{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "103\n" ] } ], "source": [ "import numpy as np\n", "import scipy\n", "import numpy as np\n", "import scipy.spatial.distance as dist\n", "import scipy.sparse as sps\n", "import gc\n", "import sklearn.metrics as sk\n", "import matplotlib.pyplot as plt\n", "import scipy.sparse.linalg as spsl\n", "import sys\n", "import DGA_Github as DGA\n", "Path='/project2/dinner/dinner/Trp_Cage_Data/Featurized_Trajectories/'\n", "List=np.load(Path+'Feats.npz')\n", "List=list(np.array(List['arr_0'][0::1]))\n", "CVList=list(np.array(np.load(Path+'CV.npz')['arr_0'][0::1]))\n", "print(len(List))\n", "ntraj=len(CVList)\n", "lenTraj=len(CVList[0])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import sklearn.metrics as sk\n", "Step=1\n", "lenTraj=len(CVList[0])\n", "ntraj=len(CVList)\n", "CV=np.concatenate([np.concatenate(CVList)])\n", "InA=np.zeros(len(CV))\n", "InB=np.zeros(len(CV))\n", "p=2\n", "InEllipseA=(np.abs(CV[:,2]-.3)**p)/(.17**p)+(np.abs(CV[:,6]-.3)**p)/(.2**p)<1\n", "aind=np.where(np.logical_and(InEllipseA,CV[:,3]<17))[0].astype(int)\n", "p=3\n", "InEllipseB=(np.abs(CV[:,2]-2.15)**p)/(.2**p)+(np.abs(CV[:,6]-2.8)**p)/(.5**p)<1\n", "bind=np.where(InEllipseB)[0]\n", "InA[aind]=1\n", "InB[bind]=1\n", "InD=1-InA-InB\n", "FullList=np.concatenate([np.concatenate(List)])\n", "Bpts=FullList[np.where(InB==1)[0]]\n", "Apts=FullList[np.where(InA==1)[0]]\n", "DistA=sk.pairwise_distances_argmin_min(FullList,Apts[0::500])[1]\n", "DistB=sk.pairwise_distances_argmin_min(FullList,Bpts[0::500])[1]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def svd_whiten(X,n,frac_retain=1):\n", " U,L,V=np.linalg.svd(X,full_matrices=False)\n", " s=np.cumsum(L)/np.sum(L)\n", " n=np.where(s>=frac_retain)[0][0]\n", " return U[:,0:n],L" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "smoothingFxn=(np.power(DistB*DistA,.5)/(DistA+DistB))**2\n", "GuessF=(DistB/(DistA+DistB))**2\n", "GuessUF=(DistA/(DistA+DistB))**2\n", "smoothingFxn[aind]=0\n", "smoothingFxn[bind]=0\n", "GuessF[aind]=1\n", "GuessF[bind]=0\n", "GuessUF[aind]=0\n", "GuessUF[bind]=1\n", "BasisF=np.concatenate(List)*smoothingFxn[:,np.newaxis]\n", "BasisF,vals=svd_whiten(BasisF,153,frac_retain=1-1e-6)\n", "N=len(BasisF[:,0])\n", "nfxn=len(BasisF[0,:])\n", "BasisF=list(BasisF.reshape((ntraj,lenTraj,nfxn)))\n", "GuessF=list(GuessF.reshape((ntraj,lenTraj)))\n", "GuessUF=list(GuessUF.reshape((ntraj,lenTraj)))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(607700, 152)\n", "Mem Usage= 4.660760576 Gb\n", "60.768895821686826\n", "76.84755371436106\n", "(607700, 152)\n", "Mem Usage= 4.671524864 Gb\n", "60.768895821686826\n", "76.84755371436106\n", "100\n" ] }, { "data": { "text/plain": [ "0" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Make q+,q-,MFPT,Change of Measure for each lag time.\n", "import gc\n", "import sys\n", "sys.path.insert(1, '/project2/dinner/jstrahan/jstrahan/DGA_src/')\n", "import importlib\n", "importlib.reload(DGA)\n", "#lags=[100,250,500,1000,1500,2500]\n", "lags=[100]\n", "QIndsFold=[]\n", "QbIndsFold=[]\n", "QIndsUnfold=[]\n", "QbIndsUnfold=[]\n", "COMInds=[]\n", "h=True\n", "InD=list(InD.reshape(ntraj,lenTraj))\n", "BasisL=[]\n", "for traj,B in zip(List,List):\n", " BasisL.append(np.hstack([np.ones_like(traj[:,0])[:,np.newaxis],traj])) \n", "for i,LagTime in enumerate(lags):\n", " com=DGA.changeOfMeasure_list_noeig(BasisL,LagTime)\n", " COMInds.append(com)\n", "del BasisL\n", "gc.collect()\n", "for i,LagTime in enumerate(lags):\n", " QIndsUnfold.append(DGA.ForwardFK(BasisF,GuessUF,LagTime,Halt=h,InD=InD))\n", " qb=DGA.BackwardFK(BasisF,list(np.array(GuessF)),LagTime,Halt=h,InD=InD,COM=COMInds[i])\n", " QbIndsUnfold.append(qb)\n", " QIndsFold.append(DGA.ForwardFK(BasisF,GuessF,LagTime,Halt=h,InD=InD))\n", " qb=DGA.BackwardFK(BasisF,list(np.array(GuessUF)),LagTime,Halt=h,InD=InD,COM=COMInds[i])\n", " QbIndsFold.append(qb)\n", " print(LagTime)\n", "gc.collect()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(50, 50)\n", "(15, 15)\n" ] } ], "source": [ "importlib.reload(DGA)\n", "proj=[2,6]\n", "RMSDs=list(np.array(CVList)[:,:,(proj[0],proj[1])])\n", "gd_flux=15\n", "gd=50\n", "n=0\n", "cv_names=['','Full RMSD','Alpha Helix RMSD','End-To-End Distance','','','3-10 Helix RMSD','Radius of Gyration']\n", "xlim=np.linspace(0,np.max(np.concatenate(CVList)[:,proj[0]]),gd)\n", "ylim=np.linspace(0,np.max(np.concatenate(CVList)[:,proj[1]]),gd)\n", "xlim_flux=np.linspace(.2,2.6,gd_flux)\n", "ylim_flux=np.linspace(.2,3.4,gd_flux)\n", "\n", "Prob_plot=pmf=DGA.PMF_grid(list(np.array(CVList)[:,:,proj[0]]),list(np.array(CVList)[:,:,proj[1]]),\n", " COMInds[0],xlim,ylim,lags[0])\n", "J_is=DGA.Flux_Final(list(np.array(CVList)[:,:,proj[0]]),list(np.array(CVList)[:,:,proj[1]]),QIndsFold[0],QbIndsFold[0],\n", " COMInds[n],InD,xlim_flux,ylim_flux,lag=lags[n],Backward=True)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "theta=np.linspace(0,np.pi*2,500)\n", "EllipseAX=np.sqrt(.0289)*np.cos(theta)+.3\n", "EllipseAY=np.sqrt(.04)*np.sin(theta)+.3\n", "\n", "EllipseBX=.2*np.power(np.abs(np.cos(theta)),2/3)*np.sign(np.cos(theta))+2.15\n", "EllipseBY=.5*np.power(np.abs(np.sin(theta)),2/3)*np.sign(np.sin(theta))+2.8" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/jstrahan/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:7: RuntimeWarning: divide by zero encountered in log\n", " import sys\n", "/home/jstrahan/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:10: RuntimeWarning: invalid value encountered in true_divide\n", " # Remove the CWD from sys.path while we load stuff.\n", "/project2/dinner/dinner/Trp_Cage_Data/Python/DGA_Github.py:334: RuntimeWarning: invalid value encountered in double_scalars\n", " pmf[x,y]=np.sum(q[inds]*COM[inds])/np.sum(COM[inds])\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "(50, 50)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/jstrahan/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:29: RuntimeWarning: divide by zero encountered in log\n", "No handles with labels found to put in legend.\n", "/home/jstrahan/anaconda3/lib/python3.7/site-packages/matplotlib/font_manager.py:1241: UserWarning: findfont: Font family ['bold'] not found. Falling back to DejaVu Sans.\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] }, { "data": { "image/png": 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Dp5/mjrlzkSSJ1z/7jH+sXEneqVMoFAouHT2aeTNncsOsWQwO6300pAe9yLnZYkGhUKBRq7uP6pwjOe+KxWplc14eK9evZ/WmTTQ0NWE0GJgzcyaXT5vGjMmTGRYbiyAI2MMGU15ezpdfruSLL5aTkeE6GkdHR1NRUYGtvX+CIJAQG8vIxERXSUpiZGIiw+Li3AtAOBwOTGYzfr7tAiB6mN/V0+8VqKp2fXfFxQXU1FQREBBEQEAQgYFBqFTdI8J+iJx3IEkS+/btYfXqFXz77QZOnMgBICYmjri4qxk5cg4jRsxAq3X9rWtqCikq2k9V1Ul3GTduMVdc8RhBQZ71obHR8/52HKckSaKy8iQnTnxHQcEewsLiGTduAYMGdY4kDZQOrqTkIJs2vcDllz9BbOx4j/9sxcWe99eb9Puevj/AH//oWb0JEzxv05s0d7W13e9LkhlRXIPT+QyQiyBcj0r1GoIQ43mj7Xj6Pbh2C88DXwLhwKD2bTowh66hE96mUszP96yeN7sxlYeBm3b79zidD9LaeoygoNkkJr6Jj08S4IovLyx8loKCZ/DzG0N6+pc0Ng7xuA8/PJViFa5Ql29xSfmdgCuHovepFEuBIZzr2PMfQx8ulJyLokhZWRltbW29Pm80GomKiuoh7rKcy/wYyHJ+Nhw96lG13KIiRi9ezGUTJrB26VIEQeCtzz7joeef59IxY7j5mmu4fuZMwoLbRyx7MZyG5mZKKiuprq+nuqGB6vp6ahobO++3P1bd0ICp/fWCILjizTtKR/y5VouufWvQ6QgNDCQ8KIhBISGd22HDGBQWhtGTkfn2nZXdbmfH7t1uUa9o32tGhIczY9Ikpl81hxkzZjBs2DAEQaCsrIwVK1aQkbGLmJhYRo4cyciRI0lMTMTY3OTRd9v1/T3CCzlvafX8QCaKtI/+nyQ7O5Ps7EyOHz+GJElMnTqdadNmMmpUOkqlckB5LC4uZuPGDWzYsJ4tW7ZisZjQaHRccskMJk6cw+TJVxMV1TObjje5lz0593IdrLLZvfs7Cgp2UFDwHS0trjfR6wMxmxsAiIhIJT19Aamp8zEaEz3ugzcnNN7I+dVXe1Zv+3bP24QLL+cmE0iSE4djB3b7Mmy2FUALCkUCev0bqNWdH1yn6/5aSRKx2/cCNtTqqQiC0v3cmdLfH5GezVUEoLnZ87p9RBL0ijdy7k1do9GB2fwObW1PI0mtGAyPotc/SkvL/dhsa9DpbsPX958Igt6rkzpRBFGsx+nMwenMQRRzEcVqNJpfolZf5R5A8XA8BOh5gj8Qdrtn9bydzvIz0Yd+uZjkfMM5kvPBspxfcGQ5Pxs8kHOHw8GUJUvIP3WK46tWEREaypY9e7jyvvu4Zto0vnz99Z6x5+1yXdvYyKpt21j+7bdsP3QI8YwjglqlIiwoiLDAQEIDAty3QwICkCTJlUaxa7HZsNhsnSkWrVbazGZqGxupaWjodcKL0WBgUGgog8LCiAgLI3nYMNKSk0lLTiZ26FBX33uRY0mSyCssZPvu3WzPyGD77t2dsh4RwYwZM5g+fUY3We+KUFkx4Hfr5jzLuSRJVFVVkpWVSVbWMbKyXCJ+8mQO1vb4AKVSyfDhiTgcDvLyTgCucJgpU6Yze/ZMZs6cRUpKSq/zDrry/fcWjhz5jj17NrB793pKS13DcEFB4QwZMpyhQ4cTFTWMoUOHo9cPZ9CgeDQaXb9tQu8iIIpOSkszyc7eQXb2DnJyvqOlpQ6AgIAo4uKmEx9/KfHx0wkNHU5jYxnHjq3k2LEVFBW5roKEhY0kJWU+KSkLCAtL7rcP50rOnU47SmXnkto/RTm324/R3LwMm+1TJOk04ItGMx+1+hZUqundZBtcci5JZqzWLVitX2G1rkUUqwFQKMLR6Rai0y1GrZ5EXZ3nRuaNnDc12ZCkOiSpDlGsRZJcBeyAoktRolJ13hcEFTrdTX22+2PJecdJsyhW09r6eyyWD3CNNCvw8XkVvf4h936qNzmXJAlRLHNLuNOZg8ORi9OZgyRVd6mpQxAMSFI9SmUqOt2TaDQLcTo9z88gy/nFw8Ui56lpaunrcyTnQ6MqL4rP9HNGlvOzwQM5/8t77/H022+z/KWXWHjlleSVlDDh5psZHBZGxief4GvsPoO+vqmJLzdu5PPNm9ly4ABOp5PhQ4eycPZsLhkxgrCgILeIuyeFeko/13gdDgc1DQ1U1ddTWVtLlcNBZXU1lTU1VNXUUFlTQ1lFBQUlJe6TBB+jkdSkJNJSUtzCPiopqdfRdkmSONnSyvbt29mxYzvbt2+nosIl4CEhIURERBAUFERQkCtsJFirISgggKDAQIIDA12320tYSAjargG4ZynnoihSW1tLTU0N9fX17lJR2UBDQ32PcupUKXV1ncONERGRJCePIiUl1b0dPjzR3ceKinJ27tzOd99t5fvvt1FcXOj+3NOnz2DmzFnMmDGTESNG9Ph77tvXva9lZQXs3buRkycPU1p6klOnTlJf33ldVxAEQkOjiYwcTkTEMGbN+hU2m4UtWz7AYmnDZjNhsbRhtZq63e/YSpLrbxsaGkNy8nSSk6cTFDSdoKDYfn9rjY2nycxcxaFDX1BauhNJkggNTSI5eT4jRy4gLGxkj9efCzmXJJGPPx5HePglTJz4ewICYn8ycu50lmE2f4bJtAyH4xigQqW6Co3mVtTq6xCEnplvRLEWh+NrnM7V2GybkCQTguCLVjsHrfZ6BEGF2bwcq3UdYEWhiEaSFqNQLAbS+v0bS5LIoEE1OJ2VOJ1VOJ2ViGJV+/0aRLEWUXSJuNNZiyR5MXTeDTVhYX1bdV/CLYql2GyfodEsQaEI77dub5x5Rctu34vJ9Bp6/b1oNDPOeK8z+7SdlpYF7ScfLgQhEKUyCaUyCYUiCaUysf12NODEZvsMi+VvOJ3ZKBQxaDSPo1b/CkEY+GqlLOcXD7Kcy/wYyHJ+Ngwg55syMrju4YdducRfeomqujouXbKEuqYm9n/6KbFdAgdbTSZe+OADXvn4YyxWK3GDB7Po8stZNHs2qb2MLP8gPA3AhD5HmE1mM1knTnA0O9tVcnI4mp1Nc0sLADqdjsVz5/LgHXcwJjW122ulLnm9JUkiLy+P7du3s3//furqaruJcV1dnXsU+kwUCgUxQ4YwPC6OEfHxDI+PZ0RCAsPj4hgcEdHraLTdbqf41Cny6uvJz88nLy+PvPx88vPzsVqtxMbG8v333/d4nVKpJDDQdcIQFBRMYGAQ4eGDSE4exciRLhkPDg726jJ3XV0J27dvc5dTp04BkJCQwNVXX8OVV85h+vTp6HS6HnLeG21tzZw6lUdm5knKy09SUZFHeflJystP8NBDH+F0Ovj3v3+DVmtAqzWi1RrQaDq2BnQ6IxqNAa3WwODBiSQnTyckpDOrgzehF62t0NJSQXb2KrKyVlBS8h2SJBIWNpK0tFtJS7sZPz9XSs1zIed2u4nvvnuKI0fewem0ERaWyrRpM0hPn0Fa2qX4+fUdhH8xy3lb2wc0Nd0DOFGrJ2Iw3IIkLUSh6D7D0eksxG7/FKfzCE7nYUTRdeKnUAxGq52LTvcLNJoZPSaHimIzVutqzObPsNm+xZVxJQhBGA2MRhAuATRADpKUgyTlArlATysUBD0KRShKZSgKRQgKRQhKZQh2ezCCEOIuCkUIghAMaHFNke8sanXnbUkSUani+/zO+hJuq/V9zOa72vsUjVI5ChiJQjEShWIUgjCi30myP2SugsNxAovlVSyWj1Aq49DpHkKpTEKlSkIQwhAEod99gyvcaB0Wyws4HLsRhEh0uqWoVDf0u8+X5fzi4aKR81S1tOYcyXnsEFnOLzSynJ8N/cj5lr17ufbhh0mMiWHbe+8hCgIz77yT/NJSvnnnHaaMHg2A0+nkozVr+MPSpVTW1nLT1Vfzm0WLuCQx8dwv3HIO5Lw3JEGgpKyMo1lZbNy+nU9WrKDNZGJsWhr33HILi6+/Hh+jsZucD4RQWYHZbKauoYH6xkZ3qWto4NTp05wsLHSXti5HKoNez7B2aQ8JCqKwpIS8oiKKT51yZ30B8PX1ZdiwYSQkJDAsIYHJkyfT2trqHr0PCgpCrQnG19fXo7+DN3LeVQIkSaKgoIDNm79l3bq1bN++DYvFgl6vZ8aMmSQnX83EiXMYPLhnHuMzOTPmXJIkJEnq9WTFm/hWb+W8+/0qsrNXcuTIJ5SV7UEQBGJjZ5GWdivTpt2ITudZRo+BYs5bWk6Tmfkhp05tp7IyA6vVjCAIxMWNIj3dJeupqZfi79+ZieZ8ybnTaUKp7H00tOO7lSQJpzO/PQzlWyyWVWi1V+Lv/xYqlWt+wZlC5nDspa3taiSpHoUiAaVyNEplOirVFRiNYzzef9TU1CJJq5GkvUjSISATV5aQDoYiCElAEgEB8SiVESgU4SiVg1AqwxGE3q/gXYiYc6czF7v9S5zOTJzO44hiLq4wGgAVgjC8Xdano1TOQaGIdb/WUzmXJAmb7TvM5lew2dYCWrTa2zAan3WP2HfFk32DJElYrd9hsTyCKB5FpZqLTrcUhaL31IeynF88XCxyPipVLa0+R3IeL8v5BUeW87OhDznfceAAcx58kIQhQ9j23nto1Gpm33MPR06c4Ou332b2xIkA7Dx0iIdeeIEjublMTE3ltSeeYGJa2sApL/pAFEVKKirILSnBoNMxODSUwaGh6Dtmh/1Icn5mWElTczOfrFjBO8uWcTw3F18fH26ZN4+7HnmU9PR0j5r0NOZckiTKq6s5UVDAyYICThYWciI/n5OFhdTU1RE7dCjDYmMZFhfn2o4ZQ0JCAmFhYQPKi7cTQj2lPwkwm83s2LGDjRvXs3HjBvLbU1gMHTqciRPnMHHiHEaPno5W2zOu/FxPCO3gbOS8K3V1eRw9uoyjR5fR0FCIWq0nPf0Gxo+/lcTE2SiVff8+vZkQevnlNnJz93PkyHaOHNnO8eO73LIeH5/G6NEzGT16Js3Nl6LT+Xvc7g+R85aWXeTnzyMhYRW+vt3Tl9hsFRQXb8Vq3YzNtgWn03UFRaGIQq+fj5/fiwhCp7V2FTK7fQNtbfNRKCIwGjd2W0QHek4I7Y+eWWDsQDau0fQRCELnD/a/bUKo1WpDkvIQxeOIYiaSdBxRPAzSKSQkBGE4SuUclMo5+PlNRxD6/uIkyYHVugKT6RUcjgMIQgg63f3o9Q+gUPS9v/QmE44kObDZXsdq/SMgoNU+i0bzEILQ/X9jIDmXJBtgRxBcYZPey/kpXOkyF9DfiqU/E33oF1nOZX4MZDk/G3qR812HD3Pl/fcTHRHBtvffx0evZ86DD7LryBFWvfoqc2fOBOBgdjaTb72VQSEhvPjooyy6qnPWvidyXtPQQGZ+PscLC8nMzyezoICswkJae9lrB/r5uUQ9LKyztN+PCg9nRHR0p8B3cBZy3oEkSew+cIB3li3j87VrsVgsjB8/nrvvvodFixZhNPa9Yt3FPCG0N86VnJ/JypV57N69gT17NnDo0HZsNgtarZ7x469g5sz5TJs2F6PRD7j45bwDSZIoLc3gxIlPOHToc0ymBvz8whk79ibGjbsJf/9I6LIMtSRJlJV1XaHPtVUo1BiNg3qcZJ0Zc263u2T98OFtHDmyjePHM7DZLAiCguTk+SxYsNyjz/ZD5NxuryI7eyoORy3Dh3+Nw1FDc/MWmpu3YDa7Vv0VhCC02plotZeh1V6GUtl7GFvHv7bNtgyT6VcolaMwGjf0Olp7NnLeH/9tct5bXVG0YbHoUQmXIgo6RHE7YAH0aDQz0WjmoNFc5b5iIYotWCzvYzK9gSiWoFQOQ6f7LTrdbb3G/fd8P8/62vV/UhSLsVgewOFYj0IxGp3uZVSqWe7nB5JzUVyDKC5CqdyNIKT/ADlfDVwP7Af6drSfiT70y8Uj5xpp1TmS8+FD5GwtFxpZzs+GXuT8eH4+Dzz/PMtffJFAPz+uf+wxNmVk8OkLL7B4zhzAlRZxzKJF2B0ODn/+OSGBgd0bOUPOnU4nq7ZtI+PYMTILCsgsKKC6vt79fLC/P6MSEhgVH8+ohASSYmKw2Gycrq7mdE2Nq1RXU9Z+u6qurltmFoVCwYjoaNKZo6/aAAAgAElEQVSGDydt+HDShw8nbfJkBnkwutzewIBV6hsa+Pibb3n33XfIycnBz8+PW265lXvuuYdRo0b1qC/LuYuuMecWi4nDh3eQkfE13333FTU1p1GrNUyYcCUzZy5g+PC5GI2ejQR7K+dOp522tlpaW2tpa6vFZKojKCiGyMi0bplSPJHzDkJCwG63cvz41+zb9wnHj3+N0+mhRbjbSCE5+RaSk2/Cz88VAjDQhFCr1UJOzl6+/HIbOp0/kyY95tF7ZWd71qczR/mt1mKys6dit58GQKHQ4+MzDX//yzCbL0OtTu+RbaU3TCba45t/i0o1C6PxSwTBr9e6spz3XVcUTyBYZmDHgVpfAKgRxe0oFBuw2TbidOYBoFQmoFKNx2b7GklqQq2ehsHwOBrNtUiS5/ucHyLn4DoZdThWYLH8BkkqQ6m8HJ3uryiVYweUc6fz10jSCpTKGgRBzfDhnvWh8zf+NvAgrtVeB3n24n4IGHiBWDee9rUDbxbq/jG4WOR8ZKpGWvn1uZHzxKGynF9oZDk/G7Zt6/VhSZJwiiIL//Qnvty5k/cff5w7Fy92P3f9b3/L+l27+O6995h0xqTJM9l55AiPvPwyh3JzMeh0pMTFMbJdwkclJDAyPp7w4GDPJLo9i4rdbqeytpbT1dWUlpdzPD+fo7m5HMnNpbSiU4pDg4JIT0oiLSmJtMRELklJISkhoed7eWqbCgWSJLFz717e+egjVqxbh9VqZdLYsTzxwAP8Ys6czvhob+zCC9u12jwXbm+cv7DQ87re0Fe7oiiSm7uHnTu/YOfOFdTWlqFSaUhOvoKxYxeQnj4Xg6HvI2JIiKuNxsYqamtLqalxlcbGKlpaamlqqnFvm5pqMZt7zzuv0RiIjZ1AfPxk4uOnMGzYpH7ftytnSmFbWx0nT27AZnOZR+fvTHCP/HV9zGJpJCdnJadOZQAQHX0po0bdzMsvLyAg4IwT3j7wdMGTRYs8qwcwf37PxyorC9i//yvi48cybNhE1GrXxMS//tWzNiVJorDwSVpaXsJgWEBw8CderQDaH97IrjcRd94sXuxNxN3ZyrnNtgZj21NoJAV1+pvQ6Z8COvvrcBRgsWzAYtmAzbYHrXY2vr6/RaMZ/4P64OnE575ObCXJQkvLP2hu/guiWNce8vQcavWIPuqLVFREoNXOIjj4M/x6P3/rhs1WgkoVRnOz60pAc/PvaW19iYgIa58rkZaXe/SxAFnOzweynP+0kOX8bOhDzkVR5PYXXmDZ5s28/sADPDJvHh17yJc+/pjfvfkmr/3mNzx6U9+5fEsrK3nyzTf5zzffMDgsjL89/DCLLr8cpXLgEbY+8eBo2dDUxLGTJzmSl8fR3FyO5uRw/ORJbO12NG3cOP7ym98wbdy4zhd5Ieddqauv5+PPP+etDz6gsKSEpOHD+Z+HHuKXN96I2teLpb9/hnLeFVEUOXFiLxs3fsHBgyuorz+FUqkmJeUKxoxZgL//IOrrS6mvL6WuzrVtbCylru4UDkf3kWq1WoufXyh+fiHurVodgo9PKD4+Ifj6urYGQwCVlScoKNhFQUEGp04dQRSdCIJAZGQK8fGTSUiYQkLCFEJD43o9efRmxLY/KayvLyQz81OOHVtGXd0JNBoNs2dfw4033szs2deg6+dE73zJeV94IueSZKe09C4aGj7Cx+cBAgPf8Gik3VPOtZzbrP9CkvIJCPxzt1jpzjzglUiSqb20tad7bOt2XxRdz6tU0Wi1k9FoxqNQ+Hrd3651XROkKzGb/swQWwYRDGGPcBCfgBIEQePVyUT3dtswm9/Fal2DTncHOt0t3X7vZyvnHYhiM83Nr9Lc/DJgxmi8A1/fP6JSdV8u1GrdTU3NZIKCPsVg+OWAci5JErm5vgQG3oVO9xoADQ23YbPtIDy8pM/XyXLu4mKS88+/Dh24ogekDC2/KD7TzxlZzs+GXuRckiTuf/11/rl2Lc/dcQd/uOUW1xN+fuw8coQZ99zD9dOn88WLL/YqLG1mMy9/8gkvfvQREvC7227jd7fdhlE/cGzjgHhz9Olyndlut3OiqIjNu3bx4rvvUllTwxVTp/K/Dz7IlDFjEDwV6T5s1+FwsGLtWp5/4w2OZWcTPWQITzzyCLffdBM+noj3z1zOOygvd/3+ior2ceDAFxw48AX19aXu5wVBQWDgYIKChhIRMZTQ0KGEhkYTGjqUkJChhIQMwWj07/G7rK4+8516YrG0Uly8j8LCDPLzd1FQsNs92u7nF058/CTi4iYSGzueoUNHYzAEnDM570CSJCoqDiEI/8eXX35GdXUlfn7+XHvtfBYtWsKECVN7vOZil3NRNFFcvJDm5q/x9/8zfn5Pn/MsTudazu32TbS1zUGrSUVveBiHowS7/QB2+35EscaDd9GiUBgQBB1OZyWuOQYK1OpRaLWTUSono1KNRqUajiCoe7zadRJwGocjE4slG6czG1HMwenMRpKaUKJmJOMIFSLJlI7Son8Cnf4ur+VcFOswm/+ByfQ6klSHQhGJKJaj0czB1/cdlMohwLmTcwCrdT8N9YtBGIzNthcQ8PF5EB+fR92S3tT0P7S0vEJkZDUKReCAcu50NnLiRCBhYS+hUj0OQG3tLCTJQmhoRp+v80zO2wDjWcm5JIl9jt6DLOcdpKRqpP987cVcsX5IHXr6ovhMP2dkOT8bepHzl/7zH3737rs8uXgxz991l/tAetpiYeytt+JjMHDgk0/wP0MoLVYr76xaxV8//JDq+noWXn45f3v4YaIjPE8/OCA/UM67YjKb+fv//R8vvPMOdQ0NDI2MZMHcuSycO5dxo0f3Lw4D2K4kSazfvJm/vv46Gfv3YzQaWXTjjdxx661MnjCh77ZlOQd6HiwlSaKk5BB2u5mgoKEEBES6M6J4k2PcEznvoOM7E0WRiops8vN3kZ+/i8LCPVRV5bnrhYTEMmjQJURGjnYXP7++f+vehFPce6/rhG/Xrm2sWLGM9etXkZycytq1u3rUvZjl3G6vpqjoOkymA0RF/QOF4m7PG/aCrnIuis04HEex2w8jirXtI/QqQIkgKLHbVd0ecxUVklSLKOYjivk4HHkoFZXED5pBYeUOHKINlSoFtXosGs1YlMpoBMGAIBjdW7W6476+22i7KDZite7Fat2NzZaB1boHSWppf1aNSpWISjUSlSoJUazGbs/E4TiGJDW42xCEMJTK5PYFgZJxmF9njJSAUfClTWpmHztQau4lIOD29vj//hZikrBat9PS8i5W6yrAhkZzLUbjU6hUEzCb36a19SkEQcBg+CMGw6OEhvY8geiN/uRckiw0N/0Bq+UzrPZawsMLASfNzc9gMn0MiGg0k1AqIzGbXWk4Q0M3AAwo53b7afLyotBokvDzex+NZjI1NZNwODLx83sBg+G+Xq/U9C/nVuAN4HngewICRvbfiS50lfOWlp2UlDzE8OFr0Wiieq0vy7kLWc5/WshyfjacIecmi4XwefOYNXo0Xz37rHsnb7HZuPQ3vyGnuJg9H35ISnznAhs2u50P16zh2Q8+4HR1NbPGjePZe+9lclqaV11pbm3lYG4u+7OyOHziBFqNhoiQkO4lKoqI0FAMnozCDzBDq6W1lVXffMMXGzbwzc6d2O12oqOiWHDddSycO5ex6b0c5Dy0XUmS2HPsGP9atoz/rFxJa2srwxMSuOPWW7lpwQKiBg/u3rYs54B3l5l/bDnvjZaWWkpKDlBaepjS0sMUFR2mri7f/byv7yAiItIxGkPRan3Qan3RaHzQaHxQKHzab3c+ptcHEhjYM2Tm3nu7v29bWxvFxfmkpPT8n7pY5dxqzaeg4Crs9tNER39GQMD1dJkDfk5wOquw2Q5jNh/G4TiM3X4YpzN/4Bf2gSAEo1AkoFAkgFRIXHgAIX5xHClah6C8Fl+/V7ulhuyKpzHnkuTEZMrG4TiGw3Ech+M4dnsmoliCIPigUo1CpUpFpRqFWj0KUUxBoQju1kZzQzCXSjNQtI/GHpB20UgN4EClGonReDsGw80olZ0ni05nFSbTR7S1vYfDkY8gBKDT3YpefzcqVXfxdDqLaWl5BJttDUplClFRb2M0Th/ws/Ul51brbhobbiPMP4IAn1CKqu0EBK5xP+9w5GMyLcdsXoHDkY/ReD9+fk+iULgW4PIk5rylZT0VFfficJRhMNyHwXAPLS1PYLV+g1o9ET+/59sXkVIDGgRBQ1WVBtdCVer2rRIQgK+Bx4A84FrgTQICYvt45550yHlLy/ecODEHjSaKxMStaDS9z0aW5dxFSqpG+nSdhzu0AUiPLrsoPtPPGVnOz4Zt26ioq8PhdDIkLIzPt29n0Z//zJaXX2bWJZcALtFc8uKLfPzNN3z58stcP2OG++UrNm/md0uXUnT6NJNSU3nuvvuY1TWWuw9sdjvH8vLYl5XFvqws9mdnk1NU5M7AEh0RgVMUqaytxdFl4Z0O/Hx8iAgNJSI0lMjQUNISE5mQmsqY5GR8OtIbepE+ocHhYM2mTXy+Zg3ffvedW9QvnTiRiWPGMHHMGEYlJaHWejGBrT1OuLW1lRWrV/OvTz7h+wzXJVatVktkRASRgwa5tkOGEBkZ2aP0toDQf6ucO51OmppqaGysoqGhEr3el5iYURgMnSFFF7ucn0ltLVgszZSXH6G8/DDl5YeprDyG2dyAzdaK1dqKw9H/kPmgQelMmPAII0cuRq12/WbOlPP+8FbOGxuPUlGxkeDg8QQGjkWt7hnS9UPkXJIk7PbTWCxZWCzHqap6AYC4uLUYja51EXqT89bWf9HW9jGCoEUQdO1F3+W2Dui8LYq12GwdIt45+VupjEOlGo1a7Soq1WiUyggkSQScgLM9z7dr63rM4X5cEAJRKDpjF5zOTET7DUxJvBlRdJBzege1LS34B6zqdfXPs50QKkmm9s+p6LeuKDZgbkpkGpe6H2uUaslUNKL3uxuT6WNstj2AAq32CvT6uVitWzCbVwMONJppGI13o1LNGzCNotW6lpaWhxHFYvz9byE8/CVUqr4zn5wp56JoornpSey2rxgVcwUBPkPYm7scrfFdNJppvbYhSVKPfd6Zcu5w1NDY+BF2ez4BAXei17uOOU5nC2VlT9PWthSFIhI/v7eAVpqbH0UU6/r9rC4EXKJuA0YArwNXAd7HnDc37+DkyWvQaIa0i3nX1aUdlJY+QXj4Q+h0cbKct5OcqpGWrTv7zDoAY6JPXRSf6eeMLOdnw7ZtPPXee7zyxRfUrFrF7S++yP7cXEr/8x/3xM3XV6zgsb//nWfuvps/3t15WXrlli3Mf/JJ0ocP5y/338+cKVP6vJzqdDpZvWMH2w4cYF9WFke6TNAMCwpifEoK45KTGZ+SwtjkZELa94SiKFLX1ERFba2rNDdTUVPTWWprOVVR4c7QolAoSElIYEJqKhNGj2ZCejrJCQkDT0LtMnLd0NjI6o0bWb1pE7sPHKCqxhVjqtfrGZuWxoRLLnEJ+9ixDO4vZKeXSXwn8/LYuHkzpysqKK+ocG/LKytpaWnpUd/Pz4+kpCSSk5JITk4mOTmZhGEjGTJkSK+rZp7JuZRzh8OB1WrBajVjsbhKx+2ObUtLIzU1ldTVVVFbW0ltbRXl5ZU0NlbR1FSD2EtOtoiIeOLi0omNTSMgII0hQ9IICho6YFzyD5Vz10qWDpxOOxqNvsf7eCvnA+F02rHZ2mhubsVm6ygt2GytNDYWc+DAP6mpycZoDGPs2HsZO/Y+nnjC8wOUt3Kel/cWhw8/1P6ogK/vMAyGoeh0kej1kej1g5k1K5KgoMEEBkYSEDAIlaozrEGSJBoaKigry+LUqSzWrs1qF/JsRLEzI45Ol0Js7JdotcPcj50p562t71Jffw8qVSIKhT+SZOlSzO7b3Vf7VKJWJ6FWj0ajcRVI7ybW/eFNeJHZlMTYuFkYda4fW1XjCXLKdmD0fRW9/pfd6p6vbC0Oxx6ULbcxhs6rKJIksUfYhyHkc7TaidjtJzCZPsFk+gSnsxSFIhiDYQlG469RqxO96oNrkutfqa39GwqFgbCw5wgM7D1MpLXVNfnX4SjCZFqFqe1VIgITGBY1E6VCTYu5msP52wgNz0aSPB9k8PNzxW23tW2jsfFdmpu/xLVAkR5JMmMwTCc4+Al8fObQ1KTAZttLY+NdOByZ6HTz8fV9BqezAEmytS9u5No2Nbluu1ZgtXUpMcCduEbTXXgj54MGbW8X8+h2Me/+/2yxFJCVNR6l0kBi4jaOHk3oo6XzgyznMj8GspyfySuveNymmJ5O7E03kRITw7Lf/55B8+fz0A038Mp99wGw+eBBrnzySX4xeTIrXn3VLYT7s7KYfvfdpI8YwdZ//ANdHyPKkiSx7vvv+f3bb3O8oAAfg4ExiYmMT0lxlZEjGRIe7vkEsT5izmvq69mXmcm+Y8fY275taE9SbDQYGDtyJBPS05mQlsal48YREhTUvYE+wkokSaK0rIw9Bw+y59Ah9hw8yKHMTGztR7aoyEgmjhnDpLFjue7KKxkW12WJei9TKba0tFBRUUF5ebm7FBcXk5ObS1ZWFlVVVe7qRqORxMQkEhOTSUpylfj4BPz9A/Dz88NgMCAIgkei6YqtrmD37mJOny6mrKyI06eL3aWurhqr1YzDi8TiGo2WkJBBhISEYzAMIiAgnMDAzm1gYDitrQ0UFh6lsPAIRUVHKS/vDEcwGAKIikolKsol63q9P1ZrK1Zrm3urULRisbRhsXRurdY2bDYLDoetW7HZXFun07XtwN8/on2S50Ti4iYSHT0Wvd7zeQ3nYkKoK8XgFvbufYOTJ9ehUKi58cZF3HXXo6SljRmw3Tff9Oz987tEe1itddTX76e+fh9NTccwm0+3l4r2UeVOBEHAzy+MoKBIVCot5eW5tLU1up9XKkPQ6VLQ61PQapPdt1WqnlkXusp5a+vH1NcvQau9ksDAF1GrR/Y5aU6SRCTJCljco+pd+bFSKUriywTqvmZ4ZOcotdnWxJGidUiKqfj4/h2FwvV7OV9ybrX+m6C2VwjGHyN+iDjJEU6gkuyYtakEtsdpg+t7cziyUamG9Uhb6W0qRav1BJWVD9LWthmd7hLCwv7W3s7J9pKHxXISh6MAhaBEozaQFrcAf+NgdzvHilZS09SCj88daLW/QK1OHXDf73RW4XT+m4aG97DbC1AoAgkIuJ3AwLtQqYbQ2Pg+dXWv4XCcQqtNRq9/HL3+JkBBa+tLtLT8GUHQ4ev7B9TqyajVo1Ao/BDFViord6JQfAMcQRQ34Ro17x1P5dxu34rZfC1abSyJiVtRq3s/ezaZjpKbexmCoMPHZytK5cApXrzNArOr5xSVXrlY5DwpVSt9vO7czFEbH11yUXymnzOynJ/JAHJe1dLCO7t3c9fEiRQkJDDtttv45PnnMVut3P3MMxxYvpwxKSkUlJYybvFiBoeHk7FsGb7t33NpZSUT7rwTnUbD3g8+IOxM0QVQqfj+8GGeeustdh09yrChQ3nuvvuYN2tWz1Fsb4YqPRReSZLIKy1l77FjLmE/dowjubnY20fr05OSuGziRC6bNIlpY8bg4+nwI2C1WjmSleWS9cOH2Xv4MEWlrowiKSNGcONVV3HDnDmk93MloQceTHStq6sjJyeH41k55ORkk52dTU5ONqdPn+5RV6lU4ufnh9Hoj4+PH76+3bei6KSsrJiysmLKy0vcJxsdhIQMIiIihsjIGIKDB6HV6tHp9Gi1riIIejQanft+R/Hx8ScoaBBGo5/7sw+02EgHZnMrR49mUlJylJKSI5SUHKW0NBOrta3X+jqdD1qtscdWo9GhVGpQqTrLmfdVKg2CoKC8PIe8vD1UVbnMVaFQMnhwGjExE4mNnURs7ERCQuL7/Dt6IzieHNyrqvLYvHkpO3d+iNXaSlzcFGbMeIS0tBvcE2G74k0YkGfZYkRMphqcznJaWsppaTnt3ra2lmO3mwgOTiQ0NMVddu3yfAJXRx8aG7+gtHQxPj4ziIh4g/yCsQgKFQafSzBop2E0TEOhmIBS6Vmud09/Y+Dd4lV2eyUtTelMT7nb/RuwOUxUNeaQV7EdhTKNgIBdXrd7NpjbfotofRcbkEA8IQxiv5CDRnMDNvtOtPr9Hu13vFk0qWO3K0kSFssXNDU9hih2/vgEwYBSOQylMgqnYxc+ugBGJyxEreoMm7E7zHx//B0QRuBw7AcklMpodLpfoNPNRaO51J25RpJErNbNmEzvYrF0hONMx2C4C71+Xo+TM0myYzYvp7X1JRyOYygUkej1j6DX34MoVtPScg92+7b2vipRqowgifj6xdDUeBKN5tdotW90m8h7Jp4sxORwbMFkug5BiEOl2oog9P+/IYqZOJ2XIQgq/Py2olIl9lv/5yDn/17rxSph/TAxpvii+Ew/Z2Q5P5MB5Hzpzp08/NVXHH/8cd4+dYp/r15N1Y4dzH3wQSpqa8lZs4ZWk4lJN99MeXU1+//zH+KHDoXWVlra2ph6zz0UV1Sw+/33SY7tOUnmaF4ev//nP1m/axcRISE8c/fd/GruXNR9DS39CHLeW7sWq5VDWVls3buXLbt3k3H4MDa7HZVKxcRLLuGyKVO4bOpUJowejcabIxdQUlbGVxs38uXGjXy/bx+iKBITHc2Nc+dyw3XXMWnChP5Da7zIQuMUux94m5qayMnJoaSkmKamJpqbm9u3TVRUNNPS0kRrq2vb0tJMa2sTIBAVFUNUVAyDB7u2gYGxREbGEBERjU7XfyyqNzLkTd0zwx5EUaS6uhCbzewWcJ3Op9dwlP4Y6MDa3FxDfv5e8vP3kJ29m5KSfVitrgBaH58QoqMnEB6eSHBwDEFB0QQFubZKpQcz1drx5rJ4XV0Te/Z8yPbtb1JXV0Rg4BCmTbuflJSriYgY6b6Cda7lvANvkiJ98413fWhqWkNJyTwMhgnExW1CoTDS0rKB05W/YsjEq7CZmmmtqKSttgRB0qHTT0Knno5ONxmNJqnX0XVv5VyS7DidBTgcue4iCAJKZVx7iUepjANCaW2+jJSoKIJ8Xfu62uYCDhetwMfnHdTqqe74c1e7FkSxEKezAFEswOksBMyAAlc8s+KM266t67cstIfxtAFt7fnSW9u3bYDrNlIr4AAhjEGSD0mk8h3b8Q2sxW73fF/6Q+S8A1FswWJZh1I5CJVqGApFJIKgQBTbMJnexW5bid1+hJlpv3H/vYoq91LZlIyv3ys4nZVYLOuwWFZjtW7GdUUkAJ3uapTKeMzmZTidRSgUwej1SzAYOsNx+kOSJEymbzGZ/obdvgXQo1aPRqG04HSW4OsbRXBoNIFBCRiMIRw/uoyGujxE0Q5oUSqTUShSUakmo9Es7rZ67UD7EIdjMybTdSgUw1AqtyAInuXrNhiyaGqaBQj4+29FpUrus+5PXc4TU7XSv9YOHriiB0yJKbooPtPPGVnOz2QAOZ+0dCkmm40Djz5KxPPPM3viRF5+/HGGXn45z9x/P/97773Me/RRVm/bxqZ33mH2pEkAiM3NzH3iCTbu2cP6V1/ligkTurVb09DAY6+/zqfffIO/jw9PLVnCg4sWYRhIqM+TnJ+JyWxm16FDbNmzhy379nHw2DEkScJoMDBt/HiunT2b2xcs6Jxg6iE1dXWs+eYbVm3ezOZt27DZbISHhXH9tdfy6yVLGNs+0bYbZyHn/VFaOnCdDhobB67TwfmS83OFp8uPd/RBFJ1UVGRTVLSb4uI9lJTso7a2ALu9u+Hq9YEEBUUTGBhDUFAMoaHDCA9PJiZmEipV9zACb+S84zsTRSfHj69j+/Y3OHlyW/t7+hMXN4W4uKn4+08hImIsavXAv5+LQc6rqlZRWvpLdLo04uI2dzu5aWr6israBxlxzR1ojK4vy25uobW6mNbK07RWncbaUo1WN5LwkE9RqTovf/f3GxPFBqzWDGy23djtWdjtue0ZXTqHuhWKSEBAFLtfhRIEIxBEmJ8/kUEjqWg4wajoa8k69Q31bYEoVVNxOl0y7hLysjPe3RdB8MGV51zssu287Tp+ue67Jr0aAWN7Wkaf9m33x0CNw7ETveMYE4RZ7JDWYEeHUjkJpXIKSuUsFIpxfWaWgbOT8/6QJDP1dZNIiIhnUFAiNU0nCQ9I4rvM9/EP3I1KFd2tvii2YbV+2y7q6xDFWjSamRiNd6PT3eD1KrIOB9jt+2hsvBSDMZTwiFSCghMw+gzqdmKXl7uJ2mofVKo/IklZOJ2ZOJ3HcDqPIklVgBGN5mZ0umdRKML63Yc4HN9jMl2BQjEMg2ELNpvnC+n4+YHDkdMu6CIBARkolT0nHIMs594gy/mFR5bzM+lHzncVFTH17bd55brrCDYYWLJ8Oev/8Q/2ZWbyzN//Tt769Wzbt4+7n3mGlx9/nN8uWeJ+7dJ//YuHX32Vtx5/nAfOSOdwMDeXG558kuqGBh5bvJjfLVlCoCf5r+CCyXk3fHxoaGxkx549bNm5k807d5Kbn09QQACP3HknD/3qVwR6Y1cAAQE0NzezftMmvly7lq83baKtrY3JEydy88KFzPvFLwjvCKeR5Ry4eOS8NyRJoqWlmvr6Eurri6mrK6a21nW7ocG1tdlcITh6fQBpaQsZM+ZmYmOnolAofpCcd6WurpiCgu/Jz/+ewsKdVFbmAKBQqAgPH01U1BSioiYTFTUZX9+eB7gLKedWazElJY/S2LganW40cXGbUal6hsM1Ni6nuuEJRlx9B2pD9/2HuaGCwm0r0SpnExK0FIWiU9o6vi9JcmC3Z2O378dm24/NloHdfhyXCKtQqYahVCaiUiW15xdPRKlMdK/cKf1/9s47PIqq7cP3zPbd9EYIJISaUKV3EUQRVCwoxS72AuorKuorFtRPeUUFFEUQRREUQZCiNEVEeu8QQggJSUgvm+27M/P9sUlIz0aCNfd1zemIYisAACAASURBVDXZ3TNnzmx2Z39z5nl+j2JHks7i8ZxBks7g8STh8SQiS7+gVmlwe2y0aTqE6LBe7Dg5B5srH1FsgkrVBkFojUrVGlG8sBaEsAYvuFSKohRjLWjFIGEwu5SdODR9kaQEZLn0eI2oVJejUg1BFLship0QhKZl47kU4lxRFMxFtxDmX0C7ZoM4mLSKXPNx2jUbzLk8NUHBP9SxvYQsF6BS/f4S7t47GDIOx2wcjv+jXYdrCI9oX6FNSvJWMtIK0et+qiL+vQnje3C55uByLUYQwjGZliGKFSejyuN0TsfpfBZBCEWrnYgsP44g+HYMJlMadvt7OBxzASv+/ivR6W4oe91mm4rbvYPAwLX/AnGuV+atqt4Lvr4Mapn0lzimfzON4rwyNYhzRVG44qOPSMzNJWHyZHrOmIEpLIydixcTO2wY3dq35/tZs2g+dCgdWrVi02efld0+T0pNpcuoUVzRrRs/vPdehR+cL3/8kYfefpsmISEsf/ttesTH1ys7SlIUTqWkcCAhgQMnT3Lw1CmOnD6NKAgE+fsT6Od3YR0URKC/v/dxyTo4IICenToRXjn2vZ7ivDI79+3jrdmzWbVhA34mE4/dfTdPP/QQTcJ9nBWppMbMZjOfLVzI3M8+40RCAqIocsXAgYwZNYpR48YREeFb7G6jOK8/DSHOq6NyafWionTS0w9w4MASjh5dgctlIzg4hm7dbmfIkDtp1qyjT/368p5ZLLns27eTtLRtpKVt5/z53WW2jf7+zQkObkNQUCyBgbEEBrbAYIglICAWf//miGLt38+GEuey7OD8+elkZLyJIIhERLxCWNhTiGLNyrCg8EtyCl8m7rr70OgvfC/T920k5+QhIiMWYjQOLbFuPI3DsQeLxSvG3e4DJZaEIAgBaLV90OkuR6u9HK22N6JorFdseOnnxlp8N7KSj07/Gtbia+ne+gY0Kj27EpcRELgTlarFHxZzXp5Sv/PjQgIW01RgFIqSjyT9iiRtQpI2IcvHy20RhCh2QhQ7otV2QqXqiErVCVGs/Zzmqzi3FL+CRvie7m1u4nTGNrKKDGg0QykyP01o6CZ0usG/91B9xivObdjsU3G7viSu47WEhl1wDDqfvpczpw8QGLAfj6f2CSSP5wA22yhkOQO9fhYazUM1Xmx5PNtwuf6Hx7MKMCCK96NSPY0gVO+PrignkKT/IcuLABmd7nYMhueqeM7bbFOx2V4lJCSH+PjQavuqib+bOI/rolfmroppkL4Gt0z8SxzTv5lGcV6ZGsT5upMnGfHpp3x4880EGwzcsXgx373/Pg6XizsmT2btnDk4XS5ueuIJ1syezXVXeItOyLLMlffdx4ETJzj29dc0LyciJ3/4If/76iuG9OjBkjfeIDy4JIGrBnFudzg4cvo0BxISOHjqFAcSEjh8+jT2kmk9rUZD5zZt6NK2LSqVisLiYooslgtri4VCs7nMhrE83Tt04JoBAxg2YAD9u3ZFW0+3lJo4fPw4b8+ezZLVq9FqNNw/bhzPPvooLZrXcYVfy1TpsePH+Xb5cpZ89x0JiYmIosiQIUMYfeutjBo1ivBaLgDKi3OPx0N2djZRUdUn0TSKcy9/hDivjNNp4ejRlezbt4hTpzYgyxLR0ZfRr9+d9OlzG8HBNd++9fU9Kx9zLkkusrIOlgj1vRQVnaWo6CzFxRl4Z1K9CIIKf//mBAR4xbqfXzM0GhNqtaFsMZm8a43GWLIufU2PIKgQRTWi6F3/8osKQfBW3fQm1KkQBIHCwnWkpEzE6TxNSMhooqPfRVGifTqu/Py55BVPI+668ah1RtwOC2qdCWtOCinbvsdjd+NxWcsqbQqCocRasRdabS80ml6o1W2qjU//PeJclr3VOkUxGLd7OzbLaPrH3Ulu8RlOnU8iIHAXkuRbFc2GxFp4GT3kpmRzngzDOETVC1XaKEqu17NdPoYsHy1bw4UvvCCElwl1rz98D1SqDmUJmr6cSu32pbjsz9In/nZyihI5lX6C4JBdgEJx8X8JCJhxye4ilOKNOV+FzfYEEZFtaNnmCiTJRVFBMhGRXcjLOcnxo0uRPBAc/CuKUrcbkiznY7PdgcezDo1mPHr97Fr94SXpBHb7dGR5ISAhiqMRxWcRxR4l/e1EkqahKN8DBvT6BzAYnkaliq22P7d7B0VF/fH3/5bOnUfX6/1oFOd//jH9m2kU55WpRpzLskzPmTMptNs59swz9JgxA5UocmjDBvrfeScFZjMnVq3ilqeeYsehQ6T9/DPqEoH90Tff8PgbbzD/v//lvpEjy/pcs3UrI595hodvvpkPJ00qaw9UEedJaWnc++qrbD98uMzrOtDPj25xcXSNi6NbfDxd27WjfcuWaDS1/MiV/Eo4nE4KzWaKLBay8vLYsncvG7ZtY8ehQ3g8HkwGA4N792bYgAEMGziQuJYta/9h8KFCZ+KZM/zv44/5YtkyFEXhzlGjeP7xx4lrXX18oC9xDIqicPTYMb5dvZol335LYmIiKpWKIUOGMGb0aG6++WbCSgy9PR4PJ06cYPeeffy2fQe79+zhzOkEgoNDSEutHOvq5a8mzhVFISXlOPv3b8TtdtKiRUdatOhIkyYtEEXxHyXOy1NcnMXJk0vYuXMRycm7EQSB+Pgh9OlzG9HRXQkLi8XPL7TeDje+JIR6PE7M5nPk5qZQVHQWs7n8koLFkl5SqKchEQAFvb4dLVp8SGDg1UD9Qmsys2Zhcc0i7tr7OLriPTQGP2IHjMIQ0oz85IOk7f4RjaoLIUGvoCgDa3XaKM/vEeeVsdumoRO/plvLGzh+7icKHb3Q6Wf63nEDYS8eTZz7PDIKiZqWqHRf+bSdoihoNOeRpGNI0lEk6Rgej3cNpZWEdKhUl6FWd0ev74FW2wO1umO1cewu137MRdfRJ34cLreV/adXYTS9gaLYkKRzKIoZrbYvWu1Q1OqGEV+V8XiSKLY8glqdTnzH4RiMYaSn7ib17C4UxUXnbmM5enAVJtO3mM23oyhW/Px+Q6XyJdFUwm5/DZfrdUSxO0bjd4hibI3tHQ5QlAwkaSayPAcwIwhDAQ+K8isQjChORKWaQGBg7XctFMVDfn4YWu0YevSYW6/35O8ozj9e1aLuhj4wtOWpv8Qx/ZtpFOeVqUacLz10iDELF/LlbbehU6kY+9VXLLnzTlpcey19b7+dWS+8wLgRI4i68kqevOMOpj/7LADJaWl0vvlmBnbvztrp08vEQ7HVSofbbiPI3599CxagrSyoy4nztdu2cftLLyGKIo/deivdS4R4bFSUt78GjDk3Wyxs3r2bDdu3s2HbNhJTUgCIbtqUYQMGcM3AgYwcMqSqL7sP4ryUcxkZvPvJJ8xdtAiH08mt113HixMn0rVjpZCF+gQZG40oisLhw4f59ttvWfLttyQlJQEQFtkUQVBhtRYTGNkcMaQpYkhTDE2aU7R1Ne+9+l/Gjh1Xbbd/BXGelVXAgQM/sXfvevbuXU9ubtULCb3eRExMeyIjOxId3YnmzTsSHd2R0NDoBpltayhx7nY7OHFiPXFxV6HTmX6XlWJm5il27lzMzp1fkZ2dVPa6TudHWFgsYWHeUBSvM8yFtckUUuW9aAi3Fm+MrQuPx162aDR23G4bbrf3sdl8jtTU32jefACiKCLLnpL4YIkTJy5U2VSUC9U3NZoowsPvqxAbXh9xbrNZycy6E0mzB6c5G0EJRdQI+DdtSfNeV6HWGck6tp3s47sx6p/Cz/SUT8mDDSHOFUXBYh5OTJiG5qGXsTNhEYJmJlrtjb53Xg2CIBMamktgYCEBAUUEBBTh51eMKEqIoowgKAiCUvb3vr3fUbw/mRDCSQpKYeCQGTgcegoLg8nLCyM3NxyXq/r3pLqYc0WRkeVEPJ59SNL+srWimEu3QqPpgkbTHbW6PbKc53W7ca+je5sx6LWB7DjxCW5P+ROErqRYkPcEo1K1Rqcbik43FK12CCqV78mT1aEodiyWN3E659O63RAiIrtQVJhCwvG1CAzAaHyfgsL2iKIOP9OPaDRd8XhOU1g4EEXR4O+/FVGsWxDKMrjda7Db70QQVBgMi1Grr6m2bfnPuaIUIctzkaQZgIBKNQlRfLAksbdq9dPqMJtHIcv59O692Yd35AJ/N3HerrNBmb0qtkH6Gtbq5F/imP7NNIrzyiQkVHnq1927+fibb1g4bRrdR41CkmWOrFrFPZMmseq330hbvZrP16zhqffe4/DixXRu0wZZlrnq8cfZe/Ikx775hujAwLL+Js6YwewVK9jx8cf06VCN9ZNWiyzLvLlgAa/Mm8dlbduy/O23aVlD+IXPVBLnVrud+StXMn3RIj569lmuH3ShWAhqNclpaWzcsYMN27fz865dFJrNhIeE8Pi4cTw6diwRoaFl4/WJcsG42bm5zJw/nw8XLMBcXMw1V1zB5MceY3D//vUXlOWE/NzPP+eJZ59FpTPg36YL2ohoDE2i0QaFVrhN7y4uJGXJTPR6PcEhoURERBLVtCnRzZoR3awZkZFNCQmJJCKiCRERkfj7+9c6rsxM34dbmyiUJImTJ3ezZ49XjJ886bWWNJkC6dHjanr2vIYePYZhNPqTknKcs2ePkZJyjLNnvUtBwYWBGAz+xMR0wM8vCI/HXVbZ0+Nx43a7S55zlz0nyx4CAiJo1iyeqKi4snXTpnEYDFXL1FdHdRceGRkn2Lj5I3btXoLdnM/776URFBRZL3FeWRQqisL588fIyUkiL+9sWZJpXl4y+fnJ2GzmCu2NxgBatuxO585X0r79QNq160N6uu/B4fX56jkc4HY7OXBgJT9v/oi0tCPIkodZM7LQaCp+B48e9b3f/fvrbuN0nic9/UPS0j5GlgtQa2ORpTxaxBTgDZGYQ1Hx/xEadxlNuwxCltyk792E+VwKQQHTMJlG1/o5r88FQm3/X1nOp9jcle6trimLPzeadqFS1T0zbDZDREQWffvuoG/fHXTseJTY2GRatkzGYPB9gN98A688GEszSzeOBK8mJ7/qlUdWVgSJiW05dSqOfft6snNnX44c6YxG49udBkWR0WqT8Hj2I0n7ygn2QkBALRqJi7mayOAO7DzxOYLqagzGm1GrY1CroxFF750/t/sYDsfP2O0/43D8Wib41eouJWL9SrTaQYhiVbVaUwqT3b6GoqIJhEe0pGXbwciSm9MJP1NUWISf3zx0ugEAFBRci9H4DDrdlWXbut2HyM0djCiGExa2FZWq9pyf0lO0y3Wac+dG4XQeJTx8KmFhL1YJnzKbq+ngIpBlW1mxq3PnGrZvaBTnjVwaGsV5ZaoR56Us37CBW554gkXvvMOVffsSM2QIj95yCzMnTaLbnXeiEkX2fvklAHO++45Hp01j7osv8uBNN5X9qm0/coSBEybwxC23MOOJJ6rdT5HLxT1Tp7JyyxbuHD6cT55/HqNez9mMDD794QdeHT++YhiMr5SI84zsbKYvXsyCNWvQtm9P4b59nFuzhvCQEGx2O2czMkjOzORMWhrHU1NJOHeOs+npnD9/nviYGA6ePIlOq+WukSP5z91306F9+zp2XEI1mXKFRUV8vHAhM+fPJysnh16XXcZzjz7KzSNGlHmb/7ZrF1+u+J45b75Rvd95OXFutVpZ9O1S3vt4DoV2J5p2PQhs2xVRU/0FhCJJeOzFeKzFuK3FeGxmFLsVlduOYrci2Yox52Qy8fGneP65KdX24fF4OHgwjbS0M6SmJnHu3Jmyvy0WMzqdHr3eW3hIq9WSdv485zPOMHjQrRgMfmUFidLSEtm3byMWSyGCWoUhKASPzc7kSZ8xcGD1hXTK43KB2ZxHaupxUlKOkZrqFe4OhxW1WoNarUEQRIotBYQER6NWa1CpvItarUEUVWRmniH13BEsnmIUlxvF7RUswcFRZWI9Ksq7jo3tSlBQxQJUpeLc5bKzZ88y1m3+gEJ7DtoB3RFMBvy2JjH+jo8xm7PIz8+myJxJQXEGBeYMzMVZFBfnYCvOw2W38NILe2naNL7kPa710CsQGQlWayHZ2WfJzj5LQsIOftu5lKKCTCSXA0VRUKnUNGvWg9jYAYSHxyGKAumZR0hO3U5xYQb/ff5MBSHtqzhPTT3Cug2fsHffMkxNW+HfthvO/PMEmh1cOeQxrNY8zMU5FJmzMBdncz4zG7s9D4cjH5ejCMnj4IH7z2IwVE1eq02cW63HOXfuXbKyvkJR3BiNNxMUNAm9vj9u91k0mtiytrJcRKF5Klb7YqK6X0FYm544zDmc3bICjTySkOCaHasaSpwDuN3bcdi88efZRac4nZmOyX93je3j449yww3LuPba5XTufMT3gdTA3r0w5poQWhdcyT6/laRnuTHUXqIAgLy8ENavv45Vq25m7drr8Xhqj5evfMNSURQUJRenYxKBhmN0bnk9B5NW4xaGERT0dp37VxQPVus+nM6fcTp/xuXaBjgBFRpNL7Tay0sSeQciisHVinOb7Xtyc2+mZ9+nMJrCST+3h9SzOzEaJmM0TvApzMnl2k5e3lWoVHGEhf2CKNZ8t7P8jVBZtpKR8RBm82L0+m4YjQPR63ug1/dAp4unuPh3/Lb5yD9dnH+wqvoE2voyvNWJv8Qx/ZtpFOeVqUWc97zlFswWCyd+/JH/++QTXp41i1PLlmF3Ornsjjv44JlnmDBmDJm5ubS99Vb6durEhg8+8M5EORzIskzne+/FYrdz7Isv8KtGrOabzQx4/HES09J474knmDhmDIIgkJ6dTZ9HH8XmH0jPsBBW/9//oatnsZ+DZ88ydcECftm/H23v3hj69MGdk0Pe3LnExsaSlZ0NKhX60FDEkBBcgYEIwcFoQkJQh4RgT0hgrE7HhNGjmbFwIQtWrsThdDJq2DAWv/de3eOpxcbC4XDw5bJlTP/kExKTk2kTG8uyuXPZtm8/L70/E1VoBGP69WT21NeqblxDCMz+gwd57+M5/LBuPabWnTDG90IfGgmANe0Mhft/AZ0BlX8wWr8g1CZ/1Eb/srWo9v7o5u79hdt7d2HKlDfK+j59+hTTpr3Gvn27SU09i6ecetRoNERFxRId3YqAgGDcbid2u43zmedIzUpF0yoGV1IqwYZgnE4rDocNjwiiWo0giphat0JoF4O2dQzuXUcZ3/UuRoy4r/b3lrrF0MGDPzP9g/twOewsmJcNgCR5SEjYwZ4Dq9i1fzV2jw1t51aou7TC9dsRLg8fjMkUQkZGAhkZJ8nISKhQfj40NJq2bfvQrl0/2rXrj8ejY/O2T9mz7zt08W3QDuyOtoU3vMby6w7cOw6h9vdH8Deh+BlQAvSI/n6oSpbSv61freLOvi/TsaP31nd9xTlAfn4GXyx+gYNHNyFGN6etLor773qXLVu+4uChjaRkJOCwFaIy+WGIjsXYqh36ZjGYN6znjuEf06JF37I+axPnNlsR27YvZsNPc7C5bfi17kpQm26odV6ll3dkK87sVESdAUFnAK0Otc6EWu9dVAYTap0Rlc5Ayo9fMPLKxYSFdaqyn+rEud2exOnT/yEvbzWiaCAycjzNm/+H3Nw2db5PbvdZCoom4eEAMf2GcW7XTwQZPsVgGFzjNhcjziXpLG73RmQ5l9KCQpJnCyphF7IiINMTtfr6stcEQYVKFcOIEVk88cQn9O//W537LCgIIi8vFLM5kKKiQMzmADweNbIsoihC2SLLIhaLm4cfXkqQ0Q9ZcDN3fn8iIyVCQvIJD88hLCwXtVqqdX9ZWU1YsOABZs9+iry86u3/aoomdLmW4XJMIDQgmgJrJE0iV1abhFv9thf+VhQHLtf2ErG+Gbd7D+BN+lerLyMs7Au02ssqbO92J5CfP4T4jteRmPAzotCbwMAZKEqkT/svxeFYT37+SLTafoSGbkIQqi8WV/kUrSgKhYXzKCz8EoejvEuQAY2mJ35+j2MwjPb5/fCVf7I4b9vZoMxcVUMOVz25rtWxv8Qx/ZtpFOeVqUGcu1wudF268Mrjj/PqxInc8OijnD13jsOLF/PFmjXcO3Uqp5Yto21MDF+tXctdr7zC/oUL6RYX5+3A4eDQ6dN0ve8+5k+ezH3XXVftfp6cOZMPV6xg46xZXNnT+93IKSig9yOP4Ow/CEN8J868MpnjX39N+2oqjFZGlmV+3L6d1776irMFBYgDBmC67DKEkukU2enEee4c6uBg1EFBCCUz04osI5nNuPPz8eTnQ34+9qNHuapLF1a88w4AuQUFzFq0iNfnzOHhceOYM3Vq7YPxwWNOkiS+X7eOJ195hQKrDUNYE0KvvwvJZiVp/jRcyclVk17riE83m80s/GYJ7308B6ssom3XHW1QOOZNS5j5/ockJiZw+Mhh0jPPk5ObS2FhIVZLMZLHg6DW4LIUAdC1aw9GjLiBgoJ8Pv10NgaDgauuGkHLlq0JCWlN8+atiI5uRWRk8woz/EeO7GXKG4+RIzjRjroad0Y29sVrUGl1iH5G1K1jUFo2RdcmFlWI91ik3AKcSWexrP6Z66+8h0cfeKfO964mcV5cXMDsT5/g4OltaAZfht+2s4wYOoEdB74nMWEn+tjmCF1i0HdphyYiBNnlxnEymcKFPzB8wH3cOfbCbJ7X8jCb9PQTJCfv5/TpPSQm7iAnJwXBYEBlMhAw9ApMvbsjGmrOcVAUBcXuQCq2IBUXIxVbkM0WlGIbYrGDvN9+5emnNxEfPwSonzgPDCxm2fK32PjL5/j1HUBA9z7kb/kJ8+5t6PwDMUS1QIhsgq55DLrIKESNFsXjwZGVgSMthey1Kxg9Zj59el+4IKpOnJ8+vZs1a9/l2LFfCGjZiYC23TGG1uwioygyktOOx2FFctjwOKzexWlFcTiRHHayT/7GXXcdJjy8c5XtK4vz/PwNHD8+FkWRiY6eRFTUY2i1XoFYn3wJh2MXOXm3o9N1JiLs+zra+t6v02nH7d6Cy7UOt3sdknSy2nYqUYMkV3WQKkUQIC4OevW6sMTHazl6tDe7dvVlz57enD7dluTklpjNgRW2rStfwlswR4cgVD2HiKJEdPQ52rZNpFOnI/Ttu5MBA7YSFXW+StviYj8++OBp3n33eRyOitPvtaX6eDy7cDmnYzAuIDDQ94JttV2IK4odl2s3LtdvWCzvo9P1IyJiTZV2RUXP43CsIDBwLnr9FSXj8XkIZdhsX1BYeC8BAbPw85tYbZvaTtGKIuFyJWC378Ph2IfZvA6PJwG1uiMBAa9gMNzSYCK9UZz7RqM4//O5dPeP/mFk5uYC0LxkWi4jO5tmJZZ9GSWvNSuxSdx/8iQGnY7OlZxINpX8ug7r1avafSSkpvLR99/z4I03lgnzArOZARMm4OzZD2OHLpiXfMVjY8cSHxtb63idLhfz16zhra+/xh0cjDhwIP6tWlWJJxV1OmSnE/uhQ2iKiqCgAEdeHpLTSXhYGG2bNSM+Opr2PXvS6qab6HfZhRmYsOBgpk6YgEuSmDZvHr27dOG+SgWW6otKpeKKfv0IDgvHEqojYsQYbGnJFG9awfeffVa7G00NBAQE8PhDD/LYgw+wZd9RZs3+gJ83Lqa4II9WrVpz002jqt3O6VQoLCzgwIG9HDq0n7VrV/H2268iCAJ33/0AL744lYgIb1hHdTHnmZlpvPnOM+w+uhPtzVdj6uitgiGaTIgPjEbbMhpRr0Nxe3ClpuPYdwQxORN7cirBwRH07Xw53R76kF69htf7mMErgH/77Vs+/uxpNFd2I/iO+3AcSyLPmsvSMwtRD2pF2IMTEbUa3Fl5OA4mYD+cgjM1g3bx/bl11DT69Kn43giCQFBQE4KCmtCx42AA5n76KD9tmIMuOBjDgF5oY5ojqKvOoDmTU7F8sxrJYgVJQmcIwM8/jKCAJgT6RxLs34ng4Cj8YyII7P9/tG7dv17HK0lutmz9hPU/vYWhY2ciH5qISu8VSkH9BhHYZyBqk5/X4zs/F0d6KvajR3FlpOMqyicisgOBgo5cUcN3yx4mI/0AV131Ev7+Tard32/bvuLY0Z9R600IsoI9LwNRpUEXGF7he5afuI+sXT8iiir0hgBMfqH4+4UR4h+O29Uck6EJhsBwDIYw/HrOrFaYl0dRFNLSZpKUNAmTqROdOq3EYIit13tVHr2+D9HNkupuWAfe5NhTOBzrcDrX4XRuBhyAHo3mCvT6h9ForkGlaoW3qqdU4nQjI8sSpdU//fwKmDJlMldfvYqEBNizx7ts3AgLF5buTQYsCEIRglCIICjAeeA0YEFRLIC1ZF3+bytgK/HP7g50q1aYA8iyipSUWFJSYvnpp6tLj5Ju3Q4wZsx33HnnAqKivAkk/v4WXnxxKqNHf83EiXP57bfBPr1nanUf1Oqlvr7FPiEIBnS6K9DprkBR3FgsU3G7E9Fo2lZoFxDwFgEBb1100rjBcDd2+yKKi1/CYLgVlapp3RtVGK8Kna4DOl0H4C4MBgm7fSlm82vk549Bre5UItJH+STSXa79OBzrkaQzqFTRBAS8/DuP7O+GgKQ07J2GRv48GmfOK1PDzPmuQ4foO3Ysa+bM4brBg2k2aBDD+/Rh/pQpTHjnHRatW0fBzz8DMPiRR3C6XOz47LMLHTgcjHz+eRJSUzm1eHG1+xj5/PNsOXSIxKVLiQgJodhqpf/jE8iN64CpVz+Kv/uG4dFRLHjhhTpPqDuPHmXsq6+SnZ9PUEwMQkQE7vBwNE2aoG3SBFU5h5Xcd97hhp49GXXllbSMiqJls2YElnqu+4BHFBl+//1s3bePrV9/Tc/ONYiLambOXS4XyefOlVkqHjlxguHj70Ps1Bf/Ln3J27MZ857N7PxuGZdVdnQppR7OLnbROztVUFDAN0sWM+zqa2jduvoQgOpmp3JysnE6nTRvXtFzurw4t9msfDzvLZZ89ynaYQMwDOxVdkeiFEdCEtLRJJQzaThz82jZujM9pCmqjwAAIABJREFUOg+ma+dBtGvXE4PBO876OKWUH29ubjrvzn6AFEsKpvHXomlSMYa5dHZcOnQG5+HT+OkD6d19JL2730Dbtn0qxLf7MobCwiySkvZw9MQOEpK3k5F6FNHfhCq6KapW0ehaNEcVGED6q9OICGhOly7XERd3Fe3aXYFeX3eyaW0zeoqicOjQ9yxb+SxiVCQBg4eiCaz4mVAkiaLtvyKlpWHLPEdwaDOaNe1H65iBxMT0ISysTdl3qqgonY0bX2f37k9Rq/UMGvQfxo17BqMxsNp95+Wd4/TpnRw/uYWEU9vJyzuHKbQ52rCm6COi0ZgCSd/4FW9OPYKfX8X/Q30TQmXZyalTj5GZ+RlhYTcTH/8lanVVt6T6zJzXh8oz54riKSkfvwqncx2SdBYAtToOtXo4Wu1wNJoravW2hgufsR49dvHpp2OJiUkpe81qNTJv3hPMm/c4GRlgNu9BUfYAe1CUvZT3HK8dEfADdEBOueebAd3wCvXuJX/H1HqO1etBpfJwww0rePHF1+jQ4Vi5YxGYOvV13nnnRUDwuQiRr0WhwXcbUknKJCsrBj+/RwgJmVVn+99bDMrjSSQ7uxMGwyiCg7+u8np9zLdKE0K9FozfYja/hseTgMn0IMHBtdshOp3bycm5EnAiihHo9dcSEvJ52ev/5JnzNp2Nyrsr61kGtQZuan3oL3FM/2YaxXllahDnKzZuZNTEiexfvpwucXFoO3fmxXvv5fVHHmHUc8+RkJLCsSVLkGWZoKFDuWvECGY/91zZ9h6LhdCRI7lt6FDmPPNMlf437tnDsEmTePuRR5h8773YHQ4GPfEk6c1iMA64guJV3zEw0J+lr71aVnnUF5wuF6dSUzmenMyB1FT2njrFyTNnKLZYMEZEIDRpQrHVSlB2NonLll2wSaxPwqlWS05+Pj1HeWdZ9y1fTljliqNQrTif9OabLPtxLSnbtrL0hx94ZMrL+F91K4amLSja/D3+xfmcOnWScTfeyKIPPqj+2H+HOPeF+riJZGZ6hdqK77/gnZn/RdW1PfoRgxCN1YsS80eLaKNuwuOPzSA6Oq7G/2l9xbksy6xZ+zFfffs6+hsHYhrUvYrIsHz/K7af9xLXfgD9ut1Et24jCA6uOda0PmO4UApeITc3heTkPZxK3s6pMzvIykjA43ZiMoVgN+fhdjsQRRUtW/ahffuraN/+Klq27INaXTV3oSbRkJubzNwFY8k8f5zQoddibNkGlckPUaevcNyKJJE5/yOu7n87Y0ZPQaPRceZM7ceSk5PI+vVTOHhwCX5+Idx444tcffXjaLW1qy2LxcW5c4c4nbSDE6d+5UzSLoqLMomLu4JHHv6agIALzhb1Eec7d2Zx9OgtmM3baNFiCrGxr9Y4k3ipxbnHcwqb7XNsti+R5QwEwa/ENWQ4Ot01qNUt6/X9kWUYMWIl8+aNq+C4snTpHbz22jTOn78QLlTezcP7+3UaRTkASIAJ8Cux2jMhy354BbkJb/iKULJdAXAQOICi7AcOACfxzsgDhOAV6T0QhPEIQkU/7/KCWxBkxo+fxxtvPEdg4IXBfffdaO6//ytUKt9ygy6FOAcoLLwbu30FzZqlIYpVLzDLczGVWs3mV7BYphIauhGd7qoKr/0ecV6Kokjk59+Gw/ETUVG5NX7m3e5T5OT0RxRDCA/fgkpV9ZyWVn1Ji2rxVRo1ivNGLgWNYS2VKQlRqcz55GQAmqpUZCcmIssyUcHB4HJ5Q1zCwsDlIuncOYqtVnq0aVPhDLr/1CnMVitDunWr0rfH4+HpDz/E6O+PyyPhtFgYNvl50sIjMQ0cjGXtKrprVSx54XnEymfPOkS0Tq2mc6tWdG7VirHlEjZdbjeJJaL9YFISR5OTycrOpkXTkluS9fFPl2XCg4L4buZMBt5xB7c9/TTr5s2r6qxSadpt18GDLFixEtnj4YkpU1i8cRMhox5EVKnJXT6XMYMHMXPKS7w7dy7Pv/02MU2bMu3FF6vuvx6/VIYg3+3zLBbfb/d6PFBQkMcXiz5EFFU4dh/EvvsgaoMBtcmIymQEox7FoEcyaJGjwti/4ReczkyCgmp2u6mPrVhGxkneeu9uCvwlgl6+D3VQ9TPS6g6xaLYe5cG73icyslWd/VosdTYp44JoEYiOjiU6OpZBg7yV+WRZ5vz5BJxOG82bd+T06R0cOfITR478xA8/vMGaNVPR6/0YPfpVrrvuPxUuWGr6OHo8brp1voL8mHgKM7Ixn1xPoTkXp8MCoojWGIDa5IdoNCEGBrBq9fsMvfI+IiNb0bVrXUfTlquv/obExOeYN+9FFi16hvXrZ3D77a8ydOg9Nbrn5OXlkZ+fRFbmcTLTjmIuSAfg5IlNPPNMNP3738E11zxJixaXVbt9dWRnH2T//htwuXLp3n0JUVFjam1fnwK/vnr0y3IxFstSHI7P8Xi2AiIazbWYTB+g1V5X5pMuy6UXir6PYcSIr/jii3tQqbwbFRQE8cADn7J8+S11bCkAbUuWurkguIKBISVLKTbgMF6hXrrMQFHeQVFuA14GvDlEFU9lIh999DArVoxk4cI7GDJkMwC33LIUrdbBQw8trdEvvTz1Edz1OT0HBj6JzbYQq/VzAgOfqrVtfT43lceg17+A07kIs/kxoqMPIYoXJibqM9dTta0Ko/Fa7PalKMoJNJqqd1AlKZu8vBGASJMma9Foqgrzs2d9H8PfFUm5tFVkG/njaBTnPnI+Lw9RFAkPCuJgYiIAUSXVJ9Nzc4lv4S3EsP/UKQC6lyaCllAabz64GnH+6Q8/cDQ5GWNIKPM3rGfrieMkGv3wu3IY1p/XEee0sfLtt3+ffWINaDUaOrZuTcfWrRl91VV1b+ADPTt35qNXXuH+//6Xl2bM4K1Jk2psa3c4GDPpGQKG3oLr5D6W7jlM+OhHcOZlk7/ua9557lnuG+MVdc89+igp6en8b84coqOimHDvvQ0y3oYmODiM7765cHdGlmUsFjNmcwFmcwFFRfmYzQXk5RVQaM4jb2wXnG5ng+3/vZkPcj4jCUEQcL48l7K7YoIAioICCKKIIIo4iouYPecBXn91U4Ptvy5EUaRZswsXIp06DaFTpyHcdtubWK2FHDu2mU2bPmXhwmc4duwXHn/8C/z9q1oKlicqqh333FUxWbZUNHg8boqL8zCbczCbcygq8q7rmvmuTNu23Zk6dR2HD//CF1+8wKxZD7B8+Tvcddeb9O8/isLCLI4c+ZUjRzZz5Mhm0tK8iY8GQwDx8YO48sqHaN9+MFqtkZ9+ms2WLZ+zZcvntG8/mLZtn6JVq+sRxepdLgBOnfqOdevuRq0OYcCArQQGdq/X+C8GRVFwubZhs32Gw/EtimJFpYrDaHwbne4uVKqLrL0ADB26lgUL7i0T5qdPt+aaa9Zz5szvS24TGI/Cy0B9beWMQN+SpZQcYDrwIfANcBswhVKRXp7z56MYPnwD7777NBMmfAjAyJGrmTv3dsaPX4ryJ8UD63Q90OkGUFz8AQEBE2t0VLlYRFFPePgnZGRcRX7+q4SFTWuwvvV6r+e607kNrbaiOJdlG1lZNyBJ54mM/AWNpmGSIv9uKAhINMac/1NoFOc+kpGbS2RICCqVqiwBNCoszDsbmJfnnTkH9iUkoNVo6FApYfOXAwfo2LIlTSqFexRZLLw8fz6BIaEYr78Zy2+/cEgCv2tHYt2yiejcbNa9O71qFdFqsDkczF+9mnmrVhEWGMjAyy5jYJcu9O3UiQCT7+EcF8N9t9zCrkOHeHvePPpcdhk31SD8J/3vHTxRbQhq3hJDsxZe/+3j+3Ht2cQPsz+gb58+ZW0FQeCDqVNJz8zkiVdeITwkhLE33PCHHM/FIIoiAQFBBAQEUV4o1Mfxoj7MeLd2qzlFUZBlb/Kd2exBFP86X3+TKYjevW+iV68bWbfuQxYufIbnnuvKk09+TXz8wN/Vp1qtITg4staQnfrQpcsQpk/fwc6dK/nyyxd5661bCQqKoLDQa0tpMPjTqdMgLr/8ftq3H0xsbLcqovueez7k1ltfZ/Pm+WzY8AEnTtxEYGArunV7go4dx6PTXYhtUBSZHTumsnPnazRt2o+OHZej1zfMsdSFJGWWhK18jiQlIgh+GAzj0GjuQ63u1yCVZwE6dDjM55/fWmZZePhwZ66+eiPZ2dUn4fqCin3IdEHmO2DYRY4wHJgGPAO8A8wGvkaWb0cQpiAIFcMIPB4NTz45C7M5gBdf/D8ARo5czuTJr/L223W4WV1CAgKeJCdnDHb7GozGi6vEWhtG41ACAu6nsHA6fn6j0esbJjJCrW6DKEbgcGzF3/+hsucVRSI39w5crt2Ehy9Hp+tTYTtvknIWHs8ZIAkov74eeL5BxtdIIw3NX+fX+S9OVkFBmbA+n5cHQGRICLlFRUiSRNMScb4/IYHOrVpVENMej4etR45w37XXVun3w+XLySksJDimBca49hhatkbQarHt3Ep4ShKbZszAoKv7lqgkSfQYP56TKSn07tABs83Gm198gSzLqFUq5jz3HPffUtct4oZh1ksvsf/4ce594QXS+vXDr9KFwZbdu/n2p02E3zYBAEEQkd0usjd9z3WDBhEZXrUktUql4usPP2T4XXdx51NP0a9HD2Ka1Wxb10hVBEFApVKhUqnQ6ernkf9HIQgCI0ZMJC5uAO+/P4ZXXx3M//53kNjYqr7ffwaCINCv30307j2SX35ZyL59a2nTpiedOw+mdetuqFTqOsNETKZgrrvuGYYPf4qlS79n//4ZbN78FDt2vMrVV8+jXbtbURSZDRse4Nixz+nY8V6GDp3DmTN1nwcaAo8niZycriiKBa12EP7+/0WvvxVRNNUr9KIujEYr8+ePxWTyJiqcPduC4cPXXZQwB5C4gzA+xszduJiIgjcx8+IIB/5HeZGuKIuBbQhC30ptBaZMeQOTycqTT84E4NlnX2f//t5s2HD9RY7j92E03oxKFU1x8dxLKs4BQkOnY7EsJTf3GZo339wgfQqCgE7XB6dzV4Xni4s/wWb7npCQmZhMN1XZLjNzME7nlvI9Ac2BVkDt8fd/R+RGt5Z/DI3/SR8JNJkoKC4GKIullhUFq90OgH9JsmPCuXN0alUxjjc1Kwubw0G3tlXjIo8mJ2PwD8AwdDiCICDqvElLroQTZBcU8vz8z8j3IfD4xNmznExJ4f0nn2TXp5+y97PPKFy/no0zZzK4e3cemjaNNb/VXcSjIdBptbzx5JMUFRez89ChCq9ZrFZuf24yAVfdWlbkB0DUaIm65UF+2Lad3rfeWqGoTylGg4H/PPAAHo+HfF8DZRv5W9KqVXeaNm2LwRBASMhf7yJMpVJx1VX3MnnyEm655VnatetVZwXXqn2oadfuVsaN28rtt+8mOLgda9aM5qefHuXXXydx7Njn9OkzhWHDPkOt/mOEOYDNNhdFsRMWto+wsF8xGu9BrEcita9MnTqJdu28IUBWq5Frr/2R8+cvPkxGYQxmXPSjL0F8hoob8dopNgQRwDsIgtd6UlHW1tBO4Nlnp7N+/TVlz7z//oMEBeU30DjqhyCo0el64/GcveT7stt/QpbNGAxXNGi/Hs9Z1OqYCs9JUjqgIiCg+mrb/v73l7N2jAa+A1KAzcCjDTq+PxsFkBAbZGnkz6fxv+AjraKiSM3Kwu3xEFgyE2y2WnGViEitWo0sy2Tm5ZXFopdyOt2bENa6mpneEykp4OePoU3F26N+I0fh8vNn08ED2J11xyXvOn4cgGv79St7zt9k4qpevVjx1lt0a9eOMc8/z6762ENcBH27dkUQBLZVqpwy8f/+D1p2wNDUa0WoSBLmhEPkL/8U5beVTH/6PyT99FON8fVFJRdIgf512+818vfl0KENHDy4jltumYKfn++2nn9XIiN7MXbsb/To8QyHD89h//4ZdO06kf79X2uwEBJfUBQ3NtsX6PXXo9Veutj2nj13Mn78J2WPJ0z4kBMnOjRQ7y2RCMSJne50I5pUVHTH64HeMAhCUyAeqKZsawmSpObOOxeRleW9ExAZmckbbzzdYGOoL6IYhCxf2kkNjyed7OyH0el6ERLyUgP2m4nbfQSDoWKYpNeiU0JRqi9i5ed3N82anSEkZDbeWfNRwNgGG1cjjVwqGsW5j7SKikKWZVKzssrit81WKy6396Sg1WjILSrCI0lVxHlSiThvU0mcK4rCqaxsgq+9oewHWHLYsaz/AftX83l/3BiOzptXVuyoNnYfP06Qvz9tmjev8pqf0cgP06fTNCyM6596isRL5bNWjkB/f7rExbG1nDjfuHUrq7ftJKDPUNzFhRRu38D5Be/Q1ZbF0tdf5syG9Uy48w78/ar6NpdSVHIXIbA+vmON/K2QZYmFC5+hSZNWXHPNY3/2cP4wVCotV1zxDqNGrefyy6cxZMiMP1SYAzgcPyLLWRiN91+yfYiixLRpE8oer107kgUL7m3QfUjcQSZZCIJAG6EtnYlATX+gaqXM3093vI4uNZOfH8qkSRcuQm677Qu6dKlZ0F9KRDHwkovzvLyXURQ7TZosRBDqXzCuJhwObw0Rvb46ce6tiloToqgnIOAxIBGYD4xrsHH9lVAQkJSGWRr582kU5z7SqqR+95mMDAJKQljMVivucjPnpYmiTUMrOkycTkvDoNNVef7nffuQ/fwxtGqDIklYdu+g4KP3GR/bnDNffsk911zjs6f57uPH6RUfX2P7JiEhrPvgAwCGT5xIVknc/KVkQPfu7Dx4EI/HQ1FxMXe98CLquG4UrfsG8/J5PNg9npNrVrH6ow8Z2LOnT0KkdOY8oBYB38jfm82bF5CaeoTbb38bjeaPC+f4qxAbO4xevZ5rsJLl9cFmm48oNkWnG3HJ9jFy5Hd07boPALtdz4svzuTiY8IrojCW8+UKDYUJTelNd/Q8iMjLXPAz//0IQjcgHUXJrrXd2rU38uOPF+K8X3vtWbxBCH8sohiEothqnGW+WBRFwmpdhck0Cq22qpvNxWC3b0QUQ9BqK/qf+iLOL6AF7sM7e/7PREZskKWRP5/GhNDK1DAj26rEGvFMfj6Xd/fe7jUXFxNcItQ1gsD5bO9JumlQUIVqDqfT0mjdtCliuWwqRVF48uM5hF1/E/akRJzr1zCoXVtmzZxJ89KZcl9sPbRabA4HR5KSeP7222s1y20bGckP06czZMIErnvySTZ/+CF+1RQGaigGdO7MR4sXc/joUWZ8s4SszPP0i8lk8sSHuW7IkNqtIWsKa7FaMRmNqMsb8tbDYtJqq593ua9cCl9pqJ8/cH1cYOrTb31uUtTH27q660i73cKSJVOIi+vHwIG38nsmjuvjDe8rF1NEpTbq838oLfDkC78ncVOSzuN0/oif37MIQvUDq4+/dnX++IIg85//vFH2+IMP/sPJk/W1PPSFtngwYlMsGAXvhbxR8Kev0od9fIqNXUisBOpnq1mK93PutcVVlAMoyjU1trXZ4IUX3mbYsDWo1RKDBm2iS5cd7NzZv0K7+pyK6/M9Ky1vodF4P8RqdREqVVi1bX9PwbFSXK7dyHIuGs31VV6rz7mpcltZPo/V+i063Vis1oruRwEBBvLzISjITl2+CWFhsGeP7+NopJE/k8ZLJB+JCg9Hq9FwJi3tQliLzXYh5lyjKXNxiao0Q56Unk7r0uI+Jazbs4ez+Xnk/bQOcd1qfpz8HMtfeOGCMK8HBxITkWSZPh3qjtns3aED377+OgcTExn90ktlM/+XgoElFzHbDh7kliGDOfXTT2z/ejE3Xn317/ZsLzKbG0Na/sGsWvUuBQXnuffed//wkI5/Ozbbl4CE0XjfJdvHNdespXPnI4A3CXTWrEsXgy1xO5mcL3vsVlz8yo/YCcTr1HGxSaKls7i1h7YAnDoVz+LFd5U9njjx/Yvcd/1RqbziXJIuTWiLw7EaUKHTDW/Qfm221wE3RmPVGPbSQkey7MvM+T8bRQFJERtkaeTPp/G/4CMqlYrYqCiS09PLQioqxJyXC2uJLOdlLssySRkZVeLNX1i4EK0k40hO4pNHH6F3fMXy0PVh14kTAPSK8+1W4nUDBjDn2WdZt3MnD7399oViNQ1MTNOmNG/ShG0HD3LjkCG0bXnxM2RFxcWNyaD/UHJz0/j++//Rv/8Y4uL61b1BIw2GoijYbJ+h1Q5Crfat2ubv4f77L8Rfz5//MHl51c/gNgQK4zhPHh7FzRnlFGo0RNIWmRuQ+Ba42H0H461fULc4BypciNx443JiYlIucv/1QxS94vxSxZ07HGvQai8v209DIElJOBzz0OsfRKWqWlyoNKylUZwDCMgNtDTy59MozutBm5gYjp4+jZ/RiFqtJqugALlE2MqKQp7ZjJ/BgL7c/bV8sxmHy0V0pRnx/91zD3Me81o5RVYqTFRfjp89S3hQEJGhtVdTLM8DN9zAyIEDWfDjjxw+3XAuBpXpFh/P4ZKqqQ1B48z5P5eFCyejKDJ33fX2nz2Ufx2SdBpJOoXBcOmS5aKi0hkx4oeyx3PnXmoru/a4UXOCoyRzlnOkEE87NHwBbG+gfXQATvrU8tixzmzaNBQAlUpm7NhFDTQG3/B4vMYElyLm3OH4AY/nCHr9yAbr0+3eTVHRcECL0TilyuuKIlNUtBqgQZNPG2nkr0CjOPcBi83G5j17GNavHyfOnOFMWhrd4+PZefw4LUvCVc5kZBBgMmF1OJAkqWzbUv9zi73ilf2wnj2RSgL8TPUJWK6G0MBAiqxW5HoEDC7dtInVW7cy+sor6dz60pU7zszLo1lERIP1V2g2E9Qozv9xJCXt57ffFnPDDZNo0uRSxCA3Uhui6LX7k+WiS7aPMWO+RqXynqO2bLmCpKRLN0NfisQ4cshGYR9JnMOBnS50RMVtNIz3uRXw/Xy0cOH4sr/HjVtEXYmh3qq++ciy7aLucHo858nNfQG9fgB6fZ+6N6hX36coKLgdtborRuMjF92fokjYbG9SVNQfcBEYuB5RbFqpjQeL5V5yc+cTGfkcBsNfo0jZn4lCY1jLP4nGhFAf+O+sWXyybBm7Fy8GYMXPPzOwe3dmf/01USEhaDUaTqSm0jw8HEVRKCguJqwkg0yn1eJvNJJTVPVHr9S/3JcKoLURHR6Oy+0mp7CwrIppbWw9dIi7pk5lQJcufDllis+OMPVFURROJidz98iGm00pNJtpExvbYP018tfgq6+ex98/lBtvfPbPHsrfAkmyYTbvwuMpKlkKcXvy8cj5eKRCLJZCZKUQWTIjS2Ykj5XIiO8wGC6vtj9RDEAUo/B46p4FVhQZRSlElvNRlIJK61xQckDJRZbyQMlHVmyIqpWMHPl9WR+LFt3dYO9FrWPlSRSGAW2QmMshHqMvfWhOMOd4DJkvL3IP2Xj9zn1j9eobsVqNmEw2OnQ4TqdORzh6tEuN7T2e42RldUIjBKKUCzcQ0CAIBkTBgCAYEAQjgmACwQ+96Ql0+sFlbRVFISvrURTFQWTkZw3qAiTLZvLzb0IQNISErEAUL85gwONJpajoLjyeLWi14/Dz+7hKmIyiOCkuvg2XawXNmr1JZOQLjfkpJTQWEPrn0CjOfeCukSOZtXgxOw4dolt8PCs2beK58eN578svOZiURNtmzTiZmkrXNm0AyC0qKhPnAOFBQeRUY9HhKIlX12su7pZcTBPvrFdqdnad4jwhJYUbJ0+mRWQkK6dNqxCC09Bk5uZSbLUSV4OYzsrJYdehQ6RkZDDxbt9+rAuLiggK/OeVXf43c/DgRg4d2sj48e9jMjX+b33BXLyPQ4evR1ALhMT3RRWoR6XTo9LqMWj1mHSxqLTex3lH92A9LaHX96+1T7U63idx7nAspLj4XjSqIPwMLdCpdWg1OrRqDVq1Fo3agFqlR6OO5lxOAbnmFjRp4kffvt5QEkkS+fHHhrtgr53IkgXgBhwsI4lDtKYNOWzCxirghovoPxsY5HNrq9WPH38cyejRSwBvgmxt4lyj6Uig/yuIli/ppnRDFEQURUFBQVI8SEjIeCimiAR2oNJchkpd8c5TcfE3WK0rCQt7B622XQ17qhlFUaoVv4oiU1h4Dx7PKUJDN6BWx9a77/LYbN9SUPAw4MHP7wt0uruq7FdRrJjNo3C7N2AyzaJp04kXtc9GGvmr0ijOfaBHhw50atOGBStXcvPQobw8ezZtor0VLn87fJj4mBiOJCcTViIacyvNkocHBlY7c+4o8TvTl3pd/U6iS8JGzmVn06uWxNLs/HyunTQJlSjy4/TphF5ikZtw9iwA8S1b4nA6OZiYyLb9+/l57172HTmMRxRxyjLto5r5JM4VRaGgqKgxrOV3UlSUy969a9myZzn9e9zM0CF/zOxlKenpCezcvZwe3a4lNvYywJswvXDhZCIiYhk+/J9VTrs8FksBJ05sRq3WotUa0elM6PUmCguNaDQmNBojGo3R51nN4KDL6dc3kdPJz2BO2U7TK0bgH11VeP0/e+cZJkWZteG7qnOanBNhiAKSETEQlKSoC2YRw+oa1oC7usb1W+Pq6poVV3RFRYygoIgEyVmyBAEZhhkm59A9Have70f35NjDgOjOfdHXNN1Vb72dqp46dc5zFK+bop/WYjQNo6z8JUzG0RgMg5GkxvscrbYvTufcZsVYNUbjDchyFM6q+zDoDPROOgeDrnGRtstTQW7JTnTaK+nW7QkyMgRdu8LmzedQVBS8K1VHoDKLLPoRQykD6c+P3IbC2UB75uMDioHYoNZatmxyjTgfP34pL730UON5qiW43WvwOJfgca9EwoEHF0bMSJKEhISMHln4OEomuXIRlpD/YjRdWe+zU5R8CgvvwWgcSXj4X4J+hW73T+TknI/ZPAqj8RLM5onodN0BsNufxeVaSEjIyxgM44Ieu/a1VlJWdg9VVR+i14/EYvm4yeJPVS2nouJifL45qpCdAAAgAElEQVTNWK3vYzTe3MRo/7sIJNTOBkK/GzrFeUOasPiTgJumTuWBF1/kkdtuA/ypIX2SktiwaxeDunVj4YYNhAZyvgtzciAlpWb9aIuFrJKSRubDzoAZrEmS6j8XZJpJSri/vXlmTk6zBsdVLheXPPQQucXFrH7lFVJjYlo2Qz4Bw2ohBEezsvjom2+Q9HruePEFikpKMack4UtORO7RBcMF52LQavE9/zK3X3opvxw8SFR4OKE2mz/NpontV1VV4fP5CDOZ6pvsBmEQrA3iPCiYc6aClvuQ1ONkeaI3dMUUQnDs2F62bFvEpu1fU1yai2lQKqXbdnLjVf/X5tcXzNexrse3f/u72PTjF2zZPh+vVlCZlcGAfpPwePzjbtz4Oenpu7j77o8RwtDsV7Ipz+zmCPQLa5Vgxiwpafuy1e+rEILDh7cwf9Hz7N6xBKG0bluq1ZrQas3YbN0YNOgBUlOvQJb93s6N/dMTSE74BLv9R46vvoOisB9JGD0JQ2itC4lGZ6DfrU9SVXAcR/Z6yo5/iivrOAZjL0yGMZiNY9FqRyLLNozGPlRVVaDR5KHVxjfcGFC9y5DQ6S5GGzIBu+ttNv38HMlR/egWNwKNXHsV0KgP4bz+91BmP87xIzs59+xw3F4H4WHFeL0vIknnIklDkKRT2WjKisKn/MQ0RnE2qSSTxgwUvif4RkhF+DN9g6upWblyQs39UaM2YLHYsdtVqqrW43F9j9e9AtRSwogmTliJoB8GyVRvekIICsnlsHQEo+1aEiKeQZYbN2bLz78LIezExr6PJGkaPd+Qhoc/jWYAen0K0REefL4vKSr8Nz6fF72hL5WVywkJuZLExPta7UcQMDJrhNe7lfLy61DVY5jNj2OxPI6uiSvJilJEeflEfL69hId/hsl0JQA5ORBowN0JnWktvydOW3EuSdIw4DJgONADf2jDiH+PuB2YI4RY2PwIHcv0KVN46OWX2bhrFz1SUvh65UrO69uXLzdt4upzz0VRVSoDRZ9FDY6iUSEh7EpPbzSmy+tFlmW0mtZ3mtU0FdWKsNkwGwxkNqMQFUXhuueeY9vBg3z99NNt8kNviKqq/HjgACP7t154885XX3Hns8+iDbERPu1SXH16EhYZgSRJ1D0Mq04nxr69+cc3C1E/nYe30oG3qgoJsIXYCA8LIyo8nNiISBIiIxkT8E0/lZHzsrJSNm5cw+TJl5203PzmyM3NYMuWzZx//pVo2vgdcbur+OmnVWzY9hU7dy1DExGCZkgXTLefQ1xSNI7thzBuOciq9Z+wev2nSLLGH4WTpIAIlPyROUlCljRMHH8zYWGJrW63GlVVOHRoI5u2fcG2HYuQw23Ig3thvOcq5Ow89F+upbDwGHl5v+D1Ovn44weIiEjC6axg2bK3UBSv/6aqXDDuVmy2tjsQNYfX6+H7ZbPZtGURzz+zotnlKiuLOXZsN8XFxxk9+sZ257GWluaxas0cVqz+Lx69Bjk2Fq3RxN9mfk5ISBQul4OqqjLKywvZtasAl6sIl6sEt7sUr89BeFgvcnLWsmLFNWzf3pdhwx4nNfUqoOnvgNU6gj49t1NcMo+jCx4ltNcZxI4Yg0ZvpOinrbiKC7EmJxFxxjBih49DqCquklzs2YcoP74KR346Gjkajdwj8H4dbFac10WSdBhN96I3zCCv/P/IKp5Dr4SziY/ojyRJHC/ci1exE2FNIiZsAhpZi0/xUFGVQ9eYZRRVfIzDmQVyF2TpfFTxCMFGodvHKDzcwEEWcwZnkM8OyvkvcGuQ41Tvb4MT53l58ezb15/+/ffx7NMqXudAVHcZGk8MKcJKOKmYJAtCCCooJYcsirCjAwYxmCph52f5EG5tDFExa9Dr+za5Hbv9SxyOBURFPYfBUH8ZIQQOx7e43VsRwgXChSpcSLhRhRuECyHcCOFBUSoor4RB/a6mJ+DxOCgpS6OweABlFWvJyBiMxXIxFstkTKazWnVOUVU7Xu9q3O7FuFz/RZYTCQtbi15/bpPLezxbKC2djqLkEBGxCKPx5HWv7aST04XTVpzj31PeXuf/dvw9lxPwJwleKknSAuBacbL6EQeYv2wZX//wAxedfz4ff/st1150Ea99/DGv33or765YgT4gnPIDqSsNxXl0SAiF5eWNhLXL48Go07VZBLy/cgVPfv4JCx54hGG9ai9hS5JEcnQ0xwsLm1zvgdmzWbR5M2/cey+Xndv0DrAlfti+jbtnvUZWfgFfPfEME4aPaHH526dNY3jfvlz28EPkf/Md2qxBqGcNQ981pd5rlU0mjJdfihQQvdXCXagqqstFsd1Bod3BPocD5949ZOXnAxDWQT7nGRkZdOnSpdHjbrebJUsW8/b7/2X3nh2owCfhkYwa1fbc0pbYtGkp7855hvdnr6/3fvh8Xvbs2cSq9QtZt/Fb3JIXj9NFTEwK/fq1nC+8YeNCvvjmdTLS92Lu3x3NkBQir74Bja3+VQVD1ziU6eexQRwBhD/wJwQIgd8MovYx15aDJCX05Jxzrm5x216vmz17VrFq42fs3LEMXWIc0uCe2B75IxpbbTTPl1+E2iuRj3a9BhoZRfgQw3ohDCa+KlgEsoTQSKCR8W7bT7eugxk4cEILW24ZRfHxw8qP+OizJ/FY9CSY/cJPCEFBQQb79+/iSPoODh39kazMfaDVYEhKxHE0jf79xxEVldLKFmrx+bzs2LGYJT/8h4zMvZgHDMJ21TXowiPJX/g5ZoONOfP+hsNeis/rRtJo0JqsCJ0FjdmMbDMhxRio3LuPcWPf4/zz3yItbT7btz/FihXXsW3bk0RHv0JoaNPCRJJkoiJnEB42ldz8Zzn08evEjhyL116GJ9NKeb5EnnMuQnJhieuGJSWRkJReRJ15DgCeyhIyvv8MKsHr/RmTaWybX7ssh2O2vIGizORI3kzS8+dxRsr5lNnzyC8PI9eQht4wD4vJhlnbFZO2O0lRA0mNt/r91d3F7DyyAKfnak6NOAfBsxSwmFjyiCKUSp5DDVqc5wf+Bu9GtW3bWURH7+PJp1XOpidmrCDATjkF5FKEg0qpCJ22LzrjlX5PF/uHHBGHyZYLCI98iTDrtc0eOxSliKKiuzAYhhEe/kATSwhyci6jd49LkWUtsqSp+SvJVmQ5FFnSIssaJGkgBn3t71ivtxAXcyZxMWf6Pz9nIRlZyzh27J9oNFH07JlZ0xyoZmtC4HK9g8v1JV7vesCLJFkwGm/Ean2pSW90RcnD4XgLu/05NJokoqJWodd39j9oDgGonU4rvxtOZ3G+Gb+B7DrgsBDCDiBJUjJwD/A34HLgYeDpkzmRlVu2sGDFCu6/6Sa+Xb2a5Ph4fD4fhsA1wOrCzoqqKjSyXBNBr8ZmMuHx+fD6fOjrXLJzeTxtzjf/OTOThz/5kN4zhzL8vvvY+5+36Z9SKywTIiPJbeLae0lFBa9+/TW3XXQRd0+bFtTrPpCezl2zXiXNnk/vvw0hGZjx2DPkLVjU4gmFJEkMPeMMLBotU84ayR/GjuXVBfPJLClBHj4E4/AhaGxWnAcOUTx7DuYQGzqjCZ3NisZiRljMKGYzXpMR2WpBtlhQXW60ASuxhNgTO4B7vV4efOxB/vPGa5SWVmE0GlFVlU2bNvLuh/9l2bLvMfTqjhjSj7Cp5+PYspNZ7752wuK8rKyYZ168ix/3rUfjVpEkieLifDZuWsKK9V+x76fNWHsmoh2aSMQ/LkIfHULBF5tZte7zVsW50+3A6axE0mrAoke2mZGNjb9bstmIPiESkPz/JAnq3cAfPQf39iNtOnF8/oVr2Lp5IYZuKYTddgX67ilNrmc8oyeibw9QVISigKoiVBUUBaGo/v8rCigqvt2HUdX2da9VVZX1G77k/Y8fQ42PxnLLdDS79uA6kMHdfxtJfnYaurAwtAkJiIQo9Of3ISJhLLLBgBAC77sfkZ6+q03i/Pjx/Sz9YTabNn+BIbkLhoGDiL90Qs0JJ0DE2ImozipkkxmL2Yysa/y5CEVBcVbhOPwzTmcRISHd6NHjKlJTr+Do0a/ZuvUx0tKuZtCgQmS5+TQQjcZKUsJzWM23U7BrJg7HRizWC0iI+QAAn68Ip3MTVXtXUbxtKV5vNqborlhTEnEWpgXev9Ig3/HqbffAavsOj2c1e9LvQSIXjfwHRo+9msWLJ/LLL8V89FEoL/zLiBCLkCQHoZZkomxROD1ZwJB2bbd96FBYwG7OQMN5qCxpxxjVOVjBH0a3bTuLm2/+LwkxWooKcykWbiqlArSa7uiMF6MzTCRaP6Im5aey/FGKxVFc5tuJDHkOs7nlq4dlZc+hqiVER69EkppI1ZRktNowQqwJqKoPVSioqoJQfSg+Z53HfAhVwWAIJTa69qqpEIJKew75hYcoKD6ERo4jNvZlQkKuaCTMATyeb6isvBON5gzM5pno9ZPR6c5plNIkhIOqqkU4nXNxu1cACibTdYSGzkKWO4vFW0ZC6Wwg9LvhtBXnQogPm3n8OPCgJEnxwPXATZxkcf7yQw9x7cUXc+Mjj3DByJGs+fFHEmJiKKqsBCDcYgEgMSICRVUxN3BAqfJ40Go06Bok9Lm83jY5tTjdbi574Rn6PXwWoakRhEWFoGnwI7SZzWTk5zdad3ea/4B7xXlNW6gBfLl2DcN69a7xbM8vKeGhD99j6a5t9LhjIKPGDKb0cDGHX99JanJSmyP9uUVFTBo1ihunTOHGKVM4kp/PrPlfMvfVt9EkJ6IO7I8lJISsZctQVZWi0lL/rayMospKCkpKyCkqIqegmINeBUmSsFosnDVwYJu23xTHjh1j2rXTKAyzYAkL49ixdObMncOnX3yGFBWOb/AZ2B67B0mvw52WgevLJVTt2EOfO+5r9zaFECxf8QX/euUvWC8eQOzoCyn41/dcMWMApRXFWId1wzgmhe733Iqs1+LKLqZi4yE8O7Io3p9Gj79c3+o2xo+bzjkjp1NRUcS2bd+xdsUX/PLWEsx9uiAP74ZlcE80VhOO7QepmLOSXgPOBoTf+UGogb917iOQnEb692/9hOTRh+dz5MgOftzxHRvnf0tJ+QIMfXsi9+uGsW8PZJM/yd6+fitln3yLxmjA5/Og15uw2CLQaHSBmwaNrEWj0aJRzKSmDg/6fd6z51sWLH4Yd6gZ0/Sp6APfaaVnKq6IMNTEBKJjLkfSaBCKgregEE92Np69BxDZBbjyc1HcLrp3H9rq9l586Uq2bp6PqWsqMVdfjyGu6WR34fNSdSwNnE4ktwecTlRnFUpVFc6KSlSvB1mjQ28IxSSHEhZW6/8tSTKpqZej01lZvHgSFRUrCAub0urc9PquJMUvwuFYg8u9o+ZxrTYKm+1SbDa/Q4mqVlFauhXngTXYQsOoLP8Ag2FYq+O3vO2x6HQ/UV72AZKUwYABPyFJ0KsXdOkyHkn+DxIgRClljq2U2Vcjy6NR1XpJb8BSYACQfELzaZ6+gBsFHcHnm0OtheLPQMsnzw3Zvt1/9fGRx1R27z7ORx9/QWTkqGatCA2maRjN16LTDWh1bEUpoKLiP1it09Hrm1/eYpnIwbQjSJIBCT2SZESSDX5rRgwgGZEkIy7XdkyGX4iJ6keFPZu8/F0UFP+CTtcTm+06kpMvR6drPvXNn0LzFBpNDyIi9jQ6WRBCwetdjcs1F7f7K4Swo9GkYLU+hMl0PTpd02k7nXTye+a0FedtYBt+cd7G8q/2YzIa8Xq9HMvO5v/uvJM/P/00t15+OZsPHqRHfDylDgcA8YHCzIbi3OFyYTUaG4lat9fbpsj5HbNnYT4nhpihCfw4cwUvXH8TfVPqR/VsJhN2l6vRursC4nxQM42GZi9ZzB0vvsTcRx8lNjycf33xKbOWfEPXq/ty/v2X4Cp2suepjXgPV/LWnTOZPHJkq/MFcDidVDoc9bqW9ujShZfvf4AXZt7HknXreOWLz1lXVsaiVau4/pJLCLXZSK1+XU28L73Hj2f0iBFNFgy1hfmLFnHbww+ju/RCDL26U7h6AxdeeQkM6Y/xnpvQhNrw5ubjWrEOz4599Eztxc3X/YmL50zFam1cbNUWCgpy+L9/3kpa2VHinp6KIT4cT1EFtisGYxrSnbDECIRPwb43k6IP1uPYcYxQazgXnvsHRt/7NAkJw4LKdQ8JieKCC27kggtuxONxsXfvatZt/ZIdn3yALjYMaVAKivDxwJ9nEx3dNtHTsNC0IRqNht69R9C79wgum/IkdnsJe/euYOvuRRz4/C20URFI/bqhTYlH0mvx2iu54oqnuPzyv3eYP/GBAz/w+dcP4jAqmKdNJDSl/mszdO2CJMu40tLxbPgRX3Yu7tISYuJ70LfrUHr1GU/XSYNJSuqLto1Vwzfd8G+GD53Chi3z+Xnue3h9bkyJKZhTe2NM7oIhPglZp8Odl41z43quvfopbLZIrNZIbDb/bceOSHS61guaExPHotGEUVo6v03ivBqLZQwWy5hmn5dlMybTWEymsZSVPQuAXt9y2lpbkCQZWfNHAPr3r3UF2rv3zDrLhCNJk4BJ+OoVAq8FHsBfWhQHLMcv0k8GJ+KU1Q0wAfuCXvOXX3qhqhJ336uiKOV8ueC8Fq+I6PVtP2EqK3sZIZyEhT3a4nKxsZ81eqzhrkYIQWbmmfgUDxu3vYVO2w2XOw+ttjddurSty6rd/h0+305stjn1hLmiHMPpnIXLNQ9VzUGSQjAYrsZimYFef16H+rH/L9CZ1vL74rcszqtDFY0rLU8C7y1YQHhICEaDAZfbzdQLL+Ta775j0pAhHM3PR5ZlIgOFig07ftpdLqymxpf6XB4PhlaE5idr17A66wBnPzqJIx/tZWhICreOn9hoOavJRGVdB5MAu9PSSIyKIjqscU7fh8uX8o8FH9HrD2fwxZo1/G3OO0SNTuL8Dy9B0kgcfm8PeSuO8cSMm7n14Slom3CyaY68QHl+fFRUo+e0Wi2XjhvHpePGkV9UhKkN9iVZubkcTk/n9muCby/ucrn488MPs2jjekx334guyu8Fn/jC39GGhuArr8C1fQ9i5z7CjWZumXET1775EVZrXCsjN48QggVfv8sbs/+PsKtGkDjh8hohqo8KIWz0GVRsOkzZB5ux/5JF/wEjGX/eLYy68yKiomq3G4xbS0P0eiNDh05m6NDJCCFIS9vJxq1fsTE6g23bl3LR5D+1f/AWsFojOPvsqzn77KsDB/efWLl6NmvnfIzidHL+6JuZNu3xVh0e2kJe3iHem/tHcnIPEDr1EsIGnlkvpaQataqK/DffZty4GYwYcx2pqYOxWLq2++SgvLyAI0e2sXnzfHbvWExERAJ/uOopEhP7cvjIVvbuWEvGsc/Rh4ShTUzE5XUSFZXC0KEX1xunreeZGo2esLDLKCtbhKp6kOUTs19tCrd7CzpdXzSa8A4dt0+fn2vu79/fUkH5QeAh4BsgCXgF+Dd+H/ElwOmWbywD/WiPOHe5TGRmdqFr12NoNCqpqUfIz+93wjNSlGIqKt7EYrkGvb73CY8nhBudrgcG40Qioy5Hq40mP/9+ysreQlXdLZ5Q+NcXFBY+hSx3w2icXvO4z3eA0tIxCFGKXj8Zo/FVDIZLkCRjU4ZpnbSRzrSW3w+/qZ+BJElWoDv+QtHqKrU3T/Z2i8vK+GrFCu64+mq+XbOGqPBwEmJiKCgvZ1SfPqw/cIDkyEh8igKApUHk3O50NhLs0HrkPC03l/s+fJeR/5lE0b58SpYeZ83LbzQpKKwmE/YGue4Au44cYXATUfNPV6/ioU/+y8g3J1C4M5dD63MY+voFmGOtpC88RPq8/dwy6WIe+/A5bEFYFVaTV1wMUC9y3hSxTYj3pli5eTMAF4wK7vLx4SNHuHjG9VR0ScB63y1Idff8Xh/Ot+dCcRkzrrmOmx77F7171/rEB2O1V5esrKM88sQMCnSVJL9wNbrIxgWsJd/sxLXyF/759DwGDToXrfbEGlG1hiRJ9OgxlB49hnLj9GeDsok80e1mZ//M2tXvExoay13/t4QuXQZ12PgORymxsb3Q6U2UrdpOwcKlSBrQh4ShCQ1FCrWi2CzIoSGYB51JZs4h7h35DhqNJqjPt7Q0l/3713LggP+WleUXnBZLGNOnP8dFF92LweD/nQwceCFX8ligM+NRDh/ezF5rD4pKsk7otYaHX0Fx8YdUVq4iNHTSCY3VECEEbvcWzOaObw7UtWtt/OTo0cb7IiHygSeB2YAZeA6YiT8q/QdgPHAh8DXQ/gLhk0N//Ok3wXP4cG+6dj0GQK9ehzpEnJeXv4oQDsLDHzvhsQBk2UhCwtf1HjObz6O09GVcrm2YzS0bDDgcy3C5tmGzvVvj4uLzHaKsbBySpCE8fC9abds7rDbFZZe1bbmlQX5MgQbenXTyq3Dai3NJkpKA40085QL+KYSY1aEbbEKIzvv8czxeLzOuvJJx06dz1cUX8+OhQwCc06sXH65aRffYWBwBcWzR6+v5dDtcLqx6PTRIO3G5XBg1mnqPf75pI1ecPQqfqnLpc0/S56/D0Rq07H16E8vvfwybLNcfJyD6rXo9VW43ittdY7vndLs5ePw400aN8ucmBITpgvXr+MsHszjr9QmYIs2kjE8l+cLu5GzIZPsDqxjbdyBfv/0+idFtbMzRRDpNbk4OAPEhIU0+3yoN0khWbtlCVEQEAwYMaHzttZnw8pwF87n/hRfQXXkxpgGN8xYlowFPaRnPPPwod9x+R6Pn22P1/ukXs/j3v/+K+cwUwkb1pXJvJpLsL7b0/wVJljGkRlOyci9rN62gT5+2O2O0RDARp2CEaWN/7eZp+PPZvXspb755LX36nMdf/7qAkJDa71QwX4vmXlvv3iPp3Xtkg2U9lJbmUlKSTWlpDsUlWRQUZ1CodVOpFpKRkUNUVHKLfvOFhZns27eWAwfWsX//WnJyfgm8Phv9+p3LxIk3cuaZo+nZc2ijE6vFi6vvSUAqkMqAvv66gXXr6m8nGHdOvX48smyjqGg+BkPL4jyYcV0u8PnSUNUiZPnsdv1cm8LnA6u1kqgo/4m6263n+PH4gCsQCFEFvIIQz+Pfnd8J/B/1GwJ1BdYDE4EpwCfAFR0zwQ6hP/ABfoffpgMNzaWFHTrUmwkTlgHQtesRVq8+sZkoShnl5a9jsVyBXl8r9Dvid1Z/Gb8gLy9fhyw3L879J6dPotWmEBFxA5IEXu8RiovHASpxcWvR6xsL85babzRk2ImVR/yuEELqTGv5HXHai3NAodazKhx/kqAPf3ilxai5JEm3AbcBpKS03RatIT27duXPM2aQX1xMpd3O5ZMmsXD5ckLNZs5ITiYtL49Lhw/HEdgLNsw5twdyzhvi9vnqpbWk5+dzzcuv8NFMlY1ph5CHhJNwbgrb7l/J3y+exqBu3RqNUU112kyV210T6d577BiKqjKoe/ea5b7ZvIk/v/cmZ70+HnOMpebx0sPFrH9wOR8+/DA3TJgQXAeeJsgLOMe0FjlvC0IIVm7cyLhRo9qUf+2oquLmRx/lmzWrsV42EdXrw75pO6rLhez2ovF4kd0eZLcHjdHI3XfdSf9+/Tm3HTaTDZEkiauvuQtVKCgFKqqqoqoKqgjcFwoul/9+1+EXIUQQZwC/MYqLs3jrrRmkpAzg0UeXodc3Tu06GWi1eqKjuxAd3dgmsyXs9jK+/34WP/zwHvn5/mivxRLGGWecx5Qpt3PmmaNJTR2ERvPr7DZl2YDNdikVFV+TkPB2q37SweD1+q9M6XQdmzpSHRkGyMjoghAyQijARwjxOJANTAWeB5prLR+HPw/9YvwXTN8heE/yk0V1ms5+YHRQa2ZlJdXcj4/PPaFZCKFSVHQnQlQQFvb3ExqrNTSaKHS6frhc61tczulcidu9haiot5EkPV5vOnl54xDCTVzcGhQll8rK9Vgs1yLLHWOP+7+O0inOfzec9uJcCJGLf++M5K8Q6YE/MfFJ4BZJki4SQuxvZt3Z+K+VMmzYMNHeOUweO5bJY8dy60MPEWKzMW7UKB58/nnO7t2bKrebgvJyUuPiqApcB2sq5zyuiZxvl8dDRJ0I8Qcb1tJ9Ui9mfvg+5jgro2ZPJu3T/fQhinsmtdx4oVr8212uGnG+++hRgJq0lu+3/citb7/CWa9diCWufmQ6LDWCgXeN4JaXXkRIghsvPrHL27lFRWg0GqJCT9z+6vDRo+Tk5zOujSktO/ftIz07i5GDBxNaUkW4TUOELZzImBBCkrsQEhJCSEgIVquNkJAQbDYbPXr0OOF5AlxzZest6IPpNvlbxems5LXXrsbjcXLffV+eMmHeXhYufInPP38Sp7OSgQPHc8kl99Gv32i6dBmALMvBNKE9qYSGXkF5+TwcjjVYreM7bFyvdwuSZEOr7VhnjKSk2lSezMwUhChCiAuBPcBZSNJnSNK5bbhKFYa/MPQKoLpW4nQQ6NXi/EeCFef5+bW1JbGxee2egaKUUFz8AA7HZ0REPIfB0H43q7ZiMIzA4ZiPEEqznUfLyp5Bo0nEZrsZRXGSnz8u0K10FapaTH7+JMBLSckDhIf/i5CQ1vednXTyv8JpL87rIvxhxsP4RXkZ8FfgY0mShopTEILMLSige3IyBoOBopISRiYnUxFIZQm3WGr8zhvaIzYXOa90uUgJ5FwLIfhg/VoGvj6W3D6ZxJ2bTNnhYvK/SmPF8y+1WrhWfWLQVIGpT1FYuXs3N771EiNeuQBrQghVBXaK9xVQua+Yin3FlOeUc0b3rjx47bUM69FcBOvXYV8ghWh4Gy0Uzxsxgm1fzm/yOSUpuGhqJ8FTVHScF16YQlbWfu6991MSEk68MO1ksmDB88yd+wjDhk1h+vRn6Nbt5Iub9mK1TkSSDFRWLu1QcQ4ahPAhhBN/aU/HEBVV27e9sDAGf/rKYaAHkrQOSQrmCp0FeA3oHRjjdCABOAqbzPcAACAASURBVAt4HL9P+wVtXjM3t7YLa1xc8OJcVV1UVLxJWdmzqGoFYWGPEBr6UNDjBIvd/gV2+7yATWPzkVq3ewc22x+RJAOqehyf7xhhYc9iMAyisnIO4EWr7YXPdxif75eTPu/fOwJQOwtCfzf8psR5A97AL84HAYOBHS0vfuIkxsWxfe9eAMJDQym129EHkvQ8Pl9NQaiuQat1u8uFrQm3luLKSiID3S63p6UhR+qxxNvocbU/X3D3sxsxaXU8+dWX/GnMBZyR3Lz13dG8PEItFsLrROLP7++P6ry79Hte/24xSeO7kTZrN4U/FxBmtTKqbz/G9B3PqIn96JWU1KHt6VPi4lAUhdziYpJigu+gV5fsPP+BKym+9Zbinfy6HD26gxdfvASXy85DDy05oQ6fp4LFi19n7txHOP/865g586Oaeo3TFVk2YTaPwuFY1aHjGo2XU1X1Bm73d5hMLXeEDYaoqNquxYWF0fhLiN5DiOkI8Tck6bUgR3wJf2bjzA6b44khAd8BY4FLgI9oa0583ch5XFzb01qEUKms/ITS0sfw+TIxmS4iMvL5Fj3NO4ry8tcoLv4LRuM5xMa23IwO1JrUK602GZ2uLy7XauBRLJYrKS7+Iz7fYczmKwgPf+Gkz/33j9SZ1vI74rcszrPr3E/lFIjzpLg4CoqKcLvdfnHucNREqj0+H77AtVltE+K8qci5w+2uSYF5b/0qYiZ3rff8yJfHs2/2dt77dgWXDz+rxbkdzcuje1xcvZ1l76QkYsPD+WzTBs4Z1J+xsQM5Z0x/hj3Qu10OLMGQEujimZmf3yHiXKfTERUR0RFT6+QksWvXImbPvg6bLYqnntpEcnJLtnm/PitWvMd7781k5MipzJz54WkvzKuxWMZRUPA4Pl8xWu2J13QA6HTnIsvxuFxfdLA4r42cFxX5rxJK0nUIsQ14FSGGI0mtN9nycxyYgz+dpfmmN6eeSOAH4FLgSuAO4GX8bjPNk59f2+k4JqagTVvyeH7Abn8Qn28Xev0Q4uPnYDKNa+e8244QKiUlD1Ne/iJm81RiYuY12Qm0wVrUbe5kMk2houJVVLUCWQ4hIWEvHs8eLJarmuxi2kkn/8v8lk+z6lZHttP0LjiqI7e5BQWEh4ZS5nDURM7dXi/eQFl+XXEuhPBHzhuIcyEETo8Hs16P1+fjqx9/JGlc7UvyuXwceOVHTLur2P/Sq5zbp+Vc0PT8fLrH1fflliSJ0f37I7wqPzz+NH+/bgZjBw8+6cIcoEtgLpl57c+lrCY7P5+E2NgOjex30nEIIVi+/FXefHMqSUn9eOaZrae9MN+wYR6zZt3GkCGTuf/+T3+1Is/2YLX6xZjDsabDxpQkDUbjFbjdS1DVyg4bt644Ly6udTORpBeA0QjxJ4TY1cbRXsQv+E5+6kbwxOB3lXkQ+A8wAjjQ4hrl5bX1OFZry4cwr3cPZWWTKCsbj6qWEBMzj8TEbadImHsoLLyR8vIXCQn5M7GxX7ZBmENDcW42TwG8OJ0rANDr+2O1Tm9XYbMQHhyON8nJWRD0ur9X/E2IpA65dfLrc1oekSR/hYkqhGipiPNvgb8+YHOHbbwFV5ekM/3d7bKEIDwhgQN796IL5Jl7XC58AbcWnc9X41/ldLtRVRWrwVDPm8/j9aKqKiadjhW7dxN5RjR6m9/lpSKjjF1/X8dV/Ufw4j+mo9Nqm/f18/lQVZX0vDwuGTaskW/XmH79+GL9eo5mZZHagtvLCdGEs0tywIYxIzc3OE/Caur4f2Xn5JAYE9O8J1gQHoKtdbts77LBEIwRTjDLNtGDqlmCsStr6VxOUXx8+OFMli+fxYgR05gxYy6ybG6T/WIwcwiG1sbdufMrZs++kW7dxjB16gLS0lpupALB2VQGcw65fXvbl63+Pup0w5EkC5WVq7BYLm9y2WCsMqvnazJdRVXVG3g8izGbr237AC2MW1d02u22Ou+NDiG+QFGGIsQ0/N1AW7oKkAe8C9wAnK51IzrgX/hTXG4AhgFvoig3N5n+4Xbr8Xh06PVe9HovqurG46n/XRSiHJdrJl7vR0AYBsNL6PV3YbW2/p2tJpgLjnV/Oz5fMWVl71NaOguv9xjR0c8SFfVIzWtp7TcuhIqqyng8EBYGFssoCgvD8XoXY7U2/b2FlvdjQqg4HJ9RUvI4Pt9RDh6cwbZtzY/1v4bym463dlKX0/WTTAa2S5L0x4DPOeB3a5EkaZAkSfOoLdV/QwhRejInc8cddzB+wgQSE/2XUrOysggPC6PU4UCWZXQaDW6fD28g57xu5NweEJQN01qqCzjNBgPvbFhF9EVdAchYeoTtM39g9lV/5NXrb/QL81bILS3F7fU2ipwDjA7kna8J5MqfKmxmM+E2G5n5+a0v3ArZ+fkkxsa2vmAnp5SqqgpefPFSli+fxSWX/I377vuyphHP6crevUt4991r6Np1BDfe+A063entItMUkqTDbD6fqqoTNMZugF4/CllOxOX6osPGNJtrlZbDYan3nCTFoNEsAHKAa/G75jbHvwEP8EiHze3kMQnYjb+j6S0IcT1CNK1k7fbaGiGLpfEZlV+Yf4xefz82WxoGw1+RpLYL8/bgcu0mJ+dWfvkliYKCB9HpupCc/B3R0Y8G2VG3fuRckrRYrZOprPwuaAtZIQRVVUvJzh5KQcF0ZNlGXNz3REd/GNQ4nXTyW+F0FefgL33/L3BckiSnJEmFQBWwC7gusMwH+K8jnnR2795NUpL/PCErK4uwsDDKnU5UVUWv1Tabc14ZEOcNC0KdgRCFJElsOHiImCEJ7HlmI94vs9jx1PNMGTK0zXM7GkgdaUqc901OJjo0lLX7m3SbPKmkxMaesDgXQnSK89OQoqLjPPHEufz003JuvfUdpk9/4bRPOzp4cBX/+c/lJCYO4N57l2AwdJwryanGbB6Hx/MzPt+J+WPXRZJkTKYrcbm+R1WD6DzVAhaLo+Z+Q3Hu3+YIZPltYAXQnD93IfA2/t1+x1iennwS8Fs/Pg18hhBDEKLxZZK64rxhaovP9wNe74fo9Q9hNL6IJIWftNkK4aW09HPS08/j6NHBlJd/SmjoDXTv/hNdu67BZruoPaNCA/cQm20KilKI07mtjfMSVFWtIDd3NHl5k1HVikBKz07M5klBniz8vhF0TEpLZ1rL6cHpejTNwd9tYjb+EEQ5fqNbL/5Evv8C5wohbhZCnKTkg1pSU1MpKvLnTlosFn/kPDwcIQTlVVXotVrcXm+NW4u2jkipjpxbGjQmqgqI8/3Hj2NMtrL59u+52NCDzY8/RVKQjXvSAwK4WxMCVpIkxvTvz9p9+4IasyPoCHFe6XBQ5XSScIJFpZ10HKqq8MQT55KZuZf77vuSCy+87deeUquUleXw1luXEh2dysyZyzCbG/cd+C1hsfi7yjocKzt0XJPpKsCN2/19h4xXN3LudDZ9VUWW/4i/iPJ5YAz+6Pi3QC4wH7gMcAId05L+1KEB/o4krQHcCDEKIfbUW6KlyLnL9QiS1A2D4fGTPtODBweQkXENHs9BYmNfolevLBIS3sFoPBEHmKbE+SRAQ2XlkjaNUFR0J3l5E/B6jxIZ+QbJyT9jtV6Hv+VJJw1RkTvk1smvz2mZcy6E8ABfBG6/Omp1RFyrRQiBVquteUwjyyiqilajqRXndSLnnkCiqLFB8nD1smvTD+EoLuPzu2cyceCgds2vzOGPTlXbMjZkcPfufLlxI3ans6aT6KkgMjSU3b+cmH+tIfC+uQJpQJ38+siyhoEDJ7Fy5WzmzLkLl8vOuedOP60j54cPr8PtdnDzzR9iszXdZv1kI4TaYaLCYBiMRhOH3b6Q0NC2up20jkbjr0tR1Y7JFKwbOa+qainl6TUgAr/ryb/xlxJVk4w/cu5v9S5zDzIFCCyBmxWBDb8Puhm/S0r1XxP+HPWTVG/TBiTpPOB+hPgL0CC9sc57YjY76j0ny4kB/++qRut1NGFhV1FY+AqKUoTdvhyjcTBm85gTikxLkgUh6p9waDTh6PXd8HgOtWkMj2cvev1QEhM3nvR0nk46OZ04LcX56UZhYSEmkwmdTkdVVRVhYWHYAxVXFqMRl9eLUadDqRbxdURKU9F08F+uAxiS0IWXHvw7CSdgE1idItPwBKCaHgGXmbScHAYGuoWeCqwmE/ZAk6b2YtDriQoPJ7sDctc76Tj+9Kd3GDPmZj74YCazZt3A8uVvceONrxEb27Ll569FZuYOtFoDiYlnntLtCiHIyFjOtm3/pKTkZy6/fBVRUSfuZCNJMjbbNMrLP0BVHchy45SR9iCEOzB+xwghna62wtDtbmlMPfBs4ObEXyBaDBiACfij0H5UBiK4izgSiCAaBQUVBR8qCuBDoAAKKiUcRWU8gm865PW0FyEWAv2QpPoNuXy+2kOwLNfPwzYYnsHnOxO3+zmMxhdP6vzi458iOvov5Oe/TUnJa2RkjMNoHEZU1IPYbNOa7QLaErIchaoWN3pcp0vC681qYo3GSJIGSbJ1CvM2IAQov9GUFMn/AY8Bhte5VTc2mSyEWNrGca4E7gQG4j8zzwAWAP8SQnScDdUp4PQNdZ1GFBYVERUVRWmpP5oUHh5OZWUlZoMBCX903KjT1eSca+qK82a8z9WAOJ82fMQJCXPwO8JA486k1VSL8yM5OSe0nWCxmc1UVlXRsulO6yTGxnaK89OQnj1H8vTTm7nzzg8oKsrg8cdHMmfOTZSVdVwedEeRkbGDpKQz0WqDt21rD0KoHDnyFZ9+OpyFCydRXn4USZJZuHASFRWZHbINm+1yhKjCbm/TcauNVDsidYwYqis4VbWthxsTcB7wB2AydYW5n1sR/EQBZkpwEE8XUqSedJd601PqTV+pD/2lPlgxIOiJ4NMOeS3tRYgC/DaL0xo9V/c90WjqF8RqNP3R6W7A43kFu30gVVVTcDr/jNv9HJWV83A61+H1HkMIb4fMU6sNJzr6UXr2zCA+/h1UtYysrKs4cqQ3ZWUfBz2eLEeiKEWNHtdq2y7O/Z99S4XCndTlN5xz3hdYir9I41JqhXmbkSRpNv5si7FACP4vTh/8+XC7JUlK6LDZngI6xXkbKCoqIjo6up44t9vtWA0G3HXSVpSmxHkTqS5QK847oqDF6fFg0OmaTStIrY6c555a0WQ1mfApCh7viR08OsX56Yssy4wefSOvvHKYyy57mG3bPuXxx3vx/ffP4/U2Y315ihFCkJm5ky5d2l5k3V4UxcuBAx8xd25/Fi++HI+nnAsvfI+bb05j6tTleDx2vv56Ik5n44hisJjN56PRRGG3d5zXc23k/MTTKIQQZGe7auz5FKUjmzz1RmEX+UxgM5upFGWNltCjQ0cRWs5C4gWgrYKwo/kGf7fMlsV5w8g5gMHwb/T6e5HlLqhqNj7f57jdj1JYeD25uaM5frwb6ekGMjISyc4eSVHR3TWfYXuRZSPh4beRmnqQpKT5aDRh5OTMoKJiYZDjRLYQOc9uk2OLJGkQolOc/49QBqzEX3zStja7ASRJuhP4E6Dit9m2CiFswDn4o+fdOU3SpNtKZ1pLQ3bubPTQ3RMn4nS7Kd2yBYDw4mLsx49jM5txB8S10WisKf7UmkwQEOO+gGBuLq1FbkqcB+MLrqo43W5Men2z64UYjcSEhnIkO7vtYwczh2ZOCmwW/6V2u9uNwWhst3F4Ymws21sqaA2iqVIwvuHB+HCfLE/0tviFt4dgPt62vA+SZGPq1OcYMOBWFi68n6+/foR1697lssteYsCAy5AkCUXxkZa2jq5dz0avNwX7NW8zDftelZSk4XSWY7EMIbNO0DoY7/KCVho4+nwuDh58n127XqCyMoOoqDOZNOkzevS4Aln27wsiI8/kkku+YeHCCSxaNIWpU1dSVHQi1pNarNapVFR8is9XP7Wl7mtrLde9bvsAVXUH1jE0+Z639p4J4cHjWY/XvQBJfMuFF2Zx8CD07t3R4hxAj8oruLiE7VxPNxFPF7ohSRIe4SaOOJKlFOyinFw+JpeXUInHx834/QYau1udDIRYAHRHiIE0vIhY9z1pSpzLchRG48sNxnNgMBxHUY6jKJkoynFUNRNFOUZFxVsoSiQ225M1ywezb6r/mWsQ4lIU70Po5Fiysq4nNnYnOl2vJpZtjCxH4vMdQlXrL6vVJgE+vN4CtNrGn0FJSe19r9cvzus+1knT+N1afrPx1p+AiLq9bdoauAykxDwR+O9rQoh/Vz8nhNgkSdJU/B3kz5Ek6RIhxLcdNuuTyG/2kzyVTD7nHKaNG0dpQCmFh4Rgr6rCajTiqs731ulqouR1I+dNRdOhNnLepDgPEqfH4xfnLdAjPv6Up7VUF59WttBVYtuBA60WeybGxlJQXIznZHWtOYU4nVUs+GoW19zQn6ystF97Oh1OVFQqt966kDvvXI5OZ+T996fy+uvn8cWCu/jHMynMevtCnM6T2pagEVlZ/h5lBw/OP+EUq4Z4PJXs2vUic+d2Zd26uzCb47nkkm+59trd9Op1dY0w93r9xX6JieczceIn5Of/yPffX82Jmk2FhNyAEHbs9q/qPS6EwOXaQGHJZWRlJzWzdmOE8Cv1YHJ8VbUYp/MjKssupbgoAdnzV7rajtE7qh9nnxVC797Vy52sw804FPaRThzb2YFbuDjKUdaxjG1iN5WU0Y3unMd5DCGKZN5Dx5loGYG/0LRx6kXHUR0MnEZD5xJoPXLeFJJkQavtg8EwHrP5Fmy2JwgNfZ+IiFUYjdfjcPwTr3dP6wO1aVs6dJouRGEiVDJTlD+Q8pI/4navazWi3VLkHGhjaouWzrSWtqMgdcjtVCOEaK3pZEtciL9FrwBeamLsXfgrzQGmt3Mbp5zOyHkQlAWKQMNsNiqrxXkgZaM6rUWW5XpnfM2mtQREezAOFx6fD6fHQ2iDSLHL42m2GLSaHvHxrD4BO0W704nD5SI2vO1eu7bAPO1NiPNNP/3EvW++wY7dezjy1VekJtUKCCEEWbm57DpwgG379zN/1Uokg55vVq3iikmT2v0a6uJ2u/n000+54YYbmvwMysvLWbp0FUtXfcOO7Zv45MNlJCd3bff2iory+PizV1m4+AM0PZNxF+YQF+fvdKgoCgUFWeTmppOTk05G9mGOZf9Cdk4aJfm5PPvEEnr2HNLubVfjdjtZsPBFli9/l9dezmwUmfB4XBw7toNDhzey7/Ba8rJ/5ul/bMVsjg56Wz16jGXSpKf4bsX/kVn0E2W9bJgnjyNi61E8nirS0zdRXp6P3V5AuT2X8socyu152O35OCqLcDvLue/uLURHt9/XWlG87N//CSt+uB+TNZryyuP1XrPHU0VJyRGKiw9TVHSQgsJ9FBUfpspRyF1/3ofRGNrs2JWVmezbN4sDB2bjdpeSlDSeoUMfJSFhNDpd7TZKSn5m3Ya/YK/M5vrpewPvzTTGjHmL1avvxGqdgc12LR7PZlyejSi+EpKTfmqzq4vReA46XSrl5R8QEjIDVXVjt39KacVLaE0qxhgLUuH5AAjhQ1Fy8Pky/TflGKpIw+s7huLLQlXcWC3vAC2LcyEEinIQt2shPs8CFDWLaEtX4iJTiDDdhEb2H1b25P5A+k9OwkL9ef5VjiGIZgS6LEmoIgO/40p7iEBhMeW8x2YeIwwt8DfKGYedDzjId4QQQSIR9KAHvehNBaXk8BZ5PIzCV8AF7dx2S3yH3wG46S6Wr72czm1/1HLNdSplZbsRYlST773XMxchytHp72yxODMk5FU8nuWUl/+RyMitSFLzh/icrBgQXiRJiyQZkNAjSUYkDP6/gZsiSnBJEmfpJ+IVbgo8B8lx30qZKMdgvBSD6Qb0+nMafWdlORIhKgI58bW1Hv7IuV+cm0zDmn/rAH/O+Ul3S/5dIOB/1aN8bODvPiFEdjPLLAPGA+NOzZROnE5xHgSVActCi9GI0+3GrNPVWCVqNRpUIRqdc1ZHzhsKofacIv7zm4X865tFDOnZndk33kq/pGSAGreYluidkMBHq1ez68gRBvcIXvD89f33mLtiBeecOYA5d88kuQ2+49XivKxOL/Fdhw4x8603OFBYgDTmbKJzc3G53cxbupTNP//M5oM/k5aRiS4sBF1SPO6EGHQXjyHkYCLfrVvXIeJ83bp13PCnW8lOT+faa6/FYDCgKAo7duxg8fdL+Pq7xWQdP46hVw/UXt1Qu8bxw8rF3HzT3UFv68iRfbw393k2//gDhtGDCX3yTzj3HEJ/KIvb/zKW/JxjuN1ODBHhaKPDUaNtiKgQtMMi0EZfgO6H7aSn/3RC4lxVVdasnccH8x5DxERitYUjSRLFxcf55ZfNHDi8joO/bKCsNAdTQjJScgKGoV1BlHD48EYGDfpDm7dVXHyMDVv+w7Ydc9ElJ2G8+DxSUnsgyTJla1ZTXJ7Jm/MuRWOzIlnMYDWBzYwm2orGmozGegahViv2Rd9TUnK0XeLc661i587ZbNn6MtbwRPqMvImS3P0oleV8u/gWiooPUlaWDkJgtsVgMEegN4diskWRHD+RjP1LKSo6RFLSiGa38fXX5+FwZNOt2x8YPPghYmOH13vebs9h05ZHOZ61EnNYDDGxQ/F47BQW7iQ3bwvZOWvQ6sx4fEvwyumEJieQGDGEtB3f4/X+gl7fu+kNN0CSJEJCbqC4+B8UFv0Fu+MzQhJSSR0+AXNkIkdWfYbLuYEsVzzgQ2cMR28JQx8ZgjXEisEaht5yJnrL+RxaMhch/JFOIRxNbk8IhZLiQXh9+4i1nkFq/FnY9Bc0eQl6YPyF+INarbM67RPcipv2i3PwR6b/hI8xlPIHJLIQjEVhLOCllNVU8D4/s4JQokgikl70opAClIBNY8ezCb/A7NvEc4LVq/Pp5TiPL58vpkTzOk7v02jkXkjaycja8Wg0w5EkHULk4HM/ieKdhc44B2jaFUmWI7Fa/0lFxa14PCsxGCY2OzNJeBlrmIIqVNSA442KgirUGgccVSioRKLT+GvpdJKBRG0qiaQGhPp+cty3UCTKMRgvw2i+Cb1+VGAufqMDVS0Dak/wdTr/ccvrTW/13ZMkKz5fOopyAI3mjFaX7+R/kuovRkudFg8E/kZLkhQlhDiZl8s6hE5x3gbcHg95xcUkBZr8ZOblERMeTlp6OmGBvOoyhwNTIHru8XrRB8RySECgVjawFDQEkjfdQRRLfrxlPRd8cBn73t3BK8uW8N4ttwNNXSxtzJ8mTGDWsmVc9c9/suONNwixtP0gWOVyMX/9ehLemMmmpz/ks/Vr+dvlV7a6XkqgY2lGXh6RoaH85Z132JaehubicVgGXY77UBpllXYueOofkBSHLzEO/ZQxhMbHIGm1CFVFyi/CczwH5/7DbNafmEd7aVkZf37wQZZvWI98wblEu1zMmzeP+Yu/YcumTRgS4vD16Ip+8mhCE+JACDwZWVRu3cGaTcvbLM6FEGzd+gP/+eBZMguOoZswnIjn70LS+T9zY5+uuKfrKY+JwBo9jhBzbfGd4nDiKyjBV1iCc1su5Wt/xN6l7eK4IQcObODN2XfhtOgJmXE9rmNHqVi5ijvvTUAyGdEnpyAnJ2KcdhHxkVFIkoSvohxX5jEqjh4ip88hWnPf9/m87Nq1iGVr3iS3IA3TiCFE3nM7Gmv9DpxhY8bCmLE1/xeKguJwoNjtKJWV+ErLcB/PQrI7Kd65yW+mFQRVVaWsX/8amzbPJjyuN71HzsBo9l/pcVWV4JRk3DovMT1GkmKdgkbj/42qqg+XowSnvZDinH0U5uzG42ncSr0uFks8NlsKkybNr/e4x1PB1h+f4+ef5xDbYxQDLriLzL1LOZq2kIyMpdjCkzGGxWBLSmHIgEfQ6owIoeKsLMRekomj/DDhtrw2i3OXazsuzxo0BjPG5MOk9L0TnbH2fU8eMRGhKujNoch1nGoUrxuPowyPo4yqkmxKM37GVZmGOaI3khSK0/kBBkPjE2FJ0hAa9iVu11eUexawI3sJUZauxFlTiDSlIMu1h5RjpT/h0x1Ckv2hiPKysGZTW9zKcRq7srSXnijsBup+hjpgAgoT+H/2zjs+ijr94++Z2d7SeyOhh6p0RAE7ItgVe693ds/zzrP/PO/0PMvZ9cQGiGJBERVRQEAUkN5LICF9Uzeb7Tvf3x+bBNJ3Q8Byeb9e+yLszHznu23mmWc+z+cBH1UsopaZBPkMhf5AWjftuyWXA68QamT9aotle/D5VFzUEa+mkSH6IRDUqTVU+T6hwv8eTlGBIg9ClbOwkkG2msA219nUqSditj2LLLe+qxUIbAR0aDTHtDsrIYIEhJuNgQ0oyMjIKEgohLSuSuOzkoKCgrYN9x6tpCdJyUCr6ilRZcpcb+D1rSQ+YS2SZKS9M5NGk4hGk4Hb/WOn757B8ACBwBKczklYLN+hKIdvQ/r75TetOT8cGp1dOtLtHroshSOrZesWeoLzMLj4/vvZlpfHF889B8DO/Hwyk5NZsmYNcRYLkiRhdziIaQh4673epuC88bnq+uaZqEYZiifM4HxbYSE+PVgzopAr/Fx//sG7M4qiNGXo2yMhKor377uPSffey/XPPcf7f/lL2AUX7y9diuGYvshGHfp6H5dNCu/OUHaDS8zf359DSZ0DZcpkLBdPQWqQkRgG9CHpmYeQJAnV50cqLsW7rwB1xRpEURnuikqyMtIZPWgw33mD2MwRVHMeghCC2Z98wu2PPYo8fiSWu2/EX1SKW5H56wfvQf8crH+7A1mnI1Bdi2fbTsTiFdTvzqN3n1yumn4N55zVuVTN7/ex8MtZvPHuk3isGjSnjSJq8Kmt3mclNgq5pALP7nzkH7YgV9Tht1fhrarGZIkiKSWLzLQ+ZKcdQ+xd1zFq1JSIX3NJyV5effMO9hZvxzLldGKyQ/72slaLJiYWQ3oGst6ACAbxFhfh3rkDjlDfewAAIABJREFUV2EJ7oL9GI02+vUdx7QLn2b06M6L5t959xa+X/YGhpR0rJOPQ5+RidxGka73wAHqPv8Ktd5FwO1EljUYzbFYrInEWJKIsqQQbRmKLSUZ6w1307//qWG91traYpYs+SfrN84lPm04g4+/Aa2++YVBXHIuHlsKHqcdR+U+7AfW43NV46orR1UDREdnER8/gLSUCYwZch3Z2ZPb2VuI5OTxbNnyMsGgD0XRhSQ0215m3bp/EJcxhMEn/RGNNnTRldrvBFL7HY/OGIUQAp+7Fmf1AYp2LMFhL8NdX4pOl4NeP56UlA8wGid0+prr6xdSVfsAaGpJPmYsMb0ebtK3N0OoVOdvweeox+t04KuvJuCpRpKMaLTpKEomqDnIUjYxMfeh043AaLwGl+s/BIPFKEpr9zGNZgAay1+Bv6KqFTi9C9lR+SFe/1tEGdJIsaSRYO5NUPWS1qeEhx8JJSYuuGAeVVXtdT9OBtqXEUWOFmhPgqcDziTImYCbIEfSXnMscDfwFCEDilMOWZbDhx/7WPj5er75WqasTI/Rk0ECFpJJoxcmVFTq1Gqq1K2omImVEhkv4inwbCffOwij5QGMpluapC6qWofb/TYGwwUoSvt3NyVJITHpe1S1iqDwIBoeqtr4twsaHl7vMmKCFQyVY1GFSq2ooEK1Y1er8eJCrzsBjekakgwnoygHHfAa3VjakmiZTBNwuZYihOjwPKQoA7FYluF234wk/TLNw35LqN2nF4+XJGntIf9/TQjxWncN3s00Zho7aqpyqLbW0u5avyK6HJxLoaNBLCGFRrX4HfsdDe3Th0+XLiUhOhqdVtsUnDtcLpweD7EWC3aHg4y40Imn3uslpiFr2PhvtbN5Jq6xgNMdZpHjez8sJ+GULNyVLryl9Yw+RJrS2KW0MyYMHszjV13FfW++ycQhQ7hl2rSw9v2vz+ejufZk6tftZnTffqTEtXeCPUiR3c5f/vtfNDYLpaOHYB03EknTOnjwfvo1gS07Ud0e+ufkMH7AQMaeMpJjRo0iJyOjSQ/+16ef5sk33sDhdGKzhP/b2pefz+X33M2u2hr0t1yFNiE0d11mGrr7/ojw+/HszsPzxbcEd+7BpNFy/ulTOPvBa8nOPgGDIfxs/Zdfzubxv9+MxmzElpGLP78UEQiiTUtEEx/ddFGi1nuofHY2U8+4iiHHnEtqag6pqdnEx6e20r9H6tbidFbz3vsP8/0PH2KePJn46Tc37RdAExWNz16OY8kSggWFeKvspKYPYkT/iQw47WZ69x6NydQ8SOrM7eHqq17jzKn3kZe3hi07fiBv7VJK7HkYEpJRMlJQMlLQZ2SgREfjtZdx5x9XkJQ0ENEN+siVK19k/md3ojdGkznwNCxRaWi0rT+z+toS1i/5N/36n0VKwlDicwaSmNiP2Ni+GAy2iPebnDyejRufwW5fj9NZwI8/3YcpNoWBE69Fb2z+/ml0Jop3L6e2fBfOmiJ0WgsZmafSP/1i9nrHoIsf2KE2uC28/s1Ikhafq5aSDT9QlbcBS2IWpthUjDEpaE1RSJKEx1FByfqlxMa+hknTC5stEyUmqZlu2dPC8dJkugWX6xlcrlebuX60hSzHYzReAcYrsAgfPt/37K/7mF2Vn6IA+1d5yc2FxEQwmcZSU9N2hjoSN57u5Wh0TH6EkJ3itcAWQhbMAApnnglnnhlqmfTiixfxpz+diyPwJcHAYiRRTwzxJGAhlQz0DfaWsiTTi96kiFR2OF+gxvUy5qiZ6HRj8HjeQwgHJlPnd/n0+tayrZafgxBe3CVZaKUofvJ+RT0+9NoRaMyXY9SdjlUzoIPgujEkaCs4Px6HYw5+/z50upwO56ko/bBYvu309fTQrVQIITosCJAk6UHgwS6O/08hxP1d3LbVVBr+7d5q/1+YiM4IkiRNBS4h1CEircWyQkKdFmYJIb7sthn+Chjevz9CCLbv30+fjAx25uczMjckc8q320mw2bDX1mIxhA6ezkPOdo2Z86oWwXmjRtwTRnAuhGDWjysZ9p+TKFqynwtGj2t2QJQlKazgHOBP55/P95s3c+drrzFmwABG9O3b4frrd++mQviIzk6h7v2l3Dvj6k73UVBaSr8ZM/CrKubhgwhW1+D88Wc00VEo0TaUaBuy2YQkSQhZZlzffnz+j382HyQ6utl/TznuOJ549VWWrV7NtBM7z9wHAgH++fLL/Ou/r6OdegrGkdNbnURc367A8+33jD3uOM4/dwann346GRkZB19HhL1ipk+/iqlTL6ekJJ+8vG3s2beVbTs2sHfhIirKCtFFR6NNSyCYEo1+UG/Kqoq5d8oV3eJ1HwwG+PSzF5j70d8xjRxN4q23I7dTJOz87jv6xQ/mgpvmkZIyIKKi5LaQJInExN4kJvZmwIAZAKhqkLKy7eTnr2bvvh/YvXgutdWFKIqWr799nCsvndXKVq4rDB58DmZzAnb7DkrLtlG8fRE11YUoGh1GSwJ6U0xIT26JJzZxAKkpo5gwIXROiMRKsSVJSeMAWLT4IrzearKGnEFUQm+0utZyMSFUivcsQxYKp53yHn36HPS7Luyi9XZs9J+Jjf5zQ3FmCUVF06gv3YjJasbnW0HAX47ekowxLhFFr0EVxRgMM8IaW6Ppg15/FvX1T2EwnI9WOySs7SRJh15/Mnr9yQjxIhUV2/nLfcchGjzIWzbZ+d/BCLxFyHL5HqDtBKTFYkCrPQe05wCgqnYcwWXU+D/GG5jDeHE6JulgYkIvGRnGUKqDdrZVn41HdyLewFo0mhFotd3TqTcQ2I0sx1AY2IXBeC5JsbORpEY5WGdbN37erZMyJlPo7pDLtaLT4Ly7mDgxsvWXLTsy8zhS/AIdQkMKqK7Rnb6qjcFVR760hy7rWLP4KyGs05MkSSmEWqA2/uLb+gZkABcDF0uS9ANwgRCitI31ft20ccYeNjBUzLNxzx769+rFtrw8MtNC1yYFpaUkWK2h4LxhW2ddXZM5tFVRUGQ5lDk/5GhmbFjX7fV2epTblJ8PNi3mZAsVi/K5/OKpB7dRVZTG4Lyzo2UggAy8fccdHHP77Vz4+OOse+45otrSnzeM9e/5nyCffCz+smqUshom5+a2Nr5usd9Mi4W8t9+m0G7nL2++yZrvVnHNtDPZt6OAA3Y7pRUVVNfVoeh16Gw2Fuzey0fffMN5hx49W1zMjOvbF6PBwOJly5g2ukXGp0Vx6tr165lx801UmwyY/ngtis0Kqopo4aSjGdgHzYrV/P3B/2PYsGGNb1ETkcSsB+NghZycHHJycjiZM5uWCyEoKyti795tbN6yjR31G7CXH6C+3o3B0P4xJdw52O1FLF0+G4PBgmvNapyrV6HRm9CYzGhMZiSTEQwGVIMOOTOd9asWcvZZDwJyp1+blpnVjmicrywrpKUNJi1tMOO5hgMH1vPUU8cy9azH6NVrHLIcmf9ye3PQ61MZMOBCBhxSzxcIgNtdQ1XVbiord/PdkgcIBDyYTHFs3PQWkyaFgvOa1n1rwsZiScNoTEajGEnKHIOrtITyPWvxuO0Eg14kWUGjM6IzRKE3xmCN6YWzqgS3ewK7dh0cxxBBrx9nm6cUCUjFYJiMw/ECcdGzkSQNwaAfv383/prNmAzr6Sip1NZ3LDr6Fez2Y6itvYD4+DXIshUIP8MtSRKSlMu110aRlFTTsJ9fLD3+K6ClvCUk2frpp9GMGbMagMWLpzT7LGQ5AUU5F49/Jsn0QaDiENUECTQ8gk3/pop4Cr2fouJBr78Tv//gcS6CNhCtDu2SZMOvlqPRDiU29r2mwBw6/+56PGrDenKr764Qg5CkKGprV6DRXNFsWfLRsZ//XXI0NedCiIc56C/+S1IMDAc66gB66LJfXwvrNug0OJdCQq+fCGXKJaAM+A7YDDQaFscAQwh5USUC44FVkiSNEEL85tsH9EpNxWaxsGHnTvr36sXn339PSnxI/1ZQWUmC1cqO4uI2M+eSJBFjNrfWnDdmzsPQnL/340oSTsnEVV5PoNLLsdnZzZaHK2tpJD4qirl//jMn/PnPXPvcc3zYjv68zuViwdo1xF32B+o/Ws7tp08JO8uaGhdHalwcJw4fzncbNvDYJZdibiGHcbpcFFdUUFRRwYDMzA7HM+j1HD98OIt/+qnTfT/z6qsIScLscBJ4fTbegB+/P0AwGACkhjBFIABvvYvrbryWNT+u7XDMw0WSJJKT00lOTmfgwPC01JGQlJTFs0+tbvq/EAK3u466uirq6iqpq6vC6Qz9XeOooGzSQFyu2m6fR3uYzSHnBpMpjt69O9dUHy5GYzRpaaNISxvFxo3v4PFUc/31nX93IiEtbSJ79swlJXkCxZXLcLvLQgWTUceRkHA60dFjUBQzPp899Iiyd+v+D0WnG4oQ3ganl4FIkhadLhedLhczF0U8nqIkExPzPpWVJ1JTcz0xMXO6dIenKz7ev18eBT4HriN0+oyiqiq2aanH01pio6p7UNVdVMlaqqlEksxIkhkkC5JkBcmKkGyADb/vJYRahd5wQ7fMVggfVVUXIYSfuLgPI/K+D9F+5lySZAyGibjdHxEIPIRGc6QKcnv4H2AbcAYwqIN1Gh1d7L8FpxYIL3P+EpAOeAjdk3tdhIxLWyGFLqtvAJ4EMoEXCMlgftNIksSwfv3YuGsXN5x3HoFAAJfHg1ZRKKioIMFmY/nOnW0G5xCStrSUtciyjE6j6VRzLoTg/Z9WcexVp1D03T5mjBnX6iQZaXAOMH7gQJ648krunTmTD1es4MLjj2+2Twl4e8l3GMYMRJJlPCs2c93zN0W0D4DeDUWh+0pLGdwiOLeYTPTLzKRfJ4F5I6eOG8c9zzzDC++/zx9ntH+LftYrr7S7zN9CTx0MBru9Mc2vAUmSMJlsmEw2kpJ6tVp+OFnjrmA2hz57l+voX6sripZgMHxXpHDp2/cS9uyZy+7ds8nKOpPs7OlkZk6huDi28427GZ0uJD3x+Taj07Vl2xc5ev1ErNbHqav7Cy7XBMzmyK1Ee4LzQzEAMwnJW+4G3mj2nrRVg6Eo/TDbdrd6vmWOxOebh+rZh9n8BorSr1tmW1v7V3y+H4mN/QCNJnJL044KQgGio5+ktHQElZUXk5j4XcR1Fz00J9Qh9H/S53wJodh0kCRJqUKItlxbGjNiv5nihQ7ToJIk9SLUPSEInC2EeKm9wBxACOEXQrxIqB2aAC6UJCmr+6b7yzEwO5tdBQX0btAk55eUkBYbS2FVFYk2GxV1dZgbtA0ts+TxVivlbVT26bXadq0U31nxPdsKC1m3bx+aOD2mRDP2bwq4fOxxzdYTQrD1wAFsxsgLm+4+5xyyk5J4eeHCpuc25OUx8NY/UlVXxzMLF6A/eQTONTuYNHgI8VGRuykM7tULgAVhZLw748bzzmPqhAnc+uSTbDpUG3AYKIqC5nDExz2ERWMBYiDQcTfY7kYIQW1tAVptBPf2wyQ7ezpXXVXKtddWc9ppc+nX71IMhqMfmEOjlzSoaoQVxJ1gsdyLXj+N2trbcblmd2FeB08x/7ua80MZC/wJ+C8wH0k6mBg4nAJpr/dtZDkbne6qw50gAMFgGU7nvzGbr8dk6tw2ty38/l1Ikon2coBabX+ioh7F612O37/jMGbbQyMqUrc8fmN8C5QTimfvarlQkqRhHGy4MOsozuuw6EyjcDEhKcuHQohF4Q4qhPga+LBh24u7Pr1fD1azGZfbTYw1pL2sqasLac0dDlJjYhBCoG2QqhRUNm9ZnJOYSF5ZWasxNbJMsJ2s7cvLv+P4vz/Co/M/If7ULOpLnUh1AYa0yDIv2rCBlTt2cMeZZ7Y5TkfIsszNZ5zB0s2b2bx/PwB7iovJd9Yy8u67qDdp0aUnIL5Zxz1nRD4+wODsbM4YPZp/fvAB1ZFaj7TAYjLxzmOPYTQYeP799w9rrB6OLuXlOwFITOyerF64HDiwirKyTQwdetkRGd9kSkJRumbx2V0IEaSy8k40mkwslu69USlJMjExc9DpTqCm5nLc7sjObcHgQUlDT+a8kf8DBgN34D8kOdOeB3w4qGoZitKvw+6hkeDxLAAEZvMfurR9MFiO0zkHq/XKTuYUCgQPtWDs4X8TSZJiJEmKb3wcssh26PPSoYUPgBDCy0Ht+52SJN0tNWiwJEkaB3xCKNZdKYRYcBReSrfQ2dFgNKEM+FtdGHsmoV9e95SN/8IY9XrcXm+TjZ/D6SShIWOe2tDSvrrhuXx7c21pn6QkCiorW2XJO5KjuP0+et84nG+2byZtci+Kvt3H2KzezPvpJ1buDAU6Qgj+Nns2WQkJXHdyeJ34WnLtqadi1Ov5z+efA1BSXY315BF4JwxEOec4fEV23AVl5JWW8uaiRV2SgDxxzTXU1tfzj/fe69IcDyU2Koorpk7lvYULsVdXd75BD78KSkpCzduSkzuSBXY/a9a8iF5vO2LBebi4XPspKZnLkXCcdThexefbSGzs08hy998hkGUzsbEL0OkmUlt7BW53+L/jHllLW2iA/wD7+eCD/KZnDydzLoQdSWrdkKiruN3zUZQstNqhXdre4XgV8GGz3dbheoFAHpIU1dRNtIeuIwBVSN3y+IVYD9gPeTQyt8Xzx7XcUAjxMvA6oZj2X0CdJEl1hFr0ZgN5wIVHcvLdTWfBeWM7rs5bebWmcZvfRUsvo16PEAKjPlQUU9sQiNvr6khrCM6LqqoYlJ7Oz/uatyXunZSEEIL9LYJ2nUaDvx3LCrfXR8rYDKYtvBRjnAnhCrDOV8Llr7/E0p3bAZi/di1r9+7loQsvbGp6FCmxViuXTZrEe0uXUlVXR35VJVK0BfN5J2Ae1gfhD2IZ0Y+bPpzFC4u+6lJR2NCcHC498USenzePwvLyLs3zUG67+GK8Ph+vffTRYY/Vw9GhtHQrsqwhISFy7WpXcTrL2Lr1Q4YPvwq9/pfpOyGESkHBS6xcOZiNG2fw008nUF/fWkPcVYLBCqqr/4bBMBmz+bxuG7clzQP0K8MO0IXoCc7bZhIwg/ffz6fxdHE4wbmqVnRbkx5VdeHxfIPR2Np+NhyE8OFwvITReDo63YAO1w0E9qLR5HSLnWwPIbeW7nj8FhFC3ABcREiD7iR0FbwDeBwY3o4W/VdLZ59CDOARQkSsR2jYxkX7bdp+UzQG5YqiIEkStU4n8Q2ylpQGT+7imhomDRzI+vx8ag7RnfdOSgJgbwtpi06jwddOcO71+VH0CrIS+oj6X38MidOyGZyZyX1nTieoqjzwwQf0S03l8kmTDuu13TptGm6vl/8uWkR+dSWa6EO8dHslo5w2EqtPZeFf/9blfTx6xRUEVZVHZs48rLkC5ObkcOrYsbz4wQf4wuyw2sMvS0nJVhIT+6HRHD0JyM8/v46q+hk16pajts9Dcbn2sWbNyWzb9geio8eTm/sSTuc2Vq4cxv79zzcVzB0O1dWPo6oO4uOfP+IBjiybiIlZgE43KewAvUdz3hH/QlHgzjtD//P5InVDCSGEB3Aiy92TOfd6vwE8GAxndWl7p/MDgsFSoqJu73TdQCAPjebo+Jz38OtGCNFLCCGF8VjawRgfCCFOFELECiGMQoiBQoi/CSHqjuJL6RY6q4SzAZWdrNMRdUDn7SR/TbQjvTBu3AiAZ/ZsbDodtWvXkjZwIB6/H4vFgiLLFNXUcOqwYTz80Ucs372baSNDDbb6NHii7yltbvvebnCuqni8PhT9wY+nvtTJrhfWseavj6AAc374gS0HDjDn9tvRCBGeaXQ76wxJTGRibi4vLVhASnoKSkz/g5vUOHE++zFf3nE3ySZT24bTYdgrZkdFcfPUqbzw+efcPX06Aw5p9tMmnRRp3nHhhZxx1118+OWXXNpw8RMWpvCLWm0RNI50uTpfp5HD7PnTLmE2mz2i47bnR15Sso3U1OHNlkfinx6JGVFNDahqgDVrXiEz8xQ0mv5tutNE4rNeFYHJjBAqBw68ys6dfwJkBg16jfT06xqaNZ3F1q3Xs2PH7ZSXf0Ja2pvo9dmdjgmtfaVV1YnT+SZRUTOw2ZrfoIzk+xhJPbQsm4iP/5zKymnU1l6BLIPZ3L5kqEdz3hFpXH99Ms8/X8yXX4LTaQz7O3noZ6aqjXdkE9r8nZRG0G0kOhrc7s+QpCi02hM6/N21dRM0ZOH6HJI0gLq6U5v8zfu1UWoS+p3sIy7uLOIPSfqvWxf+fCPht9ZUKGJ+WUlKD91MZ2GChsNvidqdnaB+MZqaBgUCROl01Hq9JDREb1VOJ8nR0RRXVzOmTx/0Wi3Ltm1r2jbBZsNiMLSZOfe2czT2+QMo+tBbpwZVNj68nH9fcAlZCQkEgkEemjePoZmZXDhuXLe8vtumTGG/3c6+srKmzLnwB6h7+kP+ed4FjGnr6Bohf7v4YswGA/e/9dZhj3Xa2LH0y8zk2blzf5dWiL8n/H43VVV7SUo6enrzvXvn43QWMWxY1wrauorTuZ81a05h27ZbiI4ez4QJW8jIuL4pq20wpHLssQsYPPhNHI51bN06hPLyV7r0Ha6tnYWqOoiJObqvUZZNxMV9jl5/ItXVV1Bf/2676wYCB6NIne4IXT3+hrn6ahv9+sFtt4HL1bWr9sbgvDtkLUIE8Xg+x2A4gxZ1d2HO5QdUdS063W3tWig24vcXIYTvqHUI/b0j+J91a/ld8tsUF/0CNAvO9XocPl9TcF5RV0dabCzF1dUYdDrG9u3L0kOCc0mS6JOczJ4IZC0C0XRC3/PeFkbb0rlsfKh5y7vLl7O7tJTHLrjgsFuvNzJ95Egy4uKorKlFsYU6hjrf/prp2f24/qSuFZu2JCE6mnvOO4+PV65kTUNRa1eRZZnbL7yQtdu383032DT2cOQoK9uOEOKoFoNu3PgCVmsm2dldcxnqCgcOfMRXXw2htnY1gwa9ysiRX2M0tvbwlySJ9PSrOe64zVgs4ykouJndu08nGKxvY9T2qa5+BYNhOEbj2O56CWETCtA/Q68/ierqK3G55rS5ntN5UCJnNv8mumYfVaKiPPznP7BnDxQVze3SGI09VbqjqNLv/wlVtaPXd+134/M9CkS36vrZFl5vHgBCuLtF4tVDD78nwonsYiVJ+q4rD+B3U4LtCYb0klpZRhWhwLkxMA4Eg808y1Oio6msay5xshmNrZoTKbJMINixDrNqu53yz/byxpXXNT33ydq19ElKYtqxxx7262pEoyjcevrpBIRA0ig4v/2Z1AO1vHL1td22D4Cbpk4FYMXWrYc91hVnnEFGUhIzbr2V/MLCwx6vh+6nrq6Mr7++H43GQGZm99zl6Yz8/G8oLFzK8OG3IctH58adz1fNmjXXY7MNaMiW39CpBtxozKRv36/JzHwJh+Mbiorui2ifqupFVd0I8ctkpEMSl8/Q6SZQXX0jwWBRq3Xq6qxNf1utvznZ5xHHYPBw4okhCZ3Lld/5Bm0gy1mAFo/n0cP+LkiSDVBwuV5BVSO7WAQIBpej0Zwf6mLaCVptEhpNPIWFd7JtWz9KS/+J39/acriH8PmNu7X0cAjhBOc6QqXlXXl0zULkV0h+g0d3ps3Ggbo60i0WihuEqGmxsZTV1JDcUBi6o7iYAWnN2xFX1tURb7U2e06ibc1QUFWRFBm/y8/Gh1cw5/pbiDIdtEjbkJ/PqN69u70A7MLx49FajLh3FiA+XcWX99yLtpsb9GiVULDUHXO3mEx8+cwzuD0eplx1FVVHu+1lD20SCPjYsuUTZs6czuOPp7Fz51dMnfoU0dHpR3zfwWCA77+/i6ioHIYNi7yjZVfZtu0JfL4aRo16A6Mx/L5rIR36zSQm3k55+Qs4HN+FvW1S0tP4fDuprPxnV6bcLUiSkdjYmQjhp6amtW2e09kTnHeE2VzPDz+AwwFa7eldGkNR+mMy/ZdA4DtcrusPKwut1Q4mJmYWPt9KqqqmoaoRFC8AkpQMuMNa12AYwODBB+jVaxZabTrFxfexeXM6cAHwDdCTTY+E34GVYg+H0Fnk9fZRmcVvgHyHgySTCV8wiMPnI8NqpbjBZzs5OprSmhqSoqJQVZWdxcVMHtT8Fr69ro4JLSoMJUlqU2vq9vnQ6jRse2Y1V486jgn9D9pRVTmdHKisZFiYLe8joaa+Hp1OS/E/Z/PUeReS2HCx0Z00vtruurAYlJPD/Ndf59QrruDsG25g0TvvYGhZOdfDEUUIQUnJFgoK1rJ+/afk5X2H1+tEp7eRmj4Ca1QaO/MWs2Hrh3g8DnzeOk498UEGDer81nekrFv3BpWVW5g6dR4aTdfcLyKlvj6fXbuep1evK4iJGdZm8WlnpKU9Tm3tF+zffw2DBm1GUaydbmO1TsFmm4Hd/ihG4xgsltO6MPvDR6Ppjc32EA7HX3C7P8NonN60rCdz3j4ajR+brY7580GnA5/v7C6PpdNdjqrm4/E8gMsVwGSaiSR1zRnJaLyo4WLrCqqrzyY29jMkKbxjqiSlIERJ2PuSZQOxsZcQG3sJHs8OKipep7z8LWAe8Dlw9GRpPfTwa6LD4FwIcfXRmsivnXyHg6yGrDlAhs3GkupqEqOi8AeDONxukqOjya+owO3zMfCQzLmqqm1nzjsIzqvstaTujuKxv53fbNmmggIAhmWFn50Ll9KaGpxFdpJiYnjz22+5fepUFOXIyAK689p84tixvPP008y49VYuv+su5r7wQrdp8X9PBINBioq2s2fPapwuDyefePgWg/X1VXz//fN89fXjgMCSk4t14LFEm8zIegNCb6Reb0DRGdAY+qCUHkBd9xMDB3b/SdfjqWXJkgdISzuBPn3ObbbM53NSVrYGjcZESkr39kXbvPkBAIYMeazLYyiKiezst9mxYwIHDtxDr16vhrVdSspreL3bKSy8gF69VmAwdK1pzOFitd6NyzWLmpo/otefiCyHtOaHBucWS09wfigoBDw5AAAgAElEQVQxMdUIAfPnw4QJWlavDt9Jqi30+vsBDR7PX6ivr8JsnheWvKQtTKbLgAA1NddQVXUusbGf0NB0sUMkKQVV3dilfRoMA0hPf5ry8seB+cAvc7H5W6Yn6/37oXs1C78HJkxo8+n82bMZnpNDYUNQnD5+PEUffRSStDT4RSXHxrK9JJQ1yM3KavK7qnU6Caoq8RZLc0+4xsC8hV9VwO9Hr9Hy0Y23opGkZss37t8PwLD09NDzkfjcdRKwxplMPDLjQgYmJnPh888za+lSrpg48bDHbSIQQDT6kqtqx152kfjc6XRcdN55FFVUcPcjj3DX3//OM4880mZ2Xkv4vuiBwJFRZUWS2HdGUEN36McghKC0dC979qxh266V7Ny9mvLSPIzxyThr7RybewaTTghv3JaWkoGAj61bF7NixVusXz+fQMBHWtpg9CYbZZX5mAePwZI9sM33v/iL2cRa0lm37m2ysiaSnDwURen8MBSO7eL33/8fLlcl06b9m+rqPRQX/0Bx0TJKSn7A663C769n2PA7SEoKBeeOCLo3mNppvFlZuZ79+99jyJB7SUgI2YPu2BH+uMnJB/+Ojx+H13s3+/Y9RVbWuSQkNA9OGn76zZAkK+npC8jPH0tBwVSysn5Eq02L6OcTyXVs+9Z6WqKjX6OiYjy1tQ8SFfVvAKqrD7a5iIs7HFfe3x+xsVVs3w5798Jll0WzenX427b9OUjodPcB8Xg8N+J0nozJ9AU6XfilX4f+zmT5KkymAC7X9VRUXIrVOq/Zum3/Jo7H6fwIrfYntNqDF8GR/CZMJgP19ReFv0GYdObe25IDB7p9CkcUQY8k5fdET3AeBqqqUmC3c9bo0RyoCFXGZ8THU1xVRWpsLKUN97GTY2LY1vCLHph+UF9b0RAFhJs5T4mJIe9fT5MY1TqTsrGggASbrUnf3p2MzMlhZE4OqqoyIieHBz/4gIvGj0ffxe6jbdH4eo9Ew5S7bryRA8XFPPv662SkpnL3TTd1+z66g+3bf2beJ69xxaV3k5V1+BaVAA5HJWvXfs/2XavYvnsVJYU70EXHoU1JRU5OxnDyiaTHX0SgzkHdy09zzJCpFBVtxWZLwmyO7fROg9/vZevWb1izZh7r18/H5arBYolj8uSbmDDharKyhgOwadNGPvzkJoo3ribuhCkY4pp70GdfehuukgJWFy9mxcaZuCtLSEjKpU/2ZHpnTyIjYzQ6XWQt6L1eJzt2fMqPq54l2pbJZ59NwaCLIsqUgs2YxJDMMwiqfn7ePZvc3KsIBLzdJnlZs+bP6PUxDB3adjFnMFhPTc1samvn0qvX58iyscPx+vR5FLv9C7ZuvY4JE3ag0YRTWJdOevoXFBRMoLDwTDIzvwc6l8V0NzrdOEymm6ivfw6j8VJgBKWlKU3LU1LClzv8LxAbW8X8+aG/jz22++oxdLrrkKQ43O6Lqa8/Hovla2S5a+MbDNchRDFu90MEAhvRaIZ1sv411Nc/jMv1FFFR8zpct4ceemifbgnOJUlKAmYA/QAfsAGYJ4SIvNz7V0h5bS1ev5+shAQOVFQgSRKpDdaJI/v0obRBe54UFcW8VatIjIoi9pBA3N4QnCeEGZwDbQbmEArOh2VmHtFugLIs849LLuGU//s/XvnmG24/4wzq3G6Wb9/OxNxczIeh6W7SnEeyjRDsKSykbxipj6cfeoii0lLuefRR0pKTmXF213WcAF6vl3XrVjN27ITDes89HjcLFs7hzXefp8rjpK6wgFtvebzVeqqqUlNTQUVFCXZ7Mfn5ZYwffzYWS8cXY58veIl3330IfVwiCaedRdo5ZyG1JUkSguhjxvDhin8TrHcScDrwu53IkoLJEoPFmkBUVDKxthRslkSibIns2rWcDRs+w+12YDJFc8wxZzFq1PkMGnQKWm3zIDc1dRi33fIDmzZ9xGcL7kGf1Zu4sSeiGEw483fhzt+DPjWT6GFj0Yw9GaEG8ZQXs71oA5uWLaS+ZD+2qDR6Z09k7KgbSUwc2OHr/vSTq9m46R0sxiR6p00ixpKJ1ZSCIje/oKxy7MNqTuGzT0/D53eiqkEkSYteF41eH4tOH4feEI9Bn4DekEzv3ldiMHTcP23v3jkUF3/DmDHPoNcf/HxU1Y3D8TXV1a/hcq3CbI7H7a5i377zMJmOwWgchdk8Gq02lUDAic9Xhtdbhs9XRiDgJDf3FVavPoF9+56ib9+HO5xDIwbDMFJTP6Sw8EyKiy8iOvozJCn8w7vfv6vBQu+4sLdpC5vtCTyeT6mtvQFV/ZEDBw6+Lykprbtnh4oXNxPqtn14+/6tkZpazPz5MHQoQPcWS2u15yBJX+FyTaeubjwWyyIUZUCzdVS1gGBwF4oyGElKavf4pgY2oKDD7X4Sq3VWh/uVZStG4824XP8gENiNRtO3215TD53T41F+5JFCWrEkIB4wEmrUWSGEiKDdV+d0ePSWQqXX9xIqm75fCOFtY51zCRWOtkx3PSZJ0plCiE3dNdlfinx7qMlDVkIC6/PySGrIWpfX1pIaE9OUOU+KjmZHYWGzrDkczJzHhenW0h4LN25gk72EyzK7TzP7c14ef5w1i3l/+ANpsQdvf540ZAij+/Thr3Pf5+3VP5FXWoqq1/Hs2edyzeTJXd5fpJnzDbt3c9W//sWOvDxWv/wyQ/v06XB9WZZ557nn+PSrr7js1lsZNXw4vXv1inieO3fu5MkXXufjT+fi83mZ/8E3HHPMyIjHyc/fw1uz/sMXX85F368v2iknoq+rw7DwW+Z++CJFZQWU2YuoqCihprIMf8CPzmJFGxWNbLNSX1iIyWRlwoTzOtzPpZc8wHHjr+Drxa/x7Vdv4UlJwzD8WEw5fZs1A9FYbURNPhVZ27xYTKhBgi4Xgfo6Kpx1lNVXUbv+S1z792A2xzJy5PmMGnU+ubknodF0XGgmSRLDhp1Pbu5Uvlv6JCtnvUDMyONBo6AprSJGJLJ/5X8JIjCl9UKbmo61z2C0x4Z0Nr4aO1uXL8S2PbXT4PzEkx5HkhU2b3yPSkceBq0Nqyml1Xqxtmxibc07capqAH/AjT/oxhdwhf527mT3/rlER+eSlta+e8aOHa+yatUfSEwcx4ABNwNQWPg1S5fOQFU9aLVmMjNPICn5Tvbu+QqHowivdx1u9zJANDlqKIoBnS4KvT4avcFGZcV2xo5dR2LiWezb9yRZWbeFLUuwWE4nOfklSktvRJYfxWZ7mHrXqwSDu4my/bvZukJ48XqX4fXNx+v9AkWnxe+pJSW5OKKgviWyHE1U1HNUV1+ERhrI2tUHC9eTk0safv+7EWIxCl8gxGpMSgwuqZagKKV7q1E6I4DMDFTOAi7maN9IjovbzqcfaQgS4P4/byUYXIuiRH6MaQ+NZhJm8zJcrlNxOo/HZtuDJB1M+jgcWcTSF5fkJCC8KHI2smY4kmYkijIERRmMLEehKMdg8C/H4/8El2MaevOTKEr7v0uj8TZcrqdxu5/Hav1Pt72eHjpB9GjOjwSSJCmEKpNPBY4HcmnjQCVJUi2wElgOfCiE2Hc4++3saHQqcAewqJ3AfCAwi5DdokTIQ8lNyN88HfhckqSBQojI/Jh+ZewuDmV8+qSkkG+3k5WQQGVdHUIIkqKjcTT0yo42m6n3eunVIuvtb/Ay17ewJdRqNE3LOsMXCHDjrHdJuvh43npjMTOOG89pgwZ3vmE71Hs83DvvQ+asX0ddZRXRJhMOl4tvt27lww3r+WbzFlwGHdqTJlAyLJeojFQ8W3fy7sofDys4L2+4kIm1dnzbvdrh4O7XXuXT1avRnjWFqBPGcP6jj7Lz7bc7DeyX/fgjfr+fvjk5xLRzByIvL48/3nM3H8+e0+Tu4vV6mffJJzz98ovkl5YgTxiO5eEbca/bxjMvPck7r38Q1msMBAIsXbqA1995hvzi/WhHjyD6zltRjCFJgze/AF9uXz62b0SJtqFk9UOxjSTGZkM65DsihMA7/3MqKlr7R7dFYmIWl1/yOJdc9Ag///wFn331Age+XoBp6LFYho9AY7FR89MKqpZ8hUZvQtEZ0FmiUMwWZLMZYTIimY1ozFY0tiiEqjJ9+kNMn34/Gk3k0iat1shppzzE2NHXMX/B3ezcvQirNZnLLw5l36qrS9m/fyV79n1H3sZPqXdVYErphTYlFV9lOTmndi6KN5sTKSr6CbM1mTPPeo0N62eyavtrxNv6khKTi82chiRJ7C1ZTmnVFrRaM1qNCa1iRCPr0ShatIqu6TmLMQEAvb7trLmq+vnxx9vZseNl0tOnMHnyB9TW7mT79v+Qn/8JsbG9Sc8Yj9Wa2rRNQsIgLJZktDoLukMeiqJrMXaQ2pq9bNlyI7W1P2Ay5YQlazmU6OgbqK2djds9H39wMULsRqs5FYBAoBCPZwG+wKf4vD9jjc0mqW820clXoDPY2PTdTLzeHzEY2q67CQdVdRLwfo9ONhKlCeIOHMuBA0v49lv4+MMCUFPQyyYSDAkk6JOI0Z2DImlZZv8cd3AbcPQaVcEsbKxFYTNV3I2gjKN5cSBJ61HQMJHp2HcUI3E2PjkNWfsIiua0Zsc5VS1GkmxIkqWDEVsjhB0h6hqCaeMhzzvQEc8xDEVCQkXFpdbh9G2hzrcah+SlXlSjShKSFIuCjglMpDRwgL21k5G0YzBan0CjyW21T0VJRqebjN+/osvvTQ89/NJIkpQF/BG4HEig84NDNDAVOAP4uyRJS4DXhRDhBQ4t6Cw4n0Qoudt2+zf4G6AH/MA1wGwhhJAk6XRgLqEA/Wrgxa5M7tfCjqIiFFmmd3Iy+XY7x+bkHNSR22yU19YCYNBq0SoK/hbVWJoGeUHLQNyo1VJRF56DwTOLvoah6SScNZraL9djDKOIrj0WbdrEVW/NJHjMIEx3XEv9A/9iwlNPkldWhql/HwJD+mGYPgmz2USwrh73tp2weCXOrTtIH3t43Qj3NXRJzU4KaZErHQ6sRiO6Bl27qqq8tmgR98+dizJ+FNZ7byNQ68D/yRfotNpOA/N5CxZwyR/+wLDcXL6eM4fYmJhW63y1aBGX3nAdjopKFEVh165dPP/aq8z58AO0A7Lh5GOw9DkLtdaJZ8kavEvWYD2jc3lMVZWdd2e/yNx5b6CkpaKMHUl07+mt5qzPykQTH0+wtpaAw4G/vBzvnr1onG6ocxKsdeCtrUEEAnicDgae/6+w3ttGFEXD6NFnMXr0WdjtBaFs+tuvo01ORc7MJCYhg388tgufz0VtbRl1deU4HGXU1pZRU1vC8u/fos5ZQXxsFpMn39ylwPxQoqLSuOLS98nP/5G1695pet5qTWbIkPMYMiR0V8DrraOg4Ef27ltKZZaO1NTOm2ytXfsy5eVbuOiij8nJOYmcnJMoLXWyZ88HbN70Mu7Cr0mJGYRBayE2NpeTT30Hr7cKt7uSqqoqvN5KvN4KPJ4yXB473voC9MZkbLbWtQBut50lSy6gtHQZQ4bcS3z8KBYuPB6/v5aUlGMYNfrWNrXstqhMFI0en8+Jq76c6up9+LwefD4X/kA9Pl8tfl8dIFBVP37/OnS6ZEaMWIgsR6aNFyIAUgDkPWQOOQ93XQxle3ZirxgAspvYlL6kpfXFGjcZSZJxOcoo37+eqqK9OGu2Y0vtmkWrEAKP+wOcdXeRbsigT8JlbKpZQX39q4webiVKTsccyGZSQgpaWU9A9VHlK2aHYz12Xxme4AEgudP9dB8qCg8zgP64cVJDMsGjLAmw2UoIEmCvfg1p3lzGkUa1aifP+wfqfQqy7gE0mhlIkpag7z7U4Gq0xu+Q5dTOBwcCgcW4XGchywMwmxc3s1YUwo2QE1imfouBaCyYiEKPBRtxJKFFBxIERYB64UAlGUmSSCGTZJFBqf8Ae6tPRNKOxmh5Ao2m+UWVRjMEl2spQgQO605MD+HT6HPew+EhSVIC8ABwA6HEM8BGQlnxtQ1/VwDVgAeIaXj0AkY1PCYDJwEnSpL0N0LKk88jmUdnv5rG6o9WnTGk0C/9bELfiReFEE1iNCHEV5IkPQH8HZjGbzw431lURHZSEhpFocBu55wxY5oVebp9PrQaDYqioFGUVkG4tp3g3KDT4fZ37h5idzh48puvSH3uSioXbyRB1nPCgAGdbteSyro6bnz3HZYUFqC//mKMGamoXh/ms0+jtG820RkNB/39hbgWL8exZiPWQJBpI0Zw/sSTmPyH27Ecpof4/vJyIBScF5SXM+JP9/DCtddx0QknsHrnTq586SWqom0Yb78B2WzG/c0SxNoNPHnd9Vx1esdNOv47ezY33Hsv40aMYME77xDdImsuhOCxfzzBs2++gfG2i3E+8gpjTzmJ/SXFyMcPx/TgjchGPZ6te/C++hGB/FIuv/hqrl78KmlpnevdF33zMbPnvIxfDWLVavAXhjLeurS0pqw5gN9up/Dv/2DA8PEkJ6WTkphJ6oB0EhLSSEhIJT4+hfj4FPR6Aw31x10mISGTyy7+Py6+8GF+/nkhn3/9AttK8igq2kJ6+hASE3NITMzB7/ewc+f3qGqA6vL9XH75y0ye3L0FtVlZY8nKav/iTq+30rfvKfTte0pY49XX21my5EFyck5hwICDF086nYXc3GvIzb2GmprdbN3yOjt2vIfLVYYsa4iPD9kNdnLzphmVlRv59tuzcLvLmDjxPXr3vpQtW/6NohhwOg9QXr4Vl6sSiyURqy0dkym+SU5UXr6JXTu/QJIEBsMwoqIuQqtNxmBIIjk5Cb0+Ca02tmn9rhZNezwbKSu/AnOsjuxj/oxWZ6K6bDeagXpiUgZgMMcSDPiote8hb91Cqkt3oSipGHRnYzE8RkzGsC7VVQQCu6iruQ4DpYyNmYRZE5L9DbCNJJcx6BUTQRGgJljKPtcmytwVeNR6ZGkCQW5Bkk4Eut8atmPmEYUGM1Y2sZ0gc4/y/mHatGqeeirAmOkH+PzTAEa/hd5kMFI6ljpRQ573caq996Ho7gLhJ0a4qHKPQWdchCx3LPcKBL7F5ZqGLPfDYlmMLDe/EyTLSZht2xAigKruxRHcQm1wPQR/JhBcD8KJUYrFioEojMRzUCrWLEj3FbK3+iQk7SiMln80BemKMgTwEgzuQaOJ/FzVQ9foCc67hTzADOwjJNmeI4TY3cH69obHLmARgBTyHT0TuASYDnwqSdKfhBD/bneUFnQWnCcDbiFEW6ZCIwjdJxO03azoLULBede1F78S/nbBBdgdDspra/EFAmQlJjZlvONtNjw+H0Zd6AKrLalKY+Y80DI412rxhGGFeM9HH2KdNgJZp6V05hLOHjgkovkLIZi1ahV3fDAXefI4LJee2VQsKOt1WI4bhWvjNli8AteuPPqnpeGpcyK5PJS+/nrT/LuDfaWlmPR6JEnihAcfpD4miq0FBVz87DN8vX07uvOnYejbG/emrQQ++4oZJ5zAP955F5u549v7T7/yCvc8+iinTZrER2+8gbmFz5ezvp4Lbv0ja6vLsPzlGiSDHsup4yka2hdLn+lNWfLgDxsZPHAgf7rnfkaPn4Ymgg6pMy66kRkX3YjdXsr27evZvHUtazf9xK6PP8cvVIzp6QSSEtCkpxLVfyDTT7+UC88/fK/xcAhl06czevR0amvtBALN7yjk56/nuefORJZlBg8+jUmTbjwq8zocvvvub/h8TqZMea7doDI6ui/HTXiSceOfoLR0VbPCzXDJz/+IlSuvQKeLYerU5cTHh3TBgwffxeDBdyGEisOxh4qKNZSX/8C2rd/j9e7DaEzGFpWE1ZqAojFg0I/D6VxMZuYs9PreQNsXCJEGyKrqpbLqIZz179J7xBlEJ/VvWhaT1BePJZ6qkm1UFe7D5ShGbzgBvfYG4mNPR1HiIrJSbL5fFy7nw3jdbzPAegzJ+pObzV0vm8mr34xTycNLBaNGyug855L/47sg90NIUlgtqrsfgYYH6UMW1ZTjIwUYd1RnoNH4GTx4LwDHjoCFX27FJX/HBt/DGMReepPOUAbjxc0+30yK2UMSw0kXeja7JoJxHhpt27KvQGBJQ2DeB5NpMbIc3+48JEmDovRHUfoD5zV9F4TwEAzuoCa4geL6mxmGvlmALoQggB8LVvqJHPJ9q6iqGoLJeBsW67NoNIMb5rKlS8F5JLaHvzXLwx5+9RQCTwCzhBDh6Y5b0CAD/wj4SJKkPsB9HMzCh0VnkUc8oTL6thjd8G+lEKJV1wEhRKkkSV5C+vPfDm2kKodZrWC18tPu0MVTll5PUYOfebzBgNvjwajVgs+HVpLw+f3N/Me1DZkwv9/fzKDWqNXiafEc0Mzje9OBA3yxYwvpt15L9azlWGQNshAH1+kkeCyoqODymTPZ5vegv+t6tPGtPw7X+i3Uz5nPnFtu4ZQbQy3PE266iasnTQovMA/37K7RsM9uJyMhgUkPP4z7hHEYETz5yXxsU0/B+ufbCFRU4X5lJr00Ot566l/kZmd3OKQQggcee4zHX36ZC6ZM4b2nnkKnqs0Mwvfk53PazTfhHN4H04wLkBrmaz3vZNxbQllytaCE6y6/klueeIGMhjNDvS/8wPzQa6yoqGTGjp3C2LFTuL7hOYejmh07NrBt+8/8tP5HdtV7eefdp5l+ZsfBua5rTf46xGRKoKqq+XN+fxWSogVJ5qab/ovReDDIiiR7H8mNlUjGPVQp5vU6WLHicX7++XXGjLmTmJiBzZa39GUPoRAd3VxL3dlchVBZseJhVq16DJttHIMGfYTDkdKGP7oM9EOS+pGUdCl6fUhe4vHswOVaQ4V9FTptBjpdEpKkpbj4z2Rnh2zmwvFvb6QtX3af7wccdVcRk5rG8ONuQWlDVrNz1RxUXzYxMS8Tlz6aUH3ToWOEP4fGw43LNR9H9a2k6JPpGzcdjdz2F7XYvZ9jx/Zh2fclyDI8/3wyP//cv9V6kfiyHz5fYMaPTYrhJ7GWAP89ontr6/DYr98eoqJCL7q01IrLFYNOdx6y7ly8Yjlb/Q+hiB/IIYP+9KcvfZBRkCWZEULPOvf5BIL/QaNp7gceDC7D6z0TScpBr/8WVU2I6PO1NEnaDWi1w3HVzcGAASd1lFGDS9jx4CKIgiTZkKU0JDkHIZ+KQe6NJI/E4wEhBgIyHs9m4HxcEVSdpXevcU0Tv/cgvsfnvNvIFe3Z6HUBIcQe4DopwqxLZ9GHG4iWJEnfRkFoY3C+rpPtIzMt/hWTXxlqopEVF8fGhl96XIOsxdCgmdYoCvXe5m+VpuHoHGgRhBu0WtwdHDmFEFw/5z2irpmEv6oO97IdpFtsuMI82s5csYKbZs5ESkvGPO5YPNt341UUkCQkRQZZRpJlZJMROSme99as5uxRo/jgxx9x+3xcMK77s0l7S0ood7vQjhyG8bjRqD4/puFDkBQF94JFyBu38sK113LBlCmdZhBVVeW2Z5/lxY8/5trzz+fVxx5r1dF0wdKlXPng39BcOgXjsBZWYi4PNS/O4Y6bb+HxxY9GlCWPFJsthtGjJzN69GTOPSf0XDf+/g+bgoLNxGUMo74yn6qqQmJj0zrf6CijqkE2bnyLpUvvp76+jKFDr2TixEeOyL683joWLryC3bs/ZciQq4mJeTki/bckaTAaB2M0DiZUdhNCq82mtPRBnM7lWCzHd3l+/8/eeYdHVXR//DN3+256D6EGQgu9gwLSRWxgAXvnVUTsomLF3lCwvyogKlZURJqiCCKKdCmhBEJJI6S3bXfv/P7YTSCQtimA74/P8+yzm7tzZ2Y3u3vPnDnne6T0UFQ8mZLiD2mSMJDA8JYUHN3v+84I770QCAQxbXqTsmUx4DnJMK8LTuefZGdfjiJ0HHG6OerKRBEGdEKPTugRuNGhohfhBOqDWLt2LZs2Qa9e0KXLlnqPXz8kOqaRQHPyZTalBOINDz21dO26FUXxLr7T0o6FnAghEGIQmFaiadvZq05nr7aCHvQkUHh3fQJEMH1kbza67kGVB9EbHgLA41mB03kpQrTEbP4VIaLqPU+JE8V8OZm6tii6VqjqBpylLxESsgFN61nleUJYUJQ2aNr2anr/Bm/47pWAf7vBZ6kcedY4rzcNaZjXp9+arJFkoDveX69lZQeFNzhyKN6QlrWVnSiEMAPBwBF/JnQmc7xxnl1c7E1k1OtxuN3HwloqiTmvKiHUXOY5Pw6Hy8WKf/7hwm7d+H7zJg4Z3MT0TeDoCwt54aJLmbN69UnGf1VEBQTw+MUXo2oarlIPbqni9jhRNQ23R/Peax5UTUNt1ZoAgwGPpvH1X38RHRzMwA7VxzX6i6qq7DqSia1PT8zDvZVHFaMBj8tF7rOvMr7/AGa9/75XR70Gw9ytqtz8wgt8unw5D9xyCy8/9NAJ6gYaT7zzNu8s/A7LfddhiDm2tSvdKp7CYjwFxVjHDGLGrFkMHDiQC0ePbtDXWxONqVXvL7t2rcZoCSGsa2c+mnMnzz+7/oya36FDa/jpp7vJzNxE06b9GT9+EU2a9G6UsfLy9vHdd5eQk7OLoUPfoGfPKaxf3zDvRVTU/eTk/Je0tPto23Yd1DGwQ0oHYMAWcAMFGRoFGRrgQeK9d7l+RyAwmfsAHmy2objdu+ulxFKGydSf5s3dSKl6Ewtlafm9ppVSUPA0Tuca9PrXgFLCI9KIjJwKQK9ef6MoHjSt4ULl/GMlFgoIEW1ZLzfh4Q1OrXyjl379/gTAYoFDhyIrbSNEGyR6rARhPsHHZRZW+sq+bHK/jUM7gCY6oapTEKIDZvOKBjHMAWyBb1T4W9OGUVr6Bk7nPAyGqo1zAEXpVI1xvgQYj1el+Vm80a9X+W7V75ae5Sz/H6jJOP8Z6AE8LYRYfZwk4n/wirBL4Mcqzu2J91dvT0NM9EwgLT+fQLOZIIuF3JISwnxx0A63G/Nx8QeeEzzkis/IOfG4QafDecJ+7sqkJC6eOZOVU37+ricAACAASURBVKcy5ZsvCZl2CSU7DhOYUcRNt5zDvDVrTjLoq2JMt26M6dbtuInUbAi4VZUlW7dy/aBB6OoajFoJUkrGv/oqhnZtCLq8ooKJYrVgHXIu36/+kwt792ZsLTz29735Jp8uX85zEyfyyP33V+hPVVVG3zmJX35fQ8Q5PZDfrcRRWIK7oAhXqR2j0UhoRDhRUVE0iY6h2eQ7Cak8FuJ/kpKSQpKStpCSspGUlI0cOLCJ9Iy9tOoxlpDotuTsX8e6dV/Tr9+Vp3uqAGRkbGbevIEEBjbl0ks/IzHxqkZbOEip8dVXw3E6C7jiimW0bDm8QftXFCuxsS9w6NB1pKbeTnDwm34rsnj7sREUOKvK54uKbqO4+CtiYz5Ep2ucyEIh9AgRyInVSBUlEFCBUHS6sRQVgV4/C0gjIKCEjh13sH17l0aZU+VsReE+NJai51Ha0pxCmUcJerw5W6ee/v3X4nR6IxozMio3zjXPMlRtIQ4C2EoSAdJEAAYsBGAlADNWetGTfzzLyeO/CDECs/lLhGi83zJFCcVgGIjLtRiDYWYNbRNQ1e/xhu0evxjTgGvw6k0sAJYC84FpwNN4PAfQ6U6uVXCWmjlbhOh/h5qM87eASUAvYK8QYhUQB5yLz2supawqrKVMyWVdA831tBNgMlHqcqFpGooQaL5dCsdxYS37s7Jo36Si1NVhn8c97gRZv8O5uTQNq3jh/HXPLkKHdGLU6zOIGtoFc/NI0u6Zy7cTbsTt8bAhJYWbBtZ9O7wm9mdlUep00jehYSu7PTj/M1ZkZRJx+43lhpWal49j7z4M+w6g7t1PkNVKUloaY2voa83Wrby1YAFTLr+cR6+//iQvu9Pl4tyuXbn43IHEREQQFR5OdHg40RERhHTpckZ5hMvYv38HKSnbCQoKJyQkguDgCIKDwxGi+nLvVSGlxOkspaSkgNTU3SQnb2Lv3o3s3buR9PS95SE1YWFxtGzZA4MpAL3R652LTRzJp/On0rPnJSdVAD0dpKdvBOD661cRGhrfqGNlZm6goOAAF1wwt8EN8zJCQ6/B4dhOVtZLbN68mcTEbzCbG1atJChoMkVFc8nJuZeoqMry9RuPoKBHcLk24HYPRdOmotc/zd9/92Ps2AUADBy46hQb53+hsBbJaIykEUpfNrMVlWc5HV7zgIAiunXbwuzZ4NUVuLnSdjr9pSi6YiCHUrmXEpnMES0JIbeDTMYjM9BjxuzbfdGTRUUjuOHRtCO43Wswm6+uRdudKEp8JaFUAigFhuP1kk/y3a4AVlabwHqWqpFnixD9T1GtcS6lTBNCXItXszwW7z5U2X8/C7ilsvN8MjLX+v78qWGmevqJDgrCo2nklJRgMRrLPdhOVS0vMJSZn8+wThUFapJ92t6toypuNe7JyKBtTEVt3xV7dhF152AcfRII7NqC/BX/0Epvo1lYGKt27aLU5WJkp8YTwNntS3Q9cYFRH17+4Qfm/rOVgKsuo2TDFgz7UnDs3U+IxcL5XboyZsgIBt7ViYgqCgYdj8Pp5NaXXqJFTAzPTZxYaRub1cqTk+6svIMzzDB3OEqZPfspvvxyBp5KClKZzVaCgsqM9QiCgsIJDvbK9JWWFlJaWuS7L6Sk5Nhju70I7YSdmsjIZiQk9GTYsOuIju5BfHxPgoO9evOvvHYpTp9xbg2KxhrWnKXLZnLxRQ81/ptQA/n5BxBCR3Bw3TS4a4uqOvnpp0mYTCHEx49ptHGEEDRp8iJWaz8OH76BDRt60LHjfMLCRjXYGCZTV0JCHiE//xkCAsZjtV7QYH3XhNHYmZiYTWRk3IvH8yKa9jPffnthuXE+cuRS3n33rlM2H4WttKUTqeylNS0ppYgCVODyUzaH4xkx4mekVHn+eejc2cr27eOq/FnyOhIiECIC6F9ueyuK9+ItZQ6FjmGABUV3CeDEqwLXOJSWzgBcWK0PV5vEK6UHVf0dg6GyysYCb02X4zPCS/CGulyHEPWrq3CWs9QHIUSdFFr8QEopa0xwq7GBlHKRECIRryB7WdbGBuAdKWVWFaf1AtbgLU60snbzPfOJ8RmPmQUFFeLFnW43wVYrLlUlr6SEqBNCJJIzM4kKCiLoBHm//UeP0jv+mCfQparszzxCfPNILK28RpPiVEk3a7R+eCpdmzdHr9NxXh00zmvLbl811HYNZJx//scfTJ07F1OAjdxXZjGyWzf+M3wkg+7uTHgdQkme/fhjdh86xPIZMwiw/rtzjTds+IWXX55Ievp+LrroNsaNu5OSkgIKCrIpKMihoCCb3NxsCgqyKSz0/p2evo+CgmxAYrUGYbUG+u6DCA1tUv7YYgnEZvPex8S0ok2bnoSEHNs+P1GtpagoG1tEm/K/Y9oPYfGSGZw3+Ga8ok21R0rZoLsTBQUHCQpqiqI0bjGT3357gCNHNjJ27HdYrY3vvQsJuZSoqA3s2DGOf/4ZTcuWT9GixWPleuf1JTR0GiUlCzh69D80a7YdRal58dtQKEoABsMHKMpo3O7b+Oyzlxk0CG69FQYPXonZbMfhqNuukN9z4R8CCKaPaAlAityLJAuFICSDkCw9JfMoY/ToJXzyCRw6BNdffyE7dtTnuxKMlHvR62/DYHyiweZYGZqWi93+DibTlej1CdUa55q2DchHpxtcRYsIKhrnP+L1pl/VUNP9f8nZhNAGobHfxFr1X6urnZQyBXiktiNLKf/AW03pf4ponzFZbpz7VFOcqorJYCgvTBR1ggc4OTOTNr6KmGWoHg+5xcVEH9d284EDBLWK9iqp+Ai6sAc5GXkMkGaK84vo17o1QZbGu6jtzsggMiiI0AD/ykRXRdPQUL6bOpVXvv+ejIICFj/2+EmKKrVl+/79vPTZZ1x//vmM7NOn5hPOUAoLc3nrrQdYsmQOTZsmMGvWSnr0OK/Stv7IoPnT9kSKi3MJNh5b7BjMgYS37M1XXz/OpZe861dfr7zaF73BQt8+19Kt62XYbPWLec7PP0BwcMt69VETu3d/w6ZNb9Gr170kJNRcDbahsFoT6NHjL/bsuZ0DB56ksPAvOnT4FIOh/nHiQpiIjJxNevoAcnIeIjLy/QaYsX/odONQlL643TcwceIvLF4MH3zgYNSopSxcOO6UzEGSjO04HfNWIoEIGclGtqLy8imZQxk6ncqoUT8waBD07AnJyVPq1Z+U24FSFKVvw0ywGuz2N5GyGJvt0RrbquoqAPT6qozzSLx1W8r4HGiCN2LWP/zxA5xBAlmNwFkpxYZASnl6yi+cwNm6uicSdvJF8YUFC0jPzeWuMd6t7iOahiUoCLfHg8flwulyYdLpyMrLAyDKZqsg3Jucmcmw9u0riBrnllUYNZvLj6/euQOReEzCTno0jr61nE65ko9uuJlmDzzA05dcUlEX3R+B4FqIZu/OyKBdrJ/JONVIEA7s0oXtBw+ydvduXr7lltob5pX0Of3jj7Gazcy4996Kz/sjgeiHBety1X57tTb63lJKli79mmeeuYv8/Bxuu+0R7rjjcczmqhdblWlbV4U/+bsnztdemo/eaEN1O9AbzBzZuwbNo/L77/MYeO49REefrE1dGXo9XH7ZS8ycdT6l0sWiHx8nNrYjA/pdR/fuY7FajxUBCqllPaDCwgO0bTuMqFoKUGRm1q5d2ccmL28fy5bdQpMmfRk27EUq+4jG+xHqXtvxAUpLQaez0b79PIKCBpCcfDcbN/YkMXEBgYE9KrT1R/O+7CfCaOxLUNB9FBa+itU6Hotl6Elt/enXH132Y5+xOMzmnzj33FEsXbqC1q3hooumYTINL09e9Kdf/yhBQUV3XAl5uyxhE1tR+ZZTIeF3/M/TqFHLmTHjKCkp8MQTIdxxR7/y508sd1EdZb4Tu92b0mWz9a30cwv1W7SXoWlFlJbOxGi8GL3e+55Vd+lR1VUI0RJNa46mnfwZU9UINO0ARiNImY/bvRRFmYReryMrC2opSHamRSme5SwNxhmxQjjT2Z2eznfr1hHjsyYy8/LK1VkcLld5zHlWJZ5zu8tFWl4ebU6wLLJ9RXIijvNQL9+3B1OitwKDVD1kvfoj/YqN/PifSazZ603iG5mY2HgvFG8cvN/GeQ28s2QJZqORm0fVPaY2+fBhFqxcyR3jxhFei9j0M43MzFTuuOMS7rlnPDExzfjqqw3ce+/z1RrmpxKX207ajmVs/2kGUkocBWnEBQYQ37oXyclr/OqrffshXHzR02huJ4nn348hrgO//DWPaY+347XXR/Dnn/MoLS2oVV+q6qKgII2wsJZ1eFW16d/Bd99diRA6xo79Ep2uEao+1QIhBHFxd9C9++9IqbJ580AKCipVqfWbkJDp6PUJ5OTciqaVNEif/iKEQmbm22zZAiNGwPz5uygqaoXDMQMp7Y048h4sHFsFOqWDDWzEzQfUxUtbXwIDH+H112HyZMjJuaXekpKqug4hIlAU/+QHpZRoWiYnly+pHLv9PaTMw2abVou+NTye1ShKVV5zOD7mXMp9QAyKcjakpb5IKRrkdpaKCCFOudFRrctRCFF5fWA/kVKuboh+Theto6P5ODcXvaJgNhrJzM+nRaQ3ftfhduN0uzEZDGQVeA2O42PO92d5w/JPNM6PetP0ifDV75ZSsjnlAM0SRqG5VLJe/J6R1hhmX38diqLw0/bthFit9KqhYmZ9yC8pIauwsEGN88LSUj757TcmDBxYpxjzMl6bPx+9Tsfd48fX3PgMQkrJF1+8z8svP4THo/Lww69x9dVTGrXgkb+oqht7ST5tYluiFmbgLM3DGBhLixZdePDBx/3yBJdx/vlTSd63lsw9q4ltfx5BUfHEdb2AwqP7+WntbL765kHi4rrTp9d19OgxAUWp3EjJyzuElJKwsIZVMynjl18eIDNzE1dc8QPBwY0zhj8EBfWlR4/1bNkykG3bxtCt2yoCAuqnbKIoFiIiPiIzcxB5edMID3+j5pMagX372lJS0ocFC/5m/Xq4+uowkpPvx+mcAUynKtWS+pFEAN4FsCrdbGAjTl4ALmmEsaonKOhV5s/fxlVXwcyZ0LPnjfXuU1XXodf39SvHQ0oVu/0aVPUrAIQIR4hYhIjF5YpFUWJRlCbo9Z0xGocgpR27/TUMhuEYDDWHE0q5E8ipJt4cX4JrPlK6UZSeGAwpnA7lnP8lJGfVWhqRPCHEFillj5qbNgw1WQi/4f2f1wdZi3HOaAw+QyqrsBBFCBxud3kyqJSSIocDm8lU7g0PP84bftBXo7xlRMUEsyyfcR7pa5uclYUxPAiJ5MhTC7iySRtmXn4lQgg0TWPhli2M6NixQbXHT2SPT6mlbQMa5yv/+Ydiu52bhg2rcx8ej4dPly/n6pEjiY34d8lsLVo0nyefvIMBA4Yzffr7NG8ef4pLldeMXm/gpZf+JiGhN2+/M5FDOQcJCG/Oth2rqavSuRCC2279jOnP9qQgpAnBMW0RikJwdBuCo9sQ3eE89q6Zx3ff30erVucQHt6ywvkej8r69fNYvtxbATQurlslo3jJzt5PUtJyAgIiCQiIwG6PwGqNxGoNrzaJ1OHIZ+PGt+ne/XYSEi6q4ytteEymGLp2XcH69V04fPgVOnT4pN59ms0DCQj4D0VFszAaOxMYWKnQVqPz4YeT6dXrenr3hjVrimjffjlFRU/h8dwCtAaq87b6j2ArQRjxSA8b2YyDKTTOIqB6pDxCXt7DjBgBc+fCn3+ew86d9VPd0rQjeDxJmEw1yxpWPO8fVPUrdLqBCBGJqv7qi13fTkXBKCMRETm43WvQtCMEBs6uVf9SHvI9qm5XsKWv7UKEuLzBkqDPcpZGJKbmJg1HbY3m+izH/vVLuW4tWzJ59Gj+2rOHUqeTS/v04fVFi2gXG4sECu12WkdFYfcF91mOC7ArtHu3bENOSOJM88WnN/Vpn69J3otoGU7mtC+5rUN3nrnwWKGeQ7m55BQXM7xjx0Z9neVe/piG+wyWLWIi6uE133XwIMWlpQzr1auhpnVKyMrK4Jln7qJHjwF89NGyOifCngoSErzVNjslDmLP8tmExXVix/ovfXrodfsKm82B3HXnQl6dMQzzoJsx2Y7p/B/4+xsCjUHc/eA/mEzHFrOaprFly9csXfoER4/uoXnzPlx11WyaNete5TguVylLFj+B5nIREdACp8eJy2PH5SlFSg2j0YbZHIbVEonVFoktIIa+/R8oPz8mpuq+TxdmcwuE0KPTBdbcuJaEhb2Ox3OQnJxbkbKUoKBTJ2dYxrffjufxxx8hLi6N6OgjTJy4i/ff/5mCgki8ir0Na5zr2IqVALbyDyWMRfJwg/ZfW8zm1ykq8jBrljf+esaM+kuUOp3fAhKj0b9dAEXpjk53Lh7P78cdNaAobTEYEtHrE9HpEjEYeqEoAUjpdSTpdLXbWVKUEQiRiNv9MDrdxQhxsqqWokxA095EVW/HYBiIENGV9HQWv5D/6wmv/x6EEPuBo1LKOmdq13a5egBvjd12gKEOt3815/fowZu33cacX3+leUQE57Zvz6qdOxmWmMge355/QkxMuSFqOi5kociX6RR4Qgbe4dxcLEYjob4qo8uT95D123bu79aPZy+6pMI25S6fR7tDA2qPV8Y+n3HeKrLyinV1oawqqr4ehumGpCQAenXo0CBzOhVIKXn88Yk4HHaef372GW2YH0+7dgMozTuMojNgsoWQkZFcr/5iYzsw4crXObDuSzSPd8tAU93E9xuPx2jk3fdHk5+fSk5OCr/++iqvvNKNefMmoNcbueWW77n33r9o27b6XZcmTTrxyKPbiIppj6IpdDMPpl/AGAYFX8Gg4CvpbR5JO9mJ6OIgcg9sYPeuBQih4PF4F9OnK868OjTNiarmYjQ23C6WoliIivoeq3UsublTKCg4tUolAG63kbffvr/874cemk5wsBtvpc4FQENLDO/mAIcooA8arzdw37XDG7rxJqNGQfv2kJTUgcWL61+Z1OX6Bp2uHTqdf3lIQgis1p+xWL7DYvkKm20HgYElBARsJzj4S2y2JzCbLys3xssKg1dmZFfevwGj8W2kPIjb/WIVbYzo9fOAYlT1jvKiaGepHxqiQW7/3xFCDBRCXCmEqGscsQWvpHidqck4vw/YgncPahqwC69u+U2ATUrpqc2tPhM8Uzicnc3PW7dyw5AhbNi/nxKHg+GJiez1GedtY2JwqipGvR7luNCTIp/nPOAE4zw1L49moaHlRvjBrKPMuuoqHho+8qSxy4zz9g3o0a6M/VlZxIaEYDU1XFVI1bdPWp9wnA1JSQRYrbRt3rhFaBqSL7/8gJUrf+T++18gPr52SidnAtHRrXA5CvGobqyhTdm9u/5Jib17j6drp9GkbV1Ccc4hNv/wLAUZu2nZ90p0kU157oX2PPNMPD/88CA6nYFrr/2UBx/cQufOl9Q6ljYoKIZ77l9Diy4DWV+8DLvH6+0TQqBXjFh1QajSRaYzheGjZmGzxZzRxrnL5f1daUjjHMrkFb/EZruKvLyp5OU9dcoNo48+msTBgy0BCA/PYdq0x4Er8da1a8j0JBWVVApIwMM8TtcmbrNmr1FQUMoUn2riI4+8Qn3V2jTtKG73bxiNV9SppoAQZgyGSzEYrkCn61ht4Z8y47z6MJWK6HSD0emuQVVfQtMqX+AL0QGdbjpSfoemfeHP9M9ylsZmKF59z2QhRFlVkAAhxK1CiD6i5tLdVqBeOknV/kJIKd+QUvYEOgGvARl4U9zfBzKFEF8IIcaI/wcBY/N++w0pJTcOGcKKrVtRFIXzOnZkT0YGep2OlpGRONzuCl5zgGKfJlTACQbv4by88pAWgLUPPMSkQZVv6e7KzCTMZitPHm0s9mdlEV9bvbpa0iCe81276NGuXYVFz5nMgQN7eeGFe+nffxjXX18/HeNTjRCCli27U5J3GHNwHNt3/F7zSbXgystfw6A6OfzPUqKi2nB462L2rJlLaFwiiSOmEBTegk6dL2Xy5N/o1euaKhNEq0OnM3D5lW8yeNQrbCz5mWxXaoXnwwxN6Bx4HquXP8R7b7dm8yav7reinHnGudPpXZCbTA2/WyaEgYiITwgIuJmCgqfJzZ16Sg10l8vEU0+9VP73xIlvMXCgDe/17OsGHMkN3ICHhZyutCeTyUFg4HTatIHzz4cVK0awdGn9q7W6XN8DGibTqahy6p/nvAyj8RXAhMs1pcrPl6LcjxB98XgmI+WxzPPw8NrdznIMyVm1lgZku+/mAULwvr02vLbvn0ChECLJZwM/IoQYLYSIE16uAAKBtPpMoLZFiHYCDwkhpgLDgRuAS/G6O64Ajgoh5gOfSik31WdCp521J3sKpZTMXbKEwU2bEr9/P7/88Qc9o6II9XjYk5pKfHg4+pISnCUlmPX6CuLURQUFWAwG9G43+MJeAFJzcxmSkFAu8Fvh63CCEborLY320dGIysRfG1D1Y19mprf6qL/CuNUYzarPONfp9f4J+frm4FZVtuzZw6RLL616Xv6IJPth4NdGu/zEblVV5cEHr8NgMPLyy3PR608eLz+/9v36coxrhT961dUVV+3ZfTArN68lvGlXdm9dUJn0f5VU9toyMpLYtOlr7CX5FGanUOBRadWqP0ZTKEkr3qFF73F0GDaJjKRVvPhyV665aj4tWvSr0Ic//4t+/cYTH9+Fj2dfRJEjl5amzji1ElKdu4kxxtNEn0CpWkBq0hoMwsTa31/G6bTRtOnIKhcF2dmVHq6UOnzMT6K01GucexU0vMf8qQt2YgXYk9ERGPgBmmahoOAVNK2UsLBZNSbm+bM+ru4z9tNPV7BixTyGD18MwGefTaRt2+E4HAsQ4k2EqHpxVvv31wJ8WOv5NgaTJ1/Pa6/ZmTkT7HYrDz74FkZj5caPP9/f/PyvEaINdnuXGrW+/dlwPHTo5GOq6t39LSqyVBir5ktPLEbj07hc96FpP1C5Qo4OmAt0w+2+HfiOsLDaG4c9Tpl2xr+Bs0WIGgop5QJggRDCDPTAW/HeDvwNdAFC8YZ5t8NrA5/UBbCkPnPwyxUpvfwspbwWiMab9r4Kby3ee4D1QohtQogx9ZnUmcaatDSS8/O5qVMnilwu/srIYHgLbzze3qws2vq8zQ6f3vnxFDkcJ8WbezSN9IICmh3nOa+OXUeO0D66cRNmnG43qXl5xDdgvDkc85zXNaxl54EDOFwuerVv35DTajTeeec5tm5dxzPPvEdsbNNK26iqm1WrvkdV3ZU+f7pJTDwHd2EGRmsIRUW5OBx+rBB8uN0O1q37lFdeOZenn+7Ijz8+RVBQNGNGP8b06XuZOnUtt9y8mFtuXETm1uWk7/yVmA6DietxIfM+u4Jly5/A46m7rE1UVAem3LsZJTaMf+y/UezJI4tUdrOZDaU/kevOJN7ShSERNxDnjmDTqvv57JNm/P3XoxQWHqjzuA2Fy+U1zhs6rOV4hFAIDn6ToKAHKCp6m5yc2zh1UYiCBx/8gLw878qvWbNUHntsFw0f2nL6uP32d8nK+pqAALjxRpg27VWSk9vWu19Ny0HTfkVRLq9TSIu/eMNa9NWGvlSFwTAZRekE3E2ZB/5k2gPPAAuB+XWd5lnO0uBIKR1SyjKPbYGUcoiUMhxvqPclwBPAd8B+Xxvhu60Anq7P2HWOE5BSlkgp50oph/om+gygAh1p6JT708x3e/cSYDBwedu2rD58GFXTGN6iBZqmsTcri4Qy49ztxmyo+ANW7HSeFNKSWViIR9NoWosSiXmlpRwpLKR9TAxSynJjt6E5mJODlJLWVYS1ZBcWsmbXLr/7LYs5r2tYywbfmF+v/h33adAgTEnZz8qVv1Tbxm63s2nTn3z44au8/fYzXHzxNYwZc7Ieu9vt5ssvP+Syy1ozbdrlOJ0Vi69omkZq6j5WrfqeDz98ivvuv5ibbmpPWlr9kjL9JSGhJ4U5XhdaUHgL9u1b79f5ixdP5+GHmzJnznUUFWUxbtwrvPhiGvffv4oLL3ySqKg25W2bNu3JffdsIcrShD0rP8BgstF+2O3sSPmZDz6qe9EqAJMpkOtv/IFu59zEjtI1WMyh3PfgLibc+BXmNi1Yk7+AbYW/YlTMdLUOoo91BCXJq1i4oC+bNjxTr7H9RVULSD30NIdSvCoebnc64K0e2pgIIQgJeQmLZQzFxXPJzr621oVp6ktWVix33fUpc+cIkpLg3nv3YDLpUJR3kfIM0xv1k/Hjv2DatMl88QXcdBP8+utlfPTR7Se1k1IipR9baYDbvRDwoNPVL6TFXrqanKz70bSaFt+FeC/t/iOEAZPpbeAg8EI1Le8D+gF3oWkZdRrrLF61loa4neUk+gPlmexSykNSykVSymellJdLKRPwhrK0A0KklKOklDn1GbDeMRFCiHOB6/C69sss08axIE8T7cPCGNGiBTajkcxS7+q/eWAgbo8Hu9tNiG//1qNpJ3mIHap6ksGe5+sjzFbzhTff1zbcZuP131bw1NLFDG7fhpcvuIwOMQ3nVdvi289sX4nGuaZpjH33LbakHeaqXn2ZNeHq8gqpNZGUmorFZCLQ4n8lzCO5uTz/xZcYQyJYnXaU177+moevatgqchkZGdzz0EP8uHQpYaGhREZEEBkZSWREBJaAEL7+YQEuJBcNG83EWyYSGRmFw+Fg48b1bNy4ng0b/mbHjm2ovoVDhw7deOqptyqMoaoq3377MbNmPYPZHEtk9LkEBGwnKWkDycn/sDNpA8nJ28g+morNFo7VGoXeGIbNFoOizyYp6S/i4tpUNv1GwWy2oXnc7Fn9Po7iHAoKjtT6XCklS5c+T1RUArfd9iVt2w6pMVfAaLQx/orZbN/+Hd9+fyfR7QehM5iJi65a27y2CCEYPGQqTZv3ZcumTxFC0LRpTy4fP4c27R7hq686k1OYgUkfSJyxDXHmtpRQTGDwqXm/3e5sMlJfTumcewAAIABJREFU5mjWHGK0WHKUI0TGTMRo9MYibN7cgebNnycy8loao6Czx5NFQf7VWIxZqO5gSkq+wO1OISrqW/T6xlWHAlj0w98s/iYcU2ABv691c/vtHmbO/BpF+QcpZwCjG9E7XIqgBTqaILkID882SK833/wRH3xwG3fdJdE0GDKkExMnnpyQqqq/4nHehVvuxGL5E69xWjOalud7VPeFm6YVkZk+jlAZyKHCzwmLepXAwKtOmiN4Q6u8852NXu+/RrxONwhvBOxMYCpQWXxWWXhLV0pL7yYg4Cu/xzkLZ+PFGwkp5TpgXQ1tSoG9DTVmnYxzIURrvAb5tUArvN9oN/ADMA9Y1FATPBPIKCnh++Rkcu12OvuK4GzLzqaNwUCYzUamrzKoXqcrj7E+nhO/LoofF5sYnz74kcJCFiVv4f7ZbVgx/wjPrljCZ9c2XCGRVbt2EWA2073FyVq2ry1fxj6rRov3J/HBZS9wU/8B9E+oeXtW9Xj4es0aLuzdu9bGfNl5b37zDc9+Nh9j13No3eNcSlNTeOTdd5g6YUKDXKw1TeOD2bOZ+vjjOBwOrr/6atxuN0ezszmanc2evXtJzc4i4KJhhJ/Tna/ueoavPq9YDCY4OJiePXtz770PER/fm86dexMTE3fsdagq33//CTNnTsdoiqZF/OVYrRFkHdlGQUEer772MAZjGBZLFDGxo2gZH4IQCprmwW7PoaQ4k5yje0lN3VPv1+svc2bv5cCBbbRt2xuns/bBzt4y9J0xm4No396/wlOdOo2lefN+fDxvHI6SbEbfsNzfaVdJ69bn0br1eRWOhYS0Zdy4dSxbdiklpemURHTlr5wllDqyOL/V2AYb2+XKJjPja5q3uKP8mMORTsq+58lM/4I4rSn95AAUdOR50snOmkOzFs9htSZy4MC9JCffQEbGm0RFvY7N1nAl5x2OpRQV3Up80940jRnMjuRvKSjqiMO5hYyMnoSGvobRmIhe3xpF8SPgvRZIKSkpmopwfE1Py/mkFP7DNVftZN16laFDYcqU/Rw8OAZoj5RjEOJC4Jw6hVZUzSaCCKUjsfzJc8Aj1MfgNRqdvP76vUya9C7bt8N778GECaE88MDP2O0nB+Crzom0laGYOJcdzilI87pa/baZTNdhtz+KxzMLRXmnTnPNz38XmzTRSfbAIUvZlfUY6Xkz0eRHvjCUY+h0U9G0lajqJBSlC4pSF4W4u4Gv8Apg3FZFm3bA47hcj+Fy/YjRWH+5ybOc5d9KrY1zIUQIMB64nmNLfAGsx2uQfy6lrDEN6d/IyJYteWrtWn45dIgx8fEoQrAlK4uxQFxwMGk+49yg0+H21ByzWfYDrNUiRMViNBJssXAgJ4cDOTm06RbNytkGru5acxllf1i1ezfntGlzUvjJ1oMHefHnpUS/dhPF6/bQtV0bese3rlWfv23bxtGCAiYMGlRlmzkrfqFf2wQ6+LKW/kxK4oY336IkOIqICXch9AayV/6AIX0fP7z4YoMY5juTkpg4eTJ//PknQwYP5v033yShzTFPqZSS6++4neWZB7CMPIfST35gzNhxTLxxItnZR1EUhR49etG6dZtyr3B6+rH+VVVl4cJPeeONpzGaomnechxW27FY/qjozkRFd0ZKictVRHFxJtnZO1DdeZSUHMFhLyAmpiVt23Zj6HnTGTrUvwqADUFwcARduw4BoLI85Opo3rwHGzd+hZTS7/9XUFAst9y8hOzsvej1ja+iEhHRjcsu28CKFeM5nLacxMRJ9OnzPHq9Hxmo1WC3H2LDX4PRNCfNW9xBaekBUpKnc/TIIpppTekvBwKQKg6QqqQSEnoR0bF3AhAUdA6dO/9FdvZ8Dh58hJSUgQQFXU5MzMsYjXWV3wUpHRQVPYDmWUyvxMswm0LYuW8p+UUQHv4xUtrJyrqU7Oxrys9RlCgMhnh0utbodK3R6+PR61v7DPcYP8vHS4oKpmBwLaWnZSB5niMcch1lVJ//IMTbXHwxnH++m//+18Brr3k4cOBNpHwNCEbKkcAYYDRQX2WpPwnDgh49euJR62GYDxjwB+++ewddumxDSrjvPrDZdCxb9icuV+USuDrjdDKdT9Kdrpi0DbjdyzEaz69xLEWJQqe7Bo/nY/T6ZxHCj4xtH8HBt5LjTOLPkqW019rSXetBtjODJIbh0V2Gon8BIYIB8Kgvo9e/ist1CS7XOEymjQjhb25Sf7x5dO8Ct1K1rOWD6HSfU1o6CYPhPIRo2EXh/zLekJSznvPGQnjlisYDbfEmfB7Aq+iyVUpZ0tDjVWucC2/K/Bi8BvkYwIj3W3UI+AyYJ6Xc3dCTOtPoHRNDsMnETwcOcEW7drQPC2OLr2BPk5AQ0n0SFbU1zss857UN7YoNCmJrWhqdzg1G80DShkKGnt9w2tnZRUXsSEvjmv79Kxy3u1xc+s6bBN91AZrDRdHclfw27clax49/sXo1ARYLo3v2rPT5ub/8wi2vz+C9yZOJCA7mrg8+ZEXSbgLOu5Tgpq0oStpMxi/fMnbAAOa9+DGWeuqvO5xOXnjmGV549VUCAwOZ8/773HDttScZFq+99RZLt27Edtc12Ff8SRvNyOcff4m+BnkCj8fDwoWf8cYbT2EwRp5klJchpcaunfMpLsokODic1q0707/PuSQkdKV1685ERTUtn5M/ai1nCs2b9+T33/9LdnYKkZHxfp+/ccNc/lzzNg89empi7S2WCMaMWc5ffz3EP/+8Tm7uDi64YAkGg3/ScSdSXLyTTX+PoKUrjmR9Mv9sHk9ezkqae5rRXw5Ew8MhkUKakkpYxHgSmz6KyRRXoQ8hFCIjryUsbBwpKa9y9OhLFBX9QHj4PURGPopOF1ztHKR0U1BwHYGBr6DTNcPt3klhweVEhkXRtuUNFJdm8dfWOZhMVxMd/Wy5Zzoubgcu13ZUdT9u9z5UdR+quh+ncw0ez+ccH7kohAWbbTIhITUXNZJSoyj/NkzuNfSwnMNRNY2drl14xCrefz+BwsIB/Pe/t2K12pk82c3kyXvZsKEt9913IWvW5CPlUrxyiwLojfeyNAbojr9hP3pWEUIwBeQhqZuzIzFxO4888gLXXHMskXHJEvj5ZzAan6OoqF2VKjt6/QSKXM9QKPNoTzxbS+/BYNhZq1L2Ot09eDxz8Hg+QK+f6ve8dbowomLn4HBsYnfmzVjVDNprbTmHc0jxrCXV0w6hfxFFdwPS8waa50MMhtm43WNwuydgMCzHv413AdwOTMLrz6vq/TZitf6XoqJzKC19HJvt9BSO+rdyVq2lcfAVI/oNqEzlQQohUvDWBNpadi+lPFyfMWv6dmUA4Xi/WUV496Q+kVKurM+g/zb0isLQ5s35+eBBpJR0i4piTapXQ7lJcDDb0rxylgZF8cs412qZeREbHMyeggzGj4hh7+ZiujaNw+KP7lYNrN7tXV8NblfR4J/02SeofeIJ6dicrMfm88aVV9GylmouLrebBX/8waX9+lVqVC9ev577531GeN9hfPzLrzzy2edYup9L1DV348o9Ss6C/xKgOvDYS3n37in1NsxXb9jAxCefZHdKCtdMmMCMF18kqpLk18XLlvH8O28R8NDNOLbvxbI+iW9X/V2jYQ6wceMfPP/8A9jtJYSFGzmSuQa9LhBFZ8NkDsFsDsFkDsFgsGA0BnLxxWOYPPmlGvv9t9G8uVff7NChTXUyzndtX0RBYSpHjiQRHX1qqsIqip4BA2YQHt6NlStvYMOGJ+jf/9U695eXt5atG8eSqHYgiDDStXRCjqTQnoGouElRkslU0gmPvIkuTR/CYKj+e6XTWYmKeoLQ0Fs4cmQa2dkvk5c3h+jo6YSG3ooQlX8+i4vux2H/DpPpSjRtIfbS50hMGEVYcDwH09ZxKGMbYeGfYjZXzOEXwoTJ1BOTqeLCWlVBSheqegCPZz+qug+ncyXFxa9gMHTEZruxQntNy0VV92M09kJKD4X512FVN9PN0p8j6iF2ufYREr6G7OyWAHz++dVs396JOXNuoHv3LQD06rWH1atnsH9/K2bPvoPZs7uRkbEFWAw8BTwJxAL/wZtYWLt6EJJNBNGbFFLw+KFhYLMVc8klC7nuuk84//yKoVf5+RauvTYQCMHluq/afoRQ0BlfZ7fzdnrTiwDtME7XF5hMNe+UecNLhqKqb6HT3VfncB+zuQdxLTZRWDiHv48+SpwWSzzxxNGEneqzFHtmAU7a0JJk9R50utfxeCahqo9gMLzi52jXAg/h9Z5XvRgyGAZgMt2B0zkLk+ka9Pp6FVqsgD8beWcTI89yHK8CzfBmRv8I5AHxQGcgDGjtu40rO0EIkSeljKjrgDVZHBF4HbwH8eoclQIjhBAj/BlESvlo3aZ3Ghg6tNLDI+12vnv7bfa2a0e3vDzmz55NblYWcVYrmYWFqAUF6DXNq05yvLtTVb3CvMdpcQufcLHmclWu0X2C4R0VEMC69FIS+wfxw6wjXNq2v7df8E9UuYrEvFVJSViMRno1a1be78KtW/gxZTfRL11P/oK1nBsaw3V9+h4b93hKT5bI+nnTJvJLSpjQt++x532Skn/t2sV1s94kfNxtqCVFpOwoJnzCFeiMJgrWLEXbv4P3Jt/JvOXLEaqbiICAyscto5r3IK+ggIdmzODDBQtoGRfH4sXLGDXKqwLiAVJTU8nNzaVLly7s2LGD6yZPwjLlWtTcAtxfLmfJotWYzSE1Sqm7XNCt2yDWrs3C5XKSkXGYjIxDZGQc4vDhFA4d2kda2iYOH0ylpKQQvd7I55+v4/rrr6Zjx65V9puaWuVTJ+GPmE11GtQn4o8KpssFbdp0RqfTk5GxEau1akWJyjS+PR43aRlbaEE7tv8znxYXeVVT/FmL1na+lYkl9e17Pfn5f7Jly+t07XolTZp4jYhufuSm/vDDYrZvvomualcChXeQXrI/Duzs0+/mqJJFYudJDOt2Dxs3hnBCCYQq8aa7xBEbO5eiortITr6X9PQ7yMp6DJMpFoMhovxWUhKBx3MYqf1Kq2aDSUm9heDApvTrdiNSamzc8SWqJ4HomK0YDLWTdIWy/5kRaIuitMVoBIPhdlR1BHl5kxCiJ3p95/L2xQVTUNX1BIdtp7jgSoLlXrqY+5LmTmGvO5XAkLVAHL7UGgAOHuzCiBHrueOON3jwwekEBXmrvcbHp/Dss0/w7LOwc2dHfvllBKtX38jatYVkZq5G054C3kanewxF+Q9CmKr8Tkh5FJ3UMAgjebIEIfpR+YagJDY2g3btdjFgwB8MHLiaAQP+wGq1n9Ry0aJLuOWWbuTnP43J9BE6Xc0Gs04/Coc7mlztCO2IZ33pw8AVNRrbZjPodPdSUnIROt0CjMYJVbatWaNfAW7BGnQZ6cVTSVcX0oE29BTdyZaZHCWOpqIFLplMqvwMof8PqvoqLldv9Pora3yNUPZ7E4jLdS2qOheLZQZCVP65czhAUV5AiO8pKroNs3l9lYvPXbugpJYBBadAdfK0c3ZB0WgMwGsLj5dSfnf8E0KIZkA3oKvvvhveXMza/7BWQm33pZoDd9Whf4H3Bf17jPMqGOmrdvDT5s10i/d6A7ekp9MkKAhNSrKKi/32nNe2Kp8AYuPNmK06tv1axKwbEuv2Iqpg1Z49DGjdmslffsGzF12MR9O49bNPCJs+HkdKJvLXncx5crpffX7xxx+E2myM6NKlwvFdqalc9NIrhIy5DmNoJMbQSKxN4ynctYWSP5Zy83mDmX7/W1jDw5k8cybn+WMVHYeUkq+WLePuF18kOz+fB2+6iSfvuANzj94V2k158D5279nNquW/MPrSCzFedxGKxUzx23P4+L3PiI/3X7XDaDTRokUbWrSo/FybTZKbm016+mHi4xsuPOlMwWAwERfXiQMH/K9HdvDgeoJ14UQ749i4/jPGXHRqJQ0BzjvvJZKTF7F06S3ceONGdLrarwz+XDuX1T9Ppau7J9bj4mWllPyt/EbzFmO4ZuhfGAz1i6UNDOxJt26ryM7+ntzcJbjd2bjd2ZSU7Ch/rNeZ6Nv1TiQaJkMAsVHdOZq7i137fyIw6CWCQ29qkBwOIXQEBc0nL68HBQWXERq6AUUJwu3eiub+BR2CwvyhRFBIork3h9x72e/OJih0LYpSef0Gj0fPW289wKef3sykSa9z661vExqaV/58x4476dhxJ3f5rkput55Fi+J47rkSNm26m5CQxxg58lw6dOiGqppxuYyoqh5F0VAUjZSUnfyx0Ip0SFRjJk8/9gUm0xcEBBQTHp5NeHgOERHZxMfvK18cVMXChWN59dVH2LgxHru9DYoyAkWpXakPIQQ600x22y+jP/0Jlzby3e9jME6u8Vy9/gIUpQ1O5xvVGue1RVFCMJjfx+O5k53OW7Bpm+hIOyKEN2a+Fa1xars4KlIRoj8u180oSseTEkirn/PtqOp7qOrHGAz3VNlOiGAMhjdxuS5HVd/AYHig3q/v/wNnY84bDStgP9EwB/CFrxzmOCEU4U2WqNrrVgtqMs5XU/vQ6P9p4mNjiY+J4efNmxnvS3Dckp5OG18N4bTCwipjzk98A8uM89pqlh91FDFgXDhHU50YNQPN/SnZWAMpR4/yT2oqk4cM4e1VvyEVwc4jmVjHD0AfEkD2M1/z4623E+SHFKLD5WLhhg1c2b8/xuPCQVKzsxn61NNYh1+GJaZZ+XGP00H2igXcPGQIL117DTqdjv3p6aTn5NCvQ93CGt754gsmP/ccPTt2ZOl779Hd18/x/53MzExW/b4afUgQfc/ph3peL8ytW1D8xsc8P+0JBg4cUqexa0IIQXh4JOHhDVvw6XThdNrJyNhPRsY+du/eR1bWPoqKssjL8796cdKOpQTaA7AIG5rTTWZmEjExpya0pQyTKYiRI99lwYKLWbz4JoYOfQ2oPKnveH5e9gq/LptBd3dvTOLk70tHrRs7Un5g187ZdO46pd7zFEIQGTmWyMiKyjIeTwl/r+tBh9b9sJi9nnurOYykfUs5kr0V1ePCYGjboBKFOl0MQUFfkJ8/lKKiWwkM/AJ78R10MHWiRCvFIe20N/UgxbWbQ2ohQaF/oCg111/Pzw/j+eef4bXXpnHhhd9x5ZWfMnDgr1gsFbeyDAaVcePSGDsWVqyAhx8u4vPPl9K581LmzTt552PaI4Ktzq6UUkxCazePP+5feNnOnYl8+eXVfP31VRw86E3OdbvvBgoxGmf49d7qdP1w6TpxxJNGAvH85XoWveEmNM8mpLYHvbFyVS4hFEymu7Hb78LpnInROLnayqq1n08XhHkeBaWDSSOVNrTzjSdoL9vj9mwjX9cdl2c/TuclmEwLa22gK0pXFKU/qvoWev1N5Umnlc9jHDrdxbjdT6Ao3dHp/FN/+v+GRJw1zhuPXXhr+NQKKWUx8Ed9BqzWOJdSnlefzv/XSGzRgkNZWUQGB2M1mUgvLKS/T3owp7SUAJMJl8eD87hKoZE2G78UFlZQroi02RBCcLiaOu4Fdjt5paW0DA8npSCbC4c2Z9OveYxo3TCGipSSpdu2MeXzzwm2WHAJScyEQXy5dCMB7ZsRPrwruTN/5I5+59K/TYJfff++axdFdjuX9DoWK5hXXMzgJ55E328UAS0qyjAKRSF86Fje/+krDmZn8+O0R3nw/fcxG41cNGBAnV5f8qFDCCH4a/78KuPF337vHYzndEe0isNxIB3zwJ7Y537PFUPPZ+KtEyksrNPQ/1r++GMRKSnb8XhUVNWNx6Pi8ag4HG40reIxVXVx9GgqGRn7yMlJr9CPxRJEVFRrOnXyK/oNgJ3bfiRORoKAcGcEG9fPPy3e84SEixgwYBp//fUSe/cuZMSIexkx4kEslqCT2kopWfD1A2xZ+zWdHb1x46JAplMqirEb3N57TxEWcwRNQ4ej0/uv+V9bpJTs3n0jsVEtiAit+L016G0IJQChHcVuX4XZ3HCyjABG4yBstucpKZmKEEGYtCNE6gcR5fvd2+dM4rDHTmDoHyhK9YmsJ+J0mlmw4CoWLLgKKUsZNGgVffv+SZ8+6+jYcTtxcd7PoBAwYgQMGwbffAP33gt9+8Irr8Bddx0LbVi10kCgDKOQXAYOrN5Jkp8fzO7d7dm+vTOrVw9m9erBZGUdcy5o2mE0bSmq+gE63fV+eZLL0JteZ2/pUM6hCTFEkuV6DM09H0XEQhXGOYDReBNu97fY7ffgdM7BYpmBXj+kXgsvj2cbdntPQgkjiqgK1y4hBJ1kJzZ7/kYqo3Bry3A4emEwvIheP6VWyawGw3SczgtwOodjMv1UZXiLEAKD4R00bRhO53AMhqcwGJ6s8+s6y1nqwafAG0KIPlLKv0/FgPUuQvT/CbPBgMMXHBpgsVDsdBLii6POt9uJ8AXy5pSU0CTYe/FJjI4m324no7Cw/JjNZCIhIoIt6emVjOJl0fbt3PntV/z3iqvQDB6implY+0MOaTszCNCZuW/IEG8stp9IKVm0dSvTFy1i48GDNA8LY/GUKYyfN5vAqydg69cOQ2QwRWt2En6ogKevv8TvMb5au5YAs5nhvpCWUqeTIc+/iKtDb4Lad0NTVewZByk5sIeS/TvxFOZxTsdEHr35Zi7o2ZMf1q3j299/54Vbb6VlTM0ey8po3awZUkrSsrJo0eTkYioul4v/zv4Qy0M3owsOhMQEilf9jXvbbi595BlKS0vx7mT97yOlZM6cp5k7t2K1YZ1Oj15vQKfTo9MZKjzW6fSEhcXSs+dIYmNb06RJa2JivPJ6AQHhdTIOHI4icvMO0RavVGeUFnvaQlsABg16lk6dbuD33x9nyZJnWbXqXUaPnsbgwZMwGI4lKH/9xd38uupNAk0RbDSvwWppTlhYR6KiuhMalkhoaAcCA1vUynCpL+lpb6G6kmjd+lgssJSSktIjSDwINBShBxqnCqjV+iAu1x+4HfPobrugwufAg0TzpFJaOAFL4NvodP4nCwPY7VaWLx/N8uWjy49ZLKW0arWf6Ogj5WEpAQFFTJiQz+LFC7j77r3MnBmHThgYf9WFbN4ym34Ek2U8TFb2WB5/vCuapsNut5KTE05OTji5ueEcPNiCrKwojpf+k9KNXr8Kj2cJHs8SpNwOgBBtMBim1ek1KUpHPLohpHn2Ek8r0t3v0YoOHJApSOmp0iMuhA2b7Rfc7gXY7Q9QUjIMna4nRuNkjMYJCOG/JKiiJGKxrKRU/ZmtnmV4tE0EyAgisBFOBAEE042urNd+Regn45HrcbvvxeNZzP+xd97hUVVbH373mZ7eOzVAKIlAAGmCDVS6IFJUBBHkqgh6sXtVVMDuFUFUmmJBpIiN3lQ6gpTQCYTQ0nuZTDv7+2NCCaRNCuD9eJ/nPIE5++y9z8yZOeusvdZv6fVfoSjh5fav0XTDYPgRi+U+iopuwWD4HkW5qdS2ihKO0fg3Vuvj2GwTARM63fMun9P/F26EOdQan+EU6P9ACHGHvAoljGvdOBdCGKWUFaTT/TMwGQyYi0WfPYxG8q1WfIrDPbLNZvyLK35mFBZeMMSji43L/cnJF14DaBkayq6z5S/7R7Z244mfF9Dl3gCKCh1knHRwS2Qkb69Zw9Tff2ds165M6NaNIM+K1QlUVWXprl289dtv7D19moaBgcwZMYJhHTpw4Nw57J4m9IEX5yfPZXOuIB//8U/xZr97Gdetcl5Qq93Oku3bubddO0x6PXaHgz4f/peTDgU3q4XsJTMpSE8mMjSMrNQM6nQbRlHyCQ4c3MRLfXvj7+nJk198QUzDhkwYVLlko9K4o317AFZv2cLogVcmJS5avAhN43pOw7wYY0wUam4Bvfr0YPCQoXz6yTdXHPe/hpSS6dP/zaJFH9Ojxwiefno6Op0BjUZzwbCqKBn2UpKTqz6X48f/xE8JujCuSbgjLTaSkg5Sr16lVxRrFD+/xvTrt4B7732On356icWL/8369R/Tp8+btG//EIqioVWb+2jddiAhIc3w8AggLu7aLC3n5mzjzJm3aRczHCEUCszpJKcdIDn9COCP0fQQgUFzOHu2AULUjoa8EAKDrgMecj9emovhd1JK/DTepCpuqLIQZ1JpzWE2u3HwYDQHD5b0WjvVZaYgxKecOPFvNMDbk75Djz+K0JBqLWLp0rEs/TERRdP9QjXMy5EyCSlXIuVypFyNw5EL6FCULmi1H6DR9ESIplV6KFXV0zhsM1BROc4xIqhPJ+7AgIkUslDlEYQo+/oXQqDXD0Sn64XVOg+LZRpm8yMUFT2HXj8ao/FxNJo6ZR5/ZX8KGk1nNJrOwES00oJF/YvT9tWcdqzCoe7CkwAC8eKUfQoa3Uw0mt5Yrc9QVBSDXj8Lrfa+csfQaHpjMCzHYnmQoqJ26HRvo9U+XeoDrBBu6PVfYrVasdleQAh/tNqqFOCTOFPn7gcX1Hn+MdzQOa9NxgEfA+8CfwghHpBSJtbmgLVmnBcHxI/FWRqs5urMX0OMen1Jz/mlxnlREU2KZQYzLlEvaRHsTHg6kJLCXZdIFbYMC2PRvn3kFhXhZbzSuyGAiEg3Hn2nHjqDQuopC4oWDhacJsjXnTsaRPHB+vVM+/NPHu/Shee6dbtQTfRSHKrKor//ZtKqVRxISqJJcDBfP/ooQ2+++YJe+bydO9B2bVriOM8B7XFk5BKYkM3ANpWXslq9dy9ZBQUM6dwZgI+XL2fzwQPENomib4NAuve7k1YNGqAoCnXHPI5Gb8Av+hbMYY14YMYswj1NnElPZ9HEiegqIV9YFs0aNiQiOJhVmzeXapy//dH7KP26lHjNnpIOO/fz9IRneeu1N1wuvvNPw+Fw8P77j7F8+Vzuu28cTz313wtFla4FB/b9hqfZo0R9En9LALt2zqdevZoprV5V6tVrw/jxqzl8eB1Ll77IvHkjWLPmA/r3f4eYmMol/9UmVms6hw4NolHdrpw+2mRDAAAgAElEQVRN2UNS2hFU1YjJ7SH8/Gei0znjoi86fGrHx6aqWViKPqat28V8jUx7Mkcsh7AqIZi8FqDTVS1Urao4DeaxSNkEPfcTTSvMFDqLgJGETvbCSgEOR2eECMK5YubG+WqhUv4B7C7uLRwhBqPT9USjuRMhKifbWMEMsdtmE4gbQTgfLozCuWrnLd1Jt+9E0Vf8cCqECYPhX+j1Y7DbN2C1TsNieReL5T10unsxGsei1d7q8gOEEAY0mlvQaG4B3kQrLRSp2zlrW4PGsQqbbTxGUyJG421YrcOwWgci5US02tfKHUujuROTKQ6rdTQ22wQcjuXFnvcrpaSFUNDr52GxZGG1Pgb4odU6cy0qnw71FfApTgW8/0Hj/Aa1yQdc/NHsABwVQmzAmQS6C9gnpbxStq4a1LhxLpwZHuNxPmlUS0rmmrBnT5m7TDk5mAsLYc8ePFWVfIsFo1aLTqMhp6iIgEs85+cJ9PAgyMOD/WfOlHBBtio25PedPMkt9euXHMhuR9hsSB34Bjs9TB4+Wj7eHMOU+47x/p396NW0GRNvv50pf/zB1N9/Z8affzKmY0eev+MOwry9sTscLNi9m0lr13IkNZXmwcHMf+QRBrVpg0ZRwOEAhwMpJd/v/AvfwQ9fGN6amk3GOz9yf6PmTH3uX04jubzk1Uv0yhZs2uRUaWneHOx2xnXvzvju3Z19XKrfJyVjut3BzCN/YWh3Dya/EML6PcXpjT/i5+OHn4dH5WUiSwnvEcDdt93G4uXLsRuNF+LONYpk+/btZFjNuNV33gRUswXLj2vwPJfBoqW/0Lp1awCysq7otkzKSR+4AleeOWqrbUKClalTH2LLlkXcf/+rDBnyBpmZpd9IXYksckVc53KZu3cmraIhzVCliiIUbNJKoAxl/975jHik8sZ5ZS8bVwo8nf9K1617J+PG7WDv3sWsWPEKn37am/btR9G//1T0euf17Uq0WYALKrgnT5a9L+ncIIosSRxN3Im7+wPUrfcxRuOVSkBSKiQmgtGoXpCSzHShrnMpfoQSZGe+Sl1dPQyKG9n2VA4VbacIHV5+3+BlLDuhzxVFWFeu80ufNaXsit2ixVv4440zGfVW2ZczHOc4aUjFjpTHgEKc99kCwIqitEejebvYOx6DEAJVPV+R0bU5lL4/AoPbFtILbyUUTQmD1gd30hybUdWHSxxT/mqWAO5Ao7kDIU7icHyGzTYbm20JQsSg0YxFo3kQIa6siFq5Z3MDQnRFb+wKvIXuQky6JxrNn1gsY7DZJiLlMQyG2QhhLOczC0SvX4rVOgezeTwWy03AFwhxfylt9Ui5BOiG1ToEm20lBkPlkvZVNQGnSXIbULZKzD+eG3EttcVynJrm55egdMBdwPmQAlUIEY+zANHu4r97pJSpVR2wUj9zQoh7cFYJbQ5ogBM4ixEtvqSNCXgWmICzCoQA8oHZVZ3c9YZRq6Wo2KLw0OvJKipCCIGP0egMayk2PtMvE16NDglhf2rJz6hlscWzNzn5SuOcYkWXy75oa75K4ya3CHo1dSaFRgUGMu+BB3i1e3feXreO6Zs38/nWrQxt3ZqNJ05wPCODm0JDWTR8OANiYlBKEbfecfIkSpA3Ol+nRZH393FyP13BjEFDGdzOtap5hRYLP+/axdBLVFr05dxJH73jDj5a/gJ+be9CCAVFq6Pu7YPJOXmQjv9+jrdHDGN0jx5VTm6659ZbmfPDD2zfs4fOlySnTvnoQ2RXZ3EVc9xRrAtX8sTIR5n4yn/Q6apWzONqcfp0PHPmvIXFYubWW+/lllt64eHhWnJdUVEh7747kL//XsHw4R/Qr9+EWppt5UlLSyIjKxnhLrCqRbQs6sRB006kRiU3I4szZw4SEXFtQlsuRwhBq1b3ExNzL6tWvcG6dVNITNzKww8vJCTk2szR5DYAP/+p6PXRCCHKMaJdk3F1BZvtGJbCRfgb2/KXeROFUo/UtcNqWYGU1z67WggjKiWfAlQcJHAGrWEfGs2VuSlXC0VpjNa4gbii27hJgp9wrrh64QPq9mr0Wx9FeRetdiIOx3wcjmnY7WOw219Ao3kAIdqhKDchRPMqxacDJX6fncWrvkRRorBaX0ZVT2IyLQXKVqYSQmAwjEKrvZXCwodwOAYh5cMIMQ0hvC5r6w4sQ8quSNkXVd2AopS/siulA5ttOE49969wtZLsP4kbYS21g5SyN4AQwge4CadM4vm/LQATEFW8nY/HlVTDAV7hVSqE+ABnKbbBxZNpAfQGfhBCzCpuEwvsw1muzQtIBf4D1JVSll8m7R+ESafD6nDgUFU89Hryi6uo+JhMJYzzjMuK8rQIDuZgairqJe6hcC8vgtzdWX/iRKljCUp6ZVJPFbFubjrT7+l/RdtGgYHMGTKEYy+9xMNt2/Ltrl14m0z8NHIkuydMYGDLlmWGK3z19040XZshVUn2/D9RZm9gyxPjXDbMAZbv2UN+URFDKqmwEurnR0ydOuSfuVim3WGzYEvcj0NKXp77JecyMlyex3nu7NwZRVFY+ccfF15LSkrij00bMTaLxPz1z/it28nG5SuZPPGN69owz8pK44MPxjFoUDM2bFjC3r2beO21B7n77iCeeaYXP/88h6ystAr7yc/PZdy4e9i9eyWPPz7zujDMARISDhEYEMajE15G1Ti/J1q9jlfe+oI77hhAXl7F53a10Wh09Ow5icceW0V+fhoff9yOHTu+qhXDtyJ8fMZiMMRU+CB7cX/NzzE3axyqzGev9RiK93v4B8cRELAUna4tmZkjsNmO1fiYriIw4bgklyuBBNA8ghDXzjA/j6JEoTVuYB/HyCx2uLnhiUMmImXF9TPKQwgTWu2j6PW70es3oih34XDMxW5/BKu1DRaLBxZLcyyWIdhsU3A4fkNVT1XpWnbGwL+E0bgQVd1FYWF7HI5DFR6n0TTGw2MT8CrwLVK2RMor1eiE8EOIVUAAVmsPVPVwuf06HB8h5UbgE6Cey+dzgxucR0qZLaX8U0o5TUo5Wkp5M05ndDNgCDAFp5f9LNV8Ciz3YCFEN5z1kAWQjtNIXw5kFL82UgjxKLAWZ+nSBOAxoJ6UcoqU0oXF/usfU7HxZrbZ8DAYyC1eW/QxmcgymzHqdLjr9aRdtl4eHRxMvtXKiUviJIQQjIiN5adDh9hXShadEILzTh4pJfNeOMMH3fpcCJ0pjQb+/swcNIiCd95h5zPP0C86utwYYlVVWbx3D24x9UibuIDYE/nsm/A8UcGlFwYpjxMpKbzx448Ee3tzqwva5OPv6U7hEadnyGEtQlG0WLKSeX3IINIXLyLclXX/y/Dy8KBOaChb/75YDGfqjE+xebmT/+4cnuzWk7i/dhId7br02dXEbrfx8MNtWLJkBv36jWLJknh+++0Ms2dvYdCgp0hIOMTkyaPo3TuCDRuuqJFwST92JkzoQ1zcVp55Zj7du4++imdRPjfffAe/LIvnnnseuGA8KWioU6cxU96dT7Nm12+MaFRUd559dg8REW1ZsOARjh0r+zO4PtCQk7OY7OyfkNKFeJJyUFUzDjULL7/ZBIUexs3tXoQQCGHA338xQmjJyOiJzVa+IVXbCOGPtVipxiLNnCUJRfvqNZ3TpShKU7TG9ezjKFkyDSEEJnyQsmbeNyEEinILev0PGAz56PWH0ekWotG8jBBNUNUd2GyvYLH0oaioHkVFbbDbf6mSka7V3o/J9AdQSH5+JxyOvZWYnw5FeRMhNgKi2EP+eSntwhFiNaBgs/Ur8zqWMhe7/T8oyvnF//9tzodaVXe7QeWRUqpSyiNSyoVSyv9IKftIKesC1SpIU5Flf/7uvR5oXDxob6ARsAGngf4FTm/5K0BTKeVsKWUphbn/+YQXJ1yeyckhwsuLpLw8bA4HdX18OFlseDfy97/C2L4t0ikNt/JYSc/Rs7fcQpC7Ow8uWoT5svrdTs+581vy+w/phNsCGBxTutzU5ei12kqFgmw6fpxCqZL+xg+82LQNS4ePxN1gqPC4y1n611/EvvIKpzMymPvYY86Y9koS5utL6slDFCSf5OBXr1OYeorAO4cx6YeFHD51yuW5XMprH31E4tmzDOnTB3AapzO/mElDDx+2rl3Hay+9UqYG+vVESsoZUlJOM2HCJ7z44mcEBISgKAo33dSR8eM/YOnS43z77W6aNm3DK68MZsuWFaX2M3fuJHbv/pNXX53LLbdUv6JgbaDXG3CoTuNcgwar9Z8h9OTpGYJe74Ze70ZQUOtrPZ1yqVt3Dqpq5uTJ/hw+3Jz8/DlIWb3sZ0UxERSyDXf3oVcobmi19fD3/w1VzSU1tT1FReurNVZ1EAReMM6PchyhfemK0IlrjaI0Q2tcx14OkyXT8MYd1bGzxscRQoOiRKHR3I9O9yZ6/U+YTCcwmXIwGDaj030M5GK19sNiuadKBrpGczMm0zbAg/z8u3E44is8xjm3TgixF+iJlI+jqhOvGF+Ixuh07yHlUaT8q4yePBAiBlU9RG3Jh14vSJxhLTWx3aD6VNc5XZEVdTPOz3y8vCRosPjf57MqBDBJSvn21dB+vJY08HXmt57IyiLS3x+HqnIqO5tIf38SMjNxqCrdGzdmY0IC+ZdIfTQJDKRJQAC/Hi7p/Qh0d+fLAQPYn5LCi6tXl9h3PuY8I8nK8k9SmdVrYI1W9AP4ZvcuTBKWDXuEp7u6nsVvtdt5+rvvGPDf/9I4JITdU6bQs3XlDZPjSUn0e/tt3PU6ElfO5Ym77ybjjwUIjRafTgPo+dpE8s1mV08LgF/XrmXKp58yeuhQRg1xGqIajYa5M2eyZ9t2mjZtWkEP1w/JyU7Fprp1r0zwA6c3rEmTVnz88XIaNYrhhRcGsHPnhhJt/v77D+bOfYuePR+mZ89htT7nqnLpSo9AYLH8M4zzv/6ax+HDK+nV6x18fBpc6+mUi5/fcJo1O0q9egtQFDcyM0dx7lwDcnPfQ1VzamVMg6EjQUE70WhCyM4eU+0wjSojgrFSRL7MJYMCFM2T12YeFaAozdEa17KXwwjMoG65amML4YVG0wmdbjxG42G02tdQ1dWo6qYq9aco9fHwWA3YKSjojqqWXd+j5Dw8EWIp8AjwBlK+VkrffQEdDsfiK/Y5+1DQat8DEnEqtdzgBlVHCNFRCPGREGKREGKeEKLWlt0qMs6DAYuU8sDlO6SUcVx8FJ1b0xO7Hmno51ylOJGZSWTxv49nZNDI3x+rw8GZnBx6Nm2KzeFgXXxJD0GfqCh+T0gg7zJ9vnuaNGFcx458snUrK48evfD6eUWAb185w5u33kNoKTKJ1WX0zR049MLLdGjgejGQk2lpdJkyhalr1jDu7rvZ9PrrNAgKqvTxaTk53PPmm9hVle/Gj6OBny8fPjKCtwYNJH3DfDwjmuAIb85D73/osscmJzeXMS+/TMtmzZg2ceKF14UQ3HvvvWg01S9xfTVJTnauIISE1C23naenD598sorw8EgmTOjDvn3OG3p2dgavvfYQ4eENee656bU+32pzvhqh/Gd4znNyzvHzz8/QsGEXOne+Po29yxFCi6/vYJo02UVQ0Bp0uhZkZ7/A2bN1yMp6Hru9cgaUK2i1dfDymoLdHo/ZvKjG+68MUoRjw8oRjiO079Wa3ntNoCjRaI1rOEc6qNuuyRyE0BYX/fHEbp9T5X40mma4u69EVdPJz78LVa2cRJAQWoSYAwwAPuHykilC+KIo3VDVxWXeJzSaO1CUHsBkwAUJrn8aEpCiZrYbXEFx/uUmnGqE9wHDcOZZXtqmxrKNK+rICJTnmj+/73TNTOf65FBqKlsSEwn28MCk03EiM/OioV5snAPEp6fTuX59PA0Gll/mJe/TtClWh4M18Vcu6717111EBwcz4scfSStWehHAzj8zcM/wYKQLOuOucHP9+gRWooDR5fz899+0fv11DiclsfjJJ5k6fDgGF5IpC4qK6DVpEmcyMvj1lVfo3a4dh6Z9gk6r5fG776JrvRAyd63GN7Yb20+n8snPP7s0vxfffZeU9HRmv/suhiqE6VxvnPecBwdXXEjExyeA6dPXEBAQxvjxPTh0aBeTJ48iMzOFSZMW4O5eE7rMtY+UEkUV171xLqVk8eLHsdmKGDx4zjXVia8KTmWXbgQFrSEkZBcmU0/y8j7k3Ln6ZGaOwW4vv1Caq5hM/dFqm5KXN6XG4t1dQRJGCmfJFyYUzeCrPr6rKEoMeuOfqGUUR7oaCOGOVvsADsdCpKz6yopW2xZ3959R1WMUFPRCyoKKD4Li3IXRQC6w6or9ijIQKU8i5d9X7Ls49rs4F/uv34exmuBGzHntIIQYjDP/EuAbnDV88kpp6i6EiBdC/CmqGS9XIwG38lrIE9QWpYgfv7R8OfGZmex/7DEaenuTkJZGmKJg0Gg4fuoUPc8b5wkJ3OnpSfc6dVh+4ACyU6cLoSKdAwPxNRr59cABBjQouextBOb36UO7L7/k0cWL+fmhhxAOB4XZDuY+0B9xWTx6lXHFcCilrc3h4MWlS/lo7Vpi69Zl4ejRRAYGXilYXRZWK3aHg0Hvvceu+Hh+fPZZOjVsCFbrhbozAvhq9Chavfo6uYl1CbhtCG8u+JQOMTG0b9Gi9H71F39wN23fzufffcczjz1G27ZXPtScPlN5r4ArOtiuhK7nuqAqZ7XC2bOJ+PuHIIQRaznZHOfn4OcXyvTp6xgzpgujR3fGarXw1FMfEBXV5oKedClvTZmUp699Oa5oZpeV66vVapFIhFRwOIrQ6117fyurOe+KtnZZ18K+fd9z4MAv3H33B5hMjcnPh4YuLES5oo/vin56OeUaruDiNRWLl9cC3NymUFDwAfn5s8nP/xp39/G4u7+Aovi69DmUrsWtYDS+RH7+cHJzl2EwOPNBXPmuucLln7EkmAyS0Crzi+NrL+6r7M8YuHY9unKdlYaitERvXHlVxi/7PXgU+AKrdQEazRigxM9upeeg0dyBybQAs3kg+fkDcHP7BSEq40C5E/BHygUI0e/Cq85rrB/wGFbrYqBNGcfHADE3DM8bVJUnca5NvCylfBegOKSlxK+ylDJPCLEAeAmnquH8qg74z3LzXCMaeHuTkJODlJIGPj6cyM5GEYKG3t4cz8khwtMTg0ZDfHFSaI8GDTiTn8/+9PQLfWgVhR6RkSyLj8dRyq9lTFAQ79x+O78eO8bMnTvpEBHB0sEPUN/3+qjjdCQ5ma4ffMBHa9cy9rbb2PLcc07D3AWklIyZOZPlu3czY9Qo+rVrV2o7N4OB5e9MIXf7zzhsFvxvHUL/1yaSXoElY7FYGP3cc9SLiODN555zaW7XMykppwgOdk0CLDi4DtOnr8PHJ5DOnXszdOgztTS7mken1aPiQEiua895fn4Ky5Y9RUREBzp2/N8pbKLVNsTbewYBAYcxGu+joOA90tIiKSh4HymrlgNyKQbDUBSlPmbz5KsuOylEU7RiMIrmtqs67j8dIdoixE2oavXLluh0/TEaZ+FwrMZsHlwpD7oQOpyRBL+U0t4fp/G+mP/3VXhkDW03uJyWxX8rExf6I04/473VGbAyxnmwEMJR2gYEAZS1v3j7xyeJNvDxodBmI72wkIbFxrmUkkgfH07k5JQw1AF6FBcVWp6QUKKf3o0akVZYyI5zpcdzjmvXjrsaNOCZlSvJLirirkaNavW8KoPN4WDy8uW0nDSJwykpLBw9mmlDhrgUxnKe1xcuZO6GDbx6332M6d693LaNIiL44pmnSVv/LSb/MPRNO3Hvq6/jcJSdSPb2tGkcjo/ns3fewaMcyUkAs7mQ776bicVSfgZ/ZmYamzevxmq9dpn+ycmJBAeXH29eGhERkSxeHM/77//8jwq30OsMqKgIh6iR9/306b18/fVo9u37rQZmd5E1a17Eas2jf/+5KEr18xis1jyys4/UwMxqBq22IT4+3+Lv/zc6XXvy8p4nObkJBQXV03IXQofJ9AJ2+3Zstqur3KIobVB0C67qmP8LOCUYRyHlTlS1YknEitDrR2I0TsNu/5WCgk6o6slKzGEIUIhT0flyBgLxOMut/H+lZpRabqi1lIoOyJWVi8Xah1MIu1qqE5W5Y4sa2P7RNCr2Xu9NTaWxnx/5Viunc3Np5OPDsawsHKp64d8A4Z6etAwM5LfLjPMekZFoFYVFh0vXrFWE4Ks+fXDX6RiwYAHZlymVJOXl8duRI+xNTr5CerE2iDt7lpvfeYf//PILHRo04MFOHZxhKFXg45UreWvJEkbefjtvDBpU8QHAfbfdytBbOpC57Rc8G8WyJ/44q3bsuKJdcmoqw556ijc++ogH+venxx13lNmnw+FgwQ9zuaVLFK/85wns9ovvY1FREbt2bWXWrP8yYmR/ut5ah773xjLhuYfZsmWN6yddTX5YOIMPPhzLuXMnCA+PrFIfer2hSob57FlTmfrxJAoKaineoBxsDivZpGO2F9aIWssPP4xn06bZTJ/eh7y89HLbxu1byKFDv2A2l79K43DY2bPna1q3foTAwMrr+l+OlJLk5C1sWDOUH76rz28/d0VVa/+7XXIONnIy7qQg781S48B1ulb4+a3A13c9ihJGVtYjWCzrqjWm0TgCRQmloOB5CgvfxuFYwbVQ4FXVjajqVqRMvAZjn8Lh2IaqXhuD0m6bg9XcjMoqvinK/QBIeWXcd1XQ68diMLyFqu7DYnm3EkdkFo9fWsXU8xW4r7w/3OAGNcA5wEsIYaqoYbFqYQ5QrcpmFUWuPVKdzv9XuK1ePTz0en44dIini0MxVick0CYoiEK7nYMZGTT29WVNYiKqlChCcG9kJG9u20ZKQQHBxV5cH6OR/k2aMC8ujsm33nqhqNGlhHp4sGjwYLrPm8eghQtZ9tBD6IrVRWb+/RfzU3eTl2mjjX84vw6sHUk8u8PBeytWMPG33/B1c+PHMWN4Y8NqfnHP5tOXXuKnsU/QL7pymusAszZs4Jn58xlw88188dhjLkk2fvTE4/wx5nH2zXmFyf96nB4dOlycp93OZz/9xH/mzMFcVMTL48bxn/Hjy+xr1e+/8/h/3sKueBIQeRd6/e+sXPkjW7dtYteuraSlJePtXwetWwgm73Ai249Gq3cj6fhm/vrrT267rXel511d0tOTmTnrLbwCm+Fw2OnSpVorZC6RlpbCtE8mE+DehA8/epUVK3Jwd796WtBDhz7J7+t/pb5HE6KiWlZ8QIX9Tefs2Tjc3f3w9Cy7qJWqOvh56eP4i2BOFx3i+ecT8fEpfcVCo9Hi41MPs7niIPu/dy1mf9xyHh5xUdQqLy+NrVu+ZN3qz9HaJKHWIDpwKwd1cZw8+SsNGw6osF+Hw8yRI5MpLDxBdPSHGI1VSxrMz30ab/tZ7PZvyLVtwttvdantDIbbMZk2cO6cNxbLOozGblUaD0AII+7un5CXdz8O60m89HXIKNyLwWCuchl5V5EyF9XeAx9dfTJtB9BokhAi5CqNnY+lqAne1COboxiNJ1CUqyfBabeOw2D/CV88SbIMQGtYe4U+/eVIeb5+R/2amYN9NRbLZBSlMQbDSxWM/SlSjgPaI8SlbVXgOeAjLgpo/D/mRkhKbfEn0ADohTN+qkyEEBqcsejV+jTKNc6llPOq0/n/Cm46Hfc2acLiw4eZ1r07EZ6erDx+nLeLy9RvT06mia8vRQ4HZ/LyqOvlRf/GjXlj2zZ+OX6c0TddNGT/FRvLosOHWXz4MMNiYkod77YGDZjZty8jf/qJp5Yt47M+fRBCcKIgkx5PhiCEIG1O7ZSaP5SczIj589lx6hT3x8by6dChJGZmkiItNBp7O/JMDhoXLrlvN29mzFdf0eOmm/j+6afRuihjqNVq2TxtKgVFRQT7XSy4tSUujic/+og9x47RvWtXpk+eTJPI0r3Lew8c4IlXXufkuQwCGt2Fp19dctJPYFe1TJ35FXqPUHwiexMc44cQAmtRHnmZp0g5sQlrfjLnTsUx4K4PXZp3dZn6yYsE1mlPQEQsSQnbCAqKuGpjf/zftwjxaEmYV0uScg5gs13dkJ5RY15k1JgXa6y/8PBowsMrrgKblLQHD8WHqKIW5BqzcP7GltfvzZw+vbXM/Q6HnR8XPcuWTV8SGtoMVVU5fHgtG9Z8QkLCNoIcYbSwReEmPCgglxOaY6TY4mmtVJxpl5a2nj17xlBQEI+i6ElNXU2rVrMIC+tf4bGXUpC/EIp+pjkdOEMieWr5XlRFcUOvb4vFstGlcUrDYBiIuTCaOt6+1PVuxZ8n04Grqa6UiVETRDuvTvyRlYOtZvQRKokbGky0FTexS0KhTMF5779KSCueeNKYZpjVfeTYXkarf6f8Q6TTw68o1XtgltKB1ToJi+UNFCUaN7fVKErpD0VS2pHyaZwa5b0RYgFCuBfvswIjgO9ximd8DPyzZHJrFMmNkJTaYwbOi22iEGKVlLI0pZbztMIZBlMtPdrrvzzidcIDLVrw7f79rE5I4J7ISBYeOsT8u+/Gz2hke1ISQ4uL2hzLzqaulxc3BQTQwNubpfHxJYzz2+vVo4mfH5/v3l2mcQ7wSGwsRzMyeGfjRqICAnimUydO5WYTGeLD8b15NPCovKZ4ZXCoKh//8QevLFuGu17PglGjGFws6TFmyQ9439+aorPZiKQ8eraoXLn7H//6ixGzZnFb06YsGTcOfRWrcXq4ueHh5gZAalYWL372GV8uX05EUBCL3nqL+0aOLNUbf+bcOSa8NYX1W3cQ0LAb9ds1v9DOO6Ah3gENcThsFGSfITPpAA5zCrkZp3AzudG6dXtiu/enZcsONG4cja4KMfZVJT5+P9u2r6NZpydIOLCMrl37ERgYflXGTk4+x2+/LiY2fBhnc3YxdOgofHyuTPzNzk5Hrzfg5vbPkGasDMeOrsLL4oFFFiG0Ory9y3/PIyLas3//D+Tnp+DhEVxiX25uKoFnrD8AACAASURBVJ9/2g9bUhZR9hhO5iTw8vN1MDncCDIHcTO3IlFJ4SyHdYdQ9TqaRT/JrU0exmgsu+qz1ZrJ/v3PcurUl7i7N6Jz5/UYjaHs2vUQO3YMoG7dR4iJmQpU/LnYbEfJyRxLO24mj2wSRDK+fhXHE+v1XcjP/xgpzVRilbdcFFFEmGczkvOPIpR+NV5orTykzERXrBRil4UgfK7a2EIoSBSklOjRUiDTrtrYABr9NNKKOuItTxNNC7bZv8audKC8HDancW7EWSC8aqhqCmbzgzgc69DpHsJo/AwhSpchkjILKQcDa4B/I8R7Fx6YpcxFygHAOuBt4AX+ByJob3CdIqXcKYT4FKdqy2ohxIjS2gln4YT/4vSalxZ/VWluGOeVpFv9+gSYTMw/cIBBzZoxe88eticnc3NICNuTk3m9Y0cAjmZlcWfduggh6N+oEdN27ybHYsHb6FyqFULwr9hY/r12LftSU7mpnMI9k++8k2MZGUxYtYpIPz9OZ+fiHxrErt/sdPWsORWX+LQ0Rsyfz+aEBPpGR/PFoEGEFM8rKSeHP07E02xiF87N+JNnu95RqRjm5Xv3MmTGDNpHRvLLM89gckV3qxRUVWXWL7/w4uefk2828/wDD/DqiBFOo/2yG3puXh5v/ncqXy5cjH/9LjTpNBZRSsLeyT0Lyc9MoFnzVnTr1oW2bTrRsmU7vLy8gdqTd6uId959iuCGd2AtyiX9zG5e+GzFVRv7ow8nEurREikdpBQc4Klxi0vI/dntdubPf5cvv5yIlCqRkTcRHd2Z6OhOREd3Iiio3lU1sGqSo4eWE6j6k0UakY3urLB9SIjTg5iSElfCOD9xYhszP7uPsMJwGqoxmCkgMC+QYBmBASN5ZHPccJgMkUxYeC+6xnxKYGDbct83KSVnzvxAXNx4rNZMmjR5iaioV9FonMZx165bOXz4DY4efZv09N/x8voGo7Fzmf2pagHpKb1pLpuiQcs+9uHluxxFKfvB4DwGQ1fy89/Hat2BwXBrhe3LwuE4hlax4ab35UzSL6iy0VX2e2aiLy5CJHEWvLmaKMIbm7RiQMPFmOmrgxA6tMbfOGaOxRNPYmnFDutjoGuGEKVXIpZyL0JEV7iiVBZ2+wbM5geQMhujcQ463SNlXvNSHkPKPsAJhJiNEI9esi8JKXsC+4F5wMOVnkN4JX0cZWg2XP/cCGupTc7HzD7JJZnHwqnt6QCigDHA+SX8z6sz2A3j/HJatbripSKrlbhTpxjUpQtf/v47H4wbh+ann1iZkED74GDeSkzES6vFTavlaGbmBVHXAZGRfLRrF8uPH2foJd7z4c2a8dKGDXyxaxeflqZaUiwQrABf9+rFqawshixciN6k4O6jJfeMjbq+bmUJCZfNZUZ1gdXK7B07eHnFCnQaDfMGD2ZYbKzzB7NY/PjjDevw6xWDWmQnZ3M8I18cwhVi25f1uzwujvs+/5yY8HCWP/mkUwi0qKhsYevSKPaUA+w9epR/TZ7Mtrg4bmvblhkvvkizSxNTL+k3LS2Nph07kZ2dTUSjm7FbC0g+uQOdwR2d3h2dwR2t3h2d3g2PgMa46+zMnvkbev3F5fTzb2thYeWn64p2eXkLCNu3r+RschJN2vXg4Pav6NJlIFJ6VupBwZXnn9JuPsnJp1i54hfaRjzMqewd9OnzKIWFfpwXDUpIiOeZZ4axa9c2+vQZRKNGTdm5cwurV89j6VJnaWw/v1CaN+9E8+adaNGiM40atUanK31iO3dWfr7l6btXte2lRXftdiupaQdoyB2kGlNo36Z3if2lfb5hYc6Vr7S0OKKiuiGlZNvWT/l9zZs0tcTgLZyGrkm4Ey4bkCxOkWxIxt0riI5dJnBTy8EUFZWvKgSQk3OKVaueID5+GYrSDqNxNefOtbzsM9QBkzCZemA2D6OwsCsBAS8SGPj6FVUwpZQknXmEUIcb/gTzt9hJYOhrBARWLH6vqmC3dyYjQ6Aof+LnV7ZxnlqBvWkp+oEwzwZYHWYKbfk41Fm4uY1Foylf5MAV3e7yrgUps9ArOhzSjkBf3TIQLiPwx4oFIwpSTa74gEtw5ftQ9lxDUHRL2GPrRwc6EE0UcfZeaI1/U1r9FKt1HxpN7wu/X5Wdg5QO7PYpSDkRaIIQq7FaY8o8PiRkPcnJAxFCITR0LSZT10vmcIRz5+7B4UgjJORX3N3v4dixys2jsob5P5t/pmPkn4B0Zss/JYTYiHO55nwc2o+XNDv/AbwvpayWisQN47wSPPftt8zdsIGlzz7LjNWr+f3AATpFRbEyMZFJHTuiSsnfqak09vHh2CVuxo6hoQS7ubH0MuPcz2RicNOmfHPgAO/eeise5VhVbjodP99/P7d8/TUZ2gKEEJw6mU+8zKRrnTouR2jaHA7WHD3Kd7t389OBAxTabNzdpAmzBw4kwqfksm6Rzcbcv7bTaOaDpK2I44FWsXhUUHHz661bGTlvHi0jIlg1fjzelxjZrpJfWMjEL77g4/nz8fPy4us33+ShXr3K9TAGBgbyx9o1pKSmkp6eTlp6OknJKZxLSiUl9Synz6aTnp1BXl42drudgvxs5s37hNGjK6eLnpeXTUZGMvXrV0slqVQcDgdTPxlPWOO7yc8+TX5WImOfvHrqA198/hphnq1xqDZS8w8x7OGfAKcx9803X/DGGxPQ6/V8+ul8+vcfWmLehw7FsXPnFtau3cLBg1vYtGkJADqdgaiom3n00bdp0aJsT+615uTJ7fhoAlGEQiZpNG58W4XHeHgE4u4eREpKHDabmSULHyE5fhutLR3QX1ZYJYtUjok4Rg5bTWTkxb7Le75WVQe7dn3KH3+8gpQqev1/0emeKtdzqdF0xs1tLzrd06SnTyE/fyXh4d+hOnJA6DCZYsnOnAEFO4ikHceJR3i0xT/gyQrP9zxarS9GYwwFBdWLO7da5hMacAspecfQau/DYfuFwsKReHhsrLJ31hWkzMSgaLBJC0J41/p4lyNEEDZZgA4DonrhqVVG0XTEISeyx/4ebWlDXZnPGctgNIZlSJmI6vgVrW4cUqYAqShK5YUAAKRMwW5/CCnXAg8hRNlhLM72X3Du3Fj0+iaEhv6KTnfRCVNUtI1z53ojhIbw8N8xGmuncvYNbnA5Qgi9LJaTklIuFEL8CPQs3lrglBVXcS7nzJVSVnu5+4ZxXgkGd+rE9JUrSc7Opm5AAN9v3kyPVq14+fvvqVfsXtuenExjX1/2pl2MHVSEoF/Dhnx35Ahmm62EOsu/WrXi6wMHmLd/P0/GxpY7fqiHB4sHDGD47qUApKUU8cThVbz0++8MaN6c4a1a0bV+/TKNVlVV2XbmDPMPHmTh3r2kFRTgazIxLDaWB2NjuaWMY7/ZuRPPdvXRehjJ+nkfz/5rXLnz/HD1ap5dvJg7mzZl6RNP4GmsuurCL3/8wdh33+V0cjKPDRjA2089hZ935W6g0dHRlBUVf+zkxc9ASklBQR56feXmabVaGDPmdo4e3cPTT3/IQw/9u+KDKqCoqJDU1NPUrRvFb8tmoxh88fCJYPeG/9K1S3/c3FwoC1kFVFVFURTOnUtg25ZVtI14mJNZW7nv/ifw9PQhKSmRl19+nPXrV9C1a3c++mguYWElk1M1Gg3R0a2Ijm5F27ZPAJCRkcTBgxcN9Zdeupt33llD8+Yda/V8qsqhg6vwMLtjlgWY3Hzw8PCv1HEhITGcPbuTT6fG4pGrJ8Z+MTxFlSpWLNiwoKDBVway8PuHeOrpv/GoIGckOzuBn34ayrlz22nY8B7uueczvv66fqXmJIQnYWFz8PDoTVLSaE6caI1RE4ZQ3AkOn0tm2hu0lx3JIIVkbQGN633lciiSu3sXsrK+Qkp7lcJB7PYTaEQB7no/4lI2o9W/gqLtRmHhMCyWTzAar0bRrDT0QoNNtSC4BsXeRAhWDqJHj1CTrv74xWi0T2BWt3JU3U0UTclR95JnexPkMWyOJWi0D1+Qe3TFOFfVndjtfYBshJgNlJ4bdLH9s8CHuLn1ICRkAYpy0XvvcGRw9uxdaLVBhIWtQqermrTs/zw3wlpqiwIhxBGgh5TydLFc4i/FW61w3RrnQoi6wACcpb9aAsGAFTgBrACmSimvyi9a56go6gYE8PuBAwzq2JGPly/nxXudiTN/paQQ5evL72fO0CE0lB/j48ksKsKv2DAdHBXFzP37+frAAcZcEjLTISyMWyIieGXjRnpHRlKvAsPzbF4eQXWMqKrEILX8MPg+fjh4kCUHD/Ll7t1EBQQwKjaW4a1bE+jujpSSPcnJLIiLY0FcHKdycjBqtfRt3pwHW7fmnqioUhM0d505w9m8XPq0as27m37H97W7yNh2nHZhEdTzKzsedf727Ty7eDH3t2nDNyNHVqlIEUBKVhbjPv+chRs3EtOoEQu+/JJOLasvp1caQgg8PCovEZiZmcLRo8666CtWfFsjxvnatd/x+RcvMmvmTr766k0i2wwnI2k/FnM2oaGuVQV1lfT0JEYMb8vcL3fw2Yz/EO4Vi021kFZ4lAEDFjJr1ut8++17CCGYNGkaI0Y8UWnNdH//ULp0uY8uXe5j4MBnefrpjsyYMY5p03ZclzHph+JWECYDySKNZs3vrtQxp09v5+TJTaA60As3NIZg9uj+wqqasUsrGo0eN6Mvbm7+eHgE0cirOV7e4RV6hW02M4sW9SMv7zT9+n1H8+ZDq/SeeXn1x2TqwJkzQ1DNOzAIb04n3kUr2RoVB4fEYSLqbkSjqTi05lKkVLFYjiClipS2KhnnlqIFhHo2xOowU2DNxM2jIxpNJzSaWVits6+KcS5IRacYij3n/lfdrpEiDBu7MeEO8urGnF+OoptNivVmvOVZYmjBNvsXOLARSkPS7fOQOGNQXDPOfwWS0WimI+Wj5bZ1FrWaBcQQGvrrFd8RIfTodPXw9v7XDcO8PG4Y57WFDagnpTx9tQa8Lo1zIUQd4CQlA6hyAXfgpuLtMSHEfVLKDVdhPuyYMoUgb2/+PHSID379lbTcXELd3Vlx8iT31KvHF3FxvNC2LaqUrE5MZEiUM6nm9ogI2oeEMHnrVkZER2MoNoiFEMzr2ZOWX37Jw8uWsX7IEDTlGD6ncnPxitSSm24jyNONHpGR9IiMZIaisPjgQWbu3Mlzq1fz8rp1hHp4YNLpOJKejlZRuCsyksndutG3ZUu8KvBmLzq4nw//+JM30tKx+BlxbxBIytQNvHJn2RJt20+cYOS8eXRt3JhvH320SqosUkq+Wb+eZ2bOJN9sZtITT/D88OFXVSWlIkJC6vL55xtITk6kc+eeNdLn37v/RO8WxKjRsQRGtENv9CT5+AY6tL+bb7+dQuPGnWjfvleNjHU5R4/uxlxgZvy4e8jOyqBtxMMkZG6iTdvbeOSRdqSmnqF79yFMnvwuERGuVyg9j79/KPff/zzTpz/JoUPbrhvveWLiX2Rnn6Vp0+5kZCbQmAacNZ3m1pgeFR5rt1tZsmQkbm5+dO36IgEBjXB3D8TdPRAPjwD0evcqGdQZGUdYtmwUaWlxDB68gsjIe6pyahfQ6UJxN3XGuygbf4IpkLl44ctfYjuBodMxGEpP/iuP9PSp5OevJTz8CxSl8motDkci2Vl34+O7CptlPqEBHUnNP4bB0PeCxrZW2xGL5aMqe+RdQcg0dMJpnEuqphFfHaQIpQg7ARiQnLnq41+KEAYU/TKOWNrigQdtaI2ZAgyYSLNPwyFiEaI+QlRuRQlAo3keKZfgcExEiL44b+tljS+Q8ilgCjbbEfT65pe10KHRBJGWNh6NJgIPj35VOs8b3KCKnKCmBP4ryfVa0/v8Y/My4H7AT0rpDbjhjPFJAHyBn8RVqhoR7OODEIJOTZrgZTKxNi6Oe+rVY1ViInfXq0eRw0G+zYa/0ch3l1QAFULwRocOnM7LY25cXIk+G/r4MK1bN/48c4b3S6l8CTBsxc/M2LOTEwVZ+EboyUiyEFEcSmN1OHDT63m4VSs2jRrFgbFjefLmm2ni70+ohwdf9O1L0nPPsWzYMB6qhGEOcDQ3i/BhHZi4eiVe97ci/1gKHnkOOpdRGfR0Vhb3zphBmI8PS/71ryoZ5okpKfR47TWGf/ghTSMi2DN9Oq+MGnVdGebnadv2Nnr3Ho6v75XyglXhwIGtNGo1kIA6NxPSsAspJ7fT8qZOvPDCXBo2vIn33x9GcnJCxR1VgSNHdlPHtw0aixf1vDtis5s5lb6bdet+wMcnkM8//5O33vq+Wob5ebp3fxh3d2+WLp1aAzOvGRIStjJ71n188/VwfBVnmEmWmkpkZJcKj9206QNSUw/Sv/8sOnceR1RUTyIi2uHrWx+DwcNlw9zhsLF582Rmz25Jevp++vT5utqGOTi93Hk58wijHl7Cl1BRjyROUiAzMResJy9vuUv9mc17SE5+ES+vfvj5jXbpWFVNR8gUsjM7I8jFQ+/P2dxT6I0PXWijKFGArVLl3KuK3fY0qrofQQY6YcCuWpAEIaX1kkI7tYeU+UhZiBCBWFDRY0CVmahqIjbLCORVllUEUB27kfa3kCic4Dgm4Y6fCMJdeGKQDlR1M4riWoy3EO5otUuAIqQcXGEFWCGeBtzIzJx8xT5FMRIa+hMGQxtSUgZTWLjepbn8v0ACUtTMdoPLWQiYhBBdK2xZQ1yvxnkW0FpK2VtKuVhKmQUgpbQWB9r3BIoAL5zSNVcNnVbL1smTmTpiBD0bNCDbYkGv0eCm1bIqMZEJsbH8lpDArydOXDjmrnr16BgWxpRt27DY7SX6Gx4dzcCoKF7dtIldyVfeGLIcZt45tJlPtu3EL1RPZpKVMxn5tPxuJh2++7JE2+ZBQfy3Rw/WjBjBhpEjeaxtWwLcXVuyPpmVRUDnxrT+ehR+7RuSseogqVk51Ht3Ev9asqhE2wKLhX6zZlFgtfLr2LEEeLqueb1sxw5aPP44mw4cYNrjj7Px/fdpVrf6xuA/gby8bIqKCtEbvajTpBtanRGbJZu4A9vp29eftu3uQkqVSZMGYrVWv4z95RyI+wsPQyCR/rcR7NWUjPwEHA4bep0JjUZHq1YVG6mVxWTyoEePUWzcuJi0tGvrJTyPTmeirqYJyYd34232ppA8HDj4es6DTHkrBru9dGMiIyOe9evfIjp6IE2bVn9V49y5v5g7tw1//PEfGjfuy2OPHSImpmYqHRYUbMBdumG4RI88jAbEEEt29peY80uvBloaqlrIqVMPoNH4ExEx2+UHECkteBrqExPckcb+bbA7LGSbj1JU+DYF+S1xOBIuKLWo6uEKeqsG6lJU2y1YHVvQKQasqhWHugHVHop0PFF74xZjt83AYg5CtX+KBTuK0KBSiKOoLXbHd0D1tOOrgiQdu2M+dfDlJkrmQNUnCA2pLhvnAEJEodHMAbYi5fMVtA0AniQ/fwFW69Er9iuKJ2FhK9DpGpGU1JeioquXLP9PQcqa2W5wBR8Cp4BporyM5hrEJeNcCOHyt1M4H4ddQkqZI6UssxqGlPIwsK34v21c7b+6NI+IQKfV0r1uXTRCsO70ae6oU4flJ0/y79hYWvj78+SGDeQXa0UJIXjjlls4k5fHnMu850IIvrjrLoLd3Hjwt98otNlK7I/1DeW2h4N4Zk5TmrTxJCDcQKPeJvQNJUObtajxczublY0hyBNDgNP7Fz6iExGv9yLXXMRjN3e40E5VVYZ/+y17zp7l+1GjaBEW5vJYv23fTv9Jk4iKiODAZ58xtk+fSsc0/y9w6NB2vPxKPojUadoTT9+GtG7djUdHvsWzz35NfPzffPZZ+cm4VSE+fh+exouJiWG+MXSIfAQ3kxfjx9d8RdS+fccCkl9/nVHjfVcFvd4NRaMl2hpLqKiLFh3h1rqkHN5DaGgLtNorVZSklPz88xNoNDp6967eKoDVWsDatROYN68DZnMGAwf+xIABC/HwqLnFwNzM6UTIksmnSZzigPyLkLCvCAr9uNJ9nTv3PBbLIerUmYdW64IsajFSWlAUhSCPSMK8olAULTEhd+NvSEYRnihKvWLPOTgcR1zuv7IoSkdauLehhXsbTIoXnlp/Ghp1eGp8QHmw1sY9j0Y7CA06Gqn5BOLMNYrmJtoQi1bUKVfNpNbmpOmOznCIs4ove9iLVV6sChxIOAKBEFVTqNJoBgHjgKlIubDctkJMQAgDWVlTyujLj7Cw1Wg0wZw71wOLZT8aDZXabnCDajAW+ARoCOwUQnSq7QFdjUHYLISYBEwu1nwsEyFEOPA1cBvOuro1TUbx35r92t1/f6Wbeq9dy9pevYgNCOC7+Hh+S0ggMTWVmZ070/mXX3h940Y+LC5O1C04mM6hoUzZsoWRjRtjvCT8w08I5nXvTrelS5mwdi2f9brojWvlF8S2uATufNB5w24Q40FYIxOv3bGf0cNaulYppwKBYIeqYrHb0ZhKGiXJn2zgy/4DiQ0NhWLP/8QVK1iydy8f9u1Lr+joyokPXzLXX3fu5L4PP6Rl/fqsfvllfN3dS55L/fqVPi2zvfLhL5mZlW5aQ1rCV3JePm/37s3o3C8aYlKqnDq4jGBfL15/7Uek1NOmTV8GDnyJxYvfpnHjjnTr9kiZ/bqiy56YeIKsrFT0QRdXVgqt2RxI/oXnX/qW+vVvuVB8KD298v2WNwejsT5t2/Zj2bKZ9O79Kq54CC9bcCqXyn9ubiVWcA3CRKisS7Ixmd79Pikhc3j+8t6793vi49fQu/d0PDzCSr3sK/M5HD++muXL/4+98w6Pqtr68LvPmZZk0hNIIIQuvYmgNAEBFRt4BRSxYu/t2hXL/ey9ILarogL2hhQVFWmC9A4BAiQESC+TZOo5+/vjTBqkzCQTLJf3eeZJcrLP3ntmzpxZe+21fus6iov30bXr9Qwc+DQWS3S92uDnnBPYswJITwefrxBn+RISGAmAT3rZrmyj1Kzic7vx+pZit08O6PUqLv6evLzpxMbeidk8JqASC0dG0em6G8VXdbtWhEpsWAo78tZgC1+NEApCxCFEIrpet3He1M+lro6k0Pcu3SL6AZBgaUW0KYF9rj0I07kB9RvM9Xg07UB0J0KaiRVGeFwL0ZocmYWinBLQvSSYmgaBzlWIFEzWJTh8r/C79yl6yC4kiCRUodJSppCjbweqYr2DuefFxz9HcfEfaNpVREX1wWSqK9ehBYWF1+NwvIrb/TCKUlvyZysUZRE+3xAyM09HiGUIUXvYZXWCLSwUqAf5L5Xfftzr3Vw8RdWr2xlYIoRYBXwLLAE2SSmD+AZumGDdlGbgUWCZEKLOlGkhxMXAZmAkUNbo2dXdvwmoEE3eEur+g2FEq1ZEWSyMbWMku8zPzGRwUhLXdevGy1u2sM5v2VTEnmeVlfHu1q1H9TOqTRvu6tePNzdvZm61qgq9W7Qga4ezRtuV3+ZxXsdOxDRBqrA2DjkchMdWeW2kprP/8e+5vc9Azu/Zq/L4J+vX85+ffmLqwIHcMTz4CoHf+Q3zvu3a8dNDDxFrD72nyOfzMfiU/kyeOIEZM15nzZrVuN3uhk88hmzc9BuRsYbnXEqd/Vu+o3ViAo8+8nWNwj1TpjxO796n8eabN5KevqFJY+q6zsKFM7jhht7YTFVKNS5vCVsOf8Ptd73NiSeObtIY9XHWWbfhcOSzdOmsZhsjUMzmMHSlpnWdbt3F6DMeJjLyaKnD8vIC5s+/g5SUgQwceH2jxiwvz+e7765gzpwzUFULZ5/9G0OHzsBiCb3Odn7eLFrQCkWoFMt8VinLMSddTPfem0hKuoucnBkUFs5tsB+v9zCZmVOx2foQH1+7RzMw3Cii6itHSp0Nh34mOvZFFKVKnlNRuqBpzRfWoihDKfAW1jh22J2OUP51VMGm5kIqt5FBzTDGIkpBPWYhrbUihILJfAeqbTFbRT5b5VY06SOVzqD916+q0ph+LURGfgbYcDguQMq6zQKT6W7AhKY9VWcbRWmPxfIT4EbK0Uj5dy3pGWKOx5w3F99hiJSAIVSiAIMwjPblQLEQYrsQYo4Q4h4hxOlCiPr1chsgWON8ClAMnAJsEELUyAgSQsQIIT4BPgJiMEJP+jVlgnVwE5CEIfr+YTP0HzTtIiOZfdppTPInTj41cCCJNhvXL11aeUM7LSWFYa1a8dSaNXg07ag+nhg0iD4JCVy1YAF5fvdbh5gYcg460XWjDyklv72fyx29B4b8OewvLsbWsspgy3r9V0ZaE7l/+MjKYxuysrhyzhyGdejAjAkTgo47XbRpExNeeIF+7dvz40MPERNkTHygmEwmLrt8KvMWfMfr90/nsvEX065NMpMn9ODJx69m/vwP2b9/J3ow5QZDiK7rZGRsIyI6Galr7Nv0Fe1TUnn4oc8xmWruBKiqiX//ew6RkfE8/fSERs9Z13Uef/wM3n77RhITUkmIMq5Vt6+UzYe/4fobX+SUUwLzHDaWbt1OJTW1FwsXvt6s4wSC2RyOLqpeywKZgxZpYvCQ2uOOFy16EKczn3Hj3kJRgtuwKyjYzcKFN/PWW93ZsmUWQ4Y8yLXXbiQ5ufmMsfzsGbSSyaSTxhbTLtp3mUur1tMQQiUl5QnCw/uyd+9UfL76t5Oysm5D0xy0azcbRQm27FkVFWEtFaQXrkNX+xARMblGO1XtWq/nvKkI0Q2nXoguq+7B+92ZSNG4BVej5qCMo4B8vNWSJAtFGYr611AyUpTuqNb15Ag7K1iIDx9W6UXXVzW6T1VtQ2TkbDRtG6WldRe9EiIZVb0WTZtZr9GtKD0QYgFwGCnPpIHN/OMcpylMklJ2xLBrh2GEubwDrAacGBEcXYALMQz2BdC0ymJBGedSyjlAL+AXDFnDN4UQ3wkhWgghxmB4yycCPuBhYKiUck9TJngkQojeQIX75nUp5dFu6Kq21woh1ggh1uTmNn8G/Jlt2mDzB7fFWq3c26cPYtgWfgAAIABJREFUq3NzySwrq5gPt/fty8GyMlbVkvxpNZn48PTTySsv5wW/eosiBK1jIsnPMry+21eWkGqJoVtC8DGfDbG/qAiRZCR15ny9nhZpJbz/r4lVRVV0nes+/5zosDC+vOKKoJVZSl0urnrzTTolJfHDgw82m2FewfU33MRTTz9PubWEdsW9GOAcQ6tD7dm7cBuznnue2685kzNGJ3D15afw6sv/JisrveFOQ0Rm5g7CIxMAQfqmL+jSsSv33zcLtY7gyJiYFgwdOom8vIw6ExUboqQkl02bFnHuuXfSq+dwws3xeHxONh/6msunPs7wERc24RkFRnr6Wg4d2oXd/icUfTkCiyUcDcNA06XOHutOJl38Qa2Gd3HxAdau/S8DBlxHcnLfo/5fH7m5W5k5cygbN75PUtKJXHXVGkaO/D9MptDufFWnvHwzHs8Bdig7KYnuQvfeW7Dbqxb0imKlbdvX8fnycDjqrzKtaYWYTAlYrZ2bNCcp3ah+z3mJO4f9RTuJiXvnqHaK0g4pc5CyeXa6hFAwKT1waMaipFQrwiMtKEpw72vT5mBFKBdyyC+hKKWkXBagKKHPI2oMUmr4fHegydX4lDNYzy7AgfQ1LULVYhlDWNgDuN0z8XjqTkY24tt99XrYpXQj5WwM2ygMw1f3v42QoXkc5yhKhRBbgBgp5XIp5RtSyuuklKcAkRiG+STgCQyVwSyaKLgS9MlSyiwp5WjgTsANnA3sxFgptAZ2AKdIKRuMSw8WIUQy8A2GpOJa4N4G5vq2lPIkKeVJiYmhkb6rizKvl7iZM3lz+/bKY8OSDe3cldnZlcdGpKQggMVZWbX20zshgQu7deO1tWsrved9ElqQudP4/bd3c7mr18nN8hz2FBdBchQFf6Tj+nozCy69EnM1Y/HdVav4IyOD5889l8RGhKJM+/RTMvLyeOe665rdMK/gpptv5c4H/s328D/w4SVc2ElSUung7U7P8pMZ6B5N8Z58vvvuvxQVBRFc3US2b1+BNaIl6Rs+pU/3k/j3Xe83mAy7desSunQZFHBF07pITu7E7t3rCLPEsOXwN1x48T2ccUbdseyhoqAgi2efHUdMTEtuv/3TZh+vIczmMHS/cZ6ppnNCj7Gkpg6ote3vv7+ClDpDh94d1BjZ2Rv56KMRCKFw1VVrmTx5AS1bNk9RrerkZb+Nho+Etk/SofMnqOrRSkp2+8koSgRlZcvq7Ssh4Ta83gMUFn7SpDlJaYS1aLqPDYd+Ijb+Q1Q15qh2wh+HLWXzfR6lMoJCr3FfznTtRajHVPQLAKHeRAaHDMMcB6po1+za7oEgpROPZyI+3wxMpnuxWL/GHLYVj3oWXu1bpGyaclR4+EMoSmdKS29ESmetbXR9PkJ0RIhOdfx/Fx7PIOAV4FaEWPKXeO3+VGQIH8c5Eh91FCGSBrv8yoIPSynPk1KmAnVXbQyARlv2UsqXgesx4m+i/H1tBvpLKdc3ZVK1IYSIA34E2gO7gLNlU+8SISTCbCYlIoIdFVl0QJ/4eMJUld+rGedxNht9EhJYfKBuObmHhwyh3Out9J73j00ma7uT3EwXOWluzurYPBXS0kqL0Zwecl78hUWXX0VseHjl/w4WF3P/vHkM79iRKf2DF8hZu38/r8yfz3WjRzOka+Oy/hvLLbfdwW333s6O8D9qbCMDZMtMDsp9PPfCt/ToEfpQobrYsGkJh/evYWC/U7nt1hkNGuYORwF79qyjT59RTRi1agfkQNYO9hYs5Zzx13HeuJub0GdguN3lPPvsOJzOEu69dy7R0U0KxwsJZrPhOXfJcg5bDnLu+NoVapzOYlavfouePScRG9su4P4PHVrLRx+NRFVtXHbZbyQkHLvrPir2bHr23kp8Qt3qI0KYsNsHNWicR0Wdhc3Wk5ycZxsdcwxVnvMdeSsw2/5FWNjIWttVGOe63nxVM4VyKnleB7rUOeTej2q6rNnGqnMOohsaLXFQSDEFCHXoMZ/DkUhZgNs9Bk37BrP5VSyWpxFCIEQkJutHWG2rgMaHNgEIYcNufwNd30N5+dO1zMGJrv+CopxVa9ikpn2Mx3MiUu5HiG9RlFcQomlzOs5xGiCdmkUxG0RKWdRwq7pp1FJTGJ+YB4Bp/kNODG92T+BbIcSVMoQZGkKIaOAHf/8ZwGgpZXb9ZzWSswPXLf7S46HQ4+Fqv7HZNSaGndWMc7OicFJiIiuPkGAYkZLCm5s34/b5KiuGVqd7Ne/5XQMH0jshkc+2bmZxcS639D4JpZnSw9OLizj8SSY/XHQxnartNDhcLs5+9108mtaoOHOfpnHtrFm0iI7m6SnNL1VWG7ff+W90XefVZ16jh2sgJmHEdSeJVBQUHvz3JE4efDo33vo0iYnBy0IGy769mxg37maumvpUQK/n5s2LkVLSu/dpTR67rKyQcmcJ48bdyoUX1bv5FBJ0XWf69MvZu3cd99zzHampvRo+6RhgsYSjSR97rDs58+wnCA+v3dGxcuVbuN2Oo7zmmuZDVWu/hR44sJI5c87EZovlkkt+ITa2fcjnXx8xMYEVMIqMHEpW1uNoWjGqWntSqhCCFi3uISPjMsrKFmC3N646rpQuCl0ZlPkstEx+ts52ilLhOW++UERFGUiJJ5t8bxZC6e/X2D726OotZGjPAwqooasr0BikzMDtPhMp92CxfIrJdLRymaL0DslYFstozOaxuN2ziIh4rMb/dH0x4ERRan4XS1mK13szuj4TIYZisczG66276uj/HseTOZuRz4BHhBCnSimXHIsBgzbOhRDtgY8xkkIFMBsjOP4i4DlgDLBZCHGDbEjUNLDxIoD5wEnAYQzDPKOp/YaCTzIz2ZCTw9WDDcnLLi1b8tHWrcjY2EqD65S2bXllzRrcZWVY/SEiI1u04GVN44/MzMrQlxp4PDzcqxefbt/OC0uX8u8+fdizuQQ2wKxxbaHaAoBg4r4b0N8qdZTzxulnMDwlpVLW0KdpXDh7NpsPHWLuxRfT7UjJwwD6fe2XX1iXkcGnd95JTKCFikpKAmsH5JQEFr98yWX3kJ2t89kHb9DdNYDD5v041XLauDqR6GrFvsXbuXRFH8b9aypXXfMguh7VcKd+gs3RfPKJhcTFNaxnXSGDtmHDz9hsEbRvP7BOabSG5NWsVuOatNmsXHPNG5x++vUBKXEGIptXgd1uxM86nQ6Ki3NxOPJYtuxTVq78giuueI5Bg6r0AGuTHPR4nFgsTSvCEqjMnKqGUezKJrxFT/qfNLXW99Dnc7Nkyct06jSalJSq3Pb8/N289GJXYqPa0qrViaS2H0LrlJNITu5LYeEG5swZi93ekuuv/4XY2LqLagUj7RnMNRaorKbZPBTQcbt/r9egb9HiIg4ffpCiomeIiwvMOD/y1lRW5iSvKJP27ddhs9X0dFa/pr3eREpLwWrNpdrmXaOo+9qNAhHDrvKtSOV1dD04acBg2tYnqiXlheQV3YNJmrBaTw643yPlJKWU6Pqv6Po6VHU8ilIVDhLIa+jzbcbhOBMpy1CUH9D1EQ1KVgYjFlbb9ShlH3R9EWVlGkJUhU96vfOAcLze4VSV/ahIZ0sDHkbKabjdwfsW//EFdv7pz+/P4wXgSowiREOklEFoWDeOoK5uIcRU4CWMAPgi4EYpZUUg4ptCiJ8xlFoGAnOEEOcBN0kpixszOSFEGDAXGIyhaz5aSrmr/rOOHV3j4/k6La3SA94lLo4St5vssjKS/DHZg1q14jlNY31eHqe0bAkYsegCWHzoUO3GOdA9Lo4LO3Xitc2buat3b6QXxrdvT7S1+bbvVky5lIhqlo2Uklvmz2fBrl28dd55jD3hhKD7zCgo4OHvv+esHj2YOOjPVyK48qr70DQfX370NhZhpe/IoSxfsoA4d0tSvB1JcqWy4vMf+O7bD7jksgcYN/7Go9RTQkEghnl1Nm/+he7dT60hsRg8hnFusYQxZswNje7F5/OwevVXHD6cRkmJYYA7HMbP0tJcSkryjkpaHTVqKuPG3VVrf6WlBaxZ8wW//z6btLQlTJr0HGPH1t42lJjN4SAEEyd/UGdY0fr1s3E4DjFhwswax+PjO9G189k4d+1BLT7EjrT3WGeZQbEvG4/XicUSQd++k8nPT8dmi8JqjcLpLCAi4s/x0NZFWNjJgEpp6bJ6jXNFMZOUdCcZGXdQXr6S8PBT6mxbFxZze5JavorNVv/OiaoannNNa94kfiGGUK5/i8nUuJ2A0MwhArP5bDye77CK4CsjS1mEzzcTn28GUhoKN17v3SjKSEyma1DV84H6rWivdzGlpeMAO6q6FCGOzc6WorQHvEiZhRAVkrISI59uFFXz9mLoqzuBn4Haw6GO8/dFGHFJI4AB1R4VxtFYKeXCBs7vjWEnVpzbHUNB5VMp5UUhmGJFEaLHMYoQTZVSrghBv3US7NLzXf/PX4HLpZQ1AqellLuEEEMwlFoeACZjyM60DXZiwhCc/Qrjk1gEnF6fMsux4PNDh7hj+3Y2DB1KgsVC1/h4NCnZU1RE94QEusbHA7AjP7/SOD+ldWsAfs/OrjTOY61W+sbHs/jgQR4+8cTaBwMePvFEPt29mxc2beL6E7pzacfgjeNgiDjC5fjcsmW8uXo19w0bxrUnBV+6WUrJzZ99hgSmT5oUdDhMc3H1tQ+h6zpvvv0Ij53/Affe+xrv//cpvvz8bZI8bUn1dibJm8rc997mszkvcsPNzzF8xMQ/bf75+VlkZe1g1Kir/pTxK/D5PCxdOpNvv32CvLz9AISHxxAVlUhkZAIJCW3p3Lk/0dGJREUlEBWVSFRUIjExLenY8cQar5/LVcbKlXNZuXI2mzcvRNO8JCV1oWPHQXz22d20atWNPn2a12hSVRP337+P6Ojaw5i8Xje//PIkCQmd8XjKWLnyDYoLMyku3E9JcRYFRXvxqg46at1I0JPB76X14MbhKWT/r9+xdfkn5Lr2AaChc/rpjzBq1P2oaugXfI1BVe1ERJyIw1F/3DlAYuLVZGU9Tm7uM7Rt+3XQY0XHBBbSJkQMoKLrzWucS+VCVNH5T08kNNvuBhEf1P1F19fi9c5A0wy1EkU5BbN5JooyFE2bg8/3Xzyei4E4dP1SrNarMZl6HtWP2/0ZZWWXoigdiYxcSFlZ8AuExlJROEjKdKDCON+BISd9X7WWs4C9GFLTxw3zevn7es67AfUa4A3wIdCcmfbHvAhRsHclN/CAlPKluhpIKTXgUSHEfAwveu3p1vUgjD2u2cCZgANj5bQu2H5CTbiqkuVykVZWRoLFQpc4I0Z1Z34+3RMSqv4uKGBEW2M9kmy30zYqilVHxp23asWMbdvw6TqmOrx21b3n+VdeWRkWcyz448AB7v3pJy7q1YsnRjUuCXHZnj3M3bKFZ8ePp51/4dIYsg4fZskfq5l8Xug0uK+9fhopqR3o2LEn4eF2brrlCS6cfAuvv/IASxfPI8XVgU7unpS5S3jn+Qf47JOXeOOt30M2fkNIKfnjj3n8vmIBSclGAnDv3k1JBqUyPvrAgYYLvOzZs5bDh3YzZGiVvOJLL41n48YFtGt3Ildc8QY9e445alehIREfl6uMb799kW++eQ6n00FsbGvGjLmNQYMuJjW1Lx5POU8+OYw335zMc8+lY7c3/roJhNoM8y8+uYp1G2dhEhaET8duSWDpFw9i8qpYdDNWbCRgoxW9sWA9Kk3IIqyYpZV8/TClriJiiKeYAtq1G8SPPz5CUVEGY8c+SWHhPnbv3k9JSTolBWmUFO/B43Mw/oLlzSqzWB1NK0EIMw7H72iaC1Wte1xVtRMXdzO5uf/B6VxPWFhoSlh4vYeQMqnSOBVCQVHi0PXmVU9S1TOR8vRmHSMQTKaemEwvBhS2pGnpOJ034vP9AISjqpdgNt+AolS9F4ryICbT/ej6L/h87+J2z8DtfgWTaTBW641YLBMQworHM5eysoswmQZjt3+HojRJXCJohDAKT0m5v9rz+83/W/WdmVcwdCCCKJH7v8rf1zgHwwm7FkM7fA3wRRDneoEN/vNWA/8Czgjh3L7DkBFvh3HHFxhFiCouVF0Isds/h/X+nxuklI3Oag/WOB8opdwcSEMp5R9CiL4YsTrBMgS4wP+7GfimHq9CppSydv2zENPS71nO9wfjtfAH8+X7Axtb+uUB85015aHaREWRc0TwY6rdjkvTKPV6iaknVKV7bCyf7N6NAH7NyuKJtPV4fTpTOnTm2o7dQvK8amNFhhHW/+pZZ6EoCt/u3Mmza1fj82ncetIApnTv3mAfmv/bpq9/96Ax7Nm/n+EXTcHp0jmUm8udV01tdF9HctZZl9T4OyEhiUf/8x779u3k+advZ+PW5aQ6OxPjSiA2yDCUprB+/c+88/bdOMu9eDzlFJVk0KfPGNq3b5oOs90ew6hRlzNv3nQiIhKZOHFard66Jb99zMx37wQJERHRdO1mhDuceOI4Nm/+EZerlPj4NkGF+2iaj19++YDZs6dRWHiIU045nxEjbuOEE4bVCCmxWiNo06oPB/dv5fFHBvLwo6uIjDy2oSB5uWn00wYTLeKNW7DX0EH34saNCzdOHBThUXLxqRptvR2xCCtSSrJIJ0PsQUejPV1JYgi71a0UaLnkHtyGCTMb184hbdN8whQ7Zq8Fi08lTIaTTDi7LDmUlmYQE9O8u2QApaU/k5U1Fa83E5MIY9umrqS2f4fomDF1npOQcAeFhe+QlTWVjh3/QIim7QD4fLmkp3fFpKZgj3yWsLCz0fVCdD0XVW1eL66URXjcbTCrPZHKbahqKHa/Ax1b4nG/hub9Grf3d6Jj9mHU1aurvQ+3+2VcrmmACbP5OUymazC0Eo5GCAVVHY2qjsZiycPt/hC3ewZlZZdQVnYHZiUF9F2oRGC3z0VRjk3dAUNduRApc9E0Q05VUao8+qo6DK/XCtwPfI8hAjcKw4z4EphwTOZ5nGPOJiBOVpODCnKn+hS/Y7ji3MEhnBtSyvH+fiOB3hhe+opHTwxBlC5U6Z2DsVRq9LZcUCcGaphXa+8Eai+3Vz/VXck26g+aO2ZyiklWKxclJ9PSb0xH+n86/GXhrSYTZkXBcUQmTaTFQq7DUeNYRbEip6ZxtNJvFXlOJ1EWCxZVZXVuDu6BKsldYnh5+qZmNc53FRQQY7OR4F+ALDuQyZZOKSj2cF5e/UdAxnl3fzz9tsOHGdMt+LluTUtj9CVX0KLV6dgjW3HXfx7n2osuxN7MGunt2nXh9TcXsGLFCl5+4SZ2793AnFtDW6AoN/cAiYkpNY5t27aCt9+6m8KCfFJaDqNDq3ZkHlpJseMgt98+KyRhNbfe+l+EEHz22aP4fB4mT/6/GkWmPv7wXlb8PIfezoGUUsL/PTGWjz827pejRl1H69bdeO21C3nkkZPp2nU4VmuE/xGO1RpBZGTV7zab8bvX6+brr58lI2MrXboM4p57PqdbtyE18pqrs2f3SnpZh7GvaCtr1nzJyJHHVoNaUU2ksQlFqGAx4dbLEUIlPCwOuz2JqOhUEmNTiYhMZNGP02hDO7bJNeRykAii6SL7EEeLytc1SWtNLPHYPOGEEYFJMyN0/2suNVyU46ScUoop8hzA6cxrVuNc00rJzr6XgoI3sFi6EG0fRlJZGRHeCNalnc6AAXqd15qqxtKq1QwyMs4nN/cZWrR4qElzKch/mnYtBxJrb8WatHNo3VrH7V4JgMXSvDkquv4NyeFdaBORwqrcySjKxBqJic2LxOl8kP7RIzno6kaR9yfM5ktrbenzrcPpvAZNW4fJdB7h4dPx+VJqbVsbipJAWNid2Gy34/X+hMv1EtL3C/0YxmY2+FVxQmOc63oWmva9v4hUrv+Rg64bPyEPqKrMKkQPhKgK7TSKML2IUQT8ZYxyKk9iRA5Mwgh3eRRoSu7NPxTJ31atpak1caob5s2JlNIBLPc/gEr1wk7UNNj7AoF/SGvhL6naL6VcTJCakseClLAw5vSr2j6M9HvSqxvjkRYLJUcY53aLhfQjjlUY5666pDf85LpcJPrT4n1IYluHkdIzmoMR+Y1/IgGQlpdH5/iqOEi3rmNqmYApPpbYrXsD6iPRbicuPJxttVRDbYi1mzcz9oqrSWk3DntkK9J3fsIdV11LRFPlG4KgZ8/BvPPeOjweN1Zr6MIMli37kqeeuoj3399Dixap7Nq1jnfeuZtDWftIaTmM1p3H4ig7xLqt71HiOMjUq14kOjo0RbRUVfUb6Ba++upJvF43l132HC5XKc8/M4H83Xvp5RqIgyLSw3dw53U1iwV17XoqTzyxnlmz7iQ7ezf5+Rm43WV4POW43WW43bWH3SUnd+Kee75g0KB/NbjI8HjLiVYTCdei8HqPXSkDI5ToXdIzlhOX0I4JE94lIaEzERGJSHn0rfL3Fa+BprOSn2ghUjhJjiRC1FLsh2i8eCmhgFxTNl6zzzDINQcSExHhyURGtSM65mROS7iF5OSQOn1qUFa2lAMHrsDr3Ut8/B1ERJxGYdYNpMiT2alsp3VS7bsp1YmKGk909IXk5j5OVNR4bLajY5kDwefLo6TkY3r3mEpGzlqiIm9HCIHH8zugYLE0b90BoX9I6/C2+KQHi3rWMTTMDc+21WQsPlpYW1LgnAe1GOde7zzKysYhRCLh4Z9jNl/Q6EW6EAoWyxmYzadTUhhDtIgjghZ49CxUtemLQV0/hNM5mCoxtWiEaIEQiShKR+CUyr+NRwsUpXctz+cGYBGGIX4qhlDbL8AdGKG/P2DEoR/behl/B45X9zz2+L39u/yPylAcYSTPNJo6jXMhKlPHvVLKQ0ccC4q/ivRhqDEpCjaTidIqvSciLZZKT3r1Y6VHGOFhfp0xp1b/gi/P5SIxzJCW06SOogh0TaI2c3LiroIChqRWvd0uTUOoKmg65lrKm9eGEILuyclsD9I4X7JtGxe8PJ22nSYQFhbPru0fcd3kcTx6+61B9RMKhBAhNcx//nkOb864G3tEInv2bOC1124iffdmWrccSu8uIylz5rBz71eUOg9TVHSIqVNf5swzG6+sUhtCCK688lVMJgtz575ASUkuadt+J7Iogi7e3hxWMjlkP8CDD/1Ahw79jpKji4lJ4qabZtfad3i4jtfrwuUqw+UyjHav102bNj0CVprxel2omNCkl3371jb16QZEUVEmX3xxDWlpP9Cx40guvfSLGrrnta2h03YuRBc64eZohDSR5z2ES5ZhJxoLtkqjo4g8NiurGH7qXSS0OIHY2LbExrYlJqYNGRnN7wHUtEIcjoWUlHxDScnnmM3tad/+N8LCBpKe1oXeWhccFJGvltOj1QMB9Zmc/Bqlpb+QlTWVDh1WNCqpsiD/GVISegOCjJxNxCd+DIDH8ztmc28UJfgqxIEiZRFSbibOehEbC5YjlebX+z8SYT6HPM8sOoT3wOdYiEXKGoaqlOWUl9+IonTDbl8SstATIQSKiMAnvYRhwqXXXq06GKQsxeU6BynzCQtbiqIMxNB0MAhOalZgaE/0xVBoXodR5/AdjILkVwMnAs9jGPKBfxf2ClCIZsuWIKZ7nOPUQnMWIapwj+4AehxxLBiaFHdzzJk3L/C211zDRe3b08NqhTwjeSnaZKLY4aj8G8CuaUeFulR6zmszzqu1zS0vJyUiAjwefD4fQvUb5xXtGhKjrU6AIroun4+MoiKu7N27sn+314tQFaSmYRWi5rj1zKF7YiJfbNqEdLsRdXi9565axdkDBqAoCvNXr+ayF1+jQ7cpWCx20rbP5L7bruOOG66vc4yEIOybYNYJgeplQ+3G25EsWPAe7/33UXp2mkLa/rm8/NINtEkaSt9uV+F0FZK27zvc3nxOHT6FL7/8PwYPnsTEibcS6DosUD3yj2Y+QPah3dz74GeUlGSz/Lc59GAACSSzz7ITmWTilSfWEhtrxMAGo+mck6NghN+FA4mYzWA2Q34QGz2a5kNRFXRFkpa2HJcruMs8UCwWw1u+atV7fPPNnei6jwsueJ0hQ244SlqxtnIC190wD13XKSzcz7Jl01ny24uc0GEUWUU7KS3Lw26KIVyLwOoyEybstGiZwoiRV9boI5DrpoIdDefxVmI2p1FQMJfCwu8pKVkKaJhMiSQn30Fq6mOoqp3M/dNI0COIJIbV6kq6dP+AqKj6pVor9KpNpkRatXqdzMwLyct7kcTEe45qW997pmn5lJTMpJffax4eMYmwsBZIqeHxrCIy8pI6P39RgZcfqFOL2+n8BrupHRJJvjuD2IRzgjIgQ6GJrihjyC16mS52KxbFiq7vRlU7V/7f5XoSKTOIiDjaMG8o8bo6tb0PikjCLZ2EoZKvZVY+92DueRXnGPHwF6HrG7Ba5yLEUKSsqSkebB0Io/L5bGA4hgH+MYYRPh44GZiKEfryPfAe9cXrV9CzcRs8fy+Oe86bBSFEhJSy7FiOWZ/RXGESKLUcC4a/XHhKKHl/+PAaf8dYLBQdGXNuNlPq8yGreUYqPecNfDvnud308yud+JAoikA2s+d8T3ExEugcV+U59Og6mExITcMSxDdT96QkClauJLe0lNoKtv+yYQPnPfYYq19+mb3ZOdww41069bgcRTGRtm0mT027l6su+XOqioaSb7+dweyPn6Fn5ylYLXZOaDcOszkMj8fB7owFOMoPcOGFj9Knzxjuu28AyckncMMN74ZcvnHPnnX8tOBdFLPKgvlvsnXdb5zECGyEs0FdQbf+w7jrng8xm//Ectj+b3VhUsjLS+fgwW3ExTWc4xAsRUUH+OSTa9ixYyEdOw5n8uT3SEjoEFQfiqIQH9+e5OQeSCQTL36HlJR2aJqP3Nw9HDy4hQMZ6zHvXcvePSsZMfKmkD8PAF33UVy8nLy8ueTnz6W8PA2A8PBetG59L3Fx52C3D6wM3XC50sk9PINT9CEcEPsJixlAXPzooMZcJPltAAAgAElEQVSMippIVNSn5ORMIyrqPKzWwMMMiosMr7lAISN3A0nJHwLg8WxFSgdWa/PGm3tdH9IqMpV8dyZm88koSkQjDMimoapdcetl+HQPiZZEsn0/VhrnmpaG2/0cZvOlmEyhrxyqKCm49SJs2EBvfD6NlBKv91Z0fR5m8wxUNZTyp0OBxzCUmccAV/iPJ2PUJZwO3I0hovEuhhb6cUJEghBiTbW/35ZSvv2nzebPp1gIkY5RDWsjRgLrRillYxzWAVGncS6lPMoCq+3YcWoSa7Wy94jkz0izGV1KnJpGuN8or9dz7kdKWSPmXJPS8JzrzWuc7/Jn6h1pnAtVQbq9WIKQdOzu13bflp19lHGuaRrXTX+Llkm9uWnGm+zNKeaEnlei6z7Stn/IjOeeZOL4v/8N94svXuKLz16jR+cpWMzG7oHVYudg9hoyDy9n0qRpjB5zLYqi8Nhjo3E6HUybtoiwsACrqQaI1+vmhWcupJOrO/tEGl988BS9nSfjw8sa02+U+UoocmRTWJhNixbHTu+4Ono1C0moKiBYteojxo59KqRj/PHHB3zzzR1+b/lrDBlyY52FiAKhIja+QgJRVU0kJXUhKakLJ554QX2nNoni4lVkZr5IQcGP+HxFCGEhNnYELVveQmzsOdhs7Srb6roLIVSklOzddRUdtY5oaOxX9tG/63dBjy2EIDl5OmVlv3L48D20bRtYH5pWQGnpTPq0vZLM3HVEREzEZDLuE263IVdqszWfca7rRXh9RkjLpsLlmG3HPqQFjNfPYhlGgfcQiZaWHC77Hqw3+Svs3gLYCAt7tnkGV9rhYiXhRCC1/Q23rwOf73l8vhmYTPdgNte9u9l47seIN78JQ7WuYgEoMOrCnAZMwfCoX4ORTNp84VD/Q+RJKestbiKEmAZMa2T/z0gpH2zkuX8GCkbSZyeMiw0AIUQpRxjswOZQeNmPG9shxm4y4agWgw5UepqrJ39WKAb56nHXHHY6cWsaLf0x5150FAV0DVTRfG9dtn/vuvoCwO2POZeahi3AmHOAnn7Flnnbth31vzcXLMSnxNOh45lkFEpO6DUVn8/F7q0z+fCNV/4Rhvns2U/x5efT6dH54krDvIJIe2tU1UpRcQ6KorJx449s2/YbF174OKmpod+Dnf3RQ1iLLcSJFnRz9qOncwClFLE1Yi133v8htrBwtmz5jfffvzvkYweK1+tEVQx5Pl3odOo0lB9+eJonnjiBL764mS1bvsPlKmlU3+Xlhfz664s8+eQJfPLJVbRu3Zd77tnEsGE3N8kwT0tbxNKlr2AyWbFaj61hsG3bFHJyPsNu703Pnl8ybFgeffv+QHLyzTUMcyklG9Z1obBgHgX5X0L5XpJIYZeyizbtH8Bqrb1ScUOYzUnExl6LwzEfn6/uokGaVozTuRSA4uJnSUnoiSJU9uesJzqmSvHF49mIosRgMnVs1HwCwe3+hha2tkgkea5MrNY/Tz/bZDmHXE8OMeYkfL41SKmj6zvw+X7EZnsQRWkeCVeptMeFCythSHmwcX3Icrze+1CUkzCbQ7d4romK4R0vxyhOfiTdgVXAvRje80E0Lvr2n4GQoXkEiILxBjX28XciFWNr5lGMqvUHMFaIkRiVSa8H3sBQcSkWQuwSQgSj034Uf59Y8L8JBW43cUfolu91OLCbzcRWO77OH5PeK67uwg+f7zVuMmNTDEUeTUoUVUE2s+f8Xx07cs+KFTy0eDHzJ08GwKtr4E8IDSasJTkqiqkDB/LSkiVcfMEF9OtofOkWlZby2OxP6dTzamy2aLr1vgKH4yDp22fx1YP3MnxMcFvsf0Xef/8RfvrxE3p0uhiTyYqUOk5XIY6yQ5S7cnF58vD6nCxbNofRo6+ia9eh2O1xbN26mPPOC235+t271/DrTx/Szz0YBISJCJyyjPViOZde8B9ycjNwOksZOnQil1/+dEjHDga3uwyT3zjXpJeLLppOWtqvbNnyI3/88T7Llk1HUUy0azeIzp1HYrNF+Q0aHSl1pNSq/V71KC4+yIYNn+H1OunQYShnnfUEfftObLRRrmle0tOXsWzZa2ze/DXx8R248sqvj7lx3rXre2zefB7l5TsJC+uAyVT7bovLtRvpK2HfnuuRUqOf1psi8nBYBF1TbmnSHGJippCX9wzFxZ8RH1972E55+ffk5EylVaufKHW8T582V5KRs46IiAswmZJqxC8LERbycC5dL8LjWYbNdo4/pKWtP6RlIIrSvNKs9WGxjiav7CFUYSLcFIembUBRjMJYQjTfvBQlBScSK2FojayTIkQ4qjoVTfsvur4MVT01xLME+AO4GGgD/LuONhbgaQwv+oXAQOBT/9//YxxDKUUp5aMYxuo/HinlAQyDfG7FMSFEHEZm8knAeRjJEBUFijoCwcVIHsFx4zzEFHo8JPk93RXsKC6ma0xMjS+cFdnZtIuMpFU9mt2z09PpFx9PtxhDkccnJcKv1mJqRuM8MTycacOG8e9Fi1iwezdjO3XCo+lVnnM1OIPm+fPOY/727Vz9yiuseuklTKrKAzM/JjaxHzZbVRENn8+FxRLBda+/yX9atGTiuPNC/dSOCVJK3n77XuZ9/19SkgaRcXgx5a4cSktzSUxsQ9u2JzKoywTatz+R1NSeWK1VHvVzz72LOXMeZPfuNXTqVO+uYsAY4SyT6ejshlpNVcNGOH3kYOZ89DgaPvr3P5N77vmkSV7kpiClxOMpRxVmkODTvcTEtOK0025l8OBb8fnc7N27gh07fmTnzh/54YfHG+zTqDapYjaH0b//FIYOvYmUlMYVc3I4stm+fQHbt89j584fcblKsFgiOOusJxk+/A7M5mNT1bM6sbGn0r//72zYcAbr1g2nd+9viY0dcVS74qKfSJIpqJoZgSCMCDapG+nQ+RsUpWlfAzZbL6zWXhQVzarTOPd41pMU25WDB8fQruVQFEUlI2c9ya3fO6KlSnUd7FDh9a6lqOhcIiOf/EuEtFSgqiloqLj1clpY4snyLcQnc1GwoOu7m21cRWmNS3hQUEB6/YvafUiZUGdho9qwWF7C5VqMx3MpNttGmqgedwRLMdRZEoGfMYoz1sfpGMb8eRiFi27GMNr/vMXXcf65SCkLMDQ/FwFPCyF6A3OAGOAhAslSrof6pBQbG0t0FFLKhr9F/yGsOPdcI3myGjuKihieXLVtLKVkRXY2I1odXTq8gj0lJazKzeW5AQM4b8kiOtgjyXW6MKmR6LrE49N5dtsmfs/P5ethTSvrXhu3DBjAm2vXcv43X3P7gAEUu1xgMozzco+HB5cuodjj5fVRDY8dGx7O6//6FxNmzuTFr75i3KBBfL58Jd373Vyjnc0aTXhEEiWl+zHXJo/xN2HHjj/48YcPaN+hJ127dKFrtwF07NiX1q07o6pqncV3AMaOvZm5c5/n888f4/7759bdMAhmffgQthILsaJKK71MlnDYdoB8JZtwJQoNH7ff/sGfZpj//vtM5s99nFNH3mgsICRoupdDh7axZPEMRo15iKSk7nTuPJLOnUdy7rlP4fGUo+saQih+I1yp/N14NG0Bq+s6Bw6sY9u2eWzdOo/MzNUAREW1ok+fSXTvfjadO4/CZgttbkCwRER0o3//5WzYcAYbNpxBjx5ziIr6V402xQVzaStjicOI7T7IflyyhMOZT1Fe2p+27R9u0hxiYqaQnX0fHk86FsvRDiOfZz1t2gwgKa4nsfZUMnPXg5JEWdlczOYTsNlGAMZiqjnqiUjpIsHWDafzDVrYDJWWXNd+osM64XYvwmIZjlGM+tjh9a4FBGbLcPI9WSRYkthT+Bh2UyKaCEfTQm+ca1oaPu9XqKZTcWNUsjaLCFzlN+D2vofV+i2qenbA/Qlhx2KZhds9GI/nRqzW2iVWg2cRRhRBGwzDPNAq050xKrg/ALyKkTj6PoZe+j8cyXG1lj8RKeUmIcRAYAVwLUal+0ZTnwX0KE1/q4W/j/8Z41wIgbVawmSp10tmWRldY6o8CpllZRwsL2ewP1myNmanpyOAizp0YPu2Yr43HSL7gIMJYb1QVcGifVlssznoqQahKxYEFlXlhTFjGD9vLq8X5uLOyiLRZkUIwQebtyDjY7i+bfuA+7ugTx/OHzyYR2bN4qvfV9OyzShU1fgydJYXkJP1G67S/UybfCFTT38Y89ChzfK8jgXdup3Ml181bqs4PDzK7z1/iD171tKnT/8mzWX37jUsXmSEs0gkuRwiN+IQhCuMn3An+/dvYf78GTzyyDxiY+u+Hpub1q17U15ayNIF0zFjAWGEjnwwYwpFrsOMO/+Vo86xWEJfkMrn87B16/ds3fo927fPx+HIRghBaurJjB37H7p1O5vWrfuGPOyiqdhsbejffykbN57Dli0T6dBhBklJ1wJGyXRH6R9EU6UslUQKNj2MLcWLsEc1XQknOvoisrPvo6hoDi1aHJ3n5fbswG4biEk1QvvstgSSY8rJzL2V6Jg7K43z5vKcgwuraqdv3AhA4vQ5UISkrOgsPLqbhMQMjrVx7ip/C5frY0ChWHQl2dqR3lGnEq5Gsbb4d7Rm8ZzrOF0PYiEe8IKAaBmF6l1BHnEYzr/gUNWBmM2P4vU+jM93NiZTU9W15gEXACcAPwHB3pcigFf8fVyJIcd4K7r+5J8awnRMOG6c/6lIKcuEEPdirAqvAd5qbF/1Gecfcvytrp+ShhPT0goLAehqsVDhMl2RYdRkGhQeTm1uVGm1Mmv3bk5t2ZIUq5VxCa3Zbi7jyqX9Uc2GZ/PBZSP56cmdXJTTKnCB62C8ojYb57ZtS0drGDntWpN886UIsxlTQizhp/TD8+J7TOnQMSit9dcnT6bz2rXsOFhIvwG9cDoLyM5cjMuxj2njz2Xq8BuxmEzG6xqEsLUSRDRBMBrJAby9lQTj6K8nzQCAiy++he+/f4FvvnmMAQMCV9E4UqPY43Hz4nMXkersSJZpHzmWLLp0G8A9lzxJSsqprF+/kBkzbmLs2Fvo1eusOi+jmCB2quvSla6N6q9vVFQfhCroxWAUv/rqQPMZlOnFODq0o1WrwCukltdepPQoqn8cNM3HH398zPz5j5Gfv4+wsBi6dz+Dnj3Ppnv3MwkLC3z80tKAm3IwiFy81AYFdOJJTV3E4sUTSU+/Dk3LJjX1IUpLNxAholGrVcD04GanupPUtk+R0OKWRr1m1bHZ2hIRMYzi4lm0bPkAQggqyhpomgMhtErDHCA+qj2HCncQHT2R1q2foCIdp7RUpbRUq/czEszrW4HX60L1qZX5DCbFwoikKazMnYc95jVstqiAXwMITg+8rs+VNexJPO5vGRx7OjYlHCEUkm2dKPQcQlHs6L50wsK0WiuXNn5jsSte58l095mJwNjx6Sl6oEudbHGQ2MiUgOsqVFcBtlrvx+FYiNd7I2FhQ1DVdnW2rQ+v9wtgMkYF9B+A+Hrb1/8+nIqUm9C0+9H1V9m2bR6GFz0waUoZoPXzV1qn/50rhAohYqk9UTRKCJFQ7e9iKWUN1Q0hREVxjQoqbjaWI851SSkbcQcJikWADlxGcxjnUsorGtvpcarY4bdAukZWbX2vyMsjXFXpHV17bN+GggJ2lpRwZ3fDo3VaUhJXL1yJalZQFONOYA5T2bk0j7NHntxscxdC8Mypp3LhqhXEnH+GccxkQneWIvML6Z8UXEhVYmQkEbYIWrYdwZ4dX+It38/D487l6hE3GUb5cQCIiIhiwoQ7ef/9h0lLW8cJJ5zYqH7efft+snP2Ux7p4MyxV3L+BTeTmGgkF6enZzN9+hWkpvbk0kubSa4tCBRFoUP7kyhOzyVONa4ri7CxX93BGaNvb7ZxdV1n3brP+P77R8jJSSM1tT+TJr1G9+5noqpV12QwxYL+TMzmCEaN+paFC69i//5peL3ZWMzJxGlV959SWcxGdQPtT3iDhMQJISvwFBMzhays63G5NhAW1q/yuNu9Dbut6l4hpWTHgV9w+pJok/pBjV0IwxBtjrAW91FJ9HscG5CmUwiPmBTy8QJBURKwhj/OttJX6R9dFXah4fPHfXvQtAOYTG1DOq41/G72O+6lXzVx2zJKMKmdGr0jJIRKRMRHFBf3oaxsCpGRv9aoEBoIHs/HuFyXY0gmzgcCj32ve14RmEyvousX4PNNpcKLDk9S05Y7zl+A9UBtF/unR/w9Elh8xLF7gEdqOfd8/6OCmVQJ5geMEGIAhkRigJ5QJIaUUKM5LqXYzOxwOFCEoFO1km4r8vM5OT4eUx1uqNl792JWFC7wu8rsZjNdYqLI2lrlaszcVETX6Giig3HhNILzO3fGVFKKXu6sPOZct5XzOwV/I3/tp0UUOErYvfNrcnO2sPyh+7lx9KjjhnktnH/+LURGxvLhh481ug+fz8N993/Ap19kcu31T1ca5lJK3nhjKuXlxdx++xwslmOfyFgb/U46iyJRVVlXlzp5+kEGDvxXPWc1nt27l/Lkk314773JmEwWrr32a+69dzW9ep1TwzD/u6EoZrp0+YCUlH9z8OB0srNeI04azqNCmcsG00ZO6PEFCYkTQjpudPQEhDBTWDirxnGXawuRYVXbL3sOLae43ERKm8+P8gobOuzNE3NeXX62yHOYzPIMouMa7dgKCVbrNZRoFnLdmZXHdKkhFMNjrGl7Qj6mxXouJZTiklX3dAfFqKYBTepXVdsTEfE2Pt8KysvvDOpcj+cDXK7LUNXhGB7zphvm1VGU4Rgy1DdjhLz0BjaEdIy/BDJEj+McySrAIYTYKoSYJYS4WwgxRghR25bqeIwdgCa5PY4b5yEks7yc/2zdyv6yKv35LcXFdIyIqIxD9+k6G4uKGFjHvq2Uki8yMjg9OZn4ajEC4xJT2PVrlY7wzh9ymJTY/IVihBCMadcO1/aqLwnzmi1c0qlzPWfVzt7cPF68ZAprHpuGosBlb72F5+/ikjzG2O3RTJhwBytWfMeePZsa1cett7/OqNFTMJtrLuA8Hhfbtv1GeHg0Hk+gjoDmp2evUThMhZV/F+qHad/hRMLDQ/tFXcHPP7/IwYNbOPPMB3nggY307Tv+LxdL3liEUOjQ4Tnatn0Mjy+fKGI5LLPYZt5Fjz6/EB0T+gQ5VY3BZGqB251W47jbtR57mHG/25+9muziYlLbfY+i1JScLS/fQF7eB1gsgSb/BY6UzkrPuU/3srFgGbFxs1GUPzeZVwiFMPsHbC1dhyaNe6EmfWhalr9F6L+ihTBhDb+eTDIqjxVTjmI+pcl9W60XYbFchtv9VmUtj0DweKYDMYSHz6P5ighFYCSJLgYK+Uemwv2NjXMpZTsppQjgsbiWcx8N8NwrGjm9UgyDuxtG3NXTwELgsBAiSwgxTwjxihBiDvAxxqu4spFjAY385AshooQQdwohFgghtggh9tTy/8uEEJc2ZXJ/N9YUFDBt61Zy3O7KY6sLCjipmiG+v7wcn5R0iaz9S2FLcTH7SksZf0SA6TnJKaT/mg8YBvzORbmMb3NsqjhO6dgJNm4HQC934s06zODWwX+BvnbZJdx6+hh6pKTw/jXXsDwtjVtmzgz1dP8xjB9/M2FhdubMCa3uuNUaxuOPL8FstvHww0NZvPjDkPbfWFJSelCuOfD5wwnzTIcZMWpqs403ceKrxMa2Yfnyd8jLa3wJ878yUVFDiCKOTHaz15pLr34riYjo0SxjlZR8j9ebRWzsZTWOu10bsIe1ICtvE5n5+2jX/qejEvMcjmXs3DkCISx06jQv9JOTThS/l3578R9Ywi/DamuSmELIMJn6oJjHs6d8C2AY517fduz2e7FaRzTLmLawGzgoDqJLQ1msRJRjNjdOYvRIhLAjRHRQC12L5TqgEE1bEpI51M9wDFWXJhdxPM7/CFLKKIyLZgLwfxhZyxWFiJKBscAtGEL7FiCPuoX5AyJo41wIMQjYATwHnIERV9OuehspZQlwG/CBEOLvK7sRAAedTrLKy5FSkuZwAFQa3oedTg44nQyIja1sv8vfpnqYS3W+82eIneMvPFRBl6goXPkeSgs85KSXEadYaB1+bGLmxrRti2/HHqOs9KYd9G3ZArWJknuTTjmF+849l7d//ZU3f/45RDP9ZxEZGct5593A4sWfkpUV2u3tDh1O5Jln1tClyxBef/1y/vvfW/H5vA2f2IwIIejc6WSKtFx0qVGgHaJ//3Obbby4uDbccsuP6LrG66+fQXHxoSb1p+s6mZnrWbLkJd5/fxzvvDM2RDNtPMWFP+KkjD1so1uv+dhsbZptrLy8lzGbU4mOHl/juMu9i1JnHnsOb6Rtu19Q1ZoZxiUl89m163RMppZ07bqcsLCuhBopy1BQyXGmk+/1EhX91/Ka2sKf5oArgzJfMToaJnMfIiObq+omKEoiZvNwcsgy7usUoqqhed11PQchWjTcsBpm82UIkYLb/X8hmUMAIwJ/7v0u1ISqOujfOam0OZFS7pFSfiWlnCalPE9K2RYjY/k04HZgOkaV0NuALlLKXU0ZLygLSwiRAnyPIa6+ALgUY3+oNt7EWFVc0JQJ/tV5fudOTliwAAnsdDhIstmIMhuKAKv9Si0DqnnOd/ulBjrXY5wPTEg4qpCREIIzkluxa0UeO37KZlLL0CYJ1UdcWBgtw8LxZedRvnQ127IO4fQ2/cb2fxMnMrZPH2758EM2Z2Y2fML/IBMm3IGqmvnss+dC3nd0dCIPP/wD5557JwsWvMbjj4+moKBxpbxDRb8BZ1Os5JOnHaRr12E1CjQ1B0lJXbnpJkMycfr0sZSX1yNCXwtZWf/P3nmHR1Vtffg900smvYcUCKFXUUA6iAiIgigWsN2L98Pe+xV7vyoqCigWFBEVC6ggCAhSpPcSQoAkpPcyve7vjwklfSaFq17e58mTZM5uk8ycWXvttX5rP+vWvc38+ZN48slw/vOfC/jxxwcpLDxMaGiSX0f7bUFF+W9oDRfgxkl5+co2m8dq3YvZvJ7w8HuQpLMTaUtxuspJz9tOUvt1KJU1ZfHKyxeTmTkRjaYrXbpsRK1uo9NAYcEl7Bys2E5I2LdI0rmVTWwKmSwQuWoC+6t+wyNcqNXXtHmIlVr/KFlSPjYsyKWoVvubCFGETOa7uhGAJKlQqx/F7d4EnAvv+d/POAe8FUJb4+s8SJI0VZKkZyVJmthQGyFEuRBivRDiXSHEPUKIu4UQs4UQ/n2Q1IO/WU+PACHA56didyRJeqOBtr9Ufx/RrJX9t1i2zK/maUYjnQwGZJLEUZOJTmeFq+woK0MmSfQ923NuMhGgUBBVj+ZcvtXK9rIyXuxT//HixMh4Xlx9hLIsC292a7k2sT9MSkzkw10HkOcWUGA28+KWLbw0rGVxq3KZjIW3307Hhx7i0cWL+eXRR1tptX8fwsJiGDv2Vlau/JSbb36GsLCYpjv5gVyu4JZb3qRDh37MnXsbd9+dzJgxdzBx4qOEhDS/wJkQgtLSPPLy0snJSSMr4yDZmYfJyz+O1WHii0V5eE//atK9+yX8qHgNJ3auG/1AC56Z7yQl9edf//qeuXMnMG/eRO6+eyUqlbbJfhs3zmHJEm9FzPDwZHr1mkxKyggSE4cTHNx2Hmp/SOnyCTpdN3bvvpDCws+Ji7unTeYpKXkHmUxPSMj0Go87HMeQywNJTFqNSpVQq88c8vLuRq8fRqdOPyJvo5oN4E0IPVa1i6DgWSiV/ufLtDV2+/dYrfNxycLIsx1H0rVV3PUZFIr+WGQ68t1ZKJR9m+7gIx5PEXJ5D7/7KZW3Ybe/iBAvAr+22noamA3wQzvzPP9TSJIUBszFmwDxGuCfYdgK+Gucj8Mb6N5k9VAhRI4kSVbA90o1fxEmvfwyPRITeVGSSDMa6VdtfKcZjVx1Viz2jrIyugcGoj9LjeSYyUTHgIB6vSLL873H6leEhNQrsj1Sp+Om9SWEaFR0kSRvmwY88C2mlr7alXHtePPHZVzZsSMGt4fXt29nakoK3cPCfNckr0egOEyS+PfYsTzy/fes2bGD0V27ei/s3OnzUrXjx/vcVqfz3StQq9Bro/gT5eOPTrNMBtdf/wjLl8/nu+9mcfvtDcse+qPLXlu7/IorptKv3wAWLXqJFSve5ddf5zJhwu1cd92jaDSNbwiKinLYuXMNJ44fJO3QIQoKjlFlLEajCEAjdCitcnQiAB0ByFQSY6+4C6dTVe/LJiwsBbvHitVjomvXy5ol81d73yuEoKwsm+Dg2BoqLGeXGEhKGsP113/Gl19OY/78G7jllu+Qyc4oidQu5ms2V/DLLzPp1m0Ed9zxOWFhNY3xG27wba333edbO4BjzahJo9X2RAiIjLyFjIwHMJkOo9PV3Nj7Ex1X3+3Gbi/kwIEviYv7F7GxZxwRJhNoNBcQFJSKUnnGkyqEIDf3JfLyZhIScgUpKV9jMjW9GTqFP++1U+s1VdnR64cRFT2jQV1qf0Sj/HldNjWu3b4Go/EGVKqBhITMoajwIkIU2kb7+ZNH33BbCYX6YTItM9DIZuBy+aff3tC4QhQDkTWu+/b30iKXP4TL9Rgq1XZksv4+rcNqbboN1NYj/7t6zv/bC/jbcDNgAA4AdauqNYAkSQOAY0KI0pYuwN/A4XjALIQ42WRLL1bA97vuXwAhBGv378doteJwu8kwm+lsMFBmt1Nit5+ONxdCsKOsrEZIC3hjzhuLN0/U6ejZQKUcvUJBr9AgJkc036PZXPpHR6MWcEv7DrwxbBhBKhUz1q7F0wrH9nePHEliaCiPfP89Hn8s4v8R4uKSGTHiWpYtm4vR2FAUWcuJjU3mkUc+YcGCNEaOvIGlS2dz000dePfdBygpaTgee8+e33nzjTtZ9s08XAcr6FjSmYH20fS1XExXa2860oNYKQk1WgocmRzYu4YP597BmjVzOHRoLSUlJ0//3yVJolOnIfTqeRkKRctlQtJITbIAACAASURBVN1uFwsXzuCxxxJ58MEoPv74Fnbt+h67vW4yWN++N3DllbM4dGgZO3c2niT700+vYzKVceONb9UxzP+MRETcAMgpKlrY6mPn5MxBCAfx8ffWuSaTKWsZ5h6ysh4iJ2cm4eE3kZLyHTJZ239EhIbPJCbumz+dGo/DsY2KikkoFJ2JjFyOWt2HkJC3USp7n5P5VeqpQAByRet4zoVwIUQp9SvMNY1cfgcQgsv1Uqusp2FS8FYg/XtxPua81TjliH5N+BebeAFQJEnSfqmFNxt/jXM7oJYkqcl+kiTpgWCgxbE3/23MNhsvfvMNh7OzyS8vx2Sz0Sk2luNmMx4h6GQwcLTaHXrKOM80myl1OGokg7o8HjLM5nrjzS0uF6sLC7kyNrbRD5B3k7vzcGLHVn6GTaOQyfhpwgTGJiURrtXyn6FD2ZyXx/wDB1o8tkap5OVJk9ibnc3iHTtaYbV/P6ZOfRyr1cS339YtY9/a1DbSv/tuNtde24Gvvnqr3vaXXTaNpcvymHrro5zUnyBbnYG1HiUEraRnOFdiOK4hb+1uNi+ax5ez7+blmUO4c0YoD9+fzBuvjEWnCyKhwwVUVRW16Hk4HFbef38SGzbMZ/jw2+nV63L27fuJuXOv5v77w/nss6sxm2s6OIYMuZeEhAGsXPkULpe93nErK4tYufJtBg+eRlJS64UDtCUqVRQhIeMoLPwYt7t1VCqEcHP8+DNkZLxARMQk9PqmjZ2srAcoKJhFZOS/SE5egEx2bmK/Vapk5PK2keRsLi7XMcrLxyGTRRMSsgqZzPtZEWC4C7W6ZZrjviJJWgxBW1AoWke5RoiS6nGb97eWJAMKxX14PD/idi9pw5yNWcDiNhr7PH8DelV/X+Fnv3lABtAdGNOSBfhrnB/FGwrT04e2V1eP33Lr7b/MyeJiZn75JXtPnCCjsBCA5OjoGsmdpyqBnjLOVxUUADAk4owHYX9lJS4h6FFPZdBfCwuxud1c2YhEYbnDgcnlxuJ24zjHHuZSqxW9Ukm20Yjd5eLWbt0YFR/PQxs3cqy0xSc4XH/hhUQaDKxNS6tzbcmmzdw06x0qmlO3u4Xs2LmBH39ciMnkR8xIK7F8xcd8suBZ7HYrHTv2Zvjwa/jyy1dIT9/T5nP//POHbNnyE/fdN5cvv0xDq9WzZUvDEncGQzD/mP40cz7M5JJpd7BHuYk9YhPGs/JiSsjnOIcwUYkaLbHuRDpZutPHMoCL7aPpXNYNZaqN4s37+fXbN9i1q/lhfjabiXfeGc+BAyuYNm0ON900l+nTP+ettwp5+OHfGD58BocP/8xXX9162gDweDws/uJGlDINVVV5WCxlDYxtxOGwEh/vy23Qd0ymPEpLD1NR0aIk/waJjp6O01mM2VxXN/94+iMUF33nszHkcJSyZ894MjKeJybmZnr0+MKnfh6PN863vPxHCgreweUyk5X1ECbTL+c8edabF/EOFsu2/0rirtH4BELY0GnvQiYLb7pDK+HxlGGuGobT4VXJksu74oO/zSckKQRJisfheBm3+1CzxpDL70WSuuN0XovDMQyPZ0urrO1/gr+wzvmfjBDA6G9iZ7WX/ZQYSovkuvx9Ry6tnnRmY40kSeqMV2pRAEuat7Q/D8XVhndkcDA51YZou7Awjlcbi8kBAaRWVaGSyWiv9+r3fpebS0pAAN3PClHZUOwtIjQsou6R3w85OYSoVAyv59op5mRlcl32fi7ctZHJB+qPyRZC8EtuLrmW1k12eW3fXsZuXkePb7/h5g3rkCSJBWPGoJTJuPG773C6W1bVTyaTERccTGGtwOm80lLunDefP3I8RN14E2XVUpTnipdef4C3Fs9m4MAgdu/ZfM7mLSsrYP4nT7F63wbGjw/EZrPwwANzCQoK5/nnb8BqbTuN3vLyIj755GlWLP+Wyy/XIZcrqKwspV+/S5rsq1ZrGTf+bt7/IAMRImO3tJGD6p2Ui2KswkJlQAXJ44fh7q4hLfQwW9Rr2avbxlHdIfLkWdixYiAItVJHVFTzTogslgpmzRpDevpGpk9fyMiRd5y+plAo6dJlJNdf/zZXXPEGqak/s2HDLAB++flx8lO3Yc7ORI6CgID65eCiopLp3HkI69Z9hBCC/ft/Ze1a/4qu1MeSrwaw6tsJfP55J3JzN7VorPrQaJIBsNtrKiOVl/1GWd4i8lIfZcfWrk0+j6qqnWzf3o/y8vV07Tqf7t0XIJfrG+1zig4d5tOt2+9otd3JynqQPXvaYapaQlXlw2Rl9TunRrLNtoeqitcoL/0nR4+GtUll0oZwOg/gsv+AngBMpoex21edk3mF8GAzXUuUqxiH6Toc1lmtOr4kqdHp1gJKLJZLcLuPNGOMEFSqvSgU8xDiGA7HIByOyXg8rSkneyvesJbRrTjmf5nzUoqtSRWgbrJV/ZySxRrQkgX4a5y/A5wErpIk6TtJkoaeGkOSJL0kSf0lSXoV2AFEAKnAJy1Z4J+BospKACKDgsgp8R7btQsL44TJhEGhIEylIrVatUUhk1Fqt7OuqIir27WrEaLye3ExHfR62tXKwHJ6PPyUn8+EmBiUjWQ7ZbmtXHhXF8a8ciEqRd12ZpeLaZs3M37dOpKXLuXhXbsosbVOBchcmxXt1FGE3XsVovo5xRsMfHDJJWzLyeHF339v8RzRgYE1jHMhBNPeeoewpJFEtR+OkCRK/cl6bCH5+dmUlBUTduX1RHbri8167rL735v7EEE9BhN24aXIlWqqqsoIDg7n3//+gpyco3z00ZNtNvdnC54lKrIfiQmjUam0bN78MwD9+/t+ShcYGM4LL25ErddTYMtkH3+QLTuGDDm3/ONNnnpuJW+8fZw5H5Ty7xc3M/We9xg87Xaihl9AVbILu9pBQoL/cbcmUylvvHEJmZk7mTHjawYOnNZg28GD76ZHj6tYvvwxflnxb/Zt+5Iujl6EuaNAkmokhNbmkktmUFh4jK1bv2HevFtYtWo2LleLqjXjcTvoZe9LrCyZ5csnU1CwrUXj1eaUTKHdfiZlSAjB8aP308ndiWR3e5zOcqDhU7nc3I/YsWMwILjwwk3Exd3m9zoCA4fRrdtaunb9HZlMonPK5XRMGoLTmX3as34uMFYtJDG6Hz2TL0MhD+RcFsw2mZ5FQkk3etCLgTgsc8/JvHbby+hdWaTQnWBCcXta/5RGLk9Bp1sHgMUyCrfb/zkkSYFCMQO1+hgKxQt4PGtwOsciRGslcSYD/TgTvXCe89SgAFBVy4f7yyG8N9HklizAL7UWIYRZkqRxeONwrgLOrjZxttUkASeAK0XrvZv+axRXG+cRgYHklJai12gI0us5bjaTXK28klpVRd9qCYyf8vJwC8HVZxUS8gjBxuJirqwt+4DXaC93OJjcrvHXQY7TTmi4hopcM8mKmpIUx41GJv/+OwcqKpjZsyfZZjOzjhzhg/R0HuralQe7diWwHvlGXym0WZEbtDgLy4lWnxnn2k6dWJ6Xx4u//86Y5GQGJzZffz0qMJD9ubmnf//41zUcK7GR1PdCcg5/zxNTppDSjMqkzWXFL1+h6dQdj8OOvTCP/v1HnpN5U1O3s/fgZhIm303J9lVcc839REZ6Xxt9+45kzJibWblyAf/3f6+iVrduMl1hYRYbN/1An153kJu3mQkTbufIkR0EBoaSkuJffHVUVAcee2wZn332EImJvRg+/GbWrf0El8uJUulN9pTJZISFxRMWFk/37k175hujsrKAN964lMLCdO66aym9ejWu4iNJEtde+zGvv9aFTb/Noj+XUEUZx+QHiY5uPGSlf/9r+Pzz+3j//WnI5Qoef/xXlMozjpYZM3xb89lvSVFdrdHjceLxOPjuu+GMGvUhXbve3EBv/1AogpDLDTU856Wl36O0mwmROrNHtotOXT9EkupuStxuG0eP3k1+/seEhl5Kjx5folK1LBTD7S4h0JBAkKEdO/Z8iNNZwrFjHQgPf4yQkNuRydpO414ID0bjEronTiW3+ACBQTefs2RRp3Mfdvv3qFRXkus8RhfRhcPO9Xg85afjzttm3o24rbPpycUUkku5TI9e1zY5LHJ5Z3S637BYRmCxjESp/B2ZzH9bRZL0KBRPIUl9cTon4HZ/hEJxR602zVlho4f/f13Oe71bi214C2xeB7zpT0chhJAkqQJoUZKLv1KKCCFSJUnqDTyKV26mtkVZCCwAXhVCVLZkcf8V5s2r81BxtYZZ+FdfkbNvH+3kcqQPPuCExUK3oCBsSiUnzGamdugAGg3f5eeToNfTLybm9J3jcG4upQ4Hw8LC6mhQ/ZCdjVYuZ8ypaw0Y0QUOB/HhGnL3lpKgCfC283j4JS+PqZs3I0kSv4wYwWXVG4BHu3bl6f37ee7AAWanpfF4v37c1aMHOqUPSVi11lDqsCM36LCl5xKrC6hxffakSWw8eZIbv/+efffd1/AmoAlNsejgYIqMRjwyGbn5+Tz++SKS+8+gvOgIOncxM69+tH79Lj9OB/xRhvjxly/QDhuLKe0gl156OZGRfr9d6qWxPZLH42HWuzMIHTgee2Upjtyj3PPeMs6uSXXNNbewatVn7N37I5dddp1P49amlojQad566wlioi/G7XZQWraPxx5bzGWX9aBnz9GUlzfsST5Fp061fx/CxIlnPMCTJg09/fP27b6vtykptvLyHN555xIqKnKYOXM5vXs3beiXlXkNeuF0cQFDceMkTXMInTaC0NAONaQ0i+rkpmro1+8Wfv99FhMnvolG0/N0m8OHfX9ep17OZWWHcTi8/g2FQsuQIS+QlvYZq1ffQlHRPi6++DXGj/f99dfQ31anSwBOEh4OHo+Lvbseobs7mTKKcGmCCA+/sk4fqzWLgwevxmjcRbt2/yY+/jlcLnmTcn6NvS2F8JCd/QQ9u1xKecUJXJ5I4uO/oLT0eQoLH6Kk5DVCQx9Fq70Ij8eMx2NGCO93STKffszjMVVfcxIefjd6fc3ExoZuOSbTVnSaYFTKAApK00hIertV5RHPpvZhqNH4HpKkJTx8NsX5felCZyKJweP+muDg230a09+oRbe7GFPFdfSlF3ZspEknCI3YiVxe87OgrJ40CyFO4vEcRC6vudlt6n4jk3UjIGAtJtNInM5RBAT8jlye1ORa6zs8FmI8RuNQ3O7nMRhuxqs3Uf96GyKp6an/+pw3zluL74F/AvdJkvRxM4oKafEKqDSbZp3jCSGqhBBPCSESgAS8sTUXAx2EEDFCiCf+koZ5AxQ5HIQolShlMnJsNtppNHiEIMNoJNlgIL2qCo8QdAkKosrh4Ne8PCYnJNQMaakOhxkeXtPb5BGCpXl5jI2KQtfEHb/IbEUfrsGRbyNWo8UjBC8ePMjl69eTqNeza+zY04Y5QNegIJYMHcrOsWPpHxbGo1u20HHRIuYePIjDzxjxcosNuUGHvMpCZK3qpYEaDQuvvZaTFRXc8+OPfo17NlGBgTjdbsrMZq6f9S6RyaORyZQUHP2Jbx9+AIW8aeOwtTh5MoNyYyXqiGjE8VSuu/rGczLvjz9+jlGSY2iXQvn2X3jkgdfRamt6EPv1G05UVDt+/rl1ZfGOHTvM1q0biI66gPyCzdx8890UF+dTXp5Pnz4tSjxvU0pKMnjrrWFUVeVz992rfDLMAYzGQj758DI6O3qgRM0ufqdHnymYzaUEBTV9QjNu3HPceus3DB3assI+2dmr+f77izn1ySqTFKhUBiZMWEnPnvewb99bLF9+OVZry2U0dboErFav5/zkyU8JcCoJIIhj8hMkd363jve4tHQVO3ZcgMWSTs+ey0hIeLFez7q/VFR8RYAugAB9NMcyNxEW9h/0+qEkJKwmIWEjanUviosf5uTJ4eTkjCcvbwr5+bdSWHgXBQWPUlT0HKWl71NZ+S1m8wZMpl/JyBiP1eqb/kBF+WfEhKVgtpbgERo0ms4tfk6+4PFUYLEsQqebhkKRgFo9nBIKiBPRVJZ90CZzCuGmqmwy7T1x6DCwT9qHIfgT5PKmJUCFqMLhGI3TeTlO57N+5wTI5T3R69cARszmkXg8vqow10SSJLTa1xCiAJvt7WaNcZ7z+MEvwG4gDvhe8qN8riRJXfEa5y0qt93iIDshRI4QYocQYpsQIrOl4/0ZKXY4iKyuzpBjt9NOrSbPbsfu8dAhIIDU6rCXrkFBrMjNxeHxcHVCzWp4G0pKiNdqSaoVb769vJw8m42r6gl3ORshBFaXG5VOga3QhkGhYPKmTczcv5+pSUn8MWYM7RvQT+8XGsovI0fy+6RJJAcFceeGDXRZvJiFaWm4fVR9qbJZkQdokFdaCNPW9T4PTkriqVGj+Hz3br7et8+nMWsTVZ08+/aa38g2SoTF9iU/7ScevGI8XePPrZb00h8Xo0rpgdtqwV6cz8CBLauG6gtms5G3Zz9FyEVjqco8TLhOy5gx19ZpJ5PJGD9+Gn/8sZKyspbJDZ7NK688Skz0EBwOIxWVafzznw+yaZO3Ul+fPpe22jytSWHhUd56ayhWawX33ruWjh2HNNr+5ReuZM+eVdjtVj7+YAwx5miCCeOQeg/BkR3ZunUuDoeJoKCmQw01GgN9+kxB5k9VnFocPDiPn38eR0BAIkqV9/UvEBQWbkcmUzB06LuMGPERubnrmDOnP0VFqc2eC0CrjcdiOekNUzn8DB1cHSgmD2VAR4KDz5xqCOEhI+NF9u0bh1ody0UX7SQioq5XvTkI4aKwcCYdEodQVnEMQQR6/YjT13W6ISQkrCYpaQ/x8atJTPyDpKT9dOhwnI4dC+je3UjPnm569rTQvXsxXbtmkpKyF5ksgMzMcTgcOU3OX1G5jMjQLhSUphIcclOrPC9fMJkWIIQVg8EbmqE13EGOVIKBYISzALu9dZIe7faduN3ezZzZ+CwGVyHtSCRVSkWuuxGN9vImxxBC4HTehhAnkMnG4XY/h8v1sN8GukLRB71+NR5POSbTKDye3KY71YNSeTFK5USs1tfweEqaNcbfnfMJoa1DterKDMABDAe2VxvdvnA/Xk/LHy1Zw7nLgPkLY1Ao6G0w4BaCfLudOI2GE9Xnih0MBo5UViIBnQMDWZqdTbRWy6DImkoPG0tLGRYeXscztSwvD4UkMSG68cJCVU4nGp3Xs24stnH/7t38nJfHO/36sfDii5v0ugMMi41lw6RJrLj8coJVKm5eu5aeX3/N/pLGb3RCCNwegSSXIxmt9RrnADNHjWJAfDy3//ADRX7KHo575z3yqzc5s9dvILbrRMoKDhEiN/LYpIl+jdUaLPlhEdouPTGlHeCyMRORt5HXPj//JCdOeA2u9+Y+i7ZDT5T6IMp3rOT5pz9oMA728stvxO1289tvP7Rofkf1Wf6+fds5cuQwkRE9ySvYxJ13PolCoWT58q+Ii+tMRERCEyOdW4QQ7NjxJW++OQSXy8H9968nKalxbeisrIPs27eWbxY9z39enYKmTBDjSSBNdZAuF1zF7XesO91Wp2sg7qcVOXp0IRs23EG7dpcwefJmpOrbscNpZM+eVzl4cA4A3bpNZ+LE9VgsZcydOxCTqbhZ83k8TtTqaByOYo6lv0mYOwQNOo7LM+jQqaY38vjxJ8nImIlSGUa3bp+h07Ws5L0Q4rRRV1b2OUGGMPS6CI5lbCQ6+j/19tFo+qDXj0arvRiNpicqVQcUiijk8oA60n8qVTzt26/A7a4iM3MCHk/DMSpG4+8E6qJRyDUUlKYREuJjOdcWIITAYvkBo/F1VKqBqFQXAKDRjMIoVeHEQayIprL8o1aZq7hgMpVlT2C1rMVpnk830Z18sqmQGwgIfMWncTyeb/F4lqBQvIBS+TNy+T243W/hdtdf76AxFIp+BASswuMpwmy+xu/+p1CrpwNGbLb3mj3Gec7jC0KIXXglwR14M4d3S5I0R5KkHvW1lyRJJknSY8C/qh/6uCXznzfOfeCjHj34uk8fzG43biEIVSopd3rzXMPVakrtdgKVSrQKBceMRvqGhiI7y6iyulzk22x0q9ZAP5tt5eX0DQ4mpIm6yfk2G4Ywb5BfQZGJPKuV1SNGcG/nzn4lMkmSxLjERHZOmcI3Y8ZQbrdzxYoVFDdSA9nidCJXe0913Mb6PecACrmcBVOmUGW388q6dfW2qY/Cyko2pKczZ8NmNGo9sZ0nICGjMH0F3zx0f5sZxg2RkZGO0WZFHRaJ5/iRNg1pWfD5W9w24zLS0vbx84rFhPQeTvnBzYwYMpZOnRpWEnA4vOFsWq1vEnb1ceDATkaObE9FRRkvvfQQMdHDsFhLsdlyufbaf/Hkk9PZv387V1/9RLPnaAuys/fw1lvD+PTTaYSGJvDggxto165p1YXvvnmFZHc38nPSKUg9SntXJzIVxzAkduSKiW+j14fTubNXmnbr1g/avFptSEhXFAo9RmNmdbz5mbAWgLCwM0mpVVUnsNsriYjogkbTvDyj48fe5uSJD1Cpwsk4/jZJ7g4USNkEhFyMwVBTGSckZASBgRfjdJawY0c/tm7txokTMzGb9zZL7rC8fBGZmePxeOwUFz1Hh8QhlJQdQS5vj15/cbOeT2202t7Ex3+BzbaP4uLXalw7e80V5Z8RE56CyVqITB6OWp3UKvM3hM32G4WFAykpmYwkBRIS8u7pa5IkR6u7ngJyiRFxVJYvRAgPQrjweJonl2q3b0UtBBbTt5QWTaO36IUNM+lSFkFhS5Ek3wLmJSmq+qcgJEmGJMVVP968pH+FYgAKxUCE8F8OVwiBzTYPk+k6JCkUpfLcJOef538bIcQK4DIgG6+04gxgnyRJxyRJWixJ0uuSJL0gSdLHeEVQXq7uukgI0SLt5UaNc0mS3K3w1UTa0F8HjxCMDgujg06HpTpmW69QYHG5Tnuuy+32OoZ2YXVmVHStDBohBHsqKuhbT1Gi2uRbrejCvf3tFhdLhw5lZFRUE70aRiZJTOnYkZ/Gj6fIauWaVasajEMvsVpRBXgNcpepYeMcoEtkJLf268ecrVs5WeFbDsWyffuIju+HSxVJaHgHIuJ6k3HwW/599URSmgj3aU2uvGowK1ct5fulX6JK6Y7LYsJVVsxFFw1qszm37ViPCI7kppsHE3zBaDwOO6bUbTx4/6uN99u2BoABA5qv07t371YsFgdTpw6nIL+IsNBO5Odv4KGHXuDdd59h2bKF3Hff84wadUuz52hNjMZivvxyBq++2o/CwjSmTZvPo49uIzq6S5N9KyoK2bt7FdEinh62i+hk60mBlI0l1MONt3x7OjSlsNBbOCU7ezv79n3dps8nIuJCrrhiFWZzPkuXDjut1qJQ6hg3bimxsd5QqoMH57B27U0kJQ1n+vQ1KBSNb+Qboqx4HThNCI+TGHcsCpRkyjPpkPJGnbZhYWO58MI/GDw4h06dZqNSRZOZ+TL79vVl9+6OZGY+gtG49fSam8Ji+R2rdQvHj19CcFAcWk0IxzM3ERX9erOeS0MEBV1JUND1FBW9iM12JgTIaPyVo2n9cblKqKpaSURwZ/JLjhAc0navbbt9JwUFYygqugS3O4/Q0I+IiTlYp/qnLuBf5MqKUEtadKgxm9eTnTmewrwHmjWvuXIe8Z4YOpJCJ08yGvTsk/YTGPIFcrnv91NJGookXYzL9ToezwFcrmeQySYjk13drHUJYcPl2oRC4d89SwiB2Twdi+UOFIohBAUdQKkc3qw1/O05X4So1RFCbMBbePMNwIhXjbADcC3wEPAkXuH8hOpr33DGe95smvKcS6309bcgWKlk9UUXcVVUFJZqr5pOocDidqOvNs7P/vkUBdVe6drGeZbFQoXTeVqCsT7ey0hnXsYxMs1mCFfisLgIVCkZExODsxU8exdGRvLRyJFsyMvj/k01C5+szsxkzt69FFssKAzeWHm7yUqoVovRbsfTgAftmdHem+8La9f6tIYvtu8mIKI77XpOoUOfqZTkHaAoPxWDVkOhjwZ+a3Ai4yiPPHU3Cz57D13X3pjTDnD5+MktiiluDIvFRHFxPrEjriW032iCOvahfOev3HDdnej1gY323bp1DR079iA8vPFwqMbYtXMLHdqPxWHXERc7CqMpD0lmpqKilPnzX2Pq1Du4886nmj1+a+FyOVm37l2efbYTf/zxMSNH3sezzx5l8ODbGtUiP5uff3yHKGc7ZJIcjaRDJskoV5ZSVZXH4oXXU1BwCLO5hIqKk4wf/xqxsX355ZfHcTobPlFqDSIj+zNw4CtYrSU4nSaks26XlZUn2Lz5ITZsuIukpCu55ZblqNV1T998paJiFxcwjCB3AIme9uRImUTFTkSr7dBgH7U6jnbt7uaCC35jyJACkpM/QqvtTH7+Oxw4cDG7diVw4sQ9WCyNx8LbrLvp1fV65LJ8OiQOoqjkEEpVD3S6C5r9fBoiLu4dZLIAcnL+dXrz4HQW4nZlcCS1F8GGBGQyJYVlRwgJua6J0fzH4ThCUdE15OdfhMOxm+DgN4mNTScgYHq9XmuVqjtuWQAmUUWcO5yTWRMRlr24XQV+z+3x2LBYlhNJHLG0I1qKJYOjOCUZTucenE7fpYQkSUKheBLIwuHoBehRKuc0W3LS5doCWFEq/TPOHY4vcDg+RaN5HINhJTJZcxw2KjIzJTIzZWRmysnMVJCZqSQ3t1szxvqTcr4IUZshhDAKIR4F4vGquCwG0oAKwAJkVT82RghxvRCiRUot0LSU4j8aufYOYKhe6P8c7bVaprVvT5BSWcNzfvbPpzhtnKtrFpzaU214Nmacn7RamJeTgb3KwcCBXTGX2JB74NLtG9iSXUTl1dcgb6HxOK1TJ/aVlPCfvXvpHR7OjO7dAcg1Grn/93UEKpRoe3VACIHD5uDK5T/xa2oaqbfdRko9mnwJwcHMGDCAOVu38tjw4XQMb1gP2WizcSAnhx4dE0/HkWr0YcS2H8yMeR/yjQpYBwAAIABJREFU3dZt/DLz3BiIQgjCp/wD095tqELCMK89Qlp5CRMmj2D6zTO4alLrxqbu378VQ2x7ZAolEb29niCX3cLibz9g7pynmTt3JRdffFmdfjablT17NjJlyh11rvnDwUO7iI+bRES49wMq6+Q6CgqyeeWVR4iNbc/MmbPPmfZzQ6SmrmXx4vvIyztEly6XMmXK28TE+PeBardbWb3qI3q7BtZwFXR0dCNddZiS0mOoVDpycnYB0K7dRbRrdxEffjiKjRvfZtSotgvrcTqr2LjxHgJ18Rid3kRGITzs3P4cJaV7AUhJmcaoUZ+i9EUCtQEcjjKE245W0tOHi0GCMlkpxtxvyM75io4pbxEb17izR6WKICpqOlFR03G5KigvX05p6XcUFX1McfEXdO/+GwEBdbXwhfBgd2QSaJjERX28HxdHT6zBaDzBoUPhhIc/TFDQ481+brVRKCKJiXmLnJxbKSmZR0TEnXg8FmLCe6NSBmDQRVBlzsPpMpObcztOVwUdO64FWhY+53KdpKLiOUymBUiSjqCgZwgKehBoeKNdWf4ILvs2PHjIl/LoIFJIFnZCCOeI2391Hot5KaFEoDhrE5BERzSekxw1Pg7CilL5tM/jyWRnEkeVynfPCnXxH5drDSBHofDd6+12Z2I234VCMRSt9sU6uQa+8xRBQS5qu4hlsrbPLTnP3wfhjclaUP3VpjRqnAshPmvoWnUlUENjbf6S/PKLT81GAaOuuw48HiwOBzqZDGw2r3EuRA2R34LqqpbRQUE1xGH3mM3IJImekZE1hXPP8ogPMISyfpCVpPFxhMQHoNQpiBsaSVmAnNHyGOQ6Pwp1NBLX/sqwYRwoL+fujRvpFhnJ0NBQBiUkEBobgeqWS5GqveSBg7qzIy6M+LJSOkZENFgB4smRI/loxw6eW7uWhddVe6fqqe65cu9eQiJSatx0NfpQXLZSQGJk3z7QgArNafwQ/Y2NbUTnXAJVcCihI7xxx4oe/cioLMe45Tf69L64UV3nJlIGanDqX71rz2/IwmqqgkSNuI7CtYu4adzVjBkzhsLCuv137vwDh8NOnz6j/dY7PkV5uY2K8lKS258xHBITRhJoSODwka95++2l2O1eY6WRvVUdCvxw9jU2bmFhBp9++jBbt35PVFR7XnppKUOGXOnTZmHnzpq/b/njc4KdEagk7+ZYCEGhlEOW5jijxjzMqEseQi5XcOjQYgBSUi5Aqw2iV6+JrFv3MsOG/ROLxXejxJ/XQkBAGBEh3Yks12GSdCAg2BmIs9SBhQBiUy5jwoTPkSQZv/7q+7i1/w8VFSvQe3Q1Nid9Pf05wTHKAhTExk31Sbv7jB8hmPDwaaSkTMNqzWLLlmGkpl7KwIHrMRi8+VKn3u52ewZqVViN93jvblMoKDrA8axdBAX9wy+N/qb01QGCgm6mvHwRubmPo1BcgdVqQqOTEx/l9dTbHUY6J4wgv/QwcvkwzGb/DHOZzPs6cjgOYLWuxGJZic22CZAIDLyXkJAnkcsjmlyvSj0Ks3EOXeiBnkDkkpxEUrAIEy5XUYNa8Q0dmpor59BZRNb4P5dQyAkpD632G2SKqxu9Z9T9P0io1eWAGUmKrXG791cX3ulcg1w+ECEMNJa2cEpLQAg3bvfN1T9/jtFY93/kHdeXFTzdYLGi8pYrlP55OO/1/ttwPiG0Fbg2Pp6bExNxejy4hKjrObfZkICIWne+PWVldAkMbFRppV9ICPkHy+kwOJqQhAACwjVc+vKFWNNMPBDfMgWFs5HLZHw5bhztAwO5+uefOVlZSUpoKPaSSjSd2qHt0R5Jkgi5ayJKo5W7evZu1FCKNhi4d9AgFu3dy6H6LMxqFu09iDa8++nfreZSjm2dy+2j+3PZBb157osvyMjPb7Xn2RDueuLtAzr1wJ1xlJdfmkN8fFKrz7npj3XoYtqf/t1lM5O/8hOuv+Iann367Qb/vjt2rEEuV9CnT/PlHdPTDxAUFFdjjvKKDA6lfsX8+asbTUZtS2w2M19++TR3392VPXtWMm3aS8yefZihQyc2y4svhOC31a8R6/BKcdqEhYPqPVjiFTz0+DYuHfMYcrn3/Xfy5E4iIjqi1XpzQCZOfB2n08by5b57GptDSucpOGR2UuiBJElES/FEE49LDpdf/nULvIVeHI4MigvvIYSwGo+f4BiFKgUXXLQOhaL5icVabSIDBqxFJlOzbdtoTKajNa7bbHsxBNRUryoqSeV45jYSE9ejUDTfG9sQkiQRF/cBQrgpKroT4TEhl505eVCrDGjVoVjtEB7+biMj1cTtLsVo/Jqion9w8mQcubm9KSt7DI+nhKCg+4mPP0p4+KzThnlTaHXj0AfcSYlUhUE6c4KqRIXHU9eZ0RguVz4u5xFC8M7tFi4OcoB0mROtYQcqVfNixWWyYGSyuBadoglRgcezE7nc95AWId4ANiKTvYckJTV77v8pzsec/204b5y3AtM7dOCOjh2xVLtI9LXURQpsNsLVapS1wk/2VVTQp5GQFoBEvZ6KEitu5xlXSVmWEUeejWERvn0A+EqIRsOyK6/E5nZz1ZIlWF0uukVHYc8844YTbjfWjQe5pXu9akI1eGTYMAwqFc+sXl3vdafbzYbjxwmO8G4yKkqOkbHjQz68ahzP3nwj8+6/H5kkMePtt5ulEOErWVlZvPPO21Arftm4fQMXdu7B1Ve1vlqL3W7nZNYxNGHemHGnuYq8FR9xxz/u5oH7nmnwg9DlcrJ+/Xf06DEQvb758ceHD+9EpTrz+qmozOLAwYW8/vqX9Oo1sNnjNpf8/OMsXvwMd97ZiW++eYGBAyfz/vtpTJnyJCqVH27VWqSm/oLSLkNHADlSBvu0Oxl11Uzuum8j4eE1Y61PntxFQsKFp3+PiurEsGF38scfH1FY6Ftxm+aQnDKJMmXN3IoSCkhJaXm+g8NxgpMnRyAJO4GcOcLP4DgFKhmxCb+hUDRxMuUDen1HBgxYCwi2bx+FxXLi9DW7bReBAWfmLi07ytETG0hIXI9S2XSxp+aiUrUnPPwFzOafcTh2I5edOdJwOC0cPLGKqOhvkckaPn0UwonVuoXS0mfJzh5IRkYEhYXXY7EsQ6MZSkTEJyQk5NCu3X7Cwl5HqfRfySQw5BUqFQHkiezTj8lR4Bb+ydGaTQuIETFIkoRRVLBV2oLNMAmtYRsy2X9XCtXlWg94fE4GFWIPHs9MJGkKknTudOjPc54/C61Tj/w8gHfDeX9KCr1rGdz5NhvRtRROXB4PuVYrHZoI2ZAkCb1GScmxKqK6esc9tDiDu+KT2yQeuGtoKIvGjmXijz8yc/16RsXEMT8tG22KN/zCvPc4F0VHE6Fv2tMWptfzwJAhPLd2LcdLS0mOialx/ffjxwkKiUcmU1CYuRlr7hY23PEvulVrvidERfHqbbdx9+zZLN28mauGNF5gprk8++zTLFz4OQrDGdUcW3427tR9vLmqeQWVmuLAgZ0Yor1x9o6qMvJXLeDJR1/imsk3N9pv1651ZGenc9NNLYvR3bt3Kzqt12NZWXmS/fs/Y9z46xgxonUKzTSF2+3i0KE/2LlzOTt3/kx29mEkSaJXr9E89NBXdO8+tOlBfGDtqhcJtBnYq95GXPJFPHzdCgyGyDrtHA4r5eUnKSmJpqwsi7KyLFJTfyU9fT1CeNi1az7jx/vuYfWH8PCe2CU7DmE/HXpTrq6kf5e6Baj8pbDwTjyeKhSyAAI9IQBkcoJ8pSAuYT1yefM3eLUJCOhC//5r2LZtBNu3X0pCwjYUinBs9h0YArwbobKKE6Qe+42EhHWoVM2T5POH4OB7qapajMXyK3KZt16CEIJDJ1YSGPQwcnkMNttuXK4cnM4cnM5s3O4z312uHLy5XTLU6v6EhDyNXj8WpfKiVqmUCiBJCkIilnKsoB9BniD0UiAySQbC9yrOQggsxo/oSidOigwyZXmERCxGqx3JOcypr7Mmj2cHbvdnuFyLgSDk8v4+9NuL230lEIFMNu+/nvfyV0HifDLn34nzxnkrUuF08nZ6Or1qGedZFgsJtWLDC2w2PELQzoeYcZfNTUFqOVFdg3Ha3KSvzOEfI8e16trP5ooOHbi1d2/e37mTjydMQJF6HCZ4r4lfd3N/zz4+j3V97948t3Yt644fr2Ocf7n3AMrQzuQc+o5YqZyfHriH0FpG/+0TJvDmkiW8sWRJmxnnluogTKk6vMjjsFO18ls+fGcRgYHN05Ruii1b1yOFxWErK6BwzRe8+sL7jBkzqcl+Xbr0IyAgiA0bljJhQvNzsQ8f2kVMzHiqqrJJP/4dLreN8eOnNXs8X6isLGHHjpVs376cnTtXYjJVIJcr6NZtGKNHT2fQoClERLReJdi8vP1kZG8hOCCOa67/kG7dxjfYVqXSMnXqfJYsuZenn04CQCaTk5Q0kMsvf47OnW9r0VqE8GCzlaLV1j3tkiSJpPZjKU09TAwJeISHck8RCQmjWjQngMdjQa3ujrCno5CUZHKCPKWbuMQNyOWNKwI1h8DAnlx44XK2bRvByZOTSUpajc12CL3+YiqqTnI4bSXxCWtQqzu2+tz1IUkK4uJ+JD/vMmTVYS05hTuoMGXgcj1BcfFDtXooUSjiUCjaoVb3R6+fjEZzEVrtJcjlZ7z/rS2Br1DEER61gH2F/2CAZyBySYGEhBBOfKkc7nDsRuYxkialY1MlERW5Erncj2SRVsTjycHt/gKX6zOEOAJoUCiuQq2+H0lqPCHD6VyK2z0NCEUuX44knU/Y9IvzxnmLkSTJ911x8xBCiCZt7/PGeSuwIj+fMoeDntV65UG1VBWyzGaG1ApByak2COObMM6dHg/lJhuFu8tgcnuOrs5hTFQ0wf5knTWDZ4YOZdHBg/x64gTm/BwCAFelGceJfMaMucrncTpHRBCh17MhI4PbzjKuhRAsO3gQIUvn2p5deG/S/6Gop9iQXC7ngauv5t733+ePQ4cY1L17nTYtZebMZ8jOziaj1OtiMq5fwT+n3Uj//q3jva2PDZvXgjqEwjULeW/WFwwa5JshFhQUxg03PMT8+U+TlraHzp3rqmM0hdPpoLSsgPAwM8czfmD69EeZNesRQkJaN0wKwGyuZPnyD/njj6UcObIVj8dDcHAkgwdfRe/el9Onz6XodF4j0WSq4JlnxnDTTa/QsWO/Fs9dVJjK4IvvZMKVr6FWNx26MWjQbSQnD2XHjkXEx/clJWUkOp13o91EEd1GEUKwdu10jhxZQHz8GHr2vJOkpMuRyc7cflO6XMu2Ew8Q44AKiomK6odC0fxwnlPIZIE4HGkEE0IWGeQpXW1mmJ8iJGQgvXotYO/eG8jJuRWZJGGxlHAw9Sfaxf+CRuNrFezWQaGIQaVKRi5XYrIWcyx3A2r1aAyGjigU7VAo4lEq2yGTxSOXR7Y4xr+56PRjsRluJLXqJ3rQE7mkweOp9MnIthg/wCbK0YY8Rnjgg23mbRbCDTgBJ0Kc+u6o/p6Jy/U+bvcPeJVQhqBUzkcun4JS2biTw5tc+zp2+xPARcjlS5GkmEb7nOc8bURbH9X4NP5547wV+CQjg9SqKub28xoUZxvnFQ4HFU4nSbXCV04Z5015zjPNZjxA8SFvSnnqwhN8lXhho31ag8TgYG6/4ALe37mTyIhQXOVGzBsPcFO3bij8iIOVJIlh7duzMTOzxuP78vIwWk3MuWYstw0Y0OgY/xg7lmc+/5w3lyxpE+O8R48ezJ37AVfccivGI/sJdZh58fnnKSpq9akAb/LpwX3b0OgCWPDxz/Tu3XjZ+dpcc809LF78JgsWvMArr3zv9/wnThxCeOB4xg/Mnr2M1NTdAISG1g33aC5Wq4lly95jyZLXMRrLSUnpx9SpMxkw4HJSUvohk8nqqEb89tun7Nu3Gq3WwOOPf9fiNfTpex19+vqnYx0V1ZkJE55v8dxns3v3axw5soD27a+kqGgXK1ZMIiAgnh49ZtC793T0+mji40ey0lOER3goVZTRqev9rTK3XB6Ix12BxePErIonLnEjcnnbnAadTWzs9eTlpVFU9CxabST7Dy8lrt1StNreTXcGPB47ZvMG1OpuqFQtj0sXwoxEKPvTfyIq6mv0+ronj21cENYnQsJfId+6njzHSRSS2mfjXK7sQnTMdtRq/zfrDWGzPIjT8RESCs5kCkpIyKu/ZNXfBVbykQCBDoXiCRSKfyKTJfs0jxB2bLb/w+n8HIXiOoT4FElqRFXrPPVzXqO8VRBC/ClyMc8b57WZO9enZtllZTy5bRv3paRQ6XQSpFRSVa3pdLZxnlVtgSTWCtfw1ThPN3pLHRuLbRQcLkdTJbiwHm3xtuDJwYP5eO9elJIM69EcnGv2cOfEa/weZ2hSEt8dPEh2eTnxId6415TwcA488gidI5s2CAO0Wm6fMIFXv/qK43l5JLdB1VCr1YrdbMKzcSW/bdiEwhdduWaSn59NgCGQRQvX0KmT/5sNgyGYa6+9j08+eZ5jx/bTsaN/yipHjuzE6bLy/pyf6NGjP3/8sQqAkJCWH4Pb7VZ++mkuX3/9KpWVxQwYcDk33/w8KSmNF5vxeDysXOl9723fvoySkhzCw9s12uevwPHjP7BlyxOkpNzAmDGLEMJNRsZPHDw4h61bn2L79mdJSbma3r3vJDKyLxW5JZTKiujQ4YpWmV8mC0TyWPAok2iXuBG5vPEE9NYkIuJpqqqWYbPtIyLieXS6xuONhRBYLDsoL/+M8vKvcLvLkMkCiY+fR0hIy2oMeDwWTuRuQqWZUK9h/mdBkhRExi7j2MkLkAsXbncFvsjbBwY92OprUWkewO38lq4inkip/nuuTVjYxxbkKEF+KyrVi0iS7ydwHk8xVutVuN2bUaufQ6WaidXqn+OyBYWyG6W3b/vIPxfnjfO/DY1aIL7E3vjQxqf4mr8auZWVfJGVxQ1JSVQ6nYSq1VRWy/EFajSnxayzqoVqk7TaGq6ZHLMZrVxOiEJR12Vz1u/p1WLBycEG1r+8j6faJdds30bVK/F4iNLpuP+ii3jpjz8w/LyVDioNHYOD6663CeHhYQlepYCNOTlMrY4712s0dA5qxINXy616z2WX8caSJcz66iveu/32mm39iDlw6MLqfdxotFKacYy58z4hPj4ZhwOfdJ+bQ1BQImt+zUEul5/W9G2IhvYh9913P998M4uvvnqBOXOWADSoiVybQYMGMGjQBnr29J70mM3FGAxBhIXVHyrly17QbrezePF8Zs9+meLifAYNGs29975Anz4NK7+c/dy3bl1DXl46d9zxIvPmzWTLlg+4444XTl/fu9e35wb1yunXS0c/wp790W8/evTUOvawffuNBAUNICHhY9LTJby33Kvo2vUqEhLSqKiYR3r6AtLSvkarjcEogUodgdMZVSeRz4d97GlO7fntdgOVFS5GDN+ISlW/Ye7PCZEvGuOnkCSJqKgXyM9/hOLilzEYxqHV1t2kOZ055Od/QVXVZzidR5AkDXr9VQQETKaiYhZZWVMpK1tBePh7yOVBft3yzvg+LNicMjomvdlgf3885/5qfPvCqXUpFLFExX5Gds44JKmi3v6+vtehft19ISy4XAdQKC6skdh66nm53SdwOb8GlGRykkhia/UX5JFFOvuQKfsTGrwQpbI9DZGXV9+ju4GrgQLga+z2a7HbfbvfnMKXv63LlU55eV/gE7wV15um139HSfY85zlNU7c5qZW+/jb8a9Eipn36KZXVVT+DVCqqXC6ClEoq6/GcZ5rNACTV9pxbrbTT6ZqMDUw3mQhSKhkUGELJsSpuiD+3klgPDxxIoEqF8XAm93Vv3h2rV3Q0gWo1G9LTm72OmNBQpg0fzidr1rB6z55mj9MQERGR/PNft3PzTbe2+ti1kSQJeT3x9f4QFBTCrbfey4oV35KWdtCvvp079zptmAOUlhYTGtq8eHOn08miRR8yfHgKTz99D4mJHVm48Hc++WR1o4Z5bZYsmUNISAQ33fQwgwePZ+nS+TidflhAfzJstjz27LkClSqMPn2WIpfXPabX6zszYMAsrr8+lyFDPkajCadM5FNpOs6mTf9HQcHG0+Xnm4tCEYjAgULhe4y51XqY3NxnKC7+qMUSpgbD5bRv/xsKRThZWVfgdOYC4PGYqaj4goyMS0lLS6C09Ank8nAiIuaTlFRAdPSXBARcQ1zc74SGPofRuJjs7D5YrZubtQ6dbgQJid8jk6mbbvwnQB9wGdFRc1Eqk9pkfJPpEcrLB1JamoTJ9CRO5xFcrkPYrU9jqUzBZRpKlO0r+olkLqJm2KFD2NnDRo5JmQSGLic8YlOjhnldDuI1kvsBdmADvhrNzcODEGa8sfJ/c87rnP9taGrf+Y9zsoo/OS63G6fbjUapJLWgAJVcTlW16yJIqaTS4ahpnJ/lqsg0mdDK5YSra34o5FgstNM2HVd31GgkJSCAieGxhCvV6Nsw3KI+gjUaHh80iCc3biC+qUqdDSCXyRicmMiGY8datJZnb7iB7UePMuaZZ3ho0iRev/XWFutAn6Jbt+68945vIU1/FqZPf4BPP32H9957idmzFzd7nLKyYsLC/DfOly//lpdffpTs7Az69h3A669/TL9+oxvdcAoh6lwvKDjJxo0/ccstj6NSqbnm/9k77/ioqvXrf/eZPpNJ7yEECL0jUqQoCCJ2vfZyRbEjer32ir0LWLFLURHRawEL0nvvvaeQ3pPpdb9/TCAJaTMQuPfny+Izn4Qz++y9p+SctZ+9nvVcM46HHrqExYt/4sILbwh5Xv9teL0Wtm69Eq+3gv79V6HTJTbZXq020rHjWDp2HMtvc85Bb0zk8OFv2b//c0ym1rRrdyM9ez4JhC5JOUrKvd4qtNqGQ5JSSpzOvVRW/kFZ2bfY7TWLX6t1OWlpXx5zOjkRaDSJpKXN5fDhwRw40Bmz+VIslt/w+61oNG2Ii3sOo/FWNJr6GmUh1ERHT8BguIDCwpvJzT2X6OhniYl5NigXk6NITpl0wvP/byEy6p5T0q/fX4TDMQUhkpDSj8P+Ji772+gII5nWJNAeowjDg5ti8tknMgmXOjqIzhTLPHazBUV7F7Exk0NMns0EHgd+AMzAs8C/gVMt0zx6vfn7s84zmvOThxCinZTycPMtQ+pTAVpJKbODPadJpielnH7Ss/ob4PedO7ny009Z+cgj5FZU0D8tjaJqLXi0Vku5202kVkuVx4NGUdDXiooesdtpbTLVIyRZNhvnNyOWc/l8bCov57LkZEYmJDDyVInrmsG/+vVj4rp1TNuxg5Ht2jV/QgMYmpbGnwsWUGK1EhsiyfdX7zenxcezYdIkHvj0Uyb+8gtXDBjA0FOQIFobXq+3RSLdJwK/34+UokGy63DYmT79Q7xeL5s3rz6h/j0eD++99wJr1izmmmvqrsOLiwvRaDRERjZO6CZMGE9xcSHPPTeRO+/8N0KIRkuDl5YW8d7kCSxc9DOr1xTW6WfixH8DgoEDL2DevO/YtnU1Rn04s2d/cFrJeUHBAdav+5HC/APcde9XJ9RHZuYSVq8ei9OZTe/eP2M2By9cdbsrueSy1Qgh8HisZGf/yqFD37Jz59v4fE66d3835PmYTAHtzpYt19Gr1wz0+oA8wenMpaRkEaWliygqWojHE9AdGI39SE19j+jo68jPf42iog+Ii7uXsLBBIY9dG3p9TxITJ5OXdxeVlbOIiLiB6Oh7MRqHYrMuBtG0M43BcA6tW2+luPhByspewmr9hcTEL9HrTy453uezoVKdeHXUloDf70RRTt6ZJ1h4vXsBkDKfMCJIogcJpKAXRlzSSRF57GI/NmFFrb4Uv1BhcC9kh1xHmVCjM21Bre5E6IYwnxIg5gbgN+DEKxwHCyn92O0Tq//X8m5UZ/C3xF4hxHfAa1LKfSfTkQhEEG4HngCmA0G7DfxPZKX+r2Pxvn0YNBoSw8PJLC1lYNu27MzLI1KjQSMELr+fFIMBm9dbrzpoodNJor7uhdfu9ZLjcNDR3HQBkLl5eZS53dxYrdmeV5DPiI3LuGnbOlaWn4S3W4gwajS0i47kl9zD3LHgTzIqykPuY3D1a1ibkRHyuQ9Om0b8HWN55ruZuD0eHr0qYOV45GT87YId+9E76NUvlfc+eP2YH/rpwiOPXs/goe35+OM3cToDMiopJb///gMjRnTm3XdfYOTIy/n+++Uh952VdYjrrhvClCmvce21Y5kw4b1jz3k8Hm68dhgXDO/CvD8bdk0RQvDFF78SGxvPe++9zJo1SxtsZ7VWMXHi01xyUQ9WLVhF69QOSCnJzj7E/PnfM+6+Uaxc9gc6jZEXnrmLaR9+wN4VhzFoItm2bTWHD+8O+bUdD7/fx8oVbzBjWt3qhFJKMjI2MWvmEzz8YDten3A+W36ZzfZNf5KXF9o12e22Mm/eeL755nwURU2/fsuIjw++oJPP5+LnH7vyy4/dyM6ei0YTRnr6zYwa9QeJiedRVHRico64uIvp0eNzKirWsGJFT3bsuIfly7uyeHErtm8fQ3HxH5hMA1CrzJgMXWiV8hoJCQ+i0SSiVscBAr2+ZRbAPl/N36tW2wmT6TwqKqZRkHsT+blD8XqbFvYrSjgJCdNITv4Fn6+E7OwBFBc/it9vO6H5eDyF7NoZR8aB87BaV55QHycDt/sAednnc/CgAadz82kbV6s9l/Dw39ESzkBxAQmkUEgea1nLGrGRbO0gfKZvMIXnozd9iQo9+WRTRC4aw2eo1Z1OcOQXgEmAHhgO3AXkt9Crqg8pfVgsd+J0fobR+CQw6pSN9T+DM7KWlsB64J/ALiHEEiHEPUKIhpPVGoAIYLgQ4lMgD/iYwMowpIqGZ8h5ELiub18mX3MNG7KyABjavj078/LoHhlJXrW8pZXRiN3nw3ic7KTI5SL+OHJ+sDoTrkMz5PyrjAxaGQxfr+zOAAAgAElEQVSMrM4EW1xehHqUgZJhggd2tLzuuim4NNBz3FksMpfz8IolIZ9/dkoKakVh9eHQdoscLhczly9Hd++dvDV3LnM2biSx2vGloDz0RUIoKCkpYvHSvzDcPYY333iGDRtOjCCdCCoqStm4aQUJna/mzTefZNu2DeTkZHHHHZdx//3XERkZw/ffL+Ojj76nVavgKy1KKfn116+59NLeZGTs58MPZ/PGG19gMtXsZrz/7otQIuhU2Ydx919DZWXDJQb79BnAr7+uIyEhmVtuGcXs2VOPPed2u/jqq0mMGtmRZXNW0DfuRsK0cWRm7WVA/zjG3HQhX7w7CccRDf1Tb2Jo63vpFX017cIGEaaLxeYoR1FU/PTTpyf+JgJlZYf44tP+bFw2Gb/Hjc/nJSNjCb/9eg8P3JfMh29cw4G/FtKxshtnuQeT4m+D2+lg+7Z5QY+RlbWMzz7rycaNU+jf/yHOOWcbUVGhFczav+8LorwRtLcksnDh5Xi9NRl/cXEDKS3ditfrCKlPCCyiUlPvZPDgTRgMbcjN/Rq9vjWdO7/NkCFbGDGiEJOxN63Ce9A1qgf7D1xQ7WUNNtta9PquqNUtY71osy1Bp+tGePh1lJS8TXHRa1QUP885iVeRZIihqODqoPoJC7uCNm12ExFxF+XlE8nK6oHdvijk+ZQUvUNbbXfa+BUOHhx60vr6UFGQeymJzhL6MISSgjtO6/h6/cUIVStWs5r1ym7yDKPQRM7BFJ6HzvgBavU5xyQriuZKTGErQLTC5XrqJPIgdARkLAeBfxEIJHYC3gNCyDQOAlJ6qaq6DadzKkbjBEym1/ibpb/VR0sR8//PybmUcghwJbAXOA+YAhQKIfYIIb4RQjwuhBgrhLhKCHGJEOJmIcR4IcREIcQyoBJYSGD1GQ58BKRLKX8NZR5/OxeVU4HB6ekMTk9n3HffEabT0SslhR15edzUqtUxS8QUozEQOT+enDudxB+nN99fLYlpKnKeY7fzV2EhT3fujKpaV53tcdCmTxRel59WK07vhabIauPc89Jw5FoZqWlaQ9sQjFotfVJTQybns1etQtu5I5q4WMIMRkb06EGkyYRWrabwFNel/nLaR2j79UEVbiY8No6zzmraj70lMWfuDKISe6AzRhERGcemTau5/fZAhcvnnpvMmDHjQ7Z7tFgqefHFcfz220z69RvKpEnfkJJSN8F4z55tfPf1Z/S0D6JIlcvQ/hc2WSU1NbUNP/20inHjruPRR8eyd+8+2rXrxHuTnydMSaJn9DXo1QHinxTWhRhfGmG6WBShwi99WFzFVDhyKXDtxOouwumx0rZNV6477z5y8w7z22/TGT/+daD5Srq1IaVkw/oPWb74Jdp5OuGjLVnlB5j0ViJmJZpoVyS9xAC0Qo8TO8XkUaErwyHsnN37HwwafFOzY9hsxaxc+QobNrxPVFQ6t966jNath7J+fUhTxedzsX3Lq/T29qaSMlonX1ynAFF8/ECk9FJRsZnY2MGhdV6NsLDODBmyESl9ddw5PJ4KSoo/YnCra8m3HiAu5laEUCGlxGpdS1RU8AXHmoKUHmy2lURF3U5s7CNYLT9jLX+PAQlX4fBWkWc/Qlz8j0H3p1JFkJDwCWbzjRQW3kVOzkiioh4lNvbNoHTQPl8V5WXT6GYcRY7nEPGxD5z2MvGR0c9RVvw8bWQnDN4tVFV+TUTkradtfFPEbEBBra4pCtWQC41GEyiQZjC8jN0+Bo/nB7Ta0OoH1EU0gQj6OOAB4CFgGoEAY/BJ5I1BSg9VVbfics3CZHoZk+nZk+7zDP7/gpRyjhBiLjAauJNAjfRO1Y+mfF2PXkQOE7AHmiqlPKHtoTPkPASsOHSIQe3aUWixUOlw0D0igtxq15ZWDZBzt89HudtNwnGR8/3VXm/tm9Bez8jMxC8lt7WtyYLPczlpHa8jY3MlXdWhkZWTgdXtxiP96CP1lO0o4azuJ2YAe07btny+ahUenw9NkBrud/74A+Xyi3Ds2Uvftm1JiQnsLiVERp7SyLnb7WbGzM8xPXAX9nWbuPTiqzGbT11VxdqQUvL9958S2/FySnO3o1KpeOutpxg27CJeeeXjkCLlR7F582oee+xmCgqO8K9/vcz48U/V09F7PB4eHHcDadbOePFQYMpm6rtzmyUtERGRTJ36G2PHXs60ryYTG9aGjtGjMR2XgKhTh1HqyKLIvYdiSyZWexlpaZ0ZPGo0PXoOpGvXs0lISD023ubNy1m06Ef++msWaWljg36tlZVH+Gn2jbhKCujrHYxW0eOQVlROFTEiEbXQYBVV5ClZlGtLQavQf8A1DDjnetq27dtkkrHTWcHevT+ze/csMjIWIaWPfv0eYPjw19FqT0y7vH/v50T5ItFjZLtmCyP6f17n+bi4wKKwtHTtCZPzo6hNzAEyDr9FSlgnVEJDRsU2OnQOjO1yHcTnK8NkOnmyBOBwbERKOybTcCorvsakiaV/wpVY3aVsLV1GfMKv6A2hL36NxvNIS9tGcfEjlJe/g8eTQWLi1yhK08n2pSVTSFK3RoWaLM8h2ieEXszrZGEOv5nc8smUuPPpJDuwsfgJwsxXoVI1vaPaUlCrQ5MraTQ3oyjv4HQ+g0ZzFXCyVarbA38APxGIpJ8D3IXf/zqKErSKoA6ktFNZeTNu9y+YTG9iMj1+knP8v4UzCaEtBxnYyvoT+FMIEU1AizUY6A8kAbEEtoPKgBJgH7AKWCml3Hiy458h50GizGZjZ14e1/fty85q09YeMTEsyM9HEYLEsDBsR2Ut1QS9uDoMEW8yUdu0eH9pKSk6HWG2hrWSUkq+OnyYYdHRpPv9x4ybC6x2wuN0WPNcpPrUgeOhGO6GYuRby9B4R34+cekBolV6uJSe/QzBm0nXwqDWrXl/6VK2ZWRwdutmLCHtdrZnZVHgdBDWOhXHZ1N5/LLLj/mfJ0ZEUFBaGvh/CI4t+iDzrn744XvU7dqgCgvDs3o9Y6cvaTTZEUL7GI6a+TTkXAKwY8dG3D6B0RzP/g3fosbFhx/O4rLLrmuSKDf0Nni9Xj755DU++uglkpJSmTlzBX36nIOjAYXERx+8jL8Ioolnj2kTjzz+DgZDYrNewtnZGdx5x3Xs37+LTrHDiTO1Q6uuT1Qlklz7RgYM7sfBP9dxzTUPc++9E+u0qays+b1t26GkpXVl9uxPmDixeXIupWTh/KlMn/okqc50EmTfY++XQYThx88RzUHK1IVERsWSmHI953S8lujozgCUlwcex8PjsXH48Fz27ZtFVtaf+HxuIiLacfbZT9C5803ExHTD7a75DoRSI0uvd7Fj22v08vamkBzikvrSunWPOm3CwhIID29DQcFakoKsaN6cf37gdZVyJPtLhrS6nuzKHej0l2OxtMZiAat1bXWbgXXKCITite71gt/vwOstxGoNSOEc9hV4bb8xIOEqKt2FbC2eR2qbFfj9fYL2UK//2gyo1R9hMnXEan2YzMxcwsN/RVHi63nFQ6AiZUXpewwynkeu5zAq9YUUFycTHsLau5nacXXQmCe5EILYxC/ZlzOac/yDSfLFU5T/HBHRzSf+huI3H8oGW9P9qjAa38RqvRiP5zNgfND9tmq0npgArsbvH0VV1YtYre9SWfkzOt1baDRjmt0Fqe1P4Hbnc/Dg5bjdm0hNfZ+EhAfqtG3dGjZsCHrKQeM0b7g0jTPk/JRASlkG/Kf6cVpwhpwHiVWHDgEwND2d9dXa8+6RkUw9eJBEvR61omDzegmv5XFeVM2Ajtec77fb6WhqPMq2orycQ3Y7z6fXtRYrd7kxRWmw57tI0p2eKqEAm0tKMHaJxlnpRPolpmBK1jWAQdW7AGsyM5sn58CkBQtg0EC8ZeUoxSWM7FFDWhIjI8kqLj6heTQHKSWvvvM26otG4Nizj07tutKmTQgVa4KAw2Fn5Ih2TJu+iA4d6kawJr87AXNCTxzWEhTpYvmKA0RFhR5JOnhwN88+exebN6/msstu4oUXpmA2NyxR2b9/B7NnfkIvxyAKVFmkde3ApZfdEtQ4Pp+PoUOHk96uIyUl+ezP+IOionyEEESYozEZItAqJhSpw0As8//6i+7de3LHHa832a8QgksvvZePPnqQgwc30b5930bblpcXMOmtW8k/dIAeroHohbGexDRPZFKlL+WZ5z6na9ezmTcvsdGbv9frJDNzHvv3z+Lw4bl4vXZMpmR69ryfTp1uICGhX0gyiIqKvRQULKFDhztQqWoijjt3fnosar5Du4XLhn7R4PmJiQPJzm7ZnIfcnNdIDe+CEAoZlTuIT/z62HMu11qEMKPRdGmih+ZRXPg0dtsSpBKHRhWP3/4n/eJGU+7KY1vpUjx+Gz5fPkKcXNl5IQQGw0MoShoWy81UVAwkPPwPtNrO9do6HdOIVcWhE3oOuw9ijGz4PT8d0Ot7ozNdTJZ1C+1kO1bbZmI034dGc6JJl6cWGs1o1OphOBwvER5+K4rSMruJimImMvIdTKYxlJTch9M5Fo/nS/T6KahUzdfXsNu3cuDAZfh85bRv/wuRkcEnY5/BGfwv4gw5DxLLDx5Eq1bTv00bvlqzhpTISKJ0OnLtdlpVE22b10tSLe/ywuqQST1Zi83GNYmN67a/ysnBrFJxda02Lr8fRaWgKIKqAjfJwYaAWwDrK4sxd0mk/EAZUjQe8W0OqVFRtIqMZFVGBg+c27SNltXp5NdNmwh/+lGci5bywPnn15EbJEZEsP4kfdMbw5o1ayj3eTGltsL62XTGPza5xccwGIy4nE7G3DKc72avJi2tPV6vl6eeuo1165bQ76IJ5B1YzPj7nzghYj5jxge8+eYjmExm3n77a664oj7R3rZtLd2798Pv9/P4w9fTxhaQs+Qbs3n/jTlBf8Zt27bnuQlvARAZCaWlpXzzzTSeeupRXD4rk96cTGxsHIWFBbzyygvIKj/p6en88cfnmM3RmM3RhIfHYDZHYzSasVrLKSnJo7Q0l/LygIPHvHmfMX58w8mhq1b+h3cn3064J5Jk2mKhgipZhjz2z49EYsBEbsVhHn/kH/jwoShqTKYUzObU6kcaYWHJ5OQsJTt7IW53FQZDLF27jqFjxxtISRkSoq9zAAUFy1m48BK8XisHD07lwguXoNGY8HqdbF7/Or09Z1FIDrGJZxMT073BPhITB7J//yyqqrYRHn7ydcXd7kJKir5hSOqNZFVsw2C8HrW6JizvdK5Cq+1dTwYT2hgZWCq/AyRu3x6idCn0jRtFsSOb3RWbad1mBVlZIykoeIzExItaRPOt012FoiyhquoyKisHERm5BI2m5v2S0ofL8Tq99H0p9GYj1H1Own2kZRAT/zZHbF1Ilil0kOkcLr2bmISlp10DHwyEEBiNb1FV1R+rdRLh4S+0aP8aTQ+MxuV4PNNxuR7DZjsLne5ldLqnGj2nrOxHMjNvQ6WKpHPnlRiNvVt0Tv+XcEbWcmoghOgH7JRShp6Vf4I4Q86DhM3lYmh6OgatloPFxXSs3t/NdTiOua6Uu911ChAdrk78TDWZoFrCUuhyUerx0LmRyLnF6+WHwkJuSkrCWEsTXOByERkd6LuqxEVS+umrdLe5rIQOHbtyZEkWTqubzcXF9A1lf7sW0qKiKAhCEvPNypXoenRFqNW4N2zmntfrRlkVRcEbikynGdRecLz81ptwTn/c+QXobC7OOef8FhunNtqldcK+x8GtNw1n1o+r+eabD5g791uS2vZHUVRUFe7iuutCLy7k8XiYNOkp+vYdwuTJs4iJqf9Z2e02xt5+Hk8//SGFBTnIYnlMzvLw428RF9e8fqKqqpJ9+3axf/8u9u7dyb59uzhwYBeFhTWWeEIINBotw4YF3sNvv51OcXEhv/76M/BzUK/HaDRjNje+QNm3dy29ug9HUdSo1GpMJg0qlQq1Wo1QFP6aN5P4xFQG9L+Aju5e6PR62qV3Y9GiI1gsgUdBwToOHPgBvz+wr9+x4w1063Y7qakBa8STQWXlHrzegBajvHwXubl/0qbNNezf9ylRvmh0GMjSZnL50C8b7aNt28tYvfp51q4dQLt2T9Gu3ZMhV7t0uwuw23YTGXU+OUdeonV4d6SUZFXtIiFpdp22imLE7d6C270HrfbEoudF+Q/RPqI3Nq8VqzufPnGXUGg/zL7KHUTHPkVu7i14vQWoVFGAj5a6HanV3VGre+LxLMLvz0DKnvj9hahUibhcPxEujBiVcLY4N6APP2271I1CpYohMuY59pV8SA/ZgyOejTgcc9BoulFe+k/iElb/jxF1Cajw+wubbXkiEEJBq70dISJwOK7G613UIDmXspKMjAcpLZ2B0diP9u1/QasNQVP2d8QZcn6qsA7wCSEOAlsJ2CJuBbadaMJnczhDzoPElBtrEnTzKysZXC05ybPbOS8hAb+UFDgcJNeKnG8rLydKq6WV0XiMnG+tJqa9G3Fq+amwELvPx20pKXWO57tchMcFbsaVlW7itCebjBMcfH4/OZUW+iSZcewuQ/HDrAMHTpicl9hs9GhEOLstN5c3li3j6+uvZ+KCBahuvAb7zt0M7tCBuOMEoVnFxaTFxp7QHBrChJde5EhODi89N4F1GzcQ8cS/sf/nN/419pFTdmPs1qMv2/dsRFUWy8UXdcXhtBITm0Jc2kDKC/fRvcfZJ1S5c9euTdjtNm688b4GiTnAunULiVbH8/7kZ8BPtZwlm9Qu7bns8qYdI1avXsozz4xn375dx44ZDEY6derGBReMplu37nTp0o2uXbuRktKqzvs3Z85fQGABMX9+ORZLGVVVpVgsZVgsZXi9HrRaPTExycTGphATk4zRaG5Utwsw9s636/y/9qbU2rUL+GXuFzzwrzcYNuzKOu2O79Pv92G15uL12o/p0FsCHTvejZR+3O5KtNoIli27Ab1+Ebu2v0Gf6qh5fFJ/YmIaT9CLiGjHkCF72Lv3YQ4efIG8vJl06/YxMTHBLxxLSn4gM/Mxunb9nbLS/9Ct1Y0crtiM0TQGlaru9yw29hvy8wdRWHghSUlrUKtTGum1YVgsq/G6tpJS7fYihCDXups95ctR1Knk59+PVtuBlJSpREbejM3WMrciv7+MqqpL8XrXERb2GTrdlXg8W6koH0xU9EZcthfoqm9PmS8fn5KCRtOvRcY9WUREjiO7/EMqvaV0kR3ZXPYAKlUCHs9OvN4DaDQd/9tTBEBKC1brTShKCuHhTcvSTgZe71ocjltRlK4YDPUDFF7vUhyOMUiZS1LSBJKSnj2pKrZncAbNoBKIIODW0hG47ugTQogSapH16p975Il7jgJnyPkJISUyki6JiTir3ViSDQaKnU58UpJcK1Noe3k5PaOi6pCTrdXR9F6NZB9Nz82lvdHIoMhAqe4Cl4sojYY8p5OwNlp8Hj9qBKpTHEmZdyQbq9tN9+gYopMjEIqgYn85w1NS+P7AAd4cNAjlBOZQbLUS38jCZHteHj9u20ZBVRWVKgVTchLeX3/jsWvr23ZllZTQOZTMu2awads2lq5Yzro1a9AM7I/f4cS9dz9XTvlni41xPHr07se6X5ZhcofjdDlQq3UgVIRFtiJ72ywefvrVE+p3/fplAPTr17h06M/fZhHvbIX0+dF5DHjxkGfM5Mc3tzW6GLHZrLzyyhNMnz6FNm3Seeqp1+ncuTudOnWjVas0FEUhMsgK8xqNhqioeKKiTmyRFywWL/4PBoOJgQMvbLatoqgID28+FyJUCCHo3Pk+AHZsf514mczC+ReRpLStiZoPab4iqV6fRO/e31FcfBu7d49jw4YRJCffQqdO76DTNV892GZZS0pYF3btvJBOscPxSS85lr3EJ9bfwdBo2pGQ8CcFBedRWDiaxMQVqFTBfbhSSo5kjaNLVF1dfrm7FCkl0ldBUtLHREffdVKymePh8+VSVXUhPt8BzOYf0On+UX18L2GKmcrycwlTIohQxbLOvgK96aMWG/tkIYSKiOjP2VN8IwPlOcTJcJzeCuJEe6zOJf8z5NxmexC/PwOzeSmKEuQfe4jw+bZit1+EEIkYjQtQlJqFo5ROXK5ncLsnoyjpdOq0krCwlnEU+j+PMx7lpwxSyighxCjga2pKzdoJePzGASOBEbVOsQohVgAzgR+llCFYRgQQtIBSCBErhLhbCDFLCLFdCFEshHBUP4qrj80SQtwlhGi5kOb/IFY88ghPjx5NfrV9R7LRSH518ufRyLlfSnZUVNCrumDOUWytqiJNryeqgaTKLIeDJWVl3JqcfOym9mjmPrpuXMXc4iJMyTqqStzEGnTssFh4O/PwKStcsbm4iBsXLuCfixcS3jkan8uLy+LiH+npHLFaWZkf+k6Ox+ejzG4nrhFJT56lCvMFI9ilVcN5Q/AUl+AvLMak07GhOiEXAjf/rJIS2sS1XDnmrKwsosbeSqFBi37A2TjXbaB/n0Fs2bKGrKxDzXcQInbs2MDs2Z9R4s7Hg4vk9KEYzUlEJJ2Fx2XBUp5NXFwSW7euD/kzXr9+Ge3adSY2tmHC5vP5WLt2ITEkkOhtTZSII0+Vidvr4slHbuL77z6ud86KFYsYPrw7M2Z8zF13PcTChdt44IEnueCCS2ndum2T9oP/Lfh8PpYs+YkhQy5Fr2/aWu90obRoA0mk0d1/Fm297SgkB7UhguLiLeTmrgiqj7i4CxkyZCfp6c+Sn/89y5e3Z9++J3G5ipo8z27bStuo/pyVdCWtI3qQWbEVnaETdvscXK76Rc10uj7Ex/+Mx7OPoqIr8Pub2L6ohbLS7zDgIUafWud4G3M3IvStUanCMZnOa2FifoDKysH4/VmEh/95jJgD+L17SNG2obOuG130Xan0lWDxVSDx4HYva7E5nAwqK7/CZf8JJzYKOEJn2ZlesifRMgK3I/iCWKcSLtds3O5p6PVPo9EMPSVjeDx7sNsvQAgzJtMiFKUmAOPzbcVmOxu3exIazb2YTFvPEPNaEC34OIO6EEL0BH4A3ASi5mYpZRigAXoBTwFHqHn7zMDFBMj8biFEyNrYZu+oQghFCPEykEmgSsC1QHcghoDHo6769+7Vz30CZAohXhInkj31fwhuv59BcXGkm83kVRP1pOrI+SGLBZvXW4+cb7NY6N1I1PzraovGf9aKCPfSmwnva2KZtoqYdgasZW72Flk4f+9GPi7KqddHlt3O9Rs28M2RIyf12lKNYXS7vBP+4fHEDkvFkmuh3GLnsU1rUWlVzNoXWnlzgNJqaU9jkfPMKguqqEhMd96GqU8vvCWlEG7mvHfe4bbPa7yfSywW7C5Xi8paCvPz0CYlEnnbLaiMBlR+yfbCDMbcfiFzfpvZYuMcOLCT8eOv4tpr+5ORsR+vxoNbuNGZIul+3jgS2w3CYS1GpTFyy60jufe+65rvtBZ8Ph+bNq2kf//zGm2zfft6wkQEalGzQGzr60K6oxs7d28gLr5GdmS1VvH44/dw/fUj0Wp1/PzzCl58cTJG44l5ep9ObNmygvLyYkaMuOa/PZVjqCjfQRgRxIoktEKPVuiJsGlZsuBO9uxqPnp+FCqVgQ4dXmbw4O3ExV1KRsZbLFvWhj17HsLpzK3XXkovLnc+BnU4caZ2KEJNhC6eaMVDWemduFyLGxzHYBhBbOwMXK7llJTcfKx6aGPw+x3k5jxB58gauYjdU8HWkqVsLFmOMeZ50jvsQ68/OReYo/B6d2O1/ouKirOR0k5ExFK02rr3QenbgUmJoJW2HRGqWPzSR4w6CWfVLTisTzbYr5Q+HI7llJZOwGKZic93apyhjsLtWIfd+hldZRdiSEAIgSIUIonF5V4d1ALd4ZhBaem5VFU9iNP5E35/SbPnBAufLwu7/W5UqgEYDBNarN/a8HoPUVw8goBl4yIUpaaeg8v1LjZbf6QsxWD4A4NhCkKEfg0SIvjHGZxBLbwChAE3Syl/lFLaAKSUPinlDinlm0Bn4HMCCTT3A3cAq4F2wDwhxD8a7rphBCNr+ZlAdSRBQHezAtgN5BEI60MgtJ8MdAWGEtDmPAP0JFAG9f8O7rsv6KadZs9mVbdu4HLxZXUkObm8HBwOthUFoli93G7Izga/H7vPxz6bjetiYjjeNFtKyYycHIZFRNAGjj1/tkbHTy647Y9AgQ6f18+Tfwxk/be5jF6rQVTLZAD+KCnhlt27qfB6mZ2by+K8PD7s2LEmsTQEM+5WgLfYQa+3hwPg9/m54sdrODhjJ6wo4D+HDvF+r16oFSVo//Si6vHjfD4oqh/lO1JSgqpbjXOCoUsnPNFR+D/9kjkPP3zMyDurtBSAtPj4wLGmDMiPg/DXJxdutxuvz4/Q1Pw56EcOw7ZgCQMjE3hw/NM0VzOpYzO7zgcOHOCll55n9uxZmExmxo17kVtueYh/XN4DZ7mLMK3p2G5JRGw6hrPHcGDtF3z7zS+YTMHdKaKjYcuWrdhsFkaNOq9Rv+333/2RMGtdS8VC1RGKo3L5deZKuncPuB0sXfoXjz56FwUFuVxzzaOMGfMSOp2BnTsbn0OwshaAEYOCT3z/6KvgI99lZYGfP/74I1qtgZiYi9i9u367W4JzigRg7drg2za2ieDzeZj9XQk6atxDoomjnDLatBnCjTd/1uT37P33GzraGfgOeAG//w2ysj4kK+tjEhNvp1WrJ9DrA/alDsd+jNq4OjKTOFMbjlj2EB39L2LjHm6UkOj1N6AohRQVPcTBgw+SmPhho9KnkuJ3iNclY9JE4fBWcaByK6WuIiKjXiA1YgxCqPF46p/XhHlVPeTlObHb/4PF8gku10pAg8l0NZGRL6PR1LU8dTrB59uPqZYlZJQ6Abd0U+G3Ehk999jn5XD4cLlW4HD8gMPxE35/QZ2+NJqz0OtHodONAgYFnZAbzOUxOu4TECayLf8hxl+z46UWGrRoUZRMNJqagnS18yWk9GOzPY3d/iMAQY0AACAASURBVCYqVTp2+ybs9g8C56t7olYPQ6MZjkZzLooSugWvlD5stn8ipY+wsG8R1Yv6UEpdNJci5fMdwWIZgZRuBg5citncoXpsyYEDT5KZ+Rbx8VfStesXaLU1yeHz54f8cv7eOCNrOVUYDDiklMsbayCldAL3CCHCgLeB7lLKqUKIZ4GXgGlCiDXBJpA2Sc6FEHcBlwFO4Engs+oJNHWODrgbeAO4TAhxh5SycRuCvwmi1WrOi4ggsfoqtM1mQwG61dKg77TZ8AO9GqgMuqaqigMOB0+n1t0K7hMWxpG9NQRcpVaITNSxbW4hs7sGfJ99UvL84cO8mpVFr7Aw1nTrxjeFhbyamcn6qipmd+9O1yZ81RtCitGII6eG9CoqBRRB0bIjTOrSi5tWrWJpYSEjg62KAhQfjZw3UsEjz2ZDFV4TVfc7nNinfs23d91Neq2791F/87QWkrXk5OSgj667w2Hfsh3Tvkw+/2ltvUqaoSArK4vXXnuZGTOmodPpePTRJ7j88seIiAjcJDu0786uTduIqlVd0u/3sXv1V6TEJdCjR2i2YCtXBrbphwxpXG8+55efaO3vCtW2mFn6fWjT1Pz1/Ubi4xOprKzghRce5vvvp9KhQxcmT15Nly411RsPHdrK9OkTSE5uz7XXPkZMTPDfgdMFv9/Phg3/oVevi9Hp/jei/EVFBwhTRdYhtlmqg/gTwrjltrmoVCeT0NYJmApMAN6isPArCgq+ID7+FlJTn8Zq3Up4rYqtfulnW+ECtOZzMUe802zSc3T0v/B68ygrewu1Oom4uPol0b3eQirKP6Bf3Gh2la2i0JFDZNTTtE66GyFOPoHd4dhHUdFnFBZOx+8vRa1uT1TUW4SF3VYvofUopJR4fXnoxdnHjlV4i9jl2kVE9CqEiMTlWozT+QMu10/4/UUIYUCvvwSD4Vr0+tF4vftwOufjdM7HYnkHi+UNSktNGI3DMBpHYTKNQqPpdFKJ40IIYuImUaGKY2PFh5zl74tWBMh/lIzAYV+KJqJtvfOktFFZeQtu9y8YDPcSFvY+IPF6N+J2L8HtXorT+TlO5/uAQKXqWU3Uh6FW90TKSvz+UqQsxe+veUhZc0zKAvz+LEym6ahU6fXmcLLw+wuqiXk5ZvNizObu1a/Nx+7d95Gb+zmtWt1Lly4ftqgU6u+IM1aKpwxqQCWEUIJI9HwWuBF4FBgvpXxFCNEauJNARL3+xbORAZvC7QTWYvdIKb9upi0AUkoX8IEQohKYBowF/vbk/Kq4OK6qRRa3W610MhrR1yJ2W6vJae8GiPLXRUUYFYWrj5NqRKrVCLfEYfFiMAc+rq1/FnJhRBSRajVuv58rtm9nXlkZdyQl8UHHjhhUKl5u145zIyO5Zdcu+m3YwF+9ezMkhPBUitGIpbRuBdP9n2zlmQ5duTI1FbNGw+ysrNDIeXWEO7YRcl5stR4j59Lvx/7NLP49bDgX9alboORAQSCi1VLkPDs7G3VUTcjXlZWNnL+ImbPXYDLVX0gFizfeeI1XXnkRgHHjxvPYY0+SmJjI3r01bbr37s+WzevQ1CKQGdt/ISk+jtEXXheyp/yqVSto1y6d5OSG3TUOHTqI2+ZGL4x4pYeDpu30Oe9s3vtwBnq9nqqqSkaM6ElhYR4PPPAU//73BA4erPHU37RpAc8+ezFGo5n16/9g7twpvPrqn/TuPTzEd6c+MjIzufXOO+nTqxf33HEH3bp2PfG+MjZQWVmA2RyH1+tBrf7vOznk5u7A6Kv5nHOUDKzRkrvvnI9G01J1C9oCH3P22c+Sm/sOBQWfUlQ0g8iIYbTSBb7jUvrZUbwIYexD2/QplJYG9/2Ki3sdny+f4uLnkNJJbOxzdaLHJUVPokg3G4rnExX9CK0TxqMoLaP1z8p6lPz8iQihxmC4ErP5HvT685v1nZeyFLUwHGtn81WyxbmB8Kh5gJfi4lT8/gKEMNYi5BejKDWfk1bbD622H+Hhz+D3W3C5luD1zsdun4/N9jvFxaDRdCA1dSVq9cklOEdGP0WVEs2Gsufp6++LXhiJlhFk2edBxO312ldUXILHs4KwsPcwGB44dq3QaAah0QzCZHoGn8+N17sej2cpHs8SnM5PcDqbqkIahqLEIETgoVK1Ra1+BK321CTHW63X4/fnYjbPR62uKTS2f/9j5OZ+Ttu2T9O+/SunwDVLAhlAFfD/rzf6GQSFHcA5BFQkc5pqKKXMEEJUARfVOjyZADkfTQuR8y4EBPDfBNPZcfgG+JSA1OVvD6fPR7HHQ7xWi05RKHC7aa2ru+2Z6XSiFoK0BgoI/VVezqioKMwN1FruFR5G7h4L7fsHorsbp+bybXQ6Ukru2buXeWVlTOnYkfuOq5F8QXQ0W/v3Z8imTdyxdy/b4uLqLBaagkmtxuvyHSOHVUeqKF+fz92j+qJVqegXE8Ou2rXWg0B49ftR0YgvXpXDQVQ1cXf8tZABpjCeveKKOm0cbjcf/fUX/du3JyrE3YDGkJWdjTciHC3gLSvHOfMH5v/0M3GJqc2e2xjeeectJkx4hquuupp33plMamrDfXXu0gcPHtTVkfOSnG2U5+7kucmzGTr0opC1j6WlJaSmpjX6/G9zfyHcEYtdWtkftpWx997Pv/79zLEbn1qtweGwMXjw+Tz11Gv1zo+MjEOr1WOxBOrcR0TEEhXVvFNIc7BYLFx+7bXs3LWLtevX88HHHzP4nHO4e+xYrv3HP4DQSF5sbBvS0weyePEn7Nw5nyuueI4BA25Aqz19xbuOx5GsTehdOhCQL7KpiLJy1z1r0OlqFoCFhbtYuXIidnspN9304wlH03W6FNq1m0xKymNs2JCK23kYs/lcpJTsLF6KT9uBDh2+CqmokhAKyclfAgolJa9SVfUTyclfYDQOQko3FmuAlEfH/BtFCQupxHxzOBqsat/+Ozye4HMIvN79GFUBCZfLb2ejYxWm8K/RaPrg82Xj95ejVp9FdPRytNrmryeKYsZguByjMVCB0mZbSG7uhUjpRlEaDjqEivDIe1BUMWwoHsdZ/rOIIpa9zpWNtNYiRDh6/c2NklchtGg0Q9BohgDPIqULr3c9Pt9+hIg6RsQVJQYpoxHi9NXQAJCyDLW6LxrN4DrHvd4qVCoT6enPnyI7Wx+QDrzM34acn4mcnyp8BQwC3hNCbJZS1k/4q4YIJEOYCeRjAiCl3COEsBP4wgWF5q7MasArT8ASpDr07wP+v9iHWltVReu1a1lTTVirfD7CjyPa+W43CRpNPQvCbKeTDKeTYY0IdgdqwsjZFRD45eyxoKuQ9DWbee3IEaYVFDChTZt6xPwoknQ6Puncmf12O68dCs11JFKvw1XpAmD/x1t4sVN3tNXkvpXRSE4IWm+AzjEBreDeas14bbi8XlCpEEJg376D8N17+X7cuHoX5Y/mzSOntJQ3b278ZhQqDmZk4A0343c6sU/7lo8nTuLss89u/sRG8Pnnn/L0009w3XU3MHPm940Sc4COHXvi9bvQaE3YqwrJ3PILHd3d+HDyMyfsxNPUeT/O+h7phr3hm3j7/Y956OFn67yPRqORO+98iOXLF7Bz59Z656en9+attxYzbNgNDB9+I59+uoO0tJNbf/t8Pm667Tb27N3Lgt9+I+/QId5+7TWKiosZc9ddpLRvz48/PkR+fgPC8UYQEZHAhAmrefjh3zAYIvj889t58MEkpk0bx6FD606Zy1FTOJK5kTDCKSSXwvBiHnp0GQZDFFJKDh9eyvTpl/Dee93ZuvVb9uyZw4YNnzffaTPweksAPx5fJWHaWPaUrsClTqZDp5knJBEQQkNKyjRat/4TKW1kZg4hP388fr+TDh1ziY17DkU58d2mxpCa+hI6XVuys5/E77c1f0I1vN79hAkDXulmg2Ml+rC30OlHAaBStSYs7Fm83s14PI1KSZvou4CiontQlChatfqrRV93mPkaYhK+YbOyGQc21BK83vp8wGyeiJRV2GzBJ2kKoUOjGYpefwc63T/QaM5Dre6OoiSddmIOoNVeg9e7sp7GPy7ucnw+G+XlwbkYhY6jOVinp2bIaYFsoccZHI+pwGIgDdgmhLhDCNFY5ORxAjmaxxMdLxB0dKg5cn4QMAohLmqmXT1Un2Os7uNvi4VlZbyTnY2n+mavriY6VV4v4cdFqfPdbpIayIxZVk3oh0VE1HsO4GxDGMWbA7rzDdNyeDAqiVlFRTybmclNCQm80La+FrE2LoiO5paEBN44dIjdtRJIm0OSyYC9yEbF4XLs20sY06ZmnBSDgTy7HX8IJCctIgKdStUgOS+02dCbw3AXFOL7z6/Mf+xxTMftMFTYbLz288+M7t2bYd0aL9gSKvYdPowqIgL7zB8YP+Y2rr/22hPua9as7xg//j4uvvgSpk6d0axePTk5DY1Gi9/v5dDmbzGrzSSIVCoKylizZkHI4ze1YCkrK2Pbrs3Y4sv44edFXDi64VztsWMfwGwO54MP6kfOATp16sfTT3/HU0/NJDLy5KVFz7zwAr/9+Sfvvf02I88/n7i4OB596CH2bdvGoj/+YNSIEaxYMYVXX+3G5MlDWb/+Gzye5m39hBD07n0JL720iccfn0/v3pewcuU0XnxxIE8+2YWpU1+nsLDRAEiLo6BwLy6c5IQd4aFHl2EyxbB9+2ymTOnPF18MJydnAyNHvsSTT+bStu0wFi58HqcztN2p42GxbABAozJysHw9VsLp2PlHhDi5EhdhYaNJT99FdPSDlJdPIStrBH7/qatsrVKF0a7dV7hchygvfybo8/y+XZgULZsca1AZxqE31i2wZTI9hkrVmaqqcfj9wQcbfL4qcnMvxustICXld7TaTs2fFCKMplHEJc1lq7IDxe/GYV9ar41a3QOD4T4cjk/were3+BxOBzSaawCJ2/1TneMxMSNRFD3FxXNP0chHyfl/X/J2Bv/bqA5QX0VA0hIFfAYcEUJME0I8KIS4RQjxsBBiPgHZigSOlR8WQoQD4UDQFkrNXaG/I+DhOEMIcZuU8vdgOhVCXAxMr55g6PXH/5sYMyak5r+XlfFVfj6zqvWxmurU/8Yi52m6+pGJZZWVRKnV9GhEptEnLIwjuw/jsHjZs6yUtq1juHjnToaEh/NVly5BRZAndejAH2Vl3L1zJ8sHDgyqgFCq3khxsZ3c/+zn1U49As4s1WhlNOKVkiKnk8RGFhXHQ6UodIyOZk8D5LzAZsOv0eD4YhqzR19E2wYqkH6+aBHlNhuv33RTUOMFi8OZmTjLS7mwV29eeCb4G//x+P333xg79laGDBnKd9/9gKYBL/vj4XQ60OtNHNn1CzfdcC/z5s6kMqeMZGsbJr31GFdffUHIOwSNRYUPHTrAkMHnMf3r79HpGifVERGRjB37AO+//xoHDuwhoG47NZjx7be8OXEi9955J+PuuafOc0IIzh82jPOHDeON9yysXTuNVas+Y8aMf/Ljj/9iwIAxXHzx82i1JpzOKhyOShyOChSlEru9Eru9Aru9ApulFGtVKX63j45tB5ParheHD6/no4+eZsqUZ+jffySXXjqG4cOvQq9vGWnC8XA6rVhsxWSbJPc/MI/t239l0aJJlJZmEBPTgSuu+ISzzroVjSYg37n44olMmXI2S5e+xujRb57wuFbrBhTFhNNdTLkuna7d56AoLRMpVJQwEhPfxWgcRk7OVeTn30ty8rRTVlE3ImIYCQn3U1j4PibT1ej1zXtt+z27yPTuR6W7FpOpfgl4IXRERHxCWdkwLJaXiYhovuqllC7y8/+By7WDlJQ5GAwDmj2nNhyOFZSVTSAmZiJ6/VlNttUbBpDYagn5Oeehsv+FOby+xZDJ9BJO53dYLP8iMnLxKXv/TxXU6m4oShfc7h/Q68cdO65SGYmOHklx8Rw6dZp8Cl7X3yxyLs8khJ5KSCktwJVCiDsIEPA04FagdjLG0S/peupqy49erDKCHa85cj6ZgOH6WcAcIcQ+YD6wi4CVooMAAT9qpdgNuICAv5cANlb38bfDhQsW0FNKPH5/QPtTraNWu1z4bTasPh/hfn+NzZ/dToHTyUCttsbrrRpLy8oYajCglJc3OFYC4LZ6WfNdDqP1Rq7fvZtUjYZfkpPRVVQENd84YGJaGrcfPMgX+/ZxdxDJoW39gi0rjyD3lXNDv6515t2q2h8sJz+fxAYWHA3C66WL2cymoiIoqbuALMjLoyQjk9fPOYeRZnPAfvI4fLt4MQNat6a3otR9vhFJT4NoQO+ed+QI7RMS+ObDjxAu17HjrVsHr2mfM2cpN954Ld269WLGjLl4PIYGLeOgrq1YaWkpFRWFdOnSiwcfeJYe3Xvx+hMP09l2FvlFWaxZM4/Ro4PfuFKpBELIBq3LBg8ewMLFAT/rnGYCxv/850N89tlk3n33dV59dUbQ43fpHPzdYcHCrdx1//2ce+75vPz6FKo8jS9m4uIMXHbZ41xyyaPs27eEZcs+Zdmy99m9+w8KC/ejVjREGZJQo0Er1Ch+FYpXILwClV+NBg12rBQbC3j0qanExrbip58OsXv31+zePZ11625BqzXTocO19OhxJ8nJ59QZv5HSBA3Caq1/rLDwACq1gbT0y5k06XyczjKSk89hyJCJJCdfjqKo2LOn9hlnkZZ2KytXvkt4+L2EhbXlHyG45G7eHPhZVrYBRWmFRhVBeOSf5OXV31U93vrR4VhMWdmTgIq4uM/Qansce64h5Z1efyU+34vk5z+P2dyX+PgHgaAdVoHgbfmiot6gtPQPSkpuJzl5W53EzYbg9R1CrRmMKXxKo+ROqz0Pg+E2LJZ3MJtvRqvt3mh/UvopLh6D3b6IqKjpCHFRs06utbX3bvcqyssvQkobubkjiY5ehEYTSHhvIBUJAEXpSnzSBtzuTcf6qhv3iSY8/BUqK8fh9f6EwXB1o+M3h1C+542kDjWI42559SDENXi9r2KzFbJ2bU0Oi9t9GU7nb6xevRuVqv5uaXg4BJv6VP/jP3qB/puQczgjSTkNkFJ+KYSYRiDhczSBhIV4wA8cAn4Bpkopa//l3VD9M+iKYk3KWqSUHmA4gcpIggDpfoBAoaE5wAJgYfXvn1Q/16W67WxgxHET/D8Nh9fLhpISylwuDlgsFHo8eKVEoyh4a8larNV3pdqyFq+UFPt8JB0XTc/1eDjkdjOsmeTGHiY9Cz7OZEWZFT/wR1oaMQ0kjzaFMXFxDA8P5/GsLPKD8DxP0+g58PNe3mzdvl6kPaX6TpJbi8wGg86RkWRYLDiPu2OoFIV/du3KE90bvjHuKihgW14eN5/VdKTpRHDd5Zcz/4cf0AW7yDgOGzZs4OabL6N167bMnj0Pszn4O5zb7SK1VTrvvTsLRVE4//zL0cXoqZSlJFvb8OSjj/9X9NHR0bHcfPN9zJkzk+zslq+Qmp2dzc03X0lKSirTpwd2GaSU/P77rxQUNG4DqygKXbqM4N57Z/Pgg79TXn6EyMhkYqLS0Pq0tLN1oIOtO+mOLrT1dKaN7ESqSCeBVAo1ufToNYy8vIM4nXYiI9MZNOgF7rjjENdeu5QOHa5h//7ZzJo1iMzMljVQPnJkOT6/m+3bP6dVq3O58cZV3HTTalq1ugpFaVj61LPnqwihYvv2+hHfYOD3O3G7t2M0Xk584spmiazbvYeCgsvIzx+Bz1eIx3OInJy+lJe/SHPVpxMTnyUi4kpych7GYllyQvMNBooSRkzMV3i9hygvf7rZ9saw1zBHzm428dVsfhtFiaC09F4ac0qTUlJW9jB2+/dERLyJyXRrg+0ag9u9hvLy0ShKCtHRqxDCTFnZSDyebc2eq9G0wWS6utHnjca7Uat7Uln5EC7X0pDm1Rx8vjJcro0t2ufxUKmuBfz4fD/XOa5WXwqA19ukQcYJ4m8WOScQOW+Jxxk0jeriQ79JKcdLKYdIKTtKKTtLKS+RUn5+PO+VUv6TQIz0w2DHaDZVX0ppkVJeTyB6/g7/j73zjo+iWt/498zMtmx20yuQhBqqShHs2HvBfu3tKtd2URHbFbteFSsWlGYXG2JXrGChWAABUWoSCEkgfXezfeb8/tgNJKTtkoB6fzyfz34WZs6cObPZnXnOe573eWEJkeJDO1Z89QK/EDFfHyal/Ed0GeB/BkUeDyM/+YQvysoiEXMhCEmJBts150QkLdCcnG8Jh5FA9g5Sh/lRe8XRHZDzEdKCw6KyORzmvbw8+u4EkRRC8Hzv3vgNg+uKOl5d6W2zsXdqMmOyWrpxdI+S81JffDrT/snJGFKybodQ2Ql5ebx80EFtRrdmLV2Kqiictffere7vDJ548EHSd7La6G+//cZxxx1LenoGs2d/QVpafP3k5/dh7tzVOJ2RkKQQggm3PkyZo5hkkY67ooFPPolJTbbt+K4i8//853hUVWPGjJ2XVTRi/fr1/Oe22+lV0IcFCxZwypgxBAJ+3njjQ1JSIv7bkybdx3nnjWGvvQq44YYrKS5u/zs6ePAxjB//JcGgF3/Yw/Cjz2OlfQnF2hr0HWICQggGh/alatEGpjwwlksu6M4rMwfzzVfXsn79h6SnD+KYY2Yydmw5KSn9+PrrqwmH4wgNtgEpJd9/fwfz5l1Hfv5RXHrp74wZM4du3Q7o8NiEhG70738jGze+SVVVHFWQoggGlwFhLJb9aTt3KeJPXll5JaWlQ/D5viU19SG6d19Njx6rSEw8k9rau9i8eUS7BE0IhYKCl7Ba+1FUdBaBQEnc440VNtuhOBzX4HZPxu9vP5HTajsdITrOwVKUdFJSJhEI/IDH03qlVpfrYdzuJ3E6ryMxcUJcYw4GF1NbewyKkk1q6teYzQeQmvoNQtipqTkiJoLeHoRQSU6eBhhUVx9GVdXhBAKdT6SU0qC8/Cg2b94Xrzf+HJhYIcRghCjEMN5utl1RclGUEYTDu0J3/r9HzvfgrwspZbWUMubSXTH7aEkpl0kpb5JS7iuldADJQDcixSSTpZQOKeVIKeXNUsqWNg9/Y3xRVsa4H3/EG432mhRlGzkPS4kmBI11J1Uh8ETJuX0Hcg6QtUO0+3uvF6eisHdba5pR+EIGW+uDzOjWjYM7YSHY12bj9u7deau6mqWtrb83wZHp6SwYMapVwpxhNiOAijiqjgL0dER8zNfHUV7OMAxeW7KEI/r0Icvh6PiA3QRd1xkz5hQsFguzZ39JTk7r3uIdQdlBVzB69PEkpNupk1Vku2KPns+d+xmrVv220ysATSGlpLq6km7d8pkz50WCcf6dAWpra3nuuefYe/BQDhhxMLMemU1dXR1ffPEFy5Yt4557JlFYGNGzb9iwngceuIPevfuSnJzCzJnPsf/+g3B3kMDcu/f+3HxzhKB9//1M7ntwDYOOPZwlCd9TwcZtn1u9rMFNPRkyh36eIYz0HU7fuu4Efl3Eks9u45UZg5jxfD5ffz6WXr1Opq5uHatWxVTaoV3oeoCSki8YMuQyxoyZQ2pqfImDOTkRSdPq1Y/Ffe5QKOJuYzL1aqdNEaWlQ3C7p+N0XkVe3nqSk29CUayoajqZma+RlfUBul7N5s0HEgyWtdmXqjrp1es9pAxRWjou7vHGg5SUB9G0XmzZcjK1tbej6y0rDscKKSXB4I+EQisBQX39/S3aeL0fUFt7C3b7OaSkPBq3/rmu7nSEsJGa+g2qGrlPaFqvKEG3UV29H5WVF+H3f7/Tk2uzeSRZWeuw2c4hGPyG6upDOiToHZ3L759PMBjRSFVXX7dT44oFQggU5QAMYz5SNq/irGnHoeuL6PpYXxqRWon/IzaKsMetZRdDCGETQpwthLhfCPGwEOImIcSx0YTPLsVOp+xHZwBxFPD9++LTzZuZsW4dY6KWeMlmM35dx6YoBKM3N2v0Zu03jG3R8dom0o3G7/uOC9gbgkH6WSyo7dzspZS8VFfHiQ4HhWYztbpOSieqVh6VnMzETZsoD4UY2k47IQS26Hm2BgIU+XwMsNtxmkxUBAKRlYCO6jLvgN+iuvq+MSaRAtz1xReUeBq465hj4jpXV2Du55+zfv16Lrv00hak9+uvv2b9+vW88cabFBS0TYDihRCCm26bxJ3XX0mhZx/WlS3nyy+/4Kijjm61fUVFBePHX8fbb79Jv36F3Hdfx0ltbaG6upK335rJ9Ocfo85VhWY2MWHCJMwx/p1DoRCffvopU556nh9//JE0PZsUbzZD6MMmZR0Wq4UP53yMVbVx8w3juGviLRiGRAB2LZGy9eVoaJiFhcsvv4bEVqrp7ohu3QZz2GFX8d57EzGZrFw+9nFOPPkapjx1FcvXLabA2496pRpvth+X4aa+fispaia2BhvJMo2cYD5CCAJBP/VrilivfgVAOBy7ZV9b0DQrZ575BSaTfRuh8/vrqKxcTnJyL6TM3Sa5WL7sVpzJg8nPjyQ8FxW9wC+/XI3Vmk1hYfzEyGo9HDDjcj1Fevr0FvsNw83WrScDYTIzX8ZsHo6ipLRoZ7efhBAaFRXHEwwWYzbntnPOfiQmHkYgELsUqqFhMVKmYzL1jNl3XVHsZGV9Sm3trdTXP4DL9Shm81A0LR9VzUPT8tG0fHQ9D1XNR1GaPzuljFTR9PlexeebjZSbARM22wk4HFc1axsOV1BVdRlm81DS01+Iyxu+ERbLifh8U9H1jajq9hyZcOgXVDRMljPweufQ0PAyJtMAEhP/SWLihahq2ytxUvrR9RLC4SJ0vQhdLyYQmE8otBghkrHbr8BsHoGut36813U9Hv/TJDlnY7Ge3Ma49yc9fQqG4cNq3Tfu644VhrEcXX8VRRnTisVnkAhV6epk7XTg5i7u88/FHknKroMQ4jDgdSL68h0RFEK8D9wlpfyjlf1xo3N+Wv9PUOr10j0hgepo9DDdasUXJecuXccAHFES6zEMMkwmVKCsSUagKfpgDu0QqdgUClHYQaSzzjCo+dPQAgAAIABJREFU1XUMVXJeaCObN+uclebkhdSdK5Jji0ZqfXFkbD1QuoE5wSo2Frm5aWBvjkmMeJb3j4E8NcX88nIyrFYGtOHpviM2VFfz8A8LSN57JDd+8iljBg0iydY1VQc7Qjgc5p9j/4WRlMW1117D5tLNZDdJpH3hhZmkpqZyyimn0NB5HtcMBx10DCIRvvG8x+XnjGX48Ja+64ZhMGPGNG677WZ8Ph933HE3Eybc3G7kfPXq1Ux6+EHuuvuFbdt0Xef777/gxemTWbZ0ESn+TPobwygV6zn+4tO54IL2o6BSSn777RfemjWVb76ZQ5JMxVmfwT6MRhHKtvz1TKMbiVuTULeaGMZoNExoblOkTSOibYsdqzjwwNExRygTEiKk0uutAzLJyenNPQ/MZdmyL3l28pX4al3kJhby0GPf4vW6Wb16ER++/w2bSr6itu5nHGoajqCdZCMFRTWDDprWNd8zs7n5b6Si4kfeeScy0VQUM3Z7AZqaSKi+GE1YWLPqEZype1Fc/DKZmYdzwAGvY7VmEe/ihclUgNN5NS7XkzidN2A2b/ejl9KgqupCQqFVZGV9TNXWs0gQqbiNEvLyKtC05lK2RnJrGB1HLzUtFa/3p5jGaBheNqw/ggRLDm7fOgoLq1HV1Bivrx+ZmbMJhVbjcj1NKPQbgcCPhMOz2Z7sF4EQyahqI1HPIBj8Gl0vRiCwKSl4JeTk/ITF0lw2F1lBuhQpPaSnv7bTPuAOxyQCgc+or7+Y9PRlCJFAwP8ZPtc19JTdKArNIzv7W4LBJXg806itHU9t7a0kJJyK3X4mhlFLOFxMOFxEOFxEKFSMYeyYm2FG0waQlPQ0NttF7fquh8PLCQVeZySH8If7Wly+J7E7pwHNgwyKYsXp/NdOXXOskDJIKHQhkILJNKXFfsNYi6L02ilf/j3Yg66AEGIg8BGRanhuIvLuLUASESOU7kTMU04VQoyVUr7Y2XPuIecx4NCsLPZOSaEqmp6eYjIRNAxsioJCJCqeGCXnbl1HFYIsk6lZ0mWj4rOpElZKycZQiCM7ILgVUZLvtxjcdr+DUEiy6I6dnyJbo+TcHwc5X+73cPJDg6lY68Z41csfUTYaDzmXUjK/vJzROTkxka5AOMwxL75E+nFnYs/vzZqfv8cVCOw2cv7a668hk7NIO/RM3KXrKS0t3UbOa2pqmDNnDpdffgUWi6XLybkQgi++Xo/TWUVmK7aSK1eu5Oqrx7Jw4QJGjz6Up59+jsLC9iUT7747mysvHwtI7robNm8u4fXXnuedN1/EpttJcWUynMOQGGyhlGpTBfVtOAg1xW23XMT7H76CU6TQV+5FMumt/n0VFIL48eJGF2EMk4E35CYsQtgcNgxFJ2gECeoB6lw1ca1G2O2N5LyWpoGNffY5kinTfueTj6fw84+fAJCQ4GDo0KOorT0KAF0PsXXrUjaXzmdj0eeEagwIdh053xHZ2ftyxhmfU1+/gdLSIlyuP9haNpcR8hBCMsQvrnnUuJYxaNCdDBo0sc2E0ViQlHQbbvcMamtvJSvr/W3b6+ruwut9j9TUJzCZepIgUhkl9+UHJUhr69pCRORkut4xOVfVFMLhDuw5ovD7fycpoYB9e45h3h/T2RnPaZOpkLS0p7b9X0oDXa8gHC7B59uIrpdgGJF3XS8mGFyAybQvCQkT8XnGc3DiKfzoXcR2DfJ2uN1T8Pk+JTX1KczmnbcUVRQHSUkzqa09Arf7PzidjxMOfYcNG93oid1w8NuWY0nL+oycnIUEgytxu6fR0PAKXu+b0V5UNK0HmtYTq/U4VLUAVe2JqvZE0wqiRYRii+qHgj8gkBgY7Cv3pSJUytqaUcjwFThTbkdRds89FiAcvhspf8Vkeh8hWlq8Rsh53902nr8t9khSdiVuJ0LMvwTOkVI284MWQgwBbgHOAWYIIUxSyk5Vkdtl5FwIkQZUAoaU8m89Cbiqf38A7lseKfJgj+rGbYqCIgSGlCRGCW+jU0uOydQscq61EjmvNww8hkGPDvywy6PymGojTF5+At98GaCPsfM3z52JnK9xeTisl51VH5RzksXJz/X1ODSN3Dj0zcVuNxs9HibstVdM7a/58CPqc3uSVjiE6rem8+gpY+gRY8S9s9B1nTvuvhf7wWfgLv6dffYa0qxq6KxZswgEAlx66aW7bAyKorQg5tXV1Uya9BCTJz9OUlIS06e/yAUXXNjuZCccDnPzhAm89fJb9HbvxVrHUs4ccxBFG9aS7s+hf3gYZqy4qeUPZQkeaz1HHnUS91/8LHvtNYKODHluv+MZTjz5fBYv/JolP33Jz0W/kmpOx+RKwBlOxUkKilBxUccG20quG3cd6ZnpmM3J1NZW8+CDd6HaYPr0WfTvPxCnMylmGU0jbLbI9yISOW8OVdU46eRrOenka1s9VlVN5OSMJCdnJCP2nUBl5QpeeWWvXUbOrdYUCgoiE4O0NFi84DzyRCFWaWeF9gMjhk4jI+NAnM7+nT6XqqaTlHQLdXW34fd/j9V6EA0Nb1Nffy+JiZficPwbn+9dErFjSIMQflS1ZQK4okTIeayRcyl9GIYfRWk/l8bv/w2HNYWwHkSioKqdzykRQkHTctG0XGD/dtv6PDcCoAoFKZsnt4fDG6mtvRGb7Vgcjqs7PS6L5XASEq7G630Sq/VUEhLvwyuD/OJ7k2FyGHsZA1m+5WhSM2ZjtR1MWtqTpKQ8SDC4DFXNQdO6bysetRMpIM1gS7gSVRvMctdlpMhyCmVfMmQ261zvU+Z5hZT0p7HbI1KX8tL9cCbfjD3x1M5+BC1gGIvQ9QdR1YtR1ZbSGikNDGMdmnZkm310UIPv/xf2kPNdhcOJfLqX70jMAaSUK4DzhBAfAy8CTwghvpFS7nQRzt1Bmv9eFRE++qjNXdUNDTgA4/OIzVqCoiCguawlKvDLNZvZ2DRyHo26hwKBbd7nm6L785r6obeCiui+Lf4w3burbPxd50SdyDE7mhS3hyjJt0bf/V5v2wbDTfpt0HXCQmKxa9Ss9jBAJPFqfT39rVaE202bosYdsM2ZJiOjw6fLO4sW815RCekXXkvtwq8ZpsH1ew1pfbwdJLY2Q4zmvLPefhvdnoolJZO6ee8waeoziJrtv8kXpk1l6JAhDM3rATXVKEpazEOIxximLJp/V1dXw/Tpj/HCC0/i9TZw2mkX8p//PEJqajrl0dXt1i6tunorV11xCq6iOgZ6RyExSA5kwXKNoRxMmBBblE2UyDUoJsEj907kgjPOwL4t6Xgrq0MtyVpTOBwODj74aA4++GgKUysJBoMsWb6ceT8sZO6X81i6ah6JqgOrzwFhwaiB/Tn52GP5tSwSJevV61DGjj2Sf/3rUqZPn0d2dsvoWUc+yWZzb0aOvJxgMJlVq2BCDGYaK1e2vj0QiJC09PQEms6Nbt4F8tRzz51L3ZZ5DDX2o1hbS+HgUznmmMtabVvWdi5mCzTNL8/MHIfH8zT19TdjtT5NVdVF2GwHkJv7LIoiCAaW4DTMeHGTYO1FWlrLW3Yo5GDTJvD73R3+hAwjNXpMLSZTTrtt/d6lZFqS8QQqsVn7E4s7bDxe3B31Vx3NI9WESjjsbeYJXlv7MFKGSUp6Hl1v/pnsmL8f0bBvQtO6tZBfNL3VpaY+SDD4KfX1F5OTs4KU9Em469P4yfUUw+Vwhhn7sLTydNKzX8CeeAJgw2ptOcGIh5y3FYPRtINxpKzC45vMQt9/6Snz6ScL6a67+W3LNdSqkzHbphIMrqZ261jc7jQ00yEd9tsaerWyCGYYXjZsuAiTqTu9ej1BYxpV09+6rpfjdvuwWvuQ0IrkvAMfhWYoKIAYTMr2YA9aQzLgllK2a0MlpXw9KoG5DbgSGL+zJ4w/s+X/MaqkJF1R8Eaj381kLY2R8yhRzTGZKGtKzluJnG+MPgl6dPAEqWh0iTEJzGbBxvU6fWKoPtkWbNGxxBo5X+3zkdUjcmesKPbQ32bjd6+X/nHKS+Zv2UKqxcKgDqLfG9xuxn7xJUmnXoi/opTwkh944+STdlvlO13X+c9DD2Mfehiekj/o0y2b/ZpEzZetWMGS5cu59LzzdvlY6uvrePzxuzj44J48/fT9HHro8cydu4JHH32R1NT2Wf7SpQsZc9JQwn/o9PYNRhUqmjDRJzgYiaTIsYLfkn7An1NNWAuycO6H/Ouii5oQ852D2WxmvxEjuGXctXzz4Wyq1v7OZx++xvX3XsTRhx7K0uXNWfGgQSOYMuVz6uqquPzyw1iw4HNCbVVwagOZmYWcccZUMjM7X0Y9FIqQ810VOW+E2+3m4/cvozAwCA/11FjrOOLoR7v8PIqSQHr63fh8C9i48VBUNY1u3WajKJFVL3/DLySShAcX1oTWnSsaI9qxRM5VNSIx0vWOJVGBwDISrRk0+KuwWP4E1wyhYUgDleaRc10vp6FhOgkJF6Jpea0eKqUkEPiV6urbKCnpQ0lJPkVFWVRUnIvL9Qrh8JYWxyhKIqmpM9H1ItzuJwBwJN2CJfkOflJ+RMPEcGM41RWX4na9DkBd7bPUVO6c131HEELDlnADjpQVbDL3ZBELCRNiJCPpo7sJeEYhCDGMfQj6TiEU6rydYii0kZqaKZSUHE0wuIbc3BdR1dYNAsLhtQCo6h5ZS0cQ7PE534UoB+yiPU/a7Xgy+n5sZ07YLisUQnTGALTzfm5/MVRJSboQNN7CbUJsl7U0as6jhDfXbKYyHCZkGJgUZRs5Dzch55tiJOfluo4JyM+NnKOkNExv+86T822a8xgtu373ekkbmkjQpyOikaXSYJD+rYUy2sH8igoOycpqUdBISsnKujqGpKQQ0HVO+PY7Eo46BdViZeOLk/n2rDNIjidE0km8/cEHhBPTcKZm4fpuDpOeeaLZ/hdmzcJsNnPu6W0XBeksAoEATz89iWeeeRSXq45jjz2NcePuZMCAjiVBUkpefeVppky+lz6eIThF8wQ7D/Us5TseGX8n7oYG7po0iWf++1+GDNh5TW17UBSFgYWFDCws5MqLL261zZAhI3nmmc/4979P5KqrjiE5OY3DDjuVM84Yy6BBLZNhdyWs1mQGDjwFh6PjKrqdwb+vHkdGMJ0EHPxiXshJY17DbO7cxKgtJCVdTE3NY4RCxXTv/j6atv3afL7fSGQY1aIam711Rw5FsSCECcPoeJWqMaFT1zvWnfv9q7Fb9qWsfi0W2+4n54qwYhBuIWtxux8DgjidtwCR35Rh1GAY5VHi/gMez5uEQn8AKjbbESQlXU0w+Cte72d4PLMAsFiGY7Eci9V6KCbTIBQlG6t1NDbbybhck0hMvBJVTSXRMRaLJYWft17DMGMYI4x9WbL1BnS9job6GQRCa0hMugSzud+u+RyUbOzOt/E2zOdX/z9JlRUU0odMcqinmkSRxD5yH5b6jsfny8JkOhRFOQhNO29bPkJ78PuXU1//Bh7PRwQCK4CIxWd29lPY7Ye1eZyu7yHncWEPsd5V+AnIA8YQKcrZJqSUlUKIemDnHDui6GgRMb4KM//jqDIM0hWFhiipTVBVDBmxgTM3sVIEtlkd1uk6GYqy7YNuGg+siUbZUzuQprgMA6sQ5PVWCYclfh84HTu/6NFYJCnWHlaEfKT0d1JZ3EBfh40N0XXtvnFEzquCQYo8nm36/aZYWlPDvh99xB+nnsqkP1bjyu+Hs98QNr76LAdkpLNfj059x+OCYRjc9t+HSNh/DJ6Na8jPTOPAUaO27Z//ww9MffllTj/xRFJTWtrOdRUeffReHnvsfo488mSuu+4uBg9uz/RyO3w+L7fedDHLF/zE4Ib9MDdxl5BSEiKIgkp3enHTXfehE2bMcce1SZp3J/bee3/mzi1lwYK5zJo1mTlzprNs2ffMmfN7xwd3EVasmE119TrOOWcWJlPXRs6DwSD/OOsfvPLaKyxevJhP3/+MQeH9KdHW0bPwOAoK2iYpnYUQGj16fI5h1GGxbK/Caxg+pOHFJMy4lQAZCS0nf5FCNPcjZQhF6XhCrmkRWVIo1L4OR9ddCCHRVDNufy1pya1XB96VEMKKLsMoCKTcLi0MBL4BJJWVRxKpXFlB87u3wGYbTXLyOBITT0dVt0uxpDQIBJbh9X6G1/spLteDuFz3R8+XjMk0ECkbkLKeQOB7EhIiWmuH8ywUxcEvFReyj7EPI4yRLKm+n5D00V8OprhiLLl5u676KoBmGo2q/Y4r+CQLAhPpz15ki6iFsEhnkBzJbywjFHoNeA0pw5jN17TZn5S1BAL/YcOG5wCFhISDycychMNxImZzYYeroeHwGsCMqu6+Z8Ae7EErmAacQURLvkhKuamthkKIRMAJdMomoiNy/vfSi+9i9FVVChSFmig5T1VVanSdFE2jPkp4k6OkvDocRgAp0ah444S2KSHOj+4rCocZ1E4CXE+TCQ+SHv1Vyst0uts6Zyn1XrSwy7ExFvT5VfdS0DuXres9DDbZqGwsqBSHtKY8mlWY34q7y/PrN2Dr0ZOTvplHtcVG+skX4f5xPv6KUg7cd/dETc+49DIemng7S1asIGB1kpqew9YPPmDSk49sazPt5Ze5+uab6V1QwOT/7ryXeEeora1h6tTJnHLKmTz55FsxH1dVtYXz/3EIZWUldE/ozcakNQQJ4A268YW8GLoeLToisFks9M3txZWXXsCVF1+82yRDHcFqtZGZ2Y1161aSlJTKnXfO2K3nf/PN8wiHA6Sl9WbIkDO6tO/58+fzwQcfcOvNtzJn9nvkuwbSgIsqSzWnHftExx10EiZTdyKOX9sRDP5OgkgBCQ2yljzboGb7w+FaioouoL7+Y1JTzyctrWMJZcTVxITP9wvJyWe12c7vX4XdEhH1ewNb6WbtfAJsvFCEFR0dDdEscp6e/jE+37sEAl8jhB1VzUZRslHVHFQ1G7u9sNnqQ1MIoWC1DsNqHUZq6m34/XUEg0sIhVZtexlGkJSU57DZTmx2rD3xOJTc91hadip7GYMYYexLAy6cpLIx+BMez0ckJp7Y6nm7DhIpXQismHaonpkpcglKP2tZgWK6DZPpitZ7kJJw+GWCwQlIWU1q6rWkp9+BpsWem9M4FpNpvz02ijFCdFF16D1oDinlF0KIV4HzgV+EEDcAb0opW9NfjifCnTtV9rcjcu4CHETE7fHWj04C3tuZQf1V8XqUWL4ZJZppmkZ1OLztvXEbROwPMzRtm0tLo7q7KQUqjBLy1aFQu+S80GQiIUGQ30ujuFinl7rzkhaAt+rr6WkyMSxGqchqj4+Rve2sn1fJYWoClVE9cMZOkPOcHaLtIcPgnY0byb18AlUfv0nyUWPwV2xGLvkBq6HjjzHZtDPweDx8OHcuK1avQdd1EkaeSEPpOrqnOjnkgAMIBoNc95//MOWFFzjm8MOZNXUqKbvQNeb555/E43EzfvzEuI7T9TCnnnExaemZhMMhFi/+hm+//YQGnwez2cJ++x/OwQcfy8EHH8cx+zj/MoS8Kb799iNuuulsUlMzefbZzygo6LyGPB5ce+0STKYEUlMLurzvt998h95yMC/MeJFuFJBIEkstizj+5BewWHZv5VspZaTwUmAFidJGWIaRioqqbs+29Hp/Zf360wgGN5GX9zQZGVfh83X8nVEUC1brPni9P7bbLuBficOaTEj3I4Qlpqh8V0MRNgypRzTnxvZAl6pmkZh4JYmJV7Z6XCyJq9vOoSRjtR4eLQrVMcyWwSQ4z2FJ3XMcwnEkiQihHWD0Y9mWq7Hbj2ZXlpw3jJWEgs9gxkI1lSAhmTTUqFNMd9GLoDQo1b8EWmrhdX0FgcBVGMb3KMr+WK2fk529c5Ilp/ORjhvtQQR7rBR3Na4gwodPAV4CHhFCvAOsJOJ9ng0cDRxJ5C/R0rQ/DnR0i/kFOBQQUsr58XQctVL8n0RfVeVGq5Vcs5nqcJi86Ds0J+fZTchra5HzftH9q4NBaCUJz5CSw6vLudiciMkE+fkqS5eE6KvvPDmvDof50uPhxvTWvagb8YPLxZWbNvByfh9cehh7spma3z0MtGWxNOq6kh4HOa+IJsdm70DO527ejK1bAVpCIplnXoaUkq2vPsvR3XL43OOmobOeYTHg9zVryOhZiDc5E72+ivTM7mz9cBozHnmArZWVnHnppXy7cCETrrmG/06ciNqJ6qwdob6+jqlTn+TEE09j4MAhcRnRZGTkMHDQMF599Sm+/fYTVFXl6KNPZ8yYi9h339HYbNvJjxAtk9X+LFRWlvP552/x6aevs3LljwwYMIynnvqY9PRdq/luDVlZAztutBOQUvLRBx/Rl2Fk+HOxYKPcXIQ9LY+UlF7oegi1k5PueLCpeBS2hNFIo4EUw0oD9dishdvGWl39AiUlV6NpqRQWzicxsX1Lwh1hs+1Lff0rSKm3iHpuWLc/iYlHEdYrybEl4/FXYrHumnyHthAOl6GqOQhhQyeMKlSkdKPrZYSCK7HaWq/Gu6thGAGKiwowGTrDORCtSf6ZQySTZtipq3kEk+W2XTYGVR1KgqMSw1jNlvAnlAXuROLHKhPJoBtppFNATwLGGir9Z2GyzkEIBSkNQqF7CQbvBZKxWKajaZfsVEXVPdiDvxqklH4hxGnAjcB/iBTU2HH23kiqnpRSvt6Z83VEzn8CDgN2b0bWXxzDNI1hmgbRiPnQhIQW5HxLKNRM9mFEl5uaJkM6FYUcVWVNG84UihD8oQe5z1yHu1aSl6/y/iwf1V44QpSxn2Hh/uSWtnPtYY7LhQ6cldR6dnwjHKrKZhHi6JLfyeweIXVbizzMNpl4xx2xFEyNI3xUEY2c70jOn9lQhNh3e0RJCEHaqRfy+YIv8YTDlMXDTncSv61ejUhKJ3nUsSANArVb2bL+dy4Ydz2VlVsRhs5rzz3HuWd0rcyhNUydOhmXqz6uqLnb7WL27Jd48cWnKS5eQ1paJldeeTtnnz2WrKxuu3C0O4/aujreffd9PvtsFj//PA/DMCgs3Idx4x7i7LOvIiEhvsqzO+Ky1t0Im6FfnLl11S3cbdtG2g6hiVWrVqGEVcxi+2qVSVowamp49tl+HHTgbRx62H3xDagTUIWZcN1r1MsK+nA4burQRQLrVx+P17+SQGgTDseh9Or1BiZT+1aarcFmG0lt7bMEAquxWptPeISi4PO8Qr13I337XEK9rwxdD7Kp5DSE4qB7j5e66jLbxObS/dCEA4MAhtIPBRWf7208nsexmg/408i5oljokfcTdVUTWeH9igIjn1zytlXR7SP7sKj2cVIyLkFV27ep7AyEEKhqf1S1P9J8Bbq+FolBhf4tFeFPCOvzsZFEWP8UEfgXqvkxAoGL0PV30bTzsVie4O8cn/sLLirGhD1OK7sWMqILnSSEeIaIBv0IYDCQAniAZcALUspOJ4d0xK5+jr63nsL/v4h4nsCDBvFKTg7JqsrKKIlMCwbB46EiGKRfQsI2D24jmigqpGxmEFtoMrE6FGpuGtt0v93EjdMS2bxZJzFRITdfJXyKzs9fh7hFOmhmzNsRwmHerq+nt8nEUE1r99ieqopFCP75/gG4tkQSQLsNTWZZhonqt0KkKgqqL6rRjMFrvcLrxa6qJDYppVkbDLKwspKcXtulC1LXCf6xnIy6KlIdjkjBp46ucePGFpteX7yYVxYuZHS/fpw2bBj9opU9aUWO8vMPC8CZEVlJECqWlEz6X34XGz9+CYvJxNez3mbE3nu365HeTqXsFmjL5MblcvH8849z0kmnsP/+kWXgNFfbxryrN2zg6Zdf5sXZs/E0NDCyf3/uvfVWzhw9GovZDPoaKFvTxiD6xDzeQmVtzG0XrmvbVcHna+D77z/kiy9msWjRp4TDIfr06cNtt/2Hc845hwHtuMUMbiVX0O/3Y21FmnVF6zLYFljTxkfTGh5+OPa2reG9Oe+R6GnumpMSyqTaWs6FZ1zI9Jl30gl31BYY2kH+sMXak1y/gYX+OEjGjw97QzkeWUkQH9nZj5OWdi26rjYrYxDrfDwxcSQAodBPJCc3J+c2ay+62bthUg/BYc3CG6zHaa7G7fuRlIyb6Kj+VFVVbGOAtn9rjsTjsDd8R1hYMCsJmISFPOknpNiotx7fYb/xLOjFajS1PQ7RhwTnLMwJGyh13UFR4HMKZB7dyMMsLBQY+ZS7riMl4832utuGeEphtP7ZJwKNX6jhwPVIqePz/Yot+CXh0Hz8/gMxjJXY7Y9htV7XYlU2nhiL2Qwl7bpJ70Gb2EPOOw0hxPVE9OLLpJStWk7JSPb4y9HXLkFHt9pvgOsBKYQQ0VlDrKgB/udrdx0alaN8GyWdaaqKlJKKcJjsJk+y1mQtAIWaxtvtFCDqj0Zpqc5xx0fu8BddbmfVqhA/fxriyMT47AWrwmG+amjgprS0DvXGDlUlFDCwOTUSUyM61FMf2YuvHl1Db5OZkIyjAgVQHgySs8NT6o2yMuyFeyGiMpFQfQ11s1/iOJuZ5y+6kP1eegl/PJMPIkvy93/8MRPfe4/spCQ+W7mSW999l4G5uZw2bBinWSzs069fs+tfsnYdlr4HNuuj/NsPsOs+ls/7huwdqnTuKkyZ8jR1dXXcemv7UfPvfvyR+555hs+/+w6z2czZJ5zANRdeyMgOVkP+DEgpWbz4cz777GW+++59fL4G0tNzOf30axg//lyGDx8et/ZdSsnkyU9y0003cswxx3LnnXczfPjwXXQFzVFVVckDD9zORReNZe+9h8V83Fuvv01yKGPboqdXulnrWMYtd9zE9eOv3+36f5O1H35WkCkiKyuZ5OKUySxiM716/4LN1jnnFIulEEVx0NDwIxkZFzXbZ7b0xRf8gcz0yNJFdlIhSbYcFhfNJj0jxplVJ+FMvpD6hm8YaT1o27Y+agoLvfOxWY/aLWPoCJrWC2fqq4TDxWx23UlR4BMKZB655FHq/45AYDHAWKQlAAAgAElEQVQWy6iOO9oFEEJF04YhZRCv7zHAh9P5EWbzcX/KePZgD7oQjxKlbEKIzUSi4b9G35dJKdfvjkG0S86jZUqfbK9NO8dK4P/N/Pea1FQuTE4mSVGoNwwCUjYj560lhEIkcl5jGFTpOumtaJkHhE1sWB2GJsGcpx/1MEF1xP1An+PxRCQtMbq05CaYqa/wkxqVtfhcIZbN3kxfQ0No8ekIK4JBsncg51M2l2E+6XwA3H8sx/v5uzzTv5B/dOsGJhNWTcMXJzm/4c03eeLLLzl/v/2YcfHFbHG5eG/pUt5dsoQHPv6Y+z76iIKcHE499FDOO/ZYhvXvz7qSEjJGnbatj/L57+H0VPLHd9+SEKeX+86iuLiYJ554hOOOO4Fhw1onmlJKZr71Fv+aOJHMtDTuveEGLj/7bLIyMho72S1jjRXr16/g2WdvZuHCT3E4UjjqqHM5+uhz2Xvvg1FVlRE7KZYbP/4GJk9+ggMPPIiFCxcwatQILr/8CqZMeb5rL2AHvPfeW4wfP5aGBg+DB+8TMzmvqqqitHQzQ4msVtTIrWxM/p2XXnuR44/vOEq7K2Ay98Kn6M0ibRvEWtIz7+s0MYeIY4ndPgKPZ+G25NNGmC298bqaF7MpqvyZzKwJKMquq2cQ0dI/Qm3t0wjhwAiXEzT8mKPnDMsQPsOFQ4vv+gOBxXg80zGMamy2k0lIOKtLk1s1rQBn6kuEwxspc99Fsf8DkqSN+urLyMhZ/qdpugOBd3C7z0dRuuN0fo2m7Zp8jT2IHXtkLV2CT4C9gW5E7K26Ayc07hRCeIDlNCHswAopZaArBxFHzvketAdFiG02io2VN21NHkiNK9bBHRYf+kbXsteFQq2Tc9XE9yu2/83LynS+WxBkVlIcNeCjeNPloo/JxN6W2OpD9TKbqSn1bSPni18q4SJnCp9U1tE3xj4aURUK0acJ0V3f0ECZbpCekU3dp++QXLKG+fuNotcOibHxLdbAzB9+4PghQ3j5sssQQtAjNZVrjziCa484giq3mw9ranj3m2945p13eHzWLPrl59MQDJJtjlzPlkWf46zdxKo3Xse6m4j5G2+8zr//fSWhUIg777y31TY//vor4+65h0VLl3Lofvvx/vPP44xxktURdiRPncW6dcuZOfMe5s2bTUKCg3HjHue0067CZOoah4nZs99m6NChfPPNfDweD5MnP0lOzq7T3zZi4sQb6NEjn+eff53CwtiJyCeffEKakYkQgnK1BFfGFuZ/OY+BA/88MmM251EnQtvIuV962SrK6G4b3mXfh+TkE9i06UZKS2+ne/f7tvVpsRTgDm2Xt/lDLrZ6ihlUMLbT52wLUhpUVFxNbe1z2O1HIoQFf6iEilAReZaInKpW34LFfEBc124YHqqqTsUwGlCURHy+OdTWjsNuP4/ExH9iNse+utIRNC0PZ8pMdL0Un+duAg0v4fPOJsF+ZpedI1aEw8W43RejacNwOj9EUf6++vL/Kewh552GlPJEACFEKhE9197APtFXfyKOLQdGX42fuC6EWENzwr5MSlm5s+PYQ853ARqTQquaiDXTGv3PjeZykIJo2xJdZ79W+upvMrF+3fbo8YynG/D5Jb8mhDgkDteQrbrON14vt8YgaWlEP8ysL/UCaQQawix5YxMv5xXyUnkVB7biV94ePLqOo8lKwoxNpcgevah64THOSnLyxIEHYN5BHFnt89E7TsvCQbm5uPz+Vq8x3eHgkgMP5JKTTqLW5eLtr77i2bffhoSIHKRm+Q8kbVnLLy++gDXOycfOoL6+nnHjruaNN15j//0PZObMV+jZs7kSrGzLFm6dNImX332X7IwMZj70EBedfjpKPELSNuD2eHj4uedYtGQJn7/2WqcJ2dJVq7jlsZv49tv3sNudXHLJRM4++zqcztSOD44Db701m/79+6MoCk6nk9tvj89ycmdQU1NNeflmxo69Li5iDvDGK29ib0ihOOF3kvvZmPfFL6Snxz+57kqYzfn42S6n28BqDKlTXHwoFssQUlOvIDn5fFR15y1Ds7Ovx+9fTXn5AyiKhW7d7gDAYsnHH6zffu7Kn8nMHI+idG3Rp0ZIqVNefjl1dS+QlnYLmZkPIISgru5VSiv+vY2cV4WrMCX8K66+3e5H0fVysrIWYDbvRyDwPR7PNBoaXsDjmYLJNIyUlH/icJzbZon6eKGq3UlOm4Yj+R52paViW5BSUl9/JUIIHI439hDzPfifRFRv/lX0BYAQwkwkAbQpYd+LiHX4wOjrH41d0AmO3SXkXAgxG0iWUh7RFf1F+3QQcYrZl4hbzL5A411ggJTyj646V1fDLARJikJlE3JuEoIkIZoRdtheiKi4DflGD1WlrDJSPMbtknz2vh89DAuDQQ6Jo6T9uw0NGMDZcURb+ypmlhRFHuA/vr6RsxOTSVFVqsJhMuMx+gU8hkFiY0EmKZlZWkowHOK1ffbh5OzWLfOqfT7S4qhCCjAiP5+ZP/yAbhio7RDYFKeTK049FVVRuOPzhdSvXopl/S8snDYVRyu2ll2NBQt+4OKLz2Pz5lLuuOMebrrpVrQmn6nf7+fJJx/j4YfuJxQOc8u//sVtV12FI85JUWsI6zovvP46Ex99lC2Vlfzj5JNp8HpJ7MR1vzxnDhfdfDOJiUlceumdnHXWOJzOXVNBddSo3a+zXbUqUnJ80KCWFTTbQzAY5Nvv55OUmMro4w/mxVdewNxRxuNugMmUS1BGipH5pZdqtYG+fTbidr9HTc3zlJdfy5Ytt5KScjlpaddhNufFfQ4hFAoKnkPKEJs334kQJnJzb8VkyiEQqgMgEHKz1V3EwLzW/cQ7CynDbN58ES7X62Rk3EV6+h3bJqFJSedRWX4lAcOLRUmgSq/CGYfeXNfLcbkeJiHhTCyWiNWk1XowVuvBGMZkGhpew+OZxtatV1FZOR6H4yySki7Hao0vOt8WdqVbS3vw+WYRCHyG3f4kqhr/92IPdhHkHlnLroaUMggsib62QQjRk+aEfSjQqbK2XRU5P4CI52NX4ghgThf3uduQrqrbKmk227ZD5NyhKKQqCiVtkHNFCLLNKlu3GLz3lo/zLHbe03wsDMQnb3rT66W/2czgOCLCvSwWXOvrCfl1fn65hKnd+lETDmNA3OS8QddJjEb6vbrOwcnJPD5oIN3bIN+6YVDn95MaJzkfnp/PU19/zZqKCgbk5nbY/ue162hw1ZG4eTULpj5P2i4sLgQQDoe55557efDB+8jPL+Drr79n1KjtayZSSubMmc2tt06gpKSYU48+mkduu41eeV3zEJz700/c+NxzrCwq4oDhw3l/+nRGdWTtEQOOHz2ae8aNY9Txd+Fw7NrP8M+A3++jX78BDBgwJK7jvvvuO7wBLxPvmMhNt9z0lyn8JIQGwoxu6BQpxaRm3ITJlEFq6uWkpl6Oz/cLVVWPU109merqySQl/YP09AnY7XvHeR6Fnj2nI2WI0tLbEMJETs6NKGoCYT3AhspfyMy6DlXtegmZlEFKS8/F7Z5NZuZ/SU+/ZYexCezO0yn3/06uqTdhGUbTYvcwqKu7AylDJCW1rBasKMk4HFeTmHgVQvxCff103O7XcblewmwegMNxPqraOHmNVI8JBGRUxte0moxECA1FyUVV81DVPBQlgz+reLeuV+FyjcNkGoXVevWfMoY9aAd7yPmfAillEVBEk8KbQohOLZX91WUtW4nYOf4EbAam/rnDiR0ZmtYscg6QrigtIucQiZ63FTkHKDRp/PF7mNdn+FhozaLCrPO53x/RhsYwlopwmPl+PxPjkLRARHNeu9nHz29v4uSEJHJMJlZF7RPjIee6lPiaRM7tmsbbI9p316iN2hbGGzkfXlAAwM8lJTGR86Vr10NFEfNfmEG3XezKUlS0niuuOJ+fflrE+edfxGOPTcbp3F6R8ddfl3Hjjdfx3XfzGTJkLz777GuO6VfQJedesWEDE55/nrk//USvnBzenjKF048/vsvIYnpqKhOvvpqFVX8dYq7rQRoaNuHxlODxlOB2rcfvLWfk/k9gMsWn1z/yyOM48sj4nSjy8/P54osvOOKIzi8qjh7d6S6awaLlUq9XUSVqyHeeSXn5daSkXI7VOgibbTg9erxKVtYDVFc/QW3tNOrrXyMx8SgyMiaQmHhkzN8dIVR69XoRKUNs2jQBv/8PNDWFel8ZW9zrGVxwTddeGCBlgK1bz8Tn+5CsrMdJS7uu1XapadexueQYrIodszn2QkvB4AoaGmbicPwbk6l3m+2EEFitI7BaR5CR8Qhu91vU10+nuvo/cV/TdljQtB6oal6T9zxUtQcm0xA0reP73s7C5RqPYdSRljYNKXddMbY92IO/O6SU9R23aht/ZXL+oZSy6Syk4M8bShtoh6BmaBobQ6HtbQyDdEWhTNebe5oDBarK6nB4+/YdiPrAoMoTj3k4VDGTC+xvMvGK10txIEDPGEjyOw0NSOAsmy12g15NoztQtcXP4mnFLErLg2CQrY3kHLb31YGjSkN0f6Kux2x4W11WBkBaONyxsXGf7Z7d/XNzsZnN/FJSwgUHHtiy7bJlzf47KDGBqeOupXdVVcvzNCHOHSEpobbNfVJKnp42jZvuugskjOg9gPmfzmXYp33Y9PabeP1+bp46lWfef580p5Pnrr+efx5/PKoKX6yLPZJ3FOtabNtcVcVdr7zCzLlzSbLbeWzsWK466aSID3oXReObYmCT+Y3f7+eVV2Ywc+YUTj/9HG644dZmWvl58+Lr+7DDWm6rra1l0aJFFBcXs/aPtaxdvY7i4mIqtlSg6zp2kwOrtKH4NWr8VXQflMPMmTY0DW6+OfZzP/wwPPRQfOMF6NOnD336xO4p31VwOmF+BzWdx5xYwDdz59Gtxx2o6lJqap6luvpJnM4Dyc4eS1raGahqHpmZjxEO30FFxfOUlz9JUdHROBx7k59/I9nZZ6MosRi0awwb9ip//JFKWdlLKBj8XlaG1dYXIX4kK+uQFpVE20JH6RaG4WPt2lPx+eaiac9SX38l9W08JqXcG90wsSm4Gr/YK2Y/bp/vJoRwYrff3mEZhu3lERKxWC4lM/NSdL0aCBGJgEcmOampIjrhEc22SxkkFNpMMLiJYHAjweBG6us3oesbCYW+xDDKafQDE8JOauoKVHX7fSNOw6s2EQp9gc/3Mlbrf9D1IdTVtWwTifyXEalmvv3lcrmRMvJvKT3Rdzdm8zMIsevze+JFPD4Ef5HFsMg3Zk/k/H8Gf1lyLqVsGWL+GyFD0/ilsUhPFOmqyvJWqoHmaxpzGyPhrfzSB2Di7mUeXs2IRCX3j2pWFwaDMZHzt3w+Bmkag+LUumpCYFcVDjcnkBc9dms08h9P5NwTnXQkxpHAWt0YOY9DVw+gqSpD8/L4JcYqFjMuOD+u/juCYRgUlZSwbMUKFv+8hB9+WMzSlcvRQ5IUNZ0kmYq+PomwxcXNl53BsnXrOPf++/m9pIRrTz2Vey65hORO6Mo9Ph/frljBV0uX8tXSpfy6YQMmTePfp5zCxPPOIzWOCUdnsXbtaiZMuIYePfK5777bef21l5C65M57HmDMmNYdJoJBP2Zz7H/zDz/8kMsuvQyTtJBv9CMBB066kUkflCZkLyj9bDSv56xz/81vv/1G//79gb8eKdid6FvYh2+/+5bsnCtRFCsjR25my5aXqKiYypo1F2IyjSc393pycq5C05Lp3v1m+vS5jvLy1ykufoSVKy9g3brbyMu7ju7dL0fT2l+NUBQTAwdOoV+/R/ht5SVUVX2IEVzGzz8fjtmcSU7OaeTknEVaWuxEfUfoegNr1pyE2z2Pnj1nUF5+abvthRAI5QJq9AeBKgyjFEXp3u4xodAXBAKf4XQ+stPJkKra8rj2ilCZTFkkJLTu/CJlCMMoIxz+g/r6E/D5niUxcdJOjastSOmloWEsitIPm+32Nto0IOUY4MsW+5rHhASQSCStzMv/999hlyJOd7M9+OviL0vO/+5olLU0JdzpitJCcw6RyLlXSqoNo1U7xVEmE9cmJTAoevcerGnYhWBRKMS5HYyjQtf5Phjk7p203bvCnsT5TTTEW6NhmIx4yHmU0NvjIedRTX3aTrimDM/PZ8Z332EYRpe4msSKZ6fP4MaJd2ASZrJM3VDdVhwksR/HoAptm9m9jwbKA5t5ds6HTJgyFatF45oxYzh86FDWlpbSLT2drJQU1Dg+L4DT7r6bDxctIqzrmE0mDho0iPsvuYSzR4+mdwwSn65EMBikqmorJxx7Kj/9uJAMWw6ySGMjaxg8uHXdcmVlKeeck8/zzy+ld+/YEi8vvPBCDjvsMO68/S4+eO8DMr15JIXTmhFzAA0TvYKDePH+15n66AzqAzUY0kF62kAyc0eQlT2U9PTBJCf3RlH+fyzXn3TKSYwcNZLJT0UmQyZTBt2730i3buOpr/+GzZsnUVJyGxUVUxkxYh1CqFHXlUvIzb2IqqpPKS6exJo14yktncLee7+Lw9GxJl/T7OQX3EBm5olkZJ5OVdUnVFa+TWnpy5SUPIfZnEl6+mEkJQ3HYslGCBOKYkJRzAhhwuWKvEdekX8DuN3zqaycjte7gl69XiE9/TzKyzv+HIR6IYrxJYb8Fa/3Emy2x1HVll7nUoYIhd7H778FVS3Abu96Oc7OQAgTqpqPquZjsZyOzzcdq/WSLvMd1/U/8HpvxDCKcDjmIUTzybOUIeADpHwAWIYQdwN9iTjORV4WiwMhEqP/t/9lci/2YA/+qugqcv4WsPtCcn8DJKkqISnxS7nN79ypKPilRJcStcnNqdFmsbYNcl6gaUzWthNkTQgShCAQwyzZKyUSyNlJkjoxrbkO2x2dXCTF0d/GKNHOiYNoL966FVUI+iYl4Q4GKfN6KYwxWdMXCmExmbrkAVBZU8PqoiIOiqEC5flnnUkgGOSJZ57DU+8ik2ScpLYYh03YGS1PJlDuw04P/H4fcz9cx9zPfyesBvBLH17di0lVsTtzufif93HgQae2e24pJWZNI6zraKrKA5dcwrWnnIK5K2vCd4C6ujreeecT3pk1i8U/LSBFSSehPon+7ItZWNgk1mNIyQX/OIOcnFxcLgNDGkjDwDAMQqEAiqHx2ENXoGoaE26dSY8e/To8b48ePZj50gxKS0u58/a7eH/O+2Q25JGt56NGSbofH4k4sTd0R/VGbntBGaChwUXNxo8oNc/Bq3ho0OuxJ2Ry9PHT6NHjkF36ef3ZOOSQyPVNfqr5diEEycmHk5x8OB7PEny+dS0i2UIoZGScQEbGCdTUzGPFinNZvHgUAwY8TW7uJR3+9pKT9yM5OZIInZ19Jnl5ZxION7B166dUVMymtnYhZWWxladvCqt1AH37ziYlZUzMxyjKAEzmH1GUp/D5bsXtHoKmHYfFMgFNOxQpNxEITCMYnI6UFQiRT0rKzL+kHMNuv4NgcB41NfvicEzBZruwzbZ6eDV6eAEmywWRBOEdIGUIv/9hfL6IZaPN9l9MptFN9m9GymnANCJSljyEeAchWt6rdmOM5P81/q6yFhH5MR1KxJWv8dVoR3SclPKzdo7VgKOIlGrcn8jM0AZUE8lXnNlUIv13QZeQcynluK7o538J9ujdyGsY2KL/tkQfWAEpSWjy8Gq6vT18FQgwTfWSritUSYP8GCKr+er/sXfe4W1U6du+z4yq5V4Tx+k9gTRCQiqBFDqEXgKEQAhll92lw4+lw/JRd5cOC2zoJfSlQxohvfduJ3HcYstFtvrMnO8PyY7t2LHk2A7Z9X1duixLc+YcyfLomXfe93lVbMDWI0w8/KCynDcDFQR9IXFuiUL4VheRDojCqu+7ffsY06EDsWYzE378iXUlTl4dNZIrI8jf/W3nTkb37HnE4nxffj4nX3kNFa4q3nn6b5x9yoTDbu/2eHBVugjKIAWeQiqt5eSIzWTq3UgPdsES/jKvkE7KLUWIgBkrdmKJx6rbsXhsKLW6/RnSINuzhQPF+5pcqxCCj+67j1umTuXeN9/kjtdf56Wvv+bhq6/milNOiToKf+F5F5KTs5ebbrmBa665BvNhRP5HH37EP575Jzt27iBZdiCuKomhnBwSxrX+BBkyi1jiYRe4doVO2NRwbq1AxYqDExgPu2B/TA6FhTkRifNqsrKyeHP2Gzz82EOHiPQDllyqEkvRNR2pSeJNSVBhxaHHkEQ6nQKxKEJBSslW7yb8fldU71dLcO5Z54EBZ59/FrNmtU0b+2p277gBabixxfSnU+f/q/nfiY0dRmzs4RvpJCdP4KST1rJx4zQ2b76O0tKF9O//MiZTZP/v2bseIhjIRQiF/sf9k8zMiwAIBJwEg2UYRjCcuhFAyiBOZ+hn6HbwfkzMMOz2vlG9bl17D2HMx5CbsMZ9h9k8jUDgFfz+F3C7T0VRemEY2YDEZDoTq/UmTKbTsVqP7OqKlBqu8vuReiEIKwnJ/6Ql0jtMpoEkJ6/D5bqCysrpBIMLsdtfQIi6bjhSargrx2OTUOV9CEvME1gsl9V0G9W0Vbjd16HrG7BYLiUm5nkUJR0pDTRtLj7fK0j5NaHLgachxKvAmc1OR2qnBaht8nPs0R9oVIA3wSvAzFq/BwEf0AE4BzhHCPEpcIUMXeY5JvivPp8VQswSQqwSQqwqLm52o6ZmUS2+3bXSWKovBvrqifDqTPCmSjV/wU/WhVbEVBMxdkGXCASXKgR9TaYjFuefBCvpeF0KZYNMxMQoUQnfrR4PiapKRoQ57/l+P2udTs7s3Jkbli4jO6kDmdfczlXz5pHvdh92rLOqim0FBYzp3Tvi9TXE9sJCRl06jWR1OAPTL+Kcm25Ea+A9lFKycMUKLpkxgy6DBvHQk08yeOBA/vPhh5Tvz2HjikWcNXMcWxKWkuPYiEuWEiRAMLGMXiPsbGEVln5ODnTcxDrHXFbZfmKL4zeyY1ezP2YLe43tpKYePge2NmMGDmThs8/y3WOPkeBwcPVTT9Hxssu44oknmP3TT+Q1VVxLqN38/PkLMG2MZ9asWWzcuPGw27sqXHi9XhQUhATZyLeEjoYPD148eKjCQxVVuKiiHBfluCilnBLKKCHfk4PRQApYJFSL9HWb1zL6qmFsiF+EW6uib6++HHAWsXPvDt75+i16nnoTYuBA9qaWsNQyn5WWJWyzbiY/sJ20tCNvYR8NZWVlLF60hNwfSrnhhhvYsmVLm80tpUFJyYdklOSwZ9/9VFYui3ofVmsGJ5zwIz17PkRBwbssXz6CqqrIXsOePc+QWLybgryPKS9fXfO4xZKCw9GLuLj+xMcPIjFxOElJo4iPP5mEhEkkJp5BUtJ5JCdfRErK5VELcyklunYjfYxNOGQ+mrYIRUnBZvsr8fF7sNtfQ1GysFrvJi4um9jYbzCbz2oRASqlB3fVy3TzbMftno2mNX0CHimq2pHExJ+Jibkfn+/fuFwj0PWtdbYJ+D8gRpoZyThOkP2wuh/EXTGAgP9z3O47cblGYhglxMZ+icPxAWDC632Oiop+VFZOQdMWAbcjxC4U5XuEOKddmLdzpJQTavjz/4CLohhnJnTp5lFC/uJWKWU80Al4KbzNRcDjLbfU1qfFcs6FEEOBnkAVsPRIbWRaAinl64TtF4cPH96m55S1I+fV1ETI620baeQ8X9W5bFw8bo/k7Y9dEUXOAfqbzSyL1KWlEdZ5fNx5birlBQGyF0cXVdzi9TIgJiZiQf99WEA6g0G+cXlIuWQ6leuWcGJmFqlNFIgu2RVyLBl7BOJ8zd69nPH8K3RJmkKSPYvtzm+49oKL6+SvV1ZV8e7XX/Pyhx+yeedOkhIT+fMNN3DjjBn06tGjZrsuWVk88/gjPP7AfXzy5Zc8/fcXKc4rpqSklNsuuZDvVizjvQfuoVu4EVNQ0ygsLSWvpIS8khJW+/syenTkl+ghFEU/Y8QIThs+nC+XLOGLxYv5ec0aPpw/H4ABXbsyZdgw7ujShU4N5KK//+ZbpAY7EksiSXHJ9A0EYP36RuebNWoks0aNxFlezuc79vPVp5+yZOki4tREYlzxpBgdsAsH5ZRwIGUvF154OYqiUFKioigKQigoqoKiqOGbwunxMznxxNPqTrR6dcMLqMfD31SnIGXRudu/mD7zIRbOf5i1G7/n4YcBEoExDB06JnQoJyTU3O5CSko2oao24uO7RjRXS7F06VKSlVRSyCAhNpGePRu352tpNM2JRcSSJjKJV7tgsTTcFKwphFDp2fNBEhPHsnHjFSxbdiIDBrxCZmbjqRUAirCQYerKAZwYRnT9G44EIQQm0ZdYmUgHguzVVwJTw8/ZsVpnYbW2zhUMIWIRKKSLTuSKEqRs2Ss1QpiIjX0Ei2UcFRXTqKgYjsPxKlbrVQCYzGPwm/qxVF9GX9mdoQzGZZSx3T0LnQrM5jNxON5FCBuV5X0wZC4GAUym0djtD2CxXERFRXTF+tGtP/Jt22sgDyKaF8/4PbABSJby4F8zigDgy8ANUso6Bw8pZT7wRyGEA7gG+IMQ4kEppbeBffzuaFKci9Dp8D2EXlwmIaP1F6SUr4Wf7w+8R6grUjWaEOJ54G4p5bH7cWkKj6fRp2LCriwejydkkahpWMOfO38wWOeIYgkL+ICmgao26n2VJ3U6dTSxYLEXj1fSxUpEPln9FYWPdR1PIEBMpMl/tfZboesEVUlsopnsVZXYhVJ33iaE/1aPh3OjaO7zXUkJqWYLb+7ZR9qVf8G9bydi5Xx+GH0SloaugOzfX3P3tzVrMKsqw83mOo/X0Ih9oMvrxRsIsHDbNm5650P6pJ2Lw5LChsJPOHlIL6YOG8wXn3yCLxBg6ebNvPPzz1R6PAzr3Zs377yTy6ZOJabak33PnkP2bwWuGjmSqz4aydrKSl554y1kVigi7u7eHfqHWoibCbUVq24tduEvv4A7wnS5qXVFvATBor8AACAASURBVAJcMGkSFxASnxs3buSnn3/m519+4bUffuCepxt2dHj19bdI8XWhmHwmn3oKjgi95lMSE7l+RCLXXz8NXddZvnw5X3z+JV9+9iWuMhfxgRQqKsr5y2030bdvX3A6m9hjLXvKBt7TSImP78Q55x3aIiEmBh58sPo3QSjF8eh0XZw/dz6mCjtuXHTr0g1rA/UZTVkjNpc33iji7Al2KAVzjJuFCzOIOaKeQBMpKFhH//6Xs2nTdEpKFtG79+uH/bKVUqKgoOv++k6zh9An8kynWjaGDZOfO5zKsnXEkYDNtIxa59WHZV+tQLeUBrq+CU1bhZTBWnaICiDQtIP3QYRTR+IxZOghRZpwuVxE02Yh8sPpZDRtHV7vFbjdVxMILMBmewEhemKJ+QVNW8Jm3y1YjV/py3GMEKdQKg+wPbgOj2siQVmGSeZhxYZhugKL/S2EEDTQruOw+HxEPKa9VvQIOEZPVI5EJ0opVzSxyWxC+jWGUPrMmsNt/Hshksj5R8AFHMweHQC8LIRIIXTG8j1QX/GYgduAJOrmAv3PUB05d9cS4Y2ltVR/DQeaCAHkBQ06dTCxJyeAoUOnCIX2AFVFAts1jaHNaB2+xuejez8HUkrysr0kRXH0LAkGKdY0BkRoiRgwDH5wOpFWO5kXXo/mrsT9/UcsGTGc5AjWvnjfPk7o2BF7BIWQUkrmbdnCF2vW8NLcuQCYVTsjukzDanKwdM9svIEKPlm4j08WzqsZZzGbuXTCBP4wdSoj+vULfRlH0Sxp6ODBvP7CP/n2xx+BUK56ayOEYNCgQQwaNIg7br8df1lZgwJwy7ZtlJdUkiUSKEjYzU2zHmjWfKqqMnr0aEaPHs3TzzxFXl4e3377LXM+/JR169aFxHk7Ncz9aR6JpFKOk9MnNWDo3ooUFRVhNkKfBc3QiDkyZQ5Ax44dGTToF/bseYhQl8vGjxlCmJEYKIhmRc4rK3exd++nxMX1JCvrHFQ18oiuzXESleVLSJOZeH1LIxpjGAGCwVUEg4sIBhehaYuRsgHT7yZQsSKlxIyCR1ZGPT5SFCWTmJhf8PsfJhB4HF1fgd0+B1Xth5ROAkYBAUpYxybiZBx96MFJjKTYKGAHB/BjMJyT2KLNx++7DbPtuXa3lXaOJWpHgY6Z3KvDinMhxHnAheFf3yNU+ToauBS4j1A4oAvwHPACoS6e3YG7gOuAGUKIN6WUkR31/ouozjmPJK3F0sjj9SnXDBITFHL2aqQKgSnCA2T/sO3h1mCwWeJ8ZdBH5omxlBYGsKiCGCWKfPNw6Kr/YcRrlaZRpml0ttn4trgYn8lM53OvRrXFUPzuP5hz/ED6ROD97QsGWZmXxy0jR0a0ti/WrOHCF0JWFeP79mP9viIGZ16KEApr895jxpkTmDpmNDaLBavZXPMzIymJhCPwIq/GERZBVZF2PmlBGhLmAP96620S3Rn4pZeAycP4MWOOKGpdTadOnZg1a1abFzoeCwQCAbL3ZDOc7hQn7OfUoyDOlYCKJjXsUXbkPRxCmOje/TFkE0EHRbFgoEclzjXNzb59n7Fr15scOPBrzeNmcwJdu15Mjx5Xk5Y2hqbKquz2oRQrHkyGCQWJpjkxmep6kOt6FW73UqqqFlFVtQi3eznVV8ZVtR8Wy8WYzeMwm0chhCP8eg2qK/SCwYP3wQjluutL0Hyz0NEwYbR4Wkt9hDBhsz2KyTQOr/dK3O4TUNXx6PoPKMpx2O1foign4vE/y+rAAySSSB8GM4bTKeUAMcQxjGGsC36BR1Zitr1Euz/5749j1a2llam2GAoCO47mQqKhqcj5DEJHlKellPeEH3tBCFEK3ATcD7wppbyj1pidwPUiVB5+eXgf/3PivKHIeWO55dXi/HCR80rDINYeKsTclx8kMwpvqt5qyBNjRwMNkCJhmfDTc3Aqeze7iUPBFkXQpEacHyZyfu+evSyqrGT54EHcmL2H9JPPxt6pO84PX+Sxbl2YmJYW0VwfbdpEQNcZE0HnS18gwI2z3yfF0R2LuZxt+WUM7TQN3QiwpWgOr8+4jIsuvLDJ/RwJrspQtMx/hPUALYWu63zw8Rz66SM4YNrP1dNCueEVlZW8+eWXfLVgAXNfew1TFB737TTN2rVrSbKkIISgQpYwevToNp2/oKAA6RUE8JGanNri+68dZZXSoLT0W5KTz655XBEWjHDkXNcPn4fi8eSQk/Miu3a9QTDoIi6uN0OGPEH37tNwubaTnf0Oe/Z8yK5dbxAX14vY2BtJSpqByZTc4P6s1gG4ZRlSSmJJwutdT1zcqeG1Sg4ceJb8/PuR0gcoxMQMJS3tBrze8ZjNY1GUpo9NDaVzqGpvDP9jaDKIGYmurwZatiFaQ5hMU3A41uH1Xo6uz8VqfRiL5R7ATDD4Iv7AvUAKLtNFrNA/I10m0Z/Q1UEVlaFyGGu1r6momo1BNorS8l2G22kmkvYE/HqIkLl+tXb9/PdQCxkpTX3LDg//rOeEy6uExLkJaKyp9VOExPmoZq/uGCIgJW+5XIy02RhqtdZ4m3tr/bNUX0+pf6yujq0fTm7nGQadOoT2UFSsEx/FP2Fl2Os8Gm/y2qz1+pg4wMHcNwtwVQY5MSZyS8RNXi8ORanpMFoft67z/oEDKLYYJqxbj9ZnEBlDRlP+zXtc5LByc9fIDv7fbt/O9V99xbiuXTkzgqTUJ779nkRbT1IcA9hVPI9BmRfg01zsKP6K9268ltOOa123jtKyMv5411306NaNsSed1KpzRcq8hQuJMeIwY6XMUcSpE8bzx9tvZ/Z77+H2ehk7dChFTiedMjKO9lL/q/j111+xVDrwSx92h52UlOZ1nWwu+/bkYjasBPCRkdG8YtBIOXDgA7Zvv4oOHWbSq9dL4cZCFgypo8jGI+elpb+Rk/McRUVfIYRCly4X0bfvzaSlja0R+Q5HZzp2nEQw+DK5uZ+zc+frFBTcQWHhX0lMvIz09P/Daq1bKK4oFsxqKn7DS7xhxeNeTVzcqUhpkJt7EyUlr5OQMJW0tBtxOEahqqF2HvtaxFxFohHEjBVFHPmVuEgJpbnMByoQIgkp3Xi9M9C0DzCZzsVmewsox+9ZAPUadStCZagcxzqWU8EDGPKtGvvFdv6rSBVCrKr1++thg41jjVeBLMDFQZF+TNCUOE8FfFLKvHqPZ4d/BqSUuxoZu4FQpkazT62FELXDOEm17ifWe670aBee6lJyU3ExT6Sk1BXntdJaqg9h9WW1Fhbah0tTyTMMMjuakVLi8UhcUdjM7Q6Hbno2I+Lp0nUCKsQmmcldVYVTNxgaYf44wGavl4F2O0ojr+2tggLsvY9H6d6P7M2ryZh4PuVLfqJfeREvDG+68Q/AgpwcLvr4YwZ36MB/pk3D2sTrzHU6eWnuAoZkXoNZtTG8y5WUefaT7fyGr//yB0ZF4KV+JEgpue6Pf6SwqIjFP/5IXDO7t7YEFRUVvP/JHG6aeR2vvPYWcRVpVFGBX/Ny2vnnY7FYuGzKFP50xRWcMKBlOg62U5efv/uF2GAiFTgZM2ZMm8+fty8PC1YC+MnMat1IaHr6FXg8W8nN/RsezzYGDPgslNYiDRRJo+I8L+9tSkt/pWfPexg8+GZiYjo1OofZHEuPHlfTo8fVLF++AafzFcrL3yUl5ZYGt7fZh1EZzCVOxlNetRQpdfbuvY7S0rfJyLiXzMzHWyTHWkovUpYiZSnB4AcYch86XVAxIWiicrWFCQnqJHR9J17vBRjGZqzWx7FY7kEIBU/VuUhjJzo9yCObOJlILImoQkURCkPkSNazmHI5HYO32wX674QWTGspkVIOP9wGQogHgOYVJcGTUsr7mjk2IoQQ9wDTCEmu66WUe1pzvpamKbXmo04bkRBSSnf4YFV2yIiD20ghRCWQcATra8ycvH6aTHdgzxHM02zedbmokpIb4kMRFV9YNFc3HqodOa9+I416Ue/qZJOGShgPGAYpQpCn63TqYsJVaRCjCvKAcsMgMYJoeHPE+Ry3iyRUzELQrU8ojzJnd8hjfGgUnT43e72cmdDwR8CQkqfzC7BfPBVrSjr0GUTl7s1UrpjPS2PH1Omi2hgryso454cf6JGUxA9XXUVCBCcOf3z3IzLjT8Jcq3DMFyzHkPDA5//hiYunMrx794hfY7S8+PrrfPnttzz72GOcOOzwDV5am83btvGH229j3vwF/DR3LiOZwjbWoaPx4D33cON119GhCW/5dqJn69atPP7o47zy2iusWbeGQYxlv30nk8+Y1GZrqKqqIjY2loKCAizYcFFK566Re+o3ByEUund/HIfjeHbsuJa1a4djVRJDOedCwTAaFql9+vyNAQP+iarGROUkY7cPIivrFTp2fBpVbTg6bXOcRGXlVjrJLni8a8nJuYLy8k/IyLj7iIV5efkIdH0/UpZSv6rILHqiySAmzCAb/ioNBvMoL5+DojgwmVJQ1RRMplQ0LXRfiOZ3AA4Gv8LrvRohzMTE/IDJNKXmObvjN6TMxaWvoUJfhtSWohuLMEkzcSKRRCx0JROD33DJaRi81+5z/nugbbNaFJpfYNmqHxYhxA3AE+Ffb5dSftKa87UGTam1YqCHECJGStkcS4lY6lbK/v6J5kDcqxcfV1VRoOvclJCAhYNOLA2ltVRHj+v//wTD25gbmPsmrZL9GPTXVYZ0t5JXoJFuVshD5yWvl/si6Lq5KyzOe0QhzudrXt5yljPIbKXr1DTKiwLYqrvHRZhSUxIMUqRpDGykyOyX0lK0xDTiUg56iJnjk0gYMJTjF/7KxZ068eHQIQ2OBdjkcnH6smWkxcby8/TppEbwXizcto0V2XkMzjy1zuMJ9k5U+rPYkLuPA5Wt55ywZutW7rj/fs467TRu/cMfWm2e+kgpKSoqYvPmzWzesoXNGzaweetW1m/cSAod+PGbhcSRAghc1hKW/PIzqqqSkZ4OOTnRTbZzZ2TbJTecB/y/QHl5OZ/N+YxFvy7CKmyowoTH5mLUqFGsW7eOPn36HJFrSlMBeMMIsHx5CpkZN1NWmscJDEQ3a2R2yuT7779HVVWmTJly+J0cAenpl+Es/pyyivn4Ak4MaxcECn5/Idu33kUwUMpxg9+o2d5qbTy3W9Pc5OV9S3x8X5KSBje4TUPCXNOKCQT2YLMPwaX46GHYCAaLCJR/DghSUmYcccRcVQcjxGCESA7fkjC0JQhlEBgb0bRtmDAhjXwK8+/EXbWQnn1WIKWO0/kyhYX3YRiNH48UJR5VTUVRUlDVVFQ1vlbn1NAtEPAjZYBQm7tA+L4fKfNRlBOIifkMRanr6y+EQIguoZxy80GLVsMooEpfS6W+Ej2wBAMvOh8hZDcQT9DO/w5SyoeAh47yMg5BCHEVISdBgIeklH8/mutpLk2ptV1AD6APsK7ec505NH26BiFEJ0LugQXNXZyU8nfp17QIeAt41u/HRjharmnYhMAfvm8PC1iPpoU8wQ0DEY6qG1JS28w3GL5vrn68VoFgX11gOtXKwiVeLuhmprBYZ0t5kFiH4B3Fx32BpiMnuwMBMoXAHkXhYScpOOvmLMp2+zhuQiK5OzwUVQUxWwR/qijmrAhcHTaHi0GPq962XirOY3n5mE8+r85jislCsKSIiRkZ/L1Xz0Y91He53UxesQK7ovDLzTeTGUGerm4YXP+Pl+iaNKXmMqzb7ySvfDH7yndycudOfHfZLCyqCjt2QDSOLNnZTW5S6fNx6SOPkBYfz+yZMxErVza932hSbOp1lSxyOnnhgw/4dfVqNu/eTWnFwVqYJJuNgenpjExPJ3ufSnd9FBLwUIWhBRgzbiIaQQruuD26S1/XXhv5tqWlcISdXBviwT86oY3ztqMlKSmJ9PiOJOVnIk06UkoKK/I56cRRuNwVbNy4keNase5BUSzYTGnIA9/hNwowMwxp0bnz9jsxdMn/3Xdvq4pzAL93GxZp4JFeDAxUzOTnvYKdeK6ceSkvvNzwuIsvDo/3l7BjxzNkZ79OMBiKPCcnj6JPn9vJygoVc/fpA3PmNLyfH39cwxmnn0GcIx7VagIvdKAz8SSQrezBbD60QVc1XbpE2hPrX5xQLztvz64fcFc+REB60RmCnRgC+s9oJetR7QMpL19LUdEs/P5VxMScRnr6PxDCga47MQwnul6Crjf08wDB4G6EsNS5KYoDSEYIC2AJ/7Siql2x2+9AiINXEJu+8FjdC+BMXGGDmVCqjk4zS5oOob2msXkI2t1ahBAXA/8mFNV/Vkr58FFeUrNpSpyvBE4DxlNPnDeQh16f6iN7UwbxxxzZhFztHzCMkCAPH01sQtREzhUhsNJwWkt9a7Hqdj4N/TGG6QqlJsGu9aE0C69XsuynLjz7ShnGf3wQgfPZbsOgZ5RHzk7CxIoyjenPhsSh36vz6DeD+fixPdy2K7K0lk3ekN1YQ5HzHR4PWwIa6d1CftfSMHCuXIC+agEvd+/GJVmNX17P9XqZtHIlQcPg15Ej6RGhEHtl8VJ0UkmKyaLKX0JB+RICWgEPjR3FwlyFT7Zuxen10rEFbBLrI6XkpnffJbu4mPlPP01qI6k+LcHe/Hyenj2bN7/4gkAwyMjjj+fCSZMY2LMnA3v1YmDPnnT49VeEELyyciX/2LsHJXxJOpZ4TtLPYqt1Ec+ePT6UJtRUJ5d2oiYpKYmgDJBGx9ABQMBIYzJl3mJOPbtzqwrzahyOYWSUl9OP41CEQoa7Kx3oxta4Fcy6sfUtL1MzrkLmfUSmZTx2EUuckkw6WeTaN3L2eWdHsAfJrl0v0qHD6fTocSMu1yZ2736ZkpLfasT54ZgyZQr9+wzAuiMZG3YQ0E8MQkrJTnagqq1TC5KUNgvFvYk+ek8sWFExMZ4z2SdyKJR+9u0bjqqm0aHDh8TFXVoTvTebOzex54YpLW3J1R9K6IoAGEYOmvYLZvO17SkuRwMp/6fPbIQQ5wDvE0qZebWei+AxR1Pi/CsgjcPklh+G6mv2c5sx9ndHFXAJoY5K1dLUJ2UdQV77PoTyzo80rWWIqvLsen/NATomRtCts4mvf6jiWhlZvuFuw+C0CJry1KaDqlKZfzBqbbWr+Nw6hRvcTEuLTAxv9npJUFU6NTD3k/kF2IafjBACv7OIvK/eJsXnZsuwoaQcZq0H/H4mr1pFmaYx78QTGRChkC51u3n4p7l0Sz6dHUVfoukHeGTcKKYddw4mRWF8l868v2kTTy1dyt8nT45on9Ewe/Fi3l++nIfPO4/xgwa1+P4Bdufm8uhrr/H+d98hgOnnnstdM2bQu2sDrejDnyenxwuGqU5lSY6ykYwEM6vy8/l1717cXi8eTcMdDOIJBnEHg/h1nXN79eLhceMwtVTI7H+IxMREfFrdLtIWrByI3cuPL3/RJmuITRiHq+I9Ugi579iFg2KZz/ARw+nQoXVdWwBS0y5lU+5z9DINPGirKBVKAoWMGzeuyfFWaxpnnbUfiyXULjMjYxK9ev0JXY+sO7cQgueef5aZl95A34qDtW8aQVSl9U6e4+MnkUs5ZiyYwjnjZiyUyDy8vo0kJNxIauoTqGrkXZWPBlJKNO1bNO17dP0nDCPkDaGqw1DVyIr522mnJRBCTALmECrdexu4+eiu6Mg5rDiXUq4GIrp4VxsRyhmoDl3kN2NdvzsEoVaoEwjl+EAoKm4XosbLPEZRqKqVuhEnBOW1fq82E/TUO7utLnysasCBpYeikFOgoesSVQ1t9+6HLuJ0wZxgkOt0nePUxqMUKzWNAinpH6WA6mgy4SqqWwj47sPZzFAcjTqv1GeV283xdvsheZsVmsbnJSVkTD2BiiU/4V3zGz5PFU8OGHBYYQ7wdE4Ouz0e5p14IidEEX2+65sfqPB5KHb9wmMnj+byAeeh1npPeiUnc2q3bny6bVuLinNvIMBDX3/NMz/+yIS+fbnvrLNabN/1ueyuu9i0axd/uPRSbp8+nc4RCKxitxcTB20ui2U++2QO+gGNdQca/teNt1oZ0bEja4qKIirabedQrFYrRj2DqTzbbmbeMJPOnZsXIY0WR+xIitQ36iQnlicW8fTdD7XJ/DZbF1RLKlWynDgRMuOqNErp3bd3xPn21cK8GiEUTKbIrV6nTJlCRrc0StcfqDlJ8ePFYm69kxMhTCQmXkCRcxVZhK6IGtLAQxVZWYuIiRnbanO3JLo+F6/3HMCByXQKFsufUNUpKErTVrbttA7HclqLECKJhgtF4+u581VIKWuatgghxgBfEoqbfgRcK5vqfHYM0CrdRMK2hntbY99Hi9oe5dWxWreUpCgK5YaBJiWdVJW8Wh0n+pvNbKzV+KdPdadOXae2RBtjNmMG/uP3M6GeE4oiBL2sKjuzg/TrbUFKyauvlvOSsHETXsZUVvKZw8GkBkStV0qu9njIEoJZUXYG7aCqlDsPRs63LK2gJMfHA2mReVznBwKs9Hh4LPPQvM3XCwqQqR1xfvA8p9ksTOjcieu3b2dIBFHwkmCQjlYr46IsJnT5vLx9+SVckpVVR5RXU+b1snj/fi5vQbvA5dnZTH/rLbYXFjJz3DieufjiBuduKRQhOPmEE/jH3XdHPMbp9mImJIS80s1WsYrMuBhMioJf1/EGg/g0Da+m1YyZNXgwT596KgFdb2/jfQQoioKUodb2HlmFK7aE+x/8a5vNHxs7jF3GwXp9n/SgWX1MnDixzdaQmj6Novw5xCkhcV4mirjy/KlNjGo5hBD848W/c8nZl5NckR66kocXs6V1XWuSUmeSX/49WUZInFdSht024pgR5hBKZwGw22djNl90lFfTDtDWbi0tzVqggcu8fFzv91OABbV+fxSoPiOfBOQf5nvpz1LK+vv7XdLe6i9CGhLnVYZBWjhq7TQMOptM/Ow9eEl1qMXCcy4XASmxACmKQidFYUO9Tp0JisIUq5XPfD6eiYs7xLtyiFRYt9lPv94W5v3mpbNfcJ7FwjCTiTOrqjjD7eZ1u50Z9YT9X30+thkGPzkcEVku1iZVValwhgSZlJJ3HsrmGiUWW4T7+aq8HICpSUl1Hjek5O/5BVglvN+nF5OSk3kk7AbSI4IiU4+u4zjMlYLG+GR6uPteSUmDz8/euBFPMMgf6ldvNQMpJa8uWMCfP/qIjgkJ/HTrrUweOPCI99sUCXFxVFRVRTXG6fViIgFDGmRbV/LOOedyaf18Z58PKSV+XcenaTVpLJZm/B3aOUhcbBxBVwALVvLjd/H/nnoCRwSOQy2FqsaimmLxB3xYhY0D1v3ccPMNKG2YppSWfhmb9z9PL0KfOV9MGWeceXqbzQ8wduxYeg3oTsnSAtLIxIcXs6XlrVT377+LQCCblJQZmEyd8OgH8OLGLhyUiVJsjmNL4CpKqB7JMHYf5ZW08z9O7QNWUy2OI6jS+33QniwaIQ2KcylrxHmxrtNFVcnX9Zoc8iEWC0FgSy3HkUEmExtqRSGrudBqZa9hsKaB54b4FNavDhXlvfx8GTf7Q1HwzorCb3FxnGIyca3XywNeb02x6UJN4+9+PzdbLEyOMt8cQqk2qgQtaLDm51I8JRpPROGA8WV5Ob2tVgY0UP5/Z2ZHdg8fxqRw9Hunx0NnqxV7BGLPo+vEtLAoNKTk5dWrGZOVxdAjzLX1BgLM+Pe/ufn995nUvz/rHnywTYQ5QLzDgStKT/Jyrw8TZnJNmzijf9dDhXkYIQQ2k4lEm43YKK/CtNMwCfEJaAQpk8XEdLBy9fSr23wNDsdwKinDkAYlljxm3dD6haC1sdm6oZiTqDLK0aVGpVbO0KFD23QNAM89/xy7lJzQSagIYLZ2a/E5VDWOqqpf2b37bLZvH4pUzBSIkK9CqeLGHtN2VyxaAiHisVjuas8v/x0hZMvcjgZSym5SShHBbUG9cRMiHCeklLOPzquLnvbIeYRUn8XUj5x3C6eqFOs6XUwmJJCv63Q1mWqa9awNBBgSFsiDzGZ+cbsJSlmnAPRcmw3V5eIzn48T6onpoarKnFU+cvOCbNzg5yzTwfSPBCH41uHgRq+XR/1+cgyDf9jtzPB46KEoPBlBNLoxUq0mKoqDvP/YHq5RHMREGFEr1zTmVVZya3r6IWkPihDcWi+ndpfXS68I19ka4vw/O3eyq6yMR8ePP6L97Ckp4YKXX2btvn08cM45PHjOOW0ahUyIi6MiSo/2Cr8fgxJM8RW8fPYlrbSywxBpCs5dd7XuOo4CiYmJ+AiQF7+TT9/6pE0/K9XEJoynovwNpJSMGDmCjIzI0tZaktSMKynM/4xEkchJY09q8fchsjKP4ZgdgyiqzMMnDGyWxjuQVhNt9k/HjveTkXE3Ltd3uN0rSUg4m/27L6C73ptKWUKK7dgTuTbbk0d7Ce1UIwHj2M5raecg7eI8ClRCrmfVBltVuk5qtTgPBukc/lLZ5/fTFegFOIRgnd9f444xSAiCwHa/n+NqNQVKAU4xm/nU6+Vxk6mOqB2oqmzO9vD6G+XMlGZUpZbgNQzMwBtWKz2E4K9+P++F02YWxcQQW9teqYGC00YJBOigKnz3eh7BKp1HE+Ma9RynXrT/U6cTTUouiI+v+1wj43d6PFyYmtr4/mvh1jQSTKa62/72W5PjaqgVGZZS8trq1fzlxx/plZzMBccdB7WF//79Ee/2p61bufzdd9ENg/9cdx1nDxwIjaWYbNoEt94a2Y5feCHiNcQHAlS4XCGP9qYIp/e4vB7c5u2sOusirOFUpCNdR8REkRvPU0/Bk/9dQiA5JZnlYg0njhnOmKa6BkXJ4sWRbbds2QiuOOtFyg0Pz9zdspbAkR5uUlIvY+v+FzHF6Jx34U1Nbh9Fu4b6h6bDkpH5LLt3TsQu4nConQ67/mhKXqr9wENYUJSpxMVNDe1f6UCBvheLqQ99+0Z+RWrBgsjnB4j0nD3ai6z1MjTbaaedFqI9rSUKTDSQcx4W5CWGQZew7HL72AAAIABJREFUsNsXLgpVhWCQ2czaemktQMOpLRYLOw2DTfW+FWxCkKwovPmei5mi4QO4EIL7rFbes9vppSg8abUyNoqOoA0RIwULPjnADOzERxHNeq2khIE2GyMjcFwo0zScmkavprtfAOHIeQtE1qoCAa784gtu+u47TunWjaXXXtusHGrDMPjbzz9z+uuvkxkfz6pbbw0J86NAQkwMVT4fut5ob7BD0NB5/dST6dmKvuvtNExqWipOpYAXXnn+qK1h8ODBHPDko1n9nHrqqU0PaAVstu4IUzx5gd2cdtppbTZvYeHn5OW9RyAQMgK32wdiix1Dqb4bs7npyHlL4Ei4np1swupoefvWdv4HkS10a+eo0x45jwKVkDi3EHrjqsJuLQDFhkHnsLjLrSW8h5rNvOvxYEiJIgR9VRUzsEHXuaLe/qdardzsdvNZIMDx9dI8hqgKilBJlYcXptPMZqY1I8e8Ifa6g9gsggejEG5rPR5Web0836lTRE4eu8IFtL0jTWsxjGYVhNZmp9PJuR9/zA6nk8dOOYV7x46N2B6yzloCAaa9+y5fbtzI5UOH8q9LLsFhjaxBU2uQED4ZqvT5SIywsHD1pRfTqRWaLrXTNL379uauu+6ia0M+9G2E3W4ns2Mnpl87/aik1VSTmn4lWvC1Nn0vcnP/RXHxDwihkpQ0ltjY6+jQ6UkqKn/AbG6b9J7YuEspKfkzNvuxlW/ezu+TY9lKsZ26tIvzKLABXkKe5/FAuWFgFoIkITig6zgUhSQh2F8rcnm82UyllOSFxbtZCPqoKtsaiG52UBRGm0x8o2k8VO+5uwNWEoVos2sdawMBNngC3BUXR3IUYviZ4mIcisKV9VxaGmNXuPtkpJHzoGFgOgL7Pr+mceGcORS73fxy5ZWc0r1pV4Zqu7vaGIbBVe+9x1ebNvHc1Kn8Zdy4o24r2DUtDYCl27dzxrBhEY1pF+ZHj7vuvvOof2YA3pj9LwYPHnxU15DRcRZ//WvbrmH48G+pqFhFUdHX7N//FhUVf+H4450MPC4fIdrmq1FVU8jI+AC7fXSbzNdOO+0cG7SntUTB5UD110c6oWg5QIaqciB8v0PYsaWa6oLRvbVSVTorCnmNJDROtlhYo+uU1nt+oKqSLgQFhoFXyhpXltZASsltZWWkKgr3hqPmhbrOCr+/xommIbb5fHxYVsYfUlNJijClZofXiwB6Hkac/+B0ctPO3fh0HYuiEDiC1/7wwoVsPHCA2eed16Qw9wYC/PmzL+n20KNUeOt2Hbznm2/4fMMGnjvvPG6dMKHFRZaUkgf/+iCn/OMlAhEmzp59wgl0TEriH99+e8Tzf7U7h893727Vz1k17kCAP8+dy53z5zNn2za2Op3sKitrk7mPJr8HYQ4wfvx4Fi9ezK5du47K/JrmQggLk1uhM+/hEEIhIeFEeva8m9jYAVgsoai9qrZdipemFWIy9yDU2LBtKSsro6CgoM3nbacVqa4xO9JbO0eddnEeBS8C1UZj6cCBsAhPV5Sa+91MJvbUEudd6+WhA2QpCrmN5AVPNJuRwIIGBNmLQT8D8ZLkcXEB/iN+PY3xdSDAAr+fhxMSavzRH/C7Ocfkw5Kby4sBT4PjHisqwq4o3JGeHvFcO7xeuhzGRjHH6+Wq7bv5nnSOW7UWkxD4oylsrcVSp5Mnlyzh2iFDOLvP4bvY/bZvH/0ff4oflhViq+rAH+ccbKn+r6VLeXrePG4eO5Y/n3xys9ZyOHw+HxdNvYjZ/3yPfbk6V739fkRC1WI288fTT+en9evZtG9fs+d3BQLMnLeAW+euI+vf7xCMIoe9OXg0jbc3beKltWv5Ze9ezvrkC05+53OUp59mb0VFq87dDjidTi6/5ArGDT+ZrMzOBKKpuGwBVq7IZMPKvthsNvbubbvedVIa/PJTIr/N64XTOReTqfW6gjZE4f6JFOwdxP79w/H5oihqP0LKyspIS0mnb/f+ZGZmcuDAgTabu53W5Vi2UmynLu3ivJl04WDkK71W5LyHqpJdS1hXF4nWjpxnqSpFUjYYAR5hMuEA5jYgzgtNgpNv78c1s0fhNbVO1C0gJXe43fQ3mZhVK+VhgRZg2PPnMOiGkRQHDl3b9lpR87QoClF3eL30bSTf3KfrnLFpKxn9zyez75nsdrswN1OcezSN6atXkxUfz98PU3TmDgS44evvuPCDr0ivGETn4EAEKp+sXw3A91u2cPOcOZzRvz//PP/8Fo9+HjhwgFEnjmbTzzvoXTUUh5bCnPWrI57nhilTsFssRxQ9f2r1WpK1zvQKnEShp4pCT8MnYy1FWkwM5X/+M57bbuOpCRNw+QMMCJxCV2smeVE2VWonej6d8ynpMov+FSMpKSlGi8bi5AiRUkPFwmhjHN1SelFWVtZmcwuhIFAYrY8nRWRiNndss7kBdC2foXIoAziRqoq32mze2NhYgoEgg13j6Jnch507d7bZ3O20005ktOecN5N3AcI5vumKUiPOu5tMVEhJmWGQpCg4FIVURakrzsPR6HzDoFu9iLFFCMabTA2K81IV7PFmvJVBElvp7PZln49dhsF3KSk1ud0VhkEpkuM7xOFdsZ9JpkMdYx4rKsKmKNwRfk8iQUrJDq+XqxuJtF+3Yzda6vGkZwwgZ/VbPN27L18cKGyWOL9n82Z2VlUx76qriA8Xbf6cnU3XhAT6hJsrzc3OZvoX3xDrz+Q4bQIe3Gyx/cqY3lksuewRXvntN275/HMGZWby0fTpmFrYb33Tpk2cPvkMkoo70lnvQZ51FzKuiL23RG5xlxIXx9Unn8zsBQv42xVXkB5BMa8hJUsKCvgiO5txmZm8unELx+kTKRQ5XNm7P53j4uD66yNbwI03RrzWhlhRUECiSEFKSYVRzrCj4Lv9v8abr79FkicdJ0WcPuUMYiJwWWopDMOPIkwgQWJgi7D2pKVQhAlDGthNyZjiz27TuR3x11BY9j7dZA92er7BMIIoSuukt8TF1f7NjK8qBo0g/lIrEyfuwmxuWSvPdo4C7U4r/1W0i/P6RJNv1bs3ABlWK6VuN0GrlR6aBhUV5CgKSeEvmi5mc0ichyPKWWE3lf1C1OSk12aiycT3Ph95hkGnWg4KpQLiY814ywMkV+vTFnRYKDUMHvF4mGI2c3p8fI03+xK3m9SBGUhDUryzhBPTO9WZd4fPxwdlZdyWlkb64Zxi6r3WIr8fl67Tx+E45LnXip0s8Kv0HHQGhbvnMtTk4/Y+g/iutASflFBbQDTR1XPe/v28sHs3fzr+eE5JSQGXi+UFBZz1yac8NmYUNx5/PLfM+5Ufc/LpFhiOg3jy1B1UWHP51wXncnrvXtz6n//w4rJlnN23Lx9ccglxmlbXx3zQoEPmNQyjUQcMt9vN7t27GRQe98033zDjymvpWjGAeJLZ7dhA75Hd+fyr34iNtGgzHC3/ywUX8NrPP/PqvHk8cPnlDW4qJ09m9a5dfLRoER//9hv7w77nL2/cQhfRBwWFIlsOj9/zd1iypGbcOqeTIVF0ij0sVx/aEXPRCy9hCiThxU3HjpnYrr22ZeZqp0GKiorI3p3DEMazJ2ET186Kwnu+CSI5NOm6H0WETnJ1qWONwO3ocPrd5yvCZqt7Qvfxx41v37NLAlpugBhVYE9w0qVL02uu5quvIt+2Ifbvn8bQgc+iuvqQFZfCmjU/ExNzZkRjU+s1KZfSwOebRyCwDofjUkymg43ewv/adVCVbniMKmIxU2xsqXk8iozEdn5nCEC054v/19Ce1tICXBcfz4bOnVGA7mFxWju1pavJxN56OedAHVeX2kwMC9X60fMKIbHHmfBWBklqhSvPD3s8VEjJsw5HnTSKuVqAmJM6U7m3jK5WC7Z637qPFRVhFYI7ozyy7wgXWfapF6lbU1nJfbv30GXIVZSX7kYrWMUHgwcihMCqKPijyIGu8PuZMW8efRITeeKkkwDIrazkvK++I1P25LOdu+k3+31W7BIMDJwCwGbLfEb0kmy77RbGdu3CWe++y4vLlnHH2LF8OW0acU0IiPU5OfzlX/+iy3XXUdpI948/3nQLF59/MVJKnnnqGa6dNpM+FSfgII5tcSs5d8aZ/PDz95EL81r069yZM4cPZ0W9ZkRSSjbu2cN977xDrxtu4MTbb+f5b75haI8evH/77Sz829/QdcjUepKvZnPJ+LFk1VIB7+3cydAvvuCrVswLnr90JfEyiQqcjBsemeNMO83n448/JjmQgYFOqSxuU59xAMPwoYRjRIbUmx05r6jYxG+/nce333bH6y2MeFxiYiJBAki/IOBvQMW2IllZWXTp1gUXZcRVpOBxvRn1PnTdSUXFs+Tl9aOoaDJlZXeyf38Pioun4fevaXyg0h8vbmKIhVrivJ1jHKOFbu0cddoj5y1AJ5OJTmFB3T38M7tW67SuJhM/GkaNJV9WtR96I+kZg1SVVCGYFwxyteVgCkm5BGucGb8rSIomW/Svl6PrvOzzcb3NVqdzKcBcI0DqkExK1hcwUa0bGc8JBnm/rIxbm4qaN8COcC5zd6uVX8vLGZ+YSGkwyLlbd5A16EoMQyN/0ycsGjGM2PCarIoSVVrLfcuXs6+qil+nTiXGbKYqEGDyp1+R4R+IgwT2ONfRVRtJDLHsV7fitubz3mmnMqlrV9yKwomvvMJOp5M3pk7luuHDDztXcUUFZz/6KCt27MBsMnHeiBG4PB6S615TZv6GDXz31fdoMsgVl01j0fdLGFA5Ej9etsSv4W9PP871s2ZG9V7W56O77iK2Xi7/uY88wjcrV6IqCqcOGsR9F1/M+aNGkRQ+AZj1/Mv0UPqBAXvlDu6/rG4X0wu7d+efmzdz5YIFrDj3XNLsdtY7nUzs1DINW6SUbN69k6FMpDymkFNOOvz73c6R8+/XZ5Pky6CEQiZNmhRR5LolMQw/CtWRc63Z83u9+RQX/0q/fvdgMkWelpOSkkIZAcxYCPiLmjX3kTDzhuv4+50vkeXpw1bvAgzDg6JEtn6fbymFhacAfqzWsSQmPoTVOpzKyleprHwDt/sDEhP/Btx7yFipDMTNSjJJRhpHx6WnnXbaaZz2yHkLUxCO6tbuqOk0DBy1ItHe8KWnxpo1K0JgA+p7JlToBvY4E8HSAEktXIi4R9fRgAssdVflMwz2+gPEdUvCuzSXiWrdL8/sYBADODM+Puo5t3g82BWFVVVVTNqwgTy/nwu27sTR5WTi4rPYu/YdXujXm/61xK0BUTUMSgx/2f9l8WI2Op1c8PX3iKoM0snCIeIYqI9DR2eTZT4n97Ow7ZppTAo3QjGkpKiqioHp6UwfOrTJuXTDYFdBAUIIvrn/fj65+27enT+fTbUizR6/n+nPPk8310BSZAarvl1P38oTqMDJ7qT1zPnq4yMW5gBxMTGHFJGeP2oUL998M/nvvMNPjzzCtZMn1wjzfcXFfL54GZlGT3LVnfiNAK/++GOd8XaTiS8mTyZGVTn3558Z+sUXXDJvHlUt1MN75969ONRYFKFQZSrnpKPsvf3fzv79+8nLzSOORNyJpVx7/Yw2X4OUPpTw15BuND9ynpExmbPP3sfAgQ9gNkd+LEpNSyVYI87b3rXkkksvwakWoqCQTDoezzcRj7VahxEf/0cyMzfSseMiYmOvwGzuQ3Lyc3TunEtS0jPExJzT4FhF6UMVGlbs6LLwv9629H8FIWWL3No5+rSL8xYgNxhkjc+HJiX/cbsBOCucqiGlZIHXywSLpUYsrQ+nqwxuxNUk1zDYLyWj6j1fqRlY48wEywIktLA47xGO5u+pF5Ve6feT2jsVoQicm4sYXe/Ls0N4XHEzHB42u930j4nhhUInian9GLNuPTmWNDK6jSVv21dMTbZzeafMOmNcwSDxUbjBPDZyJJ+ddhq5VVWc8PGnbMkP0knvV2ebvaYN9E5x8MTYk4itdXISZ7Xy8rnnsr6wkKd/a9rqrENSEkuefJIuaWlc8MQTPPfllzzwwQcs3769Zps735yN3Z1KvEiiq3sA3TwDKDTvpaJzPktWLGbChAkRv7ZouXbKFG4680zSExMByC0uZuRtd1Dl9XLv7PfI8PdAR6Pcmsdl48fyyEcf8e3KlXX2keVw8PGpp5JTWYlVVfnljDOIbaGOtEvXr8ceSECXGgHpo2tmZtOD2mk2H374EUn+jNDfXDqZOLHtu1TWjpxrRvMj50IIzOa4pjesR0aH9FrivLhZcx8JKSkpHHf8cZRRTKZMxet6I+KxQlhJTn4Gi+W4Q55TlAQSEm5v8LnQ873w4EEIgQkbUNrcl9DO7wXZgrd2jjrt4rwFeK+ykhP278dtGHzjdjPYYqFzrdzzXE1jQi3Rtz4caRzUiKhZEha6o+u5gQQlmMwK/vJgqFtoC5KlKJiB3eHI/zq/Hykl8wM+7Cd1xlNURSKCxHpr6hgWyoXNFOddbTZ2+QP0HnwZWlJfOh9/KSX5a0iszOGF/n0PGePStKjEOcAFPXty79BhxIhY+hgn1okoSynppg1mfWEFvf79Np56UeBLjz+ei487jgfnzWNjYdO5rH2zslj61FP07tiRO/79bwDOOOEEAJZt28achcvoFDj4unSpk6dmk9W5c5s3BFm+Ywfrs/cy9bEn+GnVOjoY3Siw7OIP55zJm7fcwpDu3bnyuefIdrnqjJuQmcmmCy9k7dSpDK1fmdYM9off13lLVmDzxeOijCF9+v1umvT8N7Fnzx5OnTCR8vJyZr/xNsn+DhRTwJlnnom5hU6yoiGUcx76GpJI1BZ2QGqKjMyMg+I8cHQE6vU3zcQVW0wS6fj9q9H1UkqKrqSq8oNWm1OIbvgI9RCwE49htNspttPO74n2nPP6PPtsRJtV+nzYpMQsBBsCAbqZTMQqCqv8fmbWSvGYH86rPqWWON+gaWQpCsmN2Bks1TTshHLPCw2DJZrGuWYzQg2JFX9lkAQh0KVEoWU6DapC0ENVa8T52MJ8zk6IY4/USR6aiXN9PiebD41qJSkKZiEojDK1oTwYJC8QoFyXJGaNxGSy0nPwZQQDbnZt+pxrO2cxr6SEKWlpdV5fZTPE+a95efxt5QYGyZNRhYohdcoopkzJp9J8gEyHg7v6Hs/5vXoS04BAefmcc1iYk8P0zz5j+Y03Ym5CQHRMTmbhE09w5XPPIaUkMyUFfzDIFU//na7e41HFwfEKCr19g1m7fBVXnH8hu954HWvtNfh8kb/QKFMClm/bQXdjAFt3FtHR34cgfsotBdx5wUPYrVY+u/deRtx+O/Py8+lRL22pXzj6fqRUut10nTyZh/9wC4vXrKMjAzmg7OeCMaccuvH06ZHv+O23W2R9/23k5eWxbMlSRg4fSXmJi0zRj8LEHGbMvKZN1+H1ZgMyHDkPHQcFof/zsrIyEhISGnU6agmq0zjS0tIQVonZbyEYLEfTPOTm/psuXWaiqm2Tfz916lT+dPOf6UJ/UulAQd5JoOWhWg4NTrQUQlgBK7rUcGD5/+ydd3wUxfvH37t7Lb2SRkLoLfTeBEFUUFB6UxRFRUW+igUFewEVxIIKoiAoWFGKIEVQpChVegwtlFASkpB6/W53fn/kCBCScKH603v7mtfh7e7M7F1u5zPPPPM82LT9aOpazAUWAoO9D93q45+EL7vnvwmfOL9E3lq9mg8OHSI3Lo5ddjuNdDoOmc1YhaCxLBeLqt8tFqJlmbqqCh6XkZ0uF40VBcrIxPen200rWUavqqSpKv3tNpJkPX5+RYOVvcDFdNXJIrfKFMnAQG8tXhcZ7GooCqmaBrKMyaCwq10cqcv3cVudSDLn78FlcTBUy6KzpOd+vyK3HYki15YMh6PM+ykm56xlKtnj/rPDYqN2k7Mb/3R6f+q3fIBvUn7ih/Rd7G3XhshzJjYFbjdBsnx+WzllW7wOmc30/2U1Ca5mZJOOQ5/BaS0Hk6JwymGmU3gMc268kYQzUVHODY/osQpHBgQw/c476f3114z//XdeKW35f9v5kRGCgZ9uu6342AsrVqLLCyJUKqpTExqnOEZOQBoxkcF8Pvgxerdte3mx0+126NvX69M3jJ9EEGFUtldHkiSOyvuwqi6ajnmB9h3bM/vLWRzo14+wzZu970NFkgaZzQRoGia9ic9mLiRXzaGa5I87wMyJtKP0HfEYd916E3063gCfX7skLf9mrFYr8YHV0B/zJ4YwXMLJSXMaixctZtpHnzDt06lEXoHVEIA1a8o+NvHtHxg7bhxtW7fBFihBPjjdTvre2ZeFSxaRmnqQqlWrlnpteaERvWXc2HHM+/YHWrZtAUYNncOAm3R2bK3NqewMNmwYRkDA1Rfnjz48EtWtEhgSyOnCDBJEHH7KCQzuenS/N5/J7135Nlu3aEPz5s1Yvtwfa5qZIPTkKY+CU2bI4LuZ9umVb9PHtcGX3fPfg8+t5RLZdfIk1RQFFdjndtNIr2e3x7XjjLuKEILVdjs3Go3F1l+HEOxV1SJxXgo2IdiuacUuLU1lmTB/Hc0mN6XR4KoARDUO5fCQBGwS3HQFl4FrKAoHVRUhBIE6heoPt6br/LuRdQqGmGC2dqnCPLOF6tL5fzYxOl2F3Vr2eCYvAUExGE1nrbIup4XTqatoYdRIKSHMoWJuLVa3m5t/W0uuy84p43Y6Vi/ks66NyRw6iPS7BzKtfXu2ZmfTcP58vjpYfsSCXvXrc3fjxoxfs4ZtJ09W6F63p6cze9se4l31cQg7B8Uethp+oV5bP5aMH8u2j9+jf4cOVzyp0cXYty+FQEKK/zYTtFrUt7UmMyuTgYMHABAWFnZV+yDLMgadjpq2FjRy3gCA4jKxYlkKizesp3b8lYkE46MIm80GqkSsqypRrqJY2ImiNl9PmcfelBRCvEhadSXoenNXYoPjyNlqxc9S1GaEHMWuxfuJi44j0bMp+2px2+23kZOZw9bFu9A5jciSTJy7GlGZVameWIOAgICr2v4ZFEXhuy++xy89BBP+BEmhVHMmoUNHQX7BxSu4BGJjY/nhs0W4c4uUXCRx1LQ2Jk5OpHGzC/M1+PDh49rjE+cV4Lmff6bLtGkA7EpPp5FeT4rLhUqRIN/ldCID9T3i8aDbzUlNo/M5m5z+9kRFaVSGENvqduMG2nqO6yWJWgaFoEgj7R6qCcCtrzcmvnUE7Yw6Iq/g0m8NRcEsBFlCEKQouM1OTGFFFvLqD7bEv0E0XQP8ubHkplCdjvQKivNkux2DzkRwYofi93Ky9nHgz/cYY7SzqklDKpUQ5i5Nw65pBHkpYlUheLJuTXZ3v5XjvW7nk1bN6BIXh0FRkCSJh+vVY2efPjQMC+Pu339ndom44CWZ0qMHUQEB9P7qK+bt2YPmRUhHl6oy6PsFhDmqcNSwk23KKk4qqez6ZArznh9Ds5o1vbqXK82pU6dQ0J/nYuPEzuGgPXzx1Wy6d+9+zfoSaPJHxY2fVCSIEh31Mbj9Gdj5JhpUr37N+vFfwGq1Imln3cT0koEYdyJqiIOFSxZeM7/zJk2aYBNWYlyJRLnjAahja45O1jHkrsFXfb9Bhw4d8A/xJ8ZSlThH0d9YNbUeblzccEOHi1x95Zj83jtUrh6LnxpEkHTWVUxBR2FB6TkSLpdXXn8ZOVhQu7AZQVIoJsmPSlIcWoCLunXrXrwCH/9chLgyxcd1xyfOK8D6w4exulxkWyyk5eXRUK9nu8fXuqFezw6Xi5o6Hf4ewfyLwwHAjeeI883lRGpRheAzzzVtzxGgnZ1w9K/zXTf+/uYoD9qv7ABW09PmHLudEFnCZXEUH3NZnByZuomPjBcmxYnT60l1udjncFxwrCx22+0ISSK8Ul001cXx5AU4//6BdVXiGBURXurgbPH4w/+Zl1fkRnMRgvR6RtauTZ3g4DIH+xrBwfx62210jYvjgXXrGL1xIxmefQIlCfPz48chQwg0Ghnw7bdEv/UWLadNo+/XXzN6+XLe27CBH5KT2Xz8OBmFhWiaxoS169mfm4kuPJNXbm9CQmgAESFBxRk5z7Bo40b2Hjt23nup6ek8PH06S7Zuvei9VpTt27cTxFkx4BA29gZtZeqMj+jVq9cVb688wgKDcJ0TONQlnGSaDjPp0YfKvOarQ4f4qcTn5ePi2Gw2cJ+/Ifpw0B7envwWNWrUuGb9kGWZtq3bksf5v4PC4BzuGnrXVW9fkiQeeGg4mYbj573vCLDQ+eZS9jtcJQwGAwuXLOR4yH4cwlb8voxy1cR5kyZNqFGnOjmcHzrSIgqpU+fq+bn7uMoIkLQrU3xcf3zi3Ev2Z2Xxx5Ej9Khfn2+2bwegu8nEIpuNeEWhmqKw2uGgo0eIa0LwsdlME72e2jpd8Xsf2O00UBRql7B4W4Sgr9nMHKeTMXo9keeIyRtViYy1Zx+kDoubI1tO0+MKu0F0NRi4xWDgabOZY243LvNZwXT4s80M1xupWsqk4pGwMPwkiTaHD7PKS5/jRKORSrFNsFmySP7jPbrZDrOrehXqlbOpMUSn4+nERFbl5FBr/XrePHQIWwWyhZaFQVGY37Ur99SqxYfJyVT/7jue2bSJLI9f/Lm0SUhg12OP8VX//vSpX59If3/2Zmfz2V9/8eSKFfSfN4/WM2YQO3kyfuPH883uXbzWuTM7H32QoY0b82S7drhVlQ5jxnDTuHH8vmsXQggcLhcFnknBzkOHGDJpErVHjGDW6tXsq6AbjTf8teUvlIKilQmnsLM3aCvvfTyZ/gP6X/G2LkZEcAguzk62ThoP8mifO4mJiCjzmruqV+eOhIQyj/soHavVCucscp00HKbpDY25//77r3lf7ujbE7NfXvH/24UV2QQNGza8Ju0/8OAD5JjOj/FtMeTTvn37a9L+GWrVqsXbk9/iUNCe4r7o0GGuyP6NCvLahFfJDjk7MRFCYHNbiImJuWpt+vDhw3t8G0K95JMNG9ArCsNbtqTbjBm0iI+3ZCUgAAAgAElEQVQnUdNYbrczMjCQjS4XBUJwu0dcLrfbSXG7mRMWVmy1/dHlIkXT+DYg4LxEOqc0jZ6FhWxVVT7w9+d/JYR7G0Xh6O684gyjyasy6CkrGLULrcHZmsZhIagvy+clPvIGoySxNCSECVYrr7tcxFmKxLn5WB6nlx/gxZDSN4o1NpnYXK0aPY8do1taGh/GxPBIeHiZ7QghWGdzIQcK9mychsNtJ5kANtsCuaEcX09JkphUpw4PxsczZv9+xh08yCfHj/NW06YMqlLlspbCgwwGPu/YkbGNG/Pa9u1M3r2bafv28b82bXiqQwci/M9m7VNkmSGNGzPknCQ5wuUiz24nLT+/uBzNy2Ph3r28tHo1M7dtY3TbttzftClD7r2X6cuWMWn+fDqPG0eH+vV5afBgnG43t7/yCku3biXQz4+nevVidPfuxF4Fv+8/1v1JgBaCEwd7g7by5rvjuXvo3Ve8HW+oFBZCnkecW4WZQlMmz901+Lr05d+OxWJBuCWQoEDkkh+awRdzV12XsJW33norLxtfBU9AomzlJIPvGnTN+hIfH0/turXJ25xNGJVQhRuHZi9zI+rV5P7772fJop/ZuyKVeFdNFHRYLFfH5xygS5cu+EcYKcjPJVgKw46VmKhYX/jS/+/4XFL+Nfgs515gdTqZtWULfRs25ERBAbvS0xneqhWLbDacwEA/P5babOiBmzyW88lmM5UVhYEeUacJwRs2G3VkmX7n+FKnqCptCgrYo6osCAzkf6VYjoMliQgk8tKLlj33zj3CzQ74ye1mosPBcJuN9hYLkYWFVDKbaWWxkFBYyHN2O8cqkOoeikIqvhgQQE+DsdhynjJxLZOMAQSU499e1WDgj6pV6RYYyKMZGYxKT8dVxoNim83GIVshdfMPcLhWNabExbHf4aBjaio3HzrEhlIs1udSOyCAhU2b8luLFoTr9QzZsIG2q1axoYSryKVQKySEOTfeSHLfvvSoU4e31q2j2uTJvPzrr+TZbGVeJ0kSYX5+NI6JoWedOoxs1YqJt9zC3sceY+GgQSSEhPDE8uUkvPsur3/7LQNvuIFDM2YwZcQIDp86xS0vvsgNzz7L5v37ef3uu0mbNYuJ999/VYQ5wK5duzDhz76gv3hpwgsMf2C419fmFhYyb+1a9h8/fvGTvSA6PKzYreWk/z4mjBiO/yVmivRRPoUFZhQUVOHmcPAevv7+66u+6bcsEhMTUYwyDlGkzs3XyKXlXEaNHkle0CmAovj6jZtcF4EqSRJfzJ2NOfw0+eI0CrqiVY6r2N7Lb7xEdnCRa5iVQurU9bm0/L/Hl4ToX4PPcu4F3+7YQZ7NxiNt2zJz82b89HoGN23KkKVLSVQUWhkMDM/NpaPRSJAss8Pp5DeHg4khIeg9D/rFLhe7VJUvAwJQPO/97nLR22zGCKwJDqZlGVFIVCGIUAVHt+UiSRKHjlkY5Di7Nh0tSdSVZfrqdNSVZSrLMvNcLiY5nbzjdNJfp2O00UirCtxzI0kh1eLk1KZjpO/L4leho7fJr9ifvjSCFYVFCQk8l5nJO6dPs9lm46v4eGqW2NipSBIz4hO4PywUSZIYFRnJA+HhfHL6NG9lZdEuNZXu+fm8WqMGLcuJHtE5PJytbdowJz+fcbt20W7VKgZWqcJbjRpRNfBC3/iKUC8sjG8HDuT5Tp14dfVqXlu9mikbNvBU+/aMatuWEC/FoyzL3Fm3LnfWrcum48eZ/OefTJo/n3cXLmRwx4481bs3D3XrxlerV+NSVe7u3JmAqyxMCwsLycvNQfXfwZh7BzCyeTPYsKH8a6xWFm3YwHdr17Lir79wud3IsszdXbrw4pAh1LyMbJ6xkWG4OEieyMYQqnJvt1svua5iXn/94ueMG1exOq9xNJ2rgbmgEBmFtIB93PvAUDp16nRd+3PzzV3ZOvdvQkUk0tVwaalUqdzDvYRgpLmABFGHQrLp283L1aOKRLXJz/fqtODgYL6f/x133NqLOoXNsVjLN1JcLv379+fp0c9gK7BgwUzjZl2uans+fPjwHp84L8nTT1/wVhjQH2g+bRo9gX6A+uKL/AKMNplIM5tJdru5X68Hq5XJZjOBwIOSBFYrQghet1qpIUkMlmVwuzmtadxhNhMvyyz196cqwJmIJ+dYu81CMNjhYL2m0XRdJrlpFlq5BMMNBupIEnXgwmyhQjBAp+OILPOhqjLD7eZbt5u2NhujDQZ6Kwq6i1iHwlUVd66Ng1/v4F6n4HOXlS12OwsCAoo3jpaGAkwKCKC1JPHg6dM0TU3lo7Aw7gkIQPIMaE2MRpoYjeftDPcDRkdE8FBYGB+dPs3E7GxabdrEHSEhvBobS5Nz3EpKtjesbl36JSYyKSWFSSkpLDx+nCfq1mVcUhLBJaNPlEimczEaxsTww+DB7EhP5+Vff+VFTwk1mYgJCiImMJDYoCBiQkKKXj0lNjiYmKAgIvz9iy1xrWvX5vvatTmsKLy/YgUz16zhy99+4+YGDXi6e3dubtAAyWpFWCy4VRVV03Dn5uJWVdyaVlRUFU0IqpTjNnQxdu3ahcVpZdywe3hyyKAyz7Pa7fz85598u3IlSzdswO50Eh8Vxf/69aNn+/Ys/uMPPp4/n69Wr+aeW2/lhXvvpfqRIxXrzIgRRB04gJi7kRPGg8z5cjZy51I25FVERHojzP+jmM0WcsgkskoIE96acL27wx197mD9T5vItjgZOGTgNbdamySJOw0GNjuO45Iyr2mkltJo27Ytj41+lM8nz8FmL3ul7kqg0+kYM3YMH42bjiRLNGiYdFXb83H1kXxuLf8aJPEf+TJbtGghtnoT9aKcweFL4F7gdyAVGA5sDQ5mi9vNI1YrKSEhBEoS1fLyeMxo5D2P//RSp5PbzWZmmkzc77Eij7XbedvpZHdAAEklxa5HpJ/UNHo6HOwQgjd0Oj6J0KEJWFcAVc9YsL1wWykUglmqygeqyiEhqCJJjNLreUCvv1DYn7lXTeNhg0ZvTeYr2cAKl4shnmXW+QEBdDrXyl+G4D3mdjP09GnWOBwM9Pfnk8REQr20PhYoClMyM5mcmUmeqtInNJRXY2Np4Od34cnnhP86brUybscO5hw5gl6WCdXrCdTpCPS8BgUEFP3bYCBQryfI81olOJg+NWsSeK6VvxQBvPXECVYcOECG2UxGYSHphYVkmM2kFxZiLSVLanRgIP0bNWJwkya0TUwsEh+eTVc5ZjPTV6/mw5UrSc/LQ68oqJqGdpHfZIDBgPmdd0o/OGpUudcC7N69m99nzWZU/34XHNM0jcXr1/PtqlUs/uMPLDYb0eHhDOjShYFdutC2QYPzMjdmnD7N2199xbSFC1FVlWFt2vB89+5U9TaRzYgRLFiwgKED7qFV21b8tvZX764rD2/F+X/Qcj54wBAWLFxAcsqeaxqdpSzy8vKoUaUmfroAfl79E43P2cdxRbiI5RzgL7ebXvkCs7By0pqPX2nPmJJcBcv5GVRVpX3rDvy9928KzBW7tqJYrVYSK1dFUXWsWLfsyn/+/wEkSfpLCNHi4mdeXYIDK4s2DUZckbpWbnr5H3FP/2V84rwk5YjzTsBJYD/QDUiVZQ6EhHCn2cweVSU1JITnbDbesdtJDQmhqqIghKBdQQHpmsaBwED0kkSmplHNbOZOnY6vS7MIu93s1jRudzjIEYLvjUZuUxTiZSfxisxG1znCuAI+5aqisERVec/pZI2mEQDcp9fzol5PVAl3lUVCcJfDRqp/INGeY6mqSg+LhVRNY7qfH/edCRFZjjVaFYK3Cwp4KT+fyno9c+Pjy930WYxHJOe53byXmcl7mZmYNY0BYWG8FhtL7XNdP0qJzbv19Gl+OHaMApcLs8tFoduN2e3GLEmYnU4KXS7MTidmlwuHJ+JLsMHAsKQkRjZpQu2wsFLFeXn9LbTbyTgj1gsKSC8sZP3hwyxJScHudpMYFsbAxo0ZesstNIiPL77U4XLx3aZNJJ84gV5R0MkyujOvTucF7xkUhaGtynBS8kKcA2W6sQghqNG/PwUWC31vvJFBXbvSsVEjlIsI05PZ2bw1dy7TFy5ECMH97drxwm23EX8xf+YRI1i7di2dO3dmz5491KtXz7v+l0cp4lwIwc6MDOpXqoThzMTyPyjOn3nqGZIaJjFs2LDr3ZVikuo0JD8/j2PpaVfecu6FOBdCUDPXjAGJFNVLa/VVFOcAJ06c4L5h9/HLyl8qfG1FeX7s80x4awIWiwX/MlYofZSNT5z7uBr43Fq85BSwFngDsAC/Ak8bDLiAX10uhhmNCGC2w0EvvZ6qnoH8F5eLjarKNJOp2P98otOJHXjJWHp66LWqSk+Hg0BJYr3JRBOPOL4VmRvtFPlyXAKKJHGnTsedOh3bVZX3XS6mu1z86HbzjclEp3PERwdFYaHRr1iYQ1GSog2BgQywWrnfZuOgpvGGyUR5w6kiSYwLCaGrycSQ3FxuPHyYiTExPBkR4dVAHKrT8WpcHI9HRTH51Ck+yMrih9xchoaH82JsLNXL+AxbRETQorRQfKWECnOqKlsyMvh4xw6m7dzJRzt28ECDBrx2++1EV8B3PchkIshkotY5guDxDh0osNtZlJzMNzt2MHntWiatWcNrffowrmdPZFnGqNdzT4cyltPz8kp//yohSRIr3nuPqrGx6M+IWC8mgHGRkUx54gnGNG/Oaz//zPR169ifmclvo0df9NrGjRsza9asKyPMS3AsP5/P/9rOjK3bOW7O5dhTTxF/jbJg/hOZNHnS9e7CBfTt3xu3233NXFocQpArBBGShF6SkCSJ0X4GDqn/nADPlStXvibCHGD0U6NJ2ZviE+b/3xHAP+dP2Mdl4hPnXnLY89oESAZUoK1H5FqBzno9W1SVTCHo67H6akLwrM1GdVku8kenyFXlY6eToXo9dUuxxP3kcjHQ4aCqJPGL0UjCOeL4U7eMLF+ZAaypovCFovCkqjLAbqeLzcZrBgNj9XpkSSJClul6TtsuIcgUgsqyzM8BAYy02ZjgcHBU05gZHIzxIgNrK6OR7TVqcN+JEzydkcFWm40ZlSuXGwHmDCedTn7Iy+eNuDj+FxXFW6dOMS0ri7k5OdwXEcHzCQkkXka6bYOi0L5yZdpXrsy7Fgtvbt7M1J07+WrvXvomJRFk8uOtm7sSWMZE4GIEm0wMbd6coc2bk22x8MTKlbz4449sPXyYL0eMILiUZXS708mq5GRWb9/Jm3f0OGvtvQbUSkigwGLB4XQSWMEBOz4sjKigIAAeKmvCUYKQkBDuueee4v9PSUkhNTWVHj16VKjtM9hcLn5M/puPN/5F6ulcwt0JBKnV6RCfQ4jJxNG8PHJtNnJXryYnN5fc3Fyys7PJzMgiKzMbi9XCzM8/vW5RTP5rvPLaK9eknfkOB49bLBz3TDaTQ0OLszk/5mfkv7KKXJLIyEjmL5h/vbvh4zKRED6f838RPnHuJWdyESYAWzz/bqgoLHAWhYBrr9Mx1W5HBrp5hPg3Tic7VZVvAgIweMTrBIcDN6Vbzb9wOhlut9NMlllqNJ6XiAhgGvCqqvGSBA/J8kUFsTc0VhS2+vvzsMPBC04na1SVuUYjUSXOu09zM9/hZIbewBC9nul+flSVZZ632zmRmcn8SpUIu4jQDlIU5iUk8HZ2NuNOnSLZbmdBlSrUKEP05rndvJadzez8AjSTPzF5eQwIC+O9+HieiYrizVOn+DQ7m9mLF/NgjRqMS0qispdict7+/Ty7/g9S7hmKsYTwbRAZSYu4KmzPPMWS4zbcrhxkVvL+bbed5299KUQGBDDyppvYdugoi7dvp9Urr7Dw8cepGxdHgc3Gzzt2MHfdRjYcPEi4VAmzWsgt9epw61WwKpeFy+2m40Mjyc7PZ8HE8bSsQErv3/buZcLy5dzfrh2DWrasULtWq5UXn3+JL2Z+iUBj07aN1KxZ06trhRBs3LiRqR9OY+n8BYQTTaijKo1ojiRJHJWT2ZGRTo13PsIgG9BjQPftaiS3guSUEQ6p6D0MZAWnkZqaSosWvlXda8Hl/qa8JU6W6aLXU11RqCRJF7jy+WJ8+/Dh45+CT5x7ybni/HMggKJNmevdbmrIMrGyzBKXi/Y6HeGyjEMIXrDZaKYoDDAYQFU5qml86nIxXK+neomB4V2Hg6ccDroqCvMNBoJKDBQOIXgd0A8fztNzvsTpdvPUFRpMgiSJuUYjnRWFUQ4HTWw2vpYkbvRMMj5xu1gRFUrk44O46/HJNAkKor6iMM5kIlGWuc9qpX1GBsuioki8iIVXkiSeq1SJZiYTg44fp0VqKt8kJNDNY20FsGsaH2RmMTEnB2PTNkS2vwlHZjr3zJnKAI81M85g4MOEBJ6JjmaC3c6nBw8yMzWVETVrMjYpiZgyNnVlWa3ct2o1W3Os2OwODIrC7qwsfkw9xLwDh8m02QmJrEdAzM20qlcVSZI4cnAVH29Zz8Zjx3i3e3c6XGKSEofbzbilK5i1ZTuSLPht7Fj6fvABTV54gZqRcZzMyyWCGALtUTSlKxIyB9jFx2v/uKbifMyHUzGnQ6y9Pq0eeADrr7/i58WqQVZuLnfPmkWd6GimDBxYoTaXLFnCww88gn9BKA1t7TkpHeLuwUPZuKX8EI8nTpxg5ozPmTF9BpJdISg3ksZ0RZF0nOtvlSiSSFSTipa8zmAHTWi4cOLGiQsXbpzkWLLIzc2tUP99/PNpo9fTpmT0Jh8+/k34LOf/Gnzi3EuOUSTIQ4HdQBJFY/96t5seej3HNY0dqsrbHlE4zeHgiKbxWVBQcTbQ1x0OZOCFc4SOEIJxDgdvOZ300+mY6+eHsZSU9DM0DalefUxVqxGo09HN7T7vuBCCXOCYEJwSgpayTFgFxLskSTyg19NKlhlgt3OTxcIrJhO3KApjFYmQMffgSMsgMcDvPFebuwwG4gID6Z2VRZuMDJZERdG8RFzz0rglKIg11arRPi2N7kePcldICK9GRbHWZmNcTi5ynQaE938A2WTCvGkttk1reKVy5QvqqWIw8EmjRjxXvz5vJCfz8YEDfJaayqO1ajGmfn2iztk4+t3RNEbt3E14Qkfi69Zg79ZpxM2YjWIIxC8iidDag6gfUAlNc5OXk8qJ/YvIzd5PlZAQhrRvy5fbt3HDjBl0rVGD9lWq0KJyZZpXrkzsOROLsth58iT9v/wGURhCTVdzDvlvZfSX36K5FaLUREwZ8TSjJQJBHtmkGf8mV84gITSEsbf09PJbBFau9O68Mnzpl2/cyNc//0qSvQOndGl0TmqByYvvU9M07h0/nhyLhWWjRhFQhpjfc+IE9WNji62lx3fu5MH/PcWu7fuoUlgPf4JI1x8mx/8krz34JmRlnb24lM19454bx5yv5lDJP4YwWzj+BCGVklstV2SR63cINy6cwoldcyAMevQ6HcFBwYSGhBIWFk5EZGVurNyCzqWFc6zIZNg3SF49KiKwQ0MrVrcX7nGHNI0YvR5/L/4eUjWNb2JjGRMVhcGbFYLt273ppQ8fpeN77vxr8EVrKUkZERn6aRrJQIosE61p9ADG+PtT12plhtGIG3jY4SDZ35/KkkQNi4VmisIvHrF+wOmkntPJY4rC+57BRRWCh91uZqgqIxSFj3W6ogRFJTbguYQgQVEwjH4Sx7FjVFo4j14mJ8ddgmMuOO4SHHfBufnkAoERssyTikLcmUHEy+VjsxA8omnMdbkw+hmJGDsMJTQI87ip/CEk6pX8jAIDSXa5uC0nh9OaxvdhYdxWWiKdc6K6mDWNjhkZ/O10c4dOZqHZjGo0EVKlGmG39EIfGkHhri3Y1iynb2gI4+PjiSpLJJ7jdnEwP5/X//qLuQcOIISgenAwNYKDOWSxk48/1RoMxM8/ArfbTk7WXkLDa2IwBuJ0FHI6ay/OnL/JyztOh/h4BjeoR/eaNQjzfIcWp5N3N27k2+RkUrKyihOpxQUF0bxaNVpUrUrzKlVonphIjGfToVtVGf/zMj5atYYq9kaES9E4hI0M+QhhWgxBhKKhkcMp0jlKDplUDg3lf7d04d4O7YmoUsWr7wyAiviH63S4VZVCq5V8i4UCi4XDGRk8OPE9aha2QEPjaMgOds/+jEgvNlC+O28eT02bxkcPPsjI7t1LPWf5tu30mDCevyZNIqlKFSbv2MWkKVOJsVYjRk2kgBzSglLo1KkNH02cQKWS4RjLiLxhNpvZvHkza35fy6oVq/g75W+C9CGYrIH424MJIQIndlKCtrBm3e/ExsYSGhqKwYtJRzEVXaX6jzxXrwsVEefl/CaEEFiAAiGKittNAUWLK7eWMQ7s1TSS7HY+DAzkUS9+bwsdDnrn57O6Rg1u9GIS7xPn///4p0RrCQmIE23qPnhF6vpl22v/iHv6L+MT5yUp46HcWtMIAeZKEtFC8J4kEWgw8KDDwV5/f552OEjWNFL9/XnR6WS8y8Vffn4089R3t9XKAk0j1WgkxjPQ3+108pWm8byi8LpOd9bn0aBCIwHNBSQJxvwqmJrSkKi7hnLsrQm4c3ORZYiLg/h4SEjwvFaGhDAItsEX38C3f4JOgnv8JZ5x6KhdgVBwbp2OupqbvP43EdSlJbljP2J6npWBpbmteKyw6arK7Tk57HS5mBoSwoiSViiPOD8jzE81aYucdxrXvt1okdH4d+uLKTYe84G/yf9lIZ2MBj5IrEKNi8UdLsUnel9eHt8cOMDyY8fZnltAQo2uVK7SFkk6O0Fx2AvIPLGVgqzdyKqN3rVqMqB2DW6Ij0evKFBOpk6z08mOjAz+Sk9n68mT/JWdzd6MjOJNZZVDQ6kTE8OB9Gz09mCqOBqik86KClW4ySIdq38muVo2HWrVomuDOmw+fJhvN29GkWWG33ADzw4eTGJUyR0AZVCOWNiYksLjU6dScEaMW61Y7PbzzlHQUZvGRJNAsv865o1/gU5exD3eum8f7UaN4vbWrZn/5JOl+u5uS03llpfHo1ONPNanC1/+thbNHEhlS20kJI4aU5AiXcz6+H06tWtXekNehMWDIit+SkoK69evZ+WyVWzcuBGn3UWBJZ8XXnqBF1583qt6zsMnzv85eCnO7UJwyGTigKZx0FMOaBqHNI0cISig9Ezl0UBGGb8lIQTtHA4ygX0RERdN5lagaURkZ/N0VBRvepNF1yfO/9/xjxHn/nGiTZ0rJM53+MT59cbn1uIlx4AGFLm0ADQE5qgqlSSJBOBXVWW4Xk+GELzrcjFYpysW5smqyteaxhhFKRbmazSNrzSNFxSF1w06aCHgZrWotBDF38ySJTB5kYnKj9+ONTmZJvVsLPiuKCJgee7dt4yE1w/B5Mnw+eeCmW4XfZu6GB+jo/YmBfLLH1SeFhqFDWsSfGtbsj/8DnN2PgckGaEoZW6cilUU1kZEMCA3l4fz80l2u3k/OLjYrQfOF+bBnW7FmnYIQ4Pm+Fevje34EbJnvIuWn4vZZiXZZGJXRPjFxXkphBoMbMzO45jmT9O292LyuzBmee7pAxxOXYUQRSsVQnPRKja2SJhfhECDgQ5VqtDhjGU7Pp5Cu50dx46x5cgRvt60hfX7DlNPNKeSFEfJeJPp0lGO6f/mmwdGcEtSEsZzBMfrvXvz1tKlzFi7ls/WruXezp2ZeO+9hHtjeSsDk8FAWFAQidHRhAQEEBwYWPTq709IQABLN25h06YjxDmrsouNBAUZqRodfdF6C61WBr3+OlGhocx85hmkUsIuHj51ittee5Pq1qbk608xZeEvJNoaEkIEp6Rj7GcnipA5uvKvC63ll4AsyyQlJZGUlMSIEUVxf7OystiwYQPBFcwQ6+P/B2lCME8I9gvBQeCAEBwHhMVSfE64JFFTkmijKFSSZYKBYEkiRJIIliSCNY1gSsm4fA6SJPGsTkdvp5M5djv3XeTZFCzLtA8IYHlhIW9ekTv14aNsfNFa/j34xLkXZApBOlBDktjoea+hEPyqqnSUZX7TNGxAD0VhrNOJCrzuWTIXQvCU00kQ8Mw5avo1t5sYHYx7VcBQR9FO0xLs2QN9+0kE1K6BLiIC6/fT+eRrO/EGII2imKYyRXHPw4ASuqN6dfj4Y3jpJZgyBT76CH476GbZYjet8mSYo8DPMrgkUjWNoQjWSTILhWBOWCDBj/bDtnITtXYdpLaq8aLqoqYsM6gcy1WgLPNTeDhPFxTwgcVCrCwz1iMqSwpzAP8q1XHl55L/9acEZ55kRlgoNydWYaXBwNOpqfRNTmZeUhJ9vbSaAiw4fIR7Vv+Ozj+G6PgW5OUcAg4Vfx9nEQQGRlEv2EC7mEpM2baNbJuNH+6885IiNwSZTCSGhzNm3gLS0i00Fu3Ro8csChBoiOL/NPwJwqD68+X6jfQoYZ2uVqkS0++9lxd69mTib7/xyYoVSJLEZyNHVrhPZ2hSowbLJ5xN155ZWMini5fwRL9+rN25kzV/7SbJ2YFT8jECIwWZBbm0HTWKFW+/TcPq1cus91B6OofS05EkiSHjxzO0XTt6tW5NgGfVIbuggM7Pv0KsuS4hUgRBrjASXPWwUsjeoM0oAeDMcNAyqSl5BQVEhIdz9NgxqiUmXvK9lkalSpW44447rmidPv4ZZAhBI1UlH4gEagI3eoR4TaORmrJMTVkm/GK/6RL7eMriDkWhsU7H/YWFzHM4eDUggJblPBO7BwfzXHo6aU4nVSriSuXDh4//LD5x7gXLPK/dgEeFoCVwQpI4LgSv63QsdLsJBprLMne43YzQ66nh8e9eqKqsUFXe0+mIkCRAsKG5m9/+0HhnIvg9daGl8eRJMB2DPr1Ak4yEdLsda8rf1M+y0byTngvMsGfQi6LRqbqAmgLqFrnGRDcXjB8Pw4dD165w062waJFGl280yAKm6ZjynsIWG0xQVd4z6gkcOwxnWgbiu5Usk3VE+Ptz0GJhtN1Od52OkHIGOoeA01sAACAASURBVJ0k8V5wMKc0jRcLC+lkNNJIp7tAmJ/BXZiP+cQRxoeH09WznHxzeDgbQ0LosnMnd6ekEGsw0M7L5DFmt4v76tZFQgJSkaSiOYwkSWAwICOBBLIEJFUjWG9gbJtWJAQH89Tq1UzcvJlnW7f2qq2SfLp2PTlmC5GhBmzyQVyKzJHs0zhVN02rVMGgKOh0OvSKTIJSg0CjEbeqnk34cw4J4eF8+NBDqJrGzFWreHXwYOIqkrW0HGYvX8FLs2fRsl5d7pswierWpjiwkxlwkO0ffUJuYSG3PvssHZ94gsXjx9OhYcNS62lcowYps2YxZ+VK5q5axd1bthBoMtG3bVsGtGvHc198TVB+PJEULenLkoxZ5LNF+pX3x77Bg0OH8sGnn/L6u++SdMMNtGralOR9+9i9Zg3x3rgB+PjP84amYQH+UhSalXwuXYXoLLIksT40lI9sNiZZrbTKzeV2g4FXAwJoXkp7fUJDeS49nfl5eTzhrYuaDx+Xgs9y/q/B53NeklJcGv6nafwI/AXEAa9KEqontOEJf38a2WzcpCjcqSgMdjhY5+dHB0XBKgT1rFZCJIltej26GzV4002PFwUbNsDRo+cEzcgGliqwSqb5AoVch8YRl5OIunUJuv8BCie9zZLcXFpfSkxgRUATAd3hZAs3t46B/fvhu++gVy9wuSA20Yh+2BBOvTWL6OeGYawaR8GYKSxzC1p7PpOtqkori4VRBgMfnOuPXUbkj3xNo1lWFk4hCPfzJ7t5+/OEuRACV+5p7OnHcPy9k9N7d/F1XByDg4OLM3lmOZ20276dXJeLP5s1o3ZpvqAViMNNOW4NQggGL17MvH37WN6/PzdXpN74+DIPLdu9m9s+/JDZw4Zxb7t25fsjlSQ8nEMZGdR69FGeuuMOJpaXdr0CG0Jr3/MAIiOEQ1IydZUmRLsT+dt/PZ+/8CS3tSmamBzNyOCWMWNIy8zk+5deomdZvuAeNE1j3YYNzPn9d77/80+sNhcJ1KCmdL6wF0JwQj5Emn4fH098m2GDB5Jx6hTjJkxg9rff8vSjj/L2Sy9duHpRgdWTK47P5/yfwzkC+LAQ1FFV7pckPinNHa0im6S9tJwDxc+8Qk3jQ5uNd6xWcoXg++Bg+pfcqxIXR5O9ewlQFP6oVav8en0+5//v+Of4nMeKtjWHX5G6Vuwe/4+4p/8y1yb7w/9zpsgyuySJZZKEAHoCPwHtZJlUIcgSgl6KwgJVJVqSaOsR0G86naQJwUfxenQ/uGC5i+0Ifv4ZRo+GQD9goQz99FDdCCP0iO9lUpwax0NDMel0mG7vgW3fPmqazZcmzAFUCf6SYYKOuD4m1jj1NI2Gfv3gyy9h8WLQ10rEv1FN4j94Gr8GNbBM/JJXXGqxMAdooSg8otfzkdPJ9lLCPZYkRJaZGRrKSZ2e9Gbt8GvamsK9u8lbtZiCzz8g/Z0X0M/5mJvXLmdSXia7q1VjQAm/6koGA8saNkSSJLrv2kWmJ+nT1UCSJGZ260b9iAgGL17Mkby8K1JvtwYNaBQfz9srVqCV4pN9MarHxDCwfXumLV9Ortl82f1JPnIEi9lJIrVJEq2IdVcjzfQ3A27pWCzMARJjYlg/ZQoNqlWj90svMXv58nLrlWWZTklJfPboo/Ro2pLK+gRq0AAoEuT5Ioc0eR8HAjeSaUqlU5v2REcV+ZjHREfz+QcfkLN/PxNfftmXEMaHV7ysaSjAi9cokVFJgmSZcQEBHImIoJVOx4jCQk6U8mzsFxrKnxYLJ67i88uHDx//HnxuLV4SIUks1jTigXAh2A5M9Li06IHOisIDDgdDPOEQD2oaE10u7qop03GrAzweGRMmFBlvHzPIUF8HaecPKgs1Dae/P3EPPIh9x3b00THY58yhv9PJH5JEC0m67Myg4WkKq4RMb+Hk3nsFdeubkHoXpVrXVwpDNduQAuAFoTHL7WKVrBDhGfzGm0z84HbziN3On/7+5232LIkQgmdsdnC7Ob15HWLbn9zk50cnRaa1nx8NEqsUZ04tj5r+/ixu0IDOO3dyx+7drG7SBL8KRJ6pCAEGAwt696bFl1/Sd9481g8bht9lLo1LksRz3boxZMYMFu/axZ2XkHny2T59+GbdOqYtW8a4/v0vqz+fL/uFYGsMkiQRTTyqcJOtpfP9b9nsPZLGrLFPU9ljpa4UGspvkyfT5+WXuW/iRLLy8nhm0KBy63/p629Zv/0Q8a76nJAOYTOdJt2RgaYJakRH8cn993FrkybIHTtecG1oea5Lb3q5pW7zZu/OA1iwwPtzK4K3SZi+/75i9Xprka/o78OLyTZQ8RWEq4Fn5Wm3EMwVgqclicrXuV/Bssyc4GCa5uRwX0EBy0NDz3s29gsN5cWMDObn5zPqeq4A+fj3IvCt2P2L8FnOSxIcXGqxBwXxC9DDYGCxZ4d+T01jgcvFTZLEZqcTM9AbEA4H/3PYMJpg0lqtWJinJMOPP8JIJEKfl+GQVrSU6inpLhfDXS5M0dHow8MJ6nITCIEcGcGEqGg6ulX2aFpRHPRLKee0FaiqLJFkmgIHTugw1a9W/BEogX7o+9yGLkJPzziNMFUtvi5UVZms17NJVZnpcBS9b7eXWjS7nZESrA3w5ybVRaHVwjg/E48EBdFMp8NwTr0XFKfzvNLGz4+vatViU2Ehj+zdi3A4zh4vKPC+yPJFS82ICL7q2ZNt6ek8snw5Qq8Hg6H8cpF2+9eqRfWICN5csgRRWAhms3fFU3/jOnXo3qIF7y9Zgk2I0vvgxb1pwNe/raaSdtYNR5F0NHZ2QnYZMJlMhEdGnldvUPXqLJk5kwHdujHm0095Zs4cRHR0ketRiTJ7527e+HEeuVouuQkHuX1IQ2a9/zy561bz7pjRHMs5zcD33mPG9u0Il6vs779kmTGDH3bv5kB29rV6Elw6AwZc7x78u/E8z15QVYKB585574JSEfz9vS+lPO9qu91MNplY6XIxtbDw7DGrlbqaRgODgXk5OWC1ll18+LgctCtUfFx3fOLcS353u7EAPfV6fnK5qC3LqEAq0EuWWeAJw9VFkvgpUGOZKnhlPMTGeio4AG91kTAJGG258GN3CcEAVcUM+CWcTTwjyTJ+g4YgnE5m6BSaX0ELkVGSaG3QE9S1FZLHMi7cKpYfliHP+YIV8828ttuB3O98q9pdikInWeZZp5OscmbqiiQxzGikvV7P3MBAwmSZQRkZWC7BtQOgT0QEL8fH80VWFlMzMi6pDm+5vWZNXunShS+2b+eTilhiy0CnKDzTqROb0tJYc/DgJdXxXP/+ZOXnM8vbLKClsH7PHoxqAEbprF9srsgi2X8940YMYtGkCfiVkt3TaDDw9aRJPDp4MO/MmsV9zz/PiVOnyM3Px+F0FkfBia0UyY+TJpG24mdSFv3AO089QeeWLfH382PUoEHs/v57Wtavz4jx4+k6cCCHjh71qt+LU1IY9N13vHgZ9+7j38MGIfgJeEaSLh6F5RoyQq+nu07HM3Y7e0usRvQLCmK9zUZ6RXzbffjw8Z/EJ869ZInLhT9Ffter3W7u0OtZ5BEk3SWJRZpGD1lGCxc84aeSlASjRnkuni1zuJnMV5mCEZJEpVIGk2c1jfVAa5MJOe5smnrN6cQ8bSrPFeRz3xW+J1UI5isywV1aAuBKz6bg2Q+5eftm9q5y0LIlYAJmO2Hw2QFFkiSmGgwUAmO99KGMkmXmRkez1+Xi6cuwfr6UkECPsDCeOHKELYWFl1yPN7x4443cWK0ajy9dyo709Muub1jLlkQHBTHp118v6fobGjSgbb16TPrxR9zeuiGU4NOflhFoLtpsK4TguG4/WZH7WfXxuzzWr2+5vt6KovDRCy/wysiRfLFwIfGdOxPeti2mJk3QNWxIUIsW3PPSizz57ru0v+8+Wtx1Fx3uv5+uDz/MluRkAKrHx7Pqk0+Y/vzzbNmxg4ZdurBg2bIy2wTYvns3A775hqaxsXzWp88l3ff15rjVysbTp693N/4V5ArBk0IQBTx+vTtTAkmSmGkyESBJDLHZyDrHENE/MBABfJqff/066ONfjSTEFSk+rj8+n3MvEELwk8vFzToda91uXBRZ0Mc5nbSQJE4Bp4EeRomZ97o5MhFWfgF6BXhGgSkyk11uZODpUjYufaZpvCcEoySJ32UZgyf5i1BVLDM+ZfjpbJ65Cj+YVUIgJ8aihAVRsHIjBd/8wndON70kCW43wY+OonCMMjDdCYXAkqI/mfqyzDBF4VtVZboQKF5Yr27y92doUBDfmc1MrVTpkjb9yZJEx+BgluTmku5yVfh6b9mdmckbmzez5sgR/PV6LFdgI5fZ6UTTNFyXKKwlSeLpPn3oO348y7ZupWcFwz3anU6Wbt5EE7rgFA4O+W+naeNqzH1lEsEls7mW04eXR46kY4sWHDh6FKvdjtVmw+ZwYLXZsFosRf+227HYbCxdvx6AQ8eP0zIpqbiOh/r2pXuvXnQdOJBJU6fSu3v3MtvMKyhAFYITBQX8cfQo3WrXrtB9Xy9cmsaSkyeZefgwyzIy0IRg2Q030K14Oc1HRRDAj8BjQpANfCFJBP6DrOZniJVlZptM9LPZaGix8IXFwq0BAdQ3Gunu788rp09z0OlkanQ0QddpI6uPfyk+Yf2vwSfOvWC7qnJMCF7V61nschEmSSTJMhuF4DlZ5nfPD6LzuxqdP4C2beGmzsBwBb5WyBaCz4Xg7lI2Lq3UNB7RNLpLEpMliUpuN+GRkQhNw/LlF/Q8eZK3VPWqbMSa7GdE7dQMy/jP8Tt0gjybg1vPbCQ7IsPNJlhqh4aiKNHRDCd0kmFf0YDSSVGYoarsUVUaexkesJnRyJeFhWSpKlEVCSno4aDNxsvHjtEjLIyeYWEVvv5i7Dx1itf//JMf9+0jyGhkbMeOjG7XjkgvxWt5jF60iFybjcm9e19yHT1btyYmLIzZK1dWWJz/vHEjYVSigFyOBOzi1Qfv49G+vS9pktS5dWs6l9a+3Q4UTWjHvP8+S9ev59lhwxhwyy0XnJpQuTK3d+3KtC+/xOVyoS9j423n9u3Z/Mgj3P3993SfPZtHW7dmYvfuBPxDE7rsLyxk5qFDfHH0KKfsduL8/Bhbty4/nTzJPZs3s/OWW4i9hKy3/2VOACOBRUAzYLkk0eQfKMzP0EOvZ4ssM9hmo9uJEzwRGsqbkZH8VLkyb+bk8Orp02y225kXF0ejUtzIfPjw8d/GN233gkUuFzLQXadjqdvNbTod69xuVOAWWeZ3TaNOCMh9BHv3Qu/eID1RJMwBPvZkEC1pNU8Wgn6aRn3gW1kmR5LQ+fmBLGOd9z1tUw/ymdt9VcLKZQrBrzY7zrnLGLc/jQ/tTtzAeZHgcyToaYJDnvaDgLmOomRHUBwycmMFfCjreATYvkuwemtC8GBqKnpJ4pPq1a/o57ItI4NeP/5Ik1mzWHXkCC+1b8+Rp55i/M03XxFhvnzvXuZu28a4m26i4WUk19HrdNzesiW/7dqFWkEL/PRFyyiwm8mO3Meqj95lZL8+Vy1k4euffcY7c+YwcsAA3hw1qsx2WjVpgt1uZ8/eveXW1yQujq0jR/Jkhw5M3bSJph9+yKZjx65G1y8JKzAH6ATUWbaMyfv30yY8nMUdOnD09tt5o2FDvmvbFrPbzT2bN6P5LFxeoQGfAvWBFcBEYNM/XJifoaGisCUggP+FhvJ+Xh6t0tLY63TyYkQEv8XHU6hptE5LY2Z+Pv+VfCM+riIC0MSVKT6uOz5x7gWtdTrGGo0cFoJsIeih1/OL200g0AJYh+DG3rBhQ9H57U5L8GmRMLcKwYeqSk9Jov45A4oqBL1VFX9giaIQLEn8LQTGqGisS5dQd/du5rnd5YYqvByWC0EdvZ4NdiePC+jgEdrrSg4SWRIMNhapD4D6Ap4oEuPVJYlKwIaKiHOPtXPfJbiJfJudze8FBbxTtSqVr5C1SQjBM7/9RvPZs1mTlsarHTpw5JFHePWGGwivSAKTcii02xnxww/Ui4pi3E03XXZ9nRs3Js9sZufhw15fk2828/ue7bRrWZNdM6fT5GLJUC6DyXPm8PInnzCsZ0+mjBlT7gSgZZMmAGzZufOi9Zr0eibfdhu/DR+O3e2m/fTp/LB79+V1VpK8KluAP4FtwN8UbQQ/AWwBHgVigXuAk8BbDRtyrEcPFnboQI+4OHSe31a94GCmNG3KqlOnmHiRycjl9vffwH6gCzACaA7sBp6hKAPx/xf8JIkPoqJYWrkyp1SVFmlpfJSbyw1+/8feeYdXUaV//HNmbk0PJIFQEkJvIgJSBAtYEbH3tbf97drWuuquruvqWtZVV1Hsuu5asKCiAhaUFVFEiiAQeg2ppLdbZub8/jgTchNSbjD0+TzPPHNz75Qzk3tnvued73lfPz9nZjLO7+eaggKuKChQA+X9/ugnB4cGSGVraY/JYZ/j2FoaU1Gxy1un2tOfgkF04OTaWv4sJeOBVaZJpYTjTob588HjhuFPy53V5l6TkmLgTmiQ2uszKVkHvCcEGfYPYoWU7CgqYuDWLcwMhXALscd+KJdKyaWhsBJOUtIRFZ36rq6NkeJ5CfBnDZ6wP7szDC9aiCLBGCH4IRxuuHxzVFSQISVeYE11dcsiognLwtM5OfTzeLjG44HIAkElJa3uWkpJhWFQbBgUB4MUBwLsCAR4YfVqviso4P/69+fRkSNJ8Hjq0xi2UE20Lfxp9my2lZcz//rr8bpcTR5bszRRCGl8jx4AfPPjjwxLSan/oAUvti8mhvcfe5TJxxyj/ud7KG3b8/fey+2ffcZ5Awfy8hFHoH36afMLX3YZPTt1okNSEj8tXsx1557b4rJ1jAeW33orky6/nEunT6frhRcyZvjw+mWfeiq6xhYWRrcccAlKLDaFDzgXuAY4BhBuN2zf3uSyV0vJV8nJ/PmXXzg2GGRM1C1oI5a1Z64dbdnmboroauDvwOOAH3gZuArYubW2+LRtm1W705aMU1VVTAR+SUnhqrIybiwqYlZFBa8nJTE7MZEHdZ2/VlSwqLKS991uBjg+dAeHQx5HnLeBT4FxQAkqcvYHIZgbJ6ESjj0WpkyB4bHgq1AXV0NK/iklY4CxjbY1RUq6AWdGvLfY4yGjtoZvQiFi9nB0qKlo5jhgGiqqv0sJk2cFXA4cDsQAN1lwr84YIZhhWRRLScco2qwLQR9dZ00b04ktra3lx9panuzUqcVIbIVhcMPa9WwLhSkOhykNhagKh7AAt9uLxxeLyxeD5o0loLkpKCzktMxMnhs7do9YPL7fvJkp8+dz49ixjLFF9a+lS3IyfdPT+WbVKm6bNCmqdbweD6cfe2y77L85/jNjBr//7DMm9enDf88+Gz0KkSGE4MghQ/hp+fI27SspMZGPX32VMaefzulXXsmCGTPo1cr5rZGSgJR02A3x8wZQDgTsKWjPvaiKwdGOfhBC8EJGBgurq7lo82Z+BpLa3JqDEwm8C9wO5KA6RI+hnkq0y/al5BXL4m+myZFC8DeXiwF7MQqfput80qEDU2tquLW8nCOKingnOZm/xMczzuPh4uJiRoRCvOB2c8keKrLmcJDjRL0PGpwuepRskZLlwGlCUJdp+SRgbir06wcdOsCin+CoiEDnB8Am4E4hGgi/NVLyJfBbIRo8or0xFGJ+KETSPnpsO04IyoGVTX1oCfh7xNflSgmaZIzd1gVt8D/3c7lY00a/9NTSUvxCcHlSy1ImVtdJcbv4YUchO7oMpMPkW+h58V/p85u/0eP8P9Pl9FtIO+m3pBx7CSEjTGZcPK8fffQeEeZBw+Cad98lIymJhyZORErJuqIinv/2W0579kVu/2D3q1OOHziQb1ev3q2UiqUVFdQGg7u976b44IsvuOKeexiflcV755+Pp5nBvlvLyqhstO8jhwxhxdq11NTWtmmfKR06MPONN7Asi1Mvu4yS0tKdn0kpWWMY/Lu2ljPLqkgsLCOhaAe3Vla3/eCAUajf++nA+cClwLUoK0tTwlxKyeZgkDeKi7l44za6L8/m0fwCABJ1nbezstgeCnEdSpQe6ixHPRG5EEgFvkN5+NtLmG+WkpMMg2tNkzQh+EJKBofDXGkYbNmLgkYIwe9jY1mQmopfCI4rLuaxykrGezws9XoZIQSXhsNcFw6rYmMODm3BsbUcNDiR8yiZac9PA+6Rkkygp5TMK4CLLoGlSyEYgqMiRN4TUtIXdUOP5EUpcaNu7pG0Z4GhtrBDSmJQkXOA+cCQphb8SEAe6o7ZCThaMmKuQAd+NE0mRZl9pa+u82EwyFfBIC9akos0wVkteMirLIu3ysu5KDGR5FYiSroQPNGnN3/o1pU/rN/AdzNXkjjqTBK79d9l2eTMwZhC0nfGZ/gFjEpL44S0FI5KS2NwcvKuTw+iQErJ6sJCZq1ezdtLl5JdWMitxxzLZe98wHebNuJxxRIb24O8ko1cOmrYbuwBTMvCpWlU1tayfOtWhmVltbpOUWkp07/5htc/+5yffvmZN/50DxefeOJu7b8xPy5bxkW3386oIUP4eOJE/I2yrqwuKmLaymzeWpHN2h15zLjoIib367fz8yOHDME0TX5etYqjIu0pUdCnZ08+fvVVJlxwAZOvuILxY8byTUkV2WaYWPz4ZSo+0hhIPIuYi7mHyt9ZQDbwP+Dz9VtYUF2Njoc4mYLbyqRMLOPC5PqO5ajYWB7q0oU/5uYyFLhnj7TqwGA2MAn1BOF5lD2oPePGcy2LyfaTuqm6znWaRgnwsGnyrGXxpmVxtBCMAUbrOqN1nZQ9bC0Z6nazODWVa8rK+GNlJTssi8eEYI7Hw32GwcOmySYp+XI/zUjk4OCwZ3HEeZR8LSXdgb5S8h0wEdgQBxVVMGoUrLSfyg+1l98hJQuBh4TYZVDn/1BCuNNuiPGglHho2pbSVn6Wkgc9Hj4OhXiPenHelOFESkmhCR0+APcN9psTJP65qh3Rxm/XGwafmSbC6+WyhGR25OdyV1zz2VCklHxRVUW1lJwdHx/lXiDD72f6YYNYVF7Obxd9RO7yBJJHn4W/g4rFWUYIf8eueLOGkCI0wrVVLCvawqLCzZgbf6ayrJDeaZ0Yn5nBcT0yGJeZSVIzg7CqQyG+Wb+eWatXM2PlSnLKy9E1Ly5NIzk2hU/Xh4iJ6cfg3ifhdvkoq8phU/6PzFu/ieU5uST4vcR5vcR6PMR4PMTar122iAiFw2wqKmJtfj5r8/LIzs2lqKKC8QMH0jMtrdlzkL9jB+9//TX/nvkFG3O2k9RpIN74gSQnbuXsY45pcI5N0yQYDhMyDIKhECHDIGwY9OjcuUWhZFkW1z/4IGkdOzLz+eeJmz0bKSVL8/J4e0U2767KxpAeEuL6E5t4LN3CX3KqPRjVsizC4TBBO5JeXlnJ9vx8woaBaZpkde+O1opI+ss/nuDVt97BLd2sW5pH8ZJ5JMrRHEESmtB2GpULZA4WJh8Fof+OCjpqGim46YRFFyw6IUmBndNAWheIK1Gd9tm4+RlJLDH46URMRScG0hGXUJ2UbaxFF5Jrt+SRpOt0cGl0cGkk6xojgT+hhnXcAnQE+hHhrz4ESAfcwCDgStpXmK+0LM40DLoDs9xuMu3rZgrwT5eLW6TkSdNkrpQ8EgrtvI710TRG6zqjdJ00IYgBYoQg1n4dawc0Yuy/o6nz0JgETWOI2817gQA9XC4wTVxCMFrTwDTJOoAGvjrsB9Rla3E4KBCHSgqnESNGyEWLFrW+YBORWSklaVJyKvAXIeglJVOFoONAyfkrYfFiePcZeOJ1qLGtKtOl5Bwp+V6IndYPgJCUxEvJzcBjEcKjTEoSoMnsLBVSlap+xe9jfiDIB1IyeTcv3KaUfAo84POxNSYGMX48tTNmkBsO85OUHA/cAKTqOqs9HjZoGjmmSaVlYQjBo0NC3LjQ/s7MEhRN1kgzTZ7xeLihmShPuZS8bZg853KT63KhDR9DwuEjMSrL2fHa01wVE0uREBSjqv+VW5IKaVFrmkghMF1uAqbBYwnx3Nax4647yMho9nillHyQn8/vVmVTgqBj5iDSj5xMTfF2tn79b3weLwkdOiPSeuJL7UFsWga6x4+0TGpLC6gu3Exg63KOS4ln2vn1AxbX7djBzDVrmLV2LXM3bSJoGLg1nbBlEufrSM8u4+kQn4XHvWvHI2wEKKnciGmF1WSGkDKEZYUwzCCGGSRkBAibQWqCpYTCVQCkJSTQNz2dvunpnDp0KGcfeWTDTlrfvuQUFPDenK95Y+bnbCsoJDFtEAmpg4hL6o4QgrwtC9i86hNi/bH2+QGQaJqOrunouhtN19E0nYrKEt6+9x5OO73xs596XvngA665917+88gjZHXrxlv/msKHq9fgcsUTFzeAlMT++D2JAGwrXMiWgrm4dTsm4HajazqGYREMhkhKTELX1L7LKnfwycvPc9zo0WrZZr5bCxYv5qGnnmXOvO9IMbrQjZ7EiuYH8prSJEyQMCFC9jxMEEkAqMUiQBElvEOYU5rdiuJCNN7FoiMp9OYI4kRiM/s0qKUag7A9GRiEMQkhCBEkRDVBdMJUU8YcDEa2su+o2NfX9jZco94CfoMa+PkyrXROonxClyclo02TELAgQpg3R7XXy2LT5IeIqTDKc+gFOgjB5z4fhzW+hzQzsPyzQIDJJSVc7Pfzn6QkRGkpqy2LkaEQfYVgnseDv6U2t9EG5rBnEEIsllKO2NftSPR2kkd1+U27bGv25if3i2M6lHEi51GwCtgBjBcCO1siY4D3NKXlBw6EdSuhJ/VpvubakZXG3+4VQIh6C4uUkpc0jT8AC6TcaSepkJKPUYJ8qZT4Bw9Ajj6SpECAF//7LpODbUtFWGnv53GPB6tbN7STTyY+K4vApk3UhMN09XjQY2LwJSczLTUVq3NnXMnJuDp0wJ2cTIrfP5odSAAAIABJREFUT/XSpfwy733UcDhgoiTf3n7nRhFOU0q+Mk2maDrfWRb+AUPwjBhLx/RuOwWllBaxJ0zmPZ8f3edH88Wg+3xo/hgSfH4S3Z6dy5Yt+p7iRfPadMwrKiu5OTubr0tKGBIfz9v9+rHM5ebhT57ElzmEZH8MW889m2UlJXxXUMBX675h8feFmLqb2LQekNaTuM49kYFKjuzk4qecHKYtX87H2dmst0ux909N5fejRnHqoEGM6N6dL9eu5ZWFS1m47Utqa/uQmDCY5LgMhKg/P1Ka6JobtysGl+ZB09zodZPuQROunce9MfcrLhiZwu2TJpHUQr71t77/gYf/8jfydpSQ2GkwiakTGNC76y5PWDpnjKJzxsgG7WmO3DWfUt2CACirqODuJ58ks0s3bnzoUbzueDrGDaFvj6PwuuN2Wb572ki6p0UnOzcXzaI2ikwbo4cP55P/vMq1d9zBWx9+hDfVYmtOMYmyN2l0xyXUJS5XbqRa5OIVPqT0o+HDgwcPXmKJx40XNx50oSPl/0igqNV9v4PF48AbFPMKc9kmfcTTkzQy8Ih6m1Y5JVRRgQsXLtx48BJDLC7c6Lhx4UZDQwjBEvkVkl0z9BzsXIyyBT2IiqDf+iu3VyUlk0yTYuBbl6tVYQ4QKwTHuFwcY4t/KSXbpaRcSqpRA4pr6l5bFjVAtZTU2J/9KxzmBcNgShSDOdcaBheXljLU7ebFxESEEJRLyZnhMD7gw9aEuYODw0GNI86jYK49Pw54XEpiUTeQP1dB//7g88G67dCn0TrjQKVDjGCxPR+Bsr5c7PWwNL0zIi+fxGCI/0jJK34fP0uJr06Q9+kJQGDtBvhpCfNC0Rfw2Swlj7ndvK1peIcOxTNhAu6I6LMvK4uMhx5Ci/B8W8EgRmkpRmkpwS1bMBYuRC8qomzTJkIpDUVdnh1Z6hxxnNMNg2tNixq3h+STzyBt4OEIfdevmis+kZhe/TBrqrECtYTLSwgW1CKqq9BrqtBqarBqq9lRXUWoKJ8OXbtGfdzPbd3KTdnZJLhcPDtwINd164ZL0zihWzeu6tObPy9dxkvVVVSFwxyZmsqRqancUndMNTUsKCxkbiCP2T98z7a8HJ5KSOCOWTNx6zon9OrFLWPHMrFvX7I6dFAr2ZHd8w4/nPMOP5yKQIAPV6zglYULWLz6Y1IS+5OcOJiEmC6UVG4me8tHSFwIUDYWrwdNCMKGQdAI7yxSU15byWlH/LVFYQ7gd7tJTU4mpyAfs7aQytI4NJcHf2xqA4FeXZFHRf5PYJkgTSzLQEoTaRlIy8QyDSxpYpoGBUU59Ei/uNl9PjB1KjtKS3npr39g3pJlfDn/e8rKl2AY5STG9SIxtpuyltiUVG6irHyJ2p+0kB4XUlpUVFUQNg0S4mKxLBNLmhQUb6drp/uj/n8nJSSAgHU/fMuSww5jSs0aPg4tJ5nOJMteAHTVS7kpxkuxZZFvQW5NLYVoFCEoQFKGJCQl5ZhkRrnfbsA9SO4hzDLCvMQK3tVXE0cScWYWKaRTJQpI8OcwNjaeUsOi1DQpNy3KTZPKQC3VSIJIQlJQg8HvgS9QFpe9QltEYJRR601S4gc6t6EZf0UJ9DtQ1p7o8hDtiiEl51sWy4EZLhfDdtM/LoSgmxB0a+rDJlIpbpGSt8NhnvB48LSUUcqyOLOkBI8QfJicTIzdPgEMFoIb3W66O8LcYXfY10/LHNoNR5w3pomL7mIgE+ghJQuAkYBLSpYVwdGnq1XWF8EJ9vo7UAUzLmpie4tQA5/WSsnlPi+cehIx48dRevPdHO7zKkE+ZiSJvdUgv8DaDQT+/TbBVWsYDlxdG2ByFIexFbjG52OeZRF/wgkkjR2L5vM1uWzt55+j5+RQVVpKZXU1HYDuuk6WlPQPh+ljmvSwz0FGUsMff36dODcMsDOHjJSSuyR8gWTJZ+9jzv0cV49e0Ksf/u5ZuOLV43+joowtzz3KsbFxpAGp0qKTaZICJHm9JAvBWsPg5upqpsXHc24oBDt27HoAjW6+L5eUcH1uLqfFx/N616501DTIzVUfxsSQDDzbtzeP9uxBXE1Ng5zfUkp2VFSwOCeHWfn5rCsvRxeCIYmJPDhsGGdmZZFU15Gpy4cOu+R5TwAuj4nh8uOOIre6mgeXLeO9zdOoCJt06jAYS0puO34c/3f00WRF5iqPQEpJKDMTbxSDws6aeApnpaYQNify47ZtfLpmHZ+unsamqmqSOvbC07EvSSm9ASjcuoS3fvd/xHi9eHQdr9uNx+XC63I1nLvdJPj98NFHu+xvVUEBz/znP1w7YgRXu1xcPXI48shhrF+zhpmbtzB94/9YtLWIDnFd8cX0pmN8LzTNTXnlZqZPmohH03Bfdhlut5uLbryR5MRE3vzXv3C7XLjdbjxuN/FxEdH3VkShLyaGQDCI1HWGjR3Lq0CtafJBXj5Pb1xBXnUNGy2DU48aT3zdtjZvbnJbhpS7FrqJIuf94cAU4F9S8vVf/8rzU17gm2++wW/EUeL180PuNlyNjyNiPxKV4ekSoDfQA0izp9QmXtfNY9n/POp3WxYLgM1RinkMAw34N7ARde38ARUEaQtSSq63LGZJyQuaxqkQfU7ytuQub2LZy3SddwyDWeEwZ0Qed0QdhpCUnB0Os86y+MLtJjOirkaCELy/G9mXHBwAx3N+kOGI8yh4BShEFclchiooVAJsq4LDD1e6rzZcHzn/1p4f18S2fgJiPG4uSUjA+39X4knvBECnP92KK1WJtMDa9QRff5tAdkNBHv1wSGU8SZeSvi4XW776Cjl/Pp7OnQn16IHepQuezp1xdeiA0DTMdeu4LDeXIPAMUAANc1RHCpU4iEz+lm+/joyQdROCOwTcYYSRUrKpqpzvli/iizUr+MiyCGoanbpmYvTuT2K3TCYVF3K7roPQ6oW23ZH4NhzGBZzq9UZVLfXNsjKuy83llLg43u/eHW8LUbO4iBtodkUF03JymLZ9O6srK9GFYELXrtw5dChnZWXRsZmOTXNIKfmxqIj/btjAOxs3UhwMkurzcUlWd+K7xTJnTVeOzMxsVpiDitxFI8wjces643r0YFyPHjxy8omU1tby9YYNfLh6LV8tmIXmiiFkQVFVFVcecUSbtg1QGw7z3ebN/GXOHGI9Hh6MyPgihKBPUhI3D03i5qGHEzQM5ufl8dGmrXy2eSFVYYuyYIi86hrO69MbBg8G1MDVo4YPp3uXLm1uTx0+rxfLsjAMg7pcMX5d55JuXbmkW1c2VlczLTcPM4rI0q+tQKkLwYknnsiJJ55IdXU106dP5503p7Fjxw46d24+lixQxYy6onzXhUARsM5+3VwSyJWoAaz7E4uk3K3sU7HADOBIVP74H1GdkGh5VEpelJK7heC6vVzM50RNoxPwhmk2FOc2lpRcEQ4zx7L4t9vNeCeXuYODQzM44jwKBCpz4LeoTCajUXl5QYnzdevU67r6jHOhSb/5QmCZz0vi6BHEn3UaIuICrsXGEnj9bYLZaxiB4OraWk6jbYI8kj7Av+0sGBIoCIVYUV7OsrVr+cnjYZmmkWua+OLjMWNieMHt5uxwmFRayZZwWMTrjyFfKr0e18yNWAhBT6CnrnOZJsisDTBc07h220a+ztnEV5rOO6alxHkTzA2FONLlIi6KG+0H5eVcnpPDcbGxTM/IaFGY17G+qoqbli1jVkEBAjguNZWbe/XinK5dSe3evdX1G7O6rIw3N2zgrY0b2VhZiU/XOTMjg0t69+akrl1xaxqM2P1xNoZpsik/n8SYGNKSWy99k+z3c87gwZwzeDBSSjaUlDBr7TpS4pr/ZkkpCZsmtaEQNaEQedu3M2fDBr5cv555mzcTMAzcus6LZ55Jatyu3vI6vC4XE7p3Z0L37jx9zFhyq6qYvXUrXSOy81TX1LCjpIQe3Zo0D0RNXScmEAzibuLznrGx3N2n96/ax+4QGxvLpZdeyqWXXhr1OmPsqTE1KLFehBLrdeL915259qdMSjYAV+1mJ6cb8DFwLKpI2xxUFdbWeMuyuNuyuFgIHtwHVTZdQnCxy8UUw6BESjo0Ov47DIO3LYuHXS4uc4S5w57AsbUcNDjivA38bM9HoKI7AAP6wJz/qdeZqUCRsq4cDjtFggk8pOv8M8ZP6tWX4OvTq8ntB9Zt4KlAkCvb+QcmUJHtzsAJUkKEaN9aXMzK4mKWoqogthq7PKa+bbXz4BtUpC8avjNNtkrJLbrORJeLiXUfeJqSUzAnFGKhYXBnTEyr236vvJyLt21jpN/PjIwM/K3cnKWUTN24kdt++QW3pvHo4MFclpFB5zZGyAG2V1Xxzpo1vLlxI0uLi9GE4Pj0dO4bOpSzMjNJaGP027IstpWWsq6oiLWrVrFu+3bW5eayNieHTfn5OwsPdUtJ4YjevRnaqxdH9OrF0JoaeiQnN5tmUwhB744duXFMR6pSUli4YQMrt2/fOWXn5lJSVUVNKITZxGP7QWlp/G7UKE7s3ZtjsrKIbeNxdYmL46qB9THeouJi7vj73wHoE0Wu9pZISlRWqedee407pdwjRaX2NTEoa1m0fvg9wUIp+UpK7mnh9/WFff36NakeRqKKEJ0HPAvc1sryUkp+Z39nV0nJ7y2LI4RgmBAcBvj2wvdB2mluw8Ac0+Q8O/gSkJKbDYMXTZMbdZ0/OsLcYU/hiPODBkect4G6RGnV1A/WKv0KOtmhq4JjoPcHcATwOirSVQFM8nn5RXcRd/LxhAuKCOXkQTiMFgqhBYNo4TAiGMKVlsI1VdUMgvZJpdYKAnWjT0OVyd6Iilg1i1fCGeqlacLFryqbz3tR+ErzpOS8QIDeQnCFu2kxHsmcUIjJZWUM0HVubUWcv1payrXbtzMmJobPMjOJa+XmVxQMcvXixXySn88pnTrxyrBhdGkmh3lzlAWDTN+0iTfXreOb7duRwIiUFJ4cNYoLsrJIj6JDAUqIL9m2jdmrVrF461bWFRayYccOAuH6Qb8xXi+9u3bl8J49Offoo+nRqRMVNTX8vGEDSzds4LOFC7FsYZLo8zE0PZ0junRhaHo6Q9PTCZkmKwsKWFlYyKrCQlYWFLClrD4jiNftpn96Okf17k3nxERivF78ds51v8dDciDA0T160CUK33U0mJbFCytW8Kfx46mqqeGO3/6WM0866Vdt86Izz2TW119z10MPMb9TJ14//HA6OAVc2p33LYt/SMloYEITAj0oJfdYFgOBCb9SEJ9pz6Op6SqEYLqmMVtKlgDTpOQFW6i4ULafYbZYHyUEw/j19qVINlgWt4fDfGSanKXrTLSvQRsti3NDIZZKyR91nYdcroOy4+jg4NC+OOK8DdSZHLYBdXG+TdNh8BT1eu0IGPshnGPBc6jKdz2AAVIyLBzG//FMvrAs8iyL++xsBl7UI1uf/doLDN5rR6SiPBegLDtvghpA1RyXA4mqc37zFfBRKfxLCM5pJUodkpLzDIMKKfnS7yeplZvTHMNgclUVvXSdr5OTW6zW96+aGv5QVcVJcXFMz8ggtpW2fFFQwOWLFlESDvPUkCHc2KtXVF52UJGxOdu3M3XlSj7bupWgadI7IYH7hg/n4h496JvYdJ7rxhRWVvLFqlXMXrWKz7Oz2VFVhRCCfmlp9O3UiYmDBtEnLY0+qan0HTWKLh07tnhDrw0G+WXTJpbOmcPPeXkszcvjhYULqQ03zOrj0XX6p6ZyVEYG155wAgO7dGFQ1670TEvD1VKHJicnquOKhgV5eVw/dy5LioqYcNRRTHngAQb0/vV2k9jYWN5/+WWmvPIKt917L0fMm8c7w4YxJgrrj0P03K9pTDdNrrUsfhGCmEbfy2dsS8vnmvarxW/dMO2W8xTVc7ymcbz9WkrJZmCJlGoCZkrJ61KioQof/VbTuFaIBpmm2oKUkvmWxROGwUemiQv4p9vNLbYA/9gwuDwUQgCfuN2c5kTMHfYo0omcH0Q44rwN1JW62QrUlWXZ+A2clqiSSawtBy6DY15XkfUPUIL3vxE5yV8FrgZOhJ05zfcVJqroxyeozsRFLS3sl3CX+uE/9hg8+1+4Hbgpihvb7abJfCl52+tlcCs3qDmGwWmBAH10nTnJyaQ2I7allDxUU8O91dWcnZDAW926tegxD1oWdxUU8NSKFQxKSODzceMYEqWYrhPl9y9axPz8fNL8fn47YAC/6dOHI9PSlHAONZ933rAsfiwqYnZODrNyclhs50hPjYvjlIEDOWXgQE4aMIDUpiqgNhowWlVby3crVlBeXU1aUhKdkpNJS0piRN++jKzLHIOKTq/dsYOf8/Lw6jqDOnWiV4cOO0W47NqV4qoq8svL+SY7m7yyMvLLy6msrSVoGGoKh9W8vJygaRI0DEIR844xMWQlJ9MjObl+Hg6T3IQ1qKimhru+/55XV62iS2ws0045hfOmTm3XKKIQghuvuYbRs2dzwZIlHPP99zzcvz+39uwZdQfMoWVihOAlTWOCZXGfZfF4xO+5UEr+ZllMEoKT2sHzXRcxj1acRyKEIAvIEoJz7PeklOQBX0rJW1Jyn2XxAHCOEFyvaYyL0g4VlpIPDIMnDIOfLItk4G6Xi+tdLrpoGmEpuScU4nHDYLim8Z7LRdY+8MA7HGJI2pZxyGG/xhHnbaBu4NU2IBmVEnFjCFxToVcve2DoVHB9AmcUQ125Hm/ENuoi05+yb8V5NarwxwzgIeB3ra3wFwmZ8OabcNddcKELHjVbv5H91zR5xrK4VdO4sBU7y05hrmmtCvM7q6t5vKaGy3w+XunevcUo3apAgItyclgeCHBDz548dthh+KOIYkkp+doW5d/l59M1NpZnx43j6gED8LayftA0+WjLFt7fvJkvc3MpD4XQhGBMaioPTp7MKYMGcUS3bq2WpzdMk0Vr1/LVkiV8uWQJP2RnEzaMXZbTNY3U2FjSYmPpFBdHWlwcabGxpMXFETIMvly/nrzKyp1TflUV4SbStgkh8NppFL12WkWvEHh1vf5vXSfe6yWnooJ5mzdTYY9hqCPR46FHQgI9EhLISkgg1u3m2eXLqQqHuWPYMO4dOZJ4j6dt+bXbwJFJSSw5+miuXraMO7Kz+V9xMa8PHUpHjwdLSopCIXIDAXIrK8kNh8k1jAbzasvi6NhYTo2P5/jYWBKciGcDxmsa10nJk1JygZQcaf8f77ML8zzeTkL014jzphBC0AW4XAguR6Wzfd6yeE1Kppkmg2tr+b3bzSUuF/FNfDfLpeSlcJinw2G2SUkfIXjO7eYyl4tYe/ntlsWFoRDfWRa/d7l4wu3G60QzHRwc2oiQh8iFY8SIEXLRokWtL9iKYOiEsl2/CAy3/54ZA5PHwJZCWL4cmAUzT1VFND5jV6vISFSv6Pu2HkQ7UQCcBiwBngaub22FE4DZMGcuTJwIY1Ngdl5Ep6OZm/HPUnKUlIwEvhICVwvifI5lcZph0EcI5rhcpDbjATel5PpAgBfCYa53u3na50Nr5jsspWSqYXBbMEi8ELzm9TIpLa21o0VKyTfBIPdXVTGvpoauLhf3pKZydXJy89F5O8K9pqaGl3JzeT0/n2LDoIvHw8QOHTilQweOT04m2e2GYcNa3Pe6sjK+2rKFL7ds4ZuCAspt28sRffpw4ogRnDBiBOkdO1JYWkphaSkF9rywtpaC4mIKS0rUvLh4Z4XPlORk0lNSSE9NbTB1jnivc0oKsTExbYpmSykpq6hg0/btbMrJYXNlJZu2bmXz1q1s2rKFzVu3UlNTw4RjjmHKP/7BgH796ldu4WlDk6RGmVSvrgIt9YMJ4wE/kI/KuNSYNNRg6HTUb/N/qPEiLuBoYOKAAZyalsbAuLjozs8nn0TX1gMN+9jLUT7ujqgB8KtRY21uBJ6KXD7a+0sT53QZMBT1BPLs3W1vUlKri9RIyduhEM/W1rIU9V25DPi9EAwUgk1S8rSUvAxUoVLk3qppTBKiwROZOZbFRXYH5UVN4+K6a0U4+qJxDgceQoj9otR9ojtNHtXx3HbZ1uyCqfvFMR3KOJHzNpKBipyD8p2vBKiBvhvgq3z1VEmbCMc/Agl3qRtLY3F+GnA/Kg1aW3L4tgfZdnsKgA+pt+c0Sz9gGixZBmedBf26woebGz4NaIoSKTlbSjoA04RoMbIdKcy/drlIaWbZsJRcUVvLW4bB3R4PD3m9Sig1IQCKpeTKQIBPTJNTdJ3XvF46R5HB5ZtgkPvLy5kXDNLV5WJKejpXJyfja2HdgGUxvaCAF3Nz+V95OS4hODMlhevS0zk+OblVS0VlKMTszZuZvWkTX23dytbKSgB6JCRw/vjxnDB8OBOGDSOlkdAY1DjDSV210giqa2p2FvVpQMTxWJZFKBwmGApRUl6OYRgYplk/b+K1aVlkdetGemoqyYmJJCcmMmzgQGiUq1xKSUVFBQkJCXt9IJwAbkClPn0UlfKzSxNTJ6Dx0NEwqgjOTGAWcGd2NndmZ9Pd5+PUtDQmpqVxfEpKg1z5hxKJwPOo68cjqDErScBf2nEfdZHz6IZWt46Ukm9Nk+mhEGNcLs5zu9Ft3/zVXi9XBQL8CDwnJS8Bz0rJYVKyEtCAC4Fb7EGlkb+fNVLygGXxtpT0Bz7QdQY4NiqHfcEhEmw9FDg07yxtpAioBHqixPlq+/2eKHuKBfTdDAHU2LmMDPD+ESa/BR8vVzexSGk0CXUTm4WK0OwNDJTQuMJuy/9QhT5apC/wDSxYC5MmQYdEmFmlbsItUS0lF0vJduBbIejUDsK8XEoura3lE8PgYa+Xu7zNdw+2WRanBAKstyye8ni40e1uUSBXWxZfBgI8WVnJt8EgXXSdKcnJXJ2e3qIoD0vJH/Pz+XdZGSWmSU+fj0d69uSKzp3pFEWmkE82bGDqsmXM2baNkGmS5PUyoXt37h45khMyMuiVlIQ466wG60gpefTNN9mUl4dhmoTrBLNpEhaigYAO24K6TngH6+b2VPd+UzaZaOmSlsbwQYMYMWgQN11yCUmNxLkQgsQovf17ihHAe21cxw0cY0+PADnHH8+swkJmFRXx5vbtvLB1Kx5N46UhQ7jsV+ZoP1CZjBpM/gBq/MoUlN2vvWhPW8sboRAPBwKstix04OlQiHs1jX/6/Zxud1yFEIwGRgvBP6XkNeBDKbkTuEEIuja6hlTb6RvflBIfcKcQ/FnTmq354OCwZ5FOhdCDCEecR8H/AV8Da1CB5BmoCPQglKf8K+r94x/9FW56Rb2+6O/w5mlwFvAWqqQ7qMe/WSg7yRrgfFSGlvZ2toZRecjfR0XJdwD9USK9tazS4XHw0RXwzAUwbx507QJfJ0P3X5pfp0hKpkjJFFQF1RfstGVNsV5K7jVN3rEs+kGzwrxKSp4OhXg8GKQMeNbn4/fNCN8aKXk8HOZRO0PCbJ+P8S1ENrPDYaZWVvLv6moqpKSLrvNMcjLXxMWpvMi2MA9ZFssCATaEQlwYEb12C8FPtbWcEBvLdVlZjE9KatPAw9UlJawpLeWGoUM5o1cvjurSBVcr0X0hBDMXLGBtTg5uXcftcuHSdTV5PLjd7vq/XS68Hg/xsbF4PR7lI/d48Ho8eOx5g/fsCLsrcpvNvAZYu2ULi1asYPHKlcyeN4/br7wy6mM/0Ojm93NtZibXZmYSsizml5Qws7CQI9opveSBytPARJSQvq6dtz0AVSm1X2sLRsFWyyJJCF7z+znX4+GLcJi/B4OEm4k0pgrBnSjB3RwxwFYpuVUI7tA00hxR7uDg0E44nvPGNHGBXYUS1JNRWU0GoIT556iCmR5UgaJTgcXAuncg5QK17tSpcNON0EfADAPqksatA25BedJBPSYeC4xDeVxHEF1VvEgqgC32tj8FPgJKUY/zJwPn2G1sKaN3IfDSaJi6DbZvh6wsuP5auGoGJC9oep0NEZGmAMqTf4cQjG18Ll0u8qTkAdPkZcvCA9yiadyh6yQ2WrbG6+W5UIhHQyF2SMkkl4sHvF6GNTE4zzJN3jYM7gqFyJGSc3WdR71eejYhdMPJyXxUW8tzlZXMtatJnhcTw1VxcYzzevEA20yTBcEgC4AFNTUsCQQISolbCCoGDGgQTTelRBdil6wqLWJ7zsOmiUvTWrZ7nHnmLm+FwuFdbSrQpK2lWdo5e0RNbS0xfv8utpYW2cOe83bltNPatvxB7jmPml/hOW8X7M70zt9pBHX3vp2/v4qK6Ldr/35kNBleHM/5Qc1+4zl3pcoxSWe1vmAUfF780n5xTIcyTuQ8CgYCfwXuRkW5/4FKh/g28ARKjE4F/oWqDHrVRfBOFcRcDb/7HfTvD+edCyOr4L0QHA/0QaUw3ALMA76z5zPtfXpQA0frxPpR9vub7WlLo/lmlBCvI8Fu17nASbQu9BcBz8TCOyEILYATT1Qdi1OHgX4u0IQw/wlVvGi6lLhQFp3bhKB/EzerMil5zDB4yrIIo3IM/1nXd8kxHJCSFy2Lh6uqyJeSE3WdB7xeRjcTAf/BMLglEOBHy2KYpvGmz8cxTQj4bZbFS+EwL23fTr5l0UPXeTgxkavi4qiVkmk1NTxbWcmCUIg8O4uJTwiG+/3c0KEDo2NiGB0Ts4vNpfENvy24dzMLSJPCfB8T08YiTg4Oe5OmfqftMQbCKSjksF/h2FoOGhxxHiW3A9NRVpQVKMF8O8rechLKQ34x8CRws4Sjr4GPl0K3p2D8eFj4E5xxBpycDU92gxu2qAFrPezpUns/O4D51Iv1x1Ge16aIRVX47IEa9NYj4u+htD5oswoVXX9WhwUmxAm49jq44QbVoWAJMIb6EbCoDBizUB2UuaiI/x+BG4UgvYkbVa2UPAM8IiWlUnKxpvGArtOr0bIhKXnNsnjQNMkBjtV13vV6OboZUb7FsrgrEOAdwyDdzsRymcvVwFZiSclXpslz4TCfmCYSONXn43fx8Zzi81FmWTwx7HBHAAAgAElEQVRUUcGzlZWEgF4uFxO8XkZ7vYz2eBjSsSMeJz+xg4ODg4ODw17EEedRkI0Soy8Co1AZIJ5HCeA7UKnDhgB/Bl5A+bkvBo58Fj6cC6NnQM+e8P33cMklcNMM+OVUmFIDnrkN95WCinifYf9dAyxEZY7wUC/mM1FpzNoat6lGWWneRUXpa4E+mfCvm+GKKyAhATW662FUShnbeRAE3kF1Flagcr7/E7gWiG9CwBq2zeV+KclF+VL/7nIxtNGyhpT8x7J4wDTZDIwRgtd1nQl+f5NRqSopeSQY5J+2JeJej4c73e4Gg7AsKfmvYfC3UIj1UpIC3Ol2c53bTVZKCjWWxWMVFTxSUUGVlFwRG8t9iYlkulyUWhYLg0EO83gcYe7g4ODgcOBwiNiUDwUccR4F64DXUJla7gfuQdlb/gg8iMqAUpff9/9QqRJ/QKUZO24lvDQALr0X4u+ADz+E++6Dhx6C7HHwykzo8zWIN4G8Xfcdg8qre9yvaH+dIH/PntcCnZPgqgvhvAvh6KMjLMgLgZuAH9WfW1AdkZdRUf3DgDdQacWaMleEpOQt4GEpWYsKvL8lBMfWiWe7gpmUkhlScrdlkY3KGf+cpnGKEKrD0ahATq2UvGwYPGwY5EnJxbrOw243GZoGEZlblhgGN9TU8INhMFzXedPn4xyPB68QGFLyUm4u9xsGucBkTePvbjdFoRD3FxSwwLJYbV/cfvR4GFlUBHaecIcDCOcGtefYU+fW+Z85OPw6pHQqhB5EOOI8Ck4HfoOqpPkDyt7ye5RP+22UIP8W+C9K136LGjC6EOX5viwEK+6Fv78K+l/hwfth8GC48krod6pKvTjhZJjQAyaUQdefUCNLA7vf5mpUZPw94FMBtRI6JcJV58J5l8K4cdDA8rwR+BMwTdnWvkIVcPk04hxcj/LLNxWtr5SSF4En7RSKQ4CPhOB0dvVlzpeSP5om81HZGj/QNM4SoslIeYVdSOiJcJhCYJymMd3jYXQjv3axZfGn2lpeDAZJFYJXY2O53ONBEwIpJR+FQtxdU8Nqy2KMELzjdpMA3GEYzLYsOgBjNY1LdZ3RQjDY8ZI6ODg4ODg47AMccR4lTwNzUANBn0dFsm+y35+Esr08hEon9jvgb6gCQ18AN6MGTi7bBHdeBsfeBxfeAWN+gs++ha+/hhkz4PUSta++feHoiyDTA10C0KUa0naAuxiqSqC6DKpCUG1BlQXVbqj2QpUHqv2wTYM5eVAThrQUuPJ8OO88FSHfZQziD1DzKKz+BFZZqqjSB6inBWmoQbDXoZ4aRBJAZbFZDiy2LP4LlNnn5WUhOJl6US6lZA0w37L4SEo+lZLOwAuaxlWNChSFpWQ1sMwwWGRZvGEYlAInahp/crs5JiK7iSkliyyL2bW1PB0IUC4lN3u9/MXvJynCknJmVRUzwmH6aRrT3W7O1DSeME3uMAySgH+4XNyg6yp9ooODg4ODw4GI8wTqoMFJpdiYFgTaTJQXPAOVu/yfKNtGD1QE/VzUgMkPUDnLJ6DsL2cD01D+9GqU6D0XOM8Lo84G/1VgHQ3Ls2HOHCXWFy6EHTvadow+H8TGqoxz48fD+ecrQS4E5OfDpk32tBQ2fwubsmFjNWy12w2qtzYa1cE4x/57A0q0rwR+QQnytajiS6AywUxC5QQeKQRlUrIM9ZRhvpR8j8p7DspT/wdN4w9C4EKNOV0oJT/b0yp22tzxAhN1nXtcLo7UdaSUbJaSLy2LL02TOaa5M0PNCS4XT8bEMFDXd8k1/lowiCElV3q9uGybyhLL4l3T5I8uF8ktiXLH1uLg4ODg0Az7TSpFPUWO9k9ql219Uf3GfnFMhzKOOG9MK9HTH1CCuwi4EvgPKm/4GShfem+UzaUINehyA0rgngiciRKcn1Lv/QZVcbOTBp07Quce0Lk/dB4IHTtCXb0dTVNpoXVdTULUN9WyVIc5EICaGqiuVpVK68T4li0QDDY8jnRUpyILVZioHyr9YjWqMFKdGF+NGgxaR0+UZeUwex0fKr/6KtRA0RVATsTy/VFpIMcKQU8hKAQWSMkPUrKEeiHeCThcCIba84FuNxJYISXLLGvnVGQv300ITtQ0TtJ1+vp8LDEMvjAM5oTDLE1IIKO5NIU1NU2/3xyOOHdwcHBwaAZHnDvsCRxbSxsZg4r2/gZlbzkLJWBfRQ0M/RG4FeiOEvFDUZHmd1EpCD3AycAzQAeUqM0H8i3IL4LFRVDwE1T+ynZ28EOWD4aE4YygEuLpqM6Bae+zLkf6h6iMNJEW9wyUb/5ElMCOQ4n09ajo+duojkdd186Lygc/HhgsBP2kxA+sFIIfpOQvUpJjdwR9qCJLNwvBGCHoBxQAy4CfpeQflsWqYLBBBH2QEJym6wzTNEZrGrl2BP0v4TBr7cwtXYTgdLcbp+SHg4ODg8OhhXRsLQcRjjjfDVJRQvtvwAMoEXs6KnJ+Amrg5ExUUSIDFU2/xF5uEUqof4ISqf1RVo9UVBXSVPvveJQ1xgTCqJzkGkrcu+zPtIh5ZLzfBIpqYUutEuDfoOZFNERHpUTsjxLVA1GWmzBKeC8HvkT56kMR6/RBdTouoV64VwJrhCBbSv5re8xDAFKSiSqmNEbTOAJlh6mzs3xgWWyMaFNnVOT8JF3ncE1joBBYwEo7gj7NNLklHMZAZbI5VtP4nd/PSW43A1qrtung4ODg4HAwInGKEB1E7PfiXAjRGTUu8TSgK1COSoTylJRyzr5ql45KqzgaFUXfAvwWJdDnogoTPYMS5x+j0oZbwGB7uT6oopvrUSkKN9nz8nZsox+VDz0TGIaKhmeg8qO7UJHwHJR9ZZHd9sgqo11R9pWTUBaWWJQVZz0q0v62/bou6aGQkiyUyJ+ISo+YCmwWgoVS8rplcZt9TkA9XRglBL+17SzdUdkk6yLon4fDrJJyZyTcCxyuadzhcjFB0+ijaWRqmjLbOzg4ODg4OBxwCCG8qHwSR0ZM6fbHE6WUs1tY1wNchSqqPhQV40tBmQHWA58DT0spm0hWvf+yX3vOhRBDgK9RehKUvTkOFSyWwD1SyuYKaDYgas952xoIqAGV56F6DFfYjX3Pft8HTAZOsRv/Aar6Jyhrx3AgGWVxSUZFzOsOzkBFnyuBYlR03BcxuamPotdF0Oui6Ka9vxx72hYxVTU6jDiUCK+buqI6EhuFYJmU/Iyy7tSJcBfqacBAe+pnt99EdTLWoOw6i6m35ySgfjkjUYWcMuy2LLKX+xnYHtGmdODwiGmAvf3FqGj+HHvfdefSeZzn4ODg4LC32W8851pHOdpzSrts64vgW3v1mIQQQ4GlzXzcmjjvTMMqMXXyJ4l6U0E5cJaU8pt2aO5eYb+NnAsh/MAMlNZdClwqpVwphEgA7gNuAx4WQiyRUn6xD5tKBjDPbtAU++8LUOLxJ5RQfw8lUM9CRc5zUfnSp6Oi1cYuW63HRf23LGhPIer93i0hUIMtu6ME7kn2664oQS1Qfu9fUBHrGSg/OgBS0g0ljs9ERftjUFVLN6BE+AxU2sXIYZOJKLvLpSgh3ts+xiUoMf66ffygOhN1XvU6Id7N/nyZPc1CRerrIuhdUQNwJ0Zx/A4ODg4ODgc7EpAHtq2lDBV/+wklFd6Pcr0Aqgbkt6hhf/lSSsuOqB8PPIGSJO8JIXpLKcvaveV7gP1WnKM0bCYq0DtZSrkdQEpZAdwuhOiF0owPo9KJ71M8KBvLycBU4EmU4H4EJTS/RtlApgP/tpdbYK8rUQdZ2mgqafR33X689uRpZu5FCfJuKCHradTWvwPX0jCC7kZ54k9GCeShQjAE6Gg/HbjesrgiYnkNlbmlH8pn38+e+qN863Xd1UuAy+3Xwl5mAuqpwQjUM6jYiO2eTMN/Zl0EfaI9H4YqXOQ4yx0cHBwcHA4KlgMdZISVI9rxY7bYvqWJ90PALCHEWpS9pSPKyPCf9mjwnmZ/Fue/sedv1QnzRvwDJc6HCSH6SylX772mNc9p9rQDZWE5DnWST7KnqcBsGgpmgbKzxLNrsZ89wWBUMaVu9jQQJaobiPhGP4zjhaAL9TaWXoA3MpdjM0xGDXQdYc8TWmnbOagMMXVR9LQojsfBwcHBweGQRkqQzd+L92ek3HMNl1JuEEKUopzDXfbUftqb/VKcCyHiUXZsUGb+pliA8hElooKx+4U4ryMFFfpvjA/Vo9iXnG5PbeHs3cyCckEbl79ut/bi4ODg4OBwaHOA21r2CEKIfihhDmpY3AGB1voi+4QB1DsXVja1gN3TWmP/OXBvNMrBwcHBwcHBwWH/RQihCSHShRAXoGo+gsrR8ck+bFab2C8j59Sn0IH6sYNNUfdZegvLODg4ODg4ODgc3Bygtpb2QgjxMsq125ifgfOllAdMye/9VZxHjhFs6WTW1WKPa+pDIcR11DslgkKIFe3QtkODFnzkrZCCstzvXQ694kP75jwfejjnee/hnOu9g3Oe25fMfd0AgEpKP/9Kvp/STpvzCSEic0+/KKV8sZ22vScpRyWg81BvZfkZuFFKuW6ftWo32F/FebsoLfvL9CKAEGLR/pCL9GDHOc97B+c87x2c87z3cM713sE5zwcnUsr2SXIeJUKI+1BprXeHR6WUf2rP9gBIKW9DZbXGTrt9Kipp3jwhxD+llLe39z73FPur5zwyy5+/heVimljewcHBwcHBwcFhz6FRXwNxd6Y9ipSyQkr5DjAWVZToNiHEWXt6v+3F/irOI33mLaW+qfvsgCrL6uDg4ODg4OBwoCKlvF9KKXZzumsvtnM78KH951V7a7+/lv1VnK+mvgDmoKYWEEJoqJTboKrFt8aB4Jc6GHDO897BOc97B+c87z2cc713cM6zw6FGXa2cXvu0FW1gvxTnUspKVPlWUDVpmmIUKsc5wJwotulckPYCznneOzjnee/gnOe9h3Ou9w7OeXY4BMmy5weMBXq/FOc2b9nz3wghmkqVWGfsXyylXNPE5w4ODg4ODg4ODgcpQogWE5sIIfpQX/tx3p5vUfuwP4vzF4AtqKr2nwohBoKqHiqEeAw4217unn3UPgcHBwcHBwcHh1+JECJZCJFSN0V8lBD5vhDC3WjVp4UQTwshjhJC+CK2lySEuAL4HyqxSCXw5B4/kHZivxXndrL4M4BiYBiwUghRgcpjeYe9WBVwoxDi+F+zLyFEghDiQSFEthCiRghRLISYI4Q499ds90BFCNFZCPEvIcQGIURACFEghPhkd8+zEOI4IYSMYmqvHK37PXYn83QhxN+EELOEEDsizkP/dti+851mz51n5zvdECFEhhDiD/Z1YqsQIiiEqBRCLBNCPNLM08+2bL9dr0kHKnvqPAshrojiu3zAWAIcDkiWAkURUx3TGr0/ttF6McCNwHygWghRIoQoBUqB11BFKvOBU6WUOXv0CNoRIaVsfal9iBCiM3D3/7d353FzFHUexz9fICGBcCThiIIYPNZwySmXIOGQXUQXFlBUUNh1eSnigYq64AG4rK4La7wWL1YBNSi4iIq6IkcUVDzCIcQFZDWAGIKcOciB4ecfVe00k3nm6bmemUm+79erXzPTR3V3pdLPr6urq0g15VuXFi0l3Q2tQ3p59IyI+Pc20t8a+DFPb5M0gVof8J+NiJPbO/rhI+mFwLXA1DxrEWmQp7bzWdJM4DrgKZ7+n67e9hHxSKvHPIwkHUntDfJ620XEHR2k7TKd9SqfXaZrJD2L9JSzPD7FItJgckWXaY8CR0fEdW2k3/Vr0jDqZT7nGsYvAU8CI5XXpRExNC/U2XCRNJ9qAzodGBFzStvNIFXkHgQ8D9gSGEf6v3A78F3gixHxeJcPubciYuAnUhA+n3QhvgnYIc/fGDgvzw/g0BbTFXBj3vb3wL55/gRS7fyqvOykfufBkOfzzLzd/H6f46BMpDZwC0kXjrOAk0r5O6ODdF2mxyafXaZreTGddJNyJXAMMDnPHw8cBvwu59XjwLQW0+7JNWkYpx7n84l52zn9Pk9PnjzF0ATnp+YLx2JgqwbLv5mXz20x3SPzdquAXRosn5WXLwDG9zsfhjifHcisnifr1v2e3qWg0WV6bPLZZbqWF5sAOzdZPgNYlvPrzBbT7sk1aRinHuezg3NPngZoGtg253WOy5+zI3UoX+/c/Llbi+1Ii3SvjohbGiwvamamkR6ZrOl6lc9WJyJW9Shpl+mSHuazZRHxeETc2mT5HaSnOQC7t5i8r0lZj/PZzAbIwAfnkjaidqH5wQir3Uh6lAetBRwzm6Wb/xjMayPdodPjfLaxMzN/rvVl2gbKw/mz8rDdvia1peV8NrPBM/DBObAdtRdg5jVaISKeAoq+zrevkqikLYCiJ4WG6WbF6KOV0h1iPcnnOptLuknS0jzdJenzknZqIy2r4zLdFy7To1Dqh7joYeH2FjYdi2vSGqODfC7bQdI8SctyLzC3S5oladvRNzWzbhmG4LzcNdQfm6xXLKvalVSv0h1WY5EfGwC7AitIPYc8n/SC3s2STmu2oVXiMj32XKZHdwqpGdVTwMUtbOfy3Jp287lsM9JN0ROkl8h3ILX7nyfptd04SDMb3TAE5xuWvi9rst4T+XNSn9MdVr3Mj8dIbUP3ACZGxBRSUHMA8FPSI9hzffHvmMv02HGZriB3g/jh/PPTEdHsiU49l+eKOsxnSDc4ZwI7AhMiYiopPw8nPWmbCFws6SVdOmQza2IYgnONvkrH6Q52Z+9jo1f5TETcEhHviYi5EbE8z1sVET8GDiQNHgDwUUnDUCYHlcv0GHGZHl0eEOcK0k3LXOC9rSbR9YNaA3Uhn4mIqyLiQxExLyJW5nkrIuJ7wL7A3aQbzjW+P3mzQTAMfzTKo5JNbLLeBg3Wr5ruBiOu1Xq6w6pX+dxU/kPwgfxza1ITAWuPy/QAcJkGSVOAq0gDYf0WOLy4iWlBX65Jw6RL+dxUpMFbilr5vSVt3s30zWx1wxCcl9saPrPJesWyBX1Od1j1Mz9+Xvr+nC6mu7ZxmR4ca22ZlrQJqXeVHYF7gUMiYmEbSbk8N9HFfK6iKM8ijRVgZj00DMH5HdQe0e/QaIX82PgF+edvGq1TLyL+BDzULN2s6AGgUrpDrCf53AY3x2iTy/TAWmvKtKQNge+R2uI/QAoY720zuUG5Jg2cLudzpV2Wvq815dmsXwY+OI+IxcCv8s+XjrDaXqTR0wCuaSH565qlK2kran8UWkl36PQ4n0ezV+n7/C6muzZymR4Ma12ZljQR+A6pjfLDpIDxt+2m1+dr0sDqdj5XtGfp+z093pfZWm/gg/Nsdv48Lr/8Uq/osmxuRNzZYPlo6R4qaecGy99JqjFYQC3oWZP1JJ8ljfhil6RxwIfyzwXATVXTtYZcpseAy/TTSRoPXE56GfYx4NA2egxppFfX/qHUi3xuVpbz8o2Bf8k/f5Gf0JlZL0XEwE+kl4Hmkx6nzQW2z/M3Av4jzw/Shap+22LZWQ2WiTTCXAC/A/bO89cH3gWsystO6nceDHk+zwPeSuoDWnneusB+wI9L257Q7zwY4/zerDTtWsqHveuWrdNCXrtMj00+u0zX8mJd4Bv5fBcVZa7ittNLeXVig+VtX5PWtKlX+ZyX3Qi8AdimNH888HfAbXm7VcBB/c4HT57Whmk9hkBELJN0BOmx5W6kAREWkfphXYd04TgjIq5qMd2QdAzpj+m2wM8kLSENvlDkzWcj4gtdOpWB1qt8JrVx/mT+vkLSYmBj0sUf0kX/fRFxUafnMGRGqoH6Wd3vbanYNMJluqGu5zMu02UvBo7O38cBVzSpjL0vIl5UNeEeXpOGUc/ymdQ8aC8AScuBpaTyPC4vfwJ4U0Rc2+pBm1nrhiI4B4iIWyXtCJwOvBzYitTe7hfArIhoq71hRPxB0i6kvmGPItUiLAZuAT4TEZd14fCHRo/y+Y2kPyy7A1sAk0mDitwJ/IiUz2vNy1y95jI9Jlyma8rNIyfkaSQtd/PXq2v/EOpVPi8E3kZ66rMzsDmpHf9SUveM15DKs9uam42R4nGsmZmZmZn12bC8EGpmZmZmtsZzcG5mZmZmNiAcnJuZmZmZDQgH52ZmZmZmA8LBuZmZmZnZgHBwbmZmZmY2IBycm5mZmZkNCAfnZmZmZmYDwsG52RCRdKKkkDSny+lemNM9q5vpDjtJ03O+rDZam6Sz8rIL+3BoZma2hnJwbtZHko4sgj9JV/X7eAaNpPlVbxpaWXdYlc6xPK2S9Kikn0s6U9KUJtvPrNv2naPsbz1JD5bWn9Nk3aMkXSHpPkkrJC2SdJekH+bjOkCS6raZ3uB8QtISSffnczo/pz2u5QwzMxtC6/X7AMzWcieUvh8saeuI+EPfjsZa8RBwJ7CgD/teCizJ38cBU4A98/RGSQdGxJ0V0nk98LEmy18GbN4sAUkbAN8ADivNXgn8GXgu8HzgkDx/MvDYCEk9mrcDGA9MA55JOqeTgQckvT0iLm12PGZmw84152Z9ImkqcDjwBDCb9P/x+L4elFUWEZ+OiBkRcXofdn9eREzL01RgI+AUYDnwDODiCmncC+ws6YVN1nl9/rynyTqzSIH5k8CHgenAhIiYAkwC9gfOBRaOcjxHlc5pCummY0fgnXn/04CvSzpzlHTMzIaag3Oz/nktKQD5FvC5PO+EkVc3aywilkTE+cC/5ll7SpoxymZfyZ+va7RQ0qbAy0m19FeMsM7GwIn55xkR8b6IuCciIh/Xsoi4ISLeA2wDLGrhnJ6KiHkRMYsUpH8nLzpL0suqpmNmNmwcnJv1TxGIfxW4nlSTOUPSnu0kVmqPPFPSNpIuyO1/l0v6vaTzJG1SIZ11JZ0q6VZJT0h6RNKVkvZosv6Bkj4haa6khZJWSvqjpG9KOqid8+kFSftJ+pqkP+R20Q9LulrSa+rbQ1dIq+ELoZJm5/l35SYf9dutL+nXeZ1vd3hK9crvLWw/yrpfBgI4TtK6DZa/GlgfuJxaE5p6LyA1QQG4stnOImJlRDw1yjGNtO0S0s3s7/OsD7WTjpnZMHBwbtYHknYAdgceBq7KNY2X5MWd1p4/D/gV8AZgU1IANh14F/ArSc9osu16pCBrFrAdsIrUTvhw4HpJ+zTYZjvgWuBtwG7AJqS2w88AjgSukXRGh+fUMUkfJd0EHQtsBawg5c/BpGZFsyV145r4ZuA+Ulvr/2yw/N+AnYAHgX/uwv7KyjcYjQLusvnADaR/p0MaLC+atHy54r63qrheW3KA/on8c3dJL+jl/szM+sXBuVl/FAH4pRHxZP7+1fz5aknjG2xT1XnA48D+EbERsCEpSH6IFLhf1GTbU0gv4B0LTMrb7wzcDkygFhyVrQQuA15Bahc8MSImAVsCHyAF+OdI2quDc+qIpLcD7wH+RAqeJ0fExqS8eRXppc5XA+/tdF8R8RipqUcAb5J0eOk4DgDekX+eFBEPdrq/OoeWvv+uwvpF2/SnNW2R9DxgH+B+4Jom288DluXv50qaXuko2/f90vf9e7wvM7O+cHBuNsZyE4Lixc/ZxfyIuA24jdTzxis62MX6wGERcUNO96mI+BYpCAV4qaT9Rth2U+CIiLg0Ilbm7X9NrV3xiyQ9u7xBRNwVEa+KiCsjYmGpvfGDEXEOcDapRvdNHZzTaZIeaDYBz2q0YW47fQ6p95CXR8RncgBNRCyPiMuAo0jB9Ls7vDEip3st6ekDwH9L2jy3z76IdN29ICK61qRF0iRJJwPvz7P+D7ipwqaXkoLrf5A0qTS/qDX/arOmKBHxBOllT4Bdgbsl/UTSuZJeKanhv0kHfkt64gGwbZfTNjMbCA7OzcbeoaSmBPcAP6lbVtSed9K05dKIuLt+ZkRcB/w0/zxmhG2vL4L6um3nAkUXjzu0eDzFi3wvbnG7sg1JNfHNppGuZ0eTeg25ISJ+0WiFiLiRVNM8mdTcqBvOIN1sbQl8Afg08Gzg/6nVnrerfLPyELAYOJ/0dOMR4PjiJqmZiFgEfBvYgFwmctv74uaxSq8vZ5HOdQmpKc2+wGmkwP9eSfMkvaUb/ZTncyq6YhyxP3czs2Hm4Nxs7BWB9yUNAqhLSDW4h0lq2r90E3OaLPtR/txthOW/bLLt/flzcv0CSRMlvUPSHKVBa55UbWTNm/Nqz2x20KM4OyLUbGLk7v72zZ97jVLzvk1eryu1vRGxAjiOVNN7BKnpyCrgdbn9dCfKNytTS/NvAmZERJVa80IRgBe15fuTaqVvioh5o20cyUdIbc5PAL5Eau6yKq+yPfAp4NpGL8h2YNSbDzOzYeTg3GwM5d5Sjsg/Z9cvj4h7SS8trkfqnaId91dYNlLgv7jJtsvz59NqQPMLpreQBrM5IKe9gtS+eyGprTukgLIfihdgJ9K85r04r64FkLmpUnmQn49FxM+6kPTZpZuSTYCXkv4NdqP5oEKN/ID07zQzN0MpgvQqteZ/FRGLIuLiiPiniNgR2Ax4DSlQB9iP9DJs23Kt/qb556OdpGVmNqgcnJuNrWNJTQ8Aiu70njYBL8nLe9HneUvdBVb0ceBvSM1CjgamRMSkiNgiIqYBe/dgn60ornOzRqt9z9OF3dqxpOKF08I+XeoR5q9yUHw1qceVBcDxkt7cwvarSDeKIvUecwypff4lzbarkO5jEfE1YA9qAfoJHZ7/80nvVEC1F17NzIaOg3OzsdVKwL2rpJ3a2Eez5iNFLfKf2kh3NfnlyeJJwHERcXlE1NdobtmNfXWgGJlytH6/e+HjpCHs7yMNwLMfqdeYrouIh6m9EHqOpNWaHzVRdJd4Oqkm/gfd6kkmIpZTe5diMiM/tanisNL36ztIx8xsYDk4NxsjuXu6ov3zLqRAZaSpeImyndrzAyosa6VNcjObUavJvHmEdRr1oT2WimYkB0ia2nTNLpL0ClJN9FOk9uZvy4vOlrRLj3Z7MWkwq8mkfuL5NksAAANXSURBVO0riYibSS+vFk17WmrSUsHS0veV7SSQe5M5Nf/8ZUTc1fFRmZkNIAfnZmOnCLRvjYhb82P/hhOp33AYefTGZo6V9Jz6mZJeQq3HlMvql7dpEbUX81ar5c/t0d/apX216zJScDiBWrd/DbVY29wsnc2BC/LPj0XEjyLiItJom+OBr0haf8QE2hQRf6bWheNbVGFE2JLTSYMmnUfqwWVUkjYb7UYjN2M5Nv+8p8GTlSr7mURqejOdVN4+2GoaZmbDwsG52RjIL7IVA71cXmGT7wBPkgb1+dsWd7cS+L6kffO+18m1uN/Iy38YEfVdOLYl9zpyY/75xSJQy/s8mNQ7TC/auVeWm3ucnn/+o6RLJe1YLJc0QdJ+kv6L1bu2bNcFwBak2uj3l+a/EXi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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib\n", "import matplotlib.patches as patches\n", "font = {'family' : 'bold',\n", " 'size' : 24}\n", "#lags=[20,20,20,20,20,20,20,20,20,20]\n", "matplotlib.rc('font', **font)\n", "P=(-np.log(Prob_plot.T)-np.min(-(np.log(Prob_plot.flatten()))[np.isfinite(np.log(Prob_plot.flatten()))]))\n", "JAB=(J_is)\n", "Len=np.sqrt(np.sum(JAB**2,axis=0))\n", "JAB=JAB/Len\n", "fig = plt.figure(figsize=(12,7))\n", "ax=plt.subplot(111)\n", "avg=DGA.avg_on_pmf_dga(list(np.array(CVList)[:,:,proj[0]]),list(np.array(CVList)[:,:,proj[1]]),\n", " np.asarray(QIndsFold[0]),COMInds[0],xlim,ylim,lags[0])\n", "Skip=1\n", "evels=np.array([0,.01,.02,.05,.1,.3,.5,.7,.8,.9,1])\n", "X,Y=np.meshgrid(xlim,ylim) \n", "s=ax.pcolor(X,Y,avg.T,cmap='bwr',zorder=0)\n", "centerx =(xlim[1:]+xlim[:-1])/2\n", "centery =(ylim[1:]+ylim[:-1])/2\n", "centerx_flux =(xlim_flux[1:]+xlim_flux[:-1])/2\n", "centery_flux =(ylim_flux[1:]+ylim_flux[:-1])/2\n", "X,Y=np.meshgrid(centerx_flux,centery_flux)\n", "ax.contour(centerx,centery,P,colors='black',levels=range(0,13,1),zorder=5)\n", "\n", "#q=ax.quiver(X[0::Skip,0::Skip],Y[0::Skip,0::Skip],JAB[0].T[0::Skip,0::Skip],\n", "# JAB[1].T[0::Skip,0::Skip],linewidths=1,zorder=10)\n", "q=ax.quiver(X[0::Skip,0::Skip],Y[0::Skip,0::Skip],JAB[0].T[0::Skip,0::Skip],\n", " JAB[1].T[0::Skip,0::Skip],np.log(Len).T[0::Skip,0::Skip],linewidths=.9,zorder=15)\n", "q.set_clim(vmin=-13)\n", "q.set_edgecolor('black')\n", "ax.plot(EllipseAX,EllipseAY,linewidth=3,color='yellow')\n", "ax.plot(EllipseBX,EllipseBY,linewidth=3,color='yellow')\n", "c=fig.colorbar(q,ax=ax)\n", "c.set_label('$log(|Current|)$')\n", "#c=fig.colorbar(s,ax=ax)\n", "#c.set_label('$Committor$')\n", "#plt.title('Tica Indicators DGA Folding Reactive Current')\n", "ax.legend(prop={'size': 11})\n", "ax.set_xlabel(cv_names[proj[0]])\n", "ax.set_ylabel(cv_names[proj[1]])\n", "rect = patches.Rectangle((4.012,.6),.4,.25,linewidth=3,edgecolor='black',facecolor='none')\n", "# Add the patch to the Axes\n", "#ax.add_patch(rect)\n", "circ = patches.Ellipse((2.52,1.58),.4,.25,linewidth=3,edgecolor='black',facecolor='none')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 2 }