{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "GetDist Jupyter Notebook Plot Gallery\n", "===============\n", "Demonstrates the types of plot you can make with [GetDist](https://getdist.readthedocs.org) and how to make them. \n", "You can also [run this notebook online](https://mybinder.org/v2/gh/cmbant/getdist/master?filepath=docs%2Fplot_gallery.ipynb)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GetDist Version: 1.1.0, Matplotlib version: 3.1.0\n" ] } ], "source": [ "# Show plots inline, and load main getdist plot module and samples class\n", "%matplotlib inline\n", "%config InlineBackend.figure_format = 'retina'\n", "import sys, os\n", "sys.path.insert(0,os.path.realpath(os.path.join(os.getcwd(),'..')))\n", "from getdist import plots, MCSamples\n", "import getdist\n", "import matplotlib.pyplot as plt\n", "import IPython\n", "print('GetDist Version: %s, Matplotlib version: %s'%(getdist.__version__, plt.matplotlib.__version__))\n", "# matplotlib 2 may not work very well without usetex on, can uncomment\n", "# plt.rcParams['text.usetex']=True" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# use this here *after* the above (instead of matplotlib inline) to use interactive plots\n", "# %matplotlib notebook" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [], "source": [ "# Get some random samples for demonstration:\n", "# make random covariance, then independent samples from Gaussian\n", "import numpy as np\n", "ndim = 4\n", "nsamp = 10000\n", "np.random.seed(10)\n", "A = np.random.rand(ndim,ndim)\n", "cov = np.dot(A, A.T)\n", "samps = np.random.multivariate_normal([0]*ndim, cov, size=nsamp)\n", "A = np.random.rand(ndim,ndim)\n", "cov = np.dot(A, A.T)\n", "samps2 = np.random.multivariate_normal([0]*ndim, cov, size=nsamp)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Removed no burn in\n", "Removed no burn in\n" ] } ], "source": [ "# Get the getdist MCSamples objects for the samples, specifying same parameter\n", "# names and labels; if not specified weights are assumed to all be unity\n", "names = [\"x%s\"%i for i in range(ndim)]\n", "labels = [\"x_%s\"%i for i in range(ndim)]\n", "samples = MCSamples(samples=samps,names = names, labels = labels)\n", "samples2 = MCSamples(samples=samps2,names = names, labels = labels, label='Second set')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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R1mDY826s1eHf/ofSH/2RrKlpematV9fPcijRefJTNZJkGIbune/Us2u9Mk1TFpdLox//hbo+fFfdqz8awOoBAAAAAEMNYQ2GNbPHq9bv/T8lfeVauRcsVJvH1P/U+nTbXOcZn72+xKHtB4JatysgSbJPnKyUm+7QwX/7kcxAoL9LBwAAAAAMUYQ1GNbaXnpGwc5OpT3wsCTp7Y09SnUbWjDJdsZnRydZdMkMu55f7/3iayNuv0eBln3q/Otf+q1mAAAAAMDQRliDYcvfsk+Hf/sfSnvwYVkSEiVJr9f4dGWBQ1bLqa9AHe3GUof+uKFHpmlKkizJKUr56l06/PSvZPr9/VY7AAAAAGDoOvPxAWCIanvmKdmn5irhoiskST1+U/9b79MLtySGvcelM+y69QVT1XsDKs4+8tsp+YZb1fbi79T51/9V0uVf6ZfaAaC/Gd86UBbrGk7G/MXI8ljXAAAA0N84WYNhyd+yTx2v/7dSv/6ADOPIKZrl2/wKBE1dOM0e9j6jkiyaO96qtzf6vviaJTFJyX9zmw7/7j/oXQMAiJnNmzc7DMMoW7p0aVasawEAAJEhrMGw1Pbsf8o+bYZc887+4mvvbPLpgml2uR3hXYEKuXSGXW8dFdZIUsoNtyqwf5+63n8nKvUCAPquvr7eceONN06YNGlSvtvtLklJSZk1ZcqU/CVLlkx84403kmNd31CzdOnSrOeeey411nUAADAYcQ0Kw46/ZZ86XvuDRv/k11+cqpGkD7b6dMvsM0+BOt5leQ49/q5HbR5TKa4j+1mSU5R8zY1qf+kZJV50edRqBwD0zooVKxIuueSS6Tabzbzmmmta8/Pzu7u7uy1btmxxLVu2LDUpKSl45ZVXtse6zqHk3/7t3zKXLFnSessttxyKdS0AAAw2hDUYdtr/8HvZJ+fKNf/cL752oDOoyoaAfndT5L8lZo+3aoTb0LLNPi0pdnzx9eRrblLb879Vz+Y6OabnR6V2AEDv/NM//VOWx+OxrFy5sn7+/PndR78WCAR27d69O/w7sAAAAP2Ma1AYVoIejzpe/2+l3HT7Madqlm/za2SCoYIMa8R7Wi2GLp5u19ubjr0KZcvKkXvBeWp/5YU+1w0A6Jvt27c7U1NT/ccHNZJktVo1ceJE3/Fff/3115MXLFgwLTk5eZbT6SzNzc2d+S//8i+jT7b/ypUr3Zdddtnk9PT0YofDUZqRkVF05ZVXTqqrqzvmyObPf/7zUTNnzsxzuVylycnJsxYsWDDtnXfeSTp+P8Mwyq655pqJy5YtS5wzZ850t9tdkpaWVnzDDTdMOHz48Anfv73zzjtJpaWlM1wuV2l6enrxrbfeOr6trS3s7/Oam5utd91117hx48YVOJ3O0tTU1Fn5+fl5jz322Njj1z799NNpZWVl0xMTE0vcbndJUVHRjN/97ndpoddDvXIk6U9/+lO6YRhloX/CrQcAgOGOkzUYVjrf/h8ZdocSLrz0mK9/sNWn86faZAlzZPfxLp1h12NvnfD9v5Kv+6r2//19Sr3/IVlHcG0fAGJlwoQJ3h07drieffbZ1Ntuu+2M13J++tOfjnrooYcmFBcXd37rW99qTExMDL733nspDz/88Pht27Y5n3rqqT2htS+99NKI2267bYrb7Q7eeOONLVOnTvU0NTXZ33///RGVlZXu/Px8ryT97d/+bfaTTz6ZUVhY2Pnd7353T3t7u/W5554bfcUVV+S+8MIL22644YbDR9dQV1eXcO211067/vrrW66//vrWFStWJL/88sujLBaLXnrppZ2hde+//37iVVddlZuQkBC47777mlJTU/2vvvrqyNtuu21SuP9+Fi9ePGXdunVJN910U0txcXFXV1eXZdOmTa6PPvooWVJzaN0DDzyQ9atf/SrznHPOaXv44YcbLBaL3njjjdQ777xzclNT067vfve7+zMzM/2//vWvt3/jG9+YVFZW1nHnnXfuD7cOAABwhGGaZqxriHuGYZSXlpaWlpczLXSwa7z1arnPuUCpX7//mK8X/Piw7jvbqfvOdvVq310HA5rw/cPa+b0RGp/2f6dzzGBQe6+7RMlX/41SvnpXn2pH/CgrK1NFRUWFaZr8LTEGtfLy8vUulysvPz9/4/GvDbXR3cuWLUu87LLLpvv9fmPChAneOXPmdMyePbvzoosuai8tLfUcvXbnzp323NzcwosvvvjgG2+8sf3o1+64445xv//978dUV1fX5ufne9vb2y3jx48vNAxD5eXl9ZMmTTrmhE4gEJDVatWGDRucJSUlBSUlJR0rV67c4nK5TEnasWOHvbCwMD8lJSWwc+fOGpvtyN+jfX4SRe++++6mCy+8sDO033nnnTf1448/Tmltba0aMWJEUJJKSkpm1NbWJpSXl9cVFRV5Jcnj8Rhz5syZUVtbm/Dtb3+78ec///neU/27aW1ttY4aNWrWzTffvP/555/fdap1H3/8ccI555yT941vfKPpiSeeaDj6tUWLFk1Zs2ZNyu7duzekpaUFQ7+GJUuWtL766qs7TvffJqSuri7P4/FsLCsrmx3OegAAhjKuQWHY6Nlcp57N9Uq68tpjvt7SEVRdU0DnTe19u4LxaVaNS7Xo48/8x3zdsFiUfM1Nan/1RZnBYK/3BwD0zaJFizpXrly5ccmSJa3t7e3WP/7xj+nf+c53xpeVleWXlZVNr6+v/6Lp2PPPP5/W09NjfO1rX2tpbGy0Hf3PV77ylUPBYFBvvfVWsiS99tprKYcOHbL97d/+bfPxQY105IqVJL3yyiuppmlq6dKlTaGgRpImTpzou+6661r37t3rWLVqVcLRz86aNavz6KBGkhYuXNgeCASMLVu2OCSpoaHBVlVVlbho0aJDoaBGklwul/nNb36zWWFITEwMOhwOs7KyMnHz5s2OU6179tlnRxqGoa9//esn/Hv58pe/fKizs9PywQcfnHClCwAARI5rUBg22l9/Re4vnSNbRuYxX/9kp1+pbkMzxvQtuzx7sk0ff+bXTWXHTpRKvOJqHfzVv8pbXSHXLP6yEABiZe7cud2hUx5btmxx/PWvf01+5plnRpWXlyctXrx4anV19UaXy2Vu3LjRJUmLFy/OPdVezc3N9s/3cUpSWVlZ1+nee/v27U5JmjVrluf41woKCrpDe5177rlf7DN+/Hjv8WvT09P9krRv3z6bJG3atMkpSbm5uSfsW1RUdOL93JNwuVzmD37wg92PPvrouBkzZhROmTLFs2DBgrYlS5Yc+spXvvLFhKwtW7a4TNPUrFmzCk61V2NjI99bAgAQBfyBimEh6OlW59v/o1H/+OMTXluz06+zJvS+X03I2ZNtenLlCd9XyzoiVe6zz1PnW38mrAGAOJGbm9uTm5vbet9997XOmTNnekVFRdLy5csTL7nkko7QFfEnnnhie3Z29gmnZT5/3itJpmkako5pWn8yvbl2brVaT/lQ6H1D+57s/SN5z4ceemj/DTfccOjVV18dsWLFiuQ333wz7fe///2YK6644uBf/vKXz0LvaRiGXnnlla2nqq2kpOSE0AgAAESOsAbDQtf778hwOOQ+5/wTXluzw68Fk/r+W+GcyTZ989UuHewKKi3h2FM6iZddpQOPP6qRf/eoDIfzFDsAAAaaxWJRaWlpZ0VFRdKuXbvskjRt2jSvJI0ePdq/ePHi9tM9P2PGDI8klZeXu6+++uq2U62bMmWKV5KqqqpcoYbDIfX19S7p/wKgSOTl5XklafPmzSc0XaupqXFHsteECRN8S5cubVm6dGmL3+/X1VdfPekvf/nLyOXLlycsXLiwa/LkyZ6PPvooZdKkST3H9/kBAADRRc8aDAsd//NHJV1xtQzbsX1pgkFTa3cFNG9i38Oa/AyrUpyGVu/wn/BawoLzZQaD6l61os/vAwCI3GuvvZbi8514SKajo8NYvnx5iiQVFxd7JOmWW2454HA4zB/84AfZHR0dJxxZaW1ttXZ3dxuStHjx4rbU1FT/b37zm4ydO3ee0Pws+Hm/smuvvfaQYRj6+c9/nuH1er/Yc+fOnfaXX355VFZWVs/8+fNPe5XqZLKzs/3FxcWdy5YtS62urv7ibwM8Ho/xxBNPnDB2+2Ta29st7e3tx3xPaLPZVFhY2C1JLS0tNkm64447WiXp4Ycfzvb7T/yzrqGh4Zg/TBMSEoIHDx7kLwYBAOgF/gDFkBc42Cpv5Tqlfeu7J7y2aV9QbR5Tc8f3/beCxWJowWSbVm736/KZx/ZnNJxOJV54mTrffF0J513U5/cCAETmoYceGnf33XdbL7roosMFBQVdCQkJwd27dzteffXV9J07dzqvvvrq1rlz53ZL0pQpU3z/8i//snPp0qUTp0+fXnDttde2TpgwoWf//v222tpa97Jly1Krqqrqpk+f3pOcnBx84okndtx+++1TiouL82+88cb9U6dO9e7fv9/23nvvjXjwwQebv/rVrx4qLi723nPPPU1PPvlkxllnnTV9yZIlB0Kju7u6uixPP/309tAkqEj99Kc/3X355ZdPX7hw4Yw77rhjf2h0dyAQCOv5mpoa5yWXXDL94osvPpSfn9+dlpYW2Lhxo+u5554bnZ2d3XPxxRd3SNLChQu7/u7v/m7vz372s6yZM2fOvOqqqw5mZWX5Ghsb7ZWVlQnLly8f4fP5KkL7FhcXd6xevTr5kUceyRg/fnyPYRjm3XfffbBXv0gAAIYZwhoMeV0r3pd1bKYc02ee8NqaHX7ljrZoZGJ0DpnNm2DT8m0nbW+gxMuuUvP9dyjY3iZLckpU3g8AEJ6f/OQnu1977bXUtWvXJr311lup7e3ttqSkpMD06dO7vvWtbzXef//9rUevf/DBB1vz8vI8//qv/5rx3HPPjW5vb7empaX5J02a5HnooYf2jhs37ov/2d98882Hs7KyNj3++OOZf/jDH0Z1dnZa09PTfbNnz+4oLS394rTMb37zm4apU6d6/+u//mvM448/nmO3282ioqKOZ555pvHSSy/t6O2vbdGiRZ1//vOft/zDP/xDzq9//euMxMTEwBVXXHHwgQce2Dd37tz8Mz0/efLknuuvv7515cqVyX/9619TfT6fZcyYMT033nhjy/e+972m5OTkL8YZ/vSnP22cPXt21xNPPDHm6aefHtvd3W0ZOXKkPzc3t/uHP/zh7qP3feqpp3bde++94//93/89s7Oz0yJJd999d69GrwMAMNwYvWl4N9wYhlFeWlpaWl7O9xeD0b5vfU228ZM0cukjJ7x29393yus39ezN0Zk0+vbGHt3wbKcO/ij1hIbFZjCohsvPVtq3vqPES6+KyvshNsrKylRRUVFhmmZZrGsB+qK8vHy9y+XKy8/P3xjrWoC6uro8j8ezsaysjG78AIBhj541GNKCHe3qXrtKCedffNLXK/b4NXtc9A6YzRlvU5vH1Jb9wRNeMywWuc+5QF3L34va+wEAAAAAhh7CGgxp3atWyJKULGdR6Qmv+QOmahsDKs62Ru390hMtmjLKorU7T2y8KEnuhReqe/VymT0RD/wAAAAAAAwThDUY0ro++KsSFl4kw3piILN1f1Bev1SYGb2wRpLmjrdp7a5ThDVz5ktBU57ytVF9TwAAAADA0EFYgyHL9HrVvWr5Ka9AVe/1a1yqRWkJ0f1tcLqwxnA65Z53trqWL4vqewIAAAAAhg7CGgxZ3WtXSoYh15x5J329ujGgoqzonqqRpDnjrapqCKjHf/Lm3e6Fi9T90XuiuTcAAAAA4GQIazBkdX34rtxnny/D7jjp69V7o9uvJqQ42yZ/UKpvCpz0dfeC8xRobVHPxtqovzcA9AbhMWKNzyAAAMcirMGQZPr96l7+nhLOv+iUazY0BFQU5X41kpTkNJQ72qLKhpOHNdbUNDmLy9TNVSgAsdcpKeD3+6P/P0MgAj6fzyYpKIkO/AAAiLAGQ5R3Q7lMT5fcXzr3pK8f7Apq96GgirKiN7b7aCXZNlXuOXnfGklKWLhIXSsY4Q0g5j4LBAJtu3fvzvH5fFZON2AgmaYpv99v6ejoSNi9e3dOIBA4JGllrOsCACAe9M9PqkCMdX3wjlxnnS1LQuJJX69pDMhpk6aN7p+8cla2VW7gP/MAACAASURBVH+p953ydfe5F+rgv/1IvobdsmeP65caACAM3/P5fBkdHR2FW7ZsmSKJEzYYaEHTNH1+v781EAhsk/TbWBcEAEA8IKzBkNS9aoVSbr37lK9X7w2oINMqm9Xol/cvybHp8Xe7FQyaslhOfA97znjZp+Sqe/ky2W+6o19qAIAzKSsr21VeXn6Pz+f7vs/nmyQpKdY1YdjplrRP0oeSfltWVtYV23IAAIgPhDUYcvxNe+XfvVPuufNPuaZ6b//0qwkpybGq3St91hrU1NEnfx/3wgvVteI9pRDWAIihsrKyXZL4HxEAAEAcoWcNhhzPutWyZeXIlpVzyjUbGvz91q9GkkYnWZQ9wjhlk2FJSlhwvrxV5Qp2dvRbHQAAAACAwYewBkOOZ/0aueac+lRNIGiqtql/xnYfbdYZmgw7ZhbKkpAgz/pP+rUOAAAAAMDgQliDIcU0TXnWrZZrzrxTrvmsNaiuHqmwH69BSUeuQlWd5mSNYbPJddYCda/5qF/rAAAAAAAMLoQ1GFL8O7crsL9ZrrJThzXVewPKGmFoVFL/fvxLsm2qbDj1yRpJcs07Rx7CGgAAAADAUQhrMKR41q2WffI0WUeNPuWaDQ1+FWX2f2/tkhyrmtpMNbUFT7nGPe9s+ffskm/Pzn6vBwAAAAAwOBDWYEjxrD/9FSjpyMma/u5XI0kTR1o0wmWctm+NbWym7JOmyvPJyn6vBwAAAAAwOBDWYMgwg0F5yj85bXNhSapuDKgoq//DGsMwNCv79H1rJMk150s0GQYAAAAAfIGwBkOGb+tGBdvb5Cqde8o1bR5T21uDAxLWSEeuQp1ufLckucrOkqd8jczgqa9LAQAAAACGD8IaDBmedWvkmJ4vS3LKKdfUNvrlsErTxwxQWHOG8d2S5Cydq+Chg/J9tnVAagIAAAAAxDfCGgwZ3etWyzXnS6dds6EhoJkZVtmtxoDUNCvHqk9bgmrzmKdcY01Nk33aDHnWrR6QmgAAAAAA8Y2wBkOC6ffJW7kurObCA3UFSpLyxlrltEnVe88wwnv2l+Qpp28NAAAAAICwBkOEt65aps8n56zZp103UM2FQ+xWQwWZVlXuOVOT4XnylH8iM3D6dQAAAACAoY+wBkOCt2KdnAXFsrjcp1wTDJqq2etXUZZtACsLr2+Na9Zsmd1d6tlcP0BVAQAAAADiFWENhgRvTaWchbNOu2bnwaDavVLxAJ6skaRZ2WeeCGVJSpYjr0Ce9fStAQAAAIDhjrAGg55pmvLWVslZWHLadTWNAY1JMjQmeWA/9iU5VtU1BdTjP3WTYUlylc2TZz19awAAAABguCOswaDnb9it4MEDcpzhZE1dY0D5mQN7qkaSirJs8gel+qYz9K0pnStvdTl9awAAAABgmCOswaDnramUNTNbtlFjTruuvjmgmWMHPqxJchqaNsqiqjNchXIWlcjs6pLv080DVBkAAAAAIB4R1mDQ66ndIGfB6U/VSEdOtszMGPiwRpIKs6yqaTxz3xr71OnybqgYoKoAAAAAAPGIsAaDnremSs6C4tOuCQZNbYzRyRpJKsq0qabx9BOhJMlZXCbPhvUDUBEAAAAAIF4R1mBQC3o86tmyUc6i0zcX3nEgqG6fYtKzRjpysqZ675l70bhmlclbVT4AFQEAAAAA4hVhDQa1nk21ksWQIzfvtOvqmgIalWhodFJsPvKFmVY1t5va3xE87TpncZkC+5rkb9o7QJUBAAAAAOINYQ0GNW9NlRwz8mU4nKddF8t+NZI0Od2iBIdUc4bTNbaMLFnHZspbxVUoAAAAABiuCGswqPXUVMpZePorUNKRSVD5MQxrLBZDBRnhXYVyziqTh6tQAAAAADBsEdZg0DJN8/PmwmeeBFXXFFBejJoLhxRmhddk2FU8W94NhDUAAAAAMFwR1mDQCjQ3KdCyT87C04c1oUlQsTxZIx3pW3Om8d2S5CwulW/bFgXb2wagKgAAAABAvCGswaDlramUdfRYWcdmnnbdroNBdfXEbhJUSEGmVXVNAQWD5mnX2afkykhIlLe6coAqAwAAAADEE8IaDFre2io5C4plGMZp19U1BTQywdCYpNOv628FmVZ19Ug7D55+IpRhtcpZVCoPV6EAAAAAYFgirMGg5a2plCPM5sIzM6xnDHX625gkQ6MSDdWGcRXKNauMiVAAAAAAMEwR1mBQMnu86tlUd8Z+NZJU1xj7fjWSZBiGCjKtYYU1zuIy9dRXy/T1DEBlAAAAAIB4QliDQalny0YpaMoxo+CMa+ubA5oZ40lQIQWZVtU2nTmsceQXyfQH1LOpbgCqAgAAAADEE8IaDEre6ko5cvNkcblOu840TdU3BWLeXDgkPyO8kzUWl1uOvHx5quhbAwAAAADDDWENBiVv7YawrkDtOhhUZ4/i6mTNpuaA/IHTT4SSJFfxbHmrKwagKgAAAABAPCGswaDkra2So6D4jOvqmwJKdRvKSIltc+GQ/AyregLSpy2nnwglSc7Pmwyb5pmDHQAAAADA0EFYg0HH37JPgcYGOcOcBJUfB5OgQtISLMoeEd5EKGdRqYKHDsq/c/sAVAYAAAAAiBeENRh0emqqZEkbKVv2uDOurWs8MrY7nhRk2lTb6D/jOuvIdNnGT5JnA31rAAAAAGA4IazBoOOtrZKzYFZYp2XiaRJUSLgToaTPr0IR1gAAAADAsEJYg0HHW1MZ1hWoeJsEFRLuRChJchUT1gAAAADAcENYg0HF9PvUU18b1iSoPYeCavfGzySokIJMqz5tCcrjO3PjYGdxmfy7dijQ2jIAlQEAAAAA4gFhDQaVnk+3yPT1yDGz8Ixr65sCGuEylDUiPpoLh8wca1UgKG3ed+bTNbbxE2VJG8npGgAAAAAYRghrMKj0VFfKPiVXloTEM66tazrSXDheJkGFJDoNTU63hHUVyjAMOYvLaDIMAAAAAMMIYQ0GFW9tVVhXoCSpvjkYd5OgQgoyw+9b4ywqkbemsp8rAgAAAADEC8IaDCpHwpozNxeWjlyDyo/TsCY/I4KJUIUl6tlUJ7PH289VAQAAAADiAWENBo3AwVb5d++Us+DMJ2tM0zxyDWpsfH7EIzlZ45hRIJlSz6b6fq4KAAAAABAP4vMnWeAkvLUbZEkZIdv4iWdcu/ewqTaPGdfXoHYcCKrDe+aJUBaXS47peVyFAgAAAIBhgrAGg0ZP7QY58otlWM78sa1vDijZKeWkxudHfPoYq6yWI1e1wuEspG8NAAAAAAwX8fmTLHAS3vpqOfOLwlpb1xifk6BCnDZDuaPDmwglfR7WVFfKNM98EgcAAAAAMLgR1mBQME1TPXXVcoQZ1tQ3BzRzbHxegQopyLSpttEf1lpnUYkC+5sVaG7s56oAAAAAALFGWINBwb97p4LtbXLODPNkTVNA+ZnxHdZEMhHKOjZT1tFj5a3mKhQAAAAADHWENRgUvHUbZM3KkXVk+hnXmqap+qbBcLIm/IlQhmHIWTiLvjUAAAAAMAwQ1mBQ6KmrDvtUTVObqUPdZtyfrCnIsKqxzdSBzmBY651FpZysAQAAAIBhgLAGg0JEzYWbAkpySuPidBJUyJRRFjltR+oNh7OoRD2b6xX0ePq5MgAAAABALMX3T7OAJNPvU8/m+vCbCzcFlDc2fidBhdishvLGhn8VyjF9pmS1qGdjTT9XBgAAAACIJcIaxL2eT7dIfr8cM/LDWl/fHFB+RnxfgQopyAy/ybDhcMo5o0De6op+rgoAAAAAEEuENYh7PXUbZJ88TRZ3Qljr65oCmjlIwpr8jPBP1khHrkLRtwYAAAAAhjbCGsQ9b134/WpM0zwS1sT5JKiQgkyr6poCMk0zrPXOolJ5ayrDXg8AAAAAGHwIaxD3euqq5QhzElRzu6mDXebguQaVYVVrp6nm9jDDmsISBQ8ekH/Prn6uDAAAAAAQK4Q1iGvBzg75tn8a9sma+qaAEhzS+LTB8dEen2ZRklNhX4WyjhotW1YOfWsAAAAAYAgbHD/RYtjq2VQnw+GUfcq0sNbXNx+ZBGWxxPckqBCLxehF35pSwhoAAAAAGMIIaxDXvDVVcswskGGzh7W+rnHwTIIKKci0hT0RSgr1ranqx4oAAAAAALFEWIO45q2tkrNgVtjr65sHT3PhkCMna/xhr3cWlcj36WYFO9r7sSoAAAAAQKwQ1iBumaYpb02EYU1TQPmZgyusiXQilH1KrgyXW966Df1cGQAAAAAgFghrELcCjQ0KHmiRozC8sGZfe1AtneagO1lTkGFVh1fadTAY1nrDZpMzv1je6sp+rgwAAAAAEAuENYhb3toqWcdkyDZ6bFjr65sCctuliSMH18c6I8XQyAQjwibDJYQ1AAAAADBEDa6fajGseGuq5AzzVI0k1TUNrklQIYZhqCCzFxOhaiplBsM7jQMAAAAAGDwIaxC3etVceJBNggrJz7BGNBHKUThLZmeHfJ992o9VAQAAAABigbAGccns8apnc33Y/WqkI9egBlu/mpBIT9ZYU0bIPmmKvNUV/VgVAAAAACAWCGsQl3o210tBU47p+WE/UzcIJ0GFFGRatbE5oEAwvIlQ0v9dhQIAAAAADC2ENYhL3toNcuTmyeJyhbV+f0dQ+zsG3ySokPwMq7x+aVtL+D1oHIU0GQYAAACAoYiwBnHJWxtZc+GNzQG57NKk9MH5kU5PtCgzJbKJUK6iEvl3bVfg0IF+rAwAAAAAMNAG50+2GPK8tRvkKCgOe31dY0AzxlhlHWSToI4Wad8a24TJsqSMkLemqh+rAgAAAAAMNMIaxJ1Ay34F9u6J6GTNYJ4EFRLpRCjDYpGzcBZXoQAAAABgiCGsQdzx1m2QJTVNtuzxYT9T3xRQ/iAPawoybapt9Ef0zJG+NUyEAgAAAIChhLAGccdbUyVnwSwZRvhXmuoG8djukIIMq7buD8rrj2wiVE9dtUy/rx8rAwAAAAAMJMIaxB1vbVVE/WpaO4NqbjcH/TWomRlW+YPSln3hX4Vy5hfJ9PWoZ+vmfqwMAAAAADCQCGsQV0y/Xz31NXIWRNCvpikgp02aPEgnQYUkuwxNHGmJqMmwJSFRjmkzuAoFAAAAAEPI4P7pFkOO77OtMj3dcuYXhf1MfVNA08dYZbMO3klQIQWZkTUZluhbAwAAAABDDWEN4oq3tkr2SVNlSUoO+5n65sHfryYkPyOy8d2S5CwqYSIUAAAAAAwhhDWIK96aqohGdktHmgvnZw6NsKYg06q6CE/WOItKFWjaK/++pn6qCgAAAAAwkAhrEFe8NVVyRNCvRjpyDWqonKwpyLDqs9agOr3hT4SyZeXImj5a3hpO1wAAAADAUEBYg7gRONgq/87P5JpVFvYzB7uCamwb/JOgQmaMtcpiKKLTNYZhyFE4i6tQAAAAADBEENYgbnirK2UZkSbbhMlhP1PfFJDdKk0dNTQ+yi67odzRFtVE3LemlCbDAAAAADBEDI2fcDEkeKvWy1lcKsMIf6pT3RCaBBVSlGVTzV5/RM84i0rVs6leptfbT1UBAAAAAAYKYQ3ihndDhZzFpRE9U9MYUOEQaS4cUphpVXWkJ2tm5EuG5N1U209VAQAAAAAGCmEN4kLQ45F3Y62cxbMjeq5mb0BFWUMrrCnKsqp6b0CmGX6TYcPplGNGPlehAAAAAGAIIKxBXOipr5Yshpx5+WE/Y5qmqhuHXlhTmGlVa6epprbwwxpJchaW0mQYAAAAAIYAwhrEBe+GCjlnFslwOMN+puGwqYNd5pC7BjVhpEXJTkXeZLi4RN7qyohO5AAAAAAA4g9hDeKCd8N6OYvDH9ktSdV7/Up1G8pJHVofY8MwVJhlU3WkTYYLSxQ80CJ/w+5+qgwAAAAAMBCG1k+5GJTMYFDe6srImwt/3q8mkulRg0VhpjXikzW20WNlzczmKhQAAAAADHKENYg532efKtjeJmdRZGHNUOxXExJqMhwpZ1GJvDWENQAAAAAwmBHWIOa8G9bLPmmqrCNSI3queghOggopzLSqvikgfyDCJsNFpUyEAgAAAIBBjrAGMefdUCHnrMj61Xj9pjY1B1SYaeunqmKrMNOqnoC0ZX8wouechSXyfbpZwc6OfqoMAAAAANDfCGsQc54N5RE3F97UHJA/KBUMsUlQIakJFo1LtagmwibDjmnTZTic8tZV91NlAAAAAID+RliDmPLva1Jg756Iw5qaxoCmjLIoyTn0mguHFGVF3mTYsNnlyC+ibw0AAAAADGKENYgp74YKWUeNkS17XETPDeV+NSGFmb1tMlzKRCgAAAAAGMQIaxBT3g3r5SwujXj8dvXegAqH6BWokN6crJEkZ+Es9dRUygxG1u8GAAAAABAfCGsQU94NFRFfgZKk6r1+FWUNzebCIYVZVu04EFSbJ8KJUIWzFGxvk2/Htn6qDAAAAADQnwhrEDPBzg71bNkYcVjT0hFUY5s55K9BTR9jld0q1TZG1mTYmjpStgmT5a2p6qfKAAAAAAD9ibAGMeOt3SDD6ZIjNy+i52oaA0pwSJPTh/bH1241lDe2t31rSuTdUN4PVQEAAAAA+tvQ/mkXcc27oVzOglkybJFdZ6reG1BBhlVWy9CdBBXS6741xWXyVq3vh4oAAAAAAP2NsAYx46080lw4UtV7/Soc4v1qQno7EcpVdpb8u3fK39zYD1UBAAAAAPoTYQ1iwvR65akul2v2vIifrWkMqGiIT4IKKcy0qmZvQKYZWZNhW/Y4WTOy5Cn/pJ8qAwAAAAD0F8IaxIS3plKGYchZOCui5wJBU7WNgSHfXDikKMumwx5Tuw9FNobbMAy5ys6SZ/2afqoMAAAAANBfCGsQE551q+UsLpPhcEb03Kf7g+r2HRlrPRxkjTCUlmCoppdXobycrAEAAACAQYewBjHhWb9Grtlfivi5qga/xqValJ44PD66hmGoKLN3TYZds+fJv3eP/I0N/VAZAAAAAKC/DI+feBFXgl2d8tZVyzUn8n41lQ0BleQMj1M1IYVZvWsybMvMli0rh6tQAAAAADDIENZgwHmrymW4nHLMKIj42co9fpVkD6+wpqiXYY0kOWfPo8kwAAAAAAwyhDUYcJ71q+UqmSPDFtn4bdM0VdkQ0Kzs4TG2O2RWtk2b9gXU3RPZRChJcpXNk2f9moinSQEAAAAAYoewBgOut/1q9h42tb/DHH7XoD4fU967vjVnKdDcKH/DrmiXBQAAAADoJ4Q1GFCBtsPq2VQn1+zI+9VUNfiVlmBofNrw+ti67IZmjrWqco8/4mdtYzJkGz9RnvVchQIAAACAwWJ4/dSLmPNWrJUlZYTs02ZE/GxlQ0Al2VYZhtEPlcW3khyrKht617fGVXYWTYYBAAAAYBAhrMGA8qxfLVfZWTIskX/0Kvf4VZIzvPrVhJRk21TRi5M10pER3t7yT+hbAwAAAACDBGENBpRnXe/61Uj6vLnw8OpXE1KSY1VNY0D+QOSBi7N0rgIt++TftSP6hQEAAAAAoo6wBgMm0Noi32db5ZoTeb+aQ11BbW8NDrux3SGzsq3y+KRN+yK/CmUbNUa2iZPlKecqFAAAAAAMBoQ1GDCe8k9kTR8t24TJET+7YW9ALrs0fczwDGtGuC2aMsqiyj297VszjybDAAAAADBIENZgwHjWr5Zz9rxeNQiu3BNQUaZVNuvway4cUpJt7VPfGg99awAAAABgUCCswYDxrF8j15ze9qsZvs2FQ0pybH04WTNXwQMt8m3/NMpVAQAAAACijbAGA8LftFf+3Tvlmh15vxrpyMma4dpcOKQ0x6qqhkCvTsdY09JlnzpdnrWr+qEyAAAAAEA0EdZgQHjWr5E1K0f27HGRP+szVd8cUEk2J2sOe0xtbw326nn3WWfL88nKKFcFAAAAAIg2whoMCM/6Nb0+VVPXFJBpSoVZw/tkzdhkizJTDFX09irUvAVH+tb4eqJcGQAAAAAgmghr0O9M0+xTWFO5x68ZY61KcAzf5sIhJTk2VTb0rsmwc9YcKRiQt7oyylUBAAAAAKKJsAb9zr9nlwLNjb0PaxoCKhnm/WpCSnOsvW4ybHG55CyZo26uQgEAAABAXCOsQb/zrFst24TJso0e26vnaS78f0qye3+yRvq8b82aj6NYEQAAAAAg2ghr0O88n3ws99z5vXo2EDS1YS9ju0NKcqxqajPVeLh3TYZd885Wz6ZaBQ62RrkyAAAAAEC0ENagX5l+v7rXrpLrS+f06vmt+4Pq6hHXoD43caRFqW6j16dr7FNyZR09Rt2crgEAAACAuEVYg37lrdsg0+ORq+ysXj1f1eDX+DSLRibyUZUkwzA0K7v3fWsMw5B7/nnqXrk8ypUBAAAAAKKFn4DRrzyrP5JzVpksCYm9er5yD82Fj1fah4lQkuResFCeNR/JDPQu8AEAAAAA9C/CGvSr7tUfyd3LK1CSVNlAv5rjleRYVdHLkzWS5JrzJQU7O+Wt3RDFqgAAAAAA0UJYg34TaNmvnvpquc8+v1fPm6bJJKiTKMm2antrUIe6etdk2JKYJFfpHHWv+jCqdQEAAAAAooOwBv2me9WHsmXlyD5paq+ebzhsqqXTVEkOYc3Rpo+xymWXqhp6f7rGveA8dX/8YfSKAgAAAABEDWEN+k3XRx/Ifc75MgyjV89X7vFrZIKhcal8TI9msxoqzrKqsi9hzfyF8m3ZKP++pihWBgAAAACIBn4KRr8we7zyfLJS7gW9uwIlSet2+TVnvK3XYc9QVpJtU8We3jcZtk2YJFvOeE7XAAAAAEAcIqxBv/BUrJUkuUrn9nqPtbsCmjueK1AnU5LT+/Hd0ucjvM9dpO4Vy6JYFQAAAAAgGghr0C+6P/5QrrMWyHA6e/W8aZpau8uvuROYBHUyJTk2bdoXUHeP2es9Es5bpO61qxTs7IhiZQAAAACAviKsQdSZpqnuj97v9RQoSdrWEtTBLlNzxhPWnExhplWGpA17e3+6xllUKktikrrXfBS9wgAAAAAAfUZYg6jz79gm/949ci9Y2Os91u7ya0KaRWOT+YiejMtuqCjLqrU7e9+3xrBa5T7nAnV/yFUoAAAAAIgn/CSMqOv6+AM58gplGzWm13us3ckVqDM5a4JNn+zqfVgjSQkLL1LXxx/I9PuiVBUAAAAAoK8IaxB13Z+P7O4Lmguf2VkTbPqkDydrJMl11gLJ75enfG2UqgIAAAAA9BVhDaIqcPiQvNUVci84r9d79PhNVezhZM2ZzJtg07aWoPZ3BHu9h8Xlkmve2epezlUoAAAAAIgXhDWIqu7ly2QdNUaOvIJe71GxJ6BAUJo9jrDmdKaNtijVbfSpb40kJZx/sbo++KvMQO+bFQMAAAAAooewBlHV9f7bSrjgEhmG0es9Vm33qTTHqgRH7/cYDiwWQ3PHW/t8FSrh3AsVbD8sTwVXoQAAAAAgHhDWIGqC7W3q/mSVEi68tE/7rNzu1/xJnKoJRzT61liSkuU+5wJ1vfNGlKoCAAAAAPQFYQ2ipuuj92VNTZOzsKTXe5imqVU7/FowyR7FyoaueRNt+mRnQMGg2ad9Ei+5Up3vvS2zxxulygAAAAAAvUVYg6jpeu/zK1CW3n+sdhwIqqnN5GRNmOZNsOmwx9TG5r71m3HPP1eS1L1qRTTKAgAAAAD0AWENoiLQdljdq1co4YJL+rTPyu1+TUizKGsEH81wjEy0KG+sRSu39+0qlOFwKvHCS9XJVSgAAAAAiDl+IkZUdC17S9b00XKWzOnTPqu2+7VgMqdqIjF/kl2r+hjWSFLCJVeq+6P3Fexoj0JVAAAAAIDeIqxBVHS++boSL/9Kn65ASZ83F55IWBOJBZNsWrWj72GNq3SuLMkj1LV8WRSqAgAAAAD0FmEN+sy3Z6e8G8qVdNniPu3T5jFV0xigX02E5k+0aev+oPZ3BPu0j2G1KuHiK9T5NlehAAAAACCWCGvQZ51v/lmOgmLZJ07u0z6rt/uU6JAKM61Rqmx4yB1j0cgEQ6ujcLom8ZIr5Vm3SoHWlihUBgAAAADoDcIa9Ilpmur839eUdPnVfd7rw0/9OmeyXTarEYXKhg/DMDR/ki0qfWsceQWyZY9T57v/G4XKAAAAAAC9QViDPvFuKJd/X7MSLrq8z3st3+bXwilcgeqN+ROjE9YYhqGkLy9Rx//8UaZpRqEyAAAAAECkCGvQJ53/+7rcZ58na2pan/bp8Jpat8uv86bao1TZ8LJgsk1rd/nl8fU9YEn88hL5tm1Rz8baKFQGAAAAAIgUYQ16zfR61bnsTSVd0fcrUKu2++WyS6Xj6FfTG2dNsMkwpDVR6FtjGz1W7gXnqeN/XolCZQAAAACASBHWoNe6PnpfhtUq94KFfd5r+TafFkyyy06/ml5x2gwtmGTT+1t9Udkv6SvXqfPtNxT0dEdlPwAAAABA+Ahr0Gud//uaEi/+sgy7o897ffipX+dNpV9NX5w/1a4PPu37yRpJci9YKIvLra5lb0VlPwAAAABA+Ahr0CuBA63qXr1CiVcs7vNeh7uD+mSnXxdMo19NX5w/zaZPdvrV6e173xrDZlfiVdeq/dUXo1AZAAAAACAShDXolY4/vyz7hMlyzCzq817LtviV5jY0m341fTJnvE0Oq7QyClOhJCl5yY3q2Vgrb21VVPYDAAAAAISHsAYRM/0+tf/xBSXfcKsMo+89Zt7e6NPFM+yyWOhX0xd2q6FzJtv1QZT61tgyMpVw/sVq/+/norIfAAAAACA8hDWIWNcH78r0eJR42VV93ss0Tb29yafL8rgCFQ3nT7Ppg0+jE9ZIUvINt6pz2VsKtOyP2p4AAAAAgNMjrEHE2v/wrJKuulYWd0Kf96prCmjPoaAunk5YEw0XTLNr3a6ADnYFo7Kfs7hMjinT1P6nl6KyHwAAAADgzAhrEBFvTaW8dRuUfMOtUdnv7Y0+lY2zakwyH8VolF774AAAIABJREFUKM2xanSSob9uis7pGsMw9P+zd5/hcVXn2sf/e09VtZp7ly1X3LExxbRAgCRAGjnJCamkk5OEAAk9hEAgjeQk70nvlSSQUEIxzYDp1cbdsuSCcVezypQ9e6/3gyzjojKSZ0Yjzf27LmN5Zs9aa0CDPPes9TxFH/wYzXf+RW28RUREREREMkTvkKVX9v/lt+SfdR7+EaNSMp6OQKWWbVucNz3A/WtTdxSq4Jz29uyt996VsjFFRERERESkawprJGnO9m20LXuY4g9fkpLxWmKG5TUJzp2msCaV3jkjyIPrHFzv2Ft4A1iBIMUf/iRNf/41JpG6EEhEREREREQ6p7BGktZ8x+8JzVtIaPpxKRnv8WqHvIDFCeP9KRlP2p091U9jxPDi1tS08AYofPcHMG2ttD7yQMrGFBERERERkc4prJGkuPV1tNxzJ8UXp2ZXDcBdK+O8a2YAv08tu1NpSJ7NqZP8KT0KZecXUPSBj7D/D7/EmNTs2BEREREREZHOKayRpOz/868JTKgk7+TTUzJeLGG4Z5XDRXODKRlPDvfOGamtWwNQ9IGLSWzfRuTpZSkdV0RERERERA6nsEZ65DbU0fzPvzDkU/+DZaVmF8yjGxw8YzhH9WrS4l0zg6x402Vbg5uyMX0lZRS+70M0/eon2l0jIiIiIiKSRgprpEf7//wbAuMnknfqmSkb858r4px/XJBwQEeg0mHKMB/HjfRx54p4Sscd8rHP4myuIfLkoykdV0RERERERN6isEa65TbWt++q+XTqdtXEEoZ7Vju8f46OQKXTB+YG+WeKwxpfWTlFH/wYjT//EcbzUjq2iIiIiIiItFNYI91q+s1PD+yqeVvKxvzPGgfLgvOm6whUOl00N8jzW1221qfuKBRA8cWXkNi1g7ZH7k/puCIiIiIiItJOYY10ydm6meZ//oXSL1+Vsl01AL9/McaH5usIVLpNG+5j1kgfd65M8e6aISUUf+RTNP70dkw8ltKxRURERERERGGNdKPhx98h75TTCR+/OGVj7trv8eA6h48vCqVsTOnaB+YF+durqQ1rAIo//ElMwmH/3/+U8rFFRERERERyncIa6VTkpeeIPPsUpV/6ekrH/csrMaYO83H8WF9Kx5XOfeT4IK9ud3l9RyKl49rhPEouvYKm3/wfbn1dSscWERERERHJdQpr5CjGdWn40a0UXfRhAuMmpGxczzP84tkYnzwhmNJjVdK18WU+zpri53cvpP64UsG5FxCcNIX6229O+dgiIiIiIiK5TGGNHGX/X3+Hu3c3Qy65NKXjPrLBYXujxyd0BCqjPrEoxJ9fjhNPmJSOa9k2ZdfeTNtjS4k880RKxxYREREREcllCmvkMM6WGhp//kPKrvomviElKR37J8tjXHx8iLICfdtl0rtnBUl47V24Ui1YWcWQT3yOutu+gdfWmvLxRUREREREcpHeNctBxnXZ982vk3/62RSceW5Kx67Z5/LAOof/WaJdNZmWF7T47wVBfv18ejo3Dfn4Z7Hz8mj82Q/TMr6IiIiIiEiuUVgjB+3/y29I7NhO2ZU3pHzsHyyLcvpkP7NG+VM+tvTs0lPCLF3vsCrFhYYBrGCIsmtvofmffya2ekXKxxcREREREck1CmsEgNjrr9H4sx9Rfs3N+ErKUjr2rv0ev30hxtVn5aV0XEnejBE+LpwV4NuPRNMyfnjOAgrf/V/U3XQ1XjQ9c4iIiIiIiOQKhTWCW7ePvVf9D8X/9VHyTzsr5eN/f1mUWSPbuxJJ/7nmrDz+sSJO9V43LeOXfulr7Z3E1B1KRERERETkmCisyXEmkWDvtV/BP3Y8JV+8IuXjb6lz+clTUW5+R57adfez48f5OWuKn+88lp6dL3Z+AUO//SNa/vMvWh64Oy1ziIiIiIiI5AKFNTmu8ac/ILF1M0Nv+RGWP/U7X659IMJpk/2cMz2Y8rGl9645O48/vhTjjYb07K4JTp1B+dXfou6Wa4m9/lpa5hARERERERnsFNbksJb77mL/3/5AxW0/xlcxNOXjv7wtwR2vxvneBfkpH1v65tRJfhaN8/P9ZemrK1N4/vso/q+PsufKz5PY+Wba5hERERERERmsFNbkqNbHHqTuluuouPE7hOcsSPn4rmf4/D9b+cQJIeaMVq2abGFZFte/PczPn4mxcU96dtcAlFx6BaHj5rLnq5/Fa21J2zwiIiIiIiKDkcKaHBR55kn2XX85ZV/7BgXnnJ+WOX76dIwt9R7fOV8doLLNOdODvGtmgM/9sxVjTFrmsHw+Kr71A7Cs9sAm0paWeURERERERAYjhTU5pvXxh9hz5ecp/cLlFL33g2mZY3Ody7X3t/GDC/MpL9C3WDb68XsLeOUNl189F0vbHHZ+AcP/3+/xGhvYc9lnFNiIiIiIiIgkSe+kc0jLvXey75rLKLv8OoovviQtc8QThg/+oYUzqgJ8ZKGKCmer0SU2P35vPl+9u42afek7DuUrK2f4z/6EV1/Hni9fgtfSnLa5REREREREBguFNTnAGEPT735O3a03UHHjdyh633+nba5r7o+wc7/hdx8qUKvuLPfRhUHOmhLg4j+1EEuk5zgUHAhsfvFnTDTK7s9djFtfl7a5REREREREBgOFNYOcF2lj3/WX0/THXzLsBz+n4NwL0jbXH1+M8ZOnotzxsQLKdPwp61mWxa8/WMCuZsOld7alrX4NgK+0nOE//SNWQSG7Pv0hnO3b0jaXiIiIiIjIQKd31INYbPUKdl58IfENaxj5uzvJO+nUtM315CaHT/+9lV/9VwEnTQykbR5JrYpCm3s+Vcgdr8b4v6fTV78GwC4sYtj//obg5Cns+uh7aHt6WVrnExERERERGagU1gxCxonT+LMfsutTHyLvxCWM/NPdBCZUpm2+Rzc4vOOXzVx7dh4fXRRK2zySHrNH+fnTxYVc9u82/v5qmgObcJiK235C8cc+w94rvkD97bdgYumdU0REREREZKDx9/cCJHWMMUSeeISGn3wXE4sx7H9/Rd4Jp6R1zvtWx7no9y3ccE4e15ytNt0D1XtmB/n5Bwr4yF9a8dkW75+bvuLQlmUx5GOfJTx/Efuuv5zoS89RdtU3Cc9ZkLY5RUREREREBhKFNYNEbP0aGn74beJrXqf4o5+m+COfws7LT9t8xhj+3/IYl9/TxvcvyOdLp4XTNpdkxiWLQ7ie4UN/bGHDnjyuPiuMbaevSHRo1jxG/uVeGn7yXXZ/9sPknXQaJV/4KsHJU9M2p4iIiIiIyECgY1BZYMGCBSxY0LddBfGaavbdcAW7PvZe/CNHM+pfj1DymS+lNaiJOoZP/LWVq//Txh0fLew0qDmW55StBttz6uz5fOakMPd/pojbn4jyzl+2sGu/l9Y12AWFlF91E6PueAArFGLnhy9g341fI7Fje5/GG2z/jUREREREJDcprBmAjDFEX36ePV/5FDs/9E68/Y2M+P1dVNz4XfzDRqR17uc2Oxz/g/08sznBC5cV89456TsuI/3j7dMCrLiymIhjmPrtJv7f8iiOm75OUQCBCZUMvfXHjPjtP3H37ObN972dvVd/mcgLz2C89AZGIiIiIiIi2UbHoAYQt6mRtkcfoOWefxLftIGC8y5k5N/uJzipKu1z17V63PhQhJ89E+PzJ4f49jvzKQqn74iM9K+xpT4ev7SIP74U58p727j9iSiXnRbmowuDDMlLX8Ybmjmb4T/9A9EVL9Py77+z9/LPYpeWk3/aWeSddhbhecdj+dVtTEREREREBjeFNVnMGENi2xaiLz5L5IWniTz7JL6hwyk870KG3v4L/BXD0r6GvS0ev3g2xvcfjzKhzOap/ylSa+4cYdsWHz8hxPvnBvnFs1FufyLKVf9p4+IFIT6+KMgJ4/1pq2kTnns84bnH411xPa2PLyXy5KPsvezTWKEw4ROXEJ6/iNDc4wlMnIxlKTQUEREREZHBRWFNFvGiUZxN64mvX0Ns9UqiLz2Hu2cXgYmTCS86keH/9wdCcxZg2ek9vea4hic2JfjjSzH+8VqcSRU2//f+fD40P5jWgrOSnQpDFpefkcdXTguzdL3DT5+OcepPminLtzh1kp+F4/wsGOtn/hgfpfmp/d60i4opuvAiii68CC/SRvSFZ4g8+yTNd/yB+ltvwB5SSnDaDIKTpxGomsoEXLbrdKeIiIiIiAxwCmsyyMRjuPV1uHX7cOv34e7dTWLbVq622hiJxxunzwUgUFlFcPpxlFx6BeGFi/EPHZ7WdUUdw+s7XJ7dnOCZzQ6PVyeIJgzvmhFk6eeKOG2yX7sXBJ9t8Y4ZQd4xI0hjm8cjGxM8Xetw72qHby6N0BaH8aU2VUNtJlf4qKywGVFkM6zQYniRzbAim6GFFgFf376X7Lx88k8/m/zTzwbAbagj9vprxDeuw6leT9tTj3K73YprYPsFpxMYPQ7/6LH4x4xr/zVqDL7yCnxl5VgB1VoSEREREZHsZRmT3sKhg4FlWW5eKGhPHTMGjAFjMAd+P+wXpr0YqueB52LcQ79227/u4PNh+QNYwSB1zc04BkZPnIgXCNOWOHCNgSP/65gjvjBJ3ud64HoG13R8DXHXEHfBcduvyQ9AQciiKGRRHLY4lk0069atA2D69Ol9HyTLDLbnlOrnE3Ug4hhiCUMsAbGEwfEgceD7rYPPBp/V/rttgc+ysA/cZh+8rf0Ylm2BBXRkhVbHn2n/x6FfA7yxdRt+YHhFOSQSmIRDKBHBH49iEs5bi7BtLL8f/H4sn7/99WjZby3Attv/bFlHTN7+9cqN1R2vr1dT8i9PRAa6CcB+Y8zE/l6IiIiIDA4Ka5JgWZYL2Hl5eWkZPxqNAhAOH90Ce6DSc8p+g+35QOaeUyQSIS8vb9AEdyJybNatW0ckEqk3xpT391pERERkcNAxqOSsmD9//vxXXnklLYMvWLAAgHSN3x/0nLLfYHs+kLnnlJ+fz/Tp0wfVvzsR6bsFCxbw6quvbunvdYiIiMjgoUqcIiIiIiIiIiJZRGGNiIiIiIiIiEgWUVgjIiIiIiIiIpJFFNaIiIiIiIiIiGQRhTUiIiIiIiIiIllE3aCywGDsKKPnlP0G2/OBwfmcREREREQk92hnjYiIiIiIiIhIFlFYIyIiIiIiIiKSRRTWiIiIiIiIiIhkEYU1IiIiIiIiIiJZRGGNiIiIiIiIiEgWUVgjIiIiIiIiIpJFFNaIiIiIiIiIiGQRhTUiIiIiIiIiIllEYY2IiIiIiIiISBZRWCMiIiIiIiIikkUU1oiIiIiIiIiIZBGFNSIiIiIiIiIiWURhjYiIiIiIiIhIFlFYIyIiIiIiIiKSRRTWiIiIiIiIiIhkEX9/L0BERCSbba13+esrcV7YHMfZs4vxe1bzwYKNLLrobYTnL+rv5YmIiIjIIKSdNSIiIp1IuIav/ruVyTc3cddLzQx/4R7Gb3iStQVTODPyaT773ZXsvP+h/l6miIiIiAxC2lkjIiJyBNczfOyvrTy5yWHpx31M/cZFBGfOpvy6b2OH83hus8Mlvz6HU+6t59GC55l4+uL+XrKIiIiIDCLaWSMiInKEa/4T4dENDo9fWszsu27Gysun4vrbsMN5AJw4McCrN45lbHmAc/4eZsfetn5esYiIiIgMJgprREREDnHXyjg/fDLKvz5ZyPjdr9P60L1UfPN7WKHQYdeFAxb3XzOJCq+JD/xoGwnX9NOKRURERGSwUVgjIiJywI4mj0//vZXvXZDPSRP9NPzvdyg8/30Eq6Z1en1BYZg/n9tKdaPNdf9uyPBqRURERGSwUlgjIiJywKV3tjJ3tI//WRIi8sQjxDesZchnv9ztYyZeeC4/a/klP3ja46F18QytVEREREQGs5wNayzLesiyLGNZ1s39vRYREel/96+J8+A6h19+oADbtmj6/S8o+uDH8A8d3u3jLNvm7f91CpfuvYPP/6OVtriOQ4mIiIjIscnJsMayrA8Bc/p7HSIikh08z3Dt/RG+fGqYyUN9OFs3E1/7OoUXXpTU4/PPPJdLd/8VKxbh1kcjaV6tiIiIiAx2ORfWWJZVAvwQ+Gp/r0VERLLDv1c51NS5XHlmGIDWh+4lNGsegTHjknq8HQ5Tfu55fKv5z3z3sShb6910LldEREREBrmcC2uA7wJrjDF/6++FiIhI/zPGcOND7btqKgptjDG0PnQvBede0KtxCt75Hk558TecPNZw01LtrhERERGRvvP39wIyybKsU4CP0ocjUOvWrWPBggWd3vfKK68c48pEJBt19ZqPRqMZXomk09L1DjX7XC47vQiA+JqVJHbuIP/s83o1TnDaTPzjJnBt/nLOeelUrjzTZdpwXzqWLCIiIiKDXM7srLEsKwD8Avi+MWZDf69HRESyww+WRfn4ohDlBe0/Elsfupe8E0/BV1req3Esy6Lg3AuY8eyfeOeMADc8qN01IiIiItI3ubSz5utAHnBLXx48ffp07aARyTFdvebz8/MzvBJJl5VvJnisOsFPLyoAwCQStD7yAGVfvbZP4+Wf/naafv4jbvxahON/5efVNxLMH5tLP2pFREREJBVyYmeNZVnjgGuB64GQZVklBwoNc8iftVddRCTH3P5ElAtmBqga2v4jILbyFUxrC3mnvq1P4wUqJ+MfM47J6x/nQ/ODXHu/dteIiIiISO/lRFgDVAJh4M9AwyG/AK448PWs/lmaiIj0h70tHn97Nc5lp4cP3tb21GOEF56Ende33VOWZZG35Ewizz7JjefmsXSDw4rtiVQtWURERERyRK6ENSuAMzr5Be0BzhnApv5ZmoiI9Ic/vxynstzm1Entx5SMMUSeeqzPu2o65C1eQvTl55hU6nHO1AC/ej6WiuWKiIiISA7JibDGGNNojHniyF8H7t564M8t/blGERHJHGMMv3shxscXhbAsCwBn8yYS27eRt+SMHh7dvdD8hZh4nNjqlXzmpBB/fjlOW9ykYtkiIiIikiNyIqwRERE51GvbXdbscvnowtDB2yLPPElw+nH4K4Yd09h2OI/w3IVEn3+ad80MkBeAf7wWP9Yli4iIiEgOyemwxhhjGWOu6+91iIhIZv3uxRjnTAswashbPwajLz5LeNHJKRk/vPhkIs8vJ+Cz+OQJIR2FEhEREZFeyemwRkREck8sYfjrK3E+ccJbu2pMPEZsxcuEF52UkjnyTjiF+NpVuE2NfGpxiOe2JFizU4WGRURERCQ5CmtERCSn3LvawQDnzwwcvC22agXGcwnNnp+SOQJV07BLy4i+/ByVFT7eVuXnV89pd42IiIiIJEdhjYiI5JTfvRDjv+cHCQesg7dFX3qO8JzjscPhbh6ZPMu2Cc9fROzVlwD4zElh/vhynKijQsMiIiIi0jOFNSIikjP2NHssXe/w8UWhw25vr1eTmiNQHcLzTyD6ygsAXHhcAL8Nd61UoWERERER6ZnCGhERyRn3rXEYV2qzYKzv4G1eawuxta8TXnhiSucKzV+EU7MRt7GeoN/i44tC/FJHoUREREQkCQprREQkZ9y7Os4FxwWwrLeOQMVWvYYVChOcOiOlcwUqJ2MPKSG28jUAPrU4xFM1CdbvdlM6j4iIiIgMPgprREQkJ7TFDY9scLjwuOBht8dWvkrouDlYfn9K57Msi9Bxc4itag9rpgzzcfpkP79WG28RERER6YHCGhERyQmPbnQI+S2WTDo8lImtfJXQnAVpmTM4a97BsAbgMyeG+P2LMWIJFRoWERERka4prBERkZxwz6o475gRIOB76wiUSSSIrVlJaE5qWnYfKTRrHvG1qzCJBADvmR3EGLj7dRUaFhEREZGuKawRGUQ8z7C72WPjHpe1u1xq9rk0Rbz+XpZIv3M9w31rHC6YGTjsdqdmAyYaITRzTlrmDc2cjYnHiG/aAEA4YPGxhUEVGhYRERGRbqX2gL6IZJzjGmr2efz2hRgNbQbPg3AAfDY4LkQThryARUWBxZdPC1NeoIxWcs8LWxM0RgznzTi8Xk105asEJk3BLixKy7x2QSGBSVOIv/4aoWkzAfj0iWFm3NbEpr0uk4f6ehhBRERERHKRwhqRAWp/1HD7sihvNnn4LBhRbDN+lE1JvoXffuuYR9Qx1LUZdjV7XHlPG0MLbb72NoU2klvuXe1wxmQ/xWHrsNtjK19JW72aDqFZc4mteo2iD1wMwPQRPk6pbC80fNv5+WmdW0REREQGJr1bExlg9kcN19zXxlf+1Upz1HDcSB+nTfYzfbiPikL7sKAG2o9djB5is2CMn5MnBrAt+No9EVbvTPTTMxDJvHtWxbngiC5QALHXXyM0e15a5w7Nmkds9YrDbrvkhBB/ejmG56nQsIiIiIgcTWGNyAARdQw3Phjhsn+14XiweLyfReP9jCiysS2r5wGAwpDF3NF+Zo/y8cMnYtz2SCTNqxbpfxv3uKzf43HBcYfXq0ns3om7awfhtO+smUdi+zbc+rqDt104K8DeFsPzWxWaioiIiMjRFNaIZDljDKt3JvjSXW00tHksGOvj+LF+huT1/eU7othm/hgf1fs8tjW4KVytSPa5b02ceWN8jC09vD5MbNUKfBXD8I0cndb5/eMmYA8pIbbqrd01pfk2Z00JcNdKJ61zi4iIiMjApLBGJIvVtXp89e4IP34yxpRhNidO8Kes1kxFgc34UpsfPB5NyXgi2eqeVQ4XdnIEKr5mJcHj5mAluTOtryzLIjj9OOIb1hx2+/vnBLlzZRxjdBRKRERERA6nsEYkC3me4ZaHI3ztngj5AVhS6WdsiS/lbyrHl9rsjxnqWtXeWwanfS0ez2xOHHUECiC25nVCM2ZlZB3BqTOJrz88rLlwVoA3mzxefkO720RERETkcAprRLJMY5vHV+9uY3ujx/wxPmaP8hP0p+eT/3DAojhksXO/whoZnO5f6zB6iM3c0YcfgTKuS3z9GoIzZmdkHcGpM47aWVNeYHNmlZ87V8QzsgYRERERGTgU1ohkkfW7Xa64J0JewOKkiX4qCtP/Eg0HLFpiaZ9GpF/ctybOBccFjtqV5myuwUTaMrezZtpM3D27DysyDDoKJSIiIiKdU1gjkgVcz3DDA2187/Eo04f7mDvaT9CX3joaHQK+9k5TIoNNwjU8uiHBedOPPgIVX7sS/7iJ2EXFGVmLf/RYrIIC4hvWHnb7u2cF2VLvseJNHYUSERERkbcorBHpZ5G44Wv3RKhrNSwe72dMSWZflsaArf8TyCD0wtYEEcdw+uQu6tXMzMwRKADLtglOmXFU3ZphRTanTfZz50odhRIRERGRt+gtmkg/2tvSXp8GYPF4P8XhzOymOZRrwK//E8ggtHS9wymVfgpCR7+u4mtXEcxgWAPtR6HiG9cedfv75wT55wodhRIRERGRt+gtmkg/qd3ncvV9EYYV2hw/zpe2IsI9cVwI99PcIun00HqHczs5AuVFo8SrN2R0Zw0cKDJ8xM4agPfMCrJpn8fqnToKJSIiIiLtFNaI9IPvPBrhloejTBlmM2OEDzvFLbl7I+oYCoIKa2Rw2dfS3hL7nGlHhzXOxnUABKumZ3RNwakzSWzfhtfSfNjtI4fYnDxRR6FERERE5C0Ka0QyyBjDNx+MUL3XY+4YH+NLfT0/KM3riTowJE9hjQwuj250GFFkMWvk0a+x2JqVBKdMwwqFMrqmwISJEAgQr15/1H3tXaGcjK5HRERERLKXwhqRDPE8w/UPRNix32PhOB/DMtCWuyexBHgYijqp6SEykC1d7/D2qUe37IYD9Woy1LL7UJY/QLCyqtOw5r2zA6zd5bJ2l45CiYiIiIjCGpGMcD3DNfe3d3xaNM5PSV52vPRa4wa/bZEf7O+ViKSOMYal651Oj0ABxDesJTh1ZoZX1S5QNQ2nesNRt48t9bF4vI+7dBRKRERERFBYI5J2rme4+r4IzdH2oKYwi3axtMYN+QE63X0gMlCt2umyq9lw9tTOiws72zYTnJLZejUdglXTiFev6/S+988NKqwREREREUBhjUhaJVzDVfdFaI23BzX5WVbItzVOp22NRQaypesdFozxUdHJUUOnthqMITBpSj+sDIJTpuNs2ohxjz7u9L7ZQVbucKneq6NQIiIiIrlOYY1Imrie4er/RIg47UFNOJB9oUhLzPCe2ToDJYPL0i5adgPEN64jML4SOxzO8KraBaqmYWJREm9sPeq+CeU+jh/r484V2l0jIiIikusU1oikgecZrr0/QlvcsHBsdgY10H4MqlSdoGQQaY0ZltckuqxX42xcR2DKtAyv6i2+ISX4ho3otMgwwIWzgty/Vl2hRERERHKdwhqRFPM8w3UPRGiKGI7P4qAm7hqiCUN5wbGvzxiDF2nDbWzAbajDa2vFGJOCVYr0zhObHMIBixPG+zu9P169vt/q1XQITpnWZVhzzrQAz29N0BTxMrwqEREREckmnf9tVkT6xBjDDQ9EaGgzLMzCGjWHao4afJZFSS931hjXxd27m8SuHbQ+cDemrRUvEgHviDeXloVdWETR+z9McMZxWP7OdzqIpNLS9Q5vm+In4Dv6+9p4HvHqdQy55Av9sLK3BCZPw6nZ2Ol9C8b4KM2zeGxjgvfO0RFFERERkVylsEYkhW58MMreA+25C7I4qAFoiRsKQz13gjLG4NXX4WzbTOt9d+LubwJjsAuLsYuL8ZWUYuXlY4XD7YGMBcZJYOIxvKZG9v/td2DblH3tRnxDSjL07CRXPVad4NJTQp3el9jxBqa1lWBV/+6sCVROpu2R+zu9z7Ytzp4aYOl6R2GNiIiISA5TWCOSIjcvjbBjv5d17bm70hqjy0DJuC6JndtpvuMPuPV1mGgEu6gYX0kZ/rETsIuKsXy+Lse2fH4Ih/EVD8E/agzxDWup/86NVNz0Pe2wkbTZ3eyxdpfLmVVdFxf2lQ/FV16R4ZUdLjhpCokd2/HB+V7BAAAgAElEQVQibdh5+Ufdf860ADc8GMEY02OYKiIiIiKDk8IakRRYvTPB5nqP48f6KA4PjDdXLTHDh49/65N743kktm9j/19/i1e3D2M8fCVlBMaMw1dWgRXqfLdCTyyfj+DUGURfeZH42tWEZs9L1VMQOcwT1Q4jii2mDuu8HJuzcT2Bfq5XAxAYXwmWhbO5htCMWUfd//apAT7+11Y27PGYNrzrUFREREREBi+FNSLHaNNelx8uizF7tI+y/IFTs7slbijNt3Dr9tH0+5/j7tmFcV185RUEp07HLinrdvdMb1g+H/5hw2m59x8KayRtHq9OcGZVoMvdKPGN6/q9uDCAFQrhHzsBp7a607Bm5BCb2aN8LF3vKKwRERERyVED553lMbIs6/2WZd1lWdZWy7IilmVtsCzrVsuyivp7bTJw7WzyuPXRKNOH24woGjgvp0QsBnt34v3oeupuuQbT2kxg4iTyFp9MaNpMfOVDUxbUHBQIYJxEascUOcSyTQ5nTO76M4hsCWsAgpWTuywyDHDutPa6NSIiIiKSm3JpZ80VwDbgGmA7MA+4ETjDsqyTjDHqkyq90tDmceNDESaU2YwtHRiffvtamyhY9zyxN94g362kpKKQwIwp2OFw+ic3BgbGCTEZgLY3elTv9bqsV+M2NuDu3klwyrQMr6xzgUlTiK1d1eX950wL8JPlUaKOIRzQC0dEREQk1+RSWHO+MWbvIX9+0rKseuAPwOnA4/2yKhmQoo7huvsjlBdYTBma5UGNMYTqdpC/7gXy9mwlVjqC6kkn4fhGESpszNwy4jGsYN/q3oj0ZFm1w7hSm4nlne9wi1evxwqF8Y+dkNmFdSFQWUXLfXd1ef/JlX4sC56uTXDWVBXlFhEREck1ORPWHBHUdHjpwO+jM7kWGdhcz3DNfyKE/BazRqQ2qLns7tZu7//huwuSH8xzyd+xiYJ1zxNoaaBtRCW7F1+AM2Qo+/ZCcYb3kpm2Vgre8Z7MTio5Y1l1+xGorurVONXrCVRNTf3xvj4KVFbh7t6J19KMXXj0adyQ3+KMyQEeWu8orBERERHJQTkT1nThtAO/r+vpwnXr1rFgwYJO73vllVdSuSbJcjc+GCGWMCye4Me2j/14wqEBTVE3Lb+bY4bL7m7tMbCxEnEKtq2jYN3z2G6C5rHT2Tv/HLzQWy2Cm+PwXucFyFDFJmM8vP378ZUPzcyEKdLVaz4ajWZ4JdKTZZsSfPPcvC7vz6Z6NQCBcePBH8Cp3dRl0e1zpgX45XMxvn9hhhcnIiIiIv0uZ8May7JGAzcBjxpjXu7v9cjAsGpHgl3NhhPG+Qn6ji2oSTakOfSa5pjp8n7LiVO4dRUFa1/A+P00T5hN6+gpGP/Rn8q3xKEsmLnipaa1DZNI4BsxKmNzSu7YXOeypd7jjKruiwsXve9DGVxV96xAkMC4CcRrq7sMa86dHuBL/2rjzUaP0SUDp4C5iIiIiBy7nAxrLMsqBO4BEsAnknnM9OnTtYMmx73Z6PGjJ9pbdBeFUxPUJBPS9MSKRylY9zxFW1bjBsM0TVlI66jJYHd+3COaAMeD8kDmwhp33x7s4uLMFDJOoa5e8/n5+Z3eLv1jWXWCSRVdF/o2CQdncw2ByVMzvLLuBSZNwamt7vL+yRXtNXge3uDwiRNU70lEREQkl+RcWGNZVhi4F6gETjPGbO/nJckA0Bw13LQ0wsTyY2vRfawhTVHIOngUynJiFKx5lqKtq3FD+TRMP4m2EZVgd7++/TEI2lDoc/u0ht4yxpDYs4viiz+Vkfkk9yzb5HTZBQog8cZWSDgEK6syuKqeBSonE3vtpS7vtyyLc6a2t/BWWCMiIiKSW3IqrLEsKwDcBSwCzjLGdN03VeQA1zNc/0AbQ/IsJlf0X1DTIeDGKVz5MkVbVuGG8qmfuYTI8InQRWHVI+2PQXEG3/d5zfsx8RiBSVMyN6nkDGMMj1c7fP+Crnc7xWur8Q0djl1UnMGV9Sw4aQotd/2t22vOmRbgkjtacT2DLwU1skRERERkYMiZsMayLBv4C/A24J3GmOf7eUkyQNz0UBTHhePH+rrsNNOd3tam6YrtJZjWsIbJu18jPz+U9E6aIzVG4V2xlyBDgY27awe+0vIBdwRKBobqvR47mgxndLOzxqndRKBycgZXlZxAZRXuvj24TY34hpR0es2ZUwLsjxpe3uZywoSc+ZEtIiIikvNy6W9+/wdcBNwCtFqWtfiQ+7brOJR0pnqvy/YmjxPG+Qj0oaBwKnbTWMZjUtNGZr35LADPVyxm/smTex3SABgDTTEYHoz1eT29mi8eI7FnN6WXXZ2R+ST3PF7tMH24zYjirl8PTu0mAhOzL6zxjxkHwSBObTW+eQs7vaY4bHHiBD9L1zsKa0RERERySC61lzjvwO/XAs8d8UvFNOQojW0e330syvRhNkPyev9SOeagxhjG7a/l/HV/Yu725awbMp27x76HjcVT+xTUQPsRKNeDERkKa5w3tmEXFOAfPS4j80nuWVad6HZXDYBTW00gy+rVAFg+H4EJk3BqNnZ73bnTAyzdkLmC4CIiIiLS/3LmYzpjzIT+XoMMHK5n+MaDESoKrC47zHTnWIOa4a07mLf9SYbEm1g7ZCZrS2bg2ME+jXWo+kh7vZqg3XUL8FTx2tpI7NxO6WXX9un4mEhPjDEs2+Tws4sKur4m4eBs25KVYQ20161xajd1e8050wLc8GCExjaPkvxc+oxFREREJHflTFgj0hu3PBwl7sLCEZkNakqidcx94ylGRXawsXgKj494G1FfXq/H6cq+CFzovASpG7JTxhicmg34yioIjNGuGkmPNbtc9rYYTpvU9Y+ytzpBZd8xKGivWxN57qlur5k32kdZvsVj1QneN+fYQ1sRERERyX76iE7kCNsaXLbWe8wZ1fs6NX0NavKcVhbXPsQ7Nt5BwvZzz9h382LF4pQGNQkPGiMwLhRJ2ZhdcXfvxN2/n9IvX5X2uSR3LatOMGeUj4rCrn+UZWsnqA6BSVU4NdUY0/VuN9u2OPtAC28RERERyQ3aWSNyiEjccMvDUSZV2JT28rhBX4Ian5dg2pvPc1zjahqCZTw06jz2hYf2at5k1bWB34bhwXhaxu/gtbYSr9lIyae/hF1YlNa5JLct2+RwRlX3P8aytRNUh0BlFV5TA159Hb7yii6vO2dqgOsfjGCM0bFCERERkRygnTUih7jxoQgFQYvK8jQHNcZQ2bSRC9b9karmap4dehIPjTo3bUENwN42qMiHdL7PM65LfP0afOVDCUyZnr6JJOd5nuGJTckUF87OTlAd/CNHY+XlE6+t7va6t08LsK3BY/1uL0MrExEREZH+pJ01Iges2Zmgvs1w0gR/rz657m1QM7RtF8dvW0ZRYj+rSmazrng6np1cbZxWXz4/eHvviwN7Bva2wqWBZ9L2qjfGEK9ejzEe5Zdfp0//Ja1W7nBpihhOrexpZ0014UUnZWhVvWfZNoGJk3FqNpK38MQurxtRbDN7lK+9VXkfammJiIiIyMCisEYEaIp4/OjJGNOH+cgPpieoyXdamLftCca3bqW6qIpHR55FzBfu85o7uHX7erymPmbjtAQZNyJ6zPN1JfHGVrz6OsquvRkrGErbPCIAy6od5o/xddsdKds7QXUIVE7G6WFnDcCSSj/LaxNcuiQDixIRERGRfqVjUJLzPM9w40NRygssRpck/5JINqixvQQz3niGC9b/ibAb5T+j38ULQ088pqDGrdt38Fcydkd8lIc89t92XZ/n7E5i726crZsp+fLX8ZWUpWUOkUM9VZPg1EndH4HK9k5QHYKTpuDUJBvWON0WIxYRERGRwUFhjeS82x6NEokbZvbhaEG3QY0xjG3ewvnr/8zU/Rt4eugpPDLy7TSG+hZmePX7MK6bdEBz8HGmPaw5/w+X9GnenrgN9cQ3rGXIZ75EYMz4tMwhcijPMzy9OcGp3bTshuzvBNUhUFlFvLb7jlAAp1QG2NFk2FKvujUiIiIig52OQUlO29fiUbPPY+4YH8FetOm+7O7WboOa4lgjx297jOGR3awumcXqkuNw7b693Lz63oUzR9ob9WGAsdEdxzROZ7yWZuLrVhEYN5HQtJkpH1+kM+v3eNS1Gk7psV5NdneC6hCYVIVpacbduxv/sBFdXje6xGZiuc3ymgQTy1W3RkRERGQw084ayVmuZ7hpaYRRQyyGFfb++FNn/J7D3K1P8M4NfyVhBbh77HtYWTa3T0GNV7/vsKCmrWw031tU3+tx3mz1MTLPxUdqP4332tqIrV6Jb9hISr709ZSOLdKd5TUOM0b4KC/o/nWb7Z2gOviGjcAqKEz6KNTTmxMZWJWIiIiI9CftrJGcdesjURwXpg1L/hPq7urUjGnewvFvLMPDZtmIM9mRP7rXazrWXTRHiroWdTEfF//2/Skd14tEiK16DbuklNIrrlfnJ8mop2oTLOlhVw1kfyeoDpZltdetqa0m78TuqwefUunn9mXpKxQuIiIiItlBYY3kpL0tHpvrPOaP9eFP8vhTV0FNvtPCwq2PMqptB6tLZrGqZFbSrbg7pDqk6bCj1UdhwKM80ZiyMQ8GNUXFlH3tRgU1knHLaxLcdn5et9cMlE5QHQKVVcRrNvZ43ZLKAJ/5ext7WzyG9mJHoIiIiIgMLPqbnuQc1zN868Dxp4oejlEc6dCgxjYuM+pWcsH6P+EzLveOvZCVZXN7FdQcedSpK21lvd+lYwzsaPNzwV8/3+vHdsWLtBF7/VXswiLKrroJy6e6GZJZW+td3mj0etxZM1A6QXUITKpKqn331GE2FQUWz9TqKJSIiIjIYKadNZJz+nr86dCgZmjbLk7Y+ihBL8azQ09mS8EE6OUOk97upultvZq6mE3Mg8rI1oO3lV/zrV6NcSivrZXYqhXYxUPagxpbWa9k3vLaBONLbcaWdv/6HSidoDoEKqtwajdhPK/b15ZlWZxS6Wd5bYJ3zw5mcIUiIiIikkkKaySnHDz+NKb3x58AQoko87Y9QWVLDRuKp7KibB6O3bs3TOk68nSk7a1+RuS5BM2xfwLvtTQTW70Su6SUsq9/U0GN9JvlNQmW9NCyGwZOJ6gOwUlTMJE23F078I8a0+21Syr9/P21eIZWJiIiIiL9Qe+4JGccdvwpyVoPB+vUBGFC0ybOX/8nSuMNPDD6nbxUcUKvgppkjzwdqS9HoCIJi71RH+//9YcO3tbXXTXu/iZir7+Gr2KodtRIv3uqxkmyuPCmAVOvBsAuK8ceUppU3ZpTKgO8ut2lNWYysDIRERER6Q961yU547ZHe3/8CWC43crpNfeweNsjrCqdzQOj30F9qDzpx/c1pDlUb49AbW/1URz0qHAajmlet7GB2KoV+EaMovSKG1RMWPrV3haP9Xs8Tp0U6PFap7Z6QLTt7mBZVtJ1a+aN8RH0wwtbVbdGREREZLDSMSjJCXWtHrX7enn86d8tTG9ax8l7lrM3PJR7x1xIS6Ao6TkzddzpSK6BN9v8/Pcdlxy8rS+7aty6fcTWrSYwdjwlX75KQY30u6drEwwttJg6rPvPGQZaJ6gOgcoqnJqew5qAz2Lx+Pa6NWdO6Tm4EhEREZGBR2GNDHqeZ7jpoQgji5M//vSNf7zJO3c/xfDobl6sOIGawkm9KiCcqqCmL0egdrT5sC2YENkO9C2oSezeSbx6PUM+/jlCs+b1+vEi6bC8xuGUSn+PweFA6wTVIVhZRcs9/0jq2iWVfpbXOkD3LcxFREREZGDSMSgZ9G57NErchWnDkzj+5HkUrFrOe7feibFs7hnzbmqKJicd1KTiyNORenMEyhjY1uLnwr9/ER9er4MaYwzOG1uJV6+n5HOXKaiRrPJUbYIllT3vJBlonaA6BCZV4Wypwbhuj9cumRTg+S0JHFd1a0REREQGI4U1Mqg1tHnU1HnMGO4j0MPxJ39zPRWP/5UnH17NC0NP5MnhpxP1J/epdTpCmr7YG7WJuRZVbbW9fqwxBqd2E862LZR+5RqCVdPSsEKRvmmOGl7b7nLqIOwE1SFQWYWJxUi8+UaP154w3k80ASve7DnYEREREZGBR8egZNAyxnDz0ijDCi2GFXWTS3oehZtfp/j1J/n5zgk8O+4c/HhJz5OukKatbHSvCwtvbQkwOt8lZJxe7aoxrkt8w1q8/U2Ufe0b+IeN6O1yRdLquS0J8oMwZ1TPO+QGWieoDr6SUnzlQ3FqNhIYN6HbawtDFvPH+Fhe47BwnH6Ui4iIiAw22lkjg9bqnS7NMcP0bo4/+VobqVj2NwrXPEvdrNNYNuLMpIOabNlN06EhZtMUt/ngL97bu6DGiRNbtQKvtZWya29RUCNZaXmtw0kT/EkVCB9onaAOFaisIp5ERyiAUyb6eXqzOkKJiIiIDEYKa2RQao4afvxUjGnDfYT8nby5M4aCLasY9sgfcYNhdp38Pr7w+iQK3Lakxk93SNOXwsKbm/2MzE8w/utXJ/0Yr62N6IpXwILyG27FVzyk1/OKZMJTNQmWJNGye6B2guqQbPtuaK9b83RtAmNUt0ZERERksFFYI4PSTUsjlORZjB5y9Le4L9JC2VP/pHjlkzTMOJm6uWdx2ZP5SY2byd00vTkC1exY1MV8fKHwtaQf4zY2EFv5MnZhEeXX3YodVlcZyU6xhOGFrYmk6tUM1E5QHZJt3w1wSqWfvS2GjXuSP7YpIiIiIgODwhoZdDbucWmMGGaOOPr4U96OTQx75A9Ynsuuk95L26iqg52eetpVk6mQpi+7amr3Bxg5rIDSQHJHIhK7dhBbvQL/qLGUXf0tLL9qXkj2enlbAmNgURK1WQZqJ6gOwUlTcLZuxiScHq8dWmgzdZh9oIW3iIiIiAwmeocmg0rUMfxgWZTJFTZ5gbeOP1lOnOJXHqZg5yYaqxbSMv64gyHN5Q9b3QY1/VGXpje7avbHLfb5irmRJ3u81hgPZ3MNiR1vUvL5rxKcPPVYlimSEctrEywc5yccSKZezcDsBNUhUDkZDhzlCiZxlGtJZYDltQk+dWIGFiciIiIiGaOwRgaVWx6OEPbDuNK3No0F63dS+vx/MD4/uxe/G6eo7OB9lz/c9Zu//ghp+rKrZotVzvACKA90/+m6STjE16/Ba2lp7/g0fGRflymSUU/VJFhSmdyPq4HaCaqDXViEb/hInNpNSYU1p1T6uWlpJAMrExEREZFMyvgxKMuyxlmW9dFMzyuD3/ZGjx1NhuNG+rEtq70l98onqHjiDiLDxrF78YWHBTUdOttV059dnnqzq6a1sIK9rfD5HnbVeJH2QsLGcSi//lYFNTJguJ7hmc3J1auBgd0JqkN73ZqNSV27pNJPbZ3HjibVrREREREZTPqjZs1C4Hf9MK8MYq5nuO3RCOPLbIrDFna0lfIn/07htrXsm/92GqediPEd/mavq101/RXU9HZXja+8gk31MLyw+101bmMDsRUvYxcUUn7DbdiFRce6VJGMWbXDpTlmOGliz2HNQO8E1SHYi45QE8ttRg2xeFp1a0REREQGFRUYlkHhtkejeAYmVdiEd29l2MN/AMti10nvJVox9qjrO4KaQ3fVZLLTU1eS3VXjK6+gIQL72uCLPNHpNcYYEju2H1FIuOfWxyLZZHltgjmjfAzJ6/nH1UDvBNUhUFlFPMmOUJZlccrE9ro1IiIiIjJ4pKxmjWVZryd56cBs0SFZq7HNo7bOY+4IQ9krD1P4xlqaJi+geeKcg0WEO3NkUNOferOrxldeAUB1PYwuhhL76DdpxvNwajaS2LOLkkuvSKr2hUg2Wl6bfL2aeG01vmEDtxNUh8CkKSS2b8XEYlihUI/XL5nk59fPxTKwMhERERHJlFQWGJ4OrAFe6+G68cDRWx1E+uiWR6IMt9uY+cK/sRMOexadT7xkWJfXH3r8qb9DmkMls6umI6jZ3Qr7Y3BVYNlR1xgnTmztakwsSvlV38JXMTTlaxXJBGMMT9U4/OR9BUld79RuGvD1agACEyeB6+JsrSU4ZXqP1y+p9POlf7XRFPGS2oEkIiIiItkvlWHNaqDaGPOJ7i6yLOt9wGkpnFdyWM0+l9YdOzl/x39IDBtB/YxTMIGeP4kucNuyJqhJdldNR1DjGaiugwklUGDcw67xWlqIrX0dKxRqr0+Tl5/y9YpkyqZ9HrubTc50gupg5+XjHzUGp7Y6qbDmuJE+ikIWz25OcN6MYAZWKCIiIiLplsqw5gXgvCSv7fpsikiS4tEYP/3Vy8xr3ogzcz6NY6Z1e+wJ2nfV5O3dRrb1TeluV01HSNNh+35wPLjUfeywqlOJfXuIb1iHf+gwSi+/Hsufype3SOYtr0lQNdRmRHFyu0Wc2mrCJ5yc5lVlRmDSFOI11SSzp8hnW5w4wc+zWxTWiIiIiAwWqXw39z3ggSSuewCYmMJ5JQe59XX84iePE3ILKD7pZFqLj27JfaTLH7YwrtvjdZnU066aI4Max4WaeviU73mCtgEOFBLeuhln+1aGfOLzBGfOweohtBIZCJbXOknvqjnYCWoQHIOCA+27k+wIBXDiBD/L1RFKREREZNA4psPtlmX5Or42xtQYY+7t6THGmIgxZuuxzNtXlmWNtSzrTsuymizL2m9Z1r8syxrXH2uRvotvXMemW25mg38Mo0+Yh5dEUANgXJf8+jfTvLre62pXzZFBDUBtIwT9MC2/BWh/gxpfu4rErh2UXX49oePmKqiRQeOpmgRLKpPrYDZYOkF1CEyqwqnZmPT1i8f7eHFrAtczaVyViIiIiGTKse6suceyrPcZY7K+DYVlWfnA40AM+BhggJuBZZZlzTbGtPbn+qRnJuHQcPstJHbv4vcTv0DhsJGUFfUcTLh1+7jyxeQCnUzqbldNZ0FNaxy2NcKV4aexLfDaWomtXYVl+yi/7tsDvgOOyKF2NLV3eTt1Um51guoQrKwisWM7XjSCHc7r8foTxvtpjsHaXS6zRukIpIiIiMhAd6xtI94BPGRZVmEqFpNmnwYqgXcbY+42xtwDXEB7d6rP9uvKpEduYwN1N34dt7GRN6edxt7CUUytSC6o6TBQdtV0FtQArK+DinwYG47i1u0ltuJl7MIiyr9x26B5gyrSYXmNw6ghFhPLk61XMzg6QXUITJgEloWzuSap60vybWaM8PHclkSaVyYiIiIimXCsYc3faO/s9JhlWV1uXbAs62TLsp49xrmO1QXA88aYTR03GGM2A88AF/bbqqRH8Zpq6m6+Bis/H//chfwifDYTSyHcw4fHHUHNlS+WZV1Q01Y2+qigxlde0WVQs6cV6iPwJWsZzrYtxNaupvgjn6Hsqpuw/MkdExEZSJbXth+BSvZY32DpBNXBCoXwjxnf66NQzyusERERERkUjmmvtDHmw5ZlNQBfAJ60LOtsY8yujvsty5oM3Aa859iWmRIzgXs6uX0NcFFPD163bh0LFizo9L5XXnnl2FYmnTKuS8MPv01i53YClVX4R47mf+2zsWLtbau7c2hQk206O/7UVUgDkPBg/T6oLHLIW7+CRFMDpV+9hsCY8elcpkCXr/loNJrhleSep2oSfPakUNLXD6ZOUB2Ck3pfZPgHy/S9KSIiIjIYHPPBdmPMFy3LqgeuA562LOssoBn4Bu3HiwJAE/CdY53rGJUBDZ3cXg+UZngt0gOvpZn6730TE48Tmj0fX/EQWlwfm/fDccPA7uLD9kOPPXXItl01cPjxp+6CGoDaBvDHI3x63Q8xNpRddyu+4iHpXqJIv2lo81i9y026Xs1g6wTVIVBZRWzd6qSvP3GCn/V7POpbPcoKjnXjrIiIiIj0p5RUITTG3GBZVh1wO/AcEAaGAFHgf4FbjTGdBSWZ1lmbjKT22E+fPl07aDLEefMNGn/8HezCQkIzZ2MFggD82JzBkBCM6KJC0pFBzUDYVdNTULM/Bm9ub+DSrb/GX5ZP2ZU3HPz3IenX1Ws+Pz8/wyvJLc9sTlCSZzFzhK/nixl8naA6BCZNoeX+fyd9/fThPorDFi9uS3DudP1/QkRERGQgS2XLiO1AHTCc9lDkXuCLxpjtKZzjWDTQvrvmSKV0vuNGMswYQ+NPvouzpZbA2PH4x088WK9ibzzIzjZYPKbzx3a2owayd1dNTyENgOd61K7ayow96xk3vpySL16pttySE5bXJDh5oh+7qy10RxhsnaA6BCqrcHftwGtpxi4s6vF627Y4YXx7kWGFNSIiIiID2zGHNZZlnQncChxP+y6VNbTXh5kPZNPHzx3rOtIMYG2G1yJHME6c+u/dhNdQT2jGrKPCjB97pzKqCIo7KWHRWVCTrbtqkg1qbCdK48uvQZPFJZ8/naLxYzOwQpHs8FSNw3tmJx82DLZOUB0C48aDP4CzeROhWfOSesyJE/zqCCUiIiIyCBzToXbLspYCjwALgQ3AhcaYWcBXgNHAcsuykvsbZvrdCyy2LKuy4wbLsiYAJx+4T/qJ29RI3Te/jmltJTTv+KPCjJpIHs0xmHxE/uLW7etyRw1k166ajuNPyQQ1gf11FD1zPxvb8vnEZ05VUCM5pS1uePkNl1MnJd/lbLB1gupgBYIExk0gXpN8keHF4/28sNXF8zo79SsiIiIiA8WxViA8G9gLXArMMsbcB2CM+THwSdqPHT1uWdapxzhPKvwK2ALcY1nWhZZlXUB7d6g3gF/058JymbN9K/W3XIOV9//Zu+84uat6/+Ov73f6bE/vvW0KCVkIIUASIPTOFRVElOu1/OxeyxURFEFQROGqXMVylR+o+EOliCi9Q4A0SNn03pPtu9O/3/P7YxMNkLIz+53d2Z338/EYkk3mnO8ZsjO7897P+ZwooRk12JF3FmM5Bn7unMKoynce1X20kKYQq2osn48fnXfsp1t0x1oGvv4ob0Ym4Z8xi0mjete2DpFjeX1LhoAPZg7rWMR1MBkAACAASURBVL8aaD8JqjeGNdDetyabE6Fmj/LTnDDU7nHyuCoRERERybfOhjW3AeOMMT8zxrzjO0NjzL3A+2lvNvwPy7Iu7OS1OsUY0wacAawF7gN+B2wCzjDGtHbn2oqRMYbk8qU0/OhW/ENHEKyeiuV/7668VW2luAZGHnJU99GCmoMKqaom3n/EMe9jORmqVr5En1WvsGry+WwbdgI3nHeETsoivdhLGzLMHuUn6O9Yv5qDJ0EFe2tYM2Yc6Q1rO3z/qqjNpAG2tkKJiIiI9HCd6lljjLn+GH//kGVZFwEPA3+iPbjpNsaYrcC/decaBEwmQ8MPbyazby+h6qn4+vU/7P1SrsVv3NmM7wv+A7HisYKar77Rp2CCGrvPv7Y8/fDsI29J8MWa6ffWM1iZNDvmXcWSuko+PSdEeVjNhKX4vLQxzWljOv6l6eBJUIHRY/O4qu4THDOe1j//Iasxsw/0rfmPk/O0KBERERHJu85W1hyTMeZpYAHQlu9rSeFzY23U3XwdTmMj4ek1RwxqAO72nUnAB0MOHILSkYqaQnEwqGnzRY8a1ET2bGbQaw+TCZeyb8GHWZGoIhKAGUM7vgVEpLdIO4ZXN2ey6lfTW0+COigwdgLO/r04TY0dHnPyKD8Lt2gblIiIiEhPlvewBsAYsxCY1xXXksKV2beHuu98HctnEz6+Brv0yNt8Eq7NliYY2wdsq2NBTSFU1dh9+r0jqDki16Fy9Wv0fftZWqaeSsOpl7M3GWBXs+GGcyIdPrJYpDdZut0hlWlvkttRvbW58EH+YSMgGMyqb83Jo/ys2u3QGHPzuDIRERERyacuCWsAjDEruupaUnjSm9ZT//1v4evbn+DU6ViBox/Le7d9BhE/DCrpORU1h257OuhwVTW+WDMD3niMyJ7N7J//QVrHziDjwsrdDqP72vQt6bKnpUhBeWljmpnDfJSEOh5W9tZjuw+yfD4Co8Zm1bdm8iAfZaH2Zs0iIiIi0jN1qmeNyLEYY2j8ye2kN28kMHY8gSHDjjkm5thsbYXjBoJb37Ggpjurag4X0hypqiayexN9Vr5EsmoQdXOvwATb2zit2+/it+G6s7q1rZNIt3ppQ4bTstgCBe0nQYVPOiVPKyoMwTHjSW9c3+H7+2yLWSPb+9acU330YFxERERECpPCGskb47o0/PAWMnt2EZpyHL4+fTs07m77DEqD0DdR+BU1hwtqDnpHVY2ToWrN65TsWEPzjDNoHTUNrPbqgYaYy9YGh1svjOLT9icpUq5reGljhmtPCnV4TG8/CeqgwNgJxBe+lNWYkw80GRYRERGRnkn7LSQvTDpF/a3fxNm/l/D0mR0OatocH9uaYbRV3+FrffWNPrkuM2eH9qZ5t3c3Ffa3NjDw9UcJ1e1g3+lX0Tr6uH8GNY5rWLHbYUSVj0HlejpK8ard41AfM5yaxUlQ6a2b20+CGtN7t0FB9sd3Q3tY8/oWB9c9coNzERERESlcenconnPjMepu/gYmHic0owa7tKzDY//HPp2SVAv9wtk1xuzKLVBHq6Z5x/YnYyjZvoaBCx8hXVrFvgXXkK4c8I77r9/vYgxcf7a2P0lxe2ljhimDfFn1bEqvX4tv4OCsXmN6osDYCbiNDTj1dR0eM3ukn6aEoXaPToUSERER6Ym0DUo85ba2UH/bjRAIEJo6HSvQ8f4TMcdmy542ZvRJd3hMV1bVHC2kOdQPzzZY6SR9Vr1MeN82mmrOJjZ80nvu15wwbKl3uen8CAGftj9JcXtpY4bTsqiqAUhtWENw3IQ8rahw+AcPxQpHSG1YS6TPyR0a06fEZuIAm9c2Z5gyWF/qRURERHoaVdaIZ5zmJuq+ez1WOJx1UAPw09aZlPndgqyq6UhQc3D7U6h+F4Ne/Qv+WDP7Flxz2KDGNYYVuzIMqbAYVqmnoRQ3Ywwvbshw2tjsQoX0hnUExk7M06oKh2XbBMaMz+r4blDfGhEREZGeTO8SxRNOYwP1t34Tu7SM4ORpWD5fVuN33HYz29v8jC4rrKqao/WmOVSbL4rPzVCx5g36L3qc2KCx7DvzajKllYe9/8Y6l5QD3zwn4vWSRXqczfUu2xtd5mZ7EtT6NQTG9v7KGsi9b43CGhEREZGeSWGNdJrTUEf9bTdgV1QSrJ6CZWf3aVV36w2sKRlL2GfoXyBVNR0NaQ6qTDVwb/kjRPdsZP+8D9BSswDswwdWzQnDxv0uX18QJuTX9ieR59dnGNfPzqrKzI3HyOzYVhTboACCYydkdXw3tIc1tXtcGmLZva6KiIiISPdTWCOd4jTUUf+9b+Gr6kNwYjWWlX1Qk8HHo1f8mJGlmYOHJHWrbEIajGFky0buCT1EurQPe8/6CKm+Q45490O3P43sk131kUhv9dy6NPPHZVlVs3Ed+HwERo3J06oKS2DMeFIb1mJMx093mjzIR1kIXt+i6hoRERGRnkZhjeTMaaz/Z1ATmDApp6AGYEN0JLYFg6MdP7Xkq2/08byqJttqmmimjbl7XmBm/RIaZp1P45yLMYHQUcds0vYnkXcwxvD8+gzzx2Xbr2YtgRGjsIJHf871FoEx4zGtLTj79nR4jM+2OGmkn4XaCiUiIiLS4+iICMmJ09hA/W03YucY1BxkgIeu/DkjohnsbqqqyaqSBsAYRrdt4qT9C9kRGcqsz3yEeKT0mMNaEoYN+11uOEfbn0QO2lTnsq3RZV6WlTWp9WuLornwQb6Bg7BKSklvWId/wKAOj5utvjUiIiIiPZIqayRrbksz9d+7EbuyimCOQc3BqprtocEkHYuhJR1/M+FlY+Fsg5qwE2fe3hc4ed+rvNb/FM75zBU4HQhqXGNYsTvDoHKLUX21/UnkoFz61QCk168lMHZ8nlZVeCzLIpjjiVCvb3Fw3Y5vnxIRERGR7qewRrLiJuLUfe/G9lOfcuhRA/8KagD+9JHfMjjqEMhyms5ugcp2yxPAiLYtXLztESKZGH8c9UFWVU6ho012NtW5JDNwg7Y/ibzD8+uz71cDkNqwluC44qmsAQiMnUAqyxOhZo/005QwrNrT8W2mIiIiItL9FNZIh5lkkvpbv4kVCBCcNKXTQU2jv5yGpI8RWVTVdFYuIU3ISXDanhc5bc+LrKycyl9Gvo/mYCV3XlrSofEtCcOGOpevnRkmHND2J5GDjDE8l0O/GqehDrd+P4EiOQnqoMCYcVlX1vQpsZk8yMcrG7UVSkRERKQnUVgjHWIyGeq+dwMYCE05DsvX+a08f/z4/6NvyKEk0PHy/Fy3QOUS0gCMaN3MxdsfoSzTzOMTr6R22MkYy+5wUOMaw/JdGQaVWYzW9ieRd9hY57K90c3+JKgN67DCEfxDhudpZYUpMG4i6Q3rME52VTKnjvbz8iaFNSIiIiI9iRoMyzEZY6j/wU2YZJLw9JlY/uy3LMA7q2oSVpCdcT8z+iSzniebLVC5BDQA4Uyc2fsXMjS2nbeGnkJtn2kYy6YlmV3fh4OnP914rrY/ibzb8+szjO9vMzTLfjWp9WsIjBmPZRfXzxuC4ydhEnEy27cSGDm6w+NOGe3n20/E87gyEREREfGawho5psa7bsNtqCM0vcazY3LXR0cR8bn0DbmezPduuYY0GMPY1g2cWPcGDcEqHpt0FS3BSoB/BjUdrappPnD6043n6vQnkcN5ek2a03PoV1NszYUP8lVW4Rs4mNTa2qzCmlPH+NlU57KzyWVIRXEFXCIiIiI9lb5rk6NKra0lvX0LwcnHYUc7FlIczqFVNQCPffCnDCtxOtqfF+jYFqhctzsBlKRbOXP308za/zrLhp7KU+OvyDmocV3D2zszDKmwGNlH259E3s11Dc+sS3PWxByaC28svubCBwXHTyK1tjarMaP72gwqt3hFW6FEREREegyFNXJE6W1baLznLoLjJ+GrqPRs3l3BAcQdm8HR7N84HGkLVGdCGsu4TGqq5eLtjwDw2MQPsbbqvSc9dTSoAVi338U1Ov1J5EiW73LY32Y4Y3x2BZ7GdUlvWEdgbHE1Fz4oOKGa9LrswhrLstr71mxM52lVIiIiIuI1bYOSw3Lq62j88fcIjByDf+DgTs317qqah/79PgaSIehBVJjzdqcDqpL1nLz/VUrTrbwx4kw2lY97T0iTbZ+ahpjL5nqHm8+PEtT2J5HDempNmpphPvqUZPdCkNmxDRNrIzhhUp5WVtgCE6tp/eufsx53yugA9y3KvkeYiIiIiHQPVdbIe7jxGPU/uAlfvwH4h43wdO6U5WdvwmZINLvTTN6tM5U0AH43zcy6RVyw4zEaA5X8ddKH2VQx/ohBTUerajKOYfkuh5FVvqybpooUk6fXZlgwIYctUGtX4es/EF9V3zysqvAFx1fj7NuD01CX1bhTx/hZtsOhJZFd+CwiIiIi3UPvJuUdTCZD/fe+hRUKExg3ESubpjIdsDk8nKANfbJsLPzVN/pQSrLTIQ3A0Nh2Lt7+CCPatvLs2EtZOOY8kv7we+6XbVADULvXwbbgm+e8dz4RaZdIG17ckFu/mvTa1UVbVQPgHzocK1pCau3qrMZNH+ojHIDXt6hvjYiIiEhPoG1Q8k/GGBp+eDMmlSJ8fE1ejsV97Op7GBzKdLixsK9vezBj+SzoXDEOkUyME+veYHjbNlZUTmXlsDm49uGfArkENbtbXHY1G75/UQSfre1PIkfy2uYMBpgzOvsvQam1tQTGV3u/qB7Csu1/NhmOnHRKh8cFfBazR/p5ZVOGBTmEZCIiIiLStRTWyD+lVi0ns28P4eknYAWCns/f7CuhMWUzuSp11PsdDGi8YhuHSU21TG94m7pQHx6feCVNoaoj3j+XoCaeNqzc5fD5uSH6lapgTeRonl6bZu4YP+FA9qFmam0tJedfmodV9RyB8ZNIZ3kiFMAp/2wyrMbnIiIiIoVO7yoFgMzuXTT9790EJ1Rjl5Z6Onffb9wMwMbISMqDLiX+d/ZM8PXt946blwbFd3Hh9r8yuWkVb4w4g6fHv++oQc1B2QQ1xhiW73SojFhMH6r8U+RYnlqTzqm6w2lswNm7m+D44t0GBe0nQqXWZbcNCuDUMQEWbsmQcdS3RkRERKTQ6Z2l4MbaaLjrVvxDh+PvPzAv1+j7jZt5sm0BIyrAV1GW1dgvP5n9T99LMq3U1C1iRNtWaiuqWTHsVNK+Y1cLtSRNVkENwMY6l9aU4a7LolmvU6TYNMRcFm1z+MX7c2guvG41VjiCf/jIPKys5whOqCa9eQMmmcQKhTo8bvYoP7EUvL3TYeZwffkXERERKWT6bq3IGdel4Y7vYIUjBEaNydt19qWCxNIwKMeinRIn1qH7+d00UxpXMKVpJftCA3h84pU0hvp0aGwuQU1j3GXDfpcbzw0TCapPjcixPLsuQ9+oxXFDfFmPTa9bTWD8RCxf9mN7k8DYCWAMqY3rCFVP7fC48nD7//dXNmUU1oiIiIgUOH23VuQa7roNt62N8PEnYln52xV3b3AufQwE8/QeyzIu41rWM6NhKWkrwCujzmNb6cj3HMV9JLkENRnH8PZOh+FVNiP7FPebR5GOenpNmjMnBLBzaMKdWltb9FugAOxwmMDI0aTW1mYV1sDBvjUZPjc3T4sTEREREU+oZ00RS2/dTGb7VoLVU7Mqpc/Fntbcq2qOyhiGtW3l4u2PcHz9ElYOns1j1VezrWxUXoMagBW7Hfw23KBjukU67Om1uR3ZDQfCmgnFexLUoQITJpNavTLrcaeN8fPSxjTGqG+NiIiISCFTZU2Rcttaabz7DgIjR+OrqMzrtfakgiQzMCD7POSoBsV3MaN+KX2TdaysnELt0JM71JfmULkGNdsaHPa3GX5wsY7pFumozXUO6/e7LJiQ/Zcek06R3rSBYBEf232o0ORptD31t6zHzRsXYFezYe1el4kDVREoIiIiUqgU1hQhYwwNP7wFu6QE//AReb/evYG59I16tAXKGAYldnNcw1v0T+xjXfl4XhpzIfFAdoFLLsdzH9ScMNTudfn6gjCVURWniXTU02vTjO+f27bB9Mb14GQIjJuQh5X1PMFJU2i4+w5MJo3l73il0qBym+qBNs+vTyusERERESlgCmuKUGrVctyWZkI1s/LapwbAmPYtUOP7dn6i4bFtTG1cTp9kPevLxvHaqHNpC2Z3shR0LqhJO4ZlOzIMrbAY319vdESy8dSaDAsm5LgFat1q/MNHYkc9LtHroYITJ0M6TXrj+qy3hs0fF+D59Rk+eUqeFiciIiIinaawpsi4Lc00/eZnBMdNwA7lv9fK3nSQtAMDcjzV2nIyTGjewAn1i4lmYqwrn8BLYy4kFsitAU5nghpjDMt3tfep+da5kZyuL1KsXNfwzLo0v/xAbmGL+tW8k11Sin/kaJK1K3IIa/x84aEYxhisDvb2EhEREZGuVTRhjWVZ7wOuBE4ABgBbgb8AtxpjWrpzbV3FGEP9j76Lr6IS34BBXXLN+4NzqTIQyLIIxRdvoXTbakq2r+GEOptNA6axpmoyaV/ujZA7E9QAbKp3aYgZ7rg0qj41Ill6a6dDQ8wwf1xuX3ZSa2uJnKRSkEOFqqeRql0Ol1yR1bh54wLsVt8aERERkYJWNGEN8BXaA5pvANuB44FvA6dbljXHGON249q6RHrtKkxrM6Ga2V3209S9bTCiomP3tZwMkT2bKdm5llDdLlIV/WmeeSYPOIMpCef+qXowpIHcg5q6Npf1+1xuPDdMeVhBjUi2nlqT5oThPqpy6PNkjCG9bjXlV38sDyvruYKTptD2xGNZjxtYZjN5kI/n1LdGREREpGAVU1hzkTFm3yEfv2BZVj1wLzAfeLZbVtVFTDpF0//+DP+osXk/pvughrSftvQxToEyhmDjHkp2riO6exPGtokNHkfzzAWky/sB4C5qy3kNna2mAYilDG/tdBjTL7fGqCICT67J/cjuzI5tuM1NBCdN8XhVPVtw8jQafvoDTDqFFcjuJLz54/w8vz7Dp1SsJCIiIlKQiiaseVdQc9CbB34d2pVr6Q7JFW+Bz4d/0JAuu+bWRITyEByuKCbQUk901waiuzfgS8aI9xtOw6zzSAwcBfZ7A5GWpKEs1PGKFi+qaQAct72hcGXE4htn5b/Hj0hv1JIwvLghw3fOy63XU6p2Bb4BA/H3G+Dxynq24IRqyGRIb1xHcGJ2Qdb8cQE+9+c29a0RERERKVBFE9YcwbwDv9Ye6461tbXU1NQc9u8WL17s5Zo8ZzIZWh64l8CoMVh21x01/afASfQ/5L2ZL9ZMdPcmors3EGypJ1k1iNbJc4gNGYcJHjkIufPSEr70cMera7yopjloxW4H18DN50f0hqYIHek5n0gkunglPdsza9OUhSxOGpljv5ra5QSrp3m8qp7PjpYQGDWW5KoVWYc188b62dNiWLPXZZK2QomIiIgUnKINayzLGgp8B3jaGLOou9eTT5ltm8F18Q0Y2GXXTLg2jQmYUtJK2aYNRPZsJtS0j1R5X+JjjqN+yDicaHlWcx6tusarSppDbdjvsL/VcPvFEYJ+BTUiuXq8Ns05kwI5N+ZO1a4kVDPL41X1DsHqqe1Nhi/7QFbjBhzsW7MurbBGREREpAD1yLDGsqwFwFMduOsLxpj5hxlfCjwCZIBrO3LN6urqgq+gOZLmB+7F168/1mG2F+WDG4+zYWeS/q1LmbR+MamyPiRGT6Nx8FgypZU5zXmwuubQUOZw9/HK7haXDftdvn1emMocGqJK73Ck53w0muNZ9EXIGMPfa9PcdmFuW6CM65JcvULNhY8gWD2VtscfzmnsGeP9PLMuzf85VVs8RURERApNjwxrgFeB6g7cL/buP7AsKww8CowB5hljtnu8toLjNjcTGDU6v9doa8Op24ezfx9uawvPVl5InyH92TPp33MOaN7NyzDmaJriLst3OnxxfojhVfqJs0hnrNjlsKPJ5ZxJOTYX3r4V09pCsHqqxyvrHYLV02j47+9jUkmsYHbN48+eGOCa37WRcQx+n6oHRURERApJjwxrjDExYHW24yzLCgB/BmYBC4wxy71eW0Fy0lj+3N4oHYkxLm5LC07dfpy6fZhYDLu8nNJ/uxLfyLFsfCLIcUN8ZEp7VlVKLGVYst1hWKXNtCE98ukhUlAeX5Vm1ggf/XN8LUjVLsc3aAi+Pn09XlnvEJxYDa5DasM6QlkGWvPHBWhNGhZtc5g9Sq93IiIiIoWkaL47syzLBn4HnAlcYIxZ2M1L6jJWJIrb2tLpNzsmncZpqMdpqMNtqMek0/gqKym/6loCI8dgl5YBsKvJxXXj9In2rJ/Uph3Dku0ZKiIW3zpX2wJEvPB4bZrzqrM7VvpQqdqVOrL7KOxwhMDocaRWvZ11WFMWtjhltJ8nV6cV1oiIiIgUmGL67uxu4Argu0CbZVmzD/m77b15O1TZBz9K829+hq//QOxIx/tGGNfBbWnBbWzAaazHbW7CCgTx9elLxSe/QGDoCKzQe8vutze5VEQs/Dk2E+0OrmtYtsPBZ8MtF+jkJxEvNMZcXtmU4QcX597jJ1m7nMjsUz1cVe8TnDyN5KrllP1b9mPPnhTg8VVpbjw3t55CIiIiIpIfxRTWnHfg1+sP3A51E/DtLl1NFwpOnIxdUUly6Zv4h49sbzYcfmcgYRwHE4/jxlpxW1txW5pwW1oAg11WQenFVxwYO+CYQcYfl6ToW9Kzwo4Vux3iacMPLokSUO8GEU88tirNgFKLE4bn1vvJuC6p1SupuPZTHq+sdwlNnUHLA/fmNPbsiQFu/HucprhLRaRnbVsVERER6c2KJqwxxozq7jV0F8u26fONW0itWUXL/b8ivWkD2DZW8MDWhEwGk8m03zccxi4ppfTSD+AfOBhf/4FY/o5/mjiuoSFuGNuv53zTv2avw/42w/cuihANKqgR8cpDb6e4dFoQO8cqu8yWjZhYG8FJai58NKFpM6i/7QbclmbssvKsxh4/zEdlxOK5dRkuPS737WoiIiIi4q2iCWuKnWVZhCZNIXTLnbixNtymRtx4+2FZVjCIHSnBLi/HCnTum/W9LQYMVIR7Ruixsc5ha4PLLRdEqNIR3SKeiacM/1id5uGPleU8R3L5MvwjRuGrrPJwZb1PYMx4rGgJyZVvEZl9WlZjfbbFggkBnlyTVlgjIiIiUkAU1hQhO1qCHc3PMdg7m9v71fh6QL+abQ0O6/e7fPvcMIPKFdSIeOnJNWmCPov543L/MpNc+RahqTM8XFXvZPl8hCYfR3L5sqzDGmjfCnXr0/E8rExEREREcqV3qOKpPy5NURkp/KBmZ5NL7R6Xb5wVZnhVbv00ROTI/vJ2ioumBDrVAyq5fBmhKdM9XFXvFZw2g+SKt3Iae9ZEPxv2u2zY73i8KhERERHJlcIa8VRT3FBV4GHN7haXFbscvnZmmLH9FNSIeC3tGP66Ms1lndhW48baSG9YS3CaKms6IjRtBqkVyzCum/XY4VU+qgfaPLk6nYeViYiIiEguFNaIZ5oThpRjqCjgsGZfq8vbOx2+dHqIiQMV1Ijkw4sbMiTShnMmBXKeI1W7AisQIDh+oocr671CU6fjNjeR2bo5p/FnT2zvWyMiIiIihUFhjXhmf6tLyGcR8hdmWLOv1WXpDofx/WymDla7JpF8+cvbKc6tDnTqdLXkimUEq6dh+XMPfIqJr6ov/mEjSK5YltP4cyYFeGZtmmTGeLwyEREREcmFwhrxTF3MUBoqzKBmb8u/gpqvnxXp7uWI9Fqua3h4eYrLpnXuZKHkircITVW/mmyEph2fc1hz+vgAroHn16m6RkRERKQQKKwRzzz0dqogw5rdzS7Ldjh8YV5IQY1Inr251WFvi+HCKblXxBhjSC1fRlBhTVZCU2eQfHtpTmPDAYtzqwM8vFxhjYiIiEghUFgjnomnIFpgOxa2NTq8vdPhP08PcdwQbX0SybeHlqeYP85PVTT3Ly/Orh04dft0bHeWQtNnkl6/BrelOafxl04L8ujKFK6rrVAiIiIi3U1hjXgmkTFEAoVTWbNhv0PtHpfrzgozRT1qRPLOGMOf3kpxeSdOgQJILFuEb8gw/AMHe7Sy4hAYPwm7rJzE0jdzGn9+dYA9LYZF23SEt4iIiEh3U1gjnklmDMECyERcY1i5O8Omepebzoswrr9OfRLpCq9vcdhS73LFjE72q1m2iPD0Go9WVTws2yY04wSSS3ILa/qU2Mwb6+eRFSmPVyYiIiIi2VJYI57IOAYD+O3uraxJOYbF2xz2tRq+d1GEYZX6FBfpKr9bnOScSQH6lXbueZdctpjQjBM8WlVxCdecRGLJGzmPv2RqUH1rRERERAqA3smKJw62OLC6MatpTRoWbs7guHDHJVH6lujTW6SrpB3DH5em+FBN56pqnMYG0pvWE5qhyppchGbOIrVmJW5rS07jL5kWYNVuh3X7tBVKREREpDvp3ax4ynRTX8q9LS4Lt2SojFjccWmEkgI8lUqkN3t6TZpYynDx1E5ugXprCXZFFYHR4zxaWXEJjp+EFS0h+dbinMaP7ONjxlAfjyzXVigRERGR7qSwRjwR8IEFZLr4FBHXGNbuc1i2w+Gzp4X47oVRfN28FUukGP1ucYrLjgt2OihNLnuT0PSZWN1ZpteDWT4f4RknkFj8es5zXDI1wCMrtBVKREREpDsprBFPWJZFyG+R6MLv72Mpw5tbHXY2udx8QYTpQwugu7FIEWpLGh5e3vktUACJtxZrC1QnhWbO6lTfmkunBXllU4a9La6HqxIRERGRbCisEc+Uhy0a411TWbOj0eXVzRn8PvjRpVGGVOhTWaS7PLIiRUnQYsGEQKfmceMxUrUrCau5cKeEa04itXolbltrTuOnD/Uxqo/NX97WVigRERGR7qJ3uOKZD58YZG+ri8lj45pYyrBoW4bavQ5fmBfi9oujRILaLiHSnX63OMUHB8maHQAAIABJREFUjg/i93VyC9TSRVjBIMHqqR6trDgFJ1RjhcMk31qS03jLsrhyZpA/LFFYIyIiItJdFNaIZyb095FyYEeT92FNxjWs2+fw8qYMFu3VNFMHa9uTSHfb1+ryxOo0H6oJdXquxJuvEp45C8vfuQqdYmf5/YSmd65vzVUzg7y4IcPWBp0KJSIiItIdFNaIZ4J+iy/MC7F6r0Ms5U1g47qGLQ0OL27IsLvF5Yazw9x+SZSysKppRArBH5emGNXHZtZIX6fnSrz5GuETT/ZgVRKumUViae59a6YM9jN9iI8HVF0jIiIi0i0U1oinpg7206/EYtG2DK3J3AObRLq9kuaFDRk21bl8bm6IH18eZVTfzr8hFBFvGGP41WtJrp0V6vTpTU5jA6m1tYRnzfFodcUtPHMWqVUrcGNtOc9xVU2Q3y9WWCMiIiLSHRTWiOduuSBCZcTi1c0Z1u1zcDp4nHc8bdjW4LBoW4YXNqTZ3+by+Xlhfvq+9i1Pto7kFikoS7Y7LN/l8NFZHmyBWrwQu6oPgbETPFiZBCdNwQqFcu5bA/DBmUHe2umwclfGw5WJiIiISEeo6Yd4zmdbfPfCKJvrHH7wbIJtjS7DK236lViUBC0sCxwXYmlDPAWtKUN9zKUpYSgJWgwotfnamVH6lypLFClkv3wtyfmTAwyt7PxzNfHGq4RPmN3pCh1pZ/kDhGeeSHzhy0ROPi2nOUZU+Zg71s/vl6T47gX6dkFERESkK+m7L8mbUX19/PjfoqzZ6/Kr15JsqnNx+VeVjW1ZRANQErS45sQQo/vaVEUV0Ij0BG1Jw+8XJ7n/w6WdnssYQ3zhy1R+7NMerEwOisyZT8uD98GXrst5jqtPCHLzEwm+c14En6obRURERLqMwhrJK59tMXmQjx9dFsVxDbEUuMbgty2iQfRTdJEe6sFlKUpDFudXd/7kpszmDTg7txOeM8+DlclB4Tlzqb/922R2bsc/ZFhOc3zw+BBfeijGE6vTnD856PEKRURERORIVMYgXcZnW5SFLSoiNiUhS0GNSA/2y4VJPjorhN/X+edx7OXnCU6agr/fAA9WJgcFhg7HP2oM8VdfyHmOsrDFlTND/PK1pIcrExEREZFjUVgjIiJZWbY9w2ubM/zH7M43FgaIv/oCkVPmezKXvFNkznzir+Qe1gB8/OQQf12ZZleT69GqRERERORYFNaIiEhWfvJSggsnBxjTz9fpudzWFpJLFxE5dX7nFybvEZkzl8Sbr2GSuVfGnDjCx5RBPn7zhqprRERERLqKwhoREemwujaX3y9J8bm5YU/mi7/+MnZZGcHqaZ7MJ+8UPv4EsG0SS9/IeQ7Lsvj4ySF+tTCJ65pjDxARERGRTlNYIyIiHfar15KMqrJZMMGb/vTxV14gMmcelq/zVTryXlYwRHjWnE5vhbq6JsjuZpcnVqc9WpmIiIiIHI3CGhER6ZCMY7j75SSfPS3sSYNw4zjtYc0pOgUqnyJz5hJ/9cVOzVEZtfnIiSHueiHh0apERERE5GgU1oiISIc8siJNY9zlmhO9aSycXPompq1FzYXzLDJnHpmtm0hv3dypeb44L8xTazOs2JXxZmEiIiIickQKa0RE5JiMMXz/mTifOiVMWbjzVTUAbU/9jcicedglpZ7MJ4fnHzSEYPU0Ys/8vVPzTBzo47zqAHe9oEbDIiIiIvmmsEZERI7puXUZ3trh8MV53jQWNpkMsWefILrgfE/mk6MrOfsC2p78W6fn+dK8MPcvSrK3Rcd4i4iIiOSTwhoRETmm7z0T5yOzQgyp8ObLRmLxQkw8TuS00z2ZT44uuuB80uvXkNq4rlPznDnBz4T+Pn7+iqprRERERPJJYY2IiBzV4m0Znlmb4WtneFNVAxB76nEip52OHYl6NqccmX/QYELTa4g99Xin5rEsiy/OC3P3ywliKR3jLSIiIpIvRRnWWJb1D8uyjGVZt3T3WkRECt33n0nwvulBxvX35nhtk0kTe+5JomdpC1RXih7YCmVM50KWq08IEvJb3POqqmtERERE8qXowhrLsq4Epnf3OkREeoJVux3+/FaK/zrTu6qa+MKXMek0kTk6srsrlZxxLpntW0ivXdWpeYJ+i+vPCvP9Z+KqrhERERHJk6IKayzLqgTuBP6zu9ciItITXPdYjEunBZg53O/ZnG2P/YXomedihyOezSnH5uvXn/DMk2h7snNboQCuPSmk6hoRERGRPCqqsAa4HVhpjPlDdy9ERKTQvbwxzeOr0tx6gXd9ZZzGemIvPEPpxe/zbE7puOjZF9D2VOe3Qh1aXdOaVHWNiIiIiNe8+1FpgbMs61TgGnLcAlVbW0tNTc1h/27x4sWdWJmIFKojPecTiUQXr6TrGWP46iMx/mN2iIkDvelVA9D2j7/iHzyE0IwTPJtTOi56+tnUf//bpFYsIzTt+E7N9dFZIX74XIJbn4pz64VqFC0iIiLipaKorLEsKwDcA9xhjFnT3esRESl0D72dZvkuh2+d691WJWMMrY/+idILL8eyLM/mlY7zVVYRPukU2p74a6fnCvot/vvyKD98LsH6fY4HqxMRERGRg3pcZY1lWQuApzpw1xeMMfMP/P6/gAjw3VyvW11drQoakSJzpOd8NNq7qwjSjuG6x2J8+fQwg8q9y/STby8hvXE9JdoC1a1KL7yc+u/dSOVnv9rpvkHnVgc5Z1KALz0c468fL/NohSIiIiLSEytrXgWqO3C7BsCyrBHA9cANQMiyrMoDjYY55GPvavxFRHq4X72WpDFu+Mrp3jYAbnnwd0TPOAd/vwGezivZic5fgBUIEnvyb57Md+dlUZ5cnebxVSlP5hMRERGRHhjWGGNixpjVHbhtPTBkDBAG7gcaDrkBfOXA76d1+QMRESlAdW0uN/49zrfOjVAW9m6rklO3n9gz/6DsfVd5NqfkxgoEKb3kClr+7E2v/bH9fHzljDBf+EuMuI7yFhEREfFEjwtrcrAMOP0wN2gPcE4H1nfP0kRECst//TXOyD42n5wT8nTelof/SGDkaELHn+jpvJKb0ss+SGr1CpKrlnsy3/VnRTDATU/EPZlPREREpNj1+rDGGNNojHn+3bcDf73lwMet3blGEZFC8NKGNL99I8k97y/BZ3tXVeMm4rQ8cC/lV12rxsIFwj9oMJHTzqDlT7/zZL5o0OIX7y/hh88lWLQ148mcIiIiIsWs14c1IiJybKmM4VMPxvjsqSFqhnvbe771kQexgiFKzrvY03mlc8o+cA1t/3iUzN7dnsx3xoQAn5gT4gP3ttIYcz2ZU0RERKRYFW1YY4yxjDHf7O51iIgUgm/9PU5LwnDz+d6edGXSKZrv/zXlV38MKxD0dG7pnPAJswlNmkrz//2lZ3P+6NIoVVGLa//QhjHqXyMiIiKSq6INa0REpN1z69Lc8VyC+64u8bSpMEDrQ/8P0mlKL32/p/NK51mWRcXHP0fLQw+Q2bXDkzlDfov/95FSnluX4c7nE57MKSIiIlKMFNaIiBSx+jaXD9/fytfODDNvXMDTud14jMZf303Fxz6DHfG2Yke8EZ59KuHjamj8+V2ezTmmn497P1TC1x+L8+qmtGfzioiIiBQThTUiIkXKGMPH/9jG0Aqbb58b8Xz+lgfuxQ6HKb30Cs/nFm9YlkXlF/6Ltn88SmrNSs/mvWRakM/PDfP+37ays0n9a0RERESypbBGRKRI/fSlJE+uSfO7D5cS8Hm7/Smzbw9N995D5f/5knrVFLjQpCmUnH0hDf99u6d9Zm67MMKUQT4u+EULLQn1rxERERHJhsIaEZEi9OTqNP/5cIz7PlTKuP4+z+dvuOs2ghOnED3nIs/nFu9Vfvo/Sb69mPhzT3o2Z8Bn8eC1ZRgD7/tNC6mMAhsRERGRjlJYIyJSZNbscXj/b1u56bwIlx7nfdVL/M3XiD3zBH2+9m0sy9uKHckP/+ChVHzss9T/8GbctlbP5i0PWzz+yTLW7Xe55FetxFIKbEREREQ6QmGNiEgR2d3sctGvWrhgSoDrFoQ9n99ta6Xulm9Q/qF/Jzh2vOfzS/6UX/3v2CVlNPzkB57OO6TC5qXPlbO10eWcn7fQFFcPGxEREZFjUVgjIlIkdjS6zPtJMyOqbH71gZK8VL003HkbdiRK5Sc/7/nckl9WIEjfb99O6yMPEvNwOxTA0EqbFz5bRjxtOP3uFva1KrARERERORqFNSIiRWBLvcPcnzQztp+Pxz5eRiTofVDT+vjDtD7+EP1uuh0rGPJ8fsm/0ORpVH3uq9TdfB3prZs9nbtfqc2znymnLGQx98fNbKl3PJ1fREREpDdRWCMi0sut2u0w9yctTBvs46GPlRIOeB/UJFe+Td13r6fv179DcOIUz+eXrlN25UcJn3Qqe7/0CZymRk/nLg9b/OOTZUwY4GPGD5r507KUp/OLiIiI9BYKa0REerEnV6c5+a5m5o/z8+C1pYT83gc1mf172fe1T1N2+ZWUXvw+z+eXrmVZFn2/9X3s8nL2fe0zuIm4p/NHghYP/Xsp3zonwofua+U/HmijLanGwyIiIiKHUlgjItJL/c/LCS78ZQvXLQjz26tKCPi8D2rclmb2fv5jBEaNpeoLX/d8fukedjjMgDt+jttQx95Pf8TzChvbtvji/DBv/Gc5r25KM/OOJhZvy3h6DREREZGeTGGNiEgv0xR3+dB9rXzlkRgPXFPK1xdE8tJM2GlqZM/nrsUKBul/+91Yfr/n15Du4+vbj4G/+AMGw+5r30dy5VueX2P6UD+LvlzBmRMCzL6zmS891EZjTM2HRURERBTWiIj0In9flWL67c2s2u2w+MsVXD49mJfrZHbvYs8nrgLbZsCP/xe7pDQv15Hu5ausYuD/3Edkzlx2f+yDNP7yJ5iMtxUw0aDF/1xRwhOfKuPptRnG3tLE7c/EiaW0NUpERESKl8KaAlBTU0NNTU13L8NTekyFr7c9Huidj+mgYz22tXsdLvhFC5f+upWrTwiy8EvlVA/yeb4OYwytjz7IzisvwD94CAPvvhdfeUWHxvaGf5/e8Bggu8dhh8P0+cqNDLjzF7T+5QF2f/yDpNas9HxNZ0wIsPQr5dxxSZSfvZJk9Hcauf5vMTbXHf7UqN7ybyEiIiJyOAprRER6sNV7HD76u1amfK+JkB9qr6vglguieWkknN62hb2f/xj1P/ouVZ/7Gv3v/CV2JOr5daQwRU4+jcF/eIzA8FHsuuZy9t/wZVLrVnt6Db/P4tqTQqz5RgW3XxzluXUZxtzSxPn3tPDI8hSpjKptREREpDiowYCISA9T3+by4LIUv1+S4qWNGc6vDvD8Z8s4ZUwgL9fL7N5F8/2/ouXPfyAy+1SGPPA4/kFD8nItKWy+yir6fecOyq66lqZ77mLXhy4mNL2G0osuJ3LaGfiq+npynaDf4iOzQnxkVoi3dmS459UkH76/FQOcOT7AedUBUqH+BJP7PLmeiIiISKFRWCMiUuBc1xArGUtL5QzOv6eFp9emGVphc1VNkJ9fUZKX7U5urI3Em6/R+thfiL/4DMHJ0xjw418TOfFkz68lPU9o0hQG3PlL0tu30vrQAzT+8qfU3XI9wcnTiMyZR2T2aQQnTcYKhjp9relD/fzPFX5+dGmUF9an+Xttmh89n2DtrN8TTOzh/b9tZdYIH7NG+pk22EdVVEXDIiIi0vMprBERKSCJtGHDfofVe12Wbs+wbIfDa5sz1B//P0Rb1zNlkI9vnh3m5FF+T094cttaSa1eSXLV2yQWvkxi6ZvY4QiR+Wcx6Dd/IjR5mmfXkt4jMGwEVZ/7GpWf/SrpDWuJv/oC8VdeoOl/fwY+m9DEKQQnTyMwZjyBsRMIjh2PXVqW07XCAYtzqoOcUx3kLmDqnAtoK69myNk38ee3Unzz8TjJDAwotage6GPSQB9j+toMqbAZUm4ztKL992Vh77cIioiIiHhNYY2ISJ64rqE1Ba1J889bS9LQEDPsaXHZ3WLY3eyyp9Vld7Nhe6PL9iYXY2BwucWMoX6OH+bj4yeHuPE/zsKfaeUHv158zOsaYyCdwk0kMMn2m9vaitvUiNvchNvUgFNfR2bndjI7tpHZsQ1n3x6sUIjA+EmETziZio9/jtDUGTqOWzrEsiyC4yYSHDeRims+gZtIkFq9guTypaRWryTx4OukN2+ETBq7sgr/0OH4h43AP2Q4vr798FX1xde3H3ZVH3x9+rafLuYPHDWQDCV3E9q3m7suvwOAtGPYVOeyeq9D7W6H2j0O/1idZkejy44ml7ZU+7jSEAwptxlUblMVsah8x81+18cWZWGLsN8iEoBIwCIcwNOgVERERORwLGPUrO9YLMtyIpGIXV1dnZf5a2trAcjX/N1Bj6nw9bbHA133mJYsWYIViBAaMAFjaL/BO37vHuGl1bLAb7ffAj4LXyqO300RMC5+HEKkCZoMdvuM7YMMxOMxACLhyDv+HA5c1DUY44Lrtn98OLaN5fOBz4fl80MwiBUIYAWCWMFg+5aVPL4J7Q2fc73hMUA3PQ5jMOkUJpXCpFOQSrd/7GQgk8E4Tvvn76FsG8u2wbLBttp/BbAgHo9jgGi0BOvAnx34zz9/OZSDTRofGWzS+HEr+uC4tN8MZFxwXPPPjx336M9j++CvFqR2vc2BJ+SSTv9/EpHeYBTQbIwZ3d0LEZGeS2FNB1iW5QB2JBLJy/yJRAKAcDicl/m7gx5T4ettjwe67jHF43EA8vWacDi94d9Lj6Fw9IbHUUiPIR6PE4lEenyIJyLeqK2tJR6P1xtjvOm6LiJFSfXtHbNs5syZMxcvPvb2g1zU1NQAkK/5u4MeU+HrbY8Huu4xRaNRqquru/T/XW/499JjKBy94XEU0mPojtcEESlcNTU1LFmyZHN3r0NEejYdmSAiIiIiIiIiUkAU1oiIiIiIiIiIFBCFNSIiIiIiIiIiBURhjYiIiIiIiIhIAVFYIyIiIiIiIiJSQHR0dwdYlrU4n6dBiUjPopNfRORQek0QkUMdOA1qiTGmprvXIiI9lyprREREREREREQKiMIaEREREREREZECorBGRERERERERKSAKKwRERERERERESkgCmtERERERERERAqIwhoRERERERERkQKisEZEREREREREpIAorBERERERERERKSAKa0RERERERERECojCGhERERERERGRAqKwRkRERERERESkgCisEREREREREREpIAprREREREREREQKiMIaEREREREREZEC4u/uBYiIiIiI9DRtSZfajY1YDfuZNn0YwZJody9JRER6EYU1IiIiIiId9PiqFLc/uI2X68txLB/Qj3737+CjZbV8+6unUdKvqruXKCIivYC2QYmIiIiIHEPaMXz0viYu/0UDw9e9yFNTXqbliy003hTmtvlpHoxNYO4Na9i2clN3L1VERHoBhTUiIiIiIkeRzBgu+VULzyyp5/Fd1/G/31/A6Z+4jNJRI6moiPIf75/MoptGUhL1c9LdKRa/ubm7lywiIj2cwhoRERERkSMwxvDpB9tYtbGJP6/4BKd9/5sEhg5/z/369Ynw9PdnMj+6g0vvTbC/PtYNqxURkd5CYY2IiIiIyBH8amGSPy5O8Is3P8XUb36dwKgxR7xv0G/zm5vm0M9p4pofrcUY04UrFRGR3qRowxrLsv5hWZaxLOuW7l6LiIiIiBSeNXscvvhQjNsa/5eaM48nOu/MY44JlYT5w2UOrzRWccfDu7pglSIi0hsVZVhjWdaVwPTuXoeIiIiIFKZUxvCh+1s5r3wnl2z5E5Wf+XKHx046ew7/HXqU65/3s2FfJo+rFBGR3qrowhrLsiqBO4H/7O61iIiIiEhhuvHvcfY2u9y08MtUffzz+CqzO5L76i9fxuzmpdzwf3U6lIiIZK/owhrgdmClMeYP3b0QERERESk8y3dm+MGzCe4ZvpAKt43SS67Ieg7/kGHcdPx+/ri1ihU703lYpYiI9Gb+7l5AV7Is61TgGnLYAlVbW0tNTc1h/27x4sWdXJmIFKIjPecTiYReE0SK0NFeE6R3+dY/4lw21ce0v9xK+TUfxwqFcppn7kcv5OzPPcs37p/Bo18b7fEqRUSkNyuayhrLsgLAPcAdxpg13b0eERERESk8i7dleGR5mq+FX8ZkMpRe+oGc5/KVV3Dj+M08vqOU1zerd42IiHRcMVXW/BcQAb6by+Dq6mr9tFykyBzpOR+NRvWaIFKEjvaaIL3Hd5+K84Hjgwx/4tdE3ncVdjjcqflqrrqQy775d6770zk8+5WBHq1SRER6u6KorLEsawRwPXADELIsq/JAo2EO+djXfSsUERERke62Yb/DI8vTfHH8HlKrV1B60b91es7gmPH8V5+lvLLd4pm16l0jIiIdUxRhDTAGCAP3Aw2H3AC+cuD307pnaSIiIiJSCH7yYoLTxvgZ//qDhE84Gf+gIZ7MO/mDF/OhPQ9z3SMtGGM8mVNERHq3YglrlgGnH+YG7QHO6cD67lmaiIiIiHS3prjLr19P8sXT/LT+/WFKLrrcs7kjc+bx+fQTrNqV4eHlqq4REZFjK4qeNcaYRuD5d/+5ZVkAW4wx7/k7ERERESkev16YZGCZzZmNr9GQTBI9/WzP5rZsm9GXnMu1LzzOLU9exqXTAge/DxURETmsYqmsERERERE5LMc1/PjFJF+YGyb+tz9TctYF2OGIp9coOfdirll9Dyt3ZXh2nU6GEhGRoyvqsMYYYxljvtnd6xARERGR7vPC+gx7Wl2untBG/KXnKLnQuy1QB/n7D2TE8ZP4YKSW7z8T93x+ERHpXYo6rBERERER+f2SFBdPCeJ79lH8Q4cTOu74vFyn5LxL+fdld/LM2gxLt6u6RkREjkxhjYiIiIgUrUTa8KdlKa6qCdL6t4covfDyvPWTiZ5+FqOa13P+kGZ++lIiL9cQEZHeQWGNiIiIiBStv9emsSxYULGX9Npaomedn7dr2ZEokdmnck38WR5YmqIx5ubtWiIi0rMprBERERGRovX7xUneNz2I89qzBEaPIzBsRF6vF5m3gJNe/y0DS23uX5zK67VERKTnUlgjIiIiIkUpnjL8bVWaDxwfJP7Ss0Tmnpn3a0ZOmY/Zv4ePjG3iN68n8349ERHpmRTWiIiIiEhRemZdmqDP4rRBcRKL3yBy2hl5v6avsorQ9Boua3iKJdsdVu5So2EREXkvhTUiIiIiUpQeXZHmvOoAmTdfwS4tJTR1epdcNzpvAf1efYR5Y/3ct0hboURE5L0U1oiIiIhI0XFdw19XprhoaqB9C9Qp87F8vi65dmTemaTXreaq8W38bnEK1zVdcl0REek5FNaIiIiISNFZvN1hX6vh3Ak+4q+8QGRu/rdAHRQYNpLA6HGcV/cc+9tcnl+vrVAiIvJOCmtEREREpOg8uiLF3LF+ohuW4cZaiZx0apdePzJvAcFXnuDiKUHuW6RGwyIi8k4Ka0RERESk6Dy6Is1FU9pPgQrXnIRdUtql14/OO5PEkjf40NQMf3orRSylrVAiIvIvCmtEREREpKhsqXd4e6fDxVMDxF97iciceV2+huDk4/BVVjF3/ytEAhaPLFejYRER+ReFNSK9hOsa2pKGprhLY8ylOWFw1LBQRETkPf66Mk31QJtRdiPpdasJn3RKl6/Bsm3CJ52Cs+gVrpwZ1KlQIiLyDv7uXoCIZMcYQ1PcsKvZ8MelKdpShtakIZF5bzBjAaUhi6tqQozvb9O3RPmsiOSH4xrq2tpvzYn216Sn16Q5c0KAkpDFgFKLweU2Qb/V3UsV4dEVKS6eGiSx6Fl8/QYQGD2uW9YRPukUGn92J1d/OMjJ/93CnhaXgWX6Wi0iIgprRHqEujaXbQ0uv1+SojFmSLuGaMCiImxRGbEYVmETCUDIb+Gz20MaF4inDI1xw4PLUtTHXPpGbW48N0J5WG+WRKTzGmIum+pcfr84RUPcYIyhJGgRCVoEbbBteHptmkQamhIGY2BElc31Z4fx2Xodku7RnDA8vz7Dt8+NkPjdq4RnzcGyuufzMXziyTjf+irT2cH4fpX8YXGKL84Pd8taRESksCisESlQbUnDqj0O976RpC1lKA9Z9C2xGV5pUxmxCPqO/Y1lMGJREYGRfSCWMqze6/DVR2LcdF6EQeX6yZ2IZC+RNqzb5/DrhUmaEobKsE3fEoux/WwqwtYRQxhjDPvbDLV7HK57LM7tF0e7eOUi7Z5YnaYibDFrhI/db7xK5Sc+321r8fcfSGDMeJJvvMKHT7yc+xYlFdbI/2fvvsPius+8/7+/50yjM4AAgQSoCwQqli3LsuUktrLZOH37Xs+W50l2ky1pjlPsOHGLLdtxYidO3c22PJvs/p7dZLPZdCd2iuXeJQGqgBBI9A7Tzjnf3x8DCBBlgIEZmPt1Xb4cDXNmvs6lOcz5nPu+v0IIAUhYI0TSGQppHvxFgAv9mkxv9C50cZaBd5GtA+kexZ5Sk1OdDp/+cYDPvj0Nf7oENkKI2Fzod/jKk0HaBjU+F5TkGOwqMUj3xHZuUkqxJlOR6VUcabA412NTnmcu8aqFuNwPjod56w43+uJ57Iut+K66JqHr8e07QOD5p/iTT/4Rt/8oQF2bTVWxfDaEECLVyZWaEEnCdjSHHwvwof8aIRCBK8tMDmxwU+43Fx3UjFFKsa3QpDBTcedPAjKAWAgxK9vRnGi3+eB3h/n0jwNoDXvXmRzc6GJzgRlzUDNRmjsa2jT3OkuwYiFmZ9maH9VFt+wOPv80roqNuIrWJnRNvn0HCL74LOuz4doNLv7zVRk0LIQQQsIaIZLCxX6Hm783wvk+h10lJleVuchbwqqXqiKTiA3HL9pL9h5CiOTkBEawOtqw2i9i9/ehnctDE8fR1LXZfPC7IzzyqyCFmQav3+RiV6mL/Axj0fM9PKbiZ/WRRb2GEAvy013zAAAgAElEQVTxdJPFUEjzW9vdBF94hrSrDiR6Sfiu2IcOBAjXH+P3dnn47msS1gghhJA2KCESynY09/4syLlemzK/yZYCA1cMs2gWy2UqKvIM/v7pEF/5/dhPAzoSxu7uwunvxRkexhkZJvCbx8G2xi/4lGmCy03agddhZOfgXleOkV+QsOGNQqQyrTVObw+RxjMM/+h7OMND6HA4OoUcBVqDaWD688l5z/sxi4o52+XwxV8HCduwIc9gvd/AFedhwCFb87Yd7ri+phCx+MHx0R3KPND78gvkffyORC8JIyMTb81ugs8/ze+8q4ab/3uEk+0224qkFUoIIVKZhDVCJEjviDPaigT7ylzLPj+mJMfgZIdNx6BD4TTbhGrbxu7qwO5sZ+gH38UZHEAHAmAoDF86yutFeTwory8a0Bijr+E4aCtC8Jnf4IwM4wwOoLxpZP/Je/BUVqMMKegTYqnZA/1ETp9g8L/+HT0ygpGdg5nrx7W2FJWRgfL5AAVWBGdoCKujjdoHH+b/K3kXXet2UpFvUuFfmvBYa03fiJ72vCPEUvtxfYS/udaL1dyE09OFb/dViV4SMDq35rmnKHv337CvzOQ7r4W5/bfSEr0sIYQQCSRhjRAJcKbT5sHHg6zJVOwoMpelmmYqj6nITTM433cprLH7+7CaGxn67/+H3d8HjsbIyMTIysa9vhwjMwuVnjGvwEWHw1id7Qx88+8wsnPIu+0z0XBHCBF3VttF+v/hUeyebozMbFxrS3EVFKK83ukPcHsYzlrDo5l/QHfOIDWtz3B1Vh+hbYeWbI39QU3Y1qzPlbBGLK8L/Q51bXa0BeqpF3CVb8TML0j0soDoFt79//J1dCjE7+z08J8S1gghRMqTsEaIZaS15t7HgjR1O1QWGaz3Jza08Kcr/vPZfnb0NDH0nW/jDA1Fw5m8PLzryjGyshcdrCiPB3fpesz8AkJHX6H3i/eT95FPxem/QAgBYLVdoP/vv4jd14ersAjfnn0YmZmzH6MVXzJupHEY8nywb0sWeet2k//cD+jesI3QmvVLstaWPoeCTAOfW1ojxfJ6/FSE9bkGmwsMul95Ad+e5KiqAfBW1aCUIlT7Gu/auZdbfxigebRFWgghRGqSsEaIZWI7mk/9KEDPiOaqMjOx22Y7NmltjZTV1nGy22DotSOYhUV4Kmsw0pbmTp7hS8OzeRuhumM4wSCGz7ck7yNEKrH7euj70kPYvT24iorxXbk/ps/w+aCPR63rANhVBIUZ0cfDnkKGynaQ/eoTdB76M4jzrKmwrbkwoLnzt+XzL5bf46ciHNrqQilF8JUXyP2rmxO9pHHK48VTvZvgy8+z9Yp97Cg2+d7RCB96nYQ1QgiRqiSsEWIZhCzNJ38QIGhp9pe7FrTdbTwYwWEymutIP/0yhhVhpLCS9uwduIoiuNTSb+Nt+PNQbjfW+SY8W7Yv+fsJsVrpUIjeLz2IdaEVM78A35VXY6Slz3lc0DF42LmBtiBU+GFjLphTcuOBDTspaa7F09tGOC++Wxqf63HI8CDVAmLZaa15/LTFA29Nw7rYin2xFd8VyVNZA+DbcxWhV14A4Hd2uvne0TAfep0Em0IIkaokrBFiiQ2HNLf9cARDwf5yFx7X8gc17v5OMmqfIb29gUhGLgMb9zCydhMRw43dCIOWid9tLfk6lFIYmVnYvT1L/l5CrEZaayJnT9H/jS+h3B68Nbsxc/0xHdsQSOPL1rWkuWD/OsiaYYyN400nlFeCr+NcXMOasKU51+tw6yG5+BTL71SHQ0ufw41b3QSPvIi5thRXcUmilzWJd89VDHzrH9FWhHft9HDfz4MzbgIghBBi9ZOwRogl1B9wuO2HATI8it2lZty3v52V1ng7m8msfRpvTxuBwnI6976ZkL94vLXBBZgKAo6Jn6UPawAwTbCW6b2EWEWcoUF6HzmM3d+Hu3wDrtJ1KDX3RVzYUXxO30hbGDb7oSJ37u6mUG4hnvZm2L4/TquHs93RqppNBVJVI5bf46cj7Cg2Kc426H75eXxX7Ev0ki7j3bkHHYkQrj/O7urdrM81+FFdhP9z9QzJqhBCiFVNwhohlkj3sMPtPwyQl66oWWtiLFdQ4zikXzhNRt0zuIf7GS7dSu+O67DSc6Z9usuAsLN8d+2UYaAde9neT4iVTmtNuO4YA//yNYzsHHx792H4YpstdSHk5ZHIQVwG7C+duZpmKis9h/SLZxex6smGQprzvQ733CS724jE+MXovBqA4CsvkP1nf5ngFV3O8KXhraoh+PLzeGv2cFOVm5/US1gjhBCpSsIaIZZA15DD7T8KUJip2FFsouI8pHNajkN660kyjz+FGQkxWFZF5/pKHO/scyxMI7orzHLRloVyu5ft/YRYyZzBAXoevg89NIh74xbMorUxnU8cDY+oQ5wLQHkubM6D+eTFjseLGQktYuWTneiwWZOlKJXtukUC2I7ml6ct/u//ysDu6sRqbkyqnaAm8l6xLzq35s/fx01Vbv7kX4exbI3LlN3ThBAi1UhYI0ScdQ45fOpHAYqyFFVFyxDUjFbSZB47ghEJMVhRw1BZJdrlielwBThLu8JJdDiEkTH7lsJCpDqtNZHTJ+j/xqMYObl4916N8sZ2d33AMnkw8gZCNuwtgbwFFLNowwVxqoBrH3ToGdF84V1zD0AWYim80mIzGNK8bvPovJr8NbjWlyd6WdPy7bmKwe98G23bvGGzm6CleabJ4uAmuckhhBCpRsIaIeJoLKgpzjKoKl7iuQxak3bxLFmv/RozEmSwfAeD5dUxhzTjL0M0sFkOWmt0YAQja/qWLCFENNDs+fy92N2deDZuwSwuiTn0bQik8WjkWvLSYO9acC/wNKQcC4zFn8NsR3Oyw2ZjvkGWTyoDRGIcabDYU2qS7VP0vPIC3j1XLU/F6wJ4d12BHhkmcuYkGduqeN0mFz+ui0hYI4QQKUjCGiHipGsoOqNmbfYSBzVa42tvIuvor3EFBhksr2GwYv4hzRjLAY97eWprdDCIjliY+QXL8n5CrDRWZzu9Dx9GmSa+3VdhZGTEdJyt4WEOcT4MW/OirU+LYYRD2O7F79p0tjt6bvnEjbIDlEicI40Rrts4Oq/m1RfJfPvvJXhFMzMys3Bv3ELo+Kt4tlVxU5WHf3ouxP1vS/TKhBBCLDdpHhciDvoD0Rk1xdlqSYMaT28bBU98G/+zPyCYv46LB/+Qgc1XLDio0RoiNqQbyxPWOP29KF8aRmbWsryfECuF1ppQ7Wv0PHAHZl4e3j17Yw5qBi2TO4KH6BiGfSWLD2oAzOAQtm9xbUtDIU1Tt8MnDvlk3oZIGK01T561uG6jG2d4iMiZk3h37U30smblrd5N6NirANxU5eboBZuWvuVsWBZCCJEMpLJGiEUaDmk++cMA+enRGTVLwTXUS/bLj+PrOs9wyVa6dh+ac3BwLMJ2tA3KZyzP7kx2dxdmXt6yvJcQK4W2IvQ8dA92dxeebVW41hTFfOz5oI9HwteR44Mr1oInTqcg93A/Vnr2go/XWlPbZlOUpSjzy1bdInHOdDl0DGmu3eAiVPcSyuPFs3lbopc1K+/O3fR/8xsAbFljsrnA4Kf1Yf7iGqlQE0KIVCJhjRCLEIxobvvhCOme6Pbc8e6BV5EQWa/9iszmOgJrymg78LtYmXG4bT4qNJrRpJtLH9Zo28Lu7cH/kduX/L2EWCmcoUF6HrwLbdv4dl8ZczWN1vCoeYizQdiUBxtyIZ6nH/dQD4HNexZ8/Pk+h6GQ5t63yFBhkVhHGiw2FxgUZxv0HX0ZT1UNypXcX3+9NXuwmhux+3oxc/28udLNj+sjEtYIIUSKSe7fVkIkMcuOVtSYSrG71MSYz764c3EcMprryDr6G2xfOp1730wovyR+rz8qZIHHgOXoULC7u1AuF661pUv/ZkKsAFbbBXofOYyRmYV3exXKFdsA0bCjeMC6kb5B2LMWCuKchygrgnuwh77c2Ct8JgpENCc7HD56g490j7Q/icQ60nBpXk342Ct4d16R4BXNzVW+ESMrm9DxV0m/7g3cVOXm9/9liLCl8bjkMyWEEKlCZtYIsQCOo7n9RwEituaK9SauOAY17v5OCp74NtlHf03/lr2073/nkgQ1ACMRSFumDSastguYhUUoQ047QoTqj9Pz0N2YRWvx7KiJOajpjbj4dOBGAhbsXxf/oAbAM9AFyiCSs7BB4HVtNv50xfYlagsVYj6ONFgc3OhGOw6h46/hrdmd6CXNSRkGnh27CI/OrXndJje2E/1vEUIIkTpSprJGKfV7wB8DVwKFQDPwX8BhrfVgItcmVp67fxpkIKi5utyFJ05lKSoSHm15qmW4ZAtdV7wJx7O0Jc8BC9KXIaxxRkZw+vrwf+jWpX8zIZKYdhx6H7kP60Irnq1VuApjr15pDKTxxci1FKZD1Rowlyj39PZeJJRTuKCtuy8OOPSMaB5+l7Q/icTrGHQ41elw3UYXVnMjTn/fighrALw79xB65UUA0jyK6ze5+cWpCDdslS28hRAiVaRMWAN8lGhA80mgBdgD3AW8QSl1QGstY/ZFTF5tsWjtd7i63EWaOz5Bja+tkZyXHkObbjqvvIlQ3tq4vO5cAha8aeQFyFna97HaWjFycjFzZbiwSF06HKLnwTtxhofx7tyDmR37B+8L6hANIdiaH5/dnmbj7blIpHTTvI8L25r6dpv3H/SS7ZNWDZF4TzVarMlUbFljMPyDV3CVVWD68xO9rJh4q3cz8K1/RNs2yjS5cauL774WTvSyhBBCLKNUCmveprXunPDnXyuleoBvAq8HnkjIqsSK0tht86XfhNi9zozLxYgRHCbnxZ+R1nmegY27Gdiwc0F3sxcqEIFs19KWVetIBOviBfx/e8uSvo8QycwZHqLngTsAhXf3XgxvbFVzEUfxoH0j3YHobk/5S12w4th4+jsZqjk470NPtNukuxW7SqX9SSSHIw0W1210oZQidOxVvDULH5q93LzVu9Ajw0Qaz+DZvI0btri59QcB+gMOOWnSTiyEEKkgZc72U4KaMS+M/lsmnoo5dQ87HP55kG2FBoWZi/zoaE36+XqKfvbPGOEQbQd+h4FNe5Y1qIHlCWusCy0YXh+uivnfqRdiNbB7u+m+95Motwfvzj0xBzUDlskdwRsZikTn0yx5UAN4+jtR2iHsn99w4Y5Bh7ZBzaff5Iv7rnhCLNSRhgjXbYjelwzVvoa3eleCVxQ7Iysb94bNhI6+AsDuUpOcNMVvzsrcGiGESBWpVFkzndeN/rt+rifW19ezd+/eaX/20ksvxXNNIgkFI5o7fhygOEtRnre4QMUMDJLz/E/w9rbRt+1qhtdtj++euzEKWmBpyFnCsEZbEazW8+S870Mr8gJups98MBiUc4KIidV2gd7P34uZX4B7y/aYB2y3hTx8Nnw9uV6oKQLXMt1a8XW3EsotQpuxz8WI2Jq6dptN+QZ5Gav7HtBs5wSRXIZDmpdbbL70u26cwAiRs6fw7Fg5YQ2Ap2Y3oeOvkvU7f4RpKF6/2cXjpyK8rdqT6KUJIYRYBikb1iilSoF7gF9orV9M9HpE8tJa8+kfB/CYiqrF7G6iNRnnjpP96i8J+Ytpu/b3sNMyJz3llscuDzQ+/1t64e85i+EwuBRkmvaSvD6A1dqC8nhxb9yyZO8hRLKKnGuk99EHcZeux1WxMebA8uRIOl+JHKA8B7bkxS/LnXp+me7c4utqIVRRNa/XPdVp4zHh1kNLOxBdiPl47pyF24Q960zCx+rANPFs3proZc2Ld8dOBv/jW+N/vnGLm797OpTAFQkhhFhOKRnWKKUyge8DFvB/YjmmsrJS7panqPsei+78dKDChbHALbrNwCC5z/4Qz0A3vZUHGCnZAkpNG85k2CPj/3vYTB9/TrxDm6XetltHJlTVrNDtumf6zKenp8s5QcwqfOYkfV97GPeGzbhL18d83CPqEI2R6G5PpVmLW8Ns55exc8vE84oRGsHb30lfYUXM79E17NDap7n/bWkLPj+uJLOdE0RyOdJgsb/ChdtUBGqP4tlWhXKvrIoUT9VOIo1ncAIjGGnp3LDFzfu/O0LHoENh1sr8vSqEECJ2KRfWKKV8wP8AG4HXaa1bErwkkcSae20aux32rjfxLXDnp7TWU+S++Bih3EIuXvu73PybTKi99POJ4cxUs11YLdZQBDKX8Htr5Pw5lNeHe9PKupMpxGKFao/S/49fwbN1O66i2HZ2szU8aB+icwT2roW8tIW//8SQZqbzy9jjtzyWPn5e8XW1YPkysLJi27XNsjW1bTYb8g25cBRJ50jjhHk1dUfxVu1M8Irmz7N5K7hchE/U4ttzFduLDNZmK544HeGPrvAmenlCCCGWWEp9u1JKuYHvAvuAm7TWxxK8JJHEhkKa+x4LsqnAIH8BcxhUOIj/qf8m94Wf0r/lSv6867ejQQ3RC6Wxf2Jx6cIqfneuB0PwlsBzcXu9iZxgAOtCy4qdVSPEQvU++iD9//QVvJXVMQc1IUdxd+gQvUHYV7rwoOaWx6LVevM9v4xJ62wmuKYs5r6rk502poLb3ijtTyK5WLbmmSaLg5ui5aPhumN4qmoSvKr5Uy43nq2VhOuiX1eVUty41c0Tp2XIsBBCpIKUqaxRShnAt4EbgbdorZ9N8JJEEnMczZ0/DpDtU2zMn39Q4+1qIfe5H2F702nf/04+9LQf1OxVNHPJsEcYNuNTaq91NKwp8Ibj8npTRRrPYubk4lpXtiSvL0Sy0VrT94X7ibQ2492xC9MfW3XKgGVyOPwGTBXd8cmzgLFYYyHuYs4v2Ba+rhZ6Drwjpqd3Dzu09Dnc/7Z0zBRofxIry9ELNiNh2F/uwu7rxWppxrtj5VXWAHirdhKqOzr+5xu2uLn3sUACVySEEGK5pExYA3wF+H3gPmBYKbV/ws9apB1KTHT450GGw5prN7jmVxni2GS9+kuymo4xWLGT9zbuxXnaXNxF1DzZ3V2XPWbmF0z681A4uhPUGk/8wxp7oB+7q5P8Tx2WqhqRErTW9D1ymMiFFrzVuzFzcmM6riPs4YFQdMennUVgzpALz/SZjqXdaTYTw9+0rhZQBqGCdXMeZznR9qeKPJMiaX8SSehIg8XuUpMsnyLwynFURiausg2JXtaCeKpq6P+HL4//+YYtLt797w5N3TYV+YvbnVIIIURyS6Ww5s2j/7599J+J7gbuWtbViKR1sd+hsdvhivUmHlfsYYM5MoD/6f/BDA3TeeVNvP/FkkVX00yVYY9MmjEx3UXcdCY+z8wvoD8EGW7wGvEdWqy1JnL2FK7iEsy8/Li+thDJSGtN7yOHsS+24K3eFXNQ0xhI4wvha1mXDdvyL+88mu2z/bHn8wAHgEwWtzPM2LkkraOJQGEZGHNf/J3qcDAU3P5b0v4kktORRovrNo7Oq6l9DW9lzYoddO+tqsFqacbu78PMyaU8z2RTgcETpy3eLWGNEEKsaivzN9cCaK0rtNZqhn/uSvT6RHIIWZrPPBagPM+gYB5zanxtDRT+/P/ieHy0X/OuaFBDfIOaMdq2sbu7Yg5qprK7u+gNgn8JrrPs9ovoQIDcD348/i8uRJKJBjX3YV9swTOPippjQ5k8ErqWrfmwvWByUDPXZzsa1EB6TyvpPa2LWv8YZVukdZwjuHHuNpGx9qdPvSlN2p9EUtJac6QhwnUbV/a8mjGu8o2o9AzC9ZfGLN64xc0TpyMJXJUQQojlkEqVNULM6e6fBHAbsKUgxqDGtsh+5XEyz9fTt+Uq3neyBn6l4h7SOD0TLt7yShf9er1dg7w78zhkLPqlxulIhEhTA9l//l4M3yK2shFiBRhrfbIvtkaDmuycGI6Bz3GIFht2FUPhhM/fXOHrWEgDTAppnJ4ujLyC6Q6Z1cQWKF/neVAGwTWzbzFu2Zrjo7s/SfuTSFYN3Q4XB6JtzFprQrVHyXzr7yR6WQumDAPP9h2E646Rtv8gEG2F+vB/j6C1lnZjIYRYxSSsEWLUqQ6bjiHNNRUujBjuGJsjA+Q99d8YkSAdV72VDzxfFPe2p0khTZyEHRixDIo8i2ufmCrS1IDyePGswO1RhZivvkcfHJ1RsyumoMbSisPWjfQH4aoSyJlQ2RZrUBOvSpoxYy1Q6RfPMlJUMWcLVF27jduQ3Z9EcjvSYLEx36Akx8Bqu4jT07Xify95q2oI1V2qrHnDFjdtA5oT7Q6VxdIKJYQQq5WENUIQ3ab7c08E2VpokOmdO6jxtTfhf/aHBPPW0nvlb3PzL6OVJPEKapYipBnTHzZwGRq/K35bf9r9fVhtF8j7xF0rdi6AELEK1b5GpLkp5hk1Qcfg3vANROzo1tzp0e6MBVfTTDXf6pqJVTVGKEBa5zm6Xv+Hsx7TNuDQNqh56O3S/iSS25GGS/NqwnVHMfPXYBYVJ3hVi+Op2snwz344/ufCLIOatSaPn45IWCOEEKuYXFUJAdz90wA5PkW5f44vPY5D5itPkPfU9xjYuIvu3YfiGtQ4PV1LGtQA9IYMctzOZQNNF0o7DpEzJ3GVlOIqWhufFxUiSYXPnKT/n76Kd/sOzFz/nM/vt1zcEbgBxcKCmnjOppnoUlXNGay0bML+mT+7gUh096cPXu8lbx6zvIRIhCMNEQ6ODxc+iqeqZsW3CnmqarA727E628cfu2GLi1/K3BohhFjV5FuXSHnHLlj0BTTVa2cPalQ4SN6T3yWz5QSdV97E4IZd3PLz6EdosUHNcoQ0Y3pDJjd++wNxez2r9Tw6EsH/gU/E7TWFSEaR8+fo+9rDeLZsxyxYM+fzO8Ie7g68nmwPXFkCHnPuAcKwdG1PEK2qGQtq0JrMlhOMbL3i8u2oGHuK5thFm5w0xa5SKcYVya1zyOFEh7NqhguPcZWsw8jxE57QCnXdRjdPNVpoHd9dHYUQQiQPCWtESusbcfjir0NUFZn43DPfeXMNdLPm8W9hREK0X/MuQnlrueWx6PMXE9QsZ0gDEHFgIGJQHO6My+s5gQCR5kZy/vKDKK83Lq8pRDKyujro/eIDuMs3xlRB1hRI477A9azNhJ1FYKjYqmmWOqiZyNPXjmtkgJF122Y8pqHbYSikufvNMjRcJL+nGy3yMxTbCg204xCqP4Z3x65EL2vRlFJ4qmoI1R0df+zaDS7aBzUN3U4CVyaEEGIpyW0ykbIcR3P3T4OsyVSU5MycW6ZdOEPu8z9mpHgjvZUHwHQtOqhZzoBmop6QidvQ5Ed6F/1aWmvCp+sxc/24N22Jw+qESE7O4AC9D92Dq2gtrnVlcz6/bjiTr0f2szUfykdH2iSymmai8aoaIPN8PYGiDTje9Gmf2zPicLbL4c43+0j3rOw2EpEajjRYXLfBhVKKyLkG9PAQnsrqRC8rLrxVNYRqXxv/89ocgw35Bk81WGwqkLk1QgixGklljUhZD/wiSNDSVM00nE9rMl95Av9zP6R/61X07jgI5qV8c6UFNQBdQYN8r0PBJz+z6Ney2y6gh4bw33z7ip8HIMRMnGCQ7gfuwMjKxr1p85x/1x9Rh/i6tZ+aomhQk+i2pzFTq2qM0Ajp7Y0Mb9837fNDluboBZuKfIOyuWZ5CZEkjjRExocLh+qO4VpXFtNsqZXAU1VDuP74pLanaze4eKoxfpsFCCGESC4S1oiU1DUUvWNcVWziMS+/+FKREHlPfic6n2bvmxkq2zE+0+GWx9SCgprlbnmaTnfI5E3f/MtFv44TDBBuOEPOX/wtRkZmHFYmRPLRtk3Pg3eiXC4823eg1My/Mh0NDziHONcPV66F4sy5q2kgPkHNXDtBjQU1k6pqWk4QycglnHd5S5fWmmMXbNLdittlm26xQgTCmpdabK7dMLoT1Ohw4dXCW7UTp78Pq7V5/DEJa4QQYnWTNiiRcmxHc8/PApTkKAozL7/4cg31kvfkf6FdLtr3vxM77VIYMdb+NB+JDmjGDEYUIVtRGmqf+8mz0FoTPnUCMycX99aqOK1OiOSitab3c/eggwF8u/eizJmrSyytOGzdSH8Q9pVAljd52p7GTAxqcGwyz59gYOf10w4WPtPlMBDSPPzOdAzZplusEC+1WCjgivVjlTVHyXjjWxK7qDgyC9ZgFhYTrjuGe105ANdtdPHX/zlCz7AjO7UJIcQqJGd2kXLu/3kQy4HthZdffHk7m1nz+LcJ5xTQse9t0wY186mqiXdQM5JXuuBjO4MmOR6H0ls/tag1WBda0MOD+D8i7U9i9er70mexuzrwVu1EeWYenh10DO4O3chwOLo1d7IFNVPbnwDS2xpQjk2g9PJZUx1DDo3dDp9+UxoZXvl8i5Xj6UaLK8tceF0KHQkTPlW/qiprYLQVqu74+J+rikxy0xTPNEl1jRBCrEYS1oiU0jEYvRDZUWzimtj+pDUZjUfJf/K7DGzYSU/N69ET5tPMN6hZypanh/b1LOi4zqDJG//9g4t6b2dkmEjTWXLe+2FpfxKrVqSpgUhTA57t1RiZM/89H7BM7gzcgCYa1KS7kzOomVRVozVZTccYLKtCm+7Jzw9H59RsWWOwLle+HoiV5elGiwMVoy1QZ0+DZeHZtrqqP72V1YROXAprDENxTYW0QgkhxGol38ZEyrAdzWd+FqA0V1EwsVzYscl54adkv/YrunfdyODG3dO2BswnqEk2AUsxEDbY/dd/vuDX0I5D+GQ9Zl6B7P4kVi27p5veLz+Ee8MmzLz8GZ/XFXFzd+ANZLijM2o8ZnIFNWMmBTWAr6slul135dWTHrdszSstFgUZilvfKNt0i5VFa80zTRbXjIU1dUdxb9yCkTb9TmcrlWd7NeETtWjn0nbdMrdGCCFWL5lZI1LG/T8PYmvYtuZS+5MKB8l76nu4Rgbo2PdWItmXD+qMdaBwMoY0YzqCJhkuB7974V/orPPn0OEQeZ+8Vy6kxlcAACAASURBVNqfxKrkBIP0fO4eXAVrcJWun/F5F0JePhs6yNpM2F4Ahpo9qFnKkGam4cLDZvplQQ1ak93wKsOlWydt16215thFG6XgnpskqBErT0O3Q8eQnhDWHFt1LVAAnsod6OEhrPPncJdvAKJhzb0/DxC2NB6X/G4WQojVRCprREpon6b9yTXUx5rHv42ybdr3v2PGoCYWyRzUALQFTP4wrX7Bx9sD/USam8h9/0cxfLI7jFh9tOPQ+9DdKJcL95ZtMwaSZwNpPBA8SHkOVK1JbFAzk+nm1AB4ey7iGehkuPraSY83dDv0jGjufUs67ml2xxMi2T3TZFGRZ7A2J/q1NlR3DG9ldYJXFX+mPx+zuITwhFaofeUuLBtebrETuDIhhBBLQcIasepZtubenwVYl2uMtz95ui+w5olvE8nOp+OqmybdZR4T65ya5QpqFjpcOGApBt1ZbEqf/3bjANqKED5Ri6tk3fgOFEKsNr1fuB9naBBPVQ3KmH7np7rhTL4YupbKAticFw1pkjWouayqBshueIXhki3YaVnjj7UPOpztcvj0m3xk+ySoESvT040WB0a37HaCASINp/FU7UzwqpaGZ/sOwvW1439O9yj2rDN5qjGSwFUJIYRYChLWiFXv3seCOBq2Fkb/uqe3nKTgN//B4PpKune+AcyZuwFnC2qWcojwTBYyXLgtYJLthVzXwlqgwmdPo1wu/B++bUHHC5Hswg2nsVqb8VRWY3inrxx7RB3i69Z+dhbBuuy5X3M5gpqZWqCmC2q8PRfx9rUzVHNw/LHBYLT96YOv87LeP/PW5EIku0nDhU/WgWHg2bItwataGlOHDIPMrRFCiNVKwhqxqrX0OZzvddhZYuJSkPnqL8l94Sf0VF3HwJYrpx0kDHPPqUn2tqeJ2s1c/sh+bkHHWh1t2J0d+G++HeWSEVdi9bF7uun76sO4N2zGzMm97OdawwPOIc71RwcJF41uDpVsFTUww5waAK3JOf0iw6VbsdOjSVPY0rzcalGcpdhVKp9tsXKNhY7j82pqj+LZUolyexK8sqUx3ZDhAxvcPNNkofU0n38hhBArloQ1YtUKW5rDPw9QkW+Q63HwP/19sprr6Nz7ZkZKt8543FxzahIR1Cy0BWowohgKw6a0+bdAOYEAkTMnyXn338y6K44QK5UOh+j53GeiA4VL1l32c1vDvdYhOodhXwn4R2fvJmtQMxNvdyuegS6Gaq4HwHE0r7TapLkUd71ZBgqLle35ZgufG3aWRKvDQqt0uPCY8SHDLc3jj+0vN2kb0DT3OrMcKYQQYqWRsEasWvc+FsBlwNasEAW/+n+4B7pov/rthPLWznjMbHNqEtH2NNGCWqBc+eSlQYY5v8GD2nEIn6jFyPGv6i+9InVpren57N0o08C9+fKBwmFHcXf4EINh2FcKWd7o48kS1ExsgZptTg1ak3PmJYbWbcdOi5YFHW+zCVma+96ahmnInBqxsj3TZLGvzDW+eUC4/hjeVfx7y/TnYxatnTRkeL3fpDRH8WyTtEIJIcRqImGNWJXO99q09ml25QxT+Mt/BzQdV78dKyNnzmNnCmpWGpVXwMVB+FP76XkfG2k8g46E8X/0DtmmW6xKfY8+iDPQh6eyBmVOntcSsA3uDt1IxI5W1KS7o4/PFNR87Pk8PvZ8Huk9rQmrqJk2qAHSOs7hHuplqOY6AE532nQOae59Sxo+t3y2xco3abjw4ABWc9OqHS48xlNZTbh+8tyaaypcPCNhjRBCrCoS1ohVJ2JrHvhFkC3uHjYf+Tci2Xl0XnkTjmf2Ladnan9KdFCz0BaojmHQwMZ5tkBZHe1YF1vx3/xJ2aZbrEqR1vNEzjXi2bYDI21yG9CQbXJX8AYMBVeVgHd0nMtsQQ0sb9vT1MHCMwU1ODY5p15gsKIGx5dBa79DY4/Dnb+dhj9dfv2Llc9xNM80XRouHKo7hkpLx12xMcErW1qe7TsInaid9Nh+CWuEEGLVkW9rYtW577Eg3oFOrj76HwyXbqV75w3oWXZ8gunbnxLd9jTRfFugzPwCWgdhbSaY87h57gwPET5dT8573o+rsHieqxQi+TnDQ/Q9+iDu9eWXzWLqjbi4K/AG0t2wdy24RwtukimomWjGgcKjMltOYlghhndcS/ewQ22bzcdv8FGaK7/6xepwssOhL6DZPzZcuO4Ynu07LquWW228Y0OGJwwUvqbCxSutNsGIDBkWQojVQr6xiVXlYr9D+9nzXH/2fxjaeiX92/bNuOPTVFODmpXKzC9gJAJdI/Ae+9cxH6etCKH647gKCvFUVi/hCoVIDG3b9Dx0N0ZGJq7yikk/6wx7+Ezg9eT5YHcxmKO/HZMtqBmrqpltoDCAioTIPvsygzUHGbDdvNJqsynfYFvR6r6IFanl6SaLbYUG+RnRD2yo7ijeVd4CBdE2KD00OGnI8BXrooHVyy1SXSOEEKuFhDVi1YhYDp//+xeobn0W9hxgqHxHTMdNbX9KpqBmJK90XlU1Zn70Qu78APh9kO+OxHSc1prwyXqUYeD/6KdlTo1YlXq/eD86GMSzrQqlLv36awt5uC94PcVZUF0IYzN3ky2oGTPXnBqA7IZXcTxpdK2t4qWW6Bbdn/wt2flJrC4TW6AAwvXHU2IovpmXj1lYPGlujc+t2FNqypBhIYRYRSSsEauCtiJ8+eGf4eltp+DqKwkUVcR03NT2p2QKahbK0XBhAP7MiX2wsHWuEWegH//H7kS53Eu4OiESI9J4Bqv1PJ7KapTHM/54S9DL/cHrKcuByoJLhXjJGNQYeQUxBTWu4X6ymmvp3HWIl1odsnyKu2WLbrEKPd0Y4ZrR4cJ2dxd2+0U8ValRGeqpqiFcf2zSYzJkWAghVhcJa8SK5wQDnLjnXpoGXJTtq8HJK5zX8cka1Mx3sPBYVc3FIUDFPljY6mwn0nIO/4dvw8yee7csIVYau7+Pvq9+HveGzZP+jjcF0vhs6CAb/bAlb+7XSXRFzZjZghqA3JPPMZS3nmeCa3GbisNvScOQLbrFKtMz7FDf7kwYLnwUIycXV2lZgle2PGYaMvzsOTtBKxJCCBFvEtaIFc0ZHKDzntv4tnmAnOod5ORlxXzsWFVNMg0SnirWFqixoAbgfD+sy45tsLAzNEj41OhA4ZJ1C12mEElLWxF6H7oHw58/6e/4mZF0Hg5dy9Y82OiffMx0VTWJDmrGqmrmCmp8XefxdLXwm5JDWI7m8FvTcM1nyrgQK8Rz5yxyfIrK0TlM4bpj0cq5FGnjnWnIcEufQ0ufk8CVCSGEiBcJa8SKZXd10n3f7fxH7hvpKt/D5iLP3AeNGgtq0jqb53hmYix0u+7eAAyG4H3WL+d8rg6HCNUexVW0Fm8K9PiL1KO1pvdzn0E7Dp4t28cv4k6OpPNo+ACVa6A8d/IxyRjUwNw7PwFgW+TWP8tTBQfoU+nc/7Z0fO7UuHAVqefpJov9Fa7xqrFQ3bGUmFczZrohw2V+g+JsJa1QQgixSkhYI1Yk60ILPQ/ewWBuKa+s2UdVkTG+zW6skjWoGbOQqpqmPijOggxz9jJobduE6o6h0tLxf+RTi1qnEMkqfKIWq6sDb1U1yhVtlTgxnMFXwgfYURitQJsoWYOawJrY2jqyG49SG/ZzrrCG+96SRqZXghqxek0cLqy1JpwiO0GNMfPyMYvWThoyrJRif7mL585JWCOEEKtB3MMapZRbKVWkZqhDVUplKaWuj/f7itQRaTxDz+fvxVy7ni+VvYfCDMWajNiPv+UxhbaTt6d7PlU1E4OaoTB0jMD7nNm3647u/FSHjljkfeJulClb+YrVx+rqoP8fvoxny3aMjEwA6oYz+WrkGqqLoGRKx2SyBzVzVdW4hvu5eOY8taUHuPutWeRlyL0YsXpZtua5c9al4cIXW3H6elOqsgai1TVThwxfLWGNEEKsGnH7NqeUMpRSDwH9wAWgQyl1m1Jq6pVgFTB3j4YQ0wjVHaP3Sw/h2biZhsIaBiOKbQVzHzdmLKhJ9IDQucRSVTMxqAFo7IXC9Lm36440nsUZ6CfvE3dh+HyLWqcQycgJBun9/H24itfiKiwGoH44g69H9rOzCNZmzv0ayRDUjAW3c7Y/aU3/a6/yWto2bvv9UoqzJagRq9vxizbD4WgwAdHvBuaaIlxrihK8suU13ZDhq8tdvHTewrLnOG8IIYRIevH8RvdXwIeArwF/DnwPuBt4QimVO9uBQsxFa03vF+6n/x+/gmf7DiJFZfy9fQ1b8sDnmsfrJHlQE2tVzdSgZjgc3QXqr/jNrMdZF1uxLrTgv/l2zBz5WIrVJzqn5h6U24V742YgGtR8LXINO4ugaJqgZmpVTbIENco05w5qgN6zTdT2+fjAn+2kzC+VcmL1e6bJorrYJNsXLeIO1x1NuaoamDBk2Lk0UHjvehdBKxpoCSGEWNniHdYc1lrforX+ltb6vcB1QAVwRCklW82IBRkbEmq1NuOt3oVrTSGPcAPpHlifPffxYz7yk5WxO0Kss2omauiF/HQo9IRnfI7d00347Cly//ojuIrXLmaJQiSt8LFXcfr78GyvRhkmJ0aDmpp5BDXpPa0JD2oghooaoKtnhNOnO/nfb93A1vJ5nBCFWMGebrI4sOHSnZpQ3bGUHJQ/3ZDhbJ+iqsiUVighhFgF4hnWbGRKe5PW+nngGsABnlVK7Yjj+4kUoB2HngfvxO5sx7vzCsxcPxdDXi4OQmUBxLJDp93dNX5BthqraoZGq2r+dpaqGntwgFD9MdwVm/Bs3rqodQqRrKz2i/R/8+t4tlZipKVxaiR9fEZN8TyCmkQaOw88/Oa5fz13D2tOHWvmXe5adl5budRLEyJpTBou7DiETxxPycqa8SHDJ45PevzqcpPnmyWsEUKIlS6eYU0PsGbqg1rrC8BBoBF4kmi1jRBz0pZFz+FP4fT14t15BUZmFo6GR+2DrM+BbO/crzF2MZYMF2GxmKuqZmpQA3C2F9akw5oZqmqckRHCx1/DtbYU/wc+Hpd1CpFsnGCQ3i/cj6tkHWbBGs6MpPPl0V2fpptRk4xBzZhYgpreANSe6mJn8DTX3vKXzDDTX4hVp33Q4WyXMz5c2DrXgB4exlOZemENjA0ZnhzW7Ctz8dw5aYMSQoiVLp5hzUvAO6b7gda6H3gj8BTwUBzfU6xSOhKm5/DtOCMjeHftxciIbvd0bCiLsA2b/XO/xsSgJtnFUlUzXVAzEIL2IfgbNf0OUDoUInT8NYxcv2zRLVYtrTW9n/8Myu3GXbGJpkAaj4YPULnm8l2fppMsQc1IXmlMbZD9QXilJczOzhf5sz/eI/OnREp5ptGiIEOxuSD6FTZUdwzXurKU/Rx4K6unHTJc124zEJQhw0IIsZLFM6z5N2CTUmraK2OtdRB4J/APQPN0z1lqSqn1SqnvKKX6lVIDSqn/UkqVJWItYmY6FKL7vk+hw2F8u/aM71g0ZJv8s3M12/LBPccMzal3zZPhQmwus12kTRfUAJzuic7hKJhmByhtRaJBTZovukW33HkXq1S47ihOXw+e7TtoDafxcPhathXAuhlGuEw8PyRbUDPTZ33MQAheugDbu17j913H8OzYtUwrFCI5PNNkcU2Fa/x3WrjuWMpW1QB4tkcrayYOGa5ea+JzwUvnpRVKCCFWskWFNRO35dZa/6fW+oDWesYrTq21rbV+r9Z6w2LedyGUUunAE8B2ortV/SmwBfilUipjudcjpucEg3TfdzvYNt6de1CeS71OX9RvINsLa+e4Uz71QizZzVVVM9PFW/cI9IzAB/jVZT/Tjk2o9hgYirxb70GZskOMWJ3srk76/+lruDdvp9PM5aHQQTb5oSxnhucnaVATi6FwNKgpD7fyp53fx3/zJyWEFSnnsuHC9ak5XHiMp3IHenho0pBhl6nYu94lQ4aFEGKFW2xlzfeVUjFMDkkKf0l0CPI7tdb/rbX+PvB2oBx4X0JXJoBoUNNz+HYAvDt3o9ye8Z+1hTy0DcH22W86X1ZRAyu7qmamoEZrONkN63Mgx2VN+ZlDuL4WHQ6Td9tnJgVeQqwm2orQ+8hhXIVF9PvX8UDwespyYGMMbZLJEuSOBTVzVdUMh+HFC1DoCfHe039Hzv/+q5Rt+xCpK2xpXjwfrayB6Dkgcqo+JYcLjzH9Mw0ZlrBGCCFWusWGNTcBP1VKTTO+Mem8HXhWa31m7AGtdSPROTrTztoRy8cJBum573ZQCm/NLpTLPf4zreFLzvWsy4asWXKH6QaGJrvZ7qjPduHWOgghCz6gn5j0uNaayKkTOEOD5N92D0ZaetzWKkSy6X3kMFprRsorORx8HUUZsDV/5udPnWOV6CB3PkHNCxcgz6f58JmvYGRkSvuTSEkvnrewnegAXYDI2VPoSATP9tTebNRTWU247vKwRnaEEkKIlc0191Nm9e/AHwOPK6XePFMLlFLqWuAhrfWBRb7fYuwAvj/N47XA7891cH19PXv37p32Zy+99NLiVpbidCgUragxFN7q3SjX5L+WZwPpDFtwxdqZX2O6ihpI/MVYLKarqpntws1yorNq3m08i8+41KOutSbScBq7p5u82+7ByJphYIeI2Uyf+WAwKOeEBIs0NWC1XcCp2cd9kUP4fVB12X6ElyRzUDPr8yLRoMafBh/r/Fes/l7y73hA2p8SZLZzglh6RxosrlzvIs0T/fsfqj2Gu2ITRnpqd7N7K6sJPP/0pMf2lZlc6Ne09Dmsy43niEohhBDLZVFnb631/wK+ClwF/FopVTzx50qpzUqp7wC/Aa5ezHvFQR7QO83jPUAMRfNiKehwiO6x1qfqXZcFNbaGv3MOUJEDnhnGrkwX1CTLLIrZxDqnYqqzvdH/L6oyhiY9bjU1YLdfxP+xOzD9s5QXCLHCOSPD9H3tYZyyzdznfgfpbqgpgpnyi2QPamYKZ0ci8HxrNKi5NfID7MbT5LznbzGzZxjII8Qq92SDxcGNl74nhOuOpXQL1BjP9mrCJ2onDRku8xsUZSlphRJCiBVssZU1aK3fr5TqAT4FHFFKHQIGgTuJzoJxA/3Ag4t9rziYbg/DmG5PVlZWyt3yONNWhO7DnwbHwVuzZ1Lr05gTw5k4GspnGM0wU0XNSjHfqpqhMDT3wcd9T2JM+JsbaW4icuE8eR+9A9eaoqVYakqa6TOfnp4u54QE0VrT+/C92L4MHiz43xgKdhcz6fMwnZUY1LxwAfw+uM14jMipeoyc3JRv90i02c4JYmk5juapRov3HbjUDx2qO0rWu/4ogatKDuNDhs+fw10e3cNDKTU+t+Z3d3nmeAUhhBDJaNFhDYDW+g6lVDfwMPAM4ANygCDwReB+rfV0VS3LqZdodc1UfqavuBFLSFsWPYc/DZFIdNcn9+VBTdhR/KPez2Y/uKapAZspqFkpVTXzDWoA6juhMAPWuUPjj0XOnyPS3IT/5k/iKi6J+1qFSCbhk3VYff08sus2wlqxr2T688MYu7trxQU1YzNq/GnwSfMX2Oeb0YER8u58UNqfRMqqbbPpHdFcO7oTlBMMEGk4LZU1jA4ZLi4hfOL4eFgD0bk1PzsRSeDKhBBCLEY8m1hbgG6gCMgG/gfYqrX+eBIENRCdTTPdLckqoG6Z15LStOPQ89m7cAIBvDW7UZ7p7/h81bwRlwGl04xemS2oSXYztT/NFdS0DsJAGG42fjn+WKSlmci5Rvwfvg33urK4rlOIZGMP9NP3jS/zd5veSz9pXFkyc3skJHdQM5OhsWHCo0ENw4NEmhvJ/euPpPxcDpHanmywqF5r4k+PfnUNn6wHZeDZsi3BK0sOnu07CNfXTnpsf7mLF89bWPZ0heVCCCGS3aLDGqXUDUqp54D/AAqIhiIKuAJIprrg/wH2K6U2jj2glKoArh39mVgGWmt6H7obp78vuuuTd/rtnUKO4lw/bPbP3d4wVaIvymIx9YJtrqAmbMOpLvgL41kyTBuAyIUWIk1n8X/oVtzry5dsrUIkg2j70338W+HbaUlfx9614JujNjSZg5rpPvNDo9tz56fBbeYvUI5N6EQtrqIS3BUbL3u+EKnkyGXzao7i2bId5Zllm8gU4q2sJjRl++4ry1wEInD8op2gVQkhhFiMRYU1SqmfAT8nOmD4JPAOrXUN8GGgFHhSKbVn0auMj28ATcD3lVLvUEq9nejuUOeBv0vkwlJJ7yP3YXd34q3ZPeu20l81b8TrguJpNoVfbVU1cwU1EN39yeeGHaNDhSMXWog0nMb/gU/gLquI9zKFSDrh2teoHcrgeP4udhdD5hwjGD7yk+igzZUS1AyE4IVWKEiPBjWGgkjjGdDgv/m2ZVuvEMlIay3DhefgqawhfOL4pCHD2T5FVZEpQ4aFEGKFWmxlzRuBTuBvgRqt9Q8AtNaPAu8mOiPmCaXU9Yt8n0XTWg8DNwCngH8Fvg00AjdorYdmO1bER+jYK1gXWvDs2IWRMU0KMyroGJzrg03+y3d3mWugcKIvzGIx10XbVL0BaB2Am83foBREWs+PBjUfl7vtIiXY/X289s//wb+t/wNqSj3402Z/fjIHNdPpD8JLF6AoE241foFSYPd0Y7VdwP/hW1FuGQ4qUtu5HoeWPoeDmy7NtwvVHcNbVZ3AVSWX6JDhYazz5yY9fnW5hDVCCLFSLTasuR/YrLX+mtZ6Uo2l1vqbwB8QHTb8U6XUWxf5XoumtW7WWv+u1jpba52ltX6n1rop0etKBeGzp+n/56/j3V4957azXzNvwOeGoinjGWYLalZKVc18gxpHQ20nlOXAGk84GtQ0nolW1FRsWsrlCpEUtNbUPfwo/5p7E5s2Flx2XpjqlseiCW+yBjVTP/d9QXjxIhRnwSdGgxodCRM+fQL3+gpchcXLtmYhktWTDRblfoN1udGvrc7gAFZzI56qnQleWfIwc/PGhwxPtL/CxbMS1gghxIq0qLBGa337bFUpWuvvAW8DHOA7i3kvsXJZbRfo++rn8WzeOmdAMTarZmpVTSxbdCf64mw2U9ufYglqABp6o4HNh/XjU4IaqagRqeHiy8f5ZvgKiraVsz5n9gFWtzym0Lad8HNBrEFNbyBaUbM+Gz6ufgFEw6nwmVMoj5fcD35ieRYsRJI70mBxcNOlFqhQ/XGUL01uWkzhrawmVDc5rLm63MWJDof+gDPDUUIIIZJVPHeDmpbW+hfAIWB4qd9LJB+7r4feh+/FXboe19rpd0GaqHY4C685uapmrqBmJVTVwNzb9U41FIbGXviA6wi0NhFpPIv/g7dKUCNSxkD3AI/+ZwM5FevZVDxH79OolRLUdI3ASxehPBdu4Rfjj9sdbdg9Xfg/cjvKWPJf0UKsCE82RCbPq6k/hmf7DpRrjinjKcZTWX1ZZc2OYpN0N7zQLEOGhRBipVmWb4Ja62eB1y3He4nk4YwM0/PgXRj+fFwxBAyWVnyLfVTkXqqqiaWiBhJ/gTabsYs3M78g5qBGj7Y/FWVo1rbXE2ke3Z67fMNSLlWIpBGKODzwtRfJyPSxcVvJnM+/5TFFWmfzMqxsZrHOqOkYhlfaohWEN+tLQY0TCBA5e4qc97wfM9e/pGsVYqXoGnKob3c4uPHSvBoZLjw9z/ZqwidrJw0ZNg3FVWXSCiWEECvRst2201ofn/tZYrXQkTA9D9yB8qXh2VqJmjopeBonhzNQQEnW0q9vuYxdvD385vl91Jr7YSQM7z/3DSItzeR95FOyPbdIGbajuftfG/EM97Lpii0YxtztT4k2W1AzMaRtG4LX2uC95rN80LkU1GjHIXyyFiPHj2f7jqVfsBArxJEGi/wMxfaiS79Ho8OFJayZylNVgx4eJtJ0dtLjV5e7ZMiwEEKsQFJjLeJOa03Pg3eB7eCtqo6plN/R8C/spyIXjHlU1Xzs+bykrqqB+Qc1IxE43a35i9Zv4elsIe/jd+IqWbdEqxMiuWitueN/BuBMHdVb/ajM7FmfPxbUJLKqJtagpnUAjrXDX7ufoTpz8rg361wjOhTC/9FPxxRuC5EqnmywuG6Da/xzYfd0Y7ddkOHC0zBzcnGVVRCuPTrp8bGwRmudoJUJIYRYCAlrRNz1feF+nMEBPNU7US733AcAZwLpWA6sG70ui7X9KZmN5JWiTHNex2gNx9s1FR3H2dB/hrxP3CO7wYiU8pmfBRk6cZJrMjqJbJi9wmQlBTXn+6GuEz7geZrKjMkj3OzeHiItzfg/+AkMX2yzeYRIFUcaIpOHC9cdxcjOwbWuLIGrSl7eqp2EpglrOoc0jd0yZFgIIVYSCWtEXIXPnCTScg5PZfW8Ljr+mQOU5YDLiD2oSfbBwso0+fxvze8u1rkeG3W2nj/r+QF5t90T84wbIVaDoxcsWi/0c8PAs4Sr94Exc9g5FtRk2CPLtbzLxBrUNPXBiW642fsUW9Inr1eHw4RP1eNeXy4VdEJMMRzSvNxiXz6vprJaKtBm4Nmxk3Dta5MeK8kxWJ9rSCuUEEKsMBLWiLixOtro+9ojeDZvw8zJjfm4lqCX4QiU5cy/oiZZW6ACa8rmHdQMD4doe62ePxr+Jes/dRdmbnKHUULEU0OXzRd/FeRgx2/wlZQQ9s9cUTYxqHF6ElOFF+sw4TM9cLoHPuo9woa0wKSfaa0Jn6pHeX3kfujWJVurECvVs+csPC7Ys+5ScBuuOyotULPwVu8ifPokTjA46fGry00Ja4QQYoWRsEbEhTM0SO/n78W1thRX8dw7t0z0D8ZBSrLAM4+OoWSuqgmsmX9ptgoMc/7ZVyk1Brjyzo9hZM0+p0OI1aRtwOHwz4PsUq2UjTTTt/WqOY9JdEXNQ/t6ZgxqzPwCtIYTXXCuD271PUmZL3jZ86zW8ziD/eR97A7ZpluIafz/7N1neFzVufbx/97TR724946xcaVDAFNDSUhIQgKppB7ISYMQiknoJARI2Bzs8wAAIABJREFUI52cnJzUk4QceAmEEhsbsDHuvfciS7asLk3fe70fhIss2VYfSXP/rkuXYc2e0bNtzdbMPWs9663tSc4d4cXnaQxojTFqLnwK/nETwbJIbN7QZPzckdoRSkSkt9GrQ+kwk0w0btGdnY1v9Jg23bc65eVQBIbn9o1ZNXZh49KHtsyq8dZXUf32Ahq8WXz1zquwQ+GuKk+kx6mOuNz/cpQReS5Ttv+b2tHTcINZJzz+jtesI0FNOmbVHA5qTuRwULO+HErrYHboTQYH4s2Oc2prSO7aTv5td2Bn96Et8EQ60YKdKd4z+mi/mlTJXtyqSvyTNLPmRKxAAP+405othTpnhJeV+xziKTUZFhHpLRTWSIcYY6j8/oPguvhPm4Rlte1H6hnPJRSGIFzfuxsK24XF2IXFNHjCbQpqApWlBN75N+v8o/nKrRcQDAW6sEqRniWaMMx+KUpR2GJ62SLAom7E5BMen84tuiOFQ1oV1LgG1hyAQxG4LzSffv5Es+NMMkFi4zq8g4fiG9m2gFskUyQdw6JdKd4z5mi/mvjalXgGDcHbb0AaK+v5ApOnEt/QtMnwjKFeHAOrS5w0VSUiIm2lsEY6pPrH38OtqcI/6YxW7/x0WMK1KKlr7FXTFj1tu+7Ds2kaPG2bERMu3UbhsldYkHcmBVOnMqK4bX9/Ir1ZyjHc+1KUoNdiakGM3F1rGpc/ebwtHn98Q+HunFXTmv40nqJiHBdWlkFNHL4Tmk+hr/mSA2MMic2NfWoKvn5vl9Us0ts1zgKBc0ccsxPUmpUEpkxPY1W9g3/SFBLrms6sCfstpg728M4uLYUSEektFNZIuyW2byW5dxf+iWe0a+nOtmgWXhuKor13Vs3xQU2rZtUYQ+625RSue5Ol466jbtgkvv1ebdcrmcMYw33/ipJyDNOGeshb9ybJ7EKiA0a1eHw6d35qbVCTcmF5KUSTcH9oHnnelt8Qpfbuxq2rbexT42lDoy6RDPPWjiQzhnrIChydUZdYu5LAGQprTiUwaQqpkr041U2vW+eM8LJ4j8IaEZHeQmGNtItTcYjqX/wA/+hxePIL2vUYf7DOZbCppi27b/akxsKHg5rDWhXUOCmK1swjZ88Gtp99I5t8w7n3iiB+r7Yglczx4CsxqiKGGUO9hCNVZO3bTPWEs2npYtAbgpqEA0v3g2vggeDrZHtaXmbgVFaQ3L2T/K98S31qRE7hre2pJlt2u5EGEls3EZgyI41V9Q7e4aOwsnNIrF/bZPycEV7tCCUi0osorJE2c2NRKp98GG//AXgGDWnXY5TF/TQkYEi47S8a0r0E6nB/msNau/zJTsbov/wVfLWHKL3k4yyL92Novs2wAn26Lpljzf4U+6pdZg71EPZb5KyaR7TfiJNu1X18UNMdS6BaG9TEUrCkBDwW3B+YS8jjtnisG42S2Lwe34hR+IaN6JKaRfoKY0yz5sKJDWuxfH784yaksbLewbJtAqefQfy4JsPnjvCy/ZBLeX3L1ykREelZFNZImxjXpfLxB7D8fnxjxmG1ZVrMMX7ruYhit5ZAL8spjp9N09rlT96GGvq/808wLocuvZn1kWws4NtXBbuqVJEeZ2eFw4/nx5k62ENeyMZfVUaofA81485s8fh0NRRuTVADEEk2BjUhX2NQ47dbvg4YxyGxcS12bj75X72r0+sV6Ws2HXCpaDBcOPrYfjUr8E+a0ub+eJnKP2kq8fVNmwyP62dTGLbUt0ZEpJdQWCNtUvWDRzHRCIHTJ2PZ7UtaYq5NWQMMzWrbi4V0L4E6Pqg57FRBTaCylAGLXyCZW0TFJR/lQDJISbXh21eF8Hq0/Ekyw8E6l0dfizGhv03/nMZfPTmr3yAyaCyp7Pxmx59o+VNXz6ppdVCTXcySEsgLwLd9c/BaJwhqjCGxdRPGdSn81v3tDrhFMslbO5JMHGBTnH30ZWp8zQr1q2mDwKSpJNavwZij1ybbtjh3pJe3dyqsERHpDVredkOkBYktG0mVlhCYOgPL3/4tprdEsgjE6ijIbfs03HQsgTpRSNOabbqz9m2mYONCakdNpX7qJcQdWFuaYkzx0TesIn1dfdxw/8tRhubbjChsDHn9laUEKvdTduGHmx2fjj41rQ1pAGrDxazcDwOy4C57zkn7bqX27cGtPETh7Ec7dN0UySRzt6SYNe7oDBrjusTXrSb7hpvSWFXv4p90Bm5NFamSPfiGHl16ef5IL//enExjZSIi0lp6tyitkjp0kOpf/Rj/2PF4cnI79Fh/bDidIWGnTY2F0+VkQc1JuS75mxZRsPFtqs6+hvpps8CyWFfqkO23uOcKLX+SzJBIGe59MUJO0GJC/6O/cnJWz6dh8HhS4bwW79dTg5qqUDHLS2FoLtztOXlQ41RWkNy1g/yv3IUnv+c0RxfpyVzX8PrWJJcdE9ak9uzEranWtt1t4C3uj2fAIBLHLYU6b6SXJXtSJJ1WbIogIiJppbBGTsmNRal66hG8AwfhHTi4Q4+1Px4g4tgMbkdj4e52qqDmRLNq7GSMfiteJVy2k/JLPkZ0yHgAdlc5VEUND1wd0lIIyQiua5j9UhQLmDrYg/3uz72/cj+BqjJqR09tdp+T9anpiiVQbQlqygPFrCyDMQVwB3NOeqzb0EBi0zp8I0fjGz6yM0oVyQhr9jtURAyXjD22X81KvMNHKvRso8DkqcTXNW0yfPYIL/FU49+ziIj0bFoGJSdlXJeqJx7E8gfwjR7X4cf7rec9DAjW4m9ju5vu7FdzopDmWCcKarz1VRSvnIPr81N+2SdwQtkA1MUMmw+63H15kJygghrJDA+9GqM+bjh3hBevffTnPnvtQiKDxuKEm87S6+7lT20Jakq8xWw+ALf6FjHRbTjpsSaZIL5+DXZRP/K/8q1OqVUkU8zdmmTmUA+FWcf2q1mpfjXt4J80hei8fzcZyw5YTBns4e2dKWYO09sAEZGeTDNr5KSqf/w93Pp6/BMnYdkd+3GJuTZlBxra3Fj4sO7oV3OqoOZkfWpCB3YxYPELJPL6UTHrY0eCGsc1rClNMSjXYly/Xrb9lUg7rX13i+7pQzwEfUeDGl/tIYKH9lE7akqL9+uJQc1Oq5jNFfCNwEImZp0iqHFd4hvWYQX8FH7zO5pFJ9JGc7ekuGx80x2f4mtXaglUOwROn0J883pMqmmPmvNGelmkHaFERHo8hTVyQsm9u0nu3Y3/tEnYgY73WNkaCRPyuhQE2t5YuKvZhcWtCmpaZAy521ZQtHoudWdcRPV578N4jr7Q3FLu4rjwnatCnVmySI+1t8rhR/PjnPHuFt3Hylq/iFi/YaSyC5qM3/Ga1eOCGmNgs1vM7hq4J/gWo0LRUxz/7s5P8RiFdz2I5dWn1iJtkUgZ3tyebBLWuHW1JHdsJTBlRhor6538EyeD45DYvLHJ+PmjtCOUiEhvoFeS0iK3oZ7qp7+Pb8QoPPkFp75DK/wxMonB4Z63Rro1y55O1KfGSsYpWjsff3U5FRd9hHjx0Ca3l9e77K1yefS6EH6vPmGXvq8q4vLQqzHGFNsMPG7HM0+0nnDZdspnXt1k/GR9ag7rjH41bZlN4xpYnyqmOgb3hd6g2Hfq3VNSu3fiVhyi8N6HsUOnaEIuIs0s3p0i6cAFo47pV7N2FVZWFr5RY9NYWe9kh7Pwjz+d+KplBCYdnc143kgvu6tc9te4DM7T57YiIj2VrtDSjHFdKp98CDs7G++wEae+QyuUJ/zUJ20G9aDGwq2ZTQMnDmp8dZUMeOcFPPEI5Zd/ollQE0sa1pY6jW9ac/VUk74vljTc91KU/tkWY4qbL/kLb1xMMruQeMHAZrd19ayatgQ1pqCYVYli6hJwf2he64Ka0hKS+/ZQcPtsPAVFHa5XJBPN3ZLkgtFewv6jAW587UoCk6dhebSMuD0C088ktmpZk7HRRTb9sy0thRIR6eH0DlKaqf7J45hIBP+E0zut38JvvRdRHHQItuO1Vlc0F25NSAMnDmpCZTvpv/gFEvn9OXTpzc0apRrTGNTkBLRNt2QG1zV8+19R/B6LyQNbeKI7KbL2baZuxCSO3e+6O5Y/tSWocfKLWbYfkg48EHydXO+pZwM6FeUktm8h/7Y78A4a0uF6RTLV3K2pJlt2A8TXrFBz4Q4ITjuT+KplGHP0dYxlWepbIyLSCyiskSZSB0pJ7tmFf/xELH+gcx7TWJSU1TOkA7NqOqu5cGtn08AJghrXJW/LEorWzqN26iVUn3tdk/40h+2ocKmLGx7UNt2SIR55LUZdzDBtiAfbbv4zH96/DSyIDBh1ZKw1y586qi1BTTy3mMUl4LHgweBcwp5T99dyamuIb1pP3i234h/T8R3zRDJVfdzwzq6mzYWN4xBfv1r9ajogMG0mbnUVqV3bm4yrb42ISM+nnjVyhEklqfrJ43gHDcFT2HnT+HdGQ9gWFAfT21i4tSENtBzU2IkYRWtex1dfzaGLbyRROLjF+1ZGXLYfcnng6iBZAQU10vdtK3fYXely1vCmOz8dK7x5KQ1DJoCn6a+drppV05aQBqAhu5gVJZAXhNneOXha8dR1Iw0k1q/BO2gogcnTOlKuSMZ7c3uSsN/izGFHZ+Ylt2/BRCIEJk9NY2W9m6egCO/I0cRWLmvS9+c9o73c968oDXGj1yoiIj2UZtbIEVU/+i4Y8I0a3amP+yfP+QwKObTwYXu3aMtsmmMdG9T4aisY8M7zWKkUBy//5AmDmoRjWLPfYWSRzbACra+Xvq+yweXxuTEmDrApCLf8K8VXU46/5hD1w047MtaVy5/aGtTUhItZuh/6Z8G3WxvUxGPE163GLiik4PbZHSlXRGjcsvviMV68xzwBYyuX4hs7ATsn9yT3lFMJTjuL+HF9a84c7sXvgYWaXSMi0mMprBEAUmWlpPaX4J8wEcvTeROuIo5NRRQGpqGxcHtDmgZPuElQEy7dRv8l/yRWPJRDsz6GG8xq8X7GNAY1IZ/FbPWpkQyQSBnufznKgGzrpOFkePMyYsVDcUI5QNcuf2pLUOMpKqYiWMzyUhiRB3fZc2jNqkWTTJBYuxo7nEXhtx7QUkeRTjB3S5LLxx/Xr2b5YoIzz0lTRX1HS02GfR6Li8b4mLf11A3URUQkPbQMSjCpFNVPfx/v4CF4cvM69bG3R8OEfZDnN6c+uJO0J6A5rElQ4zrkb15M9r5N1My4goYRk056352VLrUxw1MfCLfYs0Okr/nOy1FsC05vqaHwuywnSbh0G5WTL24y3tmzato6m8ZTVExJLWwohy9632GyqW/V/UwqRXzdavB5KbznIe1QI9IJyutdVu93uGz80ZelxnWJrVxK0b2PpLGyviE47Uyc0hJSZaV4Bw46Mj5rnJdnVyXSWJmIiJyMZtYI1T97EuOk8I3o3OVPAH/1nsug7E5/2BNqb1DT4Ak3CWo80Xr6L3mRUPkeymfdfMqgpirisq3c5Z7Lg2Rr7bdkgFX7UlQ0GKYN8eI5STgZLNuJsTxE+w0DumZWTXuCmh1VjUHNV/xvMzm7lUGNkyK+fg0YKLrnESxv8+biItJ2r29JMjDXahL8Jndsw62uIjD9rDRW1jd4Bg3B038g8VVLm4zPGutj+T6H2lj3faAmIiKtp7Amw7l1tY27P40Zj+Xt3IlWdSkP1TEY0A1hTXuXPEHzZsKBihIGLHoe1xfk4OWfIpnf/6T3T6QMq/c7jCi0GVmkT9ml7ztQ5/L0m3GmDPIQ9p88fAltW0Vk8Biwjz43OnNWTVuXPdmFxWw8BDur4FvBtxgXbl0txnVIbFgHySSFsx/BCnTObnkiAv/amOSqCb4mSwrjK5bgGzsBT35BGivrGyzLanEp1PShHrL9Fm9t11IoEZGeSMugMlzVT5/Ak5eHXdT+pUMnsisWItsP2X5wOv3RG3VkyRMcF9QYQ+6OVeRuX0HtmOnUT7mYUzWwMMawprSxT819V6pPjfR98ZThoVeiDCuw6Z9z8rzfjkcIVpRwcGzjtrudOaumPbNpXANrD0BlDGaH3qCfv3VvUIzrkti4HjcWpWj2o9jBULvrFpGmXNfw8sYkP/tw035wsRWLCc48O01V9T3BaWdS9/c/NRnz2BYXj/Xy+tYU107yp6kyERE5Ec2syWBOZQVO+QF8I8d0SYPMv/vOpf+7r708nRgGHZ5F05lBjZ2IUbziNbJ3r6fiPR+ifuolpwxqALZXNPapeeiakPrUSEZ48OUoXhsm9Dv1r4/Q/m2kQjkkcvsdGeuMWTVtnU3jKSom6cCy/VCbgPtD89sW1Gxaj9tQT9G9j2BndeO6TpEMsHSPQ1XEcOWEY/rVGENsxRICMxTWdJbAtLNI7tiKU13VZHzWWB/ztmlmjYhIT6SwJoNV//KHeAqLu2RLzJhrUxWF/uGjYx0JbDoroDns2KDGV1POgHeex07GKb/ik8T7DW/VYxyqd9lxyOXbV4XUp0YywqYDDgfrDVMGe1sVToZ2riMycHSrgs9TsQuLiRQOaXNQAxBLwdL94Bp4MPg6ed7W7U53JKipr6Pwnoexs3PafwIi0qIXNyR4zxgveaGjL0mTO7fhVlUSVL+aTuMbPRY7N4/46hVNxi8d72VViUNlg5umykRE5EQU1mQop6Ya59BBfMNHdsnj74sF8Xsg97i2Doc/5W6Nw8f+4Gr7SLjSGY4NarL2bWbAkheJ9hvOoUtvOrK18KlEk43Ln8YU2wzN19NI+r7amOGpeTFOG2C3Kpy04xH8VQeIDhgJdHwJ1OHn7RNnV54yqDn2OlOfgCUl4PfA/YG5hDyte0NijEti8wbculoK73m403fKE5FGL21Icu3px2/ZvQTf6HF4CorSVFXfY9k2gakzmzUZnjzQQ2HY4o3trQuxRUSk+6hnTYaq+c3T2Ln5XTKrBuDZwPkUmRN/oN6Zy6Ja69iQxnJS5K97m3DZDqrPei+RoRNa/TiOa1i5L0V+yOKeK9SnRvo+YwwPvhylMGwxLL91TbSDB3bjhLJI5hx9s9WeJVDHBrU/uNrGqTjxscdfV6qisLIM+oXhLs8cPK3MixqDmo24tTUKakS6UEm1y8p9Dn/5ZNN+KbEVSwjOPCdNVfVdgelnEnn91SZjtm1xyVgv87Ym+eAU9a0REelJMiassSzrw8BNwJlAf2AP8H/AY8aYunTW1t1MKoVzoBTf2NYHFG1VEYUxhZ37mA2ecLv7XRwb1HgbaihaPRfLcTh06c0kc9sWHK0vc3ANPHxNqEt6/Yj0NGv2O9QnDBeMav2vjMDujUT7DW/3EqhjQ5rDO7VB64Pe0jpYVw4j8+F2M6fV39e4786oqa2h8O6H8OTlt75oEWmTf21MMKbYZnz/ozNUG/vVLKbwzvvTWFnfFJx2JtU/+wFuNIIdOnqNvXScj58viKexMhERaUnGhDXAN2kMaO4F9gHTgQeAWZZlnW+MyZjFusk9O8F03eyWupSHaAoKO3HSyVNXmnYtozh+W+5w6TYK1i8g1m841Wdfg/G17VOkXZWNPTu+//4Qfq+CGun7amOGp9+MM3mQh0Brf+Zdh2BlCRVTLm3X9zz+edtWO6tgWyXc5lvEaaah1fczrtO461NDfeOMGgU1Il3qpfVJrju96Zbdqd07cCsrCKq5cKfznzYJy+slvm41obPOOzI+a6yPLz8b4WCde8pd/kREpPtkUljzPmNM+TH//4ZlWZXA/wCXAK+npao0qPvL7/D0649lt245Q1uVJgIEvRDynfrYtmgMbBrfxJ1shs3x/W2OLHvatIis/duomXE5DcNPb/Mn/ocaXLYcdLnvqiAFYb2Ykczw8CtRCrMsBuW2/mfeX3UAy3WJFw5q0/fqaEhjDGw8BKX1cGdwAcOCsdbf10mR2LAWNxZr3J5bzYRFulQsafj3liTPf67pcy22fDG+UWPwFKpfTWezfH78Z0wjvmpZk7DmtAE2A3Mt5m9LcuP0wEkeQUREulPGhDXHBTWHHe6yNuRU99+4cSMzZ85s8bbly5d3oLLuZVJJnMoKApOndtn3eD50PvlO1zz24Rk2p2o4fOybPW99FUVr5mE5KcovvZlkXr+T3LNl9XHDqpLGhsKjirom5JKe50TP+Vgs1meuCSezscyhOma4sA3LnwCCh/YSz++P8Zz6fida7tRWKRfWHoCaONwXeoNiX+u3ojXJJPH1a8BJUXTfY9jhrHbXIX3bya4J0jZvbEtiAReNaXqdiC17h8AM9avpKsFpZxJfuazJmGVZzBrr4/WtKYU1IiI9SMaENSdw8bt/bkxrFd0oVbIPy7awu7BhZm0cBnThe522vKEL799GwYYFRPuPoOasq9u87Akg4RhW7EvRP9vi3itDbb6/SG8USxp+9EaM8f1sgr62zULzl2wnVtQ8Az9RyNqRkAYat+ZeUdr43w+E5pHjbX1abOJx4utWg8em8L7vYgfVNFykO7y0IcmVp/maLK80rkts6SKKZj+axsr6tsC0M6n9439hUkks79Ep0LPGeXnydYWOIiI9ScaGNZZlDQEeAuYYY5ad6viJEyf2iU/L6/76e+yCIiy765bx1MdhbEGXPXyrWKkEBRsXES7b0e5lTwCua1i5zyHgtXjoGgU1meZEz/lwONxnrgkn8uhrUUI+GNbGrektJ4m/5iDV485sMt7RQOZEamKNOz7lBOBe71z8duu/jxtpIL5uNXYoTOE9D2G1I8yVzHKya4K0njGGFzckmX1F09+ric0bcOtqCZ55bpoq6/sCU6ZjkkkSG9cROGP6kfFZY3188a8RSqpdhrTxui8iIl2jV16NLcu63LIs04qv+Se4fzbw/4AUcEt31p5Oxhicqgo8BZ28TdMx6h0PKQNZaXzP46spZ8Ci5/HXHqL8so/TMGJSu3ekWV/mEE8ZHrsuhMdWQ2HJDGW1LiU1LqcP8LR5xzNfdTlgkWjjLmvtUVoPS/bDwGy43zenTUGNU11FfPVy7Nw8Cmc/qqBGpBttOuCys8LlmolNm9vFFi/EP2kKdk5umirr++xQmMCUaUSXvN1kfEyxzbB8m3nbWr+EVEREulZvnVnzNjCxFcc160JrWVYQeAEYDVxsjNnXybX1WG5VJSYW69KmfdVJL14bgun4yTKGnF1ryNu2nPqhp1E743JoRc+ME9l+yOFAveHx94XavAxEpLcyxvC9OVGG5tvkhdqe5/urykjkFnXouXcqxsC2KthVBbf6FjHRav2OTwCpA6Uktm7CN2wk+V+7u82BlIh0zIsbEswc5mFQXtNrTGzxQkJnnZ+mqjJH8JwLiS1eAJ/78pExy7KYNc7LvK1JPnGm+taIiPQEvTKsMcZEgE1tvZ9lWT7gH8DZwOXGmLWdXVtPlirZg52VjeXvul/CNSkf4U7eBao1PNE6Cte+ia++isrzric2cFSHHm9ftcv2CpcHrw5RmNUrJ6CJtMvGAy6RBMwc1r5G2r4Du0nktr2Jd2sdbiRcHYN7Qm8xKBBv9X2NMSR37SBVsof8L30d//jWZP4i0tleWp/k2tObvlhwY1Fiq5eR94X/TFNVmSN07oXUPPNT3Pq6JjvfXTrOx4OvRtNYmYiIHCtj3oValmUDfwIuA643xryT5pK6Xd3//W+Xb4VZ63gJdWcEaAxZezcxcOE/MF4vB6/8dIeDmoP1LhvKHO6+PMhQrduWDJJ0DD95I8bYYhu/p32zTXy1lY0za7pAQwLe2QfRFDwYnte2oCbVuDW3c6CUwjvvV1AjkibVEZcFO1NcN6np0sP4qmVYXh+BM6alqbLM4T9tMnZWFrHlS5qMzxrnZWeFy66KLtrSU0RE2qRXzqxpp58BHwEeBRosyzq2e92+vr4cyqSSuLXV+EaO7tLvMzd8ZrctgfJE6ylc/xb+moPUzLiCyLDT2t2b5rDqqMvqEoevXBRgXD9t0S2Z5fE5MbweGFbQzpDSSeGN1JLM6fy+WAcbYO1BKA7D3Z65eK02NBJuqCe+YR2Wx27cmlv9METS5tVNSYqzLGYObfo7NrZ4IcGZZ6t/VDewPB6CZ59PbPECwhdfdmR8eIGH0UU287aluKVIr4FERNItk6YNXP3un7OBRcd9fT5dRXWXVFkpWHaT6a5dIe7Q9TNrjCF7z3oGvv0PjGVx8MrPEBk+scNBTX3csGKfw/ACm2lDMynHFIG6mGFnpcuEfh7sdj6XvA01WBhS4bxOq8s1sKUCVpfB5+x3uM87p01BTar8ILFVy/Hk5lJ0/+MKakTS7KUNSa6e6MM+rml/dPFCgupX022C51xIdPGCZuOXjvMxb6uaDIuI9AQZ847UGDMy3TWkU6q0BE9uXpdu2Q0QS0GgC3+qfLUVFGxYiC9SQ82My4kM7fhsGoBIwrBsb4p+WRbfvirYCZWK9C7fmxOlIGTRP6f91whvpAbHH8J4O6dxVTwFaw42Ln9qc38a1yW5azup/fvI++xt+E+fokbCImmWcgz/2pjkVzdmNRl3KitIbt1E8JwL01RZ5gmdcwGVj84mWbIX35BhR8ZnjfPyrRciGGN0zRQRSbNMmlmT0Rr+9Rx2bud92n0icQcCXTBz1krGyd+0iAHvPE8qK48DV91CZFjHZ9MAxJKNQU1eyOKha0J6cSIZp7zepbTWZXy/jv1K8MQacIJZpz6wFSqjsGgfYODh8OttCmrcWJT4mpU4h8opvPMBApOm6nkt0gO8sT1FJGF472nHbdm9ZCGe4v74Ro9NU2WZxztoCN4Ro4ktXthk/PLxPvbXGtaVqm+NiEi6ZczMmkxmHAe3thbf8I413j2VhGvhGvB1ZljjumTt30re1qU4gTAVF91IvHhIpz18PGVYujdFVsDi0WtDzaZli2SC7/07xuDc9m3VfSw7EcP1dWy3OWNgexXsrIIR+fANM4e2PC1T5QdJbt2EnZdP4d0PYofCHapHRDrP31cluOZ0H1mB45ZALXyD4PlHQYw3AAAgAElEQVQXKVTtZqFzLyC2eAE5N3zsyFj/HJtzhnt4cX2SMwbrbYKISDrpKpwB3JpqcN0u71cTdRtTGn9nhDXGEKgoIX/LEryxBurOeA/1IyZDJy7jSqQMS/ekCHotvntdCI+CGslAOyscamKGKZ3wotxyUrie9i+BOrzsqT4Bd4XeYghxaOXT0jgpktu3kjp4gLzPfAn/5Gl64yfSgziu4f/WJHj6hqYBqnEcoovepOjeR9JUWeYKnnMhFfffiUmlsLxHfwdcN8nPP9cnueeKUBqrExERhTUZwK2pwgoEmvwi7gpx18YCfB3MU3w15eRvXUqgqoz6YRM5NOVijL9z+8gk3p1R4/dYfPd9CmokM7mu4QfzYowstAn60vscqIg07vaU5YOHw/PI8rR+Cr5TW0Ni8wYsy6bo3kfwFBV3YaUi0h5vbk9RFzdce/yW3etW4TY0EDzngjRVlrmCM8/BjUZJbFxL4IzpR8avm+Tj2y9HKa936ZetjgkiIumisCYDuJEIlr/rt8KMuTY+T/vbyPirD5K7YxXB8r1EBo/hwFWfxQl3/s4t8Xdn1Pg9Ft97fwifR0GNZKb1ZQ5JB0YVds6LcePxYrlt63PgGtjx7rKnUQXwdXdOq68hxkmR3LWT1P59eAcPoeDr92B1UnNjEelcz65OcPVEH9nHL4FaMJ/g9LOws7LTVFnmssNZBKZMJ/rOgiZhzZTBHobk2by8Icmnzu7Y0lYREWk/hTWZwLhgdf0nI1HXbvusGmMIlu8hd9da/NUHiAwczcErP00qp7BLajzcTDjgbZxRo6BGMlUiZfjpW3HGFtt4O+l54PqDeBKRVh8fScK6g41/3hV6iyGmdcuejDE4FeUkd2wD26bwW/fjHTi4A5WLSFc6vATqqeub95CKLpxP9nU3pKEqAQidfxGRua+S/4WvHBmzLIvrTvfxosIaEZG0UliTAaxgGJNo/U4q7RV3Pfhb+RNlJ2JklWwha98mPPEIDUMmUHXOtThZXbdjVTTZOKMm7G/sUdNZb1BFeqMnX4/h88DQ/M4LclNZeXgjtY1dgk8xPaa0HjaUQ2EQHgm/Tsjjtup7uA31JHdsxampwTd8JPlf/maXL/EUkY6ZtzVFTdTwvuOWQKXKSklu3UTogkvSU5gQvugyqn/6JKnyA3j7DTgyft0kHzf/oYFEyuD36vWSiEg66BVuBvAU98PEYrjxGHagc3u/HCvu2nhP8r7PclKEDu4mVLaD0KG9pEI5RCacRcOw0zAd3EHmVOrjjTNqcoMWj6mZsGS4aMKws9Jl0kAPdic24U3m9cNOJfHVV5E8wey4lAsbD0FZPXzR8w6T/fWtemw3FiO1ZyepA2V4ivtR/MD3sXM6f5mkiHS+PyyL84Ez/OQEj1sC9fZ8vMNG4BvRtbtVyol5R47BO3Q40QXzyfngR4+MXzrOR9IxLNiR4tLxWl4qIpIOCmsygJ2Xj52dTapkL/7R47rs+ySNhee4sMZKxgmV7yVUvptg+V6M7SU6cBSHLrqRROGg9je4aYPqqMvyvQ79sy0eukbbc4t8f26MLD8MzOnc54LrD5HILSZYvqfFsKY6BmsOgNeG+8NvUORLnvIxTSJOcu8eUqX7sHPzKLzrAbwDBnVq3SLSdRrihn+sTvD3zzTvSRNdMF+zatLMsixC77mU6Jtzm4Q1Ib/F5eN9/HN9QmGNiEiaKKzJAJZlkX/r7VQ+9TB2KIxn4OAu2dLWMRYeDN5ILcHyvQQP7SNYWYrrCxDtP5zKCz5AvGgI2J2xt3frlNW5rNnvMKLA5jvv1RaUIpGEYU+1y/Qhni65DkRHTyFry3LqRk09Esa6BrZXwa4qGJYHtzOHU61CdOMxUvv2kiorwQ5nU/CNe/EOGa7tuEV6mf+3LkGW3+KKCU3f8LvRCLElb9PvqV+mqTI5LHzRZRz8+udxY1Hs4NHXStdN8vH912P84ANG114RkTRQWJMhvIOHkn/r7VT/8ofYB8rwDR+JXVDY4V++xriYSAS3rpbkwVqKnFoGOdtJZhcQLR5G/eQLSRQMBLv7t37cXeWw+YDLN2YFmDxIP+oiAE/MjZEToMu2Y40Mm0DO2jcJHdxNdMBI6uKwrhwSDnwr+BZDrZP3z3JjMVL7dpMq24+dnUvBV+/GO2yE3iiI9FJ/WJrgphn+Zn3iom+/gRUMEZx5dpoqk8MC02aCz09s8duEL77syPi1p/v50t8ibDnoMmFA933QJiIijfQONoP4x06g+IEnqP7FD4lvWIvlD+ApKsLOycUOZzVu7+3zYbWwc5QxLiSTuNEoJtKAG41gGupxamvBcbBCYezgROpHnUHZ+MtwQunbgtM1hs0HXfZVu9x3VZBRRXqBIQKNs2r2VrtMHdJ1zwnXH6Ju1BRyNy5ivT2Y7XV+BmbBHYG5BGxz4vtFGkiV7CV1oBQ7J5eCb8zGO2SYQhqRXqys1uW1zUkeubZ5f6nI3FcJX3I5lldLbNLN8voInX8R0bdebxLWDMm3mT7Uw4sbEkwYoNnJIiLdTWFNhrGzcyi88zu4sRjJHVupf/6vJHftxMSiRw/yeLBs+8gSBuM44DjvPoCFHcrCCoXIuvYGPP0H4u0/ECsQoHhXioY1CZxQ+n6sEo5hTYlDfcLw2HUh+ud0/4wekZ7qB/Mae9X076JZNYeVjLuQPbtdYhu28I3RVYzytjybxhiDW1NNqrQE59BBPPmFFNx+H97BQxXSiPQBf1mRYEJ/mxlDmwbEbixGdOF8+n33J2mqTI4XvvhyKp96hELnISzP0X+v60738eL6JHfMUlgjItLdFNZkKDsYJHD6GQROPwNoDGRMpAE3FsUkEuC6jV8AXi9WIIAdDGGFsxqDnBZkByCWPPEn512tPm5YsS+F32Px5PVhsgJ6sydyWMppnFVzWhdOZU85hq2HXPZUuQyfehbfWPwIgc0enDHjsHNysSyrcelkfT1OZQWpg2WYeAxPcX8K73m4ybaxItL7/WFZnE+cGWgWvsYWL8DyeAiedW6aKpPjhS64BPPQ3cRXLiV45tF/l/dP9vPYnBgH61x9ACYi0s0U1ggAlseDlZPboa1wC8M29QlwXdPtOy4drHNZU+owINviwWu0NbfI8bYfagxfB2Z3/nPDGMP+WsOWgw4+DzxybZjBedm4Vz1C9U8eJ756Odg2lseLSSXBGOzcPHI//ll8Y8Y3aWgpIn3D+tIUK/c5PPdZf7PbInNfIXTRZVi+5rdJethZ2QTPu4iGOf9qEtbMHOZhZKHNs6sT3HZhMI0ViohkHoU10mn6v/smsCpqKMrqnrDEGMPOSpdt5S5fvTjA1CH6kRZpyW8WxRmca3d6kFoZcdl80KEhAV++MMCUwZ4j38MOZ1F490O4sShOxSFIpbACQTyFhVj+QKfWISI9yx+XJbh4jJcRhU1n85lEnMibcyl+6Mk0VSYnknXFNY1Lob75HSxv4+spy7L42HQ//7tCYY2ISHfTfEbpNF6PxYAciz1Vbrd8v0TKsGKfw84Kl++8N6igRuQEoglDRcRlUG7nBTXVUZdle1Ms2+OQF7T5yQ1hpg31thgG2cEQviHD8I0YhXfgIAU1In1c0jH8bmmcT5/d/LkeW7oIMITOubD7C5OTCl04C9NQT2zl0ibjN83w89aOFHurnDRVJiKSmRTWSKe6Y1aQ8nrD/pquDWwO1rks3Jki5cJTHwg3++RORI7aU+US8FrkhTp2yTfGcLDOZcmeFIt3pwh44AcfDPHgNSFCfi09FJFGz61JEE/BR6c3X+bUMPcVQhdeihVQaNvT2OEsQudfTGTuy03GJw3yMnmQh7+tSqSpMhGRzKSwRjpVUZbNnZcFWVfqsLXcwXE7t+FwLGlYVZJi1X6H4QU2T14fIieoN4kiJ1Pe4JIfav/zJJY0bD/k8OaOFGtKHXICFj+6IYtHrgt3OAASkb7n5wvi3HJ2gPBxIa5JJYm+MYesy96bpsrkVMKXX01k3muYVKrJ+E0zGpdCiYhI99G6Eel0pw3wcP/VQR6fE2NvtcugXJsBORb5IQu7ndvxplzD7kqXnZUuuQGLJ68PURDWm0SR1nhlQ5KAt23PvWiycRZNWZ2hKtr4vLvtwgDj+3nwt/GxRCRzrC9N8eaOFM98LKvZbbElizCJBMHz3pOGyqQ1QhfOwjx0N7GVSwmddd6R8Y9O9zP7pShbyx3G9dNsZhGR7qCwRrrE8AIPP/lQmO2HXP7rnTjL9rp4LCjKsijOsinOsgj6Tv2GL/nudsO7Kl28Ntx1WZCxepEg0iYe2yLhnHyWmzGG6qjhUIOhvN6lNm7I9lt88qwAY4ptirIUjorIqf1iYZwrxntbfENf/6/nCV96lXaA68GOXQp1bFgzptjD2cM9/HVlgvuu1L+fiEh3UFgjXcZjW4zv7+Hx94dJOoZ91S6/W5xgR4XDujJDQcimf7ZFYdgiK2DhtS1cY4gloTbW+IbxQL0h6IWvXRxkQn9bW3KLtMNnzvHz6GsxaqJuk2VLsWRjQFPe4FJeb0g5kB+2+Mw5AUYV2uRr9pqItEFdzPD7pXH+8InsZre5DfVE5/+bfk/9Ig2VSVuEL7+GyicepPCO+5psr37TjADPvBNn9hVBrHbOlBYRkdZTWCPdwuexGFXk4cFrGj+NqWhw2VHh8udlCbaUOxjAxsKl8dN/v8eiKMti9hVBRhTaelEg0gGjijwMzbdZtDtF+N0ZbQmncXmh32NRnGXxrcuCDMu3tcRJRNrtT8vj5Idsrj3d1+y2yOuvYufmETzzvBbuKT1J6KLLMI/dR/TtNwlffPmR8Run+7n9/0VYV+pwxmC9hRAR6Wq60kpaFGU1Lqs4a7iXpGOojxviKfDYkO23tLOMSCd74OoQNVGXg/UGYyDsb+wjlR3Qc01EOs4Yw88XxPnS+QG8nubXlfp/PU/We9+H5dFS5p7ODgbJuuJa6l/8vyZhzeA8m4vHePnz8gTfVVgjItLlNMdd0s7nsSgI2wzMtemXbSuoEekieSGbcf08jO/fONNGQY2IdJaFO1NsOujwuXObb8mdKttPfPlisq75YBoqk/bIuu4Gogvm41RXNhn/5JkBfr8sTuoUfdBERKTjFNaIiIiISIf8fEGcD03xMzC3+UvLhpdfwDfuNPxjx6ehMmmPwJTpeAcPoeHVF5uM3zjdT23M8OqmZJoqExHJHAprRERERKTdDtS5PLs6wW0XNp9VY4yh/sX/I/tazarpTSzLIuuaD9Dw0nNNxrMDFh+dHuA378TTVJmISOZQWCMiIiIi7fbzBTEmDvBw4ejmfUxiSxeRKish65oPpKEy6Yjsaz9IYtN6EpvXNxn//LkBXlyfpLTGTVNlIiKZQWGNiIiIiLRLfdzw9Ftx7rqs5e2c65/9E1lXXIsnvyAN1UlHeAcOJnTRZdT+7++bjJ8zwsOkgR5+vUiza0REupLCGhERERFpl2cWxckLWtw4zd/sttTBMiJvziXnwzenoTLpDLkf+zQNr/4Tp7LiyJhlWXz1oiC/WBgjkVKjYRGRrqKwRkRERETaLJEy/GB+jG/OCra8Xffzf8M/7jT8k6amoTrpDIGZ5+AbOYa6//tLk/GbZ/pxXPjbqkSaKhMR6fsU1oiIiIhIm/15eYJ4ynDLOS00Fk4lqX/+b2R/6OYWl0dJ72BZFjkf/RT1z/4ZkzwazAR9Fl88P8CP34hhjGbXiIh0BYU1IiIiItImrmv4/utRvnZRkLC/eRgTmT8HNxoh66rr0lCddKasq96HSaVo+PfLTcZvvSDIyhKHxbudNFUmItK3KawRERERkTb568oE+2vMCbfrrv39r8m54SbsUDgN1UlnsoNBsm/4GHX/+z9NZtEMzbf50BQ/P3kzlsbqRET6LoU1IiIiItJqScfwnZej3HlpkIJw85eSsaWLSGzbTM5Nn05DddIVcj58M4ktG4mvWdlk/KsXBfj7qgT7qrWNt4hIZ1NYIyIiIiKt9rslcWpihq9dHGzx9trf/5rsa2/AW9y/myuTruLtP5Dw5VdT+/tfNxk/f5SXs0d4+e6caJoqExHpuxTWiIiIiEirxJKGB1+Jcu/lIbIDzXvVxDetJ7Z0Ebmf/HwaqpOulHfLrUQXzCOxef2RMcuyeOSaEM8sirOrQr1rREQ6U0aGNZZlvWJZlrEs65F01yIiIiLSW/xiYRzLsviPC5r3qgGo/f0zhGddiW/4yO4tTLqcf8w4wpdeRc1//bzJ+KxxPi4a4+XBVzW7RkSkM2VcWGNZ1k3A1HTXISIiItKb1MUMj/07yv1XBQn6ms+qSe7aQWTuy+R+8gtpqE66Q95nbyPyxhwS2zY3GX/0mjB/WJZg0wHNrhER6SwZFdZYlpUP/BC4Pd21iIiIiPQm35sbpSBs8emzW55VU/2rHxG64BICk6Z0c2XSXfzjTiN00WXUPPN0k/FzRnq5ZqKPB17R7BoRkc6SUWEN8H1gvTHmL+kuRERERKS32Fjm8MTrMX5yQxifp4VeNRvWEnn9VfJv0+dhfV3+f3yDyBtziK1e0WT84WtC/H1VgtUlqTRVJiLSt3jTXUB3sSzrQuBTtHMJ1MaNG5k5c2aLty1fvrwDlYlIT3Wi53wsFtM1QSQDneya0JcZY/iPvzfwwTP8vHeiv8Vjqn/+FFlXX49/7IRurk66m3/MOLKv/whVP3qMgb/9O5bVGN5NHeLlw1P9zH4pyotfzElzlSIivV9GzKyxLMsH/Ap40hiz+VTHi4iIiEij/1mSYFWJww8/GG7x9uiSt4ktX0L+F7/azZVJuuR/8Wskd2wj8u+Xmow/cm2IOVuSPLcmkabKRET6jl43s8ayrMuBf7fi0DeMMZe8+993ASHg0fZ+34kTJ+rTcpEMc6LnfDgc1jVBJAOd7JrQVx2qd/nmCxEevTbE4Lzmn/EZY6j+2VPkfOgmvIOHpqFCSQdPUTF5n/kPqn76JOGLr8AKNPYxGtfPw/1Xhfjysw3MGuslP5wRnwuLiHSJ3ngFfRuY2IqvTwFYljUcmA18GwhYlpX/bqNhjvl/T/eegoiIiEjP960XIowqtLn1BFt1R+a+QnLnNvI+e1s3VybplnPTZwCo+d0vm4x/89IgA3Js7nxBzYZFRDqi14U1xpiIMWZTK772vHuX0UAQ+CNQdcwXwDff/e8zuv1ERERERHqw1zYl+cOyBL+8MQuP3bypsNtQT9UPHyXvlv/AU1iUhgolnexgkKK7HqDmd78iuXPbkXGfx+K/PpbF75bEeX1LMo0Vioj0br0urGmHVcCsFr6gMcCZBWxr+a4iIiIimedQvctn/lzP7CuCzBzW8qr56l/+CDsrh9xPfK6bq5OeInTBJYRnXUnFY9/GuO6R8RnDvNwxK8gX/tpAJGHSWKGISO/V58MaY0y1MWb+8V/v3rz73f+vT2eNIiIiIj2FMYYv/a2B4QU2910ZavGY+MZ11P39jxTe+zCWr+UdoiQzFN4+m+T2LdQ9+6cm4/dfFcJjw93/jKSpMhGR3q3PhzUiIiIi0nq/W5Lg1U1J/viJbLye5sufTDJBxSP3kn3dhwhOOzMNFUpP4inuR+HdD1H1o+8SX7vyyHjIb/HHT2Tzq7fjPLtKu0OJiLRVxoY1xhjLGHNfuusQERER6SlWl6T4z3808JMbshjbr+X9F6p/81PcmmoKvn53N1cnPVXWldeS85FPUn73V3AqDh0ZP3uElyevD/PZv9SztdxJY4UiIr1PxoY1IiIiInLUoXqX639TzydmBrjlnJaXNsXXrqT2f56h6P7HsbNzurlC6ckKvnIn3mEjKb/3a5jU0cbC//meAO+d6OfD/11PXUz9a0REWkthjYiIiEiGSzqGj/yunqH5Nk9/KIxltbD7U30dh+6/k5yPfJzQWeeloUrpySyvl36P/ZjUvt1UPf3E0XHL4jcfy8ICbvhtHYmUAhsRkdZQWCMiIiKS4e54PsK2Qy7/+Gw2fm8LfWoch0P3fQM7O4f8L38zDRVKb+ApLKLf4z+l7u9/pOHVfx4Zzw1avPylHLYdcvnkHxtIOQpsRERORWGNiIiISAb74fwYz7wT57nPZjMgp+WXhtW//BHxjevo9/2fYweD3Vyh9CaBydMovPN+Kh6+l8TWTUfGB+XZvHZrDgt3Jrn5Dw0kFdiIiJyUwhoRERGRDPWLBTHu/meEf9ySzZnDvS0e0/DKC9T+8b/o972n8Q4c1M0VSm+U88GPknX19Ry84z9Ile0/Mj6un4c3vpLL4t0pbvhtPQ1xBTYiIieisEZEREQkA/334jhfey7C/346m2tOb7mhcPTtNzn04N0U3fMQwelndXOF0psVfus7+MeM58CtnyRVfuDI+JhiD299NYcdFS6X/LSWkmo3jVWKiPRcCmtEREREMswP58f44l8b+J+bs/jglJaDmtjqFZR/68vk33Y72e//cDdXKL2d5fM3zsYaOpwDt36KVFnpkduGF3hY+NUcCsMW056o4dWNiTRWKiLSMymsEREREckQrmv4xnMN3PevCM99LpubZgZaPC62fDEHv/55cj76KfI++flurlL6CisQoN8Tv8A3bDhln/tIkx42+WGbl7+Uw9cuDnLdM/XMfiminaJERI6hsEZEREQkA1RFXG74bT1/Xp5g/n/mct2klmfU1L/0HAf+8xZyb76F/P/Uzk/SMXYwSL8nfkHogkso+8JNRN6Yc/Q22+K+K0O8dmsO/7MkzvQna3l7ZzKN1YqI9BwKa0RERET6uIU7kkx7opaSGpd3vpHLWS00EzaOQ/UvfkjFo7Mpuu9R8r/wFSyr+TbeIm1leb0U3vMw+V/4CuV3f5XKJx7CxONHbp81zseGe/KZNdbLRU/X8fE/1LOzwkljxSIi6aewRkRERKSPSqQMD70S5ZKf1vGRaX4Wfi2XUUWeZselDpRy4NZPUvf8Xxnw9H+Tfe0H01Ct9GWWZZH78c8y8Df/S/TtNyi95cMktm89cntu0OKnH85i6e25lNe7nPZYDbc/10BFgxoQi0hmUljTA8ycOZOZM2emu4xOpXPq+fra+UDfPKfD+sK56Rx6jr5wHn3hHNqjLef9+pYkU79fw68XxXjh89k8eX0Yv7fpTBljDA2vvUjpx9+PFQgy+M8vEpx5TleU3kRf+ffTebRdYNIUBv3hefxjJ1D68fdR8b37cSoOHbl9+lAvr92ay4tfzGHethSjH67hnn9G2FPVupk2feXfREREYY2IiIhIH2GMYe6WJLN+WsuVv6zjmtP9bLwnn6tb2Jo7vmk9B754MxWPzCbvs7fR/8e/wVNUnIaqJdPY2TkUP/QkA37+exKb1lHygUupfOIhknt3Hznmigk+lt+Ry69uDDN/W5JRD9XwvmfqeHZVgrgaEYtIBmi+YFlEREREepVowvD3VQl+tiDGqhKHz50b4L9vymLkcUuejDHEVy6l9o//RXThfLKuvp7ix36Et9+ANFUumSw442wG/vezRBfOp/YPv2H/DZcTOPNcst//YcKzrsIOBvnYjAAfmxFg+d4Uv10c54t/a4C/wfsm+bhukp+rTvORG1RvJRHpexTWiIiIiPRCSccwb2uKf6xO8PfVCXw2fPacAM99LofBeU0nTzsVh4gsmEf9838lsWkDWVddx6A//RP/2PFpql6kkWVZhC+cRfjCWSR3bqP+hWep+uFjVD3xEKELLiH0nlkEz7mQmcPymTnMyw8+EOal9Un+uT7Bl59toCpiuGiMl4vH+DhvlJeUNxtvqj7dpyUi0mEKa0RERER6gXjK0JA9nvq8KbzvmTre3J4i5Rqumejj1zdm8f7JviM9aUw8TnzTeuIrlhB963Xi61bhGTSErMuvod/jP8Xbf2Caz0akOd+osRR87W7yb7ud6MI3iLz1OpVPPYpbVYFvzHiC088iMHUG1407jQ/eOArXzmLpHod/bUjwxvYkT8yLUn/ecwSiJdz8+3qmDPZwWn8Ppw3wMKbYxufRDBwR6T0U1oiIiIj0EK5rOFhv2F/jsqPCZX2Zw7rSFOtKHbYecnGm/YRw3RYm9rf50jTDRfmV+OsqcQ6WE/nvHdTs3klq9w4S27eAgcDEyYQuvITCex/GN2a8tuKWXsHy+QlfcgXhS67AuC7J7VuIr1xGbNUyqn72FE5pCfh8+EaOYfSQYXx98FC+OWQY1pShfOjeH1GSfRoFl93Hq5uS/PjNGGW1Bq8NQ/Jshubbx/xpMSTPpjDLJi9okR+yyAtZ5AUtgj49V0QkvSxj1KDrVCzLckKhkD1x4sQuefyNGzcC0FWPnw46p56vr50PdN85rVixglAo1K1/d33h30vn0HP0hfPoSeewYsUKAoEgw4eNwhgwNPaGMQYOv8wyxuAaC8eAa8A5/N80/ukYi6SxSRoLaHyT6MUhaKUIkiJoEgTdOERq8eHSpBONZWF5vVj+AJbf3/hnMIgVDEEPDWd60r9fR+g80sR1MfFY41ciiUkmMMnGP3GO2TXK48HyeHC8fhKeAAnLRwoPSctLEpuk8ZA0Nilj0bhB+NHni4XBY9H4ZRtsi6NfND61jh2zOHrMnu3rDj/Mim77OxGRnmwkUGuMGdWWOymsaQXLshzADoVCXfL4sVgMgGAw2CWPnw46p56vr50PdN85RaNRALrqmtCSvvDvpXPoOfrCefSkc+jOa0JPOu+O0Hn0LH3lPKBnnEs0Gu32D3VEpOfauHEj0Wi00hhT1Jb7aRlU66yaMWPGjOXLl3fJg8+cOROArnr8dNA59Xx97Xyg+84pHA4zceLEbv276wv/XjqHnqMvnEdPOofuvCb0pPPuCJ1Hz9JXzgN6xrmk43WCiPRcM2fOZMWKFbvaej/71IeIiIiIiIiIiEh3UVgjIiIiIiIiItKDKKwREREREREREelBFNaIiIiIiIiIiPQgCmtERERERERERHoQbd3dCpZlLe/K3aBEpHfRLjT6F80AACAASURBVA8icixdE0TkWLomiMix3t0NaoUxZmZb7pexM2ssy3rFsixjWdYj6a5FREREREREROSwjAxrLMu6CZia7jpERERERERERI6XcWGNZVn5wA+B29Ndi4iIiIiIiIjI8TIurAG+D6w3xvwl3YWIiIiIiIiIiBzPm+4CupNlWRcCn6IdS6A2btzIzJkt9wNS8zCRvulEz/lYLKZrgkgG0jVBRI51smuCiEhHZczMGsuyfMCvgCeNMZvTXY+IiIiIiIiISEsyaWbNXUDo/7N35/GRVWX+xz93qyWVfe+ktyS973uzNdjQAgLK6Dg66ozbb0ZHx9EZ0RlUNmn2HXED13GZGQXHhUUBRwRE6YZmp2mg9zV7qpLUfu89vz+qA+kmnVSSqlRV8rxfL15oUnXviaZu7vne5zwHuHosb5bt94SYek70mZctOYWYmuSaIIQYbLhrghBCjNeUCGs0TZsJfAX4B8CraZp30Le9R5sO9ymlnJwMUAghhBBCCCGEEOKoqbIMqhnwAT8Begb9A/CFo/95aW6GJoQQQgghhBBCCPGmKVFZAzwHbBzi64+QCnC+B+yc0BEJIYQQQgghhBBCDGFKhDVKqSDwx+O/rmkawD6l1Fu+J4QQQgghhBBCCJELU2UZlBBCCCGEEEIIIURBmBKVNSeilNJyPQYhhBBCCCGEEEKIwaSyRgghhBBCCCGEECKPSFgjhBBCCCGEEEIIkUem9DIoIYQQQgghhBBivF5pdfivp6Ps3HEE1XaYd5bs410rAgQ2nYteFMj18EQBksoaIYQQQgghhBBiDHpjig/+qJ9F14V46DfP4Hv2UXRN8Ynuszn/3jKefvdfE3n097kepihAUlkjhBBCCCGEEEKMUijqcs63+4h09vDQC//M+k+8j+ILP4juL2J/j8M//vda3lP+XX50+f9j9Ud3UfbRT+Z6yKKASGWNEEIIIYQQQggxCr0xxTnf7iPe3cOPH30/p17yWUr/9iPo/iIAZlYY3PfJUk5fWs7/O/U/2fu97xN+8N4cj1oUEglrhBBCCCGEEEKIUfjc/4bp74vxn4+8nzmXXkLRmee85TWWofGDDwaoq/bz+U0/oWPzl4lvfzEHoxWFSMIaIYQQQgghhBAiTX98PclPtyW4dcdlNJ5/NoFz3nnC13pNjV98rITn4tXcvemrdHzps7ix2ASOVhQqCWuEEEIIIYQQQog0KKW49LdR/s7/EouiO6n43MUjvqexXOemC4u4Kvo2gnoxvT/+zgSMVBQ6CWuEEEIIIYQQQog0PPyqzVN7E3zisUuo/upNaW/L/ZG1HpqrDb571g2Efvhtkgf2ZXmkotBJWCOEEEIIIYQQQoxAKcVl9/fzoe77mf+Bv8K7bGXa79V1javP93PnvjqCq88m9L1vZHGkYjKQsEYIIYQQQgghhBjBb19J8sLBJJ/p/w3l//CZUb//HQstlk4z+MnyfyH8u99gHz6YhVGKyULCGiGEEEIIIYQQYhhKKS67t5+/a/0F8z79j2iWZ9TH0DSNL2z08d2dFSSXn0LoR9K7RpyYhDVCCCGEEEIIIcQwHtie5JVWm89oj1H0trPHfJz3LPNQ7tf41ckXEb7vf3H7ejM4SjGZSFgjhBBCCCGEEEIM4+b/C/O+jvto+fAH0PSxT6NNQ+PfzvDx9X0NuFW1hH93bwZHKSYTCWuEEEIIIYQQQogTePGwzR93u/xD9CGKNp037uN9/CQvoRj84fR/pe9XP0MplYFRislGwhohhBBCCCGEEOIEfvBkjNMiL7D0feehmea4j1fs1fjUqV6+mTyZ5M5XSbzyUgZGKSYbCWuEEEIIIYQQQogh2I7ip1v6eU/HAxRf8J6MHfdTp3p5pk1n98l/S/+vf56x44rJQ8IaIYQQQgghhBBiCA/uSBKOubx3Qx16oDhjx51RYbBpnsn/tnyA8IP34kbCGTu2mBwkrBFCCCGEEEIIIYbwg0e6OK/9Yere976MH/sja738rLUOx19K5PcPZPz4orBJWCOEEEIIIYQQQhynJ+Jy706Tvy3fgzV9ZsaP/+5lHmK24smNn6HvV7IUShxLwhohhBBCCCGEEOI4//N0jLpEJ5vOW5aV4xd5NN630svPi84g8eJzJA/uy8p5RGGSsEYIIYQQQgghhDjOD//YzXu6fkfxWedk7RwfXefh/j0W/QvXEXn4t1k7jyg8EtYIIYQQQgghhBCDvNrmsLW7iA/Nj6EXBbJ2nlObTGaU6zy84mOEH74/a+cRhUfCGiGEEEIIIYQQYpAf/7mXNX0vsPTCM7N6Hk3TeM8yD781lpN8fQfJvbuyej5ROCSsEUIIIYQQQgghBrlnax/vSmzFu3Jt1s/17mUWj+w3iC89mfDDsiuUSJGwRgghhBBCCCGEOOqVVodXo8W85+RKND37U+aTZplUFmk8vvLviTx8P0qprJ9T5D8Ja4QQQogCpBwHNxrBjUVRrpvr4QghhBCTxt2PHmFF30vMuzB7jYUH03WNC5d4+K21kuSeXdj7dk/IeUV+M3M9ACFE7ijbxu3vxe3vR4X7caMRVDwOAxM/XUfzeNB8fvSiAHp5BXppGZqm5XbgQkxBTihIcu8uwvfegxsOo2KxN7+paWh+P3pJKaXv/zDmjFloppW7wQohhBAF7BfbIlzo24nVePqEnfPdyyze+4M4N85fRvSJR7Fmt0zYuUV+krBGiClAuS5ubxCnsxOnp4vIg/emJnvxKCjQTAPN4wOPB800YSCMUQocG5VMouJxVDIJhoFeUkrJez+INbsFPVCc2x9OiElM2TbJXa/R+18/wO0NoReXoFdUYNXUoxcVgWmCApVMoCJh3FCQ4LduAQVmw3TKPvV5dJ8v1z+GEKIAKaVwQz3YRw7jdncR+eNDRx/mKDBMis56B0ZlFUZVDXpFpTzIEZPGrvYkLySq+fHpdRN63jPnWhi6xpbl72fjE/dT+qGPT+j5Rf6RsEaISUgl4tjtbdhHDhG+/5e4/X3gOGg+H3oggFYUwKqpRS8KoPl8aT+BV4k4bjiMG+yh96c/QMUiGJXVlP3jv2DWTcvyTyXE1KEch8T2F+j96ffBdTGnNeKZtzAV0AzF74fSMqhvQLkuTmcH9oG9dF36eUo+9HG8S5ZLpY0QIi1OTxehH3wbp6MdFYum7hUCATS/H003gFSQHHn4/qNVflE000QvK6f4wr/BnNmEUVae459CiLH7+YN7WBjuYcn5E1dVA+AxNc5fZPG7vvWc/OwVuOF+eSg6xUlYI8QkoJTC6WzH3r+X/t/cjdvXB7qOUVqKUVGJNXM2enEJmjW+yZrm8WJ4vBgVlZizm1H9fSQPHaD7+ssxqmup+NzF8kdFiHFKHtxP8Ju3gOtgzZiFUTcNzTDSfr+m65i1dRg1tTgdbfT97Ef0/Vyj/JP/ijWrKYsjF0IUKqUU9r7dhH54J24oiF5ejjVjJkZlNZrXO/x7k0ncvl6cYA99P/txaoJZXELpRz6B1TJPKm5EwbnvxTjnB/ahF6+f8HP/1VKLf76nlMsDJcS2/pmijWdP+BhE/pCwRogCpWwb+/BB+v7nhzjdXahEHL20HKOyGqtlHnpxMZqWvR7imqahlZTiXbAYd8ZsEjtfpeuKf6f8M1+UCaEQY+DGYgRvvxa7rRVz+kysmbPQjLH/mdY0DbO2HqOqBvvAPnq+dj1GVTUVn79ElkYJIYBUSJPcs5Pe738TNxbDnNaAZ94CdP8JqviGoFkWRmUVVFShN2nosQhOeyuhO29DL6+k8uIrRxU4C5FLPWGbLfF6rlnflpPzv2Ohh754mBfWfoDTnvijhDVTnIQ1QhQQ5TjYB/bR+98/wO3uBECvqMKa3YxRWYVmedI+VtLV6LEtys0kHn182wPqgQDeZSuxD+6n5/brKP/kZ/HMXzyuYwoxlST37ib4rVvQPF58K9egF5dk7NiaYaSuEbV1JF7dTtdX/52Kz12MWd+QsXMIIQpP8tABQnfehhuJYDXOwNs4Pa37iJ6kSVvCy6/9J9OfgEgSkg4M7EmnaxCogZq6MH/1/F1oN2+m8t+vyOrPIkSmPPDw65TbHk49f21Ozl/i09g0z+Lh8FmsfuifUEpJddoUJmGNEAXA6eok9INv4rS3gXLRq2rwzF+MXlHxxvrxdMVdja9pZ3GwDxwFXgOuLHqEgOGMa4yapmHNmIXm9RG882uU//MX8LTMHdcxhZjsVCJO9y1X43S0Yc1swpwxM2sVcXpRAO/y1ST37qL7hq9i1jdQcdElo3ri7bqKUEwRjCr64opfPJckZitsN9WPXNPAb8J7V3iYValTUZS96j4hxNg4oSDBO27A6e7CbGjEu3g5mufEIU3M1TkU93K351Q6IhB3oMiCMhdqiqDIAx4dzKMfd9uF3jh0RwPcMfsTNO/5M//c2kVpfdUE/YRCjN39W7s5y4pgluVuJ6Z3L/Ow+beNfKG7k+Rr2+UB6BQmYY0QeUo5Dsm9u+n98V24vSGM8kqsOfMwqqpHHdAMOBT3cktiAx4DltdBpR+ePAS7o36WFvdnZNxmbR04NsFv3kzll67ErK7NyHGFmGzsjjZ6brkGzTTwrViLXpz9fk+aruNpnotZW098+4t0X3MJlV+6Es20SNiKpANxWxG3IZJU9MYUv3whQSwJ0aQikgAXhcfQ8FsQ8GiUeDVMPRXUKJV63w+3xgnFFNNKdS47x4/PkqeCQuSasm2Cd9xA8uA+jIpKfKvXD9m0POlqHEl4+Zn3NDojEE6Cx4BqC+ZXQVVR6r8Pp8IPs8ohUh3gYEclV/78EJd9opJSn1wLRP5yHJff99Zz4/JDOR3Hu5ZYfOJn8PqyC6h44lEJa6YwCWuEyDNuNELo27dhtx4G18Wob8AzbxG63z+u495hbOL1KMyugJaKVJkyQJEJ0Vhm15Kb0xpx+3oJ3n4dVVfeLOWbQgyilCLx8vOEfvAtzPoGrOY5Yw5g0+Eq6LEtupIWIdvi94G1JDzgLjgPz84XiF/zBKGW1biDPqc6Gh4T/JZGkQdKfRr1JTpFHij2aljGyJ/p3phie5vDv/0ywnXv9FPmlyobIXLFbj1Mzx03gOviXbgUo6r6je8lXY1DcR93+04lGEtVxRg6VOowqywVvBSnv8r6GEUWrKp3eb6jja/c18Kt7y7CTOP6IUQuPPWXnXQZFZx/fm53M6sp1jmt2eThvgtZ+sQ3KPv4p3M6HpE7EtYIkSecYA+hu27HbmtF9xelekzU1I27KZ+r4AZ3E629sKIeagLHfj/pgldzh37zOFhNLcSe+gvJPTvxNMtyKCHg6LKnmzbj9nThmb8Is6Yu4+dwFbQnPOyP+7nXs5ZQPPW1IgsCPvBpUOoF0+/Fv2oxDc8/TDIUI7ZyI6YOpgGmPv7JVKlPY91MgxcOO3z5vii3vLsIrymTNCEmkrJtem6/FvvQQcyG6Vizm9AMk66kxYGYj1961tMTA0ODChPqi2FhNZR433yoM25eH2vMfdwHXPlglCvPS795sRAT6TePHmKNG6S6YV2uh8JfLfXw/cfm8c8vP4/b35fRXnaicEhYI0SOOZ0dBO+6HaezHaO8Eu+ipegVlRmpRkm6GlfbZ9EXh3UNqZuvwVyVeoJW5U2M+1zH0ywPRl0DfT/5LlWXXZ/x4wtRaJzODrpvuRpN1/GuWDvk8oOxUiq1zPEn1gbaw2ArKPdBtR/mVB4NZ4YsbCnCWHUy07beS1fLXOI1MzI2JgBd01g2zeDJfTabH4xy1fkySRNiothtR+j52vXgKjxLV9Lur+Mn+gY6+iFqQ5kXqnypattyX2opYzZoSmHpsHSawZZ9NkdCLtPKpNJO5J8HjxRzwcxorocBwPmLLD7/Kw/tZTOp2baVojPOyvWQRA5IWCNEjtjtrYTuuh2nuwujqgbfijXoJaUZO37M1dkcPxNHwUnTwTfEp703nprk1XkyH9YAmHXTiD27FbevN6M/mxCFJrHzVYLfuhWzrh6reW7GtrHttQ1ejRTzM30tSQdqDFhYA9VFJwpnhhhbeS29Tcsp3/oA7W//CMqT2W29dV1jcX0qsOkKu1QFZJImRDYp1yX4tetJ7t9LT+0c/qvl72mNmiRjUK2lwpmawMh9ZzJFc2xc06LcrzO9XOemR2Lc/FcS3Ir8cmTPEZ41mrhzY2Z6OI7X3BqdWRU6Ty59Hy1bn5CwZoqSsEaICWa3txK68zacnm6Mmjp8q9ajBwIjv3EU+h2DzbGNeAxYPQ2sE9yQtYeh3A/WOLfuPhG9uBi9qJjkvt14l6zIyjmEyGfKdem59RrswwfwzJmfse2yD8e9fEfbQEck9XS8pTS1fCHdgOZ4vS0r8Xfsp+SFx+hdc3ZGxjhYmV+nOqBzx2NxrnjH+PpvCSFOzO3r5dCN1/JarIR7515EyFdJlZtqDFwTGPs1YjzMSC+OL9VAvbnK4PFdUl0j8s99v91BrTOD1WtytwvUYJqmcc4Ci8d3nsR7tl6U6+GIHJGwRogJ4nR1EvzWLTjdnamQZvVJGV0GMSBkm1wVexsBD6yoSzUJHIpS0NoPH9OeBO/Qr8kEvaKS/l/9TMIaMeW4sRg9N1yOG4ngXbYKo7RsXMdTCnbH/HyfU+lLQEMxnDw9tcRp3HSD0Nw1VD3/B/qXbcD1ZD5QqS3R2NOV+f5YQoiUQy/v4n9++hT7fOehFs2hsdJiZcnEVdCciBkJEWteBqSalk8r1bj1jzFuuFCqa0T++O2rLmdXtKNpc3I9lDecvcDin56rJ7F3D3bbEcy6abkekphgEtYIkWVOKEjwGzeletJU1x7dKjOzlTQDgrbJ5ujbqPDB0rrhmwP2xCDuQHNJJCtjGWCUV5BoPYRSSnaFElNGqj/NVWiWhW/FGjTv2BMVpWBXtIjvqFOIOzCjNNUsfKiljeMRq56B4y8hsG87fXNXZ/bgQHVA5+VWh76YokS27xUiY/Z1JvnOD7cS7uimbMYcFsyZRUVRnnzGlMIKh+grfnN3neZqgz/tTtLW51JXItU1IveSkQh/cFq4a3U410M5xplzTbpjOjtmn0bN1j9T/M6/zvWQxASTsEaILHHD/QS/eTP2kcMYFZX4Vq7Naif30NGgptIPS2pH3sXhQAjqA+DTs/ukWy8uRtkObl/vuCsLhCgEiV2vE/zWzZi19Vgtc8e1Lff+mI9vq9OI2KktdGeVnXhZ47hpGv2N8yje/UJWwhq/peG3NI70upT4cvyoX4hJYH+Pw+0PBbG3P0+z6mD++mWY1TW5HtYx9HgE3U5gF1e88bWAR6O+ROe2P8a49p1SXSNy708Pv0xEn8m5mzKzVDlTKop01s00+EvRhazd+piENVOQhDVCZJhKJgh+42aSB/ejB4rxLl2BUV4x8hvHodc22BxLVdSkE9REk9AWhkuLHsvquACwPGiWhdvTLWGNmNSU69Jz27XYh/bjaZmHOa1xzMfqSHi4wz2dYBxmlqV6T03EUoZofTMVr27B7O3CLq3K+PFLvRqdYZd5SFgjxFi19rrc+H8xwh1dLNr/OLMrNKLLN+BmuDl4JniDbTgeP47/2IdVMyp0nj7gELcVXjNPqoDElHXf0z2cZEBpcV2uh/IWZy+w+OPTy/jHP10nVepTkIQ1QmSIUork6zsIfe8bYBh45i3AqK7N+kV1oJlwmXfkpU8D9oVS23TWZmkXqME0TUMrKsIJ9mDNasr6+YTIhVR/mitww/14l67EKCsf+U1D6HcMblcbaY1AQ0nqM53p5U7DcXwB4uW1+Fv30JeFsMZnadz3cpJTmqyMH1uIya4vprj24SitfS4tXS9xdusT2C1L6W1Zmb19t8fJE+ogXl77lvFV+DU8BuzudFlYL+GtyK2Huqr4wPx4rocxpLPnW1z7cCn9wX7sfbuxZudHA2QxMSSsESIDnFCQntuuRfX3Ys5swmyYjqZnfx121NHZHNtIwAPL0gxqEg4c7IXPe/+U9fEN0P1FRB78Db7lqybsnEJMFKc3RPd1l6OZJt6Va9C9o3+6bSuNO/Sz2NOfClJPng4lWWz8PZxY1XS8B1+HeWsyfmyPAf35eT8sRN6yHcV1v4+xp9ul0utwXvv/Uduzh67VZxKrnpHr4Q3LG+ogPmP+W76uaRp1JTo/3Brn+nfJUiiRO227D/GSp4lzz8huD8exWj/LxO/ReXr+BUzftkXCmilmynT10jTtvZqm/ULTtH2apkU1TXtV07RrNU3LXhMRMekp26bntmvpuvJiNMPAu3o91vSZExLUJFyNqxJn4jVSuz6lE9QA7A1CkQWzfLHsDnAQzetDxSfufEJMFPvwQbqv+jJ6IIB32coxBTW7o36+FD6Lw32p0HVtQ+6CGoB45TS8oTZwnYwf2+/RiCZVxo8rxGS1u9Phs/8b4Uivy6qqOOfuvJuqcCttJ12Y90ENrovV20mivHbIb1cFNLojCqXkmiBy5+GHX6XKCbFi2diXLmeTaWicNc/kiembiG3bmuvhiAk2lSprvgDsB74MHARWAlcAGzVNO0UpJfuJilGxWw/T87UbQLl4FyxGr6qesHWkjoKrkmfhqlQvixNtz328hAMHeuFfrCeyO8DjaJaFSiYn9JxCZFv8lZcIffcOrOmzMGc1jfrz32sb3OpupCsBLRWp5sHpfpazKVFaDa7C6usmWZbZZqUeI3UdEkIMry+m2PxQlK6woqVKZ67eSe2ff0myuIL21efgWvnXn+Z4Vn83muOQKB+6D0iZT8N2FX1xKM3/H0dMUn94Nc6G4nZ0PX+X6p893+K23QuIPXWJ9K2ZYqZSWPNOpVTHoP/+qKZp3cB/Am8D/pCTUYmCo5IJem6/HvvwQcyG6Vizm9CMif0oXe9sIpqE9Y2j2xlmbxD8JjT7otkb3FAMAxzJQ8XkoJQieNu1JA/uxzNvEWbt6BoSOgq+bmxiVxiq/HDqjFS1W75QpoXjD2D2BzMe1lg62K6Sm00hTkApxUtHHL72WJxyv8ZpTSZVHTup2PoA/TMWEJy3HiagejcTvN1HSJZWoizP0N83NSxdIxh1KZUd4kQOKDvJY5F6Prcivz9TZ8+3+NTdfg7269RL35opZcqENccFNQOeOvrv/Kx7E3nHPnKInjtuADS8y8beRHQ8btE20RGBdY3gHcUnOG7D/hD8m+eJie9DqBuoLCypEGKiKceh58av4nR3pnZ6G+U1oCPh4Rb7dBIOLKuFuuIsDXSc7KIyzHAwa8eXoEaItwpGXDY/GKMvrlhYZ9BYqlH8/KOU7nmOngWnEJ6xINdDHBVf1yHi0+cN+xqPCdHs73UgxJD2bH2JXb5ZnL1x6EAxXzRXGzRV6WyZcz5LpG/NlDJlwpoTOOPov18Z6YWvvPIKq1evHvJ727Zty+SYRB5SiTg9t12H3XoYs3EG1qwmNGPinwLtCAfYa8OaaVA8yr8ru4Op98z2T3BVDYW7DOpEn/lYLCbXhClI2Um6r70MNxLGu2wVeiD9pMVRcJu2ib0RmF4K86rAzOMHeclAGUbnERh+njVqCijkmEauCSIblFK8cDhVTVMT0Dit2cSn2ZT/+T58XYfpWHUu8aqGXA9zdFwHb08r4UUnD/syQ0tV2xWq4a4JIv/9/vF9NKhS5k1vzvVQRrRxjsmWyOl8aNs9lPz1B3M9HDFBpmxYo2laI3Al8Hul1NO5Ho/IX3brEXpuvw5N1/GtWI1eUpqTcRyKe/lm8mSW1EKFf3TvjSThYAj+w/94dgY3As3ygOOgkonUfxaiwKh4nK5rL4GkjXf5qlE1Em5LeLgleTqugjUNUDnKz28uOL5iPH37s3Lswp2WCZF5/XHFFb+N0htTLJ1mMK1UR49HqPzT/6In4rSd9C7sorJcD3PUPKEONOWSqKwf8bVyTRC58shendOnhQqi2nPjXIsvPd9C7NmtspR4CpmSYY2macXArwEb+Fg671m4cKE8GZtilOsS/Nr1JPfvTfWmaWpG03Ozpjpom9wU30BzBUwbw/5lu7pTAU+jNzd75mpWqiGHisUKKqw50We+qKhIrglTiBuN0H3NJaDpeJevTPt32FVwm76JPRGYUQpz87yaZjDH40NPZL4Kz3HBTHfrujwk1wSRSbs7Ha77fYwyv8apTSY+S8Ps76HqsXtwfAHa178T11OYnXd9XYeIl9WhjOEbcjkKrEl6TRD5zQl28yfVzBUr83Q98nE2zrE4GPOyJ+yhft8erNn5Xw0kxm/KhTWapvmA3wDNwBlKqYM5HpLIQ05viJ5brkJFo3iXLMeoqMzZWBKuxrXxt1FVBC1jGEZvHI70w2VFj2V+cOmyUpcaNxbNWWWSEGPhhvvpvuZS8Fh4Fy1DM9P7s9lrG1yf3EjcSe3YVlVg9+3K9KDbmV+6mHQKJ7ASIlscV7H5wRgHelzm1ujMrtTRNA1v5yEqn/gl0ZqZdC8+DSZ484JM8nUeJD570Yivi9sQ8BZuWCMK145Hnuagbw2bTi2MyrXGcp25NTpbW97Byme2SFgzRUypWyZN0yzgF8A64Dyl1Is5HpLIQ4ldr9O9+WI008K3al1Ogxql4Fr7LHQNFo9xU5bXu6C+GGo8uevgp2k6GAYqIV0EReFw+/vouvoraD4v3sXL0w5q9kT9XBbZiNeAk6cXXlADoHQD3Mzv4Ba3FT5TJmZi6gpGXD7/ywgd/S7rZxk0VRlomob/8E6qHr+HvlmL6V56RkEHNXosjDfUQbR29rCvi9sK21WU+uSaICbew1vbadK7mVVZODuRbZxj8WT9BmLbtuR6KGKCFO5fglHSNE0HfgqcBZyvlHoyx0MSeUY5Dj23XI3degireS7mtMacrwe9RdtEKA4nNY7taXRXBLqjcFXxI5kf3ChphgGO7AglCoPb30fXNZeg+4vwLFqS1hJIV8HNbOJAPLXkafbEbxaXOcolG9vGRZPgy6NtyoWYSDs7HK7/vxjVAY0l4dKTSQAAIABJREFU9QamoYFSFO9+ntLnH6Fn4SmEZyzM9TDHrah9H8miMuyS4R92hRMKXdMo8U7QwIQ4SinFY21+zlhcWA8RN841+bdnmoltk741U8WUCWuAbwB/A1wNhDVNO2nQ9w7KcqipzQ33033DV1GJOL7luWsiPNjOSBH7kqmdn/xjmNwoBa92wYwyKNXyICTRNHDsXI9CiBG50Qhd116K7venHdSEHYPrkhuJ2rC2EcoLs83EG3THxjUzn6pEkoq/WippjZha3KPLnvYHXebX6syqMAa+Qem2hwkcepXOlW8nVjMztwPNkKIjO4nUN40Y+PbHFcUeZMIpJlzi9Vf5i3cxN62rzfVQRuVtcyxa4x5ej/ilb80UMZWWQb3j6L+/AvzluH/+IVeDErlntx6m68qL0QwD38o1eRHUdCYt7kiewsLq0e/8NOBwP8Rs+Bf1h8wObqx0HSWVNSLPqWSC7msvQ7M8eBYuTSuoORz3cmlkI7qWWvZU6EENgObYqCwsw4gkFGX+qXTrIaa6SELxhV9Hae1zWTfTeDOocWwqnvgVRa27aV97/qQJaoxoH95gO7G5K0d8bSgqS6BEbrz86LO0emvZuKywSmDrS3UW1ulsbT6X2DOyFGoqmDJ3TEqp2Uop7QT/XJHr8YnciO94me4bv4pRNw3PkmV5sVNRzNW5Pn4G00pg+hhzI8dN9ar5qLYFn575vhNCTEbKcei+7nJwHbyLl6aW7o3gxf5irotuYEZpqpGwp3CWvg9LT8RwrcyuTXBdRSQBVQGZnImpobXX5aJfRdA1OGW2SfnRoFJLxql69G6s/h7a1r+TZNkYm9LlocCh10mUVmMXV4z42q6I4u/WyBooMfEeeT7IHCtEQ1nhTYU3zpW+NVPJVFoGJcQb3uhP03YYz7yFmLX1uR4SkFq6dJ19Jh4DFlaP/Th7g6BrsCTQl7nBjZfjpN2gVYiJppSi5+bNuOF+vCtWo42wBMhRcKPaRKsDy+uhNjBBA50gRiKC481sZ+TeuAKgWsIaMQVsb3W4+ZEYM8t15tXq6EeX+hjRfqoeuxulG7SvuwDXO8by2XykFIHDr9G/6JQRXxpOKGK2Ynp54U2WRWFT8TiPhyo5o0DbQ22cY/GprU3EnpO+NVOBzJzElOPGYvTccDluJJLqT1NckushveE2fRO9MTh5RipsAXC6OtN6r1GVSnfidiqs+Yz1Z4x8un67LkhYI/JU8Os34nS04V22Gt07/DqmuKtxdeIsojasa2RSNsc04hHcisyu5Q8eXfJg6Pl0YRIisxxX8dXfRTkcUiyZZtBQ+mYYYfb3UPXoz0kWV9K1/ExUFvpC5ZKv8wB6Ikakce6Ir+0KuxR7NNm2W0y42IvP8WTJCm5ZU1j9agacMcekM2HxWiQgfWumAJk5iSnF6eqk+6bNaJaFb8UaNG/+zLL2x3zsicEKfzdWyGW03V0GQp3XeiyK/WXM8UUyP8hxUK4zYrWCELmQ2PU6yb278C5ahl5cPOxre22Dq+MbMXU4afr4lz2lE8YOBLETyYiGSU4b/n+L0eqOKMr9MjETk1c0ofjK/VHituKkWSYlg/qxWMF2qh6/h1hVI91LToc0+mGNxnDXki9uTe3KpBkGN5+tMnrewYoP7CAyrQWVxhLKzrCiOiBVNWLibf/zS7R53s3GBYVZ1VZTnOpb83Tz21n3zBYJayY5CWvElJHcu5uer9+IWVOLNWdeWo1DJ0LXNZfSZwS49cO/oqk4SKV36B4zAzdbADeu6x7yNX1JjUMRk89893y6kt1UfXlzVsY8Wsp1wVUS1oi8Y7cdIfjNm/G0zMOorBr2tR0JD9fGT6fcB8tqwRjjPCPdarnjXz84tLnoodGFHqOdoJnRPuyizFUdKqUIRhWfPCV/AnIhMqkn4nLJ/VF8psZJs008g0pbvR0HqHzil4Qb5xNccNKIuySl6/hryeD7hMGKug8BEKls5KKH3rz3yWRwY0T78HUcoOOsD434WsdVdIUV//KOSdCNXRScR7ZHmFvWy7Sy4beWz2dntFg8FTqN2LafU/KeD+R6OCKLJKwRk55SiuDXbyS5ZxdWUwtm44y8WN/Zdc2lADjo3PmxX1JhuDSVDL219cANWFH3ISKVjSc85qshi3q/Q22y+5hz5Dy0SSYB0HxyYybyh9vXS88tV2M2NGJOO/HnCmBfzMet8dNoKIUFVWOba402pBksdQ1IBbkDjY8DTvrVcxc99Gb/mZEmaJpjYySiOEWZ2xmvLw5JRxVkM0chRnIw6HLl76LUFGssqTfQBy318x/eScWW+wi1rKKvaXlGgprB15LjA5qBYGYoA9/TK1PB78B1IROhTfH+V0iU1ZAsH3lpSUe/wtChoTT392JianEjYf7UX8MZKwr7d+/0FpMvPNNEbJv0rZnsJKwRk5pyHHpu3pzqRbF42YhPzrNtIDwZ7HuffoBkTGNVdXzI93xxa+WwN18D2qM6oYTOF3/0riHPm8vARiXioIHmz2zDUiHGSiUTdF9/BXpJKVZTy7Cv3REO8M3kycytgtlj2OVz/CFNyuDrwMBkK10DwU7YKOKih7RhJ2dmpBcAO4NhTUe/S7lfx2fJDaWYXF5pdbjpDzFaqnVaqo+t2C3av53ypx+kZ9FphKfPH/e5ThTSpHOPMJjb3YleWU3AiaR1TRiJloxTfPAVgmvfkdbrD/e61JVox4RaQkyE2HPP8GTpKm5dXZj9agac3mJxOOZlb78lfWsmOQlrxKSlEnG6r78itbvLstUj9qLIpqFCGoDdvhkcipisq45hHffAeXA1zUhcBa+FPMwutgm40XGPN9PcaATN60trK2Qhsk0pRfeNVwIKz/xFaNqJqz1u1Taxx4YltTBtDKuCxhLUpDMJG5hsjVY6kzOrvwfbF0CZnlEf/0Q6woq/W5O54wmRD656MMqebjfVSPi4qrHi3c9T+vwjdC3bSLR+fBOpgevIeAKaExm4JoxHyf7tOJ6itH7OhK3o7FdcfUFh9gsRhe2VJ1+mzbOYM+YV9pLcxnKdlmqdp1rOYYX0rZnUJKwRk5Lb30f3dZeDBt4VI+/uki0nCmkAgmYpP/rb77OgLEGp59hJ04mCmhMtgdrXb6KAv/v6BcOOJVfVNW5fH3ogd2GZEIMF77gBt6cb74o1J9xO3lVwg7uJ1jCsqoeqUc5lshXSDDbewOZErN4ukiWZq0JM2Ipg1GV2pSyBEpOD4youeyBKR79izQyDyqJBv9tKUfzCo5Tufp7O5WcRq501vnN1dWYlpBks4ES46KGiMVXXaHaCkn0vEVp5Fugjf8aP9Lr4PVBfKtcDMfEe3R6muaqfhgLuVzPg9GaTp/o28OHnfi19ayYxCWvEpGN3ttNz02b0QDGeBYtPOBnLtuGCmqRm8O2P3EOdx2F64Nh9n0aqqDm+uXDMgT19Jh/+n49jjnoPqYnh9oUofs8Hcz0MIUju30ty7268i5ehFw0dWCRdjWvss+hLwLqG0W/NPdqgJtsTsaEMNznz9HaQSGPr3XR1hhU+U6NKdn4Rk0DSUXz5vijhhGL9LJPiwVtPK0XptocJHNxBx+pziVdOG/N53gxp0q+yzYWSfS/jWD4ijfPSev2hkMtH1xV2VYMoTE5viD9Hajl9zeT4W3R6i8XmF5uJPb8t10MRWSRhjZhUknt20vONmzDrpmG1zB12eUO2DBfSDPjOJx9AS8KCsuSQ3x/qpuxEVTU7ey1KLEVT7EBaY5vo6hqlXNz+fsyawl4fLAqfE+wmeMf1WLObT9i/KuroXJU4E0fB+kbwjeKvZC5CmrFW15yQUnh6uwgvOiVjh2zvd6kplt4UovBFEoov3RtBAetnmsf2YHJdyrfcj79jPx1rzyNRNva/eZ//rUu+hzQAejJGyd4XCa1+e1pVNaGoS19csbBOlkSLiRd/9im2lq/iypUZ/JuZQxtaTHZH/RzpiFLfdgSzbuzhsMhfEtaISUEpRfCOG0ju3Y3VMherYfqEjyGdkAbg1aJmOmI662vimEP0qRnuxuz4qppQQuNIxORzP33vqMc7UVQ4DMrFqK7J9VDEFKYScbpvvBK9shpz+swhX9NnG1wV34jHgNXTwBrFfGKsQU2+TcTMSC+6nSBRnpnPq+0oOvoVl58rO8GJwhaMuHzl/ih+S2Nlo4FpDA5qHCr+/Gu8wXba1l2AXVwxpnMMXvKUb9eGoZTseQHHFyDSkF4l3oGgS02xTsAr4a2YeLuefIkDnlWcMcfK9VAyorlKp75EY9v0M1j0/DOYZ5+f6yGJLJCwRhQ85br03LwZu601Jzs+pRvSAHSbZfzX++5icXmCgPXWPjUnujkbqqpGKdgR8tBYZFNlB0c36Ank9vWi+wNoHil7Frkx0FBY03U8cxcMucVlV9LimtgZlHlhWR0YoyjKG01Qk28TseMbDXuCbSSLSnG9mdm5rb1fYeowvXxylJ2Lqam9z+XSB6JUFWksnXbs1tyak6TiT7/CCvfQtu6CMW95P1BNky/XhpHosTDF+7fTc9I706qqSTiKI72KyyS4FTny2I4wjTVRZleOLUzNN5qmcVqzybbI23jf808RkLBmUpKwRhQ0ZSdTOz71hvAtX4VePIbtWsZhNEFNQjO58yP30OCxmVY0dJ+a4RxfVXM4YhBOanzmexemPQaY+KVQbm8IvTRzWwALMVrxF57FDfbgXbl2yB3JjsS9XB/fQH0AFtZAurvJjiWkgfwJaoZqNOwNtpEoz9ySxcMhl2ml+pABmRCFYH+Pw+YHY0wv05lfe+zvsmYnqHz8FxixCO3r3onjC4z6+KmQJiWX14aAEwHS36GpbPdzJIsridXNTuv1B4MufgtmSHArcsDp7uLP0To2NE2uv0cbmi2+t3MBsee+leuhiCyRsEYULDcWpfu6y1CJJN7lq9H9E7cN5GhCmgHf+eT9GLZifvmxfWpGetI+VFWN7cLrvRZ/8/NP43Pjox7LRFFK4YSClH30n3I9FDFF2UcO0fujO/EuXDLkNWJX1M/tiVNpKoc5o9gcIp+qaTLZt8YT6iAyd1VGjhVJKDojLhe/PTNVOkJMtNfaHa7/fYy5NTpNVccGvVoyQdVjd6M5SdrXnT+marSBoGaiQ5qhrhep4Da93aDM/iCBgzvoPOP9kMbE13UV+3tcPrPBO6kmyqJwxLZt4amKNXx+2eSoqhlwWrPJv0VK6d69n/r+vgl/aC2yT8IaUZDcvl66rrsMzbTwrViFZnkm7NxjCWp2FLXQGdNZXxtn8DL3dCdxx1fV7Oq18BqKBZGdox7LRFLRCCoWw2yckeuhiCnIjYTpuf06zMaZGFVv7cHyUn8xd9knsbAGpo+i+CvdoCYfq2mGo9kJrL4eEuPYwWawgyGXCr8uu0CJgvTyEZtbHomzuN6g8bhqEC0RSwU1yqVjzXm4ntEt7bnoIQ3lpCpsC+HacLzy17YQrZlFoqohrdcf7lW4CubXSmNhkRsHtj7H696TOKNlcvSrGbCswSDg0Xi2eg0tLzyL/5TTcz0kkWES1oiC43R30X3DFejFJamtuYdY1pANYwlpINWn5r/fd2eqT4355lOrdIKaoapq+pIaB8Imn/rvD6Cn+RQsV5zuLvTiEkn6xYRTrkv3jV9F8/uxZje95fu3apvY48DyeqgdxcqF0QY1+TwRCxvHbt3tCXWgDINkyfj7frlKcTjk8tnTpT+FKDzXPhxlZ6fLsgaD+tJjgxo9EaXq0Z+jNIP2NeehrNH1YxsIavL52jAcX+cBfF2HaDv7o2m9XinF7i6HT5ziPbYpsxAT6PFXwlRPS7CgbnI9PDANjZNnmzwbfTsXPP+0hDWT0OT6jRWTnt3eSvd1l2JUVOJZtCTvg5qEZnLXR+6mwX9sn5rRTOSOr6p5NWRR53eoT3SMaUwTyenupPjCv8n1MMQUFLz9OlQkgnfBYjTtzT91roLrnE3sC8GaaVM3qBmKt6eNRFlNWs1CR9Lap3BcmFsjtxmisFz5uyi7u1xWTT9BUPPHn6F0g4415065oAbXoXzHk/TNWoITKE/rLW19ioQDS6dJVY3IDbvtCH9JNLJh9uTqVzPgtGaLp0qWEX9uW66HIrJAKmtEwUgeOkDPrddgTmvAapozYRfcsQY1AN/95P3oNm/pUwMjT+SGqqo5EjHoTeh88UfvHPOYJopKJnBDIcxZb61qECKbkgf3kTywD+/SFcfsQpZ0Na62z6I/AesboXgUqyfTCWoKNaQZ4A22kWxozsix9nY5zKzQ5Um6KBhKKS57IEpbn2LNDINy/wmCGsOiY/W5KDP95RT5FNKMp79Vyb6X0e0k/UvTe3qvlGJnp8OsCh2PKdcCkRuxbVt4qmod/7BkclZ5b2g2ueahGvq3v4xKJia0NYTIPglrREFI7ttDz9eux5o5G3PGrAkJasYT0gC85m+iI6azvuatfWrSvWEbXFVju/BayOK9d3+aIjc2rrFNBKejHc3rw6jO3M4yQozEjYQJ3nEj1szZGOVvNhKMuTqb42fiqlRQ4xvFX7+pENTguniCbfQvOmnch+oMu/Qn4NqNsgRKFAbXVVzyQJTusGLdTJMS37H3GHo8klr6ZHroWHVOwQY142HEwpTueobg2nNRaU4Gj/Qq4jZ88Sy5Fojcad+6jZe9GyZdv5oB62aZOOi86JvLjB0v4126MtdDEhkkYY3Ie8k9O+n5+o1YTXOwJqhR7XiDmh6zlP96/10sKk8SsN7ap2YkQ1XV7Oq18BiKheH8bio8wO5oo+SvPzApS05FflJK0XPTZrSiIsyZs974etgx2BzfiKnD2mlgjaIaf6SgptCaCJ+I1deF5jokKsbfXHhXp8v0Mp0ij3z2Rf5zXMVX7osSiinWzTIJHPd7+0aPmkkc1KR2ghpe+St/IVFWQ7RhblrHdI9W1XziFC9eqaoROaKU4k+v9FMyw2Fpw+Rcilfk0Vg93eCZ8Nmc+dzTEtZMMrKYXOS1xM7X6Pn6jXia5xZMUJPUDO76yD3U+Z0x96mBY6tqehMa+8MmH/nRB/O+qTCAG4vhhkJYzend1AmRCYkXn8Pt78Uzf9EbfWqCtskV0Y34DFidpaCmqPtQ3k/GRuLtaSVZUpX2E/MT6Qq7hKJKnqSLgmA7ii/dG6UvnqqoGTKoGVj6tOrstIOaix7SuOghDX/H/ry6Ngy3BGpws/Hj+ToO4O/cT2jtuWlt1Q1wMOhiu7C8cXJOkEVhsA/t5y/OTE6dpWHokzc0PK3ZYlvlaulbMwlJZY3IW4nXXiH47dvwzJ2PWZ/e9pDjMd6QZsD3/ul+VAIWlL3Zp2Y0Qc3xVTVKwSshDw1FNnWJ9Bqc5prT3opeXIJROf5dZYRIh93RRug/v41nwWJ0byoo6EhYXBs/g0o/LK2F0dynjSaoKUTH7wTl7WkjXlE37uO+3unSWK5R7J28N8VickgeDWpidiqo8VnDBDWrz0GZ6QWZFz2UOo6/Y3/Gx5wLmmNT8cqf6Z29DLu4YuQ3kArBdna6/MvpXizpWyVyKPb0Fp6qOZm/WVic66Fk1WnNJj94YjrR559FuS5aBjYKEPlB/p8UeemNoGb+woIKanb5Z3IkarKsMoF53KdrNJO6wVU1B8MGUVvjo99+V0bGmG1Kudithyn524/keihiilDJBD23XotZ14B5tEfS4biXq2NnUB+AZaMMakZS6EHNW7guvu5DJGbMH9dhWvtc+mKK/zjLn6GBCZEdcVvx77+JknCGDmq0ZDy19MkwJ31QM9ISqNJdz6Ret2xD2sfc1eXiMWBRnVTViNzqfuopXvC2cHrL5K5POLXJpCth8nqiDHvf7lwPR2TQ5P7NFQUpsev1N4Oa2vqsny9TQU3IKOYn7/8eC8oSlBzXpybdSV2ksvGYoCbmwOu9Fh/62T/iU4mMjDPb3O5uVDKJZ874Jn5CpKvntmtBA6t5DgB7o35uSZxKUznMSa9N1DFOVFWTryHNeHZ3AfCEOtBch3jV2INx11W81u7QVKUTkKoakcdiScXF90YAWDvTxGMcH9QkqHr0bpSmH931aXIENWNZAmX1dlGy90W6NrwXZaS3BCySUOzrcbn8XB/6JF52IvKfUoont/diNsHqGZN7yltdrLOwTueZ5k2sf24bVtOcXA9JZMjk/s0VBSe5dzfBb96UWvpUQEGNg85dH/tfqk2X6YG39qlJx1BNhV8LeSixFHOiezMxzAlhHz6AWVeP5vWO/GIhxil5cB/2kcN4V6xGMwxejRTxjcQpzKuCWeWjP16hBTVjcfyTdG/PERKlNWlPSoeyp9tFAf8hvWpEHosmUkGNrqcach6/REezE1Q9fg+aa9Ox9ry0PhMDIU3AieB2F8ZS5bS4LpUvP064YS7xmvR7Bm5vc6gOaMyskKoakVvJPTt5Umti/cypsXX8hmaLp4OnEH/u15S8+/25Ho7IEAlrRN5IHtxPzx03YDXNyfrSp0yFNAN+8OkHsGMaC8vjb3xtLJO7wVU1nTGd9pjB53/87swNNMvccBgn2EPVZy/O9VDEFKAScYLfuBlrxiyMklJe7C/mO/ZJLK6FhpLRH28qBDUDBj9J93UfIdHYMuZjxZKK3V0uF2/yYUp/CpGnognFf9wbwdI1Vk033vq76thU/umX6IkY7esuwLVGDh4LJag5UVXNcEugig9sx4j103vG+9I+T2uvS09Eceu7R95dSohsiz39JE/XncqZ86fG0tzTmk0ufbaJ+AvP5HooIoOkZ43IC3Z7Kz23XYM1c3bWd33KdFBzwDuNA2GTpZVxrKOfqNFO7o6vqrFdeCXooak4SZnTl9HxZpN95BBGeQVGeXpNCIUYj56vXY+mG5gzZ3GrtonvOCexvF6CmlFxHTzBNuJVb63sS9er7Q7lfo05NfIkXeSnaELx77+JYBkaq2YMEdS4DpVP/Aoj2kf7mnfgeiZPUDOSoZZAGZFeyl5/mtCqTag0/reAVFPhHe0OnzrNS4lPQluRe31bt/CMbx6nt6S3hK/QndZssi/m50B7bMRNEkThkLBG5JzTG6Ln5qsw6xuxZs7O6rkyHdSEdT8//OCPmFOapMxz7A3PaCd3g6tqdvVa6Jri779+fkbGOVjVlzdn/JgAKpnEbjtC6Yc/mZXjCzGY3d6KffgQ5pz53KSdw75Qamvu2kBmjv/FrZVv9JuaTEHN8U/SPaEONOWSqBzbstOusEtbn+LLb5flTyI/DVTUeMyjFTXH91FRivIt92P1ddGx5h24vpEvIoUU1Iy6qkYpKrf/iXhlA9GGuWmf5/VOF1OHlbJVt8gDynXZtiNIApOTZk2NhSSzK3UayzS2TTtVqmsmEQlrRE65sSjd112OXlr2RnPQbMl0UKOAu/7hV5RaLrOK7Te+PpqGwvDWpsKhhMb+sMnHf/QBDNxMDjmr7MMH0b0+zFlNuR6KmOSU6xK84wb0ugZuKHkvR/pgzTSoHGOl8/FPoCZ7Nc0xS6A6DxKvqE+7eehgrqt4pc1hVqVOZUBuJ0T+ecvSpyGCmtJtD+PrOEjH6nfg+EcuyyukoGYkQ1XVBA69hifUQWjtuaClVyETjLrs73H48tv90lRY5IXk66/wpDWP1Y3alGl6r2kapzVbPDPjbRLWTCJydyVyRjkO3dddjmZZeBYsQkvzpmAsMh3UAPzoM7+lP6mzuCLxxv3MaBoKw1uXP7kKtgc9TA/Y1Ca7MjXUrFPJJPahA5R+7J+y+v+jEACJl5/Hjie5YcYn6I7C2kYoG2Nhx1QKaoZ6ku7vPEB8+rwxHW9Pt4vtwpekqkbkoVhyUFAzY4igBih+4VECB3fQufps7OKRO5Jf9JBGwIkUTFAz2p3i9FiY8le30Lt8I46/OK33uK7i5VaH6eU608pkWiHyQ+ypJ3lq2gY2zJ1af582NJts8S0g/sKzuR6KyBC5qoqcUErRc+NXUfEY3kVL0fTslc1mI6hptyrZ3WexpCKB9+jQxzrJG1xVs7fPJOlqfPRbF2RsrBPBPnwQzePFak6/ZFqIsXDD/XT953f52uxP0O9arGuA4jFuYjQZgprRTsYGP0nXEzE8vV3Ea2eO+rz9ccWuLpf/OMv3lh11hMi1WFLxH7+JYA4T1AT2vEDp7ufpXHk2ibLaYY930UPaG0ENUBBBzXDCRtFbq2qUonL7EyRKqgjPWpz2sXZ2pULbS86eGk1cRWGIPP0kT/kWcMacqbEEasBpzSbbo2W0v7YHFY+P/AaR9ySsETkRvOMGnK4OvIuXo3nGvl3sSLIR1CQ0k+/9/c+YEbCp9h27TGm0y58G609q7O6z+PBPP4xH2Sd41/hko1+Nsm3swwco/cgn0HS5pIjsar39Ju4svZDe0mmsbQB/hvoGFmJQMxpDVdX4ug7hePwkS6pGdSylUk/Sa4s1ZldJfwqRXwaCmoHtuYcKavyHXqfsuT/QtWwj8arhd58cvOwJCieoGW2QW3RkJ97uwwTXn5f28qeeiMveLpcvv90/JbZGFoVB2TbP7+ii1/VwatPUCmuWTDMo8Wo8E1hCfMfLuR6OyACZWYkJlzy4j+Te3XjmL0YPZKgb6BCyEdQAfOeT92PoirllyTe+NpY+NfBmVY1S8HLQQ53fZkb8SGYHnGX2oQNgerDmzM/1UMQk13/gEN8JLaavcR5rG8E3jnuwwVU1kz2oGXD8k3Rf5wFi1dPTnpgNOBB06Y8rLj1HnqSL/JKwFRffG0HXNNYMtT034O04QMXW++lZeCrRutnDHq9Qg5rhDFVVo8fCVOx4kt7lb8MJlKV1HNtVvHjEYUaFzvRymU6I/JF49WW2eBeyrF6nomhq/W4ausapzRbPNJ0lfWsmian1GyxyzgkFCd5+PdasJoyq0T31GY1sBTU7/bPoiOksq0igj7FPzYDBy5/29ZtEbY2P3/muTAxzwqhkAvvQfso+/mmpqhFZFY07XPfd50mN/2tzAAAgAElEQVRUN7KypRjPOAo6jg9qJtuOT8cbctcX18XXcZD4rIWjOlYkoXitw+XzG30UeeRJusgfSUdx8b1RlILVQ23PDVihDiqf+CW9zSsJTx/+AUMhBzWj2gFqYPlTcSXh2UvTPser7Q66BpecPbV6goj8F9u2haenn8Hpc7NXuZ/PTms2ebp0hYQ1k4TMrsSEUckEPTd+Fb2iEnPGrKydJ1tBTa8R4Kfv/y4LypIErNRTqbE8kT9++VPY1tjVZ/L3//0xfCqRuQEfJxtLoJIH9qH5/Fgt0qtGZE8sqbj0h7vxJqMsWjETMwN/uQZvzV2oRrPM4fgn6Z5QO7qTIFaTfr+ageVPFUUaC+pk+ZPIH46r+NK9UWxXsWamOWQfJSPaR9Vj9xBpmEtv84phj1fIQc1Ijr8WjGX5U2ufy6GQ4rJz/UOGYkLkUvTpLWzxLeL0lgytky4wG5pNnknW0fviCyj11h3fRGGRsEZMCKUU3TdtBgWeeQuytmNQtoIaF427Pv5LKr0ujQHnmO+NZbI3ePnT9h4PVV6X2bGDGRnrRHHDYexDByn75L/KDlAia2JJxcW/6qX0wEssmV+J7h3fU1ynq3PKLHuCEzxJB4pa9xCrakRZ6T953Nfj0hdXXC7Ln0QecVzFl+6LErMVa2aYeIYID7RknKrH7iFRVkPPgpOHDSUKPagZTVWNEQtT8cpf6F2xMe3lT9Gk4uUjzv9n7zzj27iuvP3MoAMkwS5SpBrVJcuWXOIm1ySWa5y+KbvZxInTs7HjNLc4tuOSnt0kzqYX726ym/Imu0nc5CLZliWqixSpLvbeQBJ9Zu77AaLMToAcEAB5ny/+CQPcOZaAO/f+7zn/w2eucFCUJbcRkvRCaFGOHGmnQ3dzxfL55VczxEWLrQhF4WBkAVpzQ6rDkcwQOctKZoVIbTV6dxf2deegWJIzeSZLqAH49af/TlhXWJf3eubLdMqfAvllI8qfmvwWBjWFj/w0w8qfhCBy8hiWwiJs5Yl3kpFI4mHIf8LV2cCljjZCS9bNaLz5JtQMMabri2Hgbj9NaFn8JQ+D4Vj50xff6MTjkOKsJD0wDMF9fwsyGBZctMiKYzyTW8Mg/9U/I1SV7nOvgUlKdueqUDPEiLlACPKrtxPxFuFfck5c4wshqGrRyXUpbCyfnxthSXoTqa1ml2MdqwsVFmTPz22u06Zw4WIbe8uvInxQlkJlOvPzWyyZVfSebnw//yH2latR3ckxFE6mUNNhK6BuwMb63Aj2M78YM8qfgprC8X4b7//dh3EZyW2vZ3YJlN7ZgTHQT96/fMnUcSWSISKa4Ev/F0TRNd7Y/gKBlRtBnVnpzXwTasZtzws4eltRo2GCJRVxjWMYgkMtGiXZCssLZfmTJD0QQvDAU0H6gjGhxmkbX0TM2fssVn8fnZuuQ1gnLovIdKFmMsbLqslqrMHu66Tv4pviLn860WXgjwgevEFm10nSk9DeSvYsvnre+tUMcUWFlT3FF0vfmjmAFGskSUVoGr3feQRLUTHW4pKk3COZQk2sTffvWJSlUXCmTfdMNnzDs2oO99nIcxgsD2ZWiqLQNaJ1J8l5/22oWdmpDkcyBxkyCjUMwZX9lVjsdgIly2c05ueeiv1+54pQM9UJ+kTlTwCelhMEixfHXQJ1pMNAM+CB6+UGTZI+PPh0iI7BWOnTRGbXnrpqPM3H6Nr0ZgznxIdFo4WaTGSq8qfhwq3V78N7bDe+C96M7sqKa/yuQYPT3Qb3bXHhkubikjQltHcnu1zncOU8LYEaYnOFld1iKcFDB1IdimSGSLFGklR6/+1xhK5hX74qKeMnU6gB+MXH/xpr050THfF6ohu+0Vk1jX4L/RGVj/z01hnHOBVmZ9VojQ2gKDg2bDJ1XIkERhqFXlSqU9BQRf/yTZOWLkzFXBNq4mW8rBpF13B11BFcEd/vt33AoMln8MD1LuzjlZhIJCngkWeDNPsMLii3kDVBWZ6jqwnv/q30nHMl0ZyJxc3xhJq5lFUDo+YCQye/ahuhwnICZfGtzYJRwaFWneWFsk23JH0RWpSTNU00alnzXqy5fJmVPt3G4VYNY6A/1eFIZkBSZlxFUUoURVk07M+qoijvUBTli2f+O79/QfMEraUJrakR+6q1KFbz/8mTLdQ0OBbSGrRyzgzbdA8JNUNZNUFN4bjPxvv/+3bcRsi0eGcDwz9ItKme3E98Lin/ppL5jWEI7hlmFJrfUIXucBGIs1xnPIY2YvNJqJksq8bdehJhsREqWjThe4YIa7HuTysLVYrnae2/JP2oatE41W1wfrkFr2v876Ul0E/ejv+lf9nGScv95opQk4ipcM6pA1hDg/jecENc5U+GITjYrON1Ktz9ZtmmW5K+hA9XUelaz5JchcV587tkN8+tck6Jyp6CiwhXyeyaTMbU1ZeiKDmKojwNNAN1iqL8SVEUF/A88HvgkTP/rVQUJb68S0lGIiJher//Dazli7Dk5qU6nIQJqg5+/b5fsyI7SvYM2nQPMbz70+E+G7l2gxXBOtPinQgzs2qEYRA5VoulsBhbEluvS+YnQgju+3uQ/lBMqHGKKFlHKmMtdqeZVXPXswpC1+ecUDNZCdR4JQ/DyWqsZbB89ZT+P0IIqlp1shwKX3qT3KBJ0oPjnTrfeynMeQst5LvHnxcUPUr+K38iklscy8qbgPki1AyfC+y9beScOkDvxTdh2OMra6zt0InogodudMnOj5K0Jrx3J3uWXMsVK+Zny+7RbK6wsa/sSulbk+GYfVR2P3AR8Ang3cAy4I9ABXAh4ACuBEqBO02+tySN6P3uoygWK7Yly5IyfrKzan56+//isQqWZGkjXp9p+VNTwMJAVOX2nyW//MlstMZ6RCRC3p33pjoUyRzkq0+F6PbHhBqXTSGrvgrd5pi2V818zKgZYiKhxt7XgW2gm+Dqi6Yco67HoD8keOgGuUGTpAcNvTqPPxdiXYll4i4vQuDd9XcUQ6f73KsnzByZK0LNVAyfC5RomIKqlxhYcg7hODLrAJr6DFp8MUPhiQycJZJ0IbR3F5WeDfO+BGqIK5Zb2eVYTfjQ/lSHIpkBZos1bwMeEEL8RAjxR+AjwPXAw0KIfUIIQwjxCvAt4J0m31uSJkSbG9Ha27CvXosyw+4t45Fsoea4axm9YZVz8iJn13lmlj+973cfmZXyJzOzaozBAaINdeR+6vOoTnnKLjGXR58N0tJvcOEiK1kOBUWP4qnZxcCy86aVVTO0EXN1ZpZ590yZqPvTENn11QSLl0xpKNobMDjeaXD3m2Sbbkl60NZv8NDTIVYWTe6Z4qmrwtVRT9fGNyOs4xtozyWhZrKsmtFtuvNqd2BY7QxsvCausXsDBjXtOl98o5PCLFkGKUlvRCRM0+HTHI94ubJCZtZAzGS4Oerh1NEWhKZN/QFJWmL27FsGHBr25+pR/x1iP7DU5HtL0gChafT98NtYyxclpVNQsoWaAYuH//qHn7DaG8VlNbf8qbrXTr7DYEWw3ryAZ4Gh8ifrghJZ/iQxncOtGifP+E/kOM9kwzQeBVXFv3BFwuPNha4uk5GIN8VwLIF+XG2nGVx/+aTvi+iCgy06S/JVlhbM75p/SXrQ4zf4yt+DLM5TWTbJd9Le24b3wAv0nHMVWlbuuO+ZS/NDInOBp+koro56ei99C1imzjoIRgX7m3WW5KmsKpbzgCT9CddUsduznuIsWFUsxUWAxXkWFufCbucaIieOpjocyTQx+9s8CHiH/TkK+IDRT0V5ND9H6fv+N0AY2BYvTXUoCSOAn334T+Q5DMo8+ohrZnR/GtQUPvLTt8w0zLgwM6tGa6xHRKPk3XGPaWNKJACnu3W+82KYc0uH+U8IgefILgYWr5/SV2U0wzdimXpSPh2m8qkByG44TDivhGjegknHqm7VcdoU7rtOPqYlqWcgJLj3b0GKsxVWTyIaqOEAeTv+wuCidQRLxi+/nkioycS5IhGfGttAD3lHXsN34Ra07KmzhDVDsL9Jw+tSuH+LnAckmUFoz072LH0TVy63ydLdYWxebmdP+VWED+5NdSiSaWK2WHOEmGcNAGfKnvKEEIdGvW89cNrke0tSjN7dRbSpHvuK1ShxnNwkSrKzamrdKxmMqqzNjZx97QuV+dMWaoayagKawvF+G//429twGWHzAp4FjIH+WPnTJ+9CcThSHY5kDtHWb/C1Z0OsXqBSkvP6o8jZXocl5Me/aHVC482lE/PpMJlQo4aDeJqO4l9/6aRj1PXo9AZi/hSqKhe7ktQSjAju/muAHKfC+pJJhFshyN35V3RnFn2rxvdjmktCzVSM8KnRNQoOvkCgpIJA+dRz6pCxuCHga9JQWJJBhPdWUpl1HlfIEqgRbF5mZU/2udJkOIMxW6z5DhBPjccbgb+YfG9JChFC0Ptvj2MpLMaSX2D6+MkWanyWLP7n3U+wxhvFeWZNOB2fmiFGdH/qtVPgMKgINZoR6pSYlVUjdI3w0RqsJQszMlNKkr74ggYPPBVkSZ7KklHtNT01O/GXrcawxX+iO3ojNhc3YDD+afpUPjUA2fVVaO4cQsUTlzH2BgyOdRjc/Wbn2XI0iSRVRPWYUOOwKJy30II6iWjgqXoFh6+T7vOuHTcbb64JNXH71AC5tTsAge+iLXGNfaLLoDcgeORmN3arnAckmYGIhOmoOUZ1OE+aC4/iiuVWarVC2qqOpToUyTSZsVijKMrZJ6MQ4v8JIX4+1WeEENcLIR6Y6b0TRVGURYqi/EFRFJ+iKP1nWosvnu045iKR2mpEMIC9YqXpYydbqBHAz277E0VOgxK3ueVPDX4r/gwtf4qePA5A3p13mzamRBKKxsoa8t0Kq4pGPoJs/V04etsYXLIu7vHmi1AzHlP51EAsqyaroYaBDVdM2BknFH3dp2YyTxCJZDYwDMG9fw1iCNhUbsEySZaXvacV74k9dG+4Ct3pGXN9Pgk1o3E3H8PTepLey26d0Gx5OC0+g9PdBl/Z4pKCrSSjCFcfZK9nPTlOhQ0L5TNsOOsWWMhzCnaHitHaWlMdjmQamJFZ8xdFUdK+PkJRFDfwArAG+Gfgn4CVwIuKoox9wkvixggG6P/lj7AtW4Fin3pBkG4c9qwioCms8Zpb/uSPxsqf/um3H8q48ietox2to538O+9FsWXev6kkPdENwT1/DWKzKGwotYxJsXfX7iJUWI7m9k4wwvjMh9Kn0Zu0eHxqAHJOHSCalUeopGLc64YQHGrR8dilT40kPfjq00EGwoILyq3YLBOLBko0TN7O/2Nw8XpCRWPP3eZaaWTCPjW1O+i74DqiOeN/bjg9AYPqNp0vvNFJ2STdtiSSdCS0dxd7K65jc4VtUnF3PqKqCpdX2NlbcpkshcpQzJiRbwSeVhRl8l6gqed2oAJ4qxDiz0KIvwBvAZYAH0tpZBlO3/e/geJyY1lQavrYyS9/yub373qCtblR7CaWPxkCqvvsFDt1loaazAh1SszKqjGCAaInjuC97ZNYCotMGVMiAbj/b0EiuuD8cU7LlUgId+vJhLNq5kL73USJV6ixBAfIaqqNteqdIKvmeKdBICp4+EbpUyNJPY8+G6S1PybUOG2Tfx+9u5/BsNrpW3nhmGuTCTVzaZ4Yby5QomEKDmwlULKcwOK1U44xGBbsb9JZlq+yZoHMSpBkHqG9u9iVvVGWQE3A5goruwvfQPiQNBnORMz4Vv8WeC/wvKIoNwghesZ7k6IolwPfFEJcZsI9p8NbgJ1CiBNDLwghTiuK8ipwKzG/nQmpra3lggsuGPfa3r3z98uvdbShtbXi2HiB6UZ0s1P+9EeKLToLXLHyp+m26R5d/lQ3aCWkKXz6ZzebEutUmOZTY+hEaqtRc/Oxr9tgypiZzES/+VAoJOeEBHn02SBdfsElS63Yxzkt9zTWojs8hArK4xpvaDM2Hxh+oh6vUAPgPb6XcF4p4cLx/07b+g3qewy+dpMLl33+/H3OBDknJI/jnTonuwzOX2Qhe4oyHHfTUdztp2m79K1jWlHPRaFmIr8qGDUXCEFB1TaE1R6XT00oKtjXpFGUpXDfFpdp8c4nJpsTJMlHhMP0Ha5h/4WF/GuFFGvGY3OFlftFOX0Hq5j+cbQkVcw4s0YI8X7gCWJdoLYpilIy/LqiKCsURfkDsB24eKb3mwHrgepxXj8MxH+UKzmLEIK+H3wLa0kpluycVIeTMGfLn4Z1f4LpCzVDWTUDUYVT/Tb++b8+gFNEJvto2hE9cQyh6+R//iuyC4TENE53xzZh55VZ8IwnChgGnqN7GFy8dsIMkOHMtfKGeElEqLH5OnG3nqR/07XjXh8Ixbq+3HG1g1KvLHuQpJb2AYPHt4ZYW6JS6Jn8+2jx+/DufZbeNZegZeWN+555KdQA2acP4uhrp+fysSLWaDQ9JtS4bQoP3SiFGklmEq4+wP6sc7BZFS5YJMWa8bhwsRVVVdjTZsEI+FMdjiRBTPlWCyE+rShKD3Af8IqiKG8CBoAHiJUY2QAf8HUz7jdN8oHecV7vAcZ/2g9j7dq18mRsFJGjNYhQANs555o+9mx0f/r9u55gQ24E+5l1oWnlT712St0ai8KzY+RlVlaN1taC1tlOwd1fk226zzDRb97tdss5IU56AwaPPhdiZdHEmzBnZyNqJIh/4dQG5XPNMHQqRm/U4hFqEILco5UEFq4g6h1byhjRBPuaNUpzFDYslIvbRJBzgvkMhARf+XuQxbkqi3KnKMMxDPJ2/pVwXin+8jVjLo8ujcx0EhFqnF2NeE/spXvz29Hdkx+gGYbgQEsso/iRm13S52MGTDYnSJJPaM9O9i3fwqVLrbKD2QQ4rApvWGxlT8Mmbjl8CNdFl6Y6JEkCmHacJoT4CnAnsAx4DTgBfBrQgW8BFUKIx8263zQZb5Urf9nTQETC9P/yR1iXVGScAa0Afn7bnyh2ml/+dGrAStRQuO3fM6v8yRjoJ3LiGLkf/SyWgqnNCCWSeIhosU1YUZYyaZch99HdBEqXI2yTi4TzNaMG4mvRPYSzqxGHr4OBjVePuWYYgv3NOi6rwldvkKfpktQS0QT3/i1ArkthdfHUS9Ks0wex+n30rN88JgtvstLIuSbmjp4LLIF+Cg69hG/FBYSLl0z6WSEE1W06/ojgUdmiW5LhhPbupNK7iSuX21IdSlpzxQpbzGT4oDxQyDTMzn1uArqBBUAO8L/AKiHEF4UQ42W1zCa9MG6pXh7jZ9xIJqHvB98CqxVryULTx052Vk2teyX+Ud2fYOblT76IQt2Ajdv+4/3YhWZOsJNgmk9NNEK4thprSSn2VVObEUok8SCE4P6/B1EUWF8ysVBjCQ7i7GxkcJxT8vGYS+UNUzF0qp6IUIOhk3u0koEl69Fd2WMuH27XCWtCnqZLUs7QHAFw7sKx3eFGYx3oIefQNnrXb8ZwjMxamE8+NaPnAkXXKDz4POHcBfg3XDHluEc7DLr8gkducuFxyDlAkrkYAT8D1YfZHSqW5sJTsHmZld22lQQOHUh1KJIEMUWsURTlWkVRdgH/AxQS84FRgPOBdMkDPEzMt2Y064CaWY4lozEGB4g2N2JfthxFNVfvS7ZQM2Dx8D/vfoLVXnO7P+lnyp/KPRqlkQ4zQp0VhDCIHDmMYneQ97n7Uh2OZA7x2HMh+oKCTWVWrJOIAu7GWqI5+VO2l51PhsLDGSp5iJespiOo0RCD42zaTnfrtA/EOj9N1WlHIkk2Dz8TmyPOL598jgDAMMjd9XcCC5YRXLB0xKW5mHEXr1CDEOQdfgVF0+i99JYpPb9Odes09hk8dKOLPLf0qpJkNuH9e6jOPQcNlYuXSLFmMi5bZmXQsHHoeB/CMFIdjiQBZjxTK4ryDPAcMYPho8CtQogNwB1AGfCyoiibZnofE/hf4BJFUSqGXlAUZSlw+Zlrkjjp/f43UHO84y4m0p2fffhP5DsMSt36iNdnWv50whdLv/zQEzfNLMA4MSurJnr6FEYgQP4XH0CxyJadEnNo6D1jKLzQgnuyLkOGgfv4PgbLJzcWnoun5lOh5hcmZCgMoEZDeE/so/+8q8eUlLX1GxzvNLh/i5P8KQxcJZJkU9OmU99rsKnMgisO4TDr1AGswX761oz0WphKqMnE+WEyn5rRZNVX4+qsp2fz26YsI23o1TnRZfDA9U4WZMs5QJL5BCt3sH/1TVy4yDr5WkOC16VybolCpXUl0VPHUx2OJAHMmK3fDHQCnwI2CCH+D0AI8W/AbcRKj15QFOVKE+41E34K1AF/URTlVkVR3gL8BWgEfpzKwDIJrasDvbMde8WKjGvVfdy1jP6Iytrc6NnXvlCZP+Pyp56wSqPfym2/eQ9W9Mk+agqmGQq3t6K1NJF3xz2onixTxpRIBkKCR54NsaJIpWAKUcDZUYeqRQiULp/wPXPx1HwqpiPUQKxVt+b0EBhVUtYbMDjUqnPnNQ4W50lRVpJa2voNvv1iiHNKLHFld1gHesip2k7vus0YdueY6/NFqBk9Fzi6m8k9VknvxTehZU+eIdzSb3Ck3eDeNztZJOcAyRwhtHsHld7zZQlUnGxe4WDvws2ED+xJdSiSBDBDrHkMWCGE+JEQYsROVQjxa+DdgBN4WlGU2XFdHQchhB+4FjgGPAn8J3AauFYIMZiquDIJIQR9P/w2lqIFqFljvRDSmYDq5L/+4Ses8kZxWmILHjPKn6JGrPxpaXaU4miPKbFOhllCjd7vI3L8CLkf+yzWklJTxpRIDEPwwFNBvE6FZflTP17cx/bGjIWtkxsDziehBhJr0T2Erb8LT9MRfBdugWHlqf5IzFB4SZ7KOaVyQStJLcGI4MGnY52fFsbTMt4wyN31t0nLn+YKiQg1lkA/hQdfoL9iE6GSijGfG07HoEF1i87nr3VSUSiFGsncQO/pJnT8GDsDRVKsiZMrKqxUejYQ3C/FmkxixmKNEOLeycQOIcT/A24BDOAPM73fTBBCNAgh3iGEyBFCZAsh3iqEqEtlTJmE1tSA0e/DtnTiU/Dpkuysmp/f/hdy7AZlJpQ/DQk1AEd9Nmyq4AM/SH75k2mGwpEwkdpqrAvLpaGwxFQefS5EMCrYUDq1WagaDuDsasK/cNWE75lqM5aJJ+dTESxaDCQm1CAEebU7CJSuIJL/uvga1gR7GzUK3Ar3bxmbkSCRzCaGIbjv70HcNoVVcXR+gjPdn4ID86L8aTQTCTWKFqXwwFZCeaUMnnfVpGP0BAwONOv8y1UO1k5i9C6RZBqhPa9xvOwi+qMqly2VYk08bK6w0WZkcaK6ASESWGNIUsqsFK0KIbYCbwL8s3E/ifkIw8D343/FurAc1ZlZi/56ZxldYQvrcqNnbTFmUv40RHvQQlvQyu2/eicWMsOsSxgG4dpqFJebvDvvTXU4kjlEc5/B6W6DDaWWuFrBupuOorlziHiLxr0+H8ufhuaYhIQawNN8DNtgH/3nv/Hsa5oeE2pcNoWHb3KZXrYqkSTK154NEYgIziuzoMbxfbT4+8g5tJ3etZfPu/KnCbPrhCC/ahuKEPRdcvOkXl++oMG+Jp2KApXzyuRmVjK3CFXuYPeat7CxzEKuNMuOi7JclWW5gl3RMrSWplSHI4mTWft2CyF2ApMfAUjSlujxWkQkhG3REtPHTmZWTVix8eR7f8WK7Chuq3nlT2EdavtsvOv3nyRP6zcl1skwI6tGCEH0xFFEOEz+l75qeicvyfwlrAm+9myQpQVT+9QM4Tp5MJZVM8lmYzKhJhM3ZJMRyC9DsVgSFmrUSAjvsd30n3fV2XbGuiHY16SjKPCobNEtSQNOdMYMhTeWWXDEIeYiBLm7niJYWD5u+dO8FGqAnJP7cPS20b357QibfcIxB8OCvU06ZV6Ve69zmRuwRJJihBAEd73Ka9kbuXbl5GXUkpFsXuFgT8nl0rcmg5jV3ZoQono27ycxBxGN4Pvlv2NdtBTFllmT4i8//n/YLYLFWdqI12da/lTTZ8djFaz3HzMlzskwzVC4tRmts4P8z38F1SkXbxLzePDpIA4rrCiM75Fi83ViG+id0Fh4rnlRTMV0M2oAvMd2o7uy8C9eD4AhBAdbdCK64LGb3XFlOUkkyaQ3YPD150OsKVbJdcU3R3jqD2Mf6KZ37WUjBN25NjckItS42k6Tc/ogvZfdiu7xTjimPyLY06hRlKXwwPWZlQktkcSD1tRAuK2dV/oLuHalzBpLhM0VVvbkbiK8f3eqQ5HEiTxal0xJuOoAKCrWhWVTvzlBkplV02YvoiVgZV1uBHVY+VOijC5/avJb6A2r3P6Lt5HsZaNphsJ9vURPHSfvU3dhKci8luuS9OV0t077gGBDqTWu0gYA99E9hArL0V1ju5DNt/KnofnlOzck/ji297bjaTlG30XXg6oihKCqRac/JHj0Zjcu2cpUkmI0PWY6XuRR4u5EZgkOkHPgBfpWX4zh9Jx9fa751CQi1Nj6u8iv3oZv0xsJF068FgtEBLsbNPLcCg/fKMsfJXOTUOWrHF11Lf6owhUVmXWInGquqLBxzCik5eDRVIciiRMp1kgmxQiFGPjtr7AtXYaiZo45nY7Kr/7pP1mSpeG1jyx/SiSrZnSbbr+mcMxn4/3/fTvZenItmMwSaoxQkEhtNbbyJdiWrTBlTIkEIBQVPL41xIpClSxHnJsCXcPddgp/2cTGwlMJNZm2KZuImQg1GDp5ta/iL19DNLcYgJp2nZ6A4LGbXWQ75SZNknoeeiaIIWB9vOa2QpCz51kiucXjzhFzRcRNRKhRQ36K9j2Lv2wV/qUbJhwzEBFUNmjkuhS+JoUayRwmVLmDyhU3cNEii3zWJciaBSoFToOd/bnoXZ2pDkcSB1KskUxK3xPfQnE4sRQVmz52MrNqfvPpvyGEQkV2dMTriZY/wetCjSFibboLHAYrgnVmhDkhpnV+0vzVcf0AACAASURBVDUih6tQc7zk3nG3KWNKJEM8/Eyss8vSONp0D+HsbAAhCBYtGnNtrpU4TMZoIThRsusPYwkH6d90LQDHOnVa+wVfu8klzRYlacHxTp1mn+C8hVaslvh+267Wkzi7m+ldd3lC5U+ZJOAmItQoukbhga1Es/Lov+C6CccMRWOlT16nwiM3uVClT5VkjiJ0ndCenbzq2MC1q2RWTaIoihLzrSm+hNBB6VuTCcgVnWRCjMEBtOYmbMuWoyiZ81XpteZQN2BjTW4E65mwzSh/Oj1gJawrfOQnt5gR5oSYJtQIQeRIDSDI/+ID8pRNYioNvTpt/YL1JfF1dhnCdXw/gZJlYBm/znyunJxPxnChZjpliZbgIDkn9+E7/00Im4OTXTr1PQYP3eCiMCtz5mrJ3MUXNPjGGZ+anDhPvtVwAO+eZ/GtuADN/bony1wqf0pEqEEI8qu3o0Yj9Fx2K0zQFCCsxYQat13hkZulUCOZ20SO1hDyB9nRm8M1K6RYMx2uWG5lT+HFhPdLsSYTkKs6yYT0/fBbqDle1Lzpd0+aiGRl1QjgFx/6AwtcOoXOke20Z1L+5IsonB6w8cH/+EecImJavKMxS6gB0BrqMPr7yPviV1HsDtPGlUiiuuDrW0MsK1ATSkFWI0FcXY34F64cc22yDi/DyaSN2XjMVKgByKvdQTivhODCFZzq1jnVbfDVG1yUeuUjXZJ6dCPmU1OQgE8NgHfPM2geL4NnzLKHMxdE3ISEGiDn1H6c3c30XPEOxDitywEiZ4Qah1XhMdn5TTIPCO3eQc2GW9AMuGyZNBeeDlevsHFQLKTzQFWqQ5HEgVzZScZF7+tBa2/DtrQiozIyjrkr8GsKq72vCypfqMyfUfmTZkBVr4Nyj0ZZpN20WEdjqlDT2UG0sY7cz96NJWfirhESyXR47LkQigLLCxJ7hLhaT6E7PERyF4x4fb6UP8209AnA1V6Hs7sZ34XXcbrH4ESXwQPXOynPlY9zSXrw6HMhwhqcE69PDeBsO42ro56e9VeMyCCZK+VPiQo1rvY6ck4doOeyW9Gycsd9T0QX7G7UsKkKj93iirvUTCLJZEKVO6hc/GYuWWrFLU30p8XGMgseO7zW4cIYHEh1OJIpkKs7ybj0PfEdLPn5GbXRD6hOfvfuH7MqJ4r9zBpxuuVPwzdTR302VAQfeuIms0Idg5lCjTE4QORYDd7bPoWtbKwviEQyE3r8BvU9BusWWBJOt3eePBQrgRpHAJ4LJ+eTMVqomU5WjaJFyT3yGv0V53EilM3xLoOvXu9kUQLZCxJJMmnqM6jrNjh3oQVbnOKBEgmRu+cZfMvPH1eYmAvlT8PxW9x8+zoxoVBj6+8mv+olfBuvJVxYPu57Inqs65P1jFAT79+1RJLJGKEQoQN7eMW6mmtXyhKo6WJRFa5cYWdXwcWED+5LdTiSKZBijWQMWmc7elcHtiXLkzJ+skqgfvnRv5BtE5R59BGvT6f8aYj2oIXWoJXbf/0urOgTfCp9EJEI4ZoqrMWlONafm+pwJHMMIQRfezbEgmyFAk9ijw9LcABnbyuB0pEdyRLJqsnUzdmQADwToQbAe2IPwmKlauFlHD+TUSOFGkm6EIoKHnk2yLIClfwETK5z9m1Fd7gYGNXpaK5k3A1l1fgt7rNCzYTvDfkp3P8sgYUrJuz8FNFiQo1NVfj6W1zYrXPj70kimYrwoX2ELS52dbu5dqUsgZoJV6+0sav4MkL7d6c6FMkUSLFGMgbfj7+HpWgBalZWqkOJm0ZHKR0hC+tyR5Y/JcLok++QrlDTZ+Pdv/8E+ZrPvGBHYZ6hsEH4yGEUh4O8u+4zZUyJZDhH2g0GwoI1CxIXCFwtJ4hk5xPNHvu7nKtZNYH8sjGZetPF5uskq6GGPatu4niPwgPXOxPyA5FIks1DTwdxWhWWF8a/tHR0NuJpOX6m/On17/NcMRUeLtTAxGVP8HrnJ82Ti+/CLeNmIA4vfXr8LTKjRjK/CFXuoGrj21EVeMMSKdbMhKtX2DiklNN1oDrVoUimQIo1khFoHW3oPd3YFi9NyvjJyKqJKhaefP9vWJoVxWOLLYSGhJpEvWqGNlVCQHWvDa/NYJ3/uLkBD8PM8qfo6ZOIYID8LzyAYpGbOIm5RDTB97aFWFmo4pjGSa7rVBXBBctGvDZXTs7HYyJ/mmll1RgG+TWvsC/vAo5GC3jwBpcUaiRpxYlOnfZBwTml8XeHU7QIubufYmDpuURzxv4uMl3ETUSoQQjyDr8S6/x0+VtHCFdDRHTBnjOlT1KokcxHQpU72FV2NZsrrNNah0heZ2OZBY8NXm1SMUKhVIcjmQQp1khG4Pvxv2IpLkF1e1IdStz85pN/Q1UEFdnaiNdnUv5UN2hlMKpy+89uJVmPA1MNhdta0FqaybvzHlRP5mRESTKHrz8fwm6BRXmJPzYsfh/2/i4CpRVjrmX6hmw8TBVqgKyGwxwZdFG94EIevMElzYQlaUUgIvjmCyFWFalkOeJ/YmbvfxGhWvAt3zTi9blgKpyQUEOs85Ors4GeK96OsI3t3hg9I9SoqsLj0qNGMg/RfX1EjlTziqiQfjUmEPOtsbHTu4nI4YOpDkcyCXLFJzmL1tqM3tuDbdHSVIcSNz1WLw2DVtbmRhnyOp1p+ZMvonCy38YH/+sDuA3z1eaCex42VajR+3qJnDhK7sfvwLqg1LRxJZIh+kOCuh6D1cXxn5oPx9V2mkh2Ppr7dcPyRLNqMmGDBuYLNZZAP/VHmjhcdhkP3pJDmRRqJGnGQ08H8dgVliQg5Np7WshqrKFn/ZVgGVvOkMnlT4kKNa62U8M6P+WNuT5kJqyqCl+/RXrUSOYnob07CeaVsrvDzjUrpFhjBlevslO54HJCB/akOhTJJMhVnwSIGYf2/fv3sJYsRHW7k3IPs0ugBPCLD/6eUrdGvsMYcS3erJrRG6vhbboXhVtNjRfMzaYBMIIBIrVV2MqXYF+5xtSxJZIhHt8aJN+tUJQ1vUeGs66a4IKlY16fa1k1ZrTmHo4wBA37jnDStZj737eEhV75yJakFyc6dTr9gg2lFpR4hVxdI7fyKQYXrSOSt2DEpUwvjUxUqLH3dVBQtQ3f+W8mXDS2e2NkWEaNFGok85lQ5Q4ObnwnLhtcsEiWAZvB1StsHFIX07X/UKpDkUyCXPlJANDqT2P4B5LmVZMMjrhXENQVVnqjZ1+bTqvu4Rur2j4bFkVw2xM3mhLjcMwWaoQWJXK4CtWbR+4dd5s6tkQyRNegQVu/waqi6S2O1JAfR18HweKlZ1/L9A3ZeEwm1Ewnq8YQcPxIK539Ue752CZKcuTiVJJeBM+UP60sVHHbEyh/OrgNxdDxrbxw3OuZmlWTqFBjCQ5QuP9ZBhavw79k/ZjrQ12fLFKokUgIVe7gteLNXLnchlWWAZpCzLdG8GqdgdC0qT8gSQlSrJEghMD38x9gXViO4hhbK52OBFQn//PuH7EyJ4r9zLc4UVPh0T41rQEL7SErH/3VO7FgTPCp6WG6UCMMIkdqQFXJ/9JX4z/RlEgS5JsvhCjJVslxTu875mqvQ3NlEx2V3j+XsmqSIdRUt0QINtRz5zuWUlScM+MYJRKzefiZWPnT0vz4l5I2XyfZ9VX0rNuMsI4sZchkETdRoUbRIhTte5aIt5iBTW8ccz2ivd71Sbbnlsx3tNZmtMZ6tkUW8aZVsgTKLCyqwhXLbbzm3kDkaE2qw5FMgOx7JiF6+gRGMIhjw+Kk3cPsEqhffvQv5BgGZR59xOvTLX8KaAq1fTbe9z8fJVfrNzVWs4UagGjdKYzBAQrufwzFKh9ckuTQMWDQOWhw+bLpf8ccdTUEi5ecbUObyRuy0UxV9jRdoeZgO+h1dXxKfY0FF9w0oxglkmTQ0KvTPiC4bJk1/sMCwyC38ikCJcsJF5aP+5ZMzKpR8wvjFmkAMAwKDr6AUFV6L3sLqCPFrvCZjBq7VZoJSyQAod076F9yDgfaVZ5cLbeuZnLNagdPVl9OeP9uHOvPTXU4knGQmTXzHCEE/b94AtvCchSbPdXhxEWTo4SOkIW10yx/Gr3BMgRU9dgpcBisDpwyNdZkCDVaeytacyN5d96LmpVt+vgSyRDffD7EwpzEOrwMR9EiOHtaYmLNMOZCVo3Z/jQAugH7WyHU3ccnO37H4jvuQFHlY1qSXmi64OtbQywrSGxuyDp9EEtokL41FycxutklYaFGCPKO7MA22EvP5ncgrCPXXaFoTKhxSKFGIjlLsHIHlevfTkmOwvoSWRJsJteutFFlXULHnv2pDkUyAXIVOM/R6k4iwiGs5cnLqjETDQtPvv9JlmZF8dhGLowSadU9fIN1ot9G2FC4/Sc3mxYnJEeo0X19RI4fIfdjd2AtkZ2fJMmjxWfQExAsL5z+wsjR1YxQLYRzi2cUS7qdqscj1CSaVRPVYW8rhKMGn2v4d/IWFWMtnNnfm0SSDB7fGuuSWFEQ/xLS4veRXfUyfWsuxbA5x1y/61kl47JqEhZqgOy6Q7hbTtCz+e3orqwR10LRWOmTUwo1EslZhGEQqtzBK7kX8aZVNln2bzLnLbTgtRtsP6khopFUhyMZBynWzGOEEPh++SMspWUotswopfnNp/4KClRkv26ENZ2smiG6QioNg1Zuf/I9OER0gk8lTjKEGsM/SKTmUKzz06q1po8vkQznmy+EKMtVEjIOHY2j4QihgoWgxgSfyTZkmUIyhJqIDrtbYll+d3f8HI8SJe9fvjSjOCWSZNAbMDjdY7B2gQWLGufcIAS5u58inF9KoKQiuQHOAmp+4bSEGnfrCbwn9tJz2a1EvUUjrgWjgsoGDZdN4bFbXNJAVSI5Q/TkMfS+Xl7yFUu/miSgqgpXrbTzquc8wodlV6h0RBb+zWO0+tMYAT+O9eelOpS46LXmUD9oY1NBmNFrxHiyakZvskI6VPfaqciJUhztNi3OZAg1IhwmXH0QS0GR7PwkSTr1PTr9IcHGhTN7RDi6mxlYlhnzy1TEW/aUqFATjMYyauwWuDfyZ4zmOnLvuk96UUnSkkeeDVGcpVCUFf9Zn7uxFruvk7bL33nWuype0i2rZjoiDYCjq4n86u30XbiF8Kiy0EBEsKdRI8uh8OjNrvhFMIlkHhDa9Sqt666mrg/eKMWapHDtaic/rrqcUOVLODeO36VPkjqkWDNPEULg+8UPsZaWo9jT36tGAL/80B9YYNEpcL7eqekLlfnTEmqEiAk1WTaDD3z/BlNiTIZIAyB0jfDhQ6huD3mf/4pMAZUkne9tC7MoV8Vpm/53zRIcxBboJ5QfK9fLZGPhZAk1A+GYUON1wN3W59BrarEuKMFWtmjasUokyeJEp05fUHBFRfxLRzXkx7v/BfpWXYzu9Iz7nkzJuJuuUGPzdVJ4YCu+5ecTWDQyKzYQiZU+5TgUHpFCjUQyhuCO7exc/S7WCJXyXFkQkgyuWWnlX9RymncfIvejqY5GMhr5rZ+naA11GAE/tvLkbwrM6AR1wrWMQU1hlff1espEyp9g5Ebr9ICVwajKx352K2YsjZIm1AiDyJHDIAzyv/QgikUaq0mSS2NvLKtmWQLteMfD0dWI5spCd7/edjoTNmSjSYaRMEBvECpboMgD99m2QksjIhIm97Myc06SfkR1wbdfDLG8MDER17vnGSLZBfjLVyd8z3TKqpmuUGP1+yja9wz+slX4N1wx4tpgOFb65HXKjBqJZDyMgJ/Qgd287DqPN62WWTXJYn2JhSKnzsvNNoyAP9XhSEYhxZp5iu8XT2AtKUOxO1IdypSEVAe/e89PWJETxTFKq4g3q2b4Rqs3rHJqwMZt//mPuI3QjONLnlAjiB4/ijE4SP6XH0JxpP+/lSTz+d62MGVeZUZZNQC25pOE8zLXBDuQX3Z27ohHqEkkq6Z9EPa0whIvfFndCqEA0fpTeD/6WVTnWPNViSTVfOP5EKoCS/PiXzY6207h6mykd/3mhMuf0onpCjVqyE/R3qcI5y+k/8ItI/4O+kMxoabArfDITS5UKdRIJGMI7dmJcHrY1pEl/WqSiKIoXLPawY68NxDevzvV4UhGIcug5iFaeyvGQD/2NetSHUpc/PJjf8GlCcrd+tnX4s2qGW0oHDGgqtfO4qwoZZH2GcWVLJFmCK3+NHpXJ/lffki26JbMCs19Bn0BwYbSmT8aHH3tDCw914SoZp9Es2kSEWoafHC0Cz5m3cl6MYgQgsjxI1hy87FVrJhWvBJJMhkMC053G5y70BK3qKBEI3j3Podv+SY0j3fC96V7eWSwKNYpMxGRBkCNhije+zSa20vvpbeMEGr6ggZ7G3VKchQevMElS5slkgkIvvYyJy56O31BwdUr5JY1mVyzys53D15KsPJPuC6/OtXhSIYhv/nzEN/PfoClqBjV6Up1KFPSbi+kNWDl4qLQmIO5qbJqxttwHe6147QIPvTDG2cUV7KFmmhLE9GmBvI/f3/CPhgSyXT53rYQC70Krhlm1SiREDa/j8iZjifpviEbYjolT/H+PoWA4z1Q74M7Ha+yzBUEQG9vRQwOkv/Vb8hNmyQteXxrEK9LYUF2/Fk12QdfRFhsDCzdMOV7xyuPTIcSqOkKNYquUbjvOQyLlZ7NbzvbDQ+gJ2Cwr0lnUa7KV65P/zWYRJIqhBCEdmxjx5u+zhs0C16XLAZJJteutPEJiqnbW0tiJhOSZCO/+fMMY3AAvbszIwwsDRR+9U//xWKPRo799cVSPFk142266get9EVUPvqLt6GS2OJrOEnPqOloI3rqOHmf+QLW0rKpPyCRmEDXoEGX32Bp/sx9key+DgyrjWhW3tnX0t2vJplCjSGgqgOa++Ee5/azQo0RDhE9dYKc2z6J6slKPGiJJMl0Dhq0+AxWF8W/XLT5OslqqKF33eUjhIpMIZBfNm2hBl2j4MBW1GiYnivfibC+3sChY9BgT6PO0nwp1EgkU6E11KG1NLHdqJB+NbPAyiKVJdk6L/bko/eY1yFXMnNkZs08w/eTf0PNykHNzpn6zSmmxrMKTSgsz4mOuTZZVs14my5fROG4z8aHf/cBsvXpmWclW6QB0Do7iByrJfdjd2Bbujzp95NIhvjuSyGKs1SyHDPP7rD3thPJKTTNp0LNL0zaSft0DYTjFWo0Aw60QSAK97teIs+mAa97UqnZ2djXrE8saIlklvjG1hClOWr8p9qGgXf3MwRKlxPOzzzPqmDRYhSmIdIAGAYFh17C5vfRee37MOyvCzIt/QbVLTqfudLBxnK59JZIpiK4Yxvayg280qjylZulWJNsFEXhunNcbG++mo/veQ3PdTenOiTJGWRmzTxCaFG0tmasZeWzet/piBx+1cUf3vUDVuVEsQ77lsbrVTN846UZUNXjoNyjsTjcknAsMDtCjd7dSeToYbwf/jT2VWun/oBEYhKBiKBtQLB0hh2ghrC11Z8tgUpXhgyEIXlCTTAKlc0QNeCrrhfPCjUAelsLRn8feXfeK8ufJGlJU59BT0CwojD+7BhPQw22gI++VRcnMTLzmVE2DYBhkF+9HXt/J11XvRtjWJvyhl6d6hadz1/rlEKNRBInwdde5tB578CiwiVL5O9mNrhhrZ1XvBfh3/VaqkORDEN+++cR0VMnQFGxFBanOpQp+dVH/4zXMCgZZio8xFRZNaM3XjV9dqyq4LYnEvepmQ2RBmJCTbi2Gu+HPoFj3dQ1/hKJmXz3pRBZdsh3myTWDHTjX5i+Zrkzaccdr1DjC8H+NvA64G7r89jU1zeARjBI5NQJcm//TEZkOUrmJ99+IcSiPBW3PT4xUY0EyTm0jb6VF2E4pl/mM9t+NYH8MhSLZXoiDYAQ5B9+GWd3M13XvBd9mKHyiS6dU90G921xsqwg80rCJJJUYIRChPft4tUNd3NVrg27VR5ozAbXrrTiw8WuQ+3cLIQ8SEoTpFgzj+j/7S+xFJegqOmdUNVsX0BH0MKlxSPbak+VVTO68xNAo99CV0jljiffhgUjoThmS6jRujqIHDkcE2rO2Tgr95RIhtANQWOvwcoiczYSaiSINeQnml1gynhmMhORBuIXapoHoKYTFuXA59k6ohpMCIPIsVosubnYZAadJE1p6NXpDws2lsU/L2QfeBHNlY2/bFUSIzOPoflgpkJN3uFXcHY10nX1e9CycgEwhKC2Xae1X/DQDS7KctN73SWRpBPhfZVgtfKSr5D3XSC3qrOF16VyabngpbrlXN/cgK18SapDkiDFmnmD7uvD6OvDvmJ1qkOZFB2VJ//pSRY7o3hsYxdPE2XVjLcJ648oHPXZ+eDvPoRXH4w7htkSaQC0znYiR2vw3vYpHOszs82xJLOp7zHQBZTmmHOCYuvvQagWNJe57eZn4lszXMhNplAjBJzshdN98CnbDlYrY02VtYZ6RDBA/gNfl6dWkrTluy+FWZSr4oyzM5zN14mn6Sgdb7gF0vxACEZn08xAqKl5BVdHPV1X/wNaduxASTMEB1t0BkKCx29xUeBJ/78PiSSdCL7yIoEL38i+ZoNfvE/61cwm12/w8OcTVxOq3CHFmjRBPkHmCdETR1Gzc1DdnqnfnATiFUBqPSvRhUJFtjbi9cmyasYTajQDqnrtlLk1loUaTY/TDLS2FiJHavB+5DNSqJGkjH9/NUxpjoJFNUc4sA72EPV402LDNtqXJplCjW7AoQ5o9MHdzpdZ7R4r1Oi+PqINdeR+5gspm4slkqlo8Rn0BwXL4vWwEgLv3ucIlC4nkpveZdZDc8J3blCnn00Drws17fV0X/1utJxYJmFEE+xp0AlGBN94i1sKNRJJggghCGx/nt1r30qhR+GcElk+OJtcv9bGPsdKWnfsTnUokjPIzJp5gBCCgT/9Nu3bQAdUJ3981w9YO8pUeIjxsmomKmuo7bOjKnDbEzfFde/ZFGmEEGiN9UQbTpP7ybuwr8iMlHHJ3GMgJOj0G1y21LyTK9tgH5ond8zrfot7xu27482uMSOTZoh4hJqQFuv4pBnwgPslvFZtzHtEJEzkyGGs5YvlaZUkrfnethClOUrcWTXOtlPY+rvoOveaJEc2fYbPCd+5YYYCimHEhJrOBrqvfjfRnNgcMRgW7GvScFoVvvVWNw7psyGRJEzkaA16ZzsvWtezZY0N1aSDJEl8bCqzUOAweP6IxspoBMVmT3VI8x4p1swDjJ5uRDCANcXGwgX3PEz3o/dPeP1XH/0z2bqgdBxT4fGYSKhp9lvoCKnc+eTbsTL5WLMp0kDMryJ68jh6Rxt5d96LrXzxrN5fIhnOv24LketUyXGatxhSu1uJeEfONd++TnDXs8lfcM22SAOvGwln2eErjudxqGNP64VhEK49jOJykXfH3TOKSyJJJr0Bg85Bg83L4hRwDZ2cAy8ysHTDiA5IiWCGkDsRpoo0cKbr0zac3S10XfUPZzNquvwGB5p1irMUHrrRZVqmokQy3whu24r9vAt4+qTCt26VJVCzjaoqvHmtg+1NF/ChQ/txXpBZnf3mIlKsmQdE606i5nhRHI5UhzIhHbYC2oJWLhllKgyxEqjRWTUTCTUDUYVan50P/PdtePWBCe832yINgDB0IkdqMPp95H/pISyF6d3aWDK3EULQ7DMSassbDzZ/H4GFK8e9lozsGjMFmiHiFWpaB+FwB5SdMRKeaH8WrTuJCAUpeODraW/wLpnf/Ou2MIVulSxHfGKDp/4wqhZlYOn0SnmTJeSOnhfi/U1PiqFTULUNR28bXde896yZcGOvTm27wfJClXuum34XLIlEAoFtWzl1zQdpqxFsWSPFmlRw/XonX95/BYFX/yDFmjRAijXzgMH//QOW/PTozDJedo0AfvPPv6XcrpE9jqnwaCYSajQDDvXYKXVpLA82THj/VCCiUcI1VYhIhPx7H8GS4536QxJJEmn2CSI6lGSbuFEydCxBP5p7rLnw0KbMDMFmdOc3s0QaiE+oMQSc6IH6Pvi4bSfrlIkNzLWOdrSWJvK/+FVUl9u0OCUSs4nqMQF3Q2l8Aq6iRciufgXfigsQ1ulvqmJzQ+y3MZO5YTzhNvZ7NkGo0TUKDr2Ivb+Lzmveg+7JxTAEtR06LT7B3W92ssKkjnoSyXxFa2kievwIL73jMi5ebJGeTyniujU2PqDkcqjyBFenOhiJFGvmOiIawRjox1axItWhnGW0YHPStZSArrApJzrlZydrvVvbZ0MBPvKjsT41qRJpAIxQkEj1IbBYKLj/Ublhk6QFP9kRoihLwWoxT6yxhPwoCDTn+J2ghgs2EP/GbOj9QyjANy7onFGso4n35D2iw6F2GIzAPa7tlDgiE77XGBwgcrwW74c/jXVBqVmhSiRJ4WSXgUWBoqz45oSsuiqExWZKq+4Rc0PRYlyd4x+4DGcq0daUbBpA0aIUHngOS3CQrmvei+7OIRQVHGjRCWuCx25xUZQlN5USyUwJbH8eW8VKnmn2cOM6mVWTKhZkq2ws1nn+dAmb21vl+iXFSLFmjqN1tIOqoGaZ20Z3pgwJNhHFyu/e81MqsjXsk6x1JhNpAJr8FjpDFu4Y5VOTSpEGQB/oJ3L4EGp2DvlffhBlBqePEolZCCHoHBSsMvkk2BIcRKgWDLtzwvcM78AydJoeD2M7txSid0+vlfdo4t3U9YdjRsIOKzzkfhGPZWJPLCMcInz4ENYFpTjWbTAlTokkmfz8tTClOSpqHC3lFS2Cp2YXfavfAKo588jQb/yuZ5UxQsxEjLcmMEukAVAjIQr3PYNi6HRd814Mp4eegMHBZp1sp8Jjb3XHbcQskUgmJ7jtecKbb+S10xrffas82EwlN5zr4eX6awi+uo3st78n1eHMa6RYM8fRO9pQs3LS0ieh4J6H+TZvwto+wCLP2O4po5lIqBmIKhwZ5lOTaoFmCK2jncixWqylZeR97t60/DeQzE9a+2MliZR9VgAAIABJREFUUMVxnqDHiyU0iO5wQxybPRhPgJldEtnUNQ9ATSeUZcPnla1MlpAkNC0m0no85N01sam6RJIu+MOC7oDBquL4DhQ8DbUIi4VA6XLTY4nNC2rCYqyZIg3ExOeivU9h2Jx0Xf0uhN3J6W6d450GywpU7r3OiRLnXCeRSCZH7/cR2l/Jjhvuo6Bd4fxyWVaYSrassfGdrevpfvmPUqxJMVKsmeP4//5n1Oz0yqoZYkCzUO+HjUuysXmyJ1yYTeZHoRlwsMdBeYmHN9x5e7JCTQghBFr9aaJN9Xg/8hkca89JdUgSyQh+9lqYfLe5JVAAllAgJtbMEpaC6WXXJLKpMwQc6YqJNZ+0vsYa1T/p+4UwiBypBiD/Sw9KkVaSEZzo0vHYlfg6w+kaWTWv0V+x0bSsmplgtkgDYBvooWjv00RyCum9/FbCWKlu0ugNCO7b4mRZQer/vyWSuUTw1Zew5BWwdWAh169FtuxOMZcutWK3KmyvCbI4FEJ1TpwxLUkuUqyZ44hgEEtefqrDGJfvcw25Tig60+1zvAXXeBux4e+ragN7DnxeeT5pcSaC0DQiR890fLrrfqwLy1MdkkQyhm6/QZnXfBFBjQTR7bPbDWVoPohHtEl0UxeIwsF2iOpwv2sbRfbJfbWEEERPHsfw+ym471EUe/p24JNIhvPk7ggLsuObE9zNx0EYDJrgVTMZU/22kyHSADh6Winc/xyBkmX4LrqBnhBUtWrYLfCtt7rjE7QkEklCBLc/j+PKN/LUkSjfe5ssgUo1dqvCtasdbGu9hHfu3oH7imtTHdK8RYo1cxwRCaM40k8N7YzYaA3AJVNoGZMtxur6oDsID7pfwqqktpwCwAj4idRUg6pQcP9jqNk5qQ5JIhlDWBP0hwXnuM0XaxRfN0aK5pvhc8XQ5m4mm7mWAajthEI3fNHxPHZ16jlGa6xHa28j/8sPpp1PmEQyEZou6A0IVhTGMScIgefILgYXrwPL7CwhkyXKjIe75QT5h7fTv+w8+jdcxfEuQV2PztJ8C/de58QiT/slEtMRkTDBHdtp+uJP6NwquG619HdMB65fZ+c7NVcSfOU/pFiTQqRYM4cRQiC0KNjSb9L7vriK0izImebBc28QjnfD5xyv4rVO7XeTbPTuTiJHa1DzC8n/wlekkbAkbWnrN7CqCtlJSPqwREJEcgrMHzjROGawudOMWNlT6yB83LqTdbaJ23KP+FxLE9GG0+TdeS/WwuJp318imW3aBgSKAt44MkYc3S3Y/H10lq+ZhchmESHIObmfnNMH6LtwC21Fa6hq0NAMePhGN2W5spxRIkkWod07QYEX1LVcslSQL1t2pwVb1tj4hCji+M5q8oWQHl0pQoo1cxnDAAGKkl6TXmPISV8YNi+a3udDWqw0YUkuLCVobnAJIoSBVl9HtLEe7wc/jn3DRjmZSdKa1n5BrktJyvdU0aIIS+YKlb4QHOoAVYEH3NsosE1e9jSE1tVB5ORx8j7zBWzli5McpURiLi0+g1yXEpdHhPvobgILKjBm0Zsq2Si6Rn71NpzdLXRtfidH1FJO1Gks9Crcv8WF3Sqf6RJJMgls34rr0it56pjgxrWZu4aYaywrsLAyH148uZJNR2twrFmf6pDmJem1i08iiqK8U1GUPyqKUq8oSlBRlKOKojymKMrczVUfMrYURmrjGIYQ8ISxmcVecE1jPjYEHGoHjx0+J7aaH2ACiEiEyOFDaG0t5N11H45zN0mhRpL2/OFAhDxXcr6niqEhLJlnvCkEnO6FyuZY2dPXXM/HLdTofb1EjtTg/fCnsC1bkeRIJRLz+f2BCLlxzAlKJISrow5/+epZiGp2sIT8FFf+FdtAD6c3v5+XAyXU9Rjct8XJwze5pVAjkSQZYRgEt79A8JIt7KzTuEGKNWnF9esdvLzkeoLbUrvnms/MG7EG+DygA/cA1wM/Aj4BPKekW+qJSSiKAqqK0PVUh3KWk0E3QQ2W5U7v80e7IajB3dYX4u0OnBR0Xx+h/bsRuk7B/Y9hK5tmmpBEMsv0hwTZSTLIVAwdoWZWwmZIg72tMQ+su5yv8EVla9weWHq/j/DhQ9gWL8Wx/twkRyqRJAdfUOCNQ6xxt55Et7sI55XMQlTJx+brZMHOvxC1Odm58X1s7/TgsML33uaW3Z4kklkiUluF3tvNK4WXUZytsLFM/vbSiS1rbLzqWI/vBSnWpIrMWlXPjFuEEJ3D/rxNUZQe4NfA1cALKYkqyShOJyIUBPJSHQqGgJ+Ky1jqBfs05uLmAWjqh/td23FZUpMtJIRAa2ogWncKa/li8j77ZZQMzCSQzE8Gw4KoIchxyNNigE4/VHdA1v9v777D5CrLPo5/nzN9d7an94QECB0jPfSOSlEQpEiRjgGkBQOE0KSKFVQUVBBF6gsCgjSFEHoSCGmk97p9d3b68/4xiwbYJLvJTjv7+1zXXptMvZ9T7p25z1MCcEvpG5R6Ol/YTjU1Ev90Ot4BA6m8dHwWoxTJntb2nFDWiZwQWvAxrQNGkdcrJd2kZOU8qmdOZnm/nXm371jiLYbrDg8yopf+novkUuT1lwl+bS9eXuzjqO21ZHehOWikjyhe3l8fZMDiBfiGbZPvkHqcHlOs+VKh5nMftP8emMtYcskpDZNu7dwEmdn2WaSURCoz10xXNUZh1jq4xDeF3v549wfXCTaRIP5ZZlnuqsuuxTd0eF7iENlS9ZHM5MJBX3Y+DFnHg0kXTk++jUmm4bNaWNEE21TDpalXu/T98/NCjaf/QKp+dJ2GP0rRaoxaHGMIbubToIlH8devoX67vXITWLakklTNfQ/f8vlMHvkt5vkHMajE4bojQgQ05Ekkp6y1RF57idIzzuOf0xL8+jvumQvLLUoDhv238fF2y7Ec8frLVJxzcb5D6nF6TLFmIw5s/z17cw+cPXs2Y8aM6fC+jz76qDtj6lbhY0+k+bE/5zsMUhYetPswvAq8XRx0Fk3CtNUwuBy2M5HsBLgZqaZG4nNmYnx+am64Q8ty9xAbO+ej0WhR5oTGqKUki8PBrePFpPK/Otum1LVletM4Bm4oeZPe6TioUCOd5Lac0BKzBL1s9jgOrV1COhAiUZ67ZbS7m6etherpr7Oizcv7I0/DU1bGbYeF6F/hypHwkiObygmyafG5s0iuWsH0EUfQOMVy1Gh/vkOSDhy1vY9Hl+1D5PUrVazJgx5brDHGDARuBl611n6Y73iyxTtoKOnWVmwshglkYa3eTprTGiZtMwWXrkilM4WaMj9cSe7HS1qbJrlsKYkli/AOHETV5RM07EmKVmsMAlnqVQNgvV5MqnMT8+ZaMg3zajNDKYdWwuX2VTxd3BSpxgbiMz9WoUZcoy1hOzWJrn/pHNp6Dy7aIVCB9cvxTH+H//i3Zc3IMVxycJid+3s05EIkjyKvvUTga3vy3OIgh22XpjxL8+nJ1jlqtI+rn6tmxcLV9Fq+VKte5lhRFmuMMYcBr3Tiof+x1h7UwfPDwLNAEji7M+85evTogr0ytilORSUmGCRVX4u334C8xJCy8JDdm+GV4OnCBSxrYcbaTMFmQuA1cv2ZysZixObOwkZaqbr8x/iGDMttAJJ3GzvnS0pKijInvDArTiCLtca0L4gnXnhXE2sjMHNdpjfN9SVv0oeu9aaBzKpPsZmf4BswiMofTVChpodyW06IJcG3ub/L6TSh9cup23H/nMTUrdJpgvOns3zBKmZV703N6O34xREhQn6dv9I9NpUTZOMyQ6D+Sdn3zuaZGQmuOzyY75BkI3bs52F4jcO/R3+XUa/+k4qzLsh3SD1KURZrgCnA6E487itjZowxQeA5YARwoLV2eTfHVlCMMXh79yW5aiWevv3z8gVjTmsYgEFd7FUzrw7qozAp9AZ+p3Ors3SXVO064p/NwZSGqZl4B05pOKfvL5INyRRZm68GwFZU49Stydrrd1U8lVlBbnVzpjfNZfa1Tq/0tKFU7Xpisz/FN2QYVZddm4VIRfIjlbY4mynW+JrWYxJxojX5ueCzxaIRWj76kKnNftLbHcLEEwZqyJNIgUh8Npvk8qXM2+FIlk5Jc+xOGgJVqIwxHLeTj1cTR3LqKxNUrMmxoizWWGsjwJyuPs8Y4wOeAvYEDrPWzuju2ApRxfmXsv7Gq0g31OOpqs7pe6cs/JGu96pZ3gRLGuG60JuUe3M3YalNJUksmEdy7Wp8Q0dQOe4aXUEX10jb7I5iSIbKKGlbkL036CRrM6vHzauFkA8mlv6HXiS63JsGILl2DfHPZlFx1oUEdt69+4MVybfN1C8D9atJlFdjvcXzZaplxUqWfbqIFn8VZ587hp2Gl+lvuUgBaf3XCwR234Pnlpaw3/AkfcpUSC1kx+/s5zeT+9MwfzG9Fy/EN2xEvkPqMYqyWLMljDEO8ChwKPANa+27eQ4pZ5xwGd5+A0ksWYRTWZXTDyxzI2Gs7VqvmrWtMHsdXBZ4m745XPkp1dRIfO4sjHGo/vEteHv1ydl7i7hBsrQCb6QxUy3J0xejxijMqYXWOJzrvMsOwZYtDiWxYhmJRfOpOO9SAtvv2L2BihQAr8eQ2kyxxrNmGfGymtwEtJUi0SQrZsyjYW09fQf1ZsIFexH0a545kUJiUyla//kslRdezjOfJDh7r/zNqSmds99wL+Ggw5RdT2HAKy9Qed64fIfUY/SkMuZ9wEnAPUCrMWbvDX4G5Tm2rKu8+ApspIXU2tU5e8+0hT/avRnWhV419W3w8Ro4z/su24TashtgO2stiWVLiH0yFU91DTU33aVCjbiSMZk6SrYkynvhJBN42pqz9yYbEU/BrHXw3goI++C20tfZMbwVhZplS0gsWkDVuPEq1IhrBbyZ4ZGb4mttIFlamZuAtlAyDQtXtDBj8ky8Deu59qI9GD9uXxVqRApQ9P0ppJubWLXbkcxYleKEnbO4TKV0C6/H8M0dfLw6+BtEXnkBm80Pk/IFPaZnDXB0++/r2n82dBMwKafR5JhTGqb87ItpfOh+nNIynHD252CZ11ZCKt35XjVNMZi6GoZVws62JbvBtUu3tRGfNxvb2krVuPHq1ieu5nUgmc7eH9h0sJRksJRAwxoiJblZ3n7DIU8Bb2YC4b6eLe+RZ60lsXghyZXLMhOLDx7ajdGKFJYSnyGa3HRO8ERbSIbKchRR11gLK5stSxauo3LVHM4KfcYu11yOE9RkpSKFquX5pyg59Cgen+9lt4FphtWoqFoMjt/ZzzkzBhFZupT4nJkERu+U75B6hB5TrLHWDst3DPnmH70T3t59iM2eQfBre2A82dv9aQsP2X0ZUpH5grg5LXH4aCUMKIMrbPaX6LbWklq9kvjC+Xgqq6iedBdOSWnW31ckn76xo59nPsnu0MJozSBC65YRGTAqq+8DmZ54s9dDNAk/cN5lx9CW96QBsOkU8c/mkK6vpfqqiXlbQU8kVypDmWJNMm3xdrTkorV4YhFSgVDug9uMphjMWZXALlvACXWvsc853ya4wwmam0akgKWbm4j8+xX6/PwPPP12gm/vUjxzYfV0R2zvI5oyfLz3GVQ9+4SKNTnSk4ZB9XjGGKquvB6MIbFoYVbfa35bCfFUZgWWzWmNw4croU8pXE32CzXptjZiM6aTWLSAyvMvpfq621SokR6hPGiIxLPbdTU2fCeC65ZiUsmsvUckkRku+cFKqArB7eHX2WkrhjwB2ESc2IzppJuaqJ5wqwo10iNUlRgcY2iKbiQv2DTGWqyncIYpxFOZee0+nNvA4HlvcWX0eQ68YRyhHXdWoUakwLW+8gKe6l7Uj9qDdxYnOWGXwsktsmklfsPh2/l4bfjxtL78D9LRaL5D6hFUrOlhjNdH1WXXkly1glTt+qy9zx/pXK+aSAI+XAXVIRjvvJrVOUmtTZNYvpTo1PcwHg81k+7Cv+1ofbiTHqNXqaE1brM6FCraexDW4yW0ZnH3v3YSZq6Dt5dm5tmYVPofrjGvEnTSW/W66ZZmotM+BKDmxjvwVOZ21TyRfPE4hoqgoaFtY8Wa9tsL4O9k2sLSRnh7SZr4gnlcuuC3nF09n0E3/UTnrEiRaHn+acLfOIHnZiYZ2cthx34aAlVMjt/Zzwv1/cDnI/LGy/kOp0foMcOg5H+8ffrhGzaC+NxZBHb/Ok6opFtff1k0SGsChlRs+nGRRObKeGUAfuzJbqEm3dJMfN5cbCxK5YVX4NtmlIo00uP0KjV4HENdxNInnKXj3/HQOnBbwktnEum/Tbd8yYslYVEDLGuCigBcG3qLAYFYNwQLyTWriM+fi7dPf6quuA7j1Z9F6VlO+Zqfv0+NM6KjBZ+c9i9S6c3MQpxl6yIwdz3Y1mbOWPxXtmMd1deOx9u3f17jEpHOSyxeSHzGdHrdfA/P/CPOCbv49Vm8yHxzRx/nPmZZdOi5+J97kvDRx+U7JNdTz5oeqnLcNTiVVcTnzMSmt+6q9Jc9aMYysAw2tQhDSxzeX5Ep1EzwvkpHQ+W7g00miC+YR3TahzglJdTcdDf+kdvqj4P0SI5j6B02rG7q3nP+yyKj98bftB5/w9qte51EZrjDm0uhIQpXByZzS/DVbinU2FSK+Lw5xOfNpfK8cVRfc6MKNdIjbdPLoa4tTTTRQe8aY0h7fTjJ7M51tTGN0cxFnemrLMPr5zJhzt3sWJ2k9813qVAjUmRaXniGwO5fp7V6MK/PS2oVqCLUO+yw/wgv/xx0DLEP3yWxfEm+Q3I9FWt6qMz8NTdgEwkSSxZ12+s2JT2sb4PBm1gIpimW+fBVE8peocbaNMnVK4l++B7phjqqr55I9bU34wQLb5JEkVy6aL8Aq5st8VT2hkKlQmEi/bahfOG0LXp+fRt8vBomL4WWRKZIc1voVQYHu2d8dDrSSmz6R6QaGqj58S34t9PS3NJz1ZQ6lAUMqzZSxE0FSvFEW3MaU1MMpq2C91ZAaayRifN/ypkrHqPvleOpvvpGjE+TkooUE5tK0friM4S/+W1emJWgd9iw11BdIClGJ+/u54mFpfh33p2WfzyV73BcT8WaHswJBqm6dDzJ5UtJrt+6K+Cf+733YCqDUBbo+P6GaGYy4b6lmaFP2SjUpOrriE39kMSi+ZSf9gNqbroHb/+B3f9GIkVoUKVDqR+W1GW3d03zrgcSrFtJcG3nrrok07C8CaYsy+QIY2BiyZvcHOi+Io21luTK5USnfYApLaXXpDvx9OrdLa8tUsx+sHeAZQ1prP1qETftD+KJt+UkjpZ4plD77nJwbIqJtX9i3Md3UV4eoNdN9+AbNDQncYhI94p+MIV0UxMlhx7N36bG+c6ufpxsdauXrDpxNz9L6tPMPfgcWp9/GpvK7zBZt1NJs4fz9h9IxQ8uofGh+2A7i7d33y1+LWthZQuM2sg8f+simQ9hgyvgqiys+pRqbiK5eAGpxga8AwZRecnVOMFgt7+PSDEzxnDFQUFu+VeU/uUO4UB2PiylSitoGrE71bPeZnVlX9L+r56LaQu1bbCqGda1gseBU+37jC5rocTTvcWkdDRKYt5s0s3NVF5wOf5R23fr64sUs9F9PSRSsLLJMrDiizkhXlaDv3FdVt+/vg0WN8LaVuhTAhNTz1E2YwY2naLyRxPwDVaRRqSYtTz/NCWHHEmdLeHlOQ28dekmuuBLQesddjhsWx/PBffm8uZmou++RWi/g/IdlmupWCMEdtyFivMupfH3v8RGo3gHDdmiOV1WxwMk0tA3/NX7ljdl5p4YVQPjUt1bqEk1NpBctphUfR2ePv3oNelunDL9ERDZmGE1HvqVGaavSLL3UC9eT3YKNi07jyW4fjk1H7/GujFH/Xey0oYorG7J/KTS0KcUrgxMZlAg2u0TjVtrSa1eSWLRfJzyCmpuvBMnXNa9byJS5Pxew8VjA/z27Rh9wgbfBjkhPmgklR+8DOk0ON3XITttM8WZJY3QFIV+YZgUeJXyJXNJrl6JM2AgVZeOx/g30lVXRIpCurmJtn+/Qu+f/Z4/TY8zpMphr6FaBaqYnbK7n+tfjHDtoUfT8tyTKtZkkYo1AkBg+x2puuzHNPzqTtItzfhHbd/lyTaXRoNUB7+4XHfawme1mVVcLvVPYWQq0i3xWpsmVbue5IrlpJsa8fbtR81ELbkr0lk3HR3iqmcjfLAsye4DvQR9WSjYOB7q9jueXq89CtPeYc6QfVkbcYgloToEF3imMLy0DZ9js/LXKNXUSGLBPGw0QsW5P8S37Q6aXFxkI3YZ4CHghZmrU+w28H8nZKz3YEw6SbBuBdFeg7f6faJJWNmcuYiTSMOgchjvfZ3Q+uUkFi8k7fdTPX6SJhAWcYnWV17EqaohOGYvHv1VC6eO0SpQxe74nX1c8LjlkyNOZ9Sk75Kqr8VT1dGSgrK1VKyR//INGUb1dT+h/p5biE79AP92o/FUVHb6+S8E9qBmg/l7IwmYsRbaEnBD6E16+7d+NYl0NEpqzSqSa1ZBMoGn7wCqr7xePWlEusjrMdx5bAnXP9/GlMVJtuvtoX+FwemmD1AtMUtDm6U2EqB+yMkEP/uIqugMzhnYwvDyGEEne3PmpGNRkosXkly7Bm+//lROuEWTi4tshuMYbjo6xNXPtTFvXYpRvTNXvq3XT6TfCMJLZ21xsSaZzgx1XNkCtREI++Es3mVUuBVPYz2JhfNJtEUoP/N8/DvsgunGHjwikl+tzz9N+JjjWVJveXtRkt+fXJrvkGQrVZY4HD3ax1NNw7l+4GBaX3yW8tPOyXdYrqRijXyBp7KKmkl3Uf+LO4h9Mg1v3374ho7ABDbfDTmRzizXnUzDskZYWJ+5en596etb9cXMJhOkateTWruGVEMdTmkZ5aefi3/UduoeLbIVAl7DnceGmLEqxa/firGgFvqEHapLDZUhg78Tw6PS1hKJQ0vc0hKzNLZZGqOZ1aZK/YbqEsOVx1Qz8Ft703L3jZhYgMAOO4HT/au52HicxIqlJFcsxykrp3rCLXh79en29xFxq8oSh5uODnHjP9toS1i27+PB7zW07rgvfV75M4G6VcSqO9fjJZLIFGbWRTJzU3mdzFCnS0oyF2/SrS0kZi8kVleLt98AKn98M06oJMstFJFcSixeSGzGNGpuupvfTI2z+yAPo/tpCJQbnPI1P+OeinDrsSfR8uwTlJ16tnpMZYGKNfIVxuul+srrSa5dTcN9P6Xtw3fw9h+Id+BgnMDGJ+ytCMCc9TB7PQQ8cIlvCqP8WzbsycbjpOprSa1fR6q+FuPz4+ndh5qLr9TqLSLdyHEMuw70ct+JHj5bl+LhD+IsX5kmmbaEfIYSn8Hrgc/rNmmbKcgmUpZYEmJJiwWCXkPYb/jObn76lhn6lTmE/Bv+0a4kMPF26u68kei0D/FvvyOe8opuaUM62kZyxXKSq1fghEqoGncN3qHD9aFBZAsMqHC441shbn05ypsLkwyscOgTrsQ7eGeqP32TNXsf94UJw1NpaEtCaxxaE9Ach8Zo5rZSH/QqgfPsW/Tzx3AMpOPNxOYvJlW7Dk9Nb2om3q4hzCIu1fzkowS+vjfeQUN49NEmzt6r+y/USH58a0c/5z7WypRtj2eXpT8l9slUgruOyXdYrqNijWyUt08/aibdRXLpYhofvI/oiuV4qmvw9OmHp7oa4/ni4XO18yrLA0H8xtK3/UNZZ9l0inRzM+n6OlINdaSbmzCBIJ7qXlRfNRFPvwH64iWSRX6vYaf+Xu461ou1mSFM61oszTFLLGlJtneO8zrg8xiCXijxG8oChvKg6dScN06ohJob7qD+Zz8h9vFUvAMH4Rs0ZIt6yNl0mnRdLck1q0jVrccpq6Bq3Hi8Q4YpV4hspZpSh3tPCLFgfZoH3okxdXmaD0rHUr0qQGDyLJqH70zS8WUKt+25IeDJFGfCATjPmUL/cIwyb2ZJV+tLk1q/nsTqFaQa6jNFmgm36eKLiIulW5ppef4pek26mw+WppizNsVpY9Qj3i1KA4aTdvPz8GzLbw4/hqa/PKhiTRaoWCObZIzBN3Q4NTfdTWrtapr+/DsS8+cST6XwVFTihMsw4TBOuBwnGGBoMLrJ17M2DfEE6VgUG2kl3dqSKdK0NAPglFcQPuEUfIOH4VTX6EuXSB4YY6gqMVRlYUSC8XiovuoGkiuX0/Cbe2lbuQJvv/54+vTDKSvf6DlvrcXGYqSbGkjV1ZKurwVr8fTuS/WPb8Hbu2/3ByvSgxljGNnbw13HlpBOZ4Y31jfsw5r7f4Gd+Q6BQQMp6VVNiddS5knid+z/nlwCNpkkVVufGcZcuw4sePr2o+bS8epJI9IDtLzwDE55JaH9D+HBJ6N8Ywcf/co1H5WbnL1XgMPvb+aX3z+X+HnHkVi6GN+QYfkOy1VUrJFOMcbg7duf6msmYdPpzFK4K5YReek50mtXY2MxcAzGH8A4nszyno4BDNg0pNLYVBIbj4O1YAxOqARTWkr426fg7dMPT+++XV6BSkSKk3fAIGpu/inJZUtoevh3xD6eivH5cMJh8PkzeQT+mzdspBUbj2OCQTyVVVRedAXewUMxXl+eWyLifo7zeQG3hOE3XUNsxjSa//pHWGZxKiogWELC682cr7EYNhIhHWnFeDw4VdVUXPgjfEOG62+8SA9h02maH/8LZSedTiTp8LepMf5yRjjfYUk3Gzvcy6BKh6ebhnPiHvvQ9NeHqLn25nyH5Sr6qyldZhwH74BBeAcMIrTHPpkr3m0R0k2NpFtbIZnAptOQSmYKM44H4/ViAgFMqASnNIwpKdVqDyI9nDEG35Bh1Fx/e2alt1XLSdXVYqNR2ia/DkDJAYdhSkrwVFZlCrqlYfW4E8kj4/EQ3O3rBHbaleTyZSTXrCLy+kvYaAQcDyUHH4lTUYmnV288vfrob71IDxR9dzKpNasIH3sij0yPUxowHDNaF1fcxnEMZ+4R4I8vC5UmAAAaBUlEQVTvxzjn9HNZd/VFVF5wmZbx7kYq1shWM8ZgSkpxSrQUn4hsGScYxBk+Et/wkQCE9jswzxGJyKYYrw/fsBH4ho0gtNd++Q5HRApI098fpvSY4/BUVHLf5EbO3TuAtxMrTErxOXNPPze+1Ma8IfvQa/Awmp/8K5Xnjct3WK6hyx0iIiIiIiKy1RJLFxN9503Kvvt93l+SZNqKFBfsu/HVZKW4Da32cMgoL398P0b56T+g+fFHSEfb8h2Wa6hYIyIiIiIiIlut+e8PExizF/6R23Lf5CjH7eRjUKW+crrZBfsG+NP7ccxBx2D8flpfeCbfIbmGzhwRERERERHZKqm6WlqefYKK089lfUuav0+Lc8lY9apxuxN28RPywd8+sZSdciZNf3kQm0zmOyxXULFGREREREREtkrTY3/GO3Q4wX0P4MF3Y4yocTh4lKZIdTufx3D+PgHumxwjfMIppJubaP3ns/kOyxVUrBEREREREZEtlm5ppvnxR6g460KSabhvcoxLxga1gmMPcf6+QT5dleL9dUHKzziXxgfvwyYT+Q6r6KlYIyIiIiIiIlus+cm/4qnpRckhR/KXD+NEk5az9wrkOyzJkQEVDifs4ue+yTHKTjqddKSVlhf+L99hFT0Va0RERERERGSLpFuaafrLH6g483zSxuH2V9v40YFBSvzqVdOTXDI2wBPT46xPhaj4/vmZ3jXxWL7DKmoq1oiIiIiIiMgWaXrkDzhV1ZQecwJPfRxnbbPl4rHqVdPTHLCNl1G9PTzwTozwiadCKknzk3/Nd1hFTcUaERERERER6bLU+nU0/fWPVF18JXg8/OSVKD/cP0BFSF8zexpjDFceHOQX/4nSZoJUXvgjGh+8j1RTY75DK1o6i0RERERERKTLGh+6H9/IbQkddDgvzEowb32Kyw/Uct091elf9xMOGH47JUrpMcfj6dufxgfvz3dYRUvFGhEREREREemSxLIlND/9GFU/vBpr4YYX27hovyC9wvqK2VP5PIYJhwe587UokaRD1WXX0vz4IyQWL8h3aEVJZ5KIiIiIiIh0Sf0v7yS0z/4Ex+zFox/FWVyXZsJh6lXT0521Z4BSv+G+yVFCe+1HyYGHUnfnTVhr8x1a0VGxRkRERERERDot+uG7tL31BlWXXUs0YbnuhTYmHB6kulRfL3s6n8dw45Eh7ngtSl1rmqofTSA282Mir7yQ79CKjs4mERERERER6RSbSlF3722UnXQavmEj+NVbUYyBcfurV41knLGHnyGVDrf+qw1v3/5UnPdD6n92uyYb7iIVa0RERERERKRTWp5/mtTa1VSc+0NqW9Pc9q8otx4TIugz+Q5NCoTHMfz0+BJ+PTnGgvUpyr93Fp5evan/6a35Dq2oqFgjIiIiIiIim5Vuaabh/nupOG8cnopKxv+jjZG9HU4b4893aFJgDt3Wx+Hb+bj2HxGM10fNjXfR+soLRN74V75DKxoq1oiIiIiIiMhmNfzmZ3gqKin7zvf4z/wEf3o/xgPfLcVx1KtGvuruY0t4ZkaCKYsS+EduS+WFl1N7+w2k6mvzHVpRULFGRERERERENin2yTSan/or1dfdRsx6ueDxVi47IMjXBnvzHZoUqB36eThv7wBX/l8Eay3lp/0A36Ch1N0+UatDdYKKNSIiIiIiIrJRNh6j9ifXEz7hFIK7fo0b/9lGNAE3HR3Kd2hS4CYdHeLT1SkenxbHeDzUTLqLtilv0vqPp/IdWsFTsUZEREREREQ2qv6+e0lHWqm65Epe+yzBvf+O8vDppYQDGv4km9a3zOH6w0Nc8WyExrY0viHDqB4/ibq7JhH/bHa+wytoKtaIiIiIiIhIh9refYvmvz9Mr1vupY5Svv9oC9ceFuSAbXz5Dk2KxBUHB+lV6nDtP9oACH/rO5QedRzrxv+QdHNTnqMrXCrWiIiIiIiIyFek6mupnTSeih9cTGCX3Tn3sVaGVDpMPFLDn6TzfB7DH04p5Q/vxvjXnAQA1VdPxAmXsf6m8dh0Os8RFiYVa0REREREROQLrLXU3vxjvIOGUHH2RfzqzRivz0vw6BlhfB4Nf5Ku2WOIl4lHhjj9Ly2sbExjAgF63fErYtM/pOF3P893eAVJxRoRERERERH5gqaHHyD28Uf0uvkeXp6X5spnIzx8WpgRvTz5Dk2K1ITDg+wywMNpj7SQSlt8AwfT++77aXrkD7Q892S+wys4KtaIiIiIiIjIf7W9N5mG3/ycXrfcy1zTj+/+qYXbvhHi+F38+Q5NipjHMTx6RpjZa1Lc8GJm/prg7ntQc8Pt1N4+kbb33s5zhIVFxRoREREREREBILFoPusnXE7FeT9kzfZjOeaBFk7c1c/VhwTzHZq4QN8yhyfOCvPTN6I88kEMgPDRx1F5/jjWXXUR0Wkf5DnCwqFijYiIiIiIiJBcu5o1484htP8hNBx/AQff18yYwR5+d3IpxmieGuke+2/j43ffLeXcx1p5fmYcgIqzL6L81LNZe/l5xD6ZlucIC4OKNSIiIiIiIj1cqr6WtZf+AN+IUbRcfAuH3N/CrgM8PPZ9TSgs3e+svQLc8a0SvvNQC8992l6wufByyk48lTWXnqMeNqhYIyIiIiIi0qMl161hzQWn4ZSXs/ryn7PffRF2HeDh8bPC+L0q1Eh2/OigIPccV8KJf2zhmU/iGGOo/OHVlJ18BmvHnUNk8hv5DjGvVKwRERERERHpoZIrl7PmvO/h6duf6T/8PQc+kOQbO/h5QoUayYFxBwT5+QklnPznFp6cninYVF10BZUX/Yh1V11M06MPYa3Nd5h54c13ACIiIiIiIpJ78bmzWHvFBTijd+UXB9zO3X+KM+moEBMOD2qOGsmZi8cG8Tpw6iMttCVKOWOPAOWnnYN3yDDWX38F8QWfUXPtTRh/IN+h5pR61oiIiIiIiPQwrf96ntU/OJm6fb7Jdwfdxp8/SvLqxWVcd0RIhRrJufP3DfL7kzOTDl/xTCvJlKVk/0Po99ATxD56j9UXnk5i+dJ8h5lTKtaIiIiIiIj0EOm2CLV3TGT9jdfwzpk/4+DI+ZSHHKZfXcGBI335Dk96sDP3DPCfceX8fXqc/X7RxKzVKfzbjKLfn5/CU92LVacdS/OzT/SYYVEq1oiIiIiIiPQAsRnTWHXasSyYPp/LT36FM+Z8jfGHBnn+vDC9w/pqKPm39zAvn1xTwcjeHna/u5EbXozQEqik9933U33lddT/7DbWXHAa8QXz8h1q1umMFBERERERcbFUfS21t13PrIsu5O4dx3PQ4F8TCZQx45oKrjk0hONo2JMUjppSh0fPCPPk2WGe+jjO8Fsaueu1KObIExnw5L/w9OnLqtOOpf6Xd5Juac53uFmjYk0BGDNmDGPGjMl3GN1KbSp8bmsPuLNNn3ND29SGwuGGdrihDVvCLe1WOwqLW9oB7mpLd0g3N9Hw+18x46TvcNPS7Tlgnxf4d9me/O37YV66sIzt+nqy+v49bX/0tPZCdtv8rZ38zBhfwc+PL+G3U2Jsc2sDv/q0HP91P6XPLx8k8tbrrDj+EBoffoB0pDUrMXxZLvexVoMSERERERFxkeS6NbQ8/RhTnn2bvwz8Ls/s8gTb9vXx8NElHLeTTz1ppGh4HMP39wxwytf8/OHdGPe8EeX6FyOcPmZXvnfrs+z+2Yu0/OFXND50P6VHH0/Z8d/Fv90O+Q67W6hYIyIiIiIiUuRsLEZk8uvM/8cr/N+iEE8MOpHZ257O0aN9PHdQiMO29WqVJylafq/h4rFBLtw3wEtzEjwwJcZRv49RFjiYb5x0OAfYz9jzo0do+f4J+IaPpOTgIwiNPQj/9jthPNntQZYtKtaIiIiIiIgUoeTqVbS+/R/efXseLy4P83rVvnwaup5RuyU5c78wZ+4ZZFClZr4Q93AcwzE7+DlmBz8tMcs/Zyd4cVaciXNHsIKJ7HLc9ezFYrab/g7bPn4j25u1VO7xdYJ7jSWw8+74hg7HeIujDFIcUYqIiIiIiPRQ1lrSDXUkFi1g3Yw5vD+zjvdXe5hqBzOtci8aPIex325tnLlHFd/aJZT1uWhECkE4YDhpNz8n7ebHWsvsNWlemZvgvSXb86AZydzgaVhrGRhvZthLSxjy2H8Ylvg7Q2p8DBpUyeDBlQwa3oeyYUPx9h+ICQTy3aQvULFGREREREQkT2w8Rrq5mVRTIy11zdSva2T16kZWrGtjdV2cVQ1JFkUCLHT6sSg0mPX+b1JiEuy+TYS9Roa4cKdqDhnlpapEPWik5zLGsEM/Dzv0+1+hMhK3zFmTYv76MPPW9eWzVbvw7+WtLG+0rK4LEK/zwsdQlWigV2IGlbaVSk+cKn+K6iBUlnoIl3gpDXkJh7yUhgNUVO5OKh3l/akrKKsoIVwWpLTUTzjg4Pd27zBDY63t1hd0I2NMbSgUqh49enRWXn/27NkAZOv180FtKnxuaw/krk1Tp04lFArldNu5YX+pDYXDDe0opDbkMicUUru3htpRWNzSDiiMtkydOhWPN0C4egjWGiz878dmvsxl/p+5L41DyjikcWCDOWU8pPGSxudYAl5D0O8QCHgJeg0BHxTD7DOFsD9yqae1F4q7zck0JFKWeCJNIpEilUyTTKVJpSzJNKRs5ieN+e+Pxcn8Nh0UR23mXqf97M48GmL1C7HJWJ21tqYr8alY0wnGmEVAObA4z6GISGHYrf339LxGISKFQjlBRDaknCAiGxoGNFlrh3flSSrWiIiIiIiIiIgUEA1sFBEREREREREpICrWiIiIiIiIiIgUEBVrREREREREREQKiIo1IiIiIiIiIiIFRMUaEREREREREZEComKNiIiIiIiIiEgBUbFGRERERERERKSAqFhTBIwxLxljrDHm1nzHsqWMMScaY54yxiwxxrQZY+YaY243xpTlO7bNMcYMNsY8aYxpNMY0GWOeNsYMyXdcW6qY90VnuOF82RLF2O5iOxaLPRcU2/bujGI87rOpmLdHMR6fxZ4ToDi3e2cU87ngdm495sAdOaGz3LwfOyNXOUbFmgJnjPkesGu+4+gGVwEpYAJwFPAb4CLgFWNMwR6HxpgS4HVge+BM4AxgFPCGMaY0n7FthaLcF53hovOlS4q43UVzLLokFxTN9u6MIj7us8IF26Oojk+X5AQosu3eGS44F9zOdcccuCondJYr92Nn5DTHWGv1U6A/QCWwGvgeYIFb8x3TVrSldwe3fb+9XYfkO75NxH0ZmUQ0coPbhgNJ4Ip8x9eT9kUn2uWa86WntLuYjkU35IJi2t6daEvRHvfaHhttQ1Edn27ICcW43TvRnqI/F9z+47ZjboM2uCIn9PT92Il25zTHuLrq5QJ3ATOttX/LdyBby1q7roObP2j/PTCXsXTRscC71tr5n99grV0EvA0cl7eotkIR74vNcc350kVF2+4iOxaLPhcU2fbenKI97rOk6LdHER6fRZ8ToCi3++YU/bngdi485j7nipzQWS7ej5uT0xzjzcWbSNcZY8aSqU66uRvnge2/Z+c1ik3bEXi2g9tnAiflOJZsKoZ9sVE95Hz5Cpe2u1CPRbfmgkLd3hvl0uN+i7l8exTy8enWnACFvd03yuXngtsV5TH3JW7OCZ3lhv24UfnIMepZU4CMMT7gd8A91tq5+Y4nG4wxA4GbgVettR/mO55NqAbqO7i9DqjKcSxZUUT7okM94XzpiBvbXeDHoutyQYFv7w658bjfGm7eHkVwfLouJ0BRbPcOuflccLtiPeY64Mqc0Fku2o8dyleOUbEmy4wxh7XPFL25n39v8LTxQAi4LT9Rb9oWtmnD54fJVJ6TwNm5jH0L2Q5uMzmPIguKcF90pKDPl85wQ57oIXnBNbmgSLZ3RwrquO9ObsgDn+sh+QBclBOgqLZ7RwryXHC7HnSud5arckJnuXA/diQvOUbDoLJvCjC6E4+LAJjM8m7XAecCAWNMYIPHBIwxlUCztTbV7ZF2XpfatCFjTBB4DhgBHGitXd7NsXW3ejKV8i+rouPqedEown3xFUVyvnSGG/KE2/OCa3JBkWzvryjQ4747uSEPfM7t+QBclBOgqLb7VxT4ueB2PeFc7yxX5YTOcuF+/Ip85hjTPquxFAhjzEHAG5t52O7W2uk5CKdbtXcf+z8y4xkPs9a+m+eQNssY8zrgt9aO/dLt/yZz/hzY4RMLXDHui464+XzZFDe1u1iORbfkgmLZ3h1x03HfHdy4PYrp+HRLToDi2u4dceO54HbFfsx1xE05obPcuB87ks8co541hWc6cHAHt78B/AV4EJjfwf0FzRjjAI8ChwLfKKKT+TngHmPMCGvtQgBjzDBgP+DaPMa1xYp4X3TEledLJ7ii3UV2LBZ9Liiy7d0RVxz33chV26MIj8+izwlQlNu9I646F9zOJcdcR1yREzrLxfuxI3nLMepZUySMMRa4zVp7fb5j2RLGmN8AF5IZ5/f8l+5eXqhd5owxpcDHQBtwPZmxqLcAZcAu1tqWPIa3RYp1X3RFsZ8vW6rY2l1Mx6IbckExbe+uKLbjPtuKdXsU2/HphpwAxbfdu6JYzwW3c+sx55ac0Flu3Y9dkYscowmGJVeObv99HfDOl37OzVdQm2OtbQUOAT4DHiFTQV4EHFLESbco94W4UtEciy7JBUWzvaVHKqrj0yU5AYpsu4sruPKYc1FO6CxX7sdCo541IiIiIiIiIiIFRD1rREREREREREQKiIo1IiIiIiIiIiIFRMUaEREREREREZEComKNiIiIiIiIiEgBUbFGRERERERERKSAqFgjIiIiIiIiIlJAVKwRERERERERESkgKtaIiIiIiIiIiBQQFWtERERERERERAqIijUiIiIiIiIiIgVExRoRERERERERkQKiYo2IiIiIiIiISAFRsUZEREREREREpICoWCMiIiIiIiIiUkBUrBERERERERERKSAq1oiIiIiIiIiIFBAVa0RERERERERECoiKNSIiIiIiIiIiBUTFGhERERERERGRAqJijUg7Y8xPjDHWGPNKB/cZY8yj7fe/aIzx5SNGEckd5QQR2ZBygohsSDlBss1Ya/Mdg0hBMMaUAfOBPsDh1tpXN7jv18AlwFvAkdbatvxEKSK5opwgIhtSThCRDSknSLapZ41IO2ttM3BT+39v//x2Y8zNZJLtR8A3lWxFegblBBHZkHKCiGxIOUGyTT1rRDZgjPECM4DtgZOAgcDPgdnAAdba9V96/CjgV8BYoA14DBhvrY3kMm4RyY6u5ARjzEjgKmBvYCdgjrV2p5wHLSJZ08WccBJwGjAGqAYWAr8FfmutTeU4dBHJgi7mhG8DV7Q/NgysAJ4BbrHWNuY4dCkCKtaIfIkx5ljgWWA9UAMsAcZaa1d86XGVwKft999CpgvkvcCr1tpTchq0iGRNF3LCccCvgfeAbQFHxRoR9+lCTniHTIHmWWAdcDDwY+CX1torcxq0iGRNF3LCucAw4AOgEdgFmAR8aK09IochS5FQsUakA8aYT4EdgbXAvtbaBR08ZjwwERj6edXcGHMq8Ciwk7V2Zg5DFpEs6mROcKy16fZ//wn4uoo1Iu7UyZzQq4MeufcCFwMV1tpYToIVkazrTE7YyPMuINPjbqC1dmUWQ5QipDlrRL7EGHMpmWQLEASaNvLQY8j0otnwg9hTQAw4OnsRikgudTYnfF6oERF360JOWN/BzdOAAJlhUSLiAl347tCRz/OEVouSr1CxRmQDxpgzyYwzXQH8AygHbtzIw0eTGY/6X+1XyRaQGYsqIkWuizlBRFyuG3LC/kAdmavvIlLktiQnGGM8xpigMWYMcAPwnLV2SdaDlaKjYo1IO2PMCcCDZD5EHU5mFvcocIExZtsOnlIFNHRwez26YiZS9LYgJ4iIi21tTjDG7AmcDfxMEwyLFL+tyAm1ZBYm+RBYDZya5VClSKlYIwIYYw4D/gZEgKOstbOttcvITBbqBe7YyFM7mvTJbOR2ESkSW5ETRMSFtjYnGGMGAE+SmYD8ziyHKyJZtpU54SBgP+ACYAfghfZVpUS+QMUa6fGMMXsD/9f+3+OstR9ucPftZGZrP8EYM/ZLT60n07vmyyrb7xORIrQVOUFEXGhrc0L76pEvAa3AsdbaRDbjFZHs2tqcYK2dbq2dYq19ADgBOLD9t8gXqFgjPZoxZmfgRTKT/Z1srX1jw/uttXX87wrYPV96+mwy89Zs+HoBYBtgTlYCFpGs2sqcICIus7U5wRgTIjOPRS8yV9/rshuxiGRTFj4nTAdSZL4/iHyBlu4W2ULtS3ffQGbp7tr2204h0yVyR2vtrHzGJyL5o6W7RaR9WMMzZCYVPsBa+0meQxKRAtPe++YtMoWfx/MdjxQWFWtEtlB7t+ZPgcXALUAf4F7gNWvtKXkMTUTywBhTAhzT/t9LyFwlu6L9/x9opQeRnsUY8wBwHnANmS9jG5plre3K8r4iUuSMMS8DrwEzyUxEvBtwNbAG2MNaG89jeFKAVKwR2QrtM73/ksxVszbgMeAaa20kr4GJSM4ZY4YBizZy99nW2j/lLBgRyTtjzGJg6EbuPtha++/cRSMi+WaMuQU4DhjeftNi4CngXhVvpSMq1oiIiIiIiIiIFBBNMCwiIiIiIiIiUkBUrBERERERERERKSAq1oiIiIiIiIiIFBAVa0RERERERERECoiKNSIiIiIiIiIiBUTFGhERERERERGRAqJijYiIiIiIiIhIAVGxRkRERERERESkgKhYIyIiIiIiIiJSQFSsEREREREREREpICrWiIiIiIiIiIgUEBVrREREREREREQKiIo1IiIiIiIiIiIFRMUaEREREREREZEComKNiIiIiIiIiEgBUbFGRERERERERKSA/D/0+BO0Fm0f5gAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "image/png": { "height": 564, "width": 565 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Triangle plot\n", "g = plots.get_subplot_plotter()\n", "g.triangle_plot([samples, samples2], filled=True)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": false }, "outputs": [], "source": [ "# Here we are using inline plots, but if you wanted to export to file you'd just do e.g.\n", "# g.export('output_file.pdf')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 205, "width": 280 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 1D marginalized plot\n", "g = plots.get_single_plotter(width_inch=4)\n", "g.plot_1d(samples, 'x2')\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 151, "width": 208 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 1D marginalized comparison plot\n", "g = plots.get_single_plotter(width_inch=3)\n", "g.plot_1d([samples, samples2], 'x1')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 205, "width": 280 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 1D normalized comparison plot\n", "g = plots.get_single_plotter(width_inch=4)\n", "g.plot_1d([samples, samples2], 'x1', normalized=True)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 313, "width": 423 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 2D line contour comparison plot with extra bands and markers\n", "g = plots.get_single_plotter()\n", "g.plot_2d([samples, samples2], 'x1', 'x2')\n", "g.add_x_marker(0)\n", "g.add_y_bands(0, 1)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 277, "width": 279 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Filled 2D comparison plot with legend\n", "g = plots.get_single_plotter(width_inch=4, ratio=1)\n", "g.plot_2d([samples, samples2], 'x1', 'x2', filled=True)\n", "g.add_legend(['sim 1', 'sim 2'], colored_text=True);" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 205, "width": 279 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Shaded 2D comparison plot\n", "g = plots.get_single_plotter(width_inch=4)\n", "g.plot_2d([samples, samples2], 'x1', 'x2', shaded=True);" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 248, "width": 423 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Customized 2D filled comparison plot\n", "g = plots.get_single_plotter(width_inch=6, ratio=3 / 5.)\n", "g.settings.legend_fontsize = 12\n", "g.plot_2d([samples, samples2], 'x1', 'x2', filled=True, \n", " colors=['green', ('#F7BAA6', '#E03424')], lims=[-4, 7, -5, 5])\n", "g.add_legend(['Sim ', 'Sim 2'], legend_loc='upper right');" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 313, "width": 423 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Change the contours levels for marge stats and plots\n", "# (note you need a lot of samples for 99% confidence contours to be accurate)\n", "g = plots.get_single_plotter()\n", "samples.updateSettings({'contours': [0.68, 0.95, 0.99]})\n", "g.settings.num_plot_contours = 3\n", "g.plot_2d(samples, 'x1', 'x2');" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 259, "width": 349 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 2D scatter (3D) plot\n", "g = plots.get_single_plotter(width_inch=5)\n", "g.plot_3d(samples, ['x1', 'x2', 'x3'])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 349, "width": 352 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Multiple 1D subplots\n", "g = plots.get_subplot_plotter(width_inch=5)\n", "g.plots_1d(samples, ['x0', 'x1', 'x2', 'x3'], nx=2);" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 169, "width": 351 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Multiple 2D subplots\n", "g = plots.get_subplot_plotter(subplot_size=2.5)\n", "g.settings.scaling = False # prevent scaling down font sizes even though small subplots\n", "g.plots_2d(samples, param_pairs=[['x0', 'x1'], ['x2', 'x3']], \n", " nx=2, filled=True);" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 384, "width": 378 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Customized triangle plot\n", "g = plots.get_subplot_plotter()\n", "g.settings.figure_legend_frame = False\n", "g.settings.alpha_filled_add=0.4\n", "g.settings.title_limit_fontsize = 14\n", "g.triangle_plot([samples, samples2], ['x0', 'x1', 'x2'], \n", " filled=True, \n", " legend_labels=['Simulation', 'Simulation 2'], \n", " legend_loc='upper right', \n", " line_args=[{'ls':'--', 'color':'green'},\n", " {'lw':2, 'color':'darkblue'}], \n", " contour_colors=['green','darkblue'],\n", " title_limit=1, # first title limit (for 1D plots) is 68% by default\n", " markers={'x2':0})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "If you prefer to use one of the standard color series you can do that, using the matplotlib [named colormaps](https://matplotlib.org/examples/color/colormaps_reference.html) \n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "image/png": { "height": 276, "width": 278 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# tab10 is the standard discrete color table (good for color blindness etc.)\n", "g = plots.get_subplot_plotter(subplot_size=2)\n", "\n", "# Set line style default\n", "g.settings.line_styles = 'tab10'\n", "g.plots_1d([samples, samples2], ['x1','x2', 'x3'], nx=3, legend_ncol=2, lws=[3,2])\n", "\n", "# or set expliclicitly\n", "g.plots_1d([samples, samples2], ['x1','x2', 'x3'], nx=3, legend_ncol=2,colors='Set1', ls=['-','--'])\n", "\n", "# For filled contours set solid_colors setting (or set contour_colors argument as above)\n", "g.settings.solid_colors='tab10'\n", "g.triangle_plot([samples, samples2], ['x1','x2'], filled=True, contour_lws=2) " ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 422, "width": 422 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 3D (scatter) triangle plot\n", "g = plots.get_subplot_plotter(width_inch=6)\n", "# you can adjust the scaling factor if font sizes are too small when\n", "# making many subplots in a fixed size (default=2 would give smaller fonts)\n", "g.settings.scaling_factor = 1\n", "g.triangle_plot([samples, samples2], ['x1', 'x2', 'x3'], \n", " plot_3d_with_param='x0', legend_labels=['Simulation', 'Simulation 2'])" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 422, "width": 422 } }, "output_type": "display_data" } ], "source": [ "# You can reference g.subplots for manual tweaking, \n", "# e.g. let's add a vertical axis line in the first column \n", "# (this can also be done directly via the markers argument to triangle_plot)\n", "for ax in g.subplots[:,0]:\n", " ax.axvline(0, color='gray', ls='--')\n", "IPython.display.display(g.fig)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 298, "width": 278 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Rectangle 2D comparison plots\n", "g = plots.get_subplot_plotter()\n", "g.settings.figure_legend_frame = False\n", "g.rectangle_plot(['x0', 'x1'], ['x2', 'x3'], \n", " roots=[samples, samples2], filled=True, \n", " plot_texts=[['Test Label', None], ['Test 2', None]]);" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 153, "width": 422 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Or join rows of 1D or 2D plots. \n", "from matplotlib import cm\n", "g.settings.linewidth=2\n", "g.plots_1d([samples,samples2], share_y=True, nx=2, legend_ncol=2, colors=cm.tab10)\n", "\n", "g.rectangle_plot(['x1','x2','x3'],'x0', roots=[samples,samples2], colors=['k','C2']);" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Removed no burn in\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "image/png": { "height": 277, "width": 279 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Example of how to handle boundaries (samples are restricted to x0 >-0.5)\n", "cut_samps = samps[samps[:,0]>-0.5,:]\n", "cut_samples = MCSamples(samples=cut_samps, names = names, labels = labels, \n", " ranges={'x0':(-0.5, None)}, label='Cut samples')\n", "g = plots.get_subplot_plotter(subplot_size=2)\n", "g.settings.title_limit_fontsize = 14 # reference size for 3.5 inch subplot\n", "g.plots_1d(cut_samples,nx=4, title_limit=2) # title by 95% limit\n", "g = plots.get_single_plotter(width_inch=4, ratio=1)\n", "g.plot_2d(cut_samples, 'x0', 'x1', filled=True);" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 277, "width": 567 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Add and plot a new derived parameter\n", "# getParms gets p so that p.x0, p.x1.. are numpy vectors of sample values\n", "p = samples.getParams() \n", "samples.addDerived((5+p.x2)** 2, name='z', label='z_d')\n", "g = plots.get_subplot_plotter(subplot_size=4)\n", "g.plots_2d(samples,'x1',['x2','z'], nx=2);" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 277, "width": 279 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Example of how to do importance sampling, modifying the samples by re-weighting by a new likelihood\n", "# e.g. to modify samples to be from the original distribution times a Gaussian in x1 \n", "# (centered on 1, with sigma=1.2)\n", "import copy\n", "new_samples = copy.deepcopy(samples) # make a copy so don't change the original\n", "p=samples.getParams()\n", "new_loglike = (p.x1-1)**2/1.2**2/2\n", "# code currently assumes existing loglikes are set, set to zero here\n", "new_samples.loglikes = np.zeros(samples.numrows) \n", "# re-weight cut_samples to account for the new likelihood\n", "new_samples.reweightAddingLogLikes(new_loglike) \n", "g = plots.get_single_plotter(width_inch=4, ratio=1)\n", "g.plot_2d([samples,new_samples], 'x0', 'x1', filled=True);" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "x_0 < 2.31\n", "x_0 = 0.0^{+2.5}_{-2.5}\n" ] } ], "source": [ "# Many other things you can do besides plot, e.g. get latex\n", "# Default limits are 1: 68%, 2: 95%, 3: 99% probability enclosed\n", "# See https://getdist.readthedocs.io/en/latest/analysis_settings.html\n", "# and examples for below for changing analysis settings \n", "# (e.g. 2hidh limits, and how they are defined)\n", "print(cut_samples.getInlineLatex('x0',limit=2))\n", "print(samples.getInlineLatex('x0',limit=2))" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "x_1 = 0.00\\pm 0.96\n" ] } ], "source": [ "print(samples.getInlineLatex('x1',limit=1))" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\\begin{tabular} { l c}\n", "\n", " Parameter & 95\\% limits\\\\\n", "\\hline\n", "{\\boldmath$x_0 $} & $0.0^{+2.5}_{-2.5} $\\\\\n", "\n", "{\\boldmath$x_1 $} & $0.0^{+1.9}_{-1.9} $\\\\\n", "\n", "{\\boldmath$x_2 $} & $0.0^{+2.3}_{-2.3} $\\\\\n", "\n", "{\\boldmath$x_3 $} & $0.0^{+2.2}_{-2.2} $\\\\\n", "\n", "$z_d $ & $26^{+20}_{-20} $\\\\\n", "\\hline\n", "\\end{tabular}\n" ] } ], "source": [ "print(samples.getTable().tableTex())" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PCA for parameters:\n", " 2 :x_1\n", " 3 :x_2\n", "\n", "Correlation matrix for reduced parameters\n", " x1 : 1.0000 0.8487\n", " x2 : 0.8487 1.0000\n", "\n", "e-values of correlation matrix\n", "PC 1: 0.1513\n", "PC 2: 1.8487\n", "\n", "e-vectors\n", " 2: -0.7071 0.7071\n", " 3: 0.7071 0.7071\n", "\n", "Principle components\n", "PC1 (e-value: 0.151292)\n", "[-1.179318] (x_1-0.004343)/-0.813139)\n", "[1.179318] (x_2-0.000594)/1.000000)\n", " = 0.000000 +- 0.648716\n", "\n", "PC2 (e-value: 1.848708)\n", "[0.958949] (x_1-0.004343)/1.000000)\n", "[0.958949] (x_2-0.000594)/1.229803)\n", " = 0.000000 +- 1.843932\n", "\n", "Correlations of principle components\n", " 1 2\n", "PC 1 1.000 0.000\n", "PC 2 0.000 1.000\n", " 1 -0.077 0.921 (x_0)\n", " 2 -0.275 0.961 (x_1)\n", " 3 0.275 0.961 (x_2)\n", " 4 0.353 0.807 (x_3)\n", " 5 0.270 0.948 (z_d)\n", "\n" ] } ], "source": [ "print(samples.PCA(['x1','x2']))" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "x0 0.68% lower: -0.500 upper: 1.030 (one tail upper limit)\n", "x1 0.68% lower: -0.307 upper: 1.082 (two tail)\n", "x0 0.95% lower: -0.500 upper: 2.308 (one tail upper limit)\n", "x1 0.95% lower: -0.807 upper: 1.946 (two tail)\n", "x0 0.99% lower: -0.500 upper: 3.149 (one tail upper limit)\n", "x1 0.99% lower: -1.034 upper: 2.671 (two tail)\n" ] } ], "source": [ "stats = cut_samples.getMargeStats()\n", "lims0 = stats.parWithName('x0').limits\n", "lims1 = stats.parWithName('x1').limits\n", "for conf, lim0, lim1 in zip(samples.contours,lims0, lims1):\n", " print('x0 %s%% lower: %.3f upper: %.3f (%s)'%(conf, lim0.lower, lim0.upper, lim0.limitType()))\n", " print('x1 %s%% lower: %.3f upper: %.3f (%s)'%(conf, lim1.lower, lim1.upper, lim1.limitType()))\n", " " ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "scrolled": false }, "outputs": [], "source": [ "# Save to file\n", "import tempfile, os\n", "tempdir = os.path.join(tempfile.gettempdir(),'testchaindir')\n", "if not os.path.exists(tempdir): \n", " os.makedirs(tempdir)\n", "rootname = os.path.join(tempdir, 'testchain')\n", "samples.saveAsText(rootname)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "C:\\Users\\Antony\\AppData\\Local\\Temp\\testchaindir\\testchain.txt\n", "Removed no burn in\n" ] } ], "source": [ "# Load from file\n", "from getdist import loadMCSamples\n", "readsamps = loadMCSamples(rootname)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 205, "width": 279 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Make plots from chain files, loading automatically as needed by using root file name\n", "g = plots.get_single_plotter(chain_dir=tempdir, width_inch=4)\n", "g.plot_2d('testchain','x1', 'x2', shaded=True);" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "C:\\Users\\Antony\\AppData\\Local\\Temp\\testchaindir\\testchain.txt\n", "Removed 0.2 as burn in\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 313, "width": 423 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Custom settings for all loaded chains can be set as follows;\n", "# for example to use custom contours and remove the first 20% of each chain as burn in\n", "g = plots.get_single_plotter(chain_dir=tempdir, \n", " analysis_settings={'ignore_rows': 0.2, 'contours':[0.2, 0.4, 0.6, 0.8]});\n", "g.settings.num_plot_contours = 4\n", "g.plot_2d('testchain', 'x1', 'x2', filled=False);\n" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "scrolled": false }, "outputs": [], "source": [ "# Silence messages about load\n", "getdist.chains.print_load_details = False" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 313, "width": 423 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Chains can be loaded by searching in multiple directories by giving a list as chain_dir\n", "# (note chain names must be unique)\n", "\n", "# make second test chain in new temp dir\n", "temp2 = os.path.join(tempdir,'chaindir2')\n", "cut_samples.saveAsText(os.path.join(temp2, 'testchain2'), make_dirs=True)\n", "# Plot from chain files\n", "g = plots.get_single_plotter(chain_dir=[tempdir, temp2])\n", "g.plot_2d(['testchain','testchain2'], 'x1', 'x2', filled=True);" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 313, "width": 423 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# You can also load a samples object from the chain directories for further manipulation\n", "read_samples = g.samples_for_root('testchain')\n", "# e.g. add a new derived parameter\n", "# Note our new variable is >0 by definition, so also need to define its finite range to \n", "# get correct densities near zero\n", "p=read_samples.getParams()\n", "read_samples.addDerived(np.abs(p.x1), name='modx1', label='|x_1|', range=[0,None])\n", "g.new_plot()\n", "g.plot_2d(read_samples, 'modx1', 'x2', filled=True);" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "scrolled": false }, "outputs": [], "source": [ "# cleanup test files\n", "import shutil\n", "shutil.rmtree(tempdir)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 420, "width": 421 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# The plotting scripts also let you plot Gaussian (or Gaussian mixture) contours \n", "from getdist.gaussian_mixtures import GaussianND\n", "covariance = [[0.001**2, 0.0006*0.05, 0], [0.0006*0.05, 0.05**2, 0.2**2], [0, 0.2**2, 2**2]]\n", "mean = [0.02, 1, -2] \n", "gauss=GaussianND(mean, covariance)\n", "g = plots.get_subplot_plotter()\n", "g.triangle_plot(gauss,filled=True)\n" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 276, "width": 277 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# You can also explicitly name parameters so Gaussian mixtures can be plotted \n", "#in combination with samples\n", "from getdist.gaussian_mixtures import Mixture2D\n", "cov1 = [[0.001**2, 0.0006*0.05], [0.0006*0.05, 0.05**2]]\n", "cov2 = [[0.001**2, -0.0006*0.05], [-0.0006*0.05, 0.05**2]]\n", "mean1 = [0.02, 0.2]\n", "mean2 = [0.023, 0.09]\n", "mixture=Mixture2D([mean1, mean2], [cov1, cov2], names=['zobs','t'], labels=[r'z_{\\rm obs}', 't'], label='Model')\n", "\n", "# Generate samples from the mixture as simple example\n", "mix_samples = mixture.MCSamples(3000, label='Samples')\n", "\n", "g = plots.get_subplot_plotter()\n", "# compare the analytic mixture to the sample density\n", "g.triangle_plot([mix_samples, mixture], filled=False)\n" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 421, "width": 420 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# For long tick labels GetDist will space them intelligently so they don't overlap. \n", "# You can also rotate tick labels\n", "p=mix_samples.getParams()\n", "mix_samples.addDerived(10*p.zobs-p.t/10, name='xt', label='x_t')\n", "\n", "g = plots.get_subplot_plotter(subplot_size=3)\n", "g.settings.axes_fontsize=12\n", "g.settings.axis_tick_x_rotation=45\n", "g.settings.axis_tick_y_rotation=90\n", "g.settings.colorbar_tick_rotation=90\n", "g.triangle_plot(mix_samples,['t','zobs'], plot_3d_with_param='xt' , filled=True)\n" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 443, "width": 422 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Double triangle plot\n", "g = plots.get_subplot_plotter()\n", "g.triangle_plot([samples,new_samples], ['x0', 'x1', 'x2'], filled=True, \n", " upper_roots = [samples2],\n", " upper_kwargs = {'contour_colors':['green']}, \n", " legend_labels=['Samples','Reweighted samples','Second samples']);" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 443, "width": 419 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Variants\n", "g = plots.get_subplot_plotter()\n", "from matplotlib import cm\n", "upper_kwargs = {'contour_colors': cm.tab10.colors[4:], 'contour_ls': ['-', '--'], \n", " 'filled': [True, False], 'show_1d': [True, True], 'contour_lws':[1,2]}\n", "g.settings.solid_contour_palefactor = 0.9\n", "g.settings.alpha_filled_add = 0.6\n", "g.triangle_plot([samples,new_samples], ['x0', 'x1', 'x2'], filled=True, \n", " contour_colors=['C3','green'], markers={'x0':-0.5},\n", " upper_roots = [samples2, cut_samples],\n", " upper_kwargs = upper_kwargs, \n", " upper_label_right=True,\n", " legend_labels=['Samples','Reweighted','Second', 'Cut']);" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 211, "width": 569 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Sets of 3D plots\n", "g = plots.get_subplot_plotter(width_inch=8)\n", "g.plots_3d(mix_samples,[['xt', 't','zobs'],['t', 'zobs','xt']], nx=2);\n", "# and this is how to manually add contours only to a specific plot\n", "g.add_2d_contours(mixture, 't','zobs', ax = [0,1]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "**Using styles to change settings for consistent plot scripts**\n", "\n", "If you want to change several default settings, you can make a module containing a new \n", "plotter class, which defines its own settings and behaviour, and then use it as a style. \n", "A couple of sample styles are included: getdist.styles.tab10 and getdist.styles.planck.\n", "Using the same style in each script will then give consistent outputs without changing settings\n", "each time." ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 420, "width": 422 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# use the 'tab10' style, which uses default matplotlib colourmaps\n", "from getdist.styles.tab10 import style_name\n", "plots.set_active_style(style_name)\n", "\n", "g = plots.get_subplot_plotter(width_inch=6)\n", "g.triangle_plot([samples, samples2], ['x1', 'x2', 'x3'], \n", " plot_3d_with_param='x0', legend_labels=['Simulation', 'Simulation 2'])\n" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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yms2cObPNoEGD0q+77rpTF5d599f+/fsTpNqRqkude+TIkZqCEn379i3Py8tr9v7771/w1+20tLRyySqakZeX16y+Qh4TJkw4npGRUTZixIi0vLy8ZoWFhfGTJ0/usmjRojbPPffcQSc+l13kY/z48cftftj3cqL9ixG0ED1mzrSe779fMgxVV1dryZIlkqx1Vv64+eabJUnLli1T9fnRMr36qlVKHgAAIIAyMjIq7IIS06ZN65KTk5M+bdq0Lrfddttxe+2SUyZOnFh88uTJOMMwskeMGJGWmppakZGRUdauXbt6p9hlZGRUTJo06avHH3+8e0pKSv8ZM2Z0uO22245369atvO45GRkZZQ888EDKxIkTu+/YsaPecupbtmzZOnz48FP33ntvSmZmZv8NGzY0W7ly5VZ7PZk/CgsL41evXp20aNGiNjk5Oel1H9OnT7/S3/brY5j8oljDMIz8rKysrHzKd0ee4mKpc2drr6sDB6Qrr9TGjRs1YMAAde3aVfv27ZNhGD43b5qmevbsqb1796pgzRoNuv12656rV0tDhjj4QRAOsrOzVVBQUGCapk8leAEAYWFtqDuAqHG1LxcxooXo8Ne/SlVV0je/KV1p/VHCHs0aNWqUXyFLkgzDqFmntXTlSmvUTLJGtQAAAICLELQQHf70J+vZDkCSli5dKkk1AclfI0eOrG33wQetF//2N+nUKUfaBwAAQPQgaCHybdggrV8vtWkjfetbkqTKykqtWLFCkvNBa+XKlaro0UMaMUIqK5NmzXKkfQAAAEQPghYi35w51vN3vyslWGsrP/vsM50+fVp9+/ZV586dHbnNlVdeqfT0dJ05c0Zr166VHnrIeoPpgwAAALgIQQuR7913reexY2te+uijjyQ5N5plGzZsmCRp9erV0ne+Y42i5edLBQWO3gcAAACRjaCFyLZnj7Rpk9SypTWV77xVq1ZJknJychy93XXXXSfpfNBq2lT6/vetNxjVAgAg3LCIGk7w+eeIoIXIdn5DYuXmSvHWXnPV1dVWEJI0dOhQR2835Hwp9zVr1lgv2NMH33pLOuPYpuUAAMB/i0PdAUQFn3+OCFqIbO+8Yz2fL4IhSVu3btWJEyeUnJys5ORkR2/Xp08ftW7dWgcPHtT+/fulfv2k666TSkul2bMdvRcAAPDLbyXNESNb8M0pWT8/v/W1gTjn+gIE2fHj0vLlktttjWid98knn0hyfjRLklwulwYPHqzFixdrzZo1VpB76CFr4+JXX5UmTHD8ngAAwCfVkp49/wCCjhEtRK5FiySPRxo+XGrbtuZle33W9ddfH5DbXrBOS5LuvltKSrLC1ubNAbknAAAAIgtBC5HLrjZYZ9qgVDuiFaig9bV1Ws2bS+PGWccUxQAAAIAIWohUFRXSwoXW8e2317x85MgR7dy5U82bN9dVV10VkFsPHjxYkpSfn6/y8nLrRbsoxp//bPUNAAAAMY2ghci0cqV08qSUmSmlpta8bE8bHDx4sOLiArMEsXXr1kpPT1dFRYXWr19vvZiVZRXGOH5cWro0IPcFAABA5CBoITLZ1Qa//e0LXraDViAKYdT1tXVaknTnndbz228H9N4AAAAIfwQtRB7TbHB91qeffiqpdh1VoHxtnZZUG7Tmz5eqqgJ6fwAAAIQ3ghYiz6ZN0t69UqdO0jXX1Lzs8XiUn58vSbr22msD2gV7ndZnn31W+2JGhtSnj3T0qFV2HgAAADGLoIXIY49m3X675Kr9Ed66davOnDmjHj16qEOHDgHtQnp6uuLj47Vnzx6dPHnSetEwake15s4N6P0BAAAQ3ghaiDwNTBv8/PPPJUnX1BnlCpQmTZqoX79+kqSNGzfWvmEHrX/8w9rjCwAAADGJoIXIcuSI9PnnUtOm0qhRF7xlT+ML9LRB28CBAyWptvKgJA0YIKWkWP08v58XAAAAYg9BC5Hlww+t5+HDpWbNLnjLDlrBGNGSGghaTB8EAACACFqINIsXW88333zBy+fOndPGjRvlcrmUnZ0dlK7YQWvDhg0XvlG3zHt1dVD6AgAAgPBC0ELkqK6WPvjAOr4oaK1fv15VVVXKyMhQixYtgtKdq666SpK0efNmVVZW1r5x9dVSt27SoUPS+XLzAAAAiC0ELUSOjRuloiKpSxerlHodwSyEYWvVqpVSUlJUXl6uL774ovYNw5C+8x3rmOmDAAAAMYmghchRd9qgYVzwVrALYdjqXaclXTh90DSD2icAAACEHkELkaOB9VlSaEa0JGnAgAGS6glaQ4ZInTtbGyuf30QZAAAAsYOghchw+rSUl2dtUHzjjRe8VVpaqi+++ELx8fHq379/ULvV4IiWyyXdcYd1zPRBAACAmEPQQmT4+GOpslK65hqpbdsL3tq0aZMkKSMjQ/Hx8UHtVt2gZV48RdBep8X0QQAAgJhD0EJksKcN3nTT196yR5Ps0BNMycnJatOmjY4ePaqDBw9e+GZOjtShg7Rzp1XIAwAAADGDoIXIcIn1WfY+VqEIWoZhNDx90O2unT749ttB7hkAAABCiaCF8Ldnj7Rjh9SqlTR48NfetgOOXZgi2BoMWlLt9MH584PYIwAAAIQaQQvhz96keNQoKS7ugrc8Hk/NGq1QBy17ZO0Cw4dLzZpJmzZZGxgDAAAgJhC0EP4uMW1wx44dOnv2rLp166Y2bdoEuWOWBku8S1JCgvSNb1jHdmAEAABA1CNoIbx5PNKyZdZxmBXCsPXp00dut1u7du3S2bNnv36CHRDtwAgAAICoR9BCeFu3Tjp5UkpJkXr0+Nrb9nS9UE0blKSmTZuqV69eMk1T27Zt+/oJdtD68EMrOAIAACDqEbQQ3j76yHq2p99dJBxGtCQpMzNTkrRly5avv9m7txUSjx61giMAAACiHkEL4e0yQSuUpd3r6tevn6QGgpZh1E57ZPogAABATCBoIXxVVkorV1rH9QStoqIiHT58WC1btlSPeqYVBpM9orV58+b6T2CdFgAAQEwhaCF85edLp09LaWlS585fe7vu+iyXK7Q/ypecOihZpendbmn1aunUqSD2DAAAAKFA0EL4auS0wVAWwrD17t1bTZo00Z49e3TmzJmvn9CqlTRkiFRVVVtFEQAAAFGLoIXwFSGFMCQpPj5eaWlpkqTCwsL6T2L6IAAAQMwgaCE8VVRIeXnW8Q031HtKOI1oSY2YPlg3aJlmkHoFAACAUCBoITx9+ql09qyUkSF16vS1t8+dO6dt27bJ5XLVVPwLtcsGrexsqW1bac8eaefOIPYMAAAAwUbQQni6zLTBwsJCeTwe9enTR4mJiUHsWMPswNdg5UG3Wxo92jpm+iAAAEBUI2ghPNlBa+TIet+2R43CZTRLasSIllS7n9YHHwShRwAAAAgVghbCz7lzVhl0w5BGjKj3FLvgREZGRjB7dkmpqamKj4/X/v37daqhEu520ProI2sdGgAAAKISQQvhZ/VqqbxcuuoqqV27ek+xR43sUaRwEBcXp/T0dEmXqDzYtauUmWntD7ZqVRB7BwAAgGAiaCH8XGZ9lhSeI1pSbfBrcJ2WRJl3AACAGEDQQvi5TNAqKyvT7t27FRcXp969ewexY5fXqHVaBC0AAICoR9BCeCkrs0q7u1zS8OH1nvLFF1/INE317t1b8fHxQe7gpdnFOS4ZtHJypKZNpXXrpKKiIPUMAAAAwUTQQnj55BOpslIaNEhq3breU8JxfZatUVMHExNri3x8+GEQegUAAIBgI2ghvETw+ixJ6tmzpxITE3X48GEdP3684ROZPggAABDVCFoIL40IWuE8ouVyuWoqDzZqndYHH0jV1UHoGQAAAIKJoIXwUVoqff655HZb65gaYAeYcBzRkhq5Tis9XerSRTpyRNq4MUg9AwAAQLAQtBA+Vq6UPB7p6qulli3rPeXs2bPavXu33G630tLSgtzBxmnUOi3DqB3VYp0WAABA1CFoIXx8/LH1PHJkg6ds27YtbCsO2hpV4l2SbrjBes7LC2yHAAAAEHQELYSP5cutZ7siXz3sQhjhuD7L1qipg5I0bJj1nJfHOi0AAIAoQ9BCeDhzRioosPbPuu66Bk8L9/VZktStWze1aNFCR44cUXFxccMn9uhhrdM6dkzati1o/QMAAEDgEbQQHtaskaqqpIEDpaSkBk+LhBEtwzBqguAlR7UMo3ZUa+XKIPQMAAAAwULQQniwg8Ylqg1KkTGiJXkxfdD+vKzTAgAAiCoELYSHRgStSKg4aGtU5UHpwnVaAAAAiBoELYReZaU1dVCqDR71+OKLL1RdXa1evXopISEhSJ3zTaMrD/brZ02V/PJL6cCBwHcMAAAAQUHQQugVFEhlZVJamtSpU4OnRcL6LFvdoGWaZsMnut3S9ddbx4xqAQAARA2CFkIvytZnSVKXLl3UqlUrHTt2TEVFRZc+memDAAAAUYeghdBrZNCKpBEtwzC8X6dF5UEAAICoQdBCaFVX147kRNGIluTFOq1rr5Xi46VNm6QTJ4LQMwAAAAQaQQuhtXWrtWFv585Sz54Nnnbu3Dnt2rVLLpdLffr0CWIHfdfoEu9Nm0pXXy2ZprRqVRB6BgAAgEAjaCG06k4bNIwGT4ukioO2Rk8dlNhPCwAAIMoQtBBaUbg+y9boyoMSBTEAAACiTFyoO4AYF4UVB22dOnVSu3btdPToUR08eFBdu3Zt+OShQ63nzz6TysulCBm1AwAA0cMwjLck9Q3S7baZpjk+SPcKCYIWQmfvXmn/fql1a2vj3kuIxBEtu/LgihUrtHnz5ksHrbZtre9g82Zp7dravbUAAACCp2+clNUhwDcpllQV4HuEA4IWQscezbr+esl16VmskTiiJakmaG3ZskXf/OY3L33ysGFW0Fq5kqAFAABCooOkiQG+xwxJhwN8j3DAGi2ETiOnDZaXl2vnzp0RVXHQ1ugS7xIFMQAAQMgZskZiAvlouPxZdGFEC6HTyKBlVxzs3bu3mjZtGoSOOafRJd6l2oIYn3xi7S92mVE+AAAApxmSmgThHrGA3+QQGiUl1h5a9h5SlxCJ67NsdUe0qqurL31yt25ScrK1aXFjghkAAADCFkELoWFPjxs8WIqPv+Spkbo+S5Lat2+vjh076syZM9q3b9/lL2D6IAAACCGmDjqHoIXQaOS0QSmyR7QkH6cPErQAAECINAnwI1YQtBAaXgStSB7RkmoD4ubNmy9/sv192N8PAABAEDGi5RyKYSD4Tp+WCgqsYg/XXXfJUyO54qDNq8qDGRnWvmL790v79lnrtgAAAIKEYhjOYUQLwbdmjeTxSIMGSS1bXvLU7du3y+PxKCUlRYmJiUHqoLO8mjroctXuocWoFgAACDJGtJxD0ELw2QFi+PDLnhrp67Ok2r4XFhbK4/Fc/gIKYgAAgBCxR7QC+SBoAYESQ+uzJKl169bq3Lmzzp07pz179lz+AgpiAAAARDyCFoKrosKaOijVBopLiIYRLcnLdVpXXy0lJEibN0vHjgW4ZwAAALWYOugcghaCq6BAOntW6ttX6tDhsqdHw4iW5OU6rYQE6dprreNPPglgrwAAAC7E1EHnELQQXF5MG6yoqNCOHTtkGIb69u0b4I4Fllcl3qXaghirVweoRwAAAF9H0HIO5d0RXF4ELbviYGpqasRWHLR5NXVQqi17T9ACAABBZE8dDPQ9YgFBC8FTXV1b4KERQSta1mdJtVMft23bpqqqKsXFXeZfvSFDrOfPP5eqqqTLnQ8AAOAA9tFyDlMHETyFhdLx41LXrlL37pc9PVrWZ0lSUlKSunXrpoqKCu3cufPyF3TsKKWkSGfOSI0dBQMAAEDYIGgheOpOGzQu/7eMaBrRknyYPmiPajF9EAAABFGgqw7GCoIWgseL9VlSdI1oSV5WHpRq12nZ5fABAAACjGIYzomlUIlQMs2YrTho87ryICNaAAAgyCiG4RyCFoJj717pwAGpTRupESNUO3bsUFVVlVJSUtSsWbMgdDDwvJ46OGCA1LSptH27dPSo1K5dAHsHAABAMQwnMXUQwWGPZg0bJrku/2Nnh5FoWZ8lSenp6ZKssvUVFRWXv6BJE+nqq63jTz8NYM8AAAAs9ohWIB8ELcBJXq7PspK8i34AACAASURBVAthRMv6LElq3ry5UlJSVFVVpR07djTuInv6IOu0AABAELBGyzkELQSHj4UwomlES/JhnRYFMQAAACISQQuBV1wsbdsmJSZKWVmNuiQaR7QkP0q8f/qpteEzAABAADF10DkELQReXp71PGSIFB9/2dMrKiq0fft2GYZRs64pWnhd4r1zZ6lbN+nUKWnr1gD2DAAAgKmDTiJoIfBWrLCeGzltcOfOnaqqqlKPHj2ipuKgzeupgxJl3gEAQNAQtJxD0ELgsT6rRt++feVyubRz506dO3eucRdREAMAAAQJUwedQ9BCYJWWSuvWSW53bWC4jGhdnyVJTZs2Va9evVRdXa0vvviicRdREAMAAASJIalJXGAfBC3ACatXW0UcsrKkFi0adUk0j2hJPkwfHDTIWttWWCidOBHAngEAAMApBC0ElpfTBqXoHtGSfKg8mJBgBVXTlD77LIA9AwAAMc+Q4uIC+4iVIS2CFgLLy6BVWVmp7du3S1LUVRy0eR20JApiAACAoDAMqYk7sA+DoAX4qbzc2v9JkoYNa9QlO3fuVGVlpXr06KHmzZsHsHOh43WJd6l2nRZBCwAABJChwI9oxUjOUlyoO4Aolp8vnTsnpadL7ds36hJ73VK0rs+SpLS0NMXFxWn37t0qKytrXAl7O2jZGxe7+BsJAABwnmFYBSsCfY9YwG9rCBwf1mfZQat///6B6FFYiI+PV+/evWWaprY2dhPi5GSpSxerGEZjqxUCAAB4y5DkDvCDoAX4yY+gZU+vi1Y+TR9knRYAAAg0NtJyDEELgVFdLX3yiXXsRdDatGmTpOge0ZJ8KPEusU4LAAAggrBGC4GxaZM1zS05WerevVGXnD17Vjt37pTb7VafPn0C3MHQ8qnyIEELAAAEAwnBEXyNCIyPP7aeb7ih0ZcUFhbKNE2lpaUpISEhIN0KFz5NHczKkpo0sTYuPnlSatUqQL0DAAAxy546GOh7xACmDiIwfAhasVAIw9arVy/Fx8dr7969Ki0tbdxFTZtKgwaxcTEAAAgcimE4hqAF51VXSytWWMdeBC17fVa0F8KQpLi4uJrpkYWFhY2/kOmDAAAgkCiG4RiCFpy3ebN07Ji1PqtnTy8ui50RLYl1WgAAIEwFOmjFCIIWnFd32qAXO9LFSml3m0/rtOygtWaNNXIIAACAsETQgvN8WJ91/PhxHTx4UImJiUpJSQlIt8KNTyXek5Olzp2tio7btgWoZwAAIGaxRssxBC04q7paWr7cOvahEEZmZqZcrtj4sfRp6qBhSNdfbx3b+5QBAAA4hTVajomN32gRPPb6rK5dvVqfFSsbFdeVkpKixMREHTx4UMeOHWv8hQQtAAAQKAQtxxC04CzWZzWa2+2uCZYbNmxo/IUELQAAEEiBnjoYIwhacNbSpdbzN77h1WWxOKIlSQMHDpTkZdAaMEBq1kzauVMqKgpQzwAAQExiRMsxBC04p6pK+ugj6/jGGxt9mWmaMTmiJUkDBgyQJK1fv77xFzVpIg0ZYh0zqgUAAJxE0HIMQQvO+fxzqbRUSkuTunVr9GUHDhzQiRMn1LZtW11xxRUB7GD48WlES2L6IAAAQJiLoS3DEHBLlljPXoxmSbUhY+DAgTK8WNcVDeypklu2bFFFRYXi4+MbdyFBCwAABII9ohXoe8QARrTgnA8/tJ69DFr2tDl7Gl0sadmypXr16qXKykpt82ZfrOuuk1wuqaBAKisLXAcBAEDsoRiGIwhacMbp09Lq1dYv/14Wwqg7ohWLfFqnlZQk9e8vVVZaUzYBAACcwBotxxC04IwVK6xiGNdcI7Vu7dWldtCKxREtiXVaAAAgjBC0HEPQgjN8XJ91+vRp7dy5U02aNFF6enoAOhb+7KDl1YiWRNACAACBwdRBR1AMA87wMWht2rRJpmkqIyOj8YUgoow9krdhwwaZptn4giDDhlnPq1ZJ1dXWtE0AAAB/UAzDMfxmBv999ZW0aZOUmGgVafBCLBfCsHXt2lVt27bV0aNHdejQocZf2K2b1LWrdOKEVFgYuA4CAADAawQt+G/ZMut5+HApIcGrS2O9EIYkGYbhW0EMiemDAADAWazRcgxBC/6zy7qPHu31pYxoWXxep2VPH8zLc7hHAAAgJhkK/BqtGAlarNGCf0zT5/VZHo9HmzZtkkTQsoNWQUGBdxfaQWvlSod7BAAAYhYJwRF8jfDP9u3SgQNShw7Wvk5e2LVrl8rKytS1a1e1a9cuQB2MDFdffbUkKT8/37sLr7pKatNG2rtX+vJLqUcPx/sGAABiCMUwHMPUQfjHHs0aNcrrqndMG6zVp08fNW/eXHv37lVJSUnjL3S5rLVxkvTxxwHpGwAAiCGs0XIMQQv+8XHaoEQhjLrcbrcGDRokyYdRrRtusJ4JWgAAAGGDoAXfVVVJH31kHVMIw2/Z2dmSCFoAACCEKIbhGIIWfJefL508KfXube3p5CVGtC5kB621a9d6d+HF67QAAEBUMwyjtWEYcwzDOH7+MccwjNaO3SDQUwdjBEELvrPLuvswbbC4uFgHDx5U8+bNlZqa6nDHIpPPBTFYpwUAQKxZKumYpGxJd0nKkuTlLxANYI2WYwha8N3ixdazD0HLDhODBg2Sy8siGtEqLS1NzZs31759+1RcXOzdxUwfBAAgJhiGkSIpxTTNiaZp7jZNc4mk0ZJSDMP4kf83EFMHHcJvuPDN8ePS6tVSXJxfQcueLgcKYgAAgMszTXO3rJGsi187Icn/aUKMaDmGoAXffPih5PFYG+YmJXl9ub0OyZ4uB4tj+2kBAICodT5Y1Ti/Pqu1pF2Nud4wjPz6HpL6SmKNlkMIWvDNggXW8y23+HS5HSQIWhfyuSBG3XVadiVIAAAQK16VVGCa5iuh7ghqEbTgvepqadEi6zg31+vLi4qKtH//frVo0UJpaWkOdy6y+TyiJUnf+Ib1bO9tBgAAop5hGM9KSpE0qrHXmKaZXd9D0jamDjonhgbv4Jh166SiIik5WcrM9PpyO0RkZWVRCOMiaWlpatGihfbv368jR46oY8eOjb/4ppus5yVLrDDMdwsAQFQzDGOGpLbnQ5JDjcoqWBFIMRK0+E0M3qs7bdDw/t8Upg02zOVy+V4Qo29fqWtX6cgRaePGAPQOAACEC8Mw5kg6YZrmXc42LEa0HELQgvcWLrSefZg2KNWuP6LiYP3sAOr1Oi3DkEaPto4/+MDhXgEAgHBhGMb5zUz1d8Mwsuo8Uhy5AcUwHEHQgndKSqRPP5WaNJFGNXoq8AUY0bq0a665RpL02WefeX+xPX2QoAUAQFQ6H6ZulHSnrE2K6z6e9P8GYh8th8RQpoQj3n3XWv8zerTUooXXl3/11Vc6ePCgkpKS1KtXrwB0MPINGTJEkrRmzRqZpinDm+mZN95ojWzl5UllZVKzZgHqJQAACIXzpd1jJKpENka04J1586znsWN9utwepcnOzqYQRgN69Oihjh07qqSkRLt37778BXW1by9lZUnl5dLKlYHpIAAAiF6s0XIMv+mi8UpLrY2KDUP69rd9auLTTz+VJA0ePNjJnkUVwzAuGNXyGtMHAQCAP1ij5QiCFhpv0SJrpOS666QrrvCpCYJW4/gVtCiIAQAAfMUaLcfEUKaE3/ycNujxeGqmDhK0Ls2voDV0qLU2a/Nm6fBh6corHe4dAACIWvbUwUDfIwYwooXGqaiQ/vlP69jHoLVt2zaVlpaqW7duupJf/i/p6quvlsvl0vr163X27FnvLk5IkG64wTr+8MNLngoAAHAB1mg5hqCFxlm2TDp1SurfX0pN9akJe3TGHq1Bw1q2bKl+/fqpqqpKBQUF3jdgr9NavNjZjgEAgOjHGi1HELTQOH5OG5RYn+Utv6YP3nyz9bx4sVRV5WCvAAAA0BgELVyexyO984517EfQYkTLO34FrT59pF69pKNHpVWrHO4ZAACIWhTDcAxBC5e3Zo1UVCT16CENGOBTE6dPn9aWLVsUFxenQYMGOdu/KGUHrVWrVsk0Te8uNgxpzBjreP58h3sGAACiFmu0HEPQwuXVnTZo+PZvxpo1a1RdXa2BAwcqMTHRwc5Frz59+qht27Y6dOiQ9xsXS7V7nb3zjuRtUAMAALGJoOUYghYurbpamj3bOr7jDp+bycvLkyTl5OQ40auY4HK5NHz4cEnS8uXLvW/guuukDh2k3bulLVsc7h0AAIhagZ46GCMIWri0Tz6R9u+XunWz9mfykR20hg0b5lTPYsIN58u0+xS03G7pttusY3uNHQAAwKUwouUYghYu7a23rOd775Vcvv24VFZWavXq1ZIIWt4aMWKEJOnjjz/2rQF7+iDrtAAAAIKKoIWGVVRIc+ZYx+PH+9zM+vXrVVZWprS0NHXs2NGhzsWG/v37q3Xr1tq3b5++/PJL7xsYPVpKTJTWrpUOHnS8fwAAIMowouUYghYatnixdOyYtUlx//4+N8O0Qd+53e6adW0+TR9s1qx28+J333WwZwAAIGqxRssRBC00zJ42OG6cX80QtPzj1zot6cLqgwAAAJfCiJZj4kLdAYSp0tLaEZB77/W5GdM0tXLlSklUHPSVvU7L56B1223W+rply6STJ6VWrRzsHQAAiCp20Ar0PWIAI1qo3/z50tmzUk6O1L27z81s27ZNxcXF6tSpk1JTUx3sYOwYOHCgkpKStHv3bu3fv9/7Bjp0sP45VlZSFAMAAFwaI1qOIWihfg5NG1y6dKkkaeTIkTJ83Ow41rnd7ppplz6Patn/HP/6V4d6BQAAohZrtBxB0MLXFRVJH34oxcVJd93lV1N20Bo1apQTPYtZfq/T+s53pCZNpCVLrH++AAAACCiCFr7ur3+Vqqul3FypXTufm/F4PDX7PxG0/OP3Oq127aRvftP65zp7toM9AwAAUYWpg44haOFCpin93/9ZxxMm+NVUQUGBTpw4oZ49e6pHjx7+9y2GZWVlqUWLFtqxY4cOHTrkWyNMHwQAAJdD0HIMQQsX+vRTacsWqWNHq1qdH5g26Jy4uLiadVofffSRb43cfrvUvLm0Zo20e7eDvQMAAFHDUODXaBG0EJNee816/sEPrDU9fiBoOevGG2+UJC1atMi3Bpo3l8aMsY4Z1QIAAA0J9IhWjCBooVZpqfS3v1nHP/yhX02dPn1aK1askGEYBC2H3HLLLZKkxYsXq7q62rdGvvc96/n11631WgAAAHUxddAxBC3Umj1bOnPG2nOpTx+/mlq6dKkqKip07bXXqkOHDg51MLb17dtX3bt3V3FxsfLz831rZPRoqVs3ac8eawNjAAAABARBC7VeecV6fvBBv5tasGCBJOnWW2/1uy1YDMNQbm6upNrv12tut/TAA9axPU0UAADAxoiWYwhasHz2mfVo00a6806/mjJNk6AVIHbQWrhwoe+NPPCA5HJJ8+ZJJSUO9QwAAEQFQzLdgX0QtBBb/vu/recHH5SaNfOrqY0bN+rAgQO64oorNHDgQAc6B9vIkSMVHx+vzz77TCW+hqTkZGtPrYoK6c03ne0gAACIaKYkT1xgH2aoP2SQELQgFRVJf/+7ZBjS5Ml+N2ePZt1yyy1yufgRc1KLFi00fPhwmaapDz74wPeGHnrIen71VWvvNAAAAEkyAh+0GNFC7HjlFamy0tpnqWdPv5v75z//Kam2Sh6c5fc6LUm69Vapc2dp2zZpyRKHegYAACKdaUhVbldAHyZBCzGhslJ6+WXr+F//1e/mjh49qtWrV6tJkyYaPXq03+3h6+yg5VeZ9yZNpB//2Dp+4QWHegYAACKdaRjyxMUF9GEasZG0CFqxbvZs6dAhKT1dcmC/q/nz56u6ulojRoxQUlKSAx3Exfr27asePXqopKREq1at8r2hiROlpk2lBQuskS0AAAA4hqAVy0xT+s1vrON//3drjZaf/v73v0uS7rnnHr/bQv0Mw9Cd5ytD2t+3T9q1k+67zzp+8UUHegYAAKKBx+0O6CNWELRi2YIF0ubN1lqd733P7+aKi4u1bNkyxcXF6Y477nCgg2iIHWTnzJkjj8fje0OPPmo9v/GGdOyYAz0DAACRzJQhj9wBfZgxUg2DoBXLnn3Wev63f5MSEvxu7u2335bH49Ho0aPVtm1bv9tDw7Kzs5WamqqioiItX77c94YyMqSbb5bKymo3rAYAADHLlFQld0AfsVLvmKAVq1atklaulFq3ln70I0eaZNpg8BiGUfM9+zV9ULKCtmQVxSgr87NnAAAgshnyKC6gj1ip707QilX22qyHH5YcKFpx8OBBLV++XPHx8RozZozf7eHyvvvd70qS5s6dq8rKSt8buukm6eqrrf3UZsxwqHcAACASMXXQOQStWLRmjfTee1JiovTII440+eabb8o0Td1+++1q1aqVI23i0vr166f09HQdO3ZMS5cu9b0hw5Ceeso6fvZZRrUAAAAcQNCKNaYpPfmkdfyTn0idOjnQpKnXX39dkvTAAw/43R4axzCMmlEtv6cP3nqrlJ3NqBYAAAj4iFasIGjFmgULpBUrpLZtpSeecKTJTz75RDt37lTnzp110003OdImGsdepzVv3jyVl5f73pBhSL/4hXX8zDPS8eP+dw4AAEQcpg46h6AVSzwe6ac/tY6nTLEKYTjAHs36wQ9+oLi4OEfaROP06dNHAwYM0MmTJ7V48WL/Grv1Vmn4cKmkRPrlL53pIAAAiCimjCBUHSRoIdr8+c/Wvlndu0s//rEjTZ4+fVqzZ8+WJN1///2OtAnv2NMH33jjDf8aMgzpD3+QXC7pf/5H2rLFgd4BAIBIE/iqg7GBoBUrzp6V/uM/rONf/9qRfbMka8PcM2fOaNiwYUpLS3OkTXjnvvvuk9vt1jvvvKNDhw7519jAgdLEidbo56OPWmv6AABAzGDqoHMIWrHixRelAwekAQOk8eMdadI0Tb300kuSKIIRSp07d9aYMWPk8Xj02muv+d/gr38ttWkjLV0q/eMf/rcHAAAiBkHLOQStWLB3r/SrX1nHzz1nTQ1zwCeffKLPP/9c7dq1q5m+htCYPHmyJOmVV15RVVWVf421aydNn24dP/KIdPKkn70DAACIPQStaGea0r/8i7U30t13W5vTOuS//uu/JFm/5CcmJjrWLrw3cuRIpaWl6eDBg3r//ff9b3DiRGnwYOnQodoCKgAAICYEuhhGrCBoRbv586X335eSkqQXXnCs2V27dmnevHmKj4/Xjx0qrAHfGYahSZMmSZJefPFF/xt0u6X/+z+pSRPp5ZetnyEAABD1rKmDgS2GwdRBRL7jx6V//Vfr+JlnpCuvdKzpZ555RqZpaty4cbriiiscaxe+mzBhgpKSkvTRRx9p1apV/jeYmWmt15Kk++6zpqACAICoxhot5xC0opVpWtO/Dh6UhgyRzo92OGH79u1644035Ha7NWXKFMfahX9at26tRx55RJL0C3vzYX89/ri1v9bx49I990gVFc60CwAAwlagg1asIGhFqzfekObMkVq0kP7yF2sqmEN++ctfyuPx6P7771evXr0caxf++8lPfqKkpCR9+OGHWrJkif8NulzWz1K3btKnn0pPPul/mwAAIGwxouUcglY02rnTKoAhSf/7v1JqqmNNb968WbNmzVKTJk30H/a+XAgb7dq1089+9jNJ0hNPPKHq6monGpVmz7bWa73wgvT22/63CQAAEOUIWtGmvFwaN046c8aa6vX97zvWtGmaeuyxx2Saph566CF1797dsbbhnEcffVRdu3bVunXrNGvWLGcaHTzY2hpAsn6mPv/cmXYBAEBYMRX4qoNmqD9kkBC0oolpWmuxPv/cmur18suS4dzQ7Pz587V48WK1bt1aTz31lGPtwlmJiYn61fl9037+85/rzJkzzjT86KPShAnS2bPSbbdJu3c70y4AAAgjga86KKYOIuL8/vfSn/4kNWtmlXVv3dqxpsvKyvSTn/xEkjR9+nR17NjRsbbhvPvuu08DBw7Uvn379Gu7cqC/DEOaMcPai+3IEenGGwlbAABEGdZoOYegFS3++U+rQpwkvfmmNGiQo83/4he/0L59+zRw4MCa/ZoQvtxut15++WUZhqHf/e532rRpkzMNN2liFVm55hppzx4pJ0cqLHSmbQAAEBaoOugMglY0WLRI+s53rKmDv/yldeygvLw8Pf/883K5XHr55ZfldrCCIQJn8ODBmjRpkqqqqjRu3DidPXvWmYaTkqQlS6Thw6VDh6zn/Hxn2gYAAI1iGMYThmHsMgzjuGEYcwzDcGQqkykjCGu0GNFCJHjvPenb37aKYEycKDlcCfDYsWO67777ZJqmfvrTn2rw4MGOto/Aeu6555SWlqbNmzfXTP10RFKSFfBvuUU6elQaOVJaudK59gEAQIMMw/iRpJ9JuktSz/MvO/JXTzMIa7QIWgh/c+dKd9xhbSL7yCPSSy85WvyiqqpK99xzj/bs2aOsrCxNmzbNsbYRHC1atNDf//53xcfH65VXXtEf//hH5xpPTJTmzZPuuks6dUoaPVr67/+2RlYBAEAgPSnpSdM0C0zTPCHpIUkphmHcGOJ+oQ6CViQyTem3v5XuvluqqpL+/d+t/Y0cDFmS9OSTT2rJkiXq0KGD5s2bp4SEBEfbR3AMHDhQr776qiTpkUce0aJFi5xrPD5emjVLevhha1T1kUekb31LKi527h4AAKCGYRgpklIkLbFfOx+2CmSNcPmNNVrOIGhFmooK6cEHpSeesALXM89YocvhkDVjxgz9/ve/V1xcnN5++21169bN0fYRXPfdd5+mTJkij8ejsWPH6r333nOucbfb2hh7zhyr0uX770sDBljruAAAgNNSzj8fu+j13XXeuyTDMPLre0jqS9VB5xC0IsnevdKoUdLrr1vTtubOlX72M8dD1l/+8hdNnjxZkvTSSy8pJyfH0fYRGr/61a/00EMP6dy5cxo7dqz+8Ic/qLq62rkb3HmntHGjVRzj8GFrKuHDD1truAAAgFNaSzWjWBdr62/jFMNwDkErEpim9Je/WKMEeXlS587S8uWOVxeUpD/+8Y81xS+efvppPfjgg47fA6Hhcrk0Y8aMmpGtn/zkJ7rlllt06NAh526SnCwtWyb9+tfWSNdLL0m9e1ujrmVlzt0HAIDYdUKSGqgyePEoV71M08yu7yFpm6SAF8OIFQStEMvOzlZ2dnbDJ6xbZ40QfP/70smT1vqXDRusfYwcdPz4cd1///368Y9/LNM09Zvf/EY///nPG3XtZT9DmIv0/kuN/wyGYWj69Ol6++231bZtWy1evFj9+/fX7NmzZTpVxMLtlqZOldavt0Zgjx+3prqmplpTXYuK/PoMAADEuN3nny+eJphS5z2fMXXQOQStcFVYaIWr7GxrFKtDB+m116T586X27R27jWmaevfdd5WZmak33nhDTZs21WuvvaYnn3zSsXsg/Nxxxx3atGmTbr75Zh07dkz33HOPhg8frpUrVzoXuPr1kz78UFq40Po5/uoracoUqWtX6Z57pI8+okIhAABeMk1zt6xRrYsrDGZJ+jD4PUJDCFrh5PRpa4pgbq6UmWkdu93S//t/0vbt0g9/6Oh6rHXr1ummm27St7/9bR0+fFhDhw7Vhg0b9MMf/tCxeyB8de7cWQsXLtRLL72k9u3bKy8vT8OHD9egQYM0Y8YMlZSU+H8Tw5C++U3p88+twPXtb0vV1dLs2dbeW926ST/6kTR/vpp5PP7fDwCA2PCfkp41DONGwzBSDMOYI6nANM25/jbMiJZzCFoh1rGiQrccPSqNGyd16mSNYi1aJCUkWIUEduyQfvc7q5qbA06fPq1Zs2YpJydHWVlZWrJkiVq3bq0XXnhBK1asUFpamiP3QWQwDEOTJk3Srl27NG3aNHXo0EEbNmzQpEmT1KlTJw0bNkxPP/201q1b51/hDDtwzZ9vFXV56impSxfpwAHp1VelsWO1bONGvf7FF9K//ZtVMn73bka8AACoh2maz8naS2uGpF2yCmSMcqp9yrs7w3BsmlAUMAwjPysrKys/35GNtb/u5ElpyxZr3dW6ddKKFVaQquv666Xx461NYB2YIlheXq5NmzYpLy9P//znP7VixQpVVFRIklq2bKmHHnpIP//5z9WuXTuf72GvqwnY9xZgkd5/ybnPUF5errlz5+rPf/6zli1bpsrKypr3WrVqpcGDB2vIkCG66qqr1K9fP6WmpiouzsdFrdXV1nrDBQukBQvkWbXq6//pbdFC6ttXSk+3HikpVkDr3Nl6NG3q82e9lOzsbBUUFBScXxgMAEBMMAwjv2tW+6zH8u8I6H2ez/6HDhSURP3/z8ZO2Y9AKS+3pvydPi0dO2atQ7EfRUXW8759VqCqZyrWaZdL61q0UM5TT0ljx0o9ezbqtqZpqry8XCdOnNDRo0d17NgxHT16VAcOHNDu3btrHtu2bbvgl2XDMDRkyBDdd999+t73vqeWLVs69lUg8iUkJGj8+PEaP368SktLtXTpUi1YsECLFy/Wvn379MEHH+iDDz644PzU1FSlpqYqJSVFqamp6ty5szp16qSOHTuqY8eOatWqlYz6pry6XNKgQdZjyhSNHDBA/crK9L/33Sd9+qn02WfWxsdr11qP+rRtWxu8rrhCatPGGv291KNFC2tKLgAAAWIYxh2S7lFtwYrdkv5umuY/QterxjKCUBkwNqYOMqJVh2EYnkS325XeooU1Zam62nq++FFdbT28XFNiSqp0u1Xhdqs8Lk7lbreKz5e8tgOP/c/DNE2Zpqnq6uqvPezXGyshIUHNmzdXUlKSkpKSfB+BaMDWrVslSenp6Y62GyyR3n8pOJ+hsrJSp0+fVllZmc6ePauzZ89eEOIbYhiG3G63XC5XvQ/7nFOnTknSBcHMbZpq4vHUPNwej9zV1XJXVyvO3z3AXK7ah2Fc6ARYRgAAIABJREFU8L/XlZbq/H8ZC/y7CYAI1kPSKdM0G/cXUOA8wzD+U1K2rGl9J2SVXE+RNFHSWtM0G1fWOQQMw8jvktUh69H87wb0Pn/I/psOFhQzohVrzno82np+at3XGEbtL2T+Mk2pqqomMJWXl1/y9Lq/lPrC/sW4qIHS2v44d+6cpNpf9iNNpPdfCs1niIuL8ym0m6Ypj8cjz0V/qLD/XTh79mzDF7vdgR2NOv9HFFNSYmKi0tPTswJ3MwDhbOvWrZf+7xHQsDtN0+x90WvrJL1tGMYOSWEbtKTaYhiBvkcsIGhdaH1A12jVg/VBoRfp/Zf4DE5r1qyZ0tPTw6IvAELj/FrNL0PdD0QkwzCMlqZpll70YpKkkyHqE0KAoAUAAAD4yTCMO86vwZokaa9hGB/KmjYoSamyphPeFar+eaMqhioDBhJBCwAAAPDfa4ZhHDdNc4mktoZhfEe1xTA2SbrLNM2wH9Eyg1AMI1amDrKPFgAAAOC/uyXNNQxjgCSZpvm2aZq/Pf/ef0dCyJLYsNhJjGgBAAAAfjJNc4lhGPdIWmYYRpasGuZzJfWUNZ0wYsTSpsKBRNACAAAAHHA+bP1U1vYgrSW9KmlUpIxmSVQddBJBK8SioapZpH+GSO+/xGcAACAcnN+o+DeSjp9//CaSQhacRdACAAAA/GQYxmxJd0p61jTNnxmGcaOkDw3DuNE0zb0h7l6jmTICXnWQES0AAAAAjZUlKds0zXVSzTTCn0kqMAwjK5LCVqCrDsYKvkUAAADAT6Zp9qrntbmGYbSVtWarXfB75T3WaDmHoAUAAAAEiGmarxiG0SrU/Wi8wActEbQAAAAA+KvOflphz5SCsEYrNhC0AAAAAEiypw4GNiLEytRBV6g7AAAAAADRhhEtAAAAADUCv0YrNhC0AAAAAEii6qCTCFoAAAAAJBG0nETQAgAAAFAj0FUHYwVBCwAAAIAkqg46iaqDAAAAAOAwRrQAAAAASGKNlpMIWgCAmFd9+LCK1q3TaZdLqaNHy+VmfQKA2EV5d2cQtAAAsen0aZ1+9lmd/cMf1KG0VFeef3mL262dt96q3NmzFZ+QENIuAkCwmTICXgyDES0AAKLVxo06d/PNavHVV2ohqVTS3rg4dfV4lOnxKPPdd7Wke3dl5eerbZcuoe4tAAQNxTCcQzEMAEBsycuTZ9gwNf3qKxVImtKvnw5u3qx+lZVqdfastj7+uE4bhm4sKtKB1FQdKywMdY8BIKg8cgf0ESsY0QIAxI6dO1V9++1yl5ZqjqT37rpLM2fNkvv8miwjIUHpzz2nQ6NG6eTtt+uq8nJtGTJErYuL5WIaIYAYQDEM5zCiBQCIDWfPSmPHynXihN6R9J9XXaWX//SnmpBVV+ebb5bx2Wc66HIps7RUm7/1reD3FwAQ0aI+aBmGMcMwDNMwjBtD3RcAQAg9+aS0ebO2SZrcvLnmzpunZs2aNXh654EDVfjUU6qSdNUHH6h01qygdRUAQsWUVCV3QB9mqD9kkER10DIMI0vS1aHuB/4/e/cdJlV1PnD8e6btzvZKR3qVIizggjSlGAGxV6JijCW2EFss+ENjjxo1JtbYCyoqoqhEpIP03tvSWZbtffr5/XFm2UXAUGbY9n6e5z4ze+eWc6/OMO+c97xHCCGq2Y8/wquv4gGuBR548klat279P3cb+uijvBPcTv3hD1BYGN52CiFEtTPFMMK5IKmDdcLbwJvV3QghhBDV6OBBuPFGAB4FfF27cueddx7Xrkop+n/zDfOAGJeLzPvuC187hRCiBqgYoxXORcZo1XJKqVuABK31W9XdFiGEENVo3DjIyuIXh4MXgCeeeAKb7fhrQZ3ZtSurrroKgIR33zWBmxBC1GFSdTA06mTVQaVUAvAccMWJ7rtx40bS0tKO+try5ctPsWVCiJrkWO91l8t1mlsiwmbtWpg4Eb/NxrUeD126dWP0SRS2uP7NN5n25Zf8zu/n4D330ODjj8PQWCGEqH5SdTB06mqP1nPAMq31z9XdECGEENVowgQAPoyMZBcwfvx4lDrxf+Dj4+NZfeWVACROnAi7d4eylUIIIeqgOtejFSyAcQvQ5mT279Spk/RcCXEUvvx8rHFxqKOUwq6tjvVe/61KdKIWWb0aJk/G73DwcEkJHTp04LLLLjvpw136+ONMnDiRawIByh95BOdHH4WwsUIIUTNoFD7p0QqJutijdVXwcXuwrHtFBcnpVZ4LIU7A7j/9iTVJSWzs2hVfbm51N0eI4/P88wB837QpB4BbbrkFi+Xk/9lr164dswYPxgdEfPopbNkSmnYKIUQNE/6qg/VDnQu0tNZ/1VqrigVIDL50RfBvIcQJCLhc5LzxBgCujRspmjatmlskxHHYtQs++wxttfLnXbuwWq2MGTPmlA97+UMP8S5gCQQIjB9/6u0UQogaRqoOhk6dC7R+TWtdEHxa8JsbCiGOyhIZSVQvMx2dJSoKZ8+e1dwiIY7Dyy+D38/Gs85iZyDAiBEjaNiw4SkfdtiwYXzWti0uwDJpEqxadeptFUKIGkQCrdCp84GWEOLUtZs5k1ZffUXHVatwdupU3c0R4re5XPDBBwBMKDC/sd0YnEfrVCmluGzcOF6rWPHEEyE5rhBC1CQ+rGFd6ot6EWgF0wilAqEQJ8kaG0vipZcS2a5ddTdFiP9t8mTIz6e0Uye+3L6d5ORkRo4cGbLDX3PNNbxit+MG9OTJsHVryI4thBDVzfRohXeMlvRoCSGEELXRO+8AMLVBAwDGjBmDw+EI2eGTkpJIGzWKDwGlNbzwQsiOLYQQou6QQEsIIUTdsWMHzJiBjozkwdWrARg7dmzIT3PdddfxAhAAk6Z44EDIzyGEENVBxmiFjgRaQggh6o4PPwRgT+/e7CwooHv37vTo0SPkpxkxYgTZiYl8C+B2w1tvhfwcQghRXcIdaNUXEmgJIYSoOyZNAuDT4HxZ1113XVhOExERwaWXXsq/Klb85z/g94flXEIIcTppFP6ANayL9GgJIYQQtcmmTbB+PTohgRdXrgTgoosuCtvpRo8ezUxgT0QE7NkDMsecEKIO0Bp8PmtYF62r+ypPDwm0hBBC1A1ffQVAVp8+5BQV0aFDB9q2bRu20w0dOpRIp5NX3W6zIliEQwghajWt8PtsYV3Q0qMlhBBC1B7BQOsHpxOACy+8MKyni4qKYtiwYXwMBJSC77+HvLywnlMIIUTtIYGWEEKI2i8jA1auhJgY/rFuHRD+QAtMamImsCopCTyeQ2PEhBCittJa4fdZw7po6dESQlS7knxYOhXyw1c6WteXRGlRt339NQBFAweyfvt2EhMT6devX9hPO3LkSJRSvFpQYFZ89FHYzymEEOEW7kCrvpBAS4iayuOC+9PhyQth3FlQmH1qx5v0Lrw4Hg5mAqBLSyk6bxD5TjtlDz4QggYLUY2+/BKA2cnJgCm/brPZwn7ahg0bkp6eziS/H19EBCxYYHrXhBCiltJa4fNaw7pIj5YQonrl7oX9W8zzgizYvf7kj/XNx/DgTfDaU3D7ZQB4p/2Ib95c8Ptxvfg8uqgoBI0Wohrs3QuLF4PTyWs7dgCnJ22wwkUXXUQpsKRJE7Pik09O27mFECLktCLgt4V1kWIYQojq1aAVpF1gnrftBe37nNRhvPn5uFctq1xxYC8A1k6dweEAwNK2LcTEnFJzhag2wbRBz5Ah/LxwITabjfPPP/+0nX706NEA/CM72Ov80UfUm9rFQoi6RwM+a3iXevIRGf68CiHEybFa4dHvzfis+Abm76PQbjcqIuKor5Xv2MGKPn3QeTl0796I2KQ4ePhFc/jOnYmbvwjfsqU4LhyNssjvLqKWClYbXNGqFX6/n8GDB5OQkHDaTt+xY0fatWvHN1u34k5KImLrVliyBM4++7S1QQghQkYrEwyF+xz1gHyzEqImUwqSGh81yNIFBZScfRbFCZG4Hrr/qLvn//wz3pwcfAFYvvog+qeNcN6oQ6/bevQg8uZbsDRqFLZLECKsCgvNuCirlYnB9NfT2ZsFoJRixIgR+IFl7dublVIUQwgh6j0JtISopbw/fEdgzWoAPC+/gK6YNLWKhHPPxZaYCEDKxRefWK9Vbq6ZF+iZZ2DsWBgxAgYMgMGD4dJLYfx4+Okn8HpDcDVCnKRZs8Dvh759mTpvHgBDhgw57c0YOnQoAG+VlpoVn30m7w0hRO3lU+Fd6glJHRSilrJ2O8uMsfJ4sHTrbtIHP3sHJr0Hgy+Aux4hqm1b+mzejGvXLmJ79PjtA2oNy5aZNKxp02D16t/efvJkeOopaN4cXn8dRo4M3cUJcbx++gmA/N69yXjpJRISEujZs+dpb8agQYOw2Wx8vG4d73bqhHXjRvM+Oo1FOYQQ9YNSKgF4GxgaXPUzcLPWuiAkJ9CALyRH+u1z1AMSaAkRRppyvPwXK+2wcqZZuW8FzHwcktvA+c+B1X5Sx7Z26Ur0gmX4167GfsEoyMqEh26BQACWLYD+Q6HH2ThSU3Gkph77QAcPwgcfmGV9lcqGkZHQpw/07AmdO0PjxhAba46flQUrVsC338LmzebL5LffwqhRxz6PEOEQDLTmBscpnnvuuViPMZ4xnGJjY0lPT2f+/Pls6t2bMzduNOmDEmgJIUJvBrAMSANaA28Cy4E2ITm6BFohI4GWEGFUwpX4mAHYiWU6NvrAF9dCzmazQWJr6HvnSR/f2qUrVl8ZPDUO2p0Jdge4XWZsV1T0sXfUGv3jj/D666hp08AX/ERNTYWrrzZfDgcMMMHWsVx9NTz7LDzyiHm86y6TXihFNcTpkpEB27dDQgJfBOeuqkjhqw5Dhw5l/vz5fKYUTyhlfnwoLIT4+GprkxCiblFKtQZaa63TgqsylFLDgO1KqVu01m8d53GWH+OljhJohY58IxIijHz8EnzmxUfwM00pKAeKgD3rjr1zQS4s+wCWXggb74X8fXDgVxOh+v3whwvg6w/guQfgrofh8hvglU+gQ5fDt33yIUhrBZeMQLdvjxo5EjV1KtrvhwsvZP8llzDb5WL13r0EBg/+7SCrgsUCTz5p0gd37oQ1a47rvggREtOnA6DPO4/ps2YB1TM+q0JFkPfl4sUwcCC43fDdd9XWHiFE3aO1zsD0ZP16XQGh7NHyhnmRQEsIcaoiuRsACy1wYObaodfdJtDyAfPeB0/ZkTvu3w2jOsGGsZAzFXb+A15uCXe0gW/+brZxu0wan6u8cr9//h9krIUhvxovtX4N/P1ZWLUTvvkRtW0bAcBlg9IzGuF+6y02TJ6Mr7iY7MmTyZ8584gm7Vu6lLlPPknmypWHv2C1QqdO5nlm5gndHyFOSTBtcF+XLmRnZ9OsWTPaV1T9qwZ9+vQhJiaGTZs2kV/RsxYsPS+EEKESDKwOCY7ZSgC2n8Ax0o62AJtC3Nx6TQItIcLIyQQSOEAc67DQ1KxM7Vi5gdUG6ihvwxXzIS/78HUV6X0zPoAbesJgJ7x6L7w8EXr2gyigDxC7Aqa+abbV2hStuPQKKAYCgE3hv/N2SqIseGxgPW8Itvh4HMES78rhwNmo4WEV04r37+eDwYOZ9eijvD9oEKXZv2pbfr55jIs7mdskxInz+WDGDABmKFPBavDgwShVfdWs7HY7gwcPBuCn6GDq7o8/QnFxtbVJCFEvvA2sON60wePiD/NST0igJUSYKeJQVBmc3+FcuOJl6Hk53PoN2I+Sotd7EMTHwofAFmBfFGwLHiOlA2wJ9ipNetUUvfhiPoGz4iAJiAf2TIFFi6B/f1OKfcsWSE6EZvFwyXCsL/yD6MWrcE7+nsi338fqdNJr/nzavfACvR4aR9TFaXB2U9hsUhuLMzPxlpmeN09xMWVVA63y8sqUwYqeLSHCbelSM/6pXTu+37ABgIEDB1Zzo2DYsGEAfLtsGZxzjkkf/OGHam6VEKKuUko9hymIEbq86YoxWuFc6knqoBTDEOJ0Ki2FHydDm35w85+PvV3DpvDCszDpDsgFos+CVz6C0nywRsHMH8HjgtZdICcHvWsxpXkWYhOAEtAfrkI90NccKz4SbhoNU6dDQSHM+S98/gHW62/B2qXroVNGtWlDi3vvhcHtTUpibjbFzz5Obr6X6AEDSLvtNjZNnkyXq68mtXPnyrZOn26+TKalQVJSWG6bEEcIpg3qYcOYG0zPqwmBVsUYsdmzZ6PvuQe1YIHpVb7qqmpumRCiJlJKXQ7cehybTvp1j5VS6k0gqUphjNCQYhghI4GWEKfT9aNh/kxTRGLybEgfcPjr+Xvhx8chOhkumAARNsjfAWffBXFNKrd7f7np1UpqCQPPRJWXYfVA2WpwZoHylZr+6m4WGOwC+xcQ3QQKgil+ib8REPXqDzu2EtCwc+K3aLeHoilTGDxjBqNef/3I7d97zzxefvkp3BghTlAw0NrfpQtZr71GgwYNqnV8VoXOnTuTkpLC/v372Z2WRgswE3+7XMdXYEYIUa9orb8EvjzR/ZRSk4AMrfXxBGkn2Cgk0AoRCbSEOJ1WLjGPgQCsXn5koPXpH2CTqaSG3QkjJhz9OK06m+Xdf0N5GXjBWQKqYqrCpkAPoAEQEVzXuyNk74eEBOjZ+9htfO5tOP9iiE2Ec4cfWq31UT4VMzJMCWu7HcaO/c1LFyJkCgpg8WKw2ZjhN8n+AwcOrNbxWRWUUgwYMIDJkyczc8cObjzrLFi1yownk0m9hRAhoJSajqky+LlSquoM7QW/LpRxUiTQChkZoyXE6TTuEVPevXU7uPgoqURVKxB6j1KNsMLC9+H5fuBZB/4oyAflA926NXz9BYwfC+ddCjf+G1r0g353w8KF4ATcBTBjijlOYQF88BYsnFd5bKsVho3Gkj6AFl99ReyoUTR69llij1Y2+/nnTdB4zTUQLKYhRNjNmmWmNkhPZ8bSpUDNSBusUNGWuXPnwiWXmJWTJ1dji4QQdUVwHq2hwOWYSYqrLn8N2YnCPUarnpAeLSFOp7sfhNvuAYfj6K9f9QZMvhfUTsj8CGZ7YfA/Dt+mJBc+ugn2BWD2QjMfl8UCN1yH+vfr4HQCV1Ru3/828zh1O8z+3kxq3KOfWXfNSFjyiwn+Js+E/oMPO1XciBHEjRhx9Lbu2AHvvGP2ffDBE7wRQpyC4PxZDB/O3HffBWDAgAG/scPpdVigde+9MGECTJkCb75pfsgQQoiTFOyxqv7ue3FcpEdLiNPtWEEWQJMucMVz4NoCZZmw4iXI+dWkxr4ALLHAt5ggK9oKZwRg9iew6+hTaOhAAH/a+fjPG4P+ZB507WVeWL86uIGGjWtP7DrGjzcl4H//e6k2KE6v4PisA926sXPnTuLj4+natev/2On06d69O7GxsWRkZLA3Ph7atoWcHNOrLIQQNZ1UHQwZCbSEqGmiGoAtyjxXNvh6HBww5atZvx4GD4PlPtOTdNE50NVvxmSl+GDrxqMeMvDmqwT+ejeBzz7B/9xTlS889KQJ/LqeBZdec/xtXLIEPv0UIiLgb387uesU4mRs326WhARmFhUB0L9/f6w1qKfIarXSv39/AObNn185NuvHH6uxVUIIcZw04A3zIoGWECIkChfAugthx0OgA4e/VrwT1r0M2WacCWX5sGs1jPgKkvvDQR9smQGTboZXn4FevWD1amjdGubNg1tv5tAUXQ5g30zI239kG/btOfRUV3nObeNgvxtmrYTklOO7nkAA7rrLPB83Dlq2PL79hAiFirTBoUOZM38+ULPGZ1WoaNOcOXOgIv1W5tMSQtQGmvBPWFxPAi0ZoyVEuG24DLxZkDcVojpDw+vMer8bpvaHsn1gccDIxfDviyFvF8Q3hfQx4J0P5cDHa8xYKoAxw+CNryEmBsq6wffvwvpFEOGB6W/AtllQtguSW8BfpkNsAyxjrkavWIrOOYj16ZdO7Xo++MD0aDVuDI88cmrHEuJEBdMGGT6cuf8w4xdrcqA1d+5cePlliIoy1QczM817RwghaiqpOhgy0qMlRLhVLTn9w8vw3p3gKQdPoQmyAAIeWDfRBFkAhfug/fnQaAx8EQ1LSiAWeB74wwYTZAFExcK/5sCtD0J08ByF26DcBfs3w4x/wl87op7pje2SNtiXbMTSf9DJX0tBQWXhi7//HWJjT/5YQpwonw9mzgQgp0cPNm3ahNPppGfPnv9jx9OvV69eREZGsnHjRnJLS+Hcc80L06ZVb8OEEOJ4SNXBkJBAS4hw6/wNJF8CWxJg+gqY/m+Y9k9wNoBufwV7DJxxIRSWV/YxlwGvfQEPfwE5pXBmAnwBnA9s2m+KV1Q1ahycfQm06wMkmiIZhUBuFuTsNNvMew98nlO7locfhoMHoX9/GDPm1I4lxIlavRoKC6F1a+btMSmw6enpOH6rwEw1cTgc9Oplis4sXrxY0geFEKIekkBLiHCLOxvaPg0bC6qsdJuH3s/CxUsgMQF2fGUCpDmYOeJfedNU9bvrLpi5DLalwhSgwc2H95IBxCTCA1/Ds4vN3FhguuUXr4LIYO9Xx0FgO4UvpEuXwhtvgM0Gr79+ZBuECLc5c8zjoEH88otJpT3nnHOqsUG/rW/fvgAsXLgQLrjArJw+3fTMCSFETSVVB0NGAi0hTodAPlwCdALSgEHBKmSbF8JjfeDbj6DFfsgGNhOcGwt48T54+UWIT4ZBX0KHZ2BolaqBGUth5bcQ8Feu6/478+gD5q6F0a/BfdPMcrK8Xrj5ZtOTNm4cdOly8scS4mTNnWseBw0ywQuVwUxNlJ6eDsCiRYugVSvo0MH0yEmZdyFETSaBVshIMQwhws1fDraO0PI26PuWqdq37vfQdw28cDnklZjtdgDTLeAJmPFWFwPuF+Hj9yGQA6sssCoAP3wMV10Dy6fAtmC1wv5j4ab3zC/l1z4P38yF7CLQNujQC9qd4jxXL75o0rZatoTHHju1YwlxMgIBU2kT8KSns+zWW4HKYKYmqmjb4sWL8fv9WC+4ADZvNumDNWiCZSGEOIwUwwgZ6dESIhT8Hlj7JCy/D1w5levzF8CcJjArGbb9YL4sApRuAm8eoMyHzTrgY8AVgI4OuA84E0DDzuDxOgb39a6HaeNNSXhn8Dxb5kN5Kdx4NlzZCbp2gTv/DyZOP/Uga9MmmDDBPH/zTYiO/u3thQiH9eshLw+aNWNVQQFut5sOHTqQlJRU3S07piZNmnDGGWdQXFzMxo0bK8dpyXxaQoiaTophhIQEWqJe87CPbP5NMbNP7UDrn4HVj8LGF2HxLRDwwprhsLY/qAJAg2s3VEyj1fg6iGgIt74PGxrCFsy78RLgFsDdzAzjOgDMD+7jckIjBQlVzqswY6WGj4MNS2HTCrN+7S9w1XXQb/CpXVcgALfeCh4P3HQTDB9+ascT4mRVTRtctAio2WmDFQ5LHxw40JR5X70a9h9lvjshhKgJZMLikKmTgZZSKkEpNUkplR9cJimlEv73nqK+2cnvOchL7OZmSll2UscIUIDHvoFARSKuOxdKlkNBcGJVKyYgqvjganQbdP0Q1q2Dq26FzVmQlAB3RcFgoPMV0Pdx+B74BWgAtAdSysHrgCwqP6hsbeBPX8KQO6BNF0huCL2Bi+2QNfVkb0uld94xX3BTU005dyGqS0WgNXBgrRifVeGwghgREZVl3mfMqMZWCSHEb5AJi0OmTgZawAwgD1N24AqgJ7C8WlskahyNHy+Zh/7ysueEjxGgkFwGkdfpv+SNaoRumA69XoHINmBPMRvZU6Hze9DkFmj1Z+j4FDydDr26QkYG9OgBy1fC0xlw1VIY/iGM/gM8+i5c1Rb+DCQB/wUK3ZAPZNkgMwYytsOrl8FPL0NCCjz3ArQFnF6Yew+4C0/+Bu3fD/fdZ57/859Qg1O0RB2nda0NtA7r0QI47zzzKIGWEELUeXWuGIZSqjXQWmudFlyVoZQaBmxXSt2itX6rGpsnahCFlcaMJ5vXiORM4rjghI/hYzN+zCTDvphyfMPexU5wTFSPZVC0AOIHQ0QTSBkFq8bCbR3g/Rzza0468Nm/oHgWJA6Ghr0qDz76RghcBVvuhJ0LwOkCdpvXLAlQEhy7VQpsmm3SBxt14lD3WWQSWCNP/MaA+WJ7++1QVAQXXghXXXVyxxEiFLZuhQMHoEED9sfGsnv3buLi4ujcuXN1t+x/6tGjBw6Hgw0bNlBQUEDCkCHmhZkzzftMpkkQQtQ0UgwjZOpcoKW1zlBKpR1lXQHQppqaJWqoJH5PLBeyjb+zjvtpw1+IpvVx72+nCza64GMddnpjq/q/WGQLs1RY9zTc/z3MA61AXQT6d6B+GAnlBeBMgbGbwJkM5VlgiwF7NHR8FzoCPXbDB/8HccmQuQUWB1MDI2ww2FRgo2EaXPQN7JsPnX4PtoiTuzGffQZTpkBcHLz2mnwZFNWrSm/W4iVLAOjTpw9Wq7UaG3V8IiIi6NmzJ4sWLWLJkiUMHzoUkpNhzx7Yvh3atq3uJgohxOEk0AqZOhdogQmsqv4dHJ+VAGz/X/tu3LiRtLS0o762fLlkH9ZFu3mfbH4GYBvP053Xj3tfRRTJejp+zzqsEWehsJsXAh7Y90/QHmg6Dg4Wwh++hDWgo4CxQDfT94SnIJjEmwM7XgW3BVZMAEcC2HsBkTDwCYhKhQfeh4Xz4PM7Ib4jgSvH4kvtjq1F38o84DajzXKycnLMJMkAL7wAzZqd/LFquGO9110u12luifhNVQKtJcFAq3fv3tXYoBPTt29fFi1axMKFCxk+fLgZp/XllyZ9UAItIURNVI8qA4ZTnQy0juJtYIWkDYqjsRJ51OfHxVeO+u952LIXQfPRcN5kUBbY+SjsDRaPWLkc7lgM+/ZBs0T0Y62xFC8/NNhUpySiHPkQBWx5HHSwF8pTALk/Qy4w70czKfEFT8ODb0DGbvCB+vZBHBq0Uui+fVFPPFE5BuQYtDY/I6lqMbCfAAAgAElEQVRj9VL95S+Qm2uO88c/ntj9ECIc5gdLbw4YwNLguME+ffpUY4NOTEVbly0LFtwZMsQEWjNnmqqeQghRk1QU7wr3OeqBOh9oKaWeA1oDQ45n+06dOknPVT3TnBvQ+PBSRAtuPnID33oofQBUKsT8Eyxxla9lLzILwJ5vIfNf0Ph28Owz6xYBE74GF9CuEYHpL6G/HAMeoDyYQpicbyoTZgEFgN8NsYBNgVtDMbDNb0rAv/2wqdYTVFHMUGkNv/wCQ4fC1KmV8/X8SvnixewZORLt8dB00iRizj/fvLB1HaxaCC47fPwxOJ1mzqw6njJ4rPd6VFTUaW6JOKasLNixA2JiCJx55qFgpTb1aPXqZcZeLl26FK01quLHkFmzzBQKlrpal0oIUStVVB0M9znqgTodaCml3gSSqhTGEOIIViJpxR3H3qD4ZvAtDG7cDKKfrHwtoTNEpIA7ByKAvD9D3gwobgOTLfDPgJk7qwXQ4wA7Iz+iid2G1eMx+zezgtVvPnBaY96Ru4DCLjBzG2Q4YEMZFAX78BXQpw9E2dC7fiF/P3jdYG/bhMThF6Neew2effaYgVbeK6/gz80FIPf5502gtXcHXH02lJTBruCYl6eekpQmUTMEKwzSpw/bduygsLCQxo0b07Rp0+pt1wlo06YNiYmJZGVlsXfvXpq3awdNm5pe7vXroWvX6m6iEEKIMKizP6MppSYBBVrrK6q7LaKWU1ULSkSA3wvrP4Bt34CzIYxeCT0ugDOBlcBP38L4l+DlYJB1A3Al0PAMfDFtWXxFD/Z2bsT2c85AJftNyqCNyp89EoGP18EkFywqMkFWI+Ay4C5g2Bq43I6Kg8RWkNwaEl95EPXXv5r9tx97KGJkz55HPt+xGcrLTI+a2w9pPeHuu0/9vgkRCr/8Yh779WPp0qVA7erNApOmW9GrtWzZMtNTXFF9UMq8CyFqmopiGOFc6kmPVp0MtJRSwZli+Vwp1bPKcvzl5ES94teb0Tr/6C/Gvg8RY8F5P0TdDzPvgP+OxffDZezZeTE5kV+gOzwDthTIBj4BZmLeXQ8DfwIuHASPL6R19pW0n+Mmv3lTEp2FwWoYoItAB4CfQY/FTFTsxQRYdwATgGFADOBzwZ450CceFQG2jkmovleb8tcAiQnwxVPw37dM+egqkq+/kmaTJtL0889p8OyzZuXZ50LzHlAIWK3w8SfmUYiaoKJHq2/fWlkIo0LV9EGgcizlzJnV1CIhhDgGCbRCps6lDgaDqaHBPy//1ctvATLyWBzGFfgLHv0akEC0ZRZW9au5eawtIO69yr+z1wCw7OLu5J5RAnoqZ1l34LS1JuHTXCwrtOn4muDAOsBDwGLB1+16HPZobM+cS2OPl8Y/AQOBFMBpAi3uBbU0OO6qIahzMemEGtMz5uLwnOn+Q6DpdPDkwcdtIf9Gs967Gz4ZH3zuhlHBCoIfjofPnyI2JhGem1s5LsTlhg3Z5vlTT0HHjiG4q0KEgMcDFQUk0tNZ+qRJ261NhTAqVASHRwRac+aAzwe2OvfPsRCitpJiGCFT53q0tNYZWmt1jEWCLHEEj/40+KwAn/7hmNv5/BMp95yHt3cbcMRR0DjevKAs7Ns5h6hRq7As1+iGoP8O1rM8BBSUNHDg3X87bH8OPMFPLo2ZbGAX8J4FdTdYloJOAe+/QT8Ah6bzsjshrxMcDP4dEQtpN0L7IeApNusyi+CTYDAYX1LZ6Oxdlc+nBYtuluTDR+Mr1993H+zdC717w733nsitEyK8Vq0Clws6dsQbG8vKlSuByt6h2qQi0Fq2bJmp/Nm8ObRrZyYFlwJMQoiaxh/mpZ6oc4GWECfKri4MPovCpqoUp/TmQdEiCLjx6QO4fGMJ6Dl4zvgM/+1TaGHtD1oTu7SIHudsIHKrh7Lukbg/s6LaAYlgaQ1xDhfRVjdkPWeOq4B4TJrhBOATM5bLfz14VoPuAao5ZuyWAhp6oPfFle1qfz6Meh4sRRATHD9WBmwpgphIaBDcLjoBRv+lcr/U5pXPN80zj9Omwdtvg8MB774rv6qLmqVK2uD69etxuVy0adOGpKSk6m3XSWjatCmNGjWioKCA7RXjKCV9UAhRE0nqYMhIoCXqvUj1FlGWucRY1mJVPcxKdyYs7wKr+pKzZxCr+B2bHW0oU06sXo0ueYli/wLipxTRb9AK7Nl+CofHkDk1kfJ+Nspb2wjEVjmJA7AHP1UUsAqTyJoLtAT1OlgGgv1SsF0PaicwAJMEG+2H1ulw0b9g2N/gsv/A5CGw6CGI8cGg0TAt+Fbu0gRG3ALnXAkvrYDkKpXZrv0/U0beCrTtBXl5lfNkPfEEdOkSlvsrxEmrKIRRy8dnweEFMWSclhCiRpNAK2Qk0BL1lkYzg/d4R43jF7Udi2oGQCkrKSv9DDyZABxMzEYrPwFlocjSmcg9GtuOb+n5wmzOuXQZtnI/+69vifX1tjRNzMTpc+NtY6G4fQQBi6lHocsaQsMXwRoD/wXmmDm0AtcB7wBu8Bcq8v8bRd6maMpjbbADyADoCUndYVcmFFkAK+SuDV6EH1YAmwPm3awy4OZX4YHPoWGrwy/47Ivgb9Phjjfhr1/C7beb8tLp6XDPPafhjgtxgip6tKpUHKyN47MqHDFO69xzzeP8+SZFUgghRJ0igZaotw6yg00swE0Za5lJPplk8RrbuZptiW+Q18R0SUV7UnBSRmMOkLR3q5k4+AmwPaxRGnb/rSmO99tibaIPze9r8cRgK+lNeYMH8Kd+gWr3C3y5ET4sgX1ACvges3LgnQR8hQ7YCu5udnS8BawK1xUO2A+0mwDXL4O3/wRTnoKJ4+HuhuBpA1igQS/4IVjIognQvgX88saxL/qsoXD+LTD5W/j8c4iONhMUS8qgqGn27oU9eyA+Hjp1qrWl3as6ItBKTYVu3UyQtWhRNbZMCCGqqCiGEc6lnvRoybcrUecUcZAIoogg5rD165lEJitIIgEfK4ilLTZtw6d8RGgnThVLLsGxSwryW8VgbeDCFnMpiXwCFGIrKIeXMD1SFnBNiCBxdDaBPQex+P3QEDx2Bx67B6JW4dy+CtumEpMm+G2wIX2Ba0Ela/yWFlg6joOZN2LbUTk61LbPD1GNYfU8+D4BkkqhN5AJ7CuD5VvNhucOgnkvQlwMXBQF1l0w+c+Q0Ay6X3r0G7Rzp+nNAnj5ZWjTJhS3XYjQqujNOvtsylwu1q1bh8VioUePHtXbrlNQkTq4YsUK/H4/VqvVpA+uWQOzZ8PgwdXaPiGEOKQeFawIJwm0RJ2ykq9YydfYiOQCHiYVE0TksoW1mOqCOWiclJPFEga7t1BMAi3oTmRkDElcRplehSJANKVsju1MqZpCA0pJLAjgGOc3QZYTSt5yEtHYQ1ZRE7RT08qzl8AOKG9pAbtpj87wwM2YACkaGOOEc8vBBzZngJS9w7F0GgtXe4jYtQTLEk0gIhPHAQWpPlj4E8RS+U5thOkRA4gEnv6HeX6bD5wuKAi+5io8+g3y+eC660yls0sugZtuCt3NFyKUqqQNrlq1Cr/fT9euXYmOjq7edp2C1NRUWrRowa5du9i4cSNdunSB/v3NDx4LFlR384QQwqgYoxXuc9QDEmiJOmUb8wHw4WIXSw8FWlYiCM5QdWhbjYVoXUob725QJRAJSVxOrBoE2o/XMpdy9SIAhXvjafu7fUSs9+Fv5CD3eyfenjacu63MSunPDfs/g0iwaIjM8lDaykLE2z6i7/KAB+gI3Ad4yk3AFeT0BksEnnMLWCOxv3cDtAScgDvYZFew2Qqz75U3waa9sLEQdi6CVsAYF9hehJ8+hsZdodfvj36DnnzSjAdp0gTeeotDuY5C1DR1ZKLiX+vduze7du1i6dKlJtA65xzzwqJFMp+WEKJmkEArZGSMlqhTmmPSiixYaUrXQ+sTaEFf/kJLzqUVHYjCQjOdTEOfHbBgiaicP8pOKnbViEg1ggSsRK0vI63veiLWu/F2spLzSwrunnY0YFORRLvKsFR8YmiwZwWIH1NGzK0elAcYHQGfYAIuK+A3aYc+pwXtrFKwYvU75qcPa/DvCOAMoDHQsoF53hJovhcueQU+N3MKMcEJqX+ETn+Ccb/AVW+C1X7kzZk1y1QXVAo++ghSUk7xbgsRJi6XmVtKKTj77DpRCKPCEeO0GjWC1q2hpATWrq3GlgkhRJCM0QoZ+elM1CnpXE9r+hJJPHGHJpQyWjCAFgyoXKFAx/gBN0pFHXEsCzF0WTABy6jLUQUevP0sFEyOoDDFiRcnUb5SHMlOhuT0xW/9Fqtfwyqwjge2gnYAj4C6fhDE3QaFl4IV/ImKrLaJ+Jw2rOXPYieXlH3bsTSaWzkTuxvzIZSASRFMaQ3u4IzFu+bBw13A7YMbb4Qb3v3fNyYzE665BgIBGD++sqy0EDXRihXg9ZopB+Lj60QhjApVJy4+5JxzICPDpA/W4jFoQog6QhP+MVr1JNCSHi1R5zSg3RFB1rEoXYwquR+Kb4bAwcNf/O47rEMvRhWUEDhfsWNKM8oSo/EG3zURNjflUQfwNX8Zb4wFFmPGY20FUsH7nhU9djA0/ieU7zY9VRHgjnPgc5rfOPzO3fj2P4Jl79+hIWaJAWJSTdCVoyBhKJz9LXSfAjSBqWWw2QeJEfDii7BtJqz8GHzuo1+k3w9jxkBWlikn/dhjJ3Q/hTjtqqQNFhQUsHXrViIiIujatetv71cL9OzZE4DVq1fj8XjMyor0QRmnJYQQdYr0aIk6SROglH1EkoqNyKNvVPYdlD0GegUAAV2M39kTf+AzrB81wnbbTyi/H64By1OalqX7WZPUHof2obQPp8XMe+NRPsq+iCRiXCnKB7oHBB6GsuEO4mzPwN6pEBmLtiiUQ+PwerH4AwSsFqzFPhJzik17FKbwRSngDgQvRIOzG0Smwob3Yc9+gjU94JFRsOdn+PRK8/fGqXDtZ0de5//9n0kbbNgQPv0UrNYjtxGiJqkyUXFFz89ZZ52F3X6UlNhaJj4+ng4dOrB582bWrFljKhFKoCWEqGnCPUarnpBAS9RJS/kbB1iIkwYM4J9Eknj4Bu6lkHUR+VGxJAZ7qPbojTTyfI7tObA9EdzunvPhz/8FBfZMH3FRVvzJHVGFK4hb60IFNM73vUR+YD6Ryu9tRNEzpdisPlOacMYocOcCCtXZ9JPbvAEa7cjDXWLF+aoX1RAYienxKkmEDB+48iARsNigcStYei4UboEXMWmFwxrBPV/AtIcrr2nf8iNvxHffwdNPg8UCEyea8SBC1GRaHz5R8ddfA3UjbbBC79692bx5M8uWLTOBVufOZr6wPXvM0rx5dTdRCFGfSTGMkJHUQVHneCnlAOaLWjkHyWXNkRv59gOatfYzWR1xJuscHfk+cii2P5sgSyvw/GsIPPY2eqGCjaD2QnPfOUSoVjTelYM1T2P5CybIsoO+CwoeLsfpc2PXfuyU4G2cb85n0QSyAT/4vRAogOgML5bzQRUB+8FjsaEb5EOXYtihoRR0MnhLx+Nzz4YP98NGIMUOt10DZfnQ+yZIOAOsDjhv/OHXuGUL/D5YffDpp03aoBA13e7dZkxhUhK0b1+nxmdVSEtLA2D58uCPIxYL9O1rnkuvlhCiukkxjJCRHi1R59iJJplu5LIGB/Ek0unIjaJGQsz1dHGt4vVGl+Fy+/jT1d9j/QZ0JLg+akHE5R8ATfF3uhar5xNUMjhy3iSu0TUEDljgTmAf6EQof9WOtXmA5F0leNopAhW/YTjVoUqCljwgA6wBsEQEzHo7pjx7FDhyfKa3KgHohBmr1SqAPb8Q3x6F/lSbauyDvfDLS3BgBdw+Gx7cBQE/WKqkBBYVwUUXmcfLLoMHHgjb/RYipCrSBtPTQan6EWiBSR+cNs0EWldfXU0tE0IIpBhGCEmgJeqkdJ6igC3E0IwIEo7cQNkg9QMiyKZjwY0MGTGPhIVFBBLiKP1uIvn9O9Kcxrj5BG+zL4jZYXazeDSWaT8Td20xFIBuA3nfR+HtYAetid7jwuL2Q6TGtlPjmO2HZsFzeoDg0CvcBN99Cn9jC9YMvynjDlAEpACt01D+5VAMtke0+dC7sj80N3OFkbu98nqqBlmBANxwA2zaZKq2vf++zJclao8qaYMHDhxg7969xMTE0KFDh+ptVwj16NEDpRTr1q3D7XYTEREh47SEEDWHpA6GjKQOijrJioNkuhw1yAqQg5eZaAqx7s9hZPrPJCwsglTI++Zy/tV/Dh/yGi/yCsWswZtgxRNnIWABPQkSRx/EWqApu8hB7ncxeNsHB+grRXaDBKw+sBVrHCv8lCVG4HcrdCkErFS+46IVqCuh8ydYFmjYDjr465HWmCDsYAZaW+ElIAt09xh443NoNQDim8Lol45+8U8+Cd98AwkJMHkyxMSE9uYKEU5VKg5WFMJIS0vDYqk7/1xVBI5er5e1FXNn9eljCtWsXg3FxdXbQCGEECFRd/7lEuJXNAE28BhzOJdNPI1GEyCPIvpRwihKtqQT0e93RG52QwvgbQg0zcAf7C8vJZMZDCSgEwg0DhD4BCzPYSoL3gmBDwJ4znBQqOPwY6GcSGw6gNsXgaPUR9GFkRT3icYa0CjA4gPdGvwtoCAqiuLs79CT70AFAlACajFQCiof80tPeT7qXT8sAB2lUPf3AX0Q7pgLj+6F7pcfedGTJ8OECaYH69NPoW3b03fDhThVZWWwapUZs9SnT51MG6xwRPpgdLSZQysQgMWLq7FlQgiB6dEK51JPSKAl6qxiNpPFTwRwk8lUSskgwCZ87MeyNED0OZtQu3ZTmhZF4C3wNbGQmWqnc2ADt/nf4Er/JLL0AnLLorH/AWwvgraCfgl4HHS2lYQfS0iZXcT+QBNydApRqhxfCviTwGuz44m1oYNZe36HQtkh84wUss5PYd/NDcjr4qV0gB1dBhwAZlA5afGuGPjSPFV/1KBnon9Mw5c9sfIiPYWw/E5YeissnQ3XXWfWP/ssXHDB6bjNQoTOsmXg80G3bhATU78CLZD0QSFEzSDFMEJGxmiJOiuShliIxkM55cSznm84g1wCPztJujgXSynoC37H4kmReCPy0UrhtQYY5J+DHR9N2U/vvB9IujQP61zQMeD/D1iHgU9biJzlxV4cIGq3B0uil0AniPGXYTmosJVAYkIx+5s62dc3BZ1lxRvvoHXOHjwNHIfaWNrPiT9HET01GF35MGO6DgL/KTVjui61Qx8vaFA6gGvbjZBaRgw3wZqHYNvrUACMfxdKfXBBOtx//+m/4UKcqirzZ2mtD6UO1ptAq18/eOUV6dESQlQvKYYRMhJoiTpjF5PZxzRSSacdN5JDHhvpTIzeR4TysJs5xE7aSqcxOSgvlP2+O+rdgaSymfXWAB4VQRlRlOPETjFqt6bLqK3EbijD1cTBnikNKEtz4tEOvCqCnmoddjwARJeWo/ZrNGAvNp8ejjxNc1c0Vv8z5KnviC36DGwQX1BMjiMBu9dHkreQnPYJ5I/SxCwvwx4XgGzgGSBfQzfgRi8kAxmAH6xZfkr53gRafrf5ZegFINcHTYDuS8BTAhGx1fBfQYhTUGV81u7du8nOziY5OZmWLVtWa7PCoaIgxtq1aysLYqSnmxcXLTIphHVoXJoQohaRYhghI5/iok5wkc16/sVmipjHT/zMBKbyHFAEyrybW721i05XbUJ5IW9cLBs/cOOyP0GC/XsKSKSMaECxxJLG7nVn4OiviN1QRnGnKHb83JTcXimUqyi0RYHSbLqwNa6WNrxdFY5IjT0HHGZ6LgC8NisbWjXA2743SUl7sAd8uGLtuBo7iLGWERsoJcbjIWl7KbnXJLDn743wXxYHPwA7MMHVg0AEEAUUA1ngaejAySXmJN2ego/PgO1ALHA5EBVn5tUSojapOlFx376H0gZ79eqFqoNVM2NjY2nfvj1er5d169aZlc2bQ+PGkJ8PW7dWbwOFEPVXRaAVzkUCLSFqDwsOyonFQoAmHMDHXOI4CEAp0bR7Zju9bl2D0rDqicG8+o/biLaUUUIUPmycoXfRxJtJt/K1pMwtoMPAnUTs91AwMJa8SfEUdooPnkkFFwjEW/C3t+DrajGrAsGlFLQLLHv8JG/dTr7nTrDMAYuZ7ipxQzFRmS6U1U9Owxj8DTTNshvTOC8F6y+3w2TAYYO/2KGZ1ZR6j+wB/d7CP/JfRKevJ5rgWKzn3oCfdpvKgv95BobcATf+BLaI03r/hThl27dDdjakpkKbNnV6fFaFI9IHlaqcuLgi6BRCiNNNxmiFjKQOijrBQTzd+BMr+fehdU7cFGjNoAcW0PGFDLSCLa92w3NHd0bzHftoyj6aorFgRdHebcU7NZdzbliG1RMg+9JUdn2SSqOSgzi8bjz2CDSQRzwxlOOJdLCuU0fOPLAeb5zCVqwhAAGlKGnuINBS0XhpNjubZhGwQU6LOFJXF6E0ROV4yOobj89uAwdY9VriZrrg7mCp53+/DjfdBLoc3FshogNYIrFWveiPPoLHHzfpRZ99BiNHns5bLkRoVYzP6tcPlDo0PqtXr17V2KjwSktL49NPPz18nFZ6Onz9tUkfHDu22tomhBDi1EmgJeqMdpyPxssOXgX8dPJdz3m3/pvYdzPQNnC/o7Be241IfsSmvWit0MExEHaLonBiOUNuW44loFl0Rxr5L8fhtthpEb+HhvYDBMrsbLO2xh0RRQIlAGirhXxrAk3356JiwN3QSn6bGOLzy3C6vPi7KQ4WekkJOClPcGJmIw6q8muO2qfhj4BbwzVd4I9/DL4QBc7uR17srFkmEAMzeF6CLFHbVZmoOBAI1OlCGBWOWhCjokdr0aJqaJEQQgSFuxhGPSGBlqgzXKzHwlO0oJzGnmeIv/Yd+OoXAk7F+i/a4vqdA7elPcl6N409i7ApD/vtTdAoujyzijMf2QTA9L8NZvv4M+iu1mAPuPHbLVgJYI1yYyn34cNCAJN3a8/00uzzXFQAdDzY0gNY3X6cLlNF0GrXRMeUs7uoKdGBYsqjHDg8PqyJARJKSih2RmHd5yfmMjfkAh2BS9aBPw+sSUe/0LVr4eKLweuFcePgzjtPw90VIsyq9Ght3bqVoqIimjRpQpMmTaq3XWHUo0cPANauXYvH48HhcEDPnmCzmfd5cTHESlEbIcRpJsUwQkbGaIk6I4938JGJLs/Hd8kf4auvCMTb2TO9Af5RFjbaOmO3dKQ1H2LDzxe2q5lPf5rff4AzH9mEVrDk9R5seLQdw9TPNCKLFEsegeBEWAFfBC6nkzhKyCGJRboPJdkxqIA5vy5WTGjzIIVZsbis5jcMn7LiddoobhqDc7OXqL0ebAcDUA4Oj5+UzGIS7y5DbcSMxXoQU9RCWQ+/OPdOcGfAnj1mfqyiIrj8cnjhhdN0d4UIo6IiE1jYbJCWVi96swDi4uJo3749Ho+H9evXm5VRUdC9u6k6GLwPQghxWkkxjJCRQEvUGRF0RJUGSB1VRPIP+3ElO9g1K4XycyKJxEW8LiC57F68ZSPYps5kZ6AFY26ZxHkvzsNvt7BgYh+239qCUXyHX1vxYUVjwatseLWNTHUmFjRKB3DrSFzKSVzbfDzJJqgq7B1NaWQss5qfR0msnYzEpmyIboPHaqexfz9RDYrxRyhoAcSD8gOvAj8CTuA5C7TFBFoHJ1VeWN5EWNcG5reBIWfDvn0wYIAZo2W1/vo2CFH7LFliqg727AlO52EVB+s6SR8UQtQ4UgwjZCTQErVSAM2zzOYqvuARFuMlQHTBRTiGK1JmFlDcKJopc35HQY/mALhx0Mazg5a+PUT6N9CyeCt3/f4NBv1nAR6nnY+nXM6Gq9qTpHIpI5pSFUMJsfhRxFJKbKCYxv4VNCjL5ty9C7lk3zTalGfgjopgzw0N2HF3I3ad04RiYmnIQfwWG9gCpK7OpdW2nSRSgE5VlPezQTIoOzAVeBlTsfAJoGtq5QWWVJmwNH8SuAJwD7A1E7p0gSlTIDLytN1vIcKqaiEMqBcVByscNdCqmE9LKg8KIaqLP8xLPSFjtEStcoAsvmYqBbjYDkRhZSsuVuTG0mn4VbRasZuDZ6Tw6vSbadl+F6tojZ92tGI7bdROc5ByiBzro/u0Dbjj7Mz6rh8NB2RSRgylxLBTtyBeFRNLCTtoRSZNaKb3EoGLTkVbsVg12DWXFX5HTnk8edGJOLSXg5YUJlgex6IClFmjcOoyPGl2EjI8lRfgD84HtAoYpwANfwFGAv4i8DpAOYAWoAOgLBAzGh6aDGuAZkkwbRokJp6+my5EuFUEWn374vP5WLlyJVC/erSWVU0TrNqjpbUp+y6EEKLWkUBL1Cof8wM57AUgGifFxJGUnc9ZQ68iYs06stqk8v/s3Xd4VFX6wPHvmZ6ZTCa9J0DoRUpAEEQEwYIIi11X14qrrv50Ldtcy1qWta0F115wiwULuCrFAoig9BZKgJAAISG9TDKT6ff8/riTBBVc3U0Iwvk8T547zr0z9+ROBued9z3veWzJLchcPVHkx0oQK1s5AWGWaB4T3S4JYvuimpYkG//65GIqhqfTV27HQpgQJpqFk3qSSaIWLw7cuCgwDUFIjYlxi+ntK0UIfRpVStBNasANgDPFjYjmiE3uMOEkEyazxDPADlISwURS3D+gfC9ceyf4vcgpwEXRz1HWCLhuh8KHofwe8Ptg4EPwxxWwHEhwwacrICurC668onQSTWsvkRszhu3bt+Pz+ejRowdJSUldO7YjoLUhRkFBQXtDjB499PXEamqgpAR69uziUSqKctw5Tkr7OpsqHVR+UooO+pMVxJBaFeSx057FWrCVlr49ePTLW2nMTcBNPBEEIcxtRzdWJ5A6pQHjF9X40q28sewCKoanA7CTvuSESrFqfswEEWjUyST8xBCJrl4lhYEyc3breoVQtDMAACAASURBVMUARPyAgCZhx+jRiGBAAk6PD4OM5saFwGew4wk7sez9PfK8u6DGizzJjrgdRAA0D5DyCjTtan/yxs1w113w6qsQEwMfL4D+/Tvt2ipKlygsBLcbcnIgO/u4KhsEcLlc9O7d+5sNMYRoLx9cs6brBqcoiqL8T1SgpRy1ni2F0avhLyXt94U5me30o4BBjKmeyAOn/RXn1iLCA3pR/cUHNGXqJXWxGCikHwINCwFs9S2cM3kxsau8RDIN7Fp2CtaBLThoxkSIOpHM52ISDuEjkUYSZQNSQkKklp6hYgAMREiRVdRbHOAFGsDkgeLETKoSE/DH2ghjJtJiwiAjWEQIQYSgNGEI2ui7bw/mizcjihqQA9OJPOloyylrjmxw/QL63AnWVLAkw5Lu8PDDesOLd99tm7+iKMeU43h+VqtDztMaOVLfrl59iEcoiqIoPwWqdFA5Ku3zwf/t0DPXq9zQM3kLk+NyeIIe/IN4sqsbOGfCWZi3l9I40MmKJUOZknoCd5DEHio5iT7M45cY0bDWBpg8aTGWzSHIhvr34nH0qUUjkQb00qQk6nGbXESibwmTiBCUFk4tXYMr4OFE82ZKMrOos6VQZ06hj3sPWb4qwkYDYZNRXwDZqKe6InYj0mvA1CDxJRiJCDMYfRhulbAeSAf/m2ZM3TSCfgPSIxE5t+u/eNJomFqlZ7Huiy5a/PrrakFi5dh10Pws4Lhp7X6w4cOH8/bbb7N+/XpmtC5WPmqUvlUZLUVRlJ8sFWgpRyWbAcwCghIEGuuMH1BHkGu5mytrPRgmTsC8vZzGAXEsXXIyvlSNEEFW8yFGFrOMGMwYsVS3cPqkZbi2eAj2MFEzJ4ltQ/rQR+7CSXpbGaCFoN4MQ8bgED58WHEEW3AFPADEh5oxo7VNSq+JTySruQrtAGSE66hITWNvUiZxJjchvwVnxI9rixdPfwckS5LvdCMWgoyFyGxBpFs1m+0DqHOdQHpimHzzre2//Jw5cN11+u2nn4bLL2/f5y2Bjb8AzQ9DXgPXkCPxcihK52ntrDdmDIFAgIKCAoQQ5Ofnd+24jqBDZrRaG4Fs2ADBIFgsXTAyRVGOdkKIF4FfAqdLKT/vmGdt7e/emY6PSWAdHmgJIWYApwNzpJRzD7r/eSnljR19PuXYlGaFD4fB7KomLMnvkOKowQPMqX+T0yb9kaytFdT3dzF/yekEU824SeUAlURYTjKNQCNp1emMOO1LEre5qe2XwIbFAwlnmOktirCG/ZhFkJ7GIoJYKSUHFw14hQMjYWz4STTXEjIZMYcjRGIhyVBHnUwEwBVqImg1UdYjFaMbNqbpAY9BRoizNVM/OJH8kgJstQEcz/qIf8qLNEHoSQM1Z8aj+U3UmfXnqjSbaOEADrLh44/1wEpKePBBuOWWb16YogehIZoBKPwtnPTJEXpFFKUT1NbCzp36HMShQ9m8cSOhUIj+/fvjdDq7enRHTGtQWVBQQCgUwmw2651F+/SBXbv0xZyjwZiiKEorIUQ+0AntWVtXLO5MKtD60YQQDwOTgDnADUKI0w8Kri4CVKCl/GBnJsOkZAdzCbIX6Ovuw7Az7iFrcwVVfVOYt/hszGlmQgzlDMaRQjKgry1lqQly4mkfEb+tiQP906hfGkt6WjVSwiY5mCZjHM042UseLtwEsOGiiRzKMKCxnFOQBkFSj0bSq2qwGIMkR+qI9XsIChNN1n5syk5hW6Qv1vRgtAUGyGjGK4yZxgwHPZ6qRNwPUkDNUwmkDm4grsJHc6wNkzVE2GDGpsViNSTB0qVwwQUQDsNvfgN//ON3L4o1o/22LbNzXwBF6Wyt3QZHjACz+bicnwV6Q4xevXqxe/dutm3bxtChQ/Udo0bpgdbq1SrQUhTlUF4GXoz+/ChCiPWH2dXvfxqR8g0d3QzjfCnlCCnlY1LKM4ASIcSd0X1qIRDlR9tIC28xnHWeyYyb/Bo568upzUvklcW/JC9jHNO5h2lMwU8t2ylmMwOoq41n+KQtxG9roqx/Jk8vuQEtTe8cWCuS2Sn6UyGyKCOHFYylkXg0jFSSThlZ0T9UDa+IZYexD0WZ3fl36tnsFL0p07JYp51IVWQo682T2W3rw/aYAUQ0A3HhJuJlAwKNROpwfehB3KP/HuIBSLqgEXLAKQxkVudyYtlG8vzVDOE0TCs3wdSpEAjA9dfDI48ceu2cvn+C/o9C3wdg0DNH6FVQlE5yUNkgtM/POh7Wz/q2722IoeZpKYryLUKIXwLxUsqXOv7ZW0sHO/NHZbT+G9/4ZCilfEwI8bAQ4jSOlyuqdJhVNHMDWzH6Izz7s3uJX7kRX04ON7yzgFR7HgOkm/miglLmYCCEFROGehcTT/+KxIJG6vsl8NqS+zCklbFZDqKH2Ms+ctue3yG8gCCAlVg8DGA7ZiLsoRt1pBJLEybCzOFShICEQBNavP7dxF7qaZFWEElIDLi1eC5u/IB6WxzeGBuOL3wkXuXRVz+/FbgWvLE5xHA2ZssMtIz+NMkTsIlaAhsfRE72I7xevWzw0XugpRocad+9KAYL9PrNEbn+itLpVMfBNsOHD2fOnDmsX7+ea6+9Vr9TNcRQFOUQhBDxwCPAhf/tc0gpD5kmj2a68ju/dPD40CEZLSHEedGbLwkhnhdCxLXuk1L+Hr1sML4jzvUjxvRbIUSxEKJBCPFu9I9S+QlZjwdjKMLjF93FSUvWUZeWwPg3FvF+Sj+eb7bwlHcL6/iMRpzUkwBuL78+80WyNlVS2SeVN5acR0O6jxqRxpdiPBvIJ4QFEyEEGlWkYiJEADMD2IodHwBWQhiIMIJ1OPAxSCsAwBPjaBubhSAnN35Nf08hFvzkyr1sSezDvthsQhvMJJ/bhPBD43UOGv+UQX28g0aHjxrHfGSkERoeQhLCvC1E+ul1CLcHzjsP7pwEL+bC8zmwa16XXHdFOSLC4fYAYvRoPB4PhYWFmEym9tK540hrRqs1qwfA4MF6E4wdO/S1xhRFUXSPAOs6rvnFt6mMVkfpqIzWK0KIBinlo0KIYQfvEEJ0l1LeIIT4rIPO9R9F06l/ACYCJeg1rOuBnkdqDMr/brLmotfVf2HCR8txJzp5/POb2J6QqWeJALMIYo52xbF4glw4+SNy1+2numcyjy25BU+GHSsBelNCC3YkECN9xEk3EYOJABae5laMhAlgpYwcJAZCGBnN18Thxik9pMsKuleVUuNIRbMIBJIEr5tRVZsYxSZq8mKpsqThJwbbjgA9phzA0CzxXmSl6Xk7mkgkbDAAgqDUiNRMwRQOkLYjDuu5AYx1Es4+G958ExaOhzQNajXY/i/IGwumlK56CRSl82zaBC0t0KsXpKSwcflyNE1jyJAh2Gy2rh7dEXfIhhhWKwwdqgek69bBxIldPEpFUbpatAHGL+nUz7Sq62BH6ahA6yLgPSHEaVLKja13CiF+AzwMGKWU73fQuX6I3wG/k1JuiI7jOqBBCDGp86J/pUNJSd7td5H3xgJ8sXaeXXQd9YOSOT24gP1N4xHmEvrYdxHGRIzPx1XT3iR35X4acl28sPhKAllWYgjQl53Uk4AXO7mal+mheRjRWGvMZ5upLzWkU0UifdlFFmW04CAGHwYkBi1MH7kbgN6RvYSLrLw+9CJOCX3FkLKitqEaIxIpwbAvQt9JezDXRGg5y0r1P+MxGiUmmU6Y6LfRQoAMQSnYL2mCKvQPT++/D5HtkKOXTtEMJK2FHangugRy3jqy119ROtvy5fr2lFOA9rLB43F+FkB8fPzhG2KsWaM3xFCBlqIcc4QQFwDX/4BD343Ox7o4+t/F4ptzuT8TQiCl7ICeCKrrYEfpkEBLSvm5EOJiYEk00hbAe0AecENHnOOHEkLkRc/bFlBJKRuFEBvQa1lVoHUU20Q5+2lkxIP/IuPppwmZzcyYNwvviXbSqCbR0kJa8keAFyMGMgMw7fy36LO0hNqMJJ5ZfB1N3WIJYMVHDE04KUBvvV4l0hgvvqDCkM6Lhl9RQk9204epfEQTcbhoxBYNsgBsBNrG5Y21EWqwEys8RCwmylNSSWxy47XbMLWEsBRr5E3fh6U8jO8UC9XvJ4AFjP4IGRX7CRsiVGUk4jBfg6l6Pfx8DlRG9A+Z//432GxQu4nWdJ10gRD79ZO734aMp8GUeiRfCkXpXCtW6NuxY4Hje35Wq+HDh7N7927Wr1/fHmiphhiKckyTUr6H/pn5hx7/O/SEAtA2X6sBuDD6XMpRpMOaYUSDrd8DG9DnY70MTJRSHunC8rzotv5b95cctO+wCgsL22rlv+0b3aCUDreVCv7C54x9/mum3vcSEYOBh958hK8mnQxIxrKNOEoxE0IisIV9nHPZW/RfWIQ32c4tnz+GuVcAIxHC6It77qI3BiKkUo0PK+vMJ1ImsimJZtx7U0wMQbw4CWMmh1IaiSeEmS/EWK6Qb2AmyF7Rg17WvTikn0jESLPTTiDGTKDGRv/CYmJv3oepWKN5iJ2mf1gRZom1MURiTRBDZBcWIKWulp3+2TjOL8d6IKI3AJg/Hxz63C8ZfxaR6liMPg/+pCxsHg9Cc4N1EBgTu+ZFOcYd7r3u9/uP8EiOM1K2B1rfymgd74HWYRtirF6tX7dDdSNVFOW4FU0mADR24LOiSgc7RocFWtGGGA+jR9UNwMNdEGRBtOmGlPJQf3Dq0+pR7ABuxry1iptuehmAB1/4PZsvmMQFxJJOiHJ2tx8bSeWm615m4Ps78bmsvPrp5dQNSCCeetKooTH6Urdg52pm05tiqkUye+hJIvU48OAlFgfetucMY6SZOGpJZisnEBImXjVeTRL1dLPvw9IjgJkgWU3VZAaqAdBqgVvBVKwR6WHAMaoF5yMtMAaYBFpItLecOaAx6PxtGEsl4dH5mBYuhIMWZQ2bqqgbYAQZB8KDKfgmZn8IHONBdPja4orSdYqKoLoaUlOhVy8aGhooLi7GZrMxcODArh5dlzlki/devSA+HioroawMcnK6aHSKohw/VOlgR+mQT29CiHeAC4BHpJR/EEJMQq8VnSSl3NcR5/gRGqNjij9EsPXtLNd39O/fX2Wuusi4T4uZeOUrGKTk6b/cxPvXTSeGeiT13MIQnsQEhJFScv3tsxn3+koCdgsvLLiGzUMHYdA0GkQyqaKWPIqpIJ04wmxiGDmUkUotu+mFkTC/4HW8xJJEDcboPyZBzDQQz1eMRUNfd6u7LCFLKyffv4mkZh8prnqMIvqPTzNwjYBdErKh5Tc2nAUt+r4twCQIGU2YCBH0GrGcH8G4D+pOSiJ20b/ZHldBiP0Moz8GDBjphZE8IqIEI3kYLePAEnvEX4fjyeHe63a7/QiP5DhzcNmgEG2d9oYOHao3gThOtTbE2Lx5c3tDDCH08sFPP9WzWirQUhTlWzpmXtY3nhGV0eoYHbVgcT4wXEr5B9DLCNG7/m0QQnTroHP8UCXR7bfLBPMO2qccbdaswXbexRhDYdbeMZWG348niRqsBKknyE58JMoTqYikMe3+BZw2azlhi5EX/n0VLWNi8Gix+A12QsLCVgaTRRkx+DEgKSOH7QzAj5VC+lHAEPaTSwx+hrCVLMrx4iCAjQBWjK1tDYGhbCLPWEK5I4OWeMiSDxJvsdIUthK+QmAokISzjRTNzWXv6ZlIk/4h0d/fQb05mQPdfkuL50ps050Y90HjKCeFi07iy7jdzGYe/+IjPmQpAAZiSWIpCXxEEksxoIIs5RilygYPKT4+np49exIIBNi+fXv7joPLBxVFUTpda0arM3+Oj0Cro5ph9DrEfe8JIRLR52wldcR5fuBYSoQQjcCk6Llb5QN/OVLjUH6EXbuITJmC0eul6Ben8eqjE5CU049kCkjDiYUgB0gTH5P1dBWn3b8CzSB4/62pfD3pJCaxlFg8NJCEhhEr/mhJYPubuIATqCEBP3YyOUAmFUjAiwMXTQySBVSKLMKYGCI3sV/kkMs+egg9IRuihV3mPLyUU+MbyYRffE3c6hqC2SaallmJ71FPncghdP9KhKeRktxX8cpC4nb9E8u5FYj9IdyjYylY1I9IXD37DiqDLKeq7bYBF1ZOOVJXXlG6xrcaYbRmtI73QAv08sHi4mLWr1/PkCF6Ix9OOknfqkBLUZQjQmW0OkpHZbQOKdqG8uHOPMdh/AV4RAgxSQiRJ4R4F9igurEchaqraZl8JsbaWhZPPpXHXp2JNBgIYGEDufiIpRIrL7MLw1tVXHPHPwGY+8pUFp13Os24WM9QhhvWk6+tZxxfMIWPcePCfFDXwAYSMRLBTJB4GgC9NWYpOfiwYZYaSIkfGzEiQB92k8P+tscLJDuN/anwbWP81JWkL6uhJdNGcKEB8gRCQDIOLInDqc3dh5ctWIu89DjtANb9ITyjbexZdBGROBMWkpnAWJw4sGFlIqOP6CVXlC5VWanP0XI49DWiUK3dD3bIhYtbOw+uWwehzv7woyiKojJaHaXTZ9hLKR/r7HMc4pyPRjuwvEh7q3e1AMnRxuMhPGUy9pK9bBpxAr9690kC5hiGMwEjxYTQy/AEkuGfbuTqK94AYMGjE5l79dS2hhf7ySVWeNCEgWTq8KPPr7HjJ4IFDUEfdrKKk0ihlgBW7PiRQBArhfSnLzvpJYvZzBCkEEggjma8xBDBxE56E24xM2nal2R8UY0nw876zwcxLHdLWycws7uEal82DakXYdvpp+/EvVgqwmhjoemjEQyOe55mirCTg5k4HqBfV1x1RelaX32lb0ePBpOJyspKysrKcDqd9O3bt2vHdhQ4ZEOM5GTo2ROKi2HrVhg2rItGpyiKovwYx2wrMynlo8CjXT0O5TBCIbjgAkzrNlDZI5VrPn6OgCMGgPVYGBPMxmAJomGk/7pC7jjvGYxhjU/uOI35vzmTy/kXz/MrQpixEaKAIQgETjzEojekMCCxECKFapKox44fFx48xCEAF26CWAEoEIPZxiCSqCNDVlAvEmkijuGsxU0CeAWTpy4ma2klngwHby89F3tfL1mynKTmBizeMA6vBwBv8bvknteMsTpM5FQ7wbnjSHX9A0ktLo7fjmqKAhx2/azhw4djMHRqkcVPwiEbYoA+T6u4WC8fVIGWoiidSpUOdhT1fzXlyJMSZsyATz5BS0nmH5/cjiUtRNubTsIHDf25JhKHaWOYWZN/g93rZ86l5/Hze1+nNNiNPuwml1K8xFJNOi3oa1GtJ58G4mnGgZkA/SgkhWrCmHDhRkNQSg5vcSlF0bW0AELCjE/YKRPZ1IskQNCEiwoyqfSkMXbKWrKWVuJLt/L20nNp6BNPBhU0Cydb4gaxKXUgXksMbIOcaRUYq91op48mvGAhpsTHqRYnUclgmlTsrxzvli/Xt2p+1iElJCSQl5enGmIoitLFOrt08PigAi3lyLv7bvjHP8Bu59/z32RO72m4SMNGAAtBWrw2AggmVqUw9/wrSamt47MJp/HLWc/hI5Yl/oks0KZhDgeJRJOyGkaacLKWk3iVGbwrL6KcbDzE0oyLBhKJoxkrQVYxihpS+YwzCWBGAn5pjQ5OEI6+LSSwpnkEw8/eSuayKpoyHVhmB/mZeQHn1X9AqqyhJVq+GDGa2FeSReRKI6b6COEp+ZR9uJsq+4U0cDcSfUm5Fv51hC+2ohxFmpth40YwGtsaPKj5Wd91yPJBFWgpinLEtGa0OvNHZbQUpeO99BLMnAlGI6F35/DbEzNxo1GMZDBBIj4DLX4HlxgqSD13Mjl7Stg/PId5c88mbNGDKruAT7z34zE6seEDQKLRg2LGshyBRq1MpjKY1nZaAaRQQx+KuJlnseOljmTWMwI3TpzCwwlsIp91hDBQQzL17kR+cdZ79F5eQkOWi9lLLsPYXZISrKdnTRnloVySOROAuGVN9J1ajNEdoeXcPjTOHQk2fVmLCI0QnW9mZcKRu9aKcrRZvRo0DfLzweFASqlaux9Ca9D5jUBr6FCwWGDHDnC7u2hkiqIcH1QzjI5yzM7RUo5C8+fDjTfqt194AdPZU8imiP2EMABmAuTG1NPdso+bzv8ziWs2Udc9gdc+vhR7vI/J4QUUh3txudnFXjzEihpcuKkjkSEU0JM9ACTJOv7ZcCVBp4VK0kmlGht+zIQIYySBRkayiiZcdKOUAHZqsWMmiEtW4hJNeOrj+eVZf6fb2v3U58Tz9JLrSehZx9rwCZi0MJaWED0s19KLS8n8PIHYabcifBKmA89qOCyX4GMBkhBObsDGCCJUYlEdBpXj2bfKBktLS6mtrSUpKYnu3bt33biOMq0ZrdYgFACrVZ+btXo1rF0LkyZ10egURTn2qTlaHUUFWsqRsXYtXHSR/m323XfDjBkI4A168CjrqaQKI2HipIPbbn2NMf9eSVNCLC8svJrmdCcAZlOI3qYiUumHn3qaMWImQiq1mA+q903wNeL3OphgWs46yzAy5QEcogW9LNBEBCMp1JGAO9p50IKBCAaMOISP2BoPPz9jHomb3MhccL3l5uT0lWhCEDEbiWCkwtqPEawnMP8rYs9/FRGQcDHwMNhM3TBwKlkUIAlhJBkA00FzwhTluHSYhYpHjBhBtFOsQntGa/PmzQQCAazWaGnzqFF6oLVqlQq0FEVRfgJUoKV0iEpCvEkjPbHyM+K+ubO4GKZMgZYWuOIKeOCBtl0BvJRE16tqAS5+6jXGPzuXkMXM3R/cS2G/vpyIj1IilJFCDC3sppwUzDRHn6OZWBYzkXOZh0RQbUxmRtLzXOx5j3N8i6h2JLHPmYMEKkmllhQimDEQRkarZzWMpFCN9YCf0ZPWE1foxdfTinhLUtctkXJ7BqnUtI07OVKEed4nWC9tQYRh9w3d4EHIoT/W+OcAffFhRVGiQiE9QAA4+WQAVTZ4GC6Xi379+rFjxw4KCgrar4+ap6UoyhGhMlodRQVaSoe4hjK2RxcIjkFwBnoWitpaOOssqKmBM86AV16Bg765jsOKBQNBNEZ+uJZL79DXlH7679dTOG4SQczsw8YB9iKI0IO91BKhFoBkrDQSwEIFGTzHr0BCT+suqqzp3G25jz80/hVXsIk6LYFGg4sWYonBi4kIYYxoCAxIQphI2NPA2ElrcZT4aB7oYMHnE2lK14MlJ40YCREImckr30fW69WIh0BEYP+daax+dDgIQQy/I8LDeFlNEleRyq+P4KugKEexjRv1L1v69IHUVEAFWt9n5MiR7NixgzVr1hw60Iqu36coitLxWudodfY5jn2qGYbSIQ4c9M1H222fD6ZNg9279bkF770HrWvCRCURw12MY8hGjTsvnYVBSt596Ge8esk17MFCObCeZsyAgQhGIm2P9SJoIh4jklSqSaWawWIzJjR82Nlr7s4tKY/zSNIdLDScxWecSRgTfuzY8ZJGFQPYTg6lxBU2MemUFThKfDSMcLFm6RDs6TnYiSeCIJEGjEiCZiux//RheEAPshrucbD70W7YhEZfJuPETTOL0fBQw9+IoCatKwrwnfWzNE1ra/agOg5+18iRIwFYs2ZN+515efrixTU1sHdv1wxMUZTjgOo62FFUoKV0iAdJJwczE3BwAS6IRODyy2HlSsjNhfnz2W2L5T2P5J/NkgH7JRdUSVo0ydsHKrhx6q+xtQSYf8WZvHLX1YSwAJBAPWexiBNYRRZlVJNKBAMW/HRnLxZ8ZFPGiazFSTMaRmLRFw4WSMKYqUQv+2vCQS2JuKgnBj+NuJjHuRSt78uNp8wmpjxAzSkJfLp4HOakAF7KEZQRIINQtGtg7hNlJNzbDBIa785g7wO5xItm8unGCK7FQi4ieqyJNAzYu+YFUZSjzbfmZxUVFdHU1ERmZiaZmZldOLCj06ho9uobgZYQqnxQUZQjQHUd7CiqdFDpEFOJY+rBc7PuvA3mzgWXCxYsYHdyOkPLwCvBCESAwhCcLn1cM/0KMssrWXXKifz6pccwCEkOZkoJ0Y29mKJZrCTqqSCG8XyBEY0wRsyEiYmWLOZRQhNOQpjIppQAVuqjjSjiaGYCy6ggkwNkY4lm3YYu3czN014hxuPnwNmpLHtnJIOtCWwXJkBiQDCC09gnreTf/wF9798LwI6/5lFzewI2/Bix0o1HALDRh+68QQsbiOOstqBLUY5rUn4no6XKBr/f4MGDsVgs7NixA7fbjcsVnfM5apTewXX1arjkkq4dpKIoxyg1R6ujqIyW0vGeekr/MZth3jwYOJBNAT3IAtqL/8KSnGuuod/azZR1y+FX7z+D2RrEiuQMEglhwhINokBfCyuBOoxoAJiIEIhmvgCacLJJDgGvpKklHpM3zGBtI8NYzziWUUVa9Hn0gQz8YDu/PusFYjx+yi5JZ/28wZgdkjTTvZws7qI749A4g0/kF3S/YxH97i9AGgTrZp/A9tv70oyTJlzUEMcuZreNw04+yczAQnanXWJF+UnZtUsvd0tLg556982VK1cC7Zkb5ZssFgvDhg0DYN26de07VEZLUZROpzJaHUVltJSONW8e3H67fnv2bJigL9B7uh36WyIUBo0kGmtIiK3nigff4OyFc2iOieWmZ18kJsWDDQPdcHAriWxgO24S8WMnnkb20Y3aSAZ9jbtIldUcIJegsLCPHOpIYhsD0YSBIns/pDAQwkSM30fIZmY5YzESxkAEG35OfGUD513/MQZNsvamoVTMSgGDACSzeZI89uPCTU1kItNuXMiIlzehmU1UvHUzpefvBMDFCTSzBYC9zKEHF2ElsSuuuqIc3Q4uG4w2cGgNtMaMGdNVozrqjRw5ktWrV7NmzRomTpzYeqe+3bABgkF9EWNFURTlqKQCLaXjrF4NP/+5Xib00ENw2WVtu1wGwVdZIX4l57KjojvTV8/j7lmPoAnBZfe9wZZ+vcigDIBSvFiA32NmJn7qSaRMZhErvcQYmljAlOi6WJBGJYnUU0RvwpixEEQKcDMzywAAIABJREFUPVEbxEqqpQonHmpJwk4LMdLP2TM/49S7vwZg+329WXPfUGKFHxte9pNNABtFdGdgaCvnXvF3ct8uJmQz0Tx3NlmTL2cQ7yIQZDCKr7kWjRBWkjETe2Svt6L8VHxroWKPx8PmzZsxGo2qEcb3aG2Isfrg7FV8PPTtCzt3wubNoEovFUXpFJ1dOnh8UIGW0jFKSmDqVPD7YcYMuOuu7xySIGIYFxiPu34jt/38WQxS8uD/3YP1vLM5odtSikjCQojzsOElzMf4SaIWr7TSn+04DC1UkUaVTNXrCAEZLQQ8g08pJZcYWqghFTfx9GAPQYOVZPYSwcjayEj+fMufGPfcSqSAJc9OxHujkRwOIDDQiAN/tHlFyGci68I6cucXI51OjB9/SOK48ezgHXbxKgBWnIziGRrZRipjMKC+WVaUQzrE/CxN08jPz8fhcHThwI5uBwdaUsr2RZ1HjdIDrdWrVaClKEonUO3dO4qao6X8V7SD3x/19TB5cvtaWc89d8j1XZo0jac9FTx16U3EuZtZOPV0Hpt5M4XWAFtNOfiw48bFRgr5C1/zGWHmcw4bxUjWiRMxopFGFT7NiluLA03Dqvlp0uJw4WYIW+hDMTmUks86YvATwspO+pHsq+WBix5i3HMrCVlNLHn3V/S+8WEEZkKYcNKLLGLpzgG0JsEFkz8if/5m/Ekuli25hLfGzWULq/maRW2/TzXrcNGXbpxHDOmHvVZuZlHFVJr5e0e+BIry01BRoS9aHhsLQ4YAqmzwh+rVqxfx8fFUVlZSXl7evuOkk/StmqelKEqnUO3dO4rKaCk/2nt1cEUJJBrh0x4BBpx7rj7ZffBg6t99mz+b69GAu0gi5aA/sVKtiZk330ufbcWU9O3Ona/8mVGWVdgSNLbRDwAzAepJoJggjSQQjnbtK4s2lvBoDloMDvwRK4MMW0kyNACwhx50Zy9BrEQwUY8TO34AHHVezvrZUnp8VYrXFcPdH97HtnEDuZwQxYwkkXIOECSJJpLqYjlz8nxS1hZRn5nA1s/upGjADsDPQj6khh6czAEkglTG/8drFaQAN38GIMBaYpiISTXJUI4nX32lb0ePBpP+78HXX38dvWt0V43qJ8FgMDBy5Eg+/fRT1qxZQ3Z29N+O1oYYq1Z13eAURTmGHQCe7eRzVHTy8x8dVKCl/GgzD4BPg/KIpPna6+DLLyEzEz7+mD/HBXmHZgAiSGaRji8Ml3wKA+e8ycw5H+J12LnmjeeJT3Cj+SxIYwv95DYOiB6kUI4BSS1mMhE0EiGEkQx5gEYZx3b6gzBiM4UxRw5aJFnLpNAwgAwqSKKeEGZCBMkoruKGs2eTuquWpuxY5iyczt5BuWgICvicHPRviTXAWBFh9Bn/Jn5rE6Ee3fB9/iYNeYtp/dalH6vYyGW8z7nk4OBcTv6P10oQg5441gAzQpUXKsebb83PklKyKhogqIzWf3ZwoHXeeefpdw4eDHa7vhh8TQ2kpHTtIBVFOZbs0DdHJBDacSRO0pVUoKX8aMMcsLEF7nntQUbN+yc4HPDxx5CTg6QKgJbdsWwKxjCzTw2riyzs/7KYd968DYBHnr2L7XkDkfUmar3pgKRfcgH1gURSkstBgIUQtfgw4SOXCqwixA7600L7fI6P909nqGsjPmxUJyQjMdCMk8nMZwSrsK8McNa0L4it9VI1OJn35v+M5mwnNnyYCZFKNY24iMdN7B4vZ5++GGexF9m/H8bPFrEs6xH8uDEAVqwcIBsNI0GMRKIt5v8TM71J5kV8fI6dn2EktaNfDkU5ui1bpm8PWqi4rq6O9PR0unXr1oUD+2lonaf1jYWLTSZ9btayZXpWa+rULhqdoijHGinlZf/5KOWHUnO0lB/the6wfNObPPDyffpcrLffhuh6L3eRRM+tqdRvTWV5vZM/rYllK2W88+pFWMNB/n39FJZfOZzBrmLcwSQAYlweamJTiCQZKJeZVJBGHQmYIwFOZB1WggQjZkqa8tjX2A2hRbBKPw2hBN7fcynLaycgMWDDRwL19KQY8xzJuRMWElvrZfuZfXl9+cW0ZMcAGr0p5RS+JISFrUwkb9upXH3y5ziLvbjzs/hi2ZU0Zpnw4wb0vhst2JBktF2D8I/oMGhnGknMIoaJHfUSKMpPQ02N3hnPam2bV3Rw2aA4xFxO5ZtaF3Ret24dkUikfUdr2WX0eiqKoihHH5XRUn4089crOPmWqwFY99snGXHOOW37kjGR0uKAXAEIQtLGQ3c+QK/aYnb0OoFnn/olABGDn+4iQhEmjCa9s40NP0aDhsRAABuZhnKqazIImizsiPShMaivUeUOuxibsIJBcQWUm3JwxTSSoZVhMYQRUuL4c5AL7vkQgLLrz+C9vw2kv2kXRjQ0BDWkIoAk6hm+di1Tz3oS6uupO7UnH3w4ilDcTjz8iXTMVBJCEMMEriWLAQRYSiNwOarTl6L8R0uX6tuxYyEmBlCNMH6s9PR0cnNzKS0tZefOnQwYMEDf0RpoRa+noiiKcvRRgZby45SUwPTpiGCQZ0bfzC0Jt/LmdsmmNFjuhzMNYEjSoNEAAq74+B9cuuAdvDF2pj30Nk5/I1gliSLAYKORorABX52TOGsQs9GMFHqSLCINbKofxv49fUAKjJleMOpDyDKWc67xAwxpkgP+TMqsWUSEkYjfyI0zXmHcG1+jCcGrj88g8bbBGEUxkvZvziUCgSTrswNce+4c8PrgnHPY8M4EQjH6AsRhykinjN6cTm+eaHvsrzn7iF5uRflJW7xY305sz+a2BlqqEcYPN3LkSEpLS1mzZs13A621ayEcbms0oiiKohw9VOmg8sO53XDOOVBXx9IBZ3HbOU8C8KkfHnXDynr4U6HgnX1mbITpVVfIs4/cBMBND85i34RsIi4DmjBSi50haV/xYBLclwQrrEm8YLJDROAJ2tnvyaHWnIo51QeAqQmcJjfJ1mpOjl+BQegNKtKsldSJBJor7Nw3/i+Me+NrfA4bD3zwO1bdfjafiQSqSGc7/Sknk0L6sZueON/2MHnKYsxeH7WXXQxz5zI2ZgYDmAD0Yie98WLHpBYhVpT/3rcCLbfbzdatWzGbzQwfPrwLB/bTcsh5Wikp0KsXtLRAQUEXjUxRFEX5PuorMOWHCYfhkkugsBAGDMDzzzlkrzbRMwEu7Amv1wGB9sN7+AXr7r0Gu8/Lu5MvZOHVk8lKKEPDgDHaSGKpIYG0xFK+IsBLQCY12EySmpYUIlJv6262+TFZJAMyN+FI8BDCQhk51LMLl2yiROTRc8Ne/jjtMVLLa6nITeOPH95D1ZBUYnFT7smhuPFUsu01DExcSSwepv5tEWfcshQh4cPbzuLNx8/kcsMuzmEgLi5gFruJACu4gL+zg1r+RgJXYsR5xC+7ovxk7dunr5/lckE0qFqzZg1SSvLz87HZbF08wJ+OUdF27qu/vW7W6NF658Gvv4b8/C4YmaIoivJ9VKCl/DB33AGLFkFyMnz0EVPz4pja9v91wWsGyYcmWOaTNIUFsxc9iX3VKsjMZNy/nsGZWAuAjxjsYUmpN4U9RnA53PgDdprcCfhMdrol7iXFWkNE0+sEe6YUMyY9zD4qqCQLgCA21oVGYTX6GPnOWm6++iVsviAFJw9k5tw7aEmNxQAENRMrK05Fk0YqW7JJse7h/x67n+H369/+Ln94FG/87mJA8CFbOYeBzKec1unmJcRRzUwEEKCQrE5fU0JRjiGt2azx48Gov59V2eB/Z/jw4RiNRjZv3ozH4yE2NpppHz0a/vlPfZ7WzTd37SAVRVGU71CBlvKfvfgizJoFZjPMnQt5ed855Gqn4GonRHIgVLgT2+P3AlD6/CucUpdKWVUKVuklLrGBUhlH2KBnrAxCw92QjKYZCQRiiLV6yHXsJSW2BhBIYBNJ1BKHlQhmfFhkEKehgYvu+YBpMxcCsOjqSTz3/Ayw6tWwArDgjz4DGCIRfn3bswx/uQDNAGtezOeja6dEjwQtetwWtmEjAz82TmVP28yuEAc65dIqyjHrEPOzWjsOqkYYP47D4SA/P5+1a9eyatUqJk2apO9ovY6qIYaiKMpRSc3RUr7fihXt35S+9FLbWjiHY5QatutngN8PV13FIydOpjQk0KQBX9BJVUEOIZ+17fiWYgdStj8+UGPFqvkxRPNKHp+T2tZ9GDkhYqdHdTF3TPsb02YuJGI08NyT1/LEKzcRtppofSojYeIMXs7I/IgcSzGf330OZ7y8hLDVyGfvn8pXM0ZxupiIMfoWmEQfANKxkcce+lPI5eQRQz4W8kjlj//zpVSU44aUsGSJfjsaaGma1rZQscpo/Xhjows+L29dABpg0CCIjYU9e6CqqotGpiiKohyOCrSUwysrg/PP1+dn3XYbXHXVdw7RNHh0Dtz8DOyrAl5+WQ/O0tIIP/44Vku47ViTLYApNojcZ0E2GqFcENrqIC6lERMB2GOgcmU3dnw1BANh4mQjFfuyCAX1xGsoaGbzl37uHvlXhi3YQlNiLHcsnMkDP78Xp2gGIIIBMDIACwYkGbKMeb88nwlzF+FzWnlq0Q28Nf1iiujLMAbyNOfyCFO5BL0O8o+M4yxcnMpGWphNCi+RxxLsjOjsq60ox47t26GyEjIyoH9/AHbs2IHb7SY7O5vs7OwuHuBPzynRL7m+EWgZjRBtlKGyWoqiKEcfVTqoHJrfrwdZ1dUwaRI8+ughD3tpPvzuFf12ycZKFsz9nf4fs2Yx0WJmg7GB7un1NIl4YuKbEWEDFctzMbojXDXIz0LNileLENPgp7ncAUBDfRK5lJMuqujdezevF1xHyGpm8qJFvHbvDOxeH5t6D+Hcv87F19NCprkUk9Cw4QcsnE2Ez7HgrIW7pzxGjzX7aUqNZdbC6ynO74nExi8YRzIuAFIO+n2SsdOND2mmnEagmAWcwBWdc40V5VjVWjZ42mn6eg2ossH/VWtGa9WqVYRCIcxmvfyaMWP07OGKFTB9eheOUFEURfk2ldFSDu3WW2HNGujWDd5667BrtDR42m9f9+XvwO1mx4izeT79QjaIICeYtjAmcQX2hGb985ZZ467T6sgYuZ+t9gacvWqw21uw5zVhj23GYIjQf1ABqVQDYDUGGZq8jocf/wNv33EZdq+PDy6ewqlvL2Vvzzyq/Nk4aQEpMROmG1W4WU7Ovm3cO/ZReqzZT0X3VGauuJ19+bkkkchvOZOTGXjYXz022nQDwHnQbUVRfqBDzM/66quvAFU2+N9KSUmhX79++Hw+NmzY0L5j3Dh9+8UXXTIuRVEU5fBURkv5rtdf1+djWa1684vk5MMeevPPYFMJ1K9Zy7nF/yBotDBlwCxK3hMkJdmI69tEIvV0Yy81ZHEVKbwma0FAOWE8xjAxQEysDzG5BqcUhEw29oR60NNcQsyBFmZddgcDlu8kZDJxx2/+yqs3XUlsbBO+WjuhgJVg2Eq2KAMEZsL4t8Twh8lPkFjeyL7BPbhr0R8JZpiIxcclnMhAMr/31x/F7ezhM2JIIoexHXppFeWYFw63f+g/KND6InrfqaeeeuTHdIw45ZRT2LFjB8uXL29r+c7JJ+uNijZuhMZGiI/v2kEqiqIobVRGS/mmjRvhxhv12889971rswQ0uLAG5k2X3L3/TgCeOPE2Slw9AbiiJJa+9ScTE05iEsUswMkF2AiG9VIiKaHZE4+nPo6WgB2ftOMnhupwIuv8J1P7Xhr/N/RlBizfSWV6KuNnf8Ezl99CoCWGGJeXtNxSejiLGJy4gRAW9tCdujVJ/GrCKySWN7J27DDu//IOcjL2k0Ml5zOCEXy3Y+K3mbHTh5+pIEtR/hvr10NTk76Ybm4uAKWlpezduxeXy8XgwYO7eIA/XYdsiGG3w6hR+oTZL7/sopEpiqIoh6ICLaVdYyNccIE+P2vGDLjmmu89/FMvfOKFCV99yqkbv6TOmchLv/w9uQnQOxmuGAozE1MI7riGPRuux9ySjRMT1kCE6pp0KipzCAesBOvjsESCbc/r9di44d6/8eKFN+OqaWLNxHyuXfksq0fo3+DGxrsBMJlD5OUUkm7shVv25oRPtjPrtDtJqHPz2eTTuOyD2eS69hOPm1QqScXLAaoIEgLaW7oritKBDlE2uGzZMkDPyBija2opP15rQ4wVK1agaVr7jgkT9O3SpV0wKkVRFOVwVKCl6KTUA6uSEkLD8vn3zGc4EP7+h/SxgAXJA3/T18xaf8PveHRUPGUVULQfpj8LM4vg6RL4RxnM2CxJxcqbsemcavES8tvQNCMtBivnmHeQEyklvbCChWdO586nZhExGHj+gRnc/MmT1HZP4eReS+mdswOnqwErflKpwSxDvBvMoO/sr7nnnEeI8QZYdMVErn/rVca4wmgH/YkvZx1P8DJP8Qq/ZydDWcf/UURYBVyK0nE+/VTfHiLQUmWD/5vu3buTlZVFfX09hYWF7TtUoKUoinJUUoGWonvuOZg3DxkXx8Qn3mV6g438fVAXOfxD+lphy94ljNqyhkhyMmfcdxNhD2hCIpLClDZK/AcFa+sibnqs38+TG2K4z+rAIMMQFhCULK4Yws1znmf12PGMWbeG8vQMblj8DK/ecxURo5EgZsJGQZpzP1mmcjKoxI4Pt3QxfebH3HXt45jCEd7/9c/Y+NooNsTF8bppOBP5OTWkU0Y2FbQAUE0dX7EPCXxBI1vxHPoXVBTlx2ls1LvfGY1w+ultd7cGWuPHj++igR0bhBDfyGq1GT1an1O7eTPU1h7m0YqiKMqRpgItBQoK4I47ACh7/hWWZ+rzmKoisDP4fQ+E3rMeA2Dleb+mxeLg7KGSnD/WE/dALf0eque3fSVX5UCfdDdCBijdmcubO2J4ZrMLs0lCWJBQ38j9N/6e669+HZeniXljp3PCK1v4ZOhE9u7qRWN9AgYkBiGJaAZ2Vw9g3f4xuJviuO2OvzHz/vsAePmxK1n6xFhajFAlSgFYjY9CerOHboATAxHsMkg/uQMLAZAGsrEB4KGFJ3id3/MEK9nUCRdaUY5xn34KkQiMHdvWlKG8vJzdu3fjdDoZOnRoFw/wp++Q62nZbHqwBRANahVFUZSupwKt453PBz//OQQCcN11ZF56IZPt+q6xMTBQgNsLjZpkTE0Qe0WAxz3RNFVREeKTT2gxxzAt4UZ+tQD2mcI0petzoA7EhSgzhZg9DH49zI3H42o77ZaARgADZy1fyNbpg7h04dt4YhzM+M3LnPfQXBqcSf/P3n2HR1F1ARz+zbb0QuhFBAKR0CFBuvQiJYiCFEEQFAVB/BQUEBVFpIkooCKiIk2KVAFFeu8B6UgTiIEQSihp2+b7YzYNQk+yyea8z7PPTubemTmTstmztxGX6MXVi/nIc92bUsThY3cn+lYhrsQVwBzrxsBuk+jw1VIsRgPdf/yBAb0nsDmhHgl4UwhtQo6yBACgoqM8jSiJP3rFTDElkuLWc3glFiMf2no0uznIeS6SiJnlbMia778QrmTFCu25VavkXUmtWXXr1sVwl2UixINLd0IMkO6DQgiRDUmildsNHgyHD0NQEEyYgF6BFUXhciBMSISSvSGgO/Tfa2e7RSVehaE3bKiqCjNmADCvfEeueQZw+hqUUvQEokdVIV+EO6br2hurveeLY/ZxBw8w+Jlp9uRpfh76Gn+80ZIi0RfYVqUmT/++l5+79sDok4hviSt4FEzAS4nDq9BRYrmJiQTidZ54xd5iWe+2dFk2l1hvD7ovmcqC9i8AEGUrwDECmYvWfSaMQD6jDh9Tix5UxBef5FsvgT/TTXmTvy5EyjT2Bbn7lPZCiHTY7fDHH9p2OomWjM/KGBUqVMDf359z585x7ty5lIJGjbRnSbSEECLbkEQrN1uzBiZO1BYjnjMHvLwAUBTIq4eZG7UFie122LpBQXEc9pSioCgK/PYbANsbdqOkP1QOgg0Xdawz5qXWqvycmuvP0z/o2BWJdqwRKKzy0j+zGFazLj1mzyDRZOLzUe/y5p4J6MqWwu6tw7/wZXyLX8Ny2UiDsofw8ogFIEZno9itc2x9uTYtNq/iev489F//JVeaV8JfsaNgp4gpEhsGormefJvB+BOENwoKYbQnlJrUoxHjDM0oqzOkqhfI63SkHU14jfZZ8AMQwoXs3g3R0VCiBAQHJ++WRCtj6XQ66tSpA9zWqvX009pU70eOQFSUk6ITQgiRmiRaudWNG9Crl7b98ccQEnJHlWfKaUkXwLN+OgYdNKJ8beCf541sWHwBjh0Db2+mjn2GIpVh8kVovR02X9Sx55QeVEi4Dq8tAsMZOxUv7WPdwAZMf6cX/hcvsaNWdertWs2uge8zV1+JWQEGnrAqJMZ4YD5swBxr4oipGOXsxYmz++N1MJbfanah8v5DWAID8di2gzdCO2LWJ1DM+zB1fPZQyBSFHoV6+AJwnmiG8jOD+Ynl7MQHX1rxHI1ohiGd9brLUpJnCMXDMW5LCPGAUncbdLxwXLhwgePHj+Pl5UVIOq8x4tGkOyGGyaQtXgwpC0YLIYRwKpdKtBRF8VcUZYGiKNccjwWKovg7O65sadAgOHcOQkO17oPpsNyCkiZoXAo+7gQrvtOhLtJjvqywe85BrVK1amAwcPxmynHHbsIrlYBL2uPS9gtUGvQm4c9Vp+HWTVwNyEP/yV/Qeu0STgU9hcWsMM9mYX40nN+tcGNxXqJXPcG12Lycji3Az9fKUHBzBHOe6Umxs5GcrVod47ZtmEoH4Y6OOGwoClxXPPAmAR+u8QtbuEE8+zhJHIkAbOFQ5n5PhcjN0hmftcmxgG6dOnUwGo3OiMolyTgtIYTIGVwq0QLWAleBEKADUA3Y69SIsqPNm2HqVDAaYfp0revgbex2eGUknD4La7dBhc/gsIdWpihQu7hjCuHChQEYVxH8VHDbCp9/DZXcoWLcecbtHMjJ+aXps28KiqoyrWcPqu7fwfQe3UmI8sTDdpPNio3x5gSW+V+CSG1NKzVBj1/EdZ7Ju4FXl01mRrNX8Yu5QUS71jy5dSMUKABAeXxpQF70KDyDHwYSUIBErMRj4SmeQO/4NS/Pk5n6bRUi17pwAcLDwcMDUk3hLt0GM0doaChubm4cPnyYK1eupBRIoiWEENmKy0wBpShKKaCUqqpJ/VNOK4rSFDilKEpvVVWnOjG87CM+Hl59VdseMgTKl0+3mk4H+fwh4pL2dbQNqAIUgW9aQh17fvgSOH4cVJUeTypMWgyHIxKoe+EvvLr8QnjEUgx2bSGuJWXbMrTT5xyr/xTqfzqCb9mI9TnLxZjCmK96ggKnCl/HEJiI9Zg7KCqVn9pHz8kz6D5wDgAn+vemzIRvtTV6HPQojCHlHuZgJpxz1CGQgvhSEF8+pivXiaUMRbnELdZzmlIEUJ1iGf3dFSJ3WrlSe27cWEu2HDY4urBJopWx3NzcqFGjBps2bWLr1q2EhYVpBSEh4O0N//wD//0HRYs6N1AhhMjlXCbRUlX1tKIoIensiwHHXN8P4OjRo3cdS7B3rws0jn3+ufZPuFw5GDr0nlX/+gqeGQ2XTUBBQIVK5eGluoCtDgQEwP79ULky5idLMPHkNaqd2IOHLQEAq17P3DYvMOn5gWxTamrtpybADkevGejhl5/pVz0ABVSw3nTHrdktDOUS4ZSOoZ+PpfnUtQDMGNeXhQOfIYRwPqL6XWPuQnW63FZekDwUJA8An7CWKMcCxZ/QhPIUfIRvonAVd/tbT0hIyOJIcrjly7XnVN0GIyMjOXr0KF5eXlSvfve/WfFo6tWrx6ZNm9i8eXNKomU0Qr162uyP69dD167ODVIIIXI5l+o6qKrq6dRfO8Zn+QOnnBNRNvPPPzB2rLb9/ffg5nbP6sElYGw/0JcEf0/440XY2wN83dBmt5o3D1tAXiyHj2Ja/jt1jm3Bw5ZAeNGqvN//U0rsOUaXiTPYpquhTTuoAhY7AJ56lc8DfKlotidfT+dhQdFBXvfLrPi4Lc2nrsXiZmL+rDHsGliSUpzhKms5SxSXLND0KFQ6AJtuPNjt27Bzhbjkr6OJTVMeSRxXHOO5hBAPKDERVq/Wtlu2TN69Zs0aQGvNMplMzojMpaW7cDFI90EhhMhGXKZF6y5+AMIfpttgcHCwa7Rc3U5VoX9/MJuhZ09wDKa+n1cqQIcgMOrA7fbfliZNGDXpX9bO3E0hr4tcbpGP/WWrcLlAADo/rUVgmpuJfkYrRcqewmbTkVdXlOt+Bjwx0m2vwsEtBihro3BFC/U94YmIPfRp+zolj53jWsEAlHkrGHO6HPnU9aBAEP+QoMbz3QVY40iw3joL+yve/1706OhFdRZykJIEUDvVmK15nGUy/2BCxxiqEEree5xJuIq7/a17enpmcSQ52KZNEBsLFStC8eLJu5MSraZNmzorMpdWq1Yt9Ho9e/bs4caNG/j6ajOtSqIlhBDZh8smWoqijAFKAY2dHUu2sHgx/PUX+PvD6NEPdaj3XT6Mttig3FPefFhY+8deyMNCzHELDNFhL+xO5U8s9Aw2sK7JXq7mPwvAqf1mTiZW0E7gr4JJgWN6mhn01Hefw/Md3sbv2k0iKpSG35ex9L9gTpWJ5pKijcO6oBaiLvkpnCqmwg8xmVlTStOU0nfsX80FAMzY2UCUJFpCPKh0ZhtUVTU50WrSpIkzonJ5vr6+1KpViy1btrB+/Xratm2rFVStCn5+cOYMnD0LT8okQEII4SzZtuugoijtFUVZ/QCP3ukc+z2OiTFUVY1xQvjZS0ICDByobY8cCfnzP9bpDl6EAmPB9AmMOHuDN784w9sdrfi4G7F+4wHXteTp0lR3TseCt3d88rFuxlRjXxRQWiZSsLiNkQcm83Lz3vhdu8mmNrWZu20ehYoHc8AKiTc9scVrE2BcJj8e6OhfEMaUjKNvqUimBJof634A6qLNMo6KAAAgAElEQVTNYqhHoRaP9/0RIldJJ9E6fPgwFy5coHDhwpS/y4Q74vEltRb+9ddfKTv1ekiafERatYQQwqmybaKlqupvqqo2fYBHmm6BiqIsAGJUVe3gpNCznwkTtE83K1SA3nfkpfcUEQsd1kGn9RAVD2v2QJUuEL0SuAL79/myTneNdU+d40Qs4K0kH3tBD5XXQke1Au4JfsREB3Dqr7KwA5RLNjBbMZoT+Wllb4oO7Y/eZmPl4Ff4bfFkuvmUZ8IRmHoWEqK9uLWpEH52A73Jw7OKkf3KGfYWWMuZ/DsYadyABdtjfYt6UIofqcFsalNHEi0hHsw//8DJk5AnD9Ssmbw7dWuWoih3O1o8pmbNmgGwOmmMXBLpPiiEENmCS3UdVBRlNRADzFMUpVqqopjbJ8rINS5d0mYaBC3hSmfNrHt5dxf89q+27WGAmD/BbnUU/gf4wb+zg6jYJkrb1xY4AOQDysAtKwza78/fcY2x6gE38IhTKRgJlnVR/DajPTXP7gR3d/jxR1p26ULScPrLqealCLJ6sEdXAjsqX7CAw1zlpqMVKoJbXCSeJ/BOE/u8RAsfxidQVq9ntrcHPvd5wxeE70N9b4TI9ZJas559Ns1rS9Ibf+k2mLlCQ0Px9/fnxIkTnDlzhpIlS2oFqRMtVdUWPxRCCJHlsm2L1sNyrKPVBGiPtkhx6sf7TgzNuT78EG7d0rr1PMKbHmOq3xCTDmqWS1Xooz3F/+fNm3HF+bgSfNMa9n0JXV4E8kAevcreW2C1AxYIeu4Qr72yjwo7N7J3Qgg1z+7keqHisHUrdOmS5toDy0OrolA9L3zztLYvjgROcQETZoxoXQZv4EMXIriIJc3xb8XFc9ausspiZWZi2jIhRAZIp9ug2WxOXqhYEq3MZTAYaNSoEXBbq1bFipA3L5w/D6dz52eMQgiRHbhMi5ajxUo+tkvt8GGYNk3rs//FF490iglPg4ce9AqMCoU8daBKGbiZAH23QvRNyOcJzYsaKehIvPZdgareNubs1XHNokCQCqUU/NzMhBbYSa0vV/Ll5CXo7XY2lm2C3+/TqVL6zoU187vDcsdUJue4xgdsQ4+O0jzBSc4TTDxLCKIQF7l8JZbqUeepFVGMX5uY0OuguE5HjE2bPr64Tn41hMhQN25oMw7qdNCiRfLuHTt2EBsbS7ly5ShSpIgTA8wdmjVrxqJFi1i9ejW9k7qG63TaOK1Fi7RWrcAHXkpSCCFEBnKZFi2RjsGDwW6H11+HsmUf6RT5PeCzEDh1Exr+AVujoPnT8Jcdon2AvPBqQ5KTrP7bodpSeH+ZDiyO5CZCoWcRGFp6He+0n0Sn9xeht9s5PnAAY/a9xZDS4cxR/yNGtXMiEVqegw7nIdqaEscc9nKSyxznEpH48gkv8wldqYQ/sTYf7Hl1+JS7zgbfy/ylTXDIEh9PPnA3McvLg9amh5iaUAhxfytXgsUCtWtri5c7yLTuWSvp+7xmzRpstlRjVR0tXdw+fksIIUSWkUTLVa1eDcuXg7c3fPTRY53qi4OwJhL+vgpv7dD2/ROD9tvjAVGpxlIt/Fd7tnspoKjactFN4NzO7fSq8BohS//mpocP0UtnM3dcF2zuKqetxelr0VPVEs1r0Vb+uAW/3YTh0Snn9cQ9eTscK5G44YaRGZTApOiTyxQFijmGahXV6fjI050ObpJkCZHhFizQntu3T7P7zz//BCTRyiqlSpUiMDCQmJgY9uzZk1KQ1Mq4apWWEAshhMhykmi5IpsNBg3Stj/4AAoWfKzTFU61dqu3ASYdgp7BUFABt2OwdBlUWQzFFoNiBHRgyAOUV6C6yttLJrDy9WfIGxPBzlJPU3n0fp5Ru3DkRBAWi4Foez4ArqFyzOc6RqOWuXmm+u3sSCgXKcJ/FCWSlG6G7uj4WVeRcokmnrjoz0+FC1JRJg0UInPduqW1aAG88ELy7qioKHbv3o27uzsNkyZkEJkuafbBNNO8BwZCcDBcv66NgRVCCJHlJNFyRbNmwd9/wxNPwIAB961+Ih5Ox9+9fEA5+KoGDAiG/ZfgrW0wYDs01EPiLbhqgr/j4b94iEwEdOBhhDzWqyz+tB0Tvn4Ho83KhOD/UffTLZwpWIpj8TD/jD++x5pQzq6tPqyqEJ3gRumSJ3krr43hqRKmgrgzjBoEU4ahFKEaKdlfED785laeVYVK0qq4HiFEJvvjD219vlq1oFixVLv/AKBhw4Z4enre7WiRwZJaD++Y5r11a+15+fIsjkgIIQRIouV64uK0ViyAzz4DD4+7VlVV+OECPLUbyuyGuZfSr6fXwYDy0L0M3HD0QIkxQ56k2dATATXppEAkPHNwOweGVeW5HUuJ9fVnyjeL+fS1L7HZHd34HD0B480mvtYFEBfjzc1rfhgUOzaDjbcKWPC67bezKb78wJO8Qt47YowinrEc4UdOYcV+v++SEOJx/Pab9nxbt8EVjlkIW6WahVBkvoYNG6LX69m+fTs3btxIKZBESwghnEoSLVczcSL89x9UrQpdu6ZbxW6Hjn3BUBKGvQOqHezAwsspdbYehaW7tLpJquSFrqXBXQ/dysDEDtC3JZj8IU8CvFQUdIdsDF4+iiWj6lEs+hy7gqozcE44Y4OeIyYQVF8tYWtYTCU0v4UxQSohJj2b/D1o4HOT0nkjqGT3JdQSQ0HzRSarN+6IPz0jOMQCLvMdkSzg3GN8A4UQ9xQXlzKte6pugxaLJbnrWsuWLdM7UmQSf39/atSogdVqZe3atSkFtWuDvz8cPw4nTjgvQCGEyKUk0XIlV6/C6NHa9pgx2hS/6ThwFOYv15KoS1uBE6AkwPPaUCl+3Qx1P4DnRkO/H1KOUxSY2Qjie8GMhmDQwzftIWE4XO0Fg70jWT2nKaO2DsWg2hgXNpC6X25hS56SlEzqRaRA/fwq3qEX+K9qBMN8LnDaYicfetZ5FeCwvhx7rB6oaA1ln9hvcP0+LVT/JMJ2q5GLFCGKwvyB9Z71hRCPYeVKiI2F0FB48snk3Vu3buXGjRsEBwenLJwrskxrR+vV77//nrLTYNAWk4aU5FgIIUSWkUTLlYwdqw18btIE7jHjV/GikDePtu31JOg3gnEW+Edq+7YdS6m77fj9L6sowJIlVGheiUbn1xPlUYAWrf/gvT7jsLmZGFMG5ofCyLIwqxpUf8LMHrQJL8JJpEKkhTL/woRr2vnKKknLu6l4KHC/OQNfPAsR8SndCRNSzVAohMhgs2Zpz7ctMC7dBp2rTZs2gPZzsKfuipDUfVASLSGEyHKSaLmKyEj4+mtte+TIe1YN8IedS+H7UVCpPtjsYLbCjM1aec/GkNcHlDg4exze/PIeJ4uLg969oV07uHIFtXlzojYcoNa4FrxcBvbUgpb5Ia8JhgbBS8WgJEZKONbK9rAaSLBoqdTcm9opFxkCeE3vTpjByEJdfjzv82saZ4fr0Xmx2xX0KvTA/77fLiHEI7hyRWvR0umgc+c0RZJoOVf58uUpUaIEly5dYteuXSkFLVpoP6+NG7VFpoUQQmQZw/2riBxh9GhtFrAXXoCnn75v9cAS2uPaMth+WtvXtKL2rEuE16vB5wshBvh2CfR4Fi6eTGTjFgv/ervjlsfAm4E7Kdu/OwGnjoObG4wZg9K/P5V0Oird49pe6FhJEf7GzIUEE93sOqzA8471rzwUhXH6B0+WfnkCPrjoyZORJRlbBPIr8vmBEJli/nxtTabmzaFQoeTdp0+f5ujRo/j6+lKnTh0nBph7KYpCmzZtmDRpEr///js1a9bUCgICtLFaW7Zo6yumGlcnhBAic0mi5QoiI2HqVG37448f6tD3w+CZsuBmhGol4fQ5qPUCxJtBKQyqAu4miDhl5oW2MagqGDxu8EHV73l650gMNhuHi5fj8thfqd/xXulVWv7oqY8HeEONkhBrhwpuDxV6slpesC4QpIFWiEw2c6b23K1bmt2LFi0CtEkwjEZZINxZUidaI1P3bGjdWku0li+XREsIIbKQvDN1BWPHQmKi9g+0YsWHPrxWkJZkAZw8C/EJgB3US/C/9rDuKzDH2lFVqMRhdsa3YPi2T9HZ7XzR811C5u+lS2QlyvwCPx95sGvesoDZpm2XND56kiWEyCKnTsH27eDlBc89l6Zo4cKFALwgb+Kdqn79+vj4+HDw4EHOnj2bUpB6nJZdlr8QQoisIolWThcdDd9/r21/+OE9q06eAa17wW8r716nQQ1o1RBMJujfBb58C2pVgHYtYUG58eyhOdU4yL9+JWg0cR2DBn1B4mZ3IvVw8jq8vg6s9/k/PvUo+E2HIrPg7ysPd7tCCCdJmgTj+ee1ZMshIiKCHTt24OHhwbNJM9wJpzCZTDRv3hyApUuXphSUKwclSmj/L3bvdk5wQgiRC0mildN99502NqtVK6hc+a7V9hyA/sNhxXro/DZE3yXBMZlg+Y+QeAwmJvVC3LgR09NVaX9kHEas8OabfPHjQTbuaQBvAanGXRfyBMN9fqu+Ogg630RiS8TS56xKhOUh7lcIkfVUNSXRum19vqRug88++yxeqRIw4Rzt2rUD4LekRaVBmxo2qVVr2TInRCWEELmTJFo5mdWa0pr1zjsPfJiiOKZkv5/ISG0sRoMGcOwYBAXBpk0weTJVq3vj2QEKNYIRL8CvzWBwCKx9/v6nLR8UR5H2ZyhY/zwnAi/Q5Oz9jxFCONHOnXDypDYBRqNGaYqS3tC3b9/eGZGJ27Rp0wY3Nze2bNnChQsXUgocCRjz52uJsxBCiEwniVZOtnq1lgwFBUHDhvesGloJvvkEwprA3K8hX8A9KsfGwmefaeedNUubUfCTT7CG/80az3ocOg9vHIU4BS5WArdQ6FQWRtWBMg8wWWC9SnEoem3b3SuWMxb5vy9EtpZ67SxDyhxKFy9eZMuWLZhMJpnWPZvw8fGhRYsWqKqaPHYOgPr1tUT55EkID3degEIIkYtIopWT/fqr9ty16wM1UfXtBkunwvMt7lIhIQEmT4bSpbXxXrGx2qegR47ARx/x0nh3mg6Caq9qjWlJ8jzk+sAtdT4EqI5M67o/kwo9YAubECLrJSSkfa1JZcmSJaiqSvPmzfH19XVCcCI9HTp0AGDBggUpO/V6ePFFbTvp5ymEECJTSaKVU1mtKX3tO3Z8vHNdvQpjxkCpUtC/P1y8CKGhsG4dLFqk7Qf+2qNVt1jAbQ9wDQrmhZcKP9zlSuPGViWQXZTmfN789M7zeOELITLRggXaa0S1alClSpqipG6DMttg9pLUfXDz5s1puw926qQ9z5snsw8KIUQWkEQrpzp8GK5f15KgoKCHP15Vtamae/SAokVh8GC4cEF7I7VwIezaxT9Fn2HlSjNms9avr7djLHUeb7AsA8ZA2Wng8Qi/RR7oKCDLuAmR/X37rfbcp0+apufLly+zYcMGDAYDYWFhTgpOpMfX15fmzZvf2X2wZk148kmIiIBt25wXoBBC5BKSaOVU//6rPQcHP/gxqgp798LQofDUU1C7Nvzyi9Y1qHlz+OMPre/+88+zN9xGpUrXadXqFu3a3QJgTG+ImAevtwK7Y6bA8EMZe1tCiGxk3z7YsQP8/KBz5zRFS5cuxWaz0bhxY/LkkWbp7OZFRzfBNN0HFSWlB8TcuU6ISgghchdJtHIqiyPTMdynVSguTkug+vXTPskMDYVRo+DECShYEN57T9v+809o0SL5E+tt26wkJmqnWL8+Zf51T1/4wQA4Jr146+UMvi8hRPbx3Xfac/fuadbOApg9ezaQMh5IZC/37T64YEHawbZCCCEynCRaOVXp0trztm1w6VLKflWFM2fgxx8hLAzy5oWWLeGbb+D8eShcWOsCtHat1n1kzBjii5XmrZHwwgA4clI7Tdu2RooV0349+vZNme3iXCxcMQK9gLeh3Ytw8hpcuJU1ty2EyCLXr4MjmaJPnzRF586dY/369bi7u8u07tnUXbsPVqmidTe/dAnWr3degEIIkQvIIJmcqnJlrevftm1ay1T16loXwLNn4caNtHVDQuDZZ6FNG61FS5c2v/56JkxyvJ86dwF2z4fixfWcPOlHTIxKwYIp9Sv4Q7visPgchJWAdSfhvQ1g0sPvL0Czkpl720KILDJjhtYi3rAhlC2bpiipNSssLAw/Pz9nRCceQKdOnVi2bBkzZ86kX79+2k5F0Vq1Pv1U6z7YtKlzgxRCCBcmLVo5laJok1Z06qStc7V7Nxw8qCVZ+fNrSdV332nrbO3ZAyNGwNNP35Fk3Yubm5ImyQLQ62BRAzB3haWNYN4xbb/ZBov+ycD7E0I4j6qmdBvs2/e2IpWZM2cC0K1bt6yOTDyEtm3b4uPjw65duzh69GhKQdI4rUWLSO4jLoQQIsNJopWTFSqkrYdy8qTWshUeDlFR2mPZMnjjDa2r4H28/TIM6AYvNIMZox7s0kbHb067MtqzQQetAx/xPoQQ2cvGjXD0qPb60bZtmqLw8HCOHj1K/vz5ad68uZMCFA/C09OTjo6k6pdffkkpKFdO6xUREwPLlzspOiGEcH2SaLmCYsWgVi2oWhUKFHjo1X/d3eCrIfDbVxD8kMnSB7Vh/ytw/DVoXfrhjhVCZFNJrVmvvQZGY5qiGTNmANC5c2eMt5WJ7Kd79+4AzJw5E5vNllLQo4f2/OOPWR+UEELkEpJoicdWuQCU8r97uV2FqDjtWQiRzV24oHUp0+u1RCsVs9nMr7/+Cki3wZyiTp06BAYGEhkZydq1a1MKunbVkuhVq7SJkoQQQmQ4SbREpjLboPFSKDQdmiwDi+2+hwghnGnKFG3a77AwrbU8lcWLFxMdHU358uUJCQlxUoDiYSiKwssva+tw/PzzzykF+fJBu3Zgt8P06c4JTgghXJwkWiJTHbwCGyK17fX/waGrzo1HCHEPsbEwebK2PWDAHcXfOboU9unTB+UhuygL5+nRowc6nY6FCxemXVPr1Ve156lTZU0tIYTIBJJoiUxV2g+KOdY5fcIbSvk6Nx4hxD1MmwZXr0LNmvDMM2mKjhw5wsaNG/Hy8pJugzlM8eLFee6557BYLEyZMiWloHFjbU2tiAhYssR5AQohhIuSREtkKj832NsBljwLe9prXwshsiGLBcaP17YHD75jUp2kN+gvvfQSvr7yiUlOM8DRQjllyhQSk6Z01+mgf39te+JEJ0UmhBCuSxItkekKeELbktqzECKb+vVXbVKE4GBtHb5UYmNjk6cH79OnjzOiE4+pXr16VK5cmUuXLjF37tyUgu7dwccHNm+G/fudF6AQQrggSbSEECK3s9thzBht+7337ljYfM6cOdy4cYOaNWtSpUoVJwQoHpeiKMmtWl9//TWq6pgG1scHevbUtidNclJ0QgjhmiTREkKI3G7xYjhyBIoWhS5d0hTZ7XbGO7oU9uvXzxnRiQzSuXNn8uXLx759+9i6dWtKwZtvas+zZ8Ply84JTgghXJAkWkIIkZvZbPDhh9r20KFgMqUpXrZsGcePH6d48eK8+OKLTghQZBR3d3def/11QGvVSlamDLRsCYmJ8MMPTopOCCFcjyRaQgiRm82eDUePQokSKdN9O6iqyhhHl8J3330Xo9HohABFRurbty8Gg4HFixdz+vTplIKk6fy/+kqb5l8IIcRjk0RLCCFyK7MZhg/XtocPv6M1a/PmzezYsYOAgAB69eqV5eGJjFekSBG6du2KzWZj1KhRKQVNm0KNGnDpkozVEkKIDCKJlhBC5FY//ghnzkDZstC16x3FY8eOBbSxWV5eXlkdncgkQ4cORafTMX36dM6ePavtVBT47DNte+xYuH7deQEKIYSLcNlES1GU7xVFURVFaeLsWIQQItuJj095Yz1iBOj1aYoPHDjAihUr8PDwoH/SWkvCJZQpU4YuXbpgtVoZPXp0SkHjxlC/Ply7BhMmOC9AIYRwES6ZaCmKUg0IdXYcQgiRbU2cCJGRULUqPP/8HcXDhg0D4LXXXiNfvnxZHZ3IZB988AGKovDjjz9y/vx5bWfqVq0vv4QrV5wXoBBCuACXTLSAH4DvnR2EEEJkS2fPwqefatujR9+xbtbWrVv5/fff8fLyYujQoU4IUGS2smXL0rFjRywWS3JSDUDdutCiBdy8qXUhFEII8ciU5EULXYSiKL2B91VVDVQURQWaqqq65gGP3evh4VEtODg43fK9e/dmYKRCCGcLCQlJd/++ffuoWrWq6/7Nt20Ly5bBiy/CvHlpilRVpX79+mzevJlhw4YxYsQIJwUpMtvp06cJDg7GbDazd+9eqlWrphXs2QPVq4OHB5w6BYULOzdQJwkJCSE8PDxcVdX0XyiEEOI+XKpFS1EUf2AM8LqzYxFCiGxp6VItyfLxSXcczp9//snmzZsJCAhg4MCBTghQZJVSpUolj7979913Sf7gNTQUnntOG8f37rtOjFAIIXI2g7MDyGBjgD0P2oKVnuDgYNf9FFsIkcbd/tY9PT2zOJIscusWJE1sMXIkFCmSpthutyd3FRwyZAh+fn5ZHaHIYh988AE///wzGzZs4PfffycsLEwrGD8e/voLfv0VXnoJWrVybqBCCJEDuUyLlmMCjN64aGvWvn3Qrp324aLF4uxohBA50iefwPnzEBICffveUTxv3jz2799P0aJFefPNN50QoMhqefLk4aOPPgLgnXfeIT4+XisoVUqbjRLgjTe0MVtCCCEeSrZNtBRFaa8oyuoHePR2HNLR8XzKMa170uCz1am2c6zOnWHJEm0iqKlTnR2NECLH2bNH6yqo08H3398xnfvNmzcZNGgQAMOHD8fDw8MZUQon6NOnD+XLl+fUqVOMHDkypWDAAG2sVkQEDBnivACFECKHyraJlqqqv6mq2vQBHlMd9d9XVVVJegB5HKfq4PhaCCFyp9hYrfuXzaa9eU5nEpAPP/yQ//77j+rVq/PKK684IUjhLCaTiamOT/DGjBnD4cOHtQK9HqZNA4MBvv0Wtm51YpRCCJHzZNtE63Gpqhrj2Iy5Z8UcYu5crevgwIHQu/f96wshRLKBA+Gff6B8efj88zuKw8PDmTRpEjqdju+//x79ba1dwvXVrl2bN954A6vVymuvvYbVatUKKlWC998HVYVXX9WSdiGEEA/EZRMtV1OlCixaBOPGgdHo7GiEEDnGihUwZQqYTDB7Nri7pym2WCy8+uqr2O123n77bapWreqkQIWzjRo1iiJFirB9+3YGDx6cUjBsGAQHw7Fj2tg+F1sWRgghMotLJ1qOboSPPAOhEELkaGfPQo8e2vbIkVC58h1VPvvsM/bt20eJEiX45JNPsjY+ka34+/szb948DAYD48ePZ/78+VqBuzssWKCtqzVjBvz0k3MDFUKIHMKlEy0hhMi14uK0tZAuX4bmzeGdd+6osnv3bkaOHImiKEyfPh1vb28nBCqyk7p16zJ+/HgAevbsmTJeq3x5rWUUoF8/kGVQhBDiviTREkIIV6Oq0LMn7N8PpUtrayHp0r7c37p1i5dffhmbzcbbb79N/fr1nRSsyG769+/PSy+9RGxsLO3ateP69etawcsva+O0EhK0dbVOn3ZuoEIIkc1JoiWEEK5m3DiYNw+8vbV1IfLkSVNst9vp3r07x44do1y5cmmn9Ba5nqIoTJ06lUqVKnHixAm6d++O3W7XCidPhsaNISoKmjWDyEjnBiuEENmYJFpCCOFK5s+HpIkMZs7UunzdZuTIkSxatAg/Pz8WL14sa2aJO3h6erJo0SL8/f1ZunQpo0eP1grc3GDxYqhWDU6dggYNtHW2hBBC3EESLSGEcBXLlmnrZakqfPaZNkbrNosXL+ajjz5CURTmzJlDUFCQEwIVOUFgYCCzZ89GURSGDRvGggULtAIfH1i1SpsO98QJeOYZbfkAIYQQaUiilUNs2PAvBQqM44knJhAefsHZ4Qghspu//oIOHcBq1dY9Gjr0jiobN26kc+fOAHz++ee0bNkyq6MUOUzLli357LPPUFWVLl26sGzZMq0gXz5YuxZCQ+HMGahdGzZtcm6wQgiRzUiilUOMHLmZ6Og4IiJuMH78dmeHI4TIThYsgLAwMJuhf38YNQoUJU2Vffv20aZNGxITE+nTpw/vv/++k4IVOc2QIUN47733sFqtdOjQISXZCgiA9eu1iTGuXIFGjWDMGEgazyWEELmcJFo5RPny+ZO3K1TIf4+aQohcZcIE6NgREhO1abe/+uqOJGvnzp00a9aMmzdv0rFjRyZNmoRyWx0h7kZRFEaPHs2AAQMwm820a9eOKUlTvSdNuDJ4MNhs2nNYmDZZhhBC5HKSaOUQX3zRjJ9/bsucOc8zeHBdZ4cjhHC2hATo00dbH0tVtZaEiRPvmMZ94cKFNGjQgMuXL9OyZUtmzJiBXq93UtAip1IUhQkTJjB8+HDsdjt9+vThnXfewWw2g8GgtaIuX67NcLliBQQHawsbq6qzQxdCCKeRRCuHMBh09OhRhc6dK8on0ULkdsePQ82a2gKyRiPMng3vvZemJctutzNmzBg6dOhAQkICr776KkuWLMFkMjkxcJGTKYrCxx9/zLRp09Dr9UyYMIG6detyOmk9rVattLXbWrSAa9egVy+oUQM2bHBq3EII4SySaAkhRE5ht8PUqRASAn//DYGBsH07dOmSplpUVBStWrVi8ODBqKrKqFGjmDp1Kkaj0UmBC1fSq1cvNm3aRPHixdm9ezdVqlRh1qxZqKoKxYvDypUwaxYUKgS7d0PDhtC6NRw65OzQhRAiS0miJYQQOUF4ONStC6+/DrGxWnIVHq4lXQ6qqrJkyRIqV67Mn3/+SUBAAEuXLmXw4MHSEi4yVO3atdm/fz8vvPACN2/epFu3btSpU4dt27ZpLasvvQQnT8Knn2rjuFasgMqVtfGEW7ZIl0IhRK4giZaThYSEEJLqjdLdHP0HQhpDlQZw8NNZzpoAACAASURBVEjmx/UwHvQesqucHj/IPeRUD3TPO3dCmzZaQrV9u9ZKMHeu1mLg65tc7eDBgzRt2pR27doRFRVF/fr1OXDgAGFhYZl8F67zs5P7eDh58uRhwYIFTJs2jQIFCrB9+3bq1KlD48aNWbFiBTZ3d/jwQ21h4379tPGD8+dDvXpQsSJ88QVcuPtyJa7y8xBC5F6SaOUQw8dC+AH4+zAMG+XsaIQQmcpshnnzoEEDbSzW8uXg4aFNfHHsmNYqoCioqsqWLVto27YtlSpVYu3ateTJk4dJkyaxdu1aihYt6uw7ES5OURR69erFyZMnGTZsGD4+Pqxbt47WrVtTokQJPvroI/6Ni4NJk7T1toYNgwIF4PBhGDQIihWD+vW1pOvYMWnpEkK4FEm0cognUr1fKi7vnYRwPWaztujw669D0aLQqRNs3Kh1uxo8GP79F8aPBz8/zp07x+TJk6lduzb16tVj2bJluLm50b9/f06cOEG/fv1kZkGRpXx8fBgxYgTnz59n7NixlC5dmoiICEaMGEGpUqWoWbMmn02fzp62bbGeOaNNCf/cc1or16ZNWtIVHAxBQdokGj/8QFBcHHpJvIQQOZjB2QGIBzNyKBQuqC1T8tZrzo5GCPHYrlyh2s2bVLl1C5o2ha1bIT4+pbxiRS3p6tqVa3Y727dvZ+vWraxcuZL9+/cnVwsICODNN9+kX79+FChQwAk3IkQKPz8/Bg0axMCBA9m4cSPTpk1j4cKF7Ny5k507d/Lhhx/i4+ND7dq1qV27NqEdOhB69Sr5d+5EWblSG9d18iT89BO/AgmKAnXqaH8PZctqj6eegiee0KaVF0KIbExepXIINzd4t6+zoxBCPDC7HaKjITJSe0REaF2jDh3SHhcv8kNSXcc4lZslSnCmUiX2lynDzrg4ji9ezPHRo4mIiEhzai8vL1q0aEHbtm15/vnn8fLyytp7E+I+FEWhQYMGNGjQgO+//561a9eyYsUK1q1bx8mTJ1m1ahWrVq1Kru/l5UVgiRI0KVeOuopCuVu3cDt4kBJWK2zbpj3SXkAbr1i0qNb9sGhRKFIE/P21h59fyiPpa2/vO9aZE0KIzCSJlhBCpOPW2bNs7NoVLJbkh2K1Jj8rViuGxERMCQmYEhNxS0jALTERN7MZN7MZn/j4e3Z7ilUUDqkqe4H1wEYg+t9/tS6CtzGZTISGhlKnTh0aNmxIw4YNcXd3z6Q7FyJjeXl5ERYWljwxS2RkJJs3b2b37t0cOHCAAwcOEBUVxYHDhzkAfJnq2AAgBCgLBCsKFY1Gytjt5Lda0V24oH1IsWfPA8WhKgpmDw+s7u7YTCZsJhN2kwmr4zlpn83NDZvJRMKpUxn8nRBC5DaKKv2fkymKYvPw8NAFBwdn2TWPHj0KQFZeM6Pl9HvI6fGD3ENGCw8PxwN43EisgCXVIwGIdzybU9UzGo0YDIY0Dzc3N9zc3HB3d8dkMmXr6dmz08/ucch9OI/NZiMxMRGz2Zz8fPXqVVRVxWg0YrVasdlsaY4xAqbbnnVonyDr03k8bFvWPsDxDin8kW9MCOEKSgA3VFUt+bAHSqKViqIoNkDn4eGRZddMSEgAyNGfTuf0e8jp8YPcQ0aLd4yVyuzXgux0z49D7iN7kfvIGPHx8Xh4eOSohFUIkfGOHj1KfHz8VVVV8z7ssdJ1MK391apVq7Z3794su2DSGiFZec2MltPvIafHD3IPGc3T05Pg4OBMjyU73fPjkPvIXuQ+MkZWvQ4IIbK3kJAQwsPD/32UY2VUqBBCCCGEEEJkMEm0hBBCCCGEECKDSaIlhBBCCCGEEBlMEi0hhBBCCCGEyGCSaAkhhBBCCCFEBnP56d0VRfke6A00VVV1zX3q7s3qWQeFENmPzDYmhJDXASEEJM86GK6qasjDHuvSLVqKolQDQp0dhxBCCCGEECJ3celEC/gB+N7ZQQghhBBCCCFyF5dNtBRF6Q34q6o61dmxCPHA4q7B8g9h/Vdgtzk7GiFEbnX1LCx9H3b+4uxIhBAixzI4O4DMoCiKPzAG6PCwxx49ejR5NfrbST9tkelmvQIHl2rbNgs0GeTceFzc3f7WExIS5LVA5G5TWsGFw9q2ux9Ufs658WSie70OCCHE43DVFq0xwJ77TX4hRLZzPTL9bSGEyEryWiSEEI/N5Vq0HBNg9AYCH+V4mWFIONULX8G8PuCdD5q85+xoXN7d/tZltjGR63X+AZYPg0LloGYPZ0eTqe71OiCEEI/D5RItoKPj+ZSiKKn3r1YUBVVVlXSOESJ7KFUbhvzt7CiEELldlRe0hxBCiEfmcl0HVVV9X1VVJekB5HEUdZAkSwghhBBCCJEVXC7Rup2qqjGOzZh7VhRCCCGEEEKIDOLyiZYQQgghhBBCZDVXHKN1B+kyKIQQQgghhMhK0qIlhLivuH37ONenD1emT3d2KEIIF2Q3m7kwYgQR//sflkuXnB2OEEJkiFzRoiWEeHSqzcbJZs2wXr7M5SlTMD35JD4NGzo7LCGEC4kaM4YLH30EQOKpUwQuW+bkiIQQ4vFJi5YQ4p5Umw3bjRvJX1uvXnViNEIIV2RL9boirzFCCFchiZYQ4p50JhNP/vILniEh5OvbF//nnnN2SEIIF1NwyBD82rTBq04dnpg82dnhiNxIVWHZMhJatuSmnx+39Hp2mUwMCgrii3HjuCofAIhHIF0HhRD3FdCpEwGdOjk7DCGEizIWKCDdBYXzxMRAhw6wZg3ugLtj99N2O0+fOMHS996j5vjxzFiyhJo1azozUpHDSIuWEEIIIYTIna5ehSZNYM0aooGBwBtNmrB29myuffIJZk9P2gK/RkURVq8eS5cudXLAIieRREsIIYQQQuQ+8fHQogXs3cspIAQo+uWXTFm9msZdupDno48wHTqEWro0IcAMq5VuXbpw8OBBJwcucgpJtIQQQgghRO7z7ruwezdngPpA31Gj+N///pe2TsmSKGvWoObLRwvgvbg4wsLCuHz5shMCFjmNJFpCZCIL67hJM+IYgIrF2eEIIcRji2cUN2lCIrOcHYoQj+7wYdQpUzAD7YBO777L4MGD06/75JMo8+ej6nQMBvz//Zf+/ftnYbAip5JES4hMFEsPrGwhkR8wM8fZ4aRhP3cO2+5dzg5DCJGDmC8uJoERWNlGHH2wE+3skIR4NB9/jKKqTAWoXJnPP//83vUbNkR56y0MwDeKwty5c9m0aVMWBCpyMkm0hMhECp6ptr2cGEla1u3buFUpiNhnahD/9pvODkcIkQNYt2wm/sXOqfaYAKOzwhHi0e3fDwsXEg+MMxiYMWMGJpPp/sd98gnky0dtVaUF0KdPH6xWa2ZHK3IwSbSEyEReLMBEVzz4HCMvODucZNY1qyAxUdv+XWZQEkLcn3XNKpTdiSg9zSiL3fFmATr8nR2WEA/NPmwYAN8BvYcPp1KlSg92oK8vDBkCwDiTiSNHjjB//vxMilK4Akm0hMhEBirixVTceRsF5e4VbfGg2rMsLmPrtuDjo2137ppl1xVCZAOP+HpjbN0WvL3R/WrD/e++GGmUCcEJkcl27UK3YgWxwG+BgQwaNOjhju/TBwoWpILZTCPg888/x27Puv/fImeRREsIZzvxJSzzglUlIPZM2rK9f8CXXWHD7Ay9pL5qNbyPnsHrwHHcPxudoecWQmRj/4xzvN6UhLizD3WoPrS69rpx8B/ch39294p/fg8TusHhzY8ZrBAZzzp0KAATgffHj3+wLoOpeXiAYyKMYW5uHD58mGWy2La4C0m0hHC2E2MBFeLPQ8SvKfuvR8Pnz8HG2fBVNzh7KEMvq8ubF32ZoAw9pxAimzsxDu315hyc//W+1W+ny5cPfekyd69waCN89wZsmAUjWoEl8dFjFSKjbdmCYe1abgDrqlYlLCzs0c7zxhvg6UnDxETKA5MnT87IKIULkURLCGcLqOnY0EGep1P2Wy1gdwyyVVUwJ2R5aEIIF5P69Sbg6XtWfSSJcSnblkSw2zL+GkI8InXCBAC+BnoPGYKi3KNL/73kzQuvvALAIL2etWvXcvr06QyKUrgSSbSEcLbq87RHgx1QoEnK/rxF4M0foPwz8PJoKBPqvBiFEK7h6flQfS402An5M2GMVciz0H4oVKgP784BN8/7HyNEVrhwAXXpUqzA70WL0q5du8c73//+B4rCS6pKIeCnn37KiCiFizE4OwAhcgIr11EwoicT3jTo3aDYi+mXNempPYQQuZ4dMzZiMZLn0U+id4diHTMuqPR0G5m55xfiUfz0EzqbjSVAp3fewWB4zLfAgYHQrh2GRYt4E/ju558ZPnz4459XuBRp0RLiPqJZzD7qs59G3GSfs8MRQuRCCZznAC3YzzP8h4wHEeKh2O0kfvstADPc3enVq1fGnHfAAABeNRi4GBnJH3/8kTHnFS5DEi0h7iOa+YANO7Fc4TFnFrqyGk5+CDczdmILIYRru8ZfWIgGIIq5j3iSLXBiGFzfk4GRCZEDbNqEW2QkZ4GSvXvj5+eXMeetVw9KlaKQ1UpjYNq0aRlzXuEyJNES4j58qJ5q+zHGSd08COHPwunPYE8DbS0bIYR4AN5UQ3H09vdN9Zr0wOLPwt4mcGYk7GkI5ssZHKEQ2Vfc1KkAzAb6O1qhMoSiwMsvA/CKorBixQoiIyMz7vwix5NES4j7eIJ3eIofKMdc8tLq0U+U+B+ojhm4LFfAFpsxAQohXJ4PVSnPQsrwDaUY+/AnMF8Cu2OqddstsFzN2ACFyK7i49EtWgTAxaZNKVWqVMae35FoPa/T4Wmz8csvv2Ts+UWOJomWEA/Al5p4Uf7xTpK3KRTpAe5PQpkxYMqXIbGxdB6E1YZPB2rTwAshXJIHpfDnGXQYH/5gv+pQvD+4F4eSQ8ErnTX0fpwIbWrBt4+QyAmRTdmXLsU9MZHdQJtBgzL+AiVLQv36uNlsdADmzJmT8dcQOZZMjSJEVlH0UOHnjD1nfDwM6AYWC+zdDrUaQNPWGXsNIYRrKDtRe6Tn31PwkaNLVfgOaPgsBFfMutiEyCTXJk4kL/C7nx8fN8qEJQ0AuneHjRt51WDgp0OHOHLkCOXKlcuca4kcRVq0RK4TRxTnWEUs2bAf9aZv4cs6sHrMg9XX68Ej1ZTz3j6ZE5cQIstZieMcf3GVo5l3kRUfaa85/ywHo6Ol7PbXFSFyqitX8NuxAyvg3qMHer0+c67Tvj14eFDLaqUYMG/evMy5jshxpEVL5CoWYtnMABK5hhFvGvEjbvhn3gVVm9aS9SCu/Au/9dO6/53ZBsHNofBTELUYPAPBv8adx5hMMOtPmPMDhNaGWvUfOVTr9etc27QJn2rVcC9a9JHPI4TIGDv5mCscAHTUZgz5qJR+RdUKyiP8Oz+xEf4coW2f3QnfzYbVq6BpGygReGd9WwKxW8Zgs+XHt1Hfh7+eEFkscf583FSVVUD7vpn4O+vjAy1awOLFtEVLtIYPH46iKJl3TZEjSIuWyFXiiSaRawBYuEUcFzPvYpdnwW5PCC8G8cfuX9/oDnrHJ8qKDkyesK89/P0SbK8Fl9ekf1xITRj/I3S++7ogalwctvfewtqrM+qZU2nL4uOxWyzsrlOHv8PC2FmpEokya5IQTnedk44te6rtVGxxcKQe7DLBv/0e/gJu3smb9igj1hmzsJUsD8+2S7d6/JKaeMUNxyf+TS5O7nHX06o2G6rF8vDxCJHBLk+ZAsC+UqUICkpnXGJGaqf93bxoNHL8+HEOHDiQudcTOYIkWiJX8aE4RdBafQpSEz/KZN7FIkeBagbLf3Dph/vX9y0Ery6BGj3glXlQIAhidjoKVTg365FDsU8ch33qJNSFc7G92VM7440bXK8RyjVfT2J6v0rs4cMAWK5e5ebffz/ytYQQGSOILijo8OYJitLgzgrXV8PNLYAKUd+A5R5TtptvwNq2sKQiRPyp7SseAt1moFbrim0DqH8sx/7hQOwb16Z7CoP6D6B9DmSP2pJuHeuOHcQUyse1AF/MS5c8+M0KkdFiYihw8CA2oHCfPpl/vVatQK+njtVKHqT7oNBIoiVyFQUdoQylNSupwSfoyOD+2gnXYOO7sHkIeFRO2e8V8mDHl38Wuv4MVds7jqsLKmAFTj7GivN2e6ptbYp5y+q/sIXvBUCdOYP8bdoA4F25Mv516z76tYQQj+dWJKzrT+kdx2htW0wjpuFOwJ31PMuDzkPbdgsEwz26QR+fAueXQcwh2P5Gyv6nu0Hn2z4IstnSPYXZ+xVUG8RHgbHK/9KtkzDlW9SYGEhIIOHrCfe6SyEyVcysWRhVlc2KQpuePTP/ggEB0KABelWlFbB06dLMv6bI9mSMlsiVMjzBSrJ+ABydqW1X6w8VZoOxIPg1TqljNcOPneDkZmj8DrQYcvfzFXwRjjterPMWe+SwdG8Ngugo1OhL6D8eBYC+QkXw8ID4eAzly1Fx8WIs0dEY8+VDZ5CXBiGc5s/ucE7rKqzo3aD6e+nXcy8N5XdD7C7wb3nvcVoeBVNtF0pTpLi7o5+xEPu0b1Bq1EHXqFm6p/Aq2Bh17kLc/Yrh0a99unUMT9fAPHtm8vb/2bvvOCuqu4/j77l3+7LLAstSpIMIVqSJFVHB3qKJRo1GYzeamER9onmMiZonmsTYokaNJYkaY4vGFgtBRGmCgCC997aU7eXeef6YpSkIVhTm83rxmrkz55w598A9zPecX4mJ2V6svP9+RZi6554ObbqZhYovg5NO4s03fScjw98//NCcOXN06NDhq3l2zNeS+G0qZqehXrUyixVqI/lZ8tBsC7VromMdlk7h0M2EUp74EuOei86fv5b+l5FbuIUGW7DL2WTnM2Y5Nx/L2b+j7acLGxs0aiT5x/s2uZbcbTeNR45R//5YmUcdLZFMym7ZcgstxMTEfGXUrFl/WhYsk7BcvuYb7pfOYuEoOh1O/h7RztbW6Hw2qWrKZtH9io/dTgw6RmLQMZuvm04x4THuulhQWUX+Uobey3E3fKxozqWXSXbtKqyokHnCiVvvV0zMl0FZmTYTJ4JWX2YQjI9y4olcfrlBYSgXL7/8sku/yufHfO2IhVbMTkGtCq+7SpnFmtnN4W7+Yne1akoZfTk5a8hqw5oFfPg6797GAT/ZtGyzjjQNaB5Sn0dG1ubbnPICTzS8qNR1ZmpDEIvKNdwc+UeEYUhVlSDvs4ViTnbvLtm9+2eqGxMT8yVxxL0M+bEZ3Zt7b69ZAhc7wM+0tT9r5nPfvtSspWkXLpv08Tlk3O+Y9ijtjqXfLSx+k0m/oWhvev6exKec+/7zM165nXX6by1KNvi3hvX1pFKC7GyQecTAz/7dY2K+AJY+/LAWYWh4IuGIs8/+6h7cti29e8t+7z0DxUIrJhZaMTsJq8xUZjFYaapKyzWyYfcmVC+UlrAF0bM1Jt7MnIZs8PUbmSjMH77hvGoklYMpPob2ySgks0rmPk+X0z7e5l/vZhS6IGfZhuuZ0ctMWFqqYlB/6UkTZf3wx3J+F/tDxMTsELToxWlvm+d/MVEotMCISGgtmxSJLCidQeVyCjdKx1A2T3r0NYIwFKyaRMeTGXYaNStZMpim+9L2cNb+jewe5B/JggVMmMCsWSxbRnk59fUUFtKlC8uGR76i68hpTN8zQer9sSqPHyRcu1bu/Y/IPP2Mr2yYYmK2xPJHHtECs/bZx/6fcSHyM3Pyybz3npNw2eDBqqqq5ObmfrV9iPnaEAutmJ2CJjrJ10KFpZrqIk/x+ntlJvvAFVIq7eZ6JY789A9I5mw436UT5VVR/qy+DStZtbOZ15+whuB35DSLPMoht+Tj7Q19hX+9Hp0vwz03MXM+a5dz2q9A3asvSU+KTCNq775d9k2/Xb+i/JkIQxYvZvZsVq6ktja6XlxMt27EZoUxMV8pbfSzzESBhF30jS62P4Q2/Vgwgr3P3FRkYVn2e6ae10uyLm2vV6YryG5KYqN5IZHNWwczeDYjMbEpy0q33pnCgJKQdliWjuaLIFD7yIPClStBzV23xUIrZvuTStnlgw9Ai68iCMZHOekkrrvOycmkC6qqDBkyxNFHH/3V9yPma0EstGJ2CrI0cpTbrLVQkfYSG/3TX+IF9aIV4gWe+GxCa8/rSNVQu5p9fsXJxQg2mPTUz49EFoSrOPI/zHyF5n3YZcDH2ws3Wj7OzKPvxRy06W5bcp99yc6mpkaix77bJrLq65kzh7lzmTeP6dOZMiX6M28eFRVbrtuuHZdcwhVX8FWvEMbE7IR0dawW9paQoUCr6GJWHhcMp6Z8kzxY61iY9aJQQn0yYfHAMxU06krn+3niRqbW8Ytrot//ekpp0oQePdhtt2hBpaCAZJLVqxk3jrfeYtWqyGRwMbptSMKa7NtP3f33Rud9+n15gxETs40sfP55u9TXmx0EDtweQqt7d7p2VTRtmoNE5oOx0Np5iYVWzE5DpjzNNpM3q8CeFnsWFNpzs3WrLJZWJV+nzTeekUev32/54bkHUfg9Kl6m8FxKDqfF5iN7gf7HcMWNjB/BmZeT9XGTxuQee8p/ZbD0W2/J6NyFxx5jxQqWLIkE06pVlJWxZk30wrRyZbRjVV+/5ecWFdG+HauXR2Kq654sXcqHH0ZC7Oc/56GH+Oc/oxezmJiYL4xqi6U+Ms801nbzhTcjsoS1Cu2hbvYYhcPKtRk2iyFdowWVjWmazwH1HNqF4x9n170Igk3L1NZQWUFOHv93NcNGMOIDKqqpbx/teGdnyzrzbIl27YWlpTKOj4NfxGx/5t13n10wvXNnHbfHomAQROaDt9ziZNzx0kvuvPNOwUd/YzE7BbHQitnpaelYOVqpV6aZgz92f4V3TPQ/QimdXKq9sz79Q4IErf9K1TssPo7JfyLrRjpeTnILfmEX/2LTzxUVDB3K8OG89x7jx0suWvTpQ3pkJejZh85d6NQpWn3r1i06LyzkpH6sWkwFBp3Ppf8T5eF6/XV++lMmTeKww/jvf9lnn60+LiYmZutsOs9crL1PcOBfu4CyhbTuG73UrZjMs4czeLFOwxrrvHBd1IpZ0aGwMPrNDhjAQQdFv9vkJ8wcM6dwVn9WLqNvH94dTS3224tppYz/gKuu4s4oqmrGwf2/kDGIifkiKBoxAuR861vbrxMnncQtt/hWIuHHs2ebOnWqbt26bb/+xGw3YqEVE4MiPbd4b4WhQlECz+X+u+1Cq34t0psmEV1zN+WreQM1P6P9S5wxOLoXhky9i/JZdLuSRu2jHainn+a55xg2jLq6TZ+RlxcJpNato2SJzZrRqhWNGkW7U6P+yMrxFOTzckWUorw+zdH7c/0WgmdsbLa4LtFxIsGRR9K/P6efzvPPRyt2EyZEz4qJiflcrDRso3lmyKZCK0wz5Q4q5tFsIE+fysIqVvViWiajRpKOfreBNdFccPDBHHhgdOzdm0+TG+/lJyORBcNGU9VwvbKMZ5+NxNpdd3HCCRxxxKZ1h7zCU39h/8M4K462FvPVUjp5su5lZaqxz49/vP060rcvrVppu3ixHnjllVdiobWTEgutmJit0NyhlnhFqF6Jw7deAUr/w4cnEabo9hjNv82oZ/nLizTFurRZc/8bRRDLLmTWI7z3I6px/5NMasfw0RuETxBEk/chh7DffpHpXqdOkQiChRO4/0Qqq/nOE3Q6kMnfJ8DMCtbF60gi/ITV7D88yu+uo0Vrzr9y03s5OTz5ZPT88eO56SZ++9ttG5OYmJgtUqy/xV7a/Dwz/X7G/IT5ePchhlexEsZE9zOS9EzRE72xVyE97yNrMwFsZo2M8vItmMKfzyEzi8ueZO+NTJl7HRTteKVSm9bNXk6bPG64geuu47LLoh3udSKubC2Xfouaal59ht33pef+X8TwxMRsE5PvuMOBmNCsmb6tWm2/jiQSUU6t++5zEt544w1XXnnlVqvF7HjEQismZiMqfWCB6yTkaef3srTRzP76eVpatTzttq2hpQ+Rro7OZ/+U9EKe+BNl5dHqcJNcUlV0OT4SWTBxIg9jGGqXYAlZmRx9DN/+NkcfHa1Ur2P1cmqryMmPPr/5O0rnROdP/ZgBP6flIYwdGiVQXkdmBhd9JLfXxuzanfuf3fL97GweeCASfXfeydVXb9qvmJiYrVM+nNK/0ehQmn5HM/0a5pkqedqvLxYuXmTt3++U/WymnEl1NATukYeDunPJbzj8cDI+YPSB0b3aOZS+SsG3SNdT0PD7fPEmnv/faNEmLKS+Mvpzz+nct1HkwQMO51/v89RPGPUGo0VvC20qePP3XPUADz/MtGk8/jjr8hSF6Si58TpSn+APGhPzZfDyy6Dq0EO3bz/g2GO57z6D8Lu33lJbWytrM/7WMTs2ie3dgZiYrxOL/U61qSq9b5n71l/PUbLtIgsaH7bhPDWfBVfSrMEptx59bueCSXzrWd54IxJRJ93GYJEvRHMchPsv4+l/cuaZm4qZf93Jd1twVhumR6va9cnmG+7PGs9dp1PbIMJaok0GhxzJs8Np2Xrbv8vm6NMn8vmoquLFFz9fWzExOxupCqYfyfJ7mX06lWOxbp5pH+1iv/46p5xCu3Ya3zhZzqQ69U0SUt8byCv/YtYH/OfDyBekoIDcA2h8SNR+Io/ZKc5oyektGPwYdbVMeCm6H4YkNnLMTySor91gKgy77RUtyjQiPBoniHbjW+1OZia/aPAh/b//27DzVVjE7U9wyFFcfQt9Pu7zGhPzZVFTUaH7/Pmg8w9/uJ17g0MPJTNTX2RWVBg5cuT27lHMdiAWWjExG5GpxUbnnzJvVFhHfUNurNYX0WMEjUqsz4H8vdM46zZ+9BT9z2fYNPbrx8CBvPpq5G916aXcdSlHIhVw9+2ck8vLl7Fmo8hhL90bvSyVr2bwY8IpEyz52d8tf43q2ahsKFexmhOui8yC7vo3D7/KXr0/S53YqgAAIABJREFU4+h8hBMbIoy9+uoX015MzM5CWEN6XSqFkPqG3aSaGh58kL33ZtCgyB8qZM1JBWa/0NrUJXvx16c56kSadyT1kfxXe77Kni/RayJD/0tNVbSr9LdrOayIl8ZSFpCZw/kP0PVg2vXgyIu4Np8bd2HJpA3dnDEaBNVUzExKn3Qvh/2MGZM57hjat49SQ/zjHxv6cNQpPPwKF139JQ5gTMzHGffnP2uKuVlZ2nwddrQaNeKAAyRxmMh8MGbnIxZaMTEbsYtfauEKrfxciYu2vWL9MmZ1Z0ZLFl8YXctuS/Gl5PSgyem0+RFH/5jS/GhH6OSTGTOGkpLI12n+fO6+m4v+wL6XU9fgmzUvzbB7eKYnZXOiaz0afDgSCd4dITh2Hy2zlqueSem7hNmNyc7juKs59Sau/g97H/W5xuatG2/053339c6tt0YXBg6MjkOGbBpAIyYm5pPJaEq7+8jrSYufknkg99xDly5ccEFkRtyqFTfeKJg3T+K5/8g5/kods/4qqZCqEcxozfTmrH5gQ7vJXJoeQ25H9t3Iz6t0HtVVUUj24sO5dQF9TuUXQ/nlu0x9LjIxLFvCqIfWV0v1O0+Ypq6M0W+n3P/DOywc2IMjd+eo3bm0YY68+eZNd8NiYrYDqx57DCz6OqUeGRT5Pg4SC62dldhHKyZmI5IaaeGyT1+x4lXqZkbnax6g2a94v1fka5Xdjm4PMGIc11zDO+9E5Vq1ivJSnX8+ubmMvpc3fxi9sDT+doMfRUiBKJBFXTmlEynowKV3sf9J5DfmmL6I/NHz2zWXOmAQ9z8cObMnvpi1lKUTJhhy/fVgybhxup18smbdukVRDhcvjkRiu09hWhkTs7PT/AKKvh/lpbtxVxYujK7vuWc0T3znO+vz5xVorcBGQSXW/JV0g6/WqnspOIeXzmHJe/T7OXufx6Bzab8nLx/ImjoWNdTdtz9BJo/8nCVPUDWXxp03tN1uv/WnGT+4VemH9VY+/Yy3KucxZYqWNaIAO6UraJ5HmzZMnhwtuBy2kcl0TMxXSBiG2nzwAWj2ve9t595sxKBBXHedQbhsxAhr165VWFi41WoxOw7xjlZMzBdBTl+CBn+o3AOpntMQ0AIz5nHiCVFI5HfeobiYW29lxgwuvzwSWTD4RyTS0fLH6md5aDg/voHvHkIJmveh9YCobBDQ8wh268PBDdHCmjTTdOgozf/+d0Fm5hcmsiC7sFCiIbJYMjtbVn5+1Ic9GxI8T5nyhT0rJmaHJwyjFAm7787FF0cia++9o1QO48dz1lmbTVK+nrxDRWoH+Ycx9Wmm/IPVM3jt4mh3imh+6Ld/ZLd0AS5uxg9+wb2X88pvI5EFa2Zyyr1c8hY9vrPJo5r+4TZtJ0yQ1ZDGYco6s+RGhdHcc8450efHH/8CBiYm5rMx8fXX7VlXpzIIdDnvvO3dnQ3suy9Nm+qIDum0t956a3v3KOYrJhZaMTs1obQlXjPeA5aa+Nkbyu5Gxw9o8yJtX6NRT4L9uQvfD3jpv+Tn87//y8yZUbLPj2asr99ogzkopG0RxW/QIuDb79PsVN68iYqVm9Z74EWeepf/TKZNh8/+HT6Bog4dnP7CC3pfcokzXnxRQeuGYBotG/zYli//Up4bE7PDMW5ctPNz0knMmKGma2vpJx/j/fej4BeJBCtG8UpfBh9D9bKPt5F7AssuZulZFF5Po42C2+S3JLFhLgn3vkuY2VTYLeCAsyIRtnpZFP10XYDAJp3ocy6dD9lsl3MaN3bmq6/qfcklEnf/k6eH88ZUunTnjDOiQs888/E8fzExXxFz74uCV01v21bio/+3bk+SyfW55mLzwZ2THdJ0MAiCIjyAdZkU38AFYRiu3n69ivkiGK7CLy1VLMOdWiv+nP+E57lMudeFMrxrNwPdr9FGATE+FVkdoz+pFPfdxy+nRbluEgHnnsH3cmlZS07A7KE0bkPTTlHdlZOi3FrVqMvh3FG8/zOWD4vuv/B9po6PzpdN5ux/bXhuZuamuWrSaaYOoUkbWnb9bN9lM+x69NF2PfroTS+2bRsd58z5wp4TE/NNYJl6P7JIqZSbtNDHVl7uVqyIck89+CDptPqm+cbf0MmMSzrqmlFr343XPUdfzsooEIVJt9Lr95u29dovePve6Hx5Fqf+hROfjkwH99p0NX9e/u1qdsvX+ZnVkuPuYPp0fnArd6yiNuTA/nQ4kIzsT+x+uwMP1O7AhvDx6TRzh5GsjHbldtuNqVMZNSpKkhwT8xXT6O23QXrQoK2U3A4MGsQ//2kQboh3tHY6dtQdrTdRil74tiiN45jt2qOYL4RfWWaaWu+q9BelW6/wCYTqlXsdZKqXZ7VqW9biqfRINXWXq089veVGhw+Pkvn+8IesXEn//owdy2Upyh9kxi28vD8P9ueO3Zn7blRv/puoIhdFAa26kLNRuPbURqGYp/2H33XhlR8w/amP9+HRH/DHw/nlHox9adsH5LOwTmgtWfLlPicm5mvG/VYartJUNX5tM7tO60ino7xzu+3G/fdHO1Y/+pFRM640/fLOwoyESis2rbPxbz+nZMP5srHCYT+SWrHRHDTuCe7uQ8v9OOQ3kd9mGAWmqLdaefot+YurJKsaglXMeZlUBj98hNOu5qXfc/dJPPM/2/7lnzs/msNu787cd6Iw1hCHr47ZDpStWWPPFdFvqNPFF2/n3myGhsBRh+HD8eOVln6+d5eYbxY73I5WEASd0CkMw14Nl2YFQTAQM4MguDAMw/u3Y/diPictZJiiBrSU+bnaCmQocJgyg6Vkau54xXbbbNkwrFRddxTWqk/fKwhGSSZ6KrfceI/JXUmPa8ZJ/OXRqELbttx+exRZMAgYuXZDY2unC/OpOa5WqnigzPqrZZXsT8eAZEiie1Su123ktCDIoN3ZPHsJ80dSvYaVMxk5k+kPkfMGbRsijNWWs/QxumFVPdd/l0dn0qy5L4UmTaJj/B9HzE7GxvNPiy39VzplChdeSMNqu8MPjyKLdutmd3OtdYeEpL2cvmm9/R+OdrJymtM9Si6erh4leHZ/QW1aIqC8fY78RSlBXRUL3mPYH2kxmeWvULQ/fd+UXDBa9xfmCaWkMgPJupC8lhy6R+Qn9oNDNkQM/fA1Tvnttn35aa9Ex1QtMwdH/mUwadKW68TEfEmM/etf9ceSrCwte/bc3t35OO3a0a2bwilT9MXbb7/txHXpUWJ2eHY4oRWG4awgCHpt5tpqdN5CtZhvCLdr7SGlSmQ4U9Hnbq+te1SZJEsbGZp9QslqlINQKGWBpJ5GhvfI/fuLdv/JBIkVtZED+09/yjkrCa9lxVyaX8kefyRdy/DZPDFT0IrE0aFURrW61K9lVl4rSDa88GRECRdlFtDjpg1d+MF/eOFHvHtnQ7mG62sbHNrvuJ7XfsvhDX4STTCvjHGjOfyYzz1Wm2WdLXxl5SeXi4nZwThXE5kCK9X7gaab3qyr4/e/54YbopDqJSXccQennRYtvKBIe0e57WPthtLSOTmSvX63aZNrb5FdG+1KBSHDj++r3xtTFUxpyN3XqCASWbB6OGvGCN6/U1AXBcZIN2rCHr35RxZhw0737Goa51NbycEXRNc+eJFHv09+M3KOYvAwTjmTo47nwmMpXc7ph+MZcpuw+0nULIjqNiSLjYn5Kln5VGTZsaR7dy2DYCultxMDBzJlikEYMmRILLR2InY4oUUkrDb+3OCzVYSZ26dHMV8UTST91OfbnUlJGeMDObLtrbs8+2y1ThA0lZVxt9rUfZZkJtQEP9F03kt6XPCmZq9F/6zKDu2u4N5nabOYmQ1hjhf+hLkPUHgsvR7n7LasxTwy/kndDQTa0GQAwW8J62l66KYPry7jn1cwfQiFBexzFiP+Hvl0rUTYnMoK/nQjjVGHTJHxbH4H9m0I11xXx8L57NI28uv6IqitjY6fFCEtJmYHJClwjiYfvzFhQhSJb9w4UHHed0383Q/s2rSXpj75JbDeCrOdptZczVygpWvW30ukiimgPMizqH1Ly3Yptqz/IgUdf0pqDI0fZW0WGbUkm9CoGy36MOvFqP4u/SOfzaPa8eKrkUnjPsVkdKfn2RxySfSgf18fBdypWMmMaUzAB2N57QFWTKcCb07h8TmR0MoppLBhx768/HOOakzMp6do7FiQf9xx27knn8CgQdx1l0G4ZMiQ7d2bmK+QHVJobYYHMHZbzAYnT56sV69em703Zkzs5rUj8Jz/GCGamE80yMEVSWaeSyKHLo+T02Wz9TKTF6lKdlKTvliT+9YqueYBybJQXdM8835/inbfvzcK8V5VL3J/TFOJ8smUTqZsIk2KWduQL6fDcbKSAyST3xI068CB46iaQ/GRGx66chqv/YHhj0SfSzFjevTyo+ExF3YmJ5e2nZg/i+eT3HA9LQ7l5z3Jb0RNDScfypgR7NuXf71FTs7nH8xkMjp+Q5OVbum3Xl1dHc8FMZ+O+npuuYVf/Spa1OjY0do//8Fd/cc4fcb50vMr1XX4m8zGW3bWX+UVtaId6pUe0sLVggZxltHsVmHrF1VnVlu4e0vdl0/XsSbJAd9jwtVMxTtoiuoUg4rZ/3pKerDqbUp/zxyU9GL4LOYM5bmGfEOL3qfP98gtotXuzH8/ul4RIKRZksVTyEYa4ybz3kQGHhuVy24IpFFT84UO6VfFJ80DMV9v5s6cqVdFBej4dQrr/lH69xcmk3qnUmaOG2fVqlWaNNnMQk3MDscOL7SCILgFnXD49u5LzNeDxRs5ri8ww/iyZ7QP5yqqWKt8yc2e6LCXUisMcqJ97bdJ3Zx5Bdqfu1SjwdHEvvikvbX60791bt2OdA3pMnL3pOMLzDmH+o1Csdcu4YnB3Pt/dG0qcd6N0hnL1JkrSxtBwR4U7LGh/MQn+NdZrP2IiMnKE5kyIjOHki6Rg/3jb/OfZ9inL/ts2u/0h+MlxoyIPrw/iikT6dH7c40jNrxYxTtaMTszc+dy5pkbkpFfeim33GJpo+UOmHebzmVzQO2iH6lqfI+XzDHDVHvp7Vinrm/mXdN0lJCUltRNULOSmiXkdzYza7qagY/qVt7CgNpR1E6h4yUk8kk2JrEm2s1eisRapv2brsfT+QTmzLA+dlDNYnZpR2qjiKSZuSQadrnPepDOB9GomBU5vPESWeW8+fcN5dNpnv77BqHVIEjCrKyt7NnFxHyxjH3oISdjUX6+1p06be/ubJmCAkHv3jJGjnSQyE/rhBNO2N69ivkK2KGFVhAEf0bTjQJjbJXu3bvHq9U7OEc4yOP+JUdgrWGGtWxidLPjnTX+KeOLWlhqERjilfVCK6Vc+NSTsi78mazVFaqbZ/vvnw6wy0HzNVu4B86ROf1+QWa9cPf7pIr2keg2WGLxgywaTKqCjlfRsqv02QmJubdJDb5HZUlS3owqNa13ldnnJun00xLJkyUzTmPq81H0sEZo1JbslrTsyMBref1lJg7nlMvIbBA5zVvy3QvJ3BCmuW7lSuMGDFA98QP9OjeVubaU9p3osvmgH5+a1Q1RGos+v7/c9mBLv/W8vLx4LojZNp58Mko6vHo1rVvz8MORmRDaqbE8qxOGSWUGVu263GIXm+J48L4R+q1upFltiubHmBvUWuRAjZTrt7gb77UgTBu3617e6d6XBIsLezhUP2HtYun0sRKpU2U23p3uw5mYwdr6aM6Y9m/prgerN0Nmm3MEq4ZSOZ2ut0b9bteX7/6VyXeSN4+xl7H/I9HizSEbRW4bdBxVFTQu5L1hDGvYTj/sqPVF6qZMkYmVI0ao+O1vtf+fTxHB8GvAJ80DMV9vKl54Aazed1+tt1J2uzNgACNHGiDy04qF1s7BDiu0giB4CrPCMLxoe/cl5utFd13c6GeWmOUZvwE1mTkq2/9KSeEx+CtoLkrGW171rpofn6jZ/VH42NrjBnnywb0cUvu49h8strR/Y3XZ/xSUFCqZXKou4wp1YSAIkgqL7pcom0npy0w/j0bdBfMeAcmqagVjCJCxZqraFqcJW6WlU09JJHoL9jiNKc+QTnHc9ex7/oYvcc5H/MoWTOaGw1mzjAvvZWDk2L78uedUfPABGDl7lQPffE2wT+/IcX4dy5ZGzvBzprHvAeQX2GYWL46OLT5j7rGYmG8qlZVccQV/+Uv0+YQTeOghmkVBdVZ51RxXy2tBVXClRO2Hmk18XWZOnczdatUFWfJSSY1Gn0h9rXTnKxzT9X1J083WV8f5Y5AmYE1ugTap+ZqmV1mesVh5+DO59dFucip9k2AFGSvQu57xSGRJdTvAytru0llVMoPemu77+nozxPV0G8CisyPfztpHmdSZ7tdFc0Lzkg2mwbn5XPWn6Pz90dEO9h4b5qCKf/9bkWiffe5NN33jhFbMN5NUKqXVlCmg2amnbqX014ABA/jtbw3ARXE+rZ2GHVJoBUHwOlbjySAINo71ufqjgTJidkwqrfGqO6213EHO1OUjJoDQQge76mu2cbraT9Pm52iK77rAKivspRdTp8r6zrc0mrBCOjuw7A97a3npq85WpnTqg8b23FOYHSqxXKN0FZ1DmWqoy1CXFagvvVbWqoYcU2ENc38mXZIjuaJSOoEMgnpCyF5nIpgWqhV0O5nLZ5Oup6jDJ3/h/z7CqgbR8/zv1gutRj16CDIyhPX1cvftJeg/cNN6v7yKP/2ejASN0+y+N0+NIWMbp4a5DREP27XbtvIxMTsCU6Zw6qlROPOcHP74Ry66aH1EQVjpWSlp04NdjWmxWu8lgX1q0prWrHXGwmEWF1+hy8zbZGfWUk+l52WpAl2MlCy5jqVRFMEeK8bLKYnMlavrs8gKLEs2tzTZQrPUCm0SDXNMBk6+h3YnqVt2uXRW1F5d8j2hUsFHI6sm86LcfUQrPgtf47r/Muy/7Hcgz765wf9qHfv2+dhw5Db4aFahoPcXYJIcE7MNjBk+XL/6KKpmi9NP30rprwEHHijMyLBvfb1ZY8davXq1om+oNUjMtrPDJSxuyKN1BE4VJSne+M81n1A1ZgdisrcsM0u1MiP8c5N7oZRqY6WtNMiFLnKPAc5Zf7+z3fR2oOwnn6d3b1kTlqrummXaiA5Sl51FEEhX/cC4LntYWtzCMi2tViQZpta3kUilJKpTMlK70vrS6GJGYyoHSyYr1bdIWNmpULpZgnyC4hzJJjcJEofJyLxbYl0urcI2WxdZsOtGQrJrP1bMp6ZKYe/eeo4cqdsjj9jnjTc+Xu/he6JjfZoaTJ3AyqXbMMINzJjRMGhx5oSYnYQnnqB370hkdesWJem9+OJNRBYUOlCpptYoUic0okULqYYybYJv6zv5R5pWf0ABYVZCMnfh+pxWGXaVbreXqkN2V9YjQ0bLqvXtZod1qpI5Psjay9KMFj7M2l31kgYTtzUob0tBK5llzSXKIwGUVdpY8NEQ9DVVlFcwr2E3ugaOj0QWjHyHSeO3aUiyG5LFNrv6anu9+OK2jWNMzOdk0sMPy8eiJk2+GVYV+fmCvn0lWe+nFbPjs8PtaDXsWMX+uDs5jRvM/iBr/ZJtxDIXq/SShEKtvGiVxqYbpco8HfXUpXbfKBfW3XdHFU4/XXj/z7QpCDUSrdaG6TnSiQ1R+7LTbYVma8iEJQzIrRgk0eFvZBTR9mq1y2+StSQyv0lkFGhUnBQWn05pH0pXSFafLNnsuqiBUX9kxC3ssj8n/oOMj6wqf5R+3+LmYZQuYsKbXNSOpq35zXAFPXsq2FISx4MO47UXo5fEzJBDj6NkGy3dwzAWWjE7D7W1XHkl90SLEyvOOFD2n/+uoFGHzRYvcY6uSsxqWOjJkGN095/oXbWrjOLvs/TG9WVL9zrYkkaLlFQuk5VIyM95RnVdN2X5KVWNmwvSKSU1yyXDJjKyrtNIP2Fwg8i0MBCO782EoWTuJfXnLHVL+8qoDTUbfZB0YVrGbndFZoPDfs3Yeyjux5AxrFzAgHOxH517ULIH7e9j7mxat6Fz1819tY+Py/hIkDW96ioaNfrsYxwT8ymob1g8rN5//+3ck0/BgAG8+64BeOuttxx//PHbu0cxXzI7nNCK2blJS1lgnCLFcuWpVm61eRaaZBd7KDdYpZcayq413wsesUZr8wRYsvgtHb41Q8aIMZEfwh/+wGWXyd14tTpMSWT9rx7V15qZVawgeYxdg3PUJS6W8pp1EQGDomNJNpgFZLU0rWVC07oSuXXVskvWCnMCtVVPyHj934LaMsbcxXnTo0TFb/4UIdP+xfTn6f6drX/5bgdGx9vPiI6lixjzEkddsuU6jzzD0Ddp2z7K0dVil4+tzG+RRYsoLaVxY1q12rY6MTHfRBYu5JRTGDlSmJXpnTt6mnxRR02DB5zi5i1W6+Box2lvqEesDZYbV1AjXVDsANkqO92metn/WJNf4LHiXsoTA+Slq1xR301SMahJRgssYSKpMvskxR4iyNdIpr39xCKDldhf4f+cyNKFNG+lpqKT3KfnC2oIM7Mlz51No1ZULOPtX0Ydm/N8lIMP3nqUy/6y4Xf/+mjeGxGZCDbeBrOmESOoqmL33Sku/qwjHBPzqVizZo3O8+aBlt8Es8F1DBjAzTcbgAvifFo7BbHQitlhmO2fxvi3tdIaQkxINOwxVVkDlrtKWiAhFMgzzy7ChrjHzUevcNRJg2Usqox8jp56ir59N31IejWrD5JITdI851zNMx5afyuZ+ZxUeqy61I0Swa4yEudvUjWZLDG1Q2eZYa0etRMEUhIVyUhkQe1apv+Bvf8vMhlcO58gQeOOW/7Si8ezeBzdT4iSh8I+gxj7Mtl5dD9o0/JlpZStpPWu0eesLI44epvHeBNGjYqOvXtvuziLifmmMWQIp5/O0qW0a2fW0z8zuc9obJhXPommGktbgiiwxFqvSfuxoOh4E4oeUylTuUJQmci1LOsgRRLqM+9Xn/6xRDItFWZoVFNCeRMSuzB3gLaLlmpbfBR7HUx+glZtQVCVLWjIuhDU1VA2LxJaWQXkNadyOYVJsrMi88G9B276+23ajEHHbvv4rDNJPjzOoBLz1TH09dcd0XCed9RRn1j2a8UBBwizsuxTW2vO2LHWrFmjcePG27tXMV8isdCK2SGossxU96pQIvpnHWpjT2usUKyDjiLBlFQkZamUQHO/lmuAt83V4slxTvj+f2RU13PQQTz7LM2bf/xBda+TmhSdVz9M/u0kCtffTiZ6Siae26hjK3nqaFZO0vWQX8nqdbZEkCkro6kw/YJki+PY/QUm/5VCLLyVNkfy7Zd58nRqqyhbvqG9WR+QX0iL9iyZwL19SdXScm8uH8+i+XQ4np6n0OswSjpsqDtnAtceQsUaTvop5/7+8w368OHR8ZtkthETs62EYbSjfc01Ud6oww7jH//QrnmhDkKrLdbXt7fazDQPaW6ObI1lqdWpapbgwV3kHvM3e3W+1QrvWKSRGZZqqYX2IsG0PNHSUP3lqlQfZPhuxZMNDS7kzr/TAYnXeeNmrl1GIhJy2SUvSu1xosS02XQ+RVCZzdK50Zxx1tAokmnbg8lpz+Jp7N7/s41PTQ0vPskzT0WfBw785PIxMV8gM594wvFYWlKixeb+r/66kpsr6NdPMHSog8PQsGHDHHvsp1jYiPnGEQutmB2CpBxJORopt0Zj2Qr0cbom2mxSrqUHrfGQTJ01dobGYeja31TL+EVkTuiCCyLfrKwsqmZR/j5NDo/8rDAtc46VRb11qpitRdiWYAuh0FPVVExh2pssiVa/k0Nv0LlXuVC90uRP1SQnK0jvp2CvnniCujoWYNVQPpjMyEnU4t+ncciVzBzNhFdpnMHv/kViYSSyiERX2SpO3p8lC8lvxJuTN+3TqBcikQVD/v75hdbQodHxwAM/XzsxMV83qqs5/3weeyz6fO21/PrXJJMyMdAVm622yKvWmqqNEzTS0VLjlFktJUNri7SbV6H5fxcJqup499eadR6hmf11FSpTLk+G1a6w0njFq8/W7e0qeaOma/thjoxZYZSMeI0oTGkBStC5lImvsPdxIJHYjSOncCT+7zRu25dkBje/RO9BHHjdhg6XtP/sY/Szc3nuCRaKopQOGPDZ24qJ+ZQkGgJJpA46aCslv4YceihDhzpUlE8rFlo7NrHQivlGk5JSrVq+Qr3daokhMrTTXC9FHxFZkBk2URyeJ0h0jITNxRfLeOghYUD1H1oKfry7nCCLqtmM7UGqjLw96TXO/OBlcxMvkMjxfuM9HRo+KiMYLaGjRDpLTfVdypK5GmecL3PEYawdS3b7KLZnGsV7MPznVheOUrHHRKpDVUP+R6NH1wjGYVZAbYhffaTX5bx140af6zniFHq0oRPaolkPVq2ORBZUlDN7Oq02GoN9BvLUzdRW0/dzJkosL2fMmCjPTiy0YnYkli3j5JN5913y89X87WTVJ78gU721zlGPFnaVKRNUW6vcMtLTTHeD2kS2Zd6yu5sM9UuEcrRS4ntar1glufSn0XOK91z/yECgUIGKSTfJeO4xBS/VyBo10gHpj3dvPVVYhomE75yj8qbLJS68VG5QEu3GLZnG0IaIq6n66Lz3oK1//6oG563cZp9cbtL7rAuG2KFNHAQj5itj8eLFdl8eWXo0/842+C9/3egf7SIfjItiP60dnlhoxXxjKVfuQfcrtVIffR3vRMst9a4H8ISDXKazg8FSY1Wlhtil4lcCa9VXdZF1Vq7EGx8Ic7NVPB6qO2kNrpXlDImK8eqCSlO7d1WbFeqSGq0yY9H6ZwdBWmnwI7leE2iq0dq2sutGyMaHwYt2Xzs2Klgzl4FXCVf8TTpjllUrplo6u7mOv1wt55VaicqNv1FIhw506kT9B4TLo+TBvS8gWcCI1xgznHJU1vDuTN7FQJxfTruOfPtcnn6EQwbR+yMCaLf9uGdqFCSj68fzin0qhgyhvj7yYSsD68RWAAAgAElEQVT4FAmOY2K+znzwAccfH+WHa9tW6t/3qdwnSoRa4y5vmmaq7rJkOd9F8iW95FrN66Y4uGq4A6RNzulqeVaWtRZqyJCnWhkqJHv+RF3+LKmaEVJ7dJY5/0qZ7z8jGNZM+FqN/PEbdqHDDPTOp0eCknKCkD2RjbWYi3GY1EIwZan8i39l1at3yD4wJSHN/jeSx3o3sl7b4EM1/TleOi06P/Yf7PqtLZe9/BecdTbSnHPuto9xTMzn5K3XXrNuqTDzsMO2a18+E/36CTMy9KivN2PMmNhPawcnFlox3whq1Mtu+Oe6Vrl8uaabprQhdNZooxztWNM0mLMJzTNKZwdbbrx3/ELX+ukCa1lI1ndmSEwkLCmWfuFOdftdgLRAkRmmmFD0vj07dre8eQFhaFnttTqmr7Ewq5VaKzTWT67bG55USqp8fV8LMycJ84sFFSvI343aMYIZSyRfoOlQiss3ONCn25LYL5POjWizPxOrGT2YM9eVKOOs71HSAzcwfyq5BSxfw52/4JFneR3TZtDvLX7/ELc+SGILKfKat4v+fF5eeCE6xiYPMTsKL78sfdp3JMorVO63p7znXhO0ypJSgAppCUu1RKBWnfHG6yxHjTId6uZG4ga71JVpnnWNbO3laqLaSnkqLfC4JnaR3O1hdWFCOPQWJb9cI3gH9fMFSDeh7rikuuMyZPetlVFdsSFXyVsi0+K5aIle2K8pB7xr/HOn2/u80Zr8a3W0y9QfM5/inBsZ/hT7fYf+3936GHz4COm66HzSw58stPodRk0QmQ1efOmnHu6YmM/K7H/+Ux6Wt2yp+TfJP2sdeXmCPn0Ew4frF4beeecdxxxzzPbuVcyXRCy0Yr7WVKvza/8x00qH2VWeFcb6UAvNnOEomTLVqdNWOwkJ861anzUrXwdQJjKnW5Eslp4wU+ZpoWARqd0CwSsvSHbcXyNN1Rkqw8le87BURr3all20stRu1dMVpMuNyfy51VrK18Huvitpjjr/EoSFanMzJCrXCmtotXo53QkrMxl7Bv93qyBy05JA2IZgb+xJomkmA+7nb+cy9eVoAXytaBW6sejzv48htZJkW45+geLW0Z877+LUl7i8hsk45ceMeC8y59sCdQsXWnzBBcKaGi3vvVd2123Ik/NRwpCXX47O4xwgMTsC99wjvPxyiXTapO/u5pW/HOqM3FqrBW7xe6Faba1QKZShTp4aHXTQUjGSFmW00r5+AWiScY0J/qrOOEmttApX6JieC9J1byi8u1rwdzLHN9gFJtCH8NReqk9dqK79Ko3WZEjU10Q+munoJxcswQrMxDNoh0t/zrg77VU9VurChIw/pXkTPdCzJ0f+ghN+se3j0H4QMxsWUdptJbjF3/5GKsWJJ8Zh3WO+MsIwlPnOO9H5IYds5958Dg45hOHDHSLy04qF1o5LLLRivrYMXsmfllZbVpyrdQn/NVUrS8FSK61S4VKXW26ZTjoLpZXLVq5EiH66gLb6W2CIrMEjZJySJSivkTq4mdRzt8hqFkXMy3SkTEea4D1VsgRYHjTXQxuJ3A9VyNHaAou1VGGJ952vhX3tarS62fvJnF2prnkgqCVzTkgN7qgTjI7y1oQ51J2StPbyLhpPXSqjarWgqohTXqJ02YYvnY1LMDiPvSsj059Gi6N79TO5+1B+01A+szXdH+ehp/n2YN4bx4MPctFFWxzT5ddfr+KVV8Cyn/xE2xdf/PR/MePGRXmFWremR49PXz8m5utCOs1VV3HbbQK887/7eftX/QgC1Sq9Zo5qabnqVK5LFVGfp3r2FR4KG7u2IzlaGJeVZ5li+6b7aJndXUvR777YChlhvUapcpmPp2Xf+GeJWZHAShUnVJ6XLffgTjJSkwXpMfImkqrpLkhNpjWKCKsxpA0rIiGnqWgBZh6Kaph4hwQSexHuQTAJSw5j4B0f/76Va1jwAe33JTv/4/d7XEaLPtEDWn2CeXEY8uij0fl5533aUY+J+czMmjVLjzWRVUjxKads5958Dg45hFtucQiujP20dmhioRXztWRZDce+T3W6QLBwgKMO+Jfd8gNtsMBSObK11VJTRZrZ4LR9rDOM9F+7aK+rvUCmfIc83J0L/0h9vfC731H98I9kZ3ff5JmjPWO8ZyUUqZOlbXquaUGoX4PtTlZYSxBKSstSZ42R0rVXy3m/QhCSsSpUv5TgPkxsaLQAJxIcQ3JSSrMxywRHriYL01azppS9T6RPF6bOiMpn48BsRlRGv9DDRMc0Vq4mnYpCOU/+L7ecxph6Ug37eH/8IxdeuMW8VsmN7MATRduQjHRzvNQQofHYY+P8WTHfXKqr+f73efJJMjN58EEFZ3fT0tva6qyjbrpIG26OOkkJaWkJI2YcYMy86He0vHymO/IfMKNJB/vUTJbwispmp0QLJMgOq9X+K1f+/9ZLfhgJNcXoQaJfkbyf/UfijX6EDbtbAWHNFGFuILE2lCrKVZGfIT+5TGZhdF/7TDLqyMmkVX5kThggZPHSSJ8ZOW99uPf1VK7mhp4sn02bvbh+FJk5Hx+XVg25A+vquOL7jBrGRT/hwh9tKDNyJB9+GKXAOPoz5uGLifkMDHntNeuMYBOHHrode/I5OeAAYRDoE4YmvfeesrIyBbG/8w5JLLRivpZUpqluePcIw4Rvpfo6TbEa9e43DHnSsjaps1aNP1thrva+q4vhHlYTljvg1wvl3PC7qK1rrjLzN3NVJs61UlczXKqDNvaTb6n7tBJqFS4xO+xgetDN6qBIkRXahfPk1lcZOGmIUJYZ3drIyukjs2xltLq8HI+REVk0SBeQPjFL8ohWguy5LCI5L4MBq6zvdhfccylBE0oK6St6aYJFq6JjPVpdxeLXWbCc077N6ndpejDjnmd+fRR5LKwiETB1KpMmseeGiGYb0/ymmwS5ucLqasW/+BQmRRvz7LPR8bjjPlv9mJjtzcqVkcnbO+9IFxR44rmbrTl8b+fZ0942JCk/zh7aKLLCo1Z7V4V8w+oOXX+/tC5tQpM9ZGfUSNREE1bNmlHm5XXUfvQsRVfWyHsnWn2v7ZAt85qfC6b+mi5pQVGpuqGHyEqmBPVRe6miApUdaqQaJyRLC6wsiv6LTratl1kdlQnn5wiCOmrqWLiY+gSJtPq1JIoISwmmzKCsbNNANQsmsmQ21Zj2AfMn0qn3lsfo9Zd49vHo/PorOfMHUdoIuPfe6Pj970ciNSbmK2L2M8/Iw6oWLTQpKdne3fnsFBUJ9tlH1rhx+oShkSNHOuKII7ZeL+YbRyy0Yr6WdMjltt34+yL6lszTrPBVC/X2psAwlaiUNsEv9Ftf510LzG4IsTXO8yrrp+h32Xty7p8hTCSsvftqeZf8VKUoGt/TDlVprnfNldRe0GAaJAh8u/oZj+d810rFnneyPsEoJ095Ue7qOjKq7TWtheTefxZWvqv6hWy5T9YIakllJyz4fivt2yyUyKpl2dzIcb19Ns1a0GYedcjENMxZQP18pqPzDxi4G3m9qbqfef9g1yJavUq/fVgyi6W3M/J25hZTnbN+5VyAojxKKxgxYotCK5GX5//ZO+8wqarzj3/OvdN2Zrb3Qt2lgyC9CUqzoxG7xhZj1FiixhIbSWzRGDV2o0ajRmONHVSQFRAQ6dIWWNhlC9tndqfP3PL74wy7mFgwWYPyu5/n2WfuzNxyzrl779z3vO/7ffPuuOM/PzFbt8LatZCWBrP2QyrawuKHRlUVHHWUnJQoKeFP7/+ORcMygJ1k4uIMBgIQI8EWaikmiygdxIiSQpRTyl5Cj/ch3cjn5oGCDallFEQb0UIKNgxWhPrjvSBM/jMdACRybXxx6wBCF51MmeMYCl98ClJrQQenLULbBDcpVQkcHQlskQCpyyE4yg7ZRyIVMDR8k1JRC+MIVw9cz+QCyaTPlABgQBxsDii4AHgQaEj2c9gw0Nuh8Zcg6kBzdNXeW/mONLTaX4boZqjsD+ULYcIxcMTJUFQiRXUMA3LzwZn0frW0SC+gEN8Ypmxh0d2Ypol9xQoAxNT/sND2D4kpU2DdOqYCS5cutQytgxTL0LL4wXJVLzi7Vz3Pci87gEo2Y+PrlbN6k9FZsio3rDDt9CX0eqcOzaXy2UuHUn/iJkaxFi+TCbAUbR+PmIve6EYmpmikR6KGdDPA6cZo3lN24xR+JlCGEAKyAQE2cynReRNRrtiJe0cMgMCpKTTdlQGmHfNDMPJB8YPwAsQgrRbiKpg67HSBuB48v+uSX3bYoP+1cvmaw2G4Crv/Dpv94PwCfPt01t4CVcik993IpPm4AW3Ajh3//eB/Hc8/L19PPhlcXxF2ZGHxQ2bNGjjmGGhslEbIvHnsKd6OvHC+zH28TSUNOLFxBSfTzi4ChDBTTM4YdQencTmpuNgANLjyeaHgJDKeijDzxo/x+CPoDkHdrwqovLEXgfQ0YqwhGFtMQXEtYu/hYpDItmE4FFJWSrU/AThbNczU3RQ6/kRErSGuLCZUBpk8iLjcBgsfhrwyKH4fdiCvf5ACOmkKNBiw9UXIOgQcm6AjWXi50AtVyZU9GdDxNtScLgV4bhSgmTD/b9B3E4wYDS+8C6uWw5yzpLogwJNPQiwmQwZLS7+Ps2Rh8ZVs3LiRkaEQAOkHQ0TFYYfBgw8yGbh76dID3RqL7wnL0LL4UXE6pYCNBAbn82WvzUCyuZtp7GmsZOLsu3CsrCOY5WbR25OITpJGgZ8dHMpfiJrb+IW5mflCp5coYjwDeNfoyej4QlKIsNZ+PqWqzlj+gWpqZMd8iN4u9KY46h7g3gQpb8paWcEhbjY+0g/HlDhCgGLqRE93oTijiCYV+1pdSjQ7MqCuDTxA9nQ45HJwPgmL6yHHDdNu6OqMEBDY0PU+gMzfakGGE9YBGSUQqJWfAzQn44/8/m4d8040DZ57Ti6fc873cwwLi++LDz+EOXNkse1p02QIbHo6V5PGc2wmCxcn0Q+ABDqVNACytEQbqRzBczzCjSgk5c8xWWXW0E/zk7mlgZ6X1pL2qRSq2TmzJ/6HPbT2zwIEGrLcgjcewsgAda+hFYW8xzow80Ef4kTdFcN0gFYANm0xQSNIu6cnNrEcADvPkZF5M5x8p9z+izbY9TpkApkqOARklAFbYdsfwAX038fzPNMLjyeg52A4+jJof0J+rgF60qNvGBBJlquYfrT820ssBg89JJd/9av/9oxYWHwnFi1YwN5fnoPCozV5MgATgM+XLyeRSGC3QnEPOixDy+IHTS5FzOQ0drKRQYymgBx+xZelhDUStNNCBrkM2NZK/6NOR+zaRUvvLB6cdzH6QIVD+AI7HvpwFAIVEr9kgPkJ/fBQYb+DDhLMij+AwCCCiwItEyOZFJGR8OM0fKCA8RkoV4BoAdMJTTdlMv/66RgOGyNYD4AhVHSXhmKCma1D8UAI1IN3MDQtBT9g1EDTbyC3Hk4CRBm0fQRqP3h/GaxZDJOnABshbsIHwAyku+4N4NBjYOavoecIyJ0LW1eBdzj86XH5oPR98M47UFsL/frJmTgLix84ITrQSJD+j4/gpz+VkwVnnQV//Ss4pEe7hFRuZBz1NPMWz1JALpM5likMZjGbyTUdDPWfisPUmJ3+R9arNZRQhoaXSPQyjrjvI9TbQMQgka9S++cCjDkaZfp2EuYgOkQ6qSgEcBBNcaD1A8MDIgphpx2224j1yCJnQBWx7H4o4SqEYrLJPohy+xjUmM7Ry1PITG2DESa0vQhVN4B7ILyVkHLvANPPh3MfgUekkmpnnYtgOvS8Cdq3wROvyvtPy1q4+BgYMAROPAryt8Il0+CTzTDxOBj4Nblbzz8Pe/bAIYfAzG+Rf7ew6GZ2vPkmGUAwOxtvz26oB3mgKSiAsjK8O3bQLxxm/fr1jB79DXmTFj9KLEPL4gfPCCYxIplX9a/EifISf6KVeoZ+pjLz2BcRra1Uje7J4+9eQCA/lRJyWIOKQKCwmRPMIgzzEwAaRSrbzEU0mvOZkSw4mmJGsRt/JmgOJUMYmArQDrZrQU1G4DAIOu5LoWpmD9qVDHRstJBNttlKmtaBI6Fh2kD3Z9LhrsUlYjgTq8DTD1w1UGiHxHYIIXO2Ehtgy0WgI2eXewNVH0CPQvh4jxTOWAVsBeI2+Ox9+OwD2KzD6JnwaDk88ohsW8reJ6xu5qmn5Osll3x9QWQLix8I1WzhTR5nyGPrmP7LJQjThGuugXvu+bf/3ygJ/sZ9pNFMM6BgcBLT6GA5s9qfIlXbBUBp6AVK015kNzU071jB1HOWY5POJjp+msKO+3vTmJVLkVlPDCc9DTcJdTLF1UNRtj2NnleFVgZGEWCCtzyBEkmQaG/EDC/DubNKCgg2gVMkuGL5XxBBE6UHkA5mw8OQGQEzAPEaOmZl4d6lYPMb8PJT0hVWJ+sGkpcFLjeUXg8Zo8Dlg8RHgB8CApYtkH9598G582AAcOY3DKimwd13y+XrrrMURy3+p2iahnPlSuAg8Wbt5bDDYMcOJiPztCxD6+DDelqy+FHTTC2t1NPn3SqOOOIxRGsr244+lDsWXUNrfha55FJGJkIG71FFDUI4sSlns13pxzP2C9ikDmWdOgBNUcAQKBr4PaloYjcqPrzLItjHSyPLdAIXAneB7nCySJ2GjkpKPII/UEhR+HCyQj7aPGnssedRUZDPlqFlbDh0IJH0vjD8RsiLgr4a4otlbkUC+aonO5WBDPlxAf49cAQy98IGDFWQlhiATtwA/6sfEb33Tmhulh9/H8VDd+2CefOkF+Dss7t//xYW3cw2cw3jbl3GjEsXSyPrzjvh3nu/cpLATxhBpPN9K83sYBNBmgmoaV0rqqWsM9ex+qlLGTb8dNKXB9EKVfa8kcVfn/0pyzIns16M5CPlSKptvcjUf0GPtmkoq89FtC2iKlWhwtWfViUTdRsoyUPaWzViNdPZa7oIAwau3YGqmygu5PUPCKMJ4vHO5nSUqtTdkCdDi1sgfOft0NiIabfDGU0ws0YaWQCpmfDgEvj5XVC0T26VprFfvPKKzP/s2xdOO23/trGw6CZWr17N2KiMMvEcTCUFkuGDhyENLYuDD8ujZfGjJodixj+yi/FXzEcxTFrPO4x5fxmEZneSiocLmEUDG6lAIYzJJGQRTqf9b9RFrwS7fLRRMInYXYQchxAzHQiacCeaSPttBO9dUYQJ/tFptNyXRml7LcKEXbm9APBGw/xsywsopomWCoYPlB2CXad7iakyN0y3qQQ8UVJ2nC8FNTQwmwxEDCn3bkv+aUjDa++zjx3oMx3WfwyYkD0IpgyHTS9iAkE/JDogdsttOI49Vs6clJR0/0Dfd58sUnraabJ2joXFDxldZ+xlb5H++CoMVbDriSso/dlvvnb1fNLIYBIdLMGNk6HYMKhEReVj72EYahljxHQIzyH3nBMY8YZUPqs4o5Tgg7N4O6eAYippIwsADTttZjbq5kvR3FHsveTlE8+1o0VUclYHsHlkZQghAEWGEmqqwBY3oQ2EC+nxNoEIkAK66iCUpqI6XPgLvASz3TjNOBwH8SUQfU0KkWqahi0WQ7jdXZ2c/3v4+B7oPQH++AI8ejsU9oSzL//28TQM2KtW+pvfdAljWFj8j1i4YAGdpbEPptD1ZF8mA79csgTTNKXwlsVBg3W3tPjxYpo4b/w9E/8wDwBt7m/4aO4W8kUTs5jPeK5gJc9TxzbSEAznJ/yNCj6igV+FYajxMuuMs4gIN1ODnxJ1ZNLoDJEggXOnjZ5nKDhXRjAVhfrrx9FxZQy8Uba29yVvXQureg4HTKYai6kdmktqa5iM+iA2NzDYJKfaR7BvKjFSsGtxMkJVcma6HfCBCMhu6JmgxEGoSPUvHfmA1aMYBp8Jw38P/VfAtvkw4DT45AFQpTqZdyz4agDDQOyS4U2UlXXvOLe0yJwWgF//unv3bWHR3SQScO65pL/0KqbTSccrj1A6+2ffuIlAcDGnYDCHSm6jARmGm840hotzGOEeDp9+DmeMprimhmiak/cemUH9WQUYQqdfYhfH7vkn20r64FWC7KIPPcMQSQFvsv6VUKBPzW7E0yaOGg3SQJyPFDw0wFGvIUYi61zVApmgDwNCYKgQt02hpmc1BemN2Op0dKdC1jo/2Z92gAFmXtcPuiYEqq53esiIh2H+XLm8bQGMvxAefWf/x/TFF2WB4p49LSEciwNCxXvvUQBE09Nx9e9/oJvTfZSVYeblkd/URGpTE5WVlZR192+4xQHFMrQsfnQ00c4D2jsc+/PHmPTsMkxVRTz1FLbzziODq/BThYLCdj6jDml8mJgsZxU+CvER5k2HnyONANf6/oxh2nCZMYK6lxpnDjkvtVH6i2psAQN69GD9M2UMyV5MUZ1ONM2OXmXDUxHhoornqJxRgnqIjo6KvzAVb2sYu26AAumhCL2MahKKg8wmL3ZvAlYCMeS0c/IpKJZux/knDdVtyjyJDGSCu0iDs++RK322GF65G+wPwNE/7RwLMexwHD4F5wknIG66SX44aFD3Dvj990M4LGWxDzmke/dtYdGdRCJw6qnw7ruQmop4+20yDj98vzdfz5P4+aCz8INCHfOM9Yy66x3MuXcidJ3wuGJa/z6bHn2WUiuKAWi1O9iYMZASRVYcH8IWKt29qBkwmsmVK0lpj4MKKYkEjEQaUmEwa0EkgFQQZnKyxQP0BBQwS0BzqbS50zCVTeTPiyCGm8R6qxQsa8WxUu9su2M0KIPssCWB7cILUfYtVmxzQXZfaN0Jigp5A/Z/TONxuPVWufy733WKiFhY/K+IRqO4P5e148SUKQdXfqAQiMmT4Y03OAz49NNPLUPrIMPK0bL40fFJeDWnnHQPk55dRszt4K135sJ552Fg4GMsmxhGPbnU0CWPLjDIoYEsWgFosW3hC8cwdIfAZco6WM3xLAZdWMuAM3dhCxhsmTOM7esvhBHN2HX5QOPqSBDvaUvuE9SYibm3zrEhEGbXJaUY0Krl4OZEbDnPIpqRRhbIUKA4mA1gzFdRDBOCYK4GPkLWzJq6T82w5a/I10QMNq+Es/4Gpz2J/eYPyVy4EHegQspWF+R1b45WSws8+KBcvuWW7tuvhUV3EwzCscdKIysrCxYuhO9gZEXxU2+8gk1PEDZT8JPOruY+nHL0n7DdfBtC11l23Wj+sOSnzCsNkimOxGtKt3QzOXyYNrPzXmDiwRQKYLKpVxltWfvkeeUDKmy8sJ80skDmWNXRWYcYu4poBvUTiNfbMZN5ZdFJTjy3JUj5SMfR0GVkAejjwdYkd2i/+uovd05R4PLF8JMH5GvJiP0eF554QuZoDhoklRstLP7HLF++nAnJXELnwah2uU/4oJWndfBhebQsfly0tTHr+F+TvuwLglke7n/vUhzjhwNQRx0b2YLAoI1ssmlFwSSMnV7UomLSg1o2MYw8WmigkLe8x1Bsb8BVEWX4mRU4NsdIuGy8+MCplF80mTFiJcfGm0jYVVTNIJZmQysyiQ30oDsK2X1IBmVUYqCgKjqxAhOlTk64NWdn4XdkkNm6hlQjFSPqQUEWWyQMLEqG/xHt6p8AThkIA2fDkH0Mm/GnQM0mudyyAeIxmPRz+f7Tt+HZR5Pbt4Gug6p2y3Cbd9+NCAYxZ81CjB/fLfu0sOh22tqkkbViBRQWwkcfwZAh37pZlAQaBuWsJGDsYHZ0MRVqf9bbhtO2Joer5zxKdo2PWI6TD16YymdHyhzParMX3kQ5RzgquY+rCCWL2TV39KG/6kT3XI3gLhwihmZTqSnMxxOO4AgnEMvAVCBndCPmeyB0MB0glgBrgD5Amw67pCiGy6YR6G2CQ+Bcm8C2zcD2kgETAT+YaSrmlDKoq0e0BqBPH/iq0KqMYph65Xcb1/Z2zLlzpfP9rru67b5iYfFdWLhwIRfufTNlyoFsyvfDPoIYf7QMrYMOy9Cy+EESQOOXbKWCEBdTwvkUw+7dcNRRpG/ZQmuPTO794HLqBhXhIEgtftLJIIsoA1iDgoEghxxmsoK1qNQk96zjwCBMCm4i2EU2oXcDjD9/DfaghlkGb7x0POWj5QxTvtGI6tDZMrQPYcWL3YyRJ5oQR0dxRyoZ06wQzHdj2OWMsxZ30NjHRauaRcQrZdbt0SqIbESpyYANYMwCMkHUqIgdOqaqEpl+HPad27BNvRKm/+LfB+SUubDmSWivAxWwObu+E0J6wABybN0XVrF7txTBAKo3b6aktRVbdnb37NvCortoaJA1nTZuhF69YMGCb8xT1DC5lm0sxUca7eTRQAZtuJQYwn4s6+yHMvOZBUy95FlsMZ2W8VmEX72flpKlJOUrcBAnblRQb/TgRPEWS5lM344qRjevQMXALPgpo1nDBs8QdGEn7FRZP7A//bZWEjXT2DG5LwWpNSjHGzibNFyvx3C6TMwzVdBBmLo8VCk4cjTy1/nRlys43tJkLb06ZLmHBAh0xKARKOXHA/fCCSd02z0gdOSReHw+QjYbamkprm7Zq4XFd2PjvHn0BhIeD/ahQw90c7qfESMwPR76hUL4tm6lubmZXEt06qDBMrQsfpAsoI0vCALwKLWcu7UDZeYsqK0lOLSMe+adTXVJT0wUYiRYyk5OZyRTSKU1qZMeIsHnbMaFTiO5ZBOgP4fTh2I2kUWq1oO+v7mNQfd+AYB+kkC53+QY7weo8Ri5Zitj9JW0urIIK14AEsLJHgrJo5EaVwlDwlVk7gzhz/cQwwktGoUrfRQIH7vH5eFRYqRHZT8YfBJ6xrOoJbJel3aGwLYQxAAddz8PHPUPyPuaWfh4CA7/CVQuhd6zYUxSYr39U4idR3Ko4J6/dVuNK+Oqq1AMAz/QUVtLqLyc9DlzumXfFhbdQk0NTJ8O27fL0LYPP/xW1c1VtFGenJloI510WgnhxkWMPVo+J/zqPSY8KmP4qi8ZjOuB50k4VKZoHdpmB5MAACAASURBVCg0ExURTok9jJcI8YSTdkcal5iPkt0aRAiI2WyoSgGfOcfjEFEcSY+1odhoHpRD2twAraSj0588by6Kt5DgYb9DUcLYU3XYjfR4l9Ap624zDWy9R8BpU6DifQJH1eLrn0ZGS4C0N0LQ+DK8lHww665rdOtW3J99hgnUaRrp//wnroPxIdfiB01HRwepa9cCICZNOji9qjYbYsIEWLCAScCyZcs44YQTDnSrLLoJy9Cy+EHQiEYEk97YAehLCgpy8vbIFdtRjr1ShgdNmoR451WyMpfQQIAoCgLBQPIBKGIMrXwMQBvSOFIwGcdnvMXp9EFQzxNkt8SZcOoOshZVY9gEm+7pT59Ld1Br9GSrbQDHJd7vVOwK6R50oaIKHTnNDGoEcoSPxpJU3LEIu9OLMYSNzLU7AJnYnlPtp73MS21uDunxIHreq9i9OXgSTQDEUxVsJyM9VMaL8PcXIT4SQi4YMBomCLDnQcm1sPBK+OJp2aBIf9i5CvqMgtp7YVmbzP0anA5Hndo9J6S8HOWNNzCEYI9pomZlkTJmTPfs28KiO6islEZWdTWMGCHDBfcjPzFOEyoaOjYcxLATw4WGpynEmXOWkr90M5pDxffoILxnpbIheCetmREUm0mvhJ/DghvRHbIAVpFWR0miAWGadBQ7aVOz0Ww24jxHA7kU0ICLaPJeYqLvUXF+lmDoxE0Y+Vm4zAvx+Q8nvzSACCEnTML7NFZDlngwgGE2OOF+4sY1VHAUpiJo6pnFMN92nOsTUNcsVQFHj5YCFvuKVrRWQ90G6H84uPYRyfg6TBMuvRQBtAIxhwPvEUfsz1mxsOhWlixZwqRk8qNt2rQD3JrvkcmTYcGCznpalqF18GAZWhYHnE+IcB6NxDC5lSwuJp3hpPI0Q+iY9zaHzblIqokdeyy88goet5vrORUDg7XUEaWWdlbRBBRzFA5yWMDtVNIXgGxaSCVIAbtoYA8Za9oZ/5M1uHdHieS7KH91Aq5JEVR64lOyyCeKbkzApi/HMARZcT+eDpPGrFQMBBmJAEXRZhTA53UTd9vJNtpwteiIdFPmTQiFWJaDcI6sYxM1nVJdyKmR40sBGyj1QGFyEBSkEuHaNdJoqlgm87V6IKXIgnVdA/biK3DxK5CRAfdPgYXJz2f17FrHMP5zz1YiAZcna+vcfDMlU6bgGjwYe1HRf7Y/C4vupqICpk2D+noYPx7efx8yM/dr077kMYYPaCeNVKJcxGxGrW+VIXfV1VBcTNvrToxxNehAiW03PiHVNn22dBQtQNzhRiWMaTpwxaXCjWEqaGl7f1JXYTOH0Sjy0U2VHJpRDZ3iJxtpviELnKCwhDb/VOzhOMIGuMEUoKVnY29vBQFmLFkGQgciKzE3/IpEyj8wj5TeK1NR0D0KfDQAqIAxvaBflrz2n38LpkyH1iq4YwRE2qUIxm9Wf/u94YUXYNEizJwcnE8+Sf8hQ3D26/cdT5KFxX9PeXk55+99czDVz/pX9hHEuNzK0zqosFQHLQ447xMilvQUvdkZAwcj/v42U2afh4hE4Pzz4c03YZ8CnHKLEMv4BytZyCs8jEaCXEbTm8EMYyPjWcZUPiGGgzCpeF/cwdRJK3DvjpIYN4yq1beTP6k/Q81t+BRZbNQgQMx5N3pgJC2ebKIeF2ZWlOLmZkLk0idY13nh7PV6ZbUFKGhvxZ0WwyyDyDiVcOE+SmPJnAnTacOxSyNtcwSvPYKZyMSMZcMmYAhwMXARkAJJ5x5oPphyF+SNAM0hE+ZNwOeHlzfB0mRDxqfDHy6B43NgjhN+1hNqt373E/LQQzLfpW9flN/8htQZMywjy+KHw6ZNMHWqNLKmTJHhgvtpZAHswcMiDmc3PfmQI6h5+35ik8ZDdTXRcSMxP19JbGxH5/qmTRBPCr73itSg2wQJwyTkeA/El3MlRfKulN3u55iKhYytXcv4+gbGtD+LtyqMZ0f0S/lTzmCI7Do/ZhXEQjZ2547CVvhbKAMGgeiztxGA4kC8/Wc8VY0UVTfhCkcp/KIJ9xMxWFghPePFS+SkVCgEf00K5OxeA8F22Aa8vw7e/es3D1BrK1xzjezSH/+I98QTLSPL4oCx9qOPGAzoDof01h6sjBuHqaocClSsWkU4HP7WTSx+HFiGlsUBZwbuTtfqUSQNqQcfhLPPBk2D666Dp58GW5cD1sTkJlbxR1aw1+SKEKYiaaiN4/e0cxLvchzP81PeNY7nyFs+ZMZZH6JGDT6/cAL3fXIWrxQ3UadUslm5nDgeABTcuClFpF+alGgGAwV/uhuTGGtTh9Bkz8ZnpmLGwe7TcDdHOtsmHKAYOmmahl0H1QDD8GAg0EMqKY6ErJOTD7h8kOgjixjvvRpTgLNnQP+JkH2CDB3MHwHnrYWxd8K+ehR6PiSQRppzILz+OOitYGjQUgPzH/9uJ6O+Hn77265zkJLy3ba3sPg++eILOOIIaGyUYYPz5kHqt4fCxYhSzXYaaCdEnBTS2Gn25fL7HuWEE+/DGYqy7KyxXF1+Jg8WPI/XH0EzVaI4WcZEgpqXeqOQiOnFZpikxSOkRO5HpNxD0OGh1ZHOW56jcRLFSYycFh+ZsQ4GtlaS1radxoajKQ3Uoh4NuW/4sLUkyK5sJ60+guEURPqqGC4XJSlLEMUj5T1ARU6gpCFra8VL5a1uPRStbGLomzsoub8JqpEer4nASft0esxE+TpgGsTzZTH0OPDg9d88WL/+NTQ3S2n8c8/9bufHwqIbaW9vJ21DskzLuHEHdw03jwcxciQqMErT+Pzzz791E4sfB1booMUBZyZuFlNMHRoTTBfMvRVuu01+ec89cO21/7ZNBwlW0QzkUEsxRQRZwWCepoa7gRPIRFBChBj+sMH55/6dga/twFAECx+YyqeXj6cdE8hkM4NQhA8nA0inneGcgUI77a4d+MyB+IIx0muCVBWXMM5YTX6klYjqBCWOo8PAsR3Y6/AxQTchnqeC4scd9pDrWs1a9SGcvEmv+vp/H4CcnhDdBckaXwBMvAc8h/77ujOugQVnQ/nHUNQLzkuK3l52E4w+H+zPQSLe5Q3rO/K7nYwrr4RAAGbPlqGaFhY/FDZskMZVSwvaUUcSeeM1UlPc37qZhsbz/JkWGojg4Z/Mpkhz8cSvzmPsIzLJ/pPbJ7LgxqmYQmEPUbaIgbyVmE1v+y7GhtYwKrKBmHCw09UVntvOOjYqh/Ke92ZA2kABUplsLiWc7kKNRrBpBtvz+lDjKmbWjk8wB0BqbhivCCOAhE0Q76tiuBUgjtEymJTst1G0B8E3F/DJe0uTC/r9CbN5Hkbjh2i98nA8sA46AvBZskEnIw2uO0+G/hfB4cl6Q+4MOOcRuP5k+b6g19cP1sKF8Oyz8oH2iScOrsKwFj86li5dyuRkfpb6HWri/Wg57DD4/HMmIwUxpk6deqBbZNENWIaWxQFHx+RWGlmqd/D4pXcw6y8vyRyCp55i3fmnUkcbM8nAsY8DNg07h5DFBtrYwyj8pJDNWkazkk9wcQKZnMVYKupXcNXsh+m1upZomoO3Xj6GXUf1RkEnhRAjWUMH6SxkOgU0UEw9On+mnhpMwqQCAzc048jWGLpzM2ovEwF49CgxhyDhVlCDJqrYW7UYtEwwFAWBSdDhhNDVeO2rKNnThDMSx1QAnyoNqZRScN8LJ+dB1UOQWAclV8Fnr0LrKVDQA8oug22PgqsYxjwNGflw4hnw3nuwZQsUFcEFc8Fuh9mnwAd/l0n0A0fDtHP2/0S88w689hp4PDJ80MLih8LatTBjBrS14Tt6Foe/cQ9hVy33UcTxpH3lJhGivMA7tNIINACQQoiiQB03nH4/Y99fi+5QePdvR7Ll9AG4iJFGBw5izM+YSRW9qKYHZ8VeB8Bpxukgjc2OcajOJnxqOrCUqWQQxc67HE8pO0kRMaIeJ57UCGG7HZEZo39dJWYEaQgVJO2XTAiZHuyiq46ebeNutLxTcAzZCv5b96rJQ9FAyDsacdbRqID6myngDIAfiALDesEJl0PeKTBtn1zNvUybA3f8A6q2wE8u+uoxDgbhwuTEza23fnUtLguL/yHl5eV0yjsdzPlZe5k8Ge67j8OA+5ctO9CtsegmLEPL4oCzizjL4z7+fM4NzHp5HobLhfLyyzw1ezhP8jkadj6gkAeT4hYAAsHdjGMH7RTj4W6eIUyQVIL0o5pPifLpuueZe9yTZNa14+uTzmvvzqZ5cA5xHOykN0PZRC4tlLKL4lAdjcFieuRV0iZsZCJnnFXDwJmngQ72VBNNKKimgQlEOlJI8YUR+W9B8ALQWtEVaM/Jw1BjKJqOPdqDyvRd5LcZpITiAJiKQAxuBPs+MYCJerBvAlcm1O6AzXdBKRCshLWfQFvSkEuEIKU/GDrcVi4/u+oqaWQB5BfQ+dzp/uoH0K+kowMuuUQu33abVC+zsPghsG6d9GT5fHDccdz+6p9pd8lr6e/4v9bQWs56NlMJmOSSgkIEpc7G/cfdwKB124hne3jpzWOpmNwfOxouwgyggiCj6cCgkHpGsZo9jlzSogHi2Fltm8SxegVt9g5cxMjATyab6Qhl8Jl9AmkOmduV4Q/QXuhBtyvkB1twN2tS1CIEZggYAWYQ3OnDUCshnrIS1Wfi2GCgDWyCwOVQNB1ir0tjK7oOdD+oGbJzekAK5fwz2dnLLoVeMq+KeAdEmyGt9MsDMuu0bx7na66Bqiqp4Hjddd/tHFlYfA+sXLiQu5ATl8qECQe6Od8/ycLF44GVn36KaZoIy6v8o8cytCwOOEXhBM/PuZzx8xcTTPVgvvsOrilTeYGPcWDiIMF62mAfQwvAhsDPh2xjJ9lkd6oiDyObHe8/yZWn/gVnKE795HwWvHEY9bmF9GI4HYRYSG8qGMwipjGX3zE4uI0jqxZTmejBhpLB1FJMLi3YYwmp/AWYGrS7XChRgdpskrEkjGgHlDkw0YQc0FJUDFWqkJmKQkGshcz6BjpUD7ob9AxQom5sTauheFZXZ2p/iZl4Ux5ox0eIL+X2m12LDUsh+AZ8gQwZys6Giy/u+v6Um8DfBCE/nH/v/p+E66+HujoZB3/FFfu/nYXF98leT5bPB8cfD6+9xmhHmNeTHqrxfH3oYFoy5xIELvpz4YY+uI49DUdtIy39svjovTNZ3q+MTQwGYABbCAQySNPqWJJ+GEOVjeyhkA3eGJ+5RrFUmcwFdS+geGrAIy9QVddBMckxm7ip9W4eyb+QY5X3yXB1oCeLmMe8DupySxi6ZTu0Ju8lOih54GhfTjw3jZRKHSHALAK1xQd7HoZKN+TboSABrkNBSRqUkZfhMif8HpnbmQeckAzzbd8O706ShtagS2HiI/s3zu++C3/5iwwZfO65rokbC4sDRHt7Oynr1mED9EMPBa/3QDfp+yc3F3PAANwVFfT2+di2bRsDBgw40K2y+C+xDC2LA0tHB+5jj2X80qXEc3OIz3+PrJFj0TCwo6Aniw8fzb+rilWxlvXMByAFB9M5nQzSmPjYCiZe9iiKYbDpzAFs+OsgVKdJEXW0UUQhhxJP7qONbEIBD3l1rWwtKqXd7cVEoYVcWsgl1fBQxmudx4zYi9jtSmVw1Q45Qw1gaJhLwRwi2DhxED49nTyzkbJgNbbgLmxx8BAhkS4wPSa6J4Sy+EgUsUDOWgOmfVtncVI6KmU4UBBIzYeCoyDwItjckD4SAvPhjeS611//5R8gbyZc9dx3OwcffwyPPy4frp588uAsCGnx4+NfPFm8+io4HJyBg/44iWEwsdOY+ndGMxQNnRZ8jPm4AdeJR+EIRKmeXMLf35xDe3YGNmKAiZcgs/3vM7vhAwBGhtfxXvFMEthBCLbZD6WUNoLFbvZE8snxt4AD8kQjW9X+VHgGkOtt5tS2V+n7Wh2KzSB+thfTIRABA68SQour2JL3M5E0kIQBIqx3pkKJnFREdfLGooWhBSi9HXpeAUIBvRH8Z0Fch3eSHT01F/KThc5r3pNGFsD2Z/fP0Gpqgp/9TC7fcQcMG7a/Z8jC4ntj6dKlnfWz1P9HuUpi8mSoqOjM07IMrR8/luqgxYHD54OZM2HpUiguxrF4CVkjxwJgQ+EPjGAKuVxEGTdQyt2xCKeFgyzREmgYtKFjAiHc1FGEzXQw+sZXUC79JYphUHvzRfhemIvhVMmilVJ2kc5nVPIWebQB0INqVKGzsaQ/m3v0py6rCJGcf0iYNl73TuTDnCNodOXQXJhOQM3AFAoteZmYe2ujCjlL3ajm0Jyag6baqVeLURImyecqAJR41zIG0FHR9T5taNdyYTI8qAOITIGGvnDERpjjh3GPwc5DoArIz4Vf/nL/x1tLwPI3oXJt12eBQNdD1i23WA9ZFj8MNm6U9wafTwqzvP46OLuk1EeR8o1G1l7GM5zjXmki5+if4ghE+fCkI3j2gzNRssFAECWFkeymF1H6xqo6t+sf30Gu2U5/vZFtDGASJQw3y9FUQZs3ExE3KdbqsJkaHbY0UkSUIKk0efNwBjXsGOQu7MBWqePZqtG7uh5bti7rZNlV6gfmErfbiOUqiLyzwUxObtgGQc+fyBxVO9KZXRmHRY9BNIC80yjwGNCEDB88tL2rw4WHywkZgB77IWZjmvL6b2qSao5XX/3t21hY/A8oLy+nMytrypQD2ZT/LfvU01pm5WkdFFgeLYsDQ1ubDAlauxb69JFqV336fGmVUWQxiiwMTH6baOKemAxn+URLcELq69hEBzZGoxDGTOhkXnglrudWY6iC+r9cRskFD1KMQTZhEtwDQAP5OEkwhY8xgHQ6CHhT8XvTO4+bRiu5NBPEjYrO6wUn8IE5jV+I57DRgJN0moqyESck8NRFyH/fjwCcalQ+uAiBS4/h1DRMJ4gwEAd/ax6eDBOl0YfCOOhzZldn3TdBcBmYAfBMhvg/ZeHida8Cr8LSx+H31eAsgpeTUvJzf/elumLfyj1nwqevyYe42z6EEdO/nJdxww3f9SxaWHQ/W7Z0qgty9NHwyivfKuvcToL5NNEbN+P29X4/9BBceSWqafLwJb/gmXvO5nT3KwDk0MYmhlJIPTP5hMb0LHqGPDg1ncbMTBrIxq946KlX0SPxexpc+WjYwTSJ5tiIJ+z41AwUxeg8XEw4MNNAzAJFhRShkVIvQ4nJgcqRh1JZmIbmtJHua6c01kRBZDZG4xPopUBoJfbxDRD+NVS9ADUReOv3cvvdq+CCVyD8KDz2C8CAYmDtPvmU2SNgzlYIVkHexG8f64cekmGDGRlSbfA/LXJuYdHNfPrxx9y2900yd+n/Bcm+TgZu/vTTA9sWi27BMrQs/ve0tcnZ6rVroaxMhq716PGVq7aQ4DK2sgqAEgASGKjIpHONGN6QwTmnPMuQeRUkPDZ+98yNLDricO5NbGCC/RCiFKGwt7hwV75TLgr51OAkShw7CRy4iJJFKzo2UkScyeZSljOBY/UqsKUgiJBBOyHTTb7dQOv3CLtOuQ6nL4a9NMqhO78gaPNSmNIkj5dMdYhrduaPnMzh6sdk9NJRSq9jo9qAGipniDIIJeUQyKiB1o2waoRs5r4RfB0N8P4kmK/D9u0wYECXQtj+sjlZbd4wYOtyqArIUEGHA55/3srLsDjwbN8ujaymJnmPeOONL3myvo6r2chGZMjdnxnKeDMT5s7tLBPxp5tu58arLmOQsqVzGwMFBzFm8DEqOm3ObKKFKjX2a5mvhDGFQgQ3jXohKYko2a5WwrhxJmLkOtqIOZ2kGBF6UU0o6V3LsHcQHOsiVZVKgh4zSqjURkqVhu51URgeha9tHcTiDFm8jZS4C3F8FtEjFAxZLx0hPsCWcw7kTISqK7s6uWe1fL3lY4gYsg5fFlC1q3OCBwBvD/n3baxeLWtmATz1lCWAY/GDob29HdvatbgAY/BglOzsb93moKFvX8zCQnL37EHfsoW2tjaysrIOdKss/gus6SuLbsGHzlO0UZ4sGPz1KybDBdeskUZWeXmnkbUQP+/jSwYESv5ANZuI4rJFyXY208MW4WG3giakUeBpjXLz9BcZMq+CYI6HW966hTvG3cKy8GGc0+ZlJa+zjNfZyFC2MBCBQQ4pDGUsx3EmuUTwEiaFGIPZwgC24SDRefximvmpvhCPMpEWzqfD9OIzM8hI+An546RuP5uctCY6hnlJRJyoRTGy0oIoIdkLMwHEYVduT5zOOF4jgCNq8En8WfbUXcaw1T9BfD4Idp0OlYNh/QyZKQ/y6hx2NKQXQWkG7Pwcnl4jv3vgge9uGJ14lXwYyy6CQTPg5z+Xn99zDwwd+s3bWlh83+zaBdOmwZ49sljum2+Cy7V/m3ZK4cAqYzHVVwyD227DUBXKn57IxuuzIewmixCGAQKdbZShYqCQ9EgJgZFQGbz9D/QLVQLSfllhH0eiyUW2z0/PljpC+whw+Nsz2a71x2sGKaIBOxqhoQ7Cdicm0OHIo9mbz8bxZUTy8/GseYoxH6xizHsbcAeiiJgfWp5CONJQIvK+ZyptXR2bdg1kuWQB41474fW74KWX5LhMTRpGe6/r70IgAKefDokEXHopzJnz3ba3sPge2bd+lvL/oX7Wvggh87SAw4AVK1Yc2PZY/NdYHi2LbuECaliLnMV9lhIO5ysUgvY1skpLYdEiKC4G4Dma+AN1AHxBLtd3eq/kzVYIKHH6eIx8RpDOWM7g6bp/cOmse0ndvIdAryL++MGvWZ/fm6Szixgme/gLWbgxUNGwJz1XBRzN2QBk8i5htlKln0crmWSoHTiIEjMdtJHFHlFIyOZBR8ZK9zCKOTy2GBs6qk8l0lMFlyAt7Mfc7SCzIYwaC4EDAiPsuCIa6Arp4SCzW+zYOzQA/EUxjmyRYQECE73tFdQsUzrtqoG4Gw69DsbOlZ15dzjc6pPhhONyIbQGzjgNSkfBTW9DihcSUQjUQ0bvrw4BOvk6OOZisLvguONlaNaMGXD55f/5ibew6A7q6uT/Ym2tDJ15553vFBZ7GX14mF301gxO/NnFlDzXiOEQLHl5LHUnFjKDBSwKTePslKfIEdKQCeChjh5spx+F7KFIq6M1mo1b3cPp1W/QJ72NfxTNoodaw897P8xJoX/Sz2OwxxFm1J4v8ISiRFLS2JneF0MoDDY2oYY1gsJDec40hGkQx06HkDmXezK2M0tUy/ILJhAFkQ2EnsZVJfuRKDkUW94+nuqsnjDJDnpUCuT86j75+c03y1DfYCssuw9eORemz4XsLyuzfom/XgMfPgkjZsEaBXbsgOHD4U9/2u9xtrD4X1BeXs60vW/+P9TP+lcmT4ZXX+3M0zrmmGMOdIss/gssQ8uiW6gk/qXlw/91Bb8fZs2S4Sp7jaySks6vN+8zI72ZSOfy9fREAA4Urqcn2dhJoLGycgVXzfgtuVWtVA7pw/kfPE6s2Elfo5JJxmKCeipTMj7GTzomAntSlaLNzCRHX06UOpzqzdhFFjU8QFx1IoBVjCIVWTMnLKSxaCYdv321SnrodUSDbly6htMVIma3004an7onwUiB30zjlCVvkR1px1uZAI+cPS8INoLy/t74RY7etYBQoYt4vooaM3BF46josq5qP6AuDIaTOIsIcQOuFkhZC7iAUc3wwc0QNuGLRbDsNRh/HDwxAVp3wKAT4ex/8pW40+D22+HDDyEnx8rLsDjwNDVJI2vnThgzRhbi/gop54dp5FmaGY2HB+n1pQLmJ1HESbFswmcdhfv1RnS3wrq3BrFrei/saEQNF70zKkkVXR73EF520RcfmQgGUKa2sSpvDatzdIY3bSa3pZKzi14ABNVKD4KpqQRFnDTTIGR48RKlR6Sekkg91Z6e1CWKOevNf9LmzqDlmGyKXPX0MquJkMJWBtLsyCUyTUFNM0CA2mgj5lRwtGvYw9KrZg/1B/EvfR/yGGy/GZ4TsHuXFKy59lqpDrr2GfjkbrleayVcsvSrx7h5N7yVNNL+/jpsRI7xyy/vt9fQwuJ/xZJFi7hl75v/j4bWPoIYf7MEMX70WIaWRbdwI3ncSRNlOJlD+pe/DARkUvuqVdC3rzSy/iUnaw7pfEI7GvAz8jo/L8LJA/TrfB8nwXNb7uXkGX8go76DirFlnPP+0/iz5axxXLHz86wnCOOmkr6sZgxgkkULreQwWv+ck/U30IGgWcUKu0kG2wBQMHEQR0clmxZipgddCJzE6JWoZnJiGToKhlvg9ekYTnCENdq8OZ2hO14RYtmwcRzX8SEiIUAfA8GVYCuCSDt7o45cbS78A5zEbfISVGpNnBG9S+J9IFCzhCD/wGzcjvPapCE6FUgF4unQ6JfHLR4AVYulkQWw5U0It4H7K+K6ly6VuStCyLyspEfRwuKA4PPJCZitW6UBMX8+pP17AeIOdB6iEYBFBFhMgBmkEyVODa2URNwoc07EPa+ceLqN5e+PonziaYxhOF9QTrWSQb6rgYVMZywraSUbA4HX7KCIPTQKKKeNXNxsV/qxqWAo/Qp20IMasmijh6ilziwhjhNTKNRm5JMXaUETNvz2NOxmjBEbNwGQFfajtMDQwk141BAAhinIjvgQ6V1h0Xp+LhF3AMMpsFXFSHidGAW9cdY/jOhYAQU/h4ypUHwWVBTCP6aDzQbPPNMlDqLFugZJi379OKdmQ3oe7GyCTcnP/vpXmetpYfEDor29HX3NGtIAo29flP+Pv1HDhmF4vZQGg1QvX46madhs1uP6jxXrzFl0C6eTwelk/PsX4bCsgbNiBfTq1Sl88TctylOJCJNVOzfaVV4VbzOEID3JZSJd+UI7qGIxn1FCITM5jLp1izht5p2ktgTZOGUgV7z7RzypAcAkYKYywlxHjtIKtLKN/sm9CKrpQ9R0UmruxEQ6lnysAPoQw4GTOFHTSY7ZjIGgSSnEbkYRuspk/xpMr45PSafCORATGBLdjsuIEnHajW1eKAAAIABJREFUELqGpqrYhE6tWUypawlBxQn2J0itvDQpauGCPfUgZN5WqCzO/7F33gFSVdcf/9z3pped2d7ZZZfeu6CgAjbE3hI1avJTY+/GHjWm2KKJiRoLUWOLEcUu0kEpSpPeYXvvMzt93ru/P97AgkAEg2KZD38wM6/duXffm3vOPed7MCnskSapdQNZaTROAwZfhyIfw3HZOpRm0EcLlHNGgqM7HH0PrJgF3YdAnzHQXgWOdAi2QOFosO9dd4z2drjoIkMM48474aSTDsHIJ0nyDQkEYPJkWL0aevWCWbNgP0nfdhRyMFNPDBPwYUzjgXgTg2wzkIFGbjl1CiXzNxLOsLBqZj+iQ82MYy5mJqFTjJkWnAQJY+NjzqSv/JKr5TPM4ng2KkYNqhbSqCObNozEezMx0mLNmMxuOqQbt+6jRc1EoNPiTGNJ0VA+08axzVzK6bF3KWipBaDBnYlil6Rq7URVI49yWOsaUisDRNIUZIY0SkKYzgT+TSQdIh47mOLAk0T1OCmVYWh5D0Y3QkcILrnE6Ih77oHhw7s6ZtzN0FYO/jqY9PD++9rmhJvfgQmTQPoMGfdzz/0fBi9Jkm+HPfKzfkL1s/bAZEI58kiYOZPh4TBr1qxh2LBhh7tVSb4hSUMrybdHJAJnnQWffgr5+fhnz6Espxt5us710U50YFVco1D1MV30Q0chINbQLgJkkIKO5CWmEibCBrYSX7mDo467EXdbJ4tPGsW8t39FN0cbeiI3rF14cIquEMRMGqknDx1BBAsKGh2qhw9Np5Krh1GVRgBCOHDqPmpFCVJRMMkYIJBCZXBgPaXBShZ5htAhPOjCMIxWpg2ggQy2iL4gYAyLiOhWjhBfkGlvYpNaSot5CjkF3RhSuQmiO4yEdgnCBva2CFXxLIKqk6yOZpxNYaivh8KLofll8APuTaQ8eSzKh7ORKSDvlbSP7oTUbrjJRS24qauvvYVw/Tpo3ADdxuydHC+lIX5RXm5M1O6//9sa9SRJvp5IxBBgWLLEULubPRuys/e56zIZ4Y/SR0+yOF9oOHQr18RieEU7AzsbuHHS05Qs2kEoN5P3Z04kbUA1AEGCfMTHOAliBoppZDO9iQIb6YeUChOYx2bZB12ooMPR6kJC2FnIUViIEDHZacJOSNiQwoSbDlQ0VDQiZhvjzXM4Lj6TklgF+lE6G5pKaJUZnNc6FVNDDJEjUeKSlLYgUoGa3GziZhUhJVn6AFKYRpQZSFMHEV4BIG5TIB2oDcCO9+COqUbu2hFHwF137dk5Vhec+8KB9ffVt0KbD445Bh7+L0ZZkiSHkQULFnTVz/ophg3uZNw4mDmTcRh5WklD64dL0tBK8u0Qj8OFF8KMGZCZSdMnsxhmLqG6Bk6wC1wegS8hdPEZbuowJJzLpJW03XIUtIQiWO7qOo4+7kFcbUFmnH4cV735BEssxdzO67v2NRNjFUPJkC3YRJgoFtJlE4WhairthYzUl+FXjdi8OtVOX/yo6AgkIVKQCSMqLsxEUTGhgTDaOKBlG5s93XdJrgtFokvTrmOqZDeOE3NBQCdOqsyFIBR2pLpxB4KUyhOQW15AmI3vE1UslKslRvFjdyayCCwZcVLr1mNrxkiW//QtlFuXGde7B/zDHQRSG4AX0Gknjee+0udR2Dwf/C0w5Cve6qefhrfeArcb3njja+sSJUnyrRGPwwUX7Ho2MHMmZTkFrAtIxtvBpezpJLhStlKReA5kY+EXwolCO5pf5Zqzn6fnoh3U5+Xw7LyL8fdy0QuVfGrYwZ51+RR0/InY3KiwUkseQ1nFxNgsZnASYy1LAEEKPk7nPWKY0IRxn9gIU63k04MdRvgwKk466cBLqymNRlMOJhmnT+5GsiIN1Dgz6baqmYx1huS8tAJ2iJrNhhNEQKTpITzZFVg4Fo0KYvoH6KINuy8KMaBSwj9+CdMiYLfA7ed8sxIMUhqFzZcsMUK233zTCEFMkuR7yPx587ht55ufUqHir7JbPa1HFy/m2muvPbztSfKNSWbBJzn0SAlXXglvvw0eD8yYwfziPlQnVMtnhuBlcwqXmWy8aHFTLLomD4PIRUn8WSoIelJEztp6rpz4Eq62ILNOm8BVb/6VoZYoVXQwPnYkYc2KVYYBSQce5onxLOBYWkjjczGaV+wXsZRRvKOcQTRR2CqKmfc4izxq6U5visWNiISsehwFmTDBFrlGs9VUhNvXSUlHOZV6HnaCZNLMYLGWVFoBSTdRRaq4GBMp+CMOckUDudQh0KnNHYuv8Fw0M7vuuE6XY5eRpqkm3DtC5K5qRe3cCFXACuD2xRCNwhWXwRWzkd5JXV28m2DILp45CWb+Hl46DzZ+0vX5smVGqBAYdbN69PgfBzhJkm+IlHDFFUZ9LK8XZs5ka0kvBlXDaQ0woW7P3T+kipbdhHKW0ERfxcRrUcGn51xMv4WbCRbkcP7bL+Pv5QYEW+iDnxQyaSKMlSB24qioWCikApCky2bSaaKJDKrMBYy1LMSHkRuWQz1FVNGdCkTCwGsmA1V2FSaWUpBOI7XkEcZOI1mkyWY8Jj8WZwxVQEW2IfajKQq6qhilrrpStLCXN0LDhwCoFJEmtpO+dij2dRaYD3wKTDVysCLXa8Sqb4cVXY6lA+aJJ+Cf/zREL959F7Kyvv6YJEkOAz6fj+CKFWQAek6OkdP9U2XUKHSTiUHAms8+O9ytSfI/kHRrJTn03HWX8cNutxsKYkOHclRckq1CgwYTbDDRbGZiwug5WuoEZQgLNu4QxmSnEw0NyUkbskmZ+BLOliBfTh7IU6/8jpxoJ1mWxbxNO5b4iUytuwiQ5NjrGJi7hiAhXPjwk0IYBwgI4qQDD3MYTxZNBHECgs/5Fz9jEjViKTY0omhEEtL0flJoERlMyz6ds13TaHKnE8SFZTeFxbHyU4SAVNoIy7WYhaTUAhaMCZJNhtDUahq5FG1YKaUbthHVTEQsCpnNTXTa0smwdCOtbg4A5kAQ4sAHQIuEYuCU16G1LynFT6JzBxDFwx/27ve2yr1ft7fDeecZBts118DPfnbIhjlJkoNCSrjtNkOEYeezYcgQlndKOhMGyLIIBHSJUxG0EOZx1pMnLFRFuxEIukDzgj3AKWecDZ8tojk/jbvn3YUn105DJIdsaz3d9G7YlHwiZBCkNXHPRhhNIy42U0gVDhHgXfVMdsqABjQXc9UJZNPIGbyLiwAqOpk0UKpvZbF2NBnmJiNoUKrkiVpchFHQ0VFBSrJabZAKFaIb7RTQkadSm55NRmcLIyrXIeNgD4QgInA0R3A3hiFyM2y8FDKPAr0NMXOh4YzxA28COoSvMNH5kA00iXfZMkxccOB9Pn063HKL8fqllyAZfpTke8xe+VkHWx/ux4TDgRgxAuXzzymorqa6upqC3ZSak/xwSBpaSQ4tf/kLPPSQIT08dSocdRQAeSbBhgLJ9hgMsXbt3kGQR8WbBESAHPJYz0BqETxGO7lby3lzwlXYmgKUnTiYKW/9Ao9pPd2UDjJpIpMm2m1vc33xQhoi2ZwkKilkJVWkspoeGJMouev/AC4CuKmikCAuXHQykhpmcRWNNLIzicpNB81k4MONnSBO0clmt6HO5aaT7ZSSLeuJC5XMjhY8mh9rOEw837id1N0KHmfLRoLCCYDN1YuKkTeSs3o9he8/TSHNoJiR17cRd8/C5K9FxhXETAEbNKM59wKWIGy5FbXwKtLVl/bf9+f+A6bfC7kDYfiFxsT2V78y8rJGjEjWy0lyeHnwQfjzn43wt2nT4MgjATjBDr3NsDkGv3KBMxE6aELBjEJM16jZUYKUCosjYdpuOZXUBQtoz0vl7nn3UdcjhwJZxS8j/0eBFiFPtbOJGuYxGythIlgppoPpXMB6InhpI1M2MpJluEUnnbh4KXIJwi6pFt3YSF/u43dUUMR2SikQ1fRRN2IhZmR7CYUGcvDSQR828SlHE8DJZk81ZjmSajUHgJTOMKPD3XEHNyMdCqGsY/C7ILU9RsbWZ4xJZHir0Tc170AaXUI4rwI+kN2g82+JB6Yq0IaOOvAf7fXrDceKrhtKo0knS5LvOfPnz+/Kz/ophw0mEGPHwuef76qndd555x3uJiX5Bhzy0EEhxFlCiOLdXs8QQvzpUF8nyfeQN97oClF78UVDUWw30lTBSJvAvJuXagf1tBEgjsrnRHmR2fyDraTU1POP46/D1tBEfMIxPPbOhcRtZjJMzTiUEAFctJBGs/BiVqIU2KuosbUxh4FoRBjIOpwEKaKC8/RWxmmfs9N73UgOPjzUks866qilZbdWCuKYqCMHO0FimMgS/l1bU2UrIWkFn0rvygrSGsN4tnfS6khFCykoMVDqQYR14lLFp7iREpAKafL/KO2YijP9afBajeYMmYRQnJjSfgnlIKboMFsztt06BPITfWUrAGU3C3VfjLwI7i2Dy98HqxMef9wIFfJ4jHo51q85PkmSb4snn4S77+4qK7Cb4mW6KlhXAI1F8EJW17PBg4U/MozjycOMwBSL8ebN55E6zxDOmDP39zT2zEQlRlwEkLZ2atUIc1nHw3zAUkJk08gwVtLIMJZhIoiTVtIJCzsllJNNE3FpwmKKoiVCmIM4WRAZx/aEs6ZaFLJBG4QuhbF6BWiY8Ek3m2QfmsgmKFyUKyVItcvJErYouNY+g5Y/AdF3NWtTBMtFA7MLm1l90qlsO3YSUknkSiqAF8gD3ge2YdTgOx4cc0wImYaFU7BYzz6w/m5sNNRe/X5jRfu++77x0CVJ8l0xf948dplXP2UhjJ0k+mCnIEaSHyaH1NASQvwDuAtYIYS4LPF6NjBCCPH0obzWAbTlNiHEdiFEmxBiqhBiH9rjSQ4Z8+bBxRcbrx991JARPwBKySENF524aCWV1QzE3ern2ROuI7+ijoYjhqK89wHd7EUASKnuOlaREi/GapEEvmAUizmSqZyLkihQPIxMtlNGEBNp0jCo1MQ2IBEGaKx4WYjQRDoNModztGmM0b+gU7pYRyk6Ah3BetkPWzzC2Lql5Afryderqe2bSWeqiwZ7NmqzFXvwRGwbdRpFNiKskFnZTm51Cu5YHsTmG0WHT43AyUDO+9B+H7h6wEZgVqJhR1th9AgY8gH0+AOMWABiH7drLAwf3AivnQuNm7o+nz8fbr/deP3SSz/tWPckh5c33oDrrjNeP/fcPldWTEKQqe4dJjSCDO5V+/NOnmTmA5dy2vwPDAn42bOZ1PsybISwEmYd3bmBNVzDGj5iOyBJpRULOhlkU0K3XecMYaVJZrBJ9GYLPflYnILTEkrkeRphv7+on4o31g6AkDpV5nw+EKcSxA5AFBOfiqNpJmPXec1E8dKOh3ZshOhfux7NrhGL3o1s+zstbGKkvozx2jwU0wbaXJVsHzESevweBj4E9UPgo1xYiLHqdxxgBsf7HaQ3zSZl6RGIVybC8r//9/4OheDMM42V7JEjjfv/pxyCleQHgc/no3nFCgoBmZoK/fsf7iYdfhIRQaOApck8rR8shzp0cISUcoQQogTYCqRKKX3Ao0KIZYf4WvtFCPFr4E5gIrADeB5DXqD0u2rDT4r1640f9lgMbrwRbr31gA9NwcHvOJ/fsZzlpGENhbn/1D/RY0MZoX59yP5oFp0uJ+OZxJusJSYUBrEGByHW0Y/2QD6ZznLiqJTTHRWNFBSayKCdFBbjRyp5pNKOV2+jgGr6iXVspydptJJHLe14WE9/smgkgItb9MdIwQ8ShvEls8XxrJQKvwi/xkQ5l42iq8inBMRuGe6q92oc6aeiLf+Q3vPLwCWxmuPAOmi/BVLNYI2BBroDdDcgH0C1TUe854VYOxwJnBaB1VMgaxCMuHv/Hbjor7DoCeN1WwVcuxQqK40aOZpmGFtnnHFQw5kkySFj7twuB8zDD8Nllx3QYZU0soKt9KUbfWQBxz9wC+ZpryCdTsTHH8OAAbxCE1voRQwzEoGZGGbiRIiSTz1eWlhPPzaRjkkuwkV3gsJBJ26qhZN/ciln8xZguFoK49WMCixjq7cUlwxydcUU1rn7UWkrYIVnGBKFFQxnhFxKrchHopAiOyiJl9GipHGk9hlIgcvkJ4NGtALBl0WDSG3qoEfj9QwszsRj7wDApkcoV4uJeAvAew8EWuCpu+E/CSfQg7eDZwus+QBGXwJKHOYkyjlUL4SSkyCt594dp+tGfy9ebCgMvveekQ+XJMn3nN3zs8TYsaAktdpIT0fr0wf7pk0oq1YRCARwOp2Hu1VJDpJDbWi1AUgpdwgh5iSMrJ18ly6124HbpZQrAYQQlwNtQojjpJSzv8N2/CjZGobbKyHdBH9Rq3GddBJ0dBjG1jfIA1JR2EoZiubhbxfcyojFq9ALCrDOmMkl6RE+YyOZtCPQiWJnCUdSQDVCgMtRRwQrzaQDAg0TDjqpI58OUhjOl3jwAZKAcKAJEyZijGMhAO2kspxhtJBJFYX8mueJ0aWC2EoqWdRzdPxTCqRRkLSbqGJrfhEZvjbanSlktbXid7goCHhIdf4SrbIEc4shmCH9QAHG2nHTYtgOpAD9bkR3/9X4PAScdSnUtkNv4G6Mu2UVYP6ah6rcTcZM6ka9nHPPheZmOPFE+OMfD3o8kiQ5JKxe3eWAueEG+M1v9tgcJo6PCFns+TceIsLjvE2IKLNYyXl/ruLYx/9K1GzmsmdfocEzilvaYYs3QgAnZuIAxDEzlsUUU44E6shmG4YxYhIxXPgZzgqmc/Kua7npJI1mQrqD62v+QfdoGf90XMwreT/j4uZ/Uyq2M8t9LFbCSCTZNOIWfjSpYiPMUbEldNcqiCpO4jadL+RIainASphS0w4A2rK8hLbb6XQ48UjD0DKFNTLj3cjxPGo0ZN0GmKYZnpsxwHmnQuEo4gToZBuudh2TUEFqoJjAZNt3n992m1HGISUFPv4YcnP/tzFMkuQ7IpmftW/Uo4+GTZs4UtdZvnw5x/xUizj/gDkkhpYQ4iwp5TRgqhDiQSnlnVLKE3bbPhEjhPBbJ7GaVrL79aSU7UKIlcC531U7fsxcvgMW+MEZ7OR3152Kq7raWOJ+7bVv5IUyo9IDwYW33smJ784hkurBOmMGswtMtMqFDEKjQ3oIKXbsBLFgQgA2QgwVqzGh0UIqn3IMIFHQGMgqhrKCJozE9IxoC//X8BomqfFm5mk02TPQUQlip5QyArgI4qCIClAgKO00kUGRqKSZTFYpQxjFMraaexJWbOg2QZvbi9B1cisb6Rksx1MRQI6ajrR0qRJKVdBpL8JuG4Np+5tg0qBTBaUbSCdoAZRfg/iiFvLT4fctRmih7oVjboPiTKi+Ejxng/v4vTtv7I3gqwVfDRz/e7j2Wli61CgC+9prhihJkiTfNVVVcPLJ4PMZOUKPP75H+FojAe5gFm2EOYFSrmLkrm0hooSIEtdVCp6p5tjbHkUXguX/Gkjxyct5Y/NkFvktLB6RzmLRQWfC0BqLl940EcHwU1h2E6XRULCg0YmLSXxMFYWUsAM7EY5iCeGYGVfcz8s9zkcoMILl1OalYyfMBOZhIkY92fRkG18wmsJAHZNDH6E4jRWoKiWLHOrxSQ8IiGFGiWvoJhVTNI45GsVT2wkomPUYrqooqflHgafQ6Kuzz4coMCoXHr4NCkehEWIFlxKkEru3GyPOeg3T5o+hz9mQUrh3n//lL4ajy2SCd96BAQO+hYFNkuTbYf78+Vy6803S0Opi7Fh47jnGAosWLUoaWj9ADtWK1hQhRJuU8nkhhGf3DQlhDK+U8o5DdK2vY2cySutXPt+x27b9snHjRoYPH77PbStWrPjfWvYjQRUgdJ1XfncReetXQc+ee4WobGoHXxRGfU3JliiSKbQz6m81nPXXD4iqZuY//R4n9uvH9PByTDZjImOKaLhtfiQK9bEsOhUnAwliUo3tabTRj/UsZCyN5NBGBr/hUZrRkSgM71iNN24ssI5vX8iH9uOJYk38i9Gf9bSQziZ60EtsRxVxwlhZTz/KKAEVPrCdgkMx8jjc+Mijhry1zTg6Izj8EWN250tBWCcS6zcHpc6FshTci8phSAoUZEB7A6BB2c2QA7GHzNjfjyE9HsQn8yHlEwhugW63gmqCTb2BOLS+BH3LwPwVD7XZDqcncjaefhqmTDHq5UybBunp/9M4/xTY370eDoeTz4Jvis9nCOHU1hoTppdf3ssBs5Ja2jDupWe3KNz6paSvR/DJsZBhc3MaY5j66lZuv8EQ11n7eG/qz89mCF8y2LOS9f6RFKIwgx6UE6OGCGNxM4/BbGMxYawsYTTpNNGBlxoK6MDLWgbzc17jTKbhIwUVSRQzx5UtoMmeQVwxVrO30Ivz+A/L5Khd9qFLi+JSAqTTzIS2xaiawtuppyAQbFZ7cRrvM2jHer7oPgJ7JEzR7CoivaykRv1YXBp5Lc1oQiVoOQp77njjHm9tNYRBampg3DhCM5+gyfYaNp7DxjEEMco0hKgk1Gsw7l77UQ78qhDRhAmHdkx/5Py350CSbx+fz0fV8uX0BqTDgRg69HA36ftDQhBjLPD8okWHty1JvhGHytA6D3hLCDFBSrl654dCiN8AD8ndFQy+fbxgrGLtY1vad9iOHy1TusOXt97PmQveRXq9iA8+2GNS/245nD0LdAn3DoPfjdj/uf5OK1/Mm87rN98JwOWXPc982zFUADF/DtK6HSEkMc1MCj5WtwyhMtAdjyJ5KruVj9VV6AlPdTX5xDFUvOowDJIQduwEEJ4oPuEgxR+kOiWHTFrREVRjIoQDF53kUk8EO146iGFCw4Sdrh/aiGLFkXjfgYc2fTC9I8/u2q4rPRB/uxJzoA15yv0I7QtomQ6AXL0Gmb+b+owu8L/sJPWZTnQztLxzOpkDBgC7eaH9syHhrUdGQA/svyPnzDHCs8AwtvYzcUiS5FslFjNWsNauhd69DdXLfahd9iUTBRUdjXWrBqNpghWt8Fo53NAHJq93Mu6aa7DEY/z1/Buw/bqdLBqJ6SZiKQrDiubxf6IdAfyGMUwkm/v5kAoiaIxgCz2JYcVKFBWdwG7hifXkUEIZGbRiJk5Yt1C0uQKlfxxF09BVFVskzMPR2xnrXIRVGCvUuaIShGAwa4iZFcLCQoVSTEQxwvgq6Mb4hkVcvPVNI06+DiMs+CjYKWyqSh136ZtgzoZgEE47DTZsgH794N13KbedSYx6AArIxk0f/GzCjkqIX2HlMSwcuWdnzp7dlQf3yCPwi18cqtFMkuQ7YeHChRy1Mz/ryCMNMZgkBkVFxHNySKuvp2XhQnRdR0nmr/2gOCSGlpRythDiZ8BcIcQwDN/+WxgrSFceimscBO0AQgjvPoytr65y7UXfvn2T3uqvofvH0+j+1O9BURBvvGFMqHZjeqVhZAF8VLm3oRXRJHdXgxOoDW7n2XOuw6RpPHzKbbx89CUM80YBCzenFHDq5pNolhGG9f4MCxFyTbXELFbqonksCWXiNR/Bl1SxkT5EsGMljI7C8cxkKWMpJsxxvIVqidOS4WGWfTwdDg8OgihIzMSoIZUmMnDjozeb2EZP2vGwhDEMYwWT+JgYVtKI0IaJCDZaSKObqOfDwRNxhMMMa1yF2NSOLcVP/W056Pbnyd6YgkMBdIiWqvgG2fFsiGE2TUZ85iT13leQAmpeyMbeww++LZDSy+ikWDVU/xxUQDgg436w9tj3gGzaBOecA/G4kaNx4YWHbrB/5OzvXnc4HMlnwcEipaEuOGMGZGYaBYlTU/e5qy3uZV1kOKqzHdUbQ2s2for6e6GloYLUk08mpbODdyacza1XPI7nw1ZG5S3B19uNyNUJJAqHuwjwbLCc/n4rFdnG411FJooN15BKOwEc9Gc96+mPh3aGsAoT8V25XTYlStPpaTSRQU99C8MrV9PHt4MvTYO5PO1pTnZ/hF93cYHjNSQgEazP7kNUWOihbWMNA+nBNorC1dT2z8ayuBp7UxRZC2JoIVirwAXEsiHjPsPIisUM9cVFiwzRik8+gbQ09EShcwONYTxDE7ej8RI6Eh93ksGCrl2WL+/Kg7vpJrjsRKh+F3IngZos53Cg/LfnQJJvnz3ys5Ky7nsiBOqxx8IbbzDQ52Pz5s307dv3cLcqyUFwyMzihMjEHcBKjJT/5UB3KeXzh+oaB8iOxP9fDRMs2W1bkm/KmjW7vKdtDzyC79gT99plcj5YhWFtX9Jr71MML4fHNPhze4DrzriU1NZ2Zk6ayGNPXEvGyFq6ja0BoNgKa/t42NjXTJZiKASO8Szh7Oz/kGPqYKCtGYmNGgpwE8BGmHRaOZX3SaGDVM6iQLYjZJec+zLnCGqEsdqlIyijO01kIpDYiGDD8F576cBDOxvpRzYNpNJBP87E2ulm/KpF/Hz1NNRIJy3WdKo8+awoGoQ9s5X2493EskxobkHroDTkEIiMU2i7yInmUmkdZUNuOQFuehWA1r+NJSsLMha9AzOGEPe/R5TZyNBy0BJucBmE9Ev2PR4tLUa9nPZ2Q13wwQe/waAmSXII+Otf4dlnjdDV99+H0v2LvN7VKNleU0hTIBvvmCbOHOFnzgQIeDfRcMaJKJWVBI4YzsjXX+Fqk0JrewZfbD+VTG9XZHoEw5BYUJXNg1WScNRYWfrF9jeYvWIyv658ERedFMoqerKFM3mHiczFQgQnfiyJ1Wm7FqCcImZyIsuVUcxPM3IghsZXsynUjz803UdUWkkVHQggioWoMFbOXWqANtJwyiBpShbV3jwWnjyKZUcPxH/FaeiFnei6GS1jCPTaALYTwbcDLrkEPvzQiASYMcMwtoAi/oKL0aRzEamchoIFFz1QEiaegorcmXu2aRNMmgSdnXDBBXDHWTBzOCw8ExYdYL2tJEm+B8yfP7+rflYyP2svxNixgFFPa1EyfPAHxyFTHRRCnAU8hKE82IYRMthxqM5/oCTECa5mAAAgAElEQVQUD9sxqpCs3G3TMCA5C/1faGoyQl0CAb487kKGqTeT+gx8egEMyDR2+cs8uOVdSHPANddEeC49wIKwyotWN+5EHajNAFLy3L1XMGjLOjYX9+Jn972FO78JizXKYAwvYhkN/JvPMNNOIWX4SQHAJDSezy5nlvo+Giq55FJHHlYiuPFjIUKADHrzJNNFCds5hUFyDVHpJqjYMRFnCz3RUBnLfJYymqNYjIIkJlXMQiOIHTd+iliNhw5SaaeDhyhusZMXaABgYOUmFvQy6lx4wgEs+ToWpSsB32IbS8fkHNT4uwhFIhE4PxqIuOhaw/v/hz+QftWtMNWYIEazovhcFwESm+tCXNa+ENkIKWeCmuhgqUHF86CHIedXcNZZsH07DB0Kr76alMRNcnj44AO45Rbj9UsvwejR/3X38kaBZjHT0ZqGxRMgVhRigfk9jr70Rfp9vpmGbpn88fk/8/SrJsZPnsl1FzczWR3Im+YvqaAvAkkqHXRuPYru2nquG/44cWliet1kJtUbxeispjBZNNEpnMQxI4Es6jiGT3ERRCWGgsSnupgtTwABChpNFiMMepunmEeybiIuTGRYmomjGgHFWhyh6EihYCLGRG0WR25fSWr316mM/5awyUI010RK0/u7vm8gZR326hdQPv8NPCdgjgSXC6ZPh9280y7G4GLMHn3l4Co0qojyD3SW4edSUqr+CCecYKiLTppk5GXt+DvIRKhx08L/bTyTJPmO8Pl8bF2+nMGANJsRRxxxuJv0/SNhaI0FHli8mMsOsExGku8Hh0p18E3gHOBhKeWdQojjgFkJOfWKQ3GNg+RB4OGE0uAO4GFgpZTyrcPQlh8H8bgR6lJRAaNGccbJUyAqaAvDu1u7DK2/LTBsiJYAPOXuJCIl5VLn9XiEK8x2pIQzHZA+5RkufP91Ig4nU6ZM4+k+XmzWZqayjCZa+ZgxfEY5G+OCTeERFKk5DLEtJ4ITCxlsUFcgEShI8qmlnhy6UYGVEEEcxIFZFAOwhd7sEN1BwADWUkEJEQzjpoxSjpDLiAszJuIIIVkmh9Am0ohjNmTk6ZJQF1Ydo6IieLU2elVXYMm/goG+aQB49E7kdlA7JSm9riBon0GAraj0wjPrBExnX4eIx4ncdgzK3edixgo9roZtTxMryATRCUBM+QJKV0G8AcwFXYptW34PW35nyEBf+xR8ug3y8oyJbrK+RpLDwcqVcP75xo3/wAP7LEj8VdrmAwUSy6QAQsB8TeHEZz5l4ktzCdut3P/uPSyu60PvQRsp6rOVIPAfuZA0WuieuHcVdIZ0m0laZDWq0FFFlNL0rdxnuYvLKv7F2vR+AHvcvxKBiyAAGmZSaOM9TqNaFJBFEz3Yhm5WeLT3NXhM7XiEn1xqiGClSubTu30L6W1BbBlh2lI8WIjh7AyRZW6B+hMZExlAW8tWXIEAslQkHCygCyta5WsoL2IYWVbVWNEaOZKvQ6BgIoMoOgDxurmG2EVVFRx5pCHnbrFA4Tmw5QkIVkHvmw5mBJMkOWwsXLiQMVIa4VUjRybrvu2LAQOIu1wUd3ayff78w92aJAfJoXJ/DwOGSynvhF1hhHcCK4UQRYfoGgeMlPIRjFpaz2KEMXoxihcn+abcdRfMmwc5OTBtGhN6GZMdiwoTunXtNryHMRlASNJll5xzgVB4tgZs80GbsZKn/mBMBKz/nMJDE/rTGIFXa0HR47STwvtsp5ww8/3HUhYtYX7oaFZFzmCrKEEV5YTYgYUoNeSygT5UUMAG+hPBjuGXNuHHgwRK2UoMM18yDBtRvLQh0PHQTjGVCSNGoBkJUYRxEE/U0gphI4gdQSFmxpNKpxETqYBdiZFma0MXf2FDXgmtKU6a0r1Y2+Io0SyarDPp4C6kXoaYPx3T6dcjIhE6r7bT/NBamjkNSRhGPAVntWHt/jGCVEBg43JQLGAp3EMWm2Ai+vUVYPo2wyv+0UeQn3/oxzxJkq+jrg5OPRUCAbjoIrjnngM6bGIxsBCk3/jbHr3kc6689QUAHvnnjRzV92eMV3IIh2xICfP9x/Ba24W85LsURcaxEcZLO41WH0Upm3edt8GSzefpR/CHfr/BLoJIjDIQdgJEMbOSocyTxwIQwczHnIQfL146yKUOBYlJaJjMccpECSRWznJlPVmyGVIhWGLHnBInI9KK2xcgr6EZTNDi8LCqVKdmUJZxz4YmEXOPx5fWnUaLm+i/NsEnGO7NKbfCQcg0WzkDQTaiReI9PgbbtsGQIYaxtjOPyFkEp+yAs9phwH0HfO4kSQ4nc+fOTeZnfR2qipJY1corK6O5ufkwNyjJwXCoxDD2ytKXUr4lhEjDCN/7znWmE8bWI9/1dX+UvPcePPqoUZ/lzTchP59/5sGvBkGBG0q8XbtmXtBI+lAd1RNnRIqZvvEU+igmJpus5JZBkXsDf73/dJRoFK6+Gn7+c/5cD3fUQvd0yciEvHIrOq1kEscQrBToVBNnED5siYRxFZ1KiohhIZtmJjCXEDba6UrANxOll9zKR+IULERoIAsv7eRQTwQrG+jLADYAEJFm4qgME1v5ku44CVJLIaWk0cBGzGxjmNkLMaNwsSUaw5duBiQxxYLP40SPC9qKPPgznCCexBnz0u+TMuT5IEIQv/QkOv6+FIRApxmdIGpgLoSXYHL/gjTLZiQhlP0JZPa4C/41B96qNWpkTZ1qTLiSJPmuiUbh7LMNGfdx4wy1y92dAv+FR06H43sLOmIeKlur+NUvfo0prvHmzWcx7/xjmbJDYf14OKuuB88ENlMVM7w5/riTjfF+TDTPRUGnnGKqKCCOmVRasRMCoMpWiFmG6cNWrIRpJo0lHIlE4RVxCZvDvbjA9m8aE3X2FCR+6cKdWFHuwEOabEYlTkfMw9jWZahSoz3FQdBpeNxdgRCptQFQnYBOnTsTKRRidoXGUeficXyGFI1EZBqee4I4p4SRJgXx2tNw3hUH1dUqPUjrWAwnnYhYv8pQKZw1a2+xEcUEFs++T5IkyfeQ2bNn89TON8n8rP2ijBsHn3zCWGDJkiWceuqph7tJSQ6QQ5ajtS+klM99ta5Wkh8Y5eVG4jbAww/v8jgpAo7erWbmCh8s6wBHnoq9vzFZKcTGPZaucLbBmX5u/uP1FFbUsHVIKemPP0gaUBsDkEQ1y659dQQ6Cr1dm6kKF9LDUYGqhmmTKYAEITARI5ZYeZKGoDIOQrSShkqMuDRRIrcRUGwMkGspFuXoqFRQRH82sIFS1tOfenIYy0J0oRIHnDQzCD+duFFQKSeGIIMsGtmSNpx0WUyvpo8RGtjDYUJ2OyCxEiFqsuLPdO/6HuoKHXkhiADEz0+Dv92IXb5MJDYTV3Mnavx6iLxufCffPxHFVQjxX0InZm2Avxvyzzz3nFGDJ0mSw8H118OSJYaQw87wtQNkYTuUu+G8TAXvKb+G+jqWjRzOU3+8gpa2TKrb03m6cA0XF5RgkxlY4hGiuhVFxGlXvaxgGGZidKecVtLoxVYsxBjGSmrJoZ5cVothrGEIp/AhXjqQMqHQAxSaqxBAFg1UUoxAp0bkUEM+ZiIUU0mmaKaJLPqHtmBKCOpYgjohs0TRNdxNocS3UQih4lVaSdFVmkQGJqcXSSNIiefeBux/iiNViP/7ScznHJyRBUAggDjlbFi+CkpKYOZMyMg4+PMkSfI9oqmpic2rVzMSkEIY0u5J9k1i7jUOeH3RoqSh9QPiWzW0AKSUj37b10jyLRGLGWpWHR2GCMZN+477X+eHMV9ATEJpVTo3jFGQAq5mT2/rs2vepeiVOYTtVv7wxh1cae3kCNwMyQ2Ql98MmkJKtD+Nlu2EsWFHp82skm+uQyECCFJFB73YQhQLNsIMYSVllJJBEwoSB04clFImO7HJENuU3pTRgxThw0yMJYwkgo0dlHAs89hEH6ooJIwNCzEk0Eg6mbRgJUY92bSSh50gZqK0iihSbcRrTsXk0nB0RsiKtGIlgubRaRPdKOR2GnkNdcVWek6qRvghdq5C6EU/SuQU0tZ5wdxsBO6a/gPWRA6JVm/UyxL7kRSeO9fIhdF1Ixfm//7vkA11kiQHxZQphsKg1WoUx876msrkuzG/FSYsN9IMtfce4arZsyEzk9gL76GW59MWj9Enbx2LzJupoR6TcDEoZQ2BmINe6macSoiAdDFZjCBEK5txYSaOEQAsKZFlVCYi1iUKm+nNCFZwlFjEFnoSwco6dRAjWU4/1pNOK1ZCOAjyChfjIIAZHSthTMSot2QzILgJAbRFvRQsq0dXBLX5mdidXtLjUWRqFSmiEyToKNjFOayW6+j329Wk/rENqYJ4AMzDVx18X4fDhujNwoVQUGDUzEuGCif5ETB37lyOAKP65eDB4PV+zRE/YUaORDOZGBCPs3rBgq/fP8n3hm/d0EryA+beew2PdUEBvPDCfsOCNgYMIwtge1Bh6bp0/lQKzt3thbo6iq4yDLUPHrmG1t6Z/EFfgqVjBOUpKlKRSEUji2J6YaaKTiaTwW9pJIYZEzE0zHTiRCBxECIgHVSIYlJpw0cqG+nHWWShM5c0odBCGqZEAnlI2illK6Njn+OlnZdNlxBU7IxgKT68VNKNXOpQ0ammgGayGUIL2+hpCGdIiS5UUvCR1d5EVksbYZsZS16ccls+Ni2CDGto9iA+ZlCw3Inn+O0o7ZL4GVmEXm4Dk4CohFgzqCZQ4mAbDxvajAKvgydDj/0YWV98YRi70Shce+0B58IkSXLIWbLECPsFeOYZGPFfKpLvg7WGPcIRGz/n8mcSf8cvvcSRA/KZC7xPOY90NLN87Whq3Z1cnlmAz7wVr3kNdsVYzVXR+DebcWFCowc92EEWRt5CtmigG5WU0x0zUQoxVq9GsZRjmM+nHMMOSnmS6zifV/HjIUIWxbKMAWI9Y2LLyFWr0BWVHmxnuX04z6qXUKLsYGCVEWas6BKf9LCkoDeTW2pAVO36fikM5k25nV73aGT9qQ2pKojf6UaWcOu70P1Z2L4YPvgtZJbCeX8Ds23fnRWLwc9/bqxgZWUZxYmLiw+qv5Mk+b4ye/bspKz7gWKzoQ8fjvmLL7AuX044HMZm289zI8n3iqShlWTfLFhghAoqCrz+ulHvZT+cnAFHp8LCDtAVmNoEtVFYODyxg5Rw5ZXQ0kLLCRP409UXE4nEqZ5dgj+SiufoRhwZhiz6EKycy2AAVhJmPJ1sZjMR7Fi0DqwiSrviYQirWSpGMEyupEN46cE21jKQjSzCSgwLArPQMSVWwlQRJ1+rpdWUjkWPcVH8ZaZazsNOmGJW45BuGgUEcRDDTBAHqtxAlIFGuJEQmOJxTqyYR3q4FU0V2MIxlnn7EDIboX5erQ07IexLPsEzqRm1QxI800rw36dhNStovldxloWIqSb00qlYFROESuDj/kY/VU2DYRsgt9+eHbxunSHhvFNw4IknDjgXJkmSQ0pDA5x7rmEAXHcd/PKXB32K83PgP1t8vPLQBZh0DW6+GU4+GV9U4/bFAXQ9j+WmIiJxC3VNsMInwTaU03Mb6O42DK124aGSbhRQjZMg8xiPgyD9WY8HP0exhIGsJYaFIspwyDBu4cdKlElM5zkux06ILfRFouAgQKvIoJBK2lUn2YqRG2rTwhxfuQB/jgPNohDobscfteNsDtPkMZ6JQUsv0jpXGlW5TH1xmV+m/53nMe7hz9BUwZaXb6Jvr+dB80HGBUYnvHQRNO+AzXMhtz9MuGHvjorHjZqF771n5GLNmrVXcfgkSX7IzJkzh2d3vkkKYXwt5mOPhS++4Ih4nGXLljEu2Wc/CJKGVpK98fuNvCwpjZWTr7mZnSZYMBIeKIP7yozP4okVrigS3ngdy/vvI1NSOOOmv1C5NptYlRn/GiO00GTT6X7yDkpwcAZFxCR8SpCLRQOSNPrRnaZOlTW+QZhFjIyMJk40zyKfWj4V4wFoIBsVDT8WLEA92ZiJUk0eAhjLQsqVEhACn+IlL16NgsSFnyyaQDThkPCFGI2CTnfK8AuFAr0Cn5aKWcQ4omU5hZ2GEIbmyGJHdxuEIZEmRkw14f0sSt7JzSidksA5Vlpec5NiiRPnDha4K/AW+/A53BxjHY6VQohXGQnsehyEAibrnp27eTMcdxy0tcFx/eG3fY3wQpISuEm+YzTNCCWuqTHqujz22AEd1hmDBzcY/oo7+kGGBRb++yaoLzPqv/3pTwCcMq+Cz1YYdebFEZpxgEeDdKM21MLgGDotYFFClJuL0TDRTAZOKolhYRu5+EnheGYlriywEySFAAgI4cBEHEXqXCOeoIpiaiggjoXeoS1odrARQVNMhHQrdiWCvTVChs9PW76TKBasRFlf0IvNGb3Q3QpFVKK6UhCmV3FIDcwXwG13MO6xT9FMCp+8fibHnP0b0O6EeBPY+xhNs+y2cm3Zxyp2PA7nHgPvLga3Cz75BAYN+gaDliTJ95MdO3ZQXVbGrqyspNHw9YwdCw8/zFjgs88+SxpaPxCShlaSvbn5ZqNe1rBh8NvfHvBht3SDmgjUReGhUviSENe3rOHdG64nHfjXNY+xsHUQtIJZiew6rjPqxiM76BCtvOzvw7XbUnHlRjAbgmC0kk9rIAMQxKSFN0LnM0Bdz/SOyTSZM8lz1eDHkxC66EYIG3EsOAhwBMuwEaKcInJpQEEiJaxUh6CgkZ6oqQMQETZGshQLUQK4cONnjLIUc1jjiJZVRGPmXfvGrCo+s4Oc8gZqe+aASRKaaSf/jCaUkCT4cwumx+OkBjppNs8kTSzjGHUHtak98XIFHhJKImmFcPlU+PJtGHy6EUq0k/JymDjRWEU4sghuWA9ld0GsCvo9/Q0GNkmS/4H77zfyBLOyDPVRs3m/u2pI/kQ9awkR/LKAj7YZQhmtUXi64UN44QWk1cp7/3iNWMTK2hZJbTi66/g0fwum4jjt6U4iwgiP6bTAKvMgbDJIHnWoaAwil37YmEMK1ei4CbCc4VgJU0c+bjoooQwFiYZCM2kIIUmlnb5sprfcQoUsxqaE6CM3YRExasnFJ90EdTs+Swohu5sX1UsJSyuj5efUObPxOn3oKBRTBmIVuv1+VL0EbrgBnnwSzALlOZ3Jx74NwSJwPQbm3aICLp8KMx6CzB5w5FdyLeNx+NlxhpHlAB7JhFH/z955x0lRn3/8/Z3Z3m7v9vodHEc7qjRpAgqIaMQSC/aYGGOLRo1d8zMmJkRjN3ZNrAGNMSoqCnJIEwWk9zvgDq73u+11Zn5/zFLsoiSozPv1Om52dmb57nz37ub5Ps/z+Yw6WLNoYPC9oLy8nJGAE3TT7ry8QzyiHwDjxgEwCrh30SLddsfge48RaBl8mnnz9EZ3iwVeeOErb6Y+i1OGp/rte3wzXVx9w1/xtXawceIY3jz+YqjXn9O8YOoeRwgN59F+APJx8vdOmYxutcTjVlwpmaRJ4ddksMgqMzMCoNHfspX76u6lOqSrbg0vWYbJqWAjSiLd1p6Mm7FZneykDxl0kUcrncKLgygJYUHFRCm7qKAX/YhgI0YF/fDgx6rF6RDZmEkwkM3IthSbcwYQtMi4/VGicm8KkusY0rqN5pJMepmqsLyVwjU9hpSA4IUDcM3Qezk2WQcQFzJedK+fQnbg5fxPX7ihP9W/9qehQc9k1dfrK3335oE/7f0dq8XA4H/K++/DjBl6KfErr0BBwVcePpcAL9ABQGs8RrrdnVhbJ1x6KQBv3jyD0939oQ7klODIIS3Ewg5U1cTpR1eRnRXjfX9vPg4XABoDrJuxEidbtFGK/rPQomXzUN14EkkPJxa/wsmWd/DjYSYX0EkWzeTxPsdRwm4atXx6iBpUZIK0M4SNIKCIelrkXCxCL1/O1VqolPuQ0vIIeMKsdQ5BllNo2NnIYD24AkwoNJNHFi6kVA5ccjE8/7z+u/PFwYjJq/WLoe0LIPeS3w9+/vzn96sqXHwxvL5YT1r/GehjeOYY/PhYsGABk/Y8mDTpqw412ENmJsmyMqwVFcQ+/BBFUZBl+VCPyuBrMAItg30Eg3DJJfr2nXfCoEHf6eWOX7KGyc+/QdxiZulT93NPvmBNGOoVGNvbyvSpIZ6hi4AIEhHdGU0Oy4prsGsykaiVZNjNmy4XR8pmxmX4WW6r4Sj5I3LNrTwV37fCG467yHK2M5DNmFDQNFjfOYzM/LX628LNMFbTTD4pLGhAK9nk00ARDaxhOGHcgEYKsApdQCOJhQAe8lSJLpsFO+0szxxFDDtCK+CM9rfxxAOkZgvcP4sjFGi+KotdD0kc0WVmhXs4HZYsHIRRMSORxMRRiK/4sVNoJdk0D+uxdyJ27tSzim+/DaYm2FgNWgr6zPhO82JgcEDU18P55+ulxH/84ze6KXIi7d0uGdqKL+4GBA89f51ucjx2LI9ceC1pSzyy7HEq1AGIITJv9XCSsOZwVTBCjkkwNbOSbHkFBZYmkpjR9nttaypBpqmD6q4sBse3YLKkWMZ41PQxKjKbGchmBjJGfIya9uXrJIsOvGTRhQBssQQ4ddsIc0Kh05pFHs2YBPQ1VRLFTgNFxLETwYUHPwJBMRfjiU1DnHcRvPGGbh78xhtwbG8IXQ/CCc4/fLPrrKpw2WXw4ovgdMIjQ6F3I/T+8zc738DgB4KqqixYsIBL9+wwAq1vjHnyZKioYEQ0yvr16xk+fPihHpLB12AEWgb7uO02qK3VVcSuv/67vVYqxeQrbwGg/tYbuKLvWNpSUJu2tl6qwm8jDiKu3ZiAOuw8RDMpyUogkklKNdMh4Dfxdro5uqgXDXSzxcmhFQWJCbnlvN9wMnZzhDL3VsykMKF73QgBdf4ShuStRQgopRoNGTMxdlCGjRgyKpsYTDfq6cVO2vFRTzE+/KhIRHAiobCbbqiinm44MdNETLOBAE1IdMkZ2F6I4LkugtCg8ZZs6v6ShwBkSaU0UUuX2YtGPubw37Ap9Zg91+z18vksKn46m8bjnbwDsU1FGzQA8f77kJEBZMCYVd9tTgwMDpRUSu/LamuDqVPhd7/7RqdNxM0fKGATUS5wZzFoitAV82Y+r0vCP/cct+bJrK8HRIrsbltx2MJkJN0sNmfxVsjNLk1llwL95ABjLDsI49zrlwd63FdgaqBXwU6qcnrS1JVPjrsJKzH6sI1auuMnEwtJIqqDwnAzqkugCQkzCXZqpaS0WnypDrK0dpxtCZBhp7kUyaru/TmV0JBRyaCTGuGlilJyaOF03iQ3+DOk0y7VJde9XpgzB4YWQttm8P0TTM4vujyfR1Xhiiv0agK7XV9cMW4+DX6krF+/nlB7O+P27Jg48RCO5gfG+PHwxBN7+7SMQOv7jxFoGeh89BE89hiYTPofe9N3/Gg88YSultezJz1vvh0QtEhRTCaZVMqCECo+S4oxOFhBCIHAhIIgRoaksscKtFqKEqMdH2EcRAiQgYUkJRm7ucy6EmwVhIlTQR9yaSKJhaRmprhHNWvaRnCUbykWKZMsCvCwm83Y8BIAIIVEADdOwiSxkUMrNmJk4CeOlRBOTKRAhloEQu2FVcRIYCVD6ST7sRYybtd7vKruLqbp5mxkFHycSJe1F0XxJXQL5yMC0xCrzwY0KG2FQQ9+4SVTGlfinbwD0zaV5CAJPngE81eoPRoY/NeZMQOWLIH8fD3TIklff06aC8ja9yAW0wMJoPn22/l992L6SzHa+lq5Quzgo3Rqq8McZiYKTkkC1Y5Apa9ciYswZi1BhdYXjwhjIolHBEhhoYIyHHKEbfbeZNOEiRQpHHSjnkLqUTBzQf2rHBNexkdFw6lw9QYBs8R5DBDbKDNXMJR1bHX0I6R5iJssCCCIC5caoYlCZOGjh+iiBgCBhIa9PYp84kWwslXvL5k3D3o5YNFgUELgHQ0Tln/9hVJVXZX1mWfAZoO33jKCLIMfNQsWLGAMYANd5MUw3/7mjB8PwDjg+SVLuOaaL1AsNfheYQRaBrpU82WX6UvEN92kGwd+F9radA8uIHzv/ZzdZKdDgT8VS/Totp1gKAOnLYzPkkkpc/ERppgjeRE3DcF8ojEnJmsMhyWMz9JBCgvN5HEEG7Cg91FIaBxhSVCPC4k2hrGeVvJIYiYk3FisSchOkCfK2E0ztbQxmjp6IRHCA0AIN5WUMZR15LObTi2HiNBXzSVNwRsNUWzbhV3EaBAFtEq5SIBLDTL2xjX4HgyiCUHgySupu3QlAG5GUcqNpBx1yI5BCGS06qtQzSAlQWv/4IsTWo2NmCZeiahUSQ6WCC2YjDdn/HebBwOD78LixXoJsRDwz38ecLN6RxLsEthl4J57YMcOgmVljD/7cuqTet9SnRRjrhk0LYNwawaxqANfVjMjXXMwJ3pRaGogJVtYySgGiC1kEtB99EQUEyk+YTQKJhDQ6fTSSBFH8VF6BIIctZ0R/nWEnXZaEz6Oql/DCt9onsv+OT3ELgaxGVmk2CL3I0duJ4wDTdMooBENQYn0V0ZyPLWMQaEWC/V0kcGImjUUnNCGaaui+1rNnw+9e0P9y3qQBdC1AlIRMH2JNx7oSo6/+pXe22Wz6ZmsKVMOdKYMDH5QlJeX7+vPmjz5UA7lh0f37iQLC/E2NNC2aBGapiEMu5fvNUagZaDLNKezTwfFCPcPf4CuLjjuOM4dfCpz0umpi3Za+dvAfD7I9PMTctmpbWJ9NAe77CTDWkEweQxdES+g0c+6E5c1TINWQAozdiIomIhrZqwiSRIT26WVKGiYgDi2T/Vu7KGKhnRJoZtGCuhFFUFcdJGBm0IsVNFKDrV0Y5DYSBwbAdx8qI3n6eSvwaqABpmik/lSESKpcuwvllI0qxnFbEJ+6Z9knH02A1hMgjayInHqrENQZRWHdgK54nGa+i0nOTgHW1McR8yJK/IOROaCczrYj4G6Ojj2WETldrQyB6bHh+HNeB6RFhAwMPif09EBF/NDFNsAACAASURBVFygZ1tuu01XvzwAHqyB63dApgk+zKym/x4J9wufYscWH6ZIFHOPGFvSQhHRkIv2Nl1gIx5xEi9bxgDrVgK4UZHRkNicGkCblIOQ9B7KYaz5VClhHo14CJFFOw0UI1Bp0vJYkDkREwpLMsZxXvVr/I2rcIkwl/Mk/dMiNdvkvpQzBTsRfqK9R5HWhILAHHudVudqFHQBmgFshU0y3U/wI9cr0NcB/7lYD7IaH4fmx8HjhUAXFP/8q4OsVEr3IZs5U+/tevtt46bT4EdPPB5nyZIl7C1CNrK3B4xp4kSYNYv+HR1s376dvn37HuohGXwF37wOxODHSXW13uAO8OSTen/AAfBIB5xeC3PTi7hs26a/jiTBgw9SF9t3I9SVhFPI4iryGIebme2DebvpDF6tv4D28DCyVSugAYKGWCFhnARFBlEchDQ3Ic3JZjGQjQxkHUOpYZ/ymY0YEgomFCzp7b5s00v/AAsJWsing7GARnfq6M58miiglWw0BDvpjZ0InzCSFikf1ZL2KgbsWpTSYBUnnzSXolnNRJ02Zr5zKzVn5/Iht9FJO4WcQSJwK6qs3whGmEeIt0ma9Zu0WL6VSFELNP8Ugo9B809g+ye6qmBlJfRzIe6PIMQyRO1dBz6XBgYHgz0G43V1MGaMvnBygDxWr/8kd6RAufEGiMeZc/xPWDLoGACUTjNTsfA7sxMnEjLavpOFRoMopFHNJabpiw0JxUy11pOA5GErA9jCIGZxASNYhRs/DkL46MRCkp5UUUA9uTTTIBViIYFAJS7bODXrVWrUErzx9k8FaU7C5NFAWMulSNNNkWU0EsyiVVnEB0ykmh5Yl8r0mBBArg/CcODZCHA7hFZC1VUQ3QymLhjzGgx7/ssvUCqlm4/PnAkuF7z3nhFkGRwWLF++HBGNMkYI/T7h6KMP9ZB+cIi0f9YE9D4tg+83RqB1uPPb3+r9E+eeC8cdd0CnfhiBq5vgjSCcVgshFX31W1F09cKBA7mvACwBIAD/lwG3sYOz2ciprGNTYo85r0COHslpqQL2dKB3xLNIsU+2NK5YWNEwgS27htEZ9emCFaodNA0NjTAOTCRJYMKEipU43UQdA9lMCdUUUM9W+rGO0XSShZsgj3MFaziSjRxBBn4y6aCBIhopxEWQHabRaOn7v2Crk9GT15L9fhehHAd3L7qWkqk9WM39tLCOjfydDiqwx9xIqbQoByqdXIXYay6s4VRPg7RoBzujMOkU3S9r1Ch4fiJ404eajZp1g0PEyy/Dv/+tBwAzZx6QxcMeJqU/x8dsWMKgea+Dw8EHMy4FSQOhoeWovF3n4K0WJy/GeqPWF2IhTr67nrJuG0kJCx0im1pRQp1WwNyak4ljRUPsDZA0JDwEKWE3TeSzjX5EsdGJlxbyaCOX3mIHeTSTpzXTm0pe9U7nfuv1TJdfYwMDaSSPRvJQkfASoK8oIEIuACoCWzjJDK7iCa5kwb+OI39KM6IrAKdOhackyACEGUwekF3pdy/A0fvLL04qBRdeqMvku916b5dxs2lwmFBeXs44wKxpuqqu1/u15xh8hnSf1gRgyeLFh3YsBl+LUTp4OPPBBzB7tn5Ddf/9B3y6st8itAqI5Sv2SRzfcQcAx2SrvOVdR0hVmGY5gnG0A9BFin7OLrbG8skQ4IoJAoqKTcSJaVaybW2EcCMruhiF6BQ0+HUH450N/ehduomP1KP4WB3DdNO/SEoWHEQopo56irERpYM87ESxkUBBMJT1aEg0kk8p1bSmb6gUTPjJwE2QCXzIUPqyiQpWmEsJaxEyKvz0m7YLe1WSWE8LVfOKOLH3HDTygX03oRImzAVvUNzyZ9p8lcSsVQCY6YebX2NlOCZrMXhtsPbfcH4DNDfpGa05c8CWgPq/gpwBRTd+iwk1MPiO1NfDlVfq2w8+qJcTfwue6gdn5miMv+VmfcdNN/GH4SfzWnOAmpQJAg5UBPe0w05tFy2JUiSzTE5mOy6n7qu3J+GkChOllp0UxRqxmqO4tCD1FNGdGlq0HJZLY/b2XVbSh7UMI5MOfsUzJLASw4FZJACJtdIIMjPa6RQ+ojhoJxsnYTrJREFCsJ48qYp4/I+IrhfRJMF2kcV5D/6L6657RB/QlVfCww9D+C0IzAbPmWDrBwPmQetM8E4G55f0ue7JZO0JsubOhaOO+lbX2MDgh0h5eTmn7HlglA1+OwYMIOXxUBwIsHPhwkM9GoOvwQi0DleSSfjNb/TtW2/9WgPSL+IYJ/w1FxZF4FIvOK+5XX/i6qv3vt77fMx7Jr05PUorpcBOspBVhXeqvWgJXXnorpgAHPTssZt+hZuoMA0AwCFH6abtRpYEDZQCICSVZi2fEmk3o+WVmDSJk8nnE2Ry2Y6fDHbSmxpUerAT0MuAZBRSSPjxspwxDGY9GxmCjzbyaCYD/QbPRxgXASQ0QoszGHP6OmydCZQR/dk6RyOSp2eoevIJPly0MY0CTsdLL7CCXPgCbt4lziVACidn4tz3pwV2nALTH4eOoF4u9NZbum8OQI97DngeDAwOBouVGEUXXUjvri6YNk03zv0WtBOgQtQxdslqnJ8sh9xcuP563EKmMs/DFe0hXgyqKJqesRaejxmUClKblU+rzU1EFeSKdhKYQAiUqJnKnYP4yYg55NNEUpgIo2ePgriwEUVFwkc7VfQEBJ34+A9ncjzzAPaWECexkBIyAo0SathNCSJdrmwnxEh+gkYtZuvPCOQ/BCmFp6+5kmGPbgQg+te/YL/xFl0gxHOa/rUHz1j968tIJnWp/NdeM4Isg8MSv9/PJ598wkN7dhjlst8OSUJOL9D2rKujvr6eoqKiQz0qgy/BCLQOV559FrZsgV69vpNn1k3ZcBPo8vDz5+s3EDfuy8Y0qMG9BaqtWoCpopEKImxoGUoiaQcztIX3vV4k6qbdlI2EgoqMQMUiEgzJ2kBCtdKVzCTPV0cPaRc5NGMRKRCwiXZu4BosjOZa5utKZGh04iWTLlQECjJJTCSw0EEWubRzBZ/gZxcZtNKLnajIuBkBbKXs2e1MvOwjpJRG08m5+GfeSZt7HkHqAfAQoJgGunMUVqZ+6ro4OJFCVqARx0yvfU8sXAinnAKhEJx0Erz66gH3xRkYHGyqtRRvPvMYD87/gA5fFtIzT+P9FkpWswJxPnT9C5UQd/z+Pj3P9Pvf61lzwCIgmb2UIx1OurqyKXbUUOBo4DhzCS/LbYwUy0hgYRUj0BQTzaF8Ii36IsTGriNIOMw4CWISKhoSTiJczBYEH1NDd/pQyWqOpJUcwjgI4MGEgkQKGwk0oJECAmTi0GKUatVYiVAaDzDW+iyachtR9XQgH+IarnMTDHt3I5rFjHj+BeznnkszdbzLSwAcz3QK+YoywT3E43DWWfqiisejlwuOGXPA19fA4IfM4sWLcSgKI0C3kBlvKOt+W8SkSTBnDpPQ+7TOOeecQz0kgy/BCLQOR0KhfQ3ud92lG4h+CZoG7+8Gnw2OzP+K1/zzn/Xv11wDWfv8c8q7RqI4WzGLJEQn8LsMwSLeoz5ZClENJIHDBe4YROUQvYu3kkImjybi2LCQoIFCikQ9w3NWUK8VYhcJ4thIYsGEBmhEsXIHlViJk80OdjMSCZWlTCCbNhQkutOFl0ys1COhoSCophUbMil8FFNHWPOyRX2BcTd9wtAHNgHQca2b7XcVUmuZhZnk3s6xDvpQzFGYmP6Fl8RE8ad3zJkDZ56p98Sdd54u6fwt+l8MDA42gaqd3HmjXu570wN/4vb8XA6kcyKWgtuq4Hk5yHRPhOGvbaBgcwOp7kWIX11MQNVoUzVKTdBFnCxHjCJHLWWEKKA755qHsTn5PJJZw0acblotKxNjUJFQPAJ7OEhufhNCaNjRlQoTmplsWlFooZFudODDQoq+bMdCEjtRNCQ0VMI4SWDBQhwHMQJARNi4oPlfODXdC0/LWkuEFwEQuxvIOCMTaVMEzedCvPne3pvCZbxLG40AvM7dHMlgxvAVXjbRKJx+up7ByszUF6RGjDiwCTIw+BFQXl7OBNI3niNH7l2AMfgWpMsuJwH3GoHW9xpDDONw5JFHoKlJF2A488yvPPTaRXDC6zBqFvy7Ut/37scw5+P9DtqwQVfNcjj0QGs/woqXfzefy6ymC4kr+eRRyHR+yfLWMshUwK4SiGusGQ6/HVxLTaIHnUomtVo3OskkpUnkEqWQRnxaJzFtX/Znj6cWCFrIZzkmFuMkhp1JLKCYWhRMNJNPBCedmNhBiP0/9oU00I8KZJJEsRHrlJh20nyGPrAJ1SwTf0zguCXEURvWM3312zgjEUAgkAA/O1jLTvbLCKoRiK/Rv+/Pa6/BaafpQdbll8NLLxlBlsH3A01jyOVX4Q6FKT/tJMrO+xkl4ovX4Kob4J/vQ0Pbp/efMhse3AadcR9V/l6ccPcCAO7/7VX0sNRRlqyjb0ucm/wqv2EYRbgYQxm38EscDOOJaAsVHd32DIddohSPI0CBtwGfp43SIRUkZDM2Ynv/T7uIIqdUXqm+gJS6b7waAidhjmUe/dmEBz+etP9WHCsSiq5xqGlEzaX6tpTLNpOHWtEP03wV+xiQNnUS7JPNrBX3UD++N0paxCZjPyNmEyl2sYh42gT9c4TDeuZ67lzIyYFFi4wgy+CwZcGCBYZ/1sFiyBCSLhc9gKoFCw71aAy+AiOjdbjR1QX33qtvz5ih9xp8BYt0ZXI0DR5ZBUs+gEdn6fv+dDH8389Buec+Pctz8cWfc3h/OFNCoCJLCidlJFmLxAXU4y9zwI48iOtBz+9q4GNPEZ5c3dfGRAg/XoLCg62rnYApg0JXAz1FFfWpIuKKh+OtHirYgIqgjkIEKhqCBBZyacFKnBRmFGQGUokfO166kFAI4sFDgAFsRUKjiQI2bBvK5ac+S25lGzGflcB/niZn3JFQcTJCq0LSUgxorcdWMosEq2nmbwAEWaW/WTUCDWMguRHMg6BwBUgOPaj6xS90T6LrroP77vva625g8D/jpZegvByyspjy5D+YYnJ/4WHNHTDiEugMQnEObH0JXGmbqMV1gAxkC8QKDyWrawn5svn7ZSeBAKs1js0a59mIxAMZPfDioYEYj7CVebEmmmJ5ZFoz2K11o8FfhJIhg9BFdtyOIABV9MRGjFKqEej9WeU1x/Nh82RWdIzl/H7PYnKmMJPgFzyPV+ukXfj2irhrCBopSpckKwwWG3jP1498dSrHatfzT+kFhrzYm7LLNiOSwEjY9mQxm3o1Us19ePHxC67iGE7FhoVtvIkDPxl0x4zz8xcsGNSDrCVLID8fFiyAAQMO7twZGPxAaGhoYMuWLUyRJP1voSGE8d2QZaSJE+GddyioqKCjo4Os/aqJDL4/GBmtw41774XOTjjmmG9kQnrV0LSXlAJLa+HxD/Y9t2IrVKxuIfXyv1ARPN3n2r3P3dMEvTfDvQ2C57JhZ2Y9v5Yb+WmqgRApJFT2t855uwuCapL9MZNgXGoZq7eN5dE117OmdQS76EGFKMOUnMg5TKcbQ6mjCD9eJDRkUozkY8wkcRBhFCsZxhq20z3d9yVQMeFEzzhJ6UFkzg5x4+i/kVvZRtcRHso/mcD6Y/qDqT/Ccw4aUFlWQmuJmSZuJoMjMZMHQC7n6gNObtODLIDkJkhugXvP16WcVRVuv80Isgy+X7S37+vRfPBBXbjiS9hepwdZAHWt0NC+77mrh4K1Vxins5PLH9db3TdedBkhk14apKqCZNLEABmW0Mq1rOcetrEj+jETbMuY6p1PZX1/5q+eRolrN/3ZjJqUCMf2BTApTFTQnzUMo4IydtGTpEsv5O2K+2huKuY07U1+xkxyaCUpTOTQyp5fNAWMRE0X/pZQSyYBbCRokXZRp27n5Gtnc9YvZ+tB1nTgQdhe1Gvv74ou2tnBVmI0M5hBnM1fGM9NHMtfkPazogBg950wMUcPsoqKYPFiI8gyOKxZsGABmcARqgoWiyEEcxCQ05Y8k4Bly5Yd2sEYfClGRutworlZlyUGvTfrG9zwX3IEHF0M/Z7RH6slYO8CScDVZ8Duu5+jTE3wVs+TuSGjlDFxjRxJcHODfvwTceiVmaDDrZfdqCYNJWTB5QyR6NaBqzGTtrBEc0qiu60VUhqhoJuerp0MMG/FYwpSmrmTjc3DWNE1AZETBRkqnXU8TCW7qCJGLnu1oJFYwVhGshoHUTYzACtxRrGKMA6i2JBQ0FXGkmxNlTHhd8s5+p5XAKg9s4BPnh+K4jTxPh9gTrQwwqVS06svEa9unpqkiXX8H6N5BRkZM5n6f23uD+bBkNgIqh1umASPpp2cbwWuaYfOM8B+FtiNemqD7wE33ABtbTBxoi47/hWM6g/HjoAFq+HMidB7P5GrEyfEeI4u8hqbOWXtWyiyzNCrr+D8cA5PJkPE/DaUkJXcDI2d6Oo3ZpIU2hvQAKeI0CO7Cps/SX9pC8Winm5yHQ9U3YI3swNfVjNmk64cGMKDgzgAeb5GhgZWkaO2cnzRu6wUR5KbDq5SmBFo2InRQC6D2MxGComRwEfr3rG7WuPYzz6dMQs70czQ8mcfeeefTtj1U8wZVuysIEoHZk3DHLmP1XItmbEuvM7r6G6+5PMXqnkLnHQHbAIKgffvgr59v/UUGRj8GFiwYAETSa/ujx1riEAdDPbr0/rbkiWcfPLJh3Y8Bl+IEWgdTvzxj3rPwMkn67/oviFlWXDdSHhyHUwZA6/MALMEJlkjvPJZAJ665VKC4+HYRvhDQQSTZCOl6uu8WUErCc2CxZMg1m7HKxLgSnKZr5VjfIIz1nggaWawYyNL1x5HIOqlzVrE0BHrSUhm6v3F2M0hBnRbjYJMFT3pKzazjiCQiY82msgnpLkxpRLETA5WiSMxkSCIm6P5EAFYSeDHhY9OUpjIqm9nzHlrKFrSjCoLVt89mB3X98AkNAK4Gal8wpjdd2BT4vSWLKzyDsRsSupmyUQIUk0OI/ddKMkOhcuh+bdw49MwE72c6i7gTCD6lP44/haYx4Kp5GDNrIHBgbNwoS7IYrXCU0997cKLxQzlD0I0DvbP6OdEhQYanPHym5gUhdlHn8zTySzKvDUk1hajBG0AJMxwAnnMpZkWBP5YNopNIYadfllbMecl2cpAOsmiVFTRJ3sbG3aPJNjuZVTZUlKSmanMYxODSWLBbFIY3WcpTeSxLDUGG3E2MhQLcUZoq7CJOA4iFNJCmEZO4A8ktWrqkNkq+tFn1XZOPGM+zpoY8Twz1oeT5I1MUVl0Psv4O1Zc/Iwb8UdfxBd8iEZbLuPrdiJrKnHT9dDzQpD2uxhNTXDcdD3IKgH+KUHv4Qd12gwMfmhomkZ5eTm37dkxZcqhHM6Ph4EDSaT9tHbNn3+oR2PwJRiB1uHCrl3wzDMgSXD33Qd8+v2T9a9PsWIlzppKwtl5zDvmeADaExq3BCLYSiMk/TYey7CTrJNpWdgNOTeF0mmiZbrYm3+axga6lzXR0Z6NnNAIRHWts1DcwzvhkznT08jxQ+cQl2Wy5Q4A5JSKUw6nk1iCBopxEaS7qAOz3k8Ww0YCDwKVBBase6Wd8/HRSZ+3dzL2l6uwtiUJF9hZ9q+R+CdkICEIMZgwLfiSndgUfeXcqiYIp1y4TUEE4EzG8KpuItYG/FTgYzgWMiAhwZXr4Q3AAurjPUmdNgaTaQRSeI9ohsan6ib3p+1ZiKyC7MvBccQBz5OBwTciHtdFWQB+97vPZVzaYuBPQq8vaNf6bJAFcAI2rsDF2bPeAqD8ymOo7rmNKk1D3S+Aa9cSXEI1VVg4l0Iutw3jJl4GwGaOo6Sr2YO4aRCF9M6qIJRyk4xa8HW0483uYi3DyND8dGLDqsVQJJlSdpElt9Gh5RAWbhJY0RBYiVFIIw0UMJdpJFiHV+kgKg/hqCc/4cxr3sacUOgYncHK14ZyfGwxgiJMNdfS02lnp6+Uaj5idEoGxQ9hDVlTAbCmgqB2gJT2IKyv1xv8KyuhXym8diKUngKWgd9lpgwMfvBUVFRQX1/P8bIMimIEWgcLSdJl3mfPJnvjRoLBIG73F/fYGhw6jEDrcGHGDEil4PzzD16vwCxdFcN+wblclGmivB2a1gpCyWwsfcM4hweZZLYhukHOSkHrdjPn9wFVaKwiSjFmynBQ4+zE3+FFMUnkeppoCeRjd4UQLpUWUcous4MitXrvfyvFNTZEhzDEt5akMBPAky4H1A2HNQEmHGikAIlVDKcflbThoz2aQ9HNi5j4iC6buHNqCbNfOpFEroUi6mgin/40YaaLDquXKnd3egRr2e7uiWKV9gaIvkgrqegsPspfQ4owTroxrvN+pFPPgKUrwGMnNfMkqn+yFkVehhOZbqanIfYG2M4CU4/PX0//PNidNontfAOGNB6ceTIw+CwPPKAHBGVlcPPNn3pqeStMmQ/hFPxxCPx+yNe/nCQEf9rdCWvXE3S5WHrKOEDX57TkRogGLAih0ZS/i2C67G8WbQygHaEoaLJMXLEQ1yw45SgxYaWSMqLCjik3Tkl0B20imw6yUDDTlMpnTfRIBssbuN3xJyShskP0IoUJF0FkFDpEFh34aKSAIWzAhR8HUcIxGxde/gqjZ64BYOvlfal9aDR9tTJE+FiofZCeSic9WyFkdZLj6g2u00FtICtVh2JvQoquQXgvB1M6yNq1S+95raqCIUN0CfecnIM2XQYGP2QWLFhAN6CXoug+ckceeaiH9KPBPHUqzJ7N0arKkiVLmDZt2qEeksFnMAKtw4Fdu/QSIUnSzUO/hpQG1UkoMesGo19ETadG9quv4wBe730OvkWC80thRlrPQtnh4IkREj2FCTyw/TyoD0P/TLiKBuYQxKYJro11Y4jFy6NWwbzWaeTmt3JZSTMfZ+wmKclsJMBQViPJKknNRKeaSdRhwW3volHkoaD3TfWhki4ySWKmhRxG8QndCdFGNjaiBLFjXxNjxgV3UrS1kZRZZtGMcSy//ki94QxoIh+QiKNgIYFFxFlaNJ7/aFkgBG5ieLTVKEKiQiojx5VHKt1votRuhxMmwJYKKCyEd98lOGQjCisBCPMROF4Exxf0dOxB6dhvuws0BYT85ccbGHwbamvhT3/Stx99VG9M34/Xa/QgC+Clqs8HWjvb4e9rYFpfXVdncQWcOxo6757DFCB4zHFIVjugIgnIy2/CmdlEQk0hmXQRHE1AFBvXI7BK4+im1bA9UMbRptVc4X6UtQzjY8bSQF8UYcLmiOEmjAYE8eA1hbnU8SRZUjuNIp9OsthNDwBkkvhoY0/fZhQ7uyghh3Z8m9s5Zfp7ZG/tJO60MPfpSeSc18TR3IaNfmCJwq47977Xo1Knk8kYEJDMeIAQbWT4ihCa2FdquXUrHHecntEaOVKXcjfUvwwM9lJeXs5e6a1Jk3SzYoODQ1omfyJwT3m5EWh9DzE+7YcDd9+tZ7MuuOBrm7KTGkyqhWUxGGqFZd3A8RltyvoAnHfHRj5sqqPJXcD0VaNAgDcf6APIoNQJHn7GzumXQ1cccuyQkS45WoguEBETGjdFomS0+HiqsIU31CDFskS1aQf5hIhhIYgbWeilOhaRolXkoAgZTQgUTMgkkZDYRSk92UkbPgaxCR9tqEgU0EgiITP1riUc9eeVyCmVxn55zP3nRLaMKANknIRJkkcvBHU4WU0N/QjRl1aqMO+9oergaBYLJ4PYgsmdIkwJHsrQ1q1i1LRKpIagni2cO5dotyBN/IMUdmRiZHH+189T5nQILtJLB/NvMYIsg/8ON92km+hOn/6FJTwnFMJDWyGpwindPv1cQwDKHgFFhbuXAq1AHB4vh1femwfAk+rJzBUDuJ963qYTlxQiKxmmPZrJZv9gzNYEWb4mbC7dEysubIRxUeLdxS/Eo2TiZzKLsJJkJaOxajE8IoiGnlF2EeAkMYdMk58kJrbTmwD7ymXyyOYCfsVCXqOGahLIdGkZDHlqI5N+uxRzTKGzfwYf/2c47v4BrORipZd+smSHHs9By4OEnQ4aMp4jwFZy+D1z+D0R2ilmOMeKdBZw1So44QRdvXHCBHj7bcjIOMgTZmDwwyWVSrFw4UIe27PDKBs8uJSVEc/KIr+jg+p339XVYw2+VxiB1o+dmhp49lk9WLjttq89fHtCD7IA1sX1r6M+Iw60qRlGbSsHYG7pVDAJUKCrBWgCbEAAPi6BstegOgRX9YfTx8T4oxbApNrAFEVRJKIRB0EF7tS2olklNqDrRbgBGwkacNFIPnlaMxZi+EQb6xmKgolSovSgk1pCZCY6MVlUBrEFe9rUNAlkre3ktIvmkLded1h9/+pJzL1rMvmOFmQ0OnHTTC5DKOBcTuUZLqaLQuoppoieFPEBAgU7JZQxiWWU770O7doaxr6xCS5ciwircPTR8OabkJlJM78hiS69aGMS+fzx6+dKmKDkqa8/zsDg2/Lhh/DKK2Cz7fPT+wyTC6DiVGiNw6hP2+Lx3BY9yNqLFYhDPJbi6JYlAJTnHcudmDkTH/Pooo+2jQJPE3jAosWpUPphc0bTLyCwEENGIZR0cLr/dQBmZNxGcXAs/g15nDBpNhp63yUIzCTITJcJm0lhJUaQ4r1dj6czmRJ8jGYsDVThauvk7Etep+jNZgDWXDSYJY+MI+k0MzZWxRHWFxBiP/Nw3wUkfSewE7380c88Egwkgq5nX8caEkSwLP5EFxYKBmHaNPj3vw0lNQODz7By5Ur8fr/Rn/XfQghMU6bAq69SWFlJS0sLuV9h02Hwv8fw0fqxc999kEzC2WdD//5fe3ipGfqnK4l6mGCA5fPHjC+BaW0fAeAfM5GfDACrBxiAHiFFgVywWaA6CMTg0XUaFykdbCLJ1q5MGtoKaGwvQEEiiwQdkf3v6OT0vzbysDGMKVwpfkZSuIgIB0p6faBec3ANQwiGslGT+j4TUa8VLQAAIABJREFUes2TKZri6Fs+4pKRL5G3vo2Wnj7uWXg1Dzx8NRscw1jCBAaxhSks5EjWMJxeKARZxki2MJCVjKKWADvpSwovx3IT/SliIucCEhJm+jy1CnH2Mj3IOt0Ms/8ALt1oyErp3ndjo+ybzZWBwX8TVdXl3AFuvBFKvlz1stT9+SAL9PaKvZZRAs4bDLkFCv0nbsCb9FOfUcT0n3dn8S4YiZu5DGDofuXHHtmPy92VzhILLMQppYpu1NIUKSCkugmpbu4N38Zly35BqMUFKTiCjRyDHsi1UMAu9LHHsVBHN1RkNAR96EP/9M/eaj6ix9wdXHLEixS92UzSIzN71gks+cdRJJ16YJVQ/dTEryG8n9w7gIwbE9npt2kmmyOx4QEgn0FY5izUM1nBIJxzDrzxhhFkGRh8Ae+99x6DgGxF0cvqy4y/hwcbOR28TgY++OCDrz7Y4H+OkdH6MdPaCn//u759663f6BS7BMu7wZo4lCrw7gIY1BOO6L3vGKcFJgfWAXDNVSO4ZjAsbIIrV0D+ILjAA1vqYOIQOG0OpAIAgvbNViSPijCDYtY/eiMlwcqQhY7QILyJZnrnVFAsXNzNELrjxopMJZ2ESPAbTmUhTexAI4XAH7dxVtDJOWIwz3QUc2zJXCKqneMWljP1qkVkVvtRheCZi3/J63ecQp9uW0mlP/KFNGIlAUABTYynFAkHIt3zZSGBSgCAJCm28x4ZeOjBKRRrI+GOn2P709v6BbkKuN4GbZOh3Q5FS8m3XY2FYkAlizO/9RQaGBw0Zs6EFSsgP18vH/wWXNwXPjgaPtoJF/eHv4yDvyVjLHpcF6vZOHAw130MLIEHp8KJY0L0ZRC71ACBqJu1zSPBq2D36CbAXrrIxE+FVkZIzkDTQIta6Ij76Dt2JVsWDOP9+dMYfMIGJKESwAMI3uIUjmUNrUjE0QOcbLz8hhMBiAXf5KQbbsb7tP4zHBg/kOBLt+AoeAGfaKcdH7KmMCq6llVuhd08wmT29WZJWOnFLPy8j5MROBnOqdxPkCZ8M5fDL36ql2Nfcgk88QTIRpmvgcEXMXfuXPbmsKZM+Ub+nQYHSNpPayJwa3k555xj+HR+nzACrR8zjz+u92KceCIc8c2lwj0yTHTA6F/Byi1gNsGKZ2DYnoWoeByqqlBkmaeTZVyiwqR82HLqvtfoVDUu9McxWc2kMmVyjq/H3aeLaJWTwAtZFJxQyz0Dc7hhl6z3rGsQjbmoDvakOiXwel28I63nVbYQxEEuzVhIYqI73TWZ5R3jiMYdBKUo1TlvI/mPZvmiCTz26JVMeWchADWDu3HO7S/z8ZBxEAV3xE+ho55m8vHjQcOGIEYWfTHhQCC4lvH8nTfJpg0rUeLYceKhnldpRCMQ38KwS6rhpXfQZIg+bMb08/FYWlbpb1yLQvQDhG0EPs46OPNoYPBdicV0GXfQzcpdrm90WiABt+0OYLGnGGnKZEWXwBeFlhq4qwYQHTQNfY++VbUAbOnZH+xAEl6vifD+mEUANMSGs71hIFHFQQn1jGI5bkJk006jlkut1h2zI4Ep6CSZNBNKZrJL7sMJP32DEinCJnEEZhL0YwubOII8vHjoQzs7sREjiUwYKyZktAXlJC++EO/uICmLRODOEXhvWMIy+Sx6tO8iaO6LTYqTF21no7MfTZY8PGlRm/2xUkIu+8RrbHiwPfgPuO46fcdNN+n9r8aNo4HBF9LS0sKqVau4U5L0jLpRNvjfoVcvEnl5+JqbqXvvvUM9GoPPYARaP1bicXjySX37+uu/+tgvQFFg1TZ9O5mCNZX7Aq3n3m/gIk2j3lPIr5dbaFPh9s+otT4QSfJuQkHtL2ESCp6+XQA4eoWxF0VpWVxERr8ILYqULkXSsGaGyHc1kUhYeSjoY3fGOhLYCeCmNV3GYyOOECrmVJIokGNpwRbt4NHnf81P7puPOZYi6rTy2h9OZelvTmJFzZi9llUSUEgThTQRx0Il4zmBzZipJ8gaPIxgED35KQvw0IAGyExhCyGC5JHb0kLP05+GZU1oDpmuf1mJn2QmzFEUR0uw+p8HKQuchju7wfeMxx/X1QYHD4YLL/zGp51W0U7j4BqiXQ4eXJlW0tu67/n3asIcM7aWAYFNANTmFkFYNy8eOLyB3UBToJD1daMBQX5OLZo9QQQ7ObQRxk6byMGUTOEwR9BMZjpxABDHhtMaxp8Ww0lioZ4ijmM+2UQoYiLV6VWaEC4yO+Nw468Q//gHbqB+WD7/fuFURg/OpA+VqETosnuYUruYqMkOzlP42GslRIB6omRyNh6c9OT/sNPz0xdC0/SqgL/+VX98//37Ai4DA4MvZP78+ZiBiXsWI4499iuPN/iWCIFp6lR46SX6NjRQVVVFz549v/48g/8JRqD1Y+Xll6GpSc9kpdPKB4Isw03nw90vwYBSOHXCvufmbgxyERCw6T0LuwKfPrdGVXgkHgVMiGIFZZeVZNSM2Z5EjUskOywoOWbeaspA27sYLMizN2MWKczWFLMT2xiMhILAj3fva5tJYkpp/DrjCQrkeqxPaJx917/xNumDqDsnn3/ecxZLuh0DwO0FLbzp91Bkr6XUsZMQTsyk0BAMZSUpNpMCqpnBEF5HxkQx/QjQgADaCBMjjm9NJ5NP+whXTRiKi9HemokYtoptzKaDNWzOcXC8dy1WqRRkQ3XM4HtEMAh/+Yu+fffdus3DN6TVrpf4pRL7/akoBAL6wsVPj2ynS0CZ0FdlQsU2XBe3MKBJJtB7M6DRGspjj9R6IJpJkb2TbfSnkjJG8gm92cGOzj5Y8hJYfXWgCpKamUnZ7zOKT4hrNraLPiQ0K6NFDA9dKEATH3IDM3heW8kRr5Zz1jUvQHM7KYvMgt9PYPFNE+hvrqSVatpYR3em0exYysbiYWSrA9hs1oVtVLIpoQZBPUGghocp4+F97zeRgEsvhRde0H8xPvcc/Oxn32oqDAwOJ+bOnctowK4ouiJvYeGhHtKPFmnyZHjpJSah+5YZgdb3ByPQ+rHy6KP699/+9luXttx1BdzxS7ClZdn/8pcwK1cmKRuoP7akEvT2wKX9obID1oShtwvW21PETSomkUL1CiZl2li3pjuxrDaiHXZSfSwIq8ZpHsFsv0JrQsbijmCTdLVAkTLT3bWTCHYcOBGourSzppJMOLH4Qxy9dCmj/281Wdt09bHmUdlsf6CUjnGZ2NKqgwDT/p+98w6Potr/8Dsz2zebbHoCIT0Qeic0pQmICFIsiAi2K1exX8F+1Z9d7F1ExAKK9I4UpQvSpIYaSgqk983Wmd8fsyFBseAFg2He58kz7ZzZMyc7s/M551sCFJ4JsAKp3E8KefiIJodUDqIjGgs/ISIj1BJzcTzMMcpQkAlgENLM1+g5egM6pw/S0mDePMSoKBSiKfJHIfTiwKUPxogmsjQuMt5/Xw0/3rUrDBgAQE6OjwkTKjAaYeJEGyEhZxdfj9rCeM5RSkBwOb2jXKzOMSJbgebQRIQTua25vqGeEGk7sA2rUIlkUghvWE45bipcdnIcjaieVg635TMwQOAHxUGZEsjPQhuaKocxi058CEiSj5ioDAIopyerkZCxUklT0kkXUkmjDemogXjsNCRqXy4T7n8BceUGAA50b8yySb0obmonECOhuPECCjJWYujHHJBgq/Ta6Ws04cJLTdQfHcE1HVBaCsOHw6pVYLHArFmn+1BDQ+O3kWWZ7777jrurd2hmgxcW/4B6D+CuFSv4179+J2enxt+KJrTqI9u3w7ZtEBysRsT6H6gWWYsXu3jiCTX/VcxKE68AyY4c3ktT6DFFwOUDokEMhc+66xAkAUkvQ76ePnqBFZtNQAx6qwtTmgOnbOEth8zYIJGPvBWIlmIkwYMLEwN0Cof84sqNnRAKcWKmzGej5Yy9PPXSS6TuPwBAcaKdb18YwuHr4+kqbkJGpJhggqmiB83oQDQARRykEZuxYCeWLACOUUAiTsIpQF9LaJloRCqfqeZCL7xA06fUaGfybWMQP/gYjGqn2Ekmjn7ksJEYehDIb0dx09CoEyoq1MijAM88c3rQ5b77ypk92wWAwSDw4YeBZ60+MtLMSFqod2MrgYZZkOMFJEhPgXSdwLJNzTkQodoVhx8ppupnOz86JLpcLnAgvTlyoARG0OPkqYhpNON2ZsthODBTpgThEkwEhpRhdHrQ6b00kfaDIlCGjQjBiYiCGSeNlRNkCldzjJ4I+Udo8ewmlI+eRfT5qAi2Mv3l6/j+jstJEHMxUUIXOhNNIvuZiplIGtDj9HWlcC1FHMCHm47cSyDxlDMbGQ8NuEUtlJmpiqq9eyEyEhYtgg4dft1JGhoav2L79u3k5+cz0GhUXRk0s8ELS1wc7kaNsGdmUrRiBbIsI56D9YLGhUMTWvWRSZPU5c03q/lyzgOKUrNeIthRIiIQ8/JYvfIQLp8/CXIJyKGQWyLxeFUgr20QSAmC4DY1db0mHR5ZFSorKkXW6Cswm6tANlHsDsFg9LAbE6PoQhsMzKSIH93FDJm+iBsmziJh3wkAcqKjWPjQVSj3enEZJH5yd2Kv0oJrDHNJEI8ylMEcwMx/+J6+xODlKRKpIB6BPKIQUP0+qsPBK+w784IdDrj9djXnkCDAxImIDz10xuyggEB7HqA9D5yXPtbQOO9MnqzOZnXp8j+NKIt+07/5XeC1Q/CTDEf9vx55QTC3YSo3Ay337sWtN1GaI7Js0jUIAaDrVYWCSGhuIUXk4eUoJjmKCkVElGR8ioQggaT40BXJGMM9HBaS2U9jrlVmYxFUQVgh6JlWsoORbyxj6JsLMVc4UUQR11iJj54fzZawNMxU0QgYxWME+meXExmKhAGhVjaTIOLpxydnXGMQY2s2tm+Hq6+GkyfVtBhLlkB8/F/uPw2NS41ly5ZhA9q53arJbY8ef1hH439Df9VV8PHHdCwpYc+ePbQ6hyBoGhcOTWjVN0pL4auv1PWxY3+/7Dlw9dVGnn/eyubNHu67z4Lw2RUwfTpjtk3h1biXkRXABqGFsGgl7C4RKQW2lsCNyWAPgBKngjnegUO2gQiizoPFVkaATfUDkWQJGZl9OTru227lOV0Z926ayv2TPiHsZBEAp2IimD7hOo6OiaNKNPHDsSspDLDjtqlf5QJfGI9aX2ERS9lEK2QkDlHAragJUkUUunIVOeRwnKMsZhBXsJok7qm52MxM3EP7YNh2CCUgAOHrr9WXLg2NfxJutxq0AeCRR84YJHj7bRtGo4DRCC+8oEYgPFEM/1kARgneGgJhZwlM2CEYvukEC0pgSDYoAlxhg7fiLuNmoPem70kwHODYiRQUWcTYvxTRpg5qtPD9jBEzUzxVHMuNxCMbiQkoR3Z6CA86RKo1nYowM0sYgIKIokCJEkiYcJS87Aiini9i2le3EVSh5qrbeVVrAl4Zy9IWuwBoyj4EoBQvAdQ0Xsc5DjbNnAljxqgRW3v2hDlzVOsADQ2NP82yZcu4HJAUBTp1giDNrP5CI/TvDx9/TD9UPy1NaF0caEKrvjF9OlRWqi8IzZqd11M/8UStN6/A+2H6dFKnvc3hRddT1LQdegFaT8SfVhQIBiQo9kGFAbAIOHw2KIfQJiex2MsQRQUfIl6vge6igT2VmbR/bDejNk9jwKGl6GQfACeax3Nw/J3Mu6EFIaYfCaaERYdu41hlEhZTMSaqcGKmWFEjo5WhR48HFxIyEpnEkYqPKNrQiqEc5ytKUQALu3iApviF1IYNuIcPwpBbjCPBxIkFN5DaQhNZGv9AZs2CrCx1RmbQmZEwGzaUmDbtzBef++fCPDV4IKIEwSkQZoRHm4P+FxYog+2wxFxJsVdEqTRzU3AsG1t0oeueH3nui5cYEzEZn0tEMNdMhXcKbcF1pDG7quT0rHZhpYXO0VuIF9Q8XIfkFHyKhEHnQVEUlOU6On7+MymzjqLzqs+C1Z17sGZiFw52TyGNzTiw4EaPjISMgBcjJ9lEQ7qdW3/JMjz/PDz9tLp9661qjiy/qbCGhsafo6ioiE2bNvGGIKjmMJp/1t9Dr17IokgXWeadpUt58MEH67pFGmhCq/7x2Wfq8o47LuzndOqkfsbkySQM703Cxx9zqNf1iIKArKiD54oVMMPiEvDKQD5wRIZmIpZOqsgCCDysp/WKtQxbtpDJq5ZgrVRnuDyijvk9r8Pw0F3kX92CdUIpJpeFKjkds1iKWXKQHHCAOxp9gCjILHENIE53lG205xSxNMXEEcqwU0IVOly0pjX/wofCj4qEXVCIIA8LZRQoOwn7cAPKAw9g8HjY2CeNt7/9N/eHrDrjsvPIZhnTENExkJsJJvzC9rOGxl/l/ffV5QMP/KlIg7paOXdX50NmpoKo9+KRJf6v9Zn1HySdjcZ8MEIXfSN0Yhzjx01k7bjLuXHiF2TdHcbL3R6h7Psg9J2dKCUi6xpXsYB8bLoQdMh4ERFkicyqRoTbTiI7Jdbn9qLdzh3ctGYaw+bMo9GxHAB8osisPsOZePN4MrvE06vxYux4iSSHAiIoJphAyhBRyCCB59jD+3RB4tfX/T1zOMJemtORrlyp7qyogFtugdmz1YfXa6/9T4GENDQuZRYvXozP52OQ1aoO/GpC6+/Bbsfbrh2GrVsR16zB6XRiOk/uIxp/HU1o1ScOH4YtW8Bmg2HD/lSVfDc8dRx0ArwQD0Hn8o14/30oKlJNa0aMIKz5q4yN+xcrw/rgbpXE8Sj1JcejwOMJ8OodIJW5SQ44SK/s5XRM3023DTuI37EXSZZPn3ZLww5Mbz2Sr/qOomBAOHpRoZHfLEgyVKKr7E1bw04mNMom3Z2FXlT9rC4zraccG/3oSQrtifY5OF56CyfFIn4Kak+EEAPAcZwsFlLox1GakY7o8OH69zXw5XEEYOoDo3h14oMoOpFkGp9xyWtZSK4/mMZGljEQLcyzxkXIrl2wcSMEBsLIkX+qypAUWLsfZAtUORSslxWh6+jhvVyJB5VQggX1fi7AwzoKqdZlqw25hETp2GjqzPj+r/LG0od55P3XGbd2OSuuepDPCq6kcQ8b3wWowXTKLUVcaWzEonIRfUkpKT/mcW1uOqE/pPPBugcJLyo43absRtEcHJPI0dtakWd5mwBPAW0j1hNAJT1ZjhE3MWQRQASFfvPgBuSwiS4UeDYQUf4FgmiHwKdBDCCHY2xjNQAbWEIzOmDfX6A+L9PT1f6aPh0GDjw//wcNjUuQ+fPn0xBIqKwEqxU6d67rJl0yGAYNgq1b6eF2s379eq7QRG6dowmt+sTs2epy8GAwm/9UlQeOwPR8dV1W4IOUX5ep8sKT2yDfCc+2gwSb/4DBoPozTJ4MTz5J8N7tfLD3LgC8gkRWdDIVQcHYzTpKCyu559RJol2n1Lp31Zzfrdez4fIuLB3Yj5kVIzhi8IubJECAEElBQaC0zI6AQoiUz4KK6xhrP4TNepLj/vOUKHZCPY3pYfBHNyoaSbxzBfFAitCBqqCmLGYWu5Q99EdHgRCCJcNBx2E7CdpZjmKBsrdtTLv9XnyCjtsII4KavB8eitBTcXo7QAvlrnGxMnWquhw1CgLO4mz1Cyqq4I73wOlRt4U4mcCO6oYc6ePB/R7eSjBiN4EFER16ZFygQNHxMIp+ioAiiTe7/4f08GZMnnsHDXfvZuju2xgKuAIM3J3YgNKAQCS3j6gSN7r8AkJKi3/VluMNY1kxoDffj+jB0rR+PGXK4zZdDHb0VDATJ2VUYMWImyKCcWGlG4NZwXQUZEqw09hXRmj+CASffwBH8ULwm1gIQERCxoceI5YZi+H2ceqoe7Nm6qBRkybn4R+goXFp4nQ6WbZsGafjHffpo74raPw99OsHTz9NP+CjpUs1oXURoAmt+sS336rL4cP/dBVnrWiCTvnsZSbuhjf2ApE+1hxSWN1KIkHnN6kRRTWZ5803M/O5bxG/WkCX/B8JdRcSn3MAVMsfYvzn8iJx0haL2KsJDTt05cHUdnzZpQ3eCAkUhScyg5n6g0zjYJHhXSFdgVsDBQYWh1JYEQpAuCmQR0L2c48oo9CcXopMhVBFmRDIMZeHIw5IsgNKjSgqV5zcyxaasQ+r4MQGhM4rouut27GUOPAlWRE/rySwaTlLK57GYVtEIDW2VD4c7GMkkZzERxMaMJqO1WZHGhoXE16vOisDMHr0n66m1F5PEFF26xFaepALRb7YqmfPdth6E1iQmEpL5pDL2i3hbNnvF3JBgAeWNb2SiSMP8FbmN5yY+SERm/agd3hJ3HXsV5/pNpvJahrBsTax7EprycIuV7MvvgmFJVE0DDhBI8nIzVIr7IgUsJBr/JECf6Ijx2lJPqr/1Fq2cTOPUUgBAg2IL2uDRK0HmqIG0LATxrXcxXHXLtpNWIzhnVvU4zfeqEZr/ROiVEND47f54YcfqKys5MagIDU4l5Z37u+lQwc8AQGkVFSwZ8GCmoBIGnWGJrTqC8eOqSGJbbZzerC9majOZOkEeDHh18c35sJre4BQGdp6OQG0ypDpu9hAi2Yw/wAMaAwvX2nm2hfGcH37MVz7PQQZSkiKzmJJu1Ku+95HlcHMqaAoXInRHBioI9j/zXvSp7C3tIiCKhfP24z0S9YxPvmXfhUCjb1hHERBErwk2PewVOfEiSq8dpJIJCcQUXDozawqdpNkN4D9Ayh5AMRgPrT1R0bCgYUAbyW9n1pH95c3qacfPBhx0pWgHwcoSPprzhBZAG5ycJONBDQinVRikH7j9lFQkKlAwnbW4xoaF5RVqyA3Fxo3Vn0pz0KFE+7/AnJL4ZUb4VRMJc0fdJD9nQ1rmIGbrxRp6A7hroVefA4JXCLbcsH0HEg2mD7UwuNxCUw8WuukEmAHQQ//7RnAGuU27hvWimHBs7HmVtIyJ4r+jp549QK6wBAICyMjyM54cR4WnYN9SlPcgolAKgg17qOR/gSv0Ytwv8liOVtPf1RjDrKZLqe3SygmjAaE0QAFHz7DleD7FMUtgq4bQtBzp8vGZeiIu+EV2LoV9Hp44w0YN07zx9LQOA/Mnz8fPdC9SjXl1YTW34xOh9S3L8ydS8Lhw5w4cYLY2Ni6btUljSa06gtLl6rL/v3PKXdWrAnmNv/t4y/shHIPYKoZ764wKszdrjA3X30x2XUKBjeFrnFwVzeY5YJS7BBsJ/IKGBQFT+0Flw0IhfuOK3yZpNYNlQSWh4SygBxW8Qk/Uk4V8bSkMw4sBKHnemJ40u6h3JGBILnxGvLx1hIxnYQwthSGUx5aTL4pnHUxBdxJAzC0gIiVACSygz0cpTzTxiMjJ9Fo/WE1t8cLL8CECQiCgOLrDfgQpJpojUfZTREnSaUjgXSjjA0E0A4rZ4/o6KOCY4zEyT7sDKMhr/7p/4WGxnlh5kx1edNNvykeJi6CKavV9cJyqPq/PAo7+tB3LOW/hDOGIHyywM/5er48COWlQCW4AKrg4Q1wTRx0DIMVOYACXSOhyg3/biJQoffxYrbCLqk1ziITNmMZ89saWCysw04RiSQzklFEA01L+7NaycRsc+H2j28EGUqwYyQWKwDFOFhLIE0wIuLmJLFcRi+Ok0c++fSlH6AOiBzjRjzWbMJNE7AKd7FDdBKDjnhFUWf67r4bysogLg5mzIC0tAv0j9DQuLSQZZkFCxbQFTC63WrE07i4um7WJYc4YADMnUs/YOnSpYw9j6l+NM4dTWjVF1b5o+P163feTulyQ1j1xkmR1BSRTJ9M5QIdKAKSAD4FRAFCzOBWFKIivSzsJXG4VGRUvFp1fAv42aQwvVB96Vvs9uBQ9FhqvQTO4CeSUM17jJxgNnaKsONFz6b9ejzRP5Jgz0NAII9QAiknEj2BBLGOAqTQcHKJBiBMPHM2yoXCnbShx+wtJN8xAX1JOTRooL501UqiKEhn+mYcZy/zeQ8XRrayiTv5EC8l6Ag6I/lpbSr5Eac/+XEJc4jkMXRoOXg0/iYURU2uCzBkyG8WM9R68nu8EKyIFApq+HSjW+TVfRBlgfe7qX9HiyDlDah2eUq1ww+HoYsMjVN9dI6CUY3U+26u10UrZzmVLisoOg56m2DxyFwRPB8L5RQRjI8M/sUqDmFkWFBD1tOMeWTwNkcJpIxUbDxKL2yovh2TmISJg2yhDQYuYyxjTre/nDL2spcTHMfCSjxkA1AofceHdOIY+QQVOHh+3BoCvl2gVho2TPUt1fJjaWicN7Zt28bJkyd5ymaD8nK46qq6btKlSd++APQBblm0SBNadYwmtOoDigLr1qnr5yn7ussN3e+BrQcgOg2eHiMwKFJPyjTgJOii4JU+cLQC+qVAgaAwdH8lp2IqaBIpsDwqnEChRoyMifExwy2DAq7oCvbLNtpJ+tPHbUTjReQIyZQRCIqCSzChIPJDRDatA4rQo5rlDScGEyFIGHmLDAQghXUM4QDQkFsZB0Cp4qO/7xQlVaf4Yvy7dPr4cwCOXR2Lacq3RIX//kh2MblUEIAbE5W42MoWOnJ2UywA3D9jVsoQjVZkKjGSjETgX/wPaGj8Bfbvh5MnITKSrPCWBFZA4Fncjv5zFWTmw+crYNuPcOXrDbjt4RKSMDD9exsLswAJTlXBhNaQEALTb5F5a79MW7PETSkCl72nmh2LgbDw0VxaKmG0FgzM87nwAcYIBzElMjGB+QSZBSqxspbLcWPErhTj9o+zzCGb1zCSgp4xrMVDDlaCCaQmUplCEUdI5AjJBOGlI+vYwFyCiaAAkSJKEREZTQ/UnzUvJtpznAIGfLuMq+5dQUCeQ42A9tZbcPvtmqmghsZ5Zv78+QAMrg5+oZkN1g3x8XgSEwnKyKB0xQotzHsd88fJVTQufg4fhrw8iIyElLOEDfwrp8yGrfsBBU5uglaKGnXQAdAYvI3hP8+Bbj8kRkPvVbB/RwBlq8I4JHvZiYc52yHuEbhsIjSskmifUInlFtbIAAAgAElEQVQ5oYxmRoEm4pkafyId0DGIEoLVxKOCetznkRDNMnu2tUKRBSIxkug9hasokvcU1UFEQKYFexDxIHKMPNSsq1dXliH9cJCFbW+g08ef4zOIrH2nM4sXXMHG0Exme124FYXfoimdEf2mSwB55P12h1VOh9x26POupXFpT2J4hwRmIPzC10tD44KyZg0Aexv1pFF/gdj+sCP918VMBugWC85TgA+WLdDzmCuc0QSxpxQwA0Z46aBa/oDPxz2hFWzr6iCzdRWHClWRBSCXSVR4YTlOvtgIi5+yUfVRIKLPR0yjffjsuRQZT2H3xeP2B68oEYIxKS4EZARkkioOU1WciUs5CUAlxeSfjicKXbmGA6TiRU8hZtYwGw8u8sik0n9fyshUEE4S82jEe8SVvMjrI97i+hvmE5DnQO6WpIa9v+MOTWRpaFwAqsO6NywsVAc1unev6yZdsuj9s4mXu1z88MMPddyaSxtNaNUHNmxQl127nrcXiKQG0DpZXW/cCFokQutQuKc5qnfUTqAYPlkCh8rBI6ufKzt0OFeGs3i3gfu/gRNFsP4gtJopcJ/DzmpjEKtNdqy/aKcNidtIRULd7/QZKTwZyq5ZHdg1syMZmzqQtDWN1vICbtrdjrEZRjz+OGkKImZ/YAwBkRCiwOej70uvs2ZAX1KOHOFg8yQ++mkMu+9tjoCJJ91J3OIu53Z3+W/2gRELw7gRM2ZCCaUzv5MLxLWS6rhtknMLQVyFpIV/1/i78c9sf1N5OQCl5TBrxdmLtmsFoX7LuQFpYFI1EMP8aRUASjww6jCs9fgoVUDO0bFwqZlbdytEtwRzgIxlQCkWI/TBxLjpUFgs4Es3MO5nOwg1AxkbPFZEWR1AMeBCEny0VtIxFips3NWbbendmJlxJwBBRBBBAsc4Tg4nuYx2RPsHPQRkwHn6vC1ohx498SSQSlNMpBK4VEFs0Z7gGftV0fgsiHNaQmLi/97HGhoavyIjI4M9e/YwrHrmpE8fMBrrtlGXMv37qwtg0aJFdduWSxzNdLA+sNUfjes8JgU0GWHjBzBpmRpbw6gHrw+uNkDvFLhxNrjeg8oI2GqEAdGwNl+hsgQc8w28EgEtIyHLnyZHDoAv8gW+C1XNBWVFYWqVjFOBOywiBkEgnkAm0o2f5CKmVLiwZTqQPepXNDZeoEOnuZxwBZFdpUbQychoQq/YUwzSh3EN7TjIdiKJJfKYDGN689+1awF4965/893EnjS0nmIAqaR72pApqzNNW2Xv7/ZDKk15jCf/uMMsN4NjBihOsN7xV7pcQ+N/Z/NmAIw9u8J6kHRgs8OhLEiJqSn2ehGML4eI12GmR01WXM0zrWFpPuwrAYJhWiFcG6wjQhTIztSDIqAAJ0/B65eJ9O5lJgwLm4T9BIYlUZFtASBRMODblcq2JlkcE8xUyIFIrkAs0j7MhhKsVBInHGJjWWeqld2hshZcwRMk0oC1bOB7ViMgcB3DeY1ufM509GwmklwkUunALcTTlGuqG5+bCw88AN98o253SoFXj0KiCLZbL2TPa2hc0ixYoPo/jgoLg6wszWywrunZE1mno5PXy50LFqC89x6CNpNfJ9QroSUIgh34BKjO0LYS+JeiKCV116q/gZ9/Vpdt257X0878ER78Ql3feAAcxTB7LRj0MPJ5mOqfsHm7FMp7QZlHIKgHUAGkQ+xdMvHJIgt9QBL0ruWu9GKFj6fKVef7Lz1FLLEHE4yJeG8Iz+0LIc9ZREjULjgggyKSFu2kIZdTYPiQzqHr2VTYnZiKBkwWG1DtgtKOXmTMeB/3nY9gKKukKDKUCZ89y4n+XRggnsBKPBbM9NJ5+Nyn56Qic6/+KAuYTgOS6fC/5MUy9YIGOaC4QQr/6+fR0PirlJfDkSNgNPLE2y24bCc8Ow0emwrPTIMN70J7fy7wN0vU+ddcGfZGwLW1fgkC9LCgF7TdDeUy4IAbFsGGawJ4K1pmmj/BObvh/xYpeNOgmIMcsu6izf2HiFyXSpsgCw9/EkeZI4pQeyTmV4sJsxYywnCSa6REipQIvhc+QMRHv4htHMpvhcOrRxd9itvI50uiOMwRQPXLPMRhmtOcywhhFyIQRW9uJwT/BckyTJkCEyZAcbGasP255+D++0EoBQSQQv6Wf4OGxqVIdVj3toWF6g5NaNUtAQEI3bohrllD46wsdu/eTatWreq6VZck9UpoAauArUB7IBH4GNgGJNVloy4oigJ7VJ8kzvNNtCOjZv3nY5Cpvvfg9oD1FOiCFLwIhJoryEVPpN6I4FNQ/KPTy8sVQrsptNMJPBcNV9UK8HXAW2NSdNCr8DF7eZT2TM6GGafAaDDTolE2V1y9BLfLyMORrWlKH8xCKC2alBDlcRKpMyFWD9AUFVF1779JnK6Gtt52TVse+eRZCsPDATcJxLOI9WzhBHZxExtNYzFgZarwGUfxcJTdRBBHLE3/eoeJmqmgRh1y6JC6TE5G0Ovo0QE2PaXucnlgw54aodXdDDPKVdvxLmfxkU4ywZJUJ5ctNUEluBWRn0oq6dZYx7RtCszQwSkoD4DHKjw0cXtoZgVzcBVJg7eRlR5MmSMegMISgR0uK3NCPyNTqOIjNjJB+Df9vfdzS0YIOa4g3k0UeNu+FVHnwwHspJz2tCeTLBQMbKCYtbxNEgcAcCBiwD+gsWMH3HMPbNyobvfvDx9+CAnViQFDz3dPa2ho1KKoqIh169bRQxTRV1VBs2ZaWPeLAKF/f1izhitRzQc1oVU31BuhJQhCIpCoKEp7/64MQRD6AkcEQbhTUZRJf+Y86enptG/f/qzHtm3bdn4aez4pKFCzrwcGQkTEeTutLMPtV8DczVBQDk9dB9v3wsuTwW6DB9pBRdhx1rhdBFpLeJdQnieZgQ/KLPpKhCjwdBc55RU45YXDnppzKwpcUSWxRHDiEH0k2Q6jKFYqFYVwg6qcXG4zOw51JD7+MMWEskswkEcFPWjDbo7yrn4ODhT605IBcw7D3Xdjzs3FaTEw/fUbWDW2B6FCFIX4SCOILWwDBBQEKpEoE8qJwYw2kX5p81v3utPp/Oc9C476swefFhhw12B4YyY0CIXBXaHYBVvz4a1QGGGDWB208wstl0cN+15tXRJrhbjYDI7vSyAovJhGDXP5QsojYHAzKrODCDymUHWdjBc4nNcYm76cqNAcKICirSGEpxZTdDCYUT3A1eA4WYIJCQM2yiimlOWFSWyvUD/r0RwYFxbCPPKJxEA37EQQQSqNWcwOVrALI78IXFNQCP99Aj7+WH1gRUWpyYdHjNCCXWicE7/3HND4Y5YsWYLP5+POuDg4flybzbpYGDAAHn+cq4Gh8+bx+OOP13WLLknqjdBSFCVDEIT2Z9lXQn2e0crMVJdxcX/4crH5Z1i9CYb0gya/4xO+6xj0fRaKK+GzcTDycvXUa1cCRVBSBAuXQ9ytPuxG1QnL7I+rMvsGkeG9XWxWfOgLzOS41DYl1fKJvXk9TCsTQQjgyoQc0sKD+DK/CW8YskmMOEnjzgEcy0zhqBTP0YI4zDh4JPgUAG8SyXKWUIkBW14ZIfe8CTP9L73du7N2ysNkpMAokrmCpuTjJhIjX5BDLqUApNCAWBoiIjCQf7ObtTQg+X+bzdLQqGtyc9VldPTpXa/fBeNvAHsA+ARI/C/k5UOjbrD7JgjyR2F+YwGM/wLiwuGlRxRG+zy4zQKmyBj0gTK3NfSwXP89FTQgOfwI8uMC/aRgkqoSeKbCjT1S4Ked3Qm0FlL1YCCeEgOSTSbrO4gKh/HswIsBLxBHKAnEnvFMSDLC0yTxL2IAhSc4QB4uxpNICg1ZwS5cmNDRljivh46Tsgh4spNqJihJql/WM89AkDarrKHxd1Md1r2Pxz+iqgmti4PWrZFjYojOysK3ZQtZWVnExMT8cT2N80q9EVqgCqva236fLTv4jf3/BE2bNr04R6t/i5NqOGQaNvzdYkeOQ48Ran6s1ybD0TUQYD172ckrIU/VJEycDzf5U3Pt2l9TZmc6vEMcViREYCzqzft/mwQWbTHR2A4zB8OMSmhvgYG13n8WlYKah1Rg9eGGFBdGkZ7ooW34CXyCgi2wiAB7EVJhOFUnFRLTivwSCfbjQlBkun25kZEPzcRWWIlitSK8/DLcfTf9RJHaKZsboA7Xj6YXzYnFhpmm1Dxo4mlBPC1+t+806i+/da9bLJZ/3rOgqEhdhp5pKhfld0169jPIm6GuZ2bCgYHQyT8J/tIcdVLoaC6Mz1RwJ6mzR06jAk6ReXkRDAyChmRxdFsyBza0INcCKRaBgXY9z/eEkUGwq1SPp0RVb75ykRM5qtCyUqOqutIWEYEhdpidAAddcLu/yQ0w8iHH2UEZAG9wlDm0ZwJDKaaC9muz0d33IOzcqVa44go1L1bz5ue3LzUuKX7vOaDx+1RVVbF06VIaAmE5OVpY94sJQUAcPBg++IBBwJw5c7jvvvvqulWXHPU9vPsnwPY/azb4j6TYH9Yv5PcdvY9nqyILoKAI3pwMPa6Ddz/7ddlOKWdff/wusAdCw0h44BYIRMcE4nmYeIw+HbkOeNX/e3WwBK5eDy8egnePg0euOU+3Wk11lsPmPQKSLFDutVEhW1AUcHuMPNpQoLy7yLP6MEwIxKMnZv8OHuv9GWPHTMVWWEnRFd0Zuet7mt89nC+Fql9dyykqGc8a/sMawok4Q2RpaNQrKivVZcBZMhQDFbk166ZSaFXrPkxLAU4CHjDnCeDzH/AIoEC8USGRHjQmllPbUwGBXIfA+pMwZTdM3Qk/dIbD/QJoOKQC9ArtBrjo0FINZmFSGrJF7sxG+QoqlDi2ym5m+6oIsp/EFrWXEn3p6bZEU+M0Vj1Q0vioi7TrnkDXo7cqsuLiYNYsWL5cE1kaGnXIsmXLqKys5O74eHWHFtb94mLQIHUBzJ49u27bcolSr2a0aiMIwiuoATH61HVbLijVNuR/kPW7RxrcOAi+WwfD+8N/X1f3r90MfS+D1OSasqN6QMMQ1TdrWFrN/v6XQfFZBv5OVUK3mZBRBlEWOOUASYBMH+CG1YWwzwGt/e9/i7rA+8dg0m6F3ZkCINK+sooDSjh4oa1PZEpIENf5oxQOIYghlTp2vPAQLV6bgt7jpTwsiIWvP8DEUTeQSSAgM14p4UYs6GqZUE4nnb2oUZCmsJvn0EbaNOo5v2FCfN9oWLYO9mWCMw0eWgcf9FKPje8Di/OAgXBQFuifa+A7RQafCKLAsahs3kZHAE1Ji5JY7ncHwz+AYtLBajL4UTjBlxMb0WtiEvhnsXZSwAw85NMAgLG+QpyyHgWwyyUk64+xkmxm0AcDEkOIRIdALi6uLbfCC4/Cm2+C261GE3zkERg/HrTZBg2NOmfWrFkA3FD9DnL11XXYGo1f0bMnitVK28pKjq5dS25uLpGRkXXdqkuKi1ZoCYJwLTD2TxSd+csZK0EQPgZCagXGqL8ofgfxP/DPkiSY/ra6fjwLpnwDPp+632j4dfleLX//Y70yzD8IERbYlK+KLFBF1lf9YEEZfOsPqq9XINH/DM6RfczxuWkbq+PW6G0s65jHgcrG7IsKQfKf26STuM5c6/q+/hoeeYS2WVkALL6jH5Nevp2yUBtmJQdRsSIjEYhwhsgCCK41Ol57XUOj3mHw38hu91kPN2oAD7wKd6xStz/aDe/2AElUZ6qpnhgSwegTSPJJHPFCqF7BE1CFBFTg49arcrjheAjBsoX5B0AX5uPt+CoKCwLoFFTJcvEgm+QQ7tAFES6I2DFioqZNMj4U1Hx6lYpqv1yJBw8yBv9T4GpvCHz6KTz9dI3v2ahR8NJLoPkYaGhcFDidThYuXIgNSMzIUN9DBg+u62Zp1MZkQujXD+bOZSAwb948xo79M6/WGueLi1ZoKYoyC5h1rvUEQZgJZCiKcml8kyS/PPH+fuLd2sTFwMwPYfZSGNofEmLP/WP/vRQ+3QnooZb7BZc3gJtSIaUUlmyFSh88lQA2HewuUxihK+UEMhLQ3ZRNaFQp2Xk9wQkWnQOdAGN0fkG0axfcey/4Ew972rXhw/fH8XPnFMpwYMKJWaiiPVspUkIYJhhJx0goZiJQR7tH0RQretz4GEYKGhr1lupAENXmxGch1Y6aQEtQB0Aq3BBkgtbN4JZDMFUBCYUFuwTMXoXX+wjcGCfwliGAeZTRkhy+kNIxJUq8QU+GJgcxvMRDpksArOx1NKdSH8BWfCz2FvOxWSEGG28LTXiUvTgUHWFiPlvlTrgx0ldyY8HGEOKx+sUXK1fCf/6j3v+gJmJ/+23o1OlC9p6GhsY5snz5csrLy3kkIQHh6FHVN0ubLbn4GDQI5s5lMPD6zJma0PqbuWiF1l9BEIQVQAkwQxCEdrUOlfwyUEa9weqPaFHtn/EnGXql+vdX2ZzjX6n1DeoRAy/3UyehOgVBdg9w+CDKCA/vhdePgrWXjOB3ASmXAwjSlRIgVVApWwnVFaKTfMwsyODaZ6eh++hjddotLAxefhn9Lbdwn19Yvs9uFqPmDRIEiBOOswEL68lCRMer9KAJIeiRuJ4mf/1CNTT+KURFqcucnN8sYhQBByCC2wfHy6CVf1zj2b6waC0UZvmgSkcVAlsLnDzU2MQrRPMK0QxmHwBOfOyhgHiCiBVFqp26QiUJ9UmkIBh+ZjxlBGHkHXqRJGRRISg4sNBZ/xPP05sWQjLgt1s+dEgVWAsXqttxcfDqq3DddVq4dg2Ni5Bqs8HRNpu6Y+jQOmyNxm8ycCCKINBbUbjh++8188G/mXoTDMOfR+sK4FrUJMW1/x6pw6ZdWML9STtzc3+/3HkmNQ3oCgb/ILoowJZQ6HICbvO/5xkkBVGvmjbOyAZkAfcRCwZZoLeoZ7wUS3OimRRcyb02BYvsZMw70/gs5Up073+gKrZ77oGDB+H222tm74BbSSUO1YnLiBeXf1pNAHz42EHe39QTGhoXCUn+LBYHD56x+6NCuPwIvJEPbSLhygTAB4NSoHlYTbnVhVDghoC4cgAEUSYgTk10letTcCkKfYkHIBgjHYkiywNfn9IjyQohJg/3G8LoIuqwI2OTVHviUlzsp4iepOLCiIKILMBSwZ9guaICHn1UDWqxcKEazOPFFyE9Ha6/XhNZGhoXIVVVVcyfPx8D0OSIP7DzkCF12iaN3yAiAiEtDSPQR1FOC2SNv4d6M6Pln7G69H6Rq5OTHjr0l6rLMszcDEYdDOl45jGvV6GiQsFuP1OP/+Tw23SGgDcEvguDH1zwsj/o38wyeCpS5vJiJydlhUcteq5tYOCtDJBPmOkYqfBphJkwoSlX0xQEmdR507jn6adIOHQcAE//fuhfex1anD30ugU979CLApxYEHmTLWxHFZtGdKSh5hI6wj7WsJgQwrmKGzGgRUPSqKc0bw6iCPv2UZJTgTXcSpYicHe2ai24rhL6BsDSEeDwgMVvqZdZCN/tgoQ4CDeAO9JHoxaHCLEqPBDYiIfLXbzp8BIjCqwLac11UmO/35WO6Q7IF3xYgpw4gfFeLx0FHQMkC5FKFNuEU0RgoQVhXEYMBcisIhuAUEWG6dPU4BbZ2aqguvVWVWRVz85paGhclMyfP5+ysjLuTU5GOnwYWrWCxN9J0KlRtwwaBJs2MQiYOmMG48aNq+sWXTLUmxmtS5a4OLDZ4NSpmpxa58Cj38CId2Hom/Daopr9WVkyycmlBAeX8PjjjjPqmIQaRasXoF0E3NwAAv3fpusCYZ7LR06xiLzPzCu7JB5Ngcu7lGPsVswGWxWvehwgyxR+M4ujTVvRcuRoEg4d53ByIqNmfolrydLfFFnV6JGIxkoQZu7yduMuuQP30YGpXEUC6lTbUmaQRw772ckuNp9z/2ho/GMICFBfdrxehjdcQWJiKbnHfOj8N6sImPz3aLXIqnRCy5nwLwMM2AIrWsOq2DB2RiWyOTCZ9Fwzr2/VIx82kelWWOjyEYUVk3+M7nILhEo1MXlkYLPi5Wufi0BvaybRl4+44nQgmpYUkMJBrly3jEFpI9QAF9nZ0LEj/PgjTJmiiSwNjX8An3/+OQBjI/zJ+DSzwYsbf5CSgcCGdevIzs6u2/ZcQmhC65+OKELXrur6ihXnXH370Vrrx9Tlu5/DgFsUjuerpnpvveU8o04rM3zZCEbZ4ZMAqCqCZkY4nAw7EmFKA+hmECHHAB4RX6XEh5kQHigjGmVEn4/2c+dDu3aE3ngdCQf3crxBLE+89BHP7/iJG4YOp0r08UfkeyDDCS/nQdQ+iVv3JxDrSsBGTRhFMzU5hSycPb+Qhka9oY+azeIqVpKVJbNuvptZseq9+nUspBih3AFL18O1d8Ntz0JpTyAcPG3hpRxob4dgQcKIyIMHAI8IlRJSoZ4u+jN/MgIEWBSh43EhgGtEA0lCzfEAREoRmUUBJ3CSjZvggyXcOewz7r58CuFbMlVR9emnsGkTpKWhoaFx8ZOTk8Py5csx6nQ0rbam0YTWxU3z5hAfTyTQEfj666/rukWXDJrQqg9Uh1OdNu2cq04YBIFmCLPB/VfC5p/hvmdhT4YEEQEgClx22a8tTG8Khi4/w5g7IO5GmLIUwnXQxqRaAKXpJbpYayw5kywQ5D3G3VM+Yke7ztwwYhTs3ElZVAPuevoDUr47xMHRY/lPgInnpIP0YA9TlN/2s1pfDvE/Q9JOePmkh+SQ/Xj0+cwoObPccG6nIz3oz7U0o93ZT6ahUV8YNgyAG5iLQfLRpYuOwUHwZSxcb4fsfGh6C1z1X5i9Db6dA0L1OIoC+34xFpForln/b6iXdvoaP8n9Ver9l7YXsnNNfGUKZK4xiNGSkcf1Fvrq4GbSeZlMxmasZOO/RtCy+e00mXsEn8WI5+nH4PBhuO02dcBIQ0PjH8FXX32FLMv8p2tXxPx81YWhVau6bpbG7yEIp5MXDwamTJmCUm2KoHFB0X7d6gMjRqiZ2FesgAMHzqlqv1ZQMhnyP4a05DOP6fTw+RdW5s+3nbXu/32tmgwpCrw449fHF7UReCkF5tuOcPNbE3iz0eW8cu9TJB4+RnlcDLz3HuaMIyTddxcTogx8EglLKKbCnwX1xaoC4jbD4apfn3tOETjk6q0qusSsY0DyfFIDCs8oZyeEPgyhLd3OqV80NP6RdO6MEp9ADCdJf28r3bvrzzi8eidkF/g3rIAXWn2nLvHA1YFnnm5q6yo6JW/jslarONVwNpW4Th9bUgJF/qwSX/rPmSBKvG+08ZjeQo7gIux4Do+OfoMFTYZy3eS5oCiU33Er0qEM9M+8WBM1VUND4x+BoihMnToVgNuCg9WdQ4dqQWv+CfiF1lCdjvT0dDZt2lTHDbo00IRWfSAkBEaPVhXPM8+cc/Xaz8e0NvDO0zCoD3z7rsDomwyYTGd/gIbWilgW1+gXBx0OgufM4NG7BzC4azJMnEhgcRkH05J495t7OXZ4E4wbh95s4uEQeD4M7BJ0xnY6cXFFcSAnXPDZKXhPKaOpnM31cgEViswAu+ofZpSqSI3YCSiIgkJD62/nEPolXmRms5MpbKIIxx9X0NC42BFFhNtvAyBx8Qe/OtytBYRWiykvEAXP9obFcT7Smp5iRnQm06g4Xd5nKKdJ4nbiozIox8kRf8CZk4qPb8NPEdoqB32Qk6uDfzEyeuQI3e5+jCUp1zLqy28QZZn5Nw/kxl0L0X8yGRo0wI2HTHJx4zldbSfZfMxGtnDivHaLhobG+WHr1q2kp6cTHhZGYnWuO81s8J9Bjx5gs9HU6yURdVZL48JTb6IOXvI8/jh89RV8842ad8ZvQvRXuHeM+vdHzH8S7vgIrAb44h7UpMmrVqkmjHPm1OT2MhphxAhm3d2JBZ3UEXYPe2hJw1+dsz1WIpDYfjyKkuNq6HpXaCmvkAcCnOAgX9CMu4Mi2dy6hOmGr3AJVXjQE00Cbfn97MvFVLGeYyQQTAYFfMvPAGRTxlP0+/OdpKFxsXLnnfDSS7BoEaxfryYR9RMfBelTYfJKWH4QLk+FazrC+1RyFDcAL1DCTX5/xmiCUDDgQUHCy0aO0IpYHlbyyZIqMElgTHFzStzL80oET/7ogddeg3nzkBQFBIHvrxrJvaMe5XiLOGZEWzEh4sbDq3xFHgUEEcxTjKESD6/yPV5kVnOYNxlCFIFnu0INDY06ono2a8KVVyJ89RVERECXLnXbKI0/h8GgzmpNn851wPvffMObb75JQIDmv34h0YRWfSE+Xg2L/OCD6uxWbCx06HBBPzI5Er76twdx3VpCx89UxVV+/unjOxulMS31Jro9PpJreobiZhOwG4BgLGc95waKKKKC2EYZ2E0l6I0uMgPtVMc5dGDlpJIORFJlPIEL1a7QgIcnGYz4BxH+n2El2ZQhAD2IO73f4X/J1ND4xxMRAQ8/DP/3fzB2LGzbBibT6cPhdnjsWnisVpXG1JgYNkFPqQNOFEFWg6O4RQABp8tMoM4KEmQJ7tMz4RZ3GdfMXsRV7yyHLf688AYD3HgjTJhAWpNmPFoAKWbo7NdNeRSRh2pvWEoxqzlGa6Lw+s2GZRSceC9QB2loaPwVXC7X6SAKo6rNfgcPPiPHpcZFzg03wPTp3Ga18kpFBbNmzeKWW26p61bVazShVZ+4/37YsgWmT1eniCdNgpEjz7vtdG5WIcfmrSR08SJCflhMiKuWuV7jxnDTTbwafROPpKsJVBdsgmt6wrV0wIYJHzK9vS2ZdwySgqBleE31FKxY8eEUFUIjVdHWkjA2+n1DgikiVVArNCYWK2YqqaIVKX8osnzInERNxqoAyYTjxkspVYym4+/W1dD4J+CTYWkONLjzMdp98w3s2wfjxsHkyb/7HOiLmW8IJwMvnYuspD4Hp0qhS6tYGj2gpkWoLArg4MH2HGgJo4NtzNm6muGfz2X49HkEFan3lTMkENNd96qJxv1h2q3AzdeSlzUAACAASURBVJFnfl4owTiwYMGBAzMOLERiYzQd2UAGHYklnpAL0kcaGhp/jYULF1JcXEybNm2I+vFHdadmNvjPon9/CAykcVkZKcCnn36qCa0LjCa06hOCAJ99po4mT52q5qiZNAkeegj69gXL2WeRjmfDgLGQnQeTnoUbBtQ66POpATY2b4ZNm/Bt2Ejk3j3Ufm/aH9SEn9oOZ/Rb16uRhwSB6K1Aunq8ub/w/7d33/FRVekfxz9n0gsYepGOSFkLTUV0BQsdxAKCCqiAICIrTVDEhtJBXcESQFAUaa6CPxVWWBVkUVaKFAXpRTqkUBLKJPf3x51olqWMMMmdO/N9v173lcncmclzk9xn5jnn3HOiieSGEzXZmwkPfAtfbINID3zbFm7yjSKsRALvUZtkdvITR7mey3iakrQmg0VsoSxlaE51AIqSxGC6kMIRLqf4BX89EXjoSC1ms5ZKFKYBlWhKVQB2k8FzrCYGaEMRqnI5JgzXvxZ32rkHmj8GG3fD6UZgasTyzeszaHBPfXttqvh4eO01iDx3yr+VOG4Fpq6HfUeAAvD9L/EcmXUzniJpbF9ahcMHVhI7dC69t31Ml81/TLyzvWYFvn+8BQ06PEfpuP+uqo6RwWHSKENJInyXBccRzR3cyUdspALFaYpdlLWgBi2oEfDfj4hcupy1s/o0a2YPTy5Y8PclJcQlYmLgrrtg6lQ6REXxwpIlbNy4kSuvvNLpyEKWCq1QEx1tf7C6+WYYMAAWL7a36Gh7KOH118PVV0OZMvYCp9HRfPGBl1Jrj1M9K42f+x+E7/fA1q12a/iGDZD5x7R/EcCJqBiWVqnP/CpN+SyyNb8WrMpr7YFr/wijY124LBb2HIFOvhGMa9Pg5q/hyGmI8k0p7c2G7/f+UWgBXEECo33FVI6rSeBqriHTspiQnUE8hk6eOBJMHAnE4a9WVKfVGa8NMJr1rCAFgNWs4R4Kcz8t/H5dESdNmA0/b/Z9sxisGvBl8Vo0mDED7rsPxo9n5/xFpLw0jJrtmp13qM8tVSGqLpgCJ7l25y98tGUZ3gmLKbTsX5Q49seSC6nFklh4f0PmPdyYATXv536T9D+vlUIaY633yTCZJFrleZH2RPh61tpTlvacOYuOiASjffv2MW/ePCIjI7n3pG/20XvvtT+4i7u0awdTp9I5MZEXUlOZPHkyI0aMcDqqkKVCKxQZA1262Elw4kSYNQuWL4elS+3tDI/7NgB2A7+c8YCyZe0CrV49vDfcyD1H6jAvK9b+7zkGMfvh71uh8SGokWsmwjuv+u+X+ec+u8gC8Phqo7IFoK2fDSmzSOWFrOPszbb/bQ+SzYCIwFzE+d99VxZr2ahCS1zj59yXMxWFojHwYCWgTmvWfbqQhM6dqLh5LeUebAUPAs2aQfXqcPnlEBUFp09Dejrs3UuZ7TvYuOpXyh3eieeMdVZ2FCrHkpotadinBZ2aRXAq0u6hMueYwHYLv5Fh7IaaY2YHo7PSeTrifwsyEQlu06ZNIysri9Z33knC3Ln2nQ8+6GxQcnHuuAMKFaJMairVsXsqX3nlFSLPM+JBLp5+q6EsKQmeesreUlPt4X/Ll9tDAffsgZMnISMDIiM5dDqBo5FJlL2qKJFlS9mTa1SrBjVq2K/jEwl8YUG5r+G3k0AinEyH7SkwbgW83eTc4TQpCS//YhdbTSt4ue/u49wZUYBEPxYrTcHLYPaQav0xC9k2K3AXyw+gBq+zjm1soST7qJ27e04kiB0/BXO8wG3AcXj7cXikNsT4Oq0O3fBXrpv4M72/eZU28z6lzoaVMG+evZ1FJFAByDIefi19BRtuupJDDa6jy61tuaxiddrHGCI88AIHmMcerqcIVc8xO2AVyuG14ok0GezILscJrY8p4jq5187qfdNN8Nln9jWYDRs6GpdcpOho+9q6yZN5vEgRevl6K1v51tmSwFKhFS4KFYKmTe3tLIr6Nn8YAzNqwYub4LfDsME3F8Y1F7hM6uok2NQcvsjM5KWkHfxk4F8c4V0/hg9FY4jFQ3xEBse8iVQ0UfQNUG8WQCniGMl1HOcqjnKckn7/NkScFRcFVxSCzdjXPNYv/0eRBdCwCNS8/RDTW7Vh5ph7mbM9m2tWbYCNG2H/fntZhqgoKFDA/vBUrhzeK67k+cJJTE86TER0Ng1JpAvlyd0XdQvFueUC10YmUZB21iM87d1DNoUZGalphEXcZtWqVaxbt44iRYrw11277Dvbt9dsg252330weTL3R0TQC3tNLRVaeUOFllyUmwrDghvgVBZ8WAYKx8JdfgwBLB4LGbHHf/9+NSf8+nmJRPAu5ZjrSadedAItuexiQz+vBP7cNV8iTvMYWPwAfLoR6pY8e4NHWrw9fC/bY1hRqRTXVPrLeV8zEniRbEoBaWTx2CU0PNzsKcAST9WLfr6IOCunN6tD+/ZEzJ5t36lhg+52221QpAhFDhygjsfD559/zv79+ylRosSFnyt/yoXHbImcR3QEdL7GvyIrx11cRlmi8ACPU8Tv511HAq9QOs+KLBG3KpUIj9eG60ufff8TFMEAlYimhZ+LAEfjoRfFeY5SFMu1zpaIhI9jx44xdepUAJ6oUcPuBa9SBerUcTgyuSRRUXavJPB8hQp4vV6mTJnicFChSYWW5LnfOMoglvAiSzlMJpcTxWIqsYGqdNZaOSJ5ridF+ZWqfE0ligdgIMMujjKI73iJpaT42SstIu4zbdo00tPTqV+/Pld89519Z4cOAV+fUxzw0EMANElJIRIYP348p06dcjamEKRCS/LcRNbyEwf4D/v4wDelocEQrXWqRPJNIM+3CazmJw6yjH1My1kwT0RCimVZjB8/HoC+Dz8Mn35qF1ha4DY01K0L1aoRk5ZG17Jl2b17NzNnznQ6qpCjQkvyXHyuFvQE3xCkPXj5hGP8RuBmDhSRi3PAdz7u4LRfj4/LNZQwQcMKRULS4sWLWbduHSVKlKD18eP2TMWNGkG5ck6HJoFgzO+9WgN812aNGTMGy9L0sIGkyTAkz/XgWgoRSxQe7qca6WTRjD0cJIuieFhEGQqh2YtEnJBJNi3Zy294uQwP33A5JS/w1tCTmhQmllgiaE+1fIpURPJTTm9W927diPRNiEHnzs4FJIH34IMwaBAV1qyhavHirFmzhoULF9KoUSOnIwsZ6tGSPFeQGDpmX8P6g1fRa18kK097OUgWAIfIZpd6tUQcc4Cs33uW08lmy3l6teYdhw574f+OxPAY1/IwVxGr9jqRkLNz504+/fRTIiMjeaJOHVi9GooWhdatnQ5NAqlsWbj9dsypU7xxww0AjB492uGgQosKLclzqw5C8yUweidMOgKj9kdzh28K9duIowbRDkco4h4bUmH4Cvh+X2BerxyRtCYBgBuJpS6xZ33cQS/ctQemHYVO+2DtycD8fBEJPq+++ipZWVm0bduWYrNm2Xd27QqxZ88P4mLdugFw25YtJMTHs2DBAlavXu1wUKFDhZbkqf0ZcMsc+HYdsBw4CScswzvZJam1qzzfbizJe6maFEPEH8dOw18/hUHLoOEc2Jzu3/OWZUDVzVBzC2w8o0AyGN6mOFsozz8oRcw5Js3wAl7f0H0LyMy+6MMQkSB2+PBhJk6cCMCgrl1h9mz7ep7u3R2OTPJE69ZQrBiRv/zCkBYtABg7dqzDQYUOFVqSp/Zl2B8OAciC+h54uwTMSIcvj3rY7YUn9kEgrr08ymlO+oYkioSitJNwyDeb+qls2HnUv+c9exA2noLVJ2HYobM/Jg4PmWRx7BxDB0tFwqQS0CAORhSF67Wut0hIevPNN8nIyKBJkyZc9cMPcPo0tGwJFSo4HZrkhehoeOQRAB61LDweD9OnT2fHjh0OBxYaVGhJnrq2KPT4CxSJtb/++y9QLRoq5BotWD7q0pfk+JidtOBb7uE7NuHnp08RlymTCM/UhqKx8EAVaHCOBYrPVCHXxIAVzzFSdyUptGYRLVnEQs4+LvGRy+DbsjBQy9+JhKSMjAzGjRsHwNP9+8M779g7evZ0MCrJc127AlDgiy/ocvfdeL1ehg0b5nBQoUGFluS5txrAoc721xy3JcDcsjCkGCwsf+k/4xN2YQFHOM1X7L30FxQJUsPqwcHOMK0RRPiZwceVhDEl4K2SMLjo2R/zObvJJIssLObyW+ACFhHXmDJlCocOHeK6666jQUoK7NoFV1xhT+suoatKFWjSBDIzeaV8eTweD5MnT2b79u1OR+Z6KrTEMXcWgOeKQdkALMNTi0KA/Q9d03dbRGxxHuhXBHoUhohz9B7X5o9uqlo6h0TCjtfrZcyYMQAMeOopzIgR9o4+fcCjj4shr3dvAIrPnEnH9u3xer0MHTrU4aDcT2eOhIR+VGcMtZhEPW6imNPhiLhOSy7nHa7jderQmcpOhyMi+WzmzJls376dKlWqcHd8PKxaBSVKaO2scNGkCVSvDrt3M7x2bTweD1OmTGHz5s1OR+ZqKrQk4E5kw32boOpq+OgcF94HmgfDDRSlCgXy5weKhJBULzTbAG1XJ3EwTRdgiYSbU6dO8dxzzwEwcOBAIkaOtHf066cp3cOFMb/3apWaMYNOHTuSlZXFoEGDHA7M3VRoScB9dAhmp8DGE/DoNqejEZELeWs/zE+H9Seg53anoxGR/JacnMy2bduoXr06D1WuDN99B0lJ8NhjTocm+aljRyhSBJYvZ+SddxIbG8vs2bP54YcfnI7MtVRoScCVzjWrWakAXH8lInkr9zlbWuuHi4SVI0eOMGTIEACGDx9O5KhR9o6//Q0KaJRIWImL+724Lv7++/Tp0weA/v37YwViHZ4wpEJLAq5pEnxUGQaWgq+qOR2NiFzIw0UhuSIMKg2zr3A6GhHJT2PHjuXQoUPUr1+fOwsVgnnzICHBLrQk/DzxhF1wffYZg5o2pVixYvz73/9mxowZTkfmSiq0JE/cXxRGlINKGtotEvSMgW7FYWhZKKkeLZGwsXfvXsaOHQvAqJEjMQMG2DueesoeQibhp2RJ6NEDgMTRoxnhm32yX79+HDlyxMnIXEmFloiIiEgYevbZZzl+/DitW7fmpn37YNkye6bBfv2cDk2cNGAAxMfD55/zcOXK1KtXj7179/LSSy85HZnrqNASERERCTMrVqzgvffeIyoqitHDhsEzz9g7XnwREhMdjU0cVqKE3asJeJ56irfGj8fj8fD3v/+dVatWORycu6jQEhEREQkjlmXRu3dvLMviySefpMrXX8PmzVC1KnTp4nR4Egz697eHEf74I7U2baJXr15kZWXRqVMnTp486XR0rqFCS0RERCSMTJ8+nSVLllCsWDGe69oVBg+2d4wYAVGaLliwezVfftm+/fTTDHv+eapUqcK6det48cUXHQ3NTVRouciPq2DZCqejEAk/Bw7CP7+GdF0HLCIul5KS8vu03cOHD6fg889Dejq0aAGtWzscnQSVRx6Bq66CHTuInzyZ9957D4/Hw6hRo7S2lp9UaLnE21Pg+sZQrym8/o7T0YiEj0OHoeat0LSdff6dOOF0RCIiF2/gwIEcOHCAW265hc4lS8KsWfbEB+PH21OQiuSIiIDRo+3br7xC/apV6devH9nZ2Tz00ENkZGQ4G58LqNByia++PfttEclb6zbA3v327Q2bYNduZ+MREblYixYtYtKkSURFRTFxxAhM9+72jiFDoEIFR2OTINWkCTRqZPd6DhnCkCFDqFGjBhs3bqRv375ORxf0VGi5xCP3Q3S0PXS68wNORyMSPq6rCbWutm83agiVKjgZjYjIxUlNTaVjx44APDtoEFeOGQO7d8ONN8KTTzocnQQtY+xeLY8Hxo8n9uef+fDDD4mJiSE5OZkPPvjA6QiDmgotl7izKexdZ29t7nQ6GpHwkZAAy/4JO1bB/Jn2SAoRETexLIvHHnuMXbt2ccMNN/BsqVLwySdQsCBMmwaRkU6HKMHs2mvtYjw7G7p2pdbVV/PGG28A0L17d9auXetwgMFLhZZLrFkD3bvB6FHg9TodjUh4iYqCcmXsBr2L5fXCoEHQpg389FPgYhMRuZD333+fWbNmkZiYyKyXXyYyZ8jXW29BxYrOBifuMGQIlC9vv4G99BKPPvoonTp1IjMzkzZt2pCWluZ0hEFJTRgu0a4dbNhg3y5XDh5/3Nl4ROTPmTwZhg+3b69eDZs2ORuPiISHTb41kADeGT2acv36QUYGPPigvYn4IzER3nsPbr8dhg7FNGjA22+/zapVq1i7di1t27blyy+/JErLA/wX9Wi5RHb22W+LiDvoHBaR/Hb8+HHuuecejh07Rvu2bXngiy9g7Vq48kp4802nwxO3adgQnn8eLAs6dCD+yBE+++wzihcvzsKFC+nZsyeWZTkdZVBRoeUS06dDq1bQuzd06+Z0NCLyZ3XpAn37QsuWMGOG09GISKizLIuuXbuybt06qlWrxnslSmA+/xwKFYLPP4fLLnM6RHGjwYPh1lth/35o144KpUszd+5cYmNjmThxIsOGDXM6wqCioYMuUbs2fPaZ01GIyMWKioKxY52OQkTCxQsvvMCMGTMoUKAAi5o3J+bVV+1JL/7xD6hSxenwxK0iIuwJVOrWhcWLoUcP6k2axNSpU2nXrh2DBw8mPj7+90Wxw13I9mgZY5KNMZYx5g6nYxERERHJL8nJybz88st4PB5+aNOG4q++ak/T/e67dm+EyKUoVQrmzoW4OPsC5L59adumDRMnTgSgb9++vPXWWw4HGRxCstAyxtQG6jodh4iIiEh++uijj3jcN2PW93fdRY0pU+wdkyZBp04ORiYhpW5dmDnTHq7x+uvQuzddOnfmTd+1fz179uS1115zOEjnhWShBUwEkp0OIpAyM08zZsxSxo1bhterK+lFgsXy5Xt44YVv+P77XU6HIiJhbuLEiXTo0AErO5vv69fn+k8+sXuyJkyAzp2dDk9CTatW9nps0dHwxhvQqxeP9+jBuHHjALtn65lnniE7jGeACrlrtIwx3YAky7ImGGP+dLG1fv166tSpc9Z9K1asuNTwLlrv3vOZMGElAAcOHOfll29zLBaRUHGuc/3EiRN+5YKDB49z663vc+zYKUaNWsqmTb0oU6ZgnsUrIoF3vjzgJq+//jp9+vQhCVhWowZXLl1q9zZ88IG9RoxIXmjZEj79FO6+257JMiuLJ958k8TERLp27cqIESPYsGEDH3zwAYmJiU5Hm+9CqkfLGJMEjAS6Ox1LoG3fnv777R070s/zSBHJL4cPZ3Ls2CkATpzwsn//MYcjEpFw4/V66d+/P3369OE6YHvhwlz5yy9QsCB8+aWKLMl7zZvb12zFxMA778BDD/Fwu3bMnz+fpKQk5syZw80338zOnTudjjTfhVqP1khguWVZCy/2BapXr+5oz9W5DB16G7t2pRMTE8mzz/7V6XBEQsK5zvX4+Hi/ckG1akV56qn6TJ++jrvuqkqdOqXzIkwRyUPnywPB7vDhwzzwwAN89dVX9Pd4GGkMnpSUP66fqVTJ6RAlXDRtak+Pfffd8OGHsH49d8yaxbJly2jVqhWrV6+mVq1aJCcn06ZNG6ejzTch06PlmwCjGyHYmwVQt25pfvmlJ6tWdadq1aJOhyMiPqNGNWLXrj6MG9fc6VBEJIzMnz+fq6++ml+++or50dGMzs7Gk5VlL7i5ZImKLMl/jRvD0qVQsSKsWAHXXMOVCxbww9KlNG/enJSUFNq2bUuHDh04cOCA09Hmi6AttIwxbYwxC/zYcpbvzekb3+Kb1j1naeoFuW6LiIiIuFZaWho9evSgdbNmdNy7l40eD01OnYKkJJgzB157zR7CJeKEa6+F5cvtIavHj8MTT1CoSRM+79WLN8ePJy4ujmnTplGtWjWSk5NDfqKMoC20LMv62LKsRn5sE3yPH2hZlsnZgEK+l2rr+15ERETElbxeL5MmTeKqKlWw3nmHTdjXS8RlZ0ObNrBmDbRu7XSYIlC4MMyYAR9/bK+5tWIFplkzHp81i42TJ9O4cWNSU1N57LHHuPHGG1m0aJHTEeeZoC20LpVlWWm+m2nnfaDD6tSpc84Zj9zC7cfg9vhBx+BWoXLMOo7gouMILV6vl6lTp1KnalVWPfooSw8d4h2gHMBVV8E//wmzZ0PZsnkWQ7j9LXS8AXLvvbB5M4waZRdfixdT5v77mX/6NEv69qVMyZL85z//oWHDhjRu3Jj58+fneQ9Xfv9tQ7bQEhEREXGrvXv3MmrUKO6qWJG0hx5i0datvIldYFl/+QvMmgWrV9vXxYgEq/h4eOop2LoVnn8eEhMx33zDTa++yg5g2fXX0zI+nm8WLKBZs2ZcccUVDB06lC1btjgdeUCE2qyD/0VDBkVERMQtDh06xLwvv+THd98l6bvvuMuyGJBrv1W/PqZPH8w994BHbeXiIpddBi+9BH36wPvvw1tv4dm4kev37eP/gJMxMSz2eJizbRtTBw9m8ODBXHPNNTRt2pTGjRtz8803E+PCaw9DutASERERCVZHjhzhxx9/ZNVXX7F/7lwq/forLYCOuR5zKiGByE6d8Dz6KKZWLadCFQmMpCR48kn429/smQk/+QTmzCFm/XoaAY18D0sDVq9Zw09r1jBr1CjGREdTpF49Ktx0E7V8w//Kly+PMcHdp6JCS0RERCQPZWRksG3bNjauWcOB778nc80asjZsoPT+/dwA3H7G448XLIinVSvi2rYlukkTiI11ImyRvGOMvd5b3bowbBjs2gULFtjbN9+QtH8/DYAGOY8/dQoWLyZj8WJ2AJuBf0dGcqJwYazSpYmpUIH4cuUoWL48hSpXpljVqpSoUIFYh88dFVoiIiIiZ3E6I4Pt333HqYwMvJmZnM7IwHviBN7MTHs7cYKsEyc4lZHBiZQUTqekkJ2aipWejjl6lIj0dAocPUpRr5eSQGvOfnH8ychIjlatSsFWrYi+914SatfW0EAJL2XLQufO9gawbx/89JO9/forp37+meyNG4lPT6c6UB3A64UDB+ztp5/+5yUzgYPGkOnxcDIyklNRUbyWmUmmx8OPlStjxcdDfDzZ8fFYvs0kJGASEvAkJhIRF0dUfDwnLmHNL2NZWmIqhzHmcFxcXOHq1avn289cv349APn5MwPN7cfg9vhBxxBoK1euJC4uLs9jCaZjvhQ6juCi4wiMlStXEofvA10AeSMiyI6KwsTFEZmYiElMtHusgngIlNN/i/ym4w1iWVl279bp02T7GjqyT56078vKwmRn48nOJgII1Bm1HsiEFMuyivzZ56rQysUYsw0oCGx3OBQRcVZN39f/bSITkXChPCAiABWAI5ZlVfyzT1ShJSIiIiIiEmAaACwiIiIiIhJgKrREREREREQCTIWWiIiIiIhIgKnQEhERERERCTAVWiIiIiIiIgGmQktERERERCTAVGhJWDPGDDDGbDHGpBpjZhtjkpyO6c8wxiT54k516zHkZoxJNsZYxpg7nI5FwotyQfBRPhAnuD0X+CsUc4a/8jO3qNCSsGWM6QY8A7QFchahW+FcRBflX0AKUAf7OGrjvmMAwBhTG6jrdBwSfpQLgo/ygTghRHKBv0IqZ/grv3OLCq0g5daWPJe1kAwEBlqWtdKyrDTgUaCSW37nxphKQCXLsrpblrXVsqyFQCPsY+jmcHgXYyKQ7HQQwcCt5z+4LgfkUC4IPsoHQcql57i/XJ0L/BWiOcNf+ZpbVGgFIZe35LmihSQnyQALc+7zJdWV2HEHPcuytmL/ns+8Lw2o7EhQF8mX2JMsy5rgdCxOc/n5Dy7JATmUC4KP8kHQc9U57q9QyAX+CrWc4S8ncosKreDkypY8l7WQVPJ9TTnj/q259gU9X2L8na9VMQnY4kxEf54v5pFAd6djCRKuPP/BdTkgh3JBEFE+CG4uPcf9FRK5wF+hkjP85VRuUaEVZNzckueyFpIk+L216kyF8zmWQJoIrHTZ/89IYLnvDTusufn8B9flgBzKBcFF+SCIufQc91eo5gJ/uTVn+MuR3BKZnz9Mzi9Xte3aLmoXtZCkgR3fWZLqma1ZrmCMGYnd6na707H4yzdMrhvuf4O+ZKFw/oOrckAO5YIgoXzgDi48x/0VcrnAX27NGf5yMreoRyu4hGJLXrC2kOS8UZw5HKBSrn2uYYxJxh7OUeccrXHBqp3v6xbf5A+W7/sFuW6Hi1A8/yF4c0AO5YLgoXzgTsF+jvsrpHKBv1yeM/zlWG5RoRUkclXbITMuPZhbSHINdThzJqHawIL8j+jiGWNmA2mWZbmuJ8SyrIGWZZmcDSjk29XW931YCMXzH4I7B+RQLggeygfu44Zz3F+hlAv85fac4S8nc4uGDuYRY0wb/PvQNNvXCpS72s69f4ExBifeZC7iGHI/NxkobFlWnXM8JxgMB0YaY1Zit1aNxG6V+9jZsPxnjFmA/cYw0/dhPUfamcM73MCyrDTf/7+rW9VC4fyHsMgBOZQLglCo5INgFkbnuL9cnwv8FYo5w1/5mVuMZak3Phj5xjynYlfbrjrBfS0kWy3LGuh0LBdijBmA/SaTM6VrW7d0nftmfzrXmPgJlmW5snfE143fKASH0PnNzec/uCsH5FAuCE7KB8HJjee4v9ycC/wVyjnDX/mVW1RoBTE3vsHkaiEZfsaukG8hEQkkN57/oBwgEup0jov4T4VWEHPbBy21kIgEjtvOf1AOEAl1OsdF/hwVWiIiIiIiIgGmWQdFREREREQCTIWWiIiIiIhIgKnQEhERERERCTAVWiIiIiIiIgGmQktERERERCTAVGiJiIiIiIgEmAotERERERGRAFOhJSIiIiIiEmAqtERERERERAJMhZaIiIiIiEiAqdASEREREREJMBVaIiIiIiIiAaZCS0REREREJMBUaImIiIiIiASYCi0REREREZEAU6ElIiIiIiISp3RGVwAAArFJREFUYCq0JKwZY7YYY2afcd8dxphUY0wbp+ISkfyjPCAioFwggadCS8JdW6BNTgI1xtwBzAbaWpb1saORiUh+UR4QEVAukABToSVhzbKslcAoYKIxpht2Qr3dsqyFAMaYNsaYBU7GKCJ563x5wBgzwNfKvcUYM9LZSEUkL10gF3QzxiwwxqwwxiQ7G6m4hbEsy+kYRBxnjNkCFAbqWJa11Xdfsu++2pZlVXYyPhHJe2fmAWNMbaC7ZVndfftXAMmWZU1wMk4RyVtnyQVJwDOWZQ307V8BDFcvl1yIerQk7PmGBgAk5b7f9+FqeP5HJCL57Rx5YCswMNf3M4FG+RaUiOS7s+UCy7LSchVZlYBKwEoHwhOXUaElYc03DjsZ+8PTBOxhAiISRs6VB3wfrtJyPbQRdrElIiHoQp8JfJcSbAEG5ox+ETkfFVoStnzjrycCjXwJcyBQyRgzwNnIRCS/+JsHfN9v1VAhkdDkTy6wLKsRUAjorlkIxR8qtCQs+RLnSHJdk+VruR4IjPQNDRCREOZvHsiZBCPnWi0RCS1/5jOB7/6ZgPKBXJAmwxA5D9/F8LM1GYZIePJNijM7ZyZSEQk/vt6rtFwzEi8AVuZctyVyLiq0RM7Bt2hhJaA2sBB7tjENGxIJE74PV7OB3NdpzVLPlkj48fVs50yUsVx5QPyhQktERERERCTAdI2WiIiIiIhIgKnQEhERERERCTAVWiIiIiIiIgGmQktERERERCTAVGiJiIiIiIgEmAotERERERGRAFOhJSIiIiIiEmAqtERERERERAJMhZaIiIiIiEiAqdASEREREREJMBVaIiIiIiIiAaZCS0REREREJMBUaImIiIiIiASYCi0REREREZEAU6ElIiIiIiISYCq0REREREREAkyFloiIiIiISID9Px0LTfkKUXS7AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "image/png": { "height": 429, "width": 429 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# getdist.styles.planck is a more complicated case which also changes matplotlib style \n", "# (to use latex rendering and different fonts). It also turns of scaling by default so all\n", "# fonts are fixed size.\n", "\n", "from getdist.styles.planck import style_name\n", "plots.set_active_style(style_name)\n", "\n", "g = plots.get_subplot_plotter(width_inch=6)\n", "g.triangle_plot([samples, samples2], ['x1', 'x2', 'x3'], \n", " plot_3d_with_param='x0', legend_labels=['Simulation', 'Simulation 2'])" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "# Back to default style\n", "plots.set_active_style();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Getting consistent sizes for publication**\n", "\n", "By default, font and line sizes are scaled for small plots, which is often necessary if making\n", "figures with many subplots in. Setting parameters like settings.fontsizes, settings.axes_labelsize are specified at a reference axis size (defaul 3.5 inches); for smaller plots they are reduced.\n", "For publication you may wish to have constent font sizes between figures, and hence specify fixed sizes and use a fixed figure size." ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "image/png": { "height": 241, "width": 242 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# width_inch=3.5 is often good for a one-column figure.\n", "# If we make one figure or multiple subplots, by deafult font sizes will \n", "# be different for smaller axis sizes\n", "g = plots.get_single_plotter(width_inch=6)\n", "g.plot_2d([samples, cut_samples],['x1','x2'])\n", "g.add_legend(['Label 1', 'Label 2'], legend_loc='lower right')\n", "# finish_plot will call tight_layout to make sure everything is \n", "# actually within the requested figure size, so plots saved at consistent size\n", "\n", "g = plots.get_single_plotter(width_inch=3.5)\n", "g.plot_2d([samples, cut_samples],['x1','x2'])\n", "g.add_legend(['Label 1', 'Label 2'], legend_loc='lower right')\n", "g.add_text('Text label',0.1,0.9)\n", "\n", "g = plots.get_subplot_plotter(width_inch=3.5)\n", "g.triangle_plot([samples, cut_samples],['x1','x2','x3'], legend_labels=['Label1', 'Label2'])\n", "g.add_text('A',0.2, 0.8, ax=g.subplots[1,0], color='blue')\n", "# finish_plot is not needed for commands which generate sets of subplots" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 242, "width": 242 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# The scaling_factor determines how quickly fonts shrink (default 2).\n", "# Using scaling_factor=1 will give somewhat larger font sizes after scaling\n", "g = plots.get_subplot_plotter(width_inch=3.5)\n", "g.settings.scaling_factor = 1.5\n", "g.triangle_plot([samples, cut_samples],['x1','x2','x3'], legend_labels=['Label1', 'Label2'])\n", "g.add_text('A',0.2, 0.8, ax=g.subplots[1,0], color='blue')" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "image/png": { "height": 178, "width": 243 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Scaling is entirely disabled by setting settings.scaling=False or \n", "# getting the plotter instance using scaling=False. \n", "# Here font sizes and line widths are all consistent:\n", "\n", "g = plots.get_single_plotter(width_inch=3.5, scaling=False)\n", "g.plot_2d([samples, cut_samples],['x1','x2'])\n", "g.add_text('Text label',0.1,0.9)\n", "g.add_legend(['Label 1', 'Label 2'], legend_loc='lower right')\n", "plt.suptitle('Default font sizes are tick labels:\\n %.2g, labels: %.2g, legend: %.2g, text: %.2g'%\n", " (g.settings.axes_fontsize,g.settings.axes_labelsize,\n", " g.settings.legend_fontsize, g.settings.fontsize), va='bottom');\n", "\n", "g.triangle_plot([samples, cut_samples],['x1','x2','x3'], legend_labels=['Label1', 'Label2'])\n", "g.add_text('A',0.2, 0.8, ax=g.subplots[1,0], color='blue')" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 272, "width": 249 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# You can also set default font settings to the values set in your rcParams\n", "g = plots.get_subplot_plotter(width_inch=3.5, scaling=False, rc_sizes=True)\n", "g.triangle_plot([samples, cut_samples],['x1','x2','x3'], legend_labels=['Label1', 'Label2'])\n", "g.add_text('A', 0.2, 0.8, ax=('x1','x2'), color='blue')\n", "plt.suptitle('rc font sizes are tick labels:\\n %.2g, labels: %.2g, legend: %.2g, fontsize: %.2g'%\n", " (g.settings.axes_fontsize,g.settings.axes_labelsize,\n", " g.settings.legend_fontsize, g.settings.fontsize), va='bottom');\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "**Controlling analysis settings**\n", "\n", "The default kernel density estimation setting usually give good results, but note that contours can seem quite smooth even if the residual sampling noise is quite large. You can change the [analysis settings](https://getdist.readthedocs.io/en/latest/analysis_settings.html) from the default to visually inspect the stability of the result." ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 564, "width": 565 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ndim = 4\n", "nsamp = 400\n", "np.random.seed(10)\n", "A = np.random.rand(ndim,ndim)\n", "cov = np.dot(A, A.T)\n", "samps = np.random.multivariate_normal([0]*ndim, cov, size=nsamp)\n", "names = [\"x%s\"%i for i in range(ndim)]\n", "labels = [\"x_%s\"%i for i in range(ndim)]\n", "\n", "# default settings attempt to minimize sampling noise and bias\n", "s1 = MCSamples(samples=samps, names=names, labels=labels, label='Default')\n", "\n", "# Use standard lowest-order kernel density estimates the contours get visually more noisy\n", "# (and more biased). Kernel widths are determined automatically.\n", "s2 = MCSamples(samples=samps, names=names, labels=labels, \n", " label='Lowest-order (Parzen) kernel',\n", " settings={'mult_bias_correction_order':0})\n", "\n", "# manually set the smoothing scale in units of the standard deviation\n", "# Can also use copy() to generate a copy of samples with new settings \n", "s3 = s2.copy(label=r'Lowest-order with $0.3\\sigma$ smoothing', \n", " settings={'mult_bias_correction_order':0,'smooth_scale_2D':0.3, 'smooth_scale_1D':0.3})\n", "\n", "g = plots.get_subplot_plotter()\n", "g.triangle_plot([s1, s2, s3], filled=False)\n", "\n", "# Note that for some flat distributions the location of 2D equal-enclosed-probability contours can \n", "# be very unstable, e.g. a flat bounded distribution 0" ] }, "metadata": { "image/png": { "height": 263, "width": 375 }, "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "image/png": { "height": 330, "width": 423 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# You can also change the boundary correction settings\n", "# Note it is important to set ranges for any parameters with known hard prior cuts.\n", "# Note also there's no guarantee in particular random samples that higher-order is better\n", "np.random.seed(2)\n", "samps = np.random.normal(size=15000) #lots because cutting\n", "xcut=1\n", "samps = samps[samps>xcut]\n", "plt.figure(figsize=(6,4))\n", "plt.hist(samps, bins=50)\n", "plt.title('Sample Histogram')\n", "\n", "for mult_order in [0,1]:\n", "\n", " # Incorrectly set samples without specifying the prior range\n", " no_range = MCSamples(samples=samps, names=['x'],\n", " settings = {'mult_bias_correction_order':mult_order})\n", "\n", " # For parameters with hard priors you must specify the range, here p>xcut by definition\n", " with_range = MCSamples(samples=samps, names=['x'],\n", " settings = {'mult_bias_correction_order':mult_order}, \n", " ranges={'x':[xcut,None]})\n", "\n", " snone=with_range.copy(settings={'boundary_correction_order':-1, \n", " 'mult_bias_correction_order':mult_order})\n", " s0=with_range.copy(settings={'boundary_correction_order':0, \n", " 'mult_bias_correction_order':mult_order})\n", "\n", " g = plots.get_single_plotter(width_inch=6)\n", " g.settings.norm_prob_label = '$P(x)$'\n", " g.plot_1d([no_range, snone, s0, with_range], 'x', normalized=True)\n", "\n", " #Plot true distribution (normalized to peak 1)\n", " x=np.arange(xcut,5,0.01)\n", " dist=np.exp(-x**2/2+xcut**2/2)\n", " dist/=np.sum(dist)*0.01\n", " g.get_axes().plot(x,dist, ls='--', color='magenta')\n", " g.add_x_marker(xcut, lw=1)\n", " plt.title('Kernel densities, %s multiplicative boundary correction'%(\n", " 'with' if mult_order else 'without'))\n", " g.add_legend(legend_labels=['No range, bad auto-bandwidth','No boundary correction',\n", " '0th order boundary correction', '1st order correction (default)',\n", " 'True sampled distribution'], legend_loc='upper right');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "**Further Reading**\n", "\n", "See the full [documentation](http://getdist.readthedocs.org/en/latest/index.html) for further details and examples" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 1 }