{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Gaussian XOR and Gaussian R-XOR Experiment\n", "\n", "One key goal of synergistic learning is to be able to continually improve upon past performance with the introduction of new data, without forgetting too much of the past tasks. This transfer of information can be evaluated using a variety of metrics; however, here, we use a generalization of Pearl's transfer-benefit ratio (TBR) in both the forward and backward directions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As described in [Vogelstein, et al. (2020)](https://arxiv.org/pdf/2004.12908.pdf), the forward transfer efficiency of task $f_n$ for task $t$ given $n$ samples is:\n", "\n", "$$FTE^t (f_n) := \\mathbb{E} [R^t (f^{t}_n )/R^t (f^{1, the algorithm demonstrates positive forward transfer, i.e. past task data has been used to improve performance on the current task.\n", "\n", "Similarly, the backward transfer efficiency of task f_n for task t given n samples is:\n", "\n", "$$BTE^t (f_n) := \\mathbb{E} [R^t (f_n^{1$, the algorithm demonstrates positive backward transfer, i.e. data from the current task has been used to improve performance on past tasks." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Synergistic learning in a simple environment can therefore be demonstrated using two simple tasks: Gaussian XOR and Gaussian R-XOR. Here, forward transfer efficiency is the ratio of generalization errors for R-XOR, whereas backward transfer efficiency is the ratio of generalization errors for XOR. These two tasks share the same discriminant boundaries, so learning can be easily transferred between them.\n", "\n", "This experiment compares the performance of synergistic forests to uncertainty forests in undergoing these tasks." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "import functions.xor_rxor_functions as fn\n", "from proglearn.sims import generate_gaussian_parity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note:** This notebook tutorial uses functions stored externally within functions/xor_rxor_functions.py, to simplify presentation of code. These functions are imported above, along with other libraries." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Classification Problem\n", "\n", "First, let's visualize Gaussian XOR and R-XOR.\n", "\n", "Gaussian XOR is a two-class classification problem, where...\n", "- Class 0 is drawn from two Gaussians with$\\mu = \\pm [0.5, 0.5]^T$and$\\sigma^2 = 0.25I$.\n", "- Class 1 is drawn from two Gaussians with$\\mu = \\pm [0.5, -0.5]^T$and$\\sigma^2 = 0.25I\$.\n", "\n", "Gaussian R-XOR has the same distribution as Gaussian XOR, but with the class labels at a 45 degree angle" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Within the proglearn package, we can make use of the simulations within the sims folder to generate simulated data. The generate_gaussian_parity function within gaussian_sim.py can be used to create the Gaussian XOR and R-XOR problems. Let's generate data and plot it to see what these problems look like!" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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L2IOI0xHPA8BtURTdUstBURTdCVyn/rssPRN24n3ejaJoa+SanI9k0H6NXJcfESHpAbsDK0bptZ0Dgb8iLckAdutDBnSBmQBaxlpXoECBAgUKFEigsDALFChQoECBGlAIzAIFChQoUKAGFAKzQIECBQoUqAGFwCxQoECBAgVqQCEwCxQoUKBAgRpQCMwCBQoUKFCgBhQCs0CBAgUKFKgBhcAsUKBAgQIFakAhMAsUKFCgQIEaUAjMAgUKFChQoAYUArNAgQIFChSoAYXALFCgQIECBWpAITALFChQoECBGlAIzAIFChQoUKAGFAKzQIECBQoUqAGFwCxQoECBAgVqQCEwCxQoUKBAgRpQCMwCBQoUKFCgBhQCs0CBAgUKFKgBhcAsUKBAgQIFakDjcE+gQIECBWZG+Ja+PLAi8AXwlOmF3cM8pQL9hBZF0XDPoUCBmmG4jgYsCkTAZ4FdKh7gGRy+pS8GHAGsBXwCXGp64XPDO6u+w7f0eYB/A6sCXYAGTAR+ZnrhK8M2sQL9RiEwC8wwMFxnR+BiYD711RfAEYFdum/4ZlWgP/AtfUvgDqAJaAa6gXagZHrhmUM4DxM4ClgZeA+42PTCV/swjgY8r8ZpSmyKgMnAEqYX/tj/GRcYDhQxzAIzBAzX2Qq4CVgMGKM+SwG3G66z0XDOrUDf4Fv6aOBWYBwiLEHWpLHAib6lrzJE8/g58ApwCLARYAFP+ZZ+eB+GWwtYlp7CEsTKbALsPk+0wLCjEJgFZhScjwjJSowFzh3iuRQYGGyHCJI0NAO/GuwJ+JY+J/B35NmKhZyOPFd/8i198TqHXI3sdXUssEEfpllghKAQmAVGPAzXGQ0sn7PL2obrFM/yjId5EeGUBh1YeAjmsDviBk5DA/CLOsf7DolbpiFEwggFZlAUi0yBGQEhEgPq6/YCIxOvkH3fWoGnhmAO8wCjM7Y1AwvWOd49Ods6gKvrHK/ACEIhMAuMeAR2qRN4gHRLIAT+VWTLzpB4DvCBzpRtXcDfhmAOryDCOQ1TgWfrGcz0wjZgTzXmNPV1t/r/eUWW7IyNQmAWmFFwDDCFnu6uTmAScMJwTKhA/2B6YQRsA7yMCJQp6vMlsLnphd8PwTTuB75FFK8kIqANSTSrC6YX/hdYCbgUeBK4AdjC9MLT+zXTAsOOoqykwAwDw3UWB/4P2BlZ0G4Fzg7s0mfDOK0CAwDf0lcGVkCE5WNDWeTvW/oiwF1I1nU3koj0DbC96YXvDNU8Cox8FAKzQIECBQDf0lcHfoKQJzytLOACBaajEJgFChQoUKBADShimAUKFChQoEANKARmgQIFChQoUAOKbiUFRgQU8cBKSE3cq4Fdah/mKRUoUKBADxQxzALDDsN1tkZq7mZDshQbgDOB84r6ygIFCowUFBZmgWGF4TprArcjPJtJnIp0rfjLkE+qQIECBVJQxDALDDfOIJ1UfRxwuuE6hVJXoECBEYFCYBYYbqxPfseKxYZwLgUKFCiQiUJgFqgbhuuMMVynst9fX9GSs60R4fMsUKBAgWFHITAL1AzDdbY3XOcthO+z1XCdOw3XWaqfw16DxCorEQGvBHbp636OX6BAgQIDgkJgFqgJhuvsDtwMLIf0KmxEGgA/b7iO0Y+hzwc+QoiuY0xDhPKB/Ri3QIECBQYURVlJgapQNZKfAwukbO4Ergjs0lH9GH88cDDwS6QO827g/IJUvcBIhW/pawMOsDrSFPoi4OaCf3bmRiEwCwBguM5YYDdgGeBj4ObALk1V234CvIhkrqbhy8AuLTQU8ywwMuFbeiPiETgaacr8EnCW6YVPDOvEBgG+pe8LXIkod7GXrgW4A/hFITRnXhQu2QIYrrMWYkFeCpyCaMtfGK6zsdql2gJQLBCzMHxLbwDuBP6EuOznBbYC7vMtfb/hnNtAw7f0cYiwHEvP9XMcsAuwcdpxBWYOzBI1bkognAysBXwPXAy4gV3qyj1wFoDhOmOA+4A5El+PV//epeKT7wE/km5hTgNuHMw5Fhjx2AHYgJ7Ph4YIlct8S7/N9MK21CNnPGxL72bTMcYCNvDIkM2mwJBipheYhuvsCvwTKY7XgIWAPwO7Gq6zQ2CXsh7+WQW7kv0cNAD7BnbpUsN1Dke6zydJBkJgEnDeQE3GcJ151JxmB54GnkzS46l4537IIj0F+Dtwf2CXhqzhcIFe+CVlJasS3cCWwH+GbjqDiglke+Y0YK4hnEuBIcZMLTAN1xkFuPSmXRuHaMQ/Q+IOszKWInuxG4u42Ajs0p2G6+wAlIA1gC7gVsAJ7NJXAzERw3UORtzB3UATYr2+a7jOloFd+sFwnUWAZxHO2dia2QF42HCdXQdS+VHPzl6IcG5ElIV/BnYpr240bzwNWBvYCIl33T5Q120EIOv5gbKlObPgKbIFZgvirSkwk2KmFpjApjnbxgMHMQsITMN1moE9EXdRM3Ab8LfALk1CSjqmIppzJVoBP/5PYJceBtY2XEcbaFJ0w3XWRSz/0Ymvm4AVgeuBbYB/IPGx5HM7HtgcsXKuGqC5TACeAJakLAzWAk4wXGedwC5924fx/gusilz/TuBPhuucEtil8wdizsOMu4D1SBeMTci1nClgeuG7vqU/jDxzyWe1G3lf/jEsEyswJJjZBWZWVmeM2YZkFsMIlf36KGIpxtdjNeB4w3XWRoTnxRmHR8C1lV8OUgeR40nnlG0GNjZcZ3VgXdKf2XFIduaACEzgNMCk54I4DjCAiwzX2RfYCTgSmB+xOi4I7NK7GeNdDawJjFL/j1mSTjdc59XALj0wQPMeLrjAicjv0xPftwK3mF4YDMusBg8/RxJ/dgc6kGf0TWAv0wsnD+fECgwuZnaB+TTyMKehDan3m9lxPLACPYXRWGRxuzywSzsYrrMdYgHpiGBoRYTlzoFd+nGI5rkS2ZyyHcAqiIt2dMY+8w7gXA7MOE8TskhuA8yZ+H5ZYF/lFr4/eYDhOnMjwnUUvTEOqeWboQWm6YWTfEtfB7Gu1kLuUxOiwBw/nHMD8C19DuDXwL7IM34HcIHphV/2ZTyVwLS/b+nHIIrV16YXfjgws+0ffEufE9gDqZl+HbjT9MLO4Z3VzIOZuqwksEtfIBmcrRWbYvfJQFkkIxmHkm656cCWhuvMFtilpxDr6TfABcgiZwR26cGhmyYf5WxrRupA8/hrXx/AuaS5p2M00VNYgiie44AbUjh2F0cEfhaWrXt2IxCmF35seuFGiBt7A2Be0wuPGe7F2rf0eYFXEQvYRGL2vwbe8C29X7SOphd+b3rh0yNIWO4CBEh5z2mAB3zsW/oywzmvmQkzu4UJwiAzBYlXdiIL3ptI9uf3wzmxIUKe27lLbZ8c2KUpDK8CcQHwU3q70UPg9cAuvWa4zt+QOGxlrKwVOGsA5/IusHwfjmsENqGnxfgF2V4OgE/7cJ4RC2W19clyGyScASxIT2WrGSmj+iviLZih4Vu6DmyNxPqTnpEJyPt0r2/pSxeECv3HTG1hAgR2qTOwS79GYk2bAssFdmmtwC75VQ6dWfBGzrYOYERkagZ26T6kWXQbIshBFJ2vkJgRwG+RBJN2JFFpCiIsfx3YpUcGcDqn0tsrUSt6WJ+BXfoSSXpJs7RaEGugwOBhX9I9Ew3AZr6lz9AZvL6l74G8I3eQHkZoQMIVGw3lvGZWzAoWJgDKgnppuOcxDDgVuJ3eVlkLcM5IIm8I7NJJhutcB+yP1LM9Ctwa2KUOtX0asKfhOrHbrxW4T93bgZzHbaqE5WzKgm4s1d+XZuD5lO/3A54E5kO0/hBRVjwk6WqmgmLD+T/gV4gH423gVNML/51zjIYs6iZidT9oeuFAlAmlhSNiRIiQ6atyNKzwLX0b0svmKtEALI28TwX6gYJLtk6oerrByhStG2o+myC1kd8DdwR2aWLFPr9E6htDJLGmGcmM/d1I+R0jEaocZFMk3tuB1GJm1RxOA+4J7NIuGWM1Ick/WwETgesCu/TqQM95uOFb+igk2W45elo8rcDvTC+8RO3XiNRB/xy5pmuqfxuQ57QF2M70wpf7OZ+nkJKXNHwGLDajuip9S38FSYarhinALqYXPjS4M5r5UQjMGmG4zmrAH5EFNEIKlE8I7NJbwzin+YGHgUURITgNWdztwC7dVLHvGITnshl4IrBLPwzxdGdoKMXkKaQkpzLjNQJuQa77DGmtDBR8S/8FwkmcVtLVioRGIoQ+blnySQ8mAouaXthnD4Jv6Zsibvy0uPfBphde19exhxOKv7eL7MzyGBHCE72Y6YUFG1Y/UQjMGmC4zhqIO2Ms5Qc0QrTgdQO79OYwzetpxLKsjNG0AWsN17xmVihavsuQ0pJORHA+BRwyC8XEc+Fb+gPAFhmbJyPu6c2Q7O2sEqEYLcCxphde0c857QJcjrhnIyRL/nemF17Zn3GHE8qF3Ur+NZyKeEY2Nr2wWAsGADN90s8A4UJEY05qc5r6rjQcEzJcZzlgZdITGpqQEpECA4jALk0N7NL+iJW0NjBfYJc2LYRlD1SL8zYiGevVhCXI+7VGfydkeuEdSKbsRghDz3wzsrAEUG7kmyknyCURAe8DRwCLFMJy4DDLJP30FYbrjCY7BqIB2wwGVVwN+AnpLwvIfV1pCOcySyGwS5MRa6lAb9yKKBNpiSjNiEVejYErRgcSZ+w3lDvylYEYawTBQYjt56IcJuhAns3NTS+cqUqWRgIKC7M6qsUIGoFjh2IiFfiMnjRkSXQDI6KYusAsh78D39G7jKYFuMj0wq+pvU4zQjKJC6RA1byujHQLeh/4AOFjXqkQloODIoZZAwzXeRbRmrPQiiR83DxEU4qTUN4GlqG34tMKbBHYpaeHaj4zIgzX2Qo4BlgMeA04P7BLLw7rpGYC+JY+P5KFvRMi9CYDfwD+Ynph5Fv64cgin1UO0Yl4T44wvdAdgikXKFATCoFZAwzXWR9hb8mrd3onsEvLDdGUADBcx0SK4scg2YbxQvP7wC4NS2x1RoHhOuciMZ7YPdiNECIcFtil3I4Thus0Iv06J42kOtaRBt/SRyPP5Q/JDE3f0udGsrtXVl91q8+LwLdIh5wrkDKpYxHygUakp2bJ9MJPajz/Kkhy0aJIqctVysItUKBPKARmjTBcZ0uklCTLRdsd2KUsF+mgQXUj2Qsp5P8K8IoklHwYrrMy8AzpRe1tSHx4smp/ljxuNJLkdRCygE9DsmZPUaQKBQDf0psRZeQoJL72BvB70wvv9y19NoTbdSF6Uga2qWNeRnqcjkdoEGenHJ/rVPutZ3phbjmXb+knIuQJcQeVNqS+c2vTC58agJ9ZYBZEITBrhCo8n0J61wmAiYFdqiTlLjACYbjOBQgBd5qC00259OAN4MjALj2lXOAPA+vQU9C2Af8L7NL2gzvrGQOK1/Q+evfHbEWoDccDZ5KurMQekmYkzJCmnEbAY6YXbpIzh9UQz0uaR+g7YEHTCwvPQIG6UST91IjALnUiadxplkQ7s0bnk5kF85KdMNWgtjUhJAX/U31DN0TYaCoX+jHAJqpWt4BYh+vQW1iNRQj2DyCbrq5JbdPJ9uRowPq+ped1lDmUbMW2mew60ZkWvqWP9S19Y9/Sf+pbel7XnwI5KMpK6sNvgPWRXnNx7KsFeA/4/XBNqkDd+B+wM/ksMzGaERafG8guhxgFbIvE4GZ1/ILs6xp3x+kvupE6ziwGoMXIV4gWGIA59AnKJb0/0jf0M+BvphfmtbYbiHMei3Rtibl5Q9/SjzS98PrBPO/MiMLCrAOqHdjKSGblg8C9iDa7bmCXpg7j1ArUhxsRRadWqrCYejArftFNdk3srIa8GksNeBbxyPQH3yCu1Sw8k3MOjRp6p/qWvpZv6Vf6lv4f39KP8y19rj7Ms3LM1YBPgHMRS/sE4E3f0g/t79g55zwQEZbjEGVlNqSjzlW+pc9ylnZ/UcQwC2TCcJ1lgLmRDOCJwzydAYXqeHI7UpbTiSSX5MFBOr+kxcXagDUCu/T2gE5yBoRa/M8nXXC2I5bV/YhbvC8erlbgINMLb8iZw0JIpm3lHDqB10wvXDPvBL6l/xFJQBqNGBWt6tiNTS98NbGfhpDMzw68kcd5q2K7AenWbRuwhumFA/r8KL7ZAGE5SsNzpheuM5DnnNlRCMxZHCqZ5RDgd8DCSKbtdcD2SEugaYjL0QWOmdmyQQ3XWR753TdR0csygRBJWPkpEqOrTGa5KbBLvxzMec4o8C19PPAOQh+YFIitwI2mFx6oBNqFSJ1mA0IO/iy9ry2IVd+FMNi0A8ebXujVMI+NgH8hrtnYPfsesE1eaYlv6ZsgZO2VwjZC2o4toWpJ10YaNi9AOVHpUoSjtldbMt/St0RauaXFXruAy0wv/HW131UPfEufF3H7ZsVzp5lemLWtQAqKGGaBy5E6t3iBWASxpmLECRoHqH0OGLqp5UMJ+/WRLixtwG2BXaqL4UR1m3lL1WVm1a7qwDmIO+0hYDvKi/C3wF/rn/3MCdMLpyph8jek7VzM+HMxcIra5wtgD5V8MhohCdeRpLqtKfPMtgGPAcer/79Ta49M0wsfUwQKWyPC+3Xg+RpaeR1JuhdBQ7wt6/iW/jXyHFTGag9DFIDfphy/CNkhsEZEOR1otJDPVNYyCOecqVFYmLMwDNf5CVL3ltdkN4kOYMnALn0xeLOqDapX5b1IP8DRiJYeAecFdunUPozXjNQHmmQvbBHpC9BUpDvMO/Wed2aGb+lzInWYn5teWFPc0rf0NZE+mY2I5fkJ8IzphXkxywGDb+nPIW7jNEwCLCTL9mDSGx+0IWUrPWp4fUtfHym3SUuI6gD+ZHrhyX2cdiZ8S78L2IbeSVAdwKWmF6YJ9wIZKJJ+Zm3sRH1ehg6kZKAqDNfZ0XCd1wzXCQ3XmWK4zmWG68zdp1mm43Kkk8U4ZDEYhQjO3xqus1O9gylX81qIqzArFpWlrY8HblbEBgUUTC/80fTCD2oVluqYFxCawsOBs4FrgS98S3/Yt/SfDUFJxHP05sGN0Qy8iQjMrHlMA1ZN+f5pJJ6YZiGHyPM8GDgc+IGeSVCtiHu5yOyvE4WFOQvDcJ2TkAy6WoXmZGC3wC49WGVcG7iEnq6taciCsWpgl6ao/eZS++2KLEBfA0cFdum2KuPPgRB4ZwmoZwO7tG5ifw1YEbGkXwvsUu4CbrjO5ki8qVoiUCWeBjZWNbsF+gBliWXRUHYgysz2phc+N0jnXwbpalJ5/mnAE6YXbl7FCp0KbGR64cspYy+KkF/Mhyh4HYjRsrvphfcOzC/oDd/S50GSmHZHPDEecI3phUVmf50oYpizNu4DTqb256AbaaSdCcN1RiFWWuWC04xk6x0IXKiE3gfAHIl9FgRuNVznv8D2OS3TDGQByxKY6xiucwtSN2siC8Scav4Nhuv8ATg3Z/yp9M37sjpSY/e3PhxbQHAq2SGCUerzgG/pi5leOHGgT2564Xu+pe+B1N1GlEkUXkEEDgjP7fKkZwL/SEYbMdMLP/Ut3UQs1JUQBfEO0wvrjiX6lv4T4DiEUOMHJI5+Y1qMV7mzz1CfAv1AITBnIhiusyZwNMKF+iZwYWCXXs3aP7BLLxqu8wiwKT0XqZgeLo57hIg2/IsarKc8l+0YRKBciCTYzJGx37bqd1yYsf0LsjP/YuwCbKbOWbkA/x/idvsTTCdTP0Sdc37gXfpWVzkKuMJwnfcDu/RYH44vIG72Wlrq/QL4y2BMwPTCu31Lnw95DucGXqywGP+JxDJXp6wYxu/IfnmJRYqE/n716RN8S98UyeRtpryGrwzs5Vv6zrUmRhWoH0UMcyaB4TpHIdbfPoi7aH/gKeUezcMuSDr8VCTO0YrEUw5HmGs+QZoC/zSwS3fWMJUGsgv8ofyC711lnLOUIOuFwC79APyXdJrCGDoikNOs0HHAKYbrNCl37W3AH5GazNmQ6zdGjZ9cfNrJ/20gv+9Ow3VqTaSa6eFbeoOiZqsmCAEm1rDPWESwDhpU3PVlJAt6rKppjLdNAzZHsmFfAT5C+oCubnrhoCpKah43INcg+X6MQ7KSdx3M88/qKCzMmQCG6yyKLPhJ4aAjL9WlhuvcHdilb9KOVckuxxmucyLitpyYqLW8sg/TeZZsWrI2hGUHenaqSEMz4nr9OGP7gYiCsCTZbdfyFEIdWArpmrFZyhijEYF5O7Au4mq7FGnMfW+VsTVk4bouZ5+ZHooGroRYY83At76l/wH4a44VdhlCzp7XSm8aosgNxBwbkbKqI5Dn/3Ekrn4G4jqN44xTfEvfzfTCZ2C60LxCfYYS65J9bcYjzGO3DN10Zi0UAnPmwL5ku7EiYA9kEciEcrWmCtV6ENilNsN1/g/JcEy+2F2I9RBnA76CvPx5yExKCOzSD4brrIp0HSlRXQBXolGNvx/ZdG5NwNOBXdoj+aXhOpcgFnjW+zMGodObaaGsxWak+L2X8FMtvh5HwgOx+3wBhBZuCaTPZRr+ing9ViP7vnQzAHFi39LHAXcgtbzxuRZH3L0h8vtiJXQCEjtd1vTCz/t77n5gDvIpHYuOSYOIwiU7cyDOukvDaCQOMyRQ9Yxj6ekuDZGFac3ALv2ovju8ylDPBXYpt/YusEshcA3ZZQBdpMciI4TuL1BzzeuMkUbU8BvEJZyFNiQOOtPBt3TNt/SjkDhyK2J5/VkJnyR2Raz/yudyLHC4b+mpBOimF3YgFv/BiFKV5OmN+2EeaXrhx/34DWv7lv4UkvW9JT0FcyPifUhTwJoQcoI+w7f0lX1Lv9W39O98S//Mt/Tf+5ZeTzb2i+Qw9yAc1wUGCYWFOQNDZaROQNygU0in3ZpKP7poqFjc2oiQeTawSx05+zYA9yAaezKG1w68lSQ8COzSyyq++jd6CqwIWcgOrGFuqyOMK2ku4E4k/jQZ6V4xJvF9O9KcGOBOYM+c0yxvuM7oZClKYJe6Ddf5BVLLVnnNI2RRryXeOyRQpRLHI4xIPyBuz+v72BPyz0gD7VjIjEPcgBv4lr5eYsyfk9+1ZCvgH2kbTS/sRGjnrleC9VeIxfk+cKXphe/3Yd4A+Ja+BtKtJs/lm4VRyDVMG3cF4HTkd3UhVItnml74ZWKfjRBFK+aoBbkv+/mWfi9CDdiN/PYL0sgaTC/82rf0G5FntjJO3oEwKhUYJBQW5gwIw3XmMVzneoR5JEDcrd30LoruQoRGnjWUd54jEDftfxAB8K3hOgflHLIVvRssgyyqvzNcZ77kl4Fd8pAkm/+puUfq8xpVOomoht73kZ3YcxuSxbgmkhX7FpKccTWwSmCXXlH73Zp3HjWfXuMrMvrtkHswBbnWU5DrvflIqcVUi/TLiIJgIm7wS4G7VPyunrEWRrKJK63J0cCyyIIfo1pyVE0F4KYXfmV64ZmmF+5qeuEJ/RGWCufTN2EJMuevKr9U7ETPIFb1bAi70UHAK4o3N3Zh/02dO7nujkZc1Acj9HmLIclEr2VZ4cg9uA4RkJMQirsPgc1ML/ysj7+tQA0oLMwZDIbrjEUsykUos42MQqyaHxFh1aW2vQPspFyX9Z5nbySRqHJxuchwne8Cu/SvlMP2Id+q2A6piUxif0TIxlaihpCcP2e4zoqBXcqKF21HdtyyHXg7sEsxyfYF6tMLgV3qMFynlexFdCKyKKUd+4ThOgsivTUXRTpk3DWChGUDYq1UCrhxwAZIbLuenojbkM5UA3Lf90AIz0GSu7Ym/XloRJSduqDIxOcFPja9sLUPx2vARvUel0AnUlJSievo/TubkHjiKYgbd2myu4ZATy/JKOR3/oEUT4tKOPqVb+kOUs/5A/B6DTy5BfqJQmDOeNgXqRWspOYagwib7RCr6/3ALlXt+5cGVWrxB9KFyFi17V8p2/ISbxqomLOKd56Tcp4G9d1vyU4OWYL8uO2yOXNJzsEkO6sX4IscggMCu9SGpPmPRKxBdsPm2JVaj8CsZ0H+N6KwrUhPC70F+IvphTUnmPmWbiCK1gZInE73Lf1K4ATlvq0HtfyG2K0c0fOZbUDcxDubXvigmtueiOWehiZgL0RgjiFb2UhDI+J2zQxNmF74PfBIHWMW6CcKl+yMh93Jzh6cBswb2KU7+iosFUaTn+W5nIpXVuIOsjNbGxDKsyRWIvsZbEayJbPwPtl1mG3U0CRYYVHyGxrPyO2P5mBgMyrvJVu5mIrE7YDpcchNkKzXyerrTxByiJpJxlW7sGeR2GEcsx+LNHH/2Lf01euY/2gyvAUVaETaYlUmgzUi796/fEufQ1msf6xhLIC3qU9gQjaTVYFhQiEwZzxUS9ToSyJHJSoL9ivRHtiltIX4DmShqRRkrcCNgV36uOL7TvJZXfKsh3sRayXNYoiovezgA7It424k9jmj4iXyMyofqmcw1ZbrcuR+JtGOXKe7K/ZvMb3wONMLZwd00wsXN73wmjpdh/shnL5p3rCFgCd8S9+wxrHOJlvZrMQSGecEeWb3QeqE560yzsMwXYE4jfqEZp/4cn1L39q39Od9S+/wLf0H39L/VGcmboEMFAJzxsO1ZFtxTQxAWrmKed5OuvDtJKMgXxEerI9YGu2IpTcJ0cLTkoXeIPu3tAPXGq7zc8N1/mu4zmOG6/xOEbaDCLMtge8odxdpUZ/dEvHLXAR26SMkYSNNOLcjSSIzJJTL7h/0FnAgAvPCPgz7W4TD9AtEMZmCWJGb5mXdKkq4vuBn5Au5MdRAHuBbuo5k2w6Ex2AswgqV1e4tiWSruYuR96oWhaENOLHeifmWvr86x5qIIjgnQsrwTErpT4E6UQjMGQ+3ITV+lW7EVuCUwC5N7n1In/AbJEO2LfFdG7JQZr7IgV2aGNilXyAv6hLAPIFdOiMt8UhZqYfQe0Gfps69FWIpboOQTJ8KfGi4zpuIMH8RsZJOQFL6jwEWCuxSvZ0f9kSu6VTEAmhFru+xgV16ps6xRhqORGjb2ilnVH4EbNGXWkbTCyPTCy8zvXBhpBfp35E45Rm+pS8xYLMuIy++HGMJFefMwzgGzsXZgsRnP1efLPzH9MLpXM7Ksv4Vch/ShGa3GvtzYE/TC3MbHVRCkUVcTO+cgFFI6MGqZ7wCvVG09xpmGK5jICnlKwPvAVcEdun9in0WQ5JYPg/s0hsqU/b/1HGzI9mZpwV2qVqJRL1zmwMRaIcj5Ag60lbrAuCSvmTfZpxnQySRaG1EKF+LlMucSvUSgC7ge2ClwC59m3MOHRG6cwMvKcsyuV1DSOjXRTJjb82iExxO+Ja+LBIHXBVxJ/+lllZXvqXP9fpsC2/6xDzLzHv7wqs/HTbor+UlM9Uw3q+AixCvRiNlN/5ephf+p6/jVpzjRMSNWc0qbAVWNL3wo6wdVMbwNGoTwNUwBTBML5zsW/pWSAJcZfOCScCqphd+mjKXVRH39QTEQtWQspDfIO/X27W4rVUMdUUkQ3cCkhNwKtmJXs+bXrh2Db+vQAYKgTmMMFxnW6QOMG6A3IkIgEMDu/QPJbBuRBIeOpCF6WNg18Au+UM0x3MRl07SndOKdFvYtT+LbpXzvkt29mElOoALArt0UsZYGyH8mmMQzb4ZSUDaO7BLNbVWMlxndiRDeVXEQvMCu/Rl7kEDDN/Sd0csurhLRTdiOZ5hemFm8onhOuPUcdtTfo6+QFzXdSeHqb6O75JusbUCC5pe2C9Ph6ptfJTaaia/ABap5vb1Lf1DxOvRV0SIF2J70wsfT4y7EXAe4gbtRuqWjze98MOcuTQg7/XCiLX6Yj2xXSWor0FiqLFCMY38TPVXTC9crdZzFOiNQmAOEwzXmYBok2lxhXakbutWhOEkqWF3IxbVkoFdGtQGsIbrLIJYr2kLYwuwdWCXnhykc38LzFPHIR8HdqnXYmi4zuJIxmxlnVw7cF9gl3auYS5rIwJWR+5X3LXEDuzSTXnHDhRU0sYXpAuQNsSaSVWiDNe5G6GbS97HCLGClqlGQZgyl1OQTNc0y28q8GvTC92c4+dCCvQ/zyov8S3dRThdq4WNWoEDTS+8scp++JZuAVeRnswT0yjmuW0jRLClNo9WQjAa7HpIxVb0GPURMLQBZ5leeHYfz6kh3pdlEe/Pw7NiG7Eihjl82I3s4L8GnIS4WCoXpQbEUtpn8KY2HTuRPccxSI3ZYOGlnHOnISv54ijSte7RwNbK3Z0JVSv6X8TNFSs3o5Hf7yqlYiiwC9klIo2kc95iuM4yiKu5UhBoyLOVx9yUBYP8Gtj50zb4lj5B0bp9jtQPfuJb+t2KkKASS5C/PnUiZSoH1CIsFW5AWKQq6R1bkbDDXxDBkiUINGBN39JT3ZqmF3YPEXnA6WQ32U5DiJT2XF5txzT4lr4IkqB3P3KNbgOCOkt6ZgoUAnP4sCD5neVXJvv+jEcshsFGU84cGqi/Q0g9+D09E47yMA24OWPbhmTPswNxseZhe3qTRMRooG8Cpy+Ym+zf0UQ2i8w6ZJcajUFaWNWL58nObm5DhFIPKAvlPkQJG40oIKORTOfHU2j6XiC/znYbYAnTC2uO2yti942Qjilfq3GeB3Y3vfAq0wt/h8Tqv68y1G21nnOQsAHVs3Mj5PpNQ/id1zK98Id6T6Ss5oeQ8Mh4yvHSBYCHZ7VylYLpZ/jwBqLZphGmtyCu0FUyjg0ZgFZcNeABJBknDVOQru8xCfx2yEv0OvBkMrapEmrGIvWbNblxArv0pOE6ByI9OeOxYjaj5HMba889qO8S5+zF/ZlAA1KWkofFyBZUo5DygqHAS2THqKYCT2Uc9yPZlnpE356jGxChU1lWESI0bdNp75Sg3BZJUluH3gpYE1JPuSNSxxvjrwhDTuXvjRCX4P/6Ys2ZXtiCJBKdlrF9qm/pzyOKUhYM39LPQJiUvgKujvtkDhFaEFKKPHQCywFf9YVGMIFNkfc6TVY0Im7zWYbwvRCYfYSKja2EvDAv9CH55b9IDGkcvReRTmSByXJ5dgCZMaKBgsrIvQ/hBE1awx1IVt89hutsgix0OvI8hcCnhutsicRoj0DiXfMAnYbrXAscH9ilqowrgV260XCdO5CXdiwiFNZG6jqXQVyUdwK/CezSVzBdUP4acWnPpebTSbqVOAV4uso0fERQpbkgU62pQcIjCCnEMvR8byMkpppFz5dXl9uKxPTqgumFLb6lb0LZVR0Lzc+BbeLYlhKWVwJ7k19LOQHYnITANL3wI9/Sd0NqCpPPnoYkyvzNt/SzkLKZtZBkuL+aXljtftaCc8kXmCClTKORZ3A/39LvA/YzvXBK/mEDAhephc2Kt4bAI3lJRzF8S18KuYZrIMlsl5he+Hxil5XJVhjHIdd+lkGR9FMnDNeZDVmcNkMEh45YKbskOmDUOtbSSFxgXkRoxjWA26r2V3shmXCj1Hkitf3SwC6dMCA/qPocm5EGzcmGyQ8j7ZvGIqUwlYthF5L59191XHJ7B1IOsXpaqzBFuTcvMDUvg9VwndFAV2CXuiq+/wvwy4pzhpTT9zU1h05gq8Au5S6wqhzlE8QKqnSDtSDJV0NSfqK6V/wb8Tw0qPl8B2xpeuEbWccZrrM94rKOs2tB5n4j8Ku+ZjonMj0XQxSLp5NWn2/pmyIKTbWC+S7gfNMLe9T3KjftV6T3c21Hfn/MURxnDP8RUQJspOTifcQC/KSO37UzPa3dWtFNuWvQvcCJphe+3YdxcuFb+mwIXWCybV2MDsTjsla13+xb+g4IyUgj8mzE1/BM0wtLap+9EWKINE9YJ3Ce6YU1Ux3O6CgEZp0wXOdBJIaQtDjiHo5L15txqATExkiM4BPggaTb0nCdVRBtclW1/aLALlVysg4aVGnLE8jLOR75rS2ItfcMZU27Eq2Uy2UqMRUpnZnOGKQsw8MRV9kEZCG8HzhMNXquZa4LI8I4yxp8HVnMHgX+Wm1cw3UWQpJtFkWE8ChkgYpJI3YO7FJd9HJ9heE6E8Z2dWz6m/ce+P36372/zJjuzjhDcipi7W+EPIPzA12VvRQN11keIbJfB7H8Lwbu7Iew3BO5V0sjbt9LgXNNL2xP7HMDQgpRLd7WBqxjemGPEhff0jdHLMysusI0dNPTYxOXah1kemFNRPPK3Xpq1R2rz6MFWM/0wjf7OVYvKI7dw5Dnch7kN36HKPNXKJanvOPHIu74NGWmDVjD9MK31X5fk951ph1YaQBars0wKARmHTBcZzmEXSYtWacN+H1gl0qDPIfVEFftOCRWdM9AEQhknO8fyKJX6ZZpo7xAp6GDjF6SCncFdmnHxHlORYRvpWX4LbB8YJd+rGGuFiIIslqM3RLYpT2qjaPGOhlxi3cjGngn4rK6GXH/3V5rDWd/oBQJBzilqburoak7HBVqDfzqw8fY9YuX4t06kDKDpRB3pYZY+IeZXpgV2+wzfEs/GWF7St6rNuTd2CThkn2I6slpLYBneuGRKef5OdK/tB6BmYU2YBnTC/OYeeLzHkF6a7t6EQH3mV64bT/HGXD4lr4X4i5Psxy7EEKMY9W+2yCJTrEC3IW8D8ebXvjXoZnxyECRJVsf1iI75XwMEmsbFBiuoxmuczVi7R2LxAavB141XKferhO1nnM04npNi2GMIVtYggiaPG1seomEqkl16K3t6giT0cG1zLfK+WrZHs9nB0QgjEYWzWY1t6URL8I/h0JYKtiI4B7T2dA4qrVxFB16E1ctuSGPzjOd12EUkm26pPq7GYk9PTDQqf++pc+t5lN5r8YgXpBk7O8R8jvBREiS0CW+pe/pW/o2vqUnF/AXGLhMbI3aqeFuorpVXOs5t1Su65GGecnO/m5EQhAAmF54L1J/+SfE1XwF4vKdpYQlFAKzXvxAdi1cN+K6GCzsh1iWYynTe41HkkCuHqRzzkF9tZBJtJG96EylZx/GDcjuTDIGEdq5MFxnCURgZFm0U6m9b+VJpLuqRgN7KNafQYeyLs8gxdLp0JtxF9+g2hBjyM5y7iu2IftejUee0xhXIAlTefXGCyOdTm5EYt4TfUu/0rf0JkV19wD5QrdWjAY2TClf6QXlzj4ICSvEMfIu5JnuFXevgjhuPtLwMtnlRi3AU76lj/YtfTdlcS8B/J/phduaXnjkYLiZZwTM0lmyhussACyP+PLfrCGe8wDZL38b4uIYLBxP+iLeDGxvuM4cgV2aOMDn/I6+tQubBlyCaLBH03PB70AShW5XAuEYRCikuYaS46VCjXEOkhnbQDpXaDvwJqoMpgYsnbOtE9jUcJ2NES38KeDvg3DtQe73AlkbPxs7V7V2GTE/7kCiMf+UZavF9MJvVDbtfWS3wapU2huQpsmjEDKGvYF/ImVL7cj9/QERZkuRbSWlYWOk4H4r0wvTakWbkPDDr5Dn8R9qHksiLEvbIh6PevDUCGXEeRIJMSxLz2sY129+ghgAcRlXCHzmW/qWWW5t1Q1F7y8t4kjGLGlhGq4z1nCdG1GxKCR55S3DdVbMO05lde6FvKyxlh0nwfwdeQgHCwvnbJtGduF6n6EyUC8ivT1UHhqQNlC/pndnhkbg/sAudSKMJWeSLyxbAC9n+25IWvwYZHGLF/P4nJMRdpLNKjNqc5AX5xqDWMdHAnsgFtxHhuusWuPY9aCdnP6Jo8POWkyXgeiPmsRDZCvaU6ko6je98GWEVLyeZ6gB2Nu39IVVT81dEU/KPkj5yeJIktPzatwp1NZncjRCTPCwb+k98hBUp48HEDacjRBKShvYFbnXS9KzhKYWtCKK7oiDymbeErE0W5H3ZApS47oH8ozPhrybYyh7s+5V5ULT4Vv66r6lP4k0LfjOt/Q3fEvfcoh+ypBilhSYiPtnJ2SBnR3R5H8CPG64Ti5/qWodtRpS7vES0nVgN+DIwSIiV/ggZ1sT8qAPBs5AlIp25MVqQRanPKLrRuQFG4cI8uQLpgNHGq6zD9lWc4wORAv+Z84+abFP1DnbgUUCu/S7wC7Vs2D/CfmdlehS446hLDTGIc/Qf1TG84BBCfhbSHGBNnZ3seXXb3YhvzGrrCVkgFlpTC8MEAWm8vpMQ6ywW1IOu5/6u4Q0IQt3fN7PTC+8x/TC51SLsW8Ra/AtRBDGrtJq72BMCbh7/IWKMZ4P/JSez9IoRGjcRLmUJwuRmkPMSfsCUu4zYtvDmV74temF6wDrIXkC2yHZ8BuTTVSwBJJpDYBv6SsiWefrq+1NwArAvxRB/EyFWc4lq2oftySfWzM301V1CjlsUCaYjXMQwVEpHOKi9Z8o3tBPgacGSnirRXt/w3VOQ/pTdiIsRQ+SnY1aDeOAU5BFNosesAtpcPyHwC7lUeQtmbOtE7HM63URXQdsgrgD4xrYKciimPabNSTe+1Pg8ZTtfYLiqX0CIY4YR+zajqLW0WHX5N2DF85F6jLnoEzGHS/qXcjvPmWg5pPAEchzdjzl+3cbcJSin+sB0wu/9S39PMTSrKeJ8eHAn9M2KAvxacosNLFbMfncZ1mD45FFHd/SRyMu4w0z9teQZyzPUo+Tl05DOpVMHCICgwGBck9Pd1Ercve8lmrLI145EA9L2j0di7y/yw/MLEcGZkULc23yE0z2MlxnxCkSgV26A6F/a1efLkTL/wRRAB5FkizuBT5QJTADef4PA7t0eWCXrgns0rMIB6lP7Xyvlai0PCvxXGCXnMAuVVt4evUbTKAZqTmsGcpK1AO7dBCyiF6IXFcLeJXsdyYikVnYHxiu02S4zj+R63sesng1IrHfJ9C030xtGr3UZpd/f6HphR8pt+c6iCdgCuIG/wewWlo/xv5CkYyfg8QlFwXmNL1wP9ML80p/TkVcmx9RbpNVzY26sGolloY9EEWh8l1tQN6NPI9CK2WPzKmIdZT3LE4jP1YaIffoHOSeHZKz74yAj8hWELoRT0KMLcm+dkupzjQzDUacYBgCZHU7j7EK0G64zhXASbVQuA0VArt0quE6VyHF9BsjLpRl6L2IjwMeNVxnsSrWWc0wXGcNxAU2BslmvA9JGPgfEvOpNxPwQyRpIw0t1E79dx4i0Cq13A7g37Um4xiusxTiit0e0A3XeQU4LrBLxyX22RBpcZS2eDYCNbO6qFKgccCXKXW05yGxs9H09IQsDBwU2KXHKsczvfAtasgmHkioZJbMpt0V+0aIK9fzLV0zvTDyLf0PSEZyFpqBHRBShEpsTbaHo4l8AadRztJOMlhloRGZ+/6k12Y2VMzlDN/S3ze98F9Vxh2puByJ36Zdl3Z60i3mhWY0aostzzCYFS3MPG7NGDricn3OcJ2+uh1TYbjOKMN1bMN1njBc50XDdU43XGe+Wo8P7NJniAa4PbKYpt3DOM625wDMt0GRFzyG1H8eicR0XkTiOz+lfmHZggiFI+htCbQj8dpraxzresSaiksAYuvlQ4QIoSoM11kUSSDZkXIW6GrAXYpWLsbFpHsnOoE3ArtUlVfWcB3TcJ1HEMo3H/hyxSuO+u3bVuN+vqUf9J+jFl4JiSelLcxjGBwX65Aips9TlGpPkq3A6sAffUtPI0qfSP5inYU2YC/TC39QsctqWa8hQgR/FOJ2bkdc3Xlu/rHAFSO0/rIqFOPSSci1ip/3ODFoR9MLk9bnv8kWiq+aXjhiDI6BwCzJ9GO4zo5I4k/c/SIL7cDJgV26IGefes47BhE8y1G2iOJkmnUCu1SVYspwnaMR12wtL+PlgV3qV6zVcJ2DELdkmgV3KyKU8zT0ryi3BYoZQjzgiMAuRYbrbIVwf8aut4kIacAV9cRhDddZQc1lM0TYRWpePpIU04kI+hsDu9ReceyVZGvUHyN8sZHadzs1Tjx+NyLgtwrsUm4drqLaewNZpKffv1FhJ/t/8lTHPp89F3aD/uQ8y+hnLrdjY1dDap7Mt4FdqlnBqhW+pcdlHAcjmZH3A38yvfDjnGPGIL/l276WTihihcfJZ9VpB5ZLzsW39HUR5beemGg7QpA+PRHKt/TvEZL+LHyEMATF7EUG4sIdg1i+efM+e6h5VpULey9gTiTOeHeFgKvcf16EiGJfxK38BHCK6YUv+Ja+LFJiswjwHOBWUu75lr4Ekvw4gXJiV4QI281HctJTXzBDakD9RWCX7kRiPhOr7DoaWUgHCkcjyQbJl3w0Eoup6oI0XGdP4Gxqu2/TqDN+l4HjSF+URiFJMd+QbSG8gjQb3gspTzkXWDuwS4crYakhVmuyRm8OJGPxfBAuW8N1TjZc5x3DdXzDdc4yXKdXTV9gl95EhPIayCI2Ts1xJaQUYRvEQnwlhRlpF7KF/vxI5mB8nnvUdwchMavHkMzBDwzXua1K7PgYUrrTdOhNXLfoeqM6GhrHNsCotX74qPGQDx/JGqMuruJaoITlI4gitgbCa3wI8JpKAKncf17f0m9COGQ/BL71Lf3EvlhUphe+hMQj88gJNHq7m59FFJd6GJdCRIFK4qKc/buRZJhFYXr3lVHIc3071TN/j64sXxlM+Jb+W+BdpJesgyQJvutbempsXbE2vQQcihDcj0dc3Y/6lr6p6YXvmF54rOmFe5heeH4aP60il1gDUZ7bkXXnfmDDmU1YwqwZwwSmt666H3kR8170gWySfCjpWaENwFqG68xXpfPFWdTOb9mN1IYC05NZ9kBcqvMiGYbnKUGTh7xElgayk3daEYL1ECm9uTtln80oa+tJjAMON1ynFXGrJu/BSUhZysqBXZqe0GK4ztzIb8uLXY1HhNt59Gz8nLeo9RovsEuthus8j8R6ZqO8cO4MbGW4zgaBXXo1ZaydyHieNCLeGz8fK07+gtHdXWz/5WtcvcRGdOg9Tt+C1JQONA5GqPSSz1YcB/wniUxHJQCeQayOeHJjkBZuCyGuy3rxIPl5BaOoqNVVMdCDkMX5empTIr9ELHxgejeUvend1zNGA0JWsJVv6RcgLEbzUm628AqJEosUhIjykfYsDCh8S18fqWlOxrzjGspbkfesErGymnwm4z6yV/mWvkwtPUdVG7GsVoQzFWZZganwZyRulSWEpgH/GsDz5ZFIdyLWVarAVG2m8hhoYsTukBOA3Q3XORZJve9AFoD45VgaoXnbVdWWZuFjxErLQrzQhIm/n0QSZp5Tc29GhLWFLH63A39DXKhZLrVRiHCsXAg1xA14Iz0XgQ2o7XluBvY1XOeQGknrG4E7DNe5EPhnYJfiuNnZVLhW1d/jEKG2ccpYmYxFERpN3WHy/9F8HZPbPhs7d7IryWMMDg3ioWS/A4v5lr50oiPF3oiFXalIjAMO8i39D6YX5jXtng7f0udDkm72I7+MoYOUch21mN/kW/oWiDs5S1mapsbYC5jNt/S1EIVuQcpk9VmI35dK1+o45H3tIvu5i/tlDgWOJV3xawRWVcLvvYptedd9QaScJq/+e5bDLOmSjaHKI35HeiJH3J4nz2VTL14gW5PuRoRTFrqpXsIxjbIgWR9xzcQW4Gh6apINyAt2p+E6eSxBZ1Ob20tH4h/NgV3aKCEsxyCL3WWIa3QDxFL+lPzWT3GvwyyspwRxjGplKkk00lMTr+ZFWBVJ/LhFuZFBrMmshKv1DddJUwT+kXWCUd2dLD21rCuN7u6cFqH9HrGgbkcE1Y51sBXVgzxFrstbbP3VDNc5wnCdX37bPD6vGXQn1buTAKDiY+8g799S5N/rqQjDUBZOQmLlSbduJ/I+vIm8w3GM+yvE4roXSSzLY5mqhjGIWzpLEWoGXvAt/fwhSADagOznfxrp9cp53phuBta7NlNgVrcwCezSJYbr3IG8VNtSvibPIM11v8g8uH6cgWSVVmrzLcAfA7uUaYGomN+1iCZd+SBHSExnq8AuTTFcZ2VkQa/FfdsIPKnKKkC05s7ALk1V/78JSaKJuVrzXqKFUqy24xALNan99rdtUoxFgfeVwD+0juO+o2d27idUt97HIfGdrZCSmrz4VZSx/S1692tkVNjJsf596GVdqlODh5454spzkbjvYONRxPrqMedpms6pK+w07rm5loxd+937rnPwmIM+fJQ9Pn8xa6ysGudKXIs8a9WUnG7gz6YXZlpqihhhZSSzfV/kd9wEXBL3BVU9Lg+nd6lOfzEH0mc1qytMs5rXZESBHXD4lr4g0hMzC6ORWHMl7gF+QXb5SGW8d5bHLC8wAQK79DnivtSROMzUWvov9uE8Txqu8wskK1SnXPB8KZJAUg0OosEvSFnotCJu3B0TRf4/oz7tcEEkM9VGJbgYrvMUQvf3BvA7w3UuRerQTiP9uelGLGjU8SsgMUWbfHdbXxEBk9U9ewzhF60FLcCZFRm45yCuzmqL91jErXwfImQ2zzjGD+xSWtnBOMRaEosuilii5VsO/+B/rDZxejh2KvA9QkA+VDgHSXzqochctMwWXS/OuTho2nRlp6tBx1tiAxZr+4F1fviocpxGxCLOhcrkXJ7aPAId1NDUwPTCicjv6PUeKTaf31JfRm2t0JDSipXIttjGAsf5ln5uGhPSAOBniBWZpQg0I1R15wDXJeKSZyM5HOPpeS9agRNGKGn8sGKWdslWIrBLYWCXPhsMYZk4x21IDOhniItowcAunZCIjeUd+wPiHjwBSdp5GhGiKwd2KZk9qVPfvW1CiNCXppzssRHwlKISJLBLnwR26SzKtWiVaEea7mK4zsFIXeNB1C8sWxFyiWr4XCVIbYdczzzlL67N7EAyZS+r2O6q7dUQU+CBKBhpLvI2ZHFOw8skFRlN46Nx83L9ouvy4HzLh/74+d9BkmaWqzUOOBBQrZp2iOCLSK7DpFa9qe3++VcgbOjdDqtdb+a6Rdet/LoVKUeo5d7NRXVLtE2NuRewqW/p9/mW/pRv6Sf5lp7L95yCpchPKuprbV034olajupdUzRqV+rqRbV3TEMUlMtJUA2aXvgB8p5/lti3GyEmqbUOepZCYWEOA1Snjkdr3V/FAX+DuHbmQLLuTgnsUlZc5x6qE5snkdYWS1PHn07PHocHInGfTZGXK1TH2oFdelmRAFxE391eOmKprkm+6zb2Ca5PfhwqQEpUvgQerlAsZAdxd1+P/La8d6IFWUwI7NILqob0r8iCGSFx2ROBSYbrLBXYpR4JE4Fdes9wnUcRnlpZ5DSNl+dcjJfnXKwV2DwtBGC4zmwIpWM78MxAxzEN11mJjY//P6JovqWnfqPN2dn6wYdj5/lT2KCfT8a1/XRsj9LFD4DjTS+8o8ZTvke2gIkQF/klSPbrtchvjwlEVgV+61v6+qYX1uoynJhzPhAPzVdIAtBExNXfRLnV1Y+UM3XjcWLX+moI+1MvV3sFmqhextZXPERtQn8ccLBv6RcrYQmicCcVkDgz+Fbf0neuJUt2VsIsSVwwI0EltjxO7zhgK3BYYJdSE0kM17kL4Xnsb+C+PbBLvbLvDNdZFlkoJgP3xt1ADNf5P6QQuj9u2BbE7blrzj6tyCJ6PBIbSjtfN3BWYJfSmGJ6wHCdJZEYY968fwCWqHS3qpKW0QgLzwGIJduMxID2DuzS24l9JyCJWZshi7GG8L/uFtilZyrG1ZC493GJfUOEHu/2ar+pFqj7+BzpbrlMirnFW77lby94IL/VMb3wQpheq7gJUkLTjSQsPVm58Coy9sPprRRFSIz534gC4qTs0w08b3phLzM3C76lP4/UC1a6gdsQy/hPvqUfhihXSUKTdiRZ6zQkQWkPxEJupHaDoxt42vTCqh2/+wrf0v+NvO/V6j6nIY2gz1Nx36dJV0xbgM1ML3xuYGc6Y6MQmCMchuvsj8Q40yj6pgDzVTLXqOOuR1oY1dJgt0ofYmZDFtBtkXq9r4Fb03h2Dde5mvz42zRqE+LvI5l9eWTnzUjM+V2yLdoQWCNZF2m4ThNCZLAgkrDxjLIyH0eyDdPQjXALpybhqISsyjhghFgVZqVlqwT0yohweCrNJW+4zgkIOXilp6AVSfCquf+q4TprId6C9RC361UIUcE/yM74nYJc1x7P0OhwGke9/xDbfvUGaqwjTS/8u4oV3osIpnGUS5weBXY2vXC6G9a3dB1xj9vIMzGBns9gl5pT1v1vR3iUO5FQwudVWImWQ5p9x31TQYTCl0h3mq8QRqs0hakV2MT0wudV/DXveat8lzqQa7RuojSnZviWPjsSZ4yf1bvSmHsU+cS5CDNPHpduCJxueuFZvqWfhChkWTkJ55pemMf1O8uhcMmOfFhkk0xHSL3ffckvFVH6TtTXjT4LHYg1dBGiWY9FFsG/GK5zDFII7gd2KWYBydOiWxGC80eQOKKZs+9CSGxlsYztHyvX5KeG65yFlKqkQQf+Z7jOvIFdChWB+r/V9zG13UeG62yNsLqsR3qG61RkweoFw3UMpCdqWsu40QgxwNnJDYFd+pD0zMV4zCakXCLNrT4GWei2yDpeNUTeAVj6/vmXn7PJ3PrXnQ2NseU0pxp7d0TYZAmlUcAXWtQ9b6Q1jNWibkZ1d7He9x+w9VfT6/91yrXKZyHu09jKid36myDW2fR7pBJKDlc8sVci3MjJ57Xa2hRTLG6ACM9RvqW/jPDE9urQYnrh276lL48kou2gvl4SiX/HreayvAujkIS355GYX55L/G3E5bws8rz/C7hM9e+sC76lxxSeEXJN2wHdt/RPEeF/vumFb6jf1wEc41u6gzyLl5O+brQjjbIhX0nWqmyfJVEIzJGParHAtJd89xqOizEVebGz+Em7EUvEoCxI4hfxSsQKaTZc51bEYshqxwQiaM9QgmsVJDaUNc/PkL6kl9P7N0bqXDFeIt9ynQ3Y2nCdF5H4buVCshyidOyHKChpLqpOsjNA1yE7S3EMYpmfnbItD4uQ/X5qwFpZB/qWvgrCnjMqgtEbfPte43rff6D9bqXdeWe26cRNoxFhmVceowHrRFrDFstP+vzExVq/N7f56o3GFSd/rmliqXQAh5heOEnVGR5CuktwLFKW1EupUSUh61O/cjcOEZajKD8fawNPqSL9XglZphd+CZzsW7qLJGAln4O890VHlAwQgZPnlnvL9MJ+d41RluyN9HwW47+XQYT9nr6l/wep377B9MJXTC9s9y39BoSGc2V6vjvtiPs9drPejShOac9ZK6JYDgmUK39D5BlaAMl8v2Iok99qQZElO/JxB9mEBc0Iq04lRlGbdhghC9+5ZDOS6IgWnrWwTlDn2xVx8+UtJs/FdZrKjeyR/tta1JyeJvsZPSRBIpBkGUpDA5Il+CvSf0cjsgCNRdyWbZStiDZEqdgpJ9mmWobtxCrb0zCZfCGS2i1DueYeQhI5JmjQNLa7U5vQ1cEfX7uFMV09Sn3HIgtjVvnAG4Fd+jqwS9fdf8w/Vzzev2+7lSZ//l9NyABuRvhCr02MlRf/nde39BN8S//Qt/TvfUu/VwlKqB53q0S7mnPl+XSEfSlVYPmW3uhbuofEquspMZlK2SrLq8GdSoKOsp84JOc8qG2jkZjqCcDLvqX7vqUvrGpWN0cay7cj71Obmtv2iW4xryAu9MqOQW1I3sSzA/RbcqGE5cWIMrs34tFyAF+xMo0YFAJz5OMaZHGsXNRagEsTrtAk7qE2dp7YZXYO2c+CRnWSaZBF7yfkMxlVusp+i2i7LWp7J/Ky/hMRpkfmzGlhyjyeT1SZWwfS9DbpLkwbc6XALp2n9rsc+A9iFS1VJV74v5xtU+kDnZ2KeT5LuiLThignadiFDEtbjyI2+7ZXy84f1Rwrz9NKBS+s6YUPml64vemFK5peuI8iTk/un6c4dCLKyBKIa38r4AHf0ndDFues52YS5XZak5F7+VLKfGOMR5Jf0lBChGkTtbsbuxCF52YA0wunICT6lUKmFXkO78kbzLf0FXxL38O39J8qQZGFlag/cW4Z4Hnf0ptML5xieqGNKE4rAnObXnhoiuW9J6Kc/oisMZOQsMlOQ5ghuzni2RlH+b6MRpTxO0ZSm7TCJTvCEdilHw3XWRtZIDdGXuAupOaxlHHYw0hscVWqu2arPQP1LC4a2W7Rdio6sgR2qc1wnU2RbNutELfm7YFdehemkx/klR/8UpV2vINkyp6ZsW8nEktaj2zuzy5UdxdF1lAziXhgl6YpQorr6dmjtAURpnfWOlYFfokIzbGU72MLEiP7U8YxPyGjFGRMdyeLtfTQr6YhWaxXIs/TDmrujwMnxPSGtcD0wm7f0i9CrJ1Kl3aIXPPkvZxO8o0kHW1D7+esEymnug559scidY/bIY3e0wRKiGQz94Bv6WORsqxqLFMh8my1Is/y88A+phdOT6wzvfAq39I/RBKyVkISt/4CXJ7FSKTaaP1bzbtL/dYffUv/memFaeTsvvr99bqq50GUpljAt5CjPKsEot/7lh4Tt7cPQynJEWTfl9mQ97bmBLfBRCEwZwCorhxbG64zB1KH+bmq5czav9twnS2QIuX96L1Y1YsuxMqsJjibKLvLmukpODzF3Vs514gyCUMl3kXiGmnP6QTkt41GLJvYMt0vMc9QzWcX1WHkCrJrLUMqkqfqQWCX/m24zgZITGgd5Jq9ilipY6mNGKFyzPdVu7AjEKHShngc/pmWGa3wmTpXr4SP9oZGvhw9vV9ynMF6oWK62iV2cdfTh1Rlxh6LlIjMiVzv5PVtQp6DrGdHR65ZF72VrW7gK9MLp6FcokrwaWRbXx2kc/YuTrbruRIR8lzFcbzPK3cwvfAh8vltp0NZkvchll7yPRwPPOJb+hKKqSiJy5FrWu9724S8Mzcnzj+vGmsX5PrcqPbbCrHa/wbckxb3HSIsRPbzEZGdXzHkKMpKZnIYrjMaydxbvB/DvIK4e5qp/gKHSMD+a6So+zMkw/buyoVYccDODnwU2KVelGHKwnye2mJccTy2HVmIImQRvg74ZaIB9LGIJdqELOxt6rhtA7v0hNpnA8TtthSSGXtBYJdeqWEOcYbyA2rsCYjwioAdArv0WC1j9Ae+pU9ALOVeMbr2hkb2WveQqZObxjYh99QGZmvq7lpz/0+eXminL17+eEJXx4sVrta8czUimcXL0nPBa0MSpOZB3Nt5z8wkRKHI2ucJ0ws3VOfbBriFskCrPKYFud8PIdf+adML31LHzoeEBLIEbfxsdtMzBNGCZLken/MbclGl2XUrcJLphb2aPPiWvj9wBeVs61oQAWeaXniaGmMJynW2oxP7RJQV2qlI5vrOw0GH51v6nxGBnuadagNWShAtDCsKgTkLwHCdKWSXptSKOAu1Wn0cap/RWe2zlNV0K7LQgixS/0DI7rsr9rWROlSQFz4mBajVTdwCHBjYpZsSY26BuCCXQtx35wJXB3apy3CdExHihbgEI84GPTywS39XQn435Ho+BjydEMajkVhpnFGZxBRg0cAuTaxx3n2Gb+mbI5ZR3JGmDYjaGpr22X7DY95Sc+kE7l1u0ucrnvXmHaNHdXdBBKO6uzp0ojeB7Uwv/LrKeS5HklPS0IY8M7NnbI/RQbkOMw3fml44n2/piyHJOmlEB52Iq/YjJGkkZqCK3cu7Ihm1N2XMpwsJYZgp48fbP0Geu/8i9Yk9SoJ8S2/IccceTpkQIQ23ZmXWqubP+yOu380QF+UYst+/DmDlmAXJt/QHEVauanHAFuBo0wuvqbLfgMO39CURxatSoegAHjG9cJuhnlMWCoE5C8BwnU/IL/cYaHQDY2OrUTHhHIDQ3X2D1CWmLR5PIK4oA4lL3q2E2IJIF4qFEIvlp3XO58XALq2p5rImEuNtpmxtTEVcwr9Gyg3StPlOxCpbjTIdYAdigW4d2KXJhuvsjVgEaYt/K3B8YJcuTdk24FB8q79A2lr5gBcLQN/SV3x87qUfWLjtxwUWbf2Bxop8mwi6VCbsalnxLNVIejLZYZ3YNZsX9mlF4tp5nMOvmF64mm/pJcTqT9uvBalpTevb2o54WH5CNqPNc4hytEnOXGN0qjE3QkIGpyLW0WyIsvQHxCKdft18S98DcaWnKa1dwF9NLzymhnPjW/pKCDHExSnjdQJnm154utp3ToSQoVa2r9dNL1y5xn0HFErJuxl5XjT171PArqYXpmaEDweKGOYMBsN1GpE43NGIy+tlpPtGXqbo5Uhxdp5rs94Egzx2oLcTwnJ9JHVdRxasWNikYQMkUWkUsihNNVxns8AuvYNo6BiucyqyYNTDVbuoOlZDUu0rBdp4hJP23Jy5NVGufWxM/Lsashj+HKlrzLLkxyKlLUMC1dbqgsrvfUv/eTf8Y73vPxjdSJSamqrJ71oaScZKiy1DPkEFyPX6EHHlpyFCrvdZSObslqS7WOPkpjXIJxZYIWPbaOQeZWEsIihrtRxiV/7VyDO6OuX3aiHgPGA539LvRe53I6LsZT0Xncjz0wu+pS+NCOAdEQvxIeBE0ws939JvRjwh+yLP8xvA700vfDAxxATSY8NZmLfG/QYcphc+5Fv6AogVPTfwkumF7wzXfLJQCMwZCIbrNCAZlxtSdl9sCWxguM6hgV36Z8ahFyJJIyskjqski643uUAjXWi2IvyuMQ/uXfQUUNVKVOKFpUn9/ZDhOosm3LvXIDVa9SCmJFseoRhLwzgkG6/e6zAK2MFwnXmQAvKpZFuYw9pfUMU3vQYY3aDkQ45fW0MK33sJTJV4Mw+y2GetIQ0IEf0/6G3ZtQFHxe4/39JtxLuwAHLtYjf4zUhMEkT4Zilb/VnHtIp/az1mZcSVXKmEjkWStCzk2cjL8m4DSqYX9mKQUsLyBeR6xO/ptsBWvqWfC/xR0dblUdd9gQj1apnB8Xxqil0PFhR1Yp8T74YCI6a+pUBN2AHR7JO+/jg9/1LV1QSQeJrhOvsarvNHxAW6C/IiP4a4O/vb8SJNWEbAaYFd+q/6/3b0fzGbgCwUwPTepTfUMUYL5R6Jc5L/uyNqq1+tRAeSVHUb2fWBEcPfMikmRK8FXYj7fDp8S5/Pt/RbkLjvNeR7LJ4yvfA2xBX/HRI3naz+PT4ZKzO98BtEmTtQjXsJwt36y4Rr8zLkOqdhOOJKcQ1z1rbx5Ctf3cAOphdmlUKdQ09hGY/bCJwMfOlbeiY1IkwvGTmL2p7pNrLpJQsoFAJzxsIvyXbtdKMKtg3XWR7JCLwMsfbOQays9sAubYyQYffXu5CmkWuIiyjGwgNwnlH05pydlrZjAhGiWbcD5wd2Ka6DfINst14X6awntc4xUB1btkMEQ7xItaq/d1X9TIcTcZeNWhCRKMJXVuUziNAdRb6wnIziazW98FbEctwM2BqY1/TCv1YeYHphp+mFt5heeJDphceYXvh8xfZXEBdkG+Vemq3qXNWeh1qVhHrQX57VqVTM27f05X1L/5Nv6deTTYgfYyzSFHruKue5hN6EISDXJFZiWoCDTS/Mcr8XUChcsoMIFTPbErHsFkSKb/8S2KVereprRF6mqwYsqzI1L0ZcZvFLHS9uruE6zyMJCn1Rlropt9XKwkqG68yjmGoGwpLtoGeDW5AkjlayXU3dwLfARoFd+jj+MrBLEw3XcRGrp/LYaQgRxNcol3KN6AQeC+zSV+ocTyky9r0RF/D7iFux23Cd/ZBr94QiRxhqPE+VWkTl82xHki2SFt0+SD1cmtUUl/BESHbur5N1hapU4YV+zVzG+bNv6fcglugiiAD/O+L2X4f09Wyy2m9D6qfgy0N/jQ2dhHKmOof8H+UYaS1oRBK7/pyzzx9Ib2AQty27H3hgGGswZygUAnOQoITlpUhKeOy6WQX4leE6OwZ2KY9OLQt3IXG2NEExHqEe6ybbVaQjZQD3IIkEWd0M3kQSJRrUeK8jKfkNiIafxTITnyNemP6HCK5x9F5guikL9Ni9m6a1h0jxfxLXkk9mHpNlr4LEFZM4Wm3/BSKMGxANe1+k2XQWHV8a2tQx+ye/DOzSFIQ9BwDDdQ5CmGCmE0AYrvMYYnXWbNGqcpyfqHO+WA/BgMIziBKzKhmxZF3uxaqmF75bsWl3sp+rqUgG67WKZGDQoOZ1Qvx/VQt6DpJtO4ZyDW43oiBsjdzny5G44kChvxbmJITYAt/S10HcrPUK9FHkJJKpjjVZ7EZjkX6X9TzvszwKgTl42ISewhIkW60ZuMVwnQVyyLyB6UJ3HyTDdQkkdhTXmCUXvHjhrPbCNSMv2GlI8f5oej4DbcD/Aru0veE649T+E5MLs+rj+Efyk3feNlznTSRjcAvKZODNiCXXjbj2PkWyMT9BBLRLuUi7Rf3O7SpJDQK79IPhOj9DBH+Wi3U8Qkzdo+OCYkg6xHCdk5HMy8nAs4odaUfEYqyVKOEN4Kd5rEuKBOGilDE3RoTqftVOZLjOfAgJ/2rI9WsEPjdc52cxjWDKMRoS714codJ7NvDCyLf0rZF6xay6x8mIRVI5blb8EORaTB4sYelb+lKIIrMpcr/fRSzLcci1baJciP8C8CJiPT0dx0B9S38DUQZrza5uVeeqlqQWP89NyPs5jvwkm241DytRt3lUHfOqPHfq/VeYh/z5L9GHc87SKATm4OFQsl+cJuTlfyBje4wzEc09FroLIC/bZGQBjnv4NVBbduc0pANFu+E66yGLzsaUyQCuR3GoBnapFwel4TrLIsX+k5B4WBbGIfWSHpJ+vzRCsLw8krl3Z4LaLXZP+6qBs4V0DnkVoYCbmHaCwC49bLjOu0i2YhYyLTDlMq7MyKvHzaYhVGdLIVZbFk4kXQCPBnYzXOfoDAJ9YLrgexAheWhKjLU08LjhOkuoe5U8ZjmkwD6+RxrwmeE62wVe+LFv6W8iJSNZv2uaSvFfCPjY9MIfENrBzUj3SjRR/VnuE3xL3x7Jlk1y9C5LOaGs0tJbHiEWeKri+yWoLpRCRFA2IsrM6ojSUe25uAh5FrZW+4aUM2hjL0Ycv34cYeJ5rWJufXHxdpHfHeVH8i3hb3K2FUhBITAHD/OT/7DmButVsf5x9LagRiMvioUwn+yMWIy1IASuUIvwToh7rwlZJC5AelX2shJUTO52JJOxVgsMRHAeDFwV2KUHqLKoBnbpC2rsG2m4zmxq/lmISPBp1ohHqb1mLT7HRuQLzJXIfg46EIGbKTDV+EvQWyGKWXz2JtENxXCdsUTRY8DcaFryvCbwiOE6Sz0sisxKZLtY/w8hh5iGNGa+HXHtvY64c5P3vxX4P9MLJ+X8hj5BJRrdRLrimaUgjkVi0bdWfP8aogBm/eaYMehkRAhthii91QTZNMoWYnJfHek3+Rzgml74mSrr2RXYRikkDyor8yUkBltLV6AY7cDueY2pTS9s8y39JmAveq8jreTHPgukoMiSHTw8hjzUaWhC3EZ52J7shJlxwFaBXXodYfLIOk+MmH7sQJUE82dEQC6GPANzIl0h7jFcZ3HDdf5uuM5Ew3UmG65zMxL7WgNZjGanPqHShLywA425yU8o6kYWrJqhrNlzqb20ZBSwZrKcJwVfVDm+WoPcNci+3uOpIBDY7Ju3zx3d3VkpLEEW48WAF6w17VeQusbK56ZVfbcxIgBmU3PcBXFtb4Zcn6+QZ+pVYD/TCwdr4f0ZfctwXdy39M1UE+YYN5D/vMShgF+rv6+jukUaIdc19vIk0QwsbHrh75Ww/Bly3S5ByjduRfo9LoLEtzPd+uo87yC1qv9DktIWMr3wvznHxDhaHTtF/b8beb4fVHMpUAcKC3PwcBniTq186dqRrMr3sg5UBAXbku3STXZruBVxCaUhzoiMEIF5teE6CyPWQuUiPAZJKHpd/R1ru7vRP8UqJiEfaOQJIoBXs7hsq+AMNfZplJlPGkjX/nUkxryx4TrrZZSNXIhYgJWWTYgk7qSl/CfxA2Ue30p0Ilm9APiW/tNxy2x5aLvenOfZWOXTcfM8dMRq+27915ev2w6hpZuA0P49hDyzlevCaITlaEXTC89ArtFQYF761mVHR7wZXb6lPw3sZXrhV76lb4mUDs1JttUfvx95CVWx63Yy4vbOsgxXUPR0cyICO/k+N6n//xex9vdE4tRp71obUvbxeM6cUmF64STf0tdAXNg/QxSdmxBS+4IXtU4UAnOQENilLxXJ9+2Ipt6NCLmHEDdaHi4gvT9gjKnIyxX3y/wlUvDdjNzTUJ0vUt/F3dlBEnayxh1Lb0KC/nohplBDGyTlJt4V+B3igvwQmevtadmggV3qMFznUtJ76bUgGcN1Q53rSsN1rkLu24aIm9gkPcFoHJJY8yek+0clbkLu5e6USbOnIovtPjVM6Q6gV92iQhc9e4yePm/7FL0p7KJTz3y1NWDc27MtdKbphZshLkgAfEv/G9klQ42Ie7jf5SF14GX6XpbUgDz7GwBP+Ja+rOmFz/uWviASu8sihe9Gwil5XoNnkMzce5H7mIX4XTqc9LVWR56dtUwv/I9v6csh/KnjkWctTig6sy/CMoYq67mTvvdlLaBQuGQHEaoB76LIgnkAsHxgl3ZQZQepULHLvIShLiRRZnr2Z2CXbkSIza9GqMxuoNyTshLV0uH7my6fxDSkBCK1C73hOgsYrrOSysj9IxI7WotyW6i/Iy7ALJyMNIZuR4TkFPX3aQmygr5iYcRtfj3ZPKUxmoG9FM9vDygBbCMJIdcgHoFjgGVqsC4J7NIkJF7dSll4xPWwZyme3RhrbfXNm718sRnYOGW+k8h2gXbSh56e/cSTyLPen5ZTOlI/uiOAyuS9nWxBPBVxe2a55acC15heeLcSRP8l+5r5KmFqVbLd6hGKmEN1GFkQya6/GCmF2Yb8d6DAEKKwMAcZql1VZcZeHjajnP2ahq+ADStLUgK79DbiSoqzJHeib6nqA4UupCjaqnSNGq6zOJL2vxZld2NaZ4txwFGG61wZ2KX3K7bFJSL7Gq6zBCKUlkCSLK6r3LcPuBOJ+cVzyrofMRoRq6SXMqSE5pP0sWt8YJduUWU6xyCL74cIAUblczV5vo4psx/5/oNcsvTmTGtohBrEp+qAUUIaCmcp0TqinAw6fEvXETL82REr/G/I7+5rE/QJSJnXHer/f0As/vH0VBBbkWbYdwMT6V0/HPeRTJYqnYxct8qx2pB4KAh5xSaku24jRKkEhPHIt/T4d49CXOZf+JZ+kOmFj9bwWwsMIgqBOfJQTZt+AWGNWQT4KqMG8HvqS8yJz9vKwMQbWxFBeUvlBsN1ZkdcWnGNWDWhriOdQM5J22i4zgTEEl0DWdx2Bv5ouM5vArt0eV8mb7jOqkiXjXrej++pYoGp2PQmCEvNO8BztZIPBHbpLSTjOA9XACfv8NXrY1aY/AUnrPxzvh+VeTufDOxSl2/pqyDJJOPI9i7EmbCDXoag2jxdjygf3cjzcSOiDK6FxJYXqHPYLkQAAmB64Qe+pa+PEIusq87zFcJxe4uax8ZI2dGC9KxX1oBPlAC7yfTCd9VYf0JKpzTEM3Fswo36V4Qoo9LNGyFW/fTG4r6lW0hOQtLDtDRwv2/pO5heOCjlOwVqQ+GSHQYYrrO+4Tp3G64TGK7zguE6+6vFFCRZIUuTbkFchd8iC+63huuckjgWgMAufYNYtfW4sl5GkgLSmGfqSQ4IkcXntoztNiKUa02hbyK7FAAkhrc2ssCMptxZ/k+KNKAvWIb6rl0L4h7NvE5KCH+GWGmXIHHdN5TiM1D4M0Ib2LJE6/f84Y07GBWmJl/GllR8TJaw7EB6h+40iJmw0+Fb+rIIq9N8yDMyO2Jl/RwJU1yhttWLTkQIT4fphW+YXrgRorgtAiwRC0u1/SMkUeZTenY0Ga8+f1MMPfFYWyMCcazphWsnY46qG8lxlJtqgyhXPyKNurvV729ALP20cEwzcK9v6af04fcXGCAUAnOIYbjOAYhQ3BYRfmsgGbXXG66jqSL2tA4D7YjwWBVZROISDwdJS6+EhQjWWqjX2oCrkLjJKMpsQh0IS8weCKtNHuJ2RR8AmylXdBp2oLZ2QzHimFIvKAacHUh3l46h/jZgMT4m+92Ir03ceaMTuTYNqsVXPLd5DNfZ2XCdbQzXmVf9hgURQTAeEVI/Af5XqfD0FaYXtiL1k8cAz5hTv371d+/+9+rG7q5n1Ly7EbfwpoFdet639CYkkSfLsmwEtqjosZgK39Ln8S191RrIwPNwPOmekbFIXG8u6k8C6gAuTKH6A8D0wsmmF35b0fBZ8y39PCRjfHnSlbsxVLTWUgTyqYxIphdeisTCz0VczMcCi1W09jLI9/A0AL/zLX3nnH0KDCK0KCoyi4cKhuuMR8oAsjq//yywSw+rffdG3E9LI+6k55DFLc3aageWiAnAE+ebDUk22gkRPM8jzDOxK7QTWYDuQFyZyXl1IAkXqylmoFGIoF89MYdW9XuuRUox3kSIxSPlerWQetIWxBK8C4n/7JB3nSrm8CawZqX1ZriOjrjqds85/uPALtVN/6Uydt9Brn2lMGtFEjHWQMorGhABGJNX/wLJzDyEsjXRTM9SoCSmALspYodBg+pNSpKYQnGNtpGvHDQlKNx6QZVN/A25JnE8+h7gwCQBey3wLf1denemiTEJeY4PRSzOSiHWjcQC50Oe7WkIscdJNdYrJufxc+R5zfNsAASmFw6Yh8C39PkQL0S1cMoLpheuVWWfAoOAQmAOIQzX+TmSKZmmRUbAdYFd2j9lG4br3IckF6RhCvCrwC7dVMMc5ke6PayOWIPXIjHFLCF+VGCXXHVsA9J9ZU9kwboNuDsjqecZ5HfG406lzB2btSCEiBCPF9471e/qxSJjuM75SLp+Xvr/E4Fd2jBneyYM11kGoTEbhwjEDuQeHYdkL36CUMdVWmexElIrG9I04KTALuUR2g8afEt/Cqm/TcOjphduknNsA+LKX5ae93S6olNPrV+VubSobRORGGGSQCPO4F1XfQ5DiC1+RO7d94gH5aZa+G59S38BUYiq4WWE5GHqQNU0+pb+vDp3XrbWJNML56hjzNkQC31TpKTmGtMLqxGnjGj4lq4hPNWHITHtJ4GLTS+smnneHxRJP0OL8WRr8xowR86xeckxMTFBVQR26WsS9HOG62xHPqPQL1C1fsrNeh/Vu6L/g97Ez+PJ7qwQu3MPRaxQA+kv+WPazirRp5qwbEHqWfuKDxD3d2xNfo1w235iuM5WSI1m2qLWRH3ZnB0kyAeGAccirC+VClMr1ducbYFkJlcqQHEP002RGGituBThBk6z7L4C3jCFQH4VNbc9kXtwO0L0fzUiVNOOXx843bf0HU0vfKvKPGrxSnQhhAPfA1/5ln6K6YV5vK614mDKiloWvqx1MBUXfgJZP8YhSukBvqVfZnrhcf2Z6HBBCcvLkMYFY5FnYHXgMN/StzG98InBOncRwxxaPEn2NW8hu15xBSSxJQtNyKLXF1RLvqlLqVJ1pGvXMG4SncA2gV36J/ICbAicaLjOkYbrLJWy/7LkKwgRkjn7r8S85jdcZ0VV85k3/wbDdU4EvkOsyEsRgXBRYJc+UbstSX2/Lw8NlMsdhhyqafCWiLu+S32eQVo/PZ93LNlk7CCL88Z1TucGRMAms407EA/KnrEVZ3rhl6YX/tb0woVNL1xItajaiGxhCXK/lgRe9S39McXlmoVPcrZBmRKvEXn3FgEu9S392NyjaoDphS8jXWmy5tBCfnu96VCC5Q4k9htfFx15xw5VzEczIjZHhGUyWW2U+v9tqixpUFBYmP2AclHujdRbLYi4aM4J7NIzafsHdsk3XOd+xLWatI5CZJG4NuNUfyC7DjACTsgjQ6iCx8l2kbYgTDX1YB5kkatWt1iJNw3XOR2JsTZRfhG6Ddd5Eukd+Z36biL5FvdXgV06AqYTx/8dSYbpAJoM17kaOC6NaB7pUrE3PS2uA4B1DNdZU9W/fkDfiukjdVyjmksI7FnZbWSo4Fv6PMgi86zphWv7lj4OiFTyUC2YigjYNIu6k9oSzqbD9MLQt/RdEO7aQxBKuQeAS0wv/LzK4YdRPeYIcu3XBR71LX15RT5QiXMRgvq0Zyx2vVZ6F8YCv/ct/XLTC/t1P00vfM+39NURyzBOBOpGvDAPA82+pR8M3F3luqyECPM0T8hYhGd2RixTySN2GYMo3I8MxokLgdlHqMSQa5FSjPhFNYAtDNc5JLBLWcJvL6Quax/KguVlYJ8cobcV2TGNkH4U6gd2aaLhOucBv6XngtOFuJvqdTN9SN8KzDdH4oOVwrsBEXYPGq6zWmCXosAuvWe4ThfZQrlJ3Z9xwLNIIkhjYv+DEJ7SHhSFKva6L70XylFIV5EdEY39ISQJpbJYHcqCtFLLbUNin6PVWC8DlyWs1iGDb+krIjG91ZD5tviWfrLphVfVOdRNSKZo2v0OgV51uNWgBNit9O42kgllLc5fx2maEAV3G9IJ+m9Grk+awMyLLXYiVm6fvD2KLH5PRFF4BgkJ7ICUt7QhNHpbIu9KBFzkW/plSDbvAci7cysSo5yExNizwi0aIkxnRCxI9n2IEKV9UFAIzL5jU3oKS5CbOBZpoXVHmuWg+kAeaLjOsUgCzNeBXfqsyrnyEgoi+tbRIYnTkDjaKcjLCiIYjq7Xcg3sUovhOleSTvCehk51rhPIthAakGu1IeUi7zyhPBuS9LE7khxS+ZyPAXZWvSQ/Sny/FdnXcjxwvOE6/1bNprdGSkXGIBZAK3L/j0b6mFYmPL2GJPdU6yyTCt/SRyGxtUmmF9Ycw0oZZ3EkNDCB8qIzFvizSg6ZirSa+hxpS/Vh1ljKEroEiScn710L8Je8YwcCvqUbSLx8PeoPL01Qx6UJzMXpm8tdo+L5UfdtO0RpewV4Li1ByLf03yKepDibegqSoLOh6YW3+5Z+MvBLegvxo5F3KFYGVwWO8y19LSTTO0up7EKUthkRjyF5BWm/rZlB/F2FwOw7fkk+3+s2ZBfvx62kaiWyfhqJF6VpVa+nZZHWA1Wy8VdFZj4H0BrYpdR6shpxPLJILFNlvxYkVvhrwK+ybzMSG40FZtz0Og0aEuPcnmwh3IXEvZICMyasz8JawN8N1/lFYJfeMlxnUYQwfkWkrOaGwC79YLjOLUgm8i6IZeACt2SwMuVCxaFOQkjpNaDJt/RXAcv0wrfrHU+NM4bez9I4JHGmVf09DVl4jze9MK8N1O8Qa+gERNB8DJxjeuG/c46ZDt/Sl0cSy+ZD+pHebHphW/5RoNzHzyCWZV/WsQ4S7D8V6O7jmBoJGkwVI4wt5Ubk2fJVYso3if02QJSspDCcgNynf/mWvjeSnJW23jTQU3CMQZTJS00v3Mm39EcR5b7yXZlGjbHQEYi/AkfSW2B2AA+bXvjBYJ24EJh9xxxkuwV0BqillUpAWT/jXK3IgzMgUIIzNTO1znE6DdfxgFNJ1wJDhF/zIiTzdKrhOl+Q3UEC5AVPzu1mZKGttDQj4JnALk02XCePqi4mME/iHoS8IQuNiBBcG3hWKRU3VO6klKE/MTAL0lmIFZEU/GsBT6kYXL3W5vZkW+exGxvKC+wffUt/tKLAfjpU1updiGVzFNIEwPUt/S/AH0wvnWoIwLf0MxDlqgm5tnsBf/ItfT3TCzPb3ynsTbr3oFZEZMfnJ9G3sMJxphe2A/iWvhjiOalU2FZBupysnjyO9IzvRuRZeyNjexYaga19Sx+PXNO7kfujIYpiA6Jwpd7TkQ7TCwPf0rdGsqPjDkvNSHx3MHrvTkchMPuOexFe0DQLRqcK0bbqFLEj4hb6HrFOPq3YZznETZr2soRIZunTOedYAHHzxB3XXwJODOxS1XZbfYXhOnGa9z+QuaehHVlYlwGONFynM7F/ltXeQE+L/VTk+s1BeXGP+XCPUP//OxIDSsvkbELu4XQEdukLw3X+gjDlZFmvY5AMvWcztg8YfEufgDT2rrz/mvruaOpnM6qp/CiBZuR6Hpoxx7isYzPK85wTEYSrIApG2nGbIlZT8reNUZ+3fUs/wPTCvNj8dmRn6LYh5UkLIYIitqg1yiVMp5pemBUK2Q2xVuppXvA/0wuvTPw/KyTRAKzqW/rGCTL1ZciPjdYjLGN0AxOUQvVT1RNzbUTpvLO/iUnDDdMLn/ItfSGEJGQe4JXBDgFAITD7g3iBj3scxmgDHqjSIHphJDt1HsQS7QBON1zn5MAuJWsHDyH7pW1Fummk9slTNG0vIckt8X1eC/iP4Tr7BXZpQEsZDNdZG7EY11RfvQ6cjyyKOrJ4tCMv8t4IS0/sKgqRhWwivd2FkTruEGW5AdOF2ypIVu1e6jfeDfw+0dnkfiTOuBk9FZtWsuOzDpK8tTfpi1jM7DMoUIw8OwHLr73ibuP+7+07p40Pp6UtmKMQZaBegfl3xMVbqzDQkSSlLKyNKI6VcxwLbOVb+uqmF76UctxvyFaOdOBq39K/Nb3w/uQG39KTxBtZaEKepQOQZ2dDxIozgXeB86v0l5yb+tfGyp6la5NvyV+niNYfQugnl2NgW+u1IjFQABRRwaCSFSg3+W+QWtLxiFJ5uumFg6JcKgaqx6ruOIAoBGYfoVx+6yEuuZUot+S6GdVmKwe3Ixlqla2jzjRc59nALsXW6c/Jfomayc8GOwapv6q8x2OBy+LklSrzrAmG66yOCKbkArgawpVqIYubiSS+XIkI0aRFEs8xWRsXt1K6G+lv2SuQr6gAj1afXlDJObsgWbFHI8rD6whRempBvaL1O5feVIExpiA9EAcchussTzmRaPzzcy3evsd6h405/c1/s/aPH6cdUlfZhsJfEEFiUH7uIrKfs2nAqznj7UC2BRQL9TSBuUTOOUEE+h8QpQeYbpXeiSgteVZXI5LtvC/ynjQgeQC2qjuNx9MokxR8lEjGeQERtLUqRt0IiUPSA/J9lWMWRuqE/4O47rekPo7lWJEcRe+Epxbg7IySmUGBb+ljEK+aSfnebA1s5Fv6XqYXzhTNqwuB2Q8EdulDpD5vcST54L3ALv2Qd4zhOj9BBGzatR+DlHc8qfabt8oU8jTGvcnOkBuHEEG/rua0JCJgN0II2y8F6hGo55K+gI0Fjg/s0nTeS2VBHZKxfxKx+2zONGGpxloIeSk14L7ALvWqSVO0fVeoT00I7NJrhus8hlhOSUusE2GcGXCiAcWN+yByzzWASGsY0643c9oKO3Pds1cxV2cPL1orwmxTF0wvnKQyKB1EcI5F6v1Mevb/jBHS23pKoholXNb21xDmp7zs1lXjP9SC/C9qq7WE3sLnp8CDvqVvZ3rho76lb4885/OqOX7vW/oRamH/H8LpujS1xTIbSLB0+ZbeSM9ksiyMQzLt70S8Vcks2Sy0IoLpMyQGuwhwIeXs3GZEKRr07jIVsBDXcvK9jqsGrvYtfaGhFOCDhUJgZsBwnTkR/3gX8GhglzK1+cAufYxkB9aCxRGtPU1gaJTJp9dBFdpnjNOJLHRZyFuIYqYSDNfZELGYmijHXNYD7jZcZ+9qQlPVO25KtrWwmuE6YwK7FGc+zl1lbkk0AGsZrjNvYJe+rTjn+UhsLa4z01U5yzExUbsijN8WUWZeRRJ1auX83AVZePZT52hGrJ1f9iXbtQZsTXpdJ91o3L3gStH+nz4Tb2tDSgb+0ZcTmV74I5Ld+rv4O9/SF0GSJuZHlIQONZe9VaurLNxJdgZnh9qehj+RbcXHSGoIP6P/LsuxwCW+pR+N1IiOqdh2k2/pO5le+IBv6ZshitHKyLvWjFyXtDlMRdFFKjKIJ5D4aS0YB/za9ML1fEu/BanD3BixWNPc5l3AjsmuKL6lX48ou03AE/WS3g8QDiSfTGBNhiDuP9goBGYF1GJ8FmLpxQkSuuE6vw3s0pXZR9aMD8lOKOlGFkKQ4HyesLq3yuJ/O5JBm3auTqQXYwPiQq7U2schSRU70rO7fBa6ya9bS/6OXAs8BV3AUobrdCZimIciVuooemrjByIsPH8xXGdzxEWmUU7pf99wna0Vn24uVL3kwape1kDqZeudey8oC3sbxP38KuUm0suQoRx16o28NvsiX8Izo5C2YlcidY59qulMg+mFn/mW/hOkKH4VJP51h+mFuXW4phc+71v6A/R2KbYC95he+ErGcS/5ln4Y0ukk7dnpQNh2YixM/exRqadGrK80hXUMUlqzqumFXwHrqbKXZRCL7lxEiU4Ksi4kqzbOuP0bQsFXT5bt/CD3ADjft/SLkdyEFSvm2QocXtlCTJXhVON3HmzkeYy6q2yfYVB0K6mA4TpHI66RSiHSCuwR2KW0Qud6z/EkkhRQqbC0ApsHdukZZR19gxThV6IF2D6wS4+mbIvPsSDicp2DngtSK3B4YJf+brjOTxHrMqsE5r7ALm1Tw+/5D1KukGY5Ph7YpY0q9r8CiSvWYmlGyOLZgNTdHYK4LhfO2P8rJLnpHXrfwy7glaSLeChhuM4miNXSQFmIv4cI0HWBf5J+LzqAUmCXTh+SidYJ1VfzBMStPw/i1v8zInziFnOrI27Ka0wv/CRx7IqIizGuHwR5Rr9EFL5JSExxc0S5S7s+3dTutZhGT+rFtLHGxF1NVGnGDkgJyytILHwXyixdzyNeiGWRnAOL+gyRbkQx6dGmTrmgf4PkQ8yOFOOfZnrhI3WMPWTwLf1c5NqkKTVtwHymF+aVec0QKMjXE1BxpP8jPU4yFvj9AJ1qd2TxiLX3dvX5XcxDq2r89kMWjyS9VQuSYZqbHRbYpS8RwfFfyi2nPgAOCOxSTHc3J/lWbK0UUyeoeSXHitR3x6Tsfyy1P3saotE3I9mOz5Dv7poPWWjTFq1GxEWcR2Q/KFCZ0XchCsxsyPMUx5LvUZ8ssohupC3ciIRqnPwH0wvnBRpNL5zP9MJzEKXwY8Rjsx/iAn7bt/RfJI59A8nCPQupN3wFuRbzIVbbvQgL1byIdyLteW2n9gSoapZf3CAcRRjwNWLRX4C4rBdAhONWiLW6DfI+3oZ4OOr12mkIDV8PmF7YZnrh2aYXLmJ64WymF248UoWlwoWIYKy0wFqA82YGYQmFwKzE3ORnxq04ECdRwmw5pBziTCTNf6nALl1Ssd+diND7J9Jf8AEkmedXtcTiArv0UWCXdkS08rmAZQK7lOTofJns8oIOaiQwDuzSO8ji+B9Eg+9EFrr1A7uUliHZSt/Iy+Mkgix+TJCXdk2y3Xc64lobahxKuuuxCckmXhmJY06k3K2jTX32q4E+cUQgTuxQlHB30ZMisBmxJK/yLf0O39Iv8y39p8D3phf+3vTClYA/IuGACYhiMRui2F2OKKyfIIpmG+Ke/gGxPk9R302hZ+yzEnE9Zhq6EULzUJGfX63mHv+GsQiJyIWmFz6nXKjnIhnhqfHnGtCNsEXN0FD1nushCm0H8gxPQu7Z6cM3s4FF4ZJNQBXd/0h2jPG7wC5Vy1wdEhiuMxpxc4XAi6qLRl/GuRFJqKiMMUwFVqgkU6hhvNURt+kiSCr/lWkxQ9UQe0t6LzIRUiu3MNmu4smUkzCSaEeyYccj1IV5pRILZPXbHAxUaQA+FThSucnHIYrUSohwuDaZ8DSjwLf0XZEYZB7jVdyB406kBCRCYvyLZ+z/KvLMb4pYeQESJ+1U55wdUTqakJjj/yHPWN75Y6MhbkK9lumFH/iWfiPiYk0zKtoRq/gbRCjUUw6ShimmF6aFXmZIqFrZ2YCP85ieZkQUST8JBHap1XCde5CYReW1aSfFdTIcMFznKCTOGms7XYbrHB7YpSyqrzxYSKLCrshvbEAWgT36ICxPQ9yzoxBrahPgBMN1tkphJDoOEahJ93fsxj2Z/AzQ79RnecoegamIoD0Zsdh+mXN8G5LI8VzVHzVw+ARRbtKszG4k9ooi7B8S96tqxLwPEiN7EEnw6kZijkchbtAXkZq+ejMcDaq7PxuQ+78j8hzerI7LwkpI+7GHkIL/HlAdOm6O/68IzZ8mnxEotkZvR35nbMmvTrYHrgNxx7ZTfQ2NY515GIhkphED0wu/Znibog8aCoHZG4cjbtA5KWuOLQj36dnDNakYhuv8AijRW6v9m+E6PwR2qa7+diobdB+VJLQq4uJ6rhaXb8W81kKEZXJesdX6b8N1FlQ1kTHaEQGS1PIjRFg/grgm02LJ7QhbzdlIotEe6vibgTuVpf2S4qbNSgxqJsGCMkS4DLGissovBo2usBKqYP8viFIRKzf7INfkfSQTNL72CwFb+Jb+S9ML61HI3kGstloYhcYhce1/kl/X2Z7W6SMHneS7Sb8zvXDxjG2fkd08YAySlDQJeR6zPFI/Iq7ifyGx2aycgKfVPVkBCZ28aXphD+ID39IbkFKTOIP59moZzAUGHoXArEBgl75UjCs2shhPQxboG/rZwaMuqCzZtZEX/rnALrWrkpezSV90xyJWZ58awqq4ap/bRiExuixNeRTC7JOc2+WI5p/U4hsQq+YU4FdIp4ckVd40RHP9ixKM/ya77OUkdY5KV3M38IaqnR0yBHbpZcN1zkQ4cJsRIdWGxGN/1leXeh+xK/J8J5+jOE63OD2t4GTx+X8qO4n4lr4ycA5yf7uROPbJiMX6PSIMa8mVWMD0wk7f0u9EqAErLfFOauz7qrJ2d0IU3yyXYAcpDdsVf++cCFnDJhlzbwJGqVjnxaTT/LUAJ5peeIUa91DEa1K5XyvSzcZH+jx2AaN9S/8ncITphdMyamT/6lv6PqYX/ifrOhQYeBQxzBEIw3UORLLyYmgIM8sNiOsuS6PtCuxSX7os9BuG6zyIJF+kYSpSyvJPte9sSOlB1u/4AVk8foe4BudChMvfEK7YarRjJGpMt0EWKQ1ZnFqQxI0vkIzVbweJiCBrXisjXJtxjPeaoY5R+pb+NFLGUg8mA/uaXnhXYpw1EW9AfH1BvAZTkH6FGsKaU0uj4qdNL1xf9bh8AXETx9ZpG2JVrWl64Xd5g6h+n4+r4ycgArPynehU460SW3K+pc+LxL+3o5yQNpp0gdmFKNGHIAktDr2Nj3eAnyW7rviWvi/lGtAG5B04kXLcPWkNtyIKo4WwIi2bco5WYKWhIB0faKj79DvES9SJXM+LlFt9xKKwMEcYDNfZGXGXVWqi5yGLVp6LqS/cogOFZxD6sTQXXAPy0scYS345yxgkdrY4PeNP6yMusKpQPLI/RxJtDkQW0P8i7rESwjLTDXQarnMRcEaFy3hQENil1xjAlmzVoLri7IkI6dmAex9AW1yvymjXCxq9Y4GX0Nttrqvz/MH0wr19Sz8eUXSqMfqcBdNbN62AsDjtidyja4HLqy2myq15J6JsxRZqLCy7kYW5HbFUz0gIy9GI8rIotREONCLu00uA/UlfR5cGXvItfRNFfI7phdepZCITEbrvI16hZnq/12MRD9cNCN9tVpnUEYg7e4ZBRu3tiYDlW/oaiolqRKIQmCMPeS7XMxBGj23p7bKahsSAhguXkV5z2Yk0uU4SeH+DxHcWzBhrIhI/Srp4xyNlPaeSoHTLg4rD3qc+cWbxawhnamzdjkEWHIP8RKEZDobrNCG/fW3Kgm2512dfWF91UlDvcE30bI48geyOIQ1I5jXIc5qniHQjwuue+AslyH5PDXXPvqUvhSgDyyLP1ZKkJ1ZFwI2mF1op2/ZA3J21emdCJInLJjsM0Yg8s9eQ4MRVZTfTG3+rJtNZY3Qgccss5bIZiWnOaLgSsf6TSsJoJF5+IpILMSJR1GGOICg34rI5uyyGLO4/0LPIvQ34HDht8GaXDUU+fw7l56lLzakVSXbYMbm/4qc9mXSLuBVxwaYtIqMRN1hf8XNESFe6gscCexuus2g/xh6J+CU9hSXAqOsWXU/vaGhMMzE71KdygW5D2GiSWdN5VIjJ7Y+QLYg6gGNNLzyvylip8C19P4TN6jeIgI7J5LPm0+Pd8i1d8y19JSReXk/Ltg7kua6lt+hPlJs5C3nWlIYI5izEZCQzDBTXbuyur8Qo5B6OWBQCc2QhpoHLQoi8ICsgBd7vIOwopwOr1hLbG2goYfkSkmUZJ9joyLN1cGCX1k6L0QV2yUU0ycnqMxVJ6LHJX4xnU8lPfcHOZC+MIaLNz0w4nJRM4xfnWlzzFlu/K5JnrRXxArQgbvB11L8xMUCclWwlx1AE31k9XyNU1q/phV8gSS2VylHc+aVP/MyqefCV9HTr5VmIIfBW4vgVEEvvaeQ3ZyFuOA1lRq7jkCSdWvzaXeR3WLmCbKKFDsRzMzHjXJ3kd5IZiahGPDKiOWcLl+wIgurFeB3wC9ITFW5VcbZvEdfkqUM8xTT8AYlZVWZWjkLiK5mZjYFd+qvhOlchbqVOxF0aARcj1Ghp+LjekheYTqo/e84uEbVZDDMS5szacNOi67R+OWaOvU5/6z9LIkrEY8Czqmxjbd/SF0PKIN7PiR0eg8SE0zI/T0r8/0gkA/s4ZM3REaF8pTq2L7H3/alP4e9AGpzjW/pcSGLQHFRn5+lAnuMVEIXuetMLP1cu6VpcuNPItwL/hWTAJpucd6nj9jW9sEu1InsU8YyMo9xw/XzTC1/rNeLIRoAox2megIj8DkzDjiJLdoTBcJ15kCzB+ShrW22I62ZNVf5RyzjbUi7i/wJpp3TtQDWNTpynhWw3WCcwd2CX6qoXyyHAbwGOUtZpPeNpiJWzJ9l1ge2AMRxW+mBBsTjtTrrF3gbMX++9qYSKwV1IuWbxZeBI0wufT9m3CSk/OodyXLMZsbJ+a3phd2LfdRGBbCK0kBeYXvhyYvtfEQs6CzFhQJwkdqTphdeoY09AvDLVrJlW4PQsl7Fv6YcjyXhZz38rcILphblWoG/pOsLudCRCz/kk8EfTC99WvTW3R8hUfo68E42U+aEvBY6vsz51WOFb+oGkJza2AhubXvjC0M+qNhQW5ghDYJe+M1xnFSSush+iAd8AXFErlZvhOschC0IscOZBXqwtDNc5oC8WWg6qxbL68oz9BcmQPZSy+6YRWZi9Poy3KyI4soRlC/CHmUlYKpyNxI/TFqYr+issAUwvfABYwbf0OYBu0wsn5+y+AemkGwchcfnfA/iWfqz6Oy7rWBnY1bf0o0wv/Js65iXEUklzsU9BXJVdSC3oDYp9JsZmZAvLCNX+Dvi96YWZ7e1ML7zUt/SPkdyBlRCLM6JMynEa8t7lQiUCXUeFN0aVujyOJMNUUgw2qc+vkXhqr5rSkQrTC6/xLb0ZeT7j8M13wEEjWVhCYWHOdDBcZz7gU9KTZlqBzQK7NGCNXA3XuRcp3Uhzbb0d2KXl+zH2gkhcMUJajfWpXtFwnUeRBrtpiJCm03/p2yxHNgzX2RrJnh6F/NbRSObm0UNMloBv6Xn3YQqi2C2MxBrTlJt2YFHTC7/1LX0cwsYzBz2fvZhmcDHTC1N/n2/p1yIx97RndjKwf18IAVRZy9KIMH4nbhHWV/iWfg/y/Fdz/bYCc/b3fEMN5XFYHvEGvDsjWMmFhTnzYSdEs87KMt2Xge18fiLSdqvSamhDshf7DOV+HohSmbx2YJMQUu9BgyJqWAj4MrBLQ1qYHdil+5TisR5ijb0Q2KXc4v9BxKo52xqQ0p59yI5NdiNuyUtNL2zxLX1TpCvOOMrlK98DW2UJS4WrkQSwtGQcDbg/59hMqAU/KxGqLigC882oLU46FrkuNTEhjRQoYvZBffcGGoXAnPkwhuz72kB6Q+o+Q1G+bY4Uca+kvv4YsWAGpAu8b+mzIZbHlyo7E5jeXWYTYGOEoWUJpBbvQuDShAX1vNqW5j4ejWQbp8JwnZ8g7vHFkdhyzcw8hutMQLIcd0Mxzhiu8y/g0KEUnCpRbCQkU0wk+/lrVNvnJZsBajQS4wPA9MJXVcnGFsj98YFHk7HQDDyK9LDci96JNvubXphKjqEsyDWR8q73TC/MXexV8+klgG8qXMK1YGFqI26P8QtmMIE5I6Jwyc5kUPHPp0hPRJiK9NK8cZDOPSegV7NgVBLOTym3aHowzT2oFpxLEe25E1lI7wR+tdnGx++FJDLp9F5UWhEu051V5vGqSCJF5TVpV/t9hJBBtCHuyqtU55rDgfORxbxJbQ+BbQO7lCuA1G98CumVmJxfB5LEsuYAx5JHPHxLd5DM7sr4YQj8z/TCLVXT5itIbws2Bfi56YX9VsSU8PsZQr24IKJUna8aWqftbyLP3sJqvo1Id5zdkVrXJZHn6A7EEr4AqYONn9ungANML6yJMULVKwbULjD/Z3rhZjXuW6CPKATmTAjVe3EjesaBOpHY5vKBXRq2WIfhOoshLq+FEPdX3BNxu8AuvRjv51u6FsHjb09YcM1gzJyj5u+YzEqTAhpg2sPzLvvFWcvtMB+alke3NhXYMbBLj6jz7oYkDEXqvHFpwyrIdYpdX60IZdkByCKXlhzyI9JPM/M6Gq6zMdJAOS0pZSqwS2CXHsyZ/0wHRUH3MJLEE1t2rYggXNv0wk9V4+kPEeadpEegS32/XA0W5IDCt/QxiDCcl57u4hB5luJM8VY1zxcRhTD57HQh3g/T9MK8BtfJ896CJG1VE5otCAHEFbWMW6DvKFyyMyd2Rlyk+1DWcB8GrFqFpeE6yyKsQusiNXQXA3f1xypSTEYPIy6t5GI4AXjIcJ3FYlflA/Mtv9P1i66z3tejZmvQVM32hK4Oznn9tubrF11nUTStWg3eOGBvhGmGwC7dpnqdbo24BZ9Fso8rSa/HIiUSF5P9fuiIRZqZQYk0Oc4qWB+HuBFnKYFpemG7b+kbI1bZLxGBcgdwTexqN72ww7f0DZD6xKUQQdOM1OjuMlDCUlmY81HuibkVUoL1CXB3RQLN7qR3XYmf4QkV/6YRYDQiz92+1E7WcCCiXK6AXKuI3s9kJ1KXPcNkyc7IKATmTIjALrUBBxqu8xukU8TX9SR6GK6zHXALslA1Ihyu6wE3Ga7zq34Izc0RLT0tltiIFKNfYrhOw4SlN7umRW9u6G4o79qmN3PMqnvRpjfVUrCuUWEdquvyLwDDdQxgOdIzJccgrtSshIsmsnlwY7Qji33aGCHDS5Q/qFBJTs3A95XPikr0uEF9UmF64UfAKoq2bnGEPOHtrP3rhaLUKyFZuQ2US0kakThmp2/p2yWaZscJU/3FeKSesiaBaXrhZN/S10Os1Y0Rz8QcSL1mLJz/Bfy6Vqu1QP9QCMyZGIFdmozEy2qG4TrNwPX0jveNR5IkrkNaNvUFK5PtXhqH9C8E2LJNbx6XFJYAaBqdmk5jd0hXQ9VHdwrSm3E6DNeJ6wDXRYTZdME7OpzGAu2TmdQ0hh+bpxuGbaS7ZHvQrGXgNiRelyYwO5HWYzMVDNdZAUlyWhcRQl8YrnNcYJdu68t4phe+jnDFxuPPjgiLmAnrP8D5gV2qmUnet/SDEMafyuc7TjSKn8/7fUtfVLEcfYUI0qxkpFoRIc9lzVCZt0+QSNryLf1MhG95alaCUoHBQSEwC1RiC7LpwsYCvzFc5zPgwz6wBn2JJL2kLTzTkBgrwKpdWqW0FLQ3NrPE1G+6Pxo3byealiV8pyEJE9NdpobrbIW4/+KFUsaPIg74+En2DJ4n1Bpo6g55a7YFudDc6tlPx869dsrYIcKc9HjeDw3s0nuG61yKkC8kXbMtwN8CuzQ9M1cJguMRvtYxauzTA7v0St45RhIM11kS4WVNurgXB/5huE5zYJcyLcoax58LScxZkLIScxhwgOE66wZ26d1qY6i6vz+S32osho64Ty9FGj+f2Jd5V6CFvhFv9IBySw9XadAsjYJ8vUAl5iRbYGoITdcrQGC4zp51jv2vnLFDpG8iwNdoWqrm3NjdxeIt37+Cpr1Fb9LqmLz+DuCncWNolbF6BSkLZUMU8UPzOEZ3dzEunEZzFLLipM+5+gVv5SWnfrMbUuowBbE2pyK8oFvU6JY+HonVvYQkCr2KlKgcHe+g3JfPI/HihRHLYUfgScN1Nq3hHCMFJ9OzkXSMscAFKn7dH/wfcn2SFn8zEhesNdlleWo3Esah6kZNL/wYaRLdSpnSL6/OMya1T6IFiVnPUnHrmQ1FluwsBtVQ+GdI0koLEkt6LhYAhuuYiECspWtAK7BfYJfuqOP8saUXl4PEnJjHBHbpSrXPbIg1miLgujsbou6fdDU0foH0MTwAWTjvQIrYPwvs0lTDdRZGkp4WRlyEmR0p5pzWwm1P92IwawFO2Gzj469GajwXQtzbjw1kOYjhOicBp5DObPMRsNSMUH5iuM43SHw6DS3A6oFd8vsx/nckajArMA3hxZ2YN4Zv6csDz5HfPSRGO3Cm6YVnJ45fAylDMRFX8XOIe1ejnCUbIVSMnYgSsTLl2mBX0eAVmEFRCMxZCMqt9TiSCDSBcknHv4BfxC5WlU26Kdncq0l8ACxTz6KuEm4OQTT49xFe03cq9tkJiaU2IgIxLiw/PrBLufychuscTHkhq1rHNvu0Vu54OpUf+z7TC7epdnx/YLjOewidWhpakHrNTGKFkQLDdT4nm1GpDVghsEsf9WP8PJL/dkSx+CJvDJUZ+xmiRFVDG7C0ak+WN+ZcSEx1WYQA45+qAXaBmRBFDHPWwpXI4hzHEBsQbXtnpA/lNer7nyOUdNsi7qW8tliLIJl7NRHDA6gkjVOq7PNvw3VWQlorrYII1r8Gdun1vOMUScGF1Cbsaeju5qffv5+1ud/k5DUgT6CH1Pg7RgBuRBJy0uLTXyDsT/3BMwhVXBomIok5uTC9MFJJP7fRW/jG9blxA227mrBUY/6APG8zBJTSMA/QbnrhUDzfMxUKgTmDQcWCVkRcmm/EcboajpsdSWlPW9DGITG0awACu9QC7Krcmisi7s5UF60WdTfe+vRlR/mPnvfvalRh9SKwSx+qedWDX1NrNmMURaO7O7X9Pnk6betUBiBBowbchyT7ZL2L1bJxRwrORVzgc1PODI6bLx88AG7lUxDXemrvzbwENN/SF0DYeKYija23BM5CykXagVsRob4MQq93jemFn/VzviMOvqXvhSQ9zQc0+Jb+FHDYQJbszOwoXLIzEAzX2Rm4HBFwEeKmPD6wS9fkHaeOXQZJPsmqJ5sU2KU5Mo69BnE79VjUtaiblScF0Z9fvSlE3KX3AnupWrs+w3AdHYk5jgOerxabqjj2SWD9Gnf/bqNv3pndefe/TaO7yzkc0zS9qykK79dgx8FmlVHZpa/Qm0ChFfi/wC79eTDPP5AwXGcB4Ayk/GgUUgpxcq3dcQzXGY+EAhqRWPH3Fdu3B66iHE6IkGt0Sdp4Kiv2ckSQdyDXtwuhqLur7h84A8O39F8gJT9JhSNCurOsYnrhJ8MysRkMhcCcQWC4zibA3aRr2L8M7NJNVY4fhzCCZCXzvBjYpTUzjl0IyfCcE1WO0dDdzejuTi55+ToWb52+rrUifJynVf9FmfPcHrHsmpEXehTyoh9XSxmL4TpXIu7lat6TVsQlPXqViZ+y/ydPs9TUb5nYNIZ/Lbxax0PzLb/lOwdfmFs6MlBQbuRrkCzOEFncTwEumxESfgYChuscgVg/sebSjPRFdZLXIOFhaQZey2Ou8i39EuRZSHtn1h9oj8hIhWpQ/RXiiq1EJ2JRHza0s5oxUbhkZxycTXrSw1igZLjOzXmLa2CXWgzX+TuSVVopNFuBP+Sce1cSlulsna2s/9377PfpMyzU3qPpxljgaN/Sz+iLZWa4zupIQX/l7zwYce2dXMMwf0Eab+c92y1IKccawOhX51iUV+dYNLm9CWEdGhCBabjOakgz4Q3Uua8G/hzYpakAqt5yDdWGazzw0VD3qhxOqASvtPrII4CvESJzAJTS9Fq1MX1Lnx2hlkuLAY9C6ir36uOUBwS+pc+JZGCPRsjTPxykUy1Ldiy8CWkJWAjMGlAIzBkHa+VsW4jaEm9+gxSTb0S5f6AO/DGrNEQt9ucSv3BRxB1P/TWzmBJZ9MYjrp56kVVeMQ442nCdsxS9XSYCu/SG4TqHIa64CFEO2hBrsgXJkjxPzTGNmAC175x9mH8vGK6zBUKgMFqNOzdwErCHKrifXkuq+n/OijiDdGVwHHCS4ToXqRZl9WBZxFJPe550JH45bPAt/TeIEtyJPBe6b+l3IO7iPoc0VDhjW4RHuRG47YZRE96Yv2NKzitLv0IosxIKgTnjoJ3s+KOmtucisEvtwLaqBdjmiCD5d5V0/CNJZnJqGhObxjBnZ6bcaqc3oUCtWI/85sHLUIN1Edilvxuu819gT8QN9RJwd9JqUxm4WYvIVPrYRDiJN+1mc8z6R97a1thcKQxGI8Tiv2IGyrAcRCyXs20comR8U+eY35Of/NWr9EO18DoASYp5ArjZ9MJcBa0v8C19eyTpaDQ9BfpOwDnAcX0Z13CdUcADCA9yvFZst/c6h3z876cu/mFCV0da/WkHRR/NmlEIzGGG4ToNNVLMXYewxlRyk3YDD1WzvJII7NKr1N7pfBkqyNJvW3gN9vv0GZKJMgptwOX9KM6ehLR1SkMTUj5QEwK79A3ScSRr++sqQWgDei5aISIwr6/1XJVQMaO/fTxuvj0iLdMVNgZxGV7Y1/PMRJhMenwNRKnpVf5guM7cSDnUBOCJwC69kNxueuH7vqW/j8Q70xSjZt/Sx5pe2ArgW/pJCJtQ3Pt0L6DkW/pPB8FVeirZ4ZVDfUv/vz5yxJ6INLhOhlzGo2nLHL7afo/88/lr5q44byeiOFxAgZpQCMxhgGKyOQtJSBhvuM6HwGmBXcpr0XMqQks3D+UFfhqyuB85UHPzLX0C8FtkMR932fj5J//Z3KrLn7DA9GflxkXXYbkpX7L6j58wururWyv3BHyeKvWVVXAZEktNq5F7O7BLn/Y+pF/YGYkn7kyZ4/Z1YM+kq7QPOAHYvbNBH92Qk1Snd4dpTZJneCgqwrURlpuvgXurtJW7CgkXVCoXncCdlcqg4TqHAn+m3A2my3CdV5DG3lPU+bdYcdW9PzvvtZuXb+4O9RSJuRRCqbe/aid2MpWCRp7DfwMr1fK768CyOdsihFjhg7wBVD3lKKBDEbQDHE56Ut+oz8fOtfHEpjFbztHZdiZSntOBKIWnm15Y8NLWiCJLdoih3CYvIJZbsmi9FTgrsEvn5Bw7F1JnuC8qPgFcUI3hpFb4lj4OoftaErV4RRB1NDRqp66wMy/MtUR55yjqWmXSZx/9+dWbYpq7fwNPJF7euqGuzf/o2WC4A3Hz/jSwS3V1XqnjvPMihA5f9YeNBqYvZN8Cc3c0NLLLekfQ3tjbM9jYHbLZN29/87cT78qyqGdIGK4zP1JetIz6KkS8ILvEzbxTjhkHPIb0o4zvewvwA7BWYJe+Tuy7oRq/UqnqQLLIfw7chMTxxv755Ru0VSZnNjPpQOL/VyKJbWmWaAuwnuqcMiBQlu9SOXNaIO4PmnLsKCSB7AhEqP8I/An442YbH99Beus8EOV6gcAu1UwwUqA3CoE5xDBc5wDgr6TzWbYjD/WklG0DOYcmROgeirD4PAKc//Cj5/0MsfB6aanfNY+L9lz3sNZI00YjrtevgU3qaa1U49yakbq5g5FrdA9w8UApBYMNpXRMRHlvrltkHa5bbF3a9YTQjCLGhtO4+gWvbYGOyaubXjjiqe9qheE6LyIWWWXooAUws+6juu97IPW+zUg/1n8EdmlKxX53IZmlacKtA4n/lVDv181PX8o80zKdBZMQ9qBrUETrGfvst9nGx7+BCCi/1ibsWfAt/Sg1x0qh3wn81/TCnTKO0xDy9vXo+Y62AndstvHxa1NWVCrxIzBPHzoMFUigcMn+f3vnHSY7Wf3xz2y23AqX3kKHUASkSJWO0quI0kmkCVJEBKKAUkSDgOBPpEMCCAhIr9JB6b1D6BCk17t9N7u/P86bO7OzSWZmd7bce9/P89wH7p2Z5J1M8p73nPec7xl9didb/LkbSca5fqROrozlv5GQWTKOpYE9n5m22Kerf/1+ap3mPN1t7T/45JXT717wO11Iof2/R+LhU5NRwOio7IwEHZQkaO3+weM09sf8Y7F16Ss0EBcaWLz9c45+/U4W7Pq2G1gc0SCd6TF9dw3ES0zrAWogC7TfpX1W/e7/UH/y+A7ZyVqdyPbEjOfri+YpeQazBalPfAEx8oO8s36YfMQqPz0L8UR7gX7Td08GzhhGjey5wJZItvpk5Pu0IpGJ/XM+txHy3JY/o5OAHy3/7f9OfG2OhY9n8PzSDpymjeXw0e29Rp+89O5qXh8yoW1Mmbdr+oH095caS5AJbsqpy221WNYMUID4N6/ffmfkeH+KHO8O/fClo+pPL0RlLReAn0ZPccOjf+fcZy7j8icu5PxnLmfpts9APKk3xm60dWdlZA8ujQlkl/HUQp5kXQtlusfXLromHenNxnuBx5Re7JmIdzqIfmj840vXL73y19FEJMFoDuAEpHXbkLCCuBdp4fYjZB/xBsTQr2gFcV428I5kL7aNs5+9MkaSyLoQA9xGca/y1KGOV1NEe5ijz9WIdFvajd8M3FfvE6q2RucA683d1dr4ecvUVKP8dfOk/rcmz9e7TNtnafeFQfWZtbM7xyJ1s6uiPIjG/j4W6xiwfdQDPD6CxepjwcdkG8yYYoPw4fAXYHUGPz+9wNNI6HEb1MLzvvmWZ40v32Hjz0Ka+3oxZHjTkbD5ngBWED8X2sZBSBLQgMSjBmBSXw+nvHQ9O693MD1ifCcDx5m++3+qVKtm1MLqbvWnWnI92gb6+yPHO8703b8he7gGcHeSLKdCulsjxnkBpOH3WVYQz0qLthFFG8zR50oki3IJBtaJtSEJPHXdlA9tY0nkwZgKFNoas5tj9BaMzumNExqQB63UqLYBp4xETdqsiBXEHaFtbISE13+EZEWuh0zqLUjY9l1kz66umL67HRL2XB74HGlz9vdqRfqHyT2IR5OW/duFhCKHy02Aj5RYtSD3aitiAHdFuudsSrI/WChw2nJbcdtC3+3a4/3H3l73y7efA+4Ari0t3bCC+LLQNlZBmnsPmhcL9LPuF2/x0HzLJf/Uj0gZPlOH71QtNyAh27TFdgzcCqCSpILSF5WxvAipTU4+vxJgh7axoxXEtRju2RYdkh1lVIr8Okj7rE7kRv8fklY/ZA3WHH6LTB4FgNW+fh+jL71Msr9QaOptMDZHVupJWOdrZAL2RmBssyxWEPdZQXy3FcQHWUG8CWAiCSm/Q0Jrq1hB/Fk9z2n67q+QNlvfQ/ZQl0CSuG5WGqwjihKG2B7x4JLFVaz+/+TI8Z6twzn6I8c7FNgAOBu4FCmnWDZyvChyvEeRXqvtahytFAqdr8y5yO3Hrrzz6lYQ724F8eUZdY4Lk+FENPXFzNPVWvpPjeoco8l/gEcoXtuEdmQB8HrOZzdjoLEE2YqZBPxTCdVrKqCzZMcQNYm1AJ0jJbId2sZHwILJ3z+cMI39v7fPwKxNoR24OHK8w9TnFkQ8hXeH231EM/KokqMPSZeCawV2iRzvzlEay/xIHe+6yJ7j+ZHjVVRoqvMYJgNbIAuHhyPHy61rBAht4yhkf3KQqEC70cTvV9yRp+deIvmnmhun14PQNpoRgYVDEPnGTxCpxzPz9JtD27gW2Jn0HIlvgR9rL7MyOiQ7hqjEmZEOcw5wJxfp/Jo/v/Av/rDCtnzbOIEuo3F6f6GhCbgEESwAwArij6miKa9m3LAVxU4f5UxB9utGxWAqlaXMeuJRGkMbtWeb+6Rk8cYU+LZxIs/Mtbj8VSJDzlh0krGCuBsZ4+9C22hUCUTVMB/ZCYUFYO56jG9WR4dkZ32uQspVZrDStx9y1ePnc8YL13xYkBDawpHjHTo7dciYBWkhP8M6TYpNU4JSvNkK2YaYDnT2Q2u70fzV0avs8n5/ofAJ0mx67cjxRqX1Wx41GEuQWuusBKUmZBtGUwHtYc76/BkRKZiXkvq4ArSvMP0j5/2f/fmBsRqYpq7cT7bKSytw4+gNZebFCuL/qu2IbYBFCvDq1Ljrvsd+ccGYllEpNaom4KMherbnIRGk8pB9J3CvFcRvDnOIswV6D3M2QE0AJyJZhC1I1uxvrSB+dEwHpqkbpu8uiBTgz1f2Ug+yj/idoZZAzIqojNhFgdesIK64vzlWmL67FlLusiIiMfgZcETkeNfVeqzQNtZAwtRzI6HlFiRMv6cVxMPRTp5t0AZTo5nJUcljLyOKTeXZjh1IcsqHoz6wcUhoG8si3vbiyJ5vM/AYsIsVxINafo0lpu+uhIwtTbln7yEazQKSRT0f8KIVxHlCEJoydEhWo5n5+SFStpJWGtALfB+4ZjQHpCb7oxB1n/8hrdZuGotEmQSl8/tfZHuiNH/j+8BdoW18bzjNA0aAk0nvPjIJ+Ivpu9fXej3V93uyHoObHdEGUzNkQtuYCym+XxjxcG5UWXya0aVc6rCUqYhowqgZTNN3t0eSzRJhgeWBtYFrTN/dt3ySV/tzOyHZvA+V97asI7shxqY82bEZ0cBdD3h4hM49FDYjOzFzfuS505GDUUQbTM2QCG1jB4pNlichWYX/F9rGxrNS942ZhK+Q5I00b6QbUfwZFUzfnYAIqJdn5U5GFleXIwlKyfsPR0QxYsRD7jF99xlg68jxWqkvG6JE8VNoROQMR9RgquuzCvJ7vVjBQ8yrf26gLPtdM/Jog6mpmdA2FkOMZemkOBWZjO4KbWOJvCLq2RHTd5dCmoZvj0x2/waOjRzvlToc/lqkeD2NPuCKOpyjWn5ItubpJGA/lME0fXdT4I8MzNxsRjzmi5AktXryKRKiTpv3epCFx4igmlofhTRY70Puga9N33Uix7sn42NXI9crLdT+cuR4dVWK0lRGG0zNUDiA9BKGAjANCSVp1RCF6bvLIE3Dp1C8btsDPzB9d/3I8YYlah853iem7x6BNBKegEzG/UjCz0nDbYpdikow2h/RQ05Cgh6iEtWP/P5ZYcQCA7N4XdLrQ1uAHUzfnTdyvJq9Y9Vb88dIM+l+ZHF3432ir3ow6fOegWi1jhSHI4IDpaHzKcBNpu9uEDlemibtyYgW8dwUjWYidvLzSic0fXdOxOD+BFkoXI70GB1tSb9ZBi1coBkK30EmtTQMYJlRHMvMwJ8QD7x0kdGATJ5/rccJIsc7D9gE8TZfRCb/LSLHq3dbp4sQw7wUYpyXRlpKnadef4LsetB2RKA9YYWc83QhWrg1oYzEM0gpxo7I3qgPPLrpRke9DZyONBNIvOBYjWtfK4i/rfV8VY6pCdGJTttnnkiGhnTkeB8BqyHX/Etk2+MmYJ3I8Z6ocM6FkLyCkxGPfT3kd3taXSPNENAepmYovIbsnwwSpEUmoLp5NLMISRi2nAKwvum7E+pRI6km0YphTLWPtiDwReR406s9vum7KyMC3mn7k3uZvntW5Hivmr77AGK8S0Ot/YgRvFgl+RwGzJNzuhYku7ZWTkMWbKULuilIr87LNt3oqCPve/C0exGPb0mkGfqZVhCPpNbtEmTPtQVg/awPKqN5sPpTC/+HtPAqPe8k5Dv/nhIZTE31aIOpGQoXIBNOOf2IqowOxw4ky+MCuWZ5r9cN5en8iWI4r9H03ZuAgyLH+7KKQ+xM+iIJJGS4E/AqEgoNgG0RI9mIiCf8GDGuTyGNmLOiFL3Ao5Hj1WQwTd81EM3ctOO2IOHNbTbd6Kh7gN1rWSwMk1by59q6hkhN321BFmlp52xBWqNpgzkEtMHUZKL2qzZD9kAakTDfbVEQvxPahoOEukDCSq3I5LiFFcTp/cNmXx5EejSm8bISCh8NrkQk30qzaXcEVjF9d5UqemY2kW3cG1DGVH2fXVRYcEXgk8jxXgJQBnrunONMB75A5BxrZRL5c1oB8Xp/iGjCbjGEc9RM5Hgfmb77MtL4ulzvtxO4uM6nrKQbnJUprKmANpiaVFTixO1I/dxk5EH/MRCavrtRFMRXh7ZxP7A7sBjwPHDNWDWZDm1jHmSfpgt4KKPf4VCO2wBsDnwXaaV0nRXEtXomxyBGs3wi62CUVvqm7y7PYGMJYuQWQQzntRUOcxcSSk2bcDuQzN8ZqHDiRyVjmABsNam3y1jzy3do6evlxTlNPpo4LXlLD5JQdn3keEMpmWhFMl3nr/C+FmAD03eXixwvr4dkPfkZIpowgWICT9JI/Iw6n+trZNGxUMbrL9f5fLMNOulHk8UxiAGaQnFVPAXxGE4HsIL4UyuIz7KC+FdWEF+aZiyVFNeIEdpGQ2gbfwEipP7vWuDT0Db2rMOxFwPeQIr+T0bUaj4ObWP7Wo6jCvF/ADyLGIVu4BVg+8jx7hvuOKsky8MFSUiq5js9hHyH8sVIB5Ls81iFz0/Y7sPnCv969Bx+Hf6bw964h0ueuoTjX76ZRmlqXogc759DNJaoLN0/NvT3ta39xVsc8NYD7PXuI5jtqdHmXmCNoZxniGN7AdlHvQDZ438VKTFZq96hYXUdfk96qLcd6aepGQJaS1aTium7nzJYyDuhA5gjqx2YkiA7ESk/mIqsok8ALq+39FhoG8ch5QlpepvbWkF8/+BPVXXcArIStxgcPmwHVrKCuObkJtN3pwFG5Hijqltq+u5+SDZrWqZmP3BR5HgHVHGcSYhHtHfJP/vAUZHj5UYXXrUbN+ltMO5t6esdsIjqbGjkjgVX5m/L/uCpyPHWrDSGPJ7/2YR52hqbX58Ud88zKe6hlwbihgauX3h1Llx6o9K3fgv8dLSaao82qu7zN4hxTELtDcCRkeNdMGYDm8nRIVlNFnkZjAbibX5d/kJoG01I+PE7FLMklwTOQUoQUlPoh4LqPn8U6UZgEmKkh2QwkVD0oqTvtTUiWYtH1XrQyPG+HuJ4hsstiIecRjtVihuoGr6DVN3nPMDnkeN1VfNZg/7jjTJjCTChr5etPn6RGxZZ/eRqjpPHxL6eYGJ3z9Tk74300djXx47/e5aX51yYR+ZdNnmpD7h3qOdRBmka0DUe6xoTb9v03b8hkaIYeLjSokaTjzaYmizeQwxdGk1k3zs7Ibqc5X33JgNHh7bxf3XsCrEI+Rmmqw7j2FbOa83InuZMgxI3OAXxOkr3UpPayIdqPF4nteuYrpz1QmN/X8dlT178lkQsh0ZoG/Mjoe9BmbwT+3rY9YMneGTeZXsQj+unVSQ5pWL67s5I+coiQEGV0RwSOV445MGPECrc+++Kb9RUhd7D1GTxN4CNP32NS568hDsf+gtXP3ouP/ngCYy+uBcJt6axG9lZeD1IAk29+Ib8Rd83wzj2B2RLvPUCM13D3cjx/gDshexDtgJvI+HsnUepi0imlFtjf18Dw9e8XRRJ+krF7PiqB7gQ+G7keHcN5QSm7+4JXIYsJpuRxeNmwOOm7y46lGNqZh60h6nJ4h37nf/Eu0RPGRP7ZKtyvu5W7HcfZvWv3mv6zco7b4vU9JWT5/EVGJxWP2SsIP4ytI3/AhunnLcDOHcYh38QMbilSU8JPUiIeaYjcrzrkSbCY8FZwJkMzhbuBR62gviTYR7/fbJrO5nW0/FY5Hi/GOrBVZ3nXxg8/kS16RjgkKEef7xi+m5hLNuyjSe0wdSk8r0v32nZ9YMnjeb+gSWVE/p6WembD9nwszCrgP0aROUlzcucAvw0tI2nrSCuVzr/vkiG5hSKE1kb8BIyQQ8JK4j7QtvYGngA8SSmINmtfcCRVhC/NPQhz7ZcjJS2bEqxVKkNWZjsM9yDW0H8WWgbd6hzlN+fbcBwZQKXI70jDIinuSN1NJim705EtjgWA14Hbh1qGHkI514MuV47AU2m7z4OHBM53n9G4/zjFZ0lOxugMj43QiS4WoFrrSDO3X964WctB/bDeYl3WUof8N6keR7Y4pxPNyk7TwPSnPd+JMEnbbXfh0xe61pBXJd6MNWXc39kwupAsjavqUdvztA2piC1pmshpSuBFcTvDve4syvqHvkBYCMZ1LcC/7CCuC7iDaFtTEOSeSzEKPcg95xnBfGJwzm26bvLAU+T3Xv0/cjxFh/OOUrOtT5ybRoQI92B7Df/IBGBqCeqRnZbRDLxA0S/di4GRm7agR9Fjjfb7olqgzmLoyaQ+4BlEQ8sMSK/t4L4zzmf+3lM4SyD/tQQVx9ctXwQ767e24CEo5KM1T6k1mw50vfJ+4F7rCCu536mRgPMWCBujCwSkwXie8M9rsqMfR8wU17uAs6KHM+tw3nmQpLuppa91I/sA5v19DRN302UjwpI1DH5k7Z98jawzOwaotUh2VmfyxCxgcTwJdmrvw9t4xkriLN68d1jkL6a6ofWhoH7YBdQ7GafsBTZ+5UFYNPQNpqsIB6VEJNm5kGFIg9GNG/nAB5F2pSltcAahKr1vZ+hlxRl0YKIYxzJwB6VvYjC0Bmm7zYiIeGdkFKOa4C7I8erpT/sXmS3z5uIeIJ1aUWmEpVuINtrLmchREx+tmywoA3mLExoGwsiuplpXuIkxCtMNZhWEL8Z2sZ1yINfagi7C7LKvkmdYwlE97O8jCQz+UJhAC+FtnEF8DcriKtu3hvaxrrAb5GykY+RFllX6qbVMz9KODyp403uu+2AH5q+u0vkeLeP8PkbEM3XKcAzkeN9q/69NEQKYgwNJEx5FaLa04GoHS2nPt+P6DA/bfruFtXWqwIrka0HO1Edv14cRG12oJ/ZuLpCG8wqCW3jO8i+ywLIA32VFcTjrmC5jCWQUFG5MUuo9ODZiErPYRRDNP8CDi3xDLdAQrBDwULqAvcPbWMNK4g/rfSB0Db2QnovTlTjMdXftwltY/d6KwnVQmgbLUiPx1YriGe6spOxRHVSmYQYmBUZaDAa1N9903cXjhxvRMT9Td/9ARKRmYLc082q8P/PiK5yeYi0D/EsD4wcLzZ99xzE2CWLxYI61lrIfX5ClUN5C5EfTHtuO5AFa734HpUXt6V8iYRlZ0tm25VCLYS2cRLwJPBLJFxyFvBOaBvjvVHyB+Q/DLk3vhXEvVYQH4couiwNzG0F8V5WEH9d8raY7HpFkHBVHhOQRcgpFd6XJOCch0yepeHeyYgXskna50aa0DYKoW24yP7Sg8DzoW28FtrG2mMxnpkJ03fnNn03QKTqPkPKdbLCgxORCX4kxrEKEjVZCDGMc6rzHYJ4kGkh0gYkZLylCsXuQ/rzNhGopZzlUrIXof3UKRyreAd5hquhAzh0dt2/BO1hViS0jY2RPYvSdPKkhOFGZEU5LrGC+ENVp7gRA/dcQDJVT6vyOD2UdJ0o43bg7IzXWhFN2ZPITsdHjW13ssUQErYi2wBPQjpCjJaYeSnHIJqdpRP9csA9ynMecwUYFWr8ARJi70dE6h8Yy8lPZWY+ikRCssqUSumjcuuqoXIs2VsXm5A9V7Ygv/V/GfyMlTJ3tQOJHO9j03f3QOQKk33LNuT7b1tJ3s703TmQDNePqhCyPxdxAtKez26KTtUbwK9HOiQ+3tEGszK/JP1magCWCG1jlRHu1l4VKjNwNeRBed4K4kQ1ZQ/kYV4QWTn3Iqn2f7OC+LbhntcK4v+FtvFXZAVdajA6kBT8GxGDWYkB4SelE9tbti85hWxhhALiFdQF5c3aiCEH6SUZWEHcWva+Cchkm+YVTQROCG3jS4r7vI8Cx1pB/Gi9xloJlURzNyLnl4xzL0SdZuuhdgepA7sh8nLVGEvU+54eobGsT/a9FaNCtCmvdSHlRtPVnyzDOCOMqrJtt0W2OhZBGmqfrjqaABA53o2m7y6NiNwvC7wIXJanRWz67sLA+YiaVg8Qm757JpIwleqxRo73nOm7xyPdeBLJy3ZknthMnbdxFHu2jmu0wazMEmRne/YiN3zdDabaD1sGmG4Fce6eRWgb6wD/REKnMdAS2sY/gF9YQfxpaBsrIpl7myBF4lfWUTgARF7tNSTxYXFkn+PviBLQOshKNc/DBHhGfZcdAA/Z3+wNbeMGRCjgQ8TwZ20jtAF3VDtgtcCwkeShJdRx+4HH1bj/iiwyEo/mu8ARoW2sVaaFuyLZ4TMD2ZOLKU62myCe585WEI9Wp4w/Iq2sShclUxBR7mOpoyB+jexC9dmZ7cDfkiScEeBbYOGM1/rJ3nboA26OHK/P9N3TkUhDuRfchvwGibE8D1lAJd/dAnY2fXfPyPFmhFsjx/sY2T+tiOm7U5B7d0FkXk/ut18j/UEPzvps5HhnmL57OxLhMZHEpSByvKQvWrXJSrM82mBW5nkk7Jq2+mwB6hpuUxP5b5EwH0BTaBuvA/tYQfx8yvuXQLyHcmWd3RFDv58VxL3I/sxN9Rxrgkq08dWf8vG9SeWkgnbg2NA29kZCRMmE04xMqj8MbWM5K4jfCG3jLmQFXWqAkz2YTULbMIDLrCCupCNbPmklrId4xf0MfD4mIVqlpwL7lfx7G/nPUQOD751JwIWhbSw20klKKhS7P+kJJMke3VgZzLxksVj96ULu4zOoLlIxVM5DjFq5setHdIP/hBTzNyD3czsy/u2UED2IcVsW8ZyT79aAlF1dpP7+fQbfd4Y672Wm784/xI4ieyLRpfJ7cTLgmL57kjLAqUSO9yqj1Mx8ZkYn/VTmLxSL/UvpBh61gvitOp/vRMRgTlV/JgCrAP9RDY3L+SXpoaJJwB6hbWT1tBwVlGd4L9mr1G8AB6mZO4t0nc65gVdD21gc2BXxpjvVZ3uQCbUF+DEysb0b2kZmNxGV8bwX2d6NQboRbEKuaWnEIQT+l3GcfrKjE3MBy2eNsY5MJH/BMpfyeoZNaBurh7ZxYmgbJ4e2sU4VzcOvQPa50+hBthjWA+aLHO+ESrWMpu82mL67sum7q6us21o4Hwk/loYeu9X49ooc70pkr9IDLkeiKUuUSsVFjhdHjvczpCTmKMQALRs53q9K9or3I3sftg/YssZxJ/yI7Pu5B8lj0AwT7WFWwAri50Pb2A9ZIcbIpNmDTJS71PNcat/sSAY/UIlB+BViIEvZlOw9oC6kpqwqKSvlnU1BwsD1rGncU43hOxSvXyOSdHSCFcRxaBvfI/9+nBelWGQF8c9C2zgS2Qc6Xx0zWfxNRgzVLaFtLJHxPXYiP0EjjxY1zh4Q7zq0jX2Au5DFTeJNdqj3ZZ2nbxhjqIV2JNyYtbf20XATf0LbaEQWMVtR9GSPQBZ5O+RIFP4L+ANFXdmENuCUyPFeqXYMpu9ui3hyU5Hf3zB99yWkM8vlwCN53zNyvE7TdzdCFlIHqOPcCZwZOd776j0fUEVpSOR4b5Mtzj8f2YsoA1lIDYXOnNf6SV/0a2pEG8wqsIL4ytA2bkO0SudG9goerWc4Ta3GtyQ7xbsZmZB+WfbvXw5+6wwakDqxSueegISjDlDnaVeJPCercO6wsIL469A2NkFCVcsj+503WEGcN/Y05kOEGP5tBfFX6phpi4Wkue/6pPd5bCG/q0oe75SrE1lB/Igy+L9FEiXakAXW0oj3nGYYe4CqDcJQiRyvv8LeWlrHmVo5Erk3S48/GfFqTkCuSxoHI3tupQakH4kcnFXtyZWowNUM/n5rAWsiC7abTN/dK89LVcICF1EMn44E9yCyfWleZgOyfzgULiO76UEjsm2jGSbaYFaJ2hO7dCSOHdrGFsje3UJkiwyAeAvlnIfUpqWFY6YjGXh55y4gK+m1KO4LzokkC3wHCXMOGXX83wFHI0bCQIz42yjpstA25kS+WyWZvAlIE+LEY16KfMO3SNlYpiJ7wwcxtDZj7UgobhBWEL+GZDSWnm8x4KdIrV7p+dqBY+qxGKmSPyMLlV3KxnE5kpw1XH5FugGYCPwitI3jyj19laSStmeYZDvvQfWG6w8Z50+ONxnYAfl9giqPOVL4yOIlEd5I6AT+W4tXXcaNSNbt9xi4v9+OlINkhb41NaAN5hgT2sYGiC5rpfqydqT5bTnXIivojSkazR4kBLNrFaHVjZEMyvIs1knAVqFtrGwF8YsVjpHHbxBjWfr9pgC3hraxOeIxb6fGOwEJVWbtrXcBpT0TnwbWJd3LNIBXk7+EtjEZWb0vRf6iBORa34RMsskeaSNwvBXEV1b47AysIH5fZTCfh+zF9SHF+a4VxFdUe5zhopRx9jF99w/A1qiQdeR4w9YDVQuivH3yiYesuvsar/juFshvcgciArIh2TW1k5HQaLUGsxqBiMnA70zfnRMpA7m1Bqm6uhE53tfKI74OadvVi0Q87qBswVXjcXuViPoRiOc+N/AycELkeFVnj2vy0d1KxpjQNh5GJtM8OpAw5vetIB6UQaf2Hn+CPCjzIJ7bX6pJSApt40zgcLI9rpuBHYcSflah3k8ZLCkGEnpuRYxXaVJKD9l7e/3IHuZb6vhLIYkaaQ2Jn7eCeIYqTGgbh5Pu0ZTSh6gjHWUF8bXKyG6gXvvPcFpQhbYxB7Io+XQkMmNV3WoSknvcCuKo3ufIOffHiFrTIDobGnu2Wf+XPf2FQjOyEOpAyoPOQ7y9rNrZ/0aOt0HGawMwffcrJARfiWQvrxu5/7aNHO/has4xEpi+uxISkn41crzcdnua8YH2MMeeSqvjt5HElrPTjCWAFcQxIt911RDO30t+NueWwN8YWmPcZXNeMxgcqgQxllleZh8SErXV39uB25Cwcb96vQvRv9227LMO2cayFdmffgb4OjFoykDWpVbSCuJvkeSbYWP67jJI7ejbkeO9rWpXL6V4LZuVcP7P6tETtArOQPYqB1zfXgo91y2yBv2FQvne5oZIQ+SsZLV2JImoWi5DOptUEkBIkueSBdodpu8uUVJvWBWm726GhLmXRnIIPOCSyPFqCrGrvpZj2ohcqS3tjJS7fApcHjlevTP/Zxm0wRx7kn29NHqBFa0gHsnQ0fXInl5WSnozsG9oG3+uJKCQwnTy77EsI50Vkk08aTu0jaWBJyhmWBYQr+EbYMOUhKK80ooY6KqlY8pYYPruIkgIflXES2qxLjzilcuaJi0/d097+WJgJ2Qh8PNRGNpfkLD+dsh1LgCdz821WCFY4vtpghUTERlDDwnXl957PcjEXUu+wElI+HwBKofbS2lG9F/PrPYDSoy9dPE4J7KgdUzf3bCefSqHgum7KyKh3fkRXeNrsuo6Td9dCvH2pyKRiW7gGNN3fxc5XlWymbMbOiQ7xihFnl0ZbDT7gLusIN5qhM9fQPRgNyfbULUjajvnDeH4LyLJQ+XGsRf5zrUm3/QhRvhORBu1fMzdSKLT50gT3vOtIH45tA0P2S9NM5xtwPzjufuMEvcOEfGEGYuQhr6+/kU6vyr4T16S9uN1AguVieWPGKr2dXvkN719042OeozsxWAP0tllE8Q7XQBZuFwL/CpyvM9qObfpu9OAQxFjsTBiDHuR+yPP87wmcryflhxnOcQAb4nca9cj+4AfmL77PWSRlnbP9gP7Ro43QLzD9N1lkdKvLmTf9POUz9YF03dPQpL1Eom7VmTR+v20/WrTd19ElKrKb5124AeR442afOPMgvYwx57fIC2y5qS4d9eLTOKHj8L5N0VCZHkiFgP2FFWXlhOQsGc/cAvweyuI05JI9kFWui0lx2lH9goXI10yLy9E/DzikWySMeZminvCvcB+oW0ci0jdHcDAms1kLH8Yz8ZSsT2S9Tvgme1raCh83jyFp+ZagrW+erf8M11Isf3jozFApURVVKPy3Y8QqbU0mpBw5G+RRcBkoLPWsGaC0lg9Wf1J9gc3QrKU8/ZCZ5RhqI4lDyOh5eQe2RvY0fTd1ZHtgLym6Eeh1K6UcMI/kN+tT/05z/Td30eOd6p6zzTkntwfeQ4eA9zI8WpuDWf67qZItnJ5k4iJiNFfrez9qwBLkv4MTUAWl9pglqEN5hhjBfEHamV+DBJubEASbU6xgvjdkTx3aBvTkGzQShm6TajylNA2lkcm4MkUvYfdge1D21jTCuI3Sj9oBfEzoW2sgkwmW1CsUbwQ2RvdlYEhuUQTduuUcbUjurUTqa4HZ6P6cwoiLLAOUpKyhHq9HzGwi4W2Yai94PHKYWR4Sh1GM6/MsfAgg9kPzQXxtMeK08lPtJqAlIS8Xu8uGMn+oOm7S5BvMEtb3P2NwSIKjchi9hSK900WpaIDHrKgLA8RH2/67utIpvAzDBQy2Bn4kem7R0aOlxomVqpMGyFlNxORxeoNSHZs2nU2AMv03RUjx3vF9F0DqU3dhOws5Qby8w9mW7TBHAdYQfw/xJscDY+ylN2oLiTah+xRPYXs90wt+5yh/u00JHlmAMrzHCT+HNrG/oiwwFGIJ/IW8CcriK9T6jlnUrxHOxEx+buURF6Sjl8NTer8qzNw0kvKRfYBviCjxnKsUXqwa2a93tzXy5TegdvcfcBnLVPbNzj/6yElcKhzNg2z9OJspL53R7KN5iTkuucaTNN3G5TA+TJIGPFD4Jk89R7Td9dFyo5i0kPDnSihANN3JyGRibTnwUCk5y5FZCqzeEQdawKSF5AWPZmM1GF+hOwzllMATjV998HI8Z4p+z4Goo70Q4o9YXdAQsh9GWMHCX+bKjx8EcV95jSRA9SxvjR9d44RFLufKdF7mLMxoW2cQXWCyz2IUTsbCfPlJSntihio+60g/iTtTaFtTFTv2w7xKC8D7ikvt1CSa6sgD/CLSkJvZYphs1rUet5BOqlkhZ5bgXmtIO4KbWMrZBJaGdkDugjx+Eet+FvtLTdYQRybvjsPoleb6mE29sX4T1zMIl2iN99VMOg2Gjls1d0735s875y1tO8yfXdBxDPcBVlMvA38JnK8fw31u5i+uz2yN5m1l/hN5HjTUj43Gfkd9kcWZJ3Ib96u/vsRsIMSDi//7B+RBegE0n/zfiTD1VSyeHMgi6YsJ6IHMdSvZrynD1ghcrzQ9N01kb3OLKarceVJI14WOd4+pf9g+u4vkOzc8sVHN1KfvAjp37UDqWu9LOWzWbQi1/hkwJudm0aXog3mbIzy8M6kcoulDqT85TVk0srb75yu/tuEhF1/WSqeENrGQshkMj/FCbQTCZn+qFJYNLSNJxFvt5ZkoWSizZugWhEPdAMkNFc6sXQiCTdrW0Gcp9k5bFS95ilIGcxk4J3OhsaTt97giHPIygDt72e9L95km49eYEpvF4/PvSS3LfRdvmme1AksWm2iiem7cyH7ivMx8Fq1I4k456uQ4AaIVz4n4hn+M3K8zD1gddyPyI4IvBE5nlX2mSZkD+07ZGe+JkZvqVJPyPTdtRHd4Szj8K36TptHjvdiyedeQRKR0s5zb+R4PzR9d0fgGgZen15gF9XDcjmk+8tuGecG2b9fgPxkpOcQz/tnFK/zL5B9xzT61TjK7/Fu4D+IQf8B2c9NVilXG3BoeTLT7Io2mOMIZUyOpihhdgPgjVQRupKK+5B0YYGEbuBuK4i3VZ95GjEs1dAOnGQF8akl53yI9D2lGDjUCuJz1fsaEBWi5RBlljsRAfa3yZ5Akz2Zcg+gHZlQ8hYGXUj/0VdJD1W1AYdZQXxJzjGGhfK8n0c84dLJtO2Whb77xpnW5itSfbNlEMMwT7WJNKbv/haZpNOu73RkkXMRxRBrAVlofAOsEzle5n1q+u4tyB52+YTeDhwVOd45Ze/fBbiE7LBhQhtwdOnnTd/1kWSdNAPQieyr/qn8upi+uyWSIFMeSm1H7sW3kf36pREj1oWoTV2E9LS8BrmHKmkVn4cY1EoNz3sp3svtDJbTK6cbpQWtPtcNvIGEcN9G6p7T6EQWxVnC7xGwmPYy9R7muCG0jUWRJIA5KE6KBwC7K2HvpA3W2ki5xIV1aALdgEi1ZSnx9CCTVmnY9khktVupITTIpHpMaBunq3DqPIggehoGojl7rlLwuQfxdAxk4uhCagrzJv/pSOhyCWRi6VXfYzfye4H2I/VoK5CdTDQZEUwYEYMZ2saPkAzLtElt8rYfPb/CRUtu8MH0pokLUNmIgPx2Z9eYdbor+d7csYixLF14TFGf+QdiVLLYD/EY51Of6UeM3X1IHWPaWKr5nonIe6nBXZTsKEgP8G7adYkc705lqP8PKU0pIAbnYETn+QH1bxORhUIPYvymIdsEc+WcN6EXEWUIkdB33vvL+7FWohm1/4hkhT8GPKwE+KeTbTAL5HdJWQj5znXLJFd75Lsj2bgLIh71HyPHe6Re5xgJdD/M8cNpyE1b6kE0qX8LkT2KkxFVm8OAF0PbeDO0jTtD29gttI2htIryKBMoV3QiCQ7zWEH8i1LhBCuIH0AmzTcQI9ZJdjd6kAd9XvX/lUKp8ymZv/sRLytJi5+qjnEJ2fdsYvRWRmpKf4lo7C5gBfG/gVvJbnE0HQl9VbqGtXh3VaM0dS8ne0KjAF1XPH7hsUjR/O3IAuAfZE9it1P/xtA/Id1LbwTWNn134awPRo73CbIH+AtER/Vy5D7aUWndllNLyL3f9F3H9N29Td+dD7kPskLnU5AFZ9Y4b0O8xKWBxSPHWxlJRvsnci8nC8UpyLN5F7AvA0tR8vhGje8sJCeg3l5b0j/2lsjx/lviFV5E+jXpQ7ZI8mQfkwVrXVBh/auQxcYayBy0NXC36btD1tMdDbSHOQ5QCR47kR3GMcr+m0zsS6s/6wOHhraxadYeW2gbkxBP6yfIA3Alsg+Vtq80AQkL7x/aRqE8GUdlqu6CrOrXIX9ya6IoCVdp/68XMXZZK/UkDJhGB9Jbsx/JVixfqR6AeAGLUOyZ2Ido0W6iWpB9Q75c27UVxj9UTqUKD2JK3NUbOd6llKjgmL57P7KQmhe5Zq8Ch0WO98AQxnEl4uVnRQ8yDTqyGFmAkmbayotYDrnWr0eO14kknlxWxViuRkKJ1XiZP6VYE9xIdi/KhN+Q3vYNkJZoDGwKvh/Z990ExAOtFHHpQ+7/fUoWCIebvnsikhtQbaP3vBrlhB7ktyiNQJ2OZPouTfFe60Lu6/2QBKn9GHz/9wBXZyxqhsqmiIEsXXwV1LjONX33usjxhqzbPJJoD3N8kJQ3DJXJiFxaasarCoU+j4RpNkdu1vPIf8inIgasM7SNq1WrquR4KyEGaT0q30MFiqvT58nu9wkSQtqBbOPRSPqioh/Y0wriZ1JeA0BJ5a2ChLV9pK3VBsDqiRKOauF2GoO9tl7EM7g4Z+xDQu3VfreKtzYD94W20RDaxpJqv5vI8S5BSnIWBKZEjrfKEI0lyD3xBYPbrLUjofgXyfaImpFMZABM3/0JYnSeRMqRPjB9dzvTd5tN313W9N20kopSblDHq9azmUwxPPxz9T3SKACbVHH+UpYnO1TdQn59Zh/Szu4mYAPlwQIz1Js2p/6OSwtihGeg2nutg2S7P430Yj0T+E7keCESbn+HgZ5mO7J/eWSdx5cktKURI71VxyU66WecENrGU0h4YjhEVhAvqvpLWsDnVhC/E9rG5cgqvDzkWM1qFeQm/gpYxQrij0Lb+DfyoFdDIg7Qj+wB/hkJGaXxOcVJrxbagJ9bQfyPGj83COXtH4okv0xBFgR3AgdbQfxh2fvmBnqVoR3O+TrJD/e2Ix7CO4g3OgVZOLwO7GcF8ZNDPX85pu8ugITqd1Njeh34beR4N5i+uxES6i1f0HQAV0WOt686xrakN3Tuob+/u4H+BqBpak/nm0Z/349f+PnZL2eMZSryfW3knqglTJtVewkS8dg4crxnqzmQ6bvHIrWTtd6XIAZ/mvKuk+MZiALQuUh3oWoNZgfwArLwy1rsdgA3Ro63e60DVbWoeyIlKEnY9NJ699JUCWDlzRES2oBDIscL6nnOeqEN5jghtI3NEIWfauuk0mhD9rX2QUJkTciEV2t2ZRrdwDlWEB8R2kaiA1vt5+5CPNasRtfDJUYM2gW1flC1INsBSdd/C7jJCuJutZc6L9Ba3tYrtI1tkdX5YsjE8ixwUJ6HW2EMVyCh8rSJsxMx4DGy51V+f7QCa1lBPKgWcTiofaaG8lCc6bsHIPtvpVrA9wI/SUS+Td99FfHKcin09zGpt7v/6Nfv3G7fM167Let9yoh/QOU95mrpAhautkuJ6bsLAW8ytGfzn5HjzSgxUY2zHwBWIl94I2lz14osNpuQDN4jEA9xAQZfjx5EyeqneWU+Y43puwcjC+e0uaATWHko8oCjgTaY44jQNrZH9l/mY2gG7nPkoS59sPMaMoM8jF3Iw9ZAvkH7nxXEi4S2kacqknWOWkXWS6nmO6xqBfELtRw0tI21ERm+RmTF3oEY+B9aQZzqfShjeQ2DV/gdSGZvE5L5eXFKx5SscZjIJDiN4u/eTbE2NELqGNP2uWLgaiuI96jmXPVANWHeFvF0HyoVDlBeyrdUuaBqinvZ+cOnuw9456GFrSBODaOavvsjpHdmXvlTOd8gv2v5/dyFeGC71nAsTN/dClHZScqTWqmu5GUfZEGxEpK9eihFjzmLfuQe+gZZmDwC3BA53vtqLPMjnveuiNH9CGkWfTtwceR409MOOl5QkYM3kAVp6X3SAdwVOd6OYzGuatAGc5yhQnSrIyvFaaR3MclS82ik9lX4a0ha/g+RfbCTyF5J/w/JbMxTMRkJ3kaSdbJW5P2I4fgcGdvJiAGaAnRaQTyo5VJoG1MQQ5RWC/clsEh5ApX6bd4Elqow3nbE4K1vBXFquDFlPAsg3sOuyOLiX8DpKgS+LOLFZi1mvrCCeN6M10YVJTiQ1AFWxRJtn/Vd8lRwtBXEZ2Qcc1vgCvKTjkrpQPaiO5EkpsRD60LKF7YailFRC4VdkXvxf4inneclfgLciBjNLuSa5CWuldKu3tuD3NtHR473t7LxTEQWb5tRFHhvBA4eryHNBNN3l0R+09WQa9OCJJ39ojR8Pd7QBnOcovRSL0Eau/YgD/31iCHYATFyiaHoRyby75DtiaUZ2nakyfDV6pwNSOgrrTwgqTlbHJG0y9OtbMx5vVaSetBmaktS66DYjPoGRHHo4+TF0Db2Q8KqaV5CK7InekXpP4a2sSDSnLoaDdt+pBxohfIs41pRNboh2V7J/6wgTisPGhPUHtXWVPl7Lf/tR5zz7D+usoI4dd9NSeR9SvpCLomQJNemFUku+4GSvFsYyQ6djGTGPlZagK86hpyEeH1TkHutF8k2PiVyvBsyxpTUaC6d8bU6kObmaU0EhkIHIg4xI4pi+m6AhPLThBY2jxzv4Tqcd0QxfXcxRBDjrcjxvhrr8VRCZ8mOU6wgfs8K4s2Q1exqwHxWENvA+4igdCKD1YA8MGl97Up5G5lYpiMhs6QM4+qSc/YhIaPy/Y8+9blTEeGEPGP4eoXXa8UgWw80j4mI4W5GJswnVTJUwgpkh9SmIOUQ5fRS/XcrINmrK1f5/kysIP6AgV01SumiujKN0eRw4GtKs20zFuYtcTdbfvxiL/m1kW1IXW35fdmFRBT2Q2o7/4l08dgo8VIix/tf5HhnR453auR4j5YZy0lIZvaBFBsKNCMGbg3gctN3UwX51XEOR56jUvrVv22BLCzrYSxBnvVflIx9LiSRL6tB92/rdN4RJXK89yPHe2pmMJag6zBHHRXWWwDosoK44k2i9nW+UJ+dH8lcK31Ikj2vvD2jViQ1/BGkrU8M3JuW3WkF8fWhbSQhrUT55jbgV1YQf6hqFRfIOE83EmY5jqEn93QiBjJJeqgHTUhG677AX1RCzzcUw17ltJEygVtB/HloG68gJTzV0Ev2taqV/ZA90tLFQzfieZ1ep3PUhcjx3lb9Fo9GWlb1N/T3P9vY17tdd0MjFGTN0Rz3sGj7V2zxyUs9SGF93jEvNH33S6S0Z07EMCWLxUcjx7si67Mq0WYvZOGU1ILegMjnLUp2vsBk4Lem714UOd5HKWO6zfTdnYG/IJ5mAVEzOhSJ0nRSfUcdkOeyj/T7vpGB3uwyDPSsSymQ31VFM0R0SHYUCW1jV8QQJZvdTwEHWkH8Yu4HmWFof4f0g6wlvT2RH9uxVAS9yvG2IGUTccm/HU56j8M+RNpvEyRUlcjaJXSqsUwhexJpR5JwkvDxFlRXuF4tTyIT7h8YnBxVSiuwsBXEg/a5QttYB0niqKTrCfKdlyktRxkOqlPLCcg17kIyor2sZJnxgNqrOhHYvqG/r2XO7vaWroamwpS4k20+eiHeOXqq+9pF17zw0iXWn4r85tcBt6dk5xaQ329lBhq4PmTRsFSSpVv2uUTsfy6Ki7hWZC/TQKI1ebQDR0aOd16F7zkn0JsU3Ju+uz6ShJOVqNSH/IaJ2MKdSG3wDaTfl93A3yLH+7U6/mJINCdrLngqcrzMlnCaoaE9zFEitI09Ec3M0odhHeDh0DZWt4I4M406tI2fImnYi1BbSyuQCfbMWo0lQKkkXgnnIfJ8q1GcgDrVn72tIG4NbWNdxBNeleIq+BqkoPwgxGClhZImIS2tfhzaxhZIIlI9mQ/xBrIMZSLSvmOasQSwgvix0Da+j3QU2YRinWn5s9QJ3FkvY6nO/SLisc0UqN6VT6HqRvsKDXzVPDlu6o97j3/xlgeXaP/ipR+v94sNOo3mn1FcGO0MvGb67sZlai/rIqUq5d5gg/rsroggRTkXIMlspb/PFCTk+lkVX2Mi+TqrAESOVx6teRS5B9IMZhsSMo3Vn1sjx4tU9mhWVKWAGNTkfO+bvvss0m+0fE5oQ/bnNXVGG8xRQIUAz2DwRJ3IQR2LqF+kfXYvxEgNZS+kBxEzqJusleoXuSkyQe2HTD63AX9P+l9aQfwusK5SB1oAeCspsQht4yOyBdT7KbYHe5D61my2IxNn2oo8RlbrFwGXVfLYrCB+DthGef0bAb9GhBx6EM/BQFoq7RPaxpZIVu07wF31/C2qwfTdeZHrGNVZ3qwaTkcMRnH/uVAwegqNDYeuvmcfste3EgMXT1PUv3lIaDNhbbKNyRRE+H2AwVQ9Ln9I+jw3Ecm6zQrLzxgx1YfgZxA5Xmz67l5Iol7pgqoNuTf+nvJ72KS36AK5r8rbtO2G7MFORX7jfuT73Ijs52rqjDaYo8PSZE/+BrBN2gs5hrZaeqhvAg4AqkzjcvUn733vI0lKpdxO9n3XRlEndUXy1VpqoRuZbKaRbjANYIoVxFWvykPbaAZuQeQBk982Rtql/USd81VkMmtEJsK20DY2ryYEP1xM310J8a5WV+NqM333uMjxahZ3GOL5C8h9nZasVUAM2dqkRxomAD8zfffwyPGSyMjXFNtXldOLhGXLmUu9lrUF0ITkB6RFCErZ1vTdQrXtrUzfXQeJZKyNGLGvkfugCfluJrLQuq/so7uSreDThWhG35H8Q+R475m+uyzS9WNrRI3rWSTr9DilyVpVWZOmOnSW7OiQiALkvZ6GRWVR5zxFj0mAH9rG3ao4flQIbaMQ2sbyoW2sFtpGS2gbc4e2YYe28QtEHecIBo+7Dak9vV/9fV2yW21Vog8JtyXZvRcik1Heb1Br7dcxiBbtFMQAFJDJcNEvmyb9/Lk5F334zcnzL9QvE2XScWUB4H7V93LEMH13cURofh3EWExCwtFnmr57aN5n60iB/OtdqaVUMwPv/RvIXjz1UCJIX8L/yNcufhlYE9k3zWMSMN303SdVTWgmpu+ui+xxr4t8fwORv2tGvrOBeNC3mr67adnHK93vgwx25HitahG0B5IIdAoS7j0eeNL03aTpt6YOaIM5OryLFMmnkWSWplHJ0H6DaD9eT7bhbEHCVY+FtjESsnQDCG1jQ0Ri7mlEAuwbpID7b0jC02NIduLjSPJFl3r/YcBPSmoWp5Pf+7I35/UOYEsriA0riOewgvgQdd6vc94fVP52AziMssVMH3DekhtN2H3tAw48bqWdph222m6F3dY+kBfmnFEimZQt/LjGc9XK0aQnJU0CTjF9d0TalJWiPMPHc97SS35rqySLOTne18geeDtFw5L01DwrcryXUsbQg3h6ac9GO3BC5HifKNWfD3LGAhJF+B5wtem7h+e870yqiwhNZPA+4z8YXKaS0EhOhxVEROF7FBdwiXrVHmRs92hqRxvMUUAZgQMoJpUk9CChwtMyPvoWYmzS6ALOs4L4BqQV1wFIwXbaJNSIhCNHVD5NZXHegeiyTkL2iFrU+ZPelpOQMObG6t+akAa1U8oSk24m26NoBzZE9qzK2wC1A7eV67qq32BfBv8G/cjv8EAN37OAeA0DuGjJDbhpkVXpNppob2yh02jm0wlz4K78Y96fOMOZmsrIp/xvS/5+X66XVI7pu9uavnu/6bvvmr57h+m7G6e8Zz7Td/cwfXcvlZkKYrjTDECMzD15ns+cwL2m766XeEiR412GePU3I2U/DyP9NAfUHJq+O8303d+ZvvsG0ue0vAY5yXy9o+RjJ1Bdg+RJwJ9UVuwATN+dgBitallB7bMmTCR9y6ATcLP0YZXizx4Zn52M/A6aOqAN5ggS2sYSKhS5K7K3sBEiRN6OeDsXIO2lUrP1KhjaL5H9Tawg7lOqNGeR3Qh2MmqiVBP+SFBLR4dkDA3IJHSqUrQBQLXcOpiBHgXI9/OtIH4U8Th+jSTU9CBewm+RPZ00nkSyd0s90wJybe5VCVYVUb/LgOzXjkIjNyyyBl3GYOetu2Bw1aJrz3grlb2Z4ZLXEqsAnGP67pHVtLgyfffPSIbzxojK0xbAbabv/lK9XjB99yTkO52LZHK+bfrumYhB2xaRX+xSf96kKOGWRyOShfwg8IgygpORBLktkQXgqsD5pu+uVjLeuZHypt8gIcrFEBGKbqSh9j7AAillIj4izNGJGNVK0Y0tK4y/Ggqoe9v03RWRcq20Z7MbubZZzEd+OHfRnNc0NaDrMEeA0DaakAdwZ4qhp0bg11YQV2pum3a8tZGHaT1k0rkKUen5pOx9P0X269JS2fuRFP8FkAfoS2Ry+2NG+UjNhLbxCZJwMBT6gBOtID6p7Jj7IH0+F0ISNJ5HJtGrqxU3V8eZG5m45yW/CbVZ6biq5OUmSpJJugsNHLT6XrwzJf3rL9DxDVc9cUFyjsWsIC7PeKwbqh3VHyq8LfH89owc7/qM46yIXO8049aF9IHcArmPysP9bcCxkeP9VR1rAeS69yCLjVoK+kEWTiGDe1MmmdVW5HifmL57BqKIU378fuCRyPHWzzuJUtDZFKl3zvIWkzZbTcg9dVbkeE+qzz9C5drOhCcix1tbfe7/kJKrtGs9HekGc2fGmCciz0bW3vjrkeNV7B6jqYz2MEeGPwE7IQ/2FIqJH6epybYmrCB+3ArizawgnmgF8TQriA8qN5aKpPNGGr1IKDBpSTUP0kz2TqUhWw+G01KoATg48X5D25gc2sZ9SPeWFRBDtzwiB3Y6EKkFQrXciazE87zrBirsL4a2sQiyZzxgQm7q7+Pkl2/MlICbFHclkml7jqSxVJxN/v4gyP04EfiH6btZCWG/J/t+akIWhL8nPQM8UclJwqmfRI73MZLJ+W2FsaUxCfEoyyMYBTWWA9Xf9ybdGBeANZUHmknkeF9FjncdUsqV1QdyIpIBuzqSTPaA6buJbN0vqf45mFKSkLM02dd6IjmhXiXYcDnpiWttiOesqQO6rKTOqAzIg0jf+J+EZK/9eyTObQXxt6FtHMHg4vwOZBIp39dKHsQfIKHiGag+kXsjtZYTkRKK/ysVME/hEkTVZagh3zmRMNx9iMjDuqSHeJPv9k/1fQ+0gvj5rIOGtmEh2ZCVaKGyh3wgKXurBWCu7rb+Vb6JCi9MGxgBa+rrjb/79Qd3IYLu5WU2yRgnIPJtNvKdbwTOHYpxjRzvG9N3/4vs91WiAdnbPTHltfUqfG5xxMvMYi5gsum7IIueryLHe9P03ZORRWW9ktAmIvfNSeRnlcfIvfOlksvbG5kD/xk5XnlZypXIs5r23JSSbCmcYfrujZHjPaEabZ+G7LODLF7S9uMXQ36jh5AkuU1Jv98bgWNN330FiQ4l2rcPAn+MHO8VJPN8ecSIT6bYtOByak9o02SgPcz6syj5+wnfGcmTW0F8PtLN/QEkTPMakpKfVTYxGakbnEFoG5OQ/ae/IIZmJSQs+kpoG4NEyUPbaFQNsN8mP42/Ei3ARqFtzIV4L9Xsh64N/De0jbzruksNY8gq8Un4LhnhxJa+3q7F279IeosmtPc0ND5+o7nGTjnGcjKSxXsmYqRWR/bgXgltY8kaxl7KMVTn6bSQLjQPlRfU75HvLfYiRuxT4G7gBdN3X0Qm+rMp7hcOt9lxP0XVnkfI9q6/Af5n+u7FSJjz78BfgU9M373Z9N0ZRk15bUm/1Gru6RZkfxQlJr4JYmj/Snby2mQkrwFkgZh3nkQt64/I4sNEvNsnlSpSO7LPvCXS3u4EYI3I8Q6qtn5UUxntYdafz8lfkc5I8FGez6+RlegXyMb+VcNVg7GC+F4kiWUBpKOCQ/bKO6kNS8Y0D3A1In1X6ikmK+2k5Vjy/i2Q1XhyLxXIbhjdgwiIb5nxevK5JZBEh2oTiCYh9Wc7ZrxerSfThyww8niTDGH4BujZ5NPXDr9l4VXXRLz2b5HEriByvO6cYx6FGK3S7zsRKUG5gCFIBEaO96gSBr8A8Zqz9gw7gCwhhSeRjhtp9CMLscURRZ7y36oLWUAdSDH8C7JgfLbkGC8hCks/QoxHrXubIAY3EWQ4Hrk/yyM87UhC2ElI5mw526lj7Jv8Q+R4nwA7mL77IEVvMY8NEYOWfL5P7d1mUUC10osc70PTd3dEhD2y5g+Dgd8r+fulpu8uoQzjw+pPJiqbd2tki+JZ4Ml6GlXTdxdFfu+3I8fLS56a6dBJPyNAaBt3IBNm+YKkHTjGCuKzQ9vYGLiVYtkFyH7Dg8D2wzWaoW0sjdTB5Ymdg+zT7GYF8a2hbSyMhIaSBI00uoDFrSD+JLSNFZBEomrqzpIJ6w5E+DrLgH+AeFlvUJvIfIcVxKnjCG3jh0iIs9I4O4FF88KgapHzHOnj/xTR+52KGMF9kO/wIJKk9ULKZwht439IUlMa3Y/NvdSiv1155wbgywqGdxBqj2xFRBAiLeGpDVhaGYfyz66HLHDKv2sfcHfkeFuqFlkPIuHARA+2Fak7XoLKv2EiLvE9ZBI/EcmAzaOXgc/MNcC+yaRv+u4WiBGeSx0/Ru698yhuT6QRA5Mjx+syfbcBMeDLI2HytSqMCUqSeBJM370XCbVm0Q3skCT0mL57F7UvkFqB9SPHy9yWKBnP5sC16q+NyKLldWDLyPEytXVVhvKuyLP5EbIIfLPsPWsjzQ2WRn6jbiTxK1e4fmZCh2RHhp8hN1Vp0kArspr+Sk26VyKeT6lRnYysUutR2H4eMmHkGctOxKNK6tHOID+LFMS7SmrQjiK7NVIf8sC0I173r60g/qsVxCEywWUxjeK+TqXwaCl5K797kQzLvNVuDFyQGEsVZl5JKRbNuB5q/IciE2+SXdyGhPu2RozGU0gIe2GkrdgOwCOhbWTtKWZ1tKCn0NDw12V/8B7irX1p+u5fTN+t2guLHK9fyaNtjEQ3piPXqlWN+0dpxlJ99hFkb6wT+R171X+fQiZPVChwXcSo3IAsTA5AIifVZF8n4unHRo73f8he5Cek/56JJ3kxkqX6bzWOfUs9pMjx/o3sD64LHIJ4r5eS72mDeGyLmr67FLJguwlJMKu2p2ladKKSSEQz8PeS5J97yBYvyCKmiq4+pu8ugfxGc6g/k5A5Z2Xku2Z9bnlEfOUsZG47GgmvH1nynhWQ5+w7FJMd50b2dg+q8fuMW3RIdmToR/ZHNkHCHtORfanlkbBrM9n7GlOQ+sKrM16vSGgbcyCGN29B1I6UvhxjBXGsMmV/ROV7IkYeHpDVZtb7pyOh4OeA98s85meRWsm00NNUpFThWGQ/qhpipJg9KenZDzFqcyNhxT8gv8VFyP5u+XljJEnjWHWMfZDFQzNyDb8MbeNAK4jvALCC+OLQNu5BjMRiiAG5QiVdnYgYytKJuQGZmC4JbcMqUTMqvR6pxrTTaGr8rGVq6TX+OXIfbV35shSJHO8VFSrbQX3+Q+DayPFSu7KUfO5803f/hdwbcyC/yWNlBqoXkZebITFn+u73qT75ywC2N313GuIJz5ny2V5koj4HJTlXwdv+EWJcJ1OUpfu6irF8g9wzi1KbQ9EDdKuEn4dKrs/diPec52kvpM73PrIY+I16f+k1yBN7aEbKfypxCOnPaxPwXdN3VypXTFKG/FYkq75Q8v4m4CTTdx9SJTW/IztB7w+m7144K4RntcGsM6qN1wUUtUVbqb2nY57GZto556AYAn5A/TcvpNsBzFFmxBqpfD+0I/0Xk4kqT3+1EXjTCuJ3Mo6TNxnNh3ih1Qiv9yHX+PjQNpK+gutQDL9ug4TE9lZtw+ZB9t2WRSaBt4H7k1pUVapyDgPDt5OBfynh9IcBrCB+j5LM0tA2FlSJTweSPTkugnQueavs33+HdHwZEDLubGjkisXWoa8w4FJNBDYyfXf1yPEGqBlVQhmYayu+cfDnvkDqe6tCCSK0IxGGWtiHonErpxPRhv0nUrJlmL4bAsdEjndzybkXQbz7Qxm8MJpG9v46yHbA95CFVq3Rt0bE+9oVCE3f/UHkeF8hkZ5fUTk0nZTffGH67gZI6dLCFMXj/4N4zOVzSTvw18jxskpgSlmTbI83RpL7yiUG1yJ7i2YCIhG5F7AZ2c9rMyIiUSk/YNyjDWYdUaHWCxjcrqgWuhncxSDvnEcgCS9J+LIZmfCnk71P+GT5HqkVxN2hbbyJCL6n0Y9kcZ6qzjuN7OxKKIag03iIfGO4ImLMqpm0PgU2tIL4zdA2foI84KWGp6D+fkloG7eo1l1fIGowAIS2MX9oG/si2bSrkj45JIlFG5f+ozLS5yKavt3khFeRSWnQxGkF8QOhbRyIZEo2Af29hQbj2kXWaLjGXDPLo9ii9DuMB1SCy6XINUr6oPYiv3Wet9mLhArXJXufuVEdexLFe2d54CrTdw9E9JhPRkLBTWTfO1nj6EOiDz+ktr3z0uMWKLYnuwzYLnK8T5UB/A/FrYxyPqGkq0/keC+ZvrsckpE9P/AK8p1/i9QhT0QWEAaSyX5ClWN8F+l4knVtPkr5t7ys/wZkAQj54XeD2sPM4xK9h1lfspQ6aqEL2SuoSGgbO1FsxpzsS0xAvJz/kC6T1454NKXHaVH7dC7ZKf5dgFESTtyL/PKZuSgrVylhAvne6bxUny05reRY+5K9QGmimMI/g9A2tkOk9f7A4MzgctZJ+bfTkPDyBOT6V9r/DVPGMD8y6cVA06fNUxrdlX6Ev+QGUEg9XFJjN25Qgu6PIN58C3ItkrZZedck2U89GQkTZ4XtGpBrXL7QmoSUbuyGiAa0UHleS9SBupF75y4k8ek5xIuttXNNOc3ADxJN3cjxXkSM33QGPzMdwC/Ks1TV3vNzkePdhSyOXkO2AOZErlEDsHnkeL8raYFWib+T/d2+ReaMcl4nXwwlSWS7lGyj+U7keO9VOcZxjTaY9WUF8ktKyulBbrJvkEnjHeAHWfV6KZxI+op8MrLKPwkxmt8iD+sXSGjyQdWC6+DQNj5EjGQrElZ5M+V4IJPVL0PbSFaUK2ecO6EZ+FOGbm1E/iT6EdUljKDel3i6ed7dRMqyFUPbmA8J8U2iumehL7SNN0Pb6A1t45PQNk5CFifVZgkfq3qJlo5hMcTjXhKY6i+2HnuttX/Di9MWzfPK+pDkmnGB6bs/RhYCS1Hb/Q8qQ1ZNqBeTvRBI9s2yXjuJ6suHCsi90oOEPreMHO9d9doN1KeHbAvwoOm7u6pemu8BayBlI73Ib/g8sH3keLdnHcT0XQvp9DOBYjh1ErIwvL60drQSkeM9gTTmbqe4ZdOOzD/bpxleZexfIX0h040sVkCSo8oXGzEy/+xX7RjHO9pg1peXqW3l/xGyr7UTEipZ2griJ2r4fJ4+5GQkqWc+ZB/vh8CCVhAniRmnAX9G9kkStZIDyc8IbEAEBUAMa6Uwy5LAB6Ft/F0ZBgBUWPQW0q9VJyr5pkqaKIaS7iHf6929zIDvRfWTY58619KIlzM/+VnCCW1IlvARVhAPENAObeNXiKFZDmjopcAWn77M1N5Oehoas7zLNsAvT+kfK0zfPR5Rkll8iIcIkYUiSrHmRAZO6EmmdVq4sJRFKryexmQkCWqn5B9U1u9OyHUejqdZQPbJL0JFjCLHeyNyvO1QdamR460aOd49FY7zc7I9vEnUWIISOd7JSLLeecji4PfAUhX2w7dHnvdW5JltRX6TfSLHe00d92tkQXAGsiD+HPgXsFbkeI/WMsbxjK7DrCOhbSyDhCjK9w5LL3IBeRC7gU2tIH56GOf7DAlfptEFTLOCeNBDH9rGQkiyS617Nf2IQPqJShThbarzrnqQB2xdK4hfVWPYGUnsKV+09QKbq3+/CTFOWePsA16xgnjl0DZ+jewx5hmwGTWkagznIGH0SpTW/dXC68hi5d3yPePQNr6PhAIHXL9eCrw2x0IctlpqJ7a3EEm5S8aDeovpuwsi+2JDERtI6ED28LaIHC9Ux10DEVBfEqkL/jsSbv91xrk+RwzcUI32A0qZZwYqnLo/sk0x3IbfHcDqiXGpBdN3byZbPKId+GXkeFUnZA0VlS27KZLt/zlwfeR434z0eccbOumnjqjEk32QeH4/qlO7+nM00upoISQUc4EVxC/DDGm0w5AHdCrwX+AkK4ifHXSSgZwPHMlggxKrc/4ntI0bgPOVV5ewOfk1iVl0ISn3KOGCPZCsy0r3UROyp3UexX3EE0mPcDQCp1pBvFZoG8si12Q1JPlgRYolOW3IRLRzaBu7ICG5St5eC/BCaBv/h4SSXlLHyQvl9SOF+XkJKWm0A2daQVyeEZtwJCkTcSP9LNP6KQt3fMX/ij00E55CvMsxN5aKbShmcQ6ViUhpzgOm7y4eOV5P5HhPU6bGY/ruWUhobx4G3m/tyLMzP6KyU/4b5WXFJgzSD44c7yOkbKIb2fMfjtFsQhLKTh7CZ58nOxGpD1mUjTjqnrtX/Zlt0SHZOmMF8bXI5H4UMok7iOLJlYgE2WrIZPB0aBsPq6bLDyOSXksiHuP2iD7q5hVO90d1zNLknj7kd50XSZE/Dng1tI0l6vD1mpDyigMBrCC+Eckq/YbKepsFYN3QNuZQQuMr5Lx3jdA2Gqwg/sgK4pOsIN4JmZwPR/Ycr0Ou71JKSOAEqp/Q5kfCUI8hIam8EG474t3UWorRivyml+S8ZzkyJvLegsHCHV+nvbQtEqIbEUzfNU3fPdb03QtM3z2orLlxGkmd6nBJxAu2z3pD5HifIyG/a5DoTCKr95PI8a5Cfqd7kGufLCg6EL3b1cjeE4+ReyGLM5Fs5GrKNrJopLbFVinnk36P9gEfk56ooxkhtMEcAawg/sIK4nOsIP69FcTXqUSPU5C08DkoytWtgzysyzJwwk/2FP281ltWELcjupn7IskEifh56UQ8Eakru6Dk3/7N0KILhjreX0Lb2FSN4WXE0J+AZPLleT996vMx+YYq6SFKaBtTQ9u4Hgn9nYYUpC8C3GYFcVJ0n1fekkYTcs33AraimHRVOvavEMN6OBI6rfZZiZFF0lblCT5lZF6rxv6Y/02clvbSZCREWHdM390TUbc5HvHqTwPeN303s60UNZQ/VUFSjpFJ5HgfRo63B+JtNUWOt3LkeLep13oRLeFtgEcp3kNzI0lVL5C+596FlGZknbMLEb3YF8lRyLu/sxaNrQzRM4scL0LyBlqRqFGP+u/7SJbseIk2zBboPcxRILSNOZGkhTQvKC9k1IrUGFYKzSbnydUkBRawgvhr9d4/I8agUhgzi/utIB6kkal6WG6S8n6QsoFFrSDuD23jFkStJs0QfYk0cu4IbeMhpLayNOwXI6vrZdV7PkdCdbUSI0lO7yKJHosji457gS+tIJ5h1EPbuASpgavkKfQzsPwmlaw9zBj6X51j4ULGHiZAf+R4dV3omr67JGIM0u7Pz4CFs1RaTN+9BvF8h7vP1wYcGTne+cM5iOm7DpJVWh5mb0e8TYviYq1R/X8XEg1wI8dLK8VKjv0jStSMUohJry/+BLmG1ZZ/lJ93YWRxvQryPV4E7oocb1h605ra0XuYo8OaiMFKm1Ty9leS/n3VkhdC61Wvf63+fgxSP5iVXRirP1kGNSub9lgkNJbWLcItMSRHIN5dGtOAa0PbOA1JMijfIzOQkPOfQ9s4BvGef5XyvkoYiNFa3AriKyu8d3/EmP6KfCWmVysZSwAriB8ObeM4JKxeQMY+vQE+PXHFHRYm2wBlCmQPg/3JFpJoQbrL3Jrx+h7IdziI/AStShTI1xiuiEpMOZn0PelJFMPgpd816fixH7C26bvrlhsiddzfUTl7O+t3nxO5Z77IeH0ASuh8XiTycS6ymEuECr5FwtDaWI4BOiQ7OnQytNquRkSLtVryUsO7kDopANSknjexV+pR+GnaP1pB/CgSQvoA8RqmIx6jD/Sojigg3nPWQ9+AeJ+3kL2oa0HKYD5FQolvUX3tZilzIrKCuVhBHFtB/AekTOfnZItCHFftia0gPhMJDR+LGJ3dC7DcFy1TLiC9pKGDYt1bPbHIXhg1kZN9qpJ0jkI8/OUQDyzv3ulHFm+Jx9ql3r+HkpIbDlPJbwCepcUKYuhXALY0fXdl03dvMn23zfTdb5H96KOpXGOada92kx11mYHpu3OYvnspkoX6svrvj5F7fU4kbL0w8G8lpK4ZZbSHOcKEtmEg+1W1ZqW2AadZQZwZIkrh94gnkObdnWIFcfkY/otk76V5Fwai3LI+g++TNnLUiKwgvjO0jcWROtGfIgk6e6k/LaFtXIYkU3STPVEXEE8hz6gnxeyXIAa4Adl7/AYxpCshnlreYsVAaiurQpWHnB/axkREHSgx+gXgKCuIb6j2WOp4EVK7VsR3f4MkbH2XorfUjuzFnVbL8avkeWTvL8077CUlE9P03VWRe6cF0e+9N3K8903f/SmyX3806dc9kZCL1bGvAY6vkxJMJ/n3SyWmIJ1WNkOeoWT861bx2axwbOnrife4C7Lv/yZwXeR47aqd2P1It49KkZImZDvliCrGpakjeg9zhFAao8cicl2TkJu8kpeZyIT1I/V2p1YT3is77+5IGCehCTFOx5UfS2XoPka6gT0b+D+kp2ayuu1HjOU9wI8r9ewMbeMHSC1l2vH/BhxMvjrPUEhaUCUi3pUmn+nAT6wgvrOag6sF0CIUy1rWQa7Lo2k1r0NFTaCbIoX1MVIE/vBIJHmomsM3Gfw79SGRgqWS/Tc1Lp+i59OAXItXgM0ix2s1ffdXyP1bzf74dGCJyPG+rNN3uQYJYQ7VGZhO7fdkBxKuX4L0cHAHsCCyB3kbxazgVuR+3RJJTrqG6rWnn40cb/Uax6kZJtrDHDkC5MGtNZ18beCtko4gNWEF8ZWhbfwLyZ5tBh6zgji1wNgK4hdD29gRuFyNsw+ZBC8Afqvafi2H7HVui0wmAXBvlYb896R//0lIYfoZSDF6Xh1kDzKplLc7yqKR/L3cUpIFyt2V3qgUgn6OlApNUud5Etg/EWOoJ8pA3aP+jCiR431k+u5OFBNaJiCT/LfAD8uSVfZDQu6lv+sUxBj8Fckm7UR+s2oMpoF0KTlzON+hhMORe38uhpaINJQF3JPIwvgSJKpS6qmXajffXnb8xDjeiZSd1dKoYST2soeEasu2IPBhpXZxMzvawxwBlJF5ltof2M+sIM7bgxkRVOnKWsgD+7QVxMPdS0qO+zXZHRpakfq4/RGjmbef/jwSZt2A+uh8ghjLb5DV/VNVeMtHICHYUkPRjxiVlVRodabG9N0pyCJvYcRjvKM8O9b03TeQVk1pdCDJKtOQPeVqE4Auixxvn5xxzYvcm1E1PRXVBH4FklRWr/slj2RRdzqy4NwfWbS9AfwucrxrTd89AClfSVsctiLiGFtRXV5JG7BX5Hg1hf/rjem7cyGL6+2Q7ZUm4CrgECUxOMuhPcyRYQtqf1C7qaHnYD1R5RN5xdtD5UuyDWYzUrpxTGgb/0XEAbLCpxYy2cxPTsH/EJgT2cftVmUjbtqesRJaSBO6LyCLol+pPyOO8nRXQxJx3rCC+CXVD3Unig2zH641lA+geipeXuFtC+e81g/Mq/YyT0FqRqsRRN/D9N2JwFGle5mm766AaLGugYSlO03fPQE4Oy00bfruUkjyUYiUHQ3lPskr88p6LdlLPxL5Hc4BPlY1nAnLk30tpiBlZ51Ujki1Ip7qTRXeN6Io0feHKCaMJc/ubsCSpu9uOivWiOos2ZEhpvbkg0akG8gWIzCeseLvZAu0zxBYsIL4FiTjNYuJiOjDtUhSTz1Wr0nySaLCsh9wn9qjLGcVsn/PZsoUapTYwpSSv08MbWPr0DZ2Uh1ShoTSKn4Zmah84HHVw/RjZM/5T8AdwLOhbWRpDA+XSp10PgWIHO8PSMnJE8hvlleDaCCCFE+rmsOkEfSjSMJNC/IbzY18x6NKP2z67vKm7z6DKP/cjVyP5RlaD8Yvyb6/Cup7ZH2XScj1fxn4wvTd00zfTTJr38w5bj+yeLuRwdnX7Yie7rNICdRewG5DremsI1she7blYfcJSBndWqM9oNFAe5gjw61IeKYWEnWf60PbMCuFRUPbWBNp4dUG3GAFcWY3B+WVNA11X3QY/A3Z2zFTXjOQPUxb/f1B8lf3BcSL+wfwKlIKMjdSp1ka+utEVvtVtz1STEC0ardEEjNK6SZ/cdkFENrGBsg+3srq788h+1O/pDjJNoe2cQHSvaTqSU95uf9FylpKx1Ke4duivsd1pPT/rAMeshAq95Y6gCByvBmJT5Hj3YTyhFQT5dsp3uflGEgY8xiKGaBpGc6TgeNN3/1b5Hgdpu/Og5R9TFPHTrZBVqP2VmMdyMKpBwnppkVHGsg3/g0Ur83BSCTgJ8ge5akZnykgWcr/Ru7xXyOe/LvIAuHKceitbU72nmsLUkbz+OgNZ3TQBnMEsIL4PTUp7svgiaUXeSDz9jd3Q8I6g1Cey61I2UGTOt4ZoW2caAWxV/beuZAWXnsiE3WESNgFQwnZqWNOQjyqeZEa0Rnhv9A2mpCQ1LpIDdkViFFLoxnYNbSN/ZDJ8l4qh9AmIwkiy1pB/Fd1zo2RbOSVEUWVs5CV71HquLUoGU1BElrKDeYLSMJT2gTRAQRKuedOBhqD76k/5RwGfC+0jW1r2C/eBfn+1USFmoA1Q9uwlNbukDB9txEJcX5TYggvQ0Kk+6uxGMgi5TEkJJlK5Hj/UbWDRyK/Tdrck4iUH47cY1m/XR9iEB9BykAmMvi6TKTYGqyfyqHhfsQTfjZyvPdM382r6a02MjcJ2N70XStyvND03R2Q2uKsRLjNAS9yPKvK448lSQu2tIVpL0Pz7sc92mCOHL9EQjO/QcTYv0DKPR5FwipZ2meTkEa8WZyPZNImXlUyqRwX2sbzVhDfATMM22MMDJsshoTuFkZq5WoitI1tEPHzforG+p3QNn6IrCr/i6z0pyKT1XHkJ34kyjA7kl9wXkofsho/H8AK4geAB1LGeilSAzo/okJTrQqQo8LifwTOsYK43wriPmXYr2Wg19OFlF2cR7q6UR7rIQL8q2VlMZexLrVlUXYj+0uhakJ8CLKoeAPZA3wh64Nqf+pYStSTTN+9DjhMlX8cZvru35DfrRkJgz5ZyQuKHO8L03d9ZMGQNfeUXtsskhZ5IKHBrMVnJ/K9W5BnZg913jTPs4A8F6HpuyeSf9/2IcaiGg+2BXjU9N2tI8e7z/TdU5Gs2TRDMxEJTdfSE3es+CdwKNn3/JgmJI0U2mCOEMrruoCBoucAhLYxP1JflzYBtiJCB4NQHuPOpE/+iTD3HerveyD1guWr9EnAsaFtnF3lRJ2ceymkTqz8AVkeWTUbyISTTATVeHbtSEh5W2ozBhWTOawgfhsJZxHaxn+QZJbGKse1MBI+Ww6Z3LGC+HYlOH8SYrzakX1ED5nc80TK885zkDpGJT4hX+ihnEbgQ9N3f4x4hYmhWB/Y0/TdIyPHOzfjsxcAuzLwt94FWMP03VUjx+uKHO8NKogoqKSdNZB9wXsix+tG9vK+Jt3j6wGuV/9/CbKoSzOGbRQVsCrdw59Gjvdv4CLTd09CQqPr57y/WZ03Lxv3ayTiMA/Fet884zk3cI/pu99BvmPWwqJctm/cEjnec6bvXoXcJ6W/ZRtwVuR4lfa6Z0p00s/YcB3y4KTRh6ze0liM/JV3adeO3cgOQ/Ug+5+1cAjpk0IToqizIrU/7M+phUUSNquGBoqLgmq5AWmpdi+yen+OyiGjycD+oW3M2H+1gvhxK4i3sIJ4DiuIF7SC+Ddq0VFJZjCLFiTEXA2Xk793Vkof8ME23z/sXcRYTqT42zWqv//F9N3Fyj9o+u7iSN1t+cKoGdmL/lGlkyuJt3uRZJVzkFKDT0zfTbprHMLg69+HLBaTxcMFyB5eqRhEcq/sV5L0chHZrbcKiHoOAJHjfYDso1ajupXnTExA6jybkX3Hs0iXSiylCVl83YEsfNLoBpYxffd3ifSd6btrm757lem7z5i++w/VXHu8sD+yT/siEs5+Ctg7cryq5SFnNrTBHANUW67NkZtsOjJZTEdWrltYQZw1AXxEfmixPbSNk1T4sN6/7Rrkr6JrzdrroSi2/UgNn7/DCuKKMmqhbUwJbcMJbeNvSNbkRcCGiGGfhniQlVbBfYimbS6qjVeStFQrVXmMymM+FjEYybVK9sO7KRqBViT8v0NHY8uPyb6uBWDvlH/fjGyN3ymIwk8l/omIB0xEwvNzINf8BtN3l4kc70bE8L6kxteL7MuvqYwaqmvIOkhi2EdIvetdwKZJSy/FLcizk8ZE1NaH6bsF03c3RpKmhvI7lS6KJqnv1IyEhCNkMZa3mG1RY38OCWGnZcw2ImHuY4FXVBj8PiRpaDVkEfyQqukccyLH648c77LI8VaJHG/uyPHWjBzv+sqfnHnRIdkxwgrip0LbWAhJklkaeAfJds30fKwgNUNc+wAAOjJJREFU/jS0jfuRSS3NeC2M9DNsQ37bTtL3YpooWXlXyTtIKCvNEPdR+73UB1yhRB7OpDrvtBNRGspFJQLdjBiFtFDvZCQUujhS+7pXVSPO5wgkW3MyxZBxH6rdV8ZnupFSgqqwgvgvKrx8OLI/+QLi3fQhPTgXQEpOrrKCuK3p4l/v2lswJvUXUiPYLaTXVM7oRZpBrsC9ahW2CekLu0QD9dDI8e4E7jR9twXoTeu+ETnet8g+eJ7HshHZyk6NwNmm776PGN6lqV4xqpxu0r9TI/Ib7ImINfwy5/ifq//ugiTfHaLGkzzL5dsZ5d58kmH8V9N3b44c7+NavoBm+GiDOYZYQdxFRvhVZcPuhEhOvQjcpcoQ9kGSaxZEVu+lmWrJA52EYvuRCa70QW8H/mAF8bc1DvfvyINeHqrrR/aoIqT+qvyeyirz6Ef2XBenNkWkzGQVmLHPewv5e6IF5HvshGi07pTxfgPJfC0/RwOSyNVpBfEnAFYQvxDaxjrIvunm6q23IwkeRyJGufQa9CG/RWbz4jSsIH4SmZzLOar8Hw5/455N/r70JoWOxpR5vr+/jUIhLbnkDrIjCa1I5vMMTN+dE+gpUXZZGbnnshZq65T+Q1lx/1DYm/xkq4nImJMQ6lCIyZ8rC0gEw0S8wAVT3tOKJIcROV4PcKzpu79Doh43U9sefj/idf5fDZ/R1AFtMMcBqk4y6UzxPPIQXYM8GC2I0fk8tI1NrSB+N7SN7yBp9z9EDE6WslCM7COtikwc7yIr7XlD23gAWfFeANxdqczECuInQ9s4GTEATci904aEBLdDklIeRBpYT6HY0uwyZE+sfEKYgKzGkz5/lehCMlE/UFm5CwIvWkH8XNn79qK6cPRUJMz1WySb+bsM1gANrCAeELYNbWMvpFRnDsAIbeMVRE/2aSuIX6ZMxEDhKM/wD0hoMukEc6AVxB9WMdaaCW1jkS0orPOPxdahq6GRvobiJS7099HS11voNJqvLv9c5Hifmb77Bwar9HQge1R3Api+uzVi7JcCCqbvPoJ4TJ+Q/Xv2U9Jirk5MId9jLCCZ0mnv6UO+Vz/5Bqsb+U5592kfEq7+KbJQKu12AvIsvlT6gcjxYlVHWut2xkSG1jBdM0z0HuYYo8KH7wP/Qer/PkPCdJORh7gJmdwXA/4d2kbBCuIeK4ivs4L45xQVa9JoRMJEU5DV9c5IuYSLhLKSDvKBMtq5qDrP7yEr238ixmYJK4ift4L4Y6Sf4E8QGbljkJKWeciejHqofA+2IpPaA0jo9gtkQgqAJ0PbeK5MPec7VFfe0QF8pDRkN0VKflqRyesT9d0OKf1AaBv7IF7CguocLYjRfUCFljOxgvgSxANZGpjfCuJNhlMjmYbpu3OZvnuS6bvvnLTCdi/0Fhoaznz+nyzW8RUT4m4m9nYxsbebBTq/5azn/vlG5Hip4X+l0rMvoifbhewBnwJsoSb57ZESm+UoLp42QELSXyERhzTakUhFPbmNyspPeX1XP0AENvKM1kvIc5L3ngmILOBDyCK1/L1Tgf+avlsePn6D2pPlplOh9MT03cmm765o+u6QlaU0g9Hi62OI8hSfoPr6vVZgKyuI/1tyjDwxbBAvyVEG8Q2UR5By3D2tIK67PmVoG9eRnVnZiqiBbEh6GPB9pI71KSQh6kPSoyKvW0G8vDrfrxBPrlKYtwMx9jMaYatr1Ax0p7RCM5Dkk7QJKEb2DeuxF1oRlbxyIqJy9C0SJbgEWXQtCLSs+tX7nPzyDUyOu+kHwikLEE2amwU6v+U7335IQZKnKiY0pZy7QLGVVTkxcDUSxbgf+U0nUsxuDZD9y7pNOkqD9jVkQZlFD+n3Vz+y+HqHssVRGe8gUm8vk10vPB1ZLL6HGMy0+68XeQYvAPzI8b5R3+EZJJRdTcSvV51jubR9X9N3m5Hrvy/FjjEPAU7keMOOZqga3e8h3+8Ztc8826A9zLHlWKovqAcxdOUqIJW6ZCTHXw1JCknzJKeQP2EMh6vJTvtvRIrjv2Zgqn8ywe5pBfGVyhM7newJxQptI9GuvIz8EF2iQrJfqbEEqZ21grgrIzy9FNkLGwOR1BsxVJbnGqbvnolM8hsiv9vCSMTgKSQc3gLwwjST3oI83gVgudZP2OzTV1lJjGUbKfXBVbII6Xt0INdhm8jxngGWRbzSe5Dax62os7EEUF7y1uR7f72ke5kdSNSiUpnJHJHjfY5EUKYzOCmqF9HQvQup0c0aS6M6xinAG6bvJrKG21G5njQ5Zg8S4ck6x+VICVWSoZzI1D1m+m6trQYHoMLwHyFZvjcCH5u++0fVI3W2QO9hji0bUls4po/BBjIpl8i6abdWzaznJTs0BdmT4HC5AQlvLs/AxUEbcL5KllkN8Zh+gngCDyH9OJ8ueX+eKH2BokLKF0hIMK+rxrZWEN9X4/foIn+BOWI6vWpivQXxotJqaycg13bGQqGv0MApK2zLiS/fSFNfTGNxjm9DJrybhzicGaL5Oa8TOd6niGGoWVGqHOXVLovsG7+qSk5KKSCLsqxs2XbknpiDgf0om5E974uQ/fQsngOIHO9L03e/h5TALIQ8jwbiNW4XOV6f6bvfkv+cgSy8JgD/NH13Q8R7fRQR8MgiufcmItsqKyL9WWeg7pPtGZxw1Yjsne8GXFxhbKmo7/0vBnvOh6ESCYdy3JmN2WZlME6ptdlqG1LvVco15E9gzcg+4ktke7O9yANbd1SN4gbIpJToT36E7HH+Wr3nQ6QA+ufIXmUjooVaahwq7bEmXoJJtn4t6thHVzt+1WnEQVRtsjI6u6jcFmtImL6biK4vR74e6qDr89TcS3Lw6ntx3/wr9PYWGt5BEo32B3auRfi9ZCzLIoIXn2S8pZdiE+q6oCbqV5FuHfcCn6Z4NR+QnwE7Gbn/yz2sRopG5KXyDym6KDH6keOFyG/xA+RaHoiEQJdSY7qD6hbBDUgXnM+QUPVmVXwmYTKwt+m7K5X9+0bk19BuV8M5yjme9MznycDRqjxolkd7mGPL+cjDmBYq6UfCL80Us1G3Lm90bAVxT2gbHyMr3jQKwLdWEHeEtnErsootv/G7kYd+RLCCeDpwSGgbhyHfZ0DYU+nePoRMREmC0NqAG9rGWip0ejv5qjjJytmgcmH6FqFtvAa8jmT2XmoF8Rflb1IqP48hXSumUAyDlXZV6UYmvVq701TLzlQQXZ/a08HK30TEBYPnpi1Kl1Hcrntv8rx4K2zzubfCNssMtSWUaix9DRLay0rUipGw4kllny0gnnEL8FbavlvOeZdE9kLLk8YOQ37nYwAix/vG9N2rkQzVtEl9AtkRimaKYe3DkazzZvV9eoHjI8cbULMcOV6/6bsfIfvGiyP3RQHxYrdG9g8vUefNc0qaGXqpSyJUX2roO8gO1faTsjWifp+pQGfkeN3q77sh20VLIoujvyDax3mL1qWRJLFZGm0wx5bzECWSFSkazR5kVbsbsrm+KNIU+ApleNL4O3KDl4dLuoHrSsQQ9kFkyjanqGnZB+xqBfHr9fhCeSivpjPlpd8i2a2lk91kZDI5GwnVHo9ck7QJ5gEriN9R//8eMnEtUmE4y6k/WwInhLaxhRXE5V72Fci+b/KcJJNfH3Jtp6v3/NEK4s8ZGdZhYBixSH8/+7/9ED/639P0FsSpaejv5+9Lb8LtC383eVf70q2fnnnh05deET542rbIpHcbcJwVxG9UOYZ/IMZyAgN/o6Tvaw/iWR4bOd6MLQPV0utCxGD2Ae2m7x4dOV6QdzLlVa9Eifh7GZOBQ03fPaUk6eRgZNLO04nNYgpi6JZHPMfvI8lU1yTKQ2XjMxBDvjgDvcnJyAJscWSb5Bh13GqaaNeKweCF9u1kz+ltlIl+mL67D3AyKrxs+u7NSEa0Q3HMSyCqWHli9E1U3oOdJdBZsmOM6nPoIOGdqYg25RklBqCaY7Qg9XHfo7gab0WyStezgvjLsvcvrd77NXCfCpuOGaFtfIbssabRDUxTHvLaSH/FuSmudm9HDP6MEonQNn6ElD3UsuXQiXiKTYhBuRiRJcuaKJ6ygnjNGo4/JEzfPQ5ZLAxaKPzkgyfY592Hmdg3MGels6GRk1bcvv2xeZbuXLr107MufPrSXyMTYDK5J7qt61hB/GqF8y8KhKRfhx7g4sjxDkr53KpImUn5pN4O/DxyvEEhbOXdHInU+vYjz0OWV/MNsm/4n5LP74iExmsRAUi4JXK8tBraQZi+uxWSzJa2kGkFfhk53sXqvWshxjVN8GMoikMJbciefSL6fzPwe2QxfHrZ+dqQ5KudkqQr03ePQPYdS9/XS+1OVD/wdOR4I/4sjAe0hznGWEHcidQAZnWOqIYtKIbtWpGOEKcD/1JqQuXnfAupz6wbKnFnH0RR5R7gWvXdqiErWQNkcp8CdFhB/LiSE1wT2Zd93griQYXwVhBfH9rG8ciEUO2kNGF6Y8uity+4Mo/PvdTPJsXd9jYfvdi99pdvZVndrBB4vbkciR4MoKG/j93ff3yQsQSY0NfL8a/c/M42Gxyx6oVPX3oDcv1Kv0YDMtn/BclezaMm5Z4STiK9tGIScKrpu1ckIWLVd3NFpPPFYVTnkRkMDjF+S+0iAJCiYFSB75JdtjQFSeK5GCByvCdM390X2cOPkWvfiEQnhloj2a3OX5o0uCuyR7kW0gnpOMRL/xSR7ru4xFhOQjzLtD3dWumg2AR+lkcbzJmc0DaORlaWpTe/hexvXFnlMRZEJr+o1sbSqnbxTMRDbkEe4B8BfwptY10riAeFtFJ4DUmASKONkkJ4Nb6K/QKtIP5jaBsvIxNXRVWUaOI0Dll1D7qMRrqM5gJgPDNt8YlrfP0eJ7x8E8bAbdF+MpJEQttIVFg+r2HBkD0uaWZ8DCK5l1zf3rm623sm9XZl9XZkYl/v0vc9eFofYhDTbH4B+GFoG0b5vngZn5GfxPJRxr9vTPZiZRoSMv/A9N29kPunhdo8w68ptvhKeIjqOpGU8wHFtmLV8CmyiEibP7uRyM4MIsf7pwp3bo4sVB5BjNkVpC8OkrKqJCP5cSTUnHiAXyILttLf1UCu3+mR422HLFqzWJvKmbzVcmnkeC/X6VjjHp0lOxMT2sa8SDlG+UpxErIXs1GFz68X2saLiGTe68D7oW3sXOMwtgP2U+dMJtYpyN7fIOm1DH5PulpLG/CnChN6JkqIYQGylWdm8IcVtmV60wS6jGLks7OxmafnWpx7Flix/O0dqF6bCaFtTA5t40KkrOV14IvQNv6uDOiwiBzv/5Df8kpk8gzm7/p240Zy91O+IV8FCvVapTngKYqi4eW0ka3ck6cR2wB0mr67M7KPn6cGVU6M3Ct7ldd0Ro7Xi+QEJMam2uNdqvRdq+U6sq9rH1ILPIDI8dojx7sxcrzLI8d7CwmhXoVcw+R7JOUvOyFlLjYwf+R4P0S80dWR8q+seuoGYKsq6iKHlPyVQjuzQaJPKdpgztxsS/aKehLpIt0AhLaxKlKPtxKyup+IlGRcFtrGTjWM4Vekr5IbgVVD21iy0gGsIL4RUfTpQMJq3yJ7iudSozh5yrFjJPU/cwL/uGUO3p00L/2FwY9Dp9HMdYuskWiOJjJ9R1pB/GDyHuVl341c74nItZ+E7E3fmiU7GNrGpNA25q1GljByvKcix9s7crx1Isfb/+7DL3sC2e9O+/07kRrXGDGwWTxVaf9aGaUfUfxNQCb4NmTCvz3jo/8guzb1RcQIn0r1Klc9iCd4JdIG7IGM8d6JhCWvQBSJKkVMOhE5v6pRCj17IgYjuX6JIMavIsd7t4pj9AMHIBGAy5FylOOApSPHuylyvIsix7shcrxO9f5W1bS7jfx520B6neapfz2W81pMdq/ecgrIPTDboA3mzE1e2nqB/L2gLPm4ScAZ1UziijxJsm7yBQRmYAXx/yEr572RtPxlkUk6Cm2jPbSNz0PbeCO0jUtC21i9yrElx/4XIoydajS/ap5EU3+2Q/Lu5Hk/RZJRDgYWtoL4vLK3bISElMv3+SYi4a+1Sv8xtI3FQ9u4DZmoI+DD0DZ+VvUXKvJzJDxY6p23Iav+U9Xff026996hXsvE9N0VTN+9DEm0+hhJgnoQiRxsDxyQo9xzCsXQZUKMLDoOREKTi+edvwxDfeYtJAkpk8jxXo4cbx8k67WSp9mIiGvUROR4NyC/+dnIdbkYWDtyvFpyEZZBFqu/jxxv68jxzowc7+sK5+1FvP48DgKeN313h4xjdCEebPl90Y1kmZ+H3EftyILiPuR+SRZMnervu0WON6gca1ZGZ8nOxCjB72dJN3ytSDeM1H3M0DbayF7ddwGLJ62rKozhZsTTTTOwncCSSpi9akLbaEJ0UVch/bt1AydaQfzHGo87D1L7ui3ieTQA/5ne2LLuLuscNKnbSN0O7ANujhwv1etWbdgeQ8pisj5/ohXEJ6n3z4doks7NwL3BdqTU48wav9MciCf7Y+S6XApcXZrsFdrGRojAeCIQ/wZwqBXEmT1RlQLNHRT3TZMxvgJskHg+eZi+Oy9ilPdC9lrvBP4QOV6oSke+Jb8peRrtyO+xW855DWQP1UUEAfIWf/+KHG+XnGM1IlJzhyK/2VPAKZHjVdxHzzmmiYR1V0Z+s2bkHvpp5HifVfH55Lep5J23AwtGjpdajmb67rbIwmYl9d7LkLrTL5UQwXzAl5HjtZu+uzCy9bIiIiRxUT20aWc2tMGcyQlt41qk1qv04elBVoorpWXJqs99jRTkp9ENLGgFccVQVWgb30c0NMsf3i5E4LuW8G5yzN0RrdM8D7kb8dzeRDy7L9MSllTJzX7IqntORDXnTKQg+2MriLtC2/jBn5bb6voH51tuaorRbAc2jhzvyZRjFxDDvjbZCXQ9wO9UpxdC2zgRURpKyzptRTqZZDYRHw5qwVCoVDOqyjveId0DbAeOihzvnOGOx/Td25A62FojXR3AGpHjDSqJMX13DUS6bg4qG5Ru4MjI8c7OGJ+hjrUBA3vMdgB7R45Xs6qREkd/A4m8lN4zPcje9yrV6O2avrsZsgiyyE7KagUOTivh0QwNHZKd+dkDMS7tyAPShdQRrptlLBXXkL3/+Vw1xhLACuKHkX3MTiSM06X++zT5yjx57EPl0oJmZDL7Cumx+E5oG15oG6eHtnF8aBvLhLbRjMip/RnxAE0ke/h+YNnk+lhBfM8L0xadr7mv99ZCf38X/f3TEe9nOtLlYZCxVKyH9BrNyzbvZWAG5s5k13bGFOvq6o4VxF9UKbCwJtnawpOQvbd6cCiS7VqrDm8DKeUwpu/OhYQPk/Zrlegjew8WJOy8PgPvxaT5+CXK+NXKTkjpVfk904SIBGxazUEix7s3crwVyZcibGbopSuaFEa1rCS0jYahaFjO7ChN1N2Qh/xrJGz2n1pLONKwgrgbOCK0jd8iq9bPrSCuRnXjBKReay6KYbE+xPAOKkSvMIbzQ9v4F7AjKm3eCuIhh6yovoOLWfL/i6Ok0pDV+m+QRJxVGTh5Jgopl4e2sUhyPz590LldwHam7y6OGMJW4O4KoceNyW8j1oO0Vyvdc8sreyhUeH3EMX13TkRkO+83SFceqpHI8d42fXdlJGy7O9mNnstJFKrKsal+TusCrogc7+2c9+xHfvbuJkjiVS1sRPb1m4jUtZbrRedxP7AN6QvMbgaX3miGwYgbTNUp42hkk3m+0DY+RTIfTx9qucDMRGgbiyL7E3MgD18/onl5Y2gbe9drAaHCeFWLEVhB/D+VKXssUvTciDz8J1RSf8k43hcMsRNCCjcgXs5Q2xE1qT/bkh1FmYx4cwMMe+R47yHh7GroRIxilnG5E/hF2b9dRnbCVYzIII4lx5Hd8xHk+95Vr5NFjvc/4Fem7x6JXJudqE644JaUf1uP6u+ZM0kRhCgjT1ADaqgbNX13dURAIE+6rxtZUNfCFUj3kkkMXGz0IvWgmfvUmtoZDQ/zGkSJJrmR50ekr1ZHDMesTqJHmuwzJNmrOyJeZy0KI3XFCuKPkD6YI9ULc6j4yCJrIsOTD8vbckgUhIbDdWS3NepAWpSVRxEuRLJtTQYa2nbgYCuIx9TDRBKI8rzLLqRzS11RguZ7I3PC4Ui0ZAKy71x+nZJaxnKqSULpAh6KHO83Vbz3NmAN0hc3zYgAQUVM3/0uIqpQaSFQQCQdqyZyvOkqCehWpJ61H5lrXge2rXf/0dmdEd3DDG1jTQYay4RJwLahbXx38KdmHVS3izVJ35SfTH4PvtkWK4i/RRJpHqz03mHQguyzDhkriN9FPJXy/oxtSCh2kBqQEtBfE0nd/xrxKp4AdrCC+J/DGU+dyPPQ+oGfVAhjDpnI8fojx/tn5HjrRo63OLKo+AOiNtSPlOAcTfaWQaVxdSOG68dVDulCxECXR4Hagasix8tSOSqnUr1pshXyK9VHtCYix3sJ6SyyFbK/vH7keKsr711TR0baw9yO7ASHFmRT/fkRHsNYsiDZOpwwenqkMw0q8/QXiPrPFGSSSybCZiTM2Y1MmpX2OpO9rgYGeqrtwHlV7vXmYgXxb0PbeA/puDIv8D6io5pp/FRC1S8Znwump5Cs0DQ+o/Y9uyGj1Hf+QPXNibNKe0DuhXMixzuihvN/YfrueogIw0pIOLoJ0YXNrWEto1Jpyy2AFzlenqBApbH2IxngmhFkpA1mpXDacMJtMwNvkT2p9yOKJ6OG2k/eFvFwPgf+qcKyiXj6fkj4+D9Ij8ivR3N8it8jk1Fp+Gp59d8vkKzYC5DQ3bzk1/G1Ixm8hyEr8ESL8/+QvbphoYz7nymGtBsQIYfdkczYvCzl8crxSOZouUfUhhTYj8ukPVUKk1qor+hESmVqQjWMXsv03cWQkOebWXWNOeSFRWNEAKADZgijG0M4h2YUGNE6zNA21kFEgNNi9+3ABlYQPzNiAxgHhLYRIP0cy/dB2oEtrSD+z6APjcw4FkUM4dyohrHqpV8iGaaHUyxSb0cm+w3TwoojOMY5EEWZvMzTTqTwfydkct8VGXfS2HgC4oH2IwlMp6pjL4OIfr9qBXF5CHWo490TCa2W398diAf7q3qcZ7QxffdHiMBDC0WBhxOBM8brnpjpuxuRbugTeoDFIserSUSjHpi+exPZCWiPRI73fdUO7W8Uu7+8BhwROV6eiLpmlBlpg1lAbuINGXgjdwB3W0GctyKcJVDi29ci9VX9yIqyETjMCuKLRnEczyDKOeX7qZ1qXOVGqh9ZkS9Tj/KXaghtYytEmzJLUCGhA/Hq/oHsR+2CXNcXkUnpG+AaK4ijzCPUgdA2XgFWyHi5DZinQi3suEUp3KyBePBPJx7QeMX03V8jqjVZtZGPR46X1YpsRDF9dwVE03cKxaha0pFkY+QZfJLBWzftSA/LumUla4bHiIZkrSDuD21jByQr9hBkJd6KhMSq3ZeYqVHlHtuGtrEiklLeCtxWj/2zagltY2VEFi0t+SgrZFxAMprXBJ5QKjE7Ian2jwCPj4Ah7aG6MP1EpIQl6TGY3MdbIN7nJiOlllPGEjmvFZAyqq8Rz/bjcZABWzVKszRPuH288SVy/6QZzF7GsLwicrxXTd9dG0n+2Qq5N+5H6oafRfa90/IcJiGlKIPa5dSCqnU9Aunj+Q7w19LG25rqGTVpPOVtTgLaR8tj0Qhq0XIplT23cr5BVHcWQrJBY8Tj6EG8uS3rafhD25iACHYPpzC+EzjTCuLf1njueZCWaAXgXiuIK2p6hrbxDtlGsxMpQP8hct26kXKMP82O4h0jjem70xDFp7RwfqaU3mij9lqTJB1M390GKQnJohtYJHK8ahSa0s73U+ASZCHRSNGzPS1yvBOHcszZGa0lOxugPMzHSN/fSW6ANM+uAxGevjjls13AnVYQ71inYQIQ2oYDnEN2ZnE1fGUF8dxVnq+AJBodg0xOBWRRcCZwbN7iLrSNQ0gvGehCjGQySSW0AZdYQXxYld9DUwOm7+6BlII0I9GUxDicGjneyVV8fh5gNUQW8anRSHBSjaW3y3lLL9ITs6YWZOrYcyANvtOe+w7ge5HjzVb9LIeL1pKdyVA9FI8MbePV0DbeD23j4tA2rLzPWEH8ItISKU1ZqZP0bM5uJCS3O+mr9hZgi9A26loaYwWxDww30agWT3pv4CjEQM+BeLcTkMzaAyt89lykuL2NYq1eKyLsDoO3PCYD+4e2kaekoxk6/0JKet5BSmDuA7aqZCxN3200ffdcpM7zX0ii4gcqkWikmbfC6+8PxVgqdiK7WXQTIiWoqQFtMGcilCbto8DJSKnFosiE/3RoG2tX+PgOiBJKkq7ehRjLI5ESjTb1Wrv6/+cQofDvkL2v2AUsPbRvk8vKw/x8LeUDvyd9BT4ZOD6vL6iSdvwpUmf3V8SA/gTpoJKVrdmN6Ilq6ohqPxUi9bDLINng6wK7JWFQ03dXM333NtN3W03f/dL03bNN310A+e32pqgsNBVRGrrN9N3lUk5XT+4jX3z+yGEce26yy64ayRbY12QwquLrmmFzMNJYudTja0Sy7y6lWK8IQGgbayAJV+siYaZzEWOyGrICv8oK4v+p986PpL7PAzxlBfGT6t/fA5bKGE8z1cmR1cpwQmG9SAlERULbaEDqM7NYAJlEMxOIVMj2cUoSZFSoNo9au3MMG1XfdyBSazsZESD4c4bE3MzIlQxsmZWI7O8N3Gv67qeI6EUitzgZacC9P2JU0hZGLUhN8P4jOO5zkGhGebJSH3Bf5Hg3DuPYT5KtddyKqB5pakAbzJmL/ciuUVw0tI1lrCB+EyC0ja2RcpZkgpgPMZ4vI/WvA7pwWEHcjuj+lnMm0neyvNawF2kDVpU3F9rGskgrsrmQB/VmK4h7Mt5+E+KpDSUC8hRSblIRK4j7QttoJVtTtpuhiQ9chpRSpR23kbJuFKoJ9fxIJm37EM6Xi+m7k5HM5mUoer4/A3Y3fXfjyPGGJRE41qiGzFk9SScj4hVzM9jrN8juJYk63sZ1GGImkeP9z/TdTZBndT5k22QCInyx7zAP/zAinrIiAz3NPmQReNUwjz/boUOyMxd54s0xaoIObcNABMzLOxhMROoG96rhnLdS1NRM9kBbEYGBqsTzQ9v4PfACEi47TI0tDG1j4YyP+MjKuDThph8xYHnZq+3AoTVmYV9E9h7uZUPMaL0eySIu90w7gaOsIG4FCG1jamgblyLf6Xng89A2LghtY6hdWrI4BIlMlB63NDIxs7MI+QubJcgvAcrjyyF+rmrUgmVpJFT/E2CJyPF2H27tq8rE/QGyjdOBZL23IaHr9SPHq4uAx+yEzpIdB4S2sT7wJ0Tlowvx9I5LwqUl77sMScJJWxVPB+a3grhT7WfeTXZ5xpNWEK9V4xi/ixjauZF9l2urKcoPbWMzxGNM81Aft4J4/bL3H4EUoDcx0GN4GDjICuIXQ9s4GfEaSg1AG3CDFcS1LAYS7+6/yISVeIStSIuv7w+1bCa0jaWAZ5BEomTR0gncjHSpAQnjrszAkFknktG8ab3Kr0zffZPsveYO4DuR49UsGzdeMH13PrJrGfsRhas1qK5tWCltwCGR4wXDGuA4wPRdC7CQLZTnxqti03hHh2THmNA2tkTaRCWTfyNimLYObeO7VhB/UvL2PwE/YvCD3wZ4JWHWSeTrV9bswVhB/DxVCOUrw7odYiRuQ5IW0s7XCKwe2sZSVhC/rT67ImIs08LO30FWxlhBfHxoG88jHuvSSP3d6YhnWhNWELeGtrEWcl33UOP+J1UuCHK4EPmdSj38CUiz372RiWt5Bu8vTUDEItZGDGc9yDMUvQy/zdmYYfpuM9LI+V0k5Fw+p3UgzdKvpDaD2YZ4ZlWF94eK6btNyFbLL5DtiseBU+odJleauGHFN2py0QZzDFEZmOcz2KA0Ig/PUZR0RbCC+NXQNrZAwmgLIiHSBsBDjCmhbeyGNOjOan7bhcgV1hUVBr4SSRxqRgyFixjurEzTbkTHNulGkiRgpNGAqKTcCGAF8b+QEoBhYwVxN2Ik69JeK7SNBZFmxll7akcgEYCsCXwCInhQL4P5ICIhmLVfN1NOpKbvLo14j1OQaEoSPu9B7i0DOCZyvPtVg+oLqbxY7Eeu+9+Bq5Xi0Yig5Af/jSyOknHtAGxh+u5ukePdPFLn1gwNvYc5tixNdh1WMyIsPgAriB9G9qPWQPRp57eC+BQlQ7gbsieXlS7ej4T8/jrcgadwJGIsJyGGIslSnEC2t9vCwB6Gi5O9iJuZ0uAXID8TdgHkd8jaH40piuPXgz+QvsfXBvwxcrwhe9Km7xaUlzSqqFKR25FrmWw9lM5npwKLRo53NkDkeFciiU4R4lVn0YHs710xksZSsQuSUFdqxBvU34OxuK6afLTBHFsSNZK81wdhBXG/FcSvW0H8dKKZqrzV08leQcdIw+TvW0E8EqUgv844t0G6h9kDPGwF8Xsl//YE2SUcfQxf0GC0eIdsEXCQTOVryE5UiZHEobqgGgxvhYQt25ASo1YkKnHqUI5p+m6z6bsnIS3Xukzf/cz03d+YvpuXdVpP1kbKSNLmsAKwcLmcXOR4VyPt197NOW4f0qRgNEhKfNIwgO+P0jg0VaIN5tjyBjKBpdGDCj9WiYmEcbPosIJ4TSuIX67hmFWh6hnny3lLH+Ixdaj/bwVeZ7AHfTHpq/9eJKnj4WEPdhSwgvhb4HLSjX878AcriF9A0vrLf/82pDVYXesjI8d7CKmnXRvJnJw/crxThpL8oby7m5BF0lyIgZoX6TF6Rd0Gnc9SZC82G8noIqO+b57Afx/5i52aMH23xfTdJU3fnbPs36cgxjuLfmbiveVZFb2HOYaoOsBfImHUUu+sD5lYvRoO10X+AqieIT5U6cNWSCeOx5CG1Fnh5elIgssuiJLKo8B95VmgVhB/ppKgbkb2MhMP/D1gi5lMtP8wpLZycwa2dTvSCuKkc8b+yCLgaKQ04j3E6xuR+jhlLOqxYFoX2IDByVmTgO1M311JebUjyVtkG75eIE8j9Sak1CbLMFZMbquE2p88CTgUGWej6bt3I7/5T5HfOe95ncDM1S1mtkAbzDHGCuKrQtvoBP6M7OElrX8OLQtXVjrOp6FtvAqsmvJyD5KQUxdC29gZSTyKEaPWgGSqTmJwWLYD+JsVxB8jDXJzsYL4EaVPuznSJeVl4LGZzFiiMpZ3DG1jOUTEoB24tbRMRX0nnyFk944xO5Id+m9C9rJH2mA+gWQaL8tgw9ND/r32F2Q/s7Hss+3A8cPZ0y3hImSBWHqdtkDqkSeT3yS9HbgscryKHXM0o4s2mOMAK4hvCG3jRiSztXsYvRwPQIztRIoTQTeyz/TH4Y4TILSN9ZBU+/Kat0WArxjYjLoDyWKs2CmiFKUAdFuV49kQOBwpTH8Gae016h0YQttYFPFaNkZalJ0L3GEF8etI+Hl2oUB1PU2HReR4/ao11kNI0s9U5H4rICUaPzR99zr17w8Cf4ocL/Guu5GM2X2QqEg3UtR/bOR4Fw93bKbvLoZ4keXPSBMiPZnlWSZJeeciGeZ1w/TdBqSkaV8kynMbcPEwhN1nS7RwwSxGaBvfQQTFf0jRs/xTWT3nUI47AVm1O2SXJ3Qi9YzrIRPXrYxMo+lkTCdRFDAoIKG4bmBvK4ivG4lzZoxjXeAuJMSXhPnakPpae2bzjith+u73kXKItISVdmDtWkOyqkTEQRoKPA78I3K8b6v4XBNSirEaslC5Tv1ZiaJ3FyNbFtsg2x23IffwROR+6QN+HjleXVSPTN/dGylLqXUPsgdYMnK8uiblqUSsG5HFXDKmdvVn3cjx3qzn+WZltMHUVIXygDcnP5T0DbCzFcT35rynXuNZBdkLTQsNtgMLJBJ0IzyOBuADJGOznFZgVyuIq/KWZxZKSjo2YuD90A7cEjneoHKoCsc7BGmubSBeWBtiPDaOHK+m/UTTd38OnEH6fREhHmda+7cOYIXI8areBskZw08RD7bWRuhdwByR49VVnN/03X2RUrLyBU4f8HTkeDWpfs3O6CxZTUXUPlwlYwky2X1cxfGmhbaxUmgbVTV5zuBnpHdhAPEodqj2QKFtTAhtY8/QNk4JbeOg0Dbyso3LWYfsiXEKEh6cpVDJQzsgZUxfI6HELxCVpj1qOZbpuysjpS0TKIpWTEaM2u0qlFgLB5C9vzov2dtQDcg9VQ/uzDlPN7IYKKcHuK7exlJxGOnRgAZgZRVC1lSB3sPUVMOG5NeLgqxW380rWwltYypwAdLYtgtoCW3jdmBfK4hr3UtZgOzQcBOieVsRJeV3HxJKnYJ4SaeHtrGLFcTVKCLNQ347slmyWbSa2H9n+u7vgaZhTPQHk77wKSALkY2R36daKoVBszJjW8hv9TYDFQbeEREO+Qa4InK8F5PXI8f7xvTdY5As91Lj3Y4kK82DlMUkRqwNEeD/ZTXnHwJ5Taq71evvj9C5Zym0h6mphjaKnUrS6EUSfnbOeoMSVrgbMZYtSIJTC7Kv9KAKbdbCg2TXsMZIL8BcQttoQvYe56I40SaZvtcqibtKPEe2p9vNLN5zMHK8/mF6RUuTvfApIPXFtXAX6R5ccrys8qp24NlKBzd9d0HgNaRm+OeIwtXjpu+elTSqBogc729I55EnkLKqd4HjkUjNWkjk4V7kPv41sPIIZsU+TfaCtwlpeK6pAu1haqrhNrLvlV7gPKS7Sl5njw0QAfVy49KMZLhuAdxRw5iuQCTfyluYdSMTWjU1bFtT7BdaThKiy8wuViHlHwOfIFnC5deoG/i/KsYxO/Msshea5vkVqD3D+HQk+7VcVq4NOBvpFDOZwc5CTHWtzq5AEpOS4zeqP/sBD1AiNhI53m2kZ3v3qHONVmu1U4DNGByqbgeCapKrNIL2MDUVUYbwl8gDVrpSbUMk3A6rog3WRmTvLU1FHuhaxjQdWJ+iWtI3SOLGI1QvcrAU2d7hBKTxbiqqnOU9xGgvTvFZakc8ik+Ara0gfreKcczOnEu2utM7iIdWNZHjvYuEcV9Ffotv1X/PRLrbbIYkaU1HtgWmI/uwW0WOl9v70vTdRZAM8DSN18mUNEoYT0SO9ziSgTwduR7TEU/7BqQRgKZKtIepqQoriC8IbSMEjkV6OH6MTEKXV2mcOpBJMM2T6CU7vJo3ptdC21geKSlYBHjNCuI3ajjEO8jEkTamTjLUYkLbmAjcwsD9ssRgNgJ7AjdbQZwXxtYgBs703Z8AVyOLsWbEM/8YMWI1p/Gr1lgrmr67DBL6fy1yvHb18pum7y6FlF0th4gf3FqlWEHSqDqt7ybIwmlcEjneNabv3owsGKYAj0SO98EYD2umQ5eVaEaF0DaWRAxQ2mTTAaxhBfGrozymJmTCTNPBbQeWsYL4o5TP7Y6EodOyYzuBk60grotQxOyC0lbdEUmSegG4L3K8vGSqUadCo2qAeyLH++EoDkkzymgPUzMqWEH8TmgbZyCh3dIU9zbg4noZy9A2TKShcDfwbyuIv84ZU09oG5sjWZhNFLNkAX6aZiwVi5I9aU5AQr2aCpi+ayHlKY3AvyPHG9FmzcMlcrzPTN+9A9n7Lg/l16r9rJkJ0QZTM2pYQXxcaBtPIbJfSyN7gH8Grh3usVUD6/OROsBepNSjKbSN31pBfFbOmJ4LbWMRRPdzRWR/6yoriPP2s15DPMm0vax2xEMad5i+uyQiI7ghUsZwDnDzUMKewxxHQZ17H4paxMeZvvsgsFOdtFxHCgdROVoJMZrdyPiPjxxvxAU7NGOLDslqZglC2ziZokxeKW3AblYQ31LHczUihnUBBmfYTgcWy/NsxwLTdzdE1HmaKRr6NqRzx56jaTRN390POIvBxfQdwLmR4x05WmMZCsrgJx1bpgPXR45XUbBDM/OjDaZmpie0jWakvViW4s7TVhB/r87nXAGpo5uChGE7kdKEba0gHld9O5WW6IeIgS+nDdg1crxbR3E8byIRhjRagbkjx8uqpdRoxgxdVqKZFViQ7OJ3kF6cdUXtuS6GZMT+FulzuNB4M5aK9cgu6ZmMqO2MJovmvNZIlSpNGs1oo/cwNSNOaBuFEe7Y8RX593Jufd1QsYK4F2l2Pd6Zi3z5vrQs4ZHkY2SxkUYf8nvmokpDPGB75Lf/L3CMqjnUaEYE7WFqRozQNrYKbeNZoDe0jbbQNi4MbaPuk7MSMbiddEm0dkThZXbmWbKzersQhZrR5AyK2cildCKNk3Ol9kzfXQJ4Cmkl14JEFzYC7lN7tRrNiKANpmZEULWK/wJWRe6zSUhW5NOhbUwbgVP+HNmnK23p1YpI5J01AucbcULbWC20jT+HtnFOaBs7qGSjmlEF6rcgSTXl9CB9TkeTvyO9UtsRj7If+a2eRbRZK3ECIkhQHoafpI6t0YwIOulHU3eUIMAnSCiwnE7gJCuI/zQC552IaIXupM5zGXD7zKa4o4TqLwB2p+hBTUf6OW5gBfEXtR7T9N2JiHbpdohX2YDIpO0SOd6jdRp6rWNaE9HibUIM6P3VZOuavvs16T0tQco8Fo0c79N6jVOjSdAGU1N3QttYG+kaMUfGW162gnilURzSTEVoG3sgNaXlZRfdwB1WEO841GMrPdRVkf6Vj492DWY9MH33W7IzoruAJXSZx0BM321EBBe+iyxmr40cr9aWerM9OulHMxJUCvXnZbRq4CjSG/42A1uGtjF3BWGFTCLH+xAJXc/M3IF4pmn32fuIQRgxTN9dATgGqcP8GhFhuGy8lsIowYoHgWnIfdUBnGX67l6R4103lmOb2dB7mJqR4Omc1zoRoW1NNovkvNYNLDRaAxmn/A6pHy33jjuAw0bSazZ9d1Mk4WgPRAJxdeCvwJ3KixtXKJGFO4GFEa+8ATGaE4HLTN/NqofVpKANpqbuWEHcDRzN4EzIGNk3m92zVivxVs5rTche5mxL5HivI7Wl9yMyiL3Ai8AOkePdOVLnNX23AemHOYmB0bnJwNrI/vl4Yx3EWKZFdZoY/RrcmRptMDUjghXE5yMNmN9BJrQepGZxDSuIPx/Lsc0E/JH0dmedwNVV9B6d5Ykc76XI8TZDvKZpkeOtEjne3SN82jVJD5Wj/v2AET7/UFg257UmYJXRGsiswLgLIWhGBpVBOgH4eoRFBGZgBfHVoW1cg0wmXVYQj8s9nvGGFcQ3h7ZxKqIg1I88p93Ak8AvxnJs443I8TpH8XRTyReAmDZK46iF9xgcuk7oRRoJaKpEG8xZnNA2lkJq0zZDHpyPQ9v4jRXEV47G+ZVxbq34Rs0ArCA+ObSNS5ASmUnA/VYQPznGwxoxTN9dCDgU2AIJ218IXBM5Xu+YDmwgzzK4rVdCN5IZPt74D6J0NYXBjQJ6kIQlTZXospJZmNA2FgJeQla+peH3duAIK4gvGItxaTSlmL67MjKxT6BokNqAJ4AtxlP2qem7SVuycm3e6cBKkeO9P/qjysf03RWRLNkJiOHsQhbPh0SOd/FYjm1mQ+9hztr8CnlAyn/nScCpSmBAoxlrrkBqdku9tySRxhmTEWVzGHARkpH7DbL4fAPYZDwaS4DI8V5BtHsPQRLuTgCW0caydrSHOQsT2kZeG6Vvgc2sIH5qFIekqQOhbSyG7Ke9aQXxeG62XBFV1vAiUuaQxguR4323judrRNSOVgY+QsK+NSdRmb47J/AdRCj+tZlRAEJTO3oPc9YmTxKugGz6a2YSQttYBZG3Ww7124W24QF/Gq1ErhFgLmT/L8tg1q3Vl+m7yyChyalI5KUdKeDfPXK8m2o5ljKyj9RrbJqZAx2SnbW5AilFSKMDeGEUx6IZBsqr/A8ibTYRmfSnIpm0J4zdyIbN64iCURp91MkoqRrKu5HeqVORBeNkZHviStN3F6/HeTSzNtpgztr8DfiMwW2vOoCfW0GclyKvGV8cgSRtlGc6TgZ+HdrGlNEf0vCJHG86opub1e7rj3U61YbAPKTPeQbS7UajyUUbzFkYK4i/AtYALkb2LHuAx4BtrCC+YSzHpqmZrcn2xHoQQfWZlaOQUHMXkkgzHRGH3yVyvOfrdI5lyZ7vWgDdDEBTEb2HOYtjBfFnwEHqj2bmJU35J8Eg3UObKVC1lgebvvs7RE2nFXi0zjWY75ItOtCDhIY1mly0wdRoZg4uAk5jcP0fSPTguVEdzQgQOd7nSCeSkeA+xHNNK+DvBc4bofNqZiF0SFajmTm4BJEx6yj5tz7Es7T1fnQ+kePFwJaI6k2iPNWJXM8DIsd7c6zGppl50HWYGs1MQmgbk5Di8wOQTM//AidbQfzcWI5rZsL03UnAT4HVkK4vl0eO99HYjmpsMH13JcAF1kUWEmcD/1CLC00K2mBqNBrNbIbpu1sC1yEJT0nrrzbgAaRNmjaaKeiQrEaj0cxGKLWjfyD74aV9MicDGwE7jsGwZgq0wdRoNJrZi/WRXphpTGF89vUcF2iDqdFoNLMXUyu8Pm00BjEzog2mRqPRzF48RXZfz05EQlCTgjaYGo1GMxuhsoL/yWCxi35Ebenvoz6omQRtMDUajWb24wDgcsSjTPp6vgZsOLuW2VSDLivRaDSa2RTTd+cCVgS+iBzvtbEez3hHG0yNRqPRaKpAa8lqNBrNTIbpu81Iu7fpkeNpr2eU0B6mRqPRzCSYvrsw8FdgB0RE/mPg+MjxgrEc1+yCNpgajUYzE6D2G18G5mNgdLAdMZp/GZOBzUboLFmNRqOZOTgQERUo30qbBJykhOU1I4g2mBqNRjNz8FNgYsZrvcA6oziW2RJtMDUajWbmIK+DSKHC65o6oA2mRqPRzBxczmB1nlIeG62BzK5og6nRaDQzBxcDHwHdZf/eDhwROV7X6A9p9kIbTI1Go5kJiByvFVgLuAhoBfqAF4BdI8e7ZCzHNrugy0o0Go1Go6kC7WFqNBqNRlMF2mBqNBqNRlMF2mBqNBqNRlMF2mBqNBqNRlMF2mBqNBqNRlMF2mBqNBqNRlMF2mBqNBqNRlMF2mBqNBqNRlMF2mBqNBqNRlMF2mBqNBqNRlMF2mBqNBqNRlMF2mBqNBqNRlMFjWM9AI1GoxlvmL67EHAwsCnwOXA+cEfkeLpbxWyM7lai0Wg0JZi+uwZwP9AETFD/3ArcAuwZOV7fWI1NM7bokKxGo9EoTN8tANcCUykaS4ApwHbADmMxLs34QBtMjUajKbIaMF/Ga1OAX4ziWDTjDL2HqZlBaBsF4CDABUzgC+BvgGcFcfdYjk2jGSXmBeKc1xcYrYFoxh/aw9SUcjZwGrAoUEAmDxe4VRlTjWZW50WgJeO1XuCRURyLZpyhDaYGgNA2lgR+Bkwqe2kisC6w8WiPSaMZbSLH+wi4EehIebkbOGNUB6QZV2iDqUnYNue1ycCPR2sgGs0Y8zPgDqAT+BaYjmxP7Bg5XjiWA9OMLXoPU5NgDPN1jWaWIHK8DmBn03cXB74HfA08GDle75gOTDPm6DpMDQChbSwHPIuEYMtpBXaxgvjO0R2VRqPRjB90SFYDgBXErwPXA+1lL3UCLwF3jfqgNBqNZhyhDaamlH0AD/gK6AHagAuAzawg1uomGo1mtkaHZDWDCG2jAUn0abeCOK8mTaPRaGYbtMHUaDQajaYKdEhWo9FoNJoq0AZTo9FoNJoq0AZTo9FoNJoq0AZTo9FoNJoq0AZTo9FoNJoq0AZTo9FoNJoq0AZTo9FoNJoq0AZTo9FoNJoq0AZTo9FoNJoq0AZTo9FoNJoq0AZTo9FoNJoq0AZTo9FoNJoq0AZTo9FoNJoq0AZTo9FoNJoq0AZTo9FoNJoq0AZTo9FoNJoq0AZTo9FoNJoq0AZTo9FoNJoq0AZTo9FoNJoq0AZTo9FoNJoq0AZTo9FoNJoq+H/oKOBFGwCYNgAAAABJRU5ErkJggg==\n", 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