OSGeoLive-Notebooks/Cartopy/cartopy-img.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"try:\n",
" from urllib2 import urlopen\n",
"except ImportError:\n",
" from urllib.request import urlopen\n",
"from io import BytesIO\n",
"\n",
"import cartopy.crs as ccrs\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from PIL import Image\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"\n",
"def vesta_image():\n",
" \"\"\"\n",
" Return an image of Vesta's topography.\n",
"\n",
" Image credit: NASA/JPL-Caltech/UCLA/MPS/DLR/IDA/PSI\n",
"\n",
" Returns\n",
" -------\n",
" img : numpy array\n",
" The pixels of the image in a numpy array.\n",
" img_proj : cartopy CRS\n",
" The rectangular coordinate system of the image.\n",
" img_extent : tuple of floats\n",
" The extent of the image ``(x0, y0, x1, y1)`` referenced in\n",
" the ``img_proj`` coordinate system.\n",
"\n",
" \"\"\"\n",
" url = 'https://www.nasa.gov/sites/default/files/pia17037.jpg'\n",
" img_handle = BytesIO(urlopen(url).read())\n",
" raw_image = Image.open(img_handle)\n",
" # The image is extremely high-resolution, which takes a long time to\n",
" # plot. Sub-sampling reduces the time taken to plot while not\n",
" # significantly altering the integrity of the result.\n",
" smaller_image = raw_image.resize([raw_image.size[0] // 10,\n",
" raw_image.size[1] // 10])\n",
" img = np.asarray(smaller_image)\n",
" # We define the semimajor and semiminor axes, but must also tell the\n",
" # globe not to use the WGS84 ellipse, which is its default behaviour.\n",
" img_globe = ccrs.Globe(semimajor_axis=285000., semiminor_axis=229000.,\n",
" ellipse=None)\n",
" img_proj = ccrs.PlateCarree(globe=img_globe)\n",
" img_extent = (-895353.906273091, 895353.906273091,\n",
" 447676.9531365455, -447676.9531365455)\n",
" return img, img_globe, img_proj, img_extent\n",
"\n",
"\n",
"def main():\n",
" img, globe, crs, extent = vesta_image()\n",
" projection = ccrs.Geostationary(globe=globe)\n",
"\n",
" fig = plt.figure()\n",
" ax = fig.add_subplot(1, 1, 1, projection=projection)\n",
" ax.imshow(img, transform=crs, extent=extent)\n",
" fig.text(.075, .012, \"Image credit: NASA/JPL-Caltech/UCLA/MPS/DLR/IDA/PSI\",\n",
" bbox={'facecolor': 'w', 'edgecolor': 'k'})\n",
" plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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rrvi7RCLBmW5yvQjuJcyLZW7GZ7+PfuUW5NrfhGgTvXcn7DsMzTCc+yeI8RAsL6FDG5HHv4F6UaThofU6NGPAZix9nDS/BrRoEcShTpc7CFAjTJo462gxSYoJkmzCw8ahiYtBiZ10KdDP+fhFGzWycj6GZpnnESwCNJnFo45LBcEjwQgWIUKk6FClS404gxgEOcWDZGQtCR2lSwNbohgEMTSARY6aFFBsinqQE/JdLA0QIU2ebcQZQjBRPKIMIoQwyeLQT5EQx/g5HXZjE8elgiUdbM1gyRCODlGjQJkhOnETRrpIog6le9BKEZEcmtyO9GfBewwkjI4MIX0KsSJ65BQytgZGuxCP4L3//S/ULT9rIrmewb1EeTHMzfidD0O7BPMKn7wJPvcFmCrCVA3GfhOGgSOPwPjFsPwoHD+IGiPQbCO1ZdS9BHGXoP2vRGQLCR1B2EqDPTT5LgGiDHEVAfJU2U+bE2TlHEw1sYnRkRIo2BImogPYDOASo8h+6kziUiJKni4lVJrYGiZIjBzbKXIElwbg0WQWmyAJRvHEJahxZniIS/koR+THhDRNhyoxhnEBwcZFEQJ0cGlSoEWBJtOEiBNnNQqYxBHCKAk6ZKhQpsT9mAgWfXRZxJYAtmYxmaBEgioH6ZDEDUehPwXZBugBqJ9AqkW0oYh9Bdo+AqF1SLCDWhZkIshQFTpFSAVBBew6YOB9/RMvxO0/K0yuZ3AvQV5IczNu/ltIA4/9C9j9cPlF8MBuWK7DkoA9BMU5cMKQfwXs/RKseid65B7ogLTyaNcFzWA5HkIakx+T4CraHCLAADV+QpgMCbYRJECUDdQ4gkMBEwOXKiYwzq9R5CAghJhggQexiQAd6nKEhI6SZgM1TlJiL31yDjGGQS1alAEDRxqUdD8R0kQZoEMZA5OI5DAJEtMRykxjkaRDjbBkqTCNpTEc6lik8XCIspVlZuhQx8XAwaRDgwZ7sBBsok//DNGhQZ1dRBgmwiYMVlElwBJ7cUnQwALjTsi+BZoPokYEiZ+Hth6EZgmcBGZ7EptraFt1lP0YziI2b6cdBknvQ80MEq6iIRPJxSBkwetDeDf8h+dzOJzxJtczuJcYL6i5/fEfgluD6RlYux2OnoLkBAQCcPwEHDoJ9ihY/TC0BR79HNhbwYmi7SJ4CWieBGcMnGVw12DoTmx9JS7fI84WbHJ02UWAMAk24lDFxCFAkoBk8dREsTjFNxjiDbg0cGlgYhEijUmCeX6KiQl06ZfN9Ot5zPEEQdK4tDCJYBJCsPHwqDKNYBBhiBqn/GJgidLRGkoHiygmATwcFBMPB4cWFiE8HCzieIBBmC5NHGrE2UaZJRqcxGUJCwulQZQJFBfv6QgwwDgOAyxhssxJXP6JKOsweSPL5gNIahit3YW0C4TZhMUaOozSCh1CWg8RIEOAjXgUCCMEWUeJOnW7D+QekPMhXkTcjWhiP2x9LfqDK57PYXFGm1zP4F5CvBDmZvzjN+CBH8A1CXhyFu6fhzWboSJwyTlw4ADcvQuiG5DcpaguwPwhdHo3En8bdEpoeBuSzELOgMWH0bndiK5GHcNPcVvTBEkQYZwAg5hkcIjS4RQOFso8FoN41PFYwuEnBAnQx7mEiKE4JBglJZup6QJtKkzzPdbxNmKs5ST3EmMAkzARRqlwgo5UCGmWEMM0cakxSYdFoEuANIKyxM9JyXrG9R3UgGUO0qGEYFDnOFAlwgCWRHG1gkOBEH3EGMcmB4yyxFM0OECIDC5lLGIodSKMEZRzqegQ8zxJl4N0yOPQAHkIWwO4vBPXOoRELkLbt0N3P1FPiHAeQj8OXaqch8PtQAmDElHOIUAGm/Pp8DNMwlQZxOQkXZS2vRlCe5DVWZho4N32kedjmJyxJtczuJcIIhLP5XK7nldz+/s3wy+ScLUHN/wErtkOT5lw7TvALiL370Vv+zGMvAHWXgRH7gMnBKENYAlUC0AMlRCs2oqcuBNdmkK6AbT8GNK9DuRS1DwAZgyMKhhdP7pjAgIuOGWwswgFaHwfcfwykQj9WLhYhAhiEaGfIV5HjWWqHEfEQlQxJU1ZnyRIFAFCZAkzgDJEgzJ15vCw6bBIlxkijOJQwSTk/8ggaIIWp1BJ0NIiLi0sBqnybaIMEWYVBmGq7HraqAcIMojHKHVmaHKQACEs0riUULqEGSTI+SySpsTDuBzGJoTJCE2WMGgTIEKbDXg8gNIgSBKlRIBBhC4mA7TYRZAxTFaxJAmwjoMDpk4TIIfQxCOKX/y8QELOIaQmU+zHNV6D7JjH2/n7z8dw+TeTm5qaem+1Wv3R83LR06RncC8Bnm539NO/+Iu/uOzd7373aW+aN255DTLXQtdGwD0MR9Iwl4HsGOSyMHMKjjah7MAFv4E+8P8iNQ/yb4JwBJYfBCeJtlrgxMAaQ9TxJ74bZUicjwYbUHsK8ULQaaKSRcwoeDU/ne0KaBiim/39m8EsYrXRYzeDFyKoEcIMYtAkQhZocw6/T5MAy5yiylGUGhZJhBgONZyndx5AhwA5AkzgEaJJDYcATZbwqKN4eJzEZATlGAY1gmSI8VbKHMKljUsLiONwBJE2pg4hJHFI0eEAgg3cg0WQKCOEyGGRx2CMNg1azGCSpUGMLlW67CNABJMhuvwdea4FXkGDE9T5F6KsJcSbKLIPhwpKAocSUCWIh4Vgsurp1ecUHdsBmYLuUwR1kCCjKOPUoiWs+n8lwatQtlOMPA7RNbB6EX34P53u0KFQKLBjx47Fqampy1X10Glf8DTp1cG9BMjlcn/2rne9a8fpmlvwwwadfAYzWca7MIncWUSjWX9/pRdGs4JECiAlsBowvgrmfoZYabQzi3gRyI6h+/4ZCQ0gmkND/UhqNczfi0Y2IKksyiloLIFho4158NLQmUHrBqJ9mIzhEQOrgXZnwEhDxEJjYUQEpYMrDTztxyRBhwYhgjSYRugjJDaqfXSJ06WKQfvprVtx2hQQknSIUSNDiyN0SNJlDlhGaKCM4jGOiYXHKAY7UdbTYg+wiyDrCDNBh3GaZOjqcWARG4uumYHwaiQYRot/iasDeBQRVgElEuQJsIkOl7PE7cAcwjLCBbTkYQytEea3WGAvYfwN/gGupMWDGDyGyVYcdtMVGwI5xArT6k4inWPEMDAYweIQdrdGiBgmr6dFhiYnMNlPqL6VpryXYmgeQg2w4qCLyK6nkM3Hwfsyuv9PnvMY6uvr4/vf/37u9a9//Y9FZLuqlk9nTJ4uL0pVe48XjmQyee3GjRvff8stt5zWycuXfdIgvgz2E0U8exQeAd0QhE4BlhqQKSJzT6E/fggml+HEArQEZpagUEAaXXSmCbsWYfQDqN0B24LoIFp+FOykn34uHkaKT0d/pRbULGja4OTAHkND/bjBAhqYQ00PQhkIV3xTLT2IWldgaI6AXoKHgUOJJscJkaXNEkIbU1tYGNgYRBjHIEUbmxZB2ggdbOrkqfMLWsRoUscxPRxp4GIBcTwJ05WDeKTpsoEmu1A6tKnRZpIuRQwOEiGEzSoMsv5rtYNIHg0GkLGbcaVCB4cKJdokKVGnRJUKZbzsK3GD8zh2EMd8GDXHcM0+asYJ2gxT5RgtZp6O+q5l0YjR4qd0QtsQmURcwPYgcxEabtHkCEqVDlup2zsoGPMsU6LDIQwaeAzSNNJgTEFoFLVPQW4tkl7yS3lKtyCNOsb6vzmtMblt2zY+//nPj/T39/9QRFbUY3op6lmMbdtbRkdH73388cezqVTqOV3jV//e4OAuWI7A0mZIL0LlJHSDSTgicOUozJcg48EP2zAfRmMDiJFFYxNIcQGMMcieA9YilE6BF0ODEaR4Aq21oeOC9oM9hHSOol0H8YJoJwz2GCSGkPAUaofABqkf8htN1htgZpHkCOrMIKXD6NI+cNOYThsbAwsliMmgXEVIV9EhSJUpFMXiauaZpUELN1wBdkNnAWQHBKLg/QI8G/HCqDWOcAh1KxhdD2EQjz4w60AJvElMXSbMuqdT1zAefTSxcKwqmEVwiwgGGroUIg0ILSFGFw2EkPYkGCHUBRKrELMEnRpa2INYa1CvDbUaOB1wI0jXxWQQixIGE7hcSjtwCIy94AUgtRlp3Qes8j83lhA7hdYfhsYQ4uUgvgoNGVB5BLwc4lVQyYJlgzmJxK+B/hNo4yjEhqE1j+RHIGKjiwfg0Bq09MHnPD4/+tGP1r72ta99eX5+/g+e80VOk57BnaWISCafzz957733jm7atOk5XePVv2dwbAHKJYhNCANb4NjPlOJhC96S9dt0z7WhLwKPNuGUCe203+Vj06vg8CGIrQLPBNP2o4KUCVOPgSSRWD9aXYZQGtwWVJegXkdCo2i7CR5III26dSgchPglSDCCxmykPwOBpt+Vwy2D14UjD6MLTwtutcDxZ7jC9JHh1QTYRpFdKMN0MXHFoaYRiLp+mm02wS5AaxG11yBmG3UWkfoJ1LXBfC1illHnAOIGUFKAizjLqBdCNAHek9jkMVlLlzweM3iBbUg6Co2vo24MzDEwTCS1BmIFkGXoTPkdhpOXQTqHtvZBpwoLh4AsBM8BaSELt6GdDcBaRDNgh1FnElNnsXkr7UgTDTahcxgJ5KC1B5WLQKp+xOxV/A7GbglafWAOI8wBARQHrCBipMAuo4YggTF0KIiYhwADWoswsQkm74HEWnRuEj3+9ec0vjzP47Wvfe3y448//uFSqfTN53SR06RncGchImL19/c/eOutt+54y1ve8qyP9PvArQbHDsGaLDx0PyTfKxiPw657lfa5ASiHYXQQBvOw2IVoFLCh7sD3D6Fbr0DUhqYHgTR0AlDvoOObkOZJOLzfLwKOjULUgEwfTD8MLRdya+HIwzB4IVgmWpwEIwOxAWR4ABZ3ox0PCYT8SCMWhU4VXToJgTiSHIEHvohWKqBxxFmHpZeg1IE8aA3H2gaheUSWwIyAqRC2IdIP526FBz+E6giE1kK3BO2K3+23XUfN14LdBGki7YOojCBGELzK0y3PI4iYqJZAo9Daichb0cwVSOYQtP8VnBp0PUhdCe4hUPX7y9VPoi1F4q+GlIWe+m+QusrvRVd8ArHXo6YFhfvBSYJ1CVD3Z8q9BuLWoD2Ami5EsuAcAKvPv3bXg8AGsItQfxyCb0HMx1C1kGYT9ZIQ34LIUTDqaCCIuAX/i0NysOGVUP4WWhZkyyXo0jQk0kihDpE5dKqKTv3dsx6r5XKZ888/vzA9PX3VSrRZ6hncWcjAwMDffvCDH3z3pz71qcizfe2O9xuMXSjYM8oD34fB34LwYTh6SClvFdqHE3BVHg41YU8DXrMd9i3B9rVosYTMOXC4CpE8rNoGna6fwm64FP7xE9DqoroRCbwHjQ8jF65B14WRqb+FbheSQ0Ab3DaUqxCMQrMGXhBWbfDzY1shaEMsAe1lWJqHh34GA5dALIum88ieH6KNLgy8BrwmsrgXWrafgnVdJHUZGLNofjOSjwGHoXIcCieh7aJdG5EoBHNQmUZbdWgp0gH1xsHsh1AUcQ+i1hhQhEAKtIK4dTS4BmERugVUQojbgthmCCgwh7YLSO4qGDVh6gewXIZ6Ge0G/Kadng1dBzTtrxbjgZmBQMhPldszSPBaNGZC/W7fTLtFpNNFOwrWNWDPgjeDuDHUUsRMQiiHFj5GxDsPh7+lu0HQ4qcRqw9tzkIn6L9PMA+BFgQiyPgVsPTP6NBaZOorMHsOuu13EP4Z3ApqTiDMQmkab+9XnvV4PXjwIFdeeeXJ+fn57S92w8yewZ1lpNPpD1x88cW3/OhHP0qJPPOT/T78RwYnZ+BIHNLnwmAbCkfhuvfAX35YmasKS3lB3pKDBzvIttV4c4sQGUf6QlBf9h/KH52EoXF09UbEAfYfh4kd6Lc+B9YIOMMY3pvxYhfB6iHkwjiM7UHv/z7iqG8GwQSMr4MTP4dIBvri0GxCfwIpzqMHnoL+DYAJdggyA9CaheljMHYO1Ktw4Q6onYTpY4gRRJtNePwRtNpANv17SPSB1ULv/RKy4ffR174OiR6GU49ArQz1tn8QjSNIswUnZ6DloN0g4sVRY8BPIQMTSHcZsueDUUbNGlSP+SvGgT6Ipv0GnHcYUtcAACAASURBVN06JDZCZwoCA9AtggP0r4eBmN/E00jB9KPghaBlouFNSK2EtpaQtoN6fcAwSAJCaUQfRl0L4ldAdy8SiIIE0PLP/M8r+G6/FEQr0F0GYxOwhJg5NOCCU0QSF6CBvYgZgeYJ1On60V4jDkYOUucgwYchPYRqETGKkBqB5eMweim6/w5wt4OziAyNQXc3tCy8p/7qWY3bO+64w3v/+9//xMLCwiUvZutz85Of/OSL9V49ThMR2To2Nvb1u+++OxMMPvOele/5qMHCklLMCNsuEV6l4B2Hj7wGbv3PcKQIzYjgRIDBuF+kO5pBZm1YbiPbxtClEjQUWdUPUQuZmYX5IkSScNd3ITEBoTVIahs6NoysiyKXJWH1Tlh8CsnYEGgjUoPSFJQLEBmFVAomRsApQbvj19HZISSZAtMD6aLtOrJmPVyyA1YDhUm4cgItHUQmj8BwGkaSUF5CQhH/TIWYAZ1FZMvFUH4UCXbRSAAZScK5q2DEg6m9yLYxWBXzX9MuInYX+uNgLiIRgbiD5DPgHQKpIX05JJWEbAycSXCLEAqC0UW1iax5HRz7Koyvh84SxA0Im6jhIMOr0fE8kkuipUNgV5BUEhkYRYcGoPqvoIcQpwQdwDwfoQ6ugLZAA4hpIhNvQ3Q/WPMQ6kO8ItgxaO9FnCRoALwIIgkwu2A4iNgQCCCRKJIa8FNV5kHyiC3gzCOeiQYGEceFzFqQJkRdhBlkYBUUdqO6GRkc5VO3LfCJX1/3jMfg+vXrpdVqpfbt2zf0h3/4h3c8q4F/GvQiuLOEp+fd9t59990btm7d+oxf97sfMdixFQ4/plw+JMw8DDsXYXSdULGVJyZhrgILqixPhCEVgVYchqL+gzs2BjMn/L+LdTjiQSwNRgwaQag5SFvRmSKauxQiOdiyDcYSyOP/BMPjYLhQKKL1FtJwUU+QpsKO10Gg7C8+jOSgfAIGc8jPf4aaMbD9iAXTguEByAM0YCwBD/0cIoY/v/bwccgPwEgeMlH4/Hchvwq2XASxEBSXYOok9K+BdRthXdYvPWmcgtIsPH4ULtniR3G7Z/3Sl2AKNA4T56HlRaRUhWYXdSPI6svBqEE6CY3j/hzb1F4//UuMoYt7kKFXQGUG2kBqFIIRNJGABEioAQlgzy5o2+B6UKpCW9DJxxAdQp08WNsRQ9HODHhDiGmChCC7AR02Efaix+5FujGI7kCX7vELqzsj4AaRyA7UOgXxLAQXwbaRhAXNeTQYhspeaCWRsXfA3D9AcgOEImDVob4ABmhsBCp7kVYIxl8HsWOw/1GIvgut/gzd+2fPeCx6nscrXvGK4u7du692HGfns3oAniM9gztLyOVy/8/111//8c985jPRZ/L/n3iDQWgLvO5O+CdXKK7zuGxC+M59EMjD6k2Qz8Lf/5OQ2K4cPwHFQRPqSbgkDCMddLnsH+qyJEg+DjsdaKShFQIrDYNr/Pq2eAZ1XaTpwkA/Oj0NU8eRpQr8+z8F6xR6/4+R1Zv8VdBQFFk1gswfQytdiAokkpCM+unjqgE4dBjKDTACYIehWoELzoc+Bz1+BGm3YDgDXhWOzEJfHH3iCDI8DLuPwFQBshNw4yehtg+dn0U6LVgugWvBpk3gtKG2gKpCXxxJG8jkL9D79kEiC/tm/WuMbQUziHpd5MmdkFwN577ePxErZfpG61XhvrthqQSjl0C9BGYaDBMaJV9/cBBG1kFE0WwAshHELPjdV36xF0jA/BIcOwzR9SBZtDoL3SxibUPNDnRLSOJcNBdFUh7INGgNSnOolUYq02ipibg2dIIoQ4gdROPj/gpy+UFkaDvgQCjuf/kMZOHEo2hoAinshfAqyPZD3oZwHdyKfwbs5AnIvwastt9RuOWi9XVIRvF23vSMxvGhQ4e44oorJhcWFjapauc5Pg7PmF6KehYgImsHBwdv/c53vpN6Jgcz/+mosKorHPsh/ENMGXwdjGwSHj0qDG4FJ+svXD4xC/G10A2DFwF3WZFtDdzHm7DGwl7fIH5QYUlxD1loMYwEM+BEIDcMW8+FgIDTAsdBwhHodBBHkXoTNl8CGQdu/zZy6a+A0UacFpJL+Q/WcB+0C2CZoC54nr9yKiaUCuABAyNIp4FkczDSDz+9G9lxAdpsIobA0XnIjUA8jsTCEDDhonUwM+ufbJ+OQK2KUS5Bo+PX1wXCSCAIXgfaHiKCYQcR20JTFlguzC8juTTQgeoCtOpIvY4mc9BYxnBdiPX71187gCS7fkRWKfuGlh6E6jxggBUAMwgmaLWEtAVpOFDu+AsDfSOQSkJxwa/Pi8b9zyJgISbgeUg4jOSHkLSgiTqS8SBehpgLEUEDXcSs+6/JZCAERAPQPoZktiLmHEQzSDICAdDGCcQzwQhCchjCVcRuQjwD2ThcMAbuUcgbMB5G4x1k+hA40/6h2hdsR7pzkGzAycP88SN7+MTbX/VLx2ZfXx+dTie0Z8+e2Ec/+tEX/FCJXgR3hvP0PtNdt99++3kXX3zxL/3/D4+NUyot0wpX6d8upNZCJgKnWoJYyqwFC01/8XC5CO2IMl+FVleo3gndqgnvOh9+L0Dgiw/SORCHbgjGRuGUgw5vRLIjgIARgXgUCnOQyaLzZX8OLJeAXxxB80NghpFj+2DrDliagVjSTxsTQX+OamkJWSqhuQFYLPlGMDwK+SQszwOOf85oqYJeuBG+9R20G0CuuAQZEvTYcegLQ7EIhSrMVHzD2DIBhUV47AgstuA/vB8O7PEju4suhCefgte8CqQI3/wBTKyHN1wErRLsewptdRDLhFYX0jFot+EffgJmHEI5WPsmSET8vUCbN0C8Ddkm/Pw+dNcBJDkG5RrERyCchkoRcqugfMqfL8sO+Ia9tB+W5mB0A6zPQ2Ea5mbQvQeRQgv6N/lF04VlkDBk1kA0BME2uHW/kLddR2oNPzKtl6Hm+d1+q03EiPk9+iIRsLu+sQ1ugNYMlBfACsPweogXoF2HWAzWjkFn0U/ZzYDfDqvShE1r/fnPWg06Fnz3X+DX3g7hfjiyD+o5vLv++JeOUcdx2LZtW2H//v2vUtW9p/WA/BJ6W7XOcFKp1O++/e1vX/NMzO0D4+NMz5wgn68yuMGv+8wuwPfuhHAfLDSgUoGRbULA8etBO0sQigq5raAphQtMGF6Av9lDp5CFzBBs2ADHOpAb9+vfxsdg9150rghPHkHbeViwkEA/dEBPFKF/BGk1kFQItqxDl6ZgdBiWToIt0KhDKAy2hYZC0GhCwAbDAPWg68JwHmjC7Awaj0CnAa4gXYGLN6OLS/6K4EIdwlEIBOGcIXTUgV/sQutFmIj6KdWj/+oXB3v4dX2ZBJya903j1y6DTAu+9d+QYgX1XCQZQMImaBdOzMGek3DtNX5anLShvAtmHoNO048Mjx6DRdfvmvKGq2AgCAmB+af87VSvfQ3qHIGM5Wvsr/up+5Y+WB2D4By0T/nFyDjI9k1w7mq0fRSJW7BtLVy8GjZ0YLwCkVnItP3VzZSN9odgMAWrEjBqwbiJjFow0ELXGXBhGoZriPMkzN4NY2v8L4bt58HkXTC+DfIplBpYNf/LZWQAOW81DHchU4apnZCxIW9Cog3XXwWxLhy4C8nn4ZVrMS576y8dp5Zl8a1vfauvv7//OyLyrOs4nw29FPUMRkRG+vv7v3n77bdnftkZpucmkwxVK5wz6lJJCtm4YHhw/xT0jcJ0AUIjMLYJDjykeLbQ7ICZEiJ9sHwP1FLgrROY7qKTUcTOQ2QQOlG/Dis6CM0YWnRhz1Fwz0Uufxey616/5MCLwNAYcvIETKxHwwZieJAIIzbQrPjpWjyCdlt+tX8+BdPHod6BgSHo7/MfcrcBMUXnT0CzhThd30g2jsPalB/5FBchJzDagZOTfvlIrIsYyxCtI7kaLJyEgwsQsPx0+vG9/kT9WB8cOgCuQjYMIRcpzaM/+jmyYxNEbWhUUMOFGEjX82vcVuchGwKjCYWTaGMWFk8g8TzMzaOZIWR+AUbG4fKL4d9dAZ19sP8+xG75W9laJQRF0zFIRaFb9VNgx0HxkIABE1mw28iqPpg5CBEHjJb/5eA0IJeDNYPI2jiYS0jhOAyGkb4gdCpgu76xhm0kLJAOwXASNsThsZ9D0ITVq6A8A+ObwFv05wQvWgPTeyDoglGGxkmItGDC9VunP/IYmA4a6iLZDugclB1kbRQ9NYlEsnxqbj+feMUl/9fxOjAwwOLiYujgwYN87GMfe+B5e2j+F3oR3BmKiEg+n//Wl7/85Ww0+n9fV3jT+DgpywJpEQxCV6GlMFmDzZuggdBU6N8Kx/aAHRNqNYiv8vfS7/4inKgFcK5cBdVBNDmBVGNoahxNj6BlC6bLUIjC0CswlhaRgTFkXRC988/9/ZMnT0J0AxRbYEbQY3PIsQoUTVgOgJXwJ+7nZ2G2iPQNYLRbMLsMw2OwZhjRKlI4CfEwjGfQ0gyy5yByZB6uvAy6DdgURcNz0DoFoQJYs3D3XjhS9VOpogN/exj25+DydyM3vAbeOgw7d8Oew/COK6E8Bc0WrBsGqwNPTIIdh0s3wDvOh6cOwakSWFEkGEaMEDRcSGRgOIuuScGgDW9eh5wXRHKzEHwClh5FDt0PjUU//Vxfgvv+GdqLMGxBqg0XJMGdhKX9iFVG3EWQil8+M3MU9h9GNA5lCxIjsHodvGIN5AW6p/yiZKMF/QaEKlA+DuGOb/TlY3ilY/7ujDCQCMD6fsiC2svgLsLG1fDWy2HPj+CtV0H1IJT3+ws50RhU65CP+KZdXoZSGxwbCgD9cHEeUrPI9B70s3dDH3Ax/ja0TXmwF2CqgPFnv3x19U/+5E9iyWTyRhFZ8zw8Mv+/9ObgzlCSyeR73/zmN3/+G9/4xv9xF/1169bz2pEhbn90Fxd32uwXh3Ja6MbgokuEAwVlaDUMjQpzJaHW8JivwoGjUOwqhX7ByyWR3Tb6qo1IIwyuic51kFjKXyXdfRTMFFpTJD6CmoqkslArQKXqR0PDa9BwEzm+BzLjIArDQ2C0/UhgYQFSCcjFwWkgYUGXF5FG8/9j772jLburO8/PPuHmnF5+FV69ylWqUkkoIIFkkRqQsAADbrfD2G7iGJZtLHsWLJvuwYs14HHAA4zBbVvL4MZtTNuIIAQYAcoqSSWpcno533ffzemce/b88Ss3zRi8FjZt8Uftv+rd9d5d9546v312+AY0mQDbQmSAdhoGCxeOQDYKLyrCJ78AU9ug6AF9+JMnIJ1Bf+3NMFJF7v0aNCMQDhuTlogLCRu0B60mdIBMCBod+OJFsxgZHTGt57OzcPgY5NKQCMGp05BKIwcn0EefMlVSyIYLs8jBgwTPnEEKJQgnIJ+BqGWqv/YqVDdMz19tmUpztgy//Co4fhKWGrBvHJpt6PmmmlxvgO+g2MiN++HrT8ClGvRstLAHKU3DaBF2j8PeFPgX4PS34fQybA0MbW3/LrToQq8Ggw6UywbA3FSo+hDOgheCm24FtwfVNfNAKWRBm8hGDT2w26gyO2Gz8bUdyMaMmc2ZOeSOa9Dl49CoIXaAJpqwtAlTPWQ2QP0CzNlweMK0sX9Rg/3HYPsoxHeC6xC845d+4H3+6KOPcvfddz+9trZ2nf4vSEZXK7gfwxCRQjKZ/MjHPvaxf1Yi5LBjs7CwwMFeDxWfYlGwosrLjsITJwIiCgkHyktKbSNgsw4LZWF+XtkIO6g9gnTG4NA0supCcSd0I8jIFLzqTjh/DqJh6HWQkR2wvYgkO4byVF2AbttAKKQKy5dheC+kkxB3oLpuKrvlNYgm0FgSxopIPoQ21qFXRTMh6FRgfdkY0WRTMBSHtEKjAs8twL5xtFNF02nYVjCuXdEiMj6FjB2CaAYmcpCPw0IFWetDJwZeEroJtBeFQRbGJ+GeW6F5CR74Bjx2CiYmzaCy5yFLy3C2AvMQyDXIzqPQi4HkYcd+dKGKTO2Hfh8QmBg2BP7z5xHbgl05WJhDKxXIhgwtrTcA1CTY1Spsy6BWD7SD5gIoeUh93TA0HnwW6i3wQZaWoOyhlSjUYyaB7xyFG8dgTwCpTfBm0bNPweYKZAZIoom4m9BahYVFk9xDlmlLn3oEegFYjpnTtdowth0dykC3jqQGIDUze+utw8YKqn1Ih9CVFYg6SEHR8BoSXYVCGVyfIF2H6DIUN+G5S7AUhTel4cJJU3k+cx90Vv/Ze/2mm27ida973a5sNvuuH90J+m5creB+DGNkZOTeP/zDP/yZN7/5zT9wAPuRPXvwPI8zG+tM2i0WBKop4e7r4MQsjO6AU10Y2gaeBcsNOLkIM0vQyziQHoLRSbPhi6ag6UO5a0Cpw2OGejS/Ck0gMWKe/m/4BYguwf1fNpioF73WbEaz4+jmAoSySDiEFhPm4DqW2d7FwpB0oF2BqTFozRh+6fMrMDZihCyjDvTaoD5EB7C+aapGtSAShx1FsD1E1tFy3ZDEB8EVXmlggMM1gSCMprJYpSI6noF8AM06LF+Ceg9KUaTSQD97Eew4vOwVML0NYgL3PQKjE+grb0FOP2UAv4ENhw/AI4/BxG4o+HBmBm49BqEW0lhHT8/B1Chc58B/fwIuiQHMxjLoa69DGgtwYsYsRK6JwuYWrHQhEoItNWDmzz4HE7tgYQUyu2D8xUaWamQc7piGa6Po6Czi3Q8f/Rw0LWiIaf8nCrA3ZtggJyowAAYuJDKQiMJzFdi2HfIpw3VNhdHn5+GlR6C5ChkPZi9CNWzct1Tgi+fhv/wsfPU45H2or5ikPd5CF1ex8h6xGviXoGfbBvz9DHDbAQjK8M0m/Oz18Fdn4a4bCd75yR94v7daLXbv3r2+vLy8S1UbP8qzdDXB/ZiFiExMT08/ffbs2YJlff8C+85kgjsDxet1OJOFI1l4qmmgV8s9aKWVIy8TKlvwX++DdhFq+TAyMQxTETgxgAWB2+8wh84LoOWjWwGkiki7C6s1aHoweTM6nEdkHfDAttFmBYmnYNBD+/0rWLUtCFsGz9ZvQ6uHWo6hOXVacHQnjHpw5ln0oYcRKwmHx9EHzyCagX/3Erj372AQg//nYzC9Cu/7AxgvQKUOi210aAgm8ojfh40tiEXN4iBsWlL1+sb9fasOtsDAh9SVlrXUgK1lON24ItSpsGkZwc2pXXDsCExHgA4cfwpmO7B9zLSahSEYysPXnoRf+WVTlazOmhlXewM26uYBsW8H7PHh00/BfADX7oOJPExnkP5z6PF5qABTcZhvGbiMF0DEhn/YQE9UkGwJ9t+ENrpIZj+UJtDxInLzLti2AhMXwPoSfPQh8H1YFKiHIR2D/TED5+gHUMd890VFEjbBkx5y20FYuIwWMgghqFnwir0GLHx6FrIKtR60FVoumosjMRvSLbTbRrQJ9TbuaJ/QErg5KISgMBBWH1VWt6BrJWDHNXBjClaWjf/GYgN23Uzwnh+sRvJHf/RH/Q9+8IMf2djYeP+P8jxdbVF/zGJ4ePjDH/7wh3M/KLn91uQkh+MJNlNJnkTo9eBbPWUprVwoKlNvhP23Cxt1+OgnYTUv1JNZZPwI3HoUlhyD7M2XTAvj9aHRh2oPqQbI6cumYut00JED0N1CXAfmzqDPPQd+Dpk8YNodO4S4DlJbM3pw1T5MbIdaC40mkeFhmBxHbtlt5JJOPGW4nftHYU8Ejp9BLAu2ZU0F0erAi45A8iLyxOMQWHCmarBfk9uQiSLy1Seg7MIvvM6okSzUYLYNQQnJTMD4JDoch5zCMMA6LM/CXM20zrsU9jdhzybEKuigAivn4bnHYGkDWl0YLcA1GUNRK7iwsQ5RgZfsga98xVRgQRjxbWhYaCsEhRGYbwPD8DOH4aDAuVNw4iScnydIZGFPGoabcG4JVltIbwClCOQVXpNELB8dNKG9jCR88Bagv4pMpCDZhuUl2PAhlDOzUsc13NydLSOGsLgFEQ9idSS7ij65hqZ66PYu8uYWWn8UpitI+iKyfMaIBDz5pGGPFIC1HiRtiPcg0kRaVahWYQMkEzIqLyMDQm3DZe52oWODlYLrb4FXvxhGt5ro3JNw33nIKsHKOgxH4PJXkE/c9QPv+7e97W2hcDj8VhFJ/yjP09UK7scoRGT73r17nzx9+nTh+ymF/Pm4xeMySrzeoN3tMBfzGRqD1ThsPwSHDwrnTiknluBbX1EDD7h9L0SG4ecOwsNPw3NNND6GTO+FUhHm5mC2apJcdrdpNfwW2u7A3BnIH0Je/JPw6F9AZAjduRPJhWHxpBnO17cMODfkQiZi0MOpLGgfVpdh3+4r/NZz0GmiXgdptNGOh3QE0imo9SGVgpGSgWYkXQj7WOfn0XgSAoVCHlEfjXpGIr1ko/0O1Orge2jIQs5sGdpR1YN9wxDyDY0p24OT66bi2tZHlzaRcMtsRus+PG5DLw6HR5GQg9ouFGJg+dDomjJgxYe2DQcnDFjYjhkwsqvo+Q1kfAhttJA68CtHwFuFP/82xKMQCExGId6GShPKPWhhgLnXxtB+A2m1oBLAl/tGC2580qioZIfhusNQVDPEL80j0ccI/mweESAygLUBUoygdTHb09IAujXcLQgXlFAV8CHogJUGKkYUeDAwI0kdTZhE28NUbwnHJN2tOlZ4gAQ+wYaiaQviAW4DvOkwxbM9YnlIRY12QbRhRFRSKeHx7yiXh0EPCvqUDbt3QeMsVPYQ/NmZ73v/f/zjH/c+8IEP/OH6+vo9P7IzdTXB/fjE6Ojo337qU5+6+zWvec0/yW5TlnBrIsl4t0E4AQsq1MdgMwI33gjpNFyehydnhcgoPPQlkOsmILcTef0h9Nnn4dkKjB5Et00hsSg6v4psVA2tIV8yGmbhPBzeCc88BUf2wje/BSfPwcQdEIsb7NZYAfnSn8L6AA2NG9f1kV3IK/YiyUvo498yGzkJmVlevoBGXcRro/4AKW+aai27G91ah3rD4Mh2TEEaNKgh+ThEevD8MzA2YuhgcTGKH9vS6HOn0K5nqhtpG/Xfs2UYikC3Z7aIpRiEetDumva51YHYANoBOD701BDlR7smKc7EoOhA0gUCZH6AHouA10U7dexYQPBNwI8hU2l0n8BjNThtoXUXufM6KDdg13aYGECrbJgRiT58Z8X4wD7UhWO74fVHkZvbsPh1eKBsWvsZByIROOQiT3bQjTBEk3DjBFIK0G1V+PwFk4DCAk5gKnBV8EFrFpK3sAoesZBgLSmhpCnqnADcsOCVlcHA5FavB4MUSA+22hCULRhTAzyu9HFHe8gj0C+6WKMBodkB/QgEyw64MeTn+0yd6RJagXxUyEpAvCf4ZUgUTQF7Qc1lb4dHkQMhM698yXUEv/j4P7n/+/0+U1NTG4uLi3tVtfKjOFNXE9yPSYjIroMHDz763HPP/ZPq7b3JJLVIk7Ex6NoW1YaykYSpW2C0BP01eGoJVizoJ+Hco1AbJOE3XoqU19B/WIPSLiMdnhwF30JWNtHsTiQRJ7AHyFABzj0Lb7kb68EvEkSy8J1HYL2BShaGj8DwNkjZ8KfvNSR8+xhwF7Lr5eg2RW7bieyeR//yj9BI2piiHL4WcRqotqDdgErD2A76DoTSkBmBA1NoIkAKAvOnYWHZ0Jwmp0yrWa4YOaSVZeh5hiKlHsxsQC4HYQeGUgYAm/Vhfs3MtawehH3IdqC2hvT76FoXQkA4gFgA9R7qgiQHWAserAlBKWVa0nQfa7JD1APrnOIkQGeg9Tz0D0URO2o08mzAs9E5B7ltxHBawz0oNQ3TwNoi8siAzrOOAUNHEuhd22C6QejiSaynhUGg+I5jpI4momikh/g90ABxAqwyWCMgl8GPKBIR7AiEwopVF/orwDgMtsDdC9EmJMPQuwQaUlSh1xWcYRBPCbqCFYfcDkhtKJc/KwSHIbFfqT0m2Aegdxrax8PwogkoDcErRtBrH2DvJxs0yoqMQqcBw/uEwrySSkBMBTbMWLQbgPaUpgr3f1jhE3fAw4/jTDbxwxmC9/3THPanf/qn3vve976P/6h8HK4muB+TGB0d/cK9995758tf/vLvef3+aYtn2sKpkrLvOiXdFTb6cLYOL3kJrMzB04uGhXD+HNRTSnc4Zojs4sBZ27SikkWDEFKaMMuDlU3Ytt9UN9ceAGpIwUX/4dvIoaPo//tZ2HXMyAxld6JBFBmfhpWT8NWPoc4UhH4bifuQL8CtR9E7h5G//zXY9IAwxLIwtdMYOpeXUHGQatn0SS++EVYuQNZ4oeKq8QPYqhqsWCJpvBdiVyScKnVzQeJho4TrAIEiZy6jL385XJqFsRKsrYEdRw9NIJMROPUlCPfhxGXkjjT64BzkbIj1oN4GAkNsDxQ37GOrwDxo+IqsWlPxfQsSITTjIZsulATp9tA6cALThh51kM0U7ImiKz0YcSBfM0q+A59sTgk3heZx04G6U0o2C5ywaGwofgg6PfDVgrE4hBWiAbh9RH2kYj4qAUT3gX0BcM1lsBSCFnRtiI6B40G4C1bF0IWbdXALMGgYgeTBENgWuFlhoqgMu9D8hvDEI4rcDqMZqJeFzGHl/LsV/sO4mR96ARzzuemOi1x4E/THhMgBJeEre/OCPQfNirndFk7C3u3C3DoMDyt2WvirTyju7wmDx5RoWqg9nyC493tdBT3PY3p6emNubm7/j0L992qC+zEIEdlzzTXXPPzMM8/k///V2+9OWZxX2Hu3IJ5CByoDYXgUzs8rF6rQHIGZ80KZGOxLwVgRHq/Cjt1wXRYubcByE+Jp9LPPIq/9D/Cm18KT9xmC+ljc2AA6LvRcs/1caRkPg9Uq2uwhqSnTLsUs5NG/IwiNIckD6Mge5OZdyDVh9L4/MzMrQmhfsYYn0HzCYOKKWVPBZcIGCrK0Atkh2DNhqEgyAOnDwiqaKyBe74qkN6bdjYYg8KGUQE9fRLJZdK1qtoEDRJatfwAAIABJREFUG9wYtAK4eBlueB286ibYVYPjD6DNNSTUNF6svZppdzM+VGtI20cXxCwgdtqQ9HAWtgi2IBhgtrQpsHIDnFUL7St+GTTtGEBz2DYULkuhoga2kXANncsFoh461iFa6WJvgh0SnK6ibfCaYI1j5nEWRgFYjChCuGhMyjpL0IpCYClBWLDCppsNT5ocHaoJQUsJLIP2SWaEqCqRLuimUC8rsREYdAU7onQr0G6CvQdGR2G7C4fisPS4sLyiNBzoeDA3AyOvhaGs8IV7lNR7IBoV/DUldS0cPiUsrCrdkCGvjBwRUh44njJogBs22Ol4X7h4Rpk+Cstlc5mf3gCNgRcos7//T/PPvffe6//mb/7mp1ZXV9/5rz5bVxPcCx+jo6P3f+Yzn3nl7bff/j2vf/zlwuV54UIcjt0CvQ44CJE0LK8oT7egm4bZLdjKCDKcRqOOQe+fSsId+4wiRCKE9mzk94+jL74L+em3w5uG4I9/26DunyvD7TcY9d6dw+h/+4ZR2y2Mmy1gcb+pxlwXdmwDtwkXn0fGd6GjOegtQrsNyRh0OyZp9hXiKbNEqNeg7pl2Mh02Sr1RDAezWjOztbUKTAzB1oaBKvhAsgiZBEgf2WqgqbgpWTotA4pNxE0V1leotA29KrcDLY5BLILsnTa4tbnT0G2jQ3Fk0gZnDmYvwNYmWveQpICjhnEQWBB1DDC25UA4ZLaAZzvInRl0bh3t9ZFE/7uQDAKjwOtboBaEBV23TI+YsJGQQnEA1JFGF6mAiqIqRCYMzTQTg4wFsRYMytDahEEI/AC6bWUQtghspRWCwIEdRyC8BK05iJaEzrpi54RUXilGhUhbifSE9UtKzwEciKVg5RKkS0JiVJkah0wdtjlw4hGjDh+JwVJFOTcHpWNCaRjac8LFFSU/DZGkUogLQ75w8jnFi0K5Zjrv2CjYvqCqRBNCp6rkSuB2gRY0ViBUgG4LOm2oFuFUHVp/FHzPfe/7PtPT0+XZ2dmDqrr2rzlbV8n2L3CIyIE9e/a870Mf+tD3GMh87IMW1VlhFrj2Fmg0hVgULIHlsvD108K2m6DeEDZ8wd+pWKNdMn6b7vNdI9m90YJdo6BgnVqH7Djyk3egN3SR8t/BfBniHrR7cPwiHNtj+pizy5AfhmO7jEoGgUkiaqPqgh8gpVGw2ob8fWAXUIN8G63PIvMXYW32ymC/ApsV6HUN0T5yRWp9eAQqy2AN0JANTmASgXagXobyppmMpxyDcatWkX7PVIhqG900K2Ra2I5vEtHiBqQyyMQBrGQcrVeQhVU4uwTRcaS42/BJuxZ0BLwIMohDJwK9ODJcAidmPBP6YUgXkUQC/DCMJWBT0ZCLlMLg9ZB+YJRNapZZSxKGwEXLUYgmIJ1AImGIhNH+4MrvBKhYSDRABMJxIZEGuy8kgZhCBKFQhHjfjBDDIsQFCnmYysI2FwoVmH8QXvWTgruqDEVhBJh0hMMxZX8YpnzYvGBEi6O2EnUshgoQs4ViwiBDEj2zrxh1QcpGPWplHlxbGEmAVuFwCV40Iuxcg9BZmKoIX/o7KESF8ZwQH1h0O0rMFeJ5qC4ZDQPLNv/t3TrgGkjj/AXYvc+QPAoDCNfgd77zn/j1V/zO/7j3LcuiVCqFH3744fx73/veL/yrztfVCu6FjbGxsS98+tOfvvN/rt5++i0Wdx+B+z8Nstt0O9EMlAew1YfFgbDtBuUfPge5N0P5aaEdUnp56G+B1l2DkvfSEEsapdyRGMy0IJmA/QFyYg3NhdCn2kgnanTOjm6DhQFYEWRsEl3YgOcvQ34KNquQmESLo8jENthXAj0H3S1TdbkONDYBC84sQroEm00YPWBAt65ruJWdKhzaAdXLsDwPiTDohlkqrNQhmTbvZVtQbhml311FOHnRfPlc0cwWk0nodhErhHb7Bpc3sJFdO9Fq2ei3VRowsICwGZJPjcHWnKka8wmjurG5ZSAujo3GHaMUvLaFYiHiovk0FCJIykPSNbQ/C2sryFoTbfhmHZl0Daaw1zcPgsBCoi6qgWEVOEBCzDa11jZG2Pk+YnlERUlbMDQsjHQU7xJ4XSGRU2ICflPo18GJKtumYcQVTn1HsRPm0ogvRCPKfX8Nb/wtiKzAjdvgsa/BRg0aniE8pEqAIwzlodtSvJ4R9L1+SugvK8WKcPmMErTgzAq0xCytXnYMQgh+U8l7QmtZWdoyknOLHpCDTFGxMkLFAzKgKdhoGy9pfEgUBKkHpBIWjZWA6JCQ78DxC7DvGrjkw+qtyjMv+m4uCoKAnTt3lufm5nap6vcO6n6IuAr0fQFDRFKO49x02223fc/rI2+Bme8ItduVm7cJ6Tx86xKcakPoJmFrXek2hGZSKC9DI620BtDbiqLpNLIrDPMRIz3UD0NzEl58LQwn0XoH0gmCmMD5DhKOQDwD1+6Ajb5xaxp4xlX+mh2wdximo2BtgreI3LwfDiiUH0PxjKlydwkunIKZLUgOwQ1HwGug1Sp06mgsCsd2GrBqogFnHjWijutb0LfhpdfBcg3qagZJiYyZS3XE0DNaFqSLsHPMyIPHgEHT9HTuFYhIYw1oojPn0NlF8Bxkeg+MpmEiBqUebD0PnWXQTZg9DScuQqJgjG5qHWSxh1ZCEJpA0tOw8zCy/YqrWNZDu6twZguWHDSTg+EsjDqQGZieKzSAuA/JHhqqQ7QK6Q2IrKL9JWRxDUk2cFNN4pt9Mj2lEBWGROCCsLUA/YgiIcU3I0KIKe2mMvAsTj8Ll3pKbp/gRox0XiyqSA/e9Aa48FUoDglfOw72pNCKQC8pZCZh517YOaqUBK7LCw/eB1//Msw7yivfAKwomS2QZZisQHoV8uvw/Ldg/bjiX4TOZaW1DKF1iK5DvqqkViA7I9RPAotCf84sN3IZqK2ZTao1UKIhi1YdIjmhuWzotdfvNkpZkz1wP/m9s2fLsnj729+eSCaTP/uvOmNXK7gXLhKJxNt/67d+6/ff//73R//xtZ/7Y4s3evDO++GeT8Fz/wcsNWGzDbkXwc0/C89+Bh57ADrXQq0FiKDdGOydgnEP5utwxlCoyKSQmINajnmkJ0tmmF6twDc24NCwUZBIubDZBVVUbKQdNpXfWsNsOp9YhF1H0GwBmZ4Euwd2yxDtP/cYpIeR//wu9OEvwIOnIZc187eQmLlcEEC5CaEYpDJGQWTcNuR0vw/2APwuut6AC3XEScH4BOxKmUQ2N2OkiKMxA5zNxJG2h6YisFCGbBatdWG9gRy9FtEADfkgAViKDrqGZO46iNdFP/EAUtgO//5X4d13IOXjBP/7R5ADe+G2HYjdQM+ehogPbgNWK2az+Y0tuGnMXK90YPSmWi1kuYNmwgam0mgbkc1mYNRUbCXTg6AhSDTAjQghF2IuyIoRIZGYoYAmRyGJMfnSliGIOAquKzQ3FBVwEpDMGDhcNDCY5MaSoAOzl7EcJRyC3dth9QK88gbhwhNKUDcCp9KH33tASReFX/452JeD607CffdDUIf6JoQth1WxqQY+SREshI4q6ZBLLBIjnU7x1+Uy19o2rSBgudlkLTRgkITRHUIzAs0kxMeNXgG2MLQXOmXF7kI4JYTbSsiHJx6D0RtA1+Fvfu+787i1tTWOHDlyfmVlZc+/9IxdTXAvYIyMjJx56qmn9o6OjgLwxnssbr3J4jfeHHDLY/DzX4TnPOVcSqgeFw69B6yvKl97CDpZqO8QNAHNhwReWYS0ICe76GQIHrJhaMRID2kItudhswbhGETE0Kl27EcWLph5XbkBOaDZNzCPbtzs+zdaZvrciEG6YMj5wwU0Ikg2BH/xl5DbA29/B1z+slF7ffKkUeRteldmUTH01CISzcHYXti3DSItqM/A+qpJvOmEafOWK2aONQDZPQ2JAbK1gc6sQyKFjGTRtTLkEtBqga+GFdEdoC2Q6w+aNjjtQq1ivB82aiAW2Lbhp1qWmT/aWfTaPci4wPk5yLhmaGRtGl+GlYb5Pv22WXw0BtARtC+IFYfxFEw5YG8as5iNAJkM0EEdGgH2lfxqW0bNye2bf1t9sDzAVqIpIagaH2y3ZBSYwiJEB0rQUhgIrg2RmNDZULpNpdUXIhNCZkjJ2YLbhoUTSmQKDh01YsOlUdiL0KooIza0LgvVTSXWMayu2TJs9mF6EsZDyq4FOLEM4SYMCBOOxejncsRSKS7aNt3BAOn1SMXiSMjl2/NzvLpYYlPBdWxOr6xAu4W02tRTHrE01IeBDHTzQAq6CfOdJ4cErwWjGWGoqdQuwxMjymRC2DUC73/Ld5Pc7bffXn7wwQdv/5dKm19dMrxAISL7jxw58q73vOc9/2O5cN/F/8TSAxD6NfjUlOF2rzeFVlsJ74M3TMM3PmvmG94oaMaofuMEeK02EaeFv6DwPKaCcqMQSRmZoZ6HWhYyGBh1jz2KPHvKwCXOlmE8a+haT1agtB2yYbTmIQ2AKGSGoNk17IRegBXYMJQzf7c3A1/5a1juw74b4FU74IGHTcLq9NGVOlK3YeoA7ByGyjzMLECQgvQo6lrIQh2aYThwLQwGSCwNjmNUPvq+mW2dWELe+u8M+M/vGA20fhdxLTgyhCzOwsYSkrIQp3dlut02gN5eA6I+eHVTXcUDGAmQ+DKszECwBYN18MrQbRiXLKdlNquLPmyEgAQk80gkjcYTSDgKngsSh2LBtL7rAdpzEQmhtk1QGBCyzCUPiyFWDKoQHhJ6l2E1EFrTkN8O3pyBuhEWQhHwG0IANKqwNme8MzZL0B0R4lcEUNYvg1OEp/4WmmMw2AevPwYJW3jsK8p934FX/zq8dB/sWobmReiuQqwKu7egeN7CX09Tdsc5tv8YX3Rj9LMZOtkM2bExOqkUt958M1v5PDNBQJBKs/foNSSGhqnksrRSSU5WawS2jR2NMlIostkV1jd8Bks+/YaYjXAPOgOIDgvVDhzeI4x0wJsHKxB2rMDXH4Lpm+AnDnx34ZDL5WIPPvhg5F+6bLg6g3uBYnh4+D2/+qu/mv/Hn3/h8xbjNiz1lQ9vgz/+iNDwlTUbKp4wkYeNc0KtZ5La1jPQzsDWErTyNpJRuhshCEVgd85wC3f2YX3ewDhqy1iplgHT9tbgiQZEi7DkQn4bbEbBGoWybSgS7QJCyTjJj04bPFo2jVTXkIGNbjbRmsDYDthsQW4EUi7SbcADXzdwib7xSxA3ATcchpINrXmYvwxR1ySQ2gKyvGo2oR5IpQNHjxo4SaQFC3MG/Ftvw13H0GeOmzmcNMFvgddF9iaQU89CKQxhF00GaLVi9Nqkb3AJYzYEFQhaaL1mSP/VLSTSM2YrgyYS6pvkF+2ZJDfTNUk2b0MJIytU3wS/hdAxsuV+3cD5l6tABrIpszkVC3KKG1OchBIJTLcuTaM87ij0L4P/kNLNxfASBrHjTgrZvJruv28UplafN7Oq5brLRiXLqjvEM1aCRyZh++vNIb7tbXDrEBxbgrWTQqIGtxyFu47Bqc+b3cr5dVBL+GoP3jUEnabSTSZJZNIEqQTtcITXHL2G9L79nA6FuQx0whEGySRVz+PS2hrza6tszi8y7Dj8xlvfRmZ6mtlOmzXLohePEx0Z4robXsTY/gMUJ6eY23BwFszMrtSBg1HYhUEaFaJCyhEWZ5RcEd68HZ7+PPzHX/xuWnr1q1+NiLxWRP55zf4fEFcT3AsQIuICP/na175WAF78Lpunzilj4/DGCfjMn4BVUi6vCc06xIYMxOzMecXyhLU6pF8OoQWIpMGxAlwHQtK7orJbAWcWnphHbk5CuAHtLah5UAjDRhMGAdINDGG+0gIcNBKGG6fg6UeMDpyVBo2j1R7YaXAz6CBE0GihEkE2m7DSMRVfKmW4q+MtKNcNR7LWh/FhmByCbACxNmzNgtagvmxAuWt1tB9G3ShM7UELJQMC3lk08uYhC3EGqO8BbfPetkLUNv2cDNDji3BkN9rsG8Bt3zf6ctKHegvt9M2mM6rG36HvgS1oxkHbfUPWzLXRuXXEaUKvbvisrmd6SdszJjmNtsHwxXyDsh20wGsjkT6S7EGvifRbRhQz62PRI1KDUMdi4EMsbfxuIhbYfSV9GIaPwdRCG/sxyBWUcFWpnDBWEoMidKpCbQ36NQfZDCOtIWRxAuQYndg+vroN0nea9+x2oeVBta/MbyreCBw9JIx24MlvwOkKTKHc3ISnL0MkkiBcLNDIZHGyOWZQepZNrdNhe6lEupDHTqdoOTbJbJblrQonFuZ55vQphqtV3FOneP977+GWW1/CZq+HH4uzgJDI5njxDS9ixnFwUmnKnkv3kjI4DYlnYGQWgm8qFx4POHFCedtLhKefNAvnWzH6pL/0S0YK0XEcfuqnfioaCoV+sBTJPxNXE9wLEI7jvPb1r3995B+NZC5vUxJFwboAz3tQHYJyX4iWIDKmJAW+85cQTAr9/UppuxDdMDN8ewNkQtm+H0KLMP6/BYS+VYeTwC2j6LkV5GQHMhmotmHNM5SmtE8gpgLR6AD1GgZA22nCyqoBKlWasOUjHcfIX0+MQyaBRBSZSBsn+jPn4eQKRCehL2hVYNcYTCQNQHZtFtwrCe3yJVhpGsyChKE5gIaFTO5F7r4DMpsw/x3YOA+XzhqX+lAISiFktwOz5w0cfqFlrPfUActGYxGCixtmIxuKgeOiAzEtej6D9Fwo20gib5YupYQRb0wJpBsQ34LNJprx0WbLZIkORkeurUZlw4kY969QGNQ1dnqOoHFBY4p6NWh3UNdDpG9mmf0APwbJvLLvCCx8RClH4Ya3CrX7oHpJCEZMLvXiit+yOPUnyqnzYc5t5HlKtnPp1hLe+8Om3Xei5vOULeRsBhq3UqvdzheKkH6zRUvMs6vSM91/q24k7xp5SOyGa/fCnAM35IA2jGfSdEJh2paF47q4bgjPEjLpFAPLJpFKM3Bc+mKzfWKcQr7ARqvFF2cuE281IRalv77GRz/xCQ4dO8ZSr4ufyzLnulSiUd7/279DeeDTiEQYuGnKFxX321D5JgyehuZDBtT8+99QdseM/02rCkNnhD2T390NvOMd70gWCoX3/kvO2tUE9wJEqVT6jXe+850pgH33WHQ92L9DePASLCj0MtAKKUEMxBNsgaN3CReOK6UwZNLKcAlCF4TuaThwoxD8VyH5E9D9HHhFgZ9IQX0DagGaiUI8QKN9uFgDjUAsiaQd6PeQhIDjIeEu2L7h0/TLkLYNDKO3ZVrKUychNwRDJdMeJl0jie1VTSuZ3w6PXICLKfTFd8LrjkBWYGsF2dww2mKRkFlyuD7arEMhDakB9FbBqUO6h7Q3jFz50d2QGqB2gGgbkj6MeHDpMlKpw1of/BAyOYlIGhkZgWvSMLMGi1WD++uHzKKlayN+DAppQ7OK2qbaizlo3YOeIhHLAJcJUC9AG4BY6MACS5CuAjYaChkrv/EAiVeR9hraqhlVk14T9TtYA4+UJ6QtoZSC0Lxw/U8Je+uw8t8Njs1tBXhd6HsgGWHx84q36CDNIgzGIHwNMjiM3nYjTLtG9sPzIegZReNqE9IOYVWalxVflGoLFppmbLjWh8ttKG6Hnm34oDt2C34OemrRUyWHkIxFGQQDeoGP7w9IhMIMF3JINEI4mWChsgm2w1te/3py2RzJdJq/7XRZaXdodLu0mk2OHj3K6+6+GzeVpqlKuFhkfnOTsfEJ+mKxEXLZNjTKylYMe8VFLimRy4q7Yjx4Aszt1K9DvKGc/zL83x8y6Wnv3r3k8/mdIjL2w561q0uGf+MQkZGJiYn3feADH4gD/Mo3P8rRg12s+2BzFKqWgQzIKKxdBMYMe2h6CtIejCaEAsJz34JKB4rvhPB9phjqV6GyCmyPmkHPad9Y7M1fkQ7qq4E3dK5Y5WnH+B9s1BB89PPnkWgJ3voGWFhAXUUSmETXb8BkEZyGYXJfOgPNHtrsIw0FJ4n+lz9H5CDkr0fy20zJ8NjTaBAzSbU4Yj6DlTY4tesOIVkXdnWR2iV0cQmSgan6kj1YOG+SYq1qNqXtABYDNByHdhiNZxAvbBjlTtx4f66Ur7TIEchmIBw1xs21DhoRQ+QfACKmGvJdJOuisQHid+DrPbSRhf2TyMuicHYT6fhmQZOxIeIhSzXkFTlzwa0yUt4iHPJJMiC0paR3QiEFOQ9KAsO+0LuodOuGUN+sKYOI4EWETg0Gw+AB3nEYrAVINI70bbjzVjhQRIceJX3nJsFf9gi6LcxArws72mjqDPv9DvOfUroJCw/jydwQ45+ddiFuCVEBpw3OGSORV9sISFkhKrkcxVwe0mkGsTjEYrRUCWwHKxLBCoW4vL7B7l1ThOJxbr/jDtqeh5XLEdq+HSuX5cGHHmb28gyhkMP+fQfodLv4g4Dl5UVuefHNDA+PcmFulszICNPXHWM+HKYaikM8S9C2yFXg2RmPdEgYcSHsQaEnzNSFV/97s3BwXTf8yCOPdO+5555v/lDn7SpM5N828vn87/zu7/7u+9/+9rc71tty8LoOP/1wjxMnIPlSc/a6y5AcM2OzQQiiBbhOhUFfzXioCStVmBvArp8STv+1Yu0DvwzlWeDNQvBxNaKPfRfG47B6RaHDCRkUf7dsSOohC1Z6xvu0ofDMOuw5YhzZj96I3BVH/8+PQ3EIzaeRnmecmxYr4CfBDxmgcKoA82dgowO3vAluOwjlb5ovcXnB+CpYYfAHkM8bEFevDpNx+JuvoKs+cttr4Bdvgcw34dRx+OIMmnbB85AVD3JxtOYjXYzg2GgGGg1o+MjeITReR8+tI02BjgV2FHAhETPeBCE1IOFID1nehLSDWn3j+5mpwYcW4Hgb7roB3vBSuNWD+fvh79dRJ2yqttiV5BJtwwkPvuGgeyaRdxyC7RcgNsvEV+vYTSgMKbF1obthbF/7PbM06KWg3VA6fUELEciE0Bw4U01izwc0/l6gmIG7xuCWNSYa69h/KwQpAzvxe+YhGE0YJ0Ero6TzQiYC4ZqgXWXbdiXbE6YyMLwG1hJQh9yz0LgAX9mC/zwIcd/ho3TDIdITE6SGRvjLp54k3Pf44D2/yYf/5r8xXixQKg2RKJXoW8JqZYu+57G5VcG2LMLhMGpZLC8t4dg2R645wqkzpxkaKkGgOJEwlc0q3W6XM6ee59j+A3j9PufPnCHseUQ9jzzC2dkZNsrr3DwJMc+MSzdbMPpK+PXPBjQaDaanp5fW1tYmfhj3Led/ySm+Gj8wwuHwW974xjea6/4f49zxQJV1F+zrjfzzYBHchLK1LITHwI4YBWnXVuYvQduC/A5jnpTIwPlPKrWM0Ty0u5DYCbXPWMihPESA/JjBJ6xtGoXang37AnioBqeu+AhIwrhSffEhiA+hFQ/ZcxiGJtHhHOyKw/oaMrMJbhzSWZgcMczsgcDx84aAeP1LjVt6Z86422gTNuswNm6GK5VN86G1D90B5GIgHRiNI6trkAugfRZZO4PeewksB9mega0W7PQh2kXcFpQDM8yvRVFRqPRRvwNOB5loIM820PXAqPROlgwkpOmjsRASdaHtoV0Hjo3CqcummnPD8NYs3BaBxVn49hrMFOGYoG0bmQyBBEg4QM8rVq5N8HcWDFxky4FHwugRI+Uutz2Nfg42zgq1C0ovgM7AQkeiSN6GjouGo4YhYYfRro1YUQabPRo7avBzFdRvI/WTWJ+DxUDAgUBtCAWIqzgxSCUhUgAdCG4Y8lkYzij5KkwVhOQiBLPKoCV4m5AsX9ngdpSfcPN8a6yII9AXYWuzgi0WP3Pd9azaNp/6ypeo12rESkPUKpt0PY9Ku002l6fb6bA6M8tYsYQTD7Bsm5RYZJNpLp46xY7SEDumprnv/vsZ2TZBOp0mHA5z7fXX4zgh1pcXsZIJFpaWuHlomLlymWsOH+bR06c4sbrF/nCHnx8XPtFR5h42DIdkMsmhQ4dCa2tre4HvLwn8feLqDO7fMEQklUwm84VCAevnb8H+9SW87YaJ5GEA+nYWWg2bke0GzUHL7AS6fXMO7ahZcOZ3G69iu2Q2qekkFApC73GQfAhGbJj3YKZmSKyHSzBiwfUCKxcNtCFiG3OZZARGrpDWswlkrGQQnyUf+c6fgQYGmhEamDKk1TGsAN8x2LlczviLNtch7UDcNm5bAhJTOH0OKQ4bW8CkC9tDcO4x49TV82FXHLk1B6UT8MTfog/MmN8bMj6qOH1IdIxNoTeAiKJJn0BaZmucBYa6sLgOnSrqtyHpQdpHo3VYX4TyMtLahOYWLNXRkQhcWkPDFvR8pGGDH4OxJOwGxnpoYh6+vIK0AmOu7PZRr4NOeeiwYP+kQjGA0Q7aO4Ocnsdqn6f9V7A2A/MNi2rOoRMkwR5CQtthx06YGEb6KWgnMaVbEbLbwMpCowTOEISHIZ4mCMXQhEsQt5AeyMCFsIOP0QCwM2bDPlqCXUkY68O2GKTWDKmiuGnRfQqCGdi8BMF5JdpNkhwbYyOTwU5nWOz1afY9ap0OW5UtYoMB+XCUbrtNdauCeD5DqRQjxQLHn3ma6toq2u0S9vuEPA/tdEiFQvQ7LeK2kIxGqJXLHDxwkJgbYuD1iEbDDAY+nU6TsOuy/8BBjlx3PacHPnYhz6WBj5vL4cQThCTLn5xzSDeEug//10+bNPWGN7whl0wmX/NDnbmrLeq/Xdi2fde73/3uT//BH/xBUj6cYNRtw5pRDrp0LgMfcsh/sExnu2lTdcph/Fqf4glILkBxjyFap47B+ixYExBKmD1AZx2cDNRmoNKHXsmGqgtSgEMlSLdhvQtjbaMNN2fBYsbY3U1FDV/ogXkYGYfdwwaKMVOBYg62egbfsNQ0rWg4bmZbYsHsKuy/DoaLxit1KGQkmgLfaKVVygaG4sYMQbEQg+X1Kxwk2wz1gwAmrhiytDfg4nnoemY+WO7BsIVWGkhfjeN7yIGMY1RU2vu6AAAgAElEQVR5674h1G9zwK7BmZ4xa55ReNpBt00gL7sWMmLAwZc3jMlxOmISd9o2lDOnBWtVSAqstw3loCCQaUC1A8sD8x74EAuQXp/4/8fem8Vaml7nec/6p/3veTxnn7nOUHN1s3oiu9lNNidTpjjYEmlJuZAT2TACAY4Vy5BjObYBywhyowQWZASJ4kh2ZMuiTVBkFJmkRXGSemBP7KG65vnMwz57Hv5//8PKxVe6iyneNBEgtS4LOKhT59S39vet9b7vU4XMMURHJv4oBSKFJCOkhxY6yaBdC5kU0HIdKkXk/CKQwN0WRDl4bNnMDV0bSrHJyivF4PVAjtGoBd0BTprCIcQ5QYpCs5FScJVlsSjaSjU0SeNLIpw4UIIjeOFbsFYRPmkp9e8q7xbWaFXKzK9v0Gs0eOPoiLfu3WOjWiWXyeBmPM6urfNWq0Uhn+POwSE5z6Pg+1RKJSJV3rl6jcl4yKfOXyDbaHDz8IC9VovlxSWK5RIxguO5VGp19vtdxpOAYrFEnKbc37xPLuNTrVSJooggnOBnc7z59tsslUrUSkVad+9xdPUqJ+OYpNejE4+Zfczif3gl4c6dOzz//POvbG9vP/OjnrmHN7gfY83Nzf3MZz/72aL1rz9GvT/GOQLNw+1fB/nEX8aqjRkhTGIPPe0i0wytvuJugJyDdlupnAPtC1nX3OgyDyRhTIyTanYJShPwwwQhMGFd+S5sbgNtOBiaLdz+FAli5GQFCjGajODtjhFrXVyAa13INcApgVc0Q/xK2aSRwAMQyyEsLELGQqatByLZCJEB+GMk1wPtgAYgAeSmyNGeoc5PR+b7uL2H+EWoF80U/GAT3ASaanRnpQhyA6xegPgP4sf9Phq2Ie4gcQ/iHtzuQE+N3UwSuDJFJyCJB22BjbPwE4+gjCEZw2BomrBifpBqoa4Nndg8V8Ux88qgCHdtaIqZH5Yi7PKU3BTk0PTMcA+GV4ThdpFpZoF4eZ70kSqqGciXoZhH/CyiHnQFwoKx0ZXycDQwNrWyDxkXudZCLi5DN4F+BsmWEDLEqUc6b/LYasWUmkAltCimysU5WJnCuiWUjxU3UNaOwDoCtwPRO0oaCs8uL+M//QxHi4scVKvEtRppsUDHc7HqdRpr6/SLRZorKxxHEbXZWeaWl3HqdV66dZNXr14l73ucO7HKd2/egOmU3cNDfIRpp8tiNo81nZKzLOw4odfu4opFOB6Rz7gkcYJtQRJN8VyLIJgwU6nQHfR57c0f8GStxoGm7Pk+r0URketixRYMlX/2vM36+joisv5AR/oj1cMG92OsNE0/8txzz1E7+B7YRq/knAR5chGyDkutMdOKGs9kL4/m8sSWsHcMk7IJFWwsCHVV6hZkR8bXqCMoVpWmJ3gDM4txQ2O5lCeHZKI75Nwh/qBP5mCMffjgmVez0Z19tN1FBgF8eBacDvz+q+aAexkIAC+DZksmRimXNTlvSQynlqBkIeUJGm8jegCbt9HMCHa20dYQ5ssPJCUOTEeon4IXI5nIELjyFrqgIMdG41azoTSEwz0k0zOQgaMuWh+jvT4yO8CbGVBuDqllR5SiCe5whNXto5dCIwtZc2A1RewJzPdh5i50vwq/+38iTh/NHkB7C3IHcPe6yZHbGSFDDyhCmIWoALdycLgAZ96HuqdhbgXcGZJhleEox0Dy9LIe4V0bvVuC/XmYPoOMPoXo5+Ajn0XcZUM1m10z8wd/0dC4T6/CuRyS68BgC0YdJByiS1n0ndvGFzudwF0AH6n7ZBag2RTmUqhbsChKPYA5NXml3l2Y7oF1S3BuCE/swvj1lN37LoOTj5E8/TTOzAzTWo2eCHNLS8wuLLF08hTNM2fQZpNrnTZj1yXOZglEaK6ukeRyvHH9Gp3xmHPnz1NfXeXS3h73jltcaM7hiNCsVkg05bB1RBiGHB8f49k2lUKBdrtD67BFwfOQOGXQaZOxHErZPL1ul8998pNUfJ+dN37Av/pvf5kT62sc+xkGjk1dle4R5DLmpfn888/bwNM/6pl7uGT4MZWILD311FO+7/tmVb8C0QpEvwV8cBH9+DVGvwRp04K+iywvQdUickdk7TG1rHJ6HXbeUkoNYcNRLr8O/gLYDbBVsIdgT0BiEy9dPq3MrkL50NhhKMHuFZhGgjbyWM/66M02crIEByPIOEh1YpgCuRwMOmjiIcUSVjxF8xaajoya306Mb7OWh/IhTLbQo7bRucWJQfYdHqBHeaTRMMLa0RTON2CoqG1mZMwnyPEfo0kK3X1wYiQaIQ7IvuJeELwxsCc4NfMfNtMXwkMjCYtFSYBUBG5insLvG8KiCzkbSn2TvngvhWoCo4HRsznA3sg8bwcRLGXN8zCMjD4uFvRGgjydh9f6SKlqgj2tHmRC5GAPnpxB5B6atGA/QpoF2ArQUgMGI0Rc+G8+Cn/6srEZDMbmNpvJof4ICSN0LWv0ikfbaDcxN8rLE+QnsmirBYXAQKR7EC8/iC4vwZlVqIzhqQiyHSG6phT3FL0L+SO4fVWZ61t89OITvPu+R7ma8bnuZ9lDsR2HTvsYbzrliYvvY+7ECv/X178OqqwtLLG8sMBgMqbgZ/nBu+9QKBT4xHMf4tbtW7z2ziVWZmb4wOmzdIYjbnc7rM82aczO0A4mzM7Nc2Z1jR/cvUvGstna3GTQ7eLEMffu3OGTjz2O5LL0whDimH67zczsLK/eusW1O/f4G09/H3EznNs4ya3btxk4A5bHEW9fNsuGn/7pn65985vf/KvACz/KuXvY4H5M5fv+X/785z9fsr5ZZKFmNJrV8xBEip7b41lri6vLijVKUc1CkoWkhLx5xA17nevn7uJvDPHfgUyklErwgXXY2oNmTdi7DaMynFmHaz+AakWJFezXlVYo5FaE4QHEkaJtF1kvoSPXiHoLrvFbpoK6U/g8sHMZ3kgRZmDokj61gjCFzQGoIn0brdXg3Bx6456Z4SUgU0VrLhwad7U0czAjEIyQyRSdjM0TtD0wS4/DLpoJjNwjP8AhpRIY3EFsC2VXsEMlv6QkLaH9qjJQmLgPIr1LAgi0HeRiFvVjeKOAND2jbav5aCVGFrrIeIT3VkzSh8SxUdtGR4JM82bjSgCAtBSt+MhFH3qb5um7OTZg5E+fgn4PnYmRuXnY2zN5eTuRefI6IIO2aapPnwV7H+pjmLTNkz4OYMtG8lNgajbK6QD8AEkDNFUDd9kJoTeBqY0sK8UylApQ3FHyEwiqJgi1YMH4rlLtmLghfweO70Cp7eOdXOPGzAyz1Rq/9u3v8Kn1VX7hb/xN/tGXvoTredhY3Lp9i6PDI04tLDAYjQnGY15/9TWiOMIqFcmLUHE9rhwcsj43T7fT4Y0rlym5HrbrcmFtjaNej7u37yC2g5XLcunqFRYbM3ztpZeYBhOeOXOWm3v7nJ6dZXN3h3qlgp/LctztomlK7Pt85pM/wbe+9Se8e/sm2XyWcRxx4dw5XhyP8Xtd8nnln/6yzS/9kyNc1/0c8Pd/lHP3sMH9mKrRaPzsT/7kT2Z++3//R9z5e1X4ow7zQzj9BRhf3+L+6zAugO4VYHkNCjWw+/CVLPyLX4TKH3C//i0WHAMNORrDhUehXhZuX4XZZeVERbh7R1g9DS+8qJTqsLwhTL6t7L8Dww0h2gCdF2SagmOZGVd/BNtT+JiLDjfxjwOC7/lIpQyVGN1OkGd8eOF16LkwtFGy8HgORrdNJloKzDtoNDVzrKyYsDINIMmABCafbRQj1RTNhdCZGPjyouIv91nqg3ULiBQRC3wI3lQmCRy1IJikhAUbqWfRRRuJAgN62cugTgHKRaTgwgxGotJI0bvHSMmBGyEaWkyrgtVUvMOY1I1Jp0IyjuCdxCw6Sq6BLKtjlihFFz2RGKDz9g58OYBnLyDPzkLvHpoX+Es23JiYIINAjbZwvQDe1+C7B3A/gNm8gSn7A0OzCRPjWbViqA5gMIFxDI0U62xMpZPSOAnuMKZZMjuQYuvBcrkgnFVlfQi9N8G9D50hzF6CTgtK0yrltSaD8+cYeBkOUJZXV9DFJX7pd3+XnOvS73YpZ31818N1Roz6EfF0ymg8xkpSlppNtvcOyHkuSao0C3kquRyXr1zhv3z6ad64e58Pnz3DzW6PGCHveeTLZfaHA25t3icejQh6XSquR3404kypyDCKcTMel65e4dkTJ8gFE2KEYHePc7k8lY9/gpeLFWaCMep5RKMRf+UTn+BPXn6ZjXabN24G1Go1CoVCTUTKP0rS78MG92MoEZG5ubnHHr/2QWZnwf5fOyRrFUZ7PXY9A2Iau8p0swrrF8yWslmFy3uGbu42kbrFXCAcF5WwA5ZvItHmF5XaEZw8IVx713AyL70B+dMmrVxcRbNm1udOFfJgNSJ0u4WMEjQybAI+otTYwnkTWtcVmbMhm8DiFKkn8KVvQeCZJ92FimE56G3zpOuPjT9zkkEtF3FccM0WUgspkg6Q0ISjaS1F0wGMJxAKUhKYHVNvwd4fwiQnpDMe1vuUTDliLRS2vqgMU0jzrtnmLnrIMIL9LLoP0mwg57Pw1gjEh6kAs0aYuxIZx8VBgizl0GxAMpkSZwLEFphJUTdBsGEPGFjoc3Ow34J2hNwN4fkTJq246aHvdpDNe9CYg1oR2sAkAz+fIttj0mALmR4Y7c8LAeBCmDH8iIJn+A3VLHLaQe9tmuduaqGFKRxPydWhMhSqA2GpZH6H7rGyVoTsBFYbUA+V0rsm6T3zMthdCHeUrZFLtVJnfGqF/UqVVCFXKjMcjnhiY4Od4ZCK62A5Nq3xiOl4SCObp2RZEIZYUUw6GpPP5QgGQ+ZzOaaaUshlOXviBLutY1aaTW4etxlHIWoJtueREQgQNnd2yLouOT/L7a1t7OmUyXBE5Gc5ubbGK/v7tNrHZKOYK7dvM1sqUak3aA+HDHp9yhbQ7zLtdCnn8xwPRkDKc2trHIUhnaMJv/Mli89+9pf93/iN3/gI8BdGKD1scD+eevTxxx+Xb//xNzg6baHbHvlql/2ecT2FXQ+CJpQWUHcByWeN4XtpBrZHsHcNnrrCn/4zpbQOVgumbTjcEt6/BOOM0ttJcapC2DcLuLQpaKz4ieCtK095wv5NJS7BdKTc35wwSQOm6qDnc9SKPdz/JBx8BXh+Gf4LD6d7F7mhJB0hnbFgc4iuZ5HCAd5MTD2C7tfM+SafN+AYJzXBm/YEPVLk0IPTHupEkE0QfxdnpBRq4AwEO4bkq8rOHypsFKFQhdXzpOSYEHHl6ZvI96+jW1kkW0RzOWjbUHPgkQA5MYXuCPYDkxt3M4Rs3dyS1uegnZpUlbWzcPICPFqFgzvIm/dgtYQcd2FnBJ9+FJ6+D2/twSCEPJAquuQacsskhbyDrClk78NoFyQyYW2jKaoJ7uoUZwDxHfMS1a4DUQZ9XwGp902ay1wE0yF6I0WPI6QqyKmE1XqK0xHef17Z+j0QT0m7gr+uPHVB+MwSzHbgpf/FcHxqLSV7GY7dGuHiIum5In69wa5jsxWEjKOIuNNh3XYILahoSq91TBAEnFlaouNlCCZjjns9vCThYDDEQ8lYFllVrDAkUyjQqFR4/fIV6vk8OcehIhZL+QJ+krBQb/BH736PkuNw7uxZ/sm//QrPN+f5x89/iN/e2sIZjjkhkBkO+MHbbxFHMTOA5dgc9fuE3R43L19lSQwP9XSxwFGhiMQxueYc0WRCbzigaDu0wpDCRPnX3xP+6ec/U/ziF7/4szxscP/fqHK5/JkvfOELte92/xOWlZKvB8TfAi44hIcpOmlAsYIMbaQ2ayQU1Qb0AvhwFqwX4X8bM9orMP5rCY1XJvQcM4O62TYzcT8nNG3zlLMrpoklFZCCcvqCUOrBk6sWL34zZRwpk4rQjWHkxqT7fdKO0HoRWMijP58l17zJ+qaQRELrjtL1E+yzcGJ+THINaAsHt5TEAnGyqOcYAlZWQfvoyDwztZSaRpAdo/EEO1YyVfBbMHsaOi8prbeA2IZBBiIBawENS0hsI/2b6HwRQoGsIpnQxCRNY0M49mKoR7Cr0Hdh/AAtmMsYvVzZhpKDHrWRyDZ/PngQJz50zULAHZkf4qZjWK2FBOIY/Cn0AwOJGWDSUpbzhogVjdFRBHuJ+b7yQOZBulIFrBTCJIaCg9SPoRZglxPKVoK9LcQjsySNFw0qMJ+HmSWlc8kAzfY2zYy26gkXVyC8rBwcgE6EYlvxN6Hg1uisb9DP50gch0w+j+N6TJIuozgmimM2u23KpTL39w9pD/o8sbrG3nGbuNfnI2trvLy3y5ubm8x5GSJNqbkuTpoyUypSyWR4Z2eLE/k8diZDpVzmyu4uO90uWdflS3/2ZzxWrzOMY7r9Pk+trfPtmzf555MJDdsmU6/S6fXZGY4YCUxGIzqTCTINSQcjSknEbJqQU+ipMt6HfLFCnPEodruMSiWs0ZC843A4DTnhCoUJPPvss6Rp+vyPcvYeNrgfQ5XL5Y/+rdf+jl2sKpnAcE6Ou5iIU7uB5NXMqno+xALNefT+daRQNEKrrRScU0YI29gkexHcTUFvKdWfEro3IOwLt2MlsIR0RSkuCVkbnIGS5pW4IyS+8tEPCHeuK7mpMFClMxDarynxCZj9PJTmRpRu36CyIyR9pR9CWoNGAFUbwivC0c2UowMIFgWqWWOB8my0GiG9BGamcBCjGaCqZBcTmiOYXoLsAtQso09yriqjA8PTHN1PETcCJ0TDfSQbwFMd9Cv34Y6CnYMZyxjiLUWDBMap8a5ZvpmXzdhgZ9FJZJwM0jMhmk+XkUkEt7+O3vIAGykU0XGITFJ4/xLcuGPIXLWskbOkGST2AesBWBoMlTYHJxN0swPZEFmZkFPFTQyMZXof0gb4K5DNQNwJsE8GnDgCjmHaE8ZtISkr5XkIbkEUwuEiDBvma1bPKk89KVSOlJMFQS/B5r7gbBnegp+B2VDRWg2rVOJktcyB53Fk21iOxVy9wUGvy/ZkQjgaY2GxVC4ReC7X7t1lrlCk4Dl898Y1+r0+EoQ0cwkn63UoFrg7HhNbNl6txqDT5rDfJysWrXaHjWKB+XKZf/nSy8SjIZ8uFflgc47NJOGJcoknLl7ELpa5/Nbb1MKAZpoSKUyCCe3BADeTki9CriYMfOPAsXvwQkdZOSGUwg639wwqNzdSMiOTlv+JMrQaEKnwm7+Zo1I544tIXlVHP+zsPWxwP4aaTqenOGcxN4FxZFglvQlwXeCREEopXBsYPmd7BMUIOS4gX/gQ+uWvmjydRgkeU/TFClN7iDWvxPtwuKNILISRkikJowMlfxryquRsyPeNZbRSgMwI7CFEY1hZVIaRML5lwmqnbXNJKpYhPBJ6GZj0ILIgs2a0r5MBpKJYWUN10jQlZIxoDBVBBlPAaJZsASmaoXh+LNQi8GbBSZRiKHS3lZt3lCQPuiH4szCd6aPxAKv+TdiL0V8XAzNYsozYN0xIDzBYQc8xsUteBC1FRw7M5pC+YgUJ+vK+kaT89Y/B0y78vf8D3CyyUDZZbYUECVrQnyL9LNpNoVlFp1nEyRrozkoTxh2014JFQRyMZ64U4y63yXeEXAhOKMbYMYE+SqUOXqAkCFEBMregUBWGu0o4NhyN2ikDRJ740B8JrijZLlRmoZAIbltxQ+HOsTJTFZIU3FSZdYWjjtIKwdraorixwd3RiFPLy1y7v8nBTpfecIgVRyz5WTzbZjAaMhKhmc1yfTDk9f191ksl7P6Q4nTKoiXUNMUJQ270eixWq9Q8l3g8Zi6XY2s4JiFiFMR4IowRlvM53mwd0er10YNDnnniCQ6SlO54wm+99CILQcBk0GchhTuTEQsWDLJKkgW7Yv69SUYYZWG2AZ88Fm5VhJ9bVv79f4TmkzBpCzMW7LUhVzFM4Hd+AE4qXLhwQa5du3YG+MEPO3sPhb7vcYmI5bpuISMTsoFQy4KbF2YrwKyLaN+o6uMAJjHqOHD9CDnzDMwOIQkM7WrXhu4SZE+yZzfYLRU4WrDZugR7OaVThXBe8SpQmheaVdgoC3MYLsoZX/H3lHuXFS+Feg4eWVZ+7sOK3zFmB+sqRDvgijDuGlh9CIxSIAtuTmjdMNHazmnw5oTMBPCnSBpiJ0q2pvgtcMQYG5yKYKVK1oLyPFhDYXCovPFlSM5buI9akAqWawwICOimje5nIVuGRh4tZnHzEd5IITDCZiqW0ZJkADdFyikymkDBQTMpLGSgGIBzC777XcjZaMGB+8fQjwDbkOc9Qe91TWcv55DIbHoZqdn+eDNIroDgQikLcy4cx0TtDP1I6HsG9TdJYGwr7rySQ8hZFpU8lBSyHcilyuQAYlUjs4khnRrws19USrkH384YBveUXAXyOWV9SQhiKEwVvw/JjlJNYU5zLG+sM3AdokKJy90eOd9ndX6eqW0ztmzGtk07SShks2x22mzu7RG3WqyIxf07d/EO9vlgFHHGdUgsm6vdLgQB2h/Qbx1zvLfHaP+AtNuhNp6Qm0ywB0N6Bwc8U6kyjmO+LTHfqU2Y3H2Bv7m9Q397C//uXeYPD3kqTjm0LULLpuXA25HgKLyyD9YJ4Zc3DJpw6wZkHJjsKe8eCc8twUtT2AmV3hzMnoNeEyp16LfB+tvKk08+WRSRs3/R+XuYB/ce16/92q8tW+dm/371p9t24w2oecL9YyXIgJOkBqEWJkzvupCfQc6uw6VryM8/Qvo//SEyUzb6q9klI2E46JvbRa8EWiVyigT1AsFqQjSKsAsQ9YV8RShECgrzMzCbwtEOFDzBeWDBrPWhe0+YrQvjjpkfNcsCPXMDK/hQqgors4JuCvuvK1IxN7P0gYU09RVJBCaQBDax4yCFlKgH3rqgHTNrC98Vxj1IVQkmws6rMLCEfi6H/YsR/j7YY+OOwk2QQYzaCpkIiRRt28Q44PnIvGvUzHYCg9Q8TYlNbvd4YuQvVUFrEXJvG262jOwjSJCpBf3UbDItH+nEUK3DmRlwR6g1Qg52ES+G8QCOB8ZTW1UIJyau/GgIExvtOUxFGNoJkxx4Vci6wsZ5mPOA+xB3IOvBcMckf4wODK5CHdBUkIxSrhpb7fTQWH1rGchnYcUT8n2l3IHZTYj2hCvXhVwoHBwnbNs2lucxiWPiyRgLiMOQtUaDR5ZXGDs2L9y8Sbc/wA4CymlKZzTiuNOhNg0ZhgFPlEocxjHDICAvgmNZKClFL8PNdhs3jhkFAdZ0SsXzOOr3WHFdSGPmc3lebXe5iFIbCd/qjQl1SrOg5FSxUiFR5VYcUSzCcxFoBJ9IhDePjDNvdwu0C1t9I5e8t6vYJcHuwdg2y+rOxGJ2Fsqu8HgN/u/rsPmNbzlTmtu/8iu/8o0fdv4ePlHf+zpH5sCZmwpLJeWNFxR59kE02qaZlXWPFOo+pBnwE5idQb/3OjLNmpw2H2jOmPdmnDc4O82agxf3AB+2U4aLBTLjAzJ9kFTpB7BRN6GK41S5vmOyw1ZPwbll4Td/XfmHvyT8y99XJhE8/Ulh2IPQFvqW0u/BzKwy2TYZi9EQyu+Hccv41C0PrKkwTYRxoFjrKb6Tkuag+KTg31OyWYjeFrwCFPIQbAr9rZSNXxB2XlKC0QjvCvgVIadK0jGgqvE+RLUQtSGtKrovyFmBzRBSG+wYGZtgWwYKhxbMWLCihlEaWBBbho86UJgq1lIFPYhhrQgakAaKnC6aJUj9DhxtI0mI5oeAmCim3APGwx5mPtrIQjVFdYpYU0hj7L4Yl/0sZDzzK+ntC60jRcvgzUA+AD8vDDaVaARxF5KqmuyCAkzegBPnhYIFq2XF6QmlmpJJhHIAx3sQ9KDpKe1daItycjyh1+nSGgxILJshSqNQJFetcn13j8FkzKrrUUSYsS12BwOSYEIF42WteRluj0aMkoS859ILpziqNMsl7h3uk0QRi4UiNnCn30dHI+aSmM3+gJPFIk4Q8DnfJx2HXFW4JjENT7gjxjP74UzEyl5MR4RKX5kvVggcm7YKmeGA6zcj+tmEQRk+VBFe7CnNktBum8+cfFk4iGFtQ6EvdHYU24Pxn8HHTwlbHe+Jv+jwPWxw73EVCoVHo+rQ6t8QLjwjvP6SMroH9jnwPylM3laCjoAv6GoVGbWRn3mU9IuvIedOGlRfpmSYpkUPGQ7QmSxstqHuwebUiEeLCd7tY7KrQrEAflZolpXbLyuDJfj+K/C9r8PGfy+0TynzF5T/+u8K33k3pS+C1sGdVS6eEK68Ct/8Mlz8W0LFUt56ET72j4VsVbn9pol0yxjpFEnBUNizZYi3FGsR0m2j8/XyQjmj0FMcAUFIYqWyYmH7YF1U7EUI/ljQrBIKWA9yKe3TguQUG0jGFs6GIgFYdSVuxUwTSBIIcyCZhKSQMDnsgeejJQuZEUQCtGWZhuhG6HEKxTzYQ7SQQeoB5FqQPcCp7nAiSfEHUM0Ig/tKc+MBCHkPDnZNMEK/3UFOQmkV2DPStjQR0hbkXTh6E7qfBCtVvLUHCe0ZSAJhfKj4BSE8VEpzhtNTt8BuQ2HVBIhkbLMAqueh2BG8Xdi/pOy0TOMsuyZndGrDC1GXx+73CCOh5Po4OZ+x6xFkfeoKw2lIYzqlJjYhSiaOmQsM3DuKY9w0Za/fp2jDDsqCCmkK11uHZIDVjE/LaSOOzZJlUc9k+Ha/zxcyHt/e28MLAjYsoSY2B75LcxpTi1O8xOJOL+KVQkpUVFZtOErg23R5WmErVGYii042JSoJjaJyrwhrVaEdmzStTqxUa8LmGDIVkIHyZhcKZfi5k2CnShRFq3/R+XvY4N7jqlQqT++XRuysK9uHwqmPCZe3lOGRea6NbDFc0bt5KProD27DnS5Srhilf7ME3gTOzMLRZah4sL0PoQPWEJbHkB9idcY0KtAIFe/QLGi3QmFSUk6fgze/DuNjuFFWwrLwVFW59KcFa3sAACAASURBVKaiCmeeUA72hcPrSum80h7C534BnFS59rIJvciPlCcvCodvK+JCghBmlSgWohT80EjFwj3zfO1nwLaVSCE7Z6Ba2YySBaKeMmxBpWgaYTyjRCNBfbBsk3YbOYqVgJcT+vsQDQWnaoBhB68q3dRCP1BFGi48MiL75gA7SEn6Y6g4aKjo0EL6Pqy4sBWZ614+MZayqgdLHfCO8VtHzB/Csgv5AizbSsaFQmy2dlux0qiYBKeJZ6iCzaHQOlSsopAmSqlh0d9KKeRBL8GoK5BXJjmwyoLtKJYNlabRADYqij0QnjoN0wOgB1kHZssGBL19HagpJy1hMxTirDJW09TtDPihkhlb3I0UO1XS6YT7kzGnxkK1Jbzl+mg0Zc2yeCeOaNpQwDwbI6DqwmsJfH4WXgmUpi0MUwUV5tSob3QYUkkThpaPY1vshyEzqYEyz2QyTG0bLIvjJMHN5YgZ000TgknAlqOMilAtG0pWc2pyE0YZSAdCPqdYiVBxQYbCnRE8sSjsTZSxD5NIOPSE+aJyfyisn4GzeSWbgYM94fwAfN/3RcRR1fg/d/4eNrj3uEbW8IPJiSKjXZuvSQ8cpdWBqJyHQQmoQJqHs2Xk7TtQXIXnP4Fcv4q2Q6j6YKXI92/BYxeg831UHKzHp7B/bOZQV13Sj1Zwwy6j6yDLwC6QVZwRvPQnsPFRYW9fkReVhbPgbArXuopbNYne2ZNw9S2Y+yic/5Rw721IUc4+ITgot74KjXWoz8NhF+qnlcM94w0PY0hTIVSFrMmoDI4VaRjjw9SCR09BM4U/+OfQ+AI8+Xdg938Epy8sLiiJDY5rYtn7QBwJwUhJI6Uyb+xph2/Cza+B1ix4/yxSWoKeINkSk2ffxk5aOFjYUUw4ACmq0by9bZlUyMUMLIpJgvRv4maOqCvU+4Z7M9c0W9/ZAHKpcLSl9AdKoyzkY1haUXIqbG0pz83Bq5dhNFXOnhXa2yl7HQO+Oto16L4kVKxAkFAZ9mD2LOR9WKkIqx5YWYvd76dYtski8MvKzr5Z1A7HsB8ImzPKmY8Lg2PIT0EGpvlsXxMsYJAIKwVleCh4A2GUAbutxOMJZ/MQhglnW4qXCgex0MCsHRPL3C5ftyBXEGIbGg9u5fFEUQTbVYJpTNWJSTM+jm3jeRne1YTt8Rh7PKIqDpvJlEI0ZODBUgnGVbhQgEFGSLJKuwh1X7jYVO7umL+vVIaj0CSE1D3YOVbuDaESmrGnV4X9kXL+o/Dq9ZQkLzjLwlIW7t4yWalus1vmHmuYmIX/13rY4N7jipK0LJsxUpxhT0MjhF1yIJ4HuwZxFuqLSC2PvjNBM01k7KH4JjInjs3NLp2BUoQclZBSH47GaKsKf20E/6YD93K0lgx4qqRCLMokFty80mvD2geV8z8DTiIMvgT/6lhJZ6E4A5mJMHMC3EfhT79jMijdGRgfQiGnxD3wTsL1lmJXjBf8oAf7B1B9DPZfBedxJTcCPLCLQAy2CN5EmS1CyYLWOxarH1IWGsr6dYtkJSWJoLUHZJQQxXJNzsB4pFAwzOZC1QSYON6DALw/3/3blknmzR9TqR2T3RSmGOlJZhbSXspoNEUtFx4B8j2j5WhNwZ+QOxKmAQxXTPPNIaRdpT0R3roCTk1wZx6kr+eUozGcWlMcV3jptsICuDHcaSmjBEausL8D848qv/xTwjd+XwimisaCM/sAGhYraUv58qvCUS/lr/xd4Qtn4Ou/o7z1OogHJ07CcAAHXSUpC/0+NBuwVhYGWxCESi42e5awo9wMQGaV5TnBiZTlPPQPjLmjVoCKLYSxQUkcKJxTOEzNjTUZmw+yriscOYKdgQtFgSnkD2B3quwGIW44pWVZaBxRFouMJoQlYSUTU5wIu4lx6/U8aGWUUVm4uKHsHoFThG4K83mhKUZ+dD9Q5vPQSwx7vFYXhi40a0YSOlTITQ3baKzCvZZQipTmsvDkZ6D/WxDuRS5wjh/S4B5uUd/DEpFadrH234UfveDgpND34FoWvCwyKQIlQ/ctnTST6JkGklqQc+HwCDaWwZsiYQ9ChX6AXFiCV+9BsgyfOgNXDqFXhpMNojsjhpWYTmRuDMchtC2I6wZUNXaFwIPIg2ACiQs0wVFhdKxElnlajceK5i0ilP5EuPYWDB5XSueF/i3z9eWTYCfmIJQXITcRbNvM6/9c8pCZQusVOPvXIbkM055SrUJ2KuzcV8LEeMztIgQCdk6QDIRDmPSBjNCfQGZVaMwIxbyyfQXsvJIuBOiJPlLdp+zd59SWBfvGAputQbIJ8bEyHVpGBLjgo4nCXopYPpxwsKwQbYHvCmEPpimMEuH4GN5+XTmche487N00h3C/DONTgrcBV1+B7Fnojs3PdOoImQo4WeXkBfDbwrCjLM1AOoQ0gEoW5srCH/0H4coNMz/MPQuPPwl/9cPCV/4DVJogqeBYYLnQa0MYC5EleHUDJao0Bd8TeiP48GnhG+/CzBwwEkYxuAULx4WjWBAX9gRarrJSF3I+2Bi4WdY2+NfEE7ZFebwpaGK001kxQc45HzRRRJWQlFng0FasLJzwhC96kHtc+Pnn4PGB8PUB9G2hD7hr8IFnha2OUJyHSR46ojSWDPc3aMA9gSceMyONOA/9HGgdXrwrRKcfRES1wC4J078Edskk2Ht3hPTmVHb9yrVf/dVf/d5/7gw+vMG9t3WWRsGxyJKO8mC3kSem6LaFxgWobpguFGWQvR5am4HyxGi18idhZwxzZbSYhdYNOIrQR04hed8o6Yun4cUs8guPwd4P0HoOmXGY3u0yue8iJ3xwFOyE7NoEf1/xIjNn11lwLcGewPa7SvMLgryh1M5AcCDkyymOC5svKLMVWBEh3xOORkp2CeaWBOeOMk2AAAbHSum00LunlM8J6aFSOiGcqCn934G0KniiuHkIhkqzCVEPYk/Q1DivmovQ34bAEXouTAdKrQTcUUYIhRq8/6dM9luoCWm7T7QrhG8Kh6m59cQ+BHdgKq75oPAeJBF3M0jdNe6GbYWTTSatFlQTBmkXvxOxg4WfV5oLsHtD0Q/lUUtxMhOSYRGmGQ5WBtwZh/izcHRPcFzFisHxlMYcVDbg1ibs2OYgU7U4P5dydE+IQvjud5WzF4XNnpJMILCNC6yPYWuEQLEK/X3BLkDOV3YODCd3cB9OLRuN4/EBhAXljVT40McNMsMeKt4Ygm3lZgh3PXh8Feqp4MWACuOukmko5SGQCsuhSYMShbsT6DvwwRnoD5SxJQQu5O9DI4bDiTL2hGNgIyN8ZyS0POWoCOVPw1peaf9beGbNQNwOrkNnCboDpRsLtWWl8ajQieH+gXL6aWF5U7ifTVlfg0s3zAeG5cJBYm7MQVrkc/9ggP1VZfKisLOitIfCF55XXnsFSpnSB37YAXzY4N7bWgkagZ0mHZPt9kQTfW0X0Roa28jyWXR611iD8nmTeTMJETeHZgTKNTjaRSoVtLoE4wOzjso1YXYMf7qFbCyj9ztwnAWnit4bo46LLIRoYMNygB0EFAaQz4AbQbprZj6Z90FZlKmlOPeE9aLQva2kUzizYFwMi48Yzou3BYOucmoGmnNQ21OmAyg1TbjvrQ4Uh0p5TuC+MrMuyMBkWBYEzp2FwzcE+rC8AtqHzraSKyvrF6BkCcNthVBoliHJw9vvQhKCZIwKY7dnmJ9RImhRmcZKjPG798fKdMY2UBbfN0GcJRu6wPWRwbmPFc1VjJH+XmIWOe0AKXpMT3QIXkvpz9oc5abwCRvaOQSbpF40zdIRkm96bJcCnOU2ueuK7Ztbq+8LaV4Zx+Y2lQ2Eah7uXkp5o2dRaaSoLVAXymeVi1Ph+FiZbcHNbwnfuazIHHglYZAqdtk4HNQWrBwU5uB4y3C3g13luAUzszC2lLxn5nFYJrVq24e0qZz2zM0vjRXHh4oPr+8LRxH8ww9DvQ2//YpiW4JjCZGaJ+7tHiBCJg+ns9CvmpmgbwltgZwH2Tw8m1H+QIARTDZt3tpX5sspl9rwwYuw2YFb9+ADj8HvfU25sCAcbkNmXkmr0BKYLSg7Q6gtQHYRVuvKjUvC8RDCXhmrfYaXSq9y+hq4y8rkKtgl5dARPvVB5duvxqs/7AA+bHDvYVmWVQ7LOaQ3QA77MFbErqIihrDeN3wCzUZI9z6cfRQuX0eLeWhacLgH/UNDqToewsoGbO/C/GmwN8EH9RKEHnoiQQ/3kGiAFyleTfEwjoklBPddsDxh2FLeeREK/xV88HHlzu/DY++zGLQMb1OBEyeF4z2luWikJvkp7G/DSl0YR0rlQBlPhNMlwUuUrT24sAFWYrzsGV/oX1MKJeH268KTP6uciY02r1wQtt8BtwyTkcmrs0YQpcJXvqaUTirPPAuPrwr9vrDfVXY2wV5Qxsegc8IkUEYhJL4w6cK0AtOCg/R8cD2jks1lTazKfN7EOQ0CUJBi0di7Ci6EFsy6cKmP6iKSf8BMuBFBpgxuFQa2WVC4lvk9+CEyDUjCIwbaB1uAEDzYiwdoYUBzHDKncPmm0r4FQTnFScApKo1VuH0P3JOKfRqu7sPlrQfkwhmh3gBvLJQKEF4FLCV1hNvXIdsULt8yja0TwVHbNDTbUZqzMLtssZpTPv48vPnH0O8qaSrYmAWQp2ZmuD2B7+fgF8/Ao28Jk4mw01NizHyzEyl4gpMxYtvmBlgTDOEtY0JRJhljJvnbIfzHK8rvpQmVDJy5AC9vw06qPPWIxVv34coefPozwo27sD+Aoi3kysLBljLzpJK7Kxx7yrUerC7D2lMw+QqwUEfza7QnGT71P7/Av/sHSm5DaETKzURxm5Cmaf6HnsH3+pD//7kKhUKdsADPPYOuVlApo9MCVMtIIQB2oRAg3gj+3R+A/xicLhlE3nQL2EKqU4i3QbrQuY1UU2hdeWAsPTLk30obK/MO1UKfFQwXszEQ5iJY6hnob+sY/DXobEHiQ25JmCsKVVvp31GOb8PSGWWpDOUQKgr1WKmIMG1DzhXSqfLuZaitW8wtCL2hERN7VQPImsZCe6SEQGPJOB2spjJMhL4qL70BrTmw1+FeX/FPQXFVyQq89boSquE1OzUhU4RJ12juNs4KZU8I2pCrQnNVKPw5f9k1SbZSSQ0S3ZlC5s+hNhPk1gAuRZAuwRNPwwEw+n/Ye68YTdP0PO96vvB/359j5aqu6pwmp805UOSKYS2KhCHqYHVgWAYMCDBsAz4wCMhnIkT4wCBkiDZs0JZEiNRa3CV3GbTLTTM7O9PTM9MzPR2quyvXX/Xn+OXHB2/7jLtnDZ/0CwwGaAymCl31vv8T7vu6mzBfBW8FjRYAH7m6avqzUwuGeYibkCyCtQr2OkwakKzDYBOiqzC9CouvIvFl8K+DXILgCmI/z4lV556rPLSEtgfHrrDvw74Hewnsx/AohQcxPHThEcqOA7uWcndqLu/tSLk/zXjkwklJCdZgXIK4Crc+FNqO8NCCSVEZOsAKTDVjeVVholzbFDpdoeVCwwUnEr53V3nhgvIP14XsHfiTPwbbAY0UMihlUEjh5kS4F8Fqy6D19hMoPt6J3bLh4y8Iu6kSLsCkAlc2oSvQL5rA8s9fVnIzoTMxP4aTvrH9DedKvabYNuwNFd2A7okQqcHqBUVhdyT458zvE+MQVYXZdbSkFGOYj5VCWTjOC80XbETkFxZpTyu4J3jcYnFTfA9udpFoFcVFNtdBTtDTITIboFIC7YEAv7oJ//wt5EwTyjE66aHVzCRc/VUb+Zt/iv67vzSS9nM+/NkhfCOgfHeIc19pfdbCeZgRnYDfBCawvQeFlyG3DLffUpq/BK+Ohfwj5Z13hCSzcKrKpUtKOBUWWkZ2dxpAZwfcNWitgDNQ3nsfLiybYJPjPaWRN7kI+8eQOWBVDeFpb6SUVoVaEy6/ZCw5P7sHtQtw9wPl6MAYMXoKtUXh+RJciZX6kjAcK6//r8rRVeFBlOEkQirKJA/rfw/Gx8pobkwFTl1IhkrjgjA7yphEkbFcjMWUHpmLOh7UYiBCbu6hIw9WFk2S1fEukgkEq+jDEuQq4D22gHmrIDWwi6h6Bod03Dc4pWoTigvgzFB/CNMReCEagWxbSOkc80mPeWUA12MYh0giJFPl+O0crLomMBvQY0UWXcinaBwg0wjtC5K3kOdTKmmKNVZcz6Dq80Uzt6udM0uCF65YTG/BlhjTxY0fCFtNJRXltauGDzgbQGEGH3Pgh+/B8y0YDYSBKO4QsplQDZU3HGi68Ghm1EmvvSJ853UlUlBXmFvKVh3uDJT1qrB3aiq5z7wobO9BmCgPToVOCl/4KhzuK83nhWIB+m2wKhC5wmhsHB6n92FeE3JFpfcRhLUM1xGyQ3BzQuKHiAXsHfLdQGj9qtL598ppFVoz4aeq2Dqp/aI7+DQX9QmexcsX/vT0ixe/LltXkDSHBgFiW+hCHunvopMIyi3Yvm+8kLO5UXGWHKQ6QGcn8OAEWfTRjhiRVjmCTc9wee68Bv9MsP+3v8RzoTwG2xV8T2l/F6apBV+ooMcKX08p/PUETZXculBMhVqmWBEsL1jUNeN8Tfh/fl9JGjDxFLkA+VVhZUl4rpXxS00L/0P43vdhniqZa3RfswRSFWYos1AYzJTVl4XRIeTLypkLwmjXfJoPukYCMBnB5peUxUwYPARFSWLBKcDRgdHFdXuGZOKUhHSqTHuQ34RoDEkMibHacvIuTKoWXC6BDXLqoIWi0SZoCfVLSJiHfN6kJZODzEaWV00GwiQEN4+qg1RqJl+CDO30kVwBAkEtG2k2zatS9pF8ipZmEB1COoXCEPnb++hGBbzUMJCc0IjaLCCJIMhgivFzLSnMA4MuH1vGvFoL0c4IGdpQtsFL8T49pPZehm9BYQJxVyg0FHcqlBfNr8NCSckHwnIB7Ego5jKur0H4CCYfQG8HilPIesKHbWXFN4E1fzODjwuMUvAdIytxHWU7g0lRuLAI7UhZWxNytkEbRVPoTI1o++5IOHNBeP4S/Ogu1BsQi/LiJ4Qf/tAg9/BhfQvu3IRpHjzf5JCkRaHfVWqXhWSs7O9BvwobG0K1Bhui/Md/DuGv1bFenrH4gxDv1+CZv4b5lrCSg+Md5db/UZodt0c/t019WsE9wSNJ2uCbH8Lfv4YWPWSpgDpT451c2ETad1CJ4MyZx3knNqiCnUNHGfglmBXIiktYVxL0rV0gZ4KJBz54+/CTOZlVZGZNSRLwFpXhN2HaLKHHRUSvIr/kom/8iHlYgpIQSMwoCkhaQksVKWXYfeHf/B4cHUNczUFQBF0Gz2G72eHR4iFZUfmdr0DtHSGZGYTS6pZw+64iosznprhJHOHoA6NFm1uwc6DEM6FYhmCs2A7kPWF2IPRryiyFQlWQkXK0C+UVONoz2dAukE6VLDX+3XAqqKUcvSXETaX4dcEJFB2DdW6O7CdkY88oo55rQSbIKEISFz3pwflLsH2KNjbg5PEiJ5dAnCL1BpoEiFdCb7yJNM6AVzZzzvUlCMZm2UCANnzonsBwaD545kK20IRBgtSKUCyDnaDJEJHMzP00hLKasjfNIDdCQwdZxRj7xymyMKOwmOIOIOxB4yHUS0JRTazDbASj+8LW55VWQQjuQX4qlF1jB5NM8TaF6y/C//4d8JaVb3wSvvt/wqko1xZh1IH5HBohbOdAbFj0TZCPbQurFnQsY6Qp+gZZFAaQzoEMloD2QCgAD9vKzIWsKHTUbIH/000lLgjz1GzZjx4YeOfWeYvDt5R8Rdj+ULGXYP9ESRwIKkK+DkNLCTomUvOV/xKSap/GQ3hvbDoKbQgbU+XDPRPZi6WWiFiqmv1dd/DpDO4JniyVKs98AomrZsNp1+E0Md7SUQyf/hziVw3OtZJBNYJcB4rH8McfwJfOQXiK/OnP0KvnkYaDNDLESmCSQvkU7nVhMCe3JNR8wXobvEuCbs+NxcDJoDxD2ik0E1NVTCMcx+ibMgvEEeIEhm0lPlI4LEB53QQ7nH0WKdZoty3eOYG/6sJv//dK91gIAtjdVeIEMjXb1NlMyZWEyUzxq8JoIMxFCFKYiqKiaAn8OtRXM9wQqkUjV2mfCo1zQhQb/2GhDulM8YpgqynArLmikdK4rtQqSvKjjMACfzVD3o/Jdiwj1HvWg3BqZDhY4ApS9Uzp2KggHkZInY0QP28IJq0SEk8hl2E1K0Zi4ygsVI1AeKUE8QnQh49umUHRJIJBaHIhvAypCXR6cDSEpo0sBNAawuExsjWCyj5M9qB1Co9GWEmEVCMIRogzQY5SJAV3BVZWofQInFPFniu2BbWSUi0pjblw8ropBrOpEs0MqWPYgXRH+ea/U9Y24eChKRRbJeVkavR4GoAiNNUkJtoWDBMzq5sLhJkZASwWzeY1C43QOgphEAhHiXFCtEMzmsg3hMxSJmrsZL1MmGKywvt983netYWdB0pShl5HYVH4/zK7o6JAVdEoY9A1NsPQh3gRKqF5dDOFWgZ2qHyoEJ6Fgz7kS7YApZ93B58+cE/wZGlaISlBL4bjAOk7yPnXYDhEhwH67bfQxOQQiFtA3FNYi83A4vNfg8Yn4NIMLgbwf30b7cfoLIemjonwO0nByqHlHPZEmcfK3AP7VXCrKXJNwX8I8/ewTiPT19kRDoo8Dp0XB/J5pXdkzPCqArsBLKwb6kZ/AEcOSaHI4Tuwm4fTvLJUE7Dg5ARcXxjHQqEgPPoIKksZjkD3wGzmBh3FbSm5guBVLPY+FKYFRS1hPoWRKmkJAkvpTJV5Yi4ZRcgvC3lLmB1BMIFoAqeHAq9B9TWL8L4QDISw75HFVaCCnqkaJEmWM1P0ootGKdoogK8wHQJzCEdmE333JlqrkR0fgp8HQC+cRVby4E8Qd2jUppND45U6eATTAFzX2AHiLhp3TcB1MIUqqBfBdADWzPwTBqiGsCcG29tTWHJQCdGdEMoW2rHJfAc8wbIFvwKuDZ4LviMcvwP2Epx9SbAUltaVcKx4OZNtEUyVnKccHAh3d0319sVn4HtvQ4TwQh72RoKF0aIduZArgeTh0IVqQ7hYMSinum9AxsWcEKZwMAY3D46riA0TG/Jl88D2J8pcoT8UogL4DSVMDS06ysEcMyCMVUlEsauCkzepb54D9pEBYboqeKl5ZK28cUBkNuRLyoILLy+ZbXPn0Cy34wqQFwEqP+8OPn3gnuBJ47TAEPRoCvsOuuOhj2bIQYbMqrB5De7cNfFxNQ99ow2XXkanYxj+DPnuH8JpAbIqDKrGP5UtGOd6qwT7Ap01KOWJphazzCKpw+mfObifBC/uUdjfx/3hBOurDo6k+DG4UUZ5AchBtSU4UyGXwrkvg50HnAS98SG804HqMlyscGlhwou/BB+LYXnP4v5+RiZw1Dcm++OBUtxUmltwvAfNDZgPlSgDzQujSBihZj53TXEnwgc/gcJnBYlh0FNyFriZcLILhUtQWIAbfwDf+47ywSTPrUmdu+U1uktn2dl6kY9+s0XsqXnIei5QBK+MTAowr4DVguoCeA2kUDEzuXwNrmxB2TcQtgfbyKdeRsIOolODTGcInX24XEHKE5jvQnSCTo9h0oPDY8CCood2YsiV0FtzNF2F4lkobCClNZi1wN+CwgZcrMOBY8YOlSKIbSxkroO6Ftg2TM38cDJ1CYpKFhsNYBYpjq9cfBaCexD3leBAGR+BpQI5aPegVlPOrAhJAIOxcNgVrr0mpK5A0QilpzmluKDMqmaHUqgJbk3IqrB5FjoV45jw6+CVzTKotQjqmUeln8FxBo2zIEWIcrB0zkRquJXMjBIcsH2YoGRFaKwpwb6JjY1nEJBRLQlStLBKQiQQ3YHTPmQF8/9MB4ozh+PvQLUI9aqw/12IHaOZ7G4b10bgigDln3cHnz5wT/BkpB6lFswK6FAgEKQ/RquL6GCAxJGJuRsrTF3kV56BWz9GUkE2QvSjqUFxFGsmC6DcNMr8dAWdFmBzCfEUghqpVyA9dcnsMnI1R6B5wssOM09IHIvkB0pSKxNYFvOiRYBpT+YFYygvrkOlolRXBKueIG4X49z/GTq7zzMCz9nQ+p7wv/y+kq+bbyUIwasJrgcne4ZW7BWF3gEsXYGiJ6Q9sMfKbN9UfZlllhM7N+GgbpLaQwfsOoSZ0rpoOsGDN2HahXTfx9q6Bvlz4F2C1hWwNtDxRdLfsIwUPxRIHQOp82yo52DJhcMO3DpFK4vI1z5j6Ipxz2wq3r8NgwkqLvgg7ROwbMS3oeqiO3tomKAACRAp6ubhzDJMBnA8QWaYJUFgI1KCwINc02hn3DKQhywPVsH4i/O28VuNHcBFMxvcHCoOelahGZB3Irxj0NS05pVVoSCCRsraCiRtod8WdnaE/AoECSycMT5WL6/c/AhOY9i3lV5Nef66MoygtiKseLAdGi6glQeKBnn1cgve2IdurAwEChUYixDmFGsBzi4ZUnxPoLYMO31hdwL/5H8Q7r4FvUDZuCakp8J+3nxPjqdYmDltMRKysTAbw957QtaCRDOitpJMgXVTOc5dIwHavCiUyoYMXbgMlirlMkxmgoYwvaNMekLgWxa/oIJ7umR4kkccW3QCVgnSGOkrmq4jxYdoawNKLvKVj0H3IcSBeeSkBMEM9TzkZgfVAvKbn0ZvPzTmxUYB6ygks0tgpWjDQrSP3k8hjc1F2o7gmmPCk0dDWLKQc3k0nJmPR2/GLE3w8zGHt4SwrixZULkkfGYRDm7DIJog1QlLR7AYC/8oZ1Hswb/9QUauCKsXhSiE69dheJJRqwmJBUGg5M8K17aEvQ9Mh+hkinhgR5DzhaIP0xNl8RxErwvr67D3nlK4YMZalg1v/2sYPAJU0VIdBg2kUILUPPZ6r4S0FtH/LAdv3DDlReqYSqhRhCQzqtZXSvCtNrhr6PgBZEMY2FCowmoFBiHcfh+5dhndtCAZxEFodwAAIABJREFUw2EI4zE8ex2Kgty5D+MAcfIQF6G4BHXg7iFaXEA8F9EQ8gXUs8wczg5hdABdNYOqXAOpu2h/COogCLgKkiLTDM6L+V58IANJBbugFDxY9IRoT4kCkJqwtA5WXqmsCPu3lK2zYKuQs4XDXehPlQvn4bVnoX9HGB7DxZZy8AAOLGG1Lnw4ydhqQWcO6wXh5rHy8nn46MDEYGDBrb7yX3xe+B//QLEK8ImvCP/VV+EP/1hZPquUAvjpXyobl2BRhHgHXv9z0CMIPmXz8q8lXLovHL2fkdpCtCr4c6jGpu3uzY23NKdmplcpW2SRslo0ZpPOXVh5QdAe5C4Z94t9FeZ3lCx0kaJD6hQEuj+3gnv6wD3JY1kWpRjiDAnGqLUMvTF6dAxnFmGSoO8ewHoVRimy0YLeHF0Acm1YKkEi6P42JCCTOXo3I5MVxAIt2zCaoxsr4Cwhx4doN4DXqshxasKES3kEB52GyMQha8SI2pAkBIsj7HLK7H04KBsWQK0MW58TnJ6QBUrlVClPlB+/A8HMFFD1mjA8Upyi4IVQEDjpKFYV/CIEbSWyTHXX3gUtQK0qWI4yncJUBKdpZA2FqdLuimlpBxDbil8T+veBHIjnIHMBrZn1qmbovIS4a2i8DM5ZKN0xrnE7D4kFpw5U66a/80D+fh0tz5B4hDpjuDuCCxehUITNKkiEHm6jYQK2g8QCrSXoDWF7BG4Jpqnp1daWoXdirAS5BcjXUFFks4pmHfPQZRMYjx5/4CSmFEsUZhlSLCJWjHYUIcUIXQB81A0ARayU0YHiXjTmifu3FMuC+oLg2EphEYodYT5T6kVwEogCs7Fs1eHrnxQqGex8U7k/Vz6zKOy0hX6kBKKcKSmzCdhd6KpSyQnXqsIHu4r72AxyEgqXlpV7D2AWGw/rjUfKb9SExhnhR28rGx8Xrr6i3PsPwtZV5V/+M8BTskoZtMWbDiRffsDGTy1miTK/qXjPQklhfqgsrhi6zTyDWUdZXs3QudKKLTRRCscgotz6FvirBsSz9z0oNAFN0bRAGokAhZ93BZ8+cE/yJGHGOR9uHEFhC6kOUR/k4lnI2+j2EFJBdhRdXDSzGD9EztTQ/+5n6H/zNfhXfwOfeQ66HfThEJbWoVBB+2Mkq6GNNTgYIH7NtED1DG5N0ZWSgdxzik7nUPLRRJBiBqUY6fXQQkJ8OCLYUrwBBBPhaA5tCwqljErZBMx0I1BbKa4Is65glWBuw8KSMnoIhZJFJcoYx8ZG1Z2ZsVhoQ24L8IV5QZkfC2GmWHkl54HbENyZsXDlKsLpaYa3IbgxND8udN9WM1UuOejOA+S0B5/6DORdshdbWEtH6N/eg67zuMfNQb4AUoCJZYJjztTRpTq0pqbf/WYfGotQLkGxgJTz6BvbcO4Kcu4CjIfw6MiYdTfXkcvn0P0d2CwZa8bBI9SyEEeQozZy3AXbR/dnWFtr6EoDObkDlTU4AyR3jeUuC2GcwixF4wxcU8XpOAPHgQAkLoKbMLcnuNWU6dyAmx01zrE0p7g5YXcAraIaCU0kRFODkF+uKenMZFvstpWLm0JFoL8DUQfKM+HcXNl5KLQDJbMhVzVpVR+Mla2m0I6VoiscT0yWxIkl/IPfyQiAclX493/2mAhTgHCo9LrmZ0pBsFwljfXxDEJgHjCfwuf+Hvzpv4bqOcilQtZQltfg4Xeg6yitL8BztsVokHFm0WLvjvJcWTgMobEMB4mykBce3DeF9ygEq6pkVootmWI+3v7O83QG90SPpmrPYWHNzFmO7kA2R8cBDLpIGEF7hHb7UNuEIfDMp1CrBpsVqKdQsOGdXejOYeMy4lWAMgxCdJjCUQS5dTNUb143g/Ugj7zyCuK3kLAAtTMGqhk9XlhEdaPDOC0SpQU6icXukbJXzQg3zNJgEAm9DPYzMy7K6tAdKTv7YJ1RWkvC6QNhnAmDTBknQmcGgwgmPvQi6Fsw8YXBRHmwBwclOM3gtAjHqfDwtnIaCOOSMFDIGkJWgOkMyp9Rmr8qBnoWT5E0gOU8TPbR5QAZv4m+/n14s2+m3W7RDPCzHBxEsHYN+fSnoJtAmIcHGfp6Cs9fh8tnYKUC0QyNAxhNDFHAz6FJjNRLQAzpFG0fGoxuswoawWSCzALz4rxzB+0KOinC3Cc7VfRuH81W0FkN3augy1+GF76IFGto5psPIT8PqYvOPaRcgXwBmfuGRe5VIS4R54RRH8JFI5EMLLBKQjgzLoU0Z/YllbJSKSoLFcUtCp94Xjg6VBqu0H4INV/p9U3yYu9YieeQBMqiCmliHsfOBFZ8oR8onbHZqk8TGKtQWVceDSAoCD0Uvyw83BVWrgsFBw4+UnIlsFFWt4TcWQEZoUGfUnDI5Vg4umG8snUVLtTgSg7yx3B5U5gcmqChpKc0c4KfCF/7nAVtuLRuAng2LOHgPeWgq8QzM2/MzuUhzLA1VQyQ5e88Tyu4J3gsi5DBQ6NQzF9HKg20WkUGbTQZQ7KMuEum3H79Lvz6K3DrNtSqyNdfRG6MyFqXYa8An/kSPNpGqyX4/g/hYx/HlEoW7AzQlQWkVkEnDvLcGfhZx1SJ1U0knMCRi37xFfjW6/D1Z9DufWMgrLdQHRB5Y6I2TC/MIQ3J+UI5Z1QVIYI1hGwO1Zfgxptmju+UoFRTju/BcC5EjtmmTUPInRdGhyYqL50LND3EcVEymAlSzlACZk2Pam6Odg3am47RSlkhcF3RPwdxLVhvwjdeg5PvI2/8GH4AGllm+VIogdomHPreMTTPmSVE6Rwsts1vuZbhug/fvQWffR76U1jyTbD2c4sw2IMbM6RUQbFM5TgKDGqp2YLJKYzGkCkSZ+gf/hHafBa1NyBxIPYRLYNlIbmUbHiK9AODP15skn3sHyNb30L/4gNULCS1UAVEUFcgl4LOjQg4N8GylOXzUH8kTCdKzgdbFN8VmBhNHIkhxORT2GyCHihv3hZe2xI+uAt2XonH8JIqb98zVOTLAv9pAOfzcDdRyp4wGCsnAaytw0kXth/C2Wfgs1+F1//GMAmmlqmGmsvQdIzod25DHBkz/ugUfuefKv/2jyBXU3J2n1em8Lmh8CfbytQC+0QJlmB9RSi48JO78OILwgueoi3DoKu4yngXGpHy61+Df/UvhOMU/LJwtgh7M0UfwfLVOaclRaxChqFN/Z3n6QP3BI/tuTNrtY5mJbi/gxavIcMDtFBFjvfR576G/vRbUCwjvgu7p1BrosdTdKeI9kcwtExVcroE4304dxFW70FpDbq3zQgnCJHENZdp/wgunkVLZUjySBJABNpcgRv7yHPPoA9DWFg1WazDyIieWpYhHO4I+C7xNKOfn5NPlawAjCCOlF7HbErLBXO59u8ZK2ZWhImrqG+AldFHoItlU3q4rgFO3orhFR80QDWByxYSzBg/FDSzEC81NEYRxFY0BclbqAiyUkGSKbo7hUEO1EN4PGubAl7e6Bo+tQ57p5AbwO03zAfAbGYCFaIQvnIVPtoBr2BoI70AubyBHh6gCx6ShAZlZefNEBEbCiV0eGy222+/i54MwV+H0kXEroGVoE7e3Ka8CxojotDugFtEJxjI27WvIV8vIW98QHYwBlfQHOZRmyhacRFRdM3H8abU59Aqgy9CuKfIVcj7SnkOdmBayDJC2Vb8GTy6bxIT795Tjifwm78ipCdKsWTCbfxMuD0yj+N+rPRtaDpK3YFdTKVtOzALoDNWtC7kKjBsGxH3M88KndtKMIFiFZYXhPYjk7a2tKDISPjlz0F7qpQdkB/DG54yCyB/TqhXjVHnOFbWVNjYEM5eUNyR4K/BwQ0IHDjYhnOu8Nf/tzIagZMojTMwLQnDngkjqt5RghnYYfwLK7inLeoTPJbDOBsPTPRSZQVKdVRdJAzR9iMTlpkoEjuo5NFuFe72IdtEqpuwF4E0YTiC+/eRdMG42VPXYJOe/TWzmrTKMDpFL34CNtdgPEAmEyQDjXPoCKxzLwBVcBqQlpCwCm4D0iYkq1A4C+UlWG7BqIDaFbJRlWla5Ghi00YZFqE3htOpcpAo2x/B7mVo5+HYVoanLqOHJaKFKrrZMHYvpwoLdaP7e75liB21oglSnuQgLKF1H8ih5Toaeui8QCYldFiEz5SRlg9rCfr22/BeCLkaVBfNrM2tmBVc6pn4c3xDQn7jBvztu3Dl09BqmClNJ4Fz5wzQLI2hP4aVOnr/EMkyxHNhMkOSxwnUtgvDMRz3QH1k/xC9uwNJAa2/iFIw/HbJI1GE7rfRDx6gP7oHN9pwWkLCJswq8MZD9ME6Gn0J/dI/xvrkCjILIclMrqw4yExQ10ImBaLYY5YHfSyAaJ6DZgzOxCx1mgWoOVAS5Uwe7r1tFuadvpJ4sLQCBwMotYRtgasLRhY0tExFFrvmr8otw5U8RDNlIWfMHU1XaQLtN4XFvHJuTdA92P8I5pFQ3gIcQWwIZorklG5bOB0rFOGTLwkcw2wKB8cwjqDxApwOldOucUDMUigvK+lUGPcVHkBjqtQ60D9WvnJB2f6Z8M4D5d4QWktCo6h4othdodgTWiXIJqr8ggruKbL8CZ7f+5//5X8+O9/ctNQFvwzzMew+QGrrkFuE7TdhtmTmTP0u9F1kaBmf4so63L2PTCtw+0347O/Bgx9CaRVePA/+FOm+hSwWjfv9uS+D3Ifv/AX89m/D+zeNTOR0Di+/ir5zx4ib1DWstElorFwHAXJhwzw4Fsgbc1jbMI9IVkaCPPh1tFIk61hkSyXSfYvIrxCkLvGkTOoWDBXFahof57mLMLQhzkOpjJTLqGWB+oADD2w4LkK4Dr/5rOlvxmJun1M0/13sG/6OVM2jO7ON3owylBuwMzEqVL9uTKr5OsRi8gtrLVitG5+RNYH7e4a+2A7hK1+G9j4aZchSzZQr4wTqLYgstFpBUgsWmhDMkMkYFhaxvBy8+y6cDCG/gNhlRAqoV0aCMcxnyN42cnhqvla3BJMl6BbgIADrLNzehdbLkCzBpavIF1P4izuAC46LFlyYZ8hSDs0pXmlOZaosFoV8ZuxS1byQCwRfhDSAhbqwfc98+4OZ8XB+/gtCIWdw8pOpUisJjwJoFIw5v+cK6y4sRzDvGy5AGGNQVyIUfaHkQ/o4LIc1YbkOxLDQgOEhdE+FStPk3k77MJibH9vdB0LhmgGvPBwA6zAtQudIKKwJ9Ros+DCcCq8+C9KG8Z5QmgnzHjQy5e2PwCpA1he++svCYCCEsRImQiUTEkt54dPCu+8p0YduMp9Ev/u7v/u7fyc15OkD9wTPv/iD3/+N+Vn/CjtjE0cVAYvXDdC/smIu5+QIfXgL8T8H/ZzBwwxmgINMgV4Prv4WzD+E4TE4y8j5M0g5QQe7EE+h4IA9Q87XYMFBDj+EeAA6gW7bKPR3HjON7BxSbUE5DwtleHQMhYL5eqPYsMH8OrTncPYc4gpkEbIdIheqBmiWLxs2eJY3rV7fQ15cRMIUnQN9RcYKjxIkZ1o8Etu4ucseMioga4uwVULW5/D+ITxKYF6FtSrMHOjYSLVh4HVWDr0/Rj4awPKzsPEsUsnDQOHMZZNN1x6AV0DFQSYhpDnzd37zNlz9mEmdvn4O7Z0gwyniekb6EVmmfazUIMqQUtm0yTnTalLOm5SU6QhrPEGP+4YsIhXwW8ioC70T9LhjWt4RMAyQ0aKJlxomkDTRWYxMcjAsw1EMl9Ygfw35Qgw/foR6DpIXmCqylkOWY9zekPxYyKZKjJHgDI4M1dgpGc/mdGK0ZPWWyVOoluD0GMJYcVKzcbzQErKB0BvBWmAsev2RCaAZYZQ1jRxsp8KzTfjhIXz9i/DgCA66UK0Jw75R3XTaYC8LlbLQPVESWxjF5nNCysYZcRIomhce3IPaqxCFAr6ShXD+BSH6QDgDVCbC4V1huWECwXcPFRGhEwpLC3C0J1ycw82xsmTD6chiOlN2983Xm6cWg/u5aD4O/6efdweftqhP8FiD+CHjATSB7ZtIoQgPPzReyKVPm+3fvIPMj9B799DuW2TbMezU0LcDdHwGrS0bS5F0wStCfx9lAJ6LXNs0/LOWh7TmcPghIqGBaO7uIKM2bDbRP/8hDEOobUGWmPnXYRerPURe3UBmp0j7GEaR0WnFCVxYQgZ9NJeZG3C1jE6n0I1hmBnjehQjvposvO+PobaMrK0i8wx9dRN+fQ11y+jcRSQP1Yrx4jxfM/wedwA/PoRZARYq4FmIUzZR75US+u4QFs9AfQm5ehlwUa8CswxNPKCAtidwFJrbNQQ5jaAvRnK/PYT1l+B0ZmwSSRGrfAZ1fXSUmOVBq4oGoZmd5QGdIszM4EljyIFhZETodAThDIIxOuvDySEcHcDJGOkp9DHr43ETe6xYp1M4VnQnQR4B+1X0rXvoSQXutWB4iazxeaiCZBH05uYDLkjgEQwGNvuR0nZgVoLTWEhbj/Hlx0DOLI8rVei3lTOrwlJTaPowPBEqEeRHsPtQGaiyVDKFMM7jDNYAinNgqtydwbrA/Q4s1eDmHfMgrm4qyVwp1xRipVZUynPldFuJYpj2lXAKiS/MZqYdvf8dsBaF5kXh3o9h6xNQieFCSRj+BJbPmOru+hVleUn5wvPgjpSNSGjvKhfrUEmF+hi+974JxB6P4bXnMs4uWiyfFeKckSWW7OrwF97BJ3S3nx4gCIIOVQ/OleG5dXRyjKx78NLn4PgnxvtSbpm2ys7BeB8J5jAZm4s6qgM+sn4Wsi4c30B8CxkKPNg3g5lEkOfPotYc1Qncu4eKheYsowU7GSK//Xnk45eRZA8e7cL9Azi/SdasGh8sQA2Y9tCTITqNkM4UUhtxatAoo45tWsDIgkUfTVJzoQPPhONcXURPQghB12vISQ952EeWBel3YZgguTJSr0M/heIqJC5a9gwOvGDDkqCHx/Coh+yPjAnxJDQbDC3Cyy8gRQdyMTqaIfEM6XWNxKMzMhSR2WNmT5Ch5A1vrTcy/dOVZ9HwBLEFqeTg7h66P0KunzfGezuFPGgaAQkyHSGTqRGKxTG6e2SwKbZnfFHhBGZjNJjDfI7MU+zYJq85fMr4zCgwJB8NoF8x4t5hEZk34fQx2JIl5CvrZi2ZpHDeNsui4wDUIRazY0oqAkUleDy/qi2Z8Gb/MSCmnIeP7iidoRJZwjObpu0s5GB3AKWi2XK7BWiKCZlJbDO+nKsR204UYtsASze+LPzX/wSisUAo5BxhuSns3YX9njCJlEJdyNXAr4AVQxQYfHqWhzRSnCEsrULuxCyr6+cVz4ZoCK+ehRtvwXQP3v6ZcjIxBLDrOaF9AAuPlCBQfE8Zx6BjYbNmcRRlLK3D0pJQPwNpmqa/6A4+feCe4BmPx129O0BOjpCqQG1qOGKTfTi9Cce3TVVXayLVh4hdhyRGx/tw2kbv7MLst8y/0+uw9Wl0MkYfDNDqs+iDQ+TZ86gMIO7A3h66XoDv3kCKTdSrQmMFvXkMpydGlvDSZThfhTu3IDiBbII+55tcwTiG+ycwA+praFwyRNxpAd6dw6AOZ+owEfgA5Nw6pFXk3DKMfcTxoOYjbgbDFA0cdOKiKw1UE1MBjgLUc9DREVJzjDPbyqCoSLkLuR5oB905MTFZ93fgxj14dAqtDZhGyMkEaU9Qf9G4r0cCdvExedM1m2G7hoSA+KbtLtWhO4BBDFkJIg8WVwzEch6bNr07NtKbShX6czTxyLQEtTXkvbvQGUKhhoiHJAkajNEohFDRCDy18FnExccmwMbFIsNhQiG7TX6yj55sovsROqwjHQeCRdg4C9WCQWv0YrMedS30NGXmGLXK4fvK7gD8F4WFglBG6B4Ijg/TOZCDcvkxJLSgtOcQexC4sLkC3b7SF2N7HtZhJQdNFDszod2OwFJNWPXhbEMo3c/4k39juvP1daXlKTJSLl8QllLlxU8LR3eUyQTwjVImFCHCSCwP9mH9Cry2DJXAzP6sRwant1w3dmAnhJIFsx3hbEkZB3AuhPpUebAn7CkkgbC1IXQ24O2pcmlBKPaUMxZ8+G1FVZ8+cP9/nSzLhp6W4VwDNEGev4i0d5DrL8M0MxifchWKq6ilYLfMTz6sQNBDHAv230N3EnTfgVMf5jXYO0R2Qrj6SSSZI+EYqdjIhocUp6YSu/fItFO9MSwuoQc9WN9Cqp5pK/0MYQKlEOlFELnoQQRnNiHfAruA5EvIYYrk6+AWkLUKElrI3IKpC94CKgW0lockMKlROyP48RQe5JBLLyFrG0jimUVGTtHbx2aulhc4PjYBrfMIygHqT+GjOXLFN+ab9sQYU+tVuH0XKa7DBw/QedFMoTsT81jN1WxURxNQH53FxrYVK3T6iF2EWWjKl1FsNq6hB81V82eFuqmgbQ9wEbsMhTJSKmPlPcgyU72V66C2QUolsZHopApZgqUhFjXAQimSUSNhiJKhkoJmCH2syIJJivTmsD8BWlA7C/WmwSiJZfJbnRm2k5Abg4f5/IpCY36XGkwihZyyvSOUm8KFS4IVm676pGPCuxPbxOnmKkK5aPIVdh3IGgZWanlC34aPl5SDUKlmSncKlzz44C3FS40n1B1B2BGyGRAr477w3l/B0gVhngrdHvRCRYqKtySkE6FRUVxXab0M3IelnHB024RWN/JwJEoQGyp0vaz8eFf40oLy+ggOfeEjV/nqlsW9HIRV4crHhK0SHNxS/Fi480g5+w3FsqzpL7qDTx+4J3v2/c44ZdRCLz6Lfv9v4dVPoYUUzlcNdPHwPnj/CCmcAQbgrSNOiOYbEJ+go4dwsgaHe+ajN/Sgl6GdGXLzlGz1K9BYR2tlVOforRPYaMHLi6YXaFow2UWur0HvLlqZoske2Ptw9wC9O4a/aEPhGqJLULyILL6I7gpMVqD5GgwWYP2T6MMV9KVfMR7QxQ20sIwkNSS3gaYesp2iHR8uPQNnL6CHNsxXoHkZjnywLsAnPwsrDWR9Eb1iIwsDqI4gPsW+m4DjoNsOrFQNdWMUwekEPv059P23oLGKDofg1Q2SxHo8VFIM7fHDt5CoamgrNEy12diAo/3HpnzfJAv7LYjLYDfBXYTaKqw0YT5Dj9rg5FEcVC2kWDZCYrHN0Mspg1tFMkyvpxFChnmVHZSIjADFJQVSVVIsUnKoM0PyCTo6ebzJzqG5KvJs02RHlIaId0LOH9FMoJWZ6qfZNCRdvQm37ygnNnRSKJ1XIkfZ6yl2DpYXjF9/MjILCEugP1NOFMpFwcsb9FFjDSIXLrvwYA4v28JRD46nULLBisS84SLsHkOtCZ9/Rnj/JkwC5XSgxBXFrSqrq0LwPpAJy6tw5WUl2ob2W/DhWyYQ7tiGtc8LYSJkDUgti7QilK/D/JKQrsPtSOhfhuIiTNcgfk2pnIW4oDBTFmZKZRM+uKFsvycE/xFs2979RRfwqdD3yZ7bREmi98SWL9Xg/AJ07iGbm+juI/SX/1vEeRNtv4GWBNaLyORd4DoyPEa1jMQPwX0BwrKZf4VNNF9FjofoRw4MFP2NLyEPvoN+8iLivWWiCO8MYNGG2R5SdWFpaLRge/eQSYbePkGrS8jaCvrOh0g3MpdXbeiNkM1n0HffQVproEtwbxd55QvQPUKPbFjbgvAiekZh1UKaK2juECZzo1UoeLDURNsdOH8RybsG0r91Drxjo95fXkbDAIkHOO2M9ACzuOjM0bQErSrMXGgtwDyB1irs7iP5Ckx70FxEgjlqu49TTTyTiTrrG0tbMjetZxoZ/SGpIXwOZ2ghjxwYPBI1GynVUXpIxUKdHBIJ6tqQpeg8MIiNLEbVBpXHFXdk8CeZkqYOqY6wKGKRw7y4FkhMpoXHj13RuEusAPGKUMxBOkQlgzfvwKUh3O8j+SmtklC0lEIOnJEQhYZ4O1GhVIVpbBa9swQi3xSx+QYQmL2T68Hbt+HMC3CyYwi+6ivTxuO42DLUfSVqC3cy+MZVGN6DcG7iI0cBvHsCw0S58lWw15Wv/xasfRvGGSy3BOsARidK31GClpD/lPLw28LIhspVgVj56R9B4YxSuyL8v+y9WbBd53Xf+Vt7n3me7jwC9wIXIAASBDiToubBkSXHltuWbaUjd6fsrk4q6Qe7q5xOVShXV7m75Ko0E1e3E3dSrY4VlyzJpCVaEkWJtDgJHECAJGbceT73nHvmYZ+999mrHz6m8mLLSlWLT/iegAcMF7jfOt9a6////ROjcOVZ+OaPwG0p5QlId2FhUomfE6KTcHgDxn0oIbzaN4Fl5z4H0/tC76JgrShJH7IFxW0J3W73jZ90Ae+84H6GR1Wrw3bfl/Nn0JUaJBLo2nW4eMVcmOwkunsVEg0k0kfyE5BNouFrkDkK1hbExkFfNJ6YjgNeDqvXh/4AVt6BS6vIegt94BHkB2+DlTQ6t6oLR9PIpKL9BrqybV4xF9uok4NhHlk8Ay/uweMfQl9fhft/HWn6aNVBX19BEkdhy0FfvAZ7SbgZg/gZePyTpjD8+Q/guTIUHkOPPI4sTBufZqWGzs4hb76FBEXkxgHYExAZg1YM64aCPoj0T0HjNFpawFvNE2gO+ll0OALn70U+dRqGQ6Q3QJJJI9OPKEyPQO8AmRxDly/C1i7MPmo8ntEoFCeQpAtpAW2hEQdJ2ubmjyUhMUSq2+AMUSsKzQZadyCIoaE0VPuoYxmzZyJtPE6/9HPIRBYJ9ZFkHIn2kXQKIr4p3vEIg7BP36rSp8eALi5RBhrBlSheJEuQSsCUjYw6kOsgsxFIvIZV3jA2s0oGmR9Duyl2fxBl2c/w9m6C68eh+iCkHrRJWWB3IDww/xw6FJw+NCvmYVkcN5ZZpwv1jvDSRchPQT+ipGeN8DcZh1ZS6KWE5AREQlAZwH4ew4dTWBgRDprm825YACcBqayQzsLsFIzkwPZNMLdlC2MfUIp9OKworg21fTjcEVKPCZu3YLmifOehRWVOAAAgAElEQVRNZWNUWQ6U3r2wOYQ9C94qC+EpeGMFNl3ozsEVoD8L4Rm4+gOLpy8qyTAUhkJalOoQdvsJrdVql37SHbyjg/sZnz/68pP/bSeeKrHbQM7MQfuaabuK80jQRCJD6FZhZAIiAZIX0C70NxArAtlpsDto50dI4jeg/UPozUP8CMgOHD9jBKvv3kbait6/CN+/Bccm4a4U+gdvIo9/FukoeGPIfgg58hHwk+AXYP4M3Dg0mq7lZXSrARyBR38BuXoB1stQbsJhHrwlqHfg/GNI1DIas/GTML0Am1eRahf1E4hjQXICeeARqO5D7RDCGfTabSgP4d4H4I2rUDgDc5NItQYXXfjcUfCHyJYDr5VNRumnPw43NlAvjBzUkcc/C9/7Okw/Cs0GzJ+GUg6Gh9CrQzoJ8xNQvgHtOhy5C7nrJNpYRsZTsH4VDivm1+QTSMg1pI+XXzXzvFjR/MdF4mg4ZPIakiEkEsDxOeTKOzB0DO0zLIgdhngMiSWMqDkVhUSARn00OkBjEaQ4CqMWTGSQ8wJTHtbpCHq6hQSX4N/+AGnGkIM0lEegPgGFY2ZEcPQkXmSETqrIdqdH6BMDPnOv0H3VhL6M2iYzZyYHUhUiZTjcAKcOK/twZgYqVfP52HBMHe1FoJMQopPCjbrpztdteOxB4QOTsHNgvkX3PBjLw8PH4cE8NF8RrmxCrgBuH+pNOPmQMGzDfE6ovA6ZpFBbgdaBsAcchsGbCjOYyLHnFKjGwhyGfQbZIVZSOIxB01M0Ilz4rqLnhbU2RE/CYQz2unDpdkDijDByDILrsOoI931WcNY+Wl1eXv7yE088Uf3b7t+dAvczPk8++eRH248+dkLOPgjaR0aakJxD9jZMaGjtAFk4Db0qJKcg7pqPxaFtxj5uxYDvfc+8Xpw6EhJwr5ilRD8Gbh0ZRsAdINas4YV7KYgdRewAWSmjKw70Cki8hK4fQDsJkod3LsPmCpJcRLMFQ67Nl6C3D9cvmiH8fgVmHgWrj4R70Bog/T60y+Y7fXQWyttIJms2gRffhKoD/QiSiMDYFDSbiNhG8n7pFUjNweg4kk6i7RZ4wFE1xf26a+CVIRsCgYaDRHIQSaLNHjIxD4O2McSPjEMmQNsHyKlT4LWMfqK1B7MTMBIBv4olBiJAq2NeZSFMIla1AYUCpFLgDlACJBxGk3EkEQZrCGFFAwesIVKumHZ5bBpkaFAYkTjEQsZPnEwYam/KhqSFVcxCZggTaViIIsUukuxBMUDuTaD/4o+QssLUcdSJQWzU5O9ZccP9tqJG+JwdgZpLfc4hOzbgk5PCYBWytjCaFNwy9Gti1CZ96AwtSjml6whtF4i9l1IWUgMU9iAeFxAjczx7wtR5v2yIUfUBzBZgMm22oOUbwlvLSjgmbBzA4qJAYPR2ybxiD4S3XxaCSaVrCdUDxclPoFOjMDGNpBLIvoWM5dFSlN5Bl2YrwNsUBmHhEKFtQysNNVUqPuxUoH03bAc2/WJAoQRjDXjoN4Tnbyvv/mjYq9fr/+KJJ574GxO14E6B+5mfJ5544sgg2vsY019E2jfAextulo2ndHoCrr6D3HseXnoaWSi9J9QtwbCCVX0bxk+bSLvwEJE4EnFQNw4oMrDAKUGjhfQTaN0FP4mU63DzEPIPwJs3kfA0XN5C90Jo71Fk+jG48SLsCYROw+TdJkL+8gU0fBzJ3w07NyGbR/KTsL1s7FF22EQwlfcgNWbcCOKYbW0ygTTqSLkKgyR85tfh5gtIKIXu7iNBCN0/ADIwdd6s+4YRrK06GpqFEw9CKIvUfLOJnZ80YM4gDGrBkQUYzSPdGoJvNHIjWdi6gpx/FO5egNY+tCvQqKOlEVOghi248DraDJClswY1jmXkIBMz5mvK5WB3ByIpJJ8zIudBzVB5bQfsJjJ8zxnSbxtnRjIMmSgkQ1BMmaJaiEHWh4JxmDESQSYjMBOHk1FkYQhLoON9JLOJPvl/It2Q2fwmxswHgS1mVhpOoIEgoSSUMgaxXkhCWdkrVCjk4Iv3CuuvKm7dMOOGPfD6Rps8aMNra/DwOaHZMFy/U0egVhfeXRFOnBHWtmH2mBCJCyMpwRoKGVvY2hLi4fcCw3om4b47MBLAelOYOSpUGso7N4SljyqH2zAYF7pNZbssVEVxUxEISkg1ghTm0NUYki/CqoVoCvWLDCcm6VZ6tAYZas0U/Xiefm8EZ/ws3WULN3GUTnEUvATNYRSn0mPhJPzZ16GzCXub0Xq73f7Dn3T/7iwZfsan1Wq9k/ab2nnxaeGRDPr5fwB/+iyy00SdbVjMoNvXkLuOoMMccn4caVZQu4DqXdBcg/ElGOZg8zJE7wd/FZFZ6B4Y1btXIGhsIOkEdAN0ZBKKSXjpO1BtEgzHkZ2/RhKPofYC3LwOgxz4PnR2UG8KiXRhYGNVe2h8AHUfUlPoYB9OPQaVHROIXOkg0yfQ67voWAwpHDMBnh1FKy6UjsLxFgz2kXQRfeYv4NhH0Qc/BdMVuPgGEggaePDWGwQTs6ATZlAUV8Qro6kOTEzBZAhp9c0rJhOBm9fRII8+9CBysAqDlqGmxNUgqKRryCjxKBK1jTN9dxdiDmJ3wN8BrwmIwZl36mAFaKuGTI4irgfTKbS7A9o0K8ihD0kb6TTeS7x30ZiCWFAowlYDZkZAxWDIAwvtumg4BhEbChEkKVBykeQAtd8LrnntFrLRgHvvQ6Mp01p7vllgSMiMJxIWRD0ot6EUMRKXUw49P0JDPLySklU4PDQJZdI0uu0SYPkBB00hnjTL6JlxZW/XouPArTJ8cgkenzKZR5YI2azSO1SaDZiMwksHJqi5PjSSwdPzFm9dDThzF+yUldUDyE8qN26A+ELlLVjbEMJnleFmFDmbQxlH9324GiCfeRiub8GxKFq0kMMD6HnQ6UGQQuJFE9AdTZqtyZEpdOUArofQSA0WlYPuPpt9C+/zActPKuFw+CduUOHOC+5nfr70pS/5D8+c+vXN7FhSN3eQ1Bhy9SJM55DGNnIiDto09qj0CEyXYPc23F6GD5xFau9pwfyyacnqy0juKPSuok4JiaXQQQPxFLo+SgGprUE/CrEJ2NlBKgO08FFEYkiwDY191IlCq4q4wEEGcacgM2NaLG/H6NMKx5D2AbT74BVMDFM8bzRmlVswPmPEwe06HDaQoydAeiAu1GvI3h488BEoxLD234WNq2arWT+AlZvI0Z+DUAxe/h70Z6A2QJ0YcvY8ki2hlSoSj6G1FjI/hx4emtfT0iSUt2A0B3ELCbtos2q4TVMxSPehvGbEYKMeeE3kdBJdeRfpN8BpmgzCqIDlISkFu2/yGCJ9GDYg3DYMuEELmQNt7UCygwyqJt5du4jfRPIKoQZi1YEaSt1k3GYGyKwF6QPoLUOpav7PnnsdtivIlqCZEZhfMG29DKHVMxCAwdDM85JRQ/vNYYgycwHUDwlGXf6e7RDx4QtH4d0fCIc7BlseUyERGJlHNgrrq5CzoVoTdqqw3zee1khM2GsppTlhuwrnH4atTWOmf20dHj4pPLOiLBwTRkehVVNKY7CxL4RjMD4FxbRw402IZIXdOnQDxZlKQKYE62FwEshKHzl6FvoxdBBD0scNWKERQlpFJDoD5SxcaaGDE0jmCLIageQSRCdhuY0cvxdZSNFtvsvGXsDRHeFLv/wMTz311Ld+53d+5zs/6f7d2aL+7M/G2tqaqN2AY48gKx24fwK90UTrPdhahj/8LvzKJFLYgq/+Edx9Hn75g+BuQ84xfpYwEGBao1rbJOM6RfAeQqKTkAij0ThCGTYuozu76HoL3b8FlRY0T6AdH22ocVofpqBnQXMMq3kL1lZhJw61EtSy0I3A9evoeg8ax4yz24uBY8P6uxBMwPI+5O6D6IhpcZ029AeIb4OdhsUzRs7hdAkaB2jfRwrzBhc+N4/W34bL3wM/CpUKeGmk4qNuCt3vGLTTwj2GbqIWLMzDZBipb8OwC51DZCKPVjeQYQsZj5ltadCBqajRGO73YGkOnRCkuweHexBzUKsNUgdnH7IOuLswrEJzC2hBUEdDPbDbxjGyFDfFsdKHiAViwCxaiCK2j+KgYQ8Zj0K2g8QOobeGltfRkg+9DfT6BtL1YGeADg1slGTS0GRcB6vdwIrZRgOiccPrzuegdYCqa+aaiQyFfAPHMqTf8osW2gW3BxIIOHCjCi01xPZsXmhasNxX5s8L+Ul49CPCiy8pxVPCzVVYuEvpVZTxMSgfCmePw86O8huLFpM9Ie4KtzZgrSGs7MD334KrPsQ/HDAMWVy7DJUpxfNstFBA6xY6UoJUFp3Kg3WIXnkX/uIF9FIUuRmFxgS84aDfuQ7uAnp9BbE+Bd+/gFZn4dU+vBFA5wi6M4qujxPo49Q+EkJH4erVq26lUnn977p8dwrcz/ioauC6bk8+8QCy8Qqaz4AkkU8ch2kLXZxHvvLrcG0H7XeRzS0kO4rcqsD0LJqOIRMRw45Lp9HmKjo4RDmBFEfQ0m0IH5iNX6QP8ZShEu2/DGsbSOYzhiDr3jLsMm8KtQpAE2t4hXRgE2cSmzRar6MHgjYG0MtBcw86MbSXgbFPQlAxgP/CCSiUjA7MaZhWud4xc662D5lJsCPGr5rNQSxq0uTvP4f6qya6Lx1B2ttGQWqrSZxpt9Gxo2i1DiEbWZyF6jqSUHR3GWs0DVEPXXkH+fApqG2h0kK6G+jVdyAygOtXkXQcIgJrVfMk6Q8hHINHC1DsQ38PkQbkWrDYh8olxF+H3jYE+xDbhdIuMrgO9ZsQ3URfvkSwUkbDAzjoGOGZFYHARnMpQ/+MWWi7i/pCYEcMGXg2De1Dgt0eGomgqYjh0CUSIGp8rB0XPXQI7BzqJmB63tzMehP8Hiox4L0k5NEQMjRt5bkojI8EHE0Z2Yj0YKNixng/LkN6BkZnDI03WxRSBcWKQLMHybTxXIwUlZdfFPyccLQo7OwoMhTKLtzqK6G4WTq3A0hnlVffVqotuFoWXl4UJu4K6O8rw3IIzqbhr1pwYtbMEWstg2BvK9K2kNIR5KCGbnrw5j6auh9CD8NOHZn5FbjwJNodhys30L0wlB2ojoA/A40jUBrFvyDcLMPFixdbw+Hw+t91/+7M4N6HEw6HV64+9IG50xd/THDBRRbjkHeQdgxeqaHnHNjsw/gkzI/D099AQyHEmTKG+ewUpKKIH4LTP4feuGrmQfMj0HrZaEqTJfT6v4e1B5Hcb8H49+HgXXSnDaGPod7TMDxrqCTBCKJXsTmDRx1IoxwY6UjXBT8DxRxMjkP/MtJ/HbYd6Lcg8zASGkH7W2ayvX4d3BTgwtVdND0B4xbiDQ2d+PmnITUNuWk0OwV760gqiW6soMfOw5uvmsik7Kh5PdklrAcWYPsS3LiJzh2Bu+fhxiuov25SpT3QvQ34pSkIVtFnLsPpJbTyDmQFnFXotmEKJLeBrh+i5TCydwCnXbTWR8oeRHfMdjo5IMA3EMe6GAzUPT0sf4A6ArZiJwJ0AMOdMLIcRUcsGCuhMQsR19CRscAHK2SjUR+JDtD24L3t+RD1BtDtIE4LXb0JjTpMjqCiIIEREjsdk4RmY/5urQFSzEOkj6T6BLLDaEPJRGA6DI1t+PEyBCLsu4qdNEb8x0fhnV0zLwuXIJ8RditKchx8WxmZgvVVi1xCOXGPUqkLEwW44gofO6u8cAsKWeHivnL8JBydEDRpkrtsgdCHlcwe3GyAdQrYD0E1bFLJrOPoaBeJ52Cjim67iJNCb70LIx8D5xZICr31fQgeRGIHaDiH+MdgC7BnEDeFdofIAw/Aa8tQT8PIachc4tY/u8apU6cUuPF33b07Be59OJ1O58XXXnvtw1quCNdfhcUjaNuDeBEZiSP3nENvvYgUZuGBFLrnQ8dBr6xAJG1yOe2UEaUOhsjUPOgAOq8idhZKEWS4hbrbhIZjhMp9BmNfQHtfwPJjhPwebiiJ0Ef0CMo1QswhVDGMoAohMkRZI3A/z8B7Dk1OIHYNMqchtm78muk6WrsEvdOQiBqK7cCH4igc3jKmyVzaIMSJoZffMOBL14Kui3pdZGoSXb0NmSLs7pmnRCIL9gAZm4e0onvr4PWQ0Sx4NcSPo+4BdPbhlI/crqJNB5qCOE3UqYN7APkkxD2oVcywqRMyL+aSiyyvGnH0iE94oke4pkhH0Q6E54SoQuemCdfxnR7RDrBnunKrCuGSIWZ0oy7DQJBeD6WHlQ+ju1Vj+qzaEI6hySxMJNFwB/UV8XumbZYBjPZMnGPEg7SH1DbMwmJqDPYqiJUws1ZHIWZDcoDIPiQ30XSFU/1NFkWYGkKuD8/fhmtNGKQMPHlyEeoFOHEE/oEn/PGfQS6tDBSssHD7ujJxD+SnhURMCSzIxaFgw+Am3JuGV16EVEq4XDOfPRNnhBffUJJR+Pu//V5sSAMOnzXRFoOjIBcFToyjV3voRgB4aK6AXLmILH4S2lsmF8MJofUy4keQ4B6w2uAXkPYuJBbMCCTkQ3QDCe8a8k3uLvNB74bBzuJ5HrVazVXVvxVV/p/PnQL3Ppx6vf7MU0899U/01ESJF79HkPyfsBZWYOsdI2P4Ty8gyQzBy3Uk1TMSiGECaVjosZMGz3DtuglEcRrgGle11neR0geg0YDCUQiaDHmHIlep3LgP5v85wcF3cP0t6KVRe8TAK/UlkvwiDXsSGR5gkSdgnYieJOCrCL8A/TaKhThrEEpAdx/GHkGiHtTr4KRRPwSeZdrnsSUIqoZQUomgpTSc/iCsfgWsHiQiyJE80txEy2XIHIGFu2GiZTRj21fRiSUY+kgsCjMF2NlAIi7aqsK5FvSayNs76H0d+N4tI9PIusiRNgEukg2QYY98zKd7CwYV4Hod7hkyea5B40kIH4XitBBNQacm2EmYnITm95WxJSE3Y7TY0Vuw3YR+BYYJSBSMFVXDQjvro3kPgjLar8HAhX2QdgRiPjoybcRkky7SaIHdhWwbagdYORf7lxX/pRaaOIDmJoTCcDsB+TREI0gminoNxO2iAx+NVyh4be7uwv1R4RHgob5y87vwL79nZnHiK0EAy2VIZWA7JXzwuPIPs8JX/xzaqhTe45gmozA1r9Q3hKSrrFfh1BJE/IBs2uLpt2CYh15SCbJwuQm3GjC6KOROKUUbll8SvIzixAWtZaCYh40wMnUMHR9Bqkn0T7+F/saX4K2XYOCg6iLlryOJn4f2GyAh1O9BZEgkmMcdbEB0zGgek0lUCjCcQhqXoHoGNhJwz3UuXLiAbduv/jR3706Be3/Opddffz0YPrWDvfmPsd66hP7wJfjCJ7Gat9HIDizvIoMs8sii+QQ/7KKVLWQQhpgFuTyqDlq9iqSPoa6LxBdAXbS1gzgJZO4fwc51qt41AvuyCU1xA8BGwnnUrxsDuf3f0ZAyQgeVHIH6wBIeawgPE0RuAhkk6BmEuNuA0dPgrJjWL1w0mCMsONyE0qJBw6ZHDV041DWftqs34Vf/B7j8PBLto8E2+s6bMHUCBo7x+pRGEO8Ajk0ZfcKgC0cKaKWC0IC5NPLODVRj6EIajtfg9R6MAi0LjSrxDwyJ7DeI3YLAhe4mZM+Dtw/OYY3wthLpw8hZSDkQ31Rm7oL6RUjmIXwLMmkhFjW0JichuKr0Y2ZelU6CcxMaq+CWwDoRENR7hjm024a+oFYESglIW2h5B5mIQdox7opIC7x9os6QVNp4SMc+B7tf69GO9XDzFhqyjfe1pwR1G0l6REMe0UA54QmFMJz04bGscqwmvPYt+LMLSrMvdBRs2xhTVCF8DMohZXbKvMy8mMm49jyYPwGrFyAyaWzBrTUIJYXRvOLcELyhEQD3VCnlBU+ErXUlPi5U+8qgKdRaSuRBpbUCWokYVl9zCFFF588hc1No5RI8+Am4/gqESuja1yFYQr3TiFWCsEOkv8cg7IBM4UUrIH1IBmjkR0j4cSQN9DcgmIZKA0bvIfilBr/3e7/X3dvb+9pPc/HuFLj34ahqMDMzc/XatWujZs61gZSOof9umeDJLyKxP4WdH8Hdx8FVIxtoO5BJo/0+ElsAdxMWTiLtkhF/2ovwzkuQPguVb6DDBJL7LORjDIki/rPoIeCPm42fChBDrEPUHgOrgEoXCcVR/xroMTS8AOwap8RwF/UmIZZGxEO7G4hXR70AaV5BrYeQqQeRbBkN6tDcBmcKRpeMdu/WptkC/uAiTJ0hqKwg+yswcg7aHZg4Aafugp0X0YhtEujnM4b/1hsg1Q20UUHSLVQqyHoZNgP0bcxr4XEbnm9BMoxTTtIPevQiSqgkxONKgKBxKI5A/V2hXIDSx4RiJSDjQ/kNOPtpIV5T2qtQ9oRoTzncMW1qYQzOnIGtm4ZQ20tD6F4IbZj85yDrQqyF5vsQEYO26rdBw0g4BokAWa5CyCPswljKyNoSfbBcmEsoJ34BtCrsLAeE4oofeETzkAgJcUtJC0yKxQzKZAtCe7D/LfiLLWWzDZmiUHChXYNW1xS5zANKzBbOHIHOGrz5A7jnGNxcEY7Mwn/6fxQZgfGjRibYcIV0Ct7cMVEfz39D2c1BYgJCR+HEvPLct8y/a70uOAfQ7oJTAW8QhmwWdiNIbgzd78LxeXj6KfTyDeSffQ2e+l9h61nEiaAcQ1L3ob2XIOTjZsZBB0hqBvUuIxNHYLwIa1GjmQyAlg9+xegWiwCf5Fvf+lYvCILnf5q7d6fAvU+nVqt9/Xvf+96jwZ99OWL96ldMW7PxDvzfHfREElm6C+nXIZpF7Bg6NQHX98D1oXEIS4/BC9+C4gMo23D9P5pIpMim8aTa14FPo25gcBBWDOwYErRRO43YCZQKGp4F6SJBE0IBioe4E8aR4G3D8DxYl0wojoB4PUx6SQ/iC4j7ruGpBWU4jBqe3dgitLYhPITNW1C+DZ0h7G2hbha5uYZkF9F4HAmFDeXQcqFURCohE6o8dKCYRutxWFkHHDg/bWAEsQCWBbph5NyCEQlvt5HZLEoP0hb0I/gyYLihWKfAfVaRe8BKC8ks2HlFLiv7h9BdgmMPweoPlbEjkPAgHVXqu+bxPD1mRkbru6b9C6UhMm6iGtqO2cEwFzIklFiAKERGh7DvMRyAH7ZgV1EvIDEvpOJCtKokQ0J0qEQCGNQNiHh8Ujl5BPRAcNsG8uwdKukMDLaFw7ZyGIXrKUBgchoKi1B5QwhF4UhSSdRhq2biKY4UYCYM+jw8c1Pww0oyo5QW4May8IkvQOMAbn/D6LybEeXsKZOjGlsSGjHFioMWIDetvHZByNwPm68AEwai2VPw/gPIl+5Hv7YGs2Nox4LPfg5uX0brHnL8g/DU/wHeGIQCyI4ioUWYCCGHgXHSRyzwuzDRQIofgrG6edWX0zAYgfAyeFuQuRv0JMHnf5Vms0m9Xm+qav2nuXei+jeG0dw5/z8fEZl/5JFHXn/llVdGrPv+NbLxFIqN5v5HrP/mCtx/LxxeQm+vI/2cwTXUO2gjZoS1gzrsHZohysQjEInB2luQmUWdAeI2zVC9v4f0A0g9huo+Eh2H3k00Oo2EFGwPFUV8D7V9RC1jA2osw+gXof4U2KNgZdBuAxk7Dt4eOugaMaofBreNhE+BVTeeyVjGzNlm5qB9GdZeAy9A/SnwRxHNgUTR5BkoOMhkCsZH0c8lkUwLye6gkTr8668ijz6EfiaLfP2HqB0gXhtdbyNLebTcgwhI3EbTLYj6xnrl9UyLFA7BURdrt4/VEyQNMddI6GIe6NDYekePA9eEwriSisJgE+yh0Ksq27dg7uehdg2sPFSuKw1HCE4ZR0B/D4iGTUpL1EZHBY65JG/1kZYwrCleCgib8GrfEwgJmYcDkk2I9Uw+QVggbwspS4mqmSTkIzCegIIPCYTvP6uEEsphXwgi5nG8tAT5Blx40XyGRIsGi9dpmfazvqukEoIoMITVFUiPmzHf1hpY40KzrugcZGch2zYv3qMFYUTgZBj+8N8aEGV0DLq+UO9B3VPaPXDycfPFBeMQSiKdDPr6Mvyjfw4vvwgHbVj8GNLYQHcaYM8Y+U6oCI0NSMwY9MnRj4FsQuDD/k3IYHJtvT0oHkF3YkhpC2Qcbr6C/NqvMfzfvsBf/uVf8tu//dv/Zn9//5/+NPfujg7ufTqqur6ysuK5roteu0gw8Wtwz2cRt46OPYpe3wKva+QV1XXoHqC3LiETBSTmwtEpdO8Gkp2A3DTsbL6XrWYj/SiEF1GrZlDl6qM6iqTyEE8Ynlq6b0JeoiHEHkAmizBi+DrpEDp3D/jPG3tR6T6Ip5CJCZO4Hg0j2SISj0Hr20h7E7t28J4+wEbdFhotQusQNi+gAwf6KSJuQDLok1ObVJAj1O5AxUcPi1C2kNei0MyiuTmk10LOjKG1Ddg6QE8XwW+jW3XkgTF0ow6OjcyMoTNZyMch6sAtF9ykCZ1xk9DJEsxG8P33ClITkmMCjhAE4O0KW28Z1cE7t+H1GqyPw5oo8rCQuVdYvQK9UTg8gGZFcB+BsA3uHuCFUC8Co3EY2MgwhOz79HpCz7dwJMywYDHsCF41jpbSaC5OcyPCXiDsBQbMfDCA9TrcaMFtB3YDYR/YUVj3hN2hkhqFw65g54Xxk5BPCL1deO0ybNSEtbawHYbaJASzcAD08xbhKaHWgWFWKE6AnRF6jlDrKQ1PqdUguyh0d0x4ixURBgW4uapcrcOpjwnJEjSaEM8pe1fMjx2JQLZoiM+dBKwO0W7EgAKu7ZqswNHzkMmhh8uQGoVMDMLz0N2BWASaq2YY6r4JVhWx1wz3z8JoK08eh43nkM/dZ7hMzVWYOU8QuRuAp59+ul4ul5/6ae/dnQL3Pp5QKPTyhQsX0N5X4HoZ3QtgLoq82kZ2YzD1IfTIHDo3Bvkk8iufQuu30KgHtQ2se06i1h5s/QjCnnFWt6uQrkOsYWZ2SRHnpqEAACAASURBVEFyNhJZNoIl6UFxAckMIR5AYgihGqSjkFgHq2l0V6moEeHGZyC0Bc5FcFwIp9De1fdebgdI+jhqbSI4aOcu8BSRIuKl0K3LEPoQuFXC6mHTIUmYJBHiHFKQLSK9EVjvQS2APRecguHijabQv3oNvnsRjj6AZGeM/OTIKGw04HCI9HxYdpF2HtKzkCkgZ3JGROpZSBCFjIXEAuyQMUykIoK7D8OoogMIjipWSqi9rfRcgXE4eEXYUdiMKP0FxSpArwHDMSF0DqJbJghtGBMDxxQBx4J0xMhgDrLIbhbaY8jEDExMQjthXuEjWVAbaQnaCOOHhMZQaKlQLsPmAPYL0JxQ7CxsrsNba3BtCMnzkJsXJo8YTXXgKTevCKubws5A6cQDmmPQSAmDJJQPwQkph2UlOwvNXRPrZ1mK6yiZvJBNCEEdDm5A+owyjMDlv1LeuK1Y9wgvXodb75rfS1KwcVPolBQvloDTE3A1CiN3I92YiejabkEzhsgisvgJqG3D7i2jL2GAxG3TZqbzpicO6hDeM4WymESjIIUQLC7BXRm4OwYffRwufAUaVUPxHGmiv28K3AsvvOADP9UGFe54Ud/X87u/+7vByMjIz3/84x+P/P6XvoNU/yM09qHaBz8C2YIpRJ3bJlzl2GlksA67m9AdIrM5uHQRHv4EVG6a11c2DVM5KNlIexVJp2HYhrCP9jchMosMO4ZfFlETvzQ+CcEBUsrBzhswdwb6ZWT6DPgbYPcgmTItqCoSTpk2I1JEgxT4TYJQGLhmwp7FMjq2qG+Ex14ISyFKEZsQFi42DdKcJEYIb5jFC8chrdCykOMCqREY7pgw6h/ehoceh6u7EMlCsgiZtBngR3OoFUECDzYGhnScjJjt7ZhrEBgRHxgy2BKcuOD0BCds4cSFnqe4SeOj16jhgxKAbQudPdPqtS1Dym3EoesJg4bNcCqHRmKIRGEk/t7LGQPZ9MOGShIKwyBkesZmgFh5aMXg3BjUBkgLglQcb9/CuR1hIEm8sTStwhA/MaSxZhgHXhY6IVi/amZinTjsVqCZgL0K9ArGhsWCYCWF3o7iRMAegWTcoMmdhlEPtZtQjwv2lIkKJAkjC+DvC6mosPFdsI8LnYaw34PcaeX6S8ApYb8FBxtKsB+D+Sk0OoY0o7DagbsehdgUtIcwcQaCJiQjyNJJCNdM4pi2YeMynP6smcsm5iDoIeG4wUwNKlCchYQDH1mC6B5Ua2AtIOkQkIdiAaaG/MtPfJitrS3+5E/+5Ear1fq/fto7d+cF9z6eIAhe+Pa3v90DCIb/O8z8L+D+mhExbljwnIfKh2A8A+4B+sozaK1taLZLBTQdhl/8AFRfgZkELApkDmAyAWfz8OAsJGuQ8NDEABkfh9C6Eb8GZUjkDFMnHIKJAhpzDacsUgVnwxSxmVnT/mVSkEuCvQF205BEAgeoI8mTgIeEkohXQ10XdSLooQNeHitIEKaAhYeFS4QMYbIEVAkLRAljHQSwGZjCfiWAq3sw+xAcPwWlPBw6JtG4dAzCIxDOQzKHTsRB26gGyEjGBMuEsuDEkeQUnJiGso92Md/dlSjMxZGhaVNFovhtm/4seCNGjlXvhKj5Nq18iJZl0R236R8LMbwVgm4aUlmoJZBIEZI5GKahkCIYTyIVD+mHjQ4jHUdsgdYQvDiaF8QKYNdD9qIwV4LDOLKehMw4nJlBYwKNBPV3YmyGhfIIHIpSG0A3r9R92G1CFdh1YHgMnCFE5gyqzq8pXcAaB6sLt18zAMmDjgFG+rPCxtsBgzFoDIVOGxprEJqEThNi09CpwmELalllZQ2aOVhbUaojIfxMHk6MQT+HdApoZhyZPwG199a2hQJSjJuOYmcTPfYAdBsmTnGYgNmTiN8yBTBch0gOzU9ALo3EIzDrII8uwTe/biAGr7yEhCuwsW0gDktC8OXfB+C5554Lut3uX/zX3Lk7Be59PKpabzQazUajAUByo4kGfbT5Ahzsw4099P+9ChP/BDmRhJ0VrGoVTdjQDpCBGp70uTmzMj9TRG6/BN/9Ifw4imY/hPzjz8NCGDmegmAFKTqQ74BUYaposDt2DVICx2fg7L1Qv2RaXXsSzn8cSnFINEzKfNQFdw3cKpTmjNA33kXiA0MathtIJI5Yh4jdQIMAGBJQxSaHTQGXMoYWIATaJkQZgn0knEb6O/Dqj9Ef7cIlhdR9cK0M/+pZ9NYITPyiSYhnHM6ch2TGtDvBEL10+B6FNwSzCZQW7NXBTyNuHK2nTTDoayF0swTFI0AB1ktoYgk/NI13bALCBQiNwmoOvZxHa0voj2chugSfeBj54JJZpUrSBNWMjiDdKNYzPTSzhGaOIJ8+gxwEZj5Xjxt3RjeFJrJmXtVIo2/m0f05glMPoI/chWoYKiXYnQB3gSB2N729WQ6yM6xFk6xGbbZHYX1T2JoVtmOwreA+BEOB1LwJ4kocQuMdEzIWXhRu7MKtA4P7qyYU/5eEzauw3Vc6JZO7w4TS3FFu3lb24lGasQT7FwrcDE3SPpnCn5qElRFIFUGKMDZuwJ7jedTtIcdmYW0ZHvoUmhnA0WkYE6T2BnLPfdA7RB76ezA9g27+JSweg5zAYgbGAjhWRT99DAlXYcaDpayBQDQsuL2LZibhnAX9/+LG+uY3v3nYaDSe+a+5c3dkIu/z8Tzv60899dT//Ju/+Zt2W/8pVuH3YfBh6C2A7CLVElwNoWem4LEGwbILm7swmUH7A0jFAQEGEMGkrbfW4cYmeBPopx6D3+rAH/w7A3LM2RAJwEvAQgnaBzCZN1zr8rswdwIePw2VOmT34bVvQ7UHD/0qHCvCM9eMkyJeAl2DQhwOqxAawrBlRJtUgAjq18HfJcwRQjgIEYb0iDGFEsfBIZBp6rpJYKlBPN2oQ3gHojF0JIFsWbD0OWjumNb4yk3oJA25tyXgNdBCEbFD8BGBG9uw40E2BO4AmgKTWePvtD0Tb5iwTRbDIagkkNEA9mwTGlrzTZWIRhGngy4moB6CyVFkNIx+bR3un0faffPnpgS1w+h4HD6VgKk+vFRG/zhhQoVqjsFbJaKw10HqcbSm6Aceg7Vdg5uq+GZMQAbibWh56HgScXxkbBa0hVhd8A4ZBgpjPWhbDOI+zokOrDvoUIhOKKE9s9sJlWDgCuIqndch9QtCc6Ac1ozBRAMYXof2MQifhPXnIAiH4DMz6ESNuNXE+YMuEi+aLXHbhaNF+PNd8/0TPg3HHkA+dRx5+Vl0+zacOwbti4g7QG+/DcfPoWMp5K+fhsWjsPKM0dQkSyYB+nATWluwVEQ+eBT98Yto5Ajy7PehHoG7l+Czj6H1W8hiEiKbDH/rjwDo9/tcvHjRx8Q1/NTnzgvufT7VavWPn3zyydp//rk22pCqQWgVvFfhYBW+swf103D/I7C1A9OWEfq6DePT21+HsSTy7pvw2Q+i7jaEWsjG6+i/uQrt++Ef/n3IdqGzAeEe3H8SSe7DqRKMdCFygNw/B95N8HZhxIHQCvR2IWjAzR9CKoeMZZHYEJIK7dswuYQ6WwaPZCvIAeo40GuBlQW5F58aATk8BJ8kfXy6ZOmQZV8aDGMRpODDYBXtrIETRXo9k8/aC8GeD6kFIAXXb0MrDBIzbO34DOLH0MgIVGMQn4TJUZOdGqQhloJq1sQB5kuIk4CRKdOvSRYZJCE7AfUkODnIjZtwmWEKPTUCYxHj2R324HoDNINW4+hj55CqoDUbCrPQjxsf7TpwdhoZeEhTETsG77Zgxza5sa2wyZrd92B6Eg6a76GnQhApQrcIMyeR/QgSzEC7BN0ZcOcME60/CfN3QXravLC9FK2pCMQDertQK5t5XaVlUXWU1gzEPwPhlpJaNhMKtcxGmUfBqUJ/UhhZgoj4ZGNr5L7SxHlC4IMjxpocngAvg1gZ2OnB6BGohtHR87A4TlDfMa6T7joUxGhfkhiN2wvfQO991ABHdzeQyaNw/8MQbMMDY/DQPNwXhze/D40KeHXMgPCUyaINXULOReFsDm3/l8faN7/5zSAIgq+q6t+KJ/+bzp0C9z4fVd08ODjYun37tvl58GU0OAbDDpr6OTOs7jRR7zHYSRvkddeH7i7EmlDfgmQA0SK6sQalguGRNf8aDVdh63n4wQ4M74H//ovQrSLzMzA8MO1mrwyDbch30UsX4EQO6e5A6xCRNuQF+dQpGLFg8yV0e8cUiFuvI4v3w85bSGIcqpcgcQrERuwyKgNgDrFWELqEgdD/x96bR0l2lmeev/fGjXtj33KJ3LMyq7L2TSotlCxZgDBiMcZmTHvcM24f080ZPHjaYzhj3BiaGbe7+8zYbs3BbIaZbrBBjbHYBBYghACB1pJUUqn2zMrKPTMyMyJjj7gRce87f3w17sZgwMAcac6p7588JzKy8lTV/d74vvd9nufHMXzStIjQxKNODHW2IFpAg0XUF8TuQ4MOKtdM5iFBHQeiEdMVT8VRRw1VvnlNwByOIU1M5pxGoZKARspM5sJpCFzEi0E8i0YipiMfiSFWFCo2GkmDHzJkZFx4vgLOKMzshYEBNBkzHtZkzvTUAkUWG7BrFBnMIFtmYk3aQTcbUOyiYRtdbKJ9Q3B8FEajkHfAaoNTh9ISXFlFsnGY6oPL8zC7BhdW4Nk1mN6PFjtIJwp+yphBw33miliJgpWDfALp9iPbUer1LBt9CYq20AmF0b4kHIqgCu05ow1v5Yx8xLUhohCpwtg49D+miCWkM4JVEZoOMJk2cg2NwvMNyA2gZyswMWSSig/OIMej8MkPmeh8W5B8HFm8ahTLAxlkcRYd3gOXr5jw1mM3Gy2mrsKuFJIUFAexFGZ3gGHYbKGhNFQuI1Ydba+hyy/A6WcJ3vnC3+2be+65p7i1tfXBf+x+uz5FfRHWH/7hH9Ysy7r77rvvdgD+6E+/gLYDoyxlBwnFQKeQGPAmH06dQcdcJNhBGjvmvtFdQwJBugK/fAcS6yEZH3ELsPoUuMMQyyHN82i3Al4F+sMw2kR0E/yaieGeLSK3Rc01uLCDDKZgswyFEhSrCHHYqkFm8toorwWJQ0AE2ltoeBCpnAEvC8EBsHoE2k9P47Sp0KNBl1E6sS5BehzRT0P9C1iNCbRzFzLYh8giIr4Jd3TDSKhhrsDpENz/SeTyqkGyb2VRfxpx8uZ6uSqQOwTTByEchWIH0n2oJ5BMQ8KBqBhDadiGrAW0kWrFMFp9QSwH2TtsgKCz27DZM/yJcARpKDowiESiqO3CRs3wX2fGTPCahLDWu6Y/NTlouv9XdyCdN5a79a5JYQklwE6YU+9mE1IDpp+VSEAvgFwfsl2DRNKEk07tg3IXImkDwLZ9GAOJ+/C1ddjXB60actWHKQsW1XwgPan07oiTmvHItmEYIRsT7KuGfDVyF7QfAqcfXF+ob8POUxbBSBpuHzXT543mNeyWwMw0snsIHU/BSAOeeBA0hszsgvu+gb7ijfDwKRg4ALMrhrg2cycsXobxfSb8YG8WhlJIaQc99ywyMQVnzsLQJKSzIGGwFI6mkYvnoJBEfs5jNPgQv3fD+wCYn5/nz//8z2er1er//o/da9dPcC/C8jzvc5/+9KdbvV4PgGDzT5BgG4mkIT8OwaPI3NcNVGZzGu5II18tQvQV6C/+CkQ2TKbYcBYtLJlI8RMH4HAAiQ3wF2HhW9Aroa99hbEy5ULgbUC6ibSXkPMX0dUduGEK/dJVOHnMQJRXipCLI2ODJubHa5irqEYRgMwEBA2IJNHaC0iljLpvhGQSiSwjYQesMgE+SpSuE6MXbaMR11jAMq+DkEtgW5BQiPtms/f1myluqGROPZYHn/0QFLZhpwUrPnpmG3m+Bw934YFFOB+D56NwaRDid8LLfw2JDRiBciYJsTDydZNQQXIYVh2IT0J+Gtmdh6E4avXQVs0EE1hA2DIMBNtFLxcgmkeHd2NiR0ZRAuOLiiQhnET35qFeg7ktU0QnMkivBlZgLEq9DpTrRnAtFowNGtzh8jLc/zjaTsDwAdSKg5OFVB4WNmFs2sBsvGsWDB90pwhZHx4rgp2BoTjshJEDLmS7xG9pscevMHQRMh2I2Uq0oeRyMJwC/bbg94TSorC0pZQtC7kpYrQpsmP6oeshIAodB2I5dHjE2D8KHsTTiOOihTrajRgY+NheM/S54y44chh2zsBIBqZtA+DZuYqu1OHYbji6G3E3IdcBfwGunjWx8E4Tyi7svhG5I4lmv8LSW/7LTfSjH/1oY2dn589+kr12vcC9CEtVPVX9yoMPPvh3rwXBp3C2eiaNdvQIDEyhngu1PljNorPrZrq4NADv+VfozhKszkLKRtaW4WoBUoMgMTi4B/IxKC6YoMr9N8PkAEw6yMXz6OUi2mgZQMvKHAyk4MI6emQKSUbQRy6gT8+hRSGwdqG9PkDQZhMaTbRego6FuCm0V0DsmyHyW6i9BbEhSMbQeI8gFTNBnckO6CISREDLyPTvwKiFjF8A72nID8JI3ujg6uuGPr++jCRG0baHNkNo3YduDj13Cj1fQleTcFXhcoBedtGnItA9QHDnWw3MM2ojK1X0bBVO1WBzDIncBDsHoO9X0LvehvzmayHTRYpFI9Wvt5D1qtHbrdSRffuQTMwQtyptaIsBi273IDdsvkYHoWLBzAQyOQm5rBndtduQsKFUNwr9cgtZ3EZGd5vC8PM/j9x+FCsVgoe/BmOTxr+VjhlXfuEqrOxAN4lG4uAnwOo3qMhj4xANw5CYFJdDHhHt0J8Sms9DaEDwWiY02NuE+UeUS1fgckfYGI1SORmiN2nB6DWoza0d+M87SCUJ9QiE00hiAFY6SCWB1tMmfoQ8utKChQ76slfBpW10320wnoDYBuR7yMkYhDbh29+EYgt9dglZu4SuXUIaK8Zt01yB6DAk+2AwY0hq+46h0RXoPkDwytW/2xe+7/PJT36y2Wq1PvuT7LXrBe5FWuvr6/fcc8893wOs9WIPETpVACrQPQVz52BqDzqxF3nHQXjkIfTUAiztQv/4dUbA1C6idhVmz8KZZaPZ8m3TVS53YX7VeEVnlyA/go7E0GEP2R2CxgoU1kzayNw2tEFTCSjWoNmGSg0pVsAaNCjA4SMGZWe5xtAfvxkZOArJh5H4A8jABOpeRTJ7kYkTyHAd6RdIVpABFwZaqFs2fNXkAOrUIRmGuAUsGXLWYAppLUO9SPDc3xpOazttTNuVovk7Lc/C1S4UBtHlBKw5cKWLPliGc8CJ/x5GdsEja0axG6TQDQtdVvjOBfj8BXTrBDr238A77kZjLWgWgQAdcOGFZfTMEur0o6Ec3HAMWk3Y2DQnsWjEcDEeWwQ/DdkRaEZN1Hssbvp+IRsaIBP90K0jOQcGHWgsIMcn0Se+jbZqqO1BLoK0VpGEB/fdD8MTyETSeGwvzyOxDIwIUIRUCRYWwd2G7SLhbIP41R7WuuI5SiIOwRysfRee2oBLQHVM8DMJ2JOH8Rahgo9eiEIlDksxaOXh6BBaBRbbsBWCmVthoYQugWzFzYdJcxDyN8KBo8jyAvT3wxtnILaKtJZgZxG99yGk1kOmjqC5DLzp5+BwDg6nTTry33wL/bYibZD+aWiY5GfWvgzOX3Ljle8F1X/jG98gCIKvq2rrJ9ln1wvci7RU9bmzZ89Wt7a2/strjU/TC69A+5XmupOMwsIWUllHeiHkzhhy6n64sg3Rm4wwslyFPWOwJ4UsrCCbBbCvNXLjDozvQuobcGAc2VkGashEHdwNkDaChxyOYe3qoVeWEK8BUwPgWgZwExUIN2DqRmAL8VcAD/wAwu61q5hjTi2pHFJ/Bq23wNoPffsg0oB0FKJNiLaR0REzNc74SNYzMolRINVEEl0IVdHty/Dk55HEBOIchug+cLqIK8YbGxZgy0xzOw0o9q6BqD1koQTFGIweMl5GNwwXnkFWlo0NIGGmptIJzN/BwyQiBwHMlpFCALcchTfdCekWEto2IOuvPQmjNyCvfhNyx01Q8eDkYaTTgrpn+mtdH1mqGCBQ/zAkYqgbgaE0WqujfWl0ecNY6NYbyOQuqNRgbABiHZibhV+9GRqn0atnwFuGYQ/sF2D5MpzehMeqMD2A7GmBZxM/rMgCBCVotWGzJCwUlPokNFwIHxIyx5Roqk6svI544D8agoEk9CLI7lHzAfJoHS4HEB2CQ3eiVyvg5AyyMZIykqN0HIaikKsAdXjrq+HhT8GlK6gfhZ6NDA7B2BicOwW5wHxIN8rw2VMwmIelLvz8b6DNGEgdchZ6tA0T/xdTSwVO/an/Pfvknnvu2V5fX/8PP+k+u17gXsTVbDY/8IlPfML7r1/Tzj3o7Idg1x7ELSPNGhwYhWYFzfrwix24/3/F+sxn4EAEcmGolY2l6cZpI7S1gUjYYPG8IjRLSCqAWAE2VtGij+6zTM+tXkOXF9F6zSTWltowOoAc3QfDGeTIIETWkOW/NDls0WuFbyALbhESPoRraLAFzWfNxNHfRiWMDh02+V7pLkzvh11piK3CWBp2J2HMhgkbRhTyAlMxczJZOYt2yoY1MbQHSVchto0yh+gO9ErgR811zQ4ZZ4OvSKNhYDDrdZAB9F1vQX5+EqbTYC+h8U04moLXDED+CVj6G/jSw/BEFV3ygThatcEeRCULw/vQaNpE+d5xA3TW0T99P8FHvwErLpSH0I0hSN0G7hF04iS60INSFs3dDG97C0Q9+MoTRtR8wwHoesZ/2R+DwipMjcDRJBqpgF+ESBFOPQcjFhxvI6ULsLgMlU0Y68HreljVi+gXuhD2cFRw06ZN6j0lqA3qC85ucK8IdqDQEayC0PxqGH0ogrwsjwy5SNRBH6mgW3FIDUNmGGaOmj5kq4IcPQZW3UiEpnIwHTLFrbcJt46gf/D7YE+a/mlKTQ6T10arVZjOI3PbJtChHYOiBed8uPtXoXgGOTEKsS0YmsUe/jfsOd/iynu+t7gVi0Wee+65GvDsT7rHrhe4F3FVq9VPfPjDH679/cgqeZkPz0TQozdDyUKsLNpfNX0vR2CwheoaUrORaBjOLkOxikYiyGAKqWxDXIxuLu6jaRftbKLFDaPBqilsRNBGB46IOQVVasiEg/gdCAVouQTDAzAVgbEYTE7C+jPG7NhYARWjP3AEMgnDb8gegUOvheQmkjoPzgZEOmjKgUQDRvrMiS3mwVAC6Q8g40O8AnYVkgGkQpCOItEUOnoEYjW0N4+E2hAOoY4YvVQqjqSAWA3cJhIU0V7LgJo7Xaim0SCEvvN25KYo9LWQvirE5kAfh/ID8NiX4MFFtCFmmicOZHKw7SHTR01OXa0OrS4sbCBPz8OFIrISoGsuXO6h5xroFeDZwFyZ7/w1ZGQKGR2Cq1dhB+TILjQRQp97AXEcw6eY6kN7NSPd6fPNFa9ZMNqwCQfqRdhaN3a6RAnWCobXerpDaEJI7QkY6QmJi0qko+SnhbSvJBpK1AZ7TXEPKLotNBaUZkbgVhsZSKEdB12IwHoMxiawrjSREzfAnlEYSCDSQsYH0bmzEI3CaD8Mx8zvX12C9RbYbWSiD7FXka11qLWQfXvQvXuMRXBwApwESgxdsaCbhdwIDOXgtYfQ8rfRxCw8cR8TzwS8LP/9++Ov/uqvOu12+8P6U2S6Xc+De5HX6Ojog/fdd98vnDx58ntet175r9EArDfPwKE2+tSHYbMIKR/URXouenAYuf8KmtwLuYRB42X7TBLq7Cb84m1GOd7aNH7TwSI8tI6+ukUmUST2Fdh5Xmi7Lrw8hnzLQp042GlkU5BfuIXgwedh1z4DcZEkVALj/QwsWDgDqeMmsjwRh5VvQ+4AxG2gA6k0ZGPGJDk9DFIyn/7lIrQ9pNU2BPjhASQVRq06sryMnroKV9YNvGb/a0zWdqlp9FbuJIqN9I2g3jbSbZm4cCcOu/cgKQdePQH7UuCeguqD8B8fhVgYACl10VgMLMug7RDYCAxbIpU38pCZGTTwYW0FVrbMibDrQK0LmkF7DpI+BuVlNDYOTgySedgVQ9JROB6HfhtS55HyRbRXhXMXES9Au2JigwITr6cRH7qda6CEFtw7b1T/t07Dmxz4ytfhrGf+vU/YyMoO6RlDP4zsGFtyeAriE+BdUNa+Ap2TCTgWNbrBskDHQfwI6kdMKMHkIFJuQzOAiy0z5Ilm0V4IWamhE5Owvo3ULXT6KPzyrXDuUfTffxS57X+CO0+ib9xE3v8XCANopQf5XUjYh56DRhNIowrz6+BZ6NReo+88GIOMBzunkcwpnOZlMinTer30+u/V76oqe/fu3Z6bm9uvqsWfdH9dt2q9yGttbe0P3vWud934yCOP9P3XrwcP/xHWL/5v6Ol5OH4EJgahVjabpF5AC2loZtFbp+A72zAzbCQd9VXEVfRgFK58C9wd6G9AsQDVKumbq7inhXBHqF1R/P0B9q42wZda6FgaaVlo3IapLHruHDgWUqmgA8NwcQ6G9kO7Z9KEj/8cdHtgbZg+y/ik6bcNhmBlBfqisDuHFDfQdAALc+banAPaHbRSRRpltNFBkylIddFoBQYDeL4KEkU2nkMP3WVcGe029JqIk4DGOSRQiGSRsLmOa6cE8Ty0OuBtoKEiEqmZAUHLgVYIdWJQtSESM5sOgSHHDGWcOHQDglobBrPI4+dMf83tg8QIbC2DgvhRtFQzmEVJIkTRwEXKPTRuId0kTKbAX0GtMDwyBx7m37XUMX9mJoa6NuL4qBOG9jWt3mtTcL6EVlvIn1TASoCdQffE4ec3GC8pka+b8OTGMoRHhMq8suOZeq1pC+l30YqNNGJoxjZUsyBAnq2jx3cbCUxrBy41Yf8kXKhDNA5TE+juPKRTxmmxLwMTGbj8KPrvPoQM7EV3TSC35BHnCrLRMYmiQ7uRkGtSVMIhY673fDh6xOj/thbgxEFon0EuP4We3CG2EDvJoQAAIABJREFUdZnRsrBzGS79W//79sUXv/jFoF6vf/2nKW5w/Yr6oi9VfXZubu78E0888X3fC778PsCGizVkK4C8Etq3hrp9SKp1DSgzAENhY5Vyuki8ak5Kf/mwEYRaLaBidHReP7G9kI0ovXWlVoDOkwl6qwfx33Ejmm+h0oGrVdT3UO0hdsRMBdU3D/7wHjg4BeEaRDswnoZJ11jJ2lswNIRMDMGefsi0keIV9PAoLM7BhUUohqGag8QBOHYCPZRHUnVYu2S0YWNhxN5B/Q5oC4304PJ3TXxTLAaZBNRWQBXNDkHSQRMW7BpC9uXgtkHoWwb/OaT5PHQumnCzUhU8DzwPKTXNpFnDoA7WRg2p9iBiYAxW4CO9npnghlzzdXsTdfvRno+G40g4iiSGwGmA1BFa4AdIvQ6rG+hcDWQcQpNw835jbWo2oN5GIjYgkLNNUnK4a/i1Iw3z/3iyjHxtAYqAOrA7DXs60FJGitB6Rlg+qzT3QjlpSHutGASZDHpnBuoWIi46qkb2MpFEZ5toYD640AbySAWcPPSfQI7uNZFboR6yfxDqJdjXjyYCpLWJ1LeR/n649RXIjVkYnIff/BN0eBidX4f+SVR941GeHEJLZSP7SQGZJvzmjfD4vcjkHHpyL3xhlsE2FC5A4QcUtyAI+P3f//3SxsbGu37a/XX9BPcSWOvr67/ze7/3ew8//vjjfX//e5I4hdZ7MLUH6ov0LoC8sIIem0HOraEiMJqFRhEOOujSEnRjyFtBv/I5GHPBLhG6tYt+ax5/xFDQ+waE0qNKd8KCxQbyqAtvmiT01Bz+V6NGEtGLob002DYy3ocmB5HeZYj1w64YJGKgbbQXIEfHodZGB7bA7sDWnNE53TGD1M+h7RXEK4FfRFst2CpCOw7DQ+h0EnnuDFopQzSCvmoAWS7CpY4ZkqRsqJxFIzksK4GOj0DIQaIOkkvDWMIMP+x108caKkDjHIS3sb59mqArZmrot6EUQieH4bNPo4eOIvEkwS/8Mty8Bz76EYjHUN9Gnp9H01lT3DZK5kqZ3g2pKPR8CDuQGkAomdMPm2hfBsKCDDrI8lnTb3pm1mSpjVWMP3M0hAYlZKWElm3DIMi1sI6W0Lma8bSeUoKIDbmuGS6sNuGQz0hzkytftahuK/y3Fn4B9HnwbwF7Xeis1uGGJDrfRvpdqAnaAlnYRvdFYFthdha50EHDadh3HLk5in5kDmohuPUOdO8EMncFnbuI9PWh2Tx0qvDyKThUgaUPwmcKyJ5b0fkK2nEhvRdpbqExG9m6CtPDZsK9uAy3D8H/fT/80zB69bQ5vU4GlOaEqeQPbo999rOfDWq12gOquvzT7q3rPbiXyBoZGXnor//6r++64447vu97od/5JXTfEMx+Df4HCz61A+kB81CqC/mQgR2PCmgF63SD8O1K9CI05qF7t7C3ErB9HvJ3Cvk1ZXVW8MtQEGh4IRNjMxPCTW/T/QwEkjQ0cj9jCtX4LhOueWERbjmOtNtoq268muPT6MUrsGsQWVyFXf1QLqLLJTgwg2R6aKcCS6uw0YNMClEL7QawfxxGy3BhEaFrel8xD1wfvrgKGzGDuOofNp7YUBgNR5Fsxpwq42EzULHbEG8aJ0T/AmqXEPcy8ftrNJ4UGEijm4KMjZqCvdSCxTp6+DDceQsStdCL8xAOgwciFvr4BdAIJupp0KTLel2I9YG4psDHHWismz7hwSOQsmAqDUPA6vOQ95HOHHr6ihmohFvIbAk9noTLRTQfYMXrqLSJXlA0pwiCUwPPU/w0RAYg3IburOAeV7qLQrCj9FLgVwRNQe87gr65D2Y9EBvxQvCqOHx3B5IZSPRg3odcAn2uAbumzAn/6TXEjqORAeTYjNFNtnw0HIVUCjIuJLuwtYaulpFlz9ClWzYkM8hkP0QELa/AZBr5zNfRXzmCVEro0Bo8dwHZ66LnW0AWbt3Cna1w1IEn3/n9vnnf99m3b9/2lStXjqrq+k+7r64XuJfIEpFDJ06c+PbTTz/9fac4AOstN0GkB7oEvg8norDaMz2tbBye2IaxQfRNFca+XabPVRqnhLVtpXUyTv72Bict0AeEcFwZ6BeWzir5cTh7GoIBqOQNfL10GYpqgR1FSUHLRSan0dGsYcZpgHQU3T8IF5eRiVFY3jCbPe7ATgvpCXowB34V3alAy0PSIbRVMe6Ktm14mpP9cDgC2ytQaBo/aSQMfWFDium04XQH2i5kU4ZqLJZR/EcFiSjgoekupHZQLRCNlIk+YxgKnS50sUwEUjUGmoGhrHEXWCEzEXTTxvh+193Qn4PWFuJ30bllkzaJA7G8sXM5WQjHTdEYGDCwnXwKlq+YYjuYg6MjUL0I4U1gCUrLcHnF+EXb61BSiAXmKmmHUOkhuwMil4RgVPFnBXc/xBRiPWidV/x+GDwI1WeMrbhjC/RDEFE6lwR/TPGdEKwJErfRCYX/qPCOYeSpCpqIm+fsfAC7BqAVRWeGYK4ETWB4FInF4fIK2jcNhw8gxWWDdPQDaLZMhH0ib4TaakG3h05mkU4JtZuwugz9AeytG5at3zNM369Z8Lp+pLGJ9hVJPQzle39wKMi9997rv+Md7/hPGxsbb/2Z7KvrBe6ls4aHh79y7733vuYVr3jFD/y+9ba9cGvA3ul5Lv9ZFvvoDv62g95ossf0a3l420l44ylu+fAKQVm4+E2lMWzDLyUYOFjhXySVb75PeMVvKfXnoesJ68vGQ//sBaWl0NkdgbtyYBeRZwPwHbASCEm0rjDQj+zKQsJDn9qAY2nk2R309hHkwjaai8JWB8nH0EQIHA9J7sB8FbQLFxUGYiYCvC1o2EL7XaTbNtk+fT3jfXQFkj5IDxJ1aDSJeKAl05qyXLBjJnQk1IbaY9AKIHAdY74fTUI0ZGQxJR9Zt9AN4OCM8abG4mg0BlPDSKYHX3rMGOt9gVfegpQX0PufNe6QRN5AVTKjJuFjcAym+pFwFe3WwGkinQpqtWDAQ5plNFuAwgqsN+AoyOYaetom+Rs+nU+BewSCDRNcGV5RQk0h8BU7aqAvUQ8KTxpWQ2SvMDkE208qrbZQqimJaWiWhZW/VfgXCewX6vhxQU84yI6HriSMB7mOKfC3RpD7WjAwhGbTEHIgnDLJH6JIYQdWa+jEDPLa29CnnkWGBtBKEWk2odJCd+WR5y7AdD9qB8j8Oty8D51ahUIBRnaQ00W03UZGLbjSQJ08bHbhQJXw2SbeB39wcev1eszMzGwvLCwcVtXCz2JPXS9wL6ElIvuOHTv26OnTp/tE5Ae+J/TvUzj76/Q9IqyVQjijPTp9CdyBOp0/BL1xD/zWndgnP87brwR89U9hZVlpHHXgrgSHD5Z4bQgizwovnAINgeRM4vT99yleGpOrlh6EP3o5DH+T0IPz+BdtM32UJAzEIGtDKEA2Gmg6Z66LCd9gDffGkct1NHBMemtOobYFtR4SVbggEI6hiyH49T542jcnvuMxk+VfqYAP0gXt68Kcb06pxzsMtOqEd8x8w28ZT351Eapl6DgWtCJQcOHXZmC7bdJ+t3vgOKA2rHqQysCVGtxwg3E7TGYhUkK+8hT0p9GFTbj7VlN9vvw8PLsJY1Nw92shG4KFdcjFIRNGegV0eROZyaMLc8iBFLq+AfFrSEOnbXpsg1vEnwsYGIbeeaG9oXgWpA7C9HHBP680VpXhQxa9ZTWExiqkh+DRT0L8Fhg4AmsPQ8uF0JDQs6DrKL2G4NUVPxOCThjyIcQPwIqi3TZUAyiGoO0gjRS6pfC6OyHnImtltOFDNIlsd9CxUehzYXbV9Hb3uLA0B0sVGHbhUhkms4jjoUkfRhxobSDzK2i/jzy6A/EEeoOD7FTQpRgMj6O7VuhrV9n+5/9wnNvHP/7x3rve9a6PFQqF//FntaeuT1FfQktVLxUKhcceeuihf/A9/r+q4v8t1CLKmPbwnwBCSiIsvOEjkFiag89/nO4TNlfTyviUcvAGiM524IEdzq8Iz3TAPaA4OWWzrjQspRFXbAUpqwk9TIbg4QIsHsK/O4dND/o9iBfhagHplBEpGz/p05tIAxiJGwP4chmNBkiyaSLDJ01mGkVBeyEYUtTx4M4WPLEE3Sqa7oBWwK1Cp4rsNFDPg6ti2BBdoBxla8SCSTMEDecM76V+HjpdMaGYybhxK6xd+91dMW6HlINkbGRfGBnqQaoF5csmeWXrNCyfR+tlWFwzguSNLaPDu3UG+WdHYKQLtWfg+W+AvQbzp2DtAppqwWgDnT0NoQ76wgacyMBYxfA/xwtYwSbO1YDsMSHdgu684k8I6RPC8Ay4V+HSZ2DLESoDSvag4iiUi4IXguNvEDIqbH5N6PhiqF9NpYnSQmj74CfCSD0EtgVnLFSzqF6LjarHkXbC5OMdHEd2DxtIUGkLLVYhEoeUa6bhbEK3bIZTYx6snIHuKpLYhstzcEcCSa2Y1JqrK/Ct08iK8cZKqWx8xQlFKh30YhSJDIJVR9zwDy1u3W6X973vfeXNzc1//bPcU9dPcC+xJSK7Dx8+/MSZM2f6/6FTHMC+D4Swm+B0ledXHPRmi2PNNqODcCAsfPNhpf+gED0HnbDiTsKlbwreXuiGlcM3CI0XlHpNqNtKu2lg9lvnoboUNvab1+w2DoTLBaPG7O+anLiamny2mX6TqzYWN1qzHftabywOzRaiITTRMmAYv22um1stJBJGQ4ER24Y7yGIPXRYTpX4wCUPbyNkyQVORjhh3QxxIt7B2eoRsJRoTrBWITUP7cWjUhE7aNpzOlgPJNDKTMnHgaRdaHrQUwUZDYWQoghY8cEOw0zF33mjCmPNHB8xUVttQasGACyHP6AybHSRho64PhSqoIOUA9ULI4ZiRt0yUgC2iGz36piFbEtwVY91df0gJRmBonxCyoT8JZz+lNGMQfTVkYmBtQ7cOfgWk33CCenUonIXIG8CbFYIQ+CnFrwu9thIUHLjNNnaoXD9yzIEv1YxHdCKH+CFzJR+MQCSAR5chPQL9fTCWQaSCtpdgrQEZxzA/ktvIpQI6noSthsFOzkZh2kWeKqP/NIs83YHBGsEXQf55Ai4IYidguYWm+iEbwPFVgtfXfuhz/7GPfaz7nve850OFQuF//pnup+sF7qW3hoeH7/voRz/6pje84Q3/cIUDjr07RKgkNEcCrmzC8B3QfRJOvBZOLMPCRSGwlUIF/JyQm1I6q3BlFXK7obkmtCNK04OqB9aUSc9Z/Q+YU9O7Xw0TS/DeZROD9Ku3w03A+cfhwQ3I5JBUBFqCJl0ohwzot+YbnF4qAeNJpL4OjRq6WoWhjOmttX0Yd5H1LRP2mbKMVm3agnoVWfdQbDjUg/UaLPmG5zcRRXMBIk2ssphT4bggawGBH4KKA0HcWIwGo9ANYCswTg9LkI6g0Siy3kQzGRhKov0hrKeX0UQaGl04MQahOqwUYTgMfhUu1mE6jNBCcy1koYYGGGLZeSDioscDEoNNrEdMxuXoiNBbhU5Z8ZOQmYFMF3pFoeMptm0+C6JhZfu0UOuCMwzlHeNOaLwAoSnD++mmjTsunAU7JWx8UAn+JVhfB92TgZgi1TDq2CYjLuSgBQuZyKG74lBuILnA3OXrLfDiqDiQc2EogHYBym1YFJjugQ1Wroxu2LCq2Md8/GcETVuoC8wHyHQcTXjIXA8ddWENo1fsRI1ecY8PC2WC92z80Oe93W4zMzOztbKysk9Vd35G2wi4fkV9Sa6NjY1/+fa3v3270Wj80Pf1FcEZCUj1CzfYQvCEEZ5/8xFl4yjsBErVglZb2F5Xrq5BNQWDk+Z57kSVrSWh0hAaAttloZAAyYkRET+4giZvht/eCxdX0e8so93DkDgBLz+KeFE0OoD6cWgkDFKvHIbMGNQdwy0oJ9FOHh05ZOhSLwRoexrcA6juR4+/DDoudBImfoc0NF00mYRqCIppcxfdHYdQBMIu0oqAnSCohwhKEbTZTzA6AJkUEIUhFwZtZKsL/Sk4FkeCGvRaaCQwSLvdjolpD9WQ0iY6HYbtaxo+aUPGQ+J1JLoJZ1fMCWanh1ZCaDKGvrJDaKVJeqNLeqRLcrTOiDQZLcDIgDCaAWsZNh9RSg3YbMPsVVgYBLkRPBHaIRNDF2Qt7EGhXRKaDSAC3jbolOmzVeeh0oDuIWjWhMqW4twG1qNAMmmALakYmg0jDTVT5loA42F0vA3lRdBV1F9DnVW0WUTtAtJZhjMbkAVWfSRWgsESoe0ydrWM8wyktEf/REDkBUhmlWRfQHTbRyYwYaVWADWgbxTWB+D2PTA9AZe3YKNNtrz5I5/39773vfVms3nPz7q4wfUT3Et25XK5t7/5zW/+d3/xF3+R+lHvzf8fFiPPQv6wUNhWhrKwpfCqu+H0F4RGoJSaQoMAYkJjBzrDQttXeitiZBJ5F7wAKYfR0TR8ecVIIe6+FWYSpl/16WWYmQbfJNNKrYk2embS1lAToFmsgeUYb+pDT8Ob/xlsrpje2FgGls7CbAEZHECPTkC3CJVlaDeABkQVKnVICfieIWW1ehDuGR9uqwaBb1T326BNG3I2+DZS9WHbMsOKmmcizftjyGQE1QaUPAOJ2Z8yw4a2Bc0Qcscg6lfgyS4cTEO0DZda8OooPLJuQkRf3oDPtk3TfbRHZKmNMwjRjsCW4m1DatRcJ60o4BtuafWS4uchPCNkMsrutFD6DlhhsCyh6yteFYKwsY62O9CIQ2QCmmlItYXtp5XQ7UpwUejFgA0I3DBEr+n1dgewFiDPh9FXxKDaQKKK+D20rNj9StQRkgml+kUhdIdS+zL4G1H0nfuQvU0Sn5ulO6JYAuGQYIfArSlSg25bYL+iO9A9L7TT4B0SnM2AziMheOUMdKPQW4MDe+DZKzAdJvjtxR/5nD/33HPcfffdFzY3N4+o6vfbGn7Kdb3AvUSXiEg+n3/685///I1/34j/g1buN4SjA8LoLqFdVNKjEAEunTG3weIOeBPQSQpdT6kvQ7sRgomYEa1q2FCiKgqdiOmv9dpQbhgjuhcyV7vetWnkWhum9xi1fsQzMd6NJowMGJFnrQteGHAh04/k+9G+OFgFKK7DZg3JRtBmE92bQB48jx4eR2Yi8Ngs3Jgy/tnVKrQxsdm3OdBYI1RpkIgpoatC+xK0XSUYF2gq4gmaiaKuj3UZtBaGMQNq1pgie3y0vYUsNuEZywRulmxznb6pzxy1wmGTunK7C8k6nF+DsGI1Olhz0PNCcALCYR95Bvx+cDIQi4CuGu2dM2qkK9E0xEUJVgRxjQXWakJzC6qb4OdN/bRiRiLX3lbauy38WRs5opABN94j1gapCL0l8HxFDgmyo2gc+ieFzQ8q3UNC/FWK/R3B21TaW4LeEkcPNtm7O6BvCS7dB51RM7PxYxbuSED4CtRzEA5BZwHiPwetz8HgfwfymBDElHoZ4jPCZlFRy4YtH3xBwwNwJIZ8roz+kwOQ82B7jeAtqz/0eQUjCzly5Ejx4sWLd6rquZ9yy/zAdb3AvYSXiOzevXv3E+fOnet3XfdHvv/Vb7OorMLLXi94V5SduhCOG7/2hStKqSish5XeL0Bv0TEwzcfbyF2j6KUK3DYMz+xALIWM5tBOx2z4XBbqDYhFIehBLI50uujTJdi3Hz08jWQV5i/BUsNEaofbyNPLaH8O1qswMWx6b31hmJ2H/X2wvIJYAbrTgJYFtw8iFxbRyS6cb5liJVHT5D+kkNtGLm4SqgWwDJoDewjCixDUoV0SAg2ZUEYrjAwDT3joSAY2FH51CLbWodowCSJp2wSprQlko4ilqKeIE0JHHFivoR3LpPF2fNjVRSijTynWbQH6ANCnWKNCqC1YgSIZsF0YHgF32WAmZj8BtTzoVAQ9alwXA4cCog8JxSvgxYBpJbRppqR0wnBIDGqwX3HjStSDlCXUzoIMgWShe1oZvsG0L711iI0K0lXOfRxacejeFIUbLWbGGwxX4YWPQPewQEJxo0KrDm0ULYOOK+GmED8Ele8KVp8SX4OuI3gpxU1C67xAKg5uFOYr8Oq8iY5qu1Ctwa798OQzBJ+t/1jP9x//8R833//+9//55ubmH/w0++SHres9uJfwUtUr5XL5/3zve9/7Yz0xD34kwO7A6YcUJwOHxpRkGI5PKCdvNsMzpw7WjiBNgct1iCRQJtD9hwz8ZXcc5iqol4WxIRiOQGUHMlEDUh5Pwva6yV47EodgCVl8AeavgKvQ10OePY+s7KBjMaCKjIeRYAt0G9oryEiAXLhk5CE7NcgrTLZgeR4da0GpCJUyOlc1EUVJx0xrxSLUCGAeeos2/kgWD4d2HnqDgnbUTHLzEbDMtFT3hxDqyJEubC/Dd0rwCKADEBqAzMg18HMYTQqMC5pswfw2bARIKwTNEEwmwbMIGiGslwUkFiDSB/FRi+g2sK54DeglIb9LGAlDPgwJD4KOSf8I5Tzc5RaRrhI9ZVG6CNYBiA6AvWhSVtyYwniXSMQj4Qb0OUq+Aek16IsoThesGsS6yugBiJSMiy0pEJxXgjnITAqxiDA02eJguIH7gLDxCCRuEjorSmgCehfAWge9YJsPgLBDz4bK84IMKaFzQjWTot0fIegP0WoKjCpitSFbgokIfLVjnC5H0nD8JFy8/GMXt0uXLvGBD3xgfWtr62cqC/n76/oJ7iW+RCQ0ODj4woMPPnjg2LFjP9bPvPNjFsMRWD8PlR687CjMLwoLmyb1erWsNMZA3TQcGYIvN4y49+RN6JSFRIvwwLIJf6x10N0jSKYGCzUk7qKWQK+HShTZbEMshqQdVFwYseHUHBJOofuHoFcxuramb8z4lR6cGILAQxY30ahrTOVLFVj2YSoPoy464COxItSWCa17hDyTjN5+GoKEA2kXTYIkBQoNqLmQuOZaSDsQAkKKLCp6W9x08ze4xloVNN1GFn2jkWsEkAqj+3qkqm2an1f8EyFiIwHeWQjyBmIV7zOZnO4mjI9D4XFIHYDeOjSqEEQgOWVuvakwuGsQskz78YVHIX8YvvufzM29NQPW6+HAASj/NUR3QXcLbBtK5w37JfQyJdknjEQh2wHvnOApxAcV2zctiGggFK8qPcv0VBsKzQ4kR43LLTMirDymONNQXxa6YaUZgfaqCzMOHM3AEz2IlA10+4CPDgvWkz66y0PLDtLfQ7YULTiG1+r4MDWIrBbRMDDTh7V9lt7/8uMxmYMg4KabbiqdOXPmNb1e79RPuDV+rHX9BPcSX6rqb25u/pNf//VfL/6/mMEftf7srQGb54WbDxhN3INfhpksOHVFlpWEJ8TrmD7TWg1udWGkApWnsc6fha0AiTZgbcMIZJtFqGAg1Is7RjfWF0XWtowPvds1sORMAO0qrO9AsY2u9+DOGfRAGF1cRSsdJBmDkg++jU71Gb1VI4D9ScP/XK3Aphoeay2B9qfRA2AVobMMwQHL4OhmPURc6IZgyIZtYN0CicNgyqSdhAVN2ibGfCwCmZ6ZksbaWEGLcLhLZLRF0vaIVutkd9o4SzD6S8K4GzBeF3JVGI8Ie+JG3pZvQ3wHKrPQf9CI+wejJh1qfwomSsJ0E+Q5aO1AuQCz52HwMBRXhUOvh0xeGD0oHI5A8z/D6D6TCjLzGqF5SSAtROJge0I4ZA7PsW0YzyvJGnTOQ3Ve6Fgmmo+4oCHFQnBDkHSF9o7QLgsbRaimobAOpZ5SyoZpRyPIVNTcjdc92N2EmgM3DEEticwFaCwMzyWQuMALOSAN7T4YSMDhYSgW0N012F9Eyxd+7OIG8MEPftBbXV39m/+vixtcP8H9/2bl8/k/+d3f/d23v/vd747+Y37u3/y2Rast9BSSw0qhK5xdULZsYd5TvMEw0sihY/2QbiCNwIhBVyvGmmWHDPHcDcDuwXYHwUHVQhoWxOOoqJmcTsWRYvn/ae/N46uqzv3/99pnPidnSk4SEhIghBkCYRSqoihYtNpKVdRO1tZqHW+17W1te5Vatb9WW4fWob1Xq7dVwNLKrQM4IIogCkKYBMIQEhKSnMxnPjnDXr8/luQLZRARicT9fr18Yfaw1rOnz1nDs54HWdeNrIkjThsNpS7kSB1R/z78MwzlARVVtp8Z0mHIy0IoDA1R5NAM5kgGsVmQsZggC5ZRGfS9kI1ZEDkgw9YPs2+ZwJYBmYJIUoU1SglotSLy7Mj+JpUvNq2rtO6klUtDExAxI2dn8DWCSEu0IJADzmKILgW9GEylkDdADf+1vwLkg7e/ijAuu5SbX7gJhk+W5ErBltdh0nkQrBYk4pJoWJBTKom2SOLdGmm7xBmA8B5IhJVPnMkKe9ZBXAMxEAqmq8jg/gb4YJla1+8fD/oHMGoK7H1PLbLftVVSMkGga5KOvQJbqURmBN3doJsh65ckstBepSaducwBK1LQ6oLBpfDFAthdB21p5eibCavkQt1RsEkV9PSDmHKuLnEoR+s3U3DmMNjcDCUhhN6B1QOJ245d2AD27t3LlClT6oPB4AgpZfxjnXwcGAJ3iiCEsBYWFm5fsWJF2bBhwz7Wub/5rkZ7hyCclmwOa8z+rs7Li6A5XxDpL+noNkGjBcbkwfYksiIP0c+iIk1EzFCWo5xtvUB9Uq3DTIEIW1QO1IwVMciB3NcF/exQ26nc9gssYNUhNwtNQdgBDMxR0VByUe763iTUpMAEFkcWkx2saZCdgpQLMimp4lK2gGwwI9JOpN8Ps73IxjhiYBzp7MRZm0DvAFsBZLaC9As0h1R5Qy1gcQtSLRIEOEaDqU2gdUssCDIpiT0H4m3QbyhENoI5D7zl4LeANQydu8BbAk1rwNFfUj5KENun1vBGo+D0QDoG7UHBgHE6LiFo2SWISMm+HeCeBGWTIL4OYhEV5XzPFujKQioX9AIYMgdKTZBaBnoCwm2QUwIFfmjaDla7oLlRkslR3Wa7HzprwOY6CreWAAAgAElEQVSGVEygeSWppCDaIYnpgkyOJGsWsNemMqXtyCK+MxpZXatWdrRLsALD3WriJavDjjT4AzBGQk1QzWB/IOCbwxDrmpD9M5g76vG3SYJHWDR/JKSUTJ8+vfO99967JJVKLf9YJx8nRsDLUwQpZcpsNl9xySWXLFm7dm2u3W4/5nN/8oTOzy7VcDugwqLz9nzB6K9Ksosk9m7IajoJR5JudyvCkkW8mEJMLEUOK4ZsA6K9E5kWiLgdOVZCugOxNas84ffYYGg+ZDJqsX0ijCyUIGIIkQFTSi13IgUVGajqgBEWiElIpTB5QUiwFIEtATabINMk0bwSSz3YxgjiuyTd3ZBMZZHDM9DWidyZQpRkIRzHlZegqAIsKyGxHkQ5hN+XZPIh6wHPGCiQkpYqyBkFXW+A4yyJtQOSTRLvEIjsA1cASoeC1Q7ObkF4hxK+bAwCmkBrlgwaCHanQN8HOShdsDvBqgnc+RKLkJhjApcf6rZJkkLNj2StkCgBR7Vy7euOgd0L5UMh2iSxOAWljWBvU25+FpfAYpY4HCpegEmo1llHsyDrkTjHQXQnWEoF+5aBPhmsYUE4R4IdsjagzgLlPpipQ1MWLBlkRxikCdEmkcU2SHigDpXPQwBjrRAOgZSg9QMi8BUn7GxEDkxQ7griyZes++XHEzeAP/7xj927du1acrLEDYwW3ClHIBC4bebMmXfMnz/fe7S1qkfiN7M16nxQNkSwLSRpTgh2tkvi5RB2qPzHjmKIv++AQC7idAvS0q5EqtWE8Gcx2zPYIpJMk4ACSAUFssuK7rQjip1qsX46DbE00m1B+NIQj2JNZRF2ibVVkJbgK1UTq5quEnWJ0WDu/HBcSVNrY22d4CkH9ghaWyQ6gBcymvIfs6Qht1TNELs61AqtTJNG3XodMURg80t85SDrwekWOGySzm0qIke8CZyVSkDsVkGuRRKuUSlVTTFo/wDcASgth/oNKt5mphVcHuhqA12Cww1SV54TThNEOyGZFtidkngUQnGIxCQZk6CtDfIqwVcAbVtUwi5nmaRgACSbBEKDVES5/5nywBIQ5HglXZsFgaHQUSuJhQSWQnUf7EWw+y3I9hPYxkqa/wXZaWYsQzJk3wbZ34Ygi3zRgSi3IgfmQ7EHQvug0wn9XLCrW+WWsKcg1/fhbHaH6ouH7WCNwGQzxEKUbo5Qd9fHFzaAFStWcNlll21taWmZKKVMHlchx4EhcKcYHzoAL/zJT35y0a233nrszbgDuGu8xlYn+EvhgzDE3WAuhToTWFKClkaJ62xI7oCkR6AVSvQakINVcnavFOz7H0ms0g4+J8IhVEIVdxwRTaj4YyYdUhJh05FBM9rQLM4i8O4Aaz7YdIFokyRbIOMSaH6JKSLQbJJsEtAEmlViAYQZCgLQsQ5M+YJsRpJbIlj3iCRwLfTzCURGUpgVyKQk2ihAk8QjArNf4sqF7pCgeIikdg2YXALNA8H1kqGXQrQaCksFjozElQKXWbBvt8RpEQirpKgQtlZBXjGUlAoibZJYGLx+gU2HN5ZJsk5w95OY/IL8/hK3VeCRsPYtlVvani9o2iuxDQZ/Lmx9D2QBFJwOeTnQtkqSN1Cw7WXInaCuPacM9iyAokuALhX/Lt0JSIHDLQk3QCgiMAUk3WnlGxerFyQzkkSbGcaZYWMWzuwHEZXTQXTZkH6PCrtuskA/CyIqkEVucHbBsjY4TUBHBhqiMEYnvyjG8JWw4r7jE7e9e/cyderU5qampolSysbjKuQ4MQTuFEQIYSsoKHh//vz5o88555yP34z7kP8YoRG0gOVMCNsEbVmJzaUy5ZkHqF5KS6daOJ5NQHcOFJWBOQhN/4BwoxU5phjGlKnBDp8L8gViWhuaeA/vv3RkWqJHBakkpCNgvRiGe0FfL8jEJE4XyDCEGqHfNLB2QTIrsGvQukviHgiBYsjsVp4f6RS01alup90OfhskO1QXrmSgco1pD8LW9eCrhNJpEK6VDBonsEehYQfE4+AsUPHmzE4VUSgvB0YWCmpWSUJRSGXAmaPGy4rKVK6WeAi6goK2kGTcMHj4cWiLga0I0maJPkBgGgHe4RKPCcb3h8xaQf12sPlVma3NUDwZ6laBvRScfsjEoa1BkDJJYgkQg9XxtKtALFITOD1qcb7Fo/JrawUS0oJkQuWyMQ2ShN7RSOcDAZcKfGD3QjCN/GoJ4qU9oDvg/P7Q0ARuP9QmIC+tgiO4w2DRwZbGa0rg7pKYfTDRBH+/5viEDSAejzNp0qSO3bt3X9Td3f3OcRd0nBhuIqcgUsrulpaW877xjW8079mz57jLeWi7TqkNArvBHZSUOAV6HArsYO4Adwb8YYEzBloYfEDXTjCPhjHXgSCFeKce6sKIkA0SAdhbCPYvo/MlOr6Rz5gvaTgbwO+AAROgbCtkVkO0XgW1yARUTs/8ftC1WmArFlhCEqdVMmII2IOQExEU5YFbg5JcmDgWRpphuA7abijPEZRqEK6CWKMSq8uvgjFeyNsNgxHk1EFwrXKILfLBUB8M8wuKUuDtgLxuSDcqsYnGIJZQkwr+ArBrgo648qoRdklxsVp7H4qqsfpQDFIDBeliiFkknTGBZZxgeH+BKaHG8Hx+tXTL7YDaZYLOGLR1Q6tbBbuNSIh6lLuenArtu6DTDR12CLVJmvpDfS1sXwQ1upldgyzoX4HOTkj6ob1TkB6BapWFVUw2YmmY7kG0dSIsGnwpF96oVjPLbZ3gS6r1vt4wZCJoqRD5wTjlCYn1HZhaLz6RuEkpufLKK0PNzc2/6A1xA6MFd0pjNpsnDxkyZMm6devyXC7XJyrr52dptATg3RbBoNMkkTHQ8RIMuhDi26Gl+8P8Ky5wWEAg8ORLtjwMwbhUU3kXToUcC1KYEOPdyJx9OPu9xdkOQcO9YCkEqw0yCXD4oOMD5QKXUwm57g8XIDRD/TYom6rEdOwMQcM6SelgtSpgyyqwF8DwoSq0U7RVsK9REkkJKiol4VbYulUQSUnKJ4LHIQjWS/z5kOOA7ZsFHQlJ5XmQZ4em3RDcq8bFvB7oapY4vBpmIdm6GcrHK0fdYJ2goQGcJerD9Q8APQl6N+zaAtIJwgeuEkkgVyDbob1OXZ/Vr1rDtetA7weW/qDbwGEXtLdKsgnI2tWSX+EAmYDUDgHnAd0SkgJrnsSVgK41IEvNMDaDs0oQ10xQBLwjoTAXKizwRgwqcmGChNeiMEwHUwixMosca1UC1ygQ09K4AHccynWQQRWgNzsIFl1+/MK2n3vvvTf+0EMPLQoGg1d94sKOE0PgTnFyc3OvmTZt2n0vvvii73gmHQ7kxi9riAD4BkHVPoFjkKTpA0HMLckdAyIEoQ7ApQI2RkISrRUsXbDmJYj4QR/iQ/TLgxEuZL8WvP4mRljANF/gCKgZU02AyyawZiX120D3qcTwvsHQtUXFYRRJcHjAbxbIsBIuh1vgkBKPU8XPDPggR8DCv4M9AMXDwWWHAf1g0xqIZwX9SiSrVwn6j5O4c2HySHj7eSU6OX41KdGwV5BXJOkIQWEpZNpUvM+VK8BVABUTBW/8Q+IdoLq2maTA4pDKBUGHTBq64xBPCtKaJCOhW4dERpKxCxwDJY60IFKrfGvTDsjEIBGCuARRCaklAtMlEq1d/QCYrConjy0JdIC1HPQGlXAm7VRuh9kISE2DYhPsBbqAiWao8sAFOYj6GqRLkpcHiaUQH2oiJ53FaQG9TT1n0QijR6ofsYBDucq98oNPLm5LlizRv/3tb29saWk5TUqZ/sQFHieGwPUBCgsLn7jhhhuuuPPOO50norzbb9DIlqmuV8wm2FOnExgjaN8uCDaCdYDEN1jFekxFlWjpJhXMt26jSgGQzpW0lWkUjNEZbRJY1ghiCYndA+mQ+oD7D1ApCzr3gtkCzQ0SW0CgoQKcBIqgNBdqV6vZzOIigS8tCbUKIgl1jlUDzSLZtBmiFhgzVZCDZNsmgcMrKS4RbKuCtrjEXgDTL4Bdb6pwdxldRX7qzgisHonLBa37YNgEaNoI3UJlCQyUwe4qNdbWvkdgGyDxFoMNFQszGVJd2m4pwS+wOaFjO2R8YPKDNRdie0B3S1JR5XQda4OMboKzrRBPofmz6C8JGKQh9wrERAdiaATvdtDDyic644F0jgZdAlw6rLHB3FyItiKSaWTSAaUJHHsFFovEZROkPZJsvZrYlm5J/5Rg73YoGCco9kB4tWTgEGiPC1791YmJVrRz506mT5++r7m5uVJK2XZCCj1ODIHrAwghzPn5+auffPLJCRdeeOEJG1f99vUaA6cIttdIVr8O2UqJdZjAsxdEgfrAcyySSAiVH9UGeUXQsR4cAZAAumqxJRNKtBIhcBVLrBbQIoLOJig/XbUeIpsl+3ZrDJomcZuguQaKPnQBCbdBcZFa8xmPQmE+ZNMgswKLhKot4MiVSDMMGqwy+G3ZAGkErV0S3QHxNOT0l5jsKiFyNKwCqpRVCIJrlGiboqqOWFwN7tsLJRYhqNkocZUqf7aCcnjl+6ANlqR9AlmcoxJBl3mQhSYYFsdR2IjvUUFaSrpTgliO6uJLi4ZmkYjBILZI9E6QJQIQSJsJNB3xnkBeYIadaZWMx21DSLNafArI7jRicBZ2d0PGpJqxdpBWHbdXxxMCmpQoFlQKSoSk8wOwBGDwKMhsgdZ6Jd4d7bD5+U/eYttPOBxm4sSJ7bW1tTPT6fSGE1bwcWJMMvQBpJSZ1tbW2d/97nf3vv322yes3Kce08lukvSzwvhK+IJP4NuthCDgge4ImLyCYf0FBRJsH/qOkQ/xbklrE3SaIGwD3QutjWphxL4wNCcFycEqzDodENwB+7oEer6ktk6yvRmS+ZJOm6QmKskWQTALm2vUoLpvMGz4AOrCkpq4xDlAEgxD3AadNohYoHoHmIskDj848wRWu6Buu6AlLunySNxTIH8ExGslJcNV8prOJmja+6EfsksnoUMwqMQt1qH0JJqSWD2Q3iuQETP43MhxXqSWhYZuGJUmEBNEuiRRhyC6A6QvDxJ5iEARsqAAfaCbbJsJWeaAVhtYvAjdjDDZYZYN8b4J0eIGZxHC7AaHEwZ+mHM2kIWNWWSxGRnVsQ3IkCcy9I/reDrA3QK5dhhYCAOFygXks0N5HtgbBPk25SI0dfqJFbdYLMbMmTM729vbb/ksiBsYLbg+hRCiuKCg4J1FixYNPPPMM094+bf+XCOpgcxK0rrA7IL2dsAJvgAUmmHvbthRDwm3xDRIkMmocXKHF7q7VNpTYVKD8lr2QydZL1ilJForwCXJ6iqmpp4Ge7HAlJRYNfDkCkSHxG4TeM0Sv1OQaIYBJeDIwu4Ngnha4s1RzriN9are6q3QEALPMJh8Cez4lxpb8wfAawenLmishsY2iStfJbBvrAaTBzzFajyubQ+E2gVJk0SaJRkhiHZCZxz0QRJpA82ldCi5TZDNgUQHyBEq32k2ItG7NbVe1q0CclIKYl8WmiXSbkUMsoGWVDfMJCGkq2lfs4CaDAwFhuiY3hfkB3RoAddQibVVo7AIZKMaF3RIlSPcagVnSgU7FV2QyYWGzfD+iydO1PYTi8WYMWNG5+7du3/c3t7+xAmv4DgxBK6P8WmL3M0Xa1iHK6fTxe9Dqgw8AyWpRij5ApxRAtkVgt01EIwKwkgSVkjlqXEvazFYhCTdpmEulsgYJJoBFyR1STajxMFkVtHMu+0S4VHRZl2F0C9H4O4GfxacWTXxISJqwsAtIEdTY4L1O8DkhNagCkrsHQKhFigbC/0DkAqr7qjLJli9UtIeAXs/Fel86LnQvEnlJB08FFItsOM95dbSGVYa5Ryr/NrSiQ+jqOeDox/E96iVGKluSBeB5gOhS/RGoL/A7ITsu5JMvhNZKkCkEE06lGiwxgSVDqiKIS8TaMtTyHYBU3OQ1jg5MktuRi0y0MNqoiF3EOTpKmbB1iVQPBaGF0O8RhDqAmGTNGZhyABwROHBn39+xA0MgeuTfNoit5/f3yT46wbBtriku6wIcdogGBZDtu5gwLBuZhdKytYIdm+B6t0Qs6iuY7dN5ZnJG69yK0dCyt0i3CnpNgkyI9W4nRAgEiCTApNNVzHZEgJnARTmSgqSAnsSHHFw2SDfoZZf+SwCqyZxalC9C+LdgqIBEiGUn9srrwqmXCRx2MDvhlxNEG1Xs6jJlCCWkfQvhbYgJJNQNBh2bILGIOSUQqwbIlJiylGTHSJH5XgWJRJrrqC7VkUMEeVgdkB8I2THgdMNsbcg6wMxFJwB0NeqCFNpNOjvgEId6dUx6UksLVA6WaCtVa2xphegOxdSY8E/BEYWqsC/mx+HVjuc93WJb6+gcTd4vBDKhc0vwOpPocW2n8+yuIEhcH2WkyVyABNGa9T1k3Q48mFUGaJIh81tyElmxJA6TivIMGM3dG2HrR9ALKviJqbtKtGKpVS1usJ7IJqFbg/gh/Re0IdqiBhYCnWcfijQIVYHZh2KJ0CpB1xByLRAwAlaBkqcqpWzZjWUDoD6Zhg6WuWtMacE762T5A9SeW4mTRNYYyrqSEeHoGafxOuCRBoau2DambBmrcDilKSE8l+LJ6ArDi1BScIj0F0S5xiBx6piC3S3QzIuiUUFsaREFgnMAyR2i8DUAUjIxgSJekmXJmC4JLvbBLN0RK1yJHZkoTADXS3gM8Pu1YJsP4ljrBpP+0J/cO2Et9+G/OHKx6/ECtEIIGCgF26/9dMTNvjsixsYAtenOZkit5/8IRrtX+yPzLOrPAfrupB2P0weAGPClA1cwRfaBB3/J3HaBckQBJslKTPE0Ihl1IRCOgqmEtBjEms/AbuUmwZt4BuvnPBFK2gZybCJgvB6tdKobChMKYTO3fBBlVrq5HELGpolBQXQGlXp7wYUCXwWkDForYFQErIptT8pYEAZmK2S9k61SP+ttwW19RJTCeRNh3CDJNKuurRprxkGO2GACQYk8KSTlA8VBNbBrlfVOl/dqhwAo7vBNk1i7RJgEaTiEpNVdTcLBoApCCanINsqyXGqKPF2TbXgvFYIbYeifmDToLMR+g8RNO6WiGIYUiC49VsnPDHVYTkVxA0Mgevz9IbIAbjcgvj1uSrHakhD7nSA7oEfTUcEljIys4cxtZBaD/nFkGyGHZsEXTFJwg/xJCQ9KpqPpRy8AQikQK8BVz+wpwR2iyTdDkUDQe8UxEM6xf0FfqtKJWGOKUfZbEySCQv2NoEvR9LSKSgbqAIId3VAQxC6NehKwaAhakmW3alWHxQWgc8G994NOKDbBK4JSgTjMUmkQ6AX2lRgyDFpTN4YIwbA8FzYdAPYR0g0t0BmAQuEW1WiF+8XBOUF0LUSrF4gDpkIYIL0HkHJFBW7zmUBTwq0FAzKg4ZqwZSRkrfeAVMueBzg1OAXd3y6rbUDOVXEDQyB+1zQWyK3H9dMgTZbEFtpRhYNUtnPvRbENe2Mr6thhi5peV2AAxIhQc0uScou6ZbQpQmyhSrje16RJPyOip7hDAiKSiGxHZwWFSRYj0o0KXB82OIpzAWfpoII680gwvDaKijuBwU+CLYqAdnbrrLGx3WwetS62IAX3HblCmMFkl3wz9chGAXNq8YRCYBWBrZ8SdE4qLQJ0rVQs1GQ0SVJHXSTRFgFphzorIfcwRKLVZBsgaJhkGgQZLslXW1QOkZSvUzgHQ1nXQTVf4OxkyCvGTZsl4waIli7CSacDm218MvfnzxR28+pJG5gCNznhg9F7u0HH3yw9Morr7T0lh35/QTmqwTRkCBqd4JLYhkVZ+Y0+EYIqJaseE2wba+k2yIYOA3a9kE4BRkbRDPKaTiZC7YR0M8LllZURPIMWE2Q7YQRs6B9nQqzlGMGewwGFEK0UZKjQSosSMYk6aSa8fS7BW0dKkK73axab8kIJFIqOLFmVVHRO2Nq9YMvX82iJtKwvUa5iJSOgUgH5A+EkiJI7haEwpJQGAaMUEnHElGB0w5b1kn6DwSnF4r8ULsFLjgL3lmpcroU2OEvq+C8iyC3WRDuklQF4dlXTr6o7ae+vp7zzz+/o6mp6Uft7e1/6TVDPgaGwH2OEEJ4CgoK/vX1r3994n333ZdjMpl61Z6RIzQc0yTBXIHIlYwcB7OKYXSTIF4LDz8L3XYYf6EKzZ03UIVKagmrGI3xJMQyEssAgdWrojVF6ySJpMDkl9hyBHazJMcFA/IhXwhEO7TvhVHDIB6ESERSXKDi01ni0NUMiTjUtgB2KBsAlcWSDe8LghG1drU7C7n5sLUOxg6Dxg4oDMB7m2DCJGhtgMJ8idMhCIegsQX6F4DHrGaGzWlY1wCnV8LWrWqCpbxE0NCgo9nAoUFXXFAVlFx2seCa/+g9UdvPypUrmTt3brC9vf3S7u7ulb1tz7FiCNznDCGEVlBQcN/IkSO/s3jxYp/P5+ttk3r4j1yN1hJJyWAYVSCwd0jWtwkSdkmbSWDLB3+JxKQJli+HvMGQ0CSOQkEopPxjA+UQaZVoFkG0C/xDJRYpCPhBi0vKigTWBAzIgX42we6NkkIfxFphxy4I5MC+kMRiUS03UInus7qK4KsLEEIgNYnJrNbDSilIdoPDKbGZQeoCky7RAKsU2AV0tkmqG6C4v0oN6HEKWjrUOlqXXcW5M5kEkYTkt098tr7Jxx57rHvevHl7WlpaZkkpG3rbno+DIXCfUzwez9xAIPDoyy+/nDdixIjeNuew3DdCkI4IollJ3AT7NIGln8o/GrVKsnaBNaD80Ew50NIOvoGqdRVrB5sdrGaJVQoKfJANQXsjeNwwcYSahWxvk4iMyoOTSUMsqSYYEGAyqfWoCJBIEIKslOiobRkpsTsFVpNa3aHrKs2fSYNUQuJxQSYhSHdLQjGVictshWxG+flJXUUrvvNXn81vMJVKce2114aXLl26IhgMzpVSJnrbpo+LIXCfYywWS0VeXt7L//3f/1180UUXnTLrkn85WVCfBqsPXC5BXn9JtlvQ0KriqrWloWIKbN2ulmw5fWphvcMvsVoEZpMSM2ECk0miSRXfTtc//BakSposLCpgQColMFklelbg9YHIQCIqkUJNTuiApglKSiTJDohEBLqUxHXwedXYYFYX/PYkznR+UlpaWrjgggs66+rqftfW1navPEWFwhC4zzlCiLz8/PylN95446g77rjD+UljyvUmN08U2HPAahPEdIluhSSChFlF6NYtkrRZ0BJW+ROsToHVLvF5BKmIJJVWIic1gcsFThuYpCQVh3hUkJMDPoeksVlQvxdKhkCsW5IFhFngcEmEDn/4xan9Ta1fv56LL764pb29/VuxWOyV3rbnk2AInAFCCHNBQcFjkyZNuvS5557zfdLowAanLs8880z6tttuq29paTlPSrm7t+35pBgCZ9CD3++/Jjc39/979tln80477bTeNsfgJBIKhbjppptCr7322vpgMPgVKWWkt206ERgCZ3AQQoghBQUFf7/kkkvK77vvPrfRmuv7vPDCC/r111/fFo1GfxoKhZ46VcfbDochcAaHIITQ/H7/TW63+7+eeOKJvJkzZ566A3MGR6S1tZXvfve7XWvWrFkbDAa/IaVs6W2bTjSGwBkcESFESWFh4cJzzz139COPPOL9LPnMGRw/UkqeffbZzI9+9KO2cDh8UywW+0dv2/RpYQicwVERQgi32/0tt9v920ceeSRw8cUXnzLuJAaH0tDQwDe/+c3Obdu2vREMBq+RUnb1tk2fJobAGRwTQoj8wsLC/500adLUJ5980ldQUNDbJhl8DHRd5/HHH0/dddddraFQ6OpEIvFab9t0MjAEzuBjkZOTc7Hb7X7sJz/5if/666+32Wy23jbJ4CNYvXo1N954Y0djY+PzwWDwP6SUsd626WRhCJzBx0YI4Q4EAj+x2WzX/uxnP/Ndc801FqvV2ttmGfwba9eu5dZbb22vqan5oKmp6WYp5abetulkYwicwXEjhPDm5+f/3GazffvOO+/0XXXVVRaLpdciMRl8yIYNG7j11ls7qqurt38obOt726bewhA4g0+MEMJfUFBwp91u//ovf/lL3ze/+U1zb4di+jyyZcsWbrvtto7Nmzfvam1tvTmTyazpbZt6G0PgDE4YQohAQUHBXU6n87J7773Xf/nll5s0zZh0/bTZvn07P/zhDzvWr19f29raeksmk1nV2zZ9VjAEzuCEI4QoLCwsvCcnJ+crP/vZz/yXX365yVgRcWKRUvLee+/xm9/8pmP16tX72trabs5kMm/1tl2fNQyBM/jUEEIUBQKBm00m01XnnHOO45ZbbvGfdtppnMoRS3qbYDDIX/7yl+Sf//znSHd39/vBYPA32Wx2RV9aXnUiMQTO4FNHCKFpmja9X79+/2mz2SZde+217quvvtpeWFjY26adEmQyGZYsWcIDDzzQtm3bts5YLPaHSCTy177upHsiMATO4KQihPC63e5vulyuW0aOHOm/9dZbA+effz5ms7m3TfvMUV1dzWOPPRZ57rnnElLKF5ubmx+UUm7ubbtOJQyBM+g1hBAV/fr1+4EQ4sJLL73Ucemll7qnTp3K59mnrqamhqVLl2Yef/zxzvb29j1tbW33p1Kp/5NSpnrbtlMRQ+AMeh0hhFXTtPOLi4uvzGQyZwwePNj61a9+1Tt79mzrqFGj+vSYXXt7O2+88QaLFy/uWLFiRVZKuTscDv8jEoksONUSvHwWMQTO4DOHEGKQ3W7/YiAQuDybzY6eMmWKNmfOnLxZs2aJ4uLi3jbvE5FMJnnnnXd48cUXIy+99FIyEom0ZzKZF1tbWxcDa6SU6d62sS9hCJzBZxohhAZU5ubmftlut19ss9mKzznnHMvUqVO9o0aNEiNHjsTv9/e2mYcllUqxa9cutm/fzsaNGxNLliyJ1tfXJzRNW9Hc3PycrutvSSnDvW1nX8YQOINTCuPKHdYAABEASURBVCGEA5jmcrkq/X7/abqujwby8vLyTGPHjtUmTpzoGTVqlGXkyJGUlJRwMhyNQ6EQ1dXVbNu2jaqqqnBVVVWytraWVCoVt1gsu5LJ5Lq2trZ1UsrVRrfz5GIInEGfQAjhA0aYzeZRBQUFUzRNq8xmsyUul8uan58vPR4PPp9P8/v9Jr/fb/X7/Rafz2f1eDy43W7cbjcejweLxUIkEiEcDvf8Gw6H9c7Ozu6Ojo5UV1dXprOzUw+FQrKzs1N0dHToUspOk8m0taura00kEtkIbAPqpZSnTp7APoohcAZ9GiGEFcgF3IDnwH8tFosvJycnz2azBSwWi18I4QesUsouXdc7u7u72+PxeFsikej8sCsZAQ78N2R0MT/bGAJnYGDQZzFWQhsYGPRZDIEzMDDosxgCZ2Bg0GcxBM7AwKDPYgicgYFBn8UQOAMDgz6LIXAGBgZ9FkPgDAwM+iyGwBkYGPRZDIEzMDDosxgCZ2Bg0GcxBM7AwKDPYgicgYFBn8UQOAMDgz6LIXAGBgZ9FkPgDAwM+iyGwBkYGPRZDIEzMDDosxgCZ2Bg0GcxH/iHw+FoTiaThb1ljIGBQd/GbrcHE4lEv5NV30FJZ4QQ0khCY2Bg8GkhhEBKKU5WfUYX1cDAoM9iCJyBgUGf5SMFLicn52TYcVKZN28e999/PwB33HEHr7/+OgAPPvgg8Xj8mM53Op20tLT0bPv3+/T8888jhGD79u0923Rd55ZbbmHMmDFUVFQwefJk9uzZ07O/qqoKIQSvvPLKIXVed911rFq1im9/+9ssWrQIgLPPPpvhw4czbtw4Tj/9dKqrq3u2v//++x95Hffffz8jRoxgzJgxjBs3jv/93/896vEH1n2s9+pwPPXUU9x0001H3P/rX/+aZ5555qD69nPgfd6xYwcXXHABQ4YMYeTIkcydO5dgMMibb77JhRdeeNiyW1tbsVgs/OlPfzpivfPmzUMIwa5du3r2PfDAAwgheu7roEGDqKioYNy4cZx33nk0NzcD8OSTT1JRUcHYsWMZM2YM//d//9dTxurVq/ne977Hm2++idfrZfz48QwfPpzp06fz4osv9hx34Pt5ICaTicrKSsaMGcNFF11EV1fXQftnz57Nvn37Dnr+++2sqKhg1KhR/OIXv6C7u/ug8x544AHsdjuhUOiQOidOnEgqlfrY13u4Z9cb9JkWXCaTOa7z7rrrLmbOnAl8vI82EAjwu9/97oj758+fzxlnnMGCBQt6ti1cuJDGxkY2bdrE5s2bef755/H5fIecM3/+/EPKe++995g6deoh25955hk2btzIVVddxY9//ONjsh3g8ccf57XXXmPNmjVs2bKFFStW8HHGXz+JwH0Ur776Kuedd95Rj0kmk3zpS1/i+uuvZ9euXWzbto3rr7+e1tbWo57397//nalTpx72Hh9Yb0VFxUHPbtGiRYwaNeqg45cvX87GjRuZNGkS9957Lw0NDdxzzz2sXLmSTZs28e677zJ27Nie45cuXcrs2bMBOPPMM6mqqqK6upqHH36Ym266iWXLlh3VdofDwYYNG9iyZQu5ubk88sgjPfsSiQQdHR3079//kPOWL1/O5s2bWbNmDTU1NVx77bUH7Z8/fz6TJ0/m+eefP2h7bW0t/fv3x2q1Htf1fhY4ZoF78803Oeuss5g7dy7Dhg3jpz/9Kc888wxTpkyhoqKC3bt3A/DCCy9w2mmnMX78eGbOnEkwGATUL+esWbOYMGEC1113HQMHDqStrQ2Av/3tb0yZMoXKykquu+46stnsIfWvXbuWL3zhC4wbN44pU6YQiUR46qmnuOyyy7jooot6Xsz77ruPyZMnM3bsWO68886e8++55x6GDx/OzJkze1o68P9+aR5++GEaGxuZMWMGM2bM+Mj78Z3vfIeFCxfS0dFxyL5oNMqqVat44oknDvpImpqaKCoqQtPUbS8pKcHv9wMgpWTRokU89dRTvPrqqySTyZ7ztm3bxrBhwzCZTEe0Z/r06Qe1OD6Ke++9l0cffRSPxwOA1+vlqquuApToT548mTFjxnDttdceInyHu1evvvoq06ZNY8KECVx22WVEo1Hg8M8NoLGxkdmzZzN06FD+8z//s6fscDhMKpUiPz//qPY/++yzTJs2jYsuuqhn24wZMxgzZsxRz5s/fz6/+93vaGhoYN++fUes9+KLL+5pjdTU1OD1eo9o0/5739LSgtvt7mll5uTkUFZW1nPcsmXLen5MD6SyspI77riDP/7xj0e1/UCmTZt2kP1vvvkmZ5999lHPycnJ4fHHH2fx4sU97+3u3buJRqPcfffdh4j+kiVLegT5eK73s8DHasFt3LiRhx56iM2bN/PXv/6VHTt2sGbNGq655hr+8Ic/AHDGGWfw7rvvUlVVxRVXXMFvf/tbAH75y19yzjnnsH79eubMmcPevXsB9fEuXLiQVatWsWHDBkwmE88888xB9aZSKS6//HIeeughNm7cyOuvv47D4QBUs//pp5/mjTfe4NVXX2Xnzp2sWbOGDRs2sG7dOlasWMG6detYsGABVVVV/POf/2Tt2rWHXNstt9xCcXExy5cvZ/ny5QBcc801R+zq5eTk8J3vfIeHHnrokH2LFy9m9uzZDBs2jNzcXNavXw/A3LlzeeGFF6isrOSHP/whVVVVPeesWrWKsrIyysvLOfvss3n55Zd79h3pRTuQF154gYqKiqMes59IJEIkEqG8vPyw+2+66SbWrl3Lli1bSCQSB3Wf4NB71dbWxt13383rr7/O+vXrmTRpEr///e+P+tw2bNjAwoUL2bx5MwsXLqS+vh6A119/nXPPPfcjr2HLli1MnDjxmK53P/X19TQ3NzNlyhTmzp3LwoULe/b9e70ej4fS0lK2bNnC/Pnzufzyy49Y7osvvtjTfSssLKSsrIyrr76aF154oeeYtrY2LBYLXq/3sGVMmDDhoOGMo5HNZlm2bBlf/vKXe7Ydyzuy/7rKysrYuXMnoAT/yiuv5Mwzz6S6uvqgYZcDW5wf93o/K3wsgZs8eTJFRUXYbDbKy8sPas7X1tYC0NDQwBe/+EUqKiq47777+OCDDwBYuXIlV1xxBaDGCva3XJYtW8a6deuYPHkylZWVLFu2jJqamoPqra6upqioiMmTJwPqIZnNyoVv1qxZ5ObmAqoV8eqrrzJ+/PieF2bnzp28/fbbzJkzB6fTicfjOejFOBr/8z//w6RJk464/5ZbbuHpp58mHA4ftH3+/Pk913rFFVf0/DKWlJRQXV3Nr3/9azRN49xzz+3plhzpHIBXXnnliC/v17/+dSorK1m1atVhx20Oh5QSIY48U798+XJOO+00KioqeOONN3qe4ZF499132bp1K6effjqVlZU8/fTT1NXVHfW5nXvuuXi9Xux2O6NGjaKurg5QH9X5558PcFgbj2b3R7FgwQLmzp0LHHqPD6x3P1dccQULFixg8eLFzJkz55DyZsyYQWVlJeFwmNtvvx2TycTSpUtZtGgRw4YN49Zbb2XevHnAR3e7j2V4IJFIUFlZSV5eHh0dHcyaNatn36pVqzjjjDM+sox/r2vBggVcccUVaJrGV7/6Vf7+978DqlHR0NDA4MGDj+t6PyuYP/qQ/4fNZuv5f03Tev7WNK1nDOzmm2/mtttu48tf/jJvvvlmzwUf6QFKKbnqqqv49a9/fcR6j/ZBulyug467/fbbue666w465sEHH/xEH8aR8Pl8fO1rX+PRRx/t2dbe3s4bb7zBli1bEEKQzWYRQvDb3/4WIQQ2m43zzz+f888/n8LCQhYvXszZZ5/NP/7xD/71r39xzz33IKWkvb2dSCSCyWSiq6uL4uLiw9rwzDPPHFWE93P11VdTVVVFcXExL7/8Mi6Xi5qamoNeYFBjWzfccAPvv/8+paWlzJs376Du8uGQUjJr1qxDujibNm064n0/8F0ymUw978+aNWt47LHHAMjLy6Ozs7PnuI6ODgKBAACjR4/mrbfe+sjrPpD58+cTDAZ7egiNjY3s3LmToUOHHlTvfi666CJ+/OMfM2nSpJ6u/IEsX768x579CCGYMmUKU6ZMYdasWVx99dXMmzePJUuWcNtttx3RtqqqKkaOHHlU+/ePwYVCIS688EIeeeQRbrnlFmpqaigtLe0ZKzsakUiE2tpahg0bxqZNm9i5c2ePUKZSKQYPHsyNN97I22+/fYhgfpzr/axwwicZQqFQz0Dn008/3bP9jDPO4LnnngPUr9n+F/fcc89l0aJFPU3jjo6Onl/z/YwYMYLGxsaermUkEjnspMIXv/hFnnzyyZ7xn3379tHS0sL06dN5/vnnSSQSRCKRIzal3W53zxjRsXLbbbfxpz/9qceeRYsW8a1vfYu6ujpqa2upr6+nrKyMlStXsn79ehobGwE1o7pp0yYGDhzI66+/zrhx46ivr6e2tpa6ujouueQSFi9ezPLly49pTPCj+Mtf/sKGDRt6ur633347N954Y0/rMxwO8+c//7lHzAKBANFo9IgzYQfeq6lTp7Jq1aqeMcB4PM6OHTuO+bnt54MPPmDEiBE9Y41nn302CxcuJJVKAWr2df+9+NrXvsY777zDSy+91HP+0qVL2bx582HLrq6uJhaLsW/fPmpra6mtreX2229nwYIFh9S7H4fDwW9+8xt+/vOfH9HmA2lsbOwZjgDVDR84cCBSSjZt2kRlZeVhz9u0aRO/+tWvuPHGG4+pHq/Xy8MPP8z9999POp0+5u5pNBrlhhtu4OKLL8bv9zN//nzmzZvXcz8aGxvZt28fdXV1h23RHuv1fpb4WC24Y2HevHlcdtll9O/fn6lTp/a4Qdx5551ceeWVLFy4kLPOOouioiLcbjeBQIC7776b8847D13XsVgsPPLIIwfdKKvVysKFC7n55ptJJBI4HI4e144DOe+889i2bRvTpk0D1DjZ3/72NyZMmMDll19OZWUlAwcO5Mwzzzys7ddeey3nn38+RUVFLF++nGuuuYbvf//7R20hBQIB5syZwwMPPACoVsJPf/rTg4655JJLePbZZ/nKV77C9773vZ5p+ilTpnDTTTfx/e9//5Au0CWXXMJjjz1GeXk5l156ac/2TCZzUOvnSHzpS1/CYrEAakB6f9djP9dffz3RaJTJkydjsViwWCz88Ic/xOfz8b3vfY+KigoGDRrU0738qHv11FNPceWVV/Zc2913382wYcOO6bnt598/1AsvvJB169YxceJETCYT5eXlPP7444ASnxdffJEf/OAH/OAHP8BisTB27Fgeeugh2tvbWbZsGSUlJT1ljR49+rD3+IorrsDhcBxRIPYPGxwL6XSaH/3oRzQ2NmK328nPz+fxxx9n3bp1jB8//qDW7Ntvv8348eOJx+MUFBTw8MMPHzQGePfdd/Pggw/2/N3Q0HBQXePHj2fcuHEsWLCApUuX9oyBH44ZM2YgpUTXdebMmcN//dd/Aap7umTJkoOOnTNnDgsWLODNN9/krrvuOq7r/Uwhpez5T/356ZBMJmU6nZZSSvnOO+/IcePGfWp19SXGjx8vU6mUlFLKbDYrJ0yYILds2dLLVn06zJw5UzY2Nva5en/1q1/J+fPnfyplJ5NJOXHixBNaZn19vZw9e/YJLXM/H2oMJ+u/k7YWdefOncydOxdd17FarTz66KNHbB0YHEpjYyMzZ85kxowZB/k/GRicSpzstajGYnsDA4OThrHY3sDAwOAEYQicgYFBn8UQOAMDgz7LQW4idrs9KIQwIvoaGBh8Ktjt9uDJrE8YkwoGBgZ9FaOLamBg0Gf5/wFvsLyDhxlB5wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"main()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}