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@maartenbreddels
Created October 28, 2016 12:19
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Workshop NL Gaia\n",
" * Desktop:\n",
" * module load anaconda # or anaconda3\n",
" * source ~breddels/src/vaex/vaex.sh/.csh\n",
" * Laptop\n",
" * export PATH=\\$HOME/miniconda-vaex/bin:\\$PATH\n",
" * Starting:\n",
" * vaex: \\$ vaex\n",
" * notebook: \\$ jupyter-notebook\n",
" \n",
"* Topics\n",
" * memory use / performance\n",
" * 1d statistics\n",
" * plotting in 1d\n",
" * virtual columns\n",
" * user define\n",
" * parallax $\\rightarrow$ distance\n",
" * l, b, distance $\\rightarrow$ x,y,z\n",
" * plotting in 2d\n",
" * selections\n",
" * Advanced (optional/yourself)\n",
" * Faceting (many plots) [see tutorial](http://vaex.astro.rug.nl/latest/advanced_plotting.html)\n",
" * Healpix (all sky plots) [see tutorial](http://vaex.astro.rug.nl/latest/healpix_plotting.html)\n",
" * Use SAMP in the notebook [see API docs](http://vaex.astro.rug.nl/latest/api.html#vaex.from_samp)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# import packages\n",
"import vaex as vx\n",
"import numpy as np\n",
"import pylab as plt\n",
"# show plots inline in the notebook\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"ds = vx.open(\"/Users/maartenbreddels/vaex/data/gaia/tgas.hdf5\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1441149e8>]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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gmn6mQjR/PnzjG1BSknQnXzntNFi6FF56KelORESkvuzMmoufEALAPdE/tyWEhuVpdcuj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\nxMzMzEr3P3xJ7IZMdMpyAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x117231eb8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(ds.count(binby=\"parallax\", limits=[-1, 10], shape=100))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x14463ef28>]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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BSZIkqUcuR6AFYf36ydcJkiRpthicNPTWr4eDDpq6Znz1akmSZsLgpKE3PtJ0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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10b9bebe0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ds.plot1d(\"parallax\", limits=[-1, 10])"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x14509d320>]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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MrCQHJzMzM7OSHJzMzMzMSnJwMjMzMyvJwcnMzMysJAcnMzMzs5IcnMzMzMxKcnAyMzMz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x116956080>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ds.plot1d(\"1/parallax\", limits=[-1, 10])"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"ds.add_virtual_columns_distance_from_parallax(\"parallax\", \"distance\")"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1466152e8>]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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GhoYes214eGovBE02OO3C4y9pQXMpbJeJ7qwNTX8BvLSqft7ZVlW3J1lDcyfc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\nAiSA8aatNQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x144649208>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ds.plot1d(\"distance\", limits=[-1, 10])"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x14882f080>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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okFBR5vjkupRQF45fjvu6jn3qyjnvZ7lEytIawXrIh9uWgd3H9BJ6VeJrKNfK\nhAY6R8nRMgY7UGHi+KpjF1FvUuy4hqR0JofqPxh++jJcZieRoRAtyCVtNikSUZekJgGjSRzFkR3b\nplBdsDq3WRbu4qv2sC1p40mWkH+2otqX6mebk6vvPK6j8pSs/qUFv9rCY74JO8SdkBEuZslq58Lt\nCgddJ2wLUbndhWvrb1JYSmiJ01It8YW9JJFrk/uOfXI7nHeF2ccCUZ1D9WPDleMjbcbdOfWKHp+n\n6vLn4rhPyCXdSCldBJ+faEZC8DhuSYjdth040Zhu2zpWws9kpHmfgjHY1h1tlOK0SSfln8+89H0u\n4fe2ec25wPmxDS104yKNq/QukiHh7mtHbpMyWvfVeVeaKBxfNMSW3MvePs7rO9q8K45FtvE+neX3\nzIZCdBLZ5pUZMmTIkCFDhgx5UchAiIJMWlm2hInJUahjtMQu4bi0shxSqC01UFo6bqmlL33zfvKG\n3E1Q56v+C5pbcs4lcZcby7xt5/1akqpplfFYsmrZ5pQMLXEFiJYkUjK/y5XcbITJaf0WqpEyNbt7\n0iFzIjwp9w4RMkriujDPTyJKH8fbIELDdrDPHK10VCVZyCw/keHpJmH7k1Ve95PvUwgLgwGIUPBv\nCttOHCjyToTr0lhNCGZCVp0v6GPBx6wfJweJkhI3Osel/hL587B9ztuEdjmHzflq5+x3Xcs5ndzu\nbBMRxLTGpG/sEU1LbixyDxNHKiHHLCuNZaKRzpOrMoms+rvcs9/ucjs7vlCSwSE6iQyFKEgtOnRZ\n1WSgEpJg7BIufOc0z81ziPITedejRdIieh5/fbFYgqtZT1pY6CZJvvo0xcjL8YSSVRcVBucCcOHh\ncy8Rnd2Xz2M76kmhVU9KYpkUkkREXXIvJmjcPwdQQoXDuQzM7suNoa67pX7D9/a7wnfbzrub0N8h\nN/mUYI7vj8prUtTv2DEnulJhYjuYJ4p1JQ5RgrVTRB4VUbq26BpxhYrRUFJ+l1QIfI4wJ1daXD0i\nsOonX4xj2ROass5UPt8lFSbOL44LV+iYB4pKQEpYSkOAfc4yqVAlFxfHmD8rx23iFtKQSdw4Nw5c\nUfHnS4YUx7O76tiXbLe73Kuss91sh8vsJDIUoiBPa74AJyJvDRt+TiJtrLT0SNK7jWO+iHJhJ5E1\nbehOZKz7nVtT7SrhIpy4BkRdkgVJYeSV9xU3Jk/tX3WxHH9W5434wsRNgAhRyQXUQYWFdS4li6t6\nUkRhItc5ZCPgAAAgAElEQVQuKY9MZ+B97UokkxBW+6lQb6uLHCFuBufCtVTIeT+T/FU7uQmkfkm8\nnLpX6jfxOn9JGwMjkX45BhNHSJpvgkQ1qAgzZJoKX+L4JOUrIQF8VioBiUjNoIKEQDmZu8pMymvi\nhrH+FH1JontCe9P6wLnOZ6pjl63dXuYS2kvUKym8iS/o763aR+XO+31Xm/GVDAHvvzSvEjKWFHIa\nRd7OOp/WzdOTgRCdRIZCNGTIkCFDhtxVMhCik8hQiII09XCtNI9GkXqEIqEitDj4XSupt6yIMNV1\nl7WxKBISwQiUFI1GS54IFS1Fwv2MiKr7mQOFvARHSOjauGhtZJu1Luc2ftdfPmuyVmkJOox/W731\nljgODIX1T1e4GyHxrYgEJPdkSXL5EZpfQgVK6MpMy1JCAOjSossm8W6SJUzUiu8ihYc7KuXuT6Iu\n6V0dqI9+dFfmcc/vHDYfi55k1F1mzjHyyCSPaBSulXqE55zmCJNHK/m8IpeGyGdCgBNS5a4nR8j8\n/SWXGCXNlcR3Yz/VPfzcRUIID9Vz83xeOELlUV7ePh+DyU1G2VE/FktSFCLbkt4l2831KaFB3gbp\nrNGhISeVoRAtiE8WX7i4mDlRUZpD9050dZ81/dbSauEln8ddYkfakKYvqd+wS7iAJP99lXUT5bN9\nyT1IXgCf2TdG1s+Ngwtbcm0sCTdxV2iknEyOi5VvDDwv9UkmfUP28G5XGLhJXNY8oy37h++BvJVE\n4HbCb7XFF2a6ETkuU7I9XpuUkAPNF/HzC+2jQkQOEt3Czr1zl1JSChOHIxGBSco+F86TD5SUGypH\nJSS1s96dcD6NZdkxziF/ppQs0OeBrytULFhu2nhd0ZX9dr5RlUeXccrtcyFcyznJ95uCNHg+paNg\nW/hek6LK5/c1ztdV9mHdk/heKW0AxxLXWvKp0nzlMyVX2+nJQIhOIkMhWhBfGOo3CYdpseECzg3n\nll3rC7FbmryfwqGaFJaUQG9pMiZeARejJevIlQuSmlkGFwgqd64csH+JSrD9iVtV4lwFLmJ1TyJq\nJqKwt6uuS1Zl/SURlYskFaZtiRlZJxXRRLqnJCUmWc1OXvW+9s3EFSbfOPkutqGBVOrZlyzXDYUj\n9X3pCoIrPH7e0U4fCzt2bcr5xOdztI2beOLwkI/Gvk6bLN/TEqrjmaodQUuGTjLEOP6ImiVDoYTv\nl+tTQk5LHA0tWcrvlKLQkvHF95Q4SmxLer4UHefcOOHaup/GSfXlDVy3TckhQnX2CNHgEJ1EhkIU\n5F6tMlW7dSZlciiv4QLMyUBSrTS3clwhovVKAjYnMxdZIhRS7zrhwkkkJBES6U4g0pCg/ESEZL+k\naBxp/n0olkX343k7V78dTSPqQeUlWcUMr2WfcpPyZHueNsGVT2+fk6J31G/ydbzGxA31G6+7mbhx\ns/1JoWT/J5dZUuicCJ3uT8qzlBcQbsKOXN605/J3TbTN3c5sUx3zvnLEKaF5JclN4sq7j6WkQHm7\n+HsbAX/X6qr2prD35NpJ5+m+lubRrVJOUZDGElOH8BiDIrYlGvS1wNtKhI3zIhHcOQeoJCaFY+ld\nJdI017t6FyT6MwDgJq6t8nbDebadz3K23zIbCNFJ5GxRvCFDhgwZMmTIKcvRx/gvS2vtDa21f9Na\ne2L971daa39+fW63tfZ3WmvvaK3dbq39QWvtB1trr7Ay7mutvbm1dr219mRr7S2ttavPdg+cRAZC\nFOQerUBDojHuvqAbxsM/pR4VIWk6kWudt1D3E/p3hInWNd13RD3KYrmMusr6YbLGlASSz+wupz3c\nV9cuoTHV1sS7SK4DWqhV/iX1pOgL+J3ul52/Y9c6qkAugdRzs+o5iEo5QlVlVPmJy5DqL+idSAfL\n4jtNbhr2SeJSpL5IHCGiTgwA4DMtuXoVjjPPkKebYFqFhAqkUHGpn1+JtJyeL9VPIUJC1CIhCezL\n5MpMLsk9beYb33/iASbk13MieTvSu+RYIAqc0G6nBVSb+NwprcJSe+r/RF342wnmnkLCUXBKCuc/\n0OZd0L1Vwr4gwZuBI1wDHF30YIqSxJFylLXOe86mj+gFL78v6bsk/Y5W8UffIOknWmufKekPJH2m\npL8u6R2SPl7SmyT9hKTXo4w3SvpSSV+t1RR5s6QflfR5Z/IEW2QoRFuEk7kmE8mhCcZOCw9/JxLf\nbc3dQ0fqlSCf7HfU+/KdF3KojftMmi98d3A+wc3uDkvRKMmNUXVL2eXFtnAzTFnBExx+W/Os4HQZ\nckPhu9gWOeMcGhLbJemKNosllU+2n66Tq7i2yku8ixpTrhh4/yWOF8/TzUaFKW3SfFaWX8eWyKOJ\nI8T/n1cWfu+thOWnxIFpw0ruFHdb17FthoqX4QqDE6Fd4eBYdaOmriNvxQ2ZC9r0Sf1f6t1AiSfI\n/6e+4rxOLmP2A+dTMm6oRFT/052U+EhUKMkLS+N2aY2ptjAyLSngnNc0vhKfis/lChnbxXeZXMnk\nZiX3cjIknPt3z/xRTlFOh0M0TdNP2aHvaa19i6TPnqbpf5H0JTzZWvurkn6ttfbgNE2PttYuSvom\nSV87TdNb19d8o6RHWmuvn6bpbSds9LMiQyEKckerhYzhpU6Ureuk/CXk5MeX8qTkIsdjXOT8vFs/\nvmH5pE1RXLdwPiFM3CSWiL0lfB7na7iS4+RHtx6d41PtqTITmrYTfnMTS2gSUbsUyluK1y31G1qy\nurkJ+8LofK8Svj/yipyDRUv7SNnSTeHJzk+ptnj/kRTPDZkblz8Tz/M4FS6Gtaes4dxQ+c5KieCG\nxHrT5kpDhcpxGrdUQnxecSwmArorFCUk8hLhcQ4PQ9WPNH8XbBM5QiV8Ph8XdT5xdFI/ElUhkZ5r\nyLbo2hSRyXdG5TH1mSNcRKyrLo5dj+Ji/xyF874mpbZyLHnEH8tMfDKuuwml5nlvz+nL6XOIWms7\nkv6SVq/5Vxcuu6TN17Ak6XVaddHP1QXTNL2rtfY+SZ8jaShEQ4YMGTJkyJBnS04vyqy19hlaKUB7\nkp6U9FXTNL0zXHefpP9O0o9M01S2wf2SDqZpumWXf2B97jmVoRAtyA1tEILkJiLqwMiU2zifOpfW\nCS3lElrajjpJvfXDT294+f7bI7t2tLGUGfmz1GaGnPo1tEUYnUaXUQn9/grnicAQoSBC4zC6cxX8\n/B7aRJcCv5+1FHFWx7YlKaRLyWd5tYnfF0tRdgn6Ty7ZPUnX17+ZDyZZ7Ww/LfyEFi65xKpOutQ4\nhh2toiWeXMH8EDDHYI0JImRVHp+FqAHRmnL/+sdhHeG5ox6BcJcaERrWlVyu7mqt+pfWC6l/Pxyr\niQPlddX5kuTKJEKU3KdEhYhWsR5HjXg/jx8oI3BLfBtHs5b4ZCni8rgUII5y1nne59wwd4lumxdE\ntskh8xQVrJ9oIz8kezZyqgjROyX9aUkvk/QXJf1Qa+3zqRS11nYl/e9aaVd/5YQNOXMZClGQ2jRS\nqDkXZiosJPdJc+g5uYGWiI51jIs1OSh1nqRtd2kwB8euMpfDXT88dmTXFgGYC1viCCW+VCI78r4j\n5UWObUpfo0/9m2Bp52X4JkWFY4krwIXTeRG+sfgmS95RSjXgXI+knNClWJt/SgFxUfPElc4r2ebm\ncIWkzideTnK/cZNJyinPe79XmzhufBOlG65c29KcnFziaS5cOSyhSzcFE1Bx4bzfRipm2HqJK/SJ\ntJtIxyzz0I5VvSVUDFz5ZqZtT6FQ17Gv6j6m80jBEhzLvJ+uQuebcS7xOI2HtEYkVz5/0zjiB2N9\nXaHLLClx3APIceI7o6LrY8XHNxWk54s8/PAv6OGH39ode+KJ7arbNE2Hkt69/u9vtNZeL+k7JH2L\n1ClDf1LSvw90SJIel3SutXbRUKKXr889pzIUogU5r3kyRSlbwnW91FufNUEvSrpm5d+vXjlyjgkX\nJucF1HXkZ3CR0Lrt3CxI4OV11XaP8PDFOJHEU74Yoi2MBnMSOSVxHYT2k4PEa7mwu8JIYZu44ZPf\nkRQy9lUidy6hUlQuZOdSMrtd9WiaK2ROxL6J43XdBbtH6hWmpOQRnSHB3i11IgFLfKI0Vpb6MiGi\nVKwY8UblpI6Rr+Nz1FELnxeu5Hi/+MdX69rEhUloiivs25RvJk5MyjeVq6VNNqGlJHWX0Iihcp8S\nhvJ+N+TYJ67QeF2uADia5OhUyt/Fd+HPSqOPudI4brehdVL/LM5BOo63xnUple/zLq0hpyfPDCF6\n6KHP10MPfX537O1v/1297nXf+cepbEfSfVKnDH2KpD83TdOH7Npf16orvkjSj6/veY2kV2qZh3Rm\nMhSiIIX4JDQlJW3b0dwqJ/R9TXOF5rZdS1JoXXccXMvNJkWzHOG3E3WpBO1pbklSIfOF7Dir3ZEj\nV5jc0uPGxCic+ushta7cucLmyAsVQrYvwenJ0qZC5ItwlcM+cQSG0S5uNUs99J6UO5bJRThZqolc\nSkufz5zCnPmsibzrm4xvqJ5CwhVwjts72rgtqXBQCShF7TGUxw3Po7TOK/c1jQdu8j7GD+0ef5eu\n0Pr97GveT0mKLscs+883Z6JyRICWouB83XJEJqUQSArjEirkaCnfD8clryXCxnHhwu3claM6z3dN\nY64kpftIaPF5bVzRXJf5XG6IcA1lXUzCynF3N0SZtdb+lqSflvQ+SS+V9HWSvkDSF6+VoR/VKvT+\nyyXd21p7+frWG9M0PTVN063W2g9I+r7W2oe04iC9SdIvP9cRZtJQiIYMGTJkyJC7TE6NQ3RV0g9K\neoWkJ7TKN/TF0zT9fGvtk7RShCTp/1n/bVppWH9O0r9cH/tOrRJ3v0UrZOlnJH3rCRv7rMpQiIKU\nlVadQ4QlQdvJCjynnj/g5EAP7/U8Lqyfjlbezzb5EGaeoiv2u8pkmKvXT/+580ZSTqLUFyms3Z/b\n7ydqsB/uIV+o+uWqeuvP0TqmUDiH47QuiYwV2ka+VkrBwD6hJV5l0Xqk1e58LvY9UY/ruI7966gF\n3USE/sm7Si7HxFfb0RxVYV2OgLmLcukbfwlhIopJBCIlFyUBXjhPvkkSukqlOSlb9tu5e056dteH\nc9c4F9nXHDPOC6KcV+/K5Lypetiv6fMxyf1ax64qrydEbUhA9zHqbkZHfXxDSekmksvvSHNXuK8V\naQ0t4bpAhC31G1EvrgH+LnfUoz0ufsypBF7W2X6643RkmqZv3nLuvXoGQNg0TR+V9G3rf88rGQpR\nkILNuQk5EZjRJMxEXdfVZib1uUm4AaQNjRN0G7TOfC6uvNT9F3CPRwMRzuX93ESZjJIRbQl+58Q/\ntPOX1Gdl9oWPbgq6BNhnyf1HxYjQdLlZ2Fd8Lv8mEZWwm5q7EejG4cJMxaDO31TeBNh+573cUK9Q\n+cJPpYPk1Dp+VTliLbn8kmuCmzxdDykTtruBksuFfBpP/slNlK5E3pN4bCT1073luZZ8QUscJbq5\nknKUjqW+oEKX5ioNjRSgwTmYNtPjOFqU5DLlcY6JvXAt1zU+i7fLk9CmPEpcg5LRxjKTUUGFkH11\nx87TrU+Fimvd0rioeyhOik5E7KpX6jPop3d13q59IpR1ejI+7noSGQpRkJqcF3HMrTknjHLBKCk0\nhhwjWor1myGZS9FMTtA9sN++0bH8pfDatDlyE+XGndCalAxwR/N0AESjGCW1j2NcRM/hPqnfeNjX\n6YOpDL8VzqcU/+xffsh16aOt9dfvP6deeXSFRTjG+A2OBdaVFDYqob4JU0lixCG5XHWMfXMhnKdy\n6hnBq37hWkeIPDzao2qo5DiPzuvgsYs4R4TDUyBwXhAhSdE95MNwk0/1X8B1JDj7hsuNnfPe65X6\nNSWhRj6Hq8wSV07qHs7hlLaACJzXS4X4UPO55EqkK3SOKiZuXTKkpIzcbnuXfr6ESjDr3Ka8+hz0\nNlFRd96a1PfLBRyra27q5OrJyeTUXGZ3tQyFKEhhfvwOkaManGBpgeYE4cLk0V3SagHwHBoeHeGR\nUR6tkyKXqAQ4IfGi+o03wfd0GaXIES6CXIR983GFyfPoXNYGAbik3qqS+hT+zCnEaLYU/UcEhkqa\nuyLdTZMWd9bpGxrdo4k0fV69crNtYaZymEj7HHfcQHitRy7RJXtg19Z5KnfuUnPFjnlWkiJfwvfC\nsjgWkkLCMVpjhYRVEvBd0XPyrrtXuImzXm6MCY1xN2xd6+XfUv/+fay4ezUZFxxXCa0qoULHd7Lk\nwpdW/ZU+CcQxl6KsOH7rONufXGZEE9NaxbG8tAb5XPBjXFf9XXmd7up2o5bPJS1H4aWIWGnusqPB\nUK7Gswu7HwrRSWQoREOGDBkyZMhdJcNldhIZClGQpzWHWBN0TYiUHJm6hxZESmJI68NhWA/ZdNfA\noeaoFe/n1+zpkmPIegoPTe4CEilvaU40ZFnSHOU6r03/JLTsQP2X5UuqfA/ld6uY/UOXF0nVJeyL\nqpMIEt8bCbkp3UHVf0N9n7hLr56BzyT16ADL9JxWUj9R2e6qJ5H+S/yr8f6uPWmef6Hd251CnTk+\nkytvm5uIbZE2fcV0FYmjRDSGbqrE7UoIEM+noIAdzdEWD0Dw++saqe+/xIshx4TlEHVyVzuRX6/D\n20TktoSoDudtcl1x3ntIebXV+W5LuATX0CX3qKNJLGdP/TuuNiVXGb9ByFxjPhb4LI5i8zqpRyOJ\nliXhM3EN9CSdQ55/MhSiIDWpE9E3wdE3NYdbCS0TKvVJLfWbLOF+XlMbNssnXH3eznNjZpQRE93x\n+XwR8AWk+FCem8OvTW6UaqO0WsAcWub9HuUjbThHdS3J6FVPfWGe7iP2NevyRT7xgqqtVU7iJQjn\nuaH5+UQeZl10w3HDqucmx+lIGzcSFRuOH9+kz6l3CTLhpdS7Icn3Sm4q7yvnoe2pz+dSbaGSRYUv\nzScq7Ulh4D10NUpzl1H1C12mS3lq6q8rkGyTtNnYPDqw6k9ztITvx7NG118+s2++5C0tuZn4LF4+\nhUYdlQTOFU+W6O8sEZG5liTlk8bf7sK1VRbXLedLXbS21Hsh34sKX6IjeE4zls/rbqpXdEo4lqiI\nS32fk1t4NjJcZieRF6xC1Fr7a5L+mh1+5zRNn4Zr/ltJ36yV0fDLkr5lmqbfPa7sRN5zBIcL7xK5\nNFnNtTAzCi2RRxk+TTSIihUXDl9M7mijxPBbZbXAXVEfOZOIyIlDwkXmMFzLKC8SCn3hlB3bZtXz\n2n3lr71zCrvVS+WWfUUELUX3JOv/AW3yy1MJTm2lcssNgxtaHUtoEyOrGH7u5M6b2owb9gOVAC78\nSTlLGxrHFK12EpgT6ZYRfWnD5rzieJXmCE8KhWZdJeS7kSBefcCNfdu78iguV0j21I8/VwidF5Mi\nDp0DJ22ei31G5SQhYGwrjQy+37qWqNVR+M1Pc3B8cgyzHimT5r1PEjdsG1dI6vuKCIt/G5EK1Z42\nyJBwnuPa2+rBFsmQoHHgio4bRz5vmKJjR9K9ys9+OjJcZieRZKC9kOQ3tfoGyv3rf/9enWitfZek\nvyrpP5X0ekkflvSzrbUUXDVkyJAhQ4bcJXL0Mf57ccoLFiFay+E0TR9cOPcdkv7GNE0/KUmttb8s\n6QOSvlLS/7at0Hu0Sq9J14z70D3U2VElhonSwmaUWP2+jLJ4ntBtSlrGL9A7l+Kiel5THadrKSFY\ntAgZucJPi/iHbG+pTwbo7kFaWrR6lyIufDrSNXBZc2t1X5tnvRLaR34C20p0ggiIJ6mk1XtDcwSJ\nZaWvWnsUl7sx9q3Nya3KVAWJjyMcq34tVIkROIfq3T91jGgFXQ71ly4h/1Yd28LxkSz9O3gWRjTR\n1Zvcp+k8ORpEM4kWlbAv2X/ukmP/E/lNyf6cJ1j1pPGxhHA5d8k/2+HWGxOHEiFi//v4lV1HlMfR\nXraFbirOmcTxIRJUz3pRm7HCd0WO3VJKh/p/iqplOVyDkkuMCKHn9SLVYd9+S/P3kyLeErKduJs7\nkp7SWcpwmZ1EXugK0ae21v5Aq3n1q5K+e5qm32+t/VtaIUY/Vxeuv6Hya5I+R8coRE9pNZGYhydN\nNi5uzvu4Hc5Jc6Ke1C88LNsVC/6mG+WieuWj6rl//ZsuK24AdG35wk7+AF1adAWWEnIZ9++rd9VJ\nPVF3KeybC4srl/WMVX4Jr0tEx5QC4YrmyindWB5WLM1DkdMmzC91p3fJ/vVNuNpQ4vlYlu5Prg9+\nvJZ9lcK+2VeJD8P66O5I34XjtXTlpU2Ez5WCDfhefRPlhryn+Ry5ibr4Xl3hr3p8kyVvieXSOErc\nOb5/9g+NiqozEes5v9K7YvvpOvJ57y5BV5537RjHPdshrYynG7g2td/fL+cvlQymc6DLMGWCZp/T\n7evbNI0jKiwcEyQy1ztmigyOj7o/kebplk/zluOS75RrfNOQ57u8kBWifyXpGyS9S6vvqnyvpH/Z\nWvsMrXSBSStEiPIBbfSERSkrlx8BTcoJNy4OfJYj9RtH4mUwgRcXWJ73xYDkUE78ejhu4tJGISGh\ntp4pfSLgUP0nNGiVusLgeZSuWVm1qNYx5wARVeCGUM9yDddyk0lcByoPSwqTRwGRdJ0QGudouZ+Z\nG2NSMogakBtGLg03RI9YZDRNQjqc/+Qbj3MtStICT1I3xwTfFREaHzcH6hUib4srNAnNS2R3bvxs\nt0csEsFiW7lxJQMlRVax/oQgLSksREhq3vGeRM6lkk1S9rZkhaw3kcqZZ4ioKtvC5Kj1fHX/Nc37\nhwZDQkM5P4hgJUNnz6518Wd1NIvrzkVlpS4RpNO64Ii8NM+a7sgYUfb0DJzXXEPORgaH6CTyglWI\npmn6Wfz3N1trb5P0Xkl/SdI7P5aya/D7F+D5O2W5pXAx5iLOTYwbs7u8uPBQIWGEEbOoenZoWteJ\nXMmpwpBSLhb1/JfUw8hudZP8SkWKCwezt9KVU/dQSUqRK0lR42JPBMmVT0YOeeRJHWMUHxXFuo5l\n+cLId8mEl2l80I2QrEu6lOhSXcrqXe10pILnXSHzaB8+n28CUr9xUUngZ1SSy+SKNuOVmbbTe2MU\nnc8F/t5Rr9R5X3o0kI8ljl8qB0vftEquZL5P36RZfkriyfHjEWN1HZVvTzJIlyiVDM7vRFDmmOE9\nngHf5yKTzkp9WguS+RmSznGfDInkckwIKddAlkUEjmtg6mvWz2vZjhJ3W/JdURLyyrlQQrTxSGf9\ntfvhMjuJvGAVIpdpmp5orf22pFdJ+gWtEMqXq0eJXi7pN44r6yPrmz+y/v+RVhECg409ZMiQIUOO\nk6c0V5DOFncZCNFJ5K5RiFprF7RShn5wmqbfa609LumLJL1jff6ipM+S9Objyjon6ePw/3I/EaJn\nsj5abWWF3FBvaTraRJcYiY7JNUAEgZ9lOI9j/v0qWnq31EPiUv+JjNuaoy601BlymvhORMuIJrlr\nrcry+5107QjNoXpL+RaO1z102RC5qfL9cxZSb2mSg8I+qvPJqiR5N5GWeS1dL+5yc6KrhxffVm/V\nOweIrhmmPSARnu/SEZilPEjpcyG09NlvS6iL5zxyl5Qn2eT5Qztef1NYPRG8ZLiwzzn+nHdyoPn7\nYfmODLur+5x6V68LURHOYaIaia9GdMTdkDxPBG1Hc4RH6pEUdy87h4pJTaV5YklHlrlWuSSXUnLb\ncnwkt3ghsHvq+ycloUzPz/d7C9eyXSV81z4ufN7z2ibppVYOjewhz095wSpErbW/J+n/0MpN9omS\n/rpWivk/W1/yRknf01r7XUnvkfQ3JD0q6SeOK/s+9bwJwuhcQJPLqibwVfXfCnOuBBeu28q8ES5y\nyf2yjTxKcq0nw6s6mcnZNya6aaiwUCGpZ/bsxPWbkVGJaHoL1xFado4FXVqM7ith/1BRpZJHhdUV\nNm48smepNntkVrW1JPEiuFly43P3JeF2Kpx0XXHzc94HFYNDzTdiuqku4zzfX1ISyF+hYsL34psc\nFd4L2syBRHCnS4guHfYLuVV1TwnbIlzH90s+Ux1jv7nC4bwWXyB5jL/ZP+4SXrqfTo2kUCzxFeva\nm+rXC6mft1QO6TKlcuukcd/4E0Gfz5pI9SU01JaEBuC2IBLOm8S9JJ8pBS3QAEwcIipUJMLTkHI+\nmSuknquOc4Fu67OR4TI7ibxgFSJJD0r6EUmfIOmDkn5J0mdP0/SHkjRN099trZ2X9I+0mg+/KOlL\np2laivb+IyEixGPSZqhcUm9d3LbruInRf03eR/Kbc4HhYuH+b99EfePw7NlsN8uWMmmXk/nArmfy\nyLqWC6snFqxrqt3cUKv9F3GPEzm5ySWrmFwURi6lZH8pcskRupTCgIOmzpMfU/ensH7P9Oxh60RC\nEsJBSzcp5xyr3FBJfq37H1W/oVY5HB91PFnP/EwNOTYpmox9ncQjlqr9DMuX/aYSRqU/JXs80hzB\n4Phwvo63yREA1iP1c5CbXdrYl1Cduq/6mmWSr0OFiX3hY82R3cTHIppLZMzP79nvuo7P4lFyTHDo\niE1CRpPyR4OAyqkrLD6X/V1SGWP0X5qLrJfGWcqqzTppPCSjlWNpT8criM+eDIXoJPKCVYimaXro\nGVzzvZK+99QbM2TIkCFDhjxvZHCITiIvWIXoNOVp9W4UurcSh4SWLOHc9BHGFL5Mq5QWEctNvnYi\nSO66oKVJ1CC5aaS55UKkhwjGvua8B7afHJRCo2i1kw9TqM4tzS1hlk8Ebnfh2m0IUpXh15ZcUG8d\nemQPOTjkg6UPYzLJJhEYombp+0lEgLx/+UFdugmIRFSbL2seecVQ9svqkb26P7mB6AYkr4if5vBn\nITJ6Rz0yKPV5YYjcJVSEbUlJSIlWECFMCAF5ZUuuzmp/+qQGuUpEi4jc8DmkHmFi/xIN9P5xpMPn\nLdFMrlEpD5ajXfV85OIQbas6UxQX0VauK47GEq328Peqlx9N5nvxNXIpLD59KNeRK28rfxPBSn3N\nPm/S6RgAACAASURBVOW4TnyvhBYl1JBr2NnIQIhOIkMhCnJeG6VI6jk0TIbIjT9Bz7zfofsqQ1ot\n8v4dHpKTWWYiXSfyKnkjVEjo2hHOO3nSF0NfLKoN1b6LOO8w/dIimYi4rIPuPcLdF+06clyocHGB\nohLEEPC6v9xfVzXnCnBjv6I5h4rlE9onuZlluXuTfZ24Cmwr3a/lurqgTf/xC9/kUHET8eXuQJtk\nmnT5ldxUr/hsSzdB5Uyau3TIN0sEZiqf3HBLqHDTpeKumzrv495J7e4SIy/GyezSvP+oyFWbqTy4\nG6fKqPNO6mb9vJ8KJfmANQbqXbtBkFyCdGW5QscACzd06rrEK6KyQsWH64a7wp0vlfhcfC+e641l\nJjI3121p/q537Tfvq3p4f/U1+4wKpytkVOhTMMmQ55+MdxTkac0ViuooKg6cOCWJOMfEjM6fkVab\nsBMBb2iZ6FjlMPdN3VcK24M4zzxHRA/IF3KO0lKmbraDCysXs9t2/qL6TSZZUFwkHXm7rY1ycaD+\no6fSagEnl8U3R3KwyHupd3lTm03AN8xqE3MDedZs8lLSpzWuaqNwPag+V1RdRwQoJSNkVnC3NB31\nuB/HpTmq5pOeRGNyIbhZE1msuq6r3yj5t+47h/uqrhpXrKvkDtq/H84TOV2KsiL3iZ92qPMlnNeJ\nS0I0hZsw542jDnyXfC9OCPaySlxhTElMOS/9Q8qJk0UhAZ/KHfuUqJWXSyVgz35XOUT9EprDtvG5\n/DzXpZQ92hEkJ4e6IZn6IqH8yXjwOVrlE61zNM7Ht6P4pysDITqJDIVoQXbUZ2r2sGsuxr5oSz1h\ncmkTqk2SCo1wjAuLR6nR+iJBm0RdLvbpC/UpPJnujhIPxa5FgIt1ShaXXEpEePg5D17r5Eapj8Jz\nAvg+yrqk+bPS5XlTPUzPdlab/Fte3NgY+URLkW31cqk43NZcoSEayL5OaKITqKV+42H/13Xc2NK3\n5C6rz6jMtladdKNQaXa0iJs8lbsUvnxkv0sYoOAuG7p6ieBw/qSINc6/FEVGJYiok7tiXSFIkU/u\nkvX7iRDyvVSd7AuigOk5rttxJ0J7ZBXHV0rIKuVvpTFxZnITsR+ofB4s/K6/KQorEamrvfwr9ePW\n0R66JKlIXgj38L6EYHKOpvfLa4nCu5J0djI4RCeRoRANGTJkyJAhd5UMhOgkMhSiIGWZ8iOAJTVU\nbmhjSTHfCnPvpBD8lDvGE+NVnQxbdy4Fw6MZ6krUJiFAPF/3kGibiOS0CgmpC+dpISY3A+u/gfuk\nnlyZUuD75xYSEZXJFD3PziHqTO+CCA9D1BOhM4UKEy6nm2UpvPvB9e+q85Z6N4bzweiGZL6VhMo4\nh0XqP2fhpNmqn2gT3WP1TFwia4zzvScEJSGjTtp2XsmB+k+WeGI9H3spPxEt/YQgJZcPERjyBBOP\nj+ObblepH190xSbXEJ+fofDbQsHJ73KCdT0bn8Vd5XwniUt0TnN+odS7RomWOwLiHLQlFDPV72U5\nKdrdd+eV1wC+a66nvm44T9JztXFM8UPFXBeIohYPj33N50+ehNOTgRCdRIZCFKTIdinyg5OCXIL0\nlXtyVZwo6xCvw63nlKFrEhrdNSXlxZq8i8T7Ibmz6r+uHs6vhZ1J/+im4yLimyRdJ07wLSneyA3N\nFySW6cnUqv3cmLg4Sz3cvau5QpCIztLmnT6uXrl0l5+XWWWVO4OulSNJj6HddX9dywRy3IS3cRXI\nd+MiT9cgN2bn1XDj38W1TKqYoizJq+DC77wW3secUdc1H9d05ZJATI4dFWl32ZGXQlL1Uu4adwkx\n6zmj+2hw1D031LsPWU5dm+pPH29NrqukcNAgOLJr6y9dPn6eChnzFNHNkzK4U8nmu6yymF2d5bON\nzldy8r4rarvKZG7OG7pXyU2T+jX6tvr5wHKkPqKshIkZb6tfw6r+KuOi+vlYbaYrlElRX6jSWvtu\nSV8l6U9plXj7VyR91zRNv41rXiLp70j6Cq3yBP6epDdN0/SPcM19kr5P0tdolQv5ZyX9lWmantMu\nGgpRkI9qnlTOQ0JpvZJrUJvJLfWffqgFk0TslNQrZTml1c3JzGgGLkJ1Pm2sXIzLouHGxGSD6TMf\nRI7IK+BnQjzsmwtfatee+mR/JVfCsevqCdZSz5HhIkmOES1Fpv6vv7y/noWRZ1TSfBOkwsn6SU4m\nh8kVMrfknTRMhZJ8MLb/Ufz2yCeGzUvzrOhEO3fUo2lSr2Rc1GZRJy+k6vIM584BciUlfbyU48Y5\nOs7N8yizC1ank72dg5M2x5Qkk/UkgnRCkBhin0jLUs4gT0PF2+dZwx3B4cZ/nPinL/wY15gUTVVt\nqPvq/0Q4k9HmCGb99nHL6Nw0rrkWeaSrNO8LR66pfFPhSoYo10CWx2CFbZ8xYfTo2cipucw+T9I/\nkPSvtXq8vy3pX7TWXjtNU32Z5H+Q9IWS/iOtviTxxZL+x9baH0zT9JPra94o6UslfbVW28abJf3o\nuvznTIZCFGRHq+/QcENzcuUN9YuJQ9Mk/nGR4cbJVPN0SdUxWlRuydE6PlRv4cquva2Nm6bKeRT1\nk6jMjYUWG4/XMzyw/ntDKxSljqVoEVqaVBqrfbT6L9h5yv3hOLNykwzP8HO6hzxrOL87l772fk09\nUuCbFOF4LkMcA1RC3D3JSXheG4WNfZbclwkBuKo5aZubaHI9eHizuxTpBnWEjxay1CMMCWHhXGG9\nJZwXdGnxLxUedyV5lKCjEESYiLYJx7hhO9H3QD0SkQjuVP48Yo8IG92DrD+1tcSRZUdDPdgjIVRE\nUHyTJlJC97a7vasstrXO0SDie3NXLKkCNETYvykKjEokFaZ9u/aCNmvBY2hvGn98FqKtjOR15ZD7\nAsd1WguOtPqW2dnJ6ShE0zR9Gf/fWvsGrZbI12n1tQhJ+hytvin6i+v//5PW2hskvV7ST66/K/pN\nkr52mqa3rsv5RkmPtNZeP03T207Y8I9ZfO8aMmTIkCFDhrygpThEJ/n3x+IQXVrfQMrrr0j6C621\nBySptfbnJH2qVm4xaaU87Ur6uT9q7TS9S9L7tFKmnjMZCFGQe9QTXemmoHWZsiPTDcVvfjnB2ZPx\nuRuFGXvv18YlktxItOoIdxfSQI5PyUX1LpPSjAv1cS4O3Ri04KvO4gAJbaElT+vqmp2nFb8UilzX\nODeq2ldC9xn5A3T5eCg4SelVBs+7myWFirtrRHYdUauUjoAIjPPRGGrv7seqs+p/DOevrv86x6uE\nAQCs0/vPCaF1nCkI6Aa9hWPkmUn9qpmOk/R7qDnal1AZqe/3lO8lheWn/ncOXCIzp+8Nesi318ln\nImrkbWGf0WWVwtM5LlgP35vnSfLElr4BEFe4rfm4Jml/V/P6mQKELjPO4br/ivp1yfNzMQ8Q00Vw\nLPK9+Bq7pw1yzWtT1m/vlzqW5lvi9gltrTWaAQpHku7V3SWttaaV6+uXpmn6LZz6Nkn/WNKjrbVD\nrVL7/SfTNP3y+vz9kg6maXKw/wPqt5Izl6EQBXlK0scpJykshYFvkgsnFx4m03MojnBw8nNLPYTs\n0LG7S9yN4koSiaL+TPxQbS0gXIzv12ZiX1f/SY4qi+RGH1TkY5H0Wc/3qHoY3t0AdCOR40KicVqE\nubBRISOfp8rhJuduDPYfo034nFdx3iOTmFiRHKPEqyARtPrJSeHOhSD5lr+XiK58liqzlFTyfpwL\nJvXjZl/zKCq2Pz2f50Hyd8VN9qb6SMoqn8oteWxsY7UvKQwlVH6ocFKRptvTy+BYpfJLN4lzhKRe\n4XbjwtviwRhLxgPbmXL3cH3yrPQsnwEknCs+JqTeJcb3y3WHRqVz4/wTKa5U7qjvP1c+qWRRUeb8\nTpFnJU7ATwoXidx1LTPo+1yUNtxDrstnv9GeGoeI8v2SPk3S59rxb5f0WZK+XCvU5/MlfX9r7bFp\nmn7+hI06ExkKUZCXqV/syJWghctNnN8CknouC5PZXcV5JzRKfTQYFQ7ZtRe1QY3I9+FiQ/6Do1lE\nwKQNQlAbI60bykXNo5C4WB2p35CqTlpKbileUlZuEqlXmvcbUR9yFUquqEeljvvuWQk3a25c9S5f\ntf57TZtFkCkY+BwcS74hnFdvfXLDr3YkbhnHHBUqWtVVT71fbhwc07SUr9t5cuA8JNsVEmbSPq/V\naihtDAlGpl2R9O7Q1hJu/mljSUEPTNLJdhMV4Hv1yCEPz3fk9aI2a0CKHpV61MeVfydFa8tvfreN\nikUdSwon0WgnJUvzsVR9VeODZTFhLA09ch8TMk3FJSVOJIeohByiej/kBtbzsC0elu9jkek8yMeq\n9YvjnoogUUEqVG7U3rZjHom5r01fXdHc0DpdeWZh9w8//P/q4Yd/szv2xBPHJwhorf1DSV8m6fOm\naXo/ju9J+puSvnKapp9eH/7N1tqfkfSfS/p5rQN3W2sXDSV6uXpQ78xlKERDhgwZMmTI3SRHR6t/\nx8hDX/PpeuhrPr079va3v1+v+3f+yeI9a2XoKyR9wTRN77PT967/PW3H+XnQX9dKx/wiST++LvM1\nkl4p6VePbfQpylCIgrhV5bwCqbc4GFlBS5lwLPkadR2t7iqX6emJdDgqciTpU9a/6cZJCeBuap4M\ncFdz7g3rkTbPz8gyRpQxrJt8Indz0GqlG4B9WvU/rt5aretoDdMCq2diWR7tQTcfo8hKrqjPueNc\nBI8Cq/8X6kTXCD+OmaJNpHl4r+dWctcAEUpa2kRCGOp8Bb9l11YZVa/Uuz5u4vj9OM9Qe4q7Odyl\n6J9buKneKueHRKvNfH7nfRAppEuL6ENCbRJHiOkYKClsmu5rzqsaq8kNxLpSFFjiGzmHqiQlViQy\nyD5lX3oeJ6Iqqa/Y5yzLy6n60wbCuciyUqStcK2vu3RVp+hOd5nyA8VSP29YFvuSLlMmIq0y2b+e\ny41rNCNZk8uSKPmZyDNUiBbvXZDW2vdLekjSX5D04dbay9ennpim6c40TU+21t4q6b9vrX2bVmH3\nXyjpL0v6zyRpmqZbrbUfkPR9rbUPSXpS0psk/fJzGWEmDYUoysu0yjjFjKweqs0Jxm9VcdKTa+Dh\n+LfU8308tw65Hgwv5XXbJhuVDIYvJzfRLp6PGycTD5bCwImfFuxzmhPQ6VpJXAcuzFQul75v5goF\ncz4xqxcX5iIbX9EcSPbcL84rofLL+qt9j6tXbpx3QQI9uQhsPxd7J0CTN8OxyM22yqIbh65LjiXf\n5JgskOOWGwCVLLr3nE/FUHu6l++E39ywyf9IHKMS59s5h4YEebpvk5J0WXOSt2+cVJRZj6xtiQPG\n9qbkqXuauyfZxkPNk1y6+9sVyiP1LqmkfFSbaCgwJJ5KJ8PWvZ2J40Qi90W73vlWdD87cb+u47rh\nivwNtI8Eaq6RdHX79yD31c8rd0UyMIXrGoMdqk37mrv8yBEro+ls3WanIm/Qyh/3C3b8GyX90Pr3\n12iVn+iHtXod75X03dM0/WNc/51aoUZv0Sox489I+tZTa/UzlKEQbREmU/SkW7vqP87q5FLyBw60\n2VDoxyb5laThKp8WfN0vHEsLZ/GKPMdIXZuItlKfYKzazIXDLfEqo9pC5MmjMc6pRzB8YTrA/Zfw\nLPwYYy3IRI+4SdFS80WHSSapOBKJSKTeatNlHNvRnAz/KWgf6yL5m3yuc3be0SNXeLjJXMD93CT5\nLOR2ST1pfsn248Lt17BNVB7JFxKOcVyUgkpFu/qHyhvHAhUaj+hLG7u0eWbPV3NdvVxBnYxYJGmd\nz+TJ/iiOcJSQjO7KpfOKPOs5hQgMxwLRzpTniO/a7+f4lOakbldMGLVY5RC128btOlIfGOHKIQ0F\nBj6w/oSGMadWCnagwcY10uelo2XOE2X7mDOJ45vrpq+xF7RZr3Yk/aHOUKbp5AjRtBx2P03Tsal6\n1tmm/+NjrvmoVtFo3/bHbd5pylCIFoTRUCQ4c2NltEFNEkbrcOEv6+WTcU8tzNxY+EJIFPah7ahA\n3f9qnC9JrgMuOq+U9J71b7o46PKhwsLPTEj9wkg0iq4FLiIe5XJHvaJTSh0XaYbau0LFjYeoBZWw\neq5r2iiXyZInQZzRKin8tvrkfdq4JG9rjvAw1N6zalf5aZNIoc50mRG1o0uKYb9S/60yTzFQwk2G\n466O1cb4Sm3G+A3N3/VV9RF1/izcGOkGIZGX7lMnwhKBYsJQGhLsX1fkica58iP1CJ9Qf/X1VeX+\nY0QgDQLfxPmb0Yd0DbGv3BVPBJXHOa/5zMk9miLa+EwpsSYVVpblY8XfOdEWVw6JbLuiJfWkaBpo\nFBLc6z5G0nJ8eTAHDRUGYzAYIo1Vpj7hM3EO1XPw/ntC+09Nnj5a/TvpvS9SGQrRkCFDhgwZcjfJ\nKSFEd7sMhWhByJW4oTlhjy4pWu334zpaz/59rMvqQ+B96BJ1ouuA0HeC7Bn+nXJolOxZ/fV8tNho\nlVddhI5pUdE6uoXfUm+RMg8NeUdErJwXQV8++62sQ7q89jTnhRCOJ0eCIcckfXt4MJ+JCAT7txDA\nSzievnW2rzlfi58F4LPQTVJh63T5cUySV0KrWVqNH7ohHTWgu4AEdiJh1Wb/lpwjRLfVf6jXrfoL\n2jw3iaxEwKoskt3phkiBA6yfvKH6XQgXEZwjbU/SyGCHeo6beL7rmnPzmOSUCEkJeTf8zAld8uT9\nOFrJ/nGeYt1PArpzvI7UI7zOh2N4+YOaI0gcy84nk3pknW25gmuZMJakawZxVPklREnpZiSyy3Wm\n2pJQ4pTOge+qjt3APfQIlJxXn87DvQhS7xJ29+2pynS0+nfSe1+kMhSiIDe1SsxYE/sqznGxrIXx\nUHOX1yVtJv4dzTc0LmbMQ5MWdi4GKREbeQP34x6SAN2NQ8VkR71LTFq50KrNdBlyQWSCRsLQzrFx\nhcAj9kiuJExODhEXTk+QRrh/R5sNmxu/R8ZRyEUgNO95UviXv/kuuAlxE6Ei6xFbJNcyj1GVe0k9\n78EJ/vvqE+PVeOU7ZW4WJ+C7y9Hdqrvq+63ey1X1kXbSahNNWaXrnfFDwgeab+gkBVP54V+6Ppai\nn+oYFWW/jgpZigJkv3D8U+F29y0zHp8L59kmBii4u0V2vOSWeoWUimQJx5q7FDnX/LtzUs+LYR4i\nGi+cKz7XOX8Y+cVcWHy/nLv+rpeizMiRIneTLuQ6lriBbDNzEvm8oBvtjnqCtdTPReZnEu7henEs\n+WbIcy5DIQpyj1YDnJ8g8FBvWnpMvEjFJyVmLKESwwgKTupkaVEhK6Glm6zDlGbLE6x5WP8VzZWk\nagutsjpWfUEEidEYXIR88efGkzJNs/3kyNTG9IB6hcC/Zk///hJpmO/H769yq85tmzA3WVfU6p4a\nIzfCPdzkSxgtQw4S28a+osIi9QggFcql8OL0aZYUVk4LmtFCvLbO12b4HtzvyJTXTw7H0THnWQ7n\njfO1nP/jCArnApURKhaH4XxC7u5ou/J5Uzmh6374zfvZ1yVM3MjEqT6XiJrxGTimqfB4X1DJS2H7\nnhiSCFqNdyosVISTwsD37ikGqKgfaGMMMkCFBqAj21e1PTElFUquK0xRQoXSxxY318Q7O1U5pbD7\nu12GQjRkyJAhQ4bcTTI4RCeSoRAF2dHKmknukZRniOGz13BdCtktK+mqepdPWVXMq1GWyr7mHCZG\nqTGyg3A3USSGkEvSO1HmUlh2SubG47SE6atnu6S5pe0cFV7LvmDIbkpYWRYh8zSdQ1l17JJ6VKTc\nU9X+myifEWW0mlMUUzp/oJ4bVMeIVnmSPoayM20BuS6MYmN0YpWZXAPXcF2NO1rK7H+6L931wDxG\ndO+mvriJ+mlhC8fSMs3IOH7w1flOV1A+XbFEHRMyR6SBCJK/C59X3laPQHOX3JF697lHJJJjwzw9\nRI0Sn8u/+1V1pigyRlm6S21X/VjwuUb3bMr949Fi3j7yuoiQkSdXQvc50wnQfcf+YRqUuo60A/88\nUo3jusdTPNxQj5Ztc9ntap6EkxGvHAtE46r95KOdiQyE6EQyFKIg92gOobrLgJssNxFmpH73+jd5\nMZwUDOv2TdqThnkOD24c5O2Qq1Ft2dXczXTZ6nKOE0Otuchd1NxlRN4BiYxO7pV65YvkTi689Sy1\nsHFjSm4Sh65fuf5d7b+uXglIHJmUhJPuCiqv3v7zeEZuyInLwoSZ5GuRyF2KTClBnoeIPLQqn7wu\n56VwM0nJ+Mh3c+WwpNrEPEjsS24C9d4Sr4U5nVIeIbpyqXzQPV3j9jHNv8GX0iNI/bgmR8gVFncf\nep4i8sHcFVvtrPIfxHPRJU2FPeUvY74bumKr/Wyzu/y4FtE4oGKaSL/cCJIiXOsDicFULkvopnTl\nketd1VPlP6q5q/eaevecu6K57nAsJj7irjY8Qho8fO9OsKfymvqMLmFfo6pNdBO6cTDk+SdDIVoQ\nbkIpY+6+ekuVm580T4DmRODH1U9MJyceabMwPIa6ajNw8jLRFGmlFDDyySOjLqEtj2lu6bOtO8qW\nFIUbY52vRfS31Ccoq2cshIebCHMq1bMS1aFCyT5nRBfz4FQ7yLtxUjI3tsvaLNgkhFIJqvvJWUgI\nVcmrtMmtxOerdn6KeqL1q9a/udiz/U7avqxN/xAtohzhWieX3sb5S5orXFTiOC9o9bP8lDPpk9Z/\n36teefXIIioc5KNQSb2IY1TqXJhJuIQKD+cFif7cGImWVPuIMDhCdFmbscKErOS1bMvj489R7SMf\nzBMESj3HkO+36mWwBdtMRavKYZRfjSsiyOQ71hxPyRqpUBLhuoxjad4QzeYc9HHNscwxzChNft6G\nfVD3sA+r3k9Z/6VRyfNunEp9XjjmjqIifKak6qOPwWV2NFxmQyD3qo9WuqW5QuHJFN268I2pJk9N\nwEs4T6Jw1XOA8u/XZsFLC9+u5nCz7NiD6oWRTeclffz690fWf4/UpxCoyUyEgQhVoTEMxab78Fw4\nX3JBfRSVR754igMnZTNyhopotcldK+6moCXJiLNb+MsIGZLtq0ymXfAM1E5a9038UdT5IMpn2odE\n0CSqwD6vcrlAc5P0sGZuYkzGRzco259C1JOlTiWusvT6vCDKWvcUwnddPTIp9RFeTKxHojENFUew\nmE6CrmYPL6/fTKhZ7SOa5WgpESgSmD3K09vKQAUGY7jCSZcllQSOWUe9pD7dhz+j1COg1dZH1c+b\n+lvjs5Qhto8KpxPQHU0iqZ7IE5HPKovzIhH8iRzycys0lGo94CePaAhyPa5nYfs83Qe/HsCEnVSe\nGezylM5Qjo5OnmBxuMyGDBkyZMiQIXeFDA7RiWQoRAtCVIK+9BJP2544QoSePRkhXUd7dlzqLZbr\nmsO5dNndVO+SYj3SypIr9xmt/ntR14dxXOqhfy/PXWa/rR5tIQwu9QgXj5OoWS4BprunVUpL3xOo\nMekapcp5QL0byBEMpjjY15zDQsLmvjZ9zQ9z0kJ3AvuuNmjbbW0QEObrqfuvac7rIP+AqEIJw7eJ\nIJRFTHLtnuYE+iP1BHBHsEhepfs4fYuMwpxHKQkkXXGP4T4ibO6mYE4tcqc47/isnuKAz5K4c0Rb\nmTOJqAERIHf5OYHevxFIN5lwLd85+9e3Jrp5Up4lcnV21KM4fv9lbdYFIlgJ7SSqwrHoY5XrWl0v\n9eMypRahS55IC/vH5x3dXcxp5IlPqx0eLEGE7VDzFA3kFpIjxLHOZyUxvc558toz+57ZiDI7kQyF\naEEc2vYsqXRTLOW2qcUoRQ4xgoSbECFeRsjUZKYbiu43J28u5ejgYvIkfldZhHhftv5dbrRqt2+4\nV9B+RqZwYSb0n/hA5I34oDxQ70ZwX7wTYUngrWdJ34qjG4T94m4I5pFKRFLyDA61cU/WZsJNiJFZ\nJVysr9u10urZ670zT1EpkY+rJ7W7m4luRkbRMVqQrihm55Xmbsi6/1H8ZkQlxy1dbVX2HfxmpGa1\nqcq8obnLiKT8q9ps6HRfcnOteUHFicpZ9SsV1qSQkbfFtrrCd0W9wukKEec133vJDfXuYU+s6G66\nCzgu9eOXyjnHVJ1/N37X/efUu5xK6IZL3Ekqzzs4VuWSj8PEqZ5nivWyLxlMkIjiTCJZ5x/ENVw3\nkhvvSBsX2DVcx/Xac26x/TQU6L5n+WWADnn+ylCIgjylZa4E0Y+U5bYW00/D8ZTldFf9JlwL1ytx\nD+tmZIPU+6+vqEcwpJ6o/EnaIEC1WXy8pA+gfm5C1c6PoqwSckRofTO81GVHm2flIkIuEDcmfqZB\nWkVhPYhjrlAcqd8kGFYs9QoMNwzytWjhX7T7PFSdIebS/IOwntiRG+NV1EtyLjkef2L9u6xJbmzM\nZP0etKmUI753Rstww3O0k7ww58hU+fV+GWWWsvMeoi3v1gbRfDeuIanWlef7tRkLDEsv8cSVVHql\nnu/FccmFjgqhK59UGPhRXm62DJDwFAWsU8rIMo85Miw754kTiQxzw6XiRuWzhPewT4jsVPlUvhLG\nQOW36riG8ynijWsAuYlcQ70veZ6GDufVtoi/XWVkj2OWc73eRY0fKrxco6nE17Fr6vul2k/l/Emd\noYxPd5xIhkIU5CmtJgcnYE0munaIOnDDklYLIxd+/8zETfWKBq+t6xIMzo2rhKTYavNVbRSD/0/S\nJ1j9H1a/GNDlVeXT0qXywmesewi5p4yxiSjKe9g/TkR9tfqNgzC31Cs5l9UjJ1r/nwqjL7yM0uLG\nREuY5Eq6wthOadU3VAjq+ZZys1T7qq0H2iyciTzKfCY1fu5X73Lic1U5tHppwdZ1HL+uJOyrJ3pz\nQ3VFn7mDOC6osKY8M/w+FSOfPDswibqP4z4qtJwbrmjQDcKw9uo/jgW6dBJRnPMmhfIn9+YV9aiW\nu8yYG4hh4ZwrNHrqXdOgSBFryb1+VfP3RzcchSHzVCi9f6gwMpM5kTW+UyopNPKk1bulcsEcRLQ9\nxwAAIABJREFUbtVmIp9MiVL31Li7pt6oqb9p3BNVTLmDfP2QVv3uZPbL6r9heaYI0eAQnUiGQjRk\nyJAhQ4bcTTI4RCeSoRBtESIQHkpO0vNtzXNc8DxdUsmSlDZWM/NuMKlXWYUe0l3llxTv5w/VIwlP\nrH8736X+elqBi+oT4DE82q1iz8HhZVUbtG4TffDefqItiUtCLgB5M46YCe1/t3oEqqxGIhUkcHvu\nl/eptyo9lJscoRv4zaRtdHlcwn0sR+rTOZSbkC49uhEKaaDV7mHn9ZdcH8/TROv9MW36jc9MdwR5\nEURMq3zybZwUTfeuNJ8XN9V/NNmTZLrrq8ovVIeoAxEEEl7ZPnffHqlHm4h21bESjjnmuyEfzpFh\nzyflAQpEWOj+Svl8eL76jDm5lpKMMnePE5A9mKSEY4auJaarKOE7ZfnkxLEdUg6KeKmkP1j/vqg+\nb1m1n8ihozlXtZq7Uo+iFi2BfCeS9fmuSHFw0vZ1bcb/DfVuU63vrWOXJH1w/oinJwMhOpEMhSiI\nR0qkpFtcyPyrzXUPF9v77DwX6zuaf6GdcK+ThusYNzQnZ+5qtaBoXXe1r/gp79KGA8RNNH3CglFK\nh9pwixLvggRd5iNhJm8qWvVMS5uv1H9VnS4bRtaRdE6Yup6JOaXcjXNbfZ4bjyxiAsAH1G9+Uv85\nEkaEUSHmRHuJPR9dio9qHk1zST13jYpgPVM9cy3QUs9/qPvJdeA7peugFC1ydagok6PifcF3SZdS\nPR/HPZVjBi0wySQ5GHUPoy9dOaeSs6Oe7C/1UWQHmpOWuQmyrLRQ8jMXdQ/bz+cjUf9V69+PLpRP\n0ra7ZdkmKoRMYEmXVM2bSzhPLo/fz0zj19TzsaSeQ3cDv0vJ2NUmCSkVNpZR75TuQxoi9cwfVq/k\n1DvmWslgEg8W4BrG6D8S3amo13pE7lxSDvmuqSRVvVROE5l/yPNXhkIUpDKsktzr0SpSH+1Q51+J\n62qz+GRtEBqGrJaQHElCsPMV6rjUc0moEJWf+pM0V5Ik6UPrvw+gLYk8zjpvqlfu3FrflfRx698f\nRBuZsZrZhd+5/l0IyB31m1htTqXQfUg9x8QVDhJVqTxxkeeGwk+WVP2JdFobx2u04mFVmT5p2GYq\nR1XmdW2Uz5dok6AtKRavVB9JWOUwiWYijya0kgv/Hs57/3HjJkeMiheVIyq6rpAwlPlIGQXjJlHP\nUPOGpGRyODjWyRWpviKqQo7TkZ3nWCGBnptxmuPMBO8pNIQ6yYUhKsJnSgTwxDsi96zeSSEeUs+x\n4TORe5ZI19U+Picjw8hDZHRjteMOjnmSTyKwVJ5ua/75jzvaKGo3US/bxGAA9ptwXOqDCUoY7CDN\nFabL2qy3j6sfw1K/FkhzlJBoNdtHjhoV/nt0hjJcZieSoRANGTJkyJAhd5MMl9mJZChEQT6q3j/N\nxHVMEFfQ8qFylBijsRg5o3V5N/HbuQ60/hLHxnlJbv3sSXo/7qnw50JyPqQNkvAebT7dwQ96Jt5K\n1Sf1SAVzGjn0fQ7PdQv18ltqDBV3aJxuAuYjYeQbxfOFkCNEq551Jvffp63/MkKFkU1ESmiJ17XV\n17TU6Qol6sGIv3puciWI+pRVm3hD57RJsVDlMAKNEZOH4dieel5GlUlkkxwoRwjoMmSUGa+rd1Cu\nQ6nnc5Fj5q5ijwYqlJHPSJdoStJHBMt5IfxWGKM3ORfZF56sj+96Rz1aIK3eCfPspLlCl62juLvK\nfCaOBUZBOupBlyGRQdbjCRSFe/Y1f+d13Oukq5zI51WcJ0eqfhPZrN8vUY4uTei2o3LSCpViCL/U\nu9cZFSxcx+hKuo2lvn+kDfLGiNFt39o7VRmf7jiRDIUoyKQ5/8DDUx06d+iaofhXtFn8P4zrGEpb\nk5GTLIX6kgvARbgmf8Gy/KbV/dq47Or8BRzjRy6fxnXkdZAMXspVbcyH2ixM92lOlL2Gsthv7DMS\nEt3VR9cGFTOGt5Nr8onrv5XHx11ivrAyQVvVJ7SD9+yj/eSf1DG6B393/Zek+KvacLAIodPlUP1a\nY+I8jjGsn9A9ldPKL1XXsT+p3FDxIMfG3cNUuO5Xz/vwnFEc13RZcLOrsVr9IPXvj9+KI8FZ6nkh\nSbmrNkirccecOi7Mxk43G91v7qq+o41yeg11kUtEvmHKL0Se3q4d21HPZXGiLt0wDMygok/uHMdw\nlV/XvlzzbxiSL8kM7SV8Pq5b5JJdCOcf0/xdkvTMjYiZ6Ov5ntBm3H3y+u81/CafiUKFmmTzErpC\nXTneR5mcg3QfcqwUd4rKDxXNM/2W2ZATyVCIghRJmoPdM/K69ZTynXAzqMlAcl5Ntj+hFclZ6i1V\nbv5UTqTVQlLnX6Y5wkTC5G1tNt8q/8PaEL0/ivYVb+cJbZS4pt5CrWiJ8jTvo9wntOEK+OdD+BzS\nZoGTekWtnqEWmIsoPymPTkj1JJQeGeVEYCbAo4VeFi3z9DCnDyOs9nC+Fs4HcZ42V7WPCFnd/1Ll\niBuOv2o/ES5uMk7eZJQkeT0pQWI9A8unYsBnOa9eUanznqBOmueQkXqFpdpyUZvn/120hdFqt3Et\nFTVpNS9otDiHiLyQOyiXxg/7z/lanojS0TrWRbL8DfxlVmnnvZCDQ4WzhAgRk5zSeEpZq0uYk4sK\nKZ+LCWVdmGCRn4yhkUE+Ws3xlMuNKDrLYJ4l8rHKEKNCWHORiiIVHqKJTKIo9Vm/L2ijnFX7uC4Q\nOSY5nBGpbkhJ87l4ZjK+dn8iGQpRkIKdOfHqN9PaU0nwpGO0Vm5oM7HrL90BT2qe4OwSfjOTMK1H\nKkkewbGnjcvmSW02YZL8XoFrCxkqJekKnoGER4aqluxpo9CQjE43VYqCqU3sCfVWV0m1nwvzdc1J\nofvakHLfp00fMFkdM9bWby6wJI0zisSFLiO6eardL9E8o27VK63eE6NgpP4TBU9pvol7eDk/PVHt\npxuLykXdw8ggEtTrmVI0D98ZNzwqV75p+ryh21NavRNu3vXe6h6SqtkmurlYP7MeSz0RmO+FiTlT\nsj2imiTrO0HeI4uIINQzOQLK81WulBGcm+qJxil6tITvmmORShbDwus6vl9PEeF9TlextDJs6JIi\ncultdFd0tbXm9dPqlSQPJrigXuEkmlPXpXQcDIsnmugZ6Ik8c1ykiEpmZachQYXLFaZzmo+/M5OR\nqfpEkhDdIUOGDBkyZMgLVSrK7CT/tkSZtda+u7X2ttbardbaB1prP95ae/WW6/+n1tpRa+3b7fh9\nrbU3t9aut9aebK29pbV2damcs5KBEAWpMGe6VJyoR4RmTxvrgt9WIhG4pK5jKPvjmoeCExUgUZX5\nei7jvJNPyXX4kDa+9g/ifN1zj3qXUR0rovQr8JsITd3/YfWJH1N4KxGw6stCux5QT0avWVEWIacn\nLdgq/9XaWGWvQluJOtR996onxkv9V9s/Ths+BZ+DVr/nbvFkdc5rOdAmYSZdGky1kGD+KvN+9WH3\n7ib5JEnvxbX1LNUPr1ROXEg7kC4hd3nS5ejtv2LXkldDdIMcFo4Ffxcc17uau6SYePC2Nm7Vyu1D\nXtBSHiAil4mA67wnP5ZcXhwfdHt7WUTQrqPeQoXohmRZ5IultAXMrcTcOp5klKHuj2qOytAlx097\nJDdd6t9ENJf6T6IQzSKaU0LUh2gzU1tUW+pZmAKCpHpSCeg2lVb9Q8Sf89mfhfsB1+jqvz+lTV8T\neSVqda8956nK6UWZfZ6kfyDpX2vVVX9b0r9orb12miZ+B1ytta+S9Fna5NekvFHSl0r6aq267M2S\nfnRd/nMmQyEKUvAu3RxpknNiuMLC30sJ1gjBOlzLyXxH/SSX+nwyV7RZsAhtF7n2ojabY7XjM1AX\nJzszKlNJKfJlTWzKBW02fEbPpcSAn4r7yk1HuNnJ5tJq0WP/17MU34nkR3cJ1F9G0/gmzk30w+oz\nhEvzKEIn2p7Tpt+ZO4XLytP47ZFXzER9pI2iWMfeo03/cFwk3gcTA5b7893aKDmP435y5LhZOF9t\nX33iTrp3fENk/7NfU8TkHfUfcq1j/FaUc4hI6mWm4PegfZdxD6OjpJ4g7jy/+pveX1I4yPOjEsw8\nNh4YQQ4R+ULkxaUoNeb2SqReBi0w03hy/1I5Zv6jqp/uSY47qVeY6Mpn5Ge9k8fUZ5emW1FafV+x\nXPmH2ozRKuulmgcE1HNJm3la5Tu/y/MY8dq6v8pizie6AVNOIbo8H8A9LKvuofFyNzBzpmn6Mv6/\ntfYNWk3j10n6JRz/REl/X9KXSPo/7Z6Lkr5J0tdO0/TW9bFvlPRIa+310zS97TSfYZsMhShI8WHS\nR/6OcIxhmsx0LPWTgRwaJgOk1eUIDxduKhl1nj75I9RLhawUhwe0QYZqk7xXPeGx7iuL+09Keu36\n901tJvMrtCFg1yb/mHpFreTl679PaZMh+4N4rhJaukQgeA/LddLxTW2UtHtwvvqE93LDd8KrCxWX\nFFHIT2gUgfoWfrNehprTwpY2XKaqkzwyqc+UnRS+mzh/Dee5mRKtYroAqVf+yY3jYl5j7Zp6tIob\nsbRCIqkkeCJS9glJqSVOSK2+4H2lMDJwgBt2KQQkWLP9KR0E20RUxDdZohIpgaPsmCtEDBCgQsZ1\ng8ihPz95PwyRZ0g50Tii0FU/UWxmqy/hhp4QOqJJCVVh5B4jGjmepRWqTKXTlTtG957XZl2u9ecT\n1EdvUsGvNqXAi6TkUPmsviTB/zHNuW18v9VGPgdTOJzTGSdmPLs8RJe02h7+aBltrTVJPyTp707T\n9Mjqv528Tquu+7k6ME3Tu1pr75P0OZKGQjRkyJAhQ4YMeRbkDDJVrxWfN0r6pWmafgun/ktJB9M0\n/cOFW+9fn3d75APagIrPiQyFKMiTmlvyzoshb+SS5jkoaB0cae6/pnXBYUvrv659TNnNQ5jfXRIc\nWee1QXhKV3+/NghPwdbSxg31fm0QopeoT7fvSRwf0Ob5GdZcbXlSPTRfbaVrpPrnE7WxZssS9LD6\nkqdxvqwvcixKaDU/iPKJxDBizaOQDtS7THzS8P5z2uQ/qn71PEGXcFxauXuKlUhUoFaL29q8f441\n5g6ia8mTwN3Q5p3xW2VMUMfcOu4yohvlQW0QGqIx5CURrXSXGvladP/x+1uM3KkotOqfR9WjSO4S\nYV/X/6tctkOao1H1l2V6RJ/nVvIth5FF5MBcwj3p+1vsJ7o/fSxTeC1RL64rTPSq9fPUXHlacxT1\nqjbja0cblLfWD7aHEXF0WdPVWi7RV6MtvIcRWR6hyyjBPW3SBNQx4g4pIo/IKRF35vFi1K3TEojA\nkSpBHifRsLqfOev4fnz3P1V5+ujkiRmf+X3fr1X+2s+tA62110n6dkl/5mSVP7cyFKIg96gfvHc0\ndyM8oH4CpjxE9Ck7kZiER+E8FR/WRT6P13cNv7mYUIkr0ik/nFkbx1PaLJLlemKo+h9qk5Poac0z\nIb9HvUJWbfgIruPmXm1JCtn7tUkHUOeb+rDyqov5gP5/9t4/Oq7juvP8vAYItkAQBEEQBCGQgigK\nImmKoihZlmWZViTFcRwdxeM4sZ1fM54fOZmZTDbJ2Z3MbHKymSSzM5udSXycrNdJPE7GO4knGo/j\nKI5jy7IiO7IsyzRNkTRFUSQEgRQEgmALBJtgE2z22z+qvn1vdbdkkfphSek6B6cf3o96VfWqbt26\n93u/5fmhGk3TXthOYO2uup4hxSg1TjJFDKPiied8SK36Rz/pRrAQ2lzvyt29uj6BkTh6wStc1nns\nu2fu2CtxrfZX0vVh7PudcNc9rsQDeRv5VDz3kQ/19iSLPiS6VaiyL6sPFW9UaLzLcIDUPab7vHu1\nkT3Yf+ubgd0NdenDFMKaO+9d1R5j0iggPVO6V+h8/1SZi6QLJL3TywWVVW5Wj1vxbkI/CbfCQElu\nePDyoHvOY4Em4rGXYQfjr6fYqJISyapM3qXUyKQ9QIoL84SjjQsNDzDuJlWEIXWf12he1J3G2te7\nir1C6MdK40KjQMol1hjsUMHa14P9G3nAdF3Ju2eViqQK3CueXqSF6FP3Pcun7n82OXeq/EJqeEhZ\nlv0+8G7g7Xme+wxuJaAdjjpXWQfwO1mW/UKe5xuIUMYsy3obrERrSOnpXvXUVohapAqh83pfeiPW\nwQurKs0YoBopBqWRwt0DGr0Qq7jfVtFpfqWrdw24/FXmUUyY+VWtumiBdOsEvdeTLqqOo6RElFJU\nNOAXgSvdNY+3gXQTS68w6P2rMbzTEprxUj6KroopFxJmK12Z/KreT3JeeVUb6lucxwbCOVJySkgn\n/lar8kaMmeqtMg2QAllVf01CfVid/RYCkjJb3fXT7rpf8U7EYx9tI0njSef6sAnbM277iEi/9Yau\na8L17/UkfZ77SeVbQjM78SJmFRjCrIDewuMV+UYeF2+t8wqXZ4xWv9jtjj3uySt0XhFU3XyAQWNk\nkS+LZyhXPn2keDIvQ/TrAdaNlitv4fL9zkcB+ro2bjcxRcD/KS/f1hDGt9qkC+sLvsy6d787r+Rl\nkgeg+81tfV/wU7JfrOkZjbXGne11n7dS6nkpRp7TzEfveQB+K+yW/+Y+klLWSLWJH9c++s9Hz3pF\n0csoJb94ej6s4vcyffCda/ngO9cm53Y/Mc8NH/r68z4TlaEfBt6R5/lkw+VPAl9qOHdfPP/H8f9v\nEZrpDuAvYp7XED7B87/4VUhthahFWkpoGM+Y2mqLgFahxK2IGf12D3715d0UjS4vD27txwTfePyd\nJV0R+cgMCIJtmTvnGV0hnYTPAdfFC49V7Bldv4ABnJ9y9Vrpfn28pZSu0fg76erno8g8aFrlPopZ\nkCRsTjeU+zvxWG18Apskl8c8IBXGPoKkMSJvKXAoHg9jiqQn3fOg5EY3z3JMoZvG6u2VXAnGc65c\n+v7e/eldqbruJ+lOrH09+7lE2hH3Xq/EeEtOX8N1b2nxfVWpkYRUfbFI6j6DlFD0lLu3FbvwoKuD\nV4KkyHmGcF3fjo0Bvyr30Wx+LPkxpHL4vbIaV/3eZTZPavlqLFNjxBek1rRud967pnxbNtIO9GP9\napTUoqsye4Vi2B1D6DPqiwPYGFObL3NlqWJ9Vd/Bs0sP0dzXfCi5hwIoDbvyD7i85mi9V9hZmlOr\nvc70v/KCQJGhtigRQt/B6uoVmnlSy5HO6VutJ7XoQEoh4ukkVA9vjcTd2xhZCWHB8qqS/r1CoOos\nyz4KfBC4GziTZZm8qqfyPK/kef4cgenFP3MemM7z/EmAPM/nsyz7LwSr0XOELvsR4GvfywgzaCtE\n7dRO7dRO7dROb6z0yjFV/yzBSPdgw/kPEaxALXNsce4XCWvtTxPWpF8A/uXFFPOVSG2FqEXS3l3e\nXN9o4fFYCG/m9hwt3gzeyLHhgdo+L29J8T7nUsP1QcwqcNrlr9XJAraqO4+5mbw5XvlfDhyIFVzm\nrnvaUIXrb8ZWfbKkeAr8eZo3MfSg6TJmWdIyYgm2ql1HusJU+bWSzDDTtvflq36twvqLpARwjata\n7zJrxS0zRwp6VtIzJ925KuaeUl9Zj1lSVtC8tcMsqYVF9df3mSAN5ferYuXjyQIbwaUel+NB7x7r\n4cGt6iP6zh6k7UOha65cE+5cK4CvgLp+XC245/X+lRh2yoOCfb/W9z+EgX7l6u3EXJWNnEP69a6R\nRlezd2V7C4/H8PhtLhrds43BFI3u38btQBp5iCYwC2kZax9vFfMum0YBXiEF4O9pKP8Kd30VabtB\niuvpJ+XXgmCVUX8vYjJCfcnjLb31ZIxmnJwnW2zcMkXX9d3HSN3OxHpoG5BpmjeKLZFCFVoFxnjL\ncaMM9xgiT3jqecg83YrquzX+HiDdCPlVtRC9QlFmeZ5fdDUibqjx3DngX8W/10xqK0QtUjdhMmrF\nfaPBMksKNPUYBCWvRHncATSbgjXYJQy9MJmmOXKoF1NIvGnZk+4tcceaJJTPGUxxWcQEmpSs5Zha\n783sp7EJy+N2PMZCvd/74jW512je3NSDV5dgSpnKX3blyl1eHuOisgwTsA96F6R8KwWa91JrJB5c\ncOcb6+dxC60A6IuY4FU9fOSX3//Ig8M1sWSkLh/lc8ada1TY/L1eifCA21ZuGt9/9bxXeDRxeh4k\nj/PwUUJyVyyQ4ooaeWz8JF7GFCm11RlM+e0jXXRAaHMpVwMY+ajniFE0knfReKyOd3P5doM0Msm7\nCj3+xZOoei4xSDFUfTT3Jd+WHgDvXXtL3L2aUPV+jzvaiPULuZz9YqRMCkbX81p8rHL3qk08uPgY\nNtb1TVZgQQvTpKzgkDLNV0kXlVLufPt7OejBzsSyq/8sYgupIy2e0T2QKr/eJdbo3hwnVVQbF6We\nR8kr+l7We/ZttbWPLPQuT0/O2k6vzdRWiFqkM6Qhr6382J7M0DPCeoI7r/w0bvfgQzY9ONQPJj1/\nHptQJSBPYwOwg2ZK+JWk4GO9X5PdCUxx8ROy7vP5+7D2IWzy2uvqp7zOu+uaUOcwYZbTGoMjwbQa\nW7VKyA9iq1L/XZSnB7WfxgSvDx/WCtvjwWbddS/sJDBH3X1eQZWQvjH+TpMqJz56D9JtWnpoZmde\nT4pbkRAW/uN8Q1mL7hhSS4MHb/plmb7FtCtLr/v1FrJGsj8fXn2Y1KqzwR1D+Gb6Lh6LJIbys6R4\nPB2rfy1z73qOZmufx7Mdd+c9MahXHhqJA/247aTZggOp8tpoNfAYK69c6ncEG9cll5cnW2xlzfOh\n3uo38+793lLlLc+aZPXMEM1WH5+/J57swGSEbzOPndN7NaZ9eLvHCHmF04f6z7jzPl9IA1eqWGCG\nxxVJSemgGW/klbeMZvzmStJ21XdXXyvSzNoOZg3vIO03jZOlx/Z5a5pf6LSSC69KevWIGd9Qqa0Q\ntUjiUmm1RYLfYsBHMbWijddg8ILPA/s8X0Uj+NGvjooYmNlHg0jw+VBdWUJOu3cNkm4NAOnqtQsT\nqBLgJ0lXXFpNzmCrUp2rkHLbaFXpQ6IleE9jFh7PXKt6n3D3evDqjng8jk24KscA5hrowQRyIzgY\ngoBs5MapkEYjNe4vtRprt6XuupQs7zo4hwlub8mRclkBronHWql7q5LfmkJKYA1TzuZIJx8I31HK\n32bgG+683unZl9Wv/LYD/lv5sGOVT89sJbWcqg0uj79FzLL4rKuLB+WqrtNYv/dAYs+Jo/d6AL6+\n+1YMDO/dLH7cqC/6iMtWPEPemtiK56iRowZaW9t8/r6v+T4n5da7kr2bUa6ffpqBxH4vOt0Paf/S\nvYpv1nkIY0eywIetS7545djnr99hV77LsH6p/D1T+zFS95N3x0NqrevFXOhyg53ALI8nabY2dmFt\ncRbra3r/KZe/d395OgrVxQPwVU5vLc1oppjwyYP1Jct6MLngLbevSqq9BJdZ7Y2wycilpbZC1E7t\n1E7t1E7t9EZK+UuwEF0qGPsNkNoKUYt0gbBK8eGTjUBVSHEj3n2mZ7w53VuTlHrdM6dJk2dEHqDZ\n9F4ArorH0+5eWQo8t9FWV5dWZJI9mNVBbohubKXT58rXi21d7IHMPoR8Ih7LEnQFhifqo9kadci9\nfwZbFeqdK0l3pl/T0GufqLYGs3tGaM8erJWmd2NpJelZmz33jYC4AxiGwWOovOuncVB1kroB1W9k\nvZjD2mwLzcSST5HicrTqVD28VcIzpPnyt2LKnnbXlZbTjHspYPXPaL1XlfrNaVLQq5LHmqj+nvhP\n96525fbuGY+h0rlJDHMnwK6nFeikmVjQg7p9KLXHvXhrUyOw3If1+327WhEXehnguZ1aWS598i7R\nRjyZJ1ucxdw7KucqUmuz+rLGnI+HvuDOe5e56rQWs1IqnylXpsM077PgKUBGMDxfN8aPpHH9DCbD\nltDM6XQBeNI930g4utyVP8Msk8qng9QC1UiB4Meqx47p+g5S4sZGy+oJ4Ol4PO/e5S1RPlTfM2O/\n4qntMruk1FaIWiSZTz1Lqo+sgRSL4idEJf+/j2bwfDqtIiy86VkRNF2YGfmkOzcRj3Ns4Cr/YWwA\nT2DCSAJkGTbxjvZAOY7UJe6+ba4sHoAtRUCuoY1Y+xzEXFoS1t4l5yc5z5ci5etyrI2XuGc8APSy\nmMFkLLPnRvHEdR6I7kHtchl4PpYt7l4vJFU+lemwu+7bpODu1TeSEngr5to5jbWfFKIuzMzvQzi8\nS9X3NeWlPlEjxco0gkP7SbEcXiHRr3dtNTJp+yhCH+XUQ6poQZikTrjn1C/lUnuGF9789SgpAF/v\n0lhc4u5d6eoi0L0fl1758Ng8H6XVGDLjo+z8limeG8lHUXlXl97fCmPkAyz81haNyue8e6ePDtTv\nGVIGceWlvn4QG7cTmEvo1vh7CBv3z5FGpEEYE2vdOY1BKcR+i4r1WPu1InEtknJWNQLEe925y0kX\nmJBG35ax/i65cwYbwwOki0G90wfD9LrzxHd7l576jZS8AVL3vRZqUr5VB0ijCz1AXTKgxHdXhNvp\ne5/aClGLdIZUifEWBI8VagWq9qtqLyxbbe3hMR5+Z3IIE4kG/gnSVSmk2wL4naQl7KYwX/ioe07n\nCsBAfNlcuTl82NdlsAtG4721GizOp9dHizBVsee3x8I8FiXcDIabqWAM0H71rvd20Lxr9dZuKMQG\nnC3DM7GxBuK56ZpNPJuwSUCT2DJMSC668z78W4K5l5RNHFLl9kpMEZJi4rez8Apfp7vPKx8S7IqG\n8pNohn13vcdvh+Hz9dFIJ9yx3i/BPYq1pSef8yzSrWgHGrdlgCDYpSgdIyWPhDDJFt29yktWi6sw\nvIq3vGriGMSUKL/q9uzSftyorTSxd5NiNVQ+T4Dov2vjt/C4Fq88eSxIzV1X8t/cb7Oz0HDdk3B6\ngL1XooTLGsTGqxYXnpYBmr/RECkdhugiPBmmnt+EWfZ8dJraNMfq6LE2RfeM7vX9x0ceHGNJAAAg\nAElEQVRueSut6uIxQCq3X2iMunNeofQs2ZAyoc8QSDsh3VfRk7t6Kx+E7+PJSdUH1X9OYu3icZJV\nd5+PImuk82hc6L4Y6+DLlmr5pe9l1sYQtVM7tVM7tVM7tdMbIrVdZpeU2gpRi3Q5aUgoNGMBPC6o\nFYbIbyzo9yTyezb5fXQaXWpz7l4f9uxDpWUu9i4rv6LVSlGrS5UFYFMvlOJSqKcI5Ur6fAWzNnUv\n2mLjTDWNDoPwrLdwzMbCKGzep1OYtUBlOUmKm2jkfqlUYD6+34eVq0xz7l6/gtV9HncxQ/O38itF\nbzVQPY9h5vJp7Lt5qoOqu1ffSJaURj4aWTtk1VmGuSlOYu5Bv/mq5wlqjHbxkWd+Fd3pzqktWm1e\nuxrb7sRbQ72byW/94nEZjeWDNIqnkaTvAumqudEaiCur5yzybiaPo2sM8b+ZQHmr+qnccvl4C1kn\n9o31LfpJ6TAaXeF+X8AqqeUJUjeit5B4vJbHHTW6Nxcxq1YRswIqTWPu1eWkLm4IbSdLzDJSaxek\n2+RMYX1U950nHUut6ER0Lse+i3fPKrWy8KncEFx6ahcfCSvLa4E04rORRPM8qXtP79I385bz60hp\nGiCMefXLOZqtiWfc+32/9WPM9w/d6ylW/Lh4VXmI8vwlMFW3LUTt5FIfYeL2HCSeuA9S9uouTCB6\n03kjR4m/PuOeHyB1hUG6984gzYJ3BFNYnnbPCT9wFNgST45XrC6j8aDHjeqBgaB0AMxqll+0PIcG\noTMWplSC7igxZ0pWJi9MGjmXfPjtMpr3rypiyttIAXr9TAssLkIpSkOvqPlQfykxk6TEehAE8LPu\n3sa9hrzC4DmbpLgVMHO6D59VWx/H3IBdmMneT0bepTHtjiG4HXTO8zB5l6va6iDNQFZvmvcki570\nT4rACDaJqS+dxiap5TRP4p4zy7dPL9buwoN5vNOAu1dKuXf1+uQVJ+8+1SQpl4132VUwkLC680l3\nfQM2CXmFUHVZ494lJWPSPT8M7GpRTu/S8/xHOqd+3+vq5SkOVNZZ935dn3LnPKGnV+zUpkcxbKDG\nxLB7xpOY6pnlmMLtQb5+kVBfCGHJs8J7zrHGvupdenJD6rzGkGd298SRB+Oxx+V4HJ/KMxF/+7EA\nB89krbJcwPriFCZDNa59X/TKm+o6iS2ERlz+ajO/OPIknt4V7zFMKverktpRZpeU2gpRi3SEMFA9\nd0gjt00PKWt1I8bHs7R6/7LfbsFHpHmmV0gxSCVS1mFIoxVWuOckoJYAs85hLSErq0q1akrOzIwp\nOZVFe6eE7cKCga47Ok1hqcaXdldMwfpqyYTcSHzpimqwLKkcXQ2Aqr6aAcjLNajOpXW5qscm3hVF\nmI71kmA/TbpzvCYXTabPkq7APcO1yuQBlx5DAKkS5nlqJCBPYd+jhE2Y6h/TpAzhmlCU57OkWxA0\nErj5iccrb17h8UzHmkSkGM6Rsk43EkN6MsopmoG6kG5j4vmPWo0LP/k3Rkn57WjmSScUCAqzlJg5\nQoSiziuprVZiiq7f6FcA+d2kipzKfF08PoopclIIr8Mim75Kqpyofj7i028NAWmdPbGj6ulxM55n\nyQcCeC6yRlyK38h4HdZHdW4Rs4R4xbnqrk/E48tdWfVM0eU5h7WLLHFnsb4IFuXnF4Jq0yuw+u1x\nZdS3OOTK6K3gPgpU37oTW2jgriuvMumiBUI/lqLr+7IWX+sxueEDE7w1Vu/0xI9+axf/fRqjWz2n\nVB+hrpO002s5tRWiFklgTwnZKczk7qnkfQSMN9MqeYK7RkbUnoZnGs2tG9x1rxBJwG/G3BwFTDBo\nVb+cdIVXXzXFTAcHYc6hM+djxgNRi1gsBeUD4GwFhuMsd1k3XBdNI/fdF37HxuDBGF876t7VFSs9\nVzELyuZ+mIyNKHP/Utx2C0VYiI1QB0F2QnfMtLcXRuJ178ZRW62jGQA/jbHg7sAYtj1oXvcOY+0m\ncGsFE/we3Dnh3uMjElUu725QU69371f9zmGKgne/eqDtaDw+QPOeTgsuL+8mkGIwTWrVGHPPQUoi\n6hmF1VcrWPtVsAlv2NXRWxC860LKjernv/Val5fap9+d8y4fHw0lJaiCRU95C5PedWsB9tfsXpVT\noG7vHtTz60gpMhqtnT78u4bJBR8Z5SdWT2gI5g5Snp7olZifFH3vLlP9z2Dftw9TFH0Uorcsql1b\nucF8/aUk+Mg1H12qZwZIiTOlHKnNj7myHsSA/Z7w1C8YPEC9ETRdwBZKC5hy5rch8qBrtbHvy2qr\nrf1m0ZZSsrQTlsebh2h2yXW5sj6DLWSkJA26d02Sku6qfnrGW6BeldTGEF1SaitE7dRO7dRO7dRO\nb6T0Cm3u+kZPbYWoRVpKWK14/38jHshjhBpX2DrnXTKtiBtbkSRqxXkMW914S4/cQBcwq8Up97zc\nXKs74UQslKxaEMDUENxkcpn19JjLa0lcCi4uwnRcCo4NQzEW9rkSPLbX7gHYvx+2xeVZrWb3luKL\nq9iqd3g4YJYAHonL5Q5gTazs8TlYHcsoN15vr1mzHp1JuZwgtQAtwywMfv81rSrnaabw96Bsv43F\ngDunFbBfVftdz1utdFttDjtJ89Yfq0hDmRvxZJ2YG2MFzRueegvZBppXuiXSzVd9v4VQd/XbaZqt\nJh4X4oGh45gVqrH/Q2gzcS3pmxQxTiLfx/X7DNZXnsGsEXKHrCLd80qWKVkqVmNukKGa5aXw8EXS\nsPbGUG+P29nk8tK4hDTsXRYfWd28u9O3hd/mRamCfQt902OYVaIPs4qoft4C6rcx8Xi3xlB/SK2N\nA/HCVMXe691rw/H6hMMeSob0Ye61DBiOlTwZO8ByzBp8ztVvFANAewubUtW9Q9/sOKn7qxXPj9+L\nTeNd5zowC9OzJWsrWW2OV60vrsIIZ/V9PQmqtzz6oI2aO6d+o/otI7Wcvqqg6raF6JJSWyFqkfoI\nAkYDxON5PKjau8EaG9IrSRVSpQbSXa8LNBO4edO0F2yn3TNr3TmVSwLuaNWe2wQMx5F9KPpzeudh\nSSz02iHoi6NZY6G/P/zp3FSckQYHYU3M62yswPEZA2UvLpqrbCZKgxWdcC42xrPT0BElxur4/o6C\nKVdLseg3KVb7DhkotwcTLGqLg9jE7KP39H1WYYJpChOImmQXMeXnAimrMAQlRsL0PGZy1yTpTeFF\nzKXlOWB8NIrHiUEa+eNBuZ6jRu6AXswNMeDOaWLeS4oX0nXv0lH51Q5e/A258vW5Z/yE7ffTa3QV\n95G69IQ9kUI3Tbqp7ws9X8QUFT3viS09o/dSd91z32hylXu5E3hXPPaBDfrWHa5+c1i/moi/o6Tt\n0qgw+Laac3l5N6S+q8cZShb0YxPveazfqh4FUjxVYxTf5aQYs1YRgVoI9br3Ks8VRTgeH9rSD4di\nZmOxsy7U4Pp4vFgLcgZgXcxzoWrfahkphEAyUn19jNRVqv6q/ngC66t3dMI3q2lZfRTrBZpZuasY\nk/Sbe2EuNqbk2qxbKR7BmK69LPdRcHK11tw5yRCPKdU3OUlKaFogBZS302svtRWiFqmLEL2igXce\nG9gei+CBmo0r5EbAnQ/XVz6tQo79xoeeSMyvkCEID00MXuhoMvECogQMxJddFWfLqzfCeFy2dnWZ\nhejJONvOzZmSNDdnSlBPj1l+6kDrQliBAbx1h50fis9XKpbX8h4YibPErhjC09lpAO1p4JY4Ux+K\n5ZvDvsUkzcR4q7B263XXVf8T2HcbJWXKhaBE6Pv5aBKPEdO5GUzhkEIKBsRdiU1IEua9rvwnsT4i\nZWEZKW5B/ULfdQMm/H0osI9s8hgz1cuzUwucOuSu65kxTKHyirufoHzkndrq3ZjlQ23t8XBV0ug+\nCN9K/XawoYwQLDkqq99mwluSFCl5cNGelxLhN+IdxSwrXglWXbwiqGf6gIE4FpaXbXL1YeMTrn6N\nm8euwqxRHsCu7z9NihvyeB1IaRUu0Azg316Eg7ECIy7fpbEBz1etLEuwtpTyuMJJ/E7gxshm+Mie\n+J4KXB8b69gxN1ZiQYe6wwIIYKAXNsYPM+sGTSV2EM+A7oNIvDXUUyxoDF9w96nfH3HWnKPumatj\nfU5VzTLktxSSvDwxb99qIb6oADwYz3lMp48c9MSNJXcvpJHAnu7DU0X4eaFxS55XNNVqL4GY8fVh\nIcqyrA/4B8DbCRj+bsJn/zbwxTzPH77YPBsJlNupndqpndqpndrp9Zy02/0l/b22MURZlg1nWfZx\nwnrrVwl6/x7gywQj9vcBX8qy7ECWZe+/mLzbFqIW6SRhlSHLjT/24ZveVy/Tqqew977yxtWDx5X4\nKCfv6/cki3LPaPVzGeYyWouthKfdfVpRDQCnozlBrqvLh2F5XL6dnrdFwbK4PNq+HZ6MZoNV/TAx\nEY57e82VJSzQ4iIsxNCLrGDWnqFoNpicNDdZsQh7IwZpMFqdSiUjhtw5ZiZ9WVi2FA1PdLLUTBx4\nBbaCPom1pVaSV5Hur6RVq6JFxrBVtR8QPlpK52+lmdtlKbaS9CZxfbMe7Lv4pO8zS2qNUlLIeYXU\nLde4zYrfn81bczzJp6wWPTTzQPmQ6MLzlFV9eaU79w3MpeWtdr6s5Ybra4G1MbP9biGq1bMPpff8\nVLr1mk5zr15OswtiBsMYTWPtItzL1aQYIO/WJl47X7b3q1xyfRWAN8Xjv3XlUz4e1+Qtg35fP5Vp\nhmac4Dqs3z6HWTV2xBueWnDcPYXgwgKLHgV4R8z0sTm40m25o6TjQgEOHAjHsuaOz5kFGGAkFvZU\nrNTwsEWkVipmbZEb6uAkbIiD4fFZcznuJ3WFQXBRqV29e1OWQR9xmGPWLln7hrpMVmzoNyvV4/FF\nPuw/B8bigFT5N3bDXLxhwr3fywpv5dV48ZZ/T63SSAzprb1dfA8sRG9cDNG3gf8K3JDn+YFWN2RZ\ndhnwHuAXsixbl+f5f3oxGbcVohapgzCQvPmskVumRModpAnRYzX0vGdEVfIKUwkTkhpMg9hg87gW\ngWOLhIkMgrDVc94c/0g8HgVm4w3Kc3ja3GQ9PQZa1rkHHwxKEQQlSbigNUOwb296b3e3YZROz5ui\nJGHZ25sqRxuiRDsaNZIbbzT3mYSV2kD5S0ivwoSUBOQUJjhHMSyAJuNjmHvrOWwS0sQy6875dvdY\nHb/H3EQ89grFoLvucREQvokHUKt8PnxY1334rhSmTaRkj42Dtkra1zwTNLE+U+6c+pAn85t25xon\nhqWkJI4X3HkpBJ4PZzQeL2IKge57FuN9823l3R36VmuwPh67YoKN2zoMK2K/kEv28DRcGQFXJ6dM\nOZZCuLaf+ix5HvtuKr8HuJ+gmQm6z9VllGb36gKwNR5PYEEOHjCs42GaST7nMIB0xZVlPlZkBUZb\nsH4gLBAAVsSB39lp54rA4fjc9ljRYtEWLOcW4VwsuBYcozXYFT9KPzDqFlAQFkYa39WqYQc1hy7v\nhPNRWN1EoIlQvaTIePen3wj4KXcvhPGt/jOIKYee1sO79auxDFfF6/OYe7W0CPui4LgyDsxKxb4/\nmFzxUAPJ1cM0Y4R63b0zNDPU+7rM0IwjfWXTS2Cq5rVtIQK25Hn+gnCsPM/PAp8CPpVl2aoXuten\ntkLUIs0QhPJo/H+ClCSReE3C6hDNBGqQWotoOC645z3A2rMIe+4j3atecGUB7oqj+cC0TZia2Ja5\n958BbnC+diWtqCoVuDZKZClGV6yHdQ7rszQW4JljsDVKfAnBAwdM+enutjwkZCVAIaw0hV3S6u6R\nR4x7qFCA9bHi07EypZIJlk4Ml1HffBazACzB7pUAXotNaH4SlmC+gE3yk5iQ7HHnNMntJxWSEL6Z\nJ2EsN1xfjwGs/XYfAnz6LQp8FJtA/adIFWaVWxvmTpBuFDvtjiG0g0RjB6Z8Kc8dWL+rYpOU2ulq\n9/w8Kf+T+qjHOEk59bgbLR6GSFmlVW9JLB+FV8QiKdVuS4CrY3+an4dlTinXM0obu+HR2ElG47mZ\nkol7T2Lpo9SujpXqmGxWbs+RKp/qK/viby+phagR7+aJOz2QWOk8pqheg33LVY3Mr4RIUS1KtGA4\nhSkRz2H1Fpxkwwaz0E6VYDhWTLigy4qwPeZ5qAxnYvtJ8diwwTZa7u21sXxIi5stNm4LpEzhjdug\nLMcWF6tJ2w1Cm6n+64C+2FhSwgYH4XB8f3fRLGtSQs8DR+MgWIa19VOxra7sh0KsX4d7vyzAZUxJ\n6qfZ8uoDHBZd/dS/50jxROtpZj5vp4tPUoayLOsI/+a1LMsyoJDneVMw33dTnnxqK0Qt0mbCAPYT\niwTyaPytYEBUT4bmI2T8DvYeNKtfLyAadxgvYAN8BRY+KpfFTA2y+LJJmkNSH8esVl3Avviy7W7r\njvEZe9eeuBS/rGjXJWS9EBwfN+EohWb3bgNdrhoILjawyLT16wNAE4KiJZeH8jlwAEbjJDQ8bAJP\nitGWLcFiBSEUuHHdUyVVODThqE2ew9p6CJuclE+OTXyD2HeXdWIDpkQsp3mH9TcB34nH/3QT/MFB\nyxdS0HuN5u0eujHlzrvnpGxMkgI51UeeiL8eKNxH89YdXZiw9wEA6qu7MNeGlBlIifB03jNNezeB\nD0/W+xewyd2Hhautz2CTtxT69ZhVZpqU7kD1ezIWfMsQTMSPpX47PAiHpuwZfaNWgm6wBwZiJ5AF\nphvrywN90DlndQHo77R3TZTtW14df4+Skh3qvNyAvVi7+j321GbeAue3+SjFj7amGIDTECy4T8S+\npvHZUbN+dRnQG8e7rDbj4xYAMdBjY015UjHDwjpH3bEiZtrtzByPH7Rgiy3xPecWbdyOjcGpaKbu\nxPqdB017N5S+tdp6vTsGK6vkxtOTcPtt4XjvXlgnsHk00ZyYSokr+2MZ1f7lcugDAJPlZrqJGUxG\nLGCWH6/EJmD8eCwLYrc7N0E77P4VSP8LQcz+LvBzBNHxOy8lw7ZC1E7t1E7t1E7t9EZKfz8Uot8D\nvpxl2QPA+4A7XmqGbYWoRTpLujFfF817jfktErw1SNdrWON2YqsOj+/QsScG1CrFA22LmKtuS7S+\ndJRgKr5sDDPtikiOhvJrpV6KBVkYh507wvF9u2FdrIzAzzt2GNZg3Xr4VrT1jo7C4WgnloXorrvM\ndD45GXiNIOCNAA4ehCuj/2p6GqaiZWrYWYr0rpmZlAsJQt4CYB+fbDa9V0g5oWSNkFVjK2m7yhoh\nDFKGrQTHMfeIxzrIGtiDrfo9Fkgunw8fNAyMVooqF4R+1bh/VxHD+FyBAXB133qszldhlqGK+/WE\noErqU3OkfanR9O+B1B1Yv/Gbc6p++zFrUK97r1xOfZg1c78rj9pymXt+yJVF32TDIDypsG6aOaWK\nRdgQC14uw8bo1pXL9lgJbo2Ao117UiJVgO6u0If1jLBxQ7H/KuQe4Ok5w5toAJ6uwqrYsGsqZiGp\nxg+4hpSnaWN8foVzaal9enuNq0t99ZoiPB0bZRm2fY5cygCro9nhXMVc2Uq1stXpskUbQ7IAbdwI\nh6KwOFuBN0XToNznx2cM7zc/DxsdUSuEsalgjGLRXHYan+PjZq0C+KG4t8r5h+Cz8ZzwYDOkFAUa\nT37/MfXhLhzXUzTLbBiCRx+N5V9w2x7FMq8C+mL5jpRhX6yDXGp33gLfiM+fcu+VVcpvN7KAWVSF\nG6pi/cvLcE+l4LdxmeBVTG9wpuosy/4PQpeZBh4CPg/871mWkef5b1xqvm2FqEWScNIAaOXm8J3d\n8wjJROr9x4vY5OMVJ3XXAubS8FgRPX/elUkC6EDJyncem9y9f1sT8yiwzqMHgckZizApAE/EzG4Z\ns3sEfi4WTeCdLMHV8R6Z4efnzb22fbuNw689FH6Hh+FoFMLd3TC2wY4BDh2CR+Pzt40YBkmRcVOz\ncK3eSes9j/R9NtEc7VHBhNwZbKL3BIkFd68Er9ryckzh9EBhPTOHfZ9ODK/klSyvKOtTeDI/meM7\nGsoFaZSaMDWQ4la8ktjIpF0hbYvG95dJFQf1Z4+bkUI06sriI7p0/STWbkuwSUD5D2B99bpR6yud\nsYG/OWMus5yUBBFCn5FLplg0RVwK0QmCIqRUV54ccaj6V6ViytGwcwVJobiy39xnctOcmrd9/TZs\nCAsAMPbn9d0WkdVdtXKp/G8ZtbHS2Wm4GC0uCgVYV7O6HotlrUepdqabMgsUrQVFV5ctenoLKWEq\nwEMPwbL4/LmqKS+eeFV4oivWW1tJservh7dFJWfPHgNb6z2ny2nE29l4/sZRODwR6xCvjRQNgnC+\nCt+Jz8kN5SNxl2Ourh6HYRJeacOQ1UXfxNd7XRdcFb+rlMgF5497itTtC6lcmccUIbnPb8HGkJfX\nHnemRc9KDBP4qqQ3voXowfjbT/BUTwFfeamZthWiFqmDdMNWT3ynyaZAM+4HUqyHx1J4Ai/lownP\nK0x6T5WUpFGT05fiYL8csxYdLtnA1YS5EgtfXQocFRI2pmHHQut9+fuiKWT79rAlBwQixbGokJRK\nJnw7HMhREWlHHMbo5ptjXaomcEdGgiAHU4g6O6HqlCtNOEpLOi367ALNG91uwpSUPszCogiXviIU\n44ebxhQWKTF+E01P0KbfJ0mFnfBCy905fZ/VmKLiQZYTrnyyNgkj5Jmk15ECfIn/yyp1jHT7Fwjt\noLy85VKp5O7dQPPmsL6vz2GCX+3sGaWrmKLd4coi1OJSbEJYRcowDmElLivm2Qkj4RSx4BVVm2TG\nBq2vaBKcKVm/WVq0SU1khTcPhSADCN9EitCW2H8PHTKF4uoxw+BI+ffzSGenTfQnYqNduzXg5CAo\n/JqEtWAolwNbs5LyLcfOOD0N0zHP23fYokSBBx2dcCLWuTTXHDHY1WVKxtkFKMX6D0bFbXERhuPx\nmQVTCHx4vMZn5iw5Unjm5w03NDUOV8QxLgvvpk1Gx7Gk0yxLGt+VilmYxsdNYXly0ZTn9U7J1Pdd\nqJrskuKwDOvXh3EysmbPS0bunrZIOtVvbAy+GS3bqwfsG6n/TE0ZDclGbFxKMZrH+qIHUNffiY3b\nEWxcPO7uU+DDt0iJRl+vKcuyf0sgQ9xEMPA9DPxynueHGu77DeCfEsTR14B/nuf5YXd9KQHv836C\nmPgi8C/yPG+YqVqnPM+/kmXZauA/ADcDXwD+fZ7nsy/85AuntkLUIqnjagCOkkaHQZgYZHp9AmtI\nb+L3ylMrnVvnitiqXJNJlZTDRflrdV3BBMPVA3CmgUrbr6gOAjdFITQeK3KyZHWaBd7hVo0Af3YP\n3L4zHC/rMYF37a0r+PaDYbciCZ6pqTTEXivEWdc1teoeHrYJSYrVwkJg4IUgkMV0/Z73xDKPwzf2\nWPUatzsAc0/NYQqPwsv9gqdIs/vyLKZETLrrEtDzmFWkSLMi5Sf+ImnEFTFv6Xgld6z3+33znsGU\nuxPuPr8PkyTPaPzdDDymumLKsbcwSbny4cFSfL5KuvVLY+RTCYvY8xF567AJwwNG1S5lmvm1TmET\nYxV4KC635dK9oghz8ea9MzZGloknC+tLSzqdwhEjp45N25YwSzotLynU69ebhalcbo7SKrrKDwxY\nH9UkWirZPW/aCidn0+fn52FVzLOvz8o6OmLv9/1eyr8Ujr99AOZr1j76Luorp+YtaKG0AJtGw7H6\neKViStCKXlO0pLhNT9v4Gxoy1vhFt6o7HztYXjMl4grH4bM6nntq3KxhUhLXDBqFhnep9Tn+MClf\n69dbu63ps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BPLI8azVlFs3VibdGB9Re+pYJaaZTRvbbKUNPpR9T+IkXsKLzY+ZaDriivX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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1450f22b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ds.plot(\"l\", \"b\")"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"ds.add_virtual_columns_spherical_to_cartesian(\"l\", \"b\", \"distance\", \"x\", \"y\", \"z\")"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x148ebecf8>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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pkjLl7sZHUZkSE0ePqAsoJkeD0JSr5nQTNfvGIEIb2DEfSCyKm1J8kZrka1G0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s/fUV4PV7C6ulciex5nTAm9SnYOQ1G6Mg8LHut3WqxUK88XCp4fpOEqIAm5nRFCvIpKqqhhMUAG\ngQQFUfQM8CKVc1IE91J93R2PNv3wNlcLDgD6KoZqFYte9mCjZ6UYIC2KgCjit7Zm2lGA1aFTLpYq\n0SsvSuUc9LlQ1W3e0yvoRNf2jg7gzJHkumZWNiZBq4ZVaJWKIYgKVuq7rYVXe9H57IVaW8rf4vs/\nIQkiFx/295ThWVV0D0NQ7IO88JcWjOZ+ygfSFP2Q50jkbmqffxZoRNKasBC7IlKFQj6vUyUN8grp\nKpVCn/tQTuK9uEE6SO+7BwPf+nXXvP/SH30Gg/c9vmXtu9ms6yBtkqlQ5LfJ91WZmFRt9YS82KqJ\nFBIcAV9RW2P4YYiIIaopeUFpOkhVJdvn7lk/8NBUQ0XDfxwoqgFZVGFztq8AD6EDG4fjyqLpNIxO\ncUQgybIj5E6H5+Ckz9RiVtFDk55cTlNxOg6yj4gjtL1gvCLVXgnDWRwcDwfcFiBx0jgR62SpukRl\nGeSrgdYM4LPBlLejnJtWC7m6RMoHU56EFtvNE8AcLHsiNwAMTh3EmbuSbLuDUwM4lJZQmRb+0NGx\nbY6zxIlJCc/KyWGYa/TeJaczw3POzHuHig78dDwOADjzzWNQo9OmfVAqeedlb7XTqWA/aaHU0WPG\ne9LyMrVFc3TD8BKNTsXYBjygZaCjHAzgOXBshxZKVf2sYjEpWA0k5YW0kj3Qya3hNc7Bh+k1VKY8\nNV4Hx5bKLhObrcrzFPIWH0y/fyIQ1AT8OBWWl9FQYzjeAN5B0UUnF2Su8Je0KySzA53JHnljaguS\n4Suf9Tp04aqLVVoLfgxU3uk/RFLpFVvtINX2Xr+DVDm/Ze272azrIG2SKQfppfK9rtYAz2+h7djA\naeCLNQyfCaf8BB1sND01PN9UsJpXMceNiIvKdQD8anNmJV/Rm8fheVQgkMfaCImZEI4HEaezu/Kv\nMY+Y+fJJ4PLDRjLWVSiva/RYwrEAjACq6dyKZGm21O1F4xvpylKRBCIPJ8fXnZClTkZ0uEZHPJoU\noj9hpg6tBF9KRMX/OMFlCtEfuAtYeApAkoqv5GnN5lFEShWZaSp6qNwVbjstqIGicYp86LHonDUa\n+UrfD1TNSVGkTSc4RVQ0MyyvVuCdQ156AEieX30HeYzBipHgAXPsq/vyhUyV9zUn/Dc6sbWaV6Kn\nNRqdNcsOjfjSFJmTWh3AyQPJXKU8PM0eU+eHpihwb685XKp2Dlg9RxVw5DNXuQpKyT47Mu/RLhoX\nFPdMep6jqpBnqOGKvwbNiuP5VK1/I4RGndhQEFYRdzqZgBfW3Q2/KNLMVZ5HF4nsO1XO1ojARXg5\nl98D8PHkz611kP7Ld2OgdB0OUuMzGPz+/7Zl7bvZrOsgbZIpgvSOgAisq5y8jDDVzVCl6qENBjF1\nhPLUW3Xlo06MhgB4bNUt0bID6lSoqUOgAzxX1GFmmhZ+BJJJVrVKND1Z07WZMjsk19ALQ4iI8oQl\nD2gaHRyGHwB3BA7d5ba1P1SnJukTsMFX62vlOVbapxquOV9bd6rJ1GkavX/VTdAAcKm26kIEmqKt\noTx1IHQbGp2pvaMDQOtKdj4thaElPLgv+/mpBY9kKLGZz9P2gqWGa2gQsHAQtag07Npq2bFDde/B\nsmks0eg0aZvV6VSU7/SMkbSfXVvPlLd1AtcMNbZDVbBrNTveQ5P+HaUzyvtfa1um3JFFQxY0C0wd\nLJXUUKdOa4IpKbkqiwpVYw+VyjV8Go4hND3G3oohdLSqJBzUFvORWEV4VW6iF3ZsZhSenvHyHJox\nlufYhcV+gc4KAhpip7NUg683F2bRKRIbZhfnLdpUCkDRM1pY3FsXtBq+1bH7He0b5CC997swUPrH\n17z/UuPPMfgDv7ll7bvZrEvS7lrXuta1rnXtVrLrVcXePCXtW8K6CNImGT331yORAtXaPnkp/xo2\nUVSjFqxS+LsKNGroRcMEXNUp3ygvzT/8Pq9wpdZ0IjforBAfNRynHI7wPKEi7pSk8E/t87XCVOmZ\ndvCwhW9Uf0bDKiTPathPtZTCWltcpZO7BFgoJS9UxWOouJ6muAPJPuQD3TOZX+dLeSBaNw6w+68r\nbQ0jqcaRFg/ltWvIS8N/GiIkiqL1vFRTaExCt+zrjQjdqi01MWlI0bONVScg2B+szJXHptIIdw55\n4UFdgR+cSjhLl2bSMFPd+uA0gI8J2kXU4krLipRefNhq47HdD01urOjNfj8yb++uhhzzUtb1GjUc\npyHl5RVD+c4cMxRUhRh5DxS5CeUwiGpqm5Qfp89vXip+s+3RMF4v31HVL9P09XCsySNYK8qiqIyi\n6Do2qSCkcnVU8wjw45TKF4RIFi3k/gA+YaYc3E8dfxV1VwkJ9gOPq0XEIb/z/LxW1ar6OG4QB+nX\nvvP6EaQf/K0ta9/NZl0HaZOMD+bZ3cD4RanyHPB9aL3oJBjye8CLTaqK7FzwmVZEfoiJx1BBNRWB\n1JCNhkbU+eIgUJYJV/keqqQdCtCVAwh9GcbV0JIcy/AaNiqel6fYrSJ6SgDXiYIclCOLCQeL+6nj\ngbRfGC6q131GE52pijhOG4VpNMtJ+0ydnjBLjOcJVZhV+bofpsejYZ+5mj1bmtmjIZE8LokShyHH\nVn0nhrPUeVDVba1MP75o+lmDZXNGtJAsQ1h9pW1Z2OxKy4fK6Gz09nqOyeOpA6Sk9bwK8+rUq36P\nvmdss2a/FYtJZhwA7L53KQtnabaaZkiqw8p2argI8ATwUE2eFt6v0GnWsHR6O3Bip3+uORbkZexp\npll1p93biUkvjEknn85AATZWje3z152XpLEGe88fqPrwN8+hxG1dxKjCPa/37nkjYSsVQBcJeYK6\nSrAuwIfn+HtAicvaoQ48k2kK6BTw5XEAT40IlfXVeVQtqpfiBukg/er/gYH+l1zz/kvLn8Xgv/7t\nLWvfzWZdB2mTjA/mywB8E3wdrY1UVal19xZ4ZVjAZ1sBHh1QYqam9oekTyCfcAg5dq1t/IZSydAd\nXRUqMVrbkZdWrtvkWQM2mYakV53s6cQoJ0CFFvn77UWfdaZEzicDZw1IBllOanmI0JFZ3+8hTwRI\nJgGrW5X8PyZZhE+M+BR9TkyKWgDe+QoFJItFE2680rLJXJW5W+JgrK35CZDXSsek2fRZbjzG9oIn\nRIfZWWtr+ZwcwBCpUGGZbTo6ti0Td5zYoJxGdr3ifI/PG7rXbHaqsdcWgekUsRq+f9UJOyqik9du\n5Y6xzbVFz62iqUMY8oOU1wJ0Iic894FZjwrx2uv1Tkcd8IgEFwyaaaZokjoedCJVQFMdriuw8eY+\nWP++djZxutS0jFCtbcd+asGcUe2DMEOO15CHCNUWvdOjY2Me0p630NDFZfjOs33lHr/IArwTqyia\nbqOIGeCRIHk0AHhitmauVXtMKLICv1h9P25Qmv+v7Ll+B+mHn9yy9t1s1uUgbbKFj+QcOgsWAskA\ndCL9rCqxOkBqJpQSH6+kE+Dltg2QLdhqUo+hE01G+pQwTQvmhNQ2yExTUjMHTtVbKYpDAwDbxaEK\nQ4aVwPngJFmHEVvLZa+Fw3O2Wj5ri9fCthYKwA5xGOjAaRr/9KwNjKosTYdGr7tQ8KnbnKhfPmlZ\nKuzfVsv6v1Yzh2C1sZ5lzQ3tNGL28P1ewyZUWG4s+lUpHYJicTULHU3t8/W8SLbVLDfVsynJATNd\nJWGz9+80FIzW22uO2uV2oiMFJOnyRMMuty0V/Ow+C2M9u7buQiBAci9uqyRq3EONC66+Ge9Hucdn\nX/FeZ4WSe6zsST/MedTnVEvQqNwArdkGmpLVqaFjWrXsw6x5JWiyY9dlAu+V8N6jfbhUS9pa2WV9\no2Rw3pcZSWpQR28ZyApDq6Pw4KLphTFMCthzUy1LQWbYtrW2vV+KSClqx0Ku1Z3mQPf2mtPzxIgd\nQ5XqNbRFcvqReX/viPgo6l2R612QrE7+Xi4DE7J408xgnm980T73y8KPbWvCxr3tsH5SSYD3wfpp\nom1OUAOW5aeLN0XAee6m7Bdq4r0EmYO0tfbcc9cnFHk9+9zC1nWQuta1rnWta127layrpL0p1g2x\nbZKpDtKrhNxXhic7E2W4GOwfFlZU9CAMZylCpEUluZhVToDC+BqaI7Lz+DFPjtXU2DBtfHvwHZGK\nU4sCL0t44e5Zu17lbDCc0WxapfsnhMOjacga2lIyJVfRTXi+F8NMGpbSftBwhYYLVaaApqnCyuFR\n5es8XtKTiz5UpansmqquNdPCEOuO4Hx8hh6oGopzqbaahfWWhbN0WNBG2ukZX0RYOUHkDM3M23k0\nZMb6ayh9K87ffdK+P2yaU+zfwYoplasmkqp1a9hSUa28EKAWoGV4rLZo70l1p7VjtbGOu9M+rUqo\nV/W4RiUUpXw6WsjN0ns0IQVUleDP61LFaSXp01THS3lg+qyo5pcmArB/Q9Q1FE69Z9KHsImMhBpi\nIaFf26G6URqSDrXWFBlRrpP2J5Dso/1AkHJqxCPFmlwQSncoyqOfQ4kBAqItGMqrySs0fecAQ38K\nsJDok4uejxTyl3SM7IcfXxliewBee+tZ3CCS9pkhDBS/9pr3X2p+DoMHF7asfTeb3RIOUhRFPwHg\nGBIO3EcBvCmO4w9dZfvXA3gEwLcC+J8Afi6O43fJ7z8K4J0AYgBR+vVfx3H84qscM3OQPgivBqtO\nj2aPqCYHBxgN8XCQqEjmlcbfF+AJiAoBa0YKkLzsykfSUIK2Twm+oYOk+4XK3DoRagVxtk9DB5pl\noxOWDooc6EaDrDNyRDR0xwlhfN6TRR+SsAMtLLgJdCrsZgJ95W3A0J1Ju++44EKA6nwB3im6c8jO\nXRFehHKNlCSsxHHlIvG7QsEmkjX4rEOdcGl5InrKR+qr3oVLE4kKtmaj3VbqAwrpNJVqJjGUBSST\nUlX6ZrWRKlzPWp+GvB1eoxLYlYjODMVGAzj6ROKIDd9xIbtG1TyiRtSZ8dXcor/Fojk0Z4750BCd\nLIY7R4+vOw0h/cxCucP3LmUT59Qur8z9fMZttfjxWEDk15I8gNcTKxYt7Lt/nz2rWqJEw9oaClSy\n+0Y8PD6T/bI937NyMD7QqpKBWunxixQN71PDTMUSlQekY51yt1QjLhRi1TInKgJ6YNHrGYULTdf+\nnZ5HRitImwuwsXt0xEKl2iZ1rDRbeSNNuiHZ9ndxgxyk2Tuu30Ea+cCWte9ms5s+xBZF0Q8icXaq\nSJ6/owDOR1H0yjiOO4ayKIpeBmAewC8B+GEA3wXgl6Mo+lQcx/9NNv0cgFfCHKQvypP8x9sArPss\nBk2P5cs80/aIj8bOAb/i0vIdvbKtHq8MGdSE00RuiA7wmr6sMgSNdF9+DldMmtqvvCOtQn550VfJ\npumgzf36dxrRt1Cw9vfCBtxSyaMPdAh04g9rxgHJ5KiCeUStDswCV4R7BCSTCAfifkgadX0d5XLi\nSFR7bFDW8xGZ0DIihYKdWzlSas2mn+A46erxdFJUuQQldxNlUKSN90jrUWm7y7iQCTEOH18X53UV\nrVbiEFFksdUydKJXSnkMlu146mAqUVrrk9E5WxbexplT667GHNLSJXOP9mFUOFoZUpUiUyqpACSc\nMAA4sQbMfSBxss4cuODIz3SMiJbtl76ZAwAhM7MeWrkHmErbr7UOn1xEh7DnySOr7n4ql4vP6inh\nyAzDJuV3i3NGh0ZFIBuNIJ1d7jXbpE4O7+eTi/lp6DsaNrFfBHAxvfbMiREieFl4WOfmvWI2t+mX\nxVRlJ9BcsWPz+okIFmteJkElBPLqBmaLRHGmKgUR14QfR/ls7YZHf4Dk3eE16sTQC3NoVMC3Nus5\no2x3OWcRWYBPKKEpV6oB4DXIHKSttW6IbVPspneQkDhE03EcvxsAoig6DOBfArgfwMM52/8YgJU4\njo+nfz8dRdFQehx1kOI4ji9fa2P+fN07RVfQKZsPJNtwnNMwUaiPBCQvoRIK1+RFzFNNBmyFqC+o\nZqjRdFVVgKFTOlBorTOd/JRgS7six6/uM2eDA57KAwB+5ctU/Jo4LAfmjbzdalILJp0AACAASURB\nVFn/jMkqWmu40Uolc1jmHrZsKh2IiSoUi76kBJ0HANl+4aqbA76Gi4h6FAo+FT8LUS08lRU/1TIm\nmu0VoltAck8yjR0hs2opD61lpr+zfYWCOSm1GlBqWjhOtZToGNGRqFS8ThIdmvM1c27KZXNYDhUM\nxZka8WVHAK8LRcI6ABxttbK+Wa2vZvd/ecXUtBXBaaTo0HDFsrCWV4DVmcTJ6u21fh++4wIOpufh\n8zj98DYUCulxxYmsrXjNLiJgR5+4C4fuSI69HXp/Eqet2bbkBCVYa1mMXvjMtLfA2k3jhDsmDvfY\nPk+kVkeN906dZkW4GG7Vgrw8DuCTD9gNZ/d5dXUtRaQhOw37XeQ19gLlFX+8HT3eUc+QM1nI6bg3\nfXgbdqfvA38vlYAZJqS0zFka1esVx+sKDFHXGnPMRCvAxgsds5RUPQxzsi63pZamZKhpaI6mcg5a\n8+0KgD/GDbIuSXtT7EVf6ga8EIui6KsADAL47/wuTmKGvwngdRvstiv9Xe18zva3RVH08SiK/mcU\nRe+LoiiUuuha17rWta517cvPqKR9Pf+6ltlNzUGKougbAHwSwOviOP4d+f7nAZTjOO5wkqIoehrA\no3Ec/7x8dw+SsNuL4zj+fBRFuwC8AsDvA/haAG9GAgCV4jj+1AZtGUCqpH1/kDqr5MD3pf+fCGL4\nowKRA17LSImSyv1pwMflVXRN9UWAziKMYdFXWk1CWFcjaSufRsMBtRUvGqligkCyIlT9oQVZbWr9\nKkWDVFeFKJyGx/S6wuKogNd3UqieNiZIlx5DEZjaoudFqcgk4EOmWniXPB0gQam0aK6KMRKR2C8o\nUFZ0NiBgq0im6vaEpGMVoGR7gAT9IfJw8PA2V++MIU+Gjlbrq+grJ5/Pz6xm+5VK+X2tJOy8qvd3\nDpnkAmASAgyBAb7Pms18MjNDx6MSZtxeMCK3tk3Ri6NTndfC62GbtRAyn62K9HupZOijkpn1uakJ\nqqoEe7ZPjde3f58/B9tdaxvPLiwMq0R+oJNjR47fUwu+WDXrg52V61LhSqKyioZUKsaLCsckRUnY\nrVqTUblcecKemiCigo5ak1F1lxSNZ/i5tzdfrFWN429RjlGHjTf9AQGcq2JVgL8az4ntp8TB3fOe\nLP5e3CAdpNOvxcAr/9E177/0x3+BwQc+vGXtu9nsVgixbbrFcbwIIBvioij6IJL37RCAt15t3yUA\nn1gBPpO+ZLcB+AIAjjMMeU20DQJutc0xomnJjnHJEivDBqCKZEsMtb0zpA4W4DkMGpYqirNweBey\nt14l92n9O01naGFFCkMGJPJsAt9pg7+K5XHi799p11KGTeYF2CQ10bYBRouKMozTkmMfWATOCs7H\nAXxhxQvpqcMHJO3hHLpd+uPomGkLKbm01bL+nEu3n5K2Tc/CVbenE7AGG8znajYQqzAfJ8VKxRyC\n0ePrrvQCnR2eA0h1fRg+eiYJKJ0cOJM5rudr69m96JewhGZkHZi1fiLf584hZBuvreULZwLmLJdK\n9lu/3H+2Qx2EYtGcpdMz6xlf6cisDw3pJA8Ae6t9+NCQcZSUjK3touPUbJtTfijlNg2JY6VO5kRA\nHB+VYrWqvaVODYAO4vZ0SvRGoYCTKbcK8KKXWs6Fx1V9KvZHSfhqlR5/row7l/6+sOKdbWaoamZd\nby9QYahMYvCXuYgpAWW2s5KISQKJg1+Ra+Qzu9a2fqjXkYWg2M5+2HiknLyZtm27Hda+0WMm/qpi\njLQCjFN49yxQZPag8K/UiVIu4n3pdy1YuO2sOHszK9aOFjwNQjWRINsgPRfHkAKSe/BHAP4aSbYP\nkGSw3dQhm7+HdrM7SC0Afwfg64Pvvx7ApzfY59MbbN+O4/jzeTvEcfyFKIo+ggRVuqp9HYDvlL9V\n+bqF5GUEEqeHSEYBPoMDSAXV6MTAZ4lwEGiKE9MLT6zUWlA8N7dVZ0w5TIrGhDIDQKfyLYmt2+Xc\ntTYwJCtpbk+OgnKe9vQC/ennQyO2Op2SlXSlHZQYEB4QkNaEYnr4o304ecSIvJqdpxlt0w97nk2h\nAPQLykAOyszx9WwluDbvRTezg6f3aHwRGEu/Gj0m51u0843tW88coELBr3xpnDTrdRPUG93pK5bv\nkdp0dDymxyzjbnX8DADg6NLB7PPds4m4H5A4BEeXEifq8ivOZOdWUUA6q4mSdsoHEXJ0q2VtHT1m\nE3G57KUWSLA+Ob6eXWueune5bI7KmWNeegKCtAHIhBfZj2yr9uPltjkVoyPGJWKfH5wawMkDS9kx\naGdOrWdtri2aA/rIMXPQDk4N4NC9yb5EHvUctUWglv5e3WfveWnB3iVFV1VaQjll5EaVhRCvEgiK\njNEZGR2xxYMieJcXvdQGd600O53d8UVzEg7M2kKu2fZq5jRdjJUkVZdojpZHUqSoiPyakFrLUGU9\nODY1gUzOoQBDvlrIR42IsmniyW4YqnVk0Zco0XR9LiQrdllZ207L8bbD3q/XzibvUj+Ab12x490L\n75htqXU5SJtiN3WIDQCiKFoE8DtxHP/b9O8ISer+O+I4/oWc7f8jgHviOH61fPcrAF4Sx/H3bHCO\nFyFZEPzXOI6PbbDNANJabKcuetl5rcWl4R0upkcl5KWy+Ry4ZsQRasGHn/jyKRlbF7N5JU964Qve\nnh1JPh+Z9cV0VSKA55qSlX12HSudGiOAh6v5ey/8QMPBnum0SM+roQYNz9FUv4V9MAwfHlFtI5Uq\nCPu6Be+YaqjqiEwE7PeJR/uwWk8madbwOnNkKZuktB6WhlVU9+fJRUsnPz+x5CYcIJmQ6WQNidbP\ns2vrWRhsfN6n/IdSAWGWnPYp799GYQlVCB+cSpypS0fO5NZi0/CuZnjV6zZ5PZK+NU83zcm6rdSH\nZxtJP972C9O49L2HACQkeUXgaFpQmNe4t2Lb6meVThiuSKabhILnHrVw296KhUTpqIVhU9W80bAu\n+4DWalmoekqyEQ+NeCcqDEWphlT4Ox2xGoAPj6RtKliIj+/R9KwPt4Up/Gz/jqs4Pdvl9/C6lPBM\ntPGhSV9OQ+vdAck1H2B4D17rK690kYbsVH5B39eKOE6KCLMfJmbNEanI75owo8iSZh3TxoSsfmCx\nsz6cZsXV4DPh1OdUh+o2JAVrsdUhtv/nNRh45W3XvP/SHz+LwR/7yJa172azWwHxOwHggSiK3hBF\nURHAKQAvBjALAFEUvT2KonfJ9qcA7Iyi6OejKLo9iqIfB/D9sMofiKLop6Mo+u4oil4eRdFrAPy/\nAP4pgF++MZfUta51rWtd69p1WvycoUjX8u95SNpRFO2OouixKIo+GUXRc1EU3Rv8/s70e/33G8/X\n3CiK/lUURctRFP1VFEUfTXnBX3K76REkAEidnONIQmW/h0Qo8sPpb+8E0BfH8XfK9mUAJ5E4+58A\n8LY4js/I7yeQAAYvBfDnAC4B+Kk4jn//Km0YAHDpbf8EeMcn7XvC04Bfran2joqyqaSPEhG5IlEE\n6Qp8aq5ye2ZkxQgkKy4lHGfcHxGsLMEjQTTllXIVVZU0ZLaLpqswRW4Aj66Uy3YMFYG83Pbqs6p5\nRNPQDFfXjxwzkvG5eb/iJ2/nzKn1LCTD1WatZqiRptfv6PGoDD+rHtMeQdTyqt5fbhuH5rZSX1aD\nTaUCNNRE3gnDjUAnEleRMNFqbSnbfk+A+KkCt2rbPFC1fgI8qTvk5ZRKIjA5ZiG76VkLlZwdMXRH\nxR81ZKvP/cSjnfXc6nWvlJzxh3KUtItFZMTxk0dWnWI2n/vd8JIUPJ4WyCUKqZwsJZ+fm/fITN71\nqqK6JgLQVDh14lGPEPH8eUjnRu07OmYCna+dNX4e26kosJK+aytegykPWVJSdY4Op0NfgU71d8A/\ncxnPER7ppGnfhM+qthXworMVSZII+Y9qLM7L+sp1OUYB/hxKwGa/a5sut/PReppSGMKkG6VPSIht\naxGk//QqDHzLdSBIf/IsBv/NH2zYviiK7gZwB5I5sQZgOI7jx+T3dyK5FSMwDcHPx3H8uau0+Q4A\nTwL4dwD+K4AfST+/Jo7jjbjwN8RuCQfpy8H4YFaQTGKa6aAvtma3afxdM9OAfF4S0KmCXZTBWEN5\nYSVrdXxUqVrDdToRK5eBkLnG6nWCv3tWrvEqGXJAMsDrBJq3TaFgE9rErJ+ENEwE+DCTwvAVmSzV\nOSwU8oUldQLV8N0OcSrIz9HtVUGcg//e0QFcmjGOioZKsm2qNllqWIrXpyKLrZZ3fpXXo5lTYVaZ\nTva1mue3nEmdtoOTNsEpQVlDW1k21YqF3mo1ywjDGx/H+deVsvbz/uvEzmvR0hKA8bNWG+uuCC+d\nDQ1R8V5UKhaq2luxLLyDk161mteghWFViV1JwVrGhOHAhybztcVU30mFPdWBVmc5L9tTw1Xq7PO6\ntWSHvg8aKj142LIblZzMzDM9d+h8aUmZTHRRng9uq1mzjxwzTawCvD6SOhXq2LGPVDQSsi2tDq+D\npu8g0KlerWNnWRwrmmrLqSbdWs7vei11SXbR71UHifsVYYvHIvx+3KYfwNvl++9FRtq+KR2k4FzP\nAbgvx0H62jiOKxvv2XGcX0WSQX6vfPdBAB+J4/jHr/UaNtNudpL2l52tAPiPwqGpCsKxsIKM2KyO\njnICKumgeWrR11TiKqkIi60PARlJWLOsLreNV5Rl6LRtP32ZARvIJlZs5VOvm+NBDlARNli+HcDp\n2bTNsEllYtLzgMKJf/j4erZyKwPYkX7Wmlzjiz79n8KYwxXjr5CfUxbnR+tU9fYCFUFxdBJQHhCv\nn/tVgnIQnDSU5K2EXNpgpS8ry3F+Yik733ZYBpU6MCePrGZiko2GnZ/OIOAzmpSoTgRBxQkPjdi9\n5kRxcMwqyesk29srmV8AJlL16UsTF7B3NOFFjaYk40Mj5gTMPWzOSKlkDVx9Y8lldQ1Wk2OcPLCU\nnbOvlDhC0w/DcYZIlK/XjfPWaAAXH7aSIKFkQr1uE/+za+uZc6Oil1pPbBnoKE1SlcXK04LgVfd5\nR3jvB6cBAOdfdyj7rtm0fXmPWi27h8qnKSLg4QliE2bCjc8br2dOHFpFXRoNI+8vHzcSOc9Xht3/\nMSF3K/9RSfBra7KwSo9RkYXS3KN9Webfd0x2ypEAyaKO965YtOdQBTDVSaFzswYbh4rwZHV1ZID8\n2mpAWllASNql4DfAxqMrwldqwvOHVGSSMgoLK7bQLMCy2FryP79rwsbfw7tszLwCQ7AA4G9xg+y5\nGPi76yFpbwpg8vooiv4MSfTltwCMxXH8mats/zok1TDUzgP4vs1ozAuxLoK0SUbP/WUAvl2+D8NT\neQQ/oDNDQqHjEL5V/Q6+lOWeTgQB8AU0dTDS+V1RIa7U5h7ehh3pAHwiZyWobZ14zCMmeZO8FkrN\nC4+FOjMcYFSP6cyxTh2ZQsFW3YAnb/J6z47k6wURmViGISr3THrVcprW83po0pweRZA2Krar56Mz\ngteVcel7x7JtNDQEJPdfV/+atTf9AVPmprOhIT5V8WZG2YQ4eLoan/vsUYy+JClAO/HZo1kxWvZ/\ndadHSeigPrXQiTwAvnaaktL1nhMpGhPtoI0K15bLFm4kYtlXlppxhQLQfBpAkt2WF+bULK28kOnt\nRXOKFIlTRDKsWcZwlDovdC4P3bvk7r865IqqhETvo1PmZGu9v9oiMJ2GJXffv+qekTBcrFINTy34\nUkM0RW41nK1aUEqY1uxYFkce3elLACkCq+8N+0sXRXkxk93IL5TN1/1EgAir48KFXG+vV7un8Vpq\nMMqDFr5utvOTTDT77iLs3VQ1f60iwBDcqLS1CaMl1HADEaSpEgZese15tw9t6Zl1DB5pfFHt2wBB\n+gEAfwngYwC+Gcla+i+QaBXmOhtRFH0ewBviOP41+e7HAPxMHMffcM0XsYnWRZC61rWuda1rXbuV\nLI6fl3D9nic/g/fUPbDzufW/e4Gnjd8rf/5RFEV/AOB/AHg9gN9+QQf/ElgXQdoko+f+EgC/KhCr\nxrqH0alwzc8h8U9VZr+YNP8yTDztyGy+rlKeUq4eC9K+XhhKohwQJWlqNfLDwQqV2xO+z0uzvwKv\nVaREXq5qFZG4XYQFiULoClIVqVWm4NSi5ymF1zo1YtyYMMVYQwkVQRBCsUleD79TrkleX+/oMaRH\n0Rjeo2kp2BqiSXq9TME/f+AM9p5IkCWtGaaIIMNZqhZ99KwnepNQTkRluOJDTiGnCEjSzXlfWi2r\nZXepvp6hexo60rAba9AdGvGctzzF7kx1u2T8LZfm/8FxrL4xQeWUwDzx2ECGMqkMAOvOHTq+nr07\nqtx9aMTXkuM1N5vI+pq13wDffg2fsc/uHAJuq1gx3VCOodEwftnw8fXsGRvaaWG1J6RNimrqPaIp\nkqnPjQqTKvm4KohKRUJm1BxSXSAN058dMZRP32mOWVqsWQVoQ65kiKIDXkPuiRz5iOo+jwSrqZwA\nz01TPbY8YjyvRc1RG3LOpeNhHt+r2U5CbDcEQTpxOwa++cXXvP/S//hLDD749BfVvjwEaYPt1pAk\nOZ3e4PdVAI/EcfwO+e7/AvB9cRy/5hovYVOt6yBtkvHBfCOAD8Jncqkm0oxAw7Td8JA34MnLtbbF\nxTU015BjT+3yekHkIWsmHB0ewJOB6cS04AXaOJEx0ywcSDRcELYf8ARKDcMQflZn7yK8ZpNmP+kE\nosUyeVwtz8IBdWqXhRfUMVGonO0/OGbOyEV4DsKQOEW8llLJl1kA/KSo2UqAD71NS8kPLR+iGjTA\n1TPolEyroYTwHvQH2WDU+jlfW8/OV+wxR2G1sZ6FdfI4W4WC517trXZmo/VVzBmhOCT3BbzDpQKI\nQH6IbbhifBnaRoKFSige2mnhxYOTnUTeqRGb1PslXDRYNkey1fJEbyVba9YY4O+h6ladHF935GHV\nCKJTTsdAExw0YQKw5+bMqfXciZ3P4ZljnWKftP6cRUKYqcXtuM0V+L5WB4IOiTpA9bZXQQf8gkKz\nHI8s+hIfvK5yjxfJpfHxUKdoTn7XbRfQWQlAi8+eEBK83p8W8su6PLhioTLVdKPTVIF3DJvyWctB\nnVhJ0qzx98RBiqLom5BUdP6+OI7nN9jmVwF8TRzH3yffPQXgo19qknbXQdokUw7SN6FzEgb8gFeD\nrXDz1F81U2MO/mXnQPGIDIYq1qjoFE3j9hoXV1E4jcVXZNWqDoauqnTFp/yBPTkDqoo50jRtX3k2\n6hxqhoyenyt+TYdXAqg6GOroaP2qjNNSspIiQxtwKxoNmzS03cqVyhO108y12qJNNsoZOjplCuCK\nKmkKtCIcdEyebaxmnCxN0edxNaVdHSE6AECCQJ0/kKTu761aO7jt6PH17LrUWVHS95FZn9GUqVUf\nNoRIFZHnUoHMZ+tLTm7gdpnhVJlbpSCANIPuc8m4df51kSmpy0SnzmGrJWRlyT7UumxEYk7P5GcP\nXoShYEAnYqMK4cpjUvK2ZsQVCna9vNZm20qUHLp3yaW952Uarq3ZYoNJGerAhtmROv7oO6WSGln7\n0v8XYI6HvudNAJcfNgSOphUAzgp6lScboBm+YyIbEqbx05TPyMs8uyvfEePx9Vp0AVWAX3RWcsZA\nXifgCdnqhLPPCvB14/KsF8AF3CChyMlvuX4H6difbNi+KIq2IakoESGprPUgktDZZ9J/bwVwDknF\nilcA+HkA2wD8sziO/zY9xrsAfDKO49H079cBeD+AtyBJ8/8hAP8ewEA3zf8WMQ2x/RhsElXZfl3t\nlGGD1GkYEZovXDVYUYWrHBqPnScVoNu2YATFGTmWIkyK1tTrnaEhTZPtlfNoe8rBNuqwAJ48C9iE\nNXj2KM4MJAThhZX8NF4tK9EvK7uPpRPXd0wCy4+a80BjXSe2VSF8oFM1PE9lGDCEQLPYdCJULSMl\nCGsGlYbSiOi1WnATNPuFk/rRJ+7KQjkaltIQZiXQygEShIrk89MzPixBOzfvQyx00G77hSR761B0\nyKmC055a8OgKn9UxSXfvK23LvI1nT53J9tNnLLv/ZXNSR0fM8Q3T52l03s+G50v/ODO+6lL7s+sq\n2fOhYUElhTOUp23V9uUlIWhKvap4a2hOnfkdPR4xA5LnS2U7aJpwMCZIVVGOocrotPFFcwJqKz7M\nrGEnHjvLYpNzhCGsSo4zVYI58K2W9QkXD6EkAMeHBXh1akW2NEQNJE4XHa4ji5111nhsPiJhIgrb\noQvNvAK7IUqu+kjabp6jmtMfPBfPoYvKG+Yg/cIrMLDza655/6WVv8Lgm5/ZsH1RFO1B4hCFjsO7\nAPw4knrA3w7gJQA+hSQb7WfiOL4sx/gtAB+P4/h++W4/gJ8D0AfgTwC8OY7j89d8AZtsXZJ217rW\nta51rWu3km1RLbY4jp/E1Stw3P18p1DRZvnuHBLk6cvKug7SJtt/SmuxzaWrpzJ8cUau1hTGLcBD\ntUCyQuYqKVzl8fNueHXXNfmepmEfIgtNgcS1qriK/F2EaZ5wtV6GrbqW4WUKuHLbLu1QYvj+9GJu\nL/qUcxJ6D73kZJbKXK6vZmjBDgmJlUrWFurJnNhpBOEykKVJHzy8LePAKD+kHxZ24Cp/R81rImXk\n2TW/WucqeWK2ExkDJPW4no+SqUiioiR7dhlyRETgyDxwMQ23DN9xQVa76xmCsSyoQG+vtZshmDkJ\nx5TLwOUUCWi1PBq2J11qr60JgtVMdH+mH+3D7pSfVVowpAswpKW314oOD47elVWvL7fWMZiyNHjc\nB6q+fhg5PJhftzDSLDD9TEI+Xx23+m/sx+lZYFk4OeQanRxfx9Gzt6fbrmZq2+WWoYkMIRYK9s5d\nfHgbZubtnVBFb9ql+np2zzUZQAvH6jPEY1R2GdqoytZsA2AhuAa8lhn1n5rH111tPFqznTyjaqpD\nVJX2l3u8HhP1x8YkRKXHzhNLPd22+6xyHUC+AKeK1GrNNaI+FeEPqmL+MoAr0lYa67kVYej1WtuP\nhypZQimGu9P+rQridmDR8/eUwK7n1CQXFuHWUKWO29oOmob9NYKw5fbcc9epg3Qd+9zC1g2xbZJp\niO0r4atD0zTOvgALeemgopkQWjg2QOMBeFKqcpo0k4SmmXJj+/KVipchpO99nsMCJINENqgHZHES\nGwHP26gE4RkVkqy3bWAargC3lU2kUEs85IW8CN8D+WGEhRXPU9JSI0q2BdIsp1YChA/fv5qRTFVs\nUAtrAjbo6XFpCysmnMlrZn9QAPF8bd1l+zEMw4yhJ0bMAVGeTqORhBWB5Pnh/VCRTHWg2L6O2GYx\ncSRWa0uZI3F+ZtWFzXgM5SA9LaFFzfDixFMs2mkGR+/CaJpRpwVstbwInZvTMxvrIGXK0WN92Qnp\n/NbbvkQG793eal/WEOVcsc0qYgrYM7t/X9JuANh9x4Xs+Q01gMJnSLPVTi164rJmj/Lz6Ihtz3OH\nKtSquj8kjnAe14l2YNbeh+UV78DRHlzx/KDQFmBjiWauhrw+DT9rUWc+ZVoYWJW5Oa6dhoXYgPyw\numa8auKJFtuuyDiq2b78Xp0ijoGayDK1y/qh3OOdOVIlCgV7v5TrmcfVqgRjBbcv9wAL7RtUauTt\nL8PAy68jxPaxv8LgWz4O3ITFaqMoegkSRshuJKG6FwO4DOAjAM7HcfyBaz5m10HaHFMH6dvgeUfk\n8LwdCQuNprFpcj51YFKyI19gVWzdSDQS8ERCwM+NWutIuUlKiNY0dOXw5KXAK6lSBzc9HgeaYhGu\npASt1fKlHLKU7t5tzvk4eDaZvDjxho6LTiQkM/ffv5rdA+V+5NWBUgE5zeBSMcGFFePxqFOifBRO\n5ofuX3VpvpljJWn8+/cZkka16NAx1PuikyxX7uWyHUNT2WkqCFguWy2zS7XV7BqUb6LIo6b+87qU\nIK6p9mtrPutNJRqA5H6SQ7VHUAitMdZXtr4ZPdaJrqnD0Grlp3xfgWV+HTq+7rINgSRN/9KEpejT\nlA92cNKcr3Pzvv+IBirpXtP22afKE1KSvtapUwszygBPVAb8u9aP4Df5bg42Jij3TvmKalouhP2l\n4rF6Lj2GJnqo+GveMQDvLJHPo5lfb4Hn/vAcipZzOFNnRHlMKmir2bHMYnsAnrBNR6cJkztQh0vH\nXch3o/JMvHY2bQd8X7EtLSTFPd+f/Lm1DtLP9WHg5f/wmvdf+thfY/CnVresfVthURR9I4C3Ianh\n9ikAv5v+/1cAvg7JlDyIJJvuZ1WQ8nmP3XWQNsf4YD64DXh23ROY+ZJpfSUNm2mxRK7+JlbMsVJk\nJwyr8XvVEWo0LNyj2RlEVFRt9/SMEX11cKi3kxCN2vma1f46N59fXwnwCFG4Egxrr+Up8KqKsIPx\n2578CPiVZVWOrQ4BYFD4WLBaZDsPS9/p+RSd0msJM39KMLXjM+OrjizLFf/ds6ZorETe2orXkQL8\nhKvtCutyaSaUlpKgaY0xJdLyeBouqAoKQkkArfc2XLGSK5pGrzpOpZIpSq/WljruoxbKHaz0ZWT6\npxa89pE6GIqSsf10fs+Mrzo1aSIlYVu1eDCQOF5Ou6lijh8dMkWZtPjx3GMDOHnAzx1Hx8yRD5Eb\nXZzQ9JnTUJum1KtjTWdjbJ+1VQv10opC3FcUpVy28xyY9WWMQhX3ZVjbxhe9k6Lq33oe2pQ8Q0SV\nNPxUlf20xJImoWiKvo5HfOf3SMi8IvImqmytiS9sT9iPDL0V4ZEnHWPUUSuK4wR0htIUWdIFMhex\nDQB/COCzyZ9b6yD9h//t+h2kn/7TLWvfVlha1uRdAGY3ynqLouhrANwH4CcBnIvjeDJvu9C6HKSu\nda1rXeta124pe34l7Q33u/msFMdxHiCbWRzHfwXgPQDeE0VRWAt5Q3tBDlIURV+FBDV8MYDLz1OQ\n7u+FLa0DX4Cve8bPCyteFI4rEb2zJCFXBTruhcHSo8cACMmV4arqPuNInJu7uAAAIABJREFUKJLC\nVeNa20jBY7ssbFbZCUylSMDErOjEzCMLhWjtoYw83QPsllWfriy5Sj8crO4AX7toj8gKPHLMOEgn\nDyw5Pkr2WUjkXM0f3gVUc1Ltdb+ZeV8IlYTXrD+Eb6VvTkX6sRfW1krF9tVVN8NCE88cxO5XnMmO\nkaVMCxpSawNjafvmpgZw5ohfrJVKXj+J+jgnDyz5Gl0pX+YBXEAhDbdloa9qH/b2JgcpFNazNmv4\ntNwytG6wYqGtvaO3py2xgrP3THpOHZGgvZVteHJxPT0PcpW5iQ4BFgpEYTsmJpPzEXEBkuvm9Z6f\nWHKClECCJhSLq9m2tOlZew6H4VPAVf+IfaTPYkNkIZjMoKHdKzBUZfTepQxZIpevfnzdhVWUwE6U\nTsVVe9v2XOiYoERkkoKnxywsOT6fJDGwH2g63mg7FHXjtRekH5ptezeU18e+qQZaPzx2s+1DeVmo\nX1Su+Z2GxyDH2NHj0RhuMwQLbfJ9PizirKcWk1xyACg27D1VtGsINpYyDKYFad04AUOhA0pXFgLU\nUF6e0rfuW4KNmWV47tQ/3wacWMfW2xZlsX05Gp2jKIq+Ivkzfi6KogjAi+I47qid8nzOlNo1h9ii\nKPpHAA4A+NcA/jmAf4BENCoG8AkkUg8zcRx/6JoOfJMboc0KgPuEn6M6GFr4UYnZyttR+JmTy8FJ\nIx9r6I37cnsVhQvVdmdgVaXr8GUFlPeQFzbLE4dU1V8gn1y+RyBvDSEqh4LhoKebnj9C20hJuyLh\nCRLfy4G2jMLwqqXDdk9ISEwnErZZwzDNpg8jqWoykEyE/O6RIHzTyAF9tYQGYFyiPEKvhjZUg0nD\nMKpRxHPXal4Ukxljc4/6Uh0kMc/MW5iA4dXVxroTWdTPfRULpSmhPNNvGtvWwYeiOCOQOJR8Zm8v\nSuitOoBn64mT9dCkcYl4LCD/firZva96F84cSDhGBw9vw7Nryb4kzCshGjAy+6Hj6x06UYAndM/M\neyV3ILnPWpSY24dhM9XpUSI3LXTkgOT6tASQnptOAPk7VXjuT175CyVXNxpJuRkAWdiw2bb3vCqC\nm5qFqWRrwJ7POrw6PuBFVDWkWxQHiW3ktaj2mm4P+PIoquOmukV6POUrzeQ4laPSjgK8EjjbW93n\nnUog4Y2SZK4JMw34igQq0PsF3KAQ289+IwZe9tXXvP/Sxz+Pwbd+asvat5UWRdGDSBykk1EUvQnA\nV8VxfOIFHfNaHKS0AT+FpPjcryOfDLUbSazvdwC8KY7jP3khDbxZTB0k9cE1Hh2+LHkZHBuV7ODL\n3IKsiAC8IX2B74N3vmjqhNE0UyMv2w1IBiitLQZ4QUXAk5xpISk1VPfWgRrwGVd5qrmAnwDDCUQF\n+lSxdzv8JMX55qykWmupAe5XR5JBBqTp5NJWTaknIqJihCrap6KB2f4Vz63i9ntHDUGi86goz0OT\nXlRSJ2USiicmjQivYpTTIpxJByQs75FXTkPVieksDR9fz1b2txetrtj5By84QUUiL+o05mXWnTm1\n7vhUg9WBtOFPZ4jJfpmY1Am8rddUwVVpW68t7/5yki2V/POrpG8iSCgUMtkI5YmpCjrtctuLw1Zy\nnB+2BfALmryFAeBJ07ShDQRk6azslwxVfVdVNFJrsW1UGkRFJXURtiNwDIEEYVLejpYJAjqFHfPG\nHlXpVsK2olDKV9IkFEXo1JEMTZGs5Uf7MMxah7KNOs5KRJ+BJdjkFRR7AH4hrI+H9s3TuEFZbG99\n6fU7SD/76S1r31ZaGtH67wDeBOAdAP5FHMdfeEHHvEYH6T0AxuM4/qPn2e6rAbwRwN/EcfzoC2ng\nzWJ8ML8dwMvke335NKNNSX0hORpIXkyO9S0Y4XBixRykVssy3TQTowUjA6uabUaUDFCcvEKumj7L\nVVc1WGlVpB2c7DXFWTNa8qwiWUxKiNbSIMsrfuAJia2AL+XAyb5W8/B9Xh0qInS39XqkQx0dnWQ1\ng0/1igA/GTUannzOlH+tCRaSyFm7i0jH6RlzDPfvMzL2XC2/5Mneal82matzpkVl1fqmjiZ98JKT\nLkstK1NCMrO0UR3Dg2N9TnOK7b7SMqRBU9lpYX/MfSBxstBqZU6ikvQLBe8QAsDgr09jd5ToNO1G\nKtMA4NLMksvkU+SRfaIp8jStuTY9m4/EHpZnNU/RPUwsUPK0OgqK/k58wOQEAI++At4x4lgxNeLl\nAcJFjGbvqUN7ZN7XMstCvTWfSs9jqdK2agGpcrtKNNB0cUZrIVmYAB5RC+UQ8opY6xiUl10G+HdK\ni4ErMRzwaDmPCWycFafXq/Xh8ha2Wg6qFHyvWcd/jRukpP0zX4+Bvn9wzfsvrf4NBt/2Z1vWvq2y\nKIreiiSK9W0A7gHwGwD+CADiOH7b9R73mjhIcRz/0Be53ecBnLquFnWta13rWte61rXrt79HHKTU\n3p/+/3UA/hRJZOvJF3rQF5zmH0XRnUiKyv3f6d8/COCpOI4/8UIbdzOZIkifgK0ywrpouvLJ4yBx\n9aL1kOrwq5M8fRHlJmg6a54eh65U82L2QEKSDLkzofgiV9qtlqX0Kkk01EoCEjhew4UnBKHgivSh\nSb8C+5AgHITTdYXJkMjJ8XXHuSEpmQgJ4FGcvBpZmuKsyuIahhmuGBGapn2lddYUkdKCtzwm4FPZ\nVYBQJRHY1mbT+roa/M7wkh6DPCvASOT9kvaunC1FaxTB4bZ3DvlitUS9AGA3Cf2PDWD03qXsPETS\naNsLln6vXJi9lfwac2UJq2bk7qE7M7VuTcW/vWj8q4lZX3NOBSJpRH80jLjaWHfaUgx/qe3oMS7V\nobRPp0US49m19ayfam0fbtMkAyYL5Aluji8aKhnqPmkIm49dXip+HRai0rCPhrkbsm8lCLUBCWKt\nzxnHJ+VTaq04DZWNCVJUkb7mdR+YFVK1oLKKjNHW4HmYPF9YGFbboSF2wHOedCzW8fA0/n/23j6+\nrrQsF74WyuuB9oSB7gQQMVDBSbYCQ4ucMk13QD1tB0sle9RzxAYylUmLHjUtteg257y8GIPWzDTH\n9z3apDAEUxD1zA4OgWkrX7ObGSLQ8L2TKgYi3+kOjvtNAIXpc/541r3u63722u0kk9Yps+/fr78m\nK+vjWc9a63nu57qv+7ptcV4ust1MaJYcx/QJ7hseHliLKotrFGL7vQy2/OjjV338zD99F1v/oHLV\n2nc1LYqiZgB/A1/u5DSAvc65FJGNVZxzHRykNwP4NsNYURT1OudGL3PY950xB6kM69DIIMYDU0iU\n5n0AmwHGH/ASfDwc8DFxdpA4E0Ni+IWUazCMzHH7/GblNLGgZXPKObLQCYgLng5v0wk8B8v5EJP7\nYm0R1kziLDFAM5xasxvQdVTLh4hxiQcWa0xzuNKEIkF9MNxjnQMZXEeObUB7fO022AEf8M8nFPQD\n4uyhuK/7acIOnaVZe5gJYdQrDHuQNJ24WK1wdVhbiLlLLS2qcwSo0nQmo8RrcXJCcvLIA8o7knMw\nefrEtN7n1nxroth95vDZ5BocMpM2y/0BtUKRItAp/cXk+U0ZqzQuFpZTSUKlxF3j90Pe5UxGCfO3\n96ojzCU8OFTDBZ3ZUZsgJ2uO2ifPi1X1k/56zzmM/5ifcltabPFjUVjnkGeakjYXog15jNKMLtjQ\noJD32YEK32/AhsOyWf3Ow/NJX3MWpowb7EDJteTcTC8QH405hSy4KK8LlxFipy2TqU1UKcJSFeTa\n9QqD5zfb++f+E+NFp/Rf/7b0Qr3Fqg/ZfNj/2nCQ1tmiKDoA4EvOufdFUbQLwLOccyOP6Jzr4CD9\nqnPurcG21zrn3vKITnydmbyYt8HrHgiRL+QGcYZHvs5AJsaKs0wyZWFHXp2Icdoqx795LE0yOIJJ\n/XK1hbjsQCcNAjzAsGO3A5Y/JPfE0vuC/nDpjXOw6NrEPTpph5wLdkpCQiln0chxrLbLPAterYsx\nF4NJuLsKW9AVOxBc5oIHQi4pIk5KV17JxfI3IJ3UyyRiJqffPalt4n0GKTONEYCwYry0lQnnu+70\nTk/XzWdtqQ4AqFQSx/Bj5JgAMLIB0j5GcUbGap1GcUrEJKtskOrGAXbiF/4VO0XiuISyDlyiRJyh\nfN4714AiXf3b1ElcXlwxiKAQ30+OKuLAIoT8frZTP8rf+dsYJkdo4piiZIxIihXn0zlII/dswflR\nnatYqTpt0pY2Mc+Ka89x/TW5LqDvMvMGWbaDUR3OAGQycwk6poQOipyPlc9ZsJQXiUl6PR0rYxqX\nBuEkGFYR5ySHn4rfsTmkZ/LWyxJk3iE7ddKtbbDjcihBAtQqkV8zkvbvPGXtDtIffvOqte96s/UQ\ninx+FEXNzrmLABBF0Y/AI5+PKQdJ7EMAboIiN4erCgO3QQeZDNJXTJxRIhN5CXbylcm0UkVq5ppc\niy0DOwkziZiJi1xfTfaXyYoRD7apeXLmFu2AxaUaAH//ArEXi0gQof49OpBkoU7AUlUbwMR2MSYO\nT8AOzqIWvDWnE1NxHoa4CtiinjxpcRYWh2sKe2eS+01Kc0D7NFNGUiuMQ1S+3piSwaVfh4k0KwgO\nT4iZjK0DJucbmFan93xxwaAwgO8XmYA4LDh+RB215cUVLIyeTe5B2nG+6J2trflWFDZriryEKweH\n7EQszsjApEo3cAaahAjvn9JrsBO0vLhi0C4uV8LFjQFLRC5OryRh39bsBmzvWEmuI1YsApmSOkbS\nN+KQZTLp5G1A36FSSR3kWzOacXcgdpQ7oH1zclS/gXJZv43xEytGjXtHfGxacWl29gp7Z5LMv+MD\nKwa5DZXquSAuT/CZjL7n2zsU4QJUUwiS7EDaR6haZ4iNHQH5LrtS9luEXeTIeNM3acsNbYqvuQQd\nM6WZGWh26b4xu+jkygLSpmYA/zF+b15Jf++g8UFI14WmeJxB7KTRuJwgqISSy7W5/tqmarqkAmtE\nvRnADbhG5tbIQVqTuOS/r0VRtM05N33lPYEoip4I4NlXSjQTe9wjapm3dwH4VBRFH4miaBrAeTxG\nnaOGNaxhDWtYw/7dzcVK2qv+d10qaY9HUXQmiqJfjKJoQ9oOURRloygahJco2vpwT7wutdiiKHo6\nPBr6OAATjzWCNlCrgyQLUU75ZPJpPWMxN+bqsBYRIzScnioWprMC/rpc6Z7DXNKmMJVZjOPwfF8c\nNuN7lGMPz1vCo/ydU6CZWC6ru9F5RbKYnMkVxAXZaWuypEkmfQqhuwSLqIWoVkiGFtSDi9Jy6Ghu\nztbPknYkukanD+H4jx4H4Ff2YVgQ8NvyFM6S8BgLIDLKx2ne9fhZgpKJMYJzqH9DalX7uaqm3Z8c\ntVpDSVuJU3IjdaQgO53bbP015vscmun2v5T9gm28byYhd4cilBIGA1TFPS10mMupUvXrh2ziACMt\nYsw3EgX5FigKdb60Yvqd09fTuHot0D5jfhTLAwjaOnjMCnEyEZolJOS8Ylx4l+UcMhkrLcGcJsCj\npYLKstgs8/DaA+0gsTAcLsah/jTB2jCMKveV9v7yPXKfMnDHVABW62Z0Su7rp4YUNR6dt+Mgy5MA\nlkNZgdVmEgQ+TIIRY+kBGctOQpEuIWAjPl5QuV5YbmgLrlGI7ch/xJZnrj5ANPOl72Hr0P9/1dp3\nNSzWP3odgF8HsBnA38NnsX0HwJPhh/+N8K/RoHPuMw/73OvkID0eQCe8b3Bfmrz397vJi/mmZwDv\n/ApJ79M+OdiPT3hKedQOSkC66vY51HcCZCBgbgorWB8Wkis5KZyoxnQVHrxkoOAYP0++gC28msaj\nYPVfmTzCkBnfL2uYsEMlkyFnGjEng4UMeQJnZ5MHLMByMroPqqNROKIZV4AtBixZTBKKGpi05RHS\nKq4vwZKBxSEoHF0xxU0B1BS7FW0h5jqwUnkncWqYy5Om7zMwqSGPrr0zSbtZlVqMie8AKWHTxvaj\nK4nuViajTnb3qZ04P3gWoW095TWYzuw+nrSf9bhCHSQJZ4lOEjvK901bjSvpR+Y/pYmOMtF735iG\n3nb1tmIhLuUxMqbOcz6v7xxnzrGDzJl3TERPHOdT3TgQl6ApQwtGs+PNz0u+vxzxaTi0yQ4BL2g4\nUUFCZfngm5fjDg23ojkmxJ+m0LPhAMaZkF37Fwx5O02sceTYBiyU/fsn5O8cvbNcmgOwySxirNLN\nCSJinNUbkr5D7TZANeH6pnWhxOGxDGxxXrHQWeIQWnLunrhNJVU1B+yCjDPafgTAJ/2PV9dBOrwR\nW575A6s+fuZLD2HrnctXrX1X26IoehG839oK4AnwU8knAHxoLaXQ1oOkfSOAM/Bz6iV4z22nc+5L\nj+jE15nJi/ksAG/abMnOQqTkD4uz29LKenDqd/jh8WqLHQkehGRVJQMXI0qM1szOWycqrUQKZ66J\nc1EgsvM5AKd6/M8sPMe11tKqs3N5htHJWtIqAHQHdco4FRiwTgfXgQqVd0MZBdBxuyeVM8Zq18Vp\ndchCheawivom6OTMKeZbcxtwIHa4Rh5Qh4EzkPomgXN32bRxVgIXki9gs9VYRVx+B9ShWC7NKCm8\nYzuWi+qsMAelu18nQJkMBbW5b1oFDcf3nU3Qn+MDqoKdyfjMMwBYKC0kzlw+cDwBAL29CboGwJ4j\nq+eW8heYu5Aoc3NtPUZi5BytvTtRuFnvkdPN2fEA/Lsp2xgRLJdt9iCjVuwgpZW6YNkCQXZYpgCw\nqCV/J4BVnmekhSU/Omihcyd9g+wMstAhlxFhCREms3O2GeDfPS69wigvl/tgx5SdOUakpS9YVkB4\nR/smLWdQHIk26PcgCxDmSqY58YAfc3vpfDI2DqeMD5z4wgrbnJzC2XKAOnGSRXwnIU98XO9mHbNz\nsAuyz+IalRp5jDpI623r4SC9C8A4gPc551wURS8H8EvOuZ51aN91Y6yDtJG2z8HL0AO1ZStkcuMa\nTYw8MSmRtUokvZYz5PL0UbIWEWdypaWkhqEydoYup7HChTc5JMbbeeBkY4SpOWXwvb1X9XY4eyyt\nptlcQCLlDC/OdJF+4kwiMUZilmCzZWQ7p7uXSrVhEXbIDg1rGQOeIAcma0MM3GbAOo8ymI/c1Ypl\nKqbKWkScFcahMCBOs8/4q5wfnTHhLE6vZ9RKMtqEuF0qeSdVzsHPQO6L69QdOqU6SIMP7EycMi6g\nK3Zg/0LiFLMyd3Feid4TxVoV7Lk5PU9h/0ISbrl/Sif5EQptcfkTMS550nV0JUFGQo0rdky4HeJo\ncVmNNH0qDrHyAiCb1UWDdGn/NpsUwIsKPl8nISLD5JQBtWVu2FmR7+EgvdeswcYaYiIrwLIdnLXF\nKfWsu5ZW4iOsK8goX5oVjvjCyEB6xliIesvvc9A0fl745WmhxItLDvuzXANnrvLikRe9iNsjz5Sz\n8Pqpz6RdgA+3fRfA2/yvV9dBOvREbPmRNThIX34IW49/66q172pbFEUfBJB3zj0YbG8C8G7n3E+v\n5nzrkcX2Iefce+WXWIPgh9fhvA1rWMMa1rCGNWy1dukScCla23HXt70UQFqNlf8AG6x5WLYeDtJK\nyrZvyQ9RFO12zp1eh+tcF/bTG4D5FYWLuVI06yANzgOIVyTD24BSvOKQyMftsNWzBb7fN50u/shV\nsnm1KMhOcxOQIWhaVkHMXRqt2pBBLyFEgNV0WQQwQYiVrCDLUNg/vxloDoioFVgU6iLB/glPiFbw\nt+6hEADpFSWcJ0oVvrFN0ZXitOVOCULAIQNWLWYYXmB1LvBZqdgisMy/QHzPgqicGV1IVo0tVeAi\npU/LPiNj6QRr5pLIMx8fWEjaWiopH+VkIMXKvB0AON63gItVj8p0blP+0PjAArpPeaTowM1nNRw4\n3I3jWzxHRvadGltAV8kvJO+etGErJVWvJH2zXJpR0u7U/QmqJYjFrsKmJL393Oe7cb7PXw+VSoJ8\nHGzRe2O0S5Cu7oMbEoRunNCG3s1Kni4cXVHdnsmV5DklqO08Eq4MizZWRlWba3lxJUF0puaB3qz2\nc4hqniA0h+viMR+Q+UiVioZv5f7KZf3+O8o2dMxp/NIPp3usFhXgnz0Lp8r3vLioiA+jgFOw37zc\nn3wDJ4i3w2Kos/M2lHdH/E5uzLYmYWIZExarNmwFarPcF6vudw9ZjpHsy7UVGZnmkB2PgzL2pYXB\n+J65ttsEgByNk3L9UTovcwoFwZ0dUqSIuU5yXcCPd3+Ga2SXHPDQGpydS9dlFhuiKHo+/ZqNouhp\n9PsPwKtrf2XV512HENvb4ZUjLsabmgE8AwkXDa90zm15RBe5cht+HcAReI3GTwH4Defcxy6z/0sB\n3AHgJwD8E4A/cM69PdjnFwG8Cb727N8D+B3n3L2XOWcSYvsO9AMswxKsmYfEsL5k18hHxvFv5v50\nQQeHKWgWBQ9elYolKQIWogZ08O2b1DbNoX4xXbk2l2dgwjYTpTmEJsYDK0PYaQKOgB3whXPBZQXy\nFK5IK0AbqkhfjhdV6LGEUnbm5Nl1BuJ6XM4DsKVN+BqhojMXNBVjrSRp5+BddpIV7krhiIaAtnf4\nCQnwzpA4TqIsXalY4jaHWJhzI04b86zEuO8G72rF8T7fptt7SfSytxfLA55XdHKUSoOcOpTcWOJ4\nzXRjfOd4cn4J3x3YO2PKdXAWm/BQJIPuwpwNEXLx1nYKebDgH78vgA/pCRl795iGsysVy+ES54uJ\n/NmsXlO28fUODeu5941piOf2Xn02pZItGSIm3yU75KwKHRZ3Zf6SmDiDHMYLOYhc3Dbk9jAx+3xx\nIWkHvwt8HHP8SlXlHrHQKWeJcahxNMWhKfTUOn71skE5iYC5lVPztSHsuaqOo71BRjGLsfPYzeM1\n3yOQrvgN2MSc3iZb5HbjBuDOOPJ7VUNsv/54bHnG6lV8Zr5yCVv/13frti+Koh0Afhs+Vf7p8PP7\nPfHffhDAH8AXi90M4F8AvB9+7vzaZdr8GvjIowMgsNd3nHNPfLjtjqLoUnw86Bxs34b3C+56uOcE\n1gdBugne8ZZGVeJ/8vtVdUnj2m93wId4PwrgEIAzURT9eFodliiKngUvifanAF4F4GcBvCWKoq86\n5/423udmAO8E8AYA7wXwKwDeHUXRC51zKUwYtQcB7IR1LuTDr0ARidl5HRx49cEVq1lpm3kN52hF\nxHXPxFFII2mzcQoxr8YyULJigTJTOAtDrlGBTkZ3T+rK9wvBil6sSMdlaeUpAm0sJZCna6OqjhFP\n7JwCLW06CaAzbqyp/8Tcg2nLywL8ACsDXDYLHMorWVgmMRbXK84DLUGa9OCYDs678huSNPN8Htgk\n6GBRJ8VcTif8+6dqnRTOGKpUlAN1gQjFGw92J+nzF6sLCVrD5TRk512FG1He58e7+6b1fFPzQPeM\nzyrrLn8u4R5toplBnLDxgYXk2h7h8fd4CKPJtW/vBTbmvINRuOE4BuNsObm/wnPGEyf2wpyXBQC8\nWrT8XCpZzpdM0FKLbWs2oxwvcvCYS9ZBE2c7asn94wMLyd9P99hMNxHp3FrYiR1Dvj925ZVs35UH\nypRFCVjB0vNF7SfmrsxRRmTvHk3X5wQHcWiYy8dCrMWq7r9vDFgiYjUQV48nEr9sZ44fn7tSUURS\nMjZbgMQRvlhN5wm2U4Ycyw0AtvyNtJ/RaPmes1lgB5HM5TvuGyOHIx4fmpuAWeIxibPE3B/O1GV+\nJmi8TBOyBO2bgTqpL5qktsJWMAC8w5SnskVM9JYxf65qnawPpsVbri/bAA9+vBU67Is9Ed4f+H8A\nfBo+xf5P4OujvfgK5/0XAD+OtfsNz46PnY+vdZH+9m8AFteSXb8eCNLLnXPvC7ZlxDmJomiXc+7M\nI7rI5a8/DeDvnHO/Ff8ewVfz/RPn3LGU/f8IwC3OuefTtr8A8CTn3Mvj398F4InOub20z0cAfMI5\n92t12rEFwPmXwj/lNnJ05GMZOaYaJXOwhSTFxBm5HbZGmgxGvTSQsMR/SKAO6zGxfhKruzLCJecE\nLGGbHTUurcAEViGIF+jnkEAK+IGkk1aYLCXAP3NtNxlwr0RwZqSASz8wlF84ouEbCRFwmjJPrLwP\nXzOt5lpxXleY2azVM2I0idEYqTdm9IooDCaWy1l0SjSHAK2Zxs5BQhbv10mdM6yYvDtBmXVcWFec\nt40tmrbdmteMQr7HvjFNd+aMMM7Uk/85/Z6RsVv3KHJzZnDGoCecOQdY5CST0fCYtAGwaFhXvrZe\n29a8ojxc346LNHfl1WlghPPWPd55ApAUzWXngaUseOKXYwHfv4Iac0o7h5wEpWTNJA7BduVVykLO\ny8gUP88T04rsFKfTkaq0DFBGZYrzNjONkWJGssI6dW2w6Euenr88u5DcnYb+pCWQ5JvSEZ2wkDdg\n5QE43MYSCDwW8xjIK21OpGkL9pft4b5y7te+AtjzHgBXG0H6tR/Elh9ePQdp5qsOW//0ew+rfTFq\nkyBIdfZ5EYC/A9BaTx8xRpCOO+eesuoGX2VbLwTpfcG2PwZwGwBcZefo8fBQ36BsizPp3g/gJXUO\n2wYP+7GdAXCcfn8JPCoV7vPzj6jBDWtYwxrWsIZdbXOXALcGkvb6K2nfAI8GPXiF/TZGUfRFeLHp\nGQCFK0Vr6lkURc8F8DJ4n9XEGZ1zb1rNudbDQToYRdGfOOeW4zon/xPAqxE7SFfZMvAErG8E278B\n4MY6xzytzv5NURT9kHPuXy+zz9NwBbv1ecB3F3RVk4HikG0DKwrPQldJZVAav5yHwmCsgxTG7BMi\nJHR1xwgBa4twKA30MyM3zHHYJJBy/D8Xl2Q+zuy8XSkJjM0kZ15FCxmb0++5EGZzkxIlOZWZFacF\nvWqm47j6dq5iUTRBLe6fsmRPaZs8C+aX8HV4lckK2xISyRHP4lBeU8wvVi2KIuGM5fJCcs+szyJ8\nm6l5XblvylCh3N5WoLKUnEOI3myJBk9pBSNxiAu5Tpzfp2sAeVebOc2WAAAgAElEQVSWi2eT0FW5\nrPi/ICeFnpWEjH1+1KpgS924YcwkGkHZLLD1PQMAgPEf60/QruWY6F04omgOc4YGJoGJuG+Yn8U6\nT/JOjx/RcOeu3lbkYiSoNauhzVxOz/P6ISvQCXiJAUHVpurICgwOKRrC70TfJNBfOZtcB/BEfOYU\nyfs0Oq/vGatqdw/VanM1w4aOOBTF1xZSMmtZCeJXKllkV/qghe69rUkRNhahNWr9VbsN8LwkQT3D\nSvfti3rN5BuM/7YIy0FKwvQVRZNG522dvKQOJfEBBclmUnUmA7QTd0pel+YmHRsu0lgs428eioCN\n0vmY7zkFHY8ZWWKEiBF8GUfboOMuh1LnADz5Pbg2tuYstvVzkKIo+iEAfwjgnc655cvsegHAfviw\n3JPgOU4PRFGUdc59dZXXvB2eC18B8HXYUJ2D5xU/bFsPB2kSwKFYf+AkgL/EtXGOHpX2xs8AT/tB\nQCrhPQfAL7YAL9noBwSOgctgWIEtyggAbSUNM7GadBuR/gAb/uLYf+KwUNw8LSOEB4QJqho+Oml1\nPQBbBV7aAvi2cQkQmdhvzepAzOE/Vv9lsnOapkgbdGBv37+QOEs8cMsg2l7VQY+zhzj8VCQ+BBdE\nFWMu0eC8Quhc+JONCaf98fnOl1bMfTPBllWT5R47MrXFhbl0CROfj/dpRhsXp+Vw1gSV2xid9M+z\nd4+WAJEsLdlHuESZjJ6DQ3LLiyvJNeRnQJWtWQixXAYyr+gHEE9ysTPHYc2Rz/vyI32T40mW4/gR\n5f7kcpSlWAR25WHs/imdQI/3Kd/nfEnFK5l8ziFKDo+Kk78JGu7Kb04PzR7oobDdvC11I/vK+e4g\nIv0SKX2fKa4ki4Md0OcrnLeuoysmTCvtYGc536ROOaDb5XoXKRS1SGFfdpaYVM0hKnm/OYw/Ed8v\n4L+/XnIYc/Qdc+kS2S7v2fiJleQb4FBlqarOTQa1fQrY0JyE7HJQh4WdNDZ2kHlBxItDqWRwivSn\nyrAlSNJKQzG/kx0n1p7rAPBlADsnzaG4O725626+FNvlnZ2/+Azwrs/abQ9+Z32uHxO2/xreKUml\npYjFhWYTFltMZ5kFcADA/73KS/cD+D3n3B+t8rhUe8QOknPu16IoysCHoF7tnPt4FEWrEmN6BFYB\n8BCApwbbnwrvPabZ1+vsX43Ro8vtU++ciXUCyHwPeC418DOL/l8YO58l5+V34+3iFJWqlrBdoe2n\nSBafeQNSMmLfpE64LfS/OCkTVSu/L05bYe9MQmBm6X92vATNYkdvEZ7EDPhBXQatsOYb4Ad+zvwp\nz2t/8CpdftwBqmpOg7xMOofnVYiTHSF2ejjt9iDJCfS36L77xnT/Ak344sD1Tes95HI6WXLmTyLb\n0KODcj85GvdN21R8QQLKZX2OGUJPBEGcoO2ZjGamsfih4YSVFUU5FHNlzhw+S7yelQRxONSvqEso\n1ggALdM2O4vrogma2ZXX9t9xRJ3Azm2qyC3OQBZIstjupX0Hh1T2oFLxqtgAkKucTThQjPJwfTJx\nFItFbUd+G6Ek88pPEqSrrcmmaDNJX5TFz4wuJIKUch+Af9aCwKXVzns9IU9tTeo8FHLADhIkVWKz\nyg1Im8tlW9uN65tlSTpBtieE9M06UU/Na7/fN13L1wP8fYdlPdghm53XcaML6qRwEsdiSuYagAQt\nG5zX8YZ5h7nAAUmQ9qouYhIx0jGL1oB+DssZAb7P5NutEGczkd+AInTlso5TGeiCcbGqSFAHbB26\nmj6AHdulnx5H16nAzwtvw6PDfvl5/h/bzNeAF42m7/9wjZyjZwL46SugRzXmnPteFEWfgMcXVmtP\njq+9LrZqknYcRjuS8qcfg2eLz8IrWXak7LPuVoek/U/wJO0/Ttn/D+FJ2i+gbe8EcENA0n6Cc+7n\naZ/7AXzqSiTtZwH4Zdp+DvpRtsEqw4YDE5BeeLUI1T7idFdWqGVom5EOVoLlMFfa9lmkoyRMduTQ\nUhppkrPiKnQPvNKS/igEDpdMCFtzG5J6Yn3TuurrJQJ1Pp7c+sYsMZuzacShGayqE9VMyIw4aqzc\nPDikk+/ioh0MmfwqfcZhPLnvfgqPMtmWCcUcopi4ZwvODHr0RJyf5cUVQyxmMjOnmMvP7Hgm+k6T\n6U5dNqtOxaaMojv5vK35BliSLhOzW3OtlGt/IzB3Ifk5yUwbs7ILgA+JSRjx7klVsx4/oehPpVKb\nRg8oWXt5cSWRGDhfWjGIChPp01LjWUOKQ1espM4EZkYhw3IlQHq2XVjcWS4TKmKLcVafnINlAwD7\nzrJSNicfAL6fZbGyVIEJffI9pqnPc0IHO/byDDjcyQ5XqKQdEpsZ8eH+KMJnvUpb5f1kZX6ufyiL\njjnY8VAsrHsojo6sd4rQcWACVmspCXfDFrftCJwi0HGcRbwES2aX7SehYbpN8Cvsa6Gk/dHXAlue\nvvrjZ74GvPgtANZI0ibnaDOAl62p/lkUPQ4+CPNe51yar3G5Y98K4GPOuROrvW7q+dbgID0BnkT1\nl6ifirfHOfdTj7BtD7c9vwQvPXYQmub/CwDanHMXoyh6M4Afds69Jt7/WQA+A5/mfxeAnwEwDODl\nzrn3x/u8BMCH4YGd98L7PL8DYEs94hjrIL06yIpgiXz5uLj4Ia84QuQntEXYoq6y0jo8rx9iCYrw\n1MsYE3j5dihqxahQcxNMuAKIOQN5/ZnroYlxXaNhQmvyNOhIB2agzg3rI4WZY9LusEQCYOX+AVu+\nJQ3+5hCLTLgHjq4kbRrek143js8N1JY94TADYAf2tMKl0sZwf5nc7p9SZ68dPusN8NwZ0Qs6U1wx\njo44DYIscdV7wMoUHKQJUJwyDg2KI3HLUK04J2CzpbZ3qJPFThSg3BhuA5fsEEStrU3bemHO1iyT\n83FWF4dmw0K/gF0MDFLomJ3ENA0j3s7vJNfo4/tjuQkucyKoV6WifTA4ZBc3LP4IeIdWnIp7aVoY\nHKrvfHM9RMB/Z/JcQlFZ/k7EiTu4zdZlk3uS74Qz5bhQdqhFxMbOBGAzUZl3CNixkekC0u9CJ7gd\n6WWE2qH9t2/ScolC9Doses2osdwX17prQ7qGnaxb+D64lFMWtn/EJuK/xZ/hVXWQ/m4/8MIrMmZr\n7RNfB/7TXQDq6yBtgEd2Ing/4DCADwH4JoCvwUcRbwKwB3YI/qZz7rvxOd4O4CvOuUL8+3+HD7F9\nHp7UfRTA3rgNQf7p5S2Kot+N2/Re+Hn+u/x359yfrOZ8qw6xOee+HUXR68PU/qCR0/X+tt7mnPur\nOMT3Jvgw2CcB7HLOiQ7C0+ChPtn/i1EU/Rx81tpvwoeKf1Wco3ifj0RR9Cp40as/APAPAH5+raz6\nhjWsYQ1rWMOulV1ya+NbP4xjXgTvELn4n2R7vx1e/+gV8XYRio7i318GBfWeCU+NEXsyfA3gpwH4\nZwDnAbxktc5RbL0AluHZLp3B3xy8LtPDtkesg9Qwb6GSNiNBDPXKz4XNtip3qMy8hHSkZXTeFktk\nkTQuySH7sK6SGMv0M1LVS+GCcDUmxh6ivL0d0JUvr6oAS+SU9jMiwQrcYu3Q1SKjZAxd84qaUQEp\nEtkVnCNPK9IQnufslyKAj/f4n6VgJ1DLNwjb0Q4NFx0fWDHnln0ZZQiL+gqywNlWXFy2ngJ3msYO\nV2cP9Y9CY0L0poyGwgT566XQYiaDJHMNrziAhdsO1By36yMO+OONST/IuaW0yXLxbLJvJpNeVX5r\nvtWH7QCM7ztrynMAtsBuV16RMUboOBOKVZ852UFCNixoWqlYUq/06eik9mUY2hTjYroclkpLFpB2\nAfa7k/titGMRyqHikDLfb1o/MreNM2X53RucTxdPlHe5/egKTlH7WMhSkDtuE6OovSnIWAb6reW3\nWSSIuUn8nACbacZh/IPbgN3yrqJWuw2w55LvsrnJ9g2jQ9If4bggY6ig73nouPVuAK+Mf24BlYyB\nrURwrUJs979m7QjSdl9T4rosVrvetioHKYqiH3XO/dMq9n+Gc27V9U+uR5MX803PAL5Md7wIW4dI\n4uE8V2WhAwHL0oszxVlsbEXYNNS068igzpyBerL9zE1g+F72ZVFJFp5kh6sdVjSOs9vC6/FxgJLM\n757UwbdYtMTQUDBvdD4dmgdsmFMcNQkdATazKlHEfmCnEf/jkgzMs+AQmrRHJofePeliia1ZFW7k\n0CtPWFyrTXglE0WYDDQpwwFYYrPwm0ICMWAr2re0qNikZKKJSdhRDj4zupDKi2IHju+x+6C2b/CB\nnVgunjXn33hQ669x+0bGrIiiXGffpJYBac0ReZqI6izKmPC6HtiJM4f12uK8CMcqT6ElDqsNziNx\nCLa+Z8Q4gRJq4pASc9HSJuLCEeCn4uP4O+4lx176gYUzAf0+WNZgdh6JOvmBvZefv5jA3BEIT4pj\nlZatymKPYRkRTrbgrDh55wam9TxcE46z3NJC+p0Ujs9C69RJCaAKrGQIi+gK2f6WIR0LuK5kntom\nY1ZYKoUrGaQ9x5OgDOP4f15cspPFopL8cxs8rPJF/2vDQboObLUO0jfgneW31Kt1FkXRkwD8EoDf\nAjC62pjf9WryYt4G4PFIr3XEAwxnpnXBrkoAq+4MWO2NesgOF1ZNU4blQYyvzasxJi7LACArwXLZ\nlgzhlTejKzxBhzylRSiqdXqP/TvzQJi7xJlJ4mjJfeXJkbt1j+W8SOo2TzDSP4CdxATV4BX+LDRl\nfnlxJdmnOA2MxJyg9lgXhhErlj1gxeH2oL9kn5C4DNTWjONJLA0JYgdaCrbeMgSce0Cz2NipkOfF\nfJlSyWZLyTZ2KtlMTbiY/7Tj6Ip5D3nFDvh7SjKT5pBKlF+qKGJ2Yto+A7kua0sJaXqQ7qVYtPcg\n3DnhOfE1AEsG5+9OnjPabsT4Pu9whSrycq/SJs7ezAck/bS6ZpwUcLlEC8BP8MJHK+xfMI4CYNFI\nwKLX3Ca5R36V0hYao5TxGipzix2k75JRoXr1Epmrw4uOtAUIL6zSMmwBfQYtLaTuPlnLl2qmrLl2\naD/xuDJybAN2iPp8k+VAJfdC7eRxnr955ikxeraMJPZ0VR2kqW7gpjAP+2HYJ78BdPj1y3XpIEVR\ndNfl/u6c27+q863SQdoE4PfgRZ2+Ax8r/Gr885Ph38mfgCdv/f7leErfb8YhtmdBPwrO8JLfAZt1\nxsTFtFAaEylLVfvB8UCaVraDB06xk9APvp0yyXLU1nuP6IqZnRvOyBMHqmOzpnyH8DejBICf7NkR\nStOcCe+FibJFcnSAWuKlIATSXsD3AYcfpf+GaRCWgY4LdRb2L5iwFa+IZdJjR47vldEkeXZhoV65\nx+Ge2nTtclmRszAEkhb2YQ0jLrx76JSiDVyUlLOvJGwyckwRLs5cEyFJ5PPoeo4fPceP2PIdjMYw\nesYOn7STM7U4Y4xDVLLPoZnuBGrhVHt+b3jFHxK6AU9Cl5TztEw+JndzgddCD1Qks6So3d2T6qSI\nY8uLh/49iuaFyRhsofPIyG6IMHHygTzH23u17mGevikuSryL6gqyJAg7UfKdiIP6+qH0rDTALsLS\nHMJcU63jx0R6QN9PRmA4bA3YLFu5hhiHC7n9Ybmi8BwcPgXSkR4erkLkPlyXVKDfJmvLMYLPGcjF\nqif9ftj/elUdpNKvrN1Byr0DwPXrIE0Emx4P4Cfhyd8fdM7la4+qb6siaTvnlgAcjqLo9wD8HHyI\ntRXAE+Dfi3cAOOOc++xqztuwhjWsYQ1rWMPWx64iSftRbc65GkpdLBvwZwD+cbXna5C018m4WO0N\nUKTlVLCaTCsGy7oeLDAYFpEELJ+GS2hwCZJhQi1eHW/vgF0dccydJQaYQLlvWrcDdtUWIiNMsGTj\n4puAJVpzCjevEAHLVRK04+5Ju/IFrBZUSMJkEbo0vRJBa0rV+kV/OYWcifShOF02i0RU8HjfQnLt\nPJGcGfbvoO2lkqoOC4JT6NHQEadX33EE2JjzqNByacYQlMO+5m1st9Kz6z64IQldcRiSEYs0Hhaj\ncheriqjgtkLC22nNaehQQp+sdzM7r23tPqgcKS4SuwnKxZJtvRSaHbxLrwFYYntSZqMFRsE6tAM9\nNkwnGlwhIZ65LnIeJtqz/tcwvbNig8c2mDAhh3MBK0DJBOs8kbvPATjVo/ca6nEBGk7cPaYIx600\nDgE2/MVomxgni8gzZwIzf19cZicDW9AW8P0hbZ6bs8idoNen9uj7dN+0Ug5ETC9fB6VmFEiuHxrv\nk6ZJNVrV+2rfbMeFPI1b0k1pmm6kLWsUuBnJqgB41TOA/+E5qlcVQfrQLwMvqKcVcxn71CLwsr8A\ncJ0iSPUsiqIbAXzYObcqdaiGg7ROxiTtma+kV4oGfC4j4DMemI/EmWmAjbnzRx9+7Axtc0ZLGJ6Z\nhYWR2cniEEAI+wPp2R4cww+zQMQCCZzEWBFZBsjwHuVY5hixNlOaWGLoDDDcznwDJh0DPlQkjtru\nMb02h74AranUTzwLHoPEkWD+0N2T2pelqmYjsRjiiWmbpSRtTnOm8006ATKHB1AFaFbDFuJ7GEaS\nPgCgGWN9WmtN1LUP9dvwlPCRlioafjpTXDEilZxRJftIXy9VbDhRjuOMrPumbQhQnCtxkDgzr63N\nlhFhPhqHK+XdSCMtl8vap8WiDRGxVhKHHUMhS+b9hRo4neQwiKPO7RPtq5OjMI61LBryATdQ3pXB\nsdpkAe5/XkDJ3wAfQpRyL+M7x5NvkL9Xee3ZoeykRVs4ZnFIToxDX2IsQhmqe/M4yaFXuT8ujyQW\ncjU5DMYJJfI787mYoyQO2Z2BeC1/uzJm8tjKYwwvAll7iTMoz+LakLQbDpK1KIpeDuDtzrnmK+7M\nxzUcpPUxVtK+ibaHyrLisLwZVIwS6QOMGGd+VKD8IVbp5lR7HghkEGMHikUjATuAMd+IRdzkXJxi\nnMZB4HtguhCXAxFjEcWQGHtgv6ICYptgyaOAVSQ/B0s0lT5rgzplrFbMEwYTLHkC4qw+aSNPrsy3\nEYmB3hQehhinz4t1D2/BjjgjibeLtbTYLCtR+s3l1Hm4f0r36R72CBPmLiSODt/v4qKiIeykfuxI\nrdgkCwUO3qXp9+cHz9YIRwKWV8Sk3q15zUDjmlsyKY48eAgHbvDFdBm5Y0eSSeahLAbgnQ4uASPv\n+MSxDeiizD/ACi7eSlmHg2MwoqHMoUrjoDFZOU9omDiVzE3iDE9Anxc7/cL34ufGStXM62OCej0e\nE4tUMhrK6vlcTkNMUCAWAR2segcC8Pcv7ztnl3JGICuZiwPKiQBcKJc5iLfusfXmAMs7YoSGnTNe\nPPKCi1Eg5oaKsRgtL0z6g3awpEp4vgx0MbJ7ksZdKFG+DcCWa4QgfeC/rN1B+pm/BHCdOkhRFN0Z\nbgLwdHhK0Nudc/9tVedrOEjrY0zSfjH0o+APlSXty7CZZCx1L8aSAFzgdZRQF/4G+NgQvQkzV+R8\n+bwOsiehgySTLcVY02eC2hdCymmrQl5FyYDGZNYwg45XYBwS44ERsMUvuUzE6KQ6aKfpOhXUZsFw\nxe1w4GyvMyGIgyGZXCem0xHB0NgZbSdEgmt6yb1ySrhMdD81ZOtasckEKNlZxWlNl27t3Ynzg2eT\nczORl4vephV1FQv1mEIlaCDQSpLyI7B146TvGE26sU0nYsBOqOzMAdZhZDSH75fJ/Pm8InNCwD/e\nt2CKqco7NBgQ1VmpmkNbYqxILba9Q98LXgR05fUe2YEv0PsdhknlGowsN5ODzG2R84o1N6WjcgOT\ndhEg35eMK0wy5gwv/s4rUEchDNGFkh5L0OfCDlKoWi5j4B1HtJ94AcWZnIK6dQ/ZOnBpmW5yXBhe\nlf7PQcenw1UdO3lcZmoD62RxOJ6Li/M4xQvkLK6Nkvb7fxF4/qqwEm+fvgj8rK9kdr06SB8KNl0C\ncBHABwHc5Zz73mrO94iL1TasYQ1rWMMa1rBHjz2GSdovW8/zrdlBiuupvNU5V7rizo8hCxfeWSiy\nEwojSrhtAho2kdDRK2m/DAihqVqomVeMnFoaarTPEodi0zyFNsZ01VWg8zHSIyunZujqKQdbnJGN\ni0qGOZVlKAehVNJzn5hWKLwdpO5ctaRJ0cQRrZIO6Ip6qaor6vw2vXalYpWv24KVYKVi+1RCHn2T\nQGe8Ot6V34Beqq8lYSexFhB/pMmGs9Jqj2Uyel8DQTgB8H3RQZou+fi+TveoYOJ90wuJ4nHh6EqC\n3PTF4bo5AHl5EUbPmhR36fddeQ0/HdxWS/rv3awhuzODM0mYa3FxxfB2RE4AcxcS5IiFJfl8LAL5\nMQp9Cr/p/ilFgOaqQHfW32/LlIZdWVBTkLOORdU5OtSvZOtKRcMfx/sWkvNKGCybVZRKjhGTd2uY\n0DMOL4u1tSnf6sDRlZpvR+6RLUy3OTTcih1xaLkdil4dDMLSMkagZJFbwKNEEhbMZBSh6dym4aL8\nZkUKywAW4+vIN1CGVfcWMO7ODDDRryFAecfvnrTSHqLDxd+IIHgHt+m7MDetYwgnTwwOkQo+K3PH\nf19cVPHNHKwat6BEJ0E8RkLfpXrB6T3A0qTeXweRzOXRsjZbuWqTPgBbn62tCehKSYgoAjgVP7++\naa9/cy3s0iX/by3HfT9YFEXNAG6Mf71ApcdWd561htiiKHo3gJcDWIBXT3/7Y0U1O80E2rwBXnRB\nLA3qle0cm07T4UgLn7XBhp+YCJlW7FUGulJJB9ZQ30MGtNcP6c/3T2lIiTM00opUssbSBGzIIOQY\n3XHEZigxQZwnXD6Oyw2IyjFn0InNIr0wJZeVyKK27AQrhE/A6iPJoM0kXc7EE04Jk4WZr9IZCOeJ\ns3F834zJWJQwlzgGLKg4MqbXCXlbLIIXTtrdZ7txZp+qVssE2UshR85m6iJvVibzre8ZwMJt/cl2\nuccCPcdETBHAQmnBaAexMCLgnYCCOAGbge6ZQwCAM7uPJ33GmWSZTC1Jm8X87iXe1EJ5JbnO6KS+\ny8w7E2d1e4cP8QE2zBSW72DdHJ5oWb1bjuOQo7Sjb1rf2VIpPTONnVJOghAbfGAnCjf78GjIswsV\n8Vksk4uxcjho5J4tODPop+rFRauDJufipAbWYOP3hXXcZJwrATUK1uWyDTnxeMPjF/elCDRyyD+5\nbtUSvdNI2JzowaU+wtAlgn04PDZH52DxSk7AEGtu0ja3wRLYZezuAvARXBsdpHtfCTyvXpz/MvaZ\nCnDLuwFcvyG2DQD+XwCvBvC4ePNDAP4cwG845761qvM9Eg5S7KV1A3gN/DfyfgBvBfA3Urn3sWLy\nYh7eAPz5iiU88gfKHCTOogjTVrOgFRUNnHOwJO20TBIebHjlLgMCZ4ZxvSHORqvQz2kkR8ASLMU4\nK24HtYOVttnxYwdEBvlz0NXi4LwdpFjsEPH55R5Dsjs7NJyOyym+gHdE9onzQI4G8yKYOMyZTsx5\nSFPPPtCjTg+nw+/Yv5Dc46vngY8H2WYsinmxCgzGWUdn9o0b54uzqEKRxExGydGF/Qup3LCRe7ag\nK0acuK4d9w3XQBMzJVRyrUnmXPfwlqR8CfODhDOysUWdn+0dwMa81mgTB6jQo8ftm7SkdLm2nI9V\ntZlb09q7E5i6H4BHO8TRuTeenDfmLDE+jfTNqAarNHM2H2fWSf9UKulq5yGvjOU/ACvnwJwWKbUC\n2MzFXE4dVnk3R8bsQmmEOFfS5sGh9PJBLIpapH5IS1Rgfl5Yvy785vkafI/sTPF1WMpD0Ks8/Z25\nkGHJIxlb2gKHCrCq1r2b7eIqTcCVx0B2AqVNbbAE9zz1Oz9+Pscyro2S9mPYQRoB8LMA/huA++PN\nHfBFav/WOfe6VZ1vvUja8YO5DcBr4d+DUwD+1Dn3D+tygUe5camRp8GWDpEP6uM9qvRcgg78/EEx\nRCzvdy8hICwbEOpxMGQvg4yQIwfHbMkTsXboQJyBDgKLqFXh5oGJHROWDRit2vsKBz1GoM7Bqlqn\nFa7Mb7ZFfXmAljaxPkmajgwTW5kcyxOvTFY5WkHmyamsl/UkVixa5IGLmIrx5NtZ536ZcMoTXQet\nfJnkzKRqTlsHbH24kWMbgI7tAICF0bNJmA6VSlI7bUn2g4afMhkNLe26U+vUsRL1yJhdmYekarYw\nRZ6lCcQBGhzTdhSOriTo2a7THm1CsWhUtRPV7f4NSfZXJqNo3flRHee5tA2HgrgWHmeGsezFIQov\ncZkawDtKjExyDcQ01Wp29hnt5AUDJxzwYimN1N2c4hD0U32z/uB949IvHMIG/DfAi4S0wtGj8zpW\nMBrG9Rxl8dC/LV0xv0Bk7FLVOj3njtlsSsAiqvwNhxIOgB0bJbwqi6DwOEbluFJBFnZcDjXYQgI7\nt5PRJR5fW3BtSNrv3bt2B+nn7gFw/TpIFQC/4Jz7cLD9ZQD+arVp/o+78i4Pq1FPB/Cf438PAXgf\ngOcBKEdRdGg9rtGwhjWsYQ1rWMOubM4pUXs1/74PktqfCOAbKdsX47+tyh4JB+nxAPbCo0Y7AXwa\nwFsAvNM5V4336YJPrXvymi5yHRkjSP+MdD0jwBKEOVwl6I+sUopQdW0WG2NOBKDnaIOvIgwAp7dZ\niBywKypWvmVV2iloaHAKGsrj1elhCRHQvXCtKCB9pSrGpHJOy2dBxrY2L9gIeGRJVp+z0NWg8GkY\nWWGeUPizrGq5JhSnrAs/q0CoEWvOlMu1QozcbpZLaN9sNZbaUlbgnKo+O69IhKSHs+3KW5VpThXn\nFHvR0CmQ5g+TuAcDdEjuSxDCTkqfFvQnl7OhPpYmkPAdh28mirb/5NnJ/W1s0Xvh8F25bNO/xYrT\nte/Irt5WdMU8JkY7uoe3oBCHzRjJYNSCeXPSd1t79TgmObMw4u29yssql23BXTFB1HaPKY+tb9py\ne7g+GL/zgL8P6TtODx+m0GdYay0s3gxo2OcLR3Rb95BNVPhnI9AAACAASURBVBDjsCqjUYzKMDoi\nKNPBAJHifmW0Vq4nyCgX5GUpkcG7lKCexhNkXhTLDcj1pd3y7qSFCJdgNd0OpqB8i7D1JhkZz9Cx\nYi11juMQuxDUr2WI7Z49wE+GiqUPwz67BOz17//1iiB9AP5xvto595142xMAvB3AU5xzP7uq8z0C\nB6kCj0D9BYCTzrlPpuxzA4BPOOeevaaLXEfGpUY+C81cWFy0HBkmHMvAuYhakvYc/czHcYw8LMiY\nRjoUx4sVbBcXrXYQ64uwM8IDj7SZx3Rx4DhExSRODgFwXF/CiEsARuJq84Wbzxoo/15yGGSw4xIT\nbKETJiaD6HCPzYpi0iS3TUwGxVD0Lq1ESpoG092TNvTCGU1pelHZrDomUnz03DF1JHgyB6zQ5dZe\nzTCTNonzyFmOt5KW0sZsazI7Ly+uJDwgVCoJf4gdAHYSNmZrC/machpEAN7eoU6FtG1uzjphacRw\ntq05FV3kMChP4BJG3j2mfB3micn9A5bwzcrn3CYO5bBoIBPOJWtPwnel0pXLBAF24u+gsJ60WSZ4\nzuoE7HvGYwEXhA3/zjpJHO5mLhE7P2lCjR0pbQDsNxCqiMt7nRaS5ESKsPC2OCzF6drCsL1BeJ2/\nWTkHvz6nqFQSvWJ1C1iniT8yp/HgNk1akb8zz5QXxG1NuuDirLgK/NzwoP/1qjpI73752h2kV74P\nwPXrID0PwGkAPwTgU/HmFwD4VwA7nXOfW9X5HoGD1A3gr8VLe6wbK2kvw642xDFh8i4TQIvzljsj\nxrwjjpczT0gGm8GqDgSsUMycB+bf9tIgVU85mjN+AL8KFWPuEmfFFaHI0ywU1RLZAlan5Yrl7DAC\nlsPRSY5dWFZkifblrLNQbFKMyaViLS3qhHHWDqCTQChIyJMrUFvyQvpuYNqSN+U4dnhKpfTK7ixS\nyc4PT1pSGqRwdEUnpnjyLuydSdq3nUZzdtqmYCeQDkICADvhMlIYOtniHA5MWtXyre8ZAIAkE641\na3lC7IhJG1lAkjkyafyhCXIq7p5UxGzH0RWTRMBijdI2RnB2nfIk+K7njJtvkR3hUIgTqOWVhX3D\n7xojmdIuNkaKwxJA0k8Dk1bNXkz6YHuHEseBdIeMBVfboe9iUp/v1E6M7zubtJmfLQu0yvXnquqk\nyjfA997Sks63Y6ezOA9MxIulAzefrUHMp+BRa7m2ZN6d7rE1CzmxhGu3SXtkW3/wnfN4Kc+/b1oT\nRN6NWgQpB4vcyeMIeaLsPP09rk0W22PVQQKAKIqeCOBXoI9vFsA7nHPfXvW5Gkra62OMIP047ATK\ng4OQt1npeg6KxrBSrThWA9PpMgCMLIUaHaG1wJIn5TwTxzYkIRleWYaZJ3I9HizF8oEzJQM0KxEL\nonJyVFdXp3uUtM7GtadC9WwmZ4fXHpjWIqF9k7b9nMYvfc+p+uIgdQSr63oZbSGpmktOcGiOQ2yh\nsZOXRmxlVINDL3K+fF5Vq4/vm6lRLWcF6bBEBU/yjASIpdX2ur1XQ4C7erVI7Na8/pzJqNPLJTdk\nG4equB2Li+rssTxASwuwq+DvUdAtDklyCY2QLM4lPsQJEOd85PPdON83jstZqHck98CFa1nrJ0mj\nr1OUlkm+m6AOlbx7LIHRS1IBi4v2neSsLDEuDSLhUQ53lar16/JxFiBgEbrmYLKXb4ZlHjjkxen4\n/N2yk82OdZrDGO4jxvty5QFGaE7R9y+vuCwAFmFD9OyMplU44IxXTqSRMWbfpEUsw6LigEWNK/DC\ngx/2v15VB2liN/ATT1n98Z/7JtB1GsB16iBFUfS7AL7unHtbsH0/gGbn3B+t5nzrQtJuWMMa1rCG\nNaxhjw5bC0F7rerbjzI7gNoILQB8DsDB1Z6sgSCtkzFJ+x9g66xxVXaxImpRJEBXO/WKM4bQ8Zvj\nfQR+BurrKskKjFGUcIXDInRirGvEKEpaZWxGjdJSz5k3wagLc5NCrRRpKxNKQyIvYEOLjIC1b04n\nhopxqCOX07psedp+sWr345R+wKZ2cwiOSb/NTbbGmNjUvB67686YDzR3IUFl7p4MyNin4sTQ8udw\n5rAPhezKaw0xWb0O98CINgpCMPGATddnXR1B9Jh7wWgY31caSXtwyIaaOCQn15CQyOA9So4uHFFk\nqVRS/sqBoytJaKj7lO+bhdGzRlBT3rfw+bCgXyiiugmKQl2Ys+E7MUZMmHgfCgTKfXEIlt8FCT/N\nzaWjSTKaZ4OfOdwtIaWwMCxLOgBWWJVDoicIhWbSd/heyzaubs8cSjG5P7lHueYgkZk5jM9K33Lt\nUtXykdKEcZOQWZMKMXJImNFZlnlgRJ3DgszTTCvSzWNIR3Dv8jxkzL2zTigtHLul3RkAr7pGxWr/\n938GsmtAkMrfBH7hbwFcvwjSdwC0O+e+EGzfDKDsnPsPqzlfoxbbOtsXYPWEuAAsoANgHjoIMIdH\n6nV2QD/IUDmWhdHYyZJJbROUp3CYBgSZ8HNVm+HF+iNizYHjJNtmaeDhsJ/cV1tFB1yuxH5oWMm9\n4tCwU3SS2pehaxTI4eLK2hfJuRIxvAP7F9Q52KO6J+dIaJOzgGRAa4b2/+1tQDY+jnWEFgGAiaYU\nrgJ8SRT5eRGqfXUgo2Gf4jz9ATYsIRlQB2LFZB74b90DbC1456Dr5rOYGNVKnuJ4nCmuJJMW6xN1\nbtOMNQkvFG4+a8i98vPcXG2xVw6ZLcJOvu1x1tHpHlWlPtBjM9MkFCVq18uLK4noZeE548m1mUsE\naDX73j3A1mHlB0l/CScH0Gu8fkjf60xGnQd2AIS7BGh4rHObhukGxzSM3Ddps7PE2WDOVaIyXVLn\nF9NWPV0UrfNNVmw0eXconMSLBCEOs/M1O+8dSwA4sHcmuV/pg6khysikGBwXq7570mZzXq7gbffB\nDZg6qs9CnGwuzswLuFMkmCnONj+vfZOaHMGCte2wTsqm+HzyfuwmPhA7Oh2U+TdH2ZtMwpZ+Ls7r\nuDhF42JzE9Ae78OivJvmbYFbWXTymCtjdAlWjVv6sFi1Ib4PXqNaE5cuAZceWttxl7MoinYA+G0A\nWwE8HcArnXP3BPu8CV4P8QZ4scbXOec+f4Xz/iKANwF4FjxV63ecc/eu/g7wJQDb4aditu0Avrra\nkzUQpHUyJmnvhCVHc7qxGAsW8gfHaaMyod09aVd0sppsg111sZK2mDg9mWA78x/kOOYjTaA2y6sC\ny3sQB4lVaVl0jTPGxLpg+4F5CuwwinEqOztICeJCyAkLtzHZOpezWTnJgBqfi9NymYeVJ/Skb1In\nrKn52r5mHhNn281CB+Vs1vJYWPGas7xkG6tq83ZWdGYLicHZrGZtDQ6lZ8LxijrXpArRzBNi4URx\nAkbGYLLY+NxJza9tVvFaTFCyAzefNUrPMolyFuDJUVL9jgnYgBWybO315xvfdzaVx9SVVwdNHK9s\nNl3kj5Gn0Ul9zzg9feKuViNUKX8XtOFUjz6bXE6f3Ylp/V7DtHW5FxYBleM4G5DRMCZyy3fJqf+A\nvqfjR5SbxAkHnC3HpGtGmwvkJDKCnJbaz0Rz5sSJ89s3rRIIjGoxnzKb1YwxGYOYYM3SJO3QsQyw\nZVGElyVimYyAc+ZwFjazlfuU+ybkWXE/NRM3bA4W5WI0bBnXJs3/r34GyK5BXKf8z8AvfQBAnfZF\nUbQbwM0AzsMv97rYQYqi6A0A3gBf6uOLAAbgNRHbnXP/VqfNNwO4Lz7uvfAE6zcAeKFzLi1cVtei\nKDoK4Ci8E/fBePPPADgG4A7n3JvrHZt6voaDtD4W6iCJsYMUSvWnhZo4y40HjBOEurADwlkUkjH2\nu6hVfS0Hx7EeiFgumCgkTVb2KZBzNhw4I6zpIwPMqR5dRdbL3pFBp3+PpqxHe2c0BIh0pI37VIzT\njS8XogxXlqHDw9IJ4nQMHtOirqy9w6G2NHJ3V16dg3JZHRDAl7sAbIo+k5NlJb5vTBHEMHWeNYp4\n0gD8+8UkY3GWLszpz6x2zSUj+smBFsdkeXHF6CPJs2XHZaG8koT1lhdXknuXd4XTwFneoHtIFwSZ\njIYGF8oribPBRX+FfM4aPOyAFqvAOakRl8/jzO7jAGxISp4dX2/H0ZXkvRk5tgFo8/Uux/tmkgma\n6waKcXYeKyl3bvOEdsCXl7mXHL+wTiErUrOmT5hVGarJA7Z2mlyva/+Ccc7TskfTiMUVKBGZC9EC\nmvEK2NqDHGqW8/ACj0nV4ph84YgtOivGZVbSFo8dmxUZ70D9MkJh0gIv2HhRxFIngFXVTtNKknPk\nYMdR1plKy6AFgI/i2jhI73rZ2h2k//ohAA+jfVEUXUKAIEVR9FUAf+ycOx7/3gQv3Pga59xf1TnP\nuwA80Tm3l7Z9BF4i6NdW0/4oiiIAfwjgNwH8X/Hm7wD4I+fcm1ZzLqBB0m5YwxrWsIY17PvKHNao\npP0IrhlF0bPhK219IGmHF43+OwAvucyhL4Gv48p25grHpJrz9gZ45sQ2eA2kp6zFOQIaCNK6GSNI\nj0d6mifbHBQ+Zhh7lMI/kvrPnIAJWAFJJtOynIAYywrIcVQPCHnYleOpHv/z4JiF5wEvYsjaMpxu\nLCvVwXlLzhRjAqPY8B5LjmUNozS9KFbr5jBTGhIEalMYAuD6dIjPz3XAhKfCYSEOsfTvqSX1pqVt\ni8n1SiWLMsk1y2WrPg340KEgEkykZVK13Ju0I6yjxqGvMIWfry1/Y14PI0z1lMXFWBV8at72X6j0\nzAKZh/o3mFpbYhyWYi6RhJ/un9LU/zODMwZ1YXI3E4l35RWRAjz6ITycvjFd8d/eawvQyv1uzat6\nN4sGclo5k5iFo3Rjm6IkhSB8K8YSExIiPHB0xcg1CFLIhOdQLTy0MF2ew4XSDtbUYikJ2TdEr9KS\nHUKZjBChZfSqHko2MJ2uF5eWIJLfpmEzlh4pldIlCdKSZEah6NQp4lYxejYwaUVjOVQn5+UwnRhH\nvhkBA4DXvgLY8x4AVxlBekcn0H7D6o+ffRD4lfsArAFBiqLoJfCSVT/snPsG7feXAC455365znn+\nFV75+i9p2+sA/A/n3NNXfxfrZw0HaZ1MXsyb4FlmzM9hSDxNS4dFF+WDYiemQM5IPnBM0jhIc7Aq\n3WLcJnHE5DxyTYaPQ9FAHhD4uP49tjI5a68IJM8CcvX0hHjQYzVgGWj3jVmuBWCF+vjci1DovbA5\nPRTGGVmsBM5cHuZlyFzRG/DAAM/fEsdka++WRGGZeSw82YROD+sOyb6c8ZYmClicBkYe9BltZ3Yf\nT3VexFixmovczsZtB+CL2c5d8D9nfO8U9s4kfKDQWZJQTmH/gtmHeUDiaInIaJ6c0UpFM+HQdmMi\nTsjK4Te2aUhR+qCtzTpQaXpB4bvFfDTpozTRyIFpW4RVHD92zrk0jSwGwqKv/eSYyjm40Gw2q9mS\nsihhR03OCdjMtHweSaHh88WF5L5YAJGdFS55IxaOPe3BAoS/KS4GHeqT8bsq/cpkdSGnZ2Gz+tjS\nuJqgNnHGHjvhbJxwwrpwsr4R4VrWf+NQOnMrebHHxuF7sbC9aeNkPznTbfAq2h/2v15VB+nUDqBt\nDQ7S3IPAPt8xDQcJjSy2dbcHYcuEzBKqsZh+CM5BHRqZ21qg2W+sMp3PAxfH4nPDDjAyuLYQUbJM\nmWgFQmh6aQDi9FlBtZqbasXahnussKM4U+WyDqJL0IyQHHSQFGNkjBGLASJBz84r+lScVE4Ap0GL\n3bpHJxp2rDaRc1apWHmAtoo9R7msfceOCJdKyW8DFoU4mvfZQoCuXgtHV5JJJ1dS0UYW/GNjAdEi\nrZ4FGdlVWTJE4JDzBPiJ4fiPem5NPq/XYTKrOGHMOxoZU8Xp4wMrOFP0jt2uzAUc2C/X9P+3NSnB\nuaVlJSGf7spvwHJZ2ydoW0uLJVCLyfuRzQKbaLtcr61JSdqz83osCy2yE8YTv0y+s/PW6WWHirPN\nAJ9VKYjQcI9uZ6SC0SuefC9W9VuSa3TlNSuOeW6AOoxdiyuJozg1r46Y9Ee+jiPfS+94rgIU+7Tf\n52jhBHgnghc27Ewwcjpxl/Kibs3ae2FEqAUWoRErVSkpYbMiqu2UtccZeZsCxwjwz4rHRs4e7Ixf\nmARRn7b8ISZPS7s3UX+0QxdInJ0rj4V5VczDbIEuAlhlPkzjByxqdHheF0u8/cS0Lft0AY8eO/0V\n4EyQVbf83Ud0yq8DiAA8FbZg7FMBfOIKxz012PbUePu/qzUQpHUy9txL52wIi1caEobhIpb88XHG\ng3zMuWA7axWlKcBmoB+lOFn1sumYuDhMK20+Nxd75HpjTFrkzDNeXYek6rCGktwLF+Ed3mNRkLBk\ngLRFjM/NhE0mizL5OcngosmFFbM5I2t3PPDfGZDBw7Ap9y/XsgoJ7NJuzqbLBc9D7imtMOz4wIIJ\nj/AEGKaeAzYFXkJfrx+yWYBinPklk7psF5N2nBldMIRnDj9yW7mumfRNco3+1sTJGhyyoZBQ34bt\nTHElcS4njm1IwmabMoo2iTMIeCeLpQ8A37eMIImNTlq1eNbvEatUat8h/l7ZMWUyOIczuf4Xq3IL\nktwFX8AV8H0t6CojyBxil1vIQENEIWrEmYFiF6saakzK/lCq+zgRqXuJLsCJCoANHcr7zt8tjxUy\n7nF2GzujXPONnRseK1ijTKxU1X443VO7ODsVbBNHpgTr8PI98hghbeX6jOw0MRLPi2FBsgpNwJcf\nAu6MgeariSD9+Xag7UmrP37uX4BX3w9g/Unar3bO/XWd87wLwBOccz9P2+4H8KnVkrTX265rknYU\nRU+OougdURT9SxRF/xxF0VuiKNrwMI57UxRFX42i6FtRFP1tFEXPCf7+4SiKLtG/h6Io+tOrdycN\na1jDGtawhq2PXS0l7SiKNkRR9IIoim6KN22Of39m/PswgP4oil4RF479cwBfBvA3dI63R1E0SKf9\nnwB2R1F0OIqiG6MoeiO8ztL/ty6d8QjsukaQoii6Fx6K64VP6RsD8FHn3L7LHHNFnYYoij4Ej4b+\nd3jIEAC+5Zxbvsx5TZo/6xmxyfYiNDa+hFrl2AwUWShWbeyc9VNYR4ivJStfWZFmoCtWwMbLueCt\nIE5M9OaVPZPPxZhEfpLuawKqeSJhEl4R9m62HANWGZZwwL4xm3Yr1z0sKBUUbbi9V1fHIQJ2K4UJ\nmFwK1BYlFWtusmiYoCGZjBX/A2zdszReB1BL9JZrtmZVf4qvLZIAE0Vt1610XKlkU9/FmO9VINSI\nye6yf9+Y8mVubINJ4wd8rbflkl9IDg7p+ZjHxMgiGyMmci+MXgC2Dpy8y8Ivk3MIp4V1gcQuzNkw\n2AihLoKOnSmuJKt+QWtOjtrzSn/MzVmRR35+TC4O+SjM9wlDURwO4m9F3j9Bh+4lrSIuUMw8ptl5\n/R45NMhIojzn0XmLtMi7PHtXK8YHFpLjwpARE8jDhACugZh2TRZa5IQOuW+WOmEidbgP87kA/92n\nyR4wmlSsWvV8edYS1gwFKwv0PfB9JqFqelZcEUHGoFBag4sLy7EVePFMwIckz8JPOrjKCNLbXgLc\nmIKyXckuVIHbPgKgvg5SJ4APoTbh7e3Ouf3xPm+EH5pvgO+WX2ehyCiKPgjgi7J/vO1WAH8AoBW+\nGMVvO+fOrP4O1teuWwcpiqI2+G97q3PuE/G2XfBCUz/inEuNXz4cnYbYQfqEc+7wKtqzBcD5GwC8\nFDaDIsymABQKBnzs+iB9RKG10eDBnBtAB7UyLK+I5fIBW0mcByN2WNgpK1UtqRvwcXYZ/BhuZ4dg\ncN4SzUOHarSq4biQnMwEUNYz4lAj80AAG1ZjbZNzUF4PYMm2YXikPwiDMddFBvNCj3WKOLwgxqUo\nmoN2Ar6PZIDm4pb87DgsIYrTx7eMJwNuDuqMcLHMkbHaEAqLbG7NEYn81CGc33c8aascJ1wjACa7\njPk07JBLO7joLPfL1nwrFkp+IhaezUQR6J7xxPLjP3o8cVJa3zaA5d/uT9ov52G9JXl/D/RY8cWJ\nWFlaitkC/rlx9Xp5NuL89AfcMH4n+ikMzpw8Li4s4UqZfLk/wucvytcLxRnjVIrxfYnDw6FeFuvk\n8j3bO5T3JNfjjDcWbeRQGjuBwz26P79jnBHJmkl3BO8YYHXawtAbYMceJjAPUyiauYUV2ics4g3Y\nxRuHbFnHK42vyITpLlihSzHWnytWrZYanxuw4UJ29iZgw4jy3pwE8OoN1ybE9tYXr91B+tWPArhO\nS42st13PDtJtAIacc5to2w/Ai0L9gnPub1KOeTaAfwRwk3Pu07T9w/AO0aH49w/BfwePgyeKvQfA\n7zvnvn2Z9mwBcD4P70Qw70hQHHYqKtDVTlpdpgrUkcjnLSrQTpNpNjgO8BM4T76A5SvwtYFaTpIc\nlyenBvCDCmfbyeJ6FL4uEeAnNCnxESpUA3YVzQJt/dvsIMv7iDHnJk+r77BmmhzHZNVBNwAAWLit\nP5lcBTVgZ4XTlC9Wlcw8fmIlEadrg06iaUhM36T+vVzWZz7coxM712vjDBjQNl4xc8kOcXRGJ+09\ndgZtKhKZma/Xua2WeyTXCWundfe3Jh2yUF4xJH1B+VrzNmuPryPn4XuRe+0kpW2uhzZ4j6JWG7NK\npha5iQtztp4Xp73Le3HftDr//dss6gbYrMQd0PezK+/lLACP6HDFenFuud9ZlV3Q0l29rQn5nBXd\nQ5VuOQdLTKRlnWZheYDcv+zwAZYbiOA45nUxMsP3Jca11cRJyWSsWjgrrIcLgdA4+5HbPEDXlEVi\nmnAuo3ZtdX4O71eAvF5yEpkbxnXq0rKBObsNsOg/YCVS5qDPqyNot1ipeu2y2BoO0vrY9ZzF9jQE\nESzn3ENRFH0z/lu9Yxwswx7x73zMO+DTeL4K4PnwMuU/DuAXrtSom54BzHzFrkLEGAIOpenDDIhN\nUMfk4pgt93FuXvflQV40jzjrTT7wPK2euFYQ11xrhw7abYTiJKu5IwDiCYMH3I6q7js3qRNFuazb\nTWp3TrVepH3lcrpu0VK1fuFP6QO5xh00oXHR3OYm4PiTPDrBq2pB60ZYJTunK+rObeo8VCo6UXAm\nGaNKMhH2btZwDCOIlYotRyITEpNiTWkDybg6tQVnBv1Ytb1DidSs09OV11W9OEjczkXofS8uwqg+\nS523rXOaxSYTDafwz82lp2uP980kTmWhRxGf+6aBwQf8uZeLPoV/dFLDYMvlhaTN+bwiJudHZygr\naiFBH00x27i2Hyija6mqDtkSbP1CuQexTBnIB86gmHyjF+h+OQzb1qQOayVufz9lZDbvX0jCzHzu\nclmfCesPSd/x82RtLK6BxqEmPvc+dm7i/zkrbt+kfueFzcBBOoe8T2kO9NzRFVNehlFqccRmKYxY\nnAcm4nYL+iZtAfx7I8+zb9Iu1NJQWRn3luqMoxerFqVmlKdC+wBxe+OfS1WgnZIkRqlvOHuXETi5\nX5YNYGPkPHFSqd1zqD8xrbddcleuq1bvuIapPeocpCiK3gzPEapnDhZlXXdzzr2Ffv1cFEVfA/CB\nKIqeHVYJbljDGtawhjXs0WTuYRCu6x3XMLVHnYMEj1G87Qr7zMOHvhgZlRDbU1BfP2GtOg0fjY97\nDmqrBBsb+zrwPQAztHJ4ArzueQWUxkurIC6+yCE2NrnRdtp3EVY7KF7o1ZC3AY8qdMWr/sGq7tue\nIbQpU6t9BChy0j1ki20K8fbikI3ns+CjwNybxvz/5wCcy2k7O4iIGhZbBfyqTFbKm1CbuluBrty4\nfVyEtTOroZxbhnR/4YwslFcSj5urrC8u2lV6EmqcVrSukAJjMwKGANaX58tE3nPHVDVbjGt9Hdg7\nk7T1whzQPew5LSziGJKOgRgFiGuJZUZnkmtWKjbkVKl4dIcLl/K9LMUvIxOmF6cVKeLivIDlm5w5\n7M8t/d+7xwscAv4YCQtyf2SzthBuQo6N/79Y9cgWYMN4qFpekWzv3Kb3wCZtmijqcSdHbXo9E7N3\nx/c7vE2RSrlXDh3eSVyzuTn7TV2Mzyd8ILZQVkDCWRyGAqwulCBYeUJfuA/kuTB/T9oLWJkPCUXd\nNw2Uy/o+yrNhgjVzDQ9uU9Ryal5DZcz7Y/FJQXRYL64FiqiyaKxIFjCpupDTZ1HYDCzFbcpkgAyF\nyhMdOUHiNtuQaKLdVrUFeesR0UOpkix0DBmdpLEOfpyvxv8ks+dp8CG2a2GXLq0RQVrDMd/P9qhz\nkJxzS6ittVpjcTG7G6IoeqGQtOGr9kbwtV/Szv2FKIq+Hu/36fg8TQD+E4D/dZnLvRAeufraldp1\n00NWE2MKfiCpwFayH63aLIqlad0f8TFM5JY5gLlNciwQD4oSkqtasjVgVajvpA/f6H5Q+84RWTXN\n4cnBEkQ5O2tpUtsqkxqHCLsoY6uFBjRxQJbmNbQxOg/0x+GAqXnL7QFiZ4+I6NJPrJ5syiXoj8lE\nwhMKKyIDxOGZ13tp3wzcLvA88Tfy8b4sdFis6qCdCZwA8ZbGT6wkoYFTFM6QPhs/Ygvebj3VCQA4\nh5lk4r9YVedRlJnHT6wgm/WhOS7JUpy3IaGkP1DrpLZvVuXm0thCcg/CeQH8eWXCb81uwOAx/zNn\nj0l2FmtBjdzVmjhLi4t67SJNss1NQCF2xOVembNVLmtY5dxdrYnjtAmqdv6xvPbffeSgyPm4oPD2\nDnW+DvRoKHGJwtaAzZwE/PEc0uQyNjyYiUPIIVQJEU88sDMJRd4/ZYtLc7KFhJmXKiTySgsyzkIT\n5yALdUwyGVuSQ4j+ElqeBZKxJE/Oz9ycd04AAGPaphPTAFKSS6boeX48vsbImPZBJ0jAs6oOy32k\nZi4OXhess8LPQjhBpXldWLbMW4cQ8H0hi1LW2uKFIWBFY+XclDhpFoni1C1CHcbmJiBHz4P5oS3U\n3qtpbo0htgaCZO26JWkDQBRF74N/514Hn+Z/F3ya93C0TAAAIABJREFUfzftMwfgDULajqLoKHwI\nrwc+4/L3AfwEgJ9wzv1bFEWbAbwKwPvgx7YXALgTwD855376Mm3ZAuD8S+ERJHF0XglLtmQCoFT2\n5ppVo3ScGKNGgE4eTABmvgETNeXjDFdP4iiI44b4Gswl6KfVEeCdI+EXMdrAWSo8GSxCzyGr4FCO\nQJzAYRrUmd8SViwP67KVyzajTfq6PygvIZMR8xykP7h/h3s0XZ9XkKyIHRKsAetUMQGYVXX5XsJq\n7VyqQc4hE932Ds0wGz+xYu6dy1H0Bs9r5NiGRCWbkbBsVnlgy4srJrW8XukWwPK6uII7E17b2mxC\ngfA0zhHZXfg7twxZ0VOuG8d1BbkGl1hCIj+4wZdIAYCp+xPnm5Gw7rPdGN85bu6LkwU4rZyNeSdt\nTelSBczf60x5h5lr1JVXHhWT2VkSIq1MDKBimccHVlLbzdv4vRbHtVi0XBzm7cyRMwRYZxWw6e1y\njgLx/TiDaxa14wbzH08R946FItva9F7unqwlenOGWgZWWJfHL5ZX4exWwI57+YBYXk86RR7HqR6b\nHSjX5my1UPoB8fGcCff4VuA3PgPgKpO0/+yFwHM3rv74f1gGXufhhgZJG49CBGmV9ip4Man3A7gE\n4H8D+K1gn+cCSDRFnXPHoih6IoARqE7DLaKBBODfAPxsfJ4NAL4E4K/hNRquaA8CeDF0omYCNmDr\nAzGhWFYzv0uDmKw02qEf/h1HbPFLWelNzetkzh8lF16UAYMVrpkA2g5ddZ/uUUdBrA068LNWTQfS\nnY1ck0oSSDvunrSDsyAZPGHwyo+1RvI0+LfQAC7ATGGzDa2J3dimg3IvOUuc/ZScq6TPrivvSzsA\nHhk5EE++ZdSiazugE+TFab1fJhS371+o0YUC/CTBpRoAXypFzMsN+Gt3bNYaaMX9CxiZ8WuBln3j\nyTlG4rTyA3tnMBKTpMf3nbUITSUuL5LfgJaW+OfeVhSnF8w5zgzOmEwzTjEXK04r4bk1uwHNTbGT\nkgdujftPQojZrKI15x48lJRK6dymE+Su3lYMxO1obvIhUu6zzm06sZ4vrWAr7k9+nmAdpLifFgas\ncwTUqkCz8yX3NjhEC4ycOkZcY1Dej3JZv422JirDw6gFLYS4aGuS4dViv0t5np3bkDi68rsYo1aA\nf89ZP62Z4ApxVu89opl6nAWY1r+jk3aRIz9PFK2MApf4kO+Lw49ipZL2TUdGn8PgmF1AhOr5zU02\nvV4c4EVCJHnxxRloMnZO0baL1fRs4GJVv38uNTIyZus8AnH4X9pUtei0/MyPp1gFXpwyPl0Nu/SQ\n/7eW4xqmdl07SM65BwHUFYWM9/mBlG1vBPDGOvt/GV7KqGENa1jDGtaw684ejip2veMapnZdh9ge\nTRaG2BhWFSh3AkqEnKvaFROH0AC7GmpB+r4cRmD+TajfkbavLOp4v1AdW1ZYrHzLELbYxF2tOB6n\nW4dhiVBcjY+dIHJyNqtozLnPd6PwHF31hzXhAG1bcd62W4zrgzHpkwnxslK894gVV2SF434KO4iF\nIoTh9bioL6t4s7K0HAP4FWxYP4v5OaOTSJCgM4fPJsjI8b6FBJ06X1xQjlGMGuRyMNu4kn2aMXmb\nw3gcCpQw0+CQXYFLCK1wdCW5332TwMfiMPIEIRmiJ1WgEMv2Dt0nm7Uh0RC1WqpYeQUJP7GoIYdV\nb+9VvpE8F0ZwAH3mi4v6jA4NtyYFg4vTttadtJufp7xjHN69WLXCo939/nl17V8wBWMB/x5yCI6t\nnp4R919yjZjE37V3JkF6w1pnwjXM5Wz4W67FCtGcZMDG4WdBu2ah6Jr0/+C88i1H55VaIAg64MeE\ntMoBHPLPpyA+cixQ+52zZltoU7Sd69v1b7NSHCKfwPzRsHIA4CMCgtCx/ArTKtoBfATXRgfpT34S\neM4Vi27V2udXgN/8LIBGiA1Aw0FaN2OhyBIUmiVeLjJIV2EtwZYYAfzHLh/qJujHWaraMJ0M7Cem\nrYo0l+cQk7+zwBxvn9BNRiuJnbe0sgmsZt0F6yCJsZIx6x2lqYuHWiTsKIpjwqEFGeCZM8R8qbY2\nHayL87afAD8o8gTD4QUWYpRnMFgFvhAP8jLxjozZTD5+LjKHniNHki0sOgx4zgOTyFkfR+4x5DTx\nwA3YsiShYyY8Ie7/XJOSfk/HzsCNbXqPc3M2+40dpzDUA/jw3YGghAo7jMw14eON6nevilCypRU2\nrSdY2H1Q25GIW2bVOef+L/RoaJnDyMVpyydiBxKwRWm5nA2rp3ORW3ay08qZyP0A3sETZ6J3D4wT\nyLw4+bs4V4Ueq8zN3yULiMp3KtsGpnUcmoMt5MrFlFkAN01oVSwcg3jhJX7zRfo2WGy2l8Yx/m57\nqe/k3nkBx+1jPSZ535mPxIsmDuOzzQXnQXx+WQDcMpTONwy1lH74edeGgzTcvnYHqc93RsNBQsNB\nWjeTF/MmALfA1sASY9SFCYCAxtrfHP9/mrJHePItUqZGBraEh1hhs81eAfyKmYmvIYoi+zJxVM6R\nlk0D2HpujCzxIBUSbFk8ErCCmtIW5hLNwZYmEeOVItdA4hIVku5+33Q6yZ2JtFxSRCYVHnzZoeUV\nNq+WhXy8VAFah305jQM3HDfkV+F4DQcOsKxEJdunb8w6o4z+JMKCeev4hZmLLdDSEPUGcCbD5nLq\nODHPRYwRBFOiJKdClvdN25W2PBvmksi9yL3JudMUp4tFm4gg7UzqZRHSUuhR9IzV59lxEudsYFLP\nl83adsjP7Pht7/Cq3gASMU2gNlNKzsep+MIZbINyeCoVfYd5sk/L6ho5tgELcdo9K7aPTur1pU/D\nMiedhCAJysP8xo9Tn7EAJfcHC66yaKRYM313XOGeHXhGZfMp3/N90+kVBcQ4ySSFTw/An1felSnU\nSnBwOSNpq1i98Uu+c+YjyaK3AivwK9u7oO99BtaxWwbwSf/rVXWQjrcBP/bE1R//j98CDvlxs+Eg\noeEgrZtxiO2z0I+TV6eALZEhloGiJ/Lx52HDYJz+X6GfE50jmgROorboLA/UOejAOle1jptM+Fwk\nluu2ybVPEbm7Ag0R9U3qcTyRce0nCY/0b7OK0zlqE0/gssIOM6zk72kFb8N95BwDlELMtbPYuDgv\n19ziUgjSVglxHdi/kOwLqAQCryD5vrjMCpdt4Kw4VsnmTDOxMOTBKceADT2ygngoZSCTK9f4G07p\nG64VFoY2xekt9Hh0BvAhrxDhCGUqOHNN1Js5TMdOADsrQjJmp5jT9bnUyClqtzjCodK6TPyDY7af\nxOnlorjZbG0IjJEdRkwmSKWdjcOwgmqVSpSEAIuWyrc2B2CWCPSMYIkxwihO7C1DNpzOCRtinBHJ\nDop8L4uwzgm/I1yqRcYZsTZYNE7GgjCBJReMN4Bd/EgYjH/m9nXUQX94QcTfBhei5tIlnO0n7yur\nZsv4xsW9AZtBm5aJuwTg73FtQmwNB2l97LomaTesYQ1rWMMa1jBrDZL2+lgDQVonYw7SK2kl07/H\nrsw59ZQRopBozEUiw9USF8rkooisySLxd4lmlGFXPnfW4RJxmIYJkoAtcjt4bAMKtDIWvZW+MYsE\nyT3WE71jE4g6rBXHK8pmOg9gOQ+MhjEfiWUP8qS8zLpRHJZIK96bD0JOrLAM1PYXFw/tpPCirNI5\nrAMExWHh09Q5BCgoz74xFYLcPaYIAFceF2trUoRrx/4FlS+AJb7LPRzqt6R5abPY7b0aZjret5Cg\nLpWK3sv2Dks0ln4TYjnXX2MiNYcLWY+Ji/YKL2X2ni04sNcvbktQFIL5LbPzlhwvxu9EKDoqxs+c\nuWnyDLjfxXI51ZY6PqD1y1h/aPCuVowPLCTtC5MgwmLMJ1LQ0HywD3OPAIvmsD4ZYN9xef5MsOZw\nOKf8s3wBvxeMlIm1Q/udw6QyhvXSuzw4pmMBizjeGpCjxQTFmYIiN/1BqJpDW2GoL0yEYQ223fE5\nWLdumNqRg02CkWuwCcrfEWyXdpQBfBlefA9XGUH64+euHUH67X8A0ECQADQcpHUzeTFvA/B42s6C\nZXNQAch21BY7BGx4amteJ7demnzToGgufsu8HPmIuXhdPc6Q/A5YKF1+Pt1j+RlpPIXQQqIkD1Kc\nncehqFzOTlosTsiV6gHLc2FOAGBj/+wciMlAzoRjFjpkHs7uaeCLPf5ndgKZR1FvIuHJUiaHrb1b\n0BVP8nly8g4LSToY+MUBFV4VYPkUTCJPIwiHytwSotoBPa5Yte8f4NvFRY6Z4yUK28mO8M6BhC5m\nH9j5f9h79yi7r6vO8/sLhARkRIKuikAyKNEwcVUNj+AkLJGUrng0fjAiWNcZVtMtJRXP8pW6WT3I\njjGToiY0aXWlEbJc3Q20VZ52tGIBa/XgUjpdTWzTA3FJoWuc2MmioVSmmXIEBJzSVQKFlYRH/Js/\nfnff89n7nqtHUapY5rfX0tKte3+P83ucc/b57u/+bk28pVKGzmUAkf+078AmPXR/crhZTsWunQ4U\nnQc69SchSNnLRptMpG97rxiqjGKjDFubxXBmLpTDEEsvQ3HOk7EZEmP/kSp+GuhZjtzLrDKOG+Ys\nW7hO8s7S1swxTisVXOW4YZc4CaJ3G0T/LY0U6j297NvHvhIdTi7wGB7rKF0vw/zsDznaABdqXEBR\nJHNI/XQGZpcNsjYcUIo/0vnqJZMEWoPdv2H5jDyzjqTvVa+O1lV1kA5/m7T9a698/+UvSvf8oaTa\nQZJUO0jrZkSQJnb3p85KlUq2OUgchPi9DbI75VNIyYth2ijFy6hsHQcCDg5ErIiYzK9KH+puwwna\nCJ0tJb4Ehd32j6eJmyiJlAY6EnOZhRMFEqVqsmfKLCcqSzNnSjhTjMkNsvRpom4UBbRJdkieYEl0\nhaKXNthNY9U9dTihBma8/mYzca5I2GS5jFPyafI5y2XIuZT0p/Zpf1cawbhQHzudkICpw5u0E8fm\nap2ChLwnUkUQtjZNHU5OTKeT0us1fL0mus7ebbt9phbfEcnzbCZ3p/avrOTV0c2JlRJC8+jshSyh\n+/phn+1l/YvoqTmrkWM31eX17HnbU44cT6QyW6ewe11bGol3tn/clxqhiCpJ69bvzJlmMkFru78f\n9t7vO5L6OZE2Oig58VJy71o7PJ8qHoPt4Phl+5rlEC4qittxTyk5clFlnc4Gid7GhbSMQiLss6uJ\n2E7kKTpIJnj+nu7/kQ9o4xrHV8nfX7vGjvoRWoXjDeIa2uetm6XT6bxX1UH6V69bu4P0f1TVRmsH\nSbWDtG5GBOm/K3WmRXk0hiEvm0dJcrbJ6qRSjaSbj6f9ZpVCbzOrCTFhGQDJT6j2t4VvRm4/60IE\nRJ64Uo0F8Qjpj21PBFaWSqEyd2t70ryxe9BWGkhi+zkZMezAMhwML0g+K24Lrntm2U+AuYnHBj8O\nvnTaOKCOjgZFYIQzJU8EZ0YWM+Fi2rXZbSD4mtNBR2nXDh9y2ncgbWOOx5ZGlU0mqYdMdeSLGW/N\nOJrXjaawD50ey5raNrpJz61Unz92Oj8pTqL9dv12zjhZbt0s3Xmiaud9e59yBHFzEukA5Wxm1ZeM\noENqzgalDKT0XlgWIR3he+9OjtXEuEfpKJPAa+A7F+2UPBpDonuv9Mrv3Kgnpx7z1zWXjke09Nhx\nr0Vk13j9cNLvYnFjXrfZbbs9if8Anos9o1wfZsiMxHSG5m6Do0siNB0NC1WyTMvsanJu7JrtGrno\nkSrU0xxQKV+sM0qnTGTGQGbHmjWVFo875eUQTPZiTP3I/Sn5MC1DjhZui2G4Z9UrWFs7SNeA1STt\n2mqrrbbaansRWblGknaNl3irHaR1tk9Keq08l4e8Aq44bZXRUn/NsvNzaVXWBgF7TAnxmUCsfmo1\n6XSsSDrZXSnZuZvNVKW8KY8aGdp1Cp/PKK0y93ZXlouA6aeWpdMZjSeu/GeXUcuoqxo8cfvZVPAS\nSNHoqLSUQSdmlz3PhzpMUrWay2kzNeSF7+wQnQ5WlN3v5lfT6jCSXBmSsVXn0e1SCynRUnV/jRcl\nJSRm/z0XepwQIgFUHN7W3KZDc9WzaXWRGwpk7sL1Dg0ldGn/uCd6T3WRI9aY23eiUuB+cuoxt+JP\nhUbPOi0n1vySpC2NC71t7707FIkFvLK4mMjdhibdtjuFxex3ST3NJKbLnwKBeWgoIVznOylc1ZNR\nmEkIzrnV1Ix9B5JeUKfjw0TsS3ZuQ4TefST1S6KUkg+bkNvDsIn9bt9RvqLT8SFRe/f2v+Wx3rGJ\n/pg9vpBCZSysurTqkVu7dkO9bmpt0sTd1T34+iNVqFyqnsNEo/qe7ynN3reZuRRaIzpEVGZmLqEu\nI4vpusaApBpq9O4jPqRnxv6+dXO6XhKsrc/tw1jDcBcJ5cNC7TygpYYITS0nRKepfAq/44Wuek6j\njcHWpqZ8m510AnhW1tZZVcU//1xX354vpeefX9t+tSWrQ2zrZAZtvlbSjyvxhwjNSoNLb9iAYIPw\nzXMp04zhEYalhpTi6MPycHWsMs8BnI4QuUvkNDB2bkTrhjzpm5lrrOZtdgAZYyz7kVMLlvLQ9fBw\nmiBj9W/JF5FkJW4q3zLDr7m5Pzxm1yv5MKIdU+pXLaa6t21HLZ0WwhZxMpWqNlim2/x8f0bQgR1e\nF4hCoTxnzzmYvkH37a0cD7uPu0LGXk5Ve37ecz/MyGdrIfRhWT0ndnun3hyhnfdc6PFN5uf7Fad5\n3Q/PSVPlIUnSo9872Ts3M+EWF1OI1ZwAqj+3Wp6wHwndZlFLi4KV1w+HAtCwGAqVvMikha0fOnTW\nhYX5vrPsCDmD9hwZLub7TeI1s70Y1jFC/DTet9y7N/Vg4uTRAWE2H0PODGub3XniBu3sOuEMRS0q\ncYwOHveaR1J1z+39bTarcLDUry3G/WKIlf0j9m1zlqMQb8xeY38nuTtmrdoYzASF3CJ36+Z0/yMx\n28bJD6miFUjVWP2OTdLRrkj81Qyx/YvXSK97+ZXv/8yXpP/zTyTVITZJtYO0bkaS9ooSEnTznK/5\nQycgxqcl72jksrBiCRAb6Egi3T+eyI1MSeUAwSw3prtS3ZckYjNmOeVKfHCQkhLp2wYJCrGRe9Nq\nDa6TxfNTJsGuewqoUY+bgomORM5T8hkwUj9RncRUkrspXknSueTJx63teYdw/3i/IKTUL7Vg+5nj\n0mgkJ4BSBqyTxUwiOiOGDs3O+jprzKbitUT+yi44avvvueCE9noZec1N0vD1ktRz0nr3xVLmg8Mu\nVc+c5VTMSD63NkqDS3mYsR4hCeDDw965kipE0+qsxYwyOoF0inPq43QqH+oiXCdnPQrFGm48T45P\nRyc2lo6RPJF+cnfKdH1usboWkrjJmyNaR/5QboFCfk/MyKQEAt8zSnuYGeL3uiMpA41cSar1T4Mj\ndQzJABS9ZPIEHU0zcu5YccD6O8VZmagys5ocLmaj5VL7pXw6f0cJtSLnkW2aWa5CNh+t/ryqDtL7\nXi299mVXvv+n/0p672ck1Q6SpNpBWjcjgvQa5TMeqERLtOeU+jsdM68IDZ+Wd6wop09kJNZD42QU\nyzOwsCpXhXYNOdVtlgCR/MBuq6qJ4LzY/3YPGH5clFfjptaPbUPExBAB1siiE7NrR55U3ZHXZJK8\nQ0bn0pAOyaM80+M+a0/yhNOpw5t6oaqVFZ82zJUwkTtONlKVrk5ytCFBM3gXTn441Sl7Y2tbrwQG\nnznbSXI00S6zRaXB3IjgZxcv9KExkp/AR0JqtB2bz87eG9YYJCH68QWvW8RisMxSkyqiL5WPcwrQ\nO9WfqBCNBVsNAXvo/gsOPcntO/XhG/TcfHXfTblbypeuae+W3ji9T5L03P0P9UjKRHSJTFHXzIwl\nMqiqTTS0iWuhFIcZyd2H5vwigOn6kn+ezAakZImUnIqJQKCOZYxi8gc/kwCeC5WTnE6CtfUBjpNR\n+you2mIiC9P2OT5xkZXTbGKSR85ZYlYsQ3QdbVypkavlIBVF8YykbfF7Sb9UluU/y2y/S9Jvh69L\nSd9clmVcT7/grOYg1VZbbbXVVtuLyK6ikvabJH0V/v4OSY9J+g8X2aeU9HpJf9n74hpwjqQaQVo3\nY5r/q+Q5LYztG7pCFIioClcvBj8z3j8vv3oi6ZuhqBz6Y6sawsWSlw1g5IihAalaTVHfharE1ibW\nV2qG1b3kuRdc/XOlfhLHIOLQQrjH6lsRLeO9YIjyvPwqMxZQ5bZEns6tekXyNlb6Of6IEYufXvLa\nQhRaJF+iFcJsUl5Dit8zjETl6KnlxEMhGtXKoGtUp5YSQtBCWC+HGvF4Q0OJB9bppGNE3R/jBNm1\nHJpLyFyjkT/PvhM36qG9KQWeoUvJq1APCkWxgOoM3i3j25AXIyWk85HxxJGZOuIVp6ltZvpH5D+Z\n3RaQR0oPGAr29JLXgJI80X9+1SMwDKXaPWXdOEPtos6UoVf7v+0h1z+IMMc++IBS0WSeY3Q0X0Cb\nUhY8nl03Cd0N+RAgddBY/NqMddRy3J+JAWgXFeIpyUDifo/QDaS7vblf2FLyoXfjfY4pvcuH5jxJ\nm0VzW9jv27UxIbaffZW0bQ0I0tm/kn7uWUmX2b6iKKYl/XBZlq8f8PsuSb8l6ZVlWWZ66gvbagRp\nne2Tkm5RmpAfX0DHQqw7xvnNrGOdCbwZm8+o2TGrBO0e2CHd1h2YbCCXPCeAoSqbzN98JJ0zyvpH\n54YEUWaGST7rxJwN8ltskqJjOL8qDaF9NgBOYJJ9HCG0+xekxxcqx4hE37HMpM0SD/abVB3X2mAD\n6EgjDc4rK+m6z60mLapto0losb3d8zJsW4ZP+ExJoB3DxM5jxOOx9Eank8jAM7ef7YUfZ8F1aShN\ntLxum4THgjPGyZ4Tp52T4Udm6lg79t9+Vu3ufXpj+wZtmavG0mbTE6LteBayay1ecLwZe84P3Z3E\nP8/OPOa4J1G1/Myydx7tOd7RlitjYtc4vTvdV3s/FhfTO3bywW3qHDzbu35rPxMVHp5LfK5jx/uV\nniOnjFyn+7rHPrcq7YJTRFK37ddzXKGrc17SVqXzUKepx/FSujfW/x6ekxYXK/HQqNdkf8+uSp3u\nMSxkfmI0cdEWJa0gscQcuPPyDpATkMUYZmaXxdJAB+fS99QtEzg8FvpekS8i3OieY2o5LaYWF72Q\npS1MrP/dj7F4Xmm/M8tp7Du3mtq0Rb4v2cLkxI50fI61Zo1GuqctpYXpmKSX9G9+VWwjstiKonip\npH8s6cilNpX0qaIoXq6qlvs/L8vyd668dRtvNYK0TkYE6fPyqaDMBqODZN9HmXrJT1yRWEwyJePr\nLFlAwqBta0YBtGEl7s/8fHJomKlDfgkRMGsTs6Vml31cPirxMjmFBPE9yteKotw/Cd67MivLM6om\nO6mqFWZO4NQRXxU8Ig5Umd6pKuNHquqhMYvF2n7qcKpZRm4TU4/JyTLUS1Kv5EUOOZGkOx+p0vIf\nvesxl01HsmgUFZX8u2X35q0gRhANIaGfEzsdTJuE6QhT6JJ11Mj96HQSYnry8Cbt795XKmpzvxzJ\n/P6FfGYlM6HsGMyyowI3OTySR3Fs2xxqN7ucJzmT6E9EkqKNxkci2Xpm2YvGtsP9lnxmnR0vOlBE\nSZgcYQsPO8e8KnK5VPGqjOy870B6x1tAOIbkHbRoJPCzpmTkWI5lrsveXyqZ89lRmiSivwcCGnrn\n9Dbt6XLsWIpkFkjbsPIJFkQguVDjGE3lA2YPU3iWmb+S5xqRuxS/N+uoii58tPrzqiJIP9OQtn3N\nle9/9q+lf1nd0Eu2ryiKH5N0QtK3lmX57IBtXq9KqeQTkl6mSrh8n6TvKcvyU1fewo212kFaJ7MX\n8w2qdJDA3ewNAlE924xhKf7OsBUnPxtQb0OqNWscjco7TlJ/mr8N1Kz/NC9PmuagK/UPQDRb3ZGs\nfEYJ6bEBjdlpIxjoWH+NYZNBmSf2O0nVzKwi5D0snxFois0j3QmD2SpDko51y05MvO0pl+3HQXs0\nzBDUuDmvlMFzctaXPzA9qP23n3UTe8z24uqbBUOPPbhNZ+eriWJb6wZp6WlJnlxsNj/vJwQ6HTdN\nVNe4/21PufCjOSnmKMWSMoYg8PqHh9P3zAhjyjRDH3ZPp3f7Ol9WH25UCZEgWsLwDttp27x1LCFI\nzEwcHfVhWqly/FoZ54wlT5h6Hp+vPccnZ8/2ri+X5Sb5WoI5IjdJ0jliOcu3nFlO6MqSkjOUc5ra\n29O1MDMw1k5jeEyq+hATOYjc8HgsYs1SLgzDSz6DbmLcvyskjg/qr1LVZ03/i4tLyYdbbTHF8Ytl\nP2ws4UIpFsQ+mT72Fpo5lew7lM+w5TNoYTE6sTnVWtQLwEF64gvSE1/0332xlP77X19e+4qieETS\nX5Vl+aNX2MaPSjpbluU7r2S/r4TVIbbaaqutttpqexFZeRkhtje9vPpH+6O/kaZydVyCFUXxrZL+\ngVIZ0SuxJyS9dQ37bbjVDtI626dUIUgW3RhSWrVuWciLLnIlsoTfzYYF4uJCWhnvnUvCdkND0jlA\n9ceg5CxVCImhJDvlFad5HlthdZRWjoTjibQwpb5XWR7hsRH5FGE7rp1z1xBWWmyI0v1ob0/38sxy\nWo0900VomF5M0mdHCZXrKIWAzs/JVY2X+sUhWXj1/UY+ltcOOrTgDqFRebVwa9d5eRTC0J9FVe+D\nma2YDQViKEJK9/rRmbOJ9D+bapmdXu7ntIyOSqMg0pu9dSxdYxvoBInNxkFZUXp/KQK4uJiIwdRY\nYpV3GoUOT3URurOzT/XQvyUlvtfSUkIZyMWykCERFUOVpKqu3Oho0jYyVGVUlbaOlIoKU+36vIKg\nafeeUeB1T0suDmOq9PaenhhPSOZWcIn4Xj0OgUuG8vjcZoDKGCDIcLeU3pXWduiIAXkyNGdmWWoh\nFGXW3u6RLHs3jGtEIJKcodPL0grCVSQl2/FbSMT/AAAgAElEQVTPHU993a6LYdAp/D4SJC+oKWWo\n0Pnud/vvudC7d7c1k1bVkqRbgdBaP2EYkQh0DxVfTfeRCSwNebSePCZ7R4ZAJs/pzJ1eTt8vrSIS\nsCq9Qb00/6tqVzGLzex2SZ+V9BtXfha9QdKfrWG/Dbc6xLZORv2Jpz7jHR1yF8wYziK3xyDdKAgY\n97VtqX1kgzXDdwyZ5UTUmAm3FXCwVDlubDcn2XbgAZhRMG1mNYUAzFGiFhAzSejQTIJnsYTrsVCl\nHUfy2T4MI00te9J5rlgttYVyFcElD/Wz8Ks5XMzCsRIQD8yAnD7nOTJmS6s+i+Z0cGRILI58H4pa\n2vVGXo4Zny0J+61MiEpK/KEW3pVJPMNcQsH0eD7ExmdjvKnI/WHGmxm5OFTN5ncWgosZdFTutvcy\nvhdS9Y7yeNan7H2VqmfLUJRZo9HvSHKRMDSUPp9e9m21Z8T7ZMYQW6eT2k9nLobbrH2DxDwZRmK/\ny2W0UUMql0n2eFgUmLHPcEHI/sWs2pwWURuaQ8eOp/MzS4xioxwveV32HMlpNGOfY5HjWRDbT8qP\nmaQLUPVb8qE0GvvzrPwi9HslfaD6eFVDbD/9Cul/WAP88cd/K/18VQtlYPuKoigkPSPpV8qy/Jnw\n25SkV1v4rCiKn+xu+/uSXq5qWvkJST9UluVHr7yFG2u1g7RORpL2S+UJgr3VhHy9tMinkfJk4gfU\nz1GSqli4oSt0olbkU9wl79xM7sjXECKh/Lx8GRNrP7PmegTW1ZQp8viCV+k2dWFDVLgq2yM/IeQG\ncIrWkVxspVyGlc+QiUJ8ll5tPBfJcxRyqtrnVqX3d7d5j9J1jaofXaOqNc9NY0X1Yay66VQasVyq\n6pBJleAiRfns+07Hp4rbvTHnbX4+OUX33p3qWbHCPCd2SiDkiMUUtCSyw3ecish2nZIvXcE2XTea\nSnWQOG7Zco/OnO0jjvNa2X6iV+TZNBpeysDM9qMzHcvSsK0kYUeEiO8QszdZhue2IBVgjgwVuEkm\npzQCHUh7vgfn+hdfx0CMpzHFfUmoqQbEiUKiOQ7giXHv1BEdpvNgHJ1H4FjbMSYDWmu2KOkjmftg\n5yB/k+PDeeUXjEtKjk6uL1JKhM+ZYr6kGTKnwtqxU76/MFmEgppmTUl/oI0haf/U5rU7SL9Q3YuL\nOUg/JOkRSdeXZfmH4bcPSNpWluUPdP/+KVWFFL5F0hck/a6knyvLckCaygvL6hDbOtsnJX1JCYom\nwboVVvEkFDITw6yXdaR8eiq/PyO/So6dfEkJEZoNKfq27YpSJx/eLN0RMuBI/uYgt0dY1co7Hq/r\nTsp27sXF1P5TShB6DMuw9phNDm4liuuilD8X5TaQPTBX9Wb7zu4ZU5N3dQ/8+IJfuQvXacfbovTs\n7Fis7dVY9CiOEZWvH5a2wHmwyW3/eJr8jWQspRBWU2lSfGDGZ13RUYhGx/uWI4mczoK0jUYKUxFJ\n663gA5nX3o+Dx6EFBceVishMWzdn6txqIrA/vSTNd8t9LK0m5+X+BWm2G8Ka3J10iWh0Rqiubp8f\nnksO0OJiajd/t3vaDNl0RC3M3n0khVAXu2n7knfIekTe1XQ/mpv9PWBYzZyKVDg4bUty/JA8edv6\n2olxjyxKVd0+hrNbuE+2DUuotNBhrIhws+kzJK3PTR1P9+ChQ2d752H4b0lJV80WJZrzmbI5J3Vl\nOTmgp5dTX7Jtx1YSWkNnkeNho5FkQ9gms7uWvWK2OTEdhMFifcbeuLTqKxtI3Xemez6S7jvyDqgd\ne1HS/6Seg3TNWlmWvykvFsnf3hX+/gVJv7AR7boaVjtItdVWW2211fYisuefX6MO0hr2eTFbHWJb\nJ2Oa/3XyiBDTQqmCazavRFC9ufs965iRn0MUKqrFMv4eSd/DQg0vVPZmzSrWfCNaZEhBVMHOKdRK\nntwaK20zvBOTJaK2jNQVNeyiOFQUZ/01cifMqAt0Uolb0mgk3ogR5onakctF1I2EzFH5it9mxtHY\nFVbIrOdElITEWoZIJOm5lQu9CvNnPnyD9rwtod0UTiQfgvXLpIrUbOKL+w4kTRzWN+P25MBYm5l+\n396eBB8n7rngapmxKCqPSyFNyRcoPrfqSc72XEgW39PyqJrkhTjPrfr6W+TFscJ8RA0pJBp5PTS7\nxtnVfCo75S2InFLHyxDJFtAkFn6lpIG965NQ4O/IH5vP6GIp9Qw5M+R4UyuF4WItO9uPUgEU7aS8\ngj3HoaEUNp8I20temkRKY+De417WhMK4Lbzjdr+Md8T+KvnxxjiUYwJ3EceiphaVu3N9m0kSkeso\n+bpy5D81w2eSxD8l6dPVn1c1xHbXddJrshjPxe1PviwdfU5SXaxWUu0grZtFHSSGeigwZt/HYrX8\nW6o6Xi6sRmsO0D5iQVtzElg5m5yXWWZZ4Nh07Ew5dmWlgqntO5a0MGh6AlwXDhqM97PNNniw/bGg\nJScEm0RtkD123Ds0536nElrc/5bHslop5KkwxGmD6NRqEorLkZ0lL0hp2UxRPNAmKZLxJR9+4gTd\nq2QOfR27v6eXfRYYeSfUqMkpMy8hBEASLCdwhuLsvhsv5t1H/P0iYZqZX004D/aMRrZ751DyOjjn\nVqv3xc5jzuPjCz7kNRKex7HDm3R2sStA2UhOIAnRLJHBAq5m5DGRZMzQDO/76eXkvO6554LTlJIq\nh4FFn80Gafaw9As5e9aPGDKP3Crj3z0Cx87uzb3gqNEBYZmjYXl9tJhEQBoAFz901CgMSR4T+XfW\nzmfuTmFElqJhMkbMYmOJEcmH4Nk+ybffHKq9C/1jIMdZPhcK7jLLNpLZuSCQqky6nvbR5sEOnFmn\ne8zu63pVHaSDX7d2B2n6C5JqB0lS7SCtm9mL+VpVOYxmrMVDB4kxcDojJGPzO+vYDyjF+CU/WNDZ\nIGFQ8qRFOlxD8qvgHtkWRO52ZsIlEZznkXwGVORCLUquVAYzjcwhjCvY3jmW/cQuVc4Z0+hJ0mbG\niq0sj2Yyxibh7M2uJr7EzJyvu2TX0lEipVMxm2VOjI9yAGhSo5HPQGJKOieGXnr9gh+IybmxlTsn\nPbPZVf/szEZHqwlEqt6lWBE+HuNU12k7O3+2x5UiIrALyuFvbKXSGhHhkrpp/l1H48n5C+7+WRsp\nPEnkg/fXyOwk9BIZYw20HIHdtpE8P4fGRQoR0/buSqVaSjUBmTHGCXcyEPNpJK7nLCJMdo22PdE6\nqnGbDSKqRwcuVqnn+0iHcd+BTdpqaty4xtZ2v5jgeCJ5wcr7F/LjxohSWymcmquRODrqZTaYXWpG\nErYdY+tmP94o/G770aEiV5OJLlK/CCTHYo4btI1CkP73l0uvecmV7/8nz0v/5kuSagdJUu0grZv1\noM1N0vIFnx7OVZwNolRgjRO05DPU6PBEJIhkQHO4joYBS/KZJiRYc+Bn3S0iWiy8e3P390ewLZGg\n6ZCpw1R2qWoX1ZVZhoXp/FR3ZjFaZurZOXiNdowT44MVe6NKL9vP0EY8vhknOoZPaLnv71qtsuGk\narA2Erbp50jegeYqn9doNcFmZ9MxGL6zyZIlVFogkZOAS3XnNrL9LOtw6sFtPZTM2m3GCZxSAaZX\ntO+IlwiQ/PsW9zNEis7cnSdu0EMHq3G6hyD9zo267+aqmO0d7ZQJd9/Bs73nPDxc1c+TqnAgy5hI\nVbvorDJ0ywwqTvbm2D10/wUnZSD5Uj9Scggkj8wMCrFKPmPMMrrMDCVjPURKIOSc5oY84kOUjOhZ\nVPSOSQCkBcR3TPIhsVwGJ5EbOh1j26V3dM/9wdAOKldbm1lWxXzKjwOxJtrMkkeUKyHROodq2/El\nvwjkNRgydhTO4+hoGveYUcwEnKakv9HGpPn/s6+RXr0GB+kzz0v/9jKVtP8+2Bpu4QvHiqJ4ZVEU\nv1IUxV8URfH5oij+r6IoNl1inz1FUTxaFEWnKIrni6L4zsw2LyuK4pe62/xlURS/XhRFbq6srbba\naqutttpehHZNI0hFUXxE0jep0ln4GknHJT1RluXei+yzVxVN6E9VLQa+uyzL3w3b/DtJt0h6p6pE\nzl+S9OWyLCNViPv0EKTnLnh+ATk+rO3DEJuwjX1HkiEJ0URUqAdkjSO8TIK1WTMgIHaeKDwZjSsw\n6hbFMAILuFq4ypRv22F1SM4FvyO6Y3D1iR0+pCRVqFhOwI68khElrguLtrIuF9OQc5wccjj2KN13\nW51GfaccOtWQDzlyxR4RCYYcZhc8F4Y8IENEotCi5GtqkftDgUke787JVISXqKIhCo2GtK2ZuFeG\nLFCskaTfPa2ERFFY0/YjUZrtJu9oT6uSA7DzSNXzzulndeSRSlrk2YyOSje1q2t5bjEpn08d3tST\nQVhZ8WgSw9YRGWsBeTywI4+GtVoVL0jyYScieDkCe0cp7EO+Ggnbxg08GojZdgwmOEgeBbVnYEkL\nEyDj74Sm0mR4FygxkONRsW1MdjiAftfKvKsr8irdkkemyL2LySnkS8XU/QeUUHkifkNDPhTM0Ke9\nR1Tbp/iqjQkkYw/SehrbLn3qs9LR6pZeVQTpJ166dgTpl/5GUo0gSbqGHaSiKKwyxhvLsvxk97ub\nJP1nSa8ZVF0Y+29TpfD5BjpIRVFslnRO0j8sy/Jk97vrVfW9HWVZPjHgeD0O0o3ywmIULDsZvlN3\n2zYGLMmrDFPPhJXu55W4MLnSF3ZOqRI8ZMjOHCbqNA0KBzKs1YSDl+MSUISu2UzhI4O7j8JxOa00\ncDJ0yMK77e1p8GdJFsLgNuDuXfB8LwtFHTzuC7VaCMiyo1hgl5NIK0x0Nlnev+Dvg+RDcSQ+bw3O\n6CQmaoYycnpBuZJIdHRPPritVyx1fr4/hEaS9JZGclb2j3sRQlavpzCfVLXX7tfHTntiPrlmA/lL\n4BuZ2TXe0fahPOMuxYK38drJedki73zZe3hgh+cjxXtDh5z96452ei+oZn/ywzfovr1P9dqXI3Wb\nU/Ho7AUnqGmOqe0recfPFg8NeQePBY/teiP3LxbGlTx/L9dO8sAenb3Qe8f3nagSHM7OPObabAKS\nE297qnevOx0fyjXHWoIeWPdajx2XprrJExNvecy916QOWFu56OHY09PdggPC+8ExbjLjpI6O5ono\n7K8MF7ZaKauYnKXcQpQOF1XQ+QyWJL1KGyMU+U+/SvqW4sr3/9NS+uUvS6odJEnXtoP0LklHyrLc\ngu++SpVO49vLsvyPl9h/kIP0/ZL+i6RXlmW5iu8/Lem+siz/9YDj9bLY3gHEZ16pc7FeUzOgNbky\nISzZQcIhB/dBHJk4cbMd8TxUEbZOTsJjLp1b8pwAruhaQD6i4nQz0zYzTv5RsE2qkCS7DyybQpJ2\n7/pA2I0E0kiObTYrVeLevt3/98hPvhTrmzrsa92Ru8JtiSCQUE7iNaUW6CiRFExpBLvMOCgTjbFt\nzahCPhIGbRLOe1w43LOhzDH2jyc0hGVRaOTh8NmwHTROZEQFY4X7XXDaSNJeXPQ8FhJo4zMnikkx\nR1apZxbTSfn7RBFJyfdhluGhk0WuS6wmb8dl6QqbqEm2p5o5S/nwueUyaMe2J9kQluGgfEGOZD4i\nnzHKZ2bP45SS47+y0p/mT56T5GU5RnBd5vTQASLZuYlxiGrtuaxNyY8ndi1EZYk8mWJ+W55DZc90\nene/c83xK1e6RfIL5Y6k16hXi+2qOkgHirU7SPdXLkHtIOnaFop8lUIfKMvyy0VRfK7729/luH9N\n56hrn72c475C1UDX7g7Is0gFPXY8darRUekuTAJERCS/St6jhDxJPpuqmXFeOp30vQ3IEX62YzC8\nd27Vl78wlOs2rL4Z3mObbcJpSD316RVJi93vB8UmmXnHmk8ksdt5HtndPzENyWub5IioXCEurUrn\nwkB3Ds+I92b/eFpBtjf7ycvCMC7dGSGC/d17xlITS0Lasnw5mJgOv0Vp0D00l57nVqmn3huzxOwa\nc9lxVCTfd2CTTncdu5NY/TMdntlbdC56zupsmrQPzaWQk5SOwbRrexYnlRBGElsnd/sQmk3glBOg\n3pGpLu+bvkFPzlTj+NCQtKV7nvnVVOpifr4fGRuVr5Fm555a9okPvSzK5bzO1cnDiQhu7zilGKQk\nmfC6I4nYy7COqbjf1Nqk2e5zYdh6SXD84P20N6d2M3HD3mUmd8wu+/D+SHcjQ1ylPGJ5StL549Xn\ne+9OiB/RE6I1vH/WF8+j36zIlxTpOVPL6dlsQUjZCgfPK41HB0N/XcxkILY2S2NhgTSy3Tvy1v6t\nm6U2KAwM9drYc2gu9Ykl/G/HYPIBy6IMq78O4EbYmovVrn9Trml7wSFIRVG8X9JPX2STUtVYf5uk\nd5Rl6egyRVF8VtJ7y7I8donzDEKQflzSg2VZfm3Y/v+V9FtlWb5HGTPP3ThC13W/v07SN6ia2Dhg\nMWMlDmqSRw0knw6bqwlGLhHj4VxNkpdkKxvKCfDCWJMqh+Yw3MZQkeRDg5EHQAibachvHUuChB0l\n4UxquVArhU4iB2Q6jGYzc35FHBGJrXCgKBpHnsjKSgqhPHT/hT6pgNZm6c7pitOy//azLs2bhXdz\n6fqSR0+kCmEyZG/qwzdooisU6cofwOZXvYCk5B2U4eGEXjLLphU4XLnCpTk0jGEmOjfkpsysemdI\nqtLjjdfCIqwTd6fQFgvv3jmZOEHmUMRwHh04ooYU/LNsPwsdjY4mZ3VR+cwwppPzeZG3xftBHhnD\nQQxLsv5i5MJFMUU7HovmPr5QvQ9SFfIyLtwEjjsFLa1evTxM9vNKz+X0ske4zFgMNveeEtWOtdFi\nsVpmlLXkNYe4yGJWHwVw1T2myTzMz3uEmzxBG7OYBWxGnbd24HXm+F6SR5ziMycKGeVSpIqncQ7b\nXyfpz9Vb31xVBMmKn12p/amkbjesESS9MBGkI+plQg60ZUnPKkRpuiG2b+z+tlZ7VtLXFEWxOaBI\n33Q5x/0OVTHm13T/Jtm6ttpqq622vx+2tfvPbFTSE+qF2K6qlVobGvTCgku+8vaCQ5Au17ok7d+X\n9CaQtG+U9Bu6fJL2skIW23qQtN+gfq0dqV/bxla4D8+lEJqtXh7AfiQnDyqncUo+bMYQiVSt+Ihe\nUJI/R7wmYZvHstXk7HL6npl1zObJ8aO4rf0teWXbU/ICkRE1krzYZCRcmtk1DstzOCIBtB00cbh6\nZeZSLlPMVpEnH9ym5xYrkvHHTvuwn62672h7zZYpEJhJzpZ8thK1VB4Z96RfQ0+o7zSSCxHJc0ao\nz2TXMD0OFKTbHiJFJw9v0kQX/WGphq3g8EQEhmRau24iePZ53/QNvWKpjUZCT3fhfTLS/ZZGCrEd\nWkgoxL1Aoah9JfUrTi8q3ZvR0USUntie59ZJnuhtvByKPDK8S1I1kVbygGIG2okdHtVioVmzyA2M\n5POoCk2EhnxE4y5JCeGkBpehLU3cAyqp81qa8nyeaMz6Y/kZIoV2fEnZDDty3vhOk3vHLLVO2E7y\n2XYs+8JsOiJ7zBKcXU73xK6RY9Ztu6WbQbZnYg5R2a/WxpC0/zdJ37yG/f9M0r+vPtYIkl6YCNJl\nWVmWS0VRPCrpgaIo/omqNP9/K+nX6BwVRbEk6aeNtF0UxSslfaukV0sqJA0XRVFIerYsy8+WZbla\nFMW/l3S0KIrPS/pLSf9G0scGOUe0G+SJUYxTd5Q68/BmPwFah7KJdxgOjZQ68AydASUI+PyCz0zr\nGaDyHk+oIbVAIm9Zuutq4nlsnU/bmyN3aC4dryOvEm2TWKPhoXJz9KxcyeJi4j+Qg0IJhI+0U7ht\np9LxGOKhCOQKCOBm86tpsBxSGswbmGCoMm2TYkOJE9IaToMyeRZnllPI5o7utTw6c9alkJuswAMz\naeCfOuKVgXOZP2YPz6WJ4tjkpp5iMxWipTTZ0PGw+/QRcEZ27Ujf71z1mUnmeEj94dKhIWmye76z\ni15w0Sbc28JEx2uxd4ck+J4ztawex8TEICWfxr+y4nk+6l6nHePU4U29DLmTs0lhe9+RKlNMqpyp\nfZNV2Ol0V/RyUCr2mWX/Xlh/jYRy1ky0a7Ew0skDmzTTbWtDCBONSo+Am2bcHONKkR/ThqM2iewr\nhlhnVqWGPX84xXSsTsNp6/WfVSx0ZvsFFaX0neS5NT2S+arPvG11n0csE2Pn5liXW9ysKDlo86uZ\nheLx9DtDnAxz3SHv0FCiQar2Mc7VuVXIKyB0L3nlbbtnHaVx1RyeifHEGZyZS2HOqVUfbrMu1dDG\noEdSjSCtl12zCJIkFUXxCkm/KOlHVL0Pvy7pJ8uy/AK2+bKkd5Vl+cHu3+9UFcKLF/5zZVm+r7vN\ny1SF+n5c0sskPSLpJ8qyjIkRbEsPQbpR/U6SVDlBFp+PXA2SpSUf19+1I5WGiCUviCAJ30eipOQd\nCHJuaCxvEhGkqMGUQ1oeULoWygmQk0GlaruWnfKrOw7Kk5lJ2Yy1oqjcPap8bS8pTQ50inIo2nml\nlXHUiDLE7wScR3M0rBaZ2VZMaCTKkrz7TPfzdUMpOy6nujw66p0Rc9T2Hu+XdmAR1tPLXveJ3DAS\nos1yWWnkjD2+kJzpQ3PeWb6plZAxU+a+rlk5ZA8dfMrVVDPHj0rJ5H4tLnpUTfLXf+dkQrXI6zuF\nem2sPcf30Zy3NzZTIV/2F8kjvizJQV6R5HldJOwyQYBICuUVWDR1kBqtXTIRLvZzu6fzSmNCzHYl\nEkSOWXRopOTgn5zNl2Ghoxb7TORUjeB5xlIjZmfkERomlPB/+z1X9JsJE2eW/SJF8khzrCVn415D\nfmHFcdz6d4/XhcSHB5QWgbML+QLap7RxCNK41pap9KwqMUHVCJKka9xBeiEZHaTXKHX2llKqqgSd\nIfnBOtZOYzo/oXISCkn6Zrjt/ZJuxb5StWrjYJKDsTlINZQ6N50Ls1i93Aasg8fTpBKJnNE4B4/i\nbxLHTwxwqAh0UFSOExMlC3IhQDOSOw8EjZVmZiXI1GeGuzjB8HwUAjQkhWneMSxi12dOx1vHUmiu\nIx8eI9GUhFI7t03kMUxDpzKXzWXbH5zztdhscqCOz/XDqUCqlBzEGDa16zanLhbNHQUKkSvqShQn\nJ+Yn+YmPRidE8g7NMYhDSl5MksVS2T67HntP2zg3J86YlEBjeRPJoz+06Jjy2dm9MWdg35HUHzry\n6DURH0Oi6XBRC6w1wBE2O62EmDD0FqVA4nVRPyuGx07AyWYZI8kLndo5JV8eiZmJS0v9ZZMYFqYz\nTbRO8mNLTt8r12/jtrkxtSnpMW1MLbZx1Q7Setg1G2Krrbbaaqutttr67XmtLcRWp/l7qxGkdTLz\n3L9P0veqP3Ql9SNFhqosyleNlrocJSPPBuE0huNstUOu05L6Q3anse2w+gmH1iYLASwu9q8sI3G4\nh4YBgenII09RjZuCamfkS16YkaA6tZq0Y0ig5gqN6BSL3MZ0/niNLKrbC7e0tmlrl6cSK90Thenx\nQzIrbQpFcmU6jftHBWCGK4gykAhM4jCvkdvE8hrzSu/B9HgqE7Lz9rPZwquSR6SsDYYaccW/C0rV\nfFcaSqHDW470h2mJarEQ7b4DKVTGgqbt3f452TFyKtkzc74ki33e00qhSwulUcRyFvw9lpo4djz1\nY0pMEHWj8CvVmIlCkDxv5+X7YvefYpqzy6lvzCzn5T94n4hG2+fp8dQ+hp9j2yK/iv1M8jwfqqcz\n7NsTr1zuf+b33i29u4uAxkQPs4i+RDFGhip3QR6C1IKdSve00UhIZi68TmRyEBJEWYal1aRsTjQ3\nNwZyPFoJf1+3aWNKjexTlXZ9pfZZSQ9VH2sESbWDtG5mL2ZL0q2AbJeUYtokTzfUrxEk+ZIdbTgJ\nrEhtRiT7xHgaEB5Qgr/Nzq16xV5m3LBmWe78ZkurPY0MPYKJjhpME+F4kTgctWBytaKYZUOBNlYk\np3q2OQZt6PHQCPlTNdscOXMyJF8fjNlZjYavu2WcsBOZ0EfkWJCrNSgjiBOnVIVMOBAzC48hwkhg\nlnx4ihM/wwtmY9uTvtP+ey70aeJQGf3xBR/qMaNDEB2MyBuimvjKSpW9Jkn37X2qRwBmqOTY8f5z\nTtwtvbl7b5hlRVLyiqryIJK0/21PufsuScce3Kaz85UjzMwqqjFTGJHhmZjBJ/kwGPmFPOdYZj/+\nHjPm7F2ODhydbuo3SX4BQsdndDS99wxnU4uKizqGlskBZA061rcjMZ/ttuvOZQYys7ajpFTOECbH\nyFy9t7i4yKlc0/lhySGOX3Q0LWw6sTmR0iNH0tpvCxCWTTqlVNvx5rk0/h/YIR1Y2JgQ2z/W2h2k\nX6k+1g6S6hDbuttTksY6qZN9AivghlLnIlGSqcy235gwcMpzHqzD7VQiC998PKFBLclNNmbnDR1Y\nTQPI1HJyhBoN9bKKlpTS5K3jj22XVrq/zy4kbtUdSpNDrAln1ssGwncj21Mmz3ml4zXkU49tHyrR\n5pR76UyRKEtyeWPRD16SekF3yRedbcvzh2g2MFLSgAq7TAU2LZQVVffePt/bzbi65Yi0E5OvVJFj\n7VpGcO17wG/ZtSMhIkR66KDSieYEcwCTG1XBe1lPXZ7Q1PG06uaESzSRyNjscjrG2Hafri9JSwse\nKdnfFcCcGJca3fbvm75Bz80/1WvzKYg1mhH5ZH2zUfCiTFxzUSnLym6I1X2Tqsmd98yQJ3OOJI9I\nSr78huRVmrkYOQdH+PSyd/xy3L47Jytn9b5DF7Ko7Mxyen8XF9P7Z44L69GdWU6OzsE5X57HjQvd\n/x2ibQuDlfS8TsuL19r386vSaNcponNjz2toSBqF42qZsI7rg8/kbZFYbTYkjw6zgC7V85l0IFX3\nqicZgrGEi7Pm5tSWpVXfjp34XqokN4zXOSxfwNqcRMuak6SbF6T3vVp672f6r2m9rc5iWx+rEaR1\nspjFllPMXlLqMG1MKgyF2CRLgcmdSpNImEcAACAASURBVJ1vTB5RIVJl27flV5yS18TpdHxlehJl\nzbGaBELEitW2MCYCNqTk3HBAmBhPED+BHU50M3ACcyGFmEXCivR23Tagsf7WCayMSWBn2I/IBCe0\nrZkV6eTuKvwmVZMrQ2+2rRkRFRLsI4Jgx2AhUapTs2o7a2fZsafHk1PE8Jo5c41GRVaV+jPhzDqd\nNNENDaUK93u6YcaoJ5Mr5WLXI3ltG2rlWJuZXk+0I4ZjzZHY1koq4izxYarKS0te14pkYZY8sfR/\nC/WQ3Nu+CLqWK5orpT5tzsr8vM9oI5KRS0mPoWizQYkFZiSwTy0npJVhOkMjiTxZWySvWj217PuG\nVD0HW3hFRJgotJ2T/YT1zuz+8plTuf2UfNFcs5WV/vs+hvDkwQVfJJZ9j/c9phxHpJ73g+MTM+ds\nPGPJnZxmGttK+kF8/i9Rb6y8qgjSP9LgjMiL2YqkX60+1giSqudVW2211VZbbbW9SOz5v8O/i1lR\nFD9bFMXz4V9GFMTt831FUTxZFMWXiqL4g67UzjVhNYK0TkaS9rNKKxxq5hCtmZeHlXNp3vZ5VAm5\nIcF6OGzDY0SImunmRKysjZJfPa/gPO0BKAnTgs0WlcKEH9zeTxwm2fIUzhE5U4Ys8T7E62VbzXL3\nhrpKJLlyxUyBuVzRXKJerIBuK35yVybGPUGUPAY75x3tlBo/KH2Z3BAjPj+95PWzrGZdrE8l9auh\n50S8mpv7ifSST5en+rQdj7pHjUbitxAtyHFuDMmRKn0aIia5bZ5eSmiCoUZTx/NFnRlWJX9I6n+O\nUX09l/YeBQQZlrR2D9L3ySELRAJJbGa/IvrCZ0dNLCLIOU5TDlEZUeKDzSBMRpV2hoVBoXJjGavb\n55Icrh9O8g8Wwh7E5bHjWJvsnE35FHxpsMJ9JMSTyB/D/fF59tow7sn2hhTdPJeOTSSNYzTVyYnE\nkQxutkXSf9XG6CD9mNaOIP2H6mO2fUVR/KyqOqg/qEpoWZL+tizLzw1oz2sl/Z6kX1Yl0v0PJE1L\n+uGyLH9zDU3cUKsdpHWy6CCZ8xMHGhZtZFYJxRglP0jtUZ4cy5ACC2tyIMiJPM4rESIPYiBmO6R+\nZW6G1TryxXF71xjCZ/YbM2tMnZpZIFEIzpzK6ERGXRJWtI8TCcNfudAAjeKRJBwzvEBCOQm5Ur/w\n36X0fZgFJPWTtMl34bbU2Dmp9BxJIrfwFHWv6CDb35LXWKLask2yJ+WfYS5MI3knheHHmBUn5UOb\nrVZVQsTMSoncdPRGTbzlMUk+Q4mhWxLYjT92BmVR6DzYs7iptamnZM7yEsNhcqNG0eSAd8vOYcem\nExOzzmxRcUqpqr1d6+xCnqM0C4enof6iq7yuRsOXTYkFhiXvSE89uM2FUyVPBWBiBJ0HPoPT2J5G\n/SpmOZIETYJ6jnPFPsfPuTB4XARwsWTtv8sWSvJjLbOLqSyeWyBZGP+RkJVKx4nhbPbLu45vTIjt\nf5WvA3e5dk7S/119vJiD9KNlWd5wme35eUm3lGX5nfju1yR9Q1mWP7yGJm6o1Q7SOpm9mG+Q9CV8\n38bqiYNDS75T0gkxyyEnkkduotiimX3P1SEz1Oz7MfnJl4NKdNrIE+EqsBWukSJ5Ud05rqyZlk2z\nCTyq0uZS90cwQZqzRL4Eq6uT+8Vzcb+ouixV++eEAMmLMeeGK0jJyyVQUNOOsX88OTNcOZOHwftH\nUUuzvQsJhWN9Lqvsft/Bs65sRq4uG5W+zSjsx2dER4Lo2fDmRPCen+93/CgPMD8v3Tldte+hQ2dd\n9psZ6/LZ/Wg2PT/LnsFNR2/s7TfylseyKud2DIoeMjOshesimri4mFfHpjgnHQK7v7uAZLD0y0kB\n4ez+v6J8zTIpn3BAOYwcUkxEjajmSHB6olL5w3O+7+TqSkZxRRuTTio5JLkMy107fILFINXvqMA/\nSCCXY+Ak7vUpqLRTuDbKmkg+25YLpCbGtdzYGtthRnV/LuhmVqWXq1du5Ko6SLdp7Q7Sw9XHizlI\nd6ui2n9JFSj2nrIs/3hAex6X9GRZlnfhu3FJ95Vl+co1NHFDrXaQ1snsxXyXqjeGyAghaqpj26DC\nQqiE2InQ5NAmhgakhCZwBZsLqywpX4qE4cCm+gepizljUfvEzk0IWuonfVJnxmxoyJdWIWJik97N\nmODs/sZCvkSfzOKKWOqiL1jh5nSVom5KJN7GUI+t6BcXvfOYy7JjqCRXyHeE2WWYYGaX/YRqRufM\nHAGSvoeDk5orQWHG5zy8OX8tnBBI0m000vl7mYgPbtOTsxViMTNXqVhLVdYWHRBzljqdCuWSfCFa\nMzrF0+N5tficttQSYJjZhaRxM3XEo0m5fbeNevRJ8urTdGyYCs4Q3El8JppL5LmHZIaJOqf1xT5l\n7Z+VTz1nsoAVyJ3Y3I8s0Qlnm+mssnTNwQVfQocEcKnq83QYWaaF5TusTSynNJm5N5J/Z3OLL6LX\nuT58BufgOz623bfb6vntO9K/YKSjKflFLO8TF1af1jXvIN0k6TpJT6uqh/vPJX2LpG8vy/JCZvun\nJT1YluXP47tbJM1J+rqyLP9qDc3cMKvT/GurrbbaaqvtRWSXk+b/h91/tL++1HHL8lH8+XtFUTwh\n6aykH1NV4/RFZTWCtE7GENv34HtWfN4in67PdFJDdO4CkpHjfpAM+IBSJfCH53yM3laoXNkRMYm1\nqcxYx+kEECn7zVa1JIVz1TrIiEbZav3dRxKydCKQPsewCmU4MIowkj+wFYjaHvmQQE5wzhCnB+Q5\nFOTL5BTAyTcxSJ8cBQpgMuRI2xr4OUyrlqrVJlesLHjLlTGRpSj4R1SL2x4DP4dq5s1mCsOQe0FC\nMkUqiVKyAjpRlRhCbe/2opHc784TFa3h0amneihDDiFgaDZyucjFYZp/fN9PKxUIft0RX7Ms8ubs\nWlmhfTKDFjHsZu9FQ4lgT9K41B8uHgFicXI2IRmPjCciP8ndFN1k/biejlcIiTN0ZAjd3rn+MBdV\ntynsuLTq+zzRbspyUJ5EqkJ3B4H45uRBhuXDhXYeJkzY86dwbixya+PrsDxdwa6bcg9Ek3ISI1JC\nyW5qeaV3u75cvcx55RNbTqqqj/bR6s+riiDdqv7rvxzrSPpQ9fGy29d1kn6zLMufyfxWh9hq8yTt\n1ysfp6adD9uYo0CHZlDs3wZUwvQMiTFUxk5iA8kdurTujx1H8hOTtXNJlZq2VA3IdGIYooqT2x3t\nNFHEQp50sjgZURjPJg2b0CZ3gzOCbLBYYTxXVoBOZ+6+S3ly/G1hkrd2UKl4EG+rHSbFeDyWzSAB\nP6fpxJILUr+Sd3yW5MtQMTuXRZXjZNFRi/yxYTxfZueZw0KtJctG29bcpkdnqnAbS2/Mz/vwY0w4\nkHzfyV0LHdBceYvJ3Z6HlHPwdgWnkwuM2KaYnZl7zgxdMcxNJ5YlUMzolA5yes0Ww7n5zJn0wTCc\nLbK4QKE6OUNOVMTne8bP0UGy73PHZliaOkPvMIe6ux+zfskZnB5PTj35gHsXUokiZmG6RWmGoxjJ\n4nQqWd5IGqzu/YDS+MSEmSVV7+tGkLTfprU7SB+uPl5W+4qiuE7SH0l6b1mWv5j5/V+pIml/F777\nVUmvqEnaf4+MHKSX4nsiPuQBDOIYkLs0jYGLGRI0loTI8Y24H8sHkOg9nBkoiFrZZM+JnKs4Ka3c\nWL9sCPvaQBKz1WzCvWtVeg/aZMZr4oBFzhbTyskJoLpwzAqTPHmTgnu2An9kXHrT8e6x5TkLrYwj\nYRaF/2xSmVlNx7hDnu/Vwmpc8kKdLGMxu5DP1GOphzc2K17PnnsuuMw6klyHM/sRaYllKiSfqRfr\nb01ipW3q3pHkbOczZ2XquOfTkPuTW+mT22SZYfvHPbrCTL3hzPs+gvabPTzn3zk+i1wKObMp7Tiz\nC+laWLOODnlHvnZfRCdHLpJ1NpI59lZkZR0NZG27/kE1Cy+2YJiRdCu25bjBBQ2N8gXWf+zVIkft\n5OFNGukiMcPyfZSLuhbGJMlnzUaidS7zVvLZcnYsSn+Y8Xty6zgGxrFF6k/oyMmDkMw+KukPtDEI\n0o8ovzC/lJ2X9J+qj4M4SL/Q3eSspFdL+jlJ3ylptCzL80VRTEl6dVmW7+xu/1pJ/01Vmv+DquQB\nLM3/v6yhiRtqtYO0TsZabNfLT2gki1rHYaruURAD7ftblddEkjx0bau+mIljAyUHjANhUpd8pobt\naxZLjTAFlll4JCtGRVpbSXHQ6UK4eo98yFHYNke85ETHVRwzbniNOcXx9na/opR89ktHfgAmrG9h\nOCIpZnQ0bp7zzqNZ1BmKukW0ke2eqMysrZEMQkBtHmaDTR1OzpLZQ3fnCc+dTn95hhhCIoJ0OdmF\nEWmJqEcbEyQzfyiNMNENUVmbR0d9u4kgMrOOYdBpOMBShWjliPlUrSbSxneS6K/1l1YrEb8pnXAg\nZG1Zf4hK5HZcosC5umJb1F/kVspnvLWBasZrJDIWycocM5iFxUUY7wcz1+gEMkzKkHmuxiSRO9Yh\nJCozgXGU8hBGYZhRpb0meVSTzpy9S7ccSe0cHk4o1P7xqmyT5CUVWvJIpdRfzNYQuoYG6zu9CByk\nX1PV5beo4nSflvQzZVk+0/39A5K2lWX5A9inKek+Va/Yn0h6X1mWD62heRtuNUm7ttpqq6222l5E\n9rzWVovtUvuUZfnjl/j9XZnv5iW9cQ3N+YpbjSCtkzHE9nl8PyS/gjCbl0//jdo7hJSFbe2YdowJ\nrMyoqzIWVvQM7/E8S0qICREpapFQQM6QnhiTp44TV6LU+pGqFGkLwTDsw/DZqPLoDpExWx1xZSl5\nBW6u4ux+NJtJqJKkUFasJxeGooeGSDCt2XR89tx+NqvcTZieFknfhvrYip9IFlfXJIhTwbq12bdV\n6k9Rp1qwWaPha3cxTCT5kNjB4/mQ3vXDnoDMcAsL09p3ZgfnBotysg6Znd8QCaIDPB7PNTSU5AGm\njnieHdsoeWSEcgiLSijDykrqS7ftTm2xe7d3IfWNyNsiT4VoTexfDOfxfWOo7wBCr7Or0onx6rOF\nviWPLFEGhGguw7QkOUs+7J5TjZc8+hWpAwytSZ6/RWFX6g8xxGrHYZtYHJlaUPFzr33qlychJ4oJ\nBGeWvUYc75PdB2qEUQIhyixI/l3uyKf8P6GNSfO/RWtHkD5Sfaxrsal2kNbN7MV8haRvlx/szEl4\nvxLPhtA2oVzqoHCgyZGuo8aSbcNyJHTKjMPMkF78fZCzIVWD8aXUcyUPRZNDYEYxSooUmrM3s9yv\npKvuttYmK7ExOzuYZ0GxSTpUZkeDMyD1awFxUGV4Kacybg5Zo5Eg+9t2+2wqs9nVpKR8chbVv7s3\ndeq452+R+0HxR94PC/Hkwi0ktkpJfyaKMkbhQRZslTzJuI1J9HLJ5zGUllNSnsR+M6tJJ8jCQvGe\n2sQ9OuoLCpvdOZl0i8xIEGbIlNo8Nx/3GW0H4CzZBMiQMyf1mEVq57R209lgO8hLy2kzxYzB6BRL\nqT+Q08TrpZgkw89m03BG4Hepjf7XUeo/Ul5DiWTtHMeLPKxZec0mcjEl71wye2xJ6RktSjrV7Rtb\nbz/bO54teJixF0uzjMCJGctcl+THV2sbeVExwcGMY8RXa2NCbDdL+sY17P85SY9UH2sHSbWDtG5m\nL+b7Xi299zOeU2NGfg95FFYaQPJIkQ2+dIr4+cR4IqhOraZznsZ2FKFrY/LjqmprmBQlT6w0i6sr\nilfmuD+D0JMoRsjjS/0q42ZEtZihxnIQ7cyKlCspii6SQ2EDHR3E2dV8+vL07kQStvZN4jsaScTM\nfjp5OE3a5FFEwqyZlaCYn/flQHIZZiTJD2ee7bHDnkhNMr5xNMgBMfTv2HFPPmUa+rbpOyVJj958\nX2/ybe9WtqwLkR1mCdqxT4wnHsgJTNZ2D7Z94JAmiklJafKL1mgkJ4ttYAkV6w93tBO/KdblI9+E\nEzQnVMk7GpzMJ3d4ZIv8q5i5SieGRqcovu+TYVImJ4+OfCzRw6w+ZnZZ+6N6uVTdA+ujj4wn55qL\nPSKZZh150jXftxx3jdmDXCDlhHXjGJUTyI1q1lK1GLN7vaJ8CSgmM+Rq551R4lOSMyr1J5NI1bV+\naHljsthu1NodpKqwT+0gSbWDtG5GB+mpz/gwGFGa3MQ/Ip8FJlWTM1dR1vma8oVrhW0o92/72v90\nbggNdzqJpM1sOnZ2rtDamDyYJULYmTo8LLMh9ZcfsetuyCMSvK6cg9jKtJ9hCzpwUaOIGVpSNThT\nMoGOJCcjC2ccO95fi43hOJYAeXwh3Y8DO3zJDZs44zWo23a7Z5wwYqZT7rqYNROdw2h7Wr4WmJGm\nWWPKEBWiWnRMZub8vbYMtKeX0qTC9HAStu17TkB2PWZM35Z8Ydjz8kgLy2XQeeT3wr6SR69ieM8k\nCfjMiVrF2nWS1zOKTiCRoEgMX1zMSwVQm4fE647SAojaSJYZNj/vy4iQsG199wTQJDMq40eUj9l5\nJNjn0JOczMZtu32xaEMWD80lR2ZqNaFTHD9ymXwMvUV1er5zZkRzbFxoNpMzzRCg5NP/Y9JKLOpL\n+Q3eU/bBp7UxDtIPSVqLyNDnJXUryNYOkqSXfKUbUFtttdVWW2211fZCsxpBWieLHCRb5A/Lh8py\ndZlIYjSbXVU2xZRIUDMgPjndEYYIJoEOGB8p6haRlJhDoUikzukukfQt9ZMYI4Exx9UahK4RMcsZ\nRdnseiQfHmO7D2RW9lwlxxVuLsRiYaZY5JXq00yppi4QVb+jseBpVN02Y10rhu/IL2I7c6GcQXyL\nnEqy1B/ilDzXiHXtGG4hfydKCdh+XMUTeWK9OzPWujMjMfu65g26b2+1AGY6Ni2HjPAZMf2biMmh\nuaSOfUs3FEkB11Py3DWqkvOZR2RMSgkJ07u9kKVZrFloZtpDe+SRFoZWGdIjTymGnAeJYhK4bAeE\nhvUSI2eMx4vK6Lzv7P829p0YgAgyxMkwmKE/kfQfz0GLEgOUwGAYLurCxfAeE1KMqyn58N11m6Sj\nVXT7qiJIP6i1I0j/T/WxRpBUO0jrZoOEImeVnIBh5UNvOXn+M2FbDk4kM5oxwyyXgUZCdzNA0TbQ\nRnJhLp5vA/Rdy3nOk6RscV4Ss3PH/ZASgZ0kzckAyUcCKOdaKuU2cXwOlnQCzUgQj0J85GpwAMxl\nwg0KI5g1m2lSiUKBUVcpTurmCE/vTkKQO++54EKXFpLZdyBpH1Hkj6HNrfieulrMFLJrjYVdJX8P\nqcDOd6u9O5GmTTF7cTE5nVGDiYRicw6WJH2864y8+0hqGycnimHadTHLrtHwYpKSdFN7myZur9rE\nCVLyIWK2j8czswmU/TmGoszIJYq/mV0q4ypqVTFMa23ju84QMfuKOUskW+cSNyTP1TMblh+TLPzM\n50jODpNMGL4zazZ9Bm3kZ0XuEnXQOMb0uJe7/TskefJ8HIc4TnJhSG5lLtuQx2Y7qPVk4+FGCkV+\nv9buIP129bF2kFQ7SOtmRJBeJZ/pQIJiRI7MbJXRE5LDapPZI8Py4mnWWWMWhXV+Q4qG5SdIDlgs\nQcK0+wlMPNbenHOj8D1XbFw5mlHALVe9nha5DrY9id68v3TEuAoml8FIxzZpRpG3HEfqE+M+g4/P\nSfIOiJQIxVSLppMl5ct20FnNrXZPytdrIxcrV07DEgA+frf05q6D0ZTnGvEd4UQXbVAGGlOtjx3e\npP2mlLzZO3Z2vuHMdUu+4vtNrcrJu+/QBZeJJ1W/mfDlJIjgBxd8UoI5VoYISD7jzfabXfDEXHt2\nS0uVI1VdzPW9HQyZsmswyxF6uc3Y9lRC4xFkFeYUumO9uUEK95H701F6D2eV3tOI1FJVPZcYQF4U\nM+XsWhbl+0nv2CFzzoy8uFZAmKRK0NSeKfmDkxnEtT0AUT0l78RQekDyTkwcl5fwPYVxmxkHjbIt\nuYy86MBTbmCjsti+T9Ir1rD/n+vqtu9as9pBWieLxWptTGY2G0MOXKkwVdWM5L8YWso5KR15AmIM\nj3GlRdI3M27am732SiYS0jMO5jHNmxM/Q3ZSNYGxkKed+7TSvYrhO8sU4b2064pyA8zaYcq8OQQH\n5zzRXKqcDJYDYRiRZS5yZSyodk14n+GW9gB0yoxaM5yA6LgybGLvkIV5pIoM3Cvn0E11fnL2rEOy\n+GyJUJizzAnEHC+mPZ9ezjuxUdHd7sn8vA8TSp4QG433Jta9klLocEujkkaQ+hWzI4nftjFHjSV2\ntmQ+R8SPoUOGJe266LCbE/jGZsoSHBpKzhLlBrg4sPt717J3aOx69x73Mg8kfUe17Rh+olREjvTP\nsFPOYY/vLIvc9lDeHd5BM8uhm1PLycGXfBgsF4psw+lk/+M7ycWSOVTU9GItNCZgcJFAGZCj2G+Q\narZUOdK2aMqN4VL/QvLT2hgdpKbW7iB1X/naQVJN0q6tttpqq6222mrrsxpBWieLCNKgdH7yhsiX\noaaQ1K8zlIu/s7L3oHTuu2zVK8/VMIs6I1HR284jec2URvjdzvMMQjmsGj6ImMmQmNmS0irzrmW/\norPtWQmdpGuuZNnGi4X6+H2s/J4T4ONqnCn8ZvcvpHs2tZxXxCZqwXckRyaX0vOfGE+coMcXBisR\nS9UKmYJ/0wOQB9YfM3TP0EPq+xBRZPiMSBuvpRlI7nY+u++sxUX5BxYGZS0zhm6MZ/XQ/RdcgV2G\nKA2BmZ31QpWSR9SITNx7t3S+ex5yr6jTNKqE8DIMTZkFqk/3FNjnPKKbkx5g+JcEd2tj1LuKkVBy\nDTk+SPmakCSX54wh7r1zeU6QlFe+tz4SleLJeTuIa89JXJhFNW7ej1zYPVdz0b6Xqmdk947E9qGh\n9L5FKZOcBAqNkgs57qIkPSvpA9XHq4og7ZT0DWvY/y/UezdqBEm1g7RuxmK1JFXfqjxBWfIZQbGI\n7Zi8jkgMp0nVIGIcmTvkJ73ocDUx8VP3h2TmDykVe2QldsuQIa/nzslUlZvaTDGbK4rG2Xmk6t60\nBkDlNlhyIm6FSdl+t+vixBQ1jDj4cmCU8mJ0ki/CyeKcuWKlFP4kf4ehymFMyo8veEVsPhvJi+/t\nVCo6++jsBTeA8x3hRCb1E1Ht3fr43ZVGkVRNzix+GknYJC/HUBSdSnsuDeU1qnLPhXYXJqxheQc4\nlhU5uOB/Z3aZXe+xD6csNp6T95f3juRoin/yXsZQlOTvj71HkzvUp5rOe2D7RbFJLnKiA93KOMLk\nIzEpYxrvwURmccHFA8nWdFxu7l73GH5vbe7XezKzZ0NNrFwYPC7wmCHHPhrD+9Rmijy++I5K/t7k\nlPGj6j7N6BEfRPtOK2nUkQ/Ke8fC1nT8ec6rzfGxeeitWruD9LHqY+0gqXaQ1s3sxZSqbCxzQCa2\n+1TwXOmNNhAYcoesY43gGEwJ3zWAz8MVrm3PCTcaCbSxhIaUnISopG3kXnKAKLon+fRfa485dRx8\nyWNgHSoSzin+ZmKED8x4Eiknah7bHBASjc2Y9Rczf4iY5YQ4c/Xc7l9ITuB75Pk3NuFOhJW73RNm\nFLEOFUtv0LEjpyY+c8nLLBhn6WOn/QqcFnkxNNasYhkZOt9DQz5V3dpNKYmcujORlofnkqI366gR\nUckhhUPyiuPmeLR3e4dFqu7HycMp2y+3GCEpmaVGolCl5Cfw+D7RcaUUBxc38dzT416BPceR26nk\nlOVUpreGvkhe1hTGm1Zwhjmu0IjKDIfnzxI0rOlmliM2s29zm4nt6ksSoHAuF5RMJqGS/l3L6b4y\nY5MEdjseSd+SX/zYez0FflhOXZ28qQmgrpJ3PH9pbmMQpO/V2h2k/1p9rB0kXeMOUlEUr5T0i5J2\nqypE/LCknyzL8sJF9tkj6YCq6sLfKOkNZVn+btjmo/Kcu1LSsbIs/+lFjttDkJ6XV2DNEbOp2EvO\nKic3kqob+NwKE4Z9T/jYjPuZEYlhRhYz4Yh8kODMzJWLIVZS/wpRqgYLO0dUm6UTRaVqC0Hs2lEV\nBeV5GJrjBBDJxTn9nlyqMAnWJLOyNAWdIbuG1o6EtE1jPxb+ZOFQbsO2mEVHgshZRENiW1l7itpH\nsaCmWQ7BYHFXa9v0eNIF2ro5KQtPhIn4AO5NzJC6926frs93ge+Z2aAQUK6gMBEfIpkMKdlkNXF3\nInozoy2WyiEaxn5MwrPtxxpu7AdmdGikfsdEyodMoyQIUVeGK6X+Ekd0QEi8puMXnb2IZPXaGxzT\nnNZTQ8kRt+fM2m92TjM7N+8LjYkKdM7ZHwZluUbCPikCse18XlQZtz5NlJwFwu25cPFGZ47X0JD0\nnDaGpL1D0uZLbZyxVUndS64dJF37JO1fVdXHflDS/6LqfT12iX02qeoT96hyfHJWqkJav0lV1v43\nd7evrbbaaqutttr+Htg1iyAVRTGsaqHwxrIsP9n97iZJ/1nSa8qyfPYS+2+T9IzyCNJvS/pkWZZ3\nXUF7blBXB+nHlMJP1BbaqYSSREGySH6OyA6rXk8AySByQ64TVy3R4rY0toOrZ8nD+3FbIlVM+c+F\nANg2cq7MKPgWzxdT9CUvN8AwGPkXOR0Zs4iG2Yp0cdEr6fJ8RjplzTIz1rpjWCryz8grGQn3mppZ\nDI8yzCF5/aRDAV1rbvb1oyxsdcuRpHd08Hi6f0xrN4SB6CZX0eQ3kTjM9PVjKMibC8Fx9d/p5FXB\nD2SQMcm389jhfsL2LtRRW1ryiJ7kuWtTy3nF5olxX/DWwrpTR/qLrFIGYlHp/u497kNvvfbLa6VJ\nHtltB4SPoqeUG6AoZPyutV3aN1nx3CZuP+sQmJySNrWgiFIS2bX+/JG7Uw2/xUUvT5FDbnJ9lOFA\nkvTbeM72ThBRI+dNytd5lLzEgbrt4vmMWvCmufxY2wpyCJHvFcepXLiwHcL+n9bGIEjfo7UjSE9U\nH2sESde2g/QuSUfKstyC775KSJwnqAAAIABJREFU0pckvb0sy/94if0v5SCNqkLYnpX0nyT9i7Is\nv3iR4/UEun5PeZXpSOojpB0hZk4ei4uJMxAdK0LQhOQjD4DniGGwS1W1pjNFR4hk51jaRKomZ+Mn\nXYooGcXV6HyRXGr3lc4bnRUSqUlc5cAZherOKy+oGYtf2sRDzkUMXUrVPna8T4xXOkx2XhvwR0c9\nzyM6slEN3Y7davmSHFS+js+g0fDhqdwzYgmah+e8oyNV74yd+87pbbrv4NleOyzL6/6FdIxDc+kz\ns7YYcmahUYbETLdqdjafbUgtI3NQ9rRSqCyGEOlImONp59h73DvykQ8k9ZPxWdA22q4QYrVQFEPp\nwvHIuePEOoxnZ32ei5gDYb8Y2o56PAzvUuHejKHjHE+M4xffUfLLuFBrBYfAjsdwt/W/gwvp3OdW\n/bsXF1Zbw/3nuMaEE5LtqaskeS4Xle8ZYmPoMKqgs5iu1L8Q5X2k8C/HiFFtTLHaN0v6+jXs/5eS\nPl59rB0kVcKe16q9SkGHqyzLLxdF8bnub38X+xVJZyX9qaTvlHRY0uslvf1SO366+z87RY4HdEa+\nEzGDQ6qcI0uNHlFyePqUlDNtGFa/w9XeLm0FOkEeA1GC3mp2h7TSHYiPwhkhImETLgcSTsrkppB7\nRb5PLoVcCorYvDYb8Lv77ZSvUm7XEnlA3D8SlHmtMf26l0mEVfC5QM6UqgGXk/qJ7iQwdTwvJ6DF\n/lRmyZOqcyjg/Dx4XZ3UvpHt/RP3zHL+HM1mcqxGlJyUPUpEacuU2wrujQ6e7T3/JVzXiNLxDuzw\nRHSram9Zc1RmngFHiqVBJI+Y2DHmj6TfLZ3/gRmPJpjT02zmVcmN+CylyXJku3QU5yZCdwqZhrnS\nL3Z/FxfTc1pZ8egfVe2tv96/4JE7a4+9s7OrXh7C7vvIAIV1ji0kRJtxEXNKHrklByoas2lpUezT\nzn8ukKmlqv+dAUo11n24DfnU+T0giW/tDoT2rpxfTW0ekR/4XeZsd3uirr0+h+vkgod9hPUNterR\nX2urLdI6Sv18diEhkiOrPoOO5O7TF7nX62nPd/+tZb/akr3gEKSiKN4v6acvskmp7jwm6R1lWbr+\nWxTFZyW9tyzLi3KRLoYgZbb9PlU1/L6tLMtnBmxzg6QnXyXpOlVkPEn6a0k//LXSDS/1EyhDPbNK\nnY4QMFdgNh7FkBMHQYY/mlg5Sh46ZhrtvNIA02olEq7kHQtrMwvesmQEiZ25kBLTw7nC5CDKzCmi\nNb3rCwOP5KUOJjb7TBwbsFhodnp3msxtroypzMxGocYOycwkeNs1swQMkS6if0dxjVTbNqPqtrUj\nroy5YiYaxswvyaNop+WzpaLKsFkkzU7v9jo9TE1nGCZXPJSOuBlRr3sRpqGmU5RlMHVkC5kdPJ7e\nQyk5OjGxgJpHhhyZsZAvs59I5G1v96rgLJAbkw9G5ZEu9i+G0oiIkChtZu83M+/osBGJZYgnl7nI\ncOZOefI+Sd8k1dt37OeGZJMQz/fJrkfyY1zOon4W3+tBafJx2458rbMc5YAZaHb/6KBKvnZiThpD\n8uG0Np6vVN37nNNsiQW/L+m3JH33N1Xfn/1sNXn9cfXnVUWQvltrR5A+WX2sESS9MBGkI+plQg60\nZVWhL0cn6YbYvrH723raE5IKSd+myqkaaG+RdL18BtoNLx28fW211VZbbS8++59VFae9783V3zNz\n0t/o0pNbbS8ce8EhSJdrXZL270t6E0jaN0r6DV0+SXtZ0ndfBoL0VlWLwe8qy/L3BmzT4yD9rTzZ\n2mxMHjWylSVRAWoOMfbP+Letgpj+G3VYiCZFi8celGpr27AW2lLms+RXpDlORU4wknYxzZnc8cyi\nPkquQjpXxFTypeAfV5tM4c+J9VHUkseiSjZlBYj4EGVgqriFtBhyzK2uSYKmhEROUoEaMSS5EoVo\nKKWnHzvuNWPs3ETL7PdGw6MrRNcomGiohOkTRX4RZQCGM0jAklIYg9wbImesMk/dL6KTdn6rnTU9\nnj7z3vHziFIa//Bw2p7vmbW51fK/jwTkTPJI29Syr/mn7jVRNZyK83YtI9s98thDu7rtGB1N9ynq\nRZkxKYSIqSlBH1rwNc3MFuWlCXLvZE7kMY4J5Pvl+D48D+vsdbCfjatHt3sUNIdak3uZ4zY25fl+\n5KaZxfdJ6uclsv8P4o9epx4N46oiSG/onutK7WrLEFxrds06SJJUFMVvqOoT/0TS10h6UNITZVnu\nwzZLkn7aSNtd7aRvlfRqSXOS/qGkpyU9W5blZ4ui2C7pH6lytM5L+i5VFIU/KsvyBy7SlhskPfla\nSTfKZ4SQSElS8gP4PlAw3CBBgiWJmSxHQRHHJaWB4BFA5TmniYP9ovIFUkkWZUghl1kDioekFGoi\n0docPPKs4gDODBizXJYIjVk2MTSUEzg0Y+hjZMCAyyKgzM5rwaHgRJcj4EbnwYylCVjc1ZyUyTBx\n5vR4ctlIO5XCbu8+kq/azsmrhcwv4+pQ82llpV/AT/IZd1H1vRkc5Ek8FwpgkkBr55WqMBz1inrn\n7O7HyZmOMDMQuXiI7bHvSBy3EOBYSGAwp51ZW7kip7GUT46DyJCX3Q+W01ha9ZM2EyLYX+PjiOHY\nrQOOF4sj2/Va+yl0m3MCYoiQGV4xI5e6RdYuyd8bLiTvUP+CcUh5FXdmUErJ2esohd6YcMDFg41N\ncUHJjDsaw6Z2ffbd2HY/TrLQcBsLqz/Qxihpf6fW7iB10YJs+4qieI+q13BY0hcl/Y6q+fUPLtKm\nXZJ+O3xdSvrmsixXMru8YOxad5BeoUoo8kdU8ct+XZVQ5BewzZclvassyw92/36nKpQzXvjPlWX5\nvqIoXiPphCqEdJOqkPGspH9ZluVzGmBEkJ6VR1R6ZEF5uXpmmsWMsZa8AzKDVcig1P0cMZxkZw4O\nuXNzP2Z+cUDoZD5PhIkk146cozGDVTSvkdfHVTzRJCJJ5lzsO7BJE93yJxwMpbyiuP3flC9XYcbs\nm7iaJJok+UmCE2vMLrPB+qTSip2lM3LyBVJeTJBE7shHitfK7CJmZHHFzDT/3rWiPSN4RlLIahrv\nXsvxJBRoXCi2mRyk6JwZ54YV6yWvsC75SuwPz6VtFxd9RiPTxc0JoZxCJFrzd6l6hjYpn5TvM7nM\nOuF3LhSo6MxMrCgVkEM/JS8JwfvP0h/MYM3VS4uCtczs4jGlwQsvlgyJxyOH6wCQKMmLww6SBOC7\n3mxWqfeS9IlMRmTcnkjbxUQ0OQa2gZw15MchsygtwCy/2P6IyjMb2GyLpI9oY9L8v0PV5HWldkHS\nf6s+DnKQfkPSr0n6hCqKzvslfbukkUFZ3l0H6bdUJTr9pX3/QneOpGvcQXohGaHNP1EaVAjlsiji\n1LJXZh4LE+4gMmZc+bQwGNEh4KAmVY4ZtW1I6uTAbAM7HTS2g45frhzJiBJq8boj/c4c/24j/ZpI\ngB3fjCnk0TGR8iredCQP7PCDtZ0nRz6l7o6UVvms88XwKM9hKt93yDt1OdLv0pJ3CCLpm5o/LAEj\n5QvvLsqjSZKv1UbnhiFdZjflspWkvKp2DCmYMUwkpUwyhhAZvmEokurYZo1GOoY5wouL6b0ZHfXS\nCbltcuU2SASnCvoJkKMZ5iJqQQe4PWAC5zPnfc/da6qJ52rgceKPpPoDwSmOtb+I+JLAbDa76pFq\nydedY0046gxNjFfoiB2bzoj1DZ6HCQdEMvnZHvsJIIs5xW9a1CfKhdCIrE9n3r0DSOhgCD7Wa6Oy\nPdsmecR/ftWPjXScXqKNSfO31f2V2gVVvBVdZvuKomioq4JQluXpAduYg/TKsiw3KI9vfewlX+kG\n1FZbbbXVVltt16S9QlU05nOX2K6Q9KmiKP60KIrHiqJ4y9Vv2t/dagRpnYwI0vfo0mn5kUOTK/BI\no96NrSKX5FdJkVskpRUrVzTTCGdwtdNEuyKXgccys/1YnJFhxEajvwhv5FqRF0G4nfB9jpxp3KrF\nxXSOMXmtIrPzqrgskrTvSDoGkTi2h8cgIZMVy8cyIQ+Sxcn9IEE4ivRJXk6AaA0J0VM4TzvzfSyK\nbMaiv2YsLjtIK4nvoaEkFhqTKsSAnCCzgwuefBx5TxPjQHbmPZckFuyVfJjL7scd7cRLYl0xCkLS\nuNJn2M3CqeS3xP5l/XLq8CY9dH8VvqUyuxkRPMoodDr+XpOzNomwk1ShLy6MpHRdVMwmkkFkJlqU\nEiGSYQbhwt74Maq84CqLxMaQYi5WwnOfANKVE6y165Gqa2pn+jHrRA5S444hfRoRJiLJFISNKt3s\n01G+JNass7GzHZ6Lofx7F6q/NwJBGtHaEaTudV6yfUVRFKpElL++LMtdF9nu9ZJ2qQrLvUwVyL5P\n0veUZfmpNTRzw6x2kNbJWKz2euUzJ2itzV508f3d72/FNuTK2OD1IVUV4qUqlLXvSNqGxMtIyB6S\nD58xO4uQMQdGs5nu/0fR8WmRvM1jLIZtyYVhllMshEnHz+ZhkpwZFsgN/Jw8JjDh5iY3yWswmcNF\noUsOkMxMO9Mtc7HznguOs2UTFguyHlzwzyMnIGn3buLuqiSI1B8e4bZ04KLyMnlkUadqUGV3M07k\nuTIx0cm24+2b3KY9t5/tXWMu289KdrzuiM/kFLbhNTIcKF16EWHbMPycK1HDqveciOnckmuUc24s\ntLUVTidDcwxRkbtEtWjygejkMrOS4SDrJ+QHmfHdptPGfh4J05EQTSc+8iO5+Mnx76jGz0URdbdy\nHEWOX1wckPfDjFhyq6irZGPcCbyfuazJ2J+5MLGx+CjG6Iby95rjbK4QNvvZ6Kj09rmNyWIblvR1\nl9j2c5I+H777snoafpfjIP07STdJemtZln92he38qKSzZVm+80r222irHaR1skjSto5P3sFp+UwX\nWzHnUvEjIdoGBE6+khdPY8q/TYxcbeZKCcTPtIiCDZIEYKowhdbIU8odY+vmwQMgSZhmJLYTfRlC\nw83hmpVHiEi2pkaVwudpOG3Dm/O8jJO4nlZm0mmHFX/O6WSF8y3ynCOpQjdiWrHUX8PNbNeOfjIz\njerZdDQJArXB/YhZXlI1eZBDZ+/bvXDm6Og8IE/qlXy2WnQ6iMAwQYECjVLlwLIf5QQfZ5ZTPbSp\n497Jt2vJIQjkupxSmuzb8jzB6PiNwEEl+sp+SZQllsuwY9DpYD+h82XvZHuzz9Cy9jCrbxBf5iPg\nCRqJPCfwypp1Q0N+EcN3h9fGjFXJ16OMxHK7T+2A3Nk9M4eHtRpP4+8PqXo2sR10XuhY5zL14vjL\ncZd9MC72RpXeq1vlEXXrm1Ee4AltDEn79bq0g5SzL6jKtNMl2lcUhSVH7SzL8o/W0M7Dqhyrt66h\nmRtmtYO0TsZitd8uP7ASwmbnY4rrCax2JY+0cCAiwZor0vnVPIrDsBjTlImM5CDvQaGgSBI1y6Fd\ndEDosDHDg5ODDSqsD0WniIhZzkkYCQMTQ2mcbOj0SD6Uwv0mwsTJFHHbxiaXk8o7qHRoBxFNJ+72\npTgk74DEDBqugnNp3HZvOKFRCTiiblzlxuK8lBLYutmH7HIZhdThIYJkFmuaUXfJiodGkradk5lo\n1s5jH75BE2+rxnE6iTz3ZHBG7RgMa1qbmuFa6CyzuG07OKFUdJYSSvbmI34CZgZU7zzd/9tBYiBH\nqmdqeSQGR4sLAGZN2vseFeKl/vtoRkeSaJ3knbJ4/pwukh07F2LnYomZZmYkvsdjM/Qds1Vb8k5T\nrvYjCecce6R+ioEUSiJ197tr1TttHIs/KunPqz+vqoP0bVq7g/SH1ceB7es6Rz8qaVdZlgNmhEu2\n8zFJq2VZvn0t+2+UvRCVtGurrbbaaquttjVaqbXVVbsUXFIUxS9L+nFJb5N0oSiKbiEV/UVZll/q\nbjMl6dUWPiuK4idVVaD4fUkvV7Wu/H5JP7SGJm6o1QjSOllUMDWE4T3ywm62Gn9AflVENEPygnBE\nHiIZkHA14eOomhyhfobs7Jy3Kh9GInn6LqzoosaH5GugHZzrX+EOImNHvSPWguJq1dAuahhFTRrJ\nSwjESuZMq861nynTXCGSIxHDdFx5MnQUhQxztedOL3tdH6kf4bDnPBKkEYgs5BSAc+EW7tdUP3dH\n8iGkQVowRnw/30kq0kPy15ILI53JrDmnDm/Szq6G1SSeAZE5Imc5nSTJK6aT23M6nJOI0L4Dm3Tf\noercRILIt2N6+gGcmxIDfJ9ynDYqR0t5ZXNqixGtZb002z7y/XLHmgCiQj4axRVjmE4aLG7Jmntm\nUUctCkVSSDYi4HafppY9itvC95K//8LvEdFmf40h6qjdRATfIVTdezM6muQfOvIVDMw4rjBsTZRs\nBtuCJ3VVEaT/UdLXrmH/L0r6/6qPg3SQnlfej6LW4AckbTNh5aIofkoVqPYtqkCq31WlOxhzlV5w\nVjtI62R0kL4kPzDlyNM0wuYst8ABgdlbJqJ2qzxkzzIgF4PyZ5UmAYbmltRfNFfKc6UifG+DR26y\ntXNKVSiR4Q5yJyjSZ04ANaI4GNpE2OmksCTblONpSVUY5+Cc3z5yRnL6VJIP35nR0bQBnlo0J5Xe\nhUFhM5LSWVCW2VsUw+O5WyE0K3nHgFpAsfCv5IuOki9hFvWYBun0WPs/jjDokFIGnxVBjiVZmO2V\ns/nVfq0fql3T0dnTSqHKRiPp9JDDRwFEZon1riWEbC28t3fOl22JhYH57vI5M7MuFnKNjj15OOTZ\nTO72ivPkWcVSHbn+LnlCP8cVcuTYFxl2Z3ZZzomh80Xenjkd8br4jptF3mQrvBcUtIyipwz7MiOX\nIp9sj12jGQns86tpbJmf92VYTMuLSQ10JDmeMHRIx/RpbYyD9Dqt3UHqFhutS42odpDWzUjSfoU8\nOZkDFVd/HKyZGi15Ei+RJ9adkvqRJ8mX3IgkafvM4+VWiyRbm3Nzh3x2SVwpSr6sQBSCNDOHi9wg\na0tsn5Qn05rFCYh8mJxSruTRKcmrXcfslpwzxMmG2WXkjNmzndztJ38TkyT6liPTUqU3ZiByEpwE\n6mbGVTSdC05I5K7l6nwJ37H9TFknCXossyBg2jozCQ1NYObiiHyafy7Vnu9eE04guWvTuB90inIV\n6w9kUCgKhe5CJlQkueckL05kRCPJp7mjXXGS7H5cTEGb54iip/YMKF7Kkic5kVoaFw9cpBC9MuOz\nn10drPRv13Lbbunm7n0iP48LRrM4BuayFAdJDNi7MgEHae9C4nLm0GFyzTjmDnIIJc/tiuMdj8Hv\nmZE3C77iraoI2p+u/ryqDtJrVcWyrtS+pKvbvmvNagdpnYwk7a+WR1uiouvFjCgQ02VzRF+G2yS/\nuouZJBMIj71HeVRoFMfjIMrVkB2P5MWTkh4Zrz7vPd5PnKRFknZOO4SK4zPLflCmgylVk2xORZiZ\nUEvyKI5dcy5sQUKvcIxYZoHaO1I1ofO6ckV6W3A2plalZ7ooxMdOJyjfrB0QJrveQZo4udTpqHdE\n5CFHyM8Rdll4c2bO3/+IDkn+GUj9mVHz8osBO8YUjnHv3VXYzo79/7d3/mF6VdW9/yxFqOCNYiYB\nlSuQi5rEVgWUCzYMWq2icntlsGptBMp9GqhWC7mINU/U1ktD5UGI9pYrQW2EVNuqETGlxB+1BJQR\nRRFtEvR2RC4ihgF1RH4K+/6xz57z3Xv2mUyG953MwPo+zzwz8777nLP3+bHP2mt913cdUxiBpSZN\nqZMEueG0Dfjsxw4E4NKzGwmChe19o5IApbq3hgg1hFLqYOlLdqhiyCd0eRZSP9N5UsN/y1hbMLrU\nOytDTaU2Um3fOpbUl7TvtA81JGphOjXqVc18jYxbFbVrofSzh/P5ThcJ5fnVcKLWvdOSIqkvUA93\naiHq5cPt86wSGV1eJi1dpPdvF8k8oZyfr2VmarE9k+kbSE1KmhtIOEnb4XA4HI5HFR5meiTt6Wzz\naIZ7kHqEUklbPQuaDq1p4wkaXlC3tLpsa96hMtatnqq02llRcRdr6vY55OKUutIvw3eLaVeyqvuB\ntNX06ppIZklgVB5GzfMArafnw8MTV8xlGCz1aYWEvCAni5crwdILoaq6upJWQmZXWATyUFWXtk36\nTscC7Sr6jNVt4V2tqQW5SGFNy0XruY1rDg23/TvhuMipgZwzpAKYNUK/hnqvJuc6pTFouEVFIRNX\n5xipi6fhjFKkNK30t25tvQIDsrxPf1+0Ppc6SND7V701yqFSMT9VJFfPk3JTNIEioVZb7bPUvTyj\no5MXq+2q/aXPq3oylDun1+LNG14BwKkv/kLGL6p5Dcv9wURuYIJ6rDUMfjG5TlHJ99IQsYa7VdhR\ntZI0oUR1hjTkX+oipX3UxFwTBov+p3tiHe0cqOca6mG9dG2vAS6Ra6vzjXq99V2wL7FSOn32IB3A\n9D1It8Y/3YOEG0g9Qxn71YeoFrNWIrWqLSvhWLPIai+SslDjYMXY0EmiVqBWtVTWdfCK1krfVIOl\nFKNM/dbPS7L4CjEYlGeTtoVc90UnNW0zTgAttFlKAUvIlXdrOi0aAugS0dQQW02sUa+FTuDX0BLi\ny9Icym9Jf2tIQUOENeK4lrHQwrTpXtqxo+2fFhpdtqgtmqvlT2pGn54v5b9Ay8lRY0SJ4zt2tCKe\nKZylxmzigkEkxCpPTVFmHS7ryPCD1uhQDSjVeVK+Ws2g1Ze9Gs5lVmG65y66/DAANq/5VqZhpmKO\nKeyknLvSGIL8mSp5TsqbU9HLcsE1OK+9tp/ZlJca0kKtajiVz9TRtEbnmrF6SR4Nlerzo8ZmwmJa\nI+b84vmvheyhvRfVgOoimdeyd2tzj841kI/70oJ0D7ke28axeiKNZntqiDUZS6oLdw0xw/nm+G9f\nDaRnEGt67CruB34c/3QDCTeQegblIO1PXnNNV7L6UOrKrcwkUT6QpvxvJCdhJpReqC4yd2qbJs7L\naCfApeQcE83sKvu5jZwXod4u9VqVXB0lAetLu2vChXpl7BXyIkwvzvJcr6gYEmkbgGPTC5fu2k7K\n20nnYW1FSG/Zojade4j8xZqMng0nt3yd8oWrRFPIs/0g9ybUsphKj07Z50G6laBPkJdvidKgHKoY\n6ipZUXrukrdLOVZqTClq5Sj0ZbOiYuhAe+5OH849X2tPjn+/cP3kWZbq2VMP7ZUnw7Hr49967y+Q\nPqmStl5P5dOlZ1rlC6B9RldUFjZQ5wmtlX3oMWvGgy7OuviPeg1KUU+a7U+TBdJqMbJ0flgl165m\ncKunWBMLauKrOp/oZwq9D5PBuIzJUZKqazxLyM+Jzncl4V1lVj7LRF4mTEwQmSkP0tOYvoHU1Axx\nAwk3kHoGzWJ7Njn5uEa2Va+IuntrmW1qTOmKJLWDfCLW9uPy9zKpa3ZLqVtSI/vWiM+l7oeOV18e\npUq3kkh1LOoxU0fLDvIQn65EIXdtazo31DO19KVT83SVZNwubaMydVjPwXZal716VNTgGZIMKTUo\n1EOnxk3ah75g1SjSLCs1hBIJevn6/BokqCGqhvNg5dxBHsI4tdn36evrnkzoDiknlKnekHsZdX/q\n5audjzJLSUNG2gYmZlUmA2qoMExrUgtq2OsLVJXbNVSd+rGR3FBLfVEDr+axWNbhddVQb1dGbC3t\nf6v09V201zR5qc7elGcJajhbvXlqtKf9XVKRNdBQddoP5Nf+Ax2hXlV/T1CDQ8eoMiXq/a2pXZel\nV3TO0TCcHrMraxeip+18MRK75uWfMzMk7f2BPaex/QPEUlm4gQQ4SdvhcDgcjkcVnKTdG7gHqUdQ\nkvaJ4iVRPaGy8nSXaGT6XlenuvKpaSkNFenfad+L5Xvlt9Ti8iUZtExb1dWw1o1SlETkq4vv18p2\n6rmB3POhab7q+Sg9EqVGkO6jlv577HBbJ2moI1ywouIp0jBnF9m+DBlBvjpVvpcqbGtftsqSP3k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5tzpirXo6MT6/mp50QNbs383E57jVQQVuUklHCe+qxcSL1/yxIqCarynjwxSp7WOWRoUfRa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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x148fbdac8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ds.plot(\"x\", \"y\", limits=[-0.2, 0.2])"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<vaex.promise.Promise at 0x14975f320>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds.select(\"(distance > 0) & (parallax_error/parallax < 0.15)\")"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x148a712e8>"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Zn3nd1Xc1URzX5fy4A1XVCdI6Vln9HKS54QTEUCFKV+RrY0NaGw/teWXXs3E0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w8hvCuEsNrOKX8cQnjRdrbXsfVw4Wfr8TbgAI0V/MuAG4A3nqf8LuBZwHGaxHIvB74c+K2t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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1479e43c8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ds.plot(\"x\", \"y\", limits=[-0.2, 0.2], selection=True)\n",
"plt.scatter(-0.1, 0)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Waiting for SAMP message...\n"
]
},
{
"ename": "KeyboardInterrupt",
"evalue": "",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-20-d116acef49a0>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mds2\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfrom_samp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m/Users/maartenbreddels/vaex/src/vaex/vaex/__init__.py\u001b[0m in \u001b[0;36mfrom_samp\u001b[0;34m(username, password)\u001b[0m\n\u001b[1;32m 150\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Waiting for SAMP message...\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 151\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mvaex\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msamp\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 152\u001b[0;31m \u001b[0mt\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvaex\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msamp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msingle_table\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0musername\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0musername\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpassword\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mpassword\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 153\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mfrom_astropy_table\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_table\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 154\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/Users/maartenbreddels/vaex/src/vaex/vaex/samp.py\u001b[0m in \u001b[0;36msingle_table\u001b[0;34m(username, password)\u001b[0m\n\u001b[1;32m 168\u001b[0m \u001b[0;31m#from astropy.table import Table\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 169\u001b[0m \u001b[0msamp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mSampSingle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 170\u001b[0;31m \u001b[0murl\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msamp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwait_for_table\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 171\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 172\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mtempfile\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/Users/maartenbreddels/vaex/src/vaex/vaex/samp.py\u001b[0m in \u001b[0;36mwait_for_table\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 113\u001b[0m \u001b[0mlogging\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdebug\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"waiting for samp msg: table.load.votable\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 114\u001b[0m \u001b[0;32mwhile\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 115\u001b[0;31m \u001b[0mtime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msleep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0.1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 116\u001b[0m \u001b[0mlogging\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdebug\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"got samp msg: table.load.votable with params: %s\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparams\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 117\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclient\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdisconnect\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mKeyboardInterrupt\u001b[0m: "
]
}
],
"source": [
"ds2 = vx.from_samp()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([ 6.35295075, 3.90032894, 3.15531322, ..., 6.03693811,\n",
" 1.48414231, 2.68011134])"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds.data.parallax "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [default]",
"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": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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