{ "cells": [ { "cell_type": "markdown", "metadata": { "nbsphinx": "hidden" }, "source": [ "This notebook is part of the `kikuchipy` documentation https://kikuchipy.org.\n", "Links to the documentation won't work from the notebook." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Pattern matching\n", "\n", "Crystal orientations can be determined from experimental EBSD patterns by\n", "matching them to simulated patterns of known phases and orientations, see\n", "e.g. Chen et al. (2015),\n", "Nolze et al. (2016), \n", "Foden et al. (2019).\n", "\n", "Here, we will demonstrate *dictionary indexing* (DI) using a small Ni EBSD data\n", "set and a dynamically simulated Ni master pattern from EMsoft, both of\n", "low resolution and found in the [kikuchipy.data](../reference.rst#data) module.\n", "The pattern dictionary is generated from a uniform grid of orientations with a\n", "fixed projection center (PC). The true orientation is likely to fall in between\n", "grid points, which means there is always a lower angular accuracy associated\n", "with DI. We can improve upon each solution by letting the orientation deviate\n", "from the grid points. We do this by maximizing the similarity between\n", "experimental and simulated patterns using numerical optimization algorithms from\n", "the [SciPy library](https://docs.scipy.org/doc/scipy/reference/optimize.html).\n", "This is here called *orientation refinement*. We could instead keep the\n", "orientations fixed and let the PC parameters deviate from their fixed values used\n", "in the dictionary, here called *projection center refinement*. Finally, we can\n", "also refine both at the same time, here called *orientation and projection center\n", "refinement*. The need for orientation or orientation and PC refinement is\n", "discussed by e.g.\n", "Singh et al. (2017),\n", "Winkelmann et al. (2020), and\n", "Pang et al. (2020).\n", "\n", "The term *pattern matching* is here used for the combined approach of DI\n", "followed by refinement.\n", "\n", "Before we can generate a dictionary of\n", "simulated patterns, we need a master pattern containing all possible scattering\n", "vectors for a candidate phase. This can be simulated using EMsoft\n", "(Callahan and De Graef (2013) and\n", "Jackson et al. (2014)) and then read\n", "into kikuchipy." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we import libraries and load the small experimental Nickel test data" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Exchange inline for notebook or qt5 (from pyqt) for interactive plotting\n", "%matplotlib inline\n", "\n", "import tempfile\n", "import matplotlib.pyplot as plt\n", "import hyperspy.api as hs\n", "import numpy as np\n", "from orix import sampling, plot, io\n", "from orix.vector import Vector3d\n", "import kikuchipy as kp\n", "\n", "\n", "plt.rcParams.update({\"figure.facecolor\": \"w\", \"font.size\": 15})\n", "\n", "# Use kp.load(\"data.h5\") to load your own data\n", "s = kp.data.nickel_ebsd_large(allow_download=True) # External download\n", "s" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To obtain a good match, we must increase the signal-to-noise ratio. In this\n", "pattern matching analysis, the Kikuchi bands are considered the signal, and the\n", "angle-dependent backscatter intensity, along with unwanted detector effects,\n", "are considered to be noise. See the\n", "[pattern processing guide](pattern_processing.rst) for further details." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Removing the static background:\n", "[########################################] | 100% Completed | 0.2s\n", "Removing the dynamic background:\n", "[########################################] | 100% Completed | 1.0s\n" ] } ], "source": [ "s.remove_static_background()\n", "s.remove_dynamic_background()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "Note\n", "\n", "DI is computationally intensive and takes in general a long time to run due to\n", "all the pattern comparisons being done. To maintain an acceptable memory usage\n", "and be done within reasonable time, it is recommended to write processed\n", "patterns to an HDF5 file for quick reading during DI.\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#s.save(\"pattern_static_dynamic.h5\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dictionary indexing\n", "\n", "### Load a master pattern\n", "\n", "Next, we load a dynamically simulated Nickel master pattern generated with\n", "EMsoft, in the northern hemisphere projection of the square Lambert projection\n", "for an accelerating voltage of 20 keV" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "energy = 20\n", "mp = kp.data.nickel_ebsd_master_pattern_small(projection=\"lambert\", energy=energy)\n", "mp" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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M3bnkCkn64z/+Y73pTW/S9PS0Tp8+fcHvfsMb3iCfz9cWcP4f/+N/6JZbbnlKz3Ixx4XW5sng8kePHtWtt96qV7ziFfqt3/otJRIJxeNx3Xrrrbrxxhv1G7/xGzpy5MgTvh5rzJq740KvMTzP080336xyuazbb79d2Wz2CX+ndPH23alTp5ROp88zOsLhsLLZrJ29i/ndz3nOc/TOd75T//AP/6BrrrlGz3jGM3Tbbbdpbm6u7X3PetazdPfdd6unp0fPe97ztGvXLn3605/W3/7t36qzs/OC9/FoIxKJ6Bd/8Rf1ta99TYuLi7r99tu1f/9+PfLII3rrW9/6uJ9/tHV+rDWWHl3GnCtf77vvPv37f//vtX//foup//qv/7okParsuVzHE1ZOfv+/XDGJR/uux7sH7/8LZG5ubl4S9/N0j5mZGb30pS/VLbfcov/8n//zBd+zf/9+STovgZDP+/3+81hOkvTd735X3/nOdxSNRnXLLbdckDQxPDys5z//+friF7+oer2uu+++Wz6fry1w/MOOVqv1lD73w67NXXfdpWazqR/90R89728/+qM/qmazqW9+85tP+HrszSfrwf7e7/2e7rzzTv3mb/7meV7QpTJ4tqdjvO9979P4+Lg+/OEPKxgM6r/+1/+qK664Qv/wD//Q9r5Dhw7pK1/5imZnZzU7O6uvfe1ruuKKK1Qul3Xttdc+pe+Ox+P6xV/8RX3nO99RIpG4IEHh3PFU1/mJ7Nd7771Xz372s1UsFnXHHXdoYWFBc3NzT9qLv1zGv6nyRY8liNfW1p6QW/50jfn5+fNewwI8l6L6RMbi4qJe8pKX6JWvfKU+9KEP2esPPfRQm3J+/vOfL0l68MEH2z6/tbWlo0eP6tnPfvYF6bC///u/rxtuuEEf/vCHdfToUb373e++4H3ccsstqlQq+vKXv6zPfvazT9lrAuo617tZWFh4Stf7Ycfq6qqkCwsZBAnveSIDA+BCe/NcT4Dx0EMP6e1vf7ue+cxn6n3ve98T/i53XKx9t2/fPpXL5fOs842NDS0vL2vfvn0X/bs9z1Or1VJvb69+4zd+Qz/4wQ/0v/7X/9LGxobe+c53Pu7n77vvPnmep1e96lWP+97Pf/7zF0QeJCmXy+nKK688r6LKhcajrfOjrfGTGX/8x3+szc1Nvf/97z8vRPBvcfybUk7XXXed9u3bpzvuuOM8S/+222571M33LzFGR0c1MTHR9trXv/51Sdu4/ZMZy8vLeulLX6rnPve551lNN910UxtO/bM/+7NKJpP6yle+0va+//W//pfq9bp+6Zd+6YLfgbJ405vepJe85CX6nd/5HX3/+98/730/8zM/o3g8rj/8wz/Ul7/8Zf3iL/7ik3oWRn9/vyRpcnKy7fXvfve7T+l6T3REo1FTiAsLC/qVX/kVra6u6pnPfOajfj+vnRtzfKxx+PBh9fb26pvf/GabAvY8z+j+7tjY2NAv/MIvKBQK6U/+5E/aYqg/8RM/8YTjRefSnIvFov75n/9Zhw8fviD8/WiDs8OeZXzta1+T53kXPFv33HPPeXDy17/+dYXDYb3sZS+z14hLMS8f+chH9M1vflP/83/+z/POxo//+I/r6quvVrlcttf+9E//VL/6q7963vd/5jOf0e7du5/Qud/a2tLdd999QWhsY2NDp0+ftj3xWIP7/du//du21y9GObBwOCxpOx75zGc+034++tGP6vDhw3rrW9/a9vrDDz+sw4cPt732zGc+87x42KU6/k0pJ7/fr0996lOq1Wq69dZbbaPdcccd+uhHP/qUCREXY/T39+tXf/VXVSwWJUl/8Rd/oa997Wt64xvfqGuuueYJX2d1dVWveMUrdObMGfX19ek973mP3v3ud9uPe2glKZvN6nd/93f1pS99SZ///OclSWfOnNFb3/pWvehFL9LNN9/8uN/5mc98RtFoVG94wxvOg0xjsZh+7ud+Tt/5znf03Oc+1/JFnux4znOeo3w+r09+8pMql8tqNBr6yEc+8pRhvSc6Dhw4oOPHj6vVaukb3/iG/vRP/1SxWEw/9mM/ppe//OX6yle+ok984hPa2tpSo9HQpz/9aX3pS1/Sj/3Yj7UJ2McbwWBQv/M7v6PFxUW94x3v0NbWltbX1/XOd77zgpDOf/7P/1kPPfSQfv/3f/88r+SRRx55wtD11NSUPvaxj2lra0v1el2/9mu/Js/z9JGPfOQJ37u0nedz6NAhvfOd79TJkyclbceh3vnOd+raa6/Vb/7mb573mUKhoF/5lV9RtVpVq9XSH/zBH+j+++/Xu971rrYYy4EDB+y5yuWyPvjBD5pXescdd+irX/2qwWV33nmnHn74Yf27f/fv7POlUkmf/OQnrb7g+vq6PvKRj+gLX/iC/vRP//QJJ8rOzMzoF37hF9riZ6dPn9a/+3f/TrVaTe9///sf9xq/9Eu/pGuuuUa/8zu/YzHJBx98UJ/73Oee0D081njNa16jQCCgYrGoe+655yn/IIMebdx2223q6+tTOp1WMplUNBrVz/3cz513FtPp9AV/zt2bf/VXf6VsNmvXeu5zn6v19fXHf+DHovLdf//9Xnd3txcKhTy/3+91d3d7d9xxh/f3f//3Xnd3t+f3+71QKOR1d3d7Dz/8sPdbv/VbXnd3tyfJi0QiXnd3t3fy5MknRBt8+9vf7uXzeU+SF4vFvEOHDnme53mHDh3yYrGYJ8nL5/Pehz70Ie/b3/72ed9///3327Xuuece75WvfKXX1dXl9fT0eM95znO8v/mbv3lSNMavfe1r533H2NiY98u//MteJpOx/IlXvepVXqPR8Lq7u71IJGK5JR/72MfsWkNDQ94LXvAC7+///u+9Zz3rWV6hUPB6e3u9//Jf/ksbrfiJjK985StGdX20n3Np1563XYPt0KFDXldXl9ff3+/deuut5+WmvOAFL/CSyaQnyctkMt7rXvc6e7ZwOOxJ8rLZrPdbv/VbbZ/7x3/8xwvSjJ/s+P73v+895znP8ZLJpHfVVVd5n/jEJ4wans/nvf/7//6/Pc/bnk/3Pn/iJ37C87ztckPuXnnPe97jra+vn7c2n/zkJ+077777bu8Zz3iGl8/nvf3793t/9Vd/ZX9bX1/3brvtNu/gwYNeIpHwEomEd+DAAe/d7373k6bKMz7/+c97Bw4c8NLptHfllVd6H/3oR713vetdniRvfHzc8zzPq1Qqns/n8yR54XD4vB/W+LHOG1TyT3/609673/1ub+/evV4ikfCuv/7683IDn+hYWVnxbr31Vm9oaMgrFAre4OCg95/+0386r5SW552lt3/xi1/0nvGMZ3jZbNbbvXu397u/+7vnvXd1ddX72Z/9Wa+rq8vr6+vz3vKWt3itVsubnZ31fvu3f9u7/vrrvd7eXq+np8e77rrrvI9//ONW+87zPO973/ued9NNN3n9/f1eLpfzBgcHvV/4hV94wrLH8zyvVCp5n/rUp7zXvOY13r59+7zu7m4vlUp5AwMD3r//9/++Tb543qPvQc/bzpn6+Z//eS+VSnn9/f3eTTfd5I2OjnqSvFtuucXe97GPfey89avVat5tt93WJgvddI2vfvWr3uHDh71ms/mUf85N1Tl3+Hw+78Ybb7Tf/+iP/siT5L3sZS9re18qlXrceT127Jjn8/m8n/mZn7G5iUQi3rXXXvu4n718SfCX0UA57YydcaHx5je/2fP5fF61Wr1o10Q5ffazn71o13wyA+W0M7bH3NycJWD/sOPw4cNeo9F4yj+Pp5zy+fx5hmtXV5fX0dHR9toTUU7Pe97zPJ/P15ab9cY3vtGT5N17772P+dl/U7DeztgZl/L47Gc/q0984hPnvf69731Phw4dUjwe/1e4q51xscfzn//886At4pQQlC7lsbi4eF5uWCgUekoQ+7333qt8Pt+Wm/Xa175WkvSxj33sMT+7o5x2xs74Fxrz8/N6z3veowceeEDSNoP0Pe95jx566CF94AMf+Fe+u51xscY///M/6+1vf7vFVR544AG97W1v0/Of//zzkpifyvC2Ea+n/PNkx+bmpubm5vSc5zznvL8985nPVDqdViKR0J49eywJmbG2tnZevU/yTY8ePfqY37ujnJ7GQXHRyclJfec731FPT4/+8R//8V/7tnbGv9J45StfqZe//OX66Z/+aStw+q1vfUt/93d/p5e//OUX7Xt+/Md/3Irx/tqv/Zquv/76i3btxxsUM5XOFtR1i/b+nzA++MEP6nvf+55GRkaUzWb1qle9SjfddJP+5m/+5qLlRv4wymlsbEyxWMx+Xve61z3md/30T/+0QqGQ/vIv/7Lt9d27d+snfuIntLS0pFKppP7+ft10003neUTnVrRIJpOS9LjUfJ/3VFTpkxhf+MIXHrc69Wtf+9rHTCT72Mc+poWFBS0sLGh1dVWbm5uqVCra2trS6uqqVldXbeKz2azC4bBVj6BicqPR0ObmptbW1ozFFw6H5ff7FYvFFAwG1dHRoWw2a9cjI77ZbCoQCGhoaEgdHR1aXV3VwsKC0um0JKnZbKrVaqlWq6mzs1PRaFSbm5uamZnR6uqq6vW6Go2Gfc+znvUsdXd3y+/3q9lsanNzU57nWdXi1dVVzc7OanR0VOl0WrlcTuFwWJ2dnero6FC1WrX3BgIBjY2N6dSpU6rVavI8T6lUSvl8XuFwWOvr67YJCoWCdu3apRe/+MV2Le6tXq8rFovZv41GQ6FQSLVaTbOzs7rzzjs1MTGh1dVVJZNJqwTd39+vSqWilZUVu8dEIqHOzk6bu2AwqGw2a99z5swZra2tKRgMKpVKqV6vy+fzyefz2eE9c+aMSqWSNjc31dHRoUKhoK2tLa2tranZbCocDiuTyaijo0Pr6+taX1/X1taWNjc3Va/Xtb6+Lr/fr46ODsXjcXV3dyuZTCqfz+u6666zauVXX321ZmZm1NfXp4cfflhzc3OamZnR/fffr2KxqEqlovn5edt3rVbLSuJ0dHQoFAopEokoEoloc3NTy8vL2tjYUCAQUGdnp0KhkBYWFuw5crmcdu/eLWk7wZh9G41GtbKyokajoc7OTu3evVvRaFTBYFBLS0tqNBoKBAK2f6vVqtbW1rSxsaFUKqVkMqnp6WkVi0UFAgFVKhXF43Ht2rVLL3nJS9Tb26tYLKatrS0Fg0HVajVFo1H7NxgM2r5dW1vTN7/5TU1MTFieWTQaVSQS0cbGhorFolZWVuTz+RSLxbR3714NDw+r2WxqbW1NnucpkUjYtTY2NlQqlVQulzUyMqLe3l7F43F7r8/nU0dHhwKBgFqtlubn5/XP//zPajQaqtVqdm/xeFx9fX22b9fW1hSLxeT3+62tSblcVqFQUDwe1+bmpsbHx+38rq2tqVwuy+fzKR6Pa2lpSZubm/Y9rVbLUlDYvx0dHZZWkUqlbI42Nja0tLRk+zYejysejysUCimZTNq+KxQKKhQKete73vW4LLknOg4fPvxDpVg897nPvWBayIXGe9/7Xt122226++6728rHXWg0Gg1FIhFlMhktLi5K2s4T3L9/f1tppaWlJeVyOT33uc/V3Xff/ajXCz7qXy7SeO1rX2sY41MdCwsLtrDBYFCtVkubm5uq1WpW3qPRaKjZbGp2dtaEHBgp+jcUCimVSimVSsnzPK2vr6vZbGp9fV0dHR3yPE8zMzOmqMrlspaXl+X3+1WtVrWwsKDu7m4Fg0FFIhETWM1mU/V63Q4BIx6PW7mXVqtl94iA4cDUajU1m027bxRmMplUKBRSpVKxZ2g2m4rH4woEAtrY2FA4HFYwGFQ6ndbGxob8fr8ajYZmZmaMQru6umrzEY/HNTk5adfw+/02F9DQeS6fz2cHNxQKmQW0vr6uVqullZUV7dq1S+l0WqFQSMVi0focBYNBE86hUEjT09P2fNFoVJlMRhsbG1pZWbH7brVa6ujoUGdnp+U9VatVBYNBE/AIMxQRe0LahhAajYY8z1M8Hrf139rasnwbz/M0PT1twnB8fNz+XVxcVLFY1PT0tBYXF1WtVm2P0bvH7/fb3tvY2FBnZ6d9r7QNgXCflUpFHR0dpsgSiYT6+/vleZ7W1ta0ublpz721taVUKqVwOKyNjQ1NTU2Z8uIZUM6NRkOtVkvBYFD5fF6xWEw+n69tLiWZ8qzValpYWFAwGJTneVZ2bHl5WcFgUI1GQz6fT6VSSc1mU6urq1paWtLc3JxWVlbahDZKPxwOq9VqKZ1OKxgManV1VRsbG3Yepqen7Sz4fD4T2rFYTJVKReVy2Z4vEAgoFouZMYPSCQQCKhQK9jw+n6+tdmWz2dTKyoqi0agCgYA6OjoUiURULBY1Nzen+fl5raysKJFIqNVqyefzmTFYqVTa9hGfT6fTlnjdaDTMkPX5fG3niH0YCAQUCoXMUMYAZU8itzBILtZ4mn0KSdL73/9+feADH9Bdd931uIpJkrXVcVuodHZ2anl5ue19999/v6SzKQSPer0nf8v/8gPr7YEHHjDhjWLZ2NiwA9tsNi0fpdlsmkfj/X+Z5mwov9+vYDBo12Jz40V4nmfX4npcw+fz2ft5DWWGFczG5HcseITQPffco0gk0uZat1otux8+h7DhfqgP5wpp6axwXl9fV7Vatefb3NzU1taW3VMgENBDDz2k7373u2bdIagQwAiUZrMpv98vn88nz/PMa63VaufVM4xGoyZAOLx4MChdhJCktveHw2FTkuFw2J4Jw2B9fd3mkLnhmZhj7htrNxAImBfC+0qlkj3vmTNn7L25XM7uuVQqmeFQLpdN0fC8Pp9PwWBQoVCozchgn3HvCGOfz6dWq2V/i0QimpycNI/b8zxtbGyo1WrZXpa2DRm+89z5Q9FxzydPnrT3u0IhGo2qUqmYsuUarVarbY1brZYZEDxvpVLR3NycnTGUFwYKyjGRSKhcLuv48eOmnF1PiD0YCATk8/kUDoc1Pz9v3gZz4/f7VavV7Gd9fV2RSEShUMiMAebQVRz8jvfDfsVYZG+46xYKhex+gsGgwuGwefTcD8/nygv+DQQCCgQCdr1AINCWVF2tVrW1tWXXuvbaa//Vqpz8MOPd7363PvShD+kf//EfTTG97nWv0/ve9z4NDw/rL/7iL/Txj39cd9xxR9vnUNCMw4cP6+677zbkQJIVCf6P//E/PuY9XBbKaXV11ZTJ4uKibZpQKKRwOKxYLKaNjQ2DsDhAGxsbtlEQ8K5QDwQC5qK7G5DDhdLY3Nw0KA0oDriKQ+8qEdcilGTWKgcSi4zPbWxsmFXLPUoy647P8F1YZlhtPHuj0TDBzXe6hweFOjc3p8XFRYXDYQ0MDJgA4BnwOMLhsJrNpqrVqt0L3+l5nhqNhqrVqlZXV00YuRYdwsG9Jp4dAmJ9fd3Wg++QtpUJCgvvTZKtAd+DYpNkc8y9oZz8fr9WV1cVCAQUiUTkeZ7q9bqCwaAqlYpZvhgnGxsbWl1dNeEsqU35sO4U+uX7ea/P57P1lWTW9NbWlubm5szb5974Pz/sAQSc6+G6sDSeLcaKe2+BQEDr6+sGqyUSCfO2WQcUhiTz1jY2Nuz7A4GAPRN7h3Pg8/nsvcCaW1tbpsxYV/YrCoi9yD263jmJyaAZPBdePHPsKgrXIMBwkbYtds5hIpEwhe5e91zDled1jT++w+/3m7xhjoE62aPIG6DDrq4uO5cXezydntM73vEOfehDH9Lb3/52HT161IgLX/7yl/XmN79Zw8PDmpyc1De/+U3dcccd1nH4P/yH/6CtrS295S1vsWt98pOf1MGDB/X6179ef/Znf6Zisajbb79d11577ePGQi8L5YTlxAF1BSWeD96LOzjIbEipvTCja+3zdzY91iiHOJPJ2KYEJtra2lIikZAk87Dcjc/B6ejoaFOMlKLBat7c3FRnZ6cikYgJ1VarpfX1dftOlB4eFN4YgpRD61qFeFRYezz3+vq6NjY27BmAD3luhIznearVaqpUKtrc3GxTiCg9N953rhLifeFw2KBDF0bhfa5FLJ2NxbhWLzAS8+Va8liyrrHgeoGuwGd9WKtKpWLfixDlfSg3rs/9so7EQvDUeT4MA7w97suNMboK7dy54zVgKlcRYGy5+5b5iMfjCgaDZjyhKPg/Rpy7hnhclUrFFA+wdSgUMqgNJQUMyP1ubGyY8EXJc0+cT56bOCZzIskUKIrFfb/rNaJU3X0RiUTsWaRtryUUCikWi7UZUMy5O7+cJ84n8sWNA2IYYtTgbTMwgjGKOZ+e5ymZTNr6XGzlxP09XeODH/ygJD0mg/TVr361vvKVr+infuqnbM8FAgF98IMfbCtCfeDAAX3lK1/RLbfcomQyqa2tLV133XVPqGjyZaGcEI5YY7jy7qFGALsufjKZtCCm3+/X0tKS6vV627UkmbDAUu/s7LTvcQU+CiyTyWhwcNCUCMpxc3NTk5OTdpBRIIlEwoQXMCRCptlsWvC4Xq+rs7PTqJcsOvdAgNaF/kqlkr0OWQNrDWgOMkckEtH6+roV5HSxfA757t27DXaijIsL8XGgEcxcc2try4QpgWEOEMIMRY73xFpgwUejUYt3Yanz/Bx26Sz7JxAIaHh42GJ3MzMz9jnXu0K4uxCsu3YdHR22J7g+sU32hHstPLRms6ndu3ebAB8bG7O1Z68gwF3rHMUaj8dVr9fbgvDsJeYZI4e2JhhH7jonEglFIhF7Du4hFApZ7C8WiymdTmvv3r2StmFTCiFDwsDbkLbbXbC24+PjNl+SzFOCdMD5IV7DPoEQ4XpiMLWWl5dVqVTMqKhWq7ZuKJhwOGwKqFqttimYQCCgwcFBW0sMSeJfXK+zs7PNOPE8T5FIxDxK7pNzFQqFzNOKRqPKZrNmqGLMuPsIRVer1ezZ2R/r6+uam5s7z2i+GOPpVE5P5NrDw8PnVYZ/tPHqV79aS0tLT/o+LgvlhKfSbDbN4mOzw5LDMkVQu54BGDYbCmEIvMYhc1164h+tVsugDzZ/q9Vq8xhc2HF4eNi8nqmpKYM1ENwoAb/fbwFkF8JZWVkxEkYqlTLhXSgU7ABxEKWzkKELweAVoLCBgzg84XDYmH3AKtK24Dt9+rQJZazncDhs8xMKhZTL5VQoFJRIJFQqlbS8vKyVlRVTLCsrKya83DVEMLtxP1hujUbDyCwujIl3lMvlbK43NzdNuGOt+/1+5fN5m0O8DNYI6xyhjrBOJBJtAf5yuWxxNe4VBenGklKpVJuVz/2Uy2VjxMXjcfl8PhWLRfMw8CCBihHCCFnX+0aoAt1KsvtnnjDAMpmMcrmcEXdKpZLBp+Fw2K5x77332voGg0FtbGyY1c9+gGCBIcV9uB6UJLOW8TxchYqShczCPj1z5kzb9/N/zi3rQHxIkimSZrOpgYEBI6YsLS3ZXsE7ZV5CoZDNpySD7vHC3FgsSqazs9M8OhS7C+9yBjBWUFRuTJQ5IS6JbLrY4+lUTpfKuCyU0+rqqra2toyd5sYxXMiAA83GxjJyWWORSESVSuW8vwFXsLmAzzhgLmEB6MMNfHItGFywmIABxsfH2wQASqKzs1PZbFadnZ3GoELQuzRa7o9MbeIjrleDZRoKhSygj+CTZEo6l8sZawqL2CU6cH/1el3RaFSpVMqUI0y9aDTapiA6Ozs1PT1tSg3Bife3trZm18cbACZMJpOq1+uqVqv2dwQWhBHmEeJAPp9XOp02pe8qs1gspkceecTWGKjS3S94St3d3caQm5+fNwHEvLDXXELG3r17TSkCpbVaLXV1dRlrEU9Q2m4kR7Df9SQkGS0dUgpxP4wPnh0YtdFoKBqN2jr09PQokUiYAopGo4rFYuZNEUvc2NhoE6Z8vwtRwrZi/VxPkvsLh8OWYoHSYl3K5bIZHEBqnAGeX1KbQg2FQlpbWzNFw7kGZfD7/dYeAkMSoxIjy43NcS7PVX5c1/XKeX84HG6DS8PhsO1dYpEuOgDRaGNjoy284Coq9hTya2c8+XHZKCdJRjGNRqMmUJvNpqLRaNthIxZC4Njv9yuTySiRSCiTyWjPnj2GjZODIcngIRduQkhhDXGIc7mcKS8O89ramllhQIuZTMaq8QLjcUig1I6Ojtoh5rBks1n19PSYEAJiIUdF2lY2tVrNvEEXy+cAulASn+H9gUBApVLJmE2hUEhdXV3KZrPKZDJGC19aWmqLB+zatcv+Xy6X23KZyuWyqtWqOjo6tLi4aMIhkUgomUxaDIGxvr6ulZUV+f1+7dmzR9ls1u4LCj3KjeA71OC5uTmDSBH4kDLIfcILQUFDaUbwTE9Pm+Lf2tpqg/lQFKurqwbXeJ6nU6dO2d5wIVGs/3w+b9Abhg4QVTKZVC6XU7PZ1NLSkhYWFswIcFlOLrFjYWGhLSaC55jNZs26X1tbM+jT5/OZMYQXQc5NLBbT8vKylpaWtLi4qK2tLQvuFwqFNpIF93HuXnJZrAjkzc1NxWIx85Yx+oAAMVrm5uaMGDE7O2tM22g0alWwQQgQ+vF43HLpisWirRdwHMYJiAZeI2uKAedS6cPhsJEbgsGgGSnQ7xcXFy2dYHl52RQXsWE3tQJDDq8TY5LUDIzqizl2PKdLZHBIYcRgcXOQzsXyscxdBt3S0pKxzorFogYGBuyAx+NxVatV2+Bra2taXV1VpVIxq4vvRum48By00mAwqLW1NTuU8XhczWZTpVJJ+Xze7oWE1Xw+r0wmo+XlZYMJsc6SyaRZey7TbH19XV1dXQqHw6rX65qfnzcB6EI0CCnYSy7mXi6X7e+pVEq5XM6YXM1m00gCbkCY0Wg0DKYKBoNmtQO9kOfgsp1QyghPlA6HOhgMKhaLaXh4WPF4XLVaTblczqztSqVi0GkqlVK5XDar3u0FBHW9Xq+bl4agA1Z0ySGBQEDpdFrRaNQMEjd+iZdFLAaPFW+WuIQb3N/c3FQkElE6nTacHaGLF4ggT6VSlucGy5R5SSaTarVaWl5etv3NWcDDQTDjsY+NjRmDEoOBZ8F7JNbTbDZtH2FMNRoNE8TRaLSNqIISI8gPEYlUgGazqe7ubkWjUYPNYPCtrq4qHo8bUcAlcZBcm8lk2oyoZDJpvxeLRYshA7NxP/V6vU1R4umw5/Bi8A6TyaTlH3J2iTFh0JDQDmLjnie8efaUC3kScgAuRTmyPy62TPy3Pi4b5cQGwPJ36bWSTNDiXcBEcoWzz+czQYeXI20Hf2OxmB1oDnw6nbbPz8/Pt7ntBKOxcFGMKMdms2kFD/3+bQp8PB43oYZHhFfEPWcymTYYCkx9amrKILBwOKzV1VWVy2WDb6SzsSaXPeTz+cyD5HrE21yrGhiiVCpZ9nsqlWoT5szF1taWMbuAbkikbDQaVpkCRR6JRNRsNjU3N2ceBLANsZ9sNqtsNmuxImIybkUE7oM55f8ocTdeg6fqKkjunZhTNBpVtVpVuVy2HKJ6vd6W3I1RgHJ34xZuEN0lzASDQSPfABOj6Fylnc1mtWvXLi0tLalcLmt1ddXmh3VgP15ov8RiMfOeXeYk9876soaNRsPicdK20mTdIR0hsDHM/H6/QWie59kehoDhKmagOdZ/YWHhPOUeCoXM815eXrYz5zIQI5GIVlZWVK/XzTDDY6QCBsoBBeF6msStUKbd3d2S1Abt422REwdJyCU9cI75Prxu7ieVSlluGXuD9xKn4vMXczzdbL1LZVwWyimbzWp2dtasIklGv3bjTOvr68aukbYVFo3rgOwQ+ggkkg8JYMOW6+3ttZbLCPyVlRVNTU1pYWHBvAsUJ1YeJAesJjeZcGVlpY0cwYEipgCMhqVNuRhiSMRdXNiCg4DVns/nlUqlLD6AgDl06JBWVlZUKpU0Ojpq1jPPzyGnckO5XLZco87OTquq0Ww2lU6n7X4R9ljbyWRS6XRalUrFyu6sra1Zno10NnYAlAIs9PDDD1ulAeIlWLyHDh0yptfs7KyVCpqfnz9P6PPjvt7V1WXxtt7eXit9RKUOhCjXnZ2dValUMkXP+gJx8dyU8UG5QUyg6WKlUtHY2JhWVlZsTtfX1xUOhxWPxw2mTCaTlhYAjIjF73pC+XzevCo8LoQiOX/Ef7hnSDasEUrJXXcX6k0mkxoZGVEul1MqldJ9991nwpr9SBkj9jIMTDfulM1mtba2pnQ6rUwmY0qLGBMepCQzdlzCCGQGjDUMGs4QXop7/kAdCoWCBgYGlEqlTJFK2x2pSfAGIYEODgSI/EAZMfc005NkhAxij8SP3cRtXmceLubYUU6XyOCQNhoN22T8H1YO9E4sN5/PZ9022fgMlBUwzfr6umHpAwMD6unp0dbWliYmJoyNlEgk1NPTY8rr9OnTtpmJfbkHB+WDAnFxekkm9NPptHlYCGksPCoWABEQe0OAA3VAWtjY2NDy8rK2trYUCoW0Z88ey+KHDryysqJ0Oq2uri6r50a8a3193YRYJBIx+i4xAZcRhdcoyZQOz9rZ2WkwGwnCs7OzFj9IpVJqNBpW3sf1aijrg8EBCUSSBaDxLkneRDgjnCAioDS5b0mW7wPNN5fLGXw5MTGhdDptAp5nIwiPVS/JYECXppxIJNTd3a1MJtOWGAvjD9gXogbPxH4AVuzo6DBSDL+T7BmNRttKJrnP7q6BC8cBWeMFQpzIZDJGq240GlbnkERSIGAEc7VatSTiUCikQqFgZAKqk3D+iD15nmeeHfvdpfEzV+VyWeVyWWtrazY3wOUoPs47itLNvaPcEfseIw0Y3WWb9vX1ye/366GHHrIcQRfOBTp1yVKJREL5fN7iVm6pMPaoC6PjxWFkXGzl9H/CuCyUE/AJ2Lgko2KHQiGzNBGSPp9Pvb29Fh9AaQFbICB4L1DN5uampqenVa1WjWIMzry1tWW0397e3rYqApLsX6y8QCBg+U2uFxMIBNqy4KlHhzUObJDNZi3+BETpxrmwmDlUCIelpSUTVtVq1ZhVk5OTSiQSZvUmEgk70AiVnp4eDQwMqFgsamlpyZQgChiIyCUg8C/3VS6Xtbi4aExDlBUe3NbWlkEzMOtisZiRSvCAmT+s1+7ubkuoPnPmjM098Azfwzy79QpRErDAgP/YU+6/wMYoNhdCwQAh8A/VGu8OJVytVrV7926LPUE7RlGcSxQAmsMTRTEyJ65xNjU1ZUmmQHDEX8jzc9cIpICUgN27dyubzSqfz6vRaFjx0mw2a/sBj4B8oZ6eHtsnLkmFNcLAoKIKTE6MMcp9kRLC3qpUKlZayS1BxrOzfzjn3APf7RqC6XTa4ry9vb12RvAuocS3Wi17DgwIzj8wHF5QLBYz2YOyi0ajmp2dtf1AuSVqW7qGGnvqcstzulTGZaGc3AAnAiGZTFrxTZQNjJl8Pm+foX7axMSE5ctIMgsQyxQq7vz8vBYXFy34TpVtLGVosHv27DHLdnR01CwpcHY8HaxAmEVQcd1qBlQu97zt0kKTk5MKBALq6emxjU08A8FJrAdBHIlE1NfXp3Q6rYWFBYPTjh07ZjTpQGA7kbenp0fj4+NmAWNlz8/Pm3IkOZjEWRQqlirWJQLfja8g/NfW1ozd1NXVZZ8nHoQ1DwyFRcw64aVVKhUdOXLE8nvIMcpmswa5oqiBniDDcA3ua3V1VSdPnlR/f796e3vNW+vs7FRvb6/m5+c1Pj7etnbcKwKM+AMCH08Tll+9Xtd3v/tded52wufg4KDNWzgcNoYk9w3UlkgkbE1JFSAmAhzmxlvcPCMXWsM4QTkTc5FkRtH4+HhbdQwYmTwXleObze3yVSh9GG6FQqEtRsf8A5G5dSAhhmxubvcFwoNBsUajUeXz+ba4EV43CoTzBSsyENguCovyHhkZMc+8s7PTql5UKpW2Ku7UXESZkhOJsRIKhazlB3tj165dFjdjXcrlsubm5szbhRwSi8Xa8rL4zMUeO8rpEhkEHfFK1tbWLK6CAMHzgL6JWw7rCEgAgRqLxYyNQxCVDQiUhRdSLBZN6KdSKcViMfX09Jgn1dPTo7GxMS0uLiqbzZqVu7S0ZJsULBpPh8NGYB+4wvU0ID9EIhE98sgjFj/De8RiRaAR/M1ms8ZOBEohLiXJrFnmFOsOK75YLLZBh1j6xAKy2awGBwcVjUa1tLSk5eVlLS8vq1QqmXIhNwaLt1gsmoXf1dVl3hIxj2g0qrm5Obs/IBa3rFQ8Hm8rNcMASnFzfWDtuUQGPAgEaK1WU1dXl/r6+lSr1bS4uNjmWUGfd/NjgFDxSvDAgft4P3AVjDvWi/viuXp6etpynra2tlSpVKyGpOtl4W2ybiREZzIZZTIZZbNZ1et1TU5Oam5uzpQjc9RqtYy6Tp4Rz4aAlWQQFHHYdDptnh0pA4FAQBMTE22kHXLrJFkV9FAopKGhobaSWS6TjnV0c9K4B4S6WwYL+jyx2q6uLg0PDxubdnNzUxMTE6rVaqaIODfn5peBiAC/QTJx70s6m2uGB1YsFi3ZmutBLe/o6DBFz7OsrKxcVFLEDiHiEhssCJY6iYgIcuAAqLTkIvl8Pl1zzTWamJgwgQOUR5xHUtt1z40R4QX4fD7Nzs4a5o9XMDIyouHhYaVSKetbAh7ONYAhpLNtPzgwFA89N5APvEUeFoLGjaG5n/X7/Tp9+rR8vu06a4ODg2a1A51ks1kVCgUTNlio5GK4zDIOLAOK7KlTp7SwsKCOjg7zUKWzyZW5XE5dXV2qVCpaX19XpVLR7OysKbe5uTnL+UkmkxbvQpGHw2EtLy+3QXLkJnFvCDru8dyEZJJjUTau8CMOEQwGdeDAASvdc/LkSWOzQYcGOmOtgdqAgJgXCDB4U3g0xNaks7lLoVDIYFpJFqNbWlqyOUPQRSIR9fb2GkEmmUxqcXFRpVJJKysr9jMxMWG9hoAQ3dwa9iJzBBSMckUJArNmMhktLS2ps7NTBw4cUKPR0OTkpCYnJzU9Pd2m8F0SAYqDmBOpFJAh3PgOipFzzBlBMcAq5bvIAQRN2Lt3r7LZrPx+v6ampsy7HBsba0t25sdl1LoMyHNZoG6Fjo6ODl1zzTV66KGHVK/XVSqV2tJO+DxyyE2QfjqVyI5yukSGy9ohNkRwOhQK2UFyWTsEuDs6OjQxMWF5JZLM/fa87SrLU1NTbYmzCKt6vW5WGx4LwuaBBx4wy3RmZsZYVPQoqVQqSqVS5tmQLAlmTiWJQCCgXC5n5U5cxhClevL5vPbs2WMWbT6ft4OMYCQvgwRdYKNjx46ZRdhsNlUsFrW8vGwHEgactN1/an19vS1I7FKqsQaLxaJKpZJZ0ZAc9uzZYwrWLYoJ7EJAf2xsTDMzM6pUKqrX6yZ4c7mcyuWy9cChjA6xBtYVjw7oExgMwgiCj/lxBRQeNgZCsVhsE1QI8XPZf1yL78XazmQyBlPOzc2ZsnYrmUhn88xYHzxa8r6o1hEMBrV//34NDw+b4YDhRIwll8spnU6r2Wzq9OnTRp6YnZ01YQ5RAXiP8wO0irJ1qxdwH81mU4uLi2Y03HHHHWZgQbOWZCxDqq5zPlz6NGhEsVg0WJw5dGOYfA7jpK+vT4lEwsgonM1sNmt7dn19XSdOnFCxWNT4+HhbvUyMBNaNs4V3CDqCQh4YGFAikZDP57NwAbLn61//uqU3UHcTI5L0D5AcYtouKYW52xlPblwWygkGG5i/JGtoR6FGhBcCnBgPVOlUKqXR0VHFYjHlcjnL0ic73M3zkM72SHLpzCg+6LlYWaOjo5qfnzeqL1Uh9u7dq3w+b+y/Uqmkubk5HTlyRD6fz6A2CBTAjggyPB48Og4IsFY4HLb6dmDh0tlETfD5RqNhJXQIyqMoiB+hDKWzhU85oK7Xh/XJ67FYTIVCQdls1srW4PWtrKxobW3NoFViLIVCQYFAwCpIAAfxvQgAhCvP5OZUoaioGMBzwOpyCRhAcngifH+j0dDi4qLtH1hXhULByBcYQ9LZPlR8D4oOyjzrAqzL/fIswJesT71eV7lctvsiNpfL5dpgWBeihMrM+vb29hod3+3n5LL1XKIB0KjL/uSeSWqFdRqPx62SOcQT9gXvxfOhmgnKFGQCBed6uKydW93D9Wii0agOHjyonp4eM9zm5uasM/Hc3JyWl5dVLBbNMEPpk3/kemCso3sP7DWo5y49ndqEtVpNIyMjtjeRB4QWUHwu0WhpaamNMIL82akQ8eTHZaGciDEBi3ieZxn1tAXG6sPS9/v9yuVyZglLaqMQAzv4fD719fWZkHRhv2w2a8rDhQAQym5/GhhFkgwWuPHGG9XV1WXCcWVlRX19fQqHwxobG9Ps7Ky19cYaJWMeIYAHg4Dh+xCG4NtQVlGwbkVnrGheQwhvbW1ZnIcDNTs7a/cDVTgUClleSqt1NrE1HA5rcHDQSvJQVojEWfK0XDKH3++3eJXneXrkkUfaSkUBK+ZyOYvpQE7AGMAKdS1tadtg4f94BShE7rmjo8OELgYDlHlYcJSEcplzQKzEdarVqjY2NpTNZm39XY/B/RzxMuayVCrZtXm+jo4OXXXVVRocHFShULA6hcQqQQog+QAjMV/EOtw9g8DFONrY2LCu0rBOXRo6whRlxL4hFwmYVJLFFlFy4+PjZgi5LFL2KfPBeyABcVaJ5/X29mp4eFgHDx60PKtms6krrrhCi4uL+vznP295hqRNAL2DEODVnIuwuEWGgVdp/V4ul025Q9rguV14G4IFXhLVLUAJ3DPC5+jGezHHjnK6RAbKyXWVEWiVSkV79uyxID6C3K2KgODO5XKam5uTz+fT9PS0KYF4PG4sPqitlKHhYMHKciEGBJwLJ9TrdRNEZ86cUbVaNTYWdNTFxUUtLS21xYs4ZMR/YKWRa0Kh1mazaUmYzAeQoOedbZiGsuMAFotFxeNxJRIJYyM2m02bM94vnc3LmZ6eNoGazWaNKYhix/uBcAJUSsUByCKS2gqK4u261G+3Oy7eDZ4JUKjL2sKCxXLn/olrEDPCw5DOxi1ZP/aUJLOAiVG58QLWB5KJC5lB6QdKIzDuUsBdWjxKGCEP4w0vl/fl83kjqBCzarVaVrmBuaxWq6pWq1pcXDRBLm3nwmGcTE9Pm3Jiv/EeSeZlklzdaDSUyWRsf+Tz+TaoF8XjeiMYdHgsFFeWpFqtZkqQCuXSWQ89FApZ4jlFhkdGRiw2Vy6XLd7DOSQfC4MN+jqMRQw0N34K1M1ewEtFWfIva5bL5dq6EyCL3HSWWCymrq4uy3tELjEffOZijx3ldAkNoBDpbMM8Sq+QPEt7bdhwc3Nzxr4BzovH45qentby8rLK5bIxgIATqJIsyQQMuDcxJlx8DiqHhXuZnZ1VuVzW5OSkeXb9/f1mJafTafX19Wn37t2q1WoW84JphIClBl4oFDKKOpBiq9Uyq433ozgRGPl8vq0CBjk4xJ6oiwczkOfCA4VBuLm5qVKpZAqYREqYZVjrhULBBGl3d7dh+FQ9oELCqVOnjCFJt1BiLii4qakpE+S1Ws2qGvBceEXBYNBgmUAgYN4oMCeKAMFaLpdVqVRsvYmBIPgRYFRIR5hT9QAqPFVEmHfun1wb4mZUUqA2IAKd+BNxu0gkoomJCZ08eVLBYFB79+41SKu7u9tq0+GxraysKJlMamFhQTMzM21wGl43dHogRdYT46BQKGhzc9PKHs3NzdlzLy8vW6FkKoew3i5ZhnnHU11dXW0jFUDucFM7eP+uXbsMShsYGLC6g9PT0/qjP/ojM/I4r5RIIlEXwwvDxmXZ8f3cJ+w/14OD/k1+GvPFeQU5IV2FWBTGYDKZ1MDAQBtrk9w75NXToUR22HqX0GADuTAGggvhicVKMFzaxtuBTNx4FX132MCjo6OKx+NGPCiVSlYuCIHsZnnj2RBUh4ZLszyEJfkdpVJJ4+PjlizIvcHqGhoasjynVCqlSqVifZJcjJtDDROJayQSCfMqEDQIYizHRqNhHg8Cxq1oAXzpxkqwkClFg1HgxuMQfvPz821eIIFmGFezs7MGvXINn89nzz41NWWsRJfYwrouLS1ZXKZWq6lQKCgSiRihAYHowjl8h+uZIjTYR9wL1rbLGGONscj5DN/TbJ5tqyJtE1XW19e1uLhoMSuEFd4bz8dIpVIaGBhQNBrVyZMnJW0LuNHRURWLRSWTSfX29ppSIukzFAppampK8/PzbZRmFAZlezzP09LSUlueGmtMojLPhHDG04vH45aewbkCLoQRiWdRr9cNZgPyBebi946ODivvBFPT5/MZyxCIGxo4JAdX+FObEsKRJDvvrlKUZMZks9k0AgjllCh2PDEx0VZMFtiXdULBnltOCYgY448958oF9tfFjjf9nzIuC+WEgGXzMaBzu9g/UACuOAcXejmbhyAyMRjyIQYHB00YuZUMEFIXKjeD5Yan5dKWgerwyICa8HA6OzuVz+et4sDevXuNEnvy5EmrIu3GvtjswWBQi4uLkmQHBajGzbB3M9RDoZBVhNja2mpTlihzvAxYjeR5oLR6e3vt+idOnDAo8ejRo6aYGShgqPySjDEF3j8/P29KCMXhrhW/uzlCxWJRqVTKevog0NzKEKyJJOtWGwgEjFnpsrnYA0CSblAbI4h58jxP09PTKpfLlvcWDAY1OjpquTXEz0gKJb/KFZysGWWPoNsHg0Er54PhgDHBwFuj8G+z2dT+/fvNUxwbG7Nno/0Jlj+J3yAFeJEkQvMZUhckte1noDFJZkC5e06SwaN4N8lkUplMRvv27TNFAXIBtZ8qDhsbG1pcXLQ8RCDUYDBoxhrKjjV2Uxr4162sAQSYz+etdcjk5KStFc/KngChYE+wdkDebmxzaWnJWHpuugIelpszdbHGjud0iQyIDJTjRzHQ6K5UKlkhUbdiAAFbSZqamlJ3d7f6+voUj8eVzWY1OjqqRqOhF73oRUahJslyZGREo6OjmpmZUb1eV7FYNA+EDU8dNzdfA5imo6ND09PTdoBcuGhlZcXyWIBrMpmMuru7LegeCm1Xb67X6zp+/LjuvvtuE7wIK2IdPp/PoDWEIsxFhI+0fWgjkYiuv/56zczMaHFx0Tw6KopzvyTL5nI5Mw4gCvAs6XRa+/btM9jPpeN3dGz3c6LfEx4oVPBAIGDQJ14Fhka9Xjel5qYOIASxjmlRj7KkFQnfgYcC/ZpySddcc401Kzx48KAZFEeOHDEq+0MPPWTsxlKpZN6Sz+czT02SKYapqSljcKEYmU/WG8HG83d2dqpcLuv73/9+W0zInce1tTU9+OCDCgQCVhPRrXdIvJS9joIBRYhGo0ZUKZVKltyLoIdUgzfW19envr6+NhIKc849Ao/hzbsMTTeHCQj00KFDuuKKKwxdcI2s+fl5LS8vW0kqt3CqJItHIvDz+bxVnQCexVPh88BpGDbMQV9fn0ZGRszQ6+3tteK7d911lzo7OzUyMmJG0szMjFUrx4tnziKRiMmbUqlkf6PbAUYr8utijx3ldIkMl+aJkOJfLDVaXru04nA4bMKq2WxajkYul7PYAJYgWeRugzj3YFAR3KUJg3FTTYEDAdspkUiY9UVvJ5QLwqBer5tQrtVqOnDggMU0KpWKJicnrfozlGQXuoDw4ebfAMUhCLHsKBLbaDSM8QVEuLm5qUQiYTg70JDU3riQ79ra2rI4GM8DSw+CBIIctiSBYhQyHhrCGI8X4QW9mO8EIkR58h3lctmC6ihX2jEAbZFT45IiXOUHnOWSISAOkMwNY8+trIACY69I7d1l3dwsvACsahJx2bPxeNwMC+BZ1hl25fT0tN0v3izlq1wolLiWS4Do6uoyJQaT0q14zp7AoCMWiLIj7oZx5KYhMF+cCaDMUGi7M3A+n9fAwICSyaSWl5fVaDR08uRJa1mysLBg8yOd9bgDgUBbLy+/32/FhPFq3Arv5+a3sR5UDTl+/LidbzzmdDpt5CjmZW5uzlAEt0ULMCXMQFIQ3BJIyCWewUUSLtbYUU6XyCBmhPCS1GZhIlSazabh5MShyLOAbkp5I+p50UcHhh8HE2sM6I2KAggF2ExACCS5Uj8Py8ktEMuGBeJzCRSVSsXaVuPpQDYgHkYTPeBF4CaXPcQhcuFH4AW62gLTJZPJtnwNyAVAEzS6QwCSOOwykYjtIBgImlerVeXzeXV1dVmC6rmkFjcxEcFWrVa1tbVlMTiUEhAeQsSlfdN9Fyu6UCiop6dHU1NTtrYoCQggrC0wkqtIeDaSjvl7Op3WwMCAGo2GdeGlugHlrChuyn6CvADUi/IgruOyJM+ldSOoSTReWlqyNiZuaSuELJ4lLD5aU2C0sW7k9iwvL9u6b21tWXuI2dlZyxtyY27n7iu3RI8Lv7plpPDuSqWS7r777rYE2pmZGS0vL1ulErwuaPIYKdLZdvasIXUVmTPYjYFAwNphYEiShgI71i3P1NnZaczGdDptzEA8UBQ58SrgRIxNDFXkj7u3NjY2lEqldgq/PsVxWSinbDarmZmZNm+FnB7gBSymzs5ODQwMaHp62hoEumwerM9QaLu0Pjk3CDE8JIRyJpOR3++35m9AaVjHHFAgpEgkokql0pagR4IiHWJdGjiUbSzPBx54wGAb8nGIpwFPuDEt8i5Q3Cg8roFwIbjrKnksW/I1gsGgzpw5YwKCCg2SjMru9/vV1dVlh3FmZqYtXuUmD8/Pz6tYLFqBTaAh3sNcdnZ2WrNBFN3c3JzlVgWDZ1uRI1gwDKApd3Z2midMBXaUH2V/mPfl5WVTdghR4hj8/Vx6O0ZQsVi0hG+gsZWVFU1PTxsz9Fyli0Lr6OhQNpu1/dBoNMxgwIN10xWIS6Esms2m5YdVq1XrMMs69vX1mYIgcdRlYcIQRKHDXsWQo/4hgg9P1yWUuDE9Nw0AY8c9n5yJ2dlZLS0tWRUTkBAXKnVbsrhKPJ/PGwmGOWs0Gtb/inVZXl62RH23LUkgELA8RgxMYGSMUeKk5XJZZ86cMWIEcVCMIJKN+/v7rUIKeX0YUm7tR9Ywm81afcWd8cTHZaGczqXhIowQ6BRkhLbd09NjuR+42i4shxUFVkzHV8bCwoJZXfw/Go0aMcGNPXEYJNmhdL0IYEOsVzwDrCy/329MOJQN1ihFMkkQ5WBRSdnNbg+FQm2UaSw4vgvYB4WFMCf2Q8wMBepa5ZLaLGTiDsvLy6pWq5aB78YxgHYQaLlczvprIQwRJlizBPfxLFAGW1tbSqVS9n7ID0AqPAeQLOsL7IYiIUGTvYBgYq7wQKE7813k5kCLRtEDbQUCATOQ3HbsGC8oPqqF4Lmur28X2e3t7TWBzPtRKMViURMTEwaRuuSMjo4OU5TAl5RTcteC0WxulyWCbQpc1dHRYeWQMALYJ8C2QHeux+xWtoBFB3qAkeR63W6KBmuKgUIciL9BFJFkLE7OO9Cim9/GfALTco1oNKoTJ07YvSNHCoWCpLOJx7VazfqnAYsyx+wlPNaenh5TSihCqqDQcBDZgGF1MccOlfwSGliQbHwOMtYZuRoEx7e2tqz9AEydzs5Os9aBP6Baj4yMGAaNAoxEIsYMazab6u/vV1dXl+bn5637Ke+lmgCKDwtveHjYsGgCvJFIxFqOu5R4lBOCD8GAsIL1hZIC6iSTn35LbgwARhEHyVWeeGUIdTfzn9gYHoiL/0sy2INYG14rsBvWu2tVxmIxoydTnFTars+GACMXCmOCWn/ERRgwHomRkL+D0YBCRYGQO0NLeEnGnpudnbUYBOwySda5tlarWZCb67kxR2Ih0WjUIFKEsiTbV/F43BiZLiuO4DpCrKOjw5pPoiigXAN34bXi5RDzYP8xICZAQ69WqwaXBgJnK76TQM0co5RdqM01UoAHSaQmZYDvJzbImrrCmX3tkj44R1yf8yud7ZoMXA4L0f0+N8YGGgHBCKQEpYZic89YJBLRwsKCQf7MCXMNvAoSAst1eXnZSBjuHLjJv25x6Ys5dpTTJTLAgimlAizlBsUrlYrS6bRGRkY0MTEhv3+7AgDlfVAOJDxCcigWixodHW2zngnOAylBImi1Wurv79fw8LDGx8ft7/l83pL0qBYBvIQyRSGgUNw8K5ciiwLl4EjbBxTKdii03SYBQdXR0WEFOCVZbhUEEKxgBJIboOf6rqeBMIJMAmyCcHLZSkCXXBeBLJ1tBolCxFvB0nc9O6xfyjsRN8SKBT7E60EAFAqFNjhVkj0rRoHP5zOvcHFxUfPz81pYWDDvgtiVGyvCK+Tegcb4QQi5tGlpWxnQddWF6vr6+qwQKQVfV1dXNTMzY2uFsHFzjlBIuVzOGH7EMxkYVK5ixjhy16XRaFj6BAYFLEKqwDN/KCD2CnuUFhUYKcDNm5ubVgIKg8Qt0YQRwV7hO9z8RPYO1VTS6bQRQ9zEXvcZSXUgJgx0un//fvOaW62WEomEsQCls/258PDJKSMJmER7zhK5W66nNzIyohMnTqhSqZgcYt7Yj+SHpdNpS8q+WGNHOV0io7Oz0xL83HgN1icWGBYOhxJ4BovYLXXjlpaZmZkxtzyTyWhhYcEUz4EDBwx+wQNy8ykIimMtc3D527l5H5SIyefzaja32wlQLBLyAgcXaAn4j9dLpZIVbcUCBhqU2q11GGSuQACOoKMr80D8yU3o5Hcy9Hkf1mc0GjUBD9SCMiN+hLUKjIZFyYANhpBbW1szzwpljIfnQoYoJhQK0CWxi3g8bpXgSQWAdNFsNq1UDp7T6dOnzbtgvrDi8XwQ8vyd/eRa4cQDk8mk9UMKhUKWk5ZMJo3AgFDDspfOMsKoOkE80M254buoF+fGHWFIuu/BS+N8oCg4K7BOIUL4fD7rBs0e5v/sc4wraN14RG4Le/YuXg0KAmWDMRePx03x8V4YtO554vrsc1idLrtycnLSvjcQCKi/v1+RSERHjx5tY6ISP4Q1idHDuoLY8He3Irl0tqgu8gcExDW8iKle7LGjnC6RgVDhQLNBSJjDupPOViOnThlKhc3HoSULHEovnpRLVKA3CxTl1dVVraysWPfPWq3WhuuTT4PVy+HhcDcaDWPAcd8QDVxoj83PawSNXSsYIkA8HrfD5M4LHhXxAFhj1GIjXrJ3717FYjHNzc1pYmLC5pS4D3POPOJNMJaXl42qztzhVVD5nPtGecGeovvp2NiYQSrUciPvinySTCajqakpLS8vtwX4+S7igxgwwHwICmBUlxaNMEJ5ci1iJsBFQHtzc3NtdGkSTF0YkX2wubmpTCZjrRiIzQWD24VAqagtbSMDw8PD8jzPXi+VSuYloPiIb+Ad0iDRhbnPJQQ0Gg3Lu3OhYhTdrl271NPTo1qtpiNHjhiRhC7IEEfcPD08GAQ48w1Zgh/mxYUgXSYkz4EH6xIJqBbBQCG7SoSivdLZGBjxPvIVMdBIaGZd+R6MSzfXDmIP54l9AYzJ+rLmrVbL9grvZ46A93bGkx+XhXIKBLb7+cBSymQybRg1QnR+fl7r6+uGC9frdaXT6bYAL3AAFnAwGFSxWDRoAK+kv79fjUbDcowmJiZMUBQKBYuVUJqIe4FhBMRHzhJ15iRpZmbGAreBQECHDx82S1mSYdbAGZVKpY3ay3t5xrW1NSvm2t3drWg0qsHBQd14443q6+tTPp+3+EqpVNIjjzyiUqmkhYUFjY+P272i+InHICDdsjae55my4IDjteL1MN8kKQeDQWtR4vP5VCqVjD0HkSUej2tpacmE4OHDhyVtGxuLi4tW/aFWqxkt3WWVsQewXF3mF8YLysqt2H7s2LG2fQaxgByXQCBgSd08J16TG7c4l+GWSCTU0dFhexK4SpKOHz9unjkwMzFTcotyuZzNOQF3hCnGl1so1o1hLS8va2JiwtZrfn7e9jqGAV7qyZMnNTk5qVgspn379qlQKCiXy+mqq65SLpdTb2+vnZGZmRn99V//tSYnJ1Wv1zU/P982F6AVeMco31gsZuuNMYXi4b0wazGM+vr6JMnOPLR3EsbpLkuC69DQkHUhwBCoVCpaWlrSrl27VCwWrZZiuVzWQw89ZAZUvV5XPp83yNPv97fJCZ/Pp3Q6bfX4KBDM8xPbc/ciRmi1WrXixxdz7HhOl8gYGhrSwsKCWYjEaFwL1sXRYURtbm62Me/YRBwmN6YhnWWiVSoVy8+BbBEMBrVr1y5JMu8E69BtQY4CpKwNlhmCEezd8zzl83kFg9u5RdlsVs1m01pIdHR0KJVKtVmnLostnU5bDpXrYVE7DKHKPaJQ8DyKxaI1p4NGXK/XzTPkgLqHjoMH3AIZA4UAQw3GHd4pik6SVRnAe92zZ49OnDghSSoUCvZ3Ou1CSEHZ0cDRZV8FAgEjpeA5IbCB/BDu4XBYu3btUiaTsf0FrMcAQia/iTgEMCdJtzAO3Xtkj5LfgkJhTbkW7EPmf9euXTp9+rR5DCTqSmfbhEM+cJN+uR88KSqdoKjYF6ypC1eCDhDjufrqq9Xb26t8Pq/9+/cb84/qH0C2ktq8M5Q05BmMMM9rLzoL3IjXcdVVVykQCJjn7SIjQJXcqyRTPjwfjF2K4+L1UapKktXOYz5DoZDFiYBRXeLRhQwazjVMTGKLvM/NncPo4DqpVEpDQ0OanJy8aPJwh613CY2Ojg51d3ebEGTzu+QBIIKpqSlrxUAJfoSwa2GzMYFJYPsglOfn59Xf328CG4gCSAnFiDWHEkEYlUqltjjO3r17TQlQ0iccDps1zXfs2rVLMzMzqtVqdsiwxIE2sO5clhJKa2tryzrdnjp1ypJid+/ebRbs/v371dXVpWw2q42NDU1NTZnQcoka0HHdzHvgIWqhDQ4OSmpvBojgCAaDxtZDyHOoaIdeLpe1vr5uwlPaptBXq1VTxigSIBWXlswewOtxc18gRUBCkc7GW6LRqHK5nJEqAoGzTeZI6EU5cB3IAzwjrTNc4gEGSDKZNKW3ublpFStQnlj8KFAqJZAQikHisgTdxGngXeo+Stt9iDY3Nw1OBXLGYEIxsGdQSoODgxoYGNDBgwfNiCGPaGlpSWfOnDEve3Jysq3Aq3QWfnaNRDfmKMn2LZ5yX1+fxSElWYFZiB9dXV3GvD1y5IidQ84NJBbOBh4Xa0xMzFUksVjM2ocwx6wb33uuIcv/U6mUpR2srKxoamrKzp0rh7gn5FR3d/dOEu5THJeFcsJSogTJ1taWlZDBqkFZLCwsWDsDvJfOzk6zllBOCDnpbEkiLLFmc7sQ5fDwsFqt7aKSBM6lbYFCcL5eryubzba9lkgk1NXVpdXVVVUqFZXLZR0/ftwEPjXq8Ch4PoLCXV1dljkvnWVkuYFWBAIVyVEMwDWSdOzYMVWrVfX29pqnRjsAqjdQn4xRrVYtN4jgMOVxmBvYTFjTyWTSIBHuw+/3WysHDieMRGJPzFc0GrUmfo1Gw+JwVPjAM0EhZDIZy29DALEu3AfQHfsC7H9zc9MaLAKnMWq1mubn5zU3N2d7BK8MReEKMp7XzVsDOsKzRhkRy6ASA8KMuObS0pLlUyE88ax4Tvpjsc4YC7BVmR8XNgsEAraeKA+o/dlsVsPDw9q7d68GBgZ09dVXW2sSt9vssWPHNDs7q+npaSMRQJ9mvd14qEunPjdWSpsXjAE8f+6L+OnExIRmZ2eNGOESTDBmiLmyd6SzpA3XYFlYWLC5WllZaWNOEmtksNYYvKxXLBZTKpXS6uqqisWiFhYW2gxUSBmRSETLy8u2r/H0LvbYUU6XyFhYWLAYQbO5XYB0cHDQhDpsLnDm06dPa2NjQ3v27FFPT4/W1tb0wAMPaGVlxbL4JZmFw8Ghdw0HjFhSrVZr631EbkMoFLIkWEgI4+Pjlqy7e/dug1uWlpYMX4eYAWQGuYH4FR6XdLbqMwmPHEhKqPT09FiVCdcD8fl8Vtz1yJEjuv/++5XP55XP5zUyMmJzdi7jLJvNGnSEQodViCEA3OLzbTdtJJBNLMStzC7JrHYUBAmWWNMI3kQiYbGp7u5ug1lRThA5IHn4fD6rHA9zsKNjuy3D2tqaKQNYk8wrQoP0A2oMIuBRGG7CNUwtSkkBQREjaza3i5LCzMJzxoOALOPS+omlIJjd5F+gQDxI9j2VvPFC3KRnCBHQ+Pku8tSazaYxB10yEes/MTGhsbExlUolo1fz48JerHU0GlUkElF/f78CgYDVo+OeMETYv/Qeo9MsA8+V//MdQHD0evL5fDpz5oxd75prrjGYFMMVyJDYViKR0NjYmBKJhMbHx63CBiXIqEzuIjIYOKAXw8PDJkfOnDmjqakpS5ZPJBI2pyjfqakpSTLDZmFh4WmVj/9Wx2WhnMgLAR5ymT5uqREXIiA/As+JQ1ur1YwZhAVKwp3LioOwgOcApIb34rZAGBwctNe6uros/4EgLJZxtVpVNptVX1+feVB4Fm6OE7AFECPPTgIlBVw5sAjYmZkZE+RAoTTQm5mZsfuZn583iAyyAdUWXCGOgMaClNQm9FwSAIKPJFxKzoDLIwj9fr/FDoBxms2m4fMQX0gadfOJUNAkELNmnudZjAfre21tzXJfiEvgWbn/h+xwbmyP/2NIuHODsEfJkZS9f/9+2y+SLNeG/eN5Xltcxu/3m4IhVkIjRwQaXjN7gzXHY8Irwktj/8IYlWSCPxKJKJ/P2/vw3CGdjI6OWqxnenraPDaUczabNTgLQ6avr0/hcNjOGkWUXaSCahDUxsPrBDbDCydvib0HBEdsDe+ImBjEJ7/fr/n5eTN8MIowLEhQdyntzBmKlrl2mYe8n0RvZIqblEueFq9xVli3RqNh0P3FHDue0yU0UBRAWQgXBB+WD9CTm8/k5oOwediEuN/n5ia4XgK5RVjB9XrdoKxoNGpYeC6X0969e7W1tWW0Zw4yla0l2fdRMWBxcbGN5uxSUmEncVg4vHgSMPywpBGusNoQ1NVq1SCI+fl5ix25pAf+hYFGrElqT3JFwECrRghsbGwomUxaZWvm243ngd0DdVHNHJo1Fjnf65aGicViBtVRDbynp8dgE9aNfcF9sG/c96DEy+WysdmwvLkGn+E7EV6S7D2SLA9qaWnJYkDJZFLr6+uq1WrmPQMZ8TuVMoDZ6HPEXlhZWbHv4vtZNzovs0/xgqFxu7EoPkduGOu7ublpfaOmp6etPBKvM3d4uaRQYJjNz8+rUqlYagECPxQKWbI8ifM8F0qRvYcC6O7uNqMMby6VSpmXCZ0/l8tpYGBAe/futY7TGApAfZwJV/lisHG+3ZxJ9pvLPEVpIjvC4bCxADGIWBeXtcp8cRbx5C722FFOl8hw8yZYFIq1tlpnqxWgmLBcR0dH1dPTo5GREc3MzGh0dFSSTCCjmIgXSWeT/Sgjw3vHx8et6yoFSgcHB7WysmIwhZsImUwmrfgswWdiGJOTk221vwqFgkGN9NaBlo0yBT4gzoU1jleF5Vyv1y0Q7bbpIEC+vr6uU6dO2QFDeUOTlc720BkYGLC4GfAVAWEOHcoHpVQqlSxWAM3ZZcNB2AAKJTbA4c7n80qlUpqenm7ztqRtEsX8/Lxl6hOna7W2axLCzCRJFw+FaurMy759+6yW3ODgoLHoJicntXv3bpXLZVOYzDEWciAQMNoz65pMJi1+5bJGuQdJ1hfL7/ert7fX9o1rXFGGCpiZzzJ/W1tbmpiYkOd5psR9Pp/F6pjLzs5OYzUCeRGvgYDCd5CKsL6+bsrOhY5RaBADSqWSfZ4ziCGFsUWCcyaTsRJQCwsLWlpaMi8kGAwaXZw9TVUJlBuK0t1PQ0ND8vl8On36tJaWloxS3tPTo+7ubk1OTqpWq2lyctKMA5dBCWkEli3Fc/GekQ/kTA0NDWlkZEStVkujo6P2PJwfDFbOhnuGUNYXO89ph613CQ02r1tQkk2BknGT4PCcNjY2NDY2puHhYeXzec3Pz9sBhF5MpvrGxkZbfTFiFbjrvOZ6ZK6lOjU1pampKRUKBbvflZUVO8jcP/fJ99BNleu4mxovis2IoEYwIhyBnlDgKJtsNmstvmkBfm5C5LkWMQIObJ6SPW5Mw+fzGfuM+yBugnIAIpXOtlkgcA7zDKEM2WJjY8Mo7S6xAi8I2NQlK6C4JFlqAAnIQEoIHeIYWM6UtMFqRigB/RELQYHzGvuCGmuSLHEVj8RtR+JWCiHfDM8HmA54CQ+UuUOJuPRk4lJuJQauQZoB10URsGbz8/PWLBCkwPUCeZ14STAY1L59+5RIJDQ7O2v1/iDCAAG7tPFz9ynwF/PHfp2cnDQPHPSBuYQR6JJhMBI5t0CfAwMDdt9Uc6lUKgZnXug8cx/0XsOzoyUNOVT5fF6tVktjY2PWR4p94ULE5zL2JFl1iR1Y76mNy0I5uZYKOC55TgSzOQBsOGlbGC0uLhqU5NJNgYvY0HgffA48H0GI9eV5nhXopLTO2tqapqam2qzMzc1No7gibInXsOHZ4Ovr60Z2YGO7tevArfF8XOYZCtll1iEICKBzLeJKlE7CM0PBuywx5ghyBN/l8/kshgfUwrqwJgg24hAcYOAdPCYseZ4P67XZbCqbzbbNx9DQkOLxuLHpEASzs7NttHKUBrFE1hNlLJ1lZyJAJZlAxRN0P8fvzLnLotza2u6UW6/XjRUpbcdFuru7tbq6asQahDM17YA3y+WygsHtGo10Y0YQAse6LE/WCuHPfgUCptIJz8W+d6spcH2X9gyDDU92bW3NeozhMQDpsVeYM+YGAwsvIpvN2vOhaFFirA9Jym4ciHJTksxLhLmJwiWFI5VKmWfKvmPdXJalG0diPTl/3AtMTBeeXVpaMugdqJozxnPFYjEj77hQtovk7IwnNy4L5eSymDgEk5OTVvWbsvZQZbGyFhYWlM1mdfz4cR04cMBaNoCFr66utuWtAGMAB5F0SItvNiIWXFdXl/bu3WtUcyw8SXZ4qKM2Pz9vh5IqFAhp7hvFEY/Hra10pVJpownjPXIIjxw50kbZxdr1+/2ampqyNuzS2fYALnXdpSuvrKzYjyQTLOl0ug0u7O3tNTZctVq111dWVsyDA5ZCYULD5aDidaKAaOWAohkeHlYqlTL229jYmDWvo9wSa53P5w3nJw4CsQKLnrlGufT09Kinp8fK2qyvr+vAgQOam5vT6dOnLfANLRvDByGeTCbV3d2tzs5OVatVraysaGxszOjerVZLp0+fVr1et5wmYkxnzpyxfc0ctVotPfTQQ23eIAKcHLjOzk4jALGWJGo3Gg2LfXV2dmpxcdFe9/v9mpubs4oJDPJ3IHawdjS4bLW2K5rfe++9dhbS6bSdFbdbb6vV0sGDB63qPP3WMHCSyaSSyaRmZmasF1WxWDTFyX6gHQteHwm2rufJeeW6IASnTp3S+Pi4wXTscbwmSRbHQrFxLchJGE00I6UmX71e19LSkil7CBysEfczNjbW5oEDs17sseM5XSIDHBelg5IC7nFZOljMHDQ3hyGTyWhzc1PxeFyzs7OWaEgyajgctrwfN/9hY2PD4k/0HapUKjpx4kRbVjlsQYQ71jgKjsRVFCM1vVzoCGstFosZdMaBICkSGIU4FPEyLE1wf+IltVrNFLMkEyB4P65iA7aELEA5olQqZYIB7yoWixlkGo1GNTo6atBPvV63wDSKPpVKmXXJfRCn4fmkbaGJEHOTVSuVinm7eIYIOuYNhQJbzCVCsB9OnTqlcrlsVTnwoKhWUCwWjcyCF4FhAZRDuabp6Wn7O20+YD/CLmN9uF+gZ4QhCiQej1sgnYRfGId4kDA14/G4ent7NTIyonq9bnAoMBmGlN/vt07LboIyXgbkELfmHJU9mL9isahWa7v0kFsUl7Ui5tjR0WEpB8vLy9beBfh0eXnZCg2DFuDRADdzbXLc6LXmevgrKyu2H4EIjx49qrGxMYNUq9Wqsf+mp6fteYDxKpWKksmkcrmc1elLJpNaWVmxGLBbRcSNH/FMrvcE+QZvjDPryq+LOXaU0yUyXMYLCy/JirI2Go02SM1trAfExmaEBADUgCBwqyCgaFymF9Z/qVRSV1eX5VRNTU0pmUy2tdg4976JqwBLuIeKwDLsuEwmY5RxhAT3Rh4RxIxwOKzdu3dbN1V3jpaXl01Y8Tx4UChNYjHua67Q4jBChsDCBLIcHh7Wi170Ii0tLdn10+m0FhYWzFMkxwklBAUcj9GFlRCswG5ARz09PZqZmbHvSafTRvgYGxuzZ0BJwcxk7hHAQD1Y525MCoVLLAjqt0vEwTBy+y8xgsGgBgYGJG1b91TagG49NzdnEKbrHbnPj9JjvfBEgZEg43R3d6tQKKivr888mWc/+9m66667NDY21tZokz2Ml0rbFhfWBOoiZ4j14YxxBihQ7Na2lGRdjMPhsMWjgI7d8xgIBCxmlclk2ggkbjdZ9gLpDihs5llSG+S+srJiCANnuVgsqqenp637NHuYc+6ee1fJDA0NGfO0UqnYPLprhyJCwbr7gX1yIfl1scaOcrpExszMjB0qhBewFRAWyZFuSZPV1VUtLS0pGNwueLl3717deOONOnPmjCYnJ81Nn56eViKRaIM3hoeHNTk5aWX619fX25rz7d692yzs6elpraysWBVwPDiSNYEVsPzIa6FnEvAE9QCbzab1HqKaALEfyr9Ap56dnbWDC7WcWBztqVHQtH1AiRJbQuFwkFEc7iDeJckIB8Fg0Cp14ylRyXrXrl06c+aMCQ5arpdKpbb+Uy61H4sVa3pjY0Ojo6Oanp5Wd3e3KWusb5/Pp4MHD2pra8sC/dCRISLgRbr5QsAxKDLm101aBe5EsZG7Bd0bAkc0GlV3d7fNF94VBJhWq6V7773XYhlUzUZIEltB6HZ0dBgsSeyup6fHSnHt3r3boECEMTAn11hZWTFjxaWfMyg9FI/HLT8MD9WlUZNQCzvV798uQgzLMJlM2jkj5oYhhqGAYcf9ugSYXC5nXoy07fG7dQVRKC7Dj0LMxHKJ9+FN5vN5TU1NmXHqEhgikYgGBwc1MzPTBmeTT9dobFdwf+Yzn6ndu3fr29/+tk6dOqXFxUVTTvSGorNxPB5XpVLR6uqqySOUKwYmfbsu1thh611Cg4rN7oKA6ZLpDbsNSwY4DHZfq9Wykj3UTpPUZn1tbGxYDTviOtBE6XRK1jo5Tp7nWeVpoCWsToLKHDaIDG4OBN+BQO7q6pIkE6J0E6UUE/lNwB5AjDMzM20le4hbIZSBmLCY8Q7i8biSyaT1sHLZgi77kYA7h7RcLmtiYsJowzC3eD9xEeJGYP7u59PptDGvWC+XWg5RBciMWCDsKuYRZXLixAmDJ6mzx/wTc5LOwlVra2tW5qrZbBplGUHl7iE3SdbNXxkYGLDq1RgFeBvMuxug5/mks1XseR7m5VxLnvpsKCvpLLkCpujKyoqmp6fNOyOW4rLvzs3PgamIoeAWSAWizmazbW1PeC7mvaOjQ319fXYNYGvYklRHoTQX8KEkgyzZo261i3g8bh4Xe5XYDeuIl+b3byd2cx5R2mtra1bwl3Ph5obRo4ziveybXC6nrq4u5fN5nThxos2wZD4p4UWyOzE5t44eSuTpKF/0f8K4LJSTWzeLACSCV9rG4Uulkln8sJuks1niwWBQPT092tzctDYWpVKpDfdfXV1VT0+PlVxxoQRKr/j9fmMuoZCAScDjcf2JexHD8vu3k1B7e3vNm3AZSlinYN35fF4rKyuanJw0Cq3bBZeSMQhgV2DAWnMZSSjB3bt3W04UsRnmikPqxmvcPlfEyvCypO3cLLwK9/2Dg4NWUonsetYDWJF1ItgvyaxdPASEIrGpubk5dXV1mVIBGurp6bGahC693TVqgM+oLkDtNKqmY5y4sJVLl2e+2E9AXlTGWFlZabO0+btrnFCrEKVLzKfVOpt3FwwGzbshpocCAwaTpNnZWYuFQnpgrUEbUKZuWgKGCOfL8zwjR4RCIZ05c6YNyiKuSlIt54PY5MbGhnp6ei7o1VBclgZ/kizXjWswh9ls1mBy/sb5oRoExgvnDS+Yz6DcMNaQH65REYvFNDs7K0nmSVO3kZxAt46hS+130xharZbJBpiSGM7u/Lq09osxdjynS2RwILFUsBipZQezBron7CwCsQSIgTPS6bT6+/s1Pj5ucQYKSrLJ6KwKlEUOy969e3X8+HGL8+RyOWOzwcoDrsDTWl9f18GDB03Q1ut1pVIp9fX1aWFhoa3FO7GiUCikq6++2rwCCrzyjHQedRuySTLvLZ1Oa3Z2to1WjycyMTGh7u5updNpo7WfPn3aFAQCiUZ6QDMIAea4VCpZH6lwOKyBgQFlMhkTQHhNhUJBL3/5yw2WeeSRRzQ/P6+ZmRlNTk7K8zyzojEwIpFIm4J0obVGo2HZ+sRWQqGQenp6jD03MzNjicHVatUMDSBaSW30ZZ/Pp2g0ajEoyCU+33ZlChKK19fX1dfXZ11iZ2dnjUHX1dXVVuoIowE4EsVQqVRUKpXaYh8+33bzxb6+PnV3d+uqq64yWPi+++6z2n+QbUKhkJaXlzU1NWWeBcIQQwdSTywWMzo1+UR4gpFIRENDQ2agUXQVSNTv99t3hsNhDQ8PW1UJSVaeSdqG3wOBgFHkg8Ggzdvq6qpKpZIefvhhK0nkJmd3dXVZceVWq2UMPb/fryNHjigQCBikvbGxYb3GOM9cP5vNKp/P64orrtD4+LgSiYSdDRQVZZaAdaHoh0Ih9ff3W8uZc8sQQVIhBthsbtdTrFarJoeAaPGiOPM7yunJj8tCOREPcHONCGLjboPvEkQmsE98hc27srKifD5vrB2331IwGGxrj0FbbixpN4kTRhAwkpsgvLKyos7OzjaSQavV0utf/3oVi0V961vfMgHlMsUQamT3E0cARuAwk3wIw0mSHS48JRQaysllWIXDYaPZSzLGG/ASgXm8BNcTdeMzCGA8tLm5ORWLRbNaMQho3oh1Lsl6WZHJz7XxLlBKWM/E4hCYy8vLyufzJnQhXQAHJRIJs1hZZ5eOvLCwoM7OTitamk6nLcboChM3oN9sNi2u6Pf7jW7OXqOeIjAy34+ljbLFU+b5iKvs2rVLV1xxhQqFgvbs2WMw5v3332+B+Wq12tbHC28BijsUflchE/PxvO3K9KyvtA3lEXOVZKQTV+FxrygaBCMCHG8EpVev1y39otlsanl52YwPKlYgtFlvjKdcLqdkMqkXvvCFyufzuv3229vy+oDK3X2PcqcQM1Um8PYlmSdZLBaNTOHCnhhExBGLxWJbxwCMYbzHcDjc5pm6JC03x6rRaNh5uZhjRzldIoPNwaGHceXmPjWbTSM0IFyAhaRtATw3N6e+vj7LuUmn00YJdvMWiEl53nYFhuXlZUkyphzCGOFOzgkQg1stmphMo9GwVucjIyNG456fn9fp06dVLpcNOuKgAP8QiyBO5vanAb9vtVpt769UKgZLULIGzJ2ftbU1ZbNZra+v20FDwABNuNRyaO9uqwE8VJJLMQQQGPv27VNfX59OnDihnp4eiz1Ak6dDMAqJ70JwAY+4FR1gaFJlXpIJzfn5eUlSX1+fFbUl/oLQwAJnPkulkjEAgcgkmafIZ1OplLq6urS4uChJBoGx/xB6rVbLYkcuI4znI5bH8+GlMsddXV3q6Oho27Nra2s6efKkZmdnbb75LtbL9TqBshDUeAlUjsC6h9YdDAa1tLTUlo5A+SRYmKATCNpardZGrGk2m22kB9AADBXyf4DouIdcLqc9e/aou7vb7m9zc9Na1vv9fjOgUFTMWygUsvtkL0M0AWambxrxS5edifEWj8fNAwMVmJubM2IKeYkoyGDwbAsf7mdra8tiWigxjN4d5fTkx2WhnJ71rGdpbW1N99xzj7nUQGZsBLLu3axz3HOU25EjRxQOh7W4uGglRfCWCIyyqVBQKMCZmRkT9OQG9fX1KRqNanJy0mAZ6oPBkCPoXq/X9a1vfUsjIyNG8BgYGNC+ffu0f/9+ra6u6vjx45qdnbV4xMLCgsFWrtXt0uTJ1ZC2FTBwlwvp+P3bZVmAYqrVqiUYQtXe2Niw/j0odFhaxETI5eAQu7k1EA6wure2tqyFwqlTp/SMZzzDWF4LCwtWXubgwYOq1+tWQom4DiV2WDuo8xBKoIuzxihkSSbM+AzWMkHrzs7OtrIyIyMjxm4j/gJrDCGWz+fl8/nMI3HZcm6CL9AYewdIlHtE0NHzKRaLWXJxILDdNn5mZsaYi6urq3rwwQdNOOMFucYX8UPgbZKr8WyJQ+JpSdvGTDqdViaTsdQKoG1gWUlGWsEwYy63traMdCNtK/hKpWJKZ2xszM4OceJUKmUNDtfX19Xb26srrrhC8XhchULBmnQSPxsdHbXnOnXqlCl7jIZ8Pm/7ZnBw0Krvs34YMUCpsGBZU4yeaDSq3t5exWIxpdNp/e///b+1sLCgI0eOqNls2nXIg3TREmKvpIasra21pSiMjIyos7NT3/72t58+AflvdFwWyqm7u9sEElYtcApWVjgcNqGAdUViJ8F0n8+nsbExLS0tWdsKsGQsZj4bCGy3Iwd+4pDh3hNMd4kPBLRXV1fNOkaIpVIpY/nBPJybm1MoFLLma/v3729jUGUyGc3NzWlycrKtqrhrhRP7AlpCWKJIUKbxeFzd3d1m3UejUe3fv1/j4+NaWVmxREGsaAQjQpbYHIKR5MXZ2VmzHCWZFYtlXy6XVa/Xde+997ax9hBSzB9eGSwoWoMDjbr/B0pBEQB/EY/EM2BN+Z1nWFpaMmjJ7/drcnJSm5ub1qeHnDU8cYggbtVw1hejgWoMKHbYbXgzKBPmzs31CoVCxgIsl8uanZ3V8ePHbb6g4UuyazHHkgw27O3tNSgaTxkPFoMFxYolT0xpa2tLV155pU6cOGGlvmCHLi0tmUfjJpuWy2UtLCzYMzMv7E/2ciKR0ODgoHp6emy9Y7GY9u/fr1QqpUgkoqmpKVNsnA+8MM6N622yfiAqLvTMPuDMsoZUMHdRGN6PoZBIJHTs2DGtrKxYztu5OVZ4hswx8VAUFKzVSCRiVUQu5tihkl9CA4ZOLBYzqwiFgzVDYJ8D5NYNg4a6vr5utdjIF0Go4eLzGTYdQpG8JXB9YDSsVEkmgIAtgAFQhqVSSbVaTQMDA5qbmzNPgKoU+Xxe+/bt09jYmFZWViyuACSB5Yjgk9R2CBGQxJw4pK1Wy2r/5XI5gyBmZmbs8J8bX3CJCJRhgqVXKpVUKBSssgZ0XWBLN8kUZUDlAGmbXQlEMzw8bNDc4uKiWeA9PT1tFbqpVEF8AiHLHElnW5FQDsmFUviMy5pDSNK8DyMDpeEqQ4S7WyEDj5Q6ddwTHq4kS5wGHuRZ8XhJHejo6NDY2JimpqbaqmuwVsRqmFeMJIwnOjJDFiAGS84Ryo01YK1RxtFoVDMzMyZcw+GwpUhQgisQCFilbzc25+b2SGd7UMEIxPOYm5uz3Coqi2C8wZaD9Tc1NaVSqaRIJKKlpSWDLkFOUPSSLIaGh4rXSBzQPc8oGAxNvEog6o6ODkuYxtPmcxg5kHVYa7wp5BLKi7xI1uxijh3ldIkMoByKK7pB8s7OTpXLZWvbTpyoWCxavAJPCDac3++3jUzJGertIZwgXpRKJdtkwWBQ6XTaaMfEbqLRqMWMEGzAAGx82jrPz89r3759FqsYHBw0JlYymdSVV15p8ByCORQKqVAoGKZNW3hJbTEwlCjsImlbYLttHSRZCwNIEZ7nqVwuG6mAw8QB9/v9KpVKJhRIdAY2ImiMx0U3XmJ5zBX3jPUKa5BA+RVXXKHV1VXNzc1Zsi5EAAQd3q4bP3JrBGKM8F2SbJ9IMiYk3gqNAtk3QKjAPVC9gYvZi24lB+aNEkd4U3g5tJ/AI8nlchZ/o0VKo9HQxMSEwbJu+oRLu6dRJooKw4L9ubm52WYYAUGTHsG+wGBhTdfX1w3ahBI9MDBg3gEVUTBAUGIYjkCf3PPS0pIRKCS1eWr5fF5XXnmlQbg0y5ycnLT8vfn5eWvXAs0cpY9hgDdFoVziRz6fzypnoCQp+spau0YI9QjJy6pUKiYnMPBcONE1FiVZfUb2DvsrFotZ+OFijx3ldIkMNpdb+RdqdTab1ejoqJaXly3XJp/PW/KqJGtShnAPBAKamprS0NCQ8vm8QW2zs7Oanp5WNpu1oOfS0pIqlYoOHz7clqwI/XRxcVGFQsEKcCKQKFBKzIREvtOnT2v//v3KZDKqVCpaW1vT6Oioms2mTp06ZawmDpEkE/zJZNLiWG7uliR7NrdAJ9g+MR0YfL29vdra2rJ+Nul0WolEoo3F5DLoSIREMfj924VEEXpUuyYZmvI+CAOoxAheFM3CwoJmZmaUyWTMms5kMlZpwPM87dmzx6zZ5eVlzc3NaWFhwQQ60B0KGKq4q0xQkAgiID4UJhCNW4UdgY/ix8CRZOw6n89nsTw38TUSiahQKKinp0eZTMby61AUJG3Ozc2Zl7y8vNyWr+Z5npVoongpr7n5R8SHaEfuIgusgZuAjFVPvNLtXkuLiFAoZAYSSjocDltDwHK53BYHRPi6+xImpVv6B8U9Pz+vv/3bv1UqlVIikVCxWNTIyIjt8YWFBZ0+fdqgbHLIXAWHoUJu1sLCgnk54XDY4rCt1naFDr/ff9657u/vV29vr7q7uy2mOD4+blA0RA6YnuSl9ff3W3yU80XTS/LkqAQCSelijx3ldIkMLB0OHNZsq9UyyATr3WWaIZBd3N9l0ZDflMlkzIpzLV/XCwkEAspms8b+QnC59GeoqMB1wCGup1Yul61BG6VbUEzQ2ikpA+GDaxDvkc6y0/AigUWi0ajl3Fx11VUmDCYnJ1UsFq1dvFutAEVOKRe3sykZ7i6DLRqNqlarqb+/36pnSGdziIB48BolmbeH14R3A/ED67NSqairq6vN241EIurr67OGcseOHTOyBdeAEMPaIeCJDSLcpW0aO6QInhvINJ1OW5ty5oB/3R/2BvEavId4PK6enh5deeWVymazphSYF2I4i4uLlh8D5OZSwtkf2WzWYCX2NOsN1Md+oEkjjFE3ido9RwhW9314QSAO5G719fVpcHBQ3d3d8jxPjzzyiFVUcFlq5+5LzhreJYobhbW4uKjl5WV1dnZq7969bQWXV1dXLT7keV6bt8h34W2fC/PiQQYC29VJQCC4Z2JDXBdSSCAQsCRxvGLWFEWIou7o6Ghr9olMAtJDJrln83Iat912mz72sY/ZuWg0Grrxxhv1Z3/2Z20QZavV0stf/nLdfffdBnv+wR/8gV7/+te3Xe+v/uqv9IY3vMGMlOuuu05///d//7hK+7JQTggErGmosggmAqgIWg4MwhuB6EIMCJeNjQ0jCrBJ2egu6QIlQr4Ebdvd5E730IA5Q7d140HHjx/X/v37lc/nlUwmTTHNz89bLk8ymVRvb68WFxft0LhdR9nwQH54JBeyaG+44Qbt2rVLc3NzmpiY0OzsrNXT43rAU8RWQqGQhoaGLFsepY0gRTDncjltbGyoXC4bcwnSAAIfvJ+1hDbN4eWZafMA+QUa9tLSkrq6uizoPzc3Z8mkWNOuV8z9ufRzFD2xS5cEw3y6hAeXhIGwImbl3rcbAO/s7LQSR729vbY3FhcXTXFvbm5qYWHBPEm3EjvMSpSyJFNMQLbAlnh6MOCoYO562xhpiURCHR3bje/Gx8fbctZcxQd8RQfYXbt2mUFAfTiqLrDOrNHy8rIpPDxq19uMRCLq6uqyWosYa93d3apWq9q3b5/FZ0+cOGFnhefAG3E9ZoxABvOEd0w8183Vw3AJBALKZDJKJBLq7u62jtUu9An0jkxgTy0tLZlnxb5xUQUKTCM7MBIu5ng6Fd673vUuvfKVr9TXvvY1SdJnP/tZ/Yf/8B+0srKib3zjG/a+l7zkJfqnf/onnTx5UkNDQ3rLW96im2++WSMjI3re854nSTp+/Lh+8id/Uj/90z+tP//zP9fCwoKGhob07Gc/W/fff/9j3sdloZwoh4PAgOAAHILLnclkjNmUTCatKZ2b7Q0+PTExYcVgA4GADhw4oFAopAceeKBNESGMJOmRRx7Rrl271NXVpfHxccOkYcttbW1ZgJr2HF1dXfL7/XafGxsblquyb98+XXnllUZlxwokyE9HT9q/c/9uguPW1pZmZ2dNWEAJxyoNh8PmBQD1MWD/8f9KpaKHHnrIPFQScRFmbm4Jgg2CCAKOXjoIcw4RSsBNjoVIQYUByBDRaFSDg4OmtIgntVotzc/PKxDYbsvNHLmkCIQLSgNYEcEiSQsLC0qn04rH45qbmzMB1NXVZVa728CQPUB8jYB7IBCwOBJlhpjP73//++ru7pbf72+LUW1tbXeAJcbpejfsj62tLSuvVKlUzPNxSRYuWoBnz3qca7FTixFhj+A8cOCAVXOQ2hO1oZBPTExoYmLCoN2TJ09qbW3N9pbLTOVfCClUTSF2BzkB6BmFvbKyonA4rLGxMZ08edKqP6B8crmcKefBwUEtLy9b6gDxLbe0E92SH3nkkbY1bDabbQV1h4aGtHfvXiMdnTp1yupFukWgXbmTz+ctBpnJZLS4uGjVOhqNhuU0cqbwpC7meLrZerlcTl/4whfs91tuuUVve9vb9K1vfctem5mZ0V133aXXvOY1GhoakiT94R/+oT796U/rzW9+sx5++GFJ0v/1f/1fkqTPf/7zkqRCoaBf/MVf1Kc+9Sn94Ac/0PXXX/+o93FZKCeC9CxKo7Fdtp/Mc4gH5G4A4U1OTlq/J37i8bhhxdQho7gluTMIVRdKI8A8MzNjVrzblBAhQyFV4BdJ1gYjlUpZkmSr1bL2BmxqMv+B1fx+v8WtXNYa7Cq8EqxpSrNA8uCASzKhCB0fvJ+yTOTD8DmIFCg8FCr3xbO5xWsltR1shpucyWF1S0sB37je1NTUlKLRqN2jJKtyXigUbK3cCgEYHigTPD3+xne4tc5cSjnxM8gILoWeXB08JOA3oGPuA9iKslQjIyMG/3Bt1vxc65r5Zc8ibPHoGY1Gw+J8kCAgZHDfeGQdHR3q7e010gPtQoLBoLq6uoyAEAgELM6ER8x+cREHFLjneYYKsNbcS71eb+tLlUgk2uJesPJg7jUaDd1zzz2WY+eyIavVqtXBxBgrFApWuR2v381JpKwVTFw8H2SIC4tyVokt47FyDlxCFTEuuh/wfDAFWSsXksTYvNjj6VROJJm7wzXSpW1FJEk33nhj2/sGBgZ07Ngx+/3ee++1+CPjta99rT71qU/pYx/7mD796U8/6n1cFsppdnbWaOSS2vIqVldXrVjk1tZ2Ec9QKGRtvtmQKByw0WazaQl/5BpJZ1lFHDpXIIM1Ly8vGyOHQw2clkgk7F6pOyedXVwSbGls5pZAIkYlbTOAUqlUW3VxYgV0q+Xgc2/SdvUImHn5fN6C7FJ70z8ELB4C9f0ymYx5mSjdTCZjECUC7FzmHfE/kk6B7/BiEE54fwhKBl4Zxgc126BUsx54Fx0dZ1t38/0oYwgRKD8sdIQ9TE+8NJQ/XiJC0CUncG/MMx6jC+fhCVKgtlar6b777rM1dUtJATWhRJlLt1gpEBQwK94S0Bk5R27skbnMZrO2Fzs6OqwCN0ZNKBSyChsoPq4pqc3gQjhTR87tzoxR1Gptd83lvECbJ66D0lhZWTGjh0r2a2trGhsbs/w+4k/AsZIMcu7q6rLzVSwWrVwQRYCbzaY9KzApwzXy2L/sdxKA3Tw5FBBGFXFnvFxSWNxSZK58Ql5RYPZijn/JONbm5qbm5ub0//v//f/stYceekiSdPXVV7e9t1Ao6MyZM1ZKbG1tTYODg23vOXTokCTp6NGjj/m9l4VyGh0dNWHuVl1OpVLWcpsDGolErEoDfXAIsiLYUqmUyuWylpeXdfLkSe3atcsOXDwet86cbhyJthWdnZ0GQ2H1rq2tmffQ19dnHT/n5+et78vVV1+tubk5o3HTbM3NS+rt7VWxWJTfv129/PrrrzdLb2xsTLlczijHsPbc3CwEOwVVE4mEhoaGlEqltLa2psXFRSNk1Go1q3DOgaTLL8y36elp1Wo1zczMtCmTQqGg3t5eBYNBK2BK4dWlpSXrDksFc1cAc+CBWlAgeB8oA8gpxJYgtfh8Pot1wISDwlwsFlUulw1yonKCm6jpGhwuvbvR2C6HhEcH/MXnQqGQlStirvP5vH13IBAwRuHm5qYJTTe4DvSVTCZtzVxPHcXnNuGTZLEmYpnBYFD9/f3KZrOam5uze2R/zM7OWiUHlB3GQn9/vyqVikGXxP+ABYml4jl3dXUZhD4+Pq57773X9j+GHvfPOnd0dGjXrl329+HhYXv2H/zgB5K2BXgqlbLCuSiEeDyuhYUFdXR0KB6Pa+/evcrn81peXrbz2Ww21dfXp8nJSUlnIWOUQ61Wsx5QlPpyy0z5fNuVUzjz9XpdJ0+eNMZkOp22Go7kNxJDBo7N5XKWmE2OGNeE5RgMBjU+Pm4G1qUyxsbGLN9Okn7qp35Kn/vc5x71/T/90z+tUCikv/zLv7TX8NwpaswAqSmVSvY312uSZKxnEIpHG5eFcgKqc3uxYP1i4RPjoGacWy2Bg4fHhLu9ublpVcAnJyeNSkxsQJJZqcA+WKdYZ2Dd3BfxKml7EWq1mkGP0IwXFxc1NzdnVpy0bbUuLi6qUqkoFotZrTtwbTcBk2u6TCXIEG7S6D333KPR0VElEgmNjIyYJQkcWalUzHIEGqGdtySrij0/P2+eER7g8vKyeaZuLsjAwIB5Rp7nWdtzYh4oBiATYkTARHgrbv8d1sKtVwjZgUrkkqxDKzTpRqNhRI2VlRW7X+aMZwYixqJGGfFdqVTKiAesMfkufPfm5qZ1/3XzshDarvLFynYVFsqJ/eDmyBHLzGazppyhRUuyPUhtPEgBeASQflCkpGOgmPGk5ufn7T5RhpQRqlarKpVKBnu51RB4P0o4lUoZEoHiYo5JCq7VapYo7ZIaILsMDg4qGAwa0aNWq1mqADAx3o1rCFEu7FzYlHOMUURaygMPPKBcLmdGBWvmMhiB1nlO5pSKMq7Rg5FKUi51/SgddrHGD+M5DQ8P6/vf//4Teu973/tefeMb39Ddd99ttUQlGdR+LmSJ7IDKL53fCRhl/Xjt6y8L5ZTL5cySxjrjh5gBXghKzGUJlUol5fN5U2LlctmyyiuVio4fP27VtKHucrDBnF2auYvzkxeD11KpVNqE6+rqqiUXIhA3Nzc1OTlpShfLHcp2MBi0WBB5VHT35PDzfix6Ss1AjiCGgQW9vLxsVq7bDXd6elqZTMaKe0LCIL8DsgO19dwqAAgooFFyOojnUUWC6ugccALl/JAADHQmqc2Y4PsQTBAMwuGwjhw5ong8buV13M8jxFHqriBk/6AU3RQClwoPuQXFhHD2PM8gLqj4CC03IM5egdzB/bGXKd3E3gO6hCUJVElsiIr0xE3xDoGZuX+MIeJLjUZDpVLJiAnUJXTrOBIL6+jo0OTkpI4fP26MVuac/erz+dTb22sMWTyKWCxmVfVZr0KhoIWFBbs3rodg4/7W1tasvT1neXV1VcvLywbfu4xSzhKKmdxDlxmLseIaCeFwWNlsVmtrazp27JhBczxfs9m00lpArHQ8YB3x5PD2SLg9N5UB+XXmzJmLKhP/JWC997///frABz6gu+66SzfccEPb36655hp99atf1cMPP9z2t8XFRUs8l7bjpxTOZsDSO3DgwGN+/2WhnKBsEiQGhigUCuaNkFhLQiT10WDs7Nmzx2ICsVjMAtbr6+u6++67rRSMJPNcTpw4YZYXAU+Sf6Hp1mo1ew0BBqWVg0pfmUgkonK5LJ9vu4Co53n2DChBBHcwuF08MxqNampqSqurq8asSqfTSqVSqtfrRj9fXl5WOBxWIpEwBTcwMGBkiXPdb9h5U1NTkmTWJC0TIH5IMoYSfX3i8XgbVOXSrF3vkHl1vcZAIGBzkUgklMlkNDs7a0QQvFSEL4fQ9a5QAhsbGxbfAvJivfB+iA/AfjvXoiZvDSWAd+Na2YFAwCAfYDqEHYKS/Smdjd2gMGkTwn3CqEPwx+Nxq4sHJET7dgQt3s6uXbsM2sPgYR0kmQGE4KfCOcrj9OnTZigQ28MzJXYbDAbbrGQStVut7aoSsGVZA3KySD1AAXnedo7cD37wA7sH4HSXDMMeRQlBmIDxWq1WNTw8bEqfc0zHAFqE4PWxZyBS4c22Wi0NDg62xYKKxaKOHz9u545UAOZYkubn5zU/P69YLKZisdhmlA0MDFjMOpFI2PoR6/Q8z6CuizWebraeJL373e/Whz70If3jP/6jKZ/Xve51et/73qfh4WG95S1v0W233aavf/3ruuWWW+xzk5OTuuKKK+z3w4cP6+67726rsvLFL35RkvQf/+N/fMx7uCyUE9AJMAcQEzCIWwW6s7PT8oEkWasJt+8Q0BsMHAQcLDiS6hC8xEvcEjlYVH6/3w4uVF4C9liSMMU4xG4wHHIE3p8rNCgQCmWZw5fL5cwzwiJutVqWO8KBdJ9nampKHR0dKhQKBteRBIc3QmY8z5LJZMzzIc5AzhXwF/+XZLAKeDtr4/f7Deo713vjOnhGCATmTtoWuC69H7YjCoL3U8bITZIlxoAXhLUNHEn1AZ6De+L9PCOCBmFDPAnBznewtu7zuJAs+TnMO9+BwmUfUA6LdSROhyeGkePm2fE7e5vqEsBSJGC7QX6qhWPskSNULBa1sLBgMZdWq2UKjvliHoPB7ZJM/f39phxKpZJBh25M9NxeSqSJuPeFEseTBhkA8eCcbW5uKpVKye/3GyRMDhael0sSYU4gAfE8594TsBOxUPLO2BPIH7eZKHuGZFxQAld+XS7jHe94hz70oQ/p7W9/u44ePWrEhS9/+ct685vfrOHhYfX19elFL3qR/uqv/koTExPatWuXfvmXf1mNRkOf+MQn7Fqf/OQndfDgQb3+9a/Xn/3Zn6lYLOr222/Xtdde+5g0cukyUU7ENLB6iW9gHQO3EGiTZIIca0s6mwPDQQaCIoZRr9etHhi9kvgMeS0IsXOz14lJkffE5iVPg0RM6axQ6ujoMIsYKzIajZ4HD6EkEabkiUjS0NCQCR7uA4FFOSe+r16va2xsTOvr6+ZJVKtVIwZQ1JNr4ym5jQjj8bhVWUeouvk3HHgo4yhgBK3Pt11ncHp62rrn4vG4XqNb7QFWGl4BJBU8CgQ/8BmxCjcfCUsYKjUxSej9eETEiyjZg4JluHEyhKu0rUDxEF3FRMwCTwLPDCMH9lyj0bCutihYlCFeEgqF+YWtyB5hvoHAUMTAeNQRZH0pDEt6QiaTMUbm7OysnRHmEBID88B+y2az6u/vb1uDeDxuhowLq+JpYfwRh8Sgc6FX9jkVQzCoQCswfFqtllUt4T6Zf2A9FA2N/wKBQFs9TYwevh/v0qXRY2QSV+HM8D4MFAwZrnUuIeBijKfTc/rgBz8oSfrABz7wmO+788479bKXvUxXXHGFPf//+B//wxJwpW3o7itf+YpuueUWY1Rfd911+uY3v/m493FZKKdqtdoWJ0ExYVHWajV1dXUpHA5b90qUBTkhWH+SjPlHbg+Z+8SrsJByuVxbO2jyR7DS8Wa4D+CoUCikYrGoSCSiarVq1uHCwoIF5vHIwL6lbes7l8upXq9rZWVFExMTqtVqFozP5XJ2IDmswWBQ+/bt09bWls6cOWPFO2GTocARdEArWL1Y1VjYQFUIDRSxyyys1WpW0w1iAI3XBgYGjGrf39/flohZq9XaCukiaBH+XV1d5mWQnyJtGxpjY2OmoIBVMAYgwiAMgHEQ7JBAgO127dplLRIQtpIs8L6xsaG5uTmrOI5HA/HF9aJQhHwHOTpAh8FgUMPDw+Zh4XHgieCRdnR06IorrjDBiucMQwwPDAMKogzKFjib4bYKAUbc3Ny0AqpUqHdRARQTigqIjrqUxA/4TD6f1+7du60WH/sRhYFRBimFaunkFTabTYMfs9msNYoMBAKan59XKpVST0+POjo6jB0GuYZyY5w7PC3ivCgKno3z7BqF7BPWjrgqZBrWglQRKO4gHCQHkxfEvkV+MN/c+8UcT6dyeqLX9vv9uvPOOx/3fa9+9atNLj2ZcVkoJ6w9V9hw+KEjkq2OdYZQdD8Ptk2MxPVksIgQdLjoCFWqJ3MN8mwQJK5HR4IfioH4jqQ2Ied6Awg0CA7QmikEm0ql7DmAbaRt5UDRS7LnUZLcZ7FYtBpw5B2Rh3DttddqaWmpja3GHPv9frseioTvxEKE/LC2tqaVlRWNjo6at1QoFCTJcpYikYiVZEqlUuaZVCoVg7KATbq6uixXBo/k3Ptz4UU8Fg4Wa4uH4rKpmGMgWXKiqtWqEWyks16AmxfDGrGvpLNeBF4CCozvhYYPfLS4uGj7CMMAwcne7e3ttWTSzc1NU1ILCwu2p1hj4EUEtFuCB2LL8vKyPTv7nyTarq4uZbNZPfDAA21xGreiNiQcYnM+n0+Dg4MGt8Lecvcn3h+tYlAEUPI5BxARMH44D9I2s6u/v78tT5B9LcksdgweroG8oKklXibGBufdhaX5Pz94jKwzRgXzTrzQTdx1zz73wecv5viXzHP61xqXhXJiU7ksKjdQTmVgrEeX3skmdi1Iv99vVFsEHdcCPkP54TFRu43DgKfhZvvD4CMjnnwLDmyz2TRYgQPBvblCFesLyIzipC4NW5Ll9ACnUSkcplu5XDal7VKAOTAQJ7q6ukxxkRMmna1IjqXYbJ5tV4D3ysEjCI7VKm3np0nb8aCOjg5LYKRqPPAg8+hWmqDWGWQGt0ICGD8xBVfhX2jwOsKG9aIpIxAUa4anjEI897ru2nGPwEYuDMyz0yySa0GhRcHisdKllbwet9HguQoRJcn+xZBy5wKomuchxUCSxaNYf/YDRhwK1jWEOIMwJU+fPm0eFkQVejehJCmuS4yQvc0eZv4YnF3Yp5wH1i2ZTNo+c+Hfzs5Oi43CosM7cokXKAxXgSMrYE3yO0YR+9012mCZ4qkRv0U5uff+dMScdpTTJTLInJdkLj0QAZ7L/Py8VUuAYIBF69Kzl5aW5PP5rD314uKiBdYJvFNhgUNBvycEbyKRUE9Pj+UKwWby+Xw6cuSI0um0du/erdnZWSUSCc3NzdlBCYVCSiaTlpNSLBbV09NjwpZ4AvRrvK/5+Xk1Gg2LMUHaoAoDDLjp6WmtrKyYF0jsBMowcBRQyH333Wdxg+7ubnV0dFggXJLRlTm0eDpYlslk0th7p06d0vr6urGdUIKwz4CniAX4fD7La8FbRcgT8Ob7gemwWl2iCooEQgAKwKWm4+lSkeDca+HdwuDE2pZkxgsCm88j7IitSGqD89xmlqwlMUliHRQ7BV5kffBSms2mtbFgv1NpIRKJaO/evSYg6e0EEQHiCFAcAhRiDNDggw8+aCQVt1WKz+czpVgqlewMhMNhpVIp9fb2tiVGS2pTNOPj49YHzN3XCHn3dWocwkZ1DcK5uTl1dXVpdnZWAwMDOnPmjLX4CAaD1mI+mUwqkUhodnbWCCV4Vcw9RiTUcdaLpH3q5MGkdY0YKutTn7LV2q71SKwL2UL8sdlstjVF3BlPblwWymlsbMyEGlYTHoMbn4DggBACtkCoUjkChg1QBIKSXAsESyKRMFeenB+EB7kQ0tlEXRfzhqCAwHNHLpfT0tKSkQQkWT7I7OysWWdsdOBDsvf37dtnWfRQcIHX/H6/VcAg8A+ZAcGM8HeD7K1WS5OTk8Zew4OkwjIxEmIfzAUCEGEqyRq7YTFS3of4FQIMQoXbN8fNL2Ou8eQQLm71a0l2Xapv81x4FpLM2IB2T41DmJ7U1UMZutR0BLZLZQZKOzfo7+4FyBXu664CdeEoYjoufMgzQwiRzvY2437w0iKRiBFYWB+eDcYccSeE5eTkpJFsXCjL7XMF3NZoNGw/AfGNjY2ZEsxkMgoGg6pWqyoUClbAFbYdCpJ5One/oyg4HzyLJGvG2Wq1tLS0ZNCjCx1K294gSgn0AAMKxQjK4ubwsY+i0aileGxtbWlubs4Ys+wj8g/r9boxdtlzrI9bNHh5efmCtep+mPEvQSW/FMZloZxOnTpligB2HQqJQ+4yfGj8h3BxEwVduAKYwWV8kdBIRno2m20rJAm8MD09bXAjQXgsZUkWAJyZmWljsyF8EL58FsgFqxnFS7xheXnZDidQBcHx9fV1O+R8D72nYGoNDAwYfIgQkmRV01HC3DdKR5IJUWi4JHli+UNOAN7hdz4PFIvH4ZId3Dp+5G7BhgJKRNC43gTDhWUZfAbLlXgF3qubmOp618CfKF68Fe7ThYncwVq6hARgJ0ltz+zuBZQIqIBLMcdThAzA55hvPDuqLoRCIYM/Ud7UtEOZsa7sTyja7Mv5+Xmbc4wLiDxQ4KlhxzVrtZp6e3uNbEPZKOBIkAyqyWNQufsdLxIvxp0zSUbSwMtkT6JIYddtbGxY6Sxil0D4GCdUuXA7DePdch5h86KAMDqp9+caNbyXs9XR0WH7KBaLWcv3iz12lNMlMtyuk+DpWMFsHCAaaKnValV9fX3mGUCWIEeFgCZxCxdrp9CmdNar4tBi+a+vr2tmZqYtfwqLGEFC4z6EtMuIIpMdoQmMhTUmqe2wEA9ptVo6c+aMBgcHNTc3ZyWHYBxxPc/zrM15rVbT2NiYstmsHSg8DaxmnpdadJubmwZjuDGbXC6ncrlssRliAFBv3ZqBeE7MCda5W5iV7+WeMpmMQYcYFigR4hMuI0ySCWeuJanNcJFkjEw34I0wZF+5SbZY525szaVhswehxwIFuvfler8IWp/PZ4muCDbumwoHKCBJbYF5SUanZt3cWKwbh6HlPPliPOvS0pLFTygMy33jPfJ91WrVlAxIAjmBzAusOUoA7dmzR2fOnLE5drsCuLFdKmAQq3Q9ceJzxJ3wxDc2NsxzcSnjeNvUgHTny4WQJRlsixfH3iRcwF5zY6jIEGrouTmGGLbsU2JgeK7A8U9HIu6/9XFZKCcOlpt9DdTDQceyIpi8tLSkdDqt7u5unT592iw9YI1GYzuLHkHKpsQS8zzPrLRAYLspGsKLQK9LCQ4GgyZcGFBPga1IEkQ5oUzxOrAAY7GYsfT8fr/FrhAisOt8Pp+mp6ft0LdaLROWPAPtp6empqy0UX9/v2KxmD0/8BfKjXwYhAcHe2VlxQ4pQesrrrhClUpFZ86cMdYg1SiAsrh2NBo1cocLuQI3uZAWwgPhiwBhLhHqIyMjSiQSdg0MGXJpiAtS+QLPCyODKg6STOG6f280Gspms8rn8/I8z0gqUNER0tVqVaOjo22lrGDSAVthGCHgpbPBeJ7VrXgB7dvN8SOXDzixUCho9+7dSiaTeuSRR9piOMSRmFME5tramtW+Y15QhqRGjI+P29oPDAyYocQ+DIVCxkD1+/2anp7W+vq6HnzwwTYyEV4U0DrMUxQECa4uEQhSkcu4xDgFiocFCMRG/za+g3xFGpEiLygcjXeFl87fXQo5NPJYLKbu7m7V63XLV6QcGmcfQgkyBgOvr6/vaVEkO8rpEhlg3FjPeDcu5RSLPJVKmQJbWFiwYpnSWSWHxcoCw+aRzlbNdumlCFbKpVSrVbuOW7KH/+O5YHG5sRsEBIIK9hCxIZoEJpNJzczM2HuIw7hWOVRz2roDO7kJpW79PgRXo7FdgZs8Fg40pXhgeLklR87F3aFAF4tFi5fs2rVLy8vLbbATMRxJ9oxApxgJrB9eMbAh84LHKZ1l3DWb232jUJRujGdjY8OKhJIzRpdYF5KDdUmOy+zs7HkenustUW0DeJhEbeIqKF9XsVHNmgRkN88JT5Dvc/cgya94PzDS8Gyj0agVuoWmTU4NcyHJeiRJZ+MhkGncuA7nwzWKuD/INKurq23QNB4V8VzOAH9nD7kxEuJfKEjmF0VCTy7IDhgX7F3WECPFhWl5T0dHh+WCcZ8Ypa7XzH52ySwoYVfW4EUtLS2Zwg2HwyqXy/aswMLcs0uMoSfaznhy47JQTvl8XjMzM4brcvAp44JHQcY3DKJGY7sgJGw71ztAKFBOiA0ETs4mBSYZHBxsU2JAG+TvULEbpYWSgbKOksBy4/2NRsNaE4TDYWu3EYlENDk5aQKSwyfJSAEcmnK5rGw2a/dMDEWSQZf0dnJxfe7dbQ/eaDSsLw/eIbE0lBbCEoVClW1aWLRaLSMXgM9LZ2EuBtYpz4S3BKXXrckXCoXaEk09z7Omj/V6XfV63VhsMNpg1mF1w97DaJBkzDY3UdLNg2s2m1ZU1E0LIF5CiahIJKKenh6LTUpnE5SB/fAAaAyIkGRd3eGSB9if7BtYqeyzcrmsXC6nWq1mhADgOc6MC51hLAGbkfPkwl0oEaBZEAW64OKZw1JzS3choDHeoJZHIhEVCgXz3vL5vBlUtVqtraYd7LutrS0tLy8rkUjI5/NpeXlZyWSyrQIIcaFkMmnKMJ/PWzflyclJg+Hc/U9rFYxF1yhyIch4PG4eJh47SlGSVVbBIMCoQMbk83nrRn2xxo7ndIkMqNBY8m78h83oUjj37NmjarWqtbU1VatVDQ4OWhyJgHA+n7ekT7cED259OBy2/jGJREI33nij1tfXderUKR07dkwzMzPq7u7W3NycVZSu1WpWGLNer6uvr8/KBAHNQUF3EwnT6bSuuuoqsx4bje120IlEQvfcc48RGgjQUhsPyw3vgAK0HBL61USjUV177bVmwR87dsyEC8IXazCTyVhVaQ4A8SviEgixarVqsGggENDMzMx5ChxPjmKfeHRYzG69MphV5EIFg2dbkedyOfX19RllnaTkmZkZE6wYG+SGuUnHzDm0eJe9SE8kt5I33hFwW6t1toI4RAGSaVHwKOeVlRWjeJP2gJfWaGy3loeBhpHFv6wLnrJb/0+Szb8bx2k2m5YXhtfuUsnJ+0FpQFs/c+aMGS8YbXgK1157rXmsDzzwgAliFACwKZ4WbeopfkyFFAoXJ5NJ3XDDDcrn8yoWi+rt7dXQ0JAJebxdCAz5fF5zc3OqVqtWYsrv95uRypmAqBMIBNTT06P5+Xn19fXpyiuv1N69exWJRPS5z33OWH6snd/vtyRx8u8wFKl+gtc/ODhoXQTOzafC4GM/u/uaGPLlWPj1UhiXhXLC8naZUlj6bhFOhAkN844dO6bOzk4NDg7a/4EQXBo1wVDccCzZtbU1s4r7+vos+FqtVq33EhZ2b2+vyuWyxsfHDdpB4LpsIuIc5XLZ4BmEvSQrs7O2tqahoSGNjo5aA0Ky3BFawI0dHR2miBAQBKqZHzqQkjwM/IYl6JaEcWEylD6Jhi4zaWNjw+AshDcKAe9TksFdwCjAHsBfeLqUaUI5STLB2dHRYV1VqaKAYOReiF/goeDluOxC9hC1F10yCwYQChboEa/B3Sd8BqVGDDOVSmlwcFCDg4PG0sJDIP4DrBUKhQxulM7Czi5JQlIbSYb1AEFgfjCIXPIG8Uze7zLg6NvFOaAVPRW2M5mMNjY27P7c1up8H1VFUEiskyTzxjlfuVxOQ0NDKhaLbY3ugOiJuQKXFotFUxJUlgf6JCbFXsdbrVQqVjZraGhIQ0ND5rGBJjA/LpwKq5d7BcaE+DQ4OGjwKN4YrFX2CcaPyzbEy3drM16ssaOcLpFB8h8LjvA4l5bM5qNywsbGRlsbC1gz1OkjCBuJRLS0tGRCGsHj5rVgyVcqFfX29urIkSOWL0HglNwYWHVuXhSDrHLek06nrfXFDTfcYO5/s7nd5A4rjQAuQrJYLFpCJEKVYDrPQaHKZDKp1dVVax8inc3E5xlhGbldgFEgHDg3OZWSPLyGEAeDRzEj0Lu7uy1+QswOWAXrlzYasVhM+XxeCwsL5iHFYjHLA+rv79fDDz+s9fV1lUolg4awUPEeuS+EiMv2Ixl6YWHB5rZQKFgLDUgKCB+uyfzjaQOX0fE4Eolo3759RkYgjQHFXigUDA6OxWLWURUix9ramlqtlgX0qf4hqU3xs0fc1AjmgGKu3COGEp4jUDg1Ad2CuSje++67z+aS1unRaNQUrEveoWwPpIJ8Pm9eHazNRCKhVCpl3rUk9fX16Z577jEjh7NBPIfBGXJhOc4a8DFrHY1G1dvbq0KhoP7+fmMGSrJ1RgkxZ251fmJ3KF72AgYlZx5DFoKGm/IAgUWSndGLPXaU0yU03IB8IBDQ0NBQW8FUDuKhQ4c0Pj6uyclJzc/Pm1eCwKNaAcrKvT6HnMPtUs4bjYa6u7u1e/dueZ6n+++/XzMzM1aP7eTJk3Z/wG7EbSjWCumA5mXAHXTi3bVrlyS1eW4jIyMWh5qamjKvZWVlxWI6kUhEAwMDGhsbs/fk83lde+21WllZ0erqqg4cOKBSqaT5+fk2emytVmvL1CegTRCZeAeWfKPRsIx4l5VF8F+SQXUI0o6ODl111VUW52g0Gjp16pQV5M3n823NyaRtyAlhh6fHM8/MzFgtPtpwu4FyN6aEUMZ6DYVCymazSqfT5lW4VnRXV5claaMM3DJBkuz9eMMQDfDg77nnHvX19ZnF7hI6JGn37t22vtK2AMNTSCQS2rt3r7E/K5WKHnnkEYNE3Xgr68GewKJ3A/PsJ2Jk5FdhNLhKCwIBcHZ3d7dyuZyOHj2q4eFh601WLBYNlh4YGDAPDbhRkhVMHhgY0NbWlkZGRkzxMifz8/OanJw0uLpSqRh87a4NBhPpDTzviRMn7AxXq1Wl02nl83ldeeWV2r17t3K5nKanp9vibc1m84L0duYSbzyZTBrEd/ToUatkkkgkNDg4qKGhIR0/ftwMEJRFZ2enxsfHTRa4198ZT25cFsqpUCiYS4/VhSWK0PE8z2jQUEmBebAia7WaeU6zs7MmEKFgU7UBbwGLc2VlRbOzs8pkMqbkwM6xPCUZU4r74/rAAyQFlstldXd3m2LBE5qbm1M6ndbk5KR8vu227S7VGSvaDaIDUwWD2w3iZmdnLe8DGOyRRx5RqVSStB3fomsryghFBI0YYcWBcynxzDW5WcREXCYhUKibdNrV1aWenh5FItvdaa+//nodOXLE6O3cE1j9wsKCwUjz8/NaWloyRUCxUZQHlrXbMsX15hDgeFEE3blX997dADsGi3QWXnQFGk3ugNoIipdKJSu0StdVahwCvfGcUJ1jsZj27t2rgwcPStqmeK+vr2tubs4a/7lkDDeJFNgVgow77653y+8wEWGesbdQerQWl2TxMuJDpFNIsjw44Fz2o+d5BtVJZ5O4qaIOmWVubs6qjLtVTIDzUGRAhbQB4TsgHUFi6ujosLNJodzZ2VkzYPCAMaZIE+BcStLy8rJ6e3vbUAS3pFUikTAlhlEEjOqeEfIwU6mUCoXCJdWm/XIZl4Vy2rVrl+LxuB566KE2KrnLYkI5lUolraysWOBa2t7UUJ6BjmBncTCi0agpJ2AacPtqtWoCJ5lMKpPJKJ/PG7UYi9GltkuyADgCVJJRSmmJIMlq/k1MTBhjaX193WAOBGehUNDY2JgpEGI3WO2RSMS8GRQYCnJ+ft7q/xUKBQv6u5CJm0QonRUO/N9lIDE30WhU2WzWaNVuciseLbT+SCSirq4ug3gCgYCOHDli0AktE9y8M2JICH63PAz3CXMSwYAAhmnJNdkjfJ79wBxDl3ZZjSh+5gVB5lZ1cNl2LmOL5yDGIW1D1DDpJKm7u9ve9/KXv1y9vb1aWVmxVhMLCwtKp9M2j5BTiK/CdGu1tis8cI88M0Yd3iQGCaQCNw+NGKbbzdaF2tgvfAexMDemQuzL8zwjHLRaLS0sLNjeiEQiVjkBb0iSMQ45I9wTxkQwGLQmi9wfhidnOJ/PWyml5eVllUolY5+6CfhuPFSSFTyuVqsWP2bvDQ4OWo1Av99veYAuaQjUwGXXhkIh7d27V9lsVidOnHgsEfekx45yukTGi1/8Yk1OTuq73/2u5ubmLPM6HA4rl8upo6PDKnCPjo5a0Lynp0eNRkOFQsHykxqNhiXSVSoVVatVXX/99Wo0Gm29c9wgarVa1SOPPKKOjg7t379f/f39GhkZsfbNp06d0tbWlvL5vLWiQJj7/X7t3r1bExMTFlR2K5lT/oUGb9I23JNKpQyvRsGQ+Fcul81jIogNMQOc3e/369ixYxZ8JuG2UCjoRS96kQmu5eVl1Wo1LS0tqVQqGSFCOusJooQRXHiMLsR0zTXXaO/evRb/gV7M92SzWW1ubmp+fl67d++2Nbjmmmt0zz33aHFxsa3VNsVg8QDcvDQC0O7/3SA7NGM8QQgRwJfz8/Pm2XZ3d5vgn5+ft/I2QF9QviW1eVQMKqy7wgLPEro/XiuwYyqVsvhbpVJRV1eXbrjhBjWbTS0uLrYp6pGREUtiRUlms1nz5E6dOqV7771XjUbDWplDX8YAQWGQRCudRQtyuZwZF5lMxr7nrrvu0sLCgqRtht6DDz5odHo3qRxlzTzh2fX29hq6QNV3vO1isajOzk7Nzs5a2aXZ2dk2AguV/YPBoHbt2qWpqam2RG3OBp5XT0+Pncuenh5NT0/rxIkTeuSRR6xeHmQilE4sFjPFd+LECTNeWINgcLviCfLDTdodHR01hQ1yQPwTL6unp0fPfvazNTg4+IT6Hj3RscPWu4QG+ULJZNKgAUkWVMaKbDQadtgTiYTGx8fbOmS6uRHFYtEO18zMjBUnJbcjHo+3WWalUknFYlFdXV3K5/PK5XJWfNalZWORcsgR1t3d3QZV4XVtbW1pYWHBWHPEJVKplDo7O43gwPWAKzc3Nw3GwaoFtqK6hCTLg8FipuNpo9HQoUOH2gRkuVzW7Oys7rvvvrZsfQpkMv8w7/Cy9uzZY1DbwMCASqWSZmZmzBuA2o2Ardfrevjhhw1aWVpaMu/T9Wbx/BBWLsvKjRdQ5JdEZGIoVBNBMfG6S3134S8UFBVAICW4hAggOZS1C+mS8OvCzygKLGwEOQWIedZgcLuT8ejoqD1fsVi0uSb3htjl1taWurq6lMvl9IMf/ECpVEpdXV2anJw0GIzKKa1Wyww3klwhixw6dEi9vb1Kp9PWOLOjo0P33Xef0bs7Ozut5YXLcHWT3Zk3njUajRr8hfGCoQJcCIGH9IZaraZCoWD3AJOwUCgYbEiJL5cFy7mjQG4ul9PGxoaWl5dVLBatioQkg93wujo7Oy3lhDPm8/ksZszzoZRJD6lWq5YGwB7Cu8dgYw3i8fhOy4ynOC4L5QQjD+iGWlued7aZGG429Gw2vSQT+igELEgUx+LiolVlIAGUBEVqjy0sLGh2dlbZbNaSPwn8AwGtra0Zc4m8KqzWdDptXW8jkYj279+vmZkZLSwstMWuoML7fNsdSMlRIe4DcYEirC5ZIZFIaHV11RQyAt6FdBCgm5ub1nmVOYXgMT8/b89SKBQsTkCswu1RAwNuaWlJU1NTVoONeA9FO6enp00JnTp1SplMRoFAwGAXl2GHdSzJng0PEeEMvBQKhdqKlzIymYzFYlxrm89Ckx4eHjaPlrwfF+IjGTUQCLS1DZFkisCtOcc8AQNCSeb9KDOEqud5WlhY0NramnmTy8vLFrdrNBpWbiqXyxn01mq1NDU1Zcqd+YGF5uZ99fb2tsFylPV68YtfrL6+Pmsj7/f7dfz4ccudcynzKATiYxhKQOiRSMRQA/Yy5xPoLJfLmTIm7y2RSFiMKZPJqK+vT8eOHbN4UCQSMXYhRBXkAcQe9iCvl8tlzc/Pa3Z21kpqUXECDxsG7NLSklXNcOOKyAvQDUlWpxDjiDmhlJQLqROPRU7sjCc/Lgvl5AaRYf9IstyCUqlkiXrkjrCZOWjJZFKBQEBzc3NmjZLBPz4+rrW1Ncs9cYkX8Xhce/fu1fj4uDH3yG9aXFy07HI35uQys+LxuOUfSbIDNz4+Lr9/u48SeVHENxKJhGXiZzIZTU9Pa2pqSpKs1te1116rYDBo/Zi6uroMPiEWh9eBVYcHQI5Tq9VSb2+vNjY2VCgUNDIyolgspmPHjunBBx/UsWPHTPi5AXME9NbWltVUW1tb09GjR5VKpTQyMmJtQaijNz8/b94LggErGeENHEoMA48Bw4O/ET/Aw4XmS5UP4gqU+NnY2NDU1JQpBGj2JDrHYjHVajXl83kjNqDEqtWqBgYGLF6BcseSx/BAEblV1TGmEFjQryVZrEvaFpR0EUaZIUyBoWKxmMX3SqWSRkdHLSjf2dlphgv7lzMjyWr2BYNBXXnllXrGM56hK6+8UocOHTLh65JpaMGC8eYWh4WIJMmo8/REe97znqdGo6EjR46oVCpZLLW/v1/9/f22rngseJfNZlPZbFbNZlPj4+NKJpMm0DHM4vG4KQ3uySW60DlgYmJCU1NTOnXqlI4eParFxUUdPHhQp06davNq/X5/W4xz9+7dpgTpD9XV1WUesXS2cDMKmTWlHxfzkkgkNDAwYHUX+fzFHDue0yUyiM/gBWDNApvU63XlcjnLXwoGg8ai8vv9JhBYUOAVDgCCHGFQLpdNyBPPQLhPTU0ZYQHhQGAY4csmpe0GwpWcDKoIVCoVs2TdYqAu1ORSfIEv8FRod8EP0At4OrlbkoyVhzAiQRfBLZ1NiKQ/j3Q2R4ZcMzfJ0429wKQjiJ/JZCzJlaRZvFa8CzxgvC1q9GH5c0+sHetGDA5hzFpi/cJEJB+LmnAolHg8bh1ck8mkGS4oLKxyDBwSkGGGoRCgZkMyYN4RnAhBt5wRAX6qU2QyGdsXLiwEIoCBBSR97Ngx65ILEaSzs9Po4i7JhVwriB3StnfC/j1+/LidCRQwVeyh0mP9Qz0vFAptxBh3/3me12bMsI8zmYytvQuluknzKPZkMqlUKqVTp04Zpds9T+y9c3OeYNWOjo4qEoloamrKqufHYjHb+1QJd9fMTYFwSUDMDfuGqijICfIHaV3DPjzXw3dTVi7W2FFOl8iAEUQ8AOtQksFXxJQQcGww8GtJbdh/Mpm0a7J5g8GgKTi8Abyt9fV1y+/gWsRIiA8hxFFGUKIl6fTp0wZ7kHTYaGyXIAKO49DgxXEIge7W1tYMx8b7gQrLvLj5RQhvBDO4/9LSkh1cGFVHjx41z4BEQ+bXVXo8n7QtXIBKXcYk84dgA+ZEeQMP0bjOrUbB9aPRqAXx+S7gG+JLCA0sYmAWYkKhUMiSKd0cJVfR8bzSWVo238NrjcZ2Ow1ajLAHELYoD3KkKMjr7jeuhcJEsOIFEp90E8BZS9bl/8/enwdJntd1/vizsrLOrLwrjzq7qvqYmZ5phmsALwgWVlbRFWIDYV0EZPGCWDWCWCVidfHrIp6rAa66CqEGXqAhCEqwCoIYw6owB8zR09NdXXdVZmVmVV51V1bm74/8PV71ypqjYahpnWU+ER3dXZXH53i/X8fz9Xw9X/T6sJ45N54PjklqGy8/FNFDwcViUdvb28rlcurq6tJtt92mUCikQqGgSqViOnLcLxwNn8PPOR/aGOg/I3hAsYFMjmuBmMD/gQSTyaQJv0pt0Vr6pwiMeJYEg4HA8VDLer2upaUlBQIBzc/PmxZjPp+39gOyTFAG6kNcG83A/rlhR2h1IOBAyYVgIBQKGYoCfMsIj9M+nnVO/0oOYBuyIC8ZgsI17CgMITpbROYsRowdC5JeGZS2qYtIMoO/tLRkDbW+HwbD4Jld1WrVFnC1WrXuezYFsJqkDiowmQUZzfb2ttWUYrGY3QMgHorNmUzGCuGSTMgSZw1jzEeKGxsbyuVyWltb08zMjBn+++67z6AnBqbBPmKz+k54ICdPd5dk9SYcHIPefA8ZmQCOgAI5v+Mebm1tdWjOeao7Kg84aqLZwcFB5fN5lctlg7c4F4IaHICnkvM8pc6R7NFo1ArgAwMDymaz2tnZsWnHSP5gVHnvSQ3BoaEhBYNBE6OFdAFkCsmANQ6kSZ8Na4bP51z9v3GI9MT5lotgMKjV1VVVq1WDTJ///OdbNrK2tqZcLmfsQjIAD2Ny/1ijME8nJiYsK2EPooq/u7traxcpIpTGgX3JrPhuDH6xWLQgkd4w39YAREt9ESYeWnrBYFBLS0sGQxO4whIEZmZ/gKZgJxhdj1NOJBLK5/MdjExske+f29/ft5qhZ5KexvEsW+9f0UFkSxTebDY1NTWl69evS5JhwxsbG4rH4yqXyxofH7fsCExaktG1JRl7C3puJBLRwsKCRb2+p6Wrq0vValWVSkX1et061TmAF1AxAOYgOqanBiYWryF6A9p58MEHDXZiWGCpVOqo3/j6C0aP3/PzRqOheDxuMA2RNTp8999/v9WvgIOOjo40NzenRqNh7DnugWe4ScdjCLhGoCMMJzUCHAn0bHpoODjXoaEhM4aSDNdH6QA4xfeTJJNJ+9NsNq1PbXNzU6urq2Y0yOQgC0APDofDKhaLSiQSBpN64VhJBm319vba8D1IENlsVolEws55Z2dHGxsb6u7uNsNE7YvskHokcB3zizzUhNMGDiUbxLkDOVPzoH7oHSFGlqySNba6umpGdGZmxpzs/fffr7/8y7/U7OysarWaBW8EfqFQSJFIxOBoX9NKJBLGjiO7pg7VbLaFejmnQqGgRx991IIOzntvb08rKysGk7O3yHhAQHDqrVbLIEtJFkjgmI6O2qNuqF9RE4a9enBwoKmpKdVqNespGxoaModLv5O3HzAgoZXjSFOplAU3Z86c0fXr1zug1Kej5vSNcDwjnBOD8SRZFBeLxWxhJxIJE7Jk8ZZKJes2xwmwwBGJpBhLBsBGZtPzbyI0RkiAY0NgYCFCxsDoEOUSGQNxAD9Jx7JMZDwscq4RAoZvqAQq2NraMjaS1N6g1WrVGj2j0WgH44p6GD9bX1/XlStXrGaGmsLIyIh9Bpucmh8OiqgT5hL3i2e0t7dnxA6adb16BsYbw8zzxYgQgeOg0Dak+RV2JdAq96Zer1utD0ID0C9/yN64JqJ47g3PCAeAQwmHwwbhQlxBJ1CSTQU+PDxUNBq1a+Qe8B043K6urg7HRGblIWUyIGpLvpbK/fIkHg8F8jso2IFAQJlMRoODg8rlcub8fO+g18SDAEQAsrW1ZWjA4OCgQbLQtdljQFqsOZxEX1+fQYY+02cP+T+ewk+2zF4hGyQL8i0EkD8YScMUYK6BgAniA1A36yAYDFqtiMZvzjeTyZimJaQsrm1jY0PNZtNGpPha72lnTtKzsN6/mgOWmCcKSMcQh5/qCWuL6AkoD8ID0BSsKIwQ/6bJEKMsyeAwDBrMLCJxMgIONgC/ZzMQhftzl45VizHE1EyQ4wkGg1pbW+ugIWOciD4Rf6VOxc8pQGMcOcDQH3jgAcXjcdNkI4uamJhQsVg0KKTVauv5QbvlM3Deu7u7Bo9I6rhWnBsGeXNz0xpAg8GgwU84BV+LwXCMjIyYs6NvByfNdzKqm74njCx9X57AAQyUTCaVSqVUKBQsEpaO4T/W38DAgNX3qtWqtre3NTk5aQYS4wj0TOsA2RbFcmAgn5GibtDX12eN0GSY0JLJpLyCfbPZNEFcT8ThuQwNDRmLDCYq4x+o4+RyOVUqFSNZ4AyBvH22DXONtcsIGw97sUf4N/JN7FHWN47ar3+CQdY4wZCvcxEQ+SyamhXQOveN97GvWKcwPQkSqRFTJiCAoV8Px08dFJSDACkej9szZv+z93Fup30865z+lRzAMyz2Vqul2dlZi/hh8USjUeubQVafTKnZbBrbCMjHF7Kj0ajK5bJ1jS8vL3c0t6IcAPbO0EBEVzEeiUTCxmFIMoMMpbzVahl9XJIZ+q6uY/0yRElXV1dtSGAqlVI8HrfIlQhTOmYZocJAfYzeIf83RA7gwCtXrth9BspjJAgQVXd3tzU2I1JKNkatjt4mqLb0zQCVYVhhkNFfBhw6MjKifD5vrDhm+ZAZUxgnquYekJ0wI4lAAhUN9PlOZna1Wk3xeFxHR0e6du2aCXiWy2WrSUjHo1nILFg3wWBQi4uLHbOnqLNAAOAZJxIJGz2RTCaVzWatjpTNZrWxsaGtrS1zAJAugsGgDaFEgZ09EI1GredGksF2nC9iut3d3UaAODo60n333dcBWxeLRXv+wWDQYC2gM2o7vkmVa8ZpgQxQQ4VlF41GzSGgLNLT06NMJmM1x3K53NFkDRlmc3PTsn9P9ADii8ViisVipgOIwyWogaRTrVaVTqftnnZ1ddng0O3tbcXjcR0cHCifz9s1EgxtbGx0tAIgZUZWy2w2grL+/n7Nzs6a7BLX5CXNTut41jn9Kznoi6Ge4XF7FjJZAlH3/v6+0TtJ1aVjvS5eT3OjdDyNFWPLhgPiwGh5nJwInHlDlUrlMeMKJFmERrTvhyey+AcHB63ZlkXPd0syDbJmsy075LFwfg6MSJZF1uajbWjM6XTaRk+jaeYzS4gNOJFUKqWRkRGTQoJFRn+SJBu8eHR0pKWlJRtf4mn83A+yShxmrVYzY+KVBPr7+3Xx4kVznETz1Bd8oEB0DZzm4TmiaRwzGTb1D8/G47xYEzx/Dy/hBHkGjF+B9RUOhxUOh01VHKO6s7OjQqFgbQqe1efZhJ4MAYni/Pnz5py5TthrXCPOnt4fHBBG2yuSULA/OjoyBRbfCO1RBZ7bSZ1B6Tj7aTQaSiaTCgQCBrcz0BFVBmq4g4ODxkrls2gJ8Bp1fAfPAigtkUhYszSQO+fOPvX3CNo6ASFrMplMGoQNYgJq4olE0vFEYBqCvVIJa44ar+8xPO3jWed0ysfBwYHK5bLBOV/tkcvlrG6AEWMRRaNRM7Dd3d0GceAcfNQCjg3dlwmmRJs+/YaZRMTkmyeJQnm9LyDDTqIIClMPowbTiKI5342BJNqPx+NaW1vT+vq61VzIXHDCXvGAqBMnRIbJpmckgSTbSAw/9AQLInMGM6JawCwbyCNsOjJTmE5+hDa9O77HpdU6nvJKlgT0yHNZWVkxwy7JitDUZM6cOWP1tWvXrhkMw/NptVo2p+kkU/Ho6MgyRyjNvIZivpc+Ap7BgRwdHSmdTluvENe0s7OjsbExq8NQvyiXyx0FfjQe6YfhumEUEvB4wgPBRTqdViaTsTUCVZr/c08TiYTm5+cti+YzcKB+dL1nTFJfGhwctOfO/sCxY7T9WsMp9vT02LBIVFjIamEjQliitUGSOUecHpC0r9myZlDIwMkDYXv4DOYca5yMCCSEA8iOcwBxwEbwO5/9ACkyLw6HhmAvNa/u7m7FYjGzVc8eX/vxtDunj33sY/qjP/ojff7znzcKtdTOAl7xilfo+7//+/XqV7/6ST/jM5/5jHp6elQoFFSr1WyxHRwcmPYWRzQaNfkeomlJVize3Ny0LnvGM0NThuhAdoFxKZVK5gCo76CPBrTI+ezs7CgajRrEgOHzRpq6A4VUaNdEQ7lczlh0wJEQMcDXid7JWnzRlU2NM5OO1deJzpFZosaAkaKY3mq1rMmXniivrMG4brQCEerEUB4eHhqBAEMO7Zj7Xa1WTe+M6wM6pSbV09OjYrGotbU1c4DIOu3t7Vn2BxSDQSFQwXkcHh5aVpRMJnXhwgVNTExoZ2fHKPeDg4NaXl7W1atX7T5RW/D08IGBAUWjURu90tPTY9BjMNgeKb++vt7B0sxmsxblUx/BkfT29hocSuZEjcQ3zVKf49xQ96jX61pZWbE1tbOzo3K5bIEDo1OSyaRler4uypputVoGKftAjgyGdgxfu6NBPR6PW3ADlAqhgPNgTyDyyjPEEQB9A8mR0Xu2HX1uyFKRNcIwRX4MB3d4eKilpSVjwEJzZ0/6dhBqybA3gfQ5yJBR4IfhCtRP9oXWZKFQ0D333NNhn07jeJZK/nUe5XJZb3zjG/XAAw/ola98pd75zneasTk8bA/8u3Llin7wB39Q3/zN36zf//3ft0j55LG0tGSUW892ItryRXjPrkNpwMN6wCtEfmQA1IzILliUvo7Ad+OoOJAw4vdsIpwjUbDUdhKISLKZvBwTmRpZCYK0FPWJCHF0bE6yCgwcDhPDJsmcAMoIwB4wxnDK9GuFw2GlUqmOScQYw2QyqdHRUS0vL5uG2djYmE1BJYolsp2entby8rIqlYrBh11dXTbtFqiTLGV3d1flclkTExNKJpPK5/PmOO+55x4lEgmDhtBnW1tb0+DgYIeRIDNFSgjHQjGbugXnxO8JDLhHnNfR0ZE19u7s7Nj4FIxUtVrV/Py8ZYPd3d2miYeGHoafZwMLjmcfCLQbS2OxmCYmJrS4uGjZF8V9mKirq6sWzY+OjqrZbFrAw5rr7e1VKpWy84MMBESO4+EZoE7hNeHI8qHGb21tmUDq3t6e1fWo+3l2XzKZtGwNh4XDl2TOkb1G36CHVYGwfYDF82B9+z3EuZJ9UrOUjglV7HdsCTaBtcPzIOtmf2MDvG4lDtTbp62tLS0vL1uGeJrHs87p6zje+MY36ju/8zv18Y9//EkhvIODA73vfe/Tf/7P/1l/9md/9rivIfonXfa4MlEQxtCz4yjkemMIfCUdd2/jrIB5OF+cErAGGxZjAPXas/gwIuDMGH9POccR0AzJJuL7JHUodPMzuu+9o8MR7u7uGtbP94Lbe8gSthRKBRhDokDuL+y9kZERM+z7+/s6c+aMyR/19vYqHo8brr+ysqLV1VUzPDDFgAUhRxC9Q18vl8tmdKk5ML5kdXXVHL+vW62trVm/0dDQkI1noLBNPXFoaMieO0YNgsbm5qYFRDhdmicJMqhbtlotIy0wZoTBkzxj5gZ5ZQxqO/ShAWGR3ULcgHKN4GssFlM4HDZyDTAYTszP8MJgUnfp6enRmTNntLi4aA3N/f39xsjzrQdoA/p7w5qSZOuejIN1hEGm/4xWCaJ6Wh2kYzide8wzJIP2+4GA0WcsBE+SrG7n2w28I8Jxs+bZnwQLPBsYmJyDhwX9vgAaJ2vn//x9sr2DWi32anNzU5IMDj2t41nn9BSPlZUV/diP/Zhe9apX3fC1vb29+q//9b/qr/7qr1QsFpVKpR7zGpppPR4syZovJycnbZigF+Hs7u5WIpHQ7OysMYVgzsViMYNGPD02lUpZ/weLsq+vT5lMRpVKxTYwDX9+Uw0MDGhkZKSD7ICTCAQCRvuNxWLGAPSyKdJxV369XrcJwJIsMqWpFmfnaceVSsUyCaARnBHZIT1gkDg8S4oID8fO62g4pmdodHTUrp1R6+FwWPPz8/bMWq2WlpeXzdCtra2Z7tzQ0JARSFDHIFoni0LpwbPKWq2WSRdxvwYHBw3GobeFIjuEDul4sCCGZWBgQIVCwWBR6lQDAwNGsAHqZb3h8Hg/z4DPoK2AgIh1AQMUKjLZWLVaNXYeArQY8nK5rJWVlY4gJxgMWsZIVjM9Pa16va5yudxBAFpbW1M0GlU4HNbg4KCuXbtmwQrnSpZCBrO1tWUTeFl3QH1AZ+FwWMlk0gIO3guRBxia4AVD3dvbnlLLPaZGS2BIbZbPPjw8NBkvn9lFo1EjeywvL2t3d9dQBYgMKKhQm4JlSfADbb9YLJp6Pb1fOGcP2Q0PD+vcuXPWnoITpp0EwWAyfEkGTxMYsA5P63jWOT3FY3x8XOPj41/Va++55x698IUv1Hd/93c/4WuAVKTjSC4YDCqdTtuYbaIyoiIioomJiY4eFjYLURJwAk6ChUm/FFkWGQLyRBgvmFPlctkiWqRRiHyBUnBU9Nek02l1dXUpn8+b86BRsNlsK4bTjY6RjkajKpVK1nHvGx2htPomTyJeDLUv/p/sj8FBkU3QJwY1mFoP945o1Ms9QRUPBttD4mgKRgIJFh7ng/OUjlU2hoaGOkZl1+t1nTt3zmoUtACw6aG8k3ENDQ0ZIcI/U4wF9xnpILTZwuGwrRuyEJQt/DNIp9N2/hAoJBkcyP3IZDIWWOF8otGoJHVAqXx+MBi0LDEWi1mPXn9/v6LRqKLRqEGm1H7oufGEE55PMplUo9FQoVDo6I8i0/bPHTSAe8bzh8buSTesZWqdBDo45kajPeajWq0a7NVotBVL8vm8ZY58dygUUjabte9AZYVzgfjE2gE+ZJ8SiPJ8sAcQMNbX1+05Mi4dRAQH4xU9+D17IxKJmB3x9Wj2OUFkKBQyyNc3Ij9LiHhqx01h67361a/WJz/5ycf93Tve8Q798z//85O+f3h42KIjFhAZApkGBtnP1cHwARV1d3cbCw+YJBhsj81AoJWaAlCcbygkYwI69Cwx8PutrS2FQiFNT08rGGzrerVaLW1sbNg5lkola07kZ2xmj09zzmQBvreJDc45YrQwzmQ1XnOQmhMRpCRzyjgtjIt3wNQJRkdH7eceduH+kK1Rg2DMAwYYBXSgOCDK7e1tUwTnuTDOAKZdIBCwCL5Wq9k025GRETWbTRPr5L4kEokO4VjuExlNPp+3BlLqfsBysK54n3Q8tyoSiVgAAdQXi8UUCASUy+UsWyXzk45HLeDEDg4OjKSAkgkZILqG9BrR+AvDkjWG0/LkBOnY0ZAVgyh4NifBm1deoA5F1i8dMz4h8Hh6/NbWlrFWWaPcF54ba1s6zsb9EQ6HFY1GVa1W7fo2NzdVKpXMWUNxz2QympycVKPRnmTtv5/PZ19ybf7+4LSZHcazIWCiBMDz4tolmeMFyvckD+4Ze4I1hZOjEZqM6rSOZzOnUzo+//nP6/d+7/f01re+1X62tramN7/5zbrnnntu+P6xsTFNTk5qdnbWGmxhzA0NDZmyN0QB6TjbAutnFDXKBzTEXr16VefPnzejxsA9H9UTDfX19WliYsIaZKVjZWiypnq9runpab385S+3KFGSCVgyAwj5GOjDaMXhQID9MBxsPmAOIuFIJGIGJRKJ6JZbbjHqLoMHgRXZZI1GQ2fPnlWr1bLr8GrZGN5wOGx1of39fS0vL9uIB66La+rt7dXFixeVz+dtajDMSKjnzByCjEFWBe34/PnzarXaYp/AsDRjkuUApUFkyOVyHSKfQIf9/f0aHh5WLpczg4Qx3tnZ0fr6uk2ApR5Zr9etHubrgPv7+2YgYWRub28b24veLiSLyLr4m/OnL2dkZESpVMoYbKxpiAGRSMQieow0auFkpplMRtls1ij1u7u7HehAs9k0WFWS1bN4dhg3alw0x3Z1denRRx/V9PS0nT/nRXYwODioyclJPfroowoE2pJIe3t7Hew7YG/WbTDY1qLDadJvtL6+rsPDQ129etUg1Z2dnQ51ckawnz9/XtlsVn/9139tzbAEUDg+2jBYa9DJ4/G47ZtWq6W1tTXFYjFzrlevXjXnHQqFNDU1peXlZYOdufdciySDY5eWlizTPTg4MDZmOBzWpUuXdHR0dKrO6RuFrRe48Uu+/uO5z32uHnnkEb32ta9VqVTSRz7yEV26dEmFQkHnz5+/4ftxJF7SZW9vz+iywA9EWjw8XuM3dCQSUTqdtgwKWA4ohuifRUuNgexCUodB81kUm2R4eNh6r2CGEbnjeKhP0Hezt7dnToAeGIrUXj396OjIDLMkE79EagYq7sbGhtUpiFohDqAkwT0CWyczYwPyHq+CATxD5oP+H2w6nIPvcYFtSYQNNEgNJZVKKRQKaXFxUVevXjXVAC/KK8kcHDUD7rtvFMWBkxlyLjwfnqHPyKjVeOFZ/0yB5KRj2SeCH7IDPtuTGnAM0MVhm5bLZV29elWLi4sKhUJKpVKWRTcaDWOQEYkvLS1ZwMG5UFehuTUWi9kzAYJutVoaHx83qNRnIzxrWJ8Y7YODAyUSCVOY8Oun0WhYnRTxVz+OQ5IpNpDJs3Z5PhALWOs4Z78f2JPsJxiU3d3d2tzcNEUO/0zZh81m05rSyeZarZbV87hWgljPxgVZSafTFoyAQjCAke9kjyB1BrHHQ6CI9cIAPs2D83gqf54px03JnD7zmc+ov79ff/iHf6jp6Wnt7e3pne98p37u535OX/rSl274fhSqif4pRlarVTP8sJCoTdGHQG9VNBpVIpFQMpk0xh1Cl0gTEW2xKegDYROz0H1tiHoM0BnGkzoHmQ2LGEeKofdQB4QLv5EpwHJdkh7TWU8ta3+/PWoc1iH3A/wcUsalS5dUq9VsRLWXFuK6mF/EeYTDYavjUJPieeTzeaVSKZVKJaO+w87is1dXVzv6THB8KK8PDAwYE/DKlSsGs0Jqed7znmdTjCWZowb+oqmZe7e5udkBcfo+GZ4114jjmZ+fNzYnxm9oaKgDckMVnqwaRfB6vW59VRzj4+PKZrN68MEHrZguSel0Wrfeeqs5ZOZ0kUFRIzw6OrJJwzBBIYxAbEmlUkYkIssJh8NaWVlRd3e3jVLn2eJYaQjf29szrULO7dy5c5qbm7MmX77PN38zBdqTQ7hnXmeSvcg6xmF46Es61s1rtVq2dnAWZJPAvzh/ghLkxNiXfo+ybyEn4Zx9DRjh2v7+fmUyGSWTSVv7+/v7KhQKNlaevc39wO7U63WrLVMPppeKksRpHs8kJ/NUj5vinH71V39VL37xi/WTP/mTSiaTuu222zqKwDc6+vr6VCqVJB3XDohEV1dXlUgkTNafxYOR3djYUCQS0dmzZ9Xf32/GKJ1OKxAI6JFHHjFj3Gw2DR6C4g0kxngJYAIorfQiEXX6aZww0AYGBjQ+Pq58Pm9FYkmGraPxBk1Yks0NokET2jyOlboIE0O5n4VCQZOTk6YwQVMssExPT4/OnTun8fFxrays6JFHHrEoVZJFkND2peNx42NjY1pZWTH1gcPDQ128eNHUmlFuAAYZHx+3fyPrgoFmJAG1qZ6eHi0uLqqnp0cjIyMKhUK2qROJhLG8YNmVy2W7B8B9nCfnT20Go4cTIlpGHBb1AdRGuM/UD7w0Ds6ZaJkoGidPER7WaaFQMDknqR0kMXqC2qOnqudyuY4RMV71gcyCKb7d3d1aXFxUJpNRd3e35ufnLTPZ29uz6bbU/bgv9JNJsnU7MDCgV77ylbYumBGGM0fyi6ysUCiYEC/11KGhIfX19Wl0dNSyHwI+FBhmZ2dtthbtBjDmmCAgtQOfSCSibDargYEBU1qIRCI2oh7WIvsPyJyAhZYOHKpvI/CDP4GXb7vtNl28eLEDQaCnCwdGLY0/1IlZ45BCsGs842ePr/24KbDeL/3SL+k7vuM79MpXvlIPPPCAPvWpTymZTOqVr3xlRx3qiQ5YZb7vgGInCgZ7e3tWWKVvg8wBSMD3KOA4gADo62GzQh8maoUd1Gw2bTMPDQ0plUrZa4jUGOQHNCPJMG8iRDavbyQkUqdPiC51Mi9YZIiBAkFSKCdbQnfP91RxEA0iahmNRu2+SOqAvaCsMwZgeHi4o3Fyb29P+Xxeu7u71jOCVuHMzIw5OK8mwflSn4tGo0omk8b64veoDIyMjEg6dpCTk5NKp9OWpVDTqVQqprHmNQmB3/b2jvXpeG5ktahYRCIRpVIpM1peTggnx72mMZn5XjivgYEBpdNpTU5OWi1OkjlieuNgbXK/otGo1VF8JkwtEccyMzNj9wv6Ndp1ngLe1dVlBBMK/l413j9HKPqootMX6NcMa9avL6+yAFSGkDJaf2Q+wWBbnYWWC8gwwMrsK9YsewU1cyBhBiJ6Is/e3p49t4GBAdtXTHTmNZJMIotgAEfJPSYD82zcaDTaYU9isZgGBweNVcggVAIJ3utZsad9PAvrndLR3d2tP/3TP9XrXvc6+9k73vEOveIVr9C3f/u33/D94XDYCpIcQ0NDJn9DSg3ePTAwoGKxaKyzZDJpzgkDJcmwcBY5emiejcamYCqtp/xijHK5XEejH3OWoP4ODAyoVCqZ/Avf393dVq8GovCiodvb21pdXTWiAhHo4eGh1dGgHCONRDQI1OSbbyFDAImura0pHA5rZmZGhUKhoxbGfa5Wq0okEtaAy7Vw/4FEkPjZ2dnpoKdzbh6HR60AKvby8rK1A9D7gpSOr9mtrKxY3wtsKpiYwG0YGyAsr6UGlHN0dGS9UozYgK3na1U7Ozt2P3BKOE0Pf9KvxXexLhYWFsxZjI+PW3DDmuO7KpWKGdL9/X0bnElfFwacxlzpuOcJij5ZaXd3t0k0ESxA5Ont7bVM1BteYDmCiXq9bn08rL2dnR0LtHDUfrK0n1lEfQaGHwa8v79fq6ur1mfo1VNoAvf6dX19fbaWuZZAIKBCoWDf69crUDfrAjq373ljz/F3rVZTKBQyCI46FLaEe5RMJk3pgfMhmCXYgDwEQYt7QU3ztI9nkpN5qsdNcU6ve93rOhwTx6233vpVZ06e6knxmiiFOhSMIaJbGmFTqZRBHbu7u6rVaspkMqa7B4TjB7nhtHy2g/QQfRQUvT19lVrT+vq6JicnO+SVMBJeeojvIBL1RXYiUqZ1ck5e8giH5jF8MHDuFZ/Jaxn4xsZDF42sgijYKzCD0Xua/tDQkEqlktXmNjc3rQl6fn7e4DR+RvbLKIdGo2GjT+gl8UaHSJgmaCj+3GOYctFo1DIxso1ms2n3WTquUR0eHlq2h6gpR7PZtBqB1xskmPBGnUwO/UCCEqbAcr/j8XgHeQUnAiy3vLxsLDcyCs6T50Z2u729rfn5eU1PT+vo6MjqWGRxEAWgjnO/qfkAQ1KfQ1cwHo8rmUxajZZ15mt43Cd6Cbkf1H/YX1DyYR/iHHkGnrxCWwLfR8ZCoOKVwUE01tfX7dnT+uAZs/v7+yY8zJplD/t9Tb2WvQ/Zpq+vT+vr69Yy0N/fbxAtwQbK+J4FC5rjSTXAe6edOT3TMqCnetwU5/SBD3xAUvvhzs7Oqqury2pAP/uzP3vD91NrACrAaAwNDZnMP5sRKirRKcwiGmhZgL4QzvuHh4etfwb4i2iYMQvBYLv7HkNG0yrsMoqzh4eHWlhYUHd3tyYmJqyQTdMtjoQZPCxwshYi01arpXQ6rS984QsWEY+NjSmdTmtubs6yt2azadg7Ea93JDgjGm3JAhg77llo0LYDgYCWlpasiVRq10yWl5c1OTmpUCikzc1Nq/2Mj4/r8uXLJi9DY3Cj0dC5c+dMQufKlSsdPTZALF/5ylcscxwdHVVPT49qtZo5X2o70H4ZMUK2zHPjvpLt+GgXp4FKAePhyTx57hhyDIundXtCCPeYmsjq6qpWVlZ04cIFyxzItlDtvnr1qkHEvil4b29PuVxOBwcHuvXWWy1oWF5eNpr8/v6+1tbWVKlUFAqFOnqrYKRtbm5qYmLCYN9isahCoWAsUxprvXGGBYdjJ9vAuJP5IpALmcRn06zVwcFBffnLX7b7/S3f8i0GkcLq4/5R09re3rYaIEK5sVjMhJivX79uJCZg5N3dXcViMVs/OPR8Pq/R0VELXHASPuvd2dlRJpOx/R+Px43Zub6+boQP9i2BTjDYVk7BMXFvGA+CfSJowHad9vGN4JxuSs2p0WjoJ3/yJ5VIJHTnnXfqOc95jhKJhH7qp37qq1LsJXr3DXccRGHScc+RNywQCYB8ICRA++3r6zP9skQiYRsSQw0ry9emfCRNRoVx4KAGRj0JY3j+/HnboPT40F/h5V7Imii0Et0BAXHwXv9/IBM+i2gOtiBRIhGg1wMDwmw223IsQIwYeoIAyBuJRMIySYIC1C62t7f1whe+ULfffruq1apteHB/nj1UZRw0jqWnp8eUEaCbSzLMH+N6cHBgUTbMurGxMVMqmZqaMiPSaLRnMOXzeRvfks1mlUwmVS6Xlc/njaWGY5+amrLPGhsbMwafdCymy7lT85RkNHGuAS1ECva+OVySNSCzZovFoqrVqm6//Xa98IUv7LivwHqMykgkEmq12krv/jmBIgwODprcl1eHoCEdIgFoAGuFzIvXoppycs35/3uJJoIeiCY+u/cCzBhzqR2YnT9/3sgOBCZAhByhUEjBYNDuK3aAeqEka4aGpef7ryCqwFakPSEQCFjvGHVQUBOyMzI37IAndvnGfG+3nj2+tuOmZE4/8RM/oY9//ON65zvfqXPnzqnVaunatWv60Ic+pN3dXb3//e9/8pP8/y9AolSYdNKxUgJpNREakTTYMlg00CDwEBASURd6b76YCxSBwQLC8BEmGDsKFWRsZHxElKOjo5qdnTUWm3Q8c4rF7s+nVCrZOApwcQwONSjIAZwnEfPh4aE1M1JL8XUDyAOeBi/JjD0ZBnUgZgNhGJvNpkWMOFLkesie6vW6ZmZmjMyxt9ceO0B2SRYH1AcbcWVlReVyWel02uRhUDRHtdpfg6SOuUk8Dww91+7pyxAlKMb7mibwF6/j3gAbAcmiddjT02O1TSDRSqViGWihUFChUDDH4gkrZGxkV5FIxPrLBgcHNTMzo7m5OctikNYiUqfWigPwa5U9AAxO9tPf32+1PWp2ODFfc2Wtk23RR4hDILAApWDEBYQFiDulUsmgVj6bfevJRwjenj17Vmtra2q1WlYTZc3w3bBnCRA4b69uwv0nMAGNICMjI/LPgnPjfkGeYg/A5sRRE/hJsvNBQYLA9bSPb4TM6aY4p7/6q7/SPffcY2k0x3/5L/9FL37xi2/onBKJhFZXVztYNBT2PbwAJAVBgd6bXC6nmZmZjiZaaLtLS0v2cyRtYEMRtTUa7RlAUGalYzIFVGJJxgwkUyPr2dra0qte9SqNjY3p6tWres5znqN7773XmFGIq1LAxZmyuL1aBbAdRoDeIoy6p61So8lkMrp48aJSqZRRmzc3N7W6umoYPhtub2/PvsdTpff29jQ9Pa1KpaK1tTV7XaPR0NTUlFZXV401BgR07tw5LS8vW4Y1OTlpNZW1tTVdv37d4BqUyaVjOjvNxA888IAFIdQ3cA7UHdbX1xWPxy26xaFKsiwC4gLZDXUFjPnExIRqtZoNVuTnDLiUZFE0GWa5XLa6Eo4OZwcdG+cAAYG1yjriei9cuKCzZ88aFZvZT9evX9fKyoomJiY0OztrTcqoso+NjVnthR6pRCKhWCym+fl5CyjIsgjSfBYEnD05OalEIqFKpaJLly6pWCzqgQceMDkp6i/d3d1mmEulku1DiDdQ2vle7hmisAQOQIrAjYlEQs95znMUCoX06le/Wqurq/qd3/kd+w4QCi+zhMPkfkqyoCeZTBqNHOWIWCymer1uqg1dXV1aWlqymlEkErGew66uLoNOh4eHtbKyooODA9MtBErFOQPTsl6xX6d9POucTumYnp5+jGOS2rIkZ8+eveH7gSmIuKiBwHaLRCKKRCLK5/NGLCCaIYvAeBDxVCoVG1wodc5SQmWb7yZilNqLHkPgC8Vsmq2tLUWjUSvMS+rQ6ctms8rn80YXB8byFGDOXzrWdPMCtfSqoB8HVAOshPEGa4eOnM1mbVNjlIkecfoU6j39FoLF8vKywWs4L6LveDxufUw4Aw8dTk5OqlgsmgJBLBbTuXPnrHgOW5HzQytPOhb6lGSjKsimOVdmXhHJAxWRGfMsent7DeobGRlRJpMxZ7q+vq5cLqeFhQUtLCzYs8bQcG04P5rAqeP55k4/mht4meuhEXxvb6+jheDcuXMdSgjValWpVEorKyvmmMmIcILxeNyIK/v7+1b/7O/v1/LycgeBAUSBNQXTzZMvWDeTk5PWx0dWwjPl3/SHsTcTiYT6+/sNPSBbY+1LsrVNRsIz5RlACkEINhgMGiQP5MmwwXA43HGf2Y+se54Z540uYL1e18bGRgcc6TMzGHy+PneSxEQmNjw83KGqT4AAe5e9cJrHs4SIUzympqb06KOP6pZbbun4+dWrV3Xrrbfa/3/8x39c73vf+x7zfkZaSMcCo9JxrwYG3bOiyGwwHNCVcSobGxu2OYDngMT4jHq9bjAVUB2GiYUajUaNHcXGpCEYCaGjoyOVSiWbnooz4SDa7erq6hh7AOzlpX+6urq0sbGhkZERYzH6Hi50B3F8kmzDwTzy2RLnB0RDLYX347So1fT395to6crKihljokXqDIFAwDQJKYRjAIAWw+GwJiYmtLS0ZCPgL1y4oHA4rHvvvddqECelqcgiIShwTsA/wGH+/g4MDFiT9vDwsLLZrEZGRnTnnXda3eorX/mKFdeR58H4AYtKMt08xiVglKiTUQjHaJOxSe2a2Ate8ALV63VduXJFe3t7pvmI5FO1WlWtVrP1wnMql8tm2Fnf/v4HAgGNj49b75WvnfkGUu4htT0gLWjjg4ODRvcPhUK2J1i3MGOl41YLSQal53I5W6vAbD4gAjJF85DgUZIFWfSElUolW1dHR0fmMNlvZPeo9eNsCWjZ15FIRK1Wy5wTztO3TtRqNWvaB94kWOJzCCRYlzwPb4+ANLFXvkZ8WsezzumUjlgsppe85CX6ru/6Lk1NTUmSFhYW9JnPfEZvfvOb9XM/93OS2vDf4zmnhYUFky2hf8HTQWFLUXNiobLJ8vm85ufnlU6nNTExoZ6eHs3Ozho0BYVaOu6YZ0HSFwMEJx1DO8lkUpFIROVyuQNS4/wwNo1GQ5cvX5Ykg9ak48Y/ou6hoSEzbGwOqe2ckVMpFAoKhUIqFotGHYZMgHFhM3ANGKFEIqFwOKypqSk99NBDmp2dtajVU2z7+/u1ublp9wRyCHUUfh4Oh61+hLEKBoPWEHnlyhWDSTzh5MEHH7TM7+zZsxoZGVE+n9fc3Jzm5uaUSqWMWNHT02OMOkkWGUsy+IzR2fF43OjVg4ODNmZhe3vbZvpwXzY2NowgwGfRnEwww2dkMhmFQiEbf4LcED1gDF/k8I3gkuw1iN6ura2pWCxqf39ft912m7LZrAYHB1UsFq1udOnSJeuTy+VyFtWPj4+rp6fHYDZkd3gOkqzXZmtryxwnzhUI+STbjMbiM2fO6I477lAg0FZFWVhYUL1et0AJcVngQW+8Y7GYisWiZdbUj3yQgfgs/X1kzZ49WygUVCqVVCwWdfnyZau1+ZqoD0ZpFA8EAtZ3x7Pe2NgwBRb22kmKN7XZnZ0dzc7O6tKlS+rr69PCwoKpofCMJBkDEOUK365BAOxVSxYWFh7fMD57POlxU5zT7/zO7yibzeruu+/W3XffbT/v7+/XRz7yEfs/G+7ksbu7q3g8bqkykZ6PWojAaEIkOidjWFtbs8wAp0H9iMyD6MhTmGEUYWBhDKGqzKKk/8kzB8GuA4GA1tfXNTw8rHK5bPRnmgmJuv0G8oVtYImhoSGtrq5acyrwCdfgpY6kzpHVs7Ozev7zn69oNKpisaju7m6TosHBs9m9MvbJHhSgURo+iS6JxNEa8xFzrVYzFWjfD0Jf1NDQkGZmZkxdfG1tzSJoCAjUh2Conax54Ey5lmAwaPJPJ2dtcW5SG7blWUuya4OCzvNgiKQf2rizs2MzfqRj4oRnedJyQGCDk2k0GorFYpqZmTG24+bmpj074F7gZ+oZ3FvYY7Q3kG2Q2VP/8kFHo9EwVQyyFQ/ZxeNxu/ZUKqV6va7Z2Vl7/mQb3DfPLu3q6jI6OEQdggo/fmRv71holYwIyBKnXqvVdPXqVR0eHmp9fd0MPkojZPT0zHlYEjga+C8SiVh9i33lSQqe+MJ+q9VqBv2tra1ZZk79kO+F3ML1s495RjhQHPppHs9mTqd0vOQlL9HnPve5G77u5S9/+eP+nKKqdJw6U7D2i2N/f1+ZTMYKrhh1okq67mnspFsdKjkLyhsISTbpkmI+TqVSqdhn0ZRKBsRnxGIx7e3taW1tzaCp7u5ui/SWlpbMwFEzQuoHCjgd6LDoWPSoV59s+mPjs0kGBgZUr9f18MMPdxgFjBzkCm94ksmkisWiReZomTFqnGyzWq3atY+MjFgjLLAKMOz169d17tw5Gx2BMGsul1MsFtP09LQmJiZ05coVo0Nz/8mWJZnxR4CV7JkeFsamE0VjiGk4JSihpsA4FYryRLzUCYC5UJzGSNLvAlmFwOTg4MACIrJJfy3o9A0NDWliYkLJZFLz8/PWt7S9vW30/Gq1quvXr3dI9bBWU6mUzcWidkUtBhajJ4KwHpLJpEGVOGrOGce0v7+vXC6nhx9+2ARtPZsRY04NiGsnaANFAD0gQANyg8zhNQTD4bAmJydN4PUrX/mKuru7racQCSagTNRQcMJktNQFub8ENYjfct04XGC94eFhY/LNzc1pd3fXlOBxcDg2nJMPJggQuCbsFOvjtI9nndMpHb//+7//db2OgWQUJ4F2oMlifMD2kZSB8RWJRIw4cPnyZdP/OnPmjEZHR41VJR0XGxl1Lh33/pw9e9bkZrziNpFdpVIxlhWGAeXq5eVlLS8vKxwO6/bbb1cgEDCiCAKt3mlIx+QLotpmsy2FQ+TNEDOYQt6ZoVhBEzGzjR5++GFdunRJm5ubHfN1UCGAaegjbmoJhULBaMfAQRh3DOUtt9yi5eVli7jJnq5fv656va6JiQmdPXtWsVhMuVzOxl/ff//9VqMjM+Ka+SO1Nzu1CggU1JRGR0cVDodVLpc1Nzdnz5OAgV41Tz4B2qFGxO/JrOr1uq5evarr16/b72dmZmxsCMaT8+D8PAmgq6vLGkyRvCGb39/fVyKR0Llz5zQ7O6uZmRn19PTo+vXrWl5eVqFQ6IDldnd3de7cOU1MTFjA4LM/1BNoH2DaMr1NsEM553Q6bQHGxsaGzRl78MEHbXRGPp83tp10rEbP9fieNDLO8fFxq4EyiRcUAifIGu3p6dFdd91lQcDR0ZE5Rp4N+8vXrGjJYH14BmMsFtPZs2e1tLTUUSMCFfGOqa+vTy94wQu0tramxcVFPfTQQ9rf3zfYHBSBGhzqFfRIAm8SFLBv+vr6VK1WbfrxaR7POqeneICbj46OSpLVmZ7sWF5efkLKpYdyKHJCdEDhGdwZyIVokUwJiM1TbpEZ8o1ybASi3Wazqfn5efX39+vq1atWp6JOBIwFk4oeFzIGz7qDWEHjK30a8XhchULBMgKcE5u4UqkYPR4jiC4YTpvozPfqAFGGQiENDw8b3PWlL33JYDicFyw3YERqAkAZiMSWy2XLJrzKOOfjaxEYEQzR1taWlpaWTASV3hzGQmCIo9GokRsgPnDdjUbDiCBQkScnJ9Xd3RZGhb4P7MMmZk1CvZaOm0cxJt74VqtVq41ADyZL86Kmt9xyixFeuJfcQ98bA4mi0WhY3xbXCzmGOV3cJ+4vz52sAHIPkKF0PIkZAxkMtmWPyHLJZDDm3FOfWdXrdS0uLur69evWZwWRhP4fDs9U9RJKZOGsiUql0kHLZr2wN7u6ugxePjg4ULFYtMwIPUv2DrAsDoV9CpsWViQKKUCDxWLR5p6RVdMmQs+WJwlRX6Pvij6urq4ug/eoqdF8Pjw83NHc7PsfT5sQcTPZem9729v0e7/3e3rpS1+qv//7v+/4Hc3mJ49CodBBIPrEJz6ht7zlLbYvnvvc5+qzn/2s1RCf6HhaFCIGBgb0H//jf9QjjzzyVb3+vvvu01ve8pbHzIHhOEmvJirBiAYC7TlFdMlLMu0wMGhfuEX2ZmVlRbOzs5JkME4ikbAxAKidU1zGMCOBRCQIIwqozjdZEh36ngxPWujv7zchUg4cLMaVzQokdHDQnrbJoDn6kDwhwsvQMISOmlqxWNT8/LzBGNDmgZuoDSSTyY4iNA6Bc6GvDOgQJw/0hcMD7sQx5/N5NZtNTU9Pm9NYXFw0FWlgTJ4dzhAZqHg8rnA4bPdOOq73QILAKeIgyaJ5jkTNKysrWlhY0MrKiprNpvVcIYfDe2EsAsky9ZZggP+Hw2HF43FFo1FNTExYoZ3AhHonQrCLi4vWwDw9Pa1msy2/w9ol62NN+THx1J2AxbyToK7i4dBkMmm1TNiTkmwY49bWlubn500b8OTaAbZkjbHmIMswb8s7Y+4jtU8MO0dvb6/dO0n22b51gx4+ngVZPcEoEDIZDXuf5+j38cbGhnZ3dzsGWErS7OysVlZWVKvVbKjpyV4w9j57lOnaPmOlXCB10uafacf8/LyGh4f1xS9+8UkdIcGH/+Nt2aOPPqrXvOY1esUrXqFaraaFhQXdf//9eslLXnLDc3haMqeBgQH92q/9mr7jO75D3/Zt36Z/9+/+nc6fP69kMmmYcalU0rVr1/TJT35S9957rz7+8Y8/ITbLxqDOIrUZUYzgPnv2rKanp5VIJPTQQw9ZgZSNvr+/b70lRE6NRsNgLVQcAoGAQVRbW1s2q0VqR97MgII9h+4WBW3+JssjQgaGY6GSHRWLRd1yyy2anp5Wb2+visWizY3xBAcyF4xPKpWyRYA8DP0xFLdxRH7j7+7uan19XfV63cY8UFDmvHwjbD6ft/odvVUYyUAgoOHhYZ0/f16Li4s6c+aMFhcX7Z5OTEzoK1/5in0WPS+9vb2am5sz/beNjQ3LGhE0lWRZKH1dzCoKBNpjGoAaJdm9wXgNDg7q1ltv1crKihkfjOLu7q4efvhhLS0tWU+Y73FDxgdSA8QGqZ2Jjo+P23qhmZYIGakbRGULhYLBrcys8sX47u72DCac9eXLl7W8vKxKpWLFf+pCZBYTExPa3t42uOrMmTO6du2aLl26pGvXrtmQQTJj2HPcRxq9YeDBrCPgARZbX183KSicPpEvGThOu1qtGjmC+lWxWLRn44M0r8iQTCaVSqU0NjamRCKhRx991O49Bp3vo8WCtULwFgwGbZ9RG2YvB4NBi+KpP0PPpwmX+tjm5maHIyf4hF6OSjr7eW9vT+fOndPQ0JDm5+d1/fp1BQIBjYyMWP2TGVhPh3N6ujOnUqmk9773vfqhH/qhr+v83/a2t0mS/viP/1hSe5jl93//9+sDH/iA7rvvPj3/+c9/wvc+bTWnF7zgBbrnnnv0Mz/zM/qJn/gJa3rjaLXaIpGvf/3r9aUvfekJU0TpGOP20At1Hamd7Xiygk//JRl5gQ0lyWirkC2gXAN3VCoVjY6OWpMoUJx0TBio1+vq7e3V8PCwiUEC0fhmYK6ByJGaw8bGhra2thSPx42OXavVzJASyXsmIXUsDCcZwc7Ojs2+IdOMRCJG50VFQlKHA2o2mx3OmaicTAQHTYTsI10iYoQ7ieR9HxiRr9Te9BcuXNDc3Jy2trZ05coVc9oYMD+qAKYf8CmfQ4He18cgOXAtjG0gUPFOj2fAs0ZuBiIK7+HZcW96enq0srJiE31pDMVoe+YZMBiUY6j0GGvqP6yTzc1Nq4UwyuTq1au2foGjeTZkqn4kCQw5Mib0C3neCO9yf1mPwGDsDV7P/aSGc3h4aDVX1g/njEPk84AOJXWsZ8/6oyk2Ho/bQD9PbuH+n5QAot+KHjH2H71zsH4JCtEVZCowLSeILjMwlOv2ewMCCt/r9zhZbSKRsJokzx1b5acSnObxdDunu+66S3fdddfX/Tn33nuvhoeHO7Kp17/+9frABz6g3/qt39IHP/jBJ3zv00qIGB4e1m//9m/rN37jN/Twww8rl8uZ2ObIyIgRA76awyv7Ai+QHVFvoN7j9a9ItZH5wXhQEO3u7jbHg+SNZ+Ts7u5qeHjYit0oFOA06IXxUITvDIewAeR1dHSkWq1mUVk+n9fIyIhSqZRN0oQYwYaWjnX3PDNMam9cxGh5D5sfRWQcMYaUIjSbjUjVjzYAl0+n09Zsi8HxsBAR8pUrVzQyMmIGnwyGSBhnEw6HlUqltLa2ZordDLqTZDDNSYIKhpNmSmAXjDK1F+4PtRUMNFkrv2cdAeF0d3fbHB7gVBpOm82m1bdwBmSo0nGDLkEU8BsNx75G4BuJpeNGTmqHiNzCzsRps9Y81Z37TtaNc6IOA+R7cHBgGR8ODsYn0CHEHq7TMySR8hoYGLDsi+cEi9YzXMlafL3V/yEbZegjjbsEZgQkfC5OiHXKPQGiZ/95kgOkHYJH1izzqoDrvMwSn03gAPxKvZZeQgKFjY0Ny2zJkLg3j2e3TvP410KIeOELX6jZ2VkdHR0pnU7rfe97n77ru77Lfr+7u6uJiYmO9zzvec+TpBuWfW4KWy8YDOrOO+/UnXfe+ZTev7CwoLGxMcOMfaGdRZJMJg0j5vcIcZbLZUntaCaZTJrBJdqDBUg9hBoK4q2hUEgveMELVCgUTGctk8lYhLe6umpNrtPT01pbW1Oj0TA1b+jYOKydnR1tbGwom81qY2PDDEZ/f78mJia0srJijZ3UyojogfJQesC4STJqORDE8PCw/VlYWFChUDAFAr+4IXn09vYajfvg4ED5fN4yr0gkYnBVJBLRyMiI1tfXbZ4TzcFej290dFSNRsPudaVS0b333msFZpw3I799fxoRaDwet+/1xX8f8UsyA0MLAQaQTIo6TLPZVCaT0djYmKkg4DxnZmZULBZNcxBSCyrk1ImI5L0SgXSc0bHmaSwFhuS6yPKBLjc3N63BfHd3V8ViUblcztif3d3dOnPmjILBoN1LnnOhUNDo6KhKpZL6+/tNJoxsFLmiQCCgfD5v03DJgIEyOYDp+vv7DW5Mp9NmdMlW0chj7TEiPZPJdDg3Aj2CsVAopFAopPHxcXMQ6+vr1gu0sbFhtH/PCCXTBW6Fdg6hBocxNDRkUHQqlVI6nTbFD0arbG9vK5/PWzDqCUWtVktjY2PGXpTaGVg8HlcsFrOx69iZ3t5eg+JZDzhO1uLq6upTsntPdnw9zml+fr5jgsJrX/ta/dEf/dHX/DlTU1P6zu/8Tv3sz/6sGo2GXvnKV+q7v/u79Zu/+Zt6+9vfbq/zWZMkY83eiChyU5zT13uwSJBvIbKFCowyNHUUIAMfCYG7A0V51h81kVarpc3NTWswJX33EbKvG0B19RAb47bJ4mh29EVSMqjt7W0rRlNjQt2AZk8ifqJHzpeNi9Hw3enUqNhwTA/1dTEgSjIWD13BROP6wuGwjZSAnMD1QJCQ2hNEURen16unp0flctnuO5JAZL3xeNwyXVhSHNPT09acSpRNcMB99PqC1Ef4jKGhIbsP6O75WgYTZGGzwZ6UjuucR0dHikQi9jkoIRBFb21tGUOR3q9ms6lIJGIkhd7eXoP05ufnO3phPEGhXC6rXq9bds5rGL1xeHhobD4awiVZ8znR++DgoAn+xuNxI/fU63VrvMVwevUGgiCyH+poHARyMFRBLXBEfgQITEUaxanzSuoQhvVkE9iGZHZcP+uTRnRo62RonrWYyWSsRugbrSVZy0W5XNbm5qYx9TwLWJJl4zAZvR3hmR4cHJgMkp8+gFNqNtsTgVdXVy3D+tdyTE9P65577vm6P+fLX/6y/bu3t9cYeO9+97s7nJPf05I6eANPdtyUeU5f78FCYCOzUCg0I78ClZO+C59ms/gwzCxYjDwR3sHBgUqlkkqlkgqFgsFUYPgYXupUvjmRzCYUCimbzRocg9HwsAawkKdg9/f3W+MiRX6gGd8zIx3PsgHHBwYhcwkGg6ZqzXvp9/AGgHtJVA+EBbTGwurp6dHExIQZQSJwxn4Au4XDYY2MjCidThuLLJ1OW7bDZ3F4aI0sgmAEcgnUf+poOAnqIYwjAd8HuvQ1Gpw8gQCKAdIxJdYTEFgzQKjcL0+qQYE7nU5bXQ/oEFYd5821SO1ga3Nz04goXqrK3x++l8+HZDMyMmIMS+775uamkUVw1Eh1cW2sOYwnzxvj6wMnv15g8nkBY67Fr/FgMNjhVHmvX8cM+vTrPRQK2UBQPoe9wtrkc7LZrPUaec0/mLgECMDIoCmQI9jbZFoEYwRyvh0Em0EQ6LMhescIIiG8+OBxb2/PAubTPE7CpF/rn6frYN0TNEltNAHkigOndttttz3p5z0jnBMRGREWi5Zol+gFnBlVCByQdMwY29rasuiUWhMLj+j48PDQmE4oPVNTQkYJajX/98ZFaiuukzFxHqT7GAAfcUJ/Juvj9WDfkowB1NPTY5uc7/B9NF4Nmt8DufnMwP8tyXq3cHrIv0A/393dNQYSatc0xCYSCaVSKetD8jOP0um0MZwQxWVmEcYIw8q9YUDd7u6uUYGpAaGXB3UVBwxxhToa99c7XPp5ICBEIhFlMhmrEW1ublqdzBty6nXUZ4AK+V7OZXt72yjOFO0rlUrH9fjM2Uf/NArzrMgmYYlSJxoYGFCj0ZYYon3CPw/WCRAhRiMajdr9JvrnOLkeqCexv9gb1GTJuvzeYT2yPtkTfBZOLxwOWxBAFurvr98nvJ/vyGazHfuMwCMejxsRhP/Dbg2Hw9rf31exWDRUw+8N6pJk9ZCgOEcO1CLYW0Dv7C8+z9sp6l6nffxLO6e/+Iu/0L/9t//2MT/f2trqgAxf8IIXWDDA8Wd/9meS1JFdPd7xjHBO6XTaYCcK0qge0OeBgZientbU1JSy2ayWl5dtpAaLhmgUWSFk/6Fd+9oE47Dr9bqq1aoZf5yGdLyZBwYGdObMGYtc19bWlMlkzIBIxxkg0jkYLObKpFIpywY8TEe0XqvVVK1WrReF6JDz8I2ZCNOSyZGVwHIEGvUMKgz3wMCAZmZm1N/fr4sXL9q4cPpYFhYWzEihpHHp0iXLZFdWVoxWDXyHw/Gq7TAII5GIZmZmDGqD4kzjJPOlKpWKVldXdfbsWb30pS/V1NSU1ciAkdChI+rlHsJwhDLPfKBMJqNwOKxMJmOSNUBR1K18vwoZHvVAYK1qtaqpqSm99KUv1dmzZ7W6umpjP/iMoaEhexbU3GZmZhSJRIwZh2MCCSDzg7yytbWllZUVi9QvXbqkw8NDM/j9/f1aWFiwPri9vT3F43FdvHhR/f39mpmZMTkrnIBfB1wn88j8CIlkMmkMQZ+NsrZpj5ifnzdldZ/Fss/IMpkNlc/nO5qne3t7OzIOAh/UVFjjZ86cMcIB54ETxHnSTM0cMgIVRtuwzwgkYrGY3XP2BQozy8vLymazmpqastlmiOsODAxoeHjY6tcEHjs77UGjp338Szun5eVl/d3f/Z0+/elP28/e+ta36vDwUD/6oz9qP/vd3/1dSdKb3vQmSW2K+oc+9CHdeeedT0ojl54hzonsxrOsMK6SOlhy1AdYbGwIMhjeR1GTCJKf0dwIbo4xQF2Chcim8xmJH9+9ublpTEFPlea7cE7Qnokym82m5ubmrLiP0yAaA5ohO6AoK8ngSUk2ehonALTkYU6cMH+I9DAgUlu+B5yf7261WoYbY3jy+bzd00AgYHWmarVqSgj+WXmWJvU0X4egvwtZJDI6SVpaWlI4HNb09LSGhoYsY5LUwboi6qWHB6MlyQgK1KnI4jB2XtUCI8ln4rgkWQY1NDSk6elphcNhLS0t2blANwaW47qoX4ZCISN1+Pvi71OhUFC1WrV6CZBYX1+f8vm8BTCSjNrNWunp6TGWmiQLfEAi/PNnvQFjAaniNJHrkWRwGGsA2A0VD79WPEEgGAxqbm6uY71Ty8Q58f0QVcgYG42Gwciw/XyGRxBHwHpw0J4LRrDE84M5S9sC38U9xUn7fkEgWtADmsz9s+J9nmFLVnbax81wTuPj4wZ533333YrFYvpv/+2/SZK+53u+R9/2bd+m1772tUaa+uhHP6pf+IVf0Hvf+177jNtuu00f+9jH9Ld/+7eKRCKamJjQnXfeqf/7f//vDb//phAivvSlL+lTn/qU3vjGN2pmZkb/43/8D/3P//k/dccdd+hP/uRPNDk5+aTvB87xGLQkMzheKUA6LjT7PgPgDDYdEAVGDefCd0nHBqxcLpviMl3ofG9/f7/W19eNPedHe3AufBfOgfoFDJ98Pq9MJmMMOOSYfFEeyJKNzz2gxgRDDfiF16EEDgXWs8l8TQT4gQ1KRknvFwZIkk37RSYHBzEwMGAZCP1mtVrN+ro8yYMCN44doysds3mYp+UlgRqN9mTaubk5hcNh3XbbbZqfn++QGoIFxvUCF/oeKqAY6XjEBI7CGzG08ojocTbN5rGMESxNWGCMKMHp8L0U0IEQceI4XsRQfeBFzx3kHJTIM5mMlpaWtLW1ZSgAkCYZgSQz2PT0YFwRTcUI+9oMQRR1k0AgYNNjWWeerUhvEmuez+QeoLRBdlOtVrW+vq6JiQlDDniNp7r7CQK8lzrf4OCg1tfXNTAwoFKppEwmY8QamqL39vasT88HHn5/42whIrGn2CMEwvRZcj+ktoNMJBKWnfGMTtaY/ey2Z9KxsrLyhL+bnp7W5z//+a/qc77ne77Hgoqv5bgpzukXfuEXdP78ecViMT3wwAN697vfrZ/4iZ9Qo9HQO9/5Tv35n//5k76fyIt+Feo0OBqUj3t7e5XL5RSPx7WwsGAYOzAcRicQaKsb0LNBVsaGpmcKWKi3t9dotfv7+zbuGdiJ7vl8Pm/aW4yCgJJL1haLxcwBsokLhYKuXLliNPZ0Om0GHTgMnTEfuROlAmV41qDUlmTZ39/X2NiY1tbWVKvVrEEZx4hKRDQa7ag/QWNmxk8ymdQ999xjRpp+FH/fmFNFTeLq1auKxWJGVoDEwXPzMCJQDdRn+sF2dnYUi8X04he/WEtLSx1D9MjSRkZG1NfXp+vXr5tBwPj6Yje1EJ5rJBJRqVTS8vKy6S+Wy+WOPjDeT2ABCQSI7+zZs6Yifnh4qFwuZw4Dpe3r16/bOQNBQmlOJBLmPMLh8GOCKgr/1WpVlUpFt99+u3p6ekzNnqgdw0zQwV65ePGiDg8Ptbq6qqOjo46MGjKRV0LBMeKI1tbWNDY2ptXVVS0vL0uSFfzZm17x3bdyUGfkOhg9QSPy/fffr0qlokKh8Jisw0uB9ff3K5vNGqwJsw+GHsw9CBzb29uWjW1vbxsjFBKIVxInewwGgyZHBBtROoYJqcEuLCxoampKuVxOvb29ZneAl7FLPDdfOzvN4+kkNvxrOW6KcyqVSvroRz8qSfrlX/5lfdM3fZN+7dd+TZL0Td/0TTd8f19fn1GRyZ6ktrFBssSrlbMIwbmBJzw+vrW1pXQ6rVKpZJ9Jox+ZCzCVpI4oiAZTeljYfMBbYP9dXe3BfVCgmQyLJhvGj3pOtVq1Uer0M0F/h+ILm4iNzGdIsmsE7qM58aGHHrIsU1LHa6CSAwuh8A21mGyhVqspkUhobW1Ng4OD6uvr0/r6uomVkv1QD4RW69XSqeFIMojLOw/6hMgYMZQrKyuamZnRxYsXNTc3Z/DOwcGBifB6AwvkRIYHHItDIfKGDk30z3OlXuFZbBhXCuBANajCk/UwzC+VSmlmZkb1et1qRN74Hh4eWiSPkUQ0FQajp/dj6ID39vf3bc4Z969SqSiZTJrY6OjoqDY2NjrGjhM8Efz4Pcaa8HDV1taWHnroIWsQ9mMpyCA8POghPe/cWc/Axax54He+lz2LAwQSJcsmKMvn80qlUrb3oX1XKhWDCNmzBG0Qcni2oVDI9n8wGLRBoCfruNgP7MrGxobW19c72IXDw8PWkO6zJpAWsrHTOE6zdvSv+bgpNSdPHf7Yxz6m//Sf/pP9/0Zcd6ndiOkZL57pE4vFOpgg9BYA8QA/QA8mY0AMlqyHzyUjQK+OTITITpItfiJUXgMMBFQA3TQajZojxfDTA0QtDKouEAtMQKJ96Vg9AYoq8AFO19cYUqmUGTOYZBg4SR3OAgcoyfTOmElEsR8ihZciAgLE2VWrVZvmurW1ZRRpYBpqDsCJ1OS8vA7MOJwiv2OUu681eXo0howABWiR0Sn+PlG8pvAfiUTs+nhGPD8cFMrcSBYRqXsIlSyU2tPOzo7Vn8hWiaybzaY5B54xz5Zng1P3TccQFYrFoqrVqjkKAik+ExgKjUiCInqmksmkJNmzhzDCGscBs3YYz8GUYy8Pxn2CxcmzxYDyjD2j7uSapybFveAZ0dPkFb8rlYrNO8OJEbBRx2WN4/QgPAE1s1ekNqSPJBcwpHfU7HECkNXV1Q569MHBgdki7ABHb2+vyYqd5vEvTYi4GcdNyZwajYb+7u/+TrOzs1pcXNT3fu/3SpIx4W50+II/xeTp6WkroKMg0Nvbq/X1dRMp9RFQNptVqVTqwNPp9qY/BaiAoqrPNKTjZlt6oei7wCjmcjlrzp2fn9ftt99uxrlYLBq0RY0AY+flcEqlkjG3stmsstmsHn74YWNIMaeHz+Ugep6ZmbGsAKWKjY0NM1BS2xjSCImhociLZiBwyubmpq5du2a9ROFw2BpOR0ZGlMvlDAYC+urt7bVOfa/bh5HAuJNZ+ogaevbe3p7BLIeHh5qdnVU+n9dtt91m9QiUtlG+GB0dVbPZtJoGGZUnuHR1dZmmG9kZkTHZEdExwQyFdbKDTCZjUBJqBBh7Iv/Dw0P94z/+o7HCyFiABH1WgKPywYOHZ5lVhvODmdrb22vqGl1dXRoZGdHu7q6RL3p6eoxlBoEAB4ToLudPhguTkHoZjiOZTOrw8FCjo6OW1W1sbNi6k2QkHe4p2SgzzKT2tGscPIxB6kFA5V63sVgsGjoitdUNGo32mJlcLqdMJmMQ7iOPPKJyuWyfdbJt4ujoyJiK7HX65ZA4Y31iZ4aHh40MxTVWKhW739Q0IfQwosP3Pz5dVPL/14+bkjn9/M//vL73e79Xb3/72/UzP/MzGh4e1t/+7d/q+c9/vl760pfe8P0eS8fIEdFgCKTjhj9JHRkGr/O9DfQrNBoNq1lQZ/GTbP0CB3bg+1ut494aCqJkSUSevl6BDAt9KGxGitDAKPwh0mZkgSSDF/jb63oxsgE9Mmj3fCcL2mcDZEitVqsjGqQeBjXbK2f4oX2bm5uWlUGaoL7HLBz6xtiw/v17e3sWIXtVC0lGOICFubOzYwoL1FgKhYJR0n3xHsYWmSl9a0TgOFGuVZJlNWS89MVgoKkVUQ9Bv3FgYMAG6vGcOU9YXa1Wq0OuhbVIRk2AIrUJIWRivi+HyBwSDLBvpVKxSb68n0ZU6ODQuj1LEhFYMiqfZbKfCIj8eqKFzmCRBgABAABJREFUAOjar0O/PllrQ0NDlgmfXN/USnFK9EcBv3kCE87bZ1MQYQhqfF35pCKIJAvIuru7rf42MjJimSVtJ6xF7IvPCKXj5mNJHXbIfz82x7Mxnz2++uOmZE7f+q3fqmKxaPpWkvTN3/zN+tznPvdV9QDwcIkkg8GgwWpQfj3G7ReHJKsh8H5w4kAgYFlWT0+PFefZaLD5KGJDc5ZkNQ3pWI5DOqbqSrJBhkAIRKeefdTT06NYLGa1BH6HoZFkDgQnzGYFzuKc+C6IDDgmX68je4N5SASOs/dMQJTW+V2pVNLw8LBFlvR5cA6eULK7u2skA+4FlORQKKTNzU1Tg+Z+Y6h87QVqNLAKEjzUBXn+mUxGi4uLJqqLjBSd/hjSvb09LS8v6/DwUGfOnDHHRX1hfX3d+oMgDLCuaDSlvtXb26szZ85YlgarkugcWJmanadJk5n7XiyafkOhkAU7u7u71gtFnQkiAD1WrP9KpWJwJ8iA13srlUqWwcE2BG4kK2PPICbcarXMuVFL5DMeTxGBZ8L5cT0cMCfZrzwrHwx6OI3sj2fDGguHwyqVSh0tDdFo1N6DM+QeQb+vVCp278kyOa9UKmUMPc6f/S+pIziGZMW6hezCvWePePt1msc3QuZ007T1iGg5GGL2nve8Rz/90z/9pO8FaiBCDgaDWltbs7oBUSmGnVSdDIWIrdVqdcjtAPtUq1XFYjHLZDx5oL+/32AjhCLB/8kUCoWCdnd3zWlSw9jZ2dHVq1cNnuMcMKAU32nCpGjKz0ulkuLxuBlXDA9OiWtlgyHJQ1aBo4IdBS1bkhl/6MNEu2RIniEoSSMjI1pbWzN1d4r4vBd4jtpMvV43DL+/v1/xeNx6nhhx3mw2NTo6agECAYAki6Z7e3uNYTU0NKSdnR1dv37djOno6Kj29trDCoFRi8WilpeXLUvGMfg/W1tbKhaLNhGVMQrVatWcK8YIZh8Q8sTEhFKplAKBgB5++GGLuNfW1mwabCKRsHqqN/w4Aq8rt729rdHRUS0sLJg0FrOgYIZi4PwcLq6PzIpgBOisu7tbo6OjWllZUU9Pjz3TgYEBkzs62W5BAX9sbMzEXQk+yHRxjl7NhH0oydYnE26pfZXLZVuPOzs7SiaTHaQj1v3BwYFlMOxHGtWp9aEcAgQ/Njamrq4uq0GDHlDbIgjGYVFrDgaDNmIDh7K31x6iCLnEXz8sy66uLhvDA4Kyt7dn+4O9iF047eNZ5/R1HOvr60Y4+NCHPvSEr/uTP/mTGzonDDK1IaI1ojffm4GBAx6gqCzJCvB7e3vK5XIW6TJYjKiPaIt/AyfAkiIDgeUH1HB4eKj19fXHyKOAgw8NDdlGAJvHYHFNwBjAjGx6CAVAISxODAoH9HiUpX2vjT98nxT3kHEU9Xpda2tr9nM/AgM2IsxG/uZ6iUiJKim0+8ZIIKjh4WGFw2Ftbm7ad/gR7FDFyfBO9lsh+AqLDngTmKxcLqunp8f0vbwxhkGVTCaVTCbN2MEM9XVAiCkQAgiKgN7oJQO2w2lT7EcCiv4ufz94BolEwuobMB7D4XBHEAMszH1ijVNjpLaGA8lmswavYqiXlpY0OjqqgYEBE80FiiWg8wfPlMwDYgRrzmv3sVZZy75xG2IFMDeQNe/x2TPPNpPJqNls9xkCPUPQ8VJd7EH2JTqGft8C72ITWBdkrPv7+8rlchYwkGnjWIBTWR/YG16DcoZv9cCOPF3aev+vH0+bc3rOc56jW265Rf/wD/+gt7zlLU/4Ot9b80SHrz141km1WjXoxb8GuZj9/f2OeT1sqKOj9ihuoBiyhnQ6reXlZVtcPjMgsmQhx+Nxg2l8PwpGEqiwt7fX9LqIEDGSQC70tkiyDQel29e8OC/fcY5jZFOzMXFiwCQ4aDYYnws9Hnr15uambTIcNBuBqH13d9cyAfpCyNK4T75vhu/B0XnFi3K5bI2hnj7Npub+8HqMFJEpWW9vb68Vz/f29pRKpRSNRpXL5cxRevozzpTvQ23dy1KRZeEMRkZGrLbV399v5BXWIgbX97CxNoGSgZigtMP8pM2ANYU2pG8TkI4FXIGXuBd+VpMnHJDNc13d3d1GjsE5QbtmTbBO+F7WAeuO5+EDxZNr0mf2nljklf69jJcnhPi16mniBG6+ERYHh1MNBoPWd+X3rYfBcWSQpHCKPE8yQmwHzhn6P+0LwKUwXhlFw72BLcj5nObxrHP6Oo5PfepTlvK/7GUv0+c+97nHfd3LX/7yG34WIwHYVD7juHz5snXHE0FKMg0339FP9EexFSOxv7+vcrmsbDarcDhsG4h6BYubyBQFBYwyRAQMQq1WM+wZY7q2tqZwOGzTdYPBtpgqmQ9GiboP0T3juqFI03/EhscRkzUC3/m5O7zfZ5v1et1gFwq3+Xxeq6urJhIKbFIoFAxnJzIsFApKJBIGaeHU+DxoxdRKvAK3py0jZbO+vq5bb73VmieJWDH2PisYGhoyA7C+vq5araZoNKrl5WVzTEtLS5blwjJsNpsm8EngMj09bRn12tpax9BIMjec1uLiovr6+jQ5OamVlRWDBZeWlszAkt2T/eCI6a3jHpXLZYVCIT366KNm/GBa+iyJrIYRJqxjGlH7+vqUSCQMzgWu6+7uNjHko6Mjq4VGo1GDV1GF8MV7oDeeI9/DGoUQ44kBOEfuHYEgLEggX8g1XiXFBzQ8u0ajoXA4rLW1NQvqIKDQZxaJRGzCKkK+gUDAMkoyN4JLgjYyGu4HE5PZ59x334sIDExg4NsnyOAuX778mNotmf7W1tapO6dvhONpc05e1O+Xf/mXn/B1T/Y7Dp+1ALVhyImkpOMRA153DkOHMdza2rKMhZ+RZTDIDf05sH1gNxY5dONqtdqxGTzUJx0Xlff3941tViwWDW7zkSrXg/FHk4tsgcZSr2kmHRedOUeKvfRz4bB4LU6WDYSz6OnpMRiMyN8LlNIgC6MLAzo8PCxJVmuSjpumiSyB6DD60WjUBi3yfA8PD7WystIBB5KdebYc9TSo3ESwECXK5bKi0agZdOAXhgUSBPDscVzI+3hol4yJYAFo5+DgwIw4bD6ySIIoDBPr0EOS9OkwYRhHDJU/n8/buvXPl/PC6AaDxyMqMP78vLu725wKjDayK9aRb+LFyBJseejYs2NxKsCSwM3+4PM9i5T1DBTG57GXpWOGLYEbvYrIN/F5HsLz5ATPlgWWxYn4/ir2xsrKSkc/EzYGdipBrSdUkc2CuEgy5INsif2HTfIMydM6vhEyp5tCJf+nf/qnJ/zdL/3SL93w/b7PyT8UmFS+b4afeUiBAifFbs/yYoF5h+MHF6I0wSIlgmKhAz9h7D3mvr+/bw2pvsMfKI0DA8rGJULb2dnpKPpCb/UFVgxfX1+fRXRANR4yxLHyuRSpifILhYL9vF6vq1AodMBhGCIcBpuQ8doYUM+E5P5w4CSB4cgq+Q4MA2w2RHOlY5iNwME7KEnmNJrNpvVeYdBx2hBCOA+cviRzoJwnWSuZEOul1Wopl8vZuXj4C0UKAhuui9/TU+cDD66LOkdvb68RhzhPSXYvcaAEYj09ParValZD5dnwnAh2eP5Mc2adQIH36wEY0j9/gimaXKFbsyb9vmSN+vEeKDdw31jnHgWQjnU0qW0dHh5a4zH1Nr/PWS9+L7JvcbYEpSAb29vb1ljOM/esOxij1WrVbAfBn39eOCOe9UnbxP+frj6np/rnmXLcFLbe+9//fr3+9a9/DG38D//wDzsk15/oGBoaMkybyM8vUCJ9X4z0ryHawYkRWbH5iWjJUvzGAUrBqPNdbCI2MTg454ljxKABT0DxxWixOdlkFHh5b7VaNYPknQTOmAMjy1gND6VhXH39yveTsJHZaGxM+qu454/XN8I8J5y3L6hDYcf4ESigfcaml44NsYfeMMJ8JudGFIxxxsjT9AtkhxHEQAWDx4oYvpUAZ0FGQMGcdcT7WT+VSsVqO8A1OAmux8ta+QCKGWJcE05eamsTwuT07RMn15Z03GeD/iDafFKnMjvrlTWQz+ctuBkYGLBgzE/SJQAggGIfcY8YJneShea/z2frKExwTaxJ7glrCyiQdUFwhWMAMuRccAoECJyzz9xZU/SLkUXDbuR7eSbYAAJG7jW1KO6l34veDnkCE+sCpOI0j2eSk3mqx01xTq1WS//+3/97/dRP/ZRe+9rXqlKp6Id/+If1F3/xFybW+GRHJpPR9va2NjY2jOZNGk/zJ4sL2R5JtnjA7r1xxSEMDAzYnBqw7GAwqNXVVaOGsiFQJcDQ8R6vduxl+IkeJVnhl6gM48h76c/ge5BRwRDA3KJR0ddkwMf39va0ublphgAnhIEjY/SD4FZWVoxK7HXOuEdANNznk87DkwFwRBiWgYEBUzYmqh0YGND6+rpBrkNDQ0ZfJ3ol0sUxo2jhKf68nl4U7gHjRyhoA2V5SR2YcRhaMuNsNqtms6lSqWSROnVDsgccAY6Hz/b6j15VAvo765M1SUZARpZIJFQqlawID50dWI4Dg9zd3Z5fxWA8jD3QH+xTapFefaLRaFhdlEyuUqmYc/N7BmPNdbLGIALwOx+YcG7A2sxDo94J+YGACqiSzMrXu8goJdn6pR7LOoVaztwvn8Ui/lqr1TQ0NKSBgQFTueAzk8mkzffCEbK2eT4+46Z2WiwWzXEBgQMzAhnH43GbcXZaxzMtA3qqx01xTr/6q7+qV7ziFfqRH/kRffjDH9YXvvAFDQwM6POf/7z+z//5Pzd8P42cvjeESMVvCEkdaTobhteefL+viWDsms2mNYqy+IhufRGY10vH4yc83MUC8ngzC54ue96PUwLGYFMQgQJ3ebgE50e/FbAWG5r3nawd4GyAKIlCOXzNidc3Gg3rq6EmwXn6rBPmJLUJssvu7m6rjSDz4ufi4Ig5TxiIBBNg/jh/Tx/mOfgMiX+jwI5RwzgjQROJROxcuV+1Wq2jhsD7gLRwDHwHf5+kRfMsPeXZZzHS8fwfBmdC4KFZ2Tcle1iJaJwxJHw3NUUcNY4Z5ROfMXMOZB3NZtMMuEcWyLjZG95o49ygu0vHLDyyXjIYv5bIen2NluZiz4o7+dzYU55MwTlx4Bw4F54tAS26kf4z2NMeBiRTY12e3OvesWJfPERNgMDU52ePr/24Kc5pfHzccPw//dM/VTgc1l/+5V/qhS98ob7lW77lhu8fHh42Q0hxlT4SFgrRYTKZNPjIT7X1mD5FaW84MXws2FgspvX1dYuqMSIU5TE2fO7Jfg+iL+kY4uPfRPtEi2SPfqP42g0bBxo7Cs8UqtlEOFwPfeDUMOgYDOpgRIUU0b0zk9Tx/RgMjDEsJzJJ/3q+l/fSS4YRw0FK7awQnUEwfza5z+JwvNTWuJ84ON6DgYNlRUQtqaPpGAPMe/gMDLyvH5H9eGiJexmJRDpqY7zH11Iwwnw+a5j+N97LfSR7pq7F78g4PJzoKeesC1/zwwnyGl8XxWFQz2G4JPeSz/dBD06L6/fkDN/SwPtwBB6uZr2TLcP0g6bvny/nyfVzXtRyuru7TZaKDJIgjroZ+xhJra6uro777okZjKbnGfJ9ZEP05NEL6J0Y2TR7NBwOG2noNI9nM6dTOr7v+75PgUB7sNpHP/pR3XHHHfqhH/oh/Yf/8B/06U9/Wn/5l3/5pO9/7nOfq9XVVS0sLJhDAJc/Ojoy/bK9vT2NjIwoFAqp0Wjo2rVrHeycdDpt0zNhNg0PD+vSpUu2gWmYlWTFY2CEyclJo1zDcOvq6tL58+dtw29vb9scJYyo71Y/2aFPZD88PKxQKGTEBKAhjJ43kpOTk2Y06JEBEmHjUxQnmob2vbu7a3L/ZFFQs6W2Aryv/wArJZNJU27mGdAMKckgn2g0qmg0qnw+b3IxUtvYjo+Pd8gf4STGxsZULpf18MMPmyHJZDKSZAYTKBRnAmSH6Ony8rKdr3TcG4eDTiQSBm1OT0/bvYrH42a4yuWy/X9+fl5dXV3WeIrx6e7u7lB+SKVSmpiYsLoihAHPTgyFQgqHw/b/paUly8DOnz9vPXM4lKOjtqBwJBLRysqK3WOgqmw2K0nmeL3CAnO5gCGB3Wh1YD0dHR2Z0gOZFgEADbCoZzDV2ROI+DfkiHg8bsHL4eGhlpaWrHbFeqR5m3uYTqe1vb2tSqXSgR7EYjGDywkUuP/sq3PnzllQ2dXVpWvXrtnz3tnZUTabVaPRsJaCg4MDhcNhPe95z5MkYyrihCFgNBoNzczMWPBbKBQs+A0Ggzp//rxlsysrK/aca7Wauru7lUwmLUCNxWK6ePGixsbG9A//8A9ftb38ao5nndMpHbOzs3r1q1+tD37wg2Z0PvOZz+g973mP/uZv/uaG7x8dHTWBTWASYCSiJKltBOLxuEWcY2NjxtLDsDFXh+iHfgkiQfTyqHMArSDB47FqCt2xWMzgi2w2a8wkNg5YfqFQML0+Ptt3q8PUIjuT1JENEJHRsIqT8P0cOBaukc8nYpRk1w5xgE3abDaVTqfNWAPz9Pb26sKFC0Y2AC7K5/OWXZLRplIpk/nBuEltht7U1JRRyIksOUZGRsyQSNLY2JjBYWQJMOeIYFGYgNBAP0kwGLR6Ec8K9QWu89Zbb7UsiAg7k8mou7tbV65csSw9Fotpe3vb7mOj0VAsFrNsI5vNKpFImEAvytZk67u7uxoeHlYikbAsg7k/fX19unjxYgcrDyJOMpk06R4o+gyqnJ6e1sHBgSnd87xSqZTVzYBNd3d3dfXqVavZkeU1m00VCoUOKJpmUdajVwjnjydq+NorajCw/RDR5fPJfIChqaE2m027vzj//v5+W9+QqCDe0Ppw9uxZlctl+36o+oFAW2oqk8lY6wZZJwESMLYnykQiEes/ZD/w7BqN45EaXBO1JJ9p9/b2WuZPVjw9Pf1s5vQUj5vinF70ohfpr/7qrzp+FggE9N//+39/wuZcfyDDQiRFURhZFvolWPj5fF6BQHtCKhE3kNfh4aGi0ag1r/b19ZlDAJPH+dG0SNovtecdIZcD/u2zHIwVkRakDSJ9DB6QSCwWs6ZgGkwlGWsLzL2rq8sMOg4Wo4q6OgbAE0J6e3sN9pLaxAsyqmq1quHhYbsXjUa7+bHVamuFoes2MDCgiYkJa7ZlTAPOlBpSNBpVJBLpGGHCNOJIJKKRkRGNjIzYeAkcL3AXLCoMLUoHzPahHkim7N935swZFYtFi6y5Jt9kyn3gmd1xxx0d0OjR0ZEeeughHR0dqb+/394LrR3Yj/6paDSqM2fOGJOvp6dH2WzWImlGKcAA5N84997eXo2NjZnx9jVKsu6lpSWFw+GOawmFQhoeHraeqoGBASOsABlnMhklEgnVajUbbQEEBemCTBIjXSqVFI1GDWnAKUajUVM+weFDYuA+USfb39+3Z0+fF3UqzgFFc4KFYDCodDptGdTo6KgkWW2WTBRaOn1yqLzgLFgTkUhEoVDInC3fHwgElEgkzHlA+gDapqeNbBmnEwi0dUFDoZByuZz29vY0OTlpCh+gNzgvSeacMpmMUqnUUzeeT3A865xO6fjjP/7jJ/zd+9///hu+/4477tDi4qKSyaRqtZpqtZo1T2YyGa2urioWixmsQt3p8PBQqVRKt912m0qlkorFojY2NjoMVTAY1O23396RhUQiEeVyOYVCIaXTafX19enKlSuSpHQ6bWO4KaxPTEyYw4RmjEjsyMiI4eRjY2N2TRgZWEzUXIAMBwcHbcEDoTFOPRqN2lgI6LYYYBpBkRk6PDxUoVAwI97f369MJqOjoyMbikeDcH9/v4rFYkftDviRcenhcNiyqb29PYvEvQFdW1szWPHMmTN2fplMRnfeeacFCjSGdnV1GWuQqJkmUqnN1mRujySTnKHmSDAB83JnZ0fT09MGvUKNJ4jBkHV3d3dIa/3BH/yB/R7WY09Pj0HFXl0iFovZSAdqg2RPgUBAd9xxh6Q29IaKBYHB6OiowbDpdFrj4+OWZXn1DDJ5jPnGxoYqlYoGBwc1OjqqZDJpNGkytbGxMYOVeG4wWwmaWPeXLl3S3t6eBgcHVavVVK/XjTxBHxBKKkCGZPg4rqGhIQsYzpw5YxqFwKOBQECjo6PmDIEJd3Z27PNgTk5OTmp7e1tnz561Z8L19vT02B45OmqPm8ex9/b2amNjw8SbgaqBem+77Tbr8ZqamtLIyIg9D4Kjv/mbvzFnxHiMdDptWoqlUknVatUCI8g+OFVQGhqeBwcHlUwmNTMzozNnznyVlvLZwx83pQnXL7aTx4//+I/f8P1ra2sGI0A8IIUnMgImw+gQzROtIjEElEQ6T+EUI0fhk88AZpA6mUBobEFQAFbAWNPPAw4djUat5wMYiOiY6IyCMdEkEIMnLPjrp3BNVElkCvuLa4H55yEcqR2dezYRkeXAwIA5YRTGabiE2EA2gGOCjUeNTTqGRn3Drae+8128hsyV+wCESL0sGAwatLW9vW1jP/hs9Ajpz8Koc57cW09ukY5HngDx4Rgo5JMhUN+CkgxhAkgnGo0aBRwYtb+/364TNp6/TkgiXCfPE+IO/8ZAc1/JjqlncZ44D/+8oJujzs13kaWRaQCf+mZev356etqzp4D+yA54ngQtnCPoQV9fnylRkKlxHwhouCe9vb1KJBLmJKPRqJLJpAUrBDqoxLPvgKipF2MLpGMYm3PiWrgu39zOPQF69Fkh7E+fbRNMsG789WNH1tbWbmjjvpaDQPqp/nmmHDclc9rZ2dG73vUufexjH3tKD2p0dFSLi4sGhUkynTlYQciLYICg5DJfh6iGSJfondqBZwPxfthZQGJ+wdMTBK2bmhXQT39/v7GXNjY2rEAai8W0ublpLCyMKpHvSaYVA+E8sYPrJ3PY29szppsk6y3xGl/UWqhLYfxxoNLx8ECyLTKwQCBgMkycsySLPOnDAZ7iHMk0uD8woHAQm5ubljlRPIc1hqPY3d3V5uamGUPm8TSbTetRkmROHkICRtlLNXFvm82mOQrpuFWBe8L5wSaj1kJRfmtry54xGYF0rAEZCASMCEKmQA0IVhj3EZKLz5wwwHw2xAN/X3kGqJmwZoFCPVUcXcGhoSFThGg0GgY3AUF6cVi/XjwtHHFUzoXRIoyJAdZi77C/vIoD9xbGI9fL6zY3NxWLxawJHUTDz6Kq1WrmPLEFZKM4EJ4vUC7n5FmGrAUP5bO/aJwnGKInjHMHQuUaqUFz/TyT8fHxr9nm3eh4JjmZp3rcFOf00z/907py5Yp+5md+Rr/+67+ud73rXdrf39dHP/pRTU5O3vD9Dz30kEFyNH+yaRlRQec3QpzUnIrFoq5du2bOiEiTxd1oNPTwww8/bs1pe3tb169f76g5FQoFa+oDr0ZwNBAI6LbbbrMordFoKJfLSWozqZaXly0LQ1eNmhPZSCqVMoFLhG59fwpGmWwGOAbIY3t7276TWTnpdNpYVoeH7bEe3d3dWlhYeEzNiSbmjY0NdXe3BTIbjYYGBwcNQqLmVK/XzQHMz8931JyA3YBWJiYmtL6+rq985SsdvTW+5gQZoFKpaGZmxggv6+vrWlhYeNyaE7WNQCBgkNLg4KBBi2SlsLcYpQG0CZRHzeno6MgK7UwpRq6INQe5gkgfA3lwcKCNjQ0dHR3p6tWr1reDdBI1GM6tt7c9Zr1UKj1uzWl9fV3ValXLy8tWV8FRra6u2hqh5hQOh7W6uqp6va50Om2ZK5kBY9HRi3zwwQfNQO/s7HTUnPr6+mzmWiAQsO8qFAqSZOQi1mR/f78WFxfNSJfLZVuTm5ubFvyRtY2OjpqTL5VK6uvr0+LiYkf/397enimnS7JsnVaPRx55xL4b+JKaE+8JBAJ65JFH7N4uLCxoZWXlMTUn9nytVjNnXigUtLm5qWvXrlnNCUh5cnJSXV1tAeSjoyMtLi52tLkwxn5ubq6jifq0jmed0ykdX/jCF3T33Xerp6dHH/7wh/XmN79ZkvTWt75Vb3jDG274/nw+bx3cRF5SG4/GKbHBYM/t7e1pfX29g60H44rOcRhr6NcRMUvH/SMweHAqGxsbNpETgzo1NWXkhXw+b5i6Z+vRQc53I3WDmCp4OTCal2fBCGMAt7e3NTg4aBASWL4XW5Vk5JFqtWpTPre2trSxsaHDw0MzJJAN2Ojcg3K5bAoHy8vLHWw9r4JANrK5uWlsve3tbXOkkkz/rdVqPS5bD7YYjqtYLBrMuru7a0PccC6w9TBMGHKyaR/EkGlR1Kfm9NBDD3Ww9TwsDOMTGNGPesCoVatVLS4uKpPJWDZRKpUsgvdsPZimGGw+a3V19QnZevl83oIPqW2cCUDK5bKx9fg+iBr9/f1aX183wdSNjY0Oth6v99kH500fFY6p0WhYHdI3opMhw4TjvGDrcR1k/WRJOElJtk93dnZsujAwGGw9zod6MpAvwwchgZTLZQsUCD6kzrEbzA57PLYedTmQEt+qgePa2trq6LXkPnZ1dVnzthcrpm3D97ud1vGsczqlg65z6ViTTWobT5Spn+xYW1vT6upqx+hoDCCd5mDSjCLo7e3V4uLiY/qcGFlAUbhWq1nkysIGt97Z2TFabKvVUrlcVr1ef0yfEw29XV1dun79ukqlUkefE9/Hgm21Wh0jO3BcwEEn+5zILHCGOBU+F6cEjMBrccCe7oszw/EB6/lmVw/z4aCvXr1qdFoiYa+XhoME1kDfj99XKhUtLCwY9OP7nLjvOOVAIKDV1VVJnX1OnCuBAIyyrq4u5fN5bW9vm+HBkJLFMnKeusKVK1cet88J6M/DUHwXdRIgu4ODAxu+eLLP6WQTrocRySwPDg50+fLlx+1zKpfLKpVKNnyQe7i3t6f5+XlJMuFSAqdisdjRBE5gtrGxYc7CQ9QQTujP85A4DhQ43Pc5Ebx4BqwPAn1gxR+clL8XtBx4qjrsU4KgXC73mD6nnZ32NORQKGRqHpwHUDK2BpvBmkNG6GSfU61WM3iPzPnoqD3jiYCWPifWKxOccWggITz73d1dzc/P25549vjajpvinOr1utbX15XJZBQKhfThD39Yb3jDG/TpT39ac3NzN3z/l7/8ZRWLRVUqFTNupM7IoaAQgTozChG+toNWGYaEGsmDDz7Y0SwIW4kBcIijwsDDKQDFUCiVZOOoifqB5bzRZ7NQDyGCBpqS1KHs4CEsptFKx6MMIARsbW111Au8c0INgV4RcHcMPBR0oBaMOs4TWMvDQGxmoufe3l5rzOX3KE7s7OxoYWHBmJYYfd6Dbh6GbH193dQWcAre2fAdGxsb5nD521PpyZY3NzetLjU/P28RMFN5iaBxsBhcWIzATUdHR9Zz02q1VCwWVa/XLaCRZHVEaNSVSsWUwLke/r527ZqxMFnXrG1qk9xjYN5cLmdwHVk4sFmhUOiAaYFefVMyhAcvPQWTEXIR999DXmRl7BFYfGSvwIaSbI3xf9Ybe4W5Z2R8nNfh4aFBpn4+lK8JgwjA3jw8PFS5XDanDMwGPM6zajQauv/++w26XFpaktR2zsVi0c5nbm7O6qBkg0C4Dz/8sBEsGDHDeRNss667urp0+fJl62s7zePZzOmUjpe97GW6ePGi7rvvPr3tbW/T6173Or3pTW/S0dGRfuqnfuqG7y+VSkZmIAMh4qGgSTRHJoaBxgATSZ7UcCOCxLkBJ3i4igW4v79vsileLgdDFAgE7PM9icEfGCU2rx+QyGupgQCFwEqCFeQpzBgH2EEYWAw6PycjgamEZBCFXf/9GHfuI86HSJlCPteDQ6GpEqfAZ2P0gEJQBucgYyKrIYvku7knksxJYIharbYyN71fHp7s7u62uhH1CJwXGQeitbwWZ+CdnG90hYAC06ynp61GTpbMswfm6+7uNudCdg7tnQytXq8rGo2a88A5eRkeno3XgZSOC++cK+QAT2Zgn/Aa/mbN8hqYiJ7KzvnwGawrzp/zwZFjmMlqYJmyL3Bs1Peo5wJTE7CBRPiMi/XGfSI7I8Dj88m0QBj4fpAJiEpIiPlzkWQOiZ/zuTwXn30SUHFfPTkKUo7fT6dxPNNYd0/1uCnO6Vd+5Vf0K7/yK5KkM2fO6KMf/ag++9nP6s4779Rb3/rWG74fNhHpMosFA4HBZ5N4mAqDzM/Y5Cw2Fq50jEEDIRHRsYF8A6JfzET0GGr/e79wYQNBi6ZYzndgTDDARJP8DMNGRsKm5R74pl0MD84BR8n1dnd3W1c8nw3E4u8dTCmccTgcNkovDqfVamloaEh7e3sd2RL0du4RkSi0eqJtn+FJx/UMT+WmZnJSYZ7XeMPPc+T7iboxYDRC89kYc6jqsD8ldbzfT3tl/fC9nsUFJIvRPalKfjI4goxAZnx4eGjrXZLR9IGpvEOijsheIGMPhUL2GWQcXV1dVtNjTXPtrVbLlEx4ra9dcs1HR0cdigyecYjRxqFwf3k/gR6Om3vHWmEP8mx5XtwvnCTOmXXmnZdf4+xvf63sbZ/Z+ayRPcx1+GvnGfh7w+9w7t4esd6fjuNZ5/Q0Ha95zWv0mte85qt+PYw8DAYLjcW5tbVl/RYIqbLIMDrd3ceSQL4XqtFoaGNjQ8lk0jZuoVDQ7u6uIpFIhzEGIvQ1D0gMRM5AXRhujGkoFDKnBFzGxmahU/z1c6Oi0agV8IErPZxGJC8d9yl1d3fbyAeyPWBHMiDOYXx83EY30DdEXc47ABp+vbOQZFN+McJAdtzL8fFxY/lxnZlMxogsV69etZohn9FsHo8D5xniDCCo4HgPDg4sY4PRxmdhdMmkiGyZYTQwMKCRkRGL1nO5nBXAfa8Rn42KAIQQakew8Kg/ELT4MScESTSRcw9xdltbW7pw4YJ9b7VaNR06+pgWFhash4l7QOaNBmRvb29HINPT02NrwBt5+v/YH/S1+eyN9Qj6IMn6toAh2VN+rXs2rR/vQoM6dVycgocC2RdkQ/QLstbZeyhRsP+lY0UJiDg4b9o6Dg8PVavVtLa2pnQ6ba0gQHG81wexwHM4MpwUax04md432L5A2bAWT/t41jn9Kzno55Fkm4m03xMGiJqIpIjWfQQPtOehC4rIPrpmozMrBrgAKOGksaYo7WEJnCBRKf8eHh7W1taW9vb2zLB50gPv7enpMTWIcrncgd8T3XEQ7aLjBVsOB45ThCHHd0A3393dNckkScaM8xAqnyUdZxQ0cAKJ+YwOB4jcE8YlFAppZGRE5XJZ169f74hWvfPzY9a5/8C4fE6lUjGDFolErBHVBxGsETIijC5NyCiQN5tNy0w8TMr7ebYw+MgoqctFIhELZPhcDu+A+WyeJZ+fTqcVj8dVq9VsrZHpcU4e+iX79SgCjhED60knwWBQ2Wy2o/aKSgPGFCPt15VXRe/r67OWgXw+b5m1pI71yTpotVpGPGDvsY68MwW2hcJeKBRszXKPfdbp17JHOHC4Hn4PBAIGY/s6G5mYV9Tw9Vng8q6uLmMK+uyebNDfe+ySh/khRz17fG3HTVGI+HoPojNSZw4fTWHUfWqNAaa+EI1GTbGcbAojAQ2U1xD1osLAwqUL3teBfLTqi959fX1KJBLGVsQYsIk4YKCxcahxDA4OmtIArCOK0/4eEEkSudLvRdRIFkYXO3U1Mkx6ofh5OBw22SYPUzSbTSNMAL+MjIzYXCTfQEwQwWaWjo0XLQC+dnPSgXK9HmLhWePwkH6S1NFzNDIy0gHFQlqBkcV5YCwlGQGC89zf31etVjN2pYeIRkZG7Fz8MMlqtWoZGueCMcWp4hiAuzxETXYOG9DXK7mX1P3IHHGKIyMjHWQYnpOHwfv6+pROp00/EWVw1gjrwetOcg1k/Sh6tFotW3Nk8RysUa4XuJTP9escp81BUzY1OGjtiUSiAy3xNb+Te5F96wNQ9i1qJtFo1KBo6ZgIRYDKa7AdOEb/vHxN2AcGJ23V08HW41yeyp9nyvGMyJy8c5DUEclyw6Fm44wwQn5aJ7CXh4Z8TWl8fNywf6iuwFsUVEnbEU/1NSYiMM5pYGBAsVjMeiDC4bBSqVTHyHZPQkA/DGeFAfNEDr8xpGMDhnPAGJB5eWOMg8GJBAIBK7wDS6Da4KE/ru3o6MjIB81mW8wVWA0o0PcBcR5QytmswGo+e+jp6dH4+LhWVla0vb1toxh8Zsl9Bh4DVuvr61M4HNbu7q71WdG7xD3zI0XIrmEd4oAw/D7yRf8PmAknGI/HVSwWFQ6HTbePbBUHjVMnUqc2wzoCUvXXRM+dpA56NPAYz5DghtooMCnsQ2odnjiDcyPTo28KWJd9AtmA50PhH4UL0AZ+7qE51vJJIhLrmX49alfeiLN3G412M/jh4aHq9bpisZgikYj1bfEdrD0QACBX7omvT0LU4Hx7etqaiRAWWIMESIlEwtYmDssTVPy+6u/v7xiCSRDjneNpH88kJ/NUj2eEcwLi8NEmEfS5c+c0OztrP+ehwd5CFZvIB2mbwcHBDtgkHo8b9RZIAm0yjA1w4P7+vmmMSe2aGE2ILFIiLozB6OioCatiwHzfkd8gGB4MliQzwn5jA0OdZPxRx/CMKjYKf6gNEWk3Gu1xHzgaspJAIGB6bOVy2eSUGK0Bru7JEtxvOu25J9TYcAaRSEQzMzMmKjswMGAjT3p6eoyc4Hu5GOuOccpkMorFYqpWq5qYmNDw8LCpRh8cHCiXyxmVGyiMjBQjw2gKptHyeliPBBkjIyMW9Y+Pj6u/v1+lUkmTk5OqVCoqFAq2BlFAIPqH7CC1AwnmH91yyy2marG1taVarWYGDiMHaSEcDpsCBXUj2jTIaNLptE1wjsfjisfjHVko2V0ymbTR8H4NhMNhI7tIx/UpzxqEnSgdSx0Be3nnhuYdPXCsRRqrPfzHfiHj29vbUyqVUjgctvXV399vgs1ktgwGpOk2EGjLYgH1kWX29bXHutMAjNOLx+P2rNmTrDn21dHRkRKJhKlxEHgAqw4ODurcuXNaW1uzIAene3Bw0AHvnsbxTMuAnupxU2C9v/3bv33Mz3Z2dvSGN7xB99577w3fT6HUp/Sk/kQrRIYYZww9i5/mPWjL8Xhcw8PDlkU0m03l8/kO+iqQGb8ne8OwsxmJJKVOEU2McTAYVDgc7oCAMFpAJUSp4OBALWQfLEg2BgfFYz6TGhLRoacBS7JzAAbxEOPOzo7C4bD1gQALDgwMmDo2MksYJRpfeT7cJ+oBJ9mKDGXjXmKkIbOwuYFohoaG7PmfjPy7u7sNJj04aM+SwsAUi0UtLCxY1//JjJP6E7UtyAlkLR46gvywsLCgYrFoGUYqlbJsGQbiSeYlaxNYiWsgUOL+IoxK9l+r1TrgMu6jp7WTUfqsrbu728RfeZbcX/YHz9LLAnF/cUp+rfI7akNkCjwrz/Dk3nmmnYdXgT09CuJFi339kYzYs0JPihV7rUbW2Elld4JLzwDs6mo3bvP77u5uDQ8PKx6PW8bme/l8QEjwhy0A9fCDHsmaef6nfXwjwHo3xTn94i/+4mN+1tfXp9e85jV6xzveccP3s6lhUvHgidKA3kjbYQ5JMniB91HcZbYQUSH9Jp7CzIZi01BE90VUHjhZVSaTMbycqBEVAiaXSupwin4xA1E0Gg0TisWg+WIyRot7QO2EgYtMTWWjcz84cIYYmUajYRlJOBzW5OSk1WE8y4r7tb+/b0bRi1/iDMg46X9BY21/f1+JREKDg4PWv+bVsHnGfDdwSiwWMzkdrp0aBrAR9RHGo/BcqPPwe9YHPWOrq6uWUdMg7WtcnmJfLBY7FEV80Z1nixEcGhoyxYCTGSD3iWdQr9dVKpU0ODioRCKh/f19E4yFpk0GwH3yoscECQxZZJ7R0dGRKUscHh5qcnLS1NWZcIvR9+uCw+sg7u3tGXsUejtrj/f5tUzQRM2JTBh40K9l7yR4thChyKaB6aLRqDKZjDEK2YN+X/psnb9xWJybF4KGpEO9ku/y0Cr3A/QCSJHX8Nm8D4jdy3Q9e3z1x78YrNfd3a03vOEN+vVf//UbvhaoC42zwcFBTU1NKRAI2HgEDBUqxqhAs7mIiBCSZHFR9PR0cd9zA1GCyA7jgnabJNt44PhI7zB5s9lsKpfLGeMKSBKjjrYYxW36ftBko2bF53vGUKt1TKVFXBQ6umcLoVTOOA1gF2i9ZELU5MDvGV2Qy+Us2wTOo1bhjcT29rZF7RiJWq1mslDAoYVCQfv7+1pbW9Mtt9ximQAZaKPRMGfOuZFZnT17Vvl8XsFg0BiGZ86c0cMPP2zXNTAwoHq9bk6IyPrw8NAmxp45c8YcEfWtxcVF5fN5FYvFjkgeRZBwOKxSqaS1tTX7XuY1IUyazWZVKpU6zt83qUoyA9fV1aVQKKRHH33UlEji8bjS6bRKpZKNjo9EIqYwTq8OrRBkBv39/ZZpNpttQVXW3dHRkUGnwN3AUFDCYVzu7++bBBfBEsGap2Vj4CWZWoN03K6AgkKr1bIa7fr6uilwQKln+CcBAtDy4WFbvWRkZEQXLlywkfW1Wk3pdNoGXUoy51GpVCwQATmA+MCzIBBjr2QyGQtwgOF8czuKL6jks+/80FDIJKOjo3rkkUceI1ZLrey0jmdSBvRUj6fNOb3vfe/T+973Pklt4daZmZnHvKZSqeg5z3nODT+L2gwZDR32pNY4E1/A91AW6ffm5qYk2WcQMRFJDQwMqFqtGlxE5gEc4mWS0BJjWJ/UVqdAh0xq9/OQafnIyvdEHR625Vp8I6CvO0kyx8nhjYUvqPMdrVbLNhdZGBEl2Y7U7sOhGRUYlJpUs9m0+g3RJyOrh4aGDLMnOMC5SLIemlarZQ3U8XjcailAUBgxT4+mcA2kxigGriGRSCiRSFiGxb1aX1+35tpWq6WlpaWOLItnGYlENDExYfOMMLhkJplMpkNexzME6ZFCkRpxYdoNDg8PFQqFOjIfsn4MJE7QN24Dh3I/UCwBjuN54XSh0LP+qYN5hXtqaBBVeH6sfzI9/7wRHfZQLZBVJBKxIJCskYCEehVrAWIOhAnfiMpcJD4DdiJ1WtAKCBmHh8eqLZlMRteuXZMkc4rsPSB7T7zh+yE08Iw5t2g02oE4eCYk749Go7anqc1hX6hrsW+xRWSj2B9aKU7zeNY5fR3Hc5/7XFMf/4M/+AP7N0cg0B5j8LrXve6Gn0WRkofNogMDJnryvRAYHf9ezyRjsQSDQa2srNj5IDALRHOyrwHnx7+HhoasxuMzIJwMmxaKK46EIjGGlwI4r6Wuc3BwYIV1D394liAOCZFOHBO0eSI+T8vGaGB8GAjHgbEkk0skEtYs6nuSEomEFZopivvCOdEpZA5P8qA+xKgGYCoOX2us1WoaGhrS9PS0OYxgMKhkMqlCoaCDgwNr2q1Wq9abRgTtqeYQajgfroesC6alJ6AAURFMkHHDGkyn0zZleXBwUNPT06btRi2Cpk3pWN2chlt6mSTZfeMPa3dnZ0eRSKQDWqZRHGfO+6kfJhIJ09vD+XHQU0VWjvgrho/PpI7JnqIhnsCFoMv/7deaF/slgwJG515sbW1ZpkNQxev6+vrs90BmkBPC4bB9J4GaZxByLexjsrHe3l7FYjHl83nlcjlNTU11aPEhiXaSpISjg6wiqcMOkaV6kslpEyK4r/+vH0+bc3rZy16ml73sZZLai+/d7373U/4s3+d0dHRkysxDQ0NKpVLWMAqdFsYRWO/h4aEVP8lcGo2GhoeHNTc3Z84oFApZBLW7u/uYBQ5VOhAIaHh4WBcuXNDm5qa2trYUDoc1MjKi+fl5DQwM2IAxcPRUKtUhw4TD9I4M2AtmVz6fNyYgMCQMQpwzBxtmbm5Og4ODymazisfjFkEDuXFA1QamTKVSRhqJRCIWafb29toIamAcIspcLtfRt7W/v29GEEOxvb2tZDJpzDecD5sXZhgzqbi/fF4g0JaTOnfunKanpy2qhwLP8z06as9JArLFOUej0Y6R3FI76qb3jHvqBV8xmgQ7sMSgwBcKBRtDAc18Y2PDnAqG6pu+6Zs0Pz+vhYUFo/VD/MDRs769PiPPk4xycHDQHB8ivQzj831KuVxOmUzGxHcx8ufPn1exWLSsIhgManl52e5lsVi0mi5BEAY1FArZaBIy5nw+36H8zTrEceFUuKf1el1f+cpXlMlklE6n7dkxPgSIkNeTDUajUaVSKavPHh0daXp6WisrK2o0GpqYmDDH1t3drdtuu83maHmkgWvyrRbsdUoA+/v7Ghsbs2yX2lI+n7fAhmuMxWK2XqH1b29vq1gsWnM9Ttvbr9M6nmnEhqd63BRCxP/4H//jCX/353/+5zd8f7lc7njAGKNKpWIYM0c8HtfY2JhRxdk8vlcGCMHL/PO5QElAfBgJDxNilDBCvIZ+lFgsJkkWgZNNMZMKOA9YBNiH2hawT7lctpqRJDMs/f39JmnjFyowyNbWlhECUJgAn+e1Phr38kYbGxsqFosd+nk0LAK3SMcjMnwvCcaExmPfe4YjxikTiXMv+EyyIg+hStLk5KQGBwdVr9c1Pz9v0S/QHEaKpkjGtftsgGtnPhS1ELIyyBTUB3gPTpZeMByQr7lx3ltbW5qfn7cMlmGa3mhz3hhQT2Sg/YAiu+9LQ5orkUgolUoZQ9CTb/hMr3kYjUatXw4jikAyz556mM94oPPHYjEj+WCAPQmC+xQIBGy0OUxFSfaMqd14qJM1D3mFe8EzOjw8tCyJ50cbAHaAPY6jAPWAbMRr+BxUNVhbwWDQxr9QZ/LSXexxgt+xsbEOlKG3t9dsEXaA4+DgQOVy+YY27tnjscdNI0Ts7u5qdnbWZh9x/MIv/MINoT2iGE/TlGQGn8gOmIfeBT+EjYUqySjKDLTjM8H6KfhCU6XmQIYAzr29vW1QCUY7m82aUwNq43swNhgQPrO/v1/ZbNacGkVpCtWetu5ra2QZnm6Mo+jq6rLen/Pnz+tLX/qSGSRe02w2TaOM+4tDoBiOc0kmkzZqgqg4GAxaBC3JCvnd3d0qFotaWVkxqMM7w8HBQR0dHVmfDtnU7u6uQaRcTzAY1Pj4uLq62uMHiFgTiYRBfDTKbm9vdzC3IMdIx4KgrVbLyCyelUlkzigO75ioL5HJYbi7urqUzWaNfdhsNs1xkqlMTk5qfHzcDBf30xfJeb5+PpF3FhBpCDZSqZSOjo5sCivnjZHFUW5ubmpmZsbWMtkJkJmngAMxcn2SDIa74447tLq6quXlZVsj3pGxNj3DlXvKOqVPEVJOX1+fzpw5Y/XWk5k1zohMhGdHMJBMJg0JYJ2wHyORiN0T//04RkRxWS+8plgsamhoSOVyuaMx2xOrhoaGlEwmFQgETJMvEAiYIwUW9n1OJ5myp3F8I2RON8U5fexjH9Nb3/pWw3P9gWF9soOFyYbGQNIYeHjY1jvb3NzUyMiIDg7a02n/8R//0YRAgfLAg09O1mWBSrJaDd32BwcH1jMC5o+hB+6JRCI2UbZer9vQQIwyTqxSqVivB4YvnU7r1ltv1cjIiO655x7TFQPmkGQsPbIACr0UYYGI+C5JOnfunCYmJtRsNjU6OmpD1HA8ZJxElcBhZFs4klqtZqPdUXzg2nkOkpRKpTQ5OamFhQUFg0FduHBB0nFwgdgq9HgCCp5BKBSyaa0YmUgkolarpX/+53+2c43FYkqlUh2CrfV6XYlEwoyiV00HSvVNkc1mexLsHXfcoVgspkqloqtXr9rz9uwt1gQZ7ejoqD1XWG3T09OmOuBnj+VyOY2NjSmbzVrvkiQTC/X9XjiNRqNhagg8j3Q6rXQ6bczIqakpSbJZQdSnqOdBDb98+bIymYz15qGkQWbsSSgI1x4dHSkcDmtwcFCjo6Pq6+vTuXPn1NfXp4ceeqjDidDUTFbPs/QKEH7YHw3e2WxWL3zhC5XL5bS/v6/l5WXLElut9sga34S9sLBgBAp6CWFOVqtVxWIxc2TJZNKYnLyHwI1MDaIIjpX97puDsRsEaeVyWRcvXlQg0JbIyuVy1pxLAOyFiGnTOKmgcRrHN4Jzuimw3rve9S797M/+rL785S9rfn7e/szNzelFL3rRDd9PkyAZDnDC0NCQwuGwMaOI4lutluHwvkmPDcXGZXNKMsxdOnaYFNXptCeqZ+FixGATZjIZi7wxakR7PpMja5Fk1ONEIqFms2l9UryXgj79RRhf/u2Ze1yjh5oqlYrBaBgwSRb5eho5dQCmkDabzY4mSA+PQLfFkEIlXl9ft3uC5hvjuLm3zWazQ6Gju7vbxEElWRBDod9DXsFgu6F5ZmZGoVBIjzzyiPVn8ZleAooaJJkCxtfX4HDsRNK8BigOQ829osCPUd7c3NQjjzyiUCikmZkZu2ceuqR/zJNxms3jkfGsVTIwzzJEnSISiRgcvb6+bnsAySOIMB6O9k3gwF5Q1tkb3CscrnTs7HDkzDfDAeGEWGfIK51cn6FQyFigGFT6lGhdyGazBiv7/QEDDxRCkklA7ezsKJPJmAP3bSDsT5Rf6DN8vP1NYAXd39sHrpG94e2KJBsICcWfPcC1erTltA8y+6fy55ly3BTnlE6n9eM//uO6dOmSzpw5Y3+mpqb0/ve//4bvp3DtWWJ+A3vpHsQ9oeGy4YAaeB8YPRuTn500YkNDQxofH1csFjO2HYuaqJyNubW1ZQ6SKB7ZGDaMp0mDj7N5uLaZmRmDAT1M5zc+jpJsQDrWNJNktOLt7e0ODTq+H4wfOMZnjzhTSabmzGupJZzs0M9ms3ZPMbr0sKTTaXt2HrLjgC4N/ATkd3R0ZDAeEb7Urj/52hO9PZLsWfP8pGMY1/evEXgQbdPwiQEjI4U9yfryTZaSTP3B15qoM0FSgaLtrwuYjVHfHI93n9LptKmheIXv/f19ZbPZDlgZyjdrhRoks5ow9j5r4A/rDbo72QCZ1v7+vkHPnmDiIWE/q4y1gvOl5jgzM9Ox3uPxuNVxWYcEAiAdBCho3tFnR4DmZ1d5AlEsFtP4+LiGhoYeE3QQNPBd3FMCKCBKXyfFuddqtY4WCPYfgTDPDrbqaR/fCM7ppsB6t956q6rVqmUE/rjvvvt01113Pen7ocI2m80OhQLqTTQYdnd3a35+3ozvxMSEyuWyRapsxu7ubpVKJVts6MhVq1WNj48bg250dFSxWMzYf7u7u2aMgQZ8kX1xcdGgqdHRUd177702CA4jhyGGnTc0NKRsNiupDdEANfq+ioODA2tUDIVCRlNeXl42wwk+DjwGg4xeF8Qsu7q6tLGxYdeAMSBiHRwcNDWHRCKhy5cvGyUfnJ/aCDWERCKhBx98UIlEQoeHhxofHzecHsNH3w7STh5WgRXFPSGroQYCvEgh/Pr161pZWZEkIwVg8KG++81IFO5hWxqc19fXlUgkTPCWXiCyEVhvHMDL0MJxeNFoVAsLC1pYWND4+LjGxsYsQ6HReWtry54FpADYlXw2pBqgZSAlaPewDLn+Bx98UD097TH0EAqmpqashrWxsaFyuaxcLqe9vT2tra0ZBdsL47IOqIsNDQ1ZgIHh39jYsF4uetVY/wRuaEiyhzyKIMkCn2AwqGKxaJlTIpHo6Gcj05Okzc1NY9W94AUv0MLCgkKhkBYXFzvIK5IMvodYxLXCbsQJDw0NaWVlxZwtmnmVSkWZTMbuB5luJBJRPB5XPp/X4uKiWq2WNTUDwZZKJYONyTAHBwdVKBSeFgf1//rxtDmnD33oQ/bv22+/Xa94xSv0mte8RmNjYxZpSO1m3R/+4R9+0s8CxyUixJiSGfT19RkDh9pJrVazKFmSRUxAgfRNYCi8/D8zZfg9zCuYNzC2Go2GUaX9d0ntxmM2PwsTuILaDRvIU4mJdHk9TEOpHWXCfELxge8AhvG0XLJBHKIf/MZm9pEUEST9P9Vq1aLRbDarvr4+bW5uGltwe3u7Qwrn6OhIIyMjZjBwrmxO+o2IwpvNpg2tI/AgMxkYGLBmVq4dx8WobeBODAj1BBw6zpcsBVIB/T89PT1GM2e4JJExatVkjB72Ai5EuojmU2pglUpF2WzWDB5GEso6zyYUCpmEEP1OQGT0Fknt4IzaoR9DkcvlLOij3wens7e3p+HhYaVSKeXzeevHAvr1rMPHWw8+IwmFQrY3aCmAmMOz8+uRrIQMgiyU74LKD+MWyNm/DsSA90MsyOfzHfuM6ymXy4YMsE9HR0eN4dnX12dK50DX7B2kjpi1BUTnh5tyHvSFwU6FQMGa5pyoD3syyGkdz7QM6KkeT5tzestb3vKYn913332P+dlXQ4hADoeIDEwX50BPC4udorGH0XigLESMNNE7jLLe3l4NDw9raGhIfX19xrrysN7W1paSyaQ5BTYhm3V7e9tkf8jWPAaNA6ToTzMskJjf5DhO7hOLksyDCI8NRIMmzb8YTkkdTg/HAbGCaBlDDuvI94oVCgXLYmDaEfHiQKmt4dzr9boKhYJBO3wWB5kRxt2PKgD792O1gaWA4MiKyBoxDFDNqXdg8MgOyABwJhg2epBYM3wusKKvC1H/QBqHZ0ZwxJplUjLXk0wmbe3DHvTZGfefZ1soFCzyLxQKHfebv6lZck1bW1taXl42yrNfRwcHBzYgkgZv4DMCJ9YLyh5DQ0PWA0ajtScw4CR4Vjxr1iYNzTgxn3lub29bxsvnQBris/kcMmxv8Ake2N84MAI2suB0Om3BGtMBDg8PrVFfkjldHLOHOclsCYBAArq6ugyWxikBA4bD4VPvc5K+MQgRT2sT7uc+97kbvu7lL3/5DV9z4cIFhcNh1Wo1raysdHTyQ0SAAg5TiyI9i3FjY8MK40RERMJEo93d3Zqentb4+LhWV1cVCoVULpeNNkrDLUZ3YmLCHFehUOg4P+oVqD977Ly3t1eRSMQKqESmrVbLmF7AO76Gw+bd3d3VxsaGQT4U0xn6B5yEEUgkEkomk+rt7dXCwoIx8RBtJYqWZN9xdHSkmZkZ9ff369FHH9X8/LzVBxhJsLe3ZxlBIBAwrTGMFB33QJsDAwOamppSX1+f1tbWVC6XDbIlawEOodEaqAfHye8xXKhSNJtNbW5uWp0Athz9SNQSqS0Ar916662WHVy5csXOm7pFq9XS1atXjVnn6zK+bkNQRM2rUqnYbLCtrS2VSiXL7Dzsk0wmVavVzAHF43GNjo5qf39f169f197ensrlsh5++GEjRAD3wTKEFcZ5b25u6uDgQOvr67p+/bqN5tjb29Pc3JwFBMDMOFkIDF4uaGRkpIMRSdZBj58fldHd3a2NjQ3Lili35XLZ9iHBQCAQ0MTEhDkuSTbYkyZrT/ahMRzHvLW1ZbqV6XTaroXAjuZiWINc28HBgW699VYNDQ1pdna2Y/gj9Wi0LcmUPERLjZKAuLu7W5lMRisrK3YtSKGNj49ramrK2jBO83jWOX0dxy//8i9/Va/7rd/6rRu+BpYTPUFEUkQpaIQR3RIFsVl9UZbZMFJnkx6voeMfQzY4OKhqtaqVlRVr0GMEN5EVWRBGlYwJ0kKj0bACKlEnrJ9MJqNwOGxRKfpgMNp8LwcED0mGbeNo+VxqVUCe9XrdVMbL5bJlY0TA/J+o1is544QxGDh2aLWSbIT88PCwwuGw4f3d3d26evWq1ReQoZmYmNDa2pqdJxAq0aWvrzBS/ejoSMViUd3d3Vbwp8bki/KSrK6AIwF24h6RiSBuy/ykVqultbU1ExcmqyR78srmnLtntkkyeI7MFEPKPeW6OD/O2xtz1u/ExIRWVlYsA4Sgks1mDS4KBoM29oXR8eVyuUNkFkUUAhWMJ7UkTwjgvvJ/Iv+lpSXT3MMxsd64/7QhwHgjGydj5fdkmqz1eDyucDisTCZjQzhRQCETpX2DOi8oA/fAEzdQfqBORg3QjzTBefhr5jl3d3erWq1ajxz71xNAeEYEhwjK4tBOIjaQUU7z+EZwTk8bW8+THP6//+//e8LX3XbbbV/V53lVX9J4NjksqGQyafAMEaGvE5GOg/vDHqK2w+YC4iNqp9BJoRpHSJSFXAwLhsVOfczrprHZAoG2EkU2m7VGXYrnROREpGQGGC/PCGLTsHk9Ew9D64VDcRRkADjQVqvVYXjY7IVCoUMfD+NMBplKpSS1SS/SccGbaBwHiNGr1+vWlIx6Ac5UOlbB8AwoDIgk6xXC6QAH0pw6OjqqkZERJRIJE+X1bDCMEOvIK8N7lhV1L9iUaNglEgmNjIxodHTUVBro5wHqIxhhLXANPH+ek6SO2hsjQYrFour1usHIfq0hB4Rj5L7T9+UloICwe3t7VSgUzOn6mi0GmGAJh049VJIxPv3oEJ6TFzbmnvp1yvexjsk4YdsBm2ez2Y59wfMHduP7cHSSDBJl/7HWIAUBJZZKJVuzBFon1SBwQNgGCEMM2cSWUB/r6+tTMpm0cgK2yMP8J+3Ws8fXdtwUtt5HPvIRzczMPK637+np0czMjO66666Oh+oP32fAZ6DzJbXZPNFo1GRzJHVEcUSWwGuSHqP0jFAm2U8wGNTa2poZG7BoqR0V1ut1K7ZDfvAFdc6bzeANIkY+mUxqaGhI+XzeIkk2v2e5+ejTG1QcMz0+ftM2m00bSYAStNeik46zDArlJ40JhXscN0aCPppYLGbONxQKWWOzzx74t9TOZK9cuWKUZLIolA4opEvHtUBqcvR7BQIBa+aFvUakTfRKTQyoRZLVVnB8BDEEK9TXcHzcG+4tz318fNzWC02rnDeQDw22QF9AShBUfG8NGdPw8LBGR0e1vLysSqWiK1eu2PPy2S3GFxiaLJ7nBCMQp0kzMYYXGJhn7Z8/18L6ODhoTy2mqbxWq3Uw9EAtvIyQd/Qn2YY+0AIp6O/vV7lc1rlz55RMJq2h1a9H7/j8HuK9PmDzmTr3vtFo2MQApg3QkEw90O8PMlmkyGi4J/OFWEWWxbSDVqtlBAlsFQ7ttI9vhMzppjinK1eu6C1vectjbihRviTdeeed+uu//muNjY095v0YaxhASJOwMYkKJycn1d/f30FhhqZNXcCLk7KBIS9Qt2B0tXQM2SQSCdsEg4ODJnHChkUw1s8OKpVKRo8ma2u1WsY0S6VS2tzc1Pz8vBYXF61gzcb0+nIYNaA+IE2K277+4fszqtWqFeAHBgaUyWTMaXHv4/G40XepkTQa7bHtRIaJRMJqeV5lY29vz2i9fX19SiQSqlQqRnPHOPio9LbbbtPMzIySyaQ9q8XFRc3Pz3fg9jjHQCBgTbflctlIE1Ib8iVz4Xp2dnb06KOPWlaJoYTxd/78eV28eFFjY2NWrzg4OFChUNDq6qouX76sa9eumZOCcNFqteV0brnlFjM4fC/rxDdixuNxbW9va25uzujQROv7+/vmDBDpvXjxojKZjObm5vTII49IOtaRxKEtLy9rdHRU2WxW29vbWlxc1NHRkR588EHLDHAUKGmQHaEOEQwGDUol2i+Xy+ZA+/v7lclkrHkUDUpPwGEfwvxDwxDojWGBXKdn9vHe9fV1VSoVHRwcmF5gsVjskFUiyyRwo75GjYg17lmIDCdsNBpG2AkGg7b+isWi7TECC9ogaCthv2WzWXumOF2CtaWlJYM8U6mUwak8fy93dZrHzWTrve1tb9Pv/d7v6aUvfan+/u//vuN3zWZTr3rVq/SFL3zBntNv/MZv6E1velPH6z7xiU/oLW95iwUvz33uc/XZz372hk77pjThfuQjH9EP/uAP6tFHH7X0+MqVK/qxH/sxfepTn9LKyor+zb/5N/rJn/zJx32/j/T4vzfWzWZ7Bg5KAZKMQYVBIIIECohEIhofH9e5c+ckHUvq0++STCYVi8VMhZi+D1hGSLJ4+A41BrB+rySB8SKyJxpn43tGj3dQRMQ0msJAoj8KeRUyGz7b66RRyMVhpVIpTU9PG5OPDNQ7JkgkZJ9kFUSN4Ow0lwL54OSpsQGnAB2imB4IBDQ/P69EIqH+/n6dOXPGoDcyU54dg+iWl5dVrVZVLpetNletViXJMr1qtdox6whIEAPJcySip2g9Pj5umWo8Hje2Ie/1Nc5KpWJCoUTz/L9er6tcLqtarWp5ednYjcBmRPZAhmfOnFF/f78SiYSRTrLZrK1dmnhZUwRDBC0QN+r1uq0tmHXUwFhnGxsbRqigliXJ6o+MJEmlUkbs8GsHR8YaY80RUGDIWaOci4c9cW4cBwcHdu8k2WeT8fqMkWdBkFipVDrgPuqm7H2eo9/HyWRSAwMDlu2w78+dO6fx8fGOPjlaBXh2fuQJ7RP0exHwApVKx8jJ0+FIfB/f1/rnqznm5+c1PDysL37xi0/4nle+8pX6/Oc/r0ceeUS1Wk3f933fpze/+c26++677TWPPvqoXvOa1+gVr3iFarWaFhYWdP/99+slL3nJDc/hpjinD37wg/rf//t/6/z58yZrcuHCBf36r/+63v/+92t0dFS/+qu/qrm5ucd9P4Vcajn8Aa7wMjoYdkRcidxrtZrhxUQ+g4ODymQyHcVOcHkKuj09PZqenlY4HNaFCxesqIvhgN3EdZEp0eAL5AJbDcOeSqUss4BcwOcxhRZYwsvXAC2MjIxYzcb3jXloFGeyvb1tWU6j0dBdd92lM2fOGIxJ1MvvKfLihI+OjkwTjcZCoCq+m3OD2k3tDvwe9iLq4vv7+6pUKkokEqbynE6nFQi0+6tgGXrjKh3LTMEC3NnZ0dWrV/Xoo4+q2WyaCCv3geeaSCSsMO6DHAIfv3GpAY2Pj1uWxudwb6BuP/roo7p69arVUOgnwuh55865Eemn02lT0SfjJLOfnJw06AjokfvpqfModbB2CNjIKHi23miTZdBbR1tCOBzWmTNndNddd9nvS6WS0aSpc51cZ77nZ2RkxEgfXr7K7w0o2KwdNB97e3uVSqXMqXnZMr+f/N7gevk8T82H5YvuIagC9VSe6+HhoekPktlSt6bGCRwMxEwwyn7w7Rf8ARokED3N4+l2TqVSSe9973v1wAMPPO7v19bW9LnPfU7f/d3frTNnzkiSfvu3f1vBYFA/8iM/Yq9729veJkn64z/+Y0lttaDv//7v11e+8pXHbS3yx02B9QqFwhP+bm1tTZI6sP2TB42GRCX0GGB8EeUERqDXiD4TGh37+/t18eJFDQwMaGlpSdeuXTPhSQwBUTI9QURNAwMDun79uiqVigqFgm0yqNT0Rz344IMWLUrHGnbDw8OanJy0bKrZbCtYLy0tmUPEuBApEoFSS9vf39fKyopuueUW67CXZOcAm4pNT2aHmsa5c+f0qle9SkdHR5qbm1OxWNTc3Jy9LxqNKhAIWB2HKH13d9fYS5BCgIbIFKEZX7t2zeSjPLnkwoULOnfunMLhsIrFojY3NxUKhTQ7O6tYLKbnPe95unz5smq1mrEOcdrQuKXjnjco317xfGFhwab1zszMGPW6UCiYQCvBiySjog8MDJgKtSSrJRIAXbhwQel0uoMaj+Emg/fwmy/G8z1keBBLUCC5ePGi5ufnNTs7q0AgoLm5OVNcHx4e1uzsrNWfMO5LS0taX1+3ZlEMJA3R1H2AzqLRqNXQYEeirUfWDqFoZGREMzMzuuOOO/TAAw/on/7pnzpGvIBU7O7u2mfRoFutVo2YMTc3p5mZGQ0NDSmdTlumwn3ykkGNRkNf+tKXNDk5aWSI22+/Xd3d3VpaWlK1WrVMjM/Y2trSuXPnjKxEOwhrNRAI6Pr16yYcLMkab3F47JOdnR1Tc2m1WrrjjjtM8YHAFlibFgQ+i0nSnvnIWmJP8eyfScddd931pMo9v/3bvy1J+q7v+q6On4+Pj+vKlSv2/3vvvddm1HG8/vWv1wc+8AH91m/9lj74wQ8+4XfclMxJkn7pl37JokipHVH+4i/+okWkhUJBlUrlcd9L06p0XAj0ESA/Z2ImRVSMBmoRqGbPzMxYJFkqlTrYd49XgC2VSlpbW9Py8rItYEgWbHwPX+3u7hppgZ6O0dFR3XLLLbrzzjsVDAZVqVQMrz6pAMG1kIkAc4GF8zeO09fHgH+kYy243d1dhcNh3X777RoZGTHjSDOq/7fUzk42NjbMkUIQAdoAxuEcJJkCd7FYtEIy59bT06OzZ89a1rK5uWlUZiLrjY0NLS8vq9VqmVQTdUOiauBZIFoiWFoAIpFIR+Ge8SlkyVwbpAeyIKA3nBKRMusMAdFkMmmQZaVSMQKMb7YGCgIOIjvmWgYHB2020vLysjY2NiwzxvChhh+NRnX27Fmrr7RaLZNwKhaLyuVyHUHU/v6+wbzAgtRaCLw2Njbs2rxD9f/u6+vTyMiIbr/9dqtTsZZYVx4y5Nw4B79OgTHJ9KgZeQUJYMmlpSXrF7vzzjt1yy23aHR01OrFOF3IIB7uREmf7Ikm5LW1NZVKpY79TEDj2X0gC/v7+5qZmdHk5KRSqZT1Onl7ApOXa8FG8Xy9nSLQOu3j6c6cbnQ8+OCDkqQ77rij4+fpdNr60KQ2EuVnX0nS8573PEmyuuoTHTfFOb3vfe/Te97zHiUSCZ09e1Znz55VIpHQe9/7Xr3vfe9ToVDQpUuX9M3f/M2P+34YcBR72UQezyX190VhIpq9vT2Njo4qmUwqnU7bSAYWDdmSdAyFRSIRw7txcBhjnAIL0tNUPR0ZI9lsNm0K6IULF8yIAn/hgDzl+mTXOtEidZBqtWrSPVwDfT9Eua3W8Wh3amsMVzw6OjI4BSMPU44MgY3OfQZSpIaAWCrCqb4vifPp6elRJBLR6OioDUgk40FCaGtrS3Nzc6pUKhoYGNDo6KjBhDhSHALEj2bzWGl9eHhYExMT5mDIHpDtoefEjx0hq6HBE4MNCYK6ENFwrVZTPp/vIJ4MDg5qYmLCIkP60Ph+HCUGH6hrdHTUNNnm5ubsuVKUp5YVDoftXkAo4N7SqEoWFwgErNkZ2Noz8wiokN+R1JFJAi9z7UT7586ds2tqtY4HAnZ1ddn5SDKiD/JhPFeMOnuLZ0bg49s7dnZ2zOmTraJe7veTdExZ99R56mTsUQRaocfT/O4hSt+mQFASiUSUTqeVTCY1OjpqGRNEDr4XyJ7rZx/zjHDS/9pUyefn560fLBQK6Y1vfOPX/P3UqSGLcJBEwHCU1JE1STIo2s+Ce7zjpsB6L33pSzU7O6v/9b/+ly5fvqxWq6U3vvGNevvb365MJiNJNgLg8Y6pqSmtrKx0CHp6gwnleGNjw6jOUvvii8Wient7TSx1dXVVw8PDOnfunBlEn/UQESL3Qtd7Mpm0mld/f7/1AAEpeeNOBlOv1w0bv3jxos6ePave3l6l02k9+uijqtVqHfWrvb0900jb2dmxSHhwcFClUslqamQc0GgpBtMTwqbZ3d01rbBgMKjNzU0Vi0Wtr6+rVCoZVg+ujjNibD2QJEVnZjGVy2UbVY2hAiKhT+fw8FC33nqrac91d3drc3NTtVpNly5dMkd+/fp1LS0tGUmFkRO5XE6hUEiSjB7N/QfiwagyWqFQKJjOImMVEDxFBQJCBj1xJ+nJyWRS5XLZ3k+tzTOLMPLFYtGGK/LMqbnxrKgFAf02Gg1z1FeuXNEjjzyixcVFTU5Oanp62hTqcRT0VQFRQzX3dRCo0nt7e4pGoyY7RBDA+sCheu1DUAnuzeLiora3t011JRgMmjpLq9Uy2S4o86x9iCKpVEq5XM5qMoFAwMR0yZYgEEDiaLVahiAwt2p4eNiM2N13361Go6Hd3V1TOmk0Gh1tByhyAPkTkPA80+m0rR3eT0ZIRhaLxTQzM2OKHt3dbcWYhYUFG2UvyWqie3t7JoZ8kqJPeeHgoD1b7vLly6dgSdvH15sBTU9P65577vm6zoHGYjIkDp4JDGHpsWPq6QG8US3upk3CzWQyjzuufWVlRePj40/6XnBu6ViGXuoUq2RBAO2RebAgyVKAV5LJpBl8FpansBKFYrhbrWP6KlGsJOvLkGT9Mn19fapWqx0d48PDw9apD6WZA4ciyaI6sgOyN08GSSaTHcbB3wskcrhOSQahQQXnniKj488Th4xDImKGmBEOh025gHtBxsfn8Dzi8biKxaJltNQOo9Go6vW6MdrA6w8ODnT16lUdHBzYeRJVn2zCZrw8bEjYgpA8qAXhNDFEe3t7Jh3FPSbDXF9fVz6fV6lUMgkg6jE8A5y4lyXCGJLRYPg4yBjIbv7xH//RnqvU7rlbXl7W8PBwh4grtRbgzHg8borYXJu//zs7O1pZWVFXV5cmJydN+ohzJqOjWO+fezAY7IA/i8WiYrGYQY3cd+Z8wUwDdeCaYbrmcjn7HrIW1itNvuwb1rYkG5vBmA8UMMiwtre3lU6nLcNk/fsmXAJC9jV1o3g8bsaU/e5rkJFIxKbcQjphD/rm+K2tLSP1ePSGv7EP1JafDkLEv/Rx6dIlffzjH9dDDz3UUZtCyYWMiiZmf3z5y1+WdGMBhpvmnJ7oeNOb3qTPfvazT/oa3xkOnAN0R48PEJVXU/DKD3h0FMCBm3wBU2pnPTSTQrrwRs5nRURS0rEyQm9vW10a9g4MPRZ2Pp/X1taWfScEhEQioYODgw4oUJJtfB8Fh0IhIxUAA9JQipHnXPkbWKpQKFh0CBzS09Nj54fmWqvVUiqVMqMej8c1MTGhSqViWQwzq3p7e7W6umq1O1/rYHNubW0plUp1qFFfv369Y9S4V2/HmPJ/jBawkHe+FMPj8XgHY4pnhjOBbIJzXVpaUjQaNeNfrVYNPsSA8n4+D4PW29uraDSqcrls5yTJpHT4TNYhz7LValk9T1KHLNTs7KzOnj3bwVTEEG5ublrtD4NKhjU2NmYKJpubm5aFT0xMqNFoK5zgfIrFoq0RHCZMNjK/3t5ezc3NGbzL/aaedvKZ4Lg3NzeNiYrxx4HwLD29mv2HMyJr39raUj6fNz29oaEh+15IHOjo4SilY4Vynx15xm69XjfFFJi+ft8Dn+7t7dnz95qAOBuPJiAJRv+hf/aSbC+c9nFataOnevzoj/6o3vOe9+iTn/ykfuAHfsB+vry8rFtuucX+/4IXvEBf+MIXOtpp/uzP/kyS9Pa3v/1Jv+Npc07vete7NDo6qh/7sR/TzMzME77upAT+4x0wfYiMYNvAXioUCga34SDIXqBd48xwAIha7u3tGV0ym80ql8tpaWnJoigykf39favxELUTcQOtQIOm2SybzSqTyWh4eFj333+/vvzlL2t0dFQPPPCAzd/BObEZfBMhUB1FVcQ5kbE5ODiwuUQ4S6J3+lagvl++fFmJRMLG2ff19WlsbMwMKIaBz0dFm2J6f3+/NXxKsgAhGAxqYWHBCACwmqLRqJaXl3X77bdrZmbGZjDt7e0pl8tZLQAjC0vL94eFQiGDeZrNppFm0IYjW+jt7TWRWqJUdAIlWf8RrERqNeFw2DKtZrOp5eVl65/ycBeQmiR7HlI7WqfRFieMA6NADz2+UCioUCiYY8cBUzw+OjrSlStXjGEGJXtwcFBnz55VV1eXHn74YSNTQHOu1+taWFjQ5OSkGcbDw0Ntbm7a+mfP4DgxuAcHB9ZvlclkNDY2Zg5uf39fDz74oE2YHh4etvuCYSRoHB4eNiUJZKvIIGGS4gj6+vpMpYFggfEUnPcDDzygkZERffKTn1Sr1dLU1JSGhoa0vr6ulZUVe440vvtAhmeODfDEoXK5rI2NDdVqNYVCIY2MjCifz6vVamlyctLaM9bX1zvUORC/9ePY0WYk60+n01bz9TC3t1+nefxLO6fR0VG9/OUv1yc+8QktLS1pcnJS73jHO9RoNPQ7v/M79rrf/d3f1e233643velN+vCHP6xSqaQPfehDuvPOO/X85z//Sb/jaXNO169f70h3H2+ERqvV6pj79EQHJAUyDSiaQFAsUPo2qLlgMCORiBVcibaRP8JQeGkcFhjQEDItAwMD5uAoHFMkhbTA3z4zA+enB4ZN7LX8gC0kdZzP8PCwUVeB0aArI84KYwknCTmEiFx6rDAqxp96iB/9QPYBnObvJUYHRh1ZRldXlxKJhDkyIsZwOKy5uTmtrKxYZOsdE7CVZ9G1Wi2dOXNGqVTKSBTNZtPETclMod+HQiF7xgQJ9MXxf67dN4CSicHY8707vlAeCATsGWGc+ENdhLoPmUg6nbZhdIFAW4E7FoupWCzq+vXrlvFCyffBCOM29vb2rLGcuiGMvVarpUQioVwuZzAolHsYeWQB3AfYZb53jB5C7iPBAtfuVTKYd+SdFJ/NWqTNAGiLIGF4eLgDipWOWX5AczjMer2u69evq1qtKhKJ2Joks2Ft+SDFQ3jU1zxzFsiave0lsTzJCudE7XBoaEiRSMQgYda3J66w9yRZIOuZv08XW+/pPsbHxw0GvfvuuxWLxfSOd7xDP//zPy9J+sxnPqNv//Zv1y233GIkqT/4gz/Qt37rt9pn3HbbbfrYxz6mH/iBHzAyynOf+1z93d/93Q2//2lzTn/+539u//7O7/xOvfvd737c19Gr82QH0SjwChtHUofxIZIn04ByivHDcbEpfK8CURuvgSLM5xAF+p4iCvJkKmi+Se2NRoMsUe7BwYGuXbtmD5zmPWAoz34ChkkkEhoYGLDMytOfpccu0larZT1GHBhyonUgt2QyaQbHs65gR25sbGh/f1/pdNoaHjmPaDSqRqNhtGeM/Pb2ttUqQqGQ7rnnHjUabZVttNCAPHEU3hByfdxXelZw4pKMbMAASPB/6ZgB5MeR8z6gGLIaVDBwlvF43Fh0kGron/JNnxSDCZSoSVCraLVaSqfTpoztYWje7yfEcv0YXt5DBv3www9bQELGwMBFslv6xuirwYDzPuBTHDfrAziVPikcG2sFA+uNOIQgv+b84ckqZGeJREKFQsEgLoI8nArQmCTrlyMYIasGguW7t7e3NTQ0ZPVgzqOvr8/2DPuO/YwuIveMlhA/fBAaP2Qe1iItGTh5SD2+pcU/T2+3Tvu4Gc6JactPdAQCAX3mM5+54ed8z/d8z1PKHm9Kzek3f/M3n9LvOGiuIwPBGVA3wdnQ7Do4OGiinz6DYd4QcAjir6lUSqurq9rY2DCWGpuYRYscP0riGIfe3l4tLS0ZVg8NPZFIaGpqyrDvarWqer2uXC5nReZAIGD6gCcjd09VLRQKmpycNOe0s7OjQqFg0T0QX6PRMKYaDoqaFc6ZyJnrSyQS1uRJtAm0FQgEdP78eWUyGYt6q9WqEomEKQuwken3unjxoqS2/AmZbTAY1OzsrN3X8fFxdXd323hrIMiJiQnLKFZWVtTX16d4PG4kF9Tlb7/9dlWrVW1tbRmxgYwUlhTOmHvqafZkhPTPcNBcSmbAvCLIDjiYjY0Ng43C4bD1WG1tbWlsbEzRaNQMPMoJ+/v7BkteuHDBCubLy8tWZ4QNeXR0pOXlZS0uLpozJZiieXd0dFRzc3NKp9O2tjDWiUTCyCeSTCLq2rVrFkhQb2LtJBIJYxT6Gi8ZLdm0X6vQ5MmAWavIMsEGLBQK1hC9tbVl2Sa/h/DEH5rSyYRisZjOnj2rg4MDq7VyDhCaJicnbQ9ks1lj4BLc0PzMc4QBm0wmTa6JETPYBDJrWiIIVrPZrO1BkApqgkhHAdFju549vvbjphEivvjFL+rXfu3XtLOzo0984hP6zd/8TT3nOc/Rt33bt93wvWQukBeI5oAliOaB8JBHwTAVi8UO8VMiXl9k9VEcm4a/+W6iJ7Izr+tFlAmMl8lkrDYBXHfScPI7YDm+B8iEa5KOIQ8Yab6egrwMrz06OjJYiOgOUgVjH+j239jYsGFwOHygDxo6yby4VhwezoFMB826RqOh6elpra2t2VRglJqpFVJvOXfunEXaODuidupCUrvVgPpcT0+PPX9UQchSeA4YJCJ1INGenh5ls1lNT08bfZrPgzo+Pz+vXC5n185zZE0cHR1Z7YoMkX4sCAGc3/r6ujk52hWAyQKBgIm47uzsaGlpyepPlUrF7hdQXigU0ujoqK2NRCKhcrlsDbc+oOE1qDvQOA3Mx7ns7+9bLeb8+fOKx+PGSvUwKWsYJW8yBmpF0P5pXSDb8vp0rB8+k4CB+8pzZ5/s7+8rHA4bAaGvr0+ZTMYgUGA21ibPCsUKnAROCwjct6H4vU8TLo3O2Ah6dkBUgFjpfeR7vWKJdEyeOm3n9PVSyZ8px01pwv30pz+tb/3Wb9XCwoLp501NTelHf/RH9dd//dc3fD+snJOZBbUQ5vkgp0N/D3Uc2FE0YhJRslipc4AtS+r4G6gLI08Pki/Iezo1ki1sOM4Hw4NjopbFZsGZIHqK5loymTQFdbIJHCkEAb4XowMWziKmUI1zGB0dVSgU0tzcnG0e7hH3ORqNmpEgE+C1XEsymVQymTRYDzhHkhlYbzAPDtoTWlGSmJiYUCqVUiwWswjV984w6DEUCikej2tqaqrDOXiSBFkD9R4gGE+7BjoC6hkdHVU6nbbGWKA2nBaZH1kSJAckpQ4PD03Syq+LqakpxeNxG91BcyrGmJoMyuETExOm/EBBHudEDY8sz8O7/f399gxOduZz7hh71j29gazx3d1dzc3NmfOjfuChRzIpsmsCExw4zzoQCFi2y75MJpOmoUhPE86PYHBw8HjkiyeK4NhxQul0ukNqDCYmck2sCxwgM7web18jbeSdF+ueBmwyZRwg59NsNk3bkjqclz3jPrOfT/vAQT2VP8+U46ZkTj//8z+vu+++Wy960YtsLPurX/1qvfjFL9brXve6x+gznTzIVoigiHKAAaDdMgGThQme7rvWWTCRSEQrKyuq1WpGdgA+IkuS2tEStSQgv2AwaHAUQp30RfT09NgwOpS5JVm/CYVp4Cs2O3R3Fjc4PRkPBmNwcFDFYtEKzfRz4eSgffsir6/R+WZTjCb31PdsQDagwXFkZESlUsl+D+QBhELTIqPfqYHs7OwYHdnTfolAGVGAYjgGArYlFHSi7KWlJRuR4mn0ZAZke36sCA7SSy0Vi0UNDQ11NAvSWIs0jXSsEE9UL8nGiODwPEmG5mwOjHsul5Mkg/xwmGS9gUDAshLfxwR8lkgkLJhAQJZggSnEm5ubFli0Wi2VSiVFo1FrToXdxu95jjSu7+/va3x83CBPv2a88kE8HjcHwzPGcO/v76tYLBqi4TO3RCJhrFDuLcQdoEFP4aZFBMi41WppdHS0o+GWwJFgBxgWhwdLz7MtgWmBW3n2OCyeuQ+QIMUAJQK3Unum9gocDiECW3HaxzPJyTzV46Y4p66uLr3oRS+yf3PQOX6jY39/X8PDw7p27ZplOtRXstmswV+ekcfmZoDZ9evXNTIyYjWVQqHwGPHM/v5+Y/F5WK1YLBprDKgCcVkgMCLdaDSqmZkZxWIx2wS5XM4ULnwP0/DwsGq1mqk1eMPVaDSMZg9UQF2CjRsMBnXu3DnbxJAXurq6VC6X7XyJ1tlgs7Ozuu+++2xDAT9Ix3p8GGAc6v7+vlZXV9Xf36/p6WlrJj46aouLplIpLS4uWq2L66bIHA6HFY/HTd5oaGjI6kU4/zNnzmh7e1tXrlwxA49TuHTpkvWIYSAjkYgKhcJjGpehLMNo9DVGsif60TCwKEHAHgSuAqqDaURdgnvKc0Dyhoge55fNZvXggw9agLS5ual0Oq1bb73V5mBR9EfVm+y3p6fHxoPkcjn19fUpnU7bLLHd3V0lEgmtr68bVNlsNhUOh/XII4/Y88J5SLLBk9xberaazaY+85nPKJFI2LWCFADJHR4eqlwu27Xy3EZHRxUMBk0odW1tzRwF8B9BB6QN7h3sTVQhKMJTG240GspkMpqcnDTSxMzMjAUpBC31et3mlIXDYduPwILscdZmOBy2TB/iUi6Xs+wMZ5/L5bSzs6NkMqlisWgwPH1lECcGBgZMLosgmj2Ott9pHs86p1M6yuXyY2A56Vgs9EZHNBq1qA+MOBwOWzf91taW9RwQ5RIhxeNxVavVjgmb9Xpda2trVqdBgoToz3fSUyOiLuEbfak5wdAio8MYAOmAZQPzcW44IY5YLNYBM3J+UGE5MJxsfJxoV1eXpqamrM5zdHRkWZrvsL/33nvNEcJAJOuiVgDrEIcG7T4YDBphQpL1dRWLRWUyGTOaXpGDniqcKsbOd/jv7u7q2rVrJuqKppnUrvV88YtfVCAQUCwWkyR7VuFw2K6VOho6dZJMIoqMmO8H8gFyoW+FcQsYGQ+TRiIR/f/a+/Moye/qvB9/uqt679qruqr3mZ5NuwSSwmIdBAgQi1kkn4B1bCPiEBJsjrfgQ7wkDvn62Ifg7RjHDja2FYwTx2AcywLLBiwdkDAGSYMYaTbNdE/vXd1V1V1VvS/1+f1Rv9ftWyMQ2wjP2PU+h4Nmprvqs7zfd3nuc5/b0dGhfD5vNSoifnqhPIQ0MzOjqakpg7ck2XePj4+rs7PTggEya94lDaSDg4O6cOGC1ViQzunu7lY6nVY+n7fnjwPg+SDrxH6TZNAl77mzs9OeqVQXYH7mmWcaMl0yVMgEvb29ymazOn/+vMGmODIo2GSe0v6odQ/jsQcw3Nw7gR4wHnWfSqViRBr2Fs/aEzc4l2Q91M98fcvXIzn/EGHm5uYUCtVVR+gVk2R2xGsF7u3tmd1BIBdiDjaip6dHOzs7zzmZobm+/vqe1Jxe9KIX6W1ve5see+wx7ezsaHJyUp/+9Kd155136o477vimv0+qjRMADgDbpojKgWZz8jOtrfUO9Hw+r0qlosXFRasNcPBI+zmwRMBkRx7yqlQqDRRYronNXygUjNFWLpcbNMi86CVOB8MGLIXx4MBTyCcbZO6PpAYZISL8trY2pVIpO7BkQMjtlEolY1dxrxxiHChRLcKiyOLQFc8QupWVFRs0Fw7Xp6CSXYTDYRsV4iWYvPAuen9ra2saHR3V0aNHlUgkFASBNSf7wXA4fzIyalkYHejCXhoIY8HPSjJSDTUB/2dJDe/UMzs9LZn346+DmgdNppJMCgnacyKR0NGjRy1ThIHmszAM7/b2tkZGRpROpy0w4BmHw2EbOLmysmLvxKulEBzBbOWM8K6pqxHctLe32zRor/rNtaVSKWPAEgjgxCXZnC7qXb4Xj0CHrINR65FIpOE8cCa9LBKZZzKZtAzNv1POITAo7xBn5ZufES+W1CBES81qcXFRlUpF+XzeyB+o2/smWxAFIGX/M0EQWI0XduKlXM2a0yVaH/zgB/X6179eL3rRixQEgSlG3HbbbfrABz7wTX9/dnbWsh9JNm3TH5SJiYmGWgHGA3x+fn5e5XJZpVKpYeDc0aNH7cBub28bG4qDQRSI4V1YWLACOcaMDIaDtr6+roceekjhcFizs7NaWFiwDIJCdn9/v8n/TExMWH8KjgmyAeMlJBmhg+i/u7tblUpF5XLZMsiTJ0+qt7dXa2trdkD4vJaWun7cwYMHNT093cB6oz/Iq3AAbxJpDgwMaH193YyJVFcfprg/MTFhDKp0Om2KGtRCEP6sVCpWTIalR28Lqtf0BjG+m2eA4V9ZWTH1j2w2q5WVFavNwcIiiADm4Zr9sEfuD6gHUgKOhcyotbXV4FeICNCjmemDyGw4HLbWBWl/NAWOf35+XoVCwUgyZNmRSMSUtHknNP329vYa/Li6uqq5uTmVSiUbpIemnVSP6CuVioaHhw0h2N3dNSftFRXIFCVZRsie5PngzOjvC4fDOnnypFHXl5eXrR6Kg2af+npmKpXS+Pi4Qevt7e3KZrMql8s6ePCg1WNnZ2ctG9va2jJ4OxQK6dSpU7YHeeceKu/o6LAsFGdBkzmBZ29vrwYGBhrYk0ePHtWTTz6pIAi0tramubk5gwCZokDww+LdAady7b29veZQT5w4YVnzpVpXmpP5Ttf3xDlFo1E98sgj+uxnP6vjx49LqmsuvfKVr/yWfp+hbpIamkGr1WrDXKcgCKyIT10KxhHwERkTcBgFfw5rKFQf002WQBREsZOoDwdGNIbiAkyiiYkJSbKxCZIsC0qn01aMBcKbnZ21WgmLqJXMzR9CDAb3RaQKBEd2hVPc2NgwujjwB1EtGSnG0xtmyATRaNTgEf7e1w99FE7jYigUshHc0NgR+YX6DMsK0VJqUdls1iJe1Ksx2kTwviGT54mxKZVKZuB4ljiNWCymXC5nsBn9KLOzs5atUM+A3s9zo2ZE5OyL6tCc0ejb3t62+k0kEjFnzRwmsl4INdCl6RubmZlRqVQyKBBGKv1CnuLN8hTpzs5Oq2vCJvNkC9AA3p0kM/acFTIc3hFnh+fJ82YPXNwiQeBG9uUXAyohVZAtp9NpczBSHamAfCTJngOQGZC0z6IIYmhF4DzDuOQ6W1rq6unUiDlz2AlsiRd+BZIHluaZYWt83ZixIZd6NZ3TJV6vetWr9KpXvarh777whS98014n30yJQ9jb29Pi4qJ6enosyidC9ewqmhx5mRwkNhAbC3iCArgk68/Y2NgwKItI1rN5aJ6kfkNkSD3G116I3HZ363I3Ozs7BlFJ+wccIwYswaEBPsFweoUEz/4jugK6I0rEwXl4ke8OgsAOKAw4VCrW19ctS/JwIT8TiUSsrkGPiYeqiNaR2eFdEUBwfb4OBwORJl4IJ0TU9MFEo1GjqPsGW5wT3+915rwx4XlWq1WDZZD1wYHzbmq1mpaWlmw2FOQKMlhpf6hdPp/X4uKiDhw4YKw1xmns7u4a1MS9EmCRUZHl7OzsqFgsWgM071TaH10Ae9FT+YvFoiKRiE2ixZjyfj1NHCfDmeDc7e3tWd2TPeVZr7QZMGIExzY7O2uIBP1NnAP2Id+9trammZkZg6PJPKi78t+rq6uKxWKmmtLd3W17yvdekcWQ2Uiy5xWPx60vz597D8Oyt7m+SqWi6elpq7/hbAkE0fZE8w87xV4gkLmUq+mcLvEiovcP9n3ve5+++MUvPufv+fkfPlLj8HlBUrIgVCQWFhasSQ6jRONmLBYz+AIH59WoMbJbW1uampoyY4RhhM4NYaO1tdUgIeoIOEHqBcALfrwGvVls/q2tLcPWGZmO8U4mkw01LJSbg6DeqLmwsGCGllqd/2xJNisH6AijAy2bP6fTafX392tiYsLYgKOjo5qbm5MkK5ovLCxYbQPosaWlRcPDw+ZYUSlgD/jaEXUWMmKMGL00HR0d1sVPduj7yzDIKE4D4VF/8ow0goqNjQ3Lzvi7vr4+5fP5BiiK94pxxKF44VEyQJwd6hHAtvTjkSlhSGGtwYJDv45aKWMv2EdBEJg0EQb71KlTtr/I1iQZE3Bzsz5q48iRI5qfn9f8/HwDPOUhIrKySqXS8HO+bxBGXHt7u3K5nDWosg/J/qLRqBYWFrS3t2c9bDRVwxIlOCGgI3tFVspnaTh0ni97gWyUMw38TvaE7SDo8WoqnMEgCIxY4kfgsLfW1tZ08uRJOxtIJYEIrK+va3R0tGHAHnUtvs8jIs31ra3viXN65JFH9KM/+qM6f/58w99fDA19o0WNCXgCFg61F6JrDyuQXeEASK1h6KBWTFTNgSeixLj5WgGwliQ7iL7/SpJFp/xcOLwv7Em0SETv1cgxoBiKSCRiPTA4Sz96Q2pkQWEA/HegKgHkwXXDJsRYe2iJZwe8BpRJdjc5OWmNla2trTZaPRQKaWhoSOl02owOtQ4cJ4PyMNLcM8xBggPgOZSyPQNKqkejAwMDamnZV5ugzyqXyxmteG1traEZlTrI5uamOQ8yWqlOhsFxAn3SN8c+kOrMLWqLhULB+oxg63kVfaDmdDqt6elp5fN5ra2tWVYGQ5OCf6VSMRLK5mZ97EW5XDbn4KWRCoWCZmdnDRJEv7BYLNrcJ6BjpHW6urpsGjLUbPYBewMIi6CN80btRpKdBdhqIAzsZSBP7ovz5/uxfLaGsybb4XlzTiBnIHKLQ/b9RGSFnH32GH/m+wjSNjY2FI/HLRjhPcCW5Cxiazz5gX1IFsXvQPoA5mcUzqWG9pqZ0yVa7373u/WGN7xBr3zlKxuYK0EQ6Kd/+qe/6e+PjIyora3N5ix5qMjLAUEDp6ju4Q/+nmibiIlsiEY6aitsbL9ROQgeCpP2oySPs3ONOEjvUHCCNPj6xklJ1lBMrWh9fd1mIXlMGxgFo4hKAvN7gCtY0Nn970kymM1DnPR+LC0tGQ1XkiklwErc3d3V0NCQkQl8dz5GvrOzUxMTEybG6uG7vr4+G+bHBF2g0kQiYQK0GMj29nZdc801KhaLlrEwfmRgYMA+m5k9vCtqZVwPKvGQDmimppAN2xDVCt7l9va2EomEiceilYg2XW9vr8bGxnTy5EkzSsViUZlMRolEQpVKxcRvNzc3jZgBRZ2onGyK6/WwExkCQqjValUzMzOam5szR0n7AtRsJLxisVhD7YheMJwNTpHskO/k+3lviCWz/zkXtCBA4pBkM6SQFQP+Zb9j0IFn0c8EgoW5yHfzHoGx2cd8Jg7JM2ppwqYmx/7kvEMc4ucJUr1KCPJEnkGLEySgJTCjqXx4eFg7OzvPCsy/29V0Tpdo9fb26jd/8ze/7r/9t//2377p77/qVa/S2tqaZmdnrVCJogPQGpkOhqVWq9kIeEm2aXK5nGZnZ60mQhRMpMPBwZBSc8nn83ZAiHzZtGDYRIDUioCSfKMnEWhLy76OHSrKkUhE1WpV/f395rwwEDisSqViTmt3d9eaItF4k/ZHEdCrQ90CJh0wSX9/v5EmcOZEhi0tLVpaWtLS0pI15QL7dXd3W/OrVCes0H+DLllbW5tRxDm0nu6LYfSFbgwlJBFgknC4LnZK5oiW2+7urqanp81gzMzMmJL13t6eZVtE6V5i5+zZs6a6Xq1WzbkWi0UVi0X73XA43DDxFPhQkskm7e7WxU2PHDliRfpsNqtwOGzUbhhnFP09hIoToaGT7yIA4PkRiQM1FwoFM6pSPfChoTWRSBikBHzKnmRfQZ+nfQFKunfEOACyOgI0FqzQ5eVlc3I0YnMNTAmAtt3f32+N7ex/6qlAaTgclNg9db9cLtu8q93dXTt/vn+O/UEG7un91JQZ7wHZg6ChVCppcHDQxryAxnR2dhq93M/4kmT1T54rjcq33HKLenp6LqlzarL1LuEaGxuzpr+L18Vso6+3+vv7TYWbEdYYsq2tLdPUC4VCFm3yXRc3zZFVgRkjNirJfk5SgwoDkS0bHCMu7U/QBGKiSxxHRnbnmxoRw/T1FT4L5wU9N5vNNkBxZIpM4KTvQmrctDg1zzTkgPthgjgPDALQCfUbqY69owGHujXPASUGnDBSRRBW6IXx78DDRRsbG0YUwcgODQ2ptbXVZkVFo1GTzKlWq5qdnbW6A3R6MisyBmA3MmAicajlGDRqN54Mg0HHeEMAoA0AZ8L90GO2tLSk5eVlI6mgisFwRZrCY7GYOfdQKGTXDDxEpkfwA0y2uLhopA72AfsJZ0aN6siRI9rc3DSpK0k2ZI8sEsfD5/t+QvYk9HyeEWfL7zXf41csFq23kBorUCQiswQvBIKcQe88PQOXZ4Ejp06FXcHpsVep8YXDYVNa9z1bkEg8fLi2tmY1KGyEJ0Vw3wR6GxsbJqsEQYf6aCgUMseLk7rUq+mcvov1+c9/3v77Na95jd7ylrfonnvu0eDgYEOvwPvf/369+c1vfs7PIsIh5e7p6bEZLESKRLA4Ka8I7psrPZGBJltgFw8hVKtVIyv4rAhjhSGBfYfMDErFvvbFwYWWjRGR9rXX6EnyhVZotbD66FjH2fF53BsHmoIvz8zj50TBqCH4ehZ1H/qa9vb2rLidSqUMasIxwWrDcIdCIRtTsLW1pWg0anOT6PT31G4MCQ6D2gVSMGTA7e3tOnnyZMP1A0syDM5DvpKsxoQx8w2bFOdRkmhvbzfZqtXV1QbRVU+/pt8NI00tjQZZ3ht7EaFWGIQ4CSYkQ3UGNuX94USBlT2d+5lnnjG6OZmyVCcLke1tbtanDaMdSNCAIyXDYVwLz4tRKzgnn8F5B8Tz8VR2Dz0yUsS/h1QqZY29ODYf7EmyoI0sCPSC6wCm49wz0TmRSNg+xPF6FRbeWa1Wb7iGSs73FovFBuYkNsLbD86PHzZJptbW1qbFxUXTP5RkzhTSRnN9++t5c04vf/nL7WCz/uZv/uZZP/etECLYHFBXt7a2dPjwYT3++ON2yJaXlw1a6uzsNPVqhqxR5F9cXLRDRTS3tLRkUSQd+zgKqe5gYFZRsMco7e3Vxxvk83lJMvo0eDsHsVwuW2Oqj+jB0Pf29mx+D/WPwcFBSXXJmfPnz5vxQSDVO7jOzk6jC5MNQDjgoALhkTkEQaCrrrpKiUTCmFKzs7PKZrMaHh7WE088Yb/LAD4Eb3l31GbItHz9rFarNbDfoF8z0yeVSpmiwsTEhLa3t00TEOgUgsHY2JhJxDBLi88je9vY2NDU1JRCoZBRzhcXFw1S84VsFOhDoZCOHDli+wQWI1mcdygozdMiMDo62lBjAfLC6SCPNDc3Z86mWCwadNfa2qqNjQ1zssCKiBHv7u6anpt3BjhB9r5veMWZzM/PmwI/kHBbW5te+MIXGjFjcHDQ+ryWl5f1zDPPWOYI5My5IFiBOFQoFCxjIejAYOMMaQ5nfMzg4KCeeuopa6gn8/U9VzgtdBeBNVmw+qgPsw8Z11IoFEy1pLOz07Ibr9Y+PT1t85rK5bJll0De7Ju+vj4LFkKhkPW3XbhwwfrZcEi8l2uvvVaPPvqoWlpajEnY7HP6ztbz5pxe9KIX6c/+7M+e82eCINA999zzTT8L6IJN6hv9wLuJDOPxuEXEFwvBtre322aHgcOBoMBKrwIRGmk8hgcD4LX2/PdwfWxKn41B2ODaWRAjcMLQpMnC+H+yQo/7++fCvCvulc70lZUVY2UBdzKu4YYbbjBxW5hK3d3dmp6eNi0xdMeAoTw7CsdPJsm9kb2SMeAMgyAwWjlqB3weThWohIK0l+chi8AQ8sypdQwMDJjxw5ByrewXSQbRAX2RqXrGIu+Ka2NkOkaPMSpcA5kn9w39Gefho3qfkQHxwpD0z4KaHNAyenx858bGRgO71JMGyuWyKUDwLKenpy2AQ2g2k8mYRBXZHvuE94Yj4L3QegCSQd3GM1cJJgnYqD1RJyPLpY+KzEWSweS8B6BZ0BNpv2EY5wiq4clLkuy7cK5bW1s21dZngewJvmdgYMBQiFqtZnWmYrFo13yxVJK3TxArfLngUq2mc/ou1s///M9rdHT0m/7cr/zKr3zTn8FwS7IojgmYRNZs7I6ODhPFhPYMi4gDIskYZ1BXUUGgT+piIwzzCmowpAGIFrCbuEYPz2A8cGae1cd/+98FKqDmAkMPg0R0ytwoSdYLw6hxjEmlUjFnDGSC88hms7rqqqus9gZshQwPhoZ6iK8bQTrwB9t36QPzUMvyLEMif0n2jIHVeGbU3+iHgYGIMgDqBcPDw/Y5pVLJ3vPi4mJDXYNiPu+Me6PHytPFvfEnAiZD2NnZUSqVUldXl2XU/Oz09LQV9XG8u7u7lkVBluB6eYf8nJ8FxHMmK5b2m8Jx6BgoCBLsW5wGNRUyZjJZ4CjOSi6XU2dnpx5//HGDUoGEvUwXyumVSqUhMEBkFyo3kBx7eWtryxTfqT/yu7xHngffTX0YtiE1W86NDzyARX0NlN+HtemZtuyBeDxu03x5FwQY0r6COnt9b29P6XTalMohmpRKJTsHKysrVqPk3VC7vVSrSYj4Ltcb3/jGb+nnmO/0XKu7u1vLy8tm/EKhkOlvSXWqqh9Yl0gktLtbl+JPJBINh5qRBEj++7kzy8vLSqVSRiMtl8sKhULG6GJD01zp6zuedAAUAvUbSEvaJxdIdUc0MzNjQp+tra26+uqrlclkDEKjbsOhpI6ArlkikbBomEJvuVxWT0+PLly4YIefLBCCwQte8ALdcccdesELXqAzZ87Y5NexsTFtbW2ZAaRQ7PtFMAYYfl97ILL1agHU5qjl0VuE1hnOC7FbaioYbK9SDROLzItJvmSuyWTSekug4XshWBzH4uKiNjc3df3116u1tVWZTEYnTpyw/iivoMHAOuZ+oZhRKpU0Nzen7u5uJRIJq5l5Wj77h7pWd3e3ZaRQkH0/GY6G3+XZ4Mx9fxD3gxOX9vuP+DfeDdDe4OBgQ+G+u7tbyWRSx44d09ramj73uc/piSeesGAANh+ZzYEDB4zGLu1LEA0PDxscSOPy6uqq4vG4Dh8+bP1jfX19OnLkiJaWlnTq1CljIKI6zn3gIKLRqPWqeSfDM4F557MUeqlWV1dVqVSMjct1oyIPeQqWaVtbm9WHgOWxG52dnQ2afZVKRalUSisrK0bTD4frWpq+3oz9utSr6Zwuk4XYZK1Wa2gEBH7jABHlUX+R9qEFolI2Ds2pHGxqJ729vQ3suVAopJGREcPj4/G4CT0Wi0WtrKwYTAEdmAPkBWbZ5ODjra2t1m1PvQTHwd8RyWGIYTIR8YfDYauX9fT0qKenx+6biNlLzXCNqVTKBiIShbW0tOiFL3yhRYTz8/NaWlpq6OlgkCCHDUIExhhog4jb9xlhrCFq4HDA9aGWk9F4xhyZJHUanzEg7gpkyvWjsrC4uKhyuWzkCA/rkcWxfERPsEBUH4vF1NfXZ/UWfp6fq1QqDbASsCbXW6vVlSGQ3OHfyLJbWlqeNS2X60Gqh8CATMiTJrxGItff3d1t2RoZ7ODgoPr7+03AlkwXGKu/v98EWj1TEWasJw2QMVGn9Y2xOFVmPnlSEGLNsBzZ/6FQXdeSZ9XS0mKQI+/MB3ucu/X1dcXjcQvceIc825GRkWc1ce/s7FjGSkbH8/V2AuUJAjG0DnmH2Bz2OMQVL711qTOnfynrinBOFIfBwSmm0hlPVI/x8UV7Npu0P/WTqI4DCyyI0aQHBegul8tpenpa8Xhcw8PDOnz4sEW6Kysr9n1g1p6qG41GTd5kdnbWNjD1gI6ODstMcMDIuUC7htoKxCBJmUxGmUxGX/va16xvhoKutC/EyoH2LLZkMql4PG69V5J09dVXq6WlRaVSSQsLC1Z7oKjLQaOjnvslIwKCDILAGmi5diAnalZ8HtkpitwYVOoX0r6RwIHS5yLJjCfXAIPRa+uhYOCVPYCkarWajRmhJ8xTq3kffA4GjXfkjSW1K/boxWxE7gHHSWG/vb3dxmB4+JbMBgNOpglphD2H+jlZlicWsAfYx1KdXJPJZJTL5WwyrSTrk/PIALUa6lU+Q+P+2tvbbWLxDTfcYL1xGxsbpkaBsSYgoZ6KI+NMwB4lK0un0xocHNTk5KS1DPA7wKwtLS2m9BCJRDQyMmIwKIoknF+eCxkewRLN67xfbye4X6/ByOfgrDkP7FnqcezNZub0na0rwjmxIYneKpWKDcijNwUYj/6XZDJpGl5+5IS0r7ZNPwq1GIwdhtszxzi4Q0NDBj8sLS2Zw8F4grFTm5L2o/BIJKJwOGzNm3w382/YcL6gCk2VP6PNhwCox+qJCCVZDQk4BtYdmHw0GrXod2hoyBpijx8/rs3NTS0vL0uSOW0K6BxWPtNTzmGHjY2N2biP9fV1ra2tKZ/PmzFAEsg3QdIf5OtRGGh/n16rjKwNGJZ+E543wUtvb69WVlYsi/Z1JYg0ZIWFQsFqnGQVfX195liAcCFn0G9EPRFCDQEOGQ5ED/YvDpJ+NijHfA7PprW1VdlsVj09PQbBFYtFjY+P2yRfaZ/AQC8O+5xnhrOlFaCzs1PHjh1TEAS2V2DAAZsSUJA1dHd3G4pBNub3X0tLi5LJpObn5xv05JaXlzU4ONgARXIuarWaiQHjwPgzAQDngkDJ2wQyltbWVtt7BAuIQYM61Go1g1/R3JTUwHoFCvX2AqccBEGDNiABjZ+MAJzMOB/e7aVeTed0mazu7m4Vi0Vtb29rZmbGppbCdgIaohZCDwgOADFL6lUIpG5tbVkBExJBoVBo0N9aXV3V008/rSNHjui6667Ttddeq+uuu05TU1M2zRQyAyk+ES6/T/1EqsMCvb29uuqqq2wmDxg95AogiO3tutJ2tVpVMpm0zv+1tTU9+eST2tjYMIeBIrekBhiNZ0Qdjr4QsirGfy8uLmpubk7/7//9P+XzeSs248T4HKjg/Hc2m7WD8qpXvcoae9fX15VOpy0r8N376+vrRv1FjYEREt444HC4JyJRaZ+UAYzGc4AQQU2QCDkSiRg5hMysUCg06PmhuECtqaWlxeZkQW+mT833hyEIS+Ec+BVn6NlrnghAMzmZYyqVMkfNvt3d3dXg4KD9TEdHh44cOaI77rhDW1tb+uxnPyupbkhpZ6BtgjNBr9r6+rqeeeYZzczM6PHHH9fa2poGBgYMDga+80PzeK78j5ofNG+y2JaWFj3yyCPq6uoyeA2HSa0mGo1apggBBQdcKpWUyWQ0PDys06dPa3V1VYODg/Z7QLOSGpiy9LF1dnYqk8loZGREIyMjNrX4qaee0tNPP222gLNdq9UVZCqVijY2NnThwgXLMnO5nIIgMEUR314A2WJiYsIcd19fnwVrkkxOamxszJzXpV5N53SZLOpDGBFP66arnSyH7IKsQ5LJ/pB1hEIhG6RXq9U0MDBg7CtSe0kW5TN2gMF28Xjc+nKoF9DYSkROYRxIg879vb09bW5u6uzZs7aZ0+m0CoWCRXc4X0ZUcEAZIogxR10AR1GtVtXW1qZyuWxQg2cOkSkCOZ45c8bqNisrK5qfn9e5c+fMwFJLoNkU8gLUYB9d9/X1aWhoyJwNmRCwxsjIiGUzo6OjBkHOz89rcnLSoltJ5nAYMwHEgkEimqbeCMmC5yfVDSJ7BOcAIxAnHYvFDL6U6nOCICpQf5T2FQLYYxBPgPUgy5A9+0CDjIk6FEV9rx3X19en0dFR9ff3WyYJlEWdtbW11ZpbkdwaGhpSMpnU4uKiQai+idUPZmxpabHa1crKiqrVqj73uc+pv79f8XjcakBke+gMQlH3zxLVB86QbyqnrkYd1GfCxWJR6XRaGxsbRtKo1WpKp9NaW1uzsTRo+8FA7e7uNv1EnD7njWvEEUNaymazKpVKWlxc1OnTp21/waJkL2UyGeuPI8vEKUKm4T583ZUgisDIB4QwXL3dupSryda7jNbGxoYxbzylGfgBqIVIHzWFtrY2bWxsWLRDAy9ZDAyegYEBM5TULC7uW0ilUkqn0zYavlgsNvSYeGYWpApPJpiamrLvLRQKikaj1iOCMQYGJBqlX8l3uiMJ4/trPNXbC69Cvtjb2zNNPmR7jh8/rlqtLoO0tramUqlkDaA4EajdONdKpWKGCMN85swZJZNJHT58WDMzM0bCoF7DgYVB193dreuuu87o81tbWzp//rw6O+szoTCQQFYeYrnY0LM3cD5+LAE1GMZYkBXQywQcSSbF//P3PCfqfdR+cACsra0t05cjM+c6cVTcAwFTLBYzZh77N5lMamxszOj81ALb29stq2EP0GYAm/OZZ54xQ84zJxjDWfmRHlI9i3viiSeUSqWskRSiDg6BrJO96mWGUDaHPi7tw+X06SFb5HUEEdbF6JMR4wDW1taMYbezs6N8Pm/Cz5AXPKzKMwdOKxaLhg6k02mlUqmGviigY66lv79fiURCCwsLduZhKvL8e3p6bN4UhKNoNGoMYuwILQ4EGCjMUydurm9vXRHO6XOf+5wV6umhYRYP0Q4F07GxMYPqLly4IKk+4gA2ESyu5eVl0z4jU8IgkDERKUYiEV1zzTU6evSozakZHx/X7Oys4eNEb0TbRPK7u7u6cOGCNaMCAdJngorAzs6ORkdHFY/HlUqljCbb2lofS8F8p/n5eSUSiYaMAiMeCoU0OTmp1ta6AsKNN96oRCKh48ePq7e318gMDz30kBkrIlsMDNdMBkFtzTd54rQl6eDBg2pvb9f4+Limp6cNSsQ5cnhXVlY0MjJinfmZTEbz8/M6ceKEXRuwlCct8Gco5WQqkqyYLtWdFIoaBCBAs2RhOMpsNmsEh3K5bM8QVfGNjQ3l83m7BwwVxo13J9UDDTJgdPEk2fBFKOR8BkEUf0Y78cSJE7ruuuusjSCbzWppaUnj4+MWfHgyic8mCV6YvixJ8/PzDU3SOElkm8LhsAqFgsbHx+1ckOVCwBgaGrLM8oYbbtDy8rKefPJJq7UAW/n+IVCD+fl5g2ChmuPch4aG7N1MTk6qWq1aRgWETDDV0dGhCxcumJPjXfGevErL7OysxsfHtbCwoGg0qqNHj2p7e1sPPfSQTWT2WQdtElJ98gESZJlMRtVq1UguiUTCGJrHjh3Tzs6OxsbG9MUvftGU1FtbW5VIJGyvbW9va2FhQV/60pd09uzZb93YfYurmTldJmtqakoLCwvWR0TtAYMjyQ5GKpVSEAQWsYTDYWvOpL9jb68u/kgNgWiTzyHSxDFRD2CEw/LystUniOZQZ8BwSGqABzGYGLWenh7l83kNDQ2pWq2qvb1dIyMjps7Q0tJiUNqZM2ckycRvgVyIztGjo1ZFFA+BRJIptG9tbWlxcdHoyEBn0j6Wj3PiAJBRALvxdxAuSqWSEQ4kWb3E9+Ncf/31xipDwPXpp582tQjuC3IDNUHGoPuaF0aX68YgcK9SI+mFTBgDyl6gzuUNHsEFgY//HuA1niP/76FDWJPcC1E8AyOpaXCf1E43Nzf1ta99rYE0EI/Htbm5qRMnTtjfAQvDDOPayVa8gjd/9tkS18nzJDPkHkAphoaG1NHRYU6SjNjvL2SafJBA1rWysmISQK2trerr69Pm5qYKhYI2N+tzqqLRqObn520CcbFYVDabbTg3/kyycDCwKIHXqSMiLptIJJRKpSxQAIak9iTJ2JMQflhod66urhqkCELj55nxPCGZEKCwR8+dO6dcLvdso/ZdrqZzukwWvSpEgUjyky57ajN1BOoAsH4o5FJTIvuQZKwtGEAUTMlIYrGY9YaUSiUVCgUVCgVjalHsRzmbw7q9va1kMmkwG4YtHo+bkaHQOjAwoFwup6mpKYs4M5mMZYvSvoYejgenQV0JeR1PoUbGJ5VKWV+WpIYaG5G372cBAmppaTHoUdo3DOjebW9vG9znMwycCEYSA0dz8Llz5yxixlnwriQZdMPzYjDg5uam5ubmtLq6avJAZGtE20CqfI60r16AUgbP2IucQiKg5nGx08agkT3iCNh7MDp7e3s1MDBggQ+1ikQiod7eXo2MjEiS7V8IFV/60pf09NNP6/DhwwbtIXDqVcipr3Bf/B3vxRM6yDjIGtrb2y0zAq70dGog6pWVFWWzWaVSKS0uLpraCvtqd3dXpVJJsVjM9iL70fc5sWfW1tZsEKQky6TT6bTm5ubsLFAzQgGGd0mQ6eWAIPnwHre3t+1sgor09/ebigcMQ4K6cDhsOoYskBRYi1DiOzs7bRxPPB63z/R9Yr7PjHsnM7/Uq+mcLqMFDVmSFYw5bL7+cPz4cYXDYTsI8XhcV199tT7zmc+YcUyn08bG8Z8PWYIMjeiMOkCxWNSFCxd0+vRpG7THCI8jR46ora1Njz/+uAqFgtVZELZkkwKdQNul+Dw8PKxsNqupqSk77F1dXQbrrK6umvp1KpWStE/JRa5ne3tbQ0NDZniffPJJYxudOnXKjGg0GrV6Qk9PjxXqMbg8VzIVHyH6iN7TsmHiEcX75lmyAuosEBhQH6fhmLpTT0+PyTIRpSPL1NraagKiGEKyP7B+YFkMNMYSB0UkjIHxDa9LS0tGmuD+6dWilgRbjb0ByyudTisej+u6666z5l0Ecfmdvr4+TU1NGbFlc3PTnBOab//4j//YUH/z7QA4fEkNfWZAa+jvkVnzczghMkoa16kd8v5DoZBJXy0tLVmWzcDAoaEhU7SYmZnRzMyMksmk1U9R0qdXjCbW8fFxHTx40OBnSSYwjCNiX6KLyX6CpUgWA0Jy9OhR7ezs6NSpUw0DME+fPm0Zsj+/1KcITpAUY9FjBcEKJ/zSl77Uygm5XE6VSkXHjx9vqCV55RT2IHbl+VhN53SZLD9DB2jDQzv+sNVqNYOPoDV7zS9JljkRJXI4ia4urgsAF+zt1VXO5+fntbOzY9kHTgqJFuATDgSGXapnARSDidKBT+bm5hp6nIjUaDLEeGBYpToDyn8Oz4Lsp6OjQ5VKRQcPHtTo6Kg6Ojr0ta99raFWgDOEKksmSbSOkwayIEIEXiWTQNgTJ8gB6ujosD4naV9lnubO1dVVLS4u2nRZLzcEFEZkHo/HNTs7a0aY+hw0cZwNQQsZA9kRewGWInU9+lZwAJ6FCeyFI2BvkFlHo1GDdDo6OjQ7O6vDhw+bFBIs097eXs3Nzdl4D5TeeWdkZy0tLSYo2traqnQ6bSQOnIiHOakTEijwswQGnkmIOgNBBD8nqWFP3HDDDdra2tLk5KQpoxMksc9oIKe1gEm7MBGpz21sbKharZq+Hmtubk7ZbFZnz57V5uamOZOuri5r95D2kRHOEzD85uamQd++UXp+fl6pVMqIHECgBCC8f4KXzc1N2y/t7e3W40fARbADoYjWC5whQZJvvCZQon/LB8LN9a2tK8I54VRgtUlqqAdw8CgWU9OggXZ6etoIC2waX/An6pZk8Igki9SBkjY3NzU5OWmTdNFYC4VCNq47FAqZOCYHAcMdiUSMNo6jrVQqDb1C1KYQrmWWk89I6OXBAeGEyOJWV1cbZGa6u7vNaNAU6wU4yTzoh+H3fYQOA5HDSo2I68LR+yZQH6nybAkGfDsA7xOj4XvYvOGT6j0k09PTisVi1tXf0tLSoFTO88IAea07sh9+BlgKcgROkGyEZxAO7wuhki0BX2KMgAWnp6ctK9na2rIAAseHcwIO9QYTR4JDBZKjTuLrgNwHDpMa4MUZPwQGnK0kGxlCLYl32dLSYrRumIVkp5KslktfYLVaNdV7tCSBJLnunZ36qPrJyUnb/5w3MpJyuWxtIWtra0qn09bzx94AksPp8BwJSqLRqPL5vGZnZy3z9ALEXsLKQ+2cf/aM36+hUEjT09OmYj49Pa1IJNKwl3xAxp4nEPD261KtJpX8MloQHyhqsrEpyrM5KZ4zjZbDOT09bTUljBQHFiMPwYKZRLVaTZlMxujbDzzwgG1UnMvMzIyJj8KCisfjRpTgO3Z2dnTw4EG1tdVHlxcKBauDFQoFdXR06OTJk+ro6NAzzzxjbKHHH3/c+itmZmYsY6KpsaWlPuod2i49WZAz6I3q7e3V5OSkEQN8531nZ6cVrcnWkFby0BU6ZGSJkEV6enpULBaNrYSTqlarZvj29vZsii50Xw4ui6L2ysqKGTbeH8VyakxSHcLNZDIaGBgwgsDm5qbR8Ht7e61RF6caDoft+vhzV1eXGUyiYZwcDoCMyMtKsT+AaVHiBv566qmnFA7X5Z4weDwT+mxwfhBqqH3s7OwrnxMM8ByBPjHU9HMhBowDg0qO8+Td4fR6e3tt5lmt1ijwW6vV9OSTTxo0NjQ0ZOQRSdarxTRYRFaBRfnOcrlsTrxarerhhx/WzTffbCw42HkrKyvGhmOPBEFgNbqJiQnLsGETws4tFosqFotKpVJWizt79qxKpZKmp6e1t7dnhKNoNKqpqSl79ouLi5b9sdfo4SOwINjY26sr429tbdlkZmB5AmU/E2p7e1uRSMTg70u9ms7pMlmFQsGiSw4a0QiHHzo5UTDRYzKZ1OzsrMES0n7W5RULiJaILImA2GjT09OSZHRTjDuHjymsFKd970RPT491mwMR8P/ItRDl+Z4uqO18ps9IKGjTTAochPEFGruY8szvUsBvaWlpaBIEziPS9MrjGE+m4jK0sKury5zX0tKSFeTpj/LZrj9UXg2Cd0ZmRYTOM/bPAgdBPxLiodD/Nzc3zXCsr6+rXC7bWAOeIQtGm4ebiKiJfpPJpGKxmGUXyA8lEomGgXILCwvWHE1ETU2NZ09tgujXR9jsS6lxPhBsPvq2+A4MJMMnPanFa/yR0cJchMTiGXD06ZCdVyoVIzLAckULkECG+4nH49b47RuhOT9kGKjBt7a2moAuTcKcA3qFyHjY09TncrlcQ78ijn9vb0/FYtGcqz/LBD5eCovAxY9+4bu9cyIAHBwctGGevu8NxfK2tjYtLy+bTcFOtba2muO9lKvpnC6TVS6XDbYBvsM5gTNTHPbROpMreZFsTF8ol/YhEgzSxY2T0FQ3NjbMEUIYICJl03I4+S6MrcecgWL4PG+wgLSoOXCdXn2Cv/ejJeiAxyjhIKjN+QIthV/+jtoFsBBq1RS2PTWeiJ1i98jIiCqVihXPgTWl/QZZoD7fwOv7qsggPNRDFIqxwMByrS0t+wrkwCx8HkGAn2vFNfM86NuiYA8EyF4JhUJWA4nFYjbWBIePM2PvcS3+ezCe6NFRO/P7i//GYGPQfKYn1Z0MWSD9StVqVX19fcpms4pGozp58mQDQ5L6K880CAIVCgU7P7FYrMHIt7TUpb9ogMbAEmCgLk6dEjp8T0+PjZ0nM2Nf8d45t5VKxVh/fv/v7OzYfiGTY/H+PTQJG9Y/bx9M4swIsHiOPD9QE09YYK8TXHjafUdHh/r6+iwbxIFyr9ghv+/5DuS7LuVqOqfLZPGiI5GIMcSAbTBE9JUUCgVzSt3d3ZqamlJra11yhl4QsipvRKlNYHgikYipGmxubiqfz5vB9CKc+XzelK0Zi8FC38tHkkSiQFQoGXj4CGMGU6y/v9/6VWq1utzL8PCwzp8/r/7+fmu+9EQGjMny8rJlBvQUYQyogRFJAmmiYOAdrVSXWWpvb7eeprW1NZ05c8YyT+Amr2fH+/HUf9/PhLHAgGBggETJhDEYnv5fq9VsKqnPFjyzELgGUVHfIuDp8ZIsw+HfuS7fd+UzG0lGZCDz5rr4b1+LI3P0grdk8JKsbkiGs7W1ZQ6S76OWiebd2tqazp8/3yDKWqvVlMvljB3J9RLAkf1IMqYdET6w+djYmEluzczMWD3Sq6HzGbVaTYODg5qfn9ehQ4cM+mZP9/f3a3x83IIL5qhdzJzDscAGRdnFq0x4mwAZhnOEZBGwMrD/yMiIKfcj5YRjI2AA/gYBIFABLUCpIpPJKBqNanFx0di41PmAfTlHPqBurm9/XRHOif6RlZUVw3aRDQIzxwjR+IgzwhjRyU0URyS7vLzc0HnPAabfhojTR1nAigMDAyZRwgH30BH1Hww/hddIJGJZBpsY+jYEAK4Tg+1n+Bw4cMAGKcK+goos7at5M1qkp6fHlNR5Jvw70Z9XXoC1hCHkHVCgpveJLIDrhzYN3OYbSrl2nDHRN84cWI+R9Pws7xfjTObDurhhGuYU18bv8U4hhVDLorfKN1AT7EDA8TAcWRdQHo2d7BEWahrsIb9fqTOips9+8eoi3Cf34HusmGPU09Ojrq4ug2npU4KEwR4mC6nVag1ZBO+bIATmIHs9EokoFotpZmbG6kZAyL6xF10+RIkPHDhglG8IOaAV3MPm5qaSyaSx/3Cq1GoIRICf2ZM8W5wt+6irq0sDAwNaX183O0Hm4gkE7AGCXM4rgSkZmQ9gCZTI0glgfT3WQ4ie3ZrNZhtqpZdqNTOny2TRlHjmzBnrVyGyl9TgEGBrIfJIVoB2F8afw8JmwvFQ3O7p6dH29rZFYmxk6kqDg4PG3OKAcBBaWlrs4A0MDFiRH+q0tA+v8bvorOE4cSLcB8YumUw26L9Bce7v729gCFLYpSmUKBpYje9dWloySG13d9dGMkBA4flSMMfg4pCz2awZ/mKxaI2Y/B33A4nE17i8EfbGkcXz5JlhRIlUPdPP15K4NyJ1vguDAtTIe/bznchWcaBcK06PTMjDQT4T47qgqHsj7q+Z9wGDDKfC5/pnBXMNg0y2tr6+roGBATPsaL1xz8BJ/nvJSNifNGr7wAvn5GtuND2XSiUbKYNj8gof7PFkMmkBB5AzkDhn1DeU43B8zZefjUQiisfjmpubMzo+Z5Hf5SwODg5aDyKIC6ryqVTKzjWtBLw7GKQEgzh/RudAoiG7BqbjunE+BCH8ey6XUzqd1unTp789o/ccq8nWu4zWwYMHLd3mpXuWDCk6hhdGnqdy05g7OTlpBt0PByPaQbm5o6ND1WrVNjD/7nFpon7wdIxsNBo1mjkjJ/wqFov2exjeUChkWZy0b8yoZ9DTMzg4qGq1qkgkYsYHTa9UKqXZ2VkbL4KmGwV1IB6MG4artbU+3nx4eNgMHM+OOgLMKSA3GFubm5v2PTi4np6eBgiGwrMndGA42trqE1yBHnEsflYS/00t6mK4BMeNQcPoS/ud+mRD4XDYRkJQk/JGdmNjo4Ek48VSycggapCt+GyOvwf6IsomG+S/qbXQP0MN0GdofC6jQaR9IdKVlZWGJmmyR0m271CoYGYUTphrHR4e1tLSksGwvE+eKUQDni8EALT/BgcHzWmTDUUiEVWrVVP2LhaLpsLhg8CL9zsBF+fDkzV4TwsLCzbSnezo4pooQSfwPdk4z56+I+rI3tBzznjejM4gA5NkZCjsDPYH6Nk7y83NTTs3l9I5sc/+ua8rwjkB5Un7009pSoXhA94M9ERkBxEBQwuNenV1VcvLy8YKImJi5ozHpWGBARt5FlZLS4v122xvb+vaa681o9Tf3y+pHj3Nzc1ZjYHDEgqFTPBS2tdpg75OhL6zUxeFRdjU06mlfajHD5JDsQDYAaMj7Tdbrq6u6rbbblMQBJqbm1M+n1ehUDCnC6TnmznJOMgMKpWKMb9gdUlqYOlR30omk9ZgSSYWi8W0urqqhYWFBiiM+iAwqGfA+QI5gQjf5w00i2xHkkFhzPwaHR21WgOjO2h+xkH5WpO071y5P3rAMP5kop5ZiOoEWTXvcW9vT7lcTr29vQaz4nw2NjZUKpVsFArfLcn6s8gSJDX0nUGg8Fm9V/AAfQiHw7rhhhvU0lKfx8R792Shnp4epVIpu0+cGCLEsDI3NjasETsUCml0dFThcFjnzp2z91WtVs2h+6AtnU5rfn7ezgf3hxbh3t6e+vv71dnZqYMHD5oifhDUR1a0tLQYwzUIAmPxAruTMeG4mH7Me21ra9PCwoLdD9cKycrD6rRshMP1eWaQJOLxuFpbW22YKGeaQOlSrqZzukwW9FciSphFkswosqEo1hPtcAA5DMByfqaLZ4sRWXrK6d7enmH7fIafO+OlbXp7e22cBgwsX+xHhcAXSYEngCdR3yZDg4BBcR6jF4/HzZF1dHTo0KFD+trXvmZsong8bhkMz83DaBgJ+lQw/F4tA2iQe/F0b7JVrxhAJrKzs2MSRMA6qCgsLS0pFouZ5AzO3xMWstms0Zs7OjqMoi7JoF2K3hcz/bhf1sX1KrIs5IKIfn1w4BmOFxsCz5jk/z3JhP0m1Y3ewMCA9dBBtyczhSAQjUaVyWRs6GEmk7EsHkacVNeZREvRMxnZgzhi7oOJ0WQjZFPs4XA4rKWlJQscVldXLfsLh+vyU729vUaSWVpasqzk0KFDBldTi/HwKr1bzCHjHQP94awJOKV9Oj1ahP487O3tWf2GviYCknA4bDVl4ESapXnHnu3H/fna1M7OTsNwUMZf8O+8L5CYeDxu98fCcZMpQm5prm9/XRHOCcNPsdorDADzAfdQpCSa87/vWVhkLtJ+wZ7CMpnPxsaG0YPpXmeD+/4k/9lcGxkMDpBJpBwKNjh/5pBRS5BkzbV06XMfns4tSX19fdrZ2dGFCxfMeRC5S/WolOdANkDm8/TTT5uD598JBDAC1EVwoH4mFoSM7u5uDQwMKJPJWC8YTCaM1Nramubn5w23x6ADt+CEPXuP7+D7PDzEe/PGw8OuQLG8a0//Xl9ftwyFRVZB1OuZnXwH78hDwVwHjsHTqYGiYY/SF8R3+SF4MPo6OjpMgieTyRiBg54uRE2XlpY0NzdnJACfiTDrSKrDYolEQsVi0fYvGVpLS4uWlpY0Pz9vQR7wlm8pYB/7YG56eloHDhxQW1ubZYa8I5i0sOp82wXtCrxLfw54dzw/H+yQIdOzxbsECdnZ2bFr5j5RPGFwIBAxLQG8U28HPN2c+2A/EBhhZ6CUs3+AN8n6/e9fytXMnC6TFYlENDs7a1IuRNjd3d1G4aTYDwOLPozFxUVjMbHhoFuDC+PkgBEwvtRuyJ6k/TlMfE5PT48JiOLglpeXlU6ntbq62sAaTKVS6uzs1MTEhDmbUqmkdDptGD+d8+FwWCMjI0okEhYZF4tFoxCTiUmyYXMYDakewRUKBWPVQXIIgkD9/f1GWWa6qiT7fhaNrGSEGJBKpaLBwUHLpjwrj4GDq6ur+upXv2qGhdoE9w07amhoyL4PDTffdEw/F0V7389CdHtxXw2sTQgRFKjD4fpY76mpKaMmw3jc2dmx6b00dHv9Q4IB4FufgcL0I0rGKGF0YYcRXHB/ra37jc3b29sm8suzYvglz6+1tVWjo6PWO0VtFAiXLGl2dlbRaNSyKiJ5GJjSfu2EGsv29rZSqZQ9l/n5ea2srBhpAYq0z/gLhYJKpZKSyaQGBwdtPxJIFotFE1tGTWRiYkKlUkkbGxvK5XLW2kD/Fb+fzWYNmicz41zBdsRxQaahBotSDOcWx4aMFGffC+viZGhQxnmGQiFFIhFTKgdGRHKps7PToHmfGfJuGT9yqVfTOV0mCwaMj6w8XEcdhN4DSQZJ+cIq0TiGgh4J4AsiWw6/V5oAQvAGh0ZQHIiHYDBCoVDIIBWUDjxUAd2cKA1HRi+MJIu+UE5IpVJ2ENDfw2FjuOkxwWlCCOjr62tgf0Hb9f1ROLlYLKZkMmnkCyRs2tvbv+4kVN4TGYBvKsVZtLS0GIPQBwsXi3PC1ILtRZ0EB0GG4gvsOBogO8+ow4FgnGB7eso6Aw19PctnZhAZiIpxaDhnlAFg7pFpcE88I9/AjSRPNBq14X0w43BMHp6GRMIe8nVHng81UXp3GOUiqWHCMPdLRtHW1mbBFucJR0y/X7lctrNIFs81jo6OWrbp96SHCQn+QCQ8cQRomWCJ918sFg0upQbG/qAxHEKIP3cexiVI8i0d6P7xs772fDFESV3X25NKpWI9WXwmZwCo0TM+L9VqsvUuo8UBxHgSsXPwgc88k4oDBezW1dVlgqnS/lRTnBL/L+1PXuXwsTz9lY28s7NjhiSZTBpODVyAYcUJkL14+vHFjgVGlq97Ebnt7e1paWnJILhisWjPhAzS3xeOyUdvFNGZFSSpgWSyu7vbIBrKs0S3jizUU6slGRGD/ioMgNfIIxJta2uziJQ6AmQKrofiNovs0pMtMARAf8A5/voISDCiPC9fe4BAwLvBqJFNA1Hh+Pg59hfBg7RPmOB+cLzAaf5+cKLMtKpWq/Z82S/AqjgK4F6fNfIcvLPlfW1vb5thpZGdmgkEEJZvF6BmSG2Kc0L2ClkAB8LP+OCgUqkYckF/HNAxhptzQCBA4AhTEPgTWJ8MmCDJMz9BT8LhsNV9efacI/YOECbXxLONRqPmDKX9YZv+/YIYYBOwJ3yn3w/PR82p6Zwuk+XHZXjSwuLiog0CW11dbWCCMTNpdHTUsHYgPHD+UKgutfOCF7xAhUJBvb29pi7O5/FdaKhJ+z0Y9ELQmQ9zkKhubW3N+kLQ3sLQ0bsh7feWSLKaQjwe18GDBxUEgfr6+vTEE0+Y8VlZWWkQmyXy3tvbMw253d1dzczMWIMimR5ECKCrwcFBKzxvbGzo3Llz6ujoUDKZNAo4gpepVMqiSQ490IlXcoAk8X3f930mUYNB9DAK01JhN11cs8GgYDR8YyZROBONceY+a6Q+wPBJT/nmMwYGBiyah+3pszECoEQioUwmY86RfyOzQ04ISBjj7LP8UChkhB3eJe+sUqmor6/Pvi+dTpszIqvp6urS4uJiQ78NmYuvleB4CGSgqnd1dRmrdWtrS4cPHzZZrOXlZWN70gyOkYU4AnTO/mIAJwHYuXPn1Nvba/1EQGAvfOELbYozex0yi+/LSiQS5tg8FTsajWpiYkLJZNIcCeeAZ+S1FYEeYfGR7dVqNcsoI5GIwdvpdFrHjx83Kjr1P2BPhi7m83lrEQEdKZfL6u3t1fLyspGf+F0c8vMh/PovYV0RzgkVa3+gSW2RCqEWw3RMjCiGkiZQH42BWx87dkzpdFrFYtEOriTTudvZ2bEueG8sPfwBjIMSBYeht7dXw8PD1h+CgR4eHm6AYcgsgFhgXiUSCS0uLjbIxYCvA1UsLy8rn89bJsDvRqNRG1M9Njamnp4eLS4uGpwjSYODg0YQWFlZscgRSu3CwoJlgfR/MD8IA03dACiS7AAqNDNvfDQpyXpFPOWa98r9Yuy5BogNGAGo+5IsC5NkzEZmJmGgMOB8D9G8V4EgKyIbl+rFbtiPwHc4RqmenTz55JMG7fj+KmlfSokgycN/ZOLUDVm0NOzs7CidTiuZTFr/km/+xgn7Aj7Bk882UqmUkQDK5bJJ+RCkcK3sz76+Pq2trWl8fFzValXFYtGcSktLi8bHx+19kPUQqCFlFQqFtLi4aEQZWHS7u7s2tJDv7erqUiQS0dTUlAWhQJPcH4a/vb1d+XzenhFSQhsbG5Y5gWxwPnkWBCJjY2MaGhpSKpXS+fPnjTJOsEsvYyKRaOj/6ujosEnanl5OPdUHV9ivS72amdNlslZWVkynDjouh8J3wcN08vAW4zaIXqV9rT4K4t3d3RoaGtKjjz6qtbW1BhyfDQdpAmPJ77W21sejA3dEo1FrLqxUKspkMorFYg1DAWOxmHK5nA1To5aVyWSsBwoDRgMlDYOeqOEPAYaXg97Z2albb71Vo6OjisVi2tjYaBgaBxPPF/uJmr2S+dbWlmKxmPX7bG1tKZ1OK5FIKBwOG9EC2GNhYUGzs7P2eWSrHFRII9QBMC4YHDIn4ETPsMTAoA+XSCQk7cMmy8vLZnCh7MNO5HOBAMlQIIF4mrCnI9OegHwPxhEj5Bmf2WzW5iDBFoT5R2Ef9hr3DKQLldq3PXBfQLiLi4tmeAcHB62+Sm0MejVKKJIMWYCijrIJThbIFkYqMDFs11wup4MHD6pcLmtyclIPP/ywwa28D/+scAAEKmQy7GP2CtR5SB/UaHK5nMrlsmWnW1tbGhwcVE9Pj5aWlpTJZCTJCB8EPZ5pyHMkI/b9bwQ67MMbb7xRpVJJiURC5XLZiA3SvlgwNoZ3RQAJsuLvGWjefz8klEu5ms7pMllE/fl83jZkNBrVhQsXJEkLCwuW2Wxubhq0t7CwYFpvbGagEei1R44cMVgM2qm0z/wCE6fRdmNjwyI+DqOfiIvECrAIRuGpp54yo0rfkG9qBD/32dETTzxhNS4kkDhsGHMiVLIHHCTEh0KhoLm5uYZemI6ODoMapX0JFp5NqVSyegvPaXt720aLLy4ummP1RIdz586ZMWppaTFWE7AekBOGj8geuM5TtOnrwVF6ajzsr3A4rHw+bzI8ZHJePZ5MhOCBDI/6CZkbe4PvoHZAtoyOHvfb2dmpQqGgfD5v48n7+vqUTCZVrVZNz85DtmTkFO8Jknh/MBjZFzhnYL1wOGw1k1OnTtlzwgmOj49LqgcAkUjEGHLt7fXprqurq3rqqafsDPX19TU42Pb2dmOe7ezsmBAs15dOp3XzzTdrcXGxYeQGz7larRrMNjExoY6ODmM8Ukcql8u2/8vlsjKZzLOIOGRsXC8qK5A4kDDyGZcnx/T09Nj541nu7e0ZlE9NmTO/ubmpI0eOqFwuW221r6/PYLpCoaBQqD6249ChQyaFxpkikCqXyzpw4IDtpVgsptHRUa2tremJJ564VOZQUtM5XTYL3TgffUv7opM0Ao6MjBhDrFQqGdWXTU+Ew4GkhwdoTJJFz76PiO+ilsSsJja6jyARRgVewAHQg4Hz3NmpDw5Mp9PK5/NGYQWGpB7FSAcGDIZCIYMwYH1J+0aQnqjNzU2jkvtaDkaVe8WxYpjPnDljzL5sNmvU+Pn5eYOq+B3eBVkbE1KRM5L2GZJkhEEQmBEj45P2C9ZE0DgQjGwkEtH4+LiNT5FkY0woThOpSrLP5zOJfIF1ceyego9jgc7Nz8EsI1ihyZmeGZQY6OmCFBKLxTQ2NmaTmVGdYG956r8kaz6FjYjRj8Vi9pwIsqrVqg37Y7/6LK5UKqlUKqm9vV39/f0GFTNIMhwO68iRIwbTYnw3NjZULpc1NDTUAGVJsvlLMDmB8IBxqWWur68bPA7RAAcbj8etjsVcLGphhULBni9BA5knAQGZTbVabei9IvDa2dkxaB9mJIvghExcqmfbyF2lUimjtAMjA1eylxC0hd4/Pz+vnZ0dE4j19gl7hVLMpVpNtt5ltBgxQbQZDoe1vLxsh4SNCMQGHZeoF8YWfy/VYS/we+ANYC1qDRgPIn9JGhgYsPoIRX4OURAEphyB3p1UPwAoWFBU7unp0cGDB3XVVVfpwQcf1NLSkkX/4N5g+PSh4Ew8a8rX4LyMzMbGRsOhaGtrUyaT0cLCgg0ipFlW2h+3gc4aUTxONxQKWR+Nr3/B/rpYk82TCvh+nBFj3ald+T4pCB5DQ0MGoeHoDhw4oHw+b9/haeG7u7sNht87Ie6B78Hpoa/Izw4MDEiqOwlqK1DHMQgwQqE18965DjKdXC6nbDYrqVHFZGdnR9PT09bsyzVRZwPOQweQjIPr4l3xXHd3d00clXfpAzKp3j8G/FUul61WsrS0ZDI+fBaw1d7enoaHhxualMPhsPXhsQ/JgH2gRu0HVh5kFPrmELqFKdjf369bb71Vp0+f1jPPPGOfSa8QgSP7g4nFnC9Po4cMMzAwoKmpKet3IuhkD+IAyXq8PaBlgsCO897W1qZyuWwOjpE6OE4k0XxPH3Xn5vr21xXhnOhRgf0kyWCFRCKh+fl5w7VhofHvRD7ImBDdjoyMKBqNamVlRR0d9fHoc3Nz2t7ebnB4GD5Juuaaa7S5uanFxUVJsuL2wMCApqenDQJgo6ZSKSNBeCy6v79fR48eVTqdtpoOdSoaXqPRqGKxmAlz8m/8P9cEPENdraWlRYlEQul0WqOjo5LqDjWfz2thYUErKyvGSPQ9GdRZPF0WQ0NW5yE4SQ29J0SaTAbFgfH/bW1tqlQqpldGT5fvoIe8ARxIR34oFLJaw/DwsI4fP25TZ3EiNDlDliCo8HI5ZAh9fX1qb6/P9vHqG6urq0Z6QHeNaNyTMHC89Ie1traqWq0a5DQ6OqpbbrnFfg7pJeooEGSq1ary+bztcTJQFBcg7GBYcX70HHmyA0QbHBR7BWYoGaCHGU+dOmVwIY6XNgapnqWNjIwom81qbm7OrrNQKNj1MiOMuWEETOjh+T2dyWRULpdNAw86OrR46mFnz541pIC6JjUdoH0CvO3tbSWTSc3NzTU4476+Pl1zzTXPGsAIQkANbWdnR2NjY1bXHhkZ0fLyshGmCCoJkiqVijH2qKPt7u4qk8kon8+b4yYYpt/vUq/nM3P6rd/6Lb33ve99llN9y1veovvuu09S3fbdeeedevTRR622+KEPfUhvf/vbL9l1XBHOyTOogKx8QyKRJvWERCKh2dlZi74wwhhVDjK9KPl8XtVqtUGRGyMBdTYajTbg1ZJs00v7GYIvaF/MoiLiPXbsmMExlUpFkUjEoA0IE6FQSPPz8w1sL7D11dVVM6g7OzsNRWVPX6Wm85WvfMUGwGGoqdtwDxTdifwlGT1WUoMUFM8uFospn8/bv0GcIGLEcZFt8fs0W0r7jLT29nZlMhlFIhGjbGOsoUXXajWVSiUTRQXOw6iS6RHEeHYe3002iuGgqO0bb/1sJ94ZzgkHjbHy/S8YbAKAZDJpEfbKyooZ476+Pi0tLamzs9Po0Hw3e8jXgTz5hSDAU+UJiLLZrNWkfEYKvIRslSRTbvByP5ypIAg0OTmp+fl5G2yZzWYNjiOzgXhxMTwLfEzLBY55fn5emUymQV0Bhh5K9/F4XMeOHdPZs2ft3fJ81tbWGmqL/tz587i6umpDFFF18Ew/0Ibl5WVFIhHl83l1dHQ0NFjDdsS58u7b2urjQDhjkJVw8pCZYA8/XxDc8w3r3XbbbXr44Ye/4b+/6lWv0iOPPKJnnnlGo6Ojeve73617771XY2Njuu222y7JNVwRzuliNhqwCnUOaKm+QAtFVpIdJowK9QQcGiyvi+mgbEiMLA2rHHzgHowhTCSMH9kbRmJvb8/UnTs7O63DvFAo6PDhw6pWq9bA6kdYc684WkmGt/P3QI++OdiranOAUHyg4L23t2cQF/cPiw1ooqenxzIGjGNPT49BRDCkGEWB4eYz2traVCqVTIncG/22tvqQulgsZj1XnZ2dyufzZuToT1leXtbCwoL1+nh6MbT+IAgaGiGBs3Dae3t79q7pJwLaLRQKBrdB1SajwLARKXsHTRMxNUfeRS6XUyKRMJkeDCs1QzL9crlsmQJwMd9LUR8Yi3EP7DkguVCoPjySfh8yBFhpvFscJL1sFPdXVlbU2tqqdDptmVu1WtXc3JxWVlZ09uxZc6aMq+BzqKv6fcn5YC9w/ShS9Pf3m/gvToTsZW+vrj+4uLhoNG3gYOB7rpv9wX7y0lLUnYnsgZEJ5NbW1gw5yWQyNhSRdw1KwB4DruMMAtdWKhXbc77e7HudLvX6p6w5zc3N6aGHHtLdd99t6Mzv/d7v6SMf+Yj+w3/4D3rqqacuyfdcEc4JqIHIiaJ6V1eXSqWSuru7TUKoWq1aZA1shjIETikej2toaMgMw4ULF7S4uGiClB4yocEzn883OAEiqmw2q/X1dZXLZYMAqEtIsoOQyWTU2tqqQ4cOqa+vTzMzM8aQGxsbU6VS0ZEjR9TR0aGvfOUrpr8n7ZMdKNYzcFCqMxVxYhxKHCRTSBmgSOEaWE+SDYVDOJOCt9Q4Mwujxp9zuZy6u7t19uxZixrJNmiShCkp7c+nonGWOsmtt95qmD9D7ebn5w3KQVapVCqZ4yB4oAaHlqKkhuvkzxgcYF0MTV9fn71TjDgOFwIL4w58hA7UWKvVrP7H86NGND09rYWFBXV3dyuZTFr/GM8pl8vp8OHDSiaThgR85StfUbVaNdo6WSbO30NFtDH09fUZUebgwYNaX1/XzMyMBXO+fsp7IEPGqMIQJIDo6elpcNpkA+Vy2bJvsgqyvLa2NnNsra2tpn/nHReBXzab1a233mqkiGg0qq6uLhUKBS0vL2toaEiHDh2yDBZFFPYWtU/vkIHVqNnSG5nP59Xf398QGEH4IWuFZBGLxTQ0NKTJyUkLDGDeoRRSKBQ0Oztr+7irq8uGMHLuCURgK3pSxqVa341z+m6d5e/93u9Jkr7/+7+/4e+HhoYu6dyqK8I5AWnBZMII0BcTj8cbYAUiWQ/xYLShjTPhcmNjwwwL0AbwnyRlMhkzCLu7uyZVJMlEN5kA62syQCDb29tGM97c3FQ2m7WsqKOjQ9PT08Z42t7e1sTEhAqFgl2LVIeLmMZJ8yGwmG9c5ZmglEEUurKyYswoVB76+vqUSCSs9pNKpbS3t6eZmZmGiA+sHvp8uVw2eJGDSzTvYcMgCBSLxSx78yrZwEkjIyNW05KkM2fOqFgsWjZATxtOl3fpsy7vdC8mnXjoEAkc/7xWVlY0MjJiLL/JyUkzvDDn+Fy/F2FhtrbuD4IEAvbOAEeO/A/KAsvLy1pcXDTVceprIyMjmpqasv0qyaBbVMJ9lg69m88mK8ARx2Ixa49g75CR1Wo1DQ0NWUbS3d1tjbJAm/Sw4Tyi0agkWfBHBsdnzs/PS5LVsKBzJxIJy+RqtZoKhYJOnz6twcFBq/1B14YQks1mdeHCBWtyR9OR5+HP9fr6uuLxeENf08rKiilOULukvifttxYQmNEiAr0cJ05g5nu4VlZWlMvlbB/G43G7PgIogjPqT5fTmpiYsLqiJN1111362Mc+1vAzTz31lNH8w+GwXvGKV+hjH/uYOjs7deLECUnSdddd1/A7fX19unDhgtVev9t1RTgnDjnRD1AW9FjGWQDlUIsAcgNm6OzsNDiBBl3fTY9B9tEpxhAcGlka6lvI9kj7QxHBvvlZ8G9kXdAhg7JMr0WpVNIzzzxjFPne3l4jMXDQMbjUIIiIW1tbzciRKQEztLa2miHCQLe11ecMTU5O2sgLZJ54jhxsmlovbiKFrkxk61lkfE53d7fi8bjNCyKjxHkuLy9raWlJ6+vrDQMWcfg8a18D4rOBvFAcwImRqWJkeQ9kAJ6xRcCDU8VAQhXme2m6hOzCfqGhmP3BO8KgATOxj6rVqlKplJaXl1Uul7W0tGSOIRqNamhoSCsrK+rr67PnVSqVzIH7etr29rZmZmbsfsiAmIiMEgg1M69JyHOmmXp7e9uIGmTd2Wy2wblS60IqCrKJh615XtI++6+lpa6mgUHf3t7WM888Yy0T7APYr8Vi0QYcbm5uKplMqlwu23mhpkttlHeFtBEBAuQoAlWcB+cC+JuaHsFkLpdTV1eXZmdnG+rbBGR+EnJLS30sBwQW/o595rPWS7W+2zrWwYMH9dhjj33Df0eu6dOf/rQOHTqkv/mbv9Gb3vQmjYyMaHFx0Ug3Fzsg3gfTE77bdUU4J1gwqBlQN+KAeRVjT2PGkOPIuru7dfDgQfX19Wl2dtYOoe/fIfLe2dmxngzfy0TUSi0FPBrjA2TiC+d+FDiYdFdXlx0CIsOzZ8+qWCxaPWpxcdEaA8k8iORwgPF4XKlUSpKMMcYhB5Ls6OjQ+vq6KT5wUE+fPm2sQKjyODVJRmfGeXPQ9/b2DOKBFg58A3UXZ4mO2Q033GBFYpo4cZQ8b5w7KuXUC3z9wtOpyTgxHLxHHATPgCyKDCQejxvd+NChQ0omk9aCMDc3Z7UVHBAKBETOPisimke5wWc8GHQK+jgpAiqK8IgHgxBks1mDHFdXV/W1r33N3i3O1pMCcBCzs7NKp9NW06QhmXdBhiXJfrdWq1nd7PTp00av9uxFAgvaGnD28XhckUhEkizj9Qw9ng1jSmhuJcs8e/asjh07pr29PQ0NDVm25rMYRs77vQ95h6zEn0OeBw7UMxrj8bipfPjMl6ATTb2rrrpKi4uLJrfE/WJPIK+AdqD76O0SJJB8Pn/FTcK95557dM8999ifX/e61+mHf/iHdd999+kP//AP7Z1DDGNhQ7BH3+26IpzTl7/8ZfX09Jjz8VkLmVQ0GjVDLsl6WIjUBwYGdO211+raa6/V2NiY/uiP/sgiV2ijRD1tbW0mvgpFfWBgQNvb28pkMpqamrIoHErr8vKy6ffhrNra6lNE19fXlc1m9fKXv9wkfoIg0MzMjPL5vM6fP29QJI6QLAgNPj/ULJ/PW6QI7o4TRRWgt7fXFCKQ32HRm0Rh/9y5c5L2DSoGoFQqmbOH7EG0SUQJLOcVIJDHyeVyOnLkiHXVM468UCjo7NmzevLJJ/X000+bAjxZ697enr0PMjgad3HIZAO+Bogx4x6XlpYa+lK6urrMYHmobnx83Jqeu7u7LSrnu9Fni8VilpGRFULJ55739vasDkHgFIlEGsgdCN9yf6FQXYD42muv1XXXXWdtBoyv7+/v1/nz5y2rxhl5cVkCCaBqMk8csg8WMPQ4PEmmagJBBmiVvROPx5VOp+0+QDF4b+Fw2BpzW1tbrccLSBeCDL9H4/vZs2cVj8d16NAhm+HU29urXC6nkZER3X///crn88pkMoYegIoUCgV1dXWpp6fHyEqpVEq1Wk0jIyPGvhsfHzfWHmcWlKStrU3r6+vGJJSku+++22ZrPf7449brBfpCQEvbCc4cRRWIUJ2dnRofHzd4+FKu7zUh4uabb9Z9992nr371q7r++uv1V3/1V3rqqad066232s8sLS3ZXr4U64pwTkSc0HYxXnTqA3OAu/uucRwPsEIqlTKnMTk5aYcTo4tjkvbrV0QENLbOz8+rra1Ns7Oz1hNF5M8GJQvDIMEMKxQKGh8fV6VSMWVxxiRAGAD6gIEIo42sLRaLSdofvS7tk0bINqLRqBYWFkwNgmifOhnMPZ6vH/YGVInaBXAdGSn1Bt+Zj3MgWwGyKZfLmpub0xve8AaLQpeWliwrQZWARdZGZH8xWw4iAMaQa4Y2n81mtbW1ZRNiiZy5Xmlf7gaHTb0N2Kurq+vr/i5kiUwmY/OHqC+EQiHFYjGrN8bjccsqcSA8S880ZPEMd3Z2rDk2EokoGo3qU5/6lMn+8Ayh41cqFdVqNXN21J18jY53zPv0UHRLS4sNKhwcHFSpVLJ6KNn55uamCQB7EVSU0QkI2af8G/1sOPNQKGQQIde6t1efLrCxsaELFy4olUpZvxH1tFqtZoEYDF32IMEJ7wch43Q6rfHxcWtsXllZMckuX2/i+dC0Pzg4qLa2NqVSKeVyORt1w/OlsZ+mbyB7nitBjWcFk3FdyvV8OqeXvOQl+sAHPqCXvexl9ndnzpyRJB09elQ/8AM/oF/+5V/Wpz71Kf2bf/Nv7Gemp6d17NixS3YdV4RzWltbM5iDaJYsgtoDDaCSzJB5ZWiweIr0SPJ747K5uWkjzSFK+BoPkB81mIvVAfjuWCxmGD8QR2trqz760Y/apiaS9bI+wEJAD4cPHzYjCC4eCoWUy+UMQvFy/L6vBefC4pATxfb19RnUQ81raWnJokCMLdCUn60EVMT3cSihTmP4enp6zBHMzs4qHA6rUCjo5MmTyufz1tgJPOIbi3nPvF8OOo2/MPQQsyXgIMtDB48sj8ySKB94iUbccrlszMX5+fkG4gRZIxRr5lGRbWCgM5mMurq6bN/QIMzi83BCBC3A0lNTUxYoSGoYChmNRs0gM+4B+rkf0yHtjy7nXKC/x2eT7SC+ylRjnDB9P5wvnGi1WrXMi/3GPpZk9HtgbO41kUjYdNqnnnrKIGL2O98BMrK+vq7777+/oYmeTBlEwTeN+z5GptjyfNmz9CeSQUt1pitZJfsECDwWi1nbB/uSDBn4kB4vnjV7GVYiQRTMvStlnTp1Sj/xEz+hxx57TOFwWOfPn9cf/uEfqru7W+9+97uNIHH//fdrampKIyMj+vEf/3Ht7u7qwx/+8CW7jivCObFJ2Yhs+o2NDY2OjhpURJQKGcH3uQCXwV6jSZeD4mWNKOh5TJX+laefflorKysaGhoywgTGrL29Xdls1q6NIXGdnZ16+umnbROjYFEqldTS0mK1ofb2dqVSKYs+0+m09cBUq1UrnLe3txvTaWFhQRsbGyY2SjS9vLxsM3yCILAZVp2dnQZ5wOKjgAuRhPoOTtQ3oBL5ol5A3YyGSkkNja0oanz4wx822IiInCZYmH28LwyUJMP6aWiFdh6JREybkAwZ+Rh+BiIJcIzv85FkLDVfxwBSJeLl2dFYGY/H7X0kEgmbaYRhRlHbw6AI6WLAkMkh0IFoUi6XVa1WderUKT3yyCMGkRw4cMBYpgyEhI1H4/bGxoYWFhaMHk5A5gv9PoODQr25uanJyUlzgLAoL1y4YJljJBIxyHViYsKeDRqIUKpzuVyDikWxWLSaUW9vrwYHB43xt7y8bOr6a2trWlpasknW0WhU+Xzesn2cFgQR6nLT09Pa3q6PRSEw6Ozs1MzMjHZ363p+PkDjHaLegsPq6ekxBu3s7KxWVlasXYOABjsCKYNnWSgUlEqlNDo6qtnZWWtbgZCBg7rU6/nMnN73vvfpQx/6kOLxuLGXr732Wn3iE5+we/nsZz+r17zmNTp27JjV4++7775L1oArXSHOifoARIOtrS3r+ZFk2QeZDY4IyA+jtrCwoGPHjpn0COQAIliwdEkNM2p2d3dN38uPUYcuSjRONOibQ3d3dxsyqGq1qnPnzjXUGnCq/F6xWDRMHnXmgwcPGmxHZhUKhWzMBo4EphnRvZemkeqOfmZmxiAN8GEkknBCkhoyJU/E6O3tNcM4ODholOVKpWL3GQSBzp8/b4cUyRuMGrUjYKONjQ3Linp6eszh+AwKUghNrbD7+DwiYd7NxsaGvR8WVGRklGDsEQ0ThPjDT50Kh4zxXVhY0NGjRxto08BPFy5cMOYf2TW1Lor1fB9MO2jV7AXqNL29vSa9dOjQIfucvb09jYyMqFKp2DRbonbvmIG9uScIMUBanK9yuWzjX4DGCURwVGSP1NOgUtO2AHkGsd61tTVNTExod3fX3ivP2jcT8wyZbJvJZOxZcn54V0DXUOu5NjL1Wq1m9PmL9xxZ6tra2rOmCyCwvL6+biNtqMtSC4UgBBLR2tr6rNYHBKLJOKljXqr13bL1vtn6uZ/7Of3cz/3cc/5Ma2urPvvZzz5v1yBdIc4JKMEbGWpPqCgz5I/+D5wSMBaNgUtLS9a/IcmghVgsZg241H6ILtmUaOXBHoJwEYlELAuQZJuSJtGdnR0Tb+XQeEdAUyBaYeD0NCgmk0nrr/CMod3dXc3Pz5uxRCHCU8j5OTTIOFzAE1D0Obie2CDtU9ZxstxXPB7XyMiIjhw50kBR58ByH2ipcf9kMdSn6JnhfUmy503NAqfAvaN6wX6AFcX1sg94J3we0CmHGwiOxlMic36Oe/U1t5WVFVOikKSZmRlls1l7ll5qSJLBcZ5hx/V4OInWhXg8bs+LfZTP541VybvDgYZCIQ0NDam/v9+cIbCiN8r+moC8CMAqlYrdP8EdRrxUKjXUiRA25vfb29s1NzdnxA32wPLyskHCyWRStVq9mRYYMBQKWWM99T32H/R1zghNsJ5hKMmylEgkYo20ZJg06XPWd3Z2GgZ5Uj+jhYHP3tzcVLFYVCQSUaFQMBjw4iATLUt0JyHDAO9L+0ENkOalXN9rQsQ/xboinNPAwID1c/j+paGhIYP0VldXjSpNdEfRH6mWSqWiP/3TP1VHR4cpS2xvbyudTjcY8lAoZNGeV0fAsPT29tosKVJ6GjiJBqmvSPs9SMBZGAU+X5IZqeHhYSu69/b2NpAegJzQUqMvhn4jotUgCLS8vKy5uTmLSr2Dw5nhbHCQODiyP2oTOHjwfggZu7u7yuVy9iyj0ajm5ua0uLiofD5vuntI2rS1tRkrjuiTvw+FQiaoy3uGtZXL5TQ3N2eNjhhLSaak4Yvs0NGB8TxERwEdWjzQFpkuETTGH6NJ7WljY8No4ECfzzzzjIIg0MGDB+25YLiSyaRuvvlmLSwsmFit7zficzwtHHgXJuDMzIy9+6WlJaOaDwwMGCyZyWR06tQpSTInxn7kmeDMfP2N98D1eNFeqY4gAD/v7e2pu7tbuVyuIVDs7e01AVjYfel02iBcmLUw7pionM/n7R7Jkn1bBueGDFjar53iQPv7+zU6OtpAMIrH41pZWbE9S4C5ubmpiYkJe/cEWdFoVIVCwe71scce06OPPqpYLKZkMqlMJqOtrS3r8cGJFgoFy956e3s1NDSkubk5QyqAwYeGhi75NNymc7pMlpf/ICOQZAYf+IPIlBScrnSkY9BlI92nYI5RhqGEI6IvhKLy6uqqESlwakNDQxaxEd0BsXDIfee7L7T7fgsM6PLysvr6+gzC41DhSIGgMDh0ZEv7hAjPnANuAjvGqBD58nc4Z+pE1J7oD0OoNh6PW4S8tLSkBx54QOl0Wt3d3RofH9f8/LxJ7sDCg/ZOPxV1CRwA2ZZnmOG0Njc3deHCBcssMCzowQE1SXUjSc2HqJVnTWSLs+WefEHeKw5gsD3bymdqEEb8uImZmRnD6aG1c/08B+/4yWgo3JO1sHf6+vpULpeNjEJDLtH9ysqKxsbGrIeNQj5ySejlodfIHsT489y5L987yDV5UgI1KbIb9trc3JwqlYoOHjxo74NZYpwhziwoCGMvuBaftWHcOaNkv1yXJBtiCAEpGo2aXiTEBupJPAdPosJ5c+4hkWxsbGhyctKeSy6Xs72DnSH4BHLEDvnP9877+ZAv+pewrgjnRHGczIOImM0Ec4esxHfR+whjeXnZ6jO1Wl1bjCyKTnSYazghSaa5hsFk7MbRo0d1+PBhnT9/3hyA7/cgGt7d3bU6EgeeIjoRIgYXQkMQBBoYGLABhBR46VEig+Dg8UyAJIEl0bHDSHtSA9AKDEIgKTIRokrkWTCsZBDQ4IlQoVoTMQNzcnA9u4m6APUW/g4HPjIyYqxHqY7n45yYchwOh000FmgHQ0hfC0af74AFeejQIeVyORMbRYR3YWFB58+ft9oJNG2yKjIrWg76+voaBHt3dnZMCWR9fd0kiySZluPExITtKzIFaNa+RkqPEtksZ2F7uz4jqVAoaGpqyvYH40aAoXhf/f391n9DPxDwZ1dXlylx8+6Qn+HsoNRAPxXwsXf+6NSlUimDHn3/GwHi3NyczXeiV66np8ccj681craz2WzDWcLpSbJ3eujQIbW1tdn5BmZlOCVwLbUgr8qCU4GWv7i4aMM8c7mcPS/ek4dEQQXQKPQtAwQa2K9LuZqZ02WyMFiebTU8PKxSqWSHAPp0KBQyqAIJmMOHD2tzc9OEJelnwvgxcMzXbYiw9/b2VCwWrXuf77j++usViUQ0Pz+vUqmkxcVFK8YDpZA90H8l1SPNdDrdUAjGCHV0dNjMo0KhYLp7u7u7isfjBsURrXOwfcaINFJbW5uGhoZMwJMZOUSKGCEiVaJBjBtKCsyuwXjs7u7asDwUA3BovieKwKGnp8dqaThKHEVvb6/OnTv3LHIENGc+Q6pLrvT29hoUlMlk1NZWn0RaKBSs2ZjnnE6nLVDxDE/6wZaXl7W8vKzBwUFjVQGL0QhKjQwmJRF3pVLR0tKSlpeXDabs6uoySHZtbU2RSESHDh3S6uqqJicnJcmkqg4cONBgKIGgDh8+bDVJ9mG1WrV+ImqDZLYYUp7/ysqK6RYSKMHQHBsbU6lUMqMMnEl2R0BCXQbl/0QioaNHj9r58WcllUo1wNNMUZb2GYlkcOhB4nSDIDCnjeMjUEEElp+dnp42EV5o5JKMRYmieCQS0ejoqE6cOGG9cX5KsiRrWKdmyTVFo1G1tbXZOHtqRJubmzp27JjOnTtnWSCBl2dbUncdHh42SBko9Eqb53S5rCvCOTGegReOkanVakaRRlPLH8paraZMJqNkMqmzZ8/aZqeeIe3XgyhYUzMCyvMGAiOA4YKODYyHSCZ1CoqxwBcMq0OaR5LBQ0B4ZEFkbcCOUMPJMNra2iziJZrnM3gOPT09JtnCgWJYnO/D8L1Evq8FuIOMFUhyY2PDxiZ4+MfPO9re3jaIyxsTDj1MKQ47mSbGFfq1VIcgz50715CN4Siz2ayq1aoZTZ4LpBgPBfH/XC9OiX1ARMyz594wBN658f5xOMzG4jt8cEFfmCSrlcAYpfZDjRJ6Mz/L9dNXhcwR1GYcKHsGgwkj0GdhGGgCEfqByICA/XxjLr8bj8dNeYIz5Fl0Posi44R9Rx0N+NXX1wg2UfLgOWP8gd943/39/bZPeU+IERPAMcaCPe6DJIIpvoeeSd6PR0xAMY4ePapMJqMLFy5YJs/1QGbypCICRWyVF1m9FOv5ZutdLuuKcE70BvlGVzYGfRBEY57A0NHRoYMHDxpTz6tcU8jkoEKXhV6L0gMHir+LRCJW/CVLgDEF3r+zs6NyuWwQUxAENmGV2ToYNqAqDkepVLJsBlgDSO/iOgHRMve9s7NjUBJSNUtLS3bYMGRAHmQT9ChBKSbaBs6jYA0TEPhO2h8JQsQLJs99S7JMjZ8HQvI1rt3dXfX19SmdTisWi2l2dtb+HQNDEZqhhmR6LC9PRAMs2TBqG76b3/dwQf/l3+mBw1lA9fa/7/tXfCZaq9VsmB4OAQcfDtcnIQMDAhezvz1lX9ofPMj7Yg+Q5VxMEiIT48+omXd2dppKNzVTSZbd+yCK7+NnTp06Zc/GB1wEAzwT6kkX71McMAxJAkgUSmjNIMCkRkl9cmVlRS0tLZYZxWIxI1iUy2W7ZgJNCE7+Pv15xil6sg/Prru724K3tbU1FQoFXXXVVTp48KDm5+eNQcozp5zA++WZcO3+bF/K1XROl8nyjCsKjRStfQTjI5V4PK6xsTErVE9OThozyG8YICu06JaXl+3QAwG0trZqdHTUsG+aN/P5vLGX9vbqgwT7+/t16tQp61RPpVJGTODah4eHDa+GBUTEzQgIxoevrq6qVCpZky2GBuovxpmoFyIEz4xnUq1W7fBS5PUFXmlf/Z2oF/jOqzd4eNJTo4lUgVgw6kBAHKZYLGaNpOVy2b4Tg0ZhH/LH9va2GVV6q3w2QPZFYzJ9a6VSyZQTJBm0srGxoWeeecYgq2KxaFCnz2b4fxbBT0dHh10DxokgxLM64/G4acnBniTrmp+ft33niSBbW1uWHa+srFitAoPf1tamkZER24NLS0tW8/NEoNXV1QZGI1ktc898jTIejxukSmEfhwA0Tf9Za2urST3hyIABuU72OsEZjieZTDY0Be/u7ppCSGtrqzKZjMkL8f7Yx5lMxpiVtFccOnTIoD4cE+dxd3fXfiefz+v06dMKgsACAbI9mt15f9wjupySNDk5qYGBAQ0NDWlsbMwyf94rtoff9c3jvk7VXN/+uiKck7TPfAuCwAwtB8yzi3xdqrW11bB736ND1OwL8/w8DDE2HlBOKpWyxlZJFj0h6oqhOXfunCYmJlSpVNTb26vu7m6tr6/b8DNqONQQgBOJhvlODDYGzvckseHRXqOPgn6TnZ0dU2+gMZbMrbu7W4ODg4bfI47qVa+J/og8KV5LMgONIZT2Gz/5e6ATnx1JMueDIQBC4lqoxfmeHGqKfDewDY22p06dUhAE5sxxgp4sEwSBZYX8jG8g5R1BNPFQl6Rn1WS4Ft9Iu7q6qquvvtqgZjJOrt1rrpFl4GSpmVJU393dNRFhngNQjidqUKPEUXN/7Hucq2eRhUIhuz/mdKG2wfyejY0Nzc7ONgQmzHOC3BMKhZTNZjUwMGDMOMaqsLfJMD2ZhffrM41QKGSSSdDOJVmGjrhrS0uLwYqgGDjWfD5v8CZtDb5ny7cT+My5VquZigXO3GfF2A6IHT679tkqDqi1tdUCBjLz52M1M6fLZNH4CNzC5vGRmt+I4PPUhjCCRHE4JgyHl3bxrDY2FuwgvwG3t/fn/0xPT1vzL/1OGFs2sGcCEjHyecAM3sli+KHTArV5NheFd+SYgFu4PtTLu7u7lU6n7X9jY2M2dHBqakrj4+MNrC/6fLguSVZXAAIFU/ezkmBZMfQNp4RBxBgUi0WDo3hffCZCm729vSbiCjTnnSTNu8vLy/b5OGCcCP0+OEsP2eEkgN64HzJa/hsYFAeKNJPPMCAonD171mAr6jGMLAHSxUCSzfJ5wLhkmexHAgWfufJ86Rfi+XsHSKADjApRqFAo2PMOh+uN5SMjIxobG9PIyIgRgMbHx41oUigUtLOzo3w+b450d3fXphMPDg4aIQDI3Iu+4njJKqhZ+bNEuwU/k0qlNDg4aEMygZ3pZ6xUKhodHTU4tru7294t55bMHhFaSdbvxTuAMMOzJQimQZhr39nZMZuCSjlBAQETGRTCuuxFfv5SrqZzukxWX1+fCVZKsp4jemXQ8EJJ4NChQ0afnZqaMupuLBZrwPM9Sy0c3h83APZ/9OhRTU9Pq6enxwwJG16S0dHBpqHgwlSamZkxaaV0Ot0gRolR9rh3b2+vjWRAuqi/v98yOa53dXVVQRCoUqlofn7eIlEMEk2jAwMDGhwcVH9/v6666iql02klEgnlcjlTap6ZmbGsEYPDofRGG0gGg4vhTiQSRttmrAU0+YWFBctGJFlUTTRKHQFjtr6+bppqwKJkGFJ9DAZGkNqan+mDE2MvQBqgXkcdhUgZhhYOgKF3EFYIBjwpYW1tzZqOCWBwtEA90WjU4C+yN+SO+G4cCCrf6+vrBiNjjCF38OwQ1+UeGcfR0tJieopcL4od1JhwttSj0MQjG2htbdXIyIhNlF1YWLAxMKdPn9b8/LxmZ2d19uxZM+jUt8jyyJbZL7QYEARwdhOJhDUUA/3iNDD2nO3u7m7NzMwY/Ru4dH19XSdOnDA4HqeIQ+AMQ2ZqbW3V8PCwvvrVryoUCllg4yFRMmF/Jre369Opu7q6dOzYMR04cMCCDMhSsAGDIGjorWK/MSH2Uq6mc7pMFhNhMUZeAQKjigGhqE7hHroz2RZwmZcZIbqk6L6zs6NEImFsLmSNKFZDg2ZNT083sIOgggMJ9vb2mkAiKhY09TEsEKe3u7trJAbYUj5q9pR6ojKo80B9kUhE6XRaV111lUZHR9XX16cDBw5YBjg7O6vl5WXl83mdO3dOMzMzmpiYUKlUsuZlDAXKBDwLnDtOh3/Dcfqi8MDAgMnwcI38G9ktxqZUKpkT8lp3GxsbSiQSlgWgf0YNCcOKs6d+RIMkWTWqFuFwWLlcrmF2EO8ViFaq1xogRZTLZbteesgwYFyz/z7eLU6TwEeSOTgYfzRYI2wLxIyRJWtubW1t2A9koWQy1ItwzEDDUOFh8vmhlfQ8SftM02w2awEHfXUtLS0Ga/M71WrVDDMBESM9qJ/5QA4ngDMaGBhQX1+fksmkZWsY9J6eHhuZ4Ukp1WpVKysrDdJbBH9MEpZkZ9s3sBMgxGKxBl1NAhgW+5yglYx2bW3N9gG16YWFBat5E3hyZkASdnd3L9l8I1aTrXcZLSAqNj4vx2cLGG1Yc+vr6yaISWSDUyLKIapmEwL9tbW1KZvNGj3UKwF4CI6DCYTjYa9cLmdF3I6ODus6h/JK9sThhU5+8uRJowJzcIjIMHRkRkSbXLe0P1NneHhYhw8f1ujoqAYHB5VKpazgf/bsWRUKBc3Pz+vUqVNaWVkxoVAOPvUuDt/F1NlYLNagrE0mQJ0CGASoFINKdBqLxTQ8PKxDhw5ZDxYsvnA4bOrrRMA8S6JmAgFfo8MA8w6hhvOOgMQw4uvr65qenrbfZ/HzNL+SIWF0gQWBdnECkqyGARyFcxkYGLD7WVpasue8u7trvUTnz5/X9PS0GU7uD2ezvb3dMEOqu7vbIOAgCCwLQ6HDBwu+5wkjinrI9PS0jRkvlUpKp9M6evSoEomEEomE1Zva2to0PT1tzxoih8+avPPjnbEP/BmcmprSNddco1AoZGKzBITAc+Pj41Zbq9VqBpkSAHA+eLf0IPr3sbe3Zw5pbW1N2WzWUBeumzNL3S4cDlujNf+NRiRN30NDQ9ZP5c8HTgM7lc/nNTIy8j2wkv/81hXhnCYnJ1Uulw2bp0DLpuCw4kiAWCgWswGlxvlPfoyCtD/U0M+DCYXqyt2lUklTU1NGtqCvpVgsmu4XrD/6soja+HkMM9dEtlWr1axXR9onf3DPvv7BZzBPCoeIc6Bg72Gp3d1dzc7Oan5+XsViUSdPnlSxWNTi4qKWlpasVhAO12V36Mvwsjew1XZ36w3BsL5wOhTB/SA4ZGUglHD9xWLRYLWpqSkzCkjaIN0jyWA4DLOX88EQ8A5hbPIsvNMGqmNkOA6Cf2dvUMtBLYDoHxo9zwDjQzbur4VrwIFQLwGiI9OGTr2zs6OpqSlFo1ElEglVKhWlUimDUf01wTgju4WkA20cZh2NoHwGQRgZpD8fjKR/6qmntLi4aCoPsE/JAqkjSTKWnn8WlUrF4NGL+/ZgpqKwvrW1pZMnT9rP5vN5IzMQDBCEMZCyWCwaU7VcLlv/GMEre7harZrzJHPhfUIWIquBXOQdkbcRvPvd3V0TeO3o6DBWJXuffdTe3m41Ts4wTdiXcjUzp8tk7e3tmXGnYO5ZWWRG2WzWGvro3wBjZ5NxwDAqZAIwvgYGBnT27FnNzs4qEolocHDQZtxgHBcXFzUxMWFUZ78xd3bqM2GIaInSWWRtOJTt7W09/vjjZlg98YLozrOxgMU4VD09PcbYwxhtb29renpaH/vYx6xYTPTn4ZhQKKRrr71WPT09WlhY0NTUlBmEtrY29fX1GRwyNTVlxgZRV2m/wOwPNPeBYwGuwngkEgnLzujFQtQV8gY/39nZqUwmY1ka1HLfs8RzIasA4vUUdViOZD9c49VXX23zgk6dOmUZkydQAB3irLhXoD4CH//Ot7e31dPTo2w2q0gkYpBUOBzW0NBQQ8MtvU/Um0KhkFHZqdvgoNkzwJvcKzDjxecGVh1ZOv1w1KtGRkaUy+W0tramp59+WqdPn1YoFNJDDz1kLD5o9tRYIPyMjIxYVl+pVIztyXvguXBmPAuT58RZ6O/vtyx3d3fXxqSzyGY50/TOAe+ePn3aqPo0csdiMWPMptNpzc7O2qiU66+/XnNzc9rY2DDYHugRO4FySxDU5ZlQMUddJpvNampqyhyaJzNFIhEtLy+bvbrUq+mcLpPlqdYe6vGGESPFvzOAjwOAQ4OEwNCynZ0dK8oTaWOYYAJR9AXGCIfDFrGSDYCNc1gwZBSCpf1RE0S1ra2tBh1irImCJTXAel6Ch6ZNbyjJAj2FuVQq2WcR4fqeo56eHp07d84keYBHMRiQEXAiXhEAkkYikTB5HxS3uUYcCJ+HkjqQDMoaGPjd3V3rCyOLrNXq4xeAHX39yjum1tZW9fX1mdMBkqNWweRgjDtQLixA7hvHAkxFAIBunYcGPaTkr4eABaksSAa+7tHT02NSU+wx/877+voaMn96ioACyYxhpPrRE15BH8fGs8Pp+/636elpC6xAAcrlsmXwHnXAgYAoBEFgAQhixV7uiu/h3GGoCc74mbW1NdvDZPBejgrIl3cIXO7hb99Csru7a1qaSHgByXsiFHsc+jeyTZ5Uwb5g4CfMTWmfuk/gRPDplSKejz6npnO6TBZUcN+bgFPybDvfg0Qh0zsPDq5XUdjb29PAwIBFYUBpbOZTp05ZRE/nOpRxDmssFmuQ9Ych5SNuDAmOEiJDa2urksmk1Wk4fBgXHCabvK2tTalUyijIRMC+nwKIy/ct4ZhRcsCA+WjPSxXhLKAoU88g6/RjB8juOOzSPkSG8U8kEjbOA8dPPQGHASwFUWJjY0OLi4sqFos2/oNhcpubmwbhYuAlWeQNBd3Xv6C3E4y0trZqcXHRqL+tra3GCPT3Tn2GjIE6H88BensoFGrQK2Qy797enjKZjGk9trW1mdME+sVR8k5x/NVq1Qr4wHNetQRHc/HMIxwIWSHBCeeDc+P7dYAeYVMyeNH3eEWjUTO27LlUKmVBIbUhL3PkmXA4N+qBMBI3N+szuTyxAoUSIFUUSPw8LZrRgaClepM7DrtWq2l2dtaujZobyhLUgE+ePGnvwLNHuX/sA2dF2u+H4nwC+/LfPhC+1KvpnC6TBYuHiF1qbEqEvtvW1qbx8XHLPqDm0utDNISR3djYsL6fM2fOmFH2xg6Yh8+fnZ1VuVw2g7Kzs2ONr9S8iNqHh4fNSDLWYGdnR0tLS5ZdYNiBkKrVqkVqGN62tjYNDw9bPYvMgGfACAVfKwmCwByYr4vg1Ik6aYDs6upSV1eXGVMCAmoYHAZqASsrKw3YPs8MyJFDC8yD44lEIvYOpH0pKqlOkgB6JKsle6GXRpIJc05OTppR9lp/vEOi3e3tuvo2KgQveMELNDQ0pGQyqQMHDlgR/cKFCyqVSpqZmdHx48e1srJitRmCAOjJOC+y152dHcvGYWhKsmCDmgvPpFarmQwTz4t/5xkTXNAXxugI9ga0fO+IaEz1UT/vn9oNAQL1JxwhtVrOFHuFe6Re52npNMj6gaBkiTQjM1HWk1e4H7IcnBfD/zY3NxugX2o9tIUA33smLs7lq1/9qsFuOzs7Nm0YiBsIDyd55MgRLS4uGluVf6fpmOeNoklLS4vZmWg0qqWlpYasDLsBsvJ89Dn9S1hXhHNqadlX/uXQebFWjAHwyMDAgBkQSRZpelq2JMXjcfX19ZmBYKNj8DF0GD9ICPyMr/FI+w6T6Gxubs4OHU19vu7F7/jiPYeXA0u2QyYIYYB7x/ER7XptO0+moB8I7J7r4u+4Zn6no6NDw8PDFol7Kj1qC945ArNWq1VJ+8QTsggEaHEW0MmhAmOEcHBra2umEO3p5wQb1BSr1aopqXv4iOfI9Q4MDDSMWqAm0t/fb9kt4+slGfS2trZmA+Q8eca/Jxwwe4Xv4RmTeSEdBQlic3PT2gYwejs7O5qfn7esBOfY0tLSAJdJ9UAB59fR0WEZp9fpg5SB0/JsQK+0Tl+UH4bIKHgcIMGY3yfAWWRd9PaQsQZBYFmrp8HjkD3JhH1DEErzM0K4XJNHTzh/XrWBmt3q6qr1HJLRcG8EhWSWfX19FjhI+8MwsR+862q1qlwup6WlJUNDvNI5BBbsEs/mUi5PBvrnvK4I5wTbhs1HZO/1zoCqlpeX1draahkEWnUekiGrYO6O71iX6k2/HBhYOSdOnFBbW5v+43/8j5qbm9Pf/d3f2eGMRCJ673vfq4mJCR09elRf+tKX9OCDD1pEl0ql9K53vUtnz57V6OiovvKVr+iTn/yk3UupVLJDxTXWajUr7iKQKck2P4eSkd7UGzydlazJHy7ua2try+pdOAYviomxZ1HI9tTm7u5uzc3NWZYDNRlDsb6+bjWbarVqGQCZDYapq6tLyWTSIvvOzk4tLCyoVCqZkfCq1ZIsq8OoQhnGgUUiEetRAn4jYscAUdsC1sMYAQfv7dUnv0IM4fOr1aq9e6JtivHUT4B4qc1sbW1paWlJe3t7yuVyDWoe8/PzDSomGHFqFz6w8fRxCu847oGBgYZ+Of/euJZMJmP3xzMiu4HNxv7heUEOINMgQ4WYwb/RXEzthedJfxTEGBwQ7xSWHoEF2Tf3wFRgnsv29rai0agRJghKePf0K0Lrv/766w1J8UED97izs6Oenh6lUiljLvIMgJtxbJVKxRqU4/F4A2uRQMWzFGEL0ud2qVbTOV0mizHRHt/1jCrqFmyOEydOGFsKnJqaSFtbm4mThkJ16SHoshREpf1x0LCq3va2t+nYsWN6xSteoT/6oz+y5sFaraZ3v/vdmpyc1Ec/+lF1dXXpgQce0NLSks6cOaPl5WX9xE/8hE6ePKn77rtPnZ2devDBB/XUU0/p6aefVmtrqwYHB61zfnR0tGH4GTRixELBwYlEMQzSvjOiPkA0iCHj53guu7u7JnG0urqqSCSiAwcO2Ch3L26JDmBXV5eWlpbM6DHPiEMIc6tWqymbzSqZTKpWq2lhYcEMj9enIzJHFxBIBwNBVhCLxQx6DIfDVghfW1szKaPd3XqLQS6XUzgc1szMjCQZhIgTTiQSDT1LFMExaIlEQlNTU5apAPPs7e2pv7/fhhIiLYWYrZ+7xF7c2trSzMyMfTbPAAiOLMg3VkNHBtYkuyuVSqZNCEMTuFqSZRhcM31hPpOjrhaPxy27wCkhbHzxWHSYodToeNbsfwb8QY+nLoaeXn9/v8bGxkzBhXcyOTlp/UeQH/genD+QIO/NQ/M8s5aWFmttIGsCYtzdrQvMch8ePeGsoLQSj8d14MABra+v2xmgVoXKBEFTIpEwMkVXV1eDzBY2imeO/bqUq+mcLpMFRAC8Je3PpPH/oyCNvA8MJDIo4L9UKqWOjg5NTU3ZxseweVwcFs/GxoYeeOABPfDAA7ruuuu0s1MfgAZkctddd+llL3uZMcq+8IUv6M4779Tx48clSW9729v0hje8wbKJz372s7rrrrt07tw5tbW1mcGLRCI6fPhwQ7/Lk08+qdOnT1u9ChjlYliQA0006Wf3UA9LJpNW7K1Wq9btz4Gll4NsBdVmDjWMt0QiYc4D50Jtbnd310gjkrS0tNQgSuqvG+Pma2xE1cB7XtMP/D4IAhUKBftMlAx4DgyV9L1eF1P0ydr4/YtJNtI+nENjKXU2DCH1Lowoe9MTJtra2qzAz/vjPpl866N5jC0ZRRAEWlhYsGyCHiSyX8g7XpCUDIJJxjw7STZfCSagN9aVSkWZTMYks3A4vtGaQYSQWcjyfTYH9Lyzs2Oq5kNDQ7rxxhtNIorPRRuSM87vcL+dnZ0GNa6vrysej2tra8tGy3gKvXcKnsFHIzBkGt9OAolnc7M+THFkZMSCJ0gwfvQGTqitrc2CIJ6vz/ZAdHh2F9P8v9vVdE6XySKV9ywfYDrgg0gkYowdDj/G0vcDDQwMWN3F99LADIL40NnZqfHxcavn+CbOarWqxcVFtbe369ChQzYCGwbc0tKSXvnKV6parer6669Xd3e3DTuU6s2mr33ta/X7v//76u3t1Q/90A/pNa95jYaHh/XXf/3Xuu666ywijkajKhQKOnPmjH71V39Vb37zmxUKhfRbv/Vb+u3f/m3df//9uv766/XFL35Rd911l6R92RbmTpGJYXSJjomAcdxra2taWlqyQ08jJr/rmV0YXepexWJR5XLZmIMonnuNNz4HkgMGDkOEoCnvlQIz0SsGwjs02FaSrBHTZ9aSrAlY2m+S9WxIangYLH4GyKdYLNp3Q1ohS0XuCGjOZyjAfVI9WMAoeuYdwQRGmd8D8pP2HXk8HjflcK4nFosZWw7nzfMBJiQIKBaLWlpasoCGOhH1L/YEQQkEAkmWzVJfZJ+R6fig8WJIN51OK5VKqVQq2efs7u5qbGzM1Mip23Fv9AZCUa/V6o3qyCoh18SZA1XwbQIEJNSp4vG4jhw5YtfA5AAcYDgcNgHnoaEh64MiGCRD5f2sra0pFos1BHnYJYIHAqZL7Zz+JawrwjnRQIlsDQ4K40GTYT6ft+IyRg2jODQ0pHA4bNnN/Py8kRMeeugh26ThcFhra2taXFw0fTz0tKhLMNBMkjKZjBlUfrdQKNgMIrTjgNoQhh0YGNDhw4fV1dWlJ598UhsbG3rPe96jI0eO6Hd/93e1urqq0dFR/ezP/qz+9//+31pfX9eP/diP6e///u/1R3/0R1YDe+KJJ/Tnf/7n+vM//3NlMhmDdqjD+ZpDa2tdkujs2bN2iA8cOCBJll2BuQPFIZxJzYYCL8/q7Nmzlml6UVPo47lcTqFQXf0cg4rBS6fTuvnmm03jr1QqNQyjw4kAveEw+HcaRDEUkszJAPngDOlTC4VCKpfLZuT+9m//1mo0GBTGsPtoGIcDZOaVI3p6enTgwAFrdPbMtIv7k4iogf2SyaQOHz6sbDarxx9/3DJCjDPNrjg1T/VnHAp1jqNHj9p+y+fzam1tNaNNHcw3jDI/CWbhhQsXNDU1pYWFBY2MjDT06LG/PXrR29trmbzUyLzkWtfX13X8+HGdP39eiURCR44csfowzbSZTMZqgRAL5ufnrZmXdx8Ohw1BkGR7jUwYyJAgjMAHWvzJkye1uLiovr4+m6vl9Rer1aqefvpp9ff3W6Y1NDSk5eVlsycwIHnGmUxGqVRKMzMzFoxgfzgPaCleytXMnC6ThTO6uEOfNN2PVvb6Whxi3wt0sSSPJDOI8XhcKysrJkJJgVuSwTIYKT47lUrZzChpXzGBaC2dTlsBlwwNODCTyRgUQ63r4x//uE6cOKFisajPfOYzevvb3663v/3tevjhhxUOh/Xggw/qE5/4hH77t39b73//+3XVVVfpj//4j02tmmsFb/eRuCSDPIHPVlZWjLWFoYJ8wmHEyfOZ8/PzFiXiBDo7O3X11VcrFApZZz3jIohwK5WK1SfC4XqD7NzcnNXRgEt45nwf2SuRfDKZNNUIJuOSUczPz6tQKDSw2mBh4RzIfrwj9AVtHJSH5qhn8N/pdNpUDXBYg4ODxsAjSyA79wxH3gdQFoodfjw7kFw0GrWaKCQWT1PGwO7t7enJJ580J8L97OzsaHl5+esKF/MZ/tljWJeXl81pkYEAmXEuEMIlU6Kl4uL+Kqj/5XJZ5XJZqVTK7m1nZ6dBzYF7zGQy5liosUr70l4QWXi//j16lqSH/YMgsMb0VCqleDyuQqGgcDjc0NPFPmHkCvfogw5sx+bmZoP2n1eDwV7xs5dqNdl6l9Ha2tqy6alAFL7hkCY+jCnOCVov9RjfJ0NNqqOjQ2NjYxbJXbhwoYFOSgYC/VaSNQ7CBpJkw+rIVJaXl5VMJo2s8dKXvlRbW1taXV21BtNEIqG1tTVNTk6a8Xr00Ud15swZYyROTEzoqquuauhx+c//+T/rc5/7nH7t135Nb3jDGxrUoX10TmS8vb2tcrms5eVlVatVg16AznwD5tramsEkODbfjCjJIBVJVuPIZrO65pprTNnBK1ojWgtEdu7cObvOyclJY0GxfL8IRpxnKdUJHYuLi5aRSo2F+/b2dtNO830qOCvIMdQffCbCc+RnydQ9VER9B0iTelypVDJ6MT1PjCbxvTjeYPkxGdxzZ2enzdwiYKCBu1qtmqGORqPWsuChTj6Xz/bsMxwlTgbNQmBGIFRaAhA6Bf5jwjDvlSyys7M+Bh42HqzP9vZ2Y5gCkRUKBXV2dmpkZMT+fWhoSNFo1JykJA0ODqqjo8NU9FGvp+a1vLysjo6OhsnWfsQItgMYm6waCaQDBw5oZGREm5ubevrppw22Xl1dtfE6sBU5GzTOE7QRiPG9vAOCIPqxLvVqOqfLaBG50CAYiUQk7afu586da2hARRnc93EsLi4aawy2DZkVM3LoY5JkFFIOHM6xWq1qaWlJtVpNp0+ftpoTEWk2m9XGxobuuusuXXXVVeru7tbrX/96E5Rta6uPzvjSl76kSqVixkuSMaiABPl75GzICCcmJtTf36/rrrtO58+ft7/nGkOhkBkBCB/9/f3q7+/X0tKS0ul0Q42CRkEiSIwazxd2ItGwJHP+fX19SqVS1oRcLpdNfw+jgaBsNBrV9ddfr0qlovHxcT311FMWPQMjtbS0aHBw0K7BO19v5Ij4qa3Qw9LW1maZMc6EjLenp0djY2M2UwgjLNUpz5ub9Vla4+PjpjAAjEPGsrtbF/w9f/68OTeCnba2NtO8ox6Kvh5ZIf1vvb29qtVqpsp93XXXaWxsTNFo1PYc8BFzrqQ6Q5LJv319fQqFQlpcXLT6HnR/nGipVLLsg4Zgf98gAblcToODgyoUCspkMpJkexHn4LMHziPQIhkQmU0oFDJYi3eAw0Q9g8x0cnLSpjdfddVVuvvuu62fjZH1xWJRjz32mCYnJ7W4uGjOkX1OVsu7pt5DEOPVPKjx0TTd399vWd7m5qbOnTunXC7XMCwyEoloZmbGbFClUtHMzIyuvvpqqx+yp3z2/3yspnO6TBbsGd94hyGgQxtDIsnqO5LMcGxtbalYLJrhHhwclCSDbhYWFgziokhORuabcqV9rb+1tTX94z/+ozY2NjQyMqJ8Pm8isefPn9eBAwdMSy4SiSifz6tYLOoFL3iBnnnmGa2srNhwOw7N2NiY9WNsbW1peHhYjz/+uDnjra0t/eAP/qCeeOIJnTlzRr/8y7+sRx991JwuTgqnAKwTjUaNceb7YIBugJtQqAiFQurv7zfnRM8RxWoi7QMHDpjyA84RyjAj4KllIQPV0dFhLEhPwSWTI9rFoEJ35p7IgHmXZFRAf5FIRJ2dnTY48WKiA1kTyvFeeocMh5/13xONRpVMJq2GgdQN74U6CzUg9ixBC88SpQHqSGRnNBV3dXWpUChYgZ9rA74EZoIWjrGcm5uz7EDan+w6ODhozxIBVt492QF7gKyyWq0atOh7dNhbPBMCCCBBoGTeM04ZyJKeMcZ6+EwEaGxxcVHj4+NKpVKKxWJKJpPK5XKKRCJ69NFH7fM9jA1UjDOBFAObkSAFKnoQBBaQDQ0NWWYai8V07tw57e3tmfahZ3FSSqAuC4kILUAPuWEvsEXN9e2tK8Y5+VSZpj2wZFStMS5IqgCdsFkoTKZSKcsEyuWy5ubmGn5fkvWVeLqxZ0DRwCpJDz74oO699179wR/8gQYGBnTbbbfpAx/4gMrlstLptIaHh9XW1qYTJ06oUCjorW99q37913/doDOgQ0m699579dWvftUyr76+Pn3sYx8z2OrIkSN67Wtfq3/7b/+turq69IpXvEIf+tCH9Na3vtUME/frZVri8bjVKzD81L0wjpLU399vqgjFYlHS/rhrDqlv6J2enlY2mzVjy+EkYgU68z1qFy5cULFYVKFQUDqdNkgWqJTMxFOFveGU9vuCqLFAs2Zv1Go1GySIMeK/kQUKh8Pq6+sz1XBGdvBz/lmSgUr7hA5INAQEZHE4d5wDNRkgU7I7MivmLDFRFucPnCjJAhhYqHxXqVRSqVQyMhCOyTMdKdZLdeeAWgaLbIMMhb2ztbVlDcDsI5ww94lDyOVy5rBxyF4FAqgdcgNOxFPr19fXDcLb2tpSLpczaHNhYcHqiwSPkhrIMJxx7AKZKhk2BAWeKagIjeRAeblcrmEUDnuPZl3OCg3My8vLVgPlfv3vPR/OqZk5XSaLpkTPwEomkw0sGzY5VHB+h9+HuirJCBRsnnw+39Cfwc/zu6FQSK9//ev18pe/XDfddJP6+vp0ww036Hd+53e0sLCgj3zkI/r5n/95DQwMaGhoSJ/4xCdssuzZs2d1+vRpvec979HAwIBe+MIX6oMf/KBOnDjRYFyh7z744IP6vd/7PaXTaXV3d+unfuqnrKfqx3/8x/WmN71J6+vruvXWW+1av+/7vk9/+7d/q1/8xV/UI488YhAo1F9YTtxjIpEw4+VVF+j3oI5y8aRXr9ZNtA1cShZBLaazs7MBt8fJdHZ2amJiQnNzc+Zs4vG4ESZoqJVkhXc+A+dFRBwKhWzqMTU/sh4coZeuYo8sLi6aUjVGhUxrY2NDhUKhIeMiS+czvQpDW1t9fALsRjIAoCAfSQdBYAYPCjxqEfQd4WAOHjxo94rKBM4QeA1CBDOufNDAewPqkmSOH2V0KNS+vgbMRcAHkYTakiccdHd3m94jdTPf88PiezhfvDv2C9RyYOMgCAwtAJImIyOL8s+tUChY7RIiD46TjAniB+eajHR7uz7BYGhoyBy+l7nyPVtoNLKnYBeSZXJ9ZLU4xqZz+s5WS3AF3OULXvACVatVzc/Pm7G65pprjHkzOTlp0RfwSSKRMHmi66+/Xp/61KcaWGcw7DwLqLOz0xwXDYE+W+O7u7q6dPDgQaPEjo2NWe3gzJkzkuqbf2lpyeojvu8CcgcHcmNjQ7fddpv+6q/+Sv/qX/0rUzxPp9Pq6enR1taW8vm8HXgwbbIuDjvQA/WM4eFh08c7deqUUZf7+vqMWkydTZLBasCNaA1ijIicqR1BPMC4UXNIpVLKZDKqVCpmQGCVYRAYn0Eki2KAb/IlOpdkP0fmRk0JA4CjA5bDoPo6Cc6KWkIqldJLXvISdXV1aWNjQ//wD/9gEbMX8/VGDgOMs/Pf6zMigijIEpLsfqhLhUIhUwTh53hmBB6dnZ3q7+83tidwKX1lvh8ITb1KpaK1tbUGCSGCiq6uLiUSCcXjcXuOkkzRAckshFC7urp09dVXa3d3V9PT05qenm5gfHqSElmTrwnv7e0pm82qo6PD2ixw8P53kcviHSPkizNsb2838V6ypmPHjtl4+/HxcevVmpiYMGiV4IBzTGM32py+wZbgyU/Kbm9v1xve8AadOHFCa2trKhaLltnh2HmPOKeTJ0/ad/f395vS/WOPPXZJ7CEB3Xe6Dhw4cMmu5flcV0TmJDVOGEXOnkgLGAFDEolElE6n9YUvfMF+/9d+7df+Ca/+W19f/vKX/6kvQTfffLNlVmQH0v6gw8OHD2t4eFjd3d0qlUpaXl7W8vKyUfCnp6clyWoRoVDIHH5LS4s5Bxh8ZMXUjoIgsOwOwwEESvYEuYHIV1KDzA41DXpPqENwPUgOFQoFg67i8bg5NZw+BpggY3d3V8lkssH5AN345ktgvlqtZv039OYxF4gFxJhMJk0vcGlpyQIHMj5P1uEZpFIpG6eeTCZt9PzJkycbYFAyKu8UYJlxnTjzmZkZ6yeCRciU4729PWPRQdLgOVBzk9QghJtKpawe6BUweJ84DD6LYMc7Tv8dGP5z584pk8no4MGDGhoasoClq6tLa2tr1jaCNBIKFjhE9g+f52vN9Ort7OzoxIkTNnkYVILr512gCckoHhiFTULEd76uCOcUi8UaBCO7uroalI+lfUpzPB5XOp22cQDN9e2vbDZrUTgLyKS9vV2lUkmLi4tWR7qYxo/ky97enmWXsANhTflmVuossNeY6eN7q3A2LS0tBqOxgK6I3oFgiMRxSNK+/iB9WOVyWQsLC1anxKgCt0r7AqjUcMrlsjmJi0e98980bkKxptYElEqGsL6+3qDCEA6HLUuEFQdxY2NjwyBT6oaQThYWFsygegYqTsGzPhn94YkOntjgg5FyuWzZRCQSUaFQUKlUUl9fn0ZGRhrIPHx/e3u7jULf3t62qcnb29vGvPTEE7JNnrE3/r5euLm5afuOd3vhwgXNz89rbGzMkJNjx46pXC5bJspcLOa1EYDgXCBJUL9C85B9hMYkjd84YI+KkGVjn3Bs0r79aq5vb10Rzok+BphZULeJihEEjUajisfjZgC///u/X+Vy2aAENhosMWm/sC7J6OfRaNTYZy0t9bkzQB4YwQsXLhjtdGVlxQy0p3JjBKjfEP1xmIGLiMp2dnYUjUaNoeR7jWgWJNvg37hWDj6zolpaWizDoUGSe9ra2lIymbSMoVqtqr29Xclk0gw3c3WIVDGYGAocAVGnH2UAk4mfpygPc1LaV5IGRgLqJHovFArG9IpGo7rjjjtMyJRnT6Mr9QgUomFUAQl5I9Td3a0jR45Ywy5wGf037e3tOnLkiJ5++mnrlcKhYaD4fGjt3CtNwr29vbrmmmvU2dmprq4uLSwsmJYcxhnqPMSRarWqtbU1y5LYm9Sv2E9kad4hU1v0WYnvpwIS5nMIFnZ3d42FGYlEbD+USiUdO3bM+p1yuZy6u7tt3Mbm5qbK5bIymYz9npd0ItvCuftM89ChQyqVSuY8gI0RWMbw41ChaOOQEAZGMQboExp3b2+vDhw4oLa2NiUSCYOeUXPnnlAXxw74xuiZmRkLVhicSFDU3d2tcrlseolMBSAD5axgC4BbL7VzamZOl8niRRMtSbJDS/2CwXlS/cWhYlAoFBpGHFDgBSrA0EJOGBwcVC6Xs3oTfw9ujLNj9s/e3l5DMRqH42Ed4B5qFB6ejMfjGhwctIxke3tb6XTaxlDgSDFUYN1AR9QO6CPx8A/OcWNjQ8PDwxYJSzIjCW29tbXVRgEwpRUYB0YWmRKZiNcx8+SGrq4uVatVFQqFBlyfyJZeGA/TAWERjXZ0dNgzRWUaqO3AgQMqFouanZ01OnAoFDLjDo0ZY3QxJOz7XzDoGE8cBsQDD8tg4Hd3dy0rwFnDiOzv77eeL5QmKNZ7ejxZP1kKMCewVrlctpoG10XwFIlErJGU5851erUPrhXikGdKzs/PW69XEAQ2+oMa1s7OjkGflUrFMidUHQgaYNy1trZaO8fu7q4xG8mKCRoI8Pb29pRMJm0KNO8SZ0/gQyaH4We/8D2SGhiKSCKBnkDfp4kdWNmPZPHO3J9b9jr7m/PjAyzIIASgoA1eVcMjEJdqNZ3TZbLoBfGHEKPIQSGKxChI9Qm6XoqfMQRSY48MBqu3t1fFYlG1Wl13DHYfMFW5XNbMzIwWFxetyI1xIhOAhnxxI+TXow4DY3hyAsygcHhfGml5ebmB9QPkw+EEWsGxYTDIEltbWzU6OqpyuayWlvoUTzJP37jIM/aROAebQ8r/6MPiWZI9gL9zTcA8qVTKDtT29raxz3zx2edCegIAABxKSURBVMNDZDNeLYKa1Pz8vPL5vAUd1BH4b4gvvpbAvCCcWCKR0MjIiD2fIAg0MjKi7e1tIytwb2g6QqThnfvPJ6qn8bi/v79h72Kourq6zNHCvvMkHVT1GTfR0tLS0BhNPw/PG8PH9cKW45kRpGD0gflQHOe912o1TUxMWD8XChWxWEzHjx/X4uKiarX6OBGanBE/xqGjDE/2JNWhL8bBeLIRkCbnGcfLPuAMSfvyRBCYOENksASInrizvLysoaEhxWIxU7iQpPHxcS0tLWl5ednuBTSDYBO7wuJdS/sjYry94cx41Rr66eixvNTrX4JzuiLYetdee605CEY2Mzdoc3PTDgVjr4nMYFyxgYmYgcPYsNlsVj09PfYzQEsUoyVZ8dezlHCWFzOB+L50Om2R7N7ens3fobmX6MyrpzNriAPM6HXqDcB+yOJ41XFgCVTUvT4cB5mM07PXiIBpVJZkpAEMAhkZUTxwDCobZLVE/LwHHA3Xh8Pmc5FZSiaTJnBaLBaNostsoZWVFaMfA9VIsuZJngdGDYeJ4+DnecaI2frgwvcjMXJDkone8u65V2pj1EuAbqjXQchg1lNXV5dJOqVSKYVCdUHcUqmklZUVex7++WDs/H4BvqL+QeYGi47gggzKB2F+aCOjY8jwPDuRzJw9CKEiGo0aJOnrcpwZngewHXXHaDRqe5CAiGccDocbCCgEJuvr6yatRAaCGHNra+uzGLVkMJ612traasrxnqkHQ5JgxdfFUJohO+P7YHr6LJsaVrVaNTZlb2+v9dPxnLq6ui4ZQ47Wgu90HTlypMnWu1QLAwNefrHxkeqRBIVqCpvALh4SpC9jaGjINir1Ggw28v30nrDp+RyiRA6ZpzBDFcaAAEOk02kzhKgmcO0IhAZBoKWlJbW3txu0x+dzvRgpBp3l8/mGcR6e2o1Do1+EDIUmT6Js+ln8LCgUJTzDiUNPNA4zkpEHXlSX6+b+GJ3Q2tpqQ+kQniVjIJuiT83DbRjUZDJpkkvSvoaaDxY8PIXB89ktslTr6+vq6+tTd3e31tfXLTvA+XLf3jFIMmfOtRHA8O8w+lio0VNfA0oql8uampqy4YTUMfb29pRKpVSr1WwYH/fB8+3s7LSRDWj4kVFTl+G+JZkTSCaTNsQSCIyzRF8WdROvkkGfHExIaik8ByjjKDcAWe/s7Nh+B9WYn59vaOtAAZwAgT4seoYYsLi9vW0SRF6kFbicd4F+JNc7NTVlQRrOw58tlDf43JmZGa2trdmZ9HutUqkYNOkhPmB3niWMPa/A0Vzf3rpinBNOB2jA48QYJEm2US+WG0okEopEIkokEspkMsbEKZVKpkawu7uvSs3h8U4JWI7aClkRMAsQFkaiUqkom80aW4jNC0mAplOgGj+8rlKpGMkAg03dYmlpyRza2tqaGfKLHQKOkmfAIUE5AVIBsFVbW31KMMMOMYpkTWQN6XRafX196uzs1NTUlKrVqtWgcOgYOqAPshdPUJBkjqFarWpiYsKK58ViUZVKpQE2w6DzjCG4eDgG0gN7gACFIAGHg2NmhAoBj3fIXDtUdyAs4DbqRh7+ZE/gqH3fWEtLi6LRqI0DL5VKti+8eKkkY4hdTL2mdoqW4+bmpo2UOXjwoDHaCFg4A0T+KEOUSiUbBAns2dfXZ5JGOH0PD3IWyITJbDyLEagS5Q+CNK6dDI3PI8NfWVkxuaT29nbT5oMuD/OO7+f989y4Nhw/59lrCtZqNWM3UgMLh8MqlUqWRaKuD/RXrVZNKzEIAmu89SUG9qevP1Kj5fxd6nUFAF7f9boinBNzYyTZhvbRJAcxCAIrgMbjcaszIE3CgTh//rw5IA4t0BrMM6a58u8YKv6ME8EIetIAmx54iwZTNvjFqge5XM4IEETKxWLRxkuD2ZO1sHw9C2itpaXFoDAiU18boT6AMY7FYopEIvbvtVp9KF2pVLLoGI29i+FIanNbW1s2WZesslarGfsPUgZ1OjJeahPpdFrr6+s6f/68zp8/b06EAjqQmFQnciALRb8U9+PVz0+ePGm1HSJqIC8GQ0ajUevZ2dra0uTkpEHFvkUB49raWm96Pnz4sH0PsGatVjP4sVAoGIFAkr2PtbU1zczMmNGV6vPAEAQmgwI+lGROA3WGUqlkARpNsmSvvJMgCKy5F91CakT8exAEVgckYPAOHseHwfV7iTPljbEnd3DPwIvsaRwGDoyxGBsbGyqVSkbE8fuVeqlUJ3ugGEFWwuey/6ljAkFzbvkzwYrvmZKkmZkZyx5BDjKZjDlM7seTmyAqcQbZA62trbZnsUe+hnUpVtM5XSart7fX8Hy60Nm4/DcQGwVn8HscDJvJGx6iYnqmfHTqqd9ESJ4eTbEWowVk0dPTY4YSQ0R9Q5Lh5Fwj2DTfRQTIBqfJlHlU3DeYM1M4uSY/URSDRhRMxIsKgjcAPT09Bpny/fy5XC6b0YCoATsSbbFyuWzkAhoR/RgMMgycEu8Ox0WtACMIXR4GH7AoP0vUf3GQQPMlzwpDTMTrGZjUdmBn8WcIKVwLe4p9Njc3Z4xDjHlbW5uWlpYahjVyv7AWcZDsSYr/ZJp+33GtwNMsgh0CiYWFBRu/0tHRYYEbaICHdRGt9YV86pMYXCBYmHywEnk/X4+gI8mUTzgnvGf2b0tLi/WVVSoVra6uKp/P216AiUftyfdbzc7OGiN2aGjImIs+QMWZ49w9mw+nRAZPIOrPCMEQNoZ6rq+DAS3icHgHHiHgv7E/bW31kSe+p+xSrKZzukwWcITX0PMZAYYSOAJDSPZD6u+Vtf0Bx6i2trZa8RJj5LMcPtuPoQCS4SBOTExYNOZZRdQu6I3BgLW0tFj/UWtrfeQEOnuVSsWMFmrVdLBjvLgu/p7vlWSOBwNLxE19ggONUQiHwxodHTUjc+7cuYY5ODgNKOf0dmDQKZQDQ3KAML58H5kOU1oxyv39/eZYfVCwvV0fA++vV5JRpHnvFMs9LZjnQH0I5iDGiR4v9kVvb6/i8biNZidb8rUF6pt7e3saGBiwfiLGS/B51MY8vTgIAiuS9/b2miYgkkXsJeA4b+ilfRSBrByyzMrKimZnZy1T4jlTi+zo6FBPT4+uvfZaSbKfhwHpa3cwDKGZ+zPg2zl47tvb2w2sT84Cjon9GgqFbPIy8lj8DgxPHBP7lV4x3tfc3Jx99/DwsGUy/C6IhQ8EQFR8cMK+5nMh2fj7pkYH9OzZuNSvgIB9sAcMDgLzfEB7Ted0mSwaQHd2dkyWHkFWoCffW8QCLqC73ve9eKVsL+GCMeHQcng4lC0t9dk29DkB3fjo3X+PtD/i2h90zwCisTIajWp3d9eMWrVate/0rEOifgr7ZEs4KgyEp0NPTk5KqhtXovUgCIzYgUM9f/68BQBEp0Tv/jO5Vz+4EUe1srLyLKYYWYKvXfF8pf2RE9I+PZ/fD4KggUHFPZKt8G4IKoDvuCcPTbFHMLA4SEkNe4gsloyUd4mT43tOnTplkTf357MjH3UDgXF9RNM+u6O3DAgXqvnFjEmeHfsEQgn35fckWZxUH2YJDEUdj++Gmg9bDwPIsyPL4Dz5uhi1NTI7shL2Ac+RDAwHxGd1dnYaolCr1RrqjT77B/KkfuXrOtVq1QJZ/s5r7PHceJb8mXok+5qxMT6ww0kiReV/zzME+S6cXC6X0+7urhYXF78lW9dc++uKcE4Yd4wCTCLfO0T0SfQDpsxhxjiQDbFZfY+OzzQwKhhDCtpsQqluzIj+JFnUTKrvm4KJPKl/wDzkMOG8pP2eFX9YMcC+JoADkdSgVE2BmqgRTN6PlyBbGhoaMoNM4RhIBVgiFAoZLZ3vwoADb3gHzCKqxBj47JTn4Rlh3qFz356h5p8xBoDshuid9+gNBd/LfWOAIU941Q2eoSdQXFx3Yf8QsbOXfKHcMwz5Lu6PzM/XlrgfvgvI1zcK81msi68HjT6CL5wQKiL+c3xNi2xyZmbG3hXvl//ncz3LjkwFmI3AA8fMdfH8CSC4dmpEMA+pc/m2D54HkLQPMnjOQP0+gOWcEoBxTTxP/+8EDLwHnhHPyUPPBDb8DAIACDR7ajuBrye6XIrFPvnnvq4I50R9pVarKZPJNGxi8GGMCtGiZ1xdDE1wUDDEUGI9KQImF5/nsyGk/v3feYOJAeHPHFgcEywmNjUzYjjE/nN80ycQhlcm4CD39PQ0KDEArYC7S7JsBIkmoEBqcBg0fhYDEI/HbfIo7DhWJBJpYJpx6H2fD8/cN4ry81CRgc849G1tbTZ9NQgCo/6SdXA4PSPTR+v+HUj7RpjeJCSvUHOACEL2AtTIfXjICsPjoTDenyT7XX6O/YjOHrBpEARmWNnL/D73wiJA8YxAD/2tr68bQ5Dn19PTo97eXvX19Zmj8EoqPkNra2vT2NiYMS4Z/3Hx3kFCqVarGewmyRqo2bce6ubcdXR02Dwmng3PjSydzJ7AjcCDc8b+IJvlWflzRisBf+cn7vo2BfqrfAuGD5SwG5xzX0sk2CAgAIYE2ubeeD6XejWd02Wy+vr6VCgUdOONN5oBXlhYaBgy5qGoizMcXqTv4AZm4gDSdMrhIrpng1erVcViMWWzWft3HAWHgV4aFr1FkhqM1NjYmLLZrGHfFHu5bozc5ORkg1K3VDcS0H3JfpaXl7WwsKB8Pq+BgQE7OBwM+lJisZgOHz6sF7/4xfYZFxfmeU6eSl+pVPTYY49penpapVLJHG1vb6+uv/56K9yjj+ajZF/Y5v647q2tLZXL5QaqLzW63d1dzc7OGrTp5YIIBi6usflmUQ/VoLPW09OjSCSia665RgcPHlQ2m9XY2JjBW+Pj48rn85qYmNDJkydN7w4CgCQzli0tLUomk5YJ8OyotfjrhNoeiUQ0ODhoGTeBBIYeuR2yJgwk+9vLb5EpMFalpaVFJ06csHe9vb2tZDKp4eFh3XLLLQ3aiD4gIfPx2d7q6qq+9KUv6dy5cza1lwCR/imuIZvNKpfLKZFI2HXzGZwFDP7W1pYx7zyzkPowtdl8Pq/x8XFzAt7pe406zhvBom8x2N2tz2krl8vGHqUe5GuakF+i0aihGd4BetYm7//igNejDAxe9MoZ6XT6uczbd7SazukyWX19fZJkk0o9uwmdOeCqZDJpLD2iSWlfPQFWmSRjBgGrIX5KHYUIe29vT7lcTqOjo6ZOsbi4aBHw3t6eTZpFJJbiLWravveBqJ3MzReeu7q6tLq6qvn5eVUqFcXjcevBIGqmNkDjIiwxDDP0bAgQOLi+vj4zWHwW10b2tb6+bozDtrY2c5z0hUn1DAsa+t7eniqVivWOxONxRSIRu0ff/AkMhr4bDZCQInBeUp2hBSmhvb1dfX19ZpwJQhD2pM6BYaL/BkeI0YhGo0qn0xocHFQ6nVYmk9Ho6Kjm5uY0NDRkjMTt7fosLgwSe8yz+sjEvOIA8C8DAnHOi4uL5rSk+jwdImyyZARFqT/yM/ThwLwjs0M9g9EWKId4gggEnp6eHvX19dl06HA4rLW1NXV3d9v/k+1AYjh79qxyuVwD/IfAKsMYW1rq03PT6bQ1tlLbZXgfxAP61tbW1tTf36/e3l77WZw49TxGXuzu7tpkWwR1h4aGbN8ijeSz8pWVFevXGhkZsRlhPLuVlRX7rFKpZHsORAB7wf6lLUSSCb8CgfP7koyVRw2Z50ZP4KVe/xKc0xUhX5ROp43l01zN1VzNdaWtCxcuqFAoXJLPIqj9Ttf111/flC+6VOtSvdTmaq7maq5/DusKyCm+63VFOKfmaq7maq7mqq8mW6+5mqu5mqu5Lsv1L8E5XVoCfnM1V3M1V3M978v3xX27//tW1v33369kMmkjUl760pdau8D3ajWdU3M11z/hmp6evqSfR69WczXXd7rOnDmjt7zlLbrjjjtUqVR04cIFHT9+XC9+8Yu/p9fRdE7N9bytD33oQ3rRi170Df99b29PL3/5yxWPx/WOd7yj4d/+63/9r/rqV79qf97e3v6GP/u9WltbWxoZGdFf//Vff9efVSgU9PrXv15PP/30Jbiy/bWxsaHXvOY1euKJJy7p5zbX5bWez8zpne98pyTpT//0TyXVW1B+5Ed+RE8++eT3dF81nVNzPW8rm83q8OHD3/DfQ6GQHn74Yd10003P+rf3v//9Dc6pvb39G/7s92qFw2EdO3bM+tu+01Wr1fTDP/zDetOb3qTXvva1l+bi/v9raGhIv/M7v6O77rqryXL9Z7yeT+f0+OOP2xRv1tve9jZJ0u/+7u8+b/d08WoSIprreVtvfetb9da3vvWf+jIu2QqFQvrMZz7zXX/Oxz/+cZ06dUoPPPDAJbiqZ68bb7xRL37xi/X+979fH/rQh56X72iuf7p15513fleBx9zcnA2dlKS77rpLH/vYx+zPGxsbGh4ebvidF7zgBZKkU6dOfcff+22voLma65usn/zJnwy6urqC4eHh4D3veU8QBEGwt7cX5HK54E/+5E+CIAiC8fHx4KUvfWkQj8eDX/7lXw4+/OEPBzfeeGMgKZiYmLDPmpqaCl73utcFBw8eDF796lcHH/zgB4Pbb789uPfee4MgCIJnnnkmuP322wNJwbFjx4Lbb789eNvb3ma/f/vttwdvf/vbg1/6pV8K7rjjjuDQoUPBz//8z3/Te/jjP/7j4CUveUnw8pe/PHjJS14S3HXXXQ3X9YY3vCFob28PUqlU8OEPfzgYHx8PXvjCFwbJZDJ4xzveEWxtbQW33357EIvF7FqDIAimp6eDt7zlLcFtt90WvOIVrwhuv/324E//9E+f81re+MY3Bj/6oz/a8HdvetObgmw2G7zsZS8LfvEXfzG44447goMHDwave93rgqmpqSAIguBDH/pQMDIyEkgK3vjGNwZBEATvete7gu7u7uClL31pcPr06Yb7zWQywc7Ozjd9Ns3VXH5JCq677rqGv9vZ2QkkBTfddNP37jq+Z9/UXFf0+sEf/MHgla98pf35C1/4QiApuPvuu+3vPvWpTwU/+7M/a39+6KGHGpxTrVYLbrnlluD1r3+9Gc377rsv6OnpaTD4QVA/IH/8x3/8rOu4/fbbg3g8Hhw/fjwIgiA4fvx4ICl45JFHnvP6b7/99uDTn/60/fkXf/EXgxtuuCHY29uzv/vABz4QdHR0BE8++WQQBEHwr//1vw4efPDBZ32Ov9Y3vvGNwc/93M/Znx944IHg9ttvf85ricViwa/+6q8+6+/vvffeIBQKBffdd18QBEGwvb0d3HnnncEtt9wS1Gq1IAiC4Ny5c0Fvb6995/333x/80A/90LM+69FHHw0k2b00V3N9q0tScPTo0Ya/KxaLgaTgpS996ffsOpo1p+b6ltbdd9+tz3/+8zZ595Of/KTe+ta36sEHHzR22F/8xV/o7rvv/oaf8fd///d67LHH9DM/8zOmV3bvvfcqFot9W9dy0003We3ppptuUiKR+KZyLPfdd59e97rX2Z9/+Id/WF/72td0/vx5+7v3vve9etGLXqR77rlHv/Vbv6VcLqc777zzOT93ampK09PTppv3ute9Tv/9v//3b/jzm5ubKpfLSqVSX/ffc7mc7r33Xkl1vbb3vve9euyxx/TQQw9Jkg4dOqTf/M3f1Ac+8AF97GMf0y/90i/pd37nd571OXz+/Pz8c15/czXXxaurq+tZk3up/1599dXfs+toOqfm+pbW6173OoXDYd1///2SpEceeUS//uu/ro2NDf3t3/6t9vb29Nhjjz0nOw9m2sUkiW9XN3FoaKjhz9FoVCsrK8/5O6VSSffcc49e+tKX6uUvf7k5ACarSnXNso9+9KOamZnRb/zGb+gDH/jAN72WX/mVX9GnP/1pDQ4O6p3vfKf+7u/+TrfccstzXofUOJfJL1S7WTyrp556yv7une98p974xjfqR37kR/T//X//39claKC9xvc1V3N9q+vmm29WoVBoGNz653/+55KkH/uxH/ueXUfTOTXXt7R6e3v16le/Wp/85Cf1xBNP6Prrr9fQ0JBe/OIX65Of/KQ+//nP67bbbmsY1HbxCi5RV7sfS/KtfPb09LTR0D//+c/r4Ycf1p/92Z993d/L5XI6ePCgZmdnvyXa7Otf/3rNzMzof/yP/6FSqaTv//7v15133tkwC8kvMho/E+u5Ftd38XO9+eab1d7ebsHCxYvP/0YZWnM11zdav//7vy9Jevvb3y6p3vbw0Y9+VDfeeKNe+MIXfs+uo+mcmutbXnfffbc+85nP6KMf/ajBd3fffbceeOAB/d//+3+fE9KT6mrIknTu3LmGv2eEvF/eGK+urn5DY/+trC9/+cuqVqu65557LGPxUaFfv/ALv6Cf+qmf0g/8wA/oR37kR1StVp/zsz/+8Y+rq6tLb33rW/XJT35Sf/EXf6HPfvazevLJJ7/uzzPq4xuxrS5+Fjyra6+91v7u+PHjeuSRR/SJT3xCf/AHf/B1WX98fn9//3Nef3M118Xr6quv1l/+5V/q7/7u7xSNRjU8PKwbb7xRX/ziF7+n19F0Ts31La83vvGN2t3d1Uc/+lG96lWvklSnoS4vL+sv//Ivdfvttz/n77/iFa/QLbfcot/4jd+w4Xx/8id/onw+/6yfzeVyBkndeuutOnPmzHd83ddee61CoZAefPBB+7v/83/+z7N+7uGHH9bk5KTe8Y536H/+z/+pzc1N/eRP/uRzfvb73ve+hgxrd3dX3d3dzwlVvuIVr9Azzzzzdf9tZWVFf/InfyKpnv38+q//um655Ra94hWvkFSvWb3nPe/RRz7yEb3xjW/Uv/t3/07vfOc7tbS01PA5p0+fVi6X0zXXXPOc199czfX11pvf/GaVSiVVKhVtbGzoH/7hH9Td3f29vYjvGfWiuf5ZrFe+8pUN1O4gCIIbbrjhWWw7TyV/0YteFPzVX/1VEAR1KvlrX/va4ODBg8Edd9wR/Jf/8l+C22+/Pchms8Gb3vQm+/2PfOQjweHDh4MXv/jFwb//9/8+CIIgePWrXx3EYrEgm80G73rXu4ze3dHREYyOjgb/6T/9p2943R/72MeCo0ePBjfddFPw5je/OfiFX/iFQFJw4403Bn/2Z38WvOtd7wrS6XRw0003BePj48HHP/7xYHh4OJAU3HbbbcHk5KRRybPZbHDXXXcFQVCnd7/oRS8KXv7ylwcve9nLgttuuy34+7//++d8hn/xF38RDA4OBtvb2w1/f++99wa333578MEPfjB49atfHRw4cCB47Wtfa1TyT37yk8F1110X5HK54Hd/93eDarUa3HrrrYGk4PDhw8GHP/xh+6y77ror+Omf/unnvI7maq7LeV0Rwwabq7n+Oa0gCHTXXXfpZS97mX7mZ37G/v4d73iHLly4oIcffvi7+vwvf/nLuueee/T4449/12oWzdVc/1SrCes1V3N9j1dLS4v+1//6X/riF7/4DQkN3+manJzU+973Pt1///1Nx9RcV/RqZk7N1Vz/hCufzyubzerNb36z/vEf/1Gbm5u66aab9LnPfe7rshK/2VpZWVF3d3eDLlpzNdeVuJrOqbmaq7maq7kuu9WE9ZqruZqruZrrsltN59RczdVczdVcl91qOqfmaq7maq7muuxW0zk1V3M1V3M112W3ms6puZqruZqruS679f8DH4VHZgKYgZgAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mp.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Nickel phase information, specifically the crystal symmetry, asymmetric atom\n", "positions, and crystal lattice, is conveniently stored in an\n", "[orix.crystal_map.Phase](https://orix.readthedocs.io/en/stable/reference.html#orix.crystal_map.Phase)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ni = mp.phase\n", "ni" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[28 0.000000 0.000000 0.000000 1.0000]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ni.structure # Element, x, y, z, site occupation" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Lattice(a=0.35236, b=0.35236, c=0.35236, alpha=90, beta=90, gamma=90)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ni.structure.lattice # nm and degrees" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sample orientation space\n", "\n", "If we don't know anything about the possible crystal (unit cell) orientations in\n", "our sample, the safest thing to do is to generate a dictionary of orientations\n", "uniformly distributed in a candidate phase's orientation space. To achieve this,\n", "we sample the Rodrigues Fundamental Zone of the proper point group *432* using\n", "cubochoric sampling Singh and De Graef\n", "(2016) available in\n", "[orix.sampling.get_sample_fundamental()](https://orix.readthedocs.io/en/stable/reference.html#orix.sampling.get_sample_fundamental). We can\n", "choose the average disorientation between orientations, the \"resolution\", of\n", "this sampling. Here, we will use a rather low resolution of 3$^{\\circ}$.\n", "\n", "
\n", "\n", "Note\n", "\n", "Cubochoric sampling became available in orix v0.7.\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Rotation (30443,)\n", "[[ 0.8562 -0.3474 -0.3474 -0.1595]\n", " [ 0.8562 -0.3511 -0.3511 -0.1425]\n", " [ 0.8562 -0.3544 -0.3544 -0.1252]\n", " ...\n", " [ 0.8562 0.3544 0.3544 0.1252]\n", " [ 0.8562 0.3511 0.3511 0.1425]\n", " [ 0.8562 0.3474 0.3474 0.1595]]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rotations = sampling.get_sample_fundamental(\n", " method=\"cubochoric\", resolution=3, point_group=ni.point_group\n", ")\n", "rotations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This sampling resulted in 30 443 crystal orientations. See the [orix user guide\n", "on orientation sampling](https://orix.readthedocs.io/en/stable/uniform_sampling_of_orientation_space.html)\n", "for further details and options for orientation sampling.\n", "\n", "
\n", "\n", "Note\n", "\n", "An average disorientation of 3$^{\\circ}$ results in a course sampling of\n", "orientation space; a lower average disorientation should be used for\n", "experimental work.\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define the detector-sample-geometry" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have our master pattern and crystal orientations, we need to\n", "describe the EBSD detector's position with respect to the sample (interaction\n", "volume). This ensures that projecting parts of the master pattern onto our\n", "detector yields dynamically simulated patterns resembling our experimental ones.\n", "See the [reference frames](reference_frames.rst) user guide and the\n", "[EBSDDetector](../reference.rst#kikuchipy.detectors.EBSDDetector)\n", "class for further details." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "EBSDDetector (60, 60), px_size 1 um, binning 1, tilt 0, azimuthal 0, pc (0.421, 0.221, 0.505)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "signal_shape = s.axes_manager.signal_shape[::-1]\n", "detector = kp.detectors.EBSDDetector(\n", " shape=signal_shape,\n", " pc=[0.421, 0.7794, 0.5049],\n", " sample_tilt=70,\n", " convention=\"tsl\",\n", ")\n", "detector" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's double check the projection/pattern center (PC) position on the detector\n", "using\n", "[plot()](../reference.rst#kikuchipy.detectors.EBSDDetector.plot)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "detector.plot(coordinates=\"gnomonic\", pattern=s.inav[0, 0].data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Generate dictionary\n", "\n", "Now we're ready to generate our dictionary of simulated patterns by projecting\n", "parts of the master pattern onto our detector for all sampled orientations,\n", "using the\n", "[get_patterns()](../reference.rst#kikuchipy.signals.ebsdmasterpattern.get_patterns)\n", "method. The method assumes the crystal orientations are represented with respect\n", "to the EDAX TSL sample reference frame RD-TD-ND.\n", "\n", "
\n", "\n", "Note\n", "\n", "It is in general adviced to not compute the dictionary immediately, but let the\n", "dictionary indexing method handle this, by passing `compute=False`. This will\n", "return a `LazyEBSD` signal, with the dictionary patterns as a\n", "[dask array](https://docs.dask.org/en/latest/array.html).\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Creating a dictionary of (30443,) simulated patterns:\n", "[########################################] | 100% Completed | 3.0s\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sim = mp.get_patterns(\n", " rotations=rotations,\n", " detector=detector,\n", " energy=energy,\n", " dtype_out=np.float32,\n", " compute=True\n", ")\n", "sim" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's inspect the three first of the 30 443 simulated patterns" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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y5cufTYR5uZWUlMTYsWNf8G/inIn/fvz48RHx3/9G3C+qqKiIiP//H88+U1L7d++990bEC//RziFDhsSCBQviJz/5SWzcuPEF/yhqSkVFRfzzP//zC+qf//znY+zYsVFbW1vUfk+ePDkmT54cixcvjr6+vhg+fPjztv/f//t/4z//8z/j4YcfjqqqqoI+O+/nDCgGcxVz1Z133hkRERdccMHz/ttnAheeGStvuummuOmmm5KfeyY+oxhqXH655phC5/qUF5unIvxc9ct8voBiMVcxVzmnM66+Ep9RyPp/6tSp8eSTT8bu3btfEPrQ1tYW/fv3j4aGhtP+7pfyjJPyUueql/rZr8Rn/CohTOI5ampqIiJeMFB2dnbGunXr4rLLLnu2dvDgwRgxYkRE/Pc/IHr48OG44IIL4g//8A/j3e9+d9H7MGXKlFi6dGmsXbs23v/+98eyZcsiIuK+++6L3/3d341t27bFypUrY8aMGaf1eYXs+9q1a+Pzn/98REQMHTo0zj333FiyZEnyc0+cOBGDBw9+0e+vr6+PPXv2nPb/vRyTyUMPPfTsC6vnOnnyZOzbt+8FKXOF/vcpixYtiogX/sPYEf//YD9u3LjT2v9fVMj+HTx4MCL++x+r/UXPRJA/898U4/jx47F27dq4/vrrX/S//dGPfhRPPPFEctvQoUMjy7IXxHV/5StfiS996Utx3333xeTJkyMiYt++fS9YsOX9nAFnEnMVc9Wf/umfRnd39wv265mXOM/8/7sXNmfiM87U71EKmWPOxPcVM09FvPhc9ctwvoAzjbmKuSqi+HH1TH+GUsj6/+KLL46IiDVr1jzvvzt+/Hhs2LAhFi1aFEOGDDmt7z3dZ5yUl2uueimffSb2D8/Hi7rneCZG+BcjsocPHx4DBw58dhDu7e2NkSNHRkRElmXx6U9/Oj7+8Y8nE2CKMXHixPjWt74Vf//3f//sZ1ZXV8cXvvCFuPnmm6Ouru60P6uQfb/66qvjZz/72bO9ra2tyaSmLMti//79z/6vDHn30EMPxVe+8pUX1H/+85/HiRMn4qqrrnpJ//3+/ftf8LLr+uuvj9LS0rjnnnueVz958mQsXrw4SktLX/C/ir8cv+eZdKulS5c+7789fvx4PPXUUzF48OAXxGenfs+WLVviwgsvjCzLnle/9dZb48iRI/Enf/InL7rfd9xxR3z7299+Qb29vT02btz4bELVM77+9a/HX/zFX8Q999zzvAXUT37yk/jMZz7zvM/I+zkDziTmKuaqYqTGvZdTIb+n0Dkm9VvOxPErdJ6KKGyuKsQrfb6AM425irkqovBxNTX2FTM2n65C1v9vectbYtSoUfHjH//4ef/tXXfdFYcOHYrf+Z3fecHnp37PS503Xs65qpjP/sXf+HKer18lvKh7josvvjgGDhz4vJjmiP9+8/v+978/vva1r0XEf/+J82te85o4evRofOADH4gpU6bEZz/72dP6jnvvvTfKy8vjRz/60Yv+t4MHD3528K+trY3Ro0cX/JmF7PugQYOe/X8CuXLlyujs7EwOOF1dXTFw4MCorKw8rd+cBz/5yU/iH//xH+PYsWORZVksXbo0PvCBD0RlZWX81V/9VdH//Y4dO6K2tjYaGxujr6/v2fqoUaPi7//+7+ORRx6J//f//l8cPXo0Dh06FDfeeGM0NzfHl7/85Zf0576nu39/+Id/GHV1dfHZz342Fi9eHFmWRW9vb3zoQx+KXbt2xZ/+6Z/GqFGjXvT3HDlyJB577LH4q7/6qzh58mRkWRY/+9nP4o/+6I/ii1/8YsyaNeu09vvf/u3f4hvf+EYcO3YsIv774eytb31rHD16ND7/+c8/+1d+3/ve9+L3fu/34oILLogf//jH8ZnPfObZ//vFqPRCj8mrdc6AM4W5irmqUGrce7md7u8pZI5xv+VMHL/TnaciipurTserdb6AM4m5irnqGac7rrqxr5CxuRCFrP/Lysrii1/8YvzgBz+I7373u8/u80033RSXXnppvOtd73reZ6d+z5maN17OuaqQz1bn7OU6X79SXpF/Ce+XyNvf/vZs9uzZ2alTp55XP378ePbZz342+6M/+qPs8ssvzz71qU9lH/7wh7MHH3zwBZ/x4IMPZpdcckny8+++++5s5MiR2Tve8Q67H1/96lezG264IZs3b142d+7cbP78+dmb3vSm7NZbby34MwvZ9yz776CB66677gX/YPEzfvrTn2ZXXnml3f+XU6H/6GlHR0f2xS9+MbvwwguzmpqabPTo0Vl9fX32+7//+8l/nLqQ/769vT2bMGFCds455yRDGW6//fZs0aJF2ZgxY7IxY8Zkl1566bP/wGyxCv09bW1t2R/8wR9k48ePz0aPHp2NGjUqO//887NvfetbL/hv1e/Zu3dv9s53vjNrbGzMxowZk9XW1mave93rCgrEaG5uzj772c9m5557blZdXZ2VlpZmFRUV2XXXXZc98MADz/tv586dm0WE/L93vetdRR+TM3nO+EdP8WphrmKueq5FixZllZWV2cCBA7OIyCorK7PKysqsra0ty7IXH/dO5zMKVcjvKWSOUb/lpRy/ZxQyT2VZ4XPVM17p88VchVcLcxVzVSHjqhr7Ch2bi1HI+v+2227L5s2bl40bNy6rra3Nbrzxxqyvr+8F/13q9xQ7bzzXyzlXFfrZqd9Y7Plirno+XtT9gq1bt2bDhg3LbrvtNvnffPzjH7ef4SaUZ3zmM58pZvde8me+2L5nWZZ98pOfzHbs2JFlWZZt2rTpBds/+tGPZl/+8pcL38Ez5EylEwEvFRMKXi3MVcxVwOlirsKrhbmKuQo4XcxVz8ffHP6ChoaGuOWWW+JDH/rQs//g6HMdO3YsBg0a9JK+Y+/evclkmZf7M09n3//1X/81rrnmmhg8eHC0trbGfffd94LPuOeee17wp70AgFcOcxVzFQDkHXMVcxWA4vCiLuGGG26IO+6443n/AOgzVq1aFWeffbbsvfnmm+Pzn/98rFmzJv7P//k/0dTU9IL/5stf/vJLSjBKOZ3PfLF9X7JkSXzgAx+ICy+8MKqrq6Ouru4FKZff+MY34l3vepf8dx1eCYMGDYrhw4fHeeedF1VVVfHXf/3Xr9q+4FfT+973vqiqqoq3vOUtz/7DwsArjbmKuQpwmKuQB8xVzFWAw1yV1i/LfiFiC9a//uu/xutf//qora0tqr+7uzt27NgRc+fOPWP7dLqf+VL3fcuWLfHxj388vve973EDAUCOMVcxVwFA3jFXMVcBSONFHU7bn//5n8dHP/rRZxOTAADIG+YqAEDeMVcBcHhRBwAAAAAAAOQA/0YdAAAAAAAAkAMD3MYhQ4bIberPdIcOHSp7jh8/nqzX1dXJHvWPa+7evVv2/OI/1PmMkydPyp5Dhw4l6xUVFbLnySefTNYnTpwoe0aMGJGsz58/X/b853/+p9w2ZsyYZL2trU32qP17/etfL3v27duXrC9ZskT2HDx4MFmvqamRPfX19cn61q1bC9630tJS2aPOg/uef//3f5fbVN/f/u3fyp7Jkycn63v37pU9Kl3KXacdHR3JurrmIyIaGxuT9XPOOUf2tLS0JOs7d+6UPerc9e+v/zcEN8aoa85dCwcOHEjW1XgVETF+/Phk3f2B8pYtW5L1I0eOyB61raqqSvao+/imm26SPSrZ7Hvf+57s+Y3f+A257ZXm/m2XsrKyZL1fv36yZ/DgwQV/T3V1dbLe2dkpe9Q4pL4/IqK9vT1Zd8lzvb29ybr7Perz1PGM0HNihP6tPT09skfNVQMG6KWL+h51n0fosWvYsGGyR829bgxQY4oatyIiysvLk3U3T6h5NEKv3TZt2iR71HFwayp1Dbvfqo7PqVOnZE9JSUmy7tavarw7evSo7FFjcV9fn+xx47T6PHdtq3vl8OHDsqeY83Ds2LGC902t60aNGiV71Hl1PW4flMWLFxfc83Jw44kai9U4E6HHaHduGxoaknW3HlTXgztPXV1dybpb76jPU+NzhF6Luetk165dcps6Dm5cnzBhQrLu1pDq2datS9RY09zcLHvUukTtc4Q+d2qsdfvm7NmzR2674IILknX3zKmeDdw9pI6DWq+7z3PnQd2r7v/Js3pucXO/Wv+49aH7PHVM3Zysnt/cPKWuezcuqXuysrJS9gwfPryg74+I2LZtW7LunkXV2siNI2pc4i/qAAAAAAAAgBzgRR0AAAAAAACQA7yoAwAAAAAAAHKAF3UAAAAAAABADvCiDgAAAAAAAMgBG5+kkh8jdGqWSwJRqWsunUulQrrkoO7u7mTdJWOq9I4NGzbIniuuuCJZd0loat9Uyk6ET1ZSaUy1tbWyR6VCukSfqVOnJut33XWX7FEpMy6BRyW8qISkCJ2q6BKF1DU3adIk2aPS9yIiWltbk3WVSBWhry11TiP0eXApXyr1aePGjbJHJSer6zdCnzt1D0foa1sl1Ub49CJ1H7uEKzUuuRQglWTrrm03Zinq97j7QR2flStXyh6Vou3S8vKU+urmKpWCpa7xCJ2CdeLECdmjUuZcgrEau84//3zZo1LCduzYIXvUOOTuJXUtu9RX91tVYqVL2lTn6J3vfKfs2b9/f7L+H//xH7JHjatuzFeJni6lbN26dcm6GzfU+O3mCZfwPGvWrGT9He94h+xRiZ5ubFcpljNmzJA96ty5sVPdD7/2a78me9Q5UucnImL79u3JuhuLXdq4urbdeljN2e6+U2OZGzPVfODmRJVw6XrmzJmTrF911VWyR83lK1askD15oe7lCD3WqOTrCL1OUvdRhE49dPeYupfd71Fru7a2Ntmjnivd9X3WWWcl6y6R8bzzzpPbVKpoMenkbo0xe/bsZP1nP/uZ7FH3/+TJk2WPmuPd855KL3Vjk5oPVUp9hB8f1f65NF91nbrnlmLGVDUXuFRT9XnuWUf9Hrdv6t53CcRqjRyhU8PdWlitC9w+qDRUt85Rn+f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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#sim.plot() # Plot the patterns with a navigator for easy inspection\n", "fig, ax = plt.subplots(ncols=3, figsize=(18, 6))\n", "for i in range(3):\n", " ax[i].imshow(sim.inav[i].data, cmap=\"gray\")\n", " euler = np.rad2deg(sim.xmap[i].rotations.to_euler())[0]\n", " ax[i].set_title(\n", " f\"($\\phi_1, \\Phi, \\phi_2)$ = {np.array_str(euler, precision=1)}\"\n", " )\n", " ax[i].axis(\"off\")\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Perform indexing\n", "\n", "*Signal masking was added in version: 0.5.*\n", "\n", "The Kikuchi pattern signal is usually weak towards the corners of the detector,\n", "so we can pass a signal mask to only match the pixels where the mask values are\n", "``False``, i.e. mask out the values that are ``True``. This convention is in\n", "line with how NumPy, Dask, scikit-image etc. defines a mask. We can pass\n", "whatever mask we want, as long as it is a boolean array of the detector shape." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "signal_mask = ~kp.filters.Window(\"circular\", signal_shape).astype(bool)\n", "\n", "p = s.inav[0, 0].data\n", "fig, ax = plt.subplots(ncols=2, figsize=(10, 5))\n", "ax[0].imshow(p * signal_mask, cmap=\"gray\")\n", "ax[0].set_title(\"Not used in matching\")\n", "ax[1].imshow(p * ~signal_mask, cmap=\"gray\")\n", "ax[1].set_title(\"Used in matching\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let's use the\n", "[dictionary_indexing()](../reference.rst#kikuchipy.signals.EBSD.dictionary_indexing)\n", "method to match the simulated patterns to our experimental patterns, using\n", "the [zero-mean normalized cross correlation (NCC)](../reference.rst#kikuchipy.indexing.similarity_metrics.NormalizedCrossCorrelationMetric)\n", "coefficient $r$\n", "Gonzalez & Woods (2017), which is\n", "the default similarity metric. Let's keep the 20 best matching orientations. A\n", "number of 4125 * 30443 comparisons is quite small, which we can do in memory all\n", "at once. However, in cases where the number of comparisons are too big for our\n", "memory to handle, we should iterate over the dictionary of simulated patterns\n", "by passing the number of patterns per iteration. To demonstrate this, we do at\n", "least 10 iterations here. The results are returned as a\n", "[orix.crystal_map.CrystalMap](https://orix.readthedocs.io/en/stable/reference.html#crystalmap)." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dictionary indexing information:\n", "\tPhase name: ni\n", "\tMatching 4125 experimental pattern(s) to 30443 dictionary pattern(s)\n", "\tNormalizedCrossCorrelationMetric: float32, greater is better, rechunk: False, signal mask: True\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████████████████████████████████████| 11/11 [00:08<00:00, 1.37it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\tIndexing speed: 514 patterns/s, 15653977 comparisons/s\n" ] }, { "data": { "text/plain": [ "Phase Orientations Name Space group Point group Proper point group Color\n", " 0 4125 (100.0%) ni Fm-3m m-3m 432 tab:blue\n", "Properties: scores, simulation_indices\n", "Scan unit: px" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xmap = s.dictionary_indexing(\n", " sim,\n", " metric=\"ncc\",\n", " keep_n=20,\n", " n_per_iteration=sim.axes_manager.navigation_size // 10,\n", " signal_mask=signal_mask\n", ")\n", "xmap" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "Note\n", "\n", "*Added in version: 0.5.*\n", " \n", "Dictionary indexing of real world data sets takes a long time because the\n", "matching is computationally intensive. The\n", "[dictionary_indexing()](../reference.rst#kikuchipy.signals.EBSD.dictionary_indexing)\n", "method accepts parameters *n_per_iteration*, *rechunk* and *dtype* that lets us\n", "control this behaviour to a certain extent, so be sure to take a look at the\n", "method's docstring.\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The [normalized dot product](../reference.rst#kikuchipy.indexing.similarity_metrics.NormalizedDotProductMetric)\n", "can be used instead of the NCC by passing `metric=\"ndp\"`. A custom metric can\n", "be used instead, by creating a class which inherits from the abstract class\n", "[SimilarityMetric](../reference.rst#kikuchipy.indexing.similarity_metrics.SimilarityMetric)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The results can be exported to an HDF5 file re-readable by orix, or an\n", ".ang file readable by MTEX and some commercial packages" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "temp_dir = tempfile.mkdtemp() + \"/\"\n", "io.save(temp_dir + \"ni.h5\", xmap)\n", "io.save(temp_dir + \"ni.ang\", xmap)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Analyze indexing results\n", "\n", "With the [orix library](https://orix.readthedocs.io) we can plot inverse pole\n", "figures (IPFs), color orientations to produce orientation maps (also called IPF\n", "maps), and more. If we want to inspect the results as grains, orientation\n", "density functions, or something else, we have to use other software, like MTEX.\n", "\n", "Let's generate an IPF color key and plot it" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "IPFColorKeyTSL, symmetry: m-3m, direction: [0 0 1]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ckey = plot.IPFColorKeyTSL(ni.point_group)\n", "print(ckey)\n", "ckey.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With this color key we can color orientations according to which\n", "crystal directions the sample direction $Z$ points in in every\n", "map pixel" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "nbsphinx-thumbnail": { "tooltip": "Crystal orientation determination by comparing experimental EBSD patterns to a dictionary of simulated patterns obtained from a master pattern followed by orientation refinement" }, "tags": [ "nbsphinx-thumbnail" ] }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZcAAAEuCAYAAABCo1+wAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAWpUlEQVR4nO3daZgV5ZnG8fvQrN0uICoiLsRdFlFhcAAHt0iiOOOYaIyKRiCjGYyocUVNjIkOOtcYxSUuI4uKW0aNZkQJIgoTQFtEURQjhjgmiiiLoN1AY3vywdgC71tNVddTVafO+f8+yXPqVL2tCc9Vfb9LoVgsFgUAgKFWWQ8AAFB+aC4AAHM0FwCAOZoLAMAczQUAYI7mAgAw17q5D8/TCbFufp96ObVu2tapvaCxTq1m1d7ee9Z1WuzUvtAap7ZGpzq1bfSA954+rbRNqOtq5rg/Y1KOXTgztWeVklbj7e/55L2X2d80ir++59a6tkvl0RN6PJrKc97WnFSeI0n7aGBqz0rDiCnu338Thrp/9wUZro6GowlWkOd/x3/HmwsAwBzNBQBgjuYCADBHcwEAmGs20I/rdC10ar6QPyi89/GF923U06l11gKntiHgnluv6uvUfBMHvPZf768vSiec9fmgq1vbeWn647Dy5I2Hhb+484DkBmKpzMJ7n6CQPYmg33fPSgj5pWhBf5p4cwEAmKO5AADM0VwAAOZoLgAAc4kG+j6+kN/n004vh77nCvVxalFW44cN730TD4K+W+OZuBDXU73cYNu3aj+J8D43kwQal2U9AmyBL2gn5C99H6qtU/P8tdCENxcAgDmaCwDAHM0FAGCO5gIAMEdzAQCYS322mE+UmWFxzmkJOqMl7Cyw0FvCSKob6M6Ki3v2y8Uz3Zlh7sY30bzROdx1JTkzzOeTJW6t4x7pjyMDWW71EldaM8jQcjupIdL1vLkAAMzRXAAA5mguAABzNBcAgLmSCPR9fGe0SOHPaQkK7318QX3YkD/KWTS+QD5rPVe0/LthJwPAXp7D+7CSCPnZEiY9vLkAAMzRXAAA5mguAABzNBcAgLlCsVgsBn14nk4wf+A1ejLUdb6V+JJ/NX6U8D4tvqD/4jteyGAkpSFO+O87xya2Fef663tOsX9WSioh5A+SxGr+PAf9w9UxlecU9F7gZ7y5AADM0VwAAOZoLgAAczQXAIC5klihH2cb/aQksUK/kvl2AshyhX/tWyd66/1zEuhXcnifFlbzx8ObCwDAHM0FAGCO5gIAMEdzAQCYo7kAAMylPlvMd06L74yWxgS2dAma2eWbBRbnjBeEk+UMsiUB9ZXLJob6/re7DLcbDGJL4uwXH2aQhcebCwDAHM0FAGCO5gIAMEdzAQCYSzTQ953dcqmOc2rjVi11anWd7McTJXwnvM+GL+RPQsd+8b4/1RP8JxHys81LyxHyZ4s3FwCAOZoLAMAczQUAYI7mAgAwl2ig71uN7wvv1W6h59vtzMcT5eyVuOH9z8emlExXgANXzPTWX+18WMojQd6lFfKDNxcAQAJoLgAAczQXAIA5mgsAwJxJoO9biS8FrMZv94xTq6u2D+99Iq3Qr1/vft8zziiTBNAyO3vmgEiSQm7PP3W9f0KANd+qfSn8yn1W45ePoEkClbRynzcXAIA5mgsAwBzNBQBgjuYCADBHcwEAmIs8W6y1ujo13zYvkjTu2blOre6odGaGxba+l1urdmebccZL8uKe8eKbrRU0swvlY8QUdybnhKHu/1+DZnBx9ks8vLkAAMzRXAAA5mguAABzNBcAgLlmA/2V+qFT21FTnFr7BSv9NxjwmaeYj0CfoD6fBg58OtyFPeq95TlvnuPUkgj/2eql9KV19ku5hvy8uQAAzNFcAADmaC4AAHM0FwCAucgr9G/4001ObW3h195rv6gOeeAG0IzZY/zh+0CFDO8jGNjjNqc2R+HOY2HVf+kLu2o/CCF/eLy5AADM0VwAAOZoLgAAczQXAIC5yIF+455POLUOszzb00vSrD84pbrBh0Z9JJApX8jvExT8sxo/G76g3hfox5VlyB/0/FLAmwsAwBzNBQBgjuYCADBHcwEAmKO5AADMFYrFYjHw01mLnFLj4IVOrSpotlhIeZ5B9sPoE+42scvYZUYjKQ9BW73E8bgGObV31WD+nCgW6i+ZPr9Sxd3+Ja4kZpH5jNWxqTynoPcCP+PNBQBgjuYCADBHcwEAmKO5AADMNR/oL651SsOe7+/UJu/rBv9R5CXQjxLed9Jap7ZKHVp8XZA8Twg4aUzPrIdQUh7Tw06tVLf2yKso27+kFfQnEfIT6AMAyhLNBQBgjuYCADBHcwEAmGs+od6x2im1W53UULIzRDc7tSN1kefKL0LfM4nw3uevY7rE+n5aEwII71smibCXSQKlJa3zYNLGmwsAwBzNBQBgjuYCADBHcwEAmGs+0F9QZf7AQYPne6puoJ61FarzVOOF73HD+ySEnRAQNvjvOObDOMNBCoLCYoL+0lEOIT9vLgAAczQXAIA5mgsAwBzNBQBgLt4B8FvgD+9Lz+zJfTxVNzw7ZdhRyQ+mRPmC/15akMFIytd3dLJT823Dn5SwgTHBfzaC/r2XatDPmwsAwBzNBQBgjuYCADBHcwEAmKO5AADMmcwWizsrzDdbq7F9L++1VesWxnpWHA9OftapjRrmn8FRilu9+MQ5Y2ah3P9uzCArf77ZScwgw+Z4cwEAmKO5AADM0VwAAOZoLgAAc4VisVgM/HTconB36dxoNJz8CZp4cO6J2zi1tEL+OCF9XEGB/tGq3K1z4khz+xdreQn5R0zZ21ufMHRxyiNJ1nB1NL9nQe8FfsabCwDAHM0FAGCO5gIAMEdzAQCYS/Q8l0p2yyNrnNqwE90zUZIQJby3Dv99q/Yl6Wht3+J7VjLfGS9SPoL+oHNG8hL059ku9e7fP2Oq3w39/SPruzu1o6t3izQG3lwAAOZoLgAAczQXAIA5mgsAwFz0FfoVvBo/CacMq9yV6xckEPJv0JtOrY16mD8na3kI9KPIMuTP+wp9X3g/wxPe+0J633VRXCf3nl/hzQUAYI7mAgAwR3MBAJijuQAAzNFcAADmmt/+hZlhZcO3zYuU3jkvPjdquVOLO4OsHGeGVQLfVjFJzCALmhlWbsLODPNdF0l18Ee8uQAAzNFcAADmaC4AAHM0FwCAuea3f5m8MMWh4CuVvCWMTxLbxORduW3/4pPWljCBIf8uhzqlCX0mJjyaYL5tXpISNvwfQqAPAEgTzQUAYI7mAgAwR3MBAJgj0M+RsEG/bzV+Wivx09wJgKB/U5UQ8geJE/5HWbWf5RkvaQb6Pr6Qn/NcAACporkAAMzRXAAA5mguAABzzW+5j5Ly4ORnnZov5M9yG/00n53Elv3Ip7S27E9LEuG9L5AP4luN792enxX6AIA00VwAAOZoLgAAczQXAIA5mgsAwByzxXIu7AyySsEMMuTNiJMLnuq2TuWyhxfEeo53tlcEvtlmQ9j+BQCQJpoLAMAczQUAYI7mAgAw12ygf9Gw553af00+PKGhAMnwhfxB8hz+3+fZAsXn9BxvixKFb0sYn8uGhr9n3C1l/OF9PL6gPuxWL0HXsf0LAKAk0VwAAOZoLgAAczQXAIC5QrFYLAZ9eJFudWoE+jmwfp5bW/aJ99JTLh+b7FhyJs+B/gk6L+shmCrFiQfXnTwo1HVX77U69D2vesddjZ+EaRPDjymsIQT6AIA00VwAAOZoLgAAczQXAIC5ZgN9TV6Y4lDQIr7wPqZRI0c7tVXqYP6cuLqqrVNbqoZQ3+2ktd667+d8cF57p1bbb6tQz0lKuYX3PmfqdvN7Xnt7j/AXP/+kW6vq6dYa3wh9y7BBf1ohf5Cw4T+BPgAgVTQXAIA5mgsAwBzNBQBgjuYCADDHbLGsvTY73vf3bWczji3xbB8TZesY3+ysuDPQ4swWiyvrbWLyPFssiVlgcQTOIPPNFktAKc4gu+zhBU7Nd54Ls8UAAKmiuQAAzNFcAADmaC4AAHME+mmKG977dPRsY9Klo/1zYjpl5KVZD8FU1lvClFqgX2ohfVKuPXlJKs/xhfzLZ/mvvWXndIJ+X8h/nboHXs+bCwDAHM0FAGCO5gIAMEdzAQCYa531AMpWEuG9jy+896ymzzrkf3D89U4tzyH/Kf3WObUHA47WWdvvNvPnvxPyur30QaznVEpQnwfbD/bXr5Yb/ntX89d7zqKpDn8WTVS8uQAAzNFcAADmaC4AAHM0FwCAOVboR5FWSB/Bwf95vlObP768Qtg0g/+wRwP4rrtBDyQyJmsdar+I9f0r+l9lNJL8Cb1Cv8oTnktSY8sD9LBb8we56s8Dndq0u+d4rx0y3J0QMG2i+3y23AcApIrmAgAwR3MBAJijuQAAzBHoR0Ggn0tpTQiYoPGpPCeuuIG+Vje4tW3bxrplnicJpLUNf5CwQf8Zp8V7zuLubo1AHwCQKpoLAMAczQUAYI7mAgAwR3MBAJjjPBepJGeBwY7vLJkofLPNFs1d5l444MlYz0lL0Mysa5+5wi36ZoHFnBnmfXbt1eb3DCvPM9Uk/9ktcbeK8dn7XU+xR/D1vLkAAMzRXAAA5mguAABzNBcAgLny2P6lkgP5boPDXbfVi8mOo0zMuvlMpzb6DvvnzM0w/L9GP03lOVmG9IES2LpGN5we7/sJSGtLmG8Q6AMA0kRzAQCYo7kAAMzRXAAA5koj0K/kQN7ngEHhr11R5dY6N4a7TspH0L/sE3+9S8cW39IX3AdJItD3yTLkl9IL+uMInCTgC+p9EthdwCsnIT+BPgAgV2guAABzNBcAgDmaCwDAXLKBfiUH9VFC+bCCQvnNRQn0fUou5P9TQH3PFt8xKNBPK7yPK63wPw8hf1yxdxJYudyt3Xa3/9rqN+I9y1hxcryt+Qttgj/jzQUAYI7mAgAwR3MBAJijuQAAzNFcAADmmp8tdsmdKQ4lp7KcFSbFnxkWVqYzyOLNFivFrV7SEndW2YC5xzm1oQMOinXPvLh26rn2N514gf09Y2C2GAAgV2guAABzNBcAgDmaCwDAHIF+XHED/STC9wRs/8b+oa5bfsikZAfSAr5Av9yC+1JUisF/IiF9XCmF/HHDex8CfQBAqmguAABzNBcAgDmaCwDAXOusB1AKGvufncpzqtbFPB8nrdX4MWz/4pneeikG/bAzY8CxnmrX0N+/QUtjPb8kg3qPrjNHOLWlSiDQr+9pf8+IeHMBAJijuQAAzNFcAADmaC4AAHPlu0I/ga3wG9v3cmqxQ3pfIO8L7oOuzVDYVftBlh94v9FIojvwoNMye3be+cP7dGw39cTMnh2FL7gPsvSwCW4x7qr9se84peKuO8S7pwcr9AEAqaK5AADM0VwAAOZoLgAAczQXAIC50t3+JYHZXpkLOTPMNytNkqq0yHpE5pafWuv/4M3F6Q5kI8wMa7ksZ4blRZSZYaENv9GtBcwgS+KcFgu8uQAAzNFcAADmaC4AAHM0FwCAuWQD/TIL5SNt9RJjq5bg55TW9i+B4b1Pj73dWoYhP1x5CO9XfvsRbz2tbWHihve+rV5eWxfungcMj/Xo1PHmAgAwR3MBAJijuQAAzNFcAADmmg/0yyyQz1zQOS2bK7FzWxJDyJ+JPAT3pSBOeO89oyWmoOC/t/mTbPDmAgAwR3MBAJijuQAAzMVbRNm/q1TT1mgoZWZDwa01rJdql6Y/FgBIWbzmUtNWqt9gNJScWudpIpLUvujWaMRbVujr1oovpz+OMkF4v2VJrLqP4oD2LV+1X8r4tRgAwJzZ3mKFfTpb3aqsFN9ekfUQACB1vLkAAMzRXAAA5sx+LVaxv/6JEugDQIVI9jyXchPUSEL6omprFdv32qRW9f6iWPcsOx+/79YGe7aJkTLdKqbO885f80X649hYJc8M853z4jvjJeuZYZWEX4sBAMzRXAAA5mguAABzNBcAgLnMAv2ps57VXQ/fo5WrP9Hnn3+u+nVrNfLE0zTqtJEqFL4Ozt985y2N/uUYrV2/TvVr1+qYwUfpF+eNUevWJTIXIcKssFbrPpPe/0uCg0lQn0/Tec7grcNfm+F5MIT3pS/P4X05bAmT2d/Qwy76kcacfb4uHHmOJKl2wcv6p1OP05rPPtWYH10gSVq+coWOOP1f9dNRF+rHp/+b6urrNPDkY1S3tl7jrhyb1dABAFuQ2a/F/qH3QRp9xllNf+7fp6+OGjBY9/z2oabauHvvVLFY1L+f+mXHrqmu0YUjRum2+8frg2XsLgwApSqz5vL0+N+oTZs2m9Q6tG+vhg1f77L81Mzp6tfrQFVVfX3s78CD+6uxsVHTZj/X4mf/7tmn9Y8nDVFhn86a9NgDOvUnZ6nvCUeq33eO1MK3F2nO/Fp977wR2u9bh+i7P/6BPv0spV8JAUCZKJlAv7GxUXNffUnDjj+pqfbO/y/RzjvutMl13bp0lSQtfndJs/d78MlH9ZP/uLLpzytWrdQT05+SJP3LUcfooRvvliQ9MvV/Nem6W/Xyb2foG7vsrjMuGaUXXp2n34yboPmPP6fa1+brlvv+2+RnBIBKUSKpuHTTpDvUueN2GnP2+U21z+rr1K7tpmegtGvbTpJUt7a+2fs9/sxTOmC/Hk1/Hv/IZL21ZLGO/+amQej3jjlebf/+jMP7D9IjU3+nx399n7SuoOpCjQ7p1VcvLXj1y9X5lbylyw5d3NrHy9Ifx8YWbePWqvZNfxwJIrhPXl5W3ftCfkl6bYob9PcemvRotqwk3lyenjlddzw0SU/f/bA6tO/QVN+qukbrGxo2uXZ9w3pJUk2H6mbvOWveXA0ZdETTn6fPmamjBx3uXPfVm5Ak1VRXO7WtqrfSJ5+uDv/DAACyby6//78Zuuj6n2n6pMe0y07dNvlsr9330AcffbhJ7as/7919j8B7/nHJYjVsaFDfXgdK+rIhzZ5fq6MGDHau3TjPCaoVixX8xgIALZBpc5ny3DRddP3P9PsJ/6Pdu+0qSbrroXu0avUnkqRjD/um5i18VY2NjU3fmTO/VlVVVZu8lWxuZu0cHXJAX7Vq9eWP94d5L2if7ntqx8476MUF85L7gQAAkjJsLk9Mf0ojLh+tay+4Qh9+/JHmvf6K5r3+iu58+B6t/nSNJGn0GWepUCjozocmSZLq19brVxNv1zmnjdTOG/3qanOz5s1p+ue6+jrdfN9d6tuzj+a9/orq6pvPagAA8RWKzf3OZ/LC5r99xO5S/YbmrwnQtudO2rDB/90/z3hF3XfZTZL0xuK3NPqXl2ldw3rV1dc3rdDffBrzxnYd3FvDv3uqtu+0ndq3ba8ThgzVzffepV136qazvv8DzZg7S5f/6hq9uOBl9dmvl646+xJ9uPwjjbv/Tv3x3cU6rN8gTfzFrbpuwk164rmnta5hnfr3OljT7nk0/A/o255/6zbSE6zQb5YvpN9/Taxb9j58L6dWNXe7WPeMi6A+eT3HPOXU8hLeR+FbuZ9EoF+4/lK3eOX1wddn1VySsuS9dzXw+8fowzkRzkkJe05LlNliNJeWobnACM3FVtTmknmgb23mS7N1aN9Dsh4GAFS0smsuby1ZrH8+4ltZDwMAKlrJLKK0cv3FP896CABQ8cruzQUAkL2ye3NpkTjbuoSdDIBwEgjvfRoHrAx9z7jhP+F9NsoxvPfxbQtTlBvyewP5BPHmAgAwF+/Npa5Bqmm75evKWZsIby5rSmvaNgAkJV5zqeXALq1w9yYDgErHr8UAAOYI9BFOlue5+J4tqXfPrVN5vC/894X8BPclpvN74a5bsVuy48hA2uG9D28uAABzNBcAgDmaCwDAHM0FAGCu+S33AQBoAd5cAADmaC4AAHM0FwCAOZoLAMAczQUAYI7mAgAw9zcha66negxdkAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xmap.scan_unit = \"um\"\n", "xmap.plot(ckey.orientation2color(xmap.orientations), remove_padding=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With a few more lines, we can plot maps for all three sample directions" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ori = xmap.orientations\n", "directions = Vector3d(((1, 0, 0), (0, 1, 0), (0, 0, 1)))\n", "\n", "fig, axes = plt.subplots(figsize=(15, 5), ncols=3)\n", "for ax, v, title in zip(axes, directions, (\"X\", \"Y\", \"Z\")):\n", " ckey.direction = v\n", " rgb = ckey.orientation2color(ori).reshape(xmap.shape + (3,))\n", " ax.imshow(rgb)\n", " ax.axis(\"off\")\n", " ax.set_title(f\"IPF {title}\")\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The sample is recrystallized Ni, so we expect a continuous color within\n", "grains, except for twinning grains. The orientation maps are mostly in\n", "line with our expectation. Some grains have a scatter of similar\n", "colors, which is most likely due to the discrete nature of our\n", "dictionary. To improve upon this result we can reduce the orientation\n", "sampling characteristic distance. This will increase our dictionary size\n", "and thus our indexing time. An alternative is to perform orientation\n", "refinement, which we will do below.\n", "\n", "We can get further confirmation of our initial analysis by inspecting\n", "some indexing quality maps, like the best matching scores and so-called\n", "orientation similarity (OS) map, which compares the best matching\n", "orientations for each pattern to it's nearest neighbours. Let's get the\n", "NCC map in the correct shape from the CrystalMap’s scores property and\n", "the OS map with\n", "[orientation_similarity_map()](../reference.rst#kikuchipy.indexing.orientation_similarity_map)\n", "using the full list of best matches per point" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "ncc_map = xmap.scores[:, 0].reshape(*xmap.shape)\n", "os_map = kp.indexing.orientation_similarity_map(xmap)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And plot the maps" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(ncols=2, figsize=(10, 3))\n", "im0 = ax[0].imshow(ncc_map)\n", "im1 = ax[1].imshow(os_map)\n", "fig.colorbar(im0, ax=ax[0], label=\"NCC\")\n", "fig.colorbar(im1, ax=ax[1], label=\"Orientation similarity\")\n", "ax[0].axis(\"off\")\n", "ax[1].axis(\"off\")\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the NCC map we see that some grains match better than others. Due to\n", "the discrete nature of our dictionary, it is safe to assume that the best\n", "matching grains have patterns more similar to those in the dictionary than\n", "the others, that is, the different coefficients does not reflect anything\n", "physical in the microstructure. The OS map doesn't tell us much more than\n", "the NCC map in this case.\n", "\n", "We can use the crystal map property `simulation_indices` to get the best\n", "matching simulated patterns from the dictionary of simulated patterns" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "best_patterns = sim.data[xmap.simulation_indices[:, 0]].reshape(s.data.shape)\n", "s_best = kp.signals.EBSD(best_patterns)\n", "s_best" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The simplest way to visually compare the experimental and best matching\n", "simulated patterns are to\n", "[plot them in the same navigator](visualizing_patterns.ipynb#plot-multiple-signals).\n", "Let's create an RGB navigator signal from the IPF $Z$ orientation map with the\n", "convenience function\n", "[get_rgb_navigator()](../reference.rst#kikuchipy.draw.get_rgb_navigator). When\n", "using an interactive backend like `Qt5Agg`, we can then move the red square\n", "around to look at the patterns in each point." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rgb_navigator = kp.draw.get_rgb_navigator(rgb)\n", "hs.plot.plot_signals([s, s_best], navigator=rgb_navigator)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's also plot the best matches for patterns from two grains" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grain1 = (0, 0)\n", "grain2 = (30, 10)\n", "fig, ax = plt.subplots(ncols=2, nrows=2, figsize=(10, 10))\n", "ax[0, 0].imshow(s.inav[grain1].data, cmap=\"gray\")\n", "ax[0, 0].axis(\"off\")\n", "ax[0, 1].imshow(s_best.inav[grain1].data, cmap=\"gray\")\n", "ax[0, 1].axis(\"off\")\n", "ax[1, 0].imshow(s.inav[grain2].data, cmap=\"gray\")\n", "ax[1, 0].axis(\"off\")\n", "ax[1, 1].imshow(s_best.inav[grain2].data, cmap=\"gray\")\n", "ax[1, 1].axis(\"off\")\n", "fig.tight_layout(h_pad=0.5, w_pad=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Refinement\n", "\n", "Let's look at the effect of three refinement routes, all implemented as `EBSD`\n", "methods:\n", "\n", "1. Refine orientations while keeping the PCs fixed: [refine_orientation()](../reference.rst#kikuchipy.signals.EBSD.refine_orientation) \n", "2. Refine PCs while keeping the orientations fixed: [refine_projection_center()](../reference.rst#kikuchipy.signals.EBSD.refine_projection_center) \n", "3. Refine orientations and PCs at the same time: [refine_orientation_projection_center()](../reference.rst#kikuchipy.signals.EBSD.refine_orientation_projection_center) \n", "\n", "For each run we will compare the maps and histograms of NCC scores before and\n", "after refinement, and also the PC parameters if appropriate.\n", "\n", "As stated at the top, we use the numerical optimization routines from the\n", "[SciPy library](https://docs.scipy.org/doc/scipy/reference/optimize.html). For\n", "every orientation and/or PC, we want to iteratively increase the similarity (NCC\n", "score) between our experimental pattern and a new simulated pattern projected\n", "onto our EBSD detector for every iteration until the score increase from one\n", "iteration to the next is below a certain threshold, by default 0.0001 in most\n", "cases. The orientation and/or PC is updated slightly for every iteration. We\n", "have access to both local and global optimization algorithms. Consult the\n", "kikuchipy docstring methods linked below and the SciPy documentation for all\n", "available options.\n", "\n", "Note that while we here refine orientations obtained from DI, any orientation\n", "results, e.g. from Hough indexing, can be refined with this approach, as long as\n", "an appropriate master pattern and\n", "[EBSDDetector](../reference.rst#kikuchipy.detectors.EBSDDetector) is provided,\n", "and the orientation results are passed as a\n", "[CrystalMap](https://orix.readthedocs.io/en/stable/reference.html#orix.crystal_map.CrystalMap).\n", "\n", "### Refine orientations\n", "\n", "We use\n", "[refine_orientation()](../reference.rst#kikuchipy.signals.EBSD.refine_orientation)\n", "to refine orientations while keeping the PCs fixed, using the default local\n", "Nelder-Mead simplex method" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Refinement information:\n", "\tLocal optimization method: Nelder-Mead (minimize)\n", "\tKeyword arguments passed to method: {'method': 'Nelder-Mead', 'options': {'fatol': 0.0001}}\n", "Refining 4125 orientation(s):\n", "[########################################] | 100% Completed | 1min 1.3s\n", "Refinement speed: 67 patterns/s\n" ] } ], "source": [ "xmap_refined = s.refine_orientation(\n", " xmap=xmap,\n", " detector=detector,\n", " master_pattern=mp,\n", " energy=energy,\n", " method=\"minimize\", # Default\n", " method_kwargs=dict(method=\"Nelder-Mead\", options=dict(fatol=1e-4)), # Default\n", " compute=True, # Default\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the NCC score maps. We use the same colorbar bounds for both maps" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "ncc_after_orientation_refinement = xmap_refined.get_map_data(\"scores\")\n", "\n", "ncc_di_min = np.min(ncc_map)\n", "ncc_di_max = np.max(ncc_map)\n", "ncc_ori_ref_min = np.min(ncc_after_orientation_refinement)\n", "ncc_ori_ref_max = np.max(ncc_after_orientation_refinement)\n", "\n", "vmin = min([ncc_di_min, ncc_ori_ref_min])\n", "vmax = max([ncc_di_max, ncc_ori_ref_max])" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ncc_after_label = \"NCC after ori. ref.\"\n", "\n", "fig, ax = plt.subplots(ncols=2, figsize=(10, 3))\n", "im0 = ax[0].imshow(ncc_map, vmin=vmin, vmax=vmax)\n", "im1 = ax[1].imshow(ncc_after_orientation_refinement, vmin=vmin, vmax=vmax)\n", "fig.colorbar(im0, ax=ax[0], label=\"NCC from DI\")\n", "fig.colorbar(im1, ax=ax[1], label=ncc_after_label)\n", "for a in ax:\n", " a.axis(\"off\")\n", "fig.tight_layout(w_pad=-1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the histograms" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bins = np.linspace(vmin, vmax, 100)\n", "fig, ax = plt.subplots(figsize=(9, 5))\n", "_ = ax.hist(ncc_map.ravel(), bins, alpha=0.5, label=\"NCC from DI\")\n", "_ = ax.hist(\n", " ncc_after_orientation_refinement.ravel(),\n", " bins,\n", " alpha=0.5,\n", " label=ncc_after_label,\n", ")\n", "ax.set_xlabel(\"Normalized cross correlation (NCC) scores\")\n", "ax.set_ylabel(\"Frequency\")\n", "ax.legend()\n", "fig.tight_layout();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that DI found the best orientation (with a fixed PC) for most of the\n", "patterns, which the refinement was able to improve further. However, there\n", "are a few patterns with a very low NCC score (0.1-0.2) which refinement\n", "couldn't improve upon, which tells us that these were misindexed during DI.\n", "If there are Kikuchi bands in these patterns, a larger dictionary with a\n", "finer orientation sampling could improve indexing of them.\n", "\n", "Let's also plot the (IPF) $X$ orientation maps before and after refinement, and\n", "also the disorientation angle (smallest misorientation angle found after\n", "accounting for symmetry) difference between the two maps" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ori_ref = xmap_refined.orientations\n", "\n", "ckey.direction = Vector3d.xvector()\n", "rgb_z = ckey.orientation2color(ori)\n", "rgb_z_ref = ckey.orientation2color(ori_ref)\n", "\n", "mori_angle = np.rad2deg(ori.angle_with(ori_ref).data)\n", "\n", "fig, ax = plt.subplots(ncols=3, figsize=(14, 3))\n", "ax[0].imshow(rgb_z.reshape(xmap.shape + (3,)))\n", "ax[1].imshow(rgb_z_ref.reshape(xmap.shape + (3,)))\n", "im2 = ax[2].imshow(mori_angle.reshape(xmap.shape))\n", "fig.colorbar(im2, ax=ax[2], label=r\"Disorientation angle $\\omega$ [$^{\\circ}$]\")\n", "for a in ax:\n", " a.axis(\"off\")\n", "fig.tight_layout(w_pad=-10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that refinement was able to remove the scatter of similar colors\n", "in the grains." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Refine projection centers\n", "\n", "We use\n", "[refine_projection_center()](../reference.rst#kikuchipy.signals.EBSD.refine_projection_center)\n", "to refine PCs while keeping the orientations fixed, using the local modified\n", "Powell method. This method is also known as Bound Optimization BY Quadratic\n", "Approximation (BOBYQA), and is used in EMsoft and discussed by\n", "Singh et al. (2017). We will pass\n", "a `trust_region` of +/- 5% for the PC parameters to use as upper and lower\n", "bounds during refinement.\n", "\n", "We can also pass `compute=False`, to do the\n", "refinement later. The results will then be a\n", "[dask.array.Array](https://docs.dask.org/en/latest/generated/dask.array.Array.html#dask.array.Array).\n", "We can pass this array to\n", "[kikuchipy.indexing.compute_refine_projection_center_results()](../reference.rst#kikuchipy.indexing.compute_refine_projection_center_results)\n", "and perform the refinement to retrieve the results" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Refinement information:\n", "\tLocal optimization method: Powell (minimize)\n", "\tKeyword arguments passed to method: {'method': 'Powell', 'options': {'ftol': 0.001}}\n", "\tTrust region: [0.05, 0.05, 0.05]\n" ] } ], "source": [ "result_array = s.refine_projection_center(\n", " xmap=xmap,\n", " detector=detector,\n", " master_pattern=mp,\n", " energy=energy,\n", " method=\"minimize\",\n", " method_kwargs=dict(method=\"Powell\", options=dict(ftol=1e-3)),\n", " trust_region=[0.05, 0.05, 0.05],\n", " compute=False,\n", ")" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Refining 4125 projection center(s):\n", "[########################################] | 100% Completed | 1min 14.1s\n", "Refinement speed: 55 patterns/s\n" ] } ], "source": [ "ncc_after_pc_refinement, detector_refined = kp.indexing.compute_refine_projection_center_results(\n", " results=result_array, detector=detector, xmap=xmap\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that `refine_orientation()` and `refine_orientation_projection_center()`\n", "also takes the `compute` parameter, and there are similar functions to compute the\n", "refinement results:\n", "[kikuchipy.indexing.compute_refine_orientation_results()](../reference.rst#kikuchipy.indexing.compute_refine_orientation_results)\n", "and\n", "[kikuchipy.indexing.compute_refine_orientation_projection_center_results()](../reference.rst#kikuchipy.indexing.compute_refine_orientation_projection_center_results).\n", "\n", "Let's plot the refined scores and PCs" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "ncc_pc_ref_min = np.min(ncc_after_pc_refinement)\n", "ncc_pc_ref_max = np.max(ncc_after_pc_refinement)\n", "\n", "vmin2 = min([ncc_di_min, ncc_pc_ref_min])\n", "vmax2 = max([ncc_di_max, ncc_pc_ref_max])" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ncc_after_pc_label = \"NCC after PC refinement\"\n", "\n", "fig, ax = plt.subplots(ncols=2, figsize=(10, 3))\n", "im0 = ax[0].imshow(ncc_map, vmin=vmin2, vmax=vmax2)\n", "im1 = ax[1].imshow(ncc_after_pc_refinement, vmin=vmin2, vmax=vmax2)\n", "ax[0].axis(\"off\")\n", "ax[1].axis(\"off\")\n", "fig.colorbar(im0, ax=ax[0], label=\"NCC from DI\")\n", "fig.colorbar(im1, ax=ax[1], label=ncc_after_pc_label)\n", "fig.tight_layout();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the histograms" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bins = np.linspace(vmin2, vmax2, 100)\n", "fig, ax = plt.subplots(figsize=(9, 5))\n", "_ = ax.hist(ncc_map.ravel(), bins, alpha=0.5, label=\"NCC from DI\")\n", "_ = ax.hist(\n", " ncc_after_pc_refinement.ravel(),\n", " bins,\n", " alpha=0.5,\n", " label=ncc_after_pc_label,\n", ")\n", "ax.set_xlabel(\"Normalized cross correlation (NCC) scores\")\n", "ax.set_ylabel(\"Frequency\")\n", "ax.legend()\n", "fig.tight_layout();" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PC used in DI:\t\t[0.421 0.221 0.505]\n", "PC after PC refinement:\t[0.419 0.222 0.505]\n" ] }, { "data": { "image/png": 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hcdQwyEKRLj4aGhoaGp8d0rHD6djiESNGdAp82fF95MiRiYoI7N+/n2bPnk3Lly+nWbNmyTYahog/0YFx48ZRW1sb7dmzJ2m9w4YNI7vdnjKPhoaGRk9D74kzi9RSolb2hUE3WyIiC8ofwjGbIl3mAGmiILjgoLyncO0h6QZU9BH7LFWfJd+lFH/A6VJQdEPXOyKivm/yZdaeCT5Q6jUBzcPRwD5et/8/jjIdV3oM3a3vqPwbt80uXYzybYldI+PK+yF0vA2Cn1mxjV2TLWHlnRL4/u/9KvthDVmlyN8JN1c+ky2o+vEyDKBuxB3SLdgahfGRxT5elhDfQINkmX1fZRksawSl3uQ9s4AbNN4XI8XrNHTVjXplfXUT+Mbl7ONjnka49pgcDzFwrURZUFVuTny3JEmTdC22JFf4ky6TLuiHFG9lIzHuZ5eDr6kwR467nQ3FlAkYRBTXb4mPH2BMpGCFiTmlStme/xDLeO4O9TPTr953lple8JMXRJnqMMuCbmljn9+WG6WLesmjB810v58xlcOlcASc8D0b/E9VSWWcO3/awQH3kF4YPCh9TlHKctSUfWb6oD9P5EPpsCDoSBa720W+MBj7dqByeB2dH7Q6gFS8K09+x0w/tfU0kc8fZHvpBcmzQFDSx+wgtRkK8DFvjrTt4bA9YVr6WMsJm/02cyIiKf4cx1uIY0+9ZTb4412wJpR82R9xX/oHwPVm84nChyVfw5LEndimLHHouoxtVSVHRVuR+aa6E/u4/4N5sBam6XOKtJ/hrlpx7I6v/BW+3Z5ehQoyZYdnz55NK1asoFgsZgbFXL9+PdlsNjrvvPNSlt2zZw9dcMEF9NBDD9GMGUeoKq+++ioVFBTQqaeear642L59uyh38OARm9ERT2LlypWUnZ1NF154oZmnpqaGotGoGf+ip4HSh53kaXF728r51L1I/Sk85t31/LungfPVnionDcp1Trhsq5netuJLIt+A724z033v5Rc6tqCc4C1BHvR1zbgxEdnI2siT7a2t/JLKfRLbymCzpI5eOont3vOr2GUe6RBECkXXwHUrOd0a6atozpoOShvvaOKbEylhm2xrkPYVnzWEnL1is5ByYwWKhrqPQ4qFDSgeMaB4IK2HiMhzEGw3yHiqtCEr7E8dTXBOZT+KVIwwdItNOkZRHCnuJ8Pzygbeo6t14/jIOcAHa09VJWgT02VQDpuIyNmMVCagk+TKE9efzH3ebwPfNM9hrrzeL9cMfH5FeuQzb58u8uWe1EyZgN4TZxbac0JDQ+OoYRBRmKwpPxoaGhoanx3SscPp2OK5c+eSxWKhFStWEBGR3++nBx98kObMmUMDBgwgIqJgMEjjx4+na6+91iy3c+dOmjZtGl133XWUm5tLGzZsoA0bNtCzzz5LW7fyQ/RHH31Ezz77rPn9448/phUrVtBFF11EJSUlRES0Y8cOuv/++6mt7ciDUiwWowULFlB+fr6QIdXQ0ND4vEHviTMLHXNCQ0OjW1C9qTQ0NDQ0ji8yYYeLi4tp7dq1NHfuXHr66afJ5/NRZWUlLV682MxjGAb5/X4KBPgv5jlz5lBVVRXNmzevU50VFRVERFRSUkI///nP6cEHH6Rf//rXZLfbqb29nW699Va6/Xb2GPnmN79JNTU1NH36dMrOziafz0fDhw+nd955hwYNGnTM16ihoaHxWULviTOHlC8n0IXKqriExuOJ3wLFlIjg8SJ2p/FW8bGCHVzfoTNk3X3f5zJtpdzEvu9JV586cCVCikfdRMUtDCkoGM3bLevL2sMuQuE8LmMDl1D1qh2N/Mvjv2J3xEBfxX0JvKbuveUpM+22REQ+VP/IsrIflt9g1zvVvR8jo8cgoq+huI/5+7GLXvanvMGIZsto6kjzwKi7lhQyOZYwqHqAWsfOy6XrtXQ1h7aqcxrdh4HyYQ0r9xZoNYYVxqvsVuH+2zaE8znbQXUmKq/PFubxgWofB89R+gvblIziQfLao+hlqbjOYTtiDq4E3ZlzXNJHry0A4wMGSCCsuDFaVT+97sEgopjm0B03GCksNbqSWlLQP/LAb/WRf55rpvuAO+VHgQGiTG2IOXdDshrN9KEVkq5x+DtME+n3+8NmuvoGqcKBY/2Nn5aZ6ZZdBTJbHtfvyePJG94LHECXHMvxATwnqprzzXRbs3T3ROphaZ9mM21XfFjznTxhUQkkx6H4xwLagCOgKnkgBvdhv9z9dXztFmVKRSNchx3aHfBLZQUbKHngWu3y8OIV3ZQv64ZuQepGXBUmSszg7Dz74QdcM6PS65uASUPOZra/QQ/6DMvxZYQg31iu3POhDEGP6yyqJ3QSgwJbiq7ZcWnahasxAl2ki2ySDoTKM/2dzdw2Jay++r07yKQdHjduHK1ZsybpcY/HQ7t37xa/rV69ust63W433XnnnXTnnXemzDdmzBh65JFH0mtsTwHHv+LSj6oVeCxXChZRgAWHqOR3m8y071ymaERz5T3tV8b8jx3NTM0svlKqDX3y63Fm2nsDU+0ivyoR+dAiWr4Feze/XGjEfIc5OL4/U+Per5IxSf705hnc7m3cJzWzZIehio9vMKjZOZW9M1DDBVULKIyRfFGE4kOBo9HOBkdVAonk8w9OoILE3CrNmNNI7VHz2SOJ52LWAa7be0iWCYIIDVITVUh6BKfd9Yr6RzZQX9C2KXYdr8n5OlM5sG71+jw1XHfzCB4PuXtkPhzjqNARU9aC9iGctsH+OG+H7AfvYRijsEiijQ9H5didMoTnxkcNTEON5cl1OZbkWfZooffEmYX2nNDQ0DhqGGRJ+fCloaGhofHZQtthDQ0NjZ6HtsWZhX45oaGhcdTQb4k1NDQ0ehbaDmtoaGj0PLQtziz0ywkNDY2jxpG3xNp8aGhoaPQUtB3W0NDQ6HloW5xZpN2Thiq7CbzWOMg+2molaTPmAWITVHHwHOb55H8izxUHnr3dD+dRWlvIwaCF5GLxB5L/hDI3zkYMZiDrQ7kgBEqheQ7LfggVcto/AKR+pJIoBSHfHf/3bTOdv0Pmu+0OjmjthZgTKLUnYmgQyZgFkP70vyQvefArXJ81guR0WR3GmZDnSR5zIu7im2PzMSf4pCeaRb69lwC3PIXMHUq/oYRSTF6SkBkVfNC4vE+RHOCDQpmGL4FE0XtKoAqIsYH8vP5vS65w7QQm86FXl02Rr0OJJwcofMYUnnPrYK4EeYIYs6LBJ3n0KB8aBVlRlBgl6hw75lig3xL3DFLFXcG5fPVXXxX5trRzULlR5Z+a6fJpB5KeKwZz9GAg30yrEqF9nmSZxEIY3M7HJSe66tssCRgIcbwAo0hOFqst8Ti1DoKJo3BF41H+3tYCdYdkvhjYz+oG1lo7uL+/yDe+YpeZjsLErvYxcba/q0XWDVGJ+sAicPXJ/xb5nnlmBpcZy/xom12Jo4ESe2CELErsGFyf3RBnIhhg4xI/KSDKON/jPkIJTpWXHUsWn0HxYMV1UsjWpTATaOe9e9nY+UcrcT2cIAsHY8M3WI7D3J28DqlrBQLtOXalKjnqGwBygGCL0Yy+7xsqypycVZXwnA4lSEFzLCthvqOFtsPHEXDf4y4l3oAP9638uzoOQ1/ieWgZwLF6DlXwhPL0bxVlvlRYY6Y31bENjSjy7hhnwgqNLblHxgpp/MFgM21EYO/WpsSM68fz0AKyolvWjDLTTiWMVaiYx/nhs7gNuVvkRqdtIscSMiJgPBRJdyGT3sT5wnn4bCHvRawZpO2hvvggqT1c9jgf2/NVS8IyRIptSzHd8BlCxNMp5rb6S2VbXQ0gTQqX5Dms7ImhTWEIvdQ+WGSTMR5g7Nmlqjy5QI4Un088GMNCCYKEJsx7kPPVnSXtcNG7PKYwBkZMiXthTRJjI6zEXPGXcH12uIW4Vn19+CZR5rk95WbaV80d1mdoo8iX5VD2/ccAbYszB/2aR0ND46hhGBbxwkxDQ0ND4/hC22ENDQ2Nnoe2xZmF7kkNDY2jhkFEEbKl/JyoePPNN5Meu++++45jSzQ0NDSSIx07fCLb4nRw7bXX9nQTNDQ0vuDozXvinkBKzwmrjX2MUNKMiIR7G7qixhzSFemkcewyvLeZ/Y+8B0HCMaK4L8F3qx1c5UIKXWMSHysEyaK6CcldkdC939GquODAq5oskMwJs8oOhaTinegHdOlytCd378n+lI9FpRIa3fviJWZ6xdce5Xan4DJZIond0aJZ0t+udTD7eBV8xK5M1ojix4tAiocjvXdZcQ/7bu27MEceBPdjlClyN8j+Qne0KLhPqi8mUXoJWDCdXXrhvOg6F3dy3RGvrNzu54yCSqO4MfbbwH1ZdwpQPJS2ouchukqr9I9kL1+FZKzi0o60Dhv4KXszJB3aGb33LfHtt99O7733Xqffd+zYQY899hgtWLDg+Dcqhbcg2jekFdWG5dx7/8EJZvqWRf/PTFdH2Kh95JPUBkShk/1C2xR9yPrvsLxd4TPs03zgkmKRj7J4zOCa4nBLt9BwE9cfCIHbK6w1FoX64fLwPAzVssu8NU9OMAPoHyiJnTW6WeTbXsPye0W5fO3oBupQOBBZFj5XC2iyqS79OJc9Xi4TDkk7n5fDfdnWDlQVVXsZ5nk4zHVYwG65tsjFBiXjhLu6stTYgQ2Cdkulf2CTUtm3ZBKfWMbwK/sN2FfEkfqimKDWsXxvvLtBQlDx3BWyemgilWsXzMMkprQU/aOJqCrCPtKFNh43NqUCt9qobqH32uF0sXLlSgqHw3TjjTdSRUXFZ3syGA9WRTYSqZqhfE6HC+RE6fcSb052Xs82JlrANrBPlqQfeO28uXHaOZ/LJu1my//wHjtyHfv3B/5HSkQbIHXvrAGbPESe1/0J2wykagULQe48R6GYIc8DkqFCOacNoN66q4CGocwzByj1tk9kY2S0gsFQaBjkhr0b0oLbJK/g0Ok84d2sgE3hQtkIJ9BJIrlQt2KmkHKJzwNxD+x1q2UhdyMfC+VzeX+JvCY0F9gndr/Mh0sz2uhAf7leOptAohXsXjuqf6sUcrF/53T2TtmvuP9Gqpxd3RMjTRD3t8r+HdeQiBfqg7Xpjx9OEWVyYe10D2Eb3dIu18E6kB0/NmhbfNttt9GPfvQjKijgPeXmzZvp1ltvJavVmlKqWsUXuyc1NDS6BYOIIoYt5edExd69e+m8886jTz/luAwPP/wwTZgwgQ4cSB6fQUNDQ+N4Ih07fCLb4nRw+umn0/XXX0/Lli2jyZMn0yOPPELt7e1dF9TQ0NDIEDK1J96+fTvNmjWLzjzzTJowYQLdfffdFI1GuyyXn59P06ZNE5/vf//7nfIFAgGaP38+2e12eu21146pLhVLly6lCRMm0L//zTG2TjnlFFq3bh35/f4UJTtDx5zQ0NA4ahhkEcH/ehNuvvlm+spXvkIXX3wxXXPNNfS3v/2N1q1bR/feey+98cYbPd08DQ0NDSLq3XY4XfzlL3+hgoICOvvss6m2tpaeeOIJqqiooLPOOotuvPFGGj9+fE83UUNDo5cjE7a4vr6epk+fTgsXLqSbb76ZfD4fVVRUkM/no6VLl6YsW15envRlQwc2bdpE11xzDZWXl1MsltxjPp26EuHUU0+lk046ic455xz6yU9+QvPnzzePWSwp3H8TIOXLCXS7NRT1A7uDL8zp4rc6zk9kvvrt7GaWB25JthC7RqE6B5F0r28azb8Xbpc3vmA7p2unsPtR/3+JbMI1s3lk8sET9XId/gFA0WhLrsKBCgye2sQUAyIi6CIK9uG0Wp+zmeu4fdl3zfSyucuTtjsZVMWKC+etM9N//fRkMx2NyT4p+RG6ewH9xi/dUOPZ4FaXTMlDcT9GegS6CYZzZHlsu7wOmQ9fRkZygQ6kuFzawFsRPa+QBtM4Vr7Z7PsBjFEnuD5myf6KePh78Wbuo5rTpKsbuisKaokyC5H+gdeH7tCRsCyEvWKDCqIK/aMgS0bsPxbEu3Rhy5wyyPHEggULyG6309VXX01z5swhl8tFr732Gp122ml011139UibRFRrVXEF5hjSlN5fcKrIdvjLfGyjf4iZrg0x/cOpqHD0d7Ov8tZvlpnp0j/UiHzl/2+nmd781aFmeuxfpHJBY5h9Mj/aPprSgd0DSjQBGPfNcg6E8sBW5bMfaFxx+UVqCB5ra0quntAEdiu7oJnPo4zxFuDpZYEvqvqvCc754YUcPVxV19lbW5S0TaI+mOdOJ9BbgmyDVHfpGLj/on20KWsXthWPRb0yH0aDR9pEKjMhbCJ0ZdYBeW/9oMqB7tzqVOg/tN5MV9uYXpG1UyoF4DAXLsjKfi3ZtePtzLFKm4rfdwSZJjXMVSfyZcoFuGs7THSi2uJ0gC7Effv2pRkzZtCHH35IjzzyCP3hD3+g8vJymjNnDn3rW9865nOh+7vKrAoWwf4D3PuHvCQHlfOVDWY66xreH6OSVrFben5sagBf+yeAKjfnU5EveA27r+f8Jt9Mt3y/WeQbls825/C/Rppp26eSrofUBKQ34zpjURQX7K1AK4NLV5VwHId5TgaH8EFbo5z7wRKgRHzM9hWpFzGvuiZCGm2MqgQCe0ZbANbRIrnXDWbxhLeDokncoxhVuO+o5mJvBZWRfIXGDupxaM8sKm0Opnkct94p/pDHY6oyBlIiUF1G2kZZJsziVsLGI0X7yHkTP4i6mmU+VPLA61OdDCxwO3L3ch3NLBpDWVly4ULq48hCVhN7p2moyGfPyZxax7HuiZcuXUqGYdCNN95IRERer5fmzZtH11xzDc2fP58GDBiQsnxXCAQC9OKLL9KuXbvod7/73THVlQg5OTn09NNP07Rp0+jWW2+l1157jf7whz9Qnz59yDCObg36Yr9y19DQ6BbiZKGwYUv5OVFRUVFBV1xxBc2dO5fmzp1Ljz32GM2bN482btxIP/7xj3u6eRoaGhpElJ4dPpFtcTr46le/Sn6/nx577DGaOHEiVVRU0NatW2n58uV06NAh+sMf/kDvvvsuXXXVVT3dVA0NjV6KTOyJV61aRZMmTSKbjfNWVFRQLBaj1atXH3MbzzjjDBo4cGDXGY8R119/Pb3zzjv06aefmrSOjHpOaGhoaCRDvJe+29ywYQPV1NTQP/7xD5o1axYREU2fPt00uPfee28Pt1BDQ0PjCHqrHU4Xr7/+Og0YMIBCoRB9/etfp4ceekgExszOzqYHH3yQJk+e3IOt1NDQ6O04Vlu8a9cumjBhgvittLSUiIh27tyZqIiJmpoauvzyy6mqqoosFgtNmTKFfvjDH1JhYWHKcp9VXV/60pdow4YNdNNNN9G5555LWVnJPVMTIeXLCRuodZBdcacHN1JfDft3hqf5RL5IgH1/Bqzi08WcqDChunvwsYKP+FeHX7pQHZ7Cbej3b3CnUt3kMSIsuCKpUZQ9h8BdC1w90eW1bYTq9wlpeDNmUVQ40D0OqRv2oJIPXGWDfbjMd39/E9edp0RHRoUUfDmleJw98c5UM53fl/kkDru8ptr7QAXl5+zmZ4tLvzxrO3yHObn/KzyAVdc0pFvgvegkKgHf8YWjJaq4aCMFAlzdUrrEgbudWh+i/kvcQKRr2IJyvNqCfDJ0g/MekPn8AyDSMYwPR2vytgpVHHDDK8iV86w9qMqT/Kdum+yIloA7Yb6jhWFYem2gtZNOOoneeecdystjH8bS0lJ66aWX6LTTTuuRNhlq1GwAumH+/Ot/MNPzo98W+UasZN/NxsmKT/5/4FB8/5EWNP7/7TbTSAUhItp0GftX9v/TITMdV3yf7eg3HwYahlehjKGyTRhcaoHiEW9RDH0zz9d4PteXlSuNbMAPtIAGMBqK0pQFqCGBFp43O319zfTkov2iDKpyRMCnVp0rQ6dyucPt3JcqOy4nmyc9qnVYUlB7wtBfnvdhQ6AWQZuItliNvYWKGmBmLEo+PIZ1q1QJrB/XaoxAr0Zrz/qUM/qH8b21BOVmsGY73xvK4xPlnn1Y5Gtf189MCzUSxTwKpRFca6BPDoHaDRFRFviv9wPj7lW4nvvDfehY0ZvtcLqwWq10991309VXX01FRYlpUP/zP/9DBw8ePOZz4Rqsiq1EcnBPy7/XnCEpRUXZvIaMy91ipj9p5jF5OCDtqz/CEzR4OY+pCd5Gka/9Af5XtOTeXWba8OeKfDU++D4MFGW2Z4t8wVKYaxGea646HnPhkQpVFPaT4VaeyI4Gaa/jg7mcaxcoESlbsnhfsMNlXDcqEeFaQkRE0FYr2AgjX940SxPfm9gY7gejWRogRz7P3VgQ7LBCH44WAsW9lq8XpyjSxIkkpcI3MDGdnEihTgSR5imyyf0yPvs4lWc4a+K9b9gLzydKDEOkoQvKsUrNB7pMzl7+3d9fUbgBm4/KhepzEdJTQgWJafY2a/K9yzt7hnJdYWkvnbkKj7GbyIQtbm9vJ5dLjr2O7z6fL1ERE2VlZXTPPffQ2LFjqaWlhS677DIqLy+njRs3JrWLma4rHo/TjBkz6Omnn6b+/fuTx+Oh3/3udzRz5ky66aabkpZLhC/2K3cNDY1uwaAjnOlUnxMVS5YsES8mOmCxWOh//ud/eqBFGhoaGp2Rjh0+kW1xOrjlllvojjvuSLlpvuyyy+iDDz44jq3S0ND4IiEdW1xXV0eTJk0yP48++qioIzs7m0Ih+bKk47vXm/gPpQ689NJLNHbsWCIiysvLo2XLllFVVRU9/vjjR30t3a3rtddeo7Vr11L//lKS/oorrqDW1tYkpRJD0zo0NDS6hd4aJf7iiy9Oeuz0008/ji3R0NDQSI3eaofTxcKFC7vM06fPsXupaGhoaKRCV7a4uLiYNmzYkPT4iBEjqLq6WvzW8X3kyJGJiiTFsGHDyG630549e46q3GddV7r4Yq9qGhoa3YJBloxoOmtoaGhodA/p2GFtizU0NDQ+W2RiTzx79mzasGGDkPlcv3492Ww2Ou+885KWW7lyJb344ovit5qaGopGo2bMinSRybqOBSk9J5AvnOothnc/V+PaJF1P7r3z92b6vte+Y6ZtYeYkxe1KHAEg3jZAbBDkvBER9dnE+ZDrbwtJblXjWJDxKeSb7j6syLsB71bELIDqvHtlGd8wzogyU4pqmOBkIQdX5dbGgfeMckEEMiy/+u8/ijLzXrqCy7iZd2UNyP5CbpUd4olYVf4ySm1GQXYvS0pjWlF+KMRcvhhw22xhhTeH8R4wVIbC3RN8NihjC8p8cWvic8UUfh3GusA6op7k8qORbD7WdBJfe/5OhWwKxZBPnbdPxugI9OWbjXztiKR5yn6BfIKuH5VTN8fN9zYEx1QeXiyZ5OtRwqB0Jew0Mg1VIhjx0/s4zkRkirz3h85k2zweiPaNEf7dF5P86ECMx33V7Swlam+Q/Mc+TzKnv4+LiaRVfsnH//cnZZQW4BJRxjrWyHPIyJVBDyw+mBNgF/IV+VxfM5NbHf3ZiEV88tptUIc9m+dytJrjOPxpzZmizMUz3jbTORCsqE0JZtAW5uuI4fUp0r/4PRri67M6lLhDGB4qyR6okzwblEGZTHVNQv4vDg+7QjVH4NqlSphinAkhqYzrrxLPwg7ty/mYM7aNkTbWsCW2SXWNknPvximEcnuKaU8mt4oY5T4kvjfHeHzsCJSY6UK7lIfMUrUVuwFth48vcFyr8Uk8h9le5O7nAfxppbw/zSN4wO1rYypKIcg2B2Nyr+XK4vrCP+YxtTXnFJGvdAEHzcO4FapdqWvhTUe0ju1hZKgck/Zabkc0jzcgKBscOawYjAFsGCxuLtP3fdmGWgjMhnuycJ6ydwPpZ6Me4gWV8IQ0mmV/GQV8HfZ6bl/EJvdN4T6wqfJBHUqMPYz90+TkG+9skNcUtkAsjiKuu887/HtQceLB6euuw80kKUgcayFYrMRAA0nULBiTGBOFiCgES7MB14ttiChMAlxDotmJyxwpB3VA+BSHNIGUfYDvrW8AxAZRrt3VxucK9MVnPc7TVK1QcWHcjBvB8WZ218kbEI1k5uVtJmzx3Llz6dFHH6UVK1bQTTfdRH6/nx588EGaM2eOKSMaDAZp8uTJNGXKFHriiSeIiGjHjh20evVqmj59OuXk5FAsFqMFCxZQfn4+XX311UfVhkzWdSzQtA4NDY2jRsdbYg0NDQ2NnoG2wxoaGho9j0zY4uLiYlq7di3NnTuXnn76afL5fFRZWUmLFy/m8xgG+f1+CgT4hdk3v/lNqqmpoenTp1N2djb5fD4aPnw4vfPOOzRo0CAz38GDB+nyyy+n5uZmIiK69dZbKT8/n5566ikaPHjwUdX1WUO/nNDQ0OgWYmqY6F6C22+/nTweDy1ZsqSnm6KhoaGREr3VDqcLba81NDQ+D8iELR43bhytWbMm6XGPx0O7d+8Wv40ZM4YeeeSRLusuLS2l1157LWWedOtKhEza4pQvJ3K87DbV2iq1Ma0H2bXJekaTmb5l9D9FvvsXXGmmLeD9hTQHVUoU3dr7bOQ0UkGIiBb/7DEzvWDh9Wa6ZYR0rUEZvrxP+M2W6r4aBTc9Tz24ERWjj7Es4wJqCLoYhaUXqTgWyofyUglK1B/zsFuSow3cxVK8nUNpzEFfqhHHalvZlQ+l6FS5PyfIT7YuZP+9/HvlGLAA1WT3peyeaIB3XEztMCwf4/MaykjEe2bzYz7F5S8Ex7BbUrzAFFJLRuI0kUr/wIbLfDiWbUGgwTjkOCzexD7D9Sejdp9yXvSYTyJf57JLv2dsepufB3YfRXI0HM2QC5th6bXuxI8//jitXLmyp5shgGPWpniDf+3iN830s6vOMtMFW+T9OfnqrWYaAzchdSPPIX31PTYes0N+zdJ0qs3Y9Lvx/OWqD81ky7cUv9B7+LzOAl5fOrlW4mQM8TED3IQtCrWB8ritBlAADx6S1BKbi+uIhtnwePKk337wELc9BnVTAadL+0sD7gZegB84EBsaBot8aGNtQFvzhaV7cjTG12Fzooyecu3Qfc732c7jGqfSMFCeDSkVaj6kneHYU5chpHyo8qGiqbAWops82jB1iydkT5G9067IE7qgX0BeMKZQoXyjuRF5H3AnRRUpdmRexJJQVXxxuZFojHKHDXXXJ/ydiCjHloIXkyYyaYe3b99Oc+fOpUAgQH6/3/zHzm5Pvk3ctm0bPfTQQ/Thhx+S1WqllpYWmjVrFi1cuFAoHv3pT3+iP/7xjxQIBCgSiVBDQwNdeOGF9OMf/5icTu7Y5uZmuu2222jLli1ktVqprKyMli5dSv369Ut0eiI6vvYab5kqd9g2nNOtQN1w18n7M/qCHWa6Icg2xgP3sSko91pIyyhYWGums+2Sh/T+2tFmevLMj8z0ruWjRT5jLEieN3K6fYTcBMWyeKB7qnkcBPrDPkcZHrEmng/OBu6HQ2epezdOB07iL9lb5XxqdwONoh3oH3AeI0/hYwW4UZECmKzZSj6kAqKJUPaCgRCP0ZPGHDDTu96Xdh3XLVct7NnzgNatStDCswLSuq0KJRrtcqA/53M2Jc/XDs1TzY2ww7ieWxLnIVLWEx9nVKkleAwpeuoeu2kUj+vizZyxbaAcVCgfitcn7LVLLjolJc2UCFlueVGN7TkJ8x0tevOeOF1k0hZrzwkNDY2jhkGUEXfi7myIEdFolE477TT64IMPyDDkypfuhlhFRUUFXXDBBQmP7d+/n4YMGZL+BWpoaGh8RsiUHa6vr6fp06fTwoUL6eabbyafz0cVFRXk8/lo6dKlScstWrSIDMOgNWvWkNPppNraWjrrrLNo69at9Morr5j5fvnLX9INN9xAN9xwAxER7du3j0455Ui8hJ/97GdmvosvvpiKiopow4YNZLFY6Prrr6fKykp67733yGZLfJ3aXmtoaPQ0MmWLT2Rk0hZ/sV/zaGhodBOWLjWdu0LHhviiiy6it956i/71r3/RSy+9RPPmzUu7FT/96U9p7969CY/98pe/pAsvvJDWrFlDb7zxBr300ku0fPlyuvfee1PWedppp9F7772X8NjxDAikoaGhkRpd2+F0bPHSpUvJMAy68cYbiYjI6/XSvHnz6Le//W0naTtEWVkZ3X333ebL3r59+9J1111Hq1evppoa9txctmyZsJ1Dhw6lsrIy+vjjj83f1qxZQ2vXrqUFCxaQxXLkn9KFCxfSxo0b6fnnn0/aBm2vNTQ0eh7Hvic+0ZFJW5zy78mWZvaZsR2SrlZZh9jNxmfLN9OP/vFikQ9d/JPdG8OiqHXAH6DoemoPSlfW7z13g5kugkK5e2W+tkF84mAhHFDbg66aAyAyLnjGqy5swWJ2JfJUc2Pjyf+YFS6h4Xx5zAUuWjZwZ/ZW8/UtvedbooxxNvr+c9KxWFZuv4PdmQxw47Iovlb4Dd29DNXX1oYKJJyOQw2qWgf2n2FLwlkgSU8RahhKfeIeYj5FeQOPoWII0kJU5O3hG9U8kk8kKBlE1HcD9Kud8yHdg0i6QRd+wi5stRPkoMJ5gmMFqSW+kBxgLgfXVwRUjqgSpTvLqfgUdhOZeEucbEN8zTXX0Pz5883oxMmwZcsWeuGFF+i73/0u3X///Z2OL1u2jCZNmmR+T7QhToT9+/fT+eefT6eccgoNHjxY/GPXVdnPCnaIwO2uk/P1X3efbqZj5/GxIZdLXmJDCFyIga5R6m7m8opRdIH8jI94DbArfvv91vCDiO1qaMNf6kW+7Vs40nzYz/PI4ZHjMh5JvFhYwXXTpZRBakgsCvOwXc7XWJDzWTxcX7Bd4fnl8LUbYN9QKaO6QUYIzxrAPAA/8Rw91Cx5foXZrBISiiZfhlFVyQk0S19Azv84zHM7qChhtPWooi6gqmh0oJNaB6oyQZerKkMOP6UFpJAkU+5QXZ/djTym/P34XrgUl/lAGfgQA63D2iZtVTwLXNmH8Imz98v6kil4IQ1RpXUg77gdJB3ybLKDUNWju8jUv3WrVq2iSZMmCVtXUVFBsViMVq9eTVdddVXCcg888ECn3zyeIwtVOMxz4YwzzuA2Gwa98MILtHfvXvrFL34h2uD1emn8eKaIDR48mEpLS2nVqlV0ySWXJGzD8bTX6FJuD0g7PGg1X2/jGB4Tp317o8i3/uAwMz2yiGXdmkI8HhwKbas9yPVlOXhy5Lmkr37fD7hcPagzOb99WORztPO5cI9gOSTHpM0P1CjYNyH9wF0rx58dVOJ8A7k96OpPpOwFwd63jZSUVVs77qn4d+8+Pq+jXc5b30BOo2qG1absdYEmbPHBdSj70YCV5/GeCKs9qDbU0QY2R92DJgH2K+7/43LZkrTzw0BvUSjkuJ3H/bJaXxwU7bA+azS5wkf+bhhfJ8OepFbmQ1p8ECgZ/gEK/aONj9Wczv2fs1ehAMHzAKroOVv498L+TaIMzqGGAI/r5mZJNe3Xr4UyAe05kVlbrGkdGhoaRw2DLJ3iDhwturshJiKKRCJ07bXX0ooVK2jVqlUJ86SzIU6Ev/71r1ReXk5ERJ9++qk4Fgwm0RPU0NDQOM7IhB0mItq1axdNmDBB/Nahab9z585ERZLizTffpKlTp5rR3xH33HMP/e///i+53W7685//TDNnzhRtKCkpMb0msB2p2qDttYaGRk8jU7b4REYmbbF+OaGhodEtxI+RFXYsG+L77ruPZs2aRVOmTEn6cqIDqTbEiVBeXk7r1q1LeOz8889PWVZDQ0PjeOJY7TARUXt7O7lc0gOk47vP50tUJCHeffddWr16Nb399tsJjy9ZsoSWLFlCf//73+mrX/0qLVu2zHwJnagNHe1obW1Nek5trzU0ND4PyIQtPpGRSVv8xe5JDQ2NbsEwiCJxa8pPV+juhnjjxo3017/+lRYtWpRWW5csWUKHDh2iZcuW0Ve/+lV68sknU+ZfvXp10mMY5E1DQ0OjJ5GOHY7ErVRXV0eTJk0yP48++qioJzs7m0IhGcW+47vXqyjuJMH+/fvp0ksvpeeee45Gjx6dMu8FF1xAV155Jc2dO9f8Ry1RGzrakaoN2l5raGj0NDKxJz7RkUlbnNJzIr+AHxCCOyRh1TeI+Ty3VL5spp/ZUCnyxe2JuUyImMLNR+kZjBUQyZI3t88m4Isl4c8SEcU8kA+4w6ECWShnH9ePPC5nC5dHSSAiouy97JKOMQEskjYnuIqhQojJEJD1IWXJ0cbpiBelVxWpVAdz6px1XMHuG2Q+y17mR5c+0Wymm36uNDYJbG3SLWf3Fcy9Q44wct5iToU7Bjw8A2JWqBJD2A/Ib7SpMSJQ9gj6WOXXoSRS1Eh8XuT+EcnYD7I9su66ifyAXfQhd4QtJMcXSuaG8nnqlbwrCdYNY/gEQvYUqstR5JBQghBlx6LKWImoEoTdxBEXttTGtmND3AGM1k7UvQ1xOByma6+9lh599NGE/7KlAm6Iv/Wtb5Hb7U6Yz+FwUHt7O/3xj3+khoYGuueee+j111+nk08+mQoKChKW+awRGMhjxNUoB+Cs+0FK9MkZZnrAmfLfRg/oQB4OsXyWHeyHwyJjSbQB0dUKAzBX0dHr90eOLeGEOBUx1c0RuKPWLD5XxC9jKNjcEO/BnnjMBn2yjBX4w/FI4rgSRERWkOSMtXId1oASbyAf5iXEL8BLsitxLxqjPG7XLz7NTBcqUyXm4oANTV/mOZCbI+MS4PzFuDIqXFuBQw60cZT+VNekdCVCMb5CFLpclVJEID9ajR+BEoLYJmFvlf6yh2ANhxvgaFdOvJsbGBjElcezlDEEhj9WxA1s8cqLz/qULx7XcBQG8isBpmph89DfyXxmm7JJyQQ/OR07TERUXFxMGzZsSHp8xIgRnQJfdnwfOXJkl/Xv37+fZs+eTcuXL6dZs2bJNhoGRSKRTgpJ48aNo7a2NtqzZw+NHTuWRowYQWvWrCHDMAS1o7q6OqW32/G014F+wNOvkbbNfzvf6/iavmZ69QfjRb4hw1kKFONMuGw8XhvDMvZDWWGDma5qzYMyUnLUOeeQmc528ERz2+Tkr/qU9242L49/NaZXNBfiNeRwvsLXeYK3DVHkR2Hu43ISzZL5XI0YJ4fXtOAgqZVtBflz3P/5Qc7Ue1DZ5wxi41T6V647bpd7htxdvMn+ZI7sSwGMeeDj+iyKXSl4H2JngDBBBNQqcV9PJJ9J0ETElLh1aH/QbtoUO4wxGSwgoeyUIRnINyixTQ0W4TObLNNeyteXsw/2s4UyX+vQxHtszyE5vrBfcJ3AmCFERKDILJ4pna1ceWtA7ucG5Teb6QZfvpku7dss8tW3pffytSuka4t7MzJpi7/YPamhodFtxMiS8tOxIe744IsJou5tiDdu3Ejt7e30gx/8gKZNm0bTpk0zPSE6vjc2NpJhGCIgWwdwQ5wMu3btopEjR9JNN91Ev/vd74joiLvypEmTaPv27Wn3j4aGhsZnja7sMAboTIbZs2fThg0bKBbjp8n169eTzWaj8847L2XZPXv2UGVlJS1btsx03X311Vfp/fffJ6IjLy46eMiIgwcPEhFRYWGh2Qafz0fbtm0z81RVVdGBAweosrKyU/kOaHutoaHxecCx2uETHZm0xfrlhIaGxlHDIAtF47aUn67QnQ3xaaedRjt27KDXXnvN/HRwlju+FxYWpr0hToR58+bRHXfcQT6fjwYNGkRERHfeeSc988wzdNddd3V5XRoaGhrHA+nY4XRs8dy5c8lisdCKFSuIiMjv99ODDz5Ic+bMMVWTgsEgjR8/nq699lqz3M6dO2natGl03XXXUW5urvki+tlnn6WtW7ea+T766CN69tlnze8ff/wxrVixgi666CIqKTmi4DNz5kyaPn06LVmyhIz/uKbcd999NGHCBPr617+etO3aXmtoaPQ0MrEnPtGRSVucktbhD7Jf0X997V1x7PXfTTHTT/1qtpl2kOKfjy+LhMsSH7AHk5cxrEADUF6lpOsVGcnh+lEC1blXVihoGdBWf3+QLmuUdYfyOe1uTPw7kZRnczWC25Ti8ornDbBnoJDdbB2l0AXA5SwM0qYOh3RnjgI94pMb2DVwxH3SL8wS53xNC9mXLJ4t3aZsQT4v0jeEFGwKegUJN16F/gHuhej2pt5zdDsL5wH9I6i4J6KXJB6CLlJdGq1Awyj8iPu8aZQybqBbGkfxBRdvkpSFmAfcGIMosaXIMr7P36vP5Mpx/Ne2SB0/lA8NAMVDlYmNZ5D3Fj/GN8Fz586lRx99lFasWEE33XRT0g3x5MmTacqUKfTEE08cVf0dG+IOCbpEG+JEaGlpoXnz5hERCffiKVOmUCAQSFbsswW4Xdr98p4OdLLhmXzJFjNtVdzIDwbyzXSOIwj5uL66sBxXYdB76+PkMaa6pPd1sa9qlZ/d91TJUVcBnzdyENwpPbKtMeASWIDWYQdKRqRV+r3GnJwPqRtGVKFrNLIxthWCDHC2Mv9rOV88F2gmIa6v3wvSJv7bwusi0hhbh8ilNvdTrm/An3m+HrpEuhZHQU7aWcj9b1Mk8ZLJcKJrcLiv6ladWCY6lWcqnkdhAIn1E6kgFsWByUiy6xDsCGVLgPs67yFuhK+/bCwON+8+PpGvTFlosX4cH045DgMDucKcHUAVgnUnyyovsNTF/tP7guw+j5QfIqJCe/qBJlPhWO0w0RHax9q1a2nu3Ln09NNPk8/no8rKSlq8eLGZxzAM8vv9wgbOmTOHqqqqTHuJqKioICKikpIS+vnPf04PPvgg/frXvya73U7t7e1066230u233y7KPP/883TbbbfRpEmTyGq10vDhw+nll18Wik4qjqe9FtLjyjxp2FpspuPlfN6sLDk+fGEe6C47DyQ7UC7z3HJP1hjkDUxpLtP1moPSXiC9s8gNtOyYnHSOHLB7+3hcZilUlWAx7C3hUONZfE1570qqBO75oiDZG+gvDUawL1BGoHLvTmnXQ0VA1wO7h7Kdhdvl/B7wBn/3DURah8hG7UN5vRv4d/798BSFJpKPOsKcdDbJfC0j4BgoVKKJ8NZIG2MFymCQh1AnyhpSIMK5qBcq87nruS+z4FxIySAicoMMM9LY0a6rz9PZdVwfrgXhXDlusO1IhXI2K7YKLgMp7sq2QbTPUwt0EpApRRoHEVFriNfmKf1ZOWJ7Uz+Rz+1U1oZjQCZs8YmMTNpirdahoaFx1DgS/OfY3gR3d0PcgU2bNtGtt95K+/btI6IjtI7x48fTsmXLjmpDrALPZRjyKUmloWhoaGj0FDJhhzswbtw4WrNmTdLjHo+Hdu/eLX5LFQCtA263m+6880668847u8xbUFDQZcBiFdpea2ho9DQyaYtPVGTSFuuXExoaGkeNTGk6d2dD3IHy8nJ67bXXEh47mg2xij59+tBvfvMbuuWWW8y3vy0tLfSjH/2IRowY0UVpDQ0NjeODTNnhExnaXmtoaPQ0tC3OrC1O+XIi1MbuWv9aPlkcC4NnTLAP35A+W6TLErp4IUUDo29j9FUiIluEj6FrrBo5NhmQMkIk3Vfbh3EleR/Jy8douA4fn9ffD1zTiuXbIKQPiAjlSlsxoi6qf7QPUtQ/qsBtrR1pE+BeV6i49AKtA6kz0Trpcoz0iLiLM+7+hnQNxPqGPMg3cP9s6b4XzuM6sK3o+qjSNaLeJEolFtkPyZQyVFkPofiBrmCqjTCSpBFKmeYR3Ij8XeAyrrgpx6Fb0PWu/hQlMvR+oNy0g2KAW75ttUb4XH0/YJezulP4XuRkS0+ChlZ2zfR6OsuxdSBVxP+jRW91YfvlL39JZ599Nt17770Uj8dp6NChdOjQISooKKA333yz6wo+A1iASlB85X5xbFU9R4MPg/uuen+iMKkCMXB1hd/VaNOovOECvkBVQEZeRmqIF6QfIkp9UYi8jlQ1a7Z0rbSC3YiD3YqGgO4RUfxZQZXD4eR2h0JyHlrzuH1IfQsp6h+WvjCPgF7hyOPfrVFZt3CJhXVt4z3LRb7p11zP+WBDU/pHyYML5fF56/6b7bn3PRnNPwKMAWsSBQx09yWSlA900bWpTkpJVDTCeUo2sIuCrqjaW1yu4HJxjVSpH+0DIUp8FTdWpaBg22OwrOV+KPvVPwAaBclokRyHBozr1tHcsbmfcANbYnL9bIKbMRTCzA911ot8e0J9KRPorXY4XRxPe437F7uitIaU1RioJJw79BORb197kZkucLE6T0MouWpAsZv95OuCTEXId8vJOiqflUCqQKGgr0dKRHzi62+mLQO44cGItGe4R+v/Ok+2uolsl1rGSh98ezusVe+DwtN+2V81Z4HaxgGuL6DQz1AVJQLu/eFcLh/oIw1GJJvtI1IE2gZLg1H4CR+0Bbi+0nXymnDbufdraBDlNeXu5oxIy8Yp6u+r0AzxGQnWRKTEEEmVD2CLkatJ5sP+w/unUqwRzmZOo9pKRLI8qWkM15ezD9uT/LkI54VvoELfhrUKqT02RdHEABMrnhehuoMtckHKBkW7TXUDzHTj4VyRb8BAhat/DNC2OHO2WHtOaGhoHDUMol4b4GfMmDG0detWeuihh2jjxo1ERHTllVfSnDlzqF+/fl2U1tDQ0Dg+6M12OF1oe62hodHT0LY4s7ZYv5zQ0NA4ehi924WtpKSE7rvvPvN7NBqlV199lc4999yUwdk0NDQ0jht6uR1OF9pea2ho9Ci0LSaizNliLSWqoaFx1DDoCE0g1edExYwZMzr9FolEaOnSpabyh4aGhkZPIx07fCLb4nSg7bWGhkZPozfvidNFJm1xas8J4P3G3Ap/2cPHkB9aO1HegLydnHYEUBIIThOVPCS8h8j1Uu+tReWy/gfuZskX87zPGd2rmONXdZ7kKPkHMQGqcBM0EM6j8rtCEP/B4YP4B0pcAhvE2Ggt499VNbH2wRC7AeoIggyTRX07h/0F/OyTfi+1iJrGMtfKBvJFMZcioQcxPwLFKI0p4xXUnAHSasCxjLkT83mJiGwoxYVJRTpIXhP8rsamAI6eDThrqV5ginGDIVLUboXLxZgfKh/aCpw6HKNRSUWm5jLuL+Rfupplv8acyGnkZN8PeED4zlK4jl4mbDttwKOPfjbOUQZRr31LrEYZJjoSmPPll1+mc845pwdaRFQx+WMz/cGqseLYxNnbzXR1O9u0wd7kXMqmEHNy+3lYmk5dQL0wCUJAWrUqxjfHHoJ8PM43/flLMh/MFRtISDecKgmxBsSTsBRBITiv4VGMRgBkN3OZi22RFFOKhHlOBFuYY22xK+sQ2FKLgw1F/6cxlo8i1Qt8WAtIEQ//8/dEPvvZnK9oG0g3KzLFGLOn+O983qbRCnc3kngu4m3qZGMxH9jBVBLdOOVtyUPbiG6Jy1AeQoYT1zgjmc1X2hRzJIkzRDL+j5A9laGwyNXAdfggDpW1TbGXGB8DxlvrOI5NYVPGQAwWL5TcVWNMZFlTdWB66M12OF0cT3uN+xd1XKNMpbWOD26742SRb9/1PBgnDWGJw3CMx4oqEWrP5rHntfOkCStu5NsaWSLbDTKlm/+ftMNC+RHmRluZMqH6QUyLXRDnBrrcXSPbEAdZ+eYRfCzmkfdpyN/4e8v3eK2K78oX+dqHJI47N+hVaKuqUAnx7WwhvkCUaSciah3E605oOMQV8in2FeyUs47TqtxnAOLTCRsIy1tMCS3iqeeMQTARamwz3E862uA5QVHCdLZAjDzwpHcp2wGMLRGF2BJoltTYebj3dbbCc1WDXLfQxsfh+cKi1Bd3cB3jz+XYLNteGSXyhQohztA4fmhyv8lB3lRJ0CIPP+vtD3KMrKwCGaelurqQMgFtizNrizWtQ0NDo1voTYb4jTfeMJU/9u/fL+RMO9DY2EiHDx8+zi3T0NDQSI7eZIfThbbXGhoanzdoW5w5W6xfTmhoaBw1DLL0Kje1jRs30u9+9zsiIqqpqTHTHbBarVRSUkIPPvhgTzRPQ0NDoxN6mx1OF9pea2hofJ6gbXFmbXHKlxMnPcx+Rb95dpk4dtHT8/gLvixSXhyh65AtiQtnxCsL2UFSDOkQ6n1HV3s7uAjHHbK+nF1NZjowmN2eh7zYIPL5hvExRzv7NkWz+CJQKpJIypSi7I7q8uqtAWnSEqBUSLVP4abqreYyWYe5DF4rEVEkC13Y+PdYtvQ7tIKbsSWOadmGSHbit3+GRd6Aoi0gqxXkSg5P4nxItehUH1AykI5y5CCk0VNOpfaA7Cm+tETXQiIiK+SLgfs2yhcZilt3zJK47tw9ssNayhIbJNXBCV372kvhfvpleaQ54X1CV0V/SN5bm1W5if8BSpoREbnsnd2uugWjd70lvuWWW+iWW24hIqLp06fTunXrerhFEh+8zFSOwBDpvtgIFA0HUHq2NJaKfLNKmBqyJcrHUFY0zyFdHsPgq+wD7Umn4u+JVI4P/o9diB2KHWwbhvJxMO5dcvwWfsD1hXPZnxWl5IKDpd+rI5e/x2JcdzQi3Y5dbs4XBwpV+ID0tzWKON/g/8d1tPcHV2WF7ogy0c52viZnsyofB3Q0WONU11u0Ww4/39vc3fKaHCCDd/g0/j2rGugxisc2rrOp6Bph6HOU21ZtsZAFDSf+XUUyConq/otw+MHFt1E2IgCy5skkS4nkdXj3wRgfmuLE2Elgb3cFJF1jTNYhM420jqDSiEK74hPeHfQyO5wuespeo9ytr0zaYZR7RjnNPRcpEsXwB2J0EOcLRnl81NZLLhpSNLIcPLmaFPpHGKSaW99gn363X677YeB1IFMWJT2JiOKHeFMbYAVUihbwtUfzlD3GYZCzhksPF0kb3z6Q8zVX8/WeVH5A5Nv5Ea9VLqCQ1J7KfafSK3CqhXPQ1sq2Zh/gY+H85M8QTpC2RBpFVKFoRHL4Gh1tsA/GZxqFruHvD88xeB3KtMY1wwrXESyS9xafSbAfkK5NRBTzoIHkJD7HCIo2ETna4XkHWD7ZB+S9bR0K8uSiDSQBe9oPX2Iqh7qdRdne+C5uYAxofKf32yfKbGoYaKZdDp4/rfWKBnY8Q/ZT2+KM2mLtOaGhoXHUOCKb1DvfEv/9739PeqytrY1ycnKSHtfQ0NA4XujNdjhdaHutoaHR09C2OLO2+IvdkxoaGt2CQUdkk1J9TlR4vd6kx77yla8cx5ZoaGhoJEc6dvhEtsXpQNtrDQ2NnkZv3hOni0za4pSeE3UL2P/o4g03iGMYmVi4dzqkGxBGEReRzOPo/prc1RwpH1GPvLnuJnCbbWG3HUer9B1CKofn0xauu2+2yGcLc30Yab3v++jLqspPcJuay5ijEc2SbUU3fnRtUl1oMQJuKB/pGuiappRJ0n/+fi7xHd26kBITVmgcnkagoPQB1zmFqBAFl2Y7KLGUvMP+w8EC6SaIlIVAEbg09lGi3oMrGEYfjstLEq/XYs7k7nuiSBKqiS0gf8fo0jboOxzHRCRpJ0BVUc+DbtXoKt06WE7D3E95LNvBhRlna7ZbDgI7+MEFIpyxIEu66Tf6sihTMHqpsT106BAtWrSINmzYQM3NzSICcU1NTY+0qc9Z7Cr++Og/imO37vmGmW4N8gTply19Xd9tGmqmR+Wwb/HBQL6ZDisqHL4o++XmOdg31ar4nK57d5yZ7r+HB7qqBER7ecI2n8rrS+4WxfUZ14c2jNbO9RVul/OmvRTqOIepfCFlnPrrYAF1cVtt/YIiX59/sMt008jEChFZddL/FClyaB/7bJWcimBe4v8F1OjormausGUIX2/OQVkfniuWz5W0oW1XqHM2H9tmdxkrthjrFbdXALppq9PfAcpTIajCLk2QiPgu6BvCjirnhTLhbFiTfLL/A32hYAq1DnQHxqj4WfvlmPKPgIOoINPO+YrR51sBUjkGOJvEscZotpq9W+itdjhdHE977W4Au3RmqzjWVM2D3lrGttexU97nU6cBve7wADNdnMNlRpbWijJ5Lp5EtX7+97H53/1EvuAAnlAeMDG+gSIbeaBborAlUMQ/KAvoyKhEkfMJj2uVVoAUi8KPuT314+XcQlqArZ1PvO/tQSIfbrfQxnjA9jZ+KTktGCnDKhUtUJxYHc/ZIvOhioYXqCBYnojIBs8DoWK20Xkf8fX5BiiqUNAmexCfl2Q+ZzNQOYpBKaNeUVLEfgXb2z5YZCMPDDGVXt4BV7OsG9uK6ovRFPRGpI/EFIUbB0whbHckR1675xD0K4hrhGDsvVM7RJRp8fH63T+fT9ScLXk1Nps817EgE7Z4+/btNHfuXAoEAuT3+6myspIWL15MdntqokN+fj6Vl5eL38aPH0/LlsmQDIFAgBYtWkS/+tWv6NVXX6Vp06Z1qqu5uZluu+022rJlC1mtViorK6OlS5dSv379OuVFZNIWa1qHhobGUcMwOstO9hZceeWVVF9fT9OmTaO8vDyy/IeUaxgGPfXUUz3cOg0NDY0j6M12OF1oe62hodHTyIQtrq+vp+nTp9PChQvp5ptvJp/PRxUVFeTz+Wjp0qUpy5aXl5uqGcmwadMmuuaaa6i8vJxiseTa4hdffDEVFRXRhg0byGKx0PXXX0+VlZX03nvvkc2WXGs8k7ZYv5zQ0NDoFnrrP3aHDh2izZs3JzTCqQyzhoaGxvFGb7XD6ULbaw0Njc8DjtUWL126lAzDoBtvvJGIjtAk5s2bR9dccw3Nnz+fBgwY0EUNqREIBOjFF1+kXbt2dVLV6MCaNWto7dq1tHnzZvPlwsKFC2nIkCH0/PPP0yWXXJK0/kza4i/2K3cNDY1uwkKxuDXl50TFSSedlNSQXnnllce5NRoaGhrJ0LUdPpFtcTrQ9lpDQ6Pncex74lWrVtGkSZOEPauoqKBYLEarV68+5haeccYZNHDgwJR5Vq1aRV6vl8aPH2/+NnjwYCotLaVVq1alLJtJW5zSc6Lo58zZOXyH5LiHUKoRkkVbFN4+cDvFSyUrEkzleTEeggMkkDCuARFRwfv1ZjqexScK9ZXySu5DTIILljLZ39kgOcY2jF/gYU5dLIu7CWNREBFFPXwjcg5wMAlno6y7+hw+b7APxLboJ/vV9ha33XuY8yGnK1gkB7kDONkYqyH7kHTbCRRxWzH+hKdBEnL9xZzPFuZ8wUJ5Xjvcm2A+H0MJPVW+yN3MbUIJ1P5vS7J11azEcn2GVdaHUqUYZ0LlGMuxhwc4qcazwHgpmFEdA1g5llHbYIXbAZR6CufLfE1uHm/93ucxFbNzn/jDUpYOJSTjYASb/MpccKpaTt2DQb1XNmnOnDn0k5/8hK666ioaOHCg+faYiOjqq6+mtWvXHvc2XTH4naTHMN5Inyy/mc5WdDzdNr73h0PMW0ZXRH9IxiRx2nhe4v1uCCmBj3I5XySLiaWRHIWLCjF1Ct7DMSznFMbbyanisR11A3e3RNojZzNwYF8tMNNZyrwOgWScMYL7KC8noOTjvsj9lNuAw75toFyIsw9hoAOoK1e21ZZkGnprVJuNssyJYwERyVgVQwfXmekD7/M/Laq8ciyPCzlBqrClVBouVwO0IYX6Ja49IvaGNEHCDsbgGErsqZJzBnCVMf4Pxp8g6iyXmgzIL0eus10u25S1m0/sH8x9hKFZWpQLjABxvw8Q8MOG3G450m1sCvRmO5wujqe9xnEdUOS87S2wZ2nlOBPKloXe/fcoSoSDoJMccyXf52CcFiNL5svezWPMAbHI1Hhtfoh7kEx6kkjGh8Fh7obYD96Dyff8rYO4Ak+dYuMLUPYXbLJN1pf/EdRXBntOkA12KrERQgV4ruSxyFA+1AbxHvylSsyDw4nnGMbAIJIxkSyjeC0O1PN6GymQ8z53B/dR+6m8Btn3y0AQ2H9xeEaKK09xaFbs3ARlPyttGNaB8qGGEl9NjD045G6R19QwgCtEpoO67vn7wzhssiRMExG5IQ5eHOJYxeF+fqlQxjTY5+TgFAca8/kalFsZbFMD2XUPmbDFu3btogkTJojfSkuPSOnu3LkzZdmamhq6/PLLqaqqiiwWC02ZMoV++MMfUmFhYcpyidpQUlIi7GhHO7pqQyZtsaZ1aGhoHD2MzrFhewvOPfdcslgstGjRop5uioaGhkZy9GI7nC60vdbQ0OhxZMAWt7e3k8slX5Z0fPf5fImKmCgrK6N77rmHxo4dSy0tLXTZZZdReXk5bdy4kYqKio6pDR3taG1tTVCCkUlbrF9OaGhoHDUMIop1EfznRHUmHjVqFN11112dfjcMgx544IEeaJGGhoZGZ6Rjh4lOXFucDrS91tDQ6GmkY4sb6upo0qRJ5vcbbriBbriBlTCzs7MpFFJYCv/5nkqmk4jopZdeMtN5eXm0bNkyKisro8cff5zmz5+f7mUkbENHO7pqQyZtccqXE1XnsR9XllW6vKILVO4u/l11ZbeBmyS6DqHrkeoJg7KZiJaT5PeGU/qY6ZFP81slw6q4mXn5LRC2L1Io3aZch1gSLAauyY5WKT0j2hoEd3onD8yYV/rHFW/imx2czL5NVsXnD6U2kcqB7XYo0qFCthSS/j7S5Rjlghzx5PJK3lq+plAOSKBG5XmRvoGUG5QBtClymnhvkE4SypNt7f8WutuxL1ntREWOyou0n+SubiodpAPo6tbJrsD3MLino2s6kXSPQ3RqA1wiui2r8oHoZnxgGs/Bfu9xIZddutGFo1y5E47Flba1BzPjwkbUtW7zibohvuyyy+g73/lOwmNNTU0Jf/+s8ZdD7Oo3rUy61oVjfO+LPexGrt6f5nBiGVkruL0ijUOtoy3KY+f2Qa+IfFUl/Gb+4b99ncs75SgI5cE8Ajoa/k4kXVh9JYlpZjbFBT+cm9g9WfWeR5dRX4zb1+aXcyOnLfHERilhVdITaQZRsLc2ZQkJgkuzaiMRKJeNdUcU+WdnG8jqvVRqpmMjuX0WxaXZAjKqrTuYBmMo9I9QIcgUA+XDu181cJxEOUFFdZYi3sT50D6qthjlSKUkudKEJJQ9VZqU4DvWrebDMZb7EV+vbzCfuNQlbUKOlQtFwC/+YLhA5BvsbKBjR9d2mOjEtcXp4Hja64Zyvu8eqxx8OBZxHEbyZT5rMPH9wjKqC76ReItH2WMbRb48D4+9lr8wpUvdo+D+HSt018t8KAXtYfVpKSmsDC7cZ+I+J6LISotnA7DX8T7SWPqb0C6D/Q8k6RQi8h5IQlVR8iEdJAp2SZWBR6l77DtXk+zYMKxjWeuY2tM8lm2tqza53bTU8LWqY6BhAo8jbLfnsGxDsJCPqZRhBN4bHLt2H9CUlbVTMNiQma88c2HdLqBbBouUdf5w4vsUKlQGLNADUO4W987rdskHRLtD2Vj/B06n/N3Yk/qBO310bYuLi4tpw4YNSY+PGDGCqqurxW8d30eOHHlUrRk2bBjZ7Xbas2fPUZUbMWIErVmzhgzDELSM6upqmjlzZsqymbTFvXnN0tDQ+AwRj1tSfk5ULFy4MOmx22677Ti2RENDQyM1urLDJ7ItTgfaXmtoaHwecKx2ePbs2bRhwwYh87l+/Xqy2Wx03nnnJS23cuVKevHFF8VvNTU1FI1GzZgV6WL27Nnk8/lo27Zt5m9VVVV04MABqqysTFk2k7ZYv5zQ0NA4ahjGEdmkVJ8TGX/+85/p9NNPp4kTJxIR0b333ksrV67s4VZpaGhoMNKxw+na4u3bt9OsWbPozDPPpAkTJtDdd99N0Wjifx87sG3bNvre975HU6dOpXPOOYfKy8vpjjvuoJaWFjNPOBymxx9/nGbMmEEzZ86kM844g8455xz65z//2am+/Px8mjZtmvh8//vf77Lt2l5raGj0JDKxJ547dy5ZLBZasWIFERH5/X568MEHac6cOaaMaDAYpPHjx9O1115rltuxYwfdf//91NZ2xPs/FovRggULKD8/n66++uqjuo6ZM2fS9OnTacmSJWT8J4jGfffdRxMmTKCvf/3rXZTOnC1OSetA96y+2TJMt3EAAmyAz5hF8SOvZ3oNXTT1XTP9t3+eBpXJ88YdEC0WXd0UVyt01939DXahOul/pW9aLI99kZAiEHdJH85IEbv3WCNceQzUExxNkt6C7kaOaqaW+Mb0Fdnsfq5vxAKmj+xcnCfyofsvqlmgu6lKK0AaDEa5d7aQBNCIUEVDpR+ICOjQ5aobNbrXorsXusl2crtFlyxQvQgoUdfz9rBfWCQH1Cs2yHC/tRPZF8xIQhs68t2S+BhcH447tQz2uerGiOUs0RQGKFmwHNWDDaMtBxLnC0bkTcsFd0485lXUOZz2Y48Q34HeGiV+5cqVdOONN1JlZSV9/PHHRER0wQUX0J133kmhUOiojX0mcLiNo32f5JBuiEOy2bW3Lsh2MKr4qH+9H7sTPnb3xWb6rp//3ky7LXK81ETzzbSN4gnTREQxGAs3//RZM/3Ddd8Q+Qo2cZvQxTN3nxyXQrEJlh5Ub0IaB5GcN+2TeD7kbpD0PZxHuf9mw9V2pl9ky6rnCtsHIOeAk842khAqPNy+mAzsT9kHkPpmQD55TZEsNjbomu3wSaMRdySmp1n9+EUxNE3cKDFU8uQYiAP1xdYI1IbhMl/uh2CLsT7VlRr6DNcNXCvU/sJ1EfsrpIwBPJdQ/FAFlmyJj1mUZ3F0X7fB+hnL5rFhUypvi/N4i8PNGOaqE/maY4lpVkeLTNjh+vp6mj59Oi1cuJBuvvlm8vl8VFFRQT6fj5YuXZq03KJFi8gwDFqzZg05nU6qra2ls846i7Zu3UqvvHKE+rVjxw6aM2cOrVu3jioqKoiI6De/+Q1VVlbSunXraOrUqWZ95eXl9Nprrx1V24+nvUbKk2293LuFSmCPAHsCV620w+PO3WGmqx5lV+2ia/ab6T11MoDdyQPY1TsY43mW6t4XXMp8651/ky7hYg8EwxfVE4gktcDVzL8jNcum0tOhClTu6LQXRGW5/TxPfBNlxkhOYkUHVGdqGy7rRjuadTjZxosoAIof0WxUDJH5kOqA16SqURlJ9ssWpGgoHBuk6DlagUatKFvY29DGJ18zkBIZKAb6oKoQBcWinsR95K5XxhfY6zioqiC9nYgo6gVlwBjmk9XhMyaOo7D6tzkMiWAJf8n+lDMO6SdpcijdaYE+37e7n8hXUl5LmcKx2uLi4mJau3YtzZ07l55++mny+XxUWVlJixcvNvMYhkF+v58CAX44+OY3v0k1NTU0ffp0ys7OJp/PR8OHD6d33nmHBg0aZOY7ePAgXX755dTc3ExERLfeeivl5+fTU089RYMHDzbzPf/883TbbbfRpEmTyGq10vDhw+nll19OKhPagUzaYh0QU0NDo1vore7CDz/8MG3evJmGDh1K06dPJyKiyZMn00svvUSVlZU98nJCQ0NDIxEyYYeXLl1KhmHQjTfeSERHgq/NmzePrrnmGpo/f775r52KsrIyuuSSS8jpPPIWp2/fvnTdddfR/PnzqaamhkpKSsjj8dBVV11lvpggIrrllltowYIF9PTTT4uXE92BttcaGhqfB2TCFo8bN47WrFmT9LjH46Hdu3eL38aMGUOPPPJIl3WXlpam9fK3oKCAnnzyyS7zqcikLda0Dg0NjaOGQZlxJf48wm6309ChQ4mIRECgriIVa2hoaBxPpGOH07HFq1atokmTJol/xioqKigWi9Hq1auTlnvggQfo1FNPFb95PEf+Xg2Hj7i7lJWVmW7KHbBYLORyucw8xwJtrzU0NHoavXlPnC4yaYtTek5Ei3nh2FElXWFsQ9DNHdIpavy/N6aYaYsjuatVMnRSRRCRufng3sXSjXfYPUy3CA7ON9N2n/ThDBVhVGD2ObNG2I3I1SZpHb5RxZyvD/s8WcOKDxueZ0ghN5ukOxS6eOFYRjfeqOINagdvZHQ5iynezOgaFfEmpowQEbkhAjFGxo0p0ZaxrU6Qv20dzIXy9kpfspgLXK2gPVl1sr+i2VwHti/mlu/T+m7k+g+fCn6Cyms3oQ6TxDNJjZpvg1vdMpwrzKlSVEtauFyEveo7uzHC3MA2xBUXZuFmDOn6k/n6olulSylNATd2N/vH1bdLo+CwZYjWYfReWkdTUxMFAgFzk92Bw4cPU11dXZJSny1sL3Kk/4qV3xPHFi15wkw3xngADnJIN8eqCLsKz/nZs5QIH4fkP6QOmDhFNuZXRBRDj9/d4I/qrpH5msdzff1f499VhSZff54g6OKPbrSto+RYzt/Gc7TgLTaEnewgAJWPjJgcz1EP14e0LqRQBAukocmqBwUiNvMiujqRtEehXK4DI60TEeV+ioaLk0j3ICIKgfpH7n6gowzFk4oiZNhB6aiF+zveIA2SrSRxWH2rTxrS1lN4v5C7meuwKs+fEWYoJY3Yj+sJkaSq+Iv5i/ewNLIYLV9AWQ+QJiIoJEpxdK1GO527nRv7++3/Jcqc951/m+lxWQfN9N5QscjnULmH3UGG7PCuXbtowoQJ4reOQGo7d+5MVCQp3nzzTZo6dapwE1axfft2amxspCuuuEL8XlNTQ5dffjlVVVWRxWKhKVOm0A9/+EMqLCxMUtPxtdeD/sFpfx9ps+znML1uYB5zahsCcsOG92vId5ni0RTifFMG7VfKWBPm80ekKlxpNp+3NcyGz18q50nRRm5D2xBO2/2K6gIM0Zwq/uIrAaqXQuvAvSXuR+OyqWLu455TYayRsxXUI2A++vvz79n7ZaEATLUY2Gt3s+wHf1+49vbE+1kiokA/lP4BNYwceV4vCC00judjg8cfMtPV78o1VigIArVEvRdZh/i7bzAoYBTLNiAVA+9NJ/oNwAZ7e7TX6rNGJIcb6xsAYyCiKAMCTSQST3z/iCgpBSirWl472l5HW2La+YG3ZeDH2HDewNuBzjz5S9LrYHeTpFB1G714T5wuMmmLteeEhoZG92B08TlBcf7559OsWbPoueeeo7a2Nnr99ddp+fLldPbZZ9PFF1/cdQUaGhoaxwtd2WGDqK6ujiZNmmR+Hn30UVFFe3s7uVxSSrfju8/no3Tx7rvv0urVqzvVr+Kuu+6ia6+9lmbMmCF+Lysro3vuuYfeeOMNevHFF2n79u1UXl5ODQ3JZVe1vdbQ0PhcoJfuidNFJm2xjjmhoaHRLfRWN7X77ruPvvOd79All1xCREQzZswgwzDoiiuuoEWLFvVs4zQ0NDQA6djh4uJi2rBhQ9Lj2dnZFArJv1Y7vqfrkrt//3669NJL6bnnnqPRo0cnzbdgwQKKRCK0fPnyTsdeeuklM52Xl0fLli2jsrIyevzxx2n+/PkJ69P2WkND4/OA3ronTheZtMX65YSGhsZRw6DeGxDT4XDQypUrafHixbRx40YiIpo4cSKVlZX1cMs0NDQ0GJmywyNGjKDq6mrxW8f3kSNHJioisH//fpo9ezYtX76cZs2alTRfh0194YUXzCCaqTBs2DCy2+20Z8+epHm0vdbQ0Ohp9OY9cbrIpC1O/XIC3gIZIckAibmZe2RBTpHC2zdswOnFQ1hGke+KuZHfleR3IhFDATmpToes0PkYc6XjdzCJKu6UPClnGxOiDAvypPhEkf75oow9wFwm126WpIn1UWICACKFzAUc+XNJyK2dwlydmBtkjkBWNK7ETMB+zaoFrldWcv6gswWkiKQ3J/n6Aae3hgupMRQIOINRD0hOtXDGuBKnAiVMDZAiUuNZYIwNeyR5/A4cHygzeniSJDgKiThUBYRxo0qqGsC3syQZa0Sy/zGfTVGdjQENS0iqKlxA5AYiPzsZP4+IqPoQxySwObkR9t2ScO8ob6SMwCBlQvc+jBgxgkaMGEFEJGSbegL5e3hQxB1yAMaBnReGgVUXyxX5SuzMRz4Y5fGC8SLKnFJWC+UOfUD8jBjSvmGcicYox70o+EjOXfe/eCLiXPH1l/MVx7e3GuI4QEwB715pCD0NnK/6fD5Pn7dk3RifAeVIc9+RPEm7n+vw94WYDFAd2joiKaUd68t9EvfJCRuC2BIYekCd122lEL9nP/adKifNaZR47sfhD6jmHMWOgp2IwVphVdb6+GGQxsyBxtpkGyxtPI4w/kTONvkQitKwGA9E2Fh1jROxj6AJamwnC7ddyB2qcReh6SLuhfK8jPca86Hk4sjln4oy1quADw4VvPudU0S+2U+/RceMDNnh2bNn04oVKygWi5lBMdevX082m43OO++8lGX37NlDF1xwAT300EMmTePVV1+lgoICESxz4cKFtGXLFvFi4oEHHjA9IlauXEnZ2dl04YUXmmVqamooGo2a8S9S4XjY65ahPMY99XLs5XmZ/mKFAea2y/1ofYDtY5YjcUDQqvYC8b3IzXV77JGEaSKiKMgnjs/nl00HDw4R+bw1fN7W4Tzo48rexgOSxxhfB2PjuFpEEQpB03M+BdlfJR6MC/agwg7/W9phrM8ODCN3Q2LJTCJpD5sn8bX2f0Vu8lDSOQDxJ9QYaIYNpE4Hwt7UJ88b7MNpTy0fq/kXj1+nwpLCmBH2AJcJFcuYNJYYG0FbEOJjNMn62odw27MOgT3MkflErAuIneEAydK4EhvQXcf1OeA6An3kwHHAmEB7jzHZjjSCk8LGyyEg9txYX6Avt6/PZtnWWpCXDbXxonH4Afmg3DibMoMvwJ44XWTCFuuYExoaGt2CYaT+nKh46KGHqLCwULgR/+IXv6Dp06f3WEBMDQ0NjUToyg6nY4vnzp1LFovFVNXw+/304IMP0pw5c0wZ0WAwSOPHj6drr73WLLdz506aNm0aXXfddZSbm0sbNmygDRs20LPPPktbt241891111304osv0l133UVbtmwx8z388MNmnh07dtD9999PbW1tREQUi8VowYIFlJ+fn1KCTttrDQ2NzwN66544XWTSFmtah4aGRjdgIaOXurA9/fTT9Nhjj4kAPj/60Y9o0KBBNHfuXHrmmWd6sHUaGhoaHciMHS4uLqa1a9fS3Llz6emnnyafz0eVlZW0ePFiM49hGOT3+8U/YXPmzKGqqiqaN29epzorKiqI6IgHxgMPPCB+68CQIfyP/je/+U2qqamh6dOnU3Z2Nvl8Pho+fDi98847NGjQoKRt1/ZaQ0Oj59F798TpIpO2OOXLCYuN/X5stdLfNO7i10DoYqS6ASUFyI+qrjCWaGLKh+p2jzqLthC0Yb10idvWl12Q3TPZWaTvB9KlztnAi26wL7szu4LciEiuIrMGtI54EbtRB0ukBo+nmn2RXIfazHS4n/RzKv6Ajx0+jetDlyeUXSIiCoOkZ+OX+FjJekVeqYivPZTPZXIOSPexdiHjh/dWpV7w+DCsKE2KNB9lPOBXGANhr7y5dnTrRXpRihGL5yreLF0pa87gCi3gCWmFsdaJtoKKRVAGr5tIyh4iVOmsZFQO9Zqi+F24vfH1RXPkPcvezvOzfSxXnl0n71nTIenqf0zopW+CXS5XwsjCV199NT311FM90CIif1+2Oz9a8jtxDKkcfe1sP2qjOUnz5dvYJ7Mmkm+mR7pqRJnWOPvdDwZaiM+QdhCpIVj3H37+S5FvE0iVltrZH3XOAzeLfOiyGwV6G0rrqq76bYN4wiKVw6Fo0+GaEgVaAUojE0kqB9aBFDSUzVPb2v8l7pPGMbKtWTVsQ5pHcbvzdinSmCCdGgUZZZsiyWYHSksEJFAdAahPtW9hzmd4gIrXiVIB/YdrbmsSTWYiioFdbRslG5u3je8N0u2QdqjaTiHpCfYxnC2dP1EGD13A1frQroaBoeRso7Qw7G7my0zYJG3xezeUc74n15rpsU98LPLFVN3S7iJDdnjcuHG0Zs2apMc9Hg/t3i1l+FavXt1lvRUVFWSk8bfhmDFj6JFHHum6oQqOp732oLv/5fXiGMp0B2NA/1CoF3bYaGQ7eK22W/n3Gp9cp1vC7OfeHmbbq1JG8FwfNPILnchkObAL/pvtvBcm1P6Xhol8SDmLgq3DeaLuy13NnG4fmJi+RkRkB5qULQj21SnnRVYNH2sHdgrKM6vUcFczl8n+JzewpUyhp8NjTTHM47pyaduwDbh3U2WSo9k4zhPPb5W6h/MX67ZEFKoKDKP2YXxiwyqNG1JNOu1psT7wtne0wD4/ybMdkVx/8b57FBpMzMX9LKh7KjMf98RwD1V2BNp/u5/TOCZrZkt+dN56fgZrHsuVe247KPLltuo9caaQSVusPSc0NDSOHgb12rfEra2tSY+1tLQkPaahoaFxXNGL7XC60PZaQ0Ojx6FtcUZtsY45oaGh0U1YuvicmBg4cCAtWrSI/H5+Re/3++nee++lgQMH9mDLNDQ0NFR0ZYdPXFucDrS91tDQ+Hzgi2uHiTJri1N6TtgOs/9RLEu67VjB5QipHKqSgSWZl1MMXPVV9QOoD19Epaob3YPCOYpvDdQRAbcrqxLp2xKF73CucB670Vlism7HoWYzHevDbtRI4yAiCvXj0OGOVnDJsigDFr4PeJGjgDdV8I1V3d4cfm7TsBchav4o1X+MkVULkdoVpYwsiEIdRle+djWCMSqa4O9JT0uhAj6Iblz2kOxXdE1Wz4tAd8BgIddtD8j6+r3LddR/CX3JIKmoZsQ84Bp4ANqWJQcijkvhpqy4GqJrsaByKJeH/eeAF5FxuO+WWjl124fxyXK38H3HqPJERM7aDDpL9VIXtl/+8pc0depUeuCBB6h///5ksViourqa8vLy6I033uiRNv3gvj+a6ZqoVMoY6mD3YnQVz7f5RT4n+NU2xJhO5oWBj+ocRERtEDY7DgPdqviLimPgntwQlzYIz4u0DlTaICKKAYUM7R3ONdXOtJXxHChYxb/7SlSeArQb6rYp8x/rR0oc2hZ7ikDU1bP4mvI3yzYEirm+wg+BGqhQ5zBqfNiLtI7kah15u/m+hwq5/y0xWbetFY0fJ+N2hQYDizDWYSj5YvnQ/8Xs9926Q9Is28ogmvyBxP+PqC7g6ArtqcP+V/shMf0mKoe1oHygi3pYiWiPLsTONvS/5vv5/hWjRZlT/7DZTL9YMYIP9O0j8n0UZx/123dQ99FL7XC6OJ72uuSGvWYaqRtERG7wu28Bu2lXFvgoGLE4+K+j0oZboYL0z+KNQJ2NbWh7WKFbQ30O4El5XLK+YjfvTzfWwUODMpbCqLABSdzvdaIOQB2orKDS63CO+/vBPlP5gzUGSnBZh5DigdRwpQlAM24fzL/n7lZsFlAO6seDGoayFvigi2ygqKGq+0SzgBLhT0yvUFUHYzlAyQNDHM+WRtAHgjXWVh576nNRVjWft3UE1+1slRkD8CzkAfpvGNagcK5sa9YhPpZdze0L58i6QwWJFU3UfrXAsoh9pI4pG9h5y5cb+Dx7eW3ps1bOBce3gKL6YomZDL40QOTzwDMJXUjHBm2LM2aLNa1DQ0Pj6GGQfHPYi3DSSSfR5s2b6be//S198MEHRER0+eWX05w5c6hfv3493DoNDQ2N/6AX2+F0oe21hoZGj0Pb4ozaYv1yQkNDo1vozdJIJSUl9JOf/KSnm6GhoaGREr3ZDqcLba81NDR6GtoWZ84W65cTGhoa3cMX/C2xhoaGRo9D22ENDQ2Nnoe2xRlDypcTcSfGZ5CdLnj2qdRzkEcURf4axJUA3teRfEnOo3BmhcQZ8F8VKqDkKcOx/ZWSozTgX3zQu36XmQ6Vs7ySzS8DCcTzOZYExo8wHJJjbG9jkl4km4MPWJUYFgRxL6KlhWY6Zy+TZJtHS/lRlMALFvI15ByUbUVemCE4xrJfMf4DSvXYlDGAMnfOduSYIe9XkW4Cjrc1AlK1CofaAbKgyMNW20pwC51tyWNTIH9cjNcU8nU4XgN9+Xd3vWxrwVTmtjW/wdy2qIckcCwr3DtxXqg+2BfnIFSlyEw5G0D+Ffok0l9qXbn3J49DcrRQZaE0PjtgLIhCm4xngxKhzXHOF1E0am1gjHOsHCzBD3Eh2uJy0AYNnhRe4kEbV4iuMRjcWGZPuK/IVwRtRznSBfc/KfL96L5rzHRWHduxxlFct0uRVO77NvdDO/BzO8WSEDFiEscoIJJSpRg6I5jF+dyNSqwcsMXug2DnozKfC6RSMTaNTYmDhPEybCi9p0g0+/pxvrid7yHKqxo2uR44RnCwhehODrYQz1MCPgCP3eqH2CLKemBr5vHWFGN5NqsS8kOUS7KXUznHuCcI53KhnCp5Ta1D+UbhfccYE2r9GK/KoeRDFD3LsSTIy/PM2iQjlG/6RhmcqNlM3vOPP4t8S/7rG8lPdhTQdvj4oTnEc6tvlpTn/LSV+e/5bravTUFpU/NcQUqEYIzthdMm52AINrUoRVrolgMW7TLGtuibLdeMKh+3dUA2j1/rhc0i38evjDTTGINLyHgq5gL3USIWmRIbIdAnuRQoIgQhluwQ78GDqtfKHMA2ZX/M/dU6VBoj34Ak8Wuiyv6qib+7WjgfxsogIsrbwd9D+fy7F2JlNJwsG5uzk9uEMcLyt8gNqW8gH3O0YjwdZS0YxN/d9SjpmTzmB+4ZMc6OqumJ97ZuAtftrVaeDfrwDbX7IT6G8mwGQ16st1HlmdDF4ako8g+O3dOvie8tjiciIufjxfyFt+VUda4cA0WbMvdCQdvizEF7TmhoaBw9DPrCB//R0NDQ6FFoO6yhoaHR89C2OKPQLyc0NDS6AYt2YdPQ0NDoUWg7rKGhodHz0LY4k0j5cgI9eiyKe4/wX4FjqgstuhJZkrl4qTJA6IIPrkeq+xi6BGEdKF1DJOVD44qLKeLAdG7UqI/Yl8wa4hPbm6U8n+HkLsRLiiu0DnRfdVexVpIlKDssMIojmrpq2BUv5mW/q8ItUmvp0Nn5XB9SAgpkG9Alyw7yoyqlIgbySCidqrreuZuTS8h2IJIl74W3hiuJuUHuqb9sa+4+zoeyUA5FVhRpHjhubEFFmhCkSYs3Yd2cp26CnA5xoA1FgN7iqRXZKPZHdl2Pg3KcKhGKSDJ9iIjIDS7fKNca9WJ/J5fLxTHuPCC1roKDJM3jmPAFfEv85ptv0tSpU4/7ea0wmPyKPCcaHhvclFyF/lEbZdd9NyWesA6LnOQoR+oGH12khRAR1UTzzTS6Fmcp+rxIT0HZ06DCqfrWHa+Y6Wd+db6ZRhtUf4Zsa9G7PH/xMnDuHjnISaSgNZXL+go38kRygiuvkNdT4G7k+5S7H2RAs2V/t5Tx97w9QOVTaHBuoK6EgM6gykl7a0GOFGyitwaoPFWy7vqL+PqiucmNFdLb0G5F82MJcv8HYDtVChpKj7cP5zosYeiTHbKtyexl62Bp35Dqg67KFqtsQ5TZmGLPogY0i0A+i5e/WLLY79hwyHXDEmQbGw/wPLlvbIXIN+HfOykj+ALa4XSRaXtd4mUKxIG2fHEMqRwxsIHZDrnm5jqZ1lEXYIpujiM517M9yoM5HON526ZIiRZ7mOaBMqMtAeknPySf/eTjYBDDMWmHJ355u5netZwlc9sGw3xS94V1ifeFvkGK3cQ9O2yrVaqzPYj7P5COLwJasWTYiLpRIlSVKC74iNPtcE0qxRcptShzrc69QHFiqgr2l9oGvKY8kBRuPFnaZKwP7Zf6TOM9iNRp2MPmKjYQ5JVRMtQG/W1VtovYLy6g9qCsKBGRu4FvfNtgSgqUmsW6VVpfCzDlsg5BGVjrsmploVAuUFpgmvT5QPZDw/mJaVbdgrbFSXG0tlh7TmhoaBw9vgCySW1tbdTc3EwGPLHMnz+f1q9f34Ot0tDQ0PgPvgB2OF1oe62hodFj0LbYRCZssX45oaGh0S1kIvjP9u3bae7cuRQIBMjv91NlZSUtXryY7Pb0TFM0GqXTTjuNPvjgA2EIw+EwPfXUU7Ry5UqyWCzk9/vJ6XTSggUL6Nxzz01Z57/+9S+65ppraPfu3eJ3wzDIYtGLj4aGxucHX/QgbNpea2hofB6gbXHmbHHKJwDhSmlP0evgYq4qZaBru6gDk4qHsS2E6gyJyxBJ112EWh+6CKFrFLqXEsnr3XEj0ysGv8zuzHab9KEK9me3PHcNu9RFC6UbXRzc8+0t7EYUHtqHZEZwiXOxn5O9lcv4B+eKIv1fZxe9pi8xHQUjxxMRuZpQHYOSAiMse+q5TCRLdqyrDY+hSxy4CebINribOY10DdUtzAL9gOlwrux/jIKvujqL+qB6MT6gSN/35YCqOxmiDIPLWUx6EpMV3J7Ri72T9z24yEnKlMzXOpzTdvSeh3yq22HWIa7QNxDuc1D2Se5WpfHHgmM0xPX19TR9+nRauHAh3XzzzeTz+aiiooJ8Ph8tXbo0rTp++tOf0t69ezv9vmPHDpozZw6tW7eOKiqOuFP/5je/ocrKSlq3bl1K97Ibb7yRzjvvPDr33HMpLy/PNKqGYdBtt93WjSs9dthgkFgVn0dUx6iLsm1QqRdFdknz6IAPJG/Cio+oFwYtUi/yrX4lHw98VA9BWggRURzoJNi+GiNf5BvgYJv2/fmscvDY3RebaVeTXGzQBV9AGadIaUOKRu7HCq0LI4kHMVI92BwlqjgqNjmhu6MeZR7u5XsoaFi+FFwwMFaq26uwJ3DM1QKR6gcr/eXnC3S0oJKTtPPRAqDigU1z1Mn6YhA13tOX18JOAhhA37AGOY02um2ovGlZNeiqzL+rttPVzNfbNog7ttMeA6ZGUiUnIhq64hP+UszqWUZ9s5mO1dWJMhd/pPD+/oO/zp4svm+aASofDQmLpIcv+Ib4eNprVOvIVVQ3rDB4+rqYZ2BTBtW+Nh5HTuAqO0FNJ66qJOB3tBeKqkcgynM628k2ORiVcxXP1R7hSW23SsOC60Gf6/ab6aY3h/J5qkQRCudzW9Emu2vVfJzOreLraB0k1yBbEq97pGPFlL0Wzm+0F6iaQSTpAhYjuV1HahqyTlSqcwRsICqLBIu5X/M/kvcWFT+QuqvS07EN2Cf+wbIRkVa+1/gs1T5c5vMcBAUYOFfcBVQQpR/ygXbSNiTFfhsf2+B2qrQ5A4Rs1DUNkcfiiYLSjMpNKgXlrwt+YabPXjfXTOf8XW6ePZuhEZcmb0Na0LY4Y7ZYe05oaGh0C8f6lnjp0qVkGAbdeOONRETk9Xpp3rx5dM0119D8+fNpwIABKctv2bKFXnjhBfrud79L999/vzjm8XjoqquuMl9MEBHdcssttGDBAnr66adTvpzwer300EMPJTy2ePHidC9PQ0ND4zPHF/3fOm2vNTQ0Pg/Qtjhztli/nNDQ0Oge1EieR4lVq1bRpEmTyAbeSBUVFRSLxWj16tV01VVXJS0biUTo2muvpRUrVtCqVas6HS8rK6MVK1aI3ywWC7lcLgqHUwcFLSsro0gkQg6Ho9OxeDzVP9saGhoaxxnHaIdPdGh7raGh8blABmxxd6nO+fn5VF5eLn4bP348LVu2TPz2f//3f7RkyRLKysqi9vZ2uvXWW+nb3/52t+pSkUlbrF9OaGhoHD0MSqlGkg527dpFEyZMEL+VlpYSEdHOnakj2d933300a9YsmjJlSsKXE4mwfft2amxspCuuuCJlvvPOO48uuugiuvTSS6m0tFS8PPnxj39MX/nKV9I6n4aGhsZnigzY4RMd2l5raGj0ODJgi4+F6lxeXk6vvfZayjzr1q2jSy+9lN566y2aOHEiffLJJ3TqqaeS1+ulr33ta0dVVyJk0hanLSWqyngiLDGQc1QkDg2I62ANITEWkkr8AxELIsWLKOSRWkRsC5kPefeCq68qzEUxH7ehahbz9If9TXaEvR0aD2+GPDskwS4wothMY5wKR7u8+JgLCFr4pinM+TzVkjseLGFiX/525joeOjtP5EPZHTVuAgJ5dMJNSemv9hJuazIpO1eLHA/IK24fwOXVmBNRLxLVOGkLydmPcSvsIB9qKNJxarkOoJypRZGwQu5dMjk9FTj27ArZOg7HkAf5X5f9W+Q7HGLJx21PjTPToQJuQ2CUJGK2O/mG2tuRny37IdA3c35nx+rC1t7eTi6XJIt2fPf5OjHVTWzcuJH++te/0jvvvHNU57vrrrvo2muvpRkzZqTMd/XVVxMR0csvv9zpWE8FWMN4D0UOZf5DzImRzhoz3RjLFvm2BQaZ6YHORjOdb+O+jijGsxXIt06YvHhONR/GlWiLS9IqxplA2VNVwlScC+TtFv3icTN968PfFWVyP+U5HoJYN05FfjhQBDEPYB5ivAIiyWfF9QXHvWIyKAqypS253JcFHycP8tM+ELi/IcUG2fA6oL+Ua/KBFDNyseM2vlbvYWljm8GmRQr4mM0vAzTYWyD2DkoWK3+O4Fof3MM2zKb8mxTLxQUGyuPS55Ftde7gg0LWuV7h3BdBnAk8rWqrkMIP/YXxjYiIqi8bZabPvvI9M31+/lYzXWqT0t53/9flXB9IhccbG0W+q9/fQpnAF92V+Hja6zOKOL7R+vrh4pjVlthmtUCcCiKi2f23mek1tSzP2RDkfVyBS8bqyQaZ0cYQ50NZUSKiIjfb8kM+jj90UoHcjx7y896wupnzDSpoFvmicbYFGB/jtFkfmuktz3xJlAlDSDTP4eRSlq5GPubrx+cJ9pED2tWUOJ6Zsy1x7AEiEvLaWTWcr22ozIdxJhywb7LJcE0iBkUU4kpgvDEiooLtIJMM0qnOZm6Qv0TW7T0IsUqu4Lgee9cNFfkwZl8MhpSzQdEShe4LFUCspDollgfYPZQSxec5ZysJYNsxxkOgQK4ZTpDoxvaEC+S9ddcmfjbz1Ml87QM5342XvUSJ8Ou1/yW+X/b92810n3y+9qZR8p598xuvwbdji1HT01TnrvCjH/2IKisraeLEiURENGrUKLrkkktowYIF4uVEd5FJW5xY7F5DQ0OjKxipP3V1dTRp0iTz8+ijj4ri2dnZFApJbfeO715v4uiG4XCYrr32Wnr00Uc7vdhIhQULFlAkEqHly5d3mfe0006jvXv3dvrs2bOHpkyZkvY5NTQ0ND5zdGGHe3uQNm2vNTQ0Phc4RjvcFdX5WNDa2kpvvfUWnX766eL3iooK+uijj2jfvn3HVD9RZm2xpnVoaGgcNSxG6ujKRETFxcW0YcOGpMdHjBhB1dXV4reO7yNHjkxYZuPGjdTe3k4/+MEPzN86jOq0adOIiOgvf/kLFRZyRPTFixfTxo0b6YUXXiCns2u1krvvvpuGDBmS8NhPf/rTLstraGhoHA+kY4d7O7S91tDQ6GlkwhYfC9W5pqaGLr/8cqqqqiKLxUJTpkyhH/7wh+ZeePfu3WQYRifvC6x/6NChadWVDJm0xSlfTvQDr+nDFaqOJyTRLVKhf6CLEKaROmAoXkmxJLKlMZf8XS3HB5RyHnDDCgMFRT0NskmQqgLnCedLX1ZnE/s2hfvwv73qI5BhR1dicD8ukP/+ImUj7uFzxbPBj0vxd7EHudOt7eyP1n+9zGgJsGtxbUUBt03pR1cdt88H1A2UFSUisgfArc4L7n8gh4cUDyKiA9N5yCGNIm+PrDsKsqXOZh4skRw5ZK0RkF5FSThlECB9wxpO8gpT8ToqeRsk9Nx4/xSqCrgCtw7ne2ZRZlccBsXsbzCVI5J0IBP5SrE8nyfrI0WqFs4VGMz32dEgG9H3/QzuZI8x+M/s2bNpxYoVFIvFzDfF69evJ5vNRuedd17CMqeddhrt2LFD/LZo0SL68Y9/nJAjt3DhQlPVo+PFxAMPPEDz589P2q7//u//JiKiQCBA27dvJyKisWPHksfjoenTpx/1dWYCj+8700x/d9ib4tjhCLvoIl0D5T2JiEa5DyWsG+kVOTaFMhJPLFMaVsZs0ODBjeO5mCS8FraXtTF2/Y8rWo8OaLsbeH8HI2y37KrEHBj0SA5IVCrT3dPAcyCcnXwMI3smWAjupzCPPbWy8gC4NLsa+FjLMLlu2CK4JvHvSONQ4Svha3K0yXzO1sQ2DSWebYrdGvgK9BHYsKrzpY1Auc9UNEsryhansA02kLqLe/hcFqSgKfTQhilsi61tPL5axyv2DHaHBe85Ev18pHlwSXb0oFeabYCE7A/6rjPT3z37MjP97VfkfKSGJjO5+D12b134ZRnr5qEfjDHT3/oLdR9f8ICYx9Ne//Hlc8z0WdO2iWOjvUyp+3cjUz68DmmHVx8ey8fsPPkbA1lmui0k94Uj8uvNdL6T93hIuyAi8kfZOJ1evM9Mb2kuFflagrx/GFbEa4ZVMZZ22NBHwa6jvQ4ViCJibsVAQtnVJOtGmqoT6L/OFjmehfQzyJRmge0NFqmym5wOgFSnGhMApTYdQBNpU56vUBY0+1P+XZU8bhqL18S/Cwq68oyES2nN/+MT23NkvvYyLpj1KVDtlOcBpOCH+8NesE6uQUifcbQiNR/aprJloF+D/fCBSZFHhXUM6c2qPCoON1xvA8XK/YTnxecP8sO7/af8sLzokedFmftrLzHTMTfscfbIe/bPxazc9uM/07HhGG1xd6nOREeCUd5zzz00duxYamlpocsuu4zKy8tp48aNVFRURO3t7aK+VPV3VVcyZNIWa1qHhoZGt2CJp/50hblz55LFYjFVNfx+Pz344IM0Z84c8+1uMBik8ePH07XXXnvU7bvrrrvoxRdfpLvuuou2bNlCGzZsoA0bNtDDDz/cZdlFixZRcXExTZkyhaZMmULFxcW0aNGio26DhoaGxmeJruxwuv/mbd++nWbNmkVnnnkmTZgwge6++26KRqMpy2zbto2+973v0dSpU+mcc86h8vJyuuOOO6ilhZ/MwuEwPf744zRjxgyaOXMmnXHGGXTOOefQP//5z071NTc309VXX02nnnoqTZ48mb71rW/R4cOHu2y7ttcaGho9ja7s8GdBde7ASy+9RGPHHnnxmZeXR8uWLaOqqip6/PHHzbqxvlT1d1VXKmTKFmtah4aGRvdwjFzm4uJiWrt2Lc2dO5eefvpp8vl8pmySeQrDIL/fT4FAoFP5TZs20a233ipoHR1yR+vXr6cHHniAiI5w6hDJ3M468Ktf/YoeffRRmjt3Lo0aNYoMw6BPPvmEHn30UcrNzaXbb789ZXkNDQ2N44YMxJTobpT4RYsWkWEYtGbNGnI6nVRbW0tnnXUWbd26lV555RUiItqxYwfNmTOH1q1bZ9ri3/zmN1RZWUnr1q2jqVP5n8uLL76YioqKaMOGDWSxWOj666+nyspKeu+99wQPG6HttYaGxucCXdjiz4LqnAzDhg0ju91Oe/bsIaIj3hAWi6Vb9at1JUMmbXHKlxM2iBzuaJFOFugmgy7lqd7So1s6qimoZVS3p0TliZKrf6j5kg0Y1R2KHMkycvLupU+KQ2/5TjLTaxedZaZjLumT5WpQfZCPwOaQC264D7v2xR3oxsv+VPZG6d7TPgyj8rOLtzUkOzKey+48qKKhRihHKoYHKB6qezTe9wi4R1uBEqO6KeO4QRWVg9OUoYjnsrCrojV50PuUwHtd+hpXoni+CyC1xO5P3g9Y93lf5ojuvqh0n9rZwk7um5oGmukxeTUiX6GT/YwvnP22mc6ysQtoXViOr3+uYVe3Pv8Gt2klon79yRlyljIyEyV+3LhxtGbNmqTHPR4P7d69O+GxVHJHFRUVZHTibaWHp556it555x0aNGiQ+P2mm26iL3/5yz2y2a1r4vs9fvQBccwKvqrNMbYfNsWHFakYNrh5Dhv/O/pxSPIRc0FdY4izzkxXRaRrX4md/ylFJY+2mIxUj9+xDLb7yHd+i4/0lOYI52s+WRoDzxq4vmDi9YmIKAquxuhaHFIVfuB9GKoJoTKGSgOIAtvKCoohqktzOI+P5dZy/0c9yjrrROUd/t3TKO9tzMX5/H25jqzDySl29gAfs0a5fYNXyXyGjfM5WsHN2yvXLqzfAkpTqnIS0uI+vYB/R0UkiikdC1TPeB78m69Ey7cEuU1I5VP3ABdd/bqZLgC/4ydXzBb5HKCQ8uVfc5wb42LO89Ddl2ARyu3LtI47r7/RTLuqJB0tJximY0aG7HB3o8SXlZXRJZdcYlLm+vbtS9dddx3Nnz+fampqqKSkhDweD1111VXiJfEtt9xCCxYsoKefftp8ObFmzRpau3Ytbd682YzsvnDhQhoyZAg9//zzdMkll3RuAB1fe40U4Y+b+opjPqBUWGFTq1IlrDAY42BAshw8wQfnSGWX+qBUXupAaZZUimkAJY9P2vqZaZdNesD09bIPfVOQbXKRR6qEoOoIwmtnmxwqlLaocCuoioF7PtoyIjlum8fwF1RwICIybLifhDIj2c6560kglM9ppP+pzxpYH9pQT53MF4E/rZGqYlP2jy6e+pKOkgd5mhXbhspBYBIM5f+Yove4sUilUdcWvEZXA98/q+IEhfdGKHfkc1rdb0dA1cN7IPHzFxFRACgf2Hd5u2S+4VexTawL8Bj3PS3tDdITW17kY82X8EX96mFpH3Dk2v1cvn2IQl0KKY3vLjJgi7tDdSYiWrlyJWVnZ9OFF15o/lZTU0PRaNSMKZGbm0tnnnlmJ5W79evX0+jRo814E+nUlQyZtMWa1qGhodE9xLv4nKDwer2djCsR0aBBg7p0rdPQ0NA4rujKDqdhi7sbJf6BBx6gU089Vfzm8Rx52A2HjzxplZWVmdS9DlgsFnK5XGaejjZ4vV4aP368+dvgwYOptLSUVq1albQN2l5raGh8LnCMdri7VOcdO3bQ/fffT21tbUREFIvFaMGCBZSfn2/KexIdCQ6/atUq2rRpExEdCYL57LPP0pIlS466rkTIpC3WtA4NDY1uIRP/2H0e0d7eTtXV1Z3+LayqquoyKJGGhobG8UQm7PCxRIlX8eabb9LUqVNp8ODBSfNs376dGhsb6YorOEjorl27qKSkxPSawHakaoO21xoaGp8HHKst7i7V+Zvf/CbV1NTQ9OnTKTs7m3w+Hw0fPryTF8P06dPpmWeeoeuuu46ysrKovb2dli9fTl/72teOuq5EyKQt1i8nNDQ0uode+nLiiiuuoMmTJ9M111xDI0eOJIvFQh9//DE9+eSTNG/evJ5unoaGhgYjDTvcEYitAzfccAPdcMMN5vdjiRKPePfdd2n16tX09ttvp8x311130bXXXkszZsxI2YaOdrS2tiatS9trDQ2NzwV6iOo8ZswYeuSRR9Kq/6KLLqKLLroo6fGjqUtFJm1xypcTNacnZ33EIT6DkN1Ua0xyszAuhE3h/Ij6QFLMFlD4uC5sA/+OsQyOtBXS0D5rJDn3C9v36H8/ZqaRT01EdHb2x2Z63APMBf/9zKkiX7wQZPNc3Ag1foSjjTl/8T5MVIvm8aJtOGUn47U76qA+hXNv8TP5zuNmvuS+C+Q19XuX00HgZLsUuTrksKGUnR343jWnqTzuxDw1ixoUHOWM4LQqf1zw6EScCiUfSMjWn5I4hoWqAoTjxtEO5ERlTH/je2xI/nkn3/dJP3tf5Du5kE/2YXOJmX7r0DCR78z+e810hPi8LVHmhuYoOoqxAUwaHFRRZaY/+YcMctPdmB2dkCGu8+cRP/jBD6i5uZl+9atfUTB4pJ/dbjfdcccdPRZcbemUP5np5riM4+CPs20odTDpNagEHHHDzccyDVHmejqViYhl4jAp822Sm9wW52ALGAOj1CE50R+GmLOItrTYLh8+YhDI5ZNQfzO9/F8zKRkOTQe/SRsMTsXOF33Acwr5uura5QRpuXA2t8dbw+fxF8s1qeATPhbok3z9bBkD0pgRbo9voMxX8m827qE8iCWjhuiBS8T2YVyJTpJzEPsBpZJR4vlIOeCNQ0wMNVYRSksjf7uT/ChyrNu5PpTUsyprPfKovzSZ7WOuUxKz9/6c5TmbR/DvKBNIRPS3h88202dfz3GCLr1eKkj8+X9mmWmUOwxDPJFgvmxrzbUsb5dVzcf6r5EyvRlBmna4q0BsxxIlvgP79++nSy+9lJ577jkaPXp00nwLFiygSCRCy5cv77INHe1I1Ybjaa+/ehZvjtYeOEkcw9gSKOmpwgL5MP6E2w6yj0pwhBhIhkZhIh/054l8WSBNiibisF/GrBiU08z5QM63uj1X5PM6ub4pffab6T9vnWimDY+MbdY4nicyxrLJ+yT5fhulkYOKUmEEmo4xGcIQv0yNa9Pvfe7LZpB3V1XbXcHEc7ptrIwHk7uV7yfGoVHtNUpqorxpHNYjjANEJNcJV0ty339bGCY6xLaIepXnJ1jCMW6gaoc9dTBeS+CZC/ooosiZ4rNZ62g+UfHgJpEv+i+Or5a3h6+pbZC0lR+9OMpMj7yAvaP2nS03qigLTTDcijZCjCHlvWbLmMTBC60B2RFtgz9fcdhOZGTSFmvPCQ0Nje6hFxvin/70p3TPPfcIrWbNX9bQ0PjcIQN2+FijxO/fv59mz55Ny5cvp1mzZiXNt3jxYtq4cSO98MILZhBNbMOaNWvIMAxB7aiurqaZM5O/lCTS9lpDQ+NzgF68J04XmbLFOiCmhobGUcNCXWs6n+jwer00efJkmjx5smlc77vvvh5ulYaGhsYRpGOH07HFs2fPpg0bNlAsxv82phMlnohoz549VFlZScuWLaPzzz+fiIheffVVev996Tm4cOFCev/99+mFF14gt/uIp1WH3HNHG3w+H23bts38raqqig4cOECVlZVdXoO21xoaGj2FL8KeOF1kwhan9JyIgWSXtV36Q9n84I6JEpxpvjlCKoJhS6+Qmg9vtoFSYw7VfSxx/dEi6cJsgTqSqRB6LdLdy2fw2/98K7s6X7/2NZFvs5+DQ70zg136YyOlX5gtxhflG8r+bO7D7O4Yy5L/OGQdYtfWaJ50+UbE+rPLnnsvay+NXipnTcskDmbiAUUrpHgQKVQOcB8Le9FFWLZB3jNIK+52eD+RpqO6MwvPdajbU6eMgWT0InuKPFAFMCo6USNCcCETf/qBmY4oF5Xv4PExIpf7/6NYP5Hv7cNDzfSEYqYKZYPe07NvTxFlppYzvag9wv5tqkGMZmXw1W4vekt8+PBhcrvdlJeXR0899VTSfCtXrqQFCxYcx5YdAUpwNpN8Cz3I2WCmq8LsEzvcWSvy2WAwRGDMOsAPNK74/vuA/oHSpA6F/oHHYvDO+2OgZBBJOgjOj//ZL/9tLXIzPc1jS5OLZIfBHoXrUExB9iFuu7+Y+8FQ5kotU/SpYDunUdZMpTbYgCoRhduE0s1ERLmf8Hk99WwkC3bIfg0DlQPdiUO58j65gLaAtIwIyiEHVflRPmaDY/g7EZGzGaROQT5UpYnYIyC3HOc+OlSRXIbcKlyQE0sGHsnIZbZ+wDS4CZOkNh1SLFzNcC/ciuszdMVrT7ItnX3Nv0S+79zKKhFPrPgytxVcrJvHynuLUooG7D0u3n5Y5Pu/s/tQRpABOzx37lx69NFHacWKFXTTTTcljRI/efJkmjJlCj3xxBNEdCRY5syZM+nWW2+l3Nxckzry7LPPUkVFhankcdddd9HLL79MjzzyCG3ZssU878MPP0zz588nIqKZM2fS9OnTacmSJfTMM8+QxWKh++67jyZMmEBf//rXRXt7yl4fDOab6WEFDeLYzka+n4Nymc4WVgYzUjQQBnCz6kKShuGy80QpAOpGU1BKMCO1JAr1lWZLeh3STvKBGuUPyb1l/T6mKB2oY/1Kw8d2yaLI/uKcjgP1urFc2h/PQbBtwBJ0KOwnlIVGGU9HO9DNFJd+f1+uG1iLnWwWPitgHY5aSYkMFkO/Qhs8ckoLCVME2jZFYV7Q4UIgMW1VlIaREuGpBTpQg+xXpLhY4EGmaYxKn+c00tjtQLFRnxBx2fdU88E6o0DkywXWMa6X6n1CykfVk8zDK75YasPWn8H8kj5ruZJgIfSXQg3P2QWUDxjW226RdLJxy26ijKEX7YnTxWdlizWtQ0ND4+hh9K43wSeffDKNGjWK3njjDbrqqquS5lMjyWtoaGj0GDJkh7sbJX7OnDlUVVWVMNhZRUUFER3xwOjwkOj4rQNDhgwR359//nm67bbbaNKkSWS1Wmn48OH08ssvC4lTIm2vNTQ0PmfoZXvidPFZ2WL9ckJDQ6N76EVviV9++WXKyTnydv6cc86hdevWJcw3ffr049ksDQ0NjdTIkB3uTpT41atXd1lvRUUFGclcURUUFBTQk08+2WU+ba81NDQ+d+hFe+J08VnZ4pQvJywBfluNLlRE0k1GuEqpL0fwTVKaES6s4AKF7v3qjRcKHSGgmXSKDg4uVaCYYFOiDMejUDDG9b3jY3ejU7L2YxFyQOjYeIoLnOTdY6YnvL3PTDfHpFveUzdeaKZzNrPPWGAkR791f7BXlDEC4ENVxjq0lpD0c7LboH1xuDFW2e7qs7kfBr/C12dY5L8XIqovuLrh7+qbRKRyoIsYupURSXUNpF6gSgwRUVZNYgqJIlQg2oH50HUuxoIDREQELArRBjWq/8u/5sjv593KbsGHgkokbTiZw8qNGJwjIx1X+7jc6g/Hmunxww+a6RkTtosyOQ4eA9kYsfuCT0S+97aVUabQmyITT5zI0cd//vOfJ82X6thnCaRKjHTWiGOoepFl5UFbE5XjzwvjrxF8XQvt7EerUpEKbXysMcZlrAoHAm0flimxN4t8NdF8M726YZyZLsuVbpyhGE8yHyw2/d7k8xw+R+GMgXuxBWy54Zb59l+ICwQbIUtQXnvpazzAkdKGtkR1QQ4UcvvQtsRtclFyNySONB/Olcalrpzr67OZT4xR8ImIoqCigesk0g9cDdJPOO7k60X6iLNFrhuo0OFo42OGck2fns/3Cddg1U4gLU4oc0EZqxpoPZp4Pdj0zgiRLX4OX2PR69ye3E/lNfn78LVj+1b/9kyR78d3/c5MF3zCdftKeM4VbFPUwVRKyn/w6C+/Ir7PXP3vxBmPEr3JDqeLnrLX1e1sU2PKRjPHFVazdwmnjcelHQa9U5kAe1qYrtfXy0YnqvAUojD4WkO8oWn0S7pvjpvXiY+rmVYar5d+92hH40DVKgSVhJaT5ADEvRdSsZ2NcmKEC0HZaBCnbTmSxmfdz9eRJZc+bqcyB/z9uK3ueqBgSYEVytkHbbVzGbv6vAN02Egu2G7FBjpQLA9uTZ+toHql0M7bSpHiB7TuAfLe4prhHwDUEsnepHZ+BCBrGKh7UthI3CfYNojrQxUVIqKYByl50Me1ct0Kg+hL9gG+ppCyxgZhvURlkdDaYpHPMYXHfMHHPGdqJ/KeRN3z232JlVjGLpc0jn4zDlKmoG1x5myxDoipoaFx9DDoyIvHVJ8TFIne/La2tlK/fv3MCMQaGhoaPY507PAJbIvTgbbXGhoaPY5evCdOF5m0xfrlhIaGRrdgMVJ/TlT84x//6PRbbm4ubd68mX7729/2QIs0NDQ0EqMrO3wi2+J0oO21hobG5wFfZDtMlFlbrGNOaGhodA+9yNi2trZSc3MzER2JSl9VVdWJJ93Y2CiCwWloaGj0OHqRHU4X2l5raGh87qBtccZsceqYE1B/VFGoRJlRezMS8mU+5Jx1igXRcR7F3QXjCmAbVK4/nksoulllI2IFwDcFjmtckUAyIM6EBWTpzspm3v5LLeWizMycDykR3BbJm0NJPjeQkb2KXtB1j7xgpn9/8flc5mAbX8KIUlHGtos5U3EHcGljys2IcD9EBrBElKNK8r1HL+NYFx/P7WumKyZ9LPKhxJ8vKiWoOmBVXhfGYRC8u340H1AGB1Lf3UIWNHk+RKeouTiOoIo4jOtUkXaRJ63OhVBB4oGN0qFEMm5Ajp1jRLy84WSRz1PM5fr1YwmwAy3Md83tExRlXl872UyfN20jnCck8mXtz9z7yN4UmfjXv/41/fjHPzYjCg8dOjRhvhtuuOE4tooRBELlznCJOIa2pq+d7YQacwLjSaixJToQUzjMdVGQH4ZJUB3JF/mK4bwYf2KDf7jI92E7S4ui/cAYEyow3+GpPOj6vS6vAWNQGI4ksqJEco2CqWu45IA+cAF/H/AKxIXI5nQoX879wo+4rTE3nxclLtXzqjKXiFwOVUSNo/l6A0Pk+mIBuT3Dk2RiWuzKVy4z5E8gM5sr+9XRxv26v5LXsWiu5MXb/ChnmvyaxBCDeyEkCNM0U51kDOt5nuB+wddPXhParnAu1+EvkevVZj+rSZz9c44R0d/RbKaf+OWFWIS+czvLjz65dDa0VbZ9ghK/qrvoTXY4XfSUve7jwXgPcky1hXlu1AVYR3h0vgwKcDjIsojDvCxHurONefYum4yRMjCn2UyjDOjwHCln2hTmzQnWMbmkSuRbu4ljWaEEs7NFiWGRDXYF7GjTeC5TuEmWaTgN4vhALLhwH0XrEff5bTBZ25TgX0nsRdTLXzB2BBFRC4Sisft4fmcp0p8YZwztkkuGAaM41OEr5fMGBisy1/DsYWvha6o6F8aKsi2Pu6FfPuQyOZ9Kg9E+gOuIQuyH9sGyPrxeGa9N5kO7gc9pdj+UV2LB4boVhzLWFPYe4yHZ5HZUtAntI8asICKKBPlCGhfwHGyuBUncDfIZJHh+q5m2/5v3Qupz5NcGbErW9KOGtsWZs8Xac0JDQ+PoYVCvekt81VVX0bRp08gwDLrtttvoN7/5jThutVqppKSERo4c2TMN1NDQ0FDRy+xwutD2WkND43MFbYszaov1ywkNDY2jhoV6F4duyJAhNGTIkX9JFyxYQOecc04Pt0hDQ0MjNXqbHU4X2l5raGh8nqBtcWZtccqXE8LT3iZ73epnFyN0eY+5FDd+cAuygouX5GtIlyALHLOAfJGh3HnhQjOA3dzjEelmhvXhFVsU+gfWb0Ad1759lZn+7ZSnKR2gvB8RUQz8oZDi4VR8Pb2g6XPHX/9spptj7Ca44uqvyZPlsw+UtZ3LGx6FamEHSbh9IFM6TtJEPNsOmOmzJn9kpl2KvFUIZKtQBssBN8aulGmJsNvhyaftMtMHH5OScNLtGSSB8hRaBw4pdFPrJCcLyVjXabVuTNslo0IA3eVDih/d+wuZvnFgJucbP2mfyNffw1SO92rYZ89p5wY2hqQE7bC/Mp9rrZ+lfWbNfl82MLn33VGjtxri8847j7Zs2UKFhYU0cOBAIiLavn079e/fnwoKCnqkTX6wGTmKJpgvzvMcKWMo6UlEtD/MbsPDXexqXAvUjVyrrBupSA7Q/i20+UQ+K4Si/lPtFDMdVyaiF2RuWyLsU2u3Sn/IPk6uvzrA7bOAxDBSPI4cxIbDF7uybgRBdhqpHOp4hjWgejrkgzKlq6Rrd8twnvM2oFp4GmVbUXK0aTzny90l167mseDy607eVpWSYgL7QZn7WMW+izldWb5FVgH3sB/cs/feHC3yCS93IbcqTxxhr3ZpY1PYJmHbk9hlIknzQHseyZGVI4WkbThn7Pu2zPeXnTPM9DduedVMt4AE+PV3/lWU+dMtTOUo2cK8nPpzJcXpyS/xP0mXKe7OR4PeaofTxfG013lOXvwbQl5xzJlEClTNNzybabRbmwckPI/fn5gmS0TUAhKhuU65GQmDH//+t1hT8tMxsh+QbmHP48FnHS0HYrye92t2J1+TrYnb13iKtD3WdjYEcaCYWQOKFD3IHOPzRVy5dKy9dQTQDwLJ6XVuYLsEWClVSH0SEYGKNsVARVVtA7Kv7bBEOlvkHi8wgA2LNcRtiubxVRjKc4e9FWVZuY/bhikSxcWJN57OvQoNJgltUbUTkoKQWCobpWSJZL+gfbUpKrrRLHy+46S7QY4VfwmPw1ZQuVdpOq5GvsaGCUDTyeOb0TJFXqAXqBx2YFir9JZfr/svM33LGDomaFucOVus1To0NDS6B6OLzwmKJUuW0LRp0+ivf+WHjvfee4/Ky8vpgw8+6MGWaWhoaCjoyg6fwLY4HWh7raGh8bnAF9gOE2XWFmtah4aGxtHD6L3Bf1avXk0bNmyg4cP5n87vfOc7NGnSJLr11lvpn//8Zw+2TkNDQ+M/6MV2OF1oe62hodHj0LY4o7Y4tVpHLPkxdE1C9QLVhTOMLjRIm8Azx1O8UhIUjxTZsG41cqwFQ8zC7w5ZoQWpK5B2upi3YlMagfQNG7waU9U6MAp+Ebhbq/QPREMs20znW9kvaf5Tf0iaLwId+8dvnJu07sgw9nWzKqoesXr2iYvG2Qc32y59t6xJbogvyv5xISXsOkbet0J/qeIBWAxP462W5zSsiX2BVdetQF+gB0HdSEnqJGAA3YJzQY0kj+37x1MVZrr9VOkiP3xejZme5Gb/whJ3q8iHrpmn9mOKzSfNrJzSGpKufIcvRAkRbvjqNRNFPnsGaR299U1wbm6uMK4dGDduHEWj0QQlPnsglQMpXioaomwLTnLK0OTNNnZFR/UPpCKp9igLaGZYRs2HlA9UiFFVfJqAjtTPw+M+rvjnt4INKXKx7RNupsp8NZLRAdX1JdkciKvrBiThvAa09eC5yhoS5HxoW9xvJzknEZWs53S7ZNhR6Rqu7+D50CDFNVjQLnH9w9/V+SpEkPhga0TalvYI3wtB32uT/XXaf28106hGpK4B69aU82lxj4HVpVD9Qv6HVaXiQR0NE/neuGrlYHGCye3zPt/PThHtof5nHuP19Pyr11MyHD6Vx7xlYlnSfPmxFBuso0EvtcPp4njaa7RnuQ6FUmEDNYV4cqfkHa28jrtBUSML9lfNYSkJhvS4QUmUO4iIfBH+jmoWcb8ysPP5XEYV2+TYIKkwJhTxatkuuEDRIZKruP4LKgfMrWw53pFaYgW7GVeo4WiXXY2ggNSf+y5ul/0d83IbcvqzkpT9H/kiH9qPkIPPE1MU2bwHuU2hAbCHbU3+CBUp4MotkRTrFtAOHW18HZF8hS4DqiqxNr6fMY/sr1Bp4vbZS+W9tX7Ie4VkVDlFTDCpvVYV7NAON47DMnKsOMAO5+7mdEwVbIG1tPBNHuP+St5rTCyT6kfbd52UsK3BPrK/HC0ZJBBoW5wxW6w9JzQ0NLqF3vqWuKGhgaLRKNnt0jyGw2Gqr69PUkpDQ0Pj+KO32uF0oe21hobG5wHaFmfOFuuYExoaGt2CxUj9OVFx5pln0uzZs2nt2rX06aefUlVVFb366qt0wQUX0NSpU3u6eRoaGhomurLDJ7ItTgfaXmtoaHwe8EW2w0SZtcWpPSfAFaZTVGxwtcK3RZFcJRKtDyLWgpuZLZS4PBFRDBQ+0E0mlq+4hUCbbOBHZHNL9zFU7zDQ3Tes+Feh6yi0KWRHF2jZZUEIX4uUjyyLjHqMUfTRJTqm+BjbkvgFYZnBtqakx2IG+z/d8pcXRL7WOPtKCfrHJeeJfCX/ggjNFm636u4bVQfFf4Bu3ajoQUQUivF5w3AsWCT7IasGoxtbEqaJJBUDx5E9KPsxdx+4OMItjLq5PrVMMspIe6lyz+BWI+1k5NeqRL4SN7sXusBPzapYLRsoF3igiwdmN5vpPS1FCdtGJF3qYllycsVtGXof2YsD/PziF7+gL3/5yzRr1iyygBvi1KlT6ec//3mPtMkB/pRhxQYhLSNi8NzdEhok8o12VZvpfeE+Znqosw7Kq/aNbcvhKEe/fq95qMiH7sXonqy6HfeDOYBR7MOK6//ArGYzHYhxGwxw+TXsCqUC7TyuATHVZsDAFTQRZUBjOZw2mFYVMJzcpjhwqKqnKfkcvJbZm/naC7bLNtRNBNdnWEvjWSn4DNAGCkNjFRpjJxrLf7Dx72NlNrg1p89m6sbEL28X+ZCyg+m40kmnT/vQTOP4qPUzhXBkXp0o0wY0nwInuye/9s9ykS9SxP2CUfBdzSIb2X0wjtCNWdliYMtzDnDdqx9n+t7PbntClEEX5GTR7YmIqm8/jY4ZvdgOp4vjaa+DYItaQtKXfaC32UwfAoWhLIUOW93Kx/rlMMV3T1OhmS7MkpTQLAfXYYeNzp4GuQ+I45zuz7QTddU3gKIRB6U7u0IXc8AcigJVwoLzRDErNh+fDZ8TyCf3gnFQGIplw7NBu2xtHNTaQoXxhPmcimt+APY97Z9yfxsT5AS3t7BxM0q5zz2b5L1tBU91C9hRfI4hIjKc8Bzi5zZFC9ko2OslxQb3sEgrs/rlNTkOg0LbKG5rVFGjsnn4GnEdDDcoXAlQFnEWgNphjM8bbnKJIrh2WrPhmvbJuq2gqoVP5a4mZe8MzKg40Goc7fKacG/v7wd79n/zvf1gqKS7urEKXOaDKfYDxwJtizNqizWtQ0ND46hhod7rwpaTk0NvvPEGrVmzxowwfOqpp9KMGTO6KKmhoaFx/NCb7XC60PZaQ0Ojp6FtcWZtsX45oaGh0T308rfEM2fOpJkzZ/Z0MzQ0NDSSo5fb4XSh7bWGhkaPQttiIsqMLdYxJzQ0NI4eBpElbqT8nMj485//TKeffjpNnHhE7eTee++llStX9nCrNDQ0NABp2OET3RanA22vNTQ0ehS9fE+cLjJli1N6TiST7+qcL3kdKKfjbED+GnA+ixS9GowLgfJwacogGoprjQG8YuSLWRR+XTyCAQw4GQtwN9346ndEmaUz/2imMeZEXHnvg9KivrgraT4HxKrA+BO5ViZnuRTyahvoHuXbFCmoJFi2e7qZHrdCxkZAfi/Gj1BjTPRxshwmSv+1QGyKPFVuCwjMyMWMSWo6+QbAuVLEPkGpI08d91fMKQeLNQLjCLoP40xEXQofLoxpzlf6huSDtg/k68X2YYwJIinD1wraS6okqwuIzyix2N/dYqYbgpJf5zyFZUoPfMJSZRZVVleVIDwGdBXg50Q1xStXrqQbb7yRKisr6eOPPyYiogsuuIDuvPNOCoVCdPXVVx/3NmFciRZF5ywHbEMbxJVxWyS/9t++kWZ6ejbHC9gUHGKm328bIsocBu50sZv50W6blErGeY5ye1iGiKgJJPJQIlSdAxhnIgKxaUashHg2BdJofPrfUAeOe2XtEjKjsMZZwtK4GG6M3ZBEjjrF2ody253iWcCaNGP6JjP9ZusEkc3JU55sIN9ni8i2to+E+4FxNDAuR1SxBchVhj6JZinrInTzm2+xLlwn7i58LT97h5n2Kpx7jDVS7IIxlcPjtUmRUnTa2Ha++tYpZvrOr74o8j257wwzPaaQpXT33TtK5PP34/GlSkMj0J4HCiD+B6wnTx2uwCJ053XPmulf/O8lfEDZl2QqQFo69ZyotjgdHE97jRKhQ3MaxLE9bRzHp7yAJcB3tvUV+QbnN5vpw+0cZ+XUEi7z2ubRooyniPccwYMgAemRe0EbxFCwDmT7GlXiq1n7QoyBet67KWaFjDzcLMFeKYvrK/hQ2oEWXmZEvAh1EFrQYICJUOV80Zbj9VphX46xKIiU+EMQg8fql/0QBXnTLDc3wjdEri12kPi0NPExq1wGxRxHOVNbE19UNE+5ZxBbAkO0dZK4hO5yb2X7qNrrmAtsG8i62pTnrFiITxZu4TFgcXH71HgMWcW85/fXsh23jpLrvANiKvl9vCfJ3yBvbssQGK+wXYnkKGs2dJm7Afb5sGfPGdSKRSjYkm+m4/A8oMYfEvExjhGZ2BNv376d5s6dS4FAgPx+P1VWVtLixYs7KWCoyM/Pp/LycvHb+PHjadmyZeK3//u//6MlS5ZQVlYWtbe306233krf/va3RZ7m5ma67bbbaMuWLWS1WqmsrIyWLl1K/fr1S9mGTNpiTevQ0NDoHnrpjvfhhx+mzZs309ChQ2n69CMv8SZPnkwvvfQSVVZW9sjLCQ0NDY2E6KV2OF1oe62hofG5wDHa4vr6epo+fTotXLiQbr75ZvL5fFRRUUE+n4+WLl2asmx5eTm99tprKfOsW7eOLr30Unrrrbdo4sSJ9Mknn9Cpp55KXq+Xvva1r5n5Lr74YioqKqINGzaQxWKh66+/niorK+m9994jmy35PzKZtMWa1qGhodEtWOKpPycq7HY7DR06lIhIRBz2er1JSmhoaGj0DLqyw+na4u3bt9OsWbPozDPPpAkTJtDdd99N0Wg0ZZlt27bR9773PZo6dSqdc845VF5eTnfccQe1tLR0yhsIBGj+/Plkt9uTbqLz8/Np2rRp4vP9738/ZRu0vdbQ0Pg84Fjt8NKlS8kwDLrxxhuJ6IgNmzdvHv32t7+l6urqLkp3jR/96EdUWVlpUi5GjRpFl1xyCS1YsMDMs2bNGlq7di0tWLDAtKcLFy6kjRs30vPPP5+y/kza4pSeE8L9VfUOB1eYuDPF6yKQsjFGgCtZG7gRKcUN/A4nVmkdmM/m4kVUdWFDl1ojmlhWlIjIClJHtgAfi/Rl3y2L4gJ0y5orzPTDs35vplWJ0NYYu+IhXcOhuF4jzQNpIg1QvgYk/YiICm3sUoXlm2NZIt9jVYl1ZlWpN6RypMIBf76Zdtr4OtDlGykiqTBm9g7x/cN/nmSm7cCiUOXYYlC9b0By9yyUfIqB6lH2Ae5jd4u0Ht7n3uG6L2bZt7YhimxSElmt95ZNFPnG3rTNTHugjzxWxd0O7qED6ED4+5j8GlFmV1sxtycCcyaiTlzKDHqxbnNTUxMFAgHyeKRr+eHDh6muri5Jqc8WVhhYxXZJF0KaGFI8/HE5914+xC75z0fKzfRocH9vDkubgagLsg0qcEn6GNIwECgpSSTtxKftBWa6yO0T+f6riCUr66NMLXnZOsxMT1n8nihjWTiJ6z4fZUWVXQHOCXBVNtR1DPOB3cFF11WrSK/2Bz9foekr5+HXTtvAdYABMZRujOJ3uAxDeWa0N3A7osWoZYmSbrKMpH/wtYcHSF9lK0idomSfuu7HQeZ105tsv9W9A9JA0XZOnc73/J1/jxFlisbzvJs8hdeK15okXWNEfr2ZRslF+w8Oi3yF89idvubMfDOtStjh+oIu3Lhsf/KUdMEf9L2mhPnU/lepjN1Chuxwd/+xW7RoERmGQWvWrCGn00m1tbV01lln0datW+mVV14x823atImuueYaKi8vp1gslrS+dP79U3E87TVSzD5pli7OpxXvM9O1IR5fKItMRLSlcYCZbtjHNvBfrWwrCwfIlzutbXxswKhaM11dUyDyGQ4eDJFWGGCKe77dw4M5fwTTU2r3SGnScWOY8jsml/cc69453UxfN09Sq37/k/820zXnJJb+JJJ/MtuCYK8V6imqW9vr+UukiCeXReWjgL1Fup6hyG4S0ERCQe4vpIIQERkowY5Muazkk8/ZwGUiuQb8Lp9PIvlcIV57NFtko6xqrs/fH6gqyjOJHSSnnS18Lku1nB8RkG+1A2UwOAaMllvO1VCIFySUEg3VyHU+hM+OXq6v+htybfFsSvwIGlVUT92N3NZgEdxb6H7Xy/mizNnXbDHT/3qJqYDhHJGNHJKR0n1kwBavWrWKJk2aJLwTKioqKBaL0erVq+mqq67qdt2tra301ltv0f333y9+r6iooN/97ne0b98+Gjp0KK1atYq8Xi+NHz/ezDN48GAqLS2lVatW0SWXXKJWbSKTtlh7TmhoaBw1OmSTeqPnxPnnn0+zZs2i5557jtra2uj111+n5cuX09lnn00XX3xxTzdPQ0NDg4jSs8Of5T92ZWVldPfdd5PTeeTBrm/fvnTdddfR6tWrqaaGH2YDgQC9+OKLdOWVVx7T9SaCttcaGho9jUzsiXft2kUDBgwQv5WWlhIR0c6dO1OWrampocsvv5zOPvtsOuecc+jOO++kxsZG8/ju3bvJMIwu69+1axeVlJSIP2E68nXVhkzaYh1zQkNDo3sweqfrxH333Uff+c53zDfEM2bMIMMw6IorrqBFixb1bOM0NDQ0EBmww939x+6BBx7o9FvHv2bhMHsEnnHGkUClu3btOua2qtD2WkND43OBY7TF7e3t5HJJj9eO7z6fL1ERE2VlZXTPPffQ2LFjqaWlhS677DIqLy+njRs3UlFREbW3t4v6ktWfqA0d+VpbWzv9jsikLU775YTqTo8unRaI/BvzSb9UfPkSCfCx0kHsSnbwYGHy82I0dbvy6gldhyAdj0qHEGsLuCKFkru5YmTaSH4scT418jt45N+4mpU8fnf+4yKfF6QfwuDXqqp1BMGvNwahwt3g+n/nvy4XZX56xl/MdJaVKRk+xa27Nci+UtkuzmdXXuklc9F2WqUvsdPJ312gRIGqHhjdmogoxwHR9mM8/OxW2YZTzv/YTG97kd1mVbcp/I7NUyOwYwRodMWLeMGdrVCJgD+Xo7CjK7KjVTYCz+ts5+toHSbre33DWDP9rTP/baYPhSRNBykfxU524a8DfzT1Ho3KYbfl+OPsD2gJKBSdEAzYO+iY0FtpHQ6Hg1auXEk/+clP6IMPPiAiookTJ1JZWVmPtSlosMtprlWqxeyPcJT4D9v6m2l/VPqND8xuNtMOmK/b6rlMvkfWjUoLRS5eHFOpKRQ6mfKhtmFGIc9rpCnlKNe0N8QR7l+/k+ehPY42R9oja4jn3tC/8+Dc+zXFndiZ5C8MheZnQdoDVGGA4tPwx6TS0faFAyEjtk22ocjBffm7l2eYaYca/R1FQhyJfyeSbrnWGs7oaOPffSMUVSyxriVJE1E8B2w7UF3sAdmIqAcoMnhIVViC2xaDMus+YSoIuWUjmj5g2loTcfqsWVtFPlSK2tvK+4oCtxxf9qW8//AuY7sazlb2DtBlqNyBS6b6j9i/fsoUQPdV7MoajMhFqcCdHn2yK2TCDu/atYsmTJBKMen+Y6fizTffpKlTp9LgwYOPuh0d//5VVVWRxWKhKVOm0A9/+EMqLEy+Rzye9rotxHuqvl7pD24Df/93DrDqUZ5Xjr0moGjgntO6l22q+1T5ENAG+6OD+5l6YXHJwRf3JqfMIEb3Y2oIqqYVjpN0vaFe/uf11f9lJRwCs77NBzaPiMKgtJC9i8e8b7Bsm6MZ9olgB1BhgoikWpsN7A/QzYq2yklweBpQPkCVQlWfsPi5DksdtyerWdo2/1CgdgOFxOpTnc/hOqCPJA1elkBVDqR6oU0nIvIN5H5xtIJ6iNpdSDuBflXVldDOo3qidyOPQ1UdL6JQIjoQLlTGXR70VyvYPUVdprRyv5k+/BzPGYfyHB63J6Zs22Bq+UtknndXMpXDDo9CwSI5BoKD1UW3++jKFtfV1dGkSUw/veGGG+iGG24wv2dnZ1MoJNeFju9dxW146aWXzHReXh4tW7aMysrK6PHHH6f58+dTdna2qC9Z/Yna0JGvqzZk0hZrzwkNDY2jh9H5hWVvQ1lZWY++kNDQ0NBIiQzZ4WP5xw7x7rvv0urVq+ntt9/uVju6+vevq7LaXmtoaPQI0rDFxcXFtGHDhqTHR4wY0YlG1/F95MiRiYokxbBhw8hut9OePXuI6Ih9tFgsXdY/YsQIWrNmDRmGIagd1dXVNHPmzLTOnQlbrF9OaGhodA+9yHNi8+bNlJ2dTWVlZfTUU0+lzOtyuWjChAl00kknpcynoaGh8ZkjDTv8Wf5j14H9+/fTpZdeSs899xyNHj266wIJ0NW/fx3Q9lpDQ+Nzh2PcE8+ePZtWrFhBsVjMpNitX7+ebDYbnXfeeUnLrVy5krKzs+nCCy80f6upqaFoNGp6wOXm5tKZZ55J77zzjii7fv16Gj16tKmyMXv2bHrwwQdp27ZtZlDMqqoqOnDgAFVWVnY692dli/XLCQ0NjaOHQWSJ9563E+eeey6NHj2a3njjjbQiIttsNnr00UePSrdZQ0NDI6NI0w5/1v/Y7d+/n2bPnk3Lly+nWbNmdZk/Xaj//nVA22sNDY3PFTKwJ547dy49+uijtGLFCrrpppvI7/fTgw8+SHPmzDEDWQaDQZo8eTJNmTKFnnjiCSIi2rFjB61evZqmT59OOTk5FIvFaMGCBZSfny9s3uLFi2n27Nm0adMmKi8vp507d9Kzzz5Lv/89K03OnDmTpk+fTkuWLKFnnnmGLBYL3XfffTRhwgT6+te/3qnNn5UtTvlyIg68IasS7wHjOlhRJk3hdAkSTozLoARSyYAmLEGHD+dz3cDvjUdVzhTwuCC2gcWX/LKQQ6XKCsVRcg54yRaQGE3KVyYiAhmga166Xhx67MscgyJCitQpAONRNMf4H4tSa2Oi7EQkudsoH/j4vjNFPg8Qmos9zJf0KbxwO/DRwxC8watwvDFfS4R5alZ4fTgkS7b7wxbmt/f1cDyFbLvkQzeCpGH5V7ab6c0vjBX5UN4NOdlxJWyG9wC3ycN0SwrngcSoKu2GHGNw14rkKlxrkD1qc/L9UxRCyXOQj4WwX20yowe+N0W4HzBGR55D8lhDcMGGA8ZXRBlrniSkwW6gN8Wc2Lx5sxnI7ZxzzqF169YlzRuLxeiDDz6g7373u8dts7vNV2qmUcKXiCgb4rigjG9LSMaFwFgwDtDGLM1h2bqqVhn/pF8Rz1GUHM76/+19eZhV1ZXvuvO9Nd6qAgoooJBJFNEyMijGFoQY8RlDzGAbzEsEg1EiwfiirxN9TWy1tTV2+DAGHFrbNMb4orY0YGIATRwSDAoiGpknCwqqipruPJ3+g+as39p176WquFCA6/d99X373rP2Pvucs/fa+55av/VzS55mBDQvUW5vQsUuYVfq4vxEmBPHa8RDvjmfpepcSfY7Uxe/bZf/cKuURs4EQIY5wX56xFLZ120zs+fUIUPCjpw58hOJcm75YrSbccm74lBLiuc15oUw+cOYk8ETYrtEuSG3B74KfWKyFCTs9svrxjw6qYHscyxTlg/rwJqZNuTeUK4Z+5P2GX0twaQTXMezj8dDxiPrCElPqP7n5ecKu3Ou2Mx1YE+AvpOICGMEYkF09MKMAk38QOJlwA2H/qSKjFwladxkwPqSlve1JSznZ09RCD/c0//YERHt2LGDrrrqKnr00UfpsssO509ZtWoVVVRU0AUXXNDlPnTlv39H0Fv++sBuzn3hGCpv/PMfcE4GlPQsK4oJu0Qjz318dqkhbNfydn9RJ1kDORRA3tGKyfXdW8FtJNp5kH6p7gNh91Er78Oc4HQiSbkJeutX/PycKe7sqG/xPHv7aeMZw1TzQn4ua5/sa7QaJDTBrzijRo4gOIZ5gDDvnb/ZiKdHfxiBDzVy32QdZCeGS1AiaOSmiELfRX/kabF/3hYuo2yn6TfxmPDxQbkYiL0u+FR3h/Q/uGY4oT9pQ/Y0WQpSyyDzKvJKGP4Q7xH2x8zXhL/bas/eb5djKemHtzVw/qCKKPZbnrejFnMd8feuBKxv7YakKrSX8PCxwAEjn4gzx36gBzhWX9y3b19as2YNzZs3j5YuXUrhcJimT59O99xzj21jWRZFIhGKRvlGXHvttdTQ0EBTpkyhkpISCofDNGzYMFq7di0NHjzYtpsyZQr9+te/phtvvJGKioooFArRY489Rtdcc43ox4svvki33XYbjRs3jpxOJw0bNoxeffVVkTD5CI6XL9bICYVC0TOcRi8nBgzgzdqTTz6Zx/Lwm9/x48d30nJWKBSKE44C+OGe/sdu69atNHXqVJo/fz6VlZXZ0RkvvPACTZo0qVsvJ7r63z8i9dcKheIkRAF88ZgxY2j16tU5jwcCAdq+fbv47qyzzqLFixd3qf0ZM2bQjBkz8tpUVFTQM88806X2jpcv1pcTCoWi23BY1mlF60AcSeTzxhtv0HvvvUdERBdccAFNnjyZiA4niJs1a1ZvdU+hUCiIqHB+uKf/sZs7dy7t3buXbr/99k5tTprEKjv19fU0c+ZMam1tJSKi+fPnUzAYpGeffdZW9ejqf/9MqL9WKBS9jdN5T9xVFNIXOywrtzDr0P/4Z7ts0jqEdCdI9ThMqR6ol8kRLuowwmmrqphy0NwEMUZGzIyVgPMmIGS5VZ4H5XQQnWSXkLIB4XKOYo4xsuJGWAs2jddhyJm6OlxZ7R6++j+End/BsVIoK4rf/zk8QtTp4+b7VQnlRdunCLsRwSbuHsTdhpIyS3e1n0O5O1IQeu2U9wvDAVFKFOugrCARUTtIvaEUYNzU/gTEICQ3lXHlPNb6FG9gzPCqSDVfr5BHAjtTNgnbMGkiCKSD5KKZmO1hOOAXviZDvlEm1AWV3BBTh3KjREQffmOYXbaK+P47EkZ8HITI/27Lv1BPURocROdf+oO8NpH63+TlOZ+s6OjooC996Uv0pz/9yf7O4XDQpZdeSsuWLaNAIECbNm2i6upq6t+/f56WCoe//zMnrzPlOf1AscBjfmOMoCwojp8Q1DHbRulfpH85jQnWChSStjjP8X8cuVzY7Uqw7OmnCQ6RXvWwpKCV7eAfQBbSK1y5aRRo50xgyLCs0zqM+4dhoQcmS//miACdrwiO4VJoSEsLWiMUZ1/4pjB7/jmWD0Uqh9NQNQNWl/QfxtIFLBEhw4bdQ4rH4Ua46GvOLXUn5O0gQt102fEKCMsdzJ1IRmSDrhau6ARpUrwmy4wehXt09sWcf6C+Q9KQ3CBpWwQ0xkhSOmOUFm3o4D2G62UpWYmUDdx4AjuJvGGDHnoDy4c2t7Kss9dn+GLAxzMW5DyWD13xw0Snri/uCk6kvx71W3xZI+d+4hD7lUBfue9BRFvgv4YQdo90hkyR3G8HPgXZ9XFMg+5okslK/eXsr10u2J8ZGsWf61fP5wUHtOXuMcKubRjPmwyExiM1wdNh+BWUUM6zHwqxciSlykAms0VuxBJ9eE6729kxZIBeYcqPIr3CGQM6Vrmcg7gvR19kQkhygoRypzB++JwMcr9dQC1xGvR03Hd6QcI0LbfllCoBqjnQ4Ux5VLGPhVMVfSrva649LdJCzLXAHQaqylk8xtMtsrODRjB3urGdfWBtlaR5t8Z4LrhBLje0Qs5Tdw7KB8rWJktIwMs/YyhcA/vokEn/4PKmh2+jnuJ03hN3FYX0xbnJpQqFQpEHjkz+v1MVd9xxB7lcLvrd735HO3fupB07dtDKlSvJ6XTax84777wT9mJCoVAocuFofvhU9sVdgfprhUJxMuCz7IeJCuuLldahUCi6D4uITtMQtrfeeovef/998nj4XwtDhw6lyZMnCzk+hUKh6FWcxn64q1B/rVAoeh3qiwvqi/O+nLAgdChjBllgiClQN5yGAkYaswnnipoynmdLG4eq+Us4TO3yMz4Rdh6IA31lM2ftHjNWSmL5XRwH9O47rL+NWY+JiKwIhJtCKFjGgtvkN15/xTEtOVygcU1poJBg27cvv17Y/fP/+jVlA9I6igwZiGpPq12OQayWyyn7ijQKDMKq8bcKu1aIJcbQcI/x6k9SMfj6St38zFoTMvEJKnwgfSFjDA4MO/dAnXX7Jfe0PMDxteWzPrXL5rWHlw+loyFlyLl7WcSALLhhJv0DpwaGyrljhh10qc8muL6vy3Ho8/BzykDoaBji/FY8P17UGeJttsuOKGTeLzJiA32Fy0xciOQ/H3/8Mc2bN4+i0ShFIhGb5+x2d+29aSqVookTJ9L7779P2Rhq0WiUFixYQD/72c9o1apVNvctH4qLi4VzPQKfz0dFRUVZahx/IB2q0hcWx3JROco9cgAilQvn3sEoh7UHfTKbOSpvuGH+1z8g5QWdScg47ucx+09eIyMzPKNv3/Nfdrl4nww7jvXlcTvrwf+0y//+A87k7wnJEN2Mj68vFcitiIRhoRbQRKrWyjF3aCwqTYF/gnnsMBWkQL3DmeBykxlzCkBKhsvwGckyyEjflDuE1Q1R5OiW0WVjSK55TNAozGkE/g2ViWhshzArfZ3HkXMrO1PzP0ahwRi6DCeDPpwxfq+oM7KMqRKoVuMwqZ7gL5NpbrC6KCTsDsVAMWEFUzkqtsjxf2g0r1/+Vr4QpAPd8NB/ijqPbb/ULqNCh+meTPWOHuOzvR8+of7a52Xn0bG3zDjI4yPWAOM/Ycw7nGsQku+v5fkUM6hQ0YFc9sb5Wn310q7qVW5839+BEs5mOdY2tfKYP/+2DXyePtIHeoGy0e+7O+1y4+Kh3NcK2bYTfqDh1jkdMH0lhNq3A/XCLwe0oLuACooFah2dFD7Ar6AKn8Mn91oZoHJn2vi+Bg4Y1wRKRPF+oJxiUEFwPQjs44uPVYPCSh76cBKGlMkYRCpHqgQoI2G51lXAz6Qk0NJMqpxQVIJ77oLxWjH+gKjTsLvKLhf5eM0eNLpJ2O0Hqhz6vY6E3I+i+k3wQ75fJQfkc2o7A/YhsEam4edFdJBBy9yDynmwLpQZDtOZ64dpD6C+uGC+WGkdCoWiR3BkrLx/R0NTUxNNmTKFZsyYQW+//Ta99dZbtGLFiqzJ1XLh/vvvp507d2Y9tmHDBrr44oupsbGR0ul0VptcWLNmTafvVq1aRY580pEKhUJxgnE0P/xZSNKm/lqhUPQ2Put+mKhwvlhpHQqFokc4Vk3nhQsXkmVZdPPNNxPR4beut99+O82aNYvuvPNOW8IuFzZu3Egvv/wy3XTTTfTAAw90Oh6NRmnZsmW0bds2evrpp7vcr7vuuosuv/xyuvDCC2nUqFHkcDjok08+oXfffZeWLVvWvYtUKBSK44hj9cOnOtRfKxSKkwHqiwvnizVyQqFQdB9WF/6OgpUrV9K4cePI5eLwu0mTJlE6nabXXnstb91kMkmzZ8+mJUuWkM/ny2pz0UUX0aBBg7p0OYirrrqKVqxYQQ6Hg37zm9/Q888/Ty6Xi1599VWaPn16t9tTKBSK44Ku+OHTfMOs/lqhUPQ6PuN+mKiwvjhv5ATKh5oSoRmU8US50E4cXCwjuQq5mIa0ziHmrKQGcNuvvH++sPMHmXx0xciP7fLytZ+T7aHEJ0gJOTokNwYlfjKlYIfyodHcXGZT0kcAcnG42uE8RnM/eembdjlVxqHoyDfzGlJLqWLg4cGtNLm+oz/P8j5JIJztj0k5NuSmI28deepEMheEyB9hkuUAmEsimtOKaHsbSw7WHwza5bFDZD4RzGGB8oaJtBzaI768NavdpjWj7LL5/BLl8Jzg+TnTBs8Q5bKA6+iOSLuqTUCWg0PLl10k7P7uyvV2uQwIdl4gy5fuNaSzopznw3Lx83OEjLvsKUywlIOIHOlj87bbtm2j88+Xc7qmpoaIiLZu3Zqtio17772Xpk2bRhMmTKCVK1ceUz9MbNy4kQYNGkRvvvnm0Y1PEHLJ+xLJnBNFIBfalvQLO5wTZd7ss685JhOvfHcwS0LtjPezy43zZdKDq/tvtMvP3ceL0J0/zS2V3JpmDiLK1BER/fDh5+zyY9/5Gh+A01oGVzQNOSfcUaDxGO6o4m98Lw+NYW6sOybHc/ATrjjsmyxfuT/MxGDMa5APb+4bJj6jxF4S/Lc7IztbCoylKN9+IX9GJLm3KFMsJEeN+4C5KVAlOmFwclESD3n1fZfLMSC44ph+ybhFxfXABweZ18prOGdQU8Tkp/a1S6Ekj/dBpa3CqiXO9XyQa2prUx9h5/sDP0PMO1L5L3uEXevjZ9rltA84/CG+J0/c/RVRJzaz3S6jfKjTafrLY0/fXgg/fKrjRPrr9gM85h3lMk9OWRlPylAH+15z74y7t1Q7j2U3SH9iW0REfQYypz+U4DrpcdKuYST770EvsF3dXe8JuxIX7xe+VfEXu/wdl1yPPd/knAM7/4t9mB/kJhNy+0jlO/hYrJLnjO+QKXkJ+XngVsbkVKXAAbYL1XIbKcjj5khIJ2P5stM4zT0/7vm8IDEZ7S/rl23l9pPl/AQ9bXIvjvkoUiXZc9A5jP0j5qPDHwSeDmkHj4x8zbn3cQnIW4FrgZnrApXG0Qc66jjZmssMBYD7WlXCiY4OhuRakEjAXqOY97Adr0mVhlIouyBvVeW83cIu9Fsee5H+2ffY/f4s71cHpKfzskumdFzadZKt7iHUFxfWF2vkhEKh6BEclpX372gIhUKdoh6OfA6Hw9mqEBHR+vXr6ZVXXqEFCxYcU/9zoa6uju67777j0rZCoVAUEkfzw13xxacy1F8rFIqTAZ9lP0xUWF+sOScUCkX3YVlHlU1qbGwU8kFz5syhOXPm2J9LSkooHo+LOkc+Fxcb0in/g0QiQbNnz6bHH388J53jWDFx4kR67rnnjm6oUCgUvYku+OHTHeqvFQpFr0N9cUF9cd6XExiOlkkZ0joeDkFLJ/gYUkEONwIyowey/5jIeI0HClE3qYMcr2pGRSbb+QfMwYEcIOQ5JPuagdOmKjGWSbZ3Vh2HEn20vYbNUHI0KdsWcqT5ZFPhXKlSviejzvpUmG35mDny7g5uD++RGYYkwsTgJp07YbuwQwpEGEJji11SmhRhUjkQaaBvBD0cXpivThhC0ne1s4xQ/f4KYTdwQItdPq+W71HGiE1zg2SoE25yxinD8hIQw5wCCTekYbiiZph4dnklU+4PqTkoOVW+XYZ9pv0Qstee+56/9TKHVl759T/b5S3f4tC2oLNV1LECMMiTEMvnNMarSfM4Bhwt+U/fvn1p3bp1OY+PGDGC9u2TNJ0jn0eOHJmtCq1fv55CoRDdcccd9ne7du0iIrJlQl966SWqrKzMUrtrGDp0KMViMfL7/Z2O3XzzzfTLX/6yx233FDinYsb8qg4wTQHD2k3g/L8M9MaKqvgFEUoRm58HeHhOzhiwQdgFXRziGRrIYy7ojAi7PUl+Lr+68Sq7/LXHfy/sHvrxTO4fUFU8HTynkL5ERORth2MQMpw2ZEXTAb6mZDHMazldKf3FVru8/RDHGscSXN/jkXKmfvgcT7LPybwl/RvGLHqB5pc2hlwCUqYIaWNzDYC+53LnJs0P6RvF57MUcWJjlbBzwvpeuQ7WJMPNO3II4nTqK/TDmeI+xFN8vwaXtWEVao3zPqAqwGMqZTQecPONaIqAJPlrUvYxA2HMKHe4o1Vee/H17J/af8sJeltmAI3OpDGC1COGNIdjUvbR5Tp2WgeRJmE7kf7agfs/n3x+7c083lywL8yYlAPYJ44/h/doSLvrSMq9Mu5tyn1A9XTJSde/hNeCnaN4v/Bhi0wuXeHjOXT9L1kda/icLcKuacFQu+yrzb4HLTogB2C0D/wegPlt7oldubYixnxqv5ANnfCbxAV27qDclMVbeSz44Jh7W6mwiwBtXFCsjb6Ga+C8QCVIlskx4GkFujsuDdBX8/eOt4Xr4PbWaaxHKIENqvJCRtpsw/TRCLxeDygtx1N8oP5TuY8K9mVDpFtbJh2xnJ+ZC/bo7oi8dlwLvO187KM9A4Rd5ReB1vQJ9ykN9KJUsewDys4iPdKkkKaKCudA1RcXzhdr5IRCoegZjjFM7corr6QlS5ZQOp22k2K+88475HK56PLLL89aZ+LEibRli9xALViwgH7605/SG2+8cUz9OYIrrriCrr76arr++utp8ODBImHn2rVrC3IOhUKhKAg+A+HC+aD+WqFQnBRQX1wwX6wvJxQKRfdhHXvyn3nz5tHjjz9OS5YsoVtuuYUikQg98sgjNHfuXFtGNBaL0fjx42nChAn01FNPFaLnR8UNN9xARIe1mU10V6tZoVAojhsK4IdPdai/VigUvQ71xQX1xflfTmB4lRG2k4HPjhA0kzQ6ACoHFoTZ5MwoTjJkzJnM/j2RDI969z0OA3fJ6ElB5XBAf8xr+viDWrvs6cdhSalGDlGxSmRnrTgoI8C1m8oPGA5YPoRDVuOGqsSQUZwdee9HnNk2U4RhgrkfmwMUR0o8ks/vgRgqN5STBlUCKRAIp8GDCUBI4aFE9izpm5pkeFbTQQ6vHVXbYJerq2UYb3URhyeiuobbKcOoUxnuO/bba9i5cZDB5X7uks12+YPXRos6mC0ZqUFmFC+Oy/5rOabamZT3yxXnPuydxiGgiREyvjED6jArXmYljzM6OJO8wwhpt4ogjAoVOeIyxlvQP44Vx+iH+/btS2vWrKF58+bR0qVLKRwO0/Tp0+mee+7hU1gWRSIRikY7x4Bu2LCB5s+fL2gdY8eOpUWLFhERUX19Pc2cOZNaW1uJiGj+/PkUDAbp2WefpSFDhuTs18SJE+n555/v9L1lWXTdddcdwxX3HEjJMMf2/gjPqSuqP7LLIYMjUOTMHu+/L8mUg4MJGf7ug3P18fCcLHXK59GY4nDZJ25ZZJffiw0Vdi/O44gYL4zNlpTMMTL97j/a5ddvu9gudwzlayqpl9fjSgLV0MdzCOcdEZEjzXYD/sh0hk7/9XiHJ/q2u3nelJdwmHBru6TRxF0cR+v1Ir1KNp2Cak5w0y7pssnCBT2PEpMFjzoDx3AIpEfK+F/vJu5Ey9+YzuAxspmX5xLOMed/jvTaZnhyruzokVeq7XLrV/aLYx5Ya1pjTPHoX9wu7BoTnDU++SorfJg7HVzyzvl7Vvr6fv/Vwq4+xXNj6cyJdnlLE0unpNPywp0Qxtwe5gfg98kbEc+zjncLn+398An116WDeLx1tAfEMUc7P89zRuy1y339IWHXkuB6uH/JwASvq5B03zjE5yPFb3NrP2GH82Hqte9mrUNEtOHROv4APsJr0GEnPcxtrFzyebscBpaIt036i0BTdvW4RKmhcgZ+KjmV93+pnZJ64dkJ++8zOVF2KsmOBOlTRESN7T6w4+eSDuaeLKj84MjIOZ3G0H8oOhMGRaAYaMb4ewD270U75LNIlmVvO1Ui++puyq5uYvpTvOdIWTOXf9zT4tri/Ih9qOtMuc63tfA6XQzUjVCrnAu1FUwB3fUK04u8xo93pHl0/D2PXUdE7lPP6cPrwduDeDw4N3NfzevzQ0710GA+j69V2pl07mOC+uKC+WKNnFAoFD2CI3PsnOkxY8bQ6tWrcx4PBAK0ffv2rMfq6uryUjlqamp6RPX48Y9/TLW1tVmP3X///d1uT6FQKI4XCuGHT2Wov1YoFCcD1BcXzhfrywmFQtF9WER0mvnhvXv30sqVK8nr9VJzczNVVVV1spkyZUov9EyhUCiy4DT0w12F+muFQnHSQH1xQX2xvpxQKBTdhoNOL93m9957j6ZNm0ZtbYfDSwcOHEjvvPNOXvqHQqFQ9CZONz/cVai/VigUJxPUFxfWF+d9OZE5xMkbMJcBEVHGn51bZUrwODA3BVBwkSfVKT8DnksQqKQd8r0wTYJlcl9BatPZioaGdCTkpki2AucJrtXtl3zvdAfw4bzw2sy4JgtyXQyvZFmcHS3yDZMPpOjGfG6XXW4IMQ+vOdz5rZQNTBNi3AjMLZEAHSG/IWlW6WVuMuaZMHNTpKCN3R3Mzd0HsqBDBzWJOmeO3pa1DygBZyIDz8nMhxHEvgKfLZKSiUf8oBPohHEUSwH/z/ArOEZRqi9j5DSp+RPzHXNxxImI9nyReXnIt8yEDL0nGDvRGhhvkGfC8slOWF64LxBa5vAYUzyVQ++vJzhaCNsplIvsJz/5CX3961+nuXPnUjwep/vuu4/uu+8+WrJkSW93jYiIJpUztcVp6FVhvga/0JSUbXgg70pHOgBm3J7H4BwP8LaCHT/vPYk+wq4E9HXfjIyyy2f6ZO4Ad4TH83f+Y7ldThjE2V9990t22QnnLd/F54n0k3MgFeD5UdwAeYaSZoIGKNdz3pvoRClfGw/y3Bn+APNh9/4/nq/BMpnHIQIykigr2mHwh5GnjZeO8p5EkgeNri9ZaqyZqGhdy+Rb316+R5kDMgcJntcPfObAQSunHaY7MXPviP8awVKRNvwlSp1a4PqQM5wyON/IpUefHTIkFw8tZwlwIT1u9HXgNbvsMkpab6+SHP6gi4nL/zRkmV2+Zv9NfB5D47yTtOj/IJmSYzwZL9D/hroSSnwK+eKuoLf8Ne7dEkH5/IqG8QDeFyq3y35jb4N7E5SBRmn2MrfMofAe5JbAPdnIYKOwa47zWrAjxD4a90lERClwBdZVh+zygajM9/DJv53Fdj7un5e73UnKEv1U2pt7P4R20V183kxAjmcn5JZwbOPrcwzle9S4LyjqOLzsEK1G9hGWz5irIPma9ueW+8yAbKy3mftj+mFXlP1WqpKdpfsQX6yxxMr7VQq5KfbI8YWyoOjvzd87bkgTkYRUTmkj3Rgs2aKM57EMqexEkseu2IckZSeafjnULntgTfO1yfuV/DbnfOrv504EKg8Juy2tnD+oX5BzuDS6+AI9ETnAkjCU8XmizDgRUdpfwBcKp9GeuKs4Xr5YIycUCkX30ZUQthyJ705G7N+/n1599VU7o/DSpUvpC1/4Qi/3SqFQKPKgq6HEp5Av7grUXysUipMKp9meuKs4Xr44R35thUKhyA9HJpP371RCMBgUUkclJSXk83VWNnnllVdOZLcUCoUiL47mh081X9wVqL9WKBQnGz5rfpjo+PnivJETSK/oLI0JdA1U5zTeDGEYKIbWIN3DlONBmkgawrAcZtg9vFoRfegn9dh8u/lGYRiWQ0YsESWgQQj3ckT4NqU6jBD8ANt5yvi8qSZDZgqu8ZNGlkwLFhlSPVGOt4sl+Fyt9Szx58pzH/DexQyZUpQFLPdwCFVfjNEjosYEx0OloPG1n8osrLEQ39dRQzg8+qJRO+yySa9AKocZnp4L2IYpj4o0DwwFRhoHkaSGIJzAr8h4jDEOHx1ADapdIeXrUqXcP8vNdvsnyWt3waPGUOnAp/I5CSqHB+QR+8AYaJJ9IAxVQ+qGU75/dBSM1mF1ll48heFydX6l7XR2fne7cOFC+vKXv3wiuiRQBHqTHRnpW2IQh5m2WFproLdF2B1IcqhxHzfP+f3JoF3u55HjqgwkQ5vT3PYAT6uw84Azxf798itXC7v/85/P2eXNcdajS+eJd3TGuW0LqE3F9bFs5kRE1HImy2SW7JPH/Ac4Drn5S2fb5YpNxrwuBlnKCvbL0V3gj0ZL2popK3kEGWPZiFdml48rrpd2EVaTFutnaoDUTfPCGle2EdY7vgTyNRn3GLpaUs9+JuWXdri+YGhwVyVC89mJkOQ8/1VCKocXpKr3PjdM2DmxDbiMyhlSmrHMy2PnUJTHyhO7LxF236tlSdvt0FkL9i9FRXIctrVzqDHKiprhxCWlucdv13F6+eGuorf8tRckbWOGPGdtEYeiF7t5foaNPdCYcqa6rW0capfPDB60y5tD1VhF7G2QCtKWkFSteIr3ElWgpfjR02NkX69nei1ek4nGQHb6mRvUUS3jV4QFzTkyPDZdcqtLiTJuu3wLlzvOkM8WKQyJPjz3PXv42tP9pJNx4r6pDOoclM/MBdQq9K+Cqk5EFOH7j5Rcd9iQEi1HHWf4jQTXEK8w6Omw3fPv5P6YctH4GX1qSqpZi89IuYlJJiZ54BmmYEvhAQnOsjL4QEQtQGFLgERr2cfyvkZzMM/br2sTn5MgtVzk4YvaeUA2cHYN/74ogrnVEsYFUp4r1p9vun8fUHEMiqWno1BcC/XFR1AIX6y0DoVC0X1YdFo54vXr19Nll10mvtuwYUPW7xQKheKkQAH98Mcff0zz5s2jaDRKkUiEpk+fTvfccw+53bm3iZs2baJHH32UPvroI3I6ndTW1kbTpk2ju+++m8rLy4VtNBqlBQsW0M9+9jNatWoVTZ48uVN7ra2tdNttt9HGjRvJ6XTS8OHDaeHChVRdLX+sq79WKBQnFU6zPXFXcbx8sb6cUCgUPYIjfXo5YstYWM4777xO3ykUCsXJhEL44aamJpoyZQrdfffd9P3vf5/C4TBNmjSJwuEwLVy4MGe9BQsWkGVZtHr1avJ6vXTw4EH6/Oc/Tx9++CH9/ve/t+02bNhAs2bNorq6Okqnc/+n/qtf/SpVVVXRunXryOFw0He/+12aPn06/fWvf+30Hzr11wqF4mRCIXxxT14SI1KpFE2cOJHef//9Tv4wFovRQw89RMuXLyePx0MdHR00a9Ys+sEPfiDsgsEg1dXVie/Gjh1LixYtynrO4+GLu/5ywgiLx5B3PGSGIgnqBYQ5mcoICKRyiKwYBg1DhIQGOdTHistFLN6XF8PqWshMXF8h7MRFpSCEswhObLSNoUSpZo6NwizARESOBN/qBISSHUyUCDu/n0Obaso5BCqzhjOKRy8KiTrpBo7jwnuH1A0iIjekCUYlj7ihgNGS4OvY3cbnPXeAjI/GrNE+l8mROYz2pAw7TKVyZPs1gI/WD22bdbAPaGdSWlI5Yo69EHY7dNJecWzPn1gKp/pdfi5I4yAiMZb3XczH3EYYI4bOYVieGRYpeDswDl0NHKafqZRZtQV8HGLnSMpxmPEV8H3kabQRrKuro9dff/2odt3Vai4UdsY5W3vGoECUQ7xspVv6BmnHMZ4xkEkoApmEKpesvy/JPhLrFzslvaohxf8lXT6X35g7jBDWdREOw//jnIlsZyzqDg/GsDqyljMeGTqIYfNVH3aAnZz7qVLmJlT8je1iA2V8rK+FJ6m3oQPqcHxs4PdBUScxF0KuO0Cdx3CPQoUDImLDNcacAn+H651/m+R0oj9BdQw8r6CSEFH5Vi6nfF0LbcXs+xiyTURiLRRqRAalBYcvqhuhilJ4WX+sQdHpQJ9ZziG/qYDstycMa9JXD9jlA+3SX4YTfJNKfUDHNFRCUOHGBReFihwdIUmzcmKYPNiZ7jIaM29MD1EAP7xw4UKyLItuvvlmIiIqLi6m22+/nWbNmkV33nknDRw4MGu94cOH0ze+8Q3yeg/fz379+tGNN95Id955JzU0NFD//oefYzQapWXLltG2bdvo6aefztrW6tWrac2aNfTBBx/YHOa7776bamtr6cUXX6RvfOMbtm1v+Wvcb5gU090R3ish5aMjIedqc4xpPwNLZJj7EewLy6iTfkXsV1ri7KdMWkeFj330lmdG22Vz+4P7qO1PnWmX4xXGfIojtzVrV4WSGZH0OWJ+pgxlC9ietl8CHxrk/UpUwhwEtT3XCF6rkm2yjtXA98Vbw/ckWWpQRpC+AT7LZAF72tgvIFUiNEI6dncrt58BFQixxzN+IxXvy06dyZhbNbh9LnguGY/sLN7XBAwjj7E1wP1pPAjfgw8N/V764c99/WO7/MFLTIn0GiocsT7cp7Ez/maX1+0dLOzw944DxmSFoYK1q4X3IW7Ys6eKQU2wTFQhVwh+w4GrNdX2TJrNMeEYfXFPXxIj7r//ftq5c2fWYzNnzqQPP/yQ3nnnHerTpw/t3r2bxo8fT+l0mn74wx/adnV1dfTGG2906XzHyxdrQkyFQtF9WBZROpP/7xTC0qVLC2qnUCgUxx1d8cNd8MUrV66kcePGieiESZMmUTqdptdeey1nvQcffJAuuOAC8V0gcPhlTSLBLz0vuugiGjRo0FH7UFxcTGPHjrW/GzJkCNXU1NDKlSuFrfprhUJxUqEAe+JcL4l/8Ytf0L59+45Sm2jjxo308ssv00033dTp2O7du+mll16iOXPmUJ8+h//BUltbSzNnzqR7771X+Ovu4Hj5Yn05oVAoegbLyv93CiHXfwZ7aqdQKBQnBEfzw13wxdu2bevk22pqaoiIaOvWrdmq5MSbb75Jl1xyCQ0ZMuToxkYf+vfvLzK/H+mH2Qf11wqF4qTDMfrhnr4kJiJKJpM0e/ZsWrJkSVa1jIaGw0lFBwwYIL6vqamhlpYWev/997tyhZ1wvHxx/hhvEUYkFwyhooFhmnled6AqhwXKCOYjw5BQPGa27YpyeynI/OsMGzFs0L/mVqBRmBl5wdCB4Zj4wsuUysilaJKUnR0yljM0J9Pcv0Ra9jWZ4s/72jlOKTog+/0mIiofxuH+bdsw/EmG9B+IcnsbPxjKfRt9QNglIbT1zErOIN2akOGrGNaIGalRKcPrlGFvVRB22AzhiWbGaGcO3k/KGAQYnohKIBj6RUQUSWD/uE+o4uEy6gz4c/Y3iWY4876L+b54IUozbfgHzNjcicoBCOzmGLRoLd/LdHXQLjtjRpw4yBQ5ohASZzpEj9I6TkWUQyzpaN9+ceyTOC82HWkei6YChh/ib105BLk3RmTYZQWk7ka1jyKXDGmOQ+y+M8EDffLivwg7pKS42jiuNFYjYzLdUVBLArUOV4LPm+wjaRieQxzPmvHzOLe8Rqj+R3soG8LnjhKf+/6FJ7OjlcOqPdfwvYsu7SvqVN/N50r8I/iZmHwWyXMhCzr4MKToERH5mpHLAWuAQdvHEGAXuC1cS4NbKCcwnDifiBKGE5tDSIQkQxity3Cjsq/ZaSuupOxE6g9MpXEDBchYXmjg9RzOKpQLqmSYMK67yTzrxqO7ORT1X0e8YJcDRTwOMwYVBN0iqre4XLJth6NA/xsqgB8OhUKdNrRHPofD4WxVsuLdd9+l1157jf7yl78c3bgLfTjSj/b29iw1TjyQLrqzRSoK1AZ5H+aGCYpUC6Lc6hhRoIKcXdEgjh1KsF8o87Lf9LsNTgUgXs4+Z8xXPhHHSt08freDOo+prJMBGhdSHVLMTCF/kxx/qMIh6N/GZbdNYH/t2cU0jOq/SsPGmWwXHMT38sAW9r0Oc1+eY2q52+SB4GYuxyu53+GBsr10EdAogBbgaTHyoCDFHXzTgLf5mtqG5t6DJeG+mn4Tl9wEPNuUZPYIWh9SPExqD6p3+IE1F68CyqFRZ/9dw+1y8QD2Z5H+8r7GL2AOyYb9Ndye4SsHlPK6+mkr7y/8XjkQy/x88Y1t/BvO35idHkkk99i4triNfZG5lh4TjtEXb9u2jc4//3zxXVdfEt977700bdo0mjBhQqdIMyKiESNGEBF1onzs3XuYzr5nzx668MILiejwi4yZM2fS3r17yeFw0IQJE+gf/uEfqLKykk4UNCGmQqHoPiyLKE9iM4VCoVAcZ3TRDzc2NtK4cePsz3PmzKE5c+bYn0tKSigeN144/s/n4uJi6gp2795N1113Hf32t7+l0aNHH72CgWx9ONKPrvZBoVAoegUF2BP39CXx+vXr6ZVXXqG1a9fmtKmqqqJZs2bR4sWL6dprr6WRI0fSBx98QM8//zwRHU6keQTDhw+nn/zkJ3T22WdTW1sbffOb36S6ujpav349VVXl0IktMPTlhEKh6Bk0ckKhUCh6F13ww3379qV169blPD5ixIhOnOYjn0eOHHnU9nfv3k1XXnklPfbYYzRt2rSj2ufqw+rVq8myLEHt2LdvH02dOrVHbSoUCsUJw1F88fF4SZxIJGj27Nn0+OOPZ408QyxevJh+/vOf04033kjpdJpqa2vpoYceom9/+9vipcOKFSvscnl5OS1atIiGDx9OTz75JN155515z1Eo6MsJhULRfVh0yiW9VCgUitMKBfLDV155JS1ZsoTS6bTNd37nnXfI5XLR5Zdfnrfujh076KqrrqJHH33U1rZftWoVVVRUdEqWebQ+PPLII7Rp0yY7KebevXvp008/penTp/fwyhQKheIEoAu+uG914V8Sr1+/nkKhEN1xxx32d7t27SIiosmTJxMR0UsvvUSVlZXk8XjoRz/6Ef3oRz+ybX/zm9+Qw+HoJB2KOOOMM8jtdtOOHTvyXV5Bkf/lBPB00n550zF/BMIyuF/OZPY8E0LCxyC5IjdKSJGa6R6qmZTlbMkty4WcolSY7Yr7yzCZcBPz+iw4mSORmxuK1+vA/BNO2dmD7cyT6lvK5z3YKqVE+waZq5UGflaynC/Ck5H3PvUGv/G66Gss9bPugOSPn1nZaJdHj2XZzDKvITkKRGXM8WBKZ1V6I1CH+3cowW/4TA4v8iqRe2lKuKUED5jtEoa+EtZDeVQz30Yu2VI8j2njAOkrB7wRrf+8zL0h5gm8uDS6IMYv2pkyg2hXvJ3v1+bv8n09+0GZJ8QKcIOWz9BKwrZjncNmewyNnDhhqASJT5TtJCJKgsP0gCxoR0rmL8g4eaCiRKIT5vsATJpCRG2QwwIlRz0GUXPl9ybb5Wue/INdRslSs166nNv210tOeaqSx3qmiNvIBEBKLpJdvpiIKA05JxzGOF303it2+daxV9rlwCF5TW3nML+yfBN/7/h3/j5wSPYhNIxzZwz5v0zk3XyLlLIMbODrg7QelDDk0DBnhDvMft/MZ5OLY110ALjSpgo2So7CpZty4ITrMSrvGW5G8JuxP4abEGt6DvlRsw+Y6yJZzJ3od7WUfy4D+ezGFK+t0ZQxDsE5Yw4oM+9QNMn15m6+zi4/e94zdvnbH3xH1AlH+OG43Xwey9AndDoL9HK3AH543rx59Pjjj9OSJUvolltuoUgkQo888gjNnTvXTmQWi8Vo/PjxNGHCBHrqqaeI6DAPeurUqTR//nwqKyuzN94vvPACTZo0qVsvJ6ZOnUpTpkyh++67j37961+Tw+Gge++9l84//3z62te+dszXWAigJHmfErl/xP2RyH9lDGbcZ/ggaUoYkgXsCUuZ+6HFh+zyPsgdVm7s3T5afI5dPuMG/iFh9qE+wmtIGnIWFDdIu1gl7K8w1wLIUppyvsj1d+byCUT09XM5Ad9LBy6yy221xh5vJ8/jRgeXPZCTIWX8U3ngnyAXGfzHuf0M2df24WyXCkAum045fSAvUD9+Zu4m6VfSRbCW/pG/bz4b1i1jC5YCXy7yQphKzXAqVPL2GxKhuOyLXEKGu8E8E5inAnMJZYytbrIMfCWkhai6ol7Y7drD+UCC/XlPEXPLG7t1b7Vd9hbxA21rlw+0tC/ncykv4Zwr7RfDM/tQrrF47aC2Tm6DHZEInjxSoj15STxx4kTaskUmlFqwYAH99Kc/7SQH+te//pVGjBhBFRXsX15//XW67LLLqLr68LN47rnnqKSkhK6++mrbpqGhgVKplJ3/4kRA1ToUCkUPcOwZ4hUKhUJxLOiCH+4i7WPNmjX04osv0sUXX0yTJk2iK664gh5++GE+k2VRJBKhaJR3+nPnzqW9e/fS7bffTuPHj7f/nnjiCdF+fX09TZ48mebPn09ERPPnz6fJkyfTnj0yOe2LL75Ifr+fxo0bR+PHj6fW1lZ69dVXRfZ6hUKhOPlw7H543rx55HA4aMmSJUREOV8Sjx07lmbPnt3tHj744IP085//3P785ptv0ssvvyy+27JlCz3wwAPU0XE4WWk6naa77rqLgsEg3XDDDd0+Z0+htA6FQtF9WKQJMRUKhaI3UUA/PGbMGFq9enXO44FAgLZv3y6+O5q83RHU1NR0+i9eNlRUVNAzzzzTpTYVCoXipEEBfPGRl8Tz5s2jpUuXUjgcpunTp9M999zDp8nykvgINmzYQPPnzxe0jrFjx9KiRYuIiOjSSy+lX/ziF7R8+XIqLS2lYDBIq1evpnPO4Yira6+9lhoaGmjKlClUUlJC4XCYhg0bRmvXrqXBgwd3OufxQpelRMkIScx4c7wFsrLTPTqZIR0izwslDEXKlMsQWpTUdKYw5FU2mAFKiiPOwSLhNqnBU9KX431CzUDxcEN9k+IB4V6mVA8iWMwDqSPOMVRerxzM+xs43KY0yLSJyg3ceCogQ55C47jt9+p58ATWSMrIgBu32WUfyGkGXFK2JwSyoOVuDFWUwwUpGmGIqyt2c3hWKCnjjzG8EGU8U0bMsdeVPWTbbYSTIzUklOT+uUnaFUGf8DqQFmJSUNJ+PtZ0Ll9rOiDHlwtkAlMgOeWOGJJFWA0OuUz5Lld2O4cfQoS9eWhMSZAwLJVxefFB5aZ5z6HREScMexKs++Uz9N5c4KiRNuEy4jixHkp/ClqIMb+wThHEkv7/718h7NxptktCXK/Z3n/970vtcqIK/KAhz+sK8bkcCR7Plo/77UjKtlNl7M8dIDfpaZZxnLdO/Ra3N4T9kzMh++A/yH619VymckQh1LlllOQ29PkQ+nSolc/jkJKjKIEZxylpLC9pkA91ekCG1diX+FDODx47StOZMoEYXizWWWMdy0nRMKY/Uk0sJ/TVkAUVSm45pPfMtRS3FeVXspTuoOJWYfdRc3+uA5VqSiVdqSHMIcDRBI+p2ooWYRcAqUYM229Ic2h92qAkejxI5aCcmFCTXdK221A/fMJQ5WNf0kKSNocU2AjsoXDvQUTUHmc/VQkyoyjvadJcUYJ5X4gdxp4XRwi7dBHboZRuO8m97v7fDrXLJU0gjdxHntcd5rGFtC2kGKAEJxGRl9UhxTxOFUu7V381ifs9lOdMpEb2ofhTrtc2luejbwd3wtcs226YyP2uOIf5C/4V0g+jJGcaftMky4x9JkiGpmPcv5RhF9wI97yWv/cfAppJmewr3iNgTnaiwSD9Bn132pASxbUln3y9K4YyzngfoL6xDUe70T9kruPrm6UMd+1gvuf4e8f8dTi6ln15Js9vxy17wK8DrT1QxoPS7KtYO+NcJ1Eu/WVygKHZeiwogC/uyUviI6irq8v7EvjWW2+lW2+9Ne/5zzrrLFq8eHGX+no8oZETCoWi+7AssjRyQqFQKHoP6ocVCoWi96G+uKDQlxMKhaJnyOh/7BQKhaJXoX5YoVAoeh/qiwuGLr+ccMUNWgdGlcPzQEUOIiILuRdwCEPczfClTrE/R/rQIruL1BKMCLL8xtsrpF5kcocOhQ5xmJ63FGgAzRw3ZQVk244Ix2RZ0B+HoWaCn2IQRppOy4t3HeAQqA64SdaF3B+XT/ZhcJ9Wu9z2ykA+pzFR/vjYRLuM2YjHfG+TsHPBeYMejh/eHakUdsWu7OFQYQhpLPPK+GNU1HDCgDBDHzHbNVI+/G4ZmxyDLOx+4EeYIWJFRj2uA6FfBr9o6zhu28ywjMDxi+o0ndRlgGEhIu7zZGV2QyhlYAsocngMis0QDlN2xbhxpyltVEjfqeHEJwzlEMfvMeIX29LstyKQUj1pxMbj3DPpFrmAdli+fOGfhF0MBm25i0Of/+2HX5Ht+Xke+hvYLl0i6V8ZCB91wjizPBBeWySpTRkv0FOaOFw6U2xIWwA1JFHFvt2ZkHPlwETmRFRs4X4X72dnEKuUtI7SN5k6t3fWmXbZFTVCSSGxeLKEzxs4YFAEQtnXK09HbqqEUPgA95syMq+L9RhOa0bXYnt4zKSJ5G7caC+dvZxP4WPQdTvtshfiljc2DsjZA7+H7UyaYLGX15vKAI+V3S1SJaFfKafCx/Vhcf1ku+wwHP2ss96xy5+EuH/m+hI3+TM9hfrhE4YOoKmaCjBI60DVmFJP19TQmuPsx/saEgy7Qrz36lfMx+LflG0PLW22yzs6mAp48Imhsg+wV4325T6gQhkRUaoou//BvWXRQVOOh4uCwmBsRaL92LDyA+5DxzBph1QOV3v2OZM0VI58LXze5s2sZldhUPfSfrar+IS/b64z/HA70AK4OSr7RO7DhDoGnAoVhkzf5gEaDFI0Oqkm4Xmge0lDqaSoITuFxFRXwr0qKnwgfcfc98ZmMe0NqRwDqluFHe6/w1GeM/GQXIu9oN7RHuaL9/nk4nLGIFYabArxBafg9xPSiYiIomdx512gBOI0fgO6UwVMtqu+uGDQyAmFQtF9WJYmxFQoFIrehPphhUKh6H2oLy4o9OWEQqHoEaxMnlf7CoVCoTjuUD+sUCgUvQ/1xYWDvpxQKBTdh2URmZQRhUKhUJw4qB9WKBSK3of64oIi78sJlPvslKoBeagohRMzJJBySI4KrqnLMo4Bbz+Vm8PvAFqSaMNoj9I58kwkjWQXcK4E6KI5ikAazJAStQJwI1LZ+01E1Bphwq/LxXXcLjmYUyPa7XIR8K7S8ADMOh0vMq81A5w1kxOMnDML7v+HT5wj7CZ8b71dxjwTprxVlJhziTJYbUnuRHtCEp0xtwTmnMgYxGSU9USubszgeTqBmOeFRBoo5UVEdAj4nCjfFYH2UgZH/7wvMgkRec5rV40Rdij/J9IBmFRMJ+S3AL5f2uACUg4+IfL/ooOBtE5EnnZ42A4ch3KsuEzi57HAUkd8ooC5JDyO3BxJlAgd4m0Sxw6lWVo4l/yomacCP2N5gEdKLu5PMld/e7zaLhftkhKOqWAAypDvIS7DIdMBXppQFhRheaQ/cia4jVQVn8e7u1nY3fSHVXb5Z7ddb5czXumDBq7ha4z3Zf8RGshrw5P//K+izlef/SH3B+arOybbRl6vA9ahWB95rUX7uZ63HRM1CTORp8aCMq4BTkNqDfMOCZXofDkiKDdEropcZcqdZ0Lk7jH6uvnNM8CQiyV18tkGA3xjUS67PSH19pJpHssdcX6ePo88MfKbsQ62fcmgHaJOfZznAsp0o/Q2EZEnH6m8O1A/3Cs4s/yA+BxO8TjCPdCWtn7CbkAR7/Ew/wTy7w9EZRIF3LOgPHs8LbfwKJNeHWASfsMAQyIUctF4QjyhzLw03o7sxzAXhe+AHH/RKj4XpiVLSeVVSgUh38BInlumJKQjDnnKIPcd+q9+F9eLOvve5dxr3naunyyhnOio5bZLdkqnhfXKNvM9ThvpjNz8mKQ0MjwmT1g6b8wLYUooI/BcnnD2MhFRshQTEHGxU9406Ia3LXueCrNO5G3OY+LF/BjV0i4BvhJ/7xQHzRx00Acv3zD040REkST7zooibgN/kxz8vLx5Vjvkh4H5aP7u81cZutzHAvXFBYNGTigUim7DIiJLMxMrFApFr0H9sEKhUPQ+1BcXFvpyQqFQdB+q6axQKBS9C/XDCoVC0ftQX1xQOCxLtU8UCkX3UOaopImOqXltWj63k9atW3eCeqRQKBSfLXTFDxOpL1YoFIrjCd0TFxYaOaFQKLqNSV+cQE1NO/Pa9OnTJ+9xhUKhUPQcXfHDROqLFQqF4nhC98SFhUZOKBQKhUKhUCgUCoVCoehVOI9uolAoFAqFQqFQKBQKhUJx/KAvJxQKhUKhUCgUCoVCoVD0KvTlhEKhUCgUCoVCoVAoFIpehb6cUCgUCoVCoVAoFAqFQtGr0JcTCoVCoVAoFAqFQqFQKHoV/w01QEqRnHF2TQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\n", " f\"PC used in DI:\\t\\t{detector.pc_average}\\n\"\n", " f\"PC after PC refinement:\\t{detector_refined.pc_average}\"\n", ")\n", "\n", "fig, ax = plt.subplots(ncols=3, figsize=(15, 3))\n", "im0 = ax[0].imshow(detector_refined.pcx)\n", "im1 = ax[1].imshow(detector_refined.pcy)\n", "im2 = ax[2].imshow(detector_refined.pcz)\n", "fig.colorbar(im1, ax=ax[1], label=\"Projection center y\")\n", "fig.colorbar(im0, ax=ax[0], label=\"Projection center x\")\n", "fig.colorbar(im2, ax=ax[2], label=\"Projection center z\")\n", "for a in ax:\n", " a.axis(\"off\")\n", "fig.tight_layout();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Refine orientations and projection centers\n", "\n", "We use\n", "[refine_orientation_projection_center()](../reference.rst#kikuchipy.signals.EBSD.refine_orientation_projection_center)\n", "to refine orientations and PCs at the same time. For the purpose of saving time\n", "and computation resources in this demonstration, we'll do this for the upper left\n", "quarter of the data set only" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "nav_shape = s.axes_manager.navigation_shape[::-1]\n", "y1, x1 = np.array(nav_shape) // 2\n", "slices2d = (slice(0, y1), slice(0, x1))" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s2 = s.inav[slices2d[::-1]] # HyperSpy flips the usual NumPy (row, column) to (column, row)\n", "s2" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Phase Orientations Name Space group Point group Proper point group Color\n", " 0 999 (100.0%) ni Fm-3m m-3m 432 tab:blue\n", "Properties: scores, simulation_indices\n", "Scan unit: um" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xmap2 = xmap[slices2d]\n", "xmap2" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Refinement information:\n", "\tLocal optimization method: Nelder-Mead (minimize)\n", "\tKeyword arguments passed to method: {'options': {'fatol': 0.001}, 'method': 'Nelder-Mead'}\n", "Refining 999 orientation(s) and projection center(s):\n", "[########################################] | 100% Completed | 1min 18.4s\n", "Refinement speed: 12 patterns/s\n" ] } ], "source": [ "xmap_refined2, detector_refined2 = s2.refine_orientation_projection_center(\n", " xmap=xmap2,\n", " detector=detector,\n", " master_pattern=mp,\n", " energy=energy,\n", " method=\"minimize\",\n", " method_kwargs=dict(options=dict(fatol=1e-3)),\n", " compute=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Phase Orientations Name Space group Point group Proper point group Color\n", " 0 999 (100.0%) ni Fm-3m m-3m 432 tab:blue\n", "Properties: scores\n", "Scan unit: um" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xmap_refined2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the NCC score maps. We use the same colorbar bounds for both maps" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "ncc_after_orientation_pc_refinement = xmap_refined2.get_map_data(\"scores\")\n", "ncc_map2 = ncc_map[slices2d]\n", "\n", "ncc2_di_min = np.min(ncc_map2)\n", "ncc2_di_max = np.max(ncc_map2)\n", "ncc_ori_pc_ref_min = np.min(ncc_after_orientation_pc_refinement)\n", "ncc_ori_pc_ref_max = np.max(ncc_after_orientation_pc_refinement)\n", "\n", "vmin3 = min([ncc2_di_min, ncc_ori_pc_ref_min])\n", "vmax3 = max([ncc2_di_max, ncc_ori_pc_ref_max])" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ncc_after_ori_pc_label = \"NCC after ori./PC ref.\"\n", "\n", "fig, ax = plt.subplots(ncols=2, figsize=(9, 3))\n", "im0 = ax[0].imshow(ncc_map2, vmin=vmin, vmax=vmax)\n", "im1 = ax[1].imshow(ncc_after_orientation_pc_refinement, vmin=vmin3, vmax=vmax3)\n", "fig.colorbar(im0, ax=ax[0], label=\"NCC from DI\")\n", "fig.colorbar(im1, ax=ax[1], label=ncc_after_ori_pc_label)\n", "ax[0].axis(\"off\")\n", "ax[1].axis(\"off\")\n", "fig.tight_layout();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the histograms" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bins = np.linspace(vmin3, vmax3, 100)\n", "fig, ax = plt.subplots(figsize=(9, 5))\n", "_ = ax.hist(ncc_map2.ravel(), bins, alpha=0.5, label=\"NCC from DI\")\n", "_ = ax.hist(\n", " ncc_after_orientation_pc_refinement.ravel(),\n", " bins,\n", " alpha=0.5,\n", " label=ncc_after_ori_pc_label,\n", ")\n", "ax.set_xlabel(\"Normalized cross correlation (NCC) scores\")\n", "ax.set_ylabel(\"Frequency\")\n", "ax.legend()\n", "fig.tight_layout();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's also inspect the refined PC parameters" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PC used in DI:\t\t[0.421 0.221 0.505]\n", "PC after PC refinement:\t[0.423 0.214 0.5 ]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\n", " f\"PC used in DI:\\t\\t{detector.pc_average}\\n\"\n", " f\"PC after PC refinement:\\t{detector_refined2.pc_average}\"\n", ")\n", "\n", "pc_to_plot = (detector_refined2.pcx, detector_refined2.pcy, detector_refined2.pcz)\n", "fig, ax = plt.subplots(ncols=3, figsize=(15, 3))\n", "for a, to_plot, label in zip(ax, pc_to_plot, (\"x\", \"y\", \"z\")):\n", " im = a.imshow(to_plot)\n", " fig.colorbar(im, ax=a, label=f\"Projection center {label}\")\n", " a.axis(\"off\")\n", "fig.tight_layout();" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "nbsphinx": "hidden" }, "outputs": [], "source": [ "# Remove files written to disk in this user guide\n", "import os\n", "os.remove(temp_dir + \"ni.h5\")\n", "os.remove(temp_dir + \"ni.ang\")\n", "os.rmdir(temp_dir)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.9" } }, "nbformat": 4, "nbformat_minor": 4 }