{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Tutorial on how to simulate an Argo float in Parcels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This tutorial shows how simple it is to construct a Kernel in Parcels that mimics the [vertical movement of Argo floats](http://www.argo.ucsd.edu/operation_park_profile.jpg)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Define the new Kernel that mimics Argo vertical movement\n", "def ArgoVerticalMovement(particle, fieldset, time):\n", " driftdepth = 1000 # maximum depth in m\n", " maxdepth = 2000 # maximum depth in m\n", " vertical_speed = 0.10 # sink and rise speed in m/s\n", " cycletime = 10 * 86400 # total time of cycle in seconds\n", " drifttime = 9 * 86400 # time of deep drift in seconds\n", "\n", " if particle.cycle_phase == 0:\n", " # Phase 0: Sinking with vertical_speed until depth is driftdepth\n", " particle.depth += vertical_speed * particle.dt\n", " if particle.depth >= driftdepth:\n", " particle.cycle_phase = 1\n", "\n", " elif particle.cycle_phase == 1:\n", " # Phase 1: Drifting at depth for drifttime seconds\n", " particle.drift_age += particle.dt\n", " if particle.drift_age >= drifttime:\n", " particle.drift_age = 0 # reset drift_age for next cycle\n", " particle.cycle_phase = 2\n", "\n", " elif particle.cycle_phase == 2:\n", " # Phase 2: Sinking further to maxdepth\n", " particle.depth += vertical_speed * particle.dt\n", " if particle.depth >= maxdepth:\n", " particle.cycle_phase = 3\n", "\n", " elif particle.cycle_phase == 3:\n", " # Phase 3: Rising with vertical_speed until at surface\n", " particle.depth -= vertical_speed * particle.dt\n", " #particle.temp = fieldset.temp[time, particle.depth, particle.lat, particle.lon] # if fieldset has temperature\n", " if particle.depth <= fieldset.mindepth:\n", " particle.depth = fieldset.mindepth\n", " #particle.temp = 0./0. # reset temperature to NaN at end of sampling cycle\n", " particle.cycle_phase = 4\n", "\n", " elif particle.cycle_phase == 4:\n", " # Phase 4: Transmitting at surface until cycletime is reached\n", " if particle.cycle_age > cycletime:\n", " particle.cycle_phase = 0\n", " particle.cycle_age = 0\n", "\n", " particle.cycle_age += particle.dt # update cycle_age" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And then we can run Parcels with this 'custom kernel'. \n", "\n", "Note that below we use the two-dimensional velocity fields of GlobCurrent, as these are provided as example_data with Parcels. \n", "\n", "We therefore assume that the horizontal velocities are the same throughout the entire water column. However, the `ArgoVerticalMovement` kernel will work on any `FieldSet`, including from full three-dimensional hydrodynamic data. \n", "\n", "If the hydrodynamic data also has a Temperature Field, then uncommenting the lines about temperature will also simulate the sampling of temperature." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Casting lon data to np.float32\n", "WARNING: Casting lat data to np.float32\n", "WARNING: Casting depth data to np.float32\n", "INFO: Compiled ArgoParticleArgoVerticalMovementAdvectionRK4 ==> /var/folders/r2/8593q8z93kd7t4j9kbb_f7p00000gr/T/parcels-504/9b8a821c179c51426159d7b7efb2e070.so\n", "100% (2592000.0 of 2592000.0) |##########| Elapsed Time: 0:00:10 Time: 0:00:10\n" ] } ], "source": [ "from parcels import FieldSet, ParticleSet, JITParticle, AdvectionRK4, ErrorCode, Variable\n", "from datetime import timedelta\n", "import numpy as np\n", "\n", "# Load the GlobCurrent data in the Agulhas region from the example_data\n", "filenames = {'U': \"GlobCurrent_example_data/20*.nc\",\n", " 'V': \"GlobCurrent_example_data/20*.nc\"}\n", "variables = {'U': 'eastward_eulerian_current_velocity',\n", " 'V': 'northward_eulerian_current_velocity'}\n", "dimensions = {'lat': 'lat', 'lon': 'lon', 'time': 'time'}\n", "fieldset = FieldSet.from_netcdf(filenames, variables, dimensions)\n", "fieldset.mindepth = fieldset.U.depth[0] # uppermost layer in the hydrodynamic data\n", "\n", "# Define a new Particle type including extra Variables\n", "class ArgoParticle(JITParticle):\n", " # Phase of cycle: init_descend=0, drift=1, profile_descend=2, profile_ascend=3, transmit=4\n", " cycle_phase = Variable('cycle_phase', dtype=np.int32, initial=0.)\n", " cycle_age = Variable('cycle_age', dtype=np.float32, initial=0.)\n", " drift_age = Variable('drift_age', dtype=np.float32, initial=0.)\n", " #temp = Variable('temp', dtype=np.float32, initial=np.nan) # if fieldset has temperature\n", "\n", "# Initiate one Argo float in the Agulhas Current\n", "pset = ParticleSet(fieldset=fieldset, pclass=ArgoParticle, lon=[32], lat=[-31], depth=[0])\n", "\n", "# combine Argo vertical movement kernel with built-in Advection kernel\n", "kernels = ArgoVerticalMovement + pset.Kernel(AdvectionRK4)\n", "\n", "# Create a ParticleFile object to store the output\n", "output_file = pset.ParticleFile(name=\"argo_float\", outputdt=timedelta(minutes=30))\n", "\n", "# Now execute the kernels for 30 days, saving data every 30 minutes\n", "pset.execute(kernels, runtime=timedelta(days=30), dt=timedelta(minutes=5), output_file=output_file)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can plot the trajectory of the Argo float with some simple calls to netCDF4 and matplotlib" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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3eJ7H0tKS7ivWsrSPix3Fv12FGUsV9UbQBjaNj4/rx1RVRaFQAM/z2N/fx+rqKkqlEjwej8k6o00FbvT3ATiQVnOYdcaYOkPinSDYhoQ6QdiUykbRWgI9n88jGo1ClmXMzc0d6kG3u1DXmmIFQcDZs2chSZJJGHm9Xl0YHdYQWAs7CnWivVTbYHAch0AggEAggFOnTunHRVHUrTPpdBr5fB5Op1P3yPf29iIYDDYcGan9zlrWGVEUTccrIyO16jtBEJ2HhDpB2Ix6k1xKpRIWFhawv7+P6elpDA0NHfmzHQ6HLYWoLMtYXl7G+vo6Ll26hMuXL6NcLkNVVV0YabF42iAcY0OgJtx7e3ubqmoS1mPXinoj6/Z6vfB6vabPpiRJEAQBgiAglUohl8tBVVUEAgGTdcbtdje8tqMiI1VVRSQSwezsLDiOq5r3bse/CUHYGRLqBGET6m0UNYrWCxcu6DfdeuA4zlYVdVVVsb6+jqWlJYyPj+PevXs1K4GaJcHr9WJ4eFg/bhyEs729bapqauI9GAzqFgE7bmTsih1F4XE3GC6XC/39/ejv79ePaZGR2rCmRCIBSZLg8/lM1plGnxAB5uuILMsoFov6Z0iSJJTLZf11aZV2t9tNvneCaBMk1AmCceoV6KqqYm1tDYlEAuPj45ifn2/4kTnL1pdKAbS7u4tIJIJQKIQ7d+40NJTGSLVBOFpV05jmATwSMpqIaWaKJVE/dt0QteJJgDEy0vh7isWiaWBTsViE2+0+4Huv18ZS2YheyzpTLBZNr5OmrRJE6yChThCMUm+SCwBsb28jFothYGDgWKKVVeuLVsnmOA75fB6RSASqquKxxx4ziRerqFbVlGUZDx48AMdx2NjYAM/zJkuCJoyasSQQ1bGj2GuXZYfjOPj9fvj9flNkpPaESBAELC8vI5/Pg+M4k++91iZTUZRDRX2901ZVVTWJdpfLRZGRBNEkJNQJgjEaSXLJZrOIRqNwu924du0aAoHAsX43q9YXh8OBUqmERCKB3d1dhMPhujz3VuJ0OnU/sRbHZ7QkbG9vY2lpCZIkHYjisyJx5qTB4oaxHjrtra/2hEiWZV28r6+vQxAEKIpywPd+lFCvBk1bJYjWQkKdIBii3iSXQqGAWCwGURQRDodNI9CPA4vWFy2l4tVXX8X58+cxMzPTsRt7pUe9liWhWhRfvSPoiUd0WvA2C4vrdjqd6OvrM10nFEXRz9Pd3V2srKxAFEVIkoSFhQX9XPX7/U1HRjYzbdVYfScIgoQ6QTCBoiiQJEmfOFjrEXG5XMbi4iJ2dnYwNTWF4eHhrp28aRzOpKoqbt26Bb/fX/f3d+q1VIviqzWC3u12m8Q7Jc7YHxaFejUcDgeCwSCCwaB+TBAELC4uoq+vDzzPY3NzE4VCAU6n03Seas3VjULTVgmicUioE0QHqbdRVFEUrKysIJVK4dy5cwiHwy25YbFSUd/f30c0GoXP58PNmzfx7//+70zkOjcr/muNoNfiIgVBMCXOWCGK7A4rG8ZGsYtQr4aqqnC73RgeHjYlI5XLZd06Y2yuDgaDpnPVOOW4Xo4zbZUiI4mTAAl1gugAjSS5bGxsYHFxEWNjY7h7925TN8N66bRQLxaLiEajEEURMzMzCIVCANiq9FuJx+PB0NBQ1RxtY+IMx3G6KDqsGbDbsKMAs7tQr7Z2t9uNgYEBvTcDeFQ8yOVy+rCmxcVFyLIMv99vijb1eDyWTFvVPv80bZU4aZBQJ4g2olkgJEk6shq0s7ODaDSKUCiE27dvt6UhsVPNpJIkYWlpCel0GlNTUxgZGTG9L6yk0bRjw1ArcUYTRVozYLcnzrDw926GZhoyWaGRtTscDv3c09D6MwRBwP7+PlKpFERRtMTidVRkpCiKSKfT4DgOw8PDFBlJdA0k1AmiDRibqFZWVsBxHM6ePVv1awVBQDQaBcdxuHr1qslD2mocDoc+4KQdqKqKVCqF5eVlTE5OYn5+vqpQYKWi3ql1OJ1OhEIh/QkDYE6cSafTBxJnKkWUHbGjsGKlop7N8Ej8exIcx+HclUmEho4+F467yTD2Z4yOjurHjROBK4eKGS1ezTwlMhY7yuWy3oxaGRkJvON7p2mrhJ0goU4QLaYyycXlch14dAsAoigiFoshl8shHA6bHjO3i3ZaXzKZDKLRKAYHB/HEE08cWg1mNTaykxgTZ06fPg3AnDijJXnkcjl4vV4IgnCsCZZEfbAg1Hc39/Ffnv9/USqUoKoqXv/em/i5/+kD6B89PB2qVWuvZfHSnhKlUinkcjnTUyJNwDfylEjbaFBkJNFNkFAniBZRK8mlUgwbbR+XLl3ClStXOnaTaIfFRBAERCIROJ3OurPfT3pFvV6qJc4sLS3B7XbD6/UemGBptM2wljjDguBtBhbW/e//8hBSWcbI2UcNoZm1Xbz1rxH8dz//xKHf107bjsvlqhoZqT0lymQySCQSkCQJPp/PNKyp1kZTluWaVfnjREaSdYboJCTUCcJijmoUdTgckGUZiqJgdXUVyWQSZ86cqWn7aCetrFyXSiXE43HwPN/wEwPWBTLLOBwOuN1ujIyMVE2c0awzlDhjDaqqdvw9K4lluD3v3N5dbidK4tGWtk7762vNJSgWi3qDtbbRdLlcB3zvVg5soshIghVIqBOERdSb5MJxHHiexw9+8AOMjIy0PMmlEVphfZFlGcvLy1hfX8fFixcxNzfXVCMZC0KdlXVYQS07ghYXaUycqWf8vNWwUJluBhbWPXXjPOKvLsLlcQFQUcyJmLpx/sjv0+x5LMFxHPx+P/x+v2mjWS6X9XN1eXkZ+Xweoigil8shn8/r52y7IyPJOkNYDRvqgCBsjPHRqXaTrnWR3tvbQywWg6qquH37Nnw+X5tXezhWWl+M0ZKnT5/G/Px80wKPFYHMyjpahcvlOhDDV238vKqqCAaDphg+VjabnYYFoX7u8iR+4j++F2/+wwMAwPx/fwtnZieO/D4WngbUi9vtxuDgIAYHB/Vjb7/9NgYGBqAoCjY3N7GwsABZlhEIBA5ERjZKtchI4HDrDEVGElZAV1aCaJJqAr3WTS6fzyMajUKWZVy4cAF7e3vMiXTAOuvL7u4uotEoent7cefOnaZujJXralQgt+qm2M1CvRq1xs8bE2e0DG0rBJEROwobFoQ6AFy6dh6Xrp1v6Hs6bX05LqqqIhQKmZKyVFVFPp+HIAjY3d1FMplEqVSC1+s1PSXy+/1N/d0Os86Iomg6XhkZqVXfCeIwSKgTRBNUJrnUutiWSiUsLCxgf38f09PTGBoaQjabxc7OTptXXB/Htb4YNyRXrlwxeU2PAyuVbBYEGAvUmzhTLpdNjYC9vb3wer1d/T6yItSbwc5rB6pvNLRhYcFgUG+w1qIbNevM5uYmCoWCZT0atcR7tchILQmMIiOJWpBQJ4gGqJXkUonRl33hwgXMzs7qX6c1k7JIs9aXcrmMxcVF7OzsIBwOm3zPnVyX1bCyYWCRaokz2oAvrWl1bW3NNABH+9dsNZNF7Cx27V5Rr3f9HMfB6/XC6/VieHhYP16tRwOAPhVY25w2M1jsqMjIcrmMfD6P3d1dTExMwOl0wu12k++dIKFOEPVQb6OocYDP+Pg47t27d+DG0c6s8kZp1PqiKAqSySRWV1dx7tw5hMPhltxMmrXk2Fk0dQMcx8Hn88Hn89VMnNna2jJVM7V/dt0Q2fmcs7tQPyyesR6q9WgoiqLnvVcOFjNaZ5p5UlQ5bVWSJIiiqN8jisWi6XyiaasnExLqBHEI9Qp0AEin04jH4xgYGDh0gI/T6WRWqNe7iVBVVX+97UiuYaWSzco67E61xJlyuaxH8GkpHq+++qrJNtPs9Mp2Ymexy2LqSyO04r13OBwHpvxqNi9BELC/v49UKmV6UmSMjGzk/dQ2GvVaZ1RVNYl2bSorWWe6CxLqBFGFRpJcstksIpEIPB5PXQN8WK6o12Mx0V6v1+vFzZs329IUy4pApgmprcPtdpuqma+88gpu3Lihi3fj9EqjFYG1xBk7V9TtlPpSjXa990ab1+joqH7c6Hvf3t5GPp/X+zmM1plam82jBjbRtNWTCTtXN4JgAK1bX5KkIxtFC4UCYrEYRFFEOBw2pWIcBsse9cOEaLFYRCwWQ7FYbOj1WrUuFoQ60V5qJc4YrQitSpxpFjsLdTs/DdDo5Htf7UmRFm+qDWvS4k2N52tPTw88Hk/D1p3jTFs1Vt8JtiGhThD/jXqTXLTGyUwmg+npaQwPDzd0sWO9ol65NkmSkEgksLW1hampKYyMjLT94k7NpIRGLSuCFhfZ6cQZOwt1u1fUWeSweFNBEJDJZLC8vIxyuQxVVeH3++HxeNDb2wufz2d5ZCRNW7UfJNSJE0+9SS6KomBlZQWpVOpYjZMsXwCNglhVVaytrSGRSGBychLz8/Mdu4mTQD4e3f7eGSP4NCpHz2uJMx6PxyTerU6csbNQt7tH3S4Y403HxsYAPDpvFhYWAAC5XA4bGxsoFotwuVymyrvVkZHA0dNWKTKys5BQJ04sjSS5aBM2x8bGjjVhk3U060smk0E0Gj2yMbbd62r0e1qxDruJ3pN6c601el4URV28a4kzRjGkNQE2uym1u1Cninpn0O4//f39NZustchIbWNqFPDN9GlUm7aqXd9o2io7kFAnThyNJLns7OwgGo0iFArh9u3b8Hq97Vxq28nlcsjn81hZWamrMbZdsCKQWVkH0TxafvZRiTMcxzWVOGN3oW7XtXcD1TzqlU3W2tflcjl9WNPCwsKBPg0tMrJRKiMjNYzTVg+LjKRpq9ZDQp04MTSS5CIIAiKRCBwOB65evWp6pN6NlEolxONxZLNZeDwe3Lhxo9NLMsGSQGZlHYR11BJDhyXO1Kpk2lmo29mj3g2bjHqbSZ1OJ0KhEEKhkH7MOBl4b28PyWQSpVJJ97trAr5Zq1cj01Y13/tbb72Fs2fP6vYeojlIqBNdTyNJLsViEfF4HLlcDuFw2HTj7kYURcHy8jLW1tZw4cIFzM3N4d/+7d86vawDsBKLaHchQNTPUYkzlZVMTbzLsmzb88TO1hc7r13jOK+h2mRgwGz1SqfTyOfzcDqdB3zvzdg5j4qM/NrXvoann36ahPoxIaFOdDWVSS61quiSJGFpaQnpdBqXLl3ClStXbHuzrQdVVXWhcfr0aeZ99w6H44BfshOwVNkn2s9RiTOZTAb7+/v40Y9+ZBLvWlwk69cUO4tdO69d47iTVatRzeolSVLNp0VGAd9Mb5LROiMIgumzQjQHCXWiK1FVFeVyua4kl9XVVaysrODs2bNtSzbRBF8nbtx7e3uIRCLo6emxje++UYGcy+UQiURQKBRMYqmnp8f2N3OCLYyJM2NjYygUCgiHw1BVFTzPmyZXajYE7Vy0OnHmuNjZttMKkdtu2vUaXC4X+vv70d/frx/TnhYJgoB0Oo2lpSVIkgSfz2eyzjQSccrzfFvnbXQrJNSJrkJVVYiiiI2NDZw6derQJJetrS0sLCxgZGQE8/PzbZ1uqOWVt/PGUigUEI1GIUkSLl++bKtKR73Wl3K5jIWFBezt7WFqagp+v1+vdq6uriKXywGAftMJhUINPfalijpxFJrP2+PxwO/3myZXiqIInud164yWOFM5dr5Tm0k7V6XtvHaNTm42jE+LTp8+DeCdiFPtnNUiTt1ut6nyXuuc5Xne5KMnmoOEOtEVaI2i5XIZkiQhmUzqF5tK9vb2EI1GEQgEcPPmTfh8vjav9p3ppO24KEuShIWFBezs7OgDmuzGUQJZVVUkk0kkk0mcO3cOMzMzuu2p0mdc2SQoCAIAmBI+ao35JqFOHMVhTY2aDcH4GSyXy/rYeWPijFG8N+shbga7VtS7Qaiz1sxrjDg1bjhLpZJ+Dc1kMqaUpNdeew3j4+O4desWBEGwRKj/7d/+LZ599lnIsoxf+7Vfw2c+85lj/0w7QUKdsDXVklxcLteB6WvAIztELBaDLMuYm5vraEW5HdNJNVtPMpnE2bPts0M2AAAgAElEQVRnmx7QxAKHCWQt831oaAh37941PRmp9j21mgSrjfmuTPggiKNo1D7idrsxODiIwcFB/ZgkSXrTqnEzeVTijBVrtyvtfkJ5kvF4PAfOWa0AIggCvvGNb+B3fud3sLW1hV/+5V/GjRs3cP36ddy4ccM006AeZFnGb/zGb+B73/seJicncefOHTz11FO4fPmy1S+LWUioE7bksCSXSlFXKpWwsLCA/f19TE9Pm5pqOkUrhbqqqtje3kYsFsPIyMgB8Vrvz2BJ1FcT6poPneO4qpnvjUzSczgcB+LOKhM+4vE4yuUyOI6D2+3WBVM7LVME+1jx2XG5XE0lzvT29mIvncP+Tg6BHi9Onxti6nPcSmRZZqoafdLQCiCf+MQn8IlPfAKqquI973kPfvd3fxc//OEP8d3vfhd/+Id/iHQ6jccffxzf+ta36vq5L7/8MqampnDx4kUAwNNPP40XXniBhDpBsEy9SS6yLCORSGBjYwMXLlzA7OwsMzctp9PZEqHO8zwikYiehe73+xv+GZ3wzx+FUaiXy2UsLi5iZ2cHMzMzpqqOlVRL+MhkMtjc3ITL5UI6ncbi4qIulkKhkG5V6PQk127ArtXdVm1y60mc+dfvvY4HL6/C5XbD7XJh7uZ5vPdnrtsicea4dIP1pdtwOBy4cuUKrly5go997GMA3ikk1UsqlcKZM2f0/z05OYmXXnrJ8rWyDAl1wjbUO1FUG8Dwgx/8AOPj47h37x5zF3CrK+qiKCIWiyGfz2NmZuZYnfYOh4M5kaQ1kyaTSaysrODcuXMdsfI4HA643W6Mj4/rxxRF0cXS9vY2lpaWqlY6SbyfDNr5NMqYODM8NIKX/msCc4+HASgoFIp4+/UE/IMqPAGHKXGmt7cXPp+vq8S73YU6a9fc41Lr9XAc15D9pdrP6abzth5IqBPMU69AB4B0Oo14PA5FUfDEE08wK460ZtLjoj012NzcxKVLlzA6Onrsixgrw4WMCIKA9fV1TExMNGXlsYpqFhyHw4Genh709PSY0hKMlc5EIgFJkuD3+w9kaxPdRyeEhFSWoSgq3G4nACfcbjfKgyrC07MYGe9DqVSqmTijed7tLBbtHs9o941GJblczpKJ3pOTk0gmk/r/Xl1dNRVKTgIk1AlmqdYoWusGmM1mEYlE4PV6cf36dbzxxhvMinTg+BV1VVWxtraGRCKBiYkJS/Pf29HoWi/5fB6RSATlchlDQ0OYmZnp9JLqojJbGzCP+N7d3cXKygrK5bKeU6z9s0OuPcEeXr8bpyYGkF7fQ99gEDm+CG/Ag/6hIDiOOzRxRttQFgoFvPbaa6YEpGAwaAsBaXeha/eNRiXZbNaSwIY7d+4gFothaWkJExMT+Pa3v40///M/t2CF9oGEOsEc1QR6rQtwoVBALBaDKIoIh8O65aOTA4Xq4ThieGdnB9FoFH19fbhz547lVVkWhLoxUjIcDsPlcpmqKp3iOPGM1UZ8a+JdEATs7e0hmUzq4r2npwehUMiSqZZ2rJSy+tllFY7j8L6nruGlv3uA9ZUM+od7Mf/+OXh8tQsWxsQZVVXx6quv4tq1a3oC0urq6oH4Uu3pEWtN1IqiMLemRug2oW5VNKPL5cLzzz+PD3zgA5BlGb/yK7+CK1euWLBC+2Dfs5roOlRV1SeKVia5VGJsKJyamsLw8LDpxq5ZS1i9cDfTTJrL5RCNRgEAV69eteSxYjU6mRWuqipSqRSWl5dNkZLZbJYJsWm1eDSKdy2n2DhkZH9/H6urqxBFsWrlvZ71kOA9OfgCHrzvqWtNfa8x3rba1EpNvGuJM4qi6H0YLDRRU0WdLXietyzS9sknn8STTz5pyc+yI2yqGOLEUW+Si6IoWFlZQSqVOrSh0Ol0Mi3UG6laG+Mlw+Fwy1JOmlmblezs7CASiWBwcPCAD52lQUOtXke1ISPaxF3jhMBisQiv19uVDYKs/K1PEocJ3Vrxpfl8HoIgHOjDMFpn2mXlsrvQtfv6K8lmszSV1CLYVDHEiaGRJJeNjQ0sLi5ibGwM8/Pzh17UNKHOKvU0kxo3Je2Ml2x36ovmQwdQNQ8daF6ot6IC3gkRyXEcfD4ffD6fKTHBKN43NjZQKBQOpHuQ6CXqoVGroLGJurIPQxAE/WlQqVSC1+s1ifdWbCipos4WPM+TULcIEupER2gkyUXzZIdCobo92a3KKbeKw6rWqqpia2sLCwsLOHXq1JGbEqtpV+pLpQ/9sEFULEVGsrIOoPpIeqN439zcRDabhcvlQi6X033vfr+f6co7y/0l3YoVQreWlcuYOLOxsYFisWhKnOnt7UUgEDjW35yEOlsIgtDR6d/dBAl1oq00kuQiCAIikQgcDkfDnmyr4g9bhcPhQLlcPnB8f38fkUgEgUAAt27d6kgCSKutL7V86IfBivXFDuKxUrxrTbiBQAA8zyOdTh+I5rNCKBH2plVCt57Eme3tbeTzeTidzqYTZ+wudO2+/kqy2aypz4FoHhLqRFtoJMmlWCwiHo8jl8shHA5jYGCg4d/HuvXF6XRCFEX9f2vpNaVSCXNzcx2tRLSyeq350AcGBhrKuW+2ym91ZZaVDUOjuFwuDA0NmZ5a1BJKleK9E1VKqqi3H60/qF0YE2c0JEnSm1aTySRyuRwAmMR7T09PVUFr94q63ddfCc/zOHfuXKeX0RWQUCdaSiNJLpIkYWlpCel0GpcuXcKVK1eavnGwLtS1ir8kSVhcXMT29jamp6cbmtjWKlphfcnn84hGo1AUBY8//njDiTXNCOTDntYQ1YVSuVzWhdLy8jJyudyxqpyEfVBVteN/12qJM7IsI5fL6bYZnuehquqBxBm7C12Www+agTzq1tE9ZwXBHI0kuayuriKZTOLMmTOWDO9h3aPOcRz29vbw0ksvWfaarcJK64u2EclkMkf60A+DlUo2K+toFW63GwMDA6anWJIk6ZX3lZUV5PN5cBxnqrxbLd6pot5+WBW6TqezZuKMcfIvz/P6fAlNvNtpeJgsy7Za71GQR906SKgTltNIkovWNDkyMmLpaHiWPerb29t4+PAhnE6npa/ZKqywvhh96GfOnMHdu3ePJQJYaSbtdqFeDZfLVVW8V1oUOI47YFFgUfgR1bHT5siYOKPx2muv4eLFi8jn8wcSZ4yVd1YjTLvNo04VdetgSyEQtqaRJJe9vT1EIhEEg0HcvHkTPp/P0rWwaH3heR6RSARutxszMzNIp9PMiXTg+NaX3d1dRCIR9Pf3N+RDP2pNJ00gs0wti4Im3lOp1IGJlof5iyuxk2g0YudzlNWKer2oqopgMIje3l7T5F8tBUkQBD1xxu12m8Q7C43U3SjUtUnhxPFgTyUQtqORJBdtuqaiKLh8+XLLHo05nc6qqSqdQBRFxONxCIKAmZkZ9Pf3g+d5Zq05zVpfCoUCIpEIFEWxfHJquyIj61mHncVYK3E6nejr6zPdnI3+4rW1NeRyOZOgCoVCdYt3O2DXDQbQHUK98r2vNX+gVCrpm8rKRmpNvLe7F6PbhLogCCTULYKEOtE0jSS5lEolxONxZLNZTE9PN+1VrpfKVJVOIMsyEokENjY2cOnSJVy+fFm/kbBszWlUqGtNwFpDrDGCzSpYEch2FWGdwugvnpiYAGAeR7++vg5BEEziXfMW2/G9trtQt+vaNepdv8fjqStxhuM403nZyk1lNwp1ozWJaB4S6kRTVDaK1hLoRrF68eJFzM3NteVm0Enri6qqWF9fx9LSEsbHx3Hv3r0D70+rs8qPQ73Va1VVsba2hkQiYYkP/ag1sQILGwY7U2scvVZ514Y05fN5vPXWW6amVRatYkbsLNRZSH3pJEclzhg3lVrijCberbD3dZtQVxSlq15PJ2H7qkcwh6IoyGazesXrsEZRrZlwYmKiqlhtJZ2qWGv+7L6+vkOnqLIs1GsNYzJifJ1W+dDtACuV/W7D4XDowgd4ZBd78OABzp07pw9pWlxchCzLJpHU29vL1LlnZ6Fud+tLKzgqcSadTmNpaQmSJMHv95vOy3omaBvpJqFO10hrIaFO1IWxUfT111/Hu971rpoCfXt7G/F4HIODgx0Tce2uqOfzeUQiEaiqWpc/m+X4yMM2EZoPXZZly33odoFuQu1BS5Hp6enB6dOnATx67/P5PLLZLLa3t5FIJEwiKRQKdVS827kqTUK9PoyJM8bzslAogOd57O7uYmVlBeVyWU+c0SrvhyXOdOP7b9dNK2uQUCcOpVaSS7UPYDabRSQSgdfrxfXr1+H3+9u9XJ12CeFyuYyFhQXs7u42lBPOckW9WtXYOIwqHA63xIduB+x647Hb5qJWZVrzDAeDwQPi3ZipbUWF08p12wE7r73TcByHQCCAQCBQNXFGs84cljhj501eJZIkdc3TARYgoU5U5agkF+NFvVAoIBaLQRRFhMNhJjq9W11RVxQFKysrSKVSOH/+PGZmZhq6ybGSYlIN4yai0ofO0mCmTmBH60u3iy+jeB8bGwNQu8Lp8/lM4t3qATN2bshUFIX5HoBasPi+H5Y4o4l3Y+JMsVjE2tpaV0z/5Xmehh1ZiD0/lUTLqCfJRRPBqqpicXEROzs7mJqawvDwMDMXy1Z51I1DmkZHRzE/P99U5YCV96ka2nChk+pDJzrPcau7tSqcxWIRPM9jf38fyWQSpVLJJN5DoRA8Hk/Tv9vOVWkWxW692Mk24vF4MDQ0ZHr6KkkSXnnlFciyfGCAmFZ5t1OMaTabpWFHFkJCndCpN8nF6XRiaWkJW1tbOHfuHMLhMHMX+FZU1Pf39xGJRBAIBFoypIkVSqUSNjc3IQgCHnvsMYrYMmDHijrxCI7j4Pf74ff7MTo6CuAd8S4IArLZLFKpFERRrFp5r+ca1ymhLhbLWFraRrFYxvhEP0ZHGxdJdrZe2EmoV8PlcsHlcuHMmTP6MW2AmCAIB2JMjUPEWHwKQtGM1sLeX5hoO4qiQJIkyLJ8ZJLLxsYG9vb20NPT03Q1uR1YKdSLxSKi0ShEUcTs7GzXVgo0H/rGxgYCgQBu3brV6SUxBwn19tAuwWsU75o9odJbvLa2hmKxaGoMrDWKvhNCvVSS8L3vvoXd3TzcLifevJ/Ee39sFufONzarws5i1+6JKdWuKdUGiFUmzmhJSJ3oxzgMnue79j7ZCUion2BqNYpWI5PJIBaLIRQKYWRkBKdPn2b6wmiFoDI2UGqDfFh7cmAFxtz3yclJXL16Faurq51eFkF0hFreYqN4rxxFr/3rhH1kfW0fuzs5nBp7JOiKhTLuv7FyooS6ndcO1L/RaDZxpt1DxMj6Yi0k1E8gjQh0nucRjUbhcDj0OL4HDx4wO1VT4zgXJGMGfLc3UO7t7SESiSAUCum57zzPM9vo2giiKGJ1dVWfLGhFlYkq6u2BRa+31+uF1+s1JR4ZGwO3trYgCAJkWUYsFtMFkpbq0SoURQEMP9/p5FAsSQ3/HBbf83o5KUK9GvUkzqytrUEUxQMbS7/f35K/uSAIJNQthIT6CeKoJBcjxWIR8XgcuVwOMzMzpmltnZz62Wq2t7cRi8XalgHfqZtjsVhEJBKBJEm4cuWKyU/IcnRkPSiKgkQigfX1dYyNjZmqTMZHxKFQiBpkiWNR2Ri4v7+PVCqFwcFB3Z5QKBTgcrlMAslK8T46GoLX68L+Xh5uz6P/3rpzvuGfY2exa/cpmLIsW/re15M4s7W1hUKhAKfTeeDcPO5aKPXFWkionwDqSXLRMNo9Ll26hCtXrhy4oXSjUBcEAZFIBE6nE9euXUMgEGj579Sqs+0U6rIs643A09PTpou4hpb6Yke2trYQj8cxNjaG+fl5SJKkv7/GR8Q7OztYXl7W87a1QTlHDcuxa8XRbti1uquqKlwu14FUj3K5XDWSzwqBFOzx4ic/8Bju/zCJYrGMmdkxzMyebvjn2FmoWy102027NhrVEmfK5TIEQQDP81heXkY+n9cTZ7RzMxgMNrS+bDaLiYmJVryEEwkJ9S6n3iQXRVGwurqKlZUVnD179lC7h8vl0m0zdqdUKiEej4Pn+QNPDlqNVrluxw2m0od+2N+X5Yz3WgJO22i53W49kafya2s9Iq42LEcbU68JeBaTFQj2qHV+ut1uDA4OYnBwUD9WKZByuRycTucBgVTP9aF/IID3/YeZlqzdDth5kwF0thnW7XZjYGAAAwMDpvVo52YqlUIul9MTZ4zDmmpdFwVBoIq6hdDdp0sxJrkAtX3oxlzwkZERzM/PHylK7FRRr3XzkWUZy8vLWF9fx8WLFzE3N9f2m1S7pqdqPvTe3l7dh34YrFpfqj2BkCQJ8Xgce3t7mJmZMd1s6v2Z1YblaGPqjckK2k1K6+8g8d467CoaG4k4rCaQJEnSBdLKyope3dTEUSgUatkwHDuLXTuvHWAvtaZW4kwulzuQOBMIBNDT0wOe5zE0NITx8XEIglD34MNkMolnnnkGGxsbcDgc+PjHP45nn30W/+k//Sf86Z/+qf7U9/Of/zyefPJJAMAf/MEf4Ktf/SqcTif++I//GB/4wAesfxMYgu40XUYjjaKagAsGgw3lgrtcLoiiaNmaW4W2oTAKKi1icnFxEePj47h3717HLvCtFsRarGSpVDrgQ+/kuprF2MhpnJh69uzZhifDHvV7qo2p125SkiTh/v37unjXqu49PT0k3k84x019cblc6O/vNz3Zk2VZt81UDsNp1ppQa+12FbusCd1GscP6HQ6Hfr5pGJ9Ivvjii/jOd76D3d1d+Hw+FAoF5PN53LhxA5OTkzU/Fy6XC1/84hdx8+ZN8DyPW7du4f3vfz8A4Dd/8zfx27/926avf/vtt/Htb38bb731FtbW1vATP/ETiEajzL9/x4HuKl1CIwI9l8shGo1CURRcvny54UdUdqmoV1asd3d3EY1G664st5pWTU+t9KE3GivJqkddE+p7e3t4+PBhXRNTrarMGqcErq6u4tatW3qmcTabxebmJuLxuOnxcCgUstU0QZawc0Xd6nU7nc6q4t1oTRAEAQBM4r3Rc8+u7zlg700GYA+hXg1jUeNTn/oUPvWpT0FRFPziL/4irl27hldeeQV/8id/gmQyiVOnTuHmzZv43Oc+h2AwqP+M06dP6wWR3t5ezM3NIZVK1fydL7zwAp5++ml4vV5cuHABU1NTePnll3Hv3r2Wv95OQULd5jSS5KL5sbPZLKanp00NJY1gJ6EuyzLy+Tyi0ShkWW6ostxqrK5cG58WTExMNB0rybJH/a233kKpVGJiYqox01jD+Hh4Y2MDPM/r4t1YebfjTZk4mnaJ3WrWBFmW9XOvcpKlsWm11rlnZ7GrKIqtn2bZVahXw+FwoFgs4kMf+hDGx8f14xsbG3jjjTfg9/trfm8ikcAbb7yBu3fv4vvf/z6ef/55/Nmf/Rlu376NL37xixgYGEAqlcL8/Lz+PZOTk4cK+27Avmf2CaeRJBdZlpFIJLCxsWGJH9vlctlCqANAPB6HIAgIh8NNb0xahZVCfX9/Hw8fPrTkaQFrVTVFUbC8vIxsNovJyUmMj48zt0aNao+HNfGezWZNAkqrfmq+4265UVuBXau7nVy30+lEKBQy5Vcbzz3jU59AIHDAsmVnoS7LcsefkB4Hu6+/kmo56mNjY/jpn/7pQ7/nQx/6EP7oj/4IoVAIn/zkJ/G5z30OHMfhc5/7HH7rt34LX/va16o+7bXjtaIRSKjbkHqTXIyDeyYmJizzYzudTqZTXxRFQTKZxM7ODs6ePYvHHnuMyQ+yFc2kRh96MzYm1kmn04jFYjh16hQGBgYwNDTU8N+y06Kvmng3Vj8rrQtGAWWVcGLRytSNdPpcq+SwjSPP89jc3MTCwgJkWUaxWMTq6qotk466IUfdzuuvpFAoHFo5r6RcLuNDH/oQPvaxj+Hnf/7nAUBP5gKAX//1X8fP/uzPAnhUQU8mk/r/t7q6aqrcdyP2+SQSDSW5bG9vIx6Pt2RwD6vWF1VVkU6nEY/HMTIygrGxsYb92e3kOB517SnJ5uYmpqamMDIywuzrbIZcLoeHDx/C5XLpjc6vv/56Q4JT+3ywKFKN1U8tb7ia79jYNNhs4ocdzwvWBG+92GHdtcT7yy+/DLfbfSDRw2ibYXVAmJ2fBgD2X3816n09qqriV3/1VzE3N4dPf/rT+vH19XXdu/7Xf/3XeOyxxwAATz31FD760Y/i05/+NNbW1hCLxfDEE09Y/wIYgoS6DWikUXR/fx/RaBRerxfXr19vaFdbLyzmqGezWUQiEfh8Pl3Yab50VmnG+mKVD51VJEnCwsICdnZ2MDs7a4quY1V0W0Ut37EgCMhms6bED6N4alVcH9E4dhDq1XA4HHA6nabKZK0ZA8bpvr29vUxYNuwudLupot7oZ+D73/8+vvWtb+Hq1au4fv06gEdRjH/xF3+BH/7wh+A4DufPn8dXvvIVAMCVK1fw4Q9/GJcvX4bL5cKXvvSlrnnvakFCnWEaEeiFQgGxWAyiKGJmZuaAP8xKWKqoF4tFxGIxFIvFA6+7VakqVtGoUNd86D09PUyk1liJFre4tLSEc+fOIRwOHzjXu12oV6OaeK/M2s7lcnqVVLMtWDEGvJPYVfDadd3VqDVjoFAoIJvNHpjua7RttfvaZHeha/f1G1FVtaHPwbvf/e6q13UtM70an/3sZ/HZz3626TXaDRLqDNJIkku5XMbi4iJ2dnYwNTXVFqsHCzciSZKQSCSwtbVV0/rB0oaiGvUKdeNmpBt96NoGJBQK4e7duzUfr59EoV6NalnbkiTpWdvGKZfagKZqk1oJ62lk4JEdMU73rRTvPM9jd3cXKysrKJVKByrvXq+3Zeuiijo7iKJY90wWoj5IqDOEqqq6D/2oRlEtCWNtba1mBbIbMTbITk5OHmr9aNfkz2Y5an3d7kMXRRHRaLTuDQir+e4s4HK5qk655Hkeq6uryGQy2N7e1r3xmngKBAJMnlN23VTYdd3HwSjetQZAVVVRLBbB8zz29/exurqqC7hK8W7F+0VCnR2y2WzXFZM6DQl1RlAUBbu7u/qN87Akl/X1dSwtLWFsbAzz8/Nd8wE/ikwmg2g0ioGBgboaZFlPp6llzVFVVU9jGB8f7zofuqIoWFlZQSqVwqVLl3Dq1Km6btZUUW8MTbzn83kAwMTEBMrlsl55397eRj6fh8vl0oVTKBSC3+8/cWLTKk6iUK8Gx3Hw+/3w+/0YHR0F8Oi9EUVRP//W1tZQLBbh9XpNA8J8Pl/D7yEJdXaoFs1IHA8S6h3GmORy//59vOtd76p5kcpkMojFYujr62PCo9yum5IgCIhGo3A4HLh27RoCgUBd3+d0OiGKYotX1zwOhwPlctl0bH9/H5FIBMFgsON/41b8fbe3txGNRjE6OtrwJpPlQUx2we12Y3BwEIODg/oxTbxns1mk02kUCgW4XC5T5b3d4t2ugtfugrGVcBwHn88Hn8+HkZERAI/+zqVSCdls1iTePR6P6fw7SrzbXejaff1GqKJuPSTUO0StRtFqFyOe5xGNRuF0OnH16lXT+N1OoVU3W3kz1Sap8jyPcDhseqxfD3ZqJjXaQObm5jp+odNsJlb9ffP5PB4+fAiHw4EbN240lUZEFfXWUE28l0olvfK5tbWFQqEAt9ttalhtpvLZ7dh1g9EpOI6D1+vFyMiILt4BmCrvGxsbKBaL+vlXbfPYDRukbjlveJ7v+P2r2yCh3maOSnIxXuiLxSLi8ThyuRxmZmZMzWOdRotobEXF1+i/P84kVTs0k2pxhJubm7h06RJGR0eZuGBr1evj3vwkScLi4iIymQxmZmZMYrCZNZFQbw8ejwdDQ0Omab6aeM9msybx1Ejls17sKnjtum7WnlR5vV54vV4MDw/rx6ptHjXbVqlUQqFQYLbn4iSRzWbJ+mIxJNTbiCzLKJfLNZNcNPHLcRyWlpaQTqdx6dIlXLlyhbmLTytEsNGbffr06WP771luJlVVFfv7+0ilUrhw4QJzPvRmMt6NGHspzpw5g/n5+WOfw80IdRL31lFNvBsrn+vr6wc8x1Y2DNoBuwp1O6TVVDv/NNvW5uYmlpaWkM/n9bQj7Rwk8d5eBEGgirrFkFBvI9rF4rCUkuXlZWxsbODs2bPMiTcjLpfLUqG+t7eHSCSCnp4e3L5925IoL1Yr6tlsVp+6OTIyggsXLnR6SQc4jlDX4hZ7e3st9dmT6GaPapVPURQPeI6NaR+hUOjIz7edBa8d121X64hm2/J6vfrkSmPDdDXx3g1zBliG53mqqFsMCfU2UsuDrqoqtra2sLe3B5/Ph/n5ebhcbP9prEpUyefz+gTRK1euoKenx4LVPYI1j7ooiojFYigUCpidnYWqqkgmk51eVlWaiUIslUqIRqMoFAotyXuneEZ7UOk5NqZ9ZLNZpFIplEoleL1ek22mlTnb7aKdQl1RVLwV30B0OQ23y4kbc+M4M9ZYH4+GHSrq9VKt56LanAFtSFinJ/x22zWN53k9ppOwBrbV4Algd3cX0WgUwWAQo6OjGB8fZ16kA8evVhsHNU1PT5sqclbBSkVdURQkEgmsr69jampK96HzPM+sNaeRhJVm4xabWRMrNzW7Vk47Qa20D2POdjKZNA3JYfVzcRTtPC8eJrbw+oMUhvqDkBUF//jyIn7qPTMYGWi82KHN7ehWas0Z0Cb8JpNJ5HI5cByHnp4eXbz39PS0XLx3U+ILQBX1VsC+IuwijBfCXC6HaDQKRVH0SnI0GmU699tIsyJYURSsrq4imUzi7NmzLR3U1GmPemUe+r1790wX/U6v7zDqtb4cJ26xUSiesXuolbOtifeNjQ3kcjlkMpkDEy47HUt7GO0U6supXfT3+uFxOwE4kSuUsJHmmxbq3VJRr5dqE35lWdbF++rqKnK5HACgp6dHf/oTDAYtvc51m1Anj7r1kFBvM2noKIAAACAASURBVFrkYDabxfT0tKkxRmsmtQONrlVVVWxvbyMWi2FkZAR3795t+ZODTlbUs9ksIpEI/H5/Tc/9cRs2W8lR1Wsr4hatXlO7aEc06UnEKN410X727FnTePrl5WVIkqSLd008HTX8rF2087zw+1wQ8iL8vkevXZJleDzNCT47V9StXLvT6URfXx/6+vr0Y0bxnkqlIAgCAByovDcrtrtNqFNF3XpIqLcRVVXx5ptvYnx8vGrkoJ2EeiMimOd5RCIReDwe3Lx5Ez6fr8Wre0QnKrCaDz2fz2N2dvbQCxZrHnojtTYRxrjFcDhs2mi2GlaEOmA/X6kd16v19FQbT18oFJDNZpHJZJBIJCBJEgKBgKny3gnx3k6hfm1mHN/9/6LY2uGhqiqG+gK4MNFc/KmdPeqtfhpQTbwriqKL9/X1dQiCAFVVEQwGTeK9nmJUNwp143tFHB8S6m2E4zjcvn275k3T5XIxPUnTiMvlQqlUOvRrjKJ1Zmam7R/edlaIjNnv9fq0Wa6oVzZuqqqKjY0NLC4uYnJyEnfv3m37jZ0VoW63yiMr75tVGMX72NgYgEfnZz6fB8/zyGQyWFpagizLCAQCpobVVj/Fa6dQHwgF8DPvnUN6Nweng8PYcOi/2WAax87Wl06s3eFwIBQKmQoxiqIgl8vpcZHxeByqqh7YQFaeg90m1AVBoIq6xZBQbzOH3TRdLpfuiWOdw1JfZFnG0tIStra2mBri0wq0xJ6FhQWMjY015NNmWagbn0ZocZLBYPBYcYuqqmLh/hLe/n4UYxfHcPP9jzUknFhJfek24csijQpejuMQDAYRDAYPiPdsNot0Oo3FxUXIsmyqelot3ttdme4JeNETOH5ajp2FOitC15gio6EoypHnYLlctu17Xw2yvlgPCXWGsCrysB1Us76oqoq1tTUkEglMTEwwnQNvBTzP4+HDh/D7/bh161bD8XKsCM9qOBwOlEolvPXWW8jlckfaeI5CVVU898zz+Nf/+6Wq/7874Ma52Um85xfu4gO/+h/QEwoe+JpmrEzdukEkjsYo3k+fPg3gHeGkTbdcXFyEoigHKu/NCj+7er3t3HPB8ibD4XCgp6fHFDtsPAfT6TR2dnYgSRKKxWLHrVtWUC6XmW74tiMk1BnC6iFCraRSqO/s7CAajaKvr8/SITcs0mlLT6tRFAXZbBbr6+sIh8O4fPnysW/ir33vfk2RDgDlfBnx15cQf30JX//fvw2H04H/4Y9+CU/+2o/rX8NK6gtV1FtPq95fo3AyivdqlgWt6hkKhepuFrSr4GVZ7B6F3dZeeQ5ubGxAFEUMDw/r1i2t78JOiUeA/Xph7AIJ9TZz2EXcTs2k2lpzuRwikQg4jsPVq1cRDB6shHYaq26ezfjQ7UYmk0E0GoXT6cT09LQuZo5L8uFaQ1+vyAr+r2e/gbOzE3js3bMA2BHIrKyj22nXZ6uWZSGXy+kbVq1Z8KikDzsLdTuuG3i0dhasL80iyzJcLldV65Yx8WhlZQXlcvnAlF/WxHutwY5E85BQZwg7CXVFUbC3t4c333wT4XDYNAWOJbSs8uNcyI0+9FOnTrU8L7wT5PN5RCIRAMC1a9ewublp6c+/+Pj5hr9HVVT861+/3LRQ13LsZVlGKBSC3++nG4hN6PRGqJZ415I+1tbWkMvldPGu2WbsKnjtVpU2IsuybdcOPFp/NbF9WOKRIAjY29tDMpk8IN47OeWXhSee3QgJdYawg1DXplCurq7C4XDg7t27TN+YtAjEZoW15kP3+XxtjZZsF7IsY3FxEel0GjMzM3rcotWNrtd+7DJ+4pn34u/+7J8b+r6QYXhLI0I9m83iwYMHCAaDcLvdSKfTKBQK8Hg8eiVKq0Y1ev5SRb09sHZdMSZ9TExMAHj0+dEq76lUCtlsFvfv3zdVPDs1mr4RKJ6xczRyfzKK92qDwvb397G6ugpRFKuK91Z/pnK5nMmPT1gDCfU2c9gHheUUEK06ubi4iFOnTuGJJ57A66+/ztzNtJJmhx6VSiXEYjHkcrmu9KFXxi1WNv62Qoz+L1/5OH7ht34Wf/H5v8KP/vkBdjf2gUN+RWi4F09+/B2Pej3Nt+VyGbFYDIIgYG5uDoFAAJIk6a9NFEXwPI9sNou1tTXTDU2rih71KJn1c74bsIuFxOl0mmL6CoUCrly5ogsn42h6o2hiTbzbWezaee3A8VNrak351a512hMgURT1QoX2z+fzWfo5y2azNJW0BZBQZwhWb0z7+/uIRCIIBoN6uomqqsxuKow0KtQrfehWNFIeRbtFCc/zerW5VuNvq4YxTYbH8b9+4388cHx7bQcvfuV7ePnF+5BKZVx+1wye+T8+jP6Rd5JmDts8qKqKVCqF5eVlXLhwQR8oVvmEyuv1wuv1Ynh4WP8+TVQZfaB+v18XYNUi/Kii3npYvR4ehqqqcLlcNadbZrPZquI9FAohEAh0THDauaLOSjxjs7Ri/RzHwefzwefzYWRkRD9uFO8bGxsoFotwu92mQsVxxLsgCCTUWwAJ9TZjp5tPoVBANBpFuVzG3Nyc6QNol9ehedSPQlVVpNNpxOPxtvrQtSpxO95P41OCeqamlstly9dQzIlQZAX+XvPNYHh8EM/854/gmf/8kZrfWyv1ZX9/Hw8fPkRfXx/u3r3bUC52rWqUMT7NmH0cCoUgSRLzFjWiM9T6LFebbilJku55X15eRi6Xg9PpPFB5b8e1QVGUlg+DahUnvaLeCJWFCuBw8a79q7e/h+d5EuotwJ6fzC6n0499jWPip6amTDtyu1FPRZ3neUQiEXi93rb70LXKdStvNIqiYHV1FclkEhcuXKjrKYHVGe+KouAvnvt/8C9//QpUFbj23ln82v/5EXh89WcFV1bUS6USotEoCoUCLl++bNkNotrwHOPgkmKxiLfffhscx+mNhHbxItuFTl8Dm6WRdbtcLvT396O/v18/JkmSLpqqiXet8m71e2NnsWvnTQbQ+fe+mngvlUr6ebi1tYVCoQCXy2US79XOw2w2S8OOWoB9z+4uRROWnbjwKIqCVCqFlZUVnD17tiNj4q3mMAuHVmEWBAGzs7Md8aG3ui9Bi1scGhpqqNpsdWb5v/zVK/jnv3oFPf2PLu73//kB/stX/g6/8OxP1/0zNKGuqiqSySSSySQuXryIsbGxlos6Y/bxzs4OLl68CJ/PV9POoD1GbldFlGCH4/y9XS4XBgYGMDAwoB8rl8v6eba0tIR8Pl+XaGoEu6bVAI8q0p1KObECFq07Ho8HQ0NDergA8Og81MT79vY28vk8nE6nbqV84oknGhbq58+f1weMuVwuvPrqq9jZ2cFHPvIRJBIJnD9/Hn/5l3+JgYEBqKqKZ599Fi+++CICgQC+8Y1v4ObNm614+cxBQr3NHHUx1JJf2i3UNdtHo4KO9cpXtYq6llyTSqVw8eLFtvjQD1tfK4R6oVBAJBKBoii4du0aAoFAQ99v9QYi+noCDqdD3/h5fB5EX1tq6GdwHIdisYiXXnoJAwMDdZ2nrfi7ahsGYwqIhmZnyGazekVUE1WaeKeYyKNh/brSTtxud1XxrokmLdHoOOeZnT3qna5IHxcWhXo13G43BgcHTVHMWvP+P/3TP+Hzn/88YrEYgEcFolu3buHWrVuYm5s79Dr9D//wD6Zq/he+8AX8+I//OD7zmc/gC1/4Ar7whS/gueeew9/8zd8gFoshFovhpZdewic/+Um89FLtIXrdBAl1xmh3RKNm+/B4PLh+/Tr8fn/d39vJ6n+9GIVwp3zoh2F106Ysy1haWsLW1hbC4bDpAtjouqy0vpw6OwRFknUBVhLLOHW2/rWJooilpSXwPI/bt28zGwFWzc6giapsNqs/Rna73aZm1XZEpxHdQy3RlM1mTXYFo9c4FArVbBS0s9i189oB+wj1arjdbly+fBm///u/DwD48pe/jEAggMcffxyvv/46nnvuOTx48AA+nw9f/vKXce3atSN/5gsvvIB//Md/BAD80i/9En7sx34Mzz33HF544QU888wz4DgO8/Pz2Nvbw/r6umVD+ViGXYV1QmmXUBdFEbFYDPl8vun4QbsIdVmWTRsSlvLQrapca/GZCwsLmJiYOBC32ChWW1/e/4vvxo/+JYK1hU2A4zB4qh8//z//1JHfpygKkskkVldXcfr0aXi93o6L9EajK6uJqlKphGw2a4qJ9Hq9JvFu5cRBu6XUUEW9cdxu9wG7guY1zmaz2Nzc1BsFtXNMS/mw8/ttd6EO2Cec4Sh4nseFCxfwvve9D+973/v044IgVNUJHMfhJ3/yJ8FxHD7xiU/g4x//ODY3N3Xxffr0aWxtbQEAUqkUzpw5o3/v5OQkUqkUCXXCeuqxvrQiFk9DlmUkEglsbm7i4sWLOHXqVNMXiWYzytuJoihYX19HKpXqmA/9MKwQ6tpQJr/fj9u3b1vi17Ta+uLv8eF/+/onsPijFciygouPnYEvePg6d3Z2EIlEMDw8jPn5eeRyOaysrFi2pmaxImPe4/FgeHjYFBMpiiKy2Sz29vYOxERqFdFmNsV2FAF2Fo4sUc1rXC3lo1wuQ5IklMtl2z3hsXNFutsQBKGqR71WceX73/8+xsfHsbW1hfe///2YnZ2t+bOrXXPtco4eFxLqHeCwG32rKuqqqmJ9fR1LS0uWVFwBtiepaj70RCKB/v5+XLt2jckP9XEEcalUQjweB8/zlm9CWjHwyO1xYeb2xSO/rlgs6rGgRn+91VV+ljDmHhtjIguFArLZLDKZDJaWlkwxkVpFlEQK0QjVUj7efPNN9Pb26sNxisWiabJls1N820E3VNS7hUbjGcfHxwEAo6Oj+OAHP4iXX34Zp06d0i0t6+vr+vVwcnISyWRS/97V1VX9+7sdEuqM4XQ6LRe/Ozs7iEaj6OvrqzngphlYrain02nEYjGMjo5idnYWPM8zeYMBmhPqxtQT43CfTq/ruGjDptbX1zE1NaVfoDVasXlohnatwzguvFpM5ObmJuLxOFRV1WMie3t70dPTY3vhQhX19sJxHAYHBxEMBgFUn2xpFO/G3opOQ0KdHXierzv1JZfLQVEU9Pb2IpfL4bvf/S5+7/d+D0899RS++c1v4jOf+Qy++c1v4ud+7ucAAE899RSef/55PP3003jppZfQ19d3ImwvAAl15rCySp3L5RCNRgEAV69e1S/CVsGaUBcEAQ8fPjT50DOZDNNV2EZTXzQ7SKPpPI3SbqGeyWQQiUQwOjqKu3fvVq0SsyTUO4UxJlJDURQ9aSaVSkEQBNPUS1EUqereZWzzeQhFET63G6f6jh8BWpn6Um2ypVG87+/vY3V1FaVSqWrlvZ3YWaizfG9qBp7n636yu7m5iQ9+8IMAHqVlffSjH8VP/dRP4c6dO/jwhz+Mr371qzh79iy+853vAACefPJJvPjii5iamkIgEMDXv/71lr0O1iCh3gGOsr6Ionisn18ulxGPx7G/v49wOGxqYrMSVqwvRgvIzMyMKXHD6lQVq6l3fca4xccff9zyTVcl7RLFxWIRDx8+hKqquH79OgKBAJbeTmEzuYPRyUFcvDLR9jXVAyvrAFA1JlJroOZ5HplMBqIoIp1Om/zuLMdEUkW9NtH1DF6OJ8GBg6KqeOzMKG5cOJ4FoB6xW0u8F4tFXbwnk0mUSiX4/X5T5b2V4t3OHnVFUWy79mrU8qhX4+LFi7h///6B40NDQ/j7v//7A8c5jsOXvvSlY6/RjpBQZ4zjiF9jPvj58+cxOzvb0ptdpyvqxkSQWhaQTq/xKI6qXBubf6enp9s2JbbVFXVFUZBIJLCxsWF6XX/zrX/Ff/36v+hf9zP/8T148pl362tqRiBbLapZ2jDUwul06jGR2jVlbGxMTwDRsreNCSChUMhWTYQnkbIk49XFFIZ6A3A7nVBUFW+vpnFpbAghf/M2lGYHHnEcB7/fD7/f//+z9+ZRjp313efnbtLVWvvWXb23u3qxTbvtdrcDSZywmJgMfiEM2M4JJH5DAhNOIIQwBuJMHHJY3sFh3gxMQggmZAECQxKCAzkQGDAJ0LaJ7djurr27uva9tF1d3XX+UF2hqlZV1yKVrsr6nONju1qteiQ9eu73+d3v8/2tOFuh6zrJZJLFxcUVB6OLK++KsvGuxNcbe61W1Gt5k1GKdDpd9VSu3UhdqPuMrQh113WZmZlhaGhoR/PBqymCi33o673eWhXq3mc6ODjInj17ynL4txzjKgfeZ9fZ2bnidS3Npnjss98nFAkiyRK2ZfMvf/V97nj1zTS1x7ckkAVBqAvPZdaLiUylUkxOTq6IiayWlQHqFfW1MG0H1wVleb0Tl+e3tc01rpwNj4rFe0dHR+H5s9ksqVSKhYUFRkZGsCxrRapRLBbbkniv5bmy24S667q76vX4hbpQrwLrLSqbFeqJRIK+vj7C4fCO54PLskw2m92x3wf5HXtfXx+yLHPLLbdct0FTpTp/lotS1hcvblFV1bLFLW5lXOWuGmuaRl9fH4IglJyr6YSGKIlIcn6hl2QJURJJJ7IFoe6Hz7IWKuobZb2YSM/KUFwN9URVuaqhu4mdmBOhgExbLMRsMkNTNEQ6axAOKsTU7a0Rla5KFx+MLhbvmqYV7FlXrlzBsizC4fCKubaRczh1oV59dsua6EfqQt1nbFSoexF2hmFw4sSJTUUilYudrFYbhsHQ0BDJZPIaH/p6+N2jLkkSpmkCPzlbkEwmq575Xk5RXNwttaenZ0WmczFte5sIhQNkUlnCUZVsWkeNBGnvbiqMyQ8XA7+MoxL4JSayVquklR6zIAi87PhBnhwaYzqRoTka4vYje1Hk7b331Xi/BUEgEokQiUQKqUaeePfsWcPDw4W55s2zjYr3WmA3CXWPWvze+p3dMdt3EdcT6pZlcfnyZWZnZ7nhhhtobW2t2hdjJ4T6ah/6Zn33tWB9sSyL0dFRrl69uiNnCzY6rnII9c3Yd4KhAL/9yP186qGvMDu+SNveJn7zg79EMJS3XuxmgexnSsVEuq5LJpMpGRPpVUN3Q0zkZtgpsRsOKvzsyUNlf95qrzneGDzx7kXveXMtlUpdI97j8TiWZWFZVk2K990k1E3TrMnPoBaov6tVYL0FcS1h6bou4+PjjIyMsG/fvh33LJei0qkvnpe5ra1ty1GE1cgD3wyaphUaN1QybnGzbPeirWkaly5dQlGUTVmyuo928MEv/G/Yll2wwBSPyQ9C3S/jqCaCIKwZE5lKpUrGRMbjccLh8IbWrVqsqG/1QGad9Smea554L+4nYFkWzzzzDK7rFirv3kbR7yJ4Nwn1zTY7qrNx/KEK6hQotdDPzc0xMDBAc3Ozr8RcparVm/Whr4dfL5y6rtPX14emabS2ttLT01PtIZUF27YZHh5mbm6Onp6eLUeDrhbpUBnf/Fbxyzj8RHFM5N69+VjN4pjIkZERMpkMkiTVTEzkZqjFzUWtUtxPYHx8nNtuuw3HcQqV96mpKVKpVEG8FzcD85Mw3m1CfaPRjHU2hz8U34uMjS7mxYK1uJW6Xyi3UC/Of+/p6aGpqalsz+0XVsctyrLM5ORktYe1bVzXZXp6mqGhIbq7uzl37lxF7vj4QSDXxdjGKY6J9DBNsyDeh4aGSsZEVro67boujzzwZ1z4l/8koCi85+9+i1vuvHHbz1mfGztL8TwRRbFw96b4zz2L1uTkJOl0+hqLViQSqZpYtm276nfGy0UqlapHM1aIulD3IY7j8MILL5BOpzd1cHKnKZf1xXEcxsbGGB0d9Y1Hu9ysFbeYTCZ9bc3ZCF5H2GAwWNGUmq3OiXLPpbr1ZXtsJCbS++/m5uZClb6cMZG/dev7mBqaASCby/HBe/6E93/pt7ntrtNbfs66UN95rpdWU0q827ZdqLx7Fi2AaDS6ovK+EwLacZyqxJ9WgmQyWa+oV4i6UPcRtm0zMjKCpmkcPnyYkydP+nrhL0dFfW5ujv7+/m350P3OekLW76k062FZFkNDQywuLnL8+HHfbijr+J/VMZG9vb2FdKBKxER6Ir2YD73xT/mHxKNbfg11ob7zbCVW0rNerbZolTpfsbryXm7xXre+1NkIu08V1QCrF3PXdZmammJ4eJg9e/bQ2NhY1TSXjbIdz3Amk6G3txdJkrbtQ98I1biIFlt51hKyfj/sWori+bpv3z6OHTvm+7laTmqxol5r4xUEgUAgQENDw4p29V7TnOLc7eIDhOWOidwMdaG+85RL6EqSRENDw4pIXE+8J5NJRkdHyWQyKw5Hx2KxbYv33STU0+l0/TBphagL9SqzuLhIf38/sViMs2fPEggEWFpawrKsXXNLrJhq+NA9MbxTC2JxQs+BAwfWtfLUmlD3mjGFw+HCfPU75RZQtSbUa1E8lvrM1mqa49kYimMivQOEOxkTWatCvZbm8moq2aiplHi3LKtQeb969WrhcHSxbWajyUawu4R6vaJeOepCvUpomkZ/fz+O43Dq1KkVhzAqHXtYDarpQ/csOjuxIC4uLtLX10djY+OGrDx+75zqYVnWirsD1WzGtFlqUTzV2RhrRfd5BwjXiomsBLUq1CvdlbSS7PTYZVm+5nC0ZVklk41Wx5KWmhu7Tah3d3dXexi7krpQrwKO43Dx4kUOHTpUskvjbhPq8/Pz9Pf309LSUhUf+k6IYa9TrGma3HjjjRs+/e73irrjOExNTXH58mUOHDhAT09PTYmRSoy11irqtch2RG/xAcLVHuRkMsnIyAiCCG6Zv3a1KtRrddzAjt4pXQtZlmlqalpxd7hYvF++fBlN01bEknqV990m1OvWl8pQF+pVQJIkzp49u+bFvpaEutdqvlRVI5PJ0NfXhyiKnD59uuI+9LWoZHdSx3G4cuUKU1NTHD16tNB2faP4+TCp4zg8+eSTxGIxbr/99i0f3POYn0ny7a89Syalc8sdRzh97nCZRrqz1IV67bHaxvA/f/RBfvv2h1Y85t5HfpGnn356hd9dVdUNi9haFby1XFH3a7xhKfFeHEs6NzeHpmnous7IyAiNjY0131MgnU7XrS8Voi7UfUgtCXVPBBcvlqZpMjQ0xNLSki/y0Csh1F3XZXZ2lsHBQTo7O7fcKdaPi7JpmgwMDKDrOqdOnSrL57e0kOF/PPj/kknriJLIj/9jgPt+405e+sqTZRhxnd1GpUVvd89e/ury/+Sx/+dbWKbNL77tFTR3NWEYBqlUimQyydTUFLquEwwGV4j3teJHXdf1pWi8HrUs1Gtp7KViSZ988klaWlrIZDLMzs6SzWaRZXlF5b1WxHvdo1456kLdh9SiUFcUBdd1GR0dZXR01Fc2iXJXrb24xUAgwJkzZ1BVtWzPXU2KD8EeOnSIdDpNJBIpy3M/86Mh0sksjS15S1BON/nGV56qqFD37nZMT08XhFY5qlb1ivruIN4c4/7ff/2KnwUCAVpaWgqWRNd1CxnviUSCsbExDMMoGRNZqxX1Wh031JZQX4vW1tZCshFQ2CymUilmZmYKDcG2eqdnp6gL9cpRF+pVYr2LvSzLZLPZHR7R1vA2FdX2oa9HuSrq3oFKv9wpKCeJRILe3l4aGhoKn9/k5GTZBKmz6nnylqnKid2FhQV6e3tpb2/nxhtvRNM0ksnkNZ0wvX8q1aSpztbwi3gUBIFgMEhbW9t1YyK9NW9xcZFYLOarNXA9alns7gaP9+p5vnqzCJS801PczdcP4j2VStVUyEAtURsryYuMWqqou67LCy+8QDAY5CUveQnhcLjaQ7qG7R4mXR236Jc7BeXAMAwGBgbQNI2TJ0+uOAzknT8oBzfdepB/+fsnSSWyyLKIkbN41evOlOW5i8nlcvT19WGaZuFchGEYBIPBFRurXC5HMpksJIPkcjnC4fCKyvtaQqteUX9xs1ZM5OTkJDMzM8zMzDA8PIzjOFWJidwstSzUa3nsm6GUeM/lcoXK++Tk5Jo2rZ26VtUr6pWjLtR9SC0IddM0GR4eZmFhgcOHD3Pw4MFqD2lNtlNRX1paore3l8bGxrIcqPQLxTaltbrgljORpq2zgXd/8HU89vdPoKV1bn3pDfz0q05t6blKVVuLX493qHc9Qb1WlTSZTDI3N8fly5exbbuQj1wstMq5galTGr9U1DeKV3mPxWIcOXIEWDsmsjhzuxLdLjdLrb3XxTiOUzN3LspNMBgkGAwWuvnCTwoQqVSKiYkJdF1HVdUVUZGVunuo63rVAiN2Oy/OGe4D1lsY/SzUXddlbGyMq1evcuDAAbq7u31ZRS9mKx51L27RMIxNxS3WAt7mo6mpaV2b0nY6z5Zi74EWfvO9v7Ct5yj1vfFeT3NzM+fPn9/SrfDiKmlnZyewttASRbFQoV8rH7nOi4/Vgvd6MZFet0vvccUNc3ZyTtVyVdq27bptrYhSBQiv8u6tY94dxmLbTLnew/paWBnqQt2HyLLsy8g+z4fe3NxcEHjDw8O+HGsxm6moO47DyMgIExMT3HDDDbS1te3I4rMTVa1cLkd/fz+5XG5Dmw8/Vo69KrkgCCtsO5XYTJUSWpZlFZqaePnIXkpDsd+9fsHaHrVY5d3ImNfqdukJKS+2r3hOFfuPs6aFaduEAwpymcR1LQv1Wh97pee4IAioqoqqqivEu67rpFIpEokEo6OjJQ9Ib6brtDf3a+07WyvUhXqVqKWKuqZp9PX1AVzjQ69kRnm5kCQJ0zSv+7jZ2VkGBgbo6OjYcmV2K3ge+kr9PsdxGB0dZWxsbIUt5Hr4sRmTIAjYts3ExAQjIyNr2nYqhSzLRCIRFEVh//79AIVUkGQyWfCKFl/04vH4rrFM7SZmRhd47j/6CQQVbnvlKULR7aU3bXVzUSpzu9ThwSnDZNSwUFWVlliMlx87Siy4cTFV7nH7gVoW6tU6CCsIAqFQiFAoVOj7USzeFxcXuXr1KqZpFtYx75+1xLvrti7eagAAIABJREFUuvVzOxWkLtR9iCRJvhDqlmUxNDTEwsICx44dW7OL6kZEcDW53mYik8nQ29uLLMtViVv0rDmVWLQXFhbo6+ujtbV105uPcltfyoFt2/z4xz9ekU5TbQKBAK2trQWvqHfRSyaTLCwsMDIygmVZ1xwsrPW0ikpSafE4/NwYH3ngLzFzJoIk8k9//h0e/tJvEW3Yuo2vnGNefXhwQcvSe7GPzpCLoecYGRvn78bG+Km9nYUK6FY3hLUsdmt57H5KrFlLvHvpRouLi4V1rLgI4bouLS0tm/Kn9/X18aY3vanw/8PDw/zRH/0RS0tLfPrTny5U/j/0oQ9x9913A/DhD3+Yz3zmM0iSxJ/+6Z9y1113lfkd8DfVv8rVuYZqC6TVPvRjx46teQGSJAld13d4hJtjLY968Ubk+PHjVYtbrETl2vPYm6a55TSeallfBnon+eKj/04qqXPjLft401teiiQLBZvLLbfcUnLTuFNcL/Wl+KLnpYI4jlOIiJycnCSdTuO67oqqeyQSqdnKZq3xqfd9iaW5VP5/BDBzJv/2+R/y397+8i0/ZyU3FxnTJKAoNEXzfQ3aOjqYz2S44YYjJJPJFUIqHA6v8B9fbzNbF7vVwa9dVT3WSjfyDt1PTU3xtre9jVQqRXd3N5qm8Z3vfIczZ87Q2Ni45vP29PTwzDPPAPn3YO/evbzuda/js5/9LL/zO7/De97znhWPv3jxIl/84hd54YUXmJiY4BWveAX9/f01+7lvhbpQrxJ+vSB7FdhiH/p61Ir1pXiMrusyMTHBlStX2L9//7obkZ2gnELd89hPTk4WbC5+GNdGmZlK8MmP/iuCCIGAzIXHB0gsJTnzshYOHDhAY2Nj1Q/2biWeURRFotEo0WiUPXv2ACsPFnq+d1mWV4j3cmUj++3OyPWopOjVNYORvslCJ1HXddE1g9mxxW09byXHHFluqGQ5DrIoktRztEYi12wIXdctbAhnZ2eviYmMxWLX3M3ZCa90pajlTUYl7Y6VYvWh+8cffxzbtvnmN7/Jxz/+cb72ta/xh3/4hySTSU6cOMGtt97Ka17zGk6cOFHy+b797W9z5MgRDhw4sObv/OpXv8q9995LMBjk0KFDHD16lCeeeII77rjjuuOtZVtXMXWhXgdY34e+Hn7z05eiOEfda+wTj8d9E7dYLkE8Pz9PX18f7e3tnDt3btsXgWrkhQ/1TWHbNvFYGNu2ESSb554e4zd/59UEAgFmZmZqTnSuRamDhaZpFvzu09PTZLPZQryaJ943c8gL/FsUqBaLM0nkoIJjOYW5JAgCXYfbrvM318cT/pWgORzizN4unp6YQhAgGghw+7691zxOEAQikQiRSISuri5gZXqRdzcHKMREes1zapFaFuq1fDegGEmS6Ojo4Pjx43z84x8H8q+tr6+Pp556irm5uTX/7he/+EXuu+++wv9/4hOf4K//+q+57bbbeOSRR2hqamJ8fJzz588XHtPd3c34+PiGxrZb1r66UPcxO7Eb3IgPfT1qoaIuiiKGYfDcc8+h6zqnTp2qelW2mO02ZNJ1nd7eXlzX5fTp02WLy6xGRT2oKrguZDIatmWhKAEiEaUgTv3QbKiSY1AU5ZoW9l428tLSElevXl1hb/CqpLvhgl9MJde+hpYo4XgYHBcja+Qz0KMqd9z9km09rzfm57/fyyff8SiWaXP/Q6/n5+57aVnG3dPWwv7GBizHJqRsPPWlOL3Io/huzsLCAoZhMDMzsyJvuxaiR+tC3R+kUqkV80uSJE6ePMnJkyfX/DuGYfDP//zPfPjDHwbg7W9/Ow899BCCIPDQQw/xu7/7uzz66KMl19qNzMtnnnmGy5cvF+4odXR00NHRQVtbW81tTOtCvUpcb6J5lepKTajibpvbsX/4Xag7jsPExAQLCwvcdNNNG0482Um2kvMO+dd25coVpqamClGS5R7XTgp113Vp36sSjsPSnIGsKOC6/PKv/1ThMX6MjKwkxfFqxYe8PHvD9PQ0g4ODuK67ojmTHxrp+JVwTOXX//C/8ZmHv0qsRcC2He5916to6VrbV7sRHMfhmX+7xGff9cXCz/7vt32G3h8O8PY//dVtjjpPSJEpx2W7+G6O67ooikJbW1uh0+Xq6FFPvFe7Tf1qalns1vLYV7OVrqTf+MY3OHPmTMG25f0b4K1vfSu/+Iu/COQr6KOjo4U/GxsbK9gHS9Hb28uXvvQlcrkcg4ODTE9Pk8vlWFpaoquri3vuuYf777+/7NfLSlIX6j6lkkK92Ie+XfuHXzPf4Sdxi62trcTj8RULgZ/YiiCem5ujv7+fzs5Ozp8/XxFRtpPVa03TuHTpEoqi8NBH7uOFp8fJpHUOH+vk0NGf+Ox3e0V9o7+/lL1hrUY6xV5sP4ms9aj0WG9/1Y3ccHo/UyPztO1tpHXP9g+Su667QqR7fOtzj5dNqFcCb36UiolcbcXSdZ1AILBCvFez4VC9ou4PVlfUN8IXvvCFFbaXycnJwnr2j//4j9x4440AvPa1r+X+++/n3e9+NxMTEwwMDHD77bev+byelev1r3994Tk8FhYW+NSnPsWDDz7IO9/5Tm6++eZNjbla1IW6T6mE91vTNPr7+3Ech5tvvplIJLLt5/RLlGQxq+MWFUXhqaeeqvaw1mQzQt07SyAIQsWjJHeiou44DsPDw8zMzHD8+HGam5sBOP8zx0o+vtoi2S9jWI0oioVquodlWSSTSSYmJshkMjz55JO+ElnVpqk9TlP75qqA67HenMhkMmVZbyvBemJ3tRULVrap9zpdqqq67ZjIrVBLm8/V7DahvpmKuqZpfOtb3+JTn/pU4Wfvfe97eeaZZxAEgYMHDxb+7NSpU7zxjW/k5MmTyLLMJz/5yXXft9OnT3P69OkVPzNNE1EUaW5u5n3vex+AbwuMpagL9SqxUetLObAsi+HhYebn57fkQ18PP1lfiv32PT09BdHnuq5vxliKjQhi27a5fPkyMzMz9PT07Eg84VYtORvFuyvQ1dW14bsCWxHJtXoh3y6yLNPc3IxpmsRiMQ4cOFAQWclkkrGxsUJTk2K/ux+y6WtRgK03L991+//Bp1/42A6OZuNsNvWlVJt6r2/AdmIit0qtzRMP27Zrziu9FqlUqlAN3wjhcJj5+fkVP/ubv/mbNR//gQ98gA984AMbem5v7VhaWuLf//3fGR8fR1VVotEoruty2223cfDgwZraJFV/RX4Rs57oKIdQL/ah79u3j/Pnz5d9UfPDIum6LpOTk1y+fLnk6/TDGNfjeodJZ2ZmGBwcZM+ePRWzuZRCFMWK3C0pPvy62bsCfqhm+2EMW6WUyPJykb04P9u2V/jdo9FozdoLdhLXdUEASkyNbCq74+PZKNtNqynVN2C9mEiv6v5ib/q1myrq6XR60x71SuHFXn7+85/nC1/4Anv27EFVVXRdZ3R0lPe9730cPHiwpmxTdaHuU7Yr1BcXF+nr66OxsdE3MYSVwItbjMViNfs616pcF/u2q9ExtdwHN4sz3rd6+LXazcA8/DCGcrA6FxlWxvmNj4+TTqcRBGFFRGSlE0FqtaL+4e89yPt+5iPX/NlLX7e2p7baVEKwrBcTmUqlrmn65c2tF9MhaL83PNoMW/GoV5rvfe97vP/97+cXfuEXSv55Lb33daHuU7Yq1It96DfddJNvfZHbJZfLMTAwQDab5eTJk75bJDbDauuLbdsMDw8zNze3wsJT7XFtB+8Ac1tb27Yy3rdSzS636Ks1AblZiuP89u7NZ3VblnVNIoiiKNf43Xf7e7MeruvS2t3Crb9wMz/+xn8Vfh5tjvC2/+vNVRzZ+uxUZbF4Xq1u+pVKpa45BF1LMZFboRYbHq3FVlJfKoX3nv7ar/0azz77LKqq0traSiQSQVVVOjo6au59rwv1KnI960sul9vwcxX70G+44QZaW1vLNcwNsVMVMMdxuHr1KuPj4xw5coSOjo6aX8RFUcQ0TVzXLdhcuru7OXfuXFV3/eWoXudyOfr6+jBNc1ONtNbCD/GMtWx92SqlEkEMwyj43ScnJ9F1/Rq/+1bvcNVqRV0QBD7wxXcxP7nIE//yNAdv3MeJ8zdUe2jrUs33ulTTr1KbwlIxkbXObrK+pFKpFZ9hNfHms6IofOUrX+FrX/sanZ2d2LbN9PQ0f/mXf8nJkydrao2pC3WfIssymUzmuo9zXZeJiQmuXLnCvn37qiLuvMprpRcd7/Bhe3s758+f3/Tv8+sXU5IkUqkUP/7xjwkGg9x2222+SOPYjih2XZfR0VFGR0c5evRo2fLr/SCS/TiHqkEgEKC1tbVQFCg+VDg/P8+VK1ewLKvQvn63+5KL15eWriZ+4dd/vsoj2hh+8+quFxOZSqUKMZGKopDL5Zidna3JBKPdJNTT6bRv7mp738Pf+73f493vfjeveMUr0DQN0zTRNI3Dhw8DtbWO14V6FVlvomwk9tAvPnQv+aVSi46mafT29iKKIrfccguhUGjTz7FTm4nNYlkWk5OTJBIJTp8+TWPj9pqulJOtWl8SiQSXLl2iqamJc+fOlTXtYbNC3fuOlXuTVu3NwmbZifGWOlToOE7hUOHk5CSpVApBEK5pzrT6s/Hrpno9tnsos9TzJY0cC3qWmYyGIAjsi8XoipZXEG029aUalIqJzGQyPP/889fERBafpfDzmaXdJNT9ZH3x5vIdd9zBiRMnCmdvapm6UPcp6zUSymaz9PX1Ydu2L3zonp/ea/NeLortPNv1ald6M7FZXNdlamqK4eFhmpubCYVCvhLpsHnri2EYDAwMoGkaN954I9FodMWf27bDcy+Mk0rp7N/XzIH9m4+Y3Go8YzmFqh+q+puhmiJMFEWi0SjRaPQaX3IymWRkZIRMJnONtaGW3l+P7WwuTNsmaeSY0TRmNY0riSVmsxrzWQ3TsZFFiePNLQwtLfDSvfvYHy+fzaDcG4ydQlEUVFUtVEi9OzqpVIrFxUWuXr2KaZqEw+HCvPJL/CjsLqFeiev/VvG+h7qu8973vpdXv/rVdHR0EIlEUBSFu+++2zdzYKPU1mhfRJQ6TGpZFpcvX2Z2dpZjx47tuA99Lcqdpb46brEcdp7rRSDuJKlUit7eXsLhMGfPniWdTjM9PV3tYV3DRq0vxTGghw8f5uTJk9cIFtt2+NRnvsfzF8cBAQR4y/13cO7s4U2NyS+pL3W2Tilf8uoOmJqm8V//9V8r/O5+EQJrsZHKtGHbZEyDtGEwlkqyoOtcTiaYz2rkLJOsZaFZJmFZIZHL0RoOM6frnGhuYSKT5ua2di4tzJVVqPvN+rJRVqemFN/RaW/PdzP2YiJTqZTvYiJr9X1fjd/WY+899c6wDQ4O8uyzzxZsea9+9aurPMLNUxfqVWS9Rb1YqK/2oe9klvZGKKdQTyaTXLp0iVgsxtmzZ8t2ca50856NYFkWg4ODJBIJjh8/XhAqO9EBdCtsZFypVIqLFy8Sj8fXtV8NDE7z/KUJGhvzCQ6GYfH5Lz3B7bcd2lQV0g/VbD+MYbex2tpw4cIFenp61myi44l3P1UkvUqe7TjotkXGMJnNaiRzOldTSea0LIu5LAkjh2FZ2LjkTAtVVjBsGxeXoCxj2A4RRcRxXRzXxXUdXMB2XWzXQaa8a3+tCsaNjLs4JnJ1/OjqmMjVdqydeE/8bjnaDH55LRcvXuTkyZO8//3vr/ZQykZdqPsUT6h7PvSGhgbf5oSXozmTYRj09/dXLG6xmh1Ui+8QHDhwgJ6enhWLmp+q/cWsJ9Qty2JgYIBkMsmJEyeu60/UsiaiIBRet6JIpNM5LMtBUTYutuqpLy8OBEFAVVVUVb2mOupV3QcHB6sisGzHIWfb6LbFop4la1nMahrPTk8gZRIsmgaaZZO1DCzHJWuaBGQJw3IQBQjKEknDoE0NkXBsomKQlJkjIitkTRNZFDAdB0EQkRAQBYF5TaNRVUnnDF7SXV7PbS2eB4CtbzDWion0egd4MZE73TugVvHTGQfLsvjyl79MU1MTJ0+e5MiRI8TjcQRBwLIsbNtmamqKTCbDy172smoPd8PUhbpPyeVypNNphoeHS/p9/cR2RPBOxS1WS6gnk0l6e3uJRqNrbrT8UO0vRSlBWuytP3DgAMePH9/Q53VgfwuSJJLRcqhBhUQyy7EbOjcl0tcaU50XB2s10fH87qOjo6TTaSRJWuF3D4VC685R23FwXJecZWG6DhnTxLRtNMskmcuRMU3m9SxLeo6UobOU09Fth5xlYTk2um3n/dGahpBK0KCqZG0Lx3UJSwqm4xBExsZBREK3bGRBJOfYCIAsCtiOS0QJoFkaDUoQw7FpUoM4QE9TC01qiGPNzRxrbGFPmYsYtVxRL9cdFW/OFBcc1oqJLPa7X29uvRjwU+KLJEn87M/+LP/0T//E0NBQ4XwMwOTkJM8++yxHjhzhgx/8YJVHujnqQr2KlPqCF/vQA4EAt956axVGtjm2KoK9uMW2trYtxS1uhp2uWpumycDAAOl0muPHj69bcfar73p1RT2dTnPp0iVCodCmbUktzRHe8baf52+/8EOWElluOrWXX7nvjk2PyQ9C3Q9j8BueTcNynMI/tuNgui6mbeMK+X9bTv59sx0b03FByP9d23HABQSwHZfedBJhapzlhy+bPQRcXITlf9uui+s4uIKI7drYkRBuJIRuWQymUmhzMySzGnouhyBJiIEAkqIgBBQsF3TbwrQdcraFblu4rovpODi4GLaN7TgIiOQcC4n83SDTyVtVLMfBcUGVJEzbAQEs10UVBLK2BQiIQM6xEIX8Btd2XOKqTCKXIyYr2I6LKivkbJu2cAQEONXWRpsaZl88zt5onBZVpUENoVRQSNdqRb3SnT3XiolMpVIkk0lmZmbIZrMEAoEVlfdAIHDd93M3rR9+6koqCAJ33nknd955J319fTzxxBNMTEwUDpE+8sgjvnQlXI+6UPcJxfaI7u5uzp8/z49+9KNqD2tDbNb6omkafX19AFuOW9wsO1W1Lj5YeejQIU6cOHHdRduvFXVvA2HbNkNDQ8zPz3PixIktp9PccKSdh3//nm2NqS6SK4Mnrg3HRjet/L8ti7RpYjk2yVwOzbbQLZNUziBnW2RMi6xlYlg2OdfCtPKVadNxloV0Xsziuliui0vxf7uICFjLj5UEIf9z10ESJdKpNGpqEVEQ83Yn1wEEJAEchOXHiQgumK6NJEgIQv51iAhIooDluIiCiyRIGIaGk3FxbQfDyotyRRRBlpAEkWBAwXZdBBdEARxXAFwEIX9b33AcFFFEFiWypk1AFpEA3bGQRQnXzW9oXQGCooRmWkQDAbKWiSLKuC6osoQAdEViqLJIWzjC/lic9nCEvdE4DcEAYSWAXIPV7WpQjTsBiqLQ3Ny8IoEsl8sVxPvExAS5XG5FTGSpg9C1ujkqhZ+EOvzEitPT00NPT0+1h1MW6kLdBywtLdHX10c8Hr+mUlkLX2hJkjbURdW7WzA3N8exY8dWZOJWmp2wviQSCXp7e2loaNhUfrhfD5N6EVc/+tGPCpvHas9FP7xXtbBZMGwby7bRHZsJLU06o7E0M4VuWiSMHImcjm5bzGlZcrZF2jTIWTaO66LbFg4u1nKlOGtayKKIvVwlD4hS3rYhgCSIGI6DJAjL1XAHAQEEF9fNF8k9vP8XBXBxsWyXgCjhCg6a6RCQ8qJcM0xM1yUoCJiOjeU6BCQZHIes46BKecGbNU0kUUQSBEzbwgVkScZxHAwr/3yuC1nbICjJuIJLToB4MIzrgmZZBASwLJvFVI6AIOQHJ4qEAkGc5c2E6LoIeJ+7Q1ASsZy80JeQMRybiKyguVmCgoSIQHMoREAU6Y7FaAmF6AhH2B9voCGg0hIOEVMCKD46CFuL+MWyEwwGCQaD1zT+Wh0TWdy1V1VVXx2E3g5+E+renHBdt3CtEJbPR1X7+rVV6kK9iliWxbPPPotlWZw6deoaH7onLv2e+Xk9EVzsa+7u7q5K99RKCvXi/PCtHIT142FSTdO4ePEiuVyOl73sZb7p+rdZkWzbNqOjoyiKsiG/ciXGsB3cZUtJzrbJ2TaGbZG1livZts2irpOzbOZyGqZls5DNotkWhm2TNk0kUWAxncKyHQJjI1huvuotI6DZJlElQMo0CIgiIKBbJtFAkLRpIC1f2GzXwXHyKlsQBTTHzlejXZesbaNKIqbj5qvUgkBuWawHRBHdygt6RRQxHQfbBUUWsRxwXAdBBJz874C8yHXIW2IkBGzAcUFywRbAdR0cRGRRIF/EdhEFAXN5cyDiYueL4YgI2K4LiOSltosoiHjftIAsIgkSoiQTCAaBvJXGcRy0bBbRdfJGG0kkpCjYuARkhaAkIQkCqiSjKjLxQJCmUAhDCXD6yA20xaI0qXkxrsoykg/E5G7ErznkG4mJTCQSaJrGCy+8UPNde5PJpG+aHRUjCEJNvp+l8LcC3OVIksTevXvXzEP3LCV+F+rrWV+8w5SRSKSscYubpRJi2HVdRkdHGR0dXTM/fCP4IcnEw3EcLl++zPT0ND09PfT39/tGpMPmRPLs7CwDAwO0t7ej6zqzs7Nks1mCwWDh4rhT3Qtd18VwbCzbwXAcdNvEdlwSuRwCMJ/NYjk2i7kcmmnkDzIaBqZtk8jlkEWBpGEiCGDaeR+1admIokDOtgjJChnDIKIo5Bwbx3EIyQEShk5clFgycnSqKjnTQhTzc1QQBCw3L6qt5XJ3QJLJWiaSIAIujrMsbl0HMa+qEZYr4gCy4Inh/PPZgCyIec+24yILAu6yf1sW875ty8k/R1DO+7tFwSWkyLiug+VAUJKxyGE6NiLLPnDXRkBElfJroWm7KJKIiIDpuCgiCIKUbw4kSKiSiGU7SJKIClg4yIJISMrbbUQRxEs69pSO0hJEfUkjoiIREEVkUSQoyQQliYgio7oCQcdBsWyCtkMkoNDV0ERrUyMdTc3EwmEAnn76aW7c212THthaxC8V9Y2wOiYyk8kUUsCSySRTU1OkUqmqxURuh3Q67UuhDjA2NobjOKiqiqIoRCIR3/djKIW/FeAuRxTFdZsWlSP2cCcoVa32qsyZTOa6hyl3AlEUMU2zbM+3tLREb28vTU1Nm7K5lMIvt+O8w71dXV2FrP5qWTxGJxb5/hNDOLbDS28/wqF9eZvURjY1uq7T29sLwJkzZwqbNO99zuVyJBKJFfnckUhkRT53qYuj67rodt67nTAMpjIZLMcmZeQQEJjXsziuw1w2i+O6LGSzWK5DIpfDsG1MxymI4IxpIAkium1hFw5YOkiikD9ciUtQlEgZOZpDIWazWdrVEHN6logSwHQcLNsmHlQxLJt4IIjpLh9qdPL+7Zxj5a0p7k8OYObrywI2eWEuCSK2axKRA+iWie2CKslkLJOgJGE5+YOeIVlCtx1EQcj/3LZRpOVbzCxbWNzlKpYoIrogSAKim6/Ky6KAC0iCkLeTCAKCkBf14nJ1XhSXb027LrOzLq1t7YXnF9y8yHfFfAUdN/8coiDkbTeAIonIgoggiCiiQECUkJeFd0CWkQWRoCShSjLf/+yP6fvBPJLjICpZ9idCvPUDryK4XAVXJGnNA5yGYRSaMw0PDKDrOqFQiGw2y+z0HN/8m//khScu09QW4y0P3s3ew22bmvt1NobjOL4vYq2Fd6e8OJUErk0xWh0TGYvFiEQivrlmgP+sLwDj4+P8wz/8AwMDAyiKgiiKpNNpXv3qV3PPPffUhKW4mNqc5buE600UWZZ9echwNcVC3XEcRkdHGRsb21aVudyUy/qSy+Xo7+8nl8v5PjZzo3jC1nXdHTvcux5Xxxf4P//s3zCtfOX1h/95mXf9+s9zw6G2dSvqrusWoj5vuOEG2tryAql4g+a4LkogQLixkVBjA3HLyh+azGQYXFokOTnBVCqBA5iyjBIMogmgyApzepawJDGZSeNmNJylWVRJIm0YiEI+Ys9xXSRRwLBtArJE1rTyFWLHBkFAFgQylkFTMMREJs2ecJhJXaMrEmUqk6ZRVdFMAwkBCweEvB9aAGyWLy7usm1EEJbF+U++X4ooYTkGYVnCcPLCWnLdvPV6uUqe95vbBUtGRJEJSCKqpKIs+7rbIxEE8vaOqCKjyjKxQJCglP/veDCAKskEZRlVVhCAkCwTECVEQUCW8gJZFgQkQUQUhXwm+PLvFK+zJjz55JOcPXt2y3NoPSbHFvnU964sb/gELNPg8vNT6NM6XTdcv+NnIBCgtbX1Gk/yM888w6N//HUuPXEVx3IZG57h93/5Uzz8d7/G3gOdu+Y2vF+wbdtXd/s2w1q2HVEUS8ZEeuJ9ZGSETCbjq5jIZDJZWGurjWmaKIrC3/7t3/KNb3yD3/zN30RRFAzDYHFxsZCbX2vUhXqVWU941EpF3dtQzM/P09/fT2tr67arzOVmu0K9eANy9OhR2tvbfbEB2Q6O4zAyMsLk5OQKYVtt/r8fDmDZDs2NeUtBMpXlW49fukaoW46D6diYts3M4iLP9/URi8eJH9jPFcvgyaF+HMdlOp3CcV1mNQ1ZEpnOZGgKqYyn0jQHVWayGSKyQtLIocgShm3n00lyWfSleUTHIWOYxBWFlOvQGQ5zVc9wIh7ncnKJw/FGhpMJDjbEGUkk2B9r4GouSXdQZSGrEw0ESJs5wrKC6drgguXmbR3WsoXkJ9VucByXoCwW/kQiLwZlQcJxXAIBCd2xUOW8XSQgSuRsm5CsYDouDUGVgCgQURRkUcI0crQGgjTFG2gNdRKU8kK7MRAiIEs0BVUkUSSqKAREqeCrDkpSzc/xUjz5H4M4jls4XOa6kNUMLGNr64PnSZZEiUsXRvN3EJT8hse2HH74rWc5fGaiUBn1BJYfKqO1VlksppasL6vZTLSkLMs0NjauSNsqFRPpncPxxHswGNyRzzadTnPkyJF+2AU4AAAgAElEQVSK/57r4bpuwXYWjUb5jd/4De67776Sj621Oe8fJVXnGmpFqHu7VYCXvOQlhJc9m35iOx71hYUF+vr6aG1trXje+07hvaa2tjbOnTvnm9fkui7ZnIkL6Fa+aUzWthhLJPiXwT4m5xeYTiQIL86ypOvgulydnUV2HWw1SKOpszR5lZCkkLUsJHHZH27ZqErex90UDPHc7Ayd4Qj9i/PsjcYZSyfpjsW4mkyyLx5nNJlkfzzOSNJmf2MTI4klWqJxEosL2JaNbdnMLSygmwYZWcOxbfJR4D8Rf4KYt5soYl60KZKEaTkEJQXHBlkScRyWO1HaBKS831uVZeRl21FjUMUFumNxLMfhhuZmbMdhXzxOSFaIBhSaVZWgJNMSCqGIMk3BILIoElbyBx+TC4uYus6hQ4eq/fH6AiUgI0piPoPdzafTiJLI/iPb36iK4k82koKQr5Du27+Ps2dvwrbtQgOd4sposbhSVXVHRURdqFeH7TZrKhUTWWzJ8mIii8/jlIqJLAd+sb4IgsBXvvIVBgYGGBgYYGFhAcuyOHLkCNFoFFVVOXDgAKqqVnuom6Yu1H2MJEm+Fuq2bTM8PMzs7CyKonDLLbdUe0hrspWscl3X6e/vxzRN325ANksul6Ovr69qryltGBi2TSqXQ3csZjIZsqbFRDqJ4diMp5JYUYvRZAJFkzAdB2wX/ZjM3GA/ei6HaRqETB3HMllMpWmLxUi6AvvCEYaXFulpauHSwjynWlp4fm6OUy2tPD83w8lojKlMmj3RGHraRpbE/GFKoaiiLQjL9hURy3GQxfzhQ0WSsAUIq0ECgRBBPUu0IU5O09BdB8GxmZyfw3EcppaTUBKaRrOqols2baEwrgBtoTCQt8B0yTFE4ERLC7Io0hoKI4kijQGVkCITDSiE5QCyJBGWZYKSjCKKqLJciAvcCLokYdWoGKsEN96yn4a2KJklDdt0ECSBn/9fbiaobu8QqCAK3P0rd/Cvn7+AmbMQJZFYU5hbfuYYkF/PS1VGPXE1OTmJruuoqlpxceVR62K3VsdeicSaUpasXC5HMplkaWnpmphI787Odu98p1Kpqp9B88jlcly8eJHu7m5mZ2f58z//c0KhEKZpMj4+zl/8xV/w8pe/vObmTl2oV5latL64rsv09DRDQ0Ps3buXc+fOceHChWoPa102Y30ptoR4NpedoJLVreKEmkpZd0zHJmfZaKZB2jRZyGqkDIOpTIqkYTCdSYMLadNEMw1kUSSZyxFWZDTTQhbzfmZNsui6o5Xp3iWCQgDlQJBwZxDcfMfIoCAyvbRIZyiCGFJpjTcwuzBLUJSx3PwC7OLiLh9YtN18conp2Ms2EYuQnG9KE1YCZMwcUSVAJmcQXa66xxQFzTBpCATJmiYtagjLttkTjWGYFnuCKiFZ5lR7O47j0hoO4boCzaqKkdVRbYesniVoWigBhbaGRuLRGG1NjURVFUWSCYji8qHKyoroWsh930n2HWzhdx56DV/87A/Q0jlu+6kjvP6Xby/Lc9/7zlfSdaCVZ38wSEtnA/f8958mFFnbR60oCi0tLYWeEsXiqviwczgcXiHeyyXyarmi7td4xo2wE2MXBAFVVVFVdUVMZDabJZlMMj8/z+XLl7Ftu3CY3rNmbWZsfhLq999/P/fffz9PPvkkDz74IPF4HNM0EQSB6enpwiamlkQ61IW6r5FleUONhHaSVCrFpUuXCIfDVY1b3Cwbtb7Mz8/T19dHe3v7jlpCPDFViYtmIpHg0qVLZUmoMex8l0rdMlnUdRZ1nalMivmsxlw2C7hMpNO0qCFGU0la1BCLOR1VlrCXs7ZdNx/NN6Nl2B9roHdxjtNtnTwzM8WJljbmFhfo7oyjxV0agkEM28FwHSKSSDanIzoualClsaGBVCqB4diE5ABJQ6choDKnZWgOhphOZ+iIRJjJpOmKRFjQdbpjcbKmwcF4I7ptczgexsElIivIUr6aHZRF4gGVoCwRDwQJiBJhRUGR8tVs0XEZ6O3l7JkzyIJ43Zxs75Z0IpFgevgyY6ZZMeFVZ2Mcv3Evf/jI/1r25xUEgTtfd4Y7X3dmy3+/lLjSNI1kMsn09DSDg4Nli/GrtcpiMbU8dtu2qxLjKQgC4XCYcDhMZ2cnkH8f15tfsViMaDS65nudTqdpaLj+Ieyd5E/+5E/40Ic+tCJ+9wMf+ADvete7OH36dJVHt3nqQr3KrCfM/FRRNwyDwcFBUqkUx48f990X83pcr6JenHxy+vTpHbeEeB03y3nhMU2T/v5+NE3bVEKN47qkjHyk4JVsBnt0hNFkkkU9y3g6RUMwQP/CAu3hMFOZDCFZxl5O0DBsm0ZVZWBxgUONTVxeWqQrGmMhmyUoSciSRCKXo1FVmcykCUgSjgOWbS9neBuEZBnNNIgsH44UBRBNh6nEPDFZwZRcDjY3kczlONnSxmxW43R7B0nD4GhzC47r0h6KIIkCreEwru3QGAgiyxJROYAiigTlfEVblvIRfmtF8ZXCsizGpbwVZSOUuiW9+sIIXCO8arXSWae8FGdwd3V1AXmhl06nSaVSjI6Okk6nkSRphaVhI0kgtSx2a3nsfrobIIriujGR4+PjpNPpFYehDcOgu7sbWZavW1F/4IEHeOyxx2hvb+f5558H8mek3vSmN3HlyhUOHjzIl770JZqamnBdl3e+8518/etfJxwO81d/9VecOZPf9H7uc5/jj//4jwH4/d//fd7ylrdc87u+//3v8/jjj/P444/z6KOP8pKXvARVVTl8+DCXLl2q2ZSgulD3MX4Q6sWWiUOHDnHixImaFBBredQdx+HKlStMTU1VNfnEE+rlwHVdxsfHGRkZ4dChQ+tGZLquy1QmTcowGE0mmNEyXF5aJCBKDCwtoCcSBHMaDvkquOW4TKVTxAIBxtMpwoqC5TjotkX7skd8f0MDlxOL+aQSSVyOKsx7vhUhn0+dsUxaQ2HG0/lDm+Namq5olKxp0bl8wQhIEmFRQkskiQVUDh05SkyWSS8sccuJE8iiSEiWiSgBBAFCslIy9s+yLGzbLtu83a6VZD3hlUwmuXLlCpqmrUhxiMfjNXuRqVN+JEmioaFhRcFkdRKIrusEAoEVc2j1HdDi/gK1xnYPZFYTPwn1UpSKiSw+DP2JT3yC73znO4TDYUzT5J//+Z85f/48R44cuWbz9Ku/+qu84x3v4M1vfnPhZx/5yEd4+ctfzoMPPshHPvIRPvKRj/DRj36Ub3zjG4XDoBcuXODtb387Fy5cYGFhgYcffpinnnoKQRC49dZbee1rX0tTU9OK36UoCouLi6iqylNPPcWFCxcKNp83velNHDx4sKLvW6WoC3UfU22h7iWDtLS0bMgy4We/Y6mKutfgp7Ozs9Dgp1qUq3NqKpXi4sWLxONxbr/99hW3V03HJqHnmMqkuZpYYiyV5HJiEUEQ0AyTxZxOWyjMgp4lIMlIAqRtG4l8+sjVRIITrW1cWpilSVWRBBHTdvIVcMvAcV3CisJsVqMtFGY+qxFTgtiujYRAUyhExjQ50dxK0szRHY0TkCX2RGKEZJmOaJSgJBMLBFBEieTsLFevXuWGW2+no6MDQRBIJBKMWi5Hm5rXeRcqSyU838XCa9++fcDKFIfx8XEMwygcBPMqp36KQK1TXUolgXh+90Qiwejo6IrDhPF4HFEUa7oqXctj97NQL0XxYeiPfexjQL778z333MPY2BgPPvggg4ODtLW1cfbsWX7u536OV73qVfzMz/wMV65cWfFcX/3qV/nud78LwFve8hbuvPNOPvrRj/LVr36VN7/5zQiCwPnz51laWmJycpLvfve7vPKVryzM7Ve+8pX867/+6zXxi+fPn+f8+fPce++93Hbbbei6jiiKNWPRXYv6Kl9l/Gh9yWaz9PX14TjOhpNBPCHsV+FQ/D5rmkZfXx+CIHDmzBlfxDVtJZWmGMuyGBgYIJlMcuLECSLRKDnLon9uhplMhovzsyxms4ymkrSGwlxJLtGihshaFgKQsyzaIhGuJBIcaWpkIpUmJCvIoohh2kghkYAkk8zliCtB0oaJIorIYr7hT3e0gRktw8mWNhayWboamlBlma5olIagSnskQkQJEA/kowNjgcCa3u5UKsWlF54jFotxx/nzK+ZUNbul7jSlLDPeQbDZ2VmGhoYKXtKGhoa6ZabONQSDQdra2gp3ClfPocXFRQzDKGzu4/H4un5kP1G3vlSf1tZWZFnmwQcfLKw709PTPPXUUyQSiTX/3vT0dOFuYldXFzMzM0C+o6hXqADo7u5mfHx8zZ+vxnVdHMchHA7zzne+k0wmA8Dhw4d561vf6pteIZvFn6qqDrDzQt22bS5fvszMzAzHjh0rCISN4I3Vr0Id8l/iwcFBZmZm6OnpKSQt+IGtWl9c12VqaoqhoSGinR0EDuzj6+MjTKRS9C8uEJUVFnNZXFhuqS4wklyiRQ2TzOkIgkBDMMiCrrNHFJEEgUzORJVlwMV2XfZEwkyl0+xviLOo6+yPN6KIAnFVpSMcoTUUpiUcpjGoosoyDUF1S81ybNtmaGiIhYUFTp48WdL36IcEk2qNYa2DYJ7doVQ2t1/SGOr4g9VzKJFIMDk5yZ49e0ilUiv8yMV+93A47LsNoJ/v4F6PWr4bsJrVn0NHRwevec1rtvxcq1lrvS312XtNzB544AHuuusufumXfgld1/m7v/s73vGOd/D3f//3WxpXtfGvqqpTtrb312N13OJWbCA7NdatMjMzUxAx1ba5lGKzQt1xXfqmJvlx7yWuGga6GmBmsJd4IMhoOklzMITjOCzoOpbj0BaJMLy4SE9LC4tZHd0yCcj5Bjy6ZbEnEmE8naIzGsGwHKJKgPZwhEjO4Na2TroaGtgTjREPBokH863kA2WsCM3OztLf38++ffs4d+7cmhdgQRC2vKGp1Yv6eoiiWNKrXJzNnclkEEUxvylraKhbZuoU8Hze3qZu7969QP4OnbcBHB4evqbzpV/OTNTqd3q3VNQNw9hSek1HRweTk5N0dXUxOTlZSDjq7u5mdHS08LixsTH27NlDd3d3wSrj/fzOO+8s+dyZTAZVVXn44YcLP3vVq15VOJRai9RX6yqz3kKzE4tQKpWit7eXUCjEbbfdtuXF169CXdM0Ll26hKIohMNh3x4muZ5QN2yb+azGaCpJ7+wMP7oyTFbXsQIBJEVBzhgoksjVZIL2SJSFrIYsikQCAWa0HLgQCQRYyGaJBAJIokDWtDjQ0MCspnGwsYmmoMqhxiZawxE6IhFUWWbg+Rc4cew4oVCoIq9b13UuXbpUOCB0PRuSXyrqfmZ1NvfMzAxLS0uoqsrs7CzDw8M4jlOWeL86tc1a9hFZlmlqalpxWG/1mYlcLnfNmYlqRA7WIrV8ELaYrXYlfe1rX8vnPvc5HnzwQT73uc9xzz33FH7+iU98gnvvvZcLFy7Q0NBAV1cXd911F+9///sLHdC/+c1v8uEPf7jkc5umiW3bfOxjH+PcuXOEQiGee+45brop3x3YsixfbDI3Q12ov0gxTZOBgYGyxS3Ksuwroe51TZ2bm6Onp4fm5mZ+8IMf+LayuvowqeO6aIbBlcQSfYvzPDszheNC78w0omEgBRSC4TCO49AaVBlcXOBkaxvzWR3dNAkpMpbjopkm+2JxprU0e6NxBAGaQ2H2x+IcbmqmRQ2xJxYjKMklE1PK6Ql3XZf/GppkPqHR3hQlImSZnJzclM3KD0K91hAEAUVR6OzsXGGZ8VJmRkdHyWQySJJELBYrVN13up19nZ1nM6kvpc5M6Lq+ZvMcz+++GwRpuallf30xGxHq9913H9/97neZm5uju7ubhx9+mAcffJA3vvGNfOYzn2H//v18+ctfBuDuu+/m61//OkePHiUcDvPZz34WgObmZh566CHOnj0LwB/8wR+sODS9ms7OTj7/+c9z4cKFglvgp37qp7jrrrs4dOgQn/70p8v0DuwMdaH+IqNScYuSJFU9ShLyr29mZobBwUG6u7s5d+5cYUH0RKcfxYd3mPRqMsFIYoknJseZ0TKMJhI0BIMkdZ2UliEsKwiRMKIgEAkEGEsl6RJjhBWZBT1LVFEQRQHdsjnU2IRh2xxvaaU7FudgQyONqkqTuvHq+FatJqtxXZfPf/Npvvv0EJZlk9Oz3Hn6AP/9dT+7qQt5XaiXh1Lxa6stM7lcbkU7+3K0G9+t1OqcdF13y4JREARCoRChUIiOjg4gL0AzmUxhDqVSqRX52/UDzz9hN7wHG+lK+oUvfKHkz7/97W9f8zNBEPjkJz9Z8vEPPPAADzzwwHXH1NjYyGc+8xkcx2F2dpZgMIht22iahqZpNVdNh7pQrzrX+7J6Qqkcu+/FxUV6e3tpbm7edofK1fjB+pJOp+nt7SUYDJa08Xhj9FMlI5HTmcqk+ebEKJeH+sjgkrMsDMfGdlxaQ2EG52ZpFEXkQBApECAsKyQMHdO26YrEmEgnaY9ECcoyLWqIo03N9DS30hIK0R6JoIhbr2iVK999ejHN954eIiDayJJDc1szPx5e4F7dJB7Z+PheTKkvO02pdvarK6aO4xQqpg0NDRWxzNTi5+vXAsD1KHdlVxTFgij38PK3i3sEFB943srdm1qcI7uRZDK5JetLJREEgYGBAR577DFOnTrFG97wBsbGxmhpaeHUqVPVHt6WqAt1n+OlqWwnB1TXdfr6+rBtm5tvvplIJFLGEeapZkXdsiyGhoZYXFzk+PHjNDY2lnycV7Wuto9SM00uzs3w9PQU/YvzzGkZljIZBASaozFmtAzHW1p5bnoaQcuiyhJKKExEknCAlJljXyxOyjA40tTIwXgTN7a10xIO0x4u72dbDmHsui5XxybIZNK0NzcQiquAgGZY6IZFfBND3kpFvRYFlB9Yr2Lq5XJ7B1WLq+4vRstMXaivTXH+tsfquze6rl9z92a9dbpW3+/dRjqd9k2ylDcnnnzySf7sz/6MgYEBent7ecMb3sCXv/xlnnvuOR599NGaPMhbF+o+ZztC3bZtrly5wvT0dMW7blbDo+5FEw4PD7Nv3z6OHTu27uJdzar/jJZheGmB/xgbpX9+nqSZw3ZcZFEgY5o0KQFGMmkOBFqwHYfJuXlCuIjhMFFJJCIr5ByHY83NHIo3caqtjf3xvJWlkmzX+qJpGhcvXkSWFPZ0tJLJGii2SzKTpb0pSnP8+hn9q8dTr6ZVj1IVU8uyCqJrenqabDa7KdG1mlr8fGtVOFZr3KXu3njNmRYXFxkZGcGyLMLh8IrKuyewatnjXYvzey22epi0EhQL9aNHj/Ke97yHRx55BMjnvdeaOC+mLtSrzPUWya1kqRf7tPfs2bMjcYSSJGEYRkV/RzFeWk04HObs2bMb2siUq/vnRnBcl8Vslmdnp/jPqSn6FmZJ5vLdO03HplUNM6olONrUzHQmQ2s4QkAUGV9cIGDZ2CGF1mgjXdEYe2Mxbmrv4GRzG7FgsKyxiNdjq9YXx3EKmfzHjx+nqamJPQcO87l/eYrxuQTH9rfxq3ffhixtbl6WyzNfp3zIsryiI+Zaoqs4ZeZ6TXVqTfTWqlB3HMcX5w4EQUBVVVRVLUT1ua5b8LtPT08zODhYaPAViUQKzW1qTbBv5gCv30kmk76pqHvEYjHm5+d57LHHCqlFly5dKsyrWqT639A661YJNyvU0+k0ly5dQlXVbcUtbpadqqhblsXg4CCJRGLTaTU7UVFPGTmem5nme1evcCW5xJyWxbAtGoMhFvQshxuaGFhaoDMSxUUgZ1k0qSpzWQ3ZtlGDIsf27eOWzj3c1NZOezha8ar5emxFqC8sLNDb20tXV9eKw7ydzTH+91/5uW2Np15R3xo7+Z6VEl3Fhwy9pjpedd4T76FQqGY/31oW6n4dtyAIRKNRotFo4We2bZNOp5mfn0fXdZ566qlCDrw3l7x55Fdq0XqxFul0mv3791d7GACF68xP//RPk0wm+cpXvkJnZyfvec97mJqa4vd+7/dWPK6WqAt1n7NRoW6aJoODgySTybLELf7/7L15eKNnee//ebVbli3v+9hje7zOvnpIyEa2JoSwkwTaHE5YTlOgnBY4tD2FwvnRplAo0EKhhKXQNuxNAimkhNBsJJmZTDKTmbFke7xv4137rvf9/eF5hWzLtiRrez36XBcXE0mWHkmPnvf73M/3vu9ESbdHXZIkpqenGR4epqmpiY6OjoQXY9mjnmrsfh99C/M8Oz7GmdlpPMHQ5dv9NBYXM2z3UmE0IkoSATFMoVbDkt9HicGAMxBAFwxRr9VzbEcz1+zdR2NxZr+7jUhEOAUCAaxWK6FQiIMHD6al9rpShVw2yQXREm2ZWd1Ux263Mzc3h9frRa/XYzKZCIVCBIPBrOeTxItShfpWqr5kA7VajdlsRqPR4PV62b17N8FgMJKsOjs7G5lH0darreR4pZrtJtRzJaIu/wabm5v5oz/6I+rq6ujr66Oqqoq/+Iu/iJz4KfF3mhfqOcBWIuqSJDExMcHY2Bg7d+6ks7MzKxMxndFqh8OB1WrFZDJx7NixpC/eqRxjWBQZWFzg2YkxTk1PMe/zEAiF0apUeEJBCjVaVIKA3e/HqNVi8/spMxTg8Pso1OqpNhqpUGmoCYa5/sgeTFotLqczp0Q6xBdRj56Du3btoqqqKm1zUImLbJ7YxGqq4/P5sNlsTE9Pc+7cOUKh0Iq63EVFRTkpLJUq1JVoHYGV49ZqtSusV0DEeiUnPQeDwTXNmbJl+dkuzY4gdzzq8u9vdnaWRx55hPn5eaqqqjh69Ch79+7dsOa6EsgL9RxnI6G+tLREX18fpaWlKS+3mCjpiKjLTZlcLhednZ1b3rmnwqM+7XLy4uQEvxkdZsxhxxsOUqTVYff7KDUs21vK9AUs+LzUmkyXO4Fq0arUFGp1HKyuYa+5FP+lGZoqq2htbUWj0bCwsJCT3uvNhLrT6aS3txez2Zz1OZhH+RgMBioqKpiamuLQoUMrfMrT09P09/cjCEJEbJnN5pywOigtMi2jVKG+WVRar9dTWVkZKaAgSRIejweHw8Hc3ByDg4NIkrSmOVMmPovtFFGPp456JhAEgZmZGT71qU8xODhIcXExHo+HyclJiouLI11KlUr+qprjyEd80cjlFkOhEHv37k1LucVESaVHXZIkJicnGR0dTWlTpmStL55gkDMzl3hiZJAL87M4/X6CkohJqyMQFglpJMKihAoBSQSNWoVercYfDrOrtIz20nKu3tFIh7mU0aEhPEt2Dh84uMJ7mS5bzlZZ77RHLolps9no6upKy2J9YXSGV4emMRXouHZvC+bC7Hn182SO6PkW7VOuq6sDfmeZcTgcDA4O4vV60el0CVkdTr48wrcfehGvL8jBvQ28/w+uxmhM3h4RHVEPh0UC/hAFW3i+THGlnAQIgkBhYSGFhYXU1tZGnkPuzjsxMYHb7V6xCSwuLsZoNKb888kL9fTw+c9/Hr1ez0MPPbSi0/XnP/95vvSlL/G5z32OHTt2ZHGEyZMX6jnARgtBdEQ9k+UWEyVVthK73Y7Vak1LhDbRMV5yOXlydJjfjA4z43bhDAQo0RvwhEIY1Gqc/gB6tRpPMEChVocnFMRs0KNXqblpZwuvqdvB7soqzHo9U1NTnH35ZZqbm+nu7l7znaeqsVCqiTWu2dlZBgYG4iqJmSzP947yrf86hUoQEEWJ586P8Il33YipQHld5fIkzmZr4mrLTCyrg1zaz2w2r2hlf8E6zQNffoLw5Xn97IvL0dU/+cPXJT1eWfA+8ctzfO+bv0UUJRoay/j4J++grDz7gZT1UGpEPRXjjtWdN3oTODQ0hNfrRavVrtgEbrVAQ16op4fnn3+er371q1RUVOD1ehEEAUEQ+OhHP8p1113H7OwsO3bsUOTmNC/UcxyNRkMwGIyUW6ytrc1IucVE2apQDwQCDAwM4PF46O7uTovvTa1W4/f7N3yMLxTi7OwlfjbQx6uzMzgDPjRqNaIooRIEXMEAIKFRq/CHg5g0OnzBEIU6He2lZdy4s4U9lVVUXm485HQ6OfXqqxQVFW3or1eCUPf5fFgsFlQqVdorCj3y/AVMBh0F+uXPa9bm4pXBKa7Z05zwcyltUb7SSSZZOJbVYb1W9t986FXCYRH15dKgwVCYl86Mb2nMoigyMWrn3771KgBqtcDE6AJf/tx/8enPvmVLz51OrmShHotYm8BAIBDpEzA5OYnf71/jd08kb2q7CfVMF65Yj4KCAjo7OyP/jkbelIEyrwd5oZ7jBAIBZmdnCYfDHDp0CEMWS/VtRLIdLCVJYnx8nPHxcVpaWmJGm1PFRh71ObebJ0eH+NXwIGMOByFJRADCEkhhESQJtUpNWBQp0GgJhkVKDAXUmgp5XWMLVzc0UmMyobo89ugykvFYQ3JVqAuCEDnJmZqaor29fcWxYroIhMKooy7EAgKhcO59PnnSw1bXgFiWGbmVvc3pQ0IiLIajrF0igUAg6eogkiQxNeG8nCi4PG/VGhVDAzNbeh/pRonRRcis2NXpdFRUVETWPUmS8Hq9OBwOFhYWGB4eJhwOr/G7rze+7STU/X5/zmiSU6dO8f73v59du3ZhMpkoLy+npKSEpqYmxsfHcyLpNVnyQj0HiLVQBoNBBgcHWVxcpLCwkH379mVhZOnFZrNhtVozlgwbywc+tLTIwwMWnhkfw+7zEZZEJAkQQI1w+UKmAgG0KoGQpMKsM3C4to5bmltoL6vAGBVNie6WmkgZyUw2Y0oEn8/H+Pg49fX19PT0ZOwCc93eFn7+ogWTUUcgGMKg09DdmHjDCrn5l81mw2w2J9wlM092SId4lFvZ7+uu55nnBxFDEkgSAgJHD9Zy4cKFFZaZ1d0wN0KSJIrNBtSXAxbLG1yRktLctb1APqKeDIIgYDQaMRqN1NTURMYjn2jgyCsAACAASURBVOBMTU3hcrkiJziy372wsDAS+NgOQl0OzOXKRu9v//Zv6e/vZ3h4GLvdjt1ux+Fw4Ha7CQaDeaGeJ3VEJ1I2NTXR0tLC2bNnsz2slOL3++nv78fv97Nnz54VSZXpRLbnBMJhXro0xQ96z9M7P4snGERea1SCQFiS0KhUhEQJo0aDNxyiRG+gqdjMba1tXN3QSKlhbY1wt9sdaTYVb7dUmVxLJg0Gg/T392Oz2aiurqatrS2jr3/na7rQadS8NDBBUYGet7x2D9WliS20Xq8Xi8WCRqOhpKQkZpdMs9lMYWGhIsXKdiXddfLf/Y7jTM84mbpkJxwW2b+7gQ+973URkS1XB5G7YQIruqrKgmv1mLv3VdNvsWM5P4UgCGi1Gj7wJzel9b1sFSUL9VyqMBWrT4B8guNwOBgZGcHj8aDRaJAkiaKiInw+H3q9PmeEbrLkyvjvv//+bA8hbeTOTM8TKbdYUlISiTCLopjWRkKZRBRFxsfHmZiYSHu97Vh4wyGemBrnrwd6GXXYCYVFVKrlhJNAOIROpUYEtCoVoiRhUKsx6fS8rq6Z21vb6SqvRBcjEhIOhxkaGmJ+fp6uri5KSkoSHluuWF+iG0s1NzdTUVGBw+HI+DjUKhWv7+nk9T2dCf+tJEmMjo4yNTVFR0cHpaWlBAKBmNGv8fFxXC4XGo0mIsTMZnPGOvrmiU0614VSs5G//rM7mJ5xoNOpqa4oirxerOogcjfM1YJLPqEpLi5GkiTUahX/5xN30HtuEpfTx672aiqqcjuKp2TrS67/RuUTnOjrQSAQoL+/n2AwSF9fHz6fD4PBsCJZVSknfvnGc5kjL9RzgEAgwPnz5wkGg2sizMl6v7OBIAjrRmiWlpawWq1UVFRw/PjxjB79LXq9/EdfLz/rtzLjciGpBFSCQEgS0aMhIIaXE0YBnUpAQGBHsZnbW3ZxY1MLNab1L7ZyBZSGhgZ6enqSjk7lglCXTwQKCgoiia/z8/NZH1ciOBwOent7KSsri1h1Vo8/VvQrGAxGEsamp6cjCWOyGIvXApFn62RivdNq1DTWl27+QH7XDdNsNkfKu61OMPR4PAiCgE6no76xmKKimpyK+K6HkiPqShy3TqdDr9dTUVFBaWkpkiTh8/lwOp0rTvySsV9lGq/Xi9FozPYwrghyfyW5AhBFkZqaGiorKxUZ3ZCRa6lHL6A+ny8SQdi/f39Gf9hzbjc/tJzjPwcHWPB5EUUJSQqjYrnGuU6jISSKaFVqJCSKdXp2l1fy5vYujtc3oN1gcfR4PFitVtRqdUoqoGzUnTbdiKLI0NAQc3NzdHZ2rqh4kAsbiHiITt7dvXt3wn5ErVZLeXk55eXlwO8Sxux2+woLhOw3FUVRsdHIXEcJn+vqBMP5+Xnm5+fR6/UrGuqYTKbIZi+WZSbbKFXwKnXcsDKZVBAECgoKKCgooKpqOQcnumKRvPbIdhlZuOeCXS9XupJeCeSFeg5gNBoVEX3ZDLk7qVarRRRFRkdHmZ6ejthcMsWcx82/nDvDLy8OYA/4AYmwJKFWqQhLEpIkoVNrQFpOEC3W67m6YQdvae+mrawczQYLoCiKDA8PMzMzQ0dHR0TYbZVsXcAXFhbo6+ujtrY25olANjcQ8TI3N0d/fz87duyIO3l3M6ITxqItELLn1O/3c/LkSfR6/QoLhFKOrfOkHp1OR01NzQqLlTxfRkdHcbvdKyxWxcXFWa+YIYpizm0e4mG7CPVYRFcsiv4b2X41NjaG2+1GrVavmUuZ/C7zQj1zKF8dXiEoIcokJ2vK4q+6ujqjlULmPG7+5dUzPHaxH0fAt3yjIPzus5NAAjSCCgGoKjRxe2srd7Z1UbeBvUVmfn6e/v5+ampqcrKWfSL4/f5Id9uDBw+uqTsrk6sRdUmSCAQCWCwWAA4fPryh6EnFbyfaczozM8ORI0cIBALY7fZ8omoKUcJat5pYY1apVBHLjEwsi9Vqj3ImgzZK/KxB2SUOkxl7tP1KJhgMRjaCMzMzeL1e9Hp9Qh16t0JeqGeOvFBXAHJ30lyP1kmSFKmysZH4SzV2n4/vnj/DT/ss2H0+LmtyRElCkCTUgioSGdaqVDSZS3hn915ubm7FFMdC5vP5sFqtSJKU0feVDiRJYmJigrGxMdra2jY96chVoS7X3o/nPaQDeT7p9XqqqqoiY5ATVeUOmflE1SuDeAXvehYrh8PB/Pw8w8PDiKK4pspMOjd7ShTq2zmiHi9arZaysjLKysoit8Xq0Lu6OVOqNoIOhyNnupJud/JCXQHkulAXRZGRkREWFxfZuXMnLS0tGXldfyjEj629/Mu5V5jzuJctGoIK6fJxroCAWhCQAL1KTYu5hMNaPR+45Tb0cSxWoigyNjbG1NQUbW1tka6HSsXpdNLb24vZbI67bn2uWV9cLhcejweXy5WR2vvrsd7nEp2oKhMdRZ2amiIQCGQ8UTWXvsPNUGKUN1nhuF5NbtnmIG/2ZJuD2WymqKgo4zaHXCMv1GMTq0OvXG50de6EvPaYTKakPst8RD1z5IV6DrDZgisL9Vwk2g7S0NCQsZroz4yN8PmTv2XMvtxF9HKPIoQoQSIAGrWK1pJS7t2znxt3tvLSiRNxiXS5Sk1lZWVG7TvpIDrRsru7O6HFNVci6tElMI1GI+3t7QmJ9GyKv0QTVc1mMwUFBSkb75Us6DJFKueX3O48OlqZa5aZbLPcAVaZa3Im16JY5UajN4ITExO43e5IgEGeS/GsP06nMx9RzxBXzi87x9kocpmLQt3r9WK1WhEEgUOHDmEwGCKtlNPJlNPBp557ilPTkwTDIiISkeVEEJbFuiCgValpMpt5//7D3LCzJWb981gEAgH6+voIBAIZr1IDqV/E5fKRjY2NSSVaplKoB0JhfvlqP/2X5qktKeKNB7soKtjcBrK4uIjVao0kvJ4+fTrhCHGqL4xbOWnYLFF1cHAQr9eLTqe7IhNVlRhRT/eYY232fD7fmjb20ZaZZCOlSmB1dTGlkc35HWsjGAqF1qw/Wq12xUZwtWUvL9QzR16oK4BcEurhcJjh4WFmZ2fXVD2Rq76k5XVFkW+/+grfPHsaVyCALJEE+J1AB1QC1BUV8/4Dh7m9tT1ugS5JUsT33NraSnV1dcYXU7lmfipeN7or51bKR6aqjr8kSXz7mdOcHJqgUKejb3qB/ul5/vKNN6DTxP6OojdN0bkBcr3+eFGC6IvVHEUWYvlE1dwn05uL6LJ+1dXVwMr8iOhIaTYrg6QLJVtfchGNRkNpaemK0rx+vz8i3icnJ/H7/QwODmKxWDh27BgLCwuRPhSxuO+++3jssceoqqri/PnzAHzsYx/j5z//OTqdjtbWVr7zne9QUlLCyMgIXV1ddHR0AHD8+HG+/vWvA3D69Gne/e534/V6uf322/nyl7+8LeZwIuSFeo6ghIj67OwsFy9epK6uLmbVE7VaTTAYTPnrjtiX+MhvfoV1fg4JWPMpSRIqQUWpwcB9+w9yT9feuOwtMna7HYvFQmlpaVZ9zyqVasuRouiymKkoH5moKF4Ptz/IS8OTVBWbUAkCRQV6pu0uRuaXaK+pWPHY6O6oLS0t1NTUrFiYc8E3n4kxGAwGDAbDFZeoqtSIeraFY6z8iFAoFLHMyJVBoi0z2f4dJYsS54iMUj5zvV4fac4Ey+OuqanB4/Hwi1/8ghMnTvDjH/+YX/7ylxw7doxjx46xf//+yBr07ne/mw9+8IPce++9kee8+eabeeCBB9BoNHz84x/ngQce4LOf/SwAra2tnDlzZs047r//fr7xjW9w/Phxbr/9dh5//HFuu+22DHwCuUNeqCuAbAt1j8eDxWJBq9VGbC6x0Gg0+Hy+lL2uJEk81HuOL558AXcouDKKHvX/Ro2GO3Z18r+P9lBi2LgiS3T31GAwyMDAAC6Xa01H2GywVZuJzWbDYrFQWVmZsvKRqbK+qC4n9crJBPLFSrXqYuvxeOjt7V3RHXU1V4pQX02yiap50k+uCkeNRrOiMogkSZHKIIuLi3i9Xk6ePKlIy0wuft6bkavzJB4EQaCpqYn3vve9vPe97+UjH/kId999N+Xl5Zw8eZIHH3yQs2fPotFoePrpp7n22msZGRlZ8Ry33HJL5N/Hjx/nJz/5yYavOT09jcPh4DWveQ0A9957L4888kheqOfJPTQaDX6/P+OvG53At7pjZSxSaX3xBYN87L9/xW9GRwivjaEvv54g0FVRyadfez1dFfGV6JPHODc3x8jICM3NzXR1deXE4pmsKA4Gg/T39+PxeNi3bx+FhYUpG1OqBKlRr+Xajiaeso5g0Gjwh0K0VpXRVLFs9ZArB126dImurq4N51oyY0r1BTIX5gvEl6gaCoVQqVQYjcaUJ6qmAyWKGaWMWRCEyElNRUUFNpuNw4cPRzphTk5O4nK5kkouzLM528my43Q6KSsrY//+/ezfv5/3ve99ABF/+2Z8+9vf5q677or89/DwMAcPHqS4uJjPfOYzXHPNNUxOTtLQ0BB5TENDA5OTk6l/MzlOXqjnCBstghqNBrfbnbGxSJIUsbk0NDTE7FgZC7nh0VaZ87j5Hz9/mGGHbR2JDsU6HR861MO79uxL6AIiSRIvv/wyxcXF60Zss4VsfYmXaItIc3Mz3d3dOZU0uZrfv+oA9aVmBmcXqC42ceveNrRqdeQkoKqqKq6TgGTGlA6Rke2ofixiJarOzc0xOztLMBi84hNV04VShHo0sl0n+qRG9hzLyYV2u525ublIM52ioqLIvMnPmcRRcqOm1bhcrhUNmGTi6TPy13/912g0Gt71rncBUFtby9jYGOXl5Zw+fZo3velNXLhwIeYaq7TfWSrIC3UFkM4kzdW4XC6sVit6vT7hJESNRrNloT7usHHPoz9hfh0LjRo4UFXLF268lZoErCpyiUKXy8XevXuz0iRnM9Rqddziz+1209vbS2FhYVo3HKlcFNUqFTftbuWm3a3A8nfS29uL2+1O6CQgVQmuWyEX7DfxolKpMBgMNDY2Rm7L5URVpYpepY15o+hurOTCWHOmsLBwhWVmu4jQdLGdhHqyddS/+93v8thjj/Hkk09GfjOyHx6Wu0y3trbS399PQ0MDExMTkb+dmJigrq4uNW9AQeSFugJIhQDejFAoxODgIEtLS3R2dq6oPhEvW91QTDodvOU/foQzGIh5v16l5oOHjvK+g0fifk5JkpiZmWFwcJDGxkYqKipytrNoPBH1aDtSV1dXUt9TLiDbMpqamhK2HilJJOcqV2qiarrYbkI9FqvnjCRJEcvM1NQULpcLQRDS1g9ARsm/faWXlYwmmfKMjz/+OJ/97Gd5+umnV5Q+npubo6ysDLVazdDQEAMDA7S0tFBWVkZRUREvvvgiPT09fO973+NDH/pQqt9KzpMX6jnCZtaXdEXUJUni0qVLDA0NsWPHDtrb25NeWLdifXH5/bzt4R+uK9JLdQa+/nt3sL+6Ju7ndLvdWCwWDAYDR48eRafT4XA40r7pSZbNPOpyc6m6urq47Ui5hs/nw2KxoFarI99JoqSqEs1W2G6bhY0SVe12e0Y7qipR9OZC1ZdE2ernLAgCJpMJk8kUiXLGqset0+lWlIhM5jefynFnk3A4vG0aU4XD4Q1Pcu+55x6eeuop5ufnaWho4NOf/jQPPPAAfr+fm2++GfhdGcZnnnmGT37yk2g0GtRqNV//+tcjCdBf+9rXIuUZb7vttisukRTyQl0RpEuoO51OrFYrRqMxadEUTbKRf0mS+P2f/wdL6yTMNhUV89Cdb6M8zuZDGyXBpspHnw7WE+p+vx+r1YooiivqiSsJSZIYGxtjcnKS9vb2SMmvZMgFkZwLY0g3sRJV5XbkmeioqiSUKB7Tkdi4Xj1uecM3Pj5OMBjEaDRG5kyilhklJ2Rul4h6PPP9+9///prb3vOe98R87Fvf+lbe+ta3xrzvyJEjkTrsVyp5oZ4jZDKiHt1SvrOzM2ZCSDIkmgwp882zL2NdWoh5X1tpGT9+49sxxOnBljtxrpcEq1arsx6NXY/VQj26CVNbW1tO+urjweFw0NvbS1lZGT09PXFflD2BIP/xygUGF5bYUWrmbQd3U2zQXxEiOReJ1Y5c7qhqt9sjEVS9Xr8igppo/kQmRO/Q1CJPnxumUKfjugPNVJdurTSrKIqKFOqZGLNer6eyspLKykpgpWVmenoap9O5wjJTXFyM0Whcd2yiKCrW563ksa9GiZtTpZIX6gogVbWso6uENDU1JdVSfiOSeS53IMCXT70Q8776QhM/ftM7MMRxVCh34lSr1Rw+fHjdWu/JbiYyQXS03+FwYLFYKCkpyWoTpq0QDoe5ePEiNpuN3bt3J5R4JEoSX37qRfpn5jHpdIwu2hlZsPGJ267LCaGeC2PIBRLpqCpbZrLdUfW/zwzywPefIRxeFqqPPN/LF/7wdmrLk685L4uW8/3TnDw7hrFAyy3XdFJmju8UMBtky64TyzIjb/gcDgfDw8N4PJ4VLezNZnPkxFfJUentkkyq5O9AiSjv6n8Fkgox7XA4sFqtmEymnCpL+NkXnyPWWYEWgZ+8+a5NRbooigwPDzMzMxNXJ85ct74Eg0GsVit2u53u7m7FNqyZm5ujv78/6byHBbeHgdkFqkyFyyUHdVombQ6m7M6cqPqSZ322mqiazkidPxjiiz99HlGU0GrUiJLErM3FI7+9wP13Hk/6eSVJ4qXzk3zzx6cJhcIgCPzquT6+8OdvpDRHxXouWUhibfhky4zD4WBiYiJimTEYDIRCIUWKXiWOORYulyvrDQKvJPJCPUdI14UpuvtmZ2dnwlna6USSJB7pt8S874Hrb6J0Ey/2wsICfX191NTUxN2JM1eFuiRJuFwu5ufnaW1tTflpx1aJVzxF++k3OtnYDLWwLMYvNzJdHgPLJR7zyaSJk82xJpqoCqTt+11weAiGwpGOuCpBQERgwbm1jsqSJPGTx88jSRIG/XIQxOny89SJQd58y94tjzsd5JJQj0Usy4zH42F2dha/388rr7yCJEkrLDOFhYU5tW6uZrskkyZbmjFPcih/xlxBJBJpkiSJyclJRkdHM959M95xvjo7QyCGgCjT6bmjrWPdv/P5fFitViRJSji5Uq1WEwjEriyTLWTbTiAQYMeOHezYsSPbQ1qBLEo3+k6j51sq/PSlRgNXtezgucExdGo1gXCYgw211JmLGJybybpIVpJQz0XhslGi6uzsbMQGkepE1SKjHmOBFrvLD+Ly5k8CrtnbtKXnlSSJYEiMbADk2wKBzPS/SAaleYzlHInS0lKCwSDt7e2Ew2FcLhcOh4ORkRE8Hg8ajWZFM69cKisaDodzajzJkkxpxjzJkxfqCkGOBMezG7fb7VitVsxmc8b9zXKyZjzHe49etMa8/Q/XqZMuiuKKyiFypCURcsmjLooiIyMjXLp0iY6ODvx+P/51Kt9kEzlHYr3om8vlore3l6KiopTNN0EQuO81h9hVWc7ogo36kiKub29GJQiKEsl54iM6UVWn02Gz2di5c2fKE1WLCvTc/4Ye/ulnJ3B7gwhI3NHTyXX7mrc0fkmSeO3hJh5/dgApLCKKIlqtmqP7Gjf/4yyR6xH19Yget1qtxmw2YzabIwGOQCAQscxMTk5GTmvkOVNUVJS1qPZ2sb7kI+qZJS/Uc4TNIhty5ZeNFphAIMDAwAAejydr/ma56VE8i5Flbjbm7e/o2rPmtqWlJaxWKxUVFRw/fjzpxS5XrC/y+6mqqorYdmZmZnJibKtZzxMuiiJDQ0PMzc3R3d2dsupBMmqVihva1wqoXBDquTCG7Yoc6d0sUXVkZIRwOJxwoupNB3fR1VjF9KKTKnMhjVVbbxomSRJvvXUvBQUGnj01hLFAxx+86QgtjRvnzGQTJVaqgc03GDqdjoqKikgJWEmS8Hq92O125ubmGBwcRJKkNZ14M/FZbJckzHxEPbPkhXoOsdHFf6MSjdFl/FpaWuju7s7aApyIELb7YkePo0sxBgIB+vr68Pv9CbWZT8X40kEgEKC/vx+fz8f+/ftXdGdLVXWfVBPLE764uIjVaqW2tjbjzZdyIZlUiQJnO5Cqjqr15cXUl6dOaEiShEaj5u47DnH3HYdS9rzpZDtE1ONBEASMRiNGo3FFWVHZMjM6Oorb7V4xb2TLTKp/59spop4X6pkjL9QVwnrNhGw2G1arldLS0pwo45eIENavM1Y50iNvPlpbW6murk7JopmtOuqSJDE1NcXIyAgtLS3U1NSseT+5KtSjxxUMBiMbpwMHDqzYaGSKZKLZ6RDW2d4sbFcS8U7nSkdVpfm9QZndVCE1YjfaMiMjzxu5vrvP51thmSkuLt7y9XW71FHPW18yS16oK4TVEXW/309/fz9+v589e/bkTKmkRJoztZWWY4nR6OhfXz5NRyicls1HNiLqLpcLi8VCYWHhhqUxc1WoyxH1qakphoeH191oZHI82RbJuTCGPLHJRkdVJYreKyWiHi+x5o3X68XhcDA/P8/w8DCiKEYsM8n0BNguEXWHw0F1dXW2h3HFkBfqOcRGF3/Z+y2KIuPj40xMTLBr1y6qqqpyKpKTiBC+fVcbPxvqX3P7l145wTN3/4+07NgzmUwaDocZGhpifn4+Lg93rnZNFUWR8+fPb7rRyBT58ozbm1RHp9frqCpHTwcHB/F4PBgMhqQTVfMR9cwhimJGTo6jLTM1NTWR15YtM7LVSq1Wr5g3BoNh3bmwXYS62+3OR9QzSF6oKwSNRoPdbmdoaGjLCZXpZD2LTiyu2dGEClgtubzAjwYHeM+B1Hs9MxVRn5+fp7+/n7q6urg93LlUkQaWL0qjo6PYbDY6OjpoaGjI9pCA5ESyEoVUnvShVqspLS2ltLQ0cpucqLq4uJhwoqoSEzMzJXhTTTZLHKpUqoggl4m2zFy6dGlDy8x2EeoOhyPvUc8gyvuVXoH4fD6mp6cJh8McOnQoK77geJEj/3E9VqXi+vpGfjM5tua+vzv1PNc07KC9IvESjJuNL51iOLrG+6FDhxJq+JNL1he73U5vby+VlZVUVVXlVPQkmYh6KBRCEISI0NpqJDEfUU8f2dpUxUpUXR09XS9RVYkbwbz1JTXEsszIm76FhQWGh4cjmz6/3x/p6plL7yFR8smkmSUv1HOI1Qu9HNGcnp6mvLwcjUaT0yId4hfCoVCIixcv8jZzOU9Njq2JqgO8/dGf8Ku7/oDqFPrv0yWGoyvvJNvwJxeEeigUinSy3bt3LyaTid7e3pSNKxAOM+t2Y9RqKUugUVU08YpkSZIQRTGSwCVJUmRuhsNhJElCrVavEPB58shsFD1dnagqCzOz2ayYiKkSTwEg94T6agRBoKCggIKCgoiPW65OtLS0xMTEBG63e8X82swyk2vkhXpmyQv1HGVhYYG+vj6qq6vp6elhaWmJhYW1iZe5hlqt3rBpjyRJzMzMMDg4SGNjIzd0dPARk4G/O/nCmsf6xTC3/ejf+Nnb7qaheOu1jiE9pf3sdjsWi4WysrItWZKyLdTlRLumpiY6OzsjF41UjWva6eQLL7yAw+dDlCTe0NHBnR0dCV+c4hHqsiiXI53RfmNZvIuiGBHzsoAXLjdU2ky8KyGiLkkS3mCQMaeDi4sL9A6EmPN6sfl9uINBPMEgfjFEMCwiIQECGgTUKhU6tRqjVkuhVkup3kBFgZFqk4mGQhNVxkK0abRM5HJ0er1E1bNnzzI7O8vg4CCCIKS8o2o6ULJHXWnjlqsTabVauru7geWgiGyZmZmZwev1bilPIpO4XK68UM8geaGeY0RbJw4ePEjB5ahjItVUsolGo8Htdse8z+12Y7FYMBgMHD16FJ1OB8B79h/mv4YGeXV+bQMkTzjEbT/6d7500+9x487WtI49UeTos9PpZPfu3Vu2h2QrmdTn82GxWFCpVBw5cmSN/zNVovTBl1/GHQhQWVhISBT5WV8fXZWVtJcn1hRmo81WdBRdHnusMpjRF3pZsMtiXf7bjaLuuSLU3YEAlvk5Xp6fwTo/x6jdxrzfjyvgJ5jm8WmAAo0Ws0FPc3EJu8sr6alvYG95JToFep+TQU5U1Wq1dFzedKY6UTVdKFHwgrJ93tFrkUajoaysjLKyMuB3lhmn07kiT6KwsDCSJ5Erlhmn05nyBnd51ufKWE0VwuzsLH19fbS1tVFZudKbrRShHsv6El39pLOzc0UCl8y/3/lWXvf97zLn9ay5LyhJfOCJX/J7za387fU3YdBk9yIXfSqwOvq8FTKdTCpJEmNjY0xOTtLe3h7p5BdrXKnYQIzb7VRctm5pLl9s5j2ehIX6eiJ5dRQ9kVrcwIqL/3pRdzkKKd+WSRa9Hp6ZHOOZ8TEuzM8y7/ESJHubhRDgDAVxuoJMuFw8OzXB18+9AixfWOqLirmqbgdvbeukraws7u8jlyPqGyGPeXWiqiRJ+P3+pBNV04VSP2elbjA229hHW2ZWN/RyOBxMTk7icrki0Xl505eNExu3273l5oN54icv1HMI2ToRaxFSilBfXfVldnaWgYEB6uvrN6x+olWreext9/B7P/x3lgK+mI95fHiQZyfG+D89V/H2zj2osnCR8Xg8WCwWdDrdilOBVJDJxdbpdNLb20tJSQk9PT0bRqhSJdQbzWamnE7KCgoIXX6+yiRyLlYnk8YTRU+U9aLucoLhwsICJSUlBIPBtHndx+w2fjF0kV+PDTNqt+OXciPROB5CwKjTwWjfBb7fdwGAxqIi7mrv5h2du9dtdrYdEQQhoURVWbynu7KJUgXvlTTu6IZe9fX1wPJJrtPpxG63Mzs7i9frRa/Xr5g7mTixUeJ3oFSunNVSAeh0OoLBYMz7lCLU5aovXq8Xi8WCWq3m8OHDcVU/MRsKePyud/GGn36fWc/ayDqAOxjkr557mq+dPsVHj1/N79UisgAAIABJREFU7a3tGRHsoigyMjLCpUuX6OzsjBxXKo1wOMzFixex2Wx0d3fHZddJla//vYcO8cUXXmDO40GUJN7c1UVbgtF0WBlRTzaKnijyZmV8fJz5+Xl2796NyWTaMOoej9c9Gk8wyOPDF3n0Yj+WhTl8OVIBKFWMOZ383ekT/N3pE1QbjXzwwFHu3NW+5jtTaqQ3ETZLVJ2cnCQQCGA0GiOPS3VHVSULXiVaX1Jl2dFoNOuWFl1aWmJ0dJRQKERhYWFk7phMppR9Zrlg+bvSyAt1hZCNjprJIAgCDoeDV155hY6OjkjSVbyYDQU8cde9/M/HHubluZl1H3fJ6+Gj//0Ef/vCs7zvwBHu6d6LLs6FSI7IxnuRWlpawmKxUF1dve6JhxKQa7vX19dz7NixuMVQqhoM1RYV8Zkbb2TO7aZQp6MkgdKVq8cjC3S5ckW6vxO73Y7VaqWqqoojR47ELPMYLdijBbw83lhR91mPmx9YzvOfQxe55HFn0ciSWWY8Hj7x/NN88vmnubmpmf931XUYU3g6pUQ266g6MDAQSVSVI6dbsT0otepLOBxW5BqcTm99rBMbee5MTU3hcrlSnuSsxLmjVPJCXSEo4UexsLAQSYTdiqDVazQ89Ka3841XXuIfXjpBaAP5Mu/z8cCLz/GlUy9w564OPni4h8pNvHNy0uZm4wsEAvT39+P3+zlw4EDOl8Zcj0AggNVqjdThT6S2O4AvFOLU/CxDo4P0Lswz5XSw5PPjDQdZb+uoAgo1GuoKi7i2sYl37TlAjcmETq2mfgvVAuRoztLSEjMzM5SUlKTVIhAOhxkcHMThcLBnz54NfZnxet2nHHYeslzgFyODLAbWr5CUDFpBoECtodxYQJ2xiLqiYkrUAoUhiQMtu6g0Gik26ClQa9Be3jjEQhRF/KEQ7mCQBZ+HabeLabeHaZeDSZeTS243M24XjoB/S5F/CfjV6DC/Gh3mqtoGvnjDzVdERD0e0t1RNV/1JbNkMglWpVJhMpkwmUzU1dUBv7PMyHPH6/Wi0+lWzJ14rJyBQCClls88m5MX6jmEUi9OPp+Pvr4+RFHkwIEDvPrqqylZSN9/8Ai3t7TxoV//AsvixqUpveEwP+zr5Sf9FvZUVPLHh3u4qqEx5mcqn06s15VPkiQmJycZHR2ltbWV6upqRX430e9j165dkZq+6xEMhTh9aYpfDQ9yanqKMYcNf5LHnCLgDIXosy/Rd26JB8+d4UBVNd+5/U0UJOmflIVucXExTU1N2O12xsfHCYVCkcS8kpISTCZTSr6vxcXFyAlEW1tbUs8pe93tPh8P9b7Kj/oszMZImE4UDQKVxkK6yso5WF3D4Zo62kvLYp4qLS0tMT8/T9tlsRfvuAt0Ogp0OioKC+ko37jxmMvv56WZKZ6eGOOlqUkm3S4SNeo9Pz1Bz0Pf4e2NzdzX3p3gX18ZpDJRVamCV6kbuWxXq4llmZHnjt1uZ2xsjFAoFLFbmc3mmJYZp9OZUw3wrgTyQj1P0oiiuKJqiFypJpUetgazmYffeg+/GR3i0889zewm9oCwJHF2bpb3PP5zSvR63t65m/fuO4Q5Koq8UXUVl8tFb28vJpOJnp4eRbbYhuWs/I3eR0gUOX1pkseHLnJicoJxpyPt5fzOzM7wuRO/5a9ee31Cf7c6WVSlUlFVVbUmMc9utzM6OorL5UKr1WI2myP/SyQCFAwGGRgYwOfzsX///kiJ1EQJiyJPjAzx4NnT9C0tbsnWYtZq2VtRzY1NO7luRxMVxtyquGDS67m+sZnrG5sjt9n9Ph4d6Oenfb0MuxxxP9ePx4Z5bHyUn73l7pQ2O9uObJaoOjY2htvtjpmoqlShDsoMamVbqMdCr9dTWVm54totV5mZnp7G6XQiCAImk4mnnnqK48ePU1hYuKFQv++++3jssceoqqri/PnzAHzqU5/iwQcfjLzO3/zN33D77bcD8MADD/Ctb30LtVrNP/zDP3DrrbcC8Pjjj/PhD3+YcDjMe9/7Xv7sz/4snR9FTqNMFXKFkqi3Op0sLS1htVqpqKjYUpOfeHldUwvX79jJfw4O8KWXXmTS5dz0b2x+Pw+efZlvnX2ZjvIK3rf/ELfsbF23hOTg4CCLi4t0dXVltUbsViJGoigyNDTE3NwcXV1dlJSUIEkSfQvzPD44wDPjYwzaFvGJ2cl3ODN7KaHHS5LEgtvNJbeThiIzRTFsLtGJeTt27ACWj2dtNhs2my2SXGUymSgpKYlEimJ9xnNzc5GmT7W1tUl9D2MOO185fZJfjw3jTzKvpFCj4UBlDa9vbuWauoaIf1v2uufKOrARZr2Be/fs4949+5Akid9OjvH3p05w0WHb9G+9ksjNP32Iv+y5ind07snAaLcP0b+HhoYGYPn3IFtm5ERVv9/P5OQkJSUlKU9UzbMWJXjrZVEebZkJh8PMz88zOzvLpz71KYaHhwkGg/zlX/4lx44do6enZ8Vp7bvf/W4++MEPcu+996547j/5kz/hox/96Irbent7+cEPfsCFCxeYmpripptuor+/H4APfOADPPHEEzQ0NHD06FHuvPPOSLOoK428UM8hNhMFcuWXbPrDAoEAfX19+P1+9u3bl9FaqiqVije0dXDHrnaeGR/lCydfYGBpYdNIpQhYFub509/8Cq0gsLvYzPsNem4wLVecmJubo7+/n4aGBnp6erIarZGriyRz0ZSTXvWlpQybCvjmc//N+fk57MFAGkaaHNVxRoLlKPpD58/y96dP4I0SvFUFBbx1Vxfv3n8Aky62P12n08WMuttsNkZGRnC5XOh0uohdpqCggKGhISRJ4tChQwn73sOiyM8H+/n6Ky8xHscmcjUCUG008vrWdu7q3E190Uoff3RTpmS7qWYTQRB4bUMTr21oIhgK8U9nTvOdC2fZzN3+mRPP88LkFF+88ZaUjufM+CUG55fYWW7m4I7arJR6zSQ6nY6KiopIrwRJkjh58iRarZZLly6lPFE1z1pyMaIeD2q1murqaj75yU8C8Oyzz/LjH/+YY8eOcfLkSf7xH/+R2dlZOjo6+OQnP8m1117LyMhIXM/96KOPcvfdd6PX62lubmbXrl2cPHkSgF27dtHS0gLA3XffzaOPPpoX6nlyg406HmZTqEuSxMTEBGNjY1n3bQuCwHWNO7mucScXFxf4/InneW5iNC5PbFCSOGO38UdPP4H+mSfpNBVxe009bz92PCeSReVof7wLuicU4LnREX565gwXHIsshULrJnhmm4oCI3/2mtdu+jhZkF5cXOBLL59aIdIBZr1evnbuZb527mVUwNX1DfzZsdeyM0YjLZlY5fD8fj82m43x8XEWFxfR6/WUlpYyNzdHSUkJhYWFm87xOY+Lfzx9iscG+/EnmFQpAI3FZu7q6OatHd2YNvhdr05UjVVhBjbupporaDUaPnykhw8f6eH7ved44NQLGz7+yYkR3vjwD3n0zXdt+bUlSeJTv3iaJ3uHAFCrVNy+exf/59arU7KeXZxeYNbupqmyhPry3G2xLs+Nurq6yPtenWyYqx1VlYpShfpqXC4X1dXV3Hnnndx5553A8nrU398fCYzE4itf+Qrf+973OHLkCF/4whcoLS1lcnKS48ePRx7T0NDA5OQkQOR0VL79xIkTaXpHuU9eqCuIbNVSt9vtWCwWSktL4/ZtZyrhZ1dZOV+/7Q04fD6+9erLPNR7Duc6tehX45dEzjrtnHXa+dxALy0lpdyxq4M3t3VSlSVv7EbNhQKhEGdmpvn16DAnpiYYtdvSWmtbAIq0OmqNRnYaCrm1azeHamqpjjNZMxgK8cvBAc7Mz9BcXMrtu9ooL1h/M7Taiz7hcuHfZL6LwLOTEzz78A9QAa+t28GnX3t9XN+fJElMTU2h1+u59tprUavVkUYiw8PDuN1utFptxC5jNpvRarVIksSLkxN88aUX6V2cT9h7Xmss5J1de3l7Z3dMK088rFdhJlbUPRAIRP6da+L9nu693N21hz9/5tf8YmR43ccNO+zc/KN/44l3/P6WXu/U6CRP9g6hVqtQCwLBcJj/sgzyxgOddNbE7swbL//y5Mv87JQVlSAgAR96fQ/X72nZ0nOmm9Ut7TdLVBVFcUVL+0x3VFVyDW9RFBWb8xSN0+lcEfCA5fWos7Nz3b+5//77+cQnPoEgCHziE5/gIx/5CN/+9rdjfp/rlQO+kk93lD9rriAyLdTlpDqXy8Xu3bvjzvSWu5NmclEqNhj4k2NX8eGjr+HpsRH+8aUXsSxubouRCQMDtiW++NKLfPGlF9Eg0FBcxMHqWq7d0cSxunrKC9Jv85GFeiAc5tzsJZ4aG+HFyQkG7Ut40vjdawWBOlMxR2trubGpmasamiLdIxcWFpibm6OzrT2x59RouLOjizs7ujZ9bKzGRfVFRcuWhDgvziLwzNQ4N/zoXzGoVHzw0FHevfdgzIY6ExMTTE5O0tbWtqLWvyzIZfx+P3a7ncXFRV7u7+ORqXFedCbeJdSk0/HG1jbes/dQ2hIkV4v3cDjM9PQ0Y2NjtLe352zUXRAE/va6m/lfexd5889/sq4dZsbr4Y3/8QMefcvdSb/W6KIdSVouHwqgUasJhUVcvq3Zw2YcPh49NY5OrUalEgiFRf7xP0/wmo5G9FplXma3kqiaLpRa8QWWf3fp7jabCRwOxxqhvhnRHvb3ve993HHHHcBypHx8fDxy38TERMQbv97tVyLKXEG2MfFYX9KNHGkcGRmhubmZrq6uhBZHuTtpNqIHKkHghqZmbmhqZs7t4sEzL/PoxT7sCdarDiEx4nAw4nDw8EBf5PZCjYYqo4mWEjNtpeXsrqqiraScelMR2gTfryRJLHg9WBfnODc7x4X5Wc5NTWJ/+YW0Rsq1CNSaTBytbeDW5lZ66hs2bOm+UZQ/HnyhEAs+D8U6PUWrPOXRUfTVorGttIx3du/hXy68mvhriiKff+kEn3/pBNc1NPL5627CqNfjdruxWCwUFRVx9OjRTY+i3aLIv41c5JGBPhb8voTGoAYOV9fyR4eOcqSmLqMCw+fzYbFYMBgMHDt2LPJbjGWZCYVCK3zu2RLvzWVlvPSu+7j1h//KXCj2qdiw08FfPPsb/uaa1yX1GjvKzGg1KsKihFoFQVFEr9Gws6Ik6XFLkoTDH0SjUqFSLX/HGrUKfzCE0xtQrFCPRTyJqn6/f0VXzFQmqiohiXo9tpP1ZefOnQn9zfT0dKQXwMMPP8yePcsJ4nfeeSfvfOc7+dM//VOmpqYYGBjg2LFjSJLEwMAAw8PD1NfX84Mf/ICHHnoo1W9FMWyfFeQKIBNC3el0YrFYMJlMHDt2LClPYq50Ua0sNPHnV13D/2xp49fnXuVJt52XF+cJbEF0ukMhhh02hh02nhwbjfkYNaAWBDSX28irBAFRlBCREEWJkCRmzEeuAiqNhRyuruXG5hau29G0bgLmus+xBaE+7Fjiy2dexHNZeP1B5z6uqdu5xuYiC8RoBEHgYz1Xc0tLK18++SIvzUwn9bk9PTHG0X//NtU6PXdX1fGOY8cpKYktzJwBP78eGuTRASuvLswl7DsHMAkqbq/dwTu7dlNbXh6X1z1VyJvs8fFx2tvbKSsrW3F/LK87sMIuE/3fmY66azQavnX1Dfz1uVc4sTgX8zGPDV3kLbs6OVKbeIStp6meOw908PNX+wkGw+g0av7q9ddRYUo+P0WSJKqLCpCQCISWn9MbCGI2Gig1Jdd9V0nESlSVu2JGJ6pGe92TTVRVsthV8tijcblcG56u33PPPTz11FPMz8/T0NDApz/9aZ566inOnDmDIAjs3LmTf/7nfwZg9+7dvOMd76C7uxuNRsNXv/rVyGf0la98hVtvvZVwOMx9993H7t27M/L+chEhQc+Xcg1iCiEYDK4risbHx5EkicbGxpS/bigU4uLFi9hsti2XJzx//jw7duzIaolDAI/Hs1wFRa+nvb0dnU6HKEk88srL/HDQSq/dlvba4ZlEAEr0BrrKyrmhqZlbmlupNm29MYXT6WRkZIS9e/cm9HeiJPGx535FSApTrDMQCIdZ9Hn4/46/jkqDMRJFT+SCLYoiTwwP8k+vvBRXmb+N0AkCGkFFWBIJSdKWNk8CsLe8ij891sPh6jqcTic2mw273Y7b7Uav10cqzJjN5rScNnm9XiwWC0ajkV27diX9Gquj7pIkrbAkpTvqPjIygtFo5POWszy+gW/97L3vS0rsSZLEJYcLVyDIjpJiDFuMeIfDYc6cOYNkruHvHn4OfyhEaWEBf3X3DeysWj/BOducOnWKo0ePZuS1ohNVHQ5H0omqXq+XixcvJrwW5QIWi4WGhgbFNwv6+Mc/ztve9jZe97rkTrXyrCCuBSwfUc8xNrrwaDQavF5vSl9PkiRmZmYYHByksbGRjo6OLUf/sh1RF0WR4eFhZmdn6ezsXNGJTSUIXFVXz35zCc0tLZyemuTfLef47cRY3EmouUKhWk1bWTlX1TdyS3Mr7WXlaRFP6yX3bIYnFMQR8FFTuHxh0l0e24zLSbnOkLBIh+WI8K2tbdza2gbAsG2RT//2GU7NTCc8voAkEZC2Nk8NKhVvaG3nQ0eOUx7VGGm1193n82G325mfn2doaAhRFCkqKooId6PRmPTvTu5AOzExETOKniiJRN3lx6dSuMvBo89ddzOTzoc5txA7sv5Xzz3F/7vmhoSfXxAEas2pE0vyJubwrnoe+sjb8QZCFOq1ivVSp4NUJarmrS/ZJ1YyaZ70khfqCiLV1hfZr2swGDh69GjKyj5mU6gvLi5itVqpqamhp6cn5qIuj08lCBytb+Bo/bLX0u7z8fjQAP81fJHzc7M4cki4F6o1NJeUcrxuBzc07WR/VTWaDC36yVpfjBotRTo9joCfYq0OXyiEJElUFBhTdrFtLinjX17/JgBOT03yf5/776TqmCdKg6mIPzxwmDe0tsf1PchJeXJSlSiKkdbdFy9ejEQYo7upxhMRj46ix+O5Twb5u4r+zmJ53VNZ110Wuf9+x5s58r0HCcQ4+XpkaIBPXX1d1oVbdIKjWqXCZMhen4tEyGYFlWQTVfNCPfu4XK6sn5ZfaeSFeo6xWUQ9FUI9HA4zNDTE/Pz8mohzKshGGUm5EVMgEODAgQMb1kSXOzuuxmwwcFf3Xu7qXj5WFUWRYfsSL05McHJmEuv8ArMe15q63qlEAApVaqp1Oq7esZNbO7vYW1GFLotlvVQqVVIXdZUg8IG9x/jy2Re55HaBAO9q3xuJsKeaw3X1PPaWu7H09fG1vvM8bVtM6fObNFresKud+w8coXyLNfdVKhUlJSWUlJTQ1NQELEfdbTYb8/PzDA4OIknSulH36Mo1HR0dKf8NxzN+iD/qLov2eETW6rn2y7fcw40/jZ1I9uCrp/lfBzJj31gPSZIUJx5zsXpKPImq8ony2NhYpMOwUsSvEjqTxoPT6VS8fUdp5IW6gkiFAJa7cNbX168bcd4qmYyoy8f+o6OjcTdiind8KpWK1tJyWkvLedfe/Svu8wQDDC4u0rswx5BtiUmXizm3C4ffhzsYxB8OE5ZERFl0CAJqQUCrUlGg1VGk1VFhNFJXVER7aRm7K6up1+qxnDuHyWTiwIEDOXMBStb6IkkSTaZiPnPsehb9Por1esy69CXXLSws0N/fT2NjI1998zsA+IHlHF84eQKvmNzvplyv59aWdu7bs4/aovQe9xoMBmpqaqipqQGWL+yy1z066l5YWMji4iJmszltUfREiSfqHg6HV/zuNrLMRP+GK00m9pRVcH5xfs3jvnH2lZwQ6rkmejdDKZHp1YmqCwsLzM7OotVqmZ6exul0pixRNd0k23E613A4HPmIeobJC3UFsRUB7PV6sVqtqFQqDh8+jMGQPsGUKaEuV6gpKiqKuxETLAuErY7PqNWxt7qGvdU1W3oeWBZkg4ODDC2OUl1dnXNRokStL6sruhTq9BQmWGkmEYLBIP39/QSDQQ4ePLhibt/TvY97uvfh9Pv5zrlXeHzoIlMuJ7FMTQUqFbWmIg7X1PGGXR0crKrOqphRq9WRqDssX+hHRkaYnJykuLgYp9PJSy+9FLEGlJSU5JRISTbqHmuuffOW13P8B99dc3sumNPkpGglocTNBSyPW6/XU1tbGyn3F52oevHiRbxebyRR1Ww2U1RUlBMdVZWyOdqMQCCQVv2QZy15oZ5jpNr6Il/cL126REdHx4rmLulCo9Hg9ydWtzwRwuEwFy9eZGlpie7u7oQTW7Kd7BrNwsICfX19kROOiYmJLdUsTweJWF9iNS5KJzMzMwwNDdHc3LzhaUqRXs8fHznOHx85HvP+XEeuYFRUVMRVV121oqmR7HUfGBiIRN2ju6nmyqYvnqh7MBjE5XJRXFxMMBiMRN2Nej0qiNkM6fzsDHuqqmPckxmUKHqVKhpjjXu9RFW73c7CwgLDw8OEw2GKiooiUfdMd1SF7dFZU4lzfTuQF+oKIlGhLovAmpoajh8/nrGFKZ1CWLbu7Nixg/b29qQWjfU86pkkEAhgtVoJhUIcOnQoEqFQqVQEcyiJFeKzvmzUuEgmLIn8Yryf386MoVereUtTN/vLa5Mak9/vx2q1olarOXz4cMoSoXMNSZIYHx9namqKzs7ONfXf1Wr1GpEie91nZ2e5ePEikiStSFLN1ai7w+HAYrFQXV0dCShER90PV9VwavbSmuf4UX9vXqgniFKFejwJmdGJqtHJ29nsqLqdUOJ8Vzp5oa4g4o1s+nw++vr6EEWRgwcPUhBVNi4TpEOoy50WBUHYsnUnmxH16K6vu3btWtFaGbbeBTQdbNQtN57GRTK/mrjIz8esVBoK8YZCfM16io/tfS2txfGXE5Q/v7GxMdra2iLe1e2IXJUpES+6IAgUFBRQUFAQsQbIUXebzcbMzAxer5eCgoKIXaa4uDirUXe5nOri4iJ79uyhsLBwzf2SJPH29o6YQv309FRWhacShYsS7TqQ/AZjs0TViYkJAoFApKOq0hJVM0U2KwVdyeSFeo6xlcVTFEXGxsaYnJykra0tUvYq06Sy6kv0e2pvb6eysnLLz5kKj3oyuN1uent7KSwsXNdTnwvR/tWsNydXR9E3m7sn5yco0xvRqzXo1eAKBrDYZuMW6qtLEaajaVAuIEkSY2NjTE9Pb7n5GMSOunu9Xux2OzMzMwwMDACs8LobDIaMCDmXy0Vvby+VlZUcPnw4pgiTb7upuQ2ee3rN/VMe94pE1egTnUyIdyUKdSVWqoHl60GqfvfrdVS12+0pT1TdLgLX4/Gs2UjnST/b80p3BbK0tITVaqWiooLjx49nNRKQqoi1zWbDYrGk/D0lW24wWaIbMHV1da3bvh6WRUau+OfXI5EoejSFah02vw+jZjmxKySJkX9v9nqy/SMbpQgzibyZKy0t5dixY2lrYGU0GjEajSui7na7HbvdTl9fXyTqLnvdUx11lySJ0dHRyG8innJv+nUSAsMsi67VFWbk9wWpb8oUjRKFupKtL+myqAiCQGFhIYWFhdTV1QGbJ6oWFxfHtXHYTqUZTSZTtodxxZEX6gok+sIQCATo7+/H5/Oxb9++nNjtblWoB4NBBgYGcLvd7N27V9ELw9LSEhaLZcMGTNHkYkQ9GjlZVL7QJyJQ3rKzmy9eeJ4pjxNJkqgtMHGssmHDv3G5XFgsFkpKSnKmFGE6kIXrzMwMXV1dGe/8p1arKSsri3Q1laPuNpuNS5cu0d/fH4kuyuI92ah79GbkyJEjKREw8VaYCYVCa5oxbfX1lSjUlThmyPwGI55EVVEUMZlMGyaqhsPhbXECmO9Kmh2UP3O2GZstnrKtRKPRMDExwdjYWNz1wzNFstYXSZK4dOkSQ0ND7Ny5k66urpx5T4kilwz0er2bNmCKJhc96jKyQAcSFukALcVl/N/919Fnn0erUrO/vIZCTewkULlakdyUaztfHOTNSGlpKUePHs2JyFt01D06uihXmJmensbn82E0GiN2maKiog03UvLJyPT0NJ2dnSmtxbxawG1WYUbecMLWo+5KFL1Kjahne9zJJqpup4h6vtlR5skL9Rxko+Q9jUbD0tISw8PDmM3mhOqHZ4pkIupy4pzBYODo0aOKreIhSRIzMzMMDg7S3NxMd3d3QhfxXBTqsrgZGBiI1PVOti5xjbGIGuPGC73dbsdqtVJVVZWyiGsuIoriCvtHrm9GNBrNmqh7tKe3r68PQRAi1WVkrzss5xf09vZSVFTEkSNHkj4Z0QGBGLf/1HqBt1/uKLweq6PuQMQms1Fd9+i/lfH7/Tw3Mca4y4E+HKZRpaM9qXeUHbIteJMlF5sGxZOo6vP5IrknSk5UzUfUs0NuKbw8GxIMBnG73QwODrJnz56c3dkmIkyj/dudnZ2K9h/LYkSn0yW92cgloR7t+T148CAOh4OlpSVGRkYIh8MrbBDR7e2TRW785HA4Ylb/2E7IUfSysrKciaInynqeXtnrLkfdBUEgEAjQ0tJCXV3dlt7r7ooqXpmfXXP73596YVOhHguVShUz6r462h4Oh5m0L3Lnfz66/pOdPRn5582NTXzhhlsTHk+mUGrVF6VEplcnqtpsNiYmJtBoNIrrqBpNPqKeHfJCXQFIksT09DTDw8MYDAZaW1u3xY9FrvNeW1sbl387lci1wVPxmnJkdHp6estNpXLBoy6f5kQ3LpKPe+VKQqIoRkr+ye3tt1Lyb3Fxkf7+furr62lra8v5C1ayyHNlbm4u7iRKJaHRaCgvL6e8vByfz0dvby9arZaGhgYcDgeTk5ORCGS01z1ePnb8at752MNrbnekKAF7vaj7P598ka/0no37eZ4YG2Xfd7/BfZ17+N89V6VkbKlEyVVflDpug8FAXV3dmkRVu93O7Oxs0omqmcThcOQj6lkgt2ZBHmCl9cXpdGKxWDCZTBx6Q+boAAAgAElEQVQ7dizSZU3J+P1++vr6CIVCWanzDr+LXG910bfb7VgsFsrLy+np6dnycWa2SkfKxNO4CJbHGd3ePrrRTnTyoSzc1xNkcuKw3+9n//79WZkLmUL+LVdUVGxrS4+cazIyMkJ7e/uajWt01H1ychK/309hYWHEMlNcXLzuZ7O/qmbd1/3DX/6Mr992Z0rfCyyLk0REejTftp5nYHGRr952R4pHtTWULHiVOO5YjZpiJar6fD4cDkdCiaqZJG99yQ55oZ6jhEIhBgcHWVpaWlFLOZU1ytPN6iQrSZIiCbC7du2iqqoqa5FT2UefbMQiFAoxMDCA0+lkz549KatMky3rS7IlF2ViNdqRBZnNZosIMpPJFBHvPp+PwcFBdu7cSU1NzbaOosuJsdsxih5NIBDAYrGg0WjWrXUfHXWH33ndbTYbU1NTkY6z0d1Uozd5apZLMq7m2elJvnzqeT58dDmCHQgG+fOnn+TxseGYY63U63nqXfdt+p6u/o/vb/7GN+DZ2SkWnU5KsiyyolGy9UWJ3u54O6rKa2iudlR1uVzs2LEjY6+XZ5m8UM9BZmZm6O/vp7Gxkfb29hULqlKEulyrXB670+mkt7c3ZxJgt1JCcnZ2loGBARobG+ns7EzpBS8bQj3RxkXxEkuQud1u5ufnOXv2LKFQCJPJFLltK0mquYocRa+srNzWUXRYXreGhobYtWtXQo3Jor3u9fX1wPJJi2ytio66l5SU8NnXvJaPvvBczOf6xrmzfOPcJtHvy3n6cz4/u7/1NS685/51H7r721+L+31sxNsf+ymPv+1dGanrHg9560tmSXaDEU+iajAYxGg0ZqSjat6jnh3yQj0H0Wq16yYjajQa/H5/FkaVGGq1mlAohEqlipwMdHd358yxWTJecJ/Ph9VqBeDIkSNpiWRkUqhvNYqeDE6nM+Llr6qqIhAIYLPZsNls/z97bx7e2F2ef99Hq7XZlj3e7fGMd9kzkxnbM56ZlhAIvC0JBX4JhUAJTSZAQoEftPCSizVAE0JLrhZoCkMaQjJJCrQQAiRszZsFyiQBZpIwtiTL+y7Li/b1bO8fzvfMkS3Jstaj5XNdc0FsST6yj855vvf3fu5HaFI1GAyCrSYTTar5gDRJb2xsoL+/v6BnAewGTdNRn4tMLLaUSmXMRZ7b7cZ+Lo1CjYdQqBO+ffEPuHXw+I6Hnj53/55fm3pVQ+EVAESn7VokApVKJXzeyGcvX9NUC7XgLdTjZlk2YyJELieqbqdsfckP5UJdgtTW1sZVexUKBfx+f46PaO8oFAqsrq5ifn4ebW1tO3YG8s1evOAk/3lhYQE9PT17Ugv3Sq5+RyTZgux6ZPvnhkIhWCwWqNXqqGJOpVKhvr4+qknV6/VGNalWVFQIPveqqirJb317PB5YrdaSUNHX1tYwOTmJjo4OYbs+G1AUBb1eD71ej5aWFlzs6sLgow9k5LUfGruEDxwbjvoMXPnw/XAzdNzn1FJy/ObmDwj/7QwE8fc/+RVeWbGDAwAZwOh54NU/PYW9JczwPA+5XJ411V2KMYfJUIiZ9cDW33QvTdN7IdFE1Uw3qpYL9fxQLtQlSKILEVGqpUwwGITb7QbLsllTntMlWeuL1Cw76ZJrFZ30JSwtLaGnp0fI4I6HTCYTCvL29vaoJlWHw4HJyUkAEFJDxFnd+YbjOExPTwu7R8WuottsNjAMg6GhoZzPPVCr1Xj4L/8KN/7yZ2m/lpyiQHMcVHI57E4nrv7x93d9jrhIB4Bzf3wFKx4fBLGfA2QhgHt1ztlwjCbYeAkziVT37VNVU6VQrS9A7sSMTJJrb/1eG1Wrqqqg0+l2/d36fL5yoZ4HCrvqKEEUCoVkU1/EMYUGgwGdnZ2SLNKB3Qt1kum9ubkpKctOOuRaRSdDrMJaOX5f7ccTS79Dl7sOb289Br0yufMiXpMq8S8vLy9H+ZerqqpgMBhyXoSQIU0NDQ0YHh4uyGIiWTY2NmCz2fLeBDzY3Iof/dV1uP5nj6X1OqFICMceui/px4+d2elpX3J7sRrwXba7UADFUSA+m2//RXKpL7up7uKhTOmo7oVqISlU8r2DkahR1e12Y25uTmhUJYp7rEbVRIr6mTNn8MQTT6C+vh6jo6MAgHe+850YHx8HsJUlX11djZdffhmzs7MwmUzo7e0FAJw8eRJnz54FAFy4cAE33XQTgsEgrrnmGnz9618v6utpMpQL9QJDqs2kLpdLiJ4bGRnBxMSEZBcUQGKPOsl3b25uxsjISMFfJLar6Nm+QXMch/n5eayurqKtuwNnl14Ey/AwKNQYdS/Dz0Twd12vSfn3GmtCpt/vF4aKeL1e4YZDivdsKb5iFb3YhzSxLIuJiQkEg0EcO3ZMEjsZfXUNGDvzQdz2i5/gtyvLMR9zoq4RX7v6L1Cl1SIQieD4I9+J+n5gDz/v0k23xvz6K5urUd53igc4xdYXtDIZ1Cn6k/eiuhOVPBnVvVBTXwoVKabViBtVCbEaVX/9618DAE6fPp1QUb/pppvw4Q9/GO9973uFr/3gBz8Q/v/HP/5xIb0OADo7O/Hyyy/veJ0PfvCDuO+++3Dy5Elcc801+OUvf4k3velNab/fQqZcqEuQRBdQqRXqZAs8EAjg8OHDwna/lJV/ILaiHolEYLVa85rvnkl4nhdu5LlS0UnKSW1tLY4fP45p/wbCHI069dbFvUFdiVn/BoIsDa0iM8Wz2L8sTkYg0ZBzc3NgGEZoUk12m3c3iIre2NhY9Cq60+nE+Pg42tra0NvbK7n3evZNb03qcWd+nmCy6C5cePfNMYvf+y5ewCLjhVxFQRbZ+hqnArhXxcjn3nVTyj8zFvFU9+3/S+ZxxFLdC9n6UohIsVCPRaxGVY1Gg2effRYPPfQQFhYWcOWVV+L48eM4efIkRkZG0NHRAYqicOWVV2J2djbm6/I8j//6r//C008/nfDnr6yswOPx4NSpUwCA9773vXj88cfLhXq+D6DM3pBKoS6elnrw4EH09/dH3byl7qUXN5PyPI/l5WXMzs6is7MTDQ0NkitE9kqyg4syBcuymJmZ2eHPVssVYHkeHM9DRlGgeQ4yioJKlt2blkqlQl1dndD4S5pU3W43pqen4ff7UVFREaW6J3sjZVkW09PTcLvdJaGiT01Nwev1FsVAqkub6yk97z/6rsDCwsKOHZo/rSzj6y//HqAAVsuDJb+eVy8ftx0+Bm2W7X+pqO5SFlHiQYYAFiKFUqhvh6IoHD58GIcPHwbP87jyyivx61//GhcuXMALL7yA//7v/8bU1BTe85734JOf/GTc1/ntb3+LhoYGdHd3C1+bmZnBsWPHUFlZiTvvvBOvec1rsLS0JIgtANDa2oqlpaWsvsdCoFyoFxj5Gogjxu/3w2w2Q6vV4sSJEzFjp9LJKc8FcrkcNE0L70Wn08V9L7mGoqiUPaT5iFx0uVywWq1oamraoSy3aqoxaNyPC5tz2KpeeFzfdgyKLBfq2xE3qe7fvx8AdjSp8jwvPIY0qW7/3ZH32tzcjKGhoYJf0CWC7Bg0NTWhu7u7qN9rPBpUajz9njPCDo3b7cb8/DxomoZKpcKNL78Y/QTRr6jdUImPHD+Z2wN+lUSqu8fjgdPpRFNTE2iaznrCTKYo1MQXoHAL9VgYDAZcddVVuOqqqwBs/V2CwWDC53zve9/Du971LuG/m5qaMD8/j9raWly4cAFve9vbMDY2FnMxVqh/80xSLtQlSKITM58nLfHjrq2toa+vT+goj4XU894pisLa2hpWVlZ2fS+5hizG9nrTzNbgongwDIPJyUn4/X4cOXIEWq12x2MoisIN+4dwtLoFHiaExopKHNDVxni13FNRUYHGxkY0Nm4lcrAsKxRjVqsVoVBIGG1fWVkJh8MBr9cb970WC8Xsu39//xH8h/lPuz7OqFTh6XfeKCjnsXZojj347bjPVwD4+V//TUaOOROQAXSLi4tYXV3F0aNHodFo0va655JCboBlWbZgj50Q7z1QFJXwesgwDB577DFcuHBB+JparRYaVYeGhtDZ2QmbzYbW1lYsLi4Kj1tcXBQiJ0uZcqFeJilIg2VTUxNGRkZ2vehIWVF3Op2YnJxERUVFUu8l1+x11yQfKvr6+rownXU3z7KMotBf1ZTV48kEcrl8R5NqIBDA8vIyXnnlFchkMmg0GiwtLQmqe65jCbMN6TGor68vSt/9x07+WdxC/VODI3jP0cGkXucbF15AImPft/uP4YUXXoBerxfsMnq9Pm+/z1AoBLPZDIPBEJXtH091F19PcpHrngyFrkpL7T6zV3w+X0pTSZ966in09fVFWVrW1tZQU1MDuVyO6elpTExMoKOjAzU1NTAYDHjhhRcwMjKCc+fO4SMf+Ugm30ZBUi7UC5RcbQOGw2GMj4/vucFSioW6uPG1s7MTXq9XkhfPvRTquY5cpGk66nyQQvJHtuA4DouLi/D5fDhx4gS0Wi1omobL5RIsEKRJlRTumWhSzQccx2F2dhbr6+tFnwE/evNtuO77D8MW3Boc947OXtzx2tfv6TX+49Ircb/3i+vehf3V1VHxd7Ozs/D7/VAqlVH2qlxY7RwOB6amptDb25twjkG2EmYyRSEr6sWAx+NJWKi/613vwrPPPov19XW0trbii1/8Im655RZ8//vfj7K9AMBvfvMbfP7zn4dCoYBcLsfZs2eFc/Nb3/qWEM/4pje9qeQbSYFyoS5JdrvRkyI4m8N3xNM4u7q69jx1UEqpLzzPY3V1FVNTU0LjK0kEkSLJLHLyoaKvrq5ienoaHR0dqK+vT+nnmT2L+N8NG8ADf7avBwOVrbs/KQ+QlJOWlpaoqbpKpXKHBcLn88HlcglNqmq1OmqSqtSHZJE+jdra2qKfpBoOh2E2m3H3sRPo7u5OSaH96bgl7vdu6j+E/dXVAKLj79ra2oSfT649s7OzYFk2aws9hmFgs9lA03TUNOC9kMjrnmvVvZAL9UJuhCXsNpX0e9/7XsyvP/jggzu+dv311+P666+P+fjh4WEhh73MFtK+g5QwJForFiT5JVsFgMfjgcViSWsap1RSX4LBICwWC5RKJY4fPy5YFaSo+BN2U9RzraKHw2FYrVbI5fK0plDavCv4z4Xz0Mm3vInfWziP9+5/DXoM0rHFkKxwv9+fVMqJuBgTN6m63W6sr69jamoKPM/vmKQqBdWd53nMz8/DbrfDZDIVxVCvRJCFZk9PD2prU++TuPuF38X93v978jUJn6tWq1FfX4/6+noA0WlEMzMzguouXuilUmC73W5YLBbs378fTU1NGTvf4qnu4mtStqapFnKhXgx4vd6UrC9l0qdcqBcg2SqCSXOg2+1Gf39/Wh/KfBfCPM9jbm4Oy8vL6O3t3XFjTjTwKN/EK9RzHblIYivn5+fR3d0tZOumykuuWahlShiUW8Uvw3N4yTUrmUJ9c3NTaGhKJyu8oqICFRUVwi4Uy7LCJFXSpKrVaoVirLKyMucFSCAQgNlsRlVVFY4fP17UBRCxa3Ecl7KyLMbD0nG/FwqF9mQHE6cREYjqvrm5iZmZmT2p7jzPCxamXDU9by/es6W6F6pHvZDTasTspqiXyR7lQr0AyYatZHV1FZOTk0k1ByZDPvPePR6PsJU/MjIS8+Iu5Szh7YW6eIhJrlR0shOh1Wpx/PjxjOzeqORKsPzl98XyHFTy/MdhkgVqIBDISla4XC6H0WgUkoVIk6rb7cby8rKwWyHOdN8+ujtTkOSPpaUl9PX1ofpVm0axQhZf7e3taGrKzIJQK1cgwMa+tg3953fx/Wuvw+E9WgXFJFLdxfYqcr5UVlZCqVQiGAxibGwM1dXVGBoaytviK1nVnWGYKMU9mWmqhbigLNQFxnbKhXr+KBfqEiUZ60smIAWZQqHA8PBwxgqEfCjq4h2BQ4cOJWyIy7finwhxoZ4PFX1hYUHYichkbOWpmi6MuhfgCHkAAEqZHKdqujL2+qlACrlcTtykKAo6nQ46nU6IHqNpWvAuLywsgKbpjCeGkM+6TqfD8ePHi6J4iAfHcZicnITP58PRo0cz2vT8mdN/js/89tm437/hycfwvzf8LYwZUrPjzQBwu93Y2NjA9PQ0wuEwGIZBS0sLGhsbJafgJlLdyf8CiVX3cqGeX8rWl/xRLtQLkEwU6hzHYW5uDisrKzGtIemS68FMa2treyq4pFyok2NjWTanzaI+nw8WiwVGozErhVxjRTVu67gal9wLAIDDVW2oU+dHoWEYBhMTEwiFQhkv5FJBqVRGje7enhji8/miVNS9NKmSKcLz8/Po6elJmPxRDHi9XpjN5qwNanpbtylhoQ4Af/79hzB25oMZ/bliiL2qtrYWVqsVFRUVaG5uhs/ni6m6S62pOZHqLrbMiFV3mqYltwBJhmIp1D0eT8Z2pcrsDel8cstEkeiClG6h7nQ6YbVaUVdXh5MnT2ZFpcjVBTUcDsNi2UphGBoaSrrgSrRjkW8oikIoFMrZ4CJxNJ/JZMqqalKnrsTr6wey9vrJsLGxIdgh+vr6JHnzj5UYkqhJtaqqChqNZsd7ISknarUaw8PDkirWMg3pS3E4HBgYGMhqxOSf/vYDOPLQfQkf8/vlRZxozl6qEel5ENt6xIKL+HyZnp4Gy7JR54tWq5XUuR9LdQe2Ct1IJAK73Y6GhoaCmqYKFMewI2ArHaqYY1ulTPFetYuYVAt10lQVDAZx5MiRgp44SLy2RCUkcXnJIqUbFIGoSUajEdPT05ifn4dOpxPSQgwGQ8aPm0zhJANuiuGGEg8SVxcOhwsyAz5Wk6rX64XL5YLNZkMwGIRWqxVU1EAggLm5uYw0AksdsT87F+exXC7H2JkP4s0/eBgzfl/Mx9z6y5/hpSyo6hzHYWZmBk6nM2FPxfbzheM4eDweuN1uoSejoqJCsNVIVXUn16jOzk7s27cvoeoutWmqALIepZwrPB5PVNNzmdxR+GdPCaJQKBAOh5N+PNn6npmZwcGDBzMa15UPfD4fzGYzKisrU46PlBriRquqqioMDg6C53kho3t+fh5erxcqlUoo3NO5sbIsi6mpKXg8nqIbEx8LsYpe6Oc/QS6XC+cCsHUOBYNBrK+vY3R0FAzDQKPRYHNzEyzLorq6OmtNqvmCJBMtLCzkpTn2iXfeiKvOfQdrTGTH93Z+JX0CgQDGxsawb98+DA0N7ek8lslkwvnS3t4OYEt1d7lcUbs0BoNBEqo7WZC4XK4dC+tYqvt2rzsAoWjPZ+FeLIp6uZk0fxR+hVOkZMr6QnzHWq0WJ06cyMkkPDGZjKZiWRbT09PY2NiAyWQqitV9osFFFEXBYDDAYDBEDUzZfmMlCirJ6N4N0kDZ0tKSFQ+vlCDTaGmaxuDgYNEVqmIoioLP58PS0hJ6enpQX18PmqaFaMjFxUVEIpGoqL98jrVPl0gkArPZDJVKlVdbz7PvvQUDD3wrqz9D3GeQyWtfRUUFGhsb0djYCCB6l0asuoujRHPxeyY7JDU1NRgcHIx7jpICONFQJtLvA2Q21z1ZOI4rCo+6z+crF+p5olyoFyDJFOqkqCW+43zEsGVygurGxgbGx8fR3NyMEydOFIVCkcrgIrVajYaGhij7A0kLWV5eRjgcFtJCthdiNE1jYmIC4XA4KzGEUmN9fR0TExM4cOCAJJMwMok4K1w8lEqpVKK2tlbwLot3aebm5qJ2adIZsJNr1tbWMDk5ia6urj3b3jJNtntdaJqGxWKBXC7P+oIk1i4N8bqT3znpjSCLvVi9EelABlOlet9K5HVPpLpnqx+oWJpJy4p6/igX6gXIboX6+vo6bDYbmpubMTIykreiNhOFeiQSwfj4OCKRCI4dO5bx4jIfwygyGbkol8tRU1MjJHmICzFxWohSqYTL5cLBgwfR0tJS9EWrzWYDwzBFr6IDlxckBw8eFJTReMTbpdk+YEc8STXThVg6kD4DmqZTmpLroUP4/5Zt2IgEMVjTgsHa9Js94/1uDmSgqNnc3MT4+Dg6OjqExXkuoSgKGo0GGo0mSnUnXveJiYkdqntVVVVKhSnLshgfHwdN0xkZTEVIVnXf/pxMqe7FVKgXwy52IVIu1CVKKtYXMuqd47isFLV7JZ3BTGJffWdnJxoaGjJeLGRS8U+GRDaXTLG9EItEIhgbG0MwGERtbS2Wl5extLS0Z7tMoUBUv4MHD2blnJESpGiNRCJpLUhiDdghdhlSiGk0mij7Qz4KD5Jysn///pT6DPxMBLdffBKXXHawPIfvTlO4resUbuwcSvvY3tzRhSemJ4X/lgH4r7e8PeXX4zhO6CGRWuNzrAFexOvucDiiVPdEiURifD4fxsbG0NLSkhMhIVXVXfzcZGFZds8LSilCmtXL5J5yoV6AbC/UyZCahYUFdHd3CzfcfCOXy1NKpyHjzTUaTVZ99XK5PGdZ79tV9GzfiHieh91ux+zsLDo7O6POCYZhhEJsN7tMoUCsHyzLpqS0FhqkzyDVojUR4qZD4HKTqtvtht1uh81mA0VRURnd2SwkxUVrOpatC+sLuOSyQ05RqJCrEGZZ3Df5Av7P/kPQK9PbdfnKa9+AOp0OTy/Mol6jxb9e9RfQqVJ7Tb/fj7GxMdTX1yf0Z0sFsepOYiLFqjtJJNJoNFHTVOVyuZDetby8nPVIzUTsRXUn/5us6l4sijqw90VKmcxQLtQLEPGwHo/HA7PZDKPRKLkElL0OFSJ53qurq+jr68voVMxY5GLoUS5U9O2EQiFYLBYhO3v7QkehUCRllxGny0j5RuNwODA1NZU3e0AuYVkWk5OT8Pv9ORvURFEUtFottFqtUIgxDCP0RiwtLUUt9sgk1Uzc1EnCUyaK1k06BJbnUCF/1b8vkyHMMlgJedGdZqF+36UL+J+FafAAloNe/POF87jrz14P2R6Ol+d5LC0tYWlpCf39/QU9BTKW6k4We6urq5iYmADP86BpGhqNBgMDA5JLnsqU6l4MhTrP85KdO1IKSKeqKxNFohsSGdZjsVjg8XgwMDAgyYv6XtJpXC4XLBYL6uvrc+arl8lkWS3UU2kWTffnLS4uCqkfyU6gjOVb3r6VDQCVlZUwGo0pKahzgSU873oZEY5Gv74Tg1UDkFHp/Y1J/wLP8yWhohPrR2trK3p6evKqtCoUiphNqm63G/Pz8/D5fFAqlVGq+152xniex/z8PFZXVzM2hGvI2AIZRSHEMlDIZKBZFpWqClQp01vs+CIR/HjKCoNKBTklA8/zeHnNDptzA301yeXXkwSbiooKDA8PF3xht53tiz2n0wmLxYLm5mZQFIXJyUlBdc+3xSoeqaruDMNI6n2kg9R3d4qVcqFeYPA8D4fDAb/fj/3790t2siKQnGJNfLZ+vz/nQ5iypajnQ0X3+/2wWCyorKzE8ePH074xbI9tI3YZp9O5Q0HdzS7jCG/gCcfT0MgrIKfk+J3zIihQGKo+lPLxlZKKTqwfbrcbR44ckaRPVLzYa23datCMRCJwuVxwOp1RTaqkeI+X0R0MBoU5CZkcXtSmr8bH+q7EWdvzYMGhSqXB+7pOoL4iPbtFmGUAUJDhcqyqnKIQTvLaQpqBpZBgk23Ew5oGBwejFvzxLFZir3tFRYWk7ne7qe6hUAgejwfNzc2gaTotr3s+CYfDRd+UL2XKhXoBQW5gSqUSWq1WUD+lym6F8OrqKiYnJ3HgwAGYTKacX4CzUajnWkXnOE5QHvv6+rLWlZ+OXWYhuAIA0Mq3vMVVCj2s/umUCvVIJAKr1QqKokpCRfd4PLBYLGhsbNzzgJt8o1KpYjapbp+MKZ6863A4MD8/j97e3qxY3/66/QhO17XDHvSiVq3DAX36P8NYoUGPsQbjmxvQKpQIsgyM6gp0VSd+bWJjCgQCJZFOJM5Gj3Uux7NYkXNmZWUFoVAoavquwWCQlFotLsJJYk9XVxcqKyvT9rrnE6/Xm7f+gTLlQl2yiC9ixLttt9vR29uL2tpaPP/88+A4TtIf7nipL8FgEBaLBQqFAsePH89bsZXJZtLtKnou/i5erxcWiwW1tbU4fvx4Ts+FZO0yVVVV8FX4QLOXLVAMz8Ag2/vOCclX3t4cW4wQ5XFzc7NoJsdun4wpTgtZXl6Gw+EARVFoaGhAOBxGKBTKige/RVuFFm3mFrQyisI/nnod7n35DzBvrqHHWIv/e2wEOmX865rX64XZbEZTU1PebUy5gHx299p7FEsgCAQCQuE+Pj4uNDaTf/lW3Xmex/T0NFwuV9QCbDevO8MwO4YxSeX+Xs5Qzy/lQl3CUBSFzc1NWCwWNDQ04OTJk8IHl/i/pawoyuVyRCKXB2nzPI+5uTksLy8LC458kilFPdcqOsuywvZxf3+/ZJSOWHYZt9sN1smB9dCwOiegVCihVqnx2oYTSWfYExVdJpNlNF9ZqpAGyrq6OgwNDUnmZp1pSFqI3+8Xem1qamp2JBLpdLooi5UUfx9V6gp8ZuQ1uz6OJHTZ7fa8ppzkCpZlhQjRTHx2KYqCTqeDTqdDc3MzgOgUK7HqLva65+qcCYfDGB0dRXV1ddzm59287uR+AkhHdfd4POVCPY+UC3UJMzY2hkAggCuuuGKHolYohfr2dJqamhqMjIxIYrsy3WbSTA4uShbSUNjU1ITh4WFJK3HihsMOtgOT/jl4Az7oQxUILfvwgu2FhOkyPM9jdXUVMzMzJeHfJQtZh8ORsQZKKUOKuHA4HGVj2q6g+v1+uFwuLCwswOv1QqFQCOdLdXV1wSzcwuEwxsbGoNPpMuq9lyq5ykZPpLovLy9jfHwcMplsh9c902xsbMBms6G3tzfpRn7Cdq87AMEmk+lc91TweDxFfz2SMuVCXcK0t7fHbbjaS6JKvlAoFEIyh8vlklw6TaqKej6aRRmGEfys6WRJ54sKuRqHKnuAbaKM2C4zMTEhbGPrdDo4HI64EWwAtaEAACAASURBVJPFht/vF2JWS6GIc7vdsFgsaGtrE5I/YkFRFPR6PfR6fVSTKomGnJubA8MwMBgMwoIv3jUzn5Dm556enrzvJGabfGejx1Pd3W433G630Ayv0+kEu0w6qjvHcZienobH48lor4FMJoupum9X23Ohuvt8Pkndu0uNcqEuYQwGQ1wPdSEU6h6PB3a7Hd3d3ZL0YcrlctA0vafn5HpwEXA5FWL//v3o7e2V3O8xHbbbZWiaxuzsLKampqBSqRAOhzE+Pi4UYTqdrqjeP7FCrKysZLUZWCqQosblcqWcYKNSqVBXVyfssHAcB6/XC5fLhampKfj9/oyMtM8EYutHKTQ/0zQNs9kMlUolqZjJWHGigUBAsFilqrqHQiGMjo6ipqYGx44dy+q1KZ7qLv4HZEd1L3vU80u5UC9QpFyoh8NhWCwW0DQNo9GI/fv35/uQYiKXyxEOh5N6bD5UdPG0TamNEU+VmcAM/uD+AxiOQY++B8cqj0FObd14yHmjVCpx+vRpKJVKcBwnpMtMT0/D7/dDrVYLee5SH8aUCJLiZDAYJFXUZAsycZN47zP1+ZHJZMK5AFweae92u3fMARCPtM82xO7X2tqaVeuHVHA6nbBarQXR7C1W3VtaWgBsXW+J112supNzxmAwRBW8a2trmJyczMlwvnjkSnUvF+r5pVyoS5hEF3YpFupky3N+fh7d3d2orKyE2WzO92HFJVmPej4GFzkcDkxPT6OjowP19fVFcZNfDa/i6Y2noZfroZap8bLnZcghx9HKo7Db7ZidnUV3dzf27bs8JIaoXJWVlcKCLxgMxrTLENVd6jF3ZALl4uIi+vr6UF1dne9DyiriXYNcTNwUj7QnOzUsywp2GdJwmKgISwdxr8Hhw4eLIrEnEeJs9EIWFJRK5Q7V3e/3w+12Y3FxEV6vF3K5HJWVlQgGg2BZVnK7JNlS3X0+Hw4ePJitwy6zC+VCvUCRWqFOkioMBgNGRkagUChA07SkjnE7u3nU86Gih8NhWK1WyOXyovNmL4eWIafkqJBv3cgrFZWY9E6CmqGgUqlw/PhxKBS7X5JIERZrnP3i4iIikUiUZ1lKdplQKASLxQKNRpORwVRSJxQKwWw2Q6/X53XXQC6Xx2xSFRdhCoUiapJqKgVYKBTC2NgYqqqqSqLXgGSjG43Ggsv53w1xfwRR3b1eLy5duiSIARcuXMjagi9TJKu6k3jIWKq71+ste9TzSLlQL1AUCgWCwWC+D0OYmri+vo7+/v4oj222Jn9mikQ56vlQ0ZeXl4XdCLGqXCxUyCrA8lvnA8/zcPlcgAdoO9CWVoPddv9pLLuMeLBOPkaT8zwv7BqUQkMhgKj3u9cUjGwTqwgjTaputzuqSZUU77st+EhWeCqpH4VIqtnohQppCO7v7xd2wcSpRGLVXdwfIbUdvt1UdyJQiVV3p9NZtr7kkXKhLmGkbn3Z3NwUogJHRkZ2KAkymQw8z+fp6HYn1kIiH4OLAoEArFYrtFpt0qpyIdKh64DVb8VqcBVejxcquQrvML0DtdrMFq2J7DLi0eS5sstEIpGoAV/F+vcl0DQNi8UCmUyGoaGhgtkVitek6na7o/ojxAs+ch0mvSSDQ0NQS8gKkQ0ynY0udTiOw8TEBILB4A6rS6xUIpqmhR2+hYUF0DQtJMxIdRZAItV9fHwcTzzxBK677ro8HmFpU9x3jCImn4U6iVyMRCI4evRoSskNUmC7Rz0fKvr8/LyQ+FHsXmUVpcIx5hguOS5huG0Y3XXdMChys526m12Gpmno9fqM22WI6lgKOfDA5Szpjo4ONDQ05Ptw0kLcpEoWfCROlDQSMgyDSCQCT6UaP/DOwvWbi+ip3IdPHb4K9ZriG2aUq2x0qRAMBjE6Oor6+vqkk8uUSiX27dsn7IryPA+fzwe32x01C4CcW9XV1ZLyuQOXRbYf/ehH+PrXv44nn3wSg4OD+T6skoXao+IpXXm0CGFZNm4x7vV6MTMzgyNHjuTseHiex8rKCmZmZtDR0YHGxsZdL1znz5/H6dOnc3SEe4P4SQcHB3Meuejz+WCxWGA0GnHw4MGS8SprtVp0dXVJTlUW22VcLlfadhmapmG1WgEAfX19Ra86siwrqI79/f2S2+7PNKSBcmNjA/rGOtxueQYsy0LJUwiCQ6u2Ev9y7C9zOhUzm+Q7Gz0fkGFrJpMp47GpYpuV2+0WhAJSvOdbdQ+FQvjUpz4Fh8OBBx54oCSsTXkiqWJDWnfLMlEkKhhz7f8OBAIwm83QaDQ4ceJEURQeRFEni6FcFOniG3wpTJ8UJ5xI0atM2G6XIRF/YrsMUVhJ8R5PBSNqazGoyslAhhe1trYWXc5/LIjKWlNTg+HhYfxxcwkKpRJG7VbxqmMZrIT9mFyYA+MPRnmWpaie7oZUs9GzBcdxURNzs3Gv226zEqvu8/Pz8Pl8GWluToW5uTmcOXMG119/Pb71rW8VxUKz0CkX6gVKrqwvHMdhdnYWdrsdJpNpzytriqLAcZzkPuzE3iKTyfDiiy8KGcvZnGzodrthtVrR0NBQMokQFotF8N4X0g1eHPFH7DKxvKfiZkOVSoWJiQkwDCO52LZsQK4NGxsbJRFDSBqC5+bmoqxqlcoKcDwPjuchoyhwFIUKpQpXDByCUibfcd5IOZVoO4WUjZ4JAoEARkdH0djYmNNFJ0VRMBgMMBgMOybwkuJdrLqT8yaT9xCe5/HrX/8ad9xxB+69915ceeWVGXvtMulRtr5IGJ7nEYlEYn6P4zi8+OKLOHXqVNZ+vsvlgsViQX19PQ4ePJjSReH3v/89jh07JhkFPlbkIs/zwmRDl8uFQCAArVYr3EjTjdxiWRZTU1PweDwwmUwlUdAQFb23t7dot03FzYarq6vweDzQ6XRoaGjIW7pMrvD7/TCbzaitrcWBAweKftFJrEwURaGvry/KusXzPL5m/h2esU8D2NrL/r/9p3F1U1fM1xLbrNxuN3w+H9RqdZR6mm9rmDgb/dChQwWbjb4XSEpRf3+/JBNOOI4TEmbIeaNUKgW7TDqqO8MwuPPOO/HSSy/hkUceKYmdQImQ1EqwXKhLmESFOpA9/zfDMLDZbPD7/ejv70+rsLx48SL6+/slcaEnzaJE4Y+nlojHS7tcLni9XiiVSqFw38uNdHNzEzabDS0tLWhtbZWscpYpyLRNvV6Prq6uoi1UCWJvdl9fHwAI543H40naLlMoEK/y0tKSZAuaTON0OjE+Po4DBw4IA5S2w/M8XnauYDMcwAF9DToNe7N4kUmqpAjjeX7HJNVcXTtCoRBGR0dhNBrR0dFR9NcskmJD0zRMJpNkRKVkIKo7OW8YhhGa4onXfbe/3+rqKm655RacPn0aX/jCF/K+SCwxyoV6oZOPQn11dRWTk5Nob2/PSFf/K6+8gs7Ozrw2H2VicFE4HBYKMLfbDQAJ4/1omsbExATC4TBMJpMkFirZRFzAlUKCDXC5gGtra0Nzc3PMc0pseyBNY2LbQ7ZsVtkgHA4LfSrd3d0FuQhjOBarYScAoLHCCDkV/z1wHIfp6Wm43W4MDAzk9DPMsiw8Ho9w7gSDQWi1WuGak60mVZIVXirZ6H6/H2NjY2hqaioKIYXs1pDzxu/3R6nuer0eGo1GePzvfvc7fPzjH8fdd9+Na665puDffwFSLtQLnVwW6mRiolwuR19fX8aUv9HRUbS1tWW8az5ZshW5KI73c7lcUQUYx3FYWFjAwYMHk0rGKXQCgQAsFgsMBgM6OzsLsoDbC8TK5PV60d/fH3Xj2w1ilxHbrPI9jCkZSMxkIQ9rCrJh/Nv04xjzzoLjOezX1OPTPX8DnWJnAU6sPfv27cOBAwfy/hkmu3zkmuPxeCCXy6PsMukk7Yiz0fv7+wtKVU6VlZUVzM3NYWBgoKib+sPhsOB1/+pXv4oXX3wRvb290Ol0sNlseOyxx3Dw4MF8H2apUi7Ui4FwOBz3e+fPn8epU6fSuomQLO+lpSX09PRkfCIm8bjn+uae68FFHMdhc3MTExMToGkaCoVCGC2dCZ+7FOF5HgsLC1heXi4ZFZ00BDc1NaGtrS3tAk6cLiNFuwxN0xgfHwfP8wUfM/nfS8/hRyu/hZKSQ0bJEGTDGDGa8PGuvxYeQyYELyws7Nnaw/M8OPCQU7n5nJPdGlK8kyZV8WCdZM7PUstGZ1kWVqsVHMfBZDKVnNVjdXUVH/3oRxEMBlFTUwObzYa6ujqcOnUKp06dwsmTJ0viWi4RyvGMxQBpdowFSX5J9ebp9XphNpthNBoxMjKSFSVPoVDkNEaS/K5yPbhodXUVs7OzQjqC2OdORkun6nOXIiSus6qqak+JLhzPggIFKkfFTKYgNgjSXJephuDd0mXm5+eFUfa5tstsbm5ifHxc2BkqdCb8iwAApWzreqmSKWH1LQjfJxNklUrlnlOKfrlswYMzvwfNsTheux8f7bkSGkV2F1jbB+uImw1nZ2fh8/mgUqmidmvE94pSzEYvtUXJdl5++WX83d/9HW6//XbccMMNwvu32+14/vnn8fTTT2N2dha33XZbno+0jJiyoi5xIpFI3EL94sWLMJlMe9p6B7aK2MnJSbhcLvT392d12296ejqqCMkmYhU9V4OLiGVIrVaju7s74aJprz53KUJ2YOx2O/r6+pK2NLE8A6vvN1gKmUFRMnRrT6Fdc7QgbpRer1fYGWpvb8/5Mceyy2g0mqgCLJO7NeT6QJrJi6W/4jtzP8evHBegf9XqEmTDaKqoxb8c+qAwUTWVGMJLrhV84dIvoVeooKBkcNJBvK6+Cx/pzX+8HbnmEOWd4zghBtDhcECj0aC3t1eSdqtMI94pKWarSyx4nsdDDz2EBx54AOfOnUN/f3++D6nMFmVFvRhIRlHfC+vr67DZbGhtbU16JHI65EJRz0SzaCo/kzRPJjvIR61Wo6GhQYi+ijXGXsqNhn6/HxaLBVVVVXsefDITuICF0CVUyuvBgYPV/xto5VWoV3dk8YjTg+M4zM3NYW1tDf39/XlTHMWj7Nvb28HzPILBIFwuF5aXl2G1WjM2VMfj8cBisaCpqSkn14dc8tfNr8UF9wTWwx5QALSKCryr+XWw2Wzw+XwYHBxMabFs8djB8RyUsq3Pg16hxkvOpQwffWpsv+awLIvl5WVMT0+joqICbrcbly5dirLoFVvRzrIsLBYLAJTEwKbt+P1+/MM//AN4nsdzzz1X9PHAxUi5UC9g9lKoh8NhwZc3ODiYM5VMLt8a+JEt8qGik4K1srIyrUE+CoUCtbW1gn9frJxOTk5mPM89VXiex9zcHFZXV/ekootZp+egkVWBomSQQwY5VHDSK5It1MU54VIbTkVRFLRaLbRaLZqbmwFs2WWIcpqKXYbneczOzmJtbS2j1h4pUanU4Z9NH8BvNy8hyIbRrWhCcHITFY2N6O7uTvnaYVRpAeryELUwS6NBJ73EFDKgyul04sSJE9BoNFGLvpWVFYyPj4OiqILb6YuHz+fD6Ogo9u/fL3xWSgmbzYb3ve99uOWWW3DrrbdK6jpWJnnK1heJQ9O0oBRvx2azwWg0CmOIY0GGz8zNzaG7uzvn0+Xsdjv8fj86Ozsz+rr5UNGJwupwOFIuWPdCJvPcU4UUrCRTOdUL/SueX2ItPAOdogY8z8PDONBveC32a67I8BGnh9jaYzKZCjYnfC92GdJvYDQaUx5sVkiIvdmZsEGEWQZ3XPoFJn3roACoZAp88fBfossQ/7qca8TZ6Lv9jcU7fW63G+FwWMjmzsZEzGxA7ntLS0sl478Xw/M8fvzjH+Oee+7B/fffj+Hh4XwfUpnYlFNfigGGYeJaR3bzf/t8PpjNZhgMBnR3d+eleXFtbQ2bm5vo7e3N2GtmK3IxEcSnTOLa8nWjypXPneM4zM/PY3V1NSMFa4B14w+uxxDmfOABVCubMFT5Fihk0hkAJG6Q7ezslHwxshfEyqk43k8ulyMQCKCvry/jiU9SJFtZ8DTH4mXnEsIcg15DPeoqpFMYppuNzvP8jkmqJJubCAZSSgNiGAYWiwUymQx9fX0lZ3WJRCL47Gc/i7m5OTz00ENJ2TLL5I1yoV4MJCrU5+fnQVEU2traor5OEiqItzZfGebA1lCYlZWVjDSv5ENFZ1lWGKVtMpkkp8wkynNP1efu8/lgsVhQU1OTUYU1wgXhZlYhgxzVykbIKWnc3MX9BiaTKa+fl1wRDocxNjYGANDr9fB4PHlLl8kVa2trmJycRHd3d0ksSrKZjU6yuUnxzrJs1CTVfJ07Xq8XY2NjaG9vz0mAgdRYXFzEmTNncO211+L2228vKrGhSCkX6sVAokJ9eXkZ4XA4aljB5uamkPPc3t6e9w+qx+PB3NwcDh8+nNbr5ENFd7lcsFqtaG5uzkhmdi6IZXlI1ucubp40mUwlkYwQCoVgNpuh0+nQ1dVVEuobUVi3F6zk3HE6nXC73VlPl8kVLMtiYmICoVAI/f39ec2lzxUkhrC5uTknEzc5joPH4xEKd3LuiCepZvOzRRbbKysrGBgYKMoei9146qmn8NnPfhZf//rX8brXvS7fh1MmOcqFejHAsmzchlGHwwG3243u7m5hMAkZWa/VanN8pLEJBAKw2Ww4evRoSs/P9eAiYGtxRJo5U4m/lBLJ+tyJTSoX1p4g6wTLh1EhN0JB5adRjed5rKysYH5+PunUnkKHYRiMj4+DZdmkpg/Hs8uQc6e6ulpSlodYkFkRuSpY841UvNmxBnmJm1SrqqoyFmhA07SQf9/T01MSi20xLMviK1/5Cs6fP49HH320JJtmC5hyoV4MJCrUNzY24HA4UF1djenpaXR0dEhuZH04HMalS5f23MzC87xQpOdSRV9fX8fExISQEiCl32WmEPvcXS4XwuEweJ7HgQMH0NjYmNWUh/nAb7EcehGADEqZBibDX0Mrz60NgfiU1Wo1enp6CnrwVLI4nU6Mj4+jvb09rWsESZch/6RiedgOaQpeXV0tGYWVpmmYzWaoVCpJFqzEpkcsM+FwOGp6s16v37NA4PF4YDabhWtXqbG2tob3ve99GBwcxJ133in5hXOZHZQL9WIgUaG+uroqNDj29vZK8kPKMAwuXLiAkZGRpJ+Tj8jFSCQCm80mqI2FHEmWLKRBtra2FpWVlcLWdbby3D30Ika934Ne3gCKkiHEuqGWVeJI1Y0ZeDfJYbfbMTMzg56eHiEWs5jhOA5TU1PweDwYGBjIeCxrLMuDVquNsjzk2i5D7EwGg6HomoLj4XQ6YbVaUxrYlC94nhcmqbpcLvh8PigUiqh5APHuaTzPY2FhAXa7HYcOHZLMDnIueeGFF/Cxj30M//iP/4i3vOUtGblGf+5zn8NPfvITyGQy1NfX48EHH0RzczOsVituvvlmXLx4EXfddRc+8YlPxHz+zMwMbrjhBmxubmJwcBAPP/xwSVjN0qBcqBcDHMftyCEnXuKlpSWoVCqcOHEiT0e3OzzP4/nnn8fp06eTemw+Bhc5HA5hR4IMBilmOI7DzMwMNjY2Yg7yScfnnoj1sAWTviehU24pXzzPIcBu4GTN32fkfSUiEonAarVCJpNJdlGbachCrKGhAfv378/JgpdYrYhq6vF4oFAoopKJsvm7J/773t7ekrAz8TyP6elpOJ1ODAwMFLRND9j6nJJFH9mx2S4aMAwTtSNWCgsxMRzH4Vvf+hYee+wxPProo+joyNwsCo/HIyR8feMb34DZbMbZs2fhcDgwNzeHxx9/HEajMW6h/o53vAPXXXcdbrjhBtx222244oor8MEPfjBjx1eElCeTFiNutxtmsxl1dXUYGhoSkhukSrLFQT5UdDIESqFQYHh4uKSKt7q6uriDfGJNwiQ+98XFxZTz3CvkRvAUD5anIaeUCHKbMCiy76ckxVshqY3pQAZUORyOnE9UpSgKOp0OOp1O8MpGIhGh8JqdnY2yy1RXV0Oj0aT9eWcYBjabDTRNl8xnWZyNPjg4WBQFq0qlQn19vfA53T4Ezuv1IhKJoK6uDvX19XGndhcrbrcbH/rQh1BfX49nnnkm4ztk4hhev98vfC7J3+TJJ5+M+1ye5/H000/jP//zPwEAf/u3f4svfOEL5UI9A5QLdYlDPigMw2BiYgJerxeHDx+GXq9PaIspFPKloi8vL2NhYQHd3d0lY4GYmZnB5ubmnos3cfHV0tIC4LLPfX19HVNTUwB2z3PXKxpxUPtGzAaeBgBo5DXo0r0pA+8uNqTBmuM4DA0NlcQWbDAYFLLgpTJRVaVSoa6uThjMJrbL2Gw2BIPBtHZs3G43LBYL9u/fj6amJkl45LNNutnohQIRDUgBGQ6HMTAwgFAoBIfDgcnJSQCIWvjlaup2rrl06RJuu+02/P3f/z1uvPHGrJ3nn/nMZ3Du3DlUVVXhmWeeSfp5GxsbqK6uFkSb1tZWLC0tZeUYS41yoV4AOBwOTExMoL29HX19fcIHVCaTxZ1aWgjkI3IxEAjAarVCq9VieHi4JBoJPR6PYIEYHh7OyO9ZrVajoaFBsAqJ89wXFxfj+twbK45in9oElg9DRelBUdkpJElT8MGDB0uiyUycYtPX14fq6up8H1JcZDKZcF4AiLljk4xXmed5zM7OYn19HUeOHMmrTznAhjHhWwYFCj36ZlTIs7MoFGejl8rOAU3TGBsbg0ajiVp8kpx0hmGEhR+JLCZNqlVVVSlb9aQCz/N45JFH8O1vfxvnzp1LO+r4DW94A+x2+46v33XXXXjrW9+Ku+66C3fddRfuvvtu3HvvvfjiF7+Y9HFupxQWzbmg+KuUAicSicDhcGB4eHiHSllIHwJSjJP/nw8VfX5+HisrK5IvZDIFGXzldDpx6NChrCZfKBQK1NbWCrsT27esY/ncs1GkEwtEJBLB4OBgSTQFRyIRIZ6uEBefsXZsdrPLAIDZbEZ1dTWGhobyWog5Iz7808RjcNMB8OBRr67CJ7v/D/SKzPrFc52NLgVcLhcsFktC25pCoUBNTY3QkyBuUhUv/MTRkIWyuxYMBvGJT3wCwWAQzz33XEZmWzz11FNJPe7d7343rr322qQL9X379sHlcoFhGCgUCiwuLpajIjNEYV3RSxC1Wo1Dhw7l+zDSgij/crk8Lyo6mbRpNBpx/PhxycWWZQO32w2r1YrGxsaMqeh7Ya8+9+rq6rT/Lpubm7DZbCVlgSDTNru6ugRrSTGQyC5z6dIl+Hw+YXS91+vNq2r6+MqLcNJ+VCu3FsL2kAu/cryE65t3b6BPBqlko+cS0mextraGo0eP7qlJlqIo6PV66PV6tLa2Aohe+M3NzQlTeEnxrtPpJHe9mJqawi233IIbb7wRH/rQh3Jyfk9MTKC7uxsA8NOf/hR9fX1JP5eiKLzuda/DD3/4Q9xwww146KGH8Na3vjVbh1pSlFNfCoBIJBK3aeb8+fM4deqU5C4yYv74xz/i8OHDUCgUOW0WFaeblMqkTZZlMT09DbfbDZPJJOn8aHGeu9vtBrC7zz0WLMticnISfr8f/f39RetRFSPeOSiVaZsMw8BqtQIAenp6ojLdxXYZoprmyhby1YkfYz64Dq1863z1MkFcUXUAtx74i7RfW+rZ6NkgEolgbGwMer0+a/GaZMePFO9+vx8VFRVRsaL52pnieR4/+9nP8OUvfxn33XcfTp48mbOfff3112N8fBwymQzt7e04e/YsWlpaYLfbMTw8DI/HA5lMBr1eD7PZjMrKSlxzzTW4//770dzcjOnpaSGe8dixY3jkkUdKYlczDcrxjMVCokL9xRdfxNDQkGS3u3mex0svvYS2tjZUVVVBJpPlpEgnijKJpitkj2KykPfc1NSEtrY2SS/eYiH2uW/PczcajTHTQVwuF6xWK1pbW9HS0lJw7zkVyHsupZ0D8p7b29sFb/J2tkf7cRwX1SeRiXSZWDxh/wN+av8DqhQ68ODhYQJ4T+uVuHJfejuhJBu9VGJjgcvvOR87RNsnqfI8L+wKkibVbH/WaJrGHXfcAZvNhnPnzmHfvtwOgyuTc8qFerGQqFC/cOFCVgaZZALiRV9fX8fS0lKUT9loNL7qU87shY9lWUxNTcHr9aKvr0/SinKmIO/Z4/Ggv7+/aIZ/JMpzr6qqgsPhKLr3nAjSc+ByuYoiMzsZyK5YKjnhLMtGnT/ppsvEg+FYPLr4G5zftACgcHXdEby9+RRkKfZgFFs2ejLwPC+kUh06dEgS9zOWZaMmqYZCoaycP4Tl5WWcOXMGb3zjG/HpT3+6JHZPypQL9aKBpum46S4vv/wyurq6JOVbjNcsSnzKTqdT2K5Wq9UwGo3CdmM6FyfiUW5paSmpZiur1Yrm5uaCVNH3Ajl/VlZWsLi4CJlMJqQ7GI1GVFVVFe3NzefzwWw2o76+Hu3t7UX9dyYEAgGMjY1h3759OHDgQNrveavJ0IdVlx0+tx9BbyijdhmaYyCjKMip1M9BcTb6wYMHS2InMBwOY2xsDJWVlejo6JDsexb32ZD7l1wuj0onStWC9uyzz+L222/Hv/zLv+CNb3xjho+8jIQpF+rFQqJCfXR0VLCVSIG9NouGQiGhcHe73VE3TnEmayJomsbExATC4TBMJpMk1JhsQ3zZPp8PJpOpZBRlcRa8TqdL6HM3Go0F790maUV2ux39/f0l0Wchjpo0mUwZu7Z5aTd+vPodOCKLoCgZTlX/PxjWXRV1/nActyOTO1eLolLJRhezubmJ8fFx9PT0FOQ8C9InQVR3hmGg1+uF82e3JlWWZXHPPffg2WefxaOPPio0v5YpGcqFerGQqFC3Wq2oq6vL+0UuU5GLxGdK/gFbhRdR3bcXXuTmduDAATQ2NpaE0uh0OjE+Pl5SOwdEUa6rq0N7e3tc1S0Vn7tUCYVCGBsbg8FgQFdXl2SVxkxC0zQsFgvkcjl6e3sz2nvzvaV/w0xofhf7LwAAIABJREFUHGqZGhzPg+EjuK7x/ejVXSE8hmVZIV2G2B2yncktzkbv7+8viWx0Yu8hNq5iEVc4joPP5xPOH7/fD7VaLSz6NBqNsAjb2NjABz7wAfT39+MrX/lKSfzdy+ygXKgXCwzDgGXZmN+bnJyEwWDIa7NRNiMXSeFFVHeGYVBZWQmDwYD19XUoFAr09vYWvHKaDGIVvb+/vyC9qzS3AZpdg5zSQa1o2/XxJKbN4XCklNwj9rk7nc4on7LRaIRer5dcAczzPOx2O+bm5tDb21ty6mq2mifvmfk4wAMK2VbxH2D9uMJwCtfW/03c54jtem63W4gVFWdyKxQK/NFtxiXPFPRyLa6uO45aVXK7AKWYjR4OhzE6Oorq6mp0dHQU/XsOhUJwu924ePEi7rjjDjAMg66uLoyOjuKTn/wkbrvtNsldg8rkjHKhXiwkKtRnZ2ehVCqFQSG5JB+Di1iWxezsLBYXF1FRUQGO46DX6wXFXYp5uJmAqOiFnG4SoG1YC/4AW5cRDgblCGo0b4r7eL/fD7PZDKPRmDHvqthn6nQ64fV6oVKpJONzz6aiLFU4jhOaobOprt47+1n4OS/UsgrwPBDkfDhV9Ua8bt/b9vQ64l0/t9uNP/EzeEk+DbVCBcgo6JVa/EPn36BKGb9vqBSz0YEtFdlms6G3t1cYUFRKcByHb37zm3jiiScwMjICm82GmZkZdHd34/Tp0zh9+jSOHz9eEp/7MgDKhXrxkKhQX1xcBMuyaG9vz+kx5WNwUTAYhNVqhVqtRnd3N5RKJXieh8/nExR3v98vecV0LzAMI0z2NJlMBamiA1vny4LvnyGjNJBTGvA8hwi3gibd+6GWt+x87MKCMEU22/0XxOdOVFOKohLarbLF+vo6JiYmEk5hLDb8fj/GxsZy0iRr9b2Ex1e/Cx48eHCoUtTixuZ/QKUyvSnFd1i/DZqhQbEATTPwcgFcpTqCUzVHUF1dveMaVIrZ6CSxiCzGSjFb2+v14iMf+QgMBgPuvfde4VrO8zwmJiZw/vx5/O53v8M999wjmZ6zMlmnXKgXCyzLgmGYmN+z2+3w+/3o7OzMybGIVfRcFeg8z2NxcRFLS0vo6elJqMRsV0x9Pl+UYppuskwuISk2bW1taG5uLkgVncDxESx474ZKfnmkdIS1o177LmgUXcLXgsEgzGYzDAYDOjs78/K3imW3MhgMQuGeaZ87y7KYmJhAMBhEf39/SRQxYkU5l02yS8FZjPtfglqmwWHDybSLdGCrUAcA5auWGiftxZuNf4Zurgkulws+n0+wyygUCiwvL6Ozs7NkstFJkk1NTQ0OHjxY0NexVDGbzbj11lvxoQ99CDfffHNJ/g7KxKRcqBcLiQr19fV1bGxsoLe3N6vHkA+bC7CluFksFlRWVqZcuJFBFk6nU5isRgr3ZJNlcgnDMFGFW7E0Wtn930WEXYJCVg+O94Pjg2jWfxgKWaVQuC0uLqKvrw/V1ekXUJkins+dnD/p7Nq43W5YLJaCtjTtlUgkArPZjIqKCnR3dxfMwjkez6z9EU84/hcqSgGGZ6GRq/HxzvdEWV9CoRBsNhtcLpewEMtXukwuIbtEpWp14Xke3//+93Hvvffiu9/9Lo4ePZrvQyojLcqFerHAcRxomo75PZfLJfgcs0U+VHSO44QmwkzbH0ikFlFMeZ4Xbpj5jvTb2NjAxMREUU6dZDgP1oM/RpidhVxWiX0V16FC0Y5QKASLxQKNRlMQhdv2eQBEMd2Lz10cNTkwMFAS8ZrA5cItH5MnswXP8/i9awyXPJPQK7S4et8J1KkvLzRJek91dbWQjZ4oXSbdxZ8UIH0HXq8Xhw4dKolm/+2EQiHcfvvtcDqd+M53vlO2s5SJRblQLxYSFeo+nw9TU1O44oorYn4/HfKlonu9XlgsFmHQSbZvWCzLRkVC0jQtqF1GozEnahfDMLDZbCWRBc/zHChKJqSbzM7OFrzithefO2mSzdQgn0KAJBYFAoGSsfcAyWejbw1j8gvXIPHiT5wuUwgEg0GMjo6W1Pm9ndnZWZw5cwbvfOc78dGPfrSgF11lskq5UC8WEhXqRK0ZGhrK6M/MR7Moy7LCuHCTyZS3JASO4wS1y+l0IhQKCUMsjEZjxpNlillFj0ckEoHFYhHiNQulCEmWeD53krPc399fMgqb1+uF2WxGU1NT0U/PJZBs9HA4jP7+/pQU5e3DvHieR1VVlRANKcXG8rW1NUxOTsJkMknKvpYreJ7HL37xC3zpS1/CN7/5Tfz5n/95vg+pjLQpF+rFAs/ziEQiMb/HMAwuXLiAkZGRjP2sfKjoJH6wublZcjdzkixDCne/3y8Mrqiurk55CAqZqBqJRGAymUpCZeQ4L+zrP8LG5gTqao+hYd9fgaKK/30HAgFcunQJMpkMCoUCoVAoYz53qULSe8hU1VKJIMxWNjrLsnC73cJALynZZTiOw8TEBAKBAAYGBkrS6kLTNO6880786U9/wsMPP1wyyU1l0iKpi0NxyVgliFwujxvduFfyoaKL4wevuOIKSapEFEXBYDDAYDCgra0NPM8jGAzC6XRicXFRGIJCiq5kPMrEq1tKE1UjET9ml/4JlMyN5pY2UNQr8IcZ6CtuyPehZRW73Y6ZmZkoe4/Y5z4/P5+Sz13KhMNhjI2NQafTYXh4uOgWIbHIdpKNXC5HTU1N1DlE7DLbz6Fc2mWI1aWurg49PT0lcS3bjt1ux/ve9z685jWvwc9//vOC/uyWkR5lRb0ASKSoA8D58+dx+vTptF5frKLn6qa6vr6OycnJorB8kGQZsk1NkmXIPzIemqZp2Gw2MAyDvr6+klDRga0t8Zm582hu/x0q9VtRojzPg+WWUK37FGRU8TVT0jQNq9UKiqLQ29u764hwsc/d4/EAQF7y3NOF+LJ7enpQW1ub78PJCSQbXalUore3N2+F2na7DLAzXSaTOBwOTE9PSy6pKZf85je/wSc/+Un80z/9E970pvgD3MqUiUHZ+lJMhMPhuN9Lp1DPh4oeiURgs9nAsmzRFqskWYb84zgOKpUKPp8PBw4cKJlx4eKFSU9vJYLMA5DLtmIIeZ4Fy9lh1H2m6OwvZAJjR0dHynnZuc5zTxfiyyZWrkJZWKSL0+mE1WpN62+dLYhdhlyHwuEwdDpdlOUqlXOI47goD/5ui9BihOM4fO1rX8OvfvUrPProo9i/f3++D6lM4VEu1IuJSCSCeH+rVAr1fA0uIgqMFG9q2YIoq6FQCFVVVfB6vaBpWii6cpUsk2tIsUrsPQAHX+h7oBkLKJkaHB+CRnk1tOqr832oGYOkm/j9/oxn4JM8d1K4ZzLPPV08Hg/MZnNJ5cHzPI/p6Wk4nU4MDAxI0ra3ne3pMl6vVxgIl6xdJhAIYHR0FI2NjZLrJ8oVTqcTt956Kzo7O/HVr361ZBalZTJOuVAvJhIV6s8//zxGRkaSuknnq1k0FAphfHwcCoUCPT09JaPAkBSE7QsTcdGVi2SZXCKetLk9apLnaYTpl8Hxm5DLWqBSDBTs+9wOKVZbWlpysmOSiTz3TBwDmXcwMDAAnU6X1Z8nFci0TaPRKGSjFyp7scusrq5iZmYGJpOpZFKLtnPx4kV8+MMfxqc+9Sm84x3vyOjn/HOf+xx+8pOfQCaTob6+Hg8++CCam5thtVpx88034+LFi7jrrrvwiU98Iubzb7rpJjz33HPC3+bBBx8sD1mSNuVCvZhIVKj/4Q9/wBVXXLHrqj5fKvry8jIWFhbQ3d1dMp7VSCSC8fFx8DyPvr6+pP42sZJlSNGVarJMriHpPW1tbWhubi6aIjwRHMdhdnYWGxsb6O/vz2uxGgqFBLtMtn3uJBq2qqoKHR0dBXF+ZgLiwS/07P94xLPLhMNhUBSFI0eOlKSCzHEcvvvd7+LcuXN4+OGH0dfXl/Gf4fF4UFlZCQD4xje+AbPZjLNnz8LhcGBubg6PP/44jEZjwkL9zW9+M97+9rdn/NjKZIVy6ksxseXpjV2oKxQKMAwT9+KZLxU9EAjAYrEIyQ/FlpUdD3Ij34u9J16yjMvlikqWkWoqCMuywiRCqab3ZINAIICxsTHU1NRgaGgo78VqRUUFKioqhPNO7HOfn5/PmM99dXUV09PTRVusxoLsFIVCIQwNDQnXWw/jwi/XforV8DKMyn34y7q3YJ+qcKP5tqfL+Hw+XLp0Sdjlu3jxIlQqlZDnXkjDmFLF5/PhYx/7GBQKBZ577rmsTRImRTqwNRiNfDbr6+tRX1+PJ598Mis/t4y0Ke5PV4lACvVY5KNZlOd5zM/PY2VlpaTSAIiKDiDqRp4KFEVBq9VCq9WiubkZwOUtaofDgYmJibjJMrnG7XbDarWiqakJ3d3dJaGikyi+xcVFSdsAFAoFamtrhZ0sseXKZrPt2efOMAzGx8fBsiyGh4dLxsImzkbv7e0VznGWZ/GY/XtwM05oZXps0uv4kf1R3NT6QahlhT9deGVlBXNzczh06FBU3CTZuVlfX8fU1BSA7KbL5BOr1Yr3v//9uPXWW/H+978/69e3z3zmMzh37hyqqqrwzDPPpPT8L33pS7j66qvxla98pSjDGkqNsvWlQKBpWlDEt2OxWNDQ0BClbOVLRff5fLBYLDAajSW1HU4Uxs7OzpwNuoiVLCO2OWT7As1xnNBMl2/LRy4Jh8Mwm83QaDTo7u6W1M7GXtnucxc3F27fuXG5XLBarUURp5osu2Wju2knHlz6FvRykRLKevH2xhvRXNGa68PNGCzLCgsyk8m0q2Ieyy5Dem7SSZfJJzzP44c//CH+9V//FQ888AAGBwcz8rpveMMbYLfbd3z9rrvuwlvf+lbhv++++26EQiF88YtfFL72hS98AXq9Pq71ZWVlBY2NjYhEIvjABz6Azs5OfP7zn8/IcZfJCmXrSzGR6CK3XVHPh4rOcRxmZmawsbEBk8mU8WEfUiUSicBqtUImk+VcYVQqlairq0NdXR2AyzdLMohJnCyT6Tg/r9cLi8WC+vp6DA8PF9xNOFXIgqxYMsIpioJOp4NOp0Nr61ZhSdRSsnND/rY0TePw4cNR2/PFjDgbfXh4OOaCTCXbWgyzPAs5JQfHc+B4rqDVdLJ70NLSknSCT6xhTKTnZnZ2Fn6/f0e6jJQXuOFwGJ/+9KexsrKCZ555BkajMWOv/dRTTyX1uHe/+9249tprowr13WhqagIAqNVq3HzzzbjnnntSOsYy0qJcqBcBpFDP1+AiYn1oaGgomSmEwOWiraurSyiW88n2m2Usm0O6Gcocx2Fubg5ra2slNRaepmmMj4+D47iit3yIfe5k6mRFRQWMRqOQiS/lPPdM4HK5YLFYdu0z0ci1OFX9Wpx3PQsePMADV1QOoUZZmIu45eVlzM/PY2BgIC2xZXvPDRC9AJycnASAKJ+7VOwy8/PzOHPmDN72trfh3//933N6P5uYmEB3dzcA4Kc//emeG1ZXVlbQ1NQEnufx+OOP49ChQ9k4zDI5pmx9KRAYhgHLsjG/t7CwAJ7n0dzcnFMVnWRG+3w+9PX1lZT1wWq1Qi6XJzVxUiqQDGVxnB8pwJJJlvH7/TCbzaitrcWBAwdKZkG2ubmJ8fFxHDhwQFCsih2e52G32zE3N7ejz0TKee67wXBBRDgXVLJqKGQ7G555nsfMzAw2Nzf3lI2+GJrDRmQdVYpqtGs6Cm7hwrIsrFarkFKVi+ZQhmHg8XgkY5fheR7/8z//g89//vP4t3/7N7z2ta/N2c8mXH/99RgfH4dMJkN7ezvOnj2LlpYW2O12DA8Pw+PxQCaTQa/Xw2w2o7KyEtdccw3uv/9+NDc34/Wvfz3W1tbA8zyOHj2Ks2fPloyYUqCU4xmLCZZlYzaM8jyPtbU1jI+Po76+HjU1NTnZVtzc3ITNZiu5ASd2ux2zs7OSUdHTged5hEIhIcs9XrIMaQ622+0wmUwlY30gSTY+ny/jw4ukDBnQJZPJ0Nvbu2vRJoU892RwhJ6HxfM1MJwfcqoCfZX/F42aK4Xvk7jJ6urqgs9G3wvE6kIiVfOF2C5DziO1Wp0TuwzDMPjyl7+MP/7xj3jkkUdeHdBWpkzWKRfqxcT2Qn27zYU0FjqdTrjdbiERhKhcmVJIaJrGxMQEwuHwjmE2xUw4HIbFYoFSqSzqgU0kWYacRzzPIxKJoKqqCn19fSWTIOD1emE2m9HU1FRS0xdJDv7labKpIc5zd7vdoCgqa3nuyUCzXpxfvxkcWMgpLTg+BB4cTu+7H2p5bdFno8eCzLhYXFzEwMCAJJXXUCgkFO7iuQCkeM/E9cjhcOCWW27ByMgIvvSlLxV91GQZSVEu1IsJjuNA0zSA5AYXiQt3l8sFAMLFzWg0plRokpsZuYmXQvEiVtG7u7uxb9++fB9STuD/f/bOPS6qOv//zxmG+10FFVAiBeRmKt6QwWW7uWltWWbr2mNtrbQyt9uaul5WLSu7WJrfpDJT07bWts3KtE0TEPMSmotyEVCRmyiXGa5zP+f3h785C4qJOMDAnOfj0eORwMx8DnOY8zrvz+v9eosipaWllJaWEhQUhNFobJEs0+4YNuECTqZdKMRqBEUYgsudoLAfgSCKIkVFRQ7nwbcm+NTW1hITE2PzG/Dmee5arRaz2dwizq+jfe61xjyO1szD2el/MZomSy2xPoupKfZFr9cTHR3drhsIs2DkVONR6s3VBLoMJMwjzu4/G81mM7m5uSiVSoYMGWIXOx5twXoeWaeoGo1GvLy8pM+k67XL/PTTTzz//PO88sorTJo0ye7fN5kehyzUexKCIGA0GtsduWg2m1sI9+ZRfv7+/r96gbImmygUCiIjIx1mKp1erycvLw8XFxfCw8N7bBX9cvR6PTk5OXh6ejJ48OAWF/HmMWwajQaj0SgJLn9//18XXGITToYNXPps8kYhViIogxBcp3fKcV0LnU4nWR8cKVrU2nsQEBBAaGhop6VEXe5z9/T0bOFPtuXvX2+p4afKR3BSuKNUOiMIJsxCI+7lsxgQOJyQkJB2HbcgWthduZELhnMoFUososBQ7yRG+k2w2dptTX19PdnZ2YSGhnb7nov22mUEQWDdunV88803bNu2jZtuuqnzFy8jIwv1nsXp06elVA8nJ6cbvpg2j/LTaDRShcsq3N3c3HqcJ7utiKIoDfroKTF8bcF63MXFxURGRrYpkswquKzCvbng8vf3b1HhUgglKA2fgfJ/lgqFUI7Z7S+g6LpJplYLQElJiUMN6Gp+3NHR0V3ae3C1PHerVcYW/uSi+s8507gVERAtFpzqRhMf/PwNHXeFoYjdlRvxVPqgUCgQRAtNQj0PBy1BpbSvgkbzTPjY2Nge2/zf3C5jtV1lZGTQq1cvbr31Vnx8fHjqqacICgri7bffdhg7n4xdIgv1nsT27dt59913qa+vZ+TIkSQmJjJ+/Hj69u1rkwqYIAgtKqV6vR6z2YyHhweRkZHdcmBFe9Dr9eTm5uLm5kZ4eLjD+BWtQ3xu9LityTLW86h5skwvPxP+Ll+AMggUShCNKEQNZrdnQdE1v2ej0UhOTg4uLi5EREQ4zPttNBqlnovIyEi7tD605nNvPom3PTt7NU25nDr3E26KvsQN/t0Nv9/l+tP8ULUFz/8/8EgURRqFWv4YtAgXO8pSN5vN5OTkoFKp7Pb97ijMZjN79+7lhx9+4NChQ9IN+fTp01Gr1URHRzvM7pmM3SEL9Z6ITqfj0KFDpKamsn//fmpqahg2bJgk3Nu7hWuluTc5JCQEi8UiCXdvb2+pUurh4dGjhHvz6mJERITDNJQBVFRUcPbs2Q7bPdDpdFKl1FXch79XIa6u7ri6uuDkeR8Kl2E2f822YO25cKTdIoDq6mry8/M7dYquLbhRn3tbs9GvB6Og56sL76Kz1OOscMMgNDHAfQi393nYJs9vC+rq6sjJybnhBuHujCiKbNmyhQ0bNvDxxx8jCAIZGRkcOHCAnJwcQkJCmDp1KjNmzOjqpco4FrJQdwQMBgNHjhwhLS2N9PR0KioqiIuLQ61Wo1arrytmrLGxkdzcXHx9fbn55ptbVF2sXkCrVaapqUkanuPv74+np2e3Fe7WKrq7uzuDBw92qKpq8xi+TvHgiyJmQyH1dRVoapVUaS695o02Ol8PZrOZ/Px8TCYTUVFRDtNzIQiCNPcgJiam22/5t9Xn3t5s9LbSYNZwRLuLOnM1/VzDiPe9A2dl1/9uRVGkpKSEiooKYmJieqzV5Vo0NTXx/PPPY7FYeP/991ttEC8pKaGyspIRI0Z0wQplHBhZqDsiJpOJY8eOkZqaSnp6OsXFxURHR5OYmIharSYiIuIK4W6NHjQajURGRuLr63uVZ/8fzYfnaDQaGhsbcXd3bzE8x96Fu9WzWVpa6nBVdGs12R6qqtZGZ6tdRhAEqV+iXckyv4JWqyUvL4+BAwfSv39/uz9HbUVDQwM5OTn069evx8ZNtpbn7uTkhMFgwM/Pr1sNJ7tRTCYTOTk5uLq6Eh4e7lBWl+YUFBTw2GOP8ec//5knnnhCtrjI2BuyUJe5JIKysrIk4V5YWEhkZCTjxo0jKSkJrVbLs88+y2OPPcasWbPa/UFmvUhaxVZ9ff11Tb3sbHQ6Hbm5uXh4eDjUhcxkMnHq1CkEQWDIkCF2WU22WCzU1dVJgstgMLQYWd8e25UgCJw+fZq6ujqio6NtXlW1V6xWtvLycqKjo29oLHx34+LFixQUFNC3b1/JNmMLn7u9U1tbS25uLmFhYTaz+HQ3RFHkq6++4vXXX+fDDz9k9OjRXb0kGZnWkIW6zJUIgsDJkyfZs2cPH3zwAXV1dVJzqlqtJi4uzmbWD6s3ufnUS6tw9/X17RLh3ryK3tZkk55CVVUVBQUFhIWFdSuvqiAIku1Kq9XS1NQkjay/PFmmNazV5L59+zJw4MAeWU1uDWuDsIeHxxUxmz0Zi8VCQUFBq9noXZ3n3pFYJwhfuHCB2NhYPDw8unpJXYLRaGTJkiWcPXuWzZs3O0xql0y3RBbqMq2TkZHBM888w4wZM3jyyScpLCyUPO4nTpwgJCRE8rgPGzbMZtvF1tgsa4qDSqWSqqR+fn4dLiR0Oh05OTl4eXk5lHCxerKNRiNRUVHd3pvcPFnGGuXn5uYmedx9fHwkb7JVuDjS8CKAyspKCgsLHWpIF1y6KcvOziYoKKhNjfXX8rl3BwsfXNopy87Oxt3dnfDwcLvavexMysrKmDlzJnfddRcLFixw2N+DTLdBFuoyV7Jy5Ur2799PSkpKq0MerBMKrVaZ//73vwQGBkoV9/j4eJsJPaPRKFXca2trUSqVktjy8/OzWWXfuv1fVlbmUDnZADU1NeTn5/d4T7ZOp5NuAuvq6lAqlRgMBnx9fe3W4tMR/Fo1uSfTPCP8Riw+l98ENjQ04OLics0BOl2Jte/i5ptv7vJ+k65k7969/O1vf+Odd97htttu6+rlyMi0BVmoy1xJeXn5dQk2a1XSKtyPHj2Kv7+/JNxHjRplM7+vyWRqMT0VaDE9tT2V/aamJnJzc/H29mbQoEF2d5HtKCwWC4WFhTQ2NhIdHW3zkfD2inVoU1FREf369cNkMlFbWwv871zqqd7k+vp6cnJyCA4OJjg4uMfelF2OtXGyozLhWxugYw8+d1EUOXfuHJWVlcTGxjpM38XlWCwWVq1axYEDB9i2bRtBQUFdvSQZmbYiC3UZ22MVQlbhfuTIETw8PKTm1DFjxtjMYtBaGkhz4f5rF0hrNFl5ebnDVdGtFbaQkBCHEmzWIT7WoS7Nd2San0tWb7Kvr6+0g9Odb2SaW3wcLYavI7LRr0Vr51Jn+9yNRiPZ2dl4enoyePBgh7V4VFVV8fjjj3PLLbewcuVKh0n1kekxyEJdpuMRRZHKykrS0tJIS0vj8OHDqFQqEhISUKvVJCQk4OPjY5MLl8VikRrBNBqNdIG0Cner2GpqaiInJ6fVPPiejDXZpLa2lujoaIdqJrM2yrY1btKaLGO9CbQmy3S3gV56vZ6cnBxpx8hRBFtHZ6NfD4IgSOdSZ/jcNRoNeXl5Djeo63IOHz7MM888w4oVK7j33nu7xd+rjMxlyEJdpvMRRRGNRsP+/ftJTU3l4MGDCILAmDFjUKvVJCYm4u/vb5MPVesF0ircDQYDSqVSyoMPCAhwmA/vuro6cnNz6devn0Mlm1gsFvLz8zEYDDfkyRZFkfr6ekm4N0+WsdemQmsWfmRkpEPNANDr9WRnZ0s34vZ2c9JRPndRFCkqKqK6uprY2NhuvQt0IwiCwPvvv88XX3zBJ598wuDBg7t6STIy7UUW6jJdjyiK1NXVceDAAVJTU8nIyMBoNDJq1ChJuNtCUDc2NpKTk4O7uzuenp5otVr0ej1eXl5Sxb27VEmvB0EQpMpidHS0w9ke8vLyGDBgAEFBQTZ9by8fnlNfX4+rq6sk3LsqXhT+l+JjNpuJiopyqO1+e7w5aTCXcK5xF2ZRRz+3sQS6jr7iXLxRn7vRaOTkyZMOt3NyOXV1dcyZM4fevXuzdu1am96sLFmyhB07dqBUKgkMDGTTpk0EBQWxbds2Vq1aBYCXlxfr16/nlltuueLxZ8+e5Q9/+AM1NTWMGDGCTz75pEf2wsjYFFmoy9gnDQ0NHDx4kNTUVPbv309DQwPx8fEkJiaSlJREv379rrvZtaKigiFDhrSYqiqKopS/ba2Senp6SsLd09OzWwt3az54QEAAoaGhDnPxtiYTabXaTrX46PV66Vyqq6tDpVJJVhlfX1+bpRT9GtZhNj09xedy7DXNptFcwS/aVYiigFKhwizqCPeaRpB70q8+ztrk3Bafe01NDadOnXK4qM3Lyc7OZvbs2TzzzDP86U9/svm5X1dXh4+PDwBr164lJyeHlJQUfvrpJ6KiovD392fXrl0sW7aMw4cPX/H4qVOncv/99/P8y1Q4AAAgAElEQVSHP/yBJ554gltuuYUnn3zSpmuU6XHIQl2me6DT6Th06JCU5V5dXc3w4cMl4X61kec1NTWcPn0af3//Nm2BW7ekrWKrsbERd3f3FtNTu4PwsaY9XLx4kaioKIeaNtn85uSmm27q0vfLaDS2mAsAHZcsY7U9VFVVERMT41D9B9ebjd6ZFDd9z9nGHbg7XeqLMAs6nJVejOq15LqepzWfu4eHBxaLBZPJxNChQx021UUURbZt20ZKSgqbN28mLi6uw1/z1Vdfpbi4mPXr17f4ukajITY2lrKysivWGBAQQEVFBSqVioMHD7Js2TK+//77Dl+rTLemTR9mHV8CkpG5Bu7u7vz2t7/lt7/9LXBpouKRI0dIS0vjmWeeoby8nKFDh0pDmAYMGMDLL7/MTz/9xJdffilVQa6FQqHAy8sLLy8vBgwYgCiK0vTU4uJiaXCOVWhZB+fYE1aLT69evRg5cqTdra+jsKb4nD9//oZysm2Ji4sLgYGBUvNq86mXxcXFLZqdrVXS9qDT6cjOzsbPz4/4+HiHes+tU4RjYmLs4j2/kpbvhYiAQnH97491hoQ1nUqv15OVlYWzszMeHh4cP34cV1dXu85z7wh0Oh0vvvgiDQ0NpKWldfg5sGjRIrZs2YKvry/79u274vsfffQRd9111xVfr66ubjH7IyQk5AoxLyPTXuSKuozdYzKZOHbsGKmpqXz33XdkZ2cTFxfHPffcQ3JyMhERETYTL1bhrtFoqK+vx9nZWaq4+/j4dNnFsblQvdzi09OxJpt4eXl1qyz81pqdrzdZpqKigqKiIoeLGO3obHRbobdUc0yzCpPYhBIVAiaivGcS6Bbf7uesrq4mPz+fiIgIevfu/b/XstM8947i7NmzzJw5k+nTp/P000/b5DP+9ttvp6Ki4oqvr1y5knvvvVf696uvvoper2f58uXS1/bt28dTTz1FRkZGi/cFLk0CTkhIoLCwEICSkhImTpzIiRMnbnjNMj0a2foi03Mwm8288cYb7Nixg3Xr1qFUKqUs98LCQiIiIiSrTFRUlM0u7NaLo9Xe0NyX7Ofn1ykCQqfTtYjgs1fR0hGcP3+ec+fOERERYTfNg+2ltZ4JDw8P6Xxqbr0ym83k5eUBEBkZ6VANox2VjS4IOiym3SDW46QaiVIVbZPn1VkqKdOlYhZ1BLjE09s1pp3ru9R7UVtbS2xs7DUnQF+Pz707IYoi3377La+88gopKSkkJCR0+hrOnTvHpEmTOHnyJABZWVlMnjyZXbt2ERERccXPy9YXmXYiC3WZnkFRURHTp09nwoQJLFiw4IrKkSAIZGdnS8LdepG3DmGKi4uzWaOf0WiUkkC0Wq20ZW0V7rZsKGy+9e+IFdXc3FyUSmWPFarWZBnrjaA1xs/NzY2amhrCwsIIDg7u6mV2Gh2ZjS4IOoyNsxGF0yAqACecPRahcrnTZq9xI1gjJ/39/QkLC2uXwO7sPPeOwGQysXz5cnJzc9myZUun5sQXFBQQHh4OwLvvvktaWhpffPEFxcXF3HrrrWzZsoVx48Zd9fEPPvggDzzwgNRMOnToUJ566qnOWr5M90QW6j0dvV7P+PHjMRgMmM1mpkyZwvLly9scE/Xqq6/y0Ucf4eTkxNq1a5kwYUIXHMW1qa2t5dy5cwwdOrRNPy8IAvn5+ZJwP3HiBCEhISQmJqJWqxk+fLjNhJ/JZJKEllarBWgxPbW9r6PX68nNzcXd3Z3w8HCHqqJbt/47c9qkPSAIAgUFBVRXV+Pt7U1TUxNKpVK6CbT1jaA90dHZ6CbDvzDrVwN9UCgViEIjCoUrbj7f2vR12oN1WJetIycvz3O3Rozaq8/9/PnzPProo9x6660sWrSo09f2wAMPcOrUKZRKJaGhoaSkpBAcHMxjjz3Gv/71L0JDQwFQqVRkZmYCMHHiRDZs2EBQUBBnzpyRrrvDhw9n69at19wVkXF4ZKHe07F+EHt5eWEymVCr1axZs4bVq1dfMyYqJyeHadOmceTIEcrLy7n99tvJz8+3qw9uW2HdUrZOTz1+/Dh9+/Zl3LhxqNVqRo4cabMP1OYNhRqNBkEQWiSBXOt1RFGUfMn2lBXdGVgj+HQ6HdHR0Q51kWtqaiI7O5s+ffq0SLOxJstY/4NLN4LWXZye4EvujGx0k34jZv1GFE6X4g1FwQw04O6besPP3WDKo1K/F4AAt9vwch7SpsdZJwnX19cTGxvbKe+lvfrc09LSmD9/Pm+++SZ33mkfuxwyMp2ALNQdiaamJtRqNevXr2fSpEnX9Mq9+uqrACxcuBCACRMmsGzZsi7xA3Y21ux1axxkZmYm/v7+JCYmkpiYyOjRo2227W6xWCThrtVqMZlMUhKIv79/i4EdRqOR3NxcVCoVkZGRPbZ62hrWfPCQkBCCg4PtfoveVoiiyPnz5ykuLiYqKuqaTcLWG0HrLo6tkmW6gs7MRreYf8HY8BdQuAOuINagVA3H1WvdDT1vgymP0/Vvofj/AWoiZgZ5z8PL+Uofc3P0ej0nT56kd+/eXRoz2tU+d4vFwurVq/nxxx/Ztm0bISEhHfZaMjJ2iBzP6AhYLBbi4+MpLCxkzpw5DBo0qE0xUWVlZYwdO1b6tyPFSSkUCkJDQ/nTn/7En/70J0kspaWlsWPHDhYvXoyHhwcJCQkkJSUxZswYvLy82vVaTk5O9OrVS6oUNk8CycnJwWAwSDGQNTU1hIeHS3F/jkDzyapxcXEONVnV6sNXqVSMHDmyTTdmKpWK3r17S6kTzc+nvLy8FtN4/fz87HaoV/Ns9MjIyA5fo5NqOCq3eZgN/wfUoVTdgrPHyzf8vFX6H1HghLPyUv+ISdBQbdj3q0K9srKSwsJChgwZgr+//w2v4UZwdnamT58+0iCl5j73/Pz8DvW519TUMGvWLIYMGcIPP/zQI3aHZGQ6Almod3OcnJw4fvw4Wq2WyZMnk5ube8XPtPbB2tpOij1e0DsDhUJBUFAQ06ZNY9q0aYiiSGVlJWlpafznP//hpZdewsnJiYSEBNRqNQkJCfj4+LTr99U8LzksLAyDwUB2djZGoxF3d3dOnz7NhQsXpIp7WyL8uivWTPjevXs7VD44/G/a5I368C/P326eLHPmzJkWQ72sQqsrf8/WBumysrJOz8N3dvs9Ktd7ALFdWeetolDSfKNZRORqRTJBECgsLKSxsZH4+Hi7FKatnU9Wn7t11oQtfO6ZmZnMnTuXJUuW8MADD/SYzzhBEKS/L71e32LHVEamvchCvYfg5+dHcnIyhw4dkrYwVSoVpaWlBAUFXfHzISEhlJSUSP++2s85IgqFgsDAQB588EEefPBBRFFEo9Gwf/9+0tLSeOONNzCbzYwdOxa1Wk1iYiL+/v7XfbGxVtaai7XmQquwsJCmpiY8PT0loeXl5dXtL2qiKFJaWiqJtbYOrOoJWH3JdXV1DB8+3OYXcoVCgbe3N97e3gwcOLDFUK/S0lLq6+txcXGRPO6dORvg8h2EruiHufS3Y7u/nwDX26k1HsMo1Fx6fkT6uN16xc/pdDpOnjxJQEAA4eHh3eZvuPmQOKstxepzv3jxIgUFBdflcxcEgY8++ohPP/2U7du3txp12J2xivRt27bx3Xff8bvf/Y6oqChGjhzZxSuT6c7IHvVuTGVlJc7Ozvj5+aHT6bjzzjuZP38+mzdvvmZMVHZ2Nn/84x+lZtLbbruNgoKCHtlMamtEUaSuro4DBw6QmppKRkYGBoOBUaNGkZSURGJiIgEBAVe9GJtMJvLz8zGbzURFRf3qhc1a0bI2pzavkF6evd0dMBgM5OTkOGSaTWNjI9nZ2QQGBhIaGtpl71vz2QB1dXUtIkZ9fX07JAqzo7LR7YFGUyHVhlQAerv9Fk/VoBbfv3jxImfOnOmxEatX87l7eHjQ2NhIVFQUSqWShoYG5s6di6enJ+vWrcPDw6Orl24T6uvrW+wMvf322+zcuZOXXnqJRYsWERMTw2uvveZQtj6ZNiM3k/Z0srKymDFjBhaLBUEQmDp1KkuXLr1qTNTXX39NZmYmK1asAC5NY9u4cSMqlYp33nmn1dHIMm2joaGBgwcPkpqayv79+6mvryc+Pp7ExETGjx9Pv379UCgU7Nixgy+++ILXX39d+tr10LxCap2e6ubm1qJCaq8WkgsXLnDmzJkrJi72dLrS7tEWLo8YFUWxRcTojVg0rNno1dXVxMbGdqtm1xvFGhOr1+uJiYnpkbMAWsPqcy8oKGDx4sWUlZVJPVAPP/wwS5Ys6TGN8kajkYSEBB5//HGeeOIJDAYDr7zyCo899hjfffcdH3/8MVu3bmXw4MFYLBaHKkzItAlZqMvIdBV6vZ5Dhw5JWe6VlZW4uroiCAJvvPEGY8eOtVlF9XLh7uzsLImszrQ2XA2TycSpU6cQRZEhQ4Y4jGCBSxfynJwc3Nzcus0OwtWSiqw3g25ubm06dzs6G92eaWpq4uTJk/Tr148BAwZ0q10vWyKKIp999hkfffQRt956K8XFxWRlZdG3b1+SkpJQq9WMGTOmW97AmUwmnJ2dOXDgALNmzeKf//wnMTExvPjii2zZsoXf/e53bNq0CYCffvqJvn37MmjQoF9/UhlHQ059kZHpKtzc3EhOTiY5OZkDBw7w9NNPc9ttt+Ht7c3rr7/O+fPniYuLkzzuNyJk3N3dcXd3l3oMrNaGiooKTp06hUqlajE9tTPForVpMiwsjH79+nXa69oD1kE2gwcP7tQJizfK1ZKKtFpti2QZ6znVWrJMZ2Sj2ysXLlzg7NmzbYrb7Mno9XoWLFhAdXU13333XQvbT1lZGQcOHODLL79EoVDwm9/8pgtX2j6sBYeqqio8PDyYNm0ahw4dIikpiZKSEh566CEANm/ezGuvvca2bdu6crky3Ri5oi4j00Ho9XoWL17Mf//7Xz788ENuuukm6Xsmk4lffvlFqrifO3eOqKgoSbhHRkbarAJpHZpjrZA29yR31LRLi8UiJVxER0c7VPqB9dibmpp65OAma8Oz9Zyy9k1YU0AqKiowGAwdno1ub1gsFvLz8zEajURHRzvUztHlnDt3jpkzZ/Lggw/y7LPP9pjdFFEUUSgUCIKAIAg88sgjiKLInDlzmDNnDsOHD2ft2rX8+9//ZtWqVURHR3PmzBk2bNjAsGHDunr5MvaHbH2RkelKsrKySEtLY86cOde8UFksFrKysiThXlBQQEREBImJiajVaqKjo21WCb/ckwy08CTfqMCoq6sjNzeXoKAgQkJCHGrbv76+npycHIc6dmvfREVFBcXFxSiVyhZJRfY2qr4jsDYK9+/f32He99YQRZHdu3ezfPly/u///o+kpKSuXlKH8vDDD7NgwQJiY2MBuPnmm3nhhReYM2cOZWVlaLVahxteJ3NdyEJdxv7Q6/WMHz8eg8GA2WxmypQpLF++nLNnz0oNsCNGjOCTTz65ohpXVFREVFQUkZGRAIwdO5aUlJSuOIwORxAEsrOzSUtLIy0tjdzcXMLCwkhMTCQpKYm4uDibffhbp11afe6CIEjC3c/Pr80VYVEUKSoqoqqqiujoaIdKORBFkZKSEioqKoiOjm73gKzuSGvNsgaDQboRrK2tbZHP7efn16OqzefPn+fcuXMOFzV6OWazmZdeeon//ve/bN26tccObvv666/JyclhwYIF3HvvvcydO5fbb78dgPfee4+nn36aAwcOOMSUb5kbRhbqMvaHNW7Qy8sLk8mEWq1mzZo1rF69mvvvv1+KlLzlllt48sknWzy2qKiIu+++m5MnT3bR6rsOa4KENVUmKyuL4OBg1Go1arWaYcOG2cxmcLVmQmvFvTUbS1NTE9nZ2fTq1YuwsLAes9XdFqxDqzw9PQkPD3eoY2+ejR4ZGXnVyrl1F8f6X3tvBu0Ji8XCqVOnMJvNREdHO3TVtKKigscee4zExET+/ve/96jfRfMhRqIosnfvXv7+97+zfv168vPzefvtt1m/fj1Dhw7l/fffJzU1lUWLFklVdhmZX0EW6jL2TVNTE2q1mvXr1zNp0iQqKipQqVQcPHiQZcuW8f3337f4eUcW6pcjiiJnzpwhNTWVtLQ0jh8/TmBgoGSVGTlypM3ET/Mx9RqNBoPBIAl3X19fampqKCsrc8jmOWvTpKNFTsKNZaO3djPo7e0tCXd3d3e7to80NjZy8uRJgoODCQ4Otuu1djT79+9n3rx5rFq1qkdF/DaPU8zJyUGhUBAVFYXBYGDbtm189tln7Nixg3fffZesrCxOnTrF4MGD+fjjjx2qJ0fmhpCFuox9YrFYiI+Pp7CwkDlz5jBv3jzGjh1LYWEhACUlJdx1111XCPKioiJiYmKIiIjAx8eHl19+ucd7INuKKIoUFxeTlpZGeno6R48exdfXl3HjxpGUlMSoUaNsNmBEEATq6+upqqqitLQUURSllBB/f388PDx6vHBp3jh4raFVPY2OyEa3nlNW4a7T6SSf+9WSZbqK8vJyiouLiYmJsbtM/M5EEATWrFnDrl272LZtG6GhoV29JJuRlZVFaGgovr6+VFVV8dlnn7Fu3TqOHTuGh4cHdXV1LFmyBKVSydtvv43FYuHw4cOMGzeuq5cu072QhbqMfaPVapk8eTIrVqzgz3/+cwuhPnHiRE6cONHi5w0GAw0NDfTu3ZujR49y3333kZ2d7dC+0KshiiIVFRVSxf3nn3/G3d2dhIQEkpKSGDt27A35qK2V5PDwcHr37k1DQ4NUcW9qasLT01NKlvHy8rIbkWUL6urqyMnJISQkxOGqqZ2VjX61ibzWc8rb27vTLUYWi4W8vDxpHoBKpUIULRiNuzFZMlEq/HB1fRAnZVCnrqsr0Gg0PPHEE9x00028+eab3dK61Br19fV4enqyceNGjh8/TnV1NTqdjq+++oqpU6fi6enJxx9/DMAHH3zAqlWreOqpp3jhhRe6eOUy3RRZqMvYP8uXL8fDw4NVq1Zd0/pyOcnJybz55puMHDmyk1bbfRFFkaqqKtLT00lNTeXQoUOoVCoSEhJITExk3Lhx+Pj4XFN0ms1mTp06hcViYciQIa1Wkq8msqzVUW9v724pbkVR5Ny5c1y8eJGYmBiHapYFqKyspLCwsEuy0a3JMta0IutgL6tw7+hkmYaGBrKzswkJCSEoKEg6f/WGf2Iw/AuF0gdR1KPAHS/P11Aqe252/C+//MKcOXNYuHAhU6dO7ZZ/y61x7tw5PvvsM+bOnYtGo2Hs2LEEBwezZ88evLy80Ov1jBs3jocffpiHH36YV199lYiICB566CGHmxUgYzNkoS5jf1RWVkoXWJ1Ox5133sn8+fPZvHkzDzzwgNRMOnToUJ566qkrHturVy+cnJw4c+YMSUlJnDhxQv6QbAeiKKLRaMjIyCA1NZWDBw9isVgYM2YMiYmJJCYm0qtXrxYX4e+//x4nJydiYmLo169fmy/QVpHVfHqqq6tri+mp9t6A6chTNi0WCwUFBej1ervKRjcYDJJw76hkGVEUKS8vp7S0lJiYmCt2oerqHwWFBwrFpd+JYDmPu/uTuDj3PEueIAhs3ryZTZs2sWXLFqKiorp6STbFYrGg0+moqqri+PHjqFQq1qxZw7x58xgzZgy+vr4cPXqU1atXU1BQwOjRo1m3bl1XL1umeyMLdRn7IysrixkzZmCxWBAEgalTp7J06VLOnDkjxTMOHz6crVu34urqytdff01mZiYrVqzgX//6F0uXLkWlUuHk5MTy5cu55557uvqQegSiKFJXV8eBAwdIS0sjIyMDg8HAyJEjGTNmDHv37iUvL48tW7a0GNzUXppXR+vq6nB2dm4h3O0pd/vChQucOXPGIadsWivJ/fv3Z8CAAXZdPb1asoy16n699gyz2UxeXh4KhYIhQ4a0ek7W1c8ChQsKxaXnFoTzuLvNwcU50SbHZC80NjZKg4tSUlJ6zG6SNbknPDwcZ2dnCgsLee+993B1deWVV17hyy+/5IMPPmDNmjUMGTKEqqoq+vTpQ3l5uTQJWkbmBpCFuoyMTPtpaGhg27ZtrFixggEDBmAwGIiPjycxMZHx48dfV1X9Wlhzt63VUZVK1WJ6alcI9+Y2n6ioqB6V/X0trJXkkpKSbts0aU2Wsd4QXk+yTH19PdnZ2QwcOPBXBZnB+D16/cegcAXRhFIZgJfnShSKnpOjf+rUKR5//HFmzZrF448/btObtSVLlrBjxw6USiWBgYFs2rSJoKAgtm3bxqpVqwDw8vJi/fr13HLLLVc8/pFHHiEtLU1Km9q0adN1TQAtLy/nm2++obKykh9//JGFCxfi4eHBF198waBBg3j66adZtGgRFRUVlJSUIIoiO3futJtdJZlujyzUZWRk2ofFYmH16tX861//4qOPPiImJga9Xs+hQ4ekZJmqqiqGDRsmDWEaOHCgzS7iRqOxxfTU5rYGf3//Ds9p1mq15OXlMXDgQPr372/XlWRb09Zs9O7GryXL+Pn5SbYW6/Cm2NjYa1aORVHEZM7EYj6GQumHi/PvUCp7RkSpKIp8+eWXvPXWW3z00UfEx8fb/DXq6uqkMIC1a9eSk5NDSkoKP/30E1FRUfj7+7Nr1y6WLVvG4cOHr3j8I488wt13382UKVOu63WbZ6OvXLmSl156iSlTprB161YAtm/fTmpqKhMnTmTSpEl88803nDlzhmeeeeYGj1hGpgVturD0nKkEMjIyNmPmzJkEBweTnp4uVY/c3NxITk4mOTkZuCSmjxw5QlpaGs899xxlZWXExcVJQ5huxMvt4uJCYGCgNN3QamvQaDScPXsWoMXAHFtVuARB4OzZs9TU1HDLLbfYJHqwO2HNRg8LC6Nfv35dvRybolQq8fX1laqvzZuei4qKqK+vx2Qy4ebmRnh4eJvee4VCgYvzKHAe1dHL71QMBgOLFi2irKyMH3/8scMsX80TuxobG6Ub4uYxh2PHjqW0tNRmr9k8Hx3ggQceQKvV4u7uTkZGBmq1mgcffJCLFy+yY8cOfHx8ZIulTJciV9RlZNqAXq9n/PjxGAwGzGYzU6ZMYfny5axbt4533nmH06dPU1lZSZ8+fVp9/ObNm3n55ZcBWLx4MTNmzOjM5V83TU1N1527bjabOXbsGKmpqaSnp1NUVERUVJQk3CMjI23WhGk2m6WBORqNxiaTLnU6HdnZ2fj7+zvcdNWOyEbvTtTV1ZGdnU1wcDAqlQqtViv1TlwzWUYUAR3gBoruf86UlJQwc+ZMfv/73zNv3rwO/ztYtGgRW7ZswdfXl3379hEQENDi+2+++SZ5eXls2LDhisc+8sgjHDx4EFdXV2677TZee+21Nv3t19XV8fzzzzNu3DgiIiJISEhg6dKlKJVKnn76afr27cuxY8fYv38/U6dOpX///jY7XhmZZsjWFxkZW2Gtvnl5eWEymVCr1axZs0ZKL0lOTiYzM7NVoV5TU8PIkSPJzMxEoVAQHx/P0aNH8ff374Ij6TwsFgtZWVmScM/PzyciIkKyykRHR9vMVtHapEvr9FR/f/9fnRRozZw/d+4cQ4YMwc/PzyZr6i44cqKNKIqUlpZy/vz5ViM3L0+WUSgULXonnJ2qQb8OhHJQeILrE6CK6aKjuTFEUWTPnj0sWbKEtWvXSjtnN8rtt99ORUXFFV9fuXIl9957r/TvV199Fb1ez/Lly6Wv7du3j6eeeoqMjIxWJ/+eP3+efv36YTQamTVrFoMGDWLp0qW/up7jx4/zyCOP8PDDD+Pi4sIXX3zB2rVr6dWrF2+99RbOzs7s37+fF198kfvvv9+hbG8ynY4s1GVkOoKmpibUajXr169nzJgxANx0001XFer/+Mc/SE1N5f333wdg9uzZJCcnM23atE5dd1cjCAI5OTnSECarxcI6PXXo0KE2854LgkBdXZ1UcTcYDPj4+Egiy9pIaDKZyMvLQ6lUEhkZ2eHed3ujK7PRuxqTyUROTg4uLi5ERES06abRZDI1uyHUEBb4IW5uOpxUAbg4m3FyMoH7K9DNctTNZjOvvfYahw8fZuvWrV1SQT537hyTJk2SJlJnZWUxefJkdu3aRURExDUfn5qayptvvsm33357xfesnnSz2cxXX33FwIEDCQ4O5t577yUiIoKqqiq2b99OTU0N27dvR6FQMG/ePJsfo4zMZcgedRkZW2KxWIiPj6ewsJA5c+ZIIv1alJWVMWDAAOnfISEhlJWVddQy7RalUklsbCyxsbE8/fTTCIJAQUEBqamprF+/nqysLIKDg1Gr1SQmJjJ8+PB2e8+bN5+GhYW1aCQ8deoUer0eFxcXGhsbGThwIKGhoQ5VOWuejR4fH+9wKRa1tbXSjWLfvn3b/DhnZ2f69Olz6YZcrEdssGCy9MNgMNDUZMRJWUN12QHcPEe0uCG0Zy5evMjjjz/OyJEj+f777zv1ZrWgoIDw8HAAvv76a4YMGQJAcXEx999/P5988smvivTz58/Tv39/RFHkq6++IjY2VvpeRUUFGzZsYPHixdJ7oFKpuOuuu2hqamLKlCnMmzePu+++m1tvvZVZs2bx+eef8+KLL3bgEcvIXD+yUJeRaSNOTk4cP34crVbL5MmTOXnyZIsLw9VobdfK3i/enYG1ih0ZGcns2bMRRZEzZ86QlpbGpk2bePbZZwkICCAxMRG1Wk18fPyvWliu9VrWRsKBAwdy+vRpampqCA4Opra2lkOHDuHh4SFZZby8vHrse9Q8Gz0yMrLHHmdriKJIcXExFy5cYOjQodfdh9ESdxRKV1yUFlxcvEG0gGjGyWsQNVoz+fn5UrKMdSfH3s6rgwcP8txzz7Fy5UruvvvuTl/bggULOHXqFEqlktDQUFJSUgBYsWIF1dXV0tA7lUpFZmYmABMnTmTDhg0EBQUxffp0KisrEUWRYcOGSY8HCAwMJCUlhYiICKZOnYrZbEalUuHp6YBdhjAAACAASURBVElJSQnBwcE89NBDaLVa4uLiCAgIQK/Xt/szRkamo5CtLzIy7WD58uV4enry17/+FZCtLx2BKIqUlJRIcZCZmZn4+vpKVplRo0Zdt9BqbGwkJyeHgICAFlV0aw+C1Y/c0NCAu7t7C+He3b3bPSEb/UYwmUxkZ2fj7u5OeHi4bd5P0zEwrL+0gS1awGUSuDwgfbu188rNzU0S7l01lVcQBN577z2++uortm3bRlhYWKevoTPQarUMGjSIY8eOERoaKol1i8XC6NGjSUhIYOfOncybN++KSdgyMp2A7FGXkbEVlZWVUgKETqfjzjvvZP78+dx9993Arwv1mpoa4uPjOXbsGAAjRozg6NGjDucJvlGsTZ/W5tQjR47g7u5OQkICSUlJjBkz5qoVy+YiNTo6ukUs3NVeS6fTSR73+vp6qXG4KwVWe+mp2ehtxZqLf/PNN0uRnzZDuAjCeVD4gVPoNX/88qm8KpVKak7tjOFetbW1zJkzh759+/L222/3+ArygQMHmD17tuR9t7J7924UCgVKpZI77riji1Yn4+DIQl1GxlZkZWUxY8YMLBYLgiAwdepUli5dytq1a3n99depqKggMDBQ2pbNzMwkJSVFihTbuHEjr7zyCnApjuzPf/5zVx5Oj0AURaqqqkhPTyc1NZXDhw+jVCpJSEhArVaTkJCAr68vFy5c4NFHH+Xxxx/nnnvuabcQulxgOTs7SwLrqtF9dkBPzka/FqIocu7cOSorK+02dtJoNEppRbW1tQAthnvZciLuiRMneOKJJ3jhhReYPn26XdlwOpJly5ZRWFjI1q1bMZlM3HfffQwePJjXX3+9XVGuMjI2QhbqMjIyjoMoimi1Wvbv309qaioHDx6kpqYGnU7HQw89xF/+8hd69eplM3FiMBikinttbS0qlapFdF9XC3dHz0Y3Go1kZ2fj6enJ4MGDu80OiNlsRqvVSjeFFosFX19f6dxqTwVcFEU++eQTPvzwQzZv3tym3pqexm9+8xtGjBjB4cOHGTJkCBs3buzqJcnIyEJdRkbGMTEYDCxcuJATJ04wY8YMTpw4QUZGBjqdjlGjRpGUlERiYiKBgYE2E+5Go1ESV1qtFoVC0cLSYMvK6LVw5Gx0AI1GQ15eHoMHD75igE53w2KxSFGjWq0Wg8GAt7e3dG55eHj86jnc1NTEX//6VwwGAx9++CFeXl6duHr7obGxkYCAAN555x1mzZrV1cuRkQFZqMvIyDgiOTk5zJw5k2nTpjF37twWIrWxsZGDBw+SmprK/v37qaurIz4+nnHjxjF+/Hj69+9vM+FuMplaVEaBFtNTOyoS0ZGz0UVRpKioSNpF6In+a0EQaGhokIS7dYqwv78/CoWC/v37SxGLhYWFPPbYY8yYMYMnn3zS4W7YLsdkMnXqDbOMzDWQhbqMjKOj1+sZP348BoMBs9nMlClTWL58OevWreOdd97h9OnTVFZWttoEC5ciKePi4gAYOHAgX3/9dWcuv128++67/OY3v2Ho0KHX/Fm9Xs+hQ4ekZJmqqiqGDRsmJcvYMl/dbDZLw3I0Gg2CILSwNNyoV7Z5Nnp0dLTDZaMbjUZOnjyJt7c3gwYNchhRKooiTU1NaDQaNm7cyPbt2wkMDCQsLIwjR46wadMm1Gp1Vy9TRkbmSmShLiPj6Fjj4by8vDCZTKjVatasWSMlmCQnJ181rQbAy8uLhoaGTl5112E0Gjly5Ajp6emkp6dTVlZGXFycNITJlgLQYrE0m3KpxWQy4ePjIyXLXE81uLGxkezsbPr168eAAQMcpknQSk1NDadOnSI8PPyq57KjYDQaWbBggdRAfOLECXx8fFCr1SQlJZGQkOBw0ZwyMnaKLNRlZGT+R1NTE2q1mvXr10tTVX8tVhIcT6hfjtls5tixY1LF/ezZs0RFRUnCfciQITYT7oIgSF5kjUbTwot8tSmXjp6Nbh2SpdFoeqzV5XooLy9n5syZTJgwgQULFkgNzZWVlWRkZLB//35+/vln9u7d63A7LjIydogs1GVkZC5VbuPj4yksLGTOnDmsWrVK+t61hLpKpWLYsGGoVCoWLFjAfffd11nLtkssFgtZWVmSxz0/P5/w8HASExNJSkoiOjraZmkvgiBQX18vedx1Oh1eXl6ScHd2diYvL89hs9ENBgMnT5502IbZy9m3bx8LFy5k9erV3H777V29HBkZmWsjC3UZGZn/odVqmTx5Mu+++64Uz3YtoV5eXk5QUBBnzpzh1ltvZe/evQwaNKgzl23XCIJATk6ONIQpJyeHm266SRLuQ4cOlRr7bhRRFKUmwosXL1JbW4uXlxf9+/e3y/H0HUl1dTX5+flERETQu3fvrl5Ol2KxWHjjjTdIT09n27ZtBAcHd/WSZGRk2kabPrBtcwWRkZGxe/z8/EhOTmb37t1tzlEOCgoC4OabbyY5OZlffvlFFurNUCqVxMbGEhsby9NPP40gCBQUFJCamkpKSgpZWVn0798ftVqNWq1m+PDh7bYcKBQKvLy8qKqqQhRFEhISEAQBrVZLUVERDQ0NuLu7S6ky3t7ePa7KLIoip0+fpra2lhEjRjj8sJqqqipmzZpFXFwcP/zwg5xoIiPTA5Er6jIyPZjKykqcnZ3x8/NDp9Nx5513Mn/+fO6++27g1yvqGo0GDw8PXF1dqaqqIiEhgR07dhAdHd3Zh9FtsQ4dSk1NJS0tjV9++YWAgADJ4z5y5Mg2+6qvlY0uiiI6nU7yuNfX10tNw/7+/vj4+HRr4W49fj8/P26++WaH2T24GkeOHOGZZ55h2bJl3HfffQ7/+5CR6YbI1hcZGUcnKyuLGTNmYLFYEASBqVOnsnTpUtauXcvrr79ORUUFgYGBTJw4kQ0bNpCZmUlKSgobNmzgp59+Yvbs2SiVSgRB4Nlnn+XRRx/t6kPq1oiiSGlpqWSVyczMxMfHR4qDHD16NB4eHlc87vjx4+h0uuvORtfpdJLHva6uTrpp8/f3x9fXt9v42quqqigoKHDIbPjLEQSBDz74gH/+859s3bqVwYMHd/WSZGRk2ocs1GVkZGTsGVEUuXDhglRxP3LkCO7u7iQkJKBWqxk6dCh/+9vfuHjxIl988cUNWz0MBoMUB1lbW4uTk5Mk3P38/OxOuAuCwOnTp6mvryc2Ntbhk0rq6+uZM2cO/v7+rF27Fnd3965ekoyMTPuRhbqMjCNw6tQpcnJymDx5clcvReYGEUWRqqoq9u/fz5dffsnOnTuJi4tjxIgRUga2r6+vzWwORqNRqrjX1tYCSKLdz8+vSz3Per2ekydP0rt3b2666SaHt3bk5OQwe/Zs5s6dy4wZMxz+9yEj0wOQm0llZByBDz/8kNDQUOBSAoS9VUVl2o5CoaBPnz5oNBry8vLYt28foaGhZGRkkJqayptvvonZbGbMmDGSz71Xr17tFm0uLi4EBgYSGBgIXBqxrtVq0Wq1nD17FlEUW1TcO6uiXVlZSWFhIUOGDMHf379TXtNeEUWRf/zjH7z33nts2rSpTRN3ZWRkeg5yRV1GppsTFRXF3r17pYSWy5HFe/fBYDAwY8YMvL29eeedd/D09GzxfVEUqa+v58CBA6SlpZGRkUFTUxOjR4+WhHtgYKDNqq1ms7nF9FSz2Yyvr6/UoGrr1BVBECgsLKSxsZGYmBiHt7rodDrmz59PbW0tGzZswNfXt6uXJCMjYztk64uMTE/HYDAQGhpKRUUFoii2EGjnzp2TKu3NEUVR+ll73z7X6/WMHz8eg8GA2WxmypQpLF++nOnTp5OZmYmzszOjR4/m/fffb9WmsXnzZl5++WUAFi9ezIwZMzr7EK4LURTJyMggKSmpzY9pbGzk4MGD0hCmuro6RowYQWJiIuPHj6d///42e58tFksL4W4ymfDx8ZGE+41MBtXpdJw8eZKAgABCQ0Pt/tzsaIqKipg5cybTpk1j7ty53TqxR0ZGplVkoS4j09M5fvw4ixcv5ttvv8VoNOLi4kJ5eTmfffYZn376KRaLhQceeIDFixdfIeS7A6Io0tjYiJeXFyaTCbVazZo1a6ipqeGuu+4C4I9//CPjx4/nySefbPHYmpoaRo4cSWZmJgqFgvj4eI4ePdrjrRR6vZ5Dhw6RlpZGeno6lZWVDBs2TBrCZEsRLAgCdXV1UiSkwWDA29tbEu7u7u5teq2LFy9y+vRpoqKi8PPzs8nauiuiKPLdd9/x8ssvs379esaNG2fT51+yZAk7duxAqVQSGBjIpk2bCAoKYseOHSxZsgSlUolKpeKdd95BrVZf8fijR4/yyCOPoNPpmDhxImvWrOl2nysyMnaC7FGXkenpfPPNN0yYMAG4VO0EeO+99zh79ixpaWkUFxfz2muvUVRURE1NDWvWrGHEiBHodDruueceYmJirnhOQRAA7KKCZx3yA5f80yaTCYVCwcSJE6WfGT16NKWlpVc89vvvv+eOO+6Q4vzuuOMOdu/ezbRp0zpn8V2Em5sbycnJJCcnA5caRn/++WfS0tJ4/vnnKS0tJS4uThrCNGjQoHa/10qlUmo8DQsLQxAE6uvr0Wq15Ofno9Pp8PLykjzunp6eLUSddUCUTqdj5MiRDj+wx2QysWLFCrKzs9mzZw8BAQE2f4158+bx0ksvAbB27VpWrFhBSkoKt912G7///e9RKBRkZWUxdepU8vLyrnj8k08+yQcffMDYsWOZOHEiu3fvlm6aZWRkbE/XX4llZGTazRdffMHs2bMBJNvBjh07mDlzJp6enkRFRVFeXk52djY1NTXk5OSg1+s5f/488+fPp6ioCIC6ujpyc3MRRRGlUikJt9LSUv7yl7+g0WiwWCwYjcZOP0aLxcKwYcMIDAzkjjvuYMyYMdL3TCYTn3zyCb/73e+ueFxZWRkDBgyQ/h0SEkJZWVmnrNmecHFxITExkb/97W/s3r2b48eP8/zzz9PU1MTixYsZO3YsM2bM4IMPPiAnJ0e6UWsPSqUSX19fQkNDGTZsGGPHjuWmm26SYhYPHTrEf//7X4qLi6msrOTnn3/Gzc2NW265xeFFekVFBffddx8+Pj7s3LmzQ0Q6gI+Pj/T/jY2N0o2Tl5eX9P/Nv96c8+fPU1dXR0JCAgqFgj/96U989dVXHbJOGRmZS8gVdRmZborZbObEiRO8+uqrJCYm8tvf/hYnJycsFkuLISgnTpwgPj6elJQU7r77bubOnYuHhwejRo2isLCQAQMG8NJLL5Geno6rqysjRozgnnvuYfz48YSEhLBs2TL8/f05ePAgx44dY86cOQiC0GkVdycnJ44fP45Wq2Xy5MmcPHmS2NhYAJ566inGjx/fqqe7NVufvEUPKpWKUaNGMWrUKObNm4fFYuHEiROkpqbyyiuvkJ+fT3h4uDSEKSYmpt3NyAqFAm9vb7y9vRk4cCCiKNLU1MS5c+c4ffo0zs7OaDQaRFHE398fb29vu9jJ6WzS09N58cUXeeONN6Qdso5k0aJFbNmyBV9fX/bt2yd9/d///jcLFy7k4sWL7Ny584rHlZWVERISIv3bUW9+ZWQ6E8f7RJSR6SGoVCp27dpFY2MjL774IqNHj2bnzp3MnDmTTz/9lMbGRj7++GPCwsLo168fZ86cYfjw4VLlvaCggLFjx7J+/XouXrzIvn37SE9P55tvvuHbb7/F2dmZZ555hoyMDM6cOcP8+fO5cOEC0Lot5jr7Xa4bPz8/kpOT2b17NwDLly+nsrKS1atXt/rzISEhlJSUSP8uLS29ajKOI+Pk5MSwYcN49tln+fLLL8nKyuLll1/Gw8OD1atXk5CQwNSpU1mzZg1Hjx7FbDa3+7UEQaCkpETqN0hMTCQiIgJnZ2dKS0s5fPgwx44d4+zZs2i12huq7ncHLBYLb775Jq+88go7d+60mUi//fbbiY2NveK/HTt2ALBy5UpKSkqYPn0669atkx43efJk8vLy+Oqrr1iyZMkVzyvf/MrIdD5yRV1GphszYcIE6eIuCAImk4nw8HCee+45Pv30U9RqNZs3byY/Px+z2Uzfvn1RKpUcPXqU3r174+XlxbFjx5g+fToeHh6IokhISAhjx44FLg1TuuOOOzh//jwnT57k/PnznD59mjfffJOLFy8SFxcnpcdc7j2GG/e5V1ZWSmPvdTode/bsYf78+WzYsIHvv/+evXv3XvU1JkyYwN/+9jc0Gg0A//nPf3j11VdvaD2OgFKpJCYmhpiYGGn3pKCggLS0NN5//32ysrLo37+/JLRHjBjRphjFxsZGsrOz6d+/P5GRkdL54uHhgYeHB8HBwcClZliNRkN5eTl5eXnS++/v74+vr2+PiRqtqalh9uzZhIeHs2fPHptGUe7Zs6dNP/fHP/6RSZMmsXz58hZfHz9+PKdPn6aqqoo+ffpIXw8JCWnRDyLf/MrIdDyyUJeR6cYIgiCluSiVSlxdXYmIiJC2revq6vDx8WHXrl0EBwdLiSfbt28nPj4euCTMGhoagEvTDwcMGEBERATl5eUYDAZGjBhBv379EEWRgoICsrOzMRqN3HXXXeTm5uLr68vBgwfp1asXkZGR0nNamT59Ok8//TQJCQnXfXznz59nxowZWCwWBEFg6tSp3H333ahUKkJDQ6XnvP/++1m6dCmZmZmkpKSwYcMGevXqxZIlSxg1ahQAS5culRpLZdqOUqkkMjKSyMhIZs2ahSiKnD17ltTUVLZs2cJzzz1Hnz59JOE+cuTIK2Iat2/fTlBQEHFxcS080q3h5uZG//796d+/P3ApglSj0XDx4kUKCgpQKpVSqoyvry8qVfe7jB09epS5c+eyaNEipkyZ0qlV6YKCAsLDwwH4+uuvGTJkCACFhYUMGjQIhULBsWPHMBqN9O7du8Vj+/fvj7e3N4cOHWLMmDFs2bKFuXPndtraZWQcETmeUUamh3F5Nbt5LKPVW/7ss88ybNgwHnnkERYuXEhjYyNr167lhRde4NixY+zcuZP//Oc//OMf/+Dzzz/nH//4B2+99RaZmZkA7Ny5k9WrV7N3714aGhp46aWXcHFx4aWXXuLcuXOkpKQwbtw4hg0bxoQJE9izZ0+LypvFYkGpVMrb5j0AURQpLS2Vctx//vlnfHx8GDduHKNGjWLLli00NjbyySefXFOktwWj0YhWq0Wj0VBbWwvQYnqqPTelCoLARx99xLZt2/jkk0+kG9vO5IEHHuDUqVMolUpCQ0NJSUkhODiYVatWsWXLFpydnXF3d+eNN96Q4hmHDRvG8ePHAcjMzJTiGe+66y7effdd+e9YRqZ9yDnqMjIyl/i1DPXTp0/z+uuvU1lZiVarJTk5maVLl/Lcc8/h7+/P0qVLeeihh4iMjGTFihXApSzmxsZGVq9eTV5eHhs2bOCOO+6gX79+vPDCCwwfPpz6+nosFgunTp0iPT0dgPr6ery9vTvtuGU6H1EUuXDhAtu2beP1118nLCwMpVJJYmIiarWasWPHtkgYuVFMJhNarVYS76IothDu9jLdtKGhgWeeeQZXV1fee+89PDw8unpJMjIyXYucoy4jI3OJy0WR2WxGpVLR2NjIv//9b/7617/i6+tLYmIikyZNAqC8vJzx48cDoNFoGDZsmPT4PXv2sGDBAgCKi4sxmUyEhYWxceNGYmJieOONN6iurmbSpEnceuutAPz4449s2LCB3Nxcbr/9dhYtWuTww216IgqFgh9++IFPP/2U//znPwwdOpTq6mrS09PZu3cvK1euRKlUMnbsWNRqNePGjcPX17fdwt3Z2ZmAgAApztBisUiivbi4GLPZjK+vr2SXcXV1teXhtonc3FxmzZrFk08+yaOPPipXoGVkZNqMLNRlZBwQq6/XbDZTV1fH7NmzEQSBBQsWSN71zz//XEr4ePzxx1mxYgVff/01mzZtwt3dXfIhf/7557i5uREaGsqBAwd45ZVXAPD19cXPz4/f/OY37N+/n5SUFJ566imSk5NZuHAhP/74I/fff3+3nJgqc3VeeOEFLl68SFpamjSsqk+fPtx///3S+63VasnIyCA1NZW33noLs9nM6NGjJZ977969231OODk50bt3b8lfbbFYqK2tRavVUlZWhslkwsfHR6q4u7u72+zYL0cURbZv386aNWvYuHEjw4cP77DXkpGR6ZnI1hcZGRkJq2i+Wk66RqPB39+fb775hgULFjBo0CA0Gg233XYby5YtIzo6ml27dhEaGsqxY8eYMWMGBw4cYOHChZw8eRKtVktUVBTp6enMnTuXhQsXdsFRdg56vZ7x48djMBgwm81MmTKF5cuXM336dDIzM3F2dmb06NG8//77rfqqnZyciIuLA2DgwIF8/fXXnX0I7aKkpISQkJA2C21RFKmvr+enn34iNTWVjIwMmpqaGDVqlCTc+/bta7ObOUEQqKurQ6PRoNFoMBgMeHt7SxV3d3d3m7yWwWBg4cKFXLhwgY0bN0qN3DIyMjL/H9mjLiMjYxuuJtyrq6v5f+3df0zUdRzH8dfBkeadSBrWSL2cNBGYd5l6SUAsCF22ZeqQrGXlmpGrNVdJpDjcnGuzTdImf9iPOfnDP6zpcsuWi6NyCgzIijTJlnGEYmkIHnncffvD+V10ZFpwfIHn4y/ue9/P3fv7D3vtc+/P53P69GkFAgFlZGTonXfe0e7du/X444/r4MGDam9vV1VVlZ577jktWrRICxYs0NGjR9XQ0KC0tDRlZmYO29l0wzDU1dUlp9Np7hteXl6u3377zTxyffny5crOzlZRUVHEeKfTae7GM9J0dXXpyJEj5gLV33//XbNmzVJGRoays7OVlJTUr8G9s7PTDO6BQEBOp9Psc3c4HDf8XadPn9YzzzyjxYsXa82aNSPyECcA/4oedQD94+9BIxQKRbQYSFeC5+jRo3Xx4kVNmTLF3OVjzpw5qqys1IIFC+T1euX1eqNa/2Cw2Wxm60cwGFQwGJTNZtNDDz1k3jN37txe+1LjCofDodzcXOXm5kq68uvE0aNH5fP5VFRUpPb2drndbnOB6p133vmfg3tMTIzi4+MVHx8vl8slwzDM4P7DDz/o0qVLGjNmjDnjfq2FsIZh6JNPPtGGDRu0fft2c40HAPxXzKgD+F+u1WMeDAbNUydLSkpUX1+vxMRErVq1SoWFhVGuNPpCoZDuueceNTc3a/Xq1XrjjTfM94LBoLxer8rLy5WVlRUx1m63y+PxyG63q7i4WIsWLYpm6ZZ2+fJl1dbWqrq6WtXV1WppaVF6eroyMzOVmZmpadOm9dsstmEYunTpkjnj3tnZqdGjRyshIUEtLS3yer266aab1NPTo02bNqm+vl67d+/Wbbfd1i/fD2DYovUFQPSFw2EzuNtstl5BvqOjQ4cPH9aUKVOUmpo6mGVG1YULF/Too49q27ZtSk9Pl3Rlga7D4dDWrVv7HNPa2qqkpCSdOnVKDzzwgA4dOqRp06ZFs+who6enRw0NDWarzKlTp5SSkmIG95SUlH4N7oFAQG1tbSopKVFTU5PGjx+v7u5u3X333dqxYwdbLwK4HgR1ANZw9f/McO1Hvx5lZWVyOBx6+eWXVVZWpoaGBn3wwQfXFSCfeuopPfzww1q6dGkUKh36QqGQvv76a1VVVam6ulonTpzQXXfdpfvuu09ZWVlKS0tTbGxsv3zXl19+qZKSEt1///3q6OhQXV2dbrnlFmVnZys7O1v33nvvgO4sA2DIIqgDsJ6Rsh1je3u74uLilJCQoEAgoPz8fK1du1ZtbW169913dejQoX8McOfPn9eYMWM0atQonTt3TvPmzdO+fftG1K8Q/SkcDuu7775TVVWVfD6fmpqa5HK5zBl3t9ttbll6I5+5bds2HThwQJWVlXK5XOZ7Z86c0eeffy6fz6fExESVlpb29yMBGPoI6gAwWI4dO6YVK1YoFAopHA6roKBApaWlstvtcrlc5gmtixcvVmlpqerq6lRRUaGdO3fq8OHDWrVqlWJiYhQOh/XSSy9p5cqVg/xEw0c4HFZzc7M54/7VV18pKSnJXJw6a9asa55oeuHCBRUVFWny5Ml68803B+UQJQBDHkEdAIB/YxiGfvzxR/l8Pvl8PjU0NGjChAnKyspSRkaG5syZYx7w1djYqOeff15r165VYWHhiPh1CMCAIKgDAHCjDMOQ3+83Z9xra2sVHx+vsWPHyu/3q7KykjYkAP8XQR0AgP/LMAydOXNGFRUVevHFFzV+/PjBLgnA0EdQBwAAACzouoI65xoDACJ0d3dr7ty5crvdSktL04YNGyRJK1eulNvt1syZM7V06VJ1dnb2OX7z5s1KTk7W9OnTdfDgwWiWDgDDBjPqAIAIhmGoq6tLTqdTwWBQmZmZKi8vV2pqquLj4yVJa9as0cSJE1VcXNxrbFNTkx577DHV1NSotbVVeXl5+v777/tt73IAGAaYUQcA/Dc2m01Op1OSFAwGFQwGZbPZzJB+9YTOvnY92bdvnwoLCzVq1ChNnTpVycnJqqmpiWr9ADAcENQBAH0KhULyeDyaOHGiHnzwQXm9XknS008/rdtvv13Hjx/XCy+8EDHO7/dr8uTJ5utJkybJ7/dHrW4AGC4I6gCAPsXGxqqxsVEtLS2qqanRN998I0l677331NraqhkzZmjPnj0R4/pqqWS/cQC4cQR1AMA1JSQkKCcnRx9//LF5LTY2VsuWLdPevXsj7p80aZJ+/vln83VLS4uSkpKiUqvVrF+/XjNnzpTH41F+fr5aW1slXWkPunp99uzZ+uKLL/ocn5OTo+nTp8vj8cjj8ejs2bPRLB/AIGMxKQAgQnt7u+Li4pSQkKBAIKD8/Hy9+uqrmjFjhpKTk2UYhl555RVJ0pYtW3qN/fbbb7V8+XJzMWlubq5Onjw5IheTdnR0mH39b731lpqamlRRUaHOzk45HA7ZbDYdO3ZMBQUFOn78eMT4nJwcbdmyRbNnScD8MgAAAphJREFUz4526QAG1nX9zGgf6CoAAEPPL7/8ohUrVigUCikcDqugoEALFy5UVlaWOjo6ZBiG3G63duzYIUnav3+/6urqtHHjRqWlpamgoECpqamy2+16++23R2RIl2SGdEnq6uoyW4CuLtT9+3UA+Ctm1AEAGECvv/66du3apXHjxumzzz5TYmKiJOnDDz/Ua6+9prNnz+rAgQOaN29exNicnBz9+uuvio2N1ZIlS7Ru3TpCPTA8cDIpAAADLS8vT21tbRHXN23apEceecR8vXnzZnV3d6usrKzXfdXV1dq4caM+/fTTiM/w+/264447dPHiRS1ZskRPPPGEnnzyyf5/CADRRlAHAMAqfvrpJy1cuNDcPeevpk6dqtraWt16663/OP79999XXV2dtm/fPpBlAogODjwCAGAwnTx50vx7//79SklJkSQ1Nzeb21jW19fr8uXLmjBhQq+xPT09OnfunKQrh0599NFHSk9Pj1LlAKyAxaQAAAyQ4uJinThxQjExMXK5XKqoqJAk7d27V7t27VJcXJxuvvlm7dmzx+w993g8amxs1B9//KH58+crGAwqFAopLy9Pzz777GA+DoAoo/UFAAAAiC5aXwAAAIChiqAOAAAAWBBBHQAAALAggjoAAABgQQR1AAAAwIII6gAAAIAFEdQBAAAACyKoAwAAABZEUAcAAAAsiKAOAAAAWBBBHQAAALAggjoAAABgQQR1AAAAwIII6gAAAIAFEdQBAAAACyKoAwAAABZEUAcAAAAsyH6D99sGpAoAAAAAvTCjDgAAAFgQQR0AAACwIII6AAAAYEEEdQAAAMCCCOoAAACABRHUAQAAAAsiqAMAAAAWRFAHAAAALIigDgAAAFgQQR0AAACwoD8B5IpoIlooXzwAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import netCDF4\n", "from mpl_toolkits.mplot3d import Axes3D\n", "import matplotlib.pyplot as plt\n", "\n", "output_file.export() # export the trajectory data to a netcdf file\n", "\n", "nc = netCDF4.Dataset(\"argo_float.nc\")\n", "x = nc.variables[\"lon\"][:].squeeze()\n", "y = nc.variables[\"lat\"][:].squeeze()\n", "z = nc.variables[\"z\"][:].squeeze()\n", "nc.close()\n", "\n", "fig = plt.figure(figsize=(13,10))\n", "ax = plt.axes(projection='3d')\n", "cb = ax.scatter(x, y, z, c=z, s=20, marker=\"o\")\n", "ax.set_xlabel(\"Longitude\")\n", "ax.set_ylabel(\"Latitude\")\n", "ax.set_zlabel(\"Depth (m)\")\n", "ax.set_zlim(np.max(z),0)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }