{ "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 a dictionary of simulated patterns of known 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 Ni data set of 4125\n", "EBSD patterns and a dynamically simulated 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 discrete grid of orientations with a\n", "fixed set of projection center (PC) parameters. The true orientation is likely\n", "to fall in between multiple grid points, which means there is always a lower\n", "angular accuracy associated with each DI run. We can improve upon each\n", "orientation by letting it deviate from the discrete grid points. We do this by\n", "maximizing the similarity between experimental and simulated patterns using\n", "numerical optimization algorithms from the\n", "[SciPy library](https://docs.scipy.org/doc/scipy/reference/optimize.html). This\n", "is here called *orientation refinement*. We could instead keep the orientations\n", "fixed and let the PC parameters deviate from their fixed value used in the\n", "dictionary, here called *projection center refinement*. Finally, we can also\n", "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 in 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", "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 | 0.3s\n", "Removing the dynamic background:\n", "[########################################] | 100% Completed | 1.1s\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 very low resolution of 4$^{\\circ}$.\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 (11935,)\n", "[[ 0.8606 -0.3337 -0.3337 -0.1912]\n", " [ 0.8606 -0.3397 -0.3397 -0.1687]\n", " [ 0.8606 -0.345 -0.345 -0.1456]\n", " ...\n", " [ 0.8606 0.345 0.345 0.1456]\n", " [ 0.8606 0.3397 0.3397 0.1687]\n", " [ 0.8606 0.3337 0.3337 0.1912]]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rotations = sampling.get_sample_fundamental(\n", " method=\"cubochoric\", resolution=4, point_group=ni.point_group\n", ")\n", "rotations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This sampling resulted in 11 935 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 4$^{\\circ}$ 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 (11935,) simulated patterns:\n", "[########################################] | 100% Completed | 2.2s\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 11 935 simulated patterns" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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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 10 best matching orientations. A\n", "number of 4125 * 14423 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 11935 dictionary pattern(s)\n", "\tNormalizedCrossCorrelationMetric: float32, greater is better, rechunk: False, signal mask: True\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████████████████████████████████████| 11/11 [00:05<00:00, 1.94it/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=10,\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" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/hakon/miniconda3/envs/kp-dev/lib/python3.9/site-packages/orix/quaternion/rotation.py:312: RuntimeWarning: invalid value encountered in true_divide\n", " np.divide(b * d - a * c, chi), np.divide(-a * b - c * d, chi)\n", "/home/hakon/miniconda3/envs/kp-dev/lib/python3.9/site-packages/orix/quaternion/rotation.py:316: RuntimeWarning: invalid value encountered in true_divide\n", " np.divide(a * c + b * d, chi), np.divide(c * d - a * b, chi)\n" ] } ], "source": [ "temp_dir = tempfile.mkdtemp() + \"/\"\n", "xmap_file = temp_dir + \"ni.h5\"\n", "io.save(xmap_file, xmap)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inspect indexing results\n", "\n", "So far, the [orix library](https://orix.readthedocs.io) cannot produce any\n", "orientation color maps, pole figures etc. This has to be done in other software,\n", "like MTEX.\n", "\n", "Here, we'll inspect the map of best matching scores and a so-called orientation\n", "similarity (OS) map, which compares the best matching orientations for each\n", "pattern to it’s nearest neighbours.\n", "\n", "Let's get the NCC map in the correct shape from the CrystalMap’s scores property\n", "and the OS map with\n", "[orientation_similarity_map()](../reference.rst#kikuchipy.indexing.orientation_similarity_map)\n", "using the full list of 10 best matches per point" ] }, { "cell_type": "code", "execution_count": 17, "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": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(ncols=2, figsize=(9, 3))\n", "\n", "im0 = ax[0].imshow(ncc_map)\n", "ax[0].axis(\"off\")\n", "fig.colorbar(im0, ax=ax[0], label=\"NCC\")\n", "\n", "im1 = ax[1].imshow(os_map)\n", "ax[1].axis(\"off\")\n", "fig.colorbar(im1, ax=ax[1], label=\"Orientation similarity\")\n", "\n", "fig.tight_layout();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that some of the grains have orientations which doesn't match that\n", "well to any orientation (pattern) in the dictionary. Note that refinment will\n", "not be able to improve much upon those orientations that didn't get a good match\n", "from DI. The simplest way to improve the results for the darker grains is to\n", "reduce the orientation sampling characteristic distance. This will increase our\n", "dictionary size and thus our indexing time, but will lead to better results.\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": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "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", "Here, we use the highest $r$ as a navigator. When using an interactive backend\n", "like `Qt5Agg`, we can then move the red square around to look at the patterns in\n", "each point." ] }, { "cell_type": "code", "execution_count": 20, "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": [ "ncc_navigator = hs.signals.Signal2D(xmap.get_map_data(xmap.scores[:, 0]))\n", "hs.plot.plot_signals([s, s_best], navigator=ncc_navigator)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's also plot the best matches for patterns from two grains" ] }, { "cell_type": "code", "execution_count": 21, "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": 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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": 22, "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 13.7s\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,\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": 23, "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": 24, "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=(9, 3))\n", "im0 = ax[0].imshow(ncc_map, vmin=vmin, vmax=vmax)\n", "ax[0].axis(\"off\")\n", "fig.colorbar(im0, ax=ax[0], label=\"NCC from DI\")\n", "im1 = ax[1].imshow(ncc_after_orientation_refinement, vmin=vmin, vmax=vmax)\n", "ax[1].axis(\"off\")\n", "ncc_after_label = \"NCC after ori. ref.\"\n", "fig.colorbar(im1, ax=ax[1], label=ncc_after_label)\n", "fig.tight_layout();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the histograms" ] }, { "cell_type": "code", "execution_count": 25, "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 can see that orientation refinement found the best orientation\n", "(with a fixed PC) for most of the grains, but not for the ones which didn't find\n", "the correct best match in the dictionary. Clearly, the dictionary is too sparse." ] }, { "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 list of\n", "[dask.delayed.Delayed](https://docs.dask.org/en/latest/delayed-api.html#dask.delayed.Delayed)\n", "instances. We can pass this list 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": 26, "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": [ "delayed_results = 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": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Refining 4125 projection center(s):\n", "[########################################] | 100% Completed | 1min 39.3s\n" ] } ], "source": [ "ncc_after_pc_refinement, detector_refined = kp.indexing.compute_refine_projection_center_results(\n", " results=delayed_results, 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 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": 28, "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": 29, "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=(9, 3))\n", "im0 = ax[0].imshow(ncc_map, vmin=vmin2, vmax=vmax2)\n", "ax[0].axis(\"off\")\n", "fig.colorbar(im0, ax=ax[0], label=\"NCC from DI\")\n", "im1 = ax[1].imshow(ncc_after_pc_refinement, vmin=vmin2, vmax=vmax2)\n", "ax[1].axis(\"off\")\n", "ncc_after_pc_label = \"NCC after PC refinement\"\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": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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BQUFQKBT49ddfoVAocOvWLWlQ4JOtdX/++ScCAwPRq1cvyOVyDBo0SHrMZUFBARQKBSwsLDB69GhERUWhX79+aNKkSaVaeQoKCtCgQQMAwNdff427d++W+Xq8/fbbmDJlSpn7Gj9+PGxtbWFra4vNmzdj0KBBaNOmDbp37y4da/r06XBycoJcLoeXlxc2btwobT9v3jx8/HHJ7QGlr8m1a9ek8y2Nq7SsUaNGiIyMxKRJk6BQKNChQwesWbNGKSYhBBYtWoTu3bvD19cXnp6eWLlyJYqLiwGUXJ/u3btDJpPhxx9/xCuvvIKuXbtCoVDgxo0b+PnnnzF06FDY2dnh//7v/1BYWKi0/59//hnu7u7w9PSEl5cXwsLCpBk6Tpw4AYVCAZlMhmXLluGdd96Bt7c37O3tsX37dmkfM2fORFxcHG7duiWd9y+//FLBlasEUQc5OzvrOgSiarVsz98q/8jwpKSkqF+R8JFu/lWSXC4Xly9fFtnZ2aJLly6ibdu24t69e9J6GxsbpfpWVlZiyJAhGu179erVAoA4e/ZsleKLj4+XlmfOnClefPFFUVRUJJUdOHBAABCXL19W2tbGxkbMnj1bqSwtLU00a9ZMLFmyRCpbvHixaN68ucjMzFQ6rrm5uUhKShJCCLFjxw4RGRlZZpxfffWVSgxxcXECgNiwYYMQQogRI0YICwsLjc9dndmzZwsTExOxbNkyIYQQd+/eFb6+vkIIIV577TXh7u4usrOzhRBC/PPPP6JJkybi22+/VYnzaXK5XIwePVqpzMbGRrRt21Zcu3ZNCCHEli1bhJGRkbhy5YpUZ8aMGaJdu3bizp07Qggh0tPTha2trfjkk0+kOqXXJzQ0VBQXF4vCwkLh5uYmfH19RVxcnBBCiFu3bgkTExOxceNGabtffvlFNGjQQLoGBQUFYsiQIWLAgAFKcQIQPXr0EPfv3xdCCLFo0SJhbm4ucnJylF63p9/LZSnzs/3/lZXHsKWOiIj0gpmZGb7//nvcv38fo0aNQslvpaqMjAyYmZlptM+MjAxp35UVFxeHAQMGSMvBwcH47bffpG7EZ7V69Wrk5+crtbqFhYXh9u3b2LBhg1JdJycnuLu7AwAGDRoktXKVp7S10NXVFd999x127NiBN954A8CzvXblKSwsRFhYGACgWbNmOHjwIFJTU7F582ZERERIx2jfvj0GDBiApUuXVvpY/v7+aNOmDQCgT58+KCoqwtmzZwGUPAt++fLlGDt2rPQI0Oeffx4jR45Ue8w33ngDMpkMRkZG8PHxwbFjx6TBN82bN4eDgwNOnjwp1Z8/fz4CAgKka2BsbIzQ0FD897//RUpKitK+Bw8eLA3O6dOnDzIzM5Gamlrp864MDpQgIiK90aVLF6xbtw5BQUFYvHgxpk2bplLH0tISOTk5Gu3P0tISADSur879+/cxY8YMXL16FQ0aNMCjR48AlAzAqMyjKU+fPo3i4mIEBAQolbdr1w737t1TKnv6sZmaeHKgxNOe5bUrT/PmzaUu3VKnT58GACxcuFCpi/T+/fuQyWSVPlbps+ABSE+WKh3YkpKSgkePHuHrr79GfHy8VC8rKwumpqbIzs5GkyZNpPJWrVpJ/zc1NYW1tbXSfZZmZmZKg2ZOnz6Npk2bKnWdFxQUwMbGBjdu3ICDg4NGcdYUJnVERKRXXn31VRw9ehQffvih2vvmPD09cf78eY32VTpY4fz583BycnrmWK5fvw6FQoE33ngD69evR/369XHlyhW0a9euzJZETTRr1kxlRK86RkZGlT6GOp6entiyZQtu3LihlOA8q/LiWrx4Mfz9/Su97/KOVZocPv3aT548GWPGjHmmfalbVrfvgICACu+71DTO6sbuVyIi0jtLliyBq6srgoKCVFqWpkyZgn/++QdJSUkq2wkh0KVLF2kCeycnJ/Tt27fMH+XNmzfD0tIS2dnZatefOHEC2dnZeO2111C/fkk7SEFBgcbnUa/e/35m8/Ly8PjxYzg7O+PmzZtS13CpRYsW4cCBAxrvuzJCQkJgZWVV5uvx7rvvok+fPpXad8+ePQFApVvy5MmTiIqKqtQ+K+Lg4IBGjRqpHPPKlSsYN25clffv7Oyssm8hBN566y3cuXPnmfb15HuhsLAQubm5VY5P5Rha3yMREVEVGRsbY8uWLSgoKFDpkvTy8sKKFSswevRopR/c3NxcjBs3DiYmJggPD5fK169fj+vXryMqKkppZGNSUhIiIiKwYsUKpS66Jzk6OsLIyEhppGLp9CCaaNGiBe7fvw8AGDZsGPbu3YuwsDA0bdoUUVFRUkvOiRMn8Nlnn+HFF1/UeN+VYW5ujh9++AGrVq1SmouuuLgY69atww8//FDp+9/s7OwQHByMlStX4tatWwBKrsmUKVNgb2+vjfBVmJmZYcqUKYiLi8Pff/8NoGS+whkzZlSpJbJUVFQUzpw5g23btkllq1evxvXr12Ftbf1M+2rRogUePHgAIQS2bduGt956q8rxqdBoGIaB4ehXMnQc/Vo3VDRCTt/98ccf0ghPNzc3sXTpUpU6+/fvF0ZGRmq3T0xMFAMHDhQ+Pj5CLpeLXr16iQ8//FA8ePBApW5WVpaYOXOm8PDwEHK5XHh7e4v+/fuLvXv3Vhjnhg0bhL29vejevbsYPHiw+PDDDwUA4eTkJL799lsRExMjnJycBADh5uYm3nzzTWnbn3/+WXTs2FF4e3uLIUOGiIKCAiGEEH/99Zd46aWXROfOnYW/v78YOHCg+P3336Xt+vTpI8zNzUXz5s2FXC4Xly5dKjfGCRMmiE6dOkkxhIaGllv/n3/+EW+99Zb0eri6uorRo0eLv/8u/7ti6tSpwsbGRjRs2FDI5XKxfft2pfX5+flixowZwt7eXnh5eQkvLy/x+eefS+vnzp0rxSmXy8XUqVNFfn6+9D5o3ry5GDp0qLh3756Qy+WiYcOGwsbGRkRFRYmrV68KuVwuAIhOnTqJFStWCCGEKC4uFkuWLBFdunQR7u7uwtPTU3z00UeiuLhYCCHExo0bla7P0aNHRVRUlNJ55OXliUGDBkkxPHkN4+Pjhaurq+jevbvw9fUVb7/9tjTKtfQ9XBrTmjVrxPHjx4Wbm5vSe0QIIe7fvy98fHyEi4uL6NWrlzhx4kSZr3NlR7/KhKjhDl894OLiguTkZF2HQVRtlu+9oFIW0ad6/lIm3fnzzz/RpUsXXYdBRFpW0We7rDyG3a9EREREBoBJHREREZEBYFJHREREZACY1BEREREZACZ1RES1WB0c60Zk0KrymWZSR0RUSxkbG+Phw4e6DoOItOjhw4dKjy57FkzqiIhqKWtra9y4cQN5eXlssSOq5YQQyMvLw40bN555YuNSfPYrEVEt9dxzzwEoebD848ePdRwNEVWVsbExmjdvLn22nxWTOiKiWuy5556r9A8AERkWnXS/xsXFwdLSEnPmzCm3Xnh4OGQyGRITE1XWpaSkoHfv3vDy8kKPHj3wwQcfKD3Tj4iIiKguqdGkLiMjA/369cOpU6eQkZFRbt2DBw9i06ZNatfdvXsXfn5+GDJkCI4cOYLDhw9j165dmDx5cnWETURERKT3ajSpy83NxZw5cxAdHV1hvbCwMHz00Udq169cuRJCCIwbNw4AYGpqismTJ2P16tVIS0vTetxERERE+q5Gk7rWrVvDw8OjwnrTpk3DmDFjYG+v/gHk8fHxcHFxgZGRkVTm6emJoqIi7NmzR2vxEhEREdUWejdQ4sCBAzh37hyio6Px66+/qq2TmpqKHj16KJW1atUKAHDx4kW128TGxiI2NhYAkJ6ersWIiWrO8r0XVMoi+qj/44eIiOoWvZqnLicnB2FhYfjyyy9Rr17ZoeXk5KBhw4ZKZaXLubm5arcJDQ1FcnIykpOTYWVlpb2giYiIiPSAXrXUTZkyBe+8806Z3a6lzMzMkJ+fr1RWumxqalpt8RHpI3Wtd0REVPfoVVK3e/dupKSkYOfOnQCABw8eAAAmTZoECwsLREVFwd/fH3Z2dioDIkqXO3bsWKMxExGRgTvwsWqZ34yaj4OoAnqV1F2+fFlpOTExEX5+flixYgUUCoVUHhgYiJiYGBQVFUmDJY4ePQojIyP07du3JkMmIiIi0gt6dU+dpkonJY6JiQEA5OXlYdmyZQgLC0PLli11HB0RERFRzavxpG7EiBFSq1tcXBwUCoXU3fokhUKBSZMmASjpflUoFCgqKgIAWFlZISEhAd9//z28vLzg6emJ/v37Y8mSJTV1GkRERER6pca7X7du3apRPXWPBnuSo6Mj9u/fr4WIiIiIiGo/vbqnjoj+h6NaiYjoWdTKe+qIiIiISBmTOiIiIiIDwO5XIiIybOrmmQM41xwZHLbUERERERkAttQREVHdxCdFkIFhSx0RERGRAWBSR0RERGQAmNQRERERGQAmdUREREQGgEkdERERkQFgUkdERERkAJjUERERERkAzlNHpAeW772g6xCIiKiWY0sdERERkQFgUkdERERkAJjUERERERkAJnVEREREBoBJHREREZEBYFJHREREZAB0MqVJXFwc3n//fYSHh2POnDlS+Z07d7B27Vrs3bsX9evXR1ZWFuzs7DB//nzY29sr7SMlJQXh4eF4+PAh8vLyMGDAAMybNw/163OWFiJ1ypo2JaKPvdpyIqpGBz5WLfObUfNxkEGp0Za6jIwM9OvXD6dOnUJGRobK+i1btuDrr7/G999/jwMHDuDYsWMoLi6Gn58f7t27J9W7e/cu/Pz8MGTIEBw5cgSHDx/Grl27MHny5Jo8HSIiIiK9UaNJXW5uLubMmYPo6Gi1662trTF9+nRYW1sDAIyNjTF16lSkpaVh7969Ur2VK1dCCIFx48YBAExNTTF58mSsXr0aaWlp1X8iRERERHqmRvsqW7dujdatW5e5fuTIkSplJiYmAICCggKpLD4+Hi4uLjAyMpLKPD09UVRUhD179iAkJER7QRMRUe2hrluzpo7D7lPSMb0fKHHo0CE899xzGDRokFSWmpqKli1bKtVr1aoVAODixYs1Gh8RERGRPtDrUQWZmZn4+OOPsXr1alhYWEjlOTk5aNiwoVLd0uXc3Fy1+4qNjUVsbCwAID09vXoCJiIiItIRvW2py8/Px/DhwxEaGorg4GCldWZmZsjPz1epD5TcX6dOaGgokpOTkZycDCsrq+oJmoiIiEhH9DKpe/ToEYYOHQq5XI5Zs2aprLezs1MZEFG63LFjxxqJkYiIiEif6F3368OHDzFkyBD4+/tj+vTpAIBLly7h1KlTGDFiBAAgMDAQMTExKCoqkgZLHD16FEZGRujbt6/OYiciolpO2wMtamrgBhH0rKUuLy8PL730EqytrREQECB1l+7duxe7du2S6oWHh0MmkyEmJkbabtmyZQgLC1MZQEFERERUF9R4S92IESOkgQpxcXFITEzE+++/j0GDBmHFihVISEgAAGzYsEFpu9GjR0v/t7KyQkJCAsLDw7Fx40bk5uZKT5QgIiIiqotqPKnbunVrmes++OADfPDBBxrtx9HREfv379dWWERERES1ml51vxIRERFR5TCpIyIiIjIATOqIiIiIDACTOiIiIiIDwKSOiIiIyABonNQdOnSoOuMgIiIioirQOKkLDQ3FP//8U52xEBEREVElaZzU5efn491330W/fv3www8/oLi4uDrjIiIiIqJnoHFSN3HiROzbtw+rVq3CwYMH8eKLL2Lu3LlIS0urzviIiIiISAMaJ3UREREAgE6dOmHFihU4efIk8vPz0a5dOwwbNgx79+6ttiCJiIiIqHwaJ3U7duwAAAghsHPnTgwbNgwLFy6ElZUVunXrhk2bNsHZ2RlHjhyptmCJiIiISD2Nn/06b948/P777/j888/x77//IiAgANu2bcOgQYNgZGQEALh16xYGDRqEEydOVFvARERlWb73gkpZRB97HURCRFTzNE7qzpw5g6tXryIkJARjx46FnZ2d2nrp6elaC46Iqh8TISIiw6BxUtezZ08cOXIEDRs2LLPO9u3b8eqrr2olMCIiIiLSnMZJ3Q8//KCS0D18+BAmJibS8vjx47UXGRERERFp7JkGSlhaWmL69OlS2eLFi+Hn58cuVyIiIiId07ilbuPGjfj8888xfPhwqSwqKgpt2rRBeHg4Nm/eXC0BEhEREVHFNE7qGjZsqJTQlXrrrbfwzTffaDUoMizqbsQHeDM+ERGRNmnc/ZqVlVXmuszMTK0EQ0RERESVo3FS17p1a8yZMwd5eXlSWV5eHmbPno3WrVtXS3BEREREpBmNu1+XLFkCHx8fLFy4EC+88AJkMhnS0tJgbm6OX3/9tTpjJCIiIqIKaNxSZ29vj3PnzmHKlCno0qULOnfujKlTp+LcuXOwt3+2e6Pi4uJgaWmJOXPmqKwTQmDBggXo0aMHvL294ePjg+TkZJV6KSkp6N27N7y8vNCjRw988MEHKCwsfKY4iIiIiAyFxi11ANCiRQvMnz9fpTw7OxtNmjSpcPuMjAwEBQXB3t4eGRkZauvMnz8f69evx8mTJ2FhYYENGzYgICAA586dg62tLQDg7t278PPzw6xZszBhwgTk5ubC09MTubm5WLly5bOcEhERkXYc+FjXEVAdp3FLXXkGDx6sUb3c3FzMmTMH0dHRatdnZ2dj4cKFmDhxIiwsLAAAwcHBeP7557Fo0SKp3sqVKyGEwLhx4wAApqammDx5MlavXo20tLSqnQwRERFRLaRxS93NmzcxZ84cJCcn48GDBxBCSOtu3bql0T5at25d7qCKxMRE5OXlwd3dXancw8MD8fHx0nJ8fDxcXFxgZGQklXl6eqKoqAh79uxBSEiIhmdFREREZBg0TupGjRqFu3fvQqFQwNzcHDKZDEDJPXDamqcuNTUVANCyZUul8latWuHq1asoKChAgwYNkJqaih49eqjUAYCLFy+q3XdsbCxiY2MBgE/AICIi/aOu+9ZvRs3HQbXWM7XUnTt3Tql1rJS6ssrIyckBAJVnzJYu5+XloUGDBsjJySmzTm5urtp9h4aGIjQ0FADg4uKilXiJiIiI9IXGSZ29vX2ZyduoUaO0EoyZmRkAID8/X6m8dLlx48ZSvbLqmJqaaiUWItJvZT2phIiortJ4oERYWBjmz5+P69evK91PB5Q8Kkwb7OzsAEBlsENaWhpsbGzQoEEDqZ66OgDQsWNHrcRCREREVJtonNT16dMHc+bMga2tLerXrw8jIyPp38GDB7USjEKhgImJCY4fP65UnpSUhAEDBkjLgYGBSE5ORlFRkVR29OhRGBkZoW/fvlqJhYiIiKg20bj7tVOnToiMjFQpF0Jg4cKFWgmmSZMmiIyMRHR0NEaNGgVzc3Ns2rQJ6enpmD59ulQvPDwcsbGxiImJwfjx45GXl4dly5YhLCxMZZAFEdV+7GolIqqYxknd66+/jtGjR6tdV9ZEwuqMGDFCGn0aFxeHxMREvP/++xg0aBAAYNasWahXrx7kcjnMzMwgk8mwb98+aeJhALCyskJCQgLCw8OxceNG5ObmYsCAAZg3b57GcRAREREZEpl4+ga5OsDFxUXto8eoejxLK0tEn2d75Jyh0LeWKH27DlV5ffTtXEiL6sITHDilCalRVh7zTE+U2Lp1K9zd3dGzZ08AwOzZs7Fp0ybtREhERERElaZxUrdp0ya88847sLW1RXFxMQDgpZdeQmxsLL766qtqC5CIiIiIKqZxUvfZZ5/h3Llz+Pbbb9G0aVMAQK9evbBr1y4mdUREREQ6pnFSV79+fWmwQukjwgBO9ktERESkDzQe/ZqRkYGHDx/CxMREqfz27dt8lioRaY2+DRohIqotNG6p69evH3r37o1t27YhOzsbBw8exJo1a+Dr64vhw4dXZ4xEREREVAGNW+r+85//YPTo0Rg5ciQAwN/fH0IIBAcHY86cOdUVHxERERFpQOOkztjYGJs2bcL8+fNx+vRpAEDPnj3RoUOHaguOiIiIiDSjcVJXqkOHDiqJXHJyMlxcXLQWFBERERE9m2eafLgs06ZN08ZuiIiIiKiSNG6pq1evntJUJkRERESkPzRO6jp16oTIyEhpubCwENeuXcPOnTsxatSoagmOiIiIiDSjcVL33nvvYfTo0WrLp06dqtWgiIiIqIoOfKy+3G9GzcZBNUbjpG7s2LFqyy0tLXHx4kWtBUREVBPUTXIc0cdeB5EQEWmHxkndtWvXVMqysrKQmJiIO3fuaDUoIiIiIno2Gid1tra2KgMlhBAwNzfHF198ofXAqHbiI56IiIh0Q+OkzsnJCStWrJCWZTIZzM3N0bFjRzRu3Lg6YiMiIiIiDWmc1E2bNg1yubw6YyEiIiKiStI4qbtwQbNutblz52L27NmVDoiIiEhFWSM5iUiicVL33XffoX379hBCVFiPSR0RERFRzdI4qfvrr78QEhKiktTJZDKlMm08dSI6OhpffPEFnnvuOeTn58PBwQGffPIJmjdvLtURQuCjjz7Ctm3bYGpqCplMhuXLl/MZtES1CAfWEBFpzzO11O3fvx+TJ09Gu3btAACXLl3CZ599hsDAQPTp0wcA4OfnV6WA1q9fj/feew/Hjx9Hr169UFRUhOHDh+OVV17BoUOHpHrz58/H+vXrcfLkSVhYWGDDhg0ICAjAuXPnYGtrW6UYiKoLkxgiIqou9TStuG7dOqxduxYdO3ZE/fr1Ub9+fdjb22P58uVKo2KXLl1apYBOnDiBZs2aoVevXgAAIyMj9OnTB4cPH8aDBw8AANnZ2Vi4cCEmTpwICwsLAEBwcDCef/55LFq0qErHJyIiIqqNNG6pK2+C4bS0NOn/PXv2rFJAw4cPR2xsLHbu3IlBgwYhOzsbW7duRZMmTWBqagoASExMRF5eHtzd3ZW29fDwQHx8fJWOT0R82gIRUW2kcUsdACxcuBCPHj2Slh89eoRPPvlEK/fRlVIoFIiPj0d4eDjs7e3RsmVL/P7774iLi4OxsTEAIDU1FQDQsmVLpW1btWqFq1evoqCgQGvxEBEREdUGGrfUrVy5EgMHDsTcuXPxwgsvAABu3ryJ+vXrY9euXVoLaP/+/Rg8eDC+/PJLjBw5Erm5udi4caPSfXI5OTkAgIYNGyptW7qcl5eHBg0aKK2LjY1FbGwsACA9PV1r8RIRERHpA42TOl9fX6SmpuLTTz9FSkoKhBAIDg7G+PHjlUalVtXUqVPRq1cvjBw5EgBgamoKLy8vuLi44NSpU3BwcICZmRkAID8/X2nb0mV1T7gIDQ1FaGgoAHCELBHVTWXN9eY3o2bjIKJqoXFSBwDNmzfH/PnzqysWACVTp7z++utKZR06dMCjR4+wZcsWzJkzB3Z2dgBK7uVr3bq1VC8tLQ02NjYqrXREREREhu6Zkrpr165hzZo1yMrKwpo1a7B161b06NFDSrK0oW3btkoDLwDgxo0bAP7XAqdQKGBiYoLjx4/D1dVVqpeUlIQBAwZoLRaqebxBn4iIqHI0Hihx6tQpdOnSBXFxcUhISAAA5Obmol+/fjh69KjWAgoLC8OePXukfRYVFWH+/PkwNTXF0KFDAQBNmjRBZGQkoqOjkZmZCQDYtGkT0tPTMX36dK3FQkRERFRbaNxSN2PGDHzzzTcYPny4NMFwSEgIfHx8MH78eOzevVsrAU2YMAENGzZEeHg4GjVqhIcPH8La2hr79+9Hx44dpXqzZs1CvXr1IJfLYWZmBplMhn379nHiYQPE1jsiIqKKaZzUPX78GMOHDweg/CiwDh06oLCwUGsByWQypUEN5dWbOXMmZs6cqbVjExEZjLIGRRCRwdK4+zUrK0v6/5PPei0sLFS5B46IiIiIapbGLXX29vaIiIjAhx9+CJlMBiEE/vzzT0RFRcHZ2bk6YyQ9xeeYEhHpCbbMEp4hqVu6dCnkcjlWrVqFevXqoUGDBiguLoa9vT0SExOrMUQiosrjHx9EVFdonNS1bNkSv/32GzZu3IgzZ84AAJydnfHaa6/BxMSk2gIkIiIiooppnNS9//77MDExwYIFC6ozHiIi0leadvHxCRX6Td115DUzCBoPlFi3bh08PDyqMxYiIiIiqiSNkzpPT0+89NJLatddvXpVawERERER0bPTOKlzc3PDyZMn1a576623tBYQERERET07je+pu3r1Kvr16wcnJye0bdsWRkZG0rq//vqrWoIjIiIiIs1onNTt2LED3bt3BwBcu3ZNad2jR4+0GhQR1V58rFstxBvniQyCxkld9+7dceDAAbXr+vXrp7WAiIiIiOjZlZvU+fn5QSaTYdGiRdizZ0+Z9Xbv3q31wIiISEO14WkCZcXIFsFnVxuuN+lEuUndo0eP8N1338Ha2hqbN29WWjdq1KhqDYyIiIiINFduUmdiYoK2bdsCAC5fvgwA+PrrrxESElLtgRERERGR5jS+p2727NkAgMTERERFRVVbQERUe2j6XNXa8vxVTePkwA8i0kflJnVCCJUymUymUvbVV19xrjoiqtsMbQSpDu/bUjuCWuMmCKK6q9zJh9UlcOqsX79eK8EQERERUeWU+7fPmTNn4O/vr1R29uxZtWVEZNhqSxcq1S58XxFpT4UN2k93wTo5OantliUiIiIi3Sk3qStvwuEn+fn5aS0gIqI6ydDuydOQ+7VYlbJjbUN1EAlR7VduUrdx40aNdqJpPSIiooqoS/TQvlnNB0JUy5Q7UKJly5Ya7UTTeprKy8vDjBkz4OPjAx8fH9jZ2WHYsGEoKCiQ6gghsGDBAvTo0QPe3t7w8fFBcnKyVuMgIiIiqi30bpB4cXExBg4ciF69euHXX3+FTCbDH3/8gR49eqCgoAANGjQAAMyfPx/r16/HyZMnYWFhgQ0bNiAgIADnzp2Dra2tbk+CdELfHiTPG8CJiKgmldtSpwvr16/H33//jQULFkhTqjg6OmLv3r0wMTEBAGRnZ2PhwoWYOHEiLCwsAADBwcF4/vnnsWjRIl2FTkRERKQzetdSt3nzZsjlchgbGyuVy+Vy6f+JiYnIy8uDu7u7Uh0PDw/Ex8fXSJxERERE+kTvkrqzZ89ixIgRiIqKQmJiIgoLC9G1a1fMnj0brVq1AgCkpqYCUL2Xr1WrVrh69apSN22p2NhYxMaW3Hybnp5eA2di+HQ5ao1dm0S1S9Kle1rf3oODJ4iU6F3367179xATE4OmTZvi4MGDOHDgALKystCrVy9kZGQAAHJycgAADRs2VNq2dDkvL09lv6GhoUhOTkZycjKsrKyq+SyIiIiIapbetdTVr18fzZo1w6RJkyCTydCwYUMsWrQINjY2iIuLQ0REBMzMzAAA+fn5StuWLjdu3LjG4yYiItI6HT6Dl2ofvWupa9u2Ldq0aaP03Nm2bduifv36uHjxIgDAzs4OAJCWlqa0bVpaGmxsbFS6XomIiIgMnd4ldQEBAbhx44ZSWXp6OgoLC9GiRQsAgEKhgImJCY4fP65ULykpCQMGDKixWImIiIj0hd4ldVOmTEFGRobSUyo++ugjNG3aFGPGjAEANGnSBJGRkYiOjkZmZiYAYNOmTUhPT8f06dN1EjcREf1/Bz5W/UdE1U7v7qlr3749EhISMG3aNKxYsQINGjTACy+8gBMnTqB169ZSvVmzZqFevXqQy+UwMzODTCbDvn37OPEwERER1Ul6l9QBQK9evXDgwIFy68hkMsycORMzZ86soaiIiIgMlLrWVL8ZNR8HVYleJnVERE/S5ZyIRES1hd7dU0dEREREz44tdaQZ3uhM9Oyq2qXFLjEiegZsqSMiIiIyAEzqiIiIiAwAu1+JiJ4Vb0coV9Kle7oOgahOYksdERERkQFgSx0ZtOV7L6iURfSx10EkpCl105cQEVHFmNQREekpdd2YHn46CISIagV2vxIREREZALbUEVGtxKdMEBEpY0sdERERkQFgUkdERERkANj9SkQ6UxMjXcs6BrtqicjQsKWOiIiIyACwpY5IC9TNh0e1DwdfEFFtxpY6IiIiIgPAljrSCJ/lSEREpN+Y1JFWPUv3Fbu6yJCoffpD+2baP9CBj7W/TyIyCOx+JSIiIjIAet1Sd/XqVXTr1g09e/ZEYmKiVC6EwEcffYRt27bB1NQUMpkMy5cvh4uLi+6CJSLSQNIXU9SWa9qqV2MtgkRU6+htUieEwDvvvAMjIyOVdfPnz8f69etx8uRJWFhYYMOGDQgICMC5c+dga2tb88ESkcFSO88dkyi9wASXSJnedr+uXbsWNjY2cHJyUirPzs7GwoULMXHiRFhYWAAAgoOD8fzzz2PRokU6iJSIiIhI9/Sype7y5ctYtWoVjh07hsGDByutS0xMRF5eHtzd3ZXKPTw8EB8fX5NhElEdpW+jwdliRdVC3aAcvxk1HwdpTO9a6oQQePvtt7F8+XKYm5urrE9NTQUAtGzZUqm8VatWuHr1KgoKCmokTiIiIiJ9onctdatXr0b79u3Rv39/tetzcnIAAA0bNlQqL13Oy8tDgwYNVLaLjY1FbGzJvTHp6enaDJlqmbKe/hDRx76GIyEiItIevUrqLl26hE8//RTHjx8vs46ZmRkAID8/X6m8dLlx48ZqtwsNDUVoaMkcaBwlW7Nq4qHtRFT92M1LpN/0Kqn76aef0KBBA6X76M6ePQsAUCgUaNu2LUaMGAEASEtLQ+vWraV6aWlpsLGxUdtKR0RERGTo9Cqpe++99/Dee+8plSkUCgCQ5qnLzs6GiYkJjh8/DldXV6leUlISBgwYUFOhUh2hrquW3bT6i63C/8NWNaK6R+8GSlSkSZMmiIyMRHR0NDIzMwEAmzZtQnp6OqZPn67j6IiIiIh0Q69a6p4UFxeHuLg4pe7XN998E2+//TZmzZqFevXqQS6Xw8zMDDKZDPv27ePEw0RERFRn6W1SFxISgpCQELXrZDIZZs6ciZkzZ9ZsUGTQyhoVW9l6RPo2nx0RGbZa1/1KRERERKr0tqWOdEjdLOJEBoaDKojI0LCljoiIiMgAMKkjIiIiMgDsfiUiIoPB+fmoLmNLHREREZEBYFJHREREZACY1BEREREZACZ1RERERAaAAyWISKvUzf92rG2oDiIhIqpb2FJHREREZADYUkdEpAdq4jmxZR2DU34QGQYmdUREdVxV5nariWSUiDTD7lciIiIiA8CkjoiIiMgAMKkjIiIiMgC8p66uO/CxriOgOkDdNCdERKRdTOqISCOcf46ISL+x+5WIiIjIALCljlTocooCTbvp2EKkPWyBIyIyDEzqiIiISDPq7sP2m1HzcZBaetf9+ssvv2DYsGFQKBTw9vZGz549sXr1agghlOoJIbBgwQL06NED3t7e8PHxQXJyso6iJiIiItItvWupCw4OxowZMzB58mQAwIkTJ+Dj44OsrCzMmPG/vwbmz5+P9evX4+TJk7CwsMCGDRsQEBCAc+fOwdbWVkfRExEREemG3rXU9erVC+Hh4dKyq6srAgIC8PXXX0tl2dnZWLhwISZOnAgLCwsAJcng888/j0WLFtV0yEREREQ6p3ctdf/9739VykxMTFBQUCAtJyYmIi8vD+7u7kr1PDw8EB8fX+0x1kqcj46egaYDVjj/HBGR/tC7pO5pRUVFSEpKwjvvvCOVpaamAgBatmypVLdVq1a4evUqCgoK0KBBA6V1sbGxiI0t+QFKT0+v5qipunHEJlH10uUoeCKqHL3rfn3aihUr0KxZM6X76XJycgAADRs2VKpbupyXl6eyn9DQUCQnJyM5ORlWVlbVGDERERFRzdPrlrr//ve/WLt2LQ4cOAATExOp3MzMDACQn5+vVL90uXHjxjUXJBEREZEe0NuWut27d2PKlCnYt28fWrdurbTOzs4OAJCWlqZUnpaWBhsbG5WuVyIiIiJDp5dJ3a5duzBlyhTs3r0bNjY2AEruicvIyAAAKBQKmJiY4Pjx40rbJSUlYcCAATUeLxEREZGu6V33644dOxAaGorPP/8ct27dwq1btwAAMTEx6Nu3L5o2bYomTZogMjIS0dHRGDVqFMzNzbFp0yakp6dj+vTpOj6D2oU3QxMRERkGvUvqRowYgcePH2Pw4MHl1ps1axbq1asHuVwOMzMzyGQy7Nu3jxMPExERUZ2kd0ndk/PRlUcmk2HmzJmYOXNmNUdEREREpP/08p46IiIiIno2TOqIiIiIDACTOiIiIiIDwKSOiIiIyADo3UAJosri82CJSJ2ypm7yaN+shiMhql5M6gzRgY9VijgfXd2iLsElIiLDxu5XIiIiIgPAljoiPaVpaxu7mImICGBLHREREZFBYEtdbafm/jnSDxy4QURENYlJHVEtx0ERREQEsPuViIiIyCCwpY7qnGdp2WJ3KRFRBdTdBuQ3o+bjICZ1ROXR9L64qnaBsguViIiqit2vRERERAaALXVEz4itakREpI/YUkdERERkANhSR0RERNrFwRM6waTOACVduqfrEKgM7LolojqrrMny9SzZW773gkpZRB97HUTy7Nj9SkRERGQAam1LXUpKCsLDw/Hw4UPk5eVhwIABmDdvHurXr7WnRNWALWNERFRX1MqWurt378LPzw9DhgzBkSNHcPjwYezatQuTJ0/WdWhEREREOlErm7VWrlwJIQTGjRsHADA1NcXkyZMxZswYTJ8+HS1bttRxhNWkrPsRiIhIK9Tdk+zRvpkOIqGnVeVeN3Xb1tSxa1KtTOri4+Ph4uICIyMjqczT0xNFRUXYs2cPQkJCdBdcqaqO/GECR0RUrTQdVFaVRK+sY6jbXtN4qrJtWdtXRVXiBqqecOmKPiZ6tbL7NTU1VaU1rlWrVgCAixcv6iIkIiIiIp2qlS11OTk5aNiwoVJZ6XJubq7abWJjYxEbW3LT/F9//QUXF5fqDVKt73VwzBLp6emwsrLS2fGp8njtaidet9qJ100XKv/buPH/d4Dpy3XbWEOzs1y5ckVtea1M6szMzJCfn69UVrpsamqqdpvQ0FCEhqo+iL2ucHFxQXJysq7DoErgtaudeN1qJ1632onXrUSt7H61s7NDWlqaUlnpcseOHXUREhEREZFO1cqkLjAwEMnJySgqKpLKjh49CiMjI/Tt21eHkRERERHpRq1M6sLDwyGTyRATEwMAyMvLw7JlyxAWFma405lUUV3ueq7teO1qJ1632onXrXbidSshE0IIXQdRGX/88QfCw8Px6NEj5ObmSk+UMDY21nVoRERERDWu1iZ1RERERPQ/tbL7lYiIiIiUMakzACkpKejduze8vLzQo0cPfPDBBygsLNRo26NHj8LR0REKhaJ6gyQVlblu58+fx9ixY+Hj4wO5XI7u3btjypQpyMzMrKGoqTLX7caNG3j//ffh7e2NgIAAODs7o3fv3jhy5EgNRU1V+Z4EgMLCQjg7O0Mmk1VjlPS0yl43CwsLKBQKpX8TJ06sgYh1TFCtlp6eLqytrUV0dLQQQoicnBzx4osvivDw8Aq3jYiIEH379hUODg5CLpdXc6T0pMpet+HDh4thw4aJ/Px8IYQQt2/fFh07dhR9+/at9pip8tftp59+El26dBEPHjwQQghRXFwswsPDRePGjcW9e/eqPe66rirfk6Xmzp0rmjZtKvizWXOqct3q6m8a35213MyZM4WVlZUoLCyUyr7++mthZGQkbty4Ue62W7ZsEUKUvPnr6gdAVyp73aZNmyaSk5OVyhYuXCgAiJs3b1ZbvFSistftzp07IiUlRalsx44dAoA4e/ZstcVLJaryPSmEEOfOnRPdu3cXkZGRTOpqUFWuW139TWP3ay0XHx8PFxcXGBkZSWWenp4oKirCnj17yt12xIgR1R0elaGy123hwoVwdnZWKjMxMQEAFBQUVE+wJKnsdbOyskKXLl2k5Tt37mDNmjUIDAxEt27dqjVmqtr35OPHj/H2228jJiZG5fGUVL2qct3qKiZ1tVxqaqrK3HytWrUCAFy8eFEXIZEGtHndDh06BB8fH7Rt21Zr8ZF6Vb1uqampcHFxQZs2bdCmTRts27YN9erxa7i6VeW6/ec//0Hv3r3h6upabfGRelW5brdu3cIbb7wBX19fyOVyTJ06Fffv36+2WPUFv01quZycHJW/HkuXc3NzdRESaUBb1+3EiRPYs2cPYmNjtRofqVfV62ZnZ4fk5GTcvHkTt27dgqenJ7Kzs6slVvqfyl63M2fOYMeOHZgzZ051hkdlqMrnrUOHDvjwww/x66+/YufOnUhJSUH37t1x7969aotXHzCpq+XMzMyQn5+vVFa6bGpqqouQSAPauG5Xr17Fa6+9hm3btqFz585aj5FUaevzZmlpiS+++AJnz55FdHS0VmMkVZW5bgUFBXj77bcRGxvLblcdqcrnbdeuXXBwcAAAmJubIzo6GtevX8e6deuqJ1g9UV/XAVDV2NnZIS0tTamsdLljx466CIk0UNXrdvXqVQQGBmLNmjXo3bt3tcRIqip73R4/fgwjIyOlrlZra2tYWVnh7Nmz1RIr/U9lrtuZM2eQk5ODadOmSWVXrlwBAGkKqO3bt8PS0lL7ARMA7f6+tWvXDvXr18elS5e0Fp8+YktdLRcYGIjk5GQUFRVJZUePHoWRkRH69u2rw8ioPFW5bpcuXcKAAQMQHR2Nfv36AQD27duHU6dOVWvMVPnr9n//93/Ytm2bUtnDhw+RkZGBZs2aVVu8VKIy183NzQ0XLlxAYmKi9C8kJAQApGUmdNWrsp+3TZs2YefOnUplt27dQmFhoXRPnqFiUlfLhYeHQyaTISYmBgCQl5eHZcuWISwsTLrB9NGjR+jWrRvefvttXYZKT6jsdbt48SIUCgXeeecdPPfcc0hOTkZycjK2bNmC33//XSfnUpdU5fO2cuVKPHjwAABQXFyMyMhIyGQyjBkzpkbPoS7i92TtVNnrduHCBXzyySfS/apFRUWYOXMmLCws8NZbb9X8idQgdr/WclZWVkhISEB4eDg2btyI3NxcDBgwAPPmzZPqCCGQl5eHhw8fKm27YMEC7N27V+r+USgU8Pf3R1RUVE2eQp1U2esWFhaG69evY/LkySr79PT0rJHY67LKXrdx48bh008/hUKhwHPPPYe8vDw0b94cv/76K3r16qWLU6lTqvI9CQBnz57FpEmTlLpfu3Xrxvshq1llr9urr76KW7duwc/PD2ZmZsjNzUX79u1x/PhxtGnTRhenUmNkQgih6yCIiIiIqGrY/UpERERkAJjUERERERkAJnVEREREBoBJHREREZEBYFJHREREZACY1BERUbXIy8vT22dtXr9+XdchEGkdkzqq9VJSUqBQKGBhYYF27dpJE7yWSkhIgEKhQKNGjaBQKLBp0ybdBPoM3n33Xdja2sLW1lap/JVXXlF6bFF1+OKLL9C9e3fIZDJpXi6qGUlJSVAoFJDJZIiLi3umba9cuYI5c+aovP9PnToFa2tr3Lx5U3uBauDUqVPo37+/NH/YqFGj0LlzZ8hkMvz4448q9fv27QtbW1t07twZo0aNUlp369YtREREwNvbG35+fvDy8oK3tzfmzp2rdtLt7du3o1+/fvDz84OPjw/c3Nzw+uuv47vvvpMeBP/HH38gMDBQb5NOokoRRAZCLpcLAGLw4MFq19vY2NRoPFU1e/ZslZinTJkili9fXu3HPnDggAAgLl++XO3HIlUAxFdfffVM25R1zf7++2/h5eUl7t+/r70AK3Dnzh3Rtm1b8fvvvyuVf/XVVwKAsLCwEJcuXVLZbvbs2Srnff78edGyZUvx6aefiuLiYqn8+PHjonnz5sLJyUmp/sSJE4Wzs7O4evWqVJaTkyMmTJggAIgffvhBKo+OjhYDBgxQ2i9RbcaWOjIoERER2LFjB5YtW6brUKrF4sWLMWnSJF2HQbWIvb09Dh8+jKZNm9bYMaOiouDt7Y2uXbuqrBs9ejTq1auHkSNHoqCgoNz9FBUV4ZVXXkFgYCDCwsIgk8mkda6urvj000+V6m/cuBFr167Ftm3b0LZtW6nc1NQUq1atUonn3XffxW+//Ybt27dX5jSJ9A6TOjIo4eHhCAoKQmRkJI4dO1Zh/bi4OPTo0QNubm7o2rUrZsyYIf3QnDhxQuoKW7ZsGd5++23I5XIYGRlhy5YtUpfv6NGjMXv2bAQEBKBdu3b49NNPkZOTg7CwMHh5ecHR0RGHDx9WOu7ixYvh6uoKPz8/uLm54a233sLdu3fLjXX8+PEqXbIhISFwd3eHQqGAQqGAt7c3ZDIZBg8eLNU5evQo5HI53N3d4ePjg+DgYNy6dUtp32vWrEGHDh3g4eGBYcOG4dKlSxW+dgBw8+ZNvP766+jWrRvkcjmcnZ0xf/58FBYWYufOnXB3d5e6EoOCgqTl0kfT/fzzz3Bzc4OrqyscHR0xduxYZGVlSfv/999/MXToUPj4+MDf31+l+/zw4cPw9fWVutmGDh2K48ePlxvz33//jZdffhndu3eHr68v3N3dlR73VFBQgOnTp8PR0RFubm7o0aMHvv76a2l9bGys1D39448/YujQoXBycoJMJiv3PVPa5ajJ9Xja0aNHERgYCG9vb8jlcnh7eyMxMVFav23bNinZDwoKgkKhwCeffKIUz5PduUIILFq0CN26dYO7uzu6deuGJUuWQPz/Bww9fe1ef/116TNy6NChcmN9/Pgxtm7div79+6tdb2triw0bNuDUqVNqH3f3pF27duGvv/5CSEiI2vWDBg3CwoULpeWlS5dCLper3LYAADKZDF9//bXSY9mMjY3Ru3dvbNiwodw4KnqfZWVlYezYsejatSt8fX3Ro0cPTJ8+HZmZmVKdyn7XaPq+qeizQnWErpsKibRFLpeLy5cvi+zsbNGlSxfRtm1bce/ePWn9012ZMTExwsTERJw7d04IIcT9+/eFo6OjePPNN5XqARDdunUTd+7cEUIIMXXqVPHzzz9Lx2zatKnUzfTTTz8JAGLChAkiMzNTCCFERESE6Nixo9I+27dvL21TVFQkRo8eLQYOHKhUR13369Nlo0ePVupui4yMFE2aNBEXL14UQghx7tw50ahRI7F161YhhBDFxcViwoQJolu3buLx48dCCCF27twpZDKZOHTokBBCiMzMTOHp6Vlh92tubq6wt7cXo0aNEkVFRUIIIZKSkoSRkZHIyMgQQghx+fJlAUAEBASInJwcIYQQr776qvjtt9/EL7/8IurVqyf27NkjhBDi0aNHws/PT/j6+krdYS+//LKYMWOGdMyff/5ZyOVyIYQQhYWFomnTpmL37t3S+ilTpojZs2eXGXNaWpqwsrISM2fOlMq2bt0qzM3NpeXXXntNODo6St2VZ8+eFSYmJuKLL76Q6pR2db7xxhvS6+jp6SkePHgghCj7PaPJ9Sjd/sluyNmzZ4tp06ZJy/v27ROmpqbiypUrKjGpu2ZP72/GjBmiRYsW4tq1a0IIIa5evSpatGghZs2aJdUpvXb9+/cXjx49EkIIMX78eNGhQ4cyX18hhDhz5owAIJKSklTWffXVV9L1mTVrlgAgvRal5/lknFOnThUApNe1PDk5OUImk4lJkyZVWPdJCxYsEE2bNi1zfUXvs+LiYuHj4yMCAgKk1yk1NVWYm5uLM2fOCCGq/l2jyfumvM8K1R1M6shglCZ1QgiRkpIizMzMxMCBA6UE4ekEqXXr1uK1115TKlu7dq0AIFJTU6UyACIqKqrMY/r5+UnLOTk5AoCYO3euVFaa6D35w/T0/USlCU7pj4IQmiV1t2/flr7Ud+/eLWQymdi8ebO0/o033hBdunRR2kdKSooAIHbt2iWEEMLb21t4e3sr1YmJiakwqVu3bp0AIC5cuKBUHhUVJXJzc4UQ/0sMvvzyS5Xtvby8hIeHh8rrAEDs379fCCGEk5OTCA4OFvn5+UKIkgT4+PHjQoiSH0YAYs2aNdL26enpUkKrzsyZM0WDBg1Edna2UvmUKVOEEEJcvHhRABAxMTFK64OCgkSbNm2k5dIEKiEhQe1xynrPaHI9Srd/Mrm5ffu2lBSXatGihYiNjVWJqaKkLjs7WzRq1EgpARCi5A8CExMT6Til1y4uLk6q88MPP1SYZMXHx6t9XwihnNQVFRWJPn36iOeee076vD2d1L3zzjsCgCgsLCzzeKX+/fdfAUApYddE6Wf+4cOHatdX9D7bt2+fACD9cVJq1apV0n19Vf2u0eR9U95nheqO+tXVAkikS126dMG6desQFBSExYsXq4wYvXPnDv7991/Y29srlXfq1AkAcPr0aXTo0EEqf/L+nKe1atVK+r+pqalKmZmZGQDgwYMHMDc3BwBcvnwZERERuHPnDho0aIAHDx6guLgYt27dgo2NjcbnaW1tDaCkG/TNN9/EO++8g6CgIGn96dOncfv2bSgUCqmsuLgYNjY2uH37NoCSUYBPdtcCQLt27So89qlTp1CvXj20b99eqXzu3LkqddW9fqdPn8bIkSOVykpf/1OnTsHf3x8fffQR3nzzTbRq1QqDBw/GK6+8gr59+wIAmjZtinnz5uG9997D8uXLMXToULz++utwcnIqN+YXXnhBuialFi9eLMUEQO374ttvv0V6ejqsrKzKPa+Kzrmi66FOcXExPvjgA5w6dQpGRkaQyWTIyMhAWlpamduUJSUlBY8ePVJ7jg8fPkRKSopSF2Xr1q2l/5e+f598Lz8tIyMDAFC/fvk/L/Xq1cOmTZvQs2dPjBgxAklJSSp1LC0tAQA5OTllHq9U06ZNIZPJkJOTU269pxkbG0txv/DCC2r3W9777NSpUwCAjh07Km03ceJEANr5rtHkfVPeZ4XqDiZ1ZLBeffVVHD16FB9++CG8vLzU1nnyxmsA0j1FTzMyMirzOOrWqSsr3XdycjL69euHuXPnYsaMGZDJZEhMTISfn1+Zxy9PcXExgoODYW1tjZUrV6qsd3R0VLr/Spuefv3KUtbrV9HrHxgYiH///Rc//fQTvv32W7z00kvw8/PDL7/8AiMjI8yaNQvvvvsutmzZgo0bN2LRokWYM2cOZs+eXaWYq+t9AVTuegwYMADGxsbYvXu3NODB1ta2Uu+XUpU5x9Jtyjtus2bNAJTcW1eR559/Hlu3boWvry8mTZqE5s2bK6339PQEAJw/f77Mz3Cpxo0bw8nJCefPn6/wuE8qjbM0bnU0eZ9V9L6q6nuqovdNRZ8Vqhs4UIIM2pIlS+Dq6oqgoCClv+Ctra3Rpk0b/PXXX0r1L1y4AADo2bNntcV08OBBFBYWIjg4WPqir2gUYHnmz5+PY8eOYcuWLTAxMQEAaSCCs7MzLly4gKKiIqVtpk6dKv34de3aFampqUrrL1++XOFxnZ2dUVRUhH/++UepfMWKFfj333812r6s19/Z2RkAsHXrVpiYmGDkyJHYvn07vv/+e+zbtw/nzp1DdnY2du/eDWtra0yYMAFJSUmYNGkSli5dWu4x09LSlN4LQgjMnTsXubm50nVXF1ebNm2UWukqQ5Pr8bR79+7h7NmzeOmll5RGsD79nqlXT/nr/Mmb9J/k4OCARo0aqT1HExMTODg4aHw+6pS2dlU08KeUm5sbli1bhrVr16rMX/fSSy/BwcEB33zzjdptP/74Y3Tq1El6PadNm4aDBw/i2rVrKnVzc3PRrFkzbNy4Uan87t27sLS0RIMGDdQeo6L3Wel79e+//1baLi4uDufPn9fKd40m75vyPitUdzCpI4NmbGyMLVu2oKCgQGWS0dmzZ2PHjh3Sl15GRgaio6MRHBys1B2ibaXdNr/88guAkqTiu+++q9S+Dh48iPnz52P16tXo0qWLVF46EnL69OnIysrC8uXLpXU7d+7Erl270LlzZwAlP4RHjhyRRuhmZ2dj3bp1FR77tddeg729PRYsWCC1OiQkJGD16tVo0aJFhdtHRUXhxIkT2LNnDwAgPz8fixYtkkYZlsZf2iUKAIWFhWjcuDFsbW1x7949jB07VuruK13v6OhY5jHDwsJgbm6uNGIyLi4OCQkJMDU1hZ2dHYKDgxEdHS3t97fffsOOHTvKbf3TlCbX42mWlpZo3bo1EhISpFalxMRElcmES1/z+/fv49atWyrdgaXMzMwwZcoUxMXFScnP9evXERcXh8mTJ0u3EFSWo6MjrK2tcfHiRY23CQsLwxtvvKGSgBgZGWH79u2Ij4/H2rVrlVq3fvrpJyxZsgSrV6+WWqJee+01hIeHY8SIEUpPjLh//z7eeOMN9OrVS+n2BKAkgQ8ICCgztoreZ/7+/vDx8cGiRYuQn58PoOSWhlmzZkkJblW/azR535T3WaE6RCd38hFp0R9//CHkcrkwNzcXbm5uYunSpSp19u/fL4yMjFTK4+LiRPfu3YWrq6twcHAQ06dPl240Lt0vANGpUycxaNAgpW379OkjzM3NRfPmzUVoaKi4dOmSUv01a9aI7du3CycnJwFAuLm5SQMAli1bJmxsbIS7u7sYPHiwmDRpklQnMTFRhIaGChsbG9GwYUMhl8vF1atXxbhx41TKunbtKurXry/c3NyU/tnb20txHjt2TCgUCuHo6Cj8/PzEiBEjlCZmFUKI1atXi3bt2gl3d3fx0ksviVWrVknxbN++vczX/saNGyIoKEh07dpVyOVyMXDgQOkG+f379ws3NzcBQDg5OYnQ0FCV7X/++Wfh6uoqXFxchIODgwgNDZVGDQtRMjmsm5ubUCgUwtfXV3h7e0uDE3JyckRERIRwdnYWCoVCuLm5iWHDhlU4YfKff/4pBg4cKJycnISvr68YOXKkuHXrlrQ+Pz9fREZGCgcHB+Hq6iqcnJyUBgts3LhR6Zo+eWN7Re+Ziq7H0aNHlbYvHXCTnJwsPD09RYcOHcTgwYPFlClTRIsWLYSNjY2IjIyU9h0aGiocHByEs7Oz+OKLL8Tx48fV7q+4uFgsXrxYdO3aVbi6ugpHR0exaNEiaVDR09du+/btYseOHUrnnZiYWOZrPHHiRDFixAilsjfffFN06tRJ2NjYiD59+qhsk5OTIxwdHdVOunz79m0RHh4uPDw8hFwuFx4eHmL48OHi5MmTao+/fft20bt3b+Hr6yt8fX2Fm5ubWLhwodJAJCFKRly3aNFC7Nixo8xz0eR9lpmZKd59913h4OAgfH19hb+/vzhx4oTSfqryXSNExZ/j8j4rVHfIhKjCTRlERERPycjIgIuLC7777ju4uLjoOpwyLV68GElJSZx8mAwGu1+JiEirmjZtip07d2Lq1Km4evWqrsNRa+fOnTh+/Di++uorXYdCpDVsqSMiompRUFCAvLw8WFhY6DoUFbdv31YZbUtU2zGpIyIiIjIA7H4lIiIiMgBM6oiIiIgMAJM6IiIiIgPApI6IiIjIADCpIyIiIjIA/w/N61U5ZtnaSQAAAABJRU5ErkJggg==\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": 31, "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[0.421 0.224 0.507]\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_refined.pc_average}\"\n", ")\n", "\n", "fig, ax = plt.subplots(ncols=3, figsize=(15, 3))\n", "im0 = ax[0].imshow(detector_refined.pcx)\n", "fig.colorbar(im0, ax=ax[0], label=\"Projection center x\")\n", "ax[0].axis(\"off\")\n", "im1 = ax[1].imshow(detector_refined.pcy)\n", "fig.colorbar(im1, ax=ax[1], label=\"Projection center y\")\n", "ax[1].axis(\"off\")\n", "im2 = ax[2].imshow(detector_refined.pcz)\n", "fig.colorbar(im2, ax=ax[2], label=\"Projection center z\")\n", "ax[2].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 here, we'll just do this for the upper left quarter of\n", "the data set" ] }, { "cell_type": "code", "execution_count": 32, "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": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "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": 34, "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: px" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xmap2 = xmap[slices2d]\n", "xmap2" ] }, { "cell_type": "code", "execution_count": 35, "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 19.5s\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": 36, "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: px" ] }, "execution_count": 36, "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": 37, "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": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(ncols=2, figsize=(9, 3))\n", "im0 = ax[0].imshow(ncc_map2, vmin=vmin, vmax=vmax)\n", "ax[0].axis(\"off\")\n", "fig.colorbar(im0, ax=ax[0], label=\"NCC from DI\")\n", "im1 = ax[1].imshow(ncc_after_orientation_pc_refinement, vmin=vmin3, vmax=vmax3)\n", "ax[1].axis(\"off\")\n", "ncc_after_ori_pc_label = \"NCC after ori./PC ref.\"\n", "fig.colorbar(im1, ax=ax[1], label=ncc_after_ori_pc_label)\n", "fig.tight_layout();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the histograms" ] }, { "cell_type": "code", "execution_count": 39, "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": 40, "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 0.215 0.501]\n" ] }, { "data": { "image/png": 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\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_refined2.pc_average}\"\n", ")\n", "\n", "fig, ax = plt.subplots(ncols=3, figsize=(15, 3))\n", "im0 = ax[0].imshow(detector_refined2.pcx)\n", "fig.colorbar(im0, ax=ax[0], label=\"Projection center x\")\n", "ax[0].axis(\"off\")\n", "im1 = ax[1].imshow(detector_refined2.pcy)\n", "fig.colorbar(im1, ax=ax[1], label=\"Projection center y\")\n", "ax[1].axis(\"off\")\n", "im2 = ax[2].imshow(detector_refined2.pcz)\n", "fig.colorbar(im2, ax=ax[2], label=\"Projection center z\")\n", "ax[2].axis(\"off\")\n", "fig.tight_layout();" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "nbsphinx": "hidden" }, "outputs": [], "source": [ "# Remove files written to disk in this user guide\n", "import os\n", "os.remove(xmap_file)\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": "3.9.6" } }, "nbformat": 4, "nbformat_minor": 4 }