/NwddJL4a30072XK6RGNR1NzdSIyev0xPRopZxm9BooqVIF61GjRql3795av369xo0bp4yMDI0dO7bQvOv58+crNTVV3bt3t1uxAACg7HQOqa4/R/XQXd3yR69/Xn9YfT9aor92HDO7NMAhlLrzomEYWr58uY4dO6YOHTqoUaNGhbYvWrRImzdvVkREhBo2bGiXYh0Bq4IAACqD9QeS9OT0zdqXcEqSdFOHYI25obV8q7FyCBxfhWoQg3ONHz9e48ePV25urnbt2kWwBgA4vMzsXL0/b6e+Xh4rw5BqebvpzYGhurpVbbNLAy4JwdpBMGINAKhszhm9bh+sl8Jbya+aq8mVAaVjarBeunSpJKlLly5yd3e3fV9SPXr0KF11DohgDQCojDKzc/Xh/F36atk+5RlSzX9Gr69h9BoOyNRgbbVaZbFYbF0VC74v0QUsFuXk5FxyoY6CYA0AqMw2HDypJ6dHa++J/NHrG9sFaUx4a/l7MnoNx1FWec25JDv16NFDFotF1apVK/Q9AACoWjrU99fvj3TXhwt26aul+/Trpjgt35OoNwa20bWt65hdHmAq5ljbGSPWAICqYuPBk3ry583aczxdkhQRFqSXI1qrOqPXqODKKq+Vah1rAACA9vX9Nfvhbrq/V2NZLdKs6Dj1/XCJ5myNN7s0wBQEawAAUGruLk56ul8LzXzgSjWt5aWE9DO679sNeuj7DUpMzzK7PKBcEawBAMAlC6vnp9mPdNODVzWWk9Wi2Zvj1ffDpfpjC6PXqDpKNMfa1bX0c6UsFouysqrOJ1bmWAMAqrrNh5P15PTN2nksTZJ0fWigXh3QWjW83EyuDMhn+nJ7lyIvL++SjnckBGsAAKSsnFx9+tcefbZ4r3LzDFX3dNVrA9ro+raBZpcGmB+sLRaLOnfurJEjR6pv374XtdxegwYNLqlIR0KwBgDgX1sOp+jJn6O142j+6HX/0Dp6dUAbBTB6DROZGqzHjh2rSZMmaceOHbJYLKpXr56GDx+uESNGKCQkxG7FVAYEawAACjuTk6dP/9qtzxbvVU6eIf9qLnp1QBvd0DaQvhgwhanBusDKlSs1ceJETZ8+Xenp6bJarerVq5dGjhypm2++WW5ufPokWAMAULStR1L0xPR/R6/7ta6j125so5re5AeUrwoRrAucOnVKP/74o7755hutXLlSFotFPj4+uv322zVixAh17tzZbgU6GoI1AADFO5OTp/GL9mj8oj220euXI1orIiyI0WuUmwoVrM+2a9cuTZw4UVOnTtWxY8dksVh0+eWXa/ny5faq0aEQrAEAuLBtcSl6YvpmbY9PlST1bVVbrw9so1re7iZXhqqgwgbrAsnJyRo+fLiioqIUEBCg48eP2+O0DodgDQBAyZzJydOExXv1yV+7lZNnyK+ai15h9BrloMK2NF+2bJlGjBihevXqafbs2bJarerRo4c9agMAAJWYq7NVo65uqlkPdVPrIB8ln87WqB826Z5p63U8NdPs8oCLVqoR6/j4eE2ePFmTJ0/Wnj17ZBiGGjZsqMjISEVGRqpevXplUatDYMQaAICLl5377+h1dq4hXw8XvRzRSje2C2b0GnZn+lSQnJwc/fbbb/rmm280b9485ebmysPDQzfddJNGjhypq666ym5FOTKCNQAApbc9PlVP/hytrUfy515f3bKW3hgYqto+zL2G/ZgarB999FF99913SkxMlGEY6tSpk0aOHKk77riD8PgfBGsAAC5Ndm6evliyV+MW5o9e+7g7a0x4a93UgdFr2EeF6LxYEKhDQ0Mv6iJXXHFFqQt0NARrAADsY+fRND0xPVpbjqRIknq3qKU3B4aqji+j17g0FSJYl+oCFotycnJKdawjGT9+vMaPH6/c3Fzt2rWLYA0AgB3k5Obpi6X7NG7Bbp3JzZO3u7NeuqGVBnWsy+g1Ss3UYB0SEnJJb97Y2NhSH+toGLEGAMD+dh1L05PToxV9OH/0+vYu9fXmwDaEa5SK6TcvomQI1gAAlI2c3Dx9uWyf3pu7U3mGdH+vxnq6Xwuzy4IDqrDrWAMAAJQHZyerHujVRG/dlH+v14TFe/Xl0r0mVwX8i2ANAAAcyuDO9fXMdfkj1W/+sUM/rTtkckVAPoI1AABwOPf1bKx7ezaSJD0zY7PmbD1qckUAwRoAADioZ/q10OBO9ZRnSI/8b6NW7kkwuyRUcQRrAADgkCwWi94Y2Eb9WtfRmdw8/d/Uv7X5cLLZZaEKI1gDAACH5exk1Ue3tdMVjWvo1JlcRU5apz3H080uC1UUwRoAADg0dxcnfTmsk8Lq+irp1BkNnbhGR5IzzC4LVRDBGgAAODwvN2dNGtFFjWt6Kj4lU0MnrlFiepbZZaGKIVgDAIBKobqnq6bd1VVBvu7ad+KUIietU1pmttlloQohWAMAgEojyM9D0+7uquqertpyJEX3TF2vzOxcs8tCFUGwBgAAlUrjml6aMqKLvNyctWpfoh7530bl5OaZXRaqAII1AACodELr+uqrYZ3k6mzVvJhjenbGFhmGYXZZqOQI1gAAoFK6vHENfXJ7e1kt0vT1h/XWnzsI1yhTBGsAAFBpXdu6jt65ua0k6cul+/T5kn0mV4TKjGANAAAqtVs61dML17eUJL0zZ4f+t/agyRWhsiJYAwCASu/u7o30QK/GkqTnZ27RH1viTa4IlRHBGgAAVAlPXttct3eprzxDGvXDRi3bfcLsklDJEKwBAECVYLFY9PqNbXR9aKCycw3dO229Nh48aXZZqEQI1gAAoMpwslr0weAwdW8aoNNncjVi8jrtPpZmdlmoJAjWAACgSnFzdtLnQzqqXT0/JZ/O1tCJa3X45Gmzy0IlQLAGAABVjqebsyZFdlbTWl46mpqpoRPXKiE9y+yy4OAI1nYyfvx4tWrVSp07dza7FAAAUAL+nq6adldXBft5KDbhlIZ/s1apmdlmlwUHZjFoQWRXqamp8vX1VUpKinx8fMwuBwAAXEBswind8vlKJaSfUZeG1TV1ZBe5uziZXRbKUFnlNUasAQBAldYwwFOTR3SRt5uz1sYm6aHvNygnN8/ssuCACNYAAKDKaxPsq6+Hd5Kbs1ULth/XU79sVl4ev9THxSFYAwAASOraqIbG39FBTlaLZmw4otd/3y5mzOJiEKwBAAD+cXWr2ho7qK0k6ZsVsRq/aI/JFcGREKwBAADOclOHunrphlaSpPfm7dK3qw+YXBEcBcEaAADgP0Z2a6iHezeRJL3421ZFRceZXBEcAcEaAACgCI9d00xDL2sgw5Ae+2mTluw6YXZJqOAI1gAAAEWwWCx6JaK1wsOClJ1r6L5p67X+wEmzy0IFRrAGAAAohtVq0fu3hKlns5rKyM7VyMnrtPNomtlloYIiWAMAAJyHq7NVE4Z0UIf6fkrJyNbQiWt0KOm02WWhAiJYAwAAXEA1V2d9E9lZzWt763haloZMXKPjaZlml4UKhmANAABQAn7VXDX1ri6qV91DBxJPa/g365SSkW12WahACNYAAAAlVNvHXdNGdlWAl5u2x6fq7inrlHEm1+yyUEEQrAEAAC5CSICnpt3VRd7uzlq3/6Qe/H6DsnPzzC4LFQDBGgAA4CK1DPTRN5Gd5e5i1V87juvJ6dHKyzPMLgsmI1gDAACUQueQ6ppwZ0c5Wy36dVOcXp0dI8MgXFdlBGsAAIBSuqpFLb1/a5gkafLK/fp44R6TK4KZCNYAAACXYEC7YL0S0VqS9OGCXZqycr+5BcE0BGsAAIBLNPyKEI2+uqkkacysbfpt0xGTK4IZCNYAAAB2MKpPUw2/vIEk6fGforVox3GTK0J5I1gDAADYgcVi0Zjw1rqxXZBy8gzd/916rdufZHZZKEcEawAAADuxWi0ae0uYereopczsPI2cvE7b41PNLgvlhGANAABgRy5OVo2/o4M6h/grLTNHQyeu1YHEU2aXhXJAsAYAALAzD1cnfT28s1rU8VZCepaGTFyj46mZZpeFMkawBgAAKAO+Hi6aelcXNahRTYeSMjR04lqlnM42uyyUIYI1AABAGanl7a5v7+qqWt5u2nksTSOnrNPpMzlml4UyQrC2k/Hjx6tVq1bq3Lmz2aUAAIAKpF71app6Vxf5uDtr/YGTuv/bDTqTk2d2WSgDFoOm9naVmpoqX19fpaSkyMfHx+xyAABABbH+wEkN+XqNMrJzFR4WpI8Gt5OT1WJ2WVVSWeU1RqwBAADKQccG/powpINcnCyKio7Ty7O2ifHNyoVgDQAAUE56Na+lD25tJ4tFmrb6gD6cv8vskmBHBGsAAIByFB4WpFcHtJEkffzXHn2zPNbkimAvBGsAAIByNvSyBnr8mmaSpFdnx2jGhsMmVwR7IFgDAACY4KHeTTTyyoaSpCd/3qwFMcdMrgiXimANAABgAovFoheub6mb2gcrN8/Qg99v0Jp9iWaXhUtAsAYAADCJ1WrRO4Pa6uqWtZSVk6e7p/ytrUdSzC4LpUSwBgAAMJGLk1Wf3tFBXRpWV1pWjiInrVVswimzy0IpEKwBAABM5u7ipK+Hd1LrIB8lpJ/RkK/X6GhKptll4SIRrAEAACoAH3cXTRnZRQ0DPHUkOUNDJ65R8ukzZpeFi0CwBgAAqCACvNw0dWQX1fFx1+7j6YqctE6nsnLMLgslRLAGAACoQOpVr6Zpd3WRXzUXbTqUrPu+Xa+snFyzy0IJEKwBAAAqmKa1vTUpsrOquTpp2e4EPfZjtHLzDLPLwgUQrAEAACqg9vX99cXQjnJxsuj3LfF64detMgzCdUVGsAYAAKigujetqY8Gt5fFIv1v7UG9N2+n2SXhPAjWAAAAFdj1bQP15sBQSdL4RXv19bJ9JleE4hCsAQAAKrjbu9TXU/2aS5Je/327pv99yOSKUBSCNQAAgAO4v2dj/V/3hpKkZ2Zs0bxtR02uCP9FsAYAAHAAFotFz/VvqVs61lVunqGH/rdRq/Ymml0WzkKwBgAAcBAWi0Vv3RSqvq1q60xOnv5v6t/acjjF7LLwD4I1AACAA3F2surj29vrskbVlZ6Vo+GT1mrviXSzy4II1gAAAA7H3cVJXw3rpNBgXyWdOqOhX69RXHKG2WVVeQRrAAAAB+Tt7qLJIzqrUYCn4lIyNXTiGiWdOmN2WVUawRoAAMBB1fBy07S7uyrQ1117T5zSiElrlZ6VY3ZZVRbBGgAAwIEF+3lo2l1d5F/NRdGHU3TvtL+VlZNrdllVEsEaAADAwTWp5a3JI7rI09VJK/YkatT/Nik3zzC7rCqHYA0AAFAJhNXz05fDOsnVyao5247quRlbZBiE6/JEsAYAAKgkrmwSoI9vbyerRfrx70N6e84Os0uqUgjWAAAAlUi/NoF666ZQSdIXS/bp8yV7Ta6o6iBYAwAAVDKDO9fXs9e1kCS9/ecO/bjuoMkVVQ0EawAAgEro3p6NdW/PRpKkZ2ds0Zyt8SZXVPkRrAEAACqpZ/q10G2d6ynPkB753yat2JNgdkmVGsHaTsaPH69WrVqpc+fOZpcCAAAgSbJYLHpjYKj6ta6jM7l5umfq34o+lGx2WZWWxWAdFrtKTU2Vr6+vUlJS5OPjY3Y5AAAAysrJ1cjJ67RiT6L8q7lo+n2Xq0ktb7PLMk1Z5TVGrAEAACo5N2cnfTG0k8Lq+urk6WwNnbhWR5IzzC6r0iFYAwAAVAFebs6aNKKLmtTyUnxKpoZ+vUaJ6Vlml1WpEKwBAACqiOqerpp2VxcF+3loX8IpDZ+0VmmZ2WaXVWkQrAEAAKqQQF8PTb2ri2p4umrrkVT939S/lZmda3ZZlQLBGgAAoIppXNNLU0Z2kZebs1bvS9LD/9uonNw8s8tyeARrAACAKqhNsK++GtZJrs5WzY85pmdmbBGLxV0agjUAAEAVdXnjGvr09vZyslr08/rDevOP7YTrS0CwBgAAqML6tq6jd25uK0n6almsPlu81+SKHBfBGgAAoIob1LGuXri+pSRp7Nyd+n7NQZMrckwEawAAAOju7o304FWNJUnP/7pFv2+ON7kix0OwBgAAgCTpib7NdUfX+jIMafSPG7Vs9wmzS3IoBGsAAABIkiwWi14b0EbXhwYqO9fQvdPWa+PBk2aX5TAI1gAAALBxslr0weAwdW8aoNNncjVi8jrtOpZmdlkOgWANAACAQtycnfT5kI5qX99PyaezNXTiGh1KOm12WRUewRoAAADn8HRz1qTIzmpW20vHUrM0dOIanUjLMrusCo1gDQAAgCL5VXPV1JFdVdffQ/sTT2v4N2uVmpltdlkVFsEaAAAAxarj665pd3VVgJerYuJTdffkv5WZnWt2WRUSwRoAAADn1TDAU5NHdJG3m7PW7k/SQ99vUHZuntllVTgEawAAAFxQm2BffT28k9ycrVqw/bie/nmz8vIMs8uqUAjWAAAAKJGujWpo/B0d5GS1aMbGI3rt9xgZBuG6AMEaAAAAJXZ1q9p675a2kqRJK/br07/2mFxRxUGwBgAAwEUZ2L6uxoS3kiS9P3+Xpq0+YHJFFQPBGgAAABdtxJUN9UjvJpKkl37bqlnRcSZXZD6CNQAAAErl0WuaaehlDWQY0mM/btLincfNLslUBGsAAACUisVi0SsRrRUeFqScPEP3fbte6w8kmV2WaQjWAAAAKDWr1aL3bwlTz2Y1lZmdpxGT1mnH0VSzyzIFwRoAAACXxNXZqglDOqhjA3+lZuZo2MS1Oph42uyyyh3BGgAAAJesmquzvhneWS3qeOt4WpaGfrNGx9MyzS6rXBGsAQAAYBe+1Vw0dWQX1avuoQOJpzVs4lqlZGSbXVa5IVgDAADAbmr5uOvbu7qqprebdhxN012T1ynjTK7ZZZULgjUAAADsqkENT00d2UXe7s76+8BJPfDdemXn5pldVpkjWAMAAMDuWgb6aFJkZ7m7WLVo5wk9MT1aeXmG2WWVKYI1AAAAykSnkOqacGdHOVst+m1TnF6J2ibDqLzhmmANAACAMnNVi1p6/9YwWSzSlFUHNG7hbrNLKjMEawAAAJSpAe2C9XJ4a0nSRwt2a/KKWJMrKhsEawAAAJS54VeEaPTVTSVJL0fF6NeNR0yuyP4I1gAAACgXo/o0VeQVIZKkJ6ZH668dx8wtyM4I1gAAACgXFotFL93QSje2C1JOnqH7v92gdfuTzC7LbgjWAAAAKDdWq0VjbwlT7xa1lJWTp5GT1ykmLtXssuyCYG0n48ePV6tWrdS5c2ezSwEAAKjQXJysGn9HB3UO8VdaZo6GfbNW+xNOmV3WJbMYlXkxQROkpqbK19dXKSkp8vHxMbscAACACislI1u3fbla2+NT1baur3578EpZLJYyv25Z5TVGrAEAAGAKXw8XTRnZWZc1qq4Pbg0rl1BdlpzNLgAAAABVVy1vd/1wz+Vml2EXjFgDAAAAdkCwBgAAAOyAYA0AAADYAcEaAAAAsAOCNQAAAGAHBGsAAADADgjWAAAAgB0QrAEAAAA7IFgDAAAAdkCwBgAAAOyAYA0AAADYAcEaAAAAsAOCNQAAAGAHBGsAAADADgjWAAAAgB0QrAEAAAA7IFgDAAAAdkCwBgAAAOzA2ewCKhvDMCRJqampJlcCAACAohTktILcZi8EaztLS0uTJNWrV8/kSgAAAHA+aWlp8vX1tdv5LIa9o3oVl5eXp7i4OHl7e8tisZT59VJTU1WvXj0dOnRIPj4+ZX49AFVT586dtW7dOrPLAGx4T1Y+5fmaGoahtLQ0BQUFyWq138xoRqztzGq1qm7duuV+XR8fH4I1gDLj5OTEvzGoUHhPVj7l/Zrac6S6ADcvAgAu6MEHHzS7BKAQ3pOVT2V4TZkK4uBSU1Pl6+urlJQUPrkDAACYiBFrB+fm5qYxY8bIzc3N7FIAAACqNEasAQAAADtgxBoAAACwA4I1AKBC27Nnj/r37y8vLy8FBATogQce0KlTp8wuC1UY78nKx16vKcvtAQAqrJSUFPXu3VtBQUGaPn26kpKS9Nhjj+nYsWP65ZdfzC4PVRDvycrHnq8pwbqK2bNnjx555BEtXbpU7u7uuvXWWzV27Fh5enqaXRoAnOOLL77QiRMn9Pfff6tWrVqSJA8PD918881av369OnbsaHKFqGp4T1Y+9nxNmQpShRR8IktKStL06dM1btw4/fLLLxo2bJjZpQFAkf744w/17t3b9p+dJEVERMjLy0uzZ882sTJUVbwnKx97vqYE6yqk4BPZrFmzdN111+nOO+/UhAkTNGPGDK1fv97s8oAqLzs7WwsXLtSTTz6pzp07y8/PTy4uLqpTp44iIiL0+++/m12iJGnnzp365JNPFBkZqdDQUDk7O8tisej1118v0fHTp09Xr1695O/vL09PT4WFhendd99Vdnb2OfvGxMSoZcuWhR5zdnZWs2bNtH37drs8H5zfd999p2HDhiksLEy1atWSi4uLfH191aVLF7311ltKT083u0Tek3bw1FNPyWKxXNTPrSw56mvKVJAq5EKfyPj1FWCuJUuW6JprrpEk1alTR926dZOnp6diYmIUFRWlqKgo3XPPPfr8889lsVhMq3PChAkaN25cqY4dPXq0xo0bJ2dnZ/Xu3VteXl7666+/9PTTTysqKkrz5s2Th4eHbf+TJ0/Kz8/vnPP4+/srKSmptE8BF2HChAlauXKlWrZsqQ4dOqh69eo6duyYVq1apXXr1umbb77RkiVLFBQUZGqNvCdLb+XKlXr//fdlsVhUUVZhdtTXlBFrkznqJzIA9me1WnXzzTdr6dKlio+P1+zZs/Xjjz9qy5Yt+uGHH+Tk5KQvv/xS06ZNM7XONm3a6IknntB3332n7du3a+jQoSU67tdff9W4cePk5eWlNWvWaO7cufrll1+0e/duhYaGavny5XrxxRfLuHpcrPfff18JCQnatm2b5syZo++//14LFy7UoUOH1K1bN+3Zs0ePP/64qTXyniy906dPKzIyUoGBgRowYIDZ5dg47GtqwFSjRo0yJJ3z9dprr5X4WGdnZ6Nv377GTTfdZPj5+RmSjG7duhmnT58utL+zs3OR5+3Tp49xzTXX2O05ASgbd911lyHJ6NOnT4n2j4uLM1555RUjLy/vvPsdOnTIeO211y64X3GGDx9eon+3OnfubEgyXn/99XO2LVu2zJBkuLm5GcnJybbHa9asaTz++OPn7N+hQwdj8ODBpaoX9rN06VJDklG9evUS7c97suJ55JFHDEnG77//XuKf29l4TQtjxNpkDvuJDEC5a9++vSTp0KFDJdr/3nvv1ZgxYxQZGanc3Nwi94mNjVX37t314osv6ocffrBbrf915MgRrVu3TpJ0xx13nLO9W7duqlevnrKysvTHH3/YHm/ZsuU5v1HLzc3Vrl27zvkNHMqfs3P+jFI3N7cS7c97smJZvHixPvnkEw0bNkz9+/cv1Tl4TQsjWJvs7rvv1tixY3XHHXeoRYsWslpL9pK8+eabkqRnnnlGHTp0sD0eEBCgzz77TJL06aefKiUlxbbN399fycnJ55zr5MmTql69+iU8CwDlYffu3ZKkwMDAEu3/1VdfqXXr1po6dapuv/32c6aI7dq1Sz169ND+/fv1yCOP6LbbbrN7zQU2btwoSapevboaNmxY5D6dOnUqtK8k9e/fX4sWLdKJEydsj0VFRSk9PV3XX399mdWLC0tLS9PLL78sKf9+nZLgPVlxpKena+TIkapdu7Y++uijUp+H17QwgrUDqgifyACUr6NHj2ry5MmSpJtvvrlEx9SuXVuLFy9W+/btNX36dN18883KysqSJG3dulU9evTQ4cOH9dRTT2ncuHFlekNkbGysJKl+/frF7lOvXr1C+0r5o2HVq1fXgAED9Oeff+r777/XfffdpwEDBtj+g0T5mDdvniIjIzVs2DBde+21Cg4O1rx589SvXz+98847JToH78mK44knnlBsbKwmTJggf3//Up+H17QwgrUDqgifyACUn5ycHA0ZMkQpKSkKDQ3VvffeW+JjAwIC9Ndff6lr166KiopSeHi4li9frl69eunYsWMaM2ZMiUPRpUhLS5Ok8zaj8vLykiSlpqbaHvPz89Nff/0lHx8fDRo0SA8//LBuvPFGffvtt2VbMM4RExOjKVOmaNq0aZo3b57S0tJ0xx13aPLkyfL19S3xeXhPmm/evHn64osvdNttt+nGG2+85PPxmv6L5fYc0KV8Ivvkk080YMAAvfjiizp58qQee+wxh/uUDVQ19913nxYuXKgaNWro559/lqur60Ud7+fnp/nz5+v666/X/PnzNX/+fEnS22+/raeffrosSrarZs2aac6cOWaXUeWNHj1ao0ePVnZ2tg4ePKjffvtNr7/+uubMmaOZM2eqR48eJT4X70nzpKSk6K677lLNmjX1ySef2O28vKb5GLF2QBXhExmA8jFq1ChNnDhR/v7+mj9/vpo1a1aq83h7e+vZZ5+1fd+gQYOLGvm+VN7e3pKkU6dOFbtPQaMRHx+fcqkJpePi4qLGjRvrscce059//qmTJ09qyJAhysjIuKjz8J40x+jRo3X48GF9+umnCggIsOu5eU0J1lVOwSeyU6dOKTExUZ9//rkthAOoWB5//HF9/PHH8vPz07x582yrgpTGvHnzdPPNN8tqtapjx446cOCArrrqKiUkJNix4uKFhIRIOv+KJgXbCvZFxde1a1e1atVKhw4d0t9//31Rx/KeNMfMmTPl7Oyszz77TL169Sr0VTBiO3HiRPXq1euibzTkNSVYO6SK8IkMQNl66qmn9MEHH8jX11fz5s27pOlas2bNUkREhLKzs/Xtt99q1apVuuWWW7Rp0yb16tVLR48etWPlRSv4UJCYmFhoitrZCoLZ2SsdoeIr+O3p8ePHS3wM70lz5eTkaMmSJed8HTt2TJK0f/9+LVmyRKtXry7xOXlN8xGsHVBF+EQGoOw888wzGjt2rHx9fTV//nx17ty51OeaPn26Bg0aJMMw9NNPP+n222+Xi4uL/ve//2nYsGHatm2bevToUeK1sUurbt26tufx/fffn7N9+fLlOnTokNzc3Eq9ni7KX0JCgqKjoyWpxNOUeE+aKzk5WYZhFPk1fPhwSdJrr70mwzC0f//+Ep2T1/RfBGsHVBE+kQEoGy+88ILeeecd241AlxKqC9aVdXZ21m+//aaBAwfatjk5OWny5Mm65557tHv3bvXo0UP79u2zx1Mo1nPPPScp/2amDRs22B5PTEzUAw88IEl66KGHLmqFCZStmJgYfffdd8rMzDxn265du3TLLbcoKytLl112mUJDQy94Pt6TlQ+v6X9cVJ9GlLmybNkJoGL77bffDEmGJKNTp07G8OHDi/wqqvVuUZ577jnDy8vL+Ouvv86736hRowxvb29j5cqVJTrv+vXrja5du9q+AgICDElG3bp1Cz0eFxd3zrEF7ZNdXFyMfv36GTfffLPh5+dnSDKuvPJK4/Tp0yWqAeVj0aJFhiTD09PT6Natm3HbbbcZN910k9GpUyfDarUakoyWLVsaBw4cKNH5eE9WbKVpac5rWhjBuoIp6Zt65syZhiTDy8vLWL9+ve3xhIQEIzQ01JBU4v98AVQMkyZNsgXr8301aNCgxOfcv3+/XfczjH/D1oW+YmNjizz+xx9/NHr06GH4+PgYHh4eRps2bYy3337byMrKKnENKB/Hjx833njjDaNfv35GSEiI4enpabi6uhp16tQxrrnmGmPChAlGZmbmRZ2T92TFVZpgbRi8pmezGIZh2G34Gxdtw4YNtl9NSNLevXuVkJCgunXrKjg42Pb4zJkzz2ljPGrUKH388cdycXFRnz595OnpqYULFyo5OVlXXnml5s+fLw8Pj3J7LgAAAFUZwdpkixcv1lVXXXXB/WJjY4u8EfGnn37S+PHjtWnTJmVnZ6tx48YaMmSIHn300YtuIgEAAIDSI1gDAAAAdsCqIAAAAIAdEKwBAAAAOyBYAwAAAHZAsAYAAADsgGANAAAA2AHBGgAAALADgjUAAABgBwRrAAAAwA4I1gAAAIAdEKwBAAAAOyBYA3BIISEhslgsmjx5stmllIvJkyfLYrEoMjLS7FIqvZdfflkWi0Uvv/yy2aUAcDAEawCViiMG0P3798tisSgkJMTsUgAAl8DZ7AIAABc2cOBAXXbZZfL19TW7FABAMQjWAOAAfH19CdUAUMExFQRApRESEqIRI0ZIkqZMmSKLxWL76tWr1zn7//zzz+rXr59q1qwpV1dXBQcHa8iQIYqJiTln37Ona+Tm5uqDDz5Q+/bt5eXlJYvFYtsvJiZGY8aM0ZVXXqng4GC5urqqRo0auvrqq/XTTz+dc97IyEg1bNhQknTgwIFCNZ993gtNcVm7dq1uvfVWBQUFydXVVbVq1VJ4eLjmz59f5P6RkZG2OeqxsbEaOnSo6tSpIzc3NzVu3FgvvPCCsrKyiv1ZF+XsGk+dOqVnn31WTZo0kZubm+rUqaPhw4fryJEj5z2uKMVNlTn78by8PH388cdq27atqlWrpsDAQN13331KSkqSJGVlZem1115TixYt5OHhoaCgII0aNUqnTp0673M6cOCAhg0bpsDAQLm7u6tZs2Z6+eWXlZGRUewxu3bt0r333qvGjRvL3d1dvr6+6tGjh7799tsi9+/Vq5csFosWL16sZcuWKTw8XDVr1pTVaq0y9xAAlQUj1gAqjUGDBmn16tVasWKFGjdurG7dutm2tWjRwvbnnJwc3Xnnnfrpp5/k5uamjh07Kjg4WLt27dJ3332nGTNmaMaMGerXr9851zAMQzfddJPmzJmj7t27q2XLltq2bZtt+wcffKCJEyeqRYsWCg0NlZ+fnw4ePKhFixZp4cKFWr16tT744APb/t26dVN6erp++eUXeXp6atCgQRf9vL/66ivdd999ysvLU/v27dWrVy8dOHBAs2fP1uzZs/Xyyy9rzJgxRR67adMmjRo1Sv7+/urZs6eSkpK0YsUKvfHGG9q2bZtmzpx50fWkpKToiiuu0MGDB9W9e3e1adNGq1at0tSpU7VkyRJFR0fbffR9yJAh+vXXX9WzZ081btxYK1eu1BdffKG1a9dq2bJl6tevnzZv3qxevXqpadOmWrZsmT7++GPt3r1bf/zxR5HnjI2NVceOHeXs7KwePXooIyNDixYt0iuvvKIFCxZowYIFcnd3L3TM9OnTNWzYMGVmZqpFixbq37+/UlJStGbNGg0dOlR//fWXvvnmmyKvN336dH3++edq0aKFrr76aiUlJcnNzc2uPycAZcwAAAfUoEEDQ5IxadKkQo9PmjTJkGQMHz682GOfe+45Q5LRtWtXY9++fYW2TZ8+3XBycjL8/f2NkydP2h6PjY01JBmSjLp16xo7d+4s8tyLFy829u7de87jO3bsMOrWrWtIMtasWVNoW8G5GzRoUGzNxT2vzZs3G87OzobFYjGmTp1aaNsff/xhuLq6GpKMefPmFdo2fPhw2/N5/vnnjZycHNu2LVu2GJ6enoYkY+XKlcXWVFyNkoxrr73WSElJsW1LSkoy2rVrZ0gy3nzzzRI9twLF/XzOfk0aN25s7N+/37YtISHBaNq0qSHJCA0NNbp06WIkJCTYtu/bt8/w9/c3JBnLly8vdN4xY8bYzjtgwADj9OnTtm2HDh0ymjVrZkgynnnmmULHbd682XBzczPc3d2NX375pdC2/fv3G6GhoYYkY8qUKYW29ezZ03a98ePHF/kzAOAYmAoCoEpJSkrShx9+KHd3d/3yyy+2aRgFBg0apHvvvVcnT54s9lf3b775ppo1a1bktp49e6pRo0bnPN68eXO9+OKLkvKnoNjLuHHjlJOTo4EDB2ro0KGFtl133XW65557JEljx44t8viOHTvqtddek5OTk+2xNm3a2M61YMGCi67J09NTkyZNko+Pj+0xf39/PfPMM6U+54V8/PHHatCgge37GjVq6P7775ckbd26VRMnTlSNGjVs2xs2bKghQ4ZIkhYuXFjkOT08PPT555/Lw8PD9ljdunX1/vvvS5I+++wzZWZm2ra98cYbysrK0uuvv66bbrqp0LkaNGigiRMn2motSu/evfXAAw+U+DkDqHiYCgKgSlm0aJEyMjLUp08fBQcHF7lPr1699Nlnn2nlypV66KGHztl+8803n/ca6enp+vPPP7Vx40YlJCTozJkzkqT4+HhJ0s6dOy/xWfxr8eLFklTs/OS77rpLn376qZYtW6bc3NxCAVqSbrjhhkJzuQu0bNlSkoqcE30hnTp1UmBgoF3PeT7Ozs7q27fvOY83bdpUklS/fn21adOm2O1xcXFFnrdv376qU6fOOY/fcMMNqlGjhhITE7VhwwZdccUVysvL059//ilJGjx4cJHn69Spk7y8vLRx40ZlZmaeM42kNNOAAFQsBGsAVcq+ffsk5Y9SFhUoz3bixIlzHqtVq5aqVatW7DFRUVEaMWKEEhMTi90nNTW1hNVeWEFI/e/Ie4HGjRtLkjIzM5WYmKhatWoV2l6/fv0ijysYbT57RLakyuKc5xMYGChn53P/O/Py8jpvPd7e3uetp7ifqZR/o2xiYqIOHz4sSUpMTLS9rvXq1btgzYmJied8sGMdc8DxEawBVCl5eXmSpCZNmujKK688775n3/BY4OxpAf915MgRDR48WBkZGXrqqad05513KiQkRF5eXrJarZo3b56uvfZaGYZxaU/CjqxW+88ItPc5C16z0l6vLJ5jgYLX8uwahw8ffsHjirop8XzvLQCOgWANoEopGE1s3ry53Zcyi4qKUkZGhgYOHKh33nnnnO27d++26/UkKTg4WHv37tW+ffuKnO5QMELv7u6u6tWr2/369uDq6ipJSktLK3L7gQMHyrMcm9jY2GK37d+/X1L+nGtJCggIkIeHhzIyMvTee+8pICCgPEoEUMFw8yKASqUgpOXk5BS5vU+fPnJ1ddXixYt1/Phxu167YM3ks2+iK2AYhr7//vsij7tQzedTsD53cR8SCpZ26969e5HTJSqCgikRO3bsKHL777//Xp7l2MybN6/I98gff/yhxMREeXt7q2PHjpIkJycnXXPNNZJU5HrlAKoGgjWASqVgBLGoJi+SVLt2bT388MM6deqUwsPDtWXLlnP2ycrK0qxZs4oNesUpuDnv559/tt2oKEm5ubl66aWXtHLlyiKPK2hQc/ToUVs4L6lRo0bJ2dlZv/766zmrmMybN09ffPGFJOmJJ564qPOWpy5dusjHx0cxMTGaNm1aoW3Tp08vdhWNspaRkaH777+/UDOYuLg4Pf7445Kk++67r9ANiGPGjJGrq6uefPJJTZkypcgpLFu3btWMGTPKvngApqiYwxcAUEqXXXaZgoKCtHHjRnXo0EGhoaFycXFR8+bN9eSTT0qS3n77bcXHx+v7779Xu3btFBYWpkaNGsnZ2VmHDx/Wpk2bdOrUKf35559FzrMuTnh4uDp27Kj169erWbNm6tmzpzw9PbVmzRrFxcXp6aefLnKKiIuLiyIiIvTzzz+rXbt26tatm+0Gya+//vq81wwNDdX48eN1//33a+jQofrwww/VokULHThwQCtXrpRhGHr55ZeLXDWjovDw8NArr7yiRx99VMOGDdOECRMUHBys7du3KyYmRi+88IJee+21cq9r2LBhmj17tho1aqTu3bsrMzNTf/31l06dOqXLL79cr7zySqH9O3TooG+//VaRkZGKjIzUCy+8oFatWqlmzZpKSkrSli1bdPjwYQ0ePPic5fgAVA6MWAOoVFxdXTV37lxFRETo8OHD+vbbbzVx4sRC0wmcnZ313Xff6Y8//tCNN96o48ePa9asWZo7d66SkpIUHh6u77//Xj169Lioazs7O2vx4sV67rnnFBwcrIULF2rx4sVq3769Vq1aVWQnxwJffPGF7r33XlksFv3888+aOHGibd3jC7nnnnu0cuVKDRo0SHFxcfrpp5+0Y8cO9e/fX/PmzSu262JFMnr0aE2ZMkUdOnTQxo0bNW/ePNWuXVvz5s3TyJEjTampYcOG+vvvv3XVVVdp6dKlmjt3rgIDA/XSSy9pwYIFRd5seMstt2jbtm169NFH5efnpxUrVuiXX35RTEyMmjRporfffltvvPGGCc8GQHmwGBXp9nQAAADAQTFiDQAAANgBwRoAAACwA4I1AAAAYAcEawAAAMAOCNYAAACAHRCsAQAAADsgWAMAAAB2QLAGAAAA7IBgDQAAANgBwRoAAACwA4I1AAAAYAcEawAAAMAO/h95edpygp0GtgAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# NBVAL_SKIP\n", "import matplotlib.pyplot as plt\n", "\n", "# Plot objective function decrease\n", "plt.figure()\n", "plt.loglog(history)\n", "plt.xlabel('Iteration number')\n", "plt.ylabel('Misift value Phi')\n", "plt.title('Convergence')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "[1] _Virieux, J. and Operto, S.: An overview of full-waveform inversion in exploration geophysics, GEOPHYSICS, 74, WCC1–WCC26, doi:10.1190/1.3238367, http://library.seg.org/doi/abs/10.1190/1.3238367, 2009._\n", "\n", "[2] _Haber, E., Chung, M., and Herrmann, F. J.: An effective method for parameter estimation with PDE constraints with multiple right hand sides, SIAM Journal on Optimization, 22, http://dx.doi.org/10.1137/11081126X, 2012._" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook is part of the tutorial \"Optimised Symbolic Finite Difference Computation with Devito\" presented at the Intel® HPC Developer Conference 2017." ] } ], "metadata": { "@webio": { "lastCommId": null, "lastKernelId": null }, "hide_input": false, "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": "3.10.12" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false } }, "nbformat": 4, "nbformat_minor": 4 }