{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [],
   "source": [
    "import scipy.integrate\n",
    "import numpy\n",
    "import matplotlib.pyplot\n",
    "import os\n",
    "import json\n",
    "import scipy.interpolate\n",
    "#for partial specialization\n",
    "import cModel\n",
    "import importlib\n",
    "importlib.reload(cModel)\n",
    "import time\n",
    "import ivp\n",
    "importlib.reload(ivp)\n",
    "import runSolver\n",
    "importlib.reload(runSolver)\n",
    "\n",
    "  \n",
    "#run solver\n",
    "fh=os.path.expanduser('~')\n",
    "i=-1\n",
    "setups={}\n",
    "a={}\n",
    "a['jobDir']=os.path.join(fh,'temp','humanHG')\n",
    "a['modelFile']=os.path.join(fh,'software','src','PBPK','models','humanHG.json')\n",
    "a['parameterFile']=os.path.join(fh,'software','src','PBPK','models','humanHG_parameters1.json')\n",
    "setups['humanHG']=a\n",
    "b={}\n",
    "b['jobDir']=os.path.join(fh,'temp','humanHGplusI')\n",
    "b['modelFile']=os.path.join(fh,'software','src','PBPK','models','humanHGplusI.json')\n",
    "b['parameterFile']=os.path.join(fh,'software','src','PBPK','models','humanHGplusI_parameters.json')\n",
    "setups['humanHGplusI']=b\n",
    "select=setups['humanHGplusI']\n",
    "#select=setups['humanHGplusI']\n",
    "\n",
    "for x in setups:\n",
    "    select=setups[x]\n",
    "    if i>0: \n",
    "        targetDir=select['jobDir']+'{}'.format(i)\n",
    "    else:\n",
    "        targetDir=select['jobDir']\n",
    "    if i==1:\n",
    "        srcDir=select['jobDir']\n",
    "    if i>1:\n",
    "        srcDir=select['jobDir']+'{}'.format(i-1)\n",
    "\n",
    "    if not os.path.isdir(targetDir):\n",
    "        os.mkdir(targetDir)\n",
    "\n",
    "    setupFileSrc=os.path.join(fh,'software','src','PBPK','setup','setupFast.json')\n",
    "    setupFile=os.path.join(targetDir,'setupFast.json')\n",
    "\n",
    "    with open(setupFileSrc,'r') as f:\n",
    "        setup=json.load(f)\n",
    "    setup['tmax']=i+1\n",
    "    with open(setupFile,'w+') as f:\n",
    "        f.write(json.dumps(setup))\n",
    "\n",
    "    if i>0:\n",
    "        runSolver.main([setupFile,select['modelFile'],select['parameterFile']],targetDir,srcDir)\n",
    "    if i==0:\n",
    "        runSolver.main([setupFile,select['modelFile'],select['parameterFile']],targetDir)\n",
    "\n",
    "\n",
    "#t0,y0,S1,lut,lutSE=runSolver.getStartPoint(setup)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "201\n"
     ]
    }
   ],
   "source": [
    "humanHG=os.path.join(fh,'temp','humanHG')\n",
    "humanHGplusI=os.path.join(fh,'temp','humanHGplusI')\n",
    "t,sol,se,sOut,qt,lut,lutSE,setup1=runSolver.loadSolutionFromDir(humanHG)\n",
    "print(len(t))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'redBloodCells': 0, 'plasma': 1, 'venous': 2, 'kidney': 3, 'urine': 4, 'richlyPerfused': 5, 'fat': 6, 'slowlyPerfused': 7, 'hair': 8, 'brainBlood': 9, 'brain': 10, 'liver': 11, 'gut': 12, 'intestine': 13, 'feces': 14, 'inorganicMercury': 15, 'total': 16}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([ 1.62648,  0.81324,  0.81324,  0.27108,  1.     ,  6.777  ,\n",
       "       18.50121, 23.7195 ,  1.     ,  0.47439,  1.3554 ,  1.76202,\n",
       "        1.15209,  0.94878,  1.     ,  1.     ,  1.     ])"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "importlib.reload(cModel)\n",
    "importlib.reload(ivp)\n",
    "importlib.reload(runSolver)\n",
    "\n",
    "model=cModel.model()\n",
    "#sys.parse(os.path.join(fh,'software','src','Integra','models','cDiazepam.json'))\n",
    "setupFile=os.path.join(fh,'software','src','PBPK','setup','setupFastStride.json')\n",
    "modelFile=os.path.join(fh,'software','src','PBPK','models','humanHG.json')\n",
    "parameterFile=os.path.join(fh,'software','src','PBPK','models','humanHG_parameters1.json')\n",
    "model.parse(modelFile,parameterFile)\n",
    "#model.inspect()\n",
    "model.Su(3)[model.lutSE['intestineVolumeFraction'],model.lut['intestine']]\n",
    "print(model.lut)\n",
    "model.getVolume()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "model=cModel.model()\n",
    "fh=os.path.expanduser('~')\n",
    "#sys.parse(os.path.join(fh,'software','src','Integra','models','cDiazepam.json'))\n",
    "setupFile=os.path.join(fh,'software','src','PBPK','setup','setupFast.json')\n",
    "#modelFile=os.path.join(fh,'software','src','PBPK','models','humanHGplusI.json')\n",
    "#parameterFile=os.path.join(fh,'software','src','PBPK','models','humanHGplusI_parameters.json')\n",
    "modelFile=os.path.join(fh,'software','src','PBPK','models','humanHG.json')\n",
    "parameterFile=os.path.join(fh,'software','src','PBPK','models','humanHG_parameters1.json')\n",
    "model.parse(modelFile,parameterFile)\n",
    "setup=runSolver.parseSetup(setupFile)\n",
    "tscale=runSolver.getScale(setup)\n",
    "\n",
    "model.inspect()    \n",
    "\n",
    "print(\"***********done************\")\n",
    "print(model.M(1).shape)\n",
    "#print(sys.fSS(2))\n",
    "print(model.m)\n",
    "\n",
    "nt=setup['nt']\n",
    "qtmax=24*60*365*10\n",
    "qt=numpy.linspace(0,qtmax,nt)\n",
    "#ft=[fw['derivatives']['fetusGrowthDuration'](x) for x in qt]\n",
    "try:\n",
    "    fw=model.get('fetusWeight')\n",
    "    ft=[fw['value'](x) for x in qt]\n",
    "    matplotlib.pyplot.plot(qt/tscale,ft)\n",
    "except (KeyError,TypeError):\n",
    "    pass\n",
    "\n",
    "try:\n",
    "    hw=model.get('hairVolume')\n",
    "    ht=[10*hw['value'](x) for x in qt]\n",
    "    matplotlib.pyplot.plot(qt/tscale,ht)\n",
    "except (KeyError,TypeError):\n",
    "    pass\n",
    "start_time=time.time()\n",
    "for i in range(100000):\n",
    "    model.M(1e7)\n",
    "end_time=time.time()\n",
    "print('Time: {:.3f} s'.format(end_time-start_time))\n",
    "print(sys.M(1000)[8,:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parsing [1/1]\n",
      "Parsing [1/1]\n",
      "[0.994304   0.99428806 0.99427213 0.9942562  0.99424029 0.99422438\n",
      " 0.99420847 0.99419258 0.99417669 0.9941608  0.99414493 0.99412906\n",
      " 0.99411319 0.99409734 0.99408149 0.99406565 0.99404981 0.99403398\n",
      " 0.99401816 0.99400234 0.99398654 0.99397073 0.99395494 0.99393915\n",
      " 0.99392337 0.99390759 0.99389182 0.99387606 0.99386031 0.99384456\n",
      " 0.99382882 0.99381308 0.99379735 0.99378163 0.99376592 0.99375021\n",
      " 0.99373451 0.99371881 0.99370313 0.99368744 0.99367177 0.9936561\n",
      " 0.99364044 0.99362479 0.99360914 0.9935935  0.99357786 0.99356223\n",
      " 0.99354661 0.993531   0.99351539 0.99349979 0.99348419 0.99346861\n",
      " 0.99345302 0.99343745 0.99342188 0.99340632 0.99339076 0.99337522\n",
      " 0.99335967 0.99334414 0.99332861 0.99331309 0.99329757 0.99328206\n",
      " 0.99326656 0.99325107 0.99323558 0.99322009 0.99320462 0.99318915\n",
      " 0.99317369 0.99315823 0.99314278 0.99312734 0.9931119  0.99309647\n",
      " 0.99308105 0.99306563 0.99305022 0.99303482 0.99301942 0.99300403\n",
      " 0.99298865 0.99297327 0.9929579  0.99294253 0.99292718 0.99291182\n",
      " 0.99289648 0.99288114 0.99286581 0.99285048 0.99283516 0.99281985\n",
      " 0.99280455 0.99278925 0.99277395 0.99275867 0.99274339 0.99272811\n",
      " 0.99271285 0.99269759 0.99268233 0.99266709 0.99265184 0.99263661\n",
      " 0.99262138 0.99260616 0.99259094 0.99257574 0.99256053 0.99254534\n",
      " 0.99253015 0.99251497 0.99249979 0.99248462 0.99246945 0.9924543\n",
      " 0.99243915 0.992424   0.99240886 0.99239373 0.99237861 0.99236349\n",
      " 0.99234838 0.99233327 0.99231817 0.99230308 0.99228799 0.99227291\n",
      " 0.99225784 0.99224277 0.99222771 0.99221265 0.9921976  0.99218256\n",
      " 0.99216753 0.9921525  0.99213747 0.99212246 0.99210745 0.99209244\n",
      " 0.99207744 0.99206245 0.99204747 0.99203249 0.99201752 0.99200255\n",
      " 0.99198759 0.99197264 0.99195769 0.99194275 0.99192782 0.99191289\n",
      " 0.99189797 0.99188305 0.99186814 0.99185324 0.99183834 0.99182345\n",
      " 0.99180857 0.99179369 0.99177882 0.99176395 0.9917491  0.99173424\n",
      " 0.9917194  0.99170456 0.99168972 0.9916749  0.99166007 0.99164526\n",
      " 0.99163045 0.99161565 0.99160085 0.99158606 0.99157128 0.9915565\n",
      " 0.99154173 0.99152697 0.99151221 0.99149745 0.99148271 0.99146797\n",
      " 0.99145323 0.99143851 0.99142379 0.99140907 0.99139436 0.99137966\n",
      " 0.99136496 0.99135027 0.99133559 0.99132091 0.99130624 0.99129157\n",
      " 0.99127691 0.99126226]\n",
      "[0.99619765 0.99618699 0.99617635 0.9961657  0.99615506 0.99614443\n",
      " 0.9961338  0.99612317 0.99611255 0.99610193 0.99609132 0.99608071\n",
      " 0.99607011 0.99605951 0.99604891 0.99603832 0.99602774 0.99601715\n",
      " 0.99600658 0.995996   0.99598544 0.99597487 0.99596431 0.99595376\n",
      " 0.99594321 0.99593266 0.99592212 0.99591158 0.99590105 0.99589052\n",
      " 0.99587999 0.99586947 0.99585896 0.99584845 0.99583794 0.99582744\n",
      " 0.99581694 0.99580645 0.99579596 0.99578547 0.99577499 0.99576452\n",
      " 0.99575405 0.99574358 0.99573312 0.99572266 0.9957122  0.99570175\n",
      " 0.99569131 0.99568087 0.99567043 0.99566    0.99564957 0.99563915\n",
      " 0.99562873 0.99561831 0.9956079  0.9955975  0.99558709 0.9955767\n",
      " 0.9955663  0.99555591 0.99554553 0.99553515 0.99552477 0.9955144\n",
      " 0.99550404 0.99549367 0.99548331 0.99547296 0.99546261 0.99545227\n",
      " 0.99544192 0.99543159 0.99542125 0.99541093 0.9954006  0.99539028\n",
      " 0.99537997 0.99536966 0.99535935 0.99534905 0.99533875 0.99532845\n",
      " 0.99531817 0.99530788 0.9952976  0.99528732 0.99527705 0.99526678\n",
      " 0.99525652 0.99524626 0.995236   0.99522575 0.99521551 0.99520526\n",
      " 0.99519502 0.99518479 0.99517456 0.99516434 0.99515411 0.9951439\n",
      " 0.99513368 0.99512348 0.99511327 0.99510307 0.99509288 0.99508268\n",
      " 0.9950725  0.99506231 0.99505214 0.99504196 0.99503179 0.99502162\n",
      " 0.99501146 0.99500131 0.99499115 0.994981   0.99497086 0.99496072\n",
      " 0.99495058 0.99494045 0.99493032 0.9949202  0.99491008 0.99489996\n",
      " 0.99488985 0.99487974 0.99486964 0.99485954 0.99484945 0.99483936\n",
      " 0.99482927 0.99481919 0.99480911 0.99479904 0.99478897 0.9947789\n",
      " 0.99476884 0.99475879 0.99474873 0.99473869 0.99472864 0.9947186\n",
      " 0.99470857 0.99469853 0.99468851 0.99467848 0.99466846 0.99465845\n",
      " 0.99464844 0.99463843 0.99462843 0.99461843 0.99460844 0.99459845\n",
      " 0.99458846 0.99457848 0.9945685  0.99455853 0.99454856 0.99453859\n",
      " 0.99452863 0.99451867 0.99450872 0.99449877 0.99448883 0.99447889\n",
      " 0.99446895 0.99445902 0.99444909 0.99443917 0.99442925 0.99441933\n",
      " 0.99440942 0.99439951 0.99438961 0.99437971 0.99436981 0.99435992\n",
      " 0.99435003 0.99434015 0.99433027 0.9943204  0.99431053 0.99430066\n",
      " 0.9942908  0.99428094 0.99427109 0.99426123 0.99425139 0.99424155\n",
      " 0.99423171 0.99422187 0.99421204 0.99420222 0.9941924  0.99418258\n",
      " 0.99417277 0.99416296]\n",
      "[6.54746966e-06 6.57545624e-06 6.60349121e-06 6.63157451e-06\n",
      " 6.65970619e-06 6.68788614e-06 6.71611421e-06 6.74439046e-06\n",
      " 6.77271483e-06 6.80108731e-06 6.82950783e-06 6.85797639e-06\n",
      " 6.88649282e-06 6.91505721e-06 6.94366950e-06 6.97232958e-06\n",
      " 7.00103745e-06 7.02979308e-06 7.05859646e-06 7.08744754e-06\n",
      " 7.11634626e-06 7.14529256e-06 7.17428632e-06 7.20332759e-06\n",
      " 7.23241640e-06 7.26155259e-06 7.29073621e-06 7.31996712e-06\n",
      " 7.34924529e-06 7.37857071e-06 7.40794338e-06 7.43736323e-06\n",
      " 7.46683024e-06 7.49634433e-06 7.52590548e-06 7.55551361e-06\n",
      " 7.58516873e-06 7.61487082e-06 7.64461979e-06 7.67441559e-06\n",
      " 7.70425820e-06 7.73414760e-06 7.76408374e-06 7.79406657e-06\n",
      " 7.82409603e-06 7.85417209e-06 7.88429475e-06 7.91446395e-06\n",
      " 7.94467963e-06 7.97494175e-06 8.00525026e-06 8.03560518e-06\n",
      " 8.06600644e-06 8.09645397e-06 8.12694774e-06 8.15748772e-06\n",
      " 8.18807390e-06 8.21870622e-06 8.24938463e-06 8.28010907e-06\n",
      " 8.31087953e-06 8.34169599e-06 8.37255839e-06 8.40346668e-06\n",
      " 8.43442081e-06 8.46542075e-06 8.49646651e-06 8.52755801e-06\n",
      " 8.55869518e-06 8.58987802e-06 8.62110649e-06 8.65238056e-06\n",
      " 8.68370018e-06 8.71506528e-06 8.74647584e-06 8.77793185e-06\n",
      " 8.80943326e-06 8.84098001e-06 8.87257207e-06 8.90420939e-06\n",
      " 8.93589196e-06 8.96761975e-06 8.99939269e-06 9.03121072e-06\n",
      " 9.06307389e-06 9.09498210e-06 9.12693535e-06 9.15893349e-06\n",
      " 9.19097656e-06 9.22306456e-06 9.25519737e-06 9.28737501e-06\n",
      " 9.31959743e-06 9.35186460e-06 9.38417646e-06 9.41653296e-06\n",
      " 9.44893410e-06 9.48137986e-06 9.51387016e-06 9.54640495e-06\n",
      " 9.57898421e-06 9.61160791e-06 9.64427604e-06 9.67698852e-06\n",
      " 9.70974530e-06 9.74254636e-06 9.77539168e-06 9.80828123e-06\n",
      " 9.84121495e-06 9.87419278e-06 9.90721470e-06 9.94028071e-06\n",
      " 9.97339075e-06 1.00065448e-05 1.00397427e-05 1.00729845e-05\n",
      " 1.01062703e-05 1.01395999e-05 1.01729733e-05 1.02063904e-05\n",
      " 1.02398512e-05 1.02733558e-05 1.03069040e-05 1.03404959e-05\n",
      " 1.03741312e-05 1.04078102e-05 1.04415326e-05 1.04752985e-05\n",
      " 1.05091079e-05 1.05429606e-05 1.05768567e-05 1.06107961e-05\n",
      " 1.06447788e-05 1.06788048e-05 1.07128739e-05 1.07469862e-05\n",
      " 1.07811417e-05 1.08153403e-05 1.08495819e-05 1.08838665e-05\n",
      " 1.09181942e-05 1.09525648e-05 1.09869783e-05 1.10214347e-05\n",
      " 1.10559339e-05 1.10904760e-05 1.11250609e-05 1.11596884e-05\n",
      " 1.11943587e-05 1.12290716e-05 1.12638272e-05 1.12986254e-05\n",
      " 1.13334661e-05 1.13683493e-05 1.14032750e-05 1.14382432e-05\n",
      " 1.14732538e-05 1.15083068e-05 1.15434021e-05 1.15785397e-05\n",
      " 1.16137196e-05 1.16489417e-05 1.16842061e-05 1.17195125e-05\n",
      " 1.17548611e-05 1.17902519e-05 1.18256846e-05 1.18611594e-05\n",
      " 1.18966762e-05 1.19322349e-05 1.19678356e-05 1.20034781e-05\n",
      " 1.20391624e-05 1.20748886e-05 1.21106565e-05 1.21464662e-05\n",
      " 1.21823176e-05 1.22182107e-05 1.22541453e-05 1.22901216e-05\n",
      " 1.23261394e-05 1.23621988e-05 1.23982997e-05 1.24344420e-05\n",
      " 1.24706257e-05 1.25068508e-05 1.25431173e-05 1.25794251e-05\n",
      " 1.26157741e-05 1.26521645e-05 1.26885960e-05 1.27250687e-05\n",
      " 1.27615826e-05 1.27981375e-05 1.28347335e-05 1.28713706e-05\n",
      " 1.29080487e-05 1.29447677e-05 1.29815277e-05 1.30183286e-05]\n",
      "60\n"
     ]
    },
    {
     "data": {
      "image/png": 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3dgwREZ+Tk5NDt27dTuk5V69eTWJiIsuWLaNv374sXryYQYMGkZqaSnR09GHta2trOfPMMxk6dChTp0494jG//vprJk2axGWXXUZjYyNPPfUUAwcOZNeuXQQHBx9XLt1rRERanzfuM+2V7jMiIm3jl+41nWbBgIqKCux2Ozk5OVitVm/HERHp8CorK+nevTvl5eXYbLZTeu6+ffty2WWXsWTJEuDQm/ju3bvzyCOP8OSTTx7zu/Hx8UyZMuWwnmf/q6SkhOjoaL7++muuvfba48qle42ISOvx5n2mvdJ9RkSkdR3vvabT9Dz7qVuz1WrVjUZEpBWd6mEjDoeD5ORkZsyY0bTPaDQyYMAANm7c2GrnqaioACA8PPy4v6N7jYhI69PwxP9P9xkRkbbxS/eaTlM8ExER33DgwAFcLhcxMTHN9sfExLBnz55WOYfb7WbKlClcddVVXHjhhUdt19DQQENDQ9PPlZWVrXJ+ERERERFpPzTzpoiIyP+YNGkSO3bsYNWqVcdsl5SUhM1ma9o0D42IiIiIiO9R8UxERDqUyMhITCYTRUVFzfYXFRURGxt70sdPSEjg008/5auvvvrFCapnzJhBRUVF05aTk3PS5xcRERERkfZFxTMREelQzGYzvXv3Zv369U373G4369evp1+/fid8XI/HQ0JCAh999BH//Oc/OeOMM37xOxaLpWneGc0/IyIiIiLimzTnmYiIdDiJiYmMGjWKPn36cPnll7N48WJqamoYM2YMACNHjqRr164kJSUBhxYZ2LVrV9Of8/LySElJISQkhLPPPhs4NFRz5cqV/PWvfyU0NJTCwkIAbDYbgYGBXrhKERERERFpD1Q8ExGRDmf48OGUlJQwc+ZMCgsL6dWrF+vWrWtaRCA7Oxuj8f93rs7Pz+eSSy5p+nnBggUsWLCA/v37s2HDBgBef/11AK677rpm53rnnXcYPXp0m16PiIiIiIi0XyqeiYhIh5SQkEBCQsIRP/upIPaT+Ph4PB7PMY/3S5+LiIiIiEjnpDnPREREREREREREjkLFMxERERERERERkaNQ8UxEREREREREROQoVDwTERERERERERE5ChXPREQ6soYGcDq9nUJERHyV2w01Nd5OISIivqy6Gtr54l0qnomIdGRZWZCScujhRkREpJW5i4uo+v4/KqCJiEjbqK0l//t/0pC539tJjknFMxGRjqq6mtyMH0itzVPvMxERaX0uF8X7f+CHsr1Ul5V4O42IiPigsr0p7MvfS/6BIm9HOSYVz0REOihnTiY5lQVU1jfS4HB4O46IiPgYV2EBOcXpQBD1je17OI2IiHQ8rpJiMrN34jEGYXL7ezvOMal4JiLSEVVVUZizhyqXmxB3oLfTiIiIr2lspCh9OzUOB8HuYMz+7fuhRkREOhiXi4I931NZXUUIVvza+X3Gz9sBRESk5ZzZGeRVFhBoDsNoMGEwGLwdSUREfEhjQR65xemY/GyYjO37gUZERDqeuux0cgrT8POzY7aEejvOL1LPMxGRjqaykoK8VGo9EBIQ4e00IiLia5xOCtO3U+NsJDQ4GpPJ5O1EIiLiS2pryd73PfWNbsJsXbGYzd5O9ItUPBMR6WAc2RnkVxZiNodjDbV5O46IiPgYR142uSWZ+PvbsYXpJY2IiLSusr0pFB8sIsgSgzU83NtxjouKZyIiHUllJYX5e6nDgDUoEn8/jb4XEZFW5HBQkP4DdY1uQoOjO0RvABER6ThcxUVkZu/E5bYQHhHXYXo3q3gmItKBOLLTD/U6s0Rgtdq9HUdERHxMQ24m+aW5mP3D1OtMRERaV2Mj+anfU1lTjS0kjqCQEG8nOm4qnomIdBQVFRTk76XWA9bASK18JiIirau+nvyM7dS7PFhDY3SfERGRVlWbtZ+conT8TXbskTEdatEzFc9ERDqIhqx08iuLMFsiCA21ejuOiIj4mLqcDPLL8rD4h2O12b0dp80tXbqU+Ph4AgIC6Nu3L5s3bz5q2zfffJNrrrmGsLAwwsLCGDBgwGHtPR4PM2fOpEuXLgQGBjJgwAD27dvXrE1ZWRn33nsvVqsVu93O2LFjqa6ubpPrExFpV2pqyNqfjNMJdlscFovF24laRMUzEZGOoKKCgvxU6jwGbEFR6g0gIiKtq66OvIztOF0GbNZY/H38PrN69WoSExOZNWsWW7dupWfPngwaNIji4uIjtt+wYQMjRozgq6++YuPGjXTv3p2BAweSl5fX1ObFF1/k1VdfZdmyZXz33XcEBwczaNAg6uvrm9rce++97Ny5ky+++IJPP/2Uf/3rX4wfP77Nr1dExKs8Hg6kbuNAeTGBlugOs0jAz6l4JiLSAdRnpZFfXYzFEoFVvc5ERKSV1WTupai8ELN/OKE231/JedGiRYwbN44xY8bQo0cPli1bRlBQEMuXLz9i+xUrVvDwww/Tq1cvzjvvPN566y3cbjfr168HDvU6W7x4Mc888wy33347F198Me+//z75+fl8/PHHAOzevZt169bx1ltv0bdvX66++mpee+01Vq1aRX5+/qm6dBGRU66xuJDMnF14CCIsokuHWSTg51Q8ExFp78rLKcjfSz0mbMFRPt8bQERETrGaGvKyd9LgNmC3d8HPx1dydjgcJCcnM2DAgKZ9RqORAQMGsHHjxuM6Rm1tLU6nk/D/9p7IyMigsLCw2TFtNht9+/ZtOubGjRux2+306dOnqc2AAQMwGo189913RzxPQ0MDlZWVzTYRkQ7F6SQv9Xuqa2sIDe7SoRYJ+DkVz0RE2rmfep0FWCIIDQn1dhwREfExVRl7KC4vJsgSRajV93s3HzhwAJfLRUxMTLP9MTExFBYWHtcxpk+fTlxcXFOx7KfvHeuYhYWFREdHN/vcz8+P8PDwo543KSkJm83WtHXv3v248omItBc1mfvILcrA7BeGPTK6Qy0S8HMqnomItGcHD5KXn0oDftiC1OtMRERaWVUVOdk7ceKH3R7bIYfSnGrz5s1j1apVfPTRRwQEBLTpuWbMmEFFRUXTlpOT06bnExFpTZ6qKjL3b8HpMmKzxWExm70d6YSpeCYi0o7VZe2nsOYAAeZwQjpoF2cREWm/KtJ3UVp5gCBLFMGd5D4TGRmJyWSiqKio2f6ioiJiY2OP+d0FCxYwb948/vGPf3DxxRc37f/pe8c6Zmxs7GELEjQ2NlJWVnbU81osFqxWa7NNRKRD8Hg4sHcbpZWlBFlisIaFeTvRSVHxTESkvTp4kPyCfTR4TNhCotXrTEREWldFBTm5u2nEgt0e02l6nZnNZnr37t002T/QNPl/v379jvq9F198kblz57Ju3bpm85YBnHHGGcTGxjY7ZmVlJd99913TMfv160d5eTnJyclNbf75z3/idrvp27dva12eiEi74CzIIzNnFwZPIOGRHXORgJ/z7dlARUQ6Ko+H2oy9h3qdWWII7SS9AURE5BTxeDi4fwdlVWWEBJ3WaXqd/SQxMZFRo0bRp08fLr/8chYvXkxNTQ1jxowBYOTIkXTt2pWkpCQA5s+fz8yZM1m5ciXx8fFNc5SFhIQQEhKCwWBgypQpPP/885xzzjmcccYZPPvss8TFxTF48GAAzj//fG688UbGjRvHsmXLcDqdJCQkcPfddxMXF+eV34OISJtwOsnbu4Xq+nrCQs8iKDjY24lOmopnIiLtUVkZ+YX7aMBETEiUz698JiIip5antJTs/D24jUHY7dEYjZ1rQMrw4cMpKSlh5syZFBYW0qtXL9atW9c04X92dnaz38nrr7+Ow+HgrrvuanacWbNmMXv2bACeeOIJampqGD9+POXl5Vx99dWsW7eu2bxoK1asICEhgRtuuAGj0ciQIUN49dVX2/6CRUROoer0PeSVZBFgOrRIgC/Q05iISHvj8VCTsZfC6lICAmLV60xERFqXx8OB/dspr60kJOh0n+gRcCISEhJISEg44mcbNmxo9nNmZuYvHs9gMPDcc8/x3HPPHbVNeHg4K1eubElMEZEOxVNRQWbaVhpdJqKjumH2kalnOtcrJhGRjuDAAfKK99Ng8MMeGq1eZyIi0qrcxUXkFO0HgrCHRWMwGLwdSUREfIHHQ3Hq1kOLBATGEmqzeTtRq1HxTESkPXG7qcrYQ3FNGUGB0ep1JiIircvlonhfCpX1tYQGxxIYGOjtRCIi4iOc+blk5e3BSAjhEbE+NSWA71yJiIgvOHCA3OJ0HAYLYaHRHX5VGhERaV8aC/PJKU7HZAjBFhapXmciItI6HA6yUzdTU9+AzdaVwKAgbydqVSqeiYi0F243FWm7OFBfQVBAFME+dsMREREva2ykcH8KNU4HIUHR6nUmIiKtpjJtJ4UlOVhMYdjCI70dp9WpeCYi0l4UF5N7IB2nwUJYaKR6nYmISKty5GaRX5qNyWTDFhHl7TgiIuIj3AfLyEhPwenxJzzqNPx9ZJGAn1PxTESkPXC5OJi+k9KGaoItkQR30pXPRESkjTgcFKT/QI2jEWtIDAEWi7cTiYiIL3C7KdyzhYOVBwkN6kKo1ertRG1CxTMRkXbAU1hI7oFMXIYAwmzRPjW5poiIeF99TgZ5ZblY/OzYwiK8HUdERHxEfXY62fl7MZls2CNifHYuTT2diYh4W2MjZRm7KHPWEmKJIkhz0IiISGuqqyM3/QccLrBZu2D2weE0IiLiBbW1ZO39nnpHI3ZrnE/PpanimYiIl3kKCsgtzcRjCMJuj1KvMxERaVU1mXspKi/A4h9OiM3m7TgiIuILPB5KU1MoPlhIoCUGW7hv92rWE5qIiDc5nRzI3Em5s44QS4R6nYmISOuqriY3eycOlxGrNdYnJ3EWEZFTr7G4kMzsHbgJJCy8C35+ft6O1KZUPBMR8SJ3fh45pVlNvc58dY4AERHxjsqMPZSUFxMUEIVVvc5ERKQ1OJ3kpX5PVW0N1qAuBIeGejtRm1PxTETEWxoaKMnYSVWjA2tgNIEBAd5OJCIivqSigpycXTg9/thsMZhMJm8nEhERH1CdkUpuUQZmvzDsUb67SMDPnVDxbOnSpcTHxxMQEEDfvn3ZvHnzMduvWbOG8847j4CAAC666CI+//zzps+cTifTp0/noosuIjg4mLi4OEaOHEl+fn6zY8THx2MwGJpt8+bNO5H4IiLtgjs/j5yD2RiMIdhsEZ3ipiMiIqeIx0NZ2g7KqsoIDowmpBP0ChARkbbnqaggM20rjY1GbLY4LGaztyOdEi0unq1evZrExERmzZrF1q1b6dmzJ4MGDaK4uPiI7b/99ltGjBjB2LFj2bZtG4MHD2bw4MHs2LEDgNraWrZu3cqzzz7L1q1bWbt2Lampqdx2222HHeu5556joKCgaXvkkUdaGl9EpH2or6co40eqnA5CA6MIUK8zERFpRZ7SUnLy9uAyBGC3R2sxGhEROXluN0V7tlBacYCgoC7YwsO9neiUafFddNGiRYwbN44xY8bQo0cPli1bRlBQEMuXLz9i+1deeYUbb7yRadOmcf755zN37lwuvfRSlixZAoDNZuOLL75g2LBhnHvuuVxxxRUsWbKE5ORksrOzmx0rNDSU2NjYpi04OPgELllExPtcOdnklufh52/HagtXrzMREWk9Hg8H9m+nvLaSkMBogkNCvJ1IRER8gCMvm+z8vZgMoYSFx3SqFzMtulKHw0FycjIDBgz4/wcwGhkwYAAbN2484nc2btzYrD3AoEGDjtoeoKKiAoPBgN1ub7Z/3rx5REREcMkll/DSSy/R2NjYkvgiIu1DXR2FWTupdrkICYjUXGciItKq3MVFZBfuw2AIxh4WrRc0IiJy8urrydr7PbUNDkJDuxDUyToztWgt0QMHDuByuYiJiWm2PyYmhj179hzxO4WFhUdsX1hYeMT29fX1TJ8+nREjRmC1Wpv2P/roo1x66aWEh4fz7bffMmPGDAoKCli0aNERj9PQ0EBDQ0PTz5WVlcd1jSIibc2ZnUFeeR5+flZs9s7T1VlERE4Bl4uifSlUNdRhCzmTwMBAbycSEREfUL7vR4pL8wnwi8AeEeXtOKdci4pnbc3pdDJs2DA8Hg+vv/56s88SExOb/nzxxRdjNpuZMGECSUlJWCyWw46VlJTEnDlz2jyziEiL1NRQmL2LarebCFssAUf4+0tERORENRbkkVucjtEQgjUsUr3ORETkpLlKiknPTKHRYyYyoiv+/v7ejnTKtWjYZmRkJCaTiaKiomb7i4qKiI2NPeJ3YmNjj6v9T4WzrKwsvvjii2a9zo6kb9++NDY2kpmZecTPZ8yYQUVFRdOWk5PzC1cnItL2HFnp5FUU4O8fhjXU5u04IiLiS5xOCvanUO1wYA3tomkBRETk5DU2kp/6PZVVVVgDYwn5hVqNr2pR8cxsNtO7d2/Wr1/ftM/tdrN+/Xr69et3xO/069evWXuAL774oln7nwpn+/bt48svvyQiIuIXs6SkpGA0GomOjj7i5xaLBavV2mwTEfGqykoKcndT6wZbSHSnWdZZREROjYacDHJLMvE32bCF/fK/p0VERH5JbdZ+cgrT8PcLwxYZ02l7NLd42GZiYiKjRo2iT58+XH755SxevJiamhrGjBkDwMiRI+natStJSUkATJ48mf79+7Nw4UJuueUWVq1axZYtW3jjjTeAQ4Wzu+66i61bt/Lpp5/icrma5kMLDw/HbDazceNGvvvuO379618TGhrKxo0bmTp1Kvfddx9hYWGt9bsQEWlT9Zn7ya0sxBIQhdVq93YcERHxJfX15Kal0ODyEBEepxc0IiJy0jxVVWTs+x5Ho4HoiG4EdOIezS0ung0fPpySkhJmzpxJYWEhvXr1Yt26dU2LAmRnZzdbrvTKK69k5cqVPPPMMzz11FOcc845fPzxx1x44YUA5OXl8cknnwDQq1evZuf66quvuO6667BYLKxatYrZs2fT0NDAGWecwdSpU5vNgyYi0q4dPEhefioNHhMxwdGYO+E8ASIi0nZqMlIpLC/AYo7AarN7O46IiHR0Hg8lqVspLS8hyBxHqN3u7URedUILBiQkJJCQkHDEzzZs2HDYvqFDhzJ06NAjto+Pj8fj8RzzfJdeeimbNm1qcU4RkXbB46EmPZXC6hICLNGEhoZ6O5GIiPiSqipysn7E0WggJrxLp5zIWUREWpczP5esnF0YCCI8qismk8nbkbyqRXOeiYjICSgtJbdwLw34Yw+Nwc+vXS103GEtXbqU+Ph4AgIC6Nu3L5s3bz5q2507dzJkyBDi4+MxGAwsXrz4pI8pItJelKft5EDFAYICYwjVPL8iInKyGhrITt1MdX09Vlt3goKDvZ3I61Q8ExFpS243lWm7KK49SFBAFKEhId5O5BNWr15NYmIis2bNYuvWrfTs2ZNBgwZRXFx8xPa1tbWceeaZzJs376irQ7f0mCIi7YGnrIzs3F00YsZui+70PQNEROTkVezbQWFJDha/COzhkd6O0y6oeCYi0paKi8kp3k+jMQB7aJQealrJokWLGDduHGPGjKFHjx4sW7aMoKAgli9ffsT2l112GS+99BJ33303FoulVY4pIuJ1Hg8H9v/AwZpKggNjCNa0ACIicpJcJcWkZ2zDiZmIyO6aCuC/VDwTEWkrLhcH03dSWl9FsCWKEHV3bhUOh4Pk5GQGDBjQtM9oNDJgwAA2btzYbo4pItLW3MVF5BTuBwKxh0U3W7RLRESkxRobyd+zmYqqSqyBXQjRVABNdIcVEWkjnoICskvScRuDsNui9FDTSg4cOIDL5Wpa5fknMTExFBYWntJjNjQ0UFlZ2WwTETklXC6K9qVQWVeDNTiWoKAgbycSEZEOriZjLzmFafj7hREWFYvBYPB2pHZDT3IiIm3B6eRAxg7KnXWEBEQRrIcan5SUlITNZmvaunfv7u1IItJJOPNzyClJx2QMxRoWqQccERE5KZ6KCjL2b8HhMmK3dz3qVCedlYpnIiJtwJ2fR86BTDzGYGw2PdS0psjISEwmE0VFRc32FxUVHXUxgLY65owZM6ioqGjacnJyTuj8IiIt4nBQkPYDNQ4n1pBYAgMDvZ1IREQ6Mreboj1bKK04QEhgF2zh4d5O1O6oeCYi0toaGijO2EFFowNrQBRBeqhpVWazmd69e7N+/fqmfW63m/Xr19OvX79TekyLxYLVam22iYi0tfqcDPJKsjAbbVjDIrwdR0REOriG3Eyy8/ZgMoQSFhGr6WaOQL8REZFW5srNIac0Cz9TKDZbhHqdtYHExETefPNN3nvvPXbv3s1DDz1ETU0NY8aMAWDkyJHMmDGjqb3D4SAlJYWUlBQcDgd5eXmkpKSwf//+4z6miEi7UFdHbloK9Y0e7LY4LGaztxN1SEuXLiU+Pp6AgAD69u3L5s2bj9p2586dDBkyhPj4eAwGA4sXLz6szU+f/e82adKkpjbXXXfdYZ9PnDixLS5PROT41dWRmbqZ2oZGrKFxBGq6mSPy83YAERGfUltLYeYOqt1u7CHRGkrTRoYPH05JSQkzZ86ksLCQXr16sW7duqYJ/7Ozs5u9McvPz+eSSy5p+nnBggUsWLCA/v37s2HDhuM6pohIe1CdkUrRwQIslihC7XZvx+mQVq9eTWJiIsuWLaNv374sXryYQYMGkZqaSnR09GHta2trOfPMMxk6dChTp0494jG///57XC5X0887duzgN7/5DUOHDm3Wbty4cTz33HNNP2uhBxHxKo+H0j3bKC4rJMgSgz0yytuJ2i0Vz0REWpEzJ5O88lz8/GzY7JoroC0lJCSQkJBwxM9+Koj9JD4+Ho/Hc1LHFBHxuqoqsjO343Cb6BIWh5+f/il/IhYtWsS4ceOaehYvW7aMzz77jOXLl/Pkk08e1v6yyy7jsssuAzji5wBRUc0fOOfNm8dZZ51F//79m+0PCgo64fk5RURaW2NRARnZO3ATgD28i+4rx6BhmyIiraW6mvysndS4PFiDownQCjUiItKKDu7/kdLKAwQFRhMSGurtOB2Sw+EgOTmZAQMGNO0zGo0MGDCAjRs3tto5PvjgAx544IHDpm5YsWIFkZGRXHjhhcyYMYPa2tpjHquhoYHKyspmm4hIq3A4yN2zmaraGmwhXQnWfeWYVFYUEWkl9Zn7ya8sxN8Sjs0W5u04IiLiQzwHDpCduxuXIZCwME3mfKIOHDiAy+U6bEh+TEwMe/bsaZVzfPzxx5SXlzN69Ohm+++55x5OP/104uLi2L59O9OnTyc1NZW1a9ce9VhJSUnMmTOnVXKJiPxc5f6d5JVkEWAKxx4ZrXmaf4GKZyIiraG8nLzc3dR5DESHxGD29/d2IhER8RVuN8X7tlFeU0FIyBkEh4R4O5Ecw9tvv81NN91EXFxcs/3jx49v+vNFF11Ely5duOGGG0hLS+Oss8464rFmzJhBYmJi08+VlZV07969bYKLSKfhLislIyMFp8uP2OjuenY5DiqeiYicLI+HmvQ9FFaXYDFHYQ21ejuRiIj4kMaCPLIL9mEwhhIWpt4BJyMyMhKTyURRUVGz/UVFRa0yF1lWVhZffvnlMXuT/aRv374A7N+//6jFM4vFgkXTQIhIa3K5KNj9PQcrD2INPoMQq55djof6e4uInKzSUnIL9tLgNhFmjdVEmyIi0nqcTgr2p1DjcGAN6aJVnE+S2Wymd+/erF+/vmmf2+1m/fr19OvX76SP/8477xAdHc0tt9zyi21TUlIA6NKly0mfV0TkeNVm7Se7YB/+Jjv2yBhNA3Cc9IQnInIy3G4q0nZSXHuQoMCuhGoojYiItKL67HRyizPw87NjC4/0dhyfkJiYyKhRo+jTpw+XX345ixcvpqampmn1zZEjR9K1a1eSkpKAQwsA7Nq1q+nPeXl5pKSkEBISwtlnn910XLfbzTvvvMOoUaMOe5GWlpbGypUrufnmm4mIiGD79u1MnTqVa6+9losvvvgUXbmIdHaeqioyUr+joRGiwroSEBDg7UgdhopnIiInwVNYSE5xGk5DANHWKEwmk7cjiYiIr6irIzf9BxpcHiLCu2Axm72dyCcMHz6ckpISZs6cSWFhIb169WLdunVNiwhkZ2c364mRn5/PJZdc0vTzggULWLBgAf3792fDhg1N+7/88kuys7N54IEHDjun2Wzmyy+/bCrUde/enSFDhvDMM8+03YWKiPycx0PJni0cKC8hOPA0rOHh3k7Uoah4JiJyohobKU3fQamjhpCAbgQHB3s7kYiI+JCq9N0UHSzA7B+Bza5VnFtTQkICCQkJR/zs5wUxgPj4eDwezy8ec+DAgUdt1717d77++usW5xQRaS2O3Cwyc3ZhNIQQFhGrl/4tpMGtIiInyJ2fR3ZJOh4CCbNHab4AERFpNZ7ycrKzduD0+BEe3lXzaYqIyImrqyNzz3fUNjRitXYlSC/9W0xPeiIiJ6KhgeL0H6lwNmANjCZIEziLiEhr8Xgo2/8jpVWlBFmiCQkN9XYiERHpqDweSndvpagsn0BLFGGR0d5O1CGpeCYicgIaszPJKcvGz8+KzRaBwWDwdiQREfER7pJisvL3HOrZHK6V0ERE5MQ5C/JIz/4RD0GER6gn84nSnVhEpKVqaijI2kG120VocCyB6nUmIiKtxeWiaF8KlbXVhAZ30dAaERE5cQ0NZO/5jur6BqwhcQSFhHg7UYel4pmISAs1ZKaRV56P2S8Mm00TOIuISOtx5ueQU7Qfk8mGLSxSPZtFROSEle/dTmFpLgGmcMIio3VPOQkqnomItERFBXm5u6jzGLAGR2Mxm72dSEREfIXDQd7+bdQ4nNhC1bNZREROnKu4iPTMFFxuM+GR3fD39/d2pA5NxTMRkePl8VCTvoeCqmICLJFYrTZvJxIRER9Sm7WfvJJsLP7hWMMivB1HREQ6KqeT3D3fUVldTWhQHCFWq7cTdXgqnomIHK/SUnIKUnF4/LAGR+ntjYiItJ6aGnLSU3C6jdisXTDrHiMiIieocv8OcosysPiFY9dwzVah4pmIyPFwu6lI20lJzUGCAqKx6u2NiIi0ovJ9P1JSXkSgJRKr3e7tOCIi0kG5y0pJT9uG0+WHPbwbFovF25F8gopnIiLHwVNURFbRPpxYsFujMJlM3o4kIiI+wlNWRlbuLhqxYLfH6h4jIiInprGRvF2bqKiuxBoUR6hN08y0FhXPRER+SWMjpek7ONhQQ2hgDMHBwd5OJCIivsLtpmTvNsqrywkJjNG8NCIicsJqMvaSU5iGn9GGPTIGo1Eln9ai36SIyC9w5+eRXZyGxxiM3R6lm5CIiLSaxsJ8svJTMRiCCYuI1bw0IiJyQjwVFaTv/x6n04Dd3pWAgABvR/IpegIUETmWhgaK0n6gwtmANSCaoMBAbycSERFf4XSSvzeZaoeD0JA4AnWPERGRE+FyUbDrO8oqyggO6oItPNzbiXyOimciIsfgzEonpzQbPz8btrBI9QgQEZFWU5eVRm5JJma/MOwRUd6OIyIiHVRddjrZ+XsxmWyERXbRSJk2oN+oiMjRVFdTkLWTapcLa2gXAtX1WUREWktNDdnpW2lwGbBbu2Axm72dSEREOiBPVRUZqd9R73QTZu2qXsxtRMUzEZGjqMvYS25FPhZLJDar3dtxRETEh5Tv+5GSg0UEmSMJtdu9HUdERDoit5vi3VsoKS8myByDVcM124yKZyIiR1JWRk7uburdRuyhsZj9/b2dSEREfISntJSs3F00YsEe1gU/Pz9vRxIRkQ6oITeTrNxdGAkhIrorJpPJ25F8lopnIiL/y+2mMm0XxTWlBFqiCA0N9XYiERHxFW43RanJlNdWEhoYS4jV6u1EIiLSEdXUkLHnO2obGrHbuxMYFOTtRD5NxTMRkf/hKSoiu3AvDsyE2WPVI0BERFqNMz+H7MJ9GAnBHhGjhWhERKTlPB6Kd2+huKyAIEsM9ohIbyfyeSqeiYj8XGMjpek7KG2oxhoQQ0hwsLcTiYiIr3A4yNu3lRpHI9aQWE3qLCIiJ6QhN5PMnJ0YCCY8SsM1TwUVz0REfsaVm0NW8X48hiBs9igt8ywiIq2mNnMfeQeysfjZsUVEeTuOiIh0RLW1ZO75jtp6JzZrN4L0sv+U0FOhiMhP6uspSt9OVWMjtoBogtQjQEREWkt1NdnpKThdRmy2OC1EIyIiLefxULJ7C8VlhYeGa0bqRcypouKZiMh/OTLTyD2Yg5+fDWtYpOahERGR1uHxULZvOyUVJQQFRGO1272dSEREOiBHbhYZ2TsxeAIJi9BqzaeSimciIgCVleRl76DGDaHB0QQGBHg7kYiI+Aj3gRKycnbiNgRgD4vV3DQiItJytbVk7NlEbYMDq60bwaGh3k7Uqah4JiLi8VCTvof8yiICzBHYbGHeTiQiIr7C5aJw71YqaqoIDepCcEiItxOJiEhH8/PhmuZo7Jo385RT8UxEpLSUnPw9ONwmrCHRmodGRERajSM3i9yiNEx+NmyaEkBERE6AIy+bjJxdYAgiLCJOwzW9QMUzEenc3G7K03ZSUn2QoMAYrFartxOJiIivaGggZ18yNQ1OrCGxBGohGhERaam6OjJ3b6K2vgFrSJyGa3qJimci0ql5CgrIKtxLoyEAuzVK89CIiEirqU7bTWFZPgH+4djDI70dR0REOhqPhwO7kykqKyDIHE1YZLS3E3VaKp6JSOfldFKc9gMHG2oJDYohRPPQiIhIK/GUl5OVuR2Hy0hYRHf8NSWAiIi0kCMvm4zsHUAg9nCtrulNKp6JSKfVmJNF9oFMjMYQwuxRmodGRERah8fDgb3bOFB5gOCgLoRoiI2IiLTUf4drVtc3YA3tSoiml/EqFc9EpHOqraUgYztVjY2EhnTRPDQiItJqGgvyyMxPxWgMITwiFqNR/+Rub5YuXUp8fDwBAQH07duXzZs3H7Xtzp07GTJkCPHx8RgMBhYvXnxYm9mzZ2MwGJpt5513XrM29fX1TJo0iYiICEJCQhgyZAhFRUWtfWki4gs8Hkp3b6WoLJ8g/0gN12wHdCcXkU6pPmMfuWW5mP3DsNvDvR1HRER8hcNB3r5kquvrCQ2JIygoyNuJ5H+sXr2axMREZs2axdatW+nZsyeDBg2iuLj4iO1ra2s588wzmTdvHrGxsUc97gUXXEBBQUHT9s033zT7fOrUqfztb39jzZo1fP311+Tn53PnnXe26rWJiG9w5OeQnv0jHoIIj+ym4ZrtgIpnItL5HDxITvYO6jFhD43FYjZ7O5GIiPiI2qz95BZnYjbZsUdEeTuOHMGiRYsYN24cY8aMoUePHixbtoygoCCWL19+xPaXXXYZL730EnfffTcWi+Wox/Xz8yM2NrZpi4z8/4tEVFRU8Pbbb7No0SKuv/56evfuzTvvvMO3337Lpk2bWv0aRaQDq68na/cmquvqsYV21eqa7YSKZyLSubjdVOzfQWHVAQItUVitNm8nEhERX1FVRVbaVpwuI3Z7V8xaJKDdcTgcJCcnM2DAgKZ9RqORAQMGsHHjxpM69r59+4iLi+PMM8/k3nvvJTs7u+mz5ORknE5ns/Oed955nHbaaSd9XhHxIf8drllYmkeQOUrDNdsRFc9EpFPxFBaSVbCXRoOFMFuMukCLiEjr8Hgo3fsDByoOEBQQjdVu93YiOYIDBw7gcrmIiYlptj8mJobCwsITPm7fvn159913WbduHa+//joZGRlcc801VFVVAVBYWIjZbMb+P/9d/NJ5GxoaqKysbLaJiO9y5GWTnvmDhmu2QydUPGvJBJsAa9as4bzzziMgIICLLrqIzz//vOkzp9PJ9OnTueiiiwgODiYuLo6RI0eSn5/f7BhlZWXce++9WK1W7HY7Y8eOpbq6+kTii0hn5XRSkradg44aQoNiCQ4O9nYiERHxEa6iQjJzd+EmkLDwLphMJm9HklPopptuYujQoVx88cUMGjSIzz//nPLycv785z+f1HGTkpKw2WxNW/fu3VspsYi0O7W1Tatr2q3dNFyznWlx8aylE2x+++23jBgxgrFjx7Jt2zYGDx7M4MGD2bFjB3BoAs6tW7fy7LPPsnXrVtauXUtqaiq33XZbs+Pce++97Ny5ky+++IJPP/2Uf/3rX4wfP/4ELllEOqvGnCyyDmRgNIRgt0dp9TMREWkdjY3k702mqq4Wa3AXgvRypt2KjIzEZDIdtsplUVHRMRcDaCm73c6vfvUr9u/fD0BsbCwOh4Py8vIWnXfGjBlUVFQ0bTk5Oa2WUUTaEY+Hkt1bDq2uaYnRnJntUIufHFs6weYrr7zCjTfeyLRp0zj//POZO3cul156KUuWLAHAZrPxxRdfMGzYMM4991yuuOIKlixZQnJyctM8Abt372bdunW89dZb9O3bl6uvvprXXnuNVatWHdZDTUTkiGpqyM/4gerGRkKDYwkKDPR2IhER8RF1WWnkFqXj72fHFhGFwWDwdiQ5CrPZTO/evVm/fn3TPrfbzfr16+nXr1+rnae6upq0tDS6dOkCQO/evfH392923tTUVLKzs495XovFgtVqbbaJiO9pyM0kI3snBk8Q4RFxGq7ZDrWoeHYiE2xu3LixWXuAQYMGHXNizIqKCgwGQ9OcABs3bsRut9OnT5+mNgMGDMBoNPLdd98d8RiaH0BEfq4ufS+5B/Mw+9mx2cO9HUdERHxFTQ3Zack0uMBujSPgGKsxSvuQmJjIm2++yXvvvcfu3bt56KGHqKmpYcyYMQCMHDmSGTNmNLV3OBykpKSQkpKCw+EgLy+PlJSUpl5lAI8//jhff/01mZmZfPvtt9xxxx2YTCZGjBgBHOowMHbsWBITE/nqq69ITk5mzJgx9OvXjyuuuOLU/gJEpF3xVFeTsXsTtfUOQq1aXbO9alE581gTbO7Zs+eI3yksLGzRhJz19fVMnz6dESNGNL1ZKSwsJDq6+SoTfn5+hIeHH/U4SUlJzJkz57iuS0R8XFkZ2bk7afCYiA7tgsVs9nYiERHxEQf3bafkYBFB5lhCtUhAhzB8+HBKSkqYOXMmhYWF9OrVi3Xr1jU9s2RnZzeb2iE/P59LLrmk6ecFCxawYMEC+vfvz4YNGwDIzc1lxIgRlJaWEhUVxdVXX82mTZuIivr/Q69efvlljEYjQ4YMoaGhgUGDBvH73//+1Fy0iLRPbjfFu7dQXFZAkCVOq2u2Y+2qL6DT6WTYsGF4PB5ef/31kzrWjBkzSExMbPq5srJSE2yKdEZuN+X7d1BcXUqQJY5QDXcQEZFW4i4pJjN7By4CsId30TCbDiQhIYGEhIQjfvZTQewn8fHxeDyeYx5v1apVv3jOgIAAli5dytKlS487p4j4tvrsdDJzdmA0hBIe1VX3kXasRcM2T2SCzdjY2ONq/1PhLCsriy+++KLZeP7Y2NjDFiRobGykrKzsqOfV/AAiAuApKCCrIJVGArDbonVD8iGtufIzHJqfJiEhgW7duhEYGNg0r6eIyBG5XBSkbqGiporQoC4aZiMiIi3iqaoife931Dnc2GzdtNhMO9ei4tmJTLDZr1+/Zu0Bvvjii2btfyqc7du3jy+//JKIiIjDjlFeXk5ycnLTvn/+85+43W769u3bkksQkc7E4aAo7QfKHXVYg2IJCQnxdiJpJa298jMcmgNn3bp1fPDBB+zevZspU6aQkJDAJ598cqouS0Q6kIacDHIK0zD52bFHRGuRABEROX5uN4W7vqOkrIgg/2jsEZHeTiS/oMWrbbZ0gs3Jkyezbt06Fi5cyJ49e5g9ezZbtmxp6ibtdDq566672LJlCytWrMDlclFYWEhhYSEOhwOA888/nxtvvJFx48axefNm/vOf/5CQkMDdd99NXFxca/weRMQHOXMyyT6QgdEQjN0eqQcbH9LaKz/DoQLbqFGjuO6664iPj2f8+PH07NnzF3u0iUgnVFdH9r5k6hyuQ4sEBAR4O5GIiHQgtZn7yMrdg5/JTkRMN0wmk7cjyS9ocfFs+PDhLFiwgJkzZ9KrVy9SUlIOm2CzoKCgqf2VV17JypUreeONN+jZsycffvghH3/8MRdeeCEAeXl5fPLJJ+Tm5tKrVy+6dOnStH377bdNx1mxYgXnnXceN9xwAzfffDNXX301b7zxxslev4j4qpoa8tJ/oMbpwhoaR2BgoLcTSStpq5Wfr7zySj755BPy8vLweDx89dVX7N27l4EDBx41i1Z2Fumcyvdup6gsn0BLFLYwreAsIiLHz1NRQXrqd9Q7PdisXQkMCvJ2JDkOJzT5T0sm2AQYOnQoQ4cOPWL745mAEyA8PJyVK1e2KKeIdF61aXvIqyjAYo7AZteDjS9pq5WfX3vtNcaPH0+3bt3w8/PDaDTy5ptvcu211x41i1Z2Ful83AdKyMjaTqPHQlR4nObSFBGR4+dykb/rO0orywgJ6IotXM8pHUWLe56JiLR7paVk5eygwWXEZo3F7O/v7UTSAbz22mts2rSJTz75hOTkZBYuXMikSZP48ssvj/qdGTNmUFFR0bTl5OScwsQicso1NlKw53sqqquwBscRogWpRESkBWrSU8nK24PJEEpYVJyGa3YgelUmIr7F5aIsNYWS6oMEB3XTSrs+qC1Wfq6rq+Opp57io48+4pZbbgHg4osvJiUlhQULFhw25PMnFosFi8VyspckIh1EfXY6OUXp+PlrkQAREWkZ98Ey0vZtxuk0EBnRXdPKdDDqeSYiPsWVl0tm8X4ajYGE22P0NscHtcXKz06nE6fTidHY/LZoMplwu92tfAUi0iHV1JC1f4sWCRARkZZrbCRv1yYOVhwkJChOwzU7IPU8ExHfUV9P4f4UKhz1hIWcSZAm3/RZiYmJjBo1ij59+nD55ZezePHiw1Z+7tq1K0lJScChlZ/79+/PwoULueWWW1i1ahVbtmxpWnjGarXSv39/pk2bRmBgIKeffjpff/0177//PosWLfLadYpIO+HxULb3B4oPFhFsicWqRQJERKQFqvbvJDt/H34mO2FRXQ57YSvtn4pnIuIz6jP2kVOWjb9/OLawSA2n8WHDhw+npKSEmTNnUlhYSK9evQ5b+fnn/yj5aeXnZ555hqeeeopzzjmn2crPAKtWrWLGjBnce++9lJWVcfrpp/PCCy8wceLEU359ItK+uIqLyMzZiccQhD28ixYJEBGR4+Y6UELa/mScjUZiok9Tz+UOSnd+EfEN5eVkZ26n1mMgKjiaAM1D5fNac+VnODQv2jvvvNNa8UTEVzid5KduobK2BlvImQSHhno7kYiIdBQOBzk7v6W8qgJbcDxWu93bieQEqa+giHR8bjfl+36kqPoAQeYobPYwbycSEREfUZu1n5yiNPxNduyRWiRARESO38HUFPKKMrGYwgmLidM9pANT8UxEOjx3QT5Z+XtoJIAwe6yG04iISKvwVFaSuW8LDrcJuy0Oi9ns7UgiItJBOPNzSUtPweU2Ex51GmZ/f29HkpOg4pmIdGwOB0X7f6DcUYc1KJaQkBBvJxIREV/g8XBgXwoHKkoItkRjDVOvZhEROU51dWTs+pbq+nqsod0IsVq9nUhOkopnItKhOTL2k3MgA6PRij0sSl2hRUSkVTQW5pOZswsMwdjDYzGZTN6OJCIiHYHHQ8mu7ykqzSfIL5IwDfn3CSqeiUjHVVlJTuZ2ahrdWENjCdTKNSIi0hocDnJTv6e6rg5rSBxBwcHeTiQiIh1EfXY6Gdk7MRBEWGRX/DVc0yeoeCYiHZPHQ+X+nRRWFhEQEI3d1jmH03g8Hm9HEBHxOdXpe8grziLAL1yLBIiIyHHzVFWRkfoddQ1OrKFdtUKzD9Gs2iLSIXmKisjK240DM11ssZ32jc70Ra/i73GxrG9fNI21iMjJ81RUkJm+DWejgZiYbprgWUREjo/LRcGOjZSUFRHo34WwqGhvJ5JWpJ5nItLxOJ0U70+hrK6K0KAunXaRgL9++U9W/2U1H6z9kJWfrfd2HBGRjs/tpnj3FkorSwkOiSPUZvN2IhER6SBq0lPJLtiLyWQjIqab5sr0MSqeiUiH48zJJLs4HYMxhDB7FEZj5/urLCs3lymzZwMQfcUd/PY313s3kIiID3DkZpGVvwej0Up4RJdOeX8REZGWcx8sY//e72hwgN3alcCgIG9HklamfxGISMdSU0NeWgrVzkasoXEEBgZ6O9Ep53A6GZH4JI66Gixx5/LKpDGEB2vQpojISamrI2vv99Q2NGLrpPcXERE5AU4nuTs3crCynNCALtgiIrydSNqAimci0nF4PFTv30VeeT4WcwR2e7i3E3nF4/MXkZW2G2NACI8+NotLIjUfj4jIyTq49weKSvMJMEdij4j0dhwREekgKvb+SE7Bfsx+YYTFxKnXso/S/6oi0mF4SkrIzP6RBo8/dluXTjmJ89p/fMlfPvozAFfdP52Hrzjdy4lERDo+V1EhGVk/4sJCWHgcfn5aU0tERH5ZY3EhaenJNLrNhEechsVi8XYkaSMqnolIx+B0UrJ3G6V1VYQExmK1Wr2d6JRLy8oicc4cAGKvHMIfxtyI0WDwcioRkQ7O6SQv9XuqamuwBsUR0gnvL8ficDrZuX+/t2OIiLQ/DQ1k7viGippD9w8tMuPbVDwTkQ7BmZNJVnEaBmMI4eExna47dF19PXdPmYazvhZLtx689fQUbJbO9TsQEWkLNemp5BSl42+yY4+MxqCXEs0kzJ3H3U9M560Vf/J2FBGR9sPjoXRXMgXF2QT4RRIeHav7h4/Tk5eItH/V1eSmbaO60YUtNI6gTjiJ86TnksjPTsMYZGP6jLlcEqsVfERETpanooKM9K00ukzYbHEabvM/fv+nP/PZZx/jcbvZVKqhrCIiP2nIzSQt8wcwBBMZ1R3/TjidTGej4pmItG8eD1X7dpJfUUiAOQJbJ1wk4J2/fMzf//4pYOA3DzzN+L6a50xE5KS53RTt2UJZZRnBQbHYwjvf/eVYvtmyld8tWgBA/ICRLJ54p5cTiYi0D56qKtJ2fUttvQNbaDeCQ0O9HUlOARXPRKRd8xQVkZm7E2cnXSTgxz2pzHxxPgCn33A/r933a3UJFxFpBQ25mWTn7cFgCCEsPLbTTQdwLNl5eYx67HE8bhe2Htey7IHBhJhN3o4lIuJ9Lhf5OzZScrCYIHMMYVHR3k4kp4j+lSAi7ZfDQdG+bZT9d5GA0E72Vqeyqop7EqfhbnQQfFYf3psxkWB//bUtInLS6urISv2e2oZGbCFdCAzSUPif1NTWcmfCVOqrKzDHnMWyubPpFqSXNiIiAFX7d5KVtwc/o42ImG6YTHqx0BoaXS5vR/hFegoTkXbLkZVO9oEMjMZQwsKiO1WvAI/Hw5inZ1NWlIcpNIoXnp3NOWGai0dEpDWUpaZQXFZAoCUKe2SUt+O0G263m/umPU1BdhrGYDvTn53HtfFaPU5EBMBVUkzavi04G03Y7d304qWV5BUWMnDCw3zx72+8HeWYOs+TqIh0LJWVZKenUON0YbPGEdjJFgl4+d0VbPrPBjD6cdek2Qy9qIu3I4mI+ARXUSGZ2TtwE0BYeBx+fpoI/yfPvPp7Nm/6F5j8uXPSXCZccYa3I4mItA8NDWTt/A/lVRVYg+I0T2YrKSwp4Zax48nPz2HK/Jepb3B4O9JRqXgmIu2Px0PF3u0UVhYRYI7CZgvzdqJTatO2FBb9/lUAzrt1PEl39vVyIhERH+F0kpf6PZU11YQGx2mS55/506freO+P7wBwydCpLLirn0/Psbl06VLi4+MJCAigb9++bN68+ahtd+7cyZAhQ4iPj8dgMLB48eLD2iQlJXHZZZcRGhpKdHQ0gwcPJjU1tVmb6667DoPB0GybOHFia1+aiLQ2j4fS3VvJL84mwC+SsOgunWpETFspKS3llrETKCnMw2SL4b7H5mMxt9/5rfW/uIi0O+6CfDLyd9PosRBmj+1USz+XHjzIqMenN03S/H7iSCwm3314ERE5larTdpNTmI7ZLwx7ZLRPF4daYuuOnTwxdw4AXa66iz8+chf+PnzvWb16NYmJicyaNYutW7fSs2dPBg0aRHFx8RHb19bWcuaZZzJv3jxiY2OP2Obrr79m0qRJbNq0iS+++AKn08nAgQOpqalp1m7cuHEUFBQ0bS+++GKrX5+ItK6G3EzSMn/A4wkgPKo7ZrPZ25E6vLKDB7nlwYkU5mVhCo3i/ikv8OR1Z7Xr+7L6qYtI++JwULhvG+V1NVhDzuxUiwS4XC5GPDaD6vID+IV349VZz9A1tPMUDkVE2pLn4EHS07fibDQQHd0Nix5+ACgqKWHE5ETcjQ5Czr6MlbOmEhbg2xNgL1q0iHHjxjFmzBgAli1bxmeffcby5ct58sknD2t/2WWXcdlllwEc8XOAdevWNfv53XffJTo6muTkZK699tqm/UFBQUctwIlI++OpqiJ990Zq6xqIsJ+jHsutoLyyklvGPURedjqmkHBGTl/EE5eEt+vCGajnmYi0M/UZ+8guycDPz44tLLLd/yXammYv/QM7f/geg7+FsY89x4CzI7wdSUTEN7hcFOzeTFlFGSHBcVjtdm8nahfqGxq4I2Eq1eUH8I/ozqvPv8CvIgK8HatNORwOkpOTGTBgQNM+o9HIgAED2LhxY6udp6KiAoDw/5kXacWKFURGRnLhhRcyY8YMamtrW+2cItLKXC7yd2ykuKyIIHMM9sioTvVs0hYqq6r47fiHyc7YhzHIzt3TFvLcjed3iN+rep6JSPtRUUF2egp1bgOR9i4EBvj2P+B/7u/ffMvy95cDcOldk3lq4MVeTiQi4jvqstLILtiHyWQjLFJz1cChVZ3HPj2HrP27MQaEMnnGPAad4/svbQ4cOIDL5SImJqbZ/piYGPbs2dMq53C73UyZMoWrrrqKCy+8sGn/Pffcw+mnn05cXBzbt29n+vTppKamsnbt2qMeq6GhgYaGhqafKysrWyWjiPyyqrRdZOXtwc9oIyKmGyaTb/fKbWtV1dX8dvzDpO/bjTHQyl2JC5h3y0UYO0DhDFQ8E5H2wu3mYOoPFFWWEBQQh83eeRYJyCso4OGnnwGPh8jeN/Fuwl34GTvGTUREpL3zVFWRsXcz9Q4XUeHdOt3qzUeT9MY7bPjq72AwctOEWUy57lxvR/IZkyZNYseOHXzzzTfN9o8fP77pzxdddBFdunThhhtuIC0tjbPOOuuIx0pKSmLOnDltmldEDucqKSZt7/c4nUYiI7oRGBTk7UgdWnVNDb+dMIn9e3dhDAhl8JSXWHB7rw5TOAMN2xSRdsKVl0tG3i5cpiDCwmLx8+sctf0Gh4Ohk6dRX12BOeYs3po1nXAfn2tGROSUcbsp2ZPMgYoSggK6YP2fIXSd1SfrN7D0zd8DcMHtD/Pavdd1iCEzrSEyMhKTyURRUVGz/UVFRa0yF1lCQgKffvopX331Fd26dTtm2759D62mvX///qO2mTFjBhUVFU1bTk7OSWcUkV/Q0EDWrm8pr6rAGtwVm+4dJ6W6pobbJiSwb88OjAEh3DblRV6+szemDtZZQMUzEfG+ujry9yVT4WzAFtSF4OBgbyc6ZRLmzicrbTfGgBAem/ECl3XVJKQiIq2lITeTzNxdGAghPLKLhtwAu/bt55FnD/V2jupzM396vHOt6mw2m+nduzfr169v2ud2u1m/fj39+vU74eN6PB4SEhL46KOP+Oc//8kZZ5zxi99JSUkBoEuXLkdtY7FYsFqtzTYRaUMeD6W7kskvzMTiF0FYTJyG+p+EmtpaBj/0CKm7t2O0BPPbR1/klSGXdchRNp2ja4eItGs1+3eRXZaD2T8ce3jnmYjzrQ8/5vPPPwYMDHjgKSZdfba3I4mI+I66OrJSv6e23kmEPZ6gTvRi5mjKDh5k6CNTaWyoI/C0i1jx/FNEBHa+gmJiYiKjRo2iT58+XH755SxevJiampqm1TdHjhxJ165dSUpKAg4tMrBr166mP+fl5ZGSkkJISAhnn33o3j1p0iRWrlzJX//6V0JDQyksLATAZrMRGBhIWloaK1eu5OabbyYiIoLt27czdepUrr32Wi6+WPOcirQXDbmZpGX+gNsTQHTUaZj9/b0dqcOqratj8EOPsnvnDxgswdzy6HxeHXp5hyycgYpnIuJlnuJiMrK243D7EW3vgsVs9nakU2Lrjl3MeWkeAPED7mfpyN90mqKhiEib83go3b2VorICgiwx2CIivZ3I6xxOJ0MefZzyknz87LEsfH4eF0R1zvnfhg8fTklJCTNnzqSwsJBevXqxbt26pkUEsrOzm/U0yc/P55JLLmn6ecGCBSxYsID+/fuzYcMGAF5//XUArrvuumbneueddxg9ejRms5kvv/yyqVDXvXt3hgwZwjPPPNO2Fysix81TWcn+nd9QU99AhO0cQtTT84TV1dVxx8OPsmvHNgzmIG5JmM+SYVd02MIZqHgmIt7kdFK8dyultZWEBnbHZrd7O9EpUXbwIPdMfQx3o5OQcy5n5VMPEeSv7uAiIq3FWZBHevaPuAnAHt6l08yjeTQej4cHn32OvbtSMJgDmTAtidsvOPn5vTqyhIQEEhISjvjZTwWxn8THx+PxeI55vF/6vHv37nz99dctyigip1BjI3k//oeSgyWEBHQjLCra24k6rLr6eu6YNIUd27diMAdyU8I8lt7dsQtnoDnPRMSLHFnpZBWnYTSGYA+L7hTzCbhcLoYnPklVWTF+YV14Zc5znG7rHL3tREROiYYGclI3U11fjy04juBQzSX5wh+Ws/6Lz8FgZOCDzzJj0EXejiQi0q5UpG4nK28vZr8wImK6aY7ME1RXX8+QhCn8+MMWDOZABj2cxOsjruzwhTNQ8UxEvKWykqy0rVQ7XdisXQnqJMs/P/nyUnZt34LB38K4x1/gxnOjvB1JRMSnlO/7kYKSHAJM4dijYjr9kPg1677k9aaVNR/i9dEDO/3vRETk55wFeexPS6bRYyY84nQCAgK8HalDqm9o4K5HEvlh2/cY/AMY+NDvWHbP1T5ROAMVz0TEG9xuDqb+QGFFMUGWaGy2MG8nOiXW/uOfrPzTewBccfdjzBioCYJFRFqTq6SY9Ixthx6AIrt3+omet/y4k8dmzwQgtu9trJo2qlOtrCki8ks8NTWk7/yGytpabMFdCbXZvB2pQ2pwOBg2+TFStn6Hwd/CDRNf4A/3XoO/D91zVDwTkVPOlZdLRt4uPMZAwuyx+HeCh5u96RlMnT0LgC79BrP8oTsw+chbGBGRdsHpJG/3d1RWV2MN6tLpJ3rOKyhgxKNTcDkbCDmrD6uef4LwAA1DEhFp4nJRuHMTRaX5BPtHEx4dq565J6DB4WD45MdJ/n4jBj8LN0x4gbfu7+9ThTNQ8UxETrW6OvL2JVPhqCc0IIaQTjAXTU1tLcMmP05jQy2B3S/kj7Mfx2rRX78iIq2pav9OcgrTMfuFYY/q3A9ANbW13P7wFGory/CPOp1l85I4J7xzrqwpInI01el7yMzZhcloIzy6W6dfXOZEOJxO7p46je83/weDn5nrxj/HmyOv87nCGah4JiKnWE3abnLLcrD4hWOP9P25aDweD/c/OYuS/ExMIeG8MPt5zo/UA4yISGtyl5WSnr4Np8tIeMRpWMyddyEWl8vFsKnTKcjejzHYzrOzXuLXZ4Z7O5aISLvSWFLE/r2bcToM2K1dCQoO9nakDsfhdHJP4nQ2b/oGTP70H/ccy0ffgNkHC2eg4pmInEKekhIyMn+gwW3CZu3SKR5u5r/9Pt/9559g9GNYwmyG9+ru7UgiIr6lsZG8nRs5WFmONaR7p5+vZsq8RaRs+RaDn5l7przA2H5neTuSiEj70tBA5o5vKK8sJzQoDltEhLcTdTgOp5O7p0xj47dfg8mfax+cw/IxA3y2cAagfokicmo0NlKcmkxpbSUhgd2x2e3eTtTm/rlpM68tWwLARbdNZN6QK72cSETE91Sn7Sa7MO3QcM2IaJ/v0XwsS1b+mbVrVwFw1X1P8LvBfb2cSESknfF4KNm5mYLibAL8owiLicNoVJ+ilji0OMDjbPnvUM1rxs7m3bEDfX5BGv1XIiKnhCMzjayi/RiNIYSHx/j8TSq3oIBx02eAx034xdfzwWP3+8wyzSIi7YW7rJS0/VtobDQRFtaNgIAAb0fymr9/s5Gkl18C4MzfjOSdibdrYRoRkf9Rl7Wf9MwfMBBCRFR3zJ1gJExrqm9oYEjC1KbC2XXj5naKwhmoeCYip0JlJVn7k6lpdGO1diUw0Lfn/Kqrq+OOSVOpry7HHHMWy+c+S2SQOvqKiLSqxkbydm2ivLKckKAuhHaCHs1HszstnQnTp4P70AubD5+dRJC//pkvIvJz7vKD7N/9LXUODzZrV4I7wcJlramuvp47E6ayLXkTBj8L1094nuVjbugUhTNQ8UxE2prbTdmebRRWFBMUEEOY3bcnLfZ4PIx+eg75WfswBlp5ZuY8Lutm9XYsERGfU52+h5zCNPxMdsKiuvh8j+ajKT14kCEPP4qzvobAbj1YkTSbmGC9sBERacbpJGf7N5SWlxEa0IWwqGhvJ+pQDnUOmMIPW7/D4G9h4EMv8Pao6316jrP/1Tn/lSEip0xjThbpebtoNAYRFtbF55eATnrrPb75+gswmrjz4TmMveJMb0cSEfE57oNlpO/7HmejEbu9a6cdrllXX89tD02m4kABfvZYXk56kYtjtWKciMj/Ktv7A7kFaVhM4YTHdO20L1xORG1dHbc/PJkfU77H4B/AjQ/P442R1+HfiQpnoOKZiLSlmhpy9m2hyuEkLDiOYB9fAvrzf/2HpX9YCsBFtz3EguHXeDmRiIgPamwkf9d3lFUeJCQgFlu4b/doPhq3282Ix58mc99OjJZgpjw1n9/26OLtWCIi7VKFLRCXfyjhEd2wWCzejtNh1NbVcdvER9i5PRmDOZBbEuax7L5rOuVczr7dBUREvMfjoWLvdvIP5hPgH4E9IsqnV0BLy8rm4aeeAo+byEsGsuLx+zvd2xgRkVOhOiOV7IJ9mP3CCYvuvKukTZm3iO83bgCTH0MSnmfK9Rd4O5KISLvVPfIsnMG5mFU4O241tbXcOiGBvbt+wGAO5LZH5/Pq8Cs7ZeEM1PNMRNqIKz+PjJwdOD0WwsK7Yfb393akNlNdU8OQR6birKsmoOu5/PH5Z4gI1LsJEZHW5i4/SMa+73E6DdhscZ12uObL7/+Jv/zlTwBcec80Ftx9jU+/oBIRaQ36e/L4VdfUcPO4h/9bOAvijikv8VonLpyBimci0hbq68nfm0x5XQ224DhCfXglG7fbzT3TnqEkLxNTSDi/mzNf882IiLQFl4v8nZsorSgjJLBLpx2u+dGXG1jw6iIAzhk0mvcT7uzUDzMiItK6KququOnBh9m/50eMlmDuSnyJV4ZdgamT32tOqHi2dOlS4uPjCQgIoG/fvmzevPmY7desWcN5551HQEAAF110EZ9//nmzz9euXcvAgQOJiIjAYDCQkpJy2DGuu+46DAZDs23ixIknEl9E2lj1vp3klGZh9gvHFu7bwzVnLn2T5O/+BSY/7ps8l+GXdPd2JBERn1STfmi4pr/J3mmHa37/404mP3NoioDo3jfy4TMPEejX+X4PIiLSNiqrqrhp3MOk792BMSCE4Y8vZNFdfTH68PPc8Wrx3Xb16tUkJiYya9Ystm7dSs+ePRk0aBDFxcVHbP/tt98yYsQIxo4dy7Zt2xg8eDCDBw9mx44dTW1qamq4+uqrmT9//jHPPW7cOAoKCpq2F198saXxRaSNeYqLycj6AYfb79CQGh+eV2DtF1/xzrtvANBn6GTmDu7r5UQiIr7JXX6QtH2bcToN2O3dOuVwzczcPO5+ZDIuZwMhZ13KmnnPEBmkKQJERKR1lFdWcuPYiWTu24UxIJR7pi3kpTv6qHD2Xy0uni1atIhx48YxZswYevTowbJlywgKCmL58uVHbP/KK69w4403Mm3aNM4//3zmzp3LpZdeypIlS5ra3H///cycOZMBAwYc89xBQUHExsY2bVartaXxRaQtORwUpG6hrLaKkKAu2Ox2bydqM7vT0pk6ayYAXfr+lj9OvrvTd2U+1Vq7FzTA7t27ue2227DZbAQHB3PZZZeRnZ3dVpcgIsejsZH8nZsoqygjOKhzDtcsr6zktomPUF91EHP0GSx/aT5nhwd6O5aIiPiIsvJyBj0wgay0PRgDrdw/fRHzbu/t0yOIWqpFxTOHw0FycnKzIpfRaGTAgAFs3LjxiN/ZuHHjYUWxQYMGHbX9saxYsYLIyEguvPBCZsyYQW1tbYuPISJtpy4tleyiNEwmK2HhMT47pKaiqoqhCVNpbKgl6LSL+NPc6VjNvnmt7VVb9IJOS0vj6quv5rzzzmPDhg1s376dZ599tlP2cBFpT6rSd5OVvxd/UxjhUZ1vuGaDw8FtD0+ltCALU2gk83+3iKtO73wFRBERaRslpaX8ZvQ4cjP2YgyyMfrJl3nht5eocPY/WtTX+8CBA7hcLmJiYprtj4mJYc+ePUf8TmFh4RHbFxYWtijoPffcw+mnn05cXBzbt29n+vTppKamsnbt2iO2b2hooKGhoennysrKFp1PRFrGU1ZGRsY26txGouxdCfTRgoPL5WLY1Cc5WJyLyRrF4heSOCdCb/9PtZ/3ggZYtmwZn332GcuXL+fJJ588rP3Pe0EDzJ07ly+++IIlS5awbNkyAJ5++mluvvnmZlMCnHXWWafgakTkaFylB0jbtwVno5HoyM43XNPj8XD/k7NI252CwRxIwowXGXbJad6OJSIiPiK/qIibxk7gQEEOppBwxs1YxDODLlTh7Ag6zKu78ePHM2jQIC666CLuvfde3n//fT766CPS0tKO2D4pKQmbzda0de+uSbxF2kxjIyV7kimpKiPYEo0tLMzbidpM4kuvsGPbJgx+FiY8/jtu6dHF25E6nbboBe12u/nss8/41a9+xaBBg4iOjqZv3758/PHHx8zS0NBAZWVls01EWonTSe7OjZRXlmMN7obVh+8tRzNt4RL+8/U/wGhi8MNzmDbwYm9HEhERH5Gdl8dvRj14qHBmjWLy7Fd59saLVDg7ihYVzyIjIzGZTBQVFTXbX1RURGxs7BG/Exsb26L2x6tv30MTc+/fv/+In8+YMYOKioqmLScn56TOJyJH58hKJ7MgFaMxhPCILphMJm9HahNvfvhXPlyzAoBr7nucGTdf4uVEndOxekEfrVfzL/WCLi4uprq6mnnz5nHjjTfyj3/8gzvuuIM777yTr7/++qhZ9KJGpO1U7P2R3KJ0zH5hhEXFdrrhmkv/9Bf+9Kd3Aeg7fCqL771eDzQiItIq0rKyGDj6QcpL8vGzx/Lk3CU89uvzvR2rXWvRv0LMZjO9e/dm/fr1Tfvcbjfr16+nX79+R/xOv379mrUH+OKLL47a/nilpKQA0KXLkXt9WCwWrFZrs01E2kBFBRn7vqfG6cJq7UpQUJC3E7WJb5K3MefFJADOuP4elj80WCvP+BC32w3A7bffztSpU+nVqxdPPvkkt956a9OwziPRixqRttFYXEha+lYaXX6ER5yGxYdXbj6Sj//5Nb9bNA+As264lw8mD8dPi9KIiEgr2L0/jRtHP0hVWTF+4d2YnbSUh68+29ux2r0Wr2+dmJjIqFGj6NOnD5dffjmLFy+mpqamad6ZkSNH0rVrV5KSDj1kTp48mf79+7Nw4UJuueUWVq1axZYtW3jjjTeajllWVkZ2djb5+fkApKamAjStqpmWlsbKlSu5+eabiYiIYPv27UydOpVrr72Wiy9W93URr3G5OLBrC8UVJQQFdCEsLMLbidpEdn4+IxMfx+NyYj//KtbMepRAv87VA6I9aYte0JGRkfj5+dGjR49mbc4//3y++eabo2axWCyd7qFepM05HOTs3kRldRW2kDMItdm8neiU+nbbdh55aga43UT2GsDa2Y8S5K97joiInLwfdu/hzokPU19dgTkqnnnzX2V4z67ejtUhtPhOPHz4cBYsWMDMmTPp1asXKSkprFu3rmk4THZ2NgUFBU3tr7zySlauXMkbb7xBz549+fDDD/n444+58MILm9p88sknXHLJJdxyyy0A3H333VxyySVNb/vNZjNffvklAwcO5LzzzuOxxx5jyJAh/O1vfzupixeRk+PISiejcC8eYzDhEXH4+bW4Ht/u1dTWcvvDk2moLscScxbvzZtLlxB/b8fq1NqiF7TZbOayyy5rennzk71793L66ae38hWIyLEcTE0hvygLiymcsKjYTjVUcW9GJvdOnozb2UDo2X34aMEcIoN8794qIiKn3ubtPzJ43ATqqyuwxJ7DK4t+r8JZC5zQ3TghIYGEhIQjfrZhw4bD9g0dOpShQ4ce9XijR49m9OjRR/28e/fux5xzRkS8oLKSzH3fU+1wEmGPJzg42NuJWp3b7Wb4Y09RnJOOMdjOC3NfpE+3ztUDor1qi17Q06ZNY/jw4Vx77bX8+te/Zt26dfztb3874n1NRNqGsyCP9PQUXG4zkTGnYTabvR3plCksKeG2CZNw1FQS0OVXfLBwPmeGda7VRUVEpG18s2Ub9z76KI0NtQR0PZ/XFy5m4DmR3o7VoehVloi0nMvFgd3JFJUXExwQh91Hh2tOW7iEbZv/DSZ/Rk99gRG9470dSf5r+PDhlJSUMHPmTAoLC+nVq9dhvaB/Prn4T72gn3nmGZ566inOOeecw3pB33HHHSxbtoykpCQeffRRzj33XP7yl79w9dVXn/LrE+mU6uvJ3PUtVfX12EPiCelE89VWVVdz8/gEqkoL8QvrwpIFi+jTze7tWCIi4gO+/HYTDzyWiMvRQODpF/P2wkX0P6PzrWB9slQ8E5EWc2RnkJG/B7cxGHtYrE8O11z+0aesWvUeAFffk8icwX29nEj+V2v3ggZ44IEHeOCBB1ojnoi0hMfDgd3JFB7IJcAURVhUTKcZrulwOvntpESKsvdjDLIz5/nF3HTekRfEEhERaYlPN/ybh6ZPw93oJPjM3rz/8gKu6NZ5Xk61Js0+KiItU1XVNFzTHtrVJ4drfrttO7PmPQ9AfP9hvJtwl1bWFBFpQw352aRnbsdDEOGR3fD37xxzS7rdbkZMe4Z9O5IxmAN5eMaLjL5CK56JiMjJ+/DvXzLxicdxNzoJ/dUV/PnVRSqcnQQVz0Tk+LndlP53uGagOQp7WITP9QzILSjg/qmJuBud2M69gg+fS9TKmiIibcnlIjN1M7X1DuzWbp1quOYjSYvY9O8vwWjizklzePKmS70dSUREfMD7f/2MKc/MwONqxH7Btax9dQG9uoR4O1aHpidCETluzpxM0vN24zYEER4e53M9A2rr6rj94anUVx3EHBXPu/Of18qaIiJtzGUAR3QsQeZo7BFR3o5zyjz/5nt8vPZPAFxz3zRevud6n3sh1Z4tXbqU+Ph4AgIC6Nu3L5s3bz5q2507dzJkyBDi4+MxGAwsXrz4hI5ZX1/PpEmTiIiIICQkhCFDhlBUVNSalyUiwqsfrGLGczPxuN1E9BzAJ68k0SMq0NuxOjwVz0Tk+FRXk5m6mWpnI/aQOIJDfOvNhdvt5u7Hn6Ywex/GIBsvzF3A5d01kaaISFszGU2cEXkOwX5BPjmH5pG88/FnvL7sVQAuuOVB3ku4C5NRhbNTZfXq1SQmJjJr1iy2bt1Kz549GTRoEMXFxUdsX1tby5lnnsm8efOIjY094WNOnTqVv/3tb6xZs4avv/6a/Px87rzzzja5RhHpnJ57/S3mv/wSALF9b+PTxXM5Sys3twoVz0Tkl/13uGZheRGB/pHYwyN97u34Ey8vJXnT12D04/4pc7nnsjO8HUlERHzQ/32zkWd/9xwA3a4czIdPj8di8q17anu3aNEixo0bx5gxY+jRowfLli0jKCiI5cuXH7H9ZZddxksvvcTdd9+NxWI5oWNWVFTw9ttvs2jRIq6//np69+7NO++8w7fffsumTZva7FpFpHPweDw89uJi/vDW6wCc9ut7+L+XnuY0q9nLyXyHimci8oucOZmk5+7C5aPDNd/48BP+tPJdAK68ezLP33mldwOJiIhP2rJzNxOeeAKPq5HwC67lk6QnsVpM3o7VqTgcDpKTkxkwYEDTPqPRyIABA9i4cWObHTM5ORmn09mszXnnncdpp512zPM2NDRQWVnZbBMR+TmXy8WDM59n1eo/AnDuzeP4vxemEh3cOXpznyoqnonIsf00XNPh9Mnhmuu/28JzL74AwBnXDeP9yXdrZU0REWl1e9IzGfbwJFwNtQSffhF/WfQCMZpX85Q7cOAALpeLmJiYZvtjYmIoLCxss2MWFhZiNpux2+0tOm9SUhI2m61p6969+wllFBHf5HQ6uWfa06z7/GPAQK+7pvC3meOxW1TqaW36jYrIMVXQQKGhgUC/CMJ8bLjm3owsHnz8cTyuRsJ6XM1ftLKmiIi0gdyCQm6f8DAN1RVYYs/ij4tf5leRQd6OJR3AjBkzqKioaNpycnK8HUlE2om6+npuT0jkm6+/AKOJq0Y+xdpp9xHsr+eZtqB+fCJyTLaQCOKiz6OhvtinhmuWHTzI4IcewVFbRUDcr1i94Hlign3n+kREpH0oO3iQm8Y9THVZEf7hXVm28BX6nqYFabwlMjISk8l02CqXRUVFR10MoDWOGRsbi8PhoLy8vFnvs186r8ViOeo8ayLSeVXX1HDrQ5PZt3MbBj8zA8fN4o0HBuGnxWfajEqSIvKLQv18a6hmg8PBbyclUlGSh581mtfmL+SCmFBvxxIRER9TU1vLjeMfoawgC1NIBC/Oe4WB53XxdqxOzWw207t3b9avX9+0z+12s379evr169dmx+zduzf+/v7N2qSmppKdnX3C5xWRzqmsvJwbRo8/VDgzBzJkynzeGqvCWVtTzzMR6VQ8Hg/3z5hNZup2DOYgHn/2RW7uEeftWCIi4mMaHA5ueXgqeem7MQaE8tRzLzOst1Zybg8SExMZNWoUffr04fLLL2fx4sXU1NQwZswYAEaOHEnXrl1JSkoCDi0IsGvXrqY/5+XlkZKSQkhICGefffZxHdNmszF27FgSExMJDw/HarXyyCOP0K9fP6644gov/BZEpCMqKC7mpgcfoiQvE2OglTHTXmTObX18amqd9krFMxHpVJ567Q3+s+HvYDAyZNIsHrn+Im9HEhERH+NyuRia+BT7ftyCwT+ACU++yMT+F3g7lvzX8OHDKSkpYebMmRQWFtKrVy/WrVvXNOF/dnY2RuP/H6CTn5/PJZdc0vTzggULWLBgAf3792fDhg3HdUyAl19+GaPRyJAhQ2hoaGDQoEH8/ve/PzUXLSIdXkZOLrc8OJGKAwWYQsKZ8uzLJA640NuxOg0Vz0Sk01j+8We8/94bAFw+9BEW3XODlxOJiIiv8Xg8jJn5AskbvwKjH8MfncvTt17m7VjyPxISEkhISDjiZz8VxH4SHx+Px+M5qWMCBAQEsHTpUpYuXdqirCIiu/ancfv4h6itKMXPHsvM519hbL+zvR2rU9GcZyLSKXy9ZRszk+YCcNrVd7Ii8T5MmhdARERaWeKC11i/7q+AgYEPPMWCEb/WcBoRETlhm1J+5JYxY6mtKMU/8jQWLFymwpkXqHgmIj4vLTuH0YmP4Wl0Yj/3Cj56fhpBWsJZRERa2dw33+PPq94DoO/wybw54TYVzkRE5IR9/vV/GDZxAo7aKixxv+IPry5jaK/u3o7VKenpUUR82sGKCm5/6FEcNRVYYs9i5YIkYkPN3o4lIiI+5vU1n7Bs2asAXHDzGP702H1a+UxERE7Ye598zvhpibicDYSceSmrfv86g86N+eUvSpvQnGci4rMaHA5++3AiBwuzMYVG8Mq8hfSMs3o7loiI+JjVf/+K5+cfmhrg9KvvZO2zD2ExqXAmIiIn5qV3V7J4ySLweAi7sD8fLnye8yKDvB2rU1PxTER8ktvt5u5pz5KxJwWDOZDHnnmJ316kLs4iItK6PvvXRh579knwuInudQOfzptOiNnk7VgiItIBeTwepr+8lBUr3gGgyxW/5a/znqKrRs54nYpnIuKTJr/4Cpu/+RKMJu5+5DkmD+jp7UgiIuJjvvp+GxOfeAyPq5Gw86/k05fnEh6of16LiEjLuVwuHpz1O/7xfx8DcPZvRvLx7ATCAvRCpj3Q3V1EfM6C91exds0HAFxzTyIvjvi1lxOJiIiv+e7HXYye/ChuZwPWs3rzyavz6Wq1eDuWiIh0QA0OB8MSZ7Bl4wbAwKV3PcLqx+/XImftiIpnIuJT/vyPr3j51YUAnDdwJO8/OhyjVjoTEZFW9MPefdz98CQaG2oJPu1C1r62kDPDNReNiIi0XHVNDbc+NIV9O7eCyY/rRz/F8gm34a+5M9sVFc9ExGf8Z9uPPDbzafC4ie09iLWzEzDrpiMiIq1ob1YOd054GEdtJYFxv2LVa69wfkyot2OJiEgHVFJayk3jEyjI3IvBHMiQhLm8fM91evnfDql4JiI+YV9WDvdNntw0fObjl2Zhs2h+ABERaT3Z+QXc+uAE6ivLsETH8/4rr3JpN7u3Y4mISAeUkZvHLeMeoqI4D2OQjYlPvshTN/fGoMJZu6TimYh0eAcOHuS2iZNw1FRgiTmLP738It1tmndGRERaT2HJAW4cO5GasiL8w+N4Y/ESrjwzytuxRESkA/phzz6GPPQwdZVl+Fmjefq5lxl/zXnejiXHoNnnRKRDq6uv5+YJk6kszsPPGsXSBS/Tq6vd27FERMSHlJaXM3DsQ1QU5+JnjeKVBa8x4Nwu3o4lIiId0Febk7n9wQepqyzDHHU6ryx+Q4WzDkDFMxHpsFwuF0OmziAvbSdGSzDPzFnITT26ejuWiIj4kKrqagY+OInSvHRMwWHMm/8at/eM93YsERHpgFZ+/gX3PzIJZ101gd3O5/2lf2Bwz+7ejiXHQcM2RaTDGj/3JX7Y/C8w+THmsd8x7toLvB1JRER8SF1dHYPGP0phxh6MgVZmPr+YEZef4+1YIiLSAb34zgpeWfIy4MF27hX8+eV5XKgFZzoMFc9EpEOa9fo7rPvbGgAGjp7OnDuv8nIiERHxJfUNDQyaOIWs1B8wmIN4bOZCHrz2Qm/HEhGRDsbtdjN5/mLWfrgCgLjLb+Xj+U/T1Wr2cjJpCRXPRKTDeX3NJ7z11hIAet02njcn3qFVaUREpNU0OBzc/FAiaTu2YPAP4KEn5zNl4KXejiUiIh2Mw+nknidmsvFf/wDgvBvHsPbZh7AFmLycTFpKxTMR6VDW/vPfvPDi8wCccc0QPnx6HH5GFc5ERKR1OJxObk14nNQfNmHwszB22nyevv1Kb8cSEZEOprKqit9Oeoz9O5PBaOLqex7j/UeHYTHp2aUjUvFMRDqMf23dzuSnpuNxu4jueT1/S3qCQD+teyIiIq3D6XRy26NPsCv5Pxj8zIx67HfMGXK1t2OJiEgHk1dUzC0TEijJScPgH8CQSXN4+b4bMGq0TIel4pmIdAg79qczcvJk3M4GrGf35pOXnycsUH+FiYhI62hsbOSOKTP48b8L0dwz+XleGHadt2OJiEgHsystg8ETJ1FTVoQx2M6jM15k2k29vR1LTpKePEWk3cstLOKOiZNw1lYSGPcr1rzyEt1tFm/HEhERH+FyubjrsWfYtukrMPox7JHnmD/iem/HEhGRDmbD99sYnTgVZ20V/mFxvPC7l7n38rO9HUtagcY7iUi7drCigpvGTaL2YDH+4V155+XFXBhr83YsERHxEW63m+FPzOL7b74Ao4k7H57FovsGaiEaERFpkZX/9yX3JzyMs7aKwK7n8s7rb6lw5kPU80xE2q26+npunDCZsvwMTCHhvPziK1xzdoy3Y4mIiI9wu93cM2MOGzf8HxiM3DbhWV4dfZMKZyIi0iIvvfcnFr+6EPBgP/cK/rxoHhfEhno7lrQiFc9EpF1qbGzk9kenk7vvRwyWYJ6evZA7LjnD27FERMRHeDweRj7zAv/+8lMwGLl57FP8fuytKpyJiMhxc7vdPDJvMR//ZQUAcZfdxF9ffJY4q6aY8TUqnolIu+PxeLj/6efZmfwNmPwZNy2JCb++2NuxRETER3g8Hh6YPZ+v/v4xYGDg6On8YeJgFc5EROS41dXXM/Sxp9m2aQMA5984irUzJ2G1mLwbTNqEimci0u5MWbCEf335NzAYuWPiTGYOvtLbkURExEf8VDj7x6drALh+5OO8PWkIRhXORETkOJWUlXHLxCnkpe0Ekx/X3z+N5Q8Pwd+ke4mvUvFMRNqVuW/+kQ9XvQvA1Xc/yqtjNPeMiIi0Do/Hw6iZSaz//C8AXHtPIu89OlyFMxEROW670zO546EEqg4UYAwIYVTi88y982o9s/g4Fc9EpN14ddVHLFu2GIALbxrNB1Pv0wONiIi0Crfbzchnf8dX6z4CDFx3XyLvTx6h+4yIiBy3Lzdt4cFpj+OsrcLPHsPs5xYx5qrzvB1LTgEVz0SkXXj/sy+Yv+B3AJx57Z18PGuSuj2LiEircLvd3Pf083z9j78CBm4Y+TjvqseZiIi0wJtrP2POvOfwuBoJ7HoubyxYyPW/6uLtWHKKqHgmIl7316838tScZ8DjJq7PID6f9ySB/kZvxxIRER/gdrsZ8eQcvln/KT8tDvB2wl0qnImIyHHxeDw8teRN3n/3DwCE97iKDxf9jnOjQrycTE4lFc9ExKu+2pJCwpOP43E1EnnB1Xy+aDahWqFGRERagdvtZvgTs/n2q8/AYOTGMdN582EtDiAiIsfH6XRy/9PP8+/1nwJwxjVD+Ph304gM8vdyMjnVVDwTEa/ZsiuV0ZMn43bUYz3rUj59dR5RwWZvxxIRER/gcrkYOm0m3329DgxGbh47gzcm3qEJnUVE5LhUVFXx24THSduxBQxG+t41iT89PgqLn+4jnZHGRYmIV+zOyGLYQ5NorK8muPv5/HXJIrrbA70dS0REfIDL5WLIY882Fc5+O+5pFc7kMEuXLiU+Pp6AgAD69u3L5s2bj9l+zZo1nHfeeQQEBHDRRRfx+eefN/vcYDAccXvppZea2sTHxx/2+bx589rk+kTkxGXmFXD1PWNI27EFg38Awx59ng+nq3DWmal4JiKnXHZBEbeNe4iG6oMExJzB6iWv8qvoUG/HEhERH9DY2MgdU5/i+3//HQxGBk98ltfH367CmTSzevVqEhMTmTVrFlu3bqVnz54MGjSI4uLiI7b/9ttvGTFiBGPHjmXbtm0MHjyYwYMHs2PHjqY2BQUFzbbly5djMBgYMmRIs2M999xzzdo98sgjbXqtItIy/9n2IzfcN5Ky/AxMIeE88dxrvDxykIb8d3IqnonIKVVcdpAbH5xI7cEi/MPjeOeVJVzSLdzbsURExAc0NjYyeMpTJP/nSzCaGPLwTJaM/a0KZ3KYRYsWMW7cOMaMGUOPHj1YtmwZQUFBLF++/IjtX3nlFW688UamTZvG+eefz9y5c7n00ktZsmRJU5vY2Nhm21//+ld+/etfc+aZZzY7VmhoaLN2wcHBbXqtInL83vnb37l74njqK8uwRJ3O0tfe4tGBl3o7lrQDKp6JyClTUVXFwLEPU1GYjV9oJEsWvsa158R6O5aIiPiABoeDmyc9zraN68FoYtik2bwy5lYVzuQwDoeD5ORkBgwY0LTPaDQyYMAANm7ceMTvbNy4sVl7gEGDBh21fVFREZ999hljx4497LN58+YRERHBJZdcwksvvURjY+NRszY0NFBZWdlsE5HW5/F4eGLxMp6Z/RTuRge2X13OR28v57cXn+7taNJOaMEAETklauvqGDRhMiXZezEGWkma9yq3Xhzv7VgiIuIDauvquPGhRNJ+3AwmP+555DlevG+gCmdyRAcOHMDlchETE9Nsf0xMDHv27DnidwoLC4/YvrCw8Ijt33vvPUJDQ7nzzjub7X/00Ue59NJLCQ8P59tvv2XGjBkUFBSwaNGiIx4nKSmJOXPmHO+licgJqG9o4O4nZvH9N18AcMY1d/LRC9O0kJk0o55nItLm6hsaGDRxKjmpP2AwB/LUnEXcc8W53o4lHVxrT/T8cxMnTsRgMLB48eJWTi0ira2quprrxyaQ9uNmDP4Wxj0xn5fuH6TCmXjV8uXLuffeewkICGi2PzExkeuuu46LL76YiRMnsnDhQl577TUaGhqOeJwZM2ZQUVHRtOXk5JyK+CKdRuGBUq65f9yhwpnRxNUjprB+4VMqnMlhVDwTkTblcDq5ZdLjpO/4HoN/AJOfXsBDN1zi7VjSwbXFRM8/+eijj9i0aRNxcXFtfRkicpLKKirpP3oiOakpGMyBPPrMQmbfdZ23Y0k7FxkZiclkoqioqNn+oqIiYmOPPJ1EbGzscbf/97//TWpqKg8++OAvZunbty+NjY1kZmYe8XOLxYLVam22iUjr2Lp7L9fcfT/5aTsxWoJ54IkXWfXYfVhMevkih1PxTETaTGNjI7c/Op09277F4GdmwhNJTLv1Cm/HEh/QFhM9A+Tl5fHII4+wYsUK/P39T8WliMgJKi47yHWjxlGUsRtjQAgz5r7CE7f283Ys6QDMZjO9e/dm/fr1Tfvcbjfr16+nX78j/zfUr1+/Zu0BvvjiiyO2f/vtt+nduzc9e/b8xSwpKSkYjUaio6NbeBUicjLWfPk1g8eOPbSIWVgX5i16k7lDr1OvZTmqEyqetfZQmbVr1zJw4EAiIiIwGAykpKQcdoz6+nomTZpEREQEISEhDBky5LC3PyLSfrhcLoY89izbN38NJj9GTX2eZ++81tuxxAe01UTPbreb+++/n2nTpnHBBRccVxZN5CziHblFJVx3/1hKc/ZjCrIzd94SJg3o7e1Y0oEkJiby5ptv8t5777F7924eeughampqGDNmDAAjR45kxowZTe0nT57MunXrWLhwIXv27GH27Nls2bKFhISEZsetrKxkzZo1R+x1tnHjRhYvXswPP/xAeno6K1asYOrUqdx3332EhYW17QWLCHBoYYA5b/6RKU8+jquhlpD4i1n11jvcqyll5Be0uHjWFkNlampquPrqq5k/f/5Rzzt16lT+9re/sWbNGr7++mvy8/MPm4BTRNoHt9vNiCefY8s3/wCjibsTZvPC3Td4O5b4iGNN9Hy0iZuPZ6Ln+fPn4+fnx6OPPnrcWZKSkrDZbE1b9+7dW3AlInIi0nMLuGHkA1QUZmEKCWfBgt8z+pqLvB1LOpjhw4ezYMECZs6cSa9evUhJSWHdunVN94rs7GwKCgqa2l955ZWsXLmSN954g549e/Lhhx/y8ccfc+GFFzY77qpVq/B4PIwYMeKwc1osFlatWkX//v254IILeOGFF5g6dSpvvPFG216siADgbGxk1JwXeWPZYvC46XrZjXy1/HWuiI/ydjTpAFq82ubPh8oALFu2jM8++4zly5fz5JNPHtb+50NlAObOncsXX3zBkiVLWLZsGQD3338/wFHH+ldUVPD222+zcuVKrr/+egDeeecdzj//fDZt2sQVV2gYmEh74fF4GDUzif/881MwGBk8/mkW3H+jt2OJHFNycjKvvPIKW7dubVF3/RkzZpCYmNj0c2VlpQpoIm1oV3oWt42bSF15Mf62GJYsWsKtvc70dizpoBISEg7rOfaTDRs2HLZv6NChDB069JjHHD9+POPHjz/iZ5deeimbNm1qcU4ROXmlpWXcnPg0WakpgIE+d0xg1fSxBPprJis5Pi36L6Wthsr8kuTkZJxOZ7PjnHfeeZx22mlHPY6G0oiceh6Ph3HPL+Sf/7cWMHDj6CdY8uBtmjtAWlVbTPT873//m+LiYk477TT8/Pzw8/MjKyuLxx57jPj4+KNm0UTOIqfO1tT93PrAg9SVF2MO78rbS99Q4UxERH7Rzj37OLdPP7JSUzD4BzB88gt89PSDKpxJi7Tov5a2GirzSwoLCzGbzdjt9uM+jobSiJx6j7y0hP/7+E8A/PreKbw56S4VzqTVtcVEz/fffz/bt28nJSWlaYuLi2PatGn8/e9/b7uLEZHj8q9tP3Lng+NpqCojIOp0Vv7hDW44v5u3Y4mISAdQb7RQ53DhZ43i6bmvsmjkIIx6RpEWavGwzY5CQ2lETq1pr7zBR6vfBeDKoZN4f+q9uilJm0lMTGTUqFH06dOHyy+/nMWLFx820XPXrl1JSkoCDk303L9/fxYuXMgtt9zCqlWr2LJlS9M8MxEREURERDQ7h7+/P7GxsZz7/9i78/CoyrN/4N/Zt8xMCNkhkCC77KAxoEUqGhSseWsVEQtaK9ZCBakLUEQQa9xQsCCIrWBfoSBWKS9SKGKR31siCsgrIiAIAkIm6+zLmeWc3x/TTB2TQIAkZzL5fq5rLjtnnjNzn0nPPJz7PM/99GIBWSI5bdr1CaY+8SjEoB/G3B5Yv2wphnRJlzssIiJqI4b27II3316H4HenMapPF7nDoTbqopJnLTFVpimys7MRDAbhcDjiRp+d7310Oh10Ol2TP4OILt2cZauw9s+vAwCG3fZL/OXx+5g4oxY1fvx4VFVVYd68ebDZbBg0aFC9Qs9K5X8GV9cVep47dy7mzJmDHj16NFjomYgSy+rNH2Lu07+DFAnDUjAQG197Bb0yrXKHRUREbcz4UcNwcpdP7jCoDbuo5Nn3p8qUlJQA+M9UmcaKbdZNlZkxY0Zs2/enyjTF0KFDodFosGPHDtx+++0AgKNHj+L06dMX9T5E1Px+99oqvPXmUgDAgDGT8Ne5v4JaycQZtbyWKPT8fY0tYkNErWPRmvfw8iulgCQive9wbPnD8+iUapQ7LCIiImqHLnraZnNPlQGA2tpanD59GufOnQMQTYwB0RFn2dnZsFqtuP/++zFz5kykpaXBYrHgN7/5DYqKirjSJpGMfrd8NVb/KZo46198DzY9/TATZ0REdNlmL1uFP//7xkzeVcXY8vJ8pBm1MkdFRERE7dVFJ89aYqrMpk2bYsk3ALjrrrsAAE899RTmz58PAHjllVegVCpx++23QxAEFBcX47XXXrukgyaiyzd3+VtY/cc/AKhLnE2HRsXEGRERXTpJkvBg6RJ88Nf/BgD0HnUHNpc+zhXRiIiISFYKSZIkuYNoDS6XC1arFU6nExaLRe5wiNqUykOHUH3iBFI7dQIQTZyt+uOrAIB+xRPxP0/PgFbNCxs5hAUBfqcTBddeC21KSqt+Nn9X6+N3QnRpPDYbTuzejYdeW43dO/4HAHDVbfdjw+9+BY2K/Yvc7GfOIG/oUFg6t+4Kp/xNrY/fCdGlCQcCOLlrFzRGI7RGlgBINO6KCpizspA7ZEirf3ZTf1eTdrVNImoZcYmzm5g4IyKiyycIAsY/8zKOfP4vAArc+PNH8Ob0u7n4DBERESUEJs+IqMmeXPHnWOLsypvuxv8sZOKMiIguj8vlxlU/GY+TX+wBlGrc+eu5ePnecVAwcUZEREQJgskzImqS0vWb8PaaPwIArrxxAjYvfISJMyIiumx3z3gSJ7/YA4VGh189+nvM/dkouUMiIiIiisPkGRFd0Nxlq+ITZ8/MZOKMiIiaxepXnsXALw7hrhtvxG+ZOCMiIqIExOQZEZ3XjCdL8cbyRQCAK0ffxcRZApEkCZVCDXxBBwrkDoaI6BKlW434atOf8d1nn8odChEREVGDeAVMRI0SRREbP9wFAOh9/c+w+fe/ZeIsQQQiAo65T+KE4zRUCiVrAxFRm6ZS8jeMiIiIEhdHnhFRo5RKJT7/8H1MmfUifnfDQCbOEoAkSagO1uK0+xwiwQj6W69AV4MVGo1G7tCIiIiIiIiSEpNnRHReHUx6LPvVT1F94oTcobR7gYiAM75zqHLXIF2bhis7ZCOt1g5VwC53aEREREREREmLyTMiogRXN9rsjPscQkIYfa3dkB9SwFhZBRgMQN++gJo/50RERERERC2BV1tERAlMiARxxncWVe4apGnT0K9DFtKcLqgCASA/H+jRAzCbAdY8IyIiIiIiahFMnhERJahqoRan3WcREsLobSlAQVgZHW1mNAKFhUBWFsBaZ0RERERERC2KyTMiogQjRIL4zncOle5qpGnTcKU1A2lOF9TBIFBQEB1tlpLC0WZEREREREStgMkzIqIE8cPaZr3M+egWVsJYVR2dmjlkCJCZydFmRERERERErYjJMyKiBOCPBHDGew7Vnlp01KahnyU9WtssFAK6dweuuAIwmTjajIiIiIiIqJUxeUZEJCNJklApVOOMuxxiSEQ/U1d0ESQYq2uA1FTgyiuB9HSupklERERERCQTXo0REcnEF/bjtPcsaj0OZOo64kpDKlKdbqgAoHfv6GqaJpPMURIREREREbVvTJ4REbUyURJhC1ThrLsciogSA0356BwIw+CyR2ua9e4NdOwIqFRyh0pERERERNTuMXlGRNSKvGEfTnm+g8PrQo4uHX2UKUh1eqFUqYCBA4HOnQGDQe4wiYiIYgKiIHcIREREsmLyjIioFUSkCGz+Spxz26AU1Rhs7IrOXgG6oCuaMOvZM1rjTKmUO1QiIiIAgDvkwTlfBSp9p5EvXiV3OERERLJh8oyIqIU5Q26c8ZyF0+tGF0M2+oh6pDg8UBqNwIABQE4OoNPJHSYRERGA6Cjpcn8Fqj12qKFBf1MeUgwpcodFREQkGybPiIhaSEgM4TufDZWeaugVehQa85Ht8UMb8UQXA+jRAzCbAYVC7lCJiIjgD/tRHqhClacGSlGJHpoMFIRUMPrdUHJkNBERtWNMnhERNTNJklAbdOCM5xz8gQC66bLQI6KByeGGIjUV6NMnujCARiN3qERERAhEBNj8lajyVkOKKJCv6oArJA1MrgBUBkN0lHQKR54REVH7xVtIRETNyB8J4LjnW3xd8w20YTVGaDujnyeMFEGAondv4JprgE6dmDgjIiLZBcUQzvjO4WDNYdhc1egkWXG9lIH+nggskgRV797Aj34UvemThOUFli1bhvz8fOj1ehQWFuLTTz89b/sNGzagd+/e0Ov16N+/P7Zs2RL3+r333guFQhH3GDNmTFyb2tpaTJw4ERaLBampqbj//vvh8Xia/diIiKh5ceQZEVEzECURFYFqnPXYIIZE9NHmIj8gwhjyAVlZQO/eQIcOgEold6hERNTOhcQQKgPVKPdWISSEkKeyoruoh9kvQKOToovYFBRER5sl6XTN9evXY+bMmVixYgUKCwuxePFiFBcX4+jRo8jMzKzXfvfu3ZgwYQJKS0sxbtw4rF27FiUlJdi/fz/69esXazdmzBisWrUq9lz3g6TjxIkTUV5eju3btyMUCuG+++7DlClTsHbt2pY7WCIiumxMnhERXSZ3yIMz3nNweF3I1nRAX4URVve/p7r06wfk5gJ6vdxhEhFROxcWw6gSalHurUAgIKCTyooeijRYvYH/JM3y86NJsyS/2fPyyy/jgQcewH333QcAWLFiBT744AO8+eabmDVrVr32S5YswZgxY/DYY48BABYuXIjt27dj6dKlWLFiRaydTqdDdnZ2g595+PBhbN26FZ999hmGDRsGAPjDH/6AW265BS+99BJyc3Ob+zCJiKiZJOetJCKiVhAWwzjtO4vDtccQ8AkYos7BMJ8KaYEAVAUFwIgR0Tv3TJwREZGMIlIEtkAVDtYewYmaU0gN6fAjRRaGehVIj4jQdO8OjBwZveFjtSZ94iwYDGLfvn0YPXp0bJtSqcTo0aNRVlbW4D5lZWVx7QGguLi4XvudO3ciMzMTvXr1wkMPPYSampq490hNTY0lzgBg9OjRUCqV2LNnT3McGhERtRCOPCMiugS1gh1nPOXw+f3I13ZET1ENk88PZUZGdIpmejrrmhERkawiUgRVQi1s3kr4An5kwoShyEKaNwitRgSuuALo1g2wWJI+YfZ91dXViEQiyMrKituelZWFI0eONLiPzWZrsL3NZos9HzNmDH7605+ioKAA33zzDebMmYObb74ZZWVlUKlUsNls9aaEqtVqpKWlxb3P9wmCAEEQYs9dLtdFHSsRETUPJs+IiC6CPxLAWV85qtw1sChNGK7JRbrHD40WwMCBQOfOgMkkd5hERNSORaQIqoValP87aZYBIwZLGUgLhKDTSNGE2RVXAGYzoOblQHO56667Yv+7f//+GDBgAK644grs3LkTN9xwwyW9Z2lpKRYsWNBcIRIR0SVib0lE1AR1U17OuSsghSX0UWYgPyDBKAWAvDygRw8gNTVpCysTEVHi+37SzOv3IQMmDBI7Ik0IQ69FNGlWN9KsHSfN0tPToVKpUFFREbe9oqKi0Xpl2dnZF9UeALp164b09HQcP34cN9xwA7Kzs1FZWRnXJhwOo7a2ttH3mT17NmbOnBl77nK5kJeXd97jIyJqawKiAJMkyh3GefEqj4joAuxBJ76yf41Ttd8hUzThR5GO6OUJwZiSAlx9NTB4MJCWxsQZERHJIiJFUPHvmmbf1JyC0a/A8EhHXOPXIBcq6Otqmg0aFO2v2nHiDAC0Wi2GDh2KHTt2xLaJoogdO3agqKiowX2Kiori2gPA9u3bG20PAN999x1qamqQk5MTew+Hw4F9+/bF2nz00UcQRRGFhYUNvodOp4PFYol7EBElg4gUQY1gxxHncRx2fQNHKLGnpbfvnpOI6DwCESE6RdNTC6OkQyEykekNQadFtKhyly7RKZoKhdyhEhFRO1R34VHurYQ34EO6aMBAMQ0dgxHo9RqgR7fowjWcnlnPzJkzMXnyZAwbNgxXX301Fi9eDK/XG1t9c9KkSejUqRNKS0sBANOnT8fIkSOxaNEijB07FuvWrcPevXuxcuVKAIDH48GCBQtw++23Izs7G9988w0ef/xxdO/eHcXFxQCAPn36YMyYMXjggQewYsUKhEIhTJs2DXfddRdX2iSidsMT9qJGsKPaVwshGIRJZcSVuhx0MWddeGcZsRclIvoBURJREajGWY8NESGMHopUdAsqYBRDUOTlAT17tovVyIiIKDHVJc3OeSvhC/iQLurRP5yK9LD0n6RZt25ASgqTZo0YP348qqqqMG/ePNhsNgwaNAhbt26NLQpw+vRpKL83onz48OFYu3Yt5s6dizlz5qBHjx7YuHEj+vXrBwBQqVT44osv8NZbb8HhcCA3Nxc33XQTFi5cCJ1OF3ufNWvWYNq0abjhhhugVCpx++2349VXX23dgyciamVBMQR70IFqfy1cAQ9UkgrZKjO6qDPQwReALhCAMsEHJCgkSZLkDqI1uFwuWK1WOJ1ODncmukiVhw6h+sQJpHbqJHcoLc4ZcuM7zzk4fW5kIQV9w3pYgyGo09KAXr2ArCzge/8Ibs/4u1ofvxOiS+Ox2XBqzx50YC2n86pX00wyoHtQi/QIoDcaga5dow+zOSlu8PA3tT5+J0SXJhwI4OSuXdAYjdAajXKH0y6IkghXyIMawY5aXy1C4Qg6qMzIk/TIiaigDwSgUamAjIzoomvZ2YAMf5um/q7yVhQREQAhEsRZvw2V7mroRTWukjKQFQhBr1cD/XtziiYREckmLIZRJdSiwlcFX8CPzLAWA8NWdKxLmuXnR5NmKSlJkTQjIqK2yx/2ozbkRJWvBj7BDz10yJPM6KIwIMUbgE4KQZFqipYV6Nw5eo2l1cod9gUxeUZE7ZooiagUanDWXY5gMITuogVXBJUwIQxF167RVTQ5RZOIiGQQEkOoFGpQ4a2C3+9HdsSAwREL0iKALiUlemMnPz+aNOOiNUREJJOwGIYj5EJ1oBYOnwuSCGQqTOiLTGQIEejDYagMUvRGT5cu0VWfDYY2NTCByTMiarccQRe+856Dy+dBlmRE37AZ1lAY6o4dgD59okOI28BdECIiSi5BMYSqQDXKvVUIBQTkhHXoFraigwjoUq3RhFnd3XomzYiISAaSJMEd9qBWcKDKV4tgMAizwoCekhV5ogZGQYBGHQEyM4FOnaLXVkZjmx2UwOQZEbU7/kgA53w2VHlqYYqocVW4A7JCIvQGDXBlv/9ckBAREbWiQERAlVADm6cK4YCAzhEDuoUssIoStB3TolNccnNZRoCIiGTjjwRgDzpR5a+BL+CDRlIjBwZ0UXSA1R+EXhKh6GAErriiTU3LvBAmz4io3QiLYVQEqnDOUwEpKKJXJAX5QQWMaiUU3bsB3btHiyzzLj4REbUifySAykA1Kj1VCAcj6BLSoVvQDItCCU1GRnTlzKys6B17Js2IiKiVfX9aptPvhhiRkC7q0EuRhixBgi4Sgdqkio6M7tIlWvZGr0+qPovJMyJKepIkoTbowHeecnj9PuRFDOgZ0sECQJWbE11Fs0MHQKORO1QiImpHvGEfKgLVqPbWQAqE0SWsQ0FQB7NSBU2n3OhFSEZGm6sLQ0REbZ8kSXCG3KgNOlDjsyMYDMICHXpEjOgc0cAYiUCrVQE5/14tMz092l+10WmZF8LkGRElNW/YhzPec7B7HbCGtRgesiA9AmjTUoGePaNLIuv1codJRETtiDPkRqW/CjVeB1RCBPkhHQpCOpg0Gqi75EanuqSlsX8iIqJW5wv7YQ86UOW3wyf4oBXV6CzqkRdJgTkUgU6phDI9LVpGICcnOiq6HQxCYPKMiJJSUAyh3F+BCk8VVEEJA8JmdAoCBqMBih49osOJWTOGiIhaiSRJsIecsPkq4fS7oQ+I6B3SIy9igFGng6pr52hNs9RUQKeTO1wiImpHgmIIjqAT1f5auAIeSGERWaIOfUUrMkISdADUqeZosiwvL5ow0+na1bUUk2dElFRESUSlUINzHhuEQBDdQnp0D2thUqmg7JH/n7pmSTqcmIiIEosoiagJ2lHhq4LL54Y5APQP6ZAraWA0GqHMy4vWNDOb28WdeyIiSgyiJEanZQp21PrsCIUj6BDRoE/EiE4hJQyiCI3ZCORlRRNmdXXM2ml9aCbPiChp1AYdOOsph9vnQXZQi17hFKRKgKZzLtCjB9CxIy9MiIioVYTFMKqDdti8lfD5vUgLKDFU0CJLoYE+NRXKrl2jo6BTUnhDh4iIWoUkSfCEvagNOlDtq4VfEJAiqpAX0aFLWIOUiAidXg9F58xoHbOOHaOjzNhPMXlGRG2fJ+zFWa8NtV47LEEVrgmZkSEqoOvYkXXNiIioVQmRIKqFGti8VQj4fMgW1BgY0iNNqYE+Mx2KgoLotBeTqd3evSciotblC/thDzlR5auFX/BBHQayI1p0jljQISRCr9FAmZkR7Z/aUR2zi8HkGRG1WUIkiHP+ClR5q6EKiBgQNKBTRAVDSgoUPXtG75awrhkREbUCX9iPykA1qrw1CPsFdBbUKAgaYNXooOvSKbpyZnp69IKE/RIREbUwIRKEI+REjd8eq2OWGVKjj2hCRgjQqVTQpKVFBxrUXTex5majeLuLiNqciBTBOX8FDtYeQUVtBQpcKlzvM+IKjQnGvn2hGDkyOuIsJYUXKEls2bJlyM/Ph16vR2FhIT799NPztt+wYQN69+4NvV6P/v37Y8uWLbHXQqEQnnjiCfTv3x8mkwm5ubmYNGkSzp0719KHQURtmCRJcIbcOOY6gYPVR1BlO4O82ghGuQ0YorQgs0cv6H78Y6CwEOjalTd0iIioRYXFMGoEO752ncD/VR/CN5Unoax1o69bgxs9JhQG9SgwpyGlTx9ofvxj4LrrgP79oys8M3F2Xhx5RkRthiRJqAnacdZjg8fjRl5Ihx5BAywaLTTd84ErroiuUqbmT1uyW79+PWbOnIkVK1agsLAQixcvRnFxMY4ePYrMzMx67Xfv3o0JEyagtLQU48aNw9q1a1FSUoL9+/ejX79+8Pl82L9/P5588kkMHDgQdrsd06dPx09+8hPs3btXhiMkokQmSiJqgw5U+qvh9Dhh9IXRK6hBZ8kMY0oK1F27RhcBSEkBtFq5wyUioiRWV/jfHnSixmdHUBBgCSnRLaxB57AJRoUSOosFiqx/F/63WACDgaUDLpJCkiRJ7iBag8vlgtVqhdPphMVikTscojal8tAhVJ84gdROnWSLwRly46y3HHaPE+mCEr2DOnRUaaHN/d5iALxAaVVy/q4WFhbiqquuwtKlSwEAoigiLy8Pv/nNbzBr1qx67cePHw+v14vNmzfHtl1zzTUYNGgQVqxY0eBnfPbZZ7j66qtx6tQpdOnSpUlxsa8hujQemw2n9uxBh7w8uUM5r6AYQo0QXTnT5/Wgg09EQVCLLKUOhvT06CIAeXnREWYsrnzZ+JtaH78ToksTDgRwctcuaIxGaI1GucO5bHWF/+1BJ6p8NQgIAoxBETkRHTqH1DBDCZ3ZDGVWFtCpE9ChQzRhxr6pnqb+rnJ4BhElNG/Yh7M+G2q8dpj8EoYFDciWVDBkZUWTZpmZ0Y6A2o1gMIh9+/Zh9uzZsW1KpRKjR49GWVlZg/uUlZVh5syZcduKi4uxcePGRj/H6XRCoVAgNTW1OcImojbMH/ajUqhBpbcGYY8X2QElBoa0SFProO/aGYr8/Gh/xHpmRETUgrxhHxwhF6r9tfAFfFALEWSHNOgU1iENaugMBqg6/Tthlp4evU7irJxmwW+RiBJSICKg3F8ZXQzAF8KVfg3yoIMxNTW6GECnTrxIaaeqq6sRiUSQlZUVtz0rKwtHjhxpcB+bzdZge5vN1mD7QCCAJ554AhMmTDjvHShBECAIQuy5y+Vq6mEQUYKTJAmusAdV/mrUeO1QevzoHFChq2SC2WCErnvX6CIAqalc0ZmIiFqMP+yHPeRCjb8WHsEHRSCErLAGvUJqZMIInUYDTV42kJv7n4EFnJHT7Jg8I6KEEhJDqAhUo9xTAckTQEFQh25iCowmE1Tdu0cvVLgQALWgUCiEO++8E5IkYfny5edtW1paigULFrRSZETUGiJSJFrPzFcNl8cJozeIHgE1uijNMKSmQlNQAHTpEu2LNBq5wyUioiQUiAhw/Dth5g54IQWCyAwq0T2sQabCAr1GA01uBpCTE30YjUyYtTAmz4goIUSkCCoDNSj3VkBwe9FF0KB7OAVmkwnqgoLoYgApKZynT0hPT4dKpUJFRUXc9oqKCmRnZze4T3Z2dpPa1yXOTp06hY8++uiC9WRmz54dNx3U5XIhL8FrNhFRwwIRATVCLSp81Qi4XEjzA4MFNbK0qTDk5UCZnw9kZ0frmbHIMhERNTMhEoQz5EJNwA5XwAPR50fHsBpXBlXIQUo0YZaTAUVOTnSUWV3CjIMKWgWTZ0Qkq++voOn1uJHjV6JnyIhUvQGa7gVA9+7RFWE4V5/+TavVYujQodixYwdKSkoARBcM2LFjB6ZNm9bgPkVFRdixYwdmzJgR27Z9+3YUFRXFntclzo4dO4Z//vOf6Nix4wVj0el00HFZb6I2q25qZnWgBjVeO+DyIDegQhdRD6veBH3vLlAUFABpadGpmbxAISKiZhQSQ3CEXKgNOOAMuBDxB9BBUKCXoEQnpQV6tRra3MzoSpl1ZWt0OvZHMrik22bLli1Dfn4+9Ho9CgsL8emnn563/YYNG9C7d2/o9Xr0798fW7ZsiXtdkiTMmzcPOTk5MBgMGD16NI4dOxbXJj8/HwqFIu7x3HPPXUr4RJQAJEmCPejEIcdRHK08BkOVG8NdOgyDGRk9e0EzahQweHD0goWJM/qBmTNn4o033sBbb72Fw4cP46GHHoLX68V9990HAJg0aVLcggLTp0/H1q1bsWjRIhw5cgTz58/H3r17Y8m2UCiEn/3sZ9i7dy/WrFmDSCQCm80Gm82GYDAoyzESUcuJSBFUCTU45DiKr2xfwX3mNK4458MovwWDOuQhe8hVMIwZA8XVV0cvVgwGXqgQEVGzCIth1Ah2HHOdwOdVX+JY+VFEyivRvTKMUS4jhotW9Ol0BayDBkE3ZgwU114L9OvHGzkyu+gr0vXr12PmzJlYsWIFCgsLsXjxYhQXF+Po0aPIzMys13737t2YMGECSktLMW7cOKxduxYlJSXYv38/+vXrBwB44YUX8Oqrr+Ktt95CQUEBnnzySRQXF+Orr76C/nsFWJ9++mk88MADsedms/lSjpmIZOYMuXHWWw6nxwmLN4JCQYsMjQGGgrzoCpppadE7KkSNGD9+PKqqqjBv3jzYbDYMGjQIW7dujS0KcPr0aSi/N61q+PDhWLt2LebOnYs5c+agR48e2LhxY6wfOnv2LDZt2gQAGDRoUNxn/fOf/8T111/fKsdFRC3LHwmgRrCjwluFoNOJjv+empmpT4MhPxeq/HwgK4tTM4mIqFmFxTBcITfsQSdqfQ6E/D6YBaCboEQuTDCpNdBlZ0CZk/OfEWZMlCUUhSRJ0sXsUFhYiKuuugpLly4FEJ0qk5eXh9/85jeYNWtWvfbjx4+H1+vF5s2bY9uuueYaDBo0CCtWrIAkScjNzcVvf/tbPProowAAp9OJrKwsrF69GnfddReA6MizGTNmxE25uRgulwtWqxVOp/OCNWyIKF7loUOoPnECqZ06Xdb7uEMenPNVoNZTC5MnhJ5BPbKVOhhyc6MraGZkcMWyNoS/q/XxOyG6NB6bDaf27EGHFqgZKEkSnCH3v6dm1kLhcKOToEaeqIM1xQp9fn50aqbVyj4owfA3tT5+J0SXJhwI4OSuXdAYjdAaja3zmWIYzpAbdsEBu9+BoM8Pc0BEVkiFzjAgRaWBLjOTCTOZNfV39aJGngWDQezbty9uKoxSqcTo0aNRVlbW4D5lZWVxxZQBoLi4GBs3bgQAnDx5EjabDaNHj469brVaUVhYiLKysljyDACee+45LFy4EF26dMHdd9+NRx55BGpO5yJKeN6wD+X+ClR7aqF3CegXUKOz2gpDThaUPXtG7/IbDHKHSURESSQohv69amYVvE4HTN4geggq5KlSYcjIgLZbN6Bz5+goM/57koiImkFIDMEV8sQSZiGvD+aAhK4hFTrBgBS1FrrcLCizsqJ9EBNmbcZF/UuhuroakUgkNi2mTlZWFo4cOdLgPjabrcH2Npst9nrdtsbaAMDDDz+MIUOGIC0tDbt378bs2bNRXl6Ol19+ucHPFQQBgiDEnrtcriYeJRE1F3/Yj3P+SlR7aqBx+9Hbr0ae0gxTXdIsO5t1ZIiIqNlIkgR32INqwY4adzUiThcyAwr0ieiQYcyCvlcelAUFQMeO7H+IiKhZhMRQbISZw+9EyOOFWZCQLyiRqzQiRaODrnMWlNnZ0VUyTSYW/W+D2sxttu+PXhswYAC0Wi0efPBBlJaWNrjSWWlpKRYsWNCaIRLRvwUiAsr9lajyVEPp8qK7X4N8pQXG7Eyo6pJmRiM7DCIiahYhMQR70IlKfzU8LjsMbgH5fgU6q8xIyciErqAAyMuLXrBotXKHS0REbVxcwsznRNjjQcr3E2ZaPbRds6HKyQFycrhKZhK4qORZeno6VCoVKioq4rZXVFQgOzu7wX2ys7PP277uvxUVFcjJyYlr88Oizd9XWFiIcDiMb7/9Fr169ar3+uzZs+MSbi6XC3ktUEeDiP4jEBFQGahGhbsScHrQza9GV6UFpswMqHv2jHYcJhM7DSIiahaesBfVgVpUeaoRcTjR0Seie1iHzJRM6Ht1hrpulJnRyAUAiIjosgTFEFwhN2oD0RFmEY8b1gBQICiRozLBpDdC3y0bytzcaFkaozF6w4bXPknhopJnWq0WQ4cOxY4dO1BSUgIgumDAjh07MG3atAb3KSoqwo4dO+IK/W/fvh1FRUUAgIKCAmRnZ2PHjh2xZJnL5cKePXvw0EMPNRrLgQMHoFQqG1zhEwB0Ol2DI9KIqPkFIgKqhBrYXBUQ3V7k+5ToprDClJkeTZrVDU9mx0FERJcpLIbhCLlQ6auGy1UDrcuHPL8SeWozzOmZ0OXnQ9GlC5CSwlFmRER0WQIRIZowExxw+pwQPV5YAxKuEJTIUaXAZEqBrmtONGGWmRmtX8Y8RFK66GmbM2fOxOTJkzFs2DBcffXVWLx4MbxeL+677z4AwKRJk9CpUyeUlpYCAKZPn46RI0di0aJFGDt2LNatW4e9e/di5cqVAACFQoEZM2bgmWeeQY8ePVBQUIAnn3wSubm5sQRdWVkZ9uzZg1GjRsFsNqOsrAyPPPII7rnnHnTo0KGZvgoiuliBiIBKITrSTHK40cWvQj5MMKdnQNOrV3TVGCbNiIioGbhDHtQIdlR5qhB2OJHmjaB/RI9sUzYMvfOgzs8H0tM5yoyIiC6LL+yPTskMOOD2OSG6PegQVKJnUIlsVQqMKWboCnKg7Nw52u/o9bxZ0w5cdPJs/PjxqKqqwrx582Cz2TBo0CBs3bo1VvD/9OnTUH7vHyzDhw/H2rVrMXfuXMyZMwc9evTAxo0b0a9fv1ibxx9/HF6vF1OmTIHD4cC1116LrVu3Qv/v5cJ1Oh3WrVuH+fPnQxAEFBQU4JFHHqm3iicRtY4fJs26+pToqjDDnJEJTc+eTJoREVGzCIoh2IMOVPlr4HHUQOsOoLMPyNNYYM7Igr6gIDrKjLXMiIjoEkmSBG/EB2fIjVq/HT6vC3D70FEAeodUyNGmQm9Nha5TJyhycoC0tGjCTKORO3RqRQpJkiS5g2gNLpcLVqsVTqcTFotF7nCI2pTKQ4dQfeIE9Nnp/0ma2V3/TpqZYM7Mio404/TMdoW/q/XxOyG6NB6bDaf27EGHvDxIkgRXODrKrMZZgYjdiQw/0EnUI8OcBkOXLlB36wZ06BBdMZOjzJIWf1Pr43dCdGnCgQBO7toFjdEIrdEIURLhCXvhDLlR47PD73ZC4xPQMQBkRjTI0qZA17EjtDk5UHTuDFgs0T5HpZL7UKiZNfV3lf/aIKILCkQEfCfYcLDyEGynjqHLWQ9+5DejX053pP1oJDSjRgE9ekTryzBxRkREl0AQgyj3V+KLmq/w1befw/31EeSfceNHwQ64qvOVKBg5GuZbb4W6qAjo3Dl6s4aJM7oMy5YtQ35+PvR6PQoLC/Hpp5+et/2GDRvQu3dv6PV69O/fH1u2bIm9FgqF8MQTT6B///4wmUzIzc3FpEmTcO7cubj3yM/Ph0KhiHs899xzLXJ8RBQvIkXgCLnwrecMPq/6EodOH0DVN4fR8aQNQ6okjJIyMKxzX3QvGgnLrbdCd+ONUAwbFh0gkJLCxFk7d9HTNomofXEJLhy2fw1v9TkUqFLRVWWFuVNudHpmdna0tgwTZkREdIlEScTXjuM47joOrQPI9EnoqzKjY8crYMjLg6qgIHrHX69nf0PNZv369Zg5cyZWrFiBwsJCLF68GMXFxTh69GiDC5Lt3r0bEyZMQGlpKcaNG4e1a9eipKQE+/fvR79+/eDz+bB//348+eSTGDhwIOx2O6ZPn46f/OQn2Lt3b9x7Pf3003jggQdiz81mc4sfL1F7d8Z1BkfcxyF4PbBIauT4gSylER1MHaG9IhvaTp2i1zYGQ7TgP/sb+gEmz4jovFKCQO/aCKyKbJi65EeTZpmZTJoREVGzUEqA+Wwl+rlUyDVnwNC7C3Tduv2n+D/v9FMLePnll/HAAw/EFj1bsWIFPvjgA7z55puYNWtWvfZLlizBmDFj8NhjjwEAFi5ciO3bt2Pp0qVYsWIFrFYrtm/fHrfP0qVLcfXVV+P06dPo0qVLbLvZbEZ2dnYLHh0R/ZC52oXuNSGkhU2wZmRD1y0bahb8p4vA5BkRnZfSYETXHgOBQSYgKyt6IUNERNRclEr0yB8IZH1vwRlexFALCgaD2LdvH2bPnh3bplQqMXr0aJSVlTW4T1lZWb3FyoqLi7Fx48ZGP8fpdEKhUCA1NTVu+3PPPYeFCxeiS5cuuPvuu/HII49AreZlGVFLSs/sivTCH0eL/dcV/Od5RxeB/28hovNTq4HvrY5LRETU7K64Qu4IqB2prq5GJBJBVlZW3PasrCwcOXKkwX1sNluD7W02W4PtA4EAnnjiCUyYMCGuAPXDDz+MIUOGIC0tDbt378bs2bNRXl6Ol19+ucH3EQQBgiDEnrtcriYdIxH9QHp69EF0iZg8IyIiIiIiaiahUAh33nknJEnC8uXL4177/ui1AQMGQKvV4sEHH0RpaSl0Ol299yotLcWCBQtaPGYiIjo/LlFERERERETtRnp6OlQqFSoqKuK2V1RUNFqLLDs7u0nt6xJnp06dwvbt2+NGnTWksLAQ4XAY3377bYOvz549G06nM/Y4c+bMBY6OiIhaApNnRERERETUbmi1WgwdOhQ7duyIbRNFETt27EBRUVGD+xQVFcW1B4Dt27fHta9LnB07dgwffvghOnbseMFYDhw4AKVS2eAKnwCg0+lgsVjiHkRE1Po4bZOIiIiIiNqVmTNnYvLkyRg2bBiuvvpqLF68GF6vN7b65qRJk9CpUyeUlpYCAKZPn46RI0di0aJFGDt2LNatW4e9e/di5cqVAKKJs5/97GfYv38/Nm/ejEgkEquHlpaWBq1Wi7KyMuzZswejRo2C2WxGWVkZHnnkEdxzzz3o0KGDPF8EERE1CZNnRERERETUrowfPx5VVVWYN28ebDYbBg0ahK1bt8YWBTh9+jSUyv9M0hk+fDjWrl2LuXPnYs6cOejRowc2btyIfv9eVOns2bPYtGkTAGDQoEFxn/XPf/4T119/PXQ6HdatW4f58+dDEAQUFBTgkUceqbeKJxERJR6FJEmS3EG0BpfLBavVCqfTyeHORETNgL+r9fE7ISJqPvxNrY/fCRFR82rq7yprnhERERERERERETWCyTMiIiIiIiIiIqJGMHlGRERERERERETUCCbPiIiIiIiIiIiIGsHkGRERERERERERUSOYPCMiIiIiIiIiImqEWu4AWoskSQCiy5ASEdHlq/s9rft9JfY1RETNif1MfexniIiaV1P7mnaTPKupqQEA5OXlyRwJEVFycbvdsFqtcoeRENjXEBE1P/Yz/8F+hoioZVyor2k3ybO0tDQAwOnTp5Oi83W5XMjLy8OZM2dgsVjkDuey8XgSVzIdC8DjaU6SJMHtdiM3N7dVPzeRJVNfw3MlsfF4ElsyHQ/7mcSSTP0MwHMlkfF4EhuPp/k0ta9pN8kzpTJa3s1qtSbF/7nqWCwWHk8CS6bjSaZjAXg8zSUZ/uHenJKxr+G5kth4PIktmY6H/UxiSMZ+BuC5ksh4PImNx9M8mtLXcMEAIiIiIiIiIiKiRjB5RkRERERERERE1Ih2kzzT6XR46qmnoNPp5A6lWfB4ElsyHU8yHQvA46GWlUx/j2Q6FoDHk+h4PIkrmY4lGSTb3yOZjieZjgXg8SQ6Hk/rU0hc+5mIiIiIiIiIiKhB7WbkGRERERERERER0cVi8oyIiIiIiIiIiKgRTJ4RERERERERERE1gskzIiIiIiIiIiKiRiRV8mzZsmXIz8+HXq9HYWEhPv300/O237BhA3r37g29Xo/+/ftjy5YtrRRp01zM8axevRoKhSLuodfrWzHaxu3atQu33norcnNzoVAosHHjxgvus3PnTgwZMgQ6nQ7du3fH6tWrWzzOprrY49m5c2e9v41CoYDNZmudgC+gtLQUV111FcxmMzIzM1FSUoKjR49ecL9EPH8u5VgS+dxZvnw5BgwYAIvFAovFgqKiIvz9738/7z6J+HdJJuxnEvNcAZKrr2E/E5Wo508y9TXsZxIT+5rEO1eA5OpngOTqa9jPJPa5kyx9TdIkz9avX4+ZM2fiqaeewv79+zFw4EAUFxejsrKywfa7d+/GhAkTcP/99+Pzzz9HSUkJSkpK8OWXX7Zy5A272OMBAIvFgvLy8tjj1KlTrRhx47xeLwYOHIhly5Y1qf3JkycxduxYjBo1CgcOHMCMGTPwy1/+Etu2bWvhSJvmYo+nztGjR+P+PpmZmS0U4cX5+OOPMXXqVHzyySfYvn07QqEQbrrpJni93kb3SdTz51KOBUjcc6dz58547rnnsG/fPuzduxc//vGPcdttt+HQoUMNtk/Uv0uyYD+TuOcKkFx9DfuZxD5/kqmvYT+TeNjXJOa5AiRXPwMkV1/DfiYqUc+dpOlrpCRx9dVXS1OnTo09j0QiUm5urlRaWtpg+zvvvFMaO3Zs3LbCwkLpwQcfbNE4m+pij2fVqlWS1WptpeguHQDp/fffP2+bxx9/XLryyivjto0fP14qLi5uwcguTVOO55///KcEQLLb7a0S0+WqrKyUAEgff/xxo20S/fyp05RjaSvnTp0OHTpIf/zjHxt8ra38Xdoq9jNt51xJpr6G/cx/JNL5833J1tewn5EX+5q2ca4kUz8jScnX17CfSXxtsa9JipFnwWAQ+/btw+jRo2PblEolRo8ejbKysgb3KSsri2sPAMXFxY22b02XcjwA4PF40LVrV+Tl5Z03k5voEvlvczkGDRqEnJwc3HjjjfjXv/4ldziNcjqdAIC0tLRG27SVv1FTjgVoG+dOJBLBunXr4PV6UVRU1GCbtvJ3aYvYz0S1hXOlqRL573Op2M/II1n6GvYz8mNfE5Xo50pTJfLf5nK0hb6G/Uzinjttua9JiuRZdXU1IpEIsrKy4rZnZWU1OgfbZrNdVPvWdCnH06tXL7z55pv429/+hrfffhuiKGL48OH47rvvWiPkZtXY38blcsHv98sU1aXLycnBihUr8Ne//hV//etfkZeXh+uvvx779++XO7R6RFHEjBkzMGLECPTr16/Rdol8/tRp6rEk+rlz8OBBpKSkQKfT4Ve/+hXef/999O3bt8G2beHv0laxn0n8c+ViJVNfw35GPsnQ17CfSRzsaxL7XLlYydTPAG2nr2E/k5jnTjL0NWpZP52aTVFRUVzmdvjw4ejTpw9ef/11LFy4UMbIqFevXujVq1fs+fDhw/HNN9/glVdewX//93/LGFl9U6dOxZdffon//d//lTuUy9bUY0n0c6dXr144cOAAnE4n3n33XUyePBkff/xxo50NUUtJ9HOlPWM/I59k6GvYz1AiSeRzpb1rK30N+5moRDt3kqGvSYqRZ+np6VCpVKioqIjbXlFRgezs7Ab3yc7Ovqj2relSjueHNBoNBg8ejOPHj7dEiC2qsb+NxWKBwWCQKarmdfXVVyfc32batGnYvHkz/vnPf6Jz587nbZvI5w9wccfyQ4l27mi1WnTv3h1Dhw5FaWkpBg4ciCVLljTYNtH/Lm0Z+5n6Eu1cuVjJ3tewn2l5ydLXsJ9JHOxr6kukc+ViJXs/AyReX8N+5j8S7dxJhr4mKZJnWq0WQ4cOxY4dO2LbRFHEjh07Gp1HW1RUFNceALZv395o+9Z0KcfzQ5FIBAcPHkROTk5LhdliEvlv01wOHDiQMH8bSZIwbdo0vP/++/joo49QUFBwwX0S9W90KcfyQ4l+7oiiCEEQGnwtUf8uyYD9TH2Jfq5cSCL/fZoD+5mWk+x9DfsZ+bCvqS+Rz5ULSeS/TXNJlL6G/Ux9iX7utMm+Rs7VCprTunXrJJ1OJ61evVr66quvpClTpkipqamSzWaTJEmSfv7zn0uzZs2Ktf/Xv/4lqdVq6aWXXpIOHz4sPfXUU5JGo5EOHjwo1yHEudjjWbBggbRt2zbpm2++kfbt2yfdddddkl6vlw4dOiTXIcS43W7p888/lz7//HMJgPTyyy9Ln3/+uXTq1ClJkiRp1qxZ0s9//vNY+xMnTkhGo1F67LHHpMOHD0vLli2TVCqVtHXrVrkOIc7FHs8rr7wibdy4UTp27Jh08OBBafr06ZJSqZQ+/PBDuQ4hzkMPPSRZrVZp586dUnl5eezh8/libdrK+XMpx5LI586sWbOkjz/+WDp58qT0xRdfSLNmzZIUCoX0j3/8Q5KktvN3SRbsZxL3XJGk5Opr2M8k9vmTTH0N+5nEw74mMc8VSUqufkaSkquvYT+T2OdOsvQ1SZM8kyRJ+sMf/iB16dJF0mq10tVXXy198sknsddGjhwpTZ48Oa79O++8I/Xs2VPSarXSlVdeKX3wwQetHPH5XczxzJgxI9Y2KytLuuWWW6T9+/fLEHV9dcsa//BRF//kyZOlkSNH1ttn0KBBklarlbp16yatWrWq1eNuzMUez/PPPy9dccUVkl6vl9LS0qTrr79e+uijj+QJvgENHQuAuO+8rZw/l3IsiXzu/OIXv5C6du0qabVaKSMjQ7rhhhtinYwktZ2/SzJhP5OY54okJVdfw34mKlHPn2Tqa9jPJCb2NYl3rkhScvUzkpRcfQ37mcQ+d5Klr1FIkiRd+rg1IiIiIiIiIiKi5JUUNc+IiIiIiIiIiIhaApNnREREREREREREjWDyjIiIiIiIiIiIqBFMnhERERERERERETWCyTMiIiIiIiIiIqJGMHlGRERERERERETUCCbPiIiIiIiIiIiIGsHkGRERERERERERUSOYPCMiIiIiIiIiImoEk2dERERERERERESNYPKMiIiIiIiIiIioEUyeERERERERERERNYLJMyIiIiIiIiIiokYweUZERERERERERNQIJs+IiIiIiIiIiIgaweQZERERERERERFRI5g8IyIiIiIiIiIiagSTZ0RERERERERERI1g8oyIiIiIiIiIiKgRTJ4RERERERERERE1gskzIiIiIiIiIiKiRjB5RkRERERERERE1Agmz4iIiIiIiIiIiBrB5BnRZcrPz8e9994rdxhERNSGzZ8/HwqFAtXV1Y22uffee5Gfn3/B9/r222+hUCiwevXq5guQiIjahdWrV0OhUODbb78FAFx//fW4/vrrZY2JKBEweUZEAACFQoFp06bJHQYRESWZ/Px8jBs3Tu4wiIiojam7GfTSSy/JHQoR1HIHQEREREQX9sYbb0AURbnDICKiduQf//iH3CEQJQQmz4iIiIjaAI1GI3cIRETUzmi12lb/zHA4zJtFlHA4bZOoEXX1Z44cOYI777wTFosFHTt2xPTp0xEIBBrdr7a2Fo8++ij69++PlJQUWCwW3Hzzzfi///u/em3/8Ic/4Morr4TRaESHDh0wbNgwrF27tl4MX3/9Ne655x5YrVZkZGTgySefhCRJOHPmDG677TZYLBZkZ2dj0aJFce8fDAYxb948DB06FFarFSaTCddddx3++c9/Nt8XRURELeLUqVPo3r07+vXrh4qKigZrnjkcDtx7772wWq1ITU3F5MmT4XA46r3Xvffei5SUFJw9exYlJSVISUlBRkYGHn30UUQikbi2oihi8eLFuPLKK6HX65GVlYUHH3wQdrs91mby5MlIT09HKBSq91k33XQTevXq1SzfARERyev7Nc8qKiqgVquxYMGCeu2OHj0KhUKBpUuXxrY5HA7MmDEDeXl50Ol06N69O55//vm4xNj3p2YuXrwYV1xxBXQ6Hb766qsWPzaii8HkGdEF3HnnnQgEAigtLcUtt9yCV199FVOmTGm0/YkTJ7Bx40aMGzcOL7/8Mh577DEcPHgQI0eOxLlz52Lt3njjDTz88MPo27cvFi9ejAULFmDQoEHYs2dPvfccP348RFHEc889h8LCQjzzzDNYvHgxbrzxRnTq1AnPP/88unfvjkcffRS7du2K7edyufDHP/4R119/PZ5//nnMnz8fVVVVKC4uxoEDB5r1eyIioubzzTff4Ec/+hHMZjN27tyJrKysem0kScJtt92G//7v/8Y999yDZ555Bt999x0mT57c4HtGIhEUFxejY8eOeOmllzBy5EgsWrQIK1eujGv34IMP4rHHHsOIESOwZMkS3HfffVizZg2Ki4tjybKf//znqKmpwbZt2+L2tdls+Oijj3DPPfc00zdBRESJIisrCyNHjsQ777xT77X169dDpVLhjjvuAAD4fD6MHDkSb7/9NiZNmoRXX30VI0aMwOzZszFz5sx6+69atQp/+MMfMGXKFCxatAhpaWktfjxEF0UiogY99dRTEgDpJz/5Sdz2X//61xIA6f/+7/8kSZKkrl27SpMnT469HggEpEgkErfPyZMnJZ1OJz399NOxbbfddpt05ZVXNimGKVOmxLaFw2Gpc+fOkkKhkJ577rnYdrvdLhkMhrhYwuGwJAhC3Hva7XYpKytL+sUvfhG3HYA0derU88ZDREQto+73vqqqSjp8+LCUm5srXXXVVVJtbW2szeTJk6WuXbvGnm/cuFECIL3wwguxbeFwWLruuuskANKqVavi9gUQ1w9JkiQNHjxYGjp0aOz5//t//08CIK1Zsyau3datW+O2RyIRqXPnztL48ePj2r388suSQqGQTpw4EdvWtWtXaezYsRf/pRARUatbtWqVBEA6efKkJEmSNHLkSGnkyJGx119//XUJgHTw4MG4/fr27Sv9+Mc/jj1fuHChZDKZpK+//jqu3axZsySVSiWdPn1akqTodRIAyWKxSJWVlXFt61578cUXm/EIiS4NR54RXcDUqVPjnv/mN78BAGzZsqXB9jqdDkpl9NSKRCKoqalBSkoKevXqhf3798fapaam4rvvvsNnn312wRh++ctfxv63SqXCsGHDIEkS7r///rj369WrF06cOBHXtq5OgSiKqK2tRTgcxrBhw+JiISKixPDll19i5MiRyM/Px4cffogOHTo02nbLli1Qq9V46KGHYttUKlWsn2rIr371q7jn1113XVy/sWHDBlitVtx4442orq6OPYYOHYqUlJTYtH+lUomJEydi06ZNcLvdsf3XrFmD4cOHo6Cg4KKPnYiIEt9Pf/pTqNVqrF+/Prbtyy+/xFdffYXx48fHtm3YsAHXXXcdOnToENefjB49GpFIJG62DADcfvvtyMjIaLXjILpY7TJ5tmvXLtx6663Izc2FQqHAxo0bW/wzz549i3vuuQcdO3aEwWBA//79sXfv3hb/XLp8PXr0iHt+xRVXQKlU4ttvv22wvSiKeOWVV9CjRw/odDqkp6cjIyMDX3zxBZxOZ6zdE088gZSUFFx99dXo0aMHpk6din/9618NvmeXLl3inlutVuj1eqSnp9fb/v2aNADw1ltvYcCAAdDr9ejYsSMyMjLwwQcfxMVCRM2L/QxdqltvvRVmsxnbtm2DxWI5b9tTp04hJycHKSkpcdsbqzem1+vrXZh06NAhrt84duwYnE4nMjMzkZGREffweDyorKyMtZ00aRL8fj/ef/99ANF6N/v27cPPf/7zizpmIiJqO9LT03HDDTfETd1cv3491Go1fvrTn8a2HTt2DFu3bq3Xl4wePRoA4voTALzpQgmvXa626fV6MXDgQPziF7+IO8Fbit1ux4gRIzBq1Cj8/e9/R0ZGBo4dO3beu8mUuBQKxXlff/bZZ/Hkk0/iF7/4BRYuXIi0tDQolUrMmDEjrjhmnz59cPToUWzevBlbt27FX//6V7z22muYN29evSKcKpWq3uc0tA2I1sCp8/bbb+Pee+9FSUkJHnvsMWRmZkKlUqG0tBTffPPNxRw2EV0E9jN0qW6//Xa89dZbWLNmDR588MFmfe/G+o3vE0URmZmZWLNmTYOvfz/51rdvXwwdOjRWz+btt9+GVqvFnXfe2WwxExFR4rnrrrtw33334cCBAxg0aBDeeecd3HDDDXE39kVRxI033ojHH3+8wffo2bNn3HODwdCiMRNdrnaZPLv55ptx8803N/q6IAj43e9+h7/85S9wOBzo168fnn/++dgqIxfr+eefR15eHlatWhXbxsx623Hs2LG4v9fx48chimK9Fc/qvPvuuxg1ahT+9Kc/xW13OBz1RoqZTCaMHz8e48ePRzAYxE9/+lP8/ve/x+zZs6HX6y879nfffRfdunXDe++9F5f0e+qppy77vYmocexn6FK9+OKLUKvV+PWvfw2z2Yy777670bZdu3bFjh074PF44kafHT169JI//4orrsCHH36IESNGNOlCZtKkSZg5cybKy8uxdu1ajB07lklbIqIkV1JSggcffDA2dfPrr7/G7Nmz49pcccUV8Hg8sZFmRG1du5y2eSHTpk1DWVkZ1q1bhy+++AJ33HEHxowZg2PHjl3S+23atAnDhg3DHXfcgczMTAwePBhvvPFGM0dNLWXZsmVxz//whz8AQKMXxiqVKm70FxCd83/27Nm4bTU1NXHPtVot+vbtC0mSYquZXa66UQbfj2fPnj0oKytrlvcnokvDfoYao1AosHLlSvzsZz/D5MmTsWnTpkbb3nLLLQiHw1i+fHlsWyQSifVTl+LOO+9EJBLBwoUL670WDofhcDjitk2YMAEKhQLTp0/HiRMnuMomEVE7kJqaiuLiYrzzzjtYt24dtFotSkpK4trceeedKCsrq7cqMxAdVBAOh1spWqLm0S5Hnp3P6dOnsWrVKpw+fRq5ubkAgEcffRRbt27FqlWr8Oyzz170e544cQLLly/HzJkzMWfOHHz22Wd4+OGHodVqG11OnhLHyZMn8ZOf/ARjxoxBWVkZ3n77bdx9990YOHBgg+3HjRuHp59+Gvfddx+GDx+OgwcPYs2aNejWrVtcu5tuugnZ2dkYMWIEsrKycPjwYSxduhRjx46F2WxultjHjRuH9957D//1X/+FsWPH4uTJk1ixYgX69u0Lj8fTLJ9BRBeH/QxdiFKpxNtvv42SkhLceeed2LJlC3784x/Xa3frrbdixIgRmDVrFr799lv07dsX77333mXVtBw5ciQefPBBlJaW4sCBA7jpppug0Whw7NgxbNiwAUuWLMHPfvazWPuMjAyMGTMGGzZsQGpqKsaOHXvJn01ERG3H+PHjcc899+C1115DcXExUlNT415/7LHHsGnTJowbNw733nsvhg4dCq/Xi4MHD+Ldd9/Ft99+W29WDlEiY/LsBw4ePIhIJFJvDrYgCOjYsSMA4MiRI+jTp8953+eJJ57Ac889ByA633vYsGGxC6LBgwfjyy+/xIoVK3hR0wasX78e8+bNw6xZs6BWqzFt2jS8+OKLjbafM2cOvF4v1q5di/Xr12PIkCH44IMPMGvWrLh2Dz74INasWYOXX34ZHo8HnTt3xsMPP4y5c+c2W+z33nsvbDYbXn/9dWzbtg19+/bF22+/jQ0bNmDnzp3N9jlE1HTsZ6gpNBoN3n33Xdx888247bbb8OGHH9Zro1QqsWnTJsyYMQNvv/02FAoFfvKTn2DRokUYPHjwJX/2ihUrMHToULz++uuYM2cO1Go18vPzcc8992DEiBH12k+aNAmbN2/GnXfeCZ1Od8mfS0REbcdPfvITGAwGuN3uuFU26xiNRnz88cd49tlnsWHDBvz5z3+GxWJBz549sWDBAlitVhmiJrp0CumH88vaGYVCgffffz82zHT9+vWYOHEiDh06VK+wbkpKCrKzsxEMBuOWdW9I3aqGQLQmyY033og//vGPsdeXL1+OZ555pt5UPkoc8+fPx4IFC1BVVcW7IkR0ydjPULL729/+hpKSEuzatQvXXXed3OEQERERNTuOPPuBwYMHIxKJoLKystF/AGq1WvTu3bvJ7zlixIh6xXu//vprdO3a9bJiJSKitof9DCWbN954A926dcO1114rdyhERERELaJdJs88Hg+OHz8ee37y5EkcOHAAaWlp6NmzJyZOnIhJkybFpj1UVVVhx44dGDBgwCXV8njkkUcwfPhwPPvss7jzzjvx6aefYuXKlVi5cmVzHhYRESUI9jPUHtQtePHBBx9gyZIlcas6ExERESWTdjltc+fOnRg1alS97ZMnT8bq1asRCoXwzDPP4M9//jPOnj2L9PR0XHPNNViwYAH69+9/SZ+5efNmzJ49G8eOHUNBQQFmzpyJBx544HIPhVoQp20S0aViP0PtgUKhQEpKCsaPH48VK1ZArW6X92SJiIioHWiXyTMiIqIfys/Px6lTp+pt//Wvf41ly5bJEBERERERESUC3iIkIiIC8NlnnyESicSef/nll7jxxhtxxx13yBgVERERERHJjSPPiIiIGjBjxgxs3rwZx44dYy0nIiIiIqJ2rN2MPBNFEefOnYPZbOZFEBFRM5AkCW63G7m5uVAqlXKH06yCwSDefvttzJw587x9hiAIEAQh9lwURdTW1qJjx47sa4iILlMy9zOXitc0RETNq6l9TbtJnp07dw55eXlyh0FElHTOnDmDzp07yx1Gs9q4cSMcDgfuvffe87YrLS3FggULWicoIqJ2Khn7mUvFaxoiopZxob6m3UzbdDqdSE1NxZkzZ2CxWOQOh4iozXO5XMjLy4PD4YDVapU7nGZVXFwMrVaL//mf/zlvux+OPHM6nejSpQv7GiKiZpDM/cyl4jUNEVHzampf025GntUNa7ZYLOxoiIiaUbJNGzl16hQ+/PBDvPfeexdsq9PpoNPp6m1nX0NE1HySrZ+5HLymISJqGRfqa1g8gIiI6HtWrVqFzMxMjB07Vu5QiIiIiIgoATB5RkRE9G+iKGLVqlWYPHky1Op2MzibiIiIiIjOg8kzIiKif/vwww9x+vRp/OIXv5A7FCIiIiIiShC8rU5ERPRvN910E9rJOjpERERERNREHHlGRERERERERETUCCbPiIiIiIiIiIiIGsHkGRERERERERERUSOYPCMiIiIiIiIiImoEk2dERERERERERESNYPKMiIiIiIiIiIioEUyeERERERERERERNYLJMyKiNswZcMLut8sdBhERJSkhLKDCUwFREuUOhYiIklS5uxxCWJA7jPNi8oyIqA076zqLr779CuFwWO5QiIgoCTkFJw6eOgivxyt3KERElIR8IR++tn2N8qpyuUM5LybPiIjaqLAYRrWzGgaFgckzIiJqEa6AC8qIEl4vk2dERNT8anw1CHgDUAQVcodyXkyeERG1US7BhYAQgA46KJX8OScioubn8DmghRZarVbuUIiIKMlIkoQKVwUMMEChYPKMiIhagMPvgCKkgFqhljsUIiJKQkJYgE/wQSNpoFazryEioublElzw+DzQibqE72eYPCMiaoMkSUKVuwo66OQOhYiIkpQn6EEoGIIWHHVGRETNr9pXjbAQhgYauUO5ICbPiIjaIE/QA3/AD63ICxoiImoZbsENMShCpVDJHQoRESWZiBhBhbMCelHfJkoDMHlGRNQGOQUnQkIIZr1Z7lCIiChJOXwOaKTEHw1ARERtjz1ghz/gh0lpgkaT+H0Nk2dERG1QlbsKGlEDnY7TNomIqPmFIiG4A25ooeWiNERE1OyqPFWAAJiNbWMwAHtCIqI2JhAOwO13Q4+2McSZiIjaHk/Qg1AoBKPamPAroBERUdsSjARR466BXtRDr9fLHU6TMHlGRNTGOANOBIUgUjQpcodCRERJyhP0QAyKMOqMcodCRERJpsZXg0AgAKvO2mZGN7eNKImIKKbGVwNlSAmD3iB3KERElKQcfgdUEVVC1qFZtmwZ8vPzodfrUVhYiE8//fS87Tds2IDevXtDr9ejf//+2LJlS9zrkiRh3rx5yMnJgcFgwOjRo3Hs2LG4NrW1tZg4cSIsFgtSU1Nx//33w+PxxF4PBAK499570b9/f6jVapSUlDQYy86dOzFkyBDodDp0794dq1evvqTvgIioLatwV0AdUrep6xkmz4iI2pCwGEatuxZaUct6Z0RE1CIiYgQunwsaSZNw5QHWr1+PmTNn4qmnnsL+/fsxcOBAFBcXo7KyssH2u3fvxoQJE3D//ffj888/R0lJCUpKSvDll1/G2rzwwgt49dVXsWLFCuzZswcmkwnFxcUIBAKxNhMnTsShQ4ewfft2bN68Gbt27cKUKVNir0ciERgMBjz88MMYPXp0g7GcPHkSY8eOxahRo3DgwAHMmDEDv/zlL7Ft27Zm+naIiBKfN+iF0+uEAYY2M2UTABSSJElyB9EaXC4XrFYrnE4nLBaL3OEQEV2SGl8NDpw6gPRwOjI6ZiAcDsPv96OgoKDVL3D4u1ofvxMiSgYuwYV93+6DJWBBTkYO7HY78vLyWv13raHf1MLCQlx11VVYunQpAEAUReTl5eE3v/kNZs2aVe89xo8fD6/Xi82bN8e2XXPNNRg0aBBWrFgBSZKQm5uL3/72t3j00UcBAE6nE1lZWVi9ejXuuusuHD58GH379sVnn32GYcOGAQC2bt2KW265Bd999x1yc3PjPvPee++Fw+HAxo0b47Y/8cQT+OCDD+ISd3fddRccDge2bt16yd8JEVFbctp5GkdPHUVnTWdYrVYAgNvthtlsrvd72hqa+rvKkWdERG2I3W8HgoBRzxo0RETUMtyCG2EhDJPOJHcocYLBIPbt2xc3skupVGL06NEoKytrcJ+ysrJ6I8GKi4tj7U+ePAmbzRbXxmq1orCwMNamrKwMqampscQZAIwePRpKpRJ79uxpcvwXioWIKNlJkgSb0wZtRAuDoe1M2QQAtdwBEBFR04iSiGpPNadsEhFRi3IGnFCJqoSbslldXY1IJIKsrKy47VlZWThy5EiD+9hstgbb22y22Ot1287XJjMzM+51tVqNtLS0WJumaCwWl8sFv9/f4IWkIAgQBCH23OVyNfnziIgSjSPggNfvhUVpSbg+5kJkH3n23HPPQaFQYMaMGedtd6FCn0REyc4luBAIBGBUGqFW894HERE1P0mS4PA6oBETr95Ze1RaWgqr1Rp75OXlyR0SEdElq/ZVQwyIMBvMcody0WRNnn322Wd4/fXXMWDAgPO2a0qhTyKiZOcMOBEWwkjRp8gdChERJSlvyItQKAS9Ug+lUvb77HHS09OhUqlQUVERt72iogLZ2dkN7pOdnX3e9nX/vVCbHy5IEA6HUVtb2+jnXkwsFoul0elLs2fPhtPpjD3OnDnT5M8jIkokoUgIlc5K6EV9m5uyCciYPPN4PJg4cSLeeOMNdOjQ4bxtlyxZgjFjxuCxxx5Dnz59sHDhQgwZMiRWKJSIKNlJkoQqdxV0oo5TNomIqMV4gh4IggCTNrHqnQGAVqvF0KFDsWPHjtg2URSxY8cOFBUVNbhPUVFRXHsA2L59e6x9QUEBsrOz49q4XC7s2bMn1qaoqAgOhwP79u2Ltfnoo48giiIKCwubHP+FYmmITqeDxWKJexARtUW1/loEhADMGjNUKpXc4Vw02ZJnU6dOxdixYxtdyvn7LqW4piAIcLlccQ8iorbKG/LCG/BCBx2n0RARUYtxBVxQhVUJe6Nm5syZeOONN/DWW2/h8OHDeOihh+D1enHfffcBACZNmoTZs2fH2k+fPh1bt27FokWLcOTIEcyfPx979+7FtGnTACBWPuaZZ57Bpk2bcPDgQUyaNAm5ubkoKSkBAPTp0wdjxozBAw88gE8//RT/+te/MG3aNNx1111xK8N99dVXOHDgAGpra+F0OnHgwAEcOHAg9vqvfvUrnDhxAo8//jiOHDmC1157De+88w4eeeSRlv/iiIhkVuGpgCqogsmQeDdnmkKWojnr1q3D/v378dlnnzWp/YUKfTaktLQUCxYsuKw4iYgShTPgREgIIUObIXcoRESUpCRJgt1rh0ZK3Hpn48ePR1VVFebNmwebzYZBgwZh69atsWuF06dPx003HT58ONauXYu5c+dizpw56NGjBzZu3Ih+/frF2jz++OPwer2YMmUKHA4Hrr32WmzduhV6vT7WZs2aNZg2bRpuuOEGKJVK3H777Xj11VfjYrvllltw6tSp2PPBgwcDiH6vQHSU2wcffIBHHnkES5YsQefOnfHHP/4RxcXFzf9FERElEG/QC4fHAYNkiPttbUtaPXl25swZTJ8+Hdu3b2/RL2327NmYOXNm7LnL5WKBTSJqs6q91dCENdBb2mZnQ0REic8f9iMQDECv0Cf0lJpp06bFRo790M6dO+ttu+OOO3DHHXc0+n4KhQJPP/00nn766UbbpKWlYe3ateeN69tvvz3v6wBw/fXX4/PPP79gOyKiZFLjr0HQH0S6Nh0KhULucC5JqyfP9u3bh8rKSgwZMiS2LRKJYNeuXVi6dCkEQajXWV+o0GdDdDrWBSKi5BAIB+DyuaCVtPxdIyKiFuMJehAUguio7Sh3KERElCRESUSFqwK6iA5Gs1HucC5Zq9c8u+GGG3Dw4MFYDYADBw5g2LBhmDhxIg4cONDgXa5LKa5JRJQsnAEngoEgUjQpbfZODRERJT634IYipIBB3/ZWQSMiosTkDDjh9XlhVBgTtiRAU7T6yDOz2RxXYwAATCYTOnbsGNs+adIkdOrUCaWlpQCihT5HjhyJRYsWYezYsVi3bh327t2LlStXtnb4REStrsZXA0VI0abv1BARUeKr8dRACy00Go3coRARUZKo8lYhEojAbDDLHcplkW21zfM5ffo0ysvLY8/rCn2uXLkSAwcOxLvvvluv0CcRUTIKi2HUumuhEzkVnYiIWo4/5Idf8EMLLdRqWdYUIyKiJBOKhFDlqoJBMsBgaNujmhOiZ/xhYc9LKfRJRJSMHAEHBEFAuiY9bvUwIiKi5uQJehAKhljvjIiImk2NvwZCQEC6Oj2hF6JpCl6JERElMLvPDgQBk8EkdyhERJTEXIILCAJ6HVd1JiKi5lHhroAypEyKaxkmz4iIEpQoiaj2VHOVzVZ09uxZ3HPPPejYsSMMBgP69++PvXv3yh0WEVGLq/XUQqvQtulizkRElDi8QS+cXif0oh56fdu/MZMQ0zaJiKg+Z8CJgBCAVWlt88Oc2wK73Y4RI0Zg1KhR+Pvf/46MjAwcO3YMHTp0kDs0IqIW5Q/54RN80Ek61jsjIqJmUeOvQdAfRLouHQqFQu5wLht7RyKiBGX32xEJRJBiSJE7lHbh+eefR15eHlatWhXbVlBQIGNEREStwx10s94ZERE1G1ESYXPaoI1oYTQb5Q6nWXDaJhFRApIkCVXuKmhFbVIMc24LNm3ahGHDhuGOO+5AZmYmBg8ejDfeeEPusIiIWpxbcEMRUrDeGRERNQtHwAGv34sURUrSlANg8oyIKAG5BBf8AT+MSiOn0LSSEydOYPny5ejRowe2bduGhx56CA8//DDeeuutRvcRBAEulyvuQUTU1tR6aqGBJmkucIiISF6VnkqIfhFmo1nuUJoNr8iIiBKQI+BAWAjDrE+eDifRiaKIYcOG4dlnnwUADB48GF9++SVWrFiByZMnN7hPaWkpFixY0JphEhE1K3/ID3/Qz3pnRETULISwgGpXNfSiHgaDQe5wmg1HnhERJZi6KZs6UcdVNltRTk4O+vbtG7etT58+OH36dKP7zJ49G06nM/Y4c+ZMS4dJRNSs3EE3gkIQJq1J7lCIiCgJ1PhrIAQEWHVWKJXJk3Li7SUiogTjCXrg9XthgIFTaFrRiBEjcPTo0bhtX3/9Nbp27droPjodE5xE1LbF6p2lsN4ZERFdHkmSUO4qhzqkhtGSHAsF1EmeNCARUZJwBBwICSFY9Ba5Q2lXHnnkEXzyySd49tlncfz4caxduxYrV67E1KlT5Q6NiKjFsN4ZERE1F5fggsfrgRHGpFv0jMkzIqIEU+mphDai5YimVnbVVVfh/fffx1/+8hf069cPCxcuxOLFizFx4kS5QyMiahH+kB8+wcd6Z0RE1CyqvFUIB8KwGJJvEAB7SSKiBOINeuHxeaCX9EyeyWDcuHEYN26c3GEQEbUKd9CNUDCEjtqOcodCRERtXCgSQqWrEvpIci0UUIcjz4iIEkjdlE2zjqtsEhFRy3ILbiAIGPTJd5FDREStq8Zfg0AggBR1SlKOZmbyjIgogVR5qqAJa5KuRgARESWeGk8NtNBCo9HIHQoREbVxFe4KKINKpBhT5A6lRTB5RkSUIPwhP1w+F7QS650REVHL8of88At+aKFNyhECRETUejxBDxweB4xS8i0UUIfJMyKiBBFbZVNrgUKhkDscIiJKYu6gG0EhiBRtco4QICKi1lPtq44uFKBP3usYJs+IiBJElacKypAyKQtsEhFRYnH4HVCEFKx3RkRElyUiRmBz2qCL6JL6OobJMyKiBCCEBTh9Tq6ySURELU6SJNR6a6GVtNBqtXKHQ0REbVitvxY+nw8mpSmpa2gyeUZElADsATuEgIAUTUrSDnUmIqLE4A15IQgCDCoDVCqV3OEQEVEbVuGpAATAbDTLHUqLYvKMiCgB1HhroAwpYTQY5Q6FiIiSnFuI1jszaUxyh0JERG2YL+RDrbsWRiTvQgF1mDwjIpKZEBZQ66mFXtInfadDRETys/vtUEVULBNARESXpdpXjaA/CIvWAqUyudNLyX10RERtgD1gRzAQ5CqbRETU4kRJhMPrgEbUMHlGRESXTJRE2Jw2aCNaGI3JP3uGyTMiIplVe6ujq2xyxTMiImphnqAHwWAQJrUp6UcJEBFRy7H77fD4PEhRpLSLxWfYYxIRyUgIC3B4HNCDq2wSEVHLcwkuhIQQjNrkHyVAREQtp8JTASkgwWKyyB1Kq2DyjIhIRnWrbJo1Zo4AICKiFmf32aERNe1ilAAREbUMX8iHGncNjFLyLxRQh1dqREQy4pRNIiJqLWExDKfXyXpnRER0Wap91RB8QrtYKKCOLEe5fPlyDBgwABaLBRaLBUVFRfj73//eaPvVq1dDoVDEPdpLdpOIkhenbBIRUWtyC24EQ0GYNCYuUENERJckIkZQ7iiHNqKFyWSSO5xWo5bjQzt37oznnnsOPXr0gCRJeOutt3Dbbbfh888/x5VXXtngPhaLBUePHo09Z4dPRG1d3ZTNLE1Wu7ljQ0RE8nEJLoiCCKOB9c6IiOjS2AN2eP1edFB2aFclAGRJnt16661xz3//+99j+fLl+OSTTxpNnikUCmRnZ7dGeERErSI2ZdPMKZtERNTyar21UIvqdnWxQ0REzavCXQGFoIDZZJY7lFYl+1CHSCSCdevWwev1oqioqNF2Ho8HXbt2RV5eHm677TYcOnSoFaMkImpenLJJREStKRgJwhPwQCtpodFo5A6HiIjaIG/Qi1pPLQySod2V0pJl5BkAHDx4EEVFRQgEAkhJScH777+Pvn37Nti2V69eePPNNzFgwAA4nU689NJLGD58OA4dOoTOnTs3uI8gCBAEIfbc5XK1yHEQEV0KTtkkIqLW5BJcCApBZOoyWf6EiIguSbWvGkF/EB21HdvdNYxsR9urVy8cOHAAe/bswUMPPYTJkyfjq6++arBtUVERJk2ahEGDBmHkyJF47733kJGRgddff73R9y8tLYXVao098vLyWupQiIguGlfZJCKi1uQKuCAFJRh07HeIiOjiRcQIbE4bdGEdjMb2VztTtuSZVqtF9+7dMXToUJSWlmLgwIFYsmRJk/bVaDQYPHgwjh8/3mib2bNnw+l0xh5nzpxprtCJiC6LEBZg99ihk3TtbrgzERHJo8ZTA42oYb0zIiK6JDX+Gnh9XpiUpnbZlyTMODtRFOOmWZ5PJBLBwYMHkZOT02gbnU4Hi8US9yAiSgR1UzbNGjOnzhARUYvzhXzwCT7oFXqo1bJVbSEiojYstlCAsX0tFFBHlt5z9uzZuPnmm9GlSxe43W6sXbsWO3fuxLZt2wAAkyZNQqdOnVBaWgoAePrpp3HNNdege/fucDgcePHFF3Hq1Cn88pe/lCN8IqLLUu2thiqkgtHc/oY7ExFR66urd5ahy5A7FCIiaoM8QQ/sHjuMkhEGQ/uc/i9L8qyyshKTJk1CeXk5rFYrBgwYgG3btuHGG28EAJw+fTqu+JzdbscDDzwAm82GDh06YOjQodi9e3ejCwwQESUqTtkkIqLWZvfZoQwroTNzdWciIrp4lZ5KhPwhZBra76IzsiTP/vSnP5339Z07d8Y9f+WVV/DKK6+0YERERK2j1l8LISAgW5vdbjseIiJqPRExglpvLXSSDjodk2dERHRxwmI4ulBARAeDpX2OOgMSqOYZEVF7UOmpjE7ZNHDKJhERtTx30I1gMAij0hg3s4OIiKgpanw18Af8SFGmQKPRyB2ObNiDEhG1El/IB6fXCb2k591/IiJqFS7BhYgQgUlvkjsUIiJqg8pd5VAFVTCb2udCAXWYPCMiaiV2vx3BQBAWrYVTNomIqFXUeGqgETXQarVyh0JERG2MS3DB6XHCKBnbfb1mJs+IiFpJhbsCmrAGRiOnbBIRUcsTwgI8AQ+0kpbJMyIiumgVngqEA2FYDdZ2f/OfyTMiolbgCXrg9rlhgIEXMERE1CpcggvBYBAp2pR2f9FDREQXJxgJotJZCX1Ez5v/YPKMiKhV1PprEQqEYNFzyiYREbUOZ8AJCIBB135XRyMioktT5a1CwB+AVWuFSqWSOxzZMXlGRNTCJElCpasS2oi23dcKICKi1iFJEqo91ZyySUREF02URJQ7y6ENa2EycsEZgMkzIqIW5w664fV7OWWTiIhajSfogSAI0Cv0UKvVcodDRERtiN1vh9vnhgkm6HQ6ucNJCEyeERG1sNiUTYNF7lCIiKidcAkuBIUgzHqz3KEQEVEbY3PbgABgNrIPqcPkGRFRCxIlERXOCuhEHadsEhFRq6n11UIdUSfliOdly5YhPz8fer0ehYWF+PTTT8/bfsOGDejduzf0ej369++PLVu2xL0uSRLmzZuHnJwcGAwGjB49GseOHYtrU1tbi4kTJ8JisSA1NRX3338/PB5PXJsvvvgC1113HfR6PfLy8vDCCy/Ui2Xx4sXo1asXDAYD8vLy8MgjjyAQCFziN0FE1Py8QS9q3DUwSAYYDKyZWYfJMyKiFuQMOOEP+GFSmKDRaOQOh4iI2oGwGIbT64RO0iXddJv169dj5syZeOqpp7B//34MHDgQxcXFqKysbLD97t27MWHCBNx///34/PPPUVJSgpKSEnz55ZexNi+88AJeffVVrFixAnv27IHJZEJxcXFcUmvixIk4dOgQtm/fjs2bN2PXrl2YMmVK7HWXy4WbbroJXbt2xb59+/Diiy9i/vz5WLlyZazN2rVrMWvWLDz11FM4fPgw/vSnP2H9+vWYM2dOC3xTRESXptJbiZA/BKvOCqWSKaM6/CaIiFpQja8GkUAEKYYUuUOhC5g/fz4UCkXco3fv3nKHRUR00VyCC4IgwKg2Jt0Kzy+//DIeeOAB3Hfffejbty9WrFgBo9GIN998s8H2S5YswZgxY/DYY4+hT58+WLhwIYYMGYKlS5cCiI46W7x4MebOnYvbbrsNAwYMwJ///GecO3cOGzduBAAcPnwYW7duxR//+EcUFhbi2muvxR/+8AesW7cO586dAwCsWbMGwWAQb775Jq688krcddddePjhh/Hyyy/HYtm9ezdGjBiBu+++G/n5+bjpppswYcKEC46cIyJqLaFICDanDbqIDkajUe5wEgqTZ0RELSQiRlDpqoRO4pTNtuLKK69EeXl57PG///u/codERHTRHH4HxKAIkz65VkgLBoPYt28fRo8eHdumVCoxevRolJWVNbhPWVlZXHsAKC4ujrU/efIkbDZbXBur1YrCwsJYm7KyMqSmpmLYsGGxNqNHj4ZSqcSePXtibX70ox/FTZMtLi7G0aNHYbfbAQDDhw/Hvn37YsmyEydOYMuWLbjlllsu+TshImpO1b5q+P1+pChTOGvmB7j0DhFRC3EEHPAH/EhTpnGlszZCrVYjOztb7jCIiC6ZJEmo8dQk5ZTN6upqRCIRZGVlxW3PysrCkSNHGtzHZrM12N5ms8Ver9t2vjaZmZlxr6vVaqSlpcW1KSgoqPceda916NABd999N6qrq3HttddCkiSEw2H86le/Ou+0TUEQIAhC7LnL5Wq0LRHR5ZAkCTa3DSpBBbOZCwX8EEeeERG1kGpvNRDkKjVtybFjx5Cbm4tu3bph4sSJOH369HnbC4IAl8sV9yAikpMv5IMv4INeoeeNmwSzc+dOPPvss3jttdewf/9+vPfee/jggw+wcOHCRvcpLS2F1WqNPfLy8loxYiJqT5yCE063E0YYOWumAUyeERG1gFAkhGp3NfSinp1PG1FYWIjVq1dj69atWL58OU6ePInrrrsObre70X14UUNEicYpOBEKhpCiTb5am+np6VCpVKioqIjbXlFR0eio4ezs7PO2r/vvhdr8cEGCcDiM2trauDYNvcf3P+PJJ5/Ez3/+c/zyl79E//798V//9V949tlnUVpaClEUG4x/9uzZcDqdsceZM2cabEdEdLlsbhsigQisRmvS1ctsDkyeERG1gFp/LQKBAMwaM1epaSNuvvlm3HHHHRgwYACKi4uxZcsWOBwOvPPOO43uw4saIko0Nd4aqMKqpLxxo9VqMXToUOzYsSO2TRRF7NixA0VFRQ3uU1RUFNceALZv3x5rX1BQgOzs7Lg2LpcLe/bsibUpKiqCw+HAvn37Ym0++ugjiKKIwsLCWJtdu3YhFArFfU6vXr3QoUMHAIDP56v3bwKVSgUgOl2qITqdDhaLJe5BRNTc/CE/qlxVMEgGLhTQCF7RERG1gEpPJZRBJUyG5CrW3J6kpqaiZ8+eOH78eKNteFFDRIkkFAnB6XVCh+Srd1Zn5syZeOONN/DWW2/h8OHDeOihh+D1enHfffcBACZNmoTZs2fH2k+fPh1bt27FokWLcOTIEcyfPx979+7FtGnTAAAKhQIzZszAM888g02bNuHgwYOYNGkScnNzUVJSAgDo06cPxowZgwceeACffvop/vWvf2HatGm46667kJubCwC4++67odVqcf/99+PQoUNYv349lixZgpkzZ8ZiufXWW7F8+XKsW7cOJ0+exPbt2/Hkk0/i1ltvjSXRiIjkUOmthOATYNVYeeO/ESyEQETUzPwhPxxeB/QSp2y2ZR6PB9988w1+/vOfyx0KEVGTOAUnBEFAuio9aafcjB8/HlVVVZg3bx5sNhsGDRqErVu3xorznz59Ou7Cb/jw4Vi7di3mzp2LOXPmoEePHti4cSP69esXa/P444/D6/ViypQpcDgcuPbaa7F169a4PnzNmjWYNm0abrjhBiiVStx+++149dVXY69brVb84x//wNSpUzF06FCkp6dj3rx5mDJlSqzN3LlzoVAoMHfuXJw9exYZGRm49dZb8fvf/74lvzIiovMKi2GUO8uhi+iQYkm+Kf/NRSE1NkY4ybhcLlitVjidTo4MIKIW9Z3rOxw5fQQ5ipzYVI2WEg6H4ff7UVBQAK1W26Kf9UPJ9rv66KOP4tZbb0XXrl1x7tw5PPXUUzhw4AC++uorZGRkNOk9ku07IaK25XjNcZz67hS6GLvAZGq+kc92ux15eXmt/rvG39T6+J0QUXOzeWz46sxX6BjuiIyOTfs3b3Nzu90wm82x0bytqam/qxx5RkTUjCRJQoW7AtqwFkYr6wW0Jd999x0mTJiAmpoaZGRk4Nprr8Unn3zS5MQZEZGcJElCtacaWlGbtFM2iYioeUmShHPOc1AJKqSYOersfJg8IyJqRu6gGx6vBwYYePHSxqxbt07uEIiILpk76IYgCDApTVCr+U98IiK6MHvADpfHhRRFCsvNXAArwRERNaMaXw1CgRAsek6lICKi1uMMOBESQkjRceQAERE1jc1tgxgQYTFYkrZWZnNh8oyIqJmIkohKVyV0og4Gg0HucIiIqB2p9lRDHVFz1DMRETWJN+hFjbsGRskIo5HlZi6EyTMiomZi99vhC/iQokyBRqOROxwiImonhLAAT8ADraht9cVjiIiobarwVCDoC8Kqs8atUkwN4zdERNRMqr3VkAISUgycMkNERK3HKTghBASYtWZOuyEiogsKRoKwOW3QR/QcddZETJ4RETWDYCSIanc1dKKOxTaJiKhV2X12KIIKGA28ACIiogur8lYh4A/ArDZzxkwTyZI8W758OQYMGACLxQKLxYKioiL8/e9/P+8+GzZsQO/evaHX69G/f39s2bKllaIlIrqwWn9t9K6/xgyVSiV3OERE1E6IkohqTzW0kpb1zoiI6IJESUS5sxyakAYpRs6YaSpZkmedO3fGc889h3379mHv3r348Y9/jNtuuw2HDh1qsP3u3bsxYcIE3H///fj8889RUlKCkpISfPnll60cORFRw6o8VVCGlDAZTHKHQkRE7YhLcCEYDCJFncKaNUREdEG1/lq4fW6YYOKMmYsgSw9766234pZbbkGPHj3Qs2dP/P73v0dKSgo++eSTBtsvWbIEY8aMwWOPPYY+ffpg4cKFGDJkCJYuXdrKkRMR1ecL+WD32Dllk4iIWp3db0ckEIFJz5s3RER0YeWuckh+CRaTRe5Q2hTZb09FIhGsW7cOXq8XRUVFDbYpKyvD6NGj47YVFxejrKysNUIkIjqvGl8NBL8Aq87KQs1ERNRqJElCtZtTNomIqGlcggu17lqkIAUGg0HucNoUtVwffPDgQRQVFSEQCCAlJQXvv/8++vbt22Bbm82GrKysuG1ZWVmw2WyNvr8gCBAEIfbc5XI1T+BERN8jSRIqXBXQRXQwmlmomYiIWo8n6IEv4IMBBhZ8JiKiC7K5bQj7wrAaeNP/Ysk28qxXr144cOAA9uzZg4ceegiTJ0/GV1991WzvX1paCqvVGnvk5eU123sTEdVxCk54fB4YFUZotVq5wyEionbEKTgRDARh0XPqDRERnZ8/5EelsxIG0QCjkTf9L5ZsyTOtVovu3btj6NChKC0txcCBA7FkyZIG22ZnZ6OioiJuW0VFBbKzsxt9/9mzZ8PpdMYeZ86cadb4iYiA6DLPkUAEFgMvXIiIqHVVuaugFTllk4iILqzCWxEtNaO1QqVSyR1OmyN7zbM6oijGTbP8vqKiIuzYsSNu2/bt2xutkQYAOp0OFosl7kFE1JxCkRCqXFXQi3rWDCAiolblD/nh9ruhlbQc+UxEROcVioRwzn4OurAOKSkpcofTJslS82z27Nm4+eab0aVLF7jdbqxduxY7d+7Etm3bAACTJk1Cp06dUFpaCgCYPn06Ro4ciUWLFmHs2LFYt24d9u7di5UrV8oRPhERgOgyz/6AHxmaDN69ISKiVuUIOBAUguio7ci6NUREdF6V3koE/AGkq9NZI/MSyZI8q6ysxKRJk1BeXg6r1YoBAwZg27ZtuPHGGwEAp0+fhlL5n0Fxw4cPx9q1azF37lzMmTMHPXr0wMaNG9GvXz85wiciAgBUeCqgCqpgSjHJHQoREbUztb5aqEIq6M16uUMhIqIEFhEjOOc8B01IgxQzR51dKlmSZ3/605/O+/rOnTvrbbvjjjtwxx13tFBEREQXxxv0wuFxQC/qodfzwoWIiFpPKBKC3WOHTtKx3hkREZ1Xjb8Gbo8bHRQdeN1yGRKm5hkRUVtS7atG0B+ERWfhdBkiImpVjoADQlCASW2Km61BRET0fZIk4azzLJRBJSwm1oG/HOxtiYgukiiJqHBVQBfRcZlnIiJqdXa/HQgCJgPLBhARUeMcAQdcHhdMkomjzi4Tk2dERBfJEXDA6/fCpDBxhTMiImpVETGCanc1dCKnbBIR0fmdc51DxB+B1WjlbJnLxOQZEdFFqvRUQgpIMBvNcodCRETtjEtwQQgKMCqNXOmZiIga5Ql6UOOugUkycbZMM2DyjIjoIghhAdWuauhFPQwGg9zhEBFRO2P32xEJRJBi4IppRETUuHJ3OUK+EKx6K+tjNgN+g0REF6HGXwMhIMCitbATIiKiViVJEqrcVdCKWtauISKiRgXCAVQ4KmCIGGAysT5mc+CVHxFRE0mSBJvLBlVIBaOBQ5+JiKh1uYNu+AN+GBQGqNVqucMhIqIEVeGpQMAXgFVr5RT/ZsLkGRFRE7mDbri9bhhh5B1/IiJqdXa/HWEhDIvBIncoRESUoEKREM7az0IX1iElhVP8mwuTZ0RETVTpqUQoEILVYJU7FCIiamfqpmxylU0iIjqfCm8F/D4/rBorNBqN3OEkDSbPiIiaIBQJodJVCUPEwIUCiIio1XmCHnj9Xuigg1arlTscIiJKQGExjLP2s9CGtDCbzHKHk1SYPCMiaoIafw0C/gDMGjPrzBARUauzB+wICSFY9JyySUREDavyVsHr88KsNHOUcjNj8oyIqAnqFgowGbhaDRERtb4qdxU0YQ0vhoiIqEGiJOKs8yzUQTVHnbUAJs+IiC7AJbjg9DphkAxcKICIiFqdJ+iBx++BQWFg8oyIiBpU7auGx+uBWWFmmZkWwOQZEdEFVHmrEPaHYTVYoVAo5A6HiIjaGUfAgVAgBLOOIwmIiKg+SZJw1nkWCABmI/uKlsDkGRHReYQiIVQ4K6AX9byDQ0REsqh0V0IT0XD0MxERNajWXwun24kUpPCapYUweUZEdB41/hoEAgGYlCYuFEBERK3OG/RGp2zCwFU2iYioQWddZyEFJFiNnCnTUpg8IyI6D5vLBmVQyaKbREQkC0fAgWAgiBRtCi+IiIioHkfAAbvbjhSkwGg0yh1O0mLyjIioEW7BDafXCaNk5FQZIiKSRaW7Euqwmv0QERE16JzrHMK+MCx6C2+ytCAmz4iIGlHlrULIH+JCAUREJAt/yA+33w0DuMomERHV5xbcqHZVwySZYDKZ5A4nqTF5RkTUgLAYhs1pgy6iY9HNduq5556DQqHAjBkz5A6FiNope8AOwS/ArDXzJg4REdVT7i5HyBdCqj4VSiXTOy2J3y4RUQOqfdUI+AOwqC1cKKAd+uyzz/D6669jwIABcodCRO1YhauCUzaJiKhB3qAXFc4KGEUjR521AibPiIh+QJIklLvKoQwqkWJMkTscamUejwcTJ07EG2+8gQ4dOsgdDhG1U76QD26/G0aFkVM2iYionnPucwj6grBqrVCpVHKHk/SYPCMi+gGX4ILL44IRXCigPZo6dSrGjh2L0aNHyx0KEbVjtf5aBANBTtkkIqJ6fCEfKhwVMIQNSEnhzf7WwLlIREQ/UOmtRNgf5kIB7dC6deuwf/9+fPbZZ01qLwgCBEGIPXe5XC0VGhG1M5XuSmjCGhisrLtJRETxyt3lEHwCsrXZLDHTSjjyjIjoe4SwgEpnJQyiAUajUe5wqBWdOXMG06dPx5o1a5o84rC0tBRWqzX2yMvLa+Eoiag98AQ9cPuiq2xqtVq5wyEiogTiD/lhc9hgiBhgNpvlDqfdYPKMiOh7qnxV0YUCtBbWDmhn9u3bh8rKSgwZMgRqtRpqtRoff/wxXn31VajVakQikXr7zJ49G06nM/Y4c+aMDJETUbKx++0I+oMw6zhlk4iI4tk8NgR8AVg1Vo46a0X8pomI/k2URNicNmjDWhjNbWPU2TvvvIOMjAzk5+fLHUqbd8MNN+DgwYNx2+677z707t0bTzzxRIPJVJ1Ox0LeRNSsJElCpbsSOlHHuptERBQnEA7gnONctNZZB9Y6a02yjDwrLS3FVVddBbPZjMzMTJSUlODo0aPn3Wf16tVQKBRxD/6Dgoiak91vh9vnhgmmNvH7Ultbi/nz5+Pee+/F//t//0/ucNo8s9mMfv36xT1MJhM6duyIfv36yR0eEbUTnqAHHp8HeuiZnCciojg2jw0Bb3TUmUajkTucdkWW5NnHH3+MqVOn4pNPPsH27dsRCoVw0003wev1nnc/i8WC8vLy2OPUqVOtFDERtQcVngpIAQlmY9uoHfDGG2/A6/WiT58+uO666+QOh4iImkGtvxYhIQSL3iJ3KERElECEsIBz9nPQh/VJt8JmW1h0S5Zpm1u3bo17vnr1amRmZmLfvn340Y9+1Oh+CoUC2dnZLR0eEbVDvpAPNe4aGEQDDIbEX9nMbrfjzTffBAD8+te/Zk2cFrJz5065QyCidkSSJFS6KqGL6KA3J/4IaCIiaj11tc4y1BlJNersq6++wm233YYHH3wQL730EpTKxCzNnxBROZ1OAEBaWtp523k8HnTt2hV5eXm47bbbcOjQoUbbCoIAl8sV9yAiakyVtwqCT4BVZ03YH+zve/311+HxeNC3b1/ccMMNcodDRETNwB10w+v3wqDgKptERPQfwUgQZ+1noQvrYE5pG7NkmkKSJPzud7+Dz+fD0aNHE/o6TPbIRFHEjBkzMGLEiPPWlOnVqxfefPNN/O1vf8Pbb78NURQxfPhwfPfddw22Ly0thdVqjT3y8vJa6hCIqI2LiBGUO8uhj+hhMpnkDueCamtr8ac//QkA8MgjjyR0J0NERE1X46tBOBCGWZ88F0ZERHT5bB4b/D4/LCpLUt1c2bBhAz799FMYDAbMnz9f7nDOS/YrrqlTp+LLL7/EunXrztuuqKgIkyZNwqBBgzBy5Ei89957yMjIwOuvv95g+9mzZ8PpdMYeZ86caYnwiSgJVPuq4fV5kaJKaRNDoJcvXw6fz4f+/fvjxhtvlDscIiJqBqIkosJVAa2obRPlA4iIqHUEI0F8V/sddKHkGnXmdDrxzDPPAIiWoenUqZPMEZ2frMmzadOmYfPmzfjnP/+Jzp07X9S+Go0GgwcPxvHjxxt8XafTwWKxxD2IiH5IkiScc52DSlC1iYUCqqqqsGrVKgDAo48+ylpnRERJwhFwwB/wI0WZArValrLEDTp9+jS+/fZbucOIs2zZMuTn50Ov16OwsBCffvrpedtv2LABvXv3hl6vR//+/bFly5a41yVJwrx585CTkwODwYDRo0fj2LFjcW1qa2sxceJEWCwWpKam4v7774fH44lr88UXX+C6666DXq9HXl4eXnjhhXqxOBwOTJ06FTk5OdDpdOjZs2e9eIiIvq+u1plFnVyjzl544QXU1NSgR48emDx5stzhXJAsyTNJkjBt2jS8//77+Oijj1BQUHDR7xGJRHDw4EHk5OS0QIRE1F44BSdcHhdMMEGvT/zizK+99hr8fj8GDx7MWmdEREmkxlcDMSAm3I2cJUuWYNy4cVi0aJHcoQAA1q9fj5kzZ+Kpp57C/v37MXDgQBQXF6OysrLB9rt378aECRNw//334/PPP0dJSQlKSkrw5Zdfxtq88MILePXVV7FixQrs2bMHJpMJxcXFCAQCsTYTJ07EoUOHsH37dmzevBm7du3ClClTYq+7XC7cdNNN6Nq1K/bt24cXX3wR8+fPx8qVK2NtgsEgbrzxRnz77bd49913cfToUbzxxhsJP9qCiORTV+tMG9LCkpI8A4L+7//+D2+99RYA4Pe//32bSAoqJEmSWvtDf/3rX2Pt2rX429/+hl69esW2W63W2DD1SZMmoVOnTigtLQUAPP3007jmmmvQvXt3OBwOvPjii9i4cSP27duHvn37XvAzXS4XrFYrnE4nR6ERUczhysM4V34OeYa8hF/yuaKiAsOHD0cgEMDbb7+NUaNGIRwOw+/3o6CgoNU7Hf6u1sfvhIguRVgMY8+pPYAD6JLeBSqVSu6QAESn1AwZMgSBQADbtm3DTTfd1Kqf39BvamFhIa666iosXboUQLR+cl5eHn7zm99g1qxZ9d5j/Pjx8Hq92Lx5c2zbNddcg0GDBmHFihWQJAm5ubn47W9/i0cffRRA9LizsrKwevVq3HXXXTh8+DD69u2Lzz77DMOGDQMAbN26Fbfccgu+++475ObmYvny5fjd734Hm80W649nzZqFjRs34siRIwCAFStW4MUXX8SRI0cuuUwE+xmi9uWU4xSOnz2OTCkTHdM6yh1OswiHwxg3bhwOHjyI//qv/8LSpUvhdrthNpuRm5vb6vE09XdVlpFny5cvh9PpxPXXX4+cnJzYY/369bE2p0+fRnl5eey53W7HAw88gD59+uCWW26By+XC7t27m5Q4IyJqiC/kQ7W7GkbJCKPRKHc4F7Rs2TIEAgEMHToU119/vdzhEBFRM6n11yIQCMCkMiVM4gyIjvIKBALo0aMHCgsL5Q4HwWAQ+/btw+jRo2PblEolRo8ejbKysgb3KSsri2sPAMXFxbH2J0+ehM1mi2tjtVpRWFgYa1NWVobU1NRY4gwARo8eDaVSiT179sTa/OhHP4q7kVVcXIyjR4/CbrcDADZt2oSioiJMnToVWVlZ6NevH5599llEIpHL+VqIKEkJYQFn7WehD+uTqtbZW2+9hYMHD8JqteKpp56SO5wmk6WgQlMGu+3cuTPu+SuvvIJXXnmlhSIiovao0luJoD+INE1awq9YWV5ejrfffhsAa50RESWbKk8VFIICZnPiXByJohibUjNhwoSE6Heqq6sRiUSQlZUVtz0rKys2uuuHbDZbg+1tNlvs9bpt52uTmZkZ97parUZaWlpcmx+Woql7T5vNhg4dOuDEiRP46KOPMHHiRGzZsgXHjx/Hr3/9a4RCoUYvIAVBgCAIsecul6vBdkSUfMo95Qj4AshQZbSJaY1NUV5eHqsHOXv2bGRkZMgcUdMl9tUiEVELCYthlDvKoQvrEn66JgAsXboUgiCgsLAQ1113ndzhEBFRMwmEA6j11MIAA3Q6ndzhxHz88cf49ttvYbFYMG7cOLnDSQqiKCIzMxMrV67E0KFDMX78ePzud7/DihUrGt2ntLQUVqs19sjLy2vFiIlILoFwAGftZ5Nuhc158+bB4/FgyJAhmDhxotzhXBQmz4ioXaryVsHv98OsMl9y3ZHWcvbsWaxduxYAR50RESWbWn8tgoEgUtQpCTUKum5l5zvvvDNhShukp6dDpVKhoqIibntFRQWys7Mb3Cc7O/u87ev+e6E2P1yQIBwOo7a2Nq5NQ+/x/c/IyclBz54946bm9unTBzabDcFgsMH4Z8+eDafTGXucOXOmwXZElFzK3eUIeAOwaqxJM+rsww8/xJYtW6BSqfD8888nVJ/XFG0rWiKiZiBJEs65zkElqJBiTPxRZ0uWLEEwGMTw4cMxfPhwucMhIqJmVOmuhDqkhslokjuUmG+//RYfffQRAGDy5MkyR/MfWq0WQ4cOxY4dO2LbRFHEjh07UFRU1OA+RUVFce0BYPv27bH2BQUFyM7OjmvjcrmwZ8+eWJuioiI4HA7s27cv1uajjz6CKIqxWnBFRUXYtWsXQqFQ3Of06tULHTp0AACMGDECx48fhyiKsTZff/01cnJyGr041ul0sFgscQ8iSm6BcADn7OdgCBuSZtSZ3+/H3LlzAQAPPPBAm6xdz+QZEbU79oAdbo8bJoUJer1e7nDO68SJE1i3bh0AxFYBIyKi5OAJeuD0OqGX9Ak1ZfPPf/4zJEnCqFGj0K1bN7nDiTNz5ky88cYbeOutt3D48GE89NBD8Hq9uO+++wAAkyZNwuzZs2Ptp0+fjq1bt2LRokU4cuQI5s+fj71792LatGkAAIVCgRkzZuCZZ57Bpk2bcPDgQUyaNAm5ubkoKSkBEB0dNmbMGDzwwAP49NNP8a9//QvTpk3DXXfdFVsZ7u6774ZWq8X999+PQ4cOYf369ViyZAlmzpwZi+Whhx5CbW0tpk+fjq+//hoffPABnn32WUydOrWVvj0iagvOus4i4IuOOkv0GTJNtXjxYpw5cwadOnXCb3/7W7nDuSSyLBhARCQnm9sGMSDCarQm/BTIl156CZFIBD/+8Y8TYqUzIiJqPrX+WoQCIWQZshKmP/L7/bGbNok06qzO+PHjUVVVhXnz5sFms2HQoEHYunVrrDj/6dOn46YCDR8+HGvXrsXcuXMxZ84c9OjRAxs3bkS/fv1ibR5//HF4vV5MmTIFDocD1157LbZu3Rp3g23NmjWYNm0abrjhBiiVStx+++149dVXY69brVb84x//wNSpUzF06FCkp6dj3rx5mDJlSqxNXl4etm3bhkceeQQDBgxAp06dMH36dDzxxBMt+ZURURviD/lhc9hgCBuQ0iHxZ8g0xZEjR2K1HZ955pmEKQVwsRRSU5a+TAIulwtWqxVOp5PDnYnaMW/Qi32n90Hr0aJzeueEnmv/5Zdfori4GACwbdu2uH/o1wmHw/D7/SgoKGj1egj8Xa2P3wkRNZUoidh7Zi8CNQF06dAlYWra/OUvf8Gjjz6KLl264H//93+hUqlgt9uRl5fX6r9r/E2tj98JUXI7XnMcp86dQrYyOzbluy0TRRE//elP8f/Zu/Pwpqr8f+DvNG2SNmv3BQqURfZNECzu2gGVURkdEWRkEUE2ZVERGFZBi+ygyCIKqCC4gYqKMiD6U3ABYRQFFOhG23Rv9j339wdDvlZaKNDm3qbv1/PkcXJ7kvu+ySSHfO655/z444+488478dprr1XbzmKxQKvVBkbzBlNtv1el+6uRiKgeGK1GuO1uGFQGSRfOAODFF18EANx3333VFs6IiKjhqnRWwuawQR2mlkzhTBCEwEIBw4YNqzKxPRER1S+7xx4YdabVhsZcZ9u2bcOPP/6IqKgoPPfcc2LHuSrS/uVIRFSHXF7XuQ7JFyn54cLff/899u3bB7lczrnOiIhCUKmtFH6nH7oo6YweOnToEH799VeoVCo89NBDYschImpUzprOwmV3waA0IDy84c+wVVxcjAULFgA4N3dzkyZNRE50dVg8I6JGo9hWDKfDCb1CL+kOSRAEZGZmAgAGDx4sucmaiYjo6rh9bpSYS6DyqyS1cM35UWcDBgwIicuFiIgaCovLgiJTEaJ8USEz6mzmzJkwmUzo0qULRo4cKXacq8biGRE1Cl6/FwWVBVB4FFBHqcWOc1F79+7Fjz/+CJVKhUmTJokdh4iI6liZvQwupwvaCK1kLo0sKCjAJ598AgCBlSuJiCg48kx58Ng9iFZFS6ZfuBq7d+/GJ598ArlcjsWLF0t64EJtsXhGRI1Cqb0UNrsN2jAtlEql2HFq5Pf7A3OdjRgxAsnJySInIiKiulZkKYLcI4c6UjonczZt2gSv14v09HTOs0lEFESVzkqUmEqg8WmgVkunX7hSJpMJM2bMiBJaeQABAABJREFUAACMHTs2ZPoUFs+IKOQJgoB8Uz7C3eHQqqU9DPqjjz7Cb7/9Bq1Wi3Hjxokdh4iI6pjVbYXJZkKkECmZSzZtNhveeustAMCoUaNETkNE1HgIgoC8yjz4HX7oI/UhMers+eefR1FREdLS0kLqKhoWz4go5JU5ymCxWqCGWjI/VKrj8XiwePFiAOfO0sTExIiciIiI6lqpvRRepxc6lQ4ymUzsOACAd999FyaTCS1atEBGRobYcYiIGo1yRznKzeXQCKEx6uzgwYPYsmULAGDJkiWIjIwUOVHdYfGMiEJegbkAcAG6KOn8UKnO1q1bkZ2djbi4ODz22GNixyEiojrmF/woMhVB4VNI5geF3+/Hhg0bAACPPfZYSIx6ICJqCARBQJ4pD3AChigDwsIadnnG4XDgmWeeAQD861//wvXXXy9yorrVsN8dIqJLMDlNqLBUQC2oERUVJXacGlmtVixbtgwAMGnSpJA480RERFVVOCpgc9igCdMgIiJC7DgAgP/85z/IysqCXq/HwIEDxY5DRNRolNhLUGGugEbQSPp3Sm2tWLECWVlZSEpKwr///W+x49Q5Fs+IKKQVWgrhtUvr8pjqvPLKKygtLUVaWhr+9a9/iR2HiIjqQbG1GHAB2ijpzL/56quvAgCGDBnCEzdEREHi8/uQW5ELuVMOvVov6d8ptXHs2DGsWbMGAPDCCy9Ap9OJnKjusXhGRCHL7rGjxFyCKCFK0mdzCgsLsW7dOgDAjBkzJDMagYiI6o7T60SppRQqQSWZ+TePHTuGAwcOQC6XY/jw4WLHISJqNIptxTBbzNDKtJK5jP9Keb1ePP300/D5fOjfvz/69esndqR6weIZEYWsQksh3HY39Appr1yzePFiOJ1OXHfddbjrrrvEjkNERPWg1F4Kl8MFXYROMvPanB919ve//x1NmjQROQ0RUePg9XtxtvIsItwR0KmlfXVMbaxbtw6//PILDAYDFixYIHaceiONnpuIqI65vC4YK41QeVXQaDRix6nRb7/9hnfeeQcAMGvWrAbfeRIR0YUEQYDRZITCq4A6ShqXRhYVFeHDDz8EAIwaNUrkNEREjUehpRAWiyUkRp39/vvvWLJkCQBg9uzZSEhIEDlR/WHxjIhCktFqhNPuhF6hR3h4uNhxavT8889DEAT8/e9/R48ePcSOQ0RE9aDCWQGr3Qq1TA2lUil2HADAxo0b4fF4cN1116F79+5ixyEiahRcXhfyyvOgcCug1+rFjnNVvF4vpkyZArfbjdtvvz3kF51h8YyIQo7H50FBZQGUXiU0aumOOvv666+xf/9+REREYPr06WLHISKielJsLYbf6YcuShoTKFutVrzxxhsAgMcff1zkNEREjcdZ89lzJ/jD9ZI5mXKl1q1bhyNHjkCn02HRokUhfwUNi2dEFHKKbEWw2+zQyrVQKBRix6mWz+fD/PnzAQBDhw5FixYtxA1ERET1wul1otQsrYUC3nrrLZhMJrRq1SpkJ3YmIpIaq9uKwopCRHoiodNK42TKlfrz5Zpz585FcnKyyInqH4tnRBRSvH4v8ivyofAooNNIt1N6//338dtvv0Gn02HSpElixyEionpSai+F2+mGLkInicVrXC5XYKGAcePGSWbxAiKiUJdbmQu33Q2D0oCIiAix41wxr9eLyZMnN5rLNc9jb0lEIaXYVgyb3QZtmFayQ6EdDgcWLVoEAHjiiScQExMjciIiIqoP5xcKiPBGSGahgB07dsBoNCIpKQn/+Mc/xI5DRNQoVDgqUGIqgcankfRiZrWxdu1aHD16tNFcrnkei2dEFDJ8fh/yK/MR4Y6AVq0VO06N1qxZg8LCQjRp0gSPPvqo2HGIiKienF8oIApRkjih4/f78corrwA4t8KmFDIREYU6QRCQW5kLwSFAH6mXxCjkK/X7779j6dKlABrP5ZrnsXhGRCGj1F4Ki9UCjUwj2WWf8/PzsXr1agDAzJkzJTP/DRER1b1iazF8Tp9kFgr4/PPPcfr0aeh0OgwZMkTsOEREjUKJvQQV5gpohIY96uzPl2vecccdjeZyzfNEKZ5lZmbiuuuug1arRUJCAgYMGICTJ09e8nHvvvsu2rVrB5VKhc6dO+PTTz8NQloiaggEQUC+KR9ytxw6tTR+pFQnMzMTTqcTvXv3xj333CN2HCIiqidOrxMl5hJECpGSOKEjCELg5M3QoUOh1Up3hDYRUajw+X3IrchFmDMMBrWhQV/i+OfLNV988cUGfSxXQpTi2VdffYXx48fju+++w549e+DxeNC3b1/YbLYaH3PgwAEMHjwYI0eOxJEjRzBgwAAMGDAAx44dC2JyIpKqMkcZTFYTNNBIdjTXjz/+iB07dkAmk2HevHmNrsMhImpMSmwlcDlc0EfoJTEp/3fffYcjR45AqVTiscceEzsOEVGjUGgthNlihlamRVRUlNhxrtiJEycCl2vOmzevUV2ueZ4oPfnu3bsxfPhwdOzYEV27dsWmTZuQm5uLw4cP1/iYlStX4s4778QzzzyD9u3bY/78+bj22mvx8ssvBzE5EUmRIAg4W3kWcAB6tV6SRSm/3485c+YAAAYNGoTOnTuLnIj+as2aNejSpQt0Oh10Oh3S09Px2WefiR2LiBogn9+HQlMhlF4l1GppLBRwftTZwIEDER8fL3IaIqLQ5/a5kVeeB4VbAb1GL3acK+ZyufDEE0/A7XYjIyMDDz74oNiRRCH+aTAAJpMJAC664tzBgweRkZFRZVu/fv1w8ODBes1GRNJX7ihHpaUSWplWEpfGVOe9997Df//7X2g0Gjz77LNix6FqNG3aFAsXLsThw4dx6NAh3H777bjvvvvw66+/ih2NiBqYckc5LDYLNGEaKBQKsePg2LFj+PLLLxEWFoYxY8aIHYeIqFE4azoLu9UOvVwv2StjamPZsmX47bffEBMTg8WLF0tyoEIwhIsdwO/3Y9KkSbjhhhvQqVOnGtsZjUYkJiZW2ZaYmAij0Vhte5fLBZfLFbhvNpvrJjARSYogCDhrOgu/wy/ZUWc2mw0LFy4EAEycOJFn/CXqr3PQPf/881izZg2+++47dOzYUaRURNQQFVoKIXPJoNVIY16xlStXAjj3PdeiRQtxwxARNQJWtxUFFQWI9ERCFyPd+Zgv5YcffgiMXF60aBESEhJETiQe0Ytn48ePx7Fjx/DNN9/U6fNmZmZi3rx5dfqcRCQ95Y5yVJgroIV05xF46aWXUFRUhBYtWmDkyJFix6Fa8Pl8ePfdd2Gz2ZCenl5jO56oIaK/srgsqLRWQi2oJTEa+sSJE4FFtiZOnChyGiKixiGnIgduuxvJqmRERESIHeeKWK1WTJw4EYIgYODAgbjrrrvEjiQqUS/bnDBhAnbt2oUvv/wSTZs2vWjbpKQkFBUVVdlWVFSEpKSkattPnz4dJpMpcMvLy6uz3EQkDedHncEFya5ek5ubi/Xr1wMAZs+eDaVSKXIiuphffvkFGo0GSqUSY8aMwY4dO9ChQ4ca22dmZkKv1wduqampQUxLRFJUZC2C2+6GPlIao6HPjzq7++670bZtW5HTEBGFvlJ7KUpNpdD4NA16ZeO5c+ciNzcXTZs2xXPPPSd2HNGJUjwTBAETJkzAjh07sG/fPqSlpV3yMenp6di7d2+VbXv27KlxRIBSqQxM+nz+RkSh5fxcZ2q/WrKjzubPnw+Xy4Ubb7wRffv2FTsOXULbtm1x9OhRfP/99xg7diyGDRuG3377rcb2PFFDRH/m9rlRbC5GpC9SEv3SqVOn8PHHHwPgqDMiomDw+X3IqciB4BAQrY6WxGrLV+Lzzz/H22+/DZlMhpUrVzboImBdEeWyzfHjx2Pr1q348MMPodVqA/OW6fX6wPD2oUOHokmTJsjMzARwrsO/5ZZbsHTpUvTv3x/btm3DoUOHAiM6iKhxOT/qTHAKkh119tVXX+HTTz+FXC7HvHnzJJmRqlIoFGjdujUAoEePHvjxxx+xcuVKrFu3rtr2SqWSowmJKKDUXgqnw4m4iDiEh4s+OwpWrlwJQRDQr1+/i84tTEREdaPQWgiT2YRoWbQkTqJcidLSUjzzzDMAgDFjxuD6668XOZE0iFIGXbNmDUwmE2699VYkJycHbtu3bw+0yc3NRWFhYeB+nz59sHXrVqxfvx5du3bFe++9h507d/IfAkSNVIWzQtKjzlwuF2bOnAkAGDFiBNq1aydyIroSfr+/ypxmREQ1EQQBBZUFCHeHQxOlETsOzpw5g507dwIAJk2aJGoWIqLGwOV1Ia88Dwq3AnqNNC7dv1yCIOCZZ55BWVkZ2rdvHyiikUgjzwRBuGSb/fv3X7DtwQcfxIMPPlgPiYioIfnzCptSHXW2fv16nDlzBgkJCXjqqafEjkO1MH36dNx1111o1qwZLBYLtm7div379+Pzzz8XOxoRNQDljnJY7BboZDqoVCqx4+Dll1+G3+/H7bffji5duogdh4go5OWacuGwORAvj5dEP3Altm3bhi+++AIKhQKrVq3iFRZ/Iv54ciKiy1ThrECFuQIaQSPJUWf5+flYsWIFAGDWrFmcc7GBKC4uxtChQ1FYWAi9Xo8uXbrg888/x9/+9jexoxFRA1BgLoDgEKDX6MWOgtzcXLz33nsAOOqMiCgYzC4zjJVGRHoioY8Rvx+4EmfOnMHs2bMBAFOnTr3oolmNEYtnRNSgNIRRZ3PnzoXT6cT111+Pf/zjH2LHoVp67bXXxI5ARA2UxWVBuaUcakEdmL9XTC+//DJ8Ph9uvvlm9OjRQ+w4REQhTRAEZFdkw2vzIl4VL4k5Ly+X2+3G+PHjYbfbkZ6ejtGjR4sdSXIa5tIPRNRolTvKUW4ql+yos/379wcWCXj++eclWdwjIqK6ZbQa4XV4oY8Uf46bnJycwDzCHHVGRFT/SuwlKDOVQePXQKMRf87LK7Fo0SL8/PPPMBgMWLVqFeRyudiRJIfFMyJqMARBQG5lrmRHnf15kYBHH32UiwQQETUCTq8TxaZiRPoiJXFSZ/ny5fB6vbjlllvQu3dvseMQEYU0r9+LnPIchDnCEKONQVhYwyuxfP3111izZg0AYOnSpUhJSRE5kTQ1vHeWiBqtUnspTBYTdDKdJH6g/NW6deuQlZXFRQKIiBqRYlsxnHYn9Aq96Jfq/PHHH3j//fcBgCukEREFwVnzWVjMFujD9JK4bP9ylZWVYeLEiQCARx55BHfeeafIiaSLxTMiahD8gh95lXmQOWWSHHV29uxZrFy5EgAwe/ZsaLVakRMREVF98/q9KKgsgMKrgFqtFjsOli5dCr/fj379+qF79+5ixyEiCmlWtxVny84i0hsJg84gdpzLJggCJk+ejOLiYlxzzTWYM2eO2JEkjcUzImoQSmwlMFvN0EIrubM6giBg5syZcDqdSE9Px4ABA8SOREREQVBiK4Hdboc2TAuFQiFqlmPHjuHjjz+GTCbD008/LWoWIqJQd36RAI/dA4PCIHofcCU2bdqEvXv3QqlUYvXq1ZL7jSU1LJ4RkeT5/D7kVeZB7pJDrxF/Mua/+vTTT7Fnzx5ERETghRdekFw+IiKqe4IgoMBcALlLDq1a/NHGS5YsAQDce++96NChg8hpiIhCW4m9BKWVpdD6tQ3yipPffvsN8+fPBwDMnDmT/UYtsHhGRJJXZCuC2WKGBhrJnRExm82YNWsWAGDcuHG45pprRE5ERETBUO4oh9lqhkYmft/0008/Yc+ePQgLC8OUKVNEzUJEFOo8Pg9yynMgd8lhUBsa3CIBDocD48ePh8vlQkZGBkaMGCF2pAahYb3LRNToeP1enK04iwh3BHRqndhxLvDiiy+iqKgIaWlpePLJJ8WOQ0REQZJvzoff4YderRc7ChYtWgQAePDBB9G6dWuR0xARhbbziwRooZXkImaXMnfuXPz+++9ITEzEsmXLeNVMLbF4RkSSZrQaYbVaoZVJb66zw4cPY/PmzQCAhQsXQqVSiZyIiIiCodJZiQpzhSTm4Txw4AD+3//7f4iIiMDkyZNFzUJEFOosLgvyy/MR6WmYiwTs3LkTb731FmQyGVasWIHY2FixIzUYLJ4RkWR5fJ7AqDO9Vvwz+3/m8Xjw7LPPQhAEPPjgg7jxxhvFjkREREFSYC6A1+GFIUrc1Z8FQcALL7wAAHj44YeRmpoqWhYiolAnCAJyKnPgtrlhUDa8RQJOnTqFqVOnAgAmTpyIm2++WeREDQuLZ0QkWQWWAtisNujD9VAqlWLHqWL9+vU4fvw4oqOjMXv2bLHjEBFRkFhcFpSaS6EW1KJfrvPJJ5/gyJEjiIqKwqRJk0TNQkQU6optxSipLGmQiwQ4HA6MGTMGNpsN6enpnB/zCrB4RkSS5PA4cLb8LFQeFXQaac11lpOTg2XLlgEA5syZg5iYGJETERFRsBRaCuGxe2BQiTtJtNvtRmZmJgBgzJgxSEhIEC0LEVGoc/vcyC7LRrgzHDHamAa3SMCcOXNw/PhxxMXFYfXq1ZDL5WJHanAa1jtORI3GWfNZOG1OGCKkNSRaEARMnz4dTqcTN9xwA/75z3+KHYmIiILE7rGj2FSMSH8k1Gq1qFm2bNmC7OxsxMfH4/HHHxc1CxFRqMupzIHNaoMuTCf6XJeX64MPPsCWLVsgk8nw8ssvIzExUexIDRKLZ0QkORaXBcZKI6J8UZIbEv3+++/jq6++glKpxMKFC7k6DRFRI2K0GOGyu6CP0It61t5isWD58uUAgClTpkCj0YiWhYgo1FU4KlBYUYgoTxSi9dFix7ksp06dwrPPPgsAmDx5Mm666SaREzVcLJ4RkeTkVubCa/ciWhWN8PBwseMEFBUVYc6cOQDOdT4tW7YUOREREQWLy+tCYWUhVF6V6Cd21qxZg7KyMrRs2RKDBw8WNQsRUSjz+X3IKs+C3+5HdKS0fptcisPhwOOPPw673Y4bbriBc2NeJRbPiEhSyh3l5yZi9qkldSZdEATMmDEDlZWV6NKlC8aOHSt2JCIiCiKj1QiH3QG9Qi/qjyej0Yh169YBAGbMmIGIiAjRshARhbp8Sz4qzZXQQy+p3ya1MWvWLJw4cQLx8fF4+eWXOc/ZVWLxjIgkwy/4kVuZC8EhwBAl7kTMf/XRRx9h9+7diIiIwNKlSxvUWSciIro6bp8b+RX550adacQddbZs2TI4nU707NkTd955p6hZiIhCmdVtRV5ZHiLdkTBoDQ1qupZ33nkHb7/9dmCeMy4qc/Wk88uUiBq9ElsJKs2V0Apa0Sdi/rOysjLMnDkTAPDkk0+iQ4cOIiciIqJgMlqNcNqd0IfrRR3pdeLECbz99tsAgJkzZzaoH3JERA2JIAjIKs+C2+aGLlwHpVIpdqRaO3bsGKZPnw4AeOqpp3DjjTeKnCg0sHhGRJLg8/uQW5GLMGcYDBppndmZOXMmysvL0b59e0yYMEHsOEREFETnR50pPApRR50JgoA5c+bA7/fj7rvvxnXXXSdaFiKiUGe0GlFmKoPWr4Verxc7Tq1VVFRg1KhRcDqduOOOOzBx4kSxI4UMFs+ISBIKLAWwWCzQyrSSWv75s88+w0cffQS5XI5ly5ZBoVCIHYmIiILIaDXCYXNAH64XtQ/44osv8M0330CpVAZGQzdWq1evRosWLaBSqdC7d2/88MMPF23/7rvvol27dlCpVOjcuTM+/fTTKn8XBAGzZ89GcnIyIiMjkZGRgT/++KNKm/LycgwZMgQ6nQ4GgwEjR46E1Wqt0ubnn3/GTTfdBJVKhdTUVCxatKjGTNu2bYNMJsOAAQMu7+CJqN65vC5kl2VD7pQjWhMtqalkLsbn8+GJJ55Abm4umjdvjlWrVjWY7A0BX0kiEp3T60ReeR4UbgUMWoPYcQIqKioCQ57Hjh2LLl26iJyIiIiC6c+jzjRq8SaKdrlceO655wAAo0ePRvPmzUXLIrbt27djypQpmDNnDn766Sd07doV/fr1Q3FxcbXtDxw4gMGDB2PkyJE4cuQIBgwYgAEDBuDYsWOBNosWLcKqVauwdu1afP/991Cr1ejXrx+cTmegzZAhQ/Drr79iz5492LVrF77++muMHj068Hez2Yy+ffuiefPmOHz4MBYvXoy5c+di/fr1F2TKzs7G008/jZtuuqkOXxkiqitZFVmwW+wwyA2SOql/KcuXL8eXX34JlUqFV199FQaDQexIIYXFMyISXZ4pD06bE4YIg6TmE5gzZw5KSkrQpk0bTJ48Wew4REQUZOdHnWnlWlH7p9deew3Z2dlITEzEE088IVoOKVi2bBlGjRqFESNGoEOHDli7di2ioqLw+uuvV9t+5cqVuPPOO/HMM8+gffv2mD9/Pq699lq8/PLLAM6NOluxYgVmzpyJ++67D126dMEbb7yBgoIC7Ny5EwBw/Phx7N69Gxs2bEDv3r1x44034qWXXsK2bdtQUFAAANiyZQvcbjdef/11dOzYEYMGDcKTTz6JZcuWVcnj8/kwZMgQzJs3Dy1btqy/F4qIrkixrRhFFUXQ+rQw6A1ix6m1PXv2YPny5QDOnRDo2LGjyIlCD4tnRCQqk9MEY6URUd4o6LQ6seMEfPbZZ3j//fcRFhaGpUuXQqVSiR2JiIiCyOPzBEad6TTi9U/FxcVYsWIFAGD69OmSWlAn2NxuNw4fPoyMjIzAtrCwMGRkZODgwYPVPubgwYNV2gNAv379Au2zsrJgNBqrtNHr9ejdu3egzcGDB2EwGNCzZ89Am4yMDISFheH7778PtLn55purXNrbr18/nDx5EhUVFYFtzz33HBISEjBy5MhaHbPL5YLZbK5yI6L6cf5yzTBnGGI0MZDL5WJHqpWsrCw8+eSTAIARI0bggQceEDlRaGLxjIhEIwgCcipz4LV5YVAZEB4eLnYkAOd+qEydOhUAMG7cOPTo0UPkREREFGxGqxF2m130VdYWLlwIm82G7t27N/ofRKWlpfD5fEhMTKyyPTExEUajsdrHGI3Gi7Y//99LtUlISKjy9/DwcMTExFRpU91z/Hkf33zzDV577TW8+uqrtTtgAJmZmdDr9YFbampqrR9LRJcnuzIbVosV+jA9oqKixI5TKw6HA6NGjYLZbEbPnj0xe/ZssSOFLBbPiEg0xbZilJvKoRW00GjEm0vmzwRBwNSpU1FeXo4OHTrgqaeeEjsSEREFmdvnxtmKs1B6lKKOOvvvf/+Ld955BwAwb948TvzcgFksFjzyyCN49dVXERcXV+vHTZ8+HSaTKXDLy8urx5REjVepvRTGCiM0Xg0MOoPYcWrl/O+W48ePIz4+HuvWrePiZvVIlB7466+/xj333IOUlBTIZLLAfAI12b9/P2Qy2QW3ms4wEZH0ef1e5FbkQu6Sw6A2SOYHwbZt27Bnzx4oFAqsWrWKHRARUSNUYCmA3WYXdYVNv9+PWbNmQRAE3H///RwFDSAuLg5yuRxFRUVVthcVFSEpKanaxyQlJV20/fn/XqrNXxck8Hq9KC8vr9Kmuuc4/7fTp08jOzsb99xzD8LDwxEeHo433ngDH330EcLDw3H69Olq8yuVSuh0uio3Iqpbbp8bWeVZkNlliI6KlszVMJeyfv16fPDBB5DL5Vi7dm2N34NUN0T5tWqz2dC1a1esXr36sh538uRJFBYWBm5/HT5NRA1HgaUAFosFWmglMyw6JycHc+bMAQBMnToV7du3FzkREREFm9PrRH5FPlQeFbQarWg53nnnHRw+fBhRUVGYMWOGaDmkRKFQoEePHti7d29gm9/vx969e5Genl7tY9LT06u0B85NrH2+fVpaGpKSkqq0MZvN+P777wNt0tPTUVlZicOHDwfa7Nu3D36/H7179w60+frrr+HxeKrsp23btoiOjka7du3wyy+/4OjRo4Hbvffei9tuuw1Hjx7l5ZhEIsqpzIHFZIE+TN9g5pXcv38/FixYAODcImfXX3+9yIlCnygl1bvuugt33XXXZT8uISGBy60ShQCHx4G8sjwo3UrJfKZ9Ph8mTZoEm82G3r17V1l+noiIGo98cz5cdhcSIxJFG3VWXl4e+FH01FNPITk5WZQcUjRlyhQMGzYMPXv2RK9evbBixQrYbDaMGDECADB06FA0adIEmZmZAICJEyfilltuwdKlS9G/f39s27YNhw4dwvr16wEAMpkMkyZNwoIFC9CmTRukpaVh1qxZSElJwYABAwAA7du3x5133olRo0Zh7dq18Hg8mDBhAgYNGoSUlBQAwMMPP4x58+Zh5MiRePbZZ3Hs2DGsXLkysPqdSqVCp06dqhzL+X8D/XU7EQVPmb0MBeUFUHvVkvldcimnT5/G2LFj4ff7MXjwYDz66KNiR2oUGsZ4xP/p1q0bXC4XOnXqhLlz5+KGG24QOxIRXYHsimw4bU4kRSRJ5rLI9evX44cffoBarcaKFSsazOo6RERUd+weOworChHpiYQmWry5OBcuXIiKigq0a9eu1qsyNhYPPfQQSkpKMHv2bBiNRnTr1g27d+8OTM6fm5tbZSqIPn36YOvWrZg5cyZmzJiBNm3aYOfOnVUKVlOnToXNZsPo0aNRWVmJG2+8Ebt3766y0vaWLVswYcIE3HHHHQgLC8MDDzyAVatWBf6u1+vxxRdfYPz48ejRowfi4uIwe/ZsnowjkjCPz4Mz5Wcg2AVER0YjIiJC7EiXZDabMWLEiMACAc8//zxkMpnYsRoFmSAIgqgBZDLs2LEjcGanOidPnsT+/fvRs2dPuFwubNiwAW+++Sa+//57XHvttdU+xuVyweVyBe6bzWakpqbCZDJxrgAiEZXZy3As/xgibZFIjk2WRJHq+PHjuPvuu+F2u7FkyRIMHjxY7Ei15vV64XA4kJaWFvRCpNlshl6v5/fqn/A1IWrYfi/9HWeNZ5EoS0R0dLQoGQ4fPox7770XALBjxw706tVLlBx/VlFRgdTU1KB/r/E79UJ8TYjqzu+lv+Ns0VnE+GIQHxsv+SKUz+fD8OHDsW/fPiQnJ+Ozzz5DfHy82LHqhMVigVarDYzmDabafq82iJFnbdu2Rdu2bQP3+/Tpg9OnT2P58uV48803q31MZmYm5s2bF6yIRFQLPr8P2RXZ587uqKMlUThzOBwYP3483G43/va3v2HQoEFiRyIiIhFY3VYUmYrOzXUWK85cZ16vF9OnTwcADBw4UBKFMyKiUFRiK0FhRSHUXjViomMkXzgDztU49u3bB5VKhY0bN4ZM4ayhkMbydlegV69eOHXqVI1/57LORNKTb8mHyWyCXqaXzCIB8+fPx8mTJxEfH4/Fixc3iI6TiIjqXl5lHjx2D2IiY0RbaW3z5s349ddfYTAYMHPmTFEyEBGFOpfXhayyLIQ5whATJd53/uV4//33sWbNGgDAsmXL0LlzZ5ETNT7S/39JDY4ePXrRyVOVSiWUSmUQExHRxdg9duSV50HlVsGgM0iiSPX5559j8+bNAICVK1fy7A0RUSNV4ahAsakYap9atLnOioqKsGjRIgDAtGnTEBsbK0oOIqJQJggCsiqyYLPYEBcW1yBW1zxy5AieeeYZAMATTzyB++67T+REjZMoxTOr1Vpl1FhWVhaOHj2KmJgYNGvWDNOnT0d+fj7eeOMNAMCKFSuQlpaGjh07wul0YsOGDdi3bx+++OILMeIT0WUSBAFZ5VlwWV1IikiSRGG7oKAAU6ZMAQA8/vjjuOWWW0ROREREYhAEAbmVufDb/YiOiq4y2XwwzZo1C1arFd27d8fDDz8sSgYiolBXZCtCUUURNF4N9NF6seNcUn5+PkaOHAmXy4W//e1vmDp1qtiRGi1RimeHDh3CbbfdFrh//gfssGHDsGnTJhQWFiI3Nzfwd7fbjaeeegr5+fmIiopCly5d8J///KfKcxCRdJXaS1FqKoXGp4HWIM48Mn/m8/nw5JNPorKyEp07d8a0adPEjkRERCIpsZeg3FwOLbSijUD47LPP8Mknn0Aul2PhwoWSmBOUiCjUODwOZJdlQ+6UI1odLfnLNa1WK4YNG4aioiK0bdsWL730kmgneEik4tmtt96Kiy3yuWnTpir3p06dygorUQPl9XuRXZENmUMmmUUCVq9ejYMHDyIqKgqrV68O+iqVJE2ZmZn44IMPcOLECURGRqJPnz548cUXqyxYQ0Shxef3IaciB3KnHAa1OFMKmEwm/Pvf/wYAjB07Fp06dQp6BiKiUCcIAk6Xn4bdbEdCWIJk5l+uidfrxdixY3H8+HHEx8fjjTfegFYr/iCExoxlSyKqV2fNZ2ExWaCT6SQxp8ChQ4ewZMkSAMCCBQvQqlUrkRORVHz11VcYP348vvvuO+zZswcejwd9+/aFzWYTOxoR1ZNCayEsFgu0Mq1oP6QWLFiAoqIitGzZEpMnTxYlAxFRqCuwFKC4vBg6vw56vfQv15w7d26VlTWbNm0qdqRGT9rjFImoQTO7zDhbdhYqjwoGg0HsODCbzZgwYQJ8Ph/uu+8+DBw4UOxIJCG7d++ucn/Tpk1ISEjA4cOHcfPNN4uUiojqi8vrQl55HhRuBfRacX5Iffvtt9i6dSsAYPHixVCpVKLkICIKdXLIEeWNQrRGGlfCXMxrr72GjRs3AgBWrVqF7t27i5yIAI48I6J64hf8yCrPgsfmQYwqRvRLIwVBwFNPPYW8vDykpqZi4cKFkljxk6TLZDIBAGJiYkROQkT14az5LOxWO/RyvShFK4fDEZiW5JFHHsH1118f9AxERI1FXFQcYlWxki+c7dmzB3PnzgUA/Pvf/0b//v3FDUQBHHlGRPWiwFKAclM59IIeGo1G7DjYsGEDPv30U0RERGDNmjXQ6XRiRyIJ8/v9mDRpEm644YaLzj/kcrngcrkC981mczDiEdFVsrqtKKgoQKQnEroYcfqDJUuWIDs7G0lJSYE5z4iIqPE6duwYxo0bB7/fj4cffhhjx44VOxL9CUeeEVGds3vsyCnLgcKlgEFrEH1VmEOHDmHBggUAgNmzZ3PoM13S+PHjcezYMWzbtu2i7TIzM6HX6wO31NTUICUkoislCAKyK7LPjYyOjEFERETQMxw5cgTr168HcO57hJNAExE1boWFhRg2bBjsdjtuvPFGvPDCC7xKRmJYPCOiOiUIArLKs+C2uWEIN4g+f0t5eTnGjBkDr9eLv//97xgxYoSoeUj6JkyYgF27duHLL7+85OSs06dPh8lkCtzy8vKClJKIrlSpvRSllaXQCTpRRkY7HA5MnDgRfr8fAwYMQN++fYOegYiIpMNsNuORRx6B0WhEmzZtsH79elFO7NDF8bJNIqpTRbYilFSWQOvTinYpzHl+vx9PPPEECgsLkZaWhiVLlvAMDtVIEAQ88cQT2LFjB/bv34+0tLRLPkapVEKpVAYhHRHVBa/fi+yKbIQ5w2BQizMyOjMzE6dPn0ZiYmJgVDQRETVOLpcLI0eOxPHjxxEfH4833nijQawG2hixeEZEdcbldSGnLAdyl1wSK9msWrUK+/fvh0qlwvr163lZDF3U+PHjsXXrVnz44YfQarUwGo0AAL1ej8jISJHTEVFdyDfnw2KxIEYWI8rn+ttvv8Vrr70G4NycZ9HR0UHPQERE0nB+jt0DBw5ArVbjrbfeQrNmzcSORTXgZZtEVGeyK7Nhs9hgCDOIXmz45ptvsHTpUgDA888/jw4dOoiah6RvzZo1MJlMuPXWW5GcnBy4bd++XexoRFQH7B47zpafhdKlhF6rD/pIZIvFgilTpgAAhgwZgttvvz2o+yciIukQBAHz5s3DRx99hPDwcGzYsOGii1SR+DjyjIjqRLGtGMZyIzReDfQx4g41LigowPjx4+H3+zFw4EAMGjRI1DzUMAiCIHYEIqpH2RXZcNlcSIxIFOVy67lz5+Ls2bNo1qwZZs+eHfT9ExGRdKxbtw4bNmwAACxfvhw333yzyInoUjjyjIiumsvrQnZZNmQOGWI0MQgPF68u73Q6MWrUKJSWlqJ9+/Z44YUXRMtCRETSUGovRUllCdReNXS64M/H+cUXX2Dbtm2QyWRYsWKFKAsVEBGRNHzwwQeYP38+AGDmzJm4//77RU5EtcHiGRFdFUEQkFWRBavZCkOYAVFRUaJmmTFjBo4ePQqDwYDXXntN9MtHiYhIXB6fB1nlWYADiNHEBH0+zuLiYjzzzDMAgNGjR6N3795B3T8REUnH119/HbiEf+TIkRgzZozIiai2WDwjoqtSbCtGUUURtD4tDHqDqFk2b96M7du3IywsDGvWrEHz5s1FzUNEROI7az4Li8kCvUwPtVod1H2fnwz6/GjoqVOnBnX/REQkHT///DMee+wxeDwe3HPPPZg7d27Q59+kK8fiGRFdMafXiayyLIQ5wxCtjhb1cs3vv/8ec+bMAQDMmDGD8wYQERHMLjPyy/MR6YmEQWcI+v7Xr1+Pr776CiqVCq+88gpUKlXQMxARkfj++OMPDBkyBDabDenp6Vi5ciXCwliOaUj4bhHRFREEAWfKz8BusYt+uWZBQQFGjx4Nr9eL++67j8OfiYgIfsGPrPIseGweRKuioVAogrr///73v1i4cCEAYN68ebjmmmuCun8iIpKGvLw8DBo0COXl5ejSpQs2btwoysI1dHVYPCOiK2K0GlFcUQyNVyPq5ZpOpxOjR48OXBKzZMkSDn8mIiIUWgpRVlkGnaAL+gT9VqsV48aNg8fjwd13340hQ4YEdf9ERCQNRUVFGDRoEIxGI9q0aYMtW7ZAq9WKHYuuAItnRHTZ7B47ssuyIXfKEauNDfrky+cJgoDp06fjyJEjMBgMeP3110UdAUdERNLg8DiQW54LhVsBg8YQ9EtjZs6ciezsbKSkpGDRokU8qUNE1AhVVFTg4YcfRnZ2NlJTU/H2228jJiZG7Fh0hVg8I6LL4hf8OFV2Cg6LAzHhMaKuZvnKK6/gnXfeCSwQ0KxZM9GyEBGRNPx5WoHo8Oig91Pvv/8+3n33XYSFheHll19GdHR0UPdPRETis9lseOSRR3DixAkkJCRg27ZtSE5OFjsWXQUWz4josuSZ8lBaUQq9Xw+9Xi9ajk8//RQvvPACAGD+/PlcIICIiAAARbYilJpKofVpodPpgrrvEydO4NlnnwUATJ48Gb179w7q/omISHxOpxOPPvpo4OqYt99+Gy1atBA7Fl0lFs+IqNYqnZXIK8tDpDsSMboY0VaI+fnnn/HEE08AAEaMGIHhw4eLkoOIiKTF4XEguywbYY6woE8rYLFYMGrUKDgcDtx8882YOHFi0PZNRETS4PF4MG7cOHzzzTdQq9V466230K5dO7FjUR1g8YyIasXj8+B02Wn4bD5EK6NFWyGmsLAQI0aMgNPpxK233oq5c+eKkoOIiKSlyuWa8uBerikIAp566imcOXMGycnJePnll0WbD5SIiMTh9XoxYcIEfP7551Aqldi4cSO6d+8udiyqIyyeEdElCYKAMxVnYKo0QQ+9aCvE2O12jBgxAkajEddccw3WrFmD8PBwUbIQEZG0FNmKUFJZAo1XE/RpBTZs2IBPPvkE4eHhWLt2LWJjY4O6fyIiEpfX68WTTz6JXbt2ISIiAuvXr8cNN9wgdiyqQyyeEdElFdmKYCw3QuPRIMYQI8qqYX6/H08++SR++eUXxMTEYPPmzUGfy4aIiKTJ4XEgqzRLlFWgf/zxRyxYsAAAMGfOHPTs2TNo+yYiIvH5fD5MnjwZH374IcLDw7F+/XpkZGSIHYvqGItnRHRRdo8dWaVZCHOEIUYTI9pIrwULFuCzzz6DQqHA66+/zpU1iYgIwLnR0afLT4uyumZxcTHGjBkDr9eL++67DyNGjAjavomISHx+vx9PP/00PvjgA8jlcqxduxZ9+/YVOxbVA17vREQXFREWgSghCmFhYYiKihIlw/r167Fu3ToAwNKlS3HdddeJkoOIiKQn35KP4vLic6tAG4J3uabL5cJjjz0Go9GI1q1bY9GiRaKMzCYiInH4/X48++yzeOeddyCXy7F69WrcddddYseiesKRZ0R0URHyCCSrk0Wb+PjDDz/EvHnzAAAzZszA/fffL0oOIiKSHrPLjJzSHCjdSkRrooPWVwmCgGnTpuHw4cPQ6/V4/fXXodFogrJvIiISnyAImDFjBrZu3YqwsDCsWrUK99xzj9ixqB6xeEZEknXgwAFMmjQJADBixAiMGzdO3EBERCQZXr8Xp8tOw211I0YRE9TLNTds2IB33nkHYWFhWLNmDVq1ahW0fRMRkbj8fj9mzpyJN998EzKZDCtWrMCAAQPEjkX1TJTi2ddff4177rkHKSkpkMlk2Llz5yUfs3//flx77bVQKpVo3bo1Nm3aVO85iUg8J06cwMiRI+F2u3H33Xdj3rx5vByGiIgCcipzUFFZAQMMQV1A5quvvsJzzz0HAJg1axZuueWWoO2biIjE5fP58Oyzz2LTpk2QyWRYunQpHnjgAbFjURCIUjyz2Wzo2rUrVq9eXav2WVlZ6N+/P2677TYcPXoUkyZNwmOPPYbPP/+8npMSkRjy8/MxZMgQmM1m9OrVC6tWrRLtslEiIpKeUnsp8svzEemORLQuOmgnV86cOYOxY8fC7/dj4MCBGDVqVFD2S0RE4vN6vZg8eXLgUs3ly5fjoYceEjsWBYkoCwbcddddlzWR3tq1a5GWloalS5cCANq3b49vvvkGy5cvR79+/eorJhGJoKKiAo888giMRiPatGmD119/PaiX4hARkbQ5PA6cLjkN2IDYqFgoFIqg7Le8vBzDhg2DyWRCjx49sHDhQo6IJiJqJDweDyZMmIBdu3ZBLpfjpZdewn333Sd2LAqiBjHn2cGDB5GRkVFlW79+/XDw4MEaH+NyuWA2m6vciEjarFYrHnnkEZw8eRKJiYl46623EB0dLXYsIiKSCJ/fh1Nlp2Az2xAtjw7aJP1OpxMjR47EmTNnkJKSgg0bNkCpVAZl30REJC6Xy4XHH38cu3btQkREBNatW8fCWSPUIIpnRqMRiYmJVbYlJibCbDbD4XBU+5jMzEzo9frALTU1NRhRiegKOZ1OjBgxAkeOHIHBYMDbb7+Npk2bih2LiIgkJNeUi5KKEuj9ehj0hqDs0+/3Y/Lkyfjhhx+g1Wrx5ptvIiEhISj7JiIicTkcDowcORKff/45lEolXnvttcu6io5CR4Monl2J6dOnw2QyBW55eXliRyKiGng8HowZMwYHDhyARqPBli1b0LZtW7FjERGRhJTaS5FXlodIVyRidDFBmwtz4cKF+OijjxAeHo5XX30V7dq1C8p+iYhIXHa7HcOGDcOXX34JlUqFzZs344477hA7FolElDnPLldSUhKKioqqbCsqKoJOp6txLiSlUsnh9EQNwPkz+nv27IFKpcKmTZvQrVs3sWMREZGE2D12nCo5BZldhtio2KD9G+/NN98MLHC1ePFi3HTTTUHZLxERiauiogLDhg3D4cOHoVar8eabb6J3795ixyIRNYiRZ+np6di7d2+VbXv27EF6erpIiYioLgiCgBkzZmDHjh0IDw/HunXr+LkmIqIqvH4v/ij9A3azHYYwQ9DmOduzZw9mzJgBAHjqqacwcODAoOyXiIjEVVhYiAceeACHDx8OTCfDwhmJUjyzWq04evQojh49CgDIysrC0aNHkZubC+DcJZdDhw4NtB8zZgzOnDmDqVOn4sSJE3jllVfwzjvvYPLkyWLEJ6I6IAgCXnjhBbz55puQyWRYtWrVBQuDEBFR4yYIAs6Un0FZeRmihWhEG4KziMx3332HMWPGwO/3Y+DAgfw3JxFRI3HmzBkMGDAAJ0+eRFJSEj744AP06NFD7FgkAaIUzw4dOoTu3buje/fuAIApU6age/fumD17NoBzld7zhTQASEtLwyeffII9e/aga9euWLp0KTZs2IB+/fqJEZ+IrpIgCFi4cCFeeeUVAMCLL77IFWuIiOgC+ZZ8FJYXQuPRIEYfg7Cw+v+n6y+//ILhw4fD6XTib3/7GxYtWgSZTFbv+yUiInH98ssvGDBgAM6ePYu0tDTs3LmT8zBTgChznt16660QBKHGv2/atKnaxxw5cqQeUxFRMJwvnL388ssAgAULFmDIkCEipyIiIqkpd5QjuyQbEY4IxGpjERERUe/7PHXqFIYMGQKLxYL09HSsWbMmKPslIiJxHThwACNGjIDVakWnTp2wZcsWxMXFiR2LJKRBzHlGRKFBEAQsWrQoUDibP38+RowYIXIqIiKSGrvHjj+K/4DP6kOMMqbGBaLqUn5+PgYPHoyysjJ07twZGzduDMp+iYhIXLt378a//vUvWK1WpKen47333mPhjC7A4hkRBYUgCFi8eDFWrVoFAHjuuefw6KOPipyKiIikxuPz4PfS32Ez2xAjj4FOp6v3fZaUlODhhx9GQUEBWrVqhS1btkCr1db7fomISFxvvPEGRo0aBZfLhTvvvBNvvfUWv/+pWqJctklEjYsgCFiyZAlWrlwJAJg3bx5GjhwpcioiIpIav+DH76W/o7y8/NwCAdH1v0BAaWkpBg4ciFOnTiElJQVvv/02YmNj632/REQkHr/fj8zMzMAczIMHD8bChQsRHs4SCVWP/88gonolCAJefPFFvPTSSwCAOXPm4LHHHhM5FRERSY0gCDhdfhpF5UXQeXWIjY6t9wUCzhfOfv/9dyQlJeHdd99FkyZN6nWfREQkLqfTicmTJ+Ojjz4CADz99NOYNGkSF4ehi2LxjIjqjd/vx5w5c/D6668DAGbPno3Ro0eLnCq0mFwmWJ1WpCFN7ChERFflrPks8kvzEeWKQqw+tt7P/peVleGhhx7CyZMnkZSUhPfeew8tWrSo130SEZG4KioqMGbMGPzwww8IDw/HkiVL8OCDD4odixoAFs+IqF74fD48/fTTeOeddyCTyfDCCy9g6NChYscKGV6/F/nWfBSUFyA6sv4vayIiqk/FtmJkl2ZD6VQiXhsPpVJZr/srLy/HQw89hBMnTiAxMRHvvvsu0tJ4EoKIKJTl5uZi1KhRyMrKgk6nw6uvvoobb7xR7FjUQLB4RkR1zu1244knnsCuXbsgl8uxfPlyPPDAA2LHChmVrkrkmnJhs9rQIqYF2jRtA4VCIXYsIqIr4vP7kFOWA9iA2MjYel/hsri4GA8//DCOHz+OhIQEvPPOO2jZsmW97pOIiMT1ww8/YODAgSgvL0dKSgreeusttG3bVuxY1IBwtU0iqlMOhwMjR47Erl27EBERgXXr1rFwVkc8fg+yTFk4UXQCMrcM16Vdh86tOwdlJToiovoiD5Ojlb4VYuQx0Gg09bqvs2fP4h//+EegcPbuu++idevW9bpPqnurV69GixYtoFKp0Lt3b/zwww8Xbf/uu++iXbt2UKlU6Ny5Mz799NMqfxcEAbNnz0ZycjIiIyORkZGBP/74o0qb8vJyDBkyBDqdDgaDASNHjoTVaq3S5ueff8ZNN90ElUqF1NRULFq0qMrfX331Vdx0002Ijj63GEZGRsYlsxPR1Tt69CgyMjJQXl6Ojh074uOPP2bhjC4bi2dEVGfMZjMeeeQR7Nu3DyqVCps2bcJdd90ldqyQUO4sx6/Fv8JYZkQLXQukt0tHakoqR5zVoa+//hr33HMPUlJSIJPJsHPnTrEjETUaCnn9f5edOnUKAwYMQHZ2NlJTU7Fjxw4Wzhqg7du3Y8qUKZgzZw5++ukndO3aFf369UNxcXG17Q8cOIDBgwdj5MiROHLkCAYMGIABAwbg2LFjgTaLFi3CqlWrsHbtWnz//fdQq9Xo168fnE5noM2QIUPw66+/Ys+ePdi1axe+/vrrKvO4ms1m9O3bF82bN8fhw4exePFizJ07F+vXrw+02b9/PwYPHowvv/wSBw8eRGpqKvr27Yv8/Px6eKWI6LzOnTvjjjvuwM0334zt27cjKSlJ7EjUAMkEQRDEDhEMZrMZer0eJpOJozSILlNxcTFKS0thMBhqbGM0GvGvf/0Lx48fh0ajwRtvvIHevXsHL2SIcvvcyLPkodhUDG24Fh2bdkRCXAIiIiLEjhZy36ufffYZvv32W/To0QP3338/duzYgQEDBlzWc4Taa0IULFarFTk5OYiOrp85HI8dO4aHH34YZWVlaN26Nd5++22kpKTUy75CUUVFBVJTU4P+vVbdd2rv3r1x3XXX4eWXXwZwbnGi1NRUPPHEE5g2bdoFz/HQQw/BZrNh165dgW3XX389unXrhrVr10IQBKSkpOCpp57C008/DQAwmUxITEzEpk2bMGjQIBw/fhwdOnTAjz/+iJ49ewIAdu/ejbvvvhtnz55FSkoK1qxZg3//+98wGo2BE1vTpk3Dzp07ceLEiWqPz+fzITo6Gi+//HKt54VlP0N0ZcxmM/Lz8xEZGcmTzxLj9XuRVZKF5nHN0SK1RdD3X9vvVY48I6Kr9scff+Dee+/F8ePHER8fj/fee4+Fs6skCAJKHaX4tfhXFFcUo3VMa6S3S0dKUookCmeh6K677sKCBQvwj3/8Q+woRFSHfvjhBzz44IMoKytDp06d8MEHH7Bw1kC53W4cPnwYGRkZgW1hYWHIyMjAwYMHq33MwYMHq7QHgH79+gXaZ2VlwWg0Vmmj1+vRu3fvQJuDBw/CYDAECmcAkJGRgbCwMHz//feBNjfffHOVH+X9+vXDyZMnUVFRUW02u90Oj8eDmJiYGo/Z5XLBbDZXuRHR5YuKiqr3VZzp8vgFP4rtxThWfAxFliK4/W6xI10U/99DRFflxx9/xPDhw1FZWYm0tDRs2bIFzZs3FztWg+bwOpBrzkWZqQwxqhj0aN0DcbFx7PAlyOVyweVyBe7zRw2RtOzatQtPPvkkXC4XrrvuOrzxxhscrdOAlZaWwufzITExscr2xMTEGkd3GY3GatsbjcbA389vu1ibhISEKn8PDw9HTExMlTZ/XbH1/HMajcZqR1U+++yzSElJuaC492eZmZmYN29ejX8nImpoBEFAhasC+eZ8WGwWxEbGomubroiPjRc72kVx5BkRXbHdu3dj0KBBqKysRPfu3fHRRx+xcHYVfH4f8q35OGY8BrPZjI6JHdG7XW8kJSaxcCZRmZmZ0Ov1gVtqaqrYkYjof9avX48xY8bA5XKhb9++ePvtt1k4I8lYuHAhtm3bhh07dkClUtXYbvr06TCZTIFbXl5eEFMSEdUts9uME+UncNJ4EjKPDNemXovr21+PJslNJH85LX+NEdEV2bx5M2bOnAm/34+MjAysXbsWkZGRYsdqsEwuE3JNubBYLWiia4I2KW0QHR0NuVwudjS6iOnTp2PKlCmB+2azmQU0IpH5/X7MmzcPGzZsAAAMGzYM8+fP5/dpCIiLi4NcLkdRUVGV7UVFRTVOAJ6UlHTR9uf/W1RUhOTk5CptunXrFmjz1wUJvF4vysvLqzxPdfv58z7OW7JkCRYuXIj//Oc/6NKly0WPWalUQqlUXrQNEZHU2T12FFgLUGophRJKdErqhCYJTaBWqyGTycSOVysceUZEl8Xr9WL27NmYMWMG/H4/hgwZgtdee42Fsyvk8rlwpvIMjhcdh9/tR8/mPdH9mu6BHwgkbUqlEjqdrsqNiMTjcDjw+OOPBwpn//73v/H888/z+zREKBQK9OjRA3v37g1s8/v92Lt3L9LT06t9THp6epX2ALBnz55A+7S0NCQlJVVpYzab8f333wfapKeno7KyEocPHw602bdvH/x+f2CO1/T0dHz99dfweDxV9tO2bdsql2wuWrQI8+fPx+7du6vMoUZEFIqcXieyTdk4ZjyGClMFWse0xk0dbkKbFm2g0WgaTOEM4MgzIroMZrMZ48ePx759+wAAU6dOxZNPPtmgvvSk4vwEmWcrz8Lr9qJVXCukJadBq9Xy9SQiugL5+fl49NFHcezYMURERGD58uVcACQETZkyBcOGDUPPnj3Rq1cvrFixAjabDSNGjAAADB06FE2aNEFmZiYAYOLEibjllluwdOlS9O/fH9u2bcOhQ4ewfv16AIBMJsOkSZOwYMECtGnTBmlpaZg1axZSUlICKy63b98ed955J0aNGoW1a9fC4/FgwoQJGDRoUGDxiYcffhjz5s3DyJEj8eyzz+LYsWNYuXIlli9fHsj+4osvYvbs2di6dStatGgRmC9No9FAo9EE6yUkIqp3Lp8LRbYiFJmL4PP40Cy6GVolt4JOp2uwJ7RYPCOiWsnLy8OTTz6J33//HSqVCqtWrUL//v3FjtUgVboqkW/Oh8lqQoI6Ae1atENMdAznNROZ1WrFqVOnAvezsrJw9OhRxMTEoFmzZiImI6JLOXToEB577DGUlJQgJiYGr776Kq6//nqxY1E9eOihh1BSUoLZs2fDaDSiW7du2L17d2By/tzcXISF/d/FNX369MHWrVsxc+ZMzJgxA23atMHOnTvRqVOnQJupU6fCZrNh9OjRqKysxI033ojdu3dXmYtsy5YtmDBhAu644w6EhYXhgQcewKpVqwJ/1+v1+OKLLzB+/Hj06NEDcXFxmD17NkaPHh1os2bNGrjdbvzzn/+sckxz5szB3Llz6/qlIiIKOrfPjWJ7MQpNhfB6vGiqb4pWSa1gMBga/G8dmSAIgtghgsFsNkOv18NkMvGyGqLL9NFHH2H48OGoqKhAUlISNm7ceMk5OuhCDq8DBdYClJhLECmLRNvktkiOT26wl7yG2vfq/v37cdttt12wfdiwYdi0aVOtniPUXhOiYLFarcjJyal2RcJL2b59O6ZNmwa324327dtj48aNnHuwjlVUVCA1NTXo32v8Tr0QXxOiK+P1epGVlYWIiAjJT0zfEHn8nkDRzOPyIEWXglbJrRBtiEZERITY8S6qtt+rDbv0R0T1bvPmzRg1ahQ8Hg+6dOmC119/vcqEunRpXr8XRfYiFFQWQPAKaB3bGi2SW/ASTYm59dZb0UjOJxGFBI/Hg/nz5+O1114DANx1111YuXIl1Gq1yMlCj9vnFjsCERFJkNfvRbG9GEazES6XC0maJLRu3hrRhuiQK1KyeEZENRIEAbt27YLH40Hfvn3xyiuvNNhRUmIQBAFlzjLkm/Nhs9m4iiYRUR0pKCjA2LFjcejQIQDn5sGaPHlylcv16OqdHzFdaCpEMx8vXycionO8fi9KHCUoNBXC6XQiUZOI1k1bIyY6JmRXCGbxjIhqJJPJsHnzZvTs2RP9+/dn4ewyVLoqUWApQIWlAtHKaFzf8nrEx8aHbGdCRBQsX3/9NcaPH4/y8nLodDqsWLEC/fr1EztWSPH4PSiyFaHQVAi/x4+2CW2hjuSIPiKixs7j96DEXgKj2QiH04EkTRKubX0tYqNjQ/53DotnRHRRUVFRGDFiBEpLS8WO0iDYPXYUWAtQailFpCwS3VK6ISUhhZcRERFdJZ/Ph1WrVmHp0qUQBAGdOnXC+vXr0bx5c7GjhQyf34dix7k5a1xOF5oamqJNShvo9XqOmCYiasTcPjdKHOeKZm6XGwnqBFzb+lrEGGKqLK4Sylg8IyKqAy6fC4XWQhSbiyHzydAmrg2aJzXnvGZERHUgPz8fEydOxMGDBwEAQ4YMwXPPPddo/sFe3/yCH6WOUhSYC2C325GoSUSbNm0QEx0TcnPWEBFR7bl8rsBIM4/Lg0RtIlo1bRXSl2fWhMUzIqKrcH5lmYLKAng9XjSPbo5Wya2g0+l4lp6IqA58/PHHePbZZ2EymRAVFYXMzEz885//FDtWSDg/N2eBpQBWmxWxkbHonNYZ8bHxLEwSETViTq/z3EgzkxFetxfJumS0bNYS0YboRlc0O4/FMyKiK/DnS1ucTidSdClonda6QSzHTETUEFitVsyaNQvvvPMOAKB79+546aWXkJaWJnKyhk8QBFS4KlBgLoDJZkK0Mho9m/VEQmwCoqKixI5HREQisXvsKLIXocRcAp/Xh6b6pkhLS4NBb2j0I5FZPCMiugw+vw+lzlIUmgtht9uRoE5Aj9Y9GuXQZSKi+nLgwAE8/fTTyMnJgUwmwxNPPIEpU6bw5MRV8gt+VDgrUGgphNlmhjZCi2ubXoukuCRERUVxmgEiokbK7DajyFqEcls5ZD4ZmuiboFVyK2i1Wva9/yNq8Wz16tVYvHgxjEYjunbtipdeegm9evWqtu2mTZswYsSIKtuUSiWcTmcwohJRI+cX/ChznLu0xWa38dIWIqJ6YLVa8fzzz+ONN94AADRp0gSrVq3C9ddfL3Kyhu18H2a0GmG2maFX6NGtaTckxyWzaEZE1EidH4VstBphspkQIUSgZWxLNE9sDo1Gg/BwjrX6M9Feje3bt2PKlClYu3YtevfuHVhm/OTJk0hISKj2MTqdDidPngzcZ0dPRPXNL/hR7ixHoaUQFpsFBqUB1zW/DgmxCYiMjBQ7HhFRyPj222/x3HPPIT8/HwDwr3/9CzNnzoRWqxU5WcPl8/tQ5ixDoaUQdocdeoWeI82IiBo5n9+Hcmc5jFYjLDYL1BFqtI9vj6YJTaFWqzlvcw1EK54tW7YMo0aNCowmW7t2LT755BO8/vrrmDZtWrWPkclkSEpKCmZMImqk/nqW3qAwoEezHkiMTeR8MEREdaiyshJPPvkk3nzzTQBAs2bNsGjRItx0000iJ2u43D43Sh2lKLIUwe6wIzYyFh2adUB8TDwiIyNZNCMiaoRcPhdKHaUothTD7rAjJjIG3Zt2R2JsItRqNfuGSxCleOZ2u3H48GFMnz49sC0sLAwZGRmBJcirY7Va0bx5c/j9flx77bV44YUX0LFjx2BEJqJG4s9n6W12GwxKA3o264nE2ET+4CAiqgfr1q3Dm2++CZlMhkcffRTPPvss1Gq12LEaJIfXgWJ7MYrNxfC4PUjUJKJry66IjY7laGkiokbK6raixFGCUkspvG4vEjQJgb5BpVLx900tiVI8Ky0thc/nQ2JiYpXtiYmJOHHiRLWPadu2LV5//XV06dIFJpMJS5YsQZ8+ffDrr7+iadOmF7R3uVxwuVyB+2azuW4PgohCis/vO7ccs8V47kyMKgbtm7UPXJ7JToWIqH5MnjwZBw4cwD//+U/ccccdYsdpcARBgNltRrGtGOW2csALpOhTkJaWBr1Oz8VsiIgaIb/gR6WrEkXWIpjsJsj9cqToU9CiZQvotDr2DVegwcwAl56ejvT09MD9Pn36oH379li3bh3mz59/QfvMzEzMmzcvmBGJqAH686UtDocDcVFx6NSiU+DSFiIiql8KhQJbtmxBTk6O2FEaFK/fi3JnOYqtxbDYLVCGKdEyuiWaJTSDRqPh6mhERI2Qx+85N/WMxQibwwZNhAbXxF6D1IRUqNVqLgJwFUR55eLi4iCXy1FUVFRle1FRUa3nNIuIiED37t1x6tSpav8+ffp0TJkyJXDfbDYjNTX1ykMTUUhxeB0osZegyFwUuLSlW6tugeHLREREUmTz2FDmKEOxpRhulxvRkdHonNwZyXHJUKvVCAsLEzsiEREFmdVtRamjFCWWEnjcHsRFxaF9s/aIj45HVFQU+4Y6IErxTKFQoEePHti7dy8GDBgAAPD7/di7dy8mTJhQq+fw+Xz45ZdfcPfdd1f7d6VSyaGIRHQBi9uCYnsxyixl8Hv9aKJvghYtWsCgN/A7g4iIJMnn96HSVYliWzFMdhNkPhmSdcloltoM0fpozllDRNQI+fw+VLgqzvUNNhPkwrlLM5u3aA69Ts8BAXVMtDF7U6ZMwbBhw9CzZ0/06tULK1asgM1mC6y+OXToUDRp0gSZmZkAgOeeew7XX389WrdujcrKSixevBg5OTl47LHHxDoEImogBEE4d82/rQgV1gpECBFINaQiLSkNWq2Wl7YQEZEkWdwWlDvLUWothdPlhDZCG7j8Jioqiv0XEVEjZPfYUeY8NwLZ5XJBG6FF+4T2aBLXhJdm1iPRXtWHHnoIJSUlmD17NoxGI7p164bdu3cHFhHIzc2tMrSwoqICo0aNgtFoRHR0NHr06IEDBw6gQ4cOYh0CEUnc+Wv+z88HownXoF18u8A1/3K5XOyIREREVbh8LlQ4K1BqK4XFYYFckCNRm4jUlFTEGGK4iA0RUSN0fgGAYlsxKm2VgA9I0iahWUoz9g1BIhMEQRA7RDCYzWbo9XqYTCbodDqx4xA1KMXFxSgtLYXBYBA7Sq3YPDaU2EtQYimB2+1GbGQsWsS3QEJMAq/5r0P8Xr0QXxOiK2O1WpGTk4Po6Gixo4jC6/fC7Daj3FGOcms5vB4voiOj0TS6KZJikxrtKDN+p16IrwnRlfF6vcjKykJERAQUCoXYcWrN5rGhwlmBIksRnC4nNBEaNDE0QWp8KheHqSO1/V7leD4iCgl/PRsj88nOXfPfvDkMegOv+SciIknx+X0wu82ocFagzFoGt8cNtVyNVH0qmsU3g1ajhVKp5EgCIqJGxuP3oNJZiRJ7Ccx2M+ADErWJ50aZ6c+NMuNggOBj8YyIGjSH14FyZzmKLcWwO+3QhGvQJqZN4NJMno0hIiKp8At+WNyWcwUzWxmcLici5ZFI1iajSUwTGHQG/igiImqEBEE4NwLZWY5SSyncbjcMSgPaxrUNzGXG3zXiYvGMiBqc86PMSu2lqLBVwO/xI14Tj47NOyI+Op4/PIiISDLOX5JpcplQbiuH0+WEUqZEgjYBTVKaIFoXjcjISM7DSUTUCDm8DlQ4K1BiLYHNYYNCpkCyPhnNmjeDTqvjXGYSwuIZETUY1Y0yS9OnoVlCM6jVaiiVSrEjEhERwe1zw+w2o9JZiQpbBVxuFyLlkYjTxCElOQUxunOX3XBFNCKixsftc6PSVYkyexlMdhMEr4A4dRzaNG2DxJhE9g8SxXeEiCTt/DX/ZY4yVNoqIfgEJKgT0LF5R8QZ4rgAABERiU4QBNi99nMFM0clzA4zPG4PNBGac5dkpjaBXquHSqXiDyIiokbI5/fB5Dah3FGOCltF4LLM1jGtkRqfiqioKA4EkDj23kQkOX7BD5PL9H+TKLvd0Cq0gc5FrVY3qFVyiIgo9Hj8HljcFphdZlTYK+B0OQE/oFfpkWZIQ0pMCtRRaqhUKl6SSUTUCP15nssSSwncHjc04Ro00TZBalwqdFodVCoVL8tsIFg8IyLJsLqtqHRVosRaAofTAWWYEsm6ZKQ2T4Veq+c1/0REJBqf3web13aur3JUwuK0wOPxIFIeiRh1DBJiExBviIdKpeIqmUREjZQgCLB4LIFBAA6XA0qZEonaRDRt2hTR+mjOz9xAsXhGRKKye+yBa/6tDitkfhkSNOcuy4zVxyIqKopn7ImIKOj8gh82jw1WjxVmpxlmhxlujxtyyAOjy5Kik6CJ0vByTCKiRux8wczkMqHUWgqH04EIWQTiNHHomHhuqhnOY9bw8d0joqBzeB2odFWi3F4Oi8MCwSsgJioGHRM7Ijk2GZGRkbwsk4iIgsrr98LmsZ2bu+x/xTKPxwMZZNAr9UhRpyAxOhEGjQFKpRIKhYKjy4iIGqnzBbNKZyXKbGVwOB0Il4UjTh2HdqntEG+IR2RkJCIiIsSOSnWExTMiCorqCmaGSAPaxbdDckwyJ8kkIqKgEQQBTp8Tdo8dNo8NJocJdrcdHo8HcpkcOqUOyepkJBoSEa2NhkKhgEKh4GU2RESNmM/vC4wwK7OWwelyIkIWgVh1LAtmjQCLZ0RULwRBOPeDxG1Cub0cVocVgk9AdGQ0rom9BimxKYGCGc/cExFRfXL5XHB4HeeKZW7buUswvW74fX4o5UroVXokGhIRr4+HNkrLYhkREQE4tziM2WU+NwjAWg63xw2lTIlYTSySE5MRp49jwayRYPGMiOrMn8/GlNvKz608JgAxkTFoF98OKbEpiIyMZMGMiIjqjcvngt1jh8PrgM1tg8VpgdvrhtfrRbgsHBqlBvGR8YhWRyNOHweVUoWIiAhERESwbyIiIji9TpjdZlQ4KmCym+DxeKCOUCNZk4zk6GQYtAbOYdYI8d0moqvi8rkCq2QGzsaEKRETFYO2cW2rrDxGRERUVzx+D5xeJ5xe57lCmcsGm9sGj9cDn8+HiLAIqBVqxCpjoY/WI0YbA3WkGhERERxVRkREAX7BD6vHCovbggp7BaxOK3xeH/RKPZrpmiElNgVatRYqlYoLmTViLJ4R0WX5a+dic9ngcf/vbIw2GUnRSYjWRkOlUnH4MhERXRVBEODxe+DyueDyueD0OmFz22B32eHyuuDz+QABUMqVUCvUSIxMhF59rlAWqYwMjCjjjx0iIvozl88Fi/vcFTMVtgq43W6EIQwxUTG4Ju6ac3MyR56bYoYnWwhg8YyIasHpdaLUWYqyijKU28rh8XgQhjBER0ajVXQrJEUnQaPWQKlU8gcKERFdNo/PA7vXDsEpnJufzOOAw+2A3W2H1+cNFMlU4SpEKaIQo4yBRq9BtDYa2kgtwsPDERERgfDwcP7IISKiC5wfAOBwO2CttFYZAJCoSURCUgJi9bFQqVRQKBRixyUJYvGMiC7K5DThZMVJlJpLYYg0IFmTjHhdPGL1sVAqlVAoFJwjhoiIrpggCPi19Ffkm/MBM6CQKwJFMr1aD22kFjq1DmqlOlAgi4iIYJGMiIhq7UzFGWRbsuH3+BETFRMYAKCOUvNyTKoVFs+I6KK0Si06JneEMlmJSFUkR5cREVGdkslkaJfQDs3VzaFWqqGIUCA8PBxyuRzh4eE8QUNERFct1ZAKbZoWWpWWAwDoivCUHRFdVJgsDCkxKYiNiUVUVBQLZxTyVq9ejRYtWkClUqF379744YcfxI5EFPLitHFITUpFTHQMNBpNYN5M/rAhIqK6oFao0SShCXQ6HZRKJfsXumwsnhEREf3P9u3bMWXKFMyZMwc//fQTunbtin79+qG4uFjsaEREREREJBIWz4iIiP5n2bJlGDVqFEaMGIEOHTpg7dq1iIqKwuuvvy52NCIiIiIiEgmLZ0RERADcbjcOHz6MjIyMwLawsDBkZGTg4MGDIiYjIiIiIiIxccEAIiIiAKWlpfD5fEhMTKyyPTExESdOnKj2MS6XCy6XK3DfbDbXa0YiIiIiIgo+jjwjIiK6QpmZmdDr9YFbamqq2JGIiIiIiKiOsXhGREQEIC4uDnK5HEVFRVW2FxUVISkpqdrHTJ8+HSaTKXDLy8sLRlQiIiIiIgoiFs+IiIgAKBQK9OjRA3v37g1s8/v92Lt3L9LT06t9jFKphE6nq3IjIiIiIqLQwjnPiIiI/mfKlCkYNmwYevbsiV69emHFihWw2WwYMWKE2NGIiIiIiEgkLJ4RERH9z0MPPYSSkhLMnj0bRqMR3bp1w+7duy9YRICIiIiIiBoPFs+IiIj+ZMKECZgwYYLYMYiIiIiISCI45xkREREREREREVENWDwjIiIiIiIiIiKqQaO5bFMQBACA2WwWOQkRUWg4/316/vuV2NcQEdUl9jMXYj9DRFS3atvXNJriWVlZGQAgNTVV5CRERKHFYrFAr9eLHUMS2NcQEdU99jP/h/0MEVH9uFRf02iKZzExMQCA3NzckOh8zWYzUlNTkZeXB51OJ3acq8bjka5QOhaAx1OXBEGAxWJBSkpKUPcrZaHU1/CzIm08HmkLpeNhPyMtodTPAPysSBmPR9p4PHWntn1NoymehYWdm95Nr9eHxP+5ztPpdDweCQul4wmlYwF4PHUlFP7hXpdCsa/hZ0XaeDzSFkrHw35GGkKxnwH4WZEyHo+08XjqRm36Gi4YQEREREREREREVAMWz4iIiIiIiIiIiGrQaIpnSqUSc+bMgVKpFDtKneDxSFsoHU8oHQvA46H6FUrvRygdC8DjkToej3SF0rGEglB7P0LpeELpWAAej9TxeIJPJnDtZyIiIiIiIiIiomo1mpFnREREREREREREl4vFMyIiIiIiIiIiohqweEZERERERERERFQDFs+IiIiIiIiIiIhqEFLFs9WrV6NFixZQqVTo3bs3fvjhh4u2f/fdd9GuXTuoVCp07twZn376aZCS1s7lHM+mTZsgk8mq3FQqVRDT1uzrr7/GPffcg5SUFMhkMuzcufOSj9m/fz+uvfZaKJVKtG7dGps2bar3nLV1ucezf//+C94bmUwGo9EYnMCXkJmZieuuuw5arRYJCQkYMGAATp48ecnHSfHzcyXHIuXPzpo1a9ClSxfodDrodDqkp6fjs88+u+hjpPi+hBL2M9L8rACh1dewnzlHqp+fUOpr2M9IE/sa6X1WgNDqZ4DQ6mvYz0j7sxMqfU3IFM+2b9+OKVOmYM6cOfjpp5/QtWtX9OvXD8XFxdW2P3DgAAYPHoyRI0fiyJEjGDBgAAYMGIBjx44FOXn1Lvd4AECn06GwsDBwy8nJCWLimtlsNnTt2hWrV6+uVfusrCz0798ft912G44ePYpJkybhsccew+eff17PSWvnco/nvJMnT1Z5fxISEuop4eX56quvMH78eHz33XfYs2cPPB4P+vbtC5vNVuNjpPr5uZJjAaT72WnatCkWLlyIw4cP49ChQ7j99ttx33334ddff622vVTfl1DBfka6nxUgtPoa9jPS/vyEUl/DfkZ62NdI87MChFY/A4RWX8N+5hypfnZCpq8RQkSvXr2E8ePHB+77fD4hJSVFyMzMrLb9wIEDhf79+1fZ1rt3b+Hxxx+v15y1dbnHs3HjRkGv1wcp3ZUDIOzYseOibaZOnSp07NixyraHHnpI6NevXz0muzK1OZ4vv/xSACBUVFQEJdPVKi4uFgAIX331VY1tpP75Oa82x9JQPjvnRUdHCxs2bKj2bw3lfWmo2M80nM9KKPU17Gf+j5Q+P38Wan0N+xlxsa9pGJ+VUOpnBCH0+hr2M9LXEPuakBh55na7cfjwYWRkZAS2hYWFISMjAwcPHqz2MQcPHqzSHgD69etXY/tgupLjAQCr1YrmzZsjNTX1opVcqZPye3M1unXrhuTkZPztb3/Dt99+K3acGplMJgBATExMjW0ayntUm2MBGsZnx+fzYdu2bbDZbEhPT6+2TUN5Xxoi9jPnNITPSm1J+f25UuxnxBEqfQ37GfGxrzlH6p+V2pLye3M1GkJfw35Gup+dhtzXhETxrLS0FD6fD4mJiVW2JyYm1ngNttFovKz2wXQlx9O2bVu8/vrr+PDDD/HWW2/B7/ejT58+OHv2bDAi16ma3huz2QyHwyFSqiuXnJyMtWvX4v3338f777+P1NRU3Hrrrfjpp5/EjnYBv9+PSZMm4YYbbkCnTp1qbCflz895tT0WqX92fvnlF2g0GiiVSowZMwY7duxAhw4dqm3bEN6Xhor9jPQ/K5crlPoa9jPiCYW+hv2MdLCvkfZn5XKFUj8DNJy+hv2MND87odDXhIu6d6oz6enpVSq3ffr0Qfv27bFu3TrMnz9fxGTUtm1btG3bNnC/T58+OH36NJYvX44333xTxGQXGj9+PI4dO4ZvvvlG7ChXrbbHIvXPTtu2bXH06FGYTCa89957GDZsGL766qsaOxui+iL1z0pjxn5GPKHQ17CfISmR8melsWsofQ37mXOk9tkJhb4mJEaexcXFQS6Xo6ioqMr2oqIiJCUlVfuYpKSky2ofTFdyPH8VERGB7t2749SpU/URsV7V9N7odDpERkaKlKpu9erVS3LvzYQJE7Br1y58+eWXaNq06UXbSvnzA1zesfyV1D47CoUCrVu3Ro8ePZCZmYmuXbti5cqV1baV+vvSkLGfuZDUPiuXK9T7GvYz9S9U+hr2M9LBvuZCUvqsXK5Q72cA6fU17Gf+j9Q+O6HQ14RE8UyhUKBHjx7Yu3dvYJvf78fevXtrvI42PT29SnsA2LNnT43tg+lKjuevfD4ffvnlFyQnJ9dXzHoj5femrhw9elQy740gCJgwYQJ27NiBffv2IS0t7ZKPkep7dCXH8ldS/+z4/X64XK5q/ybV9yUUsJ+5kNQ/K5ci5fenLrCfqT+h3tewnxEP+5oLSfmzcilSfm/qilT6GvYzF5L6Z6dB9jVirlZQl7Zt2yYolUph06ZNwm+//SaMHj1aMBgMgtFoFARBEB555BFh2rRpgfbffvutEB4eLixZskQ4fvy4MGfOHCEiIkL45ZdfxDqEKi73eObNmyd8/vnnwunTp4XDhw8LgwYNElQqlfDrr7+KdQgBFotFOHLkiHDkyBEBgLBs2TLhyJEjQk5OjiAIgjBt2jThkUceCbQ/c+aMEBUVJTzzzDPC8ePHhdWrVwtyuVzYvXu3WIdQxeUez/Lly4WdO3cKf/zxh/DLL78IEydOFMLCwoT//Oc/Yh1CFWPHjhX0er2wf/9+obCwMHCz2+2BNg3l83MlxyLlz860adOEr776SsjKyhJ+/vlnYdq0aYJMJhO++OILQRAazvsSKtjPSPezIgih1dewn5H25yeU+hr2M9LDvkaanxVBCK1+RhBCq69hPyPtz06o9DUhUzwTBEF46aWXhGbNmgkKhULo1auX8N133wX+dssttwjDhg2r0v6dd94RrrnmGkGhUAgdO3YUPvnkkyAnvrjLOZ5JkyYF2iYmJgp333238NNPP4mQ+kLnlzX+6+18/mHDhgm33HLLBY/p1q2boFAohJYtWwobN24Meu6aXO7xvPjii0KrVq0ElUolxMTECLfeequwb98+ccJXo7pjAVDlNW8on58rORYpf3YeffRRoXnz5oJCoRDi4+OFO+64I9DJCELDeV9CCfsZaX5WBCG0+hr2M+dI9fMTSn0N+xlpYl8jvc+KIIRWPyMIodXXsJ+R9mcnVPoamSAIwpWPWyMiIiIiIiIiIgpdITHnGRERERERERERUX1g8YyIiIiIiIiIiKgGLJ4RERERERERERHVgMUzIiIiIiIiIiKiGrB4RkREREREREREVAMWz4iIiIiIiIiIiGrA4hkREREREREREVENWDwjIiIiIiIiIiKqAYtnRERERERERERENWDxjIiIiIiIiIiIqAYsnhEREREREREREdWAxTMiIiIiIiIiIqIasHhGRERERERERERUAxbPiIiIiIiIiIiIasDiGRERERERERERUQ1YPCMiIiIiIiIiIqoBi2dEREREREREREQ1YPGMiIiIiIiIiIioBiyeERERERERERER1YDFMyIiIiIiIiIiohqweEZERERERERERFQDFs+IiIiIiIiIiIhqwOIZUR2YO3cuZDIZSktL631fLVq0wPDhw+t9P0REJH113f/ceuutuPXWW+vkuYiISBxX+10uZl8gk8kwd+7cet/P8OHD0aJFC1H2TQ0Ti2dEREREREREISo7OxsymazKTafToVu3bnj55Zfh8/nEjnhJp0+fxuOPP46WLVtCpVJBp9PhhhtuwMqVK+FwOMSOR41AuNgBiOjynDx5EmFhrHsTEVHd++KLL8SOQERE9WTw4MG4++67AQAmkwmffvopnnjiCeTk5GDx4sUip6vZJ598ggcffBBKpRJDhw5Fp06d4Ha78c033+CZZ57Br7/+ivXr14sdk0Ici2dEIvL7/XC73VCpVLV+jFKprMdERETUmCkUiku2cTqdUCgUPJFDRFQPbDYb1Gp1vTz3tddei3/961+B++PGjUPv3r2xdetWyRbPsrKyMGjQIDRv3hz79u1DcnJy4G/jx4/HqVOn8Mknn4iYkBoL/quHqA6VlpZi4MCB0Ol0iI2NxcSJE+F0OgN/l8lkmDBhArZs2YKOHTtCqVRi9+7dAIAlS5agT58+iI2NRWRkJHr06IH33nvvgn38dc6zTZs2QSaT4dtvv8WUKVMQHx8PtVqNf/zjHygpKan3YyYiIvFVVlZi+PDhMBgM0Ov1GDFiBOx2e+DvGzduxO23346EhAQolUp06NABa9asueB5/jrPzf79+yGTybBt2zbMnDkTTZo0QVRUFMxmczAOi4gopJ2ft/K3337Dww8/jOjoaNx4440AgLfeegs9evRAZGQkYmJiMGjQIOTl5V3wHOvXr0erVq0QGRmJXr164f/9v/9X6/3LZDIkJiYiPPzSY2qKi4sxcuRIJCYmQqVSoWvXrti8efMF7Ww2G5566imkpqZCqVSibdu2WLJkCQRBqNLO5XJh8uTJiI+Ph1arxb333ouzZ89e8HyLFi2C1WrFa6+9VqVwdl7r1q0xceLEKttq+9pdisViwaRJk9CiRQsolUokJCTgb3/7G3766afLfi5q+DjyjKgODRw4EC1atEBmZia+++47rFq1ChUVFXjjjTcCbfbt24d33nkHEyZMQFxcXGCiypUrV+Lee+/FkCFD4Ha7sW3bNjz44IPYtWsX+vfvf8l9P/HEE4iOjsacOXOQnZ2NFStWYMKECdi+fXt9HS4REUnEwIEDkZaWhszMTPz000/YsGEDEhIS8OKLLwIA1qxZg44dO+Lee+9FeHg4Pv74Y4wbNw5+vx/jx4+/5PPPnz8fCoUCTz/9NFwuV61GqBERUe08+OCDaNOmDV544QUIgoDnn38es2bNwsCBA/HYY4+hpKQEL730Em6++WYcOXIEBoMBAPDaa6/h8ccfR58+fTBp0iScOXMG9957L2JiYpCamnrBfux2e2CBGbPZjM8++wy7d+/G9OnTL5rP4XDg1ltvxalTpzBhwgSkpaXh3XffxfDhw1FZWRkoXgmCgHvvvRdffvklRo4ciW7duuHzzz/HM888g/z8fCxfvjzwnI899hjeeustPPzww+jTpw/27dtX7W+ejz/+GC1btkSfPn1q9VrW9rWrjTFjxuC9997DhAkT0KFDB5SVleGbb77B8ePHce2119b6eShECER01ebMmSMAEO69994q28eNGycAEP773/8KgiAIAISwsDDh119/veA57HZ7lftut1vo1KmTcPvtt1fZ3rx5c2HYsGGB+xs3bhQACBkZGYLf7w9snzx5siCXy4XKysqrPTwiIpKo8/3Po48+WmX7P/7xDyE2NjZw/699jCAIQr9+/YSWLVtW2XbLLbcIt9xyS+D+l19+KQAQWrZsWe1zEBHRlTv/HT548ODAtuzsbEEulwvPP/98lba//PKLEB4eHtjudruFhIQEoVu3boLL5Qq0W79+vQCgynd5VlaWAKDa29ixY6v8hhCEC/uCFStWCACEt956K7DN7XYL6enpgkajEcxmsyAIgrBz504BgLBgwYIqz/fPf/5TkMlkwqlTpwRBEISjR48KAIRx48ZVaffwww8LAIQ5c+YIgiAIJpNJACDcd999tXg1a//aCYIgDBs2TGjevHmVdn/etyAIgl6vF8aPH1+rfVPo42WbRHXor2fvn3jiCQDAp59+Gth2yy23oEOHDhc8NjIyMvC/KyoqYDKZcNNNN9V6WPDo0aMhk8kC92+66Sb4fD7k5ORc1jEQEVHDM2bMmCr3b7rpJpSVlQUur/xzH2MymVBaWopbbrkFZ86cgclkuuTzDxs2rMpzEBFR3fnzd/gHH3wAv9+PgQMHorS0NHBLSkpCmzZt8OWXXwIADh06hOLiYowZM6bKaODhw4dDr9dXu5/Ro0djz5492LNnD95//32MHz8e69atw5QpUy6a79NPP0VSUhIGDx4c2BYREYEnn3wSVqsVX331VaCdXC7Hk08+WeXxTz31FARBwGeffRZoB+CCdpMmTapy/3wfptVqL5rvvNq+drVlMBjw/fffo6Cg4LIeR6GJl20S1aE2bdpUud+qVSuEhYUhOzs7sC0tLa3ax+7atQsLFizA0aNH4XK5Atv/XBC7mGbNmlW5Hx0dDeBcIY6IiELbxfoAnU6Hb7/9FnPmzMHBgwerzIUGnCum1fRD67ya+i4iIrp6f/6O/eOPPyAIwgW/K86LiIgAgMAJ8r+2i4iIQMuWLat9bJs2bZCRkRG4f//990Mmk2HFihV49NFH0blz52ofl5OTgzZt2lywUEz79u2rZMnJyUFKSsoFxa7q2oWFhaFVq1ZV2rVt27bKfZ1OB+Dc3GO1UdvXrrYWLVqEYcOGITU1FT169MDdd9+NoUOH1vj6Umhj8YyoHlVX+KruzP3/+3//D/feey9uvvlmvPLKK0hOTkZERAQ2btyIrVu31mpfcrm82u3CXybnJKL69/XXX2Px4sU4fPgwCgsLsWPHDgwYMKDe9teiRYtqR5mOGzcOq1evrrf9knRcrA84ffo07rjjDrRr1w7Lli1DamoqFAoFPv30Uyxfvhx+v/+Sz89RZ0RE9efP37F+vx8ymQyfffZZtd/tGo2mTvd9xx134OWXX8bXX39dY/FMLDqdDikpKTh27Fit2tf1azdw4EDcdNNN2LFjB7744gssXrwYL774Ij744APcddddl/Vc1PCxeEZUh/74448qZ45OnToFv98fWBSgJu+//z5UKhU+//xzKJXKwPaNGzfWV1Qiqkc2mw1du3bFo48+ivvvv7/e9/fjjz/C5/MF7h87dgx/+9vf8OCDD9b7vkn6Pv74Y7hcLnz00UdVRqhd7uUrRERU/1q1agVBEJCWloZrrrmmxnbNmzcHcO73x+233x7Y7vF4kJWVha5du9Zqf16vFwBgtVovuq+ff/4Zfr+/yuizEydOVMnSvHlz/Oc//4HFYqky+qy6dn6/H6dPn64y2uzkyZMX7Pvvf/871q9fj4MHDyI9Pf2ix1Lb1+5yJCcnY9y4cRg3bhyKi4tx7bXX4vnnn2fxrBHinGdEdeivIzxeeuklALjkl6tcLodMJqvy4zc7Oxs7d+6s84xEVP/uuusuLFiwAP/4xz+q/bvL5cLTTz+NJk2aQK1Wo3fv3ti/f/8V7y8+Ph5JSUmB265du9CqVSvccsstV/ycFDrOn33/80hkk8nEEzRERBJ0//33Qy6XY968eRdcQSIIAsrKygAAPXv2RHx8PNauXQu32x1os2nTJlRWVtZ6fx9//DEAXLTYdvfdd8NoNGL79u2BbV6vFy+99BI0Gk3g3xt33303fD4fXn755SqPX758OWQyWeA30fn/rlq1qkq7FStWXLDvqVOnQq1W47HHHkNRUdEFfz99+jRWrlwJoPavXW34fL4L5gRNSEhASkpKlSl2qPHgyDOiOpSVlYV7770Xd955Jw4ePBhYfvlSZ3769++PZcuW4c4778TDDz+M4uJirF69Gq1bt8bPP/8cpPREFCwTJkzAb7/9hm3btiElJQU7duzAnXfeiV9++aXGeTpqy+1246233sKUKVNqPWcihba+fftCoVDgnnvuweOPPw6r1YpXX30VCQkJKCwsFDseERH9SatWrbBgwQJMnz4d2dnZGDBgALRaLbKysrBjxw6MHj0aTz/9NCIiIrBgwQI8/vjjuP322/HQQw8hKysLGzdurHFOrp9++glvvfUWgHPziO3duxfvv/8++vTpg759+9aYafTo0Vi3bh2GDx+Ow4cPo0WLFnjvvffw7bffYsWKFYFRZvfccw9uu+02/Pvf/0Z2dja6du2KL774Ah9++CEmTZoUmOOsW7duGDx4MF555RWYTCb06dMHe/fuxalTp6p9PbZu3YqHHnoI7du3x9ChQ9GpUye43W4cOHAA7777LoYPH35Zr11tWCwWNG3aFP/85z/RtWtXaDQa/Oc//8GPP/6IpUuX1uo5KLSweEZUh7Zv347Zs2dj2rRpCA8Px4QJE7B48eJLPu7222/Ha6+9hoULF2LSpElIS0vDiy++iOzsbBbPiEJMbm4uNm7ciNzcXKSkpAAAnn76aezevRsbN27ECy+8cFXPv3PnTlRWVgb+IUnUtm1bvPfee5g5cyaefvppJCUlYezYsYiPj8ejjz4qdjwiIvqLadOm4ZprrsHy5csxb948AEBqair69u2Le++9N9Bu9OjR8Pl8WLx4MZ555hl07twZH330EWbNmlXt87799tt4++23AQDh4eFo1qwZnnnmGcyePfuCxQD+LDIyEvv378e0adOwefNmmM1mtG3bFhs3bqzy742wsDB89NFHmD17NrZv346NGzeiRYsWWLx4MZ566qkqz/n6668jPj4eW7Zswc6dO3H77bfjk08+QWpq6gX7v/fee/Hzzz9j8eLF+PDDD7FmzRoolUp06dIFS5cuxahRoy77tbuUqKgojBs3Dl988UVgFc/WrVvjlVdewdixY2v9PBQ6ZAJnEyciIqo3MpmsyoIBn3zyCf7+979DrVZXaedyuXD//fdj+/btOHHiRGBlqpo8++yzWLhw4QXb+/XrB4VCEbgMg4iIiIiIrg5HnhEREQWR1WqFXC7H4cOHL1gJ6vwqUC1btsTx48cv+jyxsbEXbMvJycF//vMffPDBB3UXmIiIiIiokWPxjIiIKIi6d+8On8+H4uJi3HTTTdW2USgUaNeu3WU/98aNG5GQkID+/ftfbUwiIiIiIvofFs+IiIjqmNVqrTLpbVZWFo4ePYqYmBhcc801GDJkCIYOHYqlS5eie/fuKCkpwd69e9GlS5crLnz5/X5s3LgRw4YNQ3g4u3ciIiIiorrCOc+IiIjq2P79+3HbbbddsH3YsGHYtGkTPB4PFixYgDfeeAP5+fmIi4vD9ddfj3nz5qFz585XtM8vvvgC/fr1w8mTJ3HNNddc7SEQEREREdH/sHhGRERERERERERUg5rXoyUiIiIiIiIiImrkrqh4tnr1arRo0QIqlQq9e/fGDz/8cNH27777Ltq1aweVSoXOnTvj008/rfJ3QRAwe/ZsJCcnIzIyEhkZGfjjjz8ueJ5PPvkEvXv3RmRkJKKjozFgwIAriU9ERERERERERFQrlz2j8Pbt2zFlyhSsXbsWvXv3xooVKwJzrCQkJFzQ/sCBAxg8eDAyMzPx97//HVu3bsWAAQPw008/oVOnTgCARYsWYdWqVdi8eTPS0tIwa9Ys9OvXD7/99htUKhUA4P3338eoUaPwwgsv4Pbbb4fX68WxY8dqndvv96OgoABarRYymexyD5uIiP5CEARYLBakpKQgLIwDmQH2NUREdYn9zIXYzxAR1a1a9zXCZerVq5cwfvz4wH2fzyekpKQImZmZ1bYfOHCg0L9//yrbevfuLTz++OOCIAiC3+8XkpKShMWLFwf+XllZKSiVSuHtt98WBEEQPB6P0KRJE2HDhg2XGzcgLy9PAMAbb7zxxlsd3/Ly8q74uznUsK/hjTfeeKv7G/uZ/8N+hjfeeOOtfm6X6msua+SZ2+3G4cOHMX369MC2sLAwZGRk4ODBg9U+5uDBg5gyZUqVbf369cPOnTsBAFlZWTAajcjIyAj8Xa/Xo3fv3jh48CAGDRqEn376Cfn5+QgLC0P37t1hNBrRrVs3LF68ODB67VK0Wi0AIC8vDzqd7nIOm4iIqmE2m5Gamhr4fiX2NUREdYn9zIXYzxAR1a3a9jWXVTwrLS2Fz+dDYmJile2JiYk4ceJEtY8xGo3VtjcajYG/n99WU5szZ84AAObOnYtly5ahRYsWWLp0KW699Vb8/vvviImJuWC/LpcLLpcrcN9isQAAdDodOxoiojrEy0b+z/nXgn0NEVHdYT/zf9jPEBHVj0v1NQ1i8gC/3w8A+Pe//40HHngAPXr0wMaNGyGTyfDuu+9W+5jMzEzo9frALTU1NZiRiYiIiIiIiIgoBFxW8SwuLg5yuRxFRUVVthcVFSEpKanaxyQlJV20/fn/XqxNcnIyAKBDhw6BvyuVSrRs2RK5ubnV7nf69OkwmUyBW15eXm0Pk4iIiIiIiIiICMBlFs8UCgV69OiBvXv3Brb5/X7s3bsX6enp1T4mPT29SnsA2LNnT6B9WloakpKSqrQxm834/vvvA2169OgBpVKJkydPBtp4PB5kZ2ejefPm1e5XqVQGhjNzWDMREREREREREV2Jy5rzDACmTJmCYcOGoWfPnujVqxdWrFgBm82GESNGAACGDh2KJk2aIDMzEwAwceJE3HLLLVi6dCn69++Pbdu24dChQ1i/fj2Ac9eVTpo0CQsWLECbNm2QlpaGWbNmISUlBQMGDABw7pr+MWPGYM6cOUhNTUXz5s2xePFiAMCDDz5YF68DERERERERERHRBS67ePbQQw+hpKQEs2fPDqx6uXv37sCE/7m5uQgL+78BbX369MHWrVsxc+ZMzJgxA23atMHOnTurrJI5depU2Gw2jB49GpWVlbjxxhuxe/duqFSqQJvFixcjPDwcjzzyCBwOB3r37o19+/YhOjr6ao6fiIiIiIiIiIioRjJBEASxQwSD2WyGXq+HyWTiJZxERHWA36sX4mtCRFR3+J16Ib4mRER1q7bfqw1itU0iIiIiIiIiIiIxsHhGRERERERERERUAxbPiIiIiIiIiIiIasDiGRERERER0V+sXr0aLVq0gEqlQu/evfHDDz/U2PbVV1/FTTfdhOjoaERHRyMjI+OC9sOHD4dMJqtyu/POO+v7MIiIqA6weEZERERERPQn27dvx5QpUzBnzhz89NNP6Nq1K/r164fi4uJq2+/fvx+DBw/Gl19+iYMHDyI1NRV9+/ZFfn5+lXZ33nknCgsLA7e33347GIdDRERXicUzIqIGzJOfB392ltgxiIgoVNlswMmTgMcjdpKgWrZsGUaNGoURI0agQ4cOWLt2LaKiovD6669X237Lli0YN24cunXrhnbt2mHDhg3w+/3Yu3dvlXZKpRJJSUmBW3R0dDAOh4hIugThXD9jMomd5KJYPCMiasByTx/GkV+/huByiR2FiIhCkN9YCGfOacBqFTtK0Ljdbhw+fBgZGRmBbWFhYcjIyMDBgwdr9Rx2ux0ejwcxMTFVtu/fvx8JCQlo27Ytxo4di7KysjrNTkTU4JSXI+f3H2AvzBU7yUWxeEZE1ED5TJUwGnMg8yvgcjrFjkNERKHG7UZ57kkcdubB7rCJnSZoSktL4fP5kJiYWGV7YmIijEZjrZ7j2WefRUpKSpUC3J133ok33ngDe/fuxYsvvoivvvoKd911F3w+X43P43K5YDabq9yIiEKJKeckzpiLYKysFDvKRYWLHYCIiK5MReEZOO02GDRahMnlYschIqJQU1KCAlM+fP5w2JxuRImdp4FYuHAhtm3bhv3790OlUgW2Dxo0KPC/O3fujC5duqBVq1bYv38/7rjjjmqfKzMzE/Pmzav3zEREorBYUGA8BX+YEuFhSrHTXBRHnhERNUR+P0ryTkIuj0J4GM+DEBFRHfP7Ycr5HRUeByKFKCgiIsROFDRxcXGQy+UoKiqqsr2oqAhJSUkXfeySJUuwcOFCfPHFF+jSpctF27Zs2RJxcXE4depUjW2mT58Ok8kUuOXl5dX+QIiIJM529gzKLGWIhAZhYdIuT0k7HRERVctVVoTyymIownViRwkZPp8Ps2bNQlpaGiIjI9GqVSvMnz8fgiCIHY2IKPjKylBUnguvTAmlTAmZTCZ2oqBRKBTo0aNHlcn+z0/+n56eXuPjFi1ahPnz52P37t3o2bPnJfdz9uxZlJWVITk5ucY2SqUSOp2uyo2IKCQ4HDDmnYDHHwalXC354hmHKxARNUBl+afgdroRo+UqXXXlxRdfxJo1a7B582Z07NgRhw4dwogRI6DX6/Hkk0+KHY+IKKgcuadR4jQhUpUMmafxFM7OmzJlCoYNG4aePXuiV69eWLFiBWw2G0aMGAEAGDp0KJo0aYLMzEwA5/qQ2bNnY+vWrWjRokVgbjSNRgONRgOr1Yp58+bhgQceQFJSEk6fPo2pU6eidevW6Nevn2jHSUQkFnfhWRgrjVAoYqBURIod55JYPCMiamg8HhTln0I4VIjS6eF3u8VOFBIOHDiA++67D/379wcAtGjRAm+//TZ++OEHkZMREQWZyYSikmy4BDkSo2IBi0XsREH30EMPoaSkBLNnz4bRaES3bt2we/fuwCICubm5VUZJrFmzBm63G//85z+rPM+cOXMwd+5cyOVy/Pzzz9i8eTMqKyuRkpKCvn37Yv78+VAqpT3PDxFRnfN4UJR9DG6/gPjoRER4a144RSpYPCMiamCsxlxYrZVQKuOhjIyEg8WzOtGnTx+sX78ev//+O6655hr897//xTfffINly5bV+BiXywWXyxW4z1XQiCgUePJzYbSWQKGKg0athrURFs8AYMKECZgwYUK1f9u/f3+V+9nZ2Rd9rsjISHz++ed1lIyIqGHzFRlRWJ6P8HA91Fod3BUVYke6JBbPiIgamLL8P+Bz+6FLTBA7SkiZNm0azGYz2rVrB7lcDp/Ph+effx5Dhgyp8TFcBY2IQo7djpKCU7BDhlhVDCIa0UIBREQUBH4/SrJ/hc3rgUEXD6VCgYYwFEDaM7IREVEVfpsVxUU5CJdFQcVJg+vUO++8gy1btmDr1q346aefsHnzZixZsgSbN2+u8TFcBY2IQo2/yIgCUwHC5VpoNexniIiobgmlpcgvzkJYmBo6Q4zYcWqNI8+IiBqQysIs2G1WaNXNoVAo4P3TJYN0dZ555hlMmzYNgwYNAgB07twZOTk5yMzMxLBhw6p9jFKp5Fw1RBQ6PB6U55yA1e+FTh0LFb/fiIioLgkCyrN/g9XtgFrbskH1Mxx5RkTUUAgCSs/+DsEnh0bHVTbrmt1uv2CJbLlcDr/fL1IiIqIgKylBQeVZ+MPU0HE1ZyIiqmsmEwqKzsAvi4ReFwuZrOGs5syRZ0REDYSnogwlZQVQyDWI5CWbde6ee+7B888/j2bNmqFjx444cuQIli1bhkcffVTsaERE9c/vhznnd1R6ndBGpiJSpRI7ERERhRhz7h+otFUiKrIpoqKixI5zWVg8IyJqIMoLTsPjcCLG0BxyuVzsOCHnpZdewqxZszBu3DgUFxcjJSUFjz/+OGbPni12NCKi+ldWBmNZDjxCBBK1DWs0ABERNQBWK4z5v8MtRCBBn9Dg+hkWz4iIGgKfD8Vnf0eYoIRaz0tp6oNWq8WKFSuwYsUKsaMQEQWd42wWih2ViFQlIyoyUuw4REQUYuxns1BiLkZkZBKi1Gqx41w2znlGRNQA2IvOwmQqg0JpgKqBDXEmIiKJq6xEcXEW3AiHXh3H0c1ERFS3nE4Yc3+Dyx8GgzahQfYzLJ4RETUA5fmn4HF7oNPGN7ghzkREJG2e/FwUWIoRoYyGpgGOBiAiImlzF+ShyFQEpTIGGq1W7DhXhMUzIiKJExwOGAvPIFwWhSiDQew4REQUSmw2lBSehkMA9FFxiIiIEDsRERGFEo8HRTm/wukToNMkIDy8Yc4exuIZEZHEmQqzYLOaERkZC4VSKXYcIiIKIf7CAuSbChARoYdG3TBHAxARkXR5jQUoLD+L8HAdNDq92HGuGItnRERSJggoPfsH/D4ZdIZ4sdMQEVEocbtRmncSVr8Pmsg4qHiChoiI6pLPh5Ls32D3eqFVJ0CpUIid6IqxeEZEJGGeijIUl+ZBKdchUqcTOw4REYUQwWhEgakAMrkaOk3DHQ1ARETS5C8pRn5pNsLCNNDqo8WOc1VYPCMikrDy/FNw2x3QaOMb5Ko0REQkUT4fKnNPwuRzQa2MhUqlEjsRERGFEkFAWdZvsLld0ETGI7KB9zMsnhERSZXXi6L8PyAXVFAbYsROQ0REoaSkBIUVZ+GDEnpdLFdyJiKiOiWUlaGgJAsCVNAZYsWOc9VYPCMikihbUR7MpjJEKA1QRUWJHef/s3fn4VGV9/vH35NJZk1msm/sIIgLiIIiamsXKvq1Vlpr1daq1GJdUBFFRTZZFFxQUKmorVarFGtb6WZRS2v7a0VUEBVkJ2Sf7Mkkk2TW8/sjNZUKSCBwMpP7dV1z0UyeObkn9pqT8znP83lERCRRGAbNJTupCzbjtmfhcjrNTiQiIgmmsXg7TW3NuF25OBPgPKPimYhID1VbtoNwMILHk6MZASIi0n3q6/HVFhMiBW9aNklJuiQQEZFu1NREhW8XUWwJM7tZZ0oRkR4oFmih2rcXmzUVV3q62XFERCSBtJftpbq1HpdmnYmIyFHQXLqLhpZ6XI4cXG632XG6hYpnIiI9UEP5bloDLThd2djieEtnERHpYfx+qny7CBpJeFxZJCcnm51IREQSSSBAZdn2jtnNnpyEmd2cGO9CRCSRxGLUlO2AqJW0BGiuKSIiPUe4opTK5mps9kzcqalmxxERkQTTVraXGn8NjpSMhDrPqHgmItLDBOuqqKuvxJbixZFAJxwRETFZWxvVZTtoNSDNmYUtJcXsRCIikkiCQXylnxCKgdeTh9VqNTtRt1HxTESkh6kr30WoLUhaWk5CnXBERMRcMV8lFU0VpCR7SEv1mB1HREQSTKiiFF99BbaUDFLT0syO061UPBMR6UGMYBBf+S6SLU5c3nSz44iISKIIh6kt3kpLNEKqMxuH3W52IhERSSThMFV7N9MeA09aHikJNrtZxTMRkR6k2VdMi78euyMTu3ZAExGRbmJUVVHeUIbF6saTlm52HBERSTCRqkoq68pITvaQ6vGaHafbqXgmItKD1JbuIBo28HpzsFgsZscREZFEEI3SWLwNf6QdtyMbh8NhdiIREUkk0Sg1RVsIRCJ4UvOw22xmJ+p2Kp6JiPQQkaYGqqqLsVnTcHrUi0ZERLpJbS0VdcVELQ68nizdnBERkW4Vq6mmvGYvSUlu0rwZZsc5KlQ8ExHpIRrKdxFsbcXtySM5wXoEiIiISQyD5r3bqQ+24HZk41JLABER6U6xGLV7NtMSasfjzkvYnpoqnomI9ATRKFVlO7DEbKSlZ5mdRkREEkV9Pb66EkIWG960bJKS9Oe/iIh0H6O2tnPWmSeBr2N09hQR6QFafaU0NtRgs6fjcLnMjiMiIgmirWQ31a31OG2ZuHV+ERGR7mQY1O39BH97C25XbkL31FTxTESkB6gp2044GMHrzVMvGhER6R6Njfiq9tBuWPGm5mC1Ws1OJCIiCcSor6eiag8GDrzp2Ql9HXNYxbPly5czcOBAHA4HY8eO5d133z3o+FdeeYXhw4fjcDgYMWIEr7322j7fNwyDOXPmUFBQgNPpZPz48ezcuXOfMQMHDsRisezzWLx48eHEFxHpUWItzVT5ikhJcuNKTzc7joiIJIhQWTG+lhoc9kxS3W6z44iISIJpLN5GY2sTLmcuzgTvqdnl4tnLL7/MtGnTmDt3Lhs3buSUU05hwoQJVFdX73f822+/zRVXXMG1117LBx98wMSJE5k4cSKbN2/uHPPggw/y2GOPsWLFCtavX4/b7WbChAm0t7fvc6z58+dTWVnZ+bj55pu7Gl9EpMepL99FW0sz7tRcbAm4rbOIiJigpYWqyp20Y8HjyiZFG9GIiEh3amqionIXUcNGujexZ53BYRTPHnnkESZPnsykSZM48cQTWbFiBS6Xi2effXa/45ctW8b555/P9OnTOeGEE1iwYAGnnXYaTzzxBNAx62zp0qXMmjWLiy++mJEjR/LCCy9QUVHB6tWr9zlWWloa+fn5nQ+37qCJSLyLRqku3QbaKEBERLpRpLyUyiYfySnppKammR1HREQSjL94Bw0t9bidObh6QW2mS8WzUCjEhg0bGD9+/H8PkJTE+PHjWbdu3X5fs27dun3GA0yYMKFzfFFRET6fb58xXq+XsWPHfu6YixcvJisri1NPPZWHHnqISCTSlfgiIj1Oa1UZDXVV2FO8OFJTzY4jIiKJoK2N6vIdBIA0ZzZ2zWoWEZHu1NJCRcV2wtjwenJ6xU7OyV0ZXFtbSzQaJS8vb5/n8/Ly2LZt235f4/P59jve5/N1fv/T5w40BuCWW27htNNOIzMzk7fffpsZM2ZQWVnJI488st+fGwwGCQaDnV/7/f5DfJciIsdObflOQqEIuVm5veKkIyIiR1/MV0l5YzlWayqeNK/ZcUREJMG0FO+ktqkWpz0fVy+ZANCl4pmZpk2b1vm/R44cic1m4yc/+QmLFi3Cbrd/bvyiRYuYN2/esYwoItIlsUALVRW7SUlKxZ2RYXYcERFJBKEQtcVbaYmESffk4NjP38kiIiKHrbWVyrJthIwksjy5vWYn5y5Nc8jOzsZqtVJVVbXP81VVVeTn5+/3Nfn5+Qcd/+m/XTkmwNixY4lEIuzdu3e/358xYwZNTU2dj9LS0oO+NxGRY62hfDetgRZcrmxsurgREZFuYFRVUd5QRpI1FU9autlxREQkwbSVFlHdVI0jJQN3L5l1Bl0sntlsNkaPHs3atWs7n4vFYqxdu5Zx48bt9zXjxo3bZzzAm2++2Tl+0KBB5Ofn7zPG7/ezfv36Ax4TYNOmTSQlJZGbm7vf79vtdjwezz4PEZEeIxb7z0YBydooQEREukckQv3erfijQdyOLBwOh9mJREQkkQSDVJZsIRQFryef5OS4Wcx4xLr8TqdNm8bVV1/NmDFjOOOMM1i6dCmBQIBJkyYBcNVVV9GnTx8WLVoEwK233sq5557LkiVLuPDCC1m1ahXvv/8+Tz/9NAAWi4WpU6eycOFChg4dyqBBg5g9ezaFhYVMnDgR6Nh0YP369Xz1q18lLS2NdevWcdttt3HllVeSoaVOIhKH2moqqK/zYUvx4kzTLmg9wcCBAykuLv7c8zfeeCPLly83IZGISBfV1FDeUEIsyYXXm43FYjE7kYiIJJBgeTG+xkrstkxSe9kEpS4Xzy677DJqamqYM2cOPp+PUaNGsWbNms6G/yUlJfs0vT7rrLNYuXIls2bN4p577mHo0KGsXr2ak08+uXPMnXfeSSAQ4LrrrqOxsZFzzjmHNWvWdN4ts9vtrFq1invvvZdgMMigQYO47bbb9umDJiIST2pLtxMKhrRRQA/y3nvvEY1GO7/evHkz3/jGN7j00ktNTCUicohiMRr3bqMxGCDV2Q+X02l2IhERSSThMFV7txCMGuR4c0lJSTE70TFlMQzDMDvEseD3+/F6vTQ1NWkJp4iYKtYaYONfV9LmD9N38CjsR7CsJhIM0tbUxKBzzsF2jHsOJPrn6tSpU/nTn/7Ezp07D3n2RqL/TkSkB6up4ZN3/oQvGKRP7omkdeM5oaG0lH6jR+Pp27fbjnko9Jn6efqdiIhZwiVFbFj/RyIWD337nYCtG4tnzVVVpOXlUXjaad12zEN1qJ+rmu4gInKMNVbsIdDchMuVfUSFMzl6QqEQL774Ij/60Y+07ElEej7DoKV4J3Vtflz2bNwul9mJREQkkUQiVBVtpjUSxZOW162Fs3jRe7q7iYj0BLEY1cVbMWJWPBk5ZqeRA1i9ejWNjY1cc801Bx0XDAYJBoOdX/v9/qOcTERkPxobqazeQ5hkcjw5agcgIiLdKuKroKK2mJRkL2ne3tl3XmdWEZFjqL2mkrq6Suwp6doooAf7+c9/zgUXXEBhYeFBxy1atAiv19v56Nev3zFKKCLyX20lu6kO1OFw5mjWmYiIdK9olJqiLQRCYdJS87DbbGYnMoWKZyIix1BN6TZCwRAeT55mBvRQxcXF/PWvf+XHP/7xF46dMWMGTU1NnY/S0tJjkFBE5DOamqis3EW7kYTXlYXVajU7kYiIJJBolY+ymiKsyWl40jPNjmMaLdsUETlGYoEWfOW7SLGk4s7ondOd48Fzzz1Hbm4uF1544ReOtdvt2O32Y5BKRGT/gqV7qWyuwm7PIfUYbxwjIiIJLhajZs/HtISCpKf2xdGL/+7VtAcRkWOkvmwnrYEW3O4cbL34xNOTxWIxnnvuOa6++mqSk3V/SUR6uJYWqip20B6zkJ6aS0ovbOAsIiJHT6y6qmPWWVIqnsxss+OYSsUzEZFjIRqlqngrRJNJy+jdJ56e7K9//SslJSX86Ec/MjuKiMgXCpcVU+H3YXNkkZqqPpoiItKNYjFqijbTEmwnzZ2H0+EwO5GpdFtdROQYCPhKaGioxm7LwKFlNT3Weeedh2EYZscQEflira1UlW2nNWaQ5crGpllnIiLSjWK1NZRXF5FkTcWTnmV2HNNp5pmIyDFQU7KNcDCCx5OrjQJEROSIRcpLqWisICXFiyfNa3YcERFJJIZB7Z7NNLcHSHXm4ujls85AxTMRkaMu2tRIVVUxNmsaLm0UICIiR6q9nerSbQQMgzR3HnabzexEIiKSQIzaWsqr94DFjSc9C4vFYnYk06l4JiJylNWV7aA90IIrLRebLnBEROQIRSvKKW8sx5qcpllnIiLSvQyDuqIt+NsCpLpycTqdZifqEVQ8ExE5msJhfKXbsRh2PNooQEREjlQoRE3xJ7REwqQ5cnBo92YREelGRl0dZVW7MAw7Hq9mnX1KxTMRkaOoubKYpqY6HLYMHC6X2XFERCTOxSorKGss65h15kk3O46IiCQSw6C+6BOaWptJTc3HpeuXTiqeiYgcLYZBdfEnRIIRPOm5umsjIiJHJhymtmgLgWiEVHu2GjiLiEi3MhoaKPftAosTrzdb1y+foeKZiMhREm6oo7qmBJvVg8urnjQiInJkDJ+P8oYySFIDZxER6X4Ne7fS2NqEy5GjWWf/Q8UzEZGjpLZsO+2BNtK8+SSnpJgdR0RE4lkkQt3eT/BHg6Tas3Bq1pmIiHSnxkbKK3YQw6FZZ/uh4pmIyFFgtLdTWbKdZBykpmeaHUdEROKcUV1NeX0JRpJbDZyPkeXLlzNw4EAcDgdjx47l3XffPeDYZ555hi996UtkZGSQkZHB+PHjPzfeMAzmzJlDQUEBTqeT8ePHs3PnzqP9NkREDklD0Sc0tjTgdubgcrvNjtPjqHgmInIUNJbvosXfgMOVo40CRETkyMRiHUtpwm24bZm4nE6zEyW8l19+mWnTpjF37lw2btzIKaecwoQJE6iurt7v+LfeeosrrriCv//976xbt45+/fpx3nnnUV5e3jnmwQcf5LHHHmPFihWsX78et9vNhAkTaG9vP1ZvS0Rk//x+Kip2EsGO15tDUpJKRf9LvxERke4Wi1FVvJVY1Io3PcfsNCIiEu9qaiirLdJSmmPokUceYfLkyUyaNIkTTzyRFStW4HK5ePbZZ/c7/qWXXuLGG29k1KhRDB8+nJ/97GfEYjHWrl0LdMw6W7p0KbNmzeLiiy9m5MiRvPDCC1RUVLB69epj+M5ERD6vqWgb9c11uDTr7IBUPBMR6WZt1eXU1VbgsKVrowARETkysRiNRVtpbA/gdmRr1tkxEAqF2LBhA+PHj+98LikpifHjx7Nu3bpDOkZrayvhcJjMzI7WDUVFRfh8vn2O6fV6GTt27CEfU0TkqGhuprx8G2HDRro3V7PODiDZ7AAiIommuvgTQsEwuVk6+YiIyBGqq6O8Zg9Ri510T7bOK8dAbW0t0WiUvLy8fZ7Py8tj27Zth3SMu+66i8LCws5imc/n6zzG/x7z0+/tTzAYJBgMdn7t9/sP6eeLiBwqf9E26vy1uFx9caemmh2nx9LZV0SkG0X8jfgqi7AlpeHO1EYBIiJyBAyj46Km1d/RwFk9NOPC4sWLWbVqFa+++iqOI9wVddGiRXi93s5Hv379uimliAjQ3ExZ2VbC2MjQrLOD0m9GRKQb1ZVspy3QgistF5vNZnYcERGJZ3V1lFftJpJkx5umWWfHSnZ2Nlarlaqqqn2er6qqIj8//6Cvffjhh1m8eDFvvPEGI0eO7Hz+09d19ZgzZsygqamp81FaWtrVtyMickCfzjpzO3I06+wL6AwsItJNjGCQytJtJBkOPBnZZscREZF4Zhi07N1BbVsTLkcObjVwPmZsNhujR4/ubPYPdDb/Hzdu3AFf9+CDD7JgwQLWrFnDmDFj9vneoEGDyM/P3+eYfr+f9evXH/SYdrsdj8ezz0NEpFt8ZtaZep19MfU8ExHpJv6KPfib6nDY83BoaY2IiByJ+noqqncTtqSQ48nRRc0xNm3aNK6++mrGjBnDGWecwdKlSwkEAkyaNAmAq666ij59+rBo0SIAHnjgAebMmcPKlSsZOHBgZx+z1NRUUlNTsVgsTJ06lYULFzJ06FAGDRrE7NmzKSwsZOLEiWa9TRHpxTp22KzH7SjAnZZmdpweT8UzEZHuEItRVbKVWNiCNzsPi8VidiIREYlX/5l1Vt3agNORj1s3ZI65yy67jJqaGubMmYPP52PUqFGsWbOms+F/SUnJPgXNJ598klAoxHe/+919jjN37lzuvfdeAO68804CgQDXXXcdjY2NnHPOOaxZs+aI+6KJiHRZczPlZVsJGynkaNbZIVHxTESkG7TXVFJTU4Y9JR2X12t2HBERiWcNDVRU7SYUs1LoycNqtZqdqFeaMmUKU6ZM2e/33nrrrX2+3rt37xcez2KxMH/+fObPn98N6UREDt+ns85cmnV2yFReFBHpBtUlWwm1BfHoIkdERI6EYRDYu4PqQB0Oe7ZmnYmISPf6zKwz9To7dPotiYgcoWizH1/FLmxJabgzMsyOIyIi8ayxsWPWGclkeHJ1Q0ZERLrVf2edZWvWWReoeCYicoTqSrbR1tKCKzUXm91udhwREYljgeKdnbPOUlNTzY4jIiKJ5NMdNjXrrMv0mxIRORLhMBUlW7HEbHgyc8xOIyIi8ayxkYrKnYQMK+mpOZp1JiIi3aqpaBsNzfW4Neusy1Q8ExE5Ak3lu/E31uKwZ+JQXxoRETkCrcW7qG6pxa5ZZyIi0t0+M+vMq1lnXabflojI4YrFqNq7hWjEQnpmPhaLxexEIiISr5qaqKjcQchIxuvOJjk52exEIiKSQJr2bKW+uU6zzg6TimciIoeprbqcmpoy7CkZOL1es+OIiEgca927k6rmGuz2TNJ0USMiIt2puZmy8m1EDJtmnR0m/cZERA5TdfEnhNpCeD156ksjIiKH7z+zzoIk403N1awzERHpVk17tlLvr9UOm0dAxTMRkcMQaaynsmI3NqsHd2am2XFERCSOtZXspspfg9OepVlnIiLSvf4z6yxs2EhPz9Oss8Ok35qIyGGoKdlKsK2N1LQ8bDab2XFERCRe+f1UlG8niBWPO0ezzkREpFs17vmEen8tblcubm1Gc9hUPBMR6aJYWyvlJVuxxhykZmSZHUdEROJYW/FufM3VODTrTEREultTE6WlnxDBToZmnR0R/eZERLqooXQngeYmnK4cnG632XFERCRe+f1UlG+jPWZRrzMREel2DXu20NDSQKorD5euW46IimciIl0RiVCxdzOWaAqejByz04iISBxrK96Fz1+N05GjWWciItKtjIYGSsu3EcWO15ujWWdHSL89EZEuaK7YS1NDDQ5bJk5d6CSc8vJyrrzySrKysnA6nYwYMYL333/f7Fgikoj+0+usnSTNOhMRkW5Xv2cLjS2NpLry1eusG+gsLSJyqAwD397NREIxsvNydfcmwTQ0NHD22Wfz1a9+lb/85S/k5OSwc+dOMjIyzI4mIgno01lnDnuuZp2JiEi3MurqKKvYjpHkIj09B4vFYnakuKfimYjIIWqvqaS6ugS71YvL6zU7jnSzBx54gH79+vHcc891Pjdo0CATE4lIwmpq6px1lq9ZZyIi0p0Mg7o9m2ls9eN29levs26iaRMiIoeouvgTQm0hPOkFJKekmB1Hutkf/vAHxowZw6WXXkpubi6nnnoqzzzzzEFfEwwG8fv9+zxERL5I696d+JqrcdqzNetMRES6VayultLKHYCT9Mw8zTrrJiqeiYgcgoi/kcryXdiS0nBrGV9C2rNnD08++SRDhw7l9ddf54YbbuCWW27h+eefP+BrFi1ahNfr7Xz069fvGCYWkbjU1ERF5Q6CJKvXmYiIdC/DoHbPZvxtLaS683E6nWYnShiHVTxbvnw5AwcOxOFwMHbsWN59992Djn/llVcYPnw4DoeDESNG8Nprr+3zfcMwmDNnDgUFBTidTsaPH8/OnTv3e6xgMMioUaOwWCxs2rTpcOKLiHRZbfFW2lqaSU3Lw2a3mx1HjoJYLMZpp53G/fffz6mnnsp1113H5MmTWbFixQFfM2PGDJqamjofpaWlxzCxiMSjwN4dVLXU4rBladaZiIh0q1hNNWW+XVhw4U3P1qyzbtTl4tnLL7/MtGnTmDt3Lhs3buSUU05hwoQJVFdX73f822+/zRVXXMG1117LBx98wMSJE5k4cSKbN2/uHPPggw/y2GOPsWLFCtavX4/b7WbChAm0t7d/7nh33nknhYWFXY0tInLYYm2tlBd/gtVwkJqRZXYcOUoKCgo48cQT93nuhBNOoKSk5ICvsdvteDyefR4iIgfU2EhFxQ5ChhVvao5mnYmISPeJxaje9SH+QDNpmnXW7bpcPHvkkUeYPHkykyZN4sQTT2TFihW4XC6effbZ/Y5ftmwZ559/PtOnT+eEE05gwYIFnHbaaTzxxBNAx6yzpUuXMmvWLC6++GJGjhzJCy+8QEVFBatXr97nWH/5y1944403ePjhh7v+TkVEDlN9yXZa/I24XLk41XAzYZ199tls3759n+d27NjBgAEDTEokIokmsHcH1S21OGzqdSYiIt0rWl1FafUerEmpeDI066y7dal4FgqF2LBhA+PHj//vAZKSGD9+POvWrdvva9atW7fPeIAJEyZ0ji8qKsLn8+0zxuv1Mnbs2H2OWVVVxeTJk/nlL3+Jy+X6wqxq4iwi3SIcpmLvZogm483KMzuNHEW33XYb77zzDvfffz+7du1i5cqVPP3009x0001mRxORRNDQQHnlTkJGMuke9ToTEZFuFItRvfsjAu3t6nV2lHSpeFZbW0s0GiUvb98LyLy8PHw+335f4/P5Djr+038PNsYwDK655hquv/56xowZc0hZ1cRZRLpDY+lOmhpqcNqzcGqWQEI7/fTTefXVV/nVr37FySefzIIFC1i6dCk/+MEPzI4mIgmgpXhnx6wzezapqalmxxERkQQS8VVQVrX7P7PO1GbmaIiLW16PP/44zc3NzJgx45BfM2PGDKZNm9b5td/vVwFNRLomGqWyaDOxiBVvfr6mPvcC3/zmN/nmN79pdgwRSTQNDZRVbCNspJDtzcNqtZqdSEREEkU0StWej2gJBsnw9tess6OkSzPPsrOzsVqtVFVV7fN8VVUV+fn5+31Nfn7+Qcd/+u/Bxvztb39j3bp12O12kpOTOe644wAYM2YMV1999X5/rpo4i8iRavGVUF9XiT0lHXd6utlxREQkHhkGzXu2UdNcj8uRg1u9M0VEpBuFfeWUV+0hOdmjWWdHUZeKZzabjdGjR7N27drO52KxGGvXrmXcuHH7fc24ceP2GQ/w5ptvdo4fNGgQ+fn5+4zx+/2sX7++c8xjjz3Ghx9+yKZNm9i0aROvvfYa0LHz53333deVtyAicmgMA9+ej4iEYnjT80lK6vL+KiIiItDQQKlvB1GLDa83V7PORESk+0Qi+HZ9SEsojCc1H4fdbnaihNXlZZvTpk3j6quvZsyYMZxxxhksXbqUQCDApEmTALjqqqvo06cPixYtAuDWW2/l3HPPZcmSJVx44YWsWrWK999/n6effhoAi8XC1KlTWbhwIUOHDmXQoEHMnj2bwsJCJk6cCED//v33yfBpn4ghQ4bQt2/fw37zIiIH0l5TSVV1CbakNM06ExGRw2MY+Iu2URdoxOnsg/sQNr0SERE5VKHyEspr9pKS7NWss6Osy8Wzyy67jJqaGubMmYPP52PUqFGsWbOms+F/SUnJPjM0zjrrLFauXMmsWbO45557GDp0KKtXr+bkk0/uHHPnnXcSCAS47rrraGxs5JxzzmHNmjU4HI5ueIsiIl1XVbSZUGuQ3KwhJKekmB1HRETiUX09pZXbiZBCridHs85ERKT7hEJU7N5EazhCTmYhdpvN7EQJ7bA2DJgyZQpTpkzZ7/feeuutzz136aWXcumllx7weBaLhfnz5zN//vxD+vkDBw7EMIxDGisi0lXhhjoqK3Z1zDrLyDA7joiIxCPDoGn3FuoCjbhd/dTrTEREulVbaRHldaXYkzPwpOua5WhTEx8Rkf9RXfwJbYEAqWl52NQ3QEREDkdtLWVVu4gmOUn35qp3poiIdJ/2dsr3fEg4AuneQlK0Uuao01lcROQzoi3NVJRsJQU3aZnZZscREZF4FIvRsHsLte3NpDpzcanXmYiIdKNA8U6qGiux2bJIU3/mY0LFMxGRz6gt3kprsx+3KweHLnZEROQwGNXVlFbvIooDrydbs85ERKT7BAKUFn1EKGIhI72A5OTD6sYlXaQzuYjIfxjt7ZTt3UxSzI4nJ9/sOCIiEo+iUer2bKahPUCaM1e9zkREpFv5926ntqkGlz2bVI/H7Di9hopnIiL/UVe8lZamBlyuXM06ExGRwxLzVVJavYdYkov09BwsFovZkUREJFE0N1NS/DHhWDLejALt4nwMqXgmIgIYoRDlezdjiabgzcrTxY6IiHRdJELtns00hdrwOHNxOZ1mJxIRkQRSv/tjGpobcDtzSU1LMztOr6LimYgI0FC6nab6apyObJw6EYmIyGGIVpRTUltEUlIq3vRs3YgREZFuYzQ0UFq2jahhIz0jT/00jzH9tkVEIhEq9nwM0RS8mZp1JiIihyEcprpoM83hIGnOHJwOh9mJREQkURgGtbs+pDHQRKo7H3dqqtmJeh0Vz0Sk12sq20VDfTWOlAxcXq/ZcUREJA5Fykspqysm2erBk6FZZyIi0n1itTWUVu7EgvppmkXFMxHp3aJRynd/SCxswZtVoOnPIiLSdcEgVUWbaYmESXPladaZiIh0n1iM6l0f4m/xd5xjtLGZKXSVKCK9WnN5EfW1ldhT0nGnp5sdR0RE4lC4vITy+hKSrV486ZlmxxERkQQSqaqk1LcLq9WDJ1Ozzsyi4pmI9F6xGJVFHxMNG6RnaNaZiIgchvZ2Kos+oiUSxZuWj8NuNzuRiIgkimgU365NtLS1kZZWgFO7OJtGV4oi0msFfCXUVJVgT8nQrDMRETkswZI9VDRUYLNlkuZJNzuOiIgkkFB5CeXVRSSnpOPNzDY7Tq+m4pmI9E6GQeXuD4kEo3g8eViTk81OJCIi8aa1lYrizbRGYnjdudhtNrMTdbu/vbuRm5Y8TkNjo9lRRER6l1CIit2baA1H8KblJ+Q5Jp6oeCYivVJbdTlVVcXYrF5SM9WfRkREuq5t7y4qGipx2LPxeNPNjtPt2trauGnuvfzj/63l6pmLzY4jItKrtJXsoby2BLs1HW9Gltlxej0Vz0Sk9zEMKnd/RLgtjCe9gOSUFLMTiYhIvPH7KS/ZTBAr3rQ8UhLwXHLbkuX4q8uxpmZy921TzY4jItJ7tLVRuucDwhHwegsT8hwTb1Q8E5FeJ1jro7JyDylJaaRl6S6OiIh0XaBoO76mahy2LNI8HrPjdLt/vP8Bf3x1FQAXXXETZx2Xb3IiEZHew1+0jZqGKhy2bNLUm7lHUPFMRHqdyl2bCLW2483oo1lnIiLSdfX1lJRvJUQy6Z48khOsb2Zbezs3zL4XMMgd9XVmnz/a7EgiIr2G4fdTsvcjwjEr6ZmFCXeO2Z+/r19PLBYzO8ZBqXgmIr1KsMZHZeVu7MnppGVpxxoREekiw6BpzyfUtjTgcuSSlpZmdqJud8uDj9NUXYY1NZOfzr4Tu9XsRCIivUf9ro+pb67H5cwnNQHPMf/rxT+t4YZ587jwuhuJRqNmxzkgFc9EpFep3PMh7a1BPJ589Q4QEZEuM2pqKKncQQQbGel5WK2JVVn6+3sf8NrvXwbgkh/fwbiButEkInKsxOpqKSnfCjjJyMwjKSmxSzblPh+zFi8CoDljKFh67vvtuclERLpZsMZHZfku7JY0UjPV60xERLooGqVu98fUtzfjdubhdrvNTtSt2trauHHOXMAg/7RvsPj755kdSUSk9zAMqnduwt/aQqorH1eCnWP+VywW48q75hBua8FeMJTn7r4Ra5LF7FgHpOKZiPQavj0fEWxtJ81bgM1uNzuOiIjEmViVj5KqXcRwkpGek3AzAm5+8PGO3TXTsnhy9nTs1p57ESMikmgivgpKfbtIwo03MweLJbE/gx/6xUvs2LwBS7Kdm2+8g6FZTrMjHVRinfFFRA4gWFtFRflObElp6nUmIiJdF4lQvfsj/KF2vK58XC6X2Ym61dr1G/jLH34NwPd+PJ0z+muGtojIMROJULnzAwLt7aSlFeB09uxC0pHavGMnTzy1HIBTJ/6EH53W1+REX0zFMxHpFXy7P+yYdZaWr1lnIiLSZZHyUkpr92JNSsWbnpVQMwLa2tqYMnceHcs1z+P+K8abHUlEpFcJlhdTXrOXFKsXb2Zi3+gPhkJcdedMYpEwaUNP5+e3/oCkODinqngmIgkvVFf931ln2TlmxxERkXgTDOLb8xEt4RBp7vyEmxFw0+Jl+Gs6lms+NXs6Ni3XFBE5dkIhynZupC0UwZOWj91mMzvRUTV9yRNUle4myelh8cxZ5LqSzY50SFQ8E5GEV7n7Q9pb20jzqNeZiIh0Xah0L2W1xaQkp+NJzzQ7Trd68533ef1PvwHgssl3MqZ/Yr0/EZGeLrB3J776ChwpmXgyEvsz+G/vvMdvf7sSgAlX38HEET1/ueanVDwTkYQWqqumomwHdot6ncnB3XvvvVgsln0ew4cPNzuWiJittZWKvR/TFgNPaj6OBLoJE2ht5eb/LNcsGH0e91/+dbMjiYj0Lq2tlOz5gFAEvOmFpKSkmJ3oqPE3N3PD7DlgGOSeNoFl11xgdqQuiY/5cSIih6ly94e0B1rJTj9es87kC5100kn89a9/7fw6OVmnSZHerm3vLsobK7CnZOLxppsdp1vdtHgZzbUVWNOyeWr2naRouaaIyDHVuHsLtY3VuBwFpHm9Zsc5qq6du4iW+mqS0/NZMXs67pT4msulqwIRSVifzjqzWdTrTA5NcnIy+fn5ZscQkZ6iuZnS4o8JxazkpudjS6AZAa+ve483/9yxXPP7P7mT0f0yTE4kItK7GA0NFJdsJmLYyMsswGq1mh3pqHnxT2t4+x+vgyWJq6bMZmz/+DvnxFepT0SkCyp3fUB7axue9D4JO+usqraWcCRidoyEsXPnTgoLCxk8eDA/+MEPKCkpMTuSiJioefdWqv01OGxZpHk8ZsfpNi2BALfMnQdA4enns+B7XzM5Uc+0fPlyBg4ciMPhYOzYsbz77rsHHLtlyxYuueQSBg4ciMViYenSpZ8bo/YAItLJMKje8QGNzQ2kuQtwp6WZneioKa+qYtbixQAM/urlzL14rMmJDo+KZyKSkNprKqko34k9yYsnQWedRaNRvnXLnXz9+lv4cPMnZseJe2PHjuUXv/gFa9as4cknn6SoqIgvfelLNDc3H/A1wWAQv9+/z0NEEkR9PSXlnxCy2MhIz0+oZdzXLVxCS10lVk8OT8+6Q8s19+Pll19m2rRpzJ07l40bN3LKKacwYcIEqqur9zu+tbWVwYMHs3jx4oPOYD7ppJOorKzsfPzrX/86Wm9BRHqwiK+CkortJOEmIysfiyUxP4djsRhX3jmHcFszjoJhPH/PTSQnxed7VfFMRBKPYVC56wOCrUE83gJSEnS75/t/sQrf3m3U1FRR0Z6407yPlQsuuIBLL72UkSNHMmHCBF577TUaGxv59a9/fcDXLFq0CK/X2/no16/fMUwsIkdNLEb9zo+obWkk1ZFLamqq2Ym6zW/X/j/+8cbvAbj6xhmc2jf+ls4cC4888giTJ09m0qRJnHjiiaxYsQKXy8Wzzz673/Gnn346Dz30EJdffjn2g8x2/7Q9wKeP7GxtZiTS60QiVOzcSCAYJM3TB6fTaXaio2bxz3/Jjs3vY0m2M/3OOQzOcJgd6bCpeCYiCaetupyKij3Yk7wJ2+tsb0Ulz/zsSQDO/tYkLhhzvMmJEk96ejrDhg1j165dBxwzY8YMmpqaOh+lpaXHMKGIHC2xKh/FlTuIJTnJyMgjKSkx/mSua2hg+oL5AAw8ZyJzL/myyYl6plAoxIYNGxg/fnznc0lJSYwfP55169Yd0bG72h5AM5xFEk97aRHl1XtJsabjzUzcAvqGLVv56TM/BWDMt6/nJ1+K72XqifGXgIjIpwyD8p0bCbeH8STods+GYXDtnEVEQ224+p7Aw1fG1zbP8aKlpYXdu3dTUFBwwDF2ux2Px7PPQ0TiXCRC9e4PaQq14nHl43K5zE7ULQzD4Icz7yPYXI8tqy+/mH1b3C6dOdpqa2uJRqPk5eXt83xeXh4+n++wj3s47QE0w1kkwbS3U7r7A4LhKOmeAuwJukKmta2Nq6fPwIhG8A4/i2dv/X7cL01V8UxEEkqgspgq317sFg9pWVlmxzkqnv/Tm2z74N+QlMzdt00n3a4lm93hjjvu4B//+Ad79+7l7bff5tvf/jZWq5UrrrjC7GgicgxFykoorS7CmpRGekZO3P+x/6mfrX6ND9f/HSxJ3Hr7HIZmJ85S1HhxOO0BNMNZJLH492ylur4SR0o2aRmJu2z+unkP0FBVijU1i8fmzibTGf99Q+P/HYiIfCoWo3znB0TaImRnFZCcgLPO6puamL/kIQBO/Pr3uOrM42nXEo5uUVZWxhVXXEFdXR05OTmcc845vPPOO+TkJObSXxHZj/Z2KnZvojkSIdMzEKcjfnuzfFaZr4qFDz8IwEnnXcmt551mcqKeLTs7G6vVSlVV1T7PV1VVHXQzgK46lPYAdrv9oD3URCR+GE1NFO/9kEjUSlZOn4TaiOazXvrzG/z9zT8CFi67YSbjh+WaHalbaOaZiCSMloq91FSXYLdlJuyss8kLHu5ccvPMndcnzIyInmDVqlVUVFQQDAYpKytj1apVDBkyxOxYInIMtRfvpry+DHtKBt70TLPjdAvDMPj+XXOJtLfgLBjKL2bo3PFFbDYbo0ePZu3atZ3PxWIx1q5dy7hx47rt5xxKewARSRCGQe2uD6n31+Ny5ZOalmZ2oqOitKKSmYvuA2DQV77H/ZcmTm/NxCx1ikjvE4tRtmsjkWCMzJzEnHX2+3+s452/vwZYuP6WGQzMdBMJBs2OJSKSGJqbKS36kHYjidzU/ITpQ/PAL1axe/N7WJJtzLnnXgrTNIvpUEybNo2rr76aMWPGcMYZZ7B06VICgQCTJk0C4KqrrqJPnz4sWrQI6Nhk4JNPPun83+Xl5WzatInU1FSOO+44oKM9wEUXXcSAAQOoqKhg7ty5ag8g0ktEa6opLtuGxeImIzNxNqL5rGg0yuV3zCTc1oKjcBi/nHULKdbEuVmj4pmIJAR/2W5qq8pwpGSSmoD9AwKtrUxfuBCAgWdfxPQLx5qcSEQksTTv3kpVcw0OWx5pXq/ZcbrF1j3FLH/qcQDGTpzMVWfF905nx9Jll11GTU0Nc+bMwefzMWrUKNasWdO5iUBJSck+F78VFRWceuqpnV8//PDDPPzww5x77rm89dZbgNoDiPRa0SiV29+nJdCCN20IzgTZiOZ/zV7+M/Zu/xCLzcmse+YzKCMxWh98SsUzEYl/0SilOzcQCUNOXiHWBOwfcNMDjxGo95HsyeHpe6aSpCU3IiLdxqiro7hsCxEjhez0/IToQxOJRPjhXbOIhYOkDRrFz2+7yuxIcWfKlClMmTJlv9/7tCD2qYEDB2IYxkGPt2rVqu6KJiJxJFheTFl1EcnJXrxZibMRzWf9vw2beP6XPwPgS5ffwjVnHmdyou6XeHMFRaTXaSzeTn1tJc7kTNwJOOvs7+9v4s0//QaAK38ynZPyE2NGhIhIjxCLUbfzQ+oDTbjsuaSmJsYulDOe+DmVez7BYnezZO5c0h3xXxAUEYk7wSClO96nPRTF6ynEkSAb0XxWU3MzP54xE2Ixskd+lWdu+G5CFghVPBORuGaEQpTs2ogRtpKRXZhw/QOCoRBT5s4HDApOHc+8733N7EgiIgklVuWjxLeTWFLi9KF55+Ot/OqlnwMw4Qc3c+GI/iYnEhHpnZr3bKWqrgJbcgbezMTc0GzSnPtoqfOR7M3jqXvvIdUW/+fR/UnMdyUivUZd0RYa6qtx2rISctbZ9GXP0OgrxupK56ezppOclHh3cURETBOJ4Nu1CX+oDa8zF1cC9KFpDwb58YxZGLEoWSedzRPXXWJ2JBGRXsnw+yku+pBQNInM7H4J0RLgfz392z+w/p9vgiWJa2+dw5kDEmOn6v1R8UxE4lasrZWS3ZtIitjIyO2TcNOD3/9kB7/79QsAXHzNrZwxMNvkRCIiiSVcVkxZ1R6sSV48mYnRh+bGRctoqNyL1Z3Ok3Nn4kzRn/siIsecYVCz4wPq/HWkugtJTUszO1G321VcysKHHwRg+ISrmHlRYm9odlhn0+XLlzNw4EAcDgdjx47l3XffPej4V155heHDh+NwOBgxYgSvvfbaPt83DIM5c+ZQUFCA0+lk/Pjx7Ny5c58x3/rWt+jfvz8Oh4OCggJ++MMfUlFRcTjxRSRBVO/6kOaGOtzOXJwJdkKKRqNMnn0vRixC1gnjeOiqb5odSUQksbS1Ub7rAwKRKJ60fJwJ0Ifm1b//m9f/+DIAl113F2cPyTM5kYhI7xSpqqS4bCtJuBKmJcBnBUMhLrvtTqKhNlz9T+aXd/8Ea4KvkOnyf8GXX36ZadOmMXfuXDZu3Mgpp5zChAkTqK6u3u/4t99+myuuuIJrr72WDz74gIkTJzJx4kQ2b97cOebBBx/kscceY8WKFaxfvx63282ECRNob2/vHPPVr36VX//612zfvp3f/va37N69m+9+97uH8ZZFJBFEmpso3bsZq8WNN7cgIWYLfNbsFc9TvXc7FrubR2fNwKGZAyIi3ap1z3bKGyuw27Lwpsf/MpOa+gZun38vAAPGXcSi73/D1DwiIr1WJELFjg0E2tpIS+uDy+02O1G3u3nxo/iKd5DkSGPxnHkUptnMjnTUdflq7JFHHmHy5MlMmjSJE088kRUrVuByuXj22Wf3O37ZsmWcf/75TJ8+nRNOOIEFCxZw2mmn8cQTTwAds86WLl3KrFmzuPjiixk5ciQvvPACFRUVrF69uvM4t912G2eeeSYDBgzgrLPO4u677+add94hHA4f3jsXkbjm2/kBrU1NpLrzcSbYCenDHbt44YWnARh/2Q18fXgfkxOJiCSYxkaKSz4mGE3C68nHlpJidqIjYhgG37/7XoL+emzZ/Xhh3h3qkSkiYpLWkt2UVRd1bBKQlWN2nG73yht/58+//zUAF/34Li45daC5gY6RLhXPQqEQGzZsYPz48f89QFIS48ePZ926dft9zbp16/YZDzBhwoTO8UVFRfh8vn3GeL1exo4de8Bj1tfX89JLL3HWWWeRcoA/doLBIH6/f5+HiCSGUH0NZSVbSbF68STYCSkSiXDN3XMwImHSh45h+Q3fMzuSiEhiMQwadn5Mrb8OtyMXj9drdqIjtuSl3/DJhn9BUjJ33TWP47JSzY4kItI7tbZSsmsjoQh4PQXYbYk1I6u4opLp8+cB0P+c7/DoVeebnOjY6VLxrLa2lmg0Sl7evv0T8vLy8Pl8+32Nz+c76PhP/z2UY95111243W6ysrIoKSnh97///QGzLlq0CK/X2/no16/fob1JEenZDIPynRtob2klLTUPRwLsjPZZM5Y/S3XxdpLsbpbOnY3bZjU7kohIQolV+dhbuY2Y1UVGRj5Wa3x/zm7ZXcSyJx4FYMy3fsRPvjrS5EQiIr1X/c6PqGnw4bTl4MmM/5YAnxUOh7nstrsJtzXjKBjGS3OnYbf2nlnOcdVEZ/r06XzwwQe88cYbWK1WrrrqKgzD2O/YGTNm0NTU1PkoLS09xmlF5GhorSqjomwX9iQvnpxcs+N0q/c/2cGvXvw5ABdceQvfOKGvyYlERBJMOEzVzk00tQdIc+bjjvNl/+FwmCunzyQWDpI26BSev+PahOsBKiISL2L1dewt+ZhYzE5GZkHc35z5X7c/8lNKd23GYnezYO5CBmc6zY50TCV3ZXB2djZWq5Wqqqp9nq+qqiI/P3+/r8nPzz/o+E//raqqoqCgYJ8xo0aN+tzPz87OZtiwYZxwwgn069ePd955h3Hjxn3u59rtdux2e1fenoj0dLEYZTs2EGkNkp01mJQEmgYdDoe59p7ZGLEImcPPZNnk75gdSUQk4YRK91JavRtrkhdvRnbcF5pufXh5x2xlRyrL5s0j3dmlP+1FRKS7xGL4tm/A39KMJ3Uw7rQ0sxN1qz+89S9+++sXADj/6tv5/ulDTE507HVp5pnNZmP06NGsXbu287lYLMbatWv3W8ACGDdu3D7jAd58883O8YMGDSI/P3+fMX6/n/Xr1x/wmJ/+XOjobSYivUNzeRHVlXtx2LJJy8oyO063mv7YM9SW7iLJkcYTc2fh1O6aIiLdq7WV8j2bCEQNvGn5OB0OsxMdkTVvv8fvf/MiAN++9g4mnKQWJSIiZgmWF1NauYOU5HS8mTlxf3Pmsyqqa5g6dw4AhWO/yRPXfsvkRObo8u2padOmcfXVVzNmzBjOOOMMli5dSiAQYNKkSQBcddVV9OnTh0WLFgFw6623cu6557JkyRIuvPBCVq1axfvvv8/TT3fsJGexWJg6dSoLFy5k6NChDBo0iNmzZ1NYWMjEiRMBWL9+Pe+99x7nnHMOGRkZ7N69m9mzZzNkyJCDFthEJHEY4TAlO94jEjLIzisgOc53Rvusdz7eyiurfgHARVfdyrnDCg7+AhER6bKWPduoaKjAkZyFNz2++9A0+P3cPGcOYNBn9HksufqbZkcSEem9gkFKd7xPWzBKVno+TmfiLGeMRqNcdvs9BFuasOcO4sX503EkJ05hsCu6XDy77LLLqKmpYc6cOfh8PkaNGsWaNWs6G/6XlJSQlPTfGRNnnXUWK1euZNasWdxzzz0MHTqU1atXc/LJJ3eOufPOOwkEAlx33XU0NjZyzjnnsGbNGhz/uSPocrn43e9+x9y5cwkEAhQUFHD++ecza9YsLc0U6SXqiz6hrqYCtyOP1ARqvhkKh5k8cw7EomSfdDaPXHux2ZFERBJPQwPFJZsJGcnkpxcecLf2eGAYBlfes4DWhmpSMgr4xfy7SelFDZtFRHoa/55PqKotx56chTcr2+w43WrG48+w55ONWFIczJq1kOOze+9uzofVGGHKlClMmTJlv9976623PvfcpZdeyqWXXnrA41ksFubPn8/8+fP3+/0RI0bwt7/97XCiikgCiLW1Urz7A4ikkJ5bsE+BPt7d9sgK6sv3kOT08NO59+BITpz3JiLSI8Ri1O36iLrmetyOPqTGeR+an/7mj2xa9zewJDH1jrmcmO81O5KISK9lNDWxt+hDQtEkCnL7kpycOL0n31j3Hi/9ZzOzr/1gKj86e7jJicylqzQR6fF8OzbSXF9LmjMPlzdxLhL+/v6HrH6lo/HmdyZN4+wh+994RUREDl/UV0lxxXYMi4uMzPy43v1sZ0kZDzz6EACnXPBDbp0wxuREIiK9mGFQte19GvwNpLkK4v7mzGfV1Ndz48yZYMTIO+0brLj+ErMjmU7FMxHp0UINtZTt3Uyy4caTW5AwzTcDra3cMGt2xwlp5Lk8fI361YiIdLtwGN/OjfjbWvG483G5XGYnOmzhcJjLpt1NNNiKu9+JvHD39QlzThQRiUehilJKKraThJuM7MRZHROLxfje7TNpa6rDltWPF+bfg0ubmal4JiI9mGFQvuN9WptbSPMU4HS7zU7UbSbNe4jmmnKS07J5dsFM9asRETkKgiV7KK3ZS3JK/O9+NuXBx6kq2kqS3c3S+QvIdtvMjiQi0nuFQpRsf5dAewiPpxBnHN+c+V/3PPEzdnz0LpZkG9NnLODkAo/ZkXoEFc9EpMcK+EqoKNuFIzkTT06e2XG6zcrX3+Lff/0DAD++ZSaj+maZnEhEJAG1tFC66wPaIjG8aQU44niTqd/9/V/86XcvAfCdyXfyfyMHmhtIRKSX8+/e0rFJgDWD9Kwcs+N0m9f+tY5fvvAMAF++/FZu+MrJX/CK3kPFMxHpmaJRSre/R6QtTJonH1scX/R8lq+2jpn3LwDguC9/h5nf/pLJiUREEpBh0LRrM76mKhz2XLzpGWYnOmyVNbXcfu+9AAw480KWXH2huYFERHq5WGMDRXs2EYlayczuF9c7OH9WeVU1U2bOAiNG/ugJ/Pzm78X1jO3upuKZiPRIDcXbqK0ux5mciSc7MbZ8NgyD7989j1BLI/acAbw45zaSdEISEel2sZpq9pZuIYyNzIyCuN397NO+M6GWBuw5A3hpwZ0kJ+m8ISJimliMqu0baGxuJNVVQKonMZY0hsNhLpl6J8GWRuy5g1h53z04k1Uu+iz9NkSkx4kF2ynZuREjnER6dh+scXrR878eevG3bP/g32BNZvY999IvI3F6I4iI9BiRCFXbN9LY1oInznc/m/nkL9iz5X0syXbmz1nIoMxUsyOJiPRqwYoSSit2YE1KIz0rL2E2Cbjlwcco3fExFpuLeXPv5/gcnW/+V2L8lxaRhFKz80Oa6qpx2XNwZ8TvUpvP+mRPMY//9FEAxn7rR0z68kiTE4mIJKZQSRGlNXtISkojPSN+Nwn4x8aPeOEXKwD42hU3ceVZJ5qcSESklwsGKdn+Hq3tYTypBQmzScCv1qzlD79bCcBF197JD88cZnKinknFMxHpUcJNDZQUfURSzEF6bmHcXvR8ViQS4co7ZxILtZM2cCTP3f4jsyOJiCSm1lZKdn9AIBzFk5qP0+k0O9FhaWxuZvLd90AsSs7JX+Lpm64wO5KISK/XuGsz1XUV2JMz8WYlRluZXSWl3L1gHgADz/kOj036psmJei4Vz0Sk5zAMyre9S6DJT5qnD87UxJgufPuyZ6gq2orF7mbZ/HvxOhOjqaiISE/j37UFX0MlDls26RnxuZOxYRh8f8Z8AnWVJHtzeeH+OThS9Ce7iIiZYo0N7N370X82CeibEJsEtAeDfPeWO4i0B3D1PYFV8+8gxRr/ExeOFp2JRaTHCFQWU162A7s1HW9OntlxusUb72zkN796FoBvXX0rE04aYHIiEZHEZNTWsrfkYyJGChnpBXF7YfPIyt/x4bq/gSWJ26bPY2SfTLMjiYj0brEYvq3v0ehvIM3dJ2E2CfjR3MXUlO4iyelh6cL76ee1mx2pR1PxTER6BCMcZu+29UTaInjTC7HZ4//Du66xiRtnzgQjRsGpX2fZj79jdiQRkcQUjVK1fQMNAT+p7vjdJODDHbtZ+vgSAEZfNIlbzz/d5EQiIhIsL6akYgfJVi/erNyEaCvz5Ct/4B9v/gGw8IMpc7hwRH+zI/V4Kp6JSI9QV7SFupoKnCnZpGXHfw8BwzC4/O57aWusJiWjgBcX3qNp0CIiR0modC8l1btJSkolIyM3Lnc/a21r4wd33E0sHMQ7+FRevOu6hLhAExGJa+3tFG97l7ZgBK+nMG57aX7Wpu07uX/JYgBOnHAl933vK+YGihPx95eFiCScaEsze3duICmcQkZOH6xWq9mRjtiDv/wNn7z3T0iycufd8xien252JBGRxNTWRtmujbSGIng9feL2wubquQ/QUL6HJJeXFffNx+NINjuSiEivV799E1V15TjtOXgz47OX5mc1NTdzxdQ7iIWDeIacxq9m3og1STdqDoWKZyJiuood7xNoasTtzsfl9Zod54ht3LaLJ376KABnXvxjbhw/2uREcjgWL16MxWJh6tSpZkcRkYNo3v0JlQ0V2FMy8abHZ3+w5b/5I2+v/SNg4dpb5/DlYYVmRxIR6fUiNVUUFX9M1HCQmdWH5OT4vqkRi8W49PZZ+KvLsHpyeOr+hWS7bWbHihsqnomIqdqqyynb+wkppJGeWxD3S1Ra29r44fSOZTfpx53GL6b/yOxIchjee+89nnrqKUaOHGl2FBE5CKOujqK9HxKKJpOR0ScuNwn4cMceFv9n+cyICT9g7iXnmpxIRESIRCjf+i7NgRa8qX1wx2kvzc+6+/Fn2LLhX2BN4ba77uPLxyXGBm3HiopnImKeaJSSresJBYJ4vX2wx+lSm8+6dsESGiuKsLrSeea+BaTZ4/sOVW/U0tLCD37wA5555hkyMjLMjiMiBxKNUr19Aw0tjaSlFsblJgGtbW18f9p0YqF2PINO4Vezp8T9TSQRkUTQUrSdsqo92JIzSM+O/00Cfve3f/HSC88A8JXv38rUCaeZnCj+qHgmIqZp2LuVal8JzpQsPDk5Zsc5Yr94bS3/fP1VAH5080zOOi7f5ERyOG666SYuvPBCxo8f/4Vjg8Egfr9/n4eIHBuhkiKKK3eQZPXE7SYBP5h5P42Ve7G603lm8X1kOONv5pyISKIx/H6Kdr1PJGolI6Mvdrvd7EhHZGdJKbfNmQkY9Dnj/3h2yuVxXww0g6ZEiIgpooEWina8jxGykF7QB2uc9xAoKvcx9/4FAAz/6qXMufSrJieSw7Fq1So2btzIe++9d0jjFy1axLx5845yKhH5nECAkl0bCURiZHrjc/ezR3/1Ku/+4zWwJHH9tHs557gCsyOJiEgshm/b+9Q31eN29CUtPd3sREekta2NS26+nUhbC64+x/PK/TOwJ6twdjji7xadiCSEiu3v0dxQR5q7EHecL40Lh8NcOu0uIm3NuAqOY+XcqSTpbk7cKS0t5dZbb+Wll17C4XAc0mtmzJhBU1NT56O0tPQopxQRDIPGHR/ha6zEkZxFekb87X72/ic7eGTZQwCc+n9XMePic0xOJCIiAMHyYkrKtpKclEZGdkFczmr+lGEY/OCeBdSV7SbJ5WXZ/Q8wIMNldqy4Fd9TPUQkLrX6Sin9dJOAvMK4nzZ8/eLHqNy1GYvNxSML7icv7dAKL9KzbNiwgerqak477b89IKLRKP/85z954oknCAaDWK3WfV5jt9vjfiq/SLyJVVext2wLUcNOTmZh3G0S0BwI8MPb7+zcWGblPTfE/XlQRCQhtLezd/u7tIWiZHoKcLriu9B0/3Mrefefr4MliWunzuP/Tu5ndqS4puKZiBxTRjjM3m3rCQeCZGcNivtNAl74y99Ys3olAJf95C4uOnWIyYnkcH3961/n448/3ue5SZMmMXz4cO66667PFc5ExAThMBXb36eptYU09yBSPR6zE3WJYRh8f8YC/NWlWFMzeXbxfXgc+nNcRKQnqNuxieq6ClwpeaRnx3c/5jff2cBPn1wGwJiJ1zH3O5rhfKR0thaRY6p2z8fUVpXitOXgyc42O84R2VFcxuz7OvpdDf3St3no6gtNTiRHIi0tjZNPPnmf59xuN1lZWZ97XkTM0bZ3F2XVRVitXtKz4m/3s4de/C0b//0mWJK4Zfo8xg7KNTuSiIgAkZoqioo+Ihazk55VSHIc92Mur6rmJ3ffDbEoOSPP5aU7fxR358ueKH4X8IpI3Ak3NbB350aSIjYycuJ7k4BgKMT3bruTSFsL7j7D+PWCO9TnTETkaPL7Kd69kfYIZHj64IizJdPvbN7GY08sAeD0b03i9gvHmZxIREQAiEQo3/ouzYEWPKl9cKelmZ3osIXCYSbefAfB5nrsOQNYtXgeqTatnugO8XvlKiLxxTAo27aeQGMT6e6BuLxesxMdkR/Nf5ia4u0kOVJZvmgxuepzlpDeeustsyOICEAsRu22jdQ01eByFOCJs41mGvzNXH3HnRiREBnDTufFu67TLAARkR6iuWgbZZW7cSRnkpGTF9efz9fMWUTF7i1Y7G7uX/AAw/PitxDY02jmmYgcE81le6go3YE9yUt6fnxvEvD071/nrb/8FoCrb5rJN04aYHIiEZHEFqksp6hiG4bFRUZmQVz1IIzFYlxy+0xaaspJ9uTw/OIFpNp1/1pEpCeINTWyZ8d7hGNWMrL6YbPZzI502B54fhX/eOP3gIXLbpjJ5acPNTtSQlHxTESOOiMYpGjbO0TaDTKy+2OLs6U2n7V5dzELH1gAwElfv4wFV3zD5EQiIgkuGKRsx/s0t7fjcRfgcrvNTtQldz3+c7Zv/DdYk5kx835GD4jvJtQiIgkjGqXyk3dp8DeQ5iokNY5Xxry+7j0ee+IRAE755iQeuvI8kxMlHhXPROSo821/n4bqStwp2aRmZpod57C1trVx+W3TiQbbSBtwMqvunRrXM+hEROJB864tlNeU4EjOJD07vjYJePWtdaz85dMAfOP7t3D9+NNMTiQiIp9qLdlNcfk2bNZ0MnIKSEqKz/LInrIKrr/rro4NAkacy69nXq9ezEdBfP6/Q0TiRntNJcV7PiKFVDIK+8ftSckwDC6fsZCG8t1YXV6eWXwfma74ndYtIhIPYnW1FBVtIhizkpnVD1tKitmRDtme8kpumz0TjBj9xpzH01OuMDuSiIj8h9HczJ7t6wmFLXg9hTgc8dm/uLWtjW/fdBuhQBOO/CH85qH52iDgKInPq1gRiQ+RCEVb/k2wpZ00bx+ccbbU5rPm//xXbPh/a8CSxI3T7uVLw/qaHUlEJLFFIvi2vkd9cyMeVwGpcbT7WXswyCW3TCfc2oQzfwivPDALW7L+7BYR6REMo+P80lhLqiMPT1aW2YkOi2EYXHrHHGrLdpHk8vLYooc4LifV7FgJS2dxETlqqnd9SE1VKa6UbNJz88yOc9jWvLORp59aCsBZ357MXRO/ZG4gEZFeoG3vLkp8u7Amp5ORlR9XM5evvvdBqvduJcmRyuP3L6ZfevzePBIRSTTtpUWUlG0lyZJKRk5hXG1C81l3Pf4zNr3zN0iycuP0hVw4UpuYHU3x81eIiMSVUGMde3duICnqID2nD9bk+NxZrNRXww133wmxKHkjvsQv7/pxXPXbERGJR0ZTE3t3vU97BDK9fXE6nWZHOmSPrvo9/3pjNWBh0s2zueCUwWZHEhGR/zBaWynavp72UBSvpw9Ol8vsSIdl5et/56XnnwLgy5ffzN0XjTM5UeJT8UxEul8sRvHmf9Pa1EyaOx93errZiQ5LMBRi4i13EGpuwJEzgN88tACHlt2IiBxdsRg12zdS01SD25GHJyPD7ESHbN3HW1ny6AMAjLrgSuZd9nWTE4mISCfDoGbr+9TU+3DZcknPjs/djz/csZu7580BDPqP+ybPT71SN/ePAV0Fiki3qy/6hKryPTiTs0jPKzA7zmG7+t6H8O3ejMXuYumiBxmcEz/9dkRE4lWorJi9ZZ9gSUojPTM/bpbT1DX5ufr2OzEiQTKGjmHV7Cm6mBER6UFClWXsLdlCkuEiIzs+l2vWNTZx2S23EQ22kjrgZH53/wxsVp1rjgUVz0SkW0Va/BRtfw+iKWRk9yXFFp87Ui751Wr+3+u/A2DSzbO56NTjTE4kItILtLZSvOM9AuEoHnc+7tT4aHwci8W4ZNpMAnUVpHjzWPnw/aTZ47NdgYhIQgoG2bv1HVrbgqSlFeKKk/PLZ0WjUb59610015ST7MnhuYcfpMATn7uExiMVz0Sk+xgGZZ+8g7+uFrczD3ccLbX5rH9+sIVHl3Ysuzn1gh8y//JvmJxIRKQXMAwatm+iqr6yY+ZyVvwsp5n66FPs3PQ2WFOYM/d+RvaNz53bREQSVd3OD6mqKcVpzyEjJz43Mrt23kPs3vwelhQ7s+Y+yFmD4/N9xCsVz0Sk2zSV7KC8eCsOayYZ+X3icrlKZW09P5o+HSMSIvP403l5jpbdiIgcCxFfBXtKNhPFTkZmISkpKWZHOiQvvPY3frvy5wD831VT+dG5o8wNJCIin+PPSAVbOpkZBSTH4UZmi3+xijf//AoAEyfPYPJXRpqcqPeJv//XiEiPFA20sPuTdcRCSWTn9sdmt5sdqcuCoRAX3TSNtoYqbBmFvPzw/bht+pgUETnqQiHKd7xPc1sr3tTBpHo8Zic6JJu272HWwrmAwZCzL+LJGy8zO5KIiOxHv6zBhN2lcdlSZvU/3ubxJ5YAMOrCa3jsR980OVHvpJlnInLkDIPSLW/T3FBPqquA1MxMsxN1mWEYXD5jIZW7PsZid/Hw/Q9zYmH8vQ8RkXjUvHMzZdV7sVszyMjJi4sZv/X+Zi6f2tG0OW3Ayfz2/hkkJ/X83CIivVU8nFv+10c793DLPXeDEaNg1Nd4ZfaNJMXh+0gEKp6JyBFrLN5Oeel2bJZ0MvIK4/LENPvpF3n3rT+DJYnJU+/lkjOONzuSiEivEIuE2VOzi1A0mYzs/tjiYLlmLBZj4tQZNFeXkZyWzYtLHiQnNf5mXIuISM9VU9/ApVNuJdoewN3vBFYvmY8rJf52CE0UWo8kIkck0uJnz9Z3iLVDVk5fbI742/Hl12v/xXPPPAbA2ZdMZs6lXzM5kYhI72GxJuPudzzRBgtpcbJc84YHnmD3h+uwJNuYM3cxYwapabOIiHSfUDjMN2+6nZbaCpK9eTy/ZAl9051mx+rVNPNMRA7fp8s16+tIdRWQlhV/u4t9uLOIO+bMBCNGvzHn8eL0H8flzDkRkXhlsVjId+dhT7LFxefv079/nT/95nkALp50B9d+9VSTE4mISCIxDIMrZsynbMeHWGxO7lv4EOOG6CaN2VQ8E5HD1rh3GxUl27EnZcTlcs26Jj/fu3kq0fYWUvudwO8fmoMtWR+LIiKyf+9s2c6CxfMBOP7cS3j8J98xOZEcTcuXL2fgwIE4HA7Gjh3Lu+++e8CxW7Zs4ZJLLmHgwIFYLBaWLl16xMcUkd7pnp/+gnf+/hpYkrj61nu58qyTzI4kqHgmIocp0uJn97b1xIIWMrL7xd1yzWg0yrduvouWmo5+Nb985GHyPJoKLSIi+1fb0MgPp95OLNRO+uBR/G7hHWranMBefvllpk2bxty5c9m4cSOnnHIKEyZMoLq6er/jW1tbGTx4MIsXLyY/P79bjikivc8vX1vLC88uB+Ds797Awsu+bnIi+dRhFc+6esfklVdeYfjw4TgcDkaMGMFrr722z/cNw2DOnDkUFBTgdDoZP348O3fu7Pz+3r17ufbaaxk0aBBOp5MhQ4Ywd+5cQqHQ4cQXkSMVi1G8+d8019WS6i6My901r7r3IfZueRdLsp0F8x/ijMH7/0NXREQkEolw0c130lpfSYo3j5WPPEi6y2Z2LDmKHnnkESZPnsykSZM48cQTWbFiBS6Xi2effXa/408//XQeeughLr/8cuz2/W8e0dVjikjvsu6jrdyzYA5gMHDcN/nlHdfE3cqeRNbl4llX75i8/fbbXHHFFVx77bV88MEHTJw4kYkTJ7J58+bOMQ8++CCPPfYYK1asYP369bjdbiZMmEB7ezsA27ZtIxaL8dRTT7FlyxYeffRRVqxYwT333HOYb1tEjkTd7s1UFm/HYc0ks6Bv3H2oz3nmJd567RUArrhhBld9eaTJiUREpCe7duGjlGzdgCXFzn0LHuCUfvHX41MOXSgUYsOGDYwfP77zuaSkJMaPH8+6deuO6TGDwSB+v3+fh4gknhJfNVdOnUos1I538KmsfmAmdrWT6VG6/F+jq3dMli1bxvnnn8/06dM54YQTWLBgAaeddhpPPPEE0DHrbOnSpcyaNYuLL76YkSNH8sILL1BRUcHq1asBOP/883nuuec477zzGDx4MN/61re44447+N3vfnf471xEDkuwvoY929+FcDKZOf1JscXXnfcX1rzFz59aCsDYi6/lwau/aW4gERHp0R566Xf89Y+rAPjeT+7mB2ePMDmRHG21tbVEo1Hy8vZt0J2Xl4fP5zumx1y0aBFer7fz0a9fv8P6+SLSc/lbWrjwJ1Nob6rFltWXl5c9SI47vq6xeoMuFc8O547JunXr9hkPMGHChM7xRUVF+Hy+fcZ4vV7Gjh170LswTU1NZMbhUjGReGaEwxRt/n8EGptIS+uDOyPD7Ehd8s9NnzDz3o6dNQeccT6r7rk+7mbNiYjIsfPaug0sW/YAAKdM+AFLrrnI5ETS28yYMYOmpqbOR2lpqdmRRKQbhcNhLrxpOvVlu7G60nnioaWMKFSdoydK7srgg90x2bZt235f4/P5DnqH5dN/u3IXZteuXTz++OM8/PDDB8waDAYJBoOdX2uKs8iRq9qxkerKYtwpuWTkx9fumrvLK7nmtqnEwu2kDxnFn5bM1c6aIiJyQNuLy7jxrukY0Qh5J5/Db+69Na7Oe3L4srOzsVqtVFVV7fN8VVXVATcDOFrHtNvtB+yhJiLxzTAMvj/zPvZs7ujDfPfcB7nwlEFmx5IDiLsrx/Lycs4//3wuvfRSJk+efMBxmuIs0r1afaXs3bmR5KiLjLx+JKekmB3pkDU2t/Ct628h6K/DkdOfVx97mEw1ehYRkQNoam7h2zdNJRxowpk/hNWP3IfLZjU7lhwjNpuN0aNHs3bt2s7nYrEYa9euZdy4cT3mmCIS36Y/9gxvr/0jYOH7N83mxvGjzY4kB9Gl4tnh3DHJz88/6PhP/z2UY1ZUVPDVr36Vs846i6effvqgWTXFWaT7xILt7N7yb0LNbXg9fXB5PGZHOmThcJj/u2k6jRV7sLrTeWbJUoblx9dyUxEROXai0SjfunUGTZVFWN3p/HzJEvpnpZodS46xadOm8cwzz/D888+zdetWbrjhBgKBAJMmTQLgqquuYsaMGZ3jQ6EQmzZtYtOmTYRCIcrLy9m0aRO7du065GOKSO/xxG/+yK9eeAqAL112Ew/88HyTE8kX6VLx7HDumIwbN26f8QBvvvlm5/hBgwaRn5+/zxi/38/69ev3OWZ5eTlf+cpXGD16NM899xxJSQePbrfb8Xg8+zxE5DAYBmWb36ahqhy3PR/v/yyx7skMw+DymfdTvKVjKvS98x/maycNMDuWiIj0YD++bym7PnwbrCnMmvsA5w7X6oXe6LLLLuPhhx9mzpw5jBo1ik2bNrFmzZrOVjMlJSVUVlZ2jq+oqODUU0/l1FNPpbKykocffphTTz2VH//4x4d8TBHpHf787/dY/OBCAIae+x1evOMatQWIA13qeQYdd0yuvvpqxowZwxlnnMHSpUs/dxemT58+LFq0CIBbb72Vc889lyVLlnDhhReyatUq3n///c6ZYxaLhalTp7Jw4UKGDh3KoEGDmD17NoWFhUycOBH4b+FswIABPPzww9TU1HTmOdy+AyJyaJpryynduwWb4SGjsD9J1vhZtnL7Yz/jnbV/ACxcffMsfvSVU82OJCIiPdjDL73KG79fCcB3J9/FdV8fY3IiMdOUKVOYMmXKfr/31ltv7fP1wIEDMQzjiI4pIolv04493HjXHRjRCDknnc0fF91FcpIKZ/Ggy8Wzyy67jJqaGubMmYPP52PUqFGfuwvz2VlhZ511FitXrmTWrFncc889DB06lNWrV3PyySd3jrnzzjsJBAJcd911NDY2cs4557BmzRocDgfQMVNt165d7Nq1i759++6T51BOUiJy+NzZhWQWnkisJoDD5TI7ziF76KVXefmFFQCc+73rWfiDC0xOJCIiPdmf121g6bLFAJwy4fss/fFEcwOJiEhCKa+u5dIbpxBpa8Hddzh/WLaINHuXSzJiEovRS6pPfr8fr9dLU1OTlnCKdFH1li3U7tlDep8+Zkc5JC++/g/umnkHGDFO/NqlrHngLqwJekcnEgzS1tTEoHPOwZZ6bHvy6HP18/Q7ETk8LT4fxevXk2HSBk/biss4/4dXEQ40kXfS2fz7Z4/i1AYBnRpKS+k3ejSe/7mJfbTpM/Xz9DsROTyR9naK/vlPUlwubCZMCAi0tnL2lT+mpng7KRkF/OZnzzJmYO4xz9FTNVdVkZaXR+Fppx3zn32on6txt9umiMjBvPHuJmbMnQFGjL6nfY0/3D89YQtnIiJy5BqbW/hO586ag1m99H4VzkREpNuEw2H+b8p0aoq3k+T0sPSBpSqcxSEVz0QkYWzcvofJt99GLBwkc+hpvLZ0Ic4UXQDJoXnyyScZOXJk5yYz48aN4y9/+YvZsUTkKAqHw1x40/TOnTWfXfIo/TO1s6aIiHQPwzD43l3z2fXhO1iS7UyfuZiJo48zO5YcBhXPRCQhFFVUcelNU4i0+nEXDuVPyx8hy203O5bEkb59+7J48WI2bNjA+++/z9e+9jUuvvhitmzZYnY0ETkKDMPgipn3s/c/OzLPnfcQXx5+bJcliohIYvvJomW8+4/XwJLED2+Zyy0XjDU7khwmdacTkbhX72/mmz+ZQntDFbbMQl5+4jEGZKWZHUvizEUXXbTP1/fddx9PPvkk77zzDieddJJJqUTkaLlr+S9Y17kj82yu/eqx77MiIiKJa+7TL/Ln3/4SgAlXTeP+759nciI5EiqeiUhca21v57zrbqWxYg9WdzrPPPoYpw5QDwE5MtFolFdeeYVAIMC4cePMjiMi3eyp1a/z0nPLATj30utZ+IPzTU4kIiKJZMWrf+FnTy0F4LRvXsPPbr4ci0V9mOOZimciErdC4TATbryDyp0fYrE5WXT/o4w/eZDZsSSOffzxx4wbN4729nZSU1N59dVXOfHEEw84PhgMEgwGO7/2+/3HIqaIHIE33t3EgkX3AgbHnXMRz0//kS5oRESk26z+5zss/M95ZvDZ3+I3s28iSeeZuKeeZyISl6LRKBdNncmeD9dhSbZxx6wH+ME5I82OJXHu+OOPZ9OmTaxfv54bbriBq6++mk8++eSA4xctWoTX6+189OvX7ximFZGu+mRvKdfdcTtGJETW8afzx8X3kGLVn8MiItI9/v3RVm65+w6MaITck8/hzw/egz1Z55lEoP+KIhJ3DMPgu3ctYPM7ayHJyk9uX8DUC882O5YkAJvNxnHHHcfo0aNZtGgRp5xyCsuWLTvg+BkzZtDU1NT5KC0tPYZpRaQrahua+M6NtxAONOLMH8wfH3sIj9NmdiwREUkQ24pLufKWm4kG2/AMHMFrjy3C40gxO5Z0Ey3bFJG4YhgGV817mHf//kewJPGDm2Yx+3vjzY4lCSoWi+2zLPN/2e127Hbt6irS0wVDIS64cRrNVSUkp2XxwtKlDMjWxjIiItI9Kmvrufi6mwg1N+DIG8Sry5dS4HWZHUu6kYpnIhJXpixZwd/+uAqAb026gwev+ZbJiSRRzJgxgwsuuID+/fvT3NzMypUreeutt3j99dfNjiYiR8AwDC65cx4VOzZhsTl54L4lnDW0j9mxREQkQTT6m5nw45toqS0nxZvLC8seY3h+utmxpJupeCYiceOuJ59n9a9+BsBXL7uRn974PZMTSSKprq7mqquuorKyEq/Xy8iRI3n99df5xje+YXY0ETkCNz70Uz74f2vAksQNt8/n8rNHmB1JREQSRGtbG9+47hbqSneQ5PSw9KFlnD200OxYchSoeCYiceG+F37Liz97DIAzLrqaF7Q7mnSzn//852ZHEJFutvD5V/jDy88CcP6VtzLzu18zOZGIiCSKUDjM+TfeQcXOj7DYXcy/71Emjh5mdiw5SrRhgIj0eA+tXM1Ply0C4KSvXcors6dou2cRETmo5177G08+/iAAo87/Ps/c+gOTE4mISKKIxWJcfNssdn/0DpZkG7fPfIBJ544yO5YcRSqeiUiP9vCqP7B0yULAYOjZ3+RPi+4k2aqPLhERObC/rP+A2fNmgRFj4BkTeHXebbrpIiIi3cIwDC6/5z4+WvdXSLJy7bQF3HbhWWbHkqNMV6Ai0mM98us/8ujDCwCDIeMuZM2SOdiS9bElIiIHtmH7Hq6/YxpGJEjWsNP58yP36twhIiLd5rr7l/LvN1cDFi69/h7mXTbe7EhyDOgvCRHpkZa98meWPDgfjBiDz7yANx6diyPFanYsERHpwYp91Vx20xQirX7chUP58xMPke60mR1LREQSxB2P/5zXfvciAOf98DYe/dHFJieSY0XFMxHpcR7/7V948IF7wYgxaOz5vLF0ngpnIiJyUA3+Zv7vuptpa6jCllnIr5c/Rr+sNLNjiYhIgrj/+V/zq1/8FIAzJ/6Yn9/6fW1g1ouoeCYiPcryV19n8aI5/+lTcx5vLpuPU4UzERE5iGAoxIQbptFYvgurK52nH1nGqP65ZscSEZEEsfx3r7H8sY5NaE4efxkvz7xevTR7GRXPRKTH+Omrb3D//bPBiDFgzHjeXLZAhTMRETmoWCzGt26bTfm2jVhSHCxc+DDfGDHY7FgiIpIgnv3zWu5fdC9gMHjchfzhvjtITlLhrLdJNjuAiAjAklV/5JGHO3qc9R/9df762H24bPqIEhGRg7tq3hI2v9Ox49nNdy3kqnNPNTuSiIgkiJVv/JM58+6BWJTCUV/lL0tmY9cmNL2SrkxFxHQLnv8NKx5bDBgMPOM83li6AJddH08iInJwtz76DH//0yoALpl8J3d9+6smJxIRkUTxm7+/zZ2z78KIRsgf8SX++sT9pNpTzI4lJtHVqYiYasZTL/LC048CMOzsi/jLktnaHEBERL7QvGdf5jcvrgDg3EuvZ9nkS0xOlLhao+1mRxAROab++O/3uG3GHRiREDknnMkbP30Qr3Zv7tVUPBMR00xd9jNeeeFJAE7+2nf50+K7SLFqGrSIiBzcY799jaeXPwTAqAnf58W7fqwdz46CSCxCcaCcyrZSBkVDZscRETkm1rzzATfecRuxcJDMYWN488klZLlUOOvtVDwTkWPOMAx+8sBP+fMrzwIw+oIr+d28W0lW4UxERL7Ai2/8Px5YPA8wOO6sC1m94DbteHYUtEbaKGouwR9o4YT0waS50syOJCJy1P1tw8dcN+0WYqE20oeM4vUVj5CT5jA7lvQAKp6JyDFlGAZXzX+Ev/1hJQBnT7yWVbNu0IWPiIh8oT+t+4AZc+6CWIQ+o87lLw/P0Yzlo6A2WM9efxmWaBKnO/tR0NhMilUtFUQksf3ro61MunUK0WArngEn85cVyyj0us2OJT2EimcicsxEIhG+O+M+3vvbHwAYf/lN/OKOSVpqIyIiX+hfH2/nxjumEgsHyRo2htcfX6TNZbpZ1IhSGqigsrmazCQPp1g8pDe1kJSdDSlqki0iievdT3byg5tuJNLWQmrf4bz29OP0z0w1O5b0IPqLQ0SOidb2IP93y93s3PBPwMI3r7mNFVO+r8KZiIh8oY92l3DllJuItrfg6X8if/npEjJcdrNjJZS2SBtFLaU0tvg5zpHPsHZwhQIweDAMGwapuogUkcT0/vbdXHbDDURa/bgKh/LHp55gULbH7FjSw6h4JiJHXV1TMxOuv43KHR+ANZlJN89h4Q8vNDuWiIjEgaLKar5z/Y2EWxpw5g3iDyseo0+GCjndqTZYT3FzOUYYxtj70Ke5nZSUFDjtNOjbF2xqlC0iien9bbv47k+u7zzHrH5qOcPyM8yOJT2QimciclSVVNVywXU30Vi2C4vNyfSZi7j1m18yO5aIiMSBspo6Lrj2J7TVV2LLKODXP13O0Dxd1HSXqBGltLWCSn81GZZUTsFDRnMbSVlZMGIEZGZCknrKiUhieveTnXzv+usJBxpx5g3md089yUmFWWbHkh5KxTMROWo+3lPCd66/ida6CqwuLw/c/yhXfOkUs2OJiEgcqK5v4rwf3UBzVQnJaVk899hyThuYZ3ashPHpbppNgWaOs+UyLJSEK9wOQ4bA0KFapikiCW3dlh1cccP1hANNuPIHs/qpFZzUV4UzOTAVz0TkqPjnR1u56uabCbc0YEvP46lHH+e8kUPMjiUiInGgvqmZr197I00Vu7G603lq2U/5yokDzI6VMDqXaYYMTk8ppDAQJMWeDKNHQ2GhlmmKSEJ7++PtXHHj9R09zgqGsPppzTgzW9SImh3hC6l4JiLd7ld/W8dds+4iGgzgzB3IquVPMGZwgdmxREQkDvgDrXz9x1OoL9lGktPDsiWPc/4px5kdKyFEjSglgQp8zdVkJXkYGXOS3tZGUn4+nHgiZGRomaaIJLR/bd7BpNtvI9Lqx104lN8/tZwTVDgzVUOoiR2BIoaH0yg0O8xBqHgmIt1q0Yuv8sSyxRCL4B1wEn98chlD1J9GREQOQaC1ja9PvoXqPZtJsrt5cPEyvn36iWbHSgifLtP0t7ZwXHI2Q9vBFQvDCSfAoEHgdpsdUUTkqPr3J7uYPHNGZ+Hsj8/8lOPzM82O1WuFY2FKWyupbq7FbXGQ5Uo3O9JBqXgmIt3CMAwmL17OX37zHAB9R53Ln5feR3aa0+RkIiISD4KhMP93w+1UbP8Ai83J/IWPcMU5I82OFfcMw6A6WEuJvwJLxMLpllwKWkKkpKZ2bAqQnw/JuiQQkcT2+j/fYfI9dxNpaya1z/H88Wntqmmm+mADJS0VtLW3M9SaxZBICFeK3exYB6UzpYgcsfZQiItvn8vmt98A4NQJV/DbebdhT7GanExEROJBOBzmuwseoWTzeizJdmbe+xCTvjbG7FhxLxQLUxIoo7q5jjyLhxFRJ55gkKT+/TtmnHk8YLGYHVNE5Kj627oNTJz4rY7CWd/j+fMzT3JcrtfsWL1SMBqirLWS6pZaPIaT0eSSGQiR4vWCt2f/N1HxTESOSE2Dn/NvuA3fzk1gSeLiSdNYfuPlWPTHuIiIHIJIJMKXr5hM0cfrwJrM7fcs5oYJ48yOFfeaws0U+Utobw9yYlI2g9oNnFYDRo2C/v3B4TA7oojIMTF0yGA8fY4j1N7G7x9/RIUzk9QG6yltqSAYDHM8mQwOgosIDB7csctzWprZEQ9KxTMROWwfF5Xy3ZtuoaWqBIvNyW13LeT2iV8xO5aIiMSRS2+4i83/fh2SrNx4x0Juu/jLZkeKazEjRkVbFRXNPhyRFM6KZZHdFiY5K6tjmWZWFlg1M1xEeo9+uRm8v/Y1dq97m8HZPbtAk4jao0FKA+XUttSTaUnljGgaGcEwyRkZHZvV5OZCSorZMb+Qimciclhe/X/vMXXmXUQCTSSnZfHI4ke45MyTzY4lIiJxZvGs6fz9r2/wzW/8HzO/9w2z48S1tmg7e1tKaWzxM8Di5fiQlVQjiuX442HIEEhNNTuiiIgp+uWmE8nQZ+Cx9GnPzdLmSqKhKCdZshnQFsNpZd/NauJkxZKKZyLSZfc+9wrP/PRhiEVw5Q/mpceWcsaQPmbHEhGROHT8gHx2/OMv1Hywwewoca02WE9xczmx9ginGpn0CcWwp7rgpJOgoCAu7uqLiEhiCERaKQmU09DSRB6pnBhxkB4KY83P7yicZWbG3WY18ZVWREwVDoe5Yu5DrHv9twD0OeXL/P6RhRSka3t7ERE5fC6b/iQ9XJFYhJLWCqqaa8iKORkRdpMejWIdMACOP76jAXOc3NUXEZH4FjWiVLZVU9nswxK2dNzMCcZwOJLh1JOhb19wucyOeVj0l4qIHJKqxmaunH4vFds3AnDWxZNYOfNGUqxJJicTERHpnfzhZvY2lxJobeN4w8vgdgOX0wYjT4B+/bQpgIiIHDONIT+lLeW0tLXSL5bK8IiN1Gi0Y4fnYcMgPR2S4vfaUcUzEflCb2/ewfen3kFbfSWWFAeTb53N3CvONzuWiIhIr/TZTQHsoSTGxTLICUVJycuDk0/uWA4TxxcoIiISP0KxMGWtlVQ31+KOJjM2kk5uOIYtPbVjiWZeHtjtZsc8YiqeichBLXvuZabd8CNiwVZSvLk8umgJ3x57otmxREREeqVApJXiljIaA34GxtI4Pmgl1WrBctJJ/22+LCIicpQZhkFdqIHSlgra24IMjbgZHLbiTk7CMnwYDB7csVFNgrQOUPFMRA4oFoux+OFHiQVb8Q44id88voQT++SYHUtERKTXMQwDX3sNZc0VWIIGp0fSKYgY2DIzOmab5eTEXfNlERGJT22RNkpbK6ltqSc76uD0sJeMSIyUwoKOfptZWQl3Tjqs+dzLly9n4MCBOBwOxo4dy7vvvnvQ8a+88grDhw/H4XAwYsQIXnvttX2+bxgGc+bMoaCgAKfTyfjx49m5c+c+Y+677z7OOussXC4X6enphxNbRLooKSmJt/78O8ZedBWvPzRfhTNJaIsWLeL0008nLS2N3NxcJk6cyPbt282OJSJCezTIDv8eiupLyA3a+HIwjX5GErZhw+DMMzt200ywixQREel5okaU8jYfm+u20eRv4pSQl7FtNnIdLlJGj4YxYzqWaSbgOanLxbOXX36ZadOmMXfuXDZu3Mgpp5zChAkTqK6u3u/4t99+myuuuIJrr72WDz74gIkTJzJx4kQ2b97cOebBBx/kscceY8WKFaxfvx63282ECRNob2/vHBMKhbj00ku54YYbDuNtisjhOn5gIX9YdCdpDm1xL4ntH//4BzfddBPvvPMOb775JuFwmPPOO49AIGB2NBHpxWqD9Wxp2EFTcxOjwl5ObU8h3esl6cwzO2acpaWZHVFERHqBhlATnzTsoLiulIK2FL7S6mZIxIJzyBA45xwYMiRud9I8FBbDMIyuvGDs2LGcfvrpPPHEE0DHsq5+/fpx8803c/fdd39u/GWXXUYgEOBPf/pT53Nnnnkmo0aNYsWKFRiGQWFhIbfffjt33HEHAE1NTeTl5fGLX/yCyy+/fJ/j/eIXv2Dq1Kk0NjZ26Y36/X68Xi9NTU14PJ4uvVakt6vesoXaPXtI79PH7CjyPyLBIG1NTQw65xxsqanH9Gcn+udqTU0Nubm5/OMf/+DLX/7yIb0m0X8nIkdLi89H8fr1ZPTrZ3aUHiMUC1MaKKe6uZbssJ2TQ3bSsWA97jgYOrSjaJYgfWQORJ+pn6fficjhibS3U/TPf5LicmFL4ALP0dAeDVLeWkl1Sx1pISsnR1xkR8GWnd2xIUBODthsZsc8bIf6udqlmWehUIgNGzYwfvz4/x4gKYnx48ezbt26/b5m3bp1+4wHmDBhQuf4oqIifD7fPmO8Xi9jx4494DFFRESOtqamJgAyMzNNTiIivU19qJFPGnZQ01jHCcFUzgjayfJ4sY4bByNGgMeT8IUzERExV8yIUdlWzeb67dQ21HJCm4uz250U2JzYTjkFxo2DPn3iunDWFV1aiFpbW0s0GiUvL2+f5/Py8ti2bdt+X+Pz+fY73ufzdX7/0+cONOZwBINBgsFg59d+v/+wjyUiIr1LLBZj6tSpnH322Zx88skHHKdzjYh0p3AsTGlrJVXNNaSHkhkTSiPTgOTBgzsaMKtoJiIix0BTuJmylgr8rc0UhmwMC6XitSaTPHhAx+zn9HRIOqwW+nEr8bq4/ceiRYuYN2+e2TFERCQO3XTTTWzevJl//etfBx2nc42IdJf6UCMlzeW0BVoZHnEzKGzF5UmDk07q2BDAbjc7ooiIJLhgNER5m4/q5lpcQTg96CI3ZsGRl5sQSzSPRJdKhdnZ2VitVqqqqvZ5vqqqivz8/P2+Jj8//6DjP/23K8c8FDNmzKCpqanzUVpaetjHEhGR3mPKlCn86U9/4u9//zt9+/Y96Fida0TkSIVjYfa0lLCjbg82f5Bz2lIZFknGNXhwRwPmAQNUOBMRkaMqZsTwtdewuX4b1fXVDA3YOKfNST+3B8eYMb1uieb+dKl4ZrPZGD16NGvXru18LhaLsXbtWsaNG7ff14wbN26f8QBvvvlm5/hBgwaRn5+/zxi/38/69esPeMxDYbfb8Xg8+zxEREQOxDAMpkyZwquvvsrf/vY3Bg0a9IWv0blGRI5EfaiRLQ07qKqv4riWFMYFXeR60kk580wYNQq8Xi3TFBGRo6ox5Gdr40721O4lwx/l3FY3Jxh2UocNw/LlL3cs03S7zY5pui4v25w2bRpXX301Y8aM4YwzzmDp0qUEAgEmTZoEwFVXXUWfPn1YtGgRALfeeivnnnsuS5Ys4cILL2TVqlW8//77PP300wBYLBamTp3KwoULGTp0KIMGDWL27NkUFhYyceLEzp9bUlJCfX09JSUlRKNRNm3aBMBxxx1H6jHeYU5ERBLPTTfdxMqVK/n9739PWlpaZ99Nr9eL0+k0OZ2IJJJPe5tVN9fiaTMYHXKTmZRMyrD/7KSp3mYiInKUtUXbqWj1UdNST2q7wRntTnKx4igogOHDITu7V880+19dLp5ddtll1NTUMGfOHHw+H6NGjWLNmjWdDf9LSkpI+kzjuLPOOouVK1cya9Ys7rnnHoYOHcrq1av3acB85513EggEuO6662hsbOScc85hzZo1OByOzjFz5szh+eef7/z61FNPBeDvf/87X/nKV7r8xkVERD7rySefBPjcOeW5557jmmuuOfaBRCQhNYSaKG4uo60lwNB2O0NiNlyZmVhOOgny83WhIiIiR1UkFqGqvYaKlipoDTM8aGdALAVXejqWYcM6lme6XGbH7HEshmEYZoc4Fvx+P16vl6amJi2rEemi6i1bqN2zh/Q+fcyOIv8jEgzS1tTEoHPOwXaMZ+Hqc/Xz9DsROTwtPh/F69eT0a+f2VGOmlAsTNmnO2kGDE4OOchMsZMydCgcdxykpWm22f/QZ+rn6Xcicngi7e0U/fOfpLhc2HppYcgwDOpDjZS1VBIItNA/mMLQYAppLhfJQ4fCoEG98lx0qJ+rvWtvURGRBGMYBuFYxOwYIiJyAIZhUBusZ0vDdmrqqhjebOPMkIvcnDxSzjkHRozQMs0eavny5QwcOBCHw8HYsWN59913Dzr+lVdeYfjw4TgcDkaMGMFrr722z/evueYaLBbLPo/zzz//aL4FEREAApFWtvt3s6N2F7b6AGc1OxgVc5ExdCjJX/lKx87OOhcdVJeXbYqIiPkisQj1oUYq/ZVYgmGGmR1IREQ+py3aTllrJbX+WrJaLZwRcpJhd5A84ngYPBhSU3Wh0kO9/PLLTJs2jRUrVjB27FiWLl3KhAkT2L59O7m5uZ8b//bbb3PFFVewaNEivvnNb7Jy5UomTpzIxo0b92lXc/755/Pcc891fm3XTqoichSFYmEqWn1UB2pJCYQY1W6nwEjBWVCAZfhwyMnRjs6HSMUzEZE40hppoy7UQFWglpDfT06rQT97Blar1exoIiLyH4ZhUBWspay5EqOlnRHtdvoZKTj79oETTuhowpysP8N7skceeYTJkyd3boq2YsUK/vznP/Pss89y9913f278smXLOP/885k+fToACxYs4M033+SJJ55gxYoVnePsdjv5+fnH5k2ISK8VNaJUt9dR3uIjEmhjSFsyg4003F4vScOHQ2GhdtDsIp21RUR6uJgRozHsp7a9noZAA0n+VgrbLAzAhceVin3QICy6CBMR6RFaI20UB8po8DdQ2JrE8SEH6WkerCecAP3762IlDoRCITZs2MCMGTM6n0tKSmL8+PGsW7duv69Zt24d06ZN2+e5CRMmsHr16n2ee+utt8jNzSUjI4Ovfe1rLFy4kKysrANmCQaDBIPBzq/9fv9hvCMR6S0+7WtWHqikpbmZPm1JDAs78bjcpAwb1tHXLDUVktTBq6t0tSUi0kMFoyHqQ41UtdbS6m/E0xblhLYkCpM9OLOzSBk4EPr16zgBpqSYHVdEpFeLGlF87TVU+CuxtoQY3e6gIMmGY9hgGDoUMjJAs4TjQm1tLdFolLy8vH2ez8vLY9u2bft9jc/n2+94n8/X+fX555/Pd77zHQYNGsTu3bu55557uOCCC1i3bt0BZ5AvWrSIefPmHeE7EpHewB9uprzVR2NzIxktUcaFHWTbnNiHD4YhQyA9XbOej4B+cyIiPYhhGDSFm6kLNlDXUkfM30xeexIjo3YyHek4hvUjaeDAjiU/TqfuGomI9ABN4WZKW8rx+5sYGEhiaMxNWlYWSSeeCAUF4HCYHVF6gMsvv7zzf48YMYKRI0cyZMgQ3nrrLb7+9a/v9zUzZszYZ0ab3++nXwLvSisiXdcWbaeitYraljoczUFODTnIt7hwDuyPZdgwyMoCm83smHFPxTMRkR7g01lm1f+ZZeZqCTK43Urf5DRSs3OwDRjQsdwnNVUnPxGRHiIUC1PWWkl1cw2pLRHODDrItbuwDR0Kxx0HaWnaECAOZWdnY7Vaqaqq2uf5qqqqA/Yry8/P79J4gMGDB5Odnc2uXbsOWDyz2+3aVEBE9iscC1PVXktlSxX4WxnamsyApDTceXkkHX885OV13GyXbqHimYiISWJGrGOWWXs99YF6Yo1+8totnBhzkO3Mw3F8X6wDBnTsguNyaZaZiEgPYRgGNcE6ygM+Qk0tDA1YGWRx4y4sxHLSSR2zg7WcPm7ZbDZGjx7N2rVrmThxIgCxWIy1a9cyZcqU/b5m3LhxrF27lqlTp3Y+9+abbzJu3LgD/pyysjLq6uooKCjozvgikuBiRqzjHNTiI9jkZ2BbMoNjqaRlZpL82c0AdPOmW6l4JiJyjLVF26kPNVLTWk9bYx2pgQhDglb6pKTjzsnBPnAg9O2rWWYiIj1QINJKaaCCBn89uS0GJ4adeD1ekk88saMPpTYESAjTpk3j6quvZsyYMZxxxhksXbqUQCDQufvmVVddRZ8+fVi0aBEAt956K+eeey5LlizhwgsvZNWqVbz//vs8/fTTALS0tDBv3jwuueQS8vPz2b17N3feeSfHHXccEyZMMO19ikj8+HQzgIqAjxZ/I/kBGBZx4/V4sQ0bBgMGaDOAo0jFMxGRYyASi3TumNnkr8PSHCCvzcIIXGSl5WE/ri/WgQM7Gkqrl5mISI8TiUXwtddQ2ewjuamN09od5Kc4cZ5wXMeGAOnp+uxOIJdddhk1NTXMmTMHn8/HqFGjWLNmTeemACUlJSR95r/3WWedxcqVK5k1axb33HMPQ4cOZfXq1Zx88skAWK1WPvroI55//nkaGxspLCzkvPPOY8GCBVqWKSJfqDHkp6LVR2NzA1nNUc4MO8hyuHGcMLRjMwCPR5vSHGUqnomIHCWGYeCPtFAfbKS2pYZIYxPprTGGh5Pp48jC0Tcf26BBHc2kXS4t8RER6aHqQ42UNlfQ2tTI4ICV40jDXZBP0kkndSytV/EjIU2ZMuWAyzTfeuutzz136aWXcumll+53vNPp5PXXX+/OeCLSC7REApQHfNT760hrDjE6aCffnobj+MFYPt3JWTtoHhP6LYuIdLPWSBsNny7LbKjDGQjSvz2JvjYvqZnZOAYMwNK/f0cjabtd/QhERHqotkgbZa2V1DbVkOGPcGrERaYnHdsJJ3Rs4qKeMiIichS0RdqoaKumtrkGh7+dEa1W+tgzcA0d0LGDZmam2rscYyqeiYh0g2A0RFPYT21bPc1NdVj9LeS2WyjASXbGQOzD+pCsZZkiInEhEotQ1V5Dhd9HUlOAEW0p9LVl4Bw+BMvxx4PXq+UxIiLS7YLREL72aqr81SQ1tTCsNZn+KV7cg/t17KCZlQUOh9kxeyUVz0REDlM4FqYp3Ex9sJGmplpiTX4yW6OcFHOQ587HObQvtgEDIDe3Y1mmplSLiPRonzZjLmuppLWxgQEtFoZaPKQW5mM96aSOz3Mt0RQRkW4WioWpaa+lorkKo9HPoEASA61eUvv3wXr88R3nH6fT7Ji9mq7kRES6IGpEaQr5qQ820tBUQ9Tvx9saYUjUTqEjC1f/AuwDB2IpLOwomGk6tYhIXAhEWikLVFLfVEPWp0s0vRkdSzQHDOj4TNcSTRER6UbhWJjqYB2VzVVEGxrp15rEYFJJKyggZfjwjt7ITqfOPz2AimciIl8gZsRoCjfTGPJT21RFxN+EpyXMwEgKBfZ0UgvycQwYQFK/fh0XV+pjJiISN8KxMJXt1fiaqrA1BjilNYVCVxbOE4Z1NGP2eLTUXkREulUkFqE6WIevpYpwfQN9AhYGW9Lw5ORiGz4c+vTRTZseRsUzEZH9iBpR/OEWmkJ+6vw1hJoacLeE6B9OpsDuJS2vo2Bm7devo2G0w6GTm4hIHDEMg9pQPWUtlQTr6hkSsDI4OR330AEdfWWys7ULsoiIdKuoEaUmWE9loIr22jr6BmAwqXhy87Aff3xH0Uyb0fRIKp6JiPxHJBbBH2mhMeSnvrFjhpmrJUhhOJkCRzrevAIc/ft3FMxSU1UwExGJU03hZsoDlTQ11JLnj3B8LBVvbh62k0767xIZERGRbhI1otQG66kMVNNWV0dBS4whpJKe85miWWqqri16MBXPRKRXC8fC+MMtNIaaaGioItzURFprmL6RZAocGXgKC7H36UNy//4qmImIxLm2SBsVbVXUNNWQ2hBgdNhJXmo2zpNOgoEDdeEiIiLdKmpEqQs2UBGopq2uhrzmGKfiJjMnH/unyzPdbrUHiAMqnolIrxOMhvBHmmlsb6KxoYqovwlPIEL/mI18VyZp/fv8t2DmdKpgJiIS58KxML72GnxNlSTVN3NCWzL9nDm4Tx6KZdgw8HrBajU7poiIJIjOmWYt1bTV15LXHOUUw01WTj6OE05Q0SwOqXgmIgnPMAxao234wy00BGoJNNYRa27G0xplEA4K0vJxH9cHe9++WAsLOwpmavovIhL3YkaMmmAdFS0+QjV1DGy1Mjg5g9ShA7GecAJkZmpXZBER6TaRWITaUAO+liraamvIazE4BTdZuQU4jj8e+vZV0SxOqXgmIgkpakRpDgfwh5upb6oi1NRIUnOAzFDS/2fvvsOjKvP+j79nksxM6qRXQu9FUFAEC5as4LIqz1oAGyKK7oqKURRYBBFX1LVgYWXdXbE3dOX3rKu4iGIDUZo0CQkEEkoaKZM6SWbO7495jEYSpCSZzOTzuq65cM7cZ+Z7z3jOnfM9dyHFZCMhphu2bp45zMzx8Z7eZbqAEhHxGyW1ZRyoPET54QISy1z0MkUQmZKCpX9/SEjQvGYiItJi6t31FDqLyavIw3n4MInlbk41hRGVkIzt58MzdXPeZyl5JiJ+o8blpKK+krLqEkpL86l3OLBVOIl1BRFniSAmoTuWpCSsXbpgiojwJMwCdRoUEfEnFfWVHKzK5/DhPCJLqjnDHUpcTAK2QYMgOVkXLyIi0mLq3HWepJkjD2dRESlV0M0Ujj05xZM0S0pSu+MndNUoIj7LZbioqK+ioq6C4rICasqKMSoqCK920ckUTEJ4PBE9PPOXBXXq9NNwTHWTFhHxO9WuGg5VF1BUkoe1pJzBNVaSI1MJ7tcPU7dunsUAdP4XEZEWUOuuo9B5mLyyQ7gOF5NcYdAl0I49NdWTNEtIgJAQJc38iJJnIuJTquurKa+vxFFVQllpAfUOB9aKaqLcFroGhREf1xdrn0RsXbpgjonxJMs0HFNExG/VuuvIrykkr/Qg5sNl9KgOpGtoIqGn9sbcq5cWAxARkRZT7aqhyFlMXlkeRlExKZXQzRJFeM+uWHv3hrg4zw17Jc38jpJnItKu1brrqKivpMJZTklpPrWOEiivIMJpItVsIy4ykYi+qVgTEgjq1AlTSIh6l4mIdAD17noKnIc5WHYQo/AwnasC6GaLJax/DwL79oWoKAgK8naYIiLiByrrq8ivKeJwSR6m4lI6V5vpbI0mvE83LH37QkyMZ0oY8VtKnolIu1LvrvcMxawtp6ysgKryUtzlDkKqXcQYQUQHRxGb3AdrUhLW1FTMERGeZJkukEREOgS34abIWczB8kPUFBSQWgndA6MI79UNy4ABnhU0rVZvhykiIn6grK6cgupCSorzsRwuo1udhc6hSYQO6k5Q794QGak2p4NQ8kxEvKph3rLachxlhVSWF+NyOLBV1WE3WUgJCic2ti+hvROxpKYSFB//01BMdYcWEekwDMOguLaUg5WHqCzIJ8FRz9CASOxdu6r+zn0AALHgSURBVGDr3x9+XDlZRETkJBiGQUldGXmVBZQX5RFSWkUfVzAp9i6E9OxJYK9eEB6um/cdjJJnItKm6t31VLqqqaytwOEopMJxGHd5BUGVNdixkGAJJza2D2G9k7AkJxOUkIDJZvMkyzQUU0Skw/npIiafssJDxJbVMsAII7ZTH2wDBvw0KbOIiMhJcBkuimtLySvPp7IoH3tZDYOMUBLjehHcqxcBPy4+o3k0OyQlz0SkVTldtVS6qqiqceAoK6S6opT68nIs1XVEGEF0DQolNrYH4T2TsSQnY0lMxGS1at4yERGhpLaMQ5X5OIoOYS+tYZgRRlxid4IHDMCUnKyVzERE5KQ5XbUU1RaTX3aI2sJC4ipc9A2IIDa5JyH9+2NKTITQUF2bdHBKnolIizEMgxpXDZWuaioqinE4inBWlGFUVGB1urGbrCRaw4mJ7Ud4fBJByclY4uPVs0xERBoprXWQV5VPaeFB7KU1DDHCSIjv47mI6dTJcxGjpJmIiJyEivpKCmuKKTq8H4pLSaqEzsEx2Hv3wNa7NyatnCk/o+SZiJywWncdVfXVVDnLqawopsJRTH1lOVRWEVJvJjrARkRoFLGd+mKLS8CSkkJQVJSnZ1lQkJJlIiLSiKOunENV+ZQWHCS8pIrB7hASEvsQqqSZiIi0AMMwKKkto6CqgLLCQ1hKHHSts5Jq70ToaT2w9u4NdrsWAZAjKHkmIsfEbbipqK+kqraSqsoSHOXF1FY6cJeXE1TrIowgkoJCiYxMISo1BWtCIpakJALDwjy9ygIDdcEj7doXX3zBX/7yFzZs2MChQ4d4//33GTdunLfDEukQHLXl7K7KwbU3m9DiCga5Q0lM7ENIv36YU1M1XEZERE5Kvbuewtpiiqsd1JWXElFWQz8jlOTE/gT36EFg9+6etiZQKRJpmv7PEJGjqqwsZVfuRg7s3YHtYBBUVhNmBBIdFEJYaBQxnfsSHBOPJTERS0wMZpvN06tME2mKj6msrGTw4MHceOON/P73v/d2OCIdhstVz94D2wgpKKBzYDRJif0IVdJMRERa0N5DP1ByKJPIChedg2OJ6TqA4N69MScleebPVFsjv0LJMxE5qqB6N/ayKsItcUTFJmHvk0hQQgKWuDgCQ0M9iTIt0yx+4OKLL+biiy/2dhgiHU6AycyQOjtG12GeC5kfh2fqQkZERFpIl1obCZG9sfVKILhfP8/QTJvN22GJD1HyTESOyhIRxaDLJmHU12OyWDyJMg2/FAHA6XTidDobnjscDi9GI+KjzGZChp8FLpcmZhYRkVYR3Ls/wandPAkzDc2UE6BbeiJydCYT2GyYfpy7TBc1Ig0WLlyI3W5veKSmpno7JBHfZLV6hs2ojRERkdYQEABhYUqcyQlT8kxEROQEzZo1i7KysoZHbm6ut0MSEREREZEWprSriIjICbJarVi1lLmIiIiIiF9TzzMREREREREREZFmqOeZiIgIUFFRQVZWVsPz7OxsNm/eTHR0NJ07d/ZiZCIiIiIi4k1KnomIiADr16/n/PPPb3ienp4OwKRJk3jppZe8FJWIiIiIiHibkmciIiLAeeedh2EY3g5DRERERETaGc15JiIiIiIiIiIi0gwlz0RERERERERERJpxQsmzxYsX07VrV2w2G8OHD+fbb789avlly5bRt29fbDYbgwYN4sMPP2z0umEYzJ07l6SkJIKDg0lLSyMzM7NRmeLiYq655hoiIiKIjIxkypQpVFRUnEj4IiIiIiIiIiIix+S4k2dvv/026enpzJs3j40bNzJ48GBGjx5NQUFBk+XXrFnDxIkTmTJlCps2bWLcuHGMGzeObdu2NZR57LHHeOaZZ1iyZAnr1q0jNDSU0aNHU1NT01DmmmuuYfv27axcuZIPPviAL774gqlTp55AlUVERERERERERI6NyTjO2ZGHDx/O6aefznPPPQeA2+0mNTWV22+/nZkzZx5Rfvz48VRWVvLBBx80bDvzzDMZMmQIS5YswTAMkpOTufvuu7nnnnsAKCsrIyEhgZdeeokJEybwww8/0L9/f7777juGDRsGwIoVK/jtb3/L/v37SU5O/tW4HQ4HdrudsrIyIiIijqfKIiLSBJ1Xj6TvRESk5eiceiR9JyIiLetYz6vH1fOstraWDRs2kJaW9tMbmM2kpaWxdu3aJvdZu3Zto/IAo0ePbiifnZ1NXl5eozJ2u53hw4c3lFm7di2RkZENiTOAtLQ0zGYz69ata/JznU4nDoej0UNEREREREREROR4BB5P4aKiIlwuFwkJCY22JyQksHPnzib3ycvLa7J8Xl5ew+s/bjtamfj4+MaBBwYSHR3dUOaXFi5cyPz584/YriSaiEjL+PF8epwdmP3aj9+F2hoRkZOnduZIamdERFrWsbY1x5U88yWzZs0iPT294Xl2djZDhgwhNTXVi1GJiPif8vJy7Ha7t8NoFw4fPgygtkZEpAWpnfmJ2hkRkdbxa23NcSXPYmNjCQgIID8/v9H2/Px8EhMTm9wnMTHxqOV//Dc/P5+kpKRGZYYMGdJQ5pcLEtTX11NcXNzs51qtVqxWa8PzLl26AJCTk+MXja/D4SA1NZXc3Fy/mO9A9Wm//KkuoPq0JMMwKC8vP6Z5JzuK6OhowD/aGh0r7Zvq0775U33UzrQv/tTOgI6V9kz1ad9Un5ZzrG3NcSXPLBYLQ4cOZdWqVYwbNw7wLBiwatUqpk2b1uQ+I0aMYNWqVUyfPr1h28qVKxkxYgQA3bp1IzExkVWrVjUkyxwOB+vWreMPf/hDw3uUlpayYcMGhg4dCsCnn36K2+1m+PDhxxS72eyZ3s1ut/vF/1w/ioiIUH3aMX+qjz/VBVSfluIPf7i3JH9sa3SstG+qT/vmT/VRO9M++GM7AzpW2jPVp31TfVrGsbQ1xz1sMz09nUmTJjFs2DDOOOMMFi1aRGVlJZMnTwbg+uuvJyUlhYULFwJw5513MmrUKJ544gnGjh3LW2+9xfr163nhhRcAMJlMTJ8+nYceeohevXrRrVs37r//fpKTkxsSdP369WPMmDHcfPPNLFmyhLq6OqZNm8aECRN0J0pERERERERERFrNcSfPxo8fT2FhIXPnziUvL48hQ4awYsWKhgn/c3JyGu6IAIwcOZI33niDOXPmMHv2bHr16sXy5csZOHBgQ5l7772XyspKpk6dSmlpKWeffTYrVqzAZrM1lHn99deZNm0aF154IWazmcsvv5xnnnnmZOouIiIiIiIiIiJyVCe0YMC0adOaHaa5evXqI7ZdeeWVXHnllc2+n8lk4sEHH+TBBx9stkx0dDRvvPHGccf6I6vVyrx58xrNg+bLVJ/2zZ/q4091AdVHWpc//R7+VBdQfdo71af98qe6+AN/+z38qT7+VBdQfdo71aftmQyt/SwiIiIiIiIiItIk868XERERERERERER6ZiUPBMREREREREREWmGkmciIiIiIiIiIiLN8Kvk2eLFi+natSs2m43hw4fz7bffHrX8smXL6Nu3LzabjUGDBvHhhx+2UaTH5njq89JLL2EymRo9fr5aqTd98cUXXHLJJSQnJ2MymVi+fPmv7rN69WpOO+00rFYrPXv25KWXXmr1OI/V8dZn9erVR/w2JpOJvLy8tgn4VyxcuJDTTz+d8PBw4uPjGTduHBkZGb+6X3s8fk6kLu352Hn++ec55ZRTiIiIICIighEjRvDRRx8ddZ/2+Lv4E7Uz7fNYAf9qa9TOeLTX48ef2hq1M+2T2pr2d6yAf7Uz4F9tjdqZ9n3s+Etb4zfJs7fffpv09HTmzZvHxo0bGTx4MKNHj6agoKDJ8mvWrGHixIlMmTKFTZs2MW7cOMaNG8e2bdvaOPKmHW99ACIiIjh06FDDY9++fW0YcfMqKysZPHgwixcvPqby2dnZjB07lvPPP5/Nmzczffp0brrpJj7++ONWjvTYHG99fpSRkdHo94mPj2+lCI/P559/zm233cY333zDypUrqaur46KLLqKysrLZfdrr8XMidYH2e+x06tSJRx55hA0bNrB+/XouuOACLrvsMrZv395k+fb6u/gLtTPt91gB/2pr1M607+PHn9oatTPtj9qa9nmsgH+1M+BfbY3aGY/2euz4TVtj+IkzzjjDuO222xqeu1wuIzk52Vi4cGGT5a+66ipj7NixjbYNHz7cuOWWW1o1zmN1vPVZunSpYbfb2yi6EwcY77///lHL3HvvvcaAAQMabRs/frwxevToVozsxBxLfT777DMDMEpKStokppNVUFBgAMbnn3/ebJn2fvz86Fjq4ivHzo+ioqKMf/zjH02+5iu/i69SO+M7x4o/tTVqZ37Sno6fn/O3tkbtjHeprfGNY8Wf2hnD8L+2Ru1M++eLbY1f9Dyrra1lw4YNpKWlNWwzm82kpaWxdu3aJvdZu3Zto/IAo0ePbrZ8WzqR+gBUVFTQpUsXUlNTj5rJbe/a829zMoYMGUJSUhK/+c1v+Prrr70dTrPKysoAiI6ObraMr/xGx1IX8I1jx+Vy8dZbb1FZWcmIESOaLOMrv4svUjvj4QvHyrFqz7/PiVI74x3+0taonfE+tTUe7f1YOVbt+bc5Gb7Q1qidab/Hji+3NX6RPCsqKsLlcpGQkNBoe0JCQrNjsPPy8o6rfFs6kfr06dOHF198kf/3//4fr732Gm63m5EjR7J///62CLlFNffbOBwOqqurvRTViUtKSmLJkiW89957vPfee6SmpnLeeeexceNGb4d2BLfbzfTp0znrrLMYOHBgs+Xa8/Hzo2OtS3s/drZu3UpYWBhWq5Vbb72V999/n/79+zdZ1hd+F1+ldqb9HyvHy5/aGrUz3uMPbY3amfZDbU37PlaOlz+1M+A7bY3amfZ57PhDWxPo1U+XFjNixIhGmduRI0fSr18//va3v7FgwQIvRiZ9+vShT58+Dc9HjhzJ7t27eeqpp3j11Ve9GNmRbrvtNrZt28ZXX33l7VBO2rHWpb0fO3369GHz5s2UlZXx7rvvMmnSJD7//PNmGxuR1tLej5WOTO2M9/hDW6N2RtqT9nysdHS+0taonfFob8eOP7Q1ftHzLDY2loCAAPLz8xttz8/PJzExscl9EhMTj6t8WzqR+vxSUFAQp556KllZWa0RYqtq7reJiIggODjYS1G1rDPOOKPd/TbTpk3jgw8+4LPPPqNTp05HLduejx84vrr8Uns7diwWCz179mTo0KEsXLiQwYMH8/TTTzdZtr3/Lr5M7cyR2tuxcrz8va1RO9P6/KWtUTvTfqitOVJ7OlaOl7+3M9D+2hq1Mz9pb8eOP7Q1fpE8s1gsDB06lFWrVjVsc7vdrFq1qtlxtCNGjGhUHmDlypXNlm9LJ1KfX3K5XGzdupWkpKTWCrPVtOffpqVs3ry53fw2hmEwbdo03n//fT799FO6dev2q/u019/oROryS+392HG73TidziZfa6+/iz9QO3Ok9n6s/Jr2/Pu0BLUzrcff2xq1M96jtuZI7flY+TXt+bdpKe2lrVE7c6T2fuz4ZFvjzdUKWtJbb71lWK1W46WXXjJ27NhhTJ061YiMjDTy8vIMwzCM6667zpg5c2ZD+a+//toIDAw0Hn/8ceOHH34w5s2bZwQFBRlbt271VhUaOd76zJ8/3/j444+N3bt3Gxs2bDAmTJhg2Gw2Y/v27d6qQoPy8nJj06ZNxqZNmwzAePLJJ41NmzYZ+/btMwzDMGbOnGlcd911DeX37NljhISEGDNmzDB++OEHY/HixUZAQICxYsUKb1WhkeOtz1NPPWUsX77cyMzMNLZu3WrceeedhtlsNj755BNvVaGRP/zhD4bdbjdWr15tHDp0qOFRVVXVUMZXjp8TqUt7PnZmzpxpfP7550Z2draxZcsWY+bMmYbJZDL++9//GobhO7+Lv1A7036PFcPwr7ZG7Uz7Pn78qa1RO9P+qK1pn8eKYfhXO2MY/tXWqJ1p38eOv7Q1fpM8MwzDePbZZ43OnTsbFovFOOOMM4xvvvmm4bVRo0YZkyZNalT+nXfeMXr37m1YLBZjwIABxn/+8582jvjojqc+06dPbyibkJBg/Pa3vzU2btzohaiP9OOyxr98/Bj/pEmTjFGjRh2xz5AhQwyLxWJ0797dWLp0aZvH3Zzjrc+jjz5q9OjRw7DZbEZ0dLRx3nnnGZ9++ql3gm9CU3UBGn3nvnL8nEhd2vOxc+ONNxpdunQxLBaLERcXZ1x44YUNjYxh+M7v4k/UzrTPY8Uw/KutUTvj0V6PH39qa9TOtE9qa9rfsWIY/tXOGIZ/tTVqZ9r3seMvbY3JMAzjxPutiYiIiIiIiIiI+C+/mPNMRERERERERESkNSh5JiIiIiIiIiIi0gwlz0RERERERERERJqh5JmIiIiIiIiIiEgzlDwTERERERERERFphpJnIiIiIiIiIiIizVDyTEREREREREREpBlKnomIiIiIiIiIiDRDyTMREREREREREZFmKHkmIiIiIiIiIiLSDCXPREREREREREREmqHkmYiIiIiIiIiISDOUPBMREREREREREWmGkmciIiIiIiIiIiLNUPJMRERERERERESkGUqeiYiIiIiIiIiINEPJMxERERERERERkWYoeSYiIiIiIiIiItIMJc9ERERERERERESaoeSZiIiIiIiIiIhIM5Q8ExERERERERERaYaSZyIiIiIiIiIiIs1Q8kxERERERERERKQZSp6J/MxLL72EyWRi79693g7luKxevRqTycTq1au9HYqIiIiISIfhq9cPJ6uj1ls6LiXPRFrAjh07eOCBB1q98fjrX//KSy+91KqfISIiArBmzRoeeOABSktLvR2KiIj4iRtuuAGTyURERATV1dVHvJ6ZmYnJZMJkMvH44497IUKRpil5JvIz1113HdXV1XTp0uW49tuxYwfz58/3WvLs3HPPpbq6mnPPPbdVP19ERDqONWvWMH/+fCXPRESO4kSvH3zdydQ7MDCQqqoq/v3vfx/x2uuvv47NZmuJEEValJJnIj8TEBCAzWbDZDJ5O5TjYjabsdlsmM06pEVERERE2oo3rh9qampwu91t9nlNOZl6W61WLrzwQt58880jXnvjjTcYO3ZsS4TYoL6+ntra2hZ9z6a43W5qampa/XPEO3SlLfIzvxy737VrV373u9/x1VdfccYZZ2Cz2ejevTuvvPJKo32uvPJKAM4///yGbsY/n3/so48+4pxzziE0NJTw8HDGjh3L9u3bG312Xl4ekydPplOnTlitVpKSkrjssssaxbJ9+3Y+//zzhs8477zzgKbnPDvvvPMYOHAgO3bs4PzzzyckJISUlBQee+yxI+rtdDqZN28ePXv2xGq1kpqayr333ovT6Tz5L1VERNrM6tWrGTZsGDabjR49evC3v/2NBx54oOHiZu/evZhMpiZ7MZtMJh544AEAHnjgAWbMmAFAt27dGtodzW0jItLYiVw//GjPnj1ceeWVREdHExISwplnnsl//vOfRmV+/Dv/rbfeYs6cOaSkpBASEoLD4QBg2bJl9O/fH5vNxsCBA3n//fe54YYb6Nq1a6P3efzxxxk5ciQxMTEEBwczdOhQ3n333SNiMplMTJs2jeXLlzNw4ECsVisDBgxgxYoVR633jz766CNGjRpFeHg4ERERnH766bzxxhtHfM7VV1/NRx991Kh383fffUdmZiZXX311k991aWkp06dPJzU1FavVSs+ePXn00UcbJRJ/bOcef/xxFi1aRI8ePbBarezYsQOAnTt3ctVVVxEXF0dwcDB9+vThT3/6U8P+TX13QKO29Jff1euvv86AAQOwWq189NFHdO3alcsuu+yI96ipqcFut3PLLbc0WT9p3wK9HYBIe5eVlcUVV1zBlClTmDRpEi+++CI33HADQ4cOZcCAAZx77rnccccdPPPMM8yePZt+/foBNPz76quvMmnSJEaPHs2jjz5KVVUVzz//PGeffTabNm1qODlffvnlbN++ndtvv52uXbtSUFDAypUrycnJoWvXrixatIjbb7+dsLCwhhN8QkLCUWMvKSlhzJgx/P73v+eqq67i3Xff5b777mPQoEFcfPHFgOcOyaWXXspXX33F1KlT6devH1u3buWpp55i165dLF++vHW+WBERaVGbNm1izJgxJCUlMX/+fFwuFw8++CBxcXHH/V6///3v2bVrF2+++SZPPfUUsbGxACf0XiIiHc2vXT8A5OfnM3LkSKqqqrjjjjuIiYnh5Zdf5tJLL+Xdd9/lf/7nfxq954IFC7BYLNxzzz04nU4sFgv/+c9/GD9+PIMGDWLhwoWUlJQwZcoUUlJSjojp6aef5tJLL+Waa66htraWt956iyuvvJIPPvjgiJ5eX331Ff/617/44x//SHh4OM888wyXX345OTk5xMTENFvvl156iRtvvJEBAwYwa9YsIiMj2bRpEytWrDgiIfb73/+eW2+9lX/961/ceOONgKfXWd++fTnttNOOeO+qqipGjRrFgQMHuOWWW+jcuTNr1qxh1qxZHDp0iEWLFjUqv3TpUmpqapg6dSpWq5Xo6Gi2bNnCOeecQ1BQEFOnTqVr167s3r2bf//73/z5z39u/gc9ik8//ZR33nmHadOmERsbS7du3bj22mt57LHHKC4uJjo6uqHsv//9bxwOB9dee+0JfZZ4mSEiDZYuXWoARnZ2tmEYhtGlSxcDML744ouGMgUFBYbVajXuvvvuhm3Lli0zAOOzzz5r9H7l5eVGZGSkcfPNNzfanpeXZ9jt9obtJSUlBmD85S9/OWp8AwYMMEaNGnXE9s8+++yIzx81apQBGK+88krDNqfTaSQmJhqXX355w7ZXX33VMJvNxpdfftnoPZcsWWIAxtdff33UmEREpH245JJLjJCQEOPAgQMN2zIzM43AwEDjxz/5srOzDcBYunTpEfsDxrx58xqe/+Uvf2nUJoqIyJFO9Pph+vTpBtDob/Dy8nKjW7duRteuXQ2Xy2UYxk9/53fv3t2oqqpq9NmDBg0yOnXqZJSXlzdsW716tQEYXbp0aVT2l/vW1tYaAwcONC644IJG2wHDYrEYWVlZDdu+//57AzCeffbZZutdWlpqhIeHG8OHDzeqq6sbvafb7W7470mTJhmhoaGGYRjGFVdcYVx44YWGYRiGy+UyEhMTjfnz5ze0VT+/NlqwYIERGhpq7Nq1q9F7z5w50wgICDBycnIMw/ipnYuIiDAKCgoalT333HON8PBwY9++fUeN75ffnWEYxrx584xfpk8Aw2w2G9u3b2+0PSMjwwCM559/vtH2Sy+91OjatWujzxPfoWGbIr+if//+nHPOOQ3P4+Li6NOnD3v27PnVfVeuXElpaSkTJ06kqKio4REQEMDw4cP57LPPAAgODsZisbB69WpKSkpaLPawsLBGdzYsFgtnnHFGo9iXLVtGv3796Nu3b6MYL7jgAoCGGEVEpP1yuVx88sknjBs3juTk5IbtPXv2bOhpLCIibeNYrh8+/PBDzjjjDM4+++yGbWFhYUydOpW9e/c2DDP80aRJkwgODm54fvDgQbZu3cr1119PWFhYw/ZRo0YxaNCgI2L6+b4lJSWUlZVxzjnnsHHjxiPKpqWl0aNHj4bnp5xyChEREUe9/lm5ciXl5eXMnDnziAn/m5sX7eqrr2b16tXk5eXx6aefkpeX1+yQzWXLlnHOOecQFRXV6JolLS0Nl8vFF1980aj85Zdf3qi3dGFhIV988QU33ngjnTt3Pqb4jsWoUaPo379/o229e/dm+PDhvP766w3biouL+eijj7jmmmt8bn5t8dCwTZFf8cuTK0BUVNQxJbkyMzMBGhJRvxQREQF4Js189NFHufvuu0lISODMM8/kd7/7Hddffz2JiYknHHunTp2OODlHRUWxZcuWRjH+8MMPzQ7FKSgoOOHPFxGRtlFQUEB1dTU9e/Y84rWmtomISOs5luuHffv2MXz48CPK/Tj1y759+xg4cGDD9m7dujUqt2/fPqDpc3zPnj2PSIp98MEHPPTQQ2zevLnRvMZNJXJO5Ppn9+7dAI1i/jW//e1vCQ8P5+2332bz5s2cfvrp9OzZs8n5NTMzM9myZcsxX7P88vv6MfF3PPEdi19+zo+uv/56pk2bxr59++jSpQvLli2jrq6O6667rkU/X9qOkmcivyIgIKDJ7YZh/Oq+P05e+eqrrzaZBAsM/OkQnD59OpdccgnLly/n448/5v7772fhwoV8+umnnHrqqa0Wu9vtZtCgQTz55JNNlk1NTT2hzxYRkfanubvdLperjSMREfFfJ3P90Jyf9xw7Xl9++SWXXnop5557Ln/9619JSkoiKCiIpUuXNjmZf2vE3xSr1crvf/97Xn75Zfbs2dOwaE1T3G43v/nNb7j33nubfL13796Nnp/o93W87WRznzNhwgTuuusuXn/9dWbPns1rr73GsGHD6NOnzwnFJd6n5JlIC2juJPtjd+f4+HjS0tJ+9X169OjB3Xffzd13301mZiZDhgzhiSee4LXXXjvq55yMHj168P3333PhhReqC7GIiI+Kj4/HZrORlZV1xGs/3xYVFQXQaHUz+KkHw8+pTRARaT1dunQhIyPjiO07d+5seP3X9gd+9bwP8N5772Gz2fj444+xWq0N25cuXXrccTfnx+uebdu2HVeP56uvvpoXX3wRs9nMhAkTjvr+FRUVx3RN1ZTu3bs3xHc0UVFRR7SR0HQ7eTTR0dGMHTuW119/nWuuuYavv/76iEUNxLdozjORFhAaGgoceTEyevRoIiIiePjhh6mrqztiv8LCQsCzekxNTU2j13r06EF4eHijbtWhoaFNnsxPxlVXXcWBAwf4+9//fsRr1dXVVFZWtujniYhIywsICCAtLY3ly5dz8ODBhu1ZWVl89NFHDc8jIiKIjY09Ym6Yv/71r0e8Z3Ntm4iInLzf/va3fPvtt6xdu7ZhW2VlJS+88AJdu3Y9Yh6tX0pOTmbgwIG88sorVFRUNGz//PPP2bp1a6OyAQEBmEymRr2n9u7dy/Lly1umMsBFF11EeHg4CxcuPOK65mg91s4//3wWLFjAc889d9Tpaq666irWrl3Lxx9/fMRrpaWl1NfXHzW+uLg4zj33XF588UVycnKaja9Hjx6UlZU1mubm0KFDvP/++0d9/6Zcd9117NixgxkzZhAQEHDU5KC0f+p5JtIChgwZQkBAAI8++ihlZWVYrVYuuOAC4uPjef7557nuuus47bTTmDBhAnFxceTk5PCf//yHs846i+eee45du3Zx4YUXctVVV9G/f38CAwN5//33yc/Pb3SSHTp0KM8//zwPPfQQPXv2JD4+vtn51I7VddddxzvvvMOtt97KZ599xllnnYXL5WLnzp288847fPzxxwwbNuxkvyIREWllDzzwAP/9738566yz+MMf/oDL5eK5555j4MCBbN68uaHcTTfdxCOPPMJNN93EsGHD+OKLL9i1a9cR7zd06FAA/vSnPzFhwgSCgoK45JJLGpJqIiJy4mbOnMmbb77JxRdfzB133EF0dDQvv/wy2dnZvPfee5jNv97P5eGHH+ayyy7jrLPOYvLkyZSUlDSc93+eUBs7dixPPvkkY8aM4eqrr6agoIDFixfTs2fPRkmikxEREcFTTz3FTTfdxOmnn87VV19NVFQU33//PVVVVbz88stN7mc2m5kzZ86vvv+MGTP43//9X373u99xww03MHToUCorK9m6dSvvvvsue/fuJTY29qjv8cwzz3D22Wdz2mmnMXXqVLp168bevXv5z3/+09BOTpgwgfvuu4//+Z//4Y477qCqqornn3+e3r17N7m4wtGMHTuWmJgYli1bxsUXX0x8fPxx7S/ti5JnIi0gMTGRJUuWsHDhQqZMmYLL5eKzzz4jPj6eq6++muTkZB555BH+8pe/4HQ6SUlJ4ZxzzmHy5MmAZ16xiRMnsmrVKl599VUCAwPp27cv77zzDpdffnnD58ydO5d9+/bx2GOPUV5ezqhRo046eWY2m1m+fDlPPfUUr7zyCu+//z4hISF0796dO++884j5A0REpH0aOnQoH330Effccw/3338/qampPPjgg/zwww8Nw4DA05YUFhby7rvv8s4773DxxRfz0UcfHfFH/emnn86CBQtYsmQJK1aswO12k52dreSZiEgLSEhIYM2aNdx33308++yz1NTUcMopp/Dvf/+bsWPHHtN7XHLJJbz55ps88MADzJw5k169evHSSy/x8ssvs3379oZyF1xwAf/85z955JFHmD59Ot26dePRRx9l7969LZY8A5gyZQrx8fE88sgjLFiwgKCgIPr27ctdd9110u8dEhLC559/zsMPP8yyZct45ZVXiIiIoHfv3syfPx+73f6r7zF48GC++eYb7r//fp5//nlqamro0qULV111VUOZmJgY3n//fdLT07n33nvp1q0bCxcuJDMz87iTZxaLhfHjx/PXv/5VCwX4AZPR0rP+iYiIiEi7MW7cOLZv396wArSIiPi3IUOGEBcXx8qVK70dSod311138c9//pO8vDxCQkK8HY6cBM15JiIiIuInqqurGz3PzMzkww8/5LzzzvNOQCIi0mrq6uqOmOtr9erVfP/99zrvtwM1NTW89tprXH755Uqc+QH1PBMRERHxE0lJSdxwww10796dffv28fzzz+N0Otm0aRO9evXydngiItKC9u7dS1paGtdeey3Jycns3LmTJUuWYLfb2bZtGzExMd4OsUMqKCjgk08+4d1332X58uVs3LiRIUOGeDssOUma80xERETET4wZM4Y333yTvLw8rFYrI0aM4OGHH1biTETED0VFRTF06FD+8Y9/UFhYSGhoKGPHjuWRRx5R4syLduzYwTXXXEN8fDzPPPOMEmd+Qj3PREREREREREREmqE5z0RERERERERERJqh5JmIiIiIiIiIiEgzOsycZ263m4MHDxIeHo7JZPJ2OCIiPs8wDMrLy0lOTsZs1r0YUFsjItKS1M4cSe2MiEjLOta2psMkzw4ePEhqaqq3wxAR8Tu5ubl06tTJ22G0C2prRERantqZn6idERFpHb/W1nSY5Fl4eDjg+UIiIiK8HI2IiO9zOBykpqY2nF9FbY2ISEtSO3MktTMiIi3rWNuaDpM8+7Fbc0REhBoaEZEWpGEjP1FbIyLS8tTO/ETtjIhI6/i1tkaTB4iIiIiIiIiIiDRDyTMREREREREREZFmKHkmIiIiIiIiIiLSDCXPREREREREREREmqHkmYiIiIiIiIiISDOUPBMREREREREREWmGkmciIiIiIiIiIiLNUPJMRERERERERESkGUqeiYiIiIiIiIiINEPJMxERERERERERkWYoeSYiIiIiIiIiItIMJc9ERHyZ2+15iIiItJb6em9HICIi/swH2hklz0REfJVhwJ49sHWr579FRERaWEVeDls+ewdneZm3QxEREX9UXg6bNkFenrcjOSolz0REfNX+/bBvn+e/6+q8G4uIiPgdV001WVu/oLSgkKqiYm+HIyIi/qaoCLZt8yTQamq8Hc1RBXo7ABEROQEFBZCdTZ01CCPIjMXb8YiIiN/Z/8M3lOYfIsKaijlQlw0iItKC9u+H7GzPf9vtEBTk3Xh+hXqeiYj4mtJSyMzEhZuMgFK+L8jArXnPRESkBZXlZrF/91Zs2AkkAJPJ5O2QRETEH7jdkJXleQQEQEIChIZCO29nlDwTEfEllZWQkYFRW8tuazWHqsoJqbZSp2GbIiLSQuqrKsja8TWuaoOo+K4EWNS/WUREWkBdHfzwA+TkQHCwJ3EWFtbuE2eg5JmIiO9wOmHnTqioICeklgO15UTUhRFoClKPABERaRmGwd6tX1JeWER4SBJhMTHejkhERPxBVZVnobP8fAgP9yTOgoO9HdUx0+QFIiK+wOWCjAwoLeVQqJu9rgpsThvRwXbc1dXejk5ERPzE4b07yNu3C5s5kujkVN2cERGRk1daCrt2QUUFREVBTAz42Fya6nkmItLeGYZnToCiIopDzew2HARUmYkLjsHagYfSLF68mK5du2Kz2Rg+fDjffvvtUcsvW7aMvn37YrPZGDRoEB9++GGj12+44QZMJlOjx5gxY1qzCiIi7UpteSl7tq8Fp5nouM4EWa3eDklERHxdfj5s3+7peRYX53n4WOIMlDwTEWn/9u2DAwcot5nIMEpwVUGcJYYQH+rm3NLefvtt0tPTmTdvHhs3bmTw4MGMHj2agoKCJsuvWbOGiRMnMmXKFDZt2sS4ceMYN24c27Zta1RuzJgxHDp0qOHx5ptvtkV1RES8z+0me8sXVJWUERGWrOGaIiJycgzDM7dZRoZnkYCEBIiOBrNvpqF8M2oRkY7i0CHYt4+aIBM7AxzUVLuINUcTHhbm7ci86sknn+Tmm29m8uTJ9O/fnyVLlhASEsKLL77YZPmnn36aMWPGMGPGDPr168eCBQs47bTTeO655xqVs1qtJCYmNjyioqLaojoiIl6Xn7mJ/P27CQmMJTIpxdvhiIiIL3O5PCNn9uzx9DJLTAS73ScWBmiOkmciIu1VcTHs3k29ySDDUkF5lZMYooiMiPB2ZF5VW1vLhg0bSEtLa9hmNptJS0tj7dq1Te6zdu3aRuUBRo8efUT51atXEx8fT58+ffjDH/7A4cOHjxqL0+nE4XA0eoiI+Jrqw3nszfgOc52FqMTOBHbgKQFEROQk1dZ6VtTMzfUsCJCYCKGh3o7qpCl5JiLSHlVUQEYG7vo6dlkrKaquIsplJzoissNP3lxUVITL5SIhIaHR9oSEBPLy8prcJy8v71fLjxkzhldeeYVVq1bx6KOP8vnnn3PxxRfjcrmajWXhwoXY7faGR2pq6knUTESk7Rl1deze+iU1ZVXYIzoRYrd7OyQREfFVVVWwbZtnnrOICE/izGbzdlQtwvdmaRMR8XdOJ+zcCVVVZIfWkldXRXh9ODERUZh9dI4AXzBhwoSG/x40aBCnnHIKPXr0YPXq1Vx44YVN7jNr1izS09MbnjscDiXQRMSnHPjhGw4fzCHUkkhkYpK3wxEREV9VVua5hqmo8MxtFhsLAQHejqrFtIursC+++IJLLrmE5ORkTCYTy5cvb/S6YRjMnTuXpKQkgoODSUtLIzMz0zvBioi0pvp6z6SaZWUcCHWRU19OSE0w8eExBPrgqjStITY2loCAAPLz8xttz8/PJzExscl9EhMTj6s8QPfu3YmNjSUrK6vZMlarlYiIiEYPERFfUX5oL/uytmAlnKjETgSonRERkRNRUODpcVZZCfHxnocfJc6gnSTPKisrGTx4MIsXL27y9ccee4xnnnmGJUuWsG7dOkJDQxk9ejQ1NTVtHKmISCsyDM/EmoWFFIXAbnc5QTUW4kKisQQFeTu6dsNisTB06FBWrVrVsM3tdrNq1SpGjBjR5D4jRoxoVB5g5cqVzZYH2L9/P4cPHyYpST0xRMT/uKqr2L31K1yVtYTbUwgOD/d2SCIi4msMwzO32Q8/eFbUTEqCmBifXhigOe3i9tLFF1/MxRdf3ORrhmGwaNEi5syZw2WXXQbAK6+8QkJCAsuXL280zEZExKft3QsHDuAINpNBCUYVJNhiCfaTeQJaUnp6OpMmTWLYsGGcccYZLFq0iMrKSiZPngzA9ddfT0pKCgsXLgTgzjvvZNSoUTzxxBOMHTuWt956i/Xr1/PCCy8AUFFRwfz587n88stJTExk9+7d3HvvvfTs2ZPRo0d7rZ4iIq3CMMjZvoaywnwirMnY4+O9HZGIiPgatxt274b9+8Fi8fQ284OFAZrTLpJnR5OdnU1eXl6jVdLsdjvDhw9n7dq1zSbPnE4nTqez4blWQBORdu3QIcjJodpiZqeplNoqFwmBcYSGhHg7snZp/PjxFBYWMnfuXPLy8hgyZAgrVqxoWBQgJyen0fxwI0eO5I033mDOnDnMnj2bXr16sXz5cgYOHAhAQEAAW7Zs4eWXX6a0tJTk5GQuuugiFixYgNVq9UodRURaS0lOBgf37sBqiiQypTNmPxtaIyIirayuDnbtgrw8T8IsPt5vFgZoTrtPnv24EtrxrKoGnhXQ5s+f36qxiYi0iOJiyMqiDjc7LeVUVNURZ4rBriE0RzVt2jSmTZvW5GurV68+YtuVV17JlVde2WT54OBgPv7445YMT0SkXaotLyVr+xoMp5mouFSswcHeDklERHxJdbVnYYDiYrDbIS4OOsAUM+1izrPWMGvWLMrKyhoeubm53g5JRORIFRWQkYHbVc8uWyWHq6uJckUSFWHH5IdzBYiIiBe53WRv+YLKkhLCQpIIi4nxdkQiIuJLHA7YsgVKSjwraiYkdIjEGfhAz7MfV0LLz89vNGlzfn4+Q4YMaXY/q9WqoTYi0r45nbBzJ0ZVFbtDneQ5K4msiyA2MqrRkEMREZGWUJC5mYID2YQGxBKVlKKbNCIicuwKCz1DNWtrPb3NoqKgA12ztPuaduvWjcTExEarpDkcDtatW3fUVdJERNq1+npPd+eyMvaH1HOgvpJQZwhxEdEEaO4ZERFpYdXF+WRnfIe5LojIuE4EWSzeDklERHyBYXgWBfjhB3C5PL3NoqM7VOIM2knPs4qKCrKyshqeZ2dns3nzZqKjo+ncuTPTp0/noYceolevXnTr1o3777+f5ORkxo0b572gRUROlGFAVhYcPkxBiMEedzlB1Rbiw2IJ6iDdnkVEpO0YdXXs3vIFNY4qoiO6ExoV5e2QRETEF7jdsGcP5OZ2iBU1j6ZdJM/Wr1/P+eef3/A8PT0dgEmTJvHSSy9x7733UllZydSpUyktLeXss89mxYoV2Px8NQcR8VN798LBg5RZIZMyzNVm4oNjsGmouYiItIKDP6yjOG8/YZZ4IhOTfn0HERGRujrIzPxpRc3YWOjAi8y0i+TZeeedh2EYzb5uMpl48MEHefDBB9swKhGRVnDoEOTkUBUEO82l1Fa5SQqKJzQkxNuRiYiIHyo/tJd9u78nyBVCZFInAgLbxZ//IiLSnlVXQ0YGHD4MERGeOc46+HB/tZ4iIm2lpAR276bW5GZnUDmV1S7iTNGEh4V5OzIREfFDruoqdm/7irryWmJjuhIcHu7tkEREpL0rL/fMzexweOY2i4kB3XhR8kxEpE1UVsKuXbjqnOwKrqSkpoZoVxRRkXatdiYiIi3PMMjdsZay/DwibCnYExK8HZGIiLR3xcWeHmc1NZ5hmjExHW5hgOYoeSYi0tpqayEjA6O8nD2hTgrqnNjrIoiNjMKsxkhERFpBSU4GB/Zsw2KyE9Wpi9obERE5ukOHYPduzyIB8fEQGQm6yd9AyTMRkdbkdnsm2iwp4UBIPftdlYTWhBAbEU1AQIC3oxMRET9U6ygha9vXuGpMxCZ2xaJFtkREpDmGATk5nkXNAgIgIQE0zP8ISp6JiLSmPXsgP59Cm5s9RgXWGhuxodFYgoK8HZmIiPgho76e7C1fUFFSSlRYV8Kio70dkoiItFcul6e32f79YLN5epxpIbMmKXkmItJaDhyA3FwcFoNMkwNTtZk4WzTB6gEgIiKtJD9zE/kH9hAWGEd0Uorm1RQRkabV1cGuXZCfD2FhnjnOdJ3SLCXPRERaw+HDsHs3NWY3GeYyaqrdJAbEEao7OSIi0kqqCg6wd9cGAuqDiUpOJdBi8XZIIiLSHlVXe1bULC4Gux3i4kAjY45KyTMRkZZWUQEZGdS76sgIrqSsqpY4YrBr7gAREWklbmcNmVs+x+moIjaqNyF2u7dDEhGR9qi83JM4czggOtrT40xzMf8qJc9ERFqS0wk7d2JUV5MZXEmRs5poI4oYe5SGzoiISOswDHK3fU1p/kHCLEnYExK8HZGIiLRHhw9DRgbU1Hh6m0VHg1ZjPiZKnomItBSXy9MYlZWxL9jJwfpqIuojiA2PwqxGSUREWklJTgb79+7Aip3oTl0xqweBiIj80qFDkJUFbrdnRc3ISNDN/WOm5JmISEswDM9KNYWF5Nnq2WdUEuwMJjY8isBAnWpFRKR11DpKyNq+BqMaIuM6Yw0O9nZIIiLSnhgG5OTA3r2eXmZJSZ4FAuS46IpORKQl5ObC/v2UWg2yKMdcHUhCSAxWTdYsIiKtxHC5yN76JVUlpdhDuxAeG+vtkEREpD1xuTw3+Pfv96ykmZAAuslyQpQ8ExE5WYWFkJ1NVaBBhrmMuiqDZEsMwWqYRESkFeXv2kj+/t2EBMQSnZSiuTVFROQndXWeKWXy8z09zeLjwWr1dlQ+S8kzEZGT4XBAZiZ1houdlnIqql0kBMQSrq7QIiLSiioL9rN31wYCXSFEJaUSqJ7OIiLyo+pqz4qaxcVgt3sWBwgK8nZUPk3JMxGRE1VTAxkZuGuq2WWrpMTpJNodRVSU3duRiYiIH3M7a9i99Uucjipio3oTYle7IyIi/6e83JM4Ky/3rKYZGwtaSOakafk3EZETUV/v6QZdXs4eaxX59dXY6yKItUdp2IyIiLQewyB329eU5B0g3JKIPSHB2xH5rMWLF9O1a1dsNhvDhw/n22+/PWr5ZcuW0bdvX2w2G4MGDeLDDz9s9LphGMydO5ekpCSCg4NJS0sjMzOzyfdyOp0MGTIEk8nE5s2bW6pKItLRHT4M27ZBRQXExHh6nClx1iKUPBMROV4/rqx5+DAHbHXsN6oJrQ0lNiKaADVOIiLSikpyMti/dwdW7ER16oJZ7c4Jefvtt0lPT2fevHls3LiRwYMHM3r0aAoKCposv2bNGiZOnMiUKVPYtGkT48aNY9y4cWzbtq2hzGOPPcYzzzzDkiVLWLduHaGhoYwePZqampoj3u/ee+8lOTm51eonIh3QoUPwww+euc7i4z09zsxK+bQUfZMiIscrNxcOHOCwxcUew0FQjYXYkGgsmkdARERaUa2jhKztazCqITK2M1YtTHPCnnzySW6++WYmT55M//79WbJkCSEhIbz44otNln/66acZM2YMM2bMoF+/fixYsIDTTjuN5557DvD0Olu0aBFz5szhsssu45RTTuGVV17h4MGDLF++vNF7ffTRR/z3v//l8ccfb+1qikhHYBiwbx/s2uV5npAAUVGg0TAtSskzEZHj8X8ra1YEutlldmDUBBBnjSHYZvN2ZCIi4scMl4vsLV9QWVxCWGgy4bGx3g7JZ9XW1rJhwwbS0tIatpnNZtLS0li7dm2T+6xdu7ZReYDRo0c3lM/OziYvL69RGbvdzvDhwxu9Z35+PjfffDOvvvoqISEhvxqr0+nE4XA0eoiINHC7ISsLsrPBYoHERAgP93ZUfknJMxGRY1VeDpmZOKlnZ6CDGqdBjDmKsNBQb0cmIiJ+Ln/XRvIP7CE0MI7opBTNr3kSioqKcLlcJPxivriEhATy8vKa3CcvL++o5X/892hlDMPghhtu4NZbb2XYsGHHFOvChQux2+0Nj9TU1GPaT0Q6gPp6z8IAubkQHOzpcXYMSXk5MUqeiYgcC6cTMjJw1VSRGViOo7aeKLedyIgIb0cmIiJ+rrJgP3t3bSCgzkZUQiqBFou3Q5IT8Oyzz1JeXs6sWbOOeZ9Zs2ZRVlbW8MjNzW3FCEXEZzidsH27Z56z8HBP4kwjYVqVkmciIr/G5fKsrFlWRrathoJ6J/b6CGIiInXnX0REWpWrppqs7z/HWVZFZGQqIXa7t0PyebGxsQQEBJCfn99oe35+PomJiU3uk5iYeNTyP/57tDKffvopa9euxWq1EhgYSM+ePQEYNmwYkyZNavJzrVYrERERjR4i0sFVVXlW1Cwq8sxtlpDgGbIprUrJMxGRozEM2LMHCgs5YK0l11VJSG0IMeFRWllTRERal2GQu+1rSvIPEh6cjP0XQwLlxFgsFoYOHcqqVasatrndblatWsWIESOa3GfEiBGNygOsXLmyoXy3bt1ITExsVMbhcLBu3bqGMs888wzff/89mzdvZvPmzXz44YeAZ+XPP//5zy1aRxHxUw4HbN0KpaUQE+NZVTMw0NtRdQj6lkVEjubgQdi/n2KLiz2mCoJqrMSFxmhlTRERaXXFe7azf892rOYoolM6Y9ZNmxaTnp7OpEmTGDZsGGeccQaLFi2isrKSyZMnA3D99deTkpLCwoULAbjzzjsZNWoUTzzxBGPHjuWtt95i/fr1vPDCCwCYTCamT5/OQw89RK9evejWrRv3338/ycnJjBs3DoDOnTs3iiEsLAyAHj160KlTpzaquYj4rMOHPaNhnE5P0iw6WitqtiElz0REmlNcDHv2UGmuJ8PswF1jJkkra4qISBtwlhSRtWMt1AYQk9AFi9qeFjV+/HgKCwuZO3cueXl5DBkyhBUrVjRM+J+Tk4PZ/NMgnZEjR/LGG28wZ84cZs+eTa9evVi+fDkDBw5sKHPvvfdSWVnJ1KlTKS0t5eyzz2bFihXY9NuJyMnKy4PMTM/qmgkJYLcrcdbGTIZhGN4Ooi04HA7sdjtlZWWaK0BEfl1lJWzZQm1NJVstDkqd9SSa4ohqZ3PN1DudVJeV0e3ss7H83x3stqLz6pH0nYhISzDq6tjx9f+jcH8OUeHdiEvt4tV4SnJzSR06lIg27h2lc+qR9J2IdDCG4VlNMzsbzGZP4qyN/+ZvE+XlnoUPkpPb/KOP9byqnmciIr9UVwc7d+KurCAzuIrSujqi3VFERumPVBERaX0HdnzD4UM5hFkSiE5K8XY4IiLiDW63Z+7l3FzPggAJCRAS4u2oOiwlz0REfs7thl27oLSUbGs1+a4aIurCiY2M0sqaIiLS6spyMtmX9T1BRhhRiakEaCJoEZGOp77eM0zz0CFPwiw+HjQE3KvUGouI/NzevZCfzyFLLblUE+wMIS4iRitriohIq6srLyNrx9e4awyio1MJ9sehOSIicnS1tbBzJxQWeoYyxsd7ep6JVyl5JiLyo7w8yM2lJLCO3eYKAqosxIdEa2VNERFpfS4Xe7Z8TsXhw9iDuxARH+/tiEREpK1VVXkSZyUlEBUFsbGgHsjtgn4FERGA0lLIyqLKqGVXYAV11ZBsjSE4ONjbkYmISAeQt2sj+ft3ExoYT1RyJ00VICLS0TgckJHh+Tc62pM40+iXdkPJMxGR6mrYtYu62hoyrOVU1LqIN8cQruEyIiLSBirzcti7awOBrhAikzoRpOE5IiIdS3GxJ3FWU+MZphkdDbqJ0q6YvR3A8SgvL2f69Ol06dKF4OBgRo4cyXfffeftsETEl9XXQ0YGhsNBpqWC4ro6ot2RREXYvR2ZiIh0AK7qKjK3fEGtoxp7RAohdrU/IiIdSl4e7NgBdXVKnLVjPpU8u+mmm1i5ciWvvvoqW7du5aKLLiItLY0DBw54OzQR8UWGAbt3Q3Ex+4KdHHI7Ca8PJyY8ErPZp06PIiLiiwyDfVu+oKwwn7DgZOwJCd6OSERE2ophQG6up8eZYUBCgmeeMyXO2iWfuTqsrq7mvffe47HHHuPcc8+lZ8+ePPDAA/Ts2ZPnn3/e2+GJiC/avx8OHSI/yMk+dwXBzmDiwqIJ1KScIiLSBop2b+Xgvgys5iiik1Mxa24bEZGOwTBgzx7PjfygIEhM9KysKe2Wz1wh1tfX43K5sNlsjbYHBwfz1VdfeSkqEfFZhw9DdjZlplqyTOWYayzEh8Rg1TwzIiLSBmoO57Pnh3VQF0h0fCqWX/yNKyIifsrlgqwsz4380FCIiwMtUtbu+UzPs/DwcEaMGMGCBQs4ePAgLpeL1157jbVr13Lo0KEjyjudThwOR6OHiAgAlZWwaxc1Lie7AhzUOk3EBkUTokZLRETagLvWSdb3q6kuLSciLIWwmBhvhyQiIm2hrg527oQDBzw9zRISlDjzET6TPAN49dVXMQyDlJQUrFYrzzzzDBMnTmxybqKFCxdit9sbHqmpqV6IWETanbo6yMjAVVnOrqByyuvdRBNJhFbWFBGRtmAY7N+2hsOHcgm1JhCVlOztiEREpC04nZ6FAfLyICLCkzizWr0dlRwjn0qe9ejRg88//5yKigpyc3P59ttvqauro3v37keUnTVrFmVlZQ2P3NxcL0QsIu2KYUBmJpSUsMdaTZGrDrvLTow9CpMm5hQRkTZQui+D3N1bsGInOrkLAZpnU0TE/1VVwdatUFTkWU0zPt4z15n4DJ9srUNDQwkNDaWkpISPP/6Yxx577IgyVqsVq7K4IvJzOTlw6BAHg2rYb9QQUhtCbIRW1hQRkbZRW3qYzG1f4XaaiE3oii0kxNshiYhIaysv9/Q4q6iAmBiIjQVdf/gcn0qeffzxxxiGQZ8+fcjKymLGjBn07duXyZMnezs0EWnvCgth715KAuvYbaogqMZCXGgMQbrjIyIibcCoqyPr+9VUlpYRFdqVsOhob4ckIiKtraTEM8dZdbWnt1l0NGjEi0/yqeRZWVkZs2bNYv/+/URHR3P55Zfz5z//WRe/InJ0FRWQmUm1u5ZdQRW4nAEkWWMI1spmIiLSRg5sX0vRwX2EBMUTnZKq6QJERPxdQQHs2gX19Z75zSIjlTjzYT6VPLvqqqu46qqrvB2GiPiS2lrYuZP66kp2BpVRWecmzhRDuBYIEBGRNlK2bxf7dm8hiHBikjTPmYiI3zt4ELKyPMmyxETPAgHi09Ryi4j/crshMxOjtJTd1kqKXS6i3VFE2e3ejkxERDqI2rJidm3/CrcTYmI6E6ybNyIi/sswPPMsZ2dDYKCnx1loqLejkhag5JmI+K+9eyE/n/2WGg4YTsLqwoixa4EAERFpG0ZdHbs3f0ZlcQmRoV0Jj431dkgiItJa3G7Ys8eTPLPZPImz4GBvRyUtRFeQIuKf8vMhN5fDZifZpkqsThtxYdEEaqiM31i8eDFdu3bFZrMxfPhwvv3226OWX7ZsGX379sVmszFo0CA+/PDDZsveeuutmEwmFi1a1MJRi0hHcnDHNxQeyvHMc5aUonnORET8lcsFGRmexFlIiGeophJnfkXJMxHxPw4HZGVRaTjZFViB4QwkPjgGm9Xq7cikhbz99tukp6czb948Nm7cyODBgxk9ejQFBQVNll+zZg0TJ05kypQpbNq0iXHjxjFu3Di2bdt2RNn333+fb775huTk5Nauhoj4sbKcTPZmfY+FcGISOxNosXg7JBERaQ11dbBjBxw6BGFhnsSZFibzO0qeiYh/cTohI4O66koyAhxU10JsQDShISHejkxa0JNPPsnNN9/M5MmT6d+/P0uWLCEkJIQXX3yxyfJPP/00Y8aMYcaMGfTr148FCxZw2mmn8dxzzzUqd+DAAW6//XZef/11reQsIies1lFC1vavcdcY2O0pBIeHezskERFpDTU1sG2bZ2VNu92TONPNEr+k5JmI+I//WyDAXVZKprWS4vp6otx2IrW6jV+pra1lw4YNpKWlNWwzm82kpaWxdu3aJvdZu3Zto/IAo0ePblTe7XZz3XXXMWPGDAYMGNA6wYuI3zPq6tjz/WrKiw8THpxERHy8t0MSEZHWUFnpSZwVF0N0NMTHexYJEL+kX1ZE/Ed2NhQUkGOp5pDbid1lJ9YepTlm/ExRUREul4uEhIRG2xMSEti5c2eT++Tl5TVZPi8vr+H5o48+SmBgIHfccccxx+J0OnE6nQ3PHQ7HMe8rIv7p4A/rKDiwl9DAeKKTO6kNEhHxR2VlsHOnJ4EWF+dJnmlRMr+mX1dE/ENeHuzfT0FADfuoJrg2mNiwKAICArwdmfiADRs28PTTT/PSSy8d14XuwoULsdvtDY/U1NRWjFJE2jtHbhb7sr4nyAgjWvOciYj4p8OHYft2qK72JM5iYpQ46wD0C4uI73M4YPduyt01ZJkrMNcGER8Si1UXLX4pNjaWgIAA8vPzG23Pz88nMTGxyX0SExOPWv7LL7+koKCAzp07ExgYSGBgIPv27ePuu++ma9euzcYya9YsysrKGh65ubknVzkR8Vl1jlIyt31FfZWLyMhOmudMRMQf5efDDz9Aff1PPc7Uw7hDUPJMRHzb/y0Q4KypICOgDGedieiAKEK0NLTfslgsDB06lFWrVjVsc7vdrFq1ihEjRjS5z4gRIxqVB1i5cmVD+euuu44tW7awefPmhkdycjIzZszg448/bjYWq9VKREREo4eIdDxGfX3DPGcRIcma50xExB8dOAAZGWAYnvnNoqKUOOtANOeZiPiuny8QYKnA4TKINqKItCuB4e/S09OZNGkSw4YN44wzzmDRokVUVlYyefJkAK6//npSUlJYuHAhAHfeeSejRo3iiSeeYOzYsbz11lusX7+eF154AYCYmBhiYmIafUZQUBCJiYn06dOnbSsnIj7n0I515O/fTWhAnOY5ExHxN4YBOTmwd69nQYC4OAgL83ZU0saUPBMR37V3LxQUsM9SRYFRT4TLTow9UhctHcD48eMpLCxk7ty55OXlMWTIEFasWNGwKEBOTg7mn809MXLkSN544w3mzJnD7Nmz6dWrF8uXL2fgwIHeqoKI+Iny/XvIztxEoDuU6E5dNM+ZiIg/MQzYswdyc8Fq9fQ40wiXDknJMxHxTQUFkJtLgbmaHGqw1QYTG6EFAjqSadOmMW3atCZfW7169RHbrrzySq688spjfv+9e/eeYGQi0lHUOUrJ3PoFrmo3sTFdNM+ZiIg/cbshK8uTOAsN9STObDZvRyVeouSZiPieigrIyvIsEBBYidkZRHxIDJagIG9HJiIiHYRRV8fu7z+jrKiIyNAu2DXPmYiI/6ivh127IC/PM0QzPt7T80w6LCXPRMS31NVBRga1VeVkWMqoqTORGBitBQJERKRNHdz+DQX7swmzJBCTnKopA0RE/EVtLezcCYWFEBHhSZzpJn2Hp+SZiPgOw/AsEFBSTGZQBWUugxgjCruGyYiISBsq25fB3t3fE0Q40Uma50xExG/U1MAPP0BxMURGehYHCFTaRJQ8ExFfkpsLhw6RE1hJPvVEuCK0QICIiLQpZ0kRu7Z+idsJ0dGpBGvFNRER/1BVBTt2QGkpxMRAbCxoPmX5P0qeiYhvKCqC7GwKA2rYZ/q/BQLCtUCAiIi0HaO2lqzNn1FV6iAytAsRcXHeDklERFpCebkncVZR4eltFhMDP1u5XUTJMxFp/6qqIDOTivoqMoMqMNUGER8Si1XDZEREpK0YBrlbv6IoL5cQSwJRyZ3U81lExB+UlnqGalZXe+Y3i44Gnd/lF5Q8E5H2rb4eMjKoq3CQYSmnus5EYoAWCBARkbZVvGc7uXu3Y8VOTFJnAjV5tIiI7ysqgowMzyIBCQmeec6UOJMmKHkmIu2XYcDu3RhFRWRZKihxu4kxoomMiPB2ZCIi0oHUFOWRtWMthtNMVFxnbKGh3g5JREROVn4+7Nrlueb4MXEm0gwN4hWR9uvAAThwgNygKg4atUS4Ioi1R2mYjIiItBl3TTWZ36+muqyCiNAUwqKjvR2SiIicrAMHYOdOz38rceZVRVV1pH+Rz9r95d4O5ajU80xE2qeSEsjOpshUzV5TNcG1IcSFR2uBABERaTtuN/u2fEFx/gHCLElEJSXrBo6IiC8zDMjJgb17ITDQM8eZehN7hctt8Ob2wzy25iAOp4ttJXWsGNYbs7l9trNKnolI+1NdDbt2UVlbQWZQBUZtEHHBMVogQERE2lRR1hYOZP+A1RRFdEoXAgL1p7OIiM9yu2HPHti/HywWT48zzaPsFdsKqvjTZ7l8n18FwMAYK39O69xuE2eg5JmItDcuF+zaRX15GbuCyqmq9ywQEBoS4u3IRESkA6nK38/uH74Bl5Xo+M5YdYElIuK7XC7IyvIM1wwNhbg4sNm8HVWH43C6ePKbQ7yypRC3AeEWM/eMSObarlYC7O27B6CSZyLSvmRnYxQVsTuoghLDINqIJtKuBQJERKTtuKoqyfx+NTVlVcRE9dI8ZyIivi4725M4CwvzJM6sVm9H1KEYhsG/M0t56Mv9FFTWA3Bp7yjmnJNCfGgQlLfv+c5AyTMRaU/y8uDAAfYHVHKQWsLqI4iJsGt+GRERaTtuN9mbV1NSkEdEcCciExO9HZGIiJyshATP1DAhIUqctbHs0hru/2w/X+V6EmTdI608eF4nzu7sWx0klDwTkfahvBx276bYVcHegCosdcHEhkYRqPllRESkDeXvXM/B3F2EBMYRndIZsxaqERHxfcHBnmGaOqe3mZp6N39dn8+S9fnUug0sASamnZ7ILafFYw00ezu846arUhHxvtpayMigurqczMByXPWBxFuisOmukIiItKHy/XvYs/M7AupsRKd0xqL5cERERI7b5/sczF2dy76yWgBGdQnnwVGpdIn03es7Jc9ExLsMA7KycJUWsyugjAq3iXhTFOFhYd6OTEREOpC6shJ2bf2Cuqp6YqJ7EWK3ezskERERn5JXUcuCLw7wn6xSABJCg5h3bgoX94z0+al4lDwTEe/avx/y8sgOKOewySDKHUWULlhERKQNGbW17N78KeWHDxMZ0oXIhARvhyQiIuIzXG6DV7YU8sTaQ1TUuTGbYPLgOO46M4kwi38MlVXyTES8p7gYsrPJo4L95lpC6sKJCY/EbPa9MfAiIuKjDIP929ZQcCiHkKB4opM7+fzdcRERkbaytaCK2Z/msLWgGoBTE0N46PxUBsSFeDmylqXkmYh4R3U1ZGZSXlvB7qBKAuqsxAVHERQU5O3IRESkAynes42c7K1YjAhikrsQaLF4OyQREZF2r9zp4olvDvHKlkLcBkRYA7hvZDITB8Zg9sObUD7TvcPlcnH//ffTrVs3goOD6dGjBwsWLMAwDG+HJiLHy+WCzExqHSVkBDiodQUSExhNcHCwtyMTEZEOpLrwIFk71mJUm4iK7Uyw5tsUERE5KsMwWJFVym9e+4GXvvckzi7rE8Wq6/pxzaBYv0ycgQ/1PHv00Ud5/vnnefnllxkwYADr169n8uTJ2O127rjjDm+HJyLHY+9ejIICsoIqKHNDjBGJPTzc21GJiEgH4qqqJHPzZ1SXVRIV3o2w6GhvhyQiItKu7XfUMm91Lqv2OgDoYrew4LxUzu0S4eXIWp/PJM/WrFnDZZddxtixYwHo2rUrb775Jt9++62XIxOR45KfD/v3kxtQwSGjlnB3JDF23199RUREfIjLxZ7Nn1FSkEe4rRPRySlqh0RERJpR5zJY+n0BT32TR3W9myCziVuGxjPt9ERsgT4zoPGk+EzybOTIkbzwwgvs2rWL3r178/333/PVV1/x5JNPNlne6XTidDobnjscjrYKVUSaU1EBWVkUuyrYG1CNrTaUuPBoAgL8YwUWERHxDXk715O3fzfBAbFEJ6diVjskIiLSpI2HKpn9WQ47i2oAOCM5lIcv6EzPaJuXI2tbPpMinDlzJhMmTKBv374EBQVx6qmnMn36dK655pomyy9cuBC73d7wSE1NbeOIRaSRujrIyKC6ysEuswOj3kKcLRqrJmYWEZE25MjNYk/GegLqrEQndMZi61h//MtPFi9eTNeuXbHZbAwfPvxXR7QsW7aMvn37YrPZGDRoEB9++GGj1w3DYO7cuSQlJREcHExaWhqZmZmNylx66aV07twZm81GUlIS1113HQcPHmzxuomInKwyZz1zPsvl8mW72FlUQ6QtgMcu7Mxbl/fqcIkz8KHk2TvvvMPrr7/OG2+8wcaNG3n55Zd5/PHHefnll5ssP2vWLMrKyhoeubm5bRyxiDQwDMjKwlVymF2BZVS6zcSYowgLDfV2ZCIi0oHUlh4mc9tXuKrd2KM6E2K3ezsk8ZK3336b9PR05s2bx8aNGxk8eDCjR4+moKCgyfJr1qxh4sSJTJkyhU2bNjFu3DjGjRvHtm3bGso89thjPPPMMyxZsoR169YRGhrK6NGjqampaShz/vnn884775CRkcF7773H7t27ueKKK1q9viIix8owDP69q4S0V3/gta1FGMDl/aJZdW0/rhrgnytpHguT4SPLVaampjJz5kxuu+22hm0PPfQQr732Gjt37vzV/R0OB3a7nbKyMiIi/H8yO5F2Zf9+2LWLLFMp+4waotzRxEfGYjb7TP6+3ap3OqkuK6Pb2WdjaeNV4nRePZK+E5H2y13r5Iev/5fCAzlEhnYlrnNXzXN2jEpyc0kdOpSITp3a9HNb85w6fPhwTj/9dJ577jkA3G43qamp3H777cycOfOI8uPHj6eyspIPPvigYduZZ57JkCFDWLJkCYZhkJyczN13380999wDQFlZGQkJCbz00ktMmDChyTj+93//l3HjxuF0OgkKCvrVuNXOiJyg+nrIzoagINDIl2bllDmZ81kuX+SUA9A90spD56cyMrWVF3crL4fwcEhObt3PacKxnld95sq1qqrqiAvtgIAA3G63lyISkWNSUgLZ2eRRwX5TDaGucGLCo5Q4ExGRtmMY5G79iqKD+wi1JBKd3EmJsw6straWDRs2kJaW1rDNbDaTlpbG2rVrm9xn7dq1jcoDjB49uqF8dnY2eXl5jcrY7XaGDx/e7HsWFxfz+uuvM3LkyGNKnImItJZal5vF3+Xxm9d+4IuccixmE3cNT+Sjq/u2fuLMR/jMggGXXHIJf/7zn+ncuTMDBgxg06ZNPPnkk9x4443eDk1EmlNTA1lZlNc42B1UQUB9MHEh0foDUURE2lRR1hb2796G1RRJTHIXAtUOdWhFRUW4XC4SEhIabU9ISGh2REteXl6T5fPy8hpe/3Fbc2V+dN999/Hcc89RVVXFmWee2ag32y9pETQRaW3fHaxg9qe5ZBZ7hpiP7BTGQ+en0j2q481rdjQ+0/Xj2Wef5YorruCPf/wj/fr145577uGWW25hwYIF3g5NRJridkNWFrWlh8kIKKPWHURMYBTBwcHejkxERDqQqvz97N6xFqMukOj4rthCQrwdknRwM2bMYNOmTfz3v/8lICCA66+/nuZm0tEiaCLSWkpr6pm5Kocr380ks7iGmOBAnrqoC6//T08lzprgMz3PwsPDWbRoEYsWLfJ2KCJyLHJyMPLzyQosp8wwE2NEYg9Xl18REWk79RUOdm3+jBpHFdGRPQmLjvZ2SNIOxMbGEhAQQH5+fqPt+fn5JCYmNrlPYmLiUcv/+G9+fj5JSUmNygwZMuSIz4+NjaV3797069eP1NRUvvnmG0aMGHHE586aNYv09PSG5w6HQwk0ETkphmGwPKOEh748wOHqegAmDIhh5lnJRNp8JkXU5nym55mI+JCiIti3j1zKyKOOcHcEMRGRml9GRETajFFXx+5Nn1JaWECELZmopLafhFjaJ4vFwtChQ1m1alXDNrfbzapVq5pMYAGMGDGiUXmAlStXNpTv1q0biYmJjco4HA7WrVvX7Hv++LlAo6GZP2e1WomIiGj0EBE5UXtLnVy7PIu7/ruPw9X19I62seyKXjxyYWclzn6Fvh0RaVlVVZCZSXF9OfsCarDVhxEbGkVAQIC3IxMRkY7CMDiwbQ35+/cQGhhHdGpXLVQjjaSnpzNp0iSGDRvGGWecwaJFi6isrGTy5MkAXH/99aSkpLBw4UIA7rzzTkaNGsUTTzzB2LFjeeutt1i/fj0vvPACACaTienTp/PQQw/Rq1cvunXrxv33309ycjLjxo0DYN26dXz33XecffbZREVFsXv3bu6//3569Ohx1ASbiMjJqnMZvLAxn2e+zcPpMrAGmLjjjERuPi0eS4Dax2Oh5JmItByXCzIzqa4oJTPQgdtlJcEahc1q9XZkIiLSgRTv2ca+PVsIMsKJTulKkMXi7ZCknRk/fjyFhYXMnTuXvLw8hgwZwooVKxom/M/JyWmUcB05ciRvvPEGc+bMYfbs2fTq1Yvly5czcODAhjL33nsvlZWVTJ06ldLSUs4++2xWrFiBzeaZOygkJIR//etfzJs3j8rKSpKSkhgzZgxz5szBqr+VRKSVbMqrZNaqHHYe9iwIcE5qOA+dn0qXSJ13jofJaG52Sj/jcDiw2+2UlZWpu7NIa9m9G3f2HraZD1NoQLwpjpjIKG9H5dfqnU6qy8rodvbZWMLC2vSzdV49kr4TEe+ryt/Ptm8/pLaslriEPoTHxHg7JJ9XkptL6tChRHTq1Kafq3PqkfSdiJyg+nrIzoagIOggN1Qqal08vvYQL39fiAFE2wK5/9wUxvWJan/T6ZSXQ3g4JLf9FAvHel5VzzMRaRkFBbB/P3tNDopMbiKNGKIi7N6OSkREOpD6Cge7vl9NTVklURHdlTgTEZEO6ZM9Zdy/OpdDFXUA/L5vNHPOSSE6WCmgE6VvTkROXmUlZGVRWO8g11yDrS6MGHuk5pcREZE207BAQEE+dmuKFggQEZEOp6Cyjgc+38+HWaUAdI6w8PAFqZzdWT1VT5aSZyJycurrYdcuqipKyAp0YHLbiA+NxRIU5O3IRESko/hxgYAD2T8tEKCFakREpINwGwZvbjvMI18fpLzWRYAJbj4tnjvPSCI4SB0aWoKSZyJycrKzcR0uJCPAQZURSKI5mpDgYG9H1WF8tX49u7OyuO/ss70dioiI1zQsEOAOI7qTFggQEZGOI6u4hlmf5vDdwUoABieEsPCCVPrHhXg5Mv+i5JmInLi8PDhwgD2mMopNBtFGFJGavLbNLPvgA+5+8EHcboMRF19M2pgx3g5JRKTNVeXvJ2vHWowaM1FxXQhu48VTREREvMFZ7+av6/P56/p86twGIUFm7hmRxKRT4ggwt7MFAfyAkmcicmIqKmD3bvLqSzkQUEtofQTREfb2t3KLHzIMg6f/+U/+8vzzAIT3O5fw1L5ejkpEpO39fIGAyPBuWiBAREQ6hG8PVDDr0xx2lzgBuKBrBAvOTyUlXD2vW4uSZyJy/OrqICODiqpSdgdUEuAKJi4kmiDNc9bq6urqmP3II7yxfDkAEcOvYMTvrqdLrHr8iUjH8ssFAqKTU3QDR0RE/FqZs55Hvj7Im9sOAxAbEsgD53ZibK9ItYGtTMkzETk+hgF79lBXXESGqRSnEURiYDTBmues1VVUVnLLzJmsXrMGTGai027hd2PHcXdPF9GhusskIh2IFggQEZEOxDAMPsoqZd7n+ymsqgdg4oAYZp6VjN2mtE5b0LcsIsfn0CGMAwfYYy6jFBPRRiT28HBvR+X38goLue6OO9ixaxemICuxl97Ljb+9gFv7WnA6HN4OT0SkTWmBABER6SgOltcyd3Uun2R7/ubvHmnl4QtSObOTrsHakpJnInLsHA7Ys4dD7jIOmusIc0USY1cX4daWsXs3195xBwfz8jCH2Em8ch73XTyMK3qFUu90ejs8EZE2VZW/n6xtX2NUm4hO6KoFAkRExC+53Aavbi3iL2sOUlnnJshs4g/DEvjjsARsgWZvh9fhKHkmIsemthZ27aKsqpg9gVUEuUKIDY0iMFCnkdb0zcaN3HBXOuUV5QRGp9Bp/Hweubgf56TYvB2aiEibq69wsGvzZ1SXVREd1VMLBIiIiF/aWVTNzFU5bM6vAmBoUigLL0ild4ymyvEWXfWKyK8zDNi9m9rSw2QGlFNnWEiyRBNsUwKnNX3wySdMmzOHuro6rMl96XX1PJ4a3ZX+0RqeJCIdj1FbS9bGTygrKiAiOIWopGRvhyQiItKinPVuFq/P56/r86h3Q7jFzH1npXD1wBjMGu3jVUqeicivO3AA4+BBskyllGEm1hRFuIbJtKoX33qLuY8/jmEYBPc6k9OunsmiC5JIDtNpW0Q6IMMgZ8sX5O/PJjgwnpjUrpjNGrIiIiL+Y8OhCu77JJeskhoALupu58HzOpEYphvn7YGuwkTk6BwO2LuX/ZSRZ6on3B1FdIRd85y1ErfbzcPPPsvzr7wCQNipv+X8CdN47Jw4Iqy6UBSRjqkwYyO5u7dhxU5sSjcCtUCAiIj4icpaF39Ze4iXvy/EAGKDA3nwvE5c3FNzS7cnSp6JyNGFhVESHsjemgqshp3Y0CgCAgK8HZVfqq2rI33+fN7/6CMAIs+9nsuuuI55Z0ZhDVDDKSIdU/n+Peze+S0mt43o+K7YQkK8HZKIiEiLWL3XwZ8+y+FAeR0AV/SLZs45KUTalKppb/SLiMhR1bhryaKM+ko3yVFR2KxWb4fkl8orKphyzwy+/u5bMAcQM+YObvz9JdwxJELzG4hIh+UsLmTXls+pq6gjOqoHYdHR3g5JRETkpJVU17Pgy/38a2cJAJ0iLCy8IJVzOkd4OTJpjpJnIvLraiHaiNA8Z60kr7CQa2+/gx8yd2EKshE3bhb3/c95TOij71tEOi5XdRWZm1ZRUVKKPSSVyMREb4ckIiJyUgzD4IPMUh74fD+Hq+sxAZOHxHHPiCRCgjS6pz3TBDoiclS2QBtdQjoRFBDk7VD8UmZ2Nr+bdAM/ZO7CHBJJyjWP8Pg1FypxdgwWL15M165dsdlsDB8+nG+//fao5ZctW0bfvn2x2WwMGjSIDz/8sNHrDzzwAH379iU0NJSoqCjS0tJYt25da1ZBRJrjcrF382qKCw4RFpRATKfOmvdFRER82qHyWm7+YA+3r9jL4ep6ekfb+NdVvZl7biclznyAkmciIl7y3ebNXDr5Rg7l5xEYlUzPyY+zZMIZXJga7O3Q2r23336b9PR05s2bx8aNGxk8eDCjR4+moKCgyfJr1qxh4sSJTJkyhU2bNjFu3DjGjRvHtm3bGsr07t2b5557jq1bt/LVV1/RtWtXLrroIgoLC9uqWiICYBgc3LaWAzkZ2EzRRKd0ISBQgyVERMQ3uQ2D17YW8ZvXfuCTbAdBZhN3DU/kg4l9ODUx1NvhyTFS8kxExAs++vRTrvrDH3GUO7Ak9WHQzU/wz8sHcmqc5pQ7Fk8++SQ333wzkydPpn///ixZsoSQkBBefPHFJss//fTTjBkzhhkzZtCvXz8WLFjAaaedxnPPPddQ5uqrryYtLY3u3bszYMAAnnzySRwOB1u2bGmraokIUJK9g+yszQS5w4hO7II1WDcURETEN+0pqWHCe1nM+SyXijo3pyaG8J+JfbhzeBKWAKVjfIl+LRGRNvbSO+9w8733UlvrJLjnGZx166MsvbQH3e0aGnssamtr2bBhA2lpaQ3bzGYzaWlprF27tsl91q5d26g8wOjRo5stX1tbywsvvIDdbmfw4MEtF7yIHFVV/n4yt3+N4TQRFdOFkAhNnCwiIr6nzmXw1/V5jHljJ98erCA40My8c1N494re9I7RTSFfpD7wIiJtxDAMHlm8mOeWLgUgbPAYLrr2Th45J5bQIN3LOFZFRUW4XC4SEhIabU9ISGDnzp1N7pOXl9dk+by8vEbbPvjgAyZMmEBVVRVJSUmsXLmS2NjYZmNxOp04nc6G5w6H43irIyL/p85Ryq7Nn1JdWkFURHfCY2K8HZKIiMhx21ZQxX2rctheWA3AOZ3DefiCVFIjNMLElyl5JiLSBurq6rhnwQLe/c9/ALCffQ3jJ05m9umRBAVoEuz24vzzz2fz5s0UFRXx97//nauuuop169YRHx/fZPmFCxcyf/78No5SxP8YtbXs3rSKsqJCImwpRKd00gIBIiLiU2rq3Sxad4i/byzAZYDdGsD956Zwed9otWl+QF0dRERaWUVlJddPn+5JnJnMxFx8B3fcdBNzhytxdiJiY2MJCAggPz+/0fb8/HwSExOb3CcxMfGYyoeGhtKzZ0/OPPNM/vnPfxIYGMg///nPZmOZNWsWZWVlDY/c3NwTrJVIB+Z2k/P9F+TvzyY4MJ6Y1K6YzfoTVUREfMc3+8u5+I2dLNngSZyN7RXJJ9f144p+MUqc+Qn9ZSIi0ooKior4/c1T+eKbbzAFWUm4Yi7zb7iCWwdFqCE9QRaLhaFDh7Jq1aqGbW63m1WrVjFixIgm9xkxYkSj8gArV65stvzP3/fnwzJ/yWq1EhER0eghIsfH5XZxuKoUa0AMsSndCLRYvB2SiIjIMXE4Xcz+NIcJ/8oiu9RJQmgQL4ztxuKLuxEXovmM/YmGbYqItJK9ubmM/+Nt7D94AHOInU5XzeMvlw/n7GSbt0Pzeenp6UyaNIlhw4ZxxhlnsGjRIiorK5k8eTIA119/PSkpKSxcuBCAO++8k1GjRvHEE08wduxY3nrrLdavX88LL7wAQGVlJX/+85+59NJLSUpKoqioiMWLF3PgwAGuvPJKr9VTpCMICAyiV++zyCn9FltIiLfDEREROSaf7S1j1qpc8irrAJg4MIZZZ6UQYQ3wcmTSGpQ8ExFpBdt27mTCtGmUlJQQGJlIz2sf4plLBzAgRj0qWsL48eMpLCxk7ty55OXlMWTIEFasWNGwKEBOTk6jYV8jR47kjTfeYM6cOcyePZtevXqxfPlyBg4cCEBAQAA7d+7k5ZdfpqioiJiYGE4//XS+/PJLBgwY4JU6inQk6okrIiK+orSmnge/OMC/dhYD0MVu4ZELOzOiU7iXI5PWpOSZiEgL+/q777ghPZ2qqiqC4rtxyqSHWDy2J6nhOuW2pGnTpjFt2rQmX1u9evUR26688spme5HZbDb+9a9/tWR4IiJ+I/vAAVKHDvV2GCIiXrdidylzPsulqKoeEzDl1DjuPjOZ4CDNiOXvfOYX7tq1KyaT6YjHbbfd5u3QREQafPDJJ1w97Xaqqqqwdh7EWX94nKWX9VLiTEREfE5dXR3TH3qEy+64k8/XfOPtcEREvOZwVR23fZTNrf/Jpqiqnh5RVt67sjdzzumkxFkH4TNXc9999x0ul6vh+bZt2/jNb36juWhEpN14edky/vTooxiGQUjvkfzmxtn85bwEQtWgioiIjykuLWXiXTPYtmUjAM998DWXXHWFl6MSEWlbhmHw78xSHli9n+KaegJMcMvQBO44IxFboP7G70h8JnkWFxfX6PkjjzxCjx49GDVqlJciEhHxMAyDJ194gSf/b/L5sCEXc8WN05l3ZgyWAM3jIyIivuWHzEyuuv0uigsPYbIEM/jyu/jrn27ydlgiIm2qoLKOOZ/l8t89ZQD0jbXxl7QuDIrX4jYdkc8kz36utraW1157jfT0dE0wKyJe5XK5+NOjj/Lqe+8BYD/raqZMmsJdp9kx6/wkIiI+5oNPP2PanPupc1YTaE/gijv+zH2nxhIXGuTt0ERE2oRhGLy3s5gHvziAw+ki0AzTTk/kj8MSsASot1lH5ZPJs+XLl1NaWsoNN9zQbBmn04nT6Wx47nA42iAyEelIapxObvvTn1jx2WeAieiL/sCM68dzXd9QJfZFRMSnGIbBwiV/Z/E//gaArfMpzJnzZ244LYnS/fu9HJ2ISNs4WF7L7E9zWb3Pkz8YFB/MY2ld6Bcb7OXIxNt8Mnn2z3/+k4svvpjk5ORmyyxcuJD58+e3YVQi0pE4ysu5If1u1m3cAAGBxF9yDw9dO5ax3dSNW0REfEtlVRU3zprLV199BkDM6b/jhfvv5cyUUC9HJiLSNgzD4M3th3n4ywNU1LmxBJiYPjyRqaclEGjWTXHxweTZvn37+OSTT/jXv/511HKzZs0iPT294bnD4SA1NbW1wxORDqCgqIgJ06aRkZmJyRJMyhX38+TEUZyVbPN2aCIiIsdlb24uV96ezsHcPWAOpPelt/HaXVeTEuZzlwkiIickt8zJfatyWLO/AoBTE0P4S1oXekbrb3v5ic+1ikuXLiU+Pp6xY8cetZzVasVqtbZRVCLSUWTn5jL+j7dx4OABzKGRdJ/4IM9deTqDYi3eDk1EROS4fPLVGqbOmo2zqpyA0CgumvoAT48fqVWiRaRDcBsGr2wp4tGvD1Jd78YWaOKeEclMHhxHgHqbyS/4VPLM7XazdOlSJk2aRGCgT4UuIn5g6w8/MHHa7ZSUlhAYmUT/SQ/x/LgBdI3QJMoiIuI7DMPgiRdf5qnnF4PhxpLUh/RZDzNtZBfN2SkiHcKekhruW5XDdwcrARieEsajF3ama6Q64EjTfCoD9cknn5CTk8ONN97o7VBEpIP58ttvmZx+N9XVVVgSenD6jQ+x+Lc9iAsJ8HZoIiIix6y6upqb5sxn9eqVAEQO/g3PPzCbcztHeDkyEZHW53Ib/HNjPk+sPYTTZRASZGbWWclcMygWs24eyFH4VPLsoosuwjAMb4chIh3Mv1euZNqc+6mvr8PW5RTOv2k+T6Z1IsKiYS0iIuI7cg8e5Irb09m/NxPMAfQaeyuvpF9HZ/WgFpEOILPEyT1f5fJ9QTUA56SG8/CFqaRGqLeZ/DqfSp6JiLS1V959l9mPPIJhGIT0OYtxU2fz0NkJWAN1Z0pERHzH5998y4333kdNpQNzSCS/uWkuz159juY3ExG/V+dy87fVu3nm0xxq3QbhFjNzzunEVf2jNVRdjpmSZyIiTTAMg2f++U8ee/55AMJO/S2Tp97FjGFRmkBURER8hmEYPP3K6zz+3NMYbjeWxJ7cOfNh7jy7uy4aRaRD2FNYyaJPd1PvNrigcxgPp3UhMUyLfcnxUfJMROQX3G438596in+88QYA9pETuGvqLdw0MFwXGiIi4jOqa2q4dd4CPvlkBQD2QReyeN6fOL+b3cuRiYi0nT6J4cz4TS/iaxyM6xuNyarEmRw/Jc9ERH6mvr6euxc8xLsf/BuAqAtuZv7U67i8V6iXIxMRETl2B/LyuOL2dHL2ZIDJTM/fTuXVe27Q/GYi0iHdck43yM4G3QiXE6TkmYjI/6lxOrl11mxWfr4aTGbifnsnj910ORd1DvZ2aCIiIsfsq+82cMOMe6kuL8UcHEHalPt57trzNL+ZiIjICVLyTEQEKK+oYNJdd7Nu43oICCL5f2by7A1jODPJ5u3QREREjolhGPz19bdZ+PSTGG4Xlvju3D7zz0w/txdm9bYQERE5YUqeiUiHd7ikhAm3TWNHxk5MlmC6jJ/LkmvPY1Cs5kMQERHfUF1dzS3zHmLVKs/8ZhEDRrH4gblc0D3Su4GJiIj4ASXPRKRDO5CXx1V/uI29OXsxB0fQ+9oFvDBxOD3smhNGRER8w97cXK668x4O7MsCk5nuY6bw2r1T6KL5zURERFqEkmci0mFl7d3Llbf+kYLCfALCYzll8sO8cPlgksN0ahQREd/w0edf8sc/zaG2ugJziJ3RN93PM1ePIkTzm4mIiLQYXSGKSIe09YcfGH/bNMrKSgmMTuHMmxfy/KV9ibYFeDs0ERGRX+V2u3lw8Qv8/eV/gGFgTe7DvbMe4pYR3TBpfjMREZEWpeSZiHQ4azds4Lo7p1NdXYUloQcX/GEhT4/uRphFd+lFRKT9K3U4uG7Gn9i4fg0AscPG8ve5MzgjJdzLkYmIiPgnJc9EpEP57+efc/N9M6mvq8WaOpDLpj3EI+d1whqou/QiItL+bcvYxYQ776ak8CCmQAun/P4OXr7jKuKC1XNaRESktaibhYh0GO/+5z9MuWcG9XW1BPcczvX3PMZfLlDiTEREfMOr/+8DfjvpBkoKDxJgT+Da2c/y/+6ZoMSZiIhIK1PPMxHpEP7+xhs88MQTAIQOvIDb7pjN7adFYta8MCIi0s7V1tUxfeHj/L//9y4AId1P49F5C/j9wEQvRyYiItIxKHkmIn7NMAz+suRvPP2PvwMQPvRSZt15F9f3D9eEyiIi0u7lFRZy5Z33sCdjGwCdzpvIq7On0TvG5uXIREREOg4lz0TEb7ndbu5//AleevstACLPuYY/T7uFcT1DvRyZiIjIr/ty/UZunHEfVY5iTNZQRl1/H3+78WItcCMiItLG1PKKiF9yuVzcNf/BhsRZ7G9u4bl7/qDEmYiItHuGYfDkS68x8Q+3UOUoJiiuC+l/foFXb/mtEmctaPHixXTt2hWbzcbw4cP59ttvj1p+2bJl9O3bF5vNxqBBg/jwww8bvW4YBnPnziUpKYng4GDS0tLIzMxseH3v3r1MmTKFbt26ERwcTI8ePZg3bx61tbWtUj8REWk5an1FxO/U1tUxdeZs3v3g32Ayk3RJOv+8axLndwr2dmgiIiJHVVFZyVV33csTzz6F4XYTOWAUryx5kfTz+2qezhb09ttvk56ezrx589i4cSODBw9m9OjRFBQUNFl+zZo1TJw4kSlTprBp0ybGjRvHuHHj2LZtW0OZxx57jGeeeYYlS5awbt06QkNDGT16NDU1NQDs3LkTt9vN3/72N7Zv385TTz3FkiVLmD17dpvUWURETpySZyLiV6prarhuejorPv0EzIGk/n4mL91+JcMSrN4OTURE5Kh27Mpk5FXXsObLT8EcQN/f3conf32Mc7tGejs0v/Pkk09y8803M3nyZPr378+SJUsICQnhxRdfbLL8008/zZgxY5gxYwb9+vVjwYIFnHbaaTz33HOAp9fZokWLmDNnDpdddhmnnHIKr7zyCgcPHmT58uUAjBkzhqVLl3LRRRfRvXt3Lr30Uu655x7+9a9/tVW1RUTkBCl5JiJ+o7yigvG33c5X36zBFGilx8R5vPbHSxkYY/F2aCIiIkf10vv/Zsz1kzicl0tAeCzjZzzFR3NvIilMUxS3tNraWjZs2EBaWlrDNrPZTFpaGmvXrm1yn7Vr1zYqDzB69OiG8tnZ2eTl5TUqY7fbGT58eLPvCVBWVkZ0dHSzrzudThwOR6OHiIi0PbXGIuIXiktLGX/b7ezYuQOTJYS+185n6fXnkhqu05yIiLRfNU4nf3zwET5e8b8AhHQ7lYXzHuSKQclejsx/FRUV4XK5SEhIaLQ9ISGBnTt3NrlPXl5ek+Xz8vIaXv9xW3NlfikrK4tnn32Wxx9/vNlYFy5cyPz5849eIRERaXXqeSYiPq+gqIhLb5rKjp07MAdHMHjKI7w+eZQSZyIi0q7tyc3lnImT/i9xZqLrBdey4u+LlTjrAA4cOMCYMWO48sorufnmm5stN2vWLMrKyhoeubm5bRiliIj8SFeWIuLT9h86xP9MvZWDB/cTEBbN6Tc9zN+vPI1oW4C3QxMREWnW+ys/464H5lFXU4k5OIIxU/7EM9ddQHCg7m23ttjYWAICAsjPz2+0PT8/n8TExCb3SUxMPGr5H//Nz88nKSmpUZkhQ4Y02u/gwYOcf/75jBw5khdeeOGosVqtVqxWzdsqIuJtap1FxGft3rePsZOneBJn9gTOve0JXho/VIkzERFpt+rq6rjr0SeZNvMe6moqsaX05cEnXuSFGy5U4qyNWCwWhg4dyqpVqxq2ud1uVq1axYgRI5rcZ8SIEY3KA6xcubKhfLdu3UhMTGxUxuFwsG7dukbveeDAAc477zyGDh3K0qVLMZv1m4tIB+dyQUkJ1NV5O5KjUs8zEfFJ23ft4opb/4ijrITA6E5cNO1RnhnbWxceIiLSbh0qKOCq6fexJ2MLAEkjxvHS3LsZGB/i5cg6nvT0dCZNmsSwYcM444wzWLRoEZWVlUyePBmA66+/npSUFBYuXAjAnXfeyahRo3jiiScYO3Ysb731FuvXr2/oOWYymZg+fToPPfQQvXr1olu3btx///0kJyczbtw44KfEWZcuXXj88ccpLCxsiKe5Hm8iIn7JMKCiAoqLobAQKivBbvd2VEel5JmI+JwNW7cy4bZpVFVWEBTfnXF3PsJjv+mOJcDk7dBERESa9MnaddwyazY15aWYLMGce+0MXrj5EsIsuunjDePHj6ewsJC5c+eSl5fHkCFDWLFiRcOE/zk5OY16hY0cOZI33niDOXPmMHv2bHr16sXy5csZOHBgQ5l7772XyspKpk6dSmlpKWeffTYrVqzAZrMBnp5qWVlZZGVl0alTp0bxGIbRBrUWEfGymhpPL7MfE2aBgRAfD0OHQkyMt6M7KpPRQc7UDocDu91OWVkZERER3g5HxKcUbN9O0Z49RKakeDsUvv7uO6698y5qndVYk/tydfqjPDAqhUBzx0yc1TudVJeV0e3ss7GEhbXpZ+u8eiR9JyInpiIvj33r1hGVmurtUFqc2+1m/vP/4B9L/w6GG0tcV9JnPsS0UX0xmXyj7SrJzSV16FAifpHwaW06px5J34nICaqvh+xsCAoCi8Xb0XQsLheUlXkSZqWlnucxMdCpEyQkQEiIJ4nmJcd6XlXPMxHxGSu/+IKb7r2P+rpabF0Gc/M9D3PviATMPnLxISIiHUtxaSlXz/gTWzd+A0DskN/wj/mzOb2Tkh4iIuLnKirg8GFP0szphLAw6N7dkzQLCwMfWwxFyTMR8Qn/7+OPmXb//bhdLoJ7Dif93gf5w2kxPnPXXkREOpYv129kyszZVJYUYgq0MPSK23n5jglEWjVMU0RE/JTT+dOwzIoKCAjw9C7r3BkiIyE4GHx0oRQlz0Sk3Xvj/feZ8ec/g2EQ0n8Uc++by3UDI70dloiIyBHcbjcL/raUF15cAm43gVHJ3JI+n5kXn6qe0iIi4n/cbs9wzOJiT0+z+nrPsMxBgyAx0evDMluK79dARPza3994kweeeByAsMFjWDhrJr/vFe7lqERERI5UePgwV8+Yw47vvwUgetB5LHngT5zVNdrLkYmIiLSwysqfVsusrobQUOjSxfPwwWGZv0bJMxFpt55+cSmPLX4OAPsZ/8Oimelc1CXEy1GJiIgc6bN13zF11p+oKjuMKdDCsMun8eLt44kO1p/bIiLiJ+rqfhqW6XCAyeQZlnnKKZ7eZj48LPPXqDUXkXbHMAweW/I3nvnH3wGIPmsiz993G2enBHs5MhERkcZcLhfz/voPlr78DzDcBMV0YtqMBaSnDdIwTRER8X2G4Vkt8/Bhz6OuDqKjoX9/SEnxm2GZv8ananjgwAHuu+8+PvroI6qqqujZsydLly5l2LBh3g5NRFqIYRjMX/QMf3/tFQBiz5vEP++9hWEJ/tXtV0REfF9+YSET7vkTu7ZtACB2SNr/raZp93JkIiIiJ6m62jMss6AAqqo8vco6dfJM/h8R4RmW2YFuEvlM8qykpISzzjqL888/n48++oi4uDgyMzOJiorydmgi0kLcbjezHnuc15a9DUDCb25m6d03MjjO4uXIREREGvvv19/whz/Noaa8BFOQlTOvuoMXb7uKCK2mKSIivqq+3jP5f0GBp7cZQHw8DBzoGZYZEuK3wzJ/jc8kzx599FFSU1NZunRpw7Zu3bp5MSIRaUlut5u7FvyZd/93OQDJv72Nl++6lv7RSpyJiEj74XK5mPX087z+xktgGFjiupB+3wKmndcfUwe6Ay8iIn7CMKC83DMks6gIamshMhL69PH0NAsNhaAgb0fpdT6TPPvf//1fRo8ezZVXXsnnn39OSkoKf/zjH7n55pubLO90OnE6nQ3PHQ5HW4UqIsepvr6e2+Y+wAcffwQmM6mXTue1O66iZ6RO0iIi0n4cLChgfPos9vywGYD4oWN48YH7ODU5wruBiYiIHK+amsbDMi0WSEryDMu028Fm61DDMn+NzyTP9uzZw/PPP096ejqzZ8/mu+++44477sBisTBp0qQjyi9cuJD58+d7IVIROR51dXXcPOtPrPxsFZjMdLt8Bq/d9nu6RvjM6UlERDqADz7/mjvuvx9nZRkmSzDnTpzOC7f+njBLxxy+IiIiPsjl8gzLLCryrJppGBAb6+llFh/vGZYZEODtKNsln7k6dbvdDBs2jIcffhiAU089lW3btrFkyZImk2ezZs0iPT294bnD4SA1NbXN4hWRX+esreWGe+7li6+/BHMgva6ayWt/uIROYT5zahIRET9XW1fHPY8/y3vvvg6AJb4bM2c/xNSz+2iYpoiI+Ibyck8vs8JCT4+z8HDo0cPTyyw01NPrTI7KZ65Qk5KS6N+/f6Nt/fr147333muyvNVqxWrV6nwi7VV1dTXX3HUP6777BlOghX4T5/Da1DEkhOhOh4iItA//v717j4+6PPP//55DMjnO5EQScuAczodwjEFb3Mo23dIDrmuBdZUvtWJd8IvNegDLQda2qbYqtvKV2q3V3S2Lta1sa11ciof+tiIqYBcQEBRJOEwOBDLJJJmZzHx+f3wkNJJgAknmkNfz8ZiH5pN7Jted4Z4rc819+KCySgvLV+rUsUOSpMGz5unZ9fdqQnZKmCMDAOBT+P3m7LKaGqmpyZxRlpNjFszS083TM/kQqNuipnh29dVX6/Dhwx2uvf/++xo6dGiYIgJwubzNzfra8hV69897ZIlzaPLN6/VvX/+cMhMpnAEAIsPPXvid1j/8kIL+FlkTUvTXt9ytJ74+T0lxLNMEAEQowzBPyTxzxrwFAuYpmRMnmvuZJSVJ9qgpA0WUqMn+3/rWt/Tmm2/qe9/7no4eParNmzfrqaee0rJly8IdGoAe8DQ26vrb/9EsnMUnavrXv6vN37iOwhl6bOPGjRo2bJgSEhJUUlKit95665Ltn3/+eY0dO1YJCQmaNGmSXnrppfbvBQIB3XfffZo0aZKSk5OVl5enW265RadOnerrbgCIME1er278p/u19jsPKOhvUVLhBP3wx8/q6du/TOEMABCZWlqkkyelP/9ZOnDALKAVFEhz5kizZ5t7mjmdFM6uQNT8BTBz5ky98MIL+o//+A9NnDhRDz74oDZs2KCbbrop3KEB6KazDQ36ytI7dOC9fbI6klW69Pv69/8zR2mOqHkpQoR47rnnVF5ernXr1mnPnj2aMmWKysrKVFNT02n7N954Q4sWLdKtt96qvXv3av78+Zo/f772798vSWpubtaePXu0Zs0a7dmzR7/5zW90+PBhfeUrX+nPbgEIszf/vE8zb1ioN157WbJYNfqvb9ar//pTLZg2LNyhAQDQUTBozi47fNgsmlVWmnuZzZghXXutNG2aeQhAQkK4I40JFsMwjHAH0R88Ho9cLpcaGhrkdHKcONATNQcOqO7DD5WWn3/Zj1FXX6+vLr1DHx07KmuiU3O++ZB+smCGkvkU/4q0+XxqaWjQ8GuuUXxK/+7BE87X1ZKSEs2cOVNPPPGEJPNQmcLCQt15551auXLlRe0XLFggr9erF198sf3aVVddpeLiYm3atKnTn/H2229r1qxZOn78uIYMGdKtuMg1wOVpcrt1fNcupYfpcKdQKKQHn3pWP/3ZkzJCQdmcg7T4zjVaN3+27Fb2gzlbVaXC6dPlLCjo15/La+rF+J0Al6mtTTp2TIqLi/7N8ZuazM3/a2rMzf+dTikvTyosZPP/y9Dd11Xm7AHoc+7aWn3ltm/qZNVHsiWna+6yh/X/bpiqBDtvSNBzfr9fu3fv1qpVq9qvWa1WzZ07Vzt37uz0Pjt37uxwArMklZWVaevWrV3+nIaGBlksFqWlpXXZxufzyefztX/t8Xi61wkAEeN0ba0W3b1aR/a/I0lKH3+Nnly/Wp8ZMSjMkQEA8LFA4MLm/42N5ub/ubnm5v9paWz+3w8ongHoUydPn9aXvnG7atwnZUvN0rz/+wM9/tVJirfx4o7LU1dXp2AwqJycnA7Xc3JydOjQoU7v43a7O23vdrs7bd/a2qr77rtPixYtuuQnUBUVFVq/fn0PewAgUmx95Y8qX/+AfE0Nstgduurvlulndy6UK4F9OAEAYWYYkscj1dWZM838fikjQ5owwZxpxub//YrfNIA+U3XqlL5061LV1ZyW3ZWjv/3WD/WDeeNYAoOIFggE9LWvfU2GYejJJ5+8ZNtVq1Z1mNHm8XhUGKZlZwC6z+f3687vP6bf/+cvJUnx2cN038oHdftnx8nCJ/cAgHBqbb2wLNPrlRwOs1g2dKi5RJM9zMKC4hmAPnH8xAl96dalqq+rlj19sBbd/ai++/ki2Sic4QplZWXJZrOpurq6w/Xq6mrl5uZ2ep/c3NxutT9fODt+/LheeeWVT91PxuFwyOFwXEYvAITLwQ+P6e/LV6qm6qgkqXD2V/XsunKNyerffSMBAGgXCknnzl2YZWYYUlaWNHasuel/UpJkZa/ocOK3D6DXHauq0ryv32YWzjLytXjl4/peGYUz9I74+HhNnz5dO3bsaL8WCoW0Y8cOlZaWdnqf0tLSDu0lafv27R3any+cHTlyRH/4wx+UmZnZNx0AEBaGYejxXzyvz//9TaqpMg+vuX75d/T6hjUUzgAA4dHcLFVVSXv3SgcPSi0t0siR0uc+J5WWSiNGSCkpFM4iADPPAPSqD44f11e+cbvO1dcqLrNQX1/5qNb81XCWwaBXlZeXa/HixZoxY4ZmzZqlDRs2yOv1asmSJZKkW265Rfn5+aqoqJAkrVixQnPmzNEjjzyiefPmacuWLXrnnXf01FNPSTILZ3/3d3+nPXv26MUXX1QwGGzfDy0jI0PxnFoERLW6+nr9w6r12vfO/0iSUoZN0Q8fWK8vT2KZNQCgn7W1mZv/19ZKDQ3mRv/nN//PyGDz/whF8QxArzl67Ji+fNvt8pw9o7isIVp6/2Na9dmhFM7Q6xYsWKDa2lqtXbtWbrdbxcXF2rZtW/uhAJWVlbL+xSd0s2fP1ubNm7V69Wrdf//9Kioq0tatWzVx4kRJ0smTJ/Xb3/5WklRcXNzhZ7366qu69tpr+6VfAHrff776Pypfv16tjfWS1a4p85bomXtuVXZyXLhDAwAMFIZhnpJ55oy5NNPnk9LTpXHjpPx8c1lmHHkpklE8A9Ar3v/wQ33lG7ersaFecYOG6R+//ajuuWYIhTP0meXLl2v58uWdfu+111676NqNN96oG2+8sdP2w4YNk2EYvRkegDBraW3Vsu89ppd//ytJUnxmoe665wH937lTyE0AgP7h91/Y/L+pySyQDR5szjJzuczN/8lJUYHiGYArdujoUX3lttvl9ZxTXPZw3bXmMa0oLeDNCQAgLN4+cFBfv+/bqj99XJJUWPoV81CAQalhjgwAEPMMw1yOeeaMeWtrkzIzpVGjpJwcc5aZzRbuKNFDFM8AXJED77+v+Uu/qebGBsXnjNQ/rXtMy0vywx0WAGAACoVCWv+TZ/Wzn2+SEWyTNTlNX1u6Ut9fNFdxNj7QAQD0odbWC7PMvF5zVllhoTnLLDXV/BpRi+IZgMu27+BBXX/7P6rF61F8bpFWrn9Mt88YHO6wAAADUOWp0/r7e9fo2MG9kqS0saXa+MBqXVuUG+bIAAAxKxQyZ5nV1pqHAIRCUlaWNHaslJ1tzjLjpMyYQPEMwGV598AB3fDNf1Rrc5PiB4/R6vWP6NbpFM4AAP3v57/dpgcerlBbS5MscQ5dc+My/XT5QqU6WBYDAOgDLS3mLLPqavP/k5Ol4cPNmWapqRIntcccimcAemzPvn36uzuWydfilSN/nNb986NaXJwd7rAAAAOMp7FR/2dthXb98WVJUmLeaK27/wHdXDomzJEBAGJOMNhxlplhmLPLJk829zRLTGSWWQyjeAagR975859147I75W/xylEwXg9+51HdNGlQuMMCAAwwO3bt1h2r18pb75YsVo25bqH+9dvLVeB0hDs0AEAsaW42N/6vrjb3NXM6zc3/hwwxZ5zFxYU7QvQDimcAuu3NvXu1cNmdCvha5CicqIrvPqIFE7LCHRYAYADx+f1a8YMn9LvfbJZkyO7K0dK71mjVl6+SlVOeAQC9IRg0Z5fV1JizzSwWKTfXLJhlZJizzMg5AwrFMwDd8tb+/Vq6/p8V8LUqYehk/eC7P9TfjssMd1gAgAHk7f0H9fVVa1R/6pgkKXfaXP3sgVUqzk8Lb2AAgNjg9Up1debSzNZWyeUyN//Pz5dSUiQ7JZSBimcewKf645u7dNsD69Xm9ylh2FQ9WvGwvjo6I9xhAQAGiLa2Nt2/8Wfa/IunZQTbZE1y6W9vvVs/uPlvFG/jk38AwBVoazNnmdXWmrPMbDZzltnQoVJampSQwCwzUDwDcGkvv/zfWnjHPyoY8ClxxHQ9/r2HNa8oLdxhAQAGiIMffqSb712t08cOSpIyxs3Wxge+rc+Oyg1zZACAqNbYaO5lVlsr+f1Sero0frw5yywpiVlm6IB/DQC6FAqFdGv5txUM+JQ0coae+P5DKhuRFu6wAAADQCgUUsUz/6FNT21UKOCTxZGsz//9nfrx0r9Vcrwt3OEBAKKR339hL7OmJrNANniwuZdZWprkcDDLDJ2ieAagS1arVet+9LTuXfPPqliyiMIZAKBffHTqtP7hvnU69t5uSVLqiGI9snad5k0aEubIAABRyeORjh+Xzp2TDEPKzJQmTzaXZyYlmUs1gUugeAbgkm67bpJKUlfLXl0Z7lAAADHOMAz9v1/9Tg9v+KHaWr2y2B2afcNSPfV//0FpCfzZCgC4TPX1UihkzjAbNkxyOs29zIBu4q8QAJ8qN9muunAHAQCIabXnGrTgO4/owDv/nyQpKX+s/vnba7WoZEyYIwMARL2RI6WCAikujllmuCwUzwAAABBWP//Vb3X3yvvk956TrHYV/83N+vm9tyk7xRHu0AAAscBiYaYZrgjFMwAAAITNN+5Zr5/98AFJkmPQUN133zotvXayLGzYDAAAIoQ13AEAAABg4PrajTfImpCqUZ+9Qa/9xy90+19NoXAGAAAiCjPPAAAAEDafnzVRL738mvLqq5SZnhjucAAAAC7CzDMAAACE1dWj82RlshkAAIhQFM8AAAAAAACALlA8AwAAAAAAALpA8QwAAAAAAADoAsUzAAAAAAAAoAsUzwAAAAAAAIAuRE3x7IEHHpDFYulwGzt2bLjDAgAAAAAAQAyzhzuAnpgwYYL+8Ic/tH9tt0dV+AAAAAAAAIgyUVV9stvtys3NDXcYAAAAAAAAGCCiZtmmJB05ckR5eXkaMWKEbrrpJlVWVnbZ1ufzyePxdLgBAAAAAAAAPRE1xbOSkhI988wz2rZtm5588kkdO3ZMn/nMZ9TY2Nhp+4qKCrlcrvZbYWFhP0cMAP3DMIxwhwAAAAAAMStqimd/8zd/oxtvvFGTJ09WWVmZXnrpJZ07d06//OUvO22/atUqNTQ0tN+qqqr6OWIA6FuBUECVzSd1wucOdygAAESVjRs3atiwYUpISFBJSYneeuutS7Z//vnnNXbsWCUkJGjSpEl66aWXOnzfMAytXbtWgwcPVmJioubOnasjR450aPPd735Xs2fPVlJSktLS0nq7SwCAPhQ1xbNPSktL0+jRo3X06NFOv+9wOOR0OjvcACAWGIahWt8Z7as/pGpPnTIT0mSz2cIdFgAAUeG5555TeXm51q1bpz179mjKlCkqKytTTU1Np+3feOMNLVq0SLfeeqv27t2r+fPna/78+dq/f397m4cfflg/+tGPtGnTJu3atUvJyckqKytTa2trexu/368bb7xRd9xxR5/3EQDQu6K2eNbU1KQPPvhAgwcPDncoANBvvG3NOtRwVO/XfagUJevqoTM0saCI4hkAAN306KOP6rbbbtOSJUs0fvx4bdq0SUlJSXr66ac7bf/444/rC1/4gu655x6NGzdODz74oKZNm6YnnnhCkvmh1oYNG7R69Wp99atf1eTJk/Wv//qvOnXqlLZu3dr+OOvXr9e3vvUtTZo0qT+6CQDoRVFTPLv77rv1+uuv66OPPtIbb7yh66+/XjabTYsWLQp3aADQ59pCbTrRfFoHzhyWt6VVUwaN16yRU5Wbla24uLhwhwcAQFTw+/3avXu35s6d237NarVq7ty52rlzZ6f32blzZ4f2klRWVtbe/tixY3K73R3auFwulZSUdPmYAIDoYg93AN114sQJLVq0SGfOnNGgQYN0zTXX6M0339SgQYPCHRoA9Kl631lVNp1Wc0uzhjjzNTpnhJypqbJarVJbW7jDAwAgatTV1SkYDConJ6fD9ZycHB06dKjT+7jd7k7bu93u9u+fv9ZVm8vl8/nk8/nav/Z4PFf0eACAyxM1xbMtW7aEOwQA6FctwVZVeU+prqleaXanphROV3ZG1oWZZsGgdPq01NwsDR8e3mABAECvq6io0Pr168MdBgAMeFGzbBMABoqgEdSplmrtrzukc00ejc8crdJRM5SfM/hC4ay+XjpwQKqslJKSJCsv5wAAfJqsrCzZbDZVV1d3uF5dXa3c3NxO75Obm3vJ9uf/25PH7K5Vq1apoaGh/VZVVXVFjwcAuDy82wKACHLO79F7Z9/XsTOVynZk6bPDSzS2cJSSk5LMBi0t0pEj0uHDksUizZolFRdL9qiZSAwAQNjEx8dr+vTp2rFjR/u1UCikHTt2qLS0tNP7lJaWdmgvSdu3b29vP3z4cOXm5nZo4/F4tGvXri4fs7scDoecTmeHGwCg//FuCwAigC/o14nm06ppqlOyNUmz8qcqN2OQHA6H2aCtTaqulk6dkgxDGjtWGjpUSk42i2gAAKBbysvLtXjxYs2YMUOzZs3Shg0b5PV6tWTJEknSLbfcovz8fFVUVEiSVqxYoTlz5uiRRx7RvHnztGXLFr3zzjt66qmnJEkWi0V33XWXvvOd76ioqEjDhw/XmjVrlJeXp/nz57f/3MrKStXX16uyslLBYFDvvvuuJGnUqFFKSUnp198BAKBnKJ4BQBiFjJBqfGd0ovG02gJBFaWN0PDsQqUkJ8tisZiFsrNnzeWZzc1SQYE0erTkckk2W7jDBwAg6ixYsEC1tbVau3at3G63iouLtW3btvYN/ysrK81DeT42e/Zsbd68WatXr9b999+voqIibd26VRMnTmxvc++998rr9Wrp0qU6d+6crrnmGm3btk0JCQntbdauXatnn322/eupU6dKkl599VVde+21fdxrAMCVsBiGYYQ7iP7g8XjkcrnU0NDAdGegh2oOHFDdhx8qLT8/3KHElMZAk6q8p3TO61FOYpbG5oxSRlq6bOeLYs3NUlWVdOaMlJZmzjbLzpbi48Ma93m8rl6M3wlweZrcbh3ftUvphYXhDgWdOFtVpcLp0+UsKOjXn8tr6sX4nQBA7+ru6yozzwCgnwVCAZ1qqZa7sVbxRpym5kxUflbuhU+n29okt9tcomm1ShMnSoWF5hJNAAAAAEC/ongGAP3ojO+sqppOqaWlVUOdBRo9eIRSU1IuLNE8c0Y6ccKcdTZkiFRUZC7R5DRNAAAAAAgLimcA0A9agq2q8p5SXVO90uPTVDxkggalZyouLs5s4PWa+5rV10sZGeYJmoMGSee/DwAAAAAIC4pnANCHQkZI7tZanfSclhGUJmSO0ZBB+UpOSjIbBALm8ky32zwAYPJkc4nm+e8DAAAAAMKK4hkA9BFPoFGVTSfV4G1UfnKuxuaOUprLZZ7gZRhSXZ108qTU0mIu0Rw9WkpNZYkmAAAAAEQQimcA0Mv8oYBONrvlbqxRkiVRM/OKNTgzWw6Hw2zwl0s0MzOlqVOlrCyWaAIAAABABKJ4BgC9xDAMnfGfVWXjSfl8fo1wDdGo3OFKSU42DwQIBKTTp82bzSZNmSIVFLBEEwAAAAAiGMUzAOgFLW0tqvz4QIAsR4ZmDitWpitddrv9wimaVVUs0QQAAACAKEPxDACuQNAIth8IYA3ZNDlrnIZk5ysxMdFs0NxsFs3q6jhFEwAAAACiEMUzALhMDYFGHW+sUlNLswqSB2tM7ki5nE7zQIC2NvMEzVOnzNllnKIJAAAAAFGJ4hkA9JA/FNCJ5tOqbqxVkjWp/UCA+Ph4s0F9vXkgQHPzhSWaTidLNAEAAAAgCvFODgC6yTAM1frOaH/9IVU31KrINVzXjJypIbn5ZuGspUV6/33p0CHJ4ZCuuso8STMtjcJZH9i4caOGDRumhIQElZSU6K233rpk++eff15jx45VQkKCJk2apJdeeqnD93/zm9/o85//vDIzM2WxWPTuu+/2YfQAAAAAogXv5gCgG5rbWnTY84Her/tQKUrWNcNmafyQ0UpNSZElFJJOnpT27ZMaGqSJE83CWUEBe5v1keeee07l5eVat26d9uzZoylTpqisrEw1NTWdtn/jjTe0aNEi3Xrrrdq7d6/mz5+v+fPna//+/e1tvF6vrrnmGj300EP91Q0AAAAAUYBlmwBwCUEjKHdLjU41umUJ2TVl0HgVDsq7cCBAfb15IEBTk7mn2ZgxksvFTLM+9uijj+q2227TkiVLJEmbNm3S73//ez399NNauXLlRe0ff/xxfeELX9A999wjSXrwwQe1fft2PfHEE9q0aZMk6eabb5YkffTRR/3TCQAAAABRgXd3ANCFhkCj3jv7vj6qP6HchBx9ZvhMjSoYbhbOWlqkI0ekw4clm00qLZWmTZPS0ymc9TG/36/du3dr7ty57desVqvmzp2rnTt3dnqfnTt3dmgvSWVlZV22BwAAAIDzmHkGAJ8QCAV0otmt6sZaJVoTNSt/qnIzBsnhcEjBoHmC5smTkmGYM82GD5eSk8Md9oBRV1enYDConJycDtdzcnJ06NChTu/jdrs7be92u68oFp/PJ5/P1/61x+O5oscDAAAAEHkongHAXzjjO6vKxpNq9fk1Mm2IRuYMU0pysiwWi3TunLlE0+OR8vOlsWPNJZo2W7jDRphUVFRo/fr14Q4DAAAAQB+ieAYAklqCrTrhPaXapnqlx6dp+tDJykrLkN1ul1pbzZlmNTXmDLNZs6TcXPNETfS7rKws2Ww2VVdXd7heXV2t3NzcTu+Tm5vbo/bdtWrVKpWXl7d/7fF4VFhYeEWPCQAAACCysDEPgAEtZITkbq3V/jOHdbbJowmZY1Q6crpys7Jlt1olt1vav1+qq5OKiqSrr5aGDKFwFkbx8fGaPn26duzY0X4tFAppx44dKi0t7fQ+paWlHdpL0vbt27ts310Oh0NOp7PDDQAAAEBsYeYZgAHL29as400ndLapQYOTczSucJTSXWmyWq1SY6O5RPPcOSknx1yimZHBEs0IUV5ersWLF2vGjBmaNWuWNmzYIK/X23765i233KL8/HxVVFRIklasWKE5c+bokUce0bx587Rlyxa98847euqpp9ofs76+XpWVlTp16pQk6fDhw5LMWWtXOkMNAAAAQPSieAZgwAkaQZ1uqdFJj1txhl3TcicpPytXCQkJUiBgFs3cbikuTpo61dzfLCEh3GHjLyxYsEC1tbVau3at3G63iouLtW3btvZDASorK80i6Mdmz56tzZs3a/Xq1br//vtVVFSkrVu3auLEie1tfvvb37YX3yRp4cKFkqR169bpgQce6J+OAQAAAIg4FsMwjHAH0R88Ho9cLpcaGhpYVgP0UM2BA6r78EOl5eeHO5Qrds7vUWXTCTU1N2uIM19jckfKmZoqiyTV10uVleYeZ0OHSqNHS6mpksUS7rAjEq+rF+N3AlyeJrdbx3ftUjp7Bkaks1VVKpw+Xc6Cgn79ubymXozfCQD0ru6+rjLzDMCA4A8FdKL5tKoba5VsTdJVhdOUkzFIcXFxUkuLOdusrk5KT5emTZOyssyZZwAAAACAAY3iGYCYZhiGzvjPqrLxpHw+v4rSh2tEzlAlJyXJEgqZp2h+vMeVJk40DwNISgpv0AAAAACAiEHxDEDMagm2qsp7SrWNZzTIkamZw4qV6UqX3W43DwKorJSamqSCAmnMGMnlkqwcQgwAAAAAuIDiGYCYEzJCqm6t04nG01KbNDlrnAqz85WUmCj5fGbRrLranGE2a5aUmyvFx4c7bAAAAABABKJ4BiCmNAaaVOU9pbNNDcpLztG4wiKluVyyWixSTY25t1kgIBUVSSNGSMnJHAgAAAAAAOhSVK5P+v73vy+LxaK77ror3KEAiBBBI6iq5lN678wR+Vr8mpY7SdOHT1ZGerqsLS3SwYPS0aPm0szPfEaaMEFKSaFwBgAAAAC4pKibefb222/rJz/5iSZPnhzuUABEiHN+jyqbTqipuVlDnQUanTtCztRUWYJBc6bZqVOS3S4VF0v5+VJiYrhDBgAAAABEiaiaedbU1KSbbrpJP/3pT5Wenh7ucACEWSAU0LGmKh08c0QKWFRSMFVTho2Xy+mU5exZaf9+s3hWUCB99rPSyJEUzgAAAAAAPRJVxbNly5Zp3rx5mjt3brhDARBm9b6zOnD2fbkbajXSOVRXj5ypgpw8xQeD0pEj0uHD5iEApaXmjDOXiyWaAAAAAIAei5plm1u2bNGePXv09ttvd6u9z+eTz+dr/9rj8fRVaAD6kS/oV5X3pGqbzigtzqWpQyZqUHqm7FareYJmVZVkGNLYsdKwYeaBAAAAAAAAXKaoKJ5VVVVpxYoV2r59uxISErp1n4qKCq1fv76PIwPQXwzDUJ2/XpWekwoEghqTPkrDc4YoOSlJamqSKiuls2elwYPNwll6umSzhTtsAAAAAECUi4ri2e7du1VTU6Np06a1XwsGg/rjH/+oJ554Qj6fT7ZPvEletWqVysvL27/2eDwqLCzst5gB9J6WYKuqvKdU23hGgxyZGj90tDLT0mUzDLNodvq0uURz2jTzQIBuFtkBAAAAAPg0UVE8u+6667Rv374O15YsWaKxY8fqvvvuu6hwJkkOh0MOh6O/QgTQBwzDULWvTlWeUzLaDE3OGqch2flKTEyU6uvNwllzszR0qDRmjJSayr5mAAAAAIBeFRXFs9TUVE2cOLHDteTkZGVmZl50HUBs8LY163jTCZ1tatDg5ByNLyxSmsslayAgHT0q1dZKTqd5IEB2thQXF+6QAQAAAAAxKCqKZwAGjpAR0unWGp30nJY1ZNfU3IkqyBqsBIdDqqkxZ5uFQuZMs+HDORAAAAAAANCnorZ49tprr4U7BAC9rDHQpONNJ9TgbVRhSp7GDh4ll9MpS3OzdOiQeSBATo55IEBGBgcCAAAAAAD6XNQWzwDEjrZQm061VOt0Y40citfMvGLlZeUo3maTTp2STp6UrFapuFgqKOBAAAAAAABAv6F4BiCszvk9Ot54Qt6WZg1zFmr04BFKTUmRpaHBXKLZ1CQNGSKNHi25XBwIAAAAAADoVxTPAIRFIBTQiWa33I01SrEm66rCacrJGKQ4w5COHZOqq839zEpKzKWa8fHhDhkAgAElEAqoNejTmcA5FYY7GAAAwojiGYB+V+8/p8rGk2pp9Wlk2lCNzBmmlKQkWc6ckaqqJJ9PKiqSRowwC2jMNgMAoM8YhqHWkE+tQZ9agq1qDjSr0e+VL+BXm98nW5NHwVAw3GECABA2FM8A9Bt/KKAq7ynVNNbKZXequHCCsjOyZA8EpCNHpLo6adAgaeZMKTNTsvMSBQBAbzo/m6w15FNLW6ua/F55/c1qCwQU8rUqvk1KMWzKDkipbVKa1aEUI0cJiUnhDh0AgLDhnSmAfnHGd1aVjSfl8/lVlD5SI3KGKCUxUXK7zQMBJGnyZKmwUEriD3QAAK5EyAiZRbJgq1pCPjX7m9UUaJYv4FOo1SdLoE1JbVJqyKrMgJQWsinNniqH1SZbYqLsmS7ZnE4pNVVKTzf3HQUAYICieAagT/mCflV5T6qm6YzS49M0fehkZaVlyN7cLL33nuTxSHl50tixUlqaeaomAADoFsMw5A8FzJlkwVY1B1rkDTSrJdCiYGurDL9fjjaLUoIWczZZ0KI0e4KSrSmyx8fL7kqV3eWSJSXFzMNpaeY+o3Fx5o28DAAAxTMAfafOV6/jnhMKBIIamz5Kw3OGKDk+3pxp5nZLDoc0fbpZPHM4wh0uAAARrS3UdmFvsvNLLgMtCvhaJZ9Ptragkj4ukOUHLHJa4+W0pio+IVH21CTZnE5zNpnLZRbJEhPNLRLi4tgqAQCASyBLAuh1rUGfqrwnVdtUr8z4dE0YOkaZaemyNTRI778vtbRIw4aZhwKkpnIgAAAAf6F9yeXHhbLmQLOa/M1q9TUr5PPJ4g8osc2ilIChgjaLnIZNrrhEJdodsqekyJaSYs4mc7nMQllKSsciGXkXAIAeoXgGoNcYhqE6f70qPSfV5g9qQtYYDc0uUJLNJn30kVRTIzmd0pQpUna2+Uc8AAADVMgIyRf0qeX8bLJAi5oCHxfJWlslf0DxbYaS26RBbRalhKxKsycq2ZYqe2Ki7FlO2V0uWZ1Oc1+ylJQLyy3tdpZcAgDQSyieAegVrUGfKr0nVdt4RjkJWRo3rEgZrjTZzp2TKislv9+caTZihPnHPQAAA8T5IllryG/OJGtrkdffrFaf19yXzOdTfNCiZH9ImW1SkmGTy5Ygpy1JcckpsmWmyp6aKtv55ZapqeZ2B3a7ebPZwt1FAABiGsUzAFfEMAzV+s7ouOekjDZDk7PGaUh2vhIl6cMPpdpaadAgadw4KSuLP/ABADErZITk+7hAdn5fMm+gWS2tTQp9XCSLazOU7A8prc2iFNmVaomXKy5dcckpsmekyOY0Z5O1F8nOb95PkQwAgLCheAbgsrUEW1XZdFJ1TfXKTRyksfmjlOlKk7WuTqqqkgxDmjxZKiyUkpLCHS4AAL3iL2eS+UL+CydctjR2LJIFDLn8hgbLLqfVIZcjQ/FJybJlmnuS2VwuWc4Xyf5yuSVFMgAAIgrFMwA9ZhiGqn11qvKcktqkKYPGq3BQnhJDIfNAgLNnzRM0x40zPzlnzxUAQBRqC7XJF/K370vWEmiR19csf6tXba2tkt8skiX5gnIFLcq3xCvZEqe0hCyzSJadKvvHJ1xa0tMvFMlYbgkAQFSheAagR1raWvRR0wmd9TYoNylb4wuLlJaSImtNjXTypPlGYOpUqaBASkgId7gAAHwqfyig1mCrueSyzafmQIuaW5sUaG1W8OMimSNgKDkgZQUtSrTGKdXqkDMxW3GpqbLnpZqnXKanmydcfvJ0Sz5EAgAgqlE8A9AtISOk0y01OuE5JUvIpinZ5myzBL9fOnhQamqShgyRRo+WXC7JYgl3yAAAtDMMQ60hn3xBv3wfn27Z3OpVc2uj2lpaFPK1yhoIKsEfVEqblGPYlGyJlzM+USmJ2bKnpcqWam7cb8/IME+PTky8MIvMbif3AQAQoyieAfhU3rZmHW2uVJvFocFJ2RqXW6S0pCRZT5+W3G7zzcOsWVJurrmxMQAAYRIIBeQL+eUP+tUa8ptLLVub5Pt4P7KQP6A4f5sSAyEltVmUbjH3I0tNSFdSslO2nFTZUlJkT0uTrbOllnb+fAYAYKAh+wO4JI/Po/cbPpTVYlVxzgQVZA1WQnOzOduspUUaMUIaNcpcosIn7gCAfhA0gu3FsfN7kjW3NKq5pVHB1laF/D5Z/AHF+4NKapMyDJuSLHFKtifImZIlxyCXWSD7eBaZxeUytxr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      "text/plain": [
       "<Figure size 1500x2000 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "i=2\n",
    "# #copy output of Thompson et al1\n",
    "# merge solutions\n",
    "d=setups['humanHG']['jobDir']+'{}'.format(i)\n",
    "d1=setups['humanHGplusI']['jobDir']+'{}'.format(i)\n",
    "t,sol,se,sOut,qt,lut,lutSE,setup0=runSolver.loadSolutionFromDir(d,True)\n",
    "t1,sol1,se1,sOut1,qt1,lut1,lutSE1,setup1=runSolver.loadSolutionFromDir(d1,True)\n",
    "model=cModel.model()\n",
    "model.parse(setups['humanHG']['modelFile'],setups['humanHG']['parameterFile'])\n",
    "model1=cModel.model()\n",
    "model1.parse(setups['humanHGplusI']['modelFile'],setups['humanHGplusI']['parameterFile'])\n",
    "\n",
    "fig, axs = matplotlib.pyplot.subplots(4, 3,figsize=(15,20))\n",
    "name=['plasma','kidney','liver',\n",
    "      'plasmaI','kidneyI','liverI',\n",
    "      'brain','hair','redBloodCells',\n",
    "     'intestine','gut','inorganicMercury'\n",
    "      ]\n",
    "\n",
    "m=model.getVolumes()\n",
    "m1=model1.getVolumes()\n",
    "print(numpy.dot(sol[1:,:-1],m[:-1])/sol[1:,-1])\n",
    "print(numpy.dot(sol1[1:,:-1],m1[:-1])/sol1[1:,-1])\n",
    "\n",
    "#generate total inorganic from plusI model\n",
    "iList=['liverI','plasmaI','kidneyI','brainI','fecesI','urine','hairI']\n",
    "iM=numpy.zeros((model1.n))\n",
    "for x in iList:\n",
    "    iM[model1.lut[x]]=model1.getVolume(x) \n",
    "#scaled total inorganic mercury\n",
    "iTotal=numpy.dot(sol1[1:,:],iM)/sol1[1:,-1]   \n",
    "print(iTotal)\n",
    "\n",
    "tscale=runSolver.getScale(setup1)\n",
    "tmax=setup1['tmax']*tscale\n",
    "print(tscale)\n",
    "max=[-1]*len(name)\n",
    "for i in range(len(name)):\n",
    "    row=i//3\n",
    "    col=i%3\n",
    "    ax=axs[row,col]\n",
    "    try:\n",
    "        fy=sol[:,lut[name[i]]]\n",
    "        fe=se[:,lut[name[i]]]\n",
    "        ax.plot(t/tscale,fy)\n",
    "        ax.fill_between(t/tscale, fy-fe, fy + fe, color='red',alpha=0.1)\n",
    "        ax.plot(t/tscale,fy-fe,color='red',linewidth=1,alpha=0.2)\n",
    "        ax.plot(t/tscale,fy+fe,color='red',linewidth=1,alpha=0.2)\n",
    "    except KeyError:\n",
    "        pass\n",
    "    try:\n",
    "        fy1=sol1[:,lut1[name[i]]]\n",
    "        fe1=se1[:,lut1[name[i]]]\n",
    "        ax.plot(t1/tscale,fy1,color='black')\n",
    "        ax.fill_between(t1/tscale, fy1-fe1, fy1 + fe1, color='black',alpha=0.1)\n",
    "        ax.plot(t1/tscale,fy1-fe1,color='green',linewidth=1,alpha=0.2)\n",
    "        ax.plot(t1/tscale,fy1+fe1,color='green',linewidth=1,alpha=0.2)\n",
    "    except (NameError,KeyError):\n",
    "        if name[i]=='inorganicMercury':\n",
    "            fy1=iTotal\n",
    "            ax.plot(t1[1:]/tscale,fy1,color='black')\n",
    "        \n",
    "    if max[i]>0:\n",
    "        axs[row,col].set_ylim([0,max[i]])\n",
    "    axs[row,col].set_xlim([0,1.1*tmax/tscale])\n",
    "    axs[row,col].set_title(name[i])"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "pmodel=cModel.model()\n",
    "#sys.parse(os.path.join(fh,'software','src','Integra','models','cDiazepam.json'))\n",
    "setupFile=os.path.join(fh,'software','src','PBPK','setup','setupFast.json')\n",
    "modelFile=os.path.join(fh,'software','src','PBPK','models','humanHG.json')\n",
    "parameterFile=os.path.join(fh,'software','src','PBPK','models','humanHG_parameters1.json')\n",
    "#modelFile=os.path.join(fh,'software','src','PBPK','models','humanHGplusI.json')\n",
    "#parameterFile=os.path.join(fh,'software','src','PBPK','models','humanHGplusI_parameters.json')\n",
    "model.parse(modelFile,parameterFile)\n",
    "print('w(oI) {}'.format(model.getWeight('oralIngestion')))\n",
    "t,sol,se,sOut,qt,lut,lutSE,setup1=runSolver.loadSolutionFromDir(humanHG)\n",
    "compartment='kidney'\n",
    "#compartment='liverI'\n",
    "d=model.getDerivatives(sOut,lut[compartment])\n",
    "w=model.getWeights(lutSE)\n",
    "w=numpy.ones((len(lutSE)))\n",
    "print('Sum ({}, der, sigma_p)'.format(compartment))\n",
    "s={x:d[lutSE[x]]*w[lutSE[x]] for x in lutSE}\n",
    "s=dict(sorted(s.items(), key=lambda item:item[1],reverse=True))\n",
    "for p in list(s)[:10]:\n",
    "    j=lutSE[p]\n",
    "    print('\\t{:.2g} [{:.2g} {:.2g}] {} '.format(d[j]*w[j],d[j],w[j],p))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parsing [1/1]\n",
      "Key oralIngestion not found\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# #copy output of Thompson et al1\n",
    "# merge solutions \n",
    "humanHG=os.path.join(fh,'temp','humanHG')\n",
    "humanHGplusI=os.path.join(fh,'temp','humanHGplusI')\n",
    "t,sol,se,sOut,qt,lut,lutSE,setup1=runSolver.loadSolutionFromDir(targetDir)\n",
    "fig, axs = matplotlib.pyplot.subplots(3, 3,figsize=(15,15))\n",
    "cName=['liverI']\n",
    "cName=['plasma']\n",
    "pName=['bodyWeight','intestineVolumeFraction','oralIngestion']\n",
    "\n",
    "tscale=runSolver.getScale(setup)\n",
    "max=[-1]*len(name)\n",
    "for row in range(len(cName)):\n",
    "    for col in range(len(pName)):\n",
    "        #row=i//3\n",
    "        #col=i%3\n",
    "        try:\n",
    "            fy=sOut[:,lut[cName[row]],lutSE[pName[col]]]\n",
    "        except KeyError:\n",
    "            print('Key {} not found'.format(pName[col]))\n",
    "            continue\n",
    "        ax=axs[row,col]\n",
    "        ax.plot(qt/tscale,fy)\n",
    "        #if max[i]>0:\n",
    "        #    axs[row,col].set_ylim([0,max[i]])\n",
    "        axs[row,col].set_xlim([0,1.1*tmax/tscale])\n",
    "        axs[row,col].set_title('{}/{}'.format(cName[row],pName[col]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1800 with 15 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# #copy output of Thompson et al1\n",
    "# merge solutions \n",
    "fig, axs = matplotlib.pyplot.subplots(5, 3,figsize=(15,25))\n",
    "name=['arterial','adipose','brain','heart','kidney','liver','lung','muscle','skin',\n",
    "      'splanchnic','stomach','testes','excrement']\n",
    "name=['plasma','gut','hair','kidney','liver','inorganicMercury','redBloodCells','slowlyPerfused']\n",
    "\n",
    "#diazepam\n",
    "max=[1.5,2.6,3,4,5,2.5,6.8,1.5,1.5,4,4.2,3,25]\n",
    "#cotinine\n",
    "max=[9]*13\n",
    "max[12]=90\n",
    "max[2]=2\n",
    "\n",
    "tscale=scale\n",
    "max=[1000*x for x in max]\n",
    "for i in range(len(name)):\n",
    "    row=i//3\n",
    "    col=i%3\n",
    "    fy=sol[:,model.lut[name[i]]]\n",
    "    fe=se[:,model.lut[name[i]]]\n",
    "    fy1=solOld[:,model.lut[name[i]]]\n",
    "    fe1=seOld[:,model.lut[name[i]]]\n",
    "    ax=axs[row,col]\n",
    "    ax.plot(t/tscale,fy)\n",
    "    ax.plot(tOld/tscale,fy1,color='black')\n",
    "    ax.fill_between(t/tscale, fy-fe, fy + fe, color='red',alpha=0.1)\n",
    "    ax.plot(t/tscale,fy-fe,color='red',linewidth=1,alpha=0.2)\n",
    "    ax.plot(t/tscale,fy+fe,color='red',linewidth=1,alpha=0.2)\n",
    "    ax.fill_between(tOld/tscale, fy1-fe1, fy1 + fe1, color='black',alpha=0.1)\n",
    "    ax.plot(tOld/tscale,fy1-fe1,color='black',linewidth=1,alpha=0.2)\n",
    "    ax.plot(tOld/tscale,fy1+fe1,color='black',linewidth=1,alpha=0.2)\n",
    "    axs[row,col].set_title(name[i])\n",
    "    #axs[row,col].set_ylim([0,max[i]])\n",
    "    axs[row,col].set_xlim([0,1.1*tmax/tscale])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# #copy output of Thompson et al1\n",
    "# draw just the errors\n",
    "fig, axs = matplotlib.pyplot.subplots(3, 3,figsize=(15,25))\n",
    "name=['arterial','adipose','brain','heart','kidney','liver','lung','muscle','skin',\n",
    "      'splanchnic','stomach','testes','excrement']\n",
    "name=['plasma','gut','hair','kidney','liver','inorganicMercury','redBloodCells','slowlyPerfused']\n",
    "\n",
    "#diazepam\n",
    "max=[1.5,2.6,3,4,5,2.5,6.8,1.5,1.5,4,4.2,3,25]\n",
    "#cotinine\n",
    "max=[9]*13\n",
    "max[12]=90\n",
    "max[2]=2\n",
    "\n",
    "tscale=scale\n",
    "max=[1000*x for x in max]\n",
    "for i in range(len(name)):\n",
    "    row=i//3\n",
    "    col=i%3\n",
    "    fe=se[:,model.lut[name[i]]]\n",
    "    fe1=seOld[:,model.lut[name[i]]]\n",
    "    ax=axs[row,col]\n",
    "    ax.plot(t/tscale,fe)\n",
    "    ax.plot(tOld/tscale,fe1,color='black')\n",
    "    axs[row,col].set_title(name[i])\n",
    "    #axs[row,col].set_ylim([0,max[i]])\n",
    "    axs[row,col].set_xlim([0,1.1*tmax/tscale])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Drawing kHScaled 6/6\n"
     ]
    },
    {
     "ename": "ValueError",
     "evalue": "x and y must have same first dimension, but have shapes (671,) and (1458,)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-120-4ee25e5921c5>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     28\u001b[0m     \u001b[0mfe1\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0ms1Old\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mlut\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mlutSE\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mparName\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     29\u001b[0m     \u001b[0max\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mrow\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcol\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 30\u001b[0;31m     \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0mtscale\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mfe\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     31\u001b[0m     \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mqtOld\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0mtscale\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mfe1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcolor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'black'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     32\u001b[0m     \u001b[0maxs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mrow\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcol\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_title\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/matplotlib/axes/_axes.py\u001b[0m in \u001b[0;36mplot\u001b[0;34m(self, scalex, scaley, data, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1645\u001b[0m         \"\"\"\n\u001b[1;32m   1646\u001b[0m         \u001b[0mkwargs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcbook\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnormalize_kwargs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmlines\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mLine2D\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1647\u001b[0;31m         \u001b[0mlines\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_lines\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1648\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mline\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mlines\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1649\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_line\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mline\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/matplotlib/axes/_base.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m    214\u001b[0m                 \u001b[0mthis\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    215\u001b[0m                 \u001b[0margs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 216\u001b[0;31m             \u001b[0;32myield\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_plot_args\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mthis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    217\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    218\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mget_next_color\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/matplotlib/axes/_base.py\u001b[0m in \u001b[0;36m_plot_args\u001b[0;34m(self, tup, kwargs)\u001b[0m\n\u001b[1;32m    340\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    341\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 342\u001b[0;31m             raise ValueError(f\"x and y must have same first dimension, but \"\n\u001b[0m\u001b[1;32m    343\u001b[0m                              f\"have shapes {x.shape} and {y.shape}\")\n\u001b[1;32m    344\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m2\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: x and y must have same first dimension, but have shapes (671,) and (1458,)"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1800 with 15 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# #copy output of Thompson et al1\n",
    "#draw error contributions\n",
    "fig, axs = matplotlib.pyplot.subplots(5, 3,figsize=(15,25))\n",
    "name=['arterial','adipose','brain','heart','kidney','liver','lung','muscle','skin',\n",
    "      'splanchnic','stomach','testes','excrement']\n",
    "name=['plasma','gut','hair','kidney','liver','redBloodCells','slowlyPerfused']\n",
    "\n",
    "#diazepam\n",
    "max=[1.5,2.6,3,4,5,2.5,6.8,1.5,1.5,4,4.2,3,25]\n",
    "#cotinine\n",
    "max=[9]*13\n",
    "max[12]=90\n",
    "max[2]=2\n",
    "\n",
    "tscale=scale\n",
    "ipar=6\n",
    "\n",
    "for nm in model.lutSE:\n",
    "    if model.lutSE[nm]==ipar:\n",
    "        parName=nm\n",
    "print('Drawing {} {}/{}'.format(parName,model.lutSE[parName],lutSE[parName]))\n",
    "        \n",
    "max=[1000*x for x in max]\n",
    "for i in range(len(name)):\n",
    "    row=i//3\n",
    "    col=i%3\n",
    "    fe=s1[:,model.lut[name[i]],model.lutSE[parName]]\n",
    "    fe1=s1Old[:,lut[name[i]],lutSE[parName]]\n",
    "    ax=axs[row,col]\n",
    "    ax.plot(t/tscale,fe)\n",
    "    ax.plot(qtOld/tscale,fe1,color='black')\n",
    "    axs[row,col].set_title(name[i])\n",
    "    #axs[row,col].set_ylim([0,max[i]])\n",
    "    axs[row,col].set_xlim([0,1.1*tmax/tscale])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "7440"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#gD=sys.get(\"hairGrowthDuration\")\n",
    "#print(gD['value']/60/24/365)\n",
    "print(model.lut['slowlyPerfused'])\n",
    "ft=[sys.fSS(x)[0,8,7] for x in qt]\n",
    "#matplotlib.pyplot.imshow(sys.fSS(3e6)[0])\n",
    "matplotlib.pyplot.plot(qt/tscale,ft)\n",
    "30*248"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}