{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [], "source": [ "from em_examples.DCWidgetResLayer2D import ResLayer_app\n", "from IPython.display import display\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Purpose\n", "\n", "In some situations the presence of a near surface layer can have large implications for the detectability of targets beneath the layer. If the near surface layer is very conductive current channelling occrurs and when the layer is very resistive it has a shielding effect. In both cases the near surface layer dramatically reduces the strength of currents beneath the layer and therefore also reduces the strength of charge build up on the surface of the target." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Setup\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Questions\n", "\n", "- How does the cylinder affect the apparent resistivity without the resistive layer?\n", "- How does the resistive layer affect the apparent resistivity? Is there a difference if you add or remove the cylinder target?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Effects of a highly resisitive surface layer" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " - **survey**: Type of survey\n", " - **A**: (+) Current electrode location\n", " - **B**: (-) Current electrode location\n", " - **M**: (+) Potential electrode location\n", " - **N**: (-) Potential electrode location\n", " - **$dz_{layer}$**: height/thickness of layer\n", " - **$zc_{layer}$**: z location of layer\n", " - **xc**: x location of cylinder center\n", " - **zc**: z location of cylinder center\n", " - **r**: radius of cylinder\n", " - **$\\rho_{1}$**: Resistivity of the halfspace\n", " - **$\\rho_{2}$**: Resistivity of the layer\n", " - **$\\rho_{3}$**: Resistivity of the cylinder\n", " - **Field**: Field to visualize\n", " - **Type**: which part of the field" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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we4EkycPVQ18N/kqBJQMdXFX+qOBbQeO7jLcdj10ylscHAQAAAADIBcIrFKg1\nh9bozbVv2o4n9pmoRkGNHFiRfSxZskTr16+/aduDTR9Us0rNJEmnkk7p6aVP8/ZBAAAAAAByiPAK\nBSbyTKSeXPykTGUHN093eFq96/W+7TUZGRkFUVqedejQQR988MFNQykXi4s+7fepSnmWkpQd4E3b\nMq2gSwQAAAAAoEgivEKBOHr2qIZ8PcT2ZsF76t6jcR3G3faapKQkDRw4sCDKy7OAgADdeeed+uGH\nH27aXtGvoj7u+7HteMIPE7Tj1I6CKg8AAAAAgCKL8Ar57ljCMQ2cOVDxl+IlSY2DGmtSn0myGLf/\n9XvppZc0duzYgijRLp5++mlNnDjxlo8Edg7trCfbPClJyrRm6rFFj7H/FQAAAAAAf4HwCvkq6lyU\nBswcoDPJZyRJ9QLrafb9s//yzYJr1qyRxWJRp06dCqJMuyhVqpSaNWumtWvX3rLPc52fU/PKzSVJ\nMUkxGhc+jv2vAAAAAAC4DcIr5JvoxGgNmDlApy+eliTVKV9H8x6YZ9v76VYSExP17rvv6p133imI\nMu1q3Lhx+vDDD28ZSLlaXPVpv08V4BUgSVp7eK2mbJ5SkCUCAAAAAFCkEF4hX5w8f1IDZg5Q7IVY\nSVLtcrU1/4H5ttDmdsaNG6cJEybIy8srv8u0O39/f3Xr1k3Tp0+/ZZ8g36Br9r96e93b+vn4zwVR\nHgAAAAAARQ7hFezuROIJDZw5UKeSTkmSapatqfkPzldp79J/ee2iRYsUHBysli1b5neZ+WbMmDE6\nderUbft0qtFJY9qOkZS9/9XD8x/WobhDBVEeAAAAAABFCuEV7Gp3zG71/rK3os9HS5Kql66u+Q/O\nVxnvMn95bXJysqZOnapXXnklv8vMV66urjn6Ds92elZdQrtIki6kXdAD3zygMxfP5Hd5AAAAAAAU\nKU4RXhmG8aphGNbr/hy4rs/rhmHEGoZx2TCMtYZh1Liu3d0wjE8NwzhrGMZFwzAWGYZRrmC/SdG2\n9vBa9Z/ZX2cvnZUkhZYJ1YKHFqicT85+jD4+PgoPD5ebm1t+lllouFpc9d/+/1XDCg0lZW/g/tDc\nh3Qp/ZKDKwMAAAAAoPBwivDqT/sklZcU+OeftlcaDMN4XtKTkv4hqbmkS5JWG4ZxdUoySVIvSf0k\ntZcUJOnbAqncCczaPksj541USkaKJKlVlVYKHxmuwJKBuRqnKO5zlRfebt6aOXSmgv2CJUm//fGb\nRi8arUyVERJvAAAgAElEQVRrpoMrAwAAAACgcHCm8CrTNM140zTj/vxz7qq2f0p6wzTNFaZp7pP0\noLLDqT6SZBiGr6SRksaZpvmjaZq7JI2Q1MYwjOYF/D2KFKtp1ds/vK0XVr4gq2mVJIXVD9Oc++fI\n39PfwdUVDeV8yunrYV/Lz8NPkrT+yHq9uPLFW76xEAAAAACA4sSZwqtQwzBiDMP43TCM2YZhVJIk\nwzCqKnsl1rorHU3TvCBpq6RWf55qKsn1uj6HJEVf1QfXSclI0ZjFYzT558m2c4+3flyT75ssd1d3\nB1ZW9NQsW1NfDvpSbi7ZiwHn7JyjyRGT/+IqAAAAAACcn7OEV1skDZfUTdJoSVUlbTIMw1vZwZUp\n6fqdsM/82SZlP26Y/meodas+uMqxhGO694t7Fb4vXJJkMSya0GOCXrrrJVkMZ/m1KlitQlrpw7AP\nbcfvrH9HX2z5woEVAQAAAADgeE6RMpimudo0zW9N09xnmuZaST0llZI00MGlOaXvD36vntN6KjIu\nUlL2vk1fDPxCw5sPd2xhhVhaWprWrFnzl/36NuirF7u8aDt+dfWr+mrrV/lZGgAAAAAAhZqrowvI\nD6ZpJhmGcVhSDUkbJRnKXl119eqr8pJ2/fn5tCQ3wzB8r1t9Vf7PttsaPnz4DRuNd+zYUR07dvy7\nX6FQsppWLdu3TGuPrJUkechDgSUD9UjLR2RGmfo+6vscjxUREaGmTZvKw8Mjv8rNlT179uT7HJMn\nT9ahQ4cUGhp6237VVV33+d6nVZGrJEkTvpygo9uPqn319vleY1FXEPcR+Yt76By4j86B++gcuI/O\ngftYtGzcuFEbN2685tzly5cdUwzgJJwyvDIMw0fZwdVM0zSPG4ZxWlIXSXv/bPeV1ELSp39eskNS\n5p99lvzZp5akypI2/9V8M2bM0J133mnvr1GoxCXH6fFvH9fmy5ulitnnetfrrfd7vy9vN+9cjRUe\nHq64uDiFhYXJMIx8qPbv6d69e76O36pVK/Xt21fz589X2bJlb9u3W7duqryxsiZtmiRJmnl2pmo2\nr6nhzYbna43OIL/vI/If99A5cB+dA/fROXAfnQP3sei42b3auXOnmjRp4oBqAOfgFI8NGobxnmEY\n7Q3DqGIYRmtlB1AZkub92WWSpH8bhnGvYRgNJM2SdErSUsm2gfuXkj40DKOjYRhNJH0l6WfTNH8t\n6O9T2HwX+Z26/LeLNkdl53iuFle93v11fdbvs1wHV7t27dIXX3yhyZMnF6rgqiD4+flp4sSJeuSR\nR5SVlXXbvoZh6NmOz2psu7G2cy+teklfb/86v8sEAAAAAKBQcZaVV8GSvpFUWlK8pAhJLU3TTJAk\n0zT/YxiGl6Qpkvwl/SSph2ma6VeNMU5SlqRFktwlfS/piQL7BoXQxbSLeuX7V7Rg9wLbucCSgfq8\n/+dqVrlZrsc7dOiQnnnmGS1cuFBubm72LLXIaNSokcLCwvTmm2/q1VdfvW1fwzD0r07/ktW02t48\nOH7leGWZWazAAgAAAAAUG06x8so0zSGmaQabpulpmmZl0zSHmqZ5/Lo+/2eaZpBpml6maXYzTfPo\nde1ppmmOMU2zjGmaJU3THGCaZlzBfpPCY3PUZnX9b9drgqvutbtrzaNr/nZw9dhjj2nOnDkqXbq0\nPUstckaMGKFTp07laAN3wzA0vvN4PdHmfznqS6te0vsb3pdpmvlZJgAAAAAAhYKzrLyCnaRkpOi9\nDe9p6uapMpUdjvi4+ej1Hq9rYKOBf+tRv8OHD+vxxx/XnDlzVKFCBXuXXCR9/PHH6t27t+rWravg\n4ODb9jUMQy90eUGGYdhWYE3cNFFxyXF6q9dbcrXw1xgAAAAA4Lz4Vy9sNh3bpBdWvKCoxCjbuZZV\nWmpSn0mq5F/pb487depUzZ49m+DqKp6enpoyZUqOV09dCbDKeJfR/63+P0nSnJ1zlHA5QZPvmyzP\nEp75WC0AAAAAAI5DeAWdvXRWr615TYv3Lradc3Nx0/Odn9cjLR+Ri8UlT+O///77eS3RKVWrVi3X\n1zzS8hGV9S6rp8KfUoY1Q98f/F7DZg/T9CHT5efhlw9VAgAAAADgWE6x5xX+HtM0NW/XPHX4tMM1\nwVXzys21+tHVGt16dJ6DK9hfnwZ9NGvoLNubHrdGb9V90+9TTFKMgysDAAAAAMD+CK+KqX1/7FO/\nGf30zLJndD7lvCTJz8NP7937nr4d/q1qlq3p4ApxO+2rt9eihxaptFf25vcH4w6q57Se2ha9zcGV\nAQAAAABgX4RXxUxccpyeXfasuk/trq3RW23n+zboqx+f+FFD7xwqi8GvRVHQMKihwkeGK6RUiKTs\nxz8HzByg+bvmO7YwAAAAAADsiJSimEjNTNWnEZ+q3SftNHfXXNubBEMCQvTN/d9o8n2TVdanrIOr\nRG5VK11Nyx9erjZV20iSMqwZenrZ0/q/1f+nTGumg6sDAAAAACDvCK+cnNW0atn+Zer0aSe9te4t\nJacnS5JKupfUy3e9rA2Pb1CH6h3yNEd6eroeeeQRHT582B4lF3vr1q3ToUOHctw/wCtAc4bN0Yhm\nI2znpm2Zpoe+eUhJqUn5USIAAAAAAAWG8MpJmaap9UfWq8fUHnps0WOKPh8tSbIYFt3f5H5FjInQ\n6Naj5ebilqd5EhIS1L9/f91zzz2qWZN9suyhXr16euyxx3TixIkcX1PCpYTe7Pmm3r3nXblasl8i\nuvH3jeo1rZf2n96fX6UCAAAAAJDvCK+c0Lbobeo3o58e+OYB7Tu9z3a+TdU2Wv3oar17z7sq410m\nz/Ns3rxZAwYM0GuvvaawsLA8j4dsgYGB+uqrrzRixAgdP348V9fe3+R+zX9wvgK8AiRJx88dV+8v\ne2vuzrkyTTM/ygUAAAAAIF8RXjmRvbF79dDch9Rnep9rNmOvH1hfs4fN1vwH5qtu+bp5nsc0TX34\n4Yf6+OOPtWTJEt1xxx15HhPXCgkJ0YwZMzRq1CgdPXo0V9e2rNJSqx5ZpYYVGkrK3u/s2eXP6qml\nT+ly+uX8KBcAAAAAgHxDeOUEtp/crgfmPKAe03roh8M/2M5XK11Nn/f/XN/94zt1qtFJhmHkea7E\nxEQNGjRIJUqU0DfffCM/P788j4mbq1y5sr7++mv94x//yNUeWJJUyb+SloxcooeaPmQ7t2jPIvX6\nopcOx7M3GQAAAACg6CC8KsI2R23WwFkDFfZVmNYfXW87X8G3gt6/931teHyD7q13ryyG/W7zli1b\n9Oyzz2rMmDF2CcNwexUrVtScOXP0+OOP68CBA7m61sPVQ2/1ekuf9ftM3m7ekqTD8YfVc1pPzd89\nn8cIAQAAAABFgqujC0DuWE2rfjj8g/77y3/1a/Sv17QF+wXribZPaFDjQXJ3dc+X+Xv06JEv4+LW\nKlSooG+++UarV69W3bq5f+wzrH6Y6gXW0+iFoxUZF6mUjBQ9vfRprTuyTu/0ese2PxYAAAAAAIUR\n4VURkZqZqm/3fKspm6fo94Tfr2kLKRWiMe3GqF/DfirhUsJBFSI/lS9fXg8++ODfvr5GmRpa/vBy\nvfzdy5q7a64kaeWBldoevV0T+0xUh+od7FUqAAAAAAB2RXhVyJ27fE6zts/S9F+n6+yls9e0hZYJ\n1Zh2YxRWP0yuFm4lbs+zhKfe7/2+OtboqOdXPK/zKed1JvmMhs4eqlEtRumFLi/Is4Sno8sEAAAA\nAOAaJB6F1L7T+zR963SF7wtXambqNW2tqrTS6Naj1Tm0s133s7oiJSVFnp6EGM7qnrr3qGmlphoX\nPk6bjm2SJH259UtFHIvQpD6T1DCooYMrBAAAAADgfwivCpGMrAx9d/A7Tf91+g37WVkMi+6pe48e\nbfWoGldsnC/zX7x4Ua+99ppM09QHH3yQL3OgcAgsGag598/R9F+na8LaCUrLStOh+EO654t79Fib\nxzSuwzh5uHo4ukwAAAAAAAivCoOYpBjN2zVP3+z8Rqcvnr6mraR7SQ1qPEijWoxS5VKV82V+0zS1\nYMECTZ06VePHj9ddd92VL/Mgf6SkpCgrK0s+Pj65us5iWDSqxSi1rdpWTy5+UgfOHFCWmaXJEZO1\n+uBqfRD2gZoEN8mnqgEAAAAAyBn7P3OGHMmyZmnt4bV6aO5DavlRS33444fXBFehZUL1Vs+3tOPp\nHXqt+2v5FlxFRkYqLCxMx48f16pVqwiuiqAjR46oT58++v333/+6803UKldLKx9ZqWc7PqsSluwN\n/4+cPaKwL8P02urXlJKRYs9yAQAAAADIFVZeFbCT509q4e6FmrtrrmIvxF7TZjEs6lqzq0Y2H6m2\nVdvKMIx8qyMhIUFvvvmmzpw5o8mTJ6ty5fwJx5D/GjZsqK+++koPP/ywnnrqKfXs2TPXY7i5uGlc\nh3HqUaeHnln6jHbH7pYpU1O3TNWaQ2v0dq+31b56+3yoHgAAAACA2yO8KgApGSlaFblK83fP18/H\nf76hPbBkoIbeOVSD7xisin4VC6SmX3/9Vf369VPbtm0LZD7kr8qVK2vZsmUaO3asduzYoZdeekkW\nS+4XVtYuV1tLRy3V1M1T9f6G95WWlaaoxCgNmT1Efer30avdXlU5n3L58A0AAAAAALg5wqt8YjWt\n2nFyhxbuWahl+5fpYtrFa9othkWdQztr2J3D1Dm0s1wtBXsrevToUaDzIf95eHho6tSpmjp1qgYN\nGqRp06bJ398/1+O4Wlz1eJvHdXetu/Wv5f/S1uitkqTwfeFaf2S9nu/yvB5o8oBcLC72/goAAAAA\nANyA8MqOTNPUgTMHtHTfUoXvC1dMUswNfUICQjSw0UD1b9S/wFZZoXj5xz/+oYYNG+q+++7TJ598\nonr16v2tcWqUqaFvh3+rBbsX6I21bygxJVEX0i7opVUvadGeRXq719tqUKGBnasHAAAAAOBahFd2\nEJsUq02bNmnpvqU6HH/4hnavEl66t969GtR4kJpXbp6ve1ldYbVaZRhGgcyFwqdly5aaP3++0tLS\n8jSOYRgadMcg3VXrLr2x9g0t2L1AkrQrZpd6TO2hYU2G6fnOzyvAK8AeZQMAAAAAcAPCKzsYMW+E\n3ILcrjnnYrioffX2Cqsfpp51esrbzbtAarFarVq8eLGmTJmiqVOnqmrVqgUyLwqfsmXL2m2sAK8A\nTQybqIGNBuqFlS/oyNkjMmVq9o7ZWr5/uZ7r9JweaPpAgT/+CgAAAABwfrnf0Rm31bxyc03oOUG7\nntml2cNma0CjAQUSXKWlpWn69Om6++67deLECYWHhxNcwe5ahbTSmtFr9PJdL9t+r5NSk/Tv7/6t\nblO63fSFBAAAAAAA5AXLJOygWulqeqjrQ+pdr7eC/YMLdO6kpCRNmTJFq1ev1pAhQ7RixQp5eHgU\naA0oXtxc3DS69Wj1bdBXb617S4v2LJIkHYw7qIGzBqpH7R56seuLqla6moMrBQAAAAA4A1Ze2cF/\n+/9Xj7d5vMCDqzVr1mjo0KGqVauW1q5dq4cffpjgCjkWFRWVp+vLlyyvj/p8pKUjl6phhYa2898d\n/E6dPuukV75/RYkpiXmsEgAAAABQ3BFeFWGdO3fWypUrFRYWJouFW4mcs1qtmjBhgp5++mldvnw5\nT2M1rdRUKx9ZqffvfV/lfMpJkjKtmfpy65dq83EbTdk8RWmZeds4HgAAAABQfJF4FGGurjz1ib/H\nYrFo2rRp6tq1q+655x5FRETkbTzDoiF3DlHEmAiNaz9OHq7ZKwCTUpP0+prX1fHTjvp277fKsmbZ\no3wAAAAAQDFCeFWIHTlyxNElwMn17NlTixcv1syZM/XPf/5TFy5cyNN43m7eerbTs4oYE6GBjQfK\nkCFJij4frbFLxuquz+/Sd5HfyTRNe5QPAAAAACgGCK8KmQsXLmjKlCnq1q2bPvvsM2VlsVIF+cvf\n31/Tpk1TWFiY+vbtq4ULF+Y5XKrgW0ETwybq+0e/V/tq7W3nD8Uf0sMLHlavL3rpx99/JMQCAAAA\nAPwlwqtCwGq1auPGjRo5cqTuv/9++fr6aunSpZo4caJcXFwcXR6Kic6dO2vVqlU6dOiQYmJi7DJm\n/cD6mvvAXC14cIGaBDexnd8Tu0dDZw/VgJkDtC16m13mAgAAAAA4JzZNcrAJEyZow4YNat++vf79\n73+rWrVqji4JxZi7u7v+/e9/233cNlXbaOnIpVp3ZJ3eXf+uDpw5IEnafGKz+kzvoy6hXfSvzv9S\n/cD6dp8bAAAAAFC0EV452KBBg/Tiiy/KMAxHlwLkK8Mw1LVmV3UO7azl+5frvQ3v6fi545KkdUfW\nad2Rdbq33r16tuOzqlGmhoOrBQAAAAAUFjw26GA1atQguEKxYjEsCqsfpo1PbNQHvT9QkG+QrW35\n/uXq9FknjVk8RofjDzuwSgAAAABAYUF4lU8SEhI0ffp07d+/39GlAHa1YMECnTt3Ls/juFpcNfiO\nwYoYE6HXu7+uMt5lJElW06rFvy1W588665EFj2jfH/vyPBcAAAAAoOgivLKj2NhYffbZZwoLC9MT\nTzwhd3d3VapUydFlAXYVFBSkIUOG6MMPP1RaWlqex3N3ddeoFqP0y9hfNL7zeJXyLCVJMmVqVeQq\ndZvaTQ9884C2n9ye57kAAAAAAEUP4ZUdfPnll+rZs6fGjx+vChUqaO7cuZo3b56GDh0qX19fR5cH\n2FXbtm313XffKSgoSD179tTs2bNltVrzPK63m7fGtBujrU9t1ct3vaxyPuVsbeuPrFfYV2EaMHOA\nIo5HyDTNPM8HAAAAACgaCK/soFGjRlq6dKlmzZqlvn37ysvLy9ElAfnKYrFo8ODB+u6773Tu3Dl1\n795da9asscvY3m7eGt16tDb/c7Mm9Jygin4VbW2/RP2iQbMGKeyrMP1w+AdCLAAAAAAoBgiv7KBp\n06YqUaKEo8sACpybm5vGjh2rRYsWadOmTXrrrbfsNraHq4eGNxuuiDER+rD3hwoJCLG17Ti1Qw/N\nfUjdp3bX8v3LlWnNtNu8AAAAAIDCxdXRBQAo+nx9ffXmm2/my0ooNxc3DbpjkPo36q/l+5frk4hP\ndDDuoCRp3+l9Gr1otCr7V9bDLR9Wmcwydp8fAAAAAOBYhFcA7MYwjHwb28Xioj4N+qh3/d5ac2iN\nPtr0kfb+sVeSFH0+Wq98/4oC4gJ0wPOARjYfqfIly+dbLQAAAACAgsNjgwCKFIthUffa3bXqkVWa\ne/9cdaze0dZ2OeOyJkdMVotJLTRu6TjbCi0AAAAAQNFFeAWgQGRmZmrEiBHaunWrXcYzDEPtq7fX\nnPvn6IfRP2hg44FyMVwkSRnWDC3YvUBd/ttFw2YP06Zjm9jcHQAAAACKKMIrAAXC1dVVEyZM0Lx5\n8xQWFqZNm+wXKNUpX0cTwybqjR5v6Mk2T8rPw8/WtvH3jRry9RDdPeVuLdqzSGmZaXaZEwAAAABQ\nMAivABSYoKAgTZw4UVOnTtWqVavUs2dPLVq0SFlZWXYZ38/DTy90fUHbxm3T691fVyX/Sra2A2cO\n6J/h/1SLSS303ob3dPriabvMCQAAAADIX4RXAApc+fLl9c4772jBggU6deqU7r77bi1cuNBu43u7\neWtUi1GKGBOhz/t/rsZBjW1t8ZfiNWnTJLWY1EKPLXpM26K38UghAAAAABRihFcAHKZkyZJ66qmn\ntHr1ajVv3tzu47taXHVvvXu14uEVWjJiie6pe49tX6xMa6aW7V+mPtP7qPvU7pq/a75SMlLsXgMA\nAAAAIG8IrwA4nKurq6pUqZJv4xuGoeaVm2vKgCna8tQWjW03VqW9Stva953ep6eXPa1mE5vp7R/e\nVkxSTL7VAgAAAADIHcIrAMVKkG+Qnu/8vH4d96sm9ZmkRkGNbG2JKYma/PNktfyopR5Z8Ih+OvaT\nrKbVgdUCAAAAAAivABQJo0eP1pQpU5ScnGyX8TxcPTSg0QCtfHillo1apr4N+qqEpYQkyWpatSpy\nlQZ/PVjtJ7fX5798rnOXz9llXgAAAABA7hBeASgSPvroI/n4+GjgwIEaO3asDh48aJdxDcNQk+Am\nmnzfZP067lc90+EZlfMpZ2s/fu643lj7hpp82ERPLn5SW05sYYN3AAAAAChAhFcAigR3d3cNGzZM\nq1at0siRIzVx4kT17t1bixcvVmZmpl3mKOdTTk93fFpbn9qqz/t/rjZV29ja0rPSteS3Jeo3o586\nfdZJX2z5QudTzttlXgAAAADArRFeAShyGjdurClTpmjWrFk6deqUHnroIbuuhnJzcdO99e7VggcX\naNOTm/Roq0dVyrOUrf3I2SN6dfWravJhEz0V/pS2n9zOaiwAAAAAyCeuji4AAP4uf39/jR07Nl/n\nqF66ul65+xX9q/O/9F3kd/p6+9faGr1VkpSamaqFexZq4Z6FqlOujgbfMVj3NbxPAV4B+VoTAAAA\nABQneVp5ZRhGCcMwKhqG0cgwjFDDMPztVRgAFCYerh7q26CvFo9YrA2Pb9Co5qPk5+Fna4+Mi7St\nxnp04aPaeHSjsqxZDqwYAAAAAJxDrsMrwzCqGYbxmmEYEZIuSoqWtFPSQUkJhmFEG4bxtWEY/QzD\ncLFzvQCQa1u3btWSJUuUkZFhl/Fqlq2p13u8rh1P79DEsIlqEtzE1paela4VB1Zo2JxhavlRS723\n4T1FJ0bbZV4AAAAAKI5yHF4ZhtHcMIzVkg5LellSM0n7Ja2WNFdSuKRNyn4UcZikBZJOGYbxkmEY\nnvYuHAByKjQ0VCdPnlSvXr307LPPKjIy0i7jepbw1MDGA7Vs1DJteHyDHm31qEp7lba1x16I1aRN\nk9Tq41YaNGuQlvy2RKmZqXaZGwAAAACKixzteWUYxjxJAyTFS5qs7GBqh2maabfoX0nS3ZLul/S6\npNGGYTxomuYGu1QNALkQEBCgsWPHasyYMdqxY4c++eQTRUVF6b777tOgQYNUsmTJPM9Rs2xNvXL3\nKxrfZbzWHV6nubvmasPRDbKaVklSxPEIRRyPkJ+Hn/o26KsBjQaoUVAjGYaR57kBAAAAwJnldOVV\nM0mPSKpomuZTpmn+cqvgSpJM0zxpmuaXpml2klRb0gZJrfJeLgD8fYZhqGnTpvrss8+0aNEieXp6\natiwYVq5cqXd5nBzcVOPOj00a+gs/frUrxrfebxCAkJs7UmpSZqxbYZ6fdFLnT7rpE8jPtUfF/6w\n2/wAAAAA4Gxy+rbBWqZpZv6dCUzTPCLpQcMweLMhgELDy8tLw4YN07Bhw2SaZr7MUcG3gsa0G6Mn\n2z6pLSe2aN7ueVqxf4Xt0cEjZ4/orXVv6e11b6tdtXYa0GiAutfuLi83r3ypBwAAAACKohwFSn83\nuLL3GACQH/L70T3DMNQqpJVahbTSG93f0IoDK7RozyJtjd4qSTJlatOxTdp0bJO83bx1T9171L9R\nf7Ws0lIWI08vhQUAAACAIi83G7ZHGobxrGEY5fKzIAAobF588UV9+eWXOn/+fJ7H8vXw1dA7h2rx\niMX6eczPerrD06rsX9nWfin9kubvnq8BMweo9cet9d6G93Qs4Vie5wUAAACAoio3/0u/lqR3JZ00\nDGOxYRi9DIMlAQCc30svvSRPT0+NHDlSgwcP1sKFC3X58uU8jxsSEKJnOj6jX8b+osXDF2vIHUPk\n4+Zjaz95/qQmbZqkdpPbqee0npq2ZZrOXDyT53kBAAAAoCjJTfhUU9J/lP3GwT6Slik7yHrLMIzQ\n/CgOAAoDb29vDR06VIsXL9Ynn3yihIQEDRo0SPfff7/Cw8OVnp6ep/ENw1CLKi30fu/3tfvZ3fr0\nvk/VsXrHax4Z3BO7R/+3+v/UdGJTDZo1SPN2zdOF1At5/WoAAAAAUOjlOLwyTfOoaZovSKos6V5J\nSySVljRe0kHDMDYahvGAYRie+VMqADhe2bJlNXr0aC1fvlzvvfeeTp48qZSUFLuN71nCU30a9NGc\n++do27htevmul1U/sL6t3WpaFXE8Qs8se0aN32+sRxY8opUHVto2gQcAAAAAZ5PrNwCapmmVtFLS\nSsMwSkt6QNIISe0ltZP0iWEYcyV9ZZrmNnsWCwCFSYUKFTRmzJh8Gz+wZKBGtx6t0a1H60j8EYXv\nC1f4b+GKSoySJKVlpWlV5Cqtilylku4l1bNOT/Vp0EdtQtrIxeKSb3UBAAAAQEHK055VpmkmmKY5\nyTTNRpKaSfpcUpakRyVtMQxjjx1qBIAiyzRNrV+/Ps+PFoaWDdVznZ5TxJgILR+1XKOaj1IZ7zK2\n9otpFzV/93wN+XqImk78f/buPKyrMv//+PMG2QUVBXdFARH3fUFlx51GTafsO2pTmm2T7VqWlWlN\nNTYtU/2aptFssSlT09xSWZTETNPcRVxQFCVXFEW28/sD/ZSJCx9AXF6P6+ISznmf+7xv0Mtzvbnv\n9+nAC4teYP3+9ViWVdopiIiIiIiIVKgya7huWdZay7IeAloBPwAGaHH5q0REbm75+fmsW7eOgQMH\nMmLECObMmVOqZu/GGNrVa8fEPhNZ+/haZvxlBkNaD7mg0XvmqUz+8+N/6PeffvT4Vw+mJEwh9XBq\nWUxHRERERETkmiuz4pUxppcx5isgFegGWEB8WY0vInIjcnJy4oknnmD+/Pm88sor7N+/nzvvvJM7\n77yTGTNmkJVlf9P1Sg6VCPUP5a0Bb7H+yfV8OORDejftjbOjsy1m99HdvJn4JmHvhRH9/6J5e/nb\n7DyysyymJiIiIiIick2UqnhljGlkjHnZGJMGLAAGA4eByUCAZVnRZZCjiMhNoW7dujz00EPMnTuX\nd999l9OnT/Pwww+XydY+Nyc3+jfrz8d3fMy6J9bxj9h/0K1RNwzGFrP10FZej3+d0H+F0vPDnry7\n4l12H91d6nuXt+zsbF544QX69OlD9erVcXBwYPr06XaNNWrUKBwcHLjtttvKOMurs23bNnr37o2n\np5v3R88AACAASURBVCfVq1dn+PDhHD58+IKY9PR0XnrpJTp37oy3tzc+Pj5ERESwbNmyCslZRERE\nRKSilbhhuzHGFRgC3ENRg3YHII+itw9+DCw+19RdREQuwcfHh3vvvZd77723zMeu6laVoe2GMrTd\nUDKyMpi3eR7ztszj5/SfbTGbD25m88HN/D3u77Ss3ZLYZrH0b96fhtUalnk+pXX48GFefvllGjZs\nSJs2bUhISLBrnDVr1vDJJ5/g5lYxL8Xdv38/PXr0oFq1avz973/n5MmTvPHGG2zatInVq1dTqVLR\nf8nffvstb7zxBgMGDODuu+8mPz+f6dOnExMTw9SpUxkxYkSF5C8iIiIiUlGuunhljOlMUcHqDsCT\nop5W2ygqWE23LOvXcslQROQWlpuby48//khISAiOjiV/g2Btr9rc1/U+7ut6H+nH0/luy3d8t+U7\n1u1fZ4vZmLGRjRkbeWXZK7Sq3YrY5rH0b9afBtUalOVU7FanTh0OHjyIr68va9eupWPHjnaNM2bM\nGEaMGMHSpUvLOENwcHBg2rRpDB8+/JIxkydP5syZM6xfv566desC0LFjR2JiYpg2bRojR44EIDIy\nkr179+Lt7W27dvTo0bRp04YJEyaoeCUiIiIit5ySbBtMBkadu2Yq0M2yrGaWZU1R4UpEpHzk5OSQ\nkJBA//79ufvuu/nmm284efKkXWPVq1qP+0Pu57uR37FqzCqei36O1nVaXxCzIWMDk5dOpus7Xen3\nUT/+38r/R/rx9LKYit2cnJzw9fUt1RjTp09n8+bNTJ48+bJxn332GR06dMDd3Z3q1aszdOhQ0tPL\nZv6zZs2if//+tsIVQFRUFE2aNOGrr76yHQsODr6gcAXg7OxM3759SU9PJzs7u0zyERERERG5UZRk\n2+Aq4D/A/yzL0pOziMg14OXlxfPPPw8UbTv77rvvGDFiBJZl0bNnT2JjY6lXr16Jx61ftT4PdHuA\nB7o9QNqxNL7b/B3ztsxjY8ZGW8z6A+tZf2A9Ly95mbZ129K/WX/6Bve9blZkXa1Tp04xbtw4xo8f\nf9ki2OTJk5kwYQJ33nkno0aN4tdff+Wdd94hLCyMdevW4eXlZXcOBw4cIDMzkw4dOlx0rlOnTixc\nuPCKY2RkZODu7o67u7vdeYiIiIiI3IiuunhlWVZIeSYiIiKXV7duXUaPHs3o0aM5deoUS5Ys4b33\n3uPVV18t1bgNqzXkoe4P8VD3h9h9dLetkLX54GZbzLr961i3fx0vL3mZFrVa0Ce4D32D+9LEp0lp\np1XuXnrpJdzd3Xn00UcvGbN3715efPFFXnnlFcaOHWs7PmjQINq0acP777/PuHHj7M4hIyMDgNq1\na190rnbt2hw9epS8vDycnJyKvT41NZXZs2dzxx13YIwpNkZERERE5GZ1VcUrY0wDy7L2luZGxpi6\nlmXtL80YIiJSpHLlygwcOJCBAweW6biNvBvxtx5/4289/sbOIztthayth7baYjYd3MSmg5t4I/4N\nAmoE0KdpH/o160eLWi2uu8JKSkoK77zzDv/73/8uWRgC+Oabb7AsiyFDhnDkyBHbcV9fXwIDA4mP\nj7cVr86cOcPp06dtMeffFnnq1KkLrnV0dKRq1aq2awBcXFwuurerq6stprgcz5w5w5AhQ3B3dy91\noVJERERE5EZ0tT2vdhhj3jPGNCrJ4MYYJ2PMUGPMZqDsX6klIiKXdfjwYV5//XU2btxoK7JcLf/q\n/owJHcPS+5eS+FAi4yLHXdQjK/VwKu8mvUvvf/emy9tdeHHxi/y09ycKr5OXzo4ZM4bu3bszYMCA\ny8alpqZSWFhIQEAAPj4+tg9fX1+2bdtGZmamLfb111+/KAbg4YcfvuB4u3btbNecf8Ph2bNnL7p3\nTk7OBTG/V1hYyB133MG2bdv45ptvqFWrVsm/CSIiIiIiN7ir3TY4FngOuN8YkwTMpKgH1nrLsvJ+\nH2iMqQd0BmKAwUA1YDHwRVklLSIiV6dKlSq0b9+eadOmsWnTJho2bEifPn2Ijo7G09PzqscJqBFg\nW5GVfjydhdsWsnDrQlbvXY1FUVEs/UQ6H636iI9WfYRvZV96BfWib7O+dG3YFSfHS696gqLVS2W9\naisuLo7Fixcze/Zs0tLSbPfJz8/nzJkzpKWl4e3tjaenJ4WFhTg4OLBo0SIcHC7+vU7lypVtn48Y\nMYIePXpccD46OpqxY8cSExNjO/b7YtT57YLntw/+XkZGBt7e3sWuuho5ciQLFizgiy++ICwsrITf\nARERERGRm8NVFa8sy3rLGDMNeJyiFVRvAxZQaIw5DhwHXAHvc39y7vxiYIplWXFlnLeIiFwFJycn\noqKiiIqKAmDPnj0sXLiQv/71r5w9e5bo6GjGjBlTojHrVa3HqC6jGNVlFJmnMlm8bTELty3kh90/\nkF+YD0DmqUw+Xfspn679lKquVYkJiqFvcF9C/UNxrVT038TJkycZP3488+bNs/V76tKlC926dStR\nYe1S9u3bhzHmoq2Vxhj2799P48aN+ec//8kjjzyCv78/lmXh5+dHQEDAZcf18/PDz8/vouPBwcFE\nRkYWe02dOnXw8fFhzZo1F51bvXo1bdq0uej4U089xSeffMLbb7/Nn//858vmJCIiIiJyMytJw/bj\nwARjzEtAHyAKCAHqAfWBM8B+YCOQCHxrWVZamWcsIiJ28/Pz44EHHuCBBx4gJyeHjRs3Xvmiy/Ct\n7MuwDsMY1mEYx84cY2nKUhZuXUjizkRy8ou2wx3POc7Xv3zN1798jbuTO+EB4YTVD2PyvZNJ2Z5C\nYeFvWwxPnjxJ165dSU5OLnEB6+DBg5w4cYKAgAAcHR2Jiopi9uzZF8WNGjUKPz8/nnvuOVq0aAEU\nNWZ/5plneOmll/j0008vuubo0aN4e3uXKJ8/uv3225k+fTr79++nbt26ACxbtoyUlBSeeOKJC2Lf\neOMNpkyZwnPPPcfDDz9cqvuKiIiIiNzorrp4dZ5lWQXAd+c+RETkBuXq6krHjh0vG2NZFpZlFbuV\n7o+quVVjSOshDGk9hOzcbOJ2xLFw20KWpiwlOzcbgNN5p1mwdQFfTPmC09tOwx/acBUWFrJ161ae\ne+453n77bdvx9957j+PHj7N/f9F7P+bOncu+ffsAeOSRR/D09GTcuHFMnz6dPXv20KBBA+rVq0e9\nevUuynPMmDHUrFmT2NhY27HGjRszadIknn32WXbv3s2AAQPw9PRk165dzJkzh9GjR/P4449f8Xtw\nOc8++ywzZ84kPDycMWPGcPLkSf7xj3/QunVr7r77blvc7NmzGTt2LE2aNCEoKIjPP//8gnF69uyJ\nj49PqXIREREREbmRlLh4JSIit46jR48ybNgwqlatSnR0NDExMdSvX/+K13k4exDbPJbY5rHk5Oew\nYtcKFm5dyJKUJRw9fZSzKWcvKlydV1hYyNy5cy8oXv3jH/9g796il94aY5g9e7ZtVdWwYcPw9PTE\nGHNVRTZjTLH9tcaOHUtQUBD//Oc/mThxIgD169end+/e3HbbbVcc80rq1atHYmIijz/+OM888wzO\nzs7079+ff/zjHxf0u9qwYQPGGHbs2MHw4cMvGic+Pl7FKxERERG5pah4JSIil1S9enUWLFjAkSNH\niIuLY+LEiezdu5emTZvSs2dPwsLCLmhmXhzXSq7ENIkhpkkMBYUF/LT3J3q+25OTnLzkNfuP7ee5\nBc/RO7g3nRt0Zvfu3VfMderUqUydOvWKcbt27brkuQEDBlzxzYTFKSgouKq44OBgFi5ceNmYF154\ngRdeeKHEOYiIiIiI3KxUvBIRkSuqXr06Q4YMYciQIViWRUpKCt9//z1fffUV06ZNu+o3BTo6ONLF\nrwvVPatz8sili1eFppCpP01l6k9TqeJahagmUfQK6kW4fziVXS5fLBMRERERkZuLilciIlIixhiC\ngoIICgqye4zY2Fjee++9C5q12ziAW1M325cnck4wa8MsZm2YhbOjM90bdSe6STTRTaKpW6Wu3TmI\niIiIiMiN4crNQUREROyUl5fH6NGj+eKLL8jIyLAdnzx5MsHBwRf1qHJwcKB5cHO2zd3G+7e/z59a\n/AlPl9/eOphbkEtcahzPLniWTm91oueHPXk97nXW7V9HoVVMIUxERERERG54WnklIiLlxsnJieef\nf564uDieeeYZDh48SGBgIFFRUSxYsIApU6Ywd+5c8vLycHJyomvXrnz44Yd4enpS16cuf2rxJ3IL\ncknek8zibYtZvH0xB08etI2/+eBmNh/czNsr3sbHw4eowChigmIIbRyKu7N7Bc5cRERERETKiopX\nIiJSrurVq8fw4cMZPnw4lmWRmprKsmXLePrppzlx4gSbNm3C3d0dYwyLFi3C09PzguudHZ0J8w8j\nzD+MyX0ns+ngJpamLGVJyhJ+OfCLLe7X7F/5cv2XfLn+S1wcXQhpFEJ0k2himsRoe6GIiIiIyA1M\nxSsREblmjDEEBgYSGBjI/fffT2Fh4UVbB690fcvaLWlZuyWPhT3GwZMHidsRx5KUJSzfuZyc/BwA\nzhacJT41nvjUeMYvGE+zms1shaw2ddvgYLRrXkRERETkRlEuxStjTCiQD6yyLDUhERGR4l1N4Wrq\n1Km0atWKNm3a4OjoeMG5Wp61uKvdXdzV7i7O5J1h5Z6VLNm+hKU7lpKR9VuPrS2HtrDl0BbeWfEO\nNTxqFG0vbBJDqH8oHs4eZT4vEREREREpO+W18ioBsIA9xpjXgamWZeWW071EROQm5ufnx6xZs3j+\n+efx8PAgNDSU8PBwmjdvfkHxy83JjajAKKICo7Asi82HNhcVslKWsv7Aelvc4ezD/G/9//jf+v/h\n7OhMt0bdiA4senthvar1KmKKIiIiIiJyGeVVvFoOGKA58AHwAlCnnO4lIiI3sYiICCIiIgA4ceIE\nSUlJTJ8+nU2bNlG5cmWmTJlCgwYNLrjGGEOLWi1oUasFj4U9RuapTJalLCvaXrhrOWfyzgBFby+0\nbS9cOJ5g32AiAyOJDIykfb32ODk6XfP5ioiIiIjIhcqleGVZVvj5z40xLYDu5XEfERG5tVSpUoV+\n/frRr18/ALKysnBxcbnidb6VfRnabihD2w0lJz+HlbtXsiSlaFXWgawDtritmVvZmrmV9354Dy8X\nL0L9Q4kMjCQiIALfyr7lNi8REREREbm0cm/YblnWJmBTed9HRERuPV5eXleMWbx4MT4+PrRu3RpH\nR0dcK7naVle90vcVthzaYitkrd+/HgsLgKyzWXy35Tu+2/IdAK1qtyIyMJKowCha12mNo4Pj5W4r\nIiIiIiJlRG8bFBGRm5qHhwfffPMNEyZMwMXFhZCQEMLCwmjTpg2VKlWiea3mNK/VnEdDH+VI9hES\ndiYQtyOOhNQEjucct42zIWMDGzI28Nbyt/B29yY8IJyogChC/UPxdveuwBmKiIiIiNzcrqp4ZYxp\ncOWo4lmWtdfea0VEREqre/fudO9etHs9Ozub5ORk5syZw4svvoizszNjx46lc+fOAFT3qM7trW7n\n9la3k1+Yz7r964jbEUfcjjg2HfxtEfHR00eZtWEWszbMwsE40K5eOyIDilZlNa/VHGNMhcxVRERE\nRORmdLUrr/bAuX0UJWOV4B4iIiLlysPDg+joaKKjowE4ffo0+fn5xcZWcqhEx/od6Vi/I2Mjx3Lw\n5EESUhNYtmMZy3cu51TuKQAKrULW7FvDmn1reD3+dWpWrklEQASRgZH0aNwDL9crb20UEREREZFL\nu9rC0nTsK16JiIhct9zd3a8Yk5SUxMmTJwkJCeHOtndyZ9s7yS3IZc2+NbZVWdt/3W6LP3TqEF+u\n/5Iv139ZVABr0JGogCgiAyNp4tNEq7JEREREREroqopXlmXdXc55iIiIXJdq1qzJ2rVrmTZtGllZ\nWTRp0oTQ0FC6d+9OSEwIz8U8R/rxdJbtWEZcahxJu5LIyc8BIL8wn+Q9ySTvSWbS0knUrVKXyICi\nZvHdG3XH3fnKxTMRERERkVudtvSJiIhcRmBgIGPGjGHMmDFYlkVKSgorVqzg6aefJjMzk9tvv52R\nI0cyouMIRnQcQU5+Dqv2rCJuRxzLdixjz7E9trH2n9jPp2s/5dO1n+Ls6ExXv65EBEQQERCBf3V/\nrcoSERERESmGilciIiJXyRhDUFAQQUFBjBw5EoCzZ89eEONayZXwgHDCA8KZ2Gciu47sKtpemBpH\n8p5kcgtyAcgtyCVxZyKJOxN5cfGL1KtSj/CAcCICIujWqBueLp7XfH4iIiIiItcju4tXxhhH4M9A\nNFAHcCkmzLIsK8ree4iIiFzvXFyK++/vNyf2nuB40nHG9BjDBwM/4Mf0H23FrP0n9tvi0k+k89na\nz/hs7We2ZvHni2DNa+oNhiIiIiJy67KreGWM8QC+B7oAhqJm7r9/qrZ+d1xEROSWFRQUxNGjR1m4\ncCGTJk3CGEP79u15tfur1AiowaoDq0hITWBV2irbqqz8wnyS05JJTkvm1WWv4lvZlzD/MCICIujR\nuAfe7t4VPCsRERERkWvH3pVXzwFdgQnA+8Bh4EXgQyAUeAX4Gfi/0qcoIiJy43J3dycqKoqoqKKF\nyLm5ufz8888sX76cH9//kfr16zPjrRmczj1NcloyCakJxKfGs/vobtsYmacy+fqXr/n6l68xGNrU\nbUNEQAThAeG0qdMGRwfHipqeiIiIiEi5s7d4NQhYZVnWJMC2lcGyrEPA18aYZOAX4Cng1TLIU0RE\n5Kbg7OxMly5d6NKlywXH3Z3diQqMIiqwqMi15+geEnYmkJCaQNLuJM7knQHAwmLd/nWs27+ONxPf\npKpbVUIbhxZtMfQPp6ZnzWs+JxERERGR8mRv8aoBMP93Xxfyu55XlmWlG2PmAyNQ8UpERKTE/Lz9\nuNv7bm7zv417R95LrcBa5NXKY6fjTlKOpdjijp85ztzNc5m7eS4AzWo2s63K6lC/A86OzhU1BRER\nERGRMmFv8SqbooLVeSeA2n+IOUhRkUtERETs5O3tzeeffc7q1atJSkriyNojND3dFI/aHpyteZbd\nzrvJrpRti99yaAtbDm3hvR/eo7JzZbo37k64f1Hj9/pV61fgTERERERE7GNv8SqNCwtTm4BIY4yL\nZVlnTdE+wiggo7QJioiI3Orc3d0JDw8nPDwcgIKCAjZv3kxSUhI/rPyBB194kB/2/UDCzgR+OfCL\n7bpTuadYtG0Ri7YtAiCgRgDh/uFEBETQuWFn3JzcKmI6IiIiIiIlYm/xahnwV2NMJcuy8oFPgP8A\nycaYZUAI0AaYUjZpipSRX38FX98Lj2VmVkwuIiJ2cnR0pFWrVrRq1YoHH3wQgG6B3Xg68mkOZx9m\n+c7lxO+MJzE1kSOnj2BZFsYYUg+nkno4lf/8+B9cK7nS1a+rbVWWf3V/Ww9LEREREZHrib3Fq4+A\nI4APkGFZ1n+NMW2BBykqWgF8Q9EbCEVEROQaqeFRg0GtBjGo1SAKrUI2ZWxi9H2j2Z2+m9NVTuNU\n3wnn+s7kuOYQnxpPfGo8LIZ6VeoRHlC0Kqtbo254unhW9FRERERERAA7i1eWZe0AXvvDsb8ZYyYC\njYE0y7IOlkF+15wx5iHgSaAWRW9M/JtlWT9VbFYiIiIl52AcaFWnFcnfJZOXl0fSj0nMmD+D5UnL\nyTicQX7lfJwbOOMa6Eo66Xy29jM+W/sZlRwq0aF+B8L8w4gIiKB5reY4GIeKno6IiIiI3KLsXXlV\nLMuyfgV+LcsxryVjzB0UbXW8D1gNPAYsNsY0sSzrcIUmJyIiUgpOTk5EdI8gonsEAIWFhSxbs4wv\nvvuCzKqZbDm9hdyCXADyC/NZlbaKVWmreC3uNWp41CDUP5QI/wjC/MOo7lG9IqciIiIiIreYMi1e\n3QQeAz60LGs6gDHmfqAfcA/wekUmJiIiUpYcHByI6RRDTKcYAE7nnmblnpUkpCaQsDOB3Ud322IP\nph9k5tGZzNowC4OhZe2WhAeEE+4fTrt67XBydKqoaYiIiIjILeCqilfGmDjAAkZYlpV+7uurYVmW\nFWV3dteQMcYJaA+8cv6YZVmWMWYp0LXCEhP7/VrMIsBLHTt58uJzPj7lk5eIyHXI3dmd6CbRRDeJ\nBiDtWJqtkLVo7iKO/3IcK9eiUvVK/Fj/R9ZtX8c7Xu/g6eJJj8Y9CPMPI9w/nHpV61XwTEREbmzF\nPa4W96h6KXqEFZGb0dWuvAqnqHjl/ruvr4ZVwnwqUg3AETj0h+OHgKBrn46U2h/fKngpzZtDtWpw\n7NiFx60b6a+viEjZalitISM6jmBExxHkDsllzb41xO+IZ/7K+Wxdt5WT8ScpOFnAMfdjzG43mwV+\nCwAIrBFIwKkAXANc6dywM25ObhU8ExGRG0txj7DFPapeih5hReRmdFXFK8uyHC73tYiIiNy8nB2d\nCfELIcQvhPEx4zl08hCJOxNJ3JnIsg3LOH7yuC12x+Ed7Nu/j4WfL8S1kitdGnaxbTEMqBGAMaYC\nZyIiIiIiNyL1vPrNYaAAqPmH4zWBy7458e6778bd3f2CY+Hh4YSHh5dlflJS1apddegvHh4XH1y0\nqAyTkWvhl19+qegUpJT0M7xxeOFFrEcs/br0Y+/xvWw9uJUtmVvYc2QPjkcdbXGr0lbxw9wfmHhq\nIjXq1aClX0ua1WpGkE+QVmVd5/Tv8eagn+ONp7hHWA+Pq/856hG24iUkJJCQkHDBsdOnT1dMMiI3\nCbuKV8aY/wJzLMuae5mY/sAgy7LusTe5a8myrDxjzFogCpgLYIp+PRwFvHO5a6dNm0a7du3KP0kp\nmatdW31O7z/G9+5dhsnItdJbP7cbnn6GN7bjZ47zwRcfcMTnCAk7E8jIyqDAs4Cc1ByO/HSErfFb\ncXB3wLWBK206tSG2RyxRTaJoUbsFDkYLu683+vd4c9DP8cZyqUfYY8eu7ueoH3fFK+7f3M8//0z7\n9u0rIBuRm4O9K6/uBvZwrshzCa2BERS9qe9G8SYw7VwRazVFbx90B6ZVZFJip8zMi4/9+mtRj6vf\n27y56EMr5URESq2qW1Xa1m1L7969sSyLlF9TiE+NJ3FnIqvSVpFbkEvBqQJy9+WyetFqVn66Eqda\nTjSKbVTU9D0gnDD/MGp41KjoqYiIVIjiHmETEvSoKiK3tvLcNugK5Jfj+GXOsqyvjDE1gIkUbRdc\nD/SyLOsq3+0h15WrfdWKjw94eurVLCIiZcwYQ5BvEEG+Qdwfcj+nc0+TnJZMYmoi8Tvj2XVkFwCW\nZXHk9BFmbZzFrI2zAGhZuyVh/mFEBETQvl57nBydKnIqIiLXTHGPpHpUFZFbXWmKV8W+x+LcVrv6\nQB/gQCnGrxCWZb0PvF/ReYiIiNxs3J3diQqMIiowCoC9x/aSsDOBhNQEknYnkZ2bbYvdmLGRjRkb\n+VfSv3A544JjsiM9uvXgrti7iOwciYODthiKiIiI3CquunhljCnkwoLVi8aYFy93CfCanXmJiIjI\nTa5BtQYM7zCc4R2Gk1uQy9p9a23FrE0HN9nizrqdpaBTAXN2zeGrJ77C+YQzvlV96d6lO3f0u4Pu\nXbvj5qbm7yIiIiI3q5KsvFrOb8WrUGAvRX2v/qgAOArEAR+VJjkRERG5NTg7OtPVrytd/bryTNQz\n/HrqVxJ3JpKwM4HEnYkc5ShuwW64BRcVqbLyspizfw6zXp2F50lPxk0ZR1STKAJrBFK0CFxERERE\nbhZXXbyyLCv8/OfnVmFNtSxrYnkkJSIiIrc2n8o+DG49mMGtB1NoFbIxY6Ot8fvafWspcCrAxc8F\n/CCffCYtncSkpZOo41WHcP9wwgPC6d64O1Vcq1T0VERERESklOzqeWVZlhpNyI3JxwesYtu1iYjI\ndcrBONC6Tmta12nNo6GPciLnBEm7kkjcmUh8ajwHsn5rsXkg6wBfrPuCL9Z9gaNxpF29doQHhLP4\nzcW4ObrRuVNnunfvTvv27XF1da3AWYmIiIjI1SrPtw2KiIiIlLkqrlXo16wf/Zr1w7IsUg+nEp8a\nT8LOBFbtWcXZgrMAFFgF/LTvJ37a9xO0haqVqmKdtVg3Yx1Zf8/CFBqaN29O9+7diYqKwsPDo4Jn\nJiIiIiLFsbt4ZYxpBjwMdASqAo7FhFmWZfnbew8RERGRyzHGEOgTSKBPIPd1vY8zeWdYlbaKhNQE\nEnYmkHo41RZ7PP84q1kNPoAPNPNtxtlKZ1mxYQUt27SkkUejipuIiIiIiFySXcUrY0wYsAhwAfKB\nQ+f+vCjU/tRERERESsbNyY2IgAgiAiIASD+ebnuD4YpdKziVe8oWuyVzC1vYAsC3n39L90bdCfMP\nIyIgggbVGlww7r59+/D19cXFxeXaTUZEREREAPtXXv393LUjgU8syyoou5REREREyka9qvX4S/u/\n8Jf2fyGvII+f03+2NX7fkLHBFpedm83i7YtZvH0xAI28GxEREEF4QDhdG3YlLi6OWbNmUVBQQJs2\nbejRowchISF4enpW1NREREREbhn2Fq9aA19alvXfskxGREREpLw4OTrRuWFnOjfszLiocRzOPkzi\nzkQSdiaQmJrIkdNHbLG7j+5m9+rd/Hf1f3F2dKZzw870GduH0EahZKdnk5SUxMcff8ypU6cICgri\n7rvvpnXr1hU4OxEREZGbl73Fq2wgsywTEREREbmWanjU4PZWt3N7q9sptArZfHBzUeP31ATW7FtD\nwbmF5bkFuazYtYIVu1YAUK9KPSKbRDKq3yhCGoawd9devblQREREpBzZW7xaAPQoy0REREREKoqD\ncaBl7Za0rN2SR3o8QlZOFj/s/sHWLyv9RLotNv1EOtPXTGf6mum4OLrQ1a8rkYGRRFaJpJF38U3f\nd+zYQW5uLsHBwTg4OFyraYmIiIjcFOwtXj0FJBlj3gHGWZZ1ugxzEhEREalQXq5e9AnuQ5/gkUxh\n3AAAIABJREFUPliWxc4jO4nbEUd8ajyr0laRW5ALwNmCs0UFrp0JTFg0gcbVGxMZEElUYBSdG3bG\npVJRg/dTp07x2WefsW3bNtzd3enSpQuhoaG0bduWSpXsfvmziIiIyC3B3qelL4FTwEPA3caYFCCr\nmDjLsqwoe5MTERERqWjGGAJqBBBQI4D7ut5Hdm42P+z+gWU7lrFsxzIysjJssbuO7GLXkV3858f/\n4ObkRo/GPYgMiCQyMJIpU6YARYWs5ORk5s2bx8SJEzHGcMcdd/B///d/FTVFERERkeuavcWr8N99\nXhlod4k4y87xRURERK5LHs4e9AzqSc+gnliWxbbMbcTtiCMuNY6f9v5k65V1Ju8M32//nu+3fw9A\nU9+mtkJWeGQ4MTExAJw9e5bDhw9X1HRERERErnt2Fa8sy1KzBhEREbnlGWMIrhlMcM1gHur+ECdy\nTrB853LiUuOI3xHPr9m/2mK3ZW5jW+Y23l/5Pp4unoT6hxIVEEVEYAR169a97H3S09P5+eef6dGj\nB9WqVSvvaYmIiIhcV1SEEhERESkjVVyrENs8ln/+6Z/8/MTPLBy1kCfDn6RdvXYYjC3u5NmTzN8y\nn8fnPk7bKW3p8+8+vBH/BmvT11JQWHDRuC4uLuzfv58HH3yQPn368Nhjj/Htt99y9OjRazm9Ejl4\n8CDjxo0jMjISLy8vHBwcWL58ud3jxcTE4ODgwCOPPFKGWV69lStX0r17dzw8PKhduzZjxowhOzv7\ngpjt27fz9NNP07ZtW7y8vKhTpw79+/dn7dq1FZKziIjIzaLUHUKNMZWBJoCHZVkrSp+SiIiIyI3P\nwTjQqk4rWtVpxWNhj3H09FESUhOKVmWlxnP8zHFb7IaMDWzI2MBby9+imls1IgIiiAyMJMw/DG93\nb3x8fHjggQd44IEHsCyL7du3k5CQwN/+9jeOHj1K586defHFFytussXYvn07b7zxBoGBgbRq1Yrk\n5GS7x5o1axarVq3CGHPl4HKwfv16oqOjadasGf/85z9JT0/njTfeIDU1lfnz59vi/vOf//Df//6X\n22+/nYceeogTJ07w4Ycf0qVLFxYvXkxkZGSF5C8iInKjs7t4ZYzxA94G+lK0gss6P54xphvwEfCg\nZVkJpU1SRERE5Ebn7e7NoFaDGNRqEAWFBazbv87WK2tjxkZb3LEzx5i1cRazNs7CwTjQoX4HogOj\niQmKIbBGIMYYmjZtStOmTbn//vuxLItDhw5V4MyK16FDB44cOULVqlX55ptv7C5enT17lieffJJx\n48bx/PPPl2mOaWlpNGrUiISEBEJDQy8Z9+yzz+Lt7U1iYiIeHh4ANGzYkPvuu4+lS5cSHR0NwF13\n3cVLL72Eu7u77dq//vWvBAcH8+KLL6p4JSIiYie7tg0aYxoAqygqXH0LJAO//1XYj0ANYGhpExQR\nERG52Tg6ONKhfgeejnyaRfctYu3ja5ly2xT6BvelsnNlW1yhVcjqvat5ZdkrRLwfQbd3uzFh4QSW\n71pObkEuUNR3q1atWpe939mzZ/n666/JzMws13n9noeHB1WrVi31OK+99hqWZfHkk09eMsayLN56\n6y1atGiBm5sbtWrV4v777+f48eOXvOa8K63mOnnyJEuXLmXYsGG2whXA8OHD8fDw4KuvvrIda9u2\n7QWFKwBvb2969OjB1q1br5iLiIiIFM/elVcvAdWAMMuyVhpjXgC6nj9pWVa+MWYF0K0MchQRERG5\nqdXyrMWdbe/kzrZ3kleQx0/7fmJZyjKW7lhK6uFUW1zasTQ+Xv0xH6/+mMrOlQkLCCOmSQyRAZFU\n96h+yfELCws5efIkTz75JJmZmTRu3JiIiAgiIiKoUaPGtZiiXfbu3ctrr73GtGnTcHFxuWTcfffd\nx/Tp07nnnnsYM2YMu3fv5t1332X9+vX88MMPODo6XvJay7r8y7E3btxIfn4+7du3v+C4k5MTbdq0\nYd26dVecx8GDB6/r77OIiMj1zt7iVS9gtmVZKy8TkwZobbSIiIhICTg5OhHiF0KIXwjP93ye3Ud3\nszRlKUtSlvBj2o/kF+YDcCr3FPO3zGf+lvkYDO3rtyemSQzRTaIJ8gm6YEWRm5sb99xzD/fccw+W\nZbF7927i4+N59NFHOXz4MM2bN+e1116jUqVSt0MtU0888QTt2rVjyJAhl4xJSkri448/ZsaMGdxx\nxx224xEREfTq1Yuvv/6aO++80+4cMjIyMMZQu3bti87Vrl2bpKSky16/YsUKkpOTmTBhgt05iIiI\n3OrsfULxBvZcIcYAl/4VmYiIiIhcUSPvRozqMopRXUaRlZNFws4ElqQsIW5HnK3pu4XFmn1rWLNv\nDa8ue5X6VevbClldGnbBpdJvj2TGGBo3bkzjxo259957sSyLlJSU665wFR8fz+zZs1m9evVl42bO\nnEnVqlWJioriyJEjtuNt27alcuXKxMfH24pX2dnZ5OTk2GLOv63xxIkTF1zr5OSEl5cXAGfOnAEo\nduWXq6ur7Xxxfv31V+666y78/f156qmnrjRlERERuQR7n1IOAYFXiGkJ7LVzfBERERH5Ay9XL25r\nfhu3Nb+NgsIC1qavZcn2JSxJWcKOwztscfuO7+O/q//Lf1f/Fw9nD8L8w4huEk1UYBQ1PC7cvmaM\nISgo6Ir33rBhA82aNbuoyJWXl2crAp3n4+ODg4NdrVUBKCgoYMyYMQwfPpx27dpdNnbHjh0cP34c\nX1/fi84ZYy7o8/Xwww/zySefXBT3pz/96YKvw8PDiYuLA4pWrUFR37A/ysnJsZ3/o9OnT9OvXz+y\ns7P5/vvvL+qFJSIiIlfP3uLVEmCYMaaVZVkb/njSGNODoi2Db5UmOREREREpnqODI50adKJTg06M\njxnPnqN7bNsLV6Wtsm0vzM7NZsHWBSzYugCDoW29tsQ0iSGmSQxNfZtesWE5FPWFmj17Ns8++ywu\nLi706NGDqKgomjdvzsqVK4mIiMAYg2VZGGPYvXs3DRo0sHtun3zyCSkpKfz73/8mLS3NlgMUNVBP\nS0vD19cXNzc3CgsLqVmzJl988UWx/at8fHxsn48dO5Zhw4bZvj506BD/93//x5tvvkmrVq1sx6tV\nq2b7vHbt2liWRUZGxkVjZ2RkUKdOnYuO5+XlMXDgQDZt2sT3339PcHCwHd8FEREROc/e4tUkYDCw\n3BjzBhAAYIzpA4QAjwOHgTfKIkkRERERuTw/bz9GdhnJyC4jycrJInFnom174bEzx4Ci7YU/p//M\nz+k/81rcazSs1pCeQT3p3bQ3Hep3oJLDpR8NX3jhBQBOnTpFUlIS06dPZ9OmTXh4ePDoo48SFRVl\nW4V0pbcfXsm+ffvIy8sjJCTkguPGGD755BOmT5/O7Nmzue222/D392fZsmWEhIRctqk7QNOmTWna\ntKnt6/OFsXbt2hEaGlrsNS1atKBSpUqsWbOGwYMH247n5eWxfv36C/psQVGRbdiwYcTHx/P111/T\nvXv3Es1dRERELmZX8cqyrD3GmF7Al8DLgEVRj6vvzv25FxhsWdbFv6ISERERkXLl5epFbPNYYpvH\nUlBYwM/pP7MkZQlLU5ay/dfttri0Y2l8tOojPlr1EdXcqhETFEOvoF6E+YeRk5PDI488wrx588jL\ny8PJyYnY2FgmT55M79696d27NwBHjhwhMTGRsLAwKleubFe++/bt4/Tp07bti0OHDqVt27YXxQ0Y\nMIB+/fpx33330alTJwD+/Oc/8/777zNx4kQmT558QXxBQQGnTp2iSpUqduUF4OXlRXR0NJ999hnP\nP/88Hh4eAEyfPp3s7Gz+/Oc/XxD/8MMP8/XXX/Pvf//7ou2IIiIiYh+7O3NalvWjMSYQiAU6U9TE\nPQv4EfjWsqzcsklRREREROzl6OBIxwYd6digI89GP0vasTSWbF/C4u2L+THtRwqsAgCOnTnGV+u/\n4qv1X+Fc4Ez+jHz279qPVfjbVrz33nuPuLg4kpOT8fT0BKB69eoMGjSo2HtPmjQJYwybN2/Gsiym\nT5/OihUrABg/frwtbtiwYSxfvpzCwkIAmjRpQpMmTYods1GjRsTGxtq+Dg0NZfTo0fz9739n/fr1\n9OzZEycnJ1JSUpg5cybvvPPOJfO7WpMnT6Zbt26EhoZy3333sW/fPt5880169epFTEyMLe6tt97i\ngw8+ICQkBFdXVz7//PMLxhk0aNAle2SJiIjIpZXqtTKWZeUDs899iIiIiMh1rmG1hrbthcfOHGNZ\nyjIWb19MQmoCp/NOA5C5OBOXIy4XFK4ACgsL2bp1K8899xxvv/32Fe81YcKEC3pqffzxxxhjcHBw\n4Nlnn7WdO3/sSowxxfbo+uCDD+jQoQMffvgh48ePp1KlSvj5+TF8+HC6det2xTGvpG3btixdupSx\nY8fy+OOP4+npyahRo3jllVcuiPvll18wxpCcnExycvJF4/To0aNUvcBERERuVXYVr4wxccA0y7Km\nXybmL8A9lmVF2puciIiIiJSfam7VGNx6MINbDyYnP4ekXUl8v/173nr7LVwovn9UYWEhn371KXc/\nfTet67TGwVy66HR+JdV5p0+fZvny5SxZsoQ+ffpQu3ZtevbsyVdffXVBY/VLKSgouOS5e++9l3vv\nvfeKY/xew4YNLzvm74WEhNhWjV3K1KlTmTp1aolyEBERkSuzd+VVOJBwhZiGQJid44uIiIjINeRa\nyZXoJtFEBUbxufvnnDl95pKxJ7JP0O+jftT2qk2fpn3oE9yHzg07X7bhO4C7u/sF/bIOHDjAkiVL\nePzxxxk/fvwFzdRFREREzivVtsEr8ADyynF8ERERESljxhicnZw5w6WLV8axaPvewZMHmfrTVKb+\nNBVvd296BfWib3BfujXqhkuly7/5D6BOnTqMGDGCESNGlOUURERE5CZz1cUrY8wfN+hXLeYYgCNQ\nH7gd2GN/aiIiIiJSEWJjY/niiy+KPefg4EBU7yh8A31ZsXMFeYVFv6s8evooM9bNYMa6GXi6eBLd\nJJq+wX0J9w/H3dm91Dl99NFH+Pn5ERoaiovLlQtjIiIicvMoycqrPcD5rp0WMObcx6UY4Cn70hIR\nERGRijJ58mQSEhI4duzYBX2rHBwcCA4OZua/Z+Lp6UlWThZxO+KYv3U+8anxnMkrWq118uxJZm+c\nzeyNs3Gt5EpkYCR9mvYhukk0Xq5eduXUrVs35s+fz7vvvouzszNRUVH06dMHPz+/spiyiIiIXMdK\nUryaTlHRygDDgV+A9cXEFQBHgTjLshaVOkMRERERuaY8PT2ZOHEi8fHxzJ07l7y8PJycnLjtttuY\nNGkSnp6eAHi5ejGg5QAGtBzAmbwzJO5MZP7W+SzdvpSss1kA5OTnsGDrAhZsXYCTgxM9GvegT3Af\negX1orpH9avOqVmzZjRr1oynnnqKrKwsli1bxiuvvEJaWhotW7bk0UcfpV69euXy/RAREZGKddXF\nK8uy7j7/uTEmDJhqWdY75ZGUiIiIiFQsV1dX3n77bd5++20sy8IYc9l4Nyc3ejftTe+mvcktyGXl\n7pUs2LqARdsWceT0EQDyCvOIS40jLjWOsd+NpXPDzvQL7kff4L7U9Kx51bl5eXkxcOBABg4ciGVZ\nbNq0CXf30m9NFBERkeuTXQ3bLctqVNaJiIiIiMj16UqFqz9ydnQmPCCc8IBwXu33Kqv3rmbh1oUs\n2LaAjKwMAAqtQpL3JJO8J5nnFz5Pl4Zd6N+8P32D++Jb2bdEubVs2bJE+YmIiMiNpdRvGzTGdAPa\nAF5AFrDesqwfSjuuiIiIiNz4HB0c6erXla5+XXmp90usP7CehVsXMn/rfPYc3QOAhUVyWjLJab8V\nsmKbx9I3uC81PGqUSR6PP/442dnZ3HbbbURGRuLm5lYm44qIiEj5s7t4ZYwJAaYCAecPca6huzFm\nB/BXy7KSS52hiIiIiNwUjDG0rduWtnXb8kzUM2zN3Mp3m79j3pZ57DqyCyhakbVyz0pW7lnJ+AXj\nCfELoX+zohVZJemR9Udvvvkmu3btYt68eXz44Ye4uLjQt29f+vXrh6/v1a/0EhERkWvPruKVMaY5\n8D3gDiwB4oEMoBYQAfQEFhtjuliWtaWMchURERGRm4QxhmY1m9GsZjOeiniKLYe2MG/zPOZtmWdb\nkVVoFZK0O4mk3UlFhaxGIcQ2i6VPcB+83b1LfM/GjRszZswYxowZw7Fjx1i0aBGPPfYYx44d4913\n38Xf37+MZykiIiJlwd6VVxMAZ6BvMW8UfM0Y0xuYey7uzlLkJyIiIiI3OWMMzWs1p3mt5oyNHMvm\ng5uZt2Ue8zbPI+1YGgAFVgErdq1gxa4VPDP/Gbo37k5ss1h6Ne1lVyGrWrVqDB06lKFDh5Kbm1vi\nvl4iIiJy7dhbvAoHZhZTuALAsqxFxpiZQJS9iYmIiIjIrccYQ4vaLWhRuwXjIsex6eCmohVZm+ex\n9/heoKiQlbgzkcSdiYybP44ejXswoMUAejftTWWXyiW+p7Oz8xVjCgsLcXBwKPHYIiIiUnr2Fq+q\nALuvELP7XJyIiIiISIkZY2hZuyUta7fkmahn2JCxwVbISj+RDkB+YT7xqfHEp8bjWsmVnkE9Gdhy\nIOEB4Tg7XrkodbVGjx5NdnY2AwYMoG/fvlSuXPIimYiIiNjH3uLVAaDLFWI6n4sTERERESkVYwyt\n67SmdZ3WjI8ez/oD622FrANZRY+cOfk5zN08l7mb51LVtSr9mvVjYMuBdG7YGQdTulVTH330EZmZ\nmXz77bcMGzaMSpUqERsbS2xsLNWqVSuLKYqIiMgl2Pu/+Fwg3BjzsjHG9fcnjDGuxpiXKGrc/m1p\nExQRERER+b3zby2c0HMCPz76I7P/Opth7YdR1a2qLeZ4znE+//lzBn8ymE5vdWLSkklsOrgJy7Ls\nvq+vry+jRo1i9uzZ/Pvf/8YYw+jRoxkwYABHjx4ti6mJiIhIMexdefUy0B94FhhtjFkNHAJqAh0B\nH2DXuTgRERERkXLhYBzo1KATnRp0YmKfiSzfuZw5m+awaNsizuSdASAjK4MPVn7ABys/oIlPEwa0\nGMCAlgNoWK2h3fetVq0aw4YNY9iwYZw6dQoPD4+ympKIiIj8gV3FK8uyjhhjugCvU/Q2wb6/O50D\nTAXGWpalX0GJiIiIyDXh7OhMdJNooptEk52bzffbv2f2xtkk7kwkvzAfgJRfU3g9/nVej3+d9vXa\nM7DlQGKbx1LDo4bd91X/KxERkfJl78orLMs6DNxjjBkNNAW8gCxgm2VZeWWUn4iIiIhIiXk4ezCw\n5UAGthzI0dNHmbd5HnM2zWH13tW2mLXpa1mbvpYXFr1AqH8og1sNplfTXrg5uZVpLrm5uYwYMYJ+\n/frxpz/9CU9PzzIdX0RE5GZnd/HqvHOFqo1lkIuIiIiISJnzdvdmRMcRjOg4gn3H9/Htpm+Zs3EO\nWzO3AlBgFdjeWOjp4kn/Zv0Z0noInRp0whhT6vs7Ozvz/vvvM3v2bIYNG4aLiwuDBw+mf//+uLmV\nbaFMRETkZlSihu3GmK7GmDhjzEljTJYxZokxpnN5JSciIiIiUpbqV63Pw90fZukDS1l6/1Ie7vYw\ndavUtZ0/efYkM9bNYNC0QYS8E8KUhCnsObqn1PetVq0a99xzD3PmzOFf//oXR44cYfDgwdx7773E\nxcWVenwREZGb2VUXr4wxLYFlQDjgAVQGooA4Y0zzcslORERERKScBNcM5pnoZ1g1ZhUzR8zkjjZ3\n4OH8W+P1vcf38mbim3R7txsDpw7k87Wfk5WTVer7+vj4cP/99zN//nzGjx/Prl27Sj2miIjIzawk\nK6/GAa7AZKDWuY+XATdgbNmnJiIiIiJS/hyMA139uvLmn95k/RPreXfgu4Q2DsXw25bB1XtX8/R3\nT9N2Slse/OZBElITKCgsKPW9GzduzMiRI0s9joiIyM2sJD2vegBJlmU9/7tjLxhjwoGwMs1KRERE\nRKQCuDu7M6jVIAa1GsSBrAPM3jCbr3/5mh2HdwCQk5/Dt5u+5dtN31LHqw5/bvNn7mhzBw2qNSi3\nnLKysjDGqNG7iIjcskqy8qomsKqY4z+eOyciIiIictOo41WHh7o/RPyD8SwYtYC/dvwr1dyq2c4f\nyDrAW8vfous7Xblj+h3M3jibnPycMs9j79693HXXXYwcOZIffvgBy7LK/B4iIiLXs5KsvHICThVz\nPPvcORERERGRm44xhtZ1WtO6Tmsm9JrA0pSlzFg3g4TUBAqtQgCSdieRtDuJKq5VGNhyIEPbDqVF\n7RZlcv8WLVowb948UlNTmTp1Ki+88AK9evVi2LBh1KpVq0zuISIicj0rSfFKREREROSW5uzoTN/g\nvvQN7suBrAPM/GUm/1v3P/Yc2wPAiZwTTPtpGtN+mkbzWs0Z2nYoA1sOpKpb1VLfOyAggMmTJ5Of\nn8/333/Po48+SmFhIU888QSdO+sF4CIicvMqafHqL8aYLn84FgBgjFlQTLxlWVY/uzITEREREbmO\n1fGqwyM9HuHh7g+zKm0VX677kvlb5tu2Dm4+uJnnFj7HpCWT6N+8P39p/xc61OuAMeYKI19epUqV\n6Nu3L3379iUzM5MTJ06UxXRERESuWyUtXgWc+yhO72KOaUO+iIiIiNzUHIwDIX4hhPiFMKnPJOZs\nmsP/1v2P9QfWA0VN3mf+MpOZv8wk2DeYv7T/C4NaDcLL1avU9/b19cXX17fU44iIiFzPSlK8alRu\nWYiIiIiI3AS8XL0Y3mE4wzsMZ+uhrcz4eQYzN8zkRE7R6qitmVsZv3A8k5ZOYkCLAQzrMIzWdVqX\na05nzpzBzc2tXO8hIiJSnq66eGVZVlp5JiIiIiIicjMJrhnMxD4TeSb6GeZtnsdnaz9jbfpaAM7k\nnWHGuhnMWDeDlrX/P3v3HV/T/cdx/HVuEkkkiCRCEWJTm5Taqz97196r+FG7VaVGF9XWbNXoMGrF\nrNGiarVGbUWLRmsrIiRGhCT3/P7wc+uKEXIzvZ993Edzv+d7vt/PueeB5JPv93OK0r50exoXbYxH\nGg+HxzFs2DDOnTvHa6+9Ro0aNeK9bVFERCSxWZI6ABERERGR1MzdxZ0WJVqwsutK1vdcT8fAjnim\n8bQdP/TPIQavHkypcaV4+/u3OXbpmEPnHz9+PJMmTeLXX3/lP//5D5MmTSIsLMyhc4iIiCQkJa9E\nRERERBLJi5lfZHS90ewbtI9PGnxCsReK2Y7duHODOXvmUH1qdZrPbs6aI2uItkY7ZN4sWbLwzjvv\nsHbtWnLkyEHHjh3p3r07+/fvd8j4IiIiCelpC7aLiIiIiEg8eaTxoE2pNrQp1YaD5w8yd+9clh9a\nTkRUBADbT25n+8ntZMuQjY6BHWldqjXeab3jPa+zszNNmjShSZMmHDt2jIULF1K8eHEsFv1OW0RE\nki/9KyUiIiIikoSKZS3Gxw0+Zu/AvbxX+z1yef/7nKRz4ecYvWE0L014iUErBnH4wmGHzVugQAFG\njhypxJWIiCR7+pdKRERERCQZSO+Wnq5lu/Lz6z8zt+1cquerjsHd4uqR0ZEsPLCQWtNr0WRmE1b+\nvpKomKgkjlhERCRxaNugiIiIiEgyYjEsVMtbjWp5q3Hiyglm7ZpF0IEgrt++DsCu07vYdXoXWdJl\noeNLHWkf2J6M7hkTJJZff/0VX19f8ubNmyDji4iIxIVWXomIiIiIJFO5vHPxbu132TtwL6PrjiZ/\npvy2YxeuX2DsxrG8NOEl3vnhHU5eOenw+dOlS8cHH3xAq1at2L59u8PHFxERiQslr0REREREkjmP\nNB50fKkjG/+7kaAOQdQuWBuLcfdb+VtRt5i5eyaVPq/Ea4teY+/ZvQ6bt3DhwsyaNYtPP/2U5cuX\nU69ePdatW4dpmg6bQ0RE5EmUvBIRERERSSEMw6Birop83fJrtvbZSpcyXXB3cQfAalr54cgPNPy6\nIY2+acSaI2uwmlaHzJs9e3Y++eQTvv32W3799Vdq167NypUrlcQSEZFEoeSViIiIiEgKlDNjTt6v\n8z67B+zmrepvkckjk+3YnjN76LaoG+/9+B6zds/iVtQth8zp7e3NyJEjWbx4MceOHePmzZsOGVdE\nRORxlLwSEREREUnBMrpnpG+lvuzsv5PxDcfb1cUKuRnCsB+GETghkI83fsyViCsOmTN9+vS8+eab\neHp6OmQ8ERGRx1HySkREREQkFXB1dqVlyZZs/O9G5radS8VcFW3Hwm6FMemXSZSZWIb3fnyPi9cv\nJmGkIiIiT0fJKxERERGRVMQwDKrlrUZQhyDerv42TYs2xdniDNwt7j59x3TKTSrH0O+HcjbsbILF\ncePGjQQbW0REni9KXomIiIiIpFLZvbLzWdPP2N53O51f6oyrkysAt2NuM3vPbCp8VoFBKwbxd+jf\nDp972bJlNGrUiH379jl8bJGURg83EIkfJa9ERERERFK5bBmy8UHdD9jRbwc9y/UkrUtaAKKt0Sw8\nsJAqU6rQe2lvjl466rA5O3TowNSpU5kxYwYdOnTgxIkTDhtbJCW4du0aQUFBtG3blvHjxyd1OCIp\nmpJXIiIiIiLPiczpMjO85nB29t9J/8r9Se+aHgCraeW7w99RY2oNugV14+D5gw6ZL2vWrEybNo2h\nQ4cyZMgQ+vfvz+XLlx0ytkhydOHCBWbMmEHTpk3p3Lkz169fZ/z48QwaNCipQxNJ0ZS8EhERERF5\nznin9ebNam+ys/9OhlQfgndab9uxNUfXUOfLOnSY34FD/xxyyHwFCxYkKCiI5s2b065dOz7//HOH\njCuSXJw8eZK6desyePBgvL29mT17NkuXLqVbt25kzpw5qcMTSfGckzoAERERERFJGund0tOnUh+6\nlu3K3L1zmbZ9Ghdv3H0S4YbgDWwI3kCdgnUYVHUQhTIXivd8FSpU4IcfflAdLEl1smdjCHAWAAAg\nAElEQVTPzooVK3BxcUnqUERSJa28EhERERF5zqVNk5bu5bqzvd92xtQbQ9b0WW3H1hxdwyvTXqHn\nkp4EhwTHey6LxUJgYGC8xxFJTpydnZW4EklASl6JiIiIiAgAbs5udAjswNY+W/mgzgdk9vx3u9Oq\n31dRfWp1Bq4YyLnwc0kYpUjiuXPnDitWrOC1117DarUmdTgizy0lr0RERERExI6rsyudy3RmW99t\njKw5El8PX+BuYfegA0FU+qwS7657lysRV5I4UpGEsW/fPvr06UPDhg05efIkH374IRaLfnwWSSr6\n0yciIiIiIg/l7uJO93Ld2dF3B2/XeJsMbhkAuB1zmxm/zqD85PJM/HkiN+/cdNicV69epV27dpw+\nfdphY4rERXh4OFOnTqVWrVrMmzePHj16sHbtWvr164efn19ShyfyXFPySkREREREHittmrS8XvF1\ntvfdTu8KvXFzdgPg+u3rfLLpEypMrsC8vfOItkbHe66MGTMybNgwevXqxbhx44iOjv+YInExdOhQ\nfHx8WLlyJePGjaNIkSJJHZKI/J+SVyIiIiIiEide7l4MfWUoW/tspW2ptjgZTgCE3Axh8OrB1Jpe\ni03HN8V7nkKFCrFq1Sq8vb2pV68ef/zxR7zHFHmSKVOm0KJFC1xdXZM6FBF5gJJXIiIiIiLyVF5I\n/wIfN/iYTb03UbdQXVv70UtHaTevHW3mtuHIxSPxmsMwDDp37sw333zDiBEjGDNmjFZhiYg8p5S8\nEhERERGRZ5LHJw9ftviS5Z2XUzJbSVv7lr+2UHN6TQavGhzvou7ZsmVj8eLFZM+enQYNGhAVFRXf\nsOU5Y5omv/zyC5s2xX9VoIgkDSWvREREREQkXsrkKMPKriuZ0nQK2TJkA+4+mXDevnlU/KwiM3fN\njFc9LMMwaN++PUuWLMHFxcVRYUsqFxMTw7Jly6hXrx4//PADBQsWTPQYomKi2Hx8MxO2TEj0uUVS\nE+ekDkBERERERFI+i2GhcdHG1C5Um69+/YrJv0zm5p2bhEeG886ad5i3dx7v1XmP8gHln3kODw8P\nB0YsqdWtW7eYM2cOixcvpl69egQFBZEuXbpEm980TXaf2c2S35bw/ZHvCbsVxp3zdxJtfpHUSMkr\nERERERFxGDdnN16v+DrNizdn9IbRLPltCQBHLh2h+ezmNCjcgBE1R5A1fdYkjlRSm8jISKZPn86q\nVavo2LEja9asSdSVeqeunmLJb0tYenApp66eSrR5RZ4HSl6JiIiIiIjDZU6XmUmNJ9G+dHuGrxnO\nwX8OArDq91VsDN7Im9XepHOZzjhb9COJOEZ0dDRZsmRh3bp1ODk5Jcqc4ZHhrP59NUsOLmHX6V2x\njqd1Scsr+V+hYOGC9J/RP1FiEkmN9C+FiIiIiIgkmED/QL5/7XuC9gcxZsMYQiNCuXnnJqPWjWLJ\nb0sYW38sJbKViPc8f/75J7dv36Zo0aIOiFpSIk9PT1q2bJng80Rbo9ny1xaW/LaEdUfXcTvmtt1x\nA4NKuSvRrHgz6hSsQ9o0adm3b1+CxyWSmil5JSIiIiIiCcpiWGhdqjV1CtVhzIYxzN07F4DDFw5T\n/6v6dHypI29Vf4v0bumfeQ4vLy+6dOlCu3btaNWqlaNCF7EJDglm/r75LD+0nJCbIbGO5/PNR/Pi\nzWlSrIm2xYo4mJJXIiIiIiKSKLzcvRhbfyzNizdnyOohHLl0BBOTWbtnsebIGj6q/xE1C9R8prH9\n/Pz47rvvGDJkCLt372bs2LE4O+vHndTmxo0beHp6Jtp8kdGRfP/H98zbO4+dp3fGOu6d1pvGRRrT\nvHhzir5QFMMwEi02keeJJakDEBERERGR50ugfyBruq9h+H+G4+7iDsDFGxfpvLAzvZf25krElWca\n19nZmU8//ZQyZcrQpEkTLl265MiwJQkdOHCAxo0bs3jx4kSZ7/jl44xaN4rS40vTd3lfu8SVi8WF\nuoXqMrPVTPYO3Mv7dd6nWNZiSlyJJCD9KkJERERERBKdi5MLPcv3pEHhBrz9/dtsCN4AwHeHv+OX\nv3/hw7ofUv/F+s+UEGjZsiWFCxemVatWjBkzhrJlyzo6fEkkV69eZfjw4dy8eZPPP/+c7NmzJ9hc\nMdYYNgRvYOaumfz898+xjufzzUfb0m15tdireKf1TrA4RCQ2Ja9ERERERCTJZMuQjdmtZ7P04FJG\nrh1JWGQYoRGh9FzSk7qF6vJh3Q/x8/R76nGLFCnCsmXL6Nq1K4MGDaJ8+fIJEL0kFKvVyuzZs5k3\nbx4jR46kUqVKCTZXeGQ4C/cvZPbu2Zy6esrumKuTK/VerEe70u0ok6OMVleJJBElr0REREREJEkZ\nhkGz4s2onKcyQ78fypqjawD44cgP/HrqVz5p8Am1C9Z+6nG9vLxYtGgRVqvV0SFLAjpw4ABDhw6l\nVq1arF27NsFql524coIvd3zJot8WcSvqlt2xnBlz0vGljjQv3lyrrESSASWvREREREQkWfDz9OPL\nFl+y+o/VDPthGKERoVyJuELXoK60KdmGUbVH4ZHG46nGdHJywsnJKYEiloRw5MgRvv76a1544YUE\nGX/v2b1M2z6NNUfWYGLaHauapyqdy3Smer7qWAyViBZJLpS8EhERERGRZMMwDBoUbkD5gPIMXj2Y\ntUfXAjB//3y2n9zO5KaTKZ29dBJHKQmpdevWDh/TalpZf2w9U7dPZfeZ3XbHPNJ40KJ4CzqV6URe\n37wOn1tE4k/JKxERERERSXZ8PHz4qsVXBB0IYvia4URERXDy6kmafNOEfpX70a9yP5wt+nFGHi/G\nGsOq31cx+ZfJHAs5Zncss2dmupbtSrvAdmRwy5BEEYpIXOhvexERERERSZYMw6BVyVa8nPNl+izv\nw76z+4gxYxi/ZTzbTmxjyqtTeCF9wmwtk5QtKiaKZYeW8dkvn3Hiygm7YwUyFaBH+R40LtIYV2fX\nJIpQRJ6GNvGKiIiIiEiyFuAdwPLOy3mj6hs4GXfrV+08vZNa02vx818/P/O406ZN4/jx444KU+LI\narVy+fLlBBk7KiaKeXvnUfnzygxcMdAucRXoH8js1rPZ8N8NtCzRUokrkRREySsREREREUn2nC3O\nDKgygGWdl5E1fVYAQiNCaTO3DZ9u+pQYa8xTj9mgQQO6d+/OsWPHntxZHCIkJISmTZuydetWh45r\nNa18d+g7qn5RlcGrB3M67LTtWLmAcgR1COK7zt/xSv5XMAzDoXOLSMJT8kpERERERFKMQP9A1vVY\nR/V81QEwMZnw8wRaz21NyI2QpxorW7ZszJs3j169evHHH38kRLhyn19++YVWrVrx3nvv0bhxY4eM\naZom6/9cT83pNem9rDcnr5y0HauapyrLOy9nScclVMxVUUkrkRRMySsREREREUlRvNN6M7v1bN6u\n8bZtG+G2E9uoOb0me8/ufaqxXnjhBebPn0/fvn05fPhwQoT73LNarYwdO5YZM2bw3XffUaxYMYeM\nu+v0LhrPbEynBZ04cvGIrb1Crgqs7LqSee3mUSZHGYfMJSJJS8krERERERFJcSyGhdcrvs6ijovI\n7JkZgEs3LtFsVjMW/7b4qcbKnDkzCxcuZMCAARw8eDAhwn1uXbt2jZYtW5IhQwbmzJlDunTp4j3m\n6aun6bG4B01mNmHPmT229hJZS7Cg/QIWdVhE6eyl4z2PiCQfSl6JiIiIiEiK9XLOl/mx54+UCygH\nwJ2YO/T/rj/v//j+U9XB8vX1tSWwTp48mUDRPl8uXLjAq6++ysCBA+nZs2e8t+3duH2DMRvGUHVK\nVVb/sdrWnj9Tfr5q8RWru62mcu7K8Q1bRJIhJa9ERERERCRF8/XwZUG7BXQI7GBrm7ZjGp0WdOJa\n5LU4j+Pj48M333zDuXPnEiLM546Xlxdffvkl5cqVi9c4VtNK0IEgKn1eic+3fs7tmNvA3fv+cf2P\n+annT9QpVEc1rURSMeekDkBERERERCS+XJxcGFNvDAX9CjJi7QiirdFsPL6RBl83YGarmeT2yR2n\ncXLmzEnOnDkTONrng5ubGwEBAfEa44+Lf/DW6rfYd3afrS2NUxq6le1G38p9Seca/22IIpL8aeWV\niIiIiIikGh1f6sj8dvPJ6J4RgOOXj9Pg6wZ2tZEk+bsVdYvRP42mzow6domrOgXrsKnXJob9Z5gS\nVyLPESWvREREREQkVamQqwLfv/Y9Bf0KAhB2K4yWc1ry058/JXFkEhebjm+i2hfVmLJtCtHWaADy\n+ORhYfuFfNXyKwK8A5I2QBFJdEpeiYiIiIhIqpMzY06+6/IdFXNVBCAyOpIuC7sQdCAoiSOTRwm9\nGUqvpb1oN68dZ8LOAHe3CA6qMoj1PddTKXelJI5QRJKKklciIiIiIpIqpXNNx5w2c2hYuCEAMWYM\nA1cMZMrWKZimmcTRpQ6mabJ+/fp4j7P+z/XUmFqDFYdX2NrKBZRjfc/1DKw6EFdn13jPISIpV4pP\nXhmGcdIwDOt9rxjDMAY/0MffMIzvDcO4aRjGBcMwPjYMw/JAn2KGYfxsGMYtwzBOGYbxZuJeiYiI\niIiIOJqrsytTXp1ClzJdbG2jN4xm5LqRWE1rnMcJDg7m2LFjCRFiimWaJoMHD+bw4cPPPMbNOzcZ\nvGownRZ0IuRmCABe7l6MbzSexR0Wk9c3r6PCFZEULDU8bdAE3gG+BO49G/X6vYP/T1L9AJwHXgay\nAt8Cd/5/HoZhpAPWAT8CPYCiwEzDMK6apvlV4lyGiIiIiIgkBIth4b3a7+Hn6cdHGz8C4OudXxMe\nGc74huNxsjg9cQwPDw/at2/PypUr8fDwSOiQk717iausWbMyYMCAZxpj95nd9Fvej1NXT9naauSr\nwacNP8XP089RoYpIKpDiV1793w3TNENM07z0/9et+47VAgoCbU3TPGSa5jpgONDbMIx7ybt2gAvQ\n1TTNI6ZpLgImAwMT8yJERERERCRhGIZBn0p9GNdwHE7G3WTVkt+W8MaqN+K0Aitr1qy88847vP76\n68/9lsN7iasXXnjhmRJX0dZoxm4cS9OZTW2Jq7QuaRlbfyyzW89W4kpEYkktyashhmFcNgxjn2EY\nbxiGcf+vTl4GDpmmefm+tnVABqDwfX1+Nk0z+oE+BQzDyJCgkYuIiIiISKJpVbIV05tPx9ly9/fY\niw4s4s2Vb8YpgVWtWjXy5cvHl19+mdBhJmtjxowhU6ZMDBz49L/rD7kRQutvWzP5l8m2zzzQP5D1\nPdfTrnQ7DMN4wggi8jxKDcmrSUAroCowDRgKjL3veBbg4gPnXLzvWFz7iIiIiIhIKlCnUB2mNptq\nW4G18MBC3lr1VpwSWEOGDGHdunXs27cvocNMlpYsWcLZs2d5882nLxG8+/Ruas+ozfaT2wFwtjjz\nVvW3WNZpGQHeAQ6OVERSk2SZvDIMY8wDRdgffMUYhpEfwDTNiaZp/mya5mHTNGdwd6tfH8MwXJL2\nKkREREREJLmqW6guXzT7wpbAmr9/PkNWD3liAstisTBjxgzeeOMNrl69mhihJhvXrl1j0aJFTJo0\n6alWSJmmyVe/fkWz2c24cP0CAFnSZWFJxyX0rdQ3TjXHROT5llwLtn8KzHxCn78f0b6Lu9cVAAQD\nF4CXHuiT+f//v3Df/zM/oc8jderUibRp09q1Va1alapVqz7pVEkmfvvtt6QOQRxA9zHl0z1MHXQf\nUwfdx9RB9/HxnHGmZ9aezNw1EytWlp5bysXDF2lVshUGj0/OvPrqq7Rr144+ffokeJzJ6T526dKF\nDRs2xLn/7ejbzNs3j71n9+L8///yZcpH1zxdCf0jlLV/rE3AaJPG5s2b2bx5s11bRERE0gQjkkok\ny+SVaZqhQOgznl4SsAKX/v9+BzDUMAzf++pe1QTCgT/u6/OBYRhOpmnG3NfnmGma4U+acNasWZQq\nVeoZw5Xkonbt2kkdgjiA7mPKp3uYOug+pg66j6mD7uPj1aY2hV8uzOvLXsdqWvnpzk8UdC7I26+8\n/cRzX3zxRSpVqoSzc8L/WJUS7+M/1/6h/fz2HDGPQLa7bb0r9GZw9cG2mmOp0cPu1b59+yhdunQS\nRCOSOqTovzEMw3gZKAtsAq4D5YHxwLf3JZ1+5G6S6lvDMN4CXgDeBz43TTPq/33mAyOAbwzDGAsU\nBfoC/RLrWkREREREJGk0KtII0zTps7wPVtPK59s+J7tXdtoHtn/sedWqVUukCFOeIxeP0H5+e/65\n9g8A6VzTMbHxRGoXTHlJOBFJeik6eQXc5m6x9pGAK3ACGAdMuNfBNE2rYRj1ganAduAmMOv/59zr\nc80wjJrAFGAPcBkYZZrm14lzGSIiIiIikpQaF21M2K0whq0ZBsDQH4aSNUNWauSrkcSRpTxbT2yl\nW1A3rt++DkDOjDmZ02YOeX3zJnFkIpJSpejklWma+4Fyceh3Bqj/hD6HgSoOCk1ERERERFKYTmU6\ncTb8LFO3T8VqWum5uCdLOy2lWNZiSR1airHktyW8sfINoqx3N7mUyFqC2W1m4+vhm8SRiUhKliyf\nNigiIiIiIpIUhr4ylAaFGwAQERVBxwUdORt2NomjSv5M02TyL5Pp910/W+LqP/n/w+KOi5W4EpF4\nU/JKRERERETk/yyGhYmNJ/KS/90Hll+6cYl289oRdissiSNLXMOGDePWrVtx6muaJu+vf5+xG8fa\n2joEduDrll+TNk3ax5wpIhI3Sl6JiIiIiIjcx83ZjW9afUNun9wABF8OptuibkTFRD3hzNRhyZIl\nGIaBu7v7E/uapsnon0Yzfcd0W9vQGkMZXXc0ThanhAxTRJ4jSl6JiIiIiIg8wDutN3PbzsUnrQ8A\nO07u4JNNnzz2HNM0GTp0KFarNTFCTBAXLlxg+vTpjBgx4ol9TdPko40f8cX2L2xtnzb4lN4Ve2MY\nRkKGKSLPGSWvREREREREHiJnxpx80+obXCwuAEzZNoUNwRse2d8wDPz9/fnyyy8TK0SHMk2TPn36\nMH78eNKkSfPE/uM2j+PzrZ/b3o+tP5bWpVonZIgi8pxS8kpEREREROQRAv0DGfafYbb3fZf35Vz4\nuUf27969O4sWLSIyMjIxwnOomTNn8tJLL1G0aNEn9p2wZQITfp5ge/9h3Q9pV7pdQoYnIs8xJa9E\nREREREQeo1vZbtQqUAuAsFth9Fra65H1r5ycnOjatSszZsxIzBDj7eTJkyxdupRBgwY9se/kXybz\n6eZPbe/fr/0+nV7qlIDRicjzTskrERERERGRxzAMg/GNxuPv5Q/AnjN77J6s96CWLVuycuXKOD+t\nLzkYNGgQkydPxsnp8UXWg/YH2V37yJoj6VK2S0KHJyLPOSWvREREREREnsDL3Yupzaba6l9N3T6V\n9X+uf2hfJycnunXrlmJWX5mmyZtvvkmePHke22/nqZ28tfot2/t3XnmH7uW6J3R4IiJKXomIiIiI\niMRFyWwleec/79je9/+u/yPrXzVv3pxVq1aliNVXhmHw8ssvP7bP6aun6baoG1HWu9slO7/Umf9W\n+G9ihCciouSViIiIiIhIXHUt25U6BesAd+tf9VnWB6tpjdXPycmJ3r17s3v37sQO0eGu375OpwWd\nuBJxBYDKuSszqvaopA1KRJ4rSl6JiIiIiIjEkWEYjGs0zlb/aufpnSzcv/ChfZs0aULlypUTMzyH\ni7HG0Htpb46FHAMgj08epjabirPFOYkjE5HniZJXIiIiIiIiTyGDWwY+afCJ7f0H6z8g5EZIEkaU\ncEb/NJoNwRsA8HLzYlbrWXi5eyVxVCLyvFHySkRERERE5ClVyl2JV4u9CkB4ZDjv/vhuEkfkeEEH\ngpi2YxoAToYT01tMJ7dP7iSOSkSeR0peiYiIiIiIPIORNUfaViEtP7ScLX9tSeKIHOf45eMM/X6o\n7f37dd6nYq6KSRiRiDzPlLwSERERERF5Bj4ePgz/z3Db+7e/f5tbUcn/6YJXr15l27ZtjzwebY2m\n/3f9iYyOBKBd6XZ0fKljYoUnIhKLklciIiIiIiLPqGWJlryc82UATl09xcSfJyZxRE82duxYIiMj\nH3l8ytYp7D+3H4DcPrkZVWtUIkUmIvJwSl6JiIiIiIg8I8MwGFt/LGmc0gAwbfs0jl46msRRPdr5\n8+c5evQoNWrUeOjxwxcOM2HLBAAshoWJjSfi7uKemCGKiMSi5JWIiIiIiEg85PXNy+sVXwfubrl7\na/VbWE1rrH5Tp07lr7/+Suzw7HzxxRcMGjToocduR9+m//L+RFmjAOhdoTels5dOzPBERB5KySsR\nEREREZF46l2xt+1JfHvO7CFof1CsPkWKFGHOnDmJHZpNdHQ0v/76KxUrPrzw+vjN4zly6QgAhTIX\nYkCVAYkZnojIIyl5JSIiIiIiEk9uzm6MrT/W9n7izxO5E3PHrk/FihXZtm0bVmvsVVmJYe3atdSp\nUwfDMGId23NmD19s/wIAF4sLkxpPwtXZNbFDFBF5KCWvREREREREHKB8QHmq56sOwNnwsyw+sNju\nuGEYVK5cmZ9//jkpwuPbb7+lffv2sdoj7kTQ/7v+tq2OA6sOpHCWwokdnojIIyl5JSIiIiIi4iAD\nqwy0fT35l8mxVl916NAhSbYOXrhwAYvFgp+fX6xj47eM58SVEwCUzFaSXhV6JXZ4IiKPpeSViIiI\niIiIg5TMVpLqef9dfbXktyV2xwMCAggJCeHGjRuJGpe7uzsffvhhrPZz4ef4Zuc3ALg6uTKx8USc\nLc6JGpuIyJMoeSUiIiIiIuJA9xc6f9jqq1dffZWlS5cmakwZMmQgd+7csdrHbR7H7ZjbAHQt25W8\nvnkTNS4RkbhQ8kpERERERMSBSmUvRbW81QA4E3Ym1uqrZs2aJXry6mH+DPmTxb/drcuVwS0DvSpq\nu6CIJE9KXomIiIiIiDjYg6uvomKibO89PT359ttvkyIsO2M3jrUVae9VoRcZ3TMmcUQiIg+n5JWI\niIiIiIiDlc5emqp5qgIPX32VIUOGJIjqX3vO7GHt0bUAZPbMTNeyXZM0HhGRx1HySkREREREJAHc\nv/pq0i+T7FZfJSXTNBmzYYzt/YAqA3B3cU/CiEREHk/JKxERERERkQQQ6B/42NVXSWXT8U38eupX\nAHJ556JVyVZJHJGIyOMpeSUiIiIiIpJAHlf7KqFFRcWey2pa7VZdDa4+GBcnl0SLSUTkWSh5JSIi\nIiIikkAC/QOpkqcKAKfDTrP+z/WJNne/fv34+++/7dpWHF7BHxf/AKDYC8Wo/2L9RItHRORZKXkl\nIiIiIiKSgLq/3N329eLfFifKnLdv3+bEiRPkzp3b1nYn5g6fbPrE9v7tGm9jMfQjoYgkf/qbSkRE\nREREJAFVyl2JLOmyALAxeCOhN0PtjkdGRjp8zp07d1KpUiW7thWHV3Dq6ikAKuaqSOU8lR0+r4hI\nQlDySkREREREJAE5WZxoWrQpANHWaJYfWm47FhERQZs2bRw+58aNG6levbpd24J9C2xfD6wy0OFz\niogkFCWvREREREREEljzEs1tX9+/dTBt2rRERkYSExPj0Pn27NlDYGCg7f3xy8fZeXonAPl881Em\nRxmHzicikpCUvBIREREREUlg+TPlp3jW4gAcvnCYIxeP2I6VLFmSAwcOOGyuiIgI0qRJg7Ozs60t\naH+Q7evWpVpjGIbD5hMRSWhKXomIiIiIiCSC5sUfvvqqatWqbN682WHzbNu2jQoVKtjeR8VEsei3\nRQC4WFxoVqyZw+YSEUkMSl6JiIiIiIgkgkZFGuFicQFg2cFlRFujAShfvjzbt2932DybN2+2q3f1\n058/cfnmZQBqFayFj4ePw+YSEUkMSl6JiIiIiIgkAu+03vynwH8ACLkZwpa/tgDg4eHh0LpXo0aN\nonjx4rb38/fPt33dumRrh8whIpKYlLwSERERERFJJI/aOliiRAl+++03h8zh4uKCxXL3R73z186z\n+fhmALJlyEal3JUcMoeISGJS8kpERERERCSRVMtbDZ+0d7ft/Xj0R8JuhQGOr3t1z6IDi7CaVgBa\nlWiFk8XJ4XOIiCQ0Ja9EREREREQSiYuTC42LNgbgdsxtVv2+CribvOrdu7dD57KaVhbuXwiAgUHL\nki0dOr6ISGJxfnIXiY/Tp09z+fLlpA5DnuD48ePs27cvqcOQeEpO99HX15ccOXIkdRgiIiKSDLUo\n3oKvd34N3N062D6wPS4uLg6fZ+uJrZwJOwNA1bxVyZYhm8PnEBFJDEpeJaDTp09TqFAhIiIikjoU\nEUlkadOm5ciRI0pgiYiISCyFsxSmkF8hjlw6wt6ze/kr9C/y+ORx+DwL9i2wfa1C7SKSkil5lYAu\nX75MREQEc+fOpVChQkkdjogkkiNHjtCuXTsuX76s5JWIiIjEYhgGzYo34/317wOw5LclvFX9LYfO\ncSXiCmuPrgXAJ62P7SmHIiIpkZJXiaBQoUKUKlUqqcMQEREREZFkommxpoz+aTQxZgzLDy1ncLXB\nGIbhsPGXHVzGnZg7ADQr3ow0TmkcNraISGJTwXYREREREZFE5ufpR7mAcgCcCTvD6bDT8R6zdeu7\nWwNN02TBfm0ZFJHUQ8krERERERGRJFA+oLzt6x0nd8RrrHPnzuHu7g7AqaunOHrpKACls5cmX6Z8\n8RpbRCSpKXklIiIiIiKSBOySV6fil7zatGkT1atXB2DbiW229poFasZrXBGR5EDJK0lxLBYL7733\n3lOfd+rUKSwWC3PmzEmAqJK/LVu2YLFY+Pnnn5/63FGjRmGx6K8LEREREUcqnq04bs5uwN2VV6Zp\nEhUVRY8ePZ56rI0bN1KtWjUAtp38N3l1f4JMRCSl0k+j8kxmz56NxWLBYrGwffv2h/bx9/fHYrHQ\nsGHDRI4ufu4lee690qRJQ548eejYsSMnTpx46vFu3brFu++++0xJo2cxdepUZkPkg04AACAASURB\nVM+e/dBjz1oE1DAMhxYQFRERERFI45SGQP9AAM6Fn+NM2BlcXFw4e/YsMTExTzXWP//8Q7Zs2TBN\n07byyjONJ8WyFnN43CIiiU3JK4kXd3d35s+fH6t9y5YtnDt3Djc3tySIyjH69+/P3Llz+fLLL6lf\nvz5BQUGUKVOGCxcuPNU4ERERvPvuu2zevDlhAn3AF1988dDkVZUqVbh16xaVK1dOlDhERERE5Mnu\nFW2Hf+teFS9enIMHD8Z5jBMnTpArVy4A/gz5k8s3LwPwcsDLOFv0gHkRSfmUvJJ4qVu3LosXL8Zq\ntdq1z58/n8DAQLJkyZJEkcVfxYoVadOmDR07dmTSpEl8+umnXLly5ZGrmh7FNM0EivDppUmjRySL\niIiIJCcPq3tVtWrVp/rFp92WwfvqXVUIqOCYIEVEkpiSV/LMDMOgdevWhIaGsn79elt7VFQUS5Ys\noU2bNg9N3ERERDBo0CBy5MiBm5sbBQsWZNy4cbH63blzhwEDBuDn50f69Olp3Lgx586de2gs58+f\np0uXLmTJkgU3NzeKFCnCzJkzHXexQPXq1TFN027rYEhICF27diVLliy4u7tTokQJu5pap06dws/P\nD8MwbHWjHqzZdezYMZo1a4aPjw/u7u689NJLrFq1ym7ue9s0t2/fzsCBA/Hz88PT05OmTZty+fJl\nW79cuXLx+++/s3nzZttc9wp3Pqzm1datW2nRogU5c+bEzc2NHDlyMHDgQCIjIx362YmIiIjIwxXP\nal/3CqBs2bLs3r07zmNs3ryZqlWrAvb1rirkUvJKRFIHrSGVeAkICODll19mwYIF1KpVC4AffviB\na9eu0apVKyZNmhTrnAYNGrBlyxa6detG8eLFWbduHW+++Sbnz5+3S2J17dqV+fPn07ZtW8qVK8fG\njRupV69erNpLly5domzZsjg5OdG3b198fX1Zs2YNXbt25fr16/Tt29ch13r8+HEAfHx8AIiMjKRK\nlSr8/fff9OnTh4CAABYvXkynTp0IDw+nT58+ZMqUiWnTptGzZ0+aNm1K06ZNAShW7G7tgd9//52K\nFSuSPXt23n77bTw8PFi0aBGNGzdm2bJlNGrUyC6GPn364O3tzahRozh58iQTJkygT58+LFiwAIBJ\nkybx+uuvky5dOt555x1M0yRz5sy28x/87BYvXsytW7fo1asXPj4+7Nq1i88++4xz584RFBTkkM9N\nRERERB7N1dmV0v6l2XZiG2fDz3Im7Az+Xv5cu3YtzmN88MEHZMqUiRhrjC0BltE9I4UyF0qosEVE\nEpWSVxJvbdq0YejQody+fRtXV1fmz59PlSpVHrplcMWKFWzatInRo0czZMgQAP773//SokULW+Il\nV65cHDx4kHnz5vH6668zefJkW7927dpx6NAhuzGHDh2KaZocOHAALy8vALp3706bNm0YNWoUPXr0\nwNXV9amv6/r164SGhhIVFcW+ffvo168fFouFZs2aATB9+nSOHTvGvHnzaNWqFQA9e/akcuXKvPPO\nO3Tp0gUPDw9effVVevbsSbFixWjTpo3dHP369SMgIIDdu3fj7Oxsu86KFSvy1ltvxUpeZcqUibVr\n19rex8TE8Nlnn3H9+nXSpUtHw4YNGTZsGJkyZaJ169ZPvMaPP/7Y7rPp1q0befLkYdiwYZw9e5bs\n2bM/9ecmIiIiIk+nXM5ytu1+209up2WJlsDd8hNxeWhOzpw5Afjj4h+ER4YDUD5XeSyGNtqISOqg\n5FUyUmdGHS7duJSgc/h5+rGm+xqHjtmiRQv69+/P6tWrqVWrFqtXr+bzzz9/aN81a9bg7OxMnz59\n7NoHDRrEkiVLWLNmDb169eL777/HMIxY/fr37x+rQPyyZcto2bIlMTExhIaG2tpr1qxJUFAQ+/bt\no1y5cjytLl262LY9GoZBpkyZmDNnDiVLlrRdS5YsWWyJK8C2+qtNmzZs2bKFunXrPnL8q1evsmnT\nJt5//33Cw8PtjtWsWZN3332Xf/75hxdeeMEWQ/fu3e36VapUiYkTJ3Lq1CmKFCny1Nd4f+IqIiKC\nW7duUa5cOaxWK/v371fySkRERCQR3F/36tdTv9KyREt8fX0JDQ3F19c3zuPcX+/q/jFFRFI6Ja+S\nkUs3LnHh+tM9yS458PX15ZVXXmH+/PncvHkTq9VqW530oFOnTpE1a1Y8PDzs2gsVKmQ7DnD69Gks\nFgt58uSx61egQAG79yEhIYSFhTFjxgymT58eaz7DMLh06dkSgiNHjqRixYo4OTnh6+tLoUKFsFj+\n/e3VqVOnyJcvX6zzChUqhGmatmt5lOPHj2OaJsOHD+edd955ZOz3klcA/v7+dn0yZswI3E2EPYsz\nZ84wfPhwVq1aZTeGYRixEmoiIiIikjBKZCuBm7MbkdGRtm1/b7zxxlM/ufv+5FXFXBUdGqOISFJS\n8ioZ8fP0S7FztGnThtdee41//vmHOnXqkC5dugSZ50H3nnLYrl07Onbs+NA+9+pLPa0iRYrYip0n\nhHuxv/HGG7Z6YQ/Kmzev3XsnJ6eH9nuWJxparVZeeeUVwsLCePvttylQoAAeHh6cO3eOjh07xnqC\npIiIiIgkDFdnV0plL8X2k9s5E3aGM2FnnnpVfVRMFL+e+hWAzJ6ZyeOT5wlniIikHEpeJSOO3s6X\nmJo0aUKPHj3YuXPnYwt958yZkw0bNnDz5k271VdHjhwB7haAv9fParXy119/2a1uOnr0qN14mTJl\nIl26dMTExCRooulhcubMGav+Fvx7LfdqDzyqTkHu3LkBcHFxcWjscamLAHDo0CGCg4P59ttvadu2\nra39p59+clgsIiIiIhI35QPKs/3kduDuUwf9S/g/4Qx7B84fICIqArj7lMG4fk8oIpISqIKfOISH\nhwfTpk1j1KhRNGjQ4JH96tatS3R0dKyaWBMmTMBisVC7dm0A6tSpg2matmLt90ycONHuH2KLxcKr\nr77K0qVL+f3332PNd/ny5fhc1mPVrVuXCxcu2CXr7hVQT5cuHVWqVAEgbdq0AISFhdmdnylTJqpW\nrcr06dO5cCH2dtFnjd3DwyPWXA9zbxXXgyusHvyMRURERCThlQv4t0brvRVUT+P+LYMVclVwSEwi\nIsmFVl7JM3twq1r79u2feE6DBg2oVq0aw4YN48SJExQvXpx169axatUqBgwYQK5cuQAoXrw4rVu3\n5osvviAsLIzy5cuzYcMG/vrrr1jzfvTRR2zevJmyZcvy2muv8eKLL3LlyhX27t3Lxo0bEyyB1b17\nd6ZPn06nTp3Ys2cPAQEBLF68mB07djBp0iTbyjI3NzdefPFFgoKCyJcvH97e3hQpUoTChQszZcoU\nKlWqRNGiRXnttdfInTs3Fy9eZMeOHZw7d479+/fb5nvU1sAH20uXLs20adP48MMPyZs3L35+flSr\nVi1W34IFC5InTx4GDRrE2bNnSZ8+PUuXLo1T4ktEREREHKtEthK4OrlyO+a2re7V01DySkRSMyWv\n5JnFZXWOYRh2/QzDYNWqVYwYMYKgoCBmzZpFQEAAn376KQMGDLA7d+bMmfj5+TFv3jxWrFhBjRo1\n+P777/H397cb08/Pj127dvHee++xfPlypk6dio+PD4ULF+bjjz9+6pjj2s/NzY0tW7YwZMgQ5syZ\nw7Vr1yhQoACzZs2Klcj7+uuv6dOnDwMHDuTOnTuMHDmSwoULU6hQIfbs2cO7777L7NmzCQ0Nxc/P\nj5IlSzJixIg4xfRg+4gRIzh9+jSffPIJ169fp0qVKrbk1f19nZ2dWb16NX379uWjjz7Czc2Npk2b\n0rt3b4oXL/5Mn4mIiIiIPBs3ZzdK+Zdix8kdnA47zdmws2T3evyTn2NiYvjqq6/o2LUje8/sBSCH\nVw78vZ5uy6GISHJnPEuhZ7nLMIxSGTNm3PvTTz9RqlSpWMf37dtH6dKl2bt370OPi0jqpD/7z27t\n2rW27cOScuk+pg66j6mD7mPKMn7zeMZtGQfAxMYTaV68OfDo+3jixAnGjx9Pq4GtaDGnBQCtSrRi\nXKNxiRe0xMm97w+B0qZp7kvqeERSGtW8EhERERERSQbs6l6dfHLdq+DgYPLly6ctgyKS6il5JSIi\nIiIikgyUzF4SVydXAHac2sHJkyftaqA+6M8//yR//vxsO/lv8qp8rvIJHqeISGJT8kpERERERCQZ\ncHN2o1T2uyUHTl09xbHTx1i2bNkj+wcHB5M1R1YOnDsAQF7fvGRJlyVRYhURSUxKXomIiIiIiCQT\n928dvOR8iePHjz+y78mTJ7loXCTaGg1AhQBtGRSR1EnJKxERERERkWTi/uTVodBDXL9+/ZF9Y2Ji\n+PXMv7WxVO9KRFIrJa9ERERERESSiaIvFLV9/VfoX4/sd+fOHVxcXNh7dq+t7f7El4hIaqLklYiI\niIiISDKRzjUdvh6+AJwIPYGfnx/Xrl2L1e/atWvUq1fPluDKki4L3mm9EzVWEZHEouSViIiIiIhI\nMpLLOxcAF29cJGfunFy4cCFWH19fX5q1bcaViCt3z/HJlagxiogkJiWvREREREREkpEA7wDb1+ky\np3to8grgxJUTtq9ze+dO6LBERJKMklciIiIiIiLJyL2VVwCumV2Jiop6aL8Tofclr3yUvBKR1EvJ\nKxERERERkWTk/i2AprdJjRo1Htrv/pVX9ye8RERSGyWvREREREREkpH7E1H3r6560N+hf/97jmpe\niUgqpuSVyFMKCAigS5cuSR1GnGzZsgWLxcKyZcuSOpRkZdasWVgsFk6fPv3U53bq1IlcufTNoYiI\niCQcu+TVlUcnr+4dMzDImTFngsclIpJUlLySZzJ79mwsFgv79u1L6lASnWEYcepnsVge+erVq5dD\nY1qwYAGTJk166LG4xvsw9+7zvZe7uzsFChSgT58+XLp06anH++eff3j33Xc5ePDgM8f0NMaMGcOK\nFStitRuG8cyfS3zOFREREYkLT1dPMnlkAuDklZMP7WOapm1VVnav7Lg6uyZWeCIiic45qQOQlEs/\nwD9ZzZo16dChQ6z2/PnzO3Se+fPn8/vvv9OvX79Yx0zTjNfYhmHw/vvvExAQQGRkJFu3bmXq1Kms\nWbOGw4cP4+bmFuexzp8/z7vvvkuuXLkoVqxYvOKKi9GjR9O8eXMaNWpk196hQwdat25NmjRpEjwG\nERERkWcR4B1AyM0QLt64yO3o23bHbty4wbWoa1y7fQ1QvSsRSf2UvJLngmma3LlzB1fXxP2NVP78\n+WnTpk2CjR8REUHatGkTbPx7ateuTalSpQDo0qUL3t7eTJgwgRUrVtCyZcs4jxPfRJqjGIahxJWI\niIgka7l8crH7zG4AQm6G2B2bMmUKXrm9bO/1pEERSe20bVASTFRUFCNGjCAwMBAvLy88PT2pXLky\nmzdvtuuXK1cumjRpEuv827dvkyFDBv773//a2u7cucPIkSPJly8fbm5u5MiRg7feeos7d+7YnWux\nWOjbty/z58+nSJEiuLm5sW7dOuBuAmXixIkUKVIEd3d3smTJQs+ePQkLC4sVwwcffIC/vz8eHh7U\nqFGDP/74wwGfjL2tW7fSokULcubMabumgQMHEhkZadevU6dOpEuXjr///pu6deuSPn162rZtS7Vq\n1fj+++85deqUbXtf7tz/fgNjGAZWq5UPP/wQf39/3N3deeWVV/jrr7+eOebq1avfXap+4t8aDCdO\nnKB58+b4+Pjg4eFBuXLl+OGHH2zHt2zZQpkyZTAMg06dOmGxWHBycmLOnDm2Pjt37qR27dp4eXnh\n4eFB1apV2b59u93co0aNwmKx8Ndff9GpUycyZsyIl5cXXbp0sfvMLBYLERERtvpWFovFVqvsYTWv\nVq5cSf369cmWLRtubm7kzZuXDz74AKvV+syfk4iIiMizun81VcgN++RVcHAweD28r4hIaqSVV5Jg\nrl27xjfffEPr1q3p3r07169f5+uvv6Z27drs2rXLtm2sXbt2fPLJJ4SFheHl9e+/witXruTGjRu0\nb98euJt0atCgAdu3b6dHjx4ULFiQQ4cOMWHCBIKDg2MVJd+wYQOLFi3i9ddfx9fXl4CAAAC6d+/O\nnDlz6NKlC/369ePEiRN89tlnHDhwgG3btuHk5ATA8OHD+fDDD6lfvz516tRh37591KxZk6ioqDh/\nBpGRkYSGhsZqT58+PS4uLgAsXryYW7du0atXL3x8fNi1axefffYZ586dIygoyHaOYRhER0dTq1Yt\nKlWqxLhx40ibNi1ZsmQhPDycc+fOMXHiREzTxNPT03aeaZqMGTMGJycn3nzzTcLDwxk7dizt2rVj\nx44dcb6W+x0/fhwAHx8fAC5dukS5cuWIjIykX79+eHt7M3v2bBo2bMjSpUtp1KgRhQoV4r333mPE\niBH06NGDSpUqAVC+fHkANm7cSN26dQkMDLQlqGbOnEn16tXZunUrgYGBts8BoEWLFuTOnZuPPvqI\nffv28dVXX5E5c2bGjBkDwNy5c+natStly5ale/fuAOTJk8c2xoPbXmfNmkW6dOkYNGgQnp6ebNy4\nkREjRnD9+nXGjh37TJ+TiIiIyLMK8A6wfX3phn2t0QsXLhBq/Ps9pp40KCKpnmmaej3jCyiVMWNG\nc+/evebD7N271wQeeTwlmzVrlmmxWB57bVar1YyKirJrCw8PN7NkyWJ269bN1vbnn3+ahmGY06dP\nt+vbsGFDM3fu3Lb33377rens7Gxu377drt/06dNNi8Vi7tixw9ZmGIbp7OxsHj161K7vL7/8YhqG\nYS5cuNCu/ccffzQNwzAXLFhgmqZphoSEmK6urmbDhg3t+g0bNsw0DMPs3LnzI6/7/hgsFotpGIbd\ny2KxmEFBQbZ+kZGRsc796KOPTCcnJ/PMmTO2tk6dOpkWi8UcNmxYrP7169c3c+XKFat98+bNpmEY\nZuHChc3o6Ghb++TJk02LxWL+/vvvj72Ge/d548aN5uXLl82zZ8+aCxcuNH19fU0PDw/z/Pnzpmma\nZv/+/U2LxWJ3b27cuGHmzp3b7h7u2bPHNAzDnD17dqy58ufPb9atW9euLTIy0sydO7dZq1YtW9uo\nUaNMwzDM1157za5v06ZNzUyZMtm1eXp6PvRe3buuU6dO2c31oJ49e5qenp7mnTt3bG2dOnV66Gd9\nv9T8Zz+hrVmzJqlDEAfQfUwddB9TB93HlOvQ+UNm1lFZzayjspptP2hrNm/e3HasXr165muLXrMd\n/zv07ySMVOLi3veHQCkzGfwsq5deKe2lbYOSYAzDwNn57uI+0zS5evUqd+7cITAw0O4phfny5aNs\n2bLMmzfP1nb16lXWrl1Lu3btbG1LliyhUKFC5M+fn9DQUNurWrVqmKbJpk2b7OavWrUqBQoUsGtb\nsmQJXl5e1KhRw26MkiVL4unpaRtj/fr1REVF0adPH7vz+/fv/1SfQaNGjfjpp5/sXuvXr6datWq2\nPvfX4YqIiCA0NJRy5cphtVrZv39/rDF79uz5VDHA3TpV91aUAVSqVAnTNPn777+feK5pmtSoUYNM\nmTLh7+9PmzZtSJ8+Pd999x0vvPACAGvWrKFMmTKUK1fOdp6Hhwfdu3fn5MmTT9xueeDAAYKDg2nd\nurXdfbl+/To1atTg559/tutvGAY9evSwa6tUqRKhoaHcuHHjidf0MPffhxs3bhAaGkrFihWJiIjg\n6NGjzzSmiIiIyLO6f+VVyI0QIiIiME2T69ev3y0lEXr3+zhnizP+Xv5JFKWISOLQtsFkZsGCBSxY\nsOCRx/39/ZkyZcpjx+jduzdnzpyJ1d66dWtat24d7xifxuzZsxk/fjxHjx612253f00muPv0tz59\n+nDmzBn8/f1ZtGgR0dHRdsmr4OBgjh49SqZMmWLNYxgGly7ZL6e+t03wfsHBwYSFheHn5/fYMe7V\nQsqbN69dH19fXzJmzPiEq/5X9uzZqV69+mP7nDlzhuHDh7Nq1SquXr1qF094eLhdX2dnZ7Jnzx7n\n+e/x97f/hubeNdw/36MYhsEXX3xBvnz5cHZ2JnPmzLGSgqdOneLll1+OdW6hQoVsx1988cVHzhEc\nHAzw0Cczwt36VeHh4WTIkMHWliNHjkde0/3bJuPqjz/+YNiwYWzatIlr167Z2h92H0REREQSmqer\nJ5k8MhFyM4SQGyGUylKKixcvcv78efLkycPuK3eLuefImANni36sE5HUTX/LJTOOSDA9KbmVWObO\nnUvnzp1p2rQpgwcPxs/PDycnJ0aPHh1rxU+rVq0YMGAA8+bNY8iQIcybN4/AwEDy5ctn62O1Wila\ntCgTJkzANGM/te7BBI27u3usPlarlcyZMzN//vyHjvGwxFhCslqtvPLKK4SFhfH2229ToEABPDw8\nOHfuHB07doxVLPxZn5Z4/6qr+z3sM3iYl156yfa0wYRw7zrHjRtH8eLFH9rnwYRUfK/pfuHh4VSu\nXBkvLy8++OADcufOjZubG3v37mXIkCEq2i4iIiJJIpdPLkJuhhB+Oxz/AH+Cg4M5f/48mXNk5tY/\nt+72UbF2EXkOKHklCWbp0qXkyZOHJUuW2LWPGDEiVt+MGTNSr1495s2bR5s2bdi2bRuTJ0+265Mn\nTx4OHjxot+XuaeXJk4cNGzZQvnz5xyaCcubMCdxdEXT/Cq7Lly/HabVSXB06dIjg4GC+/fZb2rZt\na2v/6aefnmqcB4uPJ7acOXNy7NixWO1Hjhz5H3v3HqdlXed//PVhBuRUCoJ4SAXdMrWsQNPUzeNP\nCWg3W5NAwExbUctfaJlm/trtqLttmKXiWVHwmEmReSrNLU0L1NwVj4DlCQWPoDDAfH9/3PcwwzDH\ne+ae+5rrfj0fj/sxznX8fLkchLef7/fasB9ar7NhIfX3vOc97XaqdUZHf13uvfdeXn/9debNm8d+\n++23YXtX3sgoSZLUVaOGjuKhvz0EwHu3fi/PPPMML7zwAsN3Gw4vNR4jSXnnmlcqm5Y6Yx588MFW\n33A3depU/vd//5evf/3r1NbWMnHixI32H3XUUTz//PNceumlm5y7evVq3nnnnXZrOuqoo1i3bh3f\n+c53Ntm3fv36DdPDDj30UGpra/npT3+60TEzZ85s9x6d0fBr1Lyz57zzzutUIDVo0KCKTm0bN24c\nDz30EA8++OCGbatWreKSSy5h1KhRG6YMDho0CIA33nhjo/PHjBnDzjvvzI9+9CNWrVq1yfWXL19e\nUl2DBg3a5F4tqampIaW00XOoq6vjwgsvLOm+kiRJ3aHpulc1Q2t4+umnOeGEE+i3Tb8N23facqcW\nzpSkfLHzSiVLKXH55Zfzm9/8ZpN9X/3qV5kwYQK33HILn/nMZxg/fjyLFy/m4osvZvfdd29xUe3x\n48ez5ZZbctNNNzFu3DiGDRu20f6pU6dy4403cuKJJ3LPPfew3377sX79ehYtWsRNN93EnXfe2e7U\ntk9+8pOccMIJnHPOOTzyyCMcdthh9O3bl6eeeoqbb76Z888/n89+9rMMGzaMr33ta5xzzjlMmDCB\ncePG8fDDD3P77bd3amrhU089tdFC9A1GjBjBoYceygc/+EF23nlnTjvtNJ5//nne+9738vOf/7xD\ngUtTY8aM4cYbb+S0005jr732YvDgwUyYMKFT12hNR6bhnXHGGVx33XWMHTuWU045haFDh3LVVVfx\n3HPPccstt2w4buedd2aLLbZg1qxZDB48mEGDBrH33nszcuRILrvsMsaNG8fuu+/Osccey3bbbccL\nL7zAPffcw+abb868efM6XfuYMWO4++67mTlzJttuuy2jRo3i4x//+CbH7bvvvgwZMoRp06Zxyimn\nAIVpr5XuaJMkSdWtaVfVmsFreOaZZxg+fDh/f7hxfdtRW9p5JSn/DK9Usohg1qxZLe479thj+cIX\nvsCyZcu4+OKLufPOO9ltt92YM2cON9544yZvjwPo27cvEydO5KKLLmpx4e6IYN68ecycOZPZs2dz\n6623MnDgQHbaaSdmzJjBBz7wgY2ObS14uOiii9hzzz25+OKLOeuss6itrWXkyJFMmzZtoylj3//+\n9xkwYACzZs3i3nvvZZ999uHOO+9k/PjxHQo1IoK77rqLu+66a5N9BxxwwIburvnz53PKKadwzjnn\n0L9/fz772c9y8sknt7j2U2v3Pemkk3j00Ue56qqrOO+889hxxx03hFetndPRYKYjx2211VY88MAD\nfOMb3+BnP/sZq1evZo899mD+/PmMHTt2w3G1tbXMnj2bM888kxNPPJF169Zx5ZVXMnLkSA444AAe\neOABvvvd73LBBRewcuVKtt56a/bee+9N3izYUT/+8Y854YQTOPvss3n33Xc55phjWgyvhg4dyq9/\n/WtOO+00zj77bIYMGcLUqVM5+OCDOfzww0v6NZEkSeqqpsHUS+++tGGmwZLXlmzYvtNQO68k5V+U\nsrixCiJi9JAhQxbcfffdLXb8LFy4kDFjxrBgwYKyLnadJ6eeeipXXHEFL7/8Mv379690OVJJ/Nkv\n3e23375R4KneyeeYDz7HfPA59m4r16xkl3N2of8L/dnjE3twxm5nsPfee3PgBQfy9PKn2axmM545\n6xn6hKvBZF3Dnw+BMSmlhZWuR+pt/F1OmbFmzRquvfZajjzySIMrSZIkVb3Bmw1mq8FbAbBkxRL2\n3ntv1tev57nXnwMKa2IZXEmqBk4bVMW9+uqr3HXXXdx888289tprG9YckiRJkqrdqKGjeJRHeXXV\nq6xcs5LX3nmNuvV1hX2udyWpShheqeIef/xxpkyZwogRI/jpT3/KHnvsUemSJEmSpEwYOXQkj/Io\nAEtfW8qKd1Zs2Od6V5KqheGVKu6AAw6gvr6+0mVIkiRJmdP0jYOLX1vMilWN4ZWdV5KqheGVJEmS\nJGVU04BqyYolG4dXQw2vJFUHwytJkiRJyqiRQ0du+Oelry/l1ZWvbvh+/EFkuAAAIABJREFUpy2d\nNiipOhheSZIkSVJGNe2uWrJiyYbwalC/QRveRChJeWd4JUmSJEkZNajfIDbfbHNWs5qnlz/N26vf\nBgqhVkRUuDpJ6hmGVz1g0aJFlS5BUg/yZ16SJHWn4YOHs4xlvPHuGxu2uVi7pGpieFVGw4YNY+DA\ngUyZMqXSpUjqYQMHDmTYsGGVLkOSJOXAVoO3gnUbb3OxdknVxPCqjHbYYQcWLVrE8uXLK12K2nH/\n/fez7777VroMdVGWnuOwYcPYYYcdKl2GJEnKgeGDh8MbG29zsXZJ1cTwqsx22GEH/wLbC7zyyiuM\nHj260mWoi3yOkiQpj1oKr+y8klRN+lS6gN6urq6u0iWoG9x7772VLkHdwOfY+/kM88HnmA8+x3zw\nOebD4kcXb7LNzitJ1cTwqosMr/LBP9jlg8+x9/MZ5oPPMR98jvngc8yHRx98dKPvt+i/BUMGDKlQ\nNZLU8wyvJEmSJCnD+kQfRgweseH7UVuOIiIqWJEk9SzDK0mSJEnKuFFbNq5x5XpXkqqN4ZUkSZIk\nZVzTwMr1riRVG9822DX9ARYtWlTpOtRF77zzDgsXLqx0Geoin2Pv5zPMB59jPvgc88HnmA/vvPMO\n/Vb0o+7Fwnq78Ur4XHuZJn9n7F/JOqTeKlJKla6h14qIycCcStchSZIkSeoVjk4pza10EVJvY3jV\nBRGxJXA4sBRYXdlqJEmSJEkZ1R8YCdyRUlpR4VqkXsfwSpIkSZIkSZnlgu2SJEmSJEnKLMMrSZIk\nSZIkZZbhlSRJkiRJkjLL8EqSJEmSJEmZZXglSZK6JCK2jYiVEXFGma4/JCLeiIhzynF9SZIkZZvh\nlSRJ6qrvA6uA88tx8ZTS68VrnxIR25fjHpIkScouwytJklSyiPgHYCpwYUrpnTLe6jygBvhWGe8h\nSZKkDDK8kiRJXXECEMC15bxJSuk14DfApIgYXM57SZIkKVsMryRJqjIR8euIqI+Iz7Ww7zet7Wvh\n2ACmAY+klJ5tYX99RPyuuCbW3Ih4NSLeioj5ETGqeMyuEXFrRKwo7rspIrZq5ZY3AoOBdmuTJElS\nfhheSZJUfY4FXgEubrqGVETMAA4Hrkgp3dSB63wYGA78qY1jhgB/AHYErgLuAcYBd0bE7sAfgYHA\n5cCfgX8B5rZyrQeKXw/pQG2SJEnKiUgpVboGSZLUwyLicOA24H7gk8BHKIRQS4AxHVm/KiJOBH4G\nfCmldEUL++uBBPw4pfT1JtsvAE4E3gD+X0rpZ032zQc+VazhkRauuQJ4K6U0qhPDlSRJUi9m55Uk\nSVUopXQH8BNgX+BcGrudJnVi4fX3Fb8ua+OYlcDZzbZdV/y6vGlwVXR98etHWrneMmDbDtYnSZKk\nHDC8kiSpep0BPAp8DdgFOKulbqc2bFn8+kYbxzydUlrdbNtLxa9/beH4lygsAN9aQPUaUBsRm3e4\nSkmSJPVqhleSJFWplFIdhTf4AaymsO5UZ7xb/Nq/jWPeamHbug7s69vK9QYUv3a0O0ySJEm9nOGV\nJElVKiL2Br4OLKcQQF3UyUu8Wvw6tDvrasdQ4O2U0toevKckSZIqyPBKkqQqFBGDKaxztRY4ELgF\nOCoivtCJyzxGYYrfLt1dX0siYiCFdbYe64n7SZIkKRsMryRJqk4XASOB01JKjwNfAp4Hzo+If+jg\nNf4bqAf2LkuFmxoD1AD39tD9JEmSlAGGV5IkVZmImAIcDfwypTQLIKX0BjAFGAjMjYia9q5TPOf3\nwP4R0a+MJTc4DEjAvB64lyRJkjLC8EqSpCoSESOBnwEvAMc13ZdS+m/ghxQ6nH7QwUvOAt4L/FML\n+1Lx05JS9k0GHkkp/aWDtUmSJCkHIqXW/twoSZLUtoioBZ4EnkkpHV7G+xwK3AlMTSnNKdd9JEmS\nlD2GV5IkqUsi4ijgOmC/lNKfynSP+4CBKaU9y3F9SZIkZVdtpQuQJEm9W0rpxojYHtiyHNePiCHA\n3cCvynF9SZIkZZudV5IkSZIkScosF2yXJEmSJElSZhleSZIkSZIkKbMMryRJkiRJkpRZhleSJEmS\nJEnKLMMrSZIkSZIkZZbhlSRJkiRJkjLL8EqSJEmSJEmZZXglSZIkSZKkzDK8kiRJkiRJUmYZXkmS\nJEmSJCmzDK8kSZIkSZKUWYZXkiRJkiRJyizDK0mSJEmSJGWW4ZUkSZIkSZIyy/BKkiRJkiRJmWV4\nJUmSJEmSpMwyvJIkSZIkSVJmGV5JkiRJkiQpswyvJEmSJEmSlFmGV5IkSZIkScoswytJkiRJkiRl\nluGVJEmSJEmSMsvwSpIkSZIkSZlleCVJkiRJkqTMMrySJEmSJElSZhleSZIkSZIkKbMMryRJkiRJ\nkpRZhleSJEmSJEnKLMMrSZIkSZIkZZbhlSRJkiRJkjLL8EqSJEmSJEmZZXglSZIkSZKkzDK8kiRJ\nkiRJUmYZXkmSJEmSJCmzDK8kSZIkSZKUWYZXkiRJkiRJyizDK0mSJEmSJGWW4ZUkSZIkSZIyy/BK\nkiRJkiRJmWV4JUmSJEmSpMwyvJIkSZIkSVJmGV5JkiRJkiQpswyvJEmSJEmSlFmGV5IkSZIkScos\nwytJkiRJkiRlluGVJEmSJEmSMsvwSpIkSZIkSZlleCVJkiRJkqTMMrySJEmSJElSZhleSZIkSZIk\nKbMMryRJkiRJkpRZhleSJEmSJEnKLMMrSZIkSZIkZZbhlSRJkiRJkjLL8EqSJEmSJEmZZXglSZIk\nSZKkzDK8kiRJkiRJUmYZXkmSJEmSJCmzDK8kSZIkSZKUWYZXkiRJkiRJyizDK0mSJEmSJGWW4ZUk\nSZIkSZIyy/BKkiRJkiRJmWV4JUmSJEmSpMwyvJIkSZIkSVJmGV5JkiRJkiQpswyvJEmSJEmSlFmG\nV5IkSZIkScqs2koX0JtFxJbA4cBSYHVlq5EkSZIkZVR/YCRwR0ppRYVrkXodw6uuORyYU+kiJEmS\nJEm9wtHA3EoXIfU2hlddsxTg2muvZdddd61wKeqKGTNmMHPmzEqXoS7yOfZ+PsN88Dnmg88xH3yO\n+eBz7P0WLVrElClToPh3SEmdY3jVNasBdt11V0aPHl3pWtRBF154IV/+8pfZe++9eeCBBwDYfPPN\nfYY54HPsPa6++mqOPfZYAP7whz+w7777Ahs/w+23354XXniBCRMm8Mtf/rJitarz/Fns/a6++mru\nu+8+9t9/f5599lm22WabjfYfeOCBvPbaa/z1r3+tUIXqKH8ee7+Gn8c999xzw7bhw4ez++67c/rp\npzN27NgKVqcSuNyMVAIXbFfVmTt3LqNGjeKhhx5i8eLFlS5HqmoDBgxg7txNO+d///vf88ILL9C/\nf/8KVCWpwZo1azjnnHM22R4RFahGqm7f+973uPbaa7nmmmv4xje+wfLlyxk3bhy33XZbpUuTpLIz\nvFJVWbJkCffffz8//vGPGTZsGHPmuGSZVEnjxo3jpptuor6+fqPtc+fOZc8992TrrbeuUGWSAD76\n0Y9y6aWX8vLLL1e6FKnqjR07lsmTJ3P00Udz6qmnct9999G3b1+uu+66SpcmSWVneKWqMmfOHIYO\nHcr48eM58sgjDa+kCooIJk2axIoVK7jrrrs2bF+7di0333wzkydPJqVUwQolffOb32TdunUtdl9J\nqqwtttiCAQMGUFvrSjCS8s/wSlVl7ty5/Mu//Au1tbVMmjSJp59+mgULFjBp0qRKl6Zu4HPsfUaO\nHMk+++yz4f8aT5o0idtuu4233nqLz3/+8xWuTqXyZzEfIoJRo0Yxbdo0u696MX8e8yEiePPNN1mx\nYgXLly/n8ccfZ/r06axatYqpU6dWujxJKjvDK1WNBQsW8MQTT2z4C/H+++/Pdtttx5w5c/yDXU74\nHHunyZMnc+utt7JmzRomTZrE3LlzOeCAA5wy2Iv5s5gPDetanXXWWaxdu5Zzzz23whWpFP485sch\nhxzC8OHD2WqrrfjQhz7E7NmzueKKKzj44IMrXZoklZ3hlarGnDlz2HrrrTnwwAM3bJs4cSLXX3+9\nU5OkCjrqqKN45513mD9/PitXrmT+/PkcffTRlS5LUtGoUaOYOnUql1xyCcuWLat0OVJVigguuugi\n7r77bu6++27mzJnDQQcdxHHHHcett95a6fIkqewMr1QV6uvrueGGGzjooINYvHgxzz77LM8++ywf\n//jHefnll/ntb39b6RKlqjVs2DAOPfRQ5s6dyy233EJ9fT1HHnlkpcuS1MS3vvUt1q5d69pXUgXt\ntddeHHzwwRx88MFMmjSJ+fPns9tuu/HlL3+ZdevWVbo8SSorwytVhd/97ne89NJLXH/99bz//e/f\n8Jk4cSIR4cLtUoVNnjyZ2267jVmzZvGpT32K97znPZUuSVITo0aNYsqUKVxyySWufSVlRERw0EEH\n8dJLL/H0009XuhxJKitfTaGqcO211zJixAguvPDCTaYI/vznP+cXv/gFs2bNYrPNNqtQhVJ1O+KI\nIzjhhBN48MEHueGGGypdjqQWfOtb3+Laa6917SspQxo6rlauXFnhSiSpvAyvlHurV6/mF7/4BRMn\nTuSII47YZP8222zDddddxy9/+Us+97nPVaBCSYMGDWLWrFksXbqUT3/605UuR1ILdtppJ6ZMmcLF\nF1/MjjvuSN++fStdklTV1q1bxx133EG/fv3YddddK12OJJWV4ZVyb968ebz99tv80z/9U4v799ln\nH4YPH86cOXMMr6Qe1LwL0ld9S9nS0stMzjrrLK655hqefPJJPvShD1WgKqk6pZS47bbbWLRoEQCv\nvPIKc+bM4dlnn+XMM89k8ODBFa5QksrL8Eq5N3fuXAYOHMihhx7a4v6IYPz48cydO5fXX3+dIUOG\n9HCFUnWKiA4d05HjJHW/ln72dt55Z6ZOncrVV1/tz6bUgyKCb3/72xu+79+/Px/84AeZNWsWX/rS\nlypYmST1jGjp/6qpYyJiNLBgwYIFjB49utLlSJIkSZIyaOHChYwZMwZgTEppYaXrkXob3zYoSZIk\nSZKkzDK8kiRJkiRJUmYZXkmSJEmSJCmzXLBduXXyxIksWbiQ2j6dz2jX1dczavRoLrjhhjJUJqmp\nuro6vvrV4zjvvMvp169fpcuR1ExdXR3HnXgcl1/kz6jUEyZOPJmFC5fQp0/n/6pWX7+O0aNHccMN\nF5ShMkmqHMMr5dbH9tuP0b/6Fce9+26nz71swAD4ylfKUJWk5mbPnsUTT9zE7Nl7cfzxp1S6HEnN\nzLp8FjfddxN7Xb4Xp5zoz6hUbvvt9zF+9avRvPvucZ0+d8CAy/wjrKRcctqgcmva9OnMGTGCtZ08\nrw6YO2IE06ZPL0dZkpqoq6tj7tyZzJ+/hrlzZ1JXV1fpkiQ1UVdXx8xLZ7LmqDXMvNSfUaknTJ8+\njREj5kAJf4odMWIu06dPK0dZklRRhlfKrX79+jF5xgxmDxjQqfNmDxjA5BkznBoh9YDZs2dx9NHL\nGDgQJk9exuzZsypdkqQmZl0+i2WjlkE/WDZqGbMu92dUKrd+/foxY8ZkBgyY3anzBgyYzYwZk/0z\nrKRcipRSpWvotSJiNLBgwYIFjB49utLlqAV1dXWM3WUX7li6lL4dOR4YO3Iktz/5pP/hl8qsrq6O\nsWN34Y47ltK3L9TVwdixI7n9dn/+pCyoq6tjl312YemEpVADrIORvx7Jk3/yZ1Qqt7q6OnbZZSxL\nl94BHfxT7MiRY3nyydv9+cyohQsXMmbMGIAxKaWFla5H6m3svFKudbb7yq4rqec0dF31Lf6ZvF8/\nu6+kLNnQdVVT3FBr95XUUzrbfWXXlaS8s/OqC+y86h062n1l15XUc5p3XTVut/tKyoJNuq4a2H0l\n9ZiOd1/ZddUb2HkldY2dV8q9jnZf2XUl9ZzmXVcN7L6SsmGTrqsGdl9JPaaj3Vd2XUmqBnZedYGd\nV71He91Xdl1JPae1rqvG/XZfSZXUatdVA7uvpB7TfveVXVe9hZ1XUtfYeaWq0F73lV1XUs9preuq\ngd1XUmW12nXVwO4rqce0131l15WkamHnVRfYedW7tNZ9ZdeV1HPa67pqPM7uK6kS2u26amD3ldRj\nWu++suuqN7HzSuoaO69UNVrrvrLrSuo57XVdNbD7SqqMdruuGth9JfWY1rqv7LqSVE3svOoCO696\nn+bdV3ZdST2no11XjcfbfSX1pA53XTWw+0rqMZt2X9l11dvYeSV1jZ1XzUTEyRGxJCLejYg/RcRe\nla5J3ad595VdV1LP6WjXVQO7r6Se1eGuqwZ2X0k9pnn3lV1XkqqNnVdNRMRE4GrgX4GHgBnA54AP\npJSWt3C8nVe9UEP31fylS5lg15XUIzrbddV4nt1XUk/odNdVA7uvpB7T2H01n5EjJ9h11cvYeSV1\njZ1XG5sBXJxSmp1SegKYDrwDfLGyZak7NXRfTdhsM7uupB7S2a6rBnZfST2j011XDey+knpMQ/fV\nZptNsOtKUtWprXQBWRERfYExwA8atqWUUkTcDXyiYoWpLKZNn87CP/+ZadOnV7oUqSo8/PAfWbJk\nO+bN6/z/M1m3rp5Ro/4InNL9hUkC4I8P/ZHtXtiOPi93/me0fn09f3zoj5xyoj+jUrlNnz6NP/95\nIdOnT6t0KZLUo5w2WBQR2wAvAJ9IKT3YZPu5wCdTSpsEWE4blCRJkiS1x2mDUtc4bVCSJEmSJEmZ\n5bTBRsuB9cCIZttHAC+3deIRY8bQv9m2Dxc/kiRJkqTq8Vjx09TqShQi5YjhVVFKaW1ELAAOAX4J\nEBFR/P78ts4dC2xb9golSZIkSVnXUiPDi8AlFahFygvDq439GLiqGGI9ROHtgwOBqypZlCRJkiRJ\nUrUyvGoipXRjRAwDvkNhuuAjwOEppVcrW5kkSZIkSVJ1MrxqJqV0IXBhpeuQJEmSJEmSbxuUJEmS\nJElShhleSZIkSZIkKbMMryRJkiRJkpRZhleSJEmSJEnKLMMrSZIkSZIkZZbhlSRJkiRJkjLL8EqS\nJEmSJEmZZXglSZIkSZKkzDK8kiRJkiRJUmYZXkmSJEmSJCmzDK8kSZIkSZKUWYZXkiRJkiRJyizD\nK0mSJEmSJGWW4ZUkSZIkSZIyy/BKkiRJkiRJmWV4JUmSJEmSpMwyvJIkSZIkSVJmGV5JkiRJkiQp\nswyvJEmSJEmSlFmGV5IkSZIkScoswytJkiRJkiRlluGVJEmSJEmSMsvwSpIkSZIkSZlleCVJkiRJ\nkqTMMrySJEmSJElSZhleSZIkSZIkKbMMryRJkiRJkpRZhleSJEmSJEnKLMMrSZIkSZKkDoqIb0dE\nfbPP4+2cc2BELIiI1RHxVEQc0wN1tnnPiDgiIv4cEa9HxMqIeDgippS7rlIYXkmSJEmSJHXO/wAj\ngK2Ln/1bOzAiRgLzgd8CHwF+AlwWEf+n1JtHxI4RUd/Fe64AvgfsA3wYuBK4sit1lUttpQuQJEmS\nJEnqZdallF7t4LEnAotTSqcXv38yIvYHZgB3NRwUEccDpwKjgCXAT1NKF7Vx3dSVe6aU7mt2zvnF\n7qz9m9aVBXZeSZIkSZIkdc77I+KFiHg2Iq6NiO3bOHYf4O5m2+4APtHwTUQcDfwbcCbwQeCbwHci\nYmqJ9bV7z+Yi4hDgA8DvS7xn2dh5JUmSJEmS1HF/Ar4APAlsQyF0ui8iPpRSWtXC8VsDy5ptWwa8\nNyI2SymtKV7jtJTSvOL+5yJid2A6cE0L14x2auzIPYmI9wIvAJsB64CTUkq/a+faPc7wSpIkSZIk\n5UpE7AAM68IllqeU/tbSjpTSHU2+/Z+IeAh4DjiKwrpRnRIRA4Gdgcsj4rImu2qAN5oc9z/Ajg3f\nFre93eT4+1JK4zt5+7cprIk1GDgEmBkRi1uYUlhRhleSJEmSJCk3CsFV3+dgbVcusyYiPtBagNVU\nSunNiHgK+IdWDnmZwuLuTY0A3koprYmIrYrbjgceanbc+ib//Cmgb/Gf3wfcA+xBYxfWux29Z5Pa\nE7C4+O1fI2I3ClMXDa8kSZIkSZLKZFghuPospTVfLQdu2ax4crvhVUQMphBczW7lkAcoBE9NHVbc\nTkrplYh4Edg5pXR9a/dJKf29yT3XF7ctKeWebehDYQphphheSZIkSZKkHNoa2LaE89qOSiLiP4Ff\nUZgquB3w7xTSsuuK+38AbJdSOqZ4yizg5Ig4F7iCwvS8I4FxTS77beAnEfEWcDuFAGlPYIuU0nmt\nldJGme3eMyLOAP4CPFu833hgCoV1tjLF8EqSJEmSJOVQLY2z7Dp7XpveB8wFtgReBf4A7JNSWlHc\nvw2w4e2DKaWlETEemAmcAjwPHJdSurvJMZdHxCrgdOA/gFXAY0BrwRVAanVHB+4JDAIuKI7nXeAJ\n4OiU0s3t/QL0NMMrSZIkSZKUQzWUFnvUtLk3pTSpnf3HtrDtPmBMO+ddD7Q6bbDZsc/RTqHt3TOl\ndDZwdkfuV2l9Kl2AJEmSJEmS1Bo7ryRJkiRJUg6VbdqgephPRJIkSZIk5VB5pg2q5xleSZIkSZKk\nHLLzKi98IpIkSZIkKYfsvMoLF2yXJEmSJElSZtl5JUmSJEmScshpg3lh51VRRCyNiPomn/URcXql\n65IkSZIkSaWo7cJHWeITaZSAbwGXAlHc9nblypEkSZIkSaWz8yovfCIbW5lSerXSRUiSJEmSpK4y\nvMoLpw1u7IyIWB4RCyPiaxHhKwYkSZIkSZIqyDix0U+AhcBrwL7AOcDWwNcqWZQkSZIkSSpFDaXF\nHvaxZE2uw6uI+CHwjTYOScCuKaWnUkrnNdn+PxFRB1wcEWemlNaWtVBJkiRJktTNnDaYF3l/Ij8C\nrmznmMWtbH+Iwq/PSODpti5wO9C/2bYPFz+SJEmSpOrxWPHT1OpKFCLsvMqPXIdXKaUVwIoST/8Y\nUA+80t6BY4FtS7yJJEmSJCk/WmpkeBG4pAK1yM6rvPCJABGxD7A3cA/wNoU1r34MXJNSerOStUmS\nJEmSJFUzw6uCNcDngW8DmwFLgP8CZlayKEmSJEmSVCqnDeaF4RWQUnoY+ESl65AkSZIkSd3FaYN5\n4RORJEmSJEk5VEtpsYdRSdb4RCRJkiRJUg7ZeZUXfSpdgCRJkiRJktQa40RJkiRJkpRDLtieF4ZX\nkiRJkiQph5w2mBc+EUmSJEmSlEOGV3nhmleSJEmSJEnKLONESZIkSZKUQ655lReGV5IkSZIkKYec\nNpgXPhFJkiRJkpRDdl7lheGVJEmSJEnKITuv8sIF2yVJkiRJkpRZxomSJEmSJCmHaikt9jAqyRqf\niCRJkiRJyiGnDeaF0wYlSZIkSZKUWYZXkiRJkiRJyizDK0mSJEmSJGWW4ZUkSZIkSZIyy/BKkiRJ\nkiRJmeUS+pIkSZIkKX9qgSjhvASs6+Za1CWGV5IkSZIkKX/6UNp8s/ruLkRd5bRBSZIkSZIkZZad\nV5IkSZIkKX9qgZoSzlsP1HVzLeoSwytJkiRJkpQ/fSgtvErdXYi6yvBKkiRJkiTlTy3Qt9JFqDu4\n5pUkSZIkSZIyy84rSZIkSZKUPzWUNm3Qtw1mjuGVJEmSJEnKn1KnDbrmVeYYXkmSJEmSpPypobTU\nY313F6KuMrySJEmSJEn5U2p4ta67C1FXuWC7JEmSJEmSMsvOK0mSJEmSlD+ldl6Vssi7ysrwSpIk\nSZIk5U8tpaUeJiWZ4yORJEmSJEn5Y+dVbhheSZIkSZKk/DG8yg0XbJckSZIkSVJm2XklSZIkSZLy\nx86r3DC8kiRJkiRJ+eOC7bnhI5EkSZIkSflj51VuGF5JkiRJkqT8MbzKDRdslyRJkiRJUmbZeSVJ\nkiRJkvLHzqvcMLySJEmSJEn5Y3iVG4ZXkiRJkiQpf3zbYG645pUkSZIkSZIyyzyxGyxvY18tsFU7\n578CrGtj/3uKn9asBV5t5x7Dgb5t7H+7+GmN42jkOBo5jgLH0chxNHIcBY6jkeNo5DgKHEcjx9HI\ncRRU0zhURk4bzI2qCK8i4pvAeOCjwJqU0tAWjtkemAUcSOH3n9nAGSml+vauf0sb+4YDJ7dz/k20\n/ZvmAcBBbex/HbiknXucRNu/af4F+H0b+x1HI8fRyHEUOI5GjqOR4yhwHI0cRyPHUeA4GjmORo6j\noJrGoTIyvMqNSClVuoayi4hvA28A2wNfbB5eRUQf4FHgReBrwLbANcAlKaVvtXHd0cAC+CwwrJWj\nqun/GTiOAsfRyHE0chwFjqOR42jkOAocRyPH0chxFDiORo6jUW8ax4sUo7IxKaWF7dxUXbTh7+rj\nFsCWozt/gRUL4bYx4PPKjKoIrxpExDHAzBbCq08BvwS2SSktL247ATgHGJ5SavF3xMbw6l8p5F2S\nJEmSJDVneNWTNvxd/dMLYFgJ4dXyhfArw6ssccH2gn2AxxqCq6I7gM2B3StTkiRJkiRJkqpizasO\n2BpY1mzbsib7Hu3ZciRJkiRJUpfUUlrqYVKSOb228yoifhgR9W181kfEBypdpyRJkiRJqoCGBds7\n+3HB9szpzXnij4Ar2zlmcQev9TKwV7NtI5rsa8ftQP9m2z5c/EiSJEmSqsdjxU9TqytRiMr0tsGI\nmA6cCIwsbvpf4DsppdvbOOdkCi+fHAk8B/wgpXRNCdV1WEQcCPwXheWQ/gZ8P6V0dZP9RwDfBP6B\nwpsJngb+K6V0bTnrKkWvDa9SSiuAFd10uQeAb0bEsCbrXh0GvAk83v7pY3HBdkmSJElSy40MGxZs\nV08qU3gF/B34BoWwJ4AvAPMi4qMppUXND46IE4HvA8cDfwH2Bi6NiNdSSr8uoUIiYkdgSUqpxRl1\nETESmA9cCEwGDgUui4gXU0p3FQ9bAXwPeAKoAz4NXBkRy5ockwm9NrzqjIjYHhgK7AjURMRHirue\nSSmtAu6kEFJdExHfALYBvgv8LKW0thI1S5IkSZKk7GkhcPpWMaCtQwgPAAAgAElEQVTaB9gkvAKm\nABenlG4ufr80IvaiEIBtuFZEHA+cCowClgA/TSld1FYpbew7EVicUjq9+P2TEbE/MAO4qziO+5qd\nc35EHAPs33BMVlRFeAV8B5jW5PuGV10eBNyXUqqPiAnARcD9wCrgKuDbPVmkJEmSJEnqJj2wYHtE\n9AGOAgZSmNXVks3YdO7oauDjEVGTUlofEUcD/0ZhauEjwMcodGetLHF64T7A3c223QHMbO2EiDgE\n+ADw+xLuV1ZVEV6llI4Fjm3nmL8DE3qmIkmSJEmSVFblmzZIRHyIQljVH3gbOCKl9EQrh98BHB8R\n81JKCyNiT+A4CutMDQOWUQiuTkspzSue81xE7A5MB1oKr6KdErcuXrepZcB7I2KzlNKa4jjeC7xA\nIWBbB5yUUvpdO9fucVURXpXf8jb21QJbtXP+KxT+HWnNe4qf1qwFXm3nHsMp/Fy05u3ipzWOo5Hj\naOQ4ChxHI8fRyHEUOI5GjqOR4yhwHI0cRyPHUVBN41DZlDG8orBO1EeAzYEjgdkR8clWAqzvUngp\n3APFTq2XKcz2Oh2oj4iBwM7A5RFxWbNK3mj4JiL+h8JySFAMryKi6b+A96WUxneo+kZvF8cxGDgE\nmBkRi1uYUtiuiBgMfJBCIJcohCVPpZTa+iHpEMOrbnFLq3uGU+j5a8sFtP1b5gEU5je25hUKK7C1\n5STa/i3zHtruC3QcjRxHI8dR4DgaOY5GjqPAcTRyHI0cR4HjaOQ4GjmOgryNw+XaK6Qj4dVj1xU+\nTa1+s91Lp5TWAYuL3z4cER8H/i+FtaaaH7uaQufVCRRCrJeAE4C3U0qvRkTDv2bHAw81O319k3/+\nFI1p6vso/Cu4B41dWO82Ofbl4r2aGgG81dB1VawtNRnHXyNiN+BMoEPhVUSMAo4B/hn4ENB8Afn6\niPhf4FZgdkppMSWIQp0qRUSMBhZ8lkKs2JJq+v8FjqPAcTRyHI0cR4HjaOQ4GjmOAsfRyHE0chwF\njqOR42jUm8bRJLwak1Ja2MYp6gYNf1fnhAWw7ejOX+DFhXDxGOjE84qI3wLPpZS+2MHj7wX+nlKa\nWvz+eeCilNL3O3j+jhQWZG+xTywizgE+lVL6SJNtc4EtUkrj2rju5cColNLB7dx/Nwrrix9BoTvs\nXmABhSDsdQqB2hAKi8+PoZAnDwF+AZzd0lsZ22LnVTcYBmzbhfO72kTat4v3h/Z/Y+8Ix1HgOBo5\njkaOo8BxNHIcjRxHgeNo5DgaOY4Cx9HIcTTKyzhURjV0dArgpue1ISJ+APwG+BuFfwWOphDOHFbc\n/0Ng25TSMcXv3w98HHgQGErhjYK7s/GL5b4N/CQi3gJup7AG1Z4UwqbzWiuljTJnASdHxLnAFRSm\nBB4JbAiuIuIM4C/As8X7jafwZsTpbf8KAPAohTcljgfuLnaitSoiaoFDi9d+FOjXgXtsYHglSZIk\nSZLyp5a2W+faOq9tWwFXA9sAbwJ/BQ5rstD51sD2TY6vAU6j8Ca/tRSm++2bUvpbwwEppcsjYhWF\ndbD+A1gFPAa0FlxBYV2plnektDQixlN4u+ApwPPAcSmlpm8gHERhBu77KEw5fAI4OqV0c5ujL9ij\nM91TxXDrduD2iPhgR89rYHglSZIkSZLyp0wLtqeUjm9n/7HNvn8CaHf+YkrpeuD69guElNJztFNp\ncdH1MW3sPxs4uyP3a+HcTk37a3Zua29lbFXzhbQkSZIkSZKkzLDzSpIkSZIk5U+ZOq/UsojYH/gi\nsBOFxdmbr8mVmi4g3xmGV5IkSZIkKX/KtGC7NhURpwL/CawGngRe687rG15JkiRJkqT8Kd+C7drU\n14E/Ap9OKb3Z3Rf3kUiSJEmSpPxx2mBPGgjMKUdwBS7YLkmSJEmSpK65B/hwuS5ueCVJkiRJkvKn\nofOqsx87r0rxFeCQiPhaRAzt7os7bVCSJEmSJOVPH0oLomzz6bSU0t8j4mLgR8C5EbEaWL/pYWnz\nUq5veCVJkiRJkvLHBdt7TER8BzgLeAH4C9Cta1/5SCRJkiRJUv40TAMs5Tx11nTg18BnUkr13X1x\nm+EkSZIkSZLUFf2AX5cjuALDK0mSJEmSlEcu2N6T5gP/WK6L2wwnSZIkSZLyxwXbe9K/AzdExIXA\n5cDf2HTBdlJKr5VyccMrSZIkSZKUPy7Y3pOeLH79KHBCG8eV1NfmI5EkSZIkSfnTMG2wlPPUWd8B\nUrkubnglSZIkSZKkkqWU/q2c1ze8kiRJkiRJ+dOwAHsp56lLIqIv8Ang0ZTSm129nsuQSZIkSZKk\n/PFtg5U0FLgHGNMdFzNPlCRJkiRJ+eOaV5UW3XUhwytJkiRJkpQ/hleV1m0LuDttUJIkSZIkSd3N\nzitJkiRJkqRWuWB7Jb0KjAJe7o6L+UgkSZIkSVL+OG2wYlJK9cBz3XU9wytJkiRJkpQ/hlc9KiJ2\nBI4BdgKGsOm0wZRS+udSrm14JUmSJEmSpJJFxCTgago50xvAmy0cVvIC7oZXkiRJkiQpf2oS1JaQ\nl9R020vyqskPgSeAI1NKT3X3xQ2vJEmSJElS/tSsh9r1pZ2nzhoG/Ec5giswvJIkSZIkSXlUW19a\neFVb3/215N+DwA7lurjhlSRJkiRJyp2oWU/Uruv0ealmfemLM1WvrwK/iYi/pJRu7u6LG15JkiRJ\nkiSpZCmlxyLiLOD6iFgFPA80b3tLKaWPlHJ9wytJkiRJkpQ7NTXr6VPCtMH6mvV0vl+rukXEScBP\ngdXAs7T8tsGSGV5JkiRJkqTcqampLym8ipp6w6vO+yZwPzAhpdStwRUYXkmSJEmSpBzqU7OeGt82\n2FM2B+aUI7gCwytJkiRJkpRDNbXrqSlhwfaS3lCo3wMfLtfF+5TrwpIkSZIkSaoKJwIHRMTpEbFl\nd1/czitJkiRJkpQ7NTX11JY0bbC++4vJv8cpNEj9EPhhRKym5bcNbl7KxQ2vJEmSJElS7vTps56a\nPiW8bbCEc8TPgVSuixteSZIkSZKk3KmhnppNmn/aV4+dV52VUvpCOa9veCVJkiRJknKnT4nh1XrD\nq8wxvJIkSZIkSVKXREQNcDiwEzAEiGaHpJTSd0u5dlWEVxHxTWA88FFgTUppaAvHNI9WEzAppXRj\nD5QoSZIkSZK6UR/WUcO6ks5T50TEnhTWvXofm4ZWDRJgeNWGvsCNwAPAF9s47hjgdhp/od8oc12S\nJEmSJKkMaqmn1mmDPeVCYADwGeC/U0rdmqdURXiVUvp3gIg4pp1D30wpvdoDJUmSJEmSpDIqdc2r\nPoZXpdgDOCul9KtyXLxPOS7ai10QEa9GxIMRcWyli5EkSZIkSeoFnqf16YJdVhWdVx10NvA74B3g\nMODCiBiUUvpZZcuSJEmSJEmd1Yf1JXZedf4ccS7wtYi4JKX0VndfvNeGVxHxQ+AbbRySgF1TSk91\n5Hoppe83+fbRiBgEfB0wvJIkSZIkqZepYX1JC7aXEnhVm4g4tYXNK4FnIuJ64O+wyS9kSinNLOV+\nvTa8An4EXNnOMYu7cP2HgLMjom9KaW1bB94O9G+27cPFjyRJkiSpejxW/DS1uhKFiJoSF2yvcc2r\njvhRG/u+3Mr2BFRXeJVSWgGsKOMtPga83l5wBTAW2LaMhUiSJEmSeoeWGhleBC6pQC3VrqbEaYN2\nXnXIqJ68Wa8NrzojIrYHhgI7AjUR8ZHirmdSSqsiYgIwAvgThVD8MOBM4D8qUa8kSZIkSVJWpZSe\n68n7VUV4BXwHmNbk+4XFrwcB9wFrgZOBH1NYHf8Z4Ksppct6skhJkiRJktQ9+lBf4oLtThssVXH9\n8AMoNA8BPAf8PqW0qivXrYrwKqV0LHBsG/vvAO7ouYokSZIkSVI5+bbBnhURXwG+Bwym0BjU4O2I\nOCulVPIL8aoivJIkSZIkSdXFtw32nIiYBvwEeAA4H1hU3LUr8BXgJxHxZkrpmlKub3glSZIkSZJy\nx7cN9qhTKSzLdEhKqekv+l8j4mbgt8BpQEnhVZ+u1ydJkiRJkqQqtgtwU7PgCoDitpuKx5TEzitJ\nkiRJkpQ7rnnVo94ERraxfyTwVqkXL2t4FREfAfYDdgOGAQlYTmHu4/0ppUfKeX9JkiRJklSdakp8\n26DTBkvya+ArEbEgpXR90x0RMRH4MjCn1It3e3gVEVsBJwHTKLwaMYA64PXiP28B9ANSRPwNuBq4\nKKW0rLtrkSRJkiRJ1alPiQu223lVkjOATwBzIuK/gKeL298PbA08UTymJN265lVEnAssBv4VmA98\nBnhfSql/SmmblNLWKaX+wPuK++YDXwKejYgfdmctkiRJkiSpetWwntoSPr5tsPNSSq8Coyks3P4Y\nMKL4eQyYAYxJKS0v9frd3Xn1SWAKMC+llFo7KKX0IvAi8KuIOAX4Z+D0bq5FkiRJkiRJPSCltBr4\nSfHTrbo1vEopfaKEcxJwa/EjSZIkSZLUZa55lR/dOm1QkiRJkiQpCxreNtjZj2tetS8i7oiIT5Zw\n3kERcUdnzyvr2wYbRERfYDtgCIVF2zeSUlrYE3VIkiRJkqTqUFPigu2uedUhzwJ3RcRi4Abgt8DD\nKaWVTQ+KiPcAY4BDgc9ReLHf5Z29WVnDq4jYAvgRcDSFNwxucgiQgJpy1iFJkiRJkqTukVI6KSL+\nE/i/wEnA2UCKiNeA1ynkPUNobGJ6DZgD/CSltKSz9yt359VVwKeB64EHgTfLfD9JkiRJkiRqqKfW\nNa/KphhCfTUivgb8I/AJ4IPAlsVDVgBPAA8Af0gprS31XuUOrw4Dzk8pzSjzfSRJkiRJkjZoWPOq\nlPPUcSmldcA9xU9ZlDu8WgE8U+Z7SJIkSZIkbcS3DeZHud82eAnw+YjwrYaSJEmSJKnH9CmGV51/\n26DhVdaUtfMqpfTdiNgM+EtEXAM8D5vGnimlW8pZhyRJkiRJknqncr9tcDvgYOCjxU9LfNugJEmS\nJEnqVjWso4Z1JZ2nbCn3mldXAKOBH+LbBiVJkiRJUg/xbYP5Ue61qPYHzk0pnZVS+mVK6fctfcpc\ngyRJkiRJqjJ9SljvqrDmVduBV0ScGREPRcRbEbEsIn4RER9or56IODoiHomIVRHxYkRcHhFDu23A\nLd/zwIhYEBGrI+KpiDim2f4jIuLPEfF6RKyMiIcjYkoJ9+nXfVVvqtzh1cvAa2W+hyRJkiRJ0kZq\nSlywvQOdV/8I/BTYGzgU6AvcGREDWjshIvYDrgYuBXYDjgQ+TuFFdyWJiB0jotViI2IkMB/4LfAR\n4CfAZRHxf5octgL4HrAP8GHgSuDKZsd0xMsRcUlE/GMnz+uQcodX/wUcHxGDy3wfSZIkSZKksksp\njUspXZNSWpRSegz4ArADMKaN0/YBlqSULkgpPZdSuh+4mEKAtUFEHB8Rj0fEu8WvJ7ZXThv7TgQW\np5ROTyk9mVK6ALgZmNFkLPellOYV9y9JKZ0P/JXCTLrOuBn4F+DeiFgaEd+LiF07eY1WlXvNq/7A\nWuCZiLgR+Dubvm0wpZRmlrkOSZIkSZJURQrTBju/+Hp70wZbsAWFEKmtmWcPAN+PiE+llH4TESOA\nzwG/bjggIo4G/g04GXgE+BhwaUSsTOn/t3fnYZZdZd2wf093IDFBREQyMAlEXgRkEFB8md9AQEBF\nRBRRw6CAgPg6MaiRfPgxRQRBCIhhSlRA/ERwgEAMg8wyGuYhCQlkgAQIkAHo7uf7Y5+Ck6LG011V\nu07f93Xtq/rsvfbaq3pl6P7VWs/uk9c7qAyB2amLzp2SZNkMpqqOSnKjJOsq8dTdD6+qRye5T5IH\nJfmDJE+sqg8mOTnJK7v7gvX0OW2jw6tnTv36Mcu06azwGwcAAACwXjuze8aC7Wu/p6oqyV8leXt3\nf2y5dt39zkktqVdV1UEZ8pjX5YpZyXFJ/qC7Xzv5/LmqummSR2YIgL7n8asM77AkiwOjC5JctaoO\n7O5vTr6Hqyb5QpIDk+xK8qjuPm2Vvr9Hd387yWuSvGbS5y8l+dUMu/L+oqpOTfJ3SV7T3Zetp++N\nDq+uv8H9AwAAAHyPhZpXs9y3DidkqGF1+5UaVdVNMtScOi7JG5McnmHBz99kKLd0cJIbJnlxVZ14\nheEkX53q5yNJrrfwcXLu61Pt39bd917PN5Dk6xlqYl0lyVFJnl1VZ3T329bZz3d099cyfC8fTvL4\nDFsK7zk5vl5VL0pyXHdfspb+NjS86u7PbWT/AAAAAEvZsYbw6iOv+Gg+8oorLpj65sWXr6n/qnpe\nknsluWN3n7dK8yckeUd3P2vh0VX1qCT/VVV/ku/WrvrNJO9ddO/0N/EzGQrEJ8m1k7w5yc3z3VVY\n0yuazk9y6KK+Dk3ytYVVV8lQyynJGZOP/zMJ2p6YZKbwqqqun2Hr4IMybEG8KMnzkpyU5FtJHp7k\nsUlukCHUWtVGr7wCAAAAGKWbPfCmudkDb3qFc+d94PyceOuXrHjfJLj6+SR37u6z1/CogzMEN9P2\nZAitqrsvqKpzk9ywu1+5XCfdfc7UGHZPzp25TPN3ZQi7ph09Ob+SHRm2EK5ZVf1Qkl9O8msZ3sL4\nrQxvOnxcktd393TxscdU1TlJ/myt/e/T8KqqPpbk6RkKcS2elOXuOTDDHsg/6u6b7MvxAAAAAPun\noWD7+rcNrlawvapOSPLAJD+X5JJJ8fUkubi7L5+0eWqSa3X3MZNr/5rkRVX1yAxF04/IUP/7Pd19\n/qTNk5I8p6q+luQNGQKk2yS5Wnf/1XLDWWGoL0zy6Kp6RpKXZNgSeP8Mq8UWvpcnJHlfks9Onnfv\nDAHUI1f8Tfhe52XImN6V5FFJXtXdX12h/UeTfHGtne/rlVcvS/KsDL/Zr8tQ1f4DGV4HeWmSVNUh\nGWph3SbJ3ZL8bIZE7i/28VgAAACA/dTOGd82uIbA65EZVky9ZdH5h2TYGpcMNa2us3Chu19eVVfJ\n8CbBZ2aoY/WfGbYTLrR5cVVdkmG10vFJLklyeoaC8MvpZS90n1VV984Qkj02yeeTPKy7p99AeEiS\n52fYgnhZkk8keVB3/9MKz1zKU5Oc3N2fXUvj7v63DCuz1mSfhlfdfXxVvSDJw5I8OMmvZ/IbWVUL\n/8QsPLOSfCRDsviSSTEvAAAAgL22M3tmfNvgygXbu3vHan1090OWOPf8DEHRSve9Msmy2wYXtf1c\nhoLuK7V5W5Jbr3D92CTHruV5qzgjWf43u6p+JMmduvuk5dqsZJ/XvOrur2dIBf9qMrj/neTGSX5o\n0uSiDEneu1bYlwkAAADA9vDSDAuYzlrm+k9N2owjvJrW3Wdl+YEDAAAAbIiNqnnFklaqvZUM2xPX\nv4dzwtsGAQAAgLmzM3tmCq9W2zbIoKpunuSWU6fuWFVL5UxXy1An7FOzPkt4BQAAAMydHTMWbLfy\nas1+IUMd82Sod/6IybGUryb5jVkfJLwCAAAA5s4B2T1TwfZZ7tlPvSjDGwMryXuT/FmS1y9q0xne\nmvjZ7rZtEAAAAIDN0d3nJTkvSarqrkk+3t1f3IhnCa8AAACAubNjxppXO9S8WrfufutG9i+8AgAA\nAOaOtw1unKp6c5I9Se7R3buq6rQ13NbdfdQsz9sxy01rVVV7quq8qrrTMtcfVFX+qQAAAAD2qYW3\nDa7/sPJqDSpXzJR2TM6tdMycQW3GyquDkpxaVX/U3c/ZhOcBAAAA+zlvG9w43X2XlT7vaxu68mri\n/yb52yTPrqqTq+qgTXgmAAAAAJugqmoj+9+M8Orb3f3oJA9Ocr8k76iq627CcwEAAID91M7szgEz\nHLPUySJfqKrnVNXtN6LzzQivkiTdfVKS2ye5WpL3V9VMRboAAAAAVqPm1aZ6a5KHJnlbVZ1dVc+s\nqtvuq843LbxKku7+UJJbJ/nvJG9I8rDNfD4AAACwf9gxU3C1W82rGXT3A5NcM8mvJHlvkt9O8u6q\n+mxVPbWqbrk3/W9qeJUk3f3VJPdO8tQkd97s5wMAAADzb+ekYPv6D+HVLLr7su5+dXffP0OQ9WtJ\nTk/yexl24H1i1r43Ory6fpJ/WXyyB09Kcosk/2eDxwAAAADAJunuS7r7FRkCrD9K8o0kPzprfxsa\nXnX357r70hWuf6S737qRY6iq61XViVV1RlVdWlWfrqrjqupKi9pdp6r+vaouqarzq+r4qtr0lWkA\nAADA3tuZPTMWbFfzam9U1cFV9StV9c9JvpjkOUkuyLADbyYH7KvBjdiNk1SS30ry2SQ3S3JikoOT\nPC5JJiHVfyQ5N8ntkhyR5OQk30ryp5s/ZAAAAGBvLNS8muU+1qeqDspQIuqXk9wrQ+ZyVpLnJnlV\nd39wb/qf+/Cqu09JcsrUqbOq6plJHplJeJXkHhlCrrt294VJTq+qY5M8vaqO6+5dmzpoAAAAYK8s\nvG1wlvtYty9lCKzOTfKiDIHVe/ZV53MfXi3jakm+PPX5dklOnwRXC05J8oIkN03y4U0cGwAAALCX\ndkwKts9yH+v2sgyB1ds3ovP9LryqqiOTPCbJ70+dPizD/stpF0xdE14BAAAALKG7f2cj+9+24VVV\nPS3J41do0kl+rLs/NXXPtZK8PkMa+JINHiIAAACwRXZOCrDPch8rq6o7JUl3v23682oW2q/Xtg2v\nkjwzyUtXaXPGwi+q6ogkpyV5e3c/YlG785PcdtG5Q6euregNSQ5adO7HJwcAAAD7j9Mnx7TLt2Ig\nqHm1sd6SpKvq+7r7WwufV2hfk+s7Z3nYtg2vuvuiJBetpe1kxdVpSf47yUOXaPKuJH9cVdeYqnt1\ndJKLk3xstf7vmeH1hAAAAOzfllrIsFDBms21Y8bwaofwai3umiST4Oo7nzfKtg2v1mqy4uotSc7M\n8HbBa1ZVkqS7F+pavTFDSHVyVT0+yeFJ/jzJ87r725s9ZgAAAICx6u63rvR5X9uxkZ2PxN2T3CDJ\nUUnOyRB6nzf5miTp7j1J7pNkd5J3JjkpQ6X8J23yWAEAAIB9YGd2z3ywPlV1WlUdtcL1u1bVabP2\nP/crr7r75UlevoZ252QIsAAAAIBtbkd2Z2d2zXQf63aXJCeucP2aSe48a+dzH14BAAAA+x9vG9x0\nKxVsPzLJ12ftWHgFAAAAzB1vG9xYVXVMkmOmTv1pVf3WEk2vluTmSf5j1mcJrwAAAABYr4OT/PDU\n5+9Pvif56ySXJHlhkifP+iDhFQAAADB3dsy48mqHlVdr0t0vSPKCJKmqM5P8bne/biOeJbwCAAAA\n5s6O7MrO7JzpPtanu6+/kf0LrwAAAIC5c0D2zFSw/QArr1ZVVddNku4+e/rzahbar5fwCgAAAJg7\ntg1uqLOSdFV9X3d/a+HzGu5b/1K4CK8AAAAAWJ+HZgirvr3o84YQXgEAAABzZ0d2Z2d2zHQfK+vu\nl630eV8TXgEAAABzZ+eM2wZ32ja4z1TVlZNcqbsv2Zt+1h9BAgAAAIzcsPJq17oPK6/Wr6p+paqe\nvejck5J8I8lXq+o1VXWVWfsXXgEAAABzZ2d254AZjllWa5E/SHLIwoeq+t9JnpTklCTPTnLPJH8y\na+e2DQIAAACwN26Y5OVTn381yflJfqG7d1XVjiS/mOSJs3Ru5RUAAAAwdxZqXq3/UPNqBgcmuXzq\n89FJXt/duyafP5bk2rN2LrwCAAAA5s6O3buzc4Zjx27bBmdwZpK7JUlV3SbJkUneMHX90Az1r2Zi\n2yAAAAAwd3bu3p2du9a/imrn7t6A0cy9v0nynKq6SYYVVp9P8m9T12+f5KOzdi68AgAAAGBm3f3X\nVXV5knsleX+SZ3T3ZUlSVVdPcliSF87av/AKAAAAmDs7d3cOmGEV1U67BmfS3X+b5G+XOP/lJLfZ\nm76FVwAAAMDc2bE72blr9XZL3ce4CK8AAACAubNzxvDKyqvVVdWbk+xJco/u3lVVp63htu7uo2Z5\nnvAKAAAAmDu1J6kZgqhaf433/VEl2TH1eUeS1fZo1qwPE14BAAAAsGbdfZeVPu9rwisAAABg/uya\nHLPcx6jsWL0JAAAAwDazO98NsNZzqHm1blV13aq6w6Jzt6iqk6rqVVV1373p38orAAAAYP4shFez\n3Md6PTfJVZLcLUmq6tAkb05y5SRfT3L/qvql7v7nWTq38goAAACYP3syBFHrPRRsn8VPJnnT1Off\nSPJ9SW6R5FpJ/jPJH87aufAKAAAAgL1x9SRfnPp8nyRv7e7PdveeJP+c5Mazdi68AgAAAObPLPWu\nZi3yzpeSXC9JqupqSW6X5JSp6wdkL0pXqXkFAAAAzB81rzbTqUkeW1VfS3KXDIul/mXq+k2SnDNr\n58IrAAAAYP4s1Lya5T7W6wlJbpTkmUm+leQPu/vMJKmqA5M8IMk/zNq58AoAAACYP1ZebZruviDJ\n7avqB5Jc1t3fmrq8I8lRsfIKAAAAgK3U3Rcvce6yJB/em34VbAcAAADmj4Ltm6qqrltVL6yqT1bV\nV6rqTpPz16iq51bVrWbt28orAAAAYP7YNrhpquomSf4rwyKp9yQ5MpPMqbsvrKo7JDkkycNm6V94\nBQAAAMwfBds30/FJvprkdkk6yRcXXf/3JL88a+e2DQIAAACwN+6U5AXd/aUM4dViZye51qydW3kF\nAAAAzJ9Z61epeTWLHUkuXeH6Dyf55t50DgAAADBfFmperfdQ82oWH0hy76UuVNUBSX4lybtn7Vx4\nBQAAAMyfhZpX6z3UvJrF05Lcs6pekORmk3OHVtXdkrwxyY8lefqsnds2CAAAAMwfbxvcNN39+qp6\ncJLnJHn45PTfJakkX0vyG939tln7F14BAAAAsFe6++Sq+uckd0/yoxl2+302ySnd/fW96Vt4BQAA\nAMwfBds3XXdfkuRflrpWVdXdS72JcFVqXgEAAADzR82rUaiqK1fVw5N8ctY+hFcAAADA/Nmgtw1W\n1R2r6nVV9YWq2lNVP7faUCYBzlOq6qyquryqzpjUiNowVf1PXlEAAB+JSURBVHWXqnr/5Hmfqqpj\nFl3/har676r6SlV9o6o+WFW/ts5nXLmq7l9Vj6+qh1fVEVPXDq6qxyU5K8kLM9S/moltgwAAAMD8\n2biC7Yck+VCSFyf55zX2+uokP5zkIRnqQB2evVhQVFXXS3Jmdy/ZR1X9SJJ/S3JCkl9NcrckJ1bV\nud39pkmzi5L8v0k+keRbSX42yUur6oKpNiuN4Ygkb0lyw3w3mLpsEuZ9K8k/JLlWkvcm+Z2s/ffq\newivAAAAANaou9+Q5A3JUMdptfZVdc8kd0xyg+7+6uT02Uu0+80kv5/k+knOTPLX3f2ClYaywrXf\nTnJGdz9u8vmTVXWHJL+X5E2T72Px2/+eO1mddYeFNqt4ymSsxyf5r8mv/yzJi5JcI8lHk/xad791\nDX2taO7Dq0kaeWyS/5PksCRfSPL3SZ7S3d+eard4V2sneWB3/+NmjRUAAADYR8ZTsP1nk7wvyeOr\n6teTXJLkdUmO7e7Lk6SqHpTkuCSPzrCq61ZJ/raqvtHdJ8/wzNslOXXRuVOSPHu5G6rqqCQ3SrLW\nsOnuSV7a3U+c6uP8DKvM/j3Jz3f3PqkgNvfhVZIbZ1i+9lsZlubdLMmJSQ5O8rhFbY/JkJ4uJKdf\nDQAAALD9LBRsn+W+fesGGVZeXZ7kvhlWJb0gydWTPGzS5rgkf9Ddr518/lxV3TTJI5MsFV6ttuLr\nsCQXLDp3QZKrVtWB3f3NJKmqq2ZY5HNghtjuUd192hq/r0OTvHvRuYXPL9lXwVWyH4RX3X1KhnRx\nwVlV9cwM/wAsDq8u7u4vbdrgAAAAgI2xcTWv1mtHhkjsV7v7G0lSVb+f5NVV9agkOzPUjXpxVZ04\ndd/OTC2qqaqPJLnewsfJua9PtX9bd997nWP7epJbJLlKkqOSPLuqzlhiS+FSdmYI5KYtfL54neNY\n0dyHV8u4WpIvL3H++VX14iRnJHlhd790c4cFAAAA7BNrCK9e8b7hmHbx4jhm752X5AsLwdXExzME\nUNfOECAlyW9mKG4+bTpK+5kkV5r8+tpJ3pzk5pkqlj7V9vwMK6OmHZrkawurrpKkuztDBpIk/1NV\nN0nyxCRrCa+S5Eeq6iemPv/A5OuPVtX37Gbr7g+ssd8r2O/Cq6o6MsljMhRBm3ZsktOSXJrk6CQn\nVNUh3f28TR4iAAAAsAkeeJvhmPaBc5JbP2OfPuYdSe5fVQd396WTc/8rw2qsz3f3N6vq3CQ37O5X\nLtdJd5+z8Ouq2j05d+Yyzd+VIeyadvTk/Ep2ZNhCuFZ/PjkWO2HR58pQW3znOvr+jm0bXlXV05I8\nfoUmneTHuvtTU/dcK8nrk7yqu19yhcbdT5n6+OGqOiTJHyURXgEAAMB2szuzbQFc5Z5JXnBkvrvi\n6QZVdYskX+7ucyZ5xRHdfczk+j8k+dMkL62q45L8cIY39L14ahXUk5I8p6q+lqEW94FJbpPkat39\nV8sNZYVhvjDJo6vqGUlekmFL4P2T3Gvq+3hChkLyn508795Jfi1DmaW1eMga2+21bRteJXlmktW2\n9S0sfUtVHZFhZdXbu/sRa+j/vUmOraorTb+VcClvSHLQonM/PjkAAADYf5w+Oabt+11orMnG1by6\nTYYtez05/nJy/uVJHpqhWPp1Fhp39yVVdfckf53kv5NclORVGXaALbR5cVVdkqE29/EZ3kh4epLl\ngqtMnr30he6zqureGd4u+Ngkn0/ysO6efgPhIUmen2EL4mVJPpHkQd39T6t8/wvPePla2u0L2za8\n6u6LMkz4qiYrrk7L8A/JQ9f4iFsl+cpqwVWS3DPJEWvsFAAAgPm11EKGc5O8aAvGst/boPCqu9+a\nYXvdcte/Z0XSZFfYPVbp95VJlt02uKjt57LKFrxJ0fVbr3D92EwFaGO2bcOrtZqsuHpLkjMzJJjX\nrBpW1nX3BZM298l3X/F4eYZ9oE/MkHYCAAAAsEXmPrxKcvckN5gcC8XNFhcK+3aSRyd51uTaZ5L8\n3+4+MQAAAMD2s0E1r9h8cx9eTfZgrrgPs7tPSXLK5owIAAAA2HAbV/OKTTb34RUAAACwHxJezQ3h\nFQAAADB/hFdzY9nq+AAAAACw1ay8AgAAAOaPgu1zQ3gFAAAAzB/bBueG8AoAAACYP8KruSG8AgAA\nAOaPbYNzQ8F2AAAAAEbLyisAAABg/tg2ODeEVwAAAMD8EV7NDeEVAAAAMH+EV3NDeAUAAADMHwXb\n54aC7QAAAACMlpVXAAAAwPyxbXBuCK8AAACA+SO8mhvCKwAAAGD+qHk1N4RXAAAAwPyx8mpuKNgO\nAAAAwGhZeQUAAADMHyuv5obwCgAAAJg/ezJbELVnXw+EvSW8AgAAAObPrsy28mqWe9hQal4BAAAA\nMFpWXgEAAADzR82ruSG8AgAAAOaP8GpuCK8AAACA+aNg+9wQXgEAAADzR8H2uaFgOwAAAACjZeUV\nAAAAMH/UvJobwisAAABg/qh5NTeEVwAAAMD8UfNqbgivAAAAgPlj2+DcULAdAAAAgNGy8goAAACY\nP2pezQ3hFQAAADB/bBucG8IrAAAAYP7symzFkhRsHx3hFQAAADB/rLyaGwq2AwAAADBaVl4BAAAA\n80fB9rkhvAIAAADmzq7dybdnvI9xEV4BAAAAc2fXrmRXz3Cf8Gp01LwCAAAAYLSsvAIAAADmzq49\nM24bVPNqdIRXAAAAwNzZvXu2IGr3DFsN2VjCKwAAAGDuzFywfZ+PhL0lvAIAAADmzu7MFkSp1z4+\nCrYDAAAAMFr7RXhVVa+tqs9V1WVVdW5VnVRVhy9qc52q+vequqSqzq+q46tqv/j9AQAAgHmzK8O2\nwfUetg2Oz/4SzpyW5JeS3CjJ/ZLcMMmrFy5OQqr/yLCN8nZJjkny4CRP3uyBAgAAAHtPeDU/9oua\nV939nKmP51TV05O8pqp2dvfuJPdIcuMkd+3uC5OcXlXHJnl6VR3X3f7ZBQAAgG1Ezav5sb+svPqO\nqrp6kgclecckuEqG1VanT4KrBack+YEkN93kIQIAAAB7ycqr+bHfhFdV9fSq+kaSC5NcJ8l9py4f\nluSCRbdcMHUNAAAAgC2wbcOrqnpaVe1Z4dhdVTeauuX4JLdMcvcMqwBP3pKBAwAAABtu114cjMt2\nrnn1zCQvXaXNGQu/6O4vJ/lyks9U1Scy1L76qe5+T5Lzk9x20b2HTr6ev9pA3pDkoEXnfnxyAAAA\nsP84fXJMu3wrBsJ3tg3Och/jsm3Dq+6+KMlFM96+c/L1wMnXdyX546q6xlTdq6OTXJzkY6t1ds8k\nR8w4EAAAAObHUgsZzk3yoi0Yy/5Owfb5sW3Dq7Wqqp/MsKrq7Um+kuTIJE9O8ukMoVWSvDFDSHVy\nVT0+yeFJ/jzJ87p7lqAWAAAA2EJWXs2PbVvzah0uTXK/JKcm+USSv03yoSR3WQimuntPkvtkCFjf\nmeSkJC9L8qQtGC8AAAAAE3O/8qq7P5LkqDW0OydDgAUAAABsc7YNzo+5D68AAACA/Y9tg/NDeAUA\nAADMHSuv5sf+UPMKAAAAgG3KyisAAABg7tg2OD+EVwAAAMDcEV7ND+EVAAAAMHd2ZbYgSng1PsIr\nAAAAYO5YeTU/FGwHAAAAYLSsvAIAAADmzu7Mtopq974eCHtNeAUAAADMHdsG54dtgwAAAMDcWVh5\ntd5jtZVXVfWkqtqz6PjYKvfcpareX1WXV9WnquqYvfrm1mC1Z1bVb1bV26rqy5PjTVV1240e1yyE\nVwAAAMDcWVh5td5jjSuvPpLk0CSHTY47LNewqn4kyb8l+c8kt0jynCQnVtXd1/ktTfd5varas5fP\nvHOSf0hylyS3S3JOkjdW1eGzjmuj2DYIAAAAsD67uvtLa2z720nO6O7HTT5/sqrukOT3krxpoVFV\n/WaS309y/SRnJvnr7n7BCv323jyzu399+obJ838xyVFJ/m6N39umsPIKAAAAmDsbtW1w4ker6gtV\n9dmq+ruqus4KbW+X5NRF505J8tMLH6rqQUmOS/LEJDdO8sdJnlxVv57ZrPrMJRyS5EpJvjzjMzeM\nlVcAAADA3NnAgu3vTvLgJJ9McniG0OltVXWz7r5kifaHJblg0bkLkly1qg7s7m9O+viD7n7t5Prn\nquqmSR6Z5OQl+qxVxriWZy72jCRfyPeGXltOeAUAAADMnfMz25sDL1zlenefMvXxI1X13iSfS/KA\nJC9d7/Oq6uAkN0zy4qo6cerSziRfnWr3kSTXW/g4Off1qfZv6+57r/f5k36ekGH8d+7ub83Sx0YS\nXgEAAADz5MIkl/5zcvBe9PHNrJ5jJUm6++Kq+lSSI5dpcn6G4u7TDk3yte7+ZlVdc3LuN5O8d1G7\n6V2MP5NhW1+SXDvJm5PcPN9dhXXZWp85fbKq/jDJ45Ic1d0fXeZ72FLCKwAAAGBudPfZVfVjSa6x\nF91c2N1nr6VhVV0lQ3B10jJN3pUheJp29OR8uvuLVXVukht29yuXe053nzP1zN2Tc2fO8sypfh6X\noc7W0d39weWevdWEVwAAAMBcmQRPawqf1quq/iLJv2bYKnitJP9PhvJar5hcf2qSa3X3MZNbXpjk\n0VX1jCQvyfA2v/snuddUt09K8pyq+lqSNyQ5MMltklytu/9quaGsMMxVn1lVj5+M/YFJzq6qhZVa\n31imdteW8bZBAAAAgLW7dpJ/SPKJJK9M8qUkt+vuiybXD0/ynbcPdvdZSe6d5G5JPpTk95I8rLtP\nnWrz4gzbBh+S5H+SvCXJMUmWW1mVJL3shTU8M0Mx+Csl+ack504df7DCM7dEdS/7vbKKqvqJJO9/\neJIjtnowAAAAjNK5SV40/PLW3f2BLR0MbENWXgEAAAAwWsIrAAAAAEZLeAUAAADAaAmvAAAAABgt\n4RUAAAAAoyW8AgAAAGC0hFcAAAAAjJbwCgAAAIDREl4BAAAAMFrCKwAAAABGS3gFAAAAwGgJr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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "app = ResLayer_app()\n", "display(app)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [default]", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" }, "widgets": { "state": { "4ab839f1d4c54d078505a9d4c6ff9d0e": { "views": [ { "cell_index": 6 } ] } }, "version": "1.2.0" } }, "nbformat": 4, "nbformat_minor": 0 }