{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Analyzing the gradients of the SHT\n", "\n", "## Setup" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import math\n", "import numpy as np\n", "import torch\n", "import torch.nn as nn\n", "\n", "from torch_harmonics.quadrature import legendre_gauss_weights, clenshaw_curtiss_weights\n", "from torch_harmonics.legendre import legpoly, clm\n", "from torch_harmonics import RealSHT, InverseRealSHT" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Problem setting\n", "\n", "We consider the simple problem of fitting the spectral coefficients $\\theta$ such that\n", "\n", "$$\n", "\\begin{align}\n", "\\mathcal{L}\n", "&= ||\\mathop{\\mathrm{ISHT}}[\\theta] - u^*||^2_{S^2} \\\\\n", "&\\approx \\sum_j \\omega_j (\\mathop{\\mathrm{ISHT}}[\\theta](x_j) - u^*(x_j))^2 \\\\\n", "&= (S \\, \\theta - u^*)^T \\mathop{\\mathrm{diag}}(\\omega) \\, (S \\, \\theta - u^*) \\\\\n", "&= L\n", "\\end{align}\n", "$$\n", "\n", "is minimized.\n", "\n", "The Vandermonde matrix $S$, which is characterized by $\\mathop{\\mathrm{ISHT}}[\\theta] = S \\theta$ realizes the action of the discrete SHT.\n", "\n", "The necessary condition for a minimizer of $L$ is\n", "\n", "$$\n", "\\begin{align}\n", "& \\nabla_\\theta L = S^T \\mathop{\\mathrm{diag}}(\\omega) \\, (S \\, \\theta - u^*) = 0 \\\\\n", "\\Leftrightarrow \\quad & S^T \\mathop{\\mathrm{diag}}(\\omega) \\, S \\; \\theta = S^T \\mathop{\\mathrm{diag}}(\\omega) \\, u^*.\n", "\\end{align}\n", "$$\n", "\n", "On the Gaussian grid, " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor(12.5664)\n" ] } ], "source": [ "nlat = 64\n", "nlon = 2*nlat\n", "grid = \"equiangular\"\n", "\n", "# for quadrature and plotting\n", "if grid == \"legendre-gauss\":\n", " lmax = mmax = nlat\n", " xq, wq = legendre_gauss_weights(nlat)\n", "elif grid ==\"equiangular\":\n", " lmax = mmax = nlat//2\n", " xq, wq = clenshaw_curtiss_weights(nlat)\n", "\n", "sht = RealSHT(nlat, nlon, lmax=lmax, mmax=mmax, grid=grid)\n", "isht = InverseRealSHT(nlat, nlon, lmax=lmax, mmax=mmax, grid=grid)\n", "\n", "lat = torch.arccos(xq)\n", "omega = torch.pi * wq.float() / nlat\n", "omega = omega.reshape(-1, 1)\n", "\n", "print(nlon*omega.sum())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## analytic gradients of the SHT" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/home/bbonev/.zshenv:export:2: not valid in this context: :/usr/local/cuda-11.7/lib64\n", "--2025-03-20 22:41:34-- https://astropedia.astrogeology.usgs.gov/download/Mars/GlobalSurveyor/MOLA/thumbs/Mars_MGS_MOLA_DEM_mosaic_global_1024.jpg\n", "Resolving astropedia.astrogeology.usgs.gov (astropedia.astrogeology.usgs.gov)... 137.227.239.81, 2001:49c8:c000:122d::81\n", "Connecting to astropedia.astrogeology.usgs.gov (astropedia.astrogeology.usgs.gov)|137.227.239.81|:443... connected.\n", "HTTP request sent, awaiting response... 200 \n", "Length: 55192 (54K) [image/jpeg]\n", "Saving to: ‘./data/mola_topo.jpg’\n", "\n", "./data/mola_topo.jp 100%[===================>] 53.90K 174KB/s in 0.3s \n", "\n", "2025-03-20 22:41:35 (174 KB/s) - ‘./data/mola_topo.jpg’ saved [55192/55192]\n", "\n" ] } ], "source": [ "!wget https://astropedia.astrogeology.usgs.gov/download/Mars/GlobalSurveyor/MOLA/thumbs/Mars_MGS_MOLA_DEM_mosaic_global_1024.jpg -O ./data/mola_topo.jpg\n", "\n", "import imageio.v3 as iio\n", "\n", "img = iio.imread('./data/mola_topo.jpg')\n", "#convert to grayscale\n", "data = np.dot(img[...,:3]/255, [0.299, 0.587, 0.114])\n", "# interpolate onto 512x1024 grid:\n", "data = nn.functional.interpolate(torch.from_numpy(data).unsqueeze(0).unsqueeze(0), size=(nlat,nlon)).squeeze()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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NnwDZBQgvgOW0/ryutQRs7hRaahGqrDLKihh9801GyM1idhezNmKfeT2anULImGwZAVvkOdFoxGxYBQDOOr/QOrQ9hk2mVIyluY12T8yYrzXvN9ScVIVhtxmu6S+s56JDxrE1T2EKqHYZQTBMLBXBPgBAc6ADALDBtwMAsBCdyGk5EZukEWw8QtjeKuO4PwwZHA6mKvG3G59HtC782Obb91w86oXPMFaGOXb3cnc2mlUv5D0bTTF0IRMIL125ZOOnpo2QsTOakPFQEbPGTQkNGd2pWH9NYd03UgE7LKNqL5JkaDZD6VoAQEemGQDwQm4lAOAAmuCD6mjZKUSxZS7DqnYeLdkkeChYEIrjzXefjeRg6qLTb1r6aKmurdwQMO01mmktaMxCZtG6j8AxUjnJQsbDYCyNqVhMHcCqyQETEzac7iWM0gqbucIArv7DWbNL2MwAG8207ToVhExk+cpFa292CplQ1JLsHoCRebEwvUD9JHOmRpNBWDcEs5BhszF3F2RT9j9HsG1TXBbzjGZzOQCkKozAcMO1g5Z9dUcbjMsZHFv1HW9KQClx4xkMuO++mbU9wAiWBQCJKmNoPxcwuke6v83g8hcKZbGImg6qzm+k+p7vVx2AL6aXAQCv3q+20fSi6lmcf7EXgzvV+84UINIcBP+Oxbh3fR5fe/sxNC6NHHrga/sWjHqRM4DTIhz76+pxwp5oLHk263WddEopZCwUETIes5+qFYY2m+hIQ/7VPrz2RRE3/GEduveMzL/8C4sPlvH0SsJ012imnaAptZApaDOjCJlSajN2zNrMbMStAdo89A0AQsZ47CKDxm/hyxhdI31eVNWuDYWy4YSqAfZm6wtlh7JzAQCPsrUAgIcWqW10rlff8OL6OrWdFVUg7bC6sPnI80O4/g/rZ7ywIQJ4gVwt5WJaCRpXQsbjlGOqhM15N82fmTYbmv7G4Gljo1GFzEXbApFlKxee9gFwgtVmwfKa0TdaZS0fUfvfVKEaB8ln6qvq/jImndESLc80YdI8k9ms2djtC3YbjOVcTHN9Dq/bbtkX7muwbOsu+Dote1ot22LK+lCU2kZjt69YhrJtxt1STQy1j9qZ76V5FniiOllYH2g7XFjna44W1hsj6vqq4O5C2Qr+EADgvLhqyznjHtUo3PG7vQCA9mPqM5TNM2S027/xzBiCDUE89vVmfO2dhxCrCjz2wM+Pz6ih79Uxnt17hosokADmPJI6tW00rUsvfdgfWlR6IWOu7yYkp8cpQcD2eFz8sh9f+OV8xHvTF732A62/Ls9ZnRjq8LZnoxmXtuVXfCmXpYsWrbm59EJGu7sOITOJ2oxHcUYbBgeszoqRAWNou/rYvMK63G/Ee+5KqOvb08sKZTvl+QCAJytV7XHTG9RnqfnGJQCA1ja1S+XXfuOACGx5fhjp7jTYnw7h4pf9+Nwv5mPfC/G3ve5DTW+b8AWWCwKII1dLuSi7oBFFcd3wQMf/t+rC74Co7KfjMQMppbB59c4AvvDrhdjx1PCviahxyi7iJPFsNGMdnKguVr+ya/WlP+VC/nrHfiYb/XYKmxzq9HlNuuZinixptsdoYTmd4ToNrckcQsGszSRrrTYUPm/Us+cvUmzaTCaStGynTa71ALDgxcWW7bzf+qr3J6znWwr7jN0+kq62HjM4YK0wWXaaibD37D2F9fWrfl9YF0yzNmt4wzdpIXe8sN4qDwAAFiTUkb/Tn1Gfkfjtu9S2d6q/0XBavbccAWecUwEhLCD02nn4iTiE//lmp7zzmZHwdA8xsbaSZ/+8IDx+RQD194yUxUZTttw4RCTWtJ5+cO6am8cVMpbv2YWMmWJCxt5uoGyX7DGDWH9+DGfvy/K1TYFjRNTApsuoSTG0rtN0pmx9leYll22uabssUlt/umOfXcjo2kxRIVMkyLhFyFjKbfafUbQZO2ZtxmPqWPLs0sL6i9vfUliXTJPJ+mXDdndAaSmst/PVAICDEdU2t/kc9ZmqvGm52vYKVQOIBbUsFgzY9MwQpKSE1L2Hcc4jhLe/qxZChNW94X3N95X0wkoOgXh3i6vWiC4noj1EtJ+Ibimyfw4RPUZELxHRNiK6crw2y/IPap6/8YtMqFwzd+lbxq/s4aExUWGjc6LC5txHOXz+O3Owf8fI5We8tm76xiAuoTGYiHgAPwVwBYAVAG4gohW2al8AcDdjbB2A6wH853jtTnk/IlrddpEQarp1w7lfBQnqA8CSIyDTZEgS4ZyvFC3irKcHqzJNkmR+8+iTyRvYFs7SPivb7FeSqWAQMup3c+E8FN4wWAw09lnakQWrLYdTrFMfov3VCCSM/nNkIGixyYhZDmLWdm4lEP92PxnZb23UP8Jb7DD2GedTMQN9tCwQAJAPqfvmb10C3w3fLpQnlRB2dBvxq6IRY97TW2r+DADIQEQTG0SS86FeUm0x3SEeCwcV7NqgYN5hEf7PrkJkdwpnXw3kt6uhKtIdal1O5MAHBVA8h9acH1/41QJ88eq9dy46LfTi/ldSe0t5D0oBAeBKFybkDAD7GWMHAYCI7gJwFYCdpjoMQExbrwDQMV6jU6rREFELJ0b/edpFPwQ/ipABMDEh4+ExydQ0+/CJH86FL8DvmpZ5owgT6TrVEtEW03KTrbUWAMdM2+1amZmvALiRiNoB3Afgw+Od4pRpNEREdS1LHpt35lf5YNSp3p4wJdBmzGQqpq/Nz2Pi9Ajhglajc3heHvMOi0gsCyGyOwVxVQ3y2/sRbA4j3ZGEklcgJfLIvNiDxagHXu0Hzo7iihuruZqG0NMA1pXnaopDRODcB6DvK8Go0w0AfsUY+x4RnQ3gt0S0ijE26tt/yjSaqtrmDwZqzl1c1WBco6fNeOjYu3rmKRi5Oz9j2beyYVNhfSRhjFj+vv+awnonWR08AeBA1Yk97osfUke3X/3eeqRT6bWLV0defUINTRYT02jG4ziANtN2q1Zm5t0A7gYAxtizAAIAasdqdEoEDRE18mL4tiXnfHYqDufhYaFHcPqYHJ6n2tYSy9QXnbhKDb4VbFbrmrUaALjsrhyICDf/eB4Y4/5ORH5Ho2WEeM7V4oLNABYT0Xwi8kE19t5jq3MUwCUAQETLoQqa3jHPbyrcAxpbFjzbfM63zqpvuxAsY8SLJdHm6xLVglRrea/1bhEzR8QbbcLGKF2lfNRa3zx5b6DJGogqPn+XZTvQ02bZztSOY/OyGYKrDy+xbMf6nNqZOeocYI2tqzNeUCzAqRHki1gS7OEayoHd+dDuVmC/js5l8cJ6cu2/LPuywyb/K864b5zfyBX19SbDkFwtqc/e3CFDI27qVV0logPqefh7VQFEx43ulrS0AkeWqe0PhxT8+r+68OS9+T+/+GzXtcWucapZXy+yp64ZU6EoEP6vrnEd9rTh6h8C4AHcwRj7OhHdCmALY+webRTqZwAiUA3Dn2aMPTRWm5Nuo4lEItfVLH79mfVtF1rKxxUyHh7TlOs+0IB//d+ea0RRXJPP57eW+3x0P5pSwRi7D6qR11z2JdP6TgDnTqTNSe06EVG1P9r4i4VnfZkAFLQZV0JmkrUZOyetzXi4wq7B2DWcsYJphV++wLLtjxlD22ZtUska6Vs+32nYdwYENU7xkQrjueisUzWYkWr1PLJ1Wr6vFqO7JewZwtzdavuxFIcACJ/+/lwsWBp6kojK7mpOHMD5eFdLuZhUQdPY1PKrOa/6ctgXrJ7Mw3h4TBizsNFxK2wiGQ7LlgZxwesi0eaW2i9PwemOSyk9gyfl/CbLRhMIBK5oWn7ZPUuu/L1ARKq2IstAXnNws0+INE8V0LWYItkKAECuKD6PyTxRMP6631v2XRB72rLdwBn5hO4cvNqyj6fRNR8AGE7XOMp43uq4Z3/7CnnntfjTzusQM9Z69jCigNOuA1izQwIApzgfKnueqOnMSIMxj/HYhuesO+0+CSbPw9pqIyJnXjHu76srjeB5ZyqGz93cpDrpsnXAuKeV2nq4X733wmAO6Ffr5ZfE0DVfQSDDoSeYx3Vv3J/fuS2+ijFWNke+DU1+9uw73E0093/r6OwJfEVE0UhV0+/nXPojq5BxARtFuHh4TDd8Pg6f+U6jOHd+7X1U5hgn012jmZSb09DQ8IOmc2+pCvptlnAX2kyBk9Bm7IylzXh4AEB79TgvwhrVk13cO4zGQxwyAQWVQzzOWhnD+a8JLaiqqvrgFJxmcaikw9uTQsmPTERtCDa+pek0LUCZp814nCRtL5xlLRgjVF/fgJGiSeRyhfWH4kYY4Oc5w+3gSNgZ3jWuCZ1kjaoBSFVj50x6z2dqKFqBrxNReWLFEgCe3C1louSCpqmp6TvN538xQOUMUOrhcQKcqFbTKIq46i2V0aqqqnHn/EwGRATy8a6WclFSYzARzWtctH7Xyg9uDnAKQKl8YboAZbS3i6a+ObSXUeLGKP7iAsucd2nPFQ9b9v2wqTDkj7Xd1odnwTarVO9abN3+9Dyre8Ch7BzL9mDOaQgeilszGPDDdY46/qTVWS8yWOmoQ4rzWjnZ+Rbyp5xvWLvxt1gMnWKGZXs0v2Izx8eK9VtKUlVWH6oja7dZK0QHLJt65koASGVjln3rqjcX1sOckQ2zRzK68zf6HiisN2eNOvM05736bvU5DA2q9008rrpnKNosb6yowvFVhFicx1BOxoXX7R05fHSwkTFmNDYFbGwNsE0fneuqLv/pvTPfGNzU1PS9hotvDXCjPZijCRkPjxlOJMTj7dfVRmtqaj425Qc/lbpORLSIi7VdWbvsCnW7mDYz6llMjjbj4TGVvO2GKsQi7DNEFBm/dgkhOnWMwU1NTT+ou/irnjbjURZC/uFR9yUVY+JXvWAELvtd7vLCeoffqHNYc9zraVC7cqkq9cWWb1E9izlt4iV2DqJlO8NwpQxeAip4Ae96S220trb2Uyd5ORPnVNBoiGhZoGbORTWLLy1Fcx4eM5Yb/60K4RD3ESKKjV+7RMyArlNJjMHNzc0PNF37u9dULbyoUFaYw6IwUF5VcywBqIrELx1tnot5fsxQU6aw3vK6b1jqfTFxv2W7dthqZf/Dss2W7c/+aq1l+2fXVVq2781bDcMH0/Md5zaStcY9scwo1vDFncZhIeccCRWzzsgDfN6Z7SE66NTM7cbfwJBzhCFT4RxVoSLGZnto0an0KO6fYw1S1bPO6gNl98C2b2cHjKBqFLHOzo+FjUgGc0OHC+sX+434NlXMmPm9cUDVkhr7VS285rh6r3zdmtfysGES6H1VFLE+AuOA//7HAL75y/5v9fT0TElclI3zQmzzFxa5qsu995WZaQwmolWh+vmvMguZAooXrc7j1OOtr69EOMh9gIgqp+ygPOduKRMnfeSmpqb/qLr4m5bIQuYZuZOlzdg5WW3Gw8MtuYbiMa+GaxlIAfw+Dh+/sbqivr7+C1NyQjOg63RSgoaImnyxhtMr5p3n3OlpMx4loP4la/dVlsUxt82whDOcp86R1LzC+qNZI6vCoGnAaEu1ambpqlGNwv0ttmc6Zvgz1T01UlgXcsANV1TAJ7J3TkkYidkuaGpqam6qv+B9UzuU5+ExDXCj1bzu4gURQRCumPyzcSlkZqIxmIiovrG5fd6trzSLvkrweeMi9HW9C2Xu/uhlo2UiMHuhmsM67rpou+X4b1/1zcL6dX37LPv8eesNrR2wvlTiRYyi97dZ336P5zc46hzOWL2Ee5PNjjr5VKWjjB9xehOLaWusTV5yvpmLeQ8Xo5j3cDF8WecxinkQFzMQ83lnmWjzfx0raNVE6FjW5yizByYTQ3HLdj5h3ONARadl3783XzfqseryRpxxHsbDV6EYF9eiBWyb26/eq+ZjxvMU6M6DsurzNLAiAKZ5X/syhB17k7j+lt5njhw9PqFodBNl48Iw23SbPcdbcfhrtsw4Y/A51avOrxGCFSU7GQ+P2cSqRWFURrnVRNQwqQciqHZPN0uZOGFB09zc/En+jPf6Saaib7uiB8s7tafRtJmxMGszHh7TmXe8PhSprq5+z2Qfh/HkaikXJyRoiCjChMCFsWXnl/p8PDxOmsxQ06S0e6RGfRN2tFknfzK/OsJZvTMD0ia35gIMjAOuuawS4SB/MxFN3r+coP6T3Sxl4oQOHYlEblhxxdsjk3nvPDxmA5VRAWesqauCmtN6UmBwp82UU6M5oaG3SKziEz3r/10IiQqUgCrlOVmVWcUMiXZUAyQD442ulJAZPWPB4fUvFdbPWfg37JEMD923s4ctgabnxxnM4XlTPoahkOE92hDnIdjO8dMtFwAmB9POvDP+ajxf6SjjOKtROZuscvT/uEQ1mK0eKTzyQasllWWdnsJ5v3MyqsI7Ddn+VNB5bkUNus73iiw6+6tSkWwRQt7paSwFnO3Zf0fAmU/KnrsJsBqSm3fXom/eiGV//a616G81UkIrIzVYtOReo0IFcCBuGEQlKYC3zbnKcRwdv2a0HfY/iE++2/Dm3nKbEfKjV5vgG/cJqMypWsyRGgULe3j0NMtoPMojVyNCSCtAiEc+zCE0DIxUAwEt06YvyfCu15B/y/bmWwBcPeoJnQy6jWYaM2GNhoiWVrQuavHVto5f2cPDA+evj0Gg3KVE5EyZWQoIUARytZSLCQuahoaGj9L5Vt+ZiWszYzNW/iUPj5kGxxFuuCwSCQaD/zZZx2Ccu6VcTOjQREQK8deE179uss7Hw2PK+e4vjER0Gz/dXlivyxhG37jPaWXomqO+EKWg+jcSk2o3NDpAyIRM03AU4MYratBQV/Hp0p65foDpP+o0URvNyuZl64Kc6IMCb4qBh4db2hr9CIhoJaJQqUN9MpRXW3HDhDyDKyoqPt30rq99W3rzm8A4BbKQh5CzumKHh9T5Ieb4t7phUpB4U5mxXxJNCdptsW/bV+worLfOeday78KwNbHYCnbMsl0pOydh7hCt3ry/HXyzo05etsbkVYr8itmM01GRpaOOMi4bcpQpsV5HWfjYUkeZUCRERLJi0FHmTzlngcT6Rp/n4ziO5DT0FosvXMwg7KYrXMxAXCzBXd5vNUwPNYw46gy0HLVssyqrF7DPZ/0Pf2LBmyzbXdnRz/dz7zLiCR//khGDdzBsnFeTllyu0pRwTtBs9rL22s6atJmaR+KQh7LgVlbjo3/sYz/50+HLGWMPjXoSJ8D6ZRH21B1rXNUNn/vM9PcMjkZj12K15zvj4XEiXLQhQM3NjdeWvGGaRTYaIvJl+cAyaXFtQZtxdQCX83A8PGY7562rgMjLry11u4xUbcrNUi4mIuPOqlxzXnkSZHl4TDPi4+WAMsFX+KHsGEAkxKOhOlBBRM4wjCeJwrlbyoXrQ9fV1V1Nqy/2Iot7eJwErzmnLsDzfMmDa0/3rpNrY3BDy5yD+Msv53OVMcCnGVklq9FUN3z6tGRpkbhhkFRM6RH8KcOArJi8g7OhtKW94XrD0MfXHbbsW1K5w7LdLHY5zvlorsWyHc9bDaQDKeekWklyxhlhRXROwWc9VyntjEXNJSsdZQAgFPECVoqkjwgPOQ26xWIIx20GUp3awwucx+GdxxEzzjbNv4uOL+u8D3zOaSAuZugt5mPFbMcoZoCWfVbNIRlzDtgMn/aM9Txt8SteU21NyfOBPsPT/JF6a374xVkjL3tD0rhXrT3GPYrGTWFPtBFw+584rdnnB6sk/HLBCwCAd50poPPaRXjbD+L3HTzcXrIu1NqVEfbIne6MwbVrprExmIgqKVrdyFVOXWB3D4/ZyIalUcj5zDmlnmTJOOZqKReuBA3HcRdGN15SPKSYh4eHawSesHJhZQDA4lK1yQiQBHeLG4jociLaQ0T7ieiWUer8GxHtJKIdRPSH8dp0JWiampr+TVp3/ph1i/mLeHh4AO88aERrFHbGccVpSiAcDl9ZymMoHHO1jAcR8QB+CuAKACsA3EBEK2x1FgP4LIBzGWMrAfy/8dp1JWgkBeeLq9a7qerh4TEOF6yPoaqq6o2lao9RSUedzgCwnzF2kDGWA3AXAPs0+PcC+CljbBAAGGM9GIdxD01EouAPhzmf13Py8CgFi1uCkCTJaak/CSag0dQS0RbTcpOtqRYAZhf7dq3MzBIAS4joaSJ6joguxzi46bUtEOYvCYrr78VSXx+axW7Lzid71cRxclAVREwSkYkMgEtVYiA6BADwjRju+rwkIhtSRwXyAevogOQ3pgyI6TDEtDGrPjdgvdYdtiDgO2wZC6FYR0O4RLXjwpRw3FFmH0kjSYTdauevO+T8XtyZKZAr8gpROKXoCFNwxDmlgYp8P+/POspiXfbnQCUXcNYtRrFRp2KOlpLg9B0pNuoUrx92lIWH3XWtzVNTih3Tn/IjHbXF8umxZhAV57xk2X506HzExHhh+wc1pt9YBlbwxu+5y1+HVlmd5jFSAZzWqz5X/ZUSlm0yBdT3O38bpsWEYRwQTQNSkBBMCPj6Bc8DAO54XsKXz0siAKDSJ1cRkcAYkxwNTRSakI9MXwlGnQSoNqYLAbQCeIKITmOMxUf7gpvTWy7OWzp68hwPD48Js7gpxgMoiVbDACjkbnHBcQBtpu1WrcxMO4B7GGN5xtghAHsxjnF7XEFTVVW1Tp6zeJrPDfXwmFmsbgn4ACwvRVuMGCTB3eKCzQAWE9F8IvIBuB7APbY6f4OqzYCIaqF2pQ6O1ei4AiQSiZwuzy1pd9LD45RnRVWOr6qqWluq9hRirpbx0LpyNwN4EMAuAHczxnYQ0a1E9Aat2oMA+oloJ4DHAHyKMdZfvEWVcW00OZktD86bB1Vb8vDwKAXLqiREIpGSBCxnAOQS9jkYY/cBuM9W9iXTOgPwcW1xxZhTEIiIatoWDbdu/0wkyKsGuJsDf8J+XnXd71bU7IASVIPgCu5w4bvf7/pAYV3unQcAUILW+CK+eF1hvZiBdDSkSNzazrDT0CvZgn+LSWesGPsMdFYk8Hcxik0D4IpkmiwGpziNp6PhSzuDjheDjXLvit1TvojXli/jbkSxmHEaKG44Hmx0jnjaz7O6wxkEvpgBPVFlNS4Xi8kjB5KWbXvsorPCL1q2a2jIWt/0Qm7MWZ+dkGSc9+kfPVJYT/eqgxfVZ5uuY4U6bUQPwJ5/Sp1Gc+uP1M/zmhguvr4F2aCANT8f6Th4vLe4JX8CrFwbZnc9tNJV3dUNm8syBWE8jaYp0NDmGYI9PEpMyMeBJyVKRMRONC+1CTfdonIynsK13D93hTdj28NjEmirCQkAnGrdBGEA8ry7pVyMKWhCodAqal1SxtPz8Ji9rGoJiSjByBMj1UbjZikXYx66urr6dKXV6Yjm4eFx8qyokYVAIODOuDIOJfSjmRTG7BYRCa2xi59GXlkKH5fF8aEF+DQ+h0+1/BgAMB+qwS9JqjFxZSIOALgxUTBQgzEOXK0aL4WZYr2wvB+5aiOGDGUML2A+M3aerWLGX8eFpa2eqPZskUARw+Monrxuyty+LIoZkk+WUY20RcpGMxzb4UfRs4vFqcmGnB7IubAzsLjitxpZOyt70bBnla192WFcFrNWY3VlTyNw9l8tZX291uDux/qXO7Y/N/c2S9nZA4YBWLQ9HhwzzqEmbvxNcsPGAIIYUstHtvYh2Kw9s/9Kw7dI9fKWjifABXl0PdeL91/gx7OvpFEX45HpSgFdKdRkeUQiEWu0/BOAAZjuEXPHFDQK+Go+FoC76MAeHh4TIebn4PMJNSfd0MSmIJSFMQWNJLMYH/EmU3p4TAYRH4Hn+cqTbWfGazSyJIe5sA/wMtR6eJScqJ8DEblPwDUKDECem96SZuyha+IE4jhP0Hh4TAIxPwfGmNOTdKKU2dDrhnEEDe/50Hh4TBJRHwdZzp+0oFG7TtNb0owpSPz1fcF1wR2QgjzichRt9R3GPpYvjDaFmTrqoFvuX1X7r0K9x469vrBeW21M8BzJWjXGrMk1n+WtWQLsIzU52xSEgGkqAwAoRZLbyaK1TK50Zk3w9bY5yuwpf4Hi0wiUIqNaYpFsB8VQRpn6UGy6gNtRIwCQROd9kHzOEaJio2ih4eLPvz1TBVA8Rk6gabeznuS8H6mYc3TKPsqUqO5z1FEOnGPZ/sz6jznq/LDHGtPpybw1U8Di0GOW7fNeNp6z421GmJhEWMH8ndpv/t7lePEjmwr7Fi5TR5sy3caI2vB+dXrDD+9Ty64/TbXUNkYJyYyCI9uHUdfoR1AgxFh2juPEJ8hMsNGMaqsmIpEXp7mY9PCYwfAcgcBK0GsgKORuKRdjXWQ0WMF7gsbDYxLh7aEgT4CZ3nWK+qPT3JTt4THD4UqQP5IRkKfp7UgztkYTm94n7+Ex0xGJcUTEM8ZOYmyXILvPbl0WxhI0nB8yrk+9iCcjbRAgI8HU+ChDCKGaEoWK2zFXXYmqsTrerDxd2HfhvJdM9eYV1vfkrFH7tplSyjKbMVeyGVo5m7E4U3/Msi0EncGxYQtgXUxjtcewAayB1QtfLWL4LcZowcndkgs6Da+ZaNxRxuyB2fVyW4wWwDrVQ4cvEkunmNF3NDLRIUdZhM85yt5W+0dH2Z27znSU2Q33wYWbHHWGhpss278YutZRZ2XFVsv2PKHDst3PWY3Ox9uMc247ZP1rCEcMo/WKs4yBjPgx9Zl5dpOx/7ke9XcXtNANfXH1efGLagdBUYBMSoJvOA9OtU5wOAknkpnedRpJjUzvGBceHjOdnEIKY+ykZ/koM1ijGUmPKAxwZBvx8PAoETIj9yruKMx4jSY97AkaD4/JRAGdtN89AyHnKkVb+RhV32KMZfPZkw8x6OHhURyFMciMTjqBHANBIt7VUi7GFIOBpJBe0CVEKiqO4ZnaESQ145meyW8n3woAqCDV6LhiUDUgNg4YzQqSYVS8NLijsB6PbLMc67/bjBxV/zhynfVE7COANuOn6LcaPatD1myaANAdrLVsU9rp+cpVF8n0UMwYXMTz2F8k+Llbw+/owcWdLzt7TBcAEKJOz1kAoCJaeb6I4Thfbc8PBoRePr9om4nKIoHBg07v3mwRL+DjSr2jbKTW+VvZg9gH9pzrqPPesz5j2X4gYT3fV4U3O76zUT5g2a7JGffitMMiAOOP6Iub/v9b+6HfycEtvYXifz1rnOeL/c53tqTFtDk2pH67JsgQ8hESGRndgzJCvXmMUIPz5k8QBszoUSfIsjed0sNjskgpAMdxRYZIJwpBmtGCRkG+BAHaPTw8ipBUACJyqoMTRNVopndo7zEFDcfxqXRaASqn6Gw8PE4hkmp/IX6y7TBQIbfadGW8mMHDiaQMfpqrZR4eM5GkwqAoitPoNUEYCFlM7/RrY8cMVriBREJGhSdoPDxKTlIGcrncwMm2w0CQ2AzWaGSFujf5JLwh58eyVByAGjJQVFS7zWBIvUctedWe1Rci7VPGBVsMCdvbrOqIkmDYeyIZzpJd71LlZWO97WX8HxlpiZ9+/hOW88rNt45Yrat2jjBkmNW9fCDW4KiTN017AAB5sMlRR27Z7yhjRaYW5GJFXPuLjGzZp1cAAI2STrdYXTHmTDU7N+Y8RwDoTjuvRxQyjrLmkHO07Vi1MwtItrb4AAk/4oyvLUWdo072P8PW1Co0znvGUiYX+cMMVXRatpfEduP57GpL2XvC1qwIjfmEZXvhgNXW2NIhAvAVtiPdxrgHf8BqNsl0GSN9xw4Y68VGmuxUiQw9acJgnoBhYE5IwUie0BpmiF40F8l7e5yBkSYIA6Z912nMOzU0NPRi317PGOzhMRnsGfHJqVRq18m2o9to3CzlYkxBMzw8vLVjp3zSLtIeHh5OtndlcgBOWtAAmPaCZjy/5d1HdmXyQIWXc8XDo8Qc7E3KAI6ebDuqjWZ6T0EY7+yOtB9M5QF4gsbDo4RIjCEnI8kYO+kegwJChvnGr1hGxhQ0jDGlpaUxnoAcqU4RUj4gpDnwiTJwZiYOPXNqQ5yHef6lkDZsO61bjXuZaTAMnwP1Rvk5hxl6qgy37zfFnjPWT78WTUmrk/KTlVbj7s8Hb7Bsr4zstGyfVfOU4/peGNpoLYj2oCZgNbb2phsd38vlQo6yYtMIlCJGXjFVPOi3mHG2edeKNzrK/p19wlFWLxafglCsfFPfOY6y/R3OmDBLT/uLoyzMOac/7BxeBUSt9yybqQAk67vp7MbHMKRYje/zAs6XeYtgtY1GkAZst6yarM6086V+SzSX5qRz+lA4Y3QbqvusXYjoHmvsnfxxw5A8sNUYFHpkkzHVZeeQu5HYwTwhJjDEBIasAhxNcaj1KXglCSh1oVdcNTIOM8GPZty7xfO+ve0HnEGMPDw8TpzBSAzpdPrFkjTG1K6Tm6VcjCtoMpnMC8f2eyNPHh6lZChWqfT3928pRVsMquuAm6VcjCto+vr6thzaC2/kycOjhHQqyDHGnMmvTgAGggzB1eIGIrqciPYQ0X4iumWMem8mIkZEG0erozPukRlju/ftyeaBgGcQ9vAoEe3JlARgbynaUkDIKKUxBhMRD+CnAC4D0A5gMxHdwxjbaasXBfBRAM+7adeNRWvvvj0jJx3T1MPDQ0VhDGlZzjLGnCk+TwiCBMHV4oIzAOxnjB1kjOUA3AXgqiL1vgrg2wCcruZFcKPRZFqaGxORYS4iVyqoHxQwFFFN/AoHVCZUWRVKGTIrFVJwfLGC+g61T5gPi9BjMJECZCLqejjBIdpt9MrCDYZUng9gJGYMJYRS1hGchrh1RGV1w39YT1wCWmzB+ffVWOXqzYFHHde7KWKbqhABjjLn9IXnkust2/Gs0w0/IzozCbBqQJadtz2XjTjKbgm92VFWKfU7yhKKc8QKAI6k5jnKpJFaR9nquQ87yjb4djjKnsmsc5SdV/2koyypOKdjLBScI0wBsg4yhIs8s1XMOpUgwPKqUcJEZc46ylSVtEafrY5b73dgyGhAPGRtP/2iEdhqz1PGM/bnXQxjvZf9nPWkav3qtk/7yqGkujI/rCBBgBAKW6NwnQQMVHTqxijUEpHZNnQ7Y+x203YLAHNakXYAlmFJIloPoI0xdi8RfcrNQV2JOI4XX9i1Nf3a5gu83pOHx8myS+aRTCbvLVV7jDnnkY1BH2NsXJvKaBARB+D7AN4xke+5cgbo7u6+65mnvAhYHh4ngq7NAEBQAHYKQXlwcPAfpTsCQWaCq8UFxwG0mbZbtTKdKIBVAB4nosMAzgJwz3gGYVeCJp/PP/zIE0NFM4olg2rXJxH2BqY8PMaDMYaDEBIAto5b2W2bWpiIEg1vbwawmIjmE5EPwPUA7jGd/xBjrJYxNo8xNg/AcwDewBgbc6jelYhjjHW1tjQMphNyyOVXPDw8inBMAoRIaCsbGCzZm5mBkFNKY9ZgjElEdDOAB6FGa7+DMbaDiG4FsIUxds/YLRTHtdRQGP9gx73sXXVXKfDnCYopiackMESSXCHejC9HiAxzkHxALmCKQTOgGumCw4BgmlKwZ51+z2Us3WpI3Wg3IV1lKF0H51uNh3WDxumvOsYjMmxV0HibJ/q8w0B/vXkqA4+eSuvUhgsHujEQtBoT6/3O+NFSyHbrQsCTI2dZivxCGkqRt4jIOT2tUwGnMXjP4GmOsnkVzhHRADkHLz4kPwA4Q8Ig1OjsAWeLhKDfSU7jdrPozFggFIlfb59GsAqHHXXCivMe5G3pQOJcCCmy/oHWD1p/C9F2+GjK2kZtr3U71G/8v/nuDOAz9ue29oEPqr/rwSd7EAioz9PvXioeo19PeRvVHoVKn7q9sJoAEHqTDN1JoNGvoCvLYU5IwXP1c1lPe/cfijZ4gjA2IWOwi/bYfQDus5V9aZS6F7pp03XovO7u7j//a5N00jloPDxOZbZmpXQmk3mglG0yqAHD3CzlwrWgURTliUef7Xc1Zu7hMdsRyP3YSFeWg0AMecbQlUwlGWNHSns2BIXxrpZy4VrQMMaSQwkclfcoUDjAZW40+DJeRl0PDwA4IAN8IPhYqdvV/WhmhUYDAJlM9n+f2uTllPPwOBH2+sKso6vrrpI3zABF4V0t5YImkiCOiM687qqzHvnRNygcr5ALwcU5LfVnIKt+copm9DV5C+c1Q5li8qD0Z4z9vbXGLIe2o1Yv4HTE+A4vWTWkIZsx15ez7k8FrapXfbfT/p2KWO9BMW1tb6tzFsa/Ym2W7WLZAn/ff42jrNLv9O7dGNrmKJvLOeNWz5WdMWbEIrGTLtzpPBdZcP7WA5VOs9vRKkcR/ux3ukks4Zzevn4426uTrcG+m9NOQ/CTEeu9rGbOvGp6gHydpiHrb107YP1t7dp0uMM4N67fakBnfYb3RnKnEYNmy7+M9Re0nyNkuo8VmjN7jRaY/8lO9XN+WEFEBDpTQE0AaKsgfChbl9jV0d3GGLNeyEniX7uQNf/zNld1D9df88LJOOydKBMdq97y1OZDWUWZ7/Qx9/DwGJUhmWFYUvpKLWRUCGyap1uZUNeJMSYz8A8//Zwz0pqHx3TGrM3YmYg2Y2Y8bUanrYLwz7SIZC7/nydy7uPBGE37rtOEM8N1dHR877d/8SXNZXoXKuO3do/SIadKr3erxuLYHG+yuMfsgTGGh/mKRDwev2PyjsG5WsrFiRx586aXj/UPDXouNR4ebtibZUiT8AJjzGmcKxGKwrlaysWEjME61dXVn/3K+8/92hvf08vlROP7gqxqKxKvazZqeeWQqrKZjaxVh7UM53MMM5HdWGk2/PpMHjzZ0Oj1ACBgnfmPlDUmNoYqnCNnim2afyDr/FGO11qF69aKmKNOJzktqUkWdJTVkzXl8vJsr6OOnhHUTEookiWTnGVnHXVqk+GEU3XuaHRqjymf87jFrnWQrN7MS/NOz+Fi18Dbnrm2uHX/cND5nbZeqzkx47deXyRpvbbYgPFMiEmbsd/kCs31GkZh+ZhhgO7fZARc7+kw6gwl1ONm82qbQZ96nP19anlNEOjUnr/5VYTF8/34YmJO7ncv7HuDLMsPOi6sBPhWL2G197rrlXXOuawsxuATEnGDg4M//++/bHf65Xt4eFjIyAyPHO4dURTFGfSnRDAQmMK5WsrFCR2ZMdY7lMht27ndMwp7TD/M2owdrtjELpfYtRmdsbSZ+/p45MD/ljE2eQ5oDIDCu1vKxAmLuK6urm//9U9Czpc3flS9yzQaxQRq5VGjO2LvAo2GP+V5G3vMDP4o1SZ6e3t/PLlHIYBx7pYyccJHVhTloXsfOT6UzXhxaDw8inE0peDYcPYIY+zgpB9smms0JxxchjEmNTY2/vHRR4WbX3s5Q3UPh7RmGxzUMk7qxt/hqGwxrkaGOYw0C5AKRkeGYELXUsgyvN3YpTokyILVmDzWHKp8AIUYxWpdYLDW0FwFGeisdmqyEVObWVEGb5OhtrDFWJwahn20fiHcma4iRXLy2Y8HAH0hm6FbVnDU78x2uSxpPe5xZ5QHtBVxLTjutPFiRYf1gRQkQluPtZs8GJMBWL13d9RaH6e6rDs3hR7T5WR5NcSCmfqkNYtpZYK3uEnERkwR7BJkeXGTAuTDal0hzSAHjWsT4nmwmPqjUk8afJ1qtM8fHUHVadUAgMSBYbQsEpBLSKgDMNhn/HCKwhAM8WhsANIpGTuOSYj5geYKDivWRnFbYpE0+MrO77i6CScDo7IKETeclC7V3d39o9/+YdDpK+7hMctRioymAaqQaW0WoTCGu14+OpJKpf402edCIJAkulrKxUkJGsbYvoOHh/bv2aeOPQcT43zBw2OC1NuGpittQ/RmbcYOjdGrF+KGtkU9hmdw/qjx3kwcULXEXELVpszaDAAEQ+q56NpM4ZzqA7ivR0AO/L2MsckfMWEEYryrpVyctHWop6fn//3gR0gN1Bu/atWgs0dm9ntIxNR1wTQB0jxx0jypssvk5zGR0Tm73avKlti9aWB6q5oe0xc32sw3jgSGOjs7Pzt1J8W5W8rESR9ZkqQnXni5a/euPepbwdNqPE51/t4lYCgr/40x1j41RySQwrtaysUJeQbbEQTh7PMvXf7w3d+NFjKZ5XysMPcpHpER0UJC6KEkgOLhJKp3G16YSsC4McdXGd+rMxkrxaRNP7a9bRIN1pt7pM2q/tYMWbWv/gqr928wZ5XFw0GnPm6PW1tXRKP7yeL5lu1rBvY56iw+4Exr+uxpToOq3bMWAETbaYWKGJszRUz/zYPW+2N2V9Axe38D1t9Qp79yfDeRrM3zO2gL6ZEIjP0s2rVQn+238ZuM+YLt+kWTZ7kYN4WLMCdhTRrrWW1yZbZP/WKixxpc0jzauuNAFs1VPOobfaiYH8HpDwlDe492LGeMdY55QSXCt2IVa/jdX1zVbd+wbOZ4BtuRJOnZ3dv6X3l+v6fOeJza/OkQMJSV754qIQMAxAi8JLpaykXJOm09PT0f/vZPk6PGFE4E1DeAruV4eJQS/xjuDlOlzcTmR3DbDinZ3d39hRO6iBOGQArnaikXJTuyJEmb9+9Iv/DMbtVq78tRQcW2jxToFAsnMbDMSK/BZQx1vGW7IaB6m43yfNh2CZznNexRHu48wDDExF8xxnrGr11CGMApvKulXJRUxHV2dt78rZ8mPK3G45QjrzB8b6eU6O7u/vJUH5tmgEZT0rSTjLGXm5ubn/vzwfyFSy8BKjKAKBM4BfBrRsY8zyDxDGmfUQYAiZCMkGYwTm4UUNtlSN/7zzA0nku2qXWyISDSa5T3zTVrMgTRZGg0h0LgGBUCdQGq8XdLrTXcwboBw9aUCCgOj+CALRRPnocl6Vx3RMYcaxQIvP+Q3Qudh2R7wfQ2yIUUwzq1qSIJ34r8arYoFxYvZ52+auv2BVucfXZ/t9WKmm1wGqj5rPVgqSpCKGE8xPbEfQAwUmm9rv3NkiUcRU2CLOfcb4vj3DzIWYzSNf1jP7qSdtpCTvUUBwBfkkGKqjddjEtgWhJA6s8UNGG5IwmhOgB5KIdAQwjk4xBsi2B4dxwA8NRzqsZ+/nkVeOLJIWzu4/DhNQH8L0UxzOSfTWbMmVFhACdPb3eNkou4zs7OD9/+HS//k8fMQ+5Ijrm/qJC5LIjY+lp8/8VMoqen56tTcZ5OCJzCuVrKRcmPzBjb3nUg8/jmv6lvsDzPXPsJpQLeBE0PJ82D1gdoPG1GxzzE7TN5GJsNwlTknSgPqV8kn3pcXZsZjR89n2XDivgTxtjgmBUnCWIEPi+6WsrFpIi4zs7Od/7kS+3DnblRchZrkfiy4ui2mr5G47tXbDJO85HVJg/jOqO89sjobTV3WW+wnh7Gw0PnRLWZ+PwK/Ne2bHdPT89XpuA0R+WU02gAgDHWNdyf/dTPPi/LgKfVeMxOGGN43wMp6Xj/0JsYY9nxvzE5ECNwMudqKd85lsAzuGjDRFTf2LDp2rsWbbz6dPU3qEoDsRRXCJClX7fuEWoOk6B7jZrLquOGymyElbCqyNmQsT5s81bd12jdrje1MWiLQ2z39h3yW7WgRb1OrShtG02zJ6KzHwNwGpaLPQsJmz3WX8TYmvBZz2dBf5Hz81lPaMEha8ORbc6J+LmFVkO5FLS2++Ta8UNBzBuwbjfaNMw9C6wG6JDJkO+3eSoLtuBotb3FjaBm3xnzvDdz/GDSvMj5fUaIDalL1WzyA+ozK6cl8EH1udv3TD/a+yTsGiC8aaMPD1WE8fUX+N8c6+h+e9GTmCJCi9ezJd9/0lXdrW+IzFzP4GIwxlhPV/e1f/vAwVQ27WkpHtMLKjIxspiQ0dGFDAC8aaMPufoAfvBcOt3e2fOhKTjdsWEAJ5OrpVxMqi7FGDuc7s5+5bu3qUFWB4PAcEgp2Gh0bUUf1jS/zdM+5igzp281z/aWTC9mv2lSfixufdst7hp9CLDKFh40b6taYRvS3V/n+QK54WS0GTul0mbMQkbXZkYTMnxQsAiZ5Qv8qJkbwie35XA0obyRMVb2eTd0Ko462RkYGPj+9j/07vv7LiPliFth4+ExHfnr4SyOZYNPpNPph8p9LgBADBDyvKulfOc4STYay0GIltetXP7Cz54LB4M8FZzQFDIczexOcSlRFTwb9qk7sqMYiXtNIR4X7zNUm0SlcV0Z23fNjl/2gOoB24xg+8zlhK0te3RM+4zkV+qsF7a+y2pgOVblvK5+n/U7NTmrHSRfZJrFkm7reT88x5oe/U070rAzHLUeu+mY9UFUbKPIob3WGE5KtdXGw3jree3aYG0/b7vXsZT1nHtj1vo1JidAu73LHBrWZ7rn5noRUzYEQeu+c4nRh7YlLegVy6l1Rw4OIxXPI6dNhTnelcfiNzTj4t/153b3phvLNZxtJ7JgAzvta8+7qvvcW8TZZaMxwxjbpQzGf/K7702L38XjFEMoYiM8ESFz9vVt+Ph9/VA4/n3TRcioEDjF3eKqNaLLiWgPEe0noluK7P84Ee0kom1E9AgRzR2vzSnrqPR3dH7+4TtynQf2ZAoBtzlmaAQh2+BFSMud88JidYc/4/WpZjOTqc0U9idOLI3zfS+rdqR/bBvB0azv0J6ukV+dUEOTBQNIJlfLeBARD+CnAK4AsALADUS0wlbtJQAbGWOrAfwZwG3jtTtl/17GWD7R0fmaT70tKSeHSpe32xxkat9iw7AYiRs3NWATUubgToLt5md83gjZbOJktZn7Xs5hTSOh9lW1+PKzI+yZw0NnTf5ZTwxiKKVGcwaA/Yyxg4yxHIC7AFxlrsAYe8wUC/k5AK3jNTqlakI+n3+F70+/++3v4NCjTXTztBqP6U5KYXjbA4MYzOHcKQ8B4QYG8HlytQCoJaItpuUmW2stAI6Zttu1stF4N4D7xzvFks7edsPQ8Y5f1y1feMG1nz3znb/93kE0pAzPON0pLi6qxtCopGo+AVnBy4tyBUe1elPk+x7NoKk7vu1clrPMZDY7/NmN7vPbDWOmfcbx9kWGdmRPwGmfKd0XNAnAsHq+OnXZHDK8sX9fLdBgCj9akXGeV9xnPcCBoDP5Eg/rm/roHKsQDjCr1M7Z2rx/ccCyvW4ggfhy47ewG2rn7eQgNxjf4Y8lwXUZBma5JWSpP9LEo9UUcvVoS87yW2REoF/77UI5QsQUHjTlYxgMa2lmi2Q50APdx0aM9hNho/GWgxwABj5nGsYeVH/PTGsAaPCh90svAQCazqkHAJCPVxeeEF1cgYP3dGDB8jCuWAd8/LACXgh+un1o6FnHyUwDCAC5T7jbVypjMBHdCGAjgAvGq1sWFaFv98H3cE++dOTxPw+iOzS9p7d7TE/GFjJWLEIGKCpkAIB4gpzIY6smZIZ6srgjTpA4/+bn24cmPxHcicLU1DJuFhccB9Bm2m7VyiwQ0aUAPg/gDW6mX5RF0DDGlOGXd6+5/dZ8Zu+2dEHY6E5xlXn1bTwiqAqXrhHocVh6TMOyunZjDrxt7oqa/XLs0woOtRpaizyGbldGh8pZwdEWq1NexjR6b3fQs8SoGSVnkxsho2szJyNknmM8Hu9hI/cfTZzt4jLLCsnM1eKCzQAWE9F8IvIBuB7APZZjEa0D8D9QhYyrrmTZjB6MsaH07kNrv/i2BOvrl8cVNjrFhI3OaMLGjF3YeHgUY19SwTe3Z5Vne7JzGWPT+6kpoUbDGJMA3AzgQQC7ANzNGNtBRLcS0Ru0at8BEAHwJyJ6mYjuGaW5AlPisDcWkUjk9dVnVt3zhQcWoJFlEJAZMjzhLu48AMA78k8AUFOMmB3V/Jp01gWH2Y5iTjVSpb397OFDQ2lDxgYsaTqMdbt7fGfYeJNW2EJg2A3Z40Xls2tJdjuQXSDaPabtkzxTgs1GI1ufqmVd1v3bmq0HXNFtrG9vtLZ9yUvW7u2eRdb7MmCbaHneC8bFH1lgvTEhk0G/xzbpdY5peoJZU5mz22i/falx3mZnSrOWU6OZMmXtHnHaoAL3RBcAgG/U7ElhLa97nR/8iATEs2CJPHbfewzXb85gV5pblc/nd2CaE2vbyM76f5tc1f3nJ/nZ67A3FolE4h+pgcaf3/3JA5by6xXnbFRxlAyBHqc2pRQyxx88hpu3ZtAWC3x6JggZACDGQHnF1VIuyi5oAKD/5S03vfho3Y6//CqODE8IaNrK9cqT+JV4PgBAJvXB0YVNltdjEEPbb7SXMnnGD0bVt6Y96VnKFJs3Y0pcJplsBEsPWl3sm5KmETKf9S1v12BOVczajJ3QGO4JJ6rNlFLIdD54DF/dnYMvGHrw3vbk9DX+2mFQEye6WcrEtBA0jDE2uP3l0//2A1/H334/VHJho1Msw6LHqYlc57dsdz54DN/am8PevH/Hg+2JK8t0WieOrLhbykTZbTRmiCgUXb5iX+iD5zd//UO7wTOGSln14gzISsF/JaMJmDp9opxWXjekShyz/SWkBbcyjyplTRpMzOSqnooZ5VtNtgWzHwwA1Jq8Te2azNw+4w0bj1htEMt3WaXfYL3Rjn0Gv2Jz1hmKWB8SexCtiG2A0Z4pwWzTydkmZa4/aj14ImSc9/FK63EeDC6z1mWG/8zXt2237JNNKXB5W4iHvElzrN1jCv/RZNxQ3mQKypncdPQwEIGDxiRPqUmNDpAPay8jLSSEHiaC07x+wVHhzS6FeeQDgPLj3bj2jwPo9AV3bE+mVzPGZpR7eEXzenbW+552Vfehr4ROTRuNGcZYamTXzsWp/3yi4/M/XQaZCHHecBJzOSfMY5YxFUJmRBB6Z6KQKTDNNZppJWiA0YWNrlUohEK3qjdolAFAb4X6JjbbX1JagCyz5685fepwtfFmDQ0b5WsOGm9W+wiO2RPYPtpkZrQMnbMFszZjp1TazFQJmefSUuOMFTIMIEVxtZSLaSdogNILG53RhI3HLMfUVdSFjPD7Q/jAP2aBkAEAxoC85G4pE9PKRmOHiELRlcv3rfjYnOYz3tWCSkrgzb0HcaRCFS7n7hbQX6PevONaJsT6EfWhimpzdXT/GXMYyOp+Q9MQtTdnoMf4ETpXGPL3YKNR3hG02lh0p0LAasepzlptM+bwBYs6xFH3SYL1t2jYa332XzrH2I6lre8I8+gLYBW03TZ/FfO8oqztmOZ27UG+1jxt7FOC1uOlq4w2I8eM+9JxmrWe2WfJrOmYbVQ+TXMxh+HMaDYp8/3SRwv137b2kLoz0aAeU/KxgpbKZxkYT1AEIBlV8N1vHsOLB/I7Ht7UM3O7SxoVjWvZ2Tc+7Krug9+r82w0dhhjqZEduxbv/MHRjk13HEecRfCXugWYO2Q8F26TiXmUn4kIGTOekBkHBkBR3C1lYloLGsAqbJ77n2MWYfP0MlXbqOkX0BJXL6Unqj6AIyFtVrf29jZrCwM1xhs+rykpmXpDYDXtNH6QBV1GeXPa6hFrxmzHGfDPPtuMWZux40abmaiQ0bWZUgqZRETBt752dHYJGQAAA2TZ3VImpr2gAQrCZtHe/+rc8cCHX0Z/LlRSYaMzmrDxmDmYHS7NQqaby+Pd79+DHUeVR2eXkAHAGJgsu1rKxbS20dghImo8a+n/+MPD733dnefiDZEjEBWG2iThuBayJSSxwttvXo8qOHS/EN0z9bhJyKzbqqo05nzMT1xiPINLj6ttVAwYMnmPKZKffchdD1MKWOPWZEyBu1d1Wr80YvJbaei32nDEnFkTsB4rY/KlqeizjeyYws2YtYZcwPp7vzzfaPSMXcaxuxoNzcSeIiVebZzv3E3G96WqIl6SALgX+oxzvrCusG6e5OcbMmmZUd5yDY+uUfddsMOqKY7EtN81xUHS3hFm72DGqZrRkd1JvPXb+9FUG/nCP57u+nrRk5zBVNSdxs56099d1X3o9oWejWY8GGOs89ndNw13i2+5+9LH2B/21iPPEfrCDC1assGUQIU/1uF69U8QSakPqJ5ut8VkDH5pjSo08pWGNnP+I87bMlRtEj6mbAv2IFiznZkmZB57bADXfX2/4heFC2ajkCmgyO6WMjGjBI3OwCtH/jBwJLXi3hs3ZX76D/+kCps9Lcaf6WSETcAUC2R70ykmncZgsoSMQgw/uqMdX7uzK9HZl216env8iUm8jPLCGCBL7pYyMaO6TnaIqKJmw4KtZ18qzf3j5S0YbgSicUJvo2wZ0tXd8SNZI5dz2DTBT69blVTLzMHLW3epn/vXGELG7JY/t99o50iNWkc0va1X77W+6Z9eafzY5pCe5mHl+m5TjvEhW16pGuPckqYpDrubTAZsWzfKnDVgZ4vxnRGxuNF67rBxjuZwpwFTWiezRmJxekwU908KdxhtHlut1qkwZRKtfHYIACAdVxM/8utU7adjjXov9CkZvhxXyNNV3ccj+lwcrCmEXJ16nv69I0gxwnt+cRSHh8SHn9vdeyVjbPwE4TOYWO1KdtZr/+iq7j9/c5rXdZoojLGh/hcOLtj8eOBPZ373AOigjJFKhrouHg2mh1iPNZzwA1lt1m/S5COi19Xj1NqTxgHAoq0z+lZNGtNJyPi29OPoiIxLv70fBweFLz67q+ey2S5kAKgajSK5W8rEjP/3MMaUruf2/NvxrXj7+i/sZ52b0iUVNu3LjWPpwqbFlMpF12IAQ7vJm+7qtiWjD4mfCkylkHm8V8Lrvn9YfvGYdO7ze3q/NpnXNe3wuk5ThyiKp1W11Tz4+rcKTR+6qRGLOv34wcYmvKnnKDjFSH8bTfHY1aita8GARkRVOlRn1O3V2kzrx9dJlnLAiH5nzl5gtvnoM60rTEnQNs8xhNOyPqP70mwa0Qn3G7/F4WVGHYWM8pQpUqB5xMscxrR5sHiXqN002rbisHHcA63GS7+lz2jI7PtizqKgp73RvbIBIJI0rlX3xq4YMs4jrbkaRIaNepFu9Xx020wqZtTTBQynUGE942cIZAkSr7os1B4jiMfTGAzz+Nwd7fjfLWxzT0/P1YwxRzDt2Uysehk785Kfu6r78J/P87pOJ0s+n3+l91D33P/7hXTb9VcdUO6PD+JjWzrx1/o5UDgjWdxISMbyLm1dEzC6wBkIqNvblquayIUvCZZywBAwszn+8HQXMo07ZHA5Bf93KIXzPrEvf9fTmZt6enrOPNWEDIAZYQyeVYIGUDNidrd3fWbfC/GVH7up7/CHf3sI73+qfdKFjdk3R9dkzDFkTj9q/Fl3184+z2HAGZcZmDwh05OV8fbbDuCjv4g/s/PI8Jx4PP4zNpvU84nAGJicd7WUi1nVdbJDRFx1dfUnKmv8X/jSbZWxteeGMfeYD5kQw3BULjj2Haxl2BxUs3quzHfgVXvUP8XOeeoPs6Rd7WboExUHoqZEa9poUb8mVOZ3msJLpFRBNmwaATMbmvXRrSpTsKxkrLhx1ex011dnCq1g+nPrTov1SaNsMGh8rzapfppH3CpNmofutp8wjaqZtRn9fpmFhh6GY9h0T/TrCmkTW6MDeggHtYFd69S6c4+q92q4UikkhWs5ImBEMzAPVEqIJXgtnStQfYwBORl3PzWAz/9+KN43lHnfyMjI3TjFiVUuZqe/6j9c1X303td6XadSwxhT+vv7v3NwX+eaWz7Qv+Xrt/QoOyrSCKQIsRG+8Odd0Ec4Pd0OANghNuOppepDr9sx9mo2DD1yX/WIUyPRk9IfapqZgxzmWDw65RIyA5WSRcjUHFPb6ejK4OpvHVE+/bvEPYeP9y3whIyGN+o0PWCMHe7q6jnjob8Mvf+Gyzriv90zWDJhM2wKx2AXNvoUgZhplMXso6MzWDs7jD2lEjIALEIm5wd+8+cunPe59r5/vjD02vbjXVcxxgan7sqmO17XadpBRI2NjY13tM4Pn3/VN8Lhd7SGUNXHgc8BD5yt/hFetYdDKqQUhNCBerVcHyLnmdFF2jZXLTSPAOlJ8PQh85iWcdGfMsWB0YRQ2DRULqTVMj1aHAA8tsF4C51+QG3PPPt5sMrZjTLHmKkdVr/Tp3nTmh3wQpontZ4tAABy2rHNsWB8Kf38DKGaD6sV9i9RH96gNnFVD9sxWKUeL6d5LzZ3iPCPqMcZbDK6leF+hnQVoaNZbadyWIAkMFT1cXhxeRbP/z2On9+WSg71szu7uro+xhhLwMNCNDqfbdx4q6u6jz/+Nq/rNBUwxro6Ozuv3PLsgbP+8997H3/ze7oyj7QPQ/YBlz+r/imfWqoglOIK3YWFPWq57mEsk6G1rD6iFrqZhpANTW+hngs7ta2pEjKVwwIiKR4Kx1DdSfjZwR586Pwjue/fkrpzz47OZZ2dne/1hMxoMDAl52opF6ds1CjG2HYAFxHR2vfvbfrxwuXDZ9zykQrfZS9EC9qNWbNZ2MPjQL2MrKBqNrqwmd8pYvURAdvmSuCYqtkM+QkVWYbuShkNcR7DUaWg1WRDDP4UwZ8iZEMMyUpm0WoANe5tvsiffjowWUJGEtTc0FvuG8FXfted7+r03dPZ2fdJxtjhKbu4mQpjQBm7RW445bpOoyEIwsb6+vofr13mX//lt1f4Vi8MQ/KpguFwcx4Lj/oKfyJJYNitTUQe4dWuSICpXZiwJBe6TnpXq1H7EwZTplCYNl0y0m/8Ge3oKWHM3Znty9S3E28OCKW9Nuo1oTZ/p6qJHVtiVNIFQHVc08S0XfYA4gDw99Vq93DpiDpctfC4uh2vcDoT2lP2zj8oFs73udU5nL5TvU+5AMNAlYysqIbzqBsQEEwQ7t8ziO/8uFc63i7e39nZ+THGmDV1qceoRCNz2PrTPumq7hPPfbQsXadTVqOxI0nSFgBnC4Jw9ku7Mj8+fVXotC+9PeZbOS+EpSkfsiGGgahcEDirOnWBo/7hR3gfAkxCUuABqMJG1366aiQ09gtIh5SCsOEUq7BJ1BAi/QxVncWFzVRzokJmvpY9gnGGgDl9p88hYBr6VAHzzwNxfOdHffkjR/hHOjv7PsoY2zsV1zerYAxMnt5TXTyNZhQEQTi/vr7+h4vmBJe89c2+8BvPrkBFloMwLKFrpToiovvVJIMKjlYYWTT12dOCTAUjsR7dTw8/2XRM1TZ0nxF9iLg3ps0Atw1E6TYgXTsyDz37tOBYetv6sfRyX0b359FCXmqBtoY0m1FA07r17J66ZpTnCLz2fOS1TAIhiaFeGwpv1gKt+0cY0tr1pyIKQgkOvKQm7eMlIBdQU6yIOUI6pKA/lcd9/0jgzj+mR/r7pU0dHR0fZYzNiDzX05FIqJmtXfI+V3Wf3voVT6OZTkiS9ASA9US0aO/hho98heu/4coLI9Vve22MO/NYyCJwAGB52hA4B2vVP+eCPkPYCBJBEhgkgUGQCJ1tMpqO8YgOEEaqGWIjPIajMuqGuYKwmQpORsjotpd0BRUETDTOFbKCyoI6xC/mCDlOwWM7hvHnP6alZzelurNZ6faBgYHbGWNdU3OlsxkGpmTHr1ZGPI3GJUTEcxz36qamps9UVMinX3ttOHTTGdVQlvDY2qagIWmk7G3tFnGgJV/IBb5+uw/tc6XCrHG9yzHiBwKaHUf/rq4BVY/wBRd83dCa1LyP9e6XnipG0D51j96q40BG0zB6G6zGWX1SZo/J2KznNA/ISkGoLOqlQhyboGkEDjCCiOd9qsbSXy/jaK1c8KCu7CGkY2qAqoP9Gfz9TwP4x/+mkpl04MHjx49/F8Bzp+x0gUkgEmxkqxfc6Kruszu/52k00xnGmAzgfgD3E1Hdf/xH5bt+Fhr+8Lp1YtN7L63g6q+M4ZW5DA1JBe0NefglQ+C8uCpXEDYAkBVVYRPNGsJGIVXY6CNXgDHfp79GKmlamZMVMrqAiVcbAmZJO1cQMMfq8rj3iQH89Q9x+chh4WB/f+K2ZDJ5lzc8PUl4NprZDRERgI3Nzc2fELnsFadvCERWXOnjzrgghmiLiAxPuOSfhCcuUXAkGMbrt+fxwEoOYUXtr1TkZIiykVa3eoQv/Klru3h0adHw0n5ziApVGOgJ4zjFsO/oE0Z9OUKXNrs6kuFwT4s6RLY63WMJkh6W1HYXd6ldQN3GExsgZENGyMyMXzXgth4ScHhRHqEMB04hZPwKAlkOCsewvyONJ58ZwTOP56Qdr2SGpbxwZ3d394884+7kEwnUsVVtb3JV9/n9t3sazUxDU/83A7ieiPgj7dhQ81TN6+8IpN8UrUwvWXtBSNh6cQRLUxG89ZE0nrhEQZ7COG+XggdWcoBPFTYpqMJmICoXhE1fo4zG46qwCWY5i7A5EVane4qWjyVkdAEz54AqYHpaZURSPDJ+BekuGU89H8cTzyTZ5s2pXC4bfmVoKHH38PDwfQB2el2jqYMxBiZ7NppTEiIKAzivqanpGl7MX1nfJjWcfmGIW3NpDMFza8HxhGuek7FzWQ6xNId9tUDrsAKOqYHWAaA2ScgKDEFt9Gg4yBDKqYG7dPT5RZFhDinNhjMckZEIMIiy2jXrC/JoSqraSVYAKtKq9rPkFQHpKkIqwpDzKeAUQlgbMdKHowHVkM0PAc9sG8LTTw/j6WeS8kDc357J4K89PT3/C+B5xtj01t1nMWFfFVtRf5GruluO/29ZNBpP0EwRRNQoiuKlDQ0N1zEle0ZlJaLzl1JgzjKB2pYFcUXcj2XVPohBVclkWowc5ucgBTk1MX0OyEQAWRu+Ji18giwwKJzqdZsLqJ7HOS2TQFd9HlXDPPY3S8jwhEU9HCRB1VQ4hQoBqo605FCZ4DEg5zGwNY8d7Skc2J/GgQNZdvigJCUT4oCi+B/p7Oy8W1GUxxljQ1N/Fz2KERYr2PLaV7mq+0LXfeMKGiK6HMB/AOAB/Jwx9i3bfj+A3wDYAKAfwHXjeXB7gqZMEFEAwGIiWlZTU7MxFAptACVXBYO5mrnNorCiJYBVDUEsaQ6gqkJENMIjEuERqODhS6lpRQCAZAZFpEKKEjGjZijQt2VBNdqGUhwyggLWw5BIyejPS2hPZbH3UBpH9mVwYH+WdXXIUjYb6GFKYGsymdw8MDDwEoBdAA6dEkG+ZyhhMcaWVZ3hqu6LvY+MKWiIiAewF8BlANqhmgZuYIztNNX5IIDVjLH3E9H1AK5mjF031nE9G02ZYIxlALyiLX/Sy4mI27Mbcx4ClkWj0TUVFRUbiKiWMRZVFCXq47I1YV+ughMUgc8r5AMQqRQREznEfBwUhWFYYhiSFIykZMgywAAmK5yUl/l0Ihc6znHcCBENM8a6+/v7N6XT6e1QBUoXY8Pem2eGwZgCRc6MX9EdZwDYzxg7CABEdBeAqwDsNNW5CsBXtPU/A/gJEdFYdjlP0EwztJzQh7XlgfHqE5EPSEcBRAHEAMgARvSFMVa+aEceU0JaTj748sDTtS6rB4hoi2n7dsbY7abtFgDHTNvtAM60tVGowxiTiGgIQA2APoyCJ2hmOJoRtl9bPE5BGGOXl/scxuOUi0fj4eExJscBtJm2W7WyonWISABQgXFedJ6g8fDwMLMZ6iDFfLVbjusB3GOrcw+At2vr1wB4dDy/Ka/r5OHhUUCzudwM4EGow9t3MMZ2ENGtALYwxu4B8AsAvyWi/QAGoAqjMfGGtz08PCYdr+vk4eEx6XiCxsPDY9LxBI2Hh8ek4wkaDw+PSccTNB4eHpOOJ2g8PDwmHU/QeHh4TDr/P/femnVT6JzSAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "from torch_harmonics.plotting import plot_sphere\n", "\n", "plot_sphere(data, projection=\"orthographic\", cmap=\"turbo\", colorbar=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "the analytic gradients are of the discrete SHT can be determined using some linear algebra. If the analysis step is $\\theta = S^\\dagger \\mathop{\\mathrm{diag}}(\\omega) u$, we can determine that $J_u \\theta = \\mathop{\\mathrm{diag}}(\\omega) S$. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor([[-5.1482e-12, -5.1482e-12, -5.1482e-12, ..., -5.1482e-12,\n", " -5.1482e-12, -5.1482e-12],\n", " [-1.0307e-10, -6.7286e-11, -3.3095e-11, ..., -2.1765e-10,\n", " -1.7852e-10, -1.4024e-10],\n", " [-4.1769e-10, -5.1147e-10, -5.8795e-10, ..., -3.6529e-11,\n", " -1.7920e-10, -3.0670e-10],\n", " ...,\n", " [ 7.5371e-10, 7.6736e-10, 7.8559e-10, ..., 7.4207e-10,\n", " 7.4091e-10, 7.4484e-10],\n", " [-5.9529e-10, -5.9526e-10, -5.9613e-10, ..., -6.0131e-10,\n", " -5.9828e-10, -5.9629e-10],\n", " [ 3.3697e-10, 3.3697e-10, 3.3697e-10, ..., 3.3697e-10,\n", " 3.3697e-10, 3.3697e-10]], dtype=torch.float64)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "u = data.clone()\n", "u.requires_grad_(True)\n", "\n", "theta = sht(u)\n", "\n", "# direction for backward pass\n", "gin = torch.randn_like(theta, requires_grad=False)\n", "\n", "# gradient computed using autodiff\n", "theta.backward(gin)\n", "\n", "# print(u.grad)\n", "\n", "# analytic gradient computed using ISHT\n", "mweights = torch.ones(1, gin.shape[-1], dtype=gin.dtype)\n", "mweights[..., 1:] *= 0.5\n", "ugrad = omega * isht(mweights * gin)\n", "\n", "(u.grad - ugrad) / u.grad.max().abs()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(layout='constrained', figsize=(20, 6))\n", "subfigs = fig.subfigures(1, 3)\n", "\n", "# spectral fitting\n", "plot_sphere(u.grad.detach(), fig=subfigs[0], projection=\"orthographic\", cmap=\"turbo\", colorbar=True, title=\"autograd\")\n", "plot_sphere(ugrad.detach(), fig=subfigs[1], projection=\"orthographic\", cmap=\"turbo\", colorbar=True, title=\"analytic\")\n", "plot_sphere((ugrad - u.grad).detach() / u.grad.max().abs(), fig=subfigs[2], projection=\"orthographic\", cmap=\"turbo\", colorbar=True, title=\"error\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## using Newton method to find the SH weights" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "iter: 0, loss: 494.6172995679299\n", "iter: 1, loss: 0.008023963421976575\n", "iter: 2, loss: 0.0080239639324424\n", "iter: 3, loss: 0.00802396362808806\n", "iter: 4, loss: 0.008023963341038724\n", "iter: 5, loss: 0.008023963360998972\n", "iter: 6, loss: 0.008023964004906828\n", "iter: 7, loss: 0.008023963539076105\n", "iter: 8, loss: 0.008023963004288193\n", "iter: 9, loss: 0.008023963616464676\n", "iter: 10, loss: 0.008023963441370515\n", "iter: 11, loss: 0.008023963158389706\n", "iter: 12, loss: 0.008023963874548495\n", "iter: 13, loss: 0.008023963932492268\n", "iter: 14, loss: 0.00802396306221282\n", "iter: 15, loss: 0.008023964035021834\n", "iter: 16, loss: 0.008023963549934635\n", "iter: 17, loss: 0.008023962661971371\n", "iter: 18, loss: 0.008023964071981958\n", "iter: 19, loss: 0.008023963595639045\n", "iter: 20, loss: 0.008023962643703104\n", "iter: 21, loss: 0.00802396378849733\n", "iter: 22, loss: 0.008023962831258453\n", "iter: 23, loss: 0.008023963407114714\n", "iter: 24, loss: 0.008023963982757057\n", "iter: 25, loss: 0.008023963384387687\n", "iter: 26, loss: 0.00802396333344522\n", "iter: 27, loss: 0.008023963970227685\n", "iter: 28, loss: 0.008023963614997916\n", "iter: 29, loss: 0.008023963503094355\n", "iter: 30, loss: 0.008023963176716418\n", "iter: 31, loss: 0.008023962684003006\n", "iter: 32, loss: 0.008023963188028484\n", "iter: 33, loss: 0.008023963627171175\n", "iter: 34, loss: 0.008023963529420412\n", "iter: 35, loss: 0.008023963566632819\n", "iter: 36, loss: 0.008023964042094543\n", "iter: 37, loss: 0.008023963302599049\n", "iter: 38, loss: 0.008023963310401236\n", "iter: 39, loss: 0.008023963388689038\n" ] } ], "source": [ "lr = 1.0\n", "theta = nn.Parameter(torch.randn(lmax, lmax, dtype=torch.complex64))\n", "optim = torch.optim.SGD([theta], lr=lr)\n", "\n", "for iter in range(40):\n", " optim.zero_grad(set_to_none=True)\n", " loss = torch.sum(0.5*omega*(isht(theta) - data)**2)\n", " loss.backward()\n", "\n", " # action of the Hessian\n", " with torch.no_grad():\n", " for m in range(1,mmax):\n", " theta.grad[:,m].mul_(0.5)\n", "\n", " optim.step()\n", "\n", " print(f\"iter: {iter}, loss: {loss}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "what's the best possible loss? $\\theta^* = (S^T \\mathop{\\mathrm{diag}}(\\omega) \\, S)^{-1} S^T \\mathop{\\mathrm{diag}}(\\omega) u^* = \\mathop{\\mathrm{SHT}}[u^*]$ gives us the global minimizer for this problem." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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OgxzZ9jorJgOYWFCeKnohGoAkKZBcAaiugDlvMjm+/2R80Dna+9S6QPvudaPDOzHavwPxkb0i1LQi5vG4nk1Ee+85fGj/Q9DE5meFEPHpVZRhap5fA3grEd0O4FgAgywoM7UCESmOoGPRkisXX604lRdHD0UXDD07IDWsq4e32YPQsgBCywOoXxZAYHkI7ogLMeFEhAYA5AXhEbgBYFwQBgABGSmhIAUggzhiwgkAGBHu8TyxjJbmkuJICQUjuo6sQnmD8Xi5CoB6wBVKoBMA4MPSgmPyURQuSiAlZHgphuGUQ9nzAnUNbBt429FtR3F02wAGtw+gYV0YngYn6hf6o66Q8/Gxgfhtj3/jmTsA9HLIDWY+UAv9XnYqM3NGtqPaDmBZ15nv/lQyNrwh2vuMkooeheIOwtu4FJ6m5fA2LYOvcTmcgXaQlBd17YTj8XS9mJzOmosyBSaj9ASmI72ILFkIynYicyET7UdXViadxFj/cxg5+DRG+7ZjtPdpRPt3IJOKwelvgSe0MJqOD9+x77EffxfAU/yqLlNttEkk3qiWxx31scTE7iiGYUoj+zbQlvr6+tN8Pt8xo+m6E1MZ8jrq2iVvZCm84SWagNy2Cs6MR2u30hlz25ojFjMlmVzJOTdxpuAlnWTCuJwTmmNZkVp15tOSifz2klY2+esg+rORpmQFSKfy28nyuNBMoTAQj0MMD0LERrU01QmoTojoEMhfP16FjEghevR5jB59DqMDOzBydAdiQ89nkBmLe1zyCyI19NdDhw79JZ1O/4EFMabSmc22mIhuA3AqgAiAXgAfA6ACgBDiG9k+wU0AzgEQBXCVEOKRslSOYSoEIvICWNZxTueF9T2B1w7uHWke2TMsSwQEFvjgWtaM7uUyfMsjiCzxQfUo4+7hHLnPQRpBKvvarH59DFq7mBJ572BOGM6l+Sg/2Atg3K0cpOHxMnLicy5NofT4/g5mwuiR92X3LUGB9gwQh4qY0PavII0dqQ4EZW37ZukI6jCKOBwYFS400gD2izCEEIgejuPw08Po3zaIvqeHcGTbMMZ6o1DcMgILAzFXveupx7/6308AeBrA8/xWL1NN1EK/l0VlZlYhosaGVee/SfGGPjC09zGXK9gOb/MKzXHcpDmPVW8IZNM/NQjJwMRiMjB1QRmYWFQuzDMRpezTpkyRSiM+vB+jvU9DczZvx8ihp5BOjiHYuubQ7ke//2oAfxFCjJZeIYaZfWqhcWWYaiAr5KwOBoPnu+raXx9LUae/4wQ52LEFvsbl8NT3QJacgMsBGo7m26ZJCskArF3JpQrKwMSisr4cO2EZKC4uAyULzOP7yaQhRAaxkQMYPboDQ31PYOjAX9OZ2IEBh5L4zcGDB3+ayWT+zK/4MpVGm0TiGkd52uIPxbktZphCiEgFsHnppUs+OXRg6JRkMiOHVoUQWhZAZLkfoeVBxDs60Ok4jBgchpATdkIygJLFZGBiQRkoXVTW77tQWNbqbS0uAygqMAMYF5n1x5wcTeLw9hEcenoUA9sGMPD0UQw+O4BAZ92IyNB3d/7uha8IIZ63PvsMUxnUQr+XRWVmRiEijyPccVZ41RlfHt79RKfs9KN+2ekILdsKX+dGyNkILHYism25OnE5t22hqGwrMgPFxd1CQVcyx1oWsnX8ZTuKieETIpFxfwX1ScdHcfT5P6N/+x9w9IW/QHZ6RV3Tkv/0PnX322ODe/7Oo7lMpcEdWYaZO4io3RtsuTDQtORdwwN9C7yNK6RwzxkILTwd7qD2IisyGeNAajL/+ivFLQTfQvSxjHMicqHY7NE6sWJ4OLvPtP22+vpnhWSRE5KzArJJmM6VkytDMpcFIC9I6/alD78hsvUmWYaIaVGoyF+n5Y/F8tupqrasqoAsI52M4ujef+DIrj/h6J6/QZUzR2XEb+vd+/QtAB7hSYuYuYbbYoYpL9mB2qVtaxpe6Y6o1wwfGQ20HBNG59Y2tJ7WCndEE1Bzgq2LjJGTAmQee0xnheOcmJsjJyK7oLVhOYF5b7ppPE+z3AcABrE6h16QLiyzULx2ZmMq50RjfUxmQBOR9RRuF88KzLn8MTgwkskK2dLweHqYBtGbCY/nzYX3yAnuXhrDSMaFnU+ncei+F7D7vv0Y3jOKhtWRwWhf7NO77979XX6Dl6k0aqGtZVGZKStEJANY39Cz7uqk4nttKh5zBBadiNDysxBYdBJU1ZfPO4XpbkoRk+3SxplMyAugLKKyqV45JiMu6+pSTGSOD/ei/5k/oH/7vRja/y9469uHE0N7Pn9035O3QZt9l3/0zJzSLpF4m7M8jev7Y5XZuDJMpUBEdYrTd2bzouPfP3T04AbV3SiHe85AqOd0+JtWa2Glcq7j6QjJQGliMmAvKOvLsJmMr2RR2aosO2EZmFBcBlBcYAaKisyJaB+O7PoTjuz8E4YO/htef7A3MXb0G/0HnvoxgB3cNjOzDbfFDDN9iKhJVdUzu49tfs/QwPDq4FKf1HlGC9q3tiOwUJuQNiciA6UJycDEYjIwOUFZ/9lKUNaXbScqa2WUJixbbW8lLgMoSWAGYCkyDyWcePYfUez7wx4cuH8vMnGRCbYHHt7+82c/BOBvPOcBM9fUQlvLojIzbYhoodvtPjfYuuDqoYRY6+06Rg4uPwOhpVvh8rcg+7ZMURFZTPA7s9o2J9Dq11nFWTYJuUWwFYsthGWrbYruy0JAnnLdCsRlIRV+1rKlKYOxg9tx9On7MPDUfUj0PZ/yu6Q/9e588tvpdPo+IcSRkivAMGViNhtXIroZwAUADtnMOE8AvgzgPGhxHF8jhPhXWSrHMHNA7nXblkWb3hBLKy/LZOCo7zkF4YVnINi5BbKc7dwWGWC1FZGz2whVKZ6vEDX/Om5u21xZhjKSFhPopm1ettGLzlZ5XC7jsr7s3ASA+u0Kw3kUThKY2z4nvJcwiaBw6SYRTme085DJQKTSiA7txJEd96H/+T8idvS5tD9Q/9jB5/5xY7ZtPjxh4QwzTTokEm93lactfs9YZXZ0GabcZOMin9Te03pFyhu/zBlWnO1ntKLzzBbUbWiFlDUnWQm346EkYG6zcsLraHYCPS9pA5dW4rK+7AHh1/6n/eb9ZcNNAGYxG8iL0jmK1UvPoPCZ0nJl5SYLtCpXX++ckJzDJ2lhOXJhOsbDZ1DeZZ07hlx5OXE5t+8YHKChUez/0z5su6cf+x88DJfLOTj6fPxLRw72/xLA40KIKdjaGGbqsKjMMBYQUUhRlDOam5svH8vIp1PziqB/+VlS/bIz4W1aAVlIJQnJwNTEZGBmBGVghkVlXb30TKuOJYrLAJCRBDKpJIZ3/hODT96Loe1/yEjR/Yfk1Ogvent7fw7gr0II62CYDFNGZrMjS0QnAxgB8EMbUfk8AG+DJiofC+DLQohjy1I5hpkliGiB3+9/sbdh8TWjsdSCuq5jEV50JkJdp8DhDefbngne1Cm7mAxMT1AGyicqF+5jKsKyvowyiMu5z5l0CkN7H8GR5/+A/hceACX6R5yi/9YDBw7cAeABDmPFzAQsKjPMxGTfwt0YCoUudIcdr8jUpbraT45I7Vvb0HZSE9Ieo8BabjEZmBlBGZgZURmYvrAMTF9cdiEBJyVwYHcGL9zXi91/OIC+fw+k3GnvQ4d2Hf5BPB6/Wwixx1RRhikztdDWsqjMlAQRBXw+3yv9fv81SrC5XVl5rte79CwKdG2BTFqHSspQ2cTkYmWUKiib0ktgKqJy4XazISwX7tNKXM4t5z/rqiBp+0uNDWFw258wuv0+MbbjnlElNfJ4b2/v51Op1F1CCJsePsNMjw6ZxLtcUwshU8i7omLCxpWIugHcaSMqfxOaaHNbdnk7gFOFEAfKUkGGmSGIyOPxeC7zNiz6TMbV2NKw5lKEF50Jb113PlOZxGSgjIKyrtxZF5UL91OKsKzPZ1XOdMRlwCQwA1rbfHTXX9H37N0Y3P3nlEv0f+3QoUP/K4TYMeFOGKZEZrstZphqIfsW2/Gtra3XZVzJMxpPqvN1bW2k7jOaoDQFAMAQ0gKYvpgMTE1QBipDVC4sb6rCMjA9cXl8nYXAPJJ24eATQ9h97wHsu+dwevTZsf7USOZbfX19XxdC7LM8KIaZJrXQ1rKozNhCRJIkSSe3tLS8J616T/Qef5W/fvMryV3XOi4eT0ZIBkoTkw11mEBYLnW/02U6Ivh096kXj60E4hw5obhwXS5dWyfG03Kfx/PJGYztfAoDD/xAjP37l0NKOnZ7b2/vl4QQ26Z5KAxjoMyN6y4AfbqkbwkhvqXPM4GofCeAG4QQf80u/wHA+4QQj5SlggxTRrId3WNal5345eHBgWMjay6ltvWvhCfQZcyYEZOaP4Ci2ksqIiuQkoWwKnTxlq3WF80/GSG6GHphOmkzz51k02DrxGThMXd2gfxx6etumGchl64//sL96fPn6pirt0TIuLRGmpI597dx+4yqDQZLSYGMSsDIGPqe+DX2P/w9INY3GO196p1jY2N3CCFGrQ+UYUqjUybxHnd52uJrRyuzo8swk4GIWkKh0BtUv/KWhlPqGlZevYA6TmpEmhSTiJzDSkzOCcHN0hFTPivh1rIMu7jHBfXwUbRofj1W+x4vVxer2YexCfPo0YvJfSI4/lkviLt04nTKJl60Vd4cChnb/Fzc51hBnOYRkY3PnBX0cy5mQDt+/QSHQyOEnT/dgW03704l94unDu89/OlkMvlLIUSZHloYhkVlpkYhovZIJPJmUhxXu1ac1RjYcrUUWHg85IzW8ZEy2o9iJsXkYuXOtqAMzI2orN+vlbCspZu3KYe4nEkmMPjI3Rh44LsZ6eBTL0SHjn5+ZGTkViHEMBhmmsx2R5ZFZabaIaKGluWnfyo63H+1q3GZ0rbxNQh3n6ZNspejRFfyZMXkUtbb5QfKKCgDMy4qA2USlgu3maK4rNUjLzAnD+7C/n/+AIce+znq6hue2P/kfa8H8BBP8sdMBRaVGUabh0BRlAua2hs/RK2Z9Ste3SUtfWkXlDq3rZAMzJyYXCx9OoKyXR3Gyy6TqAzMnrAMTF9cztX/wPYonvneM9j5i4Nj0qjyk4P7D35BCPFfy8oxzCSYg37vOdDmC5IBfEcIcYNNvksB/B+AY6bb72VRmQEAEJFTVdWLIg2N700FutbUn3S1Wr/hJXA46gyuZGDmxeRiZc+FoAzMnahcuO9yi8va+uICc+LIfhz9860Y+tutcXdy4PcH9u+/EVr8Zb55MFOiSybxPm95Gtdrhjn8BTM/ISIltOjU1yiq48ZYdDDQsulKtKx+GRzOoDFjGcRkoAoEZWB6ojJQfmEZmLa4DMAgMBeKy4BZYE7LAkNP3Y/9D30P0d6n0v5Q2+37Hr/zXUKIQ7YHxTAFzHZbzDCVBBEtb2ptemfGl3pl1wXNrlVXL0D9ijAAs3irpxxisl05xdLtBOVi2xQyU6IyMD1huTCPodwyictanmFDiIzcf/1xOVIxbP9dL7bfvEMM/ze2f/Rw9LPDw8O3CCEGLCvIMBMwm21tNgb8MwC2AtgL4J8AXi6EeKognx/AXQAcAN7KojIzLYhoTUtLyzvj5H5J3YbLfOHjXwNP81LrvAXtUE5kLlr+HE8tY9M+AZj7uumxincMAGnV7C7W0vOd2Iys+yzlBOLpKdwZ3b5Etqy0lEb0iQcxfO+PRGrbPwbl6OD/Hjly5BtCiP3T2hlTc1SYqHw+gLciP1HfV4QQm8tSOYaZAuGlWzf4mpbe1b/jz831Paeibf2rUNe6ThOPc/H9SwlvYUVOANULv4P5F1BEwByXETCKw6JQONULvXbCczGht0SxunBfOWF8vF5O+86uof76fHJBvUo5p7pt9AKwlRhsNyhcjNw2aVWMPxvknleErB8wFqA0IRk7ir4Hb8fhv/0IDl84kUlE33b0qftvFkLYqO4Mo9Elk/igrzxt8ZuGWFRmKh8iqvP7/Vd4u7z/4+l2hFZdtYCWXdCMpKrF4FeQNgmv447aIsKtfpucQNlJveNpu0VTvjyhazORd9IW7kMvhtrFRJ6oXnqhdyLhWb8/AIjQwPhnffzmQvT1L8yn36f+GPTnq/B8FxO+AesYz0A+DrWs2z5dcMx64Vof8zl3ngwiN2Skegfx1C278cyPdyWlAeX+A3sO3pDJZP4khJhFaxtT7cyyqLwFwMeFEGdnlz8AAEKIzxTk+xKAewG8B8B10xWVlYmzMPMNIgrW1dW92ukPXde86aLW+uOvlkKrzwXJ1pfDVMRkq+2Y0pAyNN5plJM0LixTmsaFZTkpjQvLUloaF5Zz20oZaVrCspTOuqdkAcqGPZEB+FecCO/q4ykdHQ4O/uUXH6m799YPNi9Y9OTR/Xs+mUgkfsMxqJhSKVFfmTZEdBuAUwFEiGgvgI8BUAFACPENAL+FJijvABAFcNXs1Ixh8hCRt3XD5dePDR58G6kuCnSdiMVbb4CsuvJOZImmLiYDcycozzfSmXFhWe8stnIZUyYvElNalCQs57aRk4Q0jG8cURqQ06SJy9n8ijeIltPejOYz34TR3Y87Dj3w/W96hg59s3X92X848J97rhFCbJ/+QTMMw1QnRESyLJ/Utrbts5G1kWOXvayTVr+yG8FWJ2JwIImpi8nA3ArK84EUZMM5LFwuJC4clsKyjDTSkJGGPC4s59JyKJQeF5Z9GBsXlvVxlvV1UJp8WHPdahzz7iXq3of6z3rqZv/Wg384MtjY2PjNw4cPf1UIsWeah8/UCLPV7wXQBkB/Xe6FZpoah4g2AOgQQtxFRO8px05ZVK4RspPundrU2vHBYPeak+u3vFJtOPZKOOua7LepcjG5mEu50qC0sb7lEpaB6bmWrcRlCYDkDCB09qsQOvtVcmzX9jWZe3/8f7GHfxdrbmu/rXf/vv8nhHhyyjtl5j1Es9e4CiFePsF6AeCa2akNw+TJTrp3XOvq837ga12z2NW8EgvP/Sw8vnYtQ7nFZGBuBOVyuZTLBMUTebeyTiAGoH0u5TxPUlgGNKE4F8JrInE5t42c1PKVIi4DgK9tLbyv+gIyyTiOPnrnGWMZaVt44fqjsd5n3heNRm8TQoxMfHBMrTCbbTHDzDZE1NbY2XBtZFX4neFNEXX9VV1oP7EBKmUQgwMxlF9MBmZXUC7VpTxbBGnY4FZWkB6vY0w4x49nIiG5FGEZMLuWc2Ky3rVcmKZkhYqUkMfDfEwkLqdJQcNxLTj7uDCNjWaCz/zfrvc9813Xu9q6Wp860tt/Qzwe/4UQYn6r/8yUKXNbGyEivavYNEF98bqQBOALAF5TthqBw1/Me4jI19DQ8J6UWvcO19LT/A0nXkV13cdB68vabGNxD682QRmYWFSupLrmKBb/eKqhMLTP5em4W4XFyO1TpJIYeeheDN13S0Y68Gxv/MjB92Un96vAM83MJd0KiQ+X6ZXb1w/yK7dM9aEoyinBrmPuVAJdvtYT3oBw58mQcnfKwjAXwJwLykCBqKwWeBJmS1QuQ/gLy7x6YXky53oSoTCA6YXDAPLPAaWExcg9JyQO78Ohv/4AAw/fllTHDn3qyJEjNwoh8sE4mZqlWyHxMX952uKrB7gtZioDRVFOaVnXfEvak+lY+qrFWHt5Cxx+1RA7Vx9PV89cC8rAzInKsxH+wipv4X7twmCUsmzFROEwALPYbKifTUgMwD4shgsJpCDj6LND2P69neL5n+wblmLy/x04cOAjHBaSKWQ2+70Thb8gogCA5wDkTAbNAPoBXDidEBgsKs9TiMgTDoevS7kbPhg58c3O5hOvhuz0WuYtFDInEltLFZingl4ILSYKF042NxGFdZ7uMU60/4kE7WLbmybL0wvLjoKHH0UXN0rNfzaKy+VzgmVkbR9CypjKza0DgFRfLwZu/yYyD98/nDq49w1jY2N3cPwpJgd3ZJlaRVGU4wMLT37A4W5UF57xIfjql+SFyakKx+VAnajR0rVLUpHfbrKMY4hWdSpSfsZvFIql4QlcWsWOOWNsh4Uzn7dQDC4mFNtN8pty6Qd9rQeMrdYXknsmmGgQOSMLIBrDkbu/iyP33wJ/pPnbhx697+1CCOvZmJiagNtiZj6hKMoJzesaf+lZ5Iqc+OGV8K1sBGAUVycSKScSXkudEE9PsUn/ionGhXX1Uum362KxhAFrkbiwLoX7P5gJG5bbpfy8sEpBxzo3WZ4d+sn3RoRRyC0mLOv3IxfkcyE/EW9Mi3IHwHgurOpVONCg/1w4MaHeea3Pn0gRnv/lLjx2/dOJzEH8+ODBgx8QQvSCYTC7bS0RKdAm6jsDwD5oE/W9wu4tciJ6AGWIqcyi8jyDiNz19fVvz3iaPh4+4fXOllPeBNlhPcP5ZMVkoDIE5cK8pTBfRGWgsoRlq7JN4vKPbkLm338bSu7ffVUsFvuF4JtOzbNAIfGJQHnuJa/u544sU/koirI52HPKn2VH0NlzxkfgDy+vDDEZqExBGahYURmofGFZW7YWl8VoFEd++y30//l2+Bpav3b4kXvexa/t1ibcFjPzAUVRNrdsbPqNs11tPOnjq+FfVX4xudQ8hcyFoAxUl6gMFBeWTSLzHAvLuXVW4nIyI+HZn76Ax69/KpE5RDf39vZ+RAjRZyqAqSlmu60lovMAfAnalFg3CyE+TUSfBPCIEOLXBXkfAIvKTA4icgaDwWsy3qbrw8dd5Ww97ZqyOZOBmRWTgdkVlIG5F5UnKmMmhGWtnDkSlw/tx9FbboJ44uHBxJ4XXhmPx+9kcbl24Y4sUysQ0fqGZVv/Asnt7TnjI6hrWF05YjJQuYIyMPOist0+xgucO2FZK2OGxeWREfT95hs4+uDP4G9s/8qhh3/3Hp5st7ZYqJD4n2B52uIrj3BbzMwuRLShc0vbXXKD3HzSx1chsK4ZQGWIycDcCcrA7IvKQHUJy3b1K5e4nEgTnrn1eTz+uacT4jB949ChQ58QQvSbCmBqglro97KoXOUQkSMQCLxB+Jo/HzrmSlfrGddCcdnHPap0QRlgUTlfRuULy1r5pYvLyQN7cPSHXwFtf+zo2M5nX55MJu9hcbn24I4sM98hojWNy8/6cyajBHrO/AgCTesrS0wGJicoA7UnKgNVJywDUxCXh4Zw+NdfxcDDv4avqfMLhx+6631CiFTRnTDzAm6LmWqEiNZ0ndj2O6qj1pM+vhrBTS0AJicmA5UpKAO1KyoDlSEsa9uUSVxOEbbdsgNP/L/ticxh/O/hw4c/JYQYsNwpM2+phbaWReUqhYgUv99/tRRo/3L92stc7ae9Ew5X0Da/XWemVCYT33g6sZAnElILMYe1oKLrtTzFy7DKo9XNuGwSedXpdwYnwnR+CgRjvbCsrddP6GfsI9qJy3oRWEjWITTSqtZYp5WkLm/asE5INg90UgapXfsw8s1vQnrmmf7oM89clk6n/2idmZmPLFRJXF+mxvXlfZXZuDK1CRGtaFp+1gOpRKah57QPI9iyKT+5XDI1LixT0ng/FlaT2eknpdNNNFdsQjpbJhBPCyeWKyaIUgmaOCWNmShd2D4WtN2xMmmYcgkPOwXi+ETHXkjh89RE+VPO/LGnXIWDvNbPBEmX/flIqea2Ne7Jiw65dpsyBcdl1+ZLGaTVJJLDRzDyo+8j+tAf4Fu/5bYjd3z7lTzR7vyG22KmmiCiFQtPaf992plpP+Fjq+E9biEATQzNTYTnI20O0pywZyUK6yek008yp5+krWhc34J1ViLj+Loi4rIVEwnOhZPvWWE32ZyhXkXqnKMUYd43geBdKGZPRcjXLxceS+FxFJ5vYzzmlG0+w/50dc4J33qxO1dmUMpfO4YBDQsRIR4HHv3+Xjz+pWcSog839vX13SCEGDZlZOYltdDWsqhcZRCR7PV6X6nUd34tsPJid+eZ18HhDtnmn66YDFSuoAywqDwZURmoLGEZGQmpnTsx/PVvQtm9sy+6bduLU6nUX6w3YOYTtdC4MrUFES1pXnHWHxJjifaFp30IobYtUxeTgXklKAO1LSoDlSMs69cVMi4uDx3GyA9vRvTRP8O76cQf9d/69VfzRLvzkx6VxGdC5WmLX3qI22JmZiCipYvO6LgnLpKdJ35sDXwn9gDIC7C1IigDLCpPR1QG5lZYTgkZg3EHHv/ODmz/6vZ45rD4zJEjR24UQozaVoSZF9RCv5dF5SqBiCSv1/sytb7jG74VF/i7zngvHP6Goh28ahaUS9lmIkHZKo+Wb/J5tDoWr99siMpW5Va6sKxPM5EVl5PPPYeRr30DysH9h6NPPXVhKpX6h/UGzHyAO7LMfIGIFras2HpPLDrWs/DUDyHccVLliMlAVQjKwNyKykDlCsvAHIrLAwcx/P3vYOy/D8F3zCk/OHLLV65mcXl+wW0xU8kQUc/Ckzp+mZLiqzZ/dB0WnNY4HrZhsu5koLIFZWBmXMp2282VqAzUjrCs7ctaXB4YU/HYN5/Fs9/YMZbuS/9Pf3//l4QQk49zwlQFtdDWsqhc4RCR5HK5LnVFur/jXXp2XffWD8BR1zTjYjJQ2YIyUPmisrbN/BSWC7eZtmtZKxCpbTsw9PWboPYf6R1+7LELpjsTKVOZ9KgkPhcuT+P6kt7KbFyZ+Q0RdbUuP/030dGx1QtP/SDCnaeCHNm4fTkBeR4JygCLyqZtKlhYBsonLieO7Mfw976F+LZ/w7vl9JuP3Pz/XsdzIcwPuC1mKhEi6lp0auevYsno2s0fWYeFW5swiDoAU3MnA9UvKAPVKSoD5XcrA3MrLAPlcS2PwI3hEQnbvv5f7Pj2c9FUX+pjAwMDNwkhYrYVYqqSWmhrWVSuYFwu17n+cMt3HMvPb+0664Nw+VsBFO/YVZqgbJXfvC8WladCNQrL+jQTOnE5+cQ2DH/jq/Du3//fIzuefakQ4mnrjZhqpBYaV2Z+QkRqS8/mm6JjyTf0nPgBRBZsBU33OUonJusn8RMeV+llFIqphSEeCgVjtUwPCxNQKChbic6WFE4SCFhPFGiRr/DYCutglQcoTRTOqJNzMFs9F0z0VtOYz15c0E/Cmypow/XtbEr/2ZEvr1ibLOR8mqF+2TY90/8chr/8I2R2H0hKHc0nRW//3UO2FWWqgkUqiRsj5WmLLznIbTEzPYiooWtjx+0pZey04z+8gtrO64ZKGYM7GahsQRlgUbmQmXArA9UlLGv7sxeXh4YI2276L56/+YWhxJHEBwcHB7/ObwbNH2qh38uicgVCRJGm9u7bRfOmMxZd+P/g8Xdo6RYdo2LYdZAmMzu5ufNjXF/KTOXF8lvWb4IygNJiJ8tJc6dRTpYmIFvXy7hsdSzWHUhzm1DKMRZiJZpPVlhOFziainVKC0VmQ4fVYRxETTnzyxk1+1mfJzcSYiMoU25flIGc7dgSZRB75BmMfPTbGc9w/KYjO3ZeJ4Sw7vUyVQV3ZJlqRJLV9YGWlX+PLHqRa8HmayHJDiAzzWf+eSwoAywql1tU1rafO2GZ3MNI/PMJDH38a3BvWfdo7PHtx8YffIwn86tSuC1mKgEioo61jW+LZ5JfPOmjy6QFL16INOXbxpyYWIrIqUcvFOpFW73IXLjOJAROsM9CobNQ2LTafrLHYbWfUilV4I4Js8jsk6LmegjFlKYX6u2wqn/hebASxAv3N9nzYNqHKIg3TRML9VZl2Q0C5ER2KyHd7tpwUUILiSH8iA6m8NCnnkT/z3buOLSr9wIhxPaSK8hULLXQ1s5ez4KZECIin99/ZV3b8v0N537hjDVX3AGPvwOUFiwo67ASV5mpoSSNjbWcVMc/SwWvyerXKQmj4KHE88tSMvtZnyd3cWWsHwZEbl9CQjqt7UcICa5NSxD65Wel5GUnX+tdtuCIrCgbJz4qptIh0nSwcvwxzExDRK62Jcf/X7DtmH+tPP/brp4t10EiZXqCsqrUnKBcCxS+SWY1kF2YVvhM4x4pLgLIyXw7WqwNVwxtdr5MyrbD+ry5NErn0wx1TKmglAox5oe6cQ3CP/sS0g5lI1LpuPfKC84qWmGmYuG2mJlrFJfc0XVCy8HIMb4vv+zPW6XOS5eMC8opyEhBhoJ0TQvKzNQp/I4KndVWYnopZdmJ9TnR2sqVXHh95cqLCQcUSiNIw/AEFJz0+Q1Ydtt5i5o2tD0RaYj8DxFZN8xM1VALbW0FV622IKK2hs6l/6lbd/kta9/+N7V5xcVa+hQ6ZdUqKE+VUl3K1Y7VOTY5ttPG41ZSxi9O3xkdzzMXwrKFuCwykiYuCwnplBPptAohJJCqIHDtS+D75nv9zmOW/7Nh+aJbiMg8nM0wDFNmHO7gyYGW1UP+7osuPebld8IXWlJedzIwLwXl+YqULGHgu8qE5Vx+ysjaX1otKi4j7gVEGHXvvRp1//NWOfnU878PXHXJM+7zT57ExctUChKV549hJgMRSQuOaf1EZHlw10mfXNJ45reOhxzIP9pPx52cE/xcFJ8zQdmKqQrKU3UpVxs+mENp6ENUAOVxeVeasJyCPC4sR6QBRGgAK49VccHfz1da3rryww1dTc+rqrq+5EoyzBzAPYw5hoioPtJ0bV3H6l2tF/7vmpWXfgdONTgldzJQ3YIyu5TLQ0UKy7l8Qpqya9mxpA2h/7ueUleeeaVnadcRh89zmmUBTFXAHVmmkiEif+uSE+6va934pzWX/Ejt3vgmkCRXraDMzC7VJCwX5p+Ma1lZvgTh//sCRFN4cXpvb9T3ivNfWrTSDMPUPO56x9KOzY39TSf5P/ryv55FDad1j4t1M+FOBmZfUC4Wo7kWsTr+2RTL50JYHhFuKJQ2icsuJCzF5ZhwGFzLDhXY8pGVWPWri9sbNrf+s6m16SYi4sHbKmW+93s5pvIcQkQ9kc6l97gWn7Ow57xPQ5W0Bm+qr4xWoqBstY0dUxWVJ+NUruaYyjlKia0MTD6+MjDDMZYB6zjLwKRjLSf39GHofV8VnoODd/U9veMKIcSQZQFMRbLEQeIrzeUZ0zx3T6YiY0sx1UtdeMElpHh+2rHxzXLboheDiABZhohpnRBSs50P1eaNRFnXWEj217lw5TsxlDTee4VefC4UogspeMrMuGauozZRTOEcVpMGK1FzW2gbY9kqpnLaIq/Fu4CWjmyLJ/HpCO+lnodCYgFzW1fYpnsPGI/z4OriEyEVtttJZ1z32dg2J935GJlp52h+hb59V3Sd3Vy7W9D+5wZ/JSUOScrAoUYh73wWB971A7h7mvcLEisP3/zngaIVZ+YcbouZ2YSIlIXHtn1pLB17y7k3raPw5haDQDdVdzIwe4Kyvp7j+55hUXk64mulxFQGSourDMxMbGW7/c10jGVgcnGWc+Xm6pGLtZxIEx75ynPYf9N/D/fv6bsklUr9reSKMnNOLbS1LCrPAUQkhxtbPiRcTR9e+KL/VUPtx1nmK9rhsRmq0G9T2KkrLC9T0B8uFESnIiAXUk5B2YpSRebJ5p0OVsdsKfqWmK/k/crmDnehkJx0GSfh0Xc+7dLSinGbVEEnVejWZ/SdVADkzD+QyEq+XFk3GRDpVH2RbXAzBS5mWdYaV6cSg1cZAQD45EEcufUh7PnS39PpQ2OXjRwa+IXpYJiKpBYaV6b6IKJQ88Jj/5BRGtYt3/p5uOSAtoIF5Xz5LCoDqB5RWVuePWHZLQ9h6Hv3oe8Hf4N/04K39H73T18vWnlmTlniJHFTmdris3dzW8zYE+zwb/Q2uv7SfkG7e9UHNiPsjI4LakHSnutzwqZeaMsJdwbxWScw6sMjFAqoERooWqdCYbIUQXFA+AzLpYjFpcZWthJTrRjJeExpQcks7NrVzbI+Fg4rO/duKaE+bPdTorheyj4KBwQAoC8TNCw3S0dMeTannjcs/1FZaVguDMNhdW70yCUekwKtDY0j//yYE7ULBz4ATazPna8AaW31gRfi+M0bnsqMbU/+5MCeg28UQpSm6DNzSi30ezn8xSxDRKvCbUv21K25+hPr3/Q3S0FZyMSCMjMrqPGJR7DllPFi0Ye4ALIxFrNIca9hnYjnG8l0Kr+vtO61WqEbuc0JzFKBczmd1h4u4ikXRlPaA91IOoDIFcdh/V2vln0ntv+85diex4goMuEBMXNPmV4BquTXgJjqItjQ9apA47LepjVvXrfukluqQ1Bm5oxSYitb4Rq0mE+g4BlotMV47TT/t7jQUBj6orBdVwvabHUs3y7L+jZbH+oqpevQ58JQFYTCyonMmZQTmYyERNKDsXQdAq89CwtvfRNie458rfG8DduJqK7oATAMM28hIueKFy28x9PleWTLzae7T/n4KhaUpyEoM+Xn9NSThuXC78LKYawnXaJrOpWV3ZzIG6tyLmYfmV3hA8I/fp0OCq2tblngxCvvOUZa8bFFL29aFN7vcrnOLWnnzNxSA/1eFpVnCSJyNLV2fSm8cPN/Fl12W8viMz4OmcyjcBOKyTZum0oTlJnZpzCWMmCOp6zGzGKIuQNqFporRVhOpx3jwvJoyofhVB3QGMba216Oxnceu8a/srm3vqvxKiKq4NsuQ5j/s+Ay1QERtTQt2Pyct/n4H2x4+W+V5mUXg8bGNIG40gXlKnIpVyJTDTU2XayE5UKqVViOxX0YiDZirGkxOu54FzwXr13iXtU+2Hz1KR8pegDMnMBtMTOThBcHTmteGx4KnRLZet79l2DhGgdi0P6CNIIgjYzHkc2lAzDEU65mQXkmsHIp1ypWbuaINGBYPpgJm/I8rCw0pVWKsFwoLueE5RRkDAovBoUXbkph62tDuPLPm31d57Tc1drdcjcRhUqqADMn1EJbW8FVmz8oirI51LrkQGD9W96+7vV/lgNNa0x5yuFOBipHUGaXspFSQ2/MxkSElSYs5yfjk8fFZb2wbCUux1OucXF5OFWHvkQE9Retx6b7Xit5Tu24uXFT93NE1Go6CIZhGGiT5AaDwTcEmlbsaT/mvQtXX/ANONwhIBodF4hZUGaKMVW3shWlPAtVg7AMIO9aTvnhf+nJWPTLaxEfGPlk5Mw1e/htospjvrunmNmHiLzLL1jwT2+X948n33G24/h3L0VIGZ2UOxmofkGZXcpmSo2FbBXawopqF5Zz4rKPxmxdywPCb+labmhR8fJfbKC1n1txdtOS8F6fz/eykirAMDMAi8ozCBF5mtsX/CDUc+KDy674Zaj71OsgW9xwJozrV2WCMjN3lOJWBipLWAasXcv6WMulupYzgQBWfevFaP/YKQsCK1t2Rxa1Xseu5cqEO7LMXEFEXU1NTQ8Fei7/5qZX/F5u6NmqragEQZmpCabiVgaqT1iOJn0QkQgW/uANCFx9fLtnRVtvIBB4ZdGDYBimamlZE3lx0+r6gZYXtW46++6L0LVYu1fMF0GZqTyqWVgGpu9aPvVyH1799y3uBS9uvbVlQfODRNRSUiWYWWW+93t5or4Zwul0nuIJ9/yuZdNb3O0bXwvSdzatvOulCMe6PGbBuLjAXCggFy6XU0AueaI6i4nlJoOVgDqTTt/JTABox0xM2FfKBH0AkFbNaQmXeaK+hNs4QUHKETPlMU3WJxsn8xOF26jGZcWR34eiGNdJVPy6yGQvbn0+lzIGr6LNVdCg9iGsHIVzdAgPf/gh9D08MLj/of1rhRC7ihbMzBrLXCS+1V6eMc1TnqvMCQuYysTr9Z6lert+u/TUG+T6lmMAACKdBjLZ+6OU7RAks51NVddZyeTvoaRP1wvOduJzFpOAbFo2dkgsB50LnhdmY8I5q1ARVvudTEgJO6ev7eR9Ftg5tK3qYVduqS5vu7AepZ7/woF9AEh4jO2y1fPESMg8UV/SaRRDMrKxnJh3xLi+cMJdt7GzmtG30UqB0KJr3/Vtdw63Q2t7Cwd/5ezAsFcZRoujF06KY+xoEv+59veQRsX23Xc+vUYIUZodjZkRuC1mygUR+Zde3L19LCVaTvjqyQi2a2Kci4z9jJxopp8ETi/u6kW7QhFYv1zoZC3VAVuMYvsrhpX72GpbK/etnbBtN0meFaXuCwCcJQjpeo6IQMl5Cye4AzQh1IrC62IyTCb0SKHg3ERHTXmOCHPY/8J9FH5PuQn2DHl057zwOyksT/896IVo/USD+jL2JZsM2wdkrd2NyEfH9x2DA/vv3om/veffqbG9mbcMDAx821RJZk6ohbaWncplhoiooaXrQ762zfevecWv3R3HvL7mBWWGQdLojkol8o1xKmVcl5kgIGdOTNbni6XcGE1pDy6HkxEcSdUj7q3DCV86EVs+vy4QWhV+IdQTOmdax8AwTNVCRNTcsex6d3jd3esvuUOubzkGIp1mQbkE5ir2MFM6UrrAgTdqdNdJhW8ZjRnjckr6NjpVIGbo3iTSt905xhJa25vJGOuQzopDoyk/DiSaEBdOuOtVHPPDixA4qXVpw6b2w0TUWOSwmFlAkqgsf0zt4m/3Lm3eGB5ovmhhy1m/PLemBGWGsaJQRC68nuK634Csy6t3WOvLaFN7DdsPprV2ty9dD0ATz11IoPWcbrz072cpCy+o+1ZrV/NPiSwm8GKYGYBF5TJCRM6mjqX3ONvP+NSGV95FrkCHMcM8F5TtmAmX8nxnMu7nUkNeyElzmiNmDnHhGDN2GpWEy5THFPYibeywksU2cyEsjwg3Gk9ox0V3byVHi+t33Sd0f57DYVQG3JFlZgsicjd3bXjEUX/sBzZceCs5XeG8mJxJa2KyJGticqGgnMmLzqQ65o2gPF3mct/VipQ0pzmihd+7+XnJ128WctW4uZ9YLcJyGgoWv/NYLPnEiXWB1Y0HW85atNVUIDNrzPdXcpmZpX1T8+XuiHPbcV8/TVryqqVQs8/n1SwoT4bpuJSZqTGZ76vwvPeKelOeMA1NuI9C53juejbkKXBFz5WwnPF7ccYPT8bGa8MvaVnY8CQP3lYG873fy6JymSCi1nDLoufq173lzBUv+hokpUCsqwFBeTZdylZCarViF1ZjJqgVYXk05R8XlnclW5FqbsKF95wLxxL3dd2ndz9OROaDZmYV7sgyswERtYeal+8L9bxsw4rTbgBBLu5OBoyCcq4ctUBkq3JBmV3Kk8cuMlO5z1E1C8tjCT8yGdkgLqeFjLSQMZryY0d0EQ4kmpASMlq3duLYn7yYYv2j93ScueQDpgIZhqlYiIiWnLXgu6JO/snZd1+Iho0NUJCGi+JVLyjPlkt5pkJfMMWpBWE5Tk4sf9cGnPb15YuaesI7VFXdYKosM6vM937v/FHm5hBFUY6tb1787ILzvt7WecwbYTJC1rCgzC7lqTMTbuXpYCUsF1IpwjKAcWEZAI6k6hFz+nHGd05C00Udq5o2NvfxRAYMM79xuf0nBxqWPr/o5M/Wd6y6UhOTgYoWlC2p5KdIZlKU4lYGqldYBibnWnb1NOCke65A2kvXdxy/6FdExArJLEKkdVHK8cfUDkTk7t7S9pja47n6nN9eAHejZ1xQLmQ+C8rsUp47puNWng7VJCzH4EDb1k5cevex/pbVoX8Eg8FX2R4Yw0wTnnJ8moQiDW+ub1/3leWX3a646zrMGSpAUGYYPXJSNk3a54g5TZP2Ocbcpkn7lITLMHGfEneZJu2jtGqYuI8SLvPEfUmXYfK+VMI9PgFQKuUyTN6XEVLRyfskyiAjJEO+WMoNlzI2Hg6jQe3DkVQ9oAAb3roc9SvCvn++8y97HV7nCYnR+D9sC2dmhFxHlmFmiuaudR91B5d8YvUJn4W7rgsiOgKR0O5x5NC9qKA6AFnOC8yAQVCGJOfFaAAky0Aye3+TZSCuu28WCMzCZxTrkMlof7nFwMQDdVZYuYxLnUhvMggJEBbPKwMtUYvcQHinWWSM28zx4+q3eU7JCNt6Wx2jFEtb5heq+QYj5OmLELZu5YzNwLrFfU5Om78b16CMlNPqOzQu1/V5MFJvbJedUSfiHmP7LaVlpNV8O+wc8xgm76Os4Jt0j2oJGa2iGe+AoRxS8+VSgSLucubLy03KBwB+x+D4Z4ekba9k1+cEpJByFCkhQ6E0uuuPouvnJ+Dv//PfC1V38zARtQkhzLMpMTNCJb9Oy1QeRNTRvKrh8Y5X9wSXvX4lAMy4oMww5aZX1Jsm7QvTkGnSvhRkkygcEw7DdeyjMdPEfTlhN4eCtOGaLiw3Lhzjk/fJSI9P3heRBsYn79OX0ab2GibvG0z7EZCH0ZeuR0Q+ahCWvT0hvPxPJ6i/e9Uj329uazqhd/+htwghSp/tkJk2tdDvZVF5ihCR2tS++Meu1tMuW3H+VyGrHiCZymfIXTmZEly5WefSeKdEIiDbeRKqZOhICZkMM6ZnVDJ0cjKqOZxC0mmsg6V7eBqhK+xczynVfL/KSDazr1uUIdk4dZWUbOl2lhOV/wBCabI8X1KGLL8Du/ylur2VlGxZrhSXTN+FO+lB0mXsNCpJFUmn8UFRjTsR180c70ipSBbMJE8Z2TCb/FSEZYdqLNOl5DvSXmV4/LNHzufzSlHDfwBwZTu1LkqMP/QuPyOA1l+fKv3u5X96cNHpXZ/Y8cddHwczq3BHlpkJiMjR0rXxbsm18LQNJ34QikdTNW0FZaCooGwoWy9KFgqUpQjK+sUyCsoMMxuIjGoQlmNx37iwnBbyuLA8nAiMC8uJjBMOKT4uICuURkrI6E/VjwvLu5Jt6FL34YSPrcG2X0TcY/0PHZFVaVU6mXlq9o+SYRg7nE7nSZGV4fvP/vpqufPECEZE1ODUzInHI8KTXXYa3cYUH8+jF9QKRTsFaUNaCrKhnAHhN+SP0IBhuU8ETXX3kfVgqJ5cvfVYieX6ehn2AbNr1WkT4iJtI5o/FF9jSjvW+bhl3m3Jbsv0Rcoey3SF0rb7lS1c14D1MQHm7wAABuC3HAywcnTHhNP23No5ixWycIYXjrza4MOYyUF8RNSZ9uVCwvLYChkRHlP9Y8IYWTEGc6TFQvG58NwYBl0KzmWQ8n3fGBzocew2bJ/7LYag5RuEB16MQUEGz3nasPaODnr20397g/iBdBwRncqDt7PLfO/3znPNfGYgokikdfFTdcteddmqi27WBGU9kxmKKHwVVu9QLnDaTORYzli8hTvTgjLDlIplKIwiJJLG31UurAWAcQcyAETT+XyjGY/hPwDEMlqjHhOO8QY/BRmBbh8uve8sKA30sSVnLfgrEfEgG8NUMUTUGG5Zsdvfes5pK4/9xLwTlO2YCZcyUx4mE4dZiVs50M3b+o6aHeHOqLnzKieN12VhGAwAUMe8hmVpNGhYFkljuaLgQTMWz5eZ1nXuhxN5i3oi2wbnOv85YaA/VT+evivZBgBYdkkrTvjhWdS0OvBkQ3fo5aYKM2WFMP/jPDLloT4cfFt4Y+hPV9y9JSsou4sKygBMgnKOiQRlPYXC2mwKygwz0xSL21z4W9Bf+zkxXL99TrDuh5YvgGg2j4QeeR9UKYMlHzkRx/y/FWsiCxqfI6IVZTwUpsZhUXmSqKq6NtS86PmOUz+7aMGWd5YWP9m2sNkVlGeCmXIpM+XDbiJAKWO+VtWY+UJS4+bOqrMgBqM6Zn4Yk5Jm4cQkLBeJrwzMvLCselWce9spaD41eEL75qZeIgqbKs2UHe7IMuVGlpUNgYYlu7s2vr+pa/HLIDm1e8t8EpRn06VsF85+MqEvmPJQS8LyrmQbWld5cfG956B+mXrrgs0dNxMR91VmCgIkqTx/zPyEiBwt3c3/13Ruw1de/Yfjqa7dM+8EZTuKuZRN+7Fx9DIzi5V72Q4rB3ShexkwOoKLUehMLuV6sYrBPJvCsoI0Qhetxjm/Oq6+YUXrv/x+/6UTVpqZNrXQ7+XHgElQFwi+wte08tHlL/mZv6HnLHOGCheUq8mlXCz0BWM9Md9MMh+F5dxreUSETR9Yi2M+sjzUuDp0UFbl1aZKM+WFO7JMGQk3dr2+rnHlP1dv/ZYzHFo/LiDXgqDMLuXKZ7pu5XJTycIyAOxKtkEJeXDeb85Gx0nOqzrWtPyHiMyVZhhmRiGixqauxsd73rbw0stuWQ/VrcxLQXmmXMrlCH0xH7CLj10oyo6nWwi9QOmhLiZLrQnLS+XdUFd04rQHLnD6tzT/NNLY8FkevJ1haqDfW8FVqxyISGpq7fyau/WEH69/5d2yt77HnKkGBWV2KVcP03Url0o1Ccva/3y8t+7zu/CiO05QGtYEH2td2fRaU6UZhqkoiEhu6Vh2i1q34lsbzr9VcivhOROUGWYmKadbGagOYTmjqNh044k44brG1c1LI7uJaKGp0sy0IBAkqTx/zPxCVdUNjd0N2zZ/c+PS09/dASKqKUGZXcrVw3TdyuWm0oVlAOiR98EbcuD035xLgSuWvrexs/nPPHjLTAeOIToBRBRobOm817v4ZccsOvWjICsNtEyCMsNUMmrcaZq0zznmMUzaB2jCcuHEfVLSZZi4D7CYvK/IxH2AJizrJ++Lpdzjk/eNpvzjk/dF057xyftGMx54pej4f0ATll1SfHz23txkEQrSqFsawkv/cCbd9cq/fWfhcZ1nvvDQniuEEDMfR6bGyHVkGWaqEFF9Q0vPX7wt561cuOaNoEwGkAGktQlzxwXh7DJkBUgmxsVmQx4AcHmMAjMAkVtOG9MpWG+ukKqA4vadlWSLeeKXUl3GdqEoKGPOn3IKAFblmrdXYta/wZTLerA3rWbgHjGLlo6ojJRFv1xKAqpFv15KCls3dbG7QkatLB/EZNzjgL2DvPD7lZM2ZyFp/m58R91IOo3XpzPqQDRg7LAqSQVD4SPGemYkJPyDpt1knKO6BRnkGjGWpRifAwLuPsNyq2v/+OeNjifHP/fgwPjnhK770ZLS2u5Nu7TjfqJdO5590ETuZVeGEVlWV/+zK7f91+12Xzw2NnavqdLMlKlk5xMzNwSDwVe3LG/++kk/O8Hds1i751SKoMwwM0EMDpPgHKThkq4/q0kHtUkprZ3YOXw0Zpq4LwXZ8JvI9VUB7bdSOGFlzlHtQgIxOAzb536z/fAjhGEEEMUgPEhBgoIMeuR9eA5tOOHGTXh0ddsJmf954FkiOkEI8fyEB81Milro97KoXAQiWhpp7nyg5aTrm5tWvBhI22hL2XTKFNeehKoAyVQ+QVWAjK6DIBEomS9DyATSrReqBCmZX047yeReSXjMdUh4k6Y0K5eylZvVLsyClRvZLj3ptO5oZ2TrMpSkirSFCcwZddq6q9WY9aVs59AtJ3aO7WLYHYddWRl5crqm1fcm2Q7kmtUGR1y1/C6dUSfiHmPDqcadGPMZO53ycABxT0Fa2ouUb8BYYEYGuY2vGCmqsTPscQ4ZlhuchwzLC5y7xj+vlF8wrFuUyudtHdV+ez7d68U5A/1ItqPe55ZwMOBB5JfH4O6PPPOy+NGm5UR0shDCWAlm2nBHlpkqRNQVauz+V+u694Wa2k7NC8d2yFr7UFRQtqNEQbkY0xGU7bALqcAw1cojXQKbdhFW7ZXxRHsabfFR7HNqwvLqTSoCD6zz3P6S7Xc1NDS85/Dhw1+e4+oyzLyDiOTGxsav9pzU/ZqTfrzM6fFLSIm80KV3TgKaEKeQ1v7qBTm98JWCPL5cKNp5C9yavRnztCaFonNEGjAs7003mrYpzGNVDgCMwG3pKrXMa+No9lHUMnxCJx2yyA2MwgUF5gb8iKjDSsezltsUCo+AJmRG5AFTukIpjMB6jgNF2Dt67UJU2JH73k3psH8eszqvgL172DIMhrDPb3fcVuKuVV1icFqeB6trJCWMz30x4bT8nqwoNsiSwydZO+0VpEzOeP3vS/+b2hTfM/55NPvMe2fqZADAVteDAIA18nPatq/pxp6VZzX/+8r7HvN6vZeOjo7eU9LBMCUz3/u98/zwpo7b7T69sX3xI4svvqO4oJylJEFZzwSO5cLOZWFYjLTT3Pkst6DMMPOREWfxQYDmRBSt0gDOu34pNn+yZ21TT+R5IuqYpeoxDFMETVBe+Pjik79SFYLydLFzKVuRsrm3zVAYQqZCUOPmL9gzaO7c1h0xCzaO4YApTYobw2CImPGN2FTK2EEfHIsYlvfHWsc/P5pYOf75ObTk96sTHg4o+UGXR7q0a3jVXu2Y2uKjkLMCTGdzGlf9cbXaeEzgxkgk8k5TxZnJUwNxHpnSICJPY2Pjnze/ad1rT/vlKqfHr32ptvFwdYJfMUHZKg9QmqBcSDkFZTsmk5dhqo03KL8GANwb2wIAiCPv4us4xo8tD1zka1zX/JvGxsZ3zEX9mOqFHwMscLvdZwSbF925/KW/9/mb18wrQXkylMOlzFQvStL6QdIqZqN7xByGyRk1pykjQVOaGDO6+FJJY2c4Gq8zLB+OGx8iX4h3jX9+Mr3AsG6Hks+735v/3eWE5VxIaV/2NfDImPY7ak5E0SyOYtNLm3DWD9eHmxaHn2BhuYxwR5aZAnlB+Ut1geCymRWUS6EEQblSXcpTCX3BTA+7sBiT+T7tvrfpYCUsF1IpwnKDYwyv+MUypWlz8HMsLE8fAjimMgMi8jQ0NDxw2me2bFn+8UbFkX2Nr5IF5eli52q1zFvEpWyFnUuZqU4snc4WTm2rOMlWlOIKH8nYP58WXrv6gZBRnVv6EWe+2+rVmSSshOUV0k4AQEOLhM33vMhRvyn0+YaGhusmrChTGjXQ763gqs0NWUH5N0tf8hu3098854JyuZltl/JUQl9MFrvQF7XMZMNlVBqVJCwvPd6Hs76/oY6F5fLBHVlmssy6oDyRS3mGHcoAu5QrHX04Mj0z/RxnxXTcylYUupWnCwvLDFOZaA7lhj+ddMOmTZ1X+SknUJVLUC6kUFCeKtXoUh6FeeJyQAt9wcwudtfodK+B+SAsB9wJrPvpOUromPBnWFguD7XQ72VRWYdBUPY1VYSgzC7l2oLS1jcLu+9jppkrt7IVLCwzTG1SrYJypbqUmbmjVt3KAAvLFUkNuKcYe4jI09jU8Kctn1m3seeq8IwIyvp8VoIyu5QZOyYVaxkwxRoeL8ciJvJkKdWtPJuwsMxUEvwYkKUWBGWOpVxbzDe3MsDC8ryBO7JMiUxVUGaYWmO6buVCYdnKrczC8vyiFtxTjDVE5Glsbvzz5utXb1xyVVNVCcrV6FJmKo9qdysDLCxXDTXQ7+XeF8ovKDPMfEJJypZOdGfUibjHOPrrHvFhzDdSkM+HuMeYpowEkfINGNLEmB/kHjakpZJuKKqxcY7G6+BxDo0vH443osGZdwa8EO/CAucuAJqwvFJ+YXzdDqURi1Ja3v1eBa2jWkd2xCngixMyEiBlNGF5xCUQGcugzy2hOREFHACOrwe+v6Huntf86wkiWiWEyE+ty5RMriPLMMUgoq5A49Lti0/+vDMQWgkkJ3CbeHTO4EwapFq4WdJpoxNZLniol2TtL1cHl8ucP2kUtoXP/NAvPCrkmPFZIaOar/m0y/p3YDUInFatXa5y0roMu/zRQMwyfShy1DK9YXeTZToAeI6W9zFyLkJHlIpVOBJKC2tTwATHYeVYpnTpx69GyTLkiSMqI+UyXne+ox6M1BtddXVHwki4zL8n16gPUtr4mzi6/FFjJiGhztdrSNK3wQDG2+Acp9N/dNsDZ+3I77vlX3nhKfmvw/n9PpW/HkUGWAfA16p1kuXXLMbvj02jURrFK3+xWLn10sdvjEQi6Ovr+6LpoBiGMUBEnsaWxr9s+tTyDcuvasVEgrIeO0GZYeY7MeE0uZ4VSiElzM9BPhrDiJjYEZ+CPKGIPZLxwCdZO+MBTVjWu7QVpMd/m6PCPT6g84izA5viWrfVm05jNPv8+wbl1/hW6kLcG9uCra4Hx4XlpzLd48Lyfy67+zMNDQ04fPjwjRMeFGOiFvq9NS8qWwnKOdFY2AwH2KWPIxeslySjUC1LQEbXGZDI1MEQqmRIS3nM+xwLmB1bcY/1qyJpC1FQTsrj7kxDdTMSMpI5v12Ii7jHekQu6bQWAIRkLcrLSRVpxdqF5hxzmwRMAHCPuJB2WNdLTsiWHXNtX/bfoZCttymG3X6mWp4VsxUCw8rhLGXI8hgnIyyP1fcZy0y6IOoOoxCfp8+UFnaZXydrdRg7tUuVFwzLG9PZ5RSwca+x7h2P55YliP/k9xffNwoAkN1aQ+tcqr32HlsdAJDAjiV78cxmGZEfLKq7/dWChWWGmSFygvKyKQrKlhSEtbAUlPV1cBXEPyzMD3tBuZDpCsoMwxg5+yEZvz82DcUp41U/WyX98NInWFieApXsfGLKDxF5mroaH9r00SWrVlyluRdTkMdFKCuBqy8T1NZRGjE4LfO5KG5IK1w/WiCwFYaVsAslMCCMb0e4kDC5kgM0atouDus5ekaE21S3gYx1CL6INIAgDZvSXWQTlkE4sF9Yu6+fS3Vapq9RtyNAI6Z0L6wHfwHgkKi3DL9RTOSPCSdSRWQfu/NfTPC0WzcVp28x17DVuhgctttYhc1wUcI2bIZdfa1CXqSEYjpXxYTlNsncz12WOmBKe0wxXx+FonRhPQvd/2nd+VCQxo5U3p2cq/NzSrvBSb0rqb1N5KQ4+lP1+OXoGRhKBgEAZwf+iOPSzwBO4OSftyhfeEnqsywsM3bU9KPEVATlCbESlIuunzjsxUwIygzD2JMe034z8e2aU8r130EAwKJnVCzpT+OEYwgv+8HiupbFIQ6FMUXm+2tAzNSpSEF5jplplzIzv/EdNQ9+OGLmDjNgnki5/umNpjxDI0b3erFQVADwR7HOsHzPovy+D2zId/TVDQ35/a7IxzKn7L1+ZL/WGU5//1kAmrC8KNkHOFW86merpNbjnDdyKIxJQABJVJY/pvIhIk/zwsZH1n+kZ9WKq7rH00sVlHNYCcp6JnReligoF2IlFk5WUGYYpnT+IS8BAKhOCaf+9Ayp7tjAZzkUxtSY7/3eCq7azFItgvJMIdtMwCZZWZdRPpcyUxtYTdrnPhoxpdFQgyltJGrOdyRmjp+2P2Hs1G5PGWMoPyrnlx9tN/7W9qzJL9O6/P6cbfkYkiwszyDckWVsmBFBuRzMc5dyJYS+YCaHEre+hpRY6c+RdsJyISwsM0x1Q0Se5iVN/173wZ7lq6/uGU+vZkG5HBRzKVvWw8alXAw7lzJT2dhN8GflSra7jvdlzP3cbUqLKW1tarcprTA2c6Ezu9D9Lxf89hYp+Rdp9XXWD650qfvHP4cU7TmwTh0AAPx+8HQAmrAcTI/hWNcOFpanSg30e2tSVJ4RQXmGmG8uZbvQF8VwjvHI8mxiF2bDblJHZ7S0TinAwjLDMPbMmKDMLmUA7FKeKaziI0+EXezkqZRVKlZuZTsK3cpThYXlykaL8zi/3VOMJii3LG/679r3LlwyHUG5kMkKyuWmklzKMWEdWqEYa9TtM1ATxi7Mhd3ARDXFBmdhmalUau4xYMYEZXYpj8MuZQawdivPNSwsVwbckWUKqWhBeZ67lJnqpdLdygALyxUNaZMHleOPqUyIyNO6qumpNe9euHDNNAVlfd6pCMrsUmbsmK3YzZOl0tzKpVAoLOthYXluqIV+bwVXrfxUm6A831zKTPUwX93KAAvLFQF3ZBkdRNQVaup5fFxQZhhmRrBzK1sJy1Zu5WoTljs2+z7HwjJTqxCRp3Vd87Or37Gwa74JypXkUmYqj1p2KwNGYVnvVgZYWJ4TaqDfS0LUhjNmXFB++e/cTmcYSGtici2KynPpVC4W/kJOWj8MFAt/4R6xf01ZTtg3EHLS/vsW8uR/E8UcZlMprxLIyNbfld2xxj3W3/uYzzyrMQCM1feZ0kSdeZZcn8ecL+w6ZEprdfQalpcqLxiWN6YLlvcaj6Pj8fyy+E9+n/F9+QdX2a1dU86lWuc2tjoAANixJIlnQjL+9k+B21/97NCBZ/tXCSGMrTgzzpo6Sdy5qTwhBrruH3tUCLGpLIUxs05OUF580hfrcoKyiEVBFu7gHELnYiZ/vX2+YWOcYAoYB6rIUdDpUC3aIItnA+GxuHZVc30zLos0C+cyAKSc1vdVu1AWdti1NzvXP2G7jbfPOm5yWk3abtO2vd12nRq1f+iVkpXTHhYLNWH3PVGRCF5228wGwuaRxu76SXisn+tGQmahpr9jpylNDpsdVc0+Y9oq9zZTnhWysR0+acDYbm/+df4Zd/+Pnhn/vHdP/jcf111DsewluunYOgCAu0l7XqTLFuDPxySxX6j45iX9sWcfPfzBvr6+L5oqVOOsqZPFXZvL0xZ3/iHKbXEFQUSe5uXN/1377gWTdigDtSEql9OpbBf+ophTuVj4Cy/sw1UdEtbPPcWE0Zgobv6x+z5m00FcrP5264ptY3ft2AnOxeptd/6szpuVixkA2iRzH3dZ6oAp7THFfM1YXcOF9fVauJrTuvOzI2X0POnrrndE70q2jn/uT2nX2lAyCAA4O/BHAMBx6WcwILvxUGwR/nzpX1ID/zz8gcOHD99oqgADYPb7vUR0DoAvA5ABfEcIcUPB+jcBuAZAGsAIgDcIIZ6aTr1qYpYVt9t9hrdx2d1LX3Gn4nSEQMnsjyj3X5JA6QyEqjsdhUKwHYUdzoKOpSlunpWgbBFbL+Uxp8V85htX0pWyFINTahpkkS6lbV67lYWlKyXptLkh2wiFKcfUYjYqCZdlB9Y14kPGRoh2Rp1IKdYNgCOu2nau5aQ0ZaG3mHicdkytEbVzBZPNdwXYO4YB+zoWq5/dNnbn3go1ploOZHgH6zDmMz/8efuaMNKw35g4HIIS2mdIiiW9ps5qWsjodpo7tYWjsSsz+eUYKVh3OP8gPOoClj1sPI/RXzw//nnHowPjn3sH8ufB4wBw50Es6HYBPwNaz2zDir8CC09twIIlCTR/p6nuptdmniAiFpZtqezJBpjZgYha62tIUGYYZnZRnRLe+IuQ6xsXi+sbGhqShw8fvmmu61RJ5F7JZeYXRORpWdX81Jp3LOhacfUSpKAJUDlhV6HUuBiXE94CNIqArD2r99qIlgDQScaBIDuBU08MDoOAVaroGCDrvqYCm34hzP3II6LOuk7CaSkSB2nYMn8jDdjUEvhZdKtl+nLXswjL1pPg7ks24eH4ast1m53/xSjsBSgr8RAA4kXiOqdoas8kxb6rYiK71XeRY1B4bdcVE4kLByZy2NVxBAp8FDWlu5CYdCgTH40hJUo8hwR4yVoPqYOxPvuVAOIFclwdRg1iMKCVZ3VuRkX+OokLh8VgS3J8u5XK83gsuXh8TUrIGMxov49eABsdTwIAgo7tWCKy/XMVeF7SjAdL0/uBDHBH+jQ8h06E6SjWu59F0y9WKD+75MnPNDQ0gIVlO2av30tEMoCvAtgKYC+AfxLRrwtE41uFEN/I5r8QwBcAnDOd/c77Rwm32326t3HZ3auutBeUAVStoGyFnbO4mKDMMEx5WHacH2/9bktdx6LgE0TUNtf1YZhKhIhc4ZYlj/Rs+cy8E5TtmGmXMlO72Dmo7SZzdERLv25De7pNaekjZifVwRFj2hNjy0x5nkobw1H9JWh0yT98Yf5ZvPXKJeOf2zvyLjGn7nfkyv50H3loCAAw1quJLeKnL+Dkf6poSMSzwnLY1djt/azT6TzFVCmGmUcQkatlbcv2te/UBGXALCjn0AvKOWZCUNYzU4IywzCzz7/Ti9HiHMGqO85TQsdEPtPQ0PDuua4Tg80AdgghnhdCJADcDuAifQYhxJBu0Qtg2h2OeS0qE9EiT3jBb1dd+ZuqFpTnism6lBnGLrSKe8R+VLqQVL9Zhy3srALAzrg5rfDVnicl4/J/GoyvL23bbLyHei5ZOP550cbg+OemYP73Hs3+LF7YqY1C779Pc1a7HjiMpc860D6cwbLj/HjzN1vqOhfXP0pEHMytgFqYsICxh4ioqXPV3Q2LX9USatRitJZLUK4E5sqlXM7QF0xt4usvva0uhUoRlh0uCW/+WYOnsS3wSyLimbNyEEASleWPmXuIiDqP7fj7yte3ty+/qvIE5dmmmEvZCjuXMsNMFr2DWM8QzG5rJ8wmQavJ9qwGZAod0VYucP12a9VnDesCUl5bfDSRn9PkGcqHwFiY0X7722Ut7XL5fgDAkbR2D/h3ejFO9T2JVXecpwRX1l/v8/kuMFWixpnlfm8bAP2b0nuzacY6EV1DRM8B+ByAa6d7jPO2S05EdaGWnn8sefEPnU5HeFYF5XJTLS7l6YS+YGaeYjGm7bCLs10ufIdbJ85UBCthuZC5EpZXnujHi94RaOpZ1XgfEXGPSw93ZGuapo4Vn1R8q0/pWPoyAOUVlNmlzMwkdrGLgbmPF12JbuVyUC5hub7Nhdf9sCXY0hH+CxFZv0ddg8z3yYNqia7jur5Yv9a1fvVbVgCYWFCebarVpTzV0Bd27EvaD+Zudv635HoxU8cuBnYxCuOMzzTVKCyvuO0sR11r3W1ElG+4mXL3eyNE9Iju7w1TqZIQ4qtCiB4A7wPw4eke4rwUlYlIamhf/ED7qZ8M14VXzrqgzC5lphwUi/tcLLZzsXjL5dzGjtl0K1tR6FaeLnbCco5iwvJZr2vEkuNx/KLVDZ8va6UYpkrxBZrOSaTrPrx8y0dARPNOUOZYyky1U2luZaB8wvKiLXV40UfqO9sXNPyWB3uZ+UR4YfjCjCv29lO+ciyA0gRldinnYZdy9TKVOMyzwXTdyjPJTAnLZ7bswJpbz/Q1dDQ8QETWP0JmuvQJITbp/r5VsH4fAL0Y0p5Ns+N2ABdPt1LzUlRuau/5X2/Pxeubl15S9YJytbiUmeqA3coak3ErA9bCclQ37lJMWH7t/+uEpz7+7uZOvyGeUa3D7qjag4gWKK7wnWvOugmS7ISImSdQYRhm6lSqW7mShOWTr27G2nODJzU0NHzMVKlagwCSyvPHzB1EtFD2i1+ee9spkB1yRQrK1epSZuYvtexWBmZOWD5/0yEsu+GYlsbWxt8TceuQYxb7vf8EsJiIFhCRA8DLAPxan4GIFusWzwdg/2pFiZAQ80tY9NfVXe7rPOG21a/4pUTJDIvKmJqoPBWn8kyEv3CN+GzXOaPWo80A4IhbONCyyMmp39+KOYTTjqk1NFLavj5k890Bxd3FU6lnsW0y0uQf5tI21+OYr3BmWmCkYb9lXiVkHlhr9u22zNvtNKYvUvaY8qzMGNPWHY4blpc9bDyn0V88b1je8ejA+OfeAe2ceHTPJAu6tWu59UzNaR07tQHbFyfwxFgaHzvrhfjOpwdWCSF2WB5ADbE2KIt7TiyPe6D5rpFHhRCbylIYM2MQkTfc1PPC4rO+2VDnWwSUICiLtP09lbx+47I6gQu50A1t5Uh2WXQwLPMp5nwAhGp9L7cLfTEasZ4d3a6NGvPFLdMB+/Y8ZnG/HS/PP2i7buG/FtuuSzrt2wPniH17NhfhIYqFqwCAsZD9sbj7i7TNRZpEu++72nhmy3bL9A2rfmxKs+poh+WjprQeydymt6f7DcsLR4zPksf83fjbHfjW0/k6PpW/vofG8tdX7tF78/EBrX5e7TfrOb8bfz9DYKdDwefP3Zl69qHBi6LR6G9NlaoR1gVlce8p5XGmN/56mNviOYCIfI0rIvvP/v4x/simxnHhqNZF5XI6lasl/EW8iEg6gqlN71IsVIqL7Nc5Yf18A1gLnjmm6joudn35yP55s9gx2JESkzNoFQq+Oepgrlcc1s+XaYvzYnWuCt3R+t+53XaPJY3Pe4OZ/G9no+PJ8c9LRL6v/rykXcNL01raHenTAOTb/fXys/jeB/qx9+adXzrUe+idFodUU8x2v5eIzgPwJQAygJuFEJ8mok8CeEQI8Wsi+jKAMwEkARwF8FYhxJO2BZaA9ZVbpaiqurquZfmPlr3sxxJBAiWzN4qkToTNZCCcupuuXlAu7DxmMrbrrDqVGWdBHgvx2AohAVYDX2lVmFwkKVcGzqhZMM1IAmrMXCc7ATHutr+JjtQPWKbH/NbpAIAioqMyZv8jcg8HbNc5o/YNoFpENJ4uxYRcFBFei1FcsE1DsQkZIWQxJRFcyhDSqvV3IqUlJJz2jb0dSsq6jsXcz1YhPNwjLgzXGx8a6/cuwECbWSxOH+mE2vCCIe1QtA3dfvPD2qFUBAsd+TIOZsLokY0d2J1yA5alDowvb4vIWHsgf55eWA8s+Hc+v+eShYjdtWt8ecmWMHY+qnWAOxpl7DucRiwJeJzaNbNrdxwLup04+Md9aNnaDvdf+rAUEXg6k/jQt1qcn7oKDxFRtxCC37NjagYiosa2Jfc3rn1H1QvKdkxWUGYYZu5QVAnX3N6hXH9a/GdEtEYIMW2XDsPMNkQktSxsum/1B5b5mzeFkYImGOnFt5wAphdNC4WmJtKEoEJxOSaceEbk3zxwkXFg04cxy3oVpo/AXVQszNdVsRR99cJ4YX4r9qWsRdsudZ9lWS4kbOvXSkfsqotBeHCm52+m9H8lVqA3FbHYAjhHfRDrHda3m2fRhkFhb6aaaizsiQRlu/MIAKkiztwR4YaPrK+BONSi4Qjb5V7LdAVp29ApLopjJGOtKaQgwydZP1vG4EDQZrACsHYDA8CosD9vdgJ34W8E0BzRi22iDzyYWWlK+8PBsy3zLg6ZJ11uVc3nUX+N7wUQkQbMZenqc5ryLxygkGH9tmQ3AC2kZFDW7h19CKJLOghAGzQYFF48JnVjbWYnLpfvx02xy3AoGYFCaTyLhbjy0/fg+48duaauru6hoaGh2y0PipkRhBC/BfDbgrSP6j6/vdz7nDeWdCIK+Ru6/7r0ZbepDskPimZHhZLGxmO2BGWGYRg9S9Z58aoP1IcWrYj8tdZfByIAkkxl+WMqn+b2pV9yt5xxTGvXeXMvKE8TO5fyZJkNlzLDTIclDy61TP/XE1eY0qycW7nXYfU8lzHPl7BXNnZmn/cZnVb/PN54Pwi+YXm+jivyjrc6d749yGR/Eg//XXPjp0a1vkD0rp04/g+E9tEE6iIq3nRLp6tjSf3DNRv7kSfNrWqaO5s+33px47Frr+gYF0WtxK5ignIOK0FZT6mCciFTdcgyDFPdSBLhnFvXqPWd3u+qqrpmruszl9RCv3deCBtEpETaljzYec6Ndf7gEltBuWQy04/bNBmXshVWM7+nXNb1snPBltOlzDAzTXCfdWzk5OEFprSdw9avZj+fMJbxXNrcgd2mtBiWH2sx/ghfWG/M7zq/y7DcvTHfAW5r0B7io/H8b/CFndqD94F79wIA3H/pQ8duFY1DhDMvD+OYs5Q1y9Y2fdvyAGoF7sjWDHX1TZem1da3Ld747rmuikYNuZRnO/QFwxRSqrBcyGwJy93rvLjkEw3BhWsiD9fmYC+B5PL8MbOL3++/1LvM9Y5Tb1g9njZVQbkSsHPLltOlPFkmcikzzHTZIpkjDpzR/HvLvM/2rzKl7bcIpVL42+jLBM1lwdgOtwhjGKpl6s7xzwPpvJljV6Z5/HPufvKY1A0AeKvrp9n9a33jn0W3ojUYx/n/t84Tbgv+gYjCporUCjXQ750XD1BNrV03B9e9cknjyhcVzVeyS1kPu5QZBgCQUqwHKYrFkrYLJeI/av96V7VSqrD8+o+3IdiQeU0gELhsTirKMLMEES2TnQ0/WXnqF0iSFHYpZ2GXMlMtTNetXCqFbuVyU0xY3nJZBKvPdS5dfVLzT2a0EgyI6Bwi2k5EO4jo/RbrO4nofiL6NxE9no0LyRRARCuCrXXfP/22EyVJkUoKLVEMdikzjBmvTWgPwD5Os13M7kIRt5rRC8s5ignLS5YRtn5tRaSxpfFeIppXoXeZPFWvhgZDkdfLTZuu7D71A6B4uiLCXsyES3mume14ysz0KRaLudhEhnNJNbuVgdKE5ZZRCR++uU1q7JB+rKqqOZhWTcDuqPkOEQXrm5Y+svyU/yc7XPWVISjXkEuZYSqFSnArA8WF5cs/2Qm1Lv6SDWc31daEQrPoniIiGcBXAZwLYAWAlxPRioJsHwZwhxBiPbQZ679W5iOueoiovrGt4Q8n/+xYX7Ce5kXYi5l2KRdjqnGKZ5tqqWc5KHasdnGTAdjGWwaAgSKxqq0mwZtNqs2tDOSFZf19pZiwvPE8Lza8tX1dU3Pjt0wVqQnmf7+3qkVlRVGOUQLdX1v6kptJSmQqIuzFTMGhLxjGjJ2wXMhsCsul4K9X8JHvt6lt3d4HiWhmLVqVSA28BlTLEJHc0NLz564tH/T6w8vmujoMw0yDcriVSxGWrdzKsyUsd8aSuOaHizFwOHajqqr5eALznFmO87gZwA4hxPNCiASA2wFcVJBHAMjFtw4A2F+uY50PEJHc2Nx497H/u665bWX+eq/msBezAYe+YJjyC8s5Sr2/bPpAD7WdGHhVKBR6fUkbzCdqoN9btRZ0ImoOtix+YPnLf6KocBcVlEtyKRcKyuxSZhgTKSUNJWXuNKYdacgJ684kpQnC4hVt/1EfhuvNs/EG93VioG23KT15eAHUhhdKqufziU4sdJjLmA2icQGPU7sPvLAzjgXdThy4dy9atrZrbuWTIkBnEljmxhs/1eD/zsflh4lomRBiiqNhDFNZNLcv+ba388LVTZ1bAQAimQBc+U6YGNU6u+QydswoZzYudBlLxmXyWz/YjmM1QKya23DDs8F4Puv7mJUj2a69FxJAaeu2PBYQUGLmfSS8SWRkc737m/ssywGAtGIdRgMApIz9QJf/SAiuEa/lOl+/2zZushqXoMbtvQiUtn+2keMz92xjd661dUDKY19n16D9eSoWzWEakR5mlWLnxu76TXrM2yx4bAkcL/+sKX0048GTvZtN6X7fIcuyrwj/n2E5BhUt4mi+PMmBxpSxg9rrkdFzNH9NPr0xg+6d+TcTnB9YBd82zb225RIg+UReDBrbny9L0v2GFZ+2vWtDIzCQQOOwE9GQwIe+1yl9+oqdjxBRqxDCXlVipkIbgD265b0Aji3I83EA9xDR2wB4AZw5O1WrDhobG29a8YaeTcsu1pyJKcjTEpRr3aXMMBPhpTGMCuvr2UdRy99fTDhNvx1AE3AXw3qAY4v0JB7MGF9ePaP59/jDwbPN5fSvwuLQE4a0/ckmtKq9hrSUUGx/R+VgV6YZXdJBQ9pjUjfWZnbira6f4qbYZUgJGQql8bPoVlzquRdbv79avuOkf3xFUZTHUqnUwzNWOWbWqUqnMhE5Iy1df114ydc97rD5tXiGYWqHSnQrlxpf+YTzgzjtJd6exsbGr5Z0EPOEWpgFt1apDze/Bp5FV/VsfAeArKCsw05QHme6gjLDMMwU6VjixlWfbHGsPC64oyZiPxLK+UpuhIge0f29YQo1ejmA7wsh2gGcB+CW2pxA0UwwGHz1wo1dr1r10WV8PhiGmRJzHQaj2TuGC36+ztXQGr6LiIyd8HlMLfR7SYjqcsYSETW2df8ycPw7Luw45e2QYxlQVHPrUNwc2kHo3Un6z+kioS7kApey02xJsXK+WDlXyD5EpAk7l7JdesplXXjMYx3iIlo3bJkOAKOhw7brMt4B23VIWTi9sjgHGmzXBQ7brwMA55h9uVJ6es9TxWINA/aTywFAWi0eIiXpsh8RzBSJPQ3A0gGcQ43Z923sQqCUUqeUan+BOuL2+3SMWsdklpP25y7hsd7XkTZrJ95w53bL9Ejoecv0JZ4dprQuxTwivIAOmvMljhqWe/qN57Rzt/F4c66oHHpnVHSP2X0NAL4lQe3D8ZqbYu9Sgd5gGikh8JFX7xH//kvidUePHr3ZcuN5xvqwIh44tzwx1YM/7n9UCLGpLIUx00JV1XWhlmX/WP3iO52KcNgKysAMisoV4FK2IxawvlcnvPaO45lyKtvh67d3mBVzKQPFn3fmyqkMFHcqU+VGPSsL5XIqA7B0KgOwdCoDpbuVARjcygBMbmUABrcyAINbGTC2y5N2KwN49iwndoa0Y7/98/vx/H9STz7w84PmAJbziPVhRfzp/GBZygrccqRoW0xEWwB8XAhxdnb5AwAghPiMLs+TAM4RQuzJLj8P4DghhPXFVCMoirKxfUnb/Zf/Y6PfW6ddw4PCh4FMvj2MSAMAYJi0z6ebaCwmjG1eocNSXxYARGTjb7KJjMvavsz31iPC+tmuWLzbQlxk3Y+1mxzNyi060TYAbCc4tDrWibbJr7dvbwaLxPW1m+CtFPTOdCsmco7bub9zTOUc5re1d7eP2DiA8+vtv1cF9g8cud+CFU7YPzcNCus3uADgYCZsuy6Wsf7uIrJ1PZZLu2zLuv6ZT5jSPrjkY5Z5PcLshr4jYX65wyoOdZNsfra0clfr0Z/zwt+oF1rEAP35fTilhcw/lIoAAI53/Xs873/uj+KPVz6+7dD+Q+uEsDiQeUYt9HurbrQz1NB8ndp1yovaT76WBWWGYaoeSSJ86Ott1NyFbyqKUnGNxHyAZ5yfeYjIHQi33bvk7O85FWE/KAiwS5lhZotiIdnsBGc1ar1N4rb3WaavbJo/b7B292vH/tLrWpDKJFb6fL6L57ZG84p/AlhMRAuIyAFtIr5fF+TZDeAMACCi5QBcAOxdLzUAETVGGiN3nv/r1TUhKDMMM//pOLUZa9/fuayppelWIqpc+y1TMlUlKiuKsoUCCz6z6LJvkBIX5ReU5wF2LmWGqTb8u60nB+rrX1hyGbtS5pAXL4hmcz6HMa7ccyFj+7a70ziyPbLM+ICsrsqPYHs6rJ0II88MaB/+rsW8at9OaBqQIQnA45PxPz/oUDoW+P5UKxP38Yzz84um1u7/bVz9lojXo/3m5iTsxSy5lGeL2XYpM0w5GR5ptEz/8ZGXmNIOkLENPqSYHWPP1Rt/izu77dtlfZvsbs2XlUnm7xGpEW372L80E+ziezSzVHc/gYhw7Ze70LgAPyOi8tiLKhCi2ZuRPjtvxFsB/B7A09Da3CeJ6JNEdGE227sBvJ6IHgNwG4DXiGp7pbaMEJHc2Nh491nfX9vcuEibtHK2BeXZZq5dygwz0zyd6Zo4kw4r9zIARMnskL7ccZ8pzWpQpzcdMaVN5JbX/2YK7yuj0O5PceTfINqsPAUAaFS0Z9m/x9aP5w3TENZesxSt59ZdEg6Hry2643nCfJ+or2pEZSJy+Zt67l5y5Y9lR7q4C8pWUJ6IeexSrqTQFxNRLPQFU9kUm2jSEbV+gAvvMzdsU+GZ6KKylJNjtoXltm4nXvfhsGfVhoa7p1n1imc2O7LgGednHEVRNqre5is71r8WgL2gPF+YrdAXDFPLWAnLhcyUsAwAwUYVl72zUTrxRY3/mmTVq4fyxlSeECHEb4UQS4QQPUKIT2fTPiqE+HX281NCiBOEEGuFEOuEEPfM4NFXPKFQ6F3rX7VsdfdZQQDm8AnFXvMvF7XmUp6L0BdMZVBsUstmafLztvalg5Pexi7UxXQpVVieiHIKyxFpGKf870ZyNamfIaLJKe1Vxiz3e+eEqhGVm7pXfqNhy1vqfD7tmrNzKRcVlNmlzMxDpMzUbzBK0v4BKeG0j8U8W0LIXLqVZ5OcsHzaRfUItyaPWbjMb7ZyMVPFasb5wovi4wCuJKK9AH4L4G2zU7Xqh4jU+kj7b7pO/pKT4om5iaMMzDuXMsOUi7kMgTEdt7IVhW7lmSIXBuP0l4WRSMQXvuTa1nfPyo4ZJgsRdftC3g+u+0REkZEeFyVzzmK9oMwu5dK3AdilPN+xmowuh17wLBcuafIhgWfbrVwq04ntrcfqPBcKywAQ9CRx8tdWuZs7G3/JYTCqm6roMamquj6h1L+q69i3AJghQXkeu5QZZjZht7LGZNzKgCYsyyC8+8ZOSJK4jYjmbwBZnnF+3tDQ0PCJ9g1XNfvCS+a6KgzDzDPm0q2cC4Pxtq904d/3D32WiKrLclkiJEtl+WPKBxFRU1PTHWd8d1XQ7aE5E5RrzaXMMOxWnphS3MpAXljOuZUBo7A8ChdcSGLpKQG0n1e/NhAIvG7SlakWZvmtoLlgErEh5gYiUuvblty75KXfJJJ4ZJFhag3/7qUY7txuSu/rX4hI6PmSytiVakOXss+Q9oJoxgI6aMznqEdXwvgQ/VyI0NOfF8p3dybRuTs/AjuyzGOYdV5dFR6fed7T4UN0z4ipPiPPDMC3JKgJy8c3oX07Ye9SgaYBGWhy4KVvaVB+8wPfzwFsLekAq5AydkL7JpgFdx+ADt1yezZNz2sBnAMAQogHicgFIAKgpmecnwgiWh7u2vSeyPq3E1ICkGWQ7IaI5Tu25NU6rqTahDXyFwy+JAvekCgYIBZWIa2kEq8lC0eynRs56bdOT3jS0KKlGOlvsXd4DSx42jLddajDMh0AYpEpRmApEk85tHMJkk77N5rq+vxIq9YD8GpcLjpgmHQWH/D2HJ3e46adoxYAhERIFtEulHk/r3geKWl/njLq5BzLjmHgwLIBc+Y/vxGj6/5kSna6hxAfMjuTh492ApL5+vjG4NshOc3t46dbPmtYHpBdCKXy95QXgoSuQeN1+vyCBFoO59vlsU1u+LNuYyz0wHlYE479AGiftWiQWhpACsCuZWlIGSAjacJyJOzApa8Jy//5m+8fANZYblytZDu6TGURCARev/KiRWvbT/YDYDMRw8xHns50Ybm0q+T81z/zCUvBOUpOeITxQedyx324I3GmKe9IxgOfZHTx96YjaJLzc3jEhBMuKv7glIIMJXtvigmH4S2DUbjgRQyAJiw7kcRm5Sk8nNKms2lU+nAoFcHfY+txvOvf8CKGMz+7lPbe1/9FIvqNEOKgeY/Vz3wffK14UbmhtfN/fBuvCHtbViANQI6mIVwKKJYyvsaq+6IsO4lFXmMtzJ92mh+wtM5UiXNFFOwq5bLupA00DlmmD0WsdYy0y370TFg8sOfrU8Sl7bQvU3GM2VrZUwk3IFuHQFCOtBWdRCh4qBkZ2bpOzqgTGalIp0jKAIr9sWbk4t+RI67Y7hsA5IQMFNm/mKD8TLFzPQEpJQ0lZS0IJF0prW5FSDusz4uUoaKhLABASlt3KlJKGu4R61dhhCxsnccAkHRanws5KeFoy6ApXY070d+5w7qwuAeeyE5TcjTpQ6tnryHtUDKCRtU8wdWuVBvaFGM79axow2Iy6ou7HPVYOtZvSNsXyL8OCwAH2lIIHc0fe3yDG+4R3Tlc4oEz2+n1AZD7dI3zaP63IRrcQDSNoz0q/EPArrYE1DRwzivD+OPPnz2ztdN95v7dY1N/j4kBdDPOQxOTXwbgFQV5cjPOf59nnC8NIpLDrUvuW7T1S4qcEkBSu671gvJ4XjtBuZBCQZlhGKYCuOSqBvzxV8+svvJtLVf96H8PfG+u68PMX4ioua2z9fozblzhSKIfo8I9Lt5EpAGkIFuGb3AhgVT29dmDmbBxnUVYiaA0rFtvFpBcSGBUuAxpVvu1C0Hhoyhcknm/YbLu+7ZkrAdmD0l1lul3jp1imQ4AJ7sfsV23N20dkgfQzkmvsA7DUyzUBgBEaMB23YAo/uJhodvTvL54SIImpbiDNmX1WrW+/AnGlQqvp0K65QO26+QigyIBGikaa9pH0aLHXizESUw4irqOi8W/9tIYdqVbLNcpSNs68O3CYIwIN06U/mu9MwGkLery0cUfxoOZlab0f6aX4cWZf1gWFYobz/WH8EvYdf8/6b7AsLwr04qVDmMf3Evm5/lR4TYsj1/bwnyd6b+7iHwUEfkoOkl7SxcK4BVxQAD3pTYDbmDzF+Pef17zn58AsP9xMxVLRUvmRLQ05Wy4ruv09wPQBGUAoFj5Op6lxEws5s5hGIYpN0SED97YBa9fuSvrmp1fzOJrQDzj/MwQaWx9X2Dxha2BlnVTL6TQpVxIRbqUzUzFpcww1Yz3P9Z9PmedzcsdRRz0hXzogDluc79i7MjuCph/owcajGaG4VD+Fh5vyLuYRZt1SA1luzbY3bVNq2vOI+CLSXAKwvu+0IVH/jzyTSKaR7NJz//Jg6qNpqamW0/7+tpw0t9vEnDsYgG7YP8Gil2cYoZhmEqi5/xmRE6sO8nv918+13UpOzUQ/qJiRWUikhraFty54GVflyVlgue3iVzKk8DKpcwwDFNIf71RYBrzGTXIuK7Tm47oRtq9+c4tHdZGgeuf0zrDXfu0e50nCdQvcuKiK+odazc1/aCsFa8IZrcjyzPOlxci6s6o4Y8vOP792twG7FJmmIqgWIiLYqEx7Cbza9kWnG6VipKJTzCwVEF0LnLhjEsC6rmXN/9xrutSLqgGOrrVhM/ne+niU7u3LDzP2p1bChO5SguxcykXMlmXshWTdSkzDDN3FA5qTYRSMKmY/t7Sl9beANgtmvLlZycZPFPRJvrdlWrD8V/cQN4G97eJSpi5t6qY/wO4FSsqhxqar/OsunRRsO0YANXrUq7W0BcMM13UuP3vq/6A9aQeod32E+1F+7ot0/dH201ph5LWEw/sSzWb0p4Vbaa07e6QKW1naPaNqy99XSMkNXp5Y4tr86zvnGEsICJqaF96b8+Z/09V0tLUBWW9S9lKUJ5hl/JcM9vxlCeirm/+zgvKzAy15lZW08Ar3tqMvS8Mn3Dltc0XlXAYDFMyRBTyB/1f2XJTh0tCil3KsA99wTCVSCxjH6rjr5nVtutkWGs1W6QnLdN/Lh1nmd7vNN8j4jaBbj86dqcp7cnExJPdF4bECNKwTc6p4WlwYcv1i+ua25u+X9aCmRmnIkVlIuqS3cGPdV7wiYkzs0t5RlAcZoEgRyoxuZErPcFDZlGPYaqVmXYrx12ED97Yibo69++IKL9RlcPuqOolEAy90dNx2qL6zuPnuirTgkNfMEztMV1h2U2E9/6/Lvz7b2O3EVHljVZNFtImDyrHHzM9mpqabj79C+savZGpGxhqxaU8U/GU7ZhOPGWGqWbmwq3cffkiRNb5z3O5XGdPqdIVSC30eyvuKYCIqKFtwa/bLvu6RyXtJl6tLmWGqRQcdkOVWYpNcDjms58B1k5oqQTmi1t54VI3tl7qCa3e0PiVWd/5TMEd2aqEiFokT9OXe0762PTCXtS4S5lhZpLZDIFRDreyXQiMmXArl4PFqz3YfJrX/aIrWn5V1oLniPne0a0GXC7XuZ0bWrcueIn2xgi7lBlmYiYS+weF9cAhACg27uAcXUUmH/RJ9hMEViLV5lYmIpzxjeVKsKXux0RUPTGyilED/d6Kq1ldXd1VoRVbVwaXnDpx5gp3KXPoC6bWmcsQGLPFTLuVoyrwmmubkckkXkdES8taeYaZBE1tC36+4IzPOhQnh0pgGKY6KUcYjKuua8GzTwydR0QLZ7a2zHyHiPzB+uB3Tv52j0ct1m+bgPnmUubQF0w1UokhMKbLXLiVpdYQNn9wUbi5pel/p1RpZtYpbl+cZYioKdK+6MsN539elrJGA3YpMwwzVQ4lI2hU+0zp+1LNaFMOGtKeFW1YTPsMadvdISwd6zek7QwJdPfPritHVSV84MYW5RNvk+4nonYhxNR7HhUCO5uqC6/X97LQ6hcfG1l2DpDOAJmM5ihOpkBqVqRJZx8kkzqnoFoQtUWW8+5kSTI5jk2uZCuXsgXpQIkTAgIYC2UAmNv4gQt+bJn/lLq/WaY3SUds93Hb0UtgPWwGyJQGQi/YbmvnvRkasxcNZDlpuw6wd5QCgJJUEA3Yh7xyjjmQdtgPYKsxBVLG/veckQSi9fbPcGp84k4QTfBSTNH9q4BU/PTMO4q5lYshZMJwk1ls8g55sGfjP6w3Gq0HhMVztZQGyLqpioSeN6UlM+bf8A2Dr8dZwYJ58VTg2Mwz44tPhICu0Zghy3B7Eu39+esq6gGCuuV4lwrvkew9YGkAylGdmHZEK0vZMYTkkjp0PiPj4ALtOFwxCcFBGQOBND7wqQ666bP7nyEiVQhRnZ0GIoDb4jmlqanpplM+ta7F36ZdQuxSZhim3MQVwGnxGPbRsTvxSfcFhrQnE4uw0rGjaHleGjPcq4I0jAFRXsPJ2te1Y/utB65QFOXbqVTq72UtfA6Y7/3einIqNzU1/aj90i/6FDePTjIMUz3Mhlt5+Tovjj/T3RIKhd5Z1srPBbmObDn+mBmHiEKOYPv3Fp35OULaZjwjXUIoHLm4eGgZ5oJhGKYCWb/Zj4XLXfIlV7b8YK7rMh04/MXcoSjKCS09zZcsvqqOTyDDMBXLXLiVR+HBmd9eoUaaQ3cQkWtKFa8UaqDfS5UyuO73+y9r2nDera2vuV2Rk9oJk2Na3cZjwGV0dZXyJ9UuDhxgdmuknObjLXQl2zlerJwydiEu9i/aY5nuXGrteDI5MbJ0Uq9lOmD8MRbyeGyZ7bqDsVbbdQCQTNs7vhLJ4vGLUoP2kyB4+otP0ucYK37DEtN4LSyHGrd/LQUAnNHi60shpRYXV6R08RuCM2p//ou5sQAg7ilux5qobsViL7uG7euVkYrfRwab7OMt9XfstEyXQnttt3E7Jhe/SZWtXRshh9lpuN79hCntlPRTprTVvebrMXzEeP7Ugt0qumXHYP67kAfz31vGo5Ux1Kn9P9ygDS1nSEAaAC5+ybPJp58eWCyE2GWqQJWwscUpHnxNeSbtdN6w+1EhxKayFMZY0tLRc3fDGZ85u2XJJUA6o8VTBozxkEt1KeewiIk8ey5lM+V2KdshT2S5LcJMOpWL4Rwrfn7V2AQx+ydoH2baqQzUnlN5Olg5lQHYO5UBa6cyMCmnMmDtVrZ6PtY7lXMUupUBGNzKgNGtDCDvVgYs3coAkFyiGV30bmUAGAikcTSRwqsvfBrbnxhrE0LsN1WgwtnY4hT/eG1LWcpyfHoXt8WTgIhcjY2N2y/7+5mdjoUTz8Ps08UxjQn7e7IC882yUOCRLfKkLRzR25LdprSIPGC53+WS9SPpfYnNlulNivktwhxWoTlynJ0wP6Pn+Jujx3bd9tQC23VNsn1ddiWL95nPcT5YdL3VnC2TIUyDRddbfW96UmLi9nUih6lCxd8Wn24d+zLBouvt3Po5Jpoo0UvmtiFHsbjLALA3ba+1FGODss12XUva/nz9jVZYpndJBy3T7fh7Yq1l+krV2oG8N2PWb5otnnMXwFiPeMEc8ruFsZy9KeP5K7wXAcZz5YR2rf0qdio61X1YIz+Hf/y/3eL+zx36cm/voao1VdVCv7cinMpEVO+sa/hOw6U3lVVQZhiGmU+4XBI+8dEWdfnyyB+JqKpvfuyOqg5cLtc5FFlzVvPii8EuZYapXToetY7hCMBWPLYTm/v6Sw9FfM/A6aa0h6QlJW8/k3i8Mt72sXZsPin02FzXZUrUwORBlUpjY+Nnt7x/Y7tn4cyeOysRh2EYplo44+0Rqu9W36yqqrVSXiXM935vRTwFNDU1faf1xZ+qU/2RspZb7S5lhmFmn3+PrTKl/Uk2jxz/t8l8+zwSNo7mJwvMJCndciKQF9nSgfxIrxTVyqjbrf1vOKyJbZIgRF0ZHLu5Dhs3OBcEg8HXTnAolQt3ZKsCIpJ8ka4fLT7rC0TZgV2TS1kvKNu5lAsF5YniKAOz6lKuBoq5lCeimEuZYQrx907/ja2pokpTjwW7y2t+O3ZvyPjwPlCwPBrOP/On6nX3knC+LPUZbZKx5he0+1Ys++wfHJThTBJOPjkIf72IvPKalrdNufJzBWHev5Jbiaiquj7cGn51z1tD0kQuTGB6LuVCatGlzDC1xvEO63HOJ5OLSi7DavLPF2B02zqF8TWwTjpkWG5XjG/cWznn/5XKv10fz073dpHrAexOtuHxdA9GFQ9e/p02Z7ix/mdEVJ0OlBro9855zRwOx2nuzg0vCqx/GdilzDDVyUSvHk+FTH+77bqxxOQmA7AL6dKfmLpQM5e8/z3N1NAgbiKi6jwApipwu92X1y0+O+QK2P8W5wPVEPqCYZiZx05YzlEoLAOAM0l443tb8d9HYp+Z8QqWGUJ5nFOV7J6qNIhICoVCtx93y/KArMzseWOXMsNUHgdku2mcgROEOdwiAOzKlCd0gh3t0qGJM80h7au8OP71DQsjkcj75roujDVzKioTEQUbO74XefGXVCWlVaVcgvJUXMq29ZxEm2znUp4K8ymeMlMeJopN6YwWj8umJCd2RNgR80/dQRTotReBQ3u6p1zuTFHpbmW/X8GbXh92btrY9J0JDqUyYXdUxUNEsru+7Wudx71nfHI+dikzTG0zGyEwrNzKpYbAmK5b2Y6cW7mQ4KB2f1u22IOWDsn70tc1vWPCwpiaxu12X77y0mXdkZWeCWPFAlN3KVsJytNxKVczU42nzMx/AjRadH27bK/FFEPvvp0r5pNbeZjc2PreMDkDeD8RTc5ZVgnUQL93TkVlRVHOCS47sc3dtHguqzHOZNyWdqEv7ODQFwzDTIReWM5hJyxffFEEI6Ox84mo6kZz2B1V+fh8viuCyy+sd/pn1h3BMAxTSUzVrfz661rx9H/in66q+Q4IgCyV54+ZECKS/XX+G5Z8qLH0EdEKgUNfMAwzk9gJ8TlhOe7x4bR3NPsikcj7Z7lq06YW+r1zFpeEiCjStuCbwbM+VvbJ+eaDS5lhqg0pQxM6qSdLpr8dUmiv5bqxhB9ux3DJZSXTDqiy2QHVnwgj5DC/zv7vsVVY7zY+xP5JXoFT0sZXk/7bJGF1r3GQ6Ug4hfCR/O016QBU3a5TDkDJLicCMhyD5huNFE0h47G/RSsK4c1vjKg/vMX9XQAvss3IMJOEiJRQ66Ivt575fmRc2jVIaQHhUUHRJOB0AJn8NU+xRN6drBMXJpx8TzILEcJl3ibjLF2wSLvMzwfbz73PNv+XWj5qmb6uNw1YGFgWPm7//HFwMeG1uMly3Xu7T7DdDgBeiHfarjuaCMPrGrBdPzjQDru52eWhBgw2HbDd1jla3PDhOxpE3G3/lgplJCScxWeGl9ITPQRPrK9MNOgvJ4tfI0mL50A9zpHi29uYbcexM+lWOtF66+9OTsjYte5xy3U05gf8/bZl1vmsnV3ReJ0pbXAsgvWhf1rm90pRw3Jfuh6HUsa5V57CYlzpuNuQtsPnRWvcuO0zTRl09+evoUNNKTT25u81o2GC52j+GkmGHVD3ZR2iXhWZ/aOQ/9kHrKgHALQ9AexbRYi5MmjsVZBWgFM8ddigkmfLSaHrAHze8qAqkErupM43fD7fK5a+bGF7XauLXcoMU8MckANoSQ9arjtBPIW/kfnt2F2ZZnRJBye1n+Mdj+HvCfP8dk8mF2GlusOQ1i4dwt6M2ad0MBNGc0HYtxfQjAXI18UpkohT3hjVSYewW+TLald6sTeVf8s+JeSi4XniUOBEChe5HsCvYqeOp5/wuhDu//LBa4noc0II6xPIzAlzNrTscDgujKw8vcXVYP9KCsMwTK0xGbfyi84PIxaLnU1ELbNayenC7qiKpq6u7jXBdZcGHf4GAJqgDEATlBmGYRhLPnxuA/57MH5DVbmVmVmBiBSvz3v9qve3Tz0OHcMwzDxmIrdyzOXFmde1+hoaGj4yy1WbHjXQ750TpzIRSfWdi7/jPv+DSkYSyDgF5CQh49HcKGkXGRzC487lEih0KSWdZvuIkM3l2blcLMK+4GiLObba8Ib7bev08ciXLNMveCoB7LPextdv/zy6vysNwPr1ofs6vVjl2mm57leJk9Hj2WG5DgD2xdvgkscs10WTvqKu0JFoBOS1HzCioQbEAvbOFnXUjzF/ccGCMsV/SFJm4ue0icqQS4zlWQwhFbcsScnicY8nIiOJoq4tZ1RF0mXvHHPEFaQU69HBlJKGM2rvhkg601Dj9udZyhCiAevX15xRJw53Wrv5lTEPEg3W6zIJN0i2Pp6RsRBE2uY7s7keJEfUlDYw2gC/x3x93hM/HV2enYa07ViI050PG9J2tAGbR/cb0vYFE1i6L1+3uAvwD+Svv7QCOIe1e1HGIUE9onMDSgQMxCENJYA67fsIbksh1u5Cx4iC4VD2rY4M8L5XNKpf+YnrewDOsTzgCoXdUZUJEamh1p4b205+j33bW+hSzlHBDzsMwzDT5qmj425lPXJKa9N9l0ew4p7D0rKG8PsBVP7Efbk4j8yM4/f7X73glV1taAxhRGDcqewj8zMpALiQGI89OgL3eHpMOA35gjRscD17ydyPiwuHyRltFSs1BRkuyfwMv1TebVnHXlGPZ0WbKX1X0pwGAOer1qEgAeCB9HqMwH7unh/LJ1mmX4y/Y116p+12/5CXoEux7mwPZPxFHeA98j60OQ/brgeAoSJ17hXme4UeH6z73HriRepXCqU44ifKo9i+C6VxRNhPPJcjSCO26yLSAPampx7J76AIIyIN2K4fFF64yP6NKxcl0JcJ2q4PSsMYyNi/1dUt77dM7xd16IZ9TOZRyYEn0G25TkEKfWnz9TOQ8eORwU32dXVaTyS959AaU9rD2ArFbda0Tmu815R2MBPGC/EuQ9qDALa4/5VPEECY8uU10VGMIh9Capm60/R7GxD58zqQ1j4/nFyJzeqTiENBZ6ofb1B+jV/ieMSEE8+LFmx8TRy/u7H/jUR0vRDCXlyqMOZ7v3dOeoAul+vFrlWnh50R+9c9GYZhmIm5+LQwUqnE6UTUPtd1Yaqfurq619dvenlA9Wkdzqm6lKs+9AXDMGXF47Se7O7f/cdYpo9mzGJNo0U81h8lzOOp+53mbXeGjINkh5qMQkm0vsCU0pYX8qRWr6m8tie08oaC+fuFmiB8+JwGPHlo7FNV4VYmAslSWf4Ye4hIdQfc1y+7bllJ14QLU58Ym2EYZj6jOCR4rznH19jY+LG5rguTZ9afAohIcje0f7Pl3A9Qzh2ci6mcc19WikvZirK6lG2Y2KXMMMxc8se4eQKSh72tE243HDTek+L+/G89GS5wIwSzbpSh/L3CtTcGAPBn7xEZCYjXAe97dYO6YVXz90upe0VQA7PgViNE5FB8kc+0nvgudilbMFE8ZTumG0+5GIMDPJbEMLPKU0ctk3MvVLleEsGGFqd05XHh6no9l5kx6urqXtf96q5Gd0Rz7U3kUtYzkUtZj51LuRA7l7IVxVzKVti5lBmGqQ7uP7R1ytseEca5E7yIGZYLHeP6e1hQzn9+OLkSALBbCQHQ3kgAtLkVnkYn3nXN86Cg87VEZJxooVKpgX7vrPcCvV7vyzzrzql3hLjRYRimNGxDXBRDsh6AySSsX1UbjoYs03dFuye/7yzb24q/MlYuLjg5BIjkyUTUNXHuCoDdURVJMBh8S/jYV/tVj9ZZ5FjKDDO/8Ry1b1u7/mN+XXacYev2EgCGRpps15WD2XQr65mMW/mD5zTg6UNjHyOiym+k5nlHd64hIoer3vnpVe9cXlJ+dikzzPxhJ8rfHm4KPGK7biBubUToaLSeeDc1Zp5A144Fzl2mtAfHNpS8fTmRFQnet53nbWpq+uScVGCy1EC/d1ZrRkSyWt90U9M575s3LuVK4r5O8wNvjl8lTi667b44i/yMRtxT/IE26SzulvcMOm3XNezusF3nOGy/rhh28ZZnmkpyK8f8wAevalDXrWj+QUmVZ5gCiMgleUKfaDn+HTRdlzKHvmAYxopyhMCYTfQhMAxM4FZWXxzG8Z0u6aXHhCr79dwacE/NNcFg8M3dV3XVO+sndikXCsqTcSlXOhPFU54KOfeiHf+Ql9iuKxYjF9DiKU+HieIpM/OHnemJ+352rMJO23UR2bqdmQ2qwq38ph1ASL2KiGZ2JJspiVkVlb1e7yt9my6sdwSbZ3O3MwqHvmAYZlYYKi72n318PVQ5dTwR9cxSjaYHd2Qrivr6+rdFjn+tX3FrD4PsUmYYplKpBrfy+8+OYPvh2IeJaOKZsph5CRG51LD6P6uuXTXj++LQFwzDzFcKhWUA2C53wXftha7m5ubr56pek2Ke93tnTVQmIkWtb/pi09nvBbuUGYaZLJUYAqMUt7JVCIwpuZV12LmVP3R1g7pmedMPLStbSbA7qqIgIo/s8n+g8aRr+YQyDMOUwgRuZeniME7rcUs+n++KWazV5OG2eMYINYfeseCqbr8zoD3X1apLmWFqmWoNgWHlVi41BEa53cqF9KW1ga13vn47KOJ4BRFN3S4+G9RAv3cKKs3U8Pv9V/uPuzSo1jUAbHxiGIaZPEMJoM7sPMlxxrFB3PCDvs1EtEQI8cws1oypYsLh8DvrT7umXvJ4QVEBIQFCyj64ZDvDhoHejIDwaOmUNA6QCLVgsFaa+AFI2DwkUcH4cEa1zjfYEjOltV1wPaxfqAc+MvI7wGKcODIkQ3vyM3Prsn/alAZ84Pvr0GbzfP/tlwZxKv5tu+1dyRPQqJpdlwDw/NgCqJL9GwrD8Xo4vfavR8aHGpH2Dtiudww0IOUwn7scSsKFkXr77QFAjduHOwIAOakWXQ8AjnjxPKUYANRo8essFjCbDYzr06B08TLUuH09hAxIVfps6zmq4EjnqOW6xueW4tB6+9fWZdn6oEdjQdt1kpRGvN/saHx44EUgn/X1XOc9bJne5dlpWL4tuRWnOx82pPW6A6gXI4a0na3Apv78TWCkK4HmI/kuUdQHhPdp10Oiww1Hbzxf/25//s2hg5o42HEQOHyiHwmXQF2ftp2QCG+9bgHufuv2bxHRrUKIuYnVVQyiku7RzOQhIndkSeRjq99qLYowDMMwpbNbCaEz1Y+L8Xf8EscDALZLXfC+fYWr+SM/vQHAq+a2hrXNrIjKRKQG2xd8zn/pNYi7tAcxR1xFyqXLo3uYV+MykF2XczPbkVYFAKFbLt5xMG5rzpt0mZ/5Dizcabn9mpW325Z9w+BdgEU/cdVd9h3EzP4R+3WbG9HxjH2H5v4TU+iOWY9c3+44Fk0WrwrmeGJsGRxS3Hb9aMoPVS7SsY3VQ1HNr13lSA41QqhFOq4jQaSV4r0xOaVCSBN8t5nibxg6xmxi4+mYcB8lkJGLlxH3xCGl7b/LpDMJ55i9cAgAaaBoGVJaQkq1D5ciZYp30pOuFJxR+45+Ws0U7YC7hh0YbLK+Huv6GnGk8znLdTQahCgigoi0Yvs9k2pzDcspLAk/ZrnqAvefLNMbM9ZvJhySrEdz+wtGZO/1LEYH8p3gbYuBDYMDBTsBluzMf8+pMKFur3b/yXhkSP2635xLAbLhCDCWhgg64DycxFiLCu8QIZY1XhMBH7+iQXlPVLoFwLGWla0UKni0tZYgIl9DW9e7w6e8Za6rwjAMM69oCDlwzgl1zj294jUAvjPX9WFmj8aOhvetem2bqyOgPQuPCq0Pog81oUB7To/BYXAm6xkpiCvuogRGhDHNR9Hx8nPEYO5HpIRicghauaYBoIOsB3L+klxrmd6t7MdS9QXLdW/Z9axlOgC86aY7bdfJn/6q7brL1PsRtTjGHE9Rx/j5LWRA+KGQfR/JRfGiMZGDZN9fB4CYcEw44WJfJogR2MeML1a/yVCKq91F9hoAAHRS74Rl7BeRousHhK/oep8URUoUl6WK1TMFGT6LEDCGPMJeJwjSsGVoGP2+7cLEAMDeTCM2yPZeniic8Ajr+q/CTvwscbrttkeTQcv0oPMIPLL17xcAPiLuMCc2A8v3WpznYe2tVxMvAA91F6Q5HsK30hcYkh5LLEOTYrxnHIT5fK6U8/cIL8Ug636jjXQUo1kBsE06hMHsNbNfRLA9sWA83znOB7EFT+DO+EnoUvfh1Nckce9XpcuI6MNCCOuYPZXAPO/3zkr4i0Ag8EbvqZcFFL/9bNEMwzDM9DltfQBBLzYQ0Yq5rostOXdUOf6YaRGJRN4TOv3t9Q7JC9Xm2bTQpZxjJl3KhUzGpVyMj4z8blL5GYZhEk3FHfkA0PBXTbwZimTj0WcAJQFce2Ur2hvpJiKa2LY/F8hSef6YcYjISw5x3YZrFs91VRiGYeY1JBE2f3yxq6Wl5XNzXRdbaqDfO+NPAUTkJH/9p4MXvBVyUhvhKXzV0eRSLhHNpcwwDMPo+firIsqqxU23zHU9mMqGiOokp+/a0ElvnOuqMAxToTT++wTbdel0kTeaiqyzQ4xYuwOHRhss063mO7Ca6+AomV1yj4SMbxgdDBvfVDzSVqSPUSQMVSHhgIoXnRJw1tXVvb7kjWaLGojzOBe0L2/55KprOrw+rzbwWsylPF2snMZ2LmWGYZj5SNeL2uFtdlxARN1zXZdKgIjOIaLtRLSDiN5vsf5dRPQUET1ORH8goq7p7nPGReVgMHiN78xX+GVfcNLbThT6opDJhL6wYjKhL4pxw+Bd06oHw9QyNBqc0nYiae8keuaI9et6d46dYpluF+bCLixGiMzpe2DsBP8rEDTXq9v4etxQe/6hPxMq6BToOm00oG3nPqCFjXFl+xT/n737jpPkKO/H/6nunhw3572cpTvplLNAAWEwIgiBwYAxNrYx/hqDDdg/fzFfbByItjHGZAeRhIxNEgJJoABKd8q6nG9vb/Pu7E6e6e76/TG7O6G7q2d3J+zOPO/Xa19301XTXZO7qqueJ+UFsj6Gay8MoiPEdjPGdps2eDWg2VF119HR8cHWW94fdjDPqp6lvFR9r156IuhcPGVzdvGUrXz5TWHhMX+ctR6sI6SW2s76ano8V+twTY9XCSuZrfzet/Sit51/ljFGI3sNjjEWyOrZ91z8e5vLqm82ALzALPRFJVUq9IXIckNfEEKq41C/eXh/qwigV5w2bnu3bPzsjqnmF38LHdA2FN3WSkKKFCb0CxWEmdnmzIfNuC99FQDg1a5HcSaby88wiyAu+ZsNvp6ens/YNqJeatTvZYzJAD4P4JUAdgL4DZPVy88CuJRzvhvAPQBWPMu7qj1yxpgH/paPhn7tD1mjzVIWxVO2spJ4yiK/uNY698e3neKwqi8ltwvL42pAWE4IWZ0++vZ2Zcemrv+sdztM0eyoumOMSVx2/V74qnfWuym2KPQFIWQtawkquPFSv1NRlNvq3ZYi9Ftccesv6//Mnveuc/u9zTNLeb1yvuL7tIunLHKQDVS6OYSQVW7gtj4E+ty3MsbKu6JXS7X9rb0cwHHO+UnOeQbAtwHcXliBc/4LzvnCD8gTAPpX+hCrOqgcDof/MHDr2/yylwYmCWk0XF7+hZ22s5uWf2CpMifj9WA2W1nEMFvZhNVs5St3BtDfIe9ijC19aglpeJIkvTx44W2rPpYyIaT+KARGTtFsZYsQGFazld/26524ck/LF03vVDcV6uTS9zmAXOLbZCz59j2/s4JzXEJIVdglP+yWpsT3t7kY9Iy2VVieYNarXd7g/LllWYsjYr1PzTrZ41+zO4XtqZdKzFZeUDhbeVCaxFV/u3V1z1aujT4AQwW3z81vs/IuACuedVO1QWXGGGP+8IcCt75rWbOURaEvzGYpU+gLQhpHo4bAMG2XIASGgUkIDJH/c3tI2b2t5+9sK9YazY6qu+7evg/7r/rt8pcHEUIIWbYLt/qQSqd7GGP2JwZkTdp4Y9+Htr+1z+lz5waf7GYpryT0xUpnKVPoC0KaVz1DYFTCQgiMQi/qG9FxUzscIXYjY8z86nS9VLbf284Y21/w9+5lN4ux3wRwKYBPrvQhVnM9zGWebXvDir8FyFbxKIQQsoY8Ewpj72yk7Pp6qxPStHgA2TOSRbLHAXciN1M55QUAhpv2hvD+fxu9kTHm4ZwnV9TwiqIB4XpijLW0bbjgGs/WS6FyHao7f5G3+IKucZuU5YArfz26NDRF0ezmeaWzkrnJ5WxmcSLLNA6mGfd56GUvmdZ/xwXm11DeNGnduXVlGVJO8wa0Tyt4937zMFKRkIYTFvv8yYD4fPah7CXCWTOnU4NwStaf+4l4r3D/2URYuKpDjrZBc4hPziRVPMtUVh1QbfbhjtnH6k15xd9vkmb/XZE0TkI1KJ3YUEq2mWeR8WpFkyEMXOIJEQAsVwUUqtcs/razPpzfPmlZHjqyF5ENh0zLVHjg8EZMy3RdRjbWZixQsnCHRiyP95beNwnbW6oje6thm4ziz3WaORDSi1+El1o86Evlfx5n+lWsm8q/FxKbgd6hfHcpOeiGe2z+fd/hAUvnP2fTO92546oAlzhirRzOVO71ZDrwG69sY5dcEPwhgCuX9OCqhWFVZ5Nfa9Iz6nsufMcG+4qEENLEDmgbsEvOzzzWIEMuuODmQwpx5H5PQyyGWZ47ydvmPIUjmeLv2Fe7HsWP0tdhnWMYg9Ik9vzOBv/M/4u+DcA/V/+RlKui/d5JzvmlgvJhAIUxgPrntxW3iLGbAfx/AG7gnKdX2qiqzVTu6ev7U9dNb6eEFIQQUieyzHDHDa1uj8fzhnq3hawewWDwt1quf7ubMRpMIISQWrnj1g488VzkMraKvny5zCry1+wYY9u8PY5woM96OTohhJDqGvjNbuYL+t5X73bU0T4AWxhjGxhjTgBvBvCDwgqMsYsBfBHAazjn45U4aFUGfRlj3vC6Ta8KXH4FVE2F6lDhSDstZ6NIGkO64DdYUa1X5OqSccaSpBtPZiSt/PHyaIsxSd70ZvNZUADwynV3m25/z+wTSFs8oxftU6D1ekzL5JkMpE0h07LIdrdlOwDg5xfoAMyfr+8zcZK+w8ktwvJykvTFM0FIgtlQ6VhbLpicgO6wmaWUdUJTbGZU6RJUpzjWEdOrGkJ8EbdaO1LAri0ZdxrOlDjTeDmPx64tC6FpzCT9aXhnxe8/kdBYALNdUcvytrObMD1w2rKcxdqgu+LW5W7r5JY399xrWfa3p5403d7xhXOm27Oz5hfvHG81ywMwje9fZ9x6SCmeVXhfOISLM/lwR2M7VVx+Mv9aTGyW0X4m/12ndbkhJfLvb92df+3TLfn7Jf284P8A0xnefnOQ3ftU5JMA7jJ9IPVAs6Pqyhlo+7PQlb+5+NtpPkuZEEJIJbUEFWzZ4JY2r3e/HsB/17s9pHJ2vn7TXTvf0iWpkKFyD2I817H1s4RpLFYFGvwwX0CWghNhKX/+7GfF9VLcGOYiwo19NjdLQ2HGZe4X4LTpcV/CehzjxtCbzyYvMK0PAFtcJzGphw3b3xt5AtMW3ciEA/jLj7zScp/H/dYrXKKSG1FY900O6esAQcqXGDfviy+wi6tbGoaklNlrY2yD13Y/qkXfvlCfJB4LmuV+2/1EdPu+/kHYz75vlyLCcgWabUziFLN/7kT7SHEnepn49QMDpmH9mPvlcZzWemzbYeUZbSv2ykctyxPMtTgDt9T1rqfxWNo8zEyHYxJpbj0u8Omo9c/Jto9bJ9K8veW46XY9ZN7G+zYWL7J5LX6AT72m21Dv7uivGbb1u4onyz6m7cF1zmeKtikFq4tCSOA8b5vfruGEOggAcEsZXOV4HmkoOMu7AADbnCcxqbVgQgphS1cUXXv9fYyx3ZzzF0wfSK3VsN/LOVcZY+8F8FPkBgm/xjk/wBj7GID9nPMfIBfuwg/gu/PXuM9yzl+zkuNWZZTN6/XeGXr5GzxMqs0gHiGEEHMbe90I+dHJGFtf77YUotlR9cEYu8g9cEGHI1he3DND6IsClQp9YcUs7AWw9NAXhJDVKTW7/M57OTSTbs6sZJxJOuwuHmg601Z8Qf78QPHAXKorH0qFu/KDNq0H8wmG2PxFu4w79z228N339ld1gjF5dSTsW+joVuKviTHGHBNHpvdu/fXqvp8JIYTY2/67vc7u3u7317sdhWrZ7+Wc38s538o538Q5//j8to/MDyiDc34z57yLc37R/N+KBpSBKg0qB1rbPyTfcufio3ak7a88LRDNUiaEELJ0b3tNi7R+sPMD9W4Hqb+e/sE/9V37LmU1zVK2iqdcKXbxlK20T1sv5oqExDNuRB7KXiIsP50aFJbbxVMmhKxe118SwuET0babrm6xnyJYA3SBd+XCG4JvWH9LpyQ7y+vD2s3YJIQQsnzrb+sBvNk3MsbEy75JxVR8UJkxtknqHlzv6B6AnBUnRQHKS8CyoFahL0SsQl8QQta2iT/oN93uCJn/HmW/Yb5kyMwO1bj06FnnQNHtpzYWdzIm1xV/t+nefGdFSuVH4Vwz+ft5YsX3SQQ5VA/DGy9phYOl3sUYWx3LR2h2VF0wxlwp7nxdePcr6t0UQsgq1Hu4fdn3zSbClmUOv82SZBPfPP+dJdWfcPxsyceoFKvZymYkieHVL29DW6v7b6rdLlIbLYOBf9r7rvWLoQ8KQ18sVQrFE7GWG/rCiij0xVJtcZ1c8n0IIZX3gUD9Uuf86Q9GDdvuDBjDUJ5LG0PrPJrZW3RbLRmaLAxnskk5u/j/x7O5MCGDbGxxW7s8g+PqAKYRQLdjDlvf0OtxOBy3l/kwqqsJ+r0VH2Do7Oz8I3bbby4GYlmLs5RF8ZStvGf2Ccuyi/ZZz3aSZ6xjKpUXT7l+4plgXY9PCCmPxyXj+r1ejyRJN9W7LQtodlTtuVyu1/kufb1XZrkLvnazlCn0BSGk2hohBIYVqxAYv3lbB86PJt9ju4NqY8j1BCvx16QYY13ZTKaj8wLz3DilajVL2c3M84EslSiespX3Rqz7xAmbj41dPGWRQ/o6YflK4ykTQtaO7e8cZN1b2lfNxdtG7/dW9DSAMSZrivNtvmutg+8TQtaOREg848ZOaEw8e6J1aP2y981TfsuyB0aMCQIW/MUGcQLLlbr90crtq3S2ciGr2cpmVA/DW2/vwKYN3X9VscaRNSfcPfBXbde/o97NIISQhrOU2cqDPW44HUx52+u6rqp2u0Q4KtPJXc0d3Wrr393zoV1vE5ysEUJIma52PW9Z5lrmhaIj/591yLTvz5glnQekWfPfsNtOWl8wqpfC2coAFmcr79imw9GKjYyxAYu7kgqq6KCyJEm3OK+8NSw53ZCzDttZyoWhL+xmKVPoC0JIta22EBilCkNgWDELgQEAV/f54HfErmKMtdrupNpodlTNMcYGuL9zo6d7a72bQgghTe8tt3diLi5/st7tIMvHGGNZnnnP7rf0lxX6wm6WMoW+IIQsV7OGwCjULs8U3d752wNy/7auP7Vodu00Qb/XOi7DMnT39HzQddtbVvHDJYSQtWVyHUP7GfNQAFJKh+7OfeW6ZjSkW6wHnTWvhDtva5VOjuAdAD5bjbaWa2F2FKmdtvaO9wRe9k5n1p1bwq1kZcAB6HJ+xnvhRVm2hHwHZuSsBCD/vuWy+XtYSRlPGTJe84736b3Pmm6/etP/4oi6wbTsHfwBnAmZn5ZsiHBkLc6CEk6OWW/WtKwrIkMRPD8f7LsBML8rRrLdlvcDgEg2LCyPplsgSeKBiXS8RZj9UIq1gtvsg+kysh5xPFCeFi9F9kVakHVZh/gCAF22XwruSoiXLAPl5efIvSfFNIc4rJhq8d4spGStv4fTgfLaYfa5KCpPix+vVfiYBaLv397D7ZhcHzUt6zx0Eab6hyzvq0fbsHnrj80LQ8CJyE7TIlV14+2DSwt96DKZbDLn+in+9F2dpvX3f8J40XjCXfwFEHEqCGfyYS7OtOnYNJ5/Pcd7NXSfzd/OtDmgJAveM14ZWV/utfPOAdHWXBvdidzz7YrmbusOhtdf0YrPfvXcNddcGpJ/tX+2PpnbFuI8kmWRndKV7XsCLnfIiZT4I0cIIaRKBtkYzvKuxdvH1QFsVoZw7RtV7P9E9ncZY3/COa9b3Nhm6PdWbACYMdau+0KXOTdfWKldEkIIqaA7f60D4aCr/ldsSU0xxiQ43L8buuL19W4KIYQQAG6XhGsuCWLjgOcD9WwHl1hF/prRwK7+v9vzzo31bgYhhBATLr+C7qvDHkmSrq93WxpdxWYqh0Kh3w69+q0+XdIh6RJ0WUPaW7xsh0v5CwRMX9l4tpI1Rvp3JVzQS2bf6JL5RYnZTvNg/MnBQzA7Nbq260HEdGNiDwC4gz2Kk0HzzAM7plUcuth8AoIry2D1Epxu5bCc6gTgcc+gZRkAPJa+WFg+lu4Slqc08cygVNY6kcKCdDIIyNaPIVfJB91lMxvKbh9AWWkvNEcZ+1HMX+NCDpvZWWWZ/5yIqA5VWJ7bjf3nyOozsHAMuzA1sdYkPFHz8A/5dlh3KIKTfsy1W4eaaR1aj0incdkMAEhpN1TvnOV9eawF7razpmWPTl+HT7V8yrTsyfXAbX94yrRMBfC3X5u0PKbBfzyFP7ujOGnlrV8CRj9tjFO1G2fxq57iz86Ew4uNifzzc2hAx4Wnir9PIn0M/un559gjQS/52sgUvCW5BMgqgzz/9nHMh8VSkhwDUHDhFqWLMXYx59x82mct0OyompIk6Yaei18WkN0+6KDpVIQQshq89bWd+Kt/Gnk/gE/Uuy1kaRhjvo4L2q4dvKETkfmQFwo0uFkaKmSk4IQfScv7qyhe0aBAgxvFKztULlvWB4BzmnlfrnQJOAD0sUnMwJiLZIoHDcddMKmHTcNczOpBzOrmydr7lFH8e+tu07LS2KelPj/xTsAibOz7O74svO+Lunhw36oPvyAsRRdDl1jWYdGi18SMXYiTSR4WlgO5JIsKxH1Au+cSANIQ9+8AoF2K2NYpDctipo1Z99UWzHLx2IEbGYzqbbb7cTPrFVBHudc09MxSdEtTSworU+qgvh5bJfO+KQC4kEEc1mMJl7texBnNOoHtY3NXWpa9SXkfnn/u88aC29fh1/dbJ/359T97lel2Lzd+IP8dXtMEuC08hjQr7r/+VuB/8P3UjUXb4roXW53FffCTeh82SsOLt1VIOM/bi+qcUfOhM+T5z8dT2V3Y7jgNAAizGCLcj3Z5BinuwqjeBpeUxd53DWL22fTfA7B+4qqtCfq9FZmpzBhjbo/nD7I3vq6xny1CCFnj3vqGkDzQ31P32co0O6p2uvsH/0K75l2LvYKF5fnVDX1hz26JPyGE1NuJzuJBotHB4tuqx/57LOXNXcxLB3LfrVKWg+nAZYN+xGLJrne/uac+011Z7kJ0Jf6aTagz9LbNdw7IjM5DCCFk1Rq4qhUZNXMxYyxUz3Y0er+3UqcBe/t3X9ImB1vKmjlJCCGkPl52TRiylH01Y6wCU+7JascYC2my+0rflstNE97WglU8ZTPLiads5R38AcuyDRHrNiWc1mVdEfEspQ/23SAsJ4SQQne+qgNzcfbpeh2fBpWXx9vq/f92vcO4Io0QQsjqwRjDzrd1O/1+/2/Wuy2NrCKnAT09PR+I3fb2xXUCZqEtahH6ghBCVovuDxxf9n1f3CAO1SKVrIpzpvL/X8jPpc2HyMjODx2rntzVzdZxhtffEgi4XK7XLbuBK0Wzo2omEAi8vefmd/gYW71Xtwkha0fbuYFl33dT+GDF2pG2CLv1qa+Om26/9IPnDNs6UsYl5hHnyiIDOuL5/k5g2v57945XtuPg8fivMfqSXjMYY1vcg0pfx4ADMeTCBS6EPTALU1HKLPRFpZiFviCEkOVIMPPxNRnl57y73f2QYdvRjHly7UK9rDgU5TolHx5DKwgfezi7fvH/YZYLJ+lmubAdZ/RuKNCx+22DCK33fKzsRldaE/R7V9w0xpgHsnKrtvuaVTdLeTnxlM1c2/Wg5THuYNbxaXZMW8dDysVTXp6VxlMmhDS3N70uxLo6Wz9czzY0+o/rauELtf4fXPYbiz84FPqCEEKWppohMLodDqzvU5xvvb3z5go1t3wM4DKryF8z6dva++Edv71R+KBF8ZSXainxlM30MfM8IVPcPC4ykIunbMYqljKQi6e8XJ+feOey70sIISKBbjeCG10tjLEL6tWGRu/3rrhpbrf7jotuf3OAKfZXZgkhZKmUhPUJLACkpqwvsvzpjHXo4Ps+b32V9C9+u92yzMwn75kru+41I3HDtpNeY/KUUrHWyoUu2LjOg+5O1ybGmPgKFVnTGGMB2ePvcrR017sphBBCLNx0dQsSKel3an1cjsbv6FYaY0zJqNk3brp9+TP2CSGN7agu7l75kBKWr5NHLMuuDj6xrDb98NLrrMs++eNl7bOUi4tX2oqc1PvsK63AnncNsO7u7j+u6kGa2IpPA1pbW9934ro7nAuzlCn0BSGE5KzWEBihEeDtt7t87e3t7152A1eCZkfVhCRJN/RfdivFziaEkFXsZVeGcH5cvane7SD2JEm6qe+VHQG/S6PQF4SQhtcoITC2vLIbvCX1W4yx2s+EbYJ+74oChzHGPAMbN6/n3YOLgxiEEEJWv5tuCOATX468GcBf1vrYC7OjSHV1d3ffMbnzeofHn0LSH1u8wKsp+QsWSsb8ZNE3W7xCoPSCsGQSJkNRZWhOraSe8YVWHRrSXuMxJYsYqed2HgDTjeeA/YOPYyjda3qfG31P4JfYalq2kw9h2mIxQliznj1ywNELhC2L8V8zbwBi1uVZzWldCEC3+VCkU/aJq3kyYFvHjh6csK3jG9pmW0dz2M9YiYfsB0GyLvuVHMHJFts6SX/ato6iivsaks5sE16qDm0xzIwZzaHbholR3eKTatVtH0LG6vO0IOuyPkZg0ofZrqhlectIH6b7zpqWHTt+G3iL9SwrAHA6E4Zt3xi+Bx/Y+HrL+4ymjY/XKq7yx788Ybri6JIPDGH4I+uKtnXP6pjxGZ+Lnmnjaxgu2JbxAkomX5YJSIsXcgEgPR/uojASX8bN0fZgBACgzaYhA5B2tWJLlxvxRLKNMebknBfstfrot3hp+rb3/e7GXzf/3SGEELI6yQ4J3ZcFlbFDkYsAPF3LYzdDv3elD+/adde83KRrSAghZDVrb3XA75O7GGMrH4Uiq1IGjttcF1xZ72YQQgixcdlFfrz8mvBra3rQJkgeVGnpdPplfdeVH8+YEELI6rDxli60tLS8pt7taEQrmqnc3d39hqHd17i5LzebQXXNz/ApvCxfMLvJkfQV3V9WjaEsCulS8YwnR9oNTSle8+1KepD22s8+WRALm8+KSfcfNd2+s/0ZTGvmM2Cuc+/HIZhfrV6nT+LpdvNZSZpNgucT6LEsO5DdDAjmMJxL28ejSWkeYbndbKpyZDJeMNk6USEA8IyneJqHGdUJriw/Pk+hcibTq5r9igjJZMZcqZWGeQEA3ZWGrIo/orqsQSqjzSJZV8Y2yWasVbUNMyOaFeWJuZH0W88ADI93I9pqnkATAOS5NmQ9xljECzKjWyG1m8+aet/EX+Kvuz5pWvbdL2zH2/7OmBEeAD72UT/+93MnTcvcJi/Lrx6N4BXvNi7l2fyVKRz/nbaibdeMxDEeNM5223y+eMcZJ0fraPFrky0JZhAv2Y8jk38dQiO5d708NP/cpea/U4NOtI0AN10m+Q8fla4HUJlgWkvQTJ3QemCM9fbvuS4kucTf94QQQurv+itD+Nb3o+8CcHe920LMMcZ61r2sL6y6fRjVc30lN8tAhVIU1sLN0ouhMSYL+pCl4SncyJTcz9gnUrlsCJExycPwS8Wz/WO6t+hYC/Yox0wfyyz3WYbeiMFj2P8Cq+0x3YuYbj3P7Fh6I56FeY6sVmUGu0PPW973ZudTlmUAMMQ7EGbWKyti3IuwZF3eLkWE+wfsY+AC5YU/eTpj30+/3lWZSZSjepttHYXZh19pZxHbOmPcfrWQWzSAsVDH5DOwVDHuhZ+Zv08LiV4vP0uUF86GW/fTT+p9tu0QHSMsRXHEIkTEJu9xtCnmY1q/e/3l+OyBfaZl33rF9XjL/zxgWvaj//c/SH/wXyzbE1XNcxz1u4YN29pMQvEMOoYN3xGTWhjrlfOLt8d5C9pYcZ6iLjaDM3o+N0yXPIkz2YXxNyd2OXOhJlPciSu0fNjJn0oXL24/og1it3wcW29qx7Nbz/wxgL+yfKBV0uj93hU9PFVxvZpddHml2kIIIaSGrrs2gO7urjtrfmCaHVV1Tqfz1tCe21wAkPQLYjIQQkiTa4kbf0xGWlcW69aVEE8gkUP5C/WusQxu3RbG1FT8ZSs66DLoUmX+moHT7XxF/y1dTfJoCSGksQR63Miq2SBjrLaRFpqg37vspjHGOlhrV7vk9dlXJoQQsupcfmkAkqTeWu92kMrr6uq6M733msVRjVrEUy5lFU/ZjCie8lLd6LPOjL2TDy15f4QQUm0tAQWyxB2MsXCtjsmboKNbST2bu35n3S0UT5kQQtaqdde3MgDX1rsdjWbZpwGyLN/kvOTly46TsNTQF4QQQirL45axvkdpZYzVvJdEs6OqhzHGkiqucG3ZXe+mEEJWKYdJ4rtCobHlh9tnM9Zh3EQ+ffJ7lmXdgsSCZv72a5Om2/s+dmZJ+ykUKZm9rJb0gmyivgEApm4KF93WD0wv/v+ay4PYe2Gg9quHiC3GGItn4pcG9nQjxfOhLwAYQl8sMAtHQQghpH423dyJC1+z/qO1Pm6j93uX3bTugXVvUy66Qby2ixBCSNmO99r3SB0lYd18c/Zfw9rA/IoS93zHZy7XEQqPAC+/JuBwOp01na1Ms6Oqbmfr5r1eJkkU+oIQQsqwGkJg3HZhGP1dvg+u6KBL1Ogd3Qra2X5h2CHJzfFgCSGkHqa4eezmcjwpbxaWu5DB+uvbMX06etGyD7IMzdDvXVbTGGNsTpdulC7aBtWZG+FYapK+pXKk3YZtruTSEhAtJ0mflevc+y3L1unmsyPKIUrSR8ha5okZP8OFAtPihBIr+Q75v2N/Zln2X3/ev+T9pSzGfn/6pVOm2zd/xZiEsLOMwWAAmO5e2uysrDOfuG+2R/wV7xhO4torXay7q/PNSzoIWdVCodCrfbtvE3/gCCGErCqX7wrgxNnYuloes9E7upUSbg/9et8K4imbJekrum2RpK/UJA8btlklyBMl6bOykGCwko6lN1Z8n4Q0uynVeiXEn+y6zLLsm6+72bLM9Yn3Lrkd59LG5JNTFqs0zBJ9nlbtF8uuk0aLbzvyyf0OZMwHkl+hPwsg/936gpar5/IrcLZIbsZYp+2BSdmsU1aKbVYGtriZogAoY61XCQp9QQghq8OFu3yQMHwVY4xxzrn9PSqjSWY21UUgEHgD23ZTvZtBCCFkCVxOCd2disIYG+Scn613e0hecND/+903r6PQF4QQssZtvLmdecKO9wD4aK2O2ej93mUNKvvbu17r3Htjgz81hBBSe8d7VWw+L/5qdqSAbME8VN8cQzwoHg/WBnyQh+K5EBgpLRcCI+hE6xjD7u0Bz+mh6Z0Alp4VbZmaYWZTPTDGnD2DG7fELwhhtqdkFY6zIHaK6kQaRlLai2QoH+PTGS+Oq+qPtEAruS6sS7phX66EC1CKLxDrsvl7NO1Nmm6f6xwBKz3YPLnjNEZjg4btW8MH8Ex6l+l9eh2jGIX1ioizGeNsiwWRbAtg3kwAwHSiy7oQgKqaJ0VcwDX70zHFKWgAADUZBBTjbLdCUjxsexznxIBtnbTXPqyKMms/qBKctJ8oEumzH1srTS5pRpfLWPWRsq9i9T4uZJV4srAtcsY4C3Ep+1HdOphJ0swFGjh4GW3VJes6/mkfNKf5RI++I1sRDxpnHS0a6cfchY+Zt01zwOkwv+8/nv4OXtH6gOVu/2DyWdPtD3a2G7Z9GcCWtHGlEAB0xY3vB1kH+seN3zmBSPHzLJXMpyn8PSuNq+ydY0j687dnWlREXh/A1zc+vbjtt68YxsY3boT7XByv2BnCxCh/K4C/M214BXHW+B3dSmCMOTp3tfcGNwSRqtmld0IIaU5TPIg2Nres+z4pb8YV2nHLchcy2HxLJ84/Enszajio3Oj93mU9PG9b12/7Lrmh0m0hhBBSBy+7yuMIBoOvqnc7SEVc2b37xsqvXyWEEFJ1N10Sgtvt+c1aHY9LvCJ/De7K3ms6lru6lxBCyCrSe0kYM+eiGxhjlB+uQpY8qMwYU1Kp1HpHH8VHIoSQRnDtNR6EQv6aZZxfmB1FyYEqr7Oz87XuXbeJp8USQghZlS5Y78XMXHIjY4x+4VaJzs7O1/bf0kWDD4QQ0gBkRULrdq8TwJZaHK8Z+r1Lvuoq+UJXsB2XumMdE9Bbc0Gy/d5JuAA45Pyyy0Q2nwQgFWtH2p9bTsuSxUtpS5e2Mt24HFDOOpBWssUNz7iRcGQNda1k3ObL7NSWUSBr7H+3t57EWNp8OesO72EcyG4yLetWJjHFQpbtiOgBwOKCvmjpLQBMZYxL+wpldaewHACymriOXsbcfM1mHwDKm+Ov2u9HypaRa6qcT5hUXrIzLtvH89YU+/cdK6NNvMw22ZE0+yW0us3j0mXNtj1ZVxpyVhwPXcmKv1IkTULGbbboPscTDSIZsF7u4kj6rJ//kc1Q/RHL+/559B+wbeAR07J/fz/wMe1uw/aOP74EVz5p/Zg1l7GPkQVwaIfZEnSOSW9pfYadw8bXT5eA3hcLXzPj6+cEMLMp3zZHhiHuz9XLOIHuU7n3oK4w4Kfncv8HMP1SLlmMw5s7bvjidlx0aQc8Sno7Y8zJORevnyermizLr9Y33QjLHxpCCCF1986TlxSFwDj53ZPY+MaNYIzhki0+57Gzs7sBPFfVRlD4i7IoIelNAy/rhsJU+JmKHciF5FFZ/vwtgXxf8og2WBRfOaZ7Marm+3BhOYpUQf3SJFSAeTI9BRraWaRoWwpO+GVjH1eBhiluDAtUGAPa7D6lCQTLoUJGWIqalrWxOWzyDlve16yNhdzIYIS3CusoJufIi2VMM02CWOi01iMsb5citgkMQ8w+JFSce7DHeVhY55zWhQOq/cS9zcqQbZ1tsn3oqPtTV9nWaXdFbOu4kbF9jmLwwC+KIwYgzKKI8ICwTjli3As/E4RnQu5942Pi9miCzwsAgAGTenjZ7VCgoZPNWJb3uiYxB3Gi+v+OmC80vX5wL94ZNvZtAeCW3W/EK0fHzXc4CySd5n2Ii/ZZ9/O/fKvfsO2/0+b5XQYdxd8Jk3oYN5n83KWk/PHa2Rx+kL1u8bbCtMUkgaOZbvyR71uLZVHJhbd/P4HXYT8udj4IAOi/+TP4hXoZXubaBxcy6L+pF5qqfADA71k+KFK2JZ9KtG7d/Ye+S26sQlMIIYTUyzV7W1wArqzV8WjJbeUxxkKuQGtHZDPHbM+Z4sKSeMpmpHRxBnmzeMqldJOLUa5E+ROlreIpi8gdp5d8Hzt2F3UJIaRWbr7YI+3a1Pa2ah+Ho/FnT60UYyzk9Cut7lZaAEQIIY1iwy3dyE5rr67V8Rq937vk0wA1PvcK78XX2VckhBCyZrzsCpfS2dn52pocrAmWAdWDJEkv67/8VeIpDYQQUiG+Oa99pWX46fTNS77PTeOTptuPucyTc475lv8DopdM1mI2C888BZMYW2aMM72+9mQ+u59yMIKb9obAmHTHshu4SjHGbmOMHWGMHWeMfdiizp2MsYOMsQOMsW/Wuo2lJEm6cfMr+mhEmRBCGkjLZj/is8lOxlj14+U3Qb93SU1jjPlVSOHk5sos2yeEELI6XHuFD06H9Jp6t4MsX09Pz53StlvFMWoIIYSsCu88eUnR7ZPfPQkA6Gt3gXOtkzFWRgy4ldElXpE/O4wxGcDnAbwSwE4Av8EY21lSZwuAPwdwDed8F4D3VfwBL1FPT8+dnbes4AoEIYSQujv3wPuLbjPG0H15WAFwWX1a1FiW9CMZuuH1v+u86BoJQFE8ZUAcT3mBXTxlM3YxXMshjKdcQxF95TGCCCGkGsJBBe0h3suYICh8hdR6ye1anB21HJqmXZsdqFkEE0IIIVVy3e6gE1UOSVXj5EGXAzjOOT85n7vh2wBuL6nzuwA+zzmfAQDOuUXQz9pRnZnb2q7uXYxFXE485UIxvXg2f1gujj28lHjK5VpK3ZXcBxDHaF6p5cR3JoSQcq2/pRvbX7n+Q9U+TjOEmlpS05x69p2+vddXqy2EELLqPHGFdWJGOW0+O2fHIfOYte0JY/2Dfcs7kQeAlhPWbRvdULCi5BX9i/9tvSAXFzebyB038uwk2P4JBMZ03HRli0uSpJctu0FLQLOjKosx5nL7Al7uoFW6hBCy1l20XpK8Xu+eah+nVr/FAPoAFGYXOze/rdBWAFsZY79ijD3BGLutQg9zWRhjA63rg17FVb2BU0IIqYefdHcu+T7PXabaVyrwBteDptvPZo15TB7ERYZtbr34eK9xPFp0u9+VT/j3ufhvFJX95+25C3rPZoqTBf4inZuY3MrmsP7lXYiNJW+waH5F1fC3ti6WFEMkcf7MDseNm8Cq1RpCCCF1c+MVDunbP+15I4D/rXdbKmhxdhQAMMYWZkcdLKiz6mZHLcNm38AFnvH1I/DuegDtANqcuZVEvY4x0zs8OpG/fqCpLnBPfgYVVx1I+acXb0uJMKYDs0X3d0aNk9pl1YG017g6KGuyYkh1pQzbFjiSPjiSxtlaGX8E6rR5Uj3ujuNA4hrzHcpZHLA6mC4eMJBi4szzui8iLLdKjLiAqQ7b8ypXxymbGgAim22rSDbTHHRJh1nyxVIek9e+FCtjSkXWlbatExy1T6KYcdvvpxyqIwtPVBwnWNLsz4JVxf5ioZyxH6iKdM7Z1qlEXGNJs36tJE1CxmV9AdOVcCEZMF8R6D94BaLt5l+naQD+wWct9/vz2esRdEQM29/l3Y0LPIfN76QBO2XjZ+WQqwP92oxhezQEXDhR/Nimwiq2P2V8jbnL/v3MJVZyO///QBJQPblyT0zBx294sqju155U8Vd/2ofsaBwOADu9Eq7eGfpNAP9ke+DVoZ0xtr/g9pc4519a4j4UAFsA3AigH8AjjLELOeeRyjRxaVwu1ys2/lo3XaklhJAGcO6B96P/5s8s3vZ2uMElPcAY83POY4K7EhtlDyozxvzenVcqzF318F6EEELq4JI9PoCPVT0T68KS2wqx68iazY66omQfWwGAMfYrADKAj3LO76tYC2tju7N/tztZ71YQQghZsR29bkRiU/ZXilaisr/Fk5zzSwXlwwAGCm73z28rdA7Ak5zzLIBTjLGjyA0y76tYK5egs7PzlW3XeGkuFSGENKjuK1vk4f0TewE8Uq1jVLjfuyotZabydtfAlqo1hBBCSH25XRJcThZkjEmc86pmZK3gEh67jmw5VtXsqOVoa2u7ROvc3uCnLIQQ0hza/AoSKdW4XKOCOAC9dkOm+wBsYYxtQG4w+c0A3lJS538B/AaArzPG2pG74HuyZi0soWnarrYdwXodnhBCSJW17wjC5XLtQhUHlYGK9ntXpbIHlTtu/Z13py52Q/NF0NWZWzW8yZNbYhaS8svzUjy/SmhcbQcCxwAAY+muov1F0y2GY6STJT/cyQA0k0VHkuaE6ileaseZ+VJDLlksQZR0IGs+65p5opiaGzAtC/rH8EJst2mZT4nhBDaalsVVv3k7FspTYWG5ZpPUUJatlyYuhd1xuFbGW6aMBIxAbsmvHSW58mWdgHiZdSHL90sBTbF/ru2WGAOADvv9qM4UlIx4dYDmyMKRtl+dV86S5qzd8+TJLW+3kgbgStgtHZahy9bPsycaRCJkXKa6eH9dQtYbNS1jqgNc8PocGboeSmDStOyt+Ch2t+43LcO1wCWug+ZlAFRuvoxZsfheuiFR3Ec60qvihoeL96G7JWDfhOG+8tZw0e3Wgxomdudef3dKgqzme4jRDqDlgancjW4vjt2dXxY8NpmLU9Xf68TsT4cxmNERuLITW3oV78nT6Afms9GsfWtudtRyeH2+S9G5vd7NIIQQUiEtfklhjIU457P2tVc3zrnKGHsvgJ8ityLoa5zzA4yxjwHYzzn/wXzZrYyxgwA0AH/GOZ+qW5s9ak9XOIvn1VzS+X55DKfQjQgP5EbkUZyI71ZpP7rYi4u3JyU/CvPYjXNj37c0KZ8CreykeRFuTAAf4x7L+v3SuOm+Rcn2epn10+/l4rBDM0zc95WhoZeZn5MDwFF90LIMANpZRFjuY/Z9vx/Fb7Sts833kG2dNOz7tKN6m20dv2QeSqioDksIX+cFKYhDbwHA1W7rEEQLyjlWuUIsXpH9mL33S/mY/dq9sTJeky5J/BXUJU1hWLeOTxzhAfiZ9et6nreji1n3e31IQRZ8J7wzfLflZ+WoPojnErss73u3H7jR94T5cS2evx+/AngsfbGxIAOcim0yvU/YZXwOX1K341LvC0XbfoWdeFv0GUPdF4P5McJXOX6Ff40Wx08OKLlxga+mbsc/JfO51p+7HnjNuf8AMARH7yEAwMG5C/Dp7I/xi54QfJjAw1t2oP/21J8A+IJp40lZyp7VJKfm9sob11WzLYQQQupsx3qHAmBHVQ9S24zzi7OjGGNO5GZH/aCkzv8iN0sZq2F21HKkVb7D3U2riQghpFFsX+dmALZV7wiVSRxU7gwszvm9nPOtnPNNnPOPz2/7yPyAMnjO+znnOznnF3LOv129xy7GGGsPdvmXlHuIEELI2uLf1o7EaLS3qgepbb+3LspuWnZucr2yiQaVCSGkkW1bpzCfz3dhNY+xsOS2En+2x+JcBbAwO+oQgLsXZkcxxl4zX+2nAKbmZ0f9AnWeHbVUjDEpq/jaJ7dMw7vrAQBLS9JXbWZJ+kTMEvQRQkitHL7cOEjK0varvZjOS26vrB3bBt0I+R17VrYXa7wJOrorsL33wnYaVCaEkAbm6vIhNZOs3HR8E7Xs99ZL2T+W6chE0NfXXc22EEIIqbNt6z3o6w7fAOBT9W5LpXDO7wVwb8m2jxT8nwN4//zfWtTv7NhQXtwhQggha8L2dR5sWtd+M4Av17stzcbhcOxq2+Wj31VCCGlgjDEofkVijPk455WJz9KEyrq2zBhzcNnhYLJ1zCVCCCFr39ZBD7ierdrMqJzaLrltAtsdvTvpB5oQQhrI1kEPdI1fVM1j6IxX5K/RdHR0XO7bKa3ieWGEEEIqIZjLV7S1ekdo/H5vWYPKHbf93nXSQD8ALC1J3xIYkvRZkDT7oPOEELLWPHyDSRKGyzoMm7SjEeF+NKX4B2fm5nwSii13bjDUP3c+AwA4+4sR4IlxdHEGBamqLkuhJbeV5ff7dzt7KEkfIYQ0ksFOF+LJdNV+jzkATarMX6OR3eyy3u35B9YvG0NJFSbpKzUpFSepM0vSV6rcBH1AeYnKCvVL40uqTwhpbvEKJmispT/2vMV0e/Z8cbqgl43k89+GtregdU/HddVqUzP0e8tqmp5JXu8crOLgPSGEkFWjLSTLjLHWereDlKelpeVyT28VczkRQgipOUli8Lgk13ySWVJDWS3TF+x117sZhBBCqiy4vRXBcPCGerejUhhjtzHGjjDGjjPGPmxSfj1j7BnGmMoYu6MSxywrprKcTVwur9uC1TvhmhBCSKXsWO+SfvkctgN4rFrHaMTlsvUS9XS8IvOGcXQPHgEAeOQE0roL73V/d7HOcblr8f9jeht+vesHi7dVFEfO2CmdLrr9mdE/ADxzRdu0ifXI+KJF23RP8W0AcEaMs+0BQJd0SFnzcRJNyZpuBwA5ZZ7ET/VHANV8f8458fUR1WOdSNARF88G05QspEinsA6Xy599ZkU/s1tYLqmO8pNkCCh6eVFUNIf1a7RAVu1bVE4dLtlnO9PLqFPu8TTHyl8vAGA2U0qSgTQkTby63pVwYaZbPMMwHp6xbUvrefFkV8lmSWUiFBO3IWTdBqbJ0NzmYQrnRnagf/Bx4b6v9D1jur2NzZpuj8ONfpM8q3HJie6M8bN+uoXBqxrfP+M3cVz2x2cM25MTqaLbrVcVP7cMAHYWz0plWu75VeaA7C9HAAAf+T89+Ng/jyzWua6H4+ffOIeXv7kP2eEY5FgGzrkMdnbA+cJRbAZw0PQBrwRb3TOf6oUx5tmwe8DJGEW/IISQRhfa0Qo9rVc19GOt+r2MMRnA5wHcAuAcgH2MsR9wzgvPIc4C+C0Af1qp45bXB0nO7XQObkG6UkclhBCyam1d74GiKDtQpUHlhSW3pDIymZTPEw4AsB9cIoQQsnZs73cxp8J2ohqDyqALvBa29u7srMR1OkIIIaucf30QyUiiy77m8tS433s5gOOc85MAwBj7NoDbUXAOwTk/PV9W3oyMMpT18FIzY53O/o2VOiYhhJBVbNs6Dzo7O6+odzuIPcZYCwu0UpI+QghpQNsHPNi6rv3GerejmTDGdnTvbqGQI4QQ0gQkRQJzSk7GWCNcTOwDMFRw+9z8tqqyfeIYY8y5ZacnddEL2BY6DAAYdA4DANqlyGK9NpZfGutDqmjPcbiBgrBUJ7Q+oCB/wTPxPYB7sui447PrAV/x0jaedUFH8bIzAIBsvwyzSNp8+SwAMNUBRM2XynIli9mkxVJYJQPzhXjzMuK4XLKgTQAAh8njLqCaLDsuIpWxnNOuDRXEVEdZ9cpd0krsZV3i9xAAZALCdzEA+9cuFZiFf1qcqFPOivfhn27HXLv1kl855YPWMWRaxgA4XeKlugGX+YzOs6lB7PAeNi07nF2P7Y7TpmUK0xCE+fLefs14rAmXEy8/YpwdNL0OaPtB8XchnDLSZ0s+36MJePbmwwp0PJZFcmfxd5N7JJO/sS6AmW8dAwC093vw3NPF+zs1lMGObR6MPzmObr8Du8NubOtMvRnAu00f1ErRkttK2u4c3FLvNhBCCKmC7X1uuJyJq6qxb1o1ZK6jo+PS2DZFOqH3wc8S2Kvkzwv/Zfx3AAC3tv8MfikfTmWndBoR5BL3pVF8jvv1mTsNx7iz5QeGbWYOZDcbtl3ueAkhZjznLA1lVWjMIlGgKNngrB7ECQxalu9yHLcsO5xdb1kGAG5JvP7ZzTLC8nYWEZYDxtfBzHXefbZ14tw+trbC7PvZ3ZIxLE+pST1sWwdlRmXxsaRtnTS3v3biRqasxJAKU23rpMp4TVIoo00sjRi3fu8CwLDeafuct0sR2+d8TG9DzCZpnd37Nca9ULn15zOCAMKSeCyni1mvRtwkDcMF8/Gwnf7T+En6Gsv7Pp/ZjoRm/VwOzI/7FWqTZzClGb9TNvhPQIH5++D92o+MG1PAX7Pi78c/d26GTyoJVZUB3FL+Od7kOYVZrfg9ebnrhcX/3+PZgsvVkwCAf9n52/jg3PsWy97adg++g0HcNHcGF0YjOBY4ixfS2+HZ7HPiBWwAcMz0AaxEZfu97Yyx/QW3v8Q5/1LF9r5MtoPK/u1Xb1DbyhsAJIQQsvb1tzkxNVvdq0y05LYy2i/+9TtkSqRLCCENaWuvG9lkfHu19q9T2GADl8d1WXBHuN7NIIQQUiPhHS0YbXPvRjUGlVHRfu8k5/xSQfkwgIGC2/3z26rKdszcEe5+uWMdhb4ghJBmwRiDywGJMUapz1c5l0O+zjVAg8qEELLWfOT/9AjL9dk03ONJcK67GGWNq5mMntkS3BisdzMIIYTUSGh7GO0b2l9W73ZUwD4AWxhjGxhjTgBvBlDe0pgVsB1UVph+tWPDpmq3gxBCyCqypc8NAFWJq7Cw5LYSf80uHZvZ7Bqg8BeEENKoBtsdEnKzjSqKM/otLsUYkxW37JMclKqAEEKaRXh7KxyKsyr5hGrZ7+WcqwDeC+CnAA4BuJtzfoAx9jHG2GsAgDF2GWPsHIA3AvgiY+zASh+jbfgLWU1dwtbTTGVCCGkm2wc8ePvNHW8F8OFq7J+W3FZGKjoTUjr6AIzUuymEEEKqYEe/i/34aWxHcfKdiqDfYoN1XZs6ZADws4RdXQC5eMqEEELWruDWMOLp1M5q7b+Wv7Wc83sB3Fuy7SMF/9+HCl+oth3vzsxNDTrW00xlQghpJtsHPFC5cm2920GsMcYYZ7JEq6IJIaRxbeh2QZIkmuFTGzt69nTaZwojhBBSNyG5OLHhU+ndy97XbtdhjDjXQ1NVCjW1TLYzlbOphM8fbgHHWC3aQwghZBXYNuDGzAORbdXY98KSW7JiXq0ngeA1/wVkw8jqTviUKLT5DNMfHP0LAMCf9X0OIeRmXLXqMWzA+OIO4sxVtMNd8UjR7d+MfQSlOJcgtZ8t2qapLtOE5JnWUdOGs5R5HkjZYrsd51zrsu4HAErSOus1l8QZ3aVy0jnb1NElvYxdiOtU6uMkZyuTmFlWbU8vy8bKeI7Lffy8jOe6HHLWfmm8LtsnZUl707Z1Mj5xRngA0F3iGZX6WJe4XNYgadb9KO+sH1m3eWZ5AAiPdwNXfU94jMkJ85+TodGLAUfK8n5v8//Qsuyq6SnLMofFR1fiZo+ToS1ifE3nPrgJ7r88XLRNdsmQ5Pw+os9PwtNb8r31cBLOzaGiTepwLHd8j4zRJyYWt//+DS48/mISc2lgU4eMF+8dwZa9IWA0AXe3F9psBoHxFAbb/QOoMA5A8LI3pWAwuCe8M0AZ6gkhpMm4u70SXkQXAPPOyzI1Q79X+PAYYyHmDVWuZ0AIIWRN2Nzjxth0sqVa+9dZZf6aXEAKeOrdBkIIIVUUdEnweVzdFd8xy13zqsRfowiFQpc7dzTQAyKEEFKW0I4wA7CjGvtu9H6v3a9mn9I+uIqbTwghpBqcDgm6rlOmmtUtKPnc9W4DIYSQKgo4GRyy3F7vdjQDXdfXOQdpUJkQQppNYJ0fACq+KqgZCGchOy/YM5DZFMGWC/4bPim/tG5WCyIkz2FSDwMAdsmnFss2q+NF+3BrxUsNJxwe9LHpom0pb/Hy28dnroLLPWtoTxohwzYmmS/HkwRLHFXNfFWTlAxa3oczDUy1Xg3FBZfppay4089sxm00V1xYXhabNgCAlLZeArwUumAZ4wK7JcVA7nnTHRnbenbPX7l1ylXWcucyldOuSi1HdiW9iLVOitujOsDbzwjrcABcF7cplbZ/v3mi1p83AOCy+D3idMWE5W0eccie9e6zpts1KLjO8azl/fbEJyzLOqPm1+Ba5oyvs6oA3QdMHuO2MDIPDxdtkpwSMtPFy6Sjj5yHd0P+OXQOxSC3Fj/viYP571p3mxunn87d7m6TMRXJH7ujVcHsdBZ92wOIvTgFn8Yhh5yQVPvl28tBS24rhmYqE0JIg/O7JEhMX36MHwv0W2ykQgtlAiEoAAZZrk87zsMAgJuSx/BV/8cBAF/UXr54n/OsbfH/23AOASQXb//D9O8ZjvGpwGeBku7N/8qXG+pNaeaLxc7o5pPW+yTz89M4d8Nf0KZCEQRMtwNAmzxjWeZmaUS437pcEof2SekuYblfNm/vAh+z72vOcnE4rXOaOCwQAPgl+2SN7SwCldv359rYnG2dcmI5KbDvQwOAhtrOC1G5/eL2NOzDlbuRQaqMeuU853IZz5XV56bQGLdfuNnGjGNXhc5oPcLyiB7AJnnYslyFjO/HbhLu44893zbd/nblPnRkrD+T/+683rJsVjP/jlCgYpvzlGnZdpOcsicQxM6o8TPwN7gbn/Xcati+TTHuO8KL29IlTxpevz4919eNyG64eW6c8GPhz+FeXJZrh9aPsBTF3YHdCLMY/EjitNaDXscoDviD8Pa19po+qBVoht9a4aefedydkp86rIQQ0oycCgNjzMU5tw/8uRSssZbL1lGAfqMJIaSxBV0SdF0zzqypgNW8nLYeOOCWXbRIixBCmo0ScMEX8lct1FQjEz88Se6gDishhDSngFsCIJjGQuotSDOVCSGksQWcElRNp9/iGmCypDBGI+2EENJslIATistpv4SBGIjXKTDWygKVCYlACCFkbQm6ZSA3qCyOm7JEzbAMqEYCkp9iKhNCSCMLuhiyqlbxDlnut5h+jAtJskTTlAkhpAk5Ak5IstRmX3NpmqHfKxxUdshyO81UJoSQ5lTNmcq05HblFEUJ0W80IYQ0NrfCoOqafZDRpVrl2eRrjTHGejYP0KAyIYQ0ISXgAjjC1dh3o//WCsNfOGSpg1GHlRBCmlLAIwOAOKMiqRu/399O4S8IIaSxMcYgM0aDndXncfncDd71J4QQYkYJOKFrFpkJiZBwprLE0UodVkIIaU7VmqlMS24rw+12t1L4C0IIaXwSQ8UHlem32CDgDvjq3QZCCCF14Ai6oGU1f6X32wy/teKYypoaknwe5J4KQgghzSTgrtJMZVpyWxGt1wRu+7W+BxH3XAo1N6sckfkL7BoUDHSeN9wnzlxFt308XXTboRXXv7b9YcM+fjH064Zt7a0nTdsYTbeYbk/r5uMjPGs+SC5nHabbASDjj1iWAYA70mFZpitZ4X01h015eFRY7pwYEJYDgJJxCcsli+eqkC5ptnUc6cpcgNBl+2PJqvj0cgGX9JU2BwCg2rxOi/Wcads6ehlt8s7ZX2tLe5O2dbIu+/a4ew7b70cVv7bTl/0c7iOXCes40uL3YaxVHFpfP3G1sPxDe/9EWP6P4+823f7p8d/H5S2Pm5Y9GgB+W/uFadl1z1l/ZwwPqIZtMZ+ODQeNn7VnXowatm3aXjzwGD05B4ev+D0/d3y26PY/3psouv3mC/OLRbsDuR/EeEpHS1DGmZfm0NHtQmIyDX+vB46QC06eqfgVxGaI87hEAXfIS88IIYQ0ISXghJrJVH5GbRP0e4XhL6Cqfgp/QQghzSnokcAYo2VAq5SW0XzuAK2IJoSQRudWGBhj4pF/slJBV8hHP6qEENKEJIcMzrn1FWliSTiVRMtkfFLACyAhqkYIIaQBBdwyfD5fe6X32wzLgGohm1Td7mB5M0IJIYSsXQEXY8itHJqo3F4ZdPotLhRwhTziCVeEEEIaFpOkiv8GNEO/V9gbdbAp953r70OvO4VxnlvCekIdBACk9PzF8pScH9DPsuLXwceLl0kG9OKlfoeVHuySipfNTgWNy2XPJQfgdcQN27MWyZCzuvlFhlSiBZDNl0nqjpTpdgCAqAyA5LQeeOdcfNFb18SDAqyc5aFMXIdr9hddWBlLbMtRqf1I2fISXUu6/We/nOWsAMDLWNarusTvhUXlHLOMttstjQZyy5Elzf551zzGZZylugLDtnVshU5jbHynsAqzeezCzyOAzOQgPJ0nLMtlZlzeWki1+Vxa8QpWWbfMme8zEDF/rCydKfu46Vlj3diT44Ztaqb4fTcznX8e4sl8mSIzBHy5doVac98PsfEU/J1upE7NAQA8o1ncscN5J4C/L7uhZaAlt5WhplQXzVQmhJDGF3BKDLkcBxUbVG6Gju4SBVgwJO+UTuMs78RZ3olzatdi4TlXJwBgSm0BCk61fCwf6mYGxaFRAs7iMCgAcMZp7Oe+If2UYduX2CtMG6kuMby2wqz7Nu1SxLIsolsvVNvDzENeLUjI1n2XCYRg9xAOZDcLy7dKQ+IdAIDNWzsi2U+aS3H7vqhLKu9cPgX7vniMe23rKDb9m8V63L5Pq8C+DgC4mX2opnLankJ5ffty3uOzun10Prd81rbOMLefO9PGjJ/jUiGbSZi75RM4qotDog3r1uHaAOD9nm8Kyz9w+F+F5Z/Y/l7T7a/Ck9Z3UoAROWRZ/KPkDYZtz2AX/sjxPcP2Ma+CKdn4PnkFnsBHD32yaNvjAP545/8r2hZicfRr00XbsiXjTn9+8m+Lbn9qw4fmj/E0HsRFAICY7sWYmnvdQ3JubGS9fB4uOYMnFLVK+QsqvdfVRTiqo6ayTmeAZkERQkgzCjgYMjoqnrCAVEYmkXXQTGVCCGl8IRcDqpHjgBQKykE3XaklhJBmJUFijK62LpXNFFkuSzKtAiKEkGYUcDKksnoVUqHTkttK0FVddrgkyqVLCCENzp8Lf1HxHAea3XTOJiJJUlAOUvgLQghpVk6fAwB8AGKV22vj93ttBpUZXa0lhJAmFXBKSKlqlTLON/aPa41Q55cQQppAwMmACg8qc4aG7+guRSAQaOd+yoVICCHNyhV0LlzArdigcjP0e8UdUkaXrwkhpFkFnAzJjEXgelJ/Eg0qE0JIM8j1cyn8RTW53e42HrCPe0sIIaQxuUPOhaS4ZAksZyozxqSWPX3UYSWEkCYVcDIkMhZZT1eIltyuDGOMdV7cSk8iIYQ0gYCLgTFW4fAXDBpdm1zkcDhaNT8NKhNCSLNyhhQJFGpqyUThL/xywNXYj54QQoglr8KQVrWKZ4KjJbcVwZjEENaSeHPqGTzqz2WUXsjkHeOexYqzyGdabmXFq7lewrrivQbOFN18g/4rw4FvXP+sYdtLWG/ayCOZjabbX0iaTwLgStZ0uypZZyiXsuIILalO6yzximdOeF+MbxCX6+IoYarHPru8M2qdVRsAdMFjXwpJtx880iW9IsfKeJJl1UsFIrZ1uGz+niiq446XdTyWsg8RL6v2g0ppb3mPz04qYJ9R3i9nbOu8vf07tnW+degKYbnmED/Pnk1PCctn53qE5V+dfaOwfFfoecuy9cp5y7IpyTxcwfCA9fM2cMr8Z005EzVs23lli2FbZMj4uX78qeL7PjFe/HlTWHHw+8lI/nPtcuR/D/X5j2AqoQIAnHNZOEIuKE4JiqJUdOVQMyzJXQrGWFgN0OIsQghpVs6gUvH8Bc3Q7xX1MIJykAaVCSGkWc0nv6XfgVWIc65znVL0EUJIM4imObLZrP1VCLJsjLFQ1lfx6+iEEELWCCUoU/iLZRD9cgak+awQhBBCmhMDr8LaWFpyWxE6dACUUJcQQhpcLM0BwDiVeoV0+i1epOt6MBOgn1RCCGlWcoBVfKZyM/R7RYPKru3uEdwWzy0DHPLkLo67HbnlZCmeXx7kRn7J3IzkRaGMM11026cXL6/blTUuaRtwTBq2DbnaTRt5RBs03X4gscN0+0jKepmpaMoXs1iSu8Dntp48INksXU2kxRdDtDJWn/MKhD21WnZcpIzls4zbn5BJafFyZQBQMuVlYNbLaLfqtVnivMBlv1SZOdK2dQCAMfsly7pq/xjT2fKW4pX1fLnslwiHHTP2u5Hsl+NO+7uE5Zm0eBky90VsjxFwWn/uvLL4tVQF79NpwW/JrMv4/bSgzWO+dNyTMP/ccIf5di1pfO9Mjxnfd+fGVMO2qUTxN5le0KRWb/F1wtD8w8yk8sebPB2Hw5lrV6jXg2qgJbcVQjOVCSGkKczlBpXLPJktD/0WF+OcO9/S9jMc1DfhQukkAMCt5M93lfnzej8rDn8zrHcu/v9qHCwqu8n/S8NxDunrDNuOOfsM23bh+BJaD3Rw83Pi07A+H4/o1ue7/fK4ZdmkzUS+MW4MG7NgO6xDUi0YlduE5eM8bLsPFxP3VRbChYm4bfYBAFoZ1/Yj3G9bBwAmtbBtHbdUXj+0HKXvZSuF4z5W1skjtnVaEbOtAwBDvMO2Tkiy/zqMw368oY3ZLwD56ug7bOv8S+vf2NaZdXqF5d+aeZ2w/MLwSWH5W3d+Slj+Y806DFZYsr5muRHDlmV73QdMt39Tfbnpdlk19l0B4M07/tmwrUs3vjbPS+uLbj+T3lV0+/LB+4puz0n594DC85/5NiU33rFLPgUA6NemkWUyPG4NjDH7N84SNMNvrWiEMJaOceqwEkJIU2OVCbJKKo5JTNNU+pkmhJBGF01zjirMVCZ5kiTFtRiFvyCEkGalRRnnnNNv7RKJfjmjyTnOQfE0CSGkaelgVRm1pCW3K+fwOrLJqOZCdSaUE0IIWSWimWrMVG78JblLwRib06MKIM45SQghpEGpUQo1tRyiQeW5xJxGU6AIIaRJqToHY6j4TOVmWAZUCw63kklFNcDT2CcqhBDS7GZTelVmKtOgch7nPJKdo+eDEEKaVWZW1UGhppZM9MuZyiR1GlQmhJAmFVM5vE65jGDrpB4Ut5xKzNnHBCSEELK2RdPVGVQmeZqmzajRxu74E0IIsZbOTaql39olspypzDnnGy4MUyxNQghpUtEsh9ch22cpWSJaclsZiluJp6IagJUnaiWEELJ6xXLhL+yzLS8BB4PK7JOMNYtsNjudmaNBZUIIaVap2UwVZio3fr9XnI2AV37ZMyGEkLUhluVwOyqYZrpAo/+41oLkYLFkjGYqE0JIo+OAznllE6hz0G9xoUQiMZmJ0iJdQghpVum5LIWaWgbhoLKuQ+ecgzV4DBBCCCFG0SyHW2GJereDmBt9cPrHodtCF28cDSEUGgIAPNY+fx7EgDhzAQD6tZnF+xyU+4v2EWLFE992ziSLbndPG08TFDVp2Haz54BpGyP+F0y3/9vAsOn2H555k+l2AAAXnJAJorQ4XNaT+1q9Y9b7BDDmaReWs2RAWC61nhOWAwCiIWGxrthHoHHFxe0AAF2qzDwBXsZ+dKm8ix26y/7rRQlM2tZhrLzHli0jmk+21fy9Wcj73PW2dWLhGds6mse+35JW3bZ1hvVOYfmPD/wB0C5+r+s2bXEfuUZY/rtXfkhYfl/M+jm71rfPsuxK7Shg8XZqy1i/nuFZ8xUcbSc1AKqx4Pkp05k06Yhxsc5TLxV/Bz4zJUEcURBQeb4vtS2oY2i2oE2e3ECm18mQzmrIasDYzPyDPpVBx+EYUllfSngAsmKJRGI6PatTknpCCGlSybkMhb9YBuGgsixL2Uyaw+Wm31ZCCGk20SyHU2EVXW4L0JLbSonFYlOJmP1gIiGEkLVN47wKy1IY1AafPbUUnPO51JyqyXYreQkhhDQkNa1xznlFV+k2Q79X+KPpdMmpZFQLudx0wkEIIc0mmuVwMD5rX3NpaMltZaTT6ZlYlMJfEEJII8vqHIyxiifNzf0WN3ZHd4miidmMFqBBZUIIaUpc4xUP/9sM/V7hj6ZfkZP+YY5upwQgt+rK7T4LAEix/F21gvAYC8ttF6RY8fKzTtW4emvjVPFMaG/S7LxpBLN+Y+f5cPuIadvdPovcUr7n8eD0y0yLElmX6XYAQJlLK6tBVwXtWqxkc1JYxlJUXbBEuOzjAJCy9ks1y5H1lLfqXgtM2dbxBkfL2pfXEbOto/PKnYDHM0HbOmm/z7aOnAyU9XyxMpYta9z+XFqB+FjHYtvgdojfT7HghLA84BUveb4w+KKwvE8Rv+Z+GJfwL9ioWy8TDqWt4+15k+bvDY9FuH82Yv48xoaNz935ceNy3ePTxW2ZSjMUrtp0lvx+SVK+fneAYSqS+14Yn879m53/muhpk7HpyjaoGQe+fdf4d//dvPmk/qIJiqlMCCENLa4DDkWmUFTVF41FslpCbccY2qHOn+9f73oGACDPx2EJSnE8ld21eKc9jmOL/z+JrqIdPp7YazhIp8N4fhuSjCeKo7p5+KUD8V2m2/dYhJvappw23Q4As7p1PyTFrfufYUm8OvxEdtCy7AC24GrXs8L7+236Gb9IXCksB4BX+x4SH6OM6G5tzD5fVxz2/d4wi2FSD9vXk+1X3W+S7EM0AYAL9tehplHearcUd9rWcZdxvMfVC8o63q3Sfts6jyBsW6ec53xjGc9nt/+sbZ2IIh6veYjvsQzltODT3n8Wln9w9g+F5R8KfsWy7AnssPzcDqtdiOte07LLnS8hDfPX/4zebbp9Smsx3W72PQcAO+VThm0n9T48hW1F21LcmRuhLfAy91NFt+M8/3lUmIYRtAIAYtyz+JnvZcXfwY9n9+ApAI+dvwnJzLuoY7UMwtEjxcFiMeqwEkJIU4qmdKTT6Ujl90xLbiskGqeZyoQQ0tASOqDIsv2shyXiYFBppnKhucRsSvfXuxWEEEJqjnMOrusUamoZxIPKCpuLx+o3Q5cQQkj9zCU1ALCfprFEtOS2Yug3mhBCGlxcBySpjCmTS8SBhu/oLlE0HknSoDIhhDSjVBqyolQ0njLQHP1e4ZkEY4jQTGVCCGlO0ZQOUAbc1YxmKhNCSIOL577mZ+rcjGYQjc+mrGOcEUIIaVh6NAHZ4aBQU8sgnKms6+pkPE4dVkIIaUbzM5UrPqhMS24rZo5iKhNCSGOL6xyqzsWJJpaFNfzsqSWKxudoPIEQQpoRjycgyWUENl/qfpug3yscVM6qmfE4dVgJIaQpxXIzlWnJ7eoVpfAXhBDS2OIakEhnrTMILxMHW0xGRwDOeXZwcx/NVCaEkCbE4wkwSZqt+H7R+P1em5nK+hSFvyCEkOZUrZnKpGJi2YiO/es4Lj+lIObTcdP5OQyHcwPNWYktVnTouX5yF07isDdctJO+bP66wXm/BKee71NPejXcsN9hOPBEb/G5gaIBKZexL+5NM8M2ALhZf858+8Bz+BG73LTsV09+wHQ7AGQ2mGe9B4CLW/dZlgHiDPfTwS7hfbPJoLBcTfnBkuLs6lrfcWE5AHBdfDKaCfps9yHbtAMAuGKfvZ2pxvfDcvflCI7b1lkXtH9+xpI9ZbXJoaRs6/R6z9nWGWrdZVsn3W6fUV6OttnWUQNuYfktnffZDgx2r39MWK7Z3H823QKERizLtwYP48n0bsvyNzh/jt/xfc+8bdkYIHirbJo2H+PrO+8ALDLS+8c0AMYLbvIJ85+z1BHzyBKHH54wbLvnEIdN9EChFgfHeDL/vTiTZcAcMOjVAXBEs7myfl/ucd/xRxvwD729OP+HT51d9kEt5Dq6NKhcSNe4Wu82EEIIqT09mgA4p1BTyyAcVNZUPkkzlQkhpDlFqzRTmZbcVgbnXNu53a9jJSMchBBCVrXMmSgymYz1qD6pGF3VqeNLCCFNiMcT0LJZ49XkFWv8fq9wUDmZ1CdopjIhhDSnaEoDgFil90tLbivH7XImYjOqHyhv9ighhJC1JfbSLAdwqNL7bYY4j0ulazzLdQ4mma+yIYQQ0ph4LIFMPLHmQ00xxm4D8E8AZABf4Zz/fUm5C8B/ArgEwBSAN3HOT6/kmMLZTdMT2VGK10gIIc2Jc4BzTj8Cq1hbq/vsuSPJejeDEEJIlcwcj+oA7OPALIMKuSJ/jUKW5LgWz9S7GYQQQmqMx5KIT07axy5bxRhjMoDPA3glgJ0AfoMxtrOk2rsAzHDONwP4LIB/WOlxhTOVJ8ayE5EI584sY/1TMqJeDaGkiqgLAFQUhvhLyQtXdFNIKMVj1RLPx0PLSAzrZovHKLpHjDOsPDPGGGqtPmO9DSeB8wPG8Fd78DSe6bE4yWk134xW4On4HotCccw5j7z8bMEtzinMZARx9VxzSKTFcRs1TfhSQpLsx4V0m5iNAMB1+9lwumQ/u12Xyzxh89iHc20N2cc/XO85VdbhVPFHAgAwmWm3rZPSPGUdzynbx3fUAvYJv1WH/X4cnjnbNfLlxK5sVexDDbW5xXEyY2oAruCQsE6v+7ywfJti/ZpugniVaHfG+vM6OGudo6VfEMMxMGb+GZNPmr+HY0+NmYaRPPmsMT/AoWHjd9xIyUOIqsWzalwSoBU8lE43x0I/yaMA5+cf52zJR/GiXglbX9YFx7U90O6LVmVAmeI4Vg6T1CeHj6R2okv8G0EIIWTt0XUOLaVnOec00lkDsqRMv33il/h+6KrFmWVjvGWxXEGuj+OW0ovbfEgV/f8FbdPi7S2uk7hSOmg4zkPaxUW378w+adqejMmM6V+GzM+PI9w8bv6w3mk5S+7Poz8z3Q4AP25dZ1kGAA8krrEscxU8P2ZmuV9Ybuc23yO2dY5og7Z1Fl5PK5MIw83sP3oKsw/FPamFbetsd5y2rbNBLW91fkqy79MexPqy9uVm4tcTKO/5PpjYblvnjwLfgAb7lQIxzWtb5zLlsG0dlJGa02szzjPoHMYDfK+wzqwmPk+/zfE4zjqt6zih4v3Or1uWP8234gnsEB7DSpts3bcf1jtMtytMNX1fKNDgV4zP1wY2arqfOXiRLulbP5K+xFBvj/Mw/Kx4v22sOEJjHG4oLPeZTnHn4vfegczmxTq3uHLftdPIfV8u5IN4rfMhXPDgfnwsmbIfeFmiGvd7LwdwnHN+EgAYY98GcDuAwh+i2wF8dP7/9wD4F8YY45wvO1Gt3RjT2XNDWYp/QQghTWY6qsLtcsSrse+FJbc0O2rl7v/5xLfPHaKZyoQQstbMZMUDJ3f80Qa8+x2XQvL5z1Tj+LkluUpF/hqFpmkHJk/aJzUlhBDSWA7HwQEcq/R+a9zv7QNQOHPv3Pw20zqccxXALAD7zNECwkFlzrmaySCjacsetCaEELIGHR5Ooi3orni2eVJxh88fsV+pQAghZO2ZOTwLSZaeq8a+6QKv0fj4+JPDh8uZu0gIIaSRHJ1UdQBH690OG+2Msf0Ff++ud4MAm/AXABAOu8bPnUuvH1jvrkV7CCGErAKHh1OQoD5Rrf03Uie0zs5NncnqsF95RAghZI2ZORTB6InRB+vdjmahqurBEweiSRmwX1tPCCGkIXDOEctC5ZwvP6atQAX7vZOc80sF5cMABgpu989vM6tzjjGmAAghl7Bv2WwHlT0e6eDx40kaVCaEkAZTGk+50OFzKYzPJO+vxnEXltySleOc61t3hzLpjO6Gr96tIYQQUknxF6eRmk0/X419c6CmGenXiMNHXhhTS7MaEUIIWT3M4ikv12udD+GVv38QX/Q6Iytslqka93v3AdjCGNuA3ODxmwG8paTODwC8A8DjAO4A8POVxFMGypjZlEzFHz1xgpbWEkJIMzk8lMRTx+K/qnc7iL1wi+f8qdP0O00IIY0mcnCOAzhSjX1T+Asjzvn01EQsC2Ax4ZOdZ7StVW0TIYSQ6joynYWUcVRthW6tzMdIfi+AnwI4BOBuzvkBxtjHGGOvma/2VQBtjLHjAN4P4MMrPa7tkPnIcPqREycoCRAhhDSTocmsDuNymYpY6MiSyjh5QP3O0MHUn3dc7oLOOFoTQMIJuMEhFVx3dsz3j69IRZAtefq7IoUbipNHjfVr6DtWfA2654QEOWbMdp7qchi2TXfqhm1Xn+YYbzHPlv76oPk53esveyN64tad/EfDXZZlX5n5DcuyXf6DlmWXtT0BGeKs7k/PilahAW0dLwnLJ5LdwnIAyGRsVmIraXDd+NwX0j1RINoqrONIlJegypGyXxn+7Z2vta3zFv4B2zqdDvtE3OXUeWryats6AHD8/BW2dbZd+N+2dXySeAXlwbkLgMC4sE46FQJUl7DOrC7OKA8A623C4/cp5lnZF/gD4n5Aa8mMoUIb1CnA4mPbGxd/tnpmZJR+HwFA66T170fgiHlbsy9NwfhNBEw/P21a/8GnjHlqD86uPMrQQnK+oMIRVHJf0GkdGEsxpPVcWbtTx0gCeOJ9rdC/MZ3knM+u+MCkbLoqTWZm023OkPizRwghpDEcnlFxZjxalVBTte73cs7vBXBvybaPFPw/BeCNlTym7aDy8HDmBZqpTAghzSOlckhMzqx0KYwVWnJbWVNTU08fOeXDXoTq3RRCCCEVMjutwulQqjegzCkUlRlZUl5UD49vc14xYF+ZEELImncgzjETTz9XjX03Q7/X9pI75zyWSOh6lcYWCCGErDLHZ1S0+F1VmaVcD4yx2xhjRxhjxxljlkt8GGNvYIxxxph46unqc/jI6YzZJDxCCCFr1JkjSXh8jsPV2v9CR7cSf41kZmbmqeyhmXo3gxBCSI0cmtE4gKr93ja6si5Pu13u6dh5tb2t04mER4cnAySdxf3XEAoHnTVoJcPVrmzh8jWGtkj+0Ak/R2iyeHmb6mGQ08UD2UqSQ/UYl8H1DilI+o3tvmkGmDFZXrsXT+NMm3n/+03yPgy5rbMdTUomBypDGk5h+Zi3RVg+rIqXx85q9ktW45r9ctWYKt5PLGO/zDLNyhzb4PbLCD0e+5O6Hvd52zohOVpWk8p5HrUKnjyHXfaJNsupk/Tav7ZOSZCVbV5Qtl7CuqBLES8zVqChTxkT1rFbAhJm4tdrA6yX6vZlxY9h3az1+7Nnwnr5eHgEAMwvrjmGLZbbHpo2XW47+uSEaf2Dx9OGbScjxmMmVOP3oLfgKXVJxffxlzyspApMpfP70Oar7+kANm334YEM8MIo/5ZpIyuglsuAGGMygM8DuAXAOQD7GGM/4JwfLKkXAPDHAJ6sScMq6/jxM2kNZVwoJoQQsjacOZpCNBp/tN7taDaxWOyF5EFP5jblJScATJSsAlK5jH5pHDF4Fred5D1Q5uO8hKUoTmQHF8t+rF2Dy53FYZB2KSdxRMvX+abjaqR083Ab/Sbn1F3M2D8qTVxVKAXz89sft67D18d/0/xO48DL26xXg/9L/JuWZQCwv13cZz6BHmH5dn7OupAD+9kW4f23yeKwPwCglnHaNMXtV4H5YR8q9HLHAds6F6TEIZEA4O/uKu809d3vvN62zpjWblvneGJzWce7PXSfbZ0P+75uW+e/Mrfa1hlO99nWuTXwME5BPH5ybfao7X5+6diKy90vCOsoVjGe5h1RNwhjtLtYGo9qeyzLu2Vx31uFDIWZh5Oye2+GmDHU04IgNw/jNYQO0+1Wj7GfT5p2oZ/jxveWChnrHMXzmtpZxFBniufHpFIl42yTWn5crV2ewSZn7rugjc1iFl5o833QJ9O7ceax38XvD92Df04oSc65eQd9hZoh7GNZg8otIdfJ4ydT7W2d4oFRQggha9+hsQympmaerdoBarvk9nIAxznnJwGAMfZtALcDKA2k+9cA/gHAn9WqYZXCOU9v3tCS0nXuaPBzFkIIqbpqxVNeqtMHkzh7PFq1QWUOBq28rmCzOTzx4nAGaKeOLyGENLhoUgOTpFjVDtAEoabKOkOSWPqpY5SsjxBCmsLBSV1HLmNsI+gDMFRw+9z8tkWMsb0ABjjnP65lwyqJM98x9rQOiedmoHvnFyboBZPaC5PzOcpLal8RreNLG4wZnKth4wghZJU6/VISapZbZxJdIQ5G4S/MDU2dHKUfIkIIaQKHR9IIeF3H692Otaysnp6qqb88fpIGlQkhpBkcndY0ACeqtf8Kx3FsZ4ztL/h791LawhiTAHwGwAeq8FBrJpXmTx05RUl1CSGkUUyeV3UAI/VuR6WslfwGnHNdz2jRbJpSFRBCSKM7PJJCPJH8ZbX23wz5C8qah334aOIRytNHCCGNT+ccCZWlOOf2QbhXh0nOuajjOQygMIV7//y2BQEAFwB4iDEGAN0AfsAYew3nfH+lG1stY2NjTx0/G/r97fVuCCGEkBXLcA4JUoZXMVN6LTPSr7X8Bk7JeXj8WKK/74Ll5dIhhBCyNrx0Posj5yKP1Lsda1lZM5VHx7Kj4xO6CgDeZO4unoz4rvISL+7Otpd3zqQkaXSbENJ4VpKkr5Bdkr5ShUn6Lr3Ej+jmFujugH3mihVYiONYib8y7AOwhTG2gTHmBPBmAD9YbAvns5zzds75es75egBPAFhTA8oAoGnawUOnNPMsHYQQQtaUCQ60BJxVSRqUx6BCqchfGRbzG8xftF7Ib1BqIb9BXZfeJBOJ/c8fEF+mFSXA2uQoThL3VOYC22O6JeN5oJUxLk7wbtg3skuqTwhpblZJ+la7wiR9hdrYbNHtJ9O7F////BigaoZcOxVT435vXZTVMs45v3BXSyoe1/w+3+qddk0IIWRlDo5mkMhUd4bQQhzHWuCcq4yx9wL4KQAZwNc45wcYYx8DsJ9z/gPxHtaMwy8dUeP95x2h2bCG6YAGlwp0zuR+5mf9+fCQ+vw1YYcG+OYvFOsM8MeLLxYnvPmrw8NbdHSeL37Nsj4HWMkFZKYDKZOJXb6YhMBYceVuKIh2mV+g3gAgGjQLaSnDmzC/z6Zz04j5za9o34HP4WiXxdVuFeibNS9acKzN+kL6W0IPozUtDr/5lL/LutAPnOWC8nlPxPcKyyPpNtt9pBziUGa8FdA0+1PDTNp+9t6HvW+wrRNWp2zrxHSvbZ0zifW2ddSofZb73eseAFrFdS5xHrDdz2OpixG3afd1rfb51+K6T1i+STkrLHcz+wUnPpuxuxYuzl3j5lnTrO4A0Jeyfr/1RRgA64ukrRHz92F4BLA6oOOUeVuTz5iPzR755aRh2z2HOMqcc1Ok9IJuqXZXvtxZsPtTJd+7G3w6PApwMg0cP4uvL7kh9dPOGCu8GPslzvmXCm6b5Te4onAHhfkNGGN1TZo7PT39dPZQRAMo/S0hhDSyM5MZHYD4hGoFatnvrZeyh7s7OtwjJ0+ntly4S3yCSwghZO06PCXziYnRffVuRyVxzu8FcG/Jto9Y1L2xFm2qNM75bH9fd6aKK6UJIYTUyDkNmInNPFvNY3AwaJXr6NqFohIqyG/wW5Vq0Eroun54+qWRNBCwv6pFCCFkTeJqFhqXs5xzSs66AmUPKns9/KXjx5M0qEwIIQ3swAxTNU2r2hIgoLZxHJuJJDsPHD2RvrH7UpuYJ4QQQla1o3BoQPaxah6D85r+Fq+1/AbHJg6d14BtdTg0IYSQWsicP42WltB0NY/RDP3estd3KbL62PGT4mWThBBC1raXJrJZAEeqe5SaxnFsGlNTU3c//JROU5UJIWQNMAt9AQApzhGX5ATnfLwe7aqSNZXfgHOezkRTKZ1+UgkhpGFlzh6D4nK9UN2jNH6/t+yWff/HU/9z+8taP+nMMDgzMmI+HQFVRtKVOwEqTMynaMz0/+5U8cmTN1YcSy3rBuSCNEO6wmAV2q90u6TDENsRANonFEgm2zvHgKzTfN8XIYvZkNUM+BTiHusshFnZ+uQjLXy2hxB1ihJwvYiIQ7ADBYjIHtEBAACnIY7beCC7WbwDD3AyuUFYxe+cQywTtG0LL+OKjVupzIWMcq8O+ST7oPTr3PYhd8rZT7dsjOW3HJN62LaOXVxGAGiTZ2zrrJNGheUd3CYwKQAZ4iyeMueW8RkBwKtbx4jsSIsTkfRFJFhdS2ubsv58+ac4uMUlOOdEBnAb31/Z/eZ9wVOPjBm27T9ubPe5uDje5IKAI/9klSblc1s8pJlU7n6RTG7/YSeHS2GYm8pgNOGJcV7GC0lWnUQicd/PHptNvek9nfY/BoQQskJuXp3kX1bxlEUqEU95uZYbT9mMRwGeywBhp+OpSrRNjEHjtemkrsX8Bi44Th4a8nVsWJeCaz7R3U/S1wAAdjmPAQAUaAix/HtvlufjzW9ynEWKuxZvD+sduITl8yB3SzN4HhuLnAS/egABAABJREFUDypFEdEDRZsm9TDCUtTQvmHejhdSxmSC13usx+GDiBu2vbfzK/hF+jLT+mOqdSz6vwi+Gre4xCk47k9fISy/xGW9MO4LiTuE9wWAq7zPWJZN8WDR82+lXYoIy8vZx6RunzhxlNnnPXC57fMt3/E7r8Sj2T229c7JNgkCAKyThm3r3BZ63LYOAFw9GbGt84uODts6bkE/b8Ebg/fa1iknOSYqsLCvjc0Jy+NwY5fjuGW5XT/ezcQJPEXvT4WpiMG6SxBmMcThNmyPcD+s3hml308L/Cxp2n9XmIoIjHk4zmT7DNv2Oo3fB1pJWPsULx7AG9Xznys/SxZ9V4ZZ7v+TPIxh3gkA6JPG0cOn8VrnQ/iFuhet7GfY/+SBr5k+KFK2pZxJnD4xlKWEBYQQ0qBG0gyQlZFqH6fCcRzJPM75qd6erlnvBPMAMqYDGsZbVHTOKAjF5MVkfZKeT9YX9+iLyfpiPr0oWZ83IRUl6xvv1QzJ+rhkvKDrjpkn6zMTGNMtk/VZSXh1y2R9yzUcsk/WRwghtfBSFng+Gv1EtY9T6+RBay2/QTabfTr5gnYF1tW7JYQQQqoh8cK0zjmvctjHxu/3lt0r45xrbrdranhEfLWEEELI2vSEHkYymaz6bKGFOI6V+CPFJNnx6P4XUvVuBiGEEAGr0BcAcAQOFcAva9wkUmJ0dPT7o/fP2k+bJIQQsuZwzhF5bjwDoLqDyk3Q713SVB+/V/rhY4/SVB5CCGlEj8Sdqenp6VW3BJWUb2xs7O5H9mniGDOEEEJWpYjOITscEc65fRy1FeIANC5X5K9BPXr4gRM0m4oQQhpAn1QcmnL2xQn4Wv0nOOfUb1qhJQ0qv3hk+gu/eIIGlQkhzcM/ZR0r0TlhPoFlpfGUy1UYT7mUKJ4ygKJ4ylvbGAb7HHhmMpYC8OyyG1S2XBzHSvyRYqqq/vz+x6ZpqjIhhKxBL2UBP+M/q83R6LdYhHOe1JL68NwI/aQSQhpLmJnnIRCxiqdsRWHmMcKrFU+5UGE85UKd82mDfqHuxdiDp5FIJu6yaH4FNf5v7ZJaNjWrPvvCkWxK17nbH5cQ8+nwpCUkXTo0KZ+sT5X5YoK+wv+n3HpRsr6EnxuS9ZWSVWNSPitmsR2BXOxIs2R9jox1sr5qcKl2yfoIIaQ+jiYkwOV5nnNulaW0Ymodx7GZcM6n+/t6Rt2H9I3r+pyYalOR8OiQdMCVZYuxlFHwKqsKX4ylrCrFFyqcGQb/XP53W3UCGbfxYoZ/uvi33DMHKHHjW+nIxWaTATRse974fgiMMSRbrK99n9xgflGnY8b8h/aCIbnosZiRLXLkrD8NTHWKPhoyxsPW5TdOj2HaY32+sxvjGHUZk6UUUr02JxBe4NHolcIqLiUJ3eaz55DsV3sn3PZBs4/MXGhbZ33oqG0duyQ1APDP7n+yrePtFidTA4B0Gd9+B8tIttTrMF5ALFTOY/JLCdPkXAsuwGnh/X1lJDvKMvF7ISJ5kWDmSYCunTZPgLfAIXguAwnr47ZPWJd5p8wnE8ljKcBpvF/m+UnIHuPn5uSj43C7jd8Fdz1r/wZQWPH7KFCy+7CzuHxTaz7p7kQ8VzYWB7rnE52PpiUojGMowdDr4TiuA8/Fkp+1bQipieRc6u5jD7CPBN/mgAtZvNL1K/wkfQ0OZLYsJuub5f7FZH0hFitK1udm6aJEWk/zrUXJ+vbgpCFZX9gkWV9EDwi/Dwo9krxUmKzPzMtc+yyT9Yncn77CNlnfct3i+xXuj19TlX0TQsjUA+f0qRdGv1Ht4zRDv3dJM5U553o46D127KWkfWVCCCFrxq+yAT41NfXdereDrJyq8XsffZZW7BJCyFrCOcexLOOoyYohgHNG4S9sTE9P/3DoJxP0g0oIIWtYaegLLa0iNRRNcc6H6tSkhrLk9OljE9GvPPxkpApNIYQQUi+PzrF0Mpn8SS2ORXEcq2tsbOx7DzydsZhzSwghZDUa0YF2lzJXixVDAP0Wl+nZ00+cy3Buv9KBEELI2jD1xHn4u4Mv1OJYzfBbu+RB5bMjsf/5xRNR+mUlhJAGoXKOE7FMjHN+sjZHbPzYUnX22EPP5uIqt03Rc0QIIXbKCX2xVLnQFzkLoS8Kjabz3bBeD8eEk4Ex9tWKN4QsG+dccyjOg+OHlh5/lBBCyOo09sBpxBLxr9XmaI3f711yyzjnQ1sGW+eUMR7yd0mYC2hwZRlUOXeytBA/2fB/dT7GssLhzOS3p7wczlT+tu40xjRkei6OYylNMR/bVjLGuIW6lIuhXMoqfqI7ISNjEd6wZUZG1mk9rq7bDNXrkvV9S+NZltwTKZeoPIYZnzh55R7M4YzfYVl+kXQa++VNwn1sc5zC85ntwjqTZcRkLOdqi0e2T37tk+zrpLkLfYo4xiEArJNGbev06DO2dcKq/Uo5uYz+S0SxD/p9Wu6wrTMmtQjL/bAPabMeY7lLbRbCmv0+nCtMrupVre/fnhBf6+q0iLMKAMGI+YfWmQC4bB4H1TmVBXcY76c9PQ7mNG4//fNRSFLxvp4+loHZ7s+UxJo3q9NW8l0QLAh7WZikTy+oNpMCPAowlQKcEofGGZwS8GJaAvP4HjIehaxFnPP04EDfieGR9J6+HvN4qISQ5lZOPOXlEsVTFll2PGUTmecnTbeffNQ8kW45lhpP2cxY3HqfTyc5htXMF5fdwCVjtjHWCTA1PP2f+3+WuiK2fTv8LIFdzmOI6IGiOMez3L+YKMrPkkUJpIB80igAOIJ+pFB8ft/Hit+vffIkHsvsKdo2qwVxJjVoaN//9Zpch1CB/9RvMX082xynTLfvch7H1eox0zIAeErZaLp9nIdxRN1gWuaWMpjVrJN7PZa6GDtd1se8zPu84blZEgaMcXEfKMLFOQLcLI02Nis+jgQM6522zYkIngsAeFTfg+2O07b7uYM9altnivts6/Tr9nkN/in5Zts6QSWK/7bJ4dYqzwA2ucl3OU5gt+OIeD+wv8BzjPdhnWPYtl7p57BQOUnpwlIUw7zdsryNzUKG9Q9iD59Bv+D9fXfa/DO8YKPzrGVZtzRlWRbjHsS4x7RsUg+bblcFA5rtsnFsxCoR4NPpnYZtl7gOGpLylSpN0qdCRrsUAQDs5qeLyk5KXYv3WfjujXMP3CyDEdYKF7JIPPScPvXU5N3Cg5KyLXmmMgC43J5HnnypvGQBhBBCVrfnpAAfHR2t2Q8rxXGsvlg8+d0nHspf3Fq42GmWtBYAYoILkrFgcVnhheDFOq3GwRTVZ3x9tj1rftpxZI/5SbdnZukXoiZarCN/lD4WQghZDTTOMaFL+vkstx/lqRAO+i0uRyKR+Mnwz8ZqEpKEEEJIdSVnMuBpFuOc21wtqoxm6Pcua1D50InRr/x831yl20IIIaQOnk4hrarqz2t1vGaILVVvMzMzP/rZvmQGoBAYhBAishpCX6Q8DO0B34sVbwhZMc75qbkTc2k9S+PKhBCy1p38+QRC/d7Ha3W8Zuj3LmtQWdf1hx96OrbsJEAZm+VhGvV/CSFNqjT0hRlR6AsrM/MrhKfm/9V47jitQWBWdoxxzq3XSZG16MX9hyMpXacUCIQQsto9k+LQErH/qulBOaDrckX+Gp1H9j008+Q5xHguLMxC2IvCJfKFy8lFS88JIYRUx0LoCysuZHH8/nG89KMzH69Rk5rCsgaVOeez8ZQ0PROxCYxDCCHzqhlP2c5y4imLOKfMv/u0p81jNZ7+uTFW99PH7OOOA+bxlEWs4imbaXNxPJsAVCb9aGlHWalcHMdK/BFznHNdl9xPHTxqH+ucEEJIfT2XAk6l+b/X8pgU/qJ8I8eG/33oAfu8K4QQUgsriadsxSqeskgl4inbMYunvKA0nrLVfdws3+8+93hEB/CE7YErpvH7vcueEzwdY9/Y//O5P7nl9W2YC2hQtFyyPlXmiwn6iv6v8MVkfaUybm4ao7GooRljsj5ZZabJ+lQnN03Wl3WaJ+uz4kzBMlmfI8Msk/VJun2yPiuKymyS9RFCSOU8K/v1sbGx79XymAsdWVJd4+OT33ls/7aX77ggKYVnZURCGnRm/H2R5metx3w63On8b6ek5/8/F9bhSeR/2Jhu/A2MdHKTRLQMrlTxD2L3uIyJduOFmeMXahg4a0wkK+lA0m9sd9+YA7LFeQUAzIbNlypPt2tFCYNLJTzWF7A6x6xPm8LTMhIm7VzQD+uY1jkqjvZbX6zfiGfwcHBAtAO8OfRDqDbzBb4xdYewPKs5EXaJZ9k5XWlc6n1BWKecxLfrNPsETI4yLkhectg6AfECq+TOhabD4kV4Z1uAbclpYZ17XJfCL0ggvFWy7ggucEHcjg5NnNekNyk+2X3UL34ftfIoXNz6vbg9EUHUYoVMz6z4fL592vwzJOoH+M6bPx/SlHlSZD6ZhKPbmGgwfnAa/buCRdv2PzyNm0uejqdN3rrekvdPqKRP0uZlAHKP4dERhlPzCfk2FMSr9zuADg8wkgDanTra3MBAiMHhk6ENKbHpSJKmt65Sqqo+OPzAqHbRR22ySVmI8EBRsj43MkVJwoZ5uyEh3dXO5w3J+ta5zxqS9f114l2myfreLt1vmqzvSHaDZbK+x5QtwmR9yxGSo8JkfYQQUivTp+LwBt3TnAtOciqsGfq9yxz6BMbGJ7/38/2pZU8dpBAYhBBSrNahLwbDDC/qzjiAx5bSTrI2pNPpn9778Ll4vdtBCCHE2tMxjk6X/FQ9jq1zqSJ/jY5zPq1O8ik2F6UQGIQQsgqVE/rixAPjGH8+/okaNalprGTo9snHXoilAVjPoSeEELJqTagcmiwPcc5TNT3wfBxHUl2c86H+vq54Kt0ScLsav9NPCCFr0RNRDjWTME41rToG3uCzpyrJ4VDuG35o5O29r6FZt4QQshaduH8C0Wj0xzU9aBP0e5fdy+ScZ7PcdfT02dqORRBCCKmMfQlgLpX5dq2PS3Ecayer4r8ffSA/nX0h1EWhwpAYqYKZ8KWhLJLe4sVJDpMQEoUhM0Q6Ju3DFRBCyGpQXugLMf/8V97IfGSUhdAXwYCEfSlJfSzK76lEW0n1DB8c+o+z94/UuxmEEEKWQdc4Jg7GNACHanncZuj3rijIxPhU7K59jwV2v3EwyyIhbbGzqkuAM1sYlxHz2znUguci4+BY6LMmvIA/VjzGrToBVyK/HyVjFo+QWYbKMNtuFSM5V988JIcoPrJVfERJz8WcNCc++XQB4Ia4lDnehLg94VkZCa84KklXRMe5VvNYkwDwGhzGwUDQshwAYg5jrLpCmxxni5aDWXEz83h4hUSxCRdYBYQv1M/tYzeuT4rjFALA+mn7zoM3aX+9RhS3EwBOt3J0ZMTPzwl3CK1c3OZpFkAXMwbRXxCE/fNrF7/Rq4njP9qRbUJdhtLi56p3xvpLtnXKuswteNvIafNGyXPmIZj44RlIHuOXzuTjYwi2Fg+gnTiWxGBr8XtkZFbH5lDxMbWSJjhL3lZuR/F7USq4mdU4JAbEs7nkfboO9HgXEvlxbOpR8OfxrnTk6Lkfmj4g0hDGx8f/6UvfC/3WLa9q99W7LYSQtW97IrLs+1rFUxZZTjxlM/GDxljY+x82bjOLp7wUj47kf4gL4ylb+dUcR5/P/fTxWHYJWV8qg3PW8LOnKuyxqYcnUu0s4o7NL9T1SwkoyPWpQiZ9kT5pHGe0HgDAJA8byguTR53h3dghnSkqv9n5lDG+ueNXOMfaizY9j0Hs1M4Z9v8b8oP4Ab/KsP2c1oVu2bxf9Iiy3bwPpwM7ZfNYzFc5nkccgk62A+jh1n2Rh7SLLcsm0WLZ1gVn1D5heZfN/duliLBcg4xHkpcK6wDA7zp/ICyfdtifiu3TttvWeVozJjwrpZYRS/Rq17O2dWRmPWawoNdh/8Vp9xwDwLDeaVtnHcSv5b3aFbb7KGdsYeFzbWVY7cYYOizL3yWLJ8NGZXH8wgNYh92uw6Zlblj/XCiC1yuIOILMPCreQW2D5WNOcfO27lJOGrat1yZM6x6QBrDHeaRo23F1AIez6xdvdyvG19aPZFG7Wtnc4v+/HrkTP53//xWBfViotk0+Cx9L4YSe+14Isyh8SOHccxE4ZgM/5TxCCcwqbEXrYaPR6L33/mrG/lNJCCFkVdE5xwuT0TQAcbatqh2f4jjWAuf82KmhueHh82mEZ+szeJB2l59+YWjQ/KKNxyLeuCj5Wihi/XhFeR1EFwXHu8QX0LxlxEUnhJAF/zutQ0olPlSv43MuVeSvGXDOU7KkjM0NUaoCQghZa47fP4GxsbHv1OPYjd7vXWnLDj1/aDSplU6nI4QQsqodSwJOt+dFzvmyE64uXy6OYyX+iL3pSOyT//N95+JlfgqBQQgh5alm6AvukTAKZ/wXs/rDlWgrqT5d1+45df8Kp7MTQgipueMPTCCbzd5f+yM3fr93RYPKnHOuQ/nZ04/4DTOgMo7CTml+uyJYSRDz249tmIV+kFe28p4QQqpi8vGxZd/X7lqdXegLIBf6AsiFvgAWQl8Am3oUPIBW/dzUzOeX3UCyZsTj8W9/84cnE7pOF4AJIWS1+NGMjvUu3F3PNui6VJG/ZjF8YPzfjn9nRPMjH2ZFRa4PPMv9S95fihdfpTikr1t22w7K/cu+LyGEmFlK6AsrB6QBw7bjqnFbqcLvWcAY+mLBFYF9i//fJp8FgKLQF21sDtHRFGIHlKOccwqMXwUrPgsYGRn5zJe+P0HrgAghVbFW4imX68QxY7zHkVn7C2ql8ZRXQuUc902kEul0+nuV22v5FuI4VuKP2OOcx7K68vPH983ZVyaEEFJ1nHPcF+GQspk/r18jGn/2VKVxzo8nRjITs2ep60tIsxpWu4XllYinbEUUT1kkCOvvrIPahmXts5RVPOVymMVTrqRn/nMIsVjsn6t6EAvN0O9dUaK+ec88/dLI9PTMoK8VDkRC9sHcC+kMsMhJBwBIe3lRsr6lkFXzZH3W9ZlpfEZJt06Op0vWyfq4xAXJ+pZP1B4A8CYk22R9hJDm9dicDtnp/gnns/aZMqukWWIwrhZnh87/wz3flF592XVBORfSghWtKFqgaPmEu+piBk1e9JuT8OhFq5Mk3TyJbsvpwvMBHZFB4w9yx6TD8LsbD3LIqvG3k+kMzpT540t7zU8k/DHJdF8LrC4utUBCwiJfbdYJzNqc65SGDSk6Ztr6vb9+XMFwu/Xyq5sjQ3g+JE6kCwAjrMWy7K1t9yDOPbb76BQkeAWAHWn7zoOjjNnxCUX8XZBh9t8Vcb/9uacvJj4ZP99tftGwUMjiguOC50NBXIojluUzzA8N4nZsy4pXuNg9pzLnSCjW7/mBCPDamDGh14I5j/X+ByYUiLoOKZf1uac/LkO1uGvQIgGyI86he4zPl5TWoHcYO+XSRBqs3fje1oai8Gwo/txMPTWOnTuLk06Pn0/jFeH87dmYjsLk2uls8XPjcRa3+/ikjm3BXJ22+WaMxIBYFtjQwtDhB8I+CR2dDhzUGHpUNvSjodjylzSRutC49skX/+Pkpy/6v+32lQGsk0cWk/UtR5o5DMn6+vmkIVmfldewx02T9Y1q7ZYJ8MJS1DRZ30Ftg2WyPh9S4mR9AjfKzwqT9RFCyHJxzvHCt0d4LBa7q35taOx+74ofHeecJ5KZz937I2OKYwqBQQhpVqs59MX/qi3Zk6PjH192A8la9MSTR+Jzc1H6sSSEkHr7xpksBhzZT9a7HeBSZf6ayMiByS8e+85Ixqfnc9VTCAxCSKNplNAXZx+fAR/z/phzPlt2w8mSVOQsIBKJfO1r/3MiBqBu2eUJIYTYm85yHI+r05zz5+vZDorjWFuccx6J83/80fen6t0UQghpOMcn85Ni2mwWAiQ0jmdnNEyn9brmNeBg4LpUkb9mwjmP+1u8z559eLzeTSGEEGJj/9fOYmxs7FP1bEOj93sr0jLO+dRcXH/2hQOCIKWEEELq7ofTOpIa/0xdG0FxHOtiajryxXvunstK82GZnFnjkvN8yIt8KAzAGN6iNNSV2XnOzPri1yd8tvxZ0mahqAAgY7Gydrlhsggh9WUV+qJStKGoYdvUU8bBwPHzxdGgcqEv8uxCX5gZme8WbWjJ1V0IffFADNjV5vnlD4azFKtujRo7M/mh5792ot7NIIQQIpCOqTj3WDSladojdWtEE/R7KxFTGQAwfH7077/7bfd1F/9VQGqbUhAN5juczozxxEtRc3EZAUBHcYd0ukWDP57fkHFyBCLFPVZdMoa8UDLGGMpKxroTmnXax/orbbMVUcxGJjhlVAVtsIo9Vw53SoJq0SkHcnEbp0LWD+iK9ByOt1g34Ca8gPNKSNwICdDKuG4RLlg+Zsar2Qekl2H/WvpU+5iL7Qn7/XiT4g+0J2H/mKNBzXRAp+g4Nn2NMa+CTk18ISfLJLTA+vkNqPaDPF51ZX2erCR+nDK3fs5DFvFTF3RGrF+L8LR1mVPwlrNK0iclNXCH8bWVxpNgXcVxGbMnZtFyYauhbvTYLLZdWLw0MjKaQldH/vbcnPF9mslaP0fZguqJNIdDZtA5EHQBfnfuue9qz32WOzf58H8f1FJjkdkvW+6QNCzO+diuzd1HDh9NXLB1u31MXUJIcxHFU7ZjF095qRxxi9/itPm5nDRRtxQBS5qlDADfPpvFte38w1VsUnk4gFWc+Gc1i55LPjL6TCo+Pu30Xdx2vmi5dZx70Da/VHuW+wAA3dIUYhC/OQqXmr+ob8QmaXjxdoK58Eh6r+E+l7teNGw7IvcgXRJSYz3OY1RvM9SN6AGMqdaxmbc5jfGTz3NxLOdzapfp9gMQJ+Nql2fQx6zLZVj343odkzg5/xpY8TPrk/8Udy6+ZlZe6fnl4utp5TTrEJYDgGrTN94kn8MzmZ3COgrToNoMMO1yHrNtyzZtxLZO3LvPtk4KTts6vYLXFgBe0Dbb7mObfBbDMPavFgSRwHWSeCHmMW7zPoExoXohFTLanRHL8gdj1+If8A7L8k3uk4Cg+306PWhZdrPvV8K2tVq8h+fgwxzM37sx7kFYMl58tUoIqDANaTgM24OIY0QuHhsa58b8Hik4Dd8DSslnW4Vc9H3ZxWaQnn+PPZbeg/We3PdS4fffCa0fB7QNWC+PoFuawqjehggP4MnvDCMzLn2Gc8GAA1mxis2h1nX9/vufmoml0nTRnRBCVqNnpjRAdr7IORdn4KoFiuNYF0fPTP3lj74yDdFs5VoTXZStBKtZzwCQEoS/9Ar6l6EVhPoSDb4BQN+k+Irynllxx5cQsnqdTOhwSEz7+0Mp8ehATTD6LV4mzjn3dgW+dfo71ok5CSGE1Nex/zyCqampL9S7HY3+W1uxlnHOtURG/vpPHpyu1C4JIaTpLWWWski4w4n/Op7CweHJv6hU25aL4jjWj6qq9967by6VyVgPbFIIDEJILTRC6AurWcpWoS/+d4ZjR0j5anmPgKxmYy+c+78n7zpc72YQQkhTO6EVJyhdWJURORqBrEnTnPNz9WjXgtXS72WMtTLG7meMHZv/1ziVPFfvPsZYhDH2o3L3XdEe+dj45Ofuumc2CwCBuXxHMmMR4sGbzB++tLMa8xVviIaNHeDSUBeAMSQGADgtltA7TMJyiKwkHAUhZPUThb4w3T4uXiJVKHrMmHA2Mlr85WQW+mKp9PmHUBr6QvM58PCMM6Zz/vMVH4SsWZzzrMo833r6GzOrarYyIYQ0OlXn+Nmoii8cS/2ferdlkS5X5q8JpaeSow7uOvvL5wKLoSoiPAAAmOJBAECIxRfr2y2rd7PiixsnSsI5XO96xnCfp9IXlt3ebsk8UW+XICQFIWRtsAp9UQtBxA3brEJflDILfVGoi+UX1z6W3rP4f7PQP+vl4nAuR79+GGNPjf2BRbOb0YcBPMg53wLgwfnbZj4J4G1L2XFFB5U55yeGp/jQ2WGbQKiEkDWhnvGU7VQjnnIlZE8YB4+Xq5KzlH94NgO30/Ftznn9YxQtxHGkjmxdnBoa+8TXHpip//uAEEKayMPTOi5rVeKc8/oFgC7EGf0Wr5Dq0D9+/OsH6t0MQkgDWEk8ZStWsZSBXDxlM6J4yquN1SxlXdVx7kdn1Ww2+/16tKvI6un33g7gP+b//x8AXmvaXM4fBGBc6iVQ8bm350bnPva9u2e+/r4/6SkaTco4uWnCvkKSbr58di3QFG4ZF5JL1sn6lAyzTNanqKt7dnSvOmufrI8QsircdTLLD47E/qbe7chhqzouVKPjnB/esq5jWN2XGchcr8CblOBOM7SO516T5Hyc4ZkW49Kf0lVFcwEN7nTxa+mfK74d7VVKfuc4PLHS30uGocGsaXu7R40JQTTF2BYAcKaWPus667b+jXamgJl285NoRQNGWq1PsP2CtqQdGmTBsH4owTASsr5YtCUxB13wUDdh5TNW/PY5coWPAQAmvfavx7giTny0PW7/WIaN+aeKDEwoSHrFjR0Oivex87wE0RmPojIMjFtftZwJarA7Rz/QriDDrL8bO9Lmn5GlGA+Yb0/LDID169UZ5xg3+U4AgHBMXlz5UCoYNX88nhiz/BlgOpD1mST5TnJoHmOnSolkwYPF3xNsPAm5o7jDnD0bNSTRjZ2YQ9/m/Ml2JqaiMNXWzGTxB0HX859Lj1dG93xOsmQi/11wYEhF0AX0hnIPsL/XgWCnGx99LI4fDWev+Q+QRjH+6NmvZaYT/6Zm+plVrzrE4osJ3vxI2ibsqwQXyxiS9S3HkcwG02R9Iv3KmGWyvlG1XZisb5i3Wybr0yALk/VtlIaFyfpi3CtM1jfFg7bJ+ggha8PQfWfhlbw/mOSTq+Ai7qrp93Zxzhemc48CMP+iXoaKP7pUKvXd7z40k9F1XhQCw0phCIxSFAKDEFIrqy30xXJmKZuFvgh3OHFekjEFzznO+ZmyG00a2mQk+Xd33U9LXgkhpBYm0zrOp6Bxzp+vd1uK6FJl/poU51wND7Y/8rPv65YhMJaCQmAQQpaqWUNfFM5SXi+PLM5SBoDjXzvKh14a+qhN89eidsbY/oK/dxcWMsYeYIy9ZPJ3e2E9zjlHbg51RVR8iJRzntiwrvfefQ9EXnfFrcVvqEafrUwIIavRXcfTOBlB3RP0FWni5bKrQWQuftd3HpL/+Y28iy6VEkJIGQpnKVs5MJSb2VI6S/lfj6ZwRYfjkao2cIkYGBj9Fq/Y6Z8c/r0MUofxxt2WdeoxW5kQQppRYiyB+EvxUc65MfByvVTut3aSc36pVSHn/GarMsbYGGOsh3M+whjrAWDMXLxMVRm+PX125O/+/b4IxWskhJA60zjHj4dVPZlM3lPvtiyiOI51xzmPQvY+euobMSQ8uZ/r6c7cv55Yrk7LTHnjzSlX8c99LGj8+VdKLign/cbBmYGzxjAXADDabb7kny5AE1IbnXHrwdRwzPp72Cr0hYhluLikRai4iPH7gZmsJMqeNYYeiZ0ont2ViRUvdSwNfVHI480/7sLQF2Y0zvHdM1l84XDiDcKKtcYZGJcr8tfMOOdH1LmsOnuu/BVshBBCquPEN44hOZ34h3q3Y9Hq6ff+AMA75v//DgAVizddrRlK+/cdzUxmhtTO1i7F0MFU5mMPL3QI/XF5sVML5GYrq0ru5DHm04tCZMy26oZ4jZpiHvJCLZllL+m52MelFBVgJrHgHIJ4go5l5CLMus23O1PMtBO+oPC5MSPqWJvFnFzgS0lIuqw7ClunNUz6xLMyWtNTmHWK3+AOm5kdrSn76w8u8zB+RbI2n7OE+XhFkZjLvo4jKO48ZBwrX0mQdOloSYhn9bvVMp4UAYdNrH2Ji+MrAkBWFoRokAHRqgq7WJwewaoGX0qyfN97ExJSXvPjuhMMGa9xu5IBdMUifqPP+MaSkxr0buMsE2k6A8eO4niN+lAU4Yvbi7Yljs+iM5B/Q0ZHkvD4C2I6popfHE3NP55MJv//WFyHy5Frd3o+XEbAm3tiuvtdCG4I4P4zacx6gt/i05RBlRR76fjoH/ztN5KHvvzWrUsPREwIqagD7eJT8krEU7aSi6dcO8aY6qvfSmYp//fZDC5sc55/fiYxI7o/Wbtiz8685/7/mP3SBz78PJ6RNgIAHk/uBQDscB9brLcQIiOEOMYKloineL4DokCDwvLn+MO8+Bxyk/OsadzhA9oGw7YbJGO0lU3SCH6lX2DY3qVMIiyZx30XxRouXcIOAF2OGUO7C/lhPQA/y33oYdOW5UO8w7LMzxKGJfSFVMgYZOLJeUf1AWH5sEW86AUuZh/C1S+Js4avcwzb7sMq9nShfs36eQQADRJ+xXYK63Qx85AphUY1cWKDO7THbffxC36ZsHw43YcXYHzfLtjksY/9/Sb2C3QJck6cV8LC+8dhMZgzLw0HXhX4uWV5qyCvwjgPY7MyZFqWgtM0fASQ++5YCLljLLOOq94uRUw/u4AxDAUwH9an5GdQNbmgaJbMz+w466TRotul3xcKtMUQQtsxhNuduYU+Tq4BOvAzPT9ZNyxFMaq3IaIFwDnHma+djc/NzFH6AqO/B3A3Y+xdAM4AuBMAGGOXAvh9zvnvzN9+FMB2AH7G2DkA7+Kc/1S046rM8+Gc82hc+6fvPEjxmQghpJ7+42hWP3/+/Gfq3Q4DiuNYd5zzIzNJ9y9P/FfM8uJlJWcrl1rKbOVqE+XPaJm07qD2TFuXxdziQSiN3r6ENDxV5/j8kTS+cSJ5cb3bYop+iysikUh86/TdJ+fDVBJCCKmH6X0jkFJ4knMeqXdbiqyC31rO+RTn/CbO+RbO+c2c8+n57fsXBpTnb1/HOe/gnHs45/12A8pAlQaVAWBqOvLlu346s7KplIQQ0mASx41J+0QKZylbsZqlPJXUcTCCKIBnl9zQKlqI41iJP7IyLx0fe+ff3HVeX+gIl4bAqKTSEBhLQSEwCKkPCn1hnKVsFvrCapbyPWezuKDNdZJzXrHYhZVDv8WVwjmPBXtDJw89Ur+EWYQQshaUM0t5wXbkZ287uXHGc1iKFs2sPv/Vw/rImfMfr1RbK6EZ+r1V645xzidiadfzB5+LGcJVLIS2KAzNUBjiAsiHyACM4R/MZkBpJpOpFJPwFbJq3qnlkvGENWu9YoAQUkWi0Bci3oT1V5rbIpyI2fcEYN2JlZPmS4WkaeOO9CHrZU4LoiPFHeDS0BdFZSWhL+x8+2gSo2n5b2jqDLHCOT8RSXkePPz1uaafrUwIIZWU1Tn+7Vga3ziRuLzebSHVd/K+E2//1tey2KufBABc5XkGAHAotWWxzgm9b/H/XSwfDcVdEjJB5eLfXbPQErtk4/L/h/U9pve/RnrJdHtEN19Gv7AMfSlE4RkoUSEh9dMuRZZU3yy8xkpCX6xUYeiLBREtADWWwdT9Q1O6rj9U8YMSoarO8Tl+euJ9//CNURrMIKQBieIp27GLpyziS63dqYm1nKWcUjm+ejibjUQiX156S6uMkgOtKodOjr77498c0+naAyGEVM53zmSwu919gHNuH5S0HjjANLkifwQA8Hj00Fx87CSlsCBktXkT+4WwvBLxlEXs4ilbsYqlDBTHYjeWrc7ZkdWcpXz6X1/gajzzSc75CkYaqqAJ+r3VStQHAFBV9ZdbN3YePfxCfNv23b6iWUuqwqGoDJKeX77qTUqWM6USnuKEfbGgMWFfLWXdS0/W50hZJ+vzz0mWs7pEzwuAouewlC6Jk/V50kyYrK89zmyT9RFCVp+vH0xgCv5PcJ5Y2kh2rVDcglWDc356y5aeH3/rVzO//orbwnCn8ifGGWfu+9+blJAq+K2I+PMnd/6CCz0Jjw53Or8qYC6sQSpJhOspWVGQ8gKth4tnaW07C+ju0pMnFcMXmK846DhvPNFyiGbzWyTdinWZn7AFIzLODJgva3BngbZZ69OpqZB1JDBVBjwZ889CX4RhziZRr13C1Q6bWeb/ssWY2GmRB7hj+ph1OYAtJ8Sdlm0AHr9QnGBuU1K8XDwrAQ6b7oHd83C6UxyNrXdGxtYx6+8kZ1a8eibj4FAFF1rdaYaWOevOwFRYw45pu4hx1m1ImyShLiRa/RNzc3izdkl3jUTxxJ0ZCarFW8+VYsiYnAsrGZhOdXGkAN1hkkw7ooI7iu8gRbNAsOQ9Gc/CsaF4lmX64DS8vfmsvenJFDyt+fvFxlMIhs0fQLokubTHK+PAiTQ8CtDbkntOOrud8K/346s/msELY9nr7jLdU/0xMEj0W1wxnHPudDrv+NePh37y/756Es9IG3GV5xk8ntyLQ6ktiwn7Tuh9iwn7CrlZWjhIVGqYtxtmA++STxkS9j2s7zFN2FcpKuSKz0Yc4a2WyfoG2IQwWZ8CTZisjxDSeLJzaZz70oGZmZmZz9W7LaYa/Le26o/u5Nnpd/z114eXNSqpWISqsEIhMAhZ+xo19IXZLGVR6IvSWcpmoS+sZiknVY4vH8pmJyYm/sG0wYSUOH589D3f+fsJtTR2KCGEkPJ1duc6Dt8c0XDTeu8Y53zG5i6kgWSz2Z/OPT8XGTlmjO1tpjAERim7EBgrRSEwCGk+9Qx9UYlZyguhLwpnKUe0AE597jmenUv/NeeclorUQdUHlVVVffLoeenQS88uL7ZyoXJiKxNCSLP7yktxTOjev+Gc2wd1rovGT1iw1nDOz6Vm3d+7794Ijg3kZ5Y6Cy7yFM5ALkzQFXPTbzEhxJ4rtbQLvFYrAh0R46xuKWoyIz5u3JY+WDz7MT1ZfJDYuHV/tHSWMgAcOJFbZbEwSxkAvOv8+OL+OXz2ydltljtbDTjot7jCOOd86sDkHV/46wQvN7ZyodLYynZWGluZEELWukwkhfNfPzwdiUT+td5tMdf4/d6azMM+enL87cudrUwIIaR88ayOrx9Rs1NTU5+ud1ssURzHVen0qbH3ffcTU1lNW9nPdaokpJJesgoo6TUOzExvNy75lUySVva9ZN62iV5j3axPcIojmQ9u+ccqn1CEENIcFmYp/9d5Fbds8J3hnK/O8FOLGJguVeSP5GWz2Z/HDkTHhw8l6t0UQghpeMf+cT/SkeRHOOcWl6jrrAn6vdVdVzOPc/70tu1dLz58cnb3xXsDRTOUVYXDOR9PcGG7M8sWs8iXxgs2i9dYuOxddQJMN3YWzUJbmNUDAKfJJAVn3LwjKwlC4KkekxhwKSAeNt+XM8Mw3WLdoZ3xLX82mFsc0hAStw450B5nwqRsoZRmGXNvgV28w6AgdMGC0ricpeI2sSe9GdjGh4467Nuh2bwOki4uF8VVBHLvg2BU3A678/eFOKhWFj5fVtIO8f1Vmdsm27MqVzTr19FlE7fS6r7ODFv8/jDsMyWZhrFxJwBu8jwqSW66XVIB3WV87aSkBj1cfABpPAmpKx+vMXtiFq5ub1Gd1HAc/s58YMlsQoXLb/6VnE1o8M3/f2YyA79PwsysBokBDoUhk+Xo7nHC3+fDZ5+NY1zz/BXnibjpzgixwDkfWbeu51v3fj/ydvn1LdgylIut7Mywxe8Ud5otDhqHY/JibOWYWy+KrdyI1g05LeMqT4VUy7jKbbOKMK5y0qlbxlUOJiVhXOWsbP/7ShrbSuMpL4ddPOVqWq2zlBcGlEOXd+BrXx3Bi+OZC1bvlV1STZxzrijKnd//aPrh93zHi29pN6FVmYGLpRHRAuhXxgAAY7wFfpaEnyXhQ8F7j5nPQF7QxoqvVaTgwCz3F21rlyL43sRri7Y9ghvhcxpj2P9Z8GsmDwI4KXUZNqfhQKTkWAtGVes2+yXzAfYYvOiXx03LJhDCj6Mvt9znNo845r/ZEn0AOIcubFaGTMsAIMyiGNXbLMvb5Bnsi+0VHvu/Y/8mLAeA/+nrFpbfHf012338nv9uYfmT0lbbfQxnja9zUTnE5dc5n8Fu+biwzrPygG07LseLlmU+pADXPsvyo/qgcN990jgOodeyfIqHAMHPoV3M8Ek9LCzfJp+1TPTnQwqdLGJadlBfL9yvFQUa3Mx4vupnS7vQZfa4zOK+98tjxnolCQbDLFb0HJzTOovKS8Nn7Eduoc/F7BiSLHdesU/fDjdLY6d8Cun5/c9M6Zi669jk3Nzc6ktM30Rq1gM8emT8bZ/6l/M0W5kQQpZpZlJ8ATaa0XHXCTU7PT39j7Vp0fIsJAeqxB+prLNnR//snk9PZdSSmN7OZcY6J4QQoHKhL1a7L+6PYk+f/z7OeazebbHFAUmXK/JHiqmq+sjIWTZ99kW6vk8IISu1T98OANhZEN4nDQee+NRRxKeTf845t5lCWT/N0O+tWcs45y/E4srxJ/eJs3wTQshaIZkk7pPG7ZOzpIaLOxnZhPUsxmzCeIyZ2dw2h5LrpHf3ONG6KYAvvJTAQMj5Fc55eRli6oXiOK5anPPxRMT19R9/b6YotnKhcmIrUwgMQkilrfZZyoHLOvBfz8dw17PTb7Dc2SrCKPxFVZ15afY193x0CL8hP2hb12oWIyGE1IPd7GsRs1nKhexmKS+4mJmvRliYpRwfT+HEPRORWCz278tsam00Qb+3pmcBzzwz8brPfu48V9RcR27hHCTjzJ2sLWwHAHc63zSp5FyutLOaKOmclhvqwqweAGRMftczPvPOpy4IIKIkzffvi1jP+GqdsX6ztMTppI00L1HYDCsui+X4bovVP1afWVGYGzvZE5UJqWg3S3k2o+M7p7TMAyfn/qQiByRNa3h47C+/++mZlJot/m2l2cqEEGLtC/vmsKvXfw/nnILpEmQSmV/NDCnnTj2TG1BJzy8bP6fmwwnEuMf0vn1s0nK/Uzxk2BZixonxr+/4X8O2eCZo2PbJud82Pc5G3bikHTAOEC3oVqzbTEiz2iafrenxrEJ1LDX0hZlyQ19UmtUs5cc/eQSx0dQfc85X0FMnlVCTmMoLOOcHLr+s6/BjT8zuuPxa448aIaT+yomnvFwriadspV4DXattlvLfPh3DhrDzi4cnk0tLHV4XjGY2rWKc88murq5/++j3gu/78iuSONOee8+F5ifyOeY/xwsXfAs/u1mZL35HJJ3iz3XMq8FbcuEnfqmC9lHjxdWfXG6cKXjTC8b3UNoL+CeMdSfXWbWDwWHxHXK+2zjbUeIMOjP/DpwKqdjfbh5rEgAunrZeDR9z60g4LIvhFpwuZ2Vg2iSHAwCM+TUMzljf9+0jxw2vQTEZqmBixESXZpvPoD0h/s1Il3EmajEHYJHfIrTCgslW8f17hqwfpGtMfEEv3WUStL+AnBY3PtHC4I1Zvway4LWPhsXP/fFeFQmLHAttMWb5vE35rdvcOyMhY3Ge0Da19G6FavL0KRkgWzLBwxnnUAPFr5MjooJ7i4/JplKGVQja+TiU1vwOtdkM3AV5D5hTgmcg/9mdOxxZ/P8vn4gCAK6/Lj+Q98ijuYvF+yYl/NGe3H6du9tw17+PqQfHUm/7ltWDXW04IK3ixD+N4NTzU6//7/+nPvWn338Q39JuEtaNw10cW5kQsuqtZEav6PO+3HjKlbAWZinHRpM49f2p6Vgs9o3ltrV2Gr/fW/NHt2//+Os+87nzXJ7vq63W2cpmrGYrrwUpQWcVgGUnmRBSf3azlKdTOv7njJa578Tcn9aoSStDcRxXvfHx8Y8d/vSBZCaz/ASxhBCy1pgNKBcqHFBeEBjw4V+enMXOLu9dnPM1NCrY+HEe601V1X3TZxyHjz+ZC/9YzdnKq1lM91qWlQ4yFXpV4OeWZUeSW4THtBqsAoDjqjhxXLc0JSy/zP+MsPwN/t8XlhNCymM1S/mxvz+M2XPxP+Scr/6YdU3Q7635WQDn/AiY68Ajv6zMkvBqMQuBYYVCYBBSXast9EW5s5RLQ19Ua5by515MYEPI8f+zd97hlVTlH/+euf2ml02yvVdgl450kCKCgiJKUxTxB4IgFuy9YMMCKoKooBRFqvS61C2wvW92N5tNsun15vYyM+/vj7ll6k27SW6S83mePJk5087cO3fOnO/5zvv+mYiyq88cziAhor5EH/58y6sezO1W2qT+ZLuYSDqRrXQE9e91oDcfwm4TV3GN8dr/8AbjwVavHLzgXdnIB045nJEyo8/6GXQ4LmUzzBL3OUPG369ZfGXWY9RzpVZtuyv1aw/AnAM/V6tdympuOU8RAyOlLjy6N5Z4YkcvV5I4Bg7t6rjyyZ+20WjHVuYhMDic/GIihr6wcikPJvTFWLmU/c1hNL3k64lEIo+ZrsgZc8ZFoXz//c6P3XU3dytzOBzOQAzkUu6OynjhsBR78WDgW2NUpRHDkwNNDLq6um7fc+fekFmSqnwmOG1o10XCIjzAjHbzV3wEsn4OOL7bOsTF1nLr0BgcDmf8Ga5L+a73/Fhc6f4rEU2A8FMZGMDb4jGAiLb1HnJs3r92aruVORwOZyhYuZTX/rIWfU2B64loQnRQpkK/d1xqRkQHHS7Pjjfe8o3H4TkcDmfScNf2EBaXOe6aUEkKknEcc/HHGT2IqD/Rj9/e8l87cbfy6OM1hnBOEx2BCbSpbPjbcsaXbPGUB6JuhvXGFUHrgZFs8ZRHGzOX8mAZqUvZSlBOuZT1gvIt53lQNLsA7W4HntqfiDy7u+9rw6/9OEGMt8VjRNP+9muf+Em7PNpuZQ6Hw5nM+BpDaHmjvysajT493nUZNFOg3zumifrUrFvXcUl3XDxQ8ZliR2lceYAtCzPAK6Mg+dq6OiGYVac04SVNIqB4iQRvRN3xJI3z2RKBDMl6RCfgNImMJnoYbLoHX8mWPQxGxMSgxGSG/hJz279dZOgtMl9mk4Fwlrwwekd3ioQre6dVAsEbM/+sHIP4DKUBhihsWfr+oo2GFeJATUFEQMSVXWDIluwIAGSWfftsn18KTyz7B1Hoz77cFRhZhy5WxOAOW3+W/lJZ8waAmqBXyvo9DSQOZWO4SfqybWeVpM8TNj8/1xBDX5hdDkJMMgzHCb1xwKm90cuHA7AVZpyOia4InOWZV4fkuAx7cjlJ2uNHe6JweG3obo5ASB6rtTNz8cYShBlVdsTKXHh1WyS2uyf8XfMz43BGRldX1+27/4rPfvPj5837DQ6mk/apkQXrdidFzEFZf+dhtzxAwjgOhzOejEXoCzMGG/piPCAi3PxCDw70iBcS0SCeEDlTFSLaNX3OrDe/+9zZ58inHItLp/0PbiidyRKWGfxICcohuDWvobtZxgSf2g4AYuREFfOl50tYGP3Qxi++tuphrIsdY6jT3Z3PagsCwCOzjbGGbZBwUJplel5nCtsNZavs9diOBabrVzDr8JdWxzjCuxcXYqPldo/LZ1kuA4AjHHWWy2wW4QIAYK6tDfPlTsvlZxVtxxocabn8t0XHoUfKMqqbACps1pl0jyvYjpmC9fEBoIGqsy43C1kwVEJZ4mEDwKJE9pAnj7HTsi7vl4qyLj/OtQd+FFgu3x5fmnV7kWxogfXndDC8KOv2ZU7r+NofK1iNaovvsFGuQYs8zXLb49h+y2X7MAulzPi2zEFxjuU2M+3tpuVzmHkIGzuMD+798KLAZgzn2CFXwM204pediZpwF27ENfcm9X0NAKZRP2YJmWvldfH49PS7By9LTz885yYAwDOelSgUwni59zyswan4eckf0WQvx5qf11HvIf91RJTfTpEpxrj14IiokZHjnfee841XFTgcDifviJq4rdSCMgDMqLJj+pIi3Lk7giUltt9OiCQFGnhyoIkCESW6O/s+sf3/1sSk5OCH3q1sxUgHCkfiVrYKgWHlVuYhMDic8WUiupQf75QRFjzvx+Pxt4Zf+/GFt8VjR/vhlptjdzwmci2Ew+FwjKQEZT0pQXnPQRc61vR1xWKx58e4aiNk8vd7x7Vm+za3f+6/v+xJ9DmUzlmfV2lkQ8lXYdUd0mwOJ717MuzRdjBF+/Ab76Ek7DNL6MXhcIZPXrqU9WW9xp6wfFg7upzo0o76yvHMzvUu5RTdzcaRYjVtYRlvdSH6dH3oh1lXzEN4HMeJRSKR2OJviP7jS8+60mEw9AzmqxhOGAwOh8PJRzrCEn6/3k/vHOg9f7zrMlwYMQiSkJM/zsAQUa18KPiqd81aPNX1sbTLr58yLswCZAZIKgVfelrtONUnw+qkUs18CYwPvKe4thrKvlR1saHs6sOHs58Eh8MZMQO5lM0YC5eyGR1yhXF7phW91A5lwNylrMbKpZziGc9KAMDLvedpyrf8bCd1Hez77ERzKU+Ffu+4hb8AACJqXnHi9DfWPNn7oY9ePP5B/xJOYwgMKyQnDCEwsuEJmofAKOm3WYbA4HA4U4uhuJRv2xDEihL7r3d1TYwkBZyJTWdH523bfss+dtUF1874rHcT/AVeHB9uBUAoS41/2IDisDZ8lU1mmtBIkgAE3ZlnQX24naBbgkfVDgcWyIZ1jugEyn3ax5e4m+DRxYmNlAmm7seSbiBm8Tanv9TYHpcEBRwwcU0DQJVFbNoTu0LpgXI9QRfgsGj2bQT0u8z3GXQCi7rMl5WGgIjL+hk7YbcOURLwypZ1TTFQ6KiBNKVglpBdAOAaYP9Wn0mKspD18ohTxnTjW6RpFhxyQsxSP3efde61+MJCCAnrz070MMh267q9e/TwIybM67VeVtPuwMr95ie1b0Fc8xtU440zJRSdDleCWcdPFxn6yowXdGXX4GP/OUxCzQEACYCk++4dIYJUmPn9M5kAr/bVaNsBP2zlGVeI2B6C4MnUJ9EbA5L3LSkiwlWqfFY2jx3nf1y5ORxY14PD+0No7hbhsAF7exnKHIRLj3fCW+nCje8G6WDAdgkR+Qd9opwpT3tb21fsv3zmHOG0U0cel2AMWWhrNg1P8ba8yjwEBsxDYPRQiWUIDKtjAMCLOMEyBMYnhbcGDIHB4XDym4FcyrtqHeje1N+RSCReGeOqcQbBuMvdeze2f+Y/t3fHWiJKb4e7lTOUB6wfyL1ZBO1sgxhh8zd5M8uzdEoHIlssXs7YECvK3vH2lw7/SxqPeMrjxXi4lNWCcsqlbCUob+5OYIvP1v/4wdBPs5xG/sKTA004iCjS39V3ZetNzycmmEGAw+Fw0iR6M4MEUiTTxto8GaH6wDolhmZzt7J8b6/ynHLp8U5UzivAc00xtInO2nA4/NxY1Hk0mezuqXyDiA4kmgOPFP37Ce5WHiN2J6xj5krgz5FTmZHGU7aiUa4Zdp2GSi5cylaMlUtZLSirXcopQblFqsDbN26Q22t7PjbRXMoApkS/d9yfAoioy9ci3/D377VTv0upznCFZQ6HM3kYz9AX+UxcInx9Y4Q2d4RPIJq4LuXJHltqMhKLxd6J13Y/fs/fq1BMYWzyzgAA9Hky6/i9xnZbP+BYGM0sM3O4RnTxjc3W6S01juBGCo2/52wOVA5nojKQS9mKfQusHQlei3Y1ayJdiyTOuXIpG9bVJe1jsvE3bzugNQ6L7SHDOiOhLybj5ztF8f1m/xk53fF4QIAgsZz8cQZPR0fHl7t/93qno60NAEyF5cGgF5b1mAnLHA5nfMl16ItcYBX6Il/Y9bf9SDTjP6Iovj/edRkuk73fmxc1CwQCDx7aGD+4/c2RvUGWC7eyVbIeM7eyZNGWW7mVPRa5e0r683fUgcOZauS7S/n3uyKYV+p5logOZDkNjgrG2AWMsX2MsTrG2LdNln+NMbaHMbaDMbaaMTZ3POo5Eehoa7+x7Rdv9va1jSCrVh5gNdBU7DNvjxe3m5d3mgjZKczCCHA4nPEjFy7l728OYXqh4wdElEljz+EMASIK9ff4PyN9617xyc5LTNcZjFtZj96tbMZI3MoLbc2m+3xbXmVavgr1puU9VGJZP6tjAEoIDCs+KbxluYzDmaxMBZfyviYPdt65P9xS13rDoCvPGXPyQlQmIjq4o/uD993WlugQlQ4adytzOByOlj19Il5oo/DTdX5jVoMJxFgmB2KM2QDcDeDDAFYAuJIxtkK32lYAxxPRSgBPAPhNjk950kBE/nBn/zV/uzEocrfy8ElkGUsuiVkL1XXTrJd5YsN/NuIC+NgzknjK+UAuXMpWjIZLOReC8pttcdRGXE1vNgV+PdhzyWfYFMhIn69EIpFXw9s6nq149mUA3K3M4XA4eogIb9/0PvXU+y8moty+djSGTIWkuOOaqE8NER0uLy//xrd+4r7z0jvn41i5Hs0FwKL+OCJOCcUR5UOUWSr5jzb+r5x8to04CS7Vg27EJRk6Wk4TUVr9cCzayfRhOeGEMZFflnjLVq7nsNc4SiQQEHUaywujzDKWbUkke8fUCplZJwkCFMd3ttAD2WIn22QlIZDpcQUgYcvmFh/9UATZzhsAspjOAFi/HpqizJ/9CynpzX4z8PRZf7gskX10UfLY4O63PoFYEct6/FAxodRv/uUFCyTLa2KgWMuyYB3nW5DNt3dIDHHBIpFQRDDdnydsXu4Om3dQBdGYAMjMpWyLEWSX9nu198UBt+677oxAKMk4SKTeKOyqREFyRITgyUynCDVn2sjOpqRLuUsrls2qtqNmRTGufcmPPX3yKUSUw+jt48MYxmA8EUAdEdUDAGPsUQCXANiTWoGI3lSt/x6AT49V5SYi4XD4hZqZ01+559GjLrrxihZs8s7A8eFW9HmQSdqXxC4xVdI+64RuksDj8nM4gyFfQl/kAqvQF/lIKEH43ta4tLsnduqEjOloBgGCzAeUxouOjo7r6OfPnPXGeV8vv26eEp/VDy/EZJxfFxI4KM1Mr98vF1vu6whHHQCgF0UohlZ7KUBUEzv4g64NsEHbIfrf7GloomrtTgnwyUWGY/VLxno8K52OAsFcwC4VjJlSO6gCJ2Kf6fpzWTfWQT/2r/AGVmGm0Gm6bKVtH0LkMV0WJScWodV0GQCskY8yLT+IWagRrOPqliIAHxk/oxQVtr6s2wNAt1xquaxDroCbWSeLBYAZzPqliXLmRyeVZd1+ibMp6/It4rKsy9ts1ud/ADNRA+v6bYyYu9xTXOK1jluc4nTnFstlF7d0WS5rL5GBLLmmni+wPu8X+s/Dg75PmC77ROkLmrcL1Pio0DSBZTYKEcFS+yFDebtcgaBsDFtRI/Sgl4y/UasBKL3bOLWu/rqbw7S/O/2bEVE40aM6rk8uwkFk7l92JqHUptwLTsMufGTJetSyWViNxZnlCOK10Km4peKf2EQLsf6RLgT3yy8l4omBL4Q8Z7LnHsirs+vr6/tT/+qG1tb3+RtlHA5nAtGpVdKkXm1PWS0iD0dQnnlkCf6yO4KqIs/biUTCmGabk42ZANTvcTYny6y4DsBLo1qjSUBHa/tnW7/3qj/YY+629JsMnupRu5XNGG23Mg+BweEMj6noUv7ZthCqC113EpH1+/kczhAgIl+wO3C9/5uPDWB54XA4nPFDLygPhH4wys4yt7jTsAsAUMtmGZa/FjoVVxW8iMM0DQ0dHtTeviXWdqDl6uHWmzN25JWoTERy9+6Ws16+aZe4UVRCWtaVKD1BfzI+skCZB1mvyoGsNjXGdLGTIy7tfNzEGamPt2wVf9nKfczhcIxkG5QTLDQnRxaXvDdivkOrBH1uC9HILO65lUtZj71v7GPJ1vsl/KdejD1zoP9DY37w0SC3yYEqGWObVH/XD7dajLFPAzgewB25OtXJChH1xLuDN977lbhkFQYjRbYwGGry+K0uDoczhdnQlcC6PnvnG43+b4x3XXIJAyb9K7n5TigUejL87uG37n1iNgCgWBeuYqGtJT1dIljnHtqdWJSe9sMYQkPvTFY7l1OYxWE1cxmX2MzrETJxTQLmbmcA2IClpuUczkTlE6UvWC7zUeGQ91eIiGl5u0m8YwCWrvihupQHwsylnGu2fOUdirSGryIiX853PtZMgaS4eRP+IgURHZh54sL71v9i100n/ND6dYqJgCPOTEVob1gwDYHhjgumITBcCesQGA5peCEwEraBQ0FwOJxBMMou5RlHFOOSl/uxssx+3Y4uyv4O3AQhFccxR3QT0fFZlrcAmK2an5Us09aJsXMBfA/AmUST43MebQKBwH+8r9dff+e/fnim/WOFONJzNxwyodsLVIYJfq8M9ZvV6sHfsMUrhwkBCDtUG3mA4w5oV465B07CGygldJUZR48WH9A++DqjQLDUuL07KiDqNrbHi9ttpgPTANJhPvRU+RnccfPr3WpfFUEgaHJ8APB7CdneWPdkCdO0c1qWdz0BHNtuHVnncFl293mP03rfFfHs8YODzuwPyks6rO8Xr88pQNMM620v3W3eKQMAf5GMrmrrh6Hph22ILjN/FpUHeIL27g9bdrPkcifOe938nMlm/VnsPU62DDGWsBHq55oPehaHBVQEzD/DrmIZQZfxOqwImq8vyIBsEp7KHRPgLzVeI06L61GQjUmwC3uZYYDXHtEWCEHjNcp6ooBTW1/7HOV7E5sCcJQroakoLsNeqFyngXo/EFCuy7AvgfJKB+JRCcsKnXhxWxwugbCqhqHqlCp84qEueXtHZPKEvUhBAMvjTupUoaO942r5Oy/W3X/y1ws/P/PV8a5OXnAK9liGwOBwOGPHeLiUNz7jQ7Q2uD3YH3xquPXOJ3Lc781L8vLsWjfW37r/8Z6eV3YrMYC4W3nsseocAyNzk2VzoXJGj1hR9s89VGz9fQcLrDvcA8VTHk/GxKU8BmEv/rU/Co/Hs+3h/eFHjLXkDIKNABYzxuYzxpwArgDwrHoFxtgxAP4K4GIiGtrT0xSGiKijo+Oqvp/8pl8KWAt3HA6HMxz0grIZrMc6MLPYlHFZUjyzr0B9xmkZ9inCcjyqPOu8uE1p51fVMJx8xWz8cm0/phV7HiSiuqHVnsMZHETUEesM3hr40VPyPwMf527lAWiRqyyXFTDrZ5E6WI8+nibstFxm5QpNUcqMnw9n/BkwnnIWBoqnPJEYiUvZTFDO5lLOhaDc1FeIXd99L9GyvWVyvJ07RchLUZmIxP4DnR984frd0iaaByC7sGzFcIRlPVbCMofDyc54h76YDLSGJNyzNyG+eNB/2njXJackkwPl4m/AQylJDW8G8AqAvQAeI6LdjLGfMsYuTq52B4BCAI8zxrYxxp612B1HBxG1Jnz937H/4N3ENyNfQkJQvpNur/JfPdir/rq8WYyr3oS23d28WLuyKzq43/y0PqOl88Bi40N0oc/8OnIP8jgcTj5TnKWN7Co2b4yzuZTNcMfM18/mUtZT2Dvw/dzMpTwapATlHR1xPFcv9b9W2/t/Y3LgMSc37TBP9jdy/H7/A4EX6zbH1yji5nCFZc0+TYRlDoczOuRr6IuJxvZvrYHUJ980qUw+Y9jvHS/ytseUSCR2OGB7bPNdtQOua+VWHg6DFZEH61Z2WDxQe61iwFq8IpstA/dww1gMJ2wGhzMRmAwu5RlHFOOr64I4dpr9a0SkTeU9wRnrOI5E9CIRLSGihUR0e7Lsh0T0bHL6XCKqJqKjk38XZ98jR43P57u387U39oTXHwSAtLCcYqTtcr7htGiP7VkGxcxCW2XbF4cz1RlPlzIAiDLh5lf65Z2twdOTg5OTj2T4i1z8cUYGEVFnW8dlnV/7X+T+jguHvR+1W9mMieRWPgV7TMs5HM7gmGgu5W2rQ/Bv6D3Y1977D9OKT1CmQv6C/K0ZgNb3D167429t/tX10wBwtzKHw5k6PHUohoTgqntob/BP410XDicbRERdrW2XRm/9d+C2pKEvIbC0WxnICMvcrTx4CrMcO5tQH8ky6H1UV/bYxpzc4N1vMbIJJZ6yFQPFU7YikSVk2XgxEpeymaCsdymPdtiLu97342C04A9EZP1ePGdIMMYuYIztY4zVMca+bbL8a4yxPYyxHYyx1YyxueNRz/GCiJrEzsj3Q7/6H40kDIYa7lbmcDgTgURYxLavrRVbd7SePenyF0wB8i5Rnxoiitnt9gsevu7Qup7XL8JFjvXYXubEkf1B9BXIKAsJEIghYSO4EgxBd+b6i6nOLOwkzUNsv5sMnVm9E9jsNXy7qCsrAOwjSHanJDsxllu5ld3m+VfSZBPIs8W+teqMSEL2ZEDZGGggJZblyksMsK3EslfKNsB9yDGA+cXq9U7AOEihJ+i1viBK/fassYsL/AyRMguneoAAu7W1XBAJgmi+bxIY3P1Zvv8ChmKL107DxYTSfvPj+otkeGLm24U81h+izAiyyS7tErO8Fj0xwfT6dseYIWmXM84QMXnLyKb//cLcpewKA6JHu66zV4TszlRa6IwAqnnqi0HwZC5qOSKm5+VgAoJTWTfSGoI9uV1fcxger4C+XhHlRZnvvazcDqry4NevB6W9fYkTjTWcBPDkQJMOIqqvrKz8XuLG//3uGw/c5LjD+xcAShiMyrD2tyuzjCjqTVgn7fMmSJO0b/PihCZpnysqGH7/HA4nw3iGvpiIpATld5ui+Het2NfV5fveeNdpNGHJV3LH5FiM2QDcDeA8AM0ANjLGniUitR11K4DjiSjMGLsRwG8AXD4mFcwTent773Q+uvvaj19x/5H2E4vxfPgsfKTgrfTyhbYWxKC0g7NsnagTM3mI3UzJMdwsVcHNMp3GbpRiiXA4PW+HjH/6L9Ucd667yVCXAsE4OHayfZe2wAY8FPyo6bnMcxn32S2VotLmM5RvwFLT2MSV8MHFzDvAB6VZpuUAIJJ5R7MZ1Sg0OS8AcLM47DDvxwXJi26p1PJ4AHCJsM58gQT8OfrJrNse5bF+MztIXswV2i2X75fnZN13JfNlXf5Y8MNZl//c9i/LZT+jK/FvzLRcfoH3XctlB6WZWOyqt1y+wnbIctlrsZMtlwHATHs79tTMN13WIVZm3fYq++tYJTeYLuuyFeH/Sh81lK9LHIXaxDzTbZY5GlDKgqbLGqTppuWVgs/UZWyHhErBZ7qNaPLWgdn1fFA0Xi82aAdtK20+7KfZmrLU/SWF2sncRFWatxkKVbHNg+TBNizADNaNciiDYdOlfgDA93u/glkFTagW/bj/B+0QmxPfIKLMzWqyMAX6vXn/JCiK4nq307Op4f5t410VDoczBXH2ahtaQRf2gvq0jawm7EUwM3oVac1EsOhrVh5o+3T7Liu3o3xOAb69KYRjp7l+QUR9I6t9vsLjOE5Guru7/xTYtPXpvj+vBpA/YTBGw63MQ2BwONZMRJdySlBu6hdxy6uBxM7W4JFEpG3gJyFMys3fIDgRQB0R1RNRHMCjAC5Rr0BEbxJRSvF7D4C1ajhJISK5vb3zsidvaIiJcT5oyuFwcsdgBGUzBhKU1egFZQCYwbrTZXpB+Rbn43ho4yx0vdbW1tfX98dBnMYEZPL3e/NeVAYA3+r3z9rzx73ik41HAQB2lSg2xL4CpbFNuYoLo5kP2qX7fegdwXpnlN7Ja+aYNAuDIY4wLnE2VyyHMxEZyKVsRjYhxmPhgnKbuKStOrJDcSmPFylB+ZXmONoTjtaH9wV+OH614XCGR2dL62fi972x78YXzgKQP2EwOBwOZyDCCRlXPdMn1/WJZxJR63jXZ4JRyRjbpPq7Xrd8JgC1A605WWbFdQBeynUlJwJEtM/fSr9+45ctdI33OTwfOkuz3IVMO7jInvlIo+RSTWtdjvtlrevwc8VPaeYbo0axySw28nrxSEPZZwqfMzkLoCGW3UHL4eQbV9lft1zWZTOPCZ6NZY4Gy2XZXMpmWLnoc43ZmwTDISUoq1ELyileSByNLTe/Jbfs6jyLiLgyNkHJ6/AXKYgo5F22+PK3vvjek+5nz8VFjvWW6xZGM2EwXGL2MAuTDWeCDSpGNIfDGRxj6VIGAH9cxk+2R+XdvYljh1/rCcAUeA1oqkJEccbYmfT1R2qvnfaL0j+ffC9gA8LFMqrDxgfiflfmOvA5MqO9RaL29+GWMs+Z2xbFDQPHVQGtuNxZZHwudeu22bMsbuqetlk80polt53fbB4f15bF+LFrkfmrvFZhcbM5vLs9FqJ6gfYzUzMtFkfUZr7dgUqgOmS+XUk0e4JfbyKB1gLzhy6f044em3nyphQ2WPclmuZYDx64yXpU4ty6BOLWIYzx5hxjpyfFMb1B+Jabd+KyhZWYt0eAVO02XWY7HILQbp7RXZpp/fkEptswq9X8w2+aGTe9ZqMOoMfkdwAA3jhDocnAbNhJacOGmoqA9flGXdr1iwPm9Qya7HdmvQAgc4Hb4saL3aZLkhud5QaqM19q1w+3pqenn5JxTDGnDSwZeorZGEqPUV55loIJFAHY/qyiGS9YXoCLjmUom+HGdY914UDQc3MsFrLuaEwmchv+opuIjs/FjhhjnwZwPIAzc7G/iUhXV9fP3v87rjniE2XzsAB4PqQNg+FCIh0GY6JhFQLDR0WmITBi5DQNgbHQ1mwZAsPORMsQGEHZaxkCg8OZrIy1SzmF2qWsJuVS/s3P4pB8tjuIaP+AlZmoTIF+74Sx+IRrDzzl7oi+9+7fQ3hRPMXSrQxYO5ansltZHzNajVn86BTDfV3ZqlM+GAaKeczRYhVLeTAkCqy/+3CW+M9+i45qrhmKS9mK4bqUxyPsxfc3h3FY9FxPRMbU25OIVBzHyfwa0FSGiDr8h9vPDd58uxwJjI2zgsPhjA7ZBGU9QxeUMwxaUFaRTVBOT6uSH0rJtlktKPd3xlA+04M/1sbQJrne7e3tvcf0JCYhDGMa/qIFgNouOytZpq0TY+cC+B6Ai6dC+BEriEjs6uj7+FOfa45e7XgGACwdy9ytnDvM4tKmGMjB+Yx8iuWym92PD7dKnCEy024df3qgeMrDYV3iqCFvY+VStmKkLuXBCsr6a3y0w178e8dcHH64ubWjvv37gzyVCclU6PdOGFEZAPq27bwgePfzCd92RW/JJixbYZYYj8Ph5IZch74YClahL/KdlKD8UF0UDVH7Yb/ff/9414nDGSmiKG52+4I33niVA7JMiDMBHV5jZ60klrkvlCYygzEBu9ZhpHfW6t9C0juT9c5lAIiamJbMns8GSjSr5tAsc9exNIXekuKMH00zB8jgbILXoq0MO0fnTbfBCMpmjKWg/HpbAk+2CR3rDvefM2DFOMNlI4DFjLH5jDEngCsAPKtegTF2DIC/QhGUO032MaVIJBLbupqiv3zq1npc4zUXbVOMprDM4UwFxjL0hRVWoS8mEoMNe/G/3hV4/9rXpc76jnOIaGDLNCevmVASKxH1x/uCx6753Bv0dPvRWdfNFl9ZzWRzK/OEP5zJwlRwKacE5Y1dCdx3QIy83RxaRkRTIobNGLqjOONEb2PLfQWHOx77v+8sAYC8EJZHgiNH19uRdebxGKzG17IZEypNkppx8hPb4ZDlsoFCXwyVaI7eis+FS3kwmLmUc0k2QbnOL+H7O8Xozs7QUURZYqlMRkh5JsrF34CHUkSDmwG8AmAvgMeIaDdj7KeMsYuTq90BoBDA44yxbYyxZy12N2Xo7u7+2f4Xwq+t/Zti6s4WX3m0GA23crdUarquj8zFuxiZt5sLbc2m5YASAsOKoMk5cThjwWR2KasF5ZRLWS8ozypowkJbHdZ++mWE2+KfIqLaQZ7KhGay93snlKgMAFJrxy6nzfPZ1Ve8iecjJ+UkDAaHw+GMF21hGV9+PyLv6I4tV2U953AmBd27666yv/Ru/Rf/+aF02UDC8mgyldzKVnGTAet4ywDQUWC9Xa6Edc7I4S5lhYFcytkEZX+CcN2GmHTQL55MRF0DVmwSwiTKyd9gIKIXiWgJES0kotuTZT8komeT0+cSUTURHZ38uzj7Hic/REQthzsveeuXnS2nbnsIwPiEweBwOJxcsfVb7yLRSHf2d/Y/NfDanIkAm6imuMpjjv9b7LiZXzj/niNxoX0dFoeCAIDC5KCKOpmM2o2cEDIP1DbVuevdzPq4vm6TgWCz1/bNQnDYTdySdouOmdm6gHUiDTPXNGBMnJLC77XuSOpd22qyCfHZOpnZYjIPFBYmW32ydZYBa8fXYLBKlgQADtl6oTvLQ3XhAFHhSoPWDp/iLE4hZzT7iWZLFpVN8Ii7rc8lWGh+DUWd1tdWwuJYDov6ORNDcymb/T7sJvs2cy67g9p5V5f2x856opp58us68hbfu9qxHO9SRnCj3cq+4kERkigjKhGu2BLH9pBwdjwef8t0R5OQornH0/Hf25STfb11A9ucq+RAnNGBMVZWuHj2Yfdfflhw91n3w5lM7pwtcd9gk/YBxvZ7oKR9+oR9gHlbNRkS9mUTj7O1o1bJ+oDsyfqsEvUBGFGiPimLB2KgRH3ZeGmxeUI9QEnUZ8VAifrMyLVTOZuobOVUHoqoPFKX8mAFZb1LeawEZZkIV6+N0jq/85r+/v6Hzc9sclM853g68baNOdnX6lsF3haPIoyxOZXzp++885Wq4gfnfBIAcJ5rPXqpOL1OEIpL0I3Mb6iEZe47/VQwpGPqHY4nO7Yb1pFMYhBbuafN7vElsrmX4nUyz1fdI5aZll/ifMe0HADqMMNyWbNUbVq+1N5guY3ZOasphzHZYIot0hLLZSHZ+vtZaG/KeswZrMdymTiAh7AgS+jyGMv+2sufuq+1XHZPwR2Wy/Z4ssc2zvY88Ez0LMtlh4ILLZfNLmiwXLbEdchy2QrBejurZJmNco1p+VwhS7xnMl7bFcxvum6LPM1QtkQ4bCh7LXaSoazEZrw+9YkrL4tp+2ifPfyn9PR5C/+jWVYqKPurZn3psmIo+7uz+zoAwG0V9wEADmAmfA9uwOu397x3+EDnKVPl7dyp0O+dsJ7dnm2brxd2tzQ1/MvYwHE4nInLVBGUiQjfrY1jVrH74akkKANjnhyIM84QUV/0UNtJ4a/cLn157zcQZ8pvPJtjeTTDYEwltzKHwzHnV7ui2BIv/stUFZQBjGn4C87IIKImf0vPR3/8mVZZik6tKC0czmRnqgjKng078epvOvoPH+g8d6oIykD+9HsZY+WMsdcYYweS/w0XHmPsaMbYesbYbsbYDsbY5YPZ94Tt7hARMcZW7PUv6X54+cnuT5/SiMWhIIIuxRXqkDJuGm8i43p1yJR2K0uMpd3KMbvW7ZQQtG7lqMPoVhZtZHArJ2xkcCuLdjI4kEWbuVvZbF0OZywZb5fyUBhsFtR8E5QB4P7DIrrIVftmU+iagc+Aw5nYJBKJ3UVFRZf7/++uJza8Ox/L7a2YlgijyyOk3/KIqpJqPSqcDhDwuUTGfWTTPX+q3zxKOAGX6jfZUiob3qJRO4ATNsBrogOXmTguoy7tcT0AvBGj4hzxynCbvD0iOgG7iUP0yDon9i0wF6PbCsydUCVx8ydKryjDa6EzWL314xVlU9c2oHw+2d74sXJTzwiJlm8vzYU/q1CfcqmbEbYPL5RH3Gm93Y4ZhGkJc5fcig7Aynexq4YBxaaLcM5WGyImRrp9i+LACS7jAgC9HgZYuLJO3+wwtFUA0LggAZdFDg1v1LzenaUSYiZvt81pN14gZi5jAJhTazxm81JCWPcWXNxhPE5xwIY+XSjJisMAqX7HkotB9GScyUKCYFOFxhHeaceM0xUHmK1G5e4uyJyDNM0FAmALJP15vhiOv7UYFEyg/dVmFBTb8eT+CP7VVbyus7PzVtMTnUIMNnQFZ/yJxWLvTJs7/TvTb7zv1+77b8JrsZM1buVCRBCEB1E4027lfipIu5VLWGhIbuWF9iaNW3l9YpXBrWyDZHDuxuAwdStLEAwO1H7Ba+pWPpdtMXUrV9j7TN3Kz8TPyOpW5nCGw1i5lMeC8RaUZ7btx++vq0+07vEdTUTWr25xRpNvA1hNRL9ijH07Of8t3TphANcQ0QHG2AwAmxljrxCRL9uOJ6xTGQCIKBRr6Txi3XXvyE82HYUDBUp85WDyuV3dsVF3ttQhDCSWeZjVu530hkmz1wnFbLEScohs8d6rlQDttkhylu2VTasOKWdiMtzQF+PJUF3KZpi5lMeKwQrKa3okPNUlBN5sCx89lUZq03B31JQkEAg8WVQ2d8c739k68MocDmfSYBYeo0JnrJJ0gwpCQts0Cu9kOuTZBGVAEZQBAD7lte6UoGyzM+z1S/jNIYQ7OzsvJCL+vgtnQtHV2Pab/VsdL8696+8AgNdiJ6Nc5WgsRPLZE5mQTGohWR0OYzDowy6sT6wyrGMzSSRmJbiNB4vQOuRt9onzLJeZnS8nd+RT6IuxYKxcyrkkJSirySYoL4kdwr1X7Kf+puiFRNQwqpXLR/Kn33sJgH8lp/8F4GOGqhLtJ6IDyelWAJ0AjBeejgktKgOA5Ourd0jOj73xqTfxXOjErMLyYNALy8MhYSI0m8U+Fi1CMlnFSR5PhCwXcbb4itmMpNniQ3LGB+5SVhiOS3mwgnJTRMaP62Rpe29sCVGWQGaTnLFMDsTJHzpffvCYfWtmRZ5+JIEuhyIMpRzK6rj0V8jvAgD+6TgjXaYeBAaMMe5jNv2bQ9pj6523YZMwyH1FxocGs0GtsMfifpjlHsrhDIXTN1u4oBZYOwCyuZTNyIVLWY+ZS3mk5EpQ7o0Tbtoli/v7oscRUX/OKzrRIAAy5eaPM2Z01DZ9/OkHpMNnv/5guqzcRITKlbCcS8zi4/cL5jHlz2VbTMsr7H2m5c/EzzAtz8YsW8eQtxkP9PGtOaMPdymbu5TVgnLKpZxNUF5BDXj45oOItgo/Dvojr4/kPCYyedLvrSaituR0OwDzoPKpOjN2IgAngIMD7XjCi8oAEDxQ+1xB1HHHa1/YihcSJ1sKy4NxKwNaYZm7lTmcsWEoLmUrQVnvUs43QTkkEm7aJdKBkHwyEY3vEwaHMw4Qkex//7Xq1T8P0tubPSMWlicKokkiNABYWm+e4G96yFwE7HdmGcXlcPKQXLiUc4EoE764Q6SmuP0yIqrN+QEmIAy56eTyAd6xhYjiPfuaT/jV1wKRK+v+i9diJwPICMsptzKQG2GZu5WNcLcyJxeMhUt5PAXlI9CIN+5pw+F3xdeaD3b9zOS0OEOnkjG2SfV3vXohY+x1xtguk79L1Osl35S2bLwZY9MBPATgWiIa0CM9KURlAOjdsfVb7l0da978TS9eFE8Zd2F5MrqVORzO8CEifG1PHI2s6HpRFHOTbn2ikj+vAXHGASIKRPdtX/zfKxuwpaNiRMIydytnsIydnGWw2CxpIceaXTXWgxrnbDV/oNu3yDxuNpCKp5wbcuFStmK4LuV8Cnvx030i9srFvwgGg88YKsXhTDCIqCN4sPOMr36mX7rJ/9SEEpbzza3M4XBGh9q3fXj79z1NTfs7Pjolwz2myG2/t5uIjlf93ac5FNG5RHSkyd8zADqSYnFKNO40qy5jrBjACwC+R0TvDeYUJ013Ipm479yS+2ONby35fHX0krNwduFGzBd70OU2JnJRdyxT+m8CTLOeOnnfcBL3JWxkSKQiCwSnSXIVK7exmSPTzLEsyEDcxAlllxgCXmPH1yEx9Gfp+FqFAXFYiDgJm5Ig0YpCi84OkD20RszyNUpCMFuoBnPzFwAgass+lpItOREE64X6JFJqrDr7AOAWgV4TEQMAXCJDyEK4yBZCQp9AUs1gw0YMFiuHsUCA26QvbXatO02SWAHmTmOr60UvMJrFlHaGtN+Rw6ddifnigPr6SEhghaovT/39J8vJIaQfj1lChmd5GdAXgwdA4pAfwYYAfO1R3N0kYiNV/L23t+Pv5mcwteDOpqkNER1cctHPfvvMZX+6bfkLS9FV7LVMmjYQ6gS8gCIsq5P2JWzaUFgS0yaaCzuNSfv6iiRD0j53jBmS9oU9smnSPg5nJAwn9EUusAp9MV7kSlD+R0Mcm8KuvV1dXT8Y/VpPIFLhLzgTElEUN5WVlf3fT26I3B/9+0y8hpNRIiiisltQfgeFTBGXg7Dj876MQPv74jPT02rX4kxBqzGok/Ad4ajTCMchuOE2Scgn6hL3ibCZOjLnMG3oiU6hOJ10UM0s1olmucpQXmHvw6HYXEP5Q5GP4GyvUQdxI45yGF2bM+w92CGZx+NtlKYjSuZJVgFglf2AoSwGB7ww7xSfYKuFiyzu4wLQxwotjwUA+yTzMBjdKEWHWGm5nZlbNYVZfNwUUdm6Q/12n7WAf33lw9iK6abL3oidCIuPB9faX7Tc54/9N1ku+2LZI4DbPFHjbNF8AAIAvhe4Ge3RGYbyS0tfQCeVmm5jdi0CwMnCbhzF6g3l6+UjsFuabyhfaavDDNatKXss+GHTfX+m8DkUC42ashI5bMjx2y94cYFrfXp+r2z8fRzN6jTzpVIEPkdG+HlEPhcnznsBADDX0WJan5nJevdTAUJww8XiuKbyv5grdwMErMMKrDr0Pn75hcZAa33fyVM53GOKPOn3PgvgswB+lfxvGGRnjDkBPA3gQSJ6YrA7nlQ9ISKK+Vsajwn94D4p3GB9A+FwOJOLwThWByUoq0nohH4LQTm9fSJZiT6l3VQLyqt7JLwZsPV2dnbeOHBNOZypwf4XfvANb+mXn/z1R/cj4hfR5fBOmjAYZm5lHgKDM1pMRpdyrgTl+xvieLLL0bilPXDMlHZKWSHJufnjjAt9fX0PuFzO2u7fPTfeVeFwOKPAZwqNv+0S2WjC0Lv9Bysoq3lEPjc9PRhBGQBcTOk/z5WV8nVYgdODm/GHq+vQ1tB/fjLZGyc/+BWA8xhjBwCcm5wHY+x4xljK9PYpAGcA+BxjbFvy7+iBdjypRGUAkGORNvgTZ6+//FW81rsKh+wVAIzuVLVLSW3q1K830jAYZk5bsyQmVuEuzF3J5p1pK7dnkUUM5ZJofnfKObkn1y5ly+NYdNtGy6Vs3HZw6w0aE0FZTTZBuS4s47eHkdiqJObLdc0mJjw5ECfJ/ue/f5mn+JYRC8v5GAaDw+GML/c3xPFEl6NxS2doKXdKcSYr7z3aclTF+rdie5/sQr+sOH2jsjLgEiRPer37S49NT3/N/3Z6OihnxKgWnQtTH9JC0rmQoybhLewmYTBS8VfVNJExR5RZwkEAmCWYvqXN4Qyb7wVuNi2/tPQFy22yuZTNWC8fYVq+0lZnKLNyKY8WoyUonyNtxV/+rx7hVsetkigNKnTCpCdP+r1E1ENE5xDR4mSYjN5k+SYi+kJy+mEichDR0aq/bQPte9KEv1ATbWt8t2LFsd9+95p1v7I9cSY+6N6E+WIPojZBE97CRpmOpfp1WP16agYTBmMy4BLNQ2Doz5/DGW/GxKVsgtqlbIVfJHx1v0z1ERxLRD0D13RqkEoOxOEAirC89AJ64lsffvgTNf/+FmxFXnyr/K/pkEKlkpL08lO0Bm5JhswyA1cSY2kRGgCmRbQ3BP0A17R+bYdYH7rCGzSKxpKuLSwCEDNxIhf3mgjOxdr1RCdhu0UIA7PQTA6ZUBkxv8mZhVUKO4C53eZOZl+h9X1t+V5zt3RflfUNVs5yC7RKLAwA/YXm+4xlySVRGbauu1W4rn4XQ22N+bHiWUJZHdtkfmJBr4RlXeZ1bCklbDjSWMdXPMssjxMk8xiit+/YhajJG9CSnVDZazxZswFYAEg4CXPajedSuU8EYBzfjEx3oMCvvXZscUD0aNeLe4Fy7Ru7cGjz28Jdb3RRidO1O0oUaOvtULXTJADyGTUAACEuZyQq9feW7FyJBTaIBTYk3IDj30pS83hvDLe+GcJewd6/O8oFZUuIAJk/1E90iEhkjE2f3feP3oMLvouFxxSjRPAjKrvgFmIIkicdBuP+0mM1YTDMaJGrDGEw8pX5rkbTEBhvhj9gGgKjF0WmITBW2g5ahsDgcMaL0XQp55p1WIHTsAvP/LYVbVuFJ1qbOv44qgecQEyFfu+kcyqn6Nmz5dcFh/pfXPOjJrwZO2FEjmV9h2Ugx/JUdSsHrUNOIegeXsd0KuOy6CgCw4+nPBYMxaVsxWBdymaCst6lPF5hL3raIvjqPhGH4bkikUjsMtaUw+Gk2PfyDy6bVfzpJ9uv+jWkQBi/7r0h7UT22dzp9VJts7oJVDuauzy8QeFwrFAEZSOR6cYRCptJToS4iQ4+GoJyCiGuauQtBGUASUG5QaljbwzX/bcnKSiL1VxQHgAe/mJSQER9bbuiR8Zv+gUa28oH5Vi2cisDWsfyVHcru5n1LWS7uNi0PAzrTnGMWYcfKqPg4CvGAZCMp2xBtnjKo81IXcoTKexFSlDe80IX3v17aH/jgc6rTHfCmbRM6t5X956tl9Arm3paH9s54n1ZOWGsyLWwzOGMlLEKfTEUrAZB8oZhhr3oa4vgZwdFON3u1/1+/2NjUdUJRZ68BsTJL0ZDWNbf9rpKtB1dfeiKcKHxmjILp+MyGZD1lxu39fqN662qN+9QWr0h1W0hlHst3pJqrDR39ZYGeSzmiYpk8WyYzaU8WMwEZTO4oDwJIYDJck7+OONPIpHYvfKcirubP/dnSOF4WljORjZhWU2uhGUOJx8Yi9AX+cpoCcqtm3x45But4eb6nlOJrLJRTlGmQL93UovKRCQGt++cv/93+0KPPOwZcXxlNYOJr5xLxsOt7LJww+rPncNJMalcyhaCcsqlnFVQrhfRSq5tr7aGzjfWkgOAu6M4pnBheXyu6b3LTWypAMo6rRv8wca4n0hYhb7IRkupecM33NAXo4WZS9lKUNa7lLmgzOFMDJ6/o+HmM44J/e+9y55KC8sDxVe2Qh9fOReMhlt5vqvRdN03wx8wLe9FkWn5SttB03IOZ6jkq0t5NAXlv3yuId68z38UEXWb7miqM8n7vZNeHiSiQHj7run7f1s7YmF5vMNgcDic/IaI8LN6Ec2ya9vq9vCxPNM8hzN08lVYHk+4W3nqkguXMheUOebQpO/oTkVe/EPDx09Z6v/3YIXlsQ6DweFwJg8NW4L4y+ca4of3BpYTUf1414czPrCponkwxoqKli0+UP3tU6o/fo2E+WgHABQknzudpDR6bjnT+HnFzEOSN5H5nNy6Z3N97Ft9vFunTn02yx5v5i5mJk5ks85F3OI1R6uM9H6L8rB5nh5Yhei16syWhK1dqcVZOrRWDutsMZejWWI1h7Mtc1lf98OJEuEY5jOTZHFu2epgtU22ergS1jv0xMx3aHadAtbfk1UH18zhB5g7jc2cb2bfPw1iOEx/XHtE+53botqDMdVvXD3cJrsy16y+U5zap6M9CnFfH778eDsaYo5tLx8KcEE5CyUzjqUP3LA2J/t69cfezUR0fE52xskrll7wsyea/dmT9wEZd6/6TQmr5H0jTdynT9oHDD9pH4AhJe0bSsI+YOgJ+3KZrG84ifr6vNbbFGaRCLMl6rPCKlFfNqdy0Gv+uY22U3kiispcUJ4YlNQcQyd/9o2c7OuV35TztjjPOPnzC/7e0hy/7p5/V8HtteGvjg+i0uYDAHRLpYb1S22ZBHZLhCbNsk4qS0+7mfYmUSfO1szHyBhPOCpr25dqu9HMOMtmdCG/H1tpKAOACpvR8XyBsMF03RAzj2/8pmju1k59Rnp2Rq3v6ed6zZ9pXwiebbnNBYXvWC7LRrdcalqeLfZzhYXzO8VBaaZpeaXgs9wmpaXoKchyC74ncpnlsiqHtcH1RKf5WzyfbDF31wJAeZ/5M9BlCz9uWj7Hab0v/TWfokYw5mB/1n+e6bqnFG40lKkHebLts12uMJSt7TtVM390yTbDOisd+9LT+kEgdcLKTipNT/so4+TvkCoBZH5vK4QGAMC9fVdjrrcBm1+chchtt8fD9Qe4oJyFqdDvHWKk4IkLEQUYY4vxKxyodVVX4/J5pjfDqGDTCMscDmf4cEGZYwl3NnEGYN/LP7istPR3Vxy+7E//Oe75T2G1dBwqkw+2pQ4lmc0nupRn2MYS5Yd7am3msaanInUjENBSmrneqgKZ33LEJWtCQ8WdMqKqQUd/kTF8T3mP9sHcHWZw6PobJADuTu2NyNUNtK3Q3sCWttpRX2O8UTpkGa0ebSc8UASUJgYvQu+YAZTHzJ9nzO63m1fGsajVKDQKMssa6sLs7SpBZqjeb75R5ynmt0dvHCiOWN/giwPmHUSrAXSUmp97YYxBCXCnJWYntJeb76s4IkAgo4gbdMsoixjXX7VWwFnYb7ov2WN+HpEy4/4LD5t/361H2WB2Du6o8buyiQz987Xfq9VggDMKyJmXAUzb26iXEFUJzYIMhI7NdIyjbtLUTfn9ZOYrD2UqGKzOfBaik5BqgNUhY2wxAsBAyYEi2Q7EvITYF+aisJfh/qfb0LAYjbt39yzlgjKHk2H9/fVfOOUbK6tvvKrzI/f8uwooUcTkSpsPlTafQVj2SUUaYZnD4XBBOZugHPrm7VKUC8qDY5L3eyd9+As1RBQI1B5Y/NZPOjpq/9uAQ6hJj17GWebHFhWU6bA98/GEHZkH3KhOio/pOlQJ3fK4Q3sRRU1csmZuYzJx+pg5U6yco3rHFYejZ7RdymZwQZnD4QwWn8/3qLfu0JWbP/IYDnVXoFsqy7r+2mUWI1kcziTHbRLj26xtziYoq7ESlNXo2+6ozrWvH5DJLigrGAVlaATllOO/sJfh3qfb8Mhr/sZNXFAeJgRIUm7+OHnJujt2fLRmccmjN17Vic/2vwYg41I2c+T6JEVU2i/P0ZRXqWIhR0k74LnIflgz7zJxzLoFrTDXIVYa1mmWjDGcT3LtMJQBQI/Js8DL8omm62ZzznImJ7l0KecbeSUo1x1YwgVlDjDFRGVg4gnLo4GVE8hrPhAHm0W1rF657c/yCisnQ7YwFsPZZjihL0YTK5fyeMIF5TyBZ5znDAEzYdlHhQCAJ6ctAADM7c9cCylhuaIn0xDP9GV+4J1F2p9pwKu9jvSDanonbm+F8WabMIkcEa0yvgw2fY/xml3QPviXxnyOUc4KzBlVcudSzi16QdkMLihPQgiALOfmj5O3bLh795WVMwvvn2zC8kg5277FtNwsNAgAHOWuHfIxLip8c8jbTEVyHfoiV+SjS3kg1IKyHi4ojxNToN875URlYPSE5VGp6yRzK/stYjlmYzJmmM8HpppLmQvK+QRPDsQZGhNVWB4JMyIWI70muC1+C72u3AuQUw2rgfigRd6GVWvH/rlrpC5lPYNpb4cCF5Q5nPFlywO115WVe/580wiFZTUDCcujTT65lV8PnzrwSjpeDp4xCjXhTGWXsl5QVruUuaA8nkz+fm9+KY5jyGgIy9ytnIG7lac2Zi5lLihzOJyRMNbC8kCYCct68tWtbCUu1s0wd8cOVozkWDNVXcpcUM5nePiLqcT2Rw/c4nU4fjMSYVntVgayC8vcrazA3coTk3xzKXNBmZPPTOluwkQRliebW5nDyXe4oDzK8FduOcMkLSxf+CjqGgtHVVgeyK0MGIVl7lbmjDUjcSmbCcr6Qdx8EZQLeoDfPNTMBeVcQgSSpJz8cSYGe1849C1HTPjJTVd1TQphOZ/cyhzOZOPevqsBAP6trVxQHglToN/LuB4CMMaKipYuPnDWj6url10+D4vQilJJSeddLGbsj15R+azUbl51HFu7pHow1n3n6mUA4NaFHvCEjU/7+mzyZk5P0aQDG7FwWwULjOV+i6zpVqE9rNxKVvF8Cy1CKRSZnC8AeC3KAcBhIZpnc1CZCfIAIGYxhZkJBwMhWx3Hoi+f7RgJK1t4FqziJheGzCvgDZqv77BwLAmJwdcp1RnUlA1yXEM2+V4kkzK9cCNl+Tz11426E20z0WtSdUjVmcmAI0Sw98VB/TF85b9tONTLtj2/tZsLysOkpOZoOvnTr+dkX6/8btpmIjo+JzvjTBg8Hs8HpTmzVq+47yKsONWOSlsfSlkQAPCJLuV5t7Ekc+M5tVb5YfdUZNr0ltJM+1cV0N4n1G2UfvBXHysWAMp7tPdaffvt7jS+vtG2wnhjrK8xrtfqMVeqSxNGN2vUZn6zLY8ZG2mr0FKLWs2d0FbrW7Vn1fvNN9h6ivVDsdVbVABQHDBvz8IWzzEdpeYPJlbPJXpTwEB1Gmr4i9FyKk8WUdlMUAYUUZm1yLjh13XwhRxrV29oP4uI8jBrw8SjpGolfeBTL+ZkX6/ePZu3xROI6sUzvyrM8/zu888cyRZ4+gEAbln5Wd0VuQIAcEnh6vT693dfCQA4rmRTukzv8t0LbagMn5xxQS61NRnqUIywZv4wTTOsEySvoWxd8ARD2flFbxvKlqLZUAYARZJRXN5ln226bgHMO0Y9VGxaXsH8puUAsF1cbFpeYzOPJ5xtX4/7LzQt/4H3H5bbHLZbJzreI88zLa9kPtPyZWT+2R4WjAMEKewwb5N3S/Mtt5kldJqWP3DoRtPy8vJDpuXnlBivDwDYEzP/Tm60P2NaHhBcJmVu03XN6ELJoNbTX3f6603votYP7LwV+kB6Wu2Un06ZAaEGVAPIOKLFpLO5UvABAD4g7UdUsKNvQy9+//mmeNPewHIuKA+PqdDvHYOowPkPEQUYY4vf+jEOAKjG5fOwyKYIy367PS0sh+0MXpEQdmaE5YQtI6iKNkqLx5KgFZbVywAg6pI1wnLEK5sKyxzOeMMFZS4oczj5RiQSeYMxNq/+K0/vr7xljnPR52cgSk6cG92HjkIGh0woSsioDCn3gNaaBFqSz+SpAWIbZQSyPi9hXqf2hhP0ZjpA3qj2Rtaicyh3lEo4Zrv25uTwaXWvd87Ri5AylrZoj7mo1Y6SXu2xjgOwb7G5Y1k23HIldHuN9+GwncEw9mkDoib37A0LJBzZZi68BrzmncLqHqMQ3bXIZjoYPL/ZOpGrXsBUU9Jt8TaW2yi0yoJR6AeAuNt8/9vmiwCM+z9xr7nA3l6TgNdEnK5pdyAwy7i+r1wCYBSh524QUaQ1/UEsc0IqNH88r9b1l4XNRjEiepZRmDEzJTj7TeKCF2k/s4QbcIcz5/nGKu02Z+62ocBikDpQLKF1qTKtGAaUzz41qF+RNjMq5ZJL2Y/6mSHuBrr3xnDNj/ejqqLo16+/3/pt04Nxho/MXcZTkY4DLX+YNqdaeuCSXXdemxSWo4IdblnErZ5HcVfkCjwTPCctLH++8j+4v/tKbO4/Pi0svykeqxGWl6PJICyn2CfNMRWWOZyJAheUuaDMsYarmEmIKBDYd2DxWz9WQmHUYQZ8NiXmjd+eebgP25WH3rDq95tQPYOLKpeppPt0RZ0DNerSPuXrHcZ68cxMnLOb9DOtxOnCkLHcyoHjtujwWTmVEvzt2nFjtF3K4wUXlCcxU+A1IM7oQ0SNgW1NZdsf7ml59su74BCjeN2tqFgJQfn9dxdkfqozk6afVDsOaN2bDVXahq8wnLmHhnWu1JkmgiWHM5aMhaCsxkxQtiJQrBqQUT2TGgVlBb2gTIIiKL+/th+f+k4tigsdFz3/DheUcw7xmMpTma6mjj/Gd/Xf8s+Ld8v1EUXwigrKj/RWz6MAgGeC56TX/3zlfwAAm/szJrk3xWM1+1yOjHBcKgQ0y/ZJWsHZD60LeTbrMtSxkIUNZWZxal8NnGko2weTET4AAZtRHDxSNE8yGIK5aGjlIrZyMHPyj6G6lEcCF5SnOFOg38tFZRVcWM49QZOY0YB1QqTwEBMlAdZC90RkOKEvRpPxcilzQXmywzuynNxAROHuN/fO7jzseebBD6+D3BMYN2F56yrtzSVRqr2RnbHaeEPcN9M4gttfbmzUlh4wD4FhFnmpMmx+izK6mgG3xG9no43iUjYyd4PxuxfLchyU24SJICjHXIT7H2zDT/9+WLbb2bzX3+/NTYwGDoejobut6+7o9t6b/3XxniklLJthJSznilX2A6bl7ZJ5yIipLlCPduiLoTASlzIXlDlTod/LRWUdamF590P1k1JYHizcrZz/jKZLmQvKcUi+GG75TysXlDmcPIaIqPXpTR+Lu6fd/M9z16J/Z+eUEpZHg13TzW91RWHztqWjwjwG8GSkvcb8XGvazUNljAbDdSnns6Cc/usR8ZUf1uHNTaGmdTv83i21wUbLA3JGjizl5o8zYenp6rknvLX7Sw9+ZK9U51eErIkgLI8EM7eyFdytPPkYikt5qgnKXWt6uKDMGTJcVDYhKSwvWnuHb/+b39yK/VLNpBKWx9qtzOGMhPESlPvaIvjonxrQFrS/ygXlHMMzznNGgY7nt90dZe6jn7xmm1j/xMEJLywPFu5Wzl9Gw6U8WQVlAOhpiOJD398LIueTz6/tnEdExoxanNxBBEhibv44E5rent57A1s6PvOP0zfHt+1X7kX5LixPRLcyh6PHKhmkFaMpKG/5ezP+/KWWQNPewBIuKOeQKdDvZVwnsYYxJlRVVf06cuTsr//kcS8rKHNgZjyI8qjypJ5K1qd2iwqUzFrNzAVlffZth+45zB3XrlAY1M47dVm+zWLlmTk9zZLf+IuMF6bfJIt62KKfI5mbXmEWwcFl8bxZaJK1HAAKouYitzeL+9osIRBg/hkB1k5aK9FSNM+bg7jT/ABxh8V+hhjiQn9NpLD6LAr8Fm7kkPlxhbhJ/QXzfch2Y7nsGJxL2ep7UCPprrW4roOrH2wRVd+VoFJL3KrrypVMMqR2Y5u5sFP1IwHY0RbBF352AAdb2WWBQODJgWvOGQolVSvpA5c9l5N9vXrPvLzMgssZPxhjJdNPmVO74KyCmpN/eizOi+8HADhk5XefSt4HwJC8D9C+jTOS5H1DT9wHQ+I+fdI+wDxpn5lYbJawDzAXoc0S9uUiWZ9Vu5zLRH16IRQwPmulyJ6oz4hZor6hOJUnk6g82oLy1o39uPHPh7BqYfEND73cdp/lwTg5o6TySPrAxY/nZF+vPrCCt8WTAIfDsap4XsW7c377oaIrLvHhmEgbAGCNZz6KEUqv10pKyIYT5UxIhz4hIwyHWMbd+XL0tPT0Eqd5iIIUFyW2aeYfsZ1uWOdwfKZm/rfxfxvW+W/JEYayF33nGcrOKFlrWg+fVGQom2dvNV3XivloNy3Xi+8pTnHsNC1voqohHTclGOqpZn2m5QDwTuw403I3Mx/XC8le03IbM2/zrna8Ylr+++A1puUXF79mWl4nzjZfn603Lf+PdI6hbJVzn+m6Ihk/t4c7rjSUXVfzL0NZjIztt1ld9deQ3oEMAJ9uadDMf7/qrPR0v6x1MB/hzPz+Ut/7YtaSLtspL0geR/keS1kQAGCD8j25kUAl+bElMQ9rb9uArtV9G1r3tJ1NRLl9NWCKMxX6vRYyGQcAiEgG8I2SkpL3v396xaPfeKzKhhWFABRhOexUhOWYg9LCsswIAjEIxNLCsk3OCMuCrO3sJOxGYZnDyUemiqD8v019uP0fh2nHgdBRRLR74JpzOJx8goj6GWMzpeCCf+3ftuXTRzxYiCt2O+CrUn77RT7lvtBVI2FZGOgoNXaCYsmno/oaEYW6PlWqvQ94Zc0A6PQ+m2Zf21fGUaZ7M8ipGoSe32XDrL2G2qNuVeZe5y+U0FJqvGfN7THeaBsrtPdIh0xwWNx7V+43doDWHqF9GNlbQ6gOme/A7O0mf5GEqg7jY6Wn31zIDVYY2w9HnCFUaN4pffc4Y10WWAjN7pixfntmmu834LABFp3w1Su1x5zrN39gm9/sNAzou8PAtHbjfpkMRGZpy/3lxs/IKlwVztUKyAWtItyd2nodXqndtsRnQ8yrPWbp+n7NWYstQU2nwHbMNFycDDzRusqOUGHms5BVIxPOuABnXEA06eAPFsoo71b2XPGeDwBA0xUBIj4tc9259iedi04b/vluD37/an//rqbwqh0HQjzcxRhBoLx2PnHGnkQisZ0xtsD+7dc3/m3nUfO+8L0aHBttx2mRQxpheQbrRitVYoOwOC0sl8nhtLBcQLG0sHyBe01aWN4fn59VWH7BcbRGWL5aetdUWOZwcslUFpTf656BV658FdTB/ti6p+0r/M1cznDgMQ8GQX9//xPx/YdX/fbStvD2Z7vQ4ixEr1v56FIu3pjKlZoSk1OuZUARllPoYxInVE/xUZ3rNVionde7bMwEPDMHkDts7JwUB4w3ULOOotckbABg7kgGzB3MMYvhi6CFa4iTW3LhUh4ME1lQlkD42X+ace8T7fEdB0IVXFAeRXjGec4oQ0Ryx/aDn0ns6v38V85pk++tCKO0MykGJ0XalOBX7TO2heq3a4K6cHrq9j6kC4Vhti8OZ6hYCso6ClqND3xmgrKe0vX9mnmxJaiZtx2TEa5bV2kf4PSCMoC0oAwgLSgXDUJQTggCbn24Gfe8E969q8k/g4i4oDyWEAGymJs/zqSBiLo7a1uXRJ/e99KdlzfifVLuB6dFDsGPgvR6M5jy1sQGIROftkzOGBwLVNFrLnCvSU/vj8/PevwXHEdr5q+W3tXMz3a2aOZvc15l2Mfl/cZH+AtLje7Xd/pPNa1DqS1gKGsQZ5iuyxlfcuFSziUTSVBevaMUz5z3MkIHIpcd3tl8KxeUR4kp0O/lovIgSSQSu0P7m2Y//P3I4bt/GsZhewEXlkcRfUc9Rdg7CIVyCjDU0BcjZTAu5YksKPdCxuU/349tBxLvvbnJ5yUi63fEOLmBJwfijAF9je0PhHa3H/uTSztCP/T1jbmw3Fega791YZGalxvrvGi79mY602e8/+pdyYC5ezlh8ZS3Y4mxUT91t3H0t6OAPybmErM20cylPFwmkqDcHSNc+LuD2NFue2Dj/p6j+Ou2HE7+QESJ5s2HLnRsb/v6787ehTc6lYRjU0lYNmMowvIh1JiWn23fYlq+LnHUoPc9kRjt0BcjJZcu5XwXlN1IYBb1oFGuwROPMbx+9ZpI1/beZT2NvTzU42gzyfu9vLcwBIio17+rbkHzy6GXf/HJZhyMuyecsJxruFs5/xmpS3myC8r7+mK46NZdKChw//65t9tOJqL8vWNzOJwhk0gktvv2t827/zb/wave7UJJB1Dayaa8sDwSzPIvWBEpGZ3BzrEmW+gLPe4RyKPDdSlPFEGZ/HHsaI/jvN8cpJDo+NxbO9o/z91R4whP1MfJwuF9nb+XDnac/peLdtGTG5S48RNdWB4sZm5lTn4xUpfyVBOUK8mPTdJibPzB+9j5231NXbu7pxPR6Nu3OZMeLioPESISe9bv+HCw0/u9n5xzANuabRNKWJ5IbmXO1GYsBOWXd/fjqu/VYsWCwk/8+8WWr+ei3pxBwDPOc8YYIuruOdCybN0/wv85+c+tFAxLeS8s6zETlkcCdyuPLYNxKU8FQfnxg1F89m+HE4GIdNT6fb3Gnjpn7CACSWJO/jiTl0B3dE3kYOesx7/ZnPjL/VEQ0YQWlsfSrczhZGOsBeV1vnl45eMvo2dN/zMtm1oXEJH2wYAzOkyBfi/j5oDhY7fbjy9dXL7mM3+a6frQaQ5UhgmFSYHLnrTqpsQv9QO5uhMacWamJVW/TS08e3TZ0wt0Gef1oRBsorFTItm133PUJLxE2KTMzEWcMAkZaeZMBmCaJMhtnjg9nfxIs27cvDPrjpqX24f4WxMt3NNxp7HiehEgRcRl9hkN7XflsPgAC0zE/cKQ+bl7TDqj9iEMBMgmn4U+8ZAZZo54e0R7/oLJOvpBENGTqX9Ml1RYLTCnEl3aVdd5arDEqRKTU3UQRAJkVX0Ehmgxw58fbcMTq32Bzbt9i4io01hDzmhRXHkEfeCi/+ZkX689eFReZsHl5C/l5eVfcE633/2X66c5LzymFL4q0iTvA7In7wNgmbwPMLbR6n1lS9wHwJC4T520L4U+cd9gkvYB5u3xYBL2ATBN2Gc2+GyWqA8wT9ZnlqgPgGWivtrpo5mob2BG6lQeT1E5HwTlztYwvvJiD1r9QsM7e3uP5p3Z8ae4fDmddN4DOdnX64+dzNviSQ5jzF1x4rJ3T1jeffzxfz0Nfz/8DQDA0plr0ROvBACcXLQxvf4KoQEA0I/MQ72kSg+qdnbGSDtiq3eQXuzQislhpl1f0vnk7u272lD/z5Rp3/CvMYl091j8XEPZSa4dhjIA8FGhoezp9ksNZT+u+a3p9u2szLQ8BoehbHdikem6nYlK0/Kj3LWm5ZWCz7T8pFiDable1AesBwI+4n7HUFYuB03WBApkczGg1V5iWp4STNXYYd6mFzJjA7yCDhvK6oVqQ1mQPIayNaETDGW3eh7VzPsFt2GdvwYu18x39s/TzC+s2KmZv8S7Oj3dSxlBuV2uyGxjy4jILbLSbr/Y/WEAwKpSJazKKc7tABQx+eXoaWiLzkC5swenN/8P/7xiN4XrxU/7fL5/GyrMGTWmQr93EJIRxwpRFDcxxub9+2v2HS3XFk679oslABRhWbQR7BKDLBAEmUGQWfrB3JVgaWHZE2dpYdkmZ4RlScgIyxEnaYTlkFubcT7slTXCsmQnU2GZw7FiKgnKPhfhlp8ehC8o7N6823csEXEPPoczhejt7f07Y+ylW+4Unrr39L4TfvT9Gla8wI65TQ78a94sAMClnU0AMm8TiTZKD4gWhTOd3b01mftLUUJZuadQQsChvskJKI+mlslYuVcrQr51TOYmuXs60uumcOj6TSVR7eBuV7GMmT3aDvjidhv6C40qZklQe/P1l0rYOEf/vCBgWbe+s8Ywo93Y0S3o0YvFhIZlJh296sybW2rCJoOyACCbPMJ4Tfqggmw+yGpwgldIcJtUa0WD8ZwOzjIeaGa3HWaPzO4oAwnaY8WdhJiuf+kyGQjvqdA2joUhAcFinQHA5PMp6bfBNy9Tl4hX1gyoF/q1xyrskCDNU8SPRFHyOjlK6biHVUYo/dtBajE5ZZBIDbgLcqZuvnLlg+3+aBEAwB1T1q08TLD7RcAfx8P7w/j1Y+1SguzX7mvsechwUpxxgniSPc6gIaIoY+zEzSXH3tty7urrr34sjkdC38O+llPTwvL6wAlpYXmPPA8rhAaUIJwWlm2Q0sLyIvvhtLDsYjGNsGxnkmloAg4nF0w1QXn5W4/gH99oiPfu7z8xkUhsN1SYwxkh/J3GEUJE7Z0722a993hi/U9uaEarQGl3r5h0q6YezNWv7KtdTWrBWO1QVjuX1Y5mwPiarT6Bnd6ZrBeZzZy+XpOywqixZ6fv4ALWsZXNYjlGjX04jglmLmUrRupSzhX5LijXxxL46Jf3AMz5r5febT+SC8rjBM84zxlniKiltaHjA+/9L/jpKz7SEHn1hV40zkngq5vaAABPVc0BoLrvqN4mCXgzjeDydlW5SkhOCcwpUmGyAGDHcu1t56ytdst1AfO3gzjjj9vk+SjuND4MDVZQ1mMlKKvRC8FmgnKKtKCcZKiCsrosVbeUgCwmd+2OMVQeZqjZLcHREkFjIIGL727EP1/z79jdGKrc1+jjgnI+MQVeyeXkFiKizlc339BcueILT33oLXyk9/sAgH0tp6LCqYTAWB/ICHF75HkAgBJk3KM2lcN0kT3jIHUx7StAdpZZ79nE6ZplXtKua4P2HvbFskcMdX+o7xOaeTOn8KecrxvK3o+tNJQBmfACaj5e85Sh7Mftt5luzxkco+FSHi4TTVAuc3Sj6K6/4oUftHR17umZyQXlcWIK9Hu5qJwDiCjetO7QKQdeiH/1qxcdRG1fAkG3Ii5zYXnwxEzCS+jjSqfLTUJ1TFSsQl+YYRX6YiTkyqWcL4KyIJJWUBYYZKeAtxqC+MTX92LLvtgZ/3mx+XPWZ8YZE3hHljPOEBH5/f5/Nx/om/37n4Re++L1TbTJHcJXN7Xhq5va8lpY1rfBLRXGRlnvSgZg6l4+ocnY9tZWTn4le2gu5dyhF5TNGC9BWRZI87yqF5SjLkLURXDHGNwxBtGmCMqp+crDDHa/COqP456NPnz0h3WJ3c3iR1Zv7VxFRL4BT5zD4UwIep9+7x+HdoYXvPSl7XTNG1fji4t+nxaWK5zdWB84IS0uT2ZheSSYhd8AABeM7dARjjrTdasc3Tmt03hiFfoi1wzXpTzRBOXPOh9B4Lo/oPa//mdbt7TPJKLJc7FMRCZ5v5eLyjmkp6fnzuZN4TO/dekheme7Mno5EYXlXMPdykNnrFzKk1FQVjZSCcp2hr++1oHv/qlR3lUXnhOLxbSB2TgczpSGiHpaGtrO3/qq/+JrPtYUvHN9Gxpmx9PC8lNVcyALyr3ILrG0uBzwSmlxeSIJy8OltcbY0Q2ZxEWeVzv5BenhupTNBGX9YPF4Csop1M+pakEZGNidvK8njvP+cAj/Wx95d3djsOxQa+AFwwlx8gMikJTIyR9n6kFEh1o29RY986Ic33Hzu/i/eb/FvhYl4Z3etZxPwrIeq9jGg4G7lUeXXLuUp4qg/In+B3DX2Zvh2xX/Rv221kuIiN+kOaMKF5VzTCwWe6d1h3/end/sjN9zTztEceI5lsfTrcyZnIyXoNwTkfD539fhjff9gY27A4VEOXwHijN8eMZ5Th4SDoefbznYN/PeO8KPXfvpJnktAkNyLU8UYZm7lScWE0FQtvtFSL44fvN2Dy6/vT66ozF62qub2s8gotCgTpIzTnBRmTMyiCi075kmd0vB9I7nznkdn2I/zXthWe9WBozC8li5lTmTk/ESlFsj03HC63/APR/ZQf6DwdMbd3WYZ4nkjC1ToN/LiLgKOBowxpxVVVW3T5sf/fq375jFVi0tAAA4RG1nFMjEXgYyISDCqjw+VvEUXbrryq17pvPEtR0Nu05MlnXJZfT5bhImCrFZThzB2D81Demgz3IPAM64ict2hEkGRbv5NW1Wrk/mk8IsFIdZmVkyISsEk0N5Y8YduOPmYz1mrnKHyednhj6REACIJo5k/TUhmJygSzfA4NINDOtdy/qM92p3dLxALS5ntlM7vvTCsvr49jjgSIrLQoIgxJMHExieXtOLnz3SIjd0C58JBAL/IX6zyxuKy5fRSef8PSf7ev2J0/MyCy5nYuNyuc6sqil84sKvFFd+9bJpiCVzJcw97EQ0ea/yFymdXHUbWF+pLNvomZUuOyLRmp4+bZ/2Pr5nXqbhXtKsfYUn7MnsuLdIKxYX695m6dEJxfPbjK8DpQbkUvhLjQK0WZuob7vLuo0PJaFi43Zek7dozJ4huqcZH5IjJm7dlmJDEapCxvX6dKajShNZs8CkPS3tN56X1288h2CpybOEiUtZ/2ykF38BIFyo3c6v+571n706KTMAFPVmljtC2gPuPSazr7lNmevBX5pZL+rKTM9szDTOgXKlXr2lyndTHFQ+m9QzgSADZS0AkwmJAgG1W/246Z5GxGTPP7fu6/wikU7l4eQlxaWL6YTT7srJvt544SLeFk9x7Hb7ydNWlb677Mq5tpO+shi9QjnW+j8AAHil+x4AwH2LlAHalDs0qkrOtzVyRHr6goJ30tMtclV6eonQlJ4OQesW/U/fxzXzvyn4o2a+3VGome9iA4dbeCd2nKFsqbPeUNYuVhrKbo69YSjbXlhhKNsoLTM9dm1ksaHsM4XPma4rmfgEXRbm1BBzmZbreS12sml5THYays7wbDKUPem7yHT7a0qfNJTtk+YYytQDCSlmCp2m++wh43e5HE2a+QOYaVinxMRpflCapZk/1rZfMx+DSegsObPvhUKLZlkZGY+Roo8p12QHZQY11E7s2awLQOb7rZH6NfPbhXnolkvRI5Xh7K7X8K+b6xFuZhv3b+r4MBH1WB6YM6ZMhX4vdyqPEkQU7+jo+Mbu9/0rf/Kllv4/3NGMeExGwq4VkQGtyJxyLXtV5iUzRzAAxHSiIA8pwRksk1lQbvclcPnP9+Pvr/Qd3nkoVOX3+//NBWUOhzMUYrHY281NvXOeuyN87+VXHJRa9igaWePseFqcLQ4oQptaKF3QrSw7IdKcLtvtmJGeXrNUe1NUx/Xdr4vn61UJx+UBreDp92j3U6FzIx+azp2DY8VUEJRT8ZUFGag4rAjKoochHhZx+58b8Pk/HQ7sbggdvaW241ouKE8gpkDyIM7YIYri+vYtPQW+vaHdD5/1Bmh3A04tfg8A8KHKGwEA19cpQl8hiwAA3CpH8jGe3enpl0NnpKfVQuJ+OSM+FkD1yiKAK8ue1sx/M/TlEZ0PZ2Iw1QXlbrEUlQ89ht98qFbsqo1+ct/G9hO5oMwZa7ioPMoQ0a66nf0Ve7bLD3z6kr3YvjE4ZsJyRJfkTu/U1YuG+k6QmdvYzJVs5jwyczmbOaDMOmNWTuOpTK5dynr0grIZ+S4oExEeXN2Ni75fi/Ji1/df2dA5hzeqeQrPOM+ZABBRpLW148bd7/efdMM1rS2/v6cD9lBGWHaHGYoDNhQHbOmYy0D+CstRr/YeXewzOnPN3ijS01dp8UAyyRisS1nPRBKUZzba04JyoJwQKCf0loroLRVRHLSlBeXUeaXcyaKHYfN7fTj9W7X0/Bbx99sO9Jf5wxLPKj/h4OEvOLmFiGJb/1F75JKPz7nhxS9uwt6fvIsPuNcCGH9huSahFfimUf+A53OGa7OhbF/cGOe3xm7MgfZn1wcNZauCxm7JCbbaAevBGX0moqDcVAfUffQerHs8uqVtt6+8eW//E5YH5YwfU6Dfy0XlMYCIpPdebf987dbwop9/v73z5z9qRH9MgmgjjbisTgA0GYRlToaRhr7IJXqXspmgrL8u8kVQtsczgrKQoLSg3NgVx0d/tA9Prw/W7qgPl/zthdbbDSfFyR94ciDOBEIUxc3NTT3zX/xT+BeXXXpQrNsSQePseFbX8oJuhgXdDCdEmtPi8m7HjLS4vGaprBGX80lY1mMVJkpNgYkAqxdOJyP6gfGJJiinGIo7ORxI4Ft3HMRX/tHes/NQaMm2/R1fJ6KpMdLA4XAGxRtf33Rf67ouR6RTWv/iGU/ihH2P4NTi96acsDwSlnkOGMoeCn40p8cYa3Id+iJXLuV8EZRnsy5TQVmCAAkCtgvzsBpHozY6F9E/vYS9n3wk3lMXO3/vyw3HEVHA8qCc8WUK9Hu5FDiGENHBfdv6ahrr8LvPXFKLd9cqDZmVazmfheXBwN3KuSGXLuWJLigDGUEZABCVcPfzHfjkz/ZjXrX3pufWti8nIr/hpDgcDmcEEFGiq6v7e7Vb+1Z+5fqOgz//VRvEbjmnruV8EZa5Wzl/GE9BGci4kwEg4QZee60bp39rn/zGLvF7m2v7quIJuW7YJ8cZf4gAKZGbPw5HBxGJm+7Zc8qKq+Z98s3vbKftt72Bk+zvThpheTBwt/LoMRkF5RR6QRnIuJMbdonYc/5fsO1V+Y3WnX0lHfWB1ywPyOGMESaRVTmjSTK2622LVnnvvu/urq0vPt1b8p0fzEZxiV0TAsMuMYg2givBEHMQvPFM8j6HZJ68L2bXJu+LOjLJ+yJOWZO4T7STJiGeIDNd9m+t+9ghMY1IrF8OKPNmLmbO1GEsBeUD9SHc9KdDWLWw0H/MIu/se59v5WLyhIHyerSVw7GCiPYyxpa+fn/pTZufOHT76Z8rKjr7a9Px0UZbejB05mHlxmdL3rd21Sgdhht2tQMAwt7MjVIWgGAyyd7Bqowo6BKBuhnKb0Q9PptKwJcSmXfMVRr9Xg/pEscylMQyGx6ankC1SjwOe4DiQKYR94YFuHSJ/GI68bnAZ5JYVzWo6O4HEgXGdd48Tvu63gkHtQ8wxQEbbLoEvWUA+sq02y3qMibw0w+oV/ptKFd5dbqLJcPz0vxmY5Ihr671UNoZ7bHiBQweVfJBErTJD52GAVcZgLZRTBQIKFEN1NYt0d4HPTGWNhpU9GROrq9MuTaCBcm6ODL7ndGqXBNzmwS4Aqk6E/qmJ+shsnQ9q3tYenmkTJlOicmlfjtEOyXbYUJJr3J9vHdiDLtWB3Dfj1phF7w7d9QHLyQKZEZJOBMWIt4Wc0af1V/Z9MTVJ17gbXm7c+eLZzy56Pg7OvGh427EK9334Pq6Jty3aA4KWQRB8sDNYunkfcd4dqeT970cOiOdvG+m0JlO3rdfnpNO3leAqCZ535VlT2uS930z9OV08r6aRFCTuG8a9Q+YuO8M12ZN4r598QWGpH019m7TpH2cyYNaUNYzmoJyZ6wI7/96JwLP7xKjfvmM7nfr1w//LDhjy+RvaxnPXzV+MMbYJZ+Z/vu9W3xfuem2mfjQ+cpNJiUu6x2jqU5ETOX2VTuSExa+c1XfAzaDC1k7L1B217J+e7uJi9kd01bEaeKqdUaNZbZBhIkRjX1BJEyczupOu5qo01geM3FPS4Pw8Js5uF0mDi+3SZgLp0mYCzP38WA+EwCQTIaH9J+L3v09GJey+rvT18+uctDrrxP1gIP6O1PXSSsmm7vnU8d3xFn6eBSWcde/W/Hsmj46eknBFX/7X9tjhhPh5DXFJYvohFN/n5N9vfHSJXmZBZcz+WGMucvKSm4pqaCfnXpdmeuXZ9eAVSj3rLJu5SaYEpZfPllpbE/bp5TrheUUemE5hZmwnCIlLAOAPr+qWliu9unFXG07NFJRGRieqAzAICoDRlEZMBOVtfOVfu2+u4uNjurBi8oZ4rrzIl0Tbi4oa0kUaDcyE5RTmAnK6bqYCMoAVIIy0oIykBG+C3qU5SkxuTU5aFHqV44l2gmCjLSYvHVFHHvfCuCvv2mFw+lqfO/N7vOIyPg+NmfCUlQ0n44//qc52ddbb13D22LOgNx417xz3nkl/Mq0mTZb5a8uw5LyHrweOhUAMNvVCgBYaFdE4m65NL3dCYLi5D2235cuW186LT39+/Yb09NXVGu7BS/5tW7hOe6Mm3WVc59mWXNSrE6x0mZ8GePd+LGa+ZQIrkbvbJ4tG0NjyCYvjG9hCw1l1azPuF5iuaGsRyw1lC1wNhnKzEJLHCXUG8r2ynON6zHjep0mYnyMjO1sNxnr1yOVGcpWOvYZykqgbWT74TWssyOxVLuNYPQazbW1aeZD5NHMR6Gtd4tYk1kma5fdKr+Qnn7dnTl2le77sicHlx8KXJIuW+hWPsdVjkyT2iIr17ObxdLu/e3xpSgQwnBt24XnbtqO0orCxw++XHc1EU1uhXKSMRX6vTz8xThCRPS/B1u/SgzTn32yL3DrjXXo7kqkXSp6oc2ZVI3VwqVbdUtxWLiE1WKzXizVO3hkphcetcv12+tDd3DGnoksKMsCmQrKzrjy54grzrBULOXdO4I470u70N4n7186x+3hgjKHwxkviCja2+u7o6HOX/b6nYEfnfmZPYnvPtMO9BL6KmX0VcqQkvfAC9YrjW0q3IU6rIH6HrqwM9Moq1246jFMfTiLlapQBvpbe78rs2FHqbYj6S/S3rz1IrJeZA4NIkmdIzTxngkGEpRzwWgKyq4ApQXlvukZQTkVlqWgh7IKyqKdNIKyIAIPBnrx9Yv34W+/7Tm8eW1gxfo3uuZxQXkyQiA5npM/Dmcw3HNrw+pPf6XCVbW8ZMuGcx7A2mciOLdASeR3OKaEhjooKmEtKgVferuN8jIAwJaS0nTZyb6Mu/NrNfekpx/t+JTmmB8ufkMz3xTNhM3YHtcKkbN0cXt3SIsGdV6c3DAVBeUWeRpa5Glws1haUN4eX4o6cTaWiLXY8u138NItO6Phpv6j6l468CkuKHPyES4q5wH7d4bbVz/XXewqcn73uqv34amnu5EQZIg2o+A2EYTlVMy+FGYxk+NuE3fwIIKx2Cfpc+tIXMp68k1QTjgpXae4kzSCsr4OKUE5ddzUscSAjB/d24iv/7FBOmphwXl3P3546cMvd8bAmaBM/oQFnKkDEUXa23t+euhAoGztPcHfnn7tLvnBf3YgFssIy5JTEZYvWG9LJ+nzhoW0uCzImftpPgvLekTPwPGXz96sbdw3LpxY8ZhH6lIebUE5vf4A7uRIGUPrjARaZyRQ6renBWVBVpz1ZZ0CHon04pwf78KDP+vq3vB2YOWGd7rmENFecCYnPKYyZxz4zvl7pce+Vnvcxf837QT/I+8n3rjydcwK7Ma5BWtxODYDh2MzcFCcg4PiHFQKvrS4nC/C8unOLZp5dSzoFOowGQBwWDCGxBBg7LQfSwcNZRONkbiUh0M+Csp2yLBDxkOBS9KC8kJ3PRa667HKcUAjKAMZd3JKUC4QwhDWbsP9p70NcWfvPR3vtRaE28O7LD4CTt4z+fu9XFTOI559uP2Xrc3xkjVvBbtu+NwBtLbE0sKyWoBzJgQ4EwJcCZYWl92JjLg8UYTlXGEmyOqT20xW9EJ8PgrKKYbrTt640Y9zvrQTCVnYaBPg+vuz7a8bToIzseAdWc4khIhCB+u6vtGwJ1T2yDOh+869fDc9+lAnOorFIbuW81VYnqxu5bFivARlIHu4ix17grjgp3vw9+939qxf7T92/Tvd04ho5/DOksPhcAbmz186tOnnD892LTi98o1NH34Qbz3cj3O8awBYu5Y3ysuwUV6GLSWlaXH5ZF9XWlz+Ws09aXH50Y5PacTlsRaW9ZgJy4NBHYM3xbGOyTfWNxyXcr4KysDw3cmLInux4ebX8eYP9gV8u7vn1b1SdxMR8axVE5kp0O/lMZXzlKNPKb00Fkw8cc6FZexz11ajsMgGu8SGFGc5H2IsDxRfOVexlQcbVzlfYyoP16k8UlF5PARlPVbu5JbGKH75QDMOd8YT86e7TvvHc+0bDBtzJiTFxQvo+BN/kZN9vbn6yryMLcXhMMZKTz2l+h/9nYFLv3jVdFxzdhXsduVel7pPpgTchqTgt7Ap07ilhEX1fbw2E0ISAVtmXTdlGowCMdOQq2MqA9o4zTU92gbEoxuM1Q8mqyns0e5XLWpaUdyb3fG7a5n2VST98wUARHVtXpUqLvT8PdrR8cNLjDuI60bdy33aHRqecUxiPat5ZqU2vvXSQCg9vbBFu8xXYu7QVg/iZ3v2mF+v7E/9ub23MvOZnbBHuR5Sb4L1Jq+f1DNO6tym9Srn7AkyrO8J4A9/aEZ3P+vburn/Q6IobrSuAWeyUVQ4h4496rac7Oud927lbTFn2Hz53vlLNr4nbgu2Bj0zfnIRjvuAPGCs5eHGWc5ljOWB4ivrYysDxvjKg4mtPJi4yvkSU3m4TuXREJXzVVAGMgMRKUHZIwUQeGQd1v+xHqXVxT859Hr9T4gLdZOCqdDv5aJyHsMYc51xbtXv2lsCX7r44gp8/uoaFBTY4IwLsOsERzHZL4qrRNNoMqFNRFWmdiRn67yoO3N6oVkvHOvFVb2IqhdQXToh2Uw8ZbqOnb7zCQAJXZsVc5uIyC7j9a3vVCZMwm7oO5aA8TydOgHZHTVWUn+ugPF8ByMem3Xu9cK6pBOQ9e5w9T6yicv6c7eL1svM9m92HCtxIrU/u8hgExkEGWhpjeF39zdj94Ewli4o+PbD/2v/DW9UJxc8ORBnKsEYKz/37JrHu1oCH7zx0zNw9RmVsNkGJy5PFGF5MorK+SIop8RkIPOZjVRM3uAL4q47m9HcQb4d2/0XiaK4zvzonMlMUcFsOuaIW3Oyr3c3foO3xZwRU/ndT31B2rr3nmW2Zvt135mB5074BI5wKELu7oTiFg7JirD4q/CTAIBfFp0PALAh07j1y8XpabWw20OZchGZNuNN/2maelxf8t/0dJEc1SwLCG7N/GGappn3UZFmPmoisi61acXeg9JMwzpqgRMACoWwYZ1bY69q5n/n/LBhnbZ4taFsnssoNtfYtWL3TKadbyGj0/oUuVYzv0FYbFhHnXAxhUjatneWrcO4DrRt+sHEHM18Y1Q777FpP5+rCl7UzHchI37rneknOjORJaZRv2bZ62LmttaWyHwnJ3i2Z+oiKt/f7uCKdNlcbwMA4DzXegDAflmpbykLAADskLBPnA9ZlDH3P4/h2bs6MGte0dvvPtv+cSIyjiJwJiz50u9ljJUD+C+AeQAaAHxKf60xxuYCeBpKRAsHgD8R0b0D7XsQUWw54wURxQDczBi7bX1N/M5nn919w6WfqMTnrqiGx6sVlzMis9LjiDtluGMMURfBExfSwrJDygjLNtm6EyMJmQ5dwqYVlkUbaYTlhI00gmvURRphOe6UNcJyzE0asVWyDz9+8FQg3wXlXInJ7R1x/OGBZmzZHcTiBYU/2LgjcPuG7X56yHwXnAkN8cQ+nCkDEfUCOIcxNu3ZtYGX/vpI63E3f24mLj+lAvb0GyHK/3nJ0AYH5yi/DzNxeVkyhGTtNKBIUtYL2JyIMuWRzk0iQnaloS8QpXToi5S4HLNnhOX2ClEjLEe8skZYFmTr+3iwgqWF5bK2gYVlfzkZhOWxZKIJyqMhJm8JhHDXXS04eFj0794ZuFgUxbfNz5DD4XDGnu5fPPZ3AH+vvO0TN9z2o9q7jyz8s23xd6bjf8doxeWQ7MW3vZ/Ar8JP4juBV/HLovMhwZ4WlksEf1pYfid2XFpYrmD+tLBsh5QWLs8uXqMRlu/rvzwtLAcEt0ZYLpKjGmF5NuvSCMulLKARlt0sbiosT1UmuqCcKzGZJBnzH3sU//t9BzpnFq45tCP08frtQa2Sz5kk5E2/99sAVhPRrxhj307Of0u3ThuAk4koxhgrBLCLMfYsEbVm2zF3Kk8gGGPek8+o+mNvV+C6T14+DZ/5VDXcLmFQzuXRcC2PtmM5F27l8XQq58KlPF6C8liKyV1dcdz5rxas3+rHorlFP3nipfaf8thRk5uionl03LE/yMm+3n7nC9wdxZlQMMZqLr6w+u3m+uCSL312Jj5xUjmcDuWmOVTn8khcy+PhWFaLymPtVM6VqJzvgrKZmPx+bwB/+1s79hyIB/bVhi9NJBKr+RtAnKKCWXT0si/lZF9rtnyXt8WcnFN+y8VfknYduOuYyk7b5781HU+uvNQgLgOj51pWO5YBrWt5pI7lsXIrj6dTWe9SzidBWS0mA1pBeVTFZJmw+KnH8eQdbZhWXfjeey93XEJE2iDenElFvvR7GWP7AJxFRG2MsekA3iKipVnWrwCwFcAHuKg8CWGMFZ50WtXdvp7ANVd+ugpXfbwKrlEWl/NVWJ5qovJEF5TVYnJvTwJ/fLgFb73XjwVzCm//36sdP+Ri8tSgqHAuHXf0d3Kyr7fX3jhg48oYuwDAXQBsAP5ORL/SLXcBeBDAcQB6AFxORA05qSCHYwFjbOaFZ09/7FBz/ylnHV+CT31qGlYsKYAnyNJJ2Ox+pZFoP0JpqFP37bBHuVWGkv+bSlTx8OXMvX5Bd6Zc3V6rw+mrQ2uo7//TD2s7doHyzHr+Iq1Y2lWcuXXrQ2bpUTdFejFb34bp8zCo66fPGaBeV5+vwV+qbVqCXm0l+1XJCd26PChhVburFrUTQuYYNt2ztHqZV8wsq/JnylMJ94BM0r1I8nsMF2bq6w0qjWrqeSGVSyE1H3dnchg44gzOKNBfLqM3nMBzz/fi6ae6Icvuxl27fF9MJBKvcDGZk6LQO4OOXnJDTva1dvuPuajMGTXKbvjwrdKeg787cXav7fPfnI7/rvj4sMXliSQsc1FZKypPBEHZUkwmwrJnnsATv2lDaWnBxo2vd1xCRNqgz5xJyVj3e61gjPmIlADnjDEGoC81r1tvNoAXACwC8A0iunvAffNny4kLY6z4pJOr7+n3Ba+8/vJq9ukLquBwCHDEM2JsSoRNdUJSrpZo8n+qYwpoE9YlbANfF2qhOZu4rBdf7aJeaM6eDJDJRnFWjV5YNQixduO56AVW/Tb6OugT2g11uVmZ/pjG+YGS7unWH+RbxerdWovJ5sJyajrbd0Im4nJqWpCBrmAC9z3QhtVv+6ihCdeFQqEHiWgAGYIzmRjL5ECMMRuA/QDOA9AMYCOAK4loj2qdmwCsJKIvMsauAPBxIro8JxXkcAaAMWYvLXF+dOURRQ+EQ7GSqz48DR+5pBI1giPn4nI+CMvjLSqPpqA8WmLyYIXkhE3G+vcDePyxLtTujSYiEddvGxt7/khE7eBwdHBRmTORYIwxh8NxTtmJVa/I82cLC75zJk5d3o4gKYKym8VQiAgAoIApwu8RCcVc9zc5I7RWJ8VTdVK984VN6ekiOZaeToWVAoCooG2vupm5IA0A+6SM+BmSCzTL9Mnk3Ez7ls7++HzN/CnurZp5s1AaG6IrNfOSTry9zv2MZj7OtPUFgALd6/kNNq1A/m/fxzTz15Q+qZkvo6BmvhazNfP6JIY+WSu4A0BMt85Pe15LT2+s0ibpe1o8Iz291HFIs8yOTDvvUn2+BdDGx3apBh2ejJyTWS8p3n8n9ny67L4CJXFkjdCTOS6aAQBuWUQi+ZluYQshkh0tYjWOde5BszQNvS/VYv3Pd8Mlut5o2Nz8WSJqNpw8Z9KS435vIwD1iM99RHRfaoYx9jqAGsOGwPcA/EstIjPG+oiozGTd1PIZAP4H4KNEZBwBUsFjKk9giMgP4GrG2Jf+83Lor397bOcnb7yyhl15fhXsTqYRl1OdEmeUIe4muKMMUTfBGxHSnVJXgqWFZYfEBhSW1XGXs8VZjjtIIyyLdtJ0DONOMnQcpxr5LijnQkzujSTwt3+24aXXfNTcKtwYCIT+QUQDeLU5nBFzIoA6IqoHAMbYowAuAbBHtc4lAH6cnH4CwJ8ZY4w7+jhjQfI++DSApxlj1eGo+7a/P9P1leUL3PbPfaQax59WhIIiRWCuPKwIzClx2RvRNgZzkBGXUwKnQybUVyqX8oLkY6hdYun2QGaZNkC0U7q9sYsMbbMljbBc1MvSwnJxwKYRlqf5hbSwrM/FYIU+pvNYoxaU9eRCUM6FmKzOO2ElJtcFonjs3m689GIfOZ1Fa7dv7/4WgPVEAX4P42SBQCoBjcPJZ5LPZK8zxuz29zsuOHSg8flDy+cLC75zJk5Z3IogeRGFC24WA5J3vt2OGQCA/0u8BEARlzvESlTbu+FmsbTQ+ap8fFpYDgiutLDsJjGTr0AWNcJyJfnTwrI6PjOgOJBTwnKBENIIy/1ysUZYjpLTICxPRcZLUM6FmJxgtoyYnFDE5IRNwK5X+rD+Z+/CEXa+3ba163P8LUhODujONoBLROdaLWOMdTDGpqvCX2QNu0JErYyxXQBOh9I/toSLypMAIvIBuJwxdtODzwX/du9/2j92y2ems0+eMw02lbhsjyvOZb2DJ5XcL+yR4UqKvzFHRhTOJi6PhrAsC1rBkwTKKmbaRKZxK+sTC9lFZupWHkuyuZTHQlAeTzHZFxXxj4fa8dxLvdTabv9yf3/oPiLiT09TGSKQlLNLoJIxtkk1rxmxBTATwGHVfDOAk3T7SK9DRCJjrB9ABbQjwRzOqJN0AnyDMfbNPXuDJ+3a5/iRcMfhc46/qthxy7nTMHeaG8UOB7xJQ1CwWMb22cqNujqk/BcImB4kzOpIJv2bqdhvJQa0lyj362N3KYpp89zMuJ76bSWZEZAUVVtXKh00t2oIUNdMpdshhwSUBzIda3V7VqESj0MqEVUWMjGcXVHAobs12FXzwdLM/qY1qhIEqxzaXdUSoDJAqUNehVUhsToLGFIJEtMk32SWWKbcLanChamE40VdyvbuWKbxS52H2dtKysC+Mp0Sk1NicZFPQE+V8jnXLYljSbM2NnNpJ0O0MLPfuFNGp0vEm+t9ePLRPrm12dbS3hb+aSgUepQoqLWLcThW5LYt5nDGhKS4/BJjzO7c2vPRg7vrnz509GJhwTfPwMkLmwcnLouKc1ntWn5VVnSa84VNCAiKwFkkx9I5CqLMDrecnE6Ky6MhLC9xHtK4lddFj9G4lfMx8d9IXcpjKSiPtpgs2m3Y+0Y/1v5kDWz9jnUt2zuvIaKD4Exd8qetfRbAZwH8Kvn/Gf0KjLFZAHqIKMIYKwNwGoA/DLRjLipPIoioB8CljLGq+54I/OPPj7Rf9JXPTmeXnlUJQRiZuJzvwvJUIZ8E5YHEZH9cxD8f6cBTz/ZQW6fjNp8vdDcRcUsMBwCBpMTAqw2OrCO2HM5EJNlpfg/AhxljBQ2/i1++6dHoz4tnSTXXfKyCffTMCkzz2wAIOHW3kBSXFWFZZsp9v7k6gVkdDixsceDgzARspAjLALDlyDiO3eXErEZ7WlhWv60kEEsnkyuKAQGX4tZNCcupY0xGBi8oY9CCMpARlFO5IFKCckpMbqqUsKTZgSXNmX2mxORIMRBzE+JOGdsOBfHUf7qx9u1wnOD998G63l8S0f7hnS2Hw+FMTJLt5LOMMbt7p+/SA1v2P3bopOXCgttOxwfmNeVMXB7ItcyF5ZGRTVDWM16C8mDF5H3vBrD2x+tAXcKG5p0d1xDRvmznzpkq5LTfOxJ+BeAxxth1ABoBfAoAGGPHA/giEX0BwHIAv2OMERTnxW+JaOdAO+YxlScxjLHp1dXVt0+rjH/6+svKHZ84sxKlLpsm+Z1sV16nBDKvVEbd2qR+QMatLA4QEkMg6yRv6jjL2ji9upiJkvWybNsZ4xxnreqQyBanWe8kjju08/rPTJ0YUC/WD1Y3t0qWqP6M1aKxWsxXlzvixu8kW/JAWVDH6SaIdsWJlkncR2hvj+PxJ7vwzLP98e4e+4/6+vruIqLI4M6MMxUYy4zzjLGTAfyYiD6UnP8OABDRL1XrvJJcZz1jzA6gHcA0Hv6Ck28wxhbPn1P9DTjC15x+eoHrsx+dhlMqixAtVJannMtq1zIAU9dyCr1r2eBYThJI9vusHMvq9muobuWUIAsM3qlc1pIpNziVk2R3KRsZDUF5sGKympSYTIIiJndF43jipW48+0QvgdyHdu3s/YooSi/xEFKckVDorqaj5uUmfcB7+/7EYypzxhXGmODxeC73LCx+wHvGQtdHb/Si+sgSzCJFGGxkVahNzAMA7A0vAwB8uPgNAECzpCSzczNFQFYnxFuFegBAmGXEz7cSx6Wno3JG3C1QbVdp86Wn9TGX3+k/NT29snCHZtkRjoypdbnYqlkmM13fN8tj6i671i1cjoBmvhdat3CQPJp5tUjbLldoljXFMwkFZzi0oVZLBe1xKgWfZr5ZqrJct4RpHc9qQdiOTANbKmc+Z3V86GaWSSa4LnpMetovKud6pCeTWDCVJLFDFVI29T25oTx4pBItFrJwuqxdrkCLWIOlznrYIUFKyGh4qRl7/9SQCO6JvtPW1nYrEe0Gh5NkLPu94wV3Kk9ikhlFP88Y+95P2oWb7nyw+ysfWOkq/NxFVThlRREEYhBEwB1UxOXMa6CpjlJGXE65le0Syyosy4zSwrLebax2LauXyQJpBGLRlhGW9csmOoksv7ixFJRzLSZHRQmvre7DY493o6tb6Dl0KPqdcDj8byIKDe6sOFMJInksXwPaCGAxY2w+gBYAVwC4SrdO6nWg9QAuA/AGF5Q5+QgRHQBwPWPspsZDofM3vIdfuNyNR33qI+XCVcdWonSuU+VczojLzdWKmLywxSgu613Lw3UsC5Rpx3qLpLSwLMgsLSz3VIgaYTlfGU1BWS0mA9AIympnckCQsGZ7Px59uhMHahNxkPOPtbWB3xL5syZL4XAGjwyS+AtknMkBEckA/sMYe8xf2/ORZ7bO+kuI5Bmnf64CR14xG4uKOzHX3olGVgUkIyq85P8gPlz8BmbZOtAsVSNKirM5KHvTwvJ2LMAq1MNLsbSwfJZjc1pYdgvxtLAckr1pYblbKk0Ly3oH8xkla9PC8o7gSoOwPFkZa0E5JSYDGUE5F2LyEc4D6K3tx677D+DwMx0RIWB/pL29/Q/qJOAcToox7veOC/n/ZM8ZMUlx+QeMsR82NtlO23NIuEOKHzrpE+dU4NPnV2FGuXNQ4jK0b6dYisupDqhATBMOARi5sJxtG72IrZ8fC7K5lPWCstqlPBqC8liIyXsOhPDYY114d21ALi8vfOm9931f56/6cAZm7JIDJWMk3wzgFQA2APcT0W7G2E8BbCKiZwH8A8BDjLE6AL1QhGcOJ29JOlRfBPAiY2xaY4Nw3X+qg7cwe7Tm2FMKhKUXFOOokkJIDhtidiBqU+79q+qURmT3XGU/jR7lVdzlhYrIvLFG6RgXyMp8STzT6KTaH6/qDb6McJwpq2zPdPLaZ0rJ5QwRl7JSa01mB6m2K+yRUZzcV8Kp3Z9f5TxWt3vi3Mx0e4Wyz8JoRux9dmYmc/3KSCcAlv4c9BSIygFXtKe2t6WfL1LtZ3FvZttYUpAIFEsIFUrpN7tS9Z51SGnwGxYl4I2mROdkMkQbobTfhhVBAVG3sl3cKSNml7EhEca6Z/1Y/44f7a1yzO0peHvHtt4fAtjAB7o4HA5nYIhIghIr9BnGWM2OEvdv3rl346fnHWlnx1w3H6ee3qERlxvEGdgbXmZwLae6v4VCGNuxAACwijKu5bMcmwEormW3oAhGUdk5YmF5d2Jh2q281z5D41YWiDRuZZkxS7fykeJhg1s5F6hdynqyuZRzKSiPl5i8OLYHtQ81YO+/6okFbAc79nZ9Ox6PP8dzBXGyM/mT4vLwF1MUxljxrFnFX5hWxn5eXSp4PndhFT78gTI47ErnZzBhMQYTEsMqHMZIQ2EMNgxGrkTlwYa/GE1ReSwF5Wxicr9fxDMvduPJp7rhcrk7W1rDX25qCj/JX8PlDJZC73RatejanOxr3c5f5uVrQBzOeMAY8wI4fcaMmsuKPbFPllbIxSeeVciWfLgIi48rQInENCLzOa8xvHOO0iCkBOaP7lIE2pePUBoBvcA8VHE5JSwDSAvLatRtWLHJfvxF5qKyM64WlZXmx0xUVgRlmArKKTEZABa3Z5zVgFFMVgvJAAYtJEeT51zab0PUreSSiDtlxB2Els4Y1r/rx/p3A9i9I5ZwOgt3NBzy3ReJRF4hokZDhTmcHFLgqqQjZ34kJ/vacOhfvC3m5C2MMVZy5LRzi5ZPf1Tc31C+/LJZ+PA1xSif7TaExRgoJEYqHAaQCYlhFg5jpKEwBhsGY7AhMHIV/kIvKqvDXwxHVB5PQXkwYvISx0F0rGnD7gcOoHuTL+60ue5r3t76SyLSfikcjgVTod/LRWUOGGMrli+p+YGUCH3i/JOLHFd/vArLFngh2RVBOe5UbugpwTT1WmxKMJUE8/0CmQR+anFZjbrjaLMQgK2EabWYrBafAeskdPYhyJ5mCegApD8PQCsix3SCsno+phOU1fEs9W5uAFDr9C5VnV0qsVg9nRKRnXF1XEptdvlM4j3lf0o0Th2fBEVABpSkibKgCOYyA2SZ8P57fjz+WBdqa+NRm+C6e8+e7juIiL+GyxkyhZ4aWrng0znZ1/o9v8vLxpXDyQcYY1UOh+PcmulVV0IIn7F8qbPw+LPdwklnFUFY5YEdwEw/EE4OHocdwGFPpmN52XtK47pnmdLJKo4oDcaBZD9ulj8Vu1lpb7oLMo1XZSgpxibbFY9KBPZ7lDJv0ttTFNZ2sgHt4GihP9O2hZOxmP2FSt2CSbeveuA1Ff+526Psd3ooszDVHpckI/2nhOolO5UFkbKke7ow4yIGMs8SBcFMXVLta9xN6C1TjuGOsbTgbBcZBALcSZG5N57A25v78d47Aby/Ph6NxVz1/f3RR/v6+p4HsD35+jaHMyYUuMrpiJoP5WRfG5se5W0xZ0LAGCuYdvycL9sE8fsLPRHv8ptmYdYl87EOJ6YT55XaArhQ2gIA2O6YBQDoJyV5wWv+MwFk4jEDSCfY+0fL59JlZ1avBgBU2voy6yFjaJ3BetLTIbhN66oWWOtpumZZqUqM3Z1YlJ5eatcmsOum0vS0Prlfv1Scnl7oaEpPv9L/wfR0uTNTz+XuA6b1NGOhkEl8oD4/m0qsDqmE7AqWSVr4TuzY9LSYfLE+ZhG7usSmCNQiKe19TTLpYopjKSPOH+kLYXW5kqwxCiX01JuRk1Bh9yllshMltgDcLIaC9sPY+WADav/bLHud3k2HNh6+DcAa/tYQZ6hMhX4vF5U5aRhjDrvd/pGF8yp+VlYQXXHlhZXsYxdUoKDUPqri8mgIy+MtKudaUM61mDwYIRkAWltiePLJbrz0gk9yOgvf3bmz/TsA3ucNKmck8ORAHM7YwxhjAJYUFRV9uLyy6GqHM7hq5fEux9Lzi7Dqg8VY4XQMS1wejrA8mqLySAXl4YjJVkJyIiFj094A3lrfj/VrwlJ3j607HLY91dHR8SSAtUSUUQw4nDGGi8qcqQ5jbMnMkxb+IhLo/9hFJ9ptJV9dgf1LFUG1RPCPirg8GsJyvonKQxGUR1tMPtKnpPdZXT5jQCF5mtiJuhdasf0fhxBtFLv6G0M/CAaD/yYirQWbwxkCU6Hfy0VljimMsenl5eU3FBXg5pOPsldcc/E0fOD4YsgOZhCYcy0u54uwPBqicq4EZXVnOyUo50pMjsVkvP5qHx5/vJfa22zNzc3BH0Uikcd40j1OrpgKjSuHk+8wxuwATqisrPxYSSm70lMYm3HkWQW2lecW4ZwjCkGlQk7E5VwIy7kQlYcrKA9FTHaHGOoaIli7xo/VGwJyXZ0UkKSC1W1tbY9JkrSaiLS9Xg5nHClwltGKqrNzsq9NLU/ztpgzYWGM2e12+wVVR876jeSMLv3SRW4hdssR2Og9GUB2gTmX4vJoCMtjLSqPtqCcCzFZLSTXCD3o2t2P7fcfROMLXVHW7/hXR0fHXUS0d8CT5XAGwVTo93JRmZOVpLPplBkzZtzmdSfO++RHCgrOPa8YC5e7kXAqQnJKQJWETGxgvbCcEZP18+ZCsR4rodmMwYjPAsF0HStSYqw69rE6lnIqOSGgjZ2sLk99JmbnYhYjWS2KpzrW6jK7CNiS88ziHNTicUo4TtVdFjIDAYmEjG1bQnjpBR/eeTMaiEQcD3R2dv6ZiAb/nhOHM0gK3dPoyNmX5mRf79fdl5eNK4cz0WCMFQmCcGZNTc1lTkfiPJczXjm9xuaYt8TJ5ix3YdZSN+Ysc6O00oEja53wNiWTjsgEcmQaffU0AJBLmRc9yv+EG7An+9JRxfCVbqdYspFVt8vqNgwA3GFlnbib4EpPa8+lvUoJ+Fzmt6FuhqIEp2IqV4aV/ZUGbRDtlD5W6hnBmWDwhDPnkHASWqclUB6wKeGgBEJAktC2P4amvTHsPRxG/YEoHaoXJX+/3Ufk2d3X1/dEKBR6CUA9f7OHk68UOEpoeeVpOdnX5vYXeVvMmRQwxqrKysq+YKtw3lZxQmFp0adOYped24VQoRKPdy514iCmw5UUjt1Q2pt737sLn/nAtwAAx8cbAAC3Bb4KAPht0R/S+w/blI5il02J4xtDpuPoh5LbQC0Qp8RTANjRvyo9fXr5u+npGkERflNitn67BmmGafkyR4Pm3FNxlbvl0nTZSlsdAKCJqtNlN3TsTE+vrc7EMHaSLh5lEp+gJCV4PnoGAMDGzNdrjSr1XODJiOKrnEr+91nJMVlbMs7ys4nTcaVNEer1n2UBxbCVFgNQ4iR3y6Vwszii5EQhi6CQheFvCqH+xRbUPnhYlJrYhs7OzjtEUXyBiFQZIzickTMV+r1cVOYMGsZYkcfj+WRFRcXVdiFywnErXQWnn+YRTjmjGGWzHGmBeSTicq6F5bEQlXMlKOdKTFYn2LMSkokIdfsVN9Wad8JywyHZLyY8r7a1tf1LluVXedI9zmjCkwNxOPlPclC5BsByj8dzZEVFxUkgcZXTGZ1XUgH3/KVuYfYyBzux3IsTmQPzypywAZYCs1pcTiRFYHt8YGF5qKKylaCcTUy2EpJtLTL210WxvyGMhv0x1B+Iy80tCSkSdnYBnl3hcHhTT0/PZgC1AOp4BnjORGKsRWXG2AUA7gJgA/B3IvqVbrkLwIMAjgPQA+ByImrISQU5nCGSbANPrKmpuVYuZJc6a4Ty0nPm2c65QELh8bMw39Y9KuLycITllKgMZITlsRCVcyUo50JMHkhItvf70PRmOxpf70DH231Rod+xKxgMPtHf3/8vImo3rTyHkwOmQr+Xi8qcYcEYEwCsKisr+2hZqesqjzM2/wMnup2nnl6EY04rgrtEyCowj4W4nE1YHm1ReTQE5eGIyWohubMjjnVr/Fi7JoCd22Mxm61wZ/Nh3/3hcPhlIjpk3COHMzpMhcaVw5nMMMaKASy12WwrqqqqTrDb7ccQhReXlCTKFs9y2pbPcOPIGR62eL4Hy6rc8DgFkMBAQqb9ku2A5Eq2gSFKTwMAk5Ltq0MpS6hEYyYrYrQ6tJOYfENWdCrlkh0IFEvwhgU44gyhQhl2kcEVZZAFpd1POJU2MmGT0dQVw95DETQeiKL+QBT1dVHq7UEsEvY0MObY6fP53g8GgzsB7AXQwhPqcSYDBY5iWlZ2Yk72taVrdda2mDFmA7AfwHkAmgFsBHAlEe1RrXMTgJVE9EXG2BUAPk5EuXlnmMMZIYyxaTab7Zzpi2ZdG5VDp7mXl3qPO9+DmefNwjGLwqhnMzQC873v3QUA+MwHvpUTcTlXwvJYisrDEZRzJSazeBz+95vQ8Fo7mld3SXIfdYt99J/Ozs7/AVjPB4E5Y8VU6PdyUZmTExhjHgCnzplTc7nbHf1kcalcfOKZhezEM4ux/PgCCA6tmGuTtaJvSlTVv4YqDOHyVAu+Wdcbyk4H3Nfg1rM6L325vmwgwTstdgsZJ5csKEJyICxhw/sBrFnrw8b3wrIku9p6uqUHurr6/gdgK+8Uc8YLnhyIw5mcMMacABYAWF5RUXFsQUHB8fF4fInDTgUup+i12ySX1y3bCosEocQjsGK3nUqdjBU5bSh2CFTiEViR14Zijw1FdoYitw3FhXYUewQUFTrgcQsgrxNMIiQSCfhjMvwRCf6YjP6EjL6EhEBMQtAvwR+VEAhL1JMQWTgoIRiUKBiSWTAkUzBEsigxMZ6wR6MxW0QQnE2yLG/v7Ox8XxTFPQBqiahvnD9ODmdU8doLaWnJ0TnZ17betQOJyicD+DERfSg5/x0AIKJfqtZ5JbnO+mTM93YA03gIGU6+kXQxLyosLLywqLr80xGbeOT0k0tds86vZh86NwFbVRE2iCsAADW2blQzpTlZFW2DQ1Yu5+vD3wQA3FL5AACglSoAAB+MKaJqrbsSACBC6ezNEXsBAIfs09L1KCYlznAnKwEATFc1W31MeQ2oUa4x1N8nZ8TgQ7E56ekZzg4AwEK7El+5KllvdWzkKupX6hPPxEM+4FLqXkRK0oJ2poQKiSVjGT/YeWV63XlFSmTFBU7lGJWCDwBgT8Zcbpar0tNB2YtKm7J8udAIAOhCCYoRSovuUXKiWapGQhYg7m1G9+qDaH69FaHGSLzQU/Bu49bmu2VZfou36ZzxYir0e7mozBkVGGOVNpvtnEWLqj8vyYGzZi+0OU84sxgnnF2MuYtcsCGZVC7H4vJghOWxFpWzCcojEZP1QnJcJmzfGcTaNX6sW+cnn4+FxITnqYMH2x+GkmU+nH2vHM7YwJMDcThTk2RH3AWgKPlXrP5vs9mKCwoKKj0eT4XD4SgXBKGUiEqJqFiW5UJZlj1Jx6NMRAmbzRYUBCHAGOsnIp8kSX3RaLQ7GAx2x+PxfgB+AAHV/9R0iA+scqY6jLGXAVTmaHduQJVNDLiPiO5THesyABcQ0ReS858BcBIR3axaZ1dynebk/MHkOjzBJSevSQ6CHF9RUXGxrdR7BYrlWTM+OM1x0nl29J5yCuwex5DE5VwIy6MhKo9EUB6JmGwlJAdawvC9cQBdqw+he2ufVOgp3NOxu/PuaDT6Cg+dw8kXpkK/1z7wKhzO0Ek+AP4XwH8ZY6zuABZueDdxwbyHY1+MS4Hly4/xCieeVYSjTy5CzXQH7MQAgSEmKHEOHUiJrUkFdpDiskADC8uCzHIqLGc/VuaYgLmgPFwxOS4TDrZEsHadH2vW9KPhUCLhdhet37On815Jkl4noq6cnxCHw+FwOMMk6TiMJv94G8XhjCNEdMF414HDmQwkc9G8l/z7LmOssHt72xmd/6n5ZML12EWuOa7ylR/y2PafvRIFR01Hh7cM1awPq6JtuM/7GwDA9d0ZcbnWXamIy1GtuNxkLwcAzBe70sKyn3lRTGFUUT86WQnaWBmmUx/KKIg+Voi5QrtBWC4VAhphebiMRFDWi8l2SGkx2W2Lp8XkVDiQTirDwa5idKxrR+8b+9Gz5hXZITpaw82Rv/X19T0HYHs39fDBYg5nHOBOZc6Yk3QZHVdRUXFJZZXtU5IcnuMtgGP+AhdbvNCDxfM8WDbPg7mz3XDZbLAnU8bZRJaOoZgSX81iC6cgnYs45SomQT+vTQKkdh+rxWd9qAmzfWfDSjAWBlDBw2EJ9Yei2F8fxsH6KOoORtB0OEaiKMRttsLaxsbAA8Fg8CUAB/grgpyJAM84z+FwOBzO1IGHv+BMZRhj051O53nV1dWfjDikExJeVBTO8djKl5WwecsFLFkBLF5ix1NFStzVff1HgCXjDxc6/elYxEX2gGa/xTY/SmxKWaVNcRV3S4qwW2NTDP5uKKGDg1DiJQdlb3r7VOzlFI0JJb5xiS2A1kR1elrNKc7tAIDd0nxciI0AAK+kdNYbncqxD9M0w75FssFHipDdISkieYngx6nCLuWcMUuJhSyLSDT1YfPuAoj7W9C7N4Ce2gDFesS4Q3S2Sn56pb29/Ukob+FGrD5zDidfmAr9Xu5U5ow5RCQB2JD8+x6gxGTesSW4hDG2rLKy8oTCovBJNnvwaLtd8syZ5RSWLPSwxXPdWD7Pg0XzPCh1ORRBOZlwx0xcVifxAZT15GSSIBLU8ywtLA/EcARlMzFZLyQTEXp7RRw4GMHB+ggOHIzgwMEodXYmyGZzhEKhgnd9/aH3fT7fVihZ5g8lR8U5nAkIgaTYeFeCw+FwOBzO2LARwGLG2HwALQCuAHCVbp1nAXwWwHoAlwF4gwvKnMkAEbUBeDD5B8YY69+FWS0vYll9QcHKbeXlJ8ZlcaVU+Ke53mnMNWeFk9GSWcyzrAZ1Mz8IeXo1BIFBIptGYPZLxfBLxSi2ZcJRpMTldqkSNbZuROGEG3EUIoIgPCgUwhpheShYCcp6MVmdKNBMSL7Qvg67ozUI1fXh5b1R+Gp9aN7bRP79flkKUtgR8+yR4tLWzs7O9yVJ2gslz0H/sCrN4Yw7k7/fy53KnLwm6WqeC2B5cXHxqpKSkhPttsixLkd0Rk25zbZspgfLZ3uwfIYby2Z7UFNi14q46mmV+Es2JdwGAFD6f0aAJlumTLYrwjEJWrezUqaOa6w6rIVILUmE5tYYDhyMoK4+grqDEdTVRxEIkihK3oZozPl+T0/P+5FIZBeULPMd/IGaM9kYy4zzHA6Hw+Fwxh/G2IUA7gRgA3A/Ed3OGPspgE1E9CxjzA3gIQDHAOgFcAUR1Y9bhTmccYAxVgZgmd1uX15VVXWSzWZblbBFFtkq5LLSJcWsZHkZipaVs/kr7CheVAyb0w4Xi6MAUUiwAQBcSGhCUhQkw53H4EA0GZrCnuwkFyCaDlcRghvdcikAIEiKs9nN4hDJBjeLI0pO2JOi9kKhBY1yDXxyEWbZOhAkL7qlUkiwo0Tww84kVDIf7D4f+vb60FUbROveMLprg/A1xiQKOrocontHOBze1NPTswVKv7eOiLQWZw5ngjMV+r1cVOZMSJLJfioBLHe5XEdUVlaexBg7iuT4DLdT8jhtksvOZEehh7ESj8CK3AJK3Mr/QreNSt0CK3TbUOwVUOS2ochrQ7E3+b/AjiK3DQ6PExAA2SYhGgf6Ywz+WAz+qKRkm1cyy8MfkRCISPCHJATD6f8UDEnwh2REopAkWRBjoi0ai9vCgs11KJFIbO3q6tooSdIeAPuIKDDAKXM4k4axzDjP4XA4HA6Hw+FMZBhjLgCLBUFYVl5efpzH4zk+kUgsZA54mJu8glNy2d1kKyiG4Cq2MXeJDUKRm9lLnGCFLnIUO5m72AZHkQNyUSGcRU64i+ywFzvhLHbBVQAUMglROBEVZfj9AqJ+CWIgBtEfhyfUi7hfRCQgIRqQEOlPkCsQYLFAAjG/SIlggkX7JYoHZJkSTKS4EJPDtjCTbX02m21XX1/fhmAwuAOKeNzCk+VypgpTod/LRWXOpIUxJgDwwiTDPIBih8NRUlRUVOlyuSrsdnsZY6yMiEqIqFAUxSIATkEQBFmWJcZY1GazBRljfsZYvyzLvkQi0RuNRrsDgUCPLMv9MM8wHwAQ5W5jDidDjjPOd/NkQxwOh8PhcDicqQxjzAmLfi9jrKiwsLDC6/VW2u32ckEQyhhjJURULElSkSRJHkEQ7ABkIhJtNltQEIQAY8xPRD5Jknrj8XhvKBTqiUQivdD2ddX932Ay1CWHw8HU6PdyUZnD4XA4HA6Hw+FwOBwOh8PhcDiDZoAUYxwOh8PhcDgcDofD4XA4HA6Hw+Fk4KIyh8PhcDgcDofD4XA4HA6Hw+FwBg0XlTkcDofD4XA4HA6Hw+FwOBwOhzNouKjM4XA4HA6Hw+FwOBwOh8PhcDicQcNFZQ6Hw+FwOBwOh8PhcDgcDofD4QwaLipzOBwOh8PhcDgcDofD4XA4HA5n0HBRmcPhcDgcDofD4XA4HA6Hw+FwOIOGi8ocDofD4XA4HA6Hw+FwOBwOh8MZNFxU5nA4HA6Hw+FwOBwOh8PhcDgczqDhojKHw+FwOBwOh8PhcDgcDofD4XAGDReVORwOh8PhcDgcDofD4XA4HA6HM2i4qMzhcDgcDofD4XA4HA6Hw+FwOJxBw0VlDofD4XA4HA6Hw+FwOBwOh8PhDBouKnM4HA6Hw+FwOBwOh8PhcDgcDmfQcFGZk9cwxnYzxs7KsnweY4wYY/Yh7vcGxtidg1jvLcbYF4a472mMsVrGmGcQ61YzxvYyxlyqslsYY78eyjE5HA6Hw5lqDPcZIAfHHfKzAYfD4XA4+QJj7GrG2KtZlueknWOMncUYax7pfjgcTv7CRWVOXkNERxDRW8PdnjH2Y8bYw7oyJ4DvA7hjJHXL0pn9NoB/ElFkoH0QUQeANwFcryr+G4CrGWNVI6kfh8PhcDgjhTF2BWPsfcZYiDHWmZy+iTHGxrtuA8EYa2CMnTvCfRieIzgcDofDmcgQ0SNEdP5414PD4Ux8uKjMmYpcAqCWiFpyveOk4/izAIbSAX0EwA2pGSKKAngJwDW5rR2Hw+FwOIOHMfZ1AHdBGYStAVAN4IsATgXgtNjGNmYVHCFj7XDmcDgcDieX8HaMw+GMN1xU5uQ1KZcRY+xExtgmxpifMdbBGPu9btWrGWNNjLFuxtj3ktteAOC7AC5njAUZY9uT634YwNuqY7gZYw8zxnoYYz7G2EbGWLVq33MZY2sZYwHG2KuMscpk+TvJ/77k/k8GcBIAHxE1q/avcUqZuJ7eB7CAMTZXVfYWgIuG+HFxOBwOh5MTGGMlAH4K4CYieoKIAqSwlYiuJqJYcr1/MsbuYYy9yBgLATibMbY8+eqsLxnG6mLVfjWv1DLGPscYW6OaJ8bYFxljB5Lb351yRTPGbIyx3ybb+npkaScZYw8BmAPguWQb/U3VG0bXMcaaALxh9mqu6tnD6jkCsH424HA4HA5n1Ei2Ud9ijO0AEGKMncYYW5dsM7czVejIZBtbn2yrDjHGrlaVq9ve85gSvrGfMfZnAEy1TNN31b+tyxi7linhHAPJY6XNUhwOZ/LDRWXOROEuAHcRUTGAhQAe0y0/DcBSAOcA+CFjbDkRvQzgFwD+S0SFRLQque5RAPaptv0sgBIAswFUQHFhqUNXXAXgWgBVUJxZtyXLz0j+L03uf73JvgeEiEQAdQBWqYr36uY5HA6HwxlLTgbgAvDMINa9CsDtAIqgDJQ+B+BVKO3mLQD+n73zDm/kKvf/952iLlu23Ps229t3s5tN3fRNJ4UUSAgkoYTeOz9CAtxALuXChdAClxJKIPSQACGFFJJAek92s5vt3b3I6uf3x0jWaIos27ItWe/nefxYc+bMmTPSSOec7/nOe35JRF2TOPe5AI4EsArApQDOSKW/I7VvLYD1AC62K0AI8WYAuwC8LtVGf0W3+0QAS3Xl2pVh148A7PsGDMMwDDPTXAZtYnUhtHb6vwBUQ2uLfk/aGj9eAN8CcJYQwg/gWADPGAtKTYr+AVp4yBoA26A9kZQvh6C1zRXQ2sVvENERU7sshmFKDRaVmVIhBmAxEdUIIUaEEP827P+8EGJMCPEsgGeRW5ANABg2lB0EsFgIkRBCPCmEGNLt/4kQYksqRvJtANZMoux8GU4dq9+unEI5DMMwDFMIagD0pCY+AQA6J9QYEZ2gy/tnIcTDQogktDbSB+BGIURUCHEfgDugDYDz5UYhxIAQYhe0dQfWpNIvBfBNIcRuIUQfgC9P8dquF0KM5rP2QQ4m0zdgGIZhmELyLSHEbgBXAPirEOKvQoikEOJuAE8AODuVLwlgBRG5hRD7hRAvWpR1NoAXU08lxQB8E8CBfCsihLhTCLEt9TTTA9AmlTdO49oYhikhWFRmSoW3AegE8EoqPMW5hv36hi8EbUBrRz80N1WanwO4C8CviWgfEX2FiNQClZ0vfgADhu3BKZTDMAzDMIWgF0CNPl6jEOJYIUQgtU/fh9yte90EYHdKYE6zE0DzJM5t1+42Gc61cxJl6tk9cZYJmUzfgGEYhmEKSbodawdwSWrCd4CIBqA9wdsohBgF8AZoT+HuJ6I7iajboqystlUIITCJdpKIziKifxNRX+r8Z0ObmGYYpgxgUZkpCYQQrwohLoP2mOl/A/hd6pGeCQ+1SHsOmkCdLjsmhPi8EGIZtMeCzkV+i+RNWHaKUQAe3XaDfmdqwL4YmsM6zVLDNsMwDMPMJo8CiEBb3HYi9O3hPgCtRKTvY7YBSC+Om7NNnID90EJV6cvNt1526Vn1IW2hwdo8ymAYhmGYuSLdNu0G8HMhRED35xVC3AgAQoi7hBCbADQCeAXADy3KympbU+sY6Nta23abtEXqfw/gawDqUxPPf4UuJjPDMPMbFpWZkoCIriCi2pTzaSCVnMxxSJqDADoMg9u/QounmC77ZCJamRpIDkELh5FP2YdT+Rbq0h4DECAivSPrGQBvJCKViKxiQG4AsEMIoXdcnQjgb3nUgWEYhmEKjhBiAMDnAXyXiC4mIj8RSUS0BkCuSd3/QHPufiLV7p0E4HUAfp3a/wyA1xORh4gWQ3sSKV9uA/ABImohoioAn5og/0Fkt9FWbAHgIqJzUk8pfRZaLGl9GcZ+BMMwDMMUA78A8DoiOiO1mK0rtQBtCxHVE9H5KSNWBMAIrMe4dwJYTkSvT5mdPoDsCd9nAJxARG2kLeL7ad0+B7Q28zCAOBGdBeD0gl8lwzBFC3eQmVLhTAAvEtEItEX73phnLMTfpv73EtFTqdd/AdBNRE2p7QYAv4MmKL8M4AFoITFyIoQIQVuY6OHU40ZHCyGiAH4KLb5VmmuhLS7YD22A/itDUW8C8P30BhG5oD029LM8ro9hGIZhZoTU4nYfAfAJaOLqQQA/APBJAI/YHBOFJiKfBaAHwHcBvEUI8UoqyzcARFNl/QzALydRpR9CC1f1LICnoC0slIsvA/hsqo22XEhPCDEI4D0AfgTNTT0KYI8ui1U/gmEYhmHmnFRc5fMBfAaasLsbwMeh6TwStDZ8H4A+aKald1uU0QPgEgA3QgtvtQTAw7r9dwP4DbQncp+Etk5Cet8wNBH6Nmhj3csB3F7Yq2QYppghLWQOw5QXRHQNgGVCiA/NQNm1AB4CsHYi4ZuI6qCJ2GuFEOFU2vsBtAohPlHoujEMwzAMwzAMwzAMwzDMdGFRmWEYhmEYhmEYhmEYhmEYhskbDn/BMAzDMAzDMAzDMAzDMAzD5A2LygzDMAzDMAzDMAzDMAzDMEzesKjMMAzDMAzDMAzDMAzDMAzD5A2LygzDMAzDMAzDMAzDMAzDMEzesKjMMAzDMAzDMAzDMAzDMAzD5A2LygzDMAzDMAzDMAzDMAzDMEzesKjMMAzDMAzDMAzDMAzDMAzD5A2LygzDMAzDMAzDMAzDMAzDMEzesKjMMAzDMAzDMAzDMAzDMAzD5A2LygzDMAzDMAzDMAzDMAzDMEzesKjMMAzDMAzDMAzDMAzDMAzD5A2LygzDMAzDMAzDMAzDMAzDMEzesKjMMAzDMAzDMAzDMAzDMAzD5A2LygzDMAzDMAzDMAzDMAzDMEzesKjMMAzDMAzDMAzDMAzDMAzD5A2LygzDMAzDMAzDMAzDMAzDMEzesKjMMAzDMAzDMAzDMAzDMAzD5A2LygzDMAzDMAzDMAzDMAzDMEzesKjMMAzDMAzDMAzDMAzDMAzD5A2LygzDMAzDMAzDMMyMQEQ/JqJDRPSCzX4iom8R0VYieo6IjpjtOjIMwzAMM3lYVGYYhmEYhmEYhmFmip8CODPH/rMALEn9XQPge7NQJ4ZhGIZhpoky1xVgGIZhGIZhGCNERACcAPypvwoAPgARAMOpvyEAo0KI5FzVk2GY3AghHiSijhxZzgdwixBCAPg3EQWIqFEIsX92asgwDMMwzFRgUZmZlxCRA9rg0w/AH7jmo+fJVTUbiaQuxJONyXBIEaFRKRkagRgZRTI0Mv4nwmOpUkS6NO21JIHcHkheHySPD+TxQvL4IHl8QvL6BDndUXK6h0R07D+J/p6H+2/+6h3IDHiHhRCJWX8jGKYIWSSRCImJ8+XDAeAuIUQu9xPDMHNEqi1eBKAWqTZZkqRKn88XdHStPII81V0x1dmO0agrORaSE+FRSkZCIEEgQfC2rwVcDsgOP5xKAKjwwgk/YhRFLDaASGIAGB5FPD4MZ+dK7ZwAICuQ3F7IHl9SVtVRWRKH5dHhVxOvvvD4yMjI4Wg0OohU2wxgEMA2IUTfHLxFDDNnFLgtfhFAWJd0sxDi5kkU0Qxgt257TyqNRWWGmQAikqBNuPoB+Fdff/TpgUb1eNmtHOeIjgWSIxHn2GhSigzHCUNjSIxEMDaUwPAwITEcgZqIISpkOBBHnGQkBWFMuKC6CPB7oPidqT8HFJ8DSoVTKF41KbnVQSEr+5EULzz39j/+N3TjXgDh1CQRw5Q15TDuJf6uM6VIaqC6uPakq9/s9AQuD/cdaAkf2iqJRBwAQVIckF1+yK4KKC4/ZLcfsssPxeGH7K7QXru0/7K7ArLTD9VZCcXlh+TwQDNHaSQl7TsikgkkIqNIjA0hERlGLDKERHg49ae9jo+l0saGkAiPIBEeQjyVB8kEhBCQXT64GzqTzsqGnbv+csN7AbwCYCe7rJhyoZFIvFWRC1LWl+KJJ4UQ6wtSGMMwU4KIKgB0y7K8rLa29shk9fI3jfUfrqCkRJ5ABxyeWiiuCiiqD4qzArKnEorDD8Xph+LwQfIGoLi1NEl2gmQZSKaaREkCVO33QsgESojx/0im+rCJVN7UMWJ0FHExhnhkBPHDe5EIOBBWxjJtte5/fGwAY4e2Ih7qg+ryRr2R3bf39/c/Njo6+hyAlwHs4faZmY/MdluccirfIYRYYbHvDgA3CiH+ldq+F8AnhRBPFKSCDFPCpJ7aaQDQvep9Kz7lioweN7B9yDvWE4EkAYIITp8MZ4UKxe+As0KB06/AWaGC/C5IPhccFSrcfhlyhRMevwRHhQrZ70TUVwlJkRCHDAUJxCHDRRHIIo5EJInEUBg0EkJkKIb4cAQYjmB0KIHkcAT9gzJ6hhxwDg+if1hBbCiK2HAUsaEoEpG0l0qgot0n/I2+fSP90d9sv3XzrwC8IoQYnbt3lGFmj3IY97JTmSlqiKgSQHfrCR/8GJF0bqh3myvctwsVrUfCU7MYXmcHvMFueLu74KlZAklxascldJMlSYuJk4RhfCig+SvCABC1r5DsAeAB5AYg9RIAIJH9MQbi4SGMHnxFGu15ZcGCjR/762jPFowN7EJl83p4ggvhrl4wFAv1/WTP4z/6MYAtQojwhIUyTAlBBCjEE5oMU0qkBrWNLWuuulR1VV4WjwyuHO17zR0N9aKq5Rh4q5fAG1wCb7AT3upOuCtbQbIChELjZYhEAuRwaBuJBEQikSpbTrXBYYjYEEhN5VHVTAVkWXMhJxKa6JyzrjIc5IPD4QaaazM7nAAqdRljMYhYqs0PhxBLhh2h0J6LA/1bLx7pexWj/VsRHt6Hyvo18FS0xt3eul2xePTPfXsf+UVo4LUXhRCRKbyVDFMUFFlbvBdAq267JZXGMGUDESkAFgBYuvzq7o8m4rHjBrcOybWrq+BtcKOquxKBpRWo6m5DZ3cdWmrDIKJxQXgEbgCAgszDsXHIiAtN8nFRBGGhjZWHhXs8TzihpbmkCOJCwUh6gKsCSk0cqEFWub7UcXUURZfNtfgoBBdFEY0Tojv6aPfLkeY9L0c+4nR1fWRgcz9q1wThrXOiepEvTEL8/akfbP1faBO5h9jhzMwniqytnRHYqczMOamBajOAbo/Hs7Jq8YlXhkKjK2Jjg7LiqoSnvgu+uqXw1HXDW78UrkArSJJshePxdL2YbHAxmdLtkHVrWUoW61rKea51OdF5ACRFHKG+bRg9vBmjh1/B6KGXMdqzFSIehtPfEHe5HE8feOWum+Px+MsAXuZHdZlSpVki8U61MOvEXhdNFuWMLcOUKqnHaJcAWNpx9Ds/FwkNLA31bXcl42E4fQ2aaNy4HD5vO7x1S+FwVpnb1jRh85yoMIjCaWEZSUOEqJhhgjctNIdTIrXqzKTFopnjJa1s8ldA9B3W0mQFSMQzx8kykBa0q4NAJAIxPAgR1oxTpDoB1QkRGgL5q5BMRDA6sAOjg9sx2rcFowPbEBrcAZGIweWrj7m91dvHRnt/f3jn/bcDeFEIMWz3/jJMsTDbbfEETuVzALwPwNkAjgLwLSHEhoJUjmGKDCLyAugioqV1dXVHupa4Xj86MtoiJKKqBV5ULa1ETXcFqpdWoqbTB8nrHD82Dq2NC9AI4kLOSgOAMLR2MS0kA4BC8aw0H2UmewFgRHhSZQ6Pl5EWn9NpCiXGz3cgGcQieW/q3BIUaH2ACFSEhXZ+BQlsjbciIGvHN0i9qMAoInBgVLhQi35sPehF78uD6HtlCIdfHkL/5kGMHoxAcSpxj8vzUu+z/b8dHBx8FprYvJ1DSTKlSDmMe1lUZmYdIvJLknRCQ0PDJRHynRMlV7WjslXy1nXBU78U3vpueGu74fAGzccmDPfrRGIyMHVBGZhYVDbmmYh8zmkoUwiByNBejB54CaM9WzBy6GWM9mxGItybdCmJfclwz609PT1/BvCYECKWf2UYZm4oh8aVYUoJIlrQsuaN/y8WGblstG+Hx1vTCW9tN7zBLs2B3LQMSgSZtimRnJSQDGTE4ykJysDEorK+HDthGcgtLgMTCsxZ10SE8NBujPZvxWj/NowObMVw7yuQSMS8vuB9e7beewOAf3PbzBQjs9kWE9GtAE6C5nk8COA6ACoACCG+nzKY3ATgTAAhAFdz6AtmPpC6t1dUVlae4/P5Low5Y91SneQLdFdIVUsroXY2onM5wdlRBYeijWHTYSjS6IVkAHmLycDEgjKQv6isP7dRWNbqbS0uA8gpMANAHQ1gn9Da4ehIDIc3j6LvlQH0vjyE3leGMbJtJIEhDDhizocPHjz4m1gsdo8Q4pD9O88wxUE5jHtZVGZmnNSjPEcGg8HzJW/15REl0FzReZJU3b0JlYuOgyJrDRlNMmJhWkROH2clKk8oNFthFIktQlsIOf9wF1n1SGMVksMOibLPp6tPdLQH/Vv/id4t92Bk16Nxj5rYPNy358cjIyN/BbCZHx9iipFmicR7HYVpXP9fpDgbV4YpZtqOfnerw1//tfDAzvOH9jzldFY0I7joVAQXnQJv7VKQENkTqbH4+EuK5AgRlSahE4nTIrJRbPZobb8YTpl604Kw1bE60qExxsNWpARkkzCdLiddhmQTMiNdju5c+vAbIlVvkuXxhXzJX6HlD4czx6mqtq2qiEaH0LfrIfTuuB+D+5+E09cgKmo6H4+MDXx27/O/vIfbZqYY4LaYYWYGImp2OByn19XVvSEmR45uOKrC17ipRm46tRkV7T4Q0bho66LsKEqVKeFYTyIlHqcFXSAjIgOAKxW6MS0y70nUAwAa5B4AGWHXGBbDSLpMo3jtpGjq+GRWOekyIlCzyjEeF0kJzOn8YTgwkkwJ2dLweHqQBnEwGRzPW0MD4/kVJOCKj2L7kyFsvacXe+/Zn4zui/XTsPSHAwcO/B7AQ0IIs2LOMHNMObS1LCozBSc1I9vp9/vP8lXXv3k0qa50LzhWreo+FdVdm+Dw1YB0Y7+pisn6YwsmKAMzIipn1SfNZITlVD3sxOU0oZ5t6N18NwZevUeEe16MeJ3ioUP7dtwSi8XuFkIcnHSlGWYGaJFIvN9ZmMb1U+HibFwZppjo2PgRn7Oi8Ybo0L6r+3f+208koXrBiQguOhWVLRsgSSln03SEZCA/MRmwF5T1ZdjETc5bVLYqy05YBiYUlwHkFpgBW5E5NLwHvTvvR++O+zHa9yr8tSuEL7jkQYA+seXBLz5mXymGmTm4LWaYwkBEFZIkndjQ0HBpUomfXrHIWdV2ZrXadFoTqlfXglJjtrSQDExdTAamJijrX1sJyvpy8xWV9WVNRVgGMGlxOX1+L42hf0TFlgcGse+e3TjwwKGEPKbsDR8K/6yvr+92AE9zuAymGCiHtpZFZaYgEFGdqqqn1TU0Xz6SUE5Wm5a7K5Ztoqqlp8ETXAJZaF+k6YjJ2vHTFJSBOROVs+qVZrLCsq4+EwnMIpnA0O4n0bf5bgy+dm8yObp3wEHhP+/ft+e3AB7kVXeZuWI2G1ci+jGAc6Et/GEVx5EA/C+0OI4hAFcJIZ4qSOUYZo4gIqnt5I9erLoqvj3w2iN10ZFDCLQejeCS01DVcQJUV2XOttBWRE4dI1Qldz4jauZx3PSx6bKyyohZRIlI2IwJ9aKzVR6XK3tbX3Z6AUD9ccZwHmr2AHn8+LTwbtxvgXBlBv5IJAFVgYjHMbzvafTuuB+92+5DPDyAQMsRw7Kz6kfb//W1zwkhzMoCw8wA5TDQZZiZgIhUABtqamrOd3iU16tBam7fVOVq21SDxuMaAJcjOzTFJMVkYHqCMjAzorJWxtSFZWB64jIAW4F5VLixb7+MQ/fuwO579qPnsd6YR/G8eHhbz4/Gxsb+JoR4zfKiGWaGKYe2lkVlZkoQkQfAxvrGpouiiu9i4a+v9HefJlUv3YSK1vUgWYGUpHEROZeALCb4jtkdawx/oU+zFJjzwFYsthBtrY7JeS4LAXnKdTMIy0Iyvk6dUsqUL8ZCGHzlQfRvvgdDWx9IOih2OD687//6e3v+DOBJns1lZotWicQHXYVpXD8+NqGofAKAEQC32IjKZwN4PzKLA/2vEOKoglSOYWYRImppPfaaL8XCQ28a2f+i5GtYjuDCU1C9+FS4K1q1TBNMqhZcTAamJygDhROVjeeYirCsL2Oa4jKSSSCRREJEMbDrEfRuvRd9Ox+CrLhQUd/1/M7H/u+dAB4XQsRtC2aYaTCbbTHDlDIpA0K3z+c7K7iw4p1jybHFjUdXSws2NaDh5Ba4a1xZwrGVaDsemxjm9iotuo4KNwDAS9qTMAl9XGWduJwuf0D4x9MGEpnX4+eUM2vGGsVsICNKp8lVNz2Dwmdb1gjcpn1WYnZaRE7jk7TIFenYz+MxmSkTuiN9DenyxsNipM4dhgMuROGkKAaSXvS9Mohdd+/Drrv3Y/i1UNTr9j2y+9m930skEvcKIXpNFWWYGaAc2loWlZm8IaLGqqqqtymBhmvC5Gr2LTlBqlq6CVWLToDs8uUtIgMTC8m5ysgpJgNTFpSBqYnKxuMmPOc0xWXj+awE5vR25nXq1DqROT5wCAMv3IO+zfdgdNfjCa/H+erg3pe/OjY29ht2MTMzSatM4iOuqbn9jXwkJKa74vwPANwvhLg1tb0ZwElCiP0FqSDDzCBEVN1y5GXfHTq07VLFFaDgktMQXHAy/A2rQJKUaW+mKSYDBRSUdeXOuqhsPE8+wrI+n1U50xGXgSyBGaqC6Ohh9G69D32v3YfBvU8i0LyqZ8/TvzoTwFMci5kpJLPdFjNMKUFEiqIoZ7ava7x+aGR4bXW3X+o4tR5Nm1pRudCPCLLbmOkKyUD+YjIwfUEZKKyorC/PSljWl5+PuAxMXmAe32chMvdFPTjwn8PYdc8+7L7vABIjIux2u+/Y/uiuzwkhXrasMMMUgHJoa1lUZnJCRKqiKOdWty+9MSz7l9QcdwUFV58PV0XjuIBcaDHZVAeLMq3CYMwk0xHBp3tOvYBsFIn1pAVj474st7IsxtPSrwFACIHQwVfQ//AfMPCf3yf9bue/Dmx+8pMA/sODWKbQFJmofAeAG4UQ/0pt3wvgk7zqPFOsEJFctWjjZU535U2hoYOVjWsuQ+Oqy+Dw1mQyJcWkQj1RSIsVLFICKVkIq0IXb9lqf878kxGic6EXpmM2Bl7JpsHWicnCYz3gTV+Xvu5ZIbHS6frrN55Pnz9dx3S9JULSpTXSFEu7v7OPT6rahLAUE0jISQw+fw/2/efHGOvbjkDT8jt2/funV7HDiikE5TDQZZjJQkRLFh7f/rWh/qFz206tl5Ze1oGa9bWQZCnLjazHKCinheAGqdeUx0q4tQtHYRumQlcPH4Vy5tVjde7xMnVhNXwYmzCPHr043SMC46/1grhLJ07HbUJ7WOVNo1B2m58O0RE2hNMYEakwGilBP+1mBrTrT18DDY3g1X8cxuZbtiB8KBZGlP5r3zMHvyWEGAbDFJByaGtZVGYsIaJl9a0LPjkqXJf7V52l1J1wJXwNK7IE5MmIyUDpCsrA3IjK+vMWUljW9luLywCQoDhGXngIPff9FNE9z4XVeOjrvXu3f5sX+mMKRZtM4uPuwjSuHxgVOwH06JJuFkLcrM/DojIzH5AU54Lm1a/72cCBVzcG2o9Fy7qr4G86AtpTucjblTxZMTmf/Xb5gQIKysCMi8pAgYRl4zFTFJe1emgCcyTSh0OP/hIHnvwl3JV1w9HQ0Pv7tz34Cw5dxUyVArfFRTnQZZh8ICJfzYKqtzprHDeoQcW38uqFWHxeC+DUBMh8xWRgbgTlXPn1FJuobMyTVWYBhGUtz3CWizn9P53mQhQ9++LYessr2HzbLuGv9L+049E970lEEw+xsYopBOXQ1rKozIxDRBU+f8WbndVN1yaDi+rrNl6NqjXnQCbHrIvJdmXPhaAMzJ2orD+3lbCspZuPKYS4nJSTSA4Nofdft6Hv4V8IF8Vf6936zEcSifhfOcYjMx1mu3Hl8BdMqUJE7kDLynfIzsobhex0N627CvVLz4es6kTRAojJQAkIysD0RGWg8MIyMG1xGUCWwGwUlwGzwDy4/2kc+Nf/YWDbg6Kyrv2+vc/e+U4hxDbbC2IYC9plEp/0FqYtfu9wcQ50GcYOIiLZIR2z8NjW7wz0Da9efHEbrbpyASpavZlF5GZQTLYrJ1f6dATlXPUApicqA3MnLAOFE5fHhIreh/fiuR9vxeHHB8NqQv3e3lcOfE0Isc+yggyTB3Mw7j0T2iL0MoAfCSFutMl3EYDfAThyumYqFpXLHCIiWZY31rUtvi4k1I0VR1+m1h/3FjgCjaAEmcRkAHMmKGvnLj9RWX/+QgjL+n2Z43OLy1JCwtj2F3DogZ9i9IV/xDwO+baDr734RSHE5ilcDlPmzPZAdgJR+RwA70Nmob5vCSE2FKRyDDMFUgsCrWtac/6vhg5uX1K39Dw0rXsLPIGOTHz/fMJbWJEWQPXC72DmSU9RaY7LCGSLw8IonOqFXjvhOZfQm6dYbTxXWhgfr5fTfrCbVX99PtlQr3zeU90xegHYSgzObqfz+81LH5NQxXj7ne53CVnftguIsQh6n/kTDj74E1BsbCx6aOuHQv0HfyGECFkUzTBZsKjMlCNEVN+6uunT0UTkXVVrA84VVy9Gxwk1IIkmFJOB4hCUgeIWlYG5E5aB6YvLYTggDY/ildt24sWf7kjSoLTt4Jaez0Sj0duFEAWeLWfmO7PZ1hKRDGALgE0A9gB4HMBlQoiXDPn8AO4E4ADwPhaVmSlBRM01TR0fisjeD7g7NjjqT7galQuPyzxGa3WMoR1Ki8w5zzPHD2XatE8A5r5uevT11Au+CdUcD1lLzwx8k7LutZQWh6encCf18ZZTZaXPk4xFMfroXei7++eQhg4NJof6Pjd8YNePhRAjloUxjIF2mcRnfIVpXN81NGHjeiuAkwDUADgI4DoAKgAIIb6fEvBuAnAmgBCAqzn0BTMXEFFNoKbpXcJVd52rplNpOeJqVC86GQRp+mIyMHeCsuGctvXKh2IQlQ3HzbSwrB2nbduJy5QgjPVtx+GHbkH/E39I+lTxjwOvvXgdgMf58V3GjtlsixlmLiEiNbCg4uLA4sAPQiNRf/ebF2PNZU1wVjqyBEUFCZPwOh7/N4dwqz8mXVYbZaIG7hL1mfKErt1EJvav8Rx6IdRuob2J6qUXeicSnvXnA4AaGhh/rV8U0Ii+/sZ8+nPqr0H/fhnf71zCN2C9cCCQWdxQ1h2fMFyzXrjWLyaYfp+yRG7IcCGKOGT0vjyAF3+yFbvu3B9zy54/7Xphz+eFEC/mrCjDpJjlce8xAK4XQpyR2v40AAghvmzI900AdwP4OICPsajM5A0RORwOx/lVzYv/K+wIdtYc9xbUHHkJHM6K3MdNQUy2Om4uKEVRGSgOYVkr115cBoD4wf3ov+9XGH7oj0m/2/mfgy89+XEAj/AglskFD2QZRoOIZEmSTq9vW3pDKOlZ03DEm6lp5Rugeqo1AbmQYjJQ2oKy4ZxTFZVNeWdBWAZmT1xOUgKDL92Hngd+IhK7H+9Jhvq/0d/f/yMhxOG8TsqUDR0Kic8WqC1+xyC3xUzxQUTdi07o+PpA39BZDae20vK3LkH7ShcAFERMTh+bZrYF5YnqVwqicj7bRmZCWAYmFpcTsSR2/G0PXvq/18To5vDB4X2j/zUyMvILIcRgzgozZU2Bx7051xIioosBnCmEeHtq+80AjhJCvE+X5wgA/08IcRER3Q8WlZl8IKLuxsbGj49J3jd6V1/gqdv4VngauyYUh0tZTAZyC8pA8dQzzUwIy9rrmReXKU4YfeFh9N/9cyS3Pjksj/R8va+v7ztCiB5TYUzZwwNZptwhIld1dfUHhaPqs97FZ/iajnwrAnWrtZ1GMRmYc0EZMIjKavbAuKRFZSBbWJ7Mez2LwjIwOXFZyALxkX70PHIrRh/9v5AcOvzAvn37Psxhq5g03BYz8xEicvt8vjdXLPJ9WW1WqxdevQJLzm1CpVMTNWdSTAaKU1CeKK/xvMDURGWrvDMlLANzJy4DwOiBMbz8823YdsveMA3I9x04cODL8Xj8XxNWmik7ZrOtnUhUJiIJwH0ArhJC7GBRmZkQIupqbGz8ZjK45LTqUz+iBFaeCUlRJy0mA6UnKAOlJyoDxS0sa+XnFpelhIREaAgDD/wOw3/7Ycw1cvh7hw4d+rwQoq8gFWDmBR0Kiev8hWlc3zrAA1mmdCAiZyAQeC9cdf9Vu+Yqd+v6d0JxpwZgUxWOC4E6QYOZ1PUVpRzf3VgBG1arOuUoP+nPFoql4QnCHua65mR231g4M3mNYnAuodhuPYa4S98+W7ftVvuNJBwJUx6r9j4pC4w+8wCGbvtiVO7dedf+/fs/zAv7MdwWM/OJdPuqNspfXnDZAkfHlSsQbHGMxx42isn6/2nmWlAG5reoDMy+sAxkxGWjsAxMX1wWQmD/vw9j8//uih94sPelw4cPvy8ejz80YcWZsmE229qJwl8QUSWAbQDSYUsbAPQBOG86wjKLyvMQIlrUsGTNLWG54pi2c66jQPfJOfMbhcyJxNZ8BeapkD24yi9fPhjrPN1rnOj8EwnauY43LZSnF5Ydhs6PopuBVTOvs8XlwgkVSVk7h5CSpnLT+9KIeBzDd/0eQ7/7kagY7Pmfw4cP/5cQYqBglWFKFh7IMuUGEamVlZXvlNw1Xw6ufIuv7ch3Q/EGtJ1zKSYDxSkoA0UrKgPFLyxr2+b7KiElMfrUfRi87b+i6sCeO/bv3/8RIcRO28KZec0ChcTnKwvTFl/Zx20xMzcQkaOysvIapU3+Vtel7bTyAytQ4RdZC6+lmUiknEh4zXdBPD25Fv3LJRob6+ol68XzrMjlygWsRWJjXYznP5AMZm23SIcyeQ0D6/RCeXboF98bEdlCbi5hWX8e2ZDPhVjm/NrSKQCy3wurehknGvSvjQsTKkhYLsCYTht8qRePfv5ZjD4b2XJw26Er4/H4v00nZMqOWRaVFWgL9Z0KYC+0hfout4sBzk5lxgQRtTcsWfuzMXKf0Hr256hq2aacC+9NVkwGikNQNubNh/kiKgPFJSxblW0Sl2NRDP/tNgz94afCP9hzY09Pz5eFENnT2kxZwQNZplwgIsXv97/V4a3978rlbwq0b3gvVF+1tnOuxWSgeAVlYOZFZbtzjBc4d8KyVsbMissjj/8Dg7+9IaoO7vvDgQMHPi6E2GNbODMvWaiQ+GKgMG3xFb3cFjOzS6p9fZtzgfq9xRe00qoPrUBlgGZETM43j5G5EJSB0hKVgdzCsklknmNhOb0vl7jc/9xh/Pvzz2Ls5fhLB149eGU8HucFwMuY2R73EtHZAL4JQAbwYyHEDUT0BQBPCCFuN+S9HywqMwBARC0NXet+FoorJ7ee/VmqXnl2SYnJwOwKysDci8oTlTETwrJWzhyKy9EIhu64FcO3/0L4B3u+2NPT8xUhxGjBKsSUDDyQZeY7RCR7vd43u/w1X61cellN+1EfgOqv0XYWg5gMTE5QBspPVAZKTlgGJi8uDz96JwZ//+WoY/jgrw8cOPApIcT+nCdg5g3cFjOlCBHJfr//SucCx48WntNEqz+6CoHq4hKTgbkTlIHZF5WB0hKW7epXaHG596lDePT6ZxHblnh+z8v73iKEeMZUCDPvKYe2lkXlEoaIGhu6j/zpaBSbWs/8NAXXnJ9TTAaKX1AGWFTOlFH8wrJW/uTE5WRkDEN//iVG7rxVeAcOf7avr+8bQojJ95iYkqUcGlemPCEiyev1vtHjC3y1suvSppb1H4Aj0KjtjMXHF3ajWDzrOGG1mJ1+UTrdQnO5FqTLSQ4B1biwXC5BlPJoQiiWnYkSxnbe8PRQOPv9mDJyjkUB0xjE8Ymu3YhRHJ4of9yZufa4y9geW/cDYi779yOumjswEU+mCU23xZQ0XJdN25+UkojLEYQe/CvCP7sp6h7qu+XAgQP/TwhxyPIAZt6wUCXxpQK1xZf1cFvMzCxEJHk8nsu8ne6ft53WQGs/vgpVtfKUxGSgOAVloHxFZaA4hGXtmMKKy4f/cwD//vyziO8ST+95ad9bhBAvWJ6YmZeUw7iXReUShIjqGpYe9eORscQ5bad/EnWrXg+SpJwDPTuHTL7YiaSFFoQnElKNmMNaUM79Wp7cZVjl0eqWvW0SedXpO4wmwvT+GARjvbCs7dcv6Jc9SLUTl/UisH4Qqs+fULXGOqHEdHkTWfvS2yakJJCUkAyFEPr1bxG683b46hu+P/Cvhz4shAhbH8TMJ3ggy8w3UoPdi3z+yq9VdF7U2rz+w+SsatZ2pgXkMhWUARaVs7aLVFhOqDEkRBThu+7C2K03Rd3DfT86ePDgdUKIHtuKMCXNIpXEl6sL0xa/4RC3xczMQETSsssWf65vc9+1rRtrpbWfWo3Kese4MOqiyPhCePpF+QBrUVi/IJ1+kTn9Im05xUybRfqsyCUuWzGR4GxcfM8Ku8Xmsuo1Qb2B/IR53wSCt1HMnoqQr982XovxOozvd3Y85rhtvqzz6eqcFr71Yne6zICUuXeyJjQsRIS4kDECN3Y/1IMnvvAkpJC8edejuy4QQrxiWxFm3lAO414WlUsIIgo2LDvmRyOjkQtaT/sY6tdeCpLkGRWTgeIVlIHyE5Wtyi1mYVmfZiItLo+OIvSr32Ds73+Ft7HppoEH7/+oECKP55aZUoUHssx8gYjI4XCcV1VV/T+1y85vq173ScXlrsuIwpN1JwNFKygDM+NSBkpLVAZKW1jW7zMyLi4nIxj7652I/ua7YcfIwPcPHTr0BSFEv21lmJKE22KmmCEiWvGWzv/X+3Lv55s2VEtHfHoNAk3OKYvJQGkLygCLykBpCMvauezF5Z3/PIQnvvAk1ITjpZ3/2nm+EGKrbWWYkqcc2loWlUsAIqpqWH7czcPDoxe3nvJh1K+7HJKszJmYDJSGoGyVR8s3+TxaHbO3JxKVtWNKV1jWjptFcXl4GKO/+BXC994DT1PzNwbvv++TQoiY9UFMKVMOjSszvyEicjqdZwcCgf+pX3bOgsq1n1Ld3qZsMRkoe0EZKH5RGZh5tzIwe8IyMH3XMgDEnGFQNInRO/+IyG9/EHaMDHz78OHDNwghBm0rxJQUi1QSXwkWpi2++CC3xUxhICJa+bauT/a92HtD3aqAdMRnVqO6zT2rYrJx27ivVARlu+NmS1QGiltYtsqbdd4ZFJeHhQs77zmIJ774FJyy67kdD+y4QAix3bYyTMlSDuNeFpWLGCKqaFhxwg+GBwff2HLS+9Gw4S2QZHXGxWRgbgXlfI4ByltUtip7toVl43EFE5eHhjD6s58j/OADcLe0fG3o3ns+LYQokOLAFAM8kGVKGSJaUV9ff+ui1actkld81u0OLNBE5BISlAEWlfXMhlsZKD5hWb/PSJa4HEkg9JffIfq7H4zQ8OD1qbUQimTFSWaqLFZJfK2mMG3xhQe4LWamBxHR6nd2fbT3+b7/ru7yS+s/uwbBBZ4sMRnAvBOUgfISlYHSF5aBworLr/1tP578r6fh8Xie3n7f9vOFELttK8SUHOUw7mVRuUgJLl53TSQS+0HLce9B8/qrISkO08BsIuwGOJNZndwc0iF7fz4rlefKb1m/CcoA8gtzIcfMgyc5NvlF+zL1yt62uhYrYTmhmsdd+VyjESvRfLLCcsIw+IwbxGW9+GsUmvX74o7s0MdxZ2Y7qaZe6/Ok1QgbQZnS56IkZFk7T7JvAEPf/SNi/34hLgcDZ47+49/3Wh7MlBw8kGVKESJy1NbWfikQbHh74yk/rHRXLQMSSSA5TW1NJyYjkSlLeFz5l2EUU40hHoxtvVqgGegJMPZbrERnS5IWbaSFGGyVz3htVn0nq+vPRxROqpNzMFv3CXL3m8Z89uKCvg3P1X7Hs9rrTHm5JnqFbP1gkEhNFJN7GGIsjPg3filw+wOv9Ozbf6EQYrNtZZmih9tipljY+Onu1QdeGH3M6Zccx3x+LfyLA+P7rBZAywe9UKgXbfUis3GfSQic4JxGodMobFodP9nrsDpPvuQrcFstWOeTQuZ6CMWUphfq7bCqv/F9sBLEjeeb7PtgOodhIUCrxQLzKctuEiAtslsJ6Xb3houiiAsZ/UkfXvvLbjz+xWfgdbi/s+ff2z8ohJj8zcIUHeXQ1s7OqILJG9nhaahddeaAGlz+g3Xvug+tR78TMqksKOuwEleZqaHEshtrOZZZIVcyOJr0+5RottihRDLbUiz1Wp8nfXMlrTsDIn0uISGR0M4jVQdQde2VCHzt/Up8YOiewGVnvKi01k1++p9hGGaaKIqyoa6u/pXOEz744fYLH6h0V3SzoMzMOnIs04bmar+VrPY602xSqg3W502nUSKTpofiWroY84PcLqifeRuJH/y/pYEVXc/W1NZ+gYjMKgNTEhBpPx+F+GOYqXDS9cvoxM+vfuTVvx18Zs17Ox2n/+ZB5U4AAQAASURBVPLkcUE5DhlxyFCQKGtBmZk6xs/I6Ky2EtPzKctOrE+L1lauZOP9lS4vLBxQKIEqaQSLzmvDhf86D95Tm99bu65xWFLllXlXkGHmEO4GFAlERE1HXvBVd33n/ubjP1i58rKfweENTlpMBkpXUJ4q+bqUSx2r99jk2E5kX7cSz/7g9APS8TxzISxbiMsiKWnispCQiDuRSKgQQoLa3YG6P34J6G5bJgcqQt6zjr3IdDBTUvBAlikViMjT0NDww64V6+/uvvSuBb7uD0iykDQxeTqCsqrMe0F5Kv2XUscYIsTq6ShjmrEdd4/knjudK2GZ4irEmB8iKcGxuguuP33DiStf99mapsZXVVVdk7PSTNEiUWH+GGaybPx09wk7/9UfG+sNHfPGB89A6xmt4/um405OC34uisyZoGzFVAXlqbqUSw0fzKE0jGEqCuHyLjZhOQ55XFiukQZQ7xrGKV9Yho0/2uiuPrLxubbjF/2GiNhUVcKUw7iXw18UAa6a9sXeukXPuWuXupec9WUoLv+UB2OlLChP1aU8GVG5lMNfAPmFwAAmHwYDmOFQGMC0w2EQJRHbcQj9n7gJzrrqXWObd6yMPr9tyLIApqhZ4iDxzbrCjELP3VucjwExpY/D4Tilujr4s8UnfbrZs+jK8Z+lgrqTgXkpKAPWonKph78AJg6BAcx8GAzt+MKEwjDmn0w4DACIbd6BxCf/N6rsPfyDwwcPfkIIEbY8kCk6uC1m5oKTrlumxmPyM6/9Y++yk755JBqOaxzfN1UxGbB3JwOzLyjnitE8WaYjKhdL+Atg7kJg2J5rhkNhANMLhzEg/IjGCY/+z1Yc/PULsZGdgyeF+8ceybuSTNFQDm1tEevd8x8ikpqPev3PVG/Nqx1nfN699MKb5p2gzBSWfNzKQBE6loGCuJaV9gbU/ubzkI9e3gYhBirO3XiN6WCGYZhpQESBhoaG3yxbe/yfu9/4zxbf4qtLXlBmZpdSciwb80/Wtax2dcD5+685ku+66P3B5sZtiqIcl7PiTNFAAGSJCvLHMPmw8dPd52+7tycMSix740NnlpygzMwsM+VWBmbfsQxM37Vcpw7hxE8swqm3napWrKl/uG3jon8QkTfvijLMLMFO5TnCXbNgpaei7tGKjpO8i07+LGTVPDOXc1Bo04HLJRob9yUN4wWjoFwIAbmQLmUr8nUuTzbvdLC6Zks3cZ758j6vbBY7jA7lmCvbeRRzmmdXjWkJJfsYvRMZyLiWACDpHM3aR87MLLesZMqVdQ4o0jW0IjWLkTQIzbKsNbxOJQyvMgIAcBzcjW0f/gNUvzMUOTyysOfuVw+aLoYpSjodJL7VUJg5zbN2J4tyxpYpTbxe74X+isrvLT7xC/XejotBY6lBhyxDhLXXpKYGHqqF6Cbrfrsk+3tcuDKDF4plD5iEUXg2bhsx9AeSrpl7VDYfly5gnrAGACVkbqNsnctWTuWERV6LZwEtHdkWfabpCO/5vg9GwpXmgaWxb+Ldn32dB1aaB9l6jC5lfRseM7TXMXemTU7o22v900iKbqCbflLI8LRSeh0ESYlAkpJwqCF41BEkd+xFzwd/E6etvb8+uHf/u4UQIzkrz8wpnU4SNxWoLT5jF7fFjD1nfHu9d3BH6OWdj/S0Hvudk7BorXPcqRkg7WciLerpHZx6AVEv5Ondq3rR0Sjw1dCAbZ2MImM+TtUB4cvazkfgzDe2spVL14qRpMeUFpDMbmG7ulnWx0L0tBNZ8wn1YXuePAXhfM5hFGUBoCcZyNpukHpNeTbEX8vavk9ZnrVtFLat3hs9cp7XpEBrRyPI9B3TorNx4gPQHODp96uSRpFMCjzyw9147Du7EokxcWHPq31/yevEzJxTDuNedirPMkSkNi3d+BOnr/65Ja/7trfz9BvmraDMlB9SJHvyVEQyjWQinunoJXQOKKGzw6cFZskQFiOR0DoXkbgLo3GtQxetb8XS31yFmrO7PJGDIwdaL17zmQJdBjPTFCiGI5ujmEJBRHUNDQ1/71y96VdLL3mw3rfgEk1QlmUWlJk5peH53EKD0aWsRpy619nud3Us0ybL+vZa/zRSXDeYT7XVwvC0UlpkTsadSCYlRGMehGI+SB3NaL79vYrzU6ddUdXRuNvlcp2Zs/IMw8x7jvnE8que//mOYanG03rO/ReWlaDMMGniKdnNiYyxKu2W9pE51MiA8I/fp4PCC0kiHP/ONrzpr0fJ/i7f7Ys2tj1ORIGZrzkzbcpg3Mui8iyiquoRVS3LDnsWnnnV+nfdj8rGIyzzzRdBeaZdykw2xpAXgDnshRrO/vD1g0+7NDmefYxiGKSSYf9sCssjiUpUXbQO6/92NRIO3NCwcckuImowXRTDMIwFRESBQOCqxqaWFxef+s0z6k/8mctJXiAUGheTRXgMpDo0QVlVy1ZQno5Leb4hxabWb3ENWoR7MvSBRhvNb2ApCMvhiA8DoToMRoOoePPJaP77BwNVp664o6G1+S9EVJ3zApg5QQt/Mb8XD2LmDiJyr3rj4uf2Pdbzk1NvOYlWfHIDqh2heSEo50uhXcpMBis3c400kLV9IBk05XlMWZi1fUr8xaxt42dhFQ9ZT2ISMZ6nKywDQH2Liiv/ciQWvmvx+tpl1YeDHdWX510BhpkhuBswCxCRu2nZCX/2tR/7ZPcbflO58KRPQYZ5sChkmjeCMpNNvqE3rPIVmlIXlhMJx7iwPBr3YTheAVFdhZU/uQRNHz2m1b+qYX/bxWv/h4iKeD6vvOGBLFMMEFFrfX39vxavOe8HSy99uMbXdta4mJy3OxkoC0F5PjLV9Sumi5WwbGROheW0eBx3ZMRlnbCsF5dJSoKkpCYsG1zLaKhD461vl93/de65VQubdvp8vjfkvABmTpjv7ilmbjjm48s/Vr+2KlR9fO3K0+95PRq73AjQ8LwRlOfKpWwV+qKUyHeRPavQFlbMR2HZKC6nheU4ZAwKLwaFF26K47Q3+XHV/ccqwWOqftlxXOtmIqrLuxLMrFIO494irtr8wOl0bgw0Lz3s7774vPXvuBu++qXWK5FPFNuvxARldinPDfm4la2wEpaNFIuwrB2jCcsAxoXlSNKB2rO6cOQ9b4cIOj5ce9SCg0TUPuGFMXMCD2SZuYKIpOrq6g+2tHY8u/iMHx5bc8y3HaqrMiMoA8UtKDNFwVTdyoBZWLbqC82ZsAxYu5b1bfUkXMu+C45G670f8VWeu+ZXDa1ND/DTRAwzfyGiiuWvX7Dt0Iv9Xz3zD5vQ+Z61qJJTAnKZCcrsUi4tikVY1l6bhWXtuGzXcrBWwptuXYtln1jeWbu8el99Z/372FRVnMz3cS8v1DdDEJG/vr7+u8ng6jd1XvR98vjbtPRZEpSt9s9HUblUFuoDZmexPiC/BfsA86J9gHmRPquF/CazcB8wc4v3acdE4VS083uVEfiVITglrZPY9+B2vPqxvwl5T/jjfX193xBC2KwIxcw2XU4S328uzJzmKduLc8ECpjghouq6urq/tq94/brKro8psuqBSCSAZOo3R0r9zsR0g820sJzM/C6Ni83jeVTr1wYmFJBVo9ho0UYZ+gSzseBcvn2Xybh/7URZ28X7LLBzaFvVw67cfF3edmE98n3/jX0wAIh6sttmq37KSLV5ob6YM1sMScrZ5YS92evjJY3ttjt7wJpUde24YhBadG2z4jDXxe3QFogyTgDLqXbcqwyj0XEQTopg7992YMvHHgyN7hm8OBQK/c1UGDOrdLtI3NxSmLb4xG3cFpc7Ho/nXP9i1583fLRL6njzUkTgQoC034e5FpSNZQKlKSrbOZVLZaG+XOlTPQ9QuEX7gNlbuA/IvXif9jr7805/n/QL+AFAGCp29fvxn0/+G/0PD27e99L+TUKI3XlXhJlRymHcy6LyDEBEyyqaVj7TevQH1KbVV8A0YWTlXc9HONblMQvGuQVmo4Bs3C6kYzhfodRK/JwMVq7cmQwfMRmx2o6ZEJbzFZETqjkt6jKLxlF3duMZd4RNeUxCspw9YBXGY9Tsbf3AVFGy90mU+75Ipm5ufT6XMgavojW0tWoPgkq/NuMbDuPBzz6Hwed6x/bcu7tJCDGQs3BmVuCBLDMXqKq6orq69q4FG/+7KdB8GgCUtaAMsKicqwwjpSwqA8UjLIcOR/D05X9JxF4d+dLhfYeuEzwQmTO6XSR+1FaY0DkbX01wW1ymEJGy6h2dB0OHx6qP+u4p8NR7xkUvF2WPM9JuTL1gqRd39W5Qowis3zaKiPmGVchFrvPlwkoktTrWSvi0E7btBF0r8j0XADjzENL19IrKvPMaxVcg47A1YrwvJsNkQo8Yhel66jfl6RUVE57D+Dnphd/xPLr33PiZGMvTfw56h7NeCNeXsTdWn3V8pay1uTVy//i5w3DAhShG79+CP35oswjtj18wcGjkdlNFmVmnHMa9HP6iwPj9/tdXNK15YcXFt6jNa97MgjLDAEAs+7HbeDTTGMfj2fuSE6zylBaT9fnCcTdG41rH5XCsBr3xKq3Bd7lwytePwJJ3rXAH19T2EVH3tK6DKRiSRAX5Y5h8qKiouLSuccEjS878TUkIypYU+H6fjqDMTB7J/HAQHKGJw2D4+syDVzWSfR9KCYMDb9TsrpOMIazGsh1Qkr6djhvuc13oC337nWYsqrW/xieKEimBaDTux/5oPSLCCU+tExv+eokcOK/t2vr2xruJiJ/9ZpgShYiCbac0jlW2e6pP+t05ZScoM4wVRhHZeD9FdN8BvbNZHw9aX0azejDr+MGE1ub2JKoAYFxQDsMB70mdeM8966h2pfvPbd0NX+FwGMXBfB/3sqhcIIhIqquru9HZdOzv1139d/LVLDVnmueCsh0z4VKe70zG/ZxvHGU5Zk5zhM2xlB1j2eM7Jeoy5THFU05kD1bJ4pi5EpbjQsGKixpx/E9OperVNS/7fL7zcxbOMMy8gYik+vr6r9e1rf959zl3+H2BxRCJRNELyib3q0VfYbou5ekwl+eeK+weoim06F4OwnJScWDlt05H06fWnFrbVv8KEbWZCmRmhfke55GZOVRVXVm7uvrw+g91Kd2fPgZENC8E5ckwHZcyMzUm83kZ3/eDosqUJ0hDE57D6BzXxz8ez2NwRc+lsDxU04R3/X0d2k5zfby1q/4hIirtFR6ZoodF5QJARL66jjXPebqv+OTaK/4E1RkwZyoDQXk2XcpWQmqpMhNxne0oF2F5NO4fF5Z3xpowkPSjaVUFzvjH+ag8pvpPi1/X9SeeuZ1beCDLzDRE5K+rb7y/dsmlH1p02i8dqsOviclA2QvK7FKeG/JxK0+r/BIRlgFNRFrwtrVYdsvpbbWLGp93Op0nWF0TM3MQzf8V6ZmZofPMjo8GV1U8d9KvTqfgOZqRSkECLoqUvKA8Wy7lmQp9weSmXITlg0otTrnpKBzzsdrjmpZX7+XJ27llvo97uRswTYhoYVVT9+66DR9a3nXmf0OyekvLWFBml/LUmQm38nSwEpaNFIuwDGBcWAYw7loO1MjYdMfr4FrkPr/5uLbXiMg84mZmHB7IMjMNES2uqWt+uWndtRtbNlwrkcCsC8oMM1Wm6lYGSk9YDh7binV3X1RRt7rlH8Fg8EOmAhmGKRqISFp8QvtvE0r8a2fcfQEC3ZqYlRaUjcxnQZldynPHdNzK06HUhOWwcKDr7ctwyQ87A43LA1t58nZuKIdxrzJxFsYOt9u9qapp2R2dF/6fo7JpHZCwEEuLQFBmGD1yTDYt2ucIO02L9jnG3KZF+5SoK2vhPiXiMi3aRwk1a+E+irrMC/fFXFmL98Wj7vHFf+JxV9bifUkh5Vy8T6IkkkLKyheOu+FSxsbDYdSqPeiNVwEK4FPHsOHrG7H15690RIfCB4lohRBiu+0JGIYpKTwez1nV9Uv+sHjjN1x+TzvE8CAAQES13zhy6J7OUB2ALGcEZiBLUIYkZ8RoACTLQCz1+ybLQET3u2kQmIXP8LRhMqn9pTcrJ56os8LKZZzvQnqTQUiAsOivDDSGLHIDwR1mgTFis8aPq8+mn5IUtvW2ukYpnLDML1Rz30vI0xchbENgJG0m1q18BgnzZ+MalBF3Wn2G2dsVPR6MVGW3y86QExFPdvstJWQk1Ew77BzzmBbvo6SMmHs0k5CUkPQOZOdRM+WSwWbtcmbKSy/IBwB+x+D4a4ekHa+k9qcFpGqlH3EhQ6EEmpUDQAfQeP+pzmfe/fdvtK9sPnPXC/vOE0KwEjMLFHOMRqa4IKKKllUNj9Uc5+9a8YXjIaXGuDMtKDNMoTkoqkyL9gVpyLRoXxyySRQOC0fWfeyjMdPCfWlhN42CRNY9bSw3Ihzji/fJSIwv3lcjDYwv3qcvo1k9mLV432DCj0p5GD2JKtTI/VnCMgRQcUwbrrnLrd5y6XP3B4PBj/T29n4zrzeKYfKEeNHlyUNE1LjoyK+Hk64Pr3r9z+D01JkzTWYqwfg4rF5QNgyMJhKYrVYXjzmzR0GW7uFphK6wcz3HVfMMblKyWX3dogzJxqlr58CVozPbAbELUzEZRzFg/37NlNvbrlyrzyLmMj+bG3OaO4oRw6rxMbdZZMhaSR4wC8tAlrAMZK8q71Czy3QpmX1eZXj8tUfO5PNKoaz/AOBKDWpdFB3v9KYb8sOPH8Rd1/wHwYWVb335D9t/Yq4gMxMsdZO4ZWFh5jQ3vBQvylVwmdmHiKiuofULcLZ+ZulJ35IcwjkuINsKykBOQTmrfL0oaRQo8xGU9ZsFFJSBmROVrZhpUdkOu1Ac+YrKc4Hde2hV53xEZQAmURmASVQGkCUqAzCJygCyRWUgp6gMFF5YTqe3q3sBAGNJBw5960E8cfPhPfteObxeCJFtyWIKyjI3iZ8vKkxbvP5FbovnM7JDXlKzovql1R9frRx9WRAAMCLcWU7NtHg8IjLtX5bbWCc86wU1o2g3kbNzQPiztmtoIGu7RwRM9feRdbulR1/vNFZiuR0+mH+bnTYhLhI2ovl/IqtMaUc5n7PM+0qswzJ9sbLbMl0h87g8jWzhugayXbR6jJ9BGqvJACtHN2D/3to5i63qH7dqJG0wOojtzmV3baZjDfUPC3M4SSNG8dn43mRNuhjeywBlxr7pa9Efn/4uVkPLNwhPKk8S2xLNiENGINqL297xMuTNvQ/ue2LHJp68nR3KYdxbHL3uEoKIXA0Lj3hErlr14XVv+kvZC8oMky+WoTByEI1ld+7SYS0AjDuQASCUyOQbTXqy/gNAOKk18mHhGG/w0w117ZH1uPhvp2CkN/Tj5ecv/gnHWZ4dCPM/thQzuxCRu755yf3u+lM/u+qMn81LQdmOmRCUmcIwmcX9lIiVA918rK/fLN47Q+bBrBzLvi+twmCoY96sbWk0kLUtYtnlCkNHMxzJlJnQDe6Ho5nZhGiqDU4P/tPCQF+8ajx9Z6wZAOCWoqj/4Ik479sdLfVd1dsVRSm6gRPDlBuBhorzg8uqNp/4oxPKSlBmmJkmV9xm43dBf++nxXD98WnBug9avkqEUnkkLJL3QkECA44gLrtlOZyXrD6hZnnTbiLK2J2ZGaMcxr0sKk8CImqubu7eWbX86qOXnfttSGQx41DEgvJMMFMuZaZw2DmspaT5XlXD5htJjZgHq05D/EV1zNwZk2Jm4cQkLOeIrwzMjrDsavDhkrtOhVxLVy08sfV5Iiqs4sMwzIxCRG3BhkWvBTvfcULXsdeDwuF5KSjnu7heISiES5kpDOUkLO+MNcNFEbhPXYa3/3Wlu/GIysfqmoLvMFWaKQwESFJh/pj5BxFR06KGL/uX+f50zl1nU/cR2rh1vgnKdkzXpczMPLnc10asXMlW7mW9IzgXRmdyPveLVQzm2RaWe0UVLvh4ALU3XlAX6G7YyZO3TCHgbkCeOJ3OY6sau7cuOv3bda3r3pZ//GQ75kBQLiWX8mRDX5QbVgvzzSTzUVgOC2emIXY6cMbNR2HhJQ3Lm4+uHSKiJlPFmcLBA1mmQDidzhOq6js3Lzr2aw0t3ZdCjA6XlaDMLuXiZ7pu5UJTzMIyAOyMaY/phhZ04H33raP6Y103t3U2/oLIysnBTAcCQZIK88fML4jI07Ss6ZG6s6o/dfbfzkFrvdaezkdBeaZcyoUIfTEfsIuPbRcuwkroBSYX6mIylJuw3CXvwkDSj/Vnqej47Tuc/rWNj1e3NbxrwoozU6cMxr1FXLXioaam5j0VzWseXPGGP7uq2o9jQTlHmQC7lIuR6bqV86WUhGXtf0ZYTpCCte/pwsYvr1FrV1XtcTqdx5gqzhQEHsgyhSAYDH6oomHNfSvP/IUrUL92TgVlhplJCulWBkpHWD7obcLVt63C0isq3tS8qPZZIqo2VZxhmIJCRG31i+u2Lf1Qx9HHfmsj6p1DAMpLUGaXcukwXbdyoSl2YRnAuGt55dIhLLnjA1DX132voav9lzx5OzOUw7iXb5wcEJFaX1//I3fHpjd3nXETyQ7PjArKDFPMqBGnadE+55jHtGifOuYxLdwnxVymhfso6spevC/mylq4Lx51Zy3cF415shbvC8fd44v3jcb944v3hRKe8cX7RpMeeKXQ+H9AE5ZdUmR89d6wcMJFkfFVdVtPrMfrbz+Jbn/jQ48Eg8F39/b2fn9SbxTDMDMKESmNC475l7P2lKOWHXMdZJKBcEgTgRNxLU9aBE7EATnV7sai42JzVh4AcHmyBWYAIr2dyE6nQJW5UqoCitgPVmKN5oVf8nUZ24WioKQ5v7bYW34Lvilh6/5H3GU92ZtQk3CPmEVLR0hG3GJcLsUA1WJcL8WErZs6V48oWSSL76WZjHscsHeQGz9fOWbzLsTMn42v342YM/v+dIYcCFVmD1iVmIKhYG92PZMSov5BGEk6dYv3JWWQK3uBP0XJ7gdUunuytptc+8Zfr3O8OP56EfaPv47qhh+Nca3tXr9Tu+4XWrTr2QtN5E6QhFM+1w3X6uFl8U89t9vhcKyPRqMvmyrOTIlidj4xs4/T6TyhrrPuryf+eJ03eEwraqQBAMUjKDPMTBCGwyQ4B2g4r/svPY7U46LIhAv3+WjMtHBfHHLWdyI9VgUwPk5NMyD8445qF6IIw5F1fPo72wc/qjGMSoQwCA/ikKAgiUXyXmxLNKO7Zi+kW96G/V/5++U1v0qsJaLjhRB9E144w+ggIdgpagURBWtalj1dvfSK1vZjPwjKsSI5AFBy4vjFwigoTyAwGwcgRhdzwmkeeEQ95npEvTFTmpVL2crNahdmwcqNbJcec1oPtJOydRmKhasGsHbgpFHD1vMjdg7ducbOJW7n/k7Kk4uPXYjwGHafsdUq82M+86ryEY85Le4bMKWRO/sRI0XNHgx7Ug6JNLXOQ1nbC5w7x18vl7dn7Vscz+RtGtXEJp/u8eK0gX4kNVDvcUs44PDgAFVhYFTBnW//D+KH8e9X7911vBAi/6lwJifLPZL4dXdh5jRXPR0rylVwmZmBiJT69qNe9jecsHjBireDkhN8LeXMfZZTULYjT0E5F9MRlAFrUdkupIImKluUUSBR2QpHyPqRVMnc9Uil2/en7ARZoPjCesyUqJwLq8/GKCoDMInKAEyiMoCJRWVgWqIyME1h2ZkSliGhn3x48QXgH294ONa7ZfCIWCz2gqnyzKRY7pXEbUsL0xaveJLb4lKntrb2g75F7q+e8bsj1erm7PVHrEiHDdCLccb8WUKzQbTzGtyaB5PBCeuYFrnT7EnUTZgHMIvXADAC67UALPPaOJrtHNFtdMgyfRTWYbB6RYVluh12gqVCcdtjrK4rTa7PuVDYnd/OPWwXBsMuv93nafVe2dXF6n2wch7Hhfl30ygQ25Hrc0jjk+yd9kZnvL7O+u/U+sju8dejqT7vzfHzAACbXI8CAJzQOmovJTswkvSg/47n8cSnnw4NbO0/MhaLvTRhRZm8KIdxL89PW0BENdVNXVtaT/hia8dxHypbQZlhioFQJLujdTiS3YHcHmkff/1iYkHWvq1KJu8+b2qBEZ3oko7+4UuJKzVjSTREQ2gQ/Qh44zj/l8ei/riKoxee0PwSEXFA70JRBrGlmMKTFpQrGk9evHDlO0pCUJ4ukxIcJyEoM7OPndhsN0FghdVEgBoxf8CeQfPgtqLXLNg4hitNaVIkOwyGCGeHyojHswfog2M1Wdv7wtlLEjwZXT7+ehsaM+dGRvzYr2gTL0+0a+/Rij3aNTVHNIFbRhJVYgTLVwBn/n6jGuysfEpV1RWmyjMMMyVq62qvrT8++PUL/3l8WQjKdkwmL8PMBUbxXH/PjuqE7SecreOvvan+7DXK7QCAu8NahMcINCPfMmkHfFIIVeeuxKm/PckT6Kx6RlXVlTNzBWVIGYx7i7hqc0NKUN7cccpXqms7z7IOd6HPX2KC8mQohEuZmRsm62y2QolZdyatHOPuEXN8RmfInKaMBExpYizbxRePmQfDcyUs+6QINl6/Es2nVneysMwwc4deUF6w4q3jYS5sKRJBebouZSsmI0LaUSiXcjlj57ieC0d1OQnLS7uTLCwXCALmfZxHZmLqGuo+V3d84PozfrNOdqWMtMUuKE8XO1erZd4CuZSZ4sHu/raaVLB0Ols4wq3iJE/m3HpGkjn6p5hZYVnqbsOm35+sBjqrnmRhmckXFpV16AXlmsWb5qWgPNsu5UKFvsiFXeiLUoQSNgvqFSCcxVRgYbkfXgrj+GtXsLBcQHggy0yGchWUZyrsBTN3zJRbebpYCctGWFieh5SBe4rJTX1z/fXB4yquP/PXGySnqn3vSkFQLkWXcqFCX5QLkw2LYbdg4mQWXbSj3IRlLG5lYbmAlMO4l7sBKVhQNqSzS7nkKYRbeS5hYXkewwNZJk9mXVDOhxkOecEwU2E6bmXALCwb3coAC8sMM59obG/4QtXRvs+dfetRVE6CspVL2TYvu5TnLZNxK08GFpYZE2Uw7uWREYpTUGaYYkGJyZaTBs6Q07Ron3vEZ1q0zxnymRbtU0YCpkX7xJjftGhfPOY2LdwXilRkLd53OFKXtXjf9kj7+OJ9LyYWZC3et1WpG1+8b59XQdNoHCNOMb54X1LSFu/zhQkjLoGasSSAEOAADlAVjr92Bf6FFzoBvEREy3jxPoaZOYhIqV+86WBFzbrqBaveAcQmcJt4dM7gZAKkWrhZEolsJ7Js6NRLsvaXroPLZc4fyxa2hc/c6RceFXI4u69gtbBbwmXd9ltNAidUa5erHLMuwy5/qDJsmT5U02+ZXrur3jIdADz9he1GFnNfyNI5nhCWdZ7oOqwcy5TI//rVEFm60x0hGXFX9n3n6/dgpCpbAKnoDSLqMn+fXKM+SIns70T/0iezMwkJFb6DWUm5FtAFgFPoGd3xwOlbM+dufCojPMWeOpw570uZ+3FN6pKOb9IGyfJVS3DXUaPoWgTU/WGF+stLnn5WVdXVvHjf5Ei7p5jyo2lR4w0V6z2fOefWozETgrIRo6DMMKVGWDhNrmeF4paL9vloLK+F++KQJxSxR5KenAv3jcCd5dJWkBj/Lo4K9/h37wln6/jifd5EAqOyjGuU23Fz/DzcHT4Gm1yPIgIVTsSwTNqBl9CBkZSwfPdF/3xSVdV1sVjs+QkviilLyl5UthKU06KxsJkOsEsfRzbsl6RsoVqWAP3ifxKZBhhClbLS4h7zOccqzY6tiMf6UZGEhSgox+Rxd2ZWdZMSkpI5v50bOeKx7ijEnNYCgJCsRXk5piKhWLvQnGNuk4AJAO4RFxIO63rJUdlyYK6dy/4zFHLuhRmtsDvPVMuzYrZCYFg5nKUkWV7jZITlsarsFeKlmAui4jCM+Dw9prSgyzzz3+TIHtR2KduzttclUttxYN2e7Lq3PpfeliCeyZwvsjflhHJrjbGzS3vsPbxSAXAQWztjWPcZL35MY50q1bOwPEV4IMtMxHQFZUsMYS0sBWV9HVyGR1WN+WEvKBuZrqDMMEw2Z/xHxl1HJVDX5cOVv10t/eySZ1lYngLF7HxiZoYFR7d/u2KN833n3HoMZFVCHBlB2Erg6kkGtH2UQBhOy3wuimSlGfePGgQ2owPYKpQAAAyI7KcjXIiaXMmVNGo6Lu26NDIi3Ka6DSTNoaoAzf0coGFTuotswjIIB/YJa/f1tnibZfoqdTMqacSU7oX15C8AHBJVlk7pnJMCwol4DtnH7v3PJXja7ZuK0zeXa9hqXxgO22Oswma4KGobNsOuvlYhL+JCMb1XuYTlZsk8zu2O7zelPauY7w+jKG2sp3GiJqF7PxQksDWecSen67xNaclyUu+MNcGZEsr/NHoqAGAoFgAAnFF5H07DM8BiYOkfFqn/e/HWZ1RVXcPC8uQph3FvWXclpiIoT4iVoJxzv4XDxRD2YiYEZYZh7EmMad+ZyGbNKeV6fhAAsHiLis6+BN766RosOtXf2XViPYfCmCLz/TEgZuoUpaA8x8y0S5mZ3/j6zZMfjrB5wAyY17yoenmdKc/QSLZ7PVcoKgC4T6zJ2v7H4sy59x+RGeirR9RmzrssE8ucUr/1I/u0wXDip68C0ITlxbEeVHdV4Mrfrpbqlnqe5VAYDGPP4pMW/MDRjPedc+txkFPjzXwF5TRWgrKeCZ2XeQrKRqzEwskKygzD5M+/5U4AQH2nB6f8dpNU2R14hkNhTI35Pu4t4qrNLKUiKM8Uss0CbJKVdRmFcykz5YHVon3u/hpTGg3VmtJGQuZ8vWFz/LR90exB7eZ4dgzlJ+XM9pMt2d+13asy27Qmcz5ncyaGJAvLDDP7zIigXAjmuUu5GEJfMJNDiVjfQ0o4/36knbBshIXleQoBJFFB/pjip/ucxbfIweQ15956/LwQlAtBLpeyZT1sXMq5sHMpM8WN3QJ/Vq5ku/t4b9I8zn1FaTSlrY7vMqUZYzMbndlG979s+O4tVnZnjtXVWT+50q7uG39drWj9wAp1AABw1+ApADRhOZAYw2ldB1lYZmwpS1F5RgTlGWK+uZTtQl/kwjnGM8uziV2YDbtFHZ2h/AalAAvLTAoeyDIWzJigzC5lAOxSnims4iNPhF3s5KmUlS9WbmU7jG7lqcLCcnGjPZI7v91TjMbyizt/m3TF3jwdQdnIZAXlQlNMLuWwsA6tkItV6uYZqAljF+bCbmIinwXzigUWlkuUMhj3ll03YMYEZXYpj8MuZQawdivPNSwsFwc8kGWMFLWgPM9dykzpUuxuZYCFZYaZa1Zd0X1HTEQuft00BWV93qkIyuxSZuyYrdjNk6XY3Mr5YBSW9bCwPDeUw7i3iKtWeEpNUJ5vLmWmdJivbmWAhWWGKTaISKlfcMzL44IywzAzgp1b2UpYtnIrl5qwXN/pe4qF5RyQtnhQIf6Y4mTNO5bdFx4bO2e+CcrF5FJmio9ydisD2cKy3q0MsLDMzAwkRHk4Y8YF5dO/Xl3TcQqQ0MTkchSV59KpnCv8hRyz7gzkCn/hHrF/TFmO2jcQcsz+8xby5L8TuRxmUymvGEjK1p+V3bVGPNaf+5jPvKoxAIxV9ZjSRIV5lVyfx5wv6DpkSmtyHMza7lK2Z22vSxi292RfR+tzmW3xTOackb2Zjqvs1u4pZ5c2uA2vrAQAbO2MYUu1jB9/uQfb7h3esvmBg8uEEDyrY8OqCkncsb4wIQba/zn2pBBifUEKY2YdIlLqFx7zckXdiYvTgrIIh0AW7uA0QudiJn+Vfb7h7DjBVJk9UUUOw6BDtWiDLPoGwmNx76rm+iZdFmkWzmUAiDutf1ftQlnYYdfe7Fj7gu0x3h7ruMkJNWZ7TPPmFtt9asheYJJixdMe5go1Yfc5UY4IXnbHzAbCpktjd/9EPdbN00i1Wajpa91hSpODZkdVgy87bYX7FVOeZXJ2O7xxILvd3nB7po+77xdbxl/v2Z35zkd091A4dYuuP6oCAOCu1/qLdMkCPHhkDM9uT+BbF+wYPbB96OhYLGb/JShTVlXI4s4NhWmL2+4NcVtcZCy9qPu2BMYumaygDJSHqFxIp7Jd+ItcTuVc4S+8sA9XdUhY93tyCaNhkdv8Y/d5zKaDOFf97fblOsbu3rETnHPV2+79s3rfrFzMANAsmce43fH9prRnFfM9Y3UPG+vrtXA1J3Tvz9Z4a/bxurrrHdE7Y03jr/vi2r02FAsAAM6ovA8AcHRiCwZkN+7ZXI/7Lro3Nrilb10sFnveVAEGQHmMe8tilRUiqgm0rN7VselL7pr2k0Gx1Jco/V+SQIkkhKp7O4xCsB3GAadhYGmKm2clKFvE1ot7zGlhn/mHK+aKW4rBcTUBskiXEjaP3crC0pUSc9r8INsIhXHH1GI2KlGX5QDWNeJD0kaIdoaciCvWDYAjotoOruWYNGWhN5d4nHBMrRG1cwWTzWcF2DuGAfs65qqf3TF2770Vali1nMjwDlZgzGfu/Hl76jFSuy87cbgaSvXerKRwzGsarCaEjA6neVBrnI1dnsxsh0nBmsOZjvCoC+h+LPt9DP3xtfHXW58cGH99cCDzPngcAO44gAUdLuD3QNNpzVj2L2DhSbVY8J4Avp4Y63Qma14iIhaWbSnuuFDM7FBugjLDMLNLU5cHH/hTh/db5+/4t6qqLCwzZcPyy5fdnsDY68669cSUcSkxLuwqFB8X49LCWyWNolLW+uoHbURLAGij7IkgO4FTTxiOLAErX9GxkqzHmgpsxoUwjyN7RYV1nYTTUiQO0LBl/joasKkl8PvQJsv0pa5XEZStF8HdG6vHYxFrg+cG5/MYhb0AZSUeAkAkR1zn+BQfosz1WeUS2a0+izSDwmu7L5dIbJyYSGNXxxEo8FHIlO5CdNKhTHw0hrjI8z0kwEvWekgFsuuzT6lExCDHVWA0SwwGtPKs3ptRkblPIsJhMdkSGz9uufIano0tGd8TFzIGk9r34yCAdY4XAQABx2Z0itT4XAVekzTjQVdiH5AEbkucjG1oQ5D6sbH7VdT+cZ1624VPPKmqKgvLtszuuJeIzgTwvwBkAD8SQtxo2P8uAO8FkAAwAuAaIcRL0znnvA9/kRaUF+YQlAGUrKBshZ2zOJegzDBMYXjDZ5qx4hRn56qNNRwKg2Fy0Nx1yj3e4NHzTlC2Y6Zdykz5YuegtlvM0RHK/76t3t1hSkv0mp1UB0ay014Y6zbleSmRHY7qoUC2S/6x8zJ98aYrOsdft7RmXGJO3ffIlfrqPvGfIQDA2EFNbBG/3Y4THldRG42MC8v1bRUPEZE5NkcZUw5xHsuRlW9d8Y94dPR1Z916ImRVgmIQlNPoBeU0MyEo65kpQZlhmNnn6cQSdHcmsf6289VAZ9WTHApj7klpD98BcBaAZQAuI6Jlhmy/EkKsFEKsAfAVAP8z3fPO624AEbmqWldvLXVBea6YrEuZYexCq7hH7GeljcT7mk1pxsEqAOyImNOMj/a8KGVvP1Ob/fjSKxuyRRvPhQvHXy9eFxh/XR/IfN9Dqa/F9h3aLPS+ezRntev+w+h61YGW4STe8JlmLDvR0XnEKXX/MlWS4YEsg6bOk66Nx90nLlrzXgCFE5SLgblyKRcy9AVTnvj68m+r86FohOVuD664qSHQvCD4MBFZPyNfjpTBivTlxuprVv0k3D+06cxfFZ+gPNvkcilbYedSZpjJoncQ6xmC2W3thNkkaLXYntWEjNERbeUC1x+3Wn01a1+lNDT++sno8vHXWygTAmNhUvvub5a1tEvlfwIAehPab8DTiSU4e/luTVheVPUYEdnHRytTZnncuwHAViHEa0KIKIBfAzhfn0EIMaTb9AKYtotl3g7JiYjqO4/7T/26d1TOtqBcaErFpTyd0BfMzJMrxrQddnG2C4XvcNPEmXJgJSwbmSth+Y2fbYY3GD/6uPMavz7xlZQZPJAta/w1i48fHRr8wvITvgwiKqigzC5lZiaxi10MzH286GJ0KxeCQgnLK0+vxknv9i9uW1z3m4JXkmGKgGVvXfqGw8/tv+rMn2/MS1CebUrVpTzV0Bd27I3ZT+ZucHL0gNnALgZ2LoxxxmeaUhSWV37/NFddZ90TRMSrY+op7Li3hoie0P1dYzhbMwB9PNA9qbTsKhG9l4i2QXMqf2C6lzhvReWmZad8RwksXdW25q2zLiizS5kpBLniPueK7Zwr3nIhj7FjNt3KVhjdytPFTlhOYycst44IvP/mBeg9OPyRo86tvqCglWKYEoWIGoicD646+ZtQVO+8E5Q5ljJT6hSbWxkonLB85oeb0b6BLmxsq/nIFC5lXiJJVJA/Zm5pO7N1Yc9TB3991q0nQvWqeQnK7FLOwC7l0mUqcZhng+m6lWeSmRKWLzypD20fWl3ftKzpH0TEDcPM0COEWK/7u3kqhQghviOEWATgkwA+O91KzUtRuap1zevHxuLvXnr610peUC4VlzJTGrBbWWMybmXAWlgO6eZd7ITlRQnCx36xGId2Rv646qSK7ELLHB7Ilh9E5KhuWvVS57HXkqeiFSJsXkCFYZipU6xu5WIRlutiUVz9g4WoqJO/7HQ6jzdVqtwggKTC/DFzBxE5kyPRV0/8xgZUdviKUlAuVZcyM38pZ7cyMHPC8lveLcF3fPD4xiWNX7S4pLJlFse9ewHohY+WVJodvwZwwdSvTIOEmF/CoqQ4F/rrO19de9XfJKcjyKIypiYqT8WpPBPhL1wjPtt9zpD1bDMAOCL2IfPk2NR7v7kcwgnH1BoaKWFfH7L57IDc7uKp1DPXMUlp8p25hM39OOYzrkwLjNTus8yrVJt/Axt8uyzzdjiz0xcru015liez09YcjmRtdz+W/Z6G/vha1vbWJwfGXx8c0N4Tj65PsqBDu5ebTtOc1uGTarF5SRR/f3oEP/7Y/qFtzw7WCyGm9kWZR6wOyOIfxxfGPdBw58iTQoj1BSmMmTGIiOpbuv5a1XnlmW1dlwN5CMoiYf+bSl5/9rY6gQvZ6Ia2ciS7LAYYlvkUcz4AQrX+LbcLfTFaY706ul0bNeaLWKYD9u152OL3drw8/6DtvoVPLbHdF3PatwfOEfv2bC7CQ+QKVwEAY9X21+Luy9E252gS7T7vUmPLMZst049Y8UtTmtVAOyj3m9IWSeY2vSXRl7W9cCS7iTzykezv7sDNL2fq+FLm/h4ay9xf6a73hmMrtfp5te+s55wOPHKqwLN9Ajdu2j6yZ2vfUiHEHlOlygRui0sfIqLF5yzY1n56cMGq9y8fF47KXVQupFO5VMJfRHKIpCOYWjSCXKFSXGS/zwnr/g1gLXimmarrONf95SP7/maua7AjLiZn0DIKvmkqYK5XBNb9y4TF+2L1Xhnd0frvud1xz8ay+3uDycx3Z53jxfHXnSIzVn9N0u7hroSWdlviZACZdn9lYjO+uukl0f9E31ljo6G7LC6prJjNtpaIFABbAJwKTUx+HMDlQogXdXmWCCFeTb1+HYDrptt+W9+5JQoR+QItq57vvOiHktNbDwqlvsQxnQibTEI4dT+6ekHZOHhMJm33WQ0qk05DHgvx2AohAVYTXwlVmFwkcVcSzpBZME1KAmrYXCc7ATHitv8RHakasEwP+63TAQA5REdlzP5L5B6utN3nDNk3gGoO0Xi65BJykUN4zUVuwTYBxSZkhJDFlERwKUlIqNafiZSQEHXaN/Z2KHHrOuZyP1uF8HCPuDBcld1prNqzAAPNZrE40dsGtXZ7VtqhUDM6/ObO2qF4DRY6MmUcSAaxSM4ewO6Qa9Ed3z++/UqNjNX7M+/T9rXAgqcz+T0XLkT4zp3j253HBLHjSW0A3FonY+/hBMIxwOPU7pmduyJY0OHEgfv2onFTC9wP9aALNfAs8+PwlaGKB/+oPkFEK8V8m81jmAmoqWv9hFK19szWzsvmXlBmGKasCbY68bYfNvp+9DZ6hIg6y3WylwBIeY5VmOJk4XFtX3HUKQvWvq8LCWiCkV58SwtgetHUKDTVkyYEGcXlsHBii8g8eeCi7IlNH8Ys62RMH4E7p1iYqatiKfrqhXFjfiv2xq1F23Z1r2VZLkRt69dEvXbVxSA8OM3zsCn9qegyHIzXWBwBnKk+irUOa8H5VTRjUNibqaYaC3siQdnufQSAeA5n7ohww0fW90AEas5whC3yQct0BQnb0CkuimAkaa0pxCHDJ1n3LcNwIGAzWQFYu4EBYFTYv292ArfxOwJojuglNkbRR5PLTWn3HjjDMu+SavOiy02q+X3U3+N7ANRIA+aydPU5WXkK+6k6a/8rsQ4AWkjJgKz9dvQggHbpAABt0mBQePGs1IHVyR24VP4nbgpfgkOxGiiUwKtYiHfflqDvnfLM7US0TAixzfKimIIjhIgT0fsA3AVABvBjIcSLRPQFAE8IIW4H8D4iOg1ADEA/gCune95588ASEVHt4mOebd74UU+gbq21oAzMmqDMMAyj54K316JxIZZvPKfhx3Ndl7kmPZAtxB9T/DidzhPhbPhS99HXoyhCrJWJS5lhpkPno12W6U+98CZTmpVzK/04rJ5tSfN6CXvk7MHsa75sp9Xjx2YP+APXLM3UcVnG8VbhznzXkqmvxGOPaG78+Kg2FgjduQPH3ktoGY2ie2MlzvpoZWvbkro7yzb2Iy+aW9LULKw6K0zRj53x3fVIkNY2WYlduQTlNFaCsp58BWUjU3XIMgxT2vjrnTjnZ0c4GruCjxOR/WxJGTDb414hxF+FEJ1CiEVCiBtSaZ9LCcoQQnxQCLFcCLFGCHGy3sU8VeaNEtq0/LRfu5uOXti84jJbQTlvktOP2zQZl7IVViu/x13W9bJzwRbSpcwwM01gr3Vs5NjhBaa0HcPWj2a/Fs0uY1vCPIB9RWnM2n62MftLuH1tdn7XOe1Z2x3rMgPg5lptIB2KZL6D23doHe/9d2tP1Lof6kHrLhX1wxI+9PU2DA2MXHXiebVXW15AucAD2bKBiNoqq5tvX37uTyRZcbFLmWGYWSWXsHzqOxuw9CTvSTU1NZ+ZyzoyzGQhonbJI/3l/F8fC8WptXNTFZSLATu3bCFdypNlIpcyw0yXYySzlndqg3W0iFf7VpjS9lmEUjF+N3qSAXNZyB4fN4rsMFTd6o7x1wOJTL97Z7Jh/HX69+RZqQMA8D7Xb1Pn136Pfh/ahOXrVRx17eKq1uX1/yIq4+j7ZTDunRcfbrBl6RWRhHzpknNuzJkvb5eyHnYpMwwAIK5YCz25YknbhRLx98+/Cct8hOWWiIzrfroQe7aFf0hEZrWcYeYRROSpqWt+YOGp36twwlccgvI0XMp2TNalPFvMdjxlZv4xH9zKQG5h+Yr/rZcaupTrvF7v6aaKzXsIJBfmj5k9iMhbv7j2Pyf96FjZ1+TJK7RELtilzDBmvDahPQD7OM12MbuNIm4poxeW0+QSlk98UzXazq5a3big/n9mrZLMrFPyaqjirlweJ9ctKy//BeQ4FUXYi5lwKc81sx1PmZk+uWIx51rIcC4pZbcykJ+wvNTjxCe+2yovXuF/gYjsV6uY1/BAdr5DRFRX3/THxvWf6Kis6J7r6hQEu9AXk4VDXzDlRL7CspFCC8t2KA4J772tRQ22uP5IRIsmPmIeMcvuKSI6k4g2E9FWIvqUxf42IvonET1NRM8R0dkFv+YSh4ioaXHDXSs/013fcVRgXFAu5bAXM+1SzsVU4xTPNqVSz0KQ61rt4iYDsI23DAADOWJVWy2CN5uUmlsZyAjL+t+VXMLy67/cAX+X/IGKKv/FpoqUBfN/3FvSojIRBXzBtqeWv+Fn5JAriyLsxUzBoS8YxoydsGxkNoXlfFi6zotL3h/0rD42+EJZxnIsg8eAyp2amprPVS04+7TG9vO1BHYpM0xJMl23cr4Y3cqFJpdbOVDvwLt+3uJpXlD9SDnFfpzNOI9EJAP4DoCzACwDcBkRLTNk+yyA24QQawG8EcB3C3vFpU9DW/2X684KHrf2qkyftJTDXswGHPqCYQovLKfJ5/dFkgnn/WoDVbQ7b7X43Z//lMG4t2RFZSKSaxYe9XLHadc7/NVLcwrKebmUjYIyu5QZxsRshMCYjFvZDqNbeTbJx61cN0Q48/IadK6VOzae3fCHOakow8wQHo/n7GDD4k+0HXdDyfYxGIYpHMXiVs4lLC9c58Prv1BfV1dX96eyjv04c2wAsFUI8ZoQIgrg1wDON+QRACpSrysB7JvF+hU9Pp/vda7Fjo+f8rXVAIA45GkJyuXuUmaYiZitEBiz4VYuNJMNg9FcFcG5v1yvNHRW/4eIzJ0CpqSZ2bttBmlYvO5W96IzGupWXghE7AUthmHmNzuGl6DD/+qE+bYlmrFIznYrvKI0oju+f3z72UYJq/dnJpi2rwUWPJ3J7zqnHeE7d45vd6yrxo4ntVnd5loZew9rv0WhiIDHqQ1qt++IYEGHE/vv3oPGTS2asLyxBmiL4V3/1YpPvn7rBT6f7/yRkZE/T/7qS5O0O4qZfxDRkqaWjl80nXSLR4olANUBEYsCrszAV4xqA15yZQ+GKW02NrqMpext8lu7JcaxeupINXd3siacx/NZOy2tHMl2k8hCAihhPUEcrhRQwuZzRL0xJGVzvfsaeizLAYCEYh1GAwCkpL1j1N9bDdeIdeQdX5/bNm6yGpGgRuy1NkrYT5jLkZmbMLd7r7V9QNxjX2fXoP37lMt0Ow1D7qyS672xu39jHvMxC57thOOy/zaljyY9ePHgBlO633fIsuw3BX+XtR2GikbRnylPcqAuni2CHfTIWNSfuSdfXpdEx47MkwnOT6+A7xVtcH/MhUDshYzDcGxfpixJ9x1WfNrxriPqgIEo6oadCKkxnHuRD4eeCJ9y369qvwTAFJ5h3kEo5OO0NUT0hG77ZiHEzbrtZgC7ddt7ABxlKON6AP8govcD8AI4rVCVK3WIqKt5SeMvT/v1Rkm2eUKGYRgmFz3JAGqkgay0V9GMJciMjxtFH/ZT5smhbnUHXol1ANDcygE5M2m1M9mAdukAKmkUg0LrVz4rdWB1cgfe5/otbgpfgriQoVACvw9twkXL70b/V7p9D31k64NEtEYIURYiXjmMe0tSVK5buOb9omLBJR3nXAdEASSSEE4HKBI1DRyFflv/OpHDmSwbXMpO8+jBapBiNcigSXxV7FzKCVVYuj3jLuvCwx7rEBehimHLdAAYrT5suy/pHbDdh7jFoDyFc6DWdl/lYft9AOAcsy9XShRnZ0qOyoi57EOvJHPEno46k1Di1qPUpJyEGrb/qtqFQAE0l7BdnaSkhLhqf4M6IvbndIxax2SWY/Y/mFGP+VwVPX70NptFE29PPYbbNpvSI6NVqKl+zZTeG61Bp2drVtpgsgLtSraI3CsqsIAOZKXtUyrRHs0Mal+qBxb1Zd7TVzYAbbt01/u2ReMDWABYdlzj+CB2CYDQ7hFT/QDA1xlAciQGHFsP52ASrqgEr0fgi/+3AO8/79U/ENFyIcQrlgfPNwo7kGWKBCKqqK2r/8fCM26pckjakwgilt0e2QnK45SIoMwwzPzkyv8K0vYXwh/1+/2PDw8P/36u6zPTFPBx2h4hxPpplnEZgJ8KIb5ORMcA+DkRrRBCFG98wlmAiCrrOmofPPu3K/3NtZp7eFD4MJDMtIdpoSgOeTzOso/GEIHWfw2L7DbP6HDWlwUANXJ/1nY9ZW9r5zK3jb3Cer2cXPFujbgoaumy9FEIIPMYd0R40KwctCzLzk0KZL9Xeuqpf/x9szpGgf3tGIeEIxwvWe4bFD5bt6qdu3V8P+z3653phSYsnDnfwxFh70pvkHvgy+H0zXWsgoSlCx8AFEpAgfX4NS4Uk2iqxwn7yfi0KGrFgWTQdl84af3Z1MjmejyPhVgq7TRnBnCk/Aq+tOXzpvTPdF5nmd8jzOtt3BY1z8MZ41CPJr2ol7PH3s9jYfaTCQZpoUU5mPWeu3TfwwhUeBFGkIbG39/Dsh+PxZdhgXMXDsVrAADHup5GH/w44nwVe58ZWUE/l/8PwFWWFzffKINxb8mNlNyB+iMjSeV/l735FihRgELazUsRcyOTt6DMMAwzR1RWK7juB+3SomW+Z4goMNf1YZipUl9f//ulp3253etdDGAOBOVZJJdL2Y5wpfUEYNRrP8hhmFJkeKTOMv2XveY1evYbnoI9pJgH9tuqsr9YOzqyvzMj3ZnfFHVFZvDvbsqUlYxl+v7xEe348FOao3rJPyLo6NO+07JM+MQtDUpdq+MXRLTQ8kKYqbAXQKtuuyWVpudtAG4DACHEowBcAGpmpXZFChFJ9c11fz/+v5fUNa/W2sBcgnIavZg3XUGZYRimkBzz2ZXwr1aurGkMvm2u68IUhpISlYmoVvXVPbLsql+TE/azSUAOQXkiitClbMVkXcoMU2r4d1kvDtTTl/8Yb2fc7AjYLswxoHY6sge126qzBaNdbfYDWCB7EOtptY4VPbJlQHvxiOamaNlMqB+QIQlg0XIP3vrJeufKDVUvl0ssR15xfn7h8/ne0Llq4zHulgsIsBeUZ5R55lKeqdAXTPmQa50Pu9AYasj6mOitn7RMX17/2OQrNgFWwrKRmRSW/VUK3vedOteC7uA983kxXaJZXZH+cQBLiGgBETmgLcR3uyHPLgCnpuq2FJqobP8oZRlQV1f3P51XNhy9/NIWAJqgrCeXK7NQzLZL2Qo7t6ydmzXXMQAsHcoMMxu8nGyfOJMOK/cyAITI7JC+1HGPKc3q+3cwYZ6rm8gtr//OGCeqRqGtf6B3+G9QNMd+naL1ZR8Jrx3PWyMP48yfHAtXk/wDVVWPyHnieQIv1FdE1C1cc0/H625QPLWaCyqXS9kWdikzzIyRa6FJR8i6AxfcWxgTypbQ4oKUM9ukheWTz6/Cig2Ohurq6g/PdZ1mmtkcyPKK8zMPEVX7KgLfVpbe6EU4nFNQZpdyNuxSZuYr03ErW2F0K88UaWF5+dF+rD5FXrBkZXD+xlZOPZI7G22xECIO4H0A7gLwMrQ290Ui+gIRnZfK9lEA7yCiZwHcCuAqIUTZrmCuKMpx1V2V7zzxi12QdY+eG53FALuUGWa65FrUskHqtd1nR08iMOlj7EJdlBJWoWOMwjIAVFXEcdavj5WrW6r+TkQu00HziFmewJ0TSkZUrm5ddhUFl62qXXEe5HByZsJelLhLORfFFE95InLFU2bMSMmp/8AoMfuZ+qjTPj70bAkh5eBWBjLC8js+04Sa5shXiWhy09hMLnjF+Rmmvr7+xws23lDrgGfuBOV55lJmmELBbuXJuZWBjLB81fUtSCB8g9MtNU22/owZIcRfhRCdQohFQogbUmmfE0Lcnnr9khDiOCHEaiHEGiHEP+a2xnMHEbmCDcHfnPqTJS4ltSbLXIS9mE2XcjFgdb1pJnI3W70vaYwOc2bm6EkGbPfZxcqeDi7JHNt4IuazWxnIvM9ptzKQLSyPwgUXYmhZomD5+1prmxY0fCPniZmipyRGTERUFRfSj5Zc9L+Qw7mF4SmHvZgHcOgLhikssyksA4DLI+ODX26hlRuqHp/Pj9wW2B1VQ0RP6P6uMZzNasV540zD9QCuIKI9AP4K4P0zdOXzDpfLdVbjgrWbKtpfN9dVYRimyJiuW9koLFu5lWdSWHb7ZLz9hmZasDR4/3xtk0mWCvLHFJa6urr/XvvR9qbqRVpfci7CXsw2HPqCYWaOfIXlichXWE6jF5aNeV2I4YgPdkNpxDWqqq6edGVKhVl8KmiuKAnVtWH5yQ8Gj7xGditaLEA7l3JOQbmMXcoMM5skVAE5Zv2j5wjJiHrM93Bwbw16m63jh/p3dWG4bbMpvadvIWqqX8tK2xJajE7PVlPenfFmtCvZ68FsFw1YQAey8zmq0B6dm0f/6gdkHAwksPZ4Pxav6Kuta6r7KoCPzUllZoECDkJ5xfk5goj8NfVtP688+iYPEQGyDJLdEOGMU4q8mhOKVJsnUPyGyZeY4QkJQ1surCaLpTzvJQtHsp0bOea3Ttd+v8ztc1+j/e/GwIKXLdNdh1ot0wEgXDNFs3yOeMrVOzoRc9pPPlf0+JFQrW95NSLnDG8Uc+bum3j6p9fdtHPUAoCQCLEcZjhl8iaikkWK2b9PSXVyjmXHMLC/e8Cc+cF3YnTNA6Zkp3sIkSGziDzc3wZI5vvj+4MfhOQcMaXf0PjfWdsDsgvV8cxvyvYAoX0w+z59bUEUjYczDrSx9W74U25jLPTAeVgbN/gB0F7rR5zjXZWIA9jZnYCUBJKSJizXHFuBh7t7l3g9wQ8BmF9uqjJYkb4UUVV1TdsRTe9c/4F2kpEYF5TTzmK9oMwuZYYpHJU0ikFh/ZRMg9SLA8mg5T47ehIB1MgDlvteTrZjqbTTlP6Zzussnclf2vJ5y/AYIXLCI7I7Opc67sFt0dMmVdc0YeGEi6bfcYpAhRPZk751Sg8OxWvwSHgtjnU9DQDwKxGc8v310t8v+c/dRNSUCpU075jvk69Ff3Vut/v0uOxfUbfuDXNdFYZhypC5CIPxnutbsGPL6IeJqH46dWcA8IrzM0Z9Q9N36o/6VNDlqAZi2vdCLyinsRWUjRgFZYZhmCLgg19qxVD/2Neb2p1Tj+3GMHlAREp1TfVvN/3fMqc0z0UIhmFml9l2K+cbBqNjpROL39hYW1NT89lJV4YpCqiY1z8gIm+gufPA0vff53P7tKeV5ZDmdqCwYfCpa3gnGwfRmD/hNM/a53LoTETcZe38GagbskwfqjlkmZ5w2QeQFxYukHGkHGY7p32ZisMsDqSJR932x/WaY9jqCRwyx7Mdr04odyyfZK5rAZCUc39Ojkhut5Qczf1IlJig/KhzerGGlbj9+SeqW8Jhfw/kio8MAFLC3qniHrH/TOwW3wOAmNP+s+pvHLRM72szu4zTeGp2WKY3efaY0upUa9dzs3LAlLaEjPoi0DXWZ0pLx1hMU92ffe3ukez9Tp2TSu7RzfiOZu4RUat9j/oXaY3uzmbNRRhSgSfvHMDPb+rf9cTDPfMuvvIRdar418WF0Wy93zvwZC6nMhEpALZAW1F+L7QV6C8XQryoy/M3AL8RQvw0teL8vQCay3mBoIlQFOW4xs6N/1x60V9UKRqbmqhcki5lM1NxKQNz41TORUWPfexqNZK7/ZlLpzKACZzK5ePELKRTGbBxKqewcisDsHQra5Uz3yNWTmXA7FYGkOVWBmByKwPIcisDyLiVgXG3MpDbrQxobmVAcysDwIgriX/8tR+/+8HQy0/865BxodeS5Yg6h3j4DYVpiz037c/ZFjP5UVdX9/mV72u79rjPLSIZCYyK7PGWXegGFzJPoRjdlHZhJTL7za5EfXm5zm0XgsIu/ESQrMe+jUnrdvSQVGGZfsfYiZbpAHCC+wnbfXsSNr9PAAKS/fpDuUJtAEANDdjuGxC514UwinLm/bnHxl3Kjpz7jfeQqXzkPr/VwpB6OuT9tvv0C0xaMVGs6VzXnivECZB74b1c8a8BYGei0XafnQM/V2zl46XnbfclbOryaHK5Zfrrk/+2TK+OmN9ru+H/F9znmtKWO7LH4F4y9+eN95L+3o4bHt/Xf3bpJyHa6GCm/JS7+p74BgBAS3IXfn/sXfG9Tx1eLoTYYl3z0mQ2x71zRVFPgTYsOeLWupM/OrGgPA3yEaCnIygzDMNMhY2nB1DXJNpOv6D+M3Ndl8Ize6vg8orzhYeIXIHa1j91nHrT1AVlI+xSZphpk0s4ziU42y3m1/hKYLpVykkyUjqLV538uipUVMeXnnJe3byJuU9lEOexlCCiLnej4+NHfbJjyoKyad8EgjLDMEwxIDtknP7dVUrT0rp7iaioNcrJM3vj3rmiaD8wRVGOTqqVZzce/46JM0/DpWzEyqU8HUrVpcwwpcyhmPVs4N642SX/qjA76ze7q01pO6qzB+R9VdnfuzFf9v5IZea3KFGjm2n3ZpxUdFgT4aq2aaJc+15NgPPENLfyR29oxfYtoc8TWaxgxOQNrzhfWOqb2r9Rs/rdNV5P09QFZb1L2UpQnmGX8lwz2y7licjlUmYYK7zPWDsFnRXW/djJ3J//b/8nTWl9SrbAtrPS/P3fX5v9tNiwrt2O1GbaXtFsHTNT2aw9RdX+ilbXdBfaF5agJoCPfbUNu7eNfOvk11VxeCSmoBCRVNdQ97tTf7jM7cxtTM3JZGO+lqJLmWGY/LB7QPtzY3eY0l6MLs7atnK4G93LAcq4+xXDomL635aehDaM3SUyUR1HSfuhO015DIC2/lFgQwvazgq21DRUf9i65kyxUpSiMhE5KxoW/a3jsptlOa6JvOxSZpjSQo3Yf7+q9lsv6lG9a7FlOgCEejos0/eFWiZVr1KiKqjibR+pU44+sfbhua5LIWF3VOmiqupa4W56e9v6d811VabFXIe+YBhm9pmusNxQo+KN761HIu64f0YrOluQtnhQIf6Y6VFdXf2hziualrds0MQXdikzTGkRTtrPBv0rudJ2nwxrA+Ax0ouW6X+QjrZM73MWn4FiKpz0xaVQa6UvE5G9+6LEKIdxb1H2AhoWH3Fz9THvCPiqNIEpp6A8RZeyVV6jS7mcBeWpxlOeiFzxlJmZY6JY0rliUY/57GNE2QktxcB8cStvuqAKDnds6abza/N4bKNE4IFsSUJEakVtx12LNn1LkWIJdikzTBEymyEwCuFWtguBMRNu5UJwzmVBxGLh5W94V+N7C1rwHDHfB7qlABG1u2udXzju+oXTCnuhdynnIygXs0s5F6UUT5mZOSb6XAaF9cQhACg2Qm6a9hxxon1S7ljOxUapuZUjbj9O/eYKtXlZwz+IaH40LmUw7i26mqmquipOjstbTi191zuHvmCY+c9MC8tjDsKnv9qGHVvCNxGRfQ+JYWaY2sa2L1Yvu7zWX7t0rqvCMAwzJabrVnYkCZ/4n3Y8/fDwN4lo6i4LhgFARFTXUHfbyd9b6nV754d+Ugg49AXDFAcTLfRopBDCcu3J7ag/zt8dqK68ekqVZmad6S3HXWCISKlu7b6747IfKnJC68ixS5lhShc1IiHmtJ7cqNpfif7GQVN69a7F6GvbanGEFgLDU7PDlL4v1IImzx5T+qFYDerUHlP63ngDmpUDWWmvimYsob1ZaZvd1ega68tK21Et0NE3ux3/ukYH3nBN0PHgX733ArB+7qnEYGdTaUFEXVXt6z7WccInAFKAZFJzFMfiIDUl0iRSHcmYzimoqtkFyXLGnSxJJsexyZVs5VK2IFGZ54KAAMaqkwDMbfzAub+0zH9ihXX0mXqp1/Yct/ZfCOsgP4BMCaB6u+2xdt6boTH7WJmyHLPdB9g7SgFAiSkIVdo/neQccyDhsJ/AVsMKpKT99zkpCYSq7EOXqZGJ3eQ0wUMxOc+vAlLut2fekcutnAshE4brze5F75AHu9dZrziP0SpAWPTBpQRA1u1/TfVrprRY0vwdvnHwHTg9cF92ogoclcwsDP9CNdA+Gs7KMtwSQ0tf5r4KeYCAbjvSrsLbm/oN6KqE0q9zZ/ZqZSlbhxDrrEDbFhkHFmjX4QpLCAzK8AUlXHRZUNmx3b8XgPmxplKBCOC2eE6pqKi4esHr6tctPnl6YS/KxaXMMMVMOOmES7J+wvdfyZU4Xnrecp+MJBIWXs9jpBfxaHK5Kf0P0tF4fdLcJvc5ZVRHzB2miAI4Lbphnxu7A19wn5uV9mJ0MZY7rMfhabw0lvVbFaBhDIjCrs1x6leXY++/+r5LRHcIIWwefyod5vu4t6icysFg8DOVay+t8zWvmOuqMAzD5M1shMG48M01iMbCRymKckxBK88wE0BEUrB1xQOdZ98kS2Qj8ibyCIUj5xYPLcNcMAzDFCFvuLoOW14cqfrAda3vn+u6TAcOfzF3EFG9t9r7tRO+upjjNDEMU7TMhVs5XlGJE29c6mxa2PC7KVWamVVIiOJw5BLRkqoFa15c9qlHVRUuAIAc1uo2HgMuqaurlOnA2MWBA8xujbjTfL1GV7Kd48XKKWMX4mLf4t2W6c4ua8eTyYmRoo0OWqYD2V9GI8+Fu233HQg32e4DgFjC3vEVjeWOXxQftI9X5enLHU/ZMZb7B0vkCueRJ2ok95LKztA0llxOEVdziytSInfn2xmyf/9zubEAIOLJbceaqG65Yi+7hu3rlZRy/44M1tvHKutr3WGZLlWbncdp3A778qxQZWvXRrXD7DRc637BlHZi4iVT2sqD5vsx2Jv9/qmG0yq6bcdg5rOQBzOfW9KjlTHUpv0/XKtNLSdJ4PDmKK55z/bwK68MBYQQ9sGui5x1jU7x6FWFia/uvHHXk0KI9QUpjLGktmXJtd6uC77QdeqXgEQSFEndyPp4yPm6lNNYxESePZeymUK7lO2QJ7Lc5mAmncq5cI7lfn/V8AQx+ydoH2baqQyUn1N5Olg5lQHYO5UBa6cyMCmnMmDtVrbqH+udymmMbmUAWW5lINutDCDjVgYs3coAEOvUHsPXu5UBYKAygZe3h/DZD23HC0+OOoQQJXeXrWt0in+/rbEgZTlu2Mlt8SRpaGi4+8QfHnFa87n2Y6c0Pl0c07Cw/01WYP6xNAo8skWehIUj+ZVYhymtRh6wPO9Saadl+j3RDZbp9Yr5KcI0Vi7qNGdEzX30NA87Ftnu2xxfYLuvXravy85Y7jHzmc5Hc+63WrNlMgTJ/ESnHqvPTU9cTNy+TuQwVcj+SSNg+nXsSQZy7rdz66eZKKa1l8xtQ5pccZcBYE/CXmvJxRHKK7b7GhP279fDtMwyvV06YJluxyPR1Zbpy1VrB/KepPk3qMGin7sA2fWIUHY/f5fILmdPPPv9M/4WAdnvlRPavfbn8EloU/dilbwNt77xWfH8X/ovDo2G/mBZ+RKgHMa9ReFUJiIp2L703rbLv1dQQZlhGGY+0d7uwsWvD7g2ndr4l7muy3Rhd1RpQETtUfJev3jjZ4GEzcQeu5QZZt7T+mSOyEs24rGd2NzTtzDv8/5j4BRT2n+kzryPn0kWdrpx4pkBvPEdjc/MdV2mRBksHlSs+P3+SxpOqjmp/Vz7ycJCYCXiMAzDlAqXfauDqlqcvyCiwFzXZTrM93FvUfQCqqqq3udddmZrxaKjClpuqbuUGYaZfZ4eM4ffeUA2zxw/X2/++ewNZs/mxwxmkrhuO1qZEdkSlZmZXimklVGxS/tfe1gT2yRBCLmSeOtVDegfGD1NVdVVE1wKw0yb+iVH/2PJ6V+RZFmb8DW5lPWCsp1L2SgoTxRHGZhVl3IpkMulPBG5XMoMY8R/cPpPbE0VVZo4FqwdO70uU9qe6uzO+4BhezSY6fPHq3S/JcFMWeoWLR5sw3btdyuc6vsHBmU4Y4S3vrsBzz0+uOwrP1l0yZQrP1cQtJjKhfhj8oaIqrxV3u8d961lykQuTGB6LmUj5ehSZphy41jHs5bpL8YW512GPk57mu3Idts6DQ/otFF26OMWJfuJeyvn/FPxzNP1kdRyb+e77seuWDOeSywC6ipx9uea3K0L62/Ju/LMrDPnojIRtQh/41dbzvsC5JjWKWGXMsOUFhM9ejwVkn0ttvvGopNbDMAupEtfdGYdIjOBLBO+9MV26ur0PkxkF+C2yGF3VElARKsSsn9JcNHJc12VGaUUQl8wDDPz2AnLaYzCMgD4IOPqDzfigb8N3zTjFWTmBQ0NDT888salQW/tzE7gsEuZYYqP/bLdMs7AccIcbhEAdiYLEzrBjhapuNfBO+qyWlR34xyHw3HqXNdlSpTBuHfOa9awZO0vmy640eGQfAAKJyhPxaVsx2TaZDuX8lSYT/GUmcIwUWxKZ0jNuV+JTX0tkLB/6g6iyoP2InD17o4plztTFLtbuavLg+OP8/jOPKP+SxNcSnHC7qiSoH7xkX9YeOK1lA57wS5lhilvZiMEhpVbOd8QGNN1K9uRdisbCQxqv2+nn1GF3dtDdTf8YOEbJiysiCAU5nHcYn4kt9ggopX+Tu+53W9snjBWLDB1l7KVoDwdl3IpM9V4ysz8p5JGc+5vke21mFzo3bdzxXxyK49IHlz+nQVS/cKKXxNR6TU4ZTDunVNRmYgWxSXnMdWrz5nLaowzGbelXegLOzj0BcMwE6EXltPYCcvvuqYRr70W+gAR5Z5JYJgpQERHJJ01CwNtOUQkhmGYecZU3MquuIS3frgRD9018u0Zr2AhIQCyVJg/Ji8amxpvWnfDEmep6SIc+oJhmJnETohPC8uOjiosOcUXdLlcr5/lqjF5MKePTjcsXv3zmnOuV5W41hlhlzLDlC5SkiZ0Uk+WZF8LpOo9lvvGon64HcN5lxVLOKDKZgdUXzSIaof5cfanx1ZgrTu7E/uAvAwnJrIfTXq+XsLKg9mTTL3BOIK9mZ/XmANQdaeOOwAltR2tlOEYNP/QSKE4kh77n+jqahWnb/I729vd/w3gI7YZi5C0O4opXmoXHfH79rO/QOl7kBICwqOCQjHA6QCSmXuewtGMO1knLky4+J5kFiKEy3xM0pm/YJFwme+rzWfdY5v/m42fs0xfczABWBhYFj5nf98eWEJ4G6yfgP9Ex3G2xwHA9kib7b7+aBBe14Dt/sGBFtitzS4P1WKwfr/tsc7R3KGEfP0BRNz2T6lQUkLUmXtleCkx0Xd9Ysf5RJP+ciz3PRKz6AfqcY7kPt7GbDuOnUm32AlVWX92clTGzjXPWe6jMT/g77Mts8Jn7ewKRSpMaYNjNVhb/bhlfq8UytruSVThULwmK+0lLMEVjr9npW31edEUyT52S30SHX2Ze+hQfRx1BzO/NaNBgqc/c4/Egg6oe1MOUa+K5L5RyI/3AMuqAADNLwB7VxDCriTqDipIKMAVy2vxu8/tq/3xW5ove+ste2+1vCimrCGitUs2LTy29bgadikzTBmzX65EY2LQct9x4iU8TOanY3cmG9AuHZjUeY51PItHoqtN6S/GFmO5ujUrrUU6hD1J81PnB5JBNBjCvm1HAxYgUxeniCGi8zi10SHsEpmyWpSD2BPPPGUfF3LO8DwRKHAijvNd9+PP4ZPG08/+TBNtuWf4ZiL6oxCiZHpe5TDunbOpZSLqSqq+IwPLN81VFRiGYYqOybiVr3l7I3bsHHsvEeUfB6AYYHdUUaMoylFU0dJe0b4egCYoA9AEZYZhGMYEEeGzZ9XivtfGfjbXdZkMHP5i9mhsafzehi92leZaGAzDMDPMRG5lpSWApWdVVLnd7pIKNVUO4945a9hqlx/9p+D51ytCBmJyEnKMkPRobpSEi7IcwuPO5TwwupRiTvMkhpDN5dm5XCzCvqC/0RxbbfiIf9rW6fqab1qmn/tSFNhrfYyvz76Dtq89AcD68aF72rxY4dphue/P0ROwyLPVch8A7I00wyWPWe4LxXw5XaEjoRqQ13rGDQBoqBbhSntnizrqx5g/t2BBydxfJCk58az/RGXIecbyzIWQck+cSbHpRStISiKna8sZUhFz2TvHHBEFccV6djCuJOAM2euTMWcCasT+fZaShFCl9eNrzpATh9us3fzKmAfRWut9yagbJFtfz8hYNUTC5jOzuR8kR8iUNjBaC7/HfH/+I3IK2j07stI2YyFOcT6Wlba1Gdgwui8rbW8giq69mbpFXIB/IHP/JRTAOaz9FiUdEtRenRtQImAgAmkoClRon0fglTjCLS60jigYrk491aECl5wYcDxV7/0agA9YXjDDTJLq9hW3tZ/xebJte40u5TRF3NlhGIaZNi/1j7uV9chxrU1f/Z5GfPm8w+r3L29607t+tc96BdBiIh3nkZlxFEU5suOs9iMrjmzFiMC4U9lH5j4pALgQHY89OgL3eHpYZC/uF6DhLNezl8zjuIhwmJzRVrFS45Dhksx9+C55l2UdD4oqvCqaTek7Y+Y0ADhHtQ4FCQD3J9ZiBPZr9/xS3miZfgEewZrEDtvj/i13ol2xHmwPJP05HeCL5L1odh623Q8AQznqfFCYfyv0+GA95tYTyVG/fMjHET9RHsX2WSiNXmG/8FyaAI3Y7quRBrAnMfV1mQ6IIGqkAdv9g8ILF9k/ceWiKHqSAdv9AWkYA0n7p7o65H2W6X2iAh2wj8k8KjnwAjos9ymIoydhvn8Gkn48Mbjevq5O64Wkdx9aZUp7DJuguM2a1sl1d5vSDiSD2B5pz0p7FMAx7qcyCQIIUqa8eurHKDIhpLrVHabv24DIvK8DCe31Y7Hl2KC+iAgUtMX7cI1yO/6EYxEWTrwmGnHqp0bo6Tsi3yGi24QQvBppkTAnI0AiWh6VXV2Vy0+ai9MzDMPMG977hkZs3zv6TiIyB38sYtgdVZwoinKcVLWo1d+yBsDUXcolH/qCYZiC4nFaL3b3dN+RlumjSbNYU2cRj/UX0TNNafuc5mN3VGdPkh2qzxZKQlUGU0pzRsiTmrym8ppf0MobCmR+LxwxCdeeXYt/bh/7qekApqyp66j7ydrr1+TVoLkw9YWxGYZh5jOVDU6oZ6yp8vl8V8x1XSbDfB/3zomoXLP0yD82X3Adpd3Bckx7g9Luy2JxKVth5VJmGIaZMYZyDy4qfQreeHqVY9OxDf8zSzWaPmWwCm6pUtW67DfsUrZmonjKdkw3nnIuBgdacu5nGKbAvNRvmZx+oGr5uxrR0x9T/vfSxrfMYq2mBhFIlgryx9ijKMqxnlXuZbVrtZjgE7mU9UzkUmYYhpmv7FKqAWhPJKR5GW1Ivv3tcNb6vklEpRFOqAzGvbPeCyCi1XFn5eKKruNn+9QzxpRDX9gwcegLhikvbENc5EKy/q4ko9aPqg2Hqi3Td4Y6TGn3RcyrWj/mbTKlbW7OdkINB7InuiL+zHc9FjQ84hbIHjwAgGtPGADgT/1GJCVgzCfwrksasXv/6NuIyG06iGHyRJblk5S6ZU2+phUAOJYyw8x3PP32bWv7M+bHZccZtm4vAWBopN52XyGYTbeynsm4lT93di0e2DH2f7aFFRPzfKBbDNR31v1i3XVr83qTpuNStgt9YcQu9IUVuUJfWGEX+oJhypEdKHx7uL7yCdt9AxFrI0JrnfXCu/Ex8wK6/zxkvd7ZAudOU9qjY0dkbfeK7PK8CGdtG8OQ6CfGAnLm9WOx5ZZ1SIcEuX7t9+A498hARUXF1ZYZmVln1kXlYNcRf2i+8Hp2Kc8A97SZO7xp/hw9IeexeyPcCWCYomUCt7LfK+OKs6sdpxzd8K1ZqtH0YHdU0UFEVNW69Fftp18/bZcyh75gGMaKQoTAmE30ITCymMCt3HVNI0aG48pXLmzgAW+ZoyjKiZ6VngXBlZrYU64u5YniKU8FvXvRin/Lnbb7csXIBbR4ytNhonjKDMPkh51bOfHWq6EGPV8louktVjUblMG4d1ZrRkTrkr66Bf7FR83maRmGmQQRT24BM+bMLbp4Bs0O2zS1u1pt9zkO2+/Lhd0ifjNNvm5lIzPlVn7HRQ3Ydyh0JRHZzy4VE+yOKipUVT3N2bS2wdugrbzMLmWGYYqVYncrq1HC9efW4aFdYzfbFlYMlMEjuXMJEVHd8trfrP/cERNnBsdSZphSZEdi4rGfHSuww3ZfjWw9eTkb2LmV82HW3MqrvwvnhUdXVlRUXDPlys4m87ytnVVROdi55nfzzaXMoS8YZnYothAY+WIMgTFlJnAre90yrn5dtXrihvqbCnNCplwgIgrUt/6w5azPFW9vhWEYppiYwK288G0NSEaSChHlpyjOFfN8oDuXuPzOTf6VvvqqpZoIMpMuZQ59wTDFSSmGwLAjnxAYM4GdWzl+5dVQg54vEZG9o42ZFWYtuLWiKEcH1p/d7luwDmDjE8Mw84D7IhtwivOxrLTHvE3YMLov53HDgST8A5lJrYif4BzWJr5iQQfUXp2AHHACA5Gs4117wgi3uODvIwxXi3G38lsvqMePb3/5TUT0ASFE8T4bmXZHMUWB0+k8W1m0sc3VuBgUEhASIKTU51OpDUqzJnqTAsKjpVMsexJXqIbJWmniz1nY3AtkmB9Oqtb5BhvDprTmc78E6wfqgWtH/gZYzBPXDMnQbk4zv+p+3KY04NM/XYNmm/79D98QwEl42vbYO2PHoU41uy4B4LWxBVAl+8mk4UgVnF57J0tkqA4J74DtfsdALeIO83uXRom6MFJlfzwAqJHc/Xg5NvFTiY5I7jz5GADUUO77LFxpNhtk70+AErnLUCP29RAyIJVo39bTr6C3bdRyX922Lhxaa//YuixbX/RoOGC7T5ISiPSZxafHBl4H8lnfzxXew5bp7Z4dWdu3xjaZ2uSD7kpUiZGstB1NwPq+zI/ASHsUDb2ZIVHIBwT3avdDtNUNx8FMGyx1+DOTvAc0cbD1AHD4eD+iLoGKHu04IRE+/rEFGP3uvn8CqLS8AGbeQkTUuLbhtnXXrssrP7uUGYYpJv55aBNOrrt7Ssf2igoEKdPGehHGKFzj2y6KIqyb9ArQMAaEFpImIA9jIKG9fiy2HBvUF03l9ySqUCP34/qV38YNlxxXUfXD+94N4JtTquxsUAbj3llzKle3LvxpwyXsgmIYhpkyE7iV3S4Z77gwqNbU1Hxqlmo0ddgdVRQQEflrmr7XdO61/GYyDMMUkHXL/PC6khWKopjjZRUDRNrEXyH+mCwURTmzclVFZWAJzycwDMNMFzu3cuzNV0LyeT5LRC67Y4uCeT7unRWnsqIox1ccd26n3N2FSEwTRRwRFXHdR693iKgRGenJjHSIDDsSqgAgdNu53SjZx5rzxlzmR9X3L9xhefyq5b+2LfvGwTsBC/PRijvtRaHkvhH7fRvq0LrFfg7gn8fH0RG2Nib+2nEU6i3iz6V5YawbDiliu3807ocq53BLhaugqObHrtLEhuog1BxuqJEAEkpui48cVyGkCT7bpPXjW2kcYzYLruiY8Bx5kJRzlxHxRCAl7D/LmDMG55j5kTU9CSBnGVJCQly1D5ciJXPPJ8VccThD9u6xhJrM6epyDTswWG99P1b01KG3bZvlPhoNQORw1omEYvs5k2pzD8txdAaftdx1rvsBy/S6pHW4m0OS9SNCfYb4UXd7lqAVGWfVK0uAIwYHDCcBOndkPud4kFCxR/v9SXpkSH2675xLAVIxbjGWgAg44Dwcw1ijCu8QIayL5nHNaXX4vz/0fpyIviKEGLSsMMOkcLlc5zm7Tm3xBhZCtXki1+hSTjOTLmWGYZj5wGeuacNQaPc9APJ/xng2KeKFf0oVIqLGZbU/P+naLtRLvQCAUaGNQfShJhRo/fQwHFnhLvSMGBardFEUIyI7zUeh8fLThGEeR8SFYopnaheKo5Wsnw54KLbaMr1D2YcudbvlvvfsfNUyHQDeddMdtvvkG75ju+8S9Z8IWVxjmpeodfz9NTIg/FDIfozkokjOhfYCZD9eB4CwcEzoPO9JBjAC+4VIc9VvMuSzoKOL7DUAAGijgxOWsU/U5Nw/IHw59/ukEOIityyVq55xyPBZhIDJyiPsdYIADVuGhtGf2y5MDADsSdbhCHmL7f4QnPAI6/qvwA78PnqK7bH9sYBlesDZC49sH0rnWnGbObEBWLrH4n0e1tboMbEd+E+HIc3xH9ycODcr6dloN+qV7N+MAzC/n8vlzG+El8KQdd/ROuofdzM3S4cwmLpn9okabI4uGM93pvNRHIMXcEdkI9rVvTh/2d+w9T21wWe/OvYBAF+xuApmFpiVnkRVS8dPgpd/ikeODMMwM4zTIeG9F9SotbW11851XWxhd1RRQESSL9jw3cZz/l/Rv5GTCX2Ri2tH/laI6jBM2VD39HG2+xKJHJPPOfbZIUashZyh0VrLdKv1DqwW0e0ns6DxRHW2xnsgmG0q6W3OTKBF6w1hXirMYlbtvzTxZqgmtchpElCiwKpOL4IV8CuKcqzlRTDzDofDcV7DsYFg1cLcQhrDMAwzfVa9twsOn/opIrKfqZlLymDcO+OisizLJycXrl3kaVkOOabN8Bjj55lcynmiuZQZhmEYPVeeUYtaX/QDRGS98mAxIEuF+WOmjMfjuci17KxGT0X7vHIpN5/7pUkfo8VTtmaieMp2/PANgZznvDNmL9YxDDN/+PQ7WnHkioq75roeJtJxHufxI7mzDRFRsLPi58d8dimcKVdwLpfydLFyGtu5lBmGYeYjDp+K1R9oqwoGgx+Z67rYMovjXiI6k4g2E9FWIjKFxCSijxDRS0T0HBHdS0Tt0728GR2RExFVt7T/OHj5J6fU25go9IWRyYS+sGIyoS9ycePgndOqB8OUMzQamNJxIma/YNSWXuvH9e4YO9Ey3S7MhV1YjGoyp+9GtrPqqcqAuV4d2Y/HDbVkOv3JasOgQDdoowHtOPd+LWyMKzWmCHuAmJfgUCV88PU1al1d3XWWFWYYAL7q+hsbzvwEqwEMU+YEd3ln9XzO6r2zer5CYHIrW2DnVl62yIvqCviIaMWMVnKysKhccFwu1+sbN1b5K9vy+05ZCcBprEJfFJJChb7IxVRDXzAMMzO83GLWuwDALgLoUTvMadfI5u/uwbj1E0V6XkwsyNpOGEKKeJF5+rBSF2amy5EJm/H3yDEAgHOdD2FnTFv0d0D4sfRdi6D6lI8QWTyaVEYQkQzgOwDOArAMwGVEtMyQ7WkA64UQqwD8DgUIGzKjorKqqptE11Ht7saueedSzhVP2Y7pxFPOxT+Pt/5xALR4yrl4Yaw75/7RuD/nfoZhipMrTq9FnT/ybiLKHehsLuCB7JxDRJ0UXNhWCi5lDn3BMHMLh8CwwCIERi7ecl49zj+18dZJHcSUFEQkBZZ4f37sZ5aVlUu5Q9lX8DIniqeci5eotdDVYRimyFE9Co74SEdVMBj8xFzXxcTsjns3ANgqhHhNCBEF8GsA5+szCCH+KYRINyD/BtAy3UucUVG5qrnta1UXf5hH/QwzDxHy1Cd2grsWTf3EUmE643OBlVs5Fya3sgV2bmVFJrzrdUG1urr6PZOt54zDovKcU9/Q+KHAcW/n52EZhmHyZDpu5U3HBrBlx9AyIpqcGj2jFKgd5rYYACBJ0kn1GwJuf3NxhvVkmHJmosUPG1KLatoeP8Fk0FOJzpz7Q2TfflzkuM92X5U6YF9mwv635ot0ac76zBWFcCun0buVW+kwut6xEIpHfk/KrVs8FHbcW0NET+j+rjGcrRnAbt32nlSaHW8DMG3XzYyJykTUHPUFl3qal07JpZwr9IWVS5lDXzDM/GG+hsCwrFeOEBgmLEJg5OLSk4Ko8Sc/RkQ84mPGISIlTuobq9eeP3FmhmEYZtqoioQzjq2UHA7HeXNdl3EI837xoNlk4UnNP1799oV5u5SnE/piui5lDn3BMOXLXIbAKATpEBh6nk8uhOKSsfi8uipJks6YlYrMDT1CiPW6v5unWhARXQFgPYCvTrdSM+ZSqq6tfbf7tCvYBcUwDKPjqcoAjhgcyDt/stoBqS+3gOzeH8NYowpXSHMqhz0AQKiEgvWdHt+WnQPHAHhkOvUuLOxsmksURTnTf8TrKoVHRTyZRNyVmeTNntA1p0kxATgz89HG0BRZITNSGENdCIvpbLLpyFJCgBLmMv8/e/cdJslV3gv4dyp0TpPj5rwr7bKrjFBCEsHYiCBAGEwGJ7i2Cbax7+VibIwxYBsbbC7GYGxyMggkEEgox91V3qTNuzM7eaZ7OndX1bl/9Mx0V1fqmekw0/29zzPPbtc5XXU61zl1zvcdueF50/pvv+hTptvfNGnduXXnGTIu8wZ0Tkt43wHzMFLRsIqTFvv8+RrzJfzz7stfYjtr5kxmLVyC9ed+Itlvu/98KmK7qkOMd0CV87b7EBT70AWiIkNx2Icn4RxXNOOz/34TVOfvinQFEfTKJzaUEx3mWeR8qm4yhIHbOReIVaiZUrVKYOmk45wfF7ZPWpaHj+1DdMMR0zIFXsi+qGmZponIJzqMBVIenvCI5fF+u/9Ntu0t15V/mWGbCP3nOstkhDX9i/B8mxcDmfTC7ZlBBeumiu+F1Gag/3yxO5Ne64FnbO593+UFyxY/Z9M7PYXjKgAXOBLtHK5M4fVkGvDW3+zGsyfS30QhhiFpIoyxtr69HWv6L+8AYP+9SAghreyQugG7xOLMYxUixJILbn5kkETh9zTMEojxwkneNtdpHMvpZzr/pvtB/Cx7DdbJw1jDJrDp3WuEM3fM/CWAO2v/SCpV137vMIDSGECDc9v0LWLsJgB/CeA6znl2uQetyUxlxhiDy/t7oWteW4vdE0IIqdA7XxFhAwMDH250O3RodlRDdfcO/EXgmnfUNPwVIYQQva3rfUhnVBdjzG4pal1xkVXlr9WFQqG37XzLWoEWhhFCSOP0vKgDcljYwxirz7TpStS337sfwBbG2Ia5cFu3Abhd1xzG9gL4fwBezTkfr8ZDrNVM4pdIu1/cprW5oOQVKLICOeuynI0iqAzZklU+kmIdBkUTjDOWBM34BAtq5f3leJsxSd70ZvNZUADwynXfM93+B7HHkLV4Rl+0X4La7zUtE2dyEDaFTcui2z2W7QCAX1+kATB/vn7C7JP0HU1vsS2vJElfMheCYDMbKpvoKASTs6HJDrOU8i6oksOMKk2A4rKPdcS0+oyhcKu1IyWc2pLzZOHK2Mfuq+TxOLVlPjSNmXQgC1/M/v1nJzwWRKwnblnecW4TptecsSxniQ5o7qR1ucc6ueVNfdYXJ//29OOm27v+bch0ez5mfvFOfstmk63T+Mk1xq1HJP2swl9EwtibK4Y7Gtup4PJTxddiYrOIzrPF7zq1xwMhVXx/a57ia59tK94vHeAl/weYxnDN7hDafOduYYwFOOfWTxppCYyx7q4te/cF1rxo4bfTfJYyDNvKZyFXa5ayZVtNZigDi5+lTAghtcLd4sJs5fbDmYXZylbe/OouXLQ1eCeAxccTqLb5ji5ZtsB212f3/M4aKBChcC8SvNCxDbCUaSxWCSoCSBu2A4UwFhGheP4cYPp6GW4McxHlxj6bh2UhMeMy94twxvS4z2M9jnPj9Y6n0heZ1geALe5TmNQihu3vjz6GaYtuZEoG/vfHXmm5zxMB6xUuccGDOKw/Y0e0dYBNypcEN++Lz3OKq1sehqSc2WtjbIPPcT+KRd++1IBgPxYU4wHH/UQ1577+YWxwrNMpRG3LJaiOMYkzFYSbt9tHhrvQz+xfPzBgGtaPeVAcxxm1z7EdVp5Ut2Kf+IJleYq5F2bglrvWfRCPZM1/FrrkSWS59bjA5+I/tCzb9knrRJq3tJ0w3a6Fzdv4i41X6m6/Brfjs6/uNdT7Xvw3DNsG3frJso+oe3CN60ndNqlkdVEYKVzgHXPbVZxU1gIAPEIOV8nPIAsJ53gPAGCb6xQm1TZMCGH0sylsf0+3P/bxxHsAtFzHgHOuMMbeD+AuFAYJv8o5P8QY+wSAA5zz21EIdxEA8P25C6HnOOfLCs1Vk1G23jXrPup++W/TLChCCGkwxhhec2O74PP53tzotpSi2VGN0dbW9p62697pnG2KEEJqLBNbeue9EqpJNycmGBMbDXv0A01nO/QX5C+s0Q/MZXrsQ6kAhYu6AJDzFEa45i+ovf66Tjz6VPRiynXQPBhjuwMDHsnfvfSJGIQQQqpj+5vXwRWS/ngl/c7Ws9/LOb+Tc76Vc76Jc/7JuW0fmxtQBuf8Js55D+f8RXN/y871UPWBX8ZYKC17X+q9+PKFbXK28kTHdrOUCSGELN5v/2YX1vb7/qrR7VhA4S8agjHGBG/of4Uuv62iWcp1a9fy8uw6coqnbKVz2noxVzRsP+PGzn35S2zLz2TW2pY7xVMmZKn6j3Yu+b75VMSyTA44zB4z8a0L311U/Qn5l4s+RrVwd7Hv0n44Y1MTCPpF7N7hZy+/tn1xQaNrhC7wLt+Wmzf82+53bqy4vtOMTUIIIUvnbXej+3J/FwpJ6BqvBfq9VR9U9vv9v+2/6VY3Ywxi3vlKfiUJWObVK/SFHavQF4SQ1W3i9wdNt8th80md+W+aLxkys0MxLj16yrVGd/uJjfpOxuQ6/Xeb5it2WoVMcRTOPVO8nzehv08qxKF4GTZ5XFjTpfUyxrZW3GjSjC4Pbr6sQ/LbJ5GbR6EvCCGk+t56SzdckvSFRrej0NGt0l+LYoy5oyMzV217ZfdC6IPS0BeLlYF+ItZSQ19YsQt9sVhb3KcWfR9CSPV9KPj6hh37w7ePGra9MWgMQzmUNYbWeTC3T3dbKfsxKQ1nskk6t/D/R/OFMCFr2djCtk5xBieUNZhGEN0sil3v3sDW7RpcOROqmlzVTwO8Hd0f9d78xoXbq3GWsl08ZSt/EHvMsuxF+61nO4kz1jGVKoun3DjJXKihxyeEVO6tt3SynVt7/0+j2zGPZkfVX1//wIf9L3mPtJJmKRNCWluzhMAwm61sFQLj6p1BnB1OdkRCEp1Ir3IDL+597+ZX9TFBqqxLXa9Zyh5mng9kseziKVt5f9S6T5xymG/mFE/ZzhFtnW35cuMpE0JWj/Uv7UEGyZsZY8Yf/AZo9n5vVQeVGWM7hIGNfVJHTzV3SwhpkFTYfhmnk/CY/eyJ9vPrl7xvnglYlt09YkwQMO8vNtgnsFyuWx6s3r7KZyuXspqtbEbxMrzymnZkMtnXMsZqlaC1cjQ7qu4YY76c4HlFYMcNjW4KIYS0NMYYXvvyDly6u+NjjWwHR3U6uSu5o1trQk746MWLCH1BCCFWXux+xrLMvcQLRcf+0jpk2k9mzJLOA0LMvP//ilPWF4wapXS2MoCF2co9YgxbXt8veTyeNzSoaUUt0O+t6uBCd2/vn0iveKsMAGJedpylXBr6wmmWMoW+IITU2sTvD6Lr34YM2+WwG/mY8cc8/80TkN9i/oNcbodyAUck/Q/7U6412Js7v3D7iY0qLj9l/V2o+UQIKfsBZG+CIR0ofl+mQhy+WYZwmuHlV3n8/35BfCWAn1bUaNI0fD7fG7uuvc2n+DQo0CDlRUAGNLF4caL095MtIjSVGTEvoDQFOxfNw1lIGeNvds5n/h4/s+8p0+0v3vRjHFPMs5O/nd+Ns2Hz84INUY68xVlQysUR8+VNy3qiIiSb5+dPB64DzO+KkbwxS3apaD5iWx7PtkEQ7L8Dssk220DVQqId3GEfTBOR99ov3eZZ+1lj/mgb8m77DPea6Dxrz52yn10GVBZKrfCetKfK9ivAFIv3Zikpb/0dng1W1g6zz4WuPGv/eK3Cx8yzGwTsP9qJyfVx07LuIy/C1OB50zIA0OId2Lz1DvPCMHAyutO0SFE8eNvaW6wbbMJt0i+Ydd+FD7+727T+gb83hria8Oi/AKIuCZFccUby2Q4Nm8aLr+d4v4rec8XbuQ4ZUrrkPeMTkfcXXjvfLBBvL7TRkyo83+544bYmM/zOjd24497jHwDwYbvHWVPzcR7JkrjDrrW9e9v6e7b5Kwp94TRLmUJfEEKW6kPB1+Nz8R825Ngfvn0Un321/vz2jcE78b24fpLXUHYAg+5h3bYHc/twjevJhdsKBEgo/q72sylc4B0ACiEwTiqFvCOP5vfgKlk/CN8pzmBSLYb4u/gdG3H+ronPA/j60h8dqUTVxrsZY3JO8twWuOrmau2SEEJaXjVnK//Oa7qxZUPXX1etcUtEs6PqLxRp+7DrJW9bwde4CSGkdfR1utDZJri2rPfubXRbyNIM7un/m4vfbn5BkxBCSH1YzVbeukGBGBTCjLGGLidphX5v1TqYkiS9KvSSV/qZ5JycjxBCSP3t2uyHx8W3McbMp3LVSwtkwV1JGGObw33r17q77OMNEkIIqZ+3vKYb/b2RzzSyDVxgVflrNYwxITGefP32W9c4VyaEENIQF71zA7q7u9/f0Ea0QL+3auEvunp6/xyveJOgCRoETYAmqsj69Mt2uFCcVce05Y1nS3nj4LU75YZWtqRTE8yXMsa6zYPxp9cegdnL9ZKee5DQzON838oexKmQ+WD6jmkFR/aazyB05xmsXoIz7RyW62cBPOpda1kGAI9k7Sc+jGXt415nVPvlppm8dSKFedl0CBCtH0Ohkh+a22GJrdM+gIrSXqhyBfuRnGO5yw5Lfisy9zmxo8iKbXlhN86fI6vPwPwxnMLUJNrT8MbdDu2w/pILTQYw22kdaqb9/HpEu42ZYwFAyHqg+GYt78sTbfB0nDMte3D6Gny27bOmZY+vB17xh6dNyxQAf/vVSctjGnz9CXzkVn2unZd9GRj9nDEsxm6cw8N9+s/OhOzDxlTx+TmyRsPFp/XfJ9EBhsD03HPsFaCVfW3kSt6SXABEhUGce/vIc2GxpDSHnATe/BqfZ3Sq/Q8AfLzix0hWte7u7g+4rv/dhTWy88vzaxv6wpnTEn9CCGm0k92qLgTG6Fp9CAzFK+hDYJjI+Dg8KYZskMEd5xDyHJrM8FuXtOGTXxh6KWNM5pw7n6RWGysmDySL4+/139R1dZvPFZARnUsAJ0GFh2WhQEQGLgSQtry/An2YHAkqPNCHC1K4aFkfAIZU875cpzhj2DbAJjEDYy6SKR4yHHfepBYxDXMR00KIaeY5JgekUfxn+27TsvLZhOW+OPFOwCJs7Ae7/t32vs9p9hMRrfrw8yJCfCF0iWUdFte9JmacQpxM8ohtOVBIsijBvg/o9FwCQBb2/TsA6BSijnXKw7KY6WDWfbV5MW4/duBBDqNah+N+PMw6rNYL3GcaemYxeoWpRYWVKXdYW4+tgnnfFADcyCEJ67GEy93P4axqncD2kdkrLcveJP0xnnn6i8aCW9bhtw5YJ/35rY+8ynS7jxs/kP8Jn2kC3DaeQJbp+6/vCP4PfpK5Xrctqfmw1aXvg5/SBrBRKIbFUCDgAu/U1TmrDCz8X5z7fDyR34Xt8hkAQIQlEOUBdIozyHA3RrUOuIU8Ln5tDx7/66O/zxj7COe8PplSW1BVTiUYY31ypGOHe/22auyOEEJIjbzuNzrhdrE/ZIw19HInzY6qD8aYCEF6s2vfq01zE9SDVTxlM0uJp2zl7fxuy7INUes2pVzWZT1R+w7lnw5cZ1tOCCHzZEnAjVeH2c4tgbc2ui1kcTrXdv7dRe+uLKcGIYSQxpC9Itbd2O4RBOGmRraj2fu9VRlUbm9vf9+a170zCFQ2c5IQQkhjhEMS9u1uCwO4vGGNmJsdVY0/Yk8QhJt3XPuqoOCqwgoLQkjL6xha+nL/TZHDVWtH1mKF1Gf/Y9x0+6V/akzC25UxzgaMupa3iFNOFmctB6edO4BvuaUbbrf3/y7roMtAv8WLxxgLZ9KZi/qu7Gp0UwghhDh40bvWoa+v708b1oAW6Pcuu2mMMSa6Pe8dueI3Fs6czEJb1CP0BSGErBS9Hzqx5Ps+t8F+FaxQ1g92ZYr/Z3Nftepcvzg/N5aoeAtf0eER4K23uORNG/v/cskNJKtGX1/fh6OXvWthRJlCXxBCyOKc7NavoBhdq7+teJ2/zzK+wgqIbLDwHSvkOZgG7OnzwSVm1zUk1wFD0ycPqoXenT1/uOWtg7KX5ZFAMfQFYB6mopxZ6ItqMQt9QQghS5Fi5uNrIuxDPpW6xXOfYdsLOecEp/1MH4pynVQMj6GWhI89ml+/8P8IK4ST9LBC2I6zWi8kaOjbGwH6Mzcwxpzjq5AlqUav7sVrLrmqTQwEV9ws5aXEUzbzkp57LI9xK7OOT7Nj2joeUiGe8tIsN54yIaS1XX15CIznXsoYcw6OXiPNfsV2JWCMiQrYXnndixrdFEIIIRZuviaCvbtCb6n3cTnot3hJOPvjnb+zybaKXTzlxVpMPGUzA8w8T8gUN4+LDBTiKZuxiqUMFOIpL9UXJ9655PsSQogdxhgufusgi0Qi72pUG5r9t3bZTevv7/+w9zff4ZzdjBBClkBKWZ/AAkBmyvoiy4dnPmxZ9osvWl8l/Yt3dVqWmfnMD5wTVMy7eiRp2HbKZ0yeUi7RXr14uILAcOtv9Xm9Xu8bq7bTxaDZUfVyyYYXXe1qcPhsQgghNq6/Mgyv1/+ORreDOGOM7QpuCrb5e+0TmhNCWtcLmv0EQD8ytuXrxBHLsheHHltSm3566TXWZZ+5Y0n7LOdeRr7ZU9qAc6Vl2P2WNfB4PL9f04NYaYF+77IChzHGhK7+gWvGtu6DODdLmUJfEEJIQe+HTmD0c0tL5PLchjwuPm38vpsnKIBW8g3uygC5uSAHTCtczVQlQFQKITDkTCEEhpTmCI8Av3WjIPzgjrbfA/C1JTWQrHgdHR2/lbz45gAPZJAOJBZ+i1WpeNIn5cx/P/0x/cWc8t9uwSRMhqSIUF1qWT3jb74iq8iaXIoWLGKkDu08BKYZZ2oNrn0U57P9pve53v8YHsJW07Kd/DymLa4bRVTrE/1Dcj8QsSzGf8+8HkhYl+dV+wzqmsMUhGwmbFsOADy99IzlC+0ITTjW8Z93Tsysys6di2TYeal23u180S002eZYJx0wZjEvJyn2S9cFjTkmvFRkdSHMjBlV1hzDxCge+6Wlisc5hIzV52le3m19jOCkH7GeuGV528gApgfOmZYdP/EK8DbrDjEAuFwpw7ZvDv8AH9r4Osv7jGaNj9cqrvIn/33C9OLwJR86j+GPrdNt641pmPEbn4u+aeNrGCnZlvMBUq5YlgsKC2GnACA7F+6idNFkzsPRcU8UAKDGshABCLvaccVgADPRU7sYY4xzXteMqit55tNK1H9R/+9uemOP5EGOQl8QQppeirnh48bzJxEa1Arnp97iuQ8/yVyv2/ZCbgO2uk7b3q+fTeICL/6Wr5OGcVYpDD6rkCCiEBXgaH49tstnABRCYER5AB6WRYa7cVbrxTphFL4ONwJ7+QbG2FrOufkJDFmy5Z5KXNxz8aUeJtAZCSGErCZbNnih5LM7GGPOvaAqoyW39eFyu1+rXHxto5tBCCHEhigybFrvFr0eYXtdD9wCyYOqjuN1a28yv5hJCCFk5dp4UzfcbvfL633cVuj3Lqtp4XD4N92X39iwmJyEEEKWhjGGy/Z2uwDsa8Txm/3HtdEYY37mCa0R2+uf+4kQQsjiXHdVGBdtb3t3o9tBrDHGfFzknRT6ghBCVp+NN/Wgq6urIaEfm73fu6zwF+72rt+Z2HcF4C8skVPcc8tGS9d6lSyZldP68WdRsV7aXbirfkmQnPVAlfTJ79xpL7I+5yWN8xIR86VB2cEXTLfv7HwS06r5ssprPAdwBOZXq9dpkzjYab7UVXWIb3kSfZZlh/KbgZxlMYayzvFoMqr9yZDTEt1K5HI+MNE6USEA8JxXv3bQjOICl5Yen6dUJXlKFdV50qZgsgy73HLDvACA5s5CVOw/opqoQqigzXby7pxjks1Eu+IYZsZuqa034UE6YL2sPDLei3i7eQJNABBnO5D3GmMRz8uNboXQab6S5Y8n/jf+uuczpmXf/7ft+J1PDZmWfeLjAfz4X06ZlnlMXpaHH4zi5e8zxmne/JUpnHiPPtns1SNJjIeMK1w3X9DvOOfiaB/VvzZ5j/4+ybL9yLni6xAeKbzrxfNzz11m7js15ELHCHDDlXn3rx9qvwXAfuMjIqvcNd17X+ZTAKQDNjEZCCGENNx1V0Vw+y/i7wJgnQyiBlZYjvUVTZDZtX0vbXNnuBtRXgg15GE5KJB0YS08LLsQGmOypA9ZHp7Cg1zZ/Yx9IoWLhhAZkzyCgKAPIZPQfLpjzdsjHTd9LDHutwy9kYDXsP95VtsTmg8JzTrF0vHsRjyFi0zL2qUZ7A4/Y3nfm1xPWJYBwHnehQizDteT4D5EBOvyTiFqu3/AOQYuUFn4k4M55376te6DjnUqMap1ONaRmHP4lU4Wdawzxp1DUHnsBjDm65h8BhYrwX0IMPP3aSm71yvAUpWFs+HW/fRT2oBjO+yOERHiOJYzz/+zyXcCHZL5mNZ7r70c/3jIvFv37Zdfi9/+n7tNy372V/+D7J9+wbI9ccU8x9Gge9iwrcMkFM9aedjwHTGpRrBeurBwe5y3oYPp8xT1sBmc1XqLt8VJnM3Pj7+5sMt1AgCQ4S5coZ5YqHeXsHdh+zF1LXaLJzBwcQD5SPxGxpjAOa9kaIhUaMmnEowxT1ZwrZe6rQdACSGErFzXvDiMUEB+U90PTEtua66vr+/1wvablnXhmBBCWkFb0vhjMtK+vFi37pT9BBIxXLxQ7x7LYVfAg+loOsIYs59xU0WcfosXZe1Fg+9dezP1ewkhZDVijKF3T4gB2F3fAzf/b+1ymnaV6+Krlj+llRBCSEN0d7rgdqOXMVb3MEaaUJ0/Yk7juDlzySULt+uRpK+cVZI+M3ZJ+hbrer91Zuyd/Pyi90dIM5JNEt+VCo8tPekjm1nawNvnTv3IsqzXJrGgmb/96qTp9oFPnF3UfkpFywaalbJekMMCPQDA1I0R3W3t0DSAQmd3324/awtLVy25gaSmMsnsDYPX9jS6GYQQQpZo001diEQiv1nv4zZ7v3fJTeteu+HNrr3X21+Gt7HY0BeEENLsTvQ790jlshV4/lnnr2F1zdyYsWdu4G+2sLwsMgLccIXHD+CaxbSTrGyMsR5f19oOweun0BeEELJKXHdVBFdf0vW/63nMZu/oVgtjrEfuFcOqL4AML1xNmF+qXx76Yp5ZOApCCCHWprh5mI1KPC5uti13I4dNN3WjbZf7I0s+CDG15NOAjOx7k3zlXiiuwgjHYuMpL5ac9Ri2udOLS5SwlHjKVq7xHLAsW6eZz46ohF08ZUIIqbZrrvKywYG+N9TzmLTktrZkWb6pY99vWAc3JIQQorMSQmC8fHsYF8bTVy/roItEv8WV8YQ8L19zU8+SH6lZPGXdbYt4yuUmecSwzSqWsV08ZSvzsaCr6Xh2Y9X3SQghSxEe9CKbygYZY8bBxRpphX7vkprGGGvXvIGAEFj6lQRCSGvxJuy/u4PT9gkllnNh6v+MWV+Q/O+PDi56fxmLCcV3ffm06fbNXzEmIeyuYIYxAEz3Lm7Jb95VTNwX67P/ipeH07jyshAEQfmNRR2kCmh2VO309PTchm030bNDCCGrSEdYBqB6GWPUwVphejd1v2/tzebJ2QkhpN6mFOuVEH+y6zLLsm+99ibLMvffv3/R7RjKGpNPTlms0jBL9HlGcf5eXSeM6m/LxeR+h3Lms5Nfrj0FoHjB7lm1WG/tS9oZgBc7HriKmr3fu6SmuSJdv+Hee+2SHxaFviCEEHP1DoExEBMx2M06GGMUKLAJMMZYXlEvF9bta3RTCCGELNLVlweZIAjX1eNYnDV/R7caGGMskU5cFr6kn0JfEEJIjdU6BMbmm7ux59b1f7fkgxCDJWWGb1u78Q/c+66tdlsIIYQ0wPVXBaT9z87cBOCb9TrmSl7Cs8pta9+01x/rm0WsrywhlavkaoTiQhZGQtaHdHi6eJekPllXINoGtey6sCZohn25U25A0l8g1kQOM1lf2nT7bPcIWPnB5ohdZzCaWGvYvjVyCE9md5nep18exSisV0ScyxlnW8yL5tsA82YCAKZT9tdkFMU8KeI8rjqfjkkumwYAUNIhQDIuoS4lJCOOx3FNrHGsk/U5x+qWYs6DKqHJbsc60YFzjnXKk0ua0cQKVn1knKtYvY9LWSWeLG2LmDMubV/MfhSPBmaSNHOeCg5eQVs1wbpOYNoP1WU+0WPg2FYkQ8ZZRwtGBjF78SPmbVNluGTz+/7Tme/i5e13W+729yefMt1+T3enYdu/A9iSNa4UAoCepPH9IGrA4LjxOycY1T/PQtm139Lfs/Jkfb5ZhnSgeHumTUH0dUF8bePBhW3vumIYG9+wEZ6hJF61LYKDF/M/AvBT04ZXGbd5/cmCrW3bQ7IgCgA9XYQQsqqtv64T9338+MX1PGaz93uX9PBS0ekXeXdc4lyREELIinfN1T7W39/9lnodj2ZH1U4gEHhlaA/FUyaEkNXoxbuCmIqlL290O0hRIBD4jTU39yw5OT0hhJCVwxOSIfnhYYzZx96sklbo9y56prLcNbjVvXmXN9E7A629EM8k4JuEG4AsFmfIpPLF+KeZRCeygcLMJ5bWz3oqn4XENOPMDTEvIyvl9Q3PeZCS84a6VnIe8xkRStsokDfOIOpsP4WxrPnMox2+oziU32Ra1itNYoqFLdsR1YKWV7ntZkkBwFTOOAujVF5z2ZYDQF61r6NVcBlFddgHgMouxyjO+xHyFcRQr+QTJlQWl5aLzqFXVMn5fccqaBOvsE1OBNV5tpPm8Lg0UXVsT96dhZi3D10j5e2/UgRVQM5jNj+ywBsPIR2ctSyX037r539kM5RA1PK+H41/GtvWPGBa9p8fBD6hfs+wveuPLsGVj1s/ZtVt7GPkARzZYTZbkGPSV16fYeew8fXTBKD/udLXzPj6uQDMbCq2Tc4xJAOFejkX0Hu68B7UJAbcNVT4P4Dp5wvJYmRf4biRvZ24YW8nRG3oGsYY45zTPJxVLBKJvFHbciN1fgkhZBXyuAT0d8hextgg53yopgdjK7uTulJ0bAi/d+1N/ZCYggBTsAOF1RMKK56/pVDsSx5T1+pCYSQ0H0aVYh8uIsaRKalfHi8UME+mJ0FFJ4vqtmXgQkA09nElqKZLyEvDdZjdpzyBYCUUiIgIcdOyDjaLTb5hy/s6LXP3IIcR3m5bRzI5R14oY6ppEsRSZ9Q+2/JOIeqYwDDMnFfvJLkXe1xHbesMqT04pGx03Ndm6bxjnW2i8yqfX2WucqzT6Y461vEg5/gcJeBFwG7JF4AIiyPKg7Z1KpHgPgSYzUoaFN43fmbfHtXm8wIAYMCkFllyOySo6GYzluX97knMwj6n0A+jrzLdfu3afXhnxNi3BYCbd78BrxwdN99hDEi7zLuCL9pv3c//95cFDNt+mL3RtO5aWf+dMKlFcCOeNtTLCMXjdbJZ3J6/ZuG2xNSFeM6juV58wP/thbK44MbbfpLCa3EAe133AAAGb/oH3Ktchhvc++FGDoM39CG4IfxhAB+1fFCkYos+lQhuvvgP/ZfUJdQXIYSQOhBFhh2b/B4A2+p1TC7wqvyRIsaYpHG2Regyv+hJCCFkZXjnKf2Kz1PfP7Xw/5ft9Uoul+vmWreBo/lnTy0XY0zKZnPrI5uXP9BFCCFkZdhwcy+UKe319Tpes/d7F30aIGSTt/r3XV+DphBCCGmUG6/0SYFA4JV1OVgLLANqkMt7dt/gj/bPOMZTNiNk9VEzzOIpl9NMVji4U/bxg0tZxVO2I3adWfR9nDitFCKEkHp56b4I9mzt+KNGt4MAAC5b+5IeF2O0AIgQQppF3+UdmDoT21CXg7VAv3dRTWOMiamZyd7sPuvwDoQQQlafa68KoLMj9NuNbgdZuq6urls8F72igphBhBCyfP7Z2oRvv2v6pkXf58bxSdPtx93mIRPH/EvvnWllK4CZQzQzb8nK+LYZ4/Lhrz5ezO4nHY5iz0YforOprawOI5mawKvyVwnG2CsYY8cYYycYY39uUeeNjLHDjLFDjLFvVfXBLkFnZ+dr+m4OOceZI4QQsmIN3f1B3W1RFhDa6JMYY7S8swoWdUbV+foPvFXeultgjOniKQP28ZTnOcVTNuMUw7UStvGU6yiq0dIpQsjKtGGNBzJL72KMLTrW/mLVe8ntauzILoUsy7+lbrqh0c0ghBBSAasQGILAsHujzwXgoloev57JgxhjIoAvAnglgJ0A3swY21lWZwsK8S2v5pzvAvDH1X7Mi+XukN7Sd+OahVjElcRTLpXQ9BdeIqI+9vBi4ilXajF1l3MfwD5G83ItJb4zIYRUasNNvbjoto1/UevjtEKoqcXNVE7OvNe/j+IpE0Jax2NXWCdmFLPms3N2HDEPL9CZMtY/PLC0E3kAaDtp3bbRDSVTp14+uPDf9osKIQzyqcJxo09Ngh2YQGic46oXhVwA6pJ1vl6zo1ZrR3axGGMCBKlbCNondCWEELLyXbnNJYqiuK/R7aiiywGc4Jyf4pznAHwHwC1ldd4L4Iuc8xkA4JxbZJKqD8ZYUPQKHd5OWgBECGkuP+/tXvR9nr5Mca5U4vXue0y3n8sbQ87dgxcZtnk0/fFeLT+ouz3oLib8+5fkm3Vl/3VL4YLeUzl9ssB7s5cBANrZLNbf1IP0WO43LJpfVfVcFdQIixpUzgyfupTftNO5IiGEkFXn+iu8YmdnZ3knb7VbdR3ZJRrsGNhY81nmhBBCam/bGi+6urpqfpG3ih3dTsbYgZK/95UdagDA+ZLbQ3PbSm0FsJUx9jBj7DHG2Ctq98idCYJw7fqbeypPEkAIIWTFKg+B0bE9hPhEsmtuAhJZhoo7oIwxybNpt1vs7KplewghhDTISy4PwueN3gLgz2p5nPklt3Vi1pG9oqzOVgBgjD0MQATwcc75L+rTvKrZzgf3+sfXj8C36250AuhwFcJT9ctjpnd4cKIYKkNV3ODe4rJcrsjIBKYXbgupCKaDMd39XXFjfgVRkZH1GUNO5U3CUCnujGHbPDnth5w2LgHOBaJQps2T6nFPEodSV5vvUMzjkNXBNPtzSSHRbluu+aO25VaJEecxRYZT4FR312mHGgCimx2rCA4fPE3QYJZ8sZzX5LUvxyr4kOfdWcc6oVHnJIo5j/N+KqHIeXjj9nGCBdU5zK0iOa9AEXPOfZho96xjnWrENRZU69dKUAXk3NarYtwpN9JB8zBzgcNXIN5pfo0uCyCw9inL/f46di1CctSw/d2+3bjIe9T8TiqwUzR+Vo64uzCozhi2x8PAxRP6xzYVUbD9CeNrzN3O72cusLLbxf8H04DiLZR7ExI+ed3jurpffVzB//3wAPKjScgALvIwbOlWbgXwh44HXqrq/hZPcs4vXeY+JABbAFwPYBDAA4yxiznn0WXud0l6enpu6b0hRBn6CCGkCTHG0L03LI4/P3MxgKdrdZw693sbYjGzmja5BiiONSGENKvOdhkCU3vqcawqLuHpZIwdKLn9Zc75lxe5jxXVkV2KQCCwG907aKYyIYQ0gbUdLkzPZiONbkcVDQNYU3J7cG5bqSEAj3PO8wBOM8ZeQOG3eX99mqgniuK+7osjjTg0IYSQOujaFcZcWMSna3mclRy6ohoq7oD23PInf5hYG4Pqj6Kn+zAAYJO3MBsgLBRnUmR4cZXQuNIJBI8DAMay+nGKeLbNcIxsOqTfkA5CNVl0JKguKF79rAjOzGeFcMFitoigAXnzGFnMG8fU7BrTslBgDM8mdpuW+aUETmKjaVlSCZi3Y748E7EtVx2SGoqi9SySxXA6DlcreMtUkIARKMzOciKlq5NZ3G5GXCnL90sJVXJ+rp1mgwGABuf9KK4MpJx9LDdVzkPOOq/Oq2T2Wd7pefIWZiJayQJwp5xmeYnQROvn2RsPIRU2zihauL8mIO+Lm5YxRQa3eX2Onb8WUtA8Q/xb8HHsbj9gWoaXAJe4D1vuV+HmM84ki++l61Kn9O3qV3Dd/fp9aB4B2D9huK+4NaK73X5YxcTuwuvvyQgQleKkmngX0Hb3VOFGrw/Hv1ecwTU2WYhTNdjvQuyuYazNaQhe2Y3+dvgZY+2c8+I01ZXNaXbUquvILkVbW9vl6Nne6GYQQgipAkFgcMuQGGOuudBNVccBaPWbh7sfwBbG2AYUfoNvA/DbZXV+DODNAL7GGOtEYRXRKTSIImc3DQxoeFYt5CoYFMdwGr2I8mDhyYM+Ed/LhAPoYc8t3J4UAijNYzfOjX3f8qR8EtSKk+ZFuTEBfIJ7LesPCuOm+7ZLttfPpizLfNx+hcgMs+/7ilDRz8zPyQHgBW2tZRkAdLKobbmfOff9fpa83rHONv99jnWycO7TjmodjnUCgvmqD10dlrJ9nedlYL9KCgBe7LFeLTKvkmNVKsySVdmP2Xu/nJ+lHeuMVfCa9AjWn4H58mHNOj5xlAcRYNav6wXeiR5m3e/1IwPR5jvhnZHvWX5WXtDW4unULsv7fi8AXO9/zPy4Fs/fHS8HHsnuNRbkgNMJ8wmoEbfxOXxe2Y5Lfc/qtj2Mnfid+JOGus+FimOEr5Ifxr/G9fGTg1JhXOA/Mrfg8+lirvWnrwVePfR1AOch9x8BAByevQify9+Be/vC8GMC92zZjs1vx0cBrMok7StFxROxWXJ6r7RxXS3bQgghpMF2rnOLAGo7OlnHjPMo6cgyxlwodGRvL6vzYxRmKWMldGSXIq+xF3n6aVCZEEKaxZZBtwCghstEqxNPuZIZWJxzBcD7AdwF4AiA73HODzHGPsEYe/VctbsATDHGDgO4F8BHOOf2Izo1whjzukMuF2MU/YIQQppVYFsHMmNJ+ytYy1Xffm9DVDxTWY1PbZY23eBckRBCyKq1bb0sSJK0A8AjtTpGPWdHcc4Vxth8R1YE8NX5jiyAA5zz2+fKXjbXkVXRwI7sUmWZu396Vwa+XXcDWFw85Vozi6dsxyyWMiGEtJqtaz2QROxEYRB21eOc3wngzrJtHyv5Pwfwwbm/Rtvat6uDkjcRQkgT821oQ3IkXtOOR51XBTVExePdmakL7dKG2g7iE0IIaayt67zYuK6rqa4gcs7v5Jxv5Zxv4px/cm7bx+YGlMELPsg538k5v5hz/p3GtnhxGGNtUqjbeZ0jIYQQR0cvN868ZVnnEGJM42W3l9eO7et82Lqh6/rl7cUab4HZU0vFGNvRuStIv6uEENLEBEkABIiMMcpLswwVPXmMMeZbv9vFPM5xWwkhhKxe29d74ZKmL6vtUSpbLksqtt09sJNmVBFCSBPZttYDt0u+spbH0Bj9Fpvp6uq6NLBTbPK5ZYQQQgIbgph+cmw9gBO1OULz93srurY88Na/vpx1dwHA4pL0LYIhSZ8FQaWLxoSQ5nP/dSZJGC7rMmxSX4ja7keV9D9aMzcVk1BseeMGQ/2hC4X8P+fuHQEeG8cGtwg1l1zv3OKlo9lR1SVJ0k6pdwc9G4QQ0kQ2D3qRTGWNP9yk5rwR99X924vXagdFYyip0iR95SYFfZI6syR95SpN0AdUlqis1KAwvqj6hJDWlqxigsZ6+iNvef7XgvyFHbrbN4zEFv4f3taOzit7r6tVm1qh31tR0/IzY9e71m2pdVsIIYQ0GGMMPg+TGGOeRreFVKa7u/sKStJHCCHNxeMSIDDuYzXKFscBqEJ1/ppNNpfd2LGJ4vsTQkizC+9og8/vu7bR7VjNKosdkp69zLV9T42bQgghZCXYstYtHDyCLQCeq9UxaMlt9eTCg6+aft0U+rbfBQDwiilkNTfe7/n+Qp0TYs/C/8e0DvxWz+0LtxXoI2fsFM7obv/D6O8D3lndNnViPXL+uG6b5tXfBgBX1DjbHgA0QYOQN195pEp50+0AIGbMO/lKIAoo5vtzzbZb7g8AFK91IkE5aT8bTJXyEKLdtnW4WPnsMyva2d225YIiV5552YakVRZFRZWtX6N5ouLcokrqcME5MK1WQZ1Kj6fKy3+9AIA5TClJB7MQVPuxQnfKjZle+xmGyciMY1vaL/TalgsOyzJT4YR9G8LWbWCqCNWTNC2bHdmBwbWP2u77Sv+Tpts7WMx0exIeDJrkWU0KLvTmjJ/1M20MPsX4/hm/keOyPzpr2J6eyOhut1+lf24ZAOzUz0plauH5lWaB/EMjAICP/a8+fOKfRxbqXNPH8etvDuGltw0gP5yAmMjBNZvDxjZ4jp7GIIDzpg94OdjKnvnUKIwxcWBbr0+U6ckhhJBmF97eDkER9tXyGPXs9zLGXgHg8ygkqP8K5/zvysqvBfBPAHYDuI1z/oPlHrOiX0uWie12raWZyoQQ0gq2rfOCMVazqa80O6q6Mql4p9BnPnhLCCFk9dox6GIAaClKfa3r3tROeQoIIaQFBLe2ITWdXFOr/dez38sYEwF8EcArAewE8GbG2M6yaucAvAPAt6r1GCvqkmdnxvrcNKhMCCEtYds6Lzo6Oi5tdDuIM8aYh7u9co1WRxNCCGmg7YMedLYFajaDSmO8Kn9NZkff7nZK4kMIIS1A9svQVNVbq1BTdXY5gBOc81Oc8xyA7wC4pbQC5/wM5/xZAJUt86tARaslU8psIHvlcWwLHwUArHUNAwA6hehCnQ5WXBrrR0a35yQ8QEl0zpPqAFCSv+DJ5B7AM6k75nhsPeDXL23jeTc06JedAQBE52WYOlnrGFlMkYG4+VJZLuURS1sshZVyMF+INydnH55UtGkTAEA2edwlFJNlxzpCBcs5ndpQRUyRK6pX6ZJW4izvtn8PAUAuaPsuBuD82mWCMQSm7RN1inn7fQSmOzHbab3kV8z4oXaZrwRlAFxu+6W6Qbf5Ut1zmbXY4TtqWnY0vx7b5TOmZRJTEYL58t5B1XisCbcLLz1m7IRNrwM6btd/F8IlInuu7PM9moJ3X3FmatcjeaR36r+bPCO54o11Qcx8+zgAoHPQi6cP6vd3+nwOO7Z5Mf74OHoDMi4OuHDlZvZeAH9m+qCWi5bcVtNmeWBTM5wEEUIIKbN90IOB7vANAD5d7X3Pz54ieqFQaE9mu1s8qQ0gwFLYJxXPC78w/h4AwMs6f4mAUAynslM4gygKifuy0J/jfm3mjYZjvLHtdsM2M4fymw3bLpefR5gZzznLQ1mVGrNIFGiXbDCmhXASay3Ld8knLMuO5tdblgGAR8jal7OcbXkni9qWA8bXwcw1vv2OdZLcOcWIxJz72b2CMSxPuUkt4lgHFZ7x+VnasU6WO1878SBXUWJIiSmOdTIVvCYZVNAmlkWCW793AWBY63Z8zjuFqONzPqZ1IOGQtM7p/ZrgPijc+vMZRRARwX4sp4dZh5naJAzDDfPxsJ2BM/h59mrL+z6T246Uav1crpkb9yvVIc5gSjV+p2wInIQE8/fBB9WfGTdmgL9m+u/Hj7o2wy+UharKAR6h+Bxv8p5GTNW/Jy93P7vw/x94t+By5RQA4As734U/nf3jhbK3dPwA38Va3Dh7FhfHozgePIdns9vhGvS6cBg9AEZNH8ByVLff28kYO1By+8uc8y+X3B6APlzWEIArqnZ0C46Dyl03vK2bBew/tIQQQprH5l43LkymQ7U8RhPObGoIxtgOee3WRjeDEEJIDewY9CKTnSpfukpqKNweviq0I9LoZhBCCKmTyPYIZp6d2I1aDCqjqv3eSc75iltN7DhmzkT5Rmndxnq0hRBCyArgkgWomiYyxmgO0wrXu/vmN7lpUJkQQladj/2vPttyLZZFeywLUcv02FZcBo1V56+ZqFAuCm+LNLoZhBBC6iS8vQ3htZHrGt2OKhgGUBofenBuW005DhjwXPpqecOmWreDEELICrKu2w3AZt3jMlCivurhanavew3lPCCEkGbVHhBFxlik2vvljH6LyzHGGBe0NleQQioTQkiriGxvg9fjfUkt9l3nfu9+AFsYYxsYYy4AtwGoLN7SMjg2TVbTl8o0U5kQQlrKtjUefOCWnrfXav80O6o6MrPTfa5++o0mhJBmtWvQIwDY3uh2tIjOcF9YAoAASznVBVCIp0wIIWT1Cm9vQ1rJ763V/uvV7+WcKwDeD+AuAEcAfI9zfogx9gnG2KsBgDF2GWNsCMAbAPw/xtih5T4+x0HlfHxqI81UJoSQ1rJ9jRepHKvJFVtSPSqYm8k0o4oQQprV1j6ZMcZqEueILvAa7Ojb3V1ZNnFCCCENERb1iQ2fyO5e8r52u49iPLIZ2dlMUySS45zfyTnfyjnfxDn/5Ny2j3HOb5/7/37O+SDn3M857+Cc71ruMR0HlbOz02Gxt3+5xyGEELKKbBv0IpbiF9Vi37TktjoYY25I3hZ/FgghpLm1hyT4fL7uau+XA1BZdf6ahdvt3tWxK0yDyoQQ0kIYY5CDssAYC1Z7363Q75XsChljrsCmfTITBFQtXyEhhJAVb/saD4Yn0p212n+TzWxqlKCyJonQ1f8N5CPIay74pThULgIA/nT0LwAAHxn4F4RRWMbbriWwAeMLO0gyt26Hu5JR3e23Jj5mOCjnAoTOc7ptquKG2UuaazdPoswyftPtosV2J67Z9iXdDwCktPXEBC6otvcVtArO8BzqaIJWwS7s61TrPFPMV2csRVRsTy8XhVXwHFf6+HkFz3UlxLzoWEcTnc+cs76sY52cP+5YR3PbL9PXxuzzvGmiCsFmZNAXCyDvyVuWR8Z7gat+ZHuMyYltptvPj+4F5Izl/X4n8FPLsqumpyzLZIuPrsDNHidDR9T4ms7+6SZ4/vdR3TbRLUIQi/uIPzMJb3/Z99b9abg2h3WblOFE4fheEaOPTSxs/73r3Hj0uTRms8CmLhHP3TmCLfvCwGgKnl4f1FgOgbEs+iLeNSA119nZeYV7h0RnKIQQ0mLC28Ns/NHhbQAOVHvfzd7vdTrrXyt3rW/yp4AQQki5sF9COlvFkSFSC0Eh2BQrtQghhFgIuQR4ZKHqM5XBHK95tRzG2A7vZpqoTAghrSa0JQwAm1CDQeVmZztg4Nqzd21+cxxbLvoh/EJxFkRMDSEszmJSiwAAdomnF8o2K+O6fXhU/ayQCdmLATat25bx6WdKPTpzFdyemKE9WYQN25hgPnNCsJmNoqjmJwtCOmR5H85UMMX6JIPbnJUJeY9lGQAwzX7Gi+pO2pZXxKENACBkqzM4odnMOJnnNPsLKDxvmpxzrOf0/FVap1IVzUyrUCXtqtbMMXfah0T7pH17FBm886xtHQ6Aa/ZtymSd32/euPXnDQC4aP8ecbkTtuUd3jHb8vWec6bbVUi4Rn7K8n57khOWZd1x82twbbPG11mRgN5DJo9xWwS5+4d1mwSXgNy0fkZb/IEL8G0oPoeu8wmI7frnPXW4+F3r6fDgzMHC7d4OEVPR4rG72iXEpvMY2B5E4rkp+FUOMeyCoNRmjcr8kluybCEh4PxZI4QQsnoF3AJEgVd95RD9Fhup0NqUSAQygLWs0Kcd5xEAwI3p4/iPwCcBAP9PfenCfS6wjoX/b8MQgkgv3P709O8ajvHZ4D8CZd2bH4uXG+pNqW2mbTyr9ZpuHxDMz0+T3INASZtKRWG90rtDnLEs87AsojxgXS7Yr8LIaG7b8oBo3t55fubc14xx+5VPQ6r9Cg4ACAjOyRo7WRQKd+7PdbBZxzqVLLuR4NyHBgAV1ev7VkLhzvNQsnDOAeJBDpkK6lXynIsVPFdWn5tSY9z8s1iqgxnHrkqdVftsy6NaEJvEYctyBSJ+krjRdh9/5P2O6fa3Sb9AV876M/mfrmsty2Kq+XeEBAXbXKdNy7bjvGHbSYSwM278DPwNvod/9L7MsH2bZNx3lOvb0iNOGl6/Aa3Q142KHnh4YZzwE5F/wZ24rNAOdRARIY7vBXcjwhIIII0zah/65VFMhcNw94arHve3FX5rbb+6mMvdzQLeerWFEELICiIwgDFW37NSshhBIUi/0YQQ0sxCbgZgbmST1JSqqX7JT4u0CCGk1cgBNwKRoP3oPzFl/6spih20tJYQQlpT0CMCQACA/eX3xaIlt9USFOjCLyGENLWgS4Cm5u2Xdy1Rs8d5XCwmChJj9KQQQkirkUIuuDxuCjW1BE6XYjtpaS0hhLSmoEcAgBCqPKjcCsuA6iREM5UJIaS5Bd0C8qq6tCymNgq/xfRjXIqJAq3OIoSQFiQFXRBEkUJNLYHtmLkoCB0sQDOVCSGkFYW8IgCbgHukoRhjQbrwSwghzS3gYsgrKl1BrAMaVCaEkNYkB90Ag3MAbWJgO1NZFoUuWlpLCCGtKVCcqVx1tOR2+Xw+Xwf9RhNCSHMTGIPAapB1i9FvcSnGmGvNjo1NvkiZEEKIGSnoAlc16vcuge2gsgTWTh1WQghpTaHCoHLVZyrTktvq8Pv9nfQbTQghza8Wg8r0W2wQ9IarHmWEEELIKiAFXVAVNVDt/bbCb63toDLTtDCjeI2EENKS5hL1UfiLFarzuvArXt5/DzLey6EUQpUgqhZeLhUS1nRfMNwnydy6236e1d2WVX39l3Teb9jHved/y9iW9lOmbYxnzVeRZTXz8RGeNw/nIeZl0+0AkAtELcsAwBPtsizTpLztfVXZoTwyalvumlhjWw4AUs5tWy5YPFelNEF1rCNnqxMqRROdjyUqTik7CrigLbc5AADF4XVaqOfKOtbRKmiTb9b5azHrSzvWybud2+PpO+q8H8X+tZ2+7NfwHLvMto6ctX8fJtonbcu1ky+2Lf+zfX9iW/5P4+8z3f658d/D5W2PmpY9GATepd5rWnbN09bfGcNrFMO2hF/DhsPGz9qTz8UN2zZt1w88xk/NQvbr3/OzJ/SpCP7pzpTu9m0XFyfE9gYLnc1kRkNbSMTZ52fR1etGajKLQL8XctgNN89RrKPaC7pDvubu+RNCCDElh9xQc3mK/bsEtmf9XFFChVlQzie9hBBCmkvIW6PwF7Tktiq0nBbwhCRkGt0QQgghNSUJYIwxiXNuHBFfolZIHrRIQW/ET+EvCCGkBQkeCZqiuaq+4xbo99oPKufz/kKiPhpUJoSQVhP0iPB6vVVPWNAKy4DqQcmoPk+QcgoRQkizC7oFBiAAIFq9vTJo9FtcKuSau5pOCCGktTDGAJFRqKklsI+pzCa8b1j/Swx6shjnhXGFk8paAEBGKy6Ty4jFJWZ5pv8t9nP9Msmgph+gPir1YZegXzY7FTKOYQyl18AnJw3b86r5xYS8Zr7sLZNqA0TzZZKabDPfy64MgOBKWZZxbv/e1FT7ZaKskuWhzL4OV62XARZ3UZ3PULX2I+Qru1AkaM7nf5UsZwUAXsGyXsVd4bzASo5ZQdudlkYDheXIgur8vKte4zLOcj3BYcc6jsJnMDa+07YKc3jstp9HALnJtfB2n7QsF5n9ZB7F4XNpxWezyrpt1nyfwaj5Y2XZXMXHzcaMdROPjxu2KTn9+25muvg8JNPFMklkCM5NyAm3F74fEuMZBLo9yJyeBQB4x3K47SLvmwD8Y8UNJXWTz+Q93lBlYQYIIYSsXkHXwsqhaGNb0tSCQjgs7hTO4BzvxjnejSGlZ6FwyN0NAJhS2oCSUy0/K4a6mYE+NErQpQ+DAgBnXcZ+7uuzTxi2fZm93LSRyiLDa0vMum/TKUQty6KadZifPcw85NW8lGjdd5lAGE4P4VB+s235VuG8/Q4AwGEMJypY993nZbhzX9QtVHYun4FzXzzBnVfeSw79m4V63LlPK8G5DgB4mPMEw0rankFlfftK3uOxCvKpecRzjnWGeadjnQ5m/ByXC8P+/bRbPIkXNPuQaMOadbg2APig91u25R86+q+25X+//f2m21+Fx63vJAEjYtiy+Gfp6wzbnsQufED+kWH7mE/ClGh8n7wcj+HjRz6j2/YogD/a+Ve6bWGWxKA6rduWLxt3+uipv9Xd/uyGP5s7xkHcgxcBABKaD2NK4XUPi4WxkfXiBbjFHB4V83RhcQlse6NKNu92BSXQTGVCCGk9QZkhp7EaJeqr9l5bTz6tyG6aqUwIIU0v5GYMVc5x0AqzpxYpJId8IjDT6HYQQghpAMaYyBhjnHNerX22Qr/XIaayJklu6rASQkgrCrgEZBStBqnQacltNSgZRXL76TeaEEKa3dygctVzHKhO0zlbCGMsKAYp/AUhhLQqySsxAG6gmilrmr/fa//DKTL6YSWEkBYVcjFkFc3b6HYQSwJr8pMUQgghQKCwarzqK4dIkd/vb2chN/2oEkJIi/KEXAD91i6aQzBfGlQmhJBWFXAJSOc1T7X3S0tuq0RwuDBMCCGkKYRcDKjyTGXO0PSzpxbD6/V28kBlMV8JIYQ0H3fYJaAwqDxRrX22Qr/XclCZMcbaLh6gDishhLSokIshlbPIerpMtOS2CgR6EgkhpBUE3QIYq3aOAwaVrk0ukGW5XaNBZUIIaVnukEyhppbAbqayV/TJzf3oCSGEWArIDKmcar+ihTQEY0zouaQDETWN2zJP4sFAIaP0fCbvBC9GLYmhmGm5nSV0+3ke6/Q7Dp7V3Xy99rDh2Nevf8qw7XmsN23nsdxG0+3Pps3P17iUN92uCNYZyoW8/WT6TLd1lnjJO2t7X4xvsC/X7GNaK17n7PKuuHVWbQDQbB77Ygia8+CRJmhVOVbOm66oXiYYdazDRfP3hK6OJ1nR8VjGOUS8qDhfR8v6Knt8TjJB54zyATHnWOdtnd91rPPtI1fYlquy/fPs3fSEbXlsts+2/D9ib7At3xV+xrJsvXTBsmxKcJtuH15j/bytOW3+syadjRu27byyzbAtet74uX70Cf19HxvXf94kps/5Mxktfq7dJd0tbe4jmEkpAADXbB5y2A2fV4QsywHThi9RK8yeWgxJktrUYE2uoxNCCFkFXIVBZQp/sUh2gwUhkeJKEUJIyxIFBoBXfRoTLbldPs651rO3kwNNfumbEEIIkjmOXC5nHPUm1RRRAjSoTAghrUoOiwIo1NSi2Q0qB2lQmRBCWptQk0FLWnJbDQzQANhPlSWEELLqJbIcAKo+qKzRb/ECznlICdDiLEIIaVVSUASqPlO5+fu9dr+cfuan8BeEENLaqj9TmVQHV8GdaxFCCFnt4rnqDypT+As9VVX9WR+d8hBCSKsSA2CMsaqGmmoFdoPKmQ3Zs3hFsnCycd5biPvmkQsxyjK8mMjAg2IcthnBh1I5V1Z326/pY7btyhvjpK2RJw3bzrs7TRt5TF1ruv1Qaofp9pGMdexCu945s4jzOM/vsY6LJzjEQ0xl7WfYqxWENOVVyKVlFctSp4KYjIw7T5wTsvYxMAFAypnHyTM0qYJ2Kz6HuJnz3M7xL5mcdawDAIw5x8HUFOfHmM1XljSkoufL7Rx3MiLPOO9GcI7xOB3osS3PZe1jW3J/1PEYQZf1584n2r+Wis37dNrmAmXMbfx+mtfhNY9H6k2Zf264bL5dTRvfO9Njxvfd0Jhi2DaV0n+TaSVNavfpO4/huYeZyxSPN3kmCdlVaFe434taoI5s1Wic07gyIYQ0u9kM5wAqPJklSyEIQuZW+Wc4rG3BxcIpAIBHKp7vSnPn9QGmj6k+rHUv/P/FOKwruzHwkOE4R7R1hm3HXQOGbbtwYhGtB7q4+TnxGVifj0c16/PdQXHcsmzSYXX4GDfGIp+3HdZ5DuaNih225eM84rgPN7Pvq8znoLDjcdgHAKgVLBiL8srGqCbViGMdj1BZP7QS5e9lK6XjPlbWiSOOddqRcKwDAOd5l2OdsOD8dZiE83hDB3PObfAfo293rPOF9r9xrBNz+WzLvz3zWtvyiyOnbMvfsvOztuV3qNa5FSKC9TXLjRi2LNvnOWS6/VvKS023i4qx7woAt+34Z8O2Hs342jwjrNfdfjK7S3f78rW/0N2eFYrvAYkXP/MdUmG8Y5d4GgAwqE4jz0Q8msmAc16dxBlzWqHfazdaGc/EOcVrJISQlsaqk7mrDC25XT7JLeWzSc1l+0tOCCFk1YvnNKDqM5Wbf0nuYgiCMKvGRcB5PIsQQkgTUuIUamop7Lqis+lZjQaVCSGkRXHOwe0XcZAGcvnkXGpW9aOdfqYJIaSZxWo0U5kGlYs45zE1TldpCSGkVeVnNQ20KmjR7H45k+mESoMJhBDSopIK4JFF83VKy9AKy4DqQfKImUxcBdqpE0wIIc1sNqtx1GD2FCninM/kZ+nchBBCWlUuplb9t7YV+r2WPVHOubbh4jBllieEkBaVyHN4ZaGCYOuLQ0tuq0P0SKnUrAr768OEEEJWu3i2NuEvFEbdvHn5fH5aiTd3x58QQoi17KyigUJNLZptT5Tz2sTSJIQQsvLF8xw+VwVZGUlDiLKQyCScE80QQghZ3VQOjXNe1S98Dgp/USqdTk/laKYyIYS0rEwsR0lxl8B+ehMHDSoTQkiLiiscHlnI1GLf1JFdvokHor8M3xLas3E0hHC4kE39kc65i+sMSDI3AGBQnVm4z2FxULePMEvqbu+c0Sc87p02niZIijEp8k1e8+zP0cCzptu/tMY8k/RPz77JdDsAgNu8Z0TrCfWyO2lZ1u4bs94ngDFvp205Swdty4X2IdtyAEA8bFusSc6LBdxJ+3YAgCZU55SOV7AfTahs7EtzpxzrSMFJxzqswjkQeZv3yUKdduss5/N8T1/rWCcRmXGso3qdJ8NkFefs9cNat235HYd+H+i0f69rDm3xHLvatvy9V/6ZbfkvEtbP2Uv8+y3LrlRfACzeTh0569czEpPN73NKBWAS1emZKdNOTzZqvK76xPP678AnpwTA4TdN4cXBym0hDedLktp3eAvRBn0uhmxeRV4FxmbmHvTpHLqOJpDO+2vyW0yKEonEVC5OXV9CCGlVmdl8TUJNNXu/13ZQmTGoisIhSXTVlhBCWk08x+GRmPWI3BLRktvqSKfTk6lEoNHNIIQQUmMa5zUY7WRQmryjuxiaps1moqoqUOhHQghpSbmkAgDOMx4WoRX6vbaDyi63lEvHVQTbKF4jIYS0moTC4RIoMdBKlUwmp5OJ9kY3gxBCSA1pnIOD1SZpLo2flppNz+Y1Pw0qE0JIa9K4yjnnjW7GamM7WhyUxXRwmKNXEAAUVl15POcAABlWvGtpNsP55bbzMky//KxbMa7e2jilnwntS5stZxtBLGBc/3a0c8S07R6/RRhQ/zO4Z/oG06JU3m26HQDQwPDSmmLTroVKDuc/FSxF1WyWCFd8HABC3nmpZiXy3souEqnBKcc6vtBoRfvyyQnHOhqv3rlmMhdyrJMN+B3riOlgRc8Xq2DZssqdLyJJDhfwjie2wSPbv58SoQnb8qDPfsnzxaHnbMsHJPvXPADjEv55GzXrZcLhrPXvjC9t/t7wWkRmYiPmz2Ni2PjcXRg39idPTOvbMpVlAIrfp66yCUiCUKzfG2SYiha+F8anC//m574m+jpEbLqyA3nVhe9/a/o7XzVv/pJRHMfq4JzPJuMUU5kQQppZSgNkSbQ+aSHVEk9EFTWhdMpj6IQyd75/rftJAIA4F4clJCTxRH7Xwp32yMcX/n8KPbodPpraZzhIt2w8vw0LxhPFUc08/NKh5C7T7Xsswk1tk86YbgeAmGbdD8lw6/5nRLCfb3Ayv9ay7BC24MXup2zvH3DoZ9ybutK2HAB+03+f/TGYc7+pgzmHVk3Cud8bYQlMahHneqLzPI5NgnOIJgBwwznc0zScQ2cBQIa7HOt4Kjjeo8pFFR3vZcIBxzoPIOJYp5LnfGMFz2dv4JxjnahkP15zH99jGcpp3ud8/2xb/qexP7Qt/7PQVyzLHsMOy8/tsNKDpOYzLbvc9TyyMH/9z2q9ptun1DbT7WbfcwCwUzxt2HZKG8AT2KbbluGuQieyxA2eJ3S3k7z4eZSYihEUJt8kuHfhM9/P9N/Bj+b34AkAj1y4Eance6s+6NcK/V7b0SPZJaQSlASIEEJaUjyjIZlMTld/z7TktkriKfqNJoSQppbUAEkUaxOKiiblloqnYlnVfGiFEEJI09O0GnSsmr/fazuoLEksnqQOKyGEtKTZtArOOYW/WLlmk5RUiBBCmlpSBURBiDnXXBwONH1Hd5Fmk9E0p0FlQghpPTyXBwNznnJPDGwHlUURsUSSOqyEENKK4hkNAJzX/i0SxXGsGrrwSwghTS6pAWCINrodLSCeimWo40sIIS2IJ1MQ3a6qh5pqhX6vffBUpk0nKF4jIYS0pHhGBVD9RH205LZq4hRTmRBCmltK41A07pxAZNFY03d0FymemjXm/iGEENL8tEQKoiRRqKklsB1U1jRlIpmkDishhLSieFoFajBTmVTNLMVUJoSQ5pZUgWxeHa/2fjnYQjI6AgDIZFI562zMhBBCmhZPpCCIIvV7l8B2UFlV85M0U5kQQlrTXPiLGsxUpjiOVRLPzWg4sI7j8tMSEn4NN16YxXCksHo3L7CFirJW6Cf34BSO+iK6nQzki+dPFwICXFqxTz3pU3HdAdlw4Il+/bmBpAIZt7Ev7ssywzYAuEl72nz7mqfxM3a5adnDj3/IdDsA5DaYZ70HgL3t+y3LAPsM99OhHtv75tMh23IlEwBL22dXVwdO2JYDANfsPy+5kN9xH6JDOwCAS86h5JhifD8sdV9yyHmcbF3I+fkZS/dV1CZZcp6F2O8bcqxzvn2XY51sp3NGeTHe4VhHCXpsy2/u/oXjwGDv+kdsy1WH+8eybUB4xLJ8a+goHs/utix/vevXeI//R+ZtyycAm7fKpmnzMb6BCzJgkZE+MKYCMEYxEE+a/5xljs2Ybj96/4Rh2w+OcGAZv19tMsd4uvi9OJNnwCyw1qcB4IjnC2WD/sLjvvUDG/CZtQMY/cOD55d8UFIRzjlfs7GfOr6EENKCeCIFVoNQU63Q77UdVObANM1UJoSQ1jSbrk34C1pyWx2c89zO7UENyxnhIIQQsqKpo2mk0+kazFRG0y/JXSxN1ajjSwghLYgnUlAVlUJNLYF9+AuVTyQTlK+AEEJaUa1mKpPqYUzM5LOaD01+skIIIa0qdSjGOecvVHu/rRDncbE0lSucczBmvsqGEEJIc9KSafBcbqzR7ViNbAeV0yltPEHxGgkhpCXlFQ7Oea7a+6U4jtXT3uYdvXA8sxF+5/AHhBBCVp/pozENwNFGt6MVMLCMllEgeisL80MIIaQ58EQS6VjMOtbXUvdb534vY+wVAD6Pwoyjr3DO/66s3A3gvwBcAmAKwJs452eWc0zbQeVnDybPr1vjgSvPMDglIu5TEU4riLsBQEFpiL+MOH9FN4OUpF+JK/BiPLScwLAupp/93Dti/OH2zhhjqLX7jfU2nAIurFEM2/fgIJ7ss3jx2s03ox04mNxjUWgfc84rpizLnLS5pjCTs4mr555FKmsft1FVbV9KCILzjHPNIWYjAHDN+SRLE5wvRGhiheNUXudJku1h5/iH672nKzqcYv+RAABM5jod62RUb0XHc4nO8R3V4KRjHUV23o/snXVcI19J7Mp2yTz2YKkOj/0qzYQShDtkHx6w33PBtnybZP2aboL970FvzvrzujZmnaNl0CaGY3DM/DMmnjJ/DyeeGDMNI3nqqZhh25Fh43fcSNlDiCv6WTVuAVBLHkq3hyM597HzSsCFuccZK/sovqhfwNYbeiC/pA/8F7XJVUBLbqtHFPnB4WPpjdhHg8qEENKMMtG8wjk3nhxUAf0W6wmQou+Y/jl+tOamhUGAMd62UC6h0MfxCNmFbX5kdP9/Vt20cHuL+xSuFA4bjnOfuld3+435x03bkxOMM6YfCpufH0e5edz8Ya3bckDjo/Ffmm4HgDva11mWAcDdqasty9wlz4+ZGA/Yljt5hf8BxzrH1LWOdeZfTyuTiMDDnPusEjOepxv2pUYc62yXzzjW2aAYY72byQjOfdrDWF/RvjzM/vUEKnu+D6e2O9b5QPCbUOG8UiCh+hzrXCZVcC2ugtScPodxnrWuYdzN99nWian2YzmvkB/FOZd1HRcUfND1Ncvyg3wrHsMO22NY6RCt+/bDWpfpdokppu8LCSoCkvH52sBGTfczCx+yZX3rB7KXGOrtcR1FgOn328H0/dQkPJBY4TOd4a6F771Duc0LdW52F75rp1H4vpzPB/Ea13244uf78WejtRhUrt9vLWNMBPBFADcDGAKwnzF2O+e89Ifo3QBmOOebGWO3Afg0gDct57hOY0znh4fylAWXEEJaTCanQRQruEJEGur+h8a+O3TU+aISIYSQlWUmbz9wcusHNuD3/+BKaLK3JstxC7OnpKr8NQtBEE5OnKNZyoQQ0mpOpTQAONPgZizX5QBOcM5Pza02/g6AW8rq3ALg63P//wGAG9kyYz7ZDipzzhOJeCG2FCGEkNZxfCSD3g7vdC32PR/HsRp/BEcvHE03ug2EEEJqYOZoDLJbPtTodrSKmZmZJ0Zf8DS6GYQQQurscFTjqEGoqSr3ezsZYwdK/t5XdrgBAKXLwYfmtpnW4ZwrAGIAbMImOHO8tOwPyPGpKaW9vYuu2hJCSKs4OpxBm188Uqv904Bw1ZwYeSGnwXnlESGEkFVm5nAUU0PT99Zi35SozyiRSDx79kg+D4A6voQQ0kIm0prGOa8svswiVfG3dpJzfmm1dlYtjp3Q9jb3uRMnaBYUIYQ0m/J4yqWODqUhM+Xh+rWGLAXnPJtPQ9E0WlFECCHNJvXcDOKT8SdrsW8OQOFiVf6ayNETz804B5AlhBDSMGbxlJfqNa778Ib/dRiSW2qG7/5hAGtKbg/ObTOtwxiTAIRRSNi3ZI6Dyi63cvDkSRpUJoSQVnJkKIOv3jP537XYN8VxrK5Q0DNxYaTC5KeEEEJWjdihqIYaLMclls4PnY5qABYSPjl5Ut1a0wYRQgiprWPTCoLwPF+Lfde537sfwBbG2AbGmAvAbQBuL6tzO4C3z/3/VgC/5suMd+zYMkFUHz55MvPu5RyEEELI6nLiQgYATtZi37TktrrGh6SfnTuU+V3vLgka42hPASkX4AGHUHKKIM/1j6/IRJEve/p7oqUb9LkaxgZVDBzXX4PuOylATBiznWd6jCuGp7s1w7YXn+EYbzPPlv660GPm2y97A/qS1p38ByM9lmVfmXmzZdmuwGHLsss6HoMI+6zuB2P2q9A6uuzPUSfSvbblAJDLOWQ5l7Lgmv1qbc0bB+LttnXkVNCxLQAgZ5yzrn9n52sc6/w2/5BjnW55sip1nph8sWMdADhx4QrHOtsu/qFjHb9gny3+8OxFQHDctk42EwYUt22dmGafUR4A1nvO2ZYPSOZZ2ecFgvaTS9rLZgyV2qBMARYf2/6k/Werb0ZE+fcRALRPWv9+BI+ZtzX//BSM30TA9DPmqQPueSJp2HY4tvwoQ/PJ+UISR0gqfEFnNWAsw5DVCmWdLg0jKeCxP25H5psnswAuLPvAJui32Ihzrg2u7U6oWSUkuunCNSGEtIJj03nkssqjtdh3PX9rOecKY+z9AO4CIAL4Kuf8EGPsEwAOcM5vB/AfAP6bMXYCwDQKA8/L4vhrOT2l/Hp2prIrtYQQQlY/jXPkFWhzWWPJCjc+Pv74C2c8v7sNgUY3hRBCSJVk0xo4Z6nlziCyxBmt+DEhiZ6jiRPR/vCuzkY3hRBCSB0cnVZwZip5X6PbUQ2c8zsB3Fm27WMl/88AeEM1j+l4yf3Rh2fPTU7mq3lMQgghK9i5WRXdQVeiVvuvdxxHxtgrGGPHGGMnGGN/blPv9YwxzhhbcQkQ7KiqeviFM3mzSXiEEEJWqfMnMggE3aca3Y5Wk0ykn8gdrUmuJkIIISvQ4biKqbT2bC323Qr5CxwvT3PO+e6LIil1WvN15CWkvBq8OSDt0vdfwyi9iK5CLRuududLl68xdESLh04FOMKT+uVtipdBzOovzEtpDsVrXAbXf15C2mSC1o0zwIzJ8tp9OIizHeb97zeJ+3He4zctA4BJYWkzwbJw2ZaP+dpsy4cV++WxMdV5yWpSdV6umlDs95PIOS+zzLIKxza48zJCr3fGsU6fx3lVYFiMV9SkSp5HtYof6IjbOSZ6JXXSPufX1iU4TzoNidZLWOf1SPbLjCWoGJDGbOs4LQGJMPvXawOsl+oO5O0fw7qY9fuzb8J6+XhkBADMJwvJwxbLbY9Mmy63HX3cvLNy+IQxP8CpqPGYKcX4PegreUrdgv4+gbKHlVaAqWxxH+pc9T1dwKbtfjyWB56f8nzDtJFVUM9lQIwxEcAXAdwMYAjAfsbY7Zzzw2X1ggD+CMDjdWlYdR09ciqrooILxYQQQlaHsy9kkEnnHqnV/uc7ukRvenr6YO6IS71Kel4EgAmEdeUKFzEojCMB78K2U7wP0lycl4gQx8n82oWyO9SrcblLHwZpl3QKx9RinW/JL0ZGMw91M2hyTt3DjP2j8sRVpTIwP7+9o30dvjb+VvM7jQMv7bjHcp9fSH7LsgwADnTa95lPos+2fDsfsi7kwAG2xfb+20T7sD8AoFRw2jTFw451AnDOP3W5fMixzkUZ+5BIAPCpb1R2mvq+d17rWGdMdZ6NfyK1uaLj3RL+hWOdP/d/zbHOf+de5lhnODvgWOdlwftxGvbjJy/Jv+C4n4fkrbjcYz/WKFnFeJpzTNlgG6PdzbJ4UN1jWd4r2ve9FYiQmHk4Kaf3ZpgZQz3NC3HzMF7n0WW63eoxDvJJ0y7009z43lIgYp2szyvXyaKGOlO8OCaVKRtnm1SL42qd4gw2uQrfBR0shhh8UOf6oI9nd+PsI+/F753/Af4tJecAnDV9AMvUCqGmKuqA9nR7x06dydS6LYQQQlaAYxN5TExM7G90O6rkcgAnOOen5sJ5fAfALSb1/hrApwGsuh87znlsakahUCWEEFIFtYqnvFhnDqdw+vjU/bXaPweDCqkqf81E07SjsUNj9JtKCCEtIK9wKBqynHOK+btEFZ0hBQI4fPyk8xU4Qgghq9+RsRxUVbXOXrZcvK5ZcAcAnC+5PTS3bQFjbB+ANZzzO6r3IOsrr3qG/M8DAi/MQPfNdYe1kkntpcn55DqeNrWPL24wZu0sndMRQsiZZzNcVVC732Ji5fjkkQv0Q0QIIS3g5HgWbUH3SM0OUN9+b0NU1NPzebXHT5yiQWVCCGkFRyZVDcCxWu2/yrGlOhljB0r+3reYtjDGBAD/AOBDNXiodcMhPX2MVhQRQkjTGD6d4wBqFlOZg1F+AxOc82wukc1qWm3yIxJCCFk5jo5k4BbxTK32TzGV5/i8woPHaVCZEEJawkyGK5zzWKPbUaFJzrldx3MYwJqS24Nz2+YFAVwE4D7GGAD0AridMfZqzvmBaje2Vqamph4/cT7ypsFGN4QQQsiyaZxDyUHhnNcsW3o9YyqvtvwGbtl1PjqU6Whf63WuTAghZNU6ciGL6GzigUa3YzWraKbyV74++uD584UEUr504S7enP1dxUXmoY91VnY1WErTVWNCSPNZTpK+Uk5J+sqVJum79JIA1B3t4G5/7ZYAoe5xHPcD2MIY28AYcwG4DcDtC23hPMY57+Scr+ecrwfwGIBVNaAMAKlU6rljZ7h5lg5CCCGrygwHgj6Xc7bq1WNV5TfQUsoTdz+3zraOXQKsTbI+SdwTuYscj+kRjOeBVsa4fYJ3w75Rs2sThJAmZJWkb6UrTdJXqoPp50o9nt298P/DIzk8dTZVs0HlVshfUFHLOOfqRTtCeUXhsiTZD2gQQghZvY5O5MBF11O1PMb8ktt64JwrjLH3A7gLgAjgq5zzQ4yxTwA4wDm/3X4Pq8bR548hOXhBDsciKqaDKtwK0D1T+JmPBYrhIbW5a8KyCvjnLhRrDAgk9ReLU77i1eHhLRq6L+hfs7xfBiu7gMw0IGOS8N2fEBAc01fuhYR4j/kF6g0A4iGzkJYifCnz+2wamkYiYH5F+1b8C17osbjarQADDvPyj3dYX0j/7fD9aM/ah998ItBjXRgAznGb8jmPJffZlkezHY77yMj2q854O6CqzqeGuazJi1zmz32vd6wTUaYc6yQ0n2Ods6n1jnWUuHOW+93r7gba7etc4jrkuJ9HMnuRdGj3Ne0POu4nqfltyzdJ52zLPcw515jfYeyujSfsj8HzplndAWAgY/1+G4gyANZ9ivao+fswMgJYHVA+bd7W9JMTptuPPTRp2PaDIxwVzrnRKb+gW67TXSx3lez+dNn37ga/Bq8EXMgB4zOe7y+6IYvCoNSvk2qW3+AKXWtK8hswxj5Sr4aZGR8ff3zjseR78SqbNykhhJBV71Chf3K8VvuvZ7+3USo+k+jq8sTOD2U6N6ynZUCEENKsjo7lcW4sUbNs843AOb8TwJ1l2z5mUff6erSpBoZPD00rQKjR7SCEELJMF1RgbGyspiEgOBjU6nV0OxljpSt8vsw5/3Kldy7Jb/COajVoORRFOZI6NJUHPK5Gt4UQQkhtcM6RzDONc06xfpeh4kHl9jbp9PGTaRpUJoSQJnZ4kvN0Ov1cLY9RzziOrYJzzgcGBkYnJ9UOOdLo1hBCCFmOU5JH5TzzZKPbsQjNlt/g6NTzFxRgIw0qE0JIk1ImRxEOBWoa66MV+r0VDyoHA9qTJ09mLsONtWwOIYSQRjo8xRUAR2t7lLouuW0Z2Wz2Jw8eZLteuplyDxBCyEpnFvoCKCTpO6+yHIAjtTw+53Xt6C7kN0BhMPk2AL9dbAuPAViIUcMYuw/AhxuV34BzPtO9qZ/yFBBCSBPLnT+OYFt42LnmcjR/v7fiR/f1b4196a2v6vpdV47BlROR8GsIKiLS7sIJUGliPkllpv/3ZPQnT76EPkxV3gOIJT/fmsRgFdqvfLugwRDbEQA6JyQIJtu7x4C8xbXnFyGPWNgqPmIGSa91FsK8aN2Zz9o+2+cRd9mF7XoOUdlmBxIQFZ1nkZ+BfdzGQ/nN9jvwAqfSG2yrBFyzSOScl2DzCk5kPVJ1ViJUetLsF5wvVK3z2McwrHQ/vaIxlt9STGoRxzpOcRkBoEN0zgezThi1Le/iDoFJAYiwz+Ipcm4ZnxEAfJp1jMiurH0ikoGoAKtYiR1T1p+vwBQHtwix6JrIAR7j+yt/YNy0/ukHxgzbDpwwtnsoaR9vcl5QLj5Z5Un5PBYPaSZTuF80V9h/xMXhlhhmp3I4EZVTAC44HpisOFNTU7ff/ejgB1/6Jo+n0W0hhDQ/D69N8i+reMp2qhFPeamWGk/ZjFcCTilAyOM+OpRI1fgKIYPK69PRXY35DeQMGzo+Hdo50J6Bey7R3c+zVwMAdrkK4TclqAiz4nsvxovx5jfJ55Dh7oXbw1oXLmEvLNzuFWbwDDbqDyrEEdWCuk2TWgQRIW5o3zDvxLOZ7Ybt13qtx+FDSBq2vb/7K7g3e5lp/THFOhb9X4R+Eze77SO0/Cp7hW35Je7DlmX/lrrV9r4AcJXPejL/FA/pnn8rnULUtrySfUxqzokTR5lz3gO3x/k6xq3veSUezO9xrDckOiQIALBOcB5Le0X4Ucc6APDiyahjnXu7uhzreGz6efPeELrTsU4lyTHhkMy8Eh1s1rY8CQ92yScsy5368R5mn8DT7v0pMQUJWI8PRVgCSRi7DFEegNU7o/z7aV6ApU377xJTEIUxD8fZ/IBh2z6X8ftAhb6PneH6AbxRrfi5CrC07rsywgr/n+QRDPNuAMCAMI4+Po3XuO7Dvco+dEn/D489duxzpg+KVGwxZxIvvHCWQo0QQkizSqsceSZEOec17chWOY4jKTrw4IHxZGhmvQcApoMqxtsUdM9ICCfEhWR9glZM1pf0agvJ+hJ+TZesz5cSdMn6xvtVQ7I+Lhgv6HoS5sn6zATHNMtkfVZSPs0yWd9SDYedk/URQkg9PJ8HTqSS/9jodlTbastvIAjCocnDsZ0DL6HrtIQQ0oxmj0wil8tZX92qglbo91bcK+Ocp/KKkE8m7TOcE0IIWZ2emGXgonxvrY8zv+S2Gn+kiHOugolHTp6m32lCCFnJrEJfAMBhwaPk8/m7a92G+Yz09Ftsbnx8/GdTDyYonhQhhDSp6BNjGoCa5i9ohX7voqb6bBj0P//EI/ZT/AkhhKxOD2V82ujo6Pcb3Q6ydNFo9PsPHGTUCSaEkFUoyzliEFKc85FaH4sDULlYlb9mlMvlfnn6zhH7teeEEEJWhQFBH5oyPZKAJEpRzjmFY1imRQ0qu2Xla/c9TutDCSGtIzBlPT7nmjCP+7XceMqVKo2nXM4unjIAXTzlrR0M6wZdeDSmZjVNe2DJDapYIY5jNf6IXiKR+PldD0Xp5IgQQlahF/JA2CXbB6oldcE5H42PJBO5FOXrI4Q0lwgzz0NgxyqeshWJmX931iqecqnSeMqluufyP92r7MP4PWfh6fHXfIVuK/R7F9Wyb/984it7tgX/CYAQSApI+DV4swLSbg2qUEzWp4h8IUFf6f8zHk2XrC8V4IZkfeVExZiUz4pZbEegEDvSLFmfnLNO1lcLbsUpWR8hhDTGVI4jLnrOcx5d/FnGIs0vuSU1ceL5F6KzHafbfMEOF6Y6FKS8GgQNcOfZQixllETIUCS+EEtZkfQXKlw5hsBs8XdbcQE5j/FiRmBa/1vunQUkk3BZx/aaJepUse0Z4/shOMaQbrO+9n1qg/lFna4Z8x/ai86LusdiRrQYO1h/BpjqtgsrImI8Yl1+/fQYpr3W5zu7MY5Rt33cTsXncALhAx6MX2lbxS2loTl89mTBOUlOyuMcNPvYzMWOddaHX3Cs45SkBgD+2fN5xzq+XucJ/NkKIsccriDZUr9svIBYqpLHFBBSpsm55l2EM7b391eQ7CjP7N8LUcGHFDNPAvSSafMEePNkm+cymLI+bueEdZlvyjzRrziWAVzG++WemYToNX5uTj04Do/H+F3wjaec3wBS2UKQYNnuIy59+ab2YtLdiWShbCwJ9M4lOh/NCpAYx/kUQ7+X4wSAw9H4Pzk2pCrql6hvtRLS0k+ffTDzzktfHoAbebzS/TB+nr0ah3JbFpL1xXhgIVlfmCV0yfo8LKtLpHWQb9Ul69uDU4ZkfRGTZH1RLWj7fVDqgfSltsn6zNzg3m+ZrM/Or7JXOCbrW6qb/Q/jV8mra7JvQggZ+/UZnL3j6KdqfZxW6PcuaqYy5zwtSa6ZqfO1yfZMCCGkMR6aFZBR1B81uh1keTjnXJTkxw4epZlVhBCy2jyXE3h9VgwBnDMKf+FgdHT0B+O/jJtfzSCEELIqlIe+4JwjdnBcAfBUY1rUXBadPj3oF++4/4loDZpCCCGkUR5Ke5XJycmf1ONYFMextkZGRr7766c06gQTQsgqMqtxMFFMc85rvmKIVEbTtPtP3z1McZUJIaSJxI9MIdAVGuGc17y/1Ar93kUPKj97dPqL9z1GcZUJIaRZcM7xZCyfBbC49ZJL1vyxpRpJVdW773xsMtXodhBCyGpRSeiLxSqEviiYD31RajRb7Ib1ezlm3Awdsvhg1RtioRU6usvFOU9qGT6RGKdxZUIIaRZj95yB0CbfXp+jNX+/d9Etm55VDjz1fC7jn4EHEDAbVOHOMyhi4WRpPn6y4f/KXIxlicOVK27P+DhcmeJtzWWMaci0QhzHcqpkHh9PyhnjFmpCIYZyOav4iZ6UiJxFeMO2GRF5l3VsPs1hqF4TrO9bHs+y7J7IuO3KE5jx219s2YNZnA3IluUvEs7ggLjJdh/b5NN4Jrfdts5kBTEZKzkJ9YrO4yJ+wblOlrsxINnHOASAdcKoY50+bcaxTkRxPvkUK+i/RCXnoN9nxC7HOmNCm215AM55vdZjrNADsRBRnffhWubFQJ9iff/OlH28zG6LOKsAEIqaf2hdKYCL5nFQXVN5cNl4P/XgOJjLuP3Mr0chCPp9HTyeg9nuz5bFmjer01H2XRAqCXtZmqRPK6k2kwG8EjCVAVwCh8oZXAJwLgeo3uBzfHqWYiY0Ac755EB/32Q8oQY6IGGqg15WQghZ6Q5mOJ5PZ/66fkdkjjHWCZCdzn/ziV9lPrruzTsRYCnsch1HVAvq4hzHeGAhUVSApXUJpIBi0igAOIZBZKA/vx9gk/rb4iQeye3RbYupIZzNrDW07//4/sPYaAX4L+1m08ezTT5tun2X6wRerBw3LQOAJ6SNptvHeQTHlA2mZR4hh5hqndzrkcxe7HRbH/My3zOG52ZRGDDG7ftAUW6fI8DDsuhgDhPqBGBY63ZsTtTmuQCAB7U92C6fcdzPrcz52tMU9zvWGdSc8xp8Pn2bY52QFMcPHXK4tYszgEME1V3ySeyWj9nvB84LOY7zAayThx3rlX8OS1WSlC4ixDHMOy3LO1gMIqw7/H18BoM27+/vZc0/w/M2us5ZlvUKU5ZlCe5FgntNyya1iOl2xWZAs1M0jo1YJQI8mN1p2HaJ+7AhKV+58iR9CkR0ClEAwG5+Rld2SuhZuM/8d2+Se+FhOYywdriRR/rXj+LcHaOftT0oqdiiZypzzrWA33viyGlKLk8IIc3goOrGzOzsd+p1PIrjWHsaxy+eeqh49j5/sdMsaS0AJGwuSCZC+rLSC8ELddqNF3UUv/H12faU+WnHsT3mJ93emcVfiJposx5EL38shLSqSpL0LZVdkj47S07SZyL3jHlH/dSD46bbK7HYJH1mxpLm++Sc44W8oM1qqE3WM7Jkk5OTPxm6Z9z5xSWEELLiqXkNs2eyOc7LRqNrpBX6vYseVAaAobH4l3+9P1rlphBCCGmEJzV3PpFI/Lxex6Mlt7U3Ojr6o7ufVCirLiGEOFgJoS9cAYaIS45yzuu2tISj+Tu6VXJw/LEJhXMaVyaEkNXu/GPTaF8btF4iUWWt0O9d0qDy+HTyp/c8kaDpPoQQUmXloS/M2IW+sDIzN5lrau5flReOMxAGzua0NIC6/biSunjonv3jaQDomFq5MbgIIYQAT2aAPPCVuh6UA5omVuWvmXHOFV/Adz72QrTRTSGEEGJjPvSFFTfyOPGrccCnfrtOTWoJSxpU5pyfOTOSz+RySxtXzjksD1Op/0sIIXVxNMshBEL387pOwSnEcazGHzHHOU8nssKZkTHn+PaEEEIa68kMx8lk1iQ4bu3QTOXKzZyMfnHsnjNI8EJYmPlYyqVxV0tjlNrFMyWEENI4p389xQ/9cPhf63fE5u/3LmlQGQBU5r/r8MMJhOKFBzeflG8+YZ/h/zYJ6HIe57EMyTTJnvmMPsVi0DrvnPNMx2Uepg0AIJskA5xnFbOyEpLFYyJktatlkj4nS0nSZ8c1ZR5VQD1oHqvxzK+NCSAPHq9ssM8iT6AlqyR9ZjrcHAc1H78wOlrXq7XUka2PdDrzPw/tp0VFhBCykqmcY0QV1AynFUMrVXx69qdDvxxb8sX3KNcn/fJAfw5oluzrxa5nDNvWeYyJuf469W7TY75N+JXp9mN586R6APCItMWybKnCYty5EiFkUZaTpM+KVZI+O9VI0ufELEnfvPIkfVb38bDCd24mloeWRppzbmx4jbRCv3fJc4JPnxv9xr0H3K990Q2haraHEEJaVr1DX6yNMDwZE/Oqqt69qIaSVWF6evqndz+6+UOvew0PRGIiomEVGjP2iYW590PCr8GTLb4HBa34/9mIBm+qeAGGaQz5sgu40W4OTSjfP4M7o79w0zsuYqLTeGHmxMUq1pyTje3TgHTA2O6BMdny4jIAxCLmcVKnO1W4bC4Mp7zWA/HdY9anTZFpESmTds4bhNNFZwUvDFqHwd6IJ3F/aI3dDnBb+KdQHOYLfHPqVtvyvOpCxG0/y87lzuJS37O2ddYJxotphjqqddbzeXIFFyQvOWp835RTbSY3zJuO2IezPdcGbEtP29b5gftSBISUZflWwbojOM8N+3Z0qfaDNP1p+4uWDwbs30ftPA43t34vbk9FEbf47emL2f+OdU6bf4bMEoDO818wfz6Eqazpdj6ZhtxrTDSYPDyNwV36fsuB+6dxU9nTcdDkresre/+EyyaqdPgYgMJjeHCE4fRcQr4NJUlQAzLQ5QVGUkCnS0OHB1gTZhgSRXTFA8+dHo3WPWivxpc8v6jVnJg9Hs9piuaG89cNIYSQOqsk9MWR+ybQttZ/sE5NahlLPpPQNO3eu/cnzM/mKkAhMAghpLHSGseM5JrgnE/U9cAUx7FennrsyTM5Si5ECCEr12MJjnQi8bX6H5mBc7Eqf82Oc869cuCR2IFhCoFBCCGr1IlfTeDZH5/9WF0P2gL93iUPKnPOZyZn2Xhstm5JigkhhFTRU2lAFaQ76n3cVlgGtBJwzjUwef8zzy75+i8hhJAae2gWeD6pfqvR7SD2Lhwd+vK5X11odDMIIYQs0bmHpzmAR+t5zFbo9y5rzVMqi/959PF0tdpCCCGkjg5kRYyOjf2w0e0gtTMyMvLZb/3Yv/BDPR/qolRpSIxMSXiV8lAWaZ8+DIFZboHSkBl2uiZp/TAhZHWoLPSFvcDcV97IXGSU+dAXk7IA5vOf4pw7x4KpMs5Z08+eqiY1r9wzfPcYJSoghJBVKHouBa/fE+Wc02ybKltWkInx8fEf3f/Y1ve+4mbVGw2rC51VTQBc+dK4jJjbzqGUnHfkZI75PmvKBwQS+jFuxQW4U8X9SDmzeITMMlSG2facx/rxWMXb02yG3q3iIwpaIeakOfuTTzcAbohLWeBL2bcnEhOR8tmf7/RENQy1m8eaBIBX4ygOB+1jZSdkY6y6Upvkc7rlYFY8zPkzbRebcJ5VQPhSgxWcr69POyeTWD/t3HnwpZ2v19jF7QSAM+0cXTn75+ekJ4x2bt/maRZED7OORR+C8/PrFL/Rpy5vxYLosDo/nLV/rvpnrDs07VPWZR6bt42YNW+UOGseZ5IfnYHgNX7pTD46hlC7fgDt5PE01rbr3yMjMQ2bw/pjqmVNcJW9rTyy/r0olNzMqxwCA5L5QvI+TQP6fPOJ/Dg29Un48oVQArNTD5o+oBqjOI71oWnar3/5wAuzH0+t9yLc6NYQQla77anoku9rFU/ZzlLiKZtJHjbGwj5wv3GbWTzlxXhwpPhDXBpP2cqPp1Wkksn/u7yjLh2n3+KKcc4n+rd2TwcTE535uX5SQEhBQqFPFTbpiwwI4zir9gEAJnnEUD6fPAoAzvJe7BDO6spvcj1hjG8uP4whpk/s9wzWYqc6ZNj/m8V7cDu/yrB9SO1Br2jeL3pA2m7eh9OAneJp0/tcJT+DJGw62TLQZ5MX6z51r2XZJNos2zrvrDJgW97jcP9OIWpbrkLEA+lLbesAwHtdt9uWT8t+x33sV7c71jmoGhOelVMqiCX6YvdTjnVEZj1mMK9fdv7idHqOAWBY63assw72r+Wd6hWO+6hkbGH+c21lWOnFGLosy98t2i8EjYv2SXEOYR12u4+alpUn+iwl2bxeISQRYknTssPqBsvHnOHmbd0lnTJsW6+aR1Q8JKzBHtcx3bYTyhocza9fuN0rGV/bANK6drWz2YX/fy36Rtw19/8rgvsxX22beA5+lsFJrfC9EGFx+JHB4bvHMPV8+jOmDayxZu/3LvfRPXbvo6dpqjIhhKwyE3mOHBOHOOcN+A6nOI71wjnXFJX/18/vySASa8zzlfVUPrHr/FrzizZeiySWdsnXwlHrx2uX18HuouB4j/0FNF8FyTYJIQQAcpzj8QTTjqe17zS6LaQyssv1q/MPjDe6GYQQQhbpxN0TiMVidQ/72Ar93mUNKnPOs9k8f+HkCYqrTAghq8k9syJms/lvNrodpPYmJia++PXvpxcu7VMIDEIIqUwtQ188xwX0hHy/4pw3rCOlaUJV/lrFuUPDXz7xE4qrTAghq4mSVTH2dCIP4LlGt6UZLfssYHJy8h+++7P2bPkMqJxc2iktbpdsVhIkAs6zmczOW0Qa0yaErECTj44t+b7loS/KOYW+AAqhL4BC6AtgPvQFsKlPwk/VcHJmZuYrS27gMlAcx/rinJ8dGk2cPnM20+imEEIImfPjaQ2jscRHGtYA3vyzp2rggQv3RmfdqWJYOAWFxx/jgUXvLMP1VymOaOuW3LDD4uCS70sIIWYWE/rCyiFhjWHbCcW4rVwA+sW05aEv5l0R3L/w/23iOQDQhb7oYLM4/JNRaFPuL3HOHXrY1dcK/d5lDyrncrmf/OCOp+P5HOUtIIRU32qJp1ypk8eN0SZGYs7fn+XxlJfjeErDrMaOcM6XGT1y6TgXqvJHKjM5Of2Z7/0kXfcTKUIIIUbjCkeCi7mTGU6zplYRzrkmS9J/H/3huUY3hRDSIMNKr215NeIpW7GLp2wnBPNYykAhnnI1WMVTroRZPOVqOvjVYT4+Pv7PNT2IjWbv9y4rUR8AcM5zfX19t9/3UP5dN7/UjWjYOZh7KY0BFjnpAABZH9cl61sMUTFP1mddn5nGZxQ06+R4mmCdrI8L3CZZ39LZtQcAfCnBMVkfIaR1/WjWxYcnpj7Z6HaQ+slmsz/88Z0TX/rAn4QDTAYApltRNE9Siwl3lYUMmlz3m5Pyarr4zIJmnkS37Uzp+YCG6FrjD3LXpGz43U2GOETF+NvJNAaXxWTrrM/8RCKQEEz3Nc/q4lIbBKQs8tXmXUDM4VynPGyI7phZ6x/w9eMShjutl1/dFD2PZ8L2iXQBYIS1WZa9peMHSHKv4z66bRK8AsCOrHPnQdacr2OkJPuT5BxzPolOBpzPPf0J+xkeF3rNLxqWCltccJz3TDiES3HMsnyGBaDCvh3b8vYrXJyeU5FzpCTr9/yaKPCahDGh17xZr/X+10xIsOs6ZNzW556BpAjF4q4hiwTIcpJD8xqfLyGrQusydsqFiSxYp/G9rZ6Pw7tB/7mZemIcO3fqk06PX8ji5ZHi7VhCQ2ly7Wxe/9x4Xfp2n5jUsC1UqNMx14yRBJDIAxvaGLoCQMQvoKtbxpdGNfRowj8aGltvK7iTulINHRv9jPQ1/MGG39lVUSdvnTiykKxvKbJMNiTrG+SThmR9Vl7NHjVN1jeqdlomwIsIcdNkfYfVDZbJ+vzI2Cfrs3G9+JRtsj5CCFmq6LkU0qPaJOf8RKPb0qyqciYxOjr6j//5fTVevp1CYBBCWtVKDX2xtkfEAzn3rKIoDUhUUERxHOuLc57JqK7bH37A8FNNCCGkjjTO8dMLeewfz/xNI9vBwcA1oSp/rYRzfladYGdzJ4oJ+ygEBiGk2TRL6IuDXx/CxAvxP6+40TXQ7P3eqrSMc/78oeOjY+MTuYZllyeEEOLs/hiHJrm+zzl3npZHmsrwhZHPff8bifx8Ij1XvvoraQghZDGsZilXi3reeCFt6olxw7bxC1nd7cIs5aJKZinPK52lDBRmKQPFWcrP5AVsCromp3OaTSAuspJFx2f/73P/aT5jlxBCyMqgaRyHvjOeS6fT3210W5pZ1Ya74/Hk5//nZ3mK10gIISvYD+MudXhs/B8a2ghKDtQoTz19MjU5PW19PaEY8qIYCgMwhrcoD3VldvF8Zr3+9Ymcq3xJkVkoKgDIWaysXWqYLEIIqbdvncsjryq/1+h2gAPQxOr8tZj4RPJ7J358QdVUCjdICCEr1en7p+D1eh/jnFsHla61Fuj3Ljum8rxEIvHf3/zR2Kd+/60bAx1TEuKhYofTlTN29iSlEJcRADToO6TTbSoCyeKGnIsjGNX3WDXBGPJCyhljKEs5605o3rW4MXDJpj9sF7OR2ZxvKDZtsIo9VwlPRoBi0SkHCnEbp8LWD+iK7CxOtFk34EY8iwtS2L4RAqBWcN0ioqVsy32qc0B6Ec6vpV9xjrnYmXLejy9t/4H2ppwfczykOs4S9OXtT1THfBK6VftJLnkmoA3Wz29QcR7k8SnLO2HOC/aPU7RJwhq2iJ86rztq/VpEpq3LXDZvOaskfUJaBZeNr60wngbr0cdlzJ+Moe3idkPd+PEYtl2sXxoZHc2gp6t4e3bW+D7N2Vyvy5dUT2U5ZJFB40DIDQQ8hee+p7PwWdb6fbjwsDDMeeqI5Q7rheI41h3nnLe1tf3DPf85+5k3fLADmsDhypvHVq4nq3wG1aJK5jGaASATsI6r7JuFZVzlcEx0jKtsJePWbOMqD0zax1XeE5utKK4yIYtlF0/ZiVM85cWSkxa/xVnzz50wkTXdXg9ms5StzCocR2Y1/lxM/VGNm1UBRr/FS8Q5z6y5dOM9R34x87KX/SbXLbdOci865pZqx7gfANArTCEB+zdH6VLz57SN2CQML9xOMTceyO4z3OdytzHP4zGxD9mykBrrcQGjWoehblQLYkyxjs28zWWcjX2B28dyHlJ6TLcfgn0yrk5xBgPMulyE9W9uvzyJU3OvgZUAsz75z3DXwmtm5ZXehxZeTytnWJdtOQAoDn3jTeIQnszttK0jMRWKwwDTLtdxx7ZsU0cc6yR9+x3rZOByrNNv89oCwLPqZsd9bBPPYRjG/tW8EFK4RnjGdh/HucP7BMaE6qUUiOh0RS3L70m8BJ/G2y3LN3lOATbd7zPZtZZlN/kftm1bu8V7eBZ+zML8vZvgXkQE44oeq4SAElORhWzYHkISI6J+bGicG/N7ZOAyfA9IZZ9tBaLu+7KHzSA79x57JLsH672F76XS77+T6iAOqRuwXhxBrzCFUa0DUR7EfV+ZxMmDw39m+mDqqcl/a6v26DjnsURWfPDg0/YDhIQQQhrjWyczmExk/67R7SCNE41Gv/b1u6ez3OZiDiGE1EOzhL4wYxX64q5Z4IoO+RlOX8Kr3oXnz3305NcON7oZhBBCTGSjWUSfnkkBeLzRbWl2VR0yHxkZ/ftv/Xia1gERQkiVLGaWsp1wp4wfnVW1eCLxjWq1bakoOVDjcM6nohn34xfuTMIqtjKFwCCEkMosZpYyAHz3fB5fOZV5RQ2btDgU/mLJ1IzyZPJkPJOcbNwseUIIaXUnVX2C0vlVGSe/cwKiJn6h0RdxV0q/lzHWzhj7FWPs+Ny/xqnkhXq/YIxFGWM/q3TfVe2Ra5r2wL1PpKaTKRXB2eIJRs4ixIMvXTx8eWc14ddviEeMY9XloS4AY0gMAHBZLKGXTcJy2FlOOApCyMpnF/rCdPu4/RKpUvHjMcO26Kj+y8ks9MViaXMPoTz0xVM5ATl/272cc+PUrXqjOI4NdX549G+/ds8sXQAmhJA6OpbQEJaFLOd8rNFtAQBwRr/FyyQy6R9//t/phVAVUR4EAEzxQoiiMCuG8XRaVu9h+sHpk2XhHK51P2m4zxPZiytua68wZbq9xyYkBSFkdbAKfVEPIRjDFVuFvihnFvqiVA+bWfj/I9k9C/83C/2zXtSHczn9XyfU0aOjjc0jBKykfu+fA7iHc74FwD1zt818BsDvLGbHVR0m5ZxrnZ2d//7TX0x/9LbXOccUIoSsbI2Mp+ykFvGUqyF/0jh4vFTVmqUc6XLh689ncXIk+VfVahtZvTRNu/vnB5Kxvz+qtY3uLVzg9WQZ2scLF3rTc2G/Z9qMV2nLLwDPBlVDfODArP52vF8qyx/A4U2UfzcwnF9rnkCwd9QYu02VjG0BAFdm8bOV8x7r3AeuDDDTaX6xR1KBkXbrC0EBm7ZkZRWizddrOMUwErb+XG9JzUKzeaibsPzORcA5nYHtYwCASZ/z6zEu2ceo3J50fizDxlChOmsmJKR99o0ddghTvfOCALtMEpLCsGbc+gdmJqQCsL+md6hTQo5Zz/foylon2azUeNB8e1ZkAKxfr+4kx7jJdwIARBLiwsqHcqG4+ePxJphliEGmAXm/ST6WNIfqNf6+S9E8eEj/PcHG0xC79FOH8+fihnwHiZOzGNhc7A7lEgpKezAzk/oPgqYVP5den4jeufCx6VTxu+DQeQUhN9AfLjzAwX4ZoW4P/uPpNO6b4m8yechklRp7euiziqj8Of/jy2ipDCFkWZYTT9mKVSxloBBP2YxdPOWVxmqW8vRzUxBSwtEVcxF3ZbgFwPVz//86gPsAGOJNc87vYYxdX77dTtXXDk9NTf3rN/4nYVgHZDVbWdeYVTxvyi7JkF1cbslmtrRdYsCVoF+p3uAZIaR2EgrHwZiYUlX1oUa3pWAuOVA1/siicc7VnCZ8/ccPzThXJoQQsmw5jePeCVVTFOWORrdFRxOq89eiOOfTvnb/6PBB6z7RYmYrV4ubVXBVsALHchsWfZ9ByXoMZ9QmKSAADNskAVRhP0tvY0liQzMJ7rMtn59dTghZ/U5+9TgfPTL60Ua3o6Cq/d5OxtiBkr/3LaIhPZzz+encowDMs6ouQdXPAjjnQ6Mz/NiJMyldCAwrpSEwylEIDEJIvay00BdLmaVsFvoi0uXCz6Y5MqKn4TGldFbGMqCWNTo28S9f+2V0hV+6JISQlaN0lrKVQ+cLX6vls5TvupDHjnbPc5zzFfO9y8DANLEqf60senrmD375lRnLEBiLQSEwCCGL1aqhL0pnKa8XRxZmKas5FUN3DKUURfl5JY+hLqrX753knF9a8vfl0sMwxu5mjD1v8ndLab25MYGqjQvU5NLy8OjU3/7w+wlDI5t9tjIhhKxE3zqtaufGpz/f6HaQlYNzfurcJDvN78kj5S388E53F/71Jgp12mYqu4qacet/uBMh4w95+aqcdMB4PrDmnDHMBQCM9pov+W/hyXGE1FV30vr8PZKwHlC0Cn1hxyoUjZQ2b4MUNX4/MJOLvvlzxtAjiZP6jnguoR/vLQ99UcrrKz7u0tAXVr55Oof/OZW4zbEiWXXiJ6Z/OvHQiJa3mIQANGa2MiGEtKJzPz0LMSX890q6iFsvnPObOOcXmfz9BMAYY6wPAOb+Ha/WcWvSJcvn8z/+0QNTKUVZOZPiCCGkFb0QV5ETXCOc8wuNbssCSg60IgyNRT/y998Zox9qQlaAQ532F3GqEU/ZSiGecv0YY6qvfMuZpfzsjIIUpDjn/GhNG7lYnIFxsSp/rYxzrrZf1PPY8z8aca5MCCGkps78+6nc2MjYPzW6HQtWTr/3dgBvn/v/2wH8ZLk7nFeTYA6c8+zAQN8PH747+rabXtpmmLUkKYWTyflZRoGkuDBTCijMVlbmYhQn/JouREasXTMkAVIl85AXStkse0Ezj30sKQAzSTAi24Sjki3CadjJe8y3uzLMdGbXvNLnxozdbC27md/+jIC02/okeeu0ikm//Ul0e3YKMZf9G1x2OBFvzzhPT3dXcJ0p7/A5S5lPgtNJuJ3ryCH7GSk5efljNGm3hraUfafLoyzv4pvsMLFG4PZJewAgL9qEaBABu1UVTgmevDahafwZwfJ970sJyPjMj+tJMeRMQqpJOUCTLJIC+Y1vLDGtQus1JjcQpnOQd+iTAGnn44js1ceIS52IoTtYfEPGR9LwBkoSBWX0L45acoEulyv+P5HU4JYL7c7OhcsI+gpPTO+gG6ENQfzrE3n+/NTsHxka22g0zbThcrnc7fc+lxv603vya1I3yqbhqNpmJNOEfeUybk2XsC8RMv5Wl0sHjAn71pyTLRP21RIXrGdItk2Klsn6+qZFy2R9CQ+3TdanCs7fg4SQ1e/ThzJ4bILf2Oh2mKLf4qo4+d1Db8mOrzn5mdueEZ4UNgIAHk3vAwDs8BxfqDcfIiOMJMZKlohneLEDIkGFxIq/u+Vxhje5zmGAGcNVHFKN8Y+vE54xbNskjOBh7SLD9h5pEhHBPJloh83y+vIl7ADQI8/Yxke2m60d4370sWnL8vO8y7IswFKGJfSlFIhYy+wn572grbEtH1bsw5C6mSG1lEFAsM8avk62jw8NwPQ9UG5QtX4eAUCFgIfZTts6Pcw8ZEqpUdU+W+6t6qOO+7iXX2ZbPpwdwLMwvm/nbfKedjzGm9i96LFJZHxBitjePwmLwZw5Wch4VfDXluXtNsl6x3kEm6XzpmUZuEzDRwCF7475kDvGMvP7AECnEDX97ALGMBTAXFifsu61YnJB0SyZn9lx1gmjutvl3xcS1IUQQttxHre4HgAAuLgKaMAvtUsX6kaEOEa1DkTVIFJDcSSOJE5zzo+ZPrhGWRm/tX8H4HuMsXcDOAvgjQDAGLsUwO9xzt8zd/tBANsBBBhjQwDezTm/y27HNXt0Fy6M/sPX7pxtuSnnhBCyUuRVjp+dzqZzudxPG90WsvJwzvn50ejvfupbowunieUhMKrJLjGtEwqBQUhjUOgL4yxls9AXVrOUD04rSEOOKYqy3/RBkKbAOT+jzWpT46eXMOuIEEJIVUx+4ySfnY59rtHtWIk451Oc8xs551vmwmRMz20/MD+gPHf7Gs55F+fcyzkfdBpQBmo4qMw5f+bZk7mR2IW8YbbS/Czk0lm0dgn7ymfq2s3qJYSsfnazlO34UtbfIx6Lmd+SxYoEq06saJW4b9q4I+28sSObOqFP2hcf0XeAFzNLeZ7VLOW7zmWREP3f5pxXJw14lVByoJVDUZRfPHRYOaf8Kme5KqaasZXLLSa2MiGErDZ/fyiD+0fSNzS6Hebot7iapg9Nfejr/8WwTzsFALjKW0iqdySzZaFOeeK9eeUJ+pyYzQLeJRpnat6v7TFsI4S0tk4huqj6ZjOhaz1Led52FGdvu3hhe/ksZQUiomoQnHOc/8/DsVQq9W2rx9IIrdDvrekcn+hs9lP/9mPnJRNm5kNkVEo16fOaDRaJFvvlgrFjm7deMUAIISsa5xz/cpgro6Ojn210WwwojuOKwTnn50aj7/nkN0YotjIhhFTRE5MKNFGOcs6fanRbTHGAqWJV/giQyWR+cPb7Z3OZpHPiRgDoYTOWZQqvSYTKBVcLz5tuj2rmy+jnl6Evhl14hgSMIeQIIWQ5pn52Djyt/pxzXoP1lsvQAv3emv5izc7OfuUbv3R94v2v6+gMQNbNWlIkDklhELTi8lVfWrCcKZXy6mMrVxKvsZbynsXHVZYz1nGVA7OC5awuu+cFgO45LKcJ9nGVvVlmG1e5M8kc4yqT1mQXT9nJcuKI+jOrd717+SxlJ2oFyU6tZinfN5TFiYz3V5zPrKzEQGTFyefz9zx6Wjv9wHhq466NHngyxZnCOVfh/eVLC8iU/FZEA8VOc6DkM5nyavBkixdvZyMqhLKcBd6yFQUZH9B+VD9La9s5QPOUnzwpGL7I/MJw1wXjiZactPmisYj1n+gxP2ELRUWcXWM+4d+TBzpi1qdTU2HrSGCKCHhz5t9pA1GGWYecCk6x8bscZpl/YYsxBucCL3Dr9HHrcgBbTtpffd8G4NGL7WNkb0pbxzcEgLwAyA6/GU7Pw5lu+2hs/TMito5Z/7a48vYTHXIyh2Lzm+jJMrTNWncGpiIqdkw7RYyzbkPWJF9IKbvVPwkPhy/vlB/BqG/a+vG4cgIUi7eeO8OQMzkXlnIwneoiZwBNNsl7ElXAZf0dhHgeCJW9J5N5yBv0A2LZw9Pw9RcTLGQnM/C2F++XGM8gFDF/ANmyPCBen4hDJ7PwSkB/W+E56e51oX1TEO+9O4ZfD2euMd0RaTqc83RHR8fHv/Ql4W//+EOn8KSwEVd5n8Sj6X04ktmyEFv5pDawEFu5lIdldbGVnQzzTsPA7S7xtCG28v3aHtPYytWiQLSMzbpUI7zdMq7yGjZhG1dZgmobV5m0pjexe23LqxFP2Y5TPGUrVrGUAdh+X9jFU26k5c5SLjU/SxkAuMZx5v/sj42MjPxZNdtLKlPT0RnOeT4Wz/3FP35vopaHIYQ0kWYOfVHOKfSFrswi9IUZzjk+8ZSaHxkZ+WPHRjSKJlTnjywb55yfOzv9rm//zRhdQSSEkGXo7i105B/PMIRcosI5N58SugIwMAiaUJU/UjA9Pf1PJ//jRDodr+4gKyGEVEOjQ18sV2noi3lRNYiRHx9Hejp1O+fcPNthozV5v7fmLZudnf3ad3+dmFhKbOXyEBhOsZUpBAYhZKWq5yzlu8/lcDbnu5Nz/sLiW1oPzR9barVRFOX+oRe04ZOH9BnJXctIrkcIIbUgR42zuoW4yYz4pHFb9rB+9mN2Ur/sMDFuvQyxfJYyABw6WVhlMT9LGQDaNgbw1w9Ece1697std7YScNBvcZVxztPqhPKx//dFoaLYyuUhMEpjK1cSAmM5sZUpBAYhpJ5qOUt56ONPx0ZHR/+8mu2tnubv99Z8UJlzrszEMh/53HfGan0oQghpeZxzfPJpJT8yMvLBRreFrC4nj0Tf9O9/N86PrzEPV1Aa1iKSKJ7YJDz6gZZMWUglreyCbdpnHJiZ3m5cwieYzNwfeN78YstEv7Fu3m9ziiOYD5YHxmh2GSG14s4sbtXQYsPMNdr8LOWH0wJ6fKLyRz+f+q8GN4k0wMzMzBdOfe1EIhVzCmlDCCFkuYa/fxSZmfQPOOcXGt2WVlXbLABzEonEN374kPvT7/jDTE+n4NLNUFYkDtdcPMH57a48W8giXx4v2CxeY+myd8UFMM140mo2C9msHgC4TE5iXUnzjqxgc76geE1iwGWAZMR8X64cw3SbdYd2xr/0QLQe+5CGELj1bLTOJLONnxvOqJYx9+Y5xTsM2YQumFcel7Nc0iH2pC8Hx/jQcdm5HarD6yBo9uV2cRWBwvsgFLdvh9Pqh/k4qFbmP19WsrL9/RWRO8ZFtiqXVOvX0e0Qt9Lqvq4cW/j+MOwzI5iuOPCkAG7yPEppbrpdUADNbXzthLQKLaI/gDCehtBTjNeYPxmDu9enq5MZTiLQXYzPlU8pcAfMv5LzKRX+uf/PTOYQ8AuYiakQGCBLDLk8R2+fC4EBP+48kcF5xf8TzmOnTHe2EswlByIri6Ioj+zY03X+2DOptVvawwvbXTnm+J1CCGmM5cZTXgqneMq1tBpmKf/NXTN488WBd1jubMVgYCt4Oe1qxTnPtLW1/eWv/+HC53/zryR8W70R7dIM3CyLqBrEoFSYaDXG2xBgaQRYGn6UvPeY+QzkeR1Mv/ItAxkxHtBt6xSi+NHEa3TbHsD18LuMMew/EvqqyYMATgk9hs1ZyIiWHWveqGLd5oCQMt2egA+D4rhp2QTCuCP+Ust9bvPax/w3W6IPAEPowWbJeoV8hMUxqnVYlneIM9if2Gd77B8mvmRbDgD/M9BrW/69+G847uN3A9+zLX9c2Oq4j+G88XXWlcO+/BrXk9gtnrCt85S4xrEdl+M5yzI/MoB7v2X5C9pa230PCOM4gn7L8ikeBmx+Dp3COExqEdvybeI5y5jMfmTQzaKmZYe19bb7tSJBhYcZr9YGmPnn0IrZ4zKL4zwoGiePlseCjrCE7jkYUrt15eXhMw5gGwBgLzuONCv8Tu3XtsPDstgpnkZ2bv9pVcTwJ56KjY2N/WUFD6kxWqDfW5czCc65OjWZ+pMvfGWceqWEELJEM5MW07nmcM7xqefU/MjIyIfr1KQloTiOK9fxQzO3fuXvRpc9W7kZrTtvHQ/LLhmfXRI/AEi7rJ+7UNr+Pe50QZcQUh/zs5TvSzCsD8v5P/jZ5Dcb3CRnHBA0sSp/RC8ajX7pvu8nUokZmq1MCCHLtV/bDgDYWRLeJwsZh751HtnZ/Lc45ys2LEIr9Hvr1rJ0Ov3dex9IzoyM2g+KEELIaiGYJO4TxtMmNfUyw0nd7XzKutORTxmPMRMrbJOlwgBfb18h0/xPz2TBJNf9nPOzjo0gxISiKPtnRoSzh5/Uv0cXG1uZQmAQQkpVI/TFapil/LcPRnHDRs/bLHdGWgLnPJeY4B++83MX8GbxHsf6VrMYCSGkEZxmX9sxm6VcymmW8ry9zHw1wvwsZU3RcOCTZ5NjY2MfW2pbSXXUbVCZc65duJB+3xe+NMbnE/DND7bn5mbplCbm82SLTRPKzuXKO6upss5ppaEuzOoBQM7kdz3nNz8Z1mwmIElp8/37o9ad8/YZ66v9bcmVe3WCkFqzC5thxZ0x/8x4LFb/WH1m7cLcOMmfXFyCPitOs5Q1zvHp59T8wXNT76jKAWuJkgOtaIefnnzdv/8tzVYmhJBKzM9SvnuWYVuHnH/Xjye+0+AmVYTNhb+oxh8xis3EvvL4D1Kx2cnCb2l2btn4kFIMJ5Dg5snq7BLcTfGwYVu4bNAGAF7X9WPDtmTOmGzvM7PvMj3ORs184l/5ANG8Xsm6zYS0qm3iuboezypUx2JDX5ipNPRFtVnNUn7uv84hN6N9hXO+sr98WqDfW9ezgExgffKbAACeg0lEQVQm86OHH0tPDV/IOlcmhDREJfGUl2o58ZStLHYGZbWstFnK/3MqC5fbfQ/nfNixEQ1HHdmVjHP+VGpGOvXc4/qOY6M+a4QQstJpnONTD0Vx4ybvWxvdlopxQFDFqvwRI855Pj6W/+Adnxmh2cqENKnlzOjVxVIvs9R4ytWwGmYpqzkVBz59NjE+Pv5XS21r/TR/v7cuifrmcc652+1+9z//6+iPP/0365gicWhCYSZyzqXBlRMgKcWEW56sYJmwL+PmutlSKZ+mS9jHBW6Yncw0ZpidbFbPSs7PLBP2rXQZ2T5Zn8a4bbI+QkjjOM1SVjWOzz6v5J8bi72zTk0iTe65gxOv/dTfu5+56T/C7Gxn4YQvPHfuK89dHJpfRVR6QSgv8oULT2mX/cWihE+Fr2w1QfJSCZ2jxgGKn19unAV947PGk6usDwhMGOtOrrNqB4NsMVh+odf4oylwBo2ZnwdMhRUc6DRPYAQAe6fNZ3cBhVneKdmyGB6b1RJ5EZg2SQwMAGMBFWtnrO/7tpEThtdAT4RiM1400aM6JsntTNmfN2UrOBO1WFi2IGARWmHeZLv9/fvOWz9I95j992+2xzrWNgCIWfvGp9oYfAnr10C0ee3jEfvn/kS/gpRFks2OBLN83qYC1m3unxGQs7j43DG1+G6FYvL0STkgXza+5kpyKEH96yRHFXCf/phsKmMIbaNeSEJqL+5QjeXgKUmmy1wCvGuKn93Zo9GF/z/0WBwAcO01xdmhDzxYWIG0f1LAB/YU9vtgwIctXdmxt/5w3D5zFmkp8Xj8v/b/0P3pV/5JthNdhdnKbpbFkNKzkLAvwb0IMOOkhAE2aZmwb4qHDQn7VrKE5rNM1jekdlsm63tV8NeWyfqOpbfYJuuTmGqZrO+EssY2WV+vMGWbrO+ywJO2yfpeH/i9ipL1EULsWc1SfuZrp6BE+Zc45zZnuaRe6j7cncvlfrr/yezE2XPWV2ZWArMQGFYoBAYhtbXSQl9UOku5PPRFrWYp//BUBl6P5y7O+ajlDlcSSg604nHOn5OS/IXHHzNmiieEkGZlNqBcqnRAeZ5/0Ie/fziK1251/2HNG1hVzZ88qNE450psPPUnd3xmouazlSkEBiEry2oMfWE1S7mS0Bf1mqWsZFU8+dmzifHx8b8xrbjStEC/t+5nAZxzfuZM/O2f/+Loio+tbMYqtjIhhNSC0yxlReP4h0Nq/omzU+Y9ghWI4jiuDiceG37tn39plq+dKDzPsbm+bn5uJrLV0196EcgpnE7KJA7zZK/xJPOVTxgPds/uymM4d55dnauMCFlJ+mesv3OXMkvZjFniPrNVgmZJ+9iUccKKekF/MVeN6Q/AXM6/I6WzlEt94OZCPNyfTnPs6vWNvv67Yz903NkKwgD6La6DVCr17YM/Sl+YHi6Ef6xlbGVCCGkWVrOUn/r301Bi+DznfFUs12iFfm9DWpbP5+965vnc2OkzzvFHCSGEWPvuiQwCHvcdnPOJRreFNBfO+RF3jh25/75Vcc62ING1uFObvEV4gP5R83gUdqGiLp20DnHxVLt1aAxCSOMtZZayq9+Hzzwcw+u2rbZZyqReOOdqdDLxwZ99ekaj2MqEELJ0+bSCp//pfGJiYuLTjW4LKaprTOV5nHPucrne+rGvxH/x4a+7pXC2MNuoLcUAnwb/3LL10oRgVrOd8j6ui9mYC6vwpUs7lFw389mSwA1xFRUX4DKJ0qF4GcSymRSqaB8GI23Sl2QaQyxsPu1fUhimg+ZlogakbEL4lc/onpd3Az6buMoqOHxZ8+dKruA5VB368aLNpDJF5EsKcVDKnxaQdtvPXLOLSwkAGrO/v93zN8+btX8iArP25e748mbUZYMMnpT1czkb0XQrAEolfKrt6+Q069DOUpP02d3PKnGYN2X++NyLDH1h9nYQsqrhcpwwnQNc+iUp2vk4xEBxUCo/kYarvbh0SMtpkObKuao/fmYqA9knYnIoDWHuWBfGi2/ebJ6jv1uCr9eDz9+Vzh+enH2P+SNboeaSA5GV7/gjQzf/Rbzj/K8uDwqT6wqzlcOZwmxlWWULeRHKSSpb+A3Pytz2M57yaIa4vpO9qiG28iufEAyxle/ZrZnGVjbTeZbbxFZuPF8elnGVM5Lz75eVc22wjatMVi67eMpOTvRb37kjYf05sIunXGtms5QrtdxZylYDyvOzlMsHlD9wsxfBNX586kgWN24KPPfqb43+aOmtbxDO6Le4TtLp9PcP/ij5qVPvedOGzMBavK7rx/Cg8H4Ms+L7dH5AOQmPbhm6hxWT3M/fDwCy3IVuFl24HWYpxPD/2zvvMEmqsu3fpzpOTw67M2yObACWHCUnERUEJSkmRBRFUV8/xBxQXzCCr4KAAgoCgqAgOS1plxw2p5nZyTl0jlX1fH9UhwqnemZnemZ6Zs7vuuaa7lOhqzrUqXPXXfeTywsHgM/PvQcbE4datulPfY8aG0LAPxYutMzngIImZQF3v06SNlnaDnY2YxOWcefPlwNt9xoH+HbgbLxlu9yD6sm20wDgAFej7TSHTVwAACx2dGOpys96BoCTyzfhVRxoO/035YdjUKm237AUUOuw75wPL92E+ZL96wNAC9Xnnc6LLNhXIqov7/QVqfyRJw+w4/NODyjleacf7tmOIEptp29Krsq7vEwOdML+fWqKrsi7fLV70Hbax0qfR73NZ9iqNqBTnWO77OFst+20XViAKma9sNkkL7JdZr6Tn4C4iPEjbJywnrwH4EOpw2r67FVr4WXG/tPJZEPchRdJw7FJf1wDgDkUwAIp9115Tj4i+/iVpk9kH9+z6CsAgEdK1qFMiuKpoTPwKj6An1f+AW3OGrx8ywBSfvXXRGR9g4qVWTDunTIPdSqVeqHpnVBr+07hVhYIBIIMcc7AWC8oA8C8uU7st3857m1KoNLn/Q8R2Z/xFCUix3G6QERdJXH6zidvTmDxAP+EaDQfw1hiMAQCQfEwGdEXPEYbfTEVbB1MYf3eGH67Yciq2E0TRF88ORCRGvQH/sfzh4eL48srEAgERUZGUDaTEZRbw5XYfHNzaHBw8LeTvGnjZOaPe6dsy4iIuvYOXXbvdSE54NE2Y9innThG0oNLvUMxn8vJPFiNmiqRy86xuy72pWAfr6CXQCAYO0XpUja3DVmtVWq78eJpqt948UxN5lZudilnGOjIf8EtoRBuaVRTr7UNX5F3RoFgnLTsGfpt8NW+rrff1r7X5mxlO8Z798l4spXtIjDsspVFBIZAMLVMN5dyyXwfvvFGBBcdWHYlEdnbHQWCNPF4/D+9T+7cW92+Gw/3fyzr8gtQzoVZitx3uU7y55bVOU7NxbD6qMrwvBLWE97jPO9Z2r469xxL26fa2/PvhEAgGDcjuZR5TIZLmUevWmtdnhlFL71DGeC7lPXYuZQzPFKyDgDw1NAZhvadNzdSclj5XyKKWBYSTClTKnfLsvxy2+Zoc8vW0VeknEjsBpU8lDzxEzxKbMaYlYGZbYUXCASjZ19cync3JlBT6nmQiPyTtHkFQxQHml4QEbVt6j3hm9f1Kw0dfDFVuJUFAsFs4o9bojh2vnfw608O/Hmqt2WsMGKQFKkgf4KRISLy+/3fcv7uyXFcQpkaljs6uO0vqQdz2w9GM7c9X3FBu9cAgCdwpO20C6QXbacJBILpwUgu5ZZgJbbc2hweGhq6cXK3bPzMhnHvlGQq6+loHrz09m85X/350/PdVUnCsI9QHWWIeLVsZX0uoyfFbAel5szGaIlqyFaWnaPMVuaQ9PKzlXlIcv5s5X2hJuSwzVX2Je1zle0yLgEtrzFfLnDUY5+rPBIOdeRcZcHEkijP/9kFq8Yu2kxFnvJUMRUuZb2gnHEp2wnKg3EVtzVRfNeg/8o8u1G8iBzHaQcRNc9dPO+6D91R8ZPvXM8QLPXhiGgXAEJ15ivuACqixpoIDpUZ+gVFAsLe3PfenOEe9ioo0d2FEFqmWuY5oA+o8Rs72qSXUGLKiY1VS1z3Y+UAkLCJCAxWWX/nlWEJeziuaQCYa5NNe1R/JHv3lZmwB3DZ+BodBAQ8/HWG3cCKfv60qggQ89gfo1NO+/OCkE+13dYMI+U5j9T3h0e4EO8ZYf1270mG6oj99JhbxX55kveW7XVDzrN93uGE7bTk8jJIKfv3Ti5hUJ322/bKIaMo1GDDkiH7aQ09Lqzbzd+pXcuSht+gHl+SafVNTHhSzPbCkVNmGK62fqHr+kd/jHfZnGOTBCimz94VIShlud8/UwnwGfM2HXuCcNTkbjWUeyKQSnLbkxpKAOnjlhKT4anS3itHiRNnnqcdHPZsHET77gg6BmS4HMCOIYZqF+H8I9zodjvxYFNU3jSQnPe7Ue9lcVLMg9SZSCKReLz9+R07l29+fd3D6z6WzVYOUGnW3VeKeDZbuU7yZ7OV4+TJZivH4Ta4A/uoypitDGu28nGe9yzZyl+de44lW/lT7e3cbOXpyrbUCttcZQWOvLnKgpnNePOU7WhVG8a8TftKIVzKdkyWS1kvKOtdyhlBuYvq8N5P36eUX/0+EU2/7NxZMO6d8jMJWZbf6tml/OOJu8IYbwyGQCCYOUxl9EWxc+17SepMSJ8houBUb4tg9tDf1v3z8H92dLe9N31qYwgEAoGe1FDuIoESyw2OHSU5oXrPRk1I6BjQpu8Y0s45zj/CjZrFPnzjjTBOrndeSUTTznEqmFqIiHp7ey/s/dqD/pKkJr7wYjBGgzkGwwwvBkMgEEwthY6+KAR20RfFQu+b/Wj6Z/eOoaGhP031tgj4TLmoDAC9vb1fe/RXvcMDneM7NytEtrJdBAYvW9kuAsMuW1lEYAgExU+xu5Sf6UxiT8y5IxQKPZhnN4qemV6wYCZCRMrg7q4zbr+iVy5NhfG2bx4AYLgkN0/QZ70YbHYal8Vz03gO15ipH+bNM1Rl7WhjZdb+O58DVSCYrozkUrZj1zL782yfzcXafGYOuzsAC+VStsxrKtrHVOtv3rHHeK1V7ils9OJdexKoKi3ZdOPWyF8KuuKpgABJYQX5E4weItoVGAj+X90tD6sP93+MO89ospXNmLOVeYwnW1lEYAgExcVscCm3J6rxypfeTfR29p1HRNM2J2+mj3uLYsuIKDLYHb34lq8Nyn63dmIi3MoCgUBgJJhU8cNNcuq9zsCpU70t42GycxwZY2cxxnYxxhoZY9dypn+LMbadMbaZMfY8Y2xxwXd6hkBE2xz9iT8+/hv+Cet0we7uhQo/Xwxb2cNv7+MI2Rl4MQICgWDqGK9LOT7Hi7/uiqMcyVMmY3snGjYLKtIXKwMDA9ft/surTUsatwAQbmWBQCDgsfn6HRTtTF1PRPYW7yJnNtQvYETFc/t3Q0PDQwt/fdL5p1zqxmGqdnVzRbpac0U6H1llue2N6vIDVd3YzWNyTpSYMoLdHFHa7Lawc1+4bJwcPOxcz1Ef/yJL3M1vz5dlmxqjydkuzzFDvugBs+vMTCpPpnTKMbXfN3WEj2+k36qdkydDdTD/B1I5lP8FSobt31yWyv/GKyX5X3ukvOVIhf1nEy61/8KMlLWcb6xhl/HpyvP902el67GLvvDanE/z7ijguZQdCev+OYc5bq8+oytZGTLar1TdAFb/ONKRu6rb15Z2KfcbN25BvRPzD6zEN1+L4l9dri8ODw9Pa4eUb+VhtPLGlwqyrs0fqXiHiI6wm84YcwDYDeAMAB0A3gJwCRFt181zCoA3iCjKGLsSwMlEdFFBNnAGwhhz1y7dr+0rTyytL11dl85WRi5bGdZsZcB6fM2XrQzAkK1sN485WxmAJVsZADdbeV9ylQHsc64ygLxZxfn64XwZwna5ykD+XGW7422GfNs61ZnKYXf+/mvZYP5M5bzL7s2/cWWb7eNeksvL8i4rl0xNnrIdhXQqF8KlDPCdyhPhUh6voFy72IeL1odQ4XV96YHGyG12+zOdKF1xOK351YaCrOudj5fk7YsFVlwu16HLDlzxYvn6qyo+W/VfAEDQdBt6kzI/+zigVtiuS58ZXAGrO1+B8XfJyxFuo3pLm18tt7QFFP52lEr8E+4qiX8MPQq7uO0AsBFrbafNl/psp0WoxHbaCnTZTntVPch2WoNkn6sLAH6yvkf7snwmM9uOTI62HfPYQN7pfVSdd/pcNpx3+rvy6rzTT3Bssp22B/NtpwHAWzG+yz3DuT773OLRcE5nv+20nsr85waPldrv9+OBM2ynfbzqcdtpfsp/zsCjDPwI4R6Okxiw/77ZXYAyu43t5l3EjL87850R5mXMxw4nyx1zjsdWAMBOtsAy/dnIB/DJ0ifQTnOwczPhjQ8/u7evs29/IhrhTLF4mcxx71RRVHJ3b2/v5Xt/8nIoOjDKqngCgUBQDEyCoPxqdxJvDjta/X7/Xwu23VPIJFbBPQpAIxE1p/Mv7wdwrn4GIlpPRJnR0OuATaiZAABAREl/W99Hb//CQKpMiXBjMDLki8HQU8QX3wWCoqIYBOVCYRd9UYz8qyWJhKNky0wRlAFo8RcqK8ifYN9JpVLv+buG7nLd/lLxOLwEAoHAhFlQHolCCMpdqWq8f8XLyaHeofOms6CcYRLHvVNCUW0ZEQ0n+sKXPXNVi/KutAwA0FipXfUIpvORJcqduPh0DmRJ1x0nTNnJZudOkuOsNOct2+Uv27mPBQKBlVnjUp5gYjLhmreT8ubu4ElUTLeXjJXC5jjWMcbe1v1dYXq1+QD04YAd6TY7vgDgycLu8MxDluW31JbgXU/fwle4gjZ35OjRZyvzmOhsZRGBIRCMjUK5lHkUo0sZDSX4/dY4dQyHTx7lbkwLGDDjb8ktdvr6+r7T/NuX2v6+VTOeVZjiKpY7OrOPKyX72szbUiuyj4OwRmiYnclm5zLAz2HluYwrHfztiKj82394bmcAeBOruO0CwXRlprqUzYzkUi4Ezf+3GYm2xC2pVMreCj9dmAX1C4ruLCAUCv0r+G73W42P2Qf1TxfsojJ8dgJYkt+ezykyUoyFHWONzRAIBCYmwaX8y3cjKPW6bySi1oJt98xhgIiO0P2N2UXGGLsUwBEAfl24zZu59HX1fOO1X3f3x1v8wq0sEAhmLN95M4K6Ms9X9wSVPD5xgWDfIaL44MDgp0JXPhq9K2gtmDdbOQ7bR55JIBBMOFPhUt7T6EDjH7f39fX0fWes2y2YXPKk304dvY2dH3vlf9SmhSeeUHpsWQcaK91YEUgiWKKiIiZBIpbNVvYlWDZbWaJcZm7CSYZs5ZiHDNnKSRdZspVlJxncF+bnGVJu2qds5emI7CDbXGVFGjlX2Q6XwqY8V3k2MlV5ylPJpLiUJ0FQfrc/hWf7nH3begMzpmPNFAeaJDoBLNQ9X5BuM24TY6cD+D6Ak4gof4CdAABARFG3233RPz4jP+Z85Hzfgb6b4VIJAz6gLkoI+lRDjr3+jqKozV36KQmIunQLlQCH7zHOnPAaf7C8O4tCVYT+auuPfeUeo5vCHQfCVdblvXEJca/1wLCyx8G92wkw5kfrmRtktheN7dZVGwbCnNcHgKCP8tYHMGdR69kyxz4eAQAO67G/w7C9On/HP+i2X3dtMn9+8EiZyfv32h8vnltUirZ59suev43v9AGAYLmK/nr7Pm6/dgfiq/kuO3WEM2jf7qitd0etceOM5/j7TA7792LH4apt3YqUg9C8mH8nTUVUQm2I/x72V6gIc7K4a8P8+SUVUCXObyYhIVhl/Y64bb6Pkgokvca2siFm6Y+dMWODFLZ+R9lgHHAbt9e5SPvc5LYQXDUeAAAlVTjLtO9pqDkIhLTvZdSfQk2dC8m4gtVlbjzxfhIeiXBwA8OmhnK0tsvb32wfuoW7I9MZAlgRO59mC7Isb2hoaPhX1b0bP33Xp85jnyv/tyFbebmjM5utXCkFbbOVt6VWZLOVgyi1ZCs7oBgcygocFgfzItZryVaukkIWoajSEeRmK0dUHzdb2a+Wc13Pb2JV3mxlHp3qXNtc5VIWs81VbsQ821zl46UttrnKPWpt3lzkKhYaMVdZMPlMRZ5yMTIelzJPUM7nUi6EoNyt1GDTFY/JQ+1D582U8dgkj3unhKLcOyLqTfZGrn7m2x3qaGIw7BhLDIYZuxgMgUCQn6mOvpgJpFTCN99MKNt6QycS0Rgv5RQhk5vj+BaAlYyxpYwxN4CLATyqn4ExdiiAWwGcQ0T7dkl+lpNMJtcHdzc9mrjvvaneFIFAUGTkE5TNlA1xCmyOVlC2QW7LiViUzK0r1Jy7fT/q14TlZFwb3D7xvjbQPriBYe3H5uMHLwRoa4f/FNsXmdYUph8Wmcrjp7e396t7f/pcj9SjRVCMNQZDDy8GQyAQTAzFGn0x3Wi5Yztie6L3ybK8caq3pWDMgvoFRavGBIPBO4bWt+xoe9Ga72TGLlt5LIxWRB5ttrKIwBAIJp+Z4lL+3aYovF7v34ho32wcgizp4g5XAXgawA4ADxDRNsbYzxhjmXtNfw2gDMCDjLH3GWOP2qxOwKG3t/fL4V882PfNvZ9BStL6qgGf9l/fJ+vPhXx5jKu+lPH3985K48ye+OhOXeYMWy2de1ZanRllfn7/6h3l6wgExUxFnguv/RX8a5X5XMo8vInC/1bMgjKPiRSUj714Ib7z7DA8pb7/iaZUcbFRMKEQUTgw7P9C7Or/xu8MnjvyAjbos5V5TKdsZRGBIRCMj+nmUm5ud2PX9ZuGezp7vsLdcEHRUrQjJiKivqauD7/w1e3xNxKLAAi3skAgmD3sHJbxUAfzb2wZ/vJUb0uhmeziQET0BBHtT0TLiegX6bYfEdGj6cenE1E9ER2S/hPBhvsAEQUigcAXy//nscg1sa8WlbA8EZijszLYRUYBQNzNF8js1iWY3vh221zZhBZ9YcdI0Rd2FGOs2HhdypblOC7liSAjKL/YEscbQ64977X5b5yUF54K0vEXhfgbDYyxsxhjuxhjjYyxaznTv8UY284Y28wYe54xtrjg+1zExOPxJwfebX/a9d83cVfoPOFWFggEswYiwuavvqoEu4KXEFF4qrenkMyGorhFmamcgYhaa2trf3Dn/4v/pu3Gk3G2cyM2VbtxYCCM4VIV1REtXznlIHhSDGFv7qQ6oduzqJsMJ7EBL1kGs2YnMO82fEu+cingHKNLGMjk0lnb7dzKXn5UXpZ8Anm+7Fu7wYgi5c9tzMdI3/lEnm9eaoRlFZZ/oxyUf3DlGsH8YufEAawXKcyEffZfiKqgM292cWmQIVZt41QPEeC0t5ZLMkGS+esmicEbyPP5lzJU2AzoohWEqgD/dYPlqiGnXE+kxP5NVBlB5azSmSdvuyQhcb/f3gSz5Ku6kwwxzl1GDk4+Os+l7IkCcolxXveQDNWb22ipLwbontNwApKuirwak7PP1XAKklubN9YVgTO93HBHFCU+CcNDMmrKc597dY0TlQt8+NwLMXXPUOpUIsofRjodETmOM45wOPxoQ0PDCzV3r/kIrgBLSQwuNfeb1dc8mEzmDDst2cp7ViYt2cplfrZP2cqTQVlcss1Vzvd+xtxkm6t8UH9qxFxlwcxBuJT3zaWcEZT7Iwq+/kIsvrM7eDrRCCeV0xiWviV3Ul6LMQeAPwE4A0AHgLcYY48Skd6O+h6AI4goyhi7EsCvAFw0KRtYJPT29l7muOapHVefuXeus8yFx6In4yOlL2anL3d0IgHtGL7A0YdGOVcywsu0+NEOZS68LDdoHEAV9pfas8+dUHFX8HzD6y72tlm2hZeNfKxzq7HBAdwd/ih3X5Z4rOscUKpQ5/Bb2t/EKlQxqxu6Dn54GH8A3KQs4LYDgEz8gWYH6lHG2S8A8LIknOCP48Lkw4BSZft6AHCuZHO3vgL8MX5B3mUPKtlpOy1MPiyWemyn71YX5V13HfPnnf5A+EN5p//c8TfbadfRJbgX822nn+V7xXZakzIfKz3NttPXOvbaTns2caztNACY7+zB9oal3Gm9cl3eZT/pfA4Hqy3caf2Ocnyx6n5L+8bUQdiZWsJdZrWrBVWMr5G2KPtx2+skP9dl7ISCOsnPXUbm3HXA+z43ydbviwPG8+Q6hx+7aaGhLXN8yaB3MrfRXMPdDGUsdzdvmErwPpZhHhtADbQ+eD8lAAD4wdA3sKC0DfVyEI89oCD0dvDReDz+NHcHpzOzYNxbvHJ3mqGhod/T85t7ht/pnupNEQgEsxD3kLGjlUyxFzRs7GQNsRfhnB4c68rFXgx3aCe0w6Z1V9c4UbOoFLftioO5vI+mUikRVCuYNvT29l4y8It7m69+SRtgpiSWdSsDOceycCuPbl0CwXRlPC5lnqBsdilPpKCcUgiXPBaR2wLyeURkVcVmGEwpzN8oOApAIxE1E1ESwP0ADDkPRLSeiDKK3+vQCuvOKohoKBAIff2Zrw2NYCUSCASCfWM0gjKPkQRlPWZBGQDmsYFsm1lQ/pr7QfxncC02/+j9UE9PzxdGsRuCIqToRWUiUoO7mk9+48sblMeiRwMAtlZqNsThUu1kMeMqLovnTkw9pt+H2RFsrjxvdvLyHJO8GAx5nLnE+VyxAsF0ZCSXMo98QkyJjQvKy3FJ2w1k98WlPFVkBOWWkII79iLyWtvwJVO3NRONKA40EyGiSH9v7+nhy28b+kbTpwAUh7AsspUFAsFo+Z8X47Td77guEok8NdXbMsOYD6Bd97wj3WbHFwA8OaFbVKSEw+F/bn2xb8Pux0L4jO+/eCxysmG6B7l+cIUz95bGyaN7bHQ57laNrsPPVTxseN4at4pNvGzk1+QDLW2fLvsvZy+AlkR+B61AUGx80vmc7bR+Bz8TPB+rXS220/K5lHnYuegLDe9OgrGQEZT16AXlDE+xw7H9mxvUcG/8ciIaLsiLFx0zf9xb1PEXGYhoV93SJb9/8bq2b0vXHYeznfbFIMviuRgMj5w/ZmGm4U6xUWVECwSC0TGZLmVAy5P6xtsJavInP0hE9las6c4suA1otkJELSUlJRd4P337o5f/84bSm5b8HHAA0QoV9VHrCXHAk/se+F25q73lsvH34VVyV4HeX5G0XDieGzIKv33l1qtGXtMy21cnucV9HTbXxXjFbZd28PNxHXmMH1tX8A1odrG4+QoQD5TYCN6lxvdMz5xEEnEHf7k9dUB9hL9cZTx/gV9fKoWuUv5Jl9/txKCDX7wpgwP2FyTbFtkL+948CUGnN6aQtI8wxvpF1kFPhkOHwvCv4Q/i8sVKLNkuQan3cqc52iOQevgV3ZX59u9PaD8HFnTx3/y2+UnudzbuAgY5vwMA8CUZyjgXZqNuyho29NSG7Pc37jHOXxHib2eYs975zRKA3BfckbR+2R2mIrnxBV6gPveh9v8od0PPfsflHFPM7QBLR08xB0PVodotz0o4hXIAmx7tAgAsW1OKDx/GUDO/BLc8P4yHm71PDAwMXMfdiZlGYeMv6hhjb+ue30ZEt41lRYyxSwEcAeCkgmzZNKS3t/eTD10lbfvGiatq4AQeixhjMDxIZWMwpht2ERh+KudGYCTIzY3AWO7osI3AcDLZNgIjrPpsIzAEgpnKZLuUM+hdynoyLuW7nqhC7yv+V0Kh0AMjbsx0ZRaMe6eN/WawpfV7+OeG7tffmIMn5ONs3cqAvWN5NruVzZnRenj50RnyDWbzYTcoHw0jZR4LjNhlKY+GVKn9Zx/Nk/8ctBmoFpp9cSnbMVaX8lTEXtzTlMD2VMXdsixv4OyKQDAtiMViL4Raun4i//D/1BkcRyoQCEaJvaCcH66grCOfoJx9rCt+qKT7Zr2gHOhLoGZ+Cd4YkHFTE+vu6+u7YCbnKOthKGj8xQARHaH7MwvKnQD0dtkF6TbjNjF2OoDvAziHiBLm6bMFIuoJBqLf3fCtZOIzPs0JbOdYFm7lwsHLpc0wkoPzEfU422lXeR8c6yYJ9pH5Tvv86ZHylMfCxtRB+7yMnUvZjvG6lEcrKJu/4xMde/Fo6CC89433gz0dPRePclcERcq0EZWJKBXu6PqQ/6s3K6mQ9gXPJyzbwSuMJxAICkOhoy/2Bbvoi2InIyhvG5Zx024K9/b2XjXV2zTRZIoDzeTbgGY7Q0NDv5Ve2fTolTccDgBIMgm9PutgrTKROy5UpXIXY0JOo8PI7Kw134VkdiabncsAEOeYlnhfoX0prrx3Ad91rMyiu6QEU0fb/H2PXfXZ9JVRN7+PzudSNmPnUh4NPJdyIcknKHdGVVz1PiLN/YGjiYhvJReMl7cArGSMLWWMuQFcDOBR/QyMsUMB3ApNUO7jrGNWEQgEbn/1scY3tz7gR0ZYtmMihWWBYDYwmdEXdthFX0wnRht78SQdhvcve0GND8WuIiL7KwEzgNkw7p1WEmsqldrk7PZ/af2lG+nxZP6qn/nylfXMNLeyKPgjmCnMBpdyRlAeSqi4/PWkvGcwehQRWe/9m4FMYnEgwRRARNTX2X2xdOvDjVc+dF62fSRhuZhxFej7dmAjP4/B7vpavnPIOk5RM4GgmCgWl7IdcYXwuXeQagsmPkRE7SMuMJMg7ZyoEH8jvhSRDOAqAE8D2AHgASLaxhj7GWPsnPRsvwZQBuBBxtj7jLFHbVY3KyAi6uvr++hD32jt6NgUBmDvVp5IJsKtPKBUcef1E1+8SxC/31zu6OC2A1oEhh1hzj4JBJPBTHYp6wXljEvZLCgvKG3DSk8zdv7ydQy8Gfrr8PDw3aPclWnNTB/3TitRGQACfX1/9e7s+vv6H+wtWAyGQCAQTBWySrhsY0JtTzgvJKIdU709AkGhIKLEYEf3iXTtTYGr3vwKkkzrfPMJy8KtXDjscpMB+7xlAOgttV+uUML6bMTRHrGdNlKe8r4SL1DU6nhdyqMVlM0u5cmKvaie58U3NjN1b9z5/xKJxCvWvZr5MIUK8jcaiOgJItqfiJYT0S/SbT8iokfTj08nonoiOiT9d07+Nc58iCjQ29N/+j8+0RI8L/YQgKmJwRAIBIJC0f3oHjTf3vFub1fvlVO9LYLCMC1v0BzY2/qFmgdw2EtrVhyETx8HVG7EykgYPZUqytIXVfTFZPRu5JSUPsl0AI50ZFrCaRSdoy4y5foSvOYLwW7+bfu8CA4nxy3p5AzMJJU/rzaN385zTTtlZimcAgAlCYagz34gaXZt68knxOcbZNplMnvk/O4rl2K/PQ6ivIPlFJit42s02BVLArTvhh1ehWxvHy1LANE59m6CqrADUZt6QRUhCQmb8aY7zqCl4vHJVywqn+CR9NrvZ7hM5X6ucbcKl83rpZyARJzfi8387tS+uZQllUE27Y9TBhTT78MhM5Bp1d6w8bmn3/g5sUFjvTwKJgG9+0khSCW5F888VsMplC6vBAAk+2OYu9aN+EAcFXOBZFiGImu/xWs3RrA1UXFDMNj3b+7OzUQKWxxIUMQQUbfT6TzT89WfvxZ/sVJCqQNuym9rq0qlskX7Qk6noWhf3CEZBFFz/91XrhrE5LkhiVu0TyCY7kxG9MVMIF/sxc0743g/6HtyYGDgpqncRoEgH0S0q6ys7NN3nhe673dP3O270f0xvJw4HGd4XsMQVWTnC6MEdY5heJE7NlSy3MWsAJVmH3dRreE1zix/yfK6eodjgjw41rXJMD0BJxRTBvHHy56xdU/zirFWqpyCeQQ8R4dx1zEoV3Pbz3W/zG0HgEbMs53WodRz21c5W7jt9dKgZZ/17MI81IB/w+FFpU/hXWV/7rQ4uRFRS7nTAHALGOqnzWODttPlETyEny/9j+20BHNhO+xziLsG+IUSAeCW0l8DNmFC20vqsM7RZLtsvsK9j8RPtp22N7wcjeC/xwtLW2yX29+zFy+Bn428VrJfLgEXDnfttLS3qg0YUKss7YulHhzg2MtdVy9Zv9u1LMidt1OdY2nbX7LeaPNs4mhLW6XD+l0qk6KGPPFPJN42TP9s+/9lH5+x/D7DtCopBD+VoZ4Nw8O0334FtN/1jQNfAAB8u/Y2XFP3Z+zBfFRu34E/f725t69z4HQimh1WhVkw7p2Wnl0iUobaWk9K/OLucHBb/1RvjkAgmEJGe5DmRWGMSVDWY+PO0UdgJPu1M6r4gLYuvaD8ry4Zr0U8W/v7+78/8h7MHApcHEhQ5Miy/KZnMHj1lZd6kal/NZUxGONxK9tdRN1Xt7KIwBAUOzPBpZxPUF7fncRfuzx7d3UPns/fq1nAJMZfCMZHOBx+dHBXx+9vvDYq3m2BQDAm7ARlPfsqKANAPRvOtvEEZQDYg/lYMtyIv17UEh/o8Z9GRMOYJcyGce+0FJUBgIiGw82tR2+8ZL38n75DsadUi8EIp+/20Q/8fDqdyKXmTl4VlhulmW+jNRslebcSyhxL63gzmHnzCgSTyUguZR5xt/05bspGVCmUS5mHM49De6IZraD8fkDBn7qc/q19wWNnS6V5wexlqK3rj6XNXQ9/8QdriiIGQyAQzF5awgr+3zZHsLnPfywR7bvlewYxmfEXgvHR39//w/f+Pbh+xd81YefZxLGo0TkZy9K20DhyFy317mS9a3k0LHe2GZ6/ljrYMo+Dk/eaAP9WU4UjOwQk/q2Yp7N3ue21Tr4O9UjyRG67QDAeRnIp82hVG7jtiyX7WnST5VIuJBlBWU8+QXmN0oLbL2mTh1ujl6ZSqW0TunECLoyxGsbYs4yxPen/li8eY+wQxthrjLFtjLHNjLGLRrPuaRl/kYGItpdVVV+8/sJXH3Q+dRr7SOnrWBkJI+zR4gZcijEGYyTMt9EWE6pEXEemU2ZcIdqbkLgRGBVRyTYCw5fKH4EhEBQbxehSHg19CcK3drPkHn/0MCIKj7zEDIOEs2k20r+98aJKpbz7nydU1p39YWBOKor+Egne9G8prouVuV86ASDgc6ncLa0O07WXbJwVgJQb8Oh+k51VqsVVrL/mm3IAPo6UVM1xXMY9xtctAeCLWQfHMZ8Kb9x6rJHdgJMTO3Bgoxu7lvH1rO5S/slLZZJvU/DJquECuh67ft0nq/DaRRY57F3TgH1M1LyIbOvmXoxg3qzqgMf+BaPOseVDJ932y22eR5iT4tx6DWBtL2Dnu9jawIAK7iSc9p4DMc7d2btWJIEjPdYJAIZKGGBzq+8J77gsfRUAtC5LwWNTmNkX5293X5WCBOd8cVGP9QvCcxkDwKKd1tfsWEWIms4rk5yosIqQA8Om+kS17QDpfseKh0EuyTmTpRTBobuDQXq5B/NO0AbsjgadGFWa2wdljgcEwBFK3/TtT+CIqytA4RR6nukAfA585k1KtgxHTyWiXu6OCgRFCBERY+zcB36G7d/d/75FTx9zCQCghgUNMRiAJixnYjACVJoVlCtZxCA0zwZWoCtvBAaPXfIS2wgMB5S8ERgCQTFSaJdyBr1LOR8Pfa+b+jbFbwqFQg+NaoGZRPGMe68F8DwRXc8Yuzb9/DumeaIAPkNEexhj8wC8wxh7moj8+VY87e07Yf/wQyUtfTe98I1GPCEfZ+tYHo1bGTA6noRbOYeU54eQT7jPp/nZ5S0LCsNY85Snkn1xKdsJymaXcrHFXiRUwpd3kNoWx4eJiB+sNQsQ7qjZBxHJgV3vrV7/nd3UvTOCfpeovi4QFJJ8gjIPnqBsh52gbMZOUDZTazJWKaaLClLKuB7p5ZzLK5+gDGiCMgDArxVayQjKzAF8bXMKw4r0dVmW37Fs1GyDAKhUmD/BpEBEkYGO3pOuv8wf/Fzng3g2cSwAZB3LZboQ20I4lme6W3mBY3pcV9LnW890xpOnbMdIecpTyWS4lKc69iJw73vY9I/hV/t6+6+xbMgsoUjGvecC+Fv68d8AfMw8AxHtJqI96cddAPoAWL94Jqa9qAwAA22t/+N4adOmln9szzvfaIVlPWMVlgWC6chUR19MZ0YjKBMRfrgzCdnpuTEWiz03JRsqEEwhRDQoD1cd84dPtSIakNHv8mUdyl7dydLF6isAgLtcuUGiua92mYSMhMM43XzB0+y8jXJijYfLrYNj3kWtaInN8TDPMVQg2BdOeMfm1tpl9kV/C4GdS3msFIug7HAy/L4xhT1U/o/2Af+t+7wjMxCGwgxyxQXeyYWIWkJdg+f9+NJuVU3IWWE5Q5lddbQxUmhhWSCYDkxW9MV0Y19jL3zvbsMTP+jq6enq/zDRCJW6BaOhjjH2tu7vin1Ytp6IutOPewDwK5WmYYwdBcANwL6qZpoZISoTkTq8a8/xe37+/tA9ry/Nm688Gsz5jGNhItzKqo2118lxYgJaBAaPiqj9x253+6xAMNFMZ5fyaHOU7+6QsVUpe+3d7sC3uTswWxDFgWY1wa5tbzqTh37795e2QlVoxgnLPGQ3v/9e1cwv2LdfhH/iEnCLW26nkq0N9iaE097jfza7VthH9mrRF4WhWF3K46VQgvKTPTIeGvZt39Mz+NmCb6RAMMnEYrEX/J2OHylfvy1bALeG424sVL5yIZkKt/IKdI1y63LskpfYTuOJ6ALBvjLdXMp6QTnjUs4nKC/o24O7PtUa6WkZOJ6IrBsyWyjsuHeAiI7Q/d2mfynG2HOMsa2cv3MNm6R1HLYnbYyx/QDcDeDzo7kYMCNEZQAgonCoqeXItz77UvLhznVFEYMhEAgEGV4fVnBXv7tvc0/gVFGYr2huAxJMEV1bn/ptsv2gZ26/tg9E4xOWi42pcivbZifnuVgcL9IopNmOcCmnHxdIUN4eVPDTFvdwc7//eCISalAGEX8xrelv6/7lttedzy67+a/TLgZDIBDMbJSkgtsvaE0Nt0c+TkQjOl1nOpM17iWi04noQM7fIwB602JxRjTu424rYxUAHgfwfSJ6fVT7N9O0DY/Xe6Zr3donT3j+w9Jp5e9hqTwIwFrIRe9W0uvB5vn0hftcpnNtL+fc3mmyQfEKqbg5bXZuY54j086xnLRxQoVsCvMF8gx87dza5vdAT1kizzQbBw2QP685kcf1Es4X1cA3fwEA4o7811LGUpwIyF8sKF8BSLtCSdpy9huTL0LC/D3UM9riduPFLjOb9113c4pYAXynsd33xexa5WVKuyPGjXL5jTMxv8lRljKdIOsKCqFMO1EmV+77xFLpjRjWfgypvUGEW0LY3hLD53ZL8aZAbHk6n2hWU7HwCDrmG28WZF3PftvxDhEdUZCVCSYVxpjUsOa0rUs/3rfmsp/WgDGGOamofeE+2Bfu0xftA4xF+wDrHUvmY/lYi/YB/KJ9vIJ9AL9gH4DCFezbx2J9gH0fNNa+MN/dYZNdqG91T/5CfXastYnZnCyn8r6KyoVyKfNE5bG6lItJUL58uzPcPBg6LJMTKNConH84HfPljQVZ1zM/8oq+eApgjHmWHFzdTT//UvWqM8pQKWmislfSfgtlLCcuX+bPuX5/V3FS9rHetThfMmoM5oJ0ZuHYC+sxSeYUseM5Mhcx64HWXHAwQ4c6l9u+N7GY236Kj6+D1IBvltys2OfxxolfZBUADnbyDyk+2A+KPWR/cXCYldlOA4Bdin22cq9cZzuN51bNwIszyBAn+wH1S8P2GdZX1N1jO+2FxFG20z7vfMJ22k+CX7Gd9uXqf9hOWyjbF5L7fugqbvv5VY/bLmP3XTxW2sZtf009gNu+ztFoaXsg/CHuvJ8u+6+lrVK1Fho2O/53qNbfxyHM+LpVijEu5x/q6dnHi12d3O2Zzwa010tfpPIw7Txnsaq1b8RaNH/lv9j0UOwH/f0Dv+CuZBZRLONextivAQzqCvXVENE1pnncAJ4E8F8iunG0654xTuUMiXj8Gc+A/5ebv/H8VG+KQDBr2RdB2Y6ZIih3d8bw9d0ykopythCU0wh3lABadFXPjucP3PvQ3B13/HhoXI7lYovBENnKAsHUoxOUDxeCsmAmQkSJlk3DB/i/eyfFWoYRUPmirEAgmHxmq6Cs3vosdjyRfHpgYPCX3JXMNopn3Hs9gDMYY3sAnJ5+DsbYEYyxv6TnuRDAiQA+xxh7P/13yEgrnpE3Pg7t3fujWpfrxL/+Yc6JX/h6LZbKg4g7JIObxUG5QaXCcq4b83wJZ85lmpKMTt24y+pWlh1kcIkmXGRxKyddZHEry07iCm6qRBZnqaQyrlvZnWRct3J5VOK6lSvjLK9bWTDzmCyX8r5g51IeLaPJ1Z0qQXm4O4ZrG2UontLvt/UG1o+8pbODTHEggYCIVMbYgezBU7d+L1G6pvKaS8AYw3dqbs06kasULZ/8QnoVXkWFynIXrhTGDI7mOTHjAcHcVc4JGNVls8vYF7YejxTTmVI5gASn76wY4gjOFcb5ZDdhk43blHcXjUsl1MX4Bzme+zjqAhYP8B2z/jJ7C/GaHXw30vBc+wOsmseWYHdHFQAEbIq+Jji1JDLURe233e7OqoCHYWcD/7WSkn2/c1gbf8fCPgWr+/nb2FlFePNA6zY+XbLa9nXCxM8Q/cXmrYhzzGqKk1A3ZN1Z3gVYAEi5CYs4Tu26XTIA65XX2H4ulAZNrsQkIJcY50v6gJoBY5vLWIoA3mbrgFfez7iiVKkpH13XT5MEqCdqBY+kpJrzRuo/t/TgSi51QC51IOUFAA9c97YgOZTA41ui+NmQM9kRjx1ORLstGyQAiABVFCeY7hBRd/3y0lPev/RfLx759GcRKK0AEIRXSiBMJVm38h1Vh2Xdyt8KvpR1K4dVX9at3KnONbiVHVAMbmUFDoNbOQ6Xxa3shGJxK9ezYYtbuY3qLW7lGhbkupUXSH22DlGBYCxMhkt5vExHQXn+Ky/j1uuHW7vbB88TcY8axTLuJaJBAKdx2t8GcHn68T0A7G81sGHGOZUBLXh6cPfuD3bdtLXnX8/VY6+zFoB1wKa/fVPvWjLPN958ZV6EA6+YCa8431RhF9dgU0tNMAFMRPTFZDDZLmXrsqN+mdHBEZT12AnK/p44butQ0MbKn9rUGxBXagUCG4hI7d71woGp15WBwK/uyxYdyjiR/Q7vVG6eQDBj0ARlK7H9rH2bg5PakeTo4BMhKGeQkrqO30ZQBpAWlJEVlP/5/BB+MSgpHfHUQUJQHgFFLcyfYErpbYq8tKQs8ZN3Ln8SRISAWoG4qsU2hCn3+7uj6rDs428FX8o+Dqu5H3enSTgzR16YIzHinNxk5yQVslvqaeW2r48ew20fQjm3fZ1j1ke+TlvGGn0x0RTCpTxRTJSgfEjbG/jLF3pC3W2DxxNRjLsiwYxkxkqERBQPNjcfse3L6+OP71wxbmFZz2iE5ULCc/zYOU7tXJ/lUf7+VNrkPo6FsH3kFMLesbmdBIVDuJQ19smlbCMoZ1zK+QTlFwYVPBIqadvc6z9n5K2cZRTPbUCCIoGIVP8rT9RnhOXrB68AYBWWM32z/nCmj8noLzF2KObDXn+lcaBrjq6Illm/U7wLVR5O3xms4eQtB63zHdzMP2nIlw0smN0oNqaDfC7l0cITlHlMN0G5NaGsFYKyYDaxeX33Txf72195/+fvAcCohGU7zMJyIahnVoGvjeotbZlig2YWSNyaUhOOl9nnI2+SV3Lbo7AfFCeY/TG3msKj3zDBmJnNLuWJEpSPD76DP1zQmexrD51NRB3cFc1WZsG4d0bLeUTUGWtpO/6tcx9PjVdYNt9eOZKwLNzKgtnIZLqUeYKyWfyZKkH5pSEFN3S7h3ZphYHsK3LMZoQ7SmCimIXlqWSghN/p2hXla63jO8SqwvxYDEEOu+iLfHRW8b8vY42+mCjsXMo8eC7lsSAE5SKHAKaqBfkTFAeb1/ecWvPcK42bfq0dS0YSlu3cyoBRWBZuZYFg9IzXpTwdBeVfn9Mq9zUlv5hIJF7lrmi2M8PHvTNeHpRl+Z14095jp7uwPF3cygLBbOelIQW/7HIPNQ5HVqWziwQCwSiZKGF5vMx0t/KONXwVsbrP/n0cbSSRYHxMV5eyEJSnAzTjB7qzDSKSd73Rv7b8P8/v3PTrLQCKS1ierm5lgUBgZSPW4ojwJvz6nFa5c2vy8qGhob9P9TYJpoYZWajPjCzL7zidzmPf/8h/X/Y/cqnvjLXNWIoewAGUkuYydJPW6XlV7b/KAJ+snSQpjMGXyp38ek2DS3P2rTnv1m1Sn3nV43lCMOOIxubBhaTyi/M5ZcatSO9JMQQ57V4ZiHLq9LhUo8ie3Q7Gd0mlHEBllD/QURmhIo9Tyk4Mt4vHmAMgnidWI2o7jRD12A+6xpIS4RrjxXjFZt9UZl+0SJEA8GsqpbfDupxWLJK/vpIEfyN431PA/nOyG+DaZRzznMY8kYL3+ZPN+6Zvd8iAXJLbJmeMkKrKHfIccRVoyGW1Mt1vXH+5TfXkvrPmQbEzRsAcD1w9cUglTrw4qOD6Ps9Q43B4FRGZShkJsojiQII8pIv31Vfh7N7Ar+6ru/6aK3Bt7W1QGIODCH6HF1VKPFtYV1+4z6tQtnBff4mULdynnwfQ3Mr6on3REtVQtC9aRtyifVPFQInELdjnS/EL9rXWKdyCfVVhR96CfYKZCc+lbCcom13KQlAWCKYXRJRijK1bLL/4bsTbfOBPv0KAAtzqOhV1Dj8AYECpAgD8qvzU9EJAlSOUXcf+UpthnX26InteljtIKHCgUV5omDdB1uiHuGocuNQ7jafI27EUCxxGwdjJFLyRWMfdx1qHUZxe6O7EWdKb1hlVIML4URTrZX4MSOY90uNlSWyJ8+8+aU/Ox+m+DZb2OFx4PHwKdxkAOKvsZdtpdixw9GFAreJOW+Xea7tcrY1In6FJmc9tr5P8tst8u/Y2bnspJQCbU/xbYp+wXd9c1wDuUyw1xAAAR7m34tPVD1naL+jsBKwGXgBAzbADgPU87hPLz0ODt8vSvsjdaRtx4WVJw/c+Q4M0iG7UGNoeDZ7BXcdxZW+hWTW+z2EqweqSPZZ1ttMcQ1uPWmtZ34bhDxieH1L5vmWeda5d6Ib221XgQIdO+atBCKfgbQBAH1Vl2/2Uc/L3KnXoREP297ZWagEA/Hn4U1jsa8H724/DQ198V6bm5OVDQ0N/4+y2AJgV494Z71TOIMvyO6GW1hNbzr0n6t8bxl40cOeLS+L2UIGgUEymoJzvdZ0xo6DuiBtfbMyCMgBXTxzKbj8efXUA391CQ7v7haA8KoQ7SpCHiXAsjzcGY6a7lQWC6YTr3hYAwNZhWQjKY4WgDXQL8ScoKogo1bqp97COhzubf3xzrv/JiMk84dSv8GMhBILZDE9MBjTx10w+QdmM/q6BfOscj6CcwXxXQQ1yF5DyCcoA8grK8Su+o1LzbiEoj4YZPu6dFU7lDGnH8okPnomXL3hmnW/v0gYsZT0opQSSzJF1K8clB7yqgqhTyrqVo66cWznuNLqVE04yuJVTTqNbOelSDW7luIcsLtCkmywOUJLI4lZ2yMziVnYn+W5lX0ziupUFggwT7VLmIQRlgUAwGjKO5Qrl6K2J39655rmfHYY5Tj/AgCoWBiTg4/3NAIDWSu3H+4GdudOawdrMwUBCZ1Xudz83lPs9xzyqIRoq6VYR193JEiy3ZsLXDBpPzr1RBpdpzEES4O0zHow8A0D3WuNBbFWXE80NVrXaparoKjE6u0LlQFWKH6TMKy68eR5Qk+C7knnH3HfWJbGiyyp0SyrLG3XBi+ySVIb63fyF+o7j3zXjSwIVMfuDfEWIf9Hf9jynir/vZQn+nTsJJ6Gnhr+uipgEiaz9XNiroppT3/zgDRJOBl/fVEv4+xGrtq6/rJ3/eXcd5ABvH7xx62flkBkCS42fq90dYO44oOZu4OH2uXEfIa5zL0sqEDksNziOe8mwbdrvJ/e8bm9uA8P1ufdCdhMynXDmIowjoS1HmYtH6Z93wkdwnb8EW5oiuPzRcLI1oRwkBOWxQIAi7lyYqaQdy6spRVt+jAWrfvqVF3Cr61QMKFWoc/hR5/BnReYMfqUcVY4QdquLDG7luWw461aOk9sgtK1wthvcyh6WsLiVvVLS4FbulessbuUOZa7FrXy0ZzPXrTyoVFvcyk+pR3HdyqWUsHUrC2YmmkvZyieWn8dtX+Tm5wkXI8UkKDuaGi8TgrIAmEVO5QwZx/KDZ27OOpYzHU2S5X50Gcdy1Km7HdaVO+GPm+R4c1RByjQ96TKe5cc58Qs8YXgisBu0+WwKszhsNot3yy0ABHzFVeSoWLGLvhjrMnYRHFr0xeRj51KeSoSgXCSI4kCCUUJEanDjGwcGXg7u2PCjLeiXqwAAfioDADw0ZxkAYHFA+y5sWJ078NQO5jri+f7cD7yv3NhHhXz79j0aqhUijKD48HJc87wLvvkEZT12grIes4CtCco5zBdk8gvKGlZBWXueEZSjFYSyIYYtTRF89rq9yR17g0JQFghsIKJU29vdB7Xd07HtxzczfCn1AoDROZZ3q4sM7XN1echxMl70XOFsNzz3sIRlvV7JONDsless83Qo1viBoz2bLW2F4BTnu9x2s9Ce4SDvzn1+jQ+Xrd/nZWYjc132w6ej3PwCthd0TrwQXIwu5ZHQC8pmhKA8RcyCce+sE5WBiROWJwLiFOjjDRLsHKS+PK6fqSA4hixHUQxoYphtLmUhKBcTojiQYPRMtrBsPgbynLhmYTnFybmPz7WeJOy33fqdXdbDP5mYF7MOZvyufYvMGPKISK9ionAu5cJiFpR5CEF5BiLiL2YFRJRq39R9aOtd7e+PV1jWM5KwPNEMKtWWtqfUo7jzZmooTRTPRT8w8kwmngqfOAFbIpjNLmWzoKx3KQtBeSqZ+ePe4lIcJ5GJEJaFWzmHcCvPbnguZSEoCwSCsTJbhWUedsLyvmDnVm2cxxcy7eafDdidL4VtigEfvGHy36zxuJR5grK5zxWC8kwlHX9RiD9BUUNEqY5tPUftvb3t7fEIy3q3MpBfWBZuZQ3hVp6eFJtLWQjKgmJmFg8Tpo+wPNPcygJBsSME5QlGuKMEY0AvLL/6vU3oT1UBKH5heTzw3Mp2CLdycTNRLuXZJCi/tzssBGWBYIwQUaprd+9xzbe0vf6zm50zQlguJreyQDDT+PPwpwAAcjghBOXxMAvGvYxIOEqdTufh5UsWv3zBM+t8VUvLsAJdqFK0yisVcm5Q6pO190rv5tXn2DqV3Im0w/SZ66cBgNcUPVAStZ7tmwv/8JyeMmcAG7PJhwyXWtuDNgVu7KI97NxKdnm+ZTZRCuWc/QUAn007ALhsRPN8DiqeIA8Ach5TGE84GAnV7nVsxvL5XiNlZwvPg11uclmEvwG+MH9+l80tsFJq9NuUGQwa2kZ5XUPlfC4Kp80s3JiLV+oxf2/0g2gHR6/JbENmm5kKuCIE53ASCCbx1NYQvvXQ8NDOjoAQlMdIZcMhdOylzxVkXU//ds47RHREQVYmmBYwxqSqDxzzvFQXO/nUu07EfpURAOnifRht8T7YFu8DjH2U+eKvWTQDrMX7zP23uWgfYC3aB4BbtM9csC8Dr2gfr2AfwC/YZxctxSvWl29+u/7MrlDfe8fZnxQXslBfb95CfVbMpoCRtmlfncqzUVQupKD8z+f6ccM9feEdewOHEFGTdcsF+0rl3HV0zIVPFGRdz/xpoeiLpwmMMdfcefXPzr/64BPPvaacLSDNJelVtf7nptjFAIBzy57PLnPHwCUAgMMr3862mV2+O2CMyvCrORfkKkcbzFQganjeTnMs84TJZ2nbGD7S0nZm+UuWtlXosLQBQLliFZe3Ohdy5gRKwR8YDVIFt72WBbntALBJXsltb3DwhxL51vVg8Gxu+w99f7Vdpt1pFeAzbFeXcNvrmJ/bvpr47227ZL1AkMEJfp+8TVlqu8wCqY/bfufeK7ntNTV7ue2nVVq/HwCwPcH/TK50PsJtD0nWgo8hycuZk08/Kkc1n/l7Z/6+mV3U5gs7L0aOyT7WO+X3o9wFoRbUA8g5ouW0s7lO8gMAjlF2Iy454RuO4rrz2uX2ranLhaA8NmbDuHcSUoGLH1mW33E6nSc+eCZevuCZdb7GpfOwwqEJy0GnMyssR50MPpkQdeeE5ZQjJ6jKDsqKx4pkFJb10wAg7lENwnLMp3KFZYFgqhGCshCUBYJigohUAKdUV1df9uxp/73t3AeOcCxeLiFObpwe34XeMgaXSihPqaiLMHQ1aAJdZ/qcPHOB2EE5gWzYR1jSZzzghH25AZAvbjyQdZocyr1VCg7dZDw4ufxGgfjl08wipIpVncbXXNHlROWQ8bUOB7BrJd+xrFoOuQoGfNbjcNTJYLn26QDinGP2m8sUHNjNF15DPv6gsH7QKkT3r3BwLwYv7bAv5GoWMPVUDtjcjeW1Cq2qZBX6ASDp5a///aUyAOv6j9rBF9h7GlLwccTphh4XQgus8/trFABWEXrxmzLKjaY/yNVuKGX80/N603hZesfaDcVPtgozPFOCO2D9LFPlxvcs5QW80dx+vnCwcZmTtjlQanOROlShoGuV9lgzDGjvfeaifm3WzKi1Kx5tPfpzhqQX8A4C37+1Bf99LfnenpbASUSUu49XMH5UEV0x2yCiFGPsDNy46Zn/4tCTPnpNLVtAg4hLTnhVGVeX3I+bYhfjkfBpWWH5srr7cMfAJXgncERWWF4vH2YQltegzSIsZ9ilLOIKywLBdEEIykJQFtgjVMw05iiMRsyD36Fl3gSduZP7qFM76Y3qfr8p3Tm4rHOZKqZ3VzY5UOMe41m+2WFsFs944pyTM860E6fLItZ2OweO12bAZ+dUSom7a6eMiXYpTxVCUJ7BzILbgAQTz/Dw8B3hTe3HPHL2htiW54LwsiSe82oqVkrSfv8DpbljxPy06SfTjwNG92bLXGPHVxbNHUOjJlfqfI5gKRBMJpMhKOvhCcp2hCp0F2R056RWQVnDLCiTpAnK0V4ZH//OTjz2hvznPS0DRwhBWSAoDESU6uvuPbPtd++uf+KGOHUwTVyKS9qP9OqS+wEAj4RPyy5zWd19AIB3AjmT3Hr5MMN61yAnHFdJxp/rLsUoOAdhdCEvZP2W7SxjUUsbL6f2mdBJlrZd4FzhAxByWMXBA2V+kcEI+KKhnYvYzsEsKD721aU8HoSgPMuZBeNeISrrEMJy4QlzMqMBY26lnqhNez7shO7pyFiiLyaSqXIpC0F5piOKAwkKgyzLbwd2dy97+atbOtb/vhUeJKZMWH7vYOPBJVVlPJCd+Lz1gLhrvvUKbqDG2qmt2sOPwOAlL9VF+cdGq6sZ8CrF1efMRDSXspXFb1o/e7m6wKHcHKaLoLx3exRnX72dNu9VP7mrqffK9B0KgkJCoi+ezRBRqr+376yW3721/ukbkupsEpZ52AnLheJg5x5ue4/Cj4yY7QL1REdf7AvjcSkLQVkwG8a9QlQ2MRuE5dEi3MrFz0S6lIWgLARlgWA6QEQ9Q7s7l+++tfvJBz63Gc5EbFYJyxPB1v34x9jyKL9v6a3lZwDPRHoa+Pva0MOPypgIxupSLmZBOfPnDql47plBXPLDvdFte+Prunv999m+oGD8qEph/gTTEiJK9fX1ndX4u9fXr79BnVbC8njguZXtEG7lmce+uJRnm6BcMiQEZcG+I0RlDllh+dR3g20v9884YXmy3coCwXiYKkGZAgncvH4Q33zI3y0E5QJDBFKUgvwJBABARMnena1nD74Y+M6dp7yhJrv8015YHi3CrVy8TIRLeaYKygDgCiq47sFO/OSvAy27WgILU6nUVtsXFAgEBYGIUv19/R/a8bsNTz7x5eFUS0or6FbswvJ0dCsLBGbsikHaMZGCcnJXAN8/ozXZtiX5OSEoF5BZMO5lRGIwYQdjbP7cuXOf9Xz7gtU/+PYOBgDzk2HUxLUz9UyxPr1bVKJ01WrGF5TN1bddpnGFN2mcoSxsfO42VfnmZeXxnJ684jfBcusXM8ipoh61GecofNMreAkOHpvxchmnajkAlMb5Ircvj/uaVxAI4L9HgL2T1k60lDnvKwAk3fwXSLps1rOPERfm70QGu/eiNGjjRo7wX1dKcrZf4q9DdVrbVdfoXMp2n4MexfRdS5oGuOaLLbLus5JMaolX993ypAsN6R3ZPCd2ZhvDLsK3frcXT7xB/+7r6/skERVZ4vT0RlScF0wkHo/nxIql1U995I4DSuYcOw+nx3cBAFyq9puvi+SODebifYDxbpzxFO/b98J9sBTuMxftA/hF+3hiMa9gH8AXoXkF+wpRrM+uXy5koT6zEApYz7Uy5C/UZ4VXqG9fnMozSVSeaEE52ZfCZTc2obnX9fCmnb0XEdHYr7QIRkVl3YF0zDkPFmRdz9y5VvTF0xzGGKurq/tR5f5zrp1//3nesxduxaGxbgDAqyVLUYFIdt4u0iIbjlJzkQ7DUk4YjrCcu/Op+PHZx/u7+REFGT6cet/w/B+OEyzztCfnG57/JnmvZZ5/Vh5gaXvCf4al7cTKDdzt8CvllrYlzi7uvHYsRQ+33Sy+ZzjOtYXb3kZz9+l1M4KhmXo2zG0HgJcTh3PbvSzBbY+oPm67g/H7vE+5nua2/y78GW77ORXPctsb5YX8+dlr3Pb7lNMsbQe7d3Hnlcn6vt3Te4ml7QsNVq01Qdb+m7et5u+Q2YEMAJd2thie/2DuydnHAdXoYD7Anfv96T/3lawz+3iLuiz9WtpnWcXCAAAHFHiRQh0F8Q7tj+7n2/Da5e8ODnQOniXL8tuWDROMmdkw7rWRyQQAQESdjLHD6n/7r/t/uuXwj3z/9qij010GQBOWo25NWE64yBJDIBHLCssONScsS6r9YEcgKGZmi6DcHk/hM9fswc5257WDg4O/InHlbWIQt8sKJohEIvEyY2z1Yxexlxq+X73kiMudOGcjg3+u9lMu92vHhP4GBaujQG+V9buYSJ8dNTfIKDONqTL9fcinGi6A7jfsMKxr07okqk13Brl15wpL+x1YsMP8yoTGg3PHumCZgs4q6yFo8aD1QNtaazxGulSCy+bYu263dQC04QCjhrejgVAf4a+Ad3dTsFzB3F7raWVJgH8IDdda+w9XkiFSxj82vHK4dVuW2QjN3oR1+7bP56835HIANoPw59cZX3NxkK9zLu1wWy7oe6PAnB7repkKxBYY24M11vfILq4KpxsF5NIuGd4+43a1rzMuW+l3IOEzvmbVawHDXsudYcOgwHHoHJzTqj3uOtiJSFnuvVB1VybcSQnupIR42sEfLlNRM6CtufZ1PwCA9tMEiOSc3PfOszvtXHQ7sLc/gY/f0p9oGVS/Mjzccwd/xwWFhkBF7XwSTC7p892f+ny+t8Kn/u3++D3nleNo4NBYN46P7bUIywDwprTSICwLBNOR2Swov62uxLY/bMKu3+7d2dfZdwoR8a+GCMbHDB/3CnlzBIgo3tvbe17yyTd/+JOTBpPB3iQ63WUY8mpvXcbFm0i7UvUO5YxrGdCE5Wy77nHKNAiJm1yv4TLjc7PLhifg8RxA3qh1cFIRsh5AeQNFHyc2QDC9KIRLeTRMd0H59bYwzvnmTvWdnYkzBgYGbhCC8gQhigMJJhgiahvo6Dmg77oNT//gKrf68JEKqvrSYnBapM0IfvV+a1+ov7smbIrTS+juQomYojB46xII9hVbQdlEaZf1hI8nKJupei1geC53hg3PHYfmhOuug40nqmZBGUBWUAaQFZTLRykoP7ctiDN+1xPY0jJ8/PDwsBCUBYIpJhqNPtHb2Hn43gse7L7n7lK8V7IfAOD42F4EUQoAmMdyd0y8KWn5tNVqLp6ilHJXY8/yvpp9vDu5NO9rP+46xPD8U8orlnkWujsNz7/t/qRlnosC2yxtZ1dZ3a8vBz6Qd3v0tMjzRj2vYPIohEu5kEwnQfmN2DK8ctmLtOe3Lf/q6+w7WAjKE8QsGPcKUXkUEBH19/f/b2jTno/88vi2SMtbwWkpLBcauxQHXixGwsYTH7a5FVWQn32Nvhgvo3UpTwSTJSjf9VI/vnJ9a3RbU3hFLBZ7brzbLRAIphYiivZ19Xxo+KFtP732jFDirhXypAvLw6Wm/tsUi9SxxrrdKzYZj+/z/dZjrdmVDPDdyymbs7zN+1sHNB/YZu2oe0vFaWIh4V1k5bmUx8p0EpTJJeHGp/rwpXsCTc1dw6vF7bZTABGgyoX5E8woiGhPf3vv6r4frH/z1v8XwjvuBgDTX1geLVWO0MgzCUbFREdfjJdCu5THwlQIyi91zMNTpz2hdD82+K3ujp4LiEjYCAVjRowW9oFYLPbscFPbulsu6OrZeHfvhArLE8F0ciubB+kZor5R2F4FBqazS3kyBGVZIXzrry2447/+pq2NwblElD/wTVAYRMV5wSSQvij8s4F39573kxO6Ar8oUVHVx1DVx2a9sDweePUX7IhVTs4FyIkmX/SFGW+UM+MoGatLeboIyhRMIg6Gz9/eSX98VX50b9fgWuGOmkIUuTB/ghkHEQX72nqOjf5zxx9v/MgebExoOcrFIiyPhcl0K+9FA7f9FOe73PaNqYNGvW6BxkxwKU+FoPzkxjI8c8bT8d53h04bHBy8cYTdEhSCGT7uFaLyPkJEzf62rpWP/yT4+n3f3os2yTchwrJwKwuKhdG4lKeroDwYTOGjP9qJHS24//XNAyuJKGKZUVB4iMRAVjCpRKPRJ3ubO4649ZzmtsvbtQNWsQvLZnjC8ngQbuXJZTQu5dkgKHdJDpz6q1bl+UZc09TWe65wRwkExQsRqT1t3V+LbOi46KaTNqtPt5YBKA5hWbiVBeOlkC7l6SIo3/+XJDZ8/o2e3l2DqxKJxEuWjRYUnlkw7hUjhTFAROGBve0f2Ppw6sbff2QHdoc900ZYnk5uZYFgNIxVUN6yN4IPXrsD8aTj8ude77pE5CcLBDMbImrs7+k78Ln/2fPiaXcpqd6EXNTCstmtDFiF5al0KwumD8UgKKuBBP7VFMepv+6MvNsaO7Wjp/83Y90fQYEgAilyQf4EM5twMPRAeHvvIX89f0fiH89px4HpKiyLbGXBTGFfBOWqpB83f60H23/d/ErPnv7lRNQ2+VssmKkwoaOMj4rqio9XLHTd/8O75jkPX+JFWVrgcqatuhlHpf6kXD8AjblzjxXdoE8vOpckjYNIfbV5wJqv65CtwrHiNH7OcU68RJTTxnMRpzh1iHjOZADcyvPeFH9eT8q6Em+SPxL2xvntzn08r5Vt3NNJt3XDzQJAhpiH9x7t2+/KZfMGlnLE/bIIf99LOA4n5z5cCFA574W5mj0PniPeGTPuv2Sax3wBRC7JbXvCZ5ymdyyruuWcuu955mKJWycmZ7ZBkglQddsjMTzw3jBu+Gun0tIdWxcIy9uteyCYSCrqDqBjPvzPgqzr2b8f9A4RHVGQlQlmBYwxVllZ+bmySt+vv/i7+trzT3ABABa3ufD7I7SCROf3aefamYu+su6YXh7NdYI7GnTtqdyxKuQyHuRq4rlp63YY3S0vHirbzgsALs7dbuZ+eP6gtWMOlFn7scqwtf94a5G171g9YH3ReT0uS1vpoLWva1nNvz1Pf5E9Q5TTf2rzWtvinP5o3vDoCiN21PK3aW2LdZ+aFlhPUuYP8DtD/UXNDEm3dZ88nHOWwVrj587r2+Oc96cyYNxn8109ZUHjesp6c/ueKjcuG9UZoczr0Z+38s5lM9vmTWjT5PSqM8/r2hmcQRkslEKHg+GqP3Wr77fT020dvZcS0ZBlxwSTTkXNajr6tL8UZF3P/esE0RfPAhhjtUsOm7tjxfl1c7ZceBsYY1g1fwMGk1o0xrHlb2XnXSu1AAACyJ3YKzqHpd7ZmSDj1Vqzg/Qcl1FMjjLj/IrJJ/fn4U9Ztv3T1Q8ZnjfQsGWeB5KnW9qO9my2tAGAn8osbf/uOd/S9pMG/vWzHlbNbU/A2i9tS63gztuXquO2H+TdyW2vk/zc9qMTLdx2s6gP2F8I+Ij3ZUtbjRrmzAmUqnwxoMtZyW3PCKZ6nOD362XMmj+1ltotbc1SvaUtTCWWtlcjR1rari653/A8KHkt89wauij7uC+wxDBtee0Ww/Nzfc9nHw+R0aHco9bmlnNoInKnmrsQ/MTAhwAAB1dpsSrHuTcB0MTkp+LHozs+D+WBVnR/9nY1uiv+84Ge/p8II9XkMhvGvcK7Mk6Cw8GHOrcMHfzjS7rCjzznz4qwmQFo5gRcf7u+XjzVC8Z6IVkvMMdMAxSzE8qcM2wWkAGr0GwnygqKB56gbIcQlK2CsiSTUVCWGGQnww/+2Y5b/tnn39wYrhOC8hQhigMJphAiIr/ff2dnW/faW77a/ezXr4wm+gdTaF2Uwjff7gYAPDx3EYDcccepu/AX8uUGMmt6dO06IVkvMAPI3s0EAJvXGA/OJ7/ntJ0X4F/IFUw9QlDmC8p17QwN2xS4OmNQPAx/eSeAU76zN/js+4GPtLb3nC0EZYFg+kJEgy3v9s3reiny2pzvXQg1GsOuzg+g1q05lV8L5QS47eoSAEAlciKfQycErnDmhD4PyzmZAcDJjILho6kTDM99ZJzfAeMx7MvV/xhxX+xEXUFxIQTl9HJjFJTP3Hs7ms/+U7L/zYGP9nf3/VgIylPALBj3CmWxABDR9t7dQ4vu/Fmo8fe/70bQrSLspWknLPs4A58yzqCJ55qyM+bybrmNWy/AzmrsXMo87FzK42E6CcpOmWUFZW+UwRtlcMdzgrIzRllBGapRUO53qrjgut14e7vyzKvvD9cRkX/kvRQIBDMVIurr6ek5882n9n7qU6d39939uIy9CxP45tvd+Obb3UUtLJv74U6OE5fnSua5l49ss3bgO+tmvpI9XpfyWDELyjymSlBWJTKcs5oF5biHEPcQvAkGb4JBdmiCcua53p3cKBM+9IMW5bqHovc1dfoXRKPRJ0fcccHkMgtyHgWFh4jkbc+0HBceLPlJ5Rc+hosc12WF5Vr3AF4LHZkVl4tJWL57+OOWfTELyxe6n7PM80ZinaUNyMUL6Dmv4WFL2096vs1dXmDEzqVcaKaDoNyj1mYF5eWOToug/MTAh/DEwIdwcNW7OLjqXRzn3oTj3JvggIJn48fiTv+FSKgeHPTkH3HPhXuG+7f3HhiNRp+wbKxAUCCEqFwgiGi4c1vv6vX30d+++MUualNywrLsoOyJuv4k3ZNiWXF5JgvLoyXBiZcw50pn2zlRHTOJyXIpTzdBOcO+uJNVt4RtwQQ+ctV27O1hVz33evcHiah4y6fOFsRAVlAkRCKRh3q6elfd/b3uf33p05H4Rlck61p+eO4iPDx3EVRJOxY5FZYVl0M+JSsuTydheax0NVgF10ittf9ZsnPmC9JjdSnzBGXzxeKpFJQz6E0QekEZGNmdnHIx/P7VIZz1o7ahV7b5T2nr6PkkEYmKV8UIEUhJFeRPMPvY+0LjT9sHS0/6z7mv4IPt12JX5we4ruXt6hJsV5egEtGsuOyAkhWXVzjbs+KyhyUM4nKxC8vjgRe/AQAeWH9PB7gaufPOdQ1w22cKhXYpTxdBObuMI5eZrBeUgfzu5C+U3wf1p3/Bi99re3ugsXcJEeWq/Ammhhk+7hWicgEhIqWrsfNzreujn//GB1uVd1rjCHtp1K7lmSosC7fyzKdYBGVtIZ2g7GT4z7vD+NR398ibG+OHbd098KdR7pJgIhHFgQRFBhH5u7u7L9j0Sss5nzuru+v2+xVqXrBvruXpIiwLt/L0YjoIyhl38paoglOubZZ/+1ji5ubO4fmJRMIYhCoQCGYUseael1u3ROY9d+3u+LkPXoQrlv224K7lYhaWhVt5djCdBOWLk3/Dnz66g5ruGbipt6X3aCIKjryHggllFox7RaG+CcLlch1cU1Pz4EeuKF/x+a9Vssp0YQKXbByMAsYCQBm3blRXx8cuT9Fj+l6ZC+CVmIrcOU1isn4QoT03Ls8rNmeeB8gVMtLDi3RwcwrxuZMcly2n0OC+IHOEdLt2u+J7PNc0r41XTMgOifNSvsT4ihO6OO8fD+K8OK9Iofk7IXF20GO6wOAxXRg2C8zM9P3Qu6OTpXpxObec3vFlFpb1r+9MAq60uCylCFIy/WISQ78/hW/e2kkvbqfnent7P0VE/ZadEUwJFTVr6Ogz7izIup574NiiLFggmL4wxkrr6+tvWrik6sIv3lFSfnKlG7H0XTOL292Ip49VwXJtoKvvA5vrtGlvlSzIth2Q6so+Pn6X8Ti+fUmu496/w3i1NVqSW/FQuXFQXWG6m2XQJBQv7bZeuc1ckMsQrLIK0Lw+0dx3Vw9YT0oiFdblfJy7aHjnEANzrCfJvAK4nRWWJsyNWOcbNpmO6iLW5cwFjwGgKmDdL1/Qug/hKs65BMelbD43Mou/ABAtMy4XNH3O5vfeXJi5fCg33RUxvuCOQ3PrWtyW+z4Eq3LzxT25x/Nbc51zqEbbrqEq7bOpCGvvTeacQFKB6k6AqYRUqQT0J/Gr/wzQX58Nt3X3+89LpVLvWXZWUHRUVK2kI4+/qSDreuHxD4u+eBbDGPPU19f/zrM/u/L0Px/J6teUYYCqsCF4DADg6YFbAAC3rdAu0GbcoXFdgb73YgdkH59Vmiv61qnOzT7eX2rLPo7AKOzdN3ye4fmvSv9geN7jMhbW62cjxy28nDjc0rbK3Wxp65GtBfOuSrxgadtUVmtpe0tZzX3tnbGVlrZPl/2XO6+5UCEAeIh/B0HEVOTQjmcTx3LbE6rb0nZiyduWtof8H+Yu/5mqhyxtu5RFljbzxQQAmC/1cdc5SNbPcg3aDM/3YL5lnkrORYEmZYHh+WGO3YbnvEKKTWpu3culTsO0auIXKwSAYaZ9J3spd1FD78ReyLSha+bzbVAChuebpCUYUKswqFTjY46X8Mo/hvDUj7r9wYH4Z8Ph8KO2LyyYVGbDuFc4lSeIVCq1qa+v74BH/xz4+RfOaEu8vVU7oKScRhEZMIrMGdeyT2de4jmCASBhEgWF+1cwWmayoEwMuG/9AE6+pjH23zeCF/T09JwpBOViY+YXLBBMX4go0tPTc/l7bzee+cNTOltu+ltcdaQF2daFyaw4WxHShDa9ULpsQJt2ZKwj27bNNS/7+NVVxoOiPtd3tynP16cTjmtCRsEzWGJcT63Jjbx3P3E7+mQxGwTlTHSbpAK17ZqgLJcwsJSKTW/5cdy1e5M3Pxn+RXv3wEohKE8jZkHxIMHkQESJnp6er3Zu7D/yiQtfC73yi+2olofwgYrXAQAfrLsSAHBFoyb0lbEYAMCrcyQfWrIt+/ipyInZx3ohcbeaEx9LobtlEcAl1f82PL8m8vVx7ZNgeiAE5Wqc2PUMfvPhZvWZH/X/u7t1cIkQlIuNmd/XClF5AiGiVH9//492bx44+Cdf7Nt7w8/bEYsqkyYsx0x5xGanrlk0NA+CeG5jniuZ5zziuZx5DijeYMzOaTybKbRL2YxZUOYxHQTljsEkzv/Jbtz4SOjl3W2BeZFIxHo5XDD1iOJAgmmALMuv9/X1r37wxu7fX/zRweCrLUmUJKWssOyNMlSEHKgIObKZy0DxCstxn/EYXeG3OnN5dxSZGa6bHZH0o3Upm5lOgvL8VmdWUA7VEEI1hKEqGUNVMirCjqygnNmvjDtZLmFQepO45u89dOFv+ne9v3twXW9f/w+JbKxxAoFgViDL8js92wZqe18M3Hv3ic9Dfq+5aITlhpRR4JtDgRH350TPO5a2XUlrzm+D05pt/EfPqZa2g8ODlrYjHTtH3A7BxDMdBeWBVBVKbv8Xfn16U2DPC71ndLT0nE80ii+2YHKZBeNeISpPAkS0q615cMWT/0j+zyVnt8ZeeSuYFZb14rK+ANBMEJYFOcYbfVFIzC5lnqBs/l4Ui6DsTOYEZSlFWUFZBXDbk7048/vN4ec2xc58Z0fPSUTkt+yYQCAQ7ANElOjr6/v2ti3Nx//sIz27rv9DXEFYcyzncy0vG2BYNsBwZKwjKy5vc83LisuvrlIN4nIxCctm7GKi9JRyBFizcDoTMV8Yn26CcoZ9dSe/9soQjr6mOf6358P/r72rfy0R7bLsqGAaIAr1CQoPEaV2P7f3U91vDKx5+rL3Bjd992Wc7X4MH6h4fdYJy+NhdYm1ttrd4Y8W9DUmm0JHXxTKpVwsgvJC1s8VlBVIUCBhk7QEz+MQ7Eotxcrdb2DnB+9QXrlh6I7epoF5yWTSmrciEEwSQgqcJIhIHRwc/F3zjsE1v7p6cNuPr23FcEw7gNi5lotZWB4Nwq1cGArpUp7ugjKQE5QBQEqqaOxJ4EPf24E7nov9d09boCEWiz1r2SlBcSEqzgumGUS0pa+v78D/3tH1k098sM//wvbCu5aLRVgWbuXiYSoFZSDnTgY0QTnelcCVt3bTZ/84+O725qHVA4ODvyUijtVAMC0gApRUYf4EAhNEtLNrc9/cobfDf7z7+OcRe3X3jBKWR4NwK08cM1FQzmAWlIGcO7k/UQn67T9x00f39jdv6D2us63nC0RkGp0LiopZMO7lJKsKJhIiamWMHRQJV35x02t7/vjNH9S7Tj+lGrKDDBEYToVBdhA8KYaEi+BL5or3uRR+8b6E01i8L+7KFe+LuVVD4T7ZSYaCeJLKTNW/je5jl8IMIrF5OqA957mYBbOHyRSU1ZiC3/+nB/e/OCS39ydPGQgEXi3UfggmGirqjlEg4EFEMoCfM8bu/9XFyX88f/DcAz/8c4dvx6HAGdtyF0Pnt2sHPkf6uLW1QRswfGlrDwAg6ssdKFUJCKeL7DXNzYmCHhlonKf9RvTXZzMF+DIi8+bFWqc/VEKmwrEMlYncgnv3S6FeJx5HS4CKUK4T90UleEyF/BIm8bnUzymsq7uo6A0AqVLrPOsPN96ud2ST8QSmIuSAw1SgtxrAcLVxuRX91gJ+5gvqdUEHakK55wMViuV8aWmHtciQz1QbXetnjK+VLGUo0RUfJMlY/NBtueCqAjB2iqlSCZW6C7WN+xuPgyUJljUa1A7mdm64WvtuhEvT2+LKrXdel/adWNwmwRPKbDNheL/0dsgsu531gyw7PVatPc6IyVVBJ2QnpfthQuWQ9v144+gkWEDBA3cM4N93hUPBYfV/AoHAX0hU+hYIBCOQvuj0tdo1lf/38g+2v113YFv5kb9M4oN1V+LpgVtwRWMbbluxCGUshjCVwMsS2eJ9h5ZsyxbveypyYrZ433ypL1u8b7e6KFu8rxRxQ/G+S6r/bSjed03k69nifQ2psKFw3xwKjFi470TPO4bCfbuSyyxF+xqcA9yifYKZg15QNjPRgnLzewk0f/V2NdXNbuptH7iWiHTWQ0HxMvPHvUycE04djLH6NQfNeXrJSuXg71y3CPVV2sAgIy6bHaOZQURC5/bVO5JTNr5z3dgDDosL2fhcovyuZfPyTo6L2Zswboib46p1x61tjlHExMjWsSBSHKezftCuJ+62tic47mllFB5+noPbw3F4eTkxF25OzAXPfTya9wQAFM7lIfP7YnZ/j8alrP/szNvn1HVj5u+J/oKD/jPTb5NRTOa75zOv70qy7Os5k8DWPRF8/Xd7EVdK/vb+jt4vEVECgmmDqDgvmAk4nc4T5syZ83+HHlO+9ozrylyfUUsQS/c91QPaQTAjLD91rNbZHr9LazcLyxnMwnIGnrCcISMsA4C5vqpeWK73m8VcYz80XlEZGJuoDMAiKgNWURngicrG53VB47oHKqyO6tGLyjmSpv0iUxfOF5SNpEqNC/EE5Qw8QTm7LRxBGYBOUEZWUAZywnfpoDY9IyZ3pS9aVAW115KdBElFVkx+b20SUlDFv/7Wj4fvDMZCw46fDw0N/Z6IYpadE0xLysuX0hFH/Kwg63rxxc+IvliQF8YYO+SkOT/qG078+OJfLmTdHzwLSxxdeC7yAQDAQk8XAGC5UxOJB9Sq7LJHSpqT97CAP9v2WtWc7OPf9VyZfXxx/QOG130yaHQLL/Lm3KwHu43JPR1psTrDOkejZT9eSR5meJ4RwfWYnc0LVWs0hsq5YfxdttzSVs+GrfOl1ljaBuUqS9syd5uljRctcZDUbGnboS62zses8/VxxPgEWfvZAbJu36BSbWlb57KmKVXC2MkG4LPMszm1yriMFLTMs9jRbXgeoRLD8ziM290pN+SmqcZpV6uPZx8/58299lzT5+VMX1y+O3Rutm25V3sfD3blIk46Ve377GWJrHt/U3IVSqUoFqTa8eTPWtH/YEtHb1PvWUSUs/ILip7ZMO4V8RdTCBH1bt/cd8hr62MXfeHje+RH/jsIolzOslloc6dVY71w6dWNSVw2LmG92GwWS80OHpWZhUfjdPPy5ugOweQznQVlVSKuoOxOan+upOYMy2Qpq0EV1/2lDZdf3xLe2hw55L3tPZ8TgvI0RFScF8wAZFl+pbu7+5CnH2364K/P6Nr+uZ/3yA8pSZREJQzXqRiuU6Gkj4FnvaZ1tpm4C32sgf4Yurwv1ynrXbj6a5jmOIt1uigD86E94Mkt2FtlHEgGy40Hb7OIbBaZI6MoUueKTL9zgpEE5UIwkYKyJ0RZQXl4v5ygnIllKR2kvIKy7CSDoCzJwBvL43j0z3341CnNsbtvjP2stSkwZ3Bw8JdCUJ5pEEhNFuRPIBgJIqL3Xuz7abw/tuCp3/cPtH7+buzqq8bppRsAAO0JLRqqSdZiLeokf3bZt9TVAIB3K6uybcf6c+7ObzXckn18f++Fhtf9UIUxarYtnovN2JQ0CpELTLm9m5UVo9o3QWGYjYJypzoHneoceFkiKyhvSq5Co7wQB7ga0buxC3cd95LSc2fTD3ubepcIQXkaMgvGvUJULgKGh6IPNO2MzP3bzeGXrry8ER39yWwRv+koLGcy+zLwMpOTXo47eBRhLM4Zet46HpeymWITlFNuym5T0k0GQdm8DRlBOfO6enfym1tCOOWqbfT468nfbd4dqA5F5E2WHRFME2Z+tpRg9qAoyvrunt4Dn/5P+0d+dVpH46d/20bde7WDV0ZYVtyasHzWa45skT5fVMqKy5KaO54Ws7BsRi4ZOX/5lHeMnftby6dXHvN4XcoTLShn5x/BnRyrZuial0LXvBSqgs6soCypmrO+uk/CWyvjuO7NTnzxA43Ju34Tu76l0d/Q39//YyKKQDDzEJnKgilgsCvZte253jmhvcrXXz/9Hgr88z0s9zTj9NINaE/MQ3tiHprkRWiSF6FO8mfF5WIRlk9wv2t4rs+CzqCPyQCAdskaiSHBOmg/jJosbdON8biUx0IxCspOqHBCxd2hc7OC8nJvM5Z7m3Gwa49BUAZy7uSMoFwqRTEv1op/f20Htl22fnf/+7379/f0/5yIptcJlCDNzB/3ClG5SCCi4e2bek9+fX30g1++uCl57719UNWcsKwX4NwpCe6UBE+KZcVlbyonLk8XYblQ8ARZc3GbmYpZiC9GQTnDWN3JyWEF3/nDXnzr/zqGtjaF99+0s/d/0tmmAoFAUBQQESWTyae7Ovv2f+Gf/eeed1l765evb6f+ltSYXMvFKizPVLfyZDFVgjKQP+5CjRN+9VYPLj+uKfnXG2K/a94TrO/r6/suEVlH5wKBQFAANr868H9DLeG6DX/3t+6+4G/Y3l4xomv5LXU13lJX493Kqqy4fKy/Pysuf6vhlqy4fH/vhQZxebKFZTM8YXk06DN4Mxzm2jGmdRUzY3EpF6ugDIzPndz1TCv+dsxLqe57917V29SzmoisuSMCQREhMpWLEMZY6ZLl9bfPnRe75JqfLsQBq7QDqFNh+5SzXAwZyyPlKxcqW3m0ucrFmqk8VqfyeEXlqRCUzdi5kx0JwpOvDuOnd3SoCrw/2t448L+iyvzMoKJiGR1x1C8Lsq71z19SlNlSgtkNY4x5vd7z6ueW/umso9wN37h8PhaX5jquzHEyI+C2pAW/5W25eTLCov44vjMXIYmQIzevV3edrVTOdeT6TGXAmNPcMGjsQEpMF2PNF5P1lA0a16sXNe2oGMrv+N262ngrkvn8AgDipj5vri4Xeul249Xx9v2tK0iarrrX+I0rtJzjcLKe9TyyzphvvSqUM/Qu7zRO81fyDUb6i/j5zj2WNmvr079vr6/LvWdHbte+D5k7wYbS35/MOU5m3+YMaftcEmYYqJbx3/8M4ua/Dib9fs+tvb29PyGiIfutEMwkyssW0WEHfbsg63r59atFXywYM2uOrrokFKN7TvvSHClx2UexzNs7YtbyWHOWC5mxPFK+sjlbGbDmK48mW3k0ucrFkqk8VqfyRIjKxSooA7kLEXp3cm1PI5763h5ENg6/293UfQ4RdUIw7ZkN414hKhcxTqfzyMVLa+7Zf42y/9evno8DlmoHUndSgtMkOMrpcVFSJ5rG0wVtYro2vSM53+BFP5gzC81m4dgsrppFVLOA6jEJyTzxlJkGdubBJwCkTH1WwssRkT3W77d5UJnixG6YB5aAdT/dJgHZG7dupHlfAev+jkY85g3uzcK6YhKQze5w8zryCcz6/XfK/Ha7bdS/TuY17MSJzPqcMssO3plCeOE1P35zewfiqdKXNm3ruZSIOuxfWTDdEMWBBLMFxphUUlJyQUN9yZ8+fIyn9uuXzceCktGLy9NFWJ6JonKxCMoZMRnIvWfjFZMHa2Q8+dgQ/nDbYHJ4yH1nb2/vD4kodx+5YFZQXrqQDj3g6oKs65W3/p/oiwXjgjFWVnfsgX+NhvwXfPkqJ/vwRbW4yXc2DnBpQu62lOYWjqjaePj66EMAgP8tPxMA4ECucwuoFdnHemF3kHLtMnJ9xvrg8YZtuaLyn9nH5WrcMC0keQ3P22mO4bmfyg3P4xyRdZXDKPY2KfMt8+gFTgAok6KWea5OPGN4/lv3hyzzdCfrLW1LPFaxucFpFLvnM+PzTrI6rY9TdxqevymttMyjL7iYQSZj37vA0WudB8Y+vSm1yPC8NW58XuIwvj+fLH3C8LwfRvFb704/yr3VMG0OBbKPn5Nzh7XuVO4zObIkl8LYKmuf37bw2mzbYl8LAOAMz2sAgN2qtr1VLAQAcELBLnkpAOAzLY/jLzf1YdNT8aH+ztgX4/H4v0mIdDOG2TDunR0ZAdMUWZbfatrTt+rZJwIn/b9vdQxc9e1GNO+NIelWsyJyhozIrBdwM+Juia5NLxDzBmwZ9IMbczSGOeoiJYr1TSgzWVB2ygyeuASHzCCpwKuvB/DRy7fhz/cONr/xfmjF+1u7TxaCskAgmK4QkRqNRv+5t2Wo/q7HQp8960uNwR/8uRXdSU08zsT8eKIMnijDki4XlnS50LQoiaZFSVQPO1A97IBTZtnj8ep+7Q8AypUkyhVNYIwzJ+JMOzmIOB2IOLXOO+BhhvgLfZxGT63xqmbMdIdPvuN+uDa3zupu+/kyBGum9lxhugnKS5tdBncySZqYnBGUj9zuxpHb3Uh6CUkvYahawVC1goSLkHBRNqd7zpATc4acKAkzxDwK7n9zAB/+WGPyZzeE79q5Y3hxT0/Pl4WgLBAIphoiCvdv3HJRdGtH3T2P1b3yuZP34KC/34Ot8WUAkBWXS9Pi6rW+jwMAvhvShFUFuWO63rGqzzeuZbl2J3LH5lMqXjVsy22Bi7KPzSKyWWReyMThc1+YbYLybnURdquLUMVCqGIhOKGgSV6EXfJSfK79cSjX3IWrPtoWWn9X8FPtTcNzYrHYw0JQFkwEjLEaxtizjLE96f+WbB3G2GLG2LuMsfcZY9sYY18ezbpHURpNMNXIsvwygDkOh+PUxt3Kg2vWOmu++ZX5WLTIa3At59zL2ugk6VbhTTDEPYSSpJR1LLuUnFDsUO3dMYqUE55TDqMgLTvI4FhOOSjr5I17yOBWTrpVg9id8JLBwas4rW5dkoxuZaby3crFTKFcymaKSVAuhDtZUoHX3gnihlvbITk9rRvfDZ5JFNjNX1owMyBRLV4wq0gXV/k7Y+ze2/rlzz3yWvjGTxxfXvrlz89DvdOpixfSjrtL0rm5TYu0CTzn8ur+nGu5XElmXctx5sy6liNOR9a1HPCwrGs54cw5lntqZYNjOeZTDY5lSbU/nodrWdaxXN09OsfydGeyBOUM++pO5jmTh2plPPFyAL+9eSA50O96sKdn6DvitlpBpniQQFBMpCN4TmSMzbn9oRX/Kbn5j8cddnUt3r3okzjQk3MtR1QfrvV9HNdHH8J3Q8/gf8vPhAJn1rFcKQWzjuWXE4dnHcu1LJh1LDuhZAXMUypeNTiWbwtclHUshySvQUwuV+MGsXkh6886lqtYyOBW9rKkxa28S1lkcCsvd3Ry3crTHZ5LebxMpaBcKHdycigGz28fwJWPRMP+zuTXIpHI3aII30ymaMa91wJ4noiuZ4xdm37+HdM83QCOJaIEY6wMwFbG2KNE1JVvxSL+YprBGGMul+uDK1f5Hlx3oLvsa1+Zj2VzSiY0DmOsURjjjcEoRATGVMZfFEJUNg/kZ4KgrBeT394Uwv/+uR0pxdXx6lv9HySi7fwlBTOJ8rLFdPgh3y3Iul7acOWItwExxs4CcBMAB4C/ENH1pukeAH8HcDiAQQAXEVFLQTZQIODAGHNVVFRcXlft+N8jD3FVfvbDc3DYceVgTCtUminC5gxqnUTPAVpnnTlmR0u0A3Mk/b+tUpeHr+aO88sGcu36/lofp6+P1tAf+/drNzqFQjqncbDceDLQX5HrKMznCWb03ZA5fsPch5nrMOi3z1wzQD+vuV5DsMrYkYV9xo0M6IoTek0aW1TX75rjN1JS7nUcuvNpfbtPzrXPDebaMwX3gFzRvZjuc4yWpQs5hnMdauacIVNPIfM86c3VMXAlGdxxIFCjonsggYf+M4yHHgpHIhHX493d3f+PiKz3PQtmJWW+eXTI/l8qyLo2bPpJUd6SK5j+MMYaVp27+gXq6FhTcc1ZOP0TTjDGxhSHMZlRGCPFYExWBMZUxl+YReXxupSni6BsKyb74/Dd+ABefSgcD3UpV4dCoTtE8fmZz2SPe+1gjO0CcDIRdTPG9gPwIhGtyjN/LYD3ABwzkqg8zbyfgnSF+ae2bw1UPPxw4NwvfLk58v9+0YTmYNwQieGUtT93UsqKuWONwxhrFIZZ0E2aiuQlvMbp5qJzZhHZLDIL9o1iEpQ3bQnj4q/twI//0N21/nX/wa+82bdQCMqCiYAx5gDwJwAfArAWwCWMsbWm2b4AYJiIVgD4PYAbJncrBbMNIkoFAoFbmluHq//5SN8JX75u6PFTP75d/uMtndgbScC/H5AoZ5ArnJArnGjYpnXWmeOsL6YdaEvT/xcF+IJmc12uXd9f67sDO6G2e6G9OlwRcthOm27oBWUzUyEoR8tUi6DskLU/xZm7u8sha2JypIKQchNcSYbSIEPQJeO+d/vx2S/tVc77RFfTzTcPfrWxcWBeV1fXRUJQFggE0w0i6tn5nx1rd78TXhC8Z8uu/xzzGJ7/t4q1zj04wNW4T3EYkxmFkREUM3iZ0am4SzEKpMsd4uaRiWQqBeWtw/Ow+5ev4p3j74g//afQ17p2+SuDweBtQlAWjIE6xtjbur8r9mHZeiLKBNb1ALBecQLAGFvIGNsMoB3ADSMJyoBwKk970hXmz1+y2P33Ew/z+b71uQVYUOHOCrAZYTYj2GZulYyn/2fcTkCuqAswupxkvQidz7FsdvQ6TVmFZieSWchkqnG6GbNb1+LudVr3xSywmpcxb4Ok5t/Gkabz2qwu4vzbaN4Py/z536bcduhWYy8m84XlzON8nwlxxOXM4+3bIvjVLe0YGpZ63np38MNE9O7otlowk5jMivOMsWMB/ISIPph+/l0AIKL/1c3zdHqe1xhjTmgd7RyRaSaYTBhj5WVlZZ+cU+f93vKFtOCT59dKZ5xcjcqkw+BcHq9reTyO5ZApF1nvWB6tW9nUtRncypPhVNa7lM2Cst6lXChBeV/E5OyyOjEZGJ0z+Z3BCO57eBBPPxsJJxKe+3p6em4UF2sF+Sjz7UcHr/h8Qda1ccv/CqeyYFJgjC1adPbq5/xDsZWn/Wglas9cAcYYvCyBMsQAAKVME3sPSGlayO1qzr1bn3bkxsmTbTtTejv7uFxNZB9n6hQAQFwydgQDjO90BoyCcUQtNUzT5z0DVrF5d3Kp4flx3vcMz3mF/96MrzM8V0yO4C94HzE8TzLrheFS0+35LQ5jAcJ7/R8zPP9M1UOG59UUNjzfiYWG5/r3GwD8qtHJDQAJ0zw/G3w2+/ituT7DtH/LJ2Yfr3LtNUzTXyTw6N7fUhgvAnh0bvaHYqfl5ktfqPhu4rFs222lHwAANEiDudeFVvbHq8pIpd/Td9lyyOREp1yPA1Ob8cL/daPprqZEqlf5nt/v/xMR5b5gglnBJI97nwPQwJn0fQB/I6Iq3bzDRGTJVdZNnwfgPwA+SkTW2wp0iEzlaU5a9HiIMfbv1rbURS+9Hf3LGceU+q7+7ALsV+rKissZh4s7zpD0ErxxhriX4ItJ2QGpJ8WywrJLYSMKy/rM5XwZy0kXGYRl2UmGgWHSTZaB42yj2AXl8YrJu3dHccOf2tHTi75NW4PnyLL8xui2WDAjIQIpk5YtNR/aldYMHQCOtpuHiGTGWABALYABCASTBBGFANwK4FbG2Jotu51XX3dj36VnnVReevF5NTh0XikAJ+rajeJyxrWcYRFy4nJKYllhubmOsGyAGfpriXL9h1Nm2b5G3093L1SywnL5EDMIyxUhR1ZYnhOUssKyuQ7DTGIyBeWRxOTYgIx/bBjGff8eSvX2u97r6xu6IZlM/peIRFCuYGQmty8WCApC+o6L/Rljy96+0fNs8JdNy07/8UpUn7IMceaBlyWA9KF5m2seAOCLqScBaOJyr1yHeucAvCyRFTqfUY/ICsshyZMVlr0kZ4VlryobhOU6CmaFZX02M6BFW2SE5VIpYhCWA2qFQViOk9siLM9GpkpQLoSYnGKOnJicqsdByhZsunkzbrt9T0LpU38yPDx8ExHFbHdeMLOZxL6WiE63m8YY62WM7aeLv+gbYV1djLGtAE4A8K988wpReYZARCqA+xhjD3R2q5c+/dquWz58QnnJ1y6dh3qfJi47k5pz2ezgyaSgREtUeNLib8KVE4XzicsTISyrklHwJInyipkOmRncyuaiQvqB8lSRz6U8GYLyVInJTY0x/PqWdrS0U//W7YHzZVl+lbMKgWA81DHG3tY9v42IbpuyrREICgAR7QDwZcbY126/N3z2I8/J18yZoxx+yccrPJ89ohrexS74wkC4QsV7i7UBVH1EO2BnjvdHNmmneE3zNX1RYUBPpTbxsK2a06ljcc6lo79bSWUEpM1QIQ/QVa3Aq7tJ0+w2znQRLgWo0UVj6PuzWp0jOaITUVUJ2cKAnjjgMp13O3XPw1W59c1pzfVLcZ07u79eAXQGKH0dhagulquvlCFTGDFL+s5mhWntXkVXg0InGq/ozzxm8CZynV9mP3h3K2kX9rXHGTE5KxanheK2OgX7dxiL/VX1McTLkF0vEeHV9wK4/6FhevPN1EAshpsHBwdvG83tiQKBQDBTIKJmAMsZYyvfuN75bPi6psVn/GwFqk5YhjhGEJdlzbmsdy0/o2rmvzOltxGSNIGzXE1kC9/GmRNeNf04LS5PhLC8v3uvwa28MX6owa3MK/w31YzXpTyZgvKEisnqFmy5bStuu3lXQumnXw4NDf2WiHLVfAWCqeVRAJ8FcH36/yPmGRhjCwAMElGMMVYN4Hho0ZB5EaLyDCNdOfRvjLF//KVH/fxjLwf/8LFTK7xXXLgf5pW5xywuF7uwPFsoJkE5n5jcuCeKG//aid2NyuC2HYFPKIry4shbKpg9FLTi/MAIt9x2Aoaz2wXpNt48Hen4i0poBfsEgikl7Th9BMAjjLGG9nb5ij94A186+khXw+VnVknHHlWBDwSdCFeo2JT+lmfE5Y567Te2vFMTKfXi8rsHaoMtvbisv1tJIqYJywDKE5qwHHciKyyrzNS36BzPQ+VKVliWVJYVlgdrZYOwPBnkF5T5jFZQHq2YDOTE5ExxYYcMDM7VBr9tddr//Ttc2L9DW49eSI5VaDUo2gbjeODRATz670gsEvE+09XV8xsAG0RMj2DMCKeyYAZARHsALGGMrdn4YzwdkZoXnvGjZag8YenIzuVRiMsjuZaFsDw+8gnKZqZKUB5JTD4wtRlb79qO2/64M0ED+M3AwOAN6bvPBAIUeNw7Hq4H8ABj7AsAWgFcCACMsSMAfJmILgewBsBvGWMEzXnxGyLaMtKKRabyDCdTYb5hjvNnKxey2s+dPYd98MhqOJ1p8dap3U4J5G6pjHu1UZG+0F5GVDYX5jMjkX2RN33OsjGn15SZqNhPy7ecNec476buE/lyms1O4qTL+NxSzFA3pjaL9aPVzfW3FetFfP17rBeN9WJ+pt2VtH4ejjzlAlRJn9GduUVac6KpEhAKyXj0yUH86+EhNRr1NO1pHL4qlUo9Kwa8AjOTWXE+LRLvBnAaNPH4LQCfJKJtunm+CuAgIvoyY+xiAOcT0YUF2UCBoMAwxhiAY+fNm/dtj0c+7eMfKy2//IRqVr9Y68w1gVm1OJcX9FrF5Qxm57LFtQxNWM6QEZftHMvAyI5lvVs5I8oCo3cqV+suDVmcymn2VVQutKA8WjE5Q0ZMJkkTksOQ8dQrQ/jXvWG5uQktw8ORX4fD4fvEYFVQCMq8c+jAhecXZF1vNN4mMpUFRQFj7KD5J668Xwn2rz3gwvn40GcrULWfB61sLnamlgAAdkRXAwA+VPECAKBD0epVeZkmIJelhUYAOBjNAIAoy3WCL6ZyBf/iak7cLdUtV+fwZx+bM5dfDnwg+3hd2WbDtANcTdnHa2TjDSgqM4198wyxtjqNbuEaGLuNIRjdwmEqMTzXi7Q9aq1hWltyfvbxPJcxarVKMr5OneQ3PO9Q5nLnrWRGt7NeDHYi18FWqVHDfPp86A5Wl328MX4oACAo5/bzwJKdADSxHwB6dXGymc/IC+2kw0/acmUsmm3rUWvRKTdglbsZHkqg4/Uh7LhjL3U/P+inCG7u7+//NZGu6p9AgMkd904Vwqk8w0m7nG4BcAtjbN2mPa5ve93dF5xzfJn3M2fNwf6LfPCGNXE5dxtoZrCUE5ddpkJ8duJyZvApEcsKsZmBlt61rHciqxIZBGLZkROWzdPyLWd2N08FEy0oT7aYPJKQTER4450gHvjXIL3zbjIUCkt/6O8P3CJuwxUUC+mM5KsAPA3AAeAOItrGGPsZgLeJ6FEAfwVwN2OsEcAQgIunbosFgvykL9RtBHA+Y6zs5lt9l/zj/vg39psjLT7xJEfpYaf6MHeODwGvhLIkEHUCcQfDwFIZpz3LUNso4eXTtIN/a4nmmlpTpgnNbzVog+NSVXtemcx1Opn+x6czW+Qcybm2up7cAK9nvpKezhDzaDN1NeRWkOm7oiUqKtLrSrmN6wvqRGJ9vycvzj3uqdXWWRbPib2Pzs8VGVoX60PmHCfusHa2pbL2gi4QVvY4ADgM5xeZ/rNiKNeWSN+RG6rQti9zIT6z7Qv2ah1+y4oUfPGM8MzglBniHhVrWzQxOe7V7tpKulX0LQD29sTxyoYANr6clLe8nwilUs77e3t7/0BEOy0bLhAIBAIDaVfdAYyxinC7+pkdD5XcUN7AfIdcFsNpH+lBp7sBSB+/nwyeCsAqLmc0zDIpik1YBgA4mHLi8smudwBo4rJX0gTHuOpGRPVlheUBpSorLJsdzCdWbsgKy5vD6wzC8rbU8qywvMM5zyAsS0QWYXmy0QvKZiZTUC6kmOxFEk4o8FM54vCgjEVRx7Rt1wvJdZIfruE+vH93ExrvaU9Jw64Xuju7b1BV9aV0FKlAMCsRTuVZCGPM43K5zp03r/b7DXXy2s9+sNL5iZPqUObTDs6jcS+P17k8GtdyIRzLhRKZR+tUzicqp0yXcPSicqEF5UKLyXohGQC6+xN46OFB/OfRUCKe8L7Q2tr9S4jbcAWjRFScFwgKD2Osxul0ntbQ0HChk0VPW76CVR11SilbcXY51i7zIuliWUH1tGe1/2Zx+aNbNXH2qQO0g71ZXB6PsAwgKyxn0PdfFTpns0FULueLyvoCvz21WmfGE5U1QVkjn6AMIC0o584rCikmx9P7XhVwGITkQFDGK28G8OqrQbz3dkyOx8u2Dw1G/hEMBp8AsE30q4KJotRTRwfO/0hB1vXm3r+JvlhQtDDG1s5bvfD7KRa+aP8P1ToO/sJSHLYmZXEvF9K5PBrXciEcy6N1KxfKqWwWlfVO5XyicqEE5UKLycDIrmRJTmHvEx3YecdeNfh+vC0yHPldKBS6m4hyOygQ2DAbxr1CVJ7lMMYW1NbWXulxS5edekxV3WfO9jiPOLQcjDEoTk1UTrq1A3pGMM3cFpsRTBWJv24gl7WsF5f16AeODhsB2E6YthOgAfu8YGeeeAczdsX0Mu8HYBSREyZBWf88YRKU9cZv/boN74dudZ70dnt0YrH+cUZEdif1txAbCwHp18/S/zPCcWYbSMo5kpNuTUSWnQSVAcmkivUv+PHP+yOp5ialLX0b7r3iNlzBvlJW0kDrll1akHW9tv23Rdm5CgRTDWNsWWlp6VlLFpR/MaWG1q09pERac1Y5jv9ABcrmuwwC83jF5RqOIDweYXkiROXxCsqFEpPVKOH1bUG8uDGA118LIplwhv3D7rs6O/seBPA6EYmQW8GkUOqpoQMaPliQdb3Vdr/oiwVFD2PM5XQ6PzxnUcOPpDnswMvO87iqvrwAscpqvJw4PJtxXOUI4WzlXQDAJtcCAECAtKD7Z4MnAci5mwFks5D/2vm5bNtJ9c8DAOocw7n5kDu8z2O50h2RTJVYE3qBtZn2M0yr0omx21Irso9XOY1ZwwNUlX1szmEOKBXZx8tdbdnHTwdOzT6ucee2c413D3c7eSyXchlV+v1z6MTqiE7IrmW5fOmXE4dlH8vpG+sTNjEjlQ5tGCpT7pyjIZ2RneEwygn0B/ojeL5Gy9aOQ7tjaH3saNQ6/YirblQ6QvCyBBqkQQzsDGL7nV3U9GBnkCUcD3V3d984mnxZgUDPbBj3ClFZAABgjEkOh+OE+vr6a8pKlBM/fbav7IIP16J+jpsrLk+VsDwTROWpEJTHIybv3h3Fvx7w03PPRsLxuOve3t7em4hoBwSCMTIbOleBoJhgjDkAHLp8Ze2nKquVK+KJpG//E8tx2GkVOHNdOVCdLtTrAtpLcoO8T7yuda7bV2sD4YqYNt+etDloQTCT26z1OQOluc6rLpIWY9N9S4lOBA6WaG2+9Pi6PGrMmwSMd9yUBXP9WzSdxRws07Yt7NXWpb+bJ5P/PFCirXe/iJLeFq29MpabNyNU779FmxirZoiWZfrD9P6lzyNKw7ntyPSvSS9hqFpbvzfBsmKzU2bwxSQQERq3x/D4liG89nIQA70y1c8t3/zSy30/VVV1vXA6CaYKISoLZjOMsf2qa6qvcFS5rj74cG/VIVfWsaqTF+GV5BEjisvFICwXs6g8VYJyIcTkmmgPtv2zAzvv6EymupTt/d0Dv0wmk4+IC76CsTIbxr1CVBZYYIxVlpWVXVpZUfqNA1dISz5zTqXzjOOrIJVIEyYuF6OwPB5ReTIEZf2AOyMoF0pMDgRlPPb4EP71YCg5OOB6v7u7/5eyLD+RzugWCMZFmbeeDlpyUUHW9fqu/yvKzlUgKGYYY77qWudpHzi+7oaW1tBqb6nE1pxRicNOKcfJK0uRKNk3gXm04vJYheV9EZVHKyiPVkzOJyTzRGQAGGhP4rFtQ9j4cgC7t8ewaKEv3NGV+uWO7cF7iajVsqMCwRRQ6q6mtXNPKci63u78t+iLBdOSdPHb4+YvXfBdyRM74+iLq93LvrAc7885YcLE5ckUlidbVJ4MQbnQYrIHcciv7cL7d7ZR30tDQSVIfxwcGPwzEXWMuMMCwQjMhnGvKNQnsJCuWvonAH9ijB24aTdd7bmx/4JzTimt+NQ5tWzF/iXprGUV7hQz5Qjbi8uKpAnGKiOLsKwvspeZz0xmObtiffoCf9OJyRSU84nJSUnFG2+G8MADw+rbb6UGolH609DQ0G1E1FOI/RQIcqggJTHVGyEQzFqIKArgv+k/MMbmVjpcXwq/kvzm7a2t1bWLXFi7yIflK0sw9yA3luzvxfbVzmzffuBON3xt2m94pUogV6bTzzzO9VHk0abJJdr/lBdwpsfTce1u4mx/xFTrxWPFSZDduUz/jMDsTjJ4otr8SdM4vGduCtVRFdVBBxrnpV8rHX9RJmmvVR6VIDsJratzxQQBrX8tDecE7oSX0DUnhZqQAyrTzjsSLkJJQgKFgV2tUbTsiqO5KYamxjiaG2MoLXPHnA73/Rs3DP0fgE07d0ZFAR9B8UGiLxYI0rn1GwB8hDFWNvir2CXVfw99v3b5poVzv7hA6jnrI4AXuBcnaeJyKicuf6LycQSozFDwL05ueFkSX5h/V1ZYfqn3NJxU/zwGlGrUOYYRhzsrLHdRbVZYLkWcKyxH4M0Ky8tYd1ZY9lOZQViebkykoHygPwIAeL5mnkVMLpWi8LAEXP3d6PzHJuy6t0N2xdwvdTd3X6coysuiloGgsMz8vlY4lQWjgjHmdrvd58yZM+dbJZ7Ugcce7So79qQSdviJ5fDUaQd1RcoVnDOLyjmXsvk5Py/ZjJ17mcdoMpglAnceOzKDWX1BPX2BPpXxC/Lp2zPvCW9feIX39E7rjIisb3PKgCP9nNnsg148zriQM9uuSkB7bxyvvhzExlcjtHmTHJJT3ue7urp+A+A10aEKJooy7xw6cOH5BVnXG423FeUVW4FgupJ2be0HYM03Lp3/86GIsm5Pb9QXHJZRWurAwtVeLNnfg4WrSrBotRenh8tQ1pFWiQ0CM4yPdeJyKj1mdiZHFpb1fRgAeLNCMnFF5Z652g01mqCsXWWNOxjqotp6qsIOyE7Krl9SGdwphpJobltTbqOQ3BtPomt7Ah07E9jSEUHLnji6u5NwOhkWLPQmq6rduwcH4vc//cTwfwDsEbfJCqYDpa5KWlN3fEHW9U7PEyP2xYyxswDcBMAB4C9EdL1pugfA3wEcDmAQwEVE1FKQDRQI9hHG2Kq5c+deTaXs4vLV7qoVZ9aypafPxRFrE2hm8+BJO5K90PqcP79+Ez59zHcAAEckWwAA3w59EwDwm/LfZ9cbdWgDxX6HVhwuofP4BaHVNdC7jvVZwZsDB2cfn1DzSvZxg6SJ0hmXtHm5FmUet321q8Wwz5lifQNqVbZtnaMRANBG9dm2L/XmYoU31OcK47mJ7+7yS1pRgsfiJwIAHIw/X1dc285lJTmn9cHuXQCABaSJx4508b5HUyfgEofmADe/l6WUwHu0EoBWfG9ArYKXJRGJSQhuaEHP863ofKFfYQHWGeqJ3BAKhe4hopzCLRAUkNkw7hWismCfYYy5ARw7d+7cj5WX0oVVlcmGY04olY46sRxrjy2F5JXGLC4XWlieDFG5UIJyocTkTMSF4iSLkOwPy9j4ZhAbXgngnbejqqL4mvt6k3f6/f7HAGwRQrJgMhAV5wWC6QljrOKLVzZc5Ch3XBoKKod17Y2X9XYk4WYMi5Z6sXa+D+vqSrD/Ei9WzfXCWemEM6Z1VCQxkJTrt1QnoHjS/V+Eso8BgCnp/tWltaV0ojFTNTFafxeOnDYzyW6tXXFqBfV8UQmuJEOkTIVTZvDEc3c7pdwE2an9JV2EuFPFcLuMpj2xnOu4KYZAQEFZuQNLlnhTdXPcTXJKfej114J/27Ip0kREwoEsmLaUuipodfVRBVnXu/3P5+2L07nuuwGcAaADwFsALiGi7bp5vgJgHRF9mTF2MYDziKgw9wwLBOOAMbbU5/OdVbO87otxJXzwfoeXS0ec7kPZ6atQO08TaQslLo9FWM6IykBOWJ4MUblQgnIhxGSekOyhBLrfD2DguSZ0P9+BeF8y5U2V/LdjV+edqqq+JIrNCyaD2TDuFaKyYNwwxqokSTrlgDX1X5Ll0Gn185zOo08sx5GnVmDJWi9I0gaFeoF5MsTlfMLyRIvKEyEoj0VMjpGCdzaF8crGAF7bGEIyiSSD7+HNm3pvheZGntn3YgiKElEcSCCYWaQvNi8HsKampuawIw51fLmvN1ajJInNn+tG7RwXPNUSysocqFedkOZKmB9zoqzUgWqVUO5zoMLFUF7mRLnPCa8TkBLpji7tdiYHAyQG1StlRWdKR1qQU4LiYUj6gKRKSAwpGFIUhKMKOh1JyMOEaEBBOKK1hcIKIhEFoYiCQEhGW2cCiaSK2hpvfE+L956+vr43ZFneDmAnEQ1N/jsqEEw8PmcZrao8pCDren9ow0ii8rEAfkJEH0w//y4AENH/6uZ5Oj3Pa4wxJ4AeAHOE4UFQTDDGJACH1i2Ze4FnnvMqJR4rXXtCGWpPX4oVJ1fDU+aEFyn8+fWbAACfPuY7BRGXCyUsT6aoPBZBebxicsteCQPP70XXc+3w7xhC1aLq3u7Xen4UHYo+TkS5wGeBYJKYDeNeISoLCg5jbPFBB1V+un6e87utbVHfygNLcNTJFTjqpArUN2h2IodqFH0zoqr+dlTAKP6OhF7wzTvfvqx0xHWNPE8+UVtSTQ5q3f6PJHZnhW4pd2twyqFiV2MMG14N4tVX/ejtSWH/VWWDu3aGv7tzR/QhMTgWFAOzoXMVCATZKI35AOYAqABQDqBCkqSKo06uPXpeufOgSolWJGOqLxpTnIGUwiIhBcmoApZSQQSQW4LXI6HCwVDuZij3OZFUCIGEilBcRTihGvpihwSU+xwoK3GgrMShOF3OIEHqGQyq2196N7AhFosNAQgBCKb/BwC0EFHcvP0CwUxmkkXlTwA4i4guTz//NICjiegq3Txb0/N0pJ83pecZ4K1TICgGGGMlAI5fdMbq78WGh0+oKE059j+1BvKpR6LmiAbM8wyhnmkF+g6Od8OlauO2K6LXAAC+VncnAC1bGQBOTWii6k5vHQBAhtbBLZK1Idxe55zsa1eQljPcxyoBAPvRcHbaMNOypVrVBss2+9WcGLw3sSj7eJ67FwCw3KkV7Zub3m59zvNcCmjbk9TSIvZ4tO0up1h2nh5WDQBIpLOM/953CQBgSblW6G+ZW1t/neQHADjTRfw61LnZx2HVhzqHNn2NpNW37UclKhBBEKWIkxsdSj2iwymEXt4D//ONaH99ECVzfGrZ/PJntt+54/8B2CYuSgmmmtkw7hWF+gQFJ13Z/OcAfs4YkyQVx86r9v716X+2rAoEZBx8TBmOPKkChx1XjvIyBxwsJ5BmBGatAB+gYvQCc2b6SOKypLKCCsv5Xyv3mgBfTN5XIVkvIstOQk9/EhteDWDDhgC2b4ti6bISdenSkg19vakrtm+L7Cz4TgkE44VoxhcsEAgE2QJIHek/M38ezTrSwrQHaUE6/T8OTRAOAQiLGAqBYN+JKZGn3x/aUFeg1XkZY2/rnt9GRLcVaN0CQdFCRDEAz6b/wBib0xcqv6R20/vfD+3pnbtgmQMrzpyD+MlH4/2VK7CfZxD1bBh/kn6tCcxRo8C801uHLqrFqXGjuNzmrAEALJX7AWjicpD5UEFRzKUA+lglull1VliupjCGWRkWSz0WYblKChmE5dEykqC8L2IyT0iOq56skHyoa09WRO5HZVZETiaA6JvNGHh+FzpefAYgoP7I+oGoX7mm/72hfxANajbtO/Z59wSCiWEWjHuFU1kwqTDGSs79eO1lFbWuG95/O1TKGLB0uRfLV5Rg+fISrFpagqXzvfCmr8pKKoNTq7MDh8yysQ8Z8dWuQB2Qi4PIkBGuSTI/NxYB0jue9OKz2RnMW3c+7ARjaZQW60hCRvPeOBobY2hM/29tjaOq0ol168o7bvlz58cAvCcG14JiZ7KLAwkEAoFAIJg6RPyFYDaSvii6Ys6nT7heHgh8NNY25Jq71AHnqgVYs1ZG7ZoKLF3jxLzKBErVJP4unwUA2BU4ACwdFVHmDmZjI8qdxgjgCkcQlQ6trc6hickDiibsNjg0g78XmsYahhZtEVZ92eX1hf0AoDWlRVFUOkLoStVnH+s5zr0JALBNWYqz8RYAwKdog/VWt/ba7TTHsm6ZHPCTJmT3KppQXikF8QFpq7bPWAAvS8IBBaWIY1NqOeq696B7eww9OyMY2hHA8K4AEoEk6g+qHUrJyu933bf3T0Q6e7ZAUITMhnGvEJUFUwpjzAdg5be+v+D3oYjygbbmuLujNQFSgQULPFixvAQrl5Zg9ZISrFzsQ6VHy4EyC8yjFZfzCcujEZXHIijzxOR8QvLQUAp7mmLY0xxDY3MMjU0x9PWlUFIiYelSLy1a6A1Fosqdt93WfTOAZiKS82+BQFBczIbOVSAQCAQCgUZaJN4N4DQAndAK9X2SiLbp5vkqgIN0hfrOJ6ILp2SDBYIJIJ3HPH/epYeejwXzvp7oDi5iza3ORDCJ6moV89b4sHiVC0tWufHayrPhmV+B3cEDRxSY7cTlkYTlfRWV7QRlOzE5n5CcEZEpkUSscQhvbSuDY3cLendEMLgnDJIJ5Qt8qFpWHvFUud7Z+NPN34FW58C/7++8QDB1zIZxrxCVBUUJY8zx4+sXfxzA5cEB5eiulkRFc3Mc0YiCuVUurF7sw+qFJVg934s1C0vQUOYEYwxQKVvABwCgF3R14m+m4A+AbCFBknJic7b4j6RVqFfT0/SitNaWcznbidE8VJXQ0ZlIC8dxNDZpAnIkqqCm2oVlS7zK/P3c3SUljqdicfW2X/6m7W3h1BDMFCaz4rxAIBAIBIKphzF2NoAbATgA3EFEv2CM/QzA20T0KGPMC+BuAIcCGAJwMRE1T9kGCwSTSN1yX926L668wgP5knhfZHXfnqhzsCOFEo+KypUVoFVLULGqBssOYPAuq8Mi7xAipGUde1gSpYhDgWa+8iBliKQohVYyIAEX4uloCmd6kFyKeDauIgJvtkhfpmiflyUhkwNelkSc3HCmRe3lUida1Qb41XIscPQiTD4MKFVQ4ESlFISTKahjflSyCDxIIeRX0Lkzgf6dIfTvCKF/ZwiB9hgcLoba5aWoXVYaKqlzvSUn6M6nr93+oCgmL5gpzIZxrxCVBdOK9G1EcwCs8Xg8a088oeaLsXBsbWA45fG5JSxq8KDS60CF14EKr4SyEgmVXgfKvQ5UeCSUeySUl0io9EgoL9HaXU6WFZEzQjOQEZ4BylSelxhUp9ZOEqA4CIkkIRhXEIxpf6GoglBYRiimpivMy9lK8+GogkBIQXtXHIoK1Nd541ub3H/t6+t7U1GUHdCuvoYsOy0QzDAmsziQQCAQCAQCgUAwHUlfbFnJGFtdW1t7ROlRNZeHewPVTJVZ5YISzK1VMKdMRXmphFi1D0u8KXTX1aCsgiFYVovyCgDlPpSUSyitlACvGwFUAAC8LAE5LUQ7ocCLJOJwQ4YDcfJAJkdWRJ4v9SEmOxEKS1BDcQwHnDgwuBMtkVIkQjJ8gQDiQQWxkIJYUEE8rCAekjHYkURkWIGn1JUqLyvZtXtj8G/hcHgLgB0AOkRso2CmMxvGvUJUFswYGGOlABZBK+KTLejj9XqrTjqi6oS6CukACWqDnFQqojHFEYrICMUUyAqBCAABjAFlXgfKSySU+xzwehyIxBWEYgqCUQWxFAG65AqPS5uv3OeAzyvJJV5nPJ6Smvv98tbn3xx8VZblIHIV5oPQqsy3EVFqkt8egaBomA2dq0AgEAgEAoFAMBGkozQWAKiBbtzrcDgqDj255hjXfqUHpUpdK+MJ8snhhFMKx1gsrCAUcSKhOkFgKJOicHuARGkVqNwHb7kDkBUooQQSoRQoHIdDl7LIJAZXmRPuchfcZS5y+Zxxp8PhV1PUuuef7Q/GYrFhItKPe0MAuoloaPLfIYGgOJgN414hKgsEOtIdtA+5CvMlAMLIdY5xEUMhEIwPxthTAApVcX6AiM4q0LoEAoFAIBAIBIJZAWPMA6MhK4XcuDdMRMoUbp5AMO2ZDeNeISoLBAKBQCAQCAQCgUAgEAgEAoFg1EgjzyIQCAQCgUAgEAgEAoFAIBAIBAKBhhCVBQKBQCAQCAQCgUAgEAgEAoFAMGqEqCwQCAQCgUAgEAgEAoFAIBAIBIJRI0RlgUAgEAgEAoFAIBAIBAKBQCAQjBohKgsEAoFAIBAIBAKBQCAQCAQCgWDU/H8LQw8mFWZfngAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(layout='constrained', figsize=(20, 12))\n", "subfigs = fig.subfigures(2, 3)\n", "\n", "# spectral fitting\n", "plot_sphere(isht(theta).detach(), fig=subfigs[0,0], projection=\"orthographic\", cmap=\"turbo\", colorbar=True, title=\"Fit\")\n", "plot_sphere(data, fig=subfigs[0,1], projection=\"orthographic\", cmap=\"turbo\", colorbar=True, title=\"Ground truth\")\n", "plot_sphere((isht(theta) - data).detach(), fig=subfigs[0,2], projection=\"orthographic\", cmap=\"turbo\", colorbar=True, title=\"residual\")\n", "\n", "# sht(u)\n", "plot_sphere(isht(sht(data)).detach(), fig=subfigs[1,0], projection=\"orthographic\", cmap=\"turbo\", colorbar=True, title=\"isht(sht(u))\")\n", "plot_sphere(data, fig=subfigs[1,1], projection=\"orthographic\", cmap=\"turbo\", colorbar=True, title=\"Ground truth\")\n", "plot_sphere((isht(sht(data)) - data).detach(), fig=subfigs[1,2], projection=\"orthographic\", cmap=\"turbo\", colorbar=True, title=\"residual\")" ] } ], "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 2 }