Skip to content

Instantly share code, notes, and snippets.

@tobydriscoll
Created September 12, 2016 19:05
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save tobydriscoll/40d7b7670558f58958e9136febaeec20 to your computer and use it in GitHub Desktop.
Save tobydriscoll/40d7b7670558f58958e9136febaeec20 to your computer and use it in GitHub Desktop.
TB Lecture 5: More SVD (julia)
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Lecture 5: More SVD"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"One of the most far-reaching ideas from this section is the use of the SVD for dimension reduction. We're all swimming in data, and the SVD provides a way to reduce large data sets to its most essential components. \n",
"\n",
"Here we load data about all the votes made in the U.S. House of Representatives during the 111th Congress. "
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x3240ac390>)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"PyObject <matplotlib.colorbar.Colorbar object at 0x323e5e590>"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"using(MAT)\n",
"vars = matread(\"hou111kh.mat\");\n",
"A = vars[\"A\"];\n",
"using PyPlot\n",
"imshow(A); colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The rows represent voters, the columns represent bills or other vote items, and the color shows the vote: +1 is 'yea', -1 is 'nay', and 0 is 'no vote'. Each row is the fingerprint of a particular representative. As you can easily see, there is a great deal of dependence among those rows, indicating party affiliation. \n",
"\n",
"Extracting meaning from the data is a bit cleaner if we use the difference of each vote from the voter's average vote. "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAqUAAADcCAYAAABJatgSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAIABJREFUeJzsvXd8VNX66P2dPplJnZJOSIdAiECAUANIRwRBigiCigieowKigr2hohxE0COKDRVUDEcwdEKQ3iT0GgKEGkgjdTIlM+v9YzKbDOGc+3vfe++Pe9/PfD+f/cnsVZ71rGc961lr9p69IxNCCHz48OHDhw8fPnz4uIfI77UCPnz48OHDhw8fPnz4NqU+fPjw4cOHDx8+7jm+TakPHz58+PDhw4ePe45vU+rDhw8fPnz48OHjnuPblPrw4cOHDx8+fPi45/g2pT58+PDhw4cPHz7uOb5NqQ8fPnz48OHDh497jm9T6sOHDx8+fPjw4eOe49uU+vDhw4cPHz58+Ljn+DalPnz48OHDhw8fPu45/0dsSu12O7NmzSIqKgqdTkfnzp3ZsmXLvVbLhw8fPnz48OHDx38T/0dsSidOnMinn37KY489xqJFi1AqlQwePJg9e/bca9V8+PDhw4cPHz58/DcgE0KIe6nAgQMH6Ny5M/Pnz2fGjBkA2Gw2UlNTCQsLY9euXfdSPR8+fPjw4cOHDx//DdzzK6UrV65EqVQyefJkKU2j0TBp0iT27t3LtWvX7qF2Pnz48OHDhw8fPv47uOeb0iNHjpCcnIy/v79XeqdOnaR8Hz58+PDhw4cPH///5p5vSouKioiIiGiSHhERgRCC69ev3wOtfPjw4cOHDx8+fPx3orzXCtTV1aHRaJqka7VaKf9ulJaWsmnTJmJjY/Hz8/vfqqMPHz58+PDhw4eP//fU1dVRWFjIgAEDMJlM/7HsPd+U+vn5YbPZmqRbrVYp/25s2rSJ8ePH/2/VzYcPHz58+PDhw8f/PMuWLWPcuHH/scw935RGRETc9RZ9UVERAJGRkXetFxsbC0Byqh+TF7TD4CilTqajVuaPCjtBrgrK5GYCRBVqYaNUHupVX4MVjbCiFnbqZDr8hAW7UYO6zL1BdqLgltyIwVVGlTwQjbDhJyxUyoPRCBta6rilMRBiLfeSK5BRIw9AI6zUyAIxuEoBKG+Q5USBAicALhS4ZHKUwgFApTwYB2pMrmIAquVBBLgqsck0aIT3xt2FHDkuqV86arGgJ8RVhk2uReuy4ghToblpvav9SuWhUju3/Ay4bAoEMsl2APUyFXLhwirXonPV4kSBreFzYz2cMiUqYZfSKnQh1FtVmFzF2GUaqmRBUlsu5NTJ9ThQ4kKOwVV2V53+K1TJg3CgRiADwOAqRY6LepkKpXBgkenRidu6lspD0QXXYqnQI8cljc2/s0vjc4+9PdjCtFhK9AS6KqgN8CewutKrDoDJVUypPJRAUYlNpiXAVdkkr7HeHixyvTSWCpxeOv3jnVKmvR1JpSwYGQIVdgJd7rZtMg3VsiCMrhJsMg1aYaVcbsJPWFDhkPwM4JbciAYrWpeVcrlR0qNcbkJLHVb8UGMjsJHOjbnTJh4dPf59Nzt6kCGkMTO5iqmSBxHoqqRMbkaNDRta5LjwExZqZf5N2vXYR4lDmpeN8cj7d7iQUy43YXIVUy43otTV47QoCXRVcEtuxOQqlnyoXG6S/MTTBw02bGi8dG/cTz/qqMNP0rfxuHrmTq3cHxva2z4oA4S379yJx6al8lAMrjLkOHGiAECBE1uYFkWxEweqJjZpXNcjWyCjTG6W0vWiBhUOqmSB0ry8JTcS4iqjVB6KEgcqHOhdNZLcMrkZgQyl1kG9VYUad5wKcFVRJjcTKCqokgU36Y8nvnr6Wi9TYRl0UspfkfQa+yJG0HpHOk81pB0296NdSQ4vdd/FvF3dm9jn3U5raF+8kfSSjUTUngdgRmYe0w9PoHn1Sd7ospnw2vNMzX8WhdUp1ZuReZAFOzowIzMPpauOhws+5pB5INf9k5mzty+B65MBmDT3FxbsSAcgcH0yVYPzue6fTGRNPtWqEG7oE0iqOMisbjv5aHcPDpkH0L5kk9SOQ65Brq7nq6TPOBeSAUDzqmNMOPMKBusNPkr/lVl5jzAjM4/XDzyI0XqdVQkvcDB0MI+fns0h8wDGnHsf3VuRfHdzNo98+TyHzf1oXbIdNbfj753MyMxjwY50Tvl3pNDUkcNpQ3hpx0Ps1T9M++KNBDhusSLpNR46Px+Ny+qld5UsCJ2sjj86v8AD5z6VZF4LTCGq6jShP8QAUPtMIc5Lbh0WtFvKjMOPU60KIbvFy5jLT5MbNxm7QufO35GOUyNnaeI8Jpx+FePa5vx98Td8uDYT7vIuoI/SVzArb4x0virhBSZ+tpYPZ8/glbkL3HoOzmdGZh4gaFeymQmnXyVgfQtsMg2qw+XUvnq1IR9pDIv0CUTUnmdGZh5fzx5PlTyQetzr1rRvvmTwnkWsTpjJh3/1RG6/HZ9XtH2bEcc+JC90AAZrEabvjezZ2YPUr38ltvo4ACW65nyX8jE39Il8O3ssFfIQNMImxTPPfKiSB6ERVjTCxsLslzj2208sKN8BQH5wRyJrznE4dADNqk+xsN1SL/3tG7tT/dAFfkz5QLL3m122MDr/PbrcWO1lwx9TPuCweQAL9qczIyOPZ45NZXHal5Isj4+U6JrjREHzBytQP2lGyGWUO90x0ClTYpNp8BfVVMka4p6Aqgfy+bb1fCadnMmMzDw+q+qO7oNmXjH/2rkaFj13RNq3/Sfu+aa0bdu2bNu2jZqaGq+Hnfbt24dMJqNt27Z3ree5ghpyuo79M59lwaVH2Rg8kl7Vufwz/A0qqrQ8tiYLBSEARDeq+/Hf3iC3JJOPbk7iUfkyCupiSfQr9JJ/RR3H7Jg5PHJ8HqP91rExeCT9K1byQdQndKnOpXfVOsYlbmN5QS+vejaZho+D5jB4xG/o84ppebTAK79vSB5bbrkdoVgVQZUiGG7Zpfb/DHyAqOZFJB8/zz/DXufhm3PY638/XWq2Uifzw0+4f85QpQhitWECXapzeTv6C9re2MYj9h+4UBLOWsMkBtas4tc2L7G8oBd/i/udKcdf5z7/U5Ie4xKXsKygFzLgk4g5LHb8nU7BR736c07birO3YjlnzuClmre5oo5jb0BXHir7FoCrtnBO1Lch1lRK67oTnLkvkZZHC7zsMi5xGwD/TH6E4zmt6OHYyo/m55hQ8pnUzuyY7xh5ciEVsS1oW3WeUEeRl82K7KFEqIvZXtmFnkF7ESDpfULXAZtMy6MzfyBj+ineGLOYyR0+577nd7LQbzbG8st82e0tlu+9n0nRuSRYT9OlOpe1YWPJCs/k29CXGF/6OZ+Hv4mfy8Lfbszh8/A3qdvrx+fVjzGk2Wqyb6VzJT4KQBrP7ZVd+LbtQk5bkljebwgdluUDUFAXy6SYXLcPlWh4JOEbXr4xi+/kU/mseiLjE5cAsO9WO+xy909UVpzvRtfAg1J/Vxgns1fbh/sv/Mo5QztSSg/Q328Xzcw2uD6Cqc/9TmbQXrSuOr69MIjTliRa6s7xvXwKufFj+eb8IFZPHs3QJT+wpyqQ6ph4BlT8TokqHLPjBgAtwm6xJH8wxco4ZsX+wrKCXoxPPArAWOu3XAtrRVl9CFOLPmBW4I/8/ca7/DP8TdQuKw+1X8H0C+8QVFjDasMEJpR8xvTYd/m08BFW2R9iuHo14xKX8E3+AAYF7ee8NsVrPDWuOp5Rf8EhfVeeznuFTF0+5R1C+LXmDeKCT3CmsgPLC3qREVXIdbv3782vlGj4zTiJv/z7UKyKpMuVtUTdvEWLI+cosofRp38W8yM+YGbRq5KflDpCyAgv5HxZEMdqU4gNvM5qQz/6N/jgoZGd+X7vNF4ueYWN03rx6Lw5FGhTSLTm87e4uUTbC3n12gtMil/ItxcGATA+8U+WFfQGkPzeM6+WF/SS/P61b96UdD/bNonbX5FAA9QCXdqsIfxKMfMjPuCQvisyBH+/8R6piv1ci73d/x9q57C8oBdvR09j0KlvyAg8zBV1HADN7Bfd/qdNoUCbiOaS+60l5sMqACaNyiHvehTpkcfIiUwFwC7X8mP1nAZ9lzChdBGVpSrSV17kevtUysNCSD5zCY1V1RA/NYAG+bQqAL4NfYny8zFY5bfvZnWp2UpRfThvls0g0XSMeUun0VZ/iu2VwwnvWcrwYHfsmNFrBcVXwwBYXtCLAm0KSx9eyFjnV+Sv6sKj3OBRvmDJ0BhSK9UA1ATEkVqdSERCBCOPwwldOqmWPKntXbZausjtmPan0afbeRbpZnHlaDoFuhSwxdLerqZ1fR2ZMiOVmYEc1nelXe0ewhIjGHkUVtVWs7ygF1/1mEZpQDRCHUGqKhHmuij4NYOwxHBGHoWLLWKIG5sPQVCgVVBgHEnPqh3kK/zpFgStPn+NZq8aqNwfx+r0P5lgW0D/K9nYZHAxLY6qxGHI9hoQDjkqq4wW6S0IU/gTHRNFqj6RsMRwUlSJVCs6EBfQnBv+YbQIiqfcPwZF/iRswDiO0mJKJjJLc1J0nZFPu31hp1oRTICzQjoPSwxnbuI15l5+nOyY1/iloCekxVAcHEurmiSC6svZHxpDalQSGlcdVQFxzA27xrKCngCc3t6TyFHx+AUO48PIT1gblcnM9Qso8r/B1LmvA3A1qSfRzd0+aEvsR2pAIpVKA3+GpXLIbwIRog6rzI+uNVtQuCaR2ms7MRHRtDM2o+XYfDolughQ9KVt8lEeqdrEhsouaOU2ztyXSJ9bFjpqo2iuuUaBNoU67PQfm09OmJrziwfTu3It61p+QGZtNU/nzSY3biytDmfenmiDgmFQPIvafkGLI+fYXz2djIBDtAIgik3MAMxYdVr2F7Xj2+/H0/5SGUNUDm5YnbRyJaHMdH+Jibx0gwHl81AHQoSqnrK28cQsOs9qzQP01mSTLofskEeJjaygT7WFK1TTY8wlzqiDGBqyH4BfKwbQzZGPU8iZkLSVv998D/tVC08sOcKKUycY6Q7D7DdrkLdLpOTpDrT9ZwWZtdWUh4UwMsidP+61OTzimkdfuwX/5iPpV53LltpqbkRNJzX5hNT9mzvMdA5UElBbjbp8Ip93nUeCn4uTtdX0aGUm7FoJM66nMjIIDlYHExDiYOvlSXy7YjrLCnoyt/xbwvXFjA75jO9cs1m7vz2TB2XRpTqXLtW5BKWFM7fDI8zNeITMo+foVwpX5rrYbh5Nl+pcrr+bTLLR/c+Q/ks/tRT3mP379wuZTCbmz58vpdlsNpGUlCS6du36b+vl5eUJQKDLFD3fzREnzRrxqmmaIE2IzvG5Ih+ELrVafBkwROSDIE14HZ60fBCvG58T+SAda7SpYq2mtSBNiFx1nEjpeli8apomjK1uiM7xuWKO4Skxotl3gjQh5geP9ap7VOYnRkZ/I3YoI0VIq2Lxg39vkQ8iquVFSbanbK46TpAmJNmNdcsHMSRmuTiLTCwIGiOlbVS3ENunJ4rZxhe8+jMl/AOp7tTwOWLpvAel84+Dxot8EHMMT4nDcr3U97PIRD6IlkmHhTa1VpAmRJf4HKmtFbrO4gXzbDEl/AORD2KtprWYGj5H5INIS9wn8kHsUYaKj954WhzsbhTqNnWid2x2g04uL7tLMj+9Xwwb/7Nom7hHskly8jGpbK46TuxVmMXEyAVedvUc84PHih2T48WxeL3oE7ta0jvt2TyxT2ESC4LHiBdDZ4l8EC+YZ3vV3f1Is7vKzAfxrf8AkaXrKOntOVo8cVLsmBwvNk5JEzsmx0tHSvJhkZx8TKzVtBZfBwy6q8w5hqcEaUJ8GTBEGss77ZEPYp/CJB6LXCj5CWlCxPbOF2s1rUU+iAea/yyVvb/hL2lC6FKrRe/YbClvQdAYSXbHhG0iH8QTkf8QrxufEyt0ncVWVXOp7J06ND5GRy+5q5531h0W84PIB/FFwFApzePfnnOPn0hjMD6miV8MjvlFGsuR0d8I0oQIaVUsEiecEaOjvxKjo78SH0940qt9z/GqaVoT/XrHZoshMctFPog2iQdEn9jV4oxK5mVv0oQ4EaoRUS0veo1l49iwY3K8NOcbtzskZrnkJ31iVzexzWORC6WyjX1mavgcoU+tFLnqWDExcoEk+2APk+SDjefOgf5hIh9EXjejJPsH/97C2OqGNJZrtKnih/EDRT6IT4IeEVl+nbxsMjp6iVT3r96hXv59VOYnSBNiqX8fQZqQ/MS/R5VUJin5uFQ/LXFfk3mpS61uZBMhjeWdsu8cozXaVC8fyPLr1MQHdanVkr+Pif5SioPa1Nq7+mVUy4tiSvgHXjGWNCGy/DqJpf59vMYyH0S2Nq2hzO1YpWpjE++HPCm6xOeIkFbFTcbWM5aeNI/ee5Sh4gd9b2nOe2LVnfbOB9ElPkfqe9vEPWKrqrnYMTm+SRzMBzExcoEgTYjsuLbSWOaD5N8LgsaILwKHeum567HmYvtziU3m64Dmv4l8ENEtz4t8EK+apok9ylDJ3p61YX7wWGlt6BO7+q6xYIWus9f5osCR0ufolhckm8QlnxYdErZLftJYTp/Y1eKETPU/jEceH/QcHh/0rMWeOe9Z0wbH/CLZ+/2QpnGjsQ960meYXxFpifsEaUJai+cYnhK61GrJJpu+bCfyQTwV8ZEke6l/H9H1te0iasRlySaedefRZ78WL+x8X+yYHC/Gvb5E8p0nXvtc+tzz3RzR890csWNyvDA/UCQIeFDSb6l/H7FPYRKvG58Tk8M+lPRPTj4mngt7S/ITj9537m8aH4NjfhGkCZEzqZV4sO/PYql/H6HqaJPye76bI9nEs+54fJA0Ifm3xwenvDLfK7Y1jpuePQRpQvR8N0e8YJ4tSHTv1/Ly8v6He8J7/vJ8gDFjxrB69WqmT59OYmIiS5cu5eDBg2zdupVu3brdtc6hQ4dIT0+nm0nOpl5aNE4LTpmSerkaGS5eOPg88zt8jsplwylT4pIpvOobV26iS8RptvSZ6k5wCoTVbQqBjFNV8bTdlkXN8O7IcPHluRFMSVrFkJ2fsrbHDGqcOnaUtGNo6FYUwukl+9srI4jVXqV7uPvbisZpwabwQ+Oso2Pujxx48Alk9S7OVCdQagtm1eVMPrhvMYN3LSJef52v097CJVPglClRumy4ZAoUwsktDOgUVuTChUsmZ/GFkWRd6csNq5Gnm/+Ln68NouBWJE6ZAoWop3xkf6ntEds+JDvzRRSiHoBHD3/E8nazcMkU1MvdD5r9cGkIT8Rko3K5b/m7ZHICft/Bm6nfMSvpOwQynHIlSpcDu0LL12cf5OXj06gekYlLpcLpVCAXTsnWGqeF1WV9GR6zVbKNsLiol6lxyeQIZGic7iu/HXN/Ylf/KaiddQiZDJdMiUpbz+BNn0h6+6/aSeWIXpK9HXINxjV/UjK0L3+WdCBdfwyzpoJdlel0D8qjXq6iW87X7O/zOACFtRGU2ILpvX0JNcN78MDOT4nzv87cNp8xPu9DghRVfJXxEVP3vkSdS833Hd/huZOv8W3am5TYgjFrbl990K7ez95+T/L0vtmMaLaNV5LdV4BmHXuOf54fDUDZyAH4r9rJ8NhcsrrMBsD/950A1IzoIcny/30ntwb1RumyY1PoeOvUFD45Mw6Vy8bMlsv55fpgzvUZAkDAHx3JNIwjMqiSrKt9KBnShyn7Z/Ftx3cZe2geP3R8C4tTS7NVf1AzvAex69ZwdugYVC4rMiGQNdwfU2UfQuNsfN3uNuPjN7Gw/Sesv9ENh1Xw5MG3GBmVy8prfQAYk/An36a9iU2hQ+O0YFdo0a/ag2NoewQyZAjeK5jKG4lfov7jL2bE/SjZBECvqOPy8Id44uBbrCnswpKMuYyMzsUlU/Bc3ot8lv4PAF4/NJnFF0YC8E6rr3jr1BR29n+GrKt9eavVEvxX7ULpsmN5qHPDjwFu45BrULls2BQ6Nlzvwvg9b3Pr4T6M2PER2d1nYFfoULmsOOQa/pE/gZVX7mdfnyfwX7ULx9D2Ut9sCj9kCF44+DzLioZx88F+ko9rnBapHYdcDchxyeQoRD1OmVKaAx7q5SqcMhUqlxWXTIlTpkCGQO20SjrrVu8FBI6h6cg0MlDIEBaXNGYe3dqu/5HTA0ZKP4OQIbAr/DhSmkC64QxBv//Juu7T6Bx+pqEfOowrN1E2cgDjl37JzxMn43DIUKjlDXbQonTZ6bvtC7YNnoqwC3C4ZaqddaiyD9HBcIpOhhMsbDVX6lPw+l1kmg8TJK/i12uDGB21iVHRW+hv2k3Quj30N+5iSee5ZBd24ZmEf0l2OFPRnHbbfgOgdng3jpQm8K8rvfkozX31eurR1/nyvjkM2yfnj84ubAodK6/2ZVxEtjQ2ADaFDoWoRy7qSc7JZkzURuak/BMZgnlnH+P5Vv/iaGk8/7rSm2VFQ7k4+EHJ3i6ZO16psvNwDE1HlX0IP4WVW0MyGbznM45VJlM00O3zf/vkE0JHnOOd1l8BIGpdDTLkCOSUWgM5VZ3Ahdpoph59A8fQ9vx6bSCP5b2PY2i6l28O2LuY7O4zefHYdMZEb6Jb0CFkCNptW8H+Po8T+K8/UYh6aod3p16uJmbDeq4O7O/+mZTLjqMhXqtcNnZ26Ua3ffuQN8REl0yOXNy+1SyQoc7OwzG0PSerEmgdeJ7UnBWcfGgs9RY5clHPkJ2fsrrny9jsCvyVdUw8+C5LMuZK/q32c2C1utdYz92Hfbfa0DnkOPVyVcN64PYTZNBtxw/s7jERAdgVOpQuO8Z126it1zGqWQ5rCrtQPTwTh1yDwyFDH2inb+6XbO78NDLgQHlrwrRlRPmXoXQ5aPvnb4yLXMO0VitRO+uYeWIm/0idT/89X7Gx29+pl6uRCye61XvROmsYGrObnzq8jrVehULttofKZUWVfcg9z4a2B7WME7VJfPePx9GOKGZC7FridVfRr9pDzfBu+K/ajXVYJ4zrtlExuDsyvVwac5tCh9PuYlnRUBI0hbQ0XGXumccZF7mGjJAT0hrZMfcnjtS2xjG0PXaFFsPKHGqG98Cu0KJw1VPnUKHSyFC6bMiFE7tCR/zaeK4Ncu8bcks6kRaYj0Fbg1wL6hUHmNniJ95p9RUyBPpVu0nWFnB40AReOj6dj9sswn/VLmqGd/eKOwGrdlD+cD8pZtmk2KeVynliS+N44onl007N5uM2i1C5rDhlStR+9djrVKhct39SOGr/xyzr+jaAtD8Z+dNPUn7l4Qvs7foSeXl5tG/fnv/EPX8lFMBPP/3E9OnTWbZsGdOmTcPpdLJu3bp/uyFtjELpQm+wcGBgBtfbRuLQg85gxam1IgJcPHzwdWqS/NEbLCy+3I8TjiiUQXZsVKOQl6LQuThpi0URIDjauy0HBmagMgvuSzjPbz2fpc2mz9EZrCjT7egNdXQP347eYCEwpJJY00UudYxFaUY6Nti6otTVEPCYDGWQnaP92qA0g95Qh9IM9Yoacvv34lpKFIkJV+iVcBCZpgZFUD2ZYX/yfZ+3ONivA2qTEz+jDaUZNCanW0ZILUXtwvAzWtEbLLzY4Ud6hW/h0tgHGJW6mZOjRmGnkuSAQ0QF5KM3WKS2Heo6NKZ6DgzMoCoxmN/6z0LVIFtvsCALdJJsOostVo2IUKI0g9rkQqEoQe5XI9lFa3SgNLttLPztBPtdRm1ycdrZjKP92uBntDH58LPoGtoe2XILCp2L0hgjf95KQ2kCrdGOzmCVbKI0Q/TnDm61CiYnIxO1yYXWaGdzZUcc6jp+LOnLRltXbFSjMTk5MDCDimQDfkYblse7kk8UcUOK+eaVKbyQPxVNQC2qVet55/w4DlWF8kXJcD66Ooakzd/Sdft8ovzPoFq1Hoe6DqfWitIkkClvIdQ16ENqqdfWcdWpR2mCH/q86e5vqM1rnDWJxQS1seBQ1CDX1bDW2p211u7kO03YqMZGNflEYpnYGYejFoXOhULnom58N+rGd2NNWVcGbHsf5bK1+Lsuc6h/u4axsnCf+TBHR4xkw9DnkPnVIBPFKM2gWrWeeuGiyKXh+z5vUTOxO35GG4XOALdeylL0Bgv6kFoCh5WhNEPAA7fQGyyoTS5UZiHpLya1x0Y1wX5XeLfL59ioRqu+QbLhBN/0nYPeYGFHeTwE1vPLoFe55PLnvtBD/ND/TQwdiznbtaXkXzqDlZuP9uZa22Yk5ixFaYZ3unzJZU04wlXCJ+cHSTaxUY0FC3qDhd/6z8JKDSr/Gg73b4veYOG7fu+6+2Cw4PSzSXVO1Edio5oWURf4uPun6A0Wzj48hBH3r6fcPxilGa76hXNgYAazKydzuH9bFCa3PVX+tdioxs9o57pLw+G+7alqGYDa5EIW6CL80Wp2PfSEW6eez2IL0aI3WDitikdvqJPiSc3EbugNFvyMNqnvfkYbB/t3wM9ol+blkqKBUh8a+4zW6JDGQmu0S7K3t+zCwX4d8DPaEJPaIyals9banf29O7E/syNKMxwYmIGY1B6lGd49OxKHvJprbZtxsmeqNK46Qx1dk0+gMdVjo5q+u+Y0igEWbFSjN1go04fiZ7ShMdejN1j4S7RCb7CgMdVTr6zmSKc0brQMl2TeaBPJsIgseoflMPbv21Ca4Wy3lhwYmEHNxO6sH/wcix79hIcis1gx8BVU/rVsr29Pauc8nKoamodf56gjhgMDMyQ7hIRWMiwii2ERWegMdZhCy6kYEsiBgRkcGJjB652/4WC/DihULg4MzEBvsDAxLZsDAzN4PO85lGYoDwhGb7CgNdpRm1z0D1/PR5mf8+g3P6A0g0tvp1qrxhRajtPPxqWxg9EZrJKfHBzQoWEupEtzYkXfF8kbkE738B0MjsimpHUYSjMs+fAFynoHsr9HR/b36CiNqa25HxpTPXqzlchh1UzpsIoxzZZzUNaKYoVOkl3ib+Bg/w6UpZjJHfqMez3q9YE7VjWM3/FRY6hKCKB+cmeiAvIbbGVncEQ2apMLP6OdAwMz8DPapLXBf38pFzISJH3UJre9PHqrzIJhEVnscLbnkCsRpRnuarbDAAAgAElEQVQ6x+1lf4+OaEz1qMywuTQZP6Od4Ah3PBbqGslvLrSPY3+PjtL54b5uHzSZy6Wx9PiJ0gxKE+wfMZENQwehavA7jameIRGrGBaRRefQ3VipkebOZlsGvX9aT79PT5Jjd/tHt+3zUBhcaI0ODgzM4P6Izbj0dqmNtLCjqMzwRocvyBuQLs3JYRFZWKlmfuZ81CYn77/5SkOeFaUZyd+21ndEGSQICbjFok9eJS30MLrAGnQGK8Misnh39mx6JW/ilDyWmondGZ73lteY6w0WNOZ6kk1nCQ8tJthwi/TQvzCZy3GEqNEaHay1dqdH1HaGRWSx1tqdvzq0ZVzKKkzrsph54kk0pnqUJtFgHyfqVevQGywYNGXSPAkPLUYXamPT0P6o/OsZFpHFP7ovQG+woDPUMSwiC4fcrfc/e85Fb7AwLCKrSdyxUs0/r7hj0sH+HTjVpSXnuiR7lfPElp3OdqjMgnx1c8kvBzbPxaFH8kGFziX5n+cI6F6B3mChVBPAIVcieoOFDdMelo7P//HSf3k/qHj77bff/p/YT/4vQaFQ0K9fP2bOnMlrr73GU089RXx8/H+sU1RUxJIlS2j2UD/efXAD8sB6fg57hLdbvM3PSWNo2b+U6j1B1N5wYO0fydnTKQQHKqiUh3PW2pK/CqLoqj/O4NA8Fh4bTp/gw0RevkGzi9fACpV1gZzXtMVxuYKA8EDS7fkYbeUoQkJwWeUY7BXsozdr+g0iJ/l++v+1Fazw9uahBIWo6V1+EFm1g8TLl8AK62oHk2w/x/nLgfzdkU1wSRXWGi3V1gCqbsq4HpCKKUTGj/u78IRtHVhhf20nouzXuGJpRpCtCledjNDicrCCrU7Nxbo45AYjvf/4CJlVcEsXh7hQRLEjjO7aQzjCYmltPwVWKLwSQK/QMzS7eA2/SitZNSNpZT+FzAq7a7vyV21HNtzozkjFZhQWF1ihrM7Atat+BAXIGF+1jsq6QArqEgm1lZBbez9BZUXUVUD3qEIS5Vcl27lCI2hlO4XMBtfqItlUO4BOFQepqVQSLLdyvK4Npy0pnKprRbL9HDM3jMWw6SLXM9pxNi6F+49uByt8lDuQNM050vQXWH6gI8nyC3SOKSK18BS6ijp213bloKUDruYarpxozpN//UDJTQ1mjZXK6/WEBTkIrbqEqK4n3b8A1606bshiMDtLGeK/jTTNOZJUl2kfdImsq/3IVO7jcmA7gm5cpoXiIl2M51hlGUFr+ylkdjlKmxOsgBVe3zOVHTPH0mXEFYJzisg5GIu1QkaPgGO4qh2kKU+jttko0Hdi15FIWjerJsp+jZU1IzllacWvmxPxs1TTSnmOFupLZMoKibDdACvIdf5srujNn39F01l/kjWVA3kp+hdOFoSgo46Eehey6Bgysj4hs9lFThz1Y1TzA+y7lkJuXV96Kffz2pqneTt+Ke9seByt3YGrTo5BVova5mB+n+e4djgGcaEIk+sWZ4vCSVceI1p2kzPWZHo3v8Du2m6UOsPpWH+QgTs+JcJ6hRjbRU5dCuWZpL20LTqOrU4t2WS97UESzecoPBzI0IiDZNWMJMlyhu8uPsgDqs0kKK+QpjxNK+U5kuUXkEXHcMrSCnGhiCCjhuiSSg5aOlBr1bO7thut7af47NoECiqbgVxNcvVRWinP0dN0mivOeLbX9uSmqxmrclryYtJqsMLBizH0LD+CTuNHt8K9YAWZDTaW9WJLUUfejPuBkhtKHnbuIae4P63tp1heNpKSvQoKnckkcJnzmra0rT9GWZ2BbScSuOx/HzfqwlHdLOGifwdOWVrR2n6KrJqRtLafYndtV7pe2i/5RVbNSG6UBnJDnSSV9eSdsLQm1FYCVjhiuY/7fv+Kl2J+5cKRQDIrjkr1T1la8bDfRppdvCbNqWYXr0ltKgwGKi/ZeDwwF7/LVmxWDVqbTZqzV+uiuXFe0Ep5jtGxByS5z4f8wH55b/7x+6tunewy/lXzMANV28iqGYnaaufClSB0fkF0v7FX0juwtBpFRDhtTDcJvlxFuO0moddKWbcqmSv+bTlhScVVriAm0kl1XQAnbiUxKngL03OnM9h/J7WGOA4d0DFTvUqSKXMp0UeGkBZV7raRUGHdW8ehgZk8tm4FX50fgaJMT2tOMbjcbYPLlmakFp5CGRZKiv0M+norWKE8Igi/GzbkoWZsVg2PrfsFrc1GaYkfhf7taS07J8XYG3XhlF4S9Cw/ItnWY9esmpEIpY6kiwUYQuS8f2Qc7xq/kXRuXlGJvk0Nfqo6zMfccbimKgCdrQ4ccpTXXOhtFkRYFAOU21mZ340BxkNghQBnHeGFNwksr2F7bSZ/WTpyytKKi5XRpMjPo7Y52Fzbj/sqj5NVMxLH5QoeijrIEct9GMPUmG0lnK5LIaPwL2ltiLZfI+tQB9pxlUBbtaRns4vXCCirlc4VEeH8sCEFU1wgn2R3YXyXc9xfuI18SxJ6ay1nzwcSH+Mk1FqM3CbYcy2F/sZDyKxw7noyhjZllDY3UtrciEZjx3ysHBkqd78b2mh85Nbez8DzOVjrNChtTvru/oIn2h0kNaqCoEAF4kIRo2MPsLu2Kz/k3se6Y9O4cbwZa/6MYVizw+w4l8iw6EMEu2qoSdURViYnqPQ6Kfrr7vioDyDcdpP1t/rwcPFGr35m5fcgyq+Krppj9N69k0uW5oTYKqT8tKhyNu6I4oGoo8hcSrQ2G2c1HWnLSXpsXMTWki68XLqS9qZiNh9rQU1Ac3RF1xhr/9O7n3YZv/cYS/freWy19iM14Co1t9TEK4vACs9veIyJ3U/TIqqWXzcnEuDQcOaYhgTZJTq1vEUn5XFcdTL21XUBK1w7r2D5Iy9xNqE1f4vZ6baxTI2/ow51fr3bhyKDvGKKIiJc8pNRK55laPOjaCJN+FnrpD6f7pfEDkUir05YR2lzI1q1jfzNKaQUnWFD7SBJlmcOvL9jGD3D82lGMTV1etQ2B8eUXWntPIPS5uSgJZ1IWxG7arsRY7+CsILMCkv3DmSseSs59kEMVG3zimWxtkJ+Lc9kS+FFpkyZctf30jfmnj/o9D/LQnUO7Q+2aJI+ef3jPNg3m99OT2bhzd+gpXf+6N8f4IwqEBKh5oIVEr3zg6hiFCuZtfUjvm+xWEp/d0Vncse4n457yPU7o/avdGc01P/D3oa+5uWcUBlJi6wDvftW0QOsB2Dzn60o6BpHYvFF/KnFn1qOFEbzaYtfABjVoOe0Rz9i4c+zAIjhCgBOhxzczy0gl7tIchWQRAGjWq7k472DGNVyA6N//x4Am4jl+5a39d6+P9mrj6NYKX3u5NpHa7uGR1pnednASDnbNsfTImQbJLptEoT7Cdk+bOXTyn5srk8mNKmEZzZMYPGgHyXZouE+TxTXpbaKFYGkxV2lHd7/pevP7cnYnUpO2N+Ak7dtuaa+Da2V14k0lLPOlcotmz9ZyZ9L9bqx57aQllBi8efIxWhSoq7xh+M+EoM2strRFWepAmPrKlba0onbGczRHhUcdXSjd8gZEnTFjI/fA8dusF8dx/IWXzH29FR+O92RZ0fnMErl1l2DnY8HT+fl9Z4nUC+wbP3rjF09leatK/joyU1MWPMUFn8la2ytATDpq/ii1Y/8djKU9KSDyORu29idCkbbvpFUNymqWJb8hXS+YnsSY1LW8v2RqYQFFKOXn4JEWGlLB9I5UA9ZLZ9gVEu3bl+cToVEuHZCya+9PsbiUIPzAiSCTHWJ5wf+y8veM89+hiPJWweIbfhbQ9vEw6SJI6jkaVx2hIDzAvudoeyn4W0BBdV0GJyHptETv6NYCfWwXxYFie7zC7fMlNdXsLLe+/YluPUHGP379zwcvphuLQ5IeR1wP7ySeGEfOAMAWOl0y3ir2SpSzSdJbfDDHZc13IwIIExfzcVqEyRCd3a7BTX4YJzrJM76S5AIOw4k8WbSH4xw/Qvk0KtyC7/UdSaj+RGCQqskXzVSzvFLkcxvsQKAXy9MYHHLH737yx0+2JC+qLovD7fYgvyO3xR4dAZoy1GuJDwMCtj7woP0zT7lJXf8H5N5atZpZoz9iMNvdfPKu58/eXLLYGlONsZIOUbKWWl71Z2QeFsv5apvsLw8hYYH9rE7FIxSrWTQry+w4ZFPADi6dwyLo79qMl7pFduID/Z+W8XUxD+9zts581ArnNyU2dEl2/iy7k1+O9WJz1osYfTv39Nu+W6pL0FU0S40j8Tii5LeRwqjmXf8H5AIhupCRrXc4RW3PXFwBKu82jVQCYm3Y6yH0zfDea1hjhwpjOaV6LWE6av52pJ511jYOCbGUQgbHvYqN+GdryT9PelG3G9f0WJDS4mXnKITCq/6yoa3rsz9tQN/jFoIwP7r8eiiLSCD/uRI9Wdt/QgS3X7SFveTLwZXmXRvMwP3fNl3PI7pSbef8L8bo1jJo6u/5q3Yt5mZM4fliYtBAcmcA9xxpXFcLTqhQNagdzf20O6R2+Pm6bun3w6FEpWz3qu9PmyVbAKwKf7vmD9dRPkLzwHuOU+iW/YDa8dJfvG3jQshEf60x0JzBwRDyulzpLQ4x9yywZItPfaYvvJ+/j77Z69+yn4fTFR4PiS6/TtOVeiV7xLw2p8fes0dz3jtT3qG5zaPY2iLNQBsvTiB4S1X8+CxaU32B0qcvFz+CSTdrr/3agKFAUZig8qYP2EpbUKvSf19sdl7PGN7A4Bnoj6CWKi3y8lQ7kUld/FHfRq20lHgB5x22ziMYoSAJFmBl56N++Pxk6yZn3uV6fbaFna/35eU0+c4sTKAlORzUr2UludwCRgluy1vmHMVKODQ9jCuBvsTZK7Cv+GxzGHOVdyy6tHqbbR1HQY5ZLj2gpzbP5s6fEOK+4N+fYFjxdEUznhZ8o1+AbnM9g4X/57/Bc8q3RM8Dzp9oWwhiBSiTId4P2SaIFKIHqG5okyH0EdUi5+DhogyHYJI4XWU6RC/B/URZTpEp+b7RJkO6TgRFC12BbQWRAqR5x8n0sP2iZ3qFPFs3ELxs6K/WBDylLis10tyGh9X9X5inOkbcUIbIf4pHyOlNwu/KMp0iJ0BqVJann+c2BzYSawy9xPPxi0URAoxSv+dlP+webko1SG+Dr4tZ2LC9+L9Zi+JMQm/iIkJ30v9mW78QNLnBcMckecfJ9JmHxRbJrYRPZ/fLPaFpIgyHeK6v0ayR2mDzEHm1cIvolYkxuSL95u9JLW1MbCzOOzfXPwYPlKU6RC7AlqLFwxzRJkOkR7mttkZ/1CxOrC3JPvjaPcYPJ7g7seyoKGCSCG+iHxClOkQ+f4m8bRxoegQtkeyyXeKoeJkUJRk78PB8eLb8LFNbPub8n6RY+zcRG8ihfjbjvki398kynSIt2Jec5cPfaCJjB8VTdM8R46xs6R3mQ5xPUgj2dQj23MQKURK2DGxK6C1eM3wqrcP6LTiZ0V/sc6UKYgU4uegIdJYNva/Mh3iF0V/ke9vEt9EPCrKdIgZsfPE7JA3BJFC7ApoLbV1p65ECqGPqBYDzNlS2tfBYwSRQtzUKaQ6xohi8WHIc9JYNq6fo27XRO7Piv7iMdMSQaTwkt34eC1wtijTIcYk/OIlr7F/e87fjHmjSf1FsnFedhhu/kXMi35eTI7/SowzfSOIFOLvcYvEQ/7LxHzZRHHJTy/5ice//aOqBJFCvB8yrYn8AeZssTBqiijTIaaFfyQGmVeLMh1ePpgSc1Kal+2bH5TG0qPTA3FrRJkOYY64IeY0e1nqk2csiXSJMh1iXvTzTcblaePCJuPs0XtiwveSfwfHlt51XD2y75a32txXmKNvSmO5MyBV8pMyHWKa+h0vm0xM+N5rPBrL9vjJ3pBWgkgh+UmH5/eKU+3NokyHaBl2XJTpEIawmyI9bJ9kN8+hj6gWRIoGmwgx3PyLGGReLa7q/QSRQvwe1Oeu/rszINXLRg/ErfGa84+Zlki6l+kQjyd8JzJjt4kyHcIvolaU6RDvN3tJTEz4Xpo7zcIvijYxR71iLJFCbA7sJL4NHyvMETektcHbri6prCLSIRYGPyl6huYIY0SxV7nBAb81qeuJ343joKdPS4K9Y1iRXi3NeU/fO4TtkcYyJeyYmN38PSkOlukQU4wLxDuK58TqwN7iMdMSUaZDfBw9TTxsXi62TGwjvg4eI5YFDf23Mc2jz3zZRLEroLXoG5gtXoj92G2/kGnijH+oNOcv6/WS3h7be8YyMSbfS+bGwM6iTIe0NniO7b9liJQuJ0SZzr027AtJEaP03zWZ841le3S8pnOvTY3nfGMf9BxTjAtEYUCg6BGaK9aZMsXT8Yuldae0IZ54/Hth8JPSmnZn+41jlWedJ1IIc8QNQaQQ60yZQh9RfVebXtX7iYXBT0r+nRJzUrKJZ91pGXZcas+zXpbpkPT2tL0keKwo1SFiHrkg0mYflMr9HtRH/PHdAPFhyHNicNxaSf/Zzd+T/CQ/0D1POzbfL8Yk/CKIFCIjeFsTfYeb3XlFevVd52Xj+O2JJx4fJFJI/v2YaYl4On6xtDaU6hAHNbGiWbNLXnI8n83RN8XD8VkC0/9lDzr9f8HzoFPeSGhvhpOxLWldeEbKn7ztWRZ0+4axOS+yZvCcJvVli7PpE32ULQ++wfO7JvPC6I189shU5n/ymle5+OVLuDDu6f+STnsTO9Fn1kt81n0Jk1JyKLEG8t7BMSzq/rVUps2Kzzg+5jmvetN3P8VbHX8lRF3jlb588GjGrf9NOrcIDTpZ0380APDhoZG80n4lssXZzMn4iW9P9/PS+/7sOTwYf4gZqb/ftf6fzbvR+9Jur7RqrT9tvvmUKa02MiT2L9oYLrGhWz8G7c7hL2tLducn8+Ghkdx8fAKTtz3L171uf9v2/CDew4r+wzF+d4G+0Ufv2n7qis/Z+MwHFAeaaV/oLhO29EdaGy4zNmkHM3Y9RW29FvHM0CZ15594mMtLMnj94zm8d3AMY5N20PX3eXz6eRbTnx0FwJyMn3h9/2Ne9Zp1rmVA5W7JTwLUdSzvO5+xOS+xoqAHzx87ycLFr3CoLJH2xgJW9x7CznZdAPgkqQ3HxjzH2JyX6JZxgSUbetEpNJ8bViOXq9zvX3wqZTM3HWaEw8GawXOQLc7m7Dsz2J3RhScH3n7wx6StouQJ738Ecby8OWNzXsJ/jB/Fy51cGPc0ssXZKIOhvgL2fvEunY+7XyMlW5yN65mh9N87l5wus7HUq9F/vRLxzFDM3y+j5InxHI9uRZurp7zaUG/ciOOinTvx2HjNpY5U2/0Yt+XFu+bfjcb+faEqjITlX2MaLihd5X3ZUDwzlNIAI+aPv+eXfvN4JHGnlOexd8zypVypMnjVW9L9Uya32Uq/DR+SM+gVPk6bRNbwR/jrnX58fbo/Z77uyZOrf6L1hTOSD/5RmMFDG15DPDMU4/e/UPbEWEleYXUov5zLpFkPK+Nr1/Lz+d7EDagl9epJ3sgdy6fd3FeT7/RvD+X6YOY9OZ0PP3tbSlt0fAjPt1n7b220cOxUpv3ypXT+9en+TE7ZzMn4lrS+4I5hssXZfLfxN574Y9ldZcQu+4bC8U95pZUFhWCsvMUfvR7goTFTJDt7kC3OvuvYzfprEg+Ndb9fcdrev7Ej8mm0jqZ+cScLToyQ4knXL7aw5299Abe9x+a8iGXyKPqueY8tD76BbHE2x96f3cQHASZsf4kfe85j+u6nGPb0WXqf3Mn6qx0x9nSRcT6vSXkPU3p9wFfbXv33+YUv8FWs+wrw9N1P8Ur7lYT5VdDqty85NXrqv60384X3vdaBp19cxJJ/PP+fjXEHb+RN4PwtMz/3nQ/AnuIUuoaeblJu780WdAk72yT9znXnXEw8SZcvNCn3SM5L/NpvnlfaW1Nfpe/+P1m5uC0LO7vvluUUtuLNY5PZdy2hiQ809otvH3qM3GdDJb0B7CoVaoeDu3HZGE1M2dUm6QtHPsO0le62s/o9xKic2+/NlC3OZkziTn7tNw/d11nkfjSPLgUHpFglW5zNxfFPERtw+9227x8axWvtb9/Je3vKK2S+uY5188d4jZVscTa/9JuHs50fhyb35HxoPAnF3nbbdSWZ7s3ypfMrhmiald/ug0eeZ84/uP71u+4h7kZhdSixAcV0yV7A3qEzJJ32Pfwinf/lfoAzd+jr3B91jBqHFn+VVSrjGYP9CR3IOH/w7g3cwX9lf3LnvN+fmk7GidvzqjCyGbHX3XchPPH7+/z+PJG8uYmsfW060PHkIV6e/p5XekE/C38Meh+Avmve42hpnNeadqgE0lfyX3rQ6f/62/f1gXIs9S5cfuAwKKgvdaIIlONnsuA0yBH+chyG20/e1xc7UYYqCDGXow+qwmFQoNZbiLJeZ+7SN90yyp0oG+oIjcyr/p1sS+tBr2PuBbVDeR4h5lvI1DYcBgVOqxw/U51bZpkTpVFBoLmyiTytqQ5rkAq7Qo5MfXvxHr3vX96618txKBvOXYLG9wfVJnebIeZy1EYbQQbvdvzN1Vwk+N/25b78v3BEKHBWOFEEu8toqSPYXIHaZAODwGFQ0Pf0VhwGBa7ielRGG8GhFTgMCvxMFm/Zd+xKRxzMZqcxxV3X4kKuu/2M3ZnyKALNlYRxk7BbNyQ5waEV+IdUozI63P2q12KpB1Wodx8KqgJZtOwViAQ/Ux0yg0Cuc1Hxh40Qs/s2k9p4+7OHttbTkp/4m2vRqazUhyjQmWrp8JmD95a/i8OgoKJOi8Og4IGjG3jg6AYAvjd/CwZBoLmSRFkBIeY0zgkTaJDa8TNZ+Ffmu0zY9DwOgwJDaBlx9kLidhYy09xX0iPEr/ou4+KWPfD8NlaZM6SxBcAM6dcOS3VCzOXUhyhopr3s9rV6d1mHQUFI6C0cBgUtLWe9fanciX/NDTA39QVPOXm1E6Wjvond/tN8uIY/jkA5KGUIpYwQcznOXRByRzsOg4IgKggxl6Mw1nvJbGO4iAMFNY1s6WHW2Qk83nM768e9jgMF5VlWss+NxmFQIFfbmLv0TZyVTre8Bh9UVNdL9hABNhzBcmnuuFTuuXNf7TEcBgXPrpzIXy1mow20om2Yu56xvFu/dZUVvLv8Pa88ldH+H230t01fe+X/c9JkHj+TS3LFOa8xPR8T61WuUh9IUK37lmOwuaJJG4G449ngYxsJMY+S7OxBHWCnrh6Ud8yfs/VGOpS7F6ngM+dRtHDi4N/r76FxPNn++gDps9vebr/zN1VLvuvxwaX9xvN4zu3N9nFbKPYAOVpTHd2L9uAwKCgu9qffrR3/0Y5jNvyMI8o731XjQu7vji2Jlwqk+mqdBZdBhsNPwcu9VtxV7ob8+5i8ajJXDc96j893M/6jHu6GveNxgcuIvpHPlFfr7irDVgSOIDkovL+0Bd2xTsTWXMKqkqEIcPdNWAUyrQydqVYq56xycbxdW17/7SMA3nP0lfLe3vooMn8LHw/+hisJkTwx80s2vD4ccPvamv4D+X/Ie+/oqKot8P8zLW0mM5NJL4QUSoAQegJiRKpIFxUpKijwFJ8gNoqC4gNUEBT1CSKoiCgoFpqA0qTHQOidkJ6Q3tskmTm/P27mzkwm+N7vt9Z3rd9b373WXZmcs88+++x2zj33lPUPP8uvSydx2u8fTnUrsFJfqUCld90XHSzuttoulYfdp8ee2Cn1hxUWrGapPi+/GupV4ONfRu/SFKdY5eNfitUEjd4Otutrdqrnze0rOeEbw8V2XeV0US8wBZTQAEy0HmTCpkOIOisKT2e++2xdwfuT7OcHW2usKD0UWCqtKNwVDFm7i32LHpF9XudfI6fJetO4497oOkFk1Uh832zwcfJlTFY5lil8pfhkaVTSYFWicFdgCiiR4pNZ8OarEm9dz55n5Y5/OdN3sG9rjVUen1irrZSqjPh5Oi/nAZxoK9wVFAX70Zhnl2VofR51AtS+Krx9KmjUK8lW6Wk0KBFWUGgUsn13v5GC1ajk/U1vOdUx1f9F6iyg9pd83kdZJrf/4WW/UnnuDvz0sgtvrcH//KD0Uq8umNtrAUiK6SOniyB3znTuyfwhf5BEH5dy0TUFaP2sJMX3weqvJamzKw5AR5FN0oDW864WBtHFJ98pv219MaVdgkkK60N1gzujHkp1qt9XWUdSovR/SZ0WX88aGgO0pHbqyCt/3U+/8VX0yLXPJjqO7RosKtxUzsdPfXx6AC/1O0pVmA9J0X2IringR/oT2L3KiS+th4XHE661Kot70QYIsFZRFe7D9YAYyr1DnPLKM/wI6VTOt7EjaDdZQ1Ju67RtkF4SgMZX12qer1+tLBcbbBwgrRc6H9qN73M38creR0gZ0del7OQB1+V2Nfp7cTukHT11N6mL9ubz57/ng+ODqe7oQ3SHAvRz21C5Rnor1PpaEF6SnbgZQaVWc7p7H9RGFf163uEMPXFTWdAABxvuR+dmD0LRNQVcT4zB16+W6hAfds61z3y9slcKXo+PuMZRSz/ctJDUuw87BqyX+YyuKZDxtW5mFxu7W6XH16+WukA9gXmSLh3LOOJH1xRw+kGJ76TufWiwqIg2F5A0oA8hjWUkDehDRrmJCKN9gJdfrSfavYDWwEY7uzAIc5Oa6OCCVvMdobTOC5NnLfcrU0lKjAck+45Wudbhpm5ihnYOM3qfJrqmgLs9QkkKdqU5zf8UxzOindLmPXCIJJ0d1+Y7qUBpVDBJbRxiAJLvZBcEE+0nyWO452WS4uOdaFbd8eHlMSt5++oaZocdIS86gjwiGDngDofcHkTbUIMwuZPU9e/t2waxAyrv6WetwaesJinQGX/ngM8hx1nWy4fOY9jNQ/TJSiHAavfvnjsvoi2rcypfVhTJrIQTaNLtPt1Q5Y9nDZDu7OdPhafKeFX5wU5lanw8nWj/eq0rj3SWZlU/afMVSEtCuRLUidh8aSbQkuPBgtpRLeMAACAASURBVB6XmPfZaKo9gtCkWygripTpzvziG6f6zye8TuYVH+pzfUhJ6E7fbSk0ZmvRuLvGI0cYxBUa76rR1NvXNO652ZnbcwfSOzCFhj16NEaJRkOZieD8MgB6KYpQ5ghOTbHbQeKmJMZozjFmwiy5Tf4/76To0bEu9aaMi6PXjktOaVVmd7zdzZwPjaN6qBf/bvqa2dtmy22OGlyN5pBre9xr1Wiy7Ec42eRdURDmpAdo3k5Q7Jz2WGC6jKcB+hw8L+f9EbdUbsupm4lcHjmNrr9t4nXjAA5Osc+clRVFMnr7fkZv3w9AbZ6fS91J01zjLsDRnAdYdHClS/qLn9m/Ds7863U2JHyABvj2Qm/KiiJ57L4f2NXmEXIH/kPm8ZWuV9CkW2hQ++NR1ojGoa0NuXZd2kAUuPHg1yc4078n9205A0BpYSQJxgLc8qwOmM7lZne+Rr53IG0uOd4kKdAAL+8dy8GCMZQH6xntm4Um3UL13QAOThnj1BdrkI5SSje1JbI0E4DTxV3obMpGU2xhRkwaH21+kHmJh3ihy23I0lBWJF10IbLc0JgtqJoEbmor+2qHU1po9w+bbm4V+6Pxa8UHiqS0NxqeRVGnk8sFU+aK2ywTTbqFa4M70vnQTUalu65B1gDHx/dh1qUbFF/TMm3QaTSXrE44x6f1JXFTkosNAtTkBeDZHqi28FR4KkWhFU7tOVcKrjsLWof/+UFpz+8v09MAOZHBhKXbbwLafHkkfTt/w91KHfUP+dE1WfpsdKN7O2IupHJ27zcYfE9x6IKa8lATh/Q+rdK/NfYBbjycTm5EiGtmJ8jHeZOVn8lIhr4r1Z4RNFlVqJUWljwnvbkuWT+f9EcTuDzqLh0vpjJuh3Tzz8/XBtG5ww22qpPgNLz7ycu8Mecjyr30GGvtbz61Vg+8lM7XhiaSBH/BiTtxJEYncXbvN8wK2cT+ssEkXrC/Zb391yyOBjfStM+j1XZaUaBs5Y43bz8/8r3cQRtMyw9vBW31GHsZyAqQ7sY4pB/QKm0bVDZ4MvGNFWir7J3ckvXzeWDOfg7unsjulOVO+IEHT9LFO5W0pnb02XuGs2sepmvOcieZACzNehnxrZqFC1ez/cZg2oUkc/bUOIZEr+eJO/MAGNchnbO3xsEasLmHt28SOq8s+nb+ho/PT8FbXUNi909Ze34CG+aN5P3hb3Fg2kDGbt7HjeD2WFRquuRIHW9V5Ft0WvMl6edn8+Siz3hg2DfEGy+S0RBJYa0egM0/N3DT2hVD410Se39En3P7OdNzOEcr+nH25DgAEj67wNWXw0m84vzmebmqA+nnZxMXdIhbuQ+QeOFfnN1r78wTb0mb4I5VJHD25Dhe2dad+ngrX/z5KT1T/mCk+88k3koidN6jJK5MokejOzqNmQKDP4EV0oaMCXvtt2qpAlRYCi1OtMsLB1LVpOXshbE4TnuX9v2TCl89T3/0g4uOH/pjA7tSlrNk/Xyefvo7zh5Z64IDcHJER36OGc3ZNeN4tcdREoOTXHCS7nRinXYd5b4GjCUV9Dn3O0u29OFq/CAZ5+drg9j163A+eHMJN7LbkNjGTkcAB8oGENJQydmUcSTems/Ig587fZrMqAslf90YejVcJXFNEokkMfbqJnZ2mcb0VSv48jVJFpsvj+S+bp9zIyRGtgGAV9PeZnXUO/L/S9bP56suY8m6/75W290ajHnwK3b9+azTp1DT4XOcemUC22Y9KseP/WvGy2VuHXmXxIvvONFZsn6+jAtBrPvrMdb6Oi5HCoLylnjwKL+A7QjeJhNr5j1Pr+MXSNyXhKrGCg5fbtOs90G5NChdlvUSi8KlDTs/rRhD7HPXudKnE9z0YP6JGdQO786Qv8Y20w7i8e82sX3kNP6d9wwvhkgbMr/Kn8gq9T+55pcIZj19P5dmbC9u6QtzXZdALFk/nzdnr0bTIA1ENThvsvF43p+KB3UcYgB3fzCyRCvpr6rKxBJv6XdxnTd+nlUSPQc5XA2Tbh6z6fdA1xdludwKiqZDvnR1aa9Nl1iyfr4LbzXuWrRmaXPIoU4DUD9pYInRAW8YjPl2Hz1POAxoqzVOvbC2vI4Cgz9Y/O06+RvYfH4oI3rsk/9P69SWqOuZTjgHHxkA3wdBlRqbDThDi7RGg/x/pacOfV01iWvsfrWtaCwT/XcCzf1PK7DpH5OZ9oU0qbCh4wcyvZsMBoLYnDyUbY2v4LX/AvMyt7LkuRUsPjiN54esxxISy1VlN8o8C9i+eIykozqdE48frHqRXs+coWmogvueO+PUlvOp7cj38mWA4bQsk8CcQrnfWXrkSaZbv2qV75e7HoNyMJZX8uPlAQztehAajVDuvBzNBpHlmZQ1Gbg1rB1df79CcYEfBs9Kqt/yYuVHh6Aclv/5NKPv2y3JGaDaTboczaIAFTzMfmCNU/uuhnUCHVzFD5BsstxPj7HY3ve9y1dss0yWy5U0GVmUvpB17efL9lnhpZd0Xw6df77J8n+/wpsvfkiGXzgRxVlObUlck8QLx9/gqcQtTKpcRd/Xz/HSm+ud8gEaPDS41bdYztHkI/Ox7q/RXKyKIf+OUc6+ezkf9ju/jN4L/ucHpYQCAaAyWpytJuMuRFh55feZ7C5eDs0nTMVUpjb/vg6eWSxZsYI5x2aw5IGNrrSBzZpIZv7wbat5Ke270+u2805yr89/4NMHfuHA1idpEkp+Wva0XHfHM3fALYQXvm12iCi4awyA3AJEuIWlM+ex+NuVvLHmI4gCI5XOX8EbrfLuexvM+8dSXv/hYygrkdu1vawT3ppUuV4ALmYyo88mglZUsPKJucz7YY0TndpGN7w0ruvIIr75gudi/2RhL2kHd0mdDl/PauqaNKy/MpxfUh5l6/NrmP37dDYMWsuIa++yt/MbCAGKFl48euFWLG3VNL9kMnv2Kl776mOsunqi9Yed+QVQ3QaPLN7ssIWXH3wWuI4xyPXzREZ6I19++RFNUUrIK4CQOuA6GAulvwCmYvtvG3hkgnc+RFjhZg641UEkcDtXwm1rZeyJfRAFMc07VW083vx3A0yqh6tppO7QcWPyQJ4+NJfCcjfUvnk0lQjwvssfw5cx9J/bmajbxJmlwwEYwGk4KfHy1z/d8fO45dr2Eok2hiIoTOWBolXAdXw9Kimp18v4PRsuwMnrnHl0HJP+eBUeghNtRqFd/yNLx6znj+EBMAMu50fQL+gmgRSBr60SuzwsjleT23hRVENjE3ADpbcCa5X00jL2xD5nPKDI4Id/RTHRBkmPS1asIC0s0FXmDnU8eng3MB0CKp1oLXvydRZt+YDsHBUzv//CnhFzndqGQmdZ5Rbw2qc/SWl15U55Exdt4odl09iZFi/xEQWxpv3O5SsbaftMCj175MjpH/nOBwN4T7oFtjsOMu5y574olk6fz7al02S/tA1IS7x9qPbQsXjlB5i6XYEomLh4U+ttd4B6N3dGj/8KukA4OdB8heCw299hopwlK1a42gbAcbt/v/78Mj74fJGM+82wybD3uixnO1yXddMqTYBzGczd+DkVXt4QZd9BbYNXo+ydVGZGo0zHRjO25DoLdr5NTHUBE302UVfly0TvTXQvy2T77GkQBS9GfS3TeDZqG5v3xEE8kFsg0+v23FHo4srekhUrnO+MbgFDLh5lyMWjACw/+xhv9pZ2GM89Pp1F/b9GrbSy4epQZnY54CKfLjjLbOjhZRTNmArAW4ulndPblk6z8+EAExdvkt6CpBtRKTT40dRoocFNGlTY1g8OCDjlLPv8OnmsYoNAikCTyu3EKM61784Tf7ruA/j0ked48df1UqyKgkz/NrQtyub7xyewaIvzGtM2R27TwecQeUYvOvgcIs03gCiDo8Nfd+YpNQ8RJdm3Hud9DgATo3Y6/d+g0uBmcR6klOuNrdrYsqgVLL/WD3QS3yhvcsOtU/NvKQ7W7z3PJ+ufZdO6F3jmq+/JTGgDpcVO9F5f+28OB3fl97BhLIly1MV1CKhkQPvTckqUOVNapmRbQnQ89Z72H47DcqGMuxLetZx74k9cvIkvVs+mNMAHTRcBpY1sHfcY64bGsPZFB55sfRJAcK1kw079+fXWbbEZzB3cqPAxoAgSGGqr7Bkn7G3xpZx1HaTBqKN9rqGzjPPmhx9S3VlLRH0W6Ftp0F/pEAWfFLyG/5dVrbbbjUbZ3mS4ng1R8NOd+8AzC2qUMg/9Pj1ETeEt4L8blP7/4pzS/y9gO6d0ghK2qBaTcHkfSeXxbDE/S2pRW0LvXOR3/VPM8PyRLIuRryte5GjFAI5WDeBoxQBibh4lxL2GXvUXSCrrQ/j4YsTeCmrzoDYPcgr9ORQ7Ao/jeURNreS4WyJ+h2+xre4pqu6qIKOCn0qeofOtY3KZ2jwoz1VTY4hg0dml5PzQDtOUIpTbirkzPYYAdSEF0X6E319OTYGCjMu+ZJcEoL2Vz+9eU0j0PUVVT08Uv5RwZ1oMh/clEph+g0ulXfDIKqL2LtTfFdTmQUm+Fyll3ck/FcmU39+hs7jDac1wYm4cpdojjMGWE4S90YByWzHpE9vDTyX0VNyk4q6GXn+cYrVlMZ1uS7z/XDuB32rGUFSoJyD9ltyW9KJQKnOUWDz9CM6+xWubPsawsQyfjAzujginvNEdw4ViwpXlPKI+QG0efPP4PHIvRNKlmfbVkg582fACnW8fI3bDCeqe9OXkH304VvkAuoN19Lp4ALfSWmpyoNqrDarsciy59RyoGoYpLZXu1hu0b8xg7uYT8H0RJi8F7lmFDnyPRu+npel+BW77CzHnNBBScxdlUS1qnZH1YUtRiwZ6117GVFlEb67Q8+0y+hw9RbziCu0a0mlTl8fNplB6lFyirTmHmlwY0O0qHe6m8pFYROdbxyjJ96Iht5E702MoaO/HtbKe1JQHEZxzC4WbnkF1f1KdK5hq2kdAUR69uUIfxRV2ec7Af+lflH3rycCKA6y2LKa+nxrdb2n05gq9uUKsMo0GXQi/dHqAsDOpnCy9n231TxKdeZ7ejRf5Wfscx/UTOFkaz6C6I5wNfASlwZdT5f3ILQ1iWNlvtDXncLGkC395j6RD6mnWNC3gn3Vr+fnlRcScOI+psgRFTpWs29WWxVTmKhloOcHlgOGgM8lPVEIlO++M5d3jE5hs3sZmzWyExkSEpphqfQQP8hdeWfkyrTvTY9iybyqdbx8jqyCA3o0XWW1dTOdbR2nKb6A3Vzgb+AjoTHRSZfKY+RfOhYyX/bDSpyP+M8v58sgM8guMFCW1IbmiDwcrhpDy7wjyN3mTv8kbdCZOhE0kue4+9laP4o/qh2jMrqdHxVmaCizU5IGhooyfa58gJO0qOeU+aJIb2Rc8hsAxBXQemE9JByPB/aopaO9HQXs/9p4Ywx+VwxCVHoTk3eKZyO9JHHWS9X/O4hXzGtY2vsKNknaY9FmEja0mMe8EBe39+OLILEK6pvJbysMopljQfZODJrWStOkdKWjnT357f87sMbFu+VxGbNvBiG076NH+BuW7LASezST1ZgyhQ/LouPIvHvE4RPbQcH4/MISlWS9zo7Ebb1nfR5FeS9rTHVH+WCLpzLqYzreOsdq6GO2VVBIVKWQXBtBrTxIip1bGiT16Bq/0HHpzhQTlVTl9UdP7bHGfQ+fbx7jWFI7iZrVs36uti7Hk1FGdoyD8+Woaiy1kDwpn68XJRF/6i9WWxdwoaUdOoT++GXfIGRxOrwk5shylx5/KBjcCS7KYWvMLR34NQXvxLnFflmB88SDhb1tk3Os9O7Dq+dnsHTGURR02UdDejzOrh3Jk8P0EqfIpaOePqruKgvZ+cvxM2xFI2VTfFnX+zdPOD4+egoL2fuS382P3gsdk2urOCpTbS2T7VW4rZrV1MScr7kPkVPN08jIK3drTxy8J3fViRmzbwZebpzCqYLtTvLc9D/54gCivAh6q+p2SJcGs+Ox5ev52hcGRx2gIUPPWYwsY9sMegs5l8EPdk+yuHcvRigHcLIkmIu8qTblmvjY/R+SdFDo+lM6Yfd/wUPlR8i63oX/KZh6efYrf84cTcuoStXng27+GLytGY0is59wL/emz7CC1edB7/ykX3ja5z8X/wjl6ajNZVTsfY1cvfl47kj5LD1Ccr2Wi7ncOxz2CZYAV9Y+FbL45gh5v5lPZ4MZvKQ8TkH6Tj6xvOvV16UWhcjwx51pZvfIVfHzKUG4rZkv9szyx5wvWx0yk3ckrrLYuZsSBVVj0QbLPf9BhA7mJYbxevhndwCZ+3jGBTjeP0oMb/DWiP+9vWIK+pITiSSGM+9eHTKjain91MbV5cKBqGL4Zd9hW9xQfb3jeKab9Wf4AHTT5xOUnUXlXzfmyODlWrbYs5mjVADrdPEqcuMX5RxLw3JnLnekxVG9vIufZCDa5DaXjviustixmjOYwW+un0uHmCaxKPR4O/Y5iioWbO8PorrlOTXtPfPRlXAhsjza6ga4fnuRp0z5+tE4jvX0kTYlWOg0sQPmsgaioPDoPLKAh1pOC9n4UdzCx9fHH8NRW03lggWy7ym3F3CqOpDG3gSMJwymOMrHryCP8VdqXDuV/kT6xPev/nEXo7UtkG3rjNrnOyfYL25pQbi/hElGUPBboRLss0iD//nXsKMoj9TzAnzy192OyCgKIEnlY2ivJHtqWgvZ+bHIbiqqbmrKORo4O6k99iBufPTuTvSOGys+NmMFcmh3DMJ9TPKC5gOVkjJy3ZO9yKn/PI+l42n91Tun//JFQ306OEpiEqNUiVupfEpiEGOBzSNRqEVpTlfhJP0rUahGYhNNTq0Xs8R4sarWIVfrZolaL03PGu4vAJMRVXaQ43TdOrNS/JGq1iAE+h8Rn+hmiUKeV6Tg+xTpPMdW4UaZte8JN6aJWi0j2jpXTruoiRahvtlhvmCYCTPlOvNVqEROM34kaLeIb/RMu9WTp/ESUb6pc5jXDu3JZo2+puKqLFN/rxruUsz2YhKhp/j3SuEN4mmoEJiEG+hyQcY549xXXdW3Fa4Z3ZZnMMywTtVpEb58kUatFZOgCxF7vgS60MVlFrRbxo36MzNfGtMmiuI2XmGX42EkmtVrERe/2Mt/34tlGo7YVvjEJkaXzc8J9x7Dgb2m1Lher/LvGG5n3lrSnG9aKLj6XxBnvLuJtwxtOeRm6ABHlmyrL4if9KFmXLXVcovUUWTo/kaX1ldNsujzj3UWm4Uh/r/dAgUkIralKjDDuktO/0T8hMAlRrVXIZfxMhWKVfrY44t3XRUe1WkSFVi1uaUNlvgf4HBLPGL9w4vOyNsqp7FTjxlbtydG+bf/baLeGb8N5zLhVjDTuEF18L4upxo0CkxB+pkKBSYgtukdFhVYtsrUmuew8wzIR4XNHYBKyXzo+LWXS/ZGz4s07i8TGtMmyDep9y2UbfNvwhqzLhXcWi1ot4nvdeJEbaxDte10Xw3vucuJ5tvFD2U5GGne4tGuW4WMXPdv4tv3+p+EjEWDKl2JGW09Rq0Xs+3qAWHhnsVh4Z7HM68a0yWJt0TSxMW2ynP7OndfF52lTpby0aWJt2jQZ999pz4rVabPExrTJYtDwP1z042jfxTpPh3Qh24lvbKGM85Bpr5zf2ydJ/NPwkb09xuVCa6oSmISYYPxOYBKyLm2093gPbjVOJnvHOsnoqHe8U77NBh3TbHHQ01TTqk2Fm9LFa4Z3nWIsJiHTDjDly31DrRaxVz/ISSaYhPA01Yh1+mfFQJ8Dws9U6ES/tXYc9Y4X6w3TnOIgJiH2fT1ArEn7h4j2vS1yYw1OZQb6HJDbHu9zSlzXtRW1WkQXn0tyeVsc/KfhI4FJiL3eA8Uzxi9kGhOM38ky+VE/5j/ENCHbycI7i8W2YxL+Sv1LIkMXIGq1iBfbfSgKdVpRq0V8rZ/k1DcU6zyFt2+FqPBTyzRbxpP8Djr5t2PfYKvfZieOMrTRtuHk6ExyvLHJZGPaZNHZ57JTXTYbtOkyN9YgHhr3m8AkxCVttHjMuFW273X6Z1uNOaWh7k6x6qouUvT2SRKYhNwXf6afIbSmKhd5pmmDZNo2+55l+FiWySeG50WtFtHZ57IYsOiAyI01iAE9D4rcWIPIjTWI4T13idxYg8iM9xWrxCz56T7jjMAkZHvZ4z1YZOn8xCr9bKEOaXDi/yHTXpnvcaafBCYh2vqmyzixvhdFrRZRHqiRY6yjr7f0S8f4bet3bDZoo+1og7YYa7MTL99qFx8Z+q6kk1Vilpib8th/fSTU//zn+8wpbfnu/Uf5lfEU7QggYX0SXcQ1sov96OV7lpJid1I+6EPCB85rX1IyIil090LjC42Vjfz6l7Rea8JQ6VOJnjoS1EnczglgZ+VMhoQcQCOgi+oawdZC3IWVBHUSGuclTVzMbYveUETFcQPbrY8x+SHp81FP1Xk0FsgoNFG4czAhp+7i+3U5KTFxVCUpeMr7W15zW8PHFvtxUR2UqWisEKAoQSPAIhSoFNInVE+aWK5YyBrVKwBoKipJMCSRkhHJC54ruN0UwONB9s8+14qC6exvX3Nr410BdFLepBIjDUp3vo2bjPWOG+4VDbi5W0n170CF0oAmS5JJW2U2Giucpi93q/VcqwrBFFIp8adQomqWy/GmfigAP0UZCSqprnEDf0F4eRCly2C24gt6IslkqmoLr+TNZ3nAQnRWs/xFI+VuOJ7qRvy8qsmo8MVqVTDwg2Oow+x8VysN1OPBI+/9iPpVQW6lL/naCCgoBW0dKRXS4vI2hjKyK6R1w4nq0xxv6ofevR4PdSNtDSWklgWgVFhpMClJLQ3AKhS09yuUefekyWnlhDmvmvYBN8go9kXlVYPFQ01qaQDVDe4kqk6zxjybbK0fCf5JlBS608FP0mWCOkm2v/dVbzDEeoAY5U2GBNs3t0Uos+lqOUdGkS++7j64N+aiCYNX8hbwqXIuayyzSQhOwpNaYsRNUjIjSQhLp7JMRYJ/EpZGDygoQBMGFBZBFyXFmkA0zXuObga2I6FEspU8RShPqH5itnUNnyrnghWGhhwgQZnEgpq3qbBo6Vp5iiXWtxhsPUCi+jRLgz9B47wGXranjEITPQKk/y31agry3SggkkS1/XOaJ3UkBNvl4Gu8i7dnI9VKA+2saSQokzjR1I+w6ltUNTRiUOfwD+s6DiqGcd7vQdq6ZxOoLCSQQppKG/nx9ONMeWg7hTXeBGiriFHdRGOBi2Gx5CtCMGXfZXjcd/QNS+d6cRDCz43FunfQWKELl9HUVNPe8wZ6ZR2Hx4zgX2FL6aK4QW2Rina+aUSSKetyheU1+ouTbIyYiSYDdjBObleVu5YESxJvlC/mnFHaROMYH2y+AxClzKSXIgWNBcw1agxhMOT9oyxZ9T4KBE8VjqPw0yj6v22PW/erT/Ovpn7crz7NGzkvMSIomTtEc2DjYKbO2CT5uaIzV+hKeHYy73BasoFm/aRkRNI32B6z3LHHsAR1EqGWfHIL9fQMOIem+WvsHkbI5TuLq0SJTLkNy3mTZHVf6vCigzWVBGUSHay3ya83cbGoLQnBSRQWeJEQmMTCrPmsCrF/UrTFV5uMjIpq1myfQUdrHmMm7MW7rogEb+f4aouD8epkl7gLUoyNENm4qaxcC4ylMbeRBFUSRks1uWUmugVcpDbYnWuWWHbuHMVbvd4HoK+DDG6HRhOUVUS4ZzaXM0Jk+QF8d+BRNEOd6zQqqnlWbKIUH0wKKQ4mqJMY8v5Rbs8P44Zfe2iEUl8vvDwteGCms+o6tQppw2dbcypalRTzuqkuobEg9zsdgtKJUmaSoEzCZKmkbIKRX2dI/dRYfuZXxpNR6kM7UyOqYQqU9zjdMUGdRNeuR9EFuXO6sBM32jzNo2G7CFXk4ykaScmJJEhTiHuoFQ1QVaZE42OPse5WK/OUK/Cy2oVuVFSjcajOl2p5WUVX1RU0FvCkEU1z/Z7UUocX0OzzXjV08rvJxey2PBB2gwR1EtlZOgJDS+maf4rb/n3QqGDqw99zKHgEheVGKtsH0Cn/Fu6mBjSlENaUjkYNAY0V7Lk+kvuDTxOXc5LnjN+jcZfsO0hRJPNps7crOW3ooctGr6sjLbA9CSVJ6JrMdFVdIafCRA/DbUoVJupKrPTxTSatIJCOvvYNm23Ipx53ghRF+FJBgiqJKGsGanMjGg3M4nOSciLpFnyRtF+jScswERB8l7S70vF2mcFtCFBVYClTsD32ad62vI0uO5XtEU+TEJxEQGMFhIGvogJP0USoIp8z9OR5nw2yv+xhBPerT3M7J4Dt/o/xo+IJhog/GKPey4mmfvy0ZxzXno+lW84VXt3xKo+EbucRtqMYpeLXhjEy3zY/cozf3QJy0AA6zLL+djWNwM29gXONCSjcVZgD3NBk2jeTDi77GU2YhFsa58/RFYlM40smTN/KQzEHGdH4PrQ4/P9e8D8/KH1w/hF+CPmY9ypeoritH7fGRzHw8gFulPjRPfgceSXuTFl3hvjQZKdyx69FYvbwwmyE6vomxj4uDeDMzWtz1apa4nXJXE73p1PwNfwa8zGboYP2Bj6NRTQ1WojXJ2OucOYn6U4bvHRFdJl0hdD6dJneFsZjBm7kmRhenEbVAD35cSFELrtNutINg74KlZ+VV5DaAhDhdQdzLeg1JZgbodGqQKOUPMyqbGS0dTu7QsfhV10MDVXEhyZz/Fok76qfZGnjVQ61tdO6mB9EtPEuKWv6Er3xBvHZEu8KINrrNg1KDUKl4ueCx5muWIvZCD7qQg6fDmCK30rMwZJMgjU5mJv3WmWZ9ZwzBzPaNxVzE4CVJiDeYKet05QR7yX9X1TpicnYQJhbJqigSqnHXAVf8CTfNcYTHJCDb30eZmCPxyOMMv7KLzd60MGtgGPmaESjYM65w5iNdr6taiX707ux+eAzPOP3BbeqQujgeZvttb3pZ9zN8VppjDa4XwAAIABJREFUUNrPZGWgelezlop4WPUday3/xKCpI8BYxuXiQNxUTbQxFnGtxJ99jzzAqgvrifdJJjXbB5OxAbPDQGxL/sN0GGTm+vc+NHnWUqlTc74wmCB9JdQWMVf1FpGKy/QISiGvyJ2IIEmX8YZk2f5+0/flN1VfltW/TqLRPiidxjpOaXpz/a4PRi8f3EUemRo9aQ2e4FHEZbOJ+NBk3IQZd+9aCgs9MRuhsFJFfGgy5nIBBUWS7RWXEKc+T5glS7bFCHMqHdrd5Pi1SEqVvqAr4lPlFGi+kSY8MIN4t2ROFfUivOoiUMQS5WyWKGcDRYQHpmOugxqlFq1V2thh0/mNPBNmo/R/ZaGa42mS/NEXye2zYJb98fi1SAz6fCJ9S7GqlYQ3plMVp2XxteUEZd9hVvVyoIgvlI8BUK5z40ZQZ+JJpo0lk4rqBgKzCjAbIbvRG4OxinZetzDXQsfqK8RwhWKLO4PUP1Fm7MWeW52Z3uEvwtwyMddDR7er/FY2iL76y6iRfN5cAW6qGm5X+NI95DxvVi3iUEkM8aHJ/MwEelecZKb4ErMRvvWawVO10np0N2qINyTzmeUZuX2O8SHYI4dT70u7mHuTRG+SOEVfCnapGXH4hCxHBYId12KZ85Fk68V9/fFLKpJlHG9I5lJ6AIONkk+OmL9L1q2bqgY/dT7Hb0py72FMl+kevxYp2UczTwrMxBuS2Zbcnfj4ZHzrCjid708/5WmZ3hrdAuZWv0+8QZJ3lb8H5nR7m3rpU2hQuBPReId4TTKRjXdoLK8lKbsN8aHJZOZ7ER+aTOC1MzJNsMdXm4zcVDV0H3aUB8JvYzaCp7rEiVewx8Fe+rOYKyG70oc2evuO4zjviwQ3ZrP263/w4aS5nKlpS3ynZNyqJV12Nl0ksimTpoxS5g9+X+bHUa79xQl8/IvoqTnLb1ntnHhOmjGAsUbn9Z1uqhoOqwfQrfEcnspKzE0SnZ/OxFHkoZLLa43SQnozUh+iVEtx3K28FIVKii1ddJcxV0vlL6f7M8QIoR6ZxLsn41lTyfhjv1BVIS1a3eb5NHuOjGD/nS6ExyhoNNz7uPF4QzJtVIUUKoNZ5zef2LR9mKPAzz0f0djE8VuRhAdm0FRvwSygrp8P5uv2GNtYZyXcQ/J5G7irq5tjvit00l3DXA1ayjA31+8mzDQo3AHJ5+fEHiba6zZJt9uQYLxBvCGZQ6md6WrM4t1bk2mItmBungXoortCepWBPvW3pNjiloTZCMGWDMwOp1HFG5IZe+1Nytv2xuwJjQorPpoizA32fIDkO2F0NmajVtUSZr5LfGgyiioznbyu8XVuAt07nada6U374lP0Conhcl4gEUbnU0RstD2tlcRrkwkzZ9JQ1oTZU8pv415IF/8r+KlKOH4tkja+dzh+R/LJkcafMaug0apkqu4r9I0lHLsZ4RIzPNWVWK2N+KoLcLdWE691zne0kyTDfQyu2ku8dzL3RZ7iyJPSRkuzEYLvO0ftg+Fc0vRkrOcvHA4awvSaz4jXJjvRssXvXr63MFtAoTRjtkp5oqoJjbWGcFMGljoLbldvc6O7tFlKAVhrKuS4b0wrYuzjv7DQ8DHhTRkoTA10EVe44nrMbqvwv394/ovQM9Q1f+YvE/lo1C9M2jqN3VOlzRI17p5omz1LsfATBre7ycHpnzFn96N8MvpnVyJA1Advkfb6v1rNaw283lrFp2N+YnrvJIpqtPhra5zyu65ZwOW57zulzd0zng9H/drq7ndHqG3U4KVp/RDj9/4cysIHD6BY+AmeajNB+ionvgdtfJFdUzfQZHBHa651uhquxt0LRXUjv1yJ48kezodVR6x4m+cSTrHwwQNO6U0qFf8+dj/v/TmUgjcXufDT8vB8gIOpHRjS7pYLLkDsmgVcaSGXwOXL6BKYz6RuKby8Zzw1De6I91o/xPrJiV+yZdt05ux+lEndUrhv3SssePAA7/8pTW28O/Y33tg5EgCFhwJRLxgYfYtoU7FsJ97u9Xz27E5mfTmOCrMnX4z/wanTcwTlO59y8fl3mbR1KpO6nePNgX+QsPYVeoTksv4v6Uq+GX1O8c6Egzz35Xh2T/3CfgSYSo3bvA9RuCsQZoGftpqiRdIh4JWe3ujrqrhcEMykrVMZ2/ky313qQ8ZrS1As/ESuv/6DV3FvkmzBfdFq6pe9ymPbZ/Dz4xupbdSgfWs14r05+C97V6ZtA4tSicpqdaLnCDYZ777RhSqzB1O2SZs9FBoFolEg3ptDo0qFxuJ6NEjXNQu48MpKVFYraaW+RH/wtguOQqvCuuif0u+Fn7B10iYmxp1zwZuz+1E+PeV8osPlue8RGyjN+Fd5aFn800O88HASHVR5bDjTj5l97DOy8uH517oy7tuZiPfmMOCLORz9h73dGWUmtl7sxYDemdyns9tmk0rFazvHsmaUNAiZ+ctENozf1qq8WsInpx5gzn3H/itcwInvBrUGt6ZGJm6dypfTtqM117ZaJmLF22TMf6fVPEDWraO/KBZ+gnhvjsupHo7Qb93LnJ710X/Fd3XziQ4tYee1rkzaNpXaf73GkC//ycHpn8l13wuqPLQsODCWd4ftxlBX5aLL/y+w+MRolt4vXRnpGGP/W9qt+U5LaFKpUDv4wb8GL+CtQ1Icm7ztab6fKF1N22BV4aZ09ZfTWRH0C89wSf9v+p1yLz3Pf/kI2yb95w0k6g8+4/isj0lc9xKlby1AX2ffLNNSN458twZ1bh54NkgzE93nnObCJ/3+Y/0teSl8dT4mZTVeb60ib9W/0JprCHlnKUWL3kCx8BPS5y0hMLAGzwbJvpYfGcabA50Pcz98pz39O2aQ8MIxmQfFwo/ZOumbVuOJDf7Od978fSTLH/oNsNv38C0vsP/J1k8RsUGdmwcXUoOIb5OJSiE4nhlNYts7lHvp8XlpGUkvrKbv2lcBODTjUwZF36a6wQ2dW4PMt3jvpXvStsm7JTjaieMJOhVeegzNPq5Z9W8aX5N3XWFWa+S+wwZWpQKlVbQ6PvlvYOzmGex82r5ZvLTeC5OHPXady4Ve//7vDs//nx+U7v/Fm9LXqnhwn/ORTleLwojxzeNiYTg9gzLk9D8fLuPBfT7sT4tDeaOMYSOyeeYfLzM1WzqSx5FO5rY6xp47zLHpD6Hv2Pqk8q2g9nTIt98reyA9lk5+uegCrXhV1eCmcn6dPJnTgf5hUudXr3HHo9HMjZIQooyFLrgtwSKUqBTO300vtYklLvsKaeX+RBmL2J8WRwdTPjmVJh4It99wdeZuFH2C7/2q0hptgKNZMbTRlxBlLHLJy6zwI63cn4FtW99hfTO4PR3v2mVj27mf5h/BXR9psXP/W1Ln4CgXGxzJ7ITOzUywrpwbxcFoengxoPwMrcGVsE7E5lznekkIwdpykvLaEWUsJK1cuq+9gymfW6XSNle3tmoaMpvw9azGS90g24laaSEuIJuLheHcrTYyNPJKqzIB2J8WR/+wW1wqDCdYV06wrpyLBeGUm71knDbepcQE5pHULkFKEIL+t5Pk8jZwUzUxqK3zgVtVDR5cKgwnwKuSu9VGHgi/4VRmeNQlktrF0zc1mf1pcXg/pEV3MpduAVlYhJID6bEMj7rE4czOLrQd29AaDI+SjqwprNVjsSq5WBiOJkhFY77FKd8Rzkb2oHf6eSc91jW5cTQrxgXXkcb+tDi6BWQRrHM9/+Z6SQiZFX5OafeH3ULnZg/Qjr6TU2UizLu0JRkKa/Wcy49geNQl9qfFyXVXeehQV5u5W23E36sKb7d60soDCNaV06RzIzdXT4yvdJbh1aIwuvi73lwD0k1u/VLtX2IyK3xpayiR/z/fths9Mu0z4VUeOrzr7buaW+P7YmE4baKquB4SI/uIY/lzt8IY4ODfLcGmW0ddObbdEc7cjaRPsDT9mZQbTd/QO/eke6Mk5G9lUuzti7WgkYsF4QyNvCLTvlfd96J9L13+v4G08gCijIUy7f9kJzZIDYzGr6qYc9dD7+k7/w1cKmxDXED23+KU13th9HB98TiWFYOhv5pu2Vf+tvzFwnC6BTgf7ZMc1ZtGtcbFbqobPLhbbaS9Kd8pvaVuWvJ9skM/F1r3gpMd+hGXddnJvlvC/rQ4gnXldAvI4kB6LEMjpTbaYtX+tDgGhF/HU20fODnq0galdTpMns71/J7WlbiAbKd4Uu5lwFhrn3I/mhXzt75jA5t9n8uPcBpD3AvK671wVzfiqW50kun+tDj6haZyOrcdAPHBaZRGBBB5NwOV0irz/VDU5XvSrvLQcSm8q4sejmXFOPXzrcF/ou0Itvh9uzTIxU7+Ds7lt6VnkHQUmWM8scGlq00MH1/1f8egNOUZ6BkEiyctYulW+1VgM/c+w0dDvmfSzlnsfnyNS3nFe98wOOIqByetZM6BJ/lkaOvX+UWtW8X8X6+S4ytNxz5zeAtRBRn35Mvrgw18Ouxbpnc7RlGtN/5eVU75ncu/JSloFvr6amrcvNA21DL34GQW9ttDoLb12Qsb2I5tatlWgPdOj2Jhvz0o3vuGZQN+4suLA0ibZb8ectD385kS9xfTY//8W9otIWLtap7rcYQnY0/RpkUgX3NmGO+dGkXBS3P48sqDTrRbnSnN6MyQiNaDfOyG5VyZ6XzFa+DHn9DFP5dJnZN4+eBkaho9EAunupTdeHkgM7oeAWDOgSeZ1Pk0921+iwX99vD+6VFoQlX0H1/In5/6OpUb2PYa0cZC2U683er5buznTNoxix+u96XmtZl4aRq4UhJGrK9z5xvRaRcPaS9w8jkVk7okcbawPXkVOpLzpMPePYcYmVK0g7XDv2H8z3NcbFDxnn12w8+ziqK59jfZxZMWMeGTTUzaMYuxHc6x9Vo/0ma95lTGUQ73bXqTk9OWM2nHLLaNW0dtoxvaVRsQC6fiv+bfFM19kWNR9/FA2ql78uAINtq7b3enqsGDKbtmtZrfGnTduJzLMyQ9ppX7E71u1d/WoXjvGx5ZeZdfyhbIeZsGTWHa4e+Yc+BJPj3rvIjv8ow3iPXPlf939J0NFwYws/tRex00z5Te7sG4n+YiFk5F8d43TvxnVPix9VpfRrW7QNfmAZbtBW/uwcmsGSKdtThz7zNsGGE/yujv4JOzQ5nT+4BL+tEu/Rlw9aRLeku+ASbumMXLL50hIdN+3aBZ7YZ7k+SjEWtXk/HCq/fkwaZbx7a2bLsNhmydx8FJ0gHo/TYv5vTTS11wWoMMUxsiSl0HXW+Y/8GaT/pQ+/pMmfa96nYER3lvuDCA/OUJLN7uejC7DVrzS0dYfmo0b963u1XaLeUN8NS+F/j2YfuM2I9XejIh9t4zbn8Ho7fPxdutnu/HSpdqpBRE0itQ6qjfTx7DgnhpKdHp3Gj6tfISELVulVP8vhdMbPb5v4Nb/tEs3fwQ83vvZMXZsbw3ZQdnQ3ow7oo0I2jTzdLH57F4+0om73xe5vu/gQKjP4HlrpMWNmjpO4r3vuGJTklsG7cOrw828Oo5aTCz/UpPHo89x7K49qS/8CoRhmK5jKMubXA4sxODWkyIKN7bxNax65jY+a978vN3vvOvwBm8VbDRie/R2+e2OoawwfvjX6bGXUtRjQ5/rTRI/vZCPE91T5Z/P9zhKvtuSWecDW13gyBdJU1WJermQemWC/Hsql1A18z/dy9BjnZSYfbE4G5fY3EjtD0xubdRvLcJsXAa3z3wOFOObb8XKcAev988+ijLB7T+9XjxpEVMOfYDMbn2CaexP73E9omf4dbUxJCt8+gQUMzawfazYDd6xTFz8aX/O64ZxSI9S7e0uJtWKMACu8evaXmhQzMoZByscCm0C1NfsJ+JeH5Bf5nOc/vu3Rm5Dr4UYFXQY/lJEJDyxv1OC9BV27PRPysZrrau+Q3ZqiDAo/IefLZoq7KVtgIL+uzBalEAChYffZwIQ5EzPaFgeqc/711HM23XBkrtaeNV6lrWqpAKWcDnaW96PHrSQW64jkotilbr7/b1cgnZJU8p169QKkGpxGpxPeR/RucjkrwBsUzBcWYR97WCfbyMbS6wjCjiWsSVUtpTCiQyA7FSYran4inEMgXdgP6KIy682tpXd1XBi4VfcJIXUFjh19EfkvDt27zU6w8+TnmIuoMVEKdAI6x2O2uGnbd7tBCOc/6e2IeZYNkEKAj6lx88ast3KOOAf/puR2jCXo/Fkab0V/NnoXSmL/D43M1sX/M0rgqS4Jeeoxl/ZjdYFbwx4R3YVQiOMv87O3Vsa0ueHUGmoWDC8V+hkz1r2oHvpB/WVsrL7WsGq0ObrS1syGaDzX6BBQa3veaEE6ErBqsCq1Uppz/62Q5Jz470ROu2C9DjfQe7t/HtgGttPrA38fIprK3JoxXaChQkpDnff+1uafjbMi0pAC1wpDIt+T04YaVTO0e+9hOP/rWTZ/9s/XxmG0Q4nFO4r9tQHr4oDcTjM1KofnUDihXfMrjNFYqqvAFFq77rCH8mvciQ6kkcXD4ahRUWb7v3gBQg1pjTqgxk+3aUkVVBQaVeevFvaSfNsHnoWqxNCpTNm0lnH3qWphnRTD759x15a7B7/Bom754l15NdbqKHfwYKIVjQa5eDj9xDj/9Bv3J4bQVv0KLfKNX5oGiW9fkF/ZnXQ6rzuwt9+XbYWsKKHG8zkmjY5K2A/9wXOUBgyb0HpADrh31N/7cOcvLtIWy91hdQsG30OrBIN7Pu6joShRC4d4E9ioeBO/f2c/4+TYESrDjZ2vPT1/D5l3PtSM0ya3lhzOU2nXkreyNWhbRpbP2wr8ECOx+51xhCggXbpeUup3Pb0TckFYUClq/8hqXzpH562crNTHtyI59vkZYyTXriawa1vU51g7t8S+DylZvJ2xJMV8u1VrvOqbPW882651wrd9C/Xl3nxGdM1m27TCww5YirHbvErmZ6EYt0jO6znd0fSNcVF9To5Umz1sYfCAVuzYuMD06Q7KjHcjvtnrf//iuJI/zvD0rrgZpW0pu8oFbhdBuJM/iAxVsq2+RF3PWrnJ/d3xVN6Fun3wyuXYwRGtw4P7s/RXV6lJ4tgrBVz/qHp9EhM5UO6amEFudDkxeFRUYyYttRojMx4tIfLlSlNinuqbH3Ux5nYa/tgA9LE77ly+tDnfm2tfVe0Ez7TMcetMtNw6e6gk1jJ8M6AzR4kFXoz+a5zjMdN4cH0abYl2UdXuPM3SgevfQryybf++2+oMZAv1/e5UTPfpzpYn9benxyGfvuxHGk6n6637zMZ0/MBKBNb19w9+SUwUT0M3qarCp2uY9g3OHf+HXwKK5GSZ+GRx37nQdunqBtRRYnyjsRbihh7egerJy3jY1h0m7VuIBstg5p58TPwJ2FeLuZ6RGYyancdmiUFvqFpnIqpz37RoWw5PxxVAorBTUGArXNn39sMixuAoUKrHpEgyejf1kKVi8+TpnoIFMvCd+ic5L92JDzgMNyE6Fyyj8/uz9f9Z9I0bFo8udfd7BBhzIO+PcF5EkXEtjqaVJIuDUQ87kHJEM/Y6pcZvvyp5tlUsOlQteTyMf/2TwjYdbw7jfvMoUWOv07O7I6+Eud0pnnVmn4gNnt3j7csny9s6wkP29+m2pwprN8xuss2vgB0o4JSR5XiuOccDKqAqDBA2WtQk7/eep46WBpm/5o8bsFPHrpV+e8Bg+n///TWvHW2i+adPzYfxwT/tjBspmuPhXYJ5Bl7e/ta126Ny8jcZqYlWRgi3O/dx3MQ5cPcTgzhkFtmz8BWrz57a3H7kl38+1hPN1eik/JeZHEh0izfw+fss8MK+rV6FZvJ3XSLJ47+hL+ogrwQVnz93J4sOfXjP7HLagB0eDOH5GDuLjVn9e72m8OaymLQ10GcmTuSKc0m31j9nDSn0dDc4/d0Lq9Sa8udh4LnnkRHELx3rhh947NwJaRE8gICWfRhuavA01auR5FvRpltSDbFEqbUvtMP/Xq1u2qlX7HVtZRBpUPtGdZ2Gv2OoHDC53lARD39To+T1yDaLYBgHS/cELK88EhDUA06v7Wx1vqwLFuG/zRbyDDTksv9Urg5GtDAJjUNolZE1cy8dd5bBu2Eqvw4eKL0npQ/y+/o2j6FBTslmKH2kHmLXwKgDpX2YnmeOJoa59/MrcFkgFqnP2yutGdrjXSLOW7M6VZ1DN3o9i55wXG/raY3SP/89eDm1PjCd5SSYR3IcOjcp1jXL0KOZbVa6S8Rvv4RODDQ6elGx5be40fePvof7QTx3INGg0rp73EqN9/d9L5spnOtuIy5mmO3/FfH2Lmb/YvaYFUyjSalCrU1haj9Oa+5065P4+lvMPyl3ewfMM77I2W9JftGQLk8V/B/9HDRP8Pgu2c0i33+4uuM8+JlJGh4m3DS4J2QtwXckhkg/CKqhJfeY0S2SBoJ5yebBDfew4W2SDeMcwWKSNDRcrIUJENIhvEAbcugnZCnFBHih+ShosXDnwoUkaGiglPbxIfPv6s6DrznFyv43N6VJT455QVYvP4EeK+Z4+45D887Vf59/6xvcT2RwbK/9to2/6f+eRH4uzIMLH2sYkudP4c3Vm8P+F5mY+FkxbK/HSdeU7sH9tLbmdrD+2EyGr+PSxoh/CIqhG0E2Kne4KMs8Ojrzilbis+9H5alsls0zInOudUAWKb50AX2l97jRTZIDZqx8h87HfrJu7gJp7x+1j0DD0lwtqmO5V7NuFjcWBoN5EN4pBb51b5/jZ6uPh194MufEc+eltcUPqJbBCXlUaRDeK4JtqFL9vjF5F/T9lcTAxwKpMN4g5uTjj/NL0rOra5JA64dRHHNO2c8hJD/pDL0U6Ir7xGibGB34ksBx6ylAr5t41v2zMy6EehjaoQx32inXiw2fc2z4GCdkJ4RVWJIcG75HL/1j0haCfELYWnXMYUWSjeMcwWOzz6usjisee/FSfUkS6+8Uiv75xs22ZjTz+1TnSdeU48tuE7cWhpN5nW9Y56ub4DbrFOPNvswJG+V1SVkx+OCdwqhgXtEJu9hosnAjYK2gkxLnCLU5no8OtCG1UhskHMNi0TtBNCH1kq3ja85KI/R5mcUYWI13zedMq/oPQTz/h9LLJBhLVNF3NM/5J1aeNpsfEVkQ3CLyJfjieOuiTaKrJB7HHv7SLX9/T/cGpfurda5nui/wbZvm02eLWr0dlG/x/y3ju8qir7/3+dc3uvuekJCSVUCUgvigI2FBQLYh0dsKN+rKPj2HsZcWTGPoIddVRElCKCDRDpBCRACCEkJCEhyc3tbf/+OLknuQTnM/P8/vo83/08+8kpe6+91nut9d73nnuyd6fs46uxPKi2WactVvFepR+ktvnSMOqEmKjx2Cl752iPGifz3I8J+gg1Ti4qXqj2KyvcqfYvL9gg/uh9UWyeli+qPAaVY+kjFEz6CNWXadkfmCZ36tsrQ59V+sEZGH1pGCWeWXGz+HzpJPH50kniyRW3iltWP6/mejq+a0EYS4MnxKeguFrc7H5SjcG03l8aRvXwZQY2nZjQRwhjaVA8Z7tWTMhbJdwlTWLTeV1zwpC5W3r0fWbBjeIhx20ZPJi26WXr7IxY3CuZRC2ICXmrVNuH569TfVlWuEPt/5O2RNSC+KP3RaHvHREfmU4TF5z8viprRvb7KiZvWqb/Lpd11+dxx01ivu1KUVRcpfLJFo3CdbOzXhd7JIuqd3re7O7LWhAH7DpRCz34ZPmCkepxecEGUQuqbPoI8Y75rAx/d5f9urhCDJm7Raw9b6DYPC1fje/fyuwZMZiuf/S+KLZOycnw5X6fUdBHiMm5S8X07A9VvJ+zXZvJeW90Ydidq37SloiLZryjzg30EeIZ+xxhLu3ogeddrj+rstPxfY33pR6YlBXuVO1NYzI5d6lwlRxV2xRfUCVets4Wh0AUTa/OiLEPTJPFNtmr5uXx+KX1/sw4XtBHiC0an9pmy1l5GbpMz/4wY95J6318jKT5ZM1fhohXF85W73WPkxqNpMZ1988Q6bZVXkPGvLFi+jDR54L3/99Zp7TX9qPUHCilf7iOH/Ux7KF2nKkgJpsOR9iPQSfjdoG924vOABqzCYNWg9sIRgT77xvGued9pX6Zccsp7KF29EY9r5x/F+cn/0X/RB0BgxtrMsHq5ET6GOvoE2skrDOqL3Y3Rt2EzTbaa3O4VLxH/3zlW/Eo4w42Rk5iYexS9ZG9UaOnVUCvWBMGbVyV3T+h9InrrfSPHWavJkb/ZF2G/i1ShB0aQY1O2QcsHjFRYywlt+0YO42DcMcC/GQYgbvTnmBcj6XbO6P2UDvuzrXonCKII+xHL8WZYv6FzuXkcMtJdFE9s3WfYncpmDg1EVVmLKmhLWnAbUrgNpIh+xLDMjCAW5NQxxqb2km71YVLDqMNx3EYOlRZIYOZrFo/48LbwQVj2I1fZ0QjpdDJSaIWZa2NQDSHmVctBFen3pF29MRpWZ+F2ykwx3U4NH4CMRMDNTVEdUo/ozYOx2IME5vYKo0A4hisemRJYNTGCcf1IAnM2jjGra38wf0pH4uLVN1bJBsWbQeGuIKhnJCwxYLoDTpW687lHvEMgZgBrZzix8ipEIlhsumwh9ox6GRchDLiUGs0wjFFltZkwK3vwq88VcH34TNJJWyYbVqkVgVzOamBYzE0GkWuRQRwpoIYbTpF75Sk6OuEk6f8iLsF5PYYLn0MtzaJ25Tpo7+9cx2HDMWqHumS09HM6iOlHIgMZWpyBTs1yrtQeamD7JQHUbOslEXhy7typcmP3aTgpEvocFsU+U6nxJmx78BsOm6MGHZju5qHlmQUoybFhYblrJOmYQ+1837sClz+C4glFIqq6tzvzumUcGoj2EPtDE9twSQLXJ1xHEtq0GuSOFNBNa7c1PNA6ilCZuV9q2Bcj1svcMlh3C6wRQN46MAWC+K2pZCTSXS5Vs6MfY/ZpsMR9eMUQdVe0YzQAAAgAElEQVSXbnMCFyEcYcXe09ik5ksa18O6fqqfFT0SSrxqIzwdn6vGtyPq511xG7e5X1KxtIfakRAYrT1X2tA3xdUY0pqMuLVKToLAnerKWZccQ2NWnJ1+x8weasfm0Kh6u/e2EHaZsIfaeVr8hUWhebj0MfQpLb/Fhqv4OeId6pjOVACnHKH/uk4ucoEj3I5WSuIipLQhREdSUvofi2HQabCH2lltOp87tF3vz6T5NY2RW04ij0vQ0prL7KEfskxzES8lb1HHAXBr4rh14Ii0q/p1L45YB05thO83zmDcaRVEk1rFZ9YkZn2XL612DW/VXceNRcq7mGlM7KF2TIRwGWM4U0Hk9hgDfqpTx5/9+iLcxy21OP6hjWzSj8LtELhlhQfTnGFISSyJTO/2sF/xhTMVVG23JkK47QK3AGc3rPVGPW4dOOUIxnAEtyVBy2k5uA+kIVH4xJiScOsSGfxxfLGH2tGYTZypWcu74nIcMWUclzaG2yHQREw4O/PBIhS9L9F9hWRQONbtghs6FnRiHodOf3Xnk4l/+VW105kI4HZBUlLs0rWHuNfxpmqzpjMX07KjET3Xzn+Fn+OnYTeEIT+G0w5FTX4lxuIdWOxaDJ3/COyUI/Tb3IBVF+6Kg7jCCaujZzBb/rDzelixUduFw8qHpqGzGLDpo7jlFO5Up78cKZp/yUOfCuHQ+InFjLgMMRzhdozWzP+3eIQnCLtMuDQx3EKZ31xyGLtZqJgkhYQj3oE9qWBvi4XQmE1sj5YTEwbcLhBA6y8eXMY4mpSJtk0u2nB1cZcmgdsklHG0yeM4pStOztT9zPz2m3A7hNpm43tTuLKvsoJCe9SIszM/PZ1tNi6div2q9gxZaf626SPkLajGakyq8eh2dMaoHMbjECrHpl810MUSatucZJScdXXMPrYIcyzEZv0pnLnlK/Z//vsx2r38n99m9NqhMHhAO4l7NTj7BegT38MZBd/ycnAmlwxdwcS8n9BMSJHnOMqU/NX49PtYV+uiJRihwe5kSvkWvokM5bptH0EukAut+W6suUEKShpYvj+fp554Ec1QieLoARy9ggzK3smK3jOYkr+aH6aN5dTIj2rf+6pmU9SviZlfLufkt3/h8BO9cdW14OrVwUDvDp47PJ3S5yMk+mpJmDTM+J+lRE6RmTf9NZ4U93COZRkHH+yL88gxpCk6+sm/YSiI48o+RsynQZMvWNH7PPpm7eGlC+9kzLnfMvqUH/lk+uU87H+cv+0ajyFRy1FJA6cXUe7ZBLnwStMZjBm+nwOPlmHQRch1NzOs8569OMxJ+dt5OOsBzCeHkL0p5CyBLj/JSzVTMWZFkP/mxFvfhKewlVxfHct6z6QhIrGo9VTOG/srtpwOrtv1Guafkows3MxQzyakXNAXxOndq4ZgvpWINspHt17OlnOGEzjLRnyqhuuaXmNJn1ks2VPC+JurCc+2knW0gY29xvP6/jHsM+ZBLvyjdgqzxatcdf43aO+Q0JlieG1tjCjcwun5a7jj6ufJb69laWA4lqIIf288k3CWntebp7A6PoTgTCff7e7F7Ov/Rd/Vn9MvvJYaSxaHLF7KBh1h0bFT2WPIp3xoDe+1nUIxWzjppBqye7dR7tmEnCcw+qKqn2fUPcMd5W9zZ/ttnOz9hbLC/ThLQmjzU9Tvrqc8vIyg18iksRX8dMNoCifuZ2Lberyl7UzJX827OwdQHl5GeXgZG6W+lC0K4aprgVyo6jOQQc7N/FpnJ+GBNckB/E/5It7fM4CyyHdUx8xcNXktpxd8x4Tcn1h3NIfyoTV87B/Dw/e8RG5bDbetuIk/j3id+UfO5r5Rb5KbU4/Ik9HnxIgN0pOde4x3dw5gU7xQ1SNdZ01ax7CiHTzfdjHDPRvh0C7Kw8uwRfZSHl7GuM8OsP36IVTWDKPcs4llvWcytnAD5Z5NLKwdyykj9+AtbWeY51fKDi+hNqTJkD8ovIqrJq9VcSgbWM/1Ty1imX8m43J+YljRdvYUD2ZG019xNm5km7aY4eEvOTPwJqXD/Xx412W0n+ng+o5/0tgR44O66zlv1VdsoC+J+V4uld9DZ4ojcuFgYR/esV7EJwcHMm38Vl5tmkreAoEzv4PeYi8iV7BeO5BpxSsYk7+R0sJDZP2phawjjTjyOnCXdPCI816eueIPXCKtwp7XwUl5OxhetI1yzya+Kz2bp7bfzXmrvoJc8Ja2MzL4BSPK9zMlfzX2BzpUv5qLIuT66tQYcpd08Mc3X+Pb+6bw+ehzGOffiLe0ncn5q1m4YxCRu4oYmKxU23tL2yn3bMJb2s43+/M5a9RWNHlJrLlBTDlhyIUVfc8nOFXHx2vLWB0fgmuyncKsGh6qvogGf5yrJn+P/YEOWqd7CZznoG/LAVXm2OyfKc6vJX5lErkgRaG+DmdJgP7eXXhL25mUu5ZhuVvJ99WqOr1+1xz0UyJIp8e5LfAPJub+wGGLixVVeRgLI8Tjrcwau4aKHSGWhG9gl60fP50+lv0jS5kuVjAlfzXlnk1o85M0PxLlos2rOPhgP+q2mdhXPkrlL3LBUBCn9eEsStsPMtS1Wb2erq5eHYzI2cihRDbjQhv4Nj6EMcP3MiJrA6sCAznppIOcVvg9zfEUM79eofbzlPpVDCbnf8flroXYewWZ0GsDgz3bIBcC+TYKzI2qL9NVm59kou975DyBKS/CkcICyoqrKPds4pOO0RwaN5pyzyaevvkO1p4+Eaeznb7OakYX/sqU/NX0suxmbOFG9DkxnCVBFevl+/M5c9RWLEURhhZVMNK7gfYxTia0/QC5YCsKU5x1gI/9Yziz/Bcc2W2qTnf+/AI6T5yS9oNq3Ly7cwCjhlXx0347s85fj/meMHmN9WRnN1BncXJZ8SdIeQJNbipDb3txmFLvPhp7F9FYmEsf717IBV1+EktOkAOPlvXAJN7bonKmLjdBpOMoM0es5fT8NeSNqWP5z1lMG78Ve3GYlyvGMnvozxx+uDfVc9u45+d32LYnyRnDN+MsDHDdrte48sePOByU6TOgEXLBUhQh31dLk8PG6EIlDlaXns3Iws34ti6hbGA9Y0s2k8jVYi6I4MluVnGYkr+ar/YVobnWxdqzJzIutAFvaTsnezfiK27hLfeVnPngSvq2HGCMbx19ex3g13oHr7fcyy5bPzzWY2RZWpBywVwQITunkfMf+IKs7GMUtu7En+fg3enXUhTcS2FZMxMK1vHuzgGMH7GHxfsH0i+8lplDV+MqDWHztpHdu5XRvvU8/ts0lRPTMa/LT+LIacdWGGJL6Rim5K9W73/RZxYTCtaxfH8+iUklXOp+FzlPkFPSwpT81TR3mBjn36jEw96rmHXaOk4u3Mrqa8dyXmwVs9e+R0mvWnWsNLe8WD+Ns0duwpnjx5gdxZATxVvaznDPRnS5CVJnGehLJUMfqsBVp+BALnzSMZqLB6/EW9rODzVeRg/fz57Ph5NapaW+wc3ibVMIrvno/41tRjc5EZiFSHkRLzpvE5iFOM26WqS8CIu5QyxxnStSXqVN95ryIla6JouUFzHfOU+Ee+nFwbPzRcqLSHkRO9yDBGYh9ntKxCjrBrHYfbFIeRGnWVeLax98VYxxrFPldK8Br0lca39T1E3xiXc2XqxeL7ZU92i731Mi1rtHicXui4XP0iAcllbRx7ZXvT/b9r5IehEfOGeJHzwTMvo2eryi1LZftedPjicFZiE6PGZxpXWR2O8pESfZt/UYM+g1qXgkO69Nt30hTOZgxtgpL+Jn9xhxwFMsXnFfp2LymnuuSHkRo6wbRMqLOOLxiW9dp6l97nE9nYHL567pGeeNHq+YZ39JjLGuEwXuQyLlRWxyDBMpL6LAekgc9uQqPnHN66F7yotY4Z7SQ+80Bo0er9jvKhVbnSeJlBfxqOPP4suPz1D7hjyGE8pUdXNnCcwp8ZuzTKS8iLhXVnVv9Hgz2l5ufUc88v69Yod7kKhxFWTc+8E+Xmx3DlZxXuI6V/Vl9/hLeRHHPA7R6PGKF123qdcKrIcEZiF2uAepMrrLP+ZxCMxCWMwd4lzbl+I952yR6owTzCJDb6+5Scx3zhM7PIMyZKTv/2AfL7Y6ThKH3XniB/t48YN9vJhjf11gFuJHz7iMPhXOASLlRWRbj4iUFzHe8aNIeRHhXnpV3nb34B7yf7CP74F1dxwedD0sUl7EZOcqca39TYFZiGnOpQKzUPt3l3O/43FhMIfFKOsG8aKzC7fKK0rEOxsvFuWTN6nXVrkni3tdT4qaM/OEf4A5IwbTeVlsqxaDLTvEDvcgcd1PyvV07vgsDWKea76qs/fkBvGw60GBOSVSXsS9rid72PWi67Yefk7rnT6e75onfJaG38EldcL4TMuzWdrFAU+xiveKU05X26x3j1IxWfnGqT36dpcd8JoEZiE2ek4WmIWY75wnTrJvExc5P1bbXOlcJFJeVLxvs7+YoZPF3CEwCzHb9r7ALMQs24diuu0LEfIaBGYhVromi1GODT1s2e4enIHRevcocfDsfLXOsb8ufnR1xd87v1wsPnDOEikvwmQOnhCfYku1+JPjSTUG03avd49SfZmeG9K1o8ykYoJZCJM5KJa6p4nJ1lXCa27KaPvourt7jJmW3Z0H0za955wtJjh/yMA75UXc5npRtX2MdZ3qy8GWHYodtmqx31MiUl7ER/deIJq9LvHB2EvEHPvrKj7XnqEcv3XmVeK9s2b9W15T5rFSsch2pRjv+FFsdJwsUl7EYvfFotnrEikv4mnXPcLvtah6pzn2XteTYs/ZvUXRlAMZ/ll21pni4Nn54h33FRlxEsvXCKvFL1JeRLPXJea55gvMQkxxrhSYhciyNqp6Tbd9IQJek3hn48XCYWnN4M80Ju9svFgMsuwUKS/i8OnZCn6dMdjdl+l55wf7eDHL9qGK91L3tBNyTneuKrAeUud5zEL4LA1qO4u5Q+EMd5bKPxXOASLgNYk3nNeKla7JKp/87B6Tgfsgy05VTnq+PF7vNH+faG5Iy07nZdGUAwKzEFc6F3bza4mY63xNjHf8KI54fAKzUHm5e51l+1CMd/woQl6DOOWBVWKla7LKVd1jdrt7sNjhHiS23DFYHMwvFAfPzhdFUw6ILWcPEQfPzhc3naHw459+fkikvIikFxHoZxLTbV9kyOmO9wFPscC4+T/++f5E/2/9f6osMl5Jka+GhAEstg6KfDX4PI00CgsFWbUYrGESBijy1WTUqqiHVslAwgAxXQpNPEbejjoSBkgYQDbHKfLVUJ+wkeM5QrvFRsIAPk8jp729luW2Keq43evBqBudOci+yr48f9H9HBUWEgbI9yqyv02MVttKpgRac4xJ0tfkeupwZLUT8+jV+x5XMwkDmGwhxhh/It5tHGFKkfBoVXswRiny1dAQM7HUdhb1CRttbqfavi5hJ2EAnaELj/Q9r6uJwqzajLETBtCao9Qn7NToclVMWq0OEgZwOZtplYwcjLlIGZM0dtr5uPlPGbIN1rB6HtDqEKYUTucxsj0NFNkOkTDAAPMOauNOZG+Kd9fOImGAVpuLgzEXdQk7bbKB6qibqqiHgMVMspveGIJYbC0U+WoQphQ2uZE+xt1URT1giDLgj5upinpowURZcivDEj9ybfwlspLV1CXsNAoLcQMcSdpIEqbYV4NDrqMq6qEm6qTIV6Pq3R2b93UXsObeqTSmLCzSzSaikzmccHBUWDhFs5zr+SuNwkKRr4Z2SYfH1UxV1JsRf1VRDy0xLbVxJzebX1Jl3+ReQK7nMI0pC82Y0Zr8JAzwl/jd/BItY1n8lE45h/C6mzhdXqrgq5Ep8tUQNBjQ9YtSm5NDyhTGausgbMr0bVqHhAgxTP6ZV5KXoxPN3CM/hMup4DnT+Cntsh456acq6sGQbKIq6uEK9zskDPAv2wwSBtDEY6qPD8cdqvyITmae/DS5Yo9q76XxN6iKejJwqDHmMsf8OoedBerYn1vOw2Zr5hTNcrXOkV+iKurB7mgj29dIgzeHmC5FbU4OCQNkrazn0gs+oXz/NtXOU02rOWTKJ7YuitEfoirqQZhSLHErume7jzDXvACvqwnZHGf5Fcr1NreTo8JCgbeWJrtP9aW5JcL95kcp7rT3Vp7qgWuNIVe1r/s9u6NNPW61uSjw1ipjyYaM/sVp3xzHLWl5p3tXU9+Zz7I5Tv6Bw132yiuw2DqoinoouaOih7+Lu+mUMgqKfDXkpvZR5KvBauvgMc3/UO/IU9u8ZblawcnXSI7nCE5n63E6HaLIV8M1r7xKka8Gj6sZi62dA52x3ioZaHDl9LAnZRPo+imcVRN3oTUr/JuuOnOQyx0fqO0vnfkJJltIHTPNJ91l5nvrSBliHMtRYrAFE0W+GrTmGEeFhVxPHcIYycDbEAirmKRzym+x4PM0UpBVmyH/zctu7uETrTmm8rHOGlHlHEnaCGpkvrOckoF3wgDPmf9HjQ+nsxnJlCRhgFxvvSLLI1GfUOab3z4cQsyoIf9wLS5ni4qPeU+YvB11JDfFce861kOv4+MG4WdO7zcYUfwLVxS9R8IA7RYbMaOGqqiHA9m9VP2CGlnte9TmJW9nHRfv/STDP96KJvJ21HGp6b2MOIEk7ixFn5hRwwvm2yny1VDnzKfIV4PJG6Yq6qEhZcXrauJg1M2lF3yCI6udgzE3CQM0YOZQTJm7Lr3gE4xjQrRgwlfZSMKAGoN2R5fd6XknR1RitPpVvP0WSwYO6XhL507CALI3RdIgyPEcochXg6ZvgiJfDS8zhyLfIY4kbbhMRxlj+5mEAfpZfiNlFJhtAfTWCCNtm3A6j6E1R4noFeyqoh5yvfVq3rmczVRFPWQlq1W94wbY4TkJky2YMTek+UxvjSBMKay2DtrcTtiv8Ptblj9whmWF+vnk75brWWOdiDCllP6uwgz/V0U9eFzNynWjxMH3+qK3Rijy1ajzTppbGlMWZHOcgncOENNoyNtRB/tlcnYeoaaiCMseJQcbLusaQx8Ms8o0kYQB3M4G6pJ2Dsbcqj2SKUmO68h//Jnu//46pdcq65QeX+Z+/QdenPIhs7+4gaWXvJRx77kNZ3HPd7OUdUove55bV17Gny9axZfDpjH3+4UZbUv/8QwHbrr3P9bL/OyrvHzG++ReZWLk+vVkWTLXKX1j2ynMLc/c7eX2VbO5b9yy/2id0venXNZDR4B1h3szrqAK6cm3mVpSwf5WX4bep79/D99d/vtLrITienY35zEi92DG9V5/f47rh63lvnHLevSZv3Eqb4y8il3SlXxeOZwLyrrW9Htp6o2cvWMV/Rr3q9e+rR7IlJLMddh+7jOa3Z8aeGnjVN59/BM2OMu5cYfyLkz2/PkMyqrvXKd0trJO6f3X9NDjsz0nY7zEwzk7VnLrysuYPfAXxr3zgLpOKcDjp/6LB76/MKPfacW/0dvVpMZJwZV6/hF5jtlf3MCWhmK2zXmI6uJSBtX3XJxYevJtdsx5gNlf3MDsQb/wwPcXMiqvSl2nFGBO+fe8cc5Czvv4NpZe8hL3r72Q7Cd83LbqFaQnu5YZ85r9HL09czePnU35zP7iBmb028qHu0dz4KZ7M/p0x+GyL67n/RmvMfuLG/jogleVdUqfew1x/zVkzX+ph+zuNpyopGUv3TdUWad0yQ0nvH+iMuSNx9g59y8AtEbMuP/69387hvTk23x4/itcOnBjjza3rryMlzdNxWkI0ha1ALBz7gPqOqW1fhcv/HIWvieyuX/tfN7YegrcXsoZFd9S3HIYIUCSYMneYZz/6a2I+69BevLtDP0Ptnm61in1Zb63ffuq2cyf+iGg8Mkb5yz8Xbu7lzM+vJOVs1/4j9oCvLH1FOYO+893gAIlLw/efHfGNb/Rir3z3fa0b7vbmrb9jVP/cEIOARi76M+sv/qJ/0qXd3aOI3pLP+Z8v1BZF3bvMHYdzScQN/DhrtFUzH0A6/Ovqbr82msYIw9uVfs/v+Es7hqznNtXzWbEgymuWL84A5PtjYUMza79r3QCeOLnc/nz+K8AxZePn/oZVn303+L90A8zeOSUJYDCb7eP6rne7H9aLvviej44/zW+G3Aqp//2/Qn/a3n94d6MLTjBOqWd885X+0/i3D7Kcjp7cvvSv9tmJACXfq7kPMC3AyexK38Ac9e+jTkeodGexZfDlP/Ev3/thdw2chUv/TqVJydlrj95/9oL+azsKSbuXZeh939T3hs7iyvWL/5f2y3ePZJLv7iJWQN+4aMLXsXwwpuseu1tTtn7s8pV0pNvU33TXfRydm1A0d2X6XL5kut4f8brGdfkJ//JB+e/ekI+SZfuudNd74f2X8ojfbp2bUvnfJq//7ey/nBv+nuP4DKGuG3lZbx0hrIurvTk22y4+jHGLFJ4cfVlz3B6rz0ZS0LJT/6Tb99dRJWv5HdzE2DFgUGcWbpLPS/9xzM8tXAjlg/2qXECsHDC5fzhp/dV2an7r/1f9YdM/gZ4ZfNp3Hhy5tKIcVmLLpW50c+MT+ax5OKX+aHfeDau9eGY7VDvzf1+IVsa4OR//mc7Ov2f/0enqrYSDDoTZfHdtMpumjQ5mEWQ7HCAymP9eXfSWyQaoFI3UO1zTt9DvPVdM0FRSKIBtBEjnr1HuWbvQtJQRyUDzb5sClNBqppLsKfacaWOUastxp5qp0GTB0BZPPNDVl/auHPFjRzKnUs0DInOz6QHtH0pTezjkw0TuCZHIcS4pOOAti/aiJHWSA7NkYIMmUc0+eQm6+iQ7dhSflIJwTWLFR2Tkob92jJ13BJDM7taBtJLCrDl0FAcqVZ2tQxUZa2c/CyJBkghI5OiUjeQfvHdSECdtpCWpIunNs7k+fFvU5hQFjMOSyaKUgESIRuJBgWTDtmBN9lEjbYER0cE2/yD+C+zcJ5jC7+19McsggQkG1M++p7S+H5W9Z3EvJnzKYsriTT01VuIRw2EJRNJtIxu+IWn199JCW3otyb4Q+JDEgKaNDn0Ea2snPws/6ocTduVNzL4n89xrMmBPaW8zF2nLSQoWSnLCsOaw4xa9BhfXPl3NhztTxnNSBEzZSgLMLsCYfU4XdpyCshuO0CqSZAf85N418iuyYPIjXYwxVZJqlGAXyYRh+aoHa+h60uDW6Phirv+Rd5nS0mFLFRffCcFtmM888t03t01EYBXhi/k14ZhbK0aQO3RfB7t/y8qPxrILgZm6JIMaak/moMvqeyg8cDWP3BKn33kpSJ4giEKU0ESDWT0uWX4i9y86jXMIkhutINEI1hiMrtaBlIc3ge6bBINgMbH0SY3RhFGSwKdUP55plI3sAce6TLni1t5a99ZWFIdtF09i0fJXCLowiUPs3j0w4qMzvhKH+cmw1QnCgi127EcazjhGGZdjL9vu4hJhbspo5n2gI+a5kIGvPs39l5xM8sbRjIhbw/aiFHpH4WnRnzG/E1no21OskseyFmf3I/LGKCxQc+Ot28lYQK7P8qFixdSpy2kVuSTk6wjINs51pFNGc0kGuDqvPVEGzU8svePPNr3dWJaN4mQjdr2XpSKZg5qe1MW302lbiDPD/mQA4XFJPfqyA4H2NWicIg91Y5fdlAW302dtpD8RNcHpkrdQKbm1ahtu/NDs8aHN6nsStOkycEv2+kT38s1uT8ovqKLp8riu0nYdASLLDh2tWVgXKkbiMavV3MSwCCiNGhzqWiQ6es7yjjTQVrCVg4fzSUneUT1t/TcMqZf1sY1DQsJJQ3UGntTmKihVluML9mALxHP4I1qbW9KElV8G5lIX+thTCKsxinAPl1/Ts5rw/7pKnbLA7Gl/BzryObu3svQv7uMi33fsuVouYo/wLCGrWxr64UuS/kPsdt7LWddRRlZoSCXfv4lCSAU9Kh6DKKWRAMqD+7VDaBfvOcucge0fbGJduypdgwiSp/LNOzaMpDiRDXaiJHDHcUYRBS7P0qiAQKyFWsqgO7dZcSvnEalbiCXDNpHS5MTv+zgiV+u5Zairg+lN26/i1eGdi2n0+jIIrv9KK2yG7toJ4qRuKSjQZNHWXw3C8Z9xK6WgZyy5ntlGWFSJIAzv32Sv52tbNZyxO8j3HgInYhzUNubXokqbtpxp5rzwx1N7GoZSGGiBuvRAInOz7TpucESk2lrsmFNdTCpYS2TWAsoyxZ7GpQ5rVI3EM9rgxh8SQWejwvpJ1fx0OP38cncK7CLdn762kDVfSWMbtiATApLTFZ9VactJCDZesRyWDJhEmHaBzlx7Grj0s8Xq3Pn8OWvsuWsG0hKGuo1BYQkC6PfeZxfrnqAd347nzKaeW/sq9Q0FxK4fC7SD4JduoEcufQ2lefk5hSJzo3bqrW9cQXCqk5NGoUrzyupoqXJiSPVpupZRgvtAR+JBgglDSyuPpVr+qxU8+fyr+ax/8IbSTRARVsvLm1YjPTu14SumsHyH0fz6OdX8du1t5NEy9MjvuC3lv7kx/zqvPPitFu4ZMUSXNEmFlefSpGliYIi5Z+gkq0pbNoQCeCGwu8Y/MYrLJ75MmU04zUIlQub/PkkGvaQSgh2mQbizGmljBayfzpKNkdJ7wAakiwYiOCXHDRplCdvBQ6h4pCOkxFfbyHiMqmcA3DFZ+/TMkDxTRktHDpaQIds56Eb7+GRV55Vc/5E/B1sNGAQUaoDOSx/YQ6nvNxIn0QlUYz4ZTtOzTHG3r6G/ISy7/2nf72cwJKpJJ5/GU9LKxfqD1O4uEblsnBCR1VbAZC5y9Pvlf/zP9/31lYTR4fWBOhk4uhIylr0+jBxtNz+3Wy0Joijy6hGrR+RiKE1gUYTRWsio8oGidZjLvSaAElZCzoZrQn++PU1oJPpr92jjtu9+ofqefrmhYROttB8cpZ6PSFp0ZrAoW2hPr9AHaOX5iDZ2jqy4nWqbuk+SY0WTaddWhNoTEK9pzGAT25S+zTKucTR4dA0oedhDQAAACAASURBVBEdlDprMmTdtPqKThmoeKTvPXHOvQzQ7maI9yAlupoMDPTaAJKcUM+FVtElKWvRG6IYtB1IBgmtCQZo91CsqyWOjkHa3WhNMOrQFj7669UseeVyNEjIBkhpNCRlrYrJc5d8hUEXII4OuVOW0MgYdX4O6nujMyh+Mmr9SDpJtSEpa0mgVTEwaDt499eh5GrqMWr9yHIco9aPUetHb4iqx+k6omEjX1UNQGsU1MnZ/DaglLjQYdCH0etDaExCxcnrCKI1Qcqt6Fwo7eOJv9yNXhNA1iQ4//ObuWb5tej1EVX+k79OQ6dLoZc7VF92j790zbEeIaXRqLJvHbOCFDJ6TQC9IYpeE1DtT9c5qxZ2xboujNYIWk2EODo0JgHxkJITiTDoZGSDhMYA4WKL6v9bRn2NUevnk4tfzJCd9aCHrdfex4Iz/smqukE9cHtx4ltoTVCmqVRjJY2TXhukJHhYOTemevQ1av2kRITxhftUHJBSJGUtG656kJRGw4i8gyTQ0kAWtVI2pa5DvLptPEatH60xSRwdSy9+jnfOe4Wrh6wm263gk46TpKylUF+H1ggugx8kwcCKfLQmMOiDaAzw2tir0JrgUMDLUdzKlzWDpNqR/hvaZkUKi04+UXyX1GjV+0lZm5H/cXQgJXvkstaEmjvp+L7qagXHd2OnZPRP9zMm4ngOtGXcC5VYyel7hBLnoS6eGuRBa4J+un0MLajFX+ggGFewL9AfUfsatX62Xns/S165HK0JrNYYcXRInXajk9Fpgkh08UyyM0dzbH6Sspalw6Zl2BST9RmYpDQakARxnY6Hxn2MThPCZlRyr3u/spyGDFuHFtSi10cIuO1ccscHICd74JfmwQSZmHfn2EY5V+UQjVZS7cvW1pHozJd0nEh6Wc2RNEZJNMy8dbHC+Z3X0/XmEasyzvNjR4kazWQZjiEbJCSDhMfQpuo9/O0HVR7UmkDXyd+vnfOWantKUvKy+xxx08nfqjkvNDJXXP0WkkEi6LVmzA1ak5Lzkk46IR7d48ao9ZMQGoxaP2WpStbeco7KC9uP+pi8+3uVVzWaSAbHJtH08EUa4+7xma7vnPeKkmvGJCW6GnLkBtZd9RBxdDwx6WM1FpKylgkf3KfqOPWTO1Se0xpTGTGoN3TN0UKj+E1I4DEo46fnnT1SCUgpNb5nDtqUgcPCc19l+ufz1BjUmmDrtfchGyTenfEPLuu/ljkLFhBHp/rSoAvhNrSjNcHd3y0gKWtV2eNK9lOmqcQhtaPRd+mcMOipuORGFfttzcUq/wmpEyuj4JGz7+eKC/9J/4p81vQ5NQNnqZOz0cn00hzswSnpOEnKWgZpd6v3B2l3ozXAgWSpgqeunZRG8eHHb1yj5kRSozkhf6d9W+Q9xpJXLmfhzglqfAuNBrMuxj2fz2fJK5fzeSeXJM+pUOU8vXICWhM4pHZlPjIoOfuflv/6SWkwGOTZZ59l48aNbNy4kdbWVhYuXMhVV13Vo+2ePXu4/fbb+fnnn9Hr9UybNo2//vWveL3eHm3feustXnjhBaqrqyksLOTWW2/llltu6dGuR/FCeb6yr3QWzWR1fhupNYxicMEqpo9JQB6Usz2j2/bEHCYbKyEPouYo5GWKNRGhnO1UcT79Crt+MvnuxofV4+NlAjTuEOiK/ORkN6EJWlW5A1G+2e+R3BQZD0MeGIhhIEadyUoiW6bcmimvF8oTSxfKkxIRk6Bz6Q8tyQx7n/p+KveduortiTlAiipslBd1yduvcUEeaJRtcjJ0f33XLYRydDxctDBjfAsh9gsbk+3t7JRzGZJzBBPK17R+7OPrQ5PYk3Jiy8/cf7ic7epPpw786lg3vfAInj6t4G5l7Kt3sP6GvwIww/k4DIHlJ1tZHx7BjevfIp96KpJZXLfyHGaftJn5B09je8KHq6BrT+PS4755/Xjfdm796iLwxtie8HG2ZRvbEz7FLxazegzwwPf1fFV5DiNfX0oqRwLjMYpqjlA+ehvP6MqRL8hF6CXK9dtVvAH0ncv7bE/4KM7Zz0FpAmNtHay+9wXOWXQjHlObOs5Ig53you0M6juaXoU1GbgrflKKNxWgoLBrmZ09VVZV9hGThSpsHDI7M/Q3nhzmh9JxALxinUHJWU4qew+nPPJPQjEdcESJPamRrIKup5V64mo+DHvtZQBO+uS+DBy3Vc2DIqgNJmmNGTPGBSgqrM3ApLtdNZJZlX/gmKdHX7V9URcODncDH189kz99p/zkXYQi37tjACFRwDet/dR+kSwt5dldsbtwZ28a7TayrR201Jkgr1tcdK5X4m6r5/PBLfAEVGlcaPOTLDl4JfSCPqZKcpsVvE05Ss63hU2Um7Zz+7KZzJ/2GaDwSfd8ojM3j4/Bcrbzw2HncW2VkkvXE8Z86tm4ZiKvHR6HLCXUHa3SOF760R/46NKFGf3LtHswJaIQhf3CBnkKTxWE6yEP/AYr9miA3lR34Z7XJXd7Yk6GXjKCcrbz8c7hXDJEefWmTmNgYFHXU8j+VGbo1a91H+RBnT2HfH8DQ+m+U4uCibvDjvefTxF6+E6m/PMWyouUsZdMncaMXcprQGl+TRcLIepMVpwuP58tuYw3nON6YJjmwZM48T7eaY5Nl8qPQlw0SZFRZ7IyuEj5tWZNwzjIU7gJQDyu/BLQ1M/DGXu/4/ulZ0IhIDVmzAsn4vtVg07n/F1foSOBjkBGu3GDdvSYVwD60PVzfZhe6PPjrC8exdiajWr/Ks6HPCVOtq4ZC/kgsiTo3DwpPTe0G1J8e/ZpXLhzyQkxSct798YmTnr5fsQT8yh9/iEO3PWIOndsT/goLOzartVvSCF16n18fKeLhdC/Ha978XAMD11bVG9PzGGpfzDn9a9g9unrVb64aJID8hR9Yj6NusRUfyr514FiFcv8zkXYs8OHevpH1ONwN0CeEt/dxy1nO0sGTWP3Yo+aO9317cc+Zg39munPPgtFsGLfAM7su5MDurF8OeUcpu/+OgOT7rILqKNW9KLdbcRhjIAch5yuvCvwVbM9obw+lp2l6J2KSny86wrYBdKf/8bnT7wCRV322DrjKe2n43E9/vPJ8fdHxrdAHmyL+zrnn6456MPyi5i97dMMWaDwtylfwcWA8gT4ubzX6YgasBkC2AgQl7VckvoX5HUt2O8wVat+nDxGA3kKJgUo81oZma+d/LvyXz8pbW5u5rHHHmPPnj2Ul5cjSSfeRrCuro6JEydy4MABnn76ae6++26WLVvGGWecQSKR+T7Ca6+9xty5cxkyZAgLFixg3Lhx3HrrrTz33HP/u0JRSIQ1EIZA0EwyLCvLwSW1NASyWbJ1MCuLTqfen5NRwYiVGIThb5M/Vfp0q/GQlnp/Dh5NUJVNGJo73ASDJgijyDmuX+jeOzEnY0RDeuRIqsd9Unr1OBHWEAvpcIgw2ZqODNmEoTXgRIQhHDQq1yIShOFX73BVp7Q9Iq5T7QIjyZQ5Y1yP3JFxXu/PQXQeHwu4kKI97YmFdHg1QaypCNpYknhIm3HfkoqQEiaiIX0P2USU40jIoMo1JOIQhvaAPQOHH2tvJP+Jtfxp2Qvc+N1b6vUcXZvSLq7h9mFryNW1ZoxzLODiiD9bxSAZlll50lkQlcnVtVL0p2xyda2clrsHx40l5Opa0UkydjnGlzOStH9wFCdBpCi4pSB9/14AEXBJQQxLaiAiqbonwzJ/HXWLOrb9lj60hty45DDEtXikEFlyBw4RBox4NEG+GXAO9f4cInEbN398EaITm3p/DhIGzHKKXF0rPq0/w64N1X1pCvpwyWFsIkwyZabI0EaurpWC3AAeTRB7lZ/zVn3DhauXMHPFZ8xd+za93t7Yib2kxEEYwKDGbrpWWUpo6vBilROAEZ2k4JWtbVf71ftzIC5DTKPGlEEiwwctuDJ9Hgafxt91HpVYeuUiLHKSXF0rubpWHJooEno+9sykNeAEjJgSMf607AUIQ1vAQXOHG8LgECG82oDaV4sGopI65tEOD5qkjBxV8sycjCp6BTr1iii5Y0zEkTCoeZAMy2ys6Qth0ERTENfSGnKrOe8krOZlg9+n8km9P4dIyPC7uZ++nogbunim2z1/0Jpx3uD3cf2Qdare6f71/hw+mrGwh+zWYy61jbeTl+IhrZqX9rYAZ7x6M4GgWcWsu9xcXWsPner9OVzSZ4vKmw4pwsxZH/DOoMsy2jV2ZHG0w8PtS2ZBGPIbGyCMmn+tAaf6NxS1Err3Tur9OViJkQzLlF1vYsamZT34Na1PLKSDhE69f/GAXT10TfPgEX92FyY4MnT0B2xdPBVXxujuy+YOt4p32pfpOnjTbo74swkFTUoMknl/7Nzvevjk/E1fqfyQ5sG03i4peMIY6e7n9rCTRFjD2D0baerwqveyte0QRsU7GtKTU93YZXfAqY5x4cYlvztOWt5JLz/Kzuuf4k8rZqmy0/NlllnJ2VRYya1wwq7ODb9XYyHdv71//Pjpvxe8Pw8wcl5xBYThb2smQliZV1/9YSyEQSfJSl529m/q8GJNRdTz9oANwqCPJ3qMI3Xyye/pcfavK1X703HiD1o5cETBfumeUTT4fdT7cziz4DeO+LNxS0Gmb/46Q1YqDKGgMvfV+3OUOS0q42/r5N2oTFOHV827o8EswEiurpWOiBKzUrSbfhip9+dwLOCizWpXfZ7Oy1hImd/9nbYfHyfpGDwRL+XpWmkNODkW6OKPmeu+zGjbnb+7z/OJhIZ6fw7mlDJ3twUc6IKJLo5N16QS+6GgiX9tHtLpJztHOzzK5zPl1dn/qPzXT0rz8vJoaGjA5/OxefNmRo4cecJ2TzzxBOFwmG3btpGfr2y6PXLkSKZOncrChQuZM0d5UhSJRHjggQc477zzWLx4MQB//OMfSSaTPPbYY1x33XU4HI4TjgGQqILFjTO4RPsZzRo31Zo+OEQbpa1+qg7249kByzH/FGRT6xhOX6Ls2WrQxBnPzyw5fBXxite5b9f1XDdlOS9ccisLXlK2GAtKBvK//pTzdN+wqXI43lQThmSIQ7oiNh4o5A+FX1Op709WrAEhwbxbX2DBS3dy5lePcM6wSvzaaohEiXc+2fxVP4aRsQ30i0Vp22XBIoJEJB2bdGNwNUn8tHcc8c7HoBNiawGo0+ZiSbTRKtvRpiIkk4K4BsorthCSdLTILg5o+gIQb/FRWd2fK+w7WBsaw9DkQdbsnaTKymmXiVdAEg0aklTq++ONNSABtdp8GkU2Z371CFum38zguPKtqUM2kRvRs7DPPG5ouIRgk4VmuZDiZDXbdcOx1kmcnGrF/5uZXQOHIe/V4xBtHJM8VNKfCbG1XHPhG1y39J9kxRp477abKXvjMVpjXl4et5J4hYJNta6EU142MSh3MyfVrOedj5Un5MVhmWJdM1n1YeI6KI3L1O/24U01qXq3ycpPry/PvIH3Fl/JdTs+Z1+vIZTGZWrvhDUT/87jmy7B8sAeSuOFlNIKAtxhmeJd23FbJJK7oCVwEpYralkz+jSyjklEkxLJ3YJKk+LjlA7mVSxQd631f2OjflIJvrCRZIuXml9c5HZIuJokxtMISZj246dsO/kkisMJbhy2i3gFVOqVrVHH0aTskZ6Sscg6Kvf0oTSxn1/1Y7jYvYcf6kfiCxtxNkrE5YHEKxT7OaI8nays7o+GJA7RRmFrhHgFmPx2Kqv7Mzy8HgwDFHw1/WipdBEVWvQihlFEKKKan/STGJoKouzpCMRl4pKOPjSye08ZjXIu05c8zjdDblLsAbVdOq7stKp4pHPBGbSpdpa2bufpVedTTgBS6e+/ESBC1nfH2EY542mkpn4Q7/UZTGF1PVmpRhrlXCbE1hJuKaRZM7Er2Q1Q1ljPmtZJAPzWWsjnmyYTeFrZppDJcMlLmzmsK8Aeb0UAWiIcaB7COJqIV0BOm0TjFjvDnDHiFVCr78+BtlF8fs19rHzhbCp1ih0/68fzQPY3/FI9jnqRR2mrn8pqxXdZqUaOytlkxRrYrR2MZ0IL2WuV/y6devcy8qYd5i2N8n74tudOVtVv0mSxSzOYEbENHND24ajs4/1zZ+LNbiG+ejO7dUM4JnmUMWJdT1XTJY1xpb4/uRE98QqFp46N9FK4UXkK8tGId2iudCuxAmqOVer7UxqXyZ//KbGzJwCQRFZl/qQ/hdLkPlxBCxc+/Skzmj8jDmzRjWR4/Fd26wdhE35uLNqsyvSXOag4PARtPKFi4k010dZQQHvUQP7KT7nK+RlfVpyN94sG4ud32RKUDFTq+vPe3km82uthApKR8DOjuCs0gKfeeJh6bQ6Nci5ZsQYaJ+WSvfYIrbKd2+c9wUVvfo03qMSklXY1Bqv0vclKNpGVasQiEuQ1Bams7o8xvhlXk8T+6j6YRQjLYYm4BtplK5pUlJ/0SjxX6vsjk6I0uY9m2QeafqqtAE/e8ijxWBcmAB2SDZvoICZpCEkKD4pqkzIvtOVk9E8ioyFFhW4obZLyGLCpxUG4Yw9GkWSfqy+u1mb+cvAGssJx4hVwY9Fm1uydxODENo7K2VgSyvv0SwZN44vHpsFjcD4X8MkFl/WIl+5xM55GNh6ayFt97mD4vY3E35hPsgAidRr6hQR/yX+AP694Cg1JcoOCeIXyFGy3djDHZOWXzfRcAsrcYE91be5Q78khr0WJ2e264QyNbyEm6dCLOEmNxA+aiSTR4I8OYDyNxCsU2bvPfJx4BZx69yqyXv2GeAWMEq1QCXEzXPz5B4RnHOT0sh0csWbh3XCUv/x2DS8M+BvnLnuZndPnkpM8wm7dED6pOx1hGMicJY9yTnImSWSOarLJSR5RcbjuklspDP2s5o5FJNisH8GI+AY2NQ7nzZ3X8tAV37BvXRnJpES1pg/ZrRLNKSeO3V2/0iWRadE4MYoI8bFatvw6HG3TUXKcbRyoLyLRpqW6NY+QZKE0LtN6JF/h0bhMc30R8dAmkglYY55EWWI3GAaq/DLht7XEAb9swSICHJVzOaDpy+xVd3F6/g4W9bkfULhmxFkbuJ4XuG/Bi1RrlG20k0lJtRmgNCFzeF8eS5pO5S73a1Tq+xM9EiDsyeZclhG36xi+9E1qTz2X1iN9CO428N2YqQz7bQdPX30HurtbOD1/B+dJX1GvzeHemx/kpn8sVDlWApqjw4hXwEMNN9Fu93D95Bf4ST8JgAUv3cne1g5g8+/GaEb5/7NW6KZNm4QkSWLRokU97mVnZ4tZs2b1uF5WViamTp2qnn/99ddClmWxfPnyjHbr168XkiSJ999//4Rjp9cp/cmIIFuIgBnxjOM2QbYQp3pWi4AZYfF1iI/t54qAGTHyrp/VOvb+78Wttz0jFt18oQiYERc6PxABMxl1o3WQIFuICkuJ+G7BGHHjnJdEwIx4ynOnWOCYI1rMBnXc7rXJbBJXud8Ui26+UGy4fqB6vSirWgTMiGet89RrFZYSscY6Sj0/1bNaLHDMUc8vdr8vOsyIhfZZPcZpNhvFRvNAQbYQZAvxofMCQbYQtWaXIFuIh6x/ErcuerZHv3QlW4iOzuNpni+EJjsulpsnZrT5zjZG7LIUiw+dF6iYfOQ8P6PNE5b/Ectsp/WQnT5ebJ+unm+2DRAHLV5xo+slMcq7TsUkXe92Pi5qLN7f1fn4Os3zhTD5goJsIU57YIU42Nn3DtuTv2vzCO8GMSp7ncjyNfS4v8Pc+4R9AmbENwtOFasWTci4PtC7Q9xnfVA85Ly/R590P7KF+Nh+rurL7veu8b0hrvG9IQ5avOJb8xi1/52uJwXZQmy0DhIBM8Ka3S4CZkTNyW5BthC32J4T47N/EBZfh/j/iDvv6KiK9/+/7t2925Pd1A2dGGoINRh6RykKCgpKEKSIoqiIgA0/fqxYAMWGioICCghSBAURkI4E6b2XQCCN1M22u7v398fN3mQNfr7lnO/5zTkcsndmnnnm/ZSZO3fmmQFx65SxiV9reoJTUfItZqVj7E7FZUGJT8xXZtmfUSb/9V4NHndY0hWcijI28WsFp6KYnG6lljNHGRM7X8GpKGlxR5Tt0RnK2MSvlZ7OrUof5+/K2MSvlaOPN1L2v5ym4V0dp3O2OhG/n47/SPvd3/mrglNRrInlETh8FjtBeXHRG8o8y6PK6NhvlKZxJyNwxKko6c79yv2JP2l6csKarMQ785T37ZMj+rV5UVelY8/dNfSk+u+wDrosKNMS3lXSnfuV1Phjms27LChTo95WXBaUhMRc5d24qcrmRV2VYV9/r/R1bqrkLaS4LCgfxk7S7Dw3xargVJTvYh7W+N68qKuyZ2Zbje8wD1stHTUd3Liwu+KyoJy8p15lvZCy74lUZffLrZXNi7pqehfmLSN+r5JtjVNcFpQsW5ryQ+Zgje42W0YNTKrXxRnS6OVbzBF6+qu9t/JHVEfliYTPtHqpCccjbOehzosi6IZlOSz2BwWnojwYu0y5J26tkm8xK42dZ5RJUbOVEYlLavCTZUuL0IGpUW9rfd28qKvy+qKXlBGLvo149tWi0YrLgmJOrLitfddPuKxMjZmpZNnSIvod9rEJibna2OCyoOyLaqVcbxGtyRKnopgTK5TN9q5Kz7jNSnxifgT9ZY4hykfK48pHyuPas8uWBMVlQblkTdT8YLhPC6NHRMgv32JWXBaUnnGbtb5nxO9VTlobqFjHH1NcFnWsWjXqbsVlQXkq5iNVNlG9lDGx8zVdGxb7Q6XPukM5ObDef/ST4baq67fLgpJlaaFcsiYqLgvKmNj5Sp7FqvFdfWwIj2nVaf4Rpfqr6mOcy4JSlCgpw6Z8r+x7IlX7d+e0PUrXaX9o42/1vJ0T2yguC5rNuywon1jGK7kWm/Z78PMrItp4KuYjpSRWp8nyC4uqF+0mZmk6GMb7c/u42/rlsA6Gn5+wJistmh1VUp3Hla8tmQpORfnM/phiTSy/bT/DtNdH9VFwKsqTMR9rmLgsKNcsMUpqwnGtvQbxF5Vf7H0Ul4UIHRwQt05ZGD1C88E4Fa2t9VF9lCvWeOX5u95R/ojqWIP/MN8uizr3ecc6RcGpKL/bu2n4hsu+eP8bGvZ3TtujLJr0QIQswn+vfuouZc1TfZWLnRO0sRinorxjnaLpSWmMqIx9bp6y74lU5c8nWkT42Ez7t0puilWjeee0PcpHyuPK8weH/v+9ZvTGjRvk5+fTvn37GnkZGRls3LhR+334sBoaJD09PaJceno6oihy+PBhMjP/+S0QPZglN4IEkiGAWXJjFLzIPh1myY0+GEQQ4MTyNhHV/pQ7scZ7D4IEHcS9KAYBn96IWVb3U4iiglly4xP0vPbOewwNrESQYJvUm6HCSoKCXmu3evIGDOh0ARKWFZEWPEXApEcKBjBLHgQJOoV2anVEUUEnhJD9OtpEXyBfTGSEd4m2T8Mo+RCCoNerfQDwSCbMshe3YGOvvgdmSd3bczCQjllyY8LFFP9MBrOKiil2rS1vQI9JX7VtIsy7UNmOXVfCkNjfKCy3amVEXQi/X89BXTqDpTWIosJxqTWDlLX0s2znV1dvhioruCo1QlZ0fFP+BE855mGW3CTGuigot6HTB7W2GitnKJHiEEwKJryYBRWT7pYsfi/rgsEgUyHYiA+pe2g8AUk9dCGG8Ad1AGy0DOEBeYWGj0Xnxh/Sse+7rogSyAEdbwgz8CDxuWkKk7wfASDpghSUG+hn2cH9vpU84f+Mdv2Ok7W5DZIuiD+opy5XEHTgC+oAgaBO0nhv8epJ4pRC0OQt425l4Z6/1rJZNxBBqsL4lKsuqbbLyKKqg0GvoMkyLC8PEt8KjwLwovAaZ4pT6ZSwDwCDJGPSe0hRzhIQdVRgRpDAcrqcU0JdzoipLJCewqq4MIo+5rgmIkoQFASN331SR4QgQABJCjCk3+oIXTVLblI5xoGKprS3ngBkDrka87jpOwySH7PkJlm5SFv/AXoKu5nvGYMJDwMCv1B/QwmF5VZuSfEISqQ+5YXiqSPlYJbczD76Ap91ncRnUZMAGVfAAHoZCETgsEvfjYXPjqZ+TAFDAyvJlhoiBEAv+ghUrrAepA0HhTYoegGDQaaV4zzGgA9FVhkQgEBIpPOzu0ky34zoq14n40G9ttMX0CNKYJD8CCFYp7+fwf5VbDX0QwwqfHZtPEIC3KdbiyCCRe9hm9ibiZPmMtixiR8CD6qyqOzvbkN3nlj+OUgQVViBOcrN/mCG1r/Oz+5WmZDAYJA1vNYbh2DRV/qEaXsRJJhx8EMVRxRSlpyPvGZUqsL4uKk1t7wO4vS30IkKp19uyf2/rgNApwsh6QJ4ZBWAMA2z5K7EwK3yJIEoqM93mnphltycDzaluf8Yi41j+dCvfq0wVfJoltyYRC+1LuTW0KOQIGLEx2fXxgOwue4AvIKB61I9+oqbyDSsZeTM+Zye3JKnHPNUPiv9K4BXkBik/5nWkw5h0KlfApYZMllrHM435VUhrfL0SRHY/z2ZJQ8GQUaHghACOSRiltzoDKqPteg9GEUvQb+ITgxxyZxCy+vHsES5kU2qrVsUN5dDd2DSezHrItsZZ/ueQodVkwfARWMTEn0FiALoxBCCWCWnkBApf1EAQQGT5MWsV/tuEHyIBpXf8BhxYnkbGpZcRqjUU7PkRieFMEh+Wi4/BVLV2FA3eJU/svrTUPrnkFlmyc2mki540QOy1qc9hp4MlVfi8UuaPQiKynf1scEnmlhpHMEXwap98KJO7WuYn3Ay+mRuLq9LS/cpCoREEpR8TkS1waq4qBBsAKQUnSdveF1e++09viUTQYJsc0O8HgmzJNM4dJYiXRxRirqn8vqyhgR0IpKonocwSH4kXxDJ5EeQYDRqCMHTv6QBMjq92kdRAEkf0MbTsL6F+68Tw7i7QYKY0mIOSnfytuMdzKIbfVD1U35RH9HPUeYfme8dg6QPoAuFEM1BBRFCLwAAIABJREFUREHFg6CAoCg4lBJMeg9mnWp3dfTX6ebbhgcJSa/yrQDbzX0YIXzP+65JLI9V5znhtnS6EGII6h++zj32rZiJ5D88PxH06tznIWElb0tvcymYwqjluzS9c8sS1/5swIkDbWhZfooTUW1IcBdxwqL+Bjge1ZaW5aeQQxJmvUycXISkD2rtvB3zNs+Vf4RB8qP3hihenkBLzyl1pVQChCCCBD9ZH+bj/CdotOoSJ0zqnKvn4rF0ZCGw+h91tHr6P5mU3rypLh3f7jqpWrVqUVRUhCzLSJLEzZs30el0NQ4/SZJEXFwcN27c+I9tBWTwBCz4/dCk93He/XkSq2JHQTCIJ2DB59dxs1MinmNVF1TrDTJtjcfBHcIfgN6BDQT0Cjqfl/ANt35RwGO0ICoB1pf05AvDZPx+dVLolfXq3yYLNzskcum5Ztz5gBrmSYcfOajHJ4vIAdi/ujMZQ3fyRtlz+E2QxlGtDZ8o4BNECAbpIW3jckUDjTaAV2/E7wefosNfOT7p/CqPPgGydfXwBNR+BUMiL+e+gl6SEVBIt52juFTQ2hIJ4PfD/tXdaTLzBJ7zKmYC4NEb8WBhQuBzrW0Av05EVALMcL+KP4wJEn4/rPf3JAQ875zPxFuzIRjkMcs8/MCowi95X5iq8hnS4ZHUtk4ZWpLov0FAEPDoTbxRqGLiMZgRQ+pA6vML+Cvv8dZVfpgLhUBfeUBrUMUKdq/uDkAb/0FqB68RREe9LlcRW3r4wTiGkWUL0CNTR5+DvjIEkhKACUk/0VPeyY/CGM6JLcn6rSUA5SETXzmmMLn4XXxB+MoxmYklH+IPShjq+PAfA4NShr/a9umBwXVcOd4EMRQkGBTx+6swTrVfp4txN5SpOkhIwRtQZRmW16TExTQI5FBXdx1duUxL8wH8lVs9vKKEVzRzlqY0D55EEVTMvzY8xa6Yu5l4azaegAVRCeEJGBGCQfxBQFI0W3jy28/Zbe7OSO9ijHovN8Xa7Ba7a/yP8cxHP1JGp8ggSLSUjpEapR52uMN/GY9g4cnCWYSMIRD0bIhTD4OsZhTti/bi90MUhZp+jflkPrvN3Wl2/xH8otrPya0+oLU3i02O+/nS+BwfBKbQWTrOIPNGSsdakb0S+rkyclBiZ3kHLvgTeMb8DTa9i7WlAwmYjdpO+lTpJKfkFgRkhYTv8ziTWYf+xp2EggKyprMhdq/uzs2Pa+PfUU2P9RIb3P0ZbF6PQACfHzyCAb8f3iybzCl7O3wBI36/wNP1F9B4+QXWeobQcuQB3CYzzxTMBGOVP/nUNgV3Jc4Tyj/Eb4SSOtE4csrwBCy8U/E88/RT1Lb9cOKjdNKmHMQjSpp9Dan4nh/iHsXvh72fd6LzpF20sR5ibeBBQEGvyFrZgj5JJGzN1WSb5juKqKi65hMFBnZcq9mMTyfi1ek1vQ/T8AQs6BVZ43v/6u60ffhPPAELnTzb8BgseGU9QihItKMUf2WIyFfKXlJtNGDBEzThDRgifIQnYMEjWMhLiOfp+gsYKi/Hj4RR8eAJWJjteA2Pz0KXl3chNRXYvbw7GUN34qv0rwCBBB25n9fh1LiWjChbqD7T6bX+hpNP0bH7x+6M8Cxit7lKl8PpXu8aEnW5+EaEfUioUmaqj3UHzXiCJkKBECFggH8NfsAdsIBHxmNQ+Wmw5AoZvj9pqpxkVdsHcZ5Ww3jNlKexW6rZ7m660/CBM/h0Iv6Aagv5H8WiHEXz2wA6POT0ScKzz4QHtS1fUNU7fwicA27g/5lK21bl6xUNeEQLPlnEiyFibDjSqwmpm87Rx/0rXlFADKlvPIe/60Ttldk4f83RZNRAvkSOvh5NDJdIVS5ypDwFL3qEgA+9IuOVDfh96rxLkVS+w2OD6PbyQHBZhCzOdmlI6z23jwU6cMZadrdU5eyHKl8lWHhQXopekanz42U8FiMutwELHuI65KPboOr8V0nPM6vgCfxBVU9LJtlRSkKar6m75Br+h8AnGdi9XJVHxtCdqm8VFOSAamc+YJhvsVYv7HvD/fCJKu5PVnyELKtju0exMOSLH5n75Iskha7jCVgQggF2r1T7A6rN+4zAEvBliox+8xsaOi6Sq0tij1i13egu70Y6KHs4ZO5ET99WftCNIUV/gc6+Xew2qny/5H8TWSfxb//7jEGNuRrW7aJQHEeFthiDXpbFD2XTzf4R+WM888k2NaJQqEULjnNMacMY73yO0ppGQhfSM/cAoEfGGzAS26kQ/yYVB58sRtiXN2BWxzAxiN8voISC5MbFceHLFnjGWjhb5uSolKbqiV/Vi93Lu4MiUOfNc3R4OYvdhu6M93zJp+I0uhh3M8aj9ueK6Q5GuhaycPht1aVG+j+ZlHo8HgCMRmONPJPJpJWRJAmPx4PBYLgtHZPJpNH6xxTeqqaDY9vbsje5D5TBQVkN0FrLcJO4vflgq6oS8Eu0kA+rdXVwJaopzrqFnHynLQAdhu3Q6P7mHcBE8zytLIJ6qhx14Y6SOnaO9m9BaLVAh2E71DFUAPOKAFn04Hj/VJTVAtMf/Yp+7mQAjn3YHk89KzcLalPvafUk5se3xjHYvJU7DJehenxlHVVtV0tG0U9iqGrfyBm5GRvjX+YZ18d8aJzBuwWTmFl3Jq/cegXZLuGpZyX6RAkZwyqDRtuq0RTAj4G7hN8i2xEBBVZHZTLUtRTEyL5fHZPCx4vGctXZkGoHi1nWfDzvn55aQz6pwWMU6uK1Z9MTVEz2eFqBDm480IBrjzSi4b3/HM+spFY0SuVM5c/xndmuuwuPoDqbYZ7vGaks4BaxxOmKeND9g8brGX8zvIKJNe6hjAx+R05cspZnwsvksndBpzriieUfgg6Mip/SqzGgg3IhGqNSdYp9g+0BUkPHNZ2ojtuc/Mf42j4ZdKA3+vF+baNV4ChZxp5QGcP4i6JM7mMzQpwEOmhlrjrFnGY8oWGGAPGBPNBBY+N5Duq7YnFWMDrnS1ZFPxIhjzCugg6+eOo5ZrqmkGn9ien+t0gJnubO0D6tjX62HVjMFcwxzCBGLOK43IoHbD+x09MdZ/ubcAzG11rFqdI6gICrjhXpjAejPcS1qBSo2l6l9qeyvRxzfa72qQt7VL6+T3ma/heWc29KCidzm4IZ1nsGUfGFTetjB3MWHX1ZlcxDqu8YA23qSdf6vS6TvS2ZU3ILrfy1MXVBp2CM8cKtSOwzhu0kxnQr4tnTJe/TPuqgujSBajthm9rW8D4K8u1qVAtdFQ2d6NV+76vbl65FqoP/NO4lfi3syku2OaCDT2JfRljykeozKssvc4zV2kIHadMOqrpVTVatdMe1/FonVflOLnuX120zq2QPhESBhO25Vf2p/N+qd6t+ImxflZN3QeS2/qJ6XXRqH4OKLuJ5I+MF8MKea621Z32sfwCVOihA7r11YU1N0vab5eqMppKPoKgSmFbyOnvMW7Q2tfaqHbE1FnqJH3GDfqG1ET4pXDZrZQ/NJ2cM28n91o28VTGtBg+PWRbxYGAZGbpq9cOYaD9UmkGTyIEl3VS61bFR1DZmmv7FCV1rXq94Sau68cG7CVTeN9Hyt1N0GLaDy1IjkuULFOgSNdzDthCVXFojNGPC9lz13GD1JKp8XfkjJdKWhWr9ECH/rlpQ7Q6T1C3ntPIiivZ32/F/RvQptmkhz+csYGr+64hCiCPulMhxJdyODorT4+BoVd2lvvvJWt2D5r7TZBl7AOr4mLw/+/Y6Bqya9TBPeuZq+e2MBznrVWNq/yRl8rVupCYLobLM9T0NtfLxH+Rw0ZbKniaJ3Nd6JUaLH3Rw5LMOtHk6iwtjUjS+w2NBBC+VfTmyojPXAvVoffoQzd6qFiXibxh/aJzBqMACLbu/aSNzeRFRp2jlj/VvQYZO1d+Oliw8mPGO0oMIA0wbWbpiFJPWzdZ87CkxjXWmoZwW05jpmsIr5g94SXiTDPdO3jb/myke1c4/Mk3jgcAyvjA9R60O14mqW8Z9964FIKSIhASBoCJi6VfKF5bnAJjpUl94+9l28HjFJzRULjNH9wqjQ98w2LqJYpdA0CSStbpKXghQ/8h1slb34DHXZ5zJbg2zqrB47NPPyLL1oDRkRwDON02l/u5s1WZtqpyaB0+AHrJW9yDDs0/FXhC4/u8m/DmqM894P6CfbQfFLkHjL1a8xcTyuSw0vAMsvL3C/C39n0xKzWYzAD5fzSNXXq83oozZbMZf/RXsb2XD5f4p/SsI5A1mtBEu+dZxsuQSqVIreicdgjwoc9TC7iBi0gSwOOkxfvP3x26AHHcj6uRvpM6ESgflAFsAKIRhiRvpV7KPPY4u6IAt9GdR8FGi7UAetNt8nnb1z2v1JAUMZdB3wk4CSNyNSlMsBXsCHA+k0e3NAwBcCiZzw1wHm6SjTn4O+V4nu+ithigCpBL4rGAqjetdx26L5N8fMiB59YRjk69LGoaUG8CcZOAV1zvcn7iV8fkLsMcByHC9BBzVCOSCPUm1X6kYDH4/g5St+JIMSJUrlFYZokQ4707DXomJ0Qt2B3S8tY99azuSF5WIUGbF7lAntiIhyg/bMScZMODH6lNxtCeF+QajC3QyiCEVk3BKXpNN882XsDnVUUTnC9WQ94biexgxQb1lZ55nCvgBBUQpQHQM2EWwV4bqeK/iJQYZ19NCf5IOnGGDfyCEF8z9ROJRmcTcECNN37PEMRq3YoA8lff39z2FNd7FjEZqGKteT26i4K3a2BxgqsQknKY4FvBy7ufYkyCQYyBunIvfPa2Z4fhAk1dMksJO+oKsXuX3mutjPo6erA78rvpQDrZ4sOuhMNeJPQkeYAMPeNXJ2l1yFtYiF3oDRMWoFyJYvCrW0U4QCkLYE0EqCWA2gNUM9srPPvlN42EHzEp6laeC39A8/wwGfKwvHISMRHFZLfBAuvEg9hgw5PrYWag6uCJjDCbBh1gpb0N4HaJSn7ID0XTNOqHJfKk3E6muzCDPLurrszEU+ihPikLMVR2+PQkOlXTQ9MdQCjs8fTEnGSAXsleqL3Izo17mlfJ3sSep+tOkIg8qwBwViT2AvhisMXr0BAjpBbwVSSQYq3yMP2RA79Jhd8DH8hT+Jb3FRU8qNmuVrhpkA3YJhHzYq++OPRbIVcgyZGCN1Wv9lYqh76RdiGEecuG0pQ3hiDlhvQeV7zCvAXQI+WBPhDY/nuODq8/wQutPNT9VVa/ahXuVbYq3BESHBbtOtcmvNzzKJ4NfAGDFskyaD75cA5NwXe1/AIKQC1FJAuRCTnQjapn/Iig6sOvU2EMyEhIyUQUV6ERo8PP1SNp5KouSCShV/w8oEO1Q86yxVZgGjaJm02H/Gu6rVYa3PbOYFa3etGMoVenZk+DuCTvAARYvqh/MA7uzirdwEgvAaAKrQ8QmVfqQmzLWKFX3hQIwWILYnCKCUkW3OjYIKm19EQgBVT7hNGvLv9HVC5JeeJCD8engAJ8ci90K3hBYA2A3VNEL3rRHYOVWzFgED78zEGOuqo86CaIcYNeBWAj2eBALgkTFqs+MZXDVVJ/zxkbU3XBToyeVqLr0o/chhplWIlLlK0MGESGoIARV3SnaE8+KpOGctKRyNq+J5nOn8xmFoTjsoop3tB1sF29h0as4C0Bq+nGOTEhnpXckL0Z9hCiHwKHKy17ts331pLsF9jjICyXiFPOZWP4loy2LMeX6NHmDajvRDjCaRLha9XzxiAnMT3qGbdO6YndU4dLj1SxwqJjYHaqM+k7YhUiIgEO1SSM+JJOaP+DxrdplMWE5b4/roWFoC6j+9UXXe0TZQFcCyDD6vh8hBLnRyVCi6sPUel8QdFa93egUHZZSsOpgSOZanrJ8rvnYIDqiAwpH9O0w5vqxJ6mYPBC3AQwq3/ZYVU5inojFDB69CfOvXm4Cd/+szhm2+PvQWn+UK96m3O3+U/MplqRK4HMhKkHVE7vbh9FqhHy0sffuavMZqQTivLfoM2kX/bO383tsXyiqwvybEU8zP+kZjgfSEFBI059UP81X4haVCIcDPTB4VLv5rHgqb8TM1A46feadqs2z1kfrWOkOQt5gioDnDflQPuX2ynKb9H8yKQ1/tg9/xq+ebt68SWxsLJIkaWWDwSCFhYURn/BlWebWrVvUrn2bQG/V0twWUM/yJwkibPalkGHYgV1Yz4TzMxnReCn1oq8hSDDWETlLF09cZE7SqwxIhoybGylu7GBXamfu268O+jHBEsbGL2RTXguy2ndks68vdxm38HH5ZDIM+5GMAcbGLOR679ocyGzDkOlqvVWn2vNig1e5lRHL1vFdGfGSGj/uSrI6uI48+AHH0wcCEB0qR1ByOFiQzJX0enzmmcz0qKobQ3pU7ODxu+ezPyUDwQDukAmLWDmpV7w8L3zEieI0PrC/wKycCYxttpCU01vICdbhk4ohlHdsodHaeKU1AxpWxTEb61iIEKMqVN+ELSyzPKzRDqfEQAEbL6TxcO0vEeJVTN7RvQpAVnJHTt6qS/uzmzmUMQRBXxXXbKxjIcYY9e/6cjZjXWpbNypiODyrDb1sm+jFJgCEafBa2RusPp/BifQBEe0vO9MZh6mCO+z5NI25ycITPRmXtkzL75uwhVryTfyVUQsEW4iswkYotig6RR3mrrwf2V/QgP2+nty0p/Lqlala3WihjOV1xxBl8NAh6SLbrzdHEoOEOolsv57K1lAaPeudYqFzLIIV3h3xplpRFSPbZjTm6aZr2VHcGBwlCPVg/aV2JFrK6Hh+E5DDHmMTRjVexNkSBz2a7ECwVunhtzk9GV+svp3/kDCaT1pPpqiBg9irJdw3cA1/LWjDjrLG+K1ubMIphGQYcfAdlrsfZlrULLa368Fy98M0k84w6vocfmg2hWT/ZcZWLESwKyg5VxCSIbAvh9TUU3Q27sNtNGPxeXD6CxnbbCGDLnzCr957gMjrNbs02UPQp+N1/QvkNKyNf21Vvi3nBAvbvcVY63eavAHi7spDuAA7zjaiVfIJxjoWctlcj5S/trMgZnxlX1U65uunmNt2Mkfl1nyb05OZd0xGsKv607ViN81DpzFG+Wnu3sXpIjVyxyvFE4BLlNS2kh46SL4xga9cT+Aq8uOtq+6DWt73bh7e8jt9E7Yg2QIogA4F3a1yxFMXUbql0Pf4YqY+upha53MojlXxjrl2mW7GbcTElfB2x5cRbkGdYA6CDkbELGOuYwpjdn7O2Jbf8qztEyQpwLhK+/k5udqR8krdn6h8gKty/1zlIWsA0j0HESrfsSWCjIhZhuCAI8ktefH+TyG50i5R+DanJ6lzyun47cEI2kIMDIpfz183a5Hc6CqxwWJefPpjhEq9fPHFj7nYOIVvz/cEYFzadq3utzk9GddsocaTDwNjHQvRxSiMdSzk2ZhP+fjcMBpOiIWzIZrcuKjGtQV6OrZzh+4SKfqLCFU7oRjlWIIPIx0MWZj8XjIM+/nq+N0IDRXIucRxMRGlk6DabvJ2rV5ssJix8Qs1jIRyH/rXr7HR1oeBb2wl4folVi+/h7UMZMg01bcm+y8jGGC0YzFCDBpv4TQ8dgXtDQdZsCOTT/q/xBsDn2Rl7/tJnFLA/oJGfPvrSE5Oa8vFgJOm1e7iVpJFDSMDfoQY6B//G0dPOjRcAdbP7gfAv/gXQuVCbWKwAEGn+uPawZsIeli9SuU761odzPVUXz9k2gasauwfPil/VvMDUf4CohJcCCIMiVuDEA2POhaxKa8FTzW6TAd3Fq/7Xmd61Cy6+Pdo2DcynWddq4GYKecX+mvjFlTFoq6uN7oTFziePgAl96rWp18z+tEzazffnuxJ3S7Z/N6sDw8cXMe1SyaEZHVsOF3UEpKhS8VedNYquomBAgQ9rJldJZ9wGhS3HiEaklC3PUhumed8cyN837i07fRN2ILeFkRPiFlR01iW04XMZnv4oqI/V2vXofeq3ZCs4nLMV5/WCdkA5KbFM/H9D/FPE9GdVnmSCKg6fqInDZynEGqr+l3dR411LGQRj5JX4Gd4k33EBosRdJDh2U+0sZxBrvXsP5pAXrcUxhUvoLlnJ6NqL2FLeRruB+tH9NGvGGiy5xxx4i1q9cum0OZgn+FOCvSx3Ld/A4pb5q3AvzS761hvB98W9ASgTZ19CEkQCgn8Wude9vk7YM46Rav7DpMTW5t1sarOnJJTydPHc96XzP5z7RlQV10mn/bOW/SZs5OxmxZqejKNOZQq0YyNrRp7AX7OUGn13LYdWZEgFlYvu4c6z91gbGKVL3gocRmCVfXfQxr9xZkGTahfeI0trXoxdtNCzA4vaY1P0OXYHjZ070ff7Vs41LoN7S4eQQDstYoQbqoY92/oILppB8YOVz/5Fi0fhmVdQ9Zf/O9dpSwoiqL818Vun8IhoW4XPN/pdNKrVy+WL18e8bxZs2bUq1ePzZvV69s2bNjAvffey4YNG+jfv79Wbu/evXTt2pUlS5YwcuTIGm0fOnSI9PR05q1tS+MWthr5p2/VpnFMLicL69I6MbtG/tarqcSaKmjrvMq5oiRq1S7nVN3mdLhwIKLc3pzGdK5znp2h1nQXawZP/nvalt2cprE3qW0rwR/UaRv3tfzCNDrUvojFX7Ut4VxREk1i1SWS/Oh4Estuf/1jMCSgE28vriul8TS0F7L1qnq1l1kv07mOuoIr6/TsKW5Og5Qykguu/o9o78lpTB1bMQ3tNXnKLovlalkC3eqerZEXfoOqnoo8VmLNFQAcyE2mfVLVt619N1LoWDvyDuhd15tilbw4LWWcL3YSVET6NIi81vXv6VxREk5rKQdyk2kQXcjVMvVFJ8WRz8WSyEDuMaYKzHpZ0xOdGKRFfA4nC+oSVATS4q//I95br6bSodZFThTWJclaitNayomCupT5q1b2a9tKaB53g6P59WvoYFhOAJIYpHu9SAzdBjPHrtQmwVJOXoWdznXOR9SpjsOJwjq0iM/R8A6GBLZfa06fBqc4lNyGdpeP/GMfbpfCtAvdUQQUkZOFdSLyk+9049cbaHbjXI26WTdS6FApR09AYm9O4//YxtarqaTFX8dpLatR5lxREtfKYyOedah1UbsvOlymob0Qgy5ATnkMdaKKtbywDha4ozhWUI8+DU5xOK8BbZ1VNuAJSORV2Ik3l2t0sxq1p8OFAxF2efpWbZrE56JTaq7eh+sAdLhwgGtlsdxodwcdLhzQaP2ntNvchq6eSBltvZr6j7pebrJy7GJtutSpGZDaZbRi81Vosq1O459oVsfk73b5v0kF7igSLOURPnbr1VRsfSz/iMXJus2RjhVreP9dltVTUBD/UQ7V05XSeEpa1aLN1eMRsqxOu7rc/p7+k+38d9KJwjqkxef8xzKlPjN2Y80tauFx52p8PRoURh5iCvPcuM8uvnLO4Im8d+hw4UD1NXUEItbYSZZusCnQi376bVyRa9fI229pRXZ8PdIvHmay7nM+Dk76R1p//81t8rIT6hH8ojZ3PJjF6aJaVNyZRPrFwwhAQ+kGv9y8kxbxOTSXLnJaTgEgXTrOIbklDaUb7ApkUFdR97hf2NqNK6XxNHZfp8Ejf2lt/Sl2oVNoT0TbDaUbfBJ8kkGhnyP4DOjUA8cK0FW/n92BjNvy/abuDTJ/3wKoNj9o+I88pl/EgsCj/xEDATgkpNNWUV8i/8hOpXf9Uxq+awL3MESvTiqXBofRKbQHt2DBorg1vi/Ltf/HeHfX72NnoON/5OvvtM9v7Yb5UAl1ph+vUb6//g9+C/T+b/Hh6pNA7svNSHrnDM/v+oCvA2Mj8vc3ak/GhQP8cHUKNw7lMS99KQcPHqRdu3b/0Bs1/Z+slAI88MADLF68mJycHC1O6datWzl37hxTp1atWPXu3ZvY2Fi++OKLiEnpF198gdVq5Z577vmP7XRYc5hWf+rQE6RCsWASvPgcBlZuG8Y9zS+xdENDpg7dRW7IGVHvrlnjGJz8F9OH72L71kF0H3WVWQ9PY8Y36mltGT23QnG89E1XXnt8IZ2Ug1gFN0WhGEyCF5PgJT+USJKYF0F3wty7eKfPIbq1PIbLIzFoxs/s/bAvBaF4EsRCpiy8m3fGfQGon/BCiOz8ox9P9d6F22GCYgGLoDqpEsWOXSjFq5gwC17csgGLpL4FhRAQUSh1RFMesnFqs473P32B43efIC+URHrMOV57XH0zLbI4WPBtCm8/9L3GZ27IiVPMUwdtKZ4EuVD7vBROfiRemN+VMa0v0bfDLmT0eBUTVn0FiiiwYF8nFl3oxCsPLY54I13cJJNR55YiAM8Nfp+X1n5IkpjHzquN6N7gAmVKFH2FXVTEmbHe8tDru+coCMbz6vjvIrCcMq87TePyuL/5Wd5utY6kWe/y2rRFmAV1RbdYceBXDCgImGI8yDcVtv/Zk7bNL/Ju7d+ZubMf32a1p1l8Hs7mJby3Y7BGW0rQMdi6k4YONz+snkGTMT+gj9czufsunjw/n64ndvHT76/y27wHsQs1J0x3vT+OnWN389uvbRjQrJDHOv3BoMo84X1149nUNusZ2PMK8/5qyeND1BtzKvLUF6gJn97NFa8ay7KZ7TJvTvpGo12u2DiQn8JvG1pxT6MbLDjZmdcmLmToB8MoV6KIEYv517TFlCtRGPDzw68pTB60C69iosWUAzjFPPY1zebdF79ixKfDuPL0AqxC5A0suSEn989+iArFyt/TSy8sw6OY2XHxDiwBN++teyAiv+SFyTUwyRMScSr5vPFtB2aM/Y7ckBN3WYjBX43CKeaSF6r6ji2g8ML0H/Fh5JE5A3nvntP0TVVPi5Yq0QQVHbFiMcs3T2DBIdXhWp0uKvJsnB6/ljpxFZgFD6UhOxu31WJYp79IsLj4/tid9G31F8UhB3+ltuOuM38gAD+fb8vCtd15d/pXzF/RhKnDd+NSbEQL5QC8u+8emt5xk46JZ/EqJvoKu/BzQcOSAAAgAElEQVQj0ReZ/FACiWIBKw+PYlibM8QbC9H7g9wMJVFLVCc55QlW+hbs0nC9ciSF8W3UvWV9xV0Rco0Sqm4/C9N+stEUXr/wqVY/XM9jN2IurZqAt3tiN4e+6sqtUCxvffME/358IXKlC5cqbx73IyErEo/MVldI3p3+lUb3kTkDmTx1reazFCAv5KSvqPrHKKGcWUvb8tLIKp6r64uEjCTIGm6lSjR1PvqAzvUvseKBr/AqJkyCl7Xn29E5OYtjp+ysPd2aqZnf88j7A7nj5p2afy2NicJzS132SxLz6M4+3q70gwGDyPy/etO3dSQfnko/GP4sHE5emwGTy09BKF7zzRIB5u7rxSMZe4kVi9j5Rz8e7HkGPQFyTzSibyt1ctOXqjZyQ04EFJxiPkWhGB5bMZDjz1R9YVuSMYKnfq2y0zDeBmSCiJTbbThKy8gNOUkS8/hh/RieG1QTy6JQDHnmRGI8JRy9UYvPXn+Rtd+MoDAUR7x4iyJLDC/NVcedW6ZYgm4ddrGUcqONeF8RfdmFN9qI8U4ff6xfwfBBBygfaCWqoAK3w4SlJPKLV27ICbM2UXu8CxZsYuq5Jfy0YBSgxtt0zlpEk2l+0oUjiBkQu/4vGgyKXFQoVaIjbD7c7/IEtd3q6VYolrbOIuSN5cSOAGMohEAOo7JfwGbw4zy7iHum51CsOHALKQiVmCR98SMNJoFz1iIaPOGiXrRqW7b5pzixvxU9Ov4FI6BMiSJaKOfYFR8NG9bs56gXtuMQ/r4wEtBsq9Y3P1H7OQnBrSARoFyxMfqx+Xzz9dN8O6s+C79R7aGzcIDyhxKpvfYPGgyLlKECeBQzwUQRd4EVs+Ih6WYJDSs/7HYqvMXEKWv4btFEnHMWYc0MEfXDT5QrUUgPKTRsCBVyAL/OgUnwkjRnEfY37OhNAQ1PH+pWOo9ixmTwUuBT912E7bc8wYrz/TU0HAcVioVgvMrL3+cknZ4/xYFf7qfP2e3ECCUkfH0AnRCk+CEnW7t2Z+TelZrOOpf8gmtA5MtUbshJglhAoHL8twtllCdYyRy1DAGFPUl3YdYdpsEwNDoAcQmnASvPzpnPketB5tWwhNun/9Wk9PPPP6ekpIScHJXxdevWce2a+jb37LPPEhUVxSuvvMJPP/1Ez549mTx5MuXl5cyePZvWrVszZswYjZbJZOKtt97i6aefZvjw4fTr14+dO3eydOlSZs6cicNxm41/1dMpKM22EycWcVBOp63+MFGCi9CZRswrTmNx/RfhAMxyTY+sJ2bQwbsFDkDv0gs4t+czsXgBVL4wF4bime2exnBxLyU3ozh2pQ3dpV386HmItvrDtNUfZlbFdObYIjfcP2feTcvruVx1N6Bu6Cp7M/sC0DV9OzPM74C3pdZGtqcWOoNIr5KLcADuPTyPmWlfcalHfTL3ruQX772MNP3AmUAz2uqPQFDUNia7FQuHA2156Mj7nEi/lw752bzVMYGXbDuZ5prN3fIWrZ1YSnhIPqb9BhWP2ZW8r/cMYpRxEceDLekgVZ2ovBGszcPiGTrkZ8MBFZMjgTb0cG7Hb5FIz82hxWMi2VvqQx2FPxtn0LLOCY7Ob8co21IAHtu3mFleFafuXIAC2OrrwxDjWuZWTGGGdSbb0uYCsHttE7rWrVp9e8rwJ/Gyi6Y5N8EP0207OZ3VnHZ6NYzY/PoTKDkVgx8D2WVxzIt/nt6lF+C0DW5At6LLGG0i8UI5TfNvglj1dhxTfouHDJ9hL3czc9wAHij5hInyfDgAcy/OIxASuWdsf9688Rxv1f2wpt6JGfx6eBj3KicI3qhNyR4zGy62oZatBMQMnr9zI7Ntq3l290ek3zjEE3P+zQ+pL9Cn7ha6ndnDuU4vYNihHnYZJ62BA1BSNxrH9TJ2+rqzovQ+7lU20/XWFd73d1d1+KFjTFwxhYfMX3JsXyvW+QaTortISlkIDsCcsw8zZMdvvGV+Fat4EA6AT+zEoX3t6Cbt1lhflz6AHTv70NEYYqs/o0bXNu3pR1agA+cumfmgztsRuAH8tqc/D5lWRDz7wPUCc2zTWNHie83eJunmMqJFkPRrqk6Gk4Sf0d+9Q5M7PEy3beHChQ7gVj/t/ObtT7ESw0TzVyw48px2IKaiABCh2ZU8Np7rT4Z+P997H8Fe6MVy1A8StCpQ9WS1ZyjjDy2semsvdPCcdS8cgGHyMdx/WdjqV3Vw57MdYVUtfi29k0YxX3Ik0IYBht+4GaxFA1028yqe4nXrG0SNdnCsoXoX6N1vbmeOayqzbapPiaJqUJ7lms7Iik+ZVabmTer3CXfsUVfJd/u7MsDwm1Y2TPv8gaER9QUUZtumc+ahxrTdWhV9vdf2fWCDH9wjGSBf1Wxy78Q7eWD+egAOlzXDZ3Yw3Vb5qexAFd3ptq3UmrMVpVcaALIiaT5slms69xvX8nrSjgg/EU7N9v7CG22WcDnHwtzG76l64u3Hs+1u4SORX/bcy+FAW9roj7C2oB/Di//kQ8/T6Eot3No9jw2pX9Ius+o62+WPDGbGW89yy2ND6dWCw2XNND+oJ0S8N4ap22dH+NewH5zreo53ba9oz02VL8R3/rmUEYkbeDZ5ObXEXDrmZzNr53SeNX9Cr5KLzNv1FE4xjy6uX+A2xxhmuaZjwM+7tlcYfmQWFa5mRG2skm2jOy/UwCasJ4X+GLY92JOHt65ilkvFNKWM22K5wjOc80H1C4LBU8rCx58CEb5zj2GaZQ4DzyxiuPgdHIBdvm4cCbRhpOkHVsY/yCvFKvY/eR8kdFeIzsNhMSMYvVHd1mTBy4qOQxm+ryr8zizXdNWGT5pBzOCnJ6u2dbkVC9NtO9m0px/3GX/GKPhr8P37az1rdqIy3f3m9hrPBh78nKz0ERHtf3WoB84oFwYxwHTbh3AA1niG8LBhGRadlxWe4fx78inYp/r56OM+MKq29aX7SbqVrNF4+sPXm/uNP7Mvrx+DCw9EtIOYwez1j/N27VnIioRBkCPyl53uxBuGGVwP1sK8308tMZf3Lo3nm7+e5nvvIypOlf5rmHEl63yDGeJbXUOOsiJxPNCSRk3O0966j+ZZO3kj8BGVN6AS76ngeieBWamq3f1xbDC9TS66SRs5dLIXDxbuRQoGWe4fSlvpMNOsO3l7/b8ANJ2/GmxAbfEGhwNtqSde41PPMxH5r7veYFhI9WsH5XRKX7Sw/c27asxJHmg8G0/LeNYoQxhn/paitg7cB2x85XmCOYemadjMsU1jgHyNuEtBLtVtQE7bWnT7dB+zXNN53fo6uaEkDsttGW5ayQrPQ+zd2LfKx5Y21nCrzt8c2zSKQjEcKk5FPf36X6f/1aR09uzZZGerjlYQBNasWcOaNeqRzFGjRhEVFUXdunXZsWMHzz//PC+//DIGg4F7772X2bNna/tJw+nJJ5/EYDAwZ84c1q9fT7169Zg7dy7PPPPMf8nL6eRmKAkWon1FNNad5Zy+CbZQObWvZ3F320JG/z6BBX2/JtO4NKLelqxifja1Y3ryD/xakE63uO8ZcX0ZcjJ4RRM2pYRMw1JePN2DQdbanBueTKcju+gtbcURKuaEPo1MliL/7SzX9zvaocSZaNurgHvuX8WpT1oBsNL1MMmGCyyXEpAr9/Q4hXzOGNL4tag5jjQDs5p9BsBdtbdS8GAs/dhIIbE0uXwKuQiCgQAFHao+ZzbjFEdHDCKIwI6jLTjVeiDDVz1BvaJNbI++g4PN2tHKp67Q/Xa6Mfcn7yckiIhKiEzjUgKVvPub6jlwIR2DPsBJWyqNy04jyAoxYiG/HUzGG62nXfIlbEIJabpjSAEvV6UGnLRFU/ZOPvGj8rCFynHlR2HLc5PZfimHUNuuJV4nU1rK5WADbmQLtKtznT51f+d0blMGCeu0cD4PrXqcGZkHqPAbMCh+bujrsmJvK+4wFqDY/TRPvs7ire0Y3WwecuWOiKHSalztowghktgwD9u5crZZe9LSWsrEVTMY2O4So+/awow/htDPqtAqVE0HvPCb0pi6+mI6NDxLg0s7+Flqh7Opnh2X6/H7lRb06X0M39sx9OhcFVd3y4TKfa+7ztKp2TYWXW1KP8dJSuoY+fVsU1oac2gVWsqWLHgmdTTDu/7I14UteWvAPAIyfGGcBO2h/ecv0wqVn5nB4Yx5cDeOg0XIydBKfwQxPsCn85phNhfSpO1G5GSY942TVixlb0U0j7WUGaasxKaU801eGnIyXL0qMrH9UoIVAZrHZCHHwf2v/0Wj789SqljRKzIGxc+Aoo3UaZ/HlqwBGg/V050ts+jVeis7s5twQG5MPXFTRH7rXkeQc+GYsUq/Mo2qLYxfPZyfh35CpnEpYqGLtX8ZOSm3q9HO68NVTMdlDeCJjkc4n5KCS4wiI5hFkS6OI0or3n50IStGRx5VPuNIIDEpnys0pCu7WbarOa56EgaznzP+eJonX6e7tANZhgef+J6fvnqEAqOJ5UdbMi15Hb+fbsy9KYepb8hG9oFjk4tQfBGdGp7HFlVCoiEf2QeFxnhq+7IZYlhDr1/eoPvMLOL6qitFF5s0ZIS4DNkHV6QUGsrqdoVLUmMyxaVsPtaOzFZqf+vdyNbsPU1/jONiGvUDlygRYxkiruH+cd+z8stHAJVWpqjWk32Qtv+EVrc6xl2Me5h+oidyMtjEEu7eshk5Gc4Y0mgWuMjie0az+D71ZqhnkzdqdW9YfBxIHa35LEUIkGlQaWYal1I7cI1Ja4czo4NOk+s5QypN/KfY2uwJLKEKtj3SDVl9J2QIK2lsOE9IEHGEimgunsYRKsZ39Ra6Oj5yFrl5OHEtRxu34OZpLy2Tq7ZNZP65ivZjTmN3liBnQzPxIl/s7ULX5NMqliUCq18byEW/usJ+zNCO+oHLbJ53D8ONK2r4XYB1TZ8nJlREqCnIJ+FoaRKZ7ZfikAv5tagbLz6qrkavOdOWWk3ciEeDRIdKNT3ONC5FJEReII7Pm7xP1x9eicA/bkVZxG8Ah1iIHAIxXaEP2yh4MJbME0t5ev1w/GYhwgeHY0z3kv7gTlFdqb2Y68AYW8GijOEMOLwB2Q+fN3udF5f04IkUC23Fg9TTXSNezmOEuBTZAQcatKXTjT3Uv36Fp7aP473eq7j//So9+qV/X4bkVU1KM41Leazu+xw3tMOf1oLjhjSa+U9QqEvEESpi8R/tWNtyCQQDyApkZwsEKvt5RUohboWq9+F+ALhFK5ZQRQ08AOY1m4Xsg4CgJ1ufTONTv7FrwveEKsMgjPt8AM8mb6SbtBNdwEdpAyt33vyLyXP6MOQRWLy1HffVO4DFqn61G2jYwO79SSycMYnPlz5PW/1BHs38nLvmrCUvKZ7YYCFXpBRiLx2jVaiYz8435d9dVP3OE+OIDd7ScDjxdhNWDWnBmBvb8TY2IYdgaLNdmPwu7tZvgoM9Odq0FZnCUr7blsa4nitZ8EsT7k2u2tu9t01HOh7NoqF4EVEJEDuygG7NzhL4zYOcAPm6JMoKg/zY5hW8golxWQN4tckeNhzrxGVPO6an7EdOAE9ApI31CPUCV1i8YyAL2y/l/X7PI6shh0kQc3l89Ee0uHSW/lluMqnyDecMqWQK6vxkSjI01p3lxoa6ZLZfykHaRchqydZ2rGq1jOhWpTzY9lteXvIpdzQ5T6ZUNX8J+5adh2sxqVEJK37uyGM39iInq3nnaMId8nk27YlnSCc0HxtOpdkVWtkwzdXPDiTzq6U0858gvvQW/Dd3wvyvJqWXL//39hw1b948IlD+f0rjx49n/Pjx/2NempvO0M4KPruBWoF8alVurr5h7Elry1asjpZIsZDOoYh6x5hOn9BxpFiQ9TqkWJg44SO+/HoKEurnj3QOcUl4lOZRZ2mefRZioSnqPi5n5dHRjV36MuDIFo3uSZoRZdxHD9ef7J3fhSJjNE5rGa04AX64JtZBqpxXSvhJ5xBLpDTqhS4Sb638tHc7eGNBlkUSLhfR5a3NbJg5FLunXMsOnhJJiC5i+5ZWpL4cIneejvSMQ1D5dfayPhkpFkKCgqiofVOssKdpRyae/Rq3xUAwykCU1wVRah07FZzTN+Iuw0Uuk0STmFwCVjdSBTTnLJssAzita8JZt5NfL/bn1Nr7WDVHdYyK8v/Ye++oqK7v4ftzp8Ew9CoIgoANsVdsib33WBCNxhhN7CW2JMYSY6ImRmOM3dhQY+8V7Iq9IKKoiIqC9DYwMPX54zIzjPj9vc+z3vU+z/qt591ruXDuvWffffbZe599z9lnbxBUoHdW0KRQ5H2yYzhZoVVwLSmgjpMYQ5mrcsW9OJ9XoXW437uMJY2mW/qUM9UHtVTPKzsN/9qVoJ/hx9fudf5LechxdOduvhr9Yk+u2TfnkV0/Ugq8yFEWotc428qArIwnUj3xDlGkqd2QCCaWOHYkbYYbeq2Sz93CkAgminCkeqY4oQ79WQyBCJvhykaX8aSpXdml6MFxOw1pajce6K3pze7aFZOmKuDtLHdmOX1i8279ROsBvpI27/FKyYVyuQggjfx3Ut5IOpFp/57sxy7I20A84ZY2NT1WiWMFPGYAcjcokqloorpHiULBk61K5LPgVBcp2ydlWdqleAVSPes1TbhHPB/sHpRDdec3kAKZ9x1xsSsh9Z5tvuHanZ5BuU4VejrhrCkS9Utlle+UFgG4nXmLRiezodsM/r4b8CnMIp6ZuNudp4aTNZ64OiKvO3w1GY1MTmkFnnaPmUfKuMmW3zvk4eAqQ66CAgc35O5QAxHX4b3DEdzBpyybeMKRu8OuzC5sdNtlode54D0SRQjBypcM+3Ubx5YOAZXYt6k3Pmdlx+0EOrcmTVKVJirrgY4ULyPyLOu7wGobrim8cA/KEeO3K0RHBJBGQPlSigslBPKWw3uHszG1PV81uGDBZQJcNm6hcOpoG54Fq14iLzbbpVHI3bHYKoB6JFAmUzDp2jomI66cmW1NE+7R9MJuTM0iQQW/9p3GnCN/0IR7fHHpawpj23Dg9+GkS71porLajbokWtoD1HmdREqtQKrkZ6DUlbJ4hnVVxqz7sd61eWXyYVOHP9n9pBWdPK8ixO0m8e+n/LJ7oUgXpSJONXQ+9x3nhizh+LFJxHhMImZxHzxSs0jZaY15tmzFukMjHljo+2L8Wv75+xsA0cYC2kw5cnfI969CE9UBAPRyKcYEA0Y/e4SnRrzsci3ZN8yy0IR7JOVWwcc9Bx9yuD5kDnI383gH0iTrns14mscREPW3HLxUuTQZeo9hxyba8NI8VmY5AdDa10DlpmXk872WtIXmecfFtQSUUgI1YmylG6K9jyi6j9rTAXmZqPMergUc3jucgT/v5MDvw9l+bLzFlugkUkLsX+C2Zj3PlsxF8d1uTLPEVUzzXBlPuKjz5eD6hx/y8oX2GiTzyjOAoOxUSz8KlU42c8+HsLzXl6yPfY6LpohaPKdWi+cWu5Pp5Ek84cx+MIIVHXbQaOuv3B81h2Mju5C0RZyj4glH5mxCXl5dvC6JHFb2Y83ZWcjdwdGxmG3HJ3Devi4+Ltm89gygRnYy3zdI5oczu9jdfXW53JvwIcdCVxPuceZcH4Ikf/Jvn8EMvyru9iS1CaHJ1XvUIYn3X42yxLevkzWhkeMDXss78bZWoAVPNU06dm5W3McuDKRazls0wXLelXgyY9FvPM3149TRz6mbk0g8M6lmv4d4vgLAz/4wcneQ6qU0kd0rH4O6NFH9zN6rwy1j50YRu46OFX9UlDuVVS9fCiORu4tjaR7PD59/SDghTimQAvtTvrDcM8s9wJIZ4rybevgdTm6lZNp7o/AwIjfa+k6be661yAXAwBk7OPD7CFxMWRY/q27aJlxupnG+Vneqq0QbWKfs6X+Ulw/h/7OY0v9dcPV5Mw4V9GZ23o/E2UfQ68HvrGy2gY6ZN1j6fA5ZCUWonWGpm3h6usDViEu+hFnsZJ9kMuobS0h8HIraEUb33Ib6BmLOOSD4/ilm635m7eOx1NE9omlpHHucRlFH+4gQTSJrPOYyPGAzamv6RyaZDuAsuHKiXhduRLdgdslPqIG6T4/xuHZvepbdJifFHruMUvKlbqx3noZD3ms2vRpPscSRavVeEXl5Cy/ktXiiqEevkv3ERPWiaq236IxS5BIDZzp3pkTiwDwXsU+rb3agrncaJUlNGC05y5M/6tFGe495SYuYnfcjAIMKz5Gq90B1twiFSYtT/F0K6zeh4Y0brGn6DTnJnugEOUH6ZPqU/YtSW8o7WQDDS2Pwr52L39P3pEi9eaKoRztNLDucxlLv9VnG6OxwSjfQtv87Zg8azjbHKF7IawEmojpvQXNYyV+qSczO+xGf/HTsMzWct/+UTiUnWecyna8LVqAGujy9xuu19VmQMZvqinfEOnSnY8kpdsS3YER9MYflvwlNcf/FlxepPnR+ep74kpa8koWgE+S0/OwqzTZf5crzIO4H92KvsIwb9m0JznnAoSeNqOudRl3vd5To7NhyvzUqeRleqiLc7EvoEprIHxl90Zc4ImsaikuIF223baJX2GNWu3/HtrzhZBtc8ZRak3M6xd+lf6OzhN95gfffMHbjfgDOJodx8524fNCn83uO2g1k6Nv17MvvxubA71nmuohn2T70j1uGzijGYsz49AKH43vQqUR0epa6LSKz2IlMu0a0TNvM38pJJJ1zZRbWmOBlD2ehMGlxC8lBeCNDfROqFxUwL2kR7nVf0mCwGvUNMKlCuPSgJVX073A0FeFleI0aCE6+yNFq47j6JtRGnxIXNWTU1h8IqKfAWJhHo4J/bd4LWORqqdsivqr9J5IbRSx1E6/1LLuN+gY8TGpCi/Sz+Do68JfLXAtPABQSPVNOL6aGRwZF7SI5qh+E+gascJ1HHd0jjhR3oa7raxqTThP9Ddt3NzjByYcd2dOxPv3r3Mezth7V1gLUQCQXUN+AA45RDFRHY0JcPbxR2IZZ7ER9A5pX0ZB5y4HVLnOYnfcj+10+Z0Wfb1Fd/Jk/P5vEPGdr3xarfuTXJ7NIyQ/mRPDXzEtaxEB1NE8U9UhU1KNxlYukqWoz8s5aC31L3RZhzHzPlqut6T39IGHzrMsDl5UdaaeJFfvx+TJ8jmQzsWCZhe5T4Z2Jf9cWMPHkq+mkF7iQOqy6BcfP3t+xIHMWS90WMVR30WKrXk6sTYtVohfxV9MxtEy4T1E70fEw2yan+LvE1e6NsPEuRfWaMPHGH2Sa7Fnt/h0zfLby71g/Lmla8qkmkWCXZ2x9MojGbx6y2XkiXxb+xRzlb4z7fAN3XrRk0LHtGAA1UH/CM/Q6GWHaeOYpFuFX6y1vE1V4K2MY8/B35sh/Y17SImaxk++nnMAaUWu1yf82WsyzO/5MbzOHLiGJqIE3bu2Zl9TeYr8AnijCqaNNYIXrPKbn/wTA6hvfWHCuc5lOu2/P47UgDS9DJr41M3HbfoWbYZH083jOP2/G4fkqk0jNVu50rk/tn+IpqO+G/85zFNVvSuJPYgWavye0wC7Qldk3R/AqTAy/8uI1bZef49TMzjby+MCtEQ3z7vN3q7H0vH2OQF2KRRcCCwuZs6wHP7QT9VonyJGbdPzrNJIx1ybTrOorhLxCvlsVTcfVMWxxnsDowjUsdVvEYN0l1DfgokMb7thFMFT9D997TGZ73gwkZUaOqXrQq2Q/fRu94f692tTQPmXboOE2/D3UsDf9Hxzjd7dvuXlpKUnFAdy8tJQvT09g1bU1lueK2kUyav8PrAhYhsKkRRqdSlGoWN3poOMwehfvY57rIsIC4ugdf4rroeFUf/WWqvqPV5H65PFDpEVFZEhUrKs6hbh9Mlp3M6IVxI/LWexknsMJticMY9XOg6gXgyHJgYn6/ahviPc9n2Szf3Q3Pj1xkWjNGDovvkrZPD1lwFWHlrxq5U1WqhfN0x/jQSpqszy51mL/o970KohDJ8jZndMDu0BXhhRts8jbuLJD9PvtAilSb7wMmURtmEO92tcZ/WYJd0rCuXnkS3rePkmKqx8/Pf2B3VUXwzFbuZ2e/xNPFPVwNuaTN9OLeyvrE+PfiLnJa/hmxHpx3vEdSbbUm6J2kezIG8ssdqKSl/HFiYXsO7HYhmc3ei7jFg3Zm9CUBf+KccsX1M2pp3zGvrxuFNawfqCZdaJb/r9cbvw1ax+PJU3mb7nfreQIdrN0Fvle/kMsu+4OInSO+DF0bMUAhqi38o/dWBaqxTy8sQ2CeFuzDVn1vIlt0Y6v7C5xrVkLmv52DS/7pyxsvIKet8+xPCWK8f8c58nSugxUR7N10AjUgFMfB9Q3ynmjv8KQ0G3ExPZgWbdefNHoGjsueANnPyovH8L/q9P3/yfBfPp+4+k61KqvwlfzkmKZC4VyDxRGDR5l6bxXBuGmzcTOUEK6Mtimva/mJenK4PJ2zjh4lyKkiXvJ+nLlybL3x7v0DXkKb5SGYtQyV2QmLUq9mgKFGHTsqs1EabCaAhMChQoP7PXF5Cu8cdTnodIXkmkfgHdpKnpBgcwkvscgyMi0r4azLge1zBVjeSZhX81LyqQOaKSOuGoz0UhVKA1ibFO6MhiFUYNWYpu/1VGfj1rmilfpWzQyFQ76IiTVZQgvS8mwD8Sn9DUlUieUBjUCJkvfzTgFjJiQWHgHoJXYITUZKJE546TLRS8o0MhUOOnyyLbzw7MsDaMgRS/IURhLSVcGY2copkyqAkz4alIsfHcwFOKizcYQ5IBEYj05K7wstfDczG+jIEUjdcRZl8OHoJE6Yh+oR8jQkavwQVuqwFQeeOijeWWTr08tc8VRn18JByDG5hoqX05XVsdXk1Lht8gnS767ciiSu1t4Yh7PD6FE6kSBwgt37XvLWJr5Yea9+R1VfG0rl2WneeJWlonMpMUgyJCa9Db3zWOmMGhw12aU80ZFvsLHBrf5WY+yd0hNBgueiuP/IeT+1/EAACAASURBVBTIPSmROVei80OemP9m2/mhk9jjq3lp4UfFe55llauyVeRDnsIbECiTKlEa1JRInZGYDDi6qFFlVJaBdGUwUpMOgyDHWZeD0qBGYrIOZq7CBwkmC7/tDcW4aTMoUHjios3GiIQMZRC+mpdk2gegNBRTKnWw6H3FvmXYByIzafEoS7fQrDSo0UhV+GpSyFP44FbO/xw7X7QSJSp9AcUyl0r8K5K7oZa54Vn2Do3UEY3U0YIbAXLlPja6g4MEUxWFRUcq8t279A1Skx69oMDkr0CeqibTPgAvvyyKi1U4lvPtw7Eyy3eewgdXbSbvldVxL0sn184XZ102hXJPG7qz7P3xKn1LujIYubEUhbEMpwBrnGVGehVMSMp54oi9QQ0IlXB/TCbNYKZPpS+w6LxZBu0MxbhrM0hXVgcEfDUvea8MoormFTl2vugFBUqDGnuDmvxyO63Uqy06ma4MxrPsHVqJvcV+m+1bmdShfG6obmOrXLRZaGSO6AUFPqWvbWj+sB86iR1yY5nFDuoFOQUKL3w1L9FIHclXeFnsiQnBYnvNIDeW4qbNRGrSk2UvOhZ6QWFjB4tlLniUpZFj52d5f77C2zI3CJhQVDMhSfl4oZnKMmDliVl3CuSeOOtyEDCV0+1drps+lEpVlWRZK7FDYSz7qB202ExBKs6dejWFCg+LnTbjMcugmScfs9+nA1+yctQjpm6tZ7l+vP0f9LowjY2DY2n4dDfH2/9B8JsLPA3tzZLlEvb02kXk8Uh0MiUP60TS9JF4WG3uTNHV+WW5ePzpvWc4VbITmDvTxMwNwezptZtUvxY4FmegVvkw4MxXHG//BwtXOfGgTiSXO/zE5DWhLJiuLtdT+HJvJzYPjsHBoZiRGztRNf0OV5p/S+3k4+zptZsMr3B+WS7wd9QNxkeLhzY3Do4l6kA/HAxFzJ1pYsjxYTR4soelP+egtNcwZYZ4MPxFYEd8Mx9yuf5ELrebb+m/R04SMqOODK9wG7orwi/LBXIVPpa5YXev3byJ6ML0+f78OK3EQreZF3NnmvhlucB7TzFPqU/2Y3JdquNekGLh25h/O/CwdiQDzo5lW/+jDD4aib2hhPjag9nTew+/LBeYO9NEyKsYxuzrbGk3a30Qy/odhO1N/s+evv/fBbLNMmReMgK1uWRIFZRIZahMJnZfaEqXDvl464txNeaRpagJwJXXobQNfEHk36MhyI/rnaYz91Y3fmluG/OmEZTkyYOoqivAo66OnBJPwl7eJ0kehodRQ7FUxsyzA7jw6SybdkZBwhupC+5GNWm6YJpLxQCsAnkggbpcPjs0nk0L9qDIKyMjUU4956f8fKMPg9skoS8fjkBtLvkSE7kSewL1ueRKBNyNuZQZZARKxYhrvSAjV+LJyZxWhHuncexeI4KDSul6YAquxjw8jZms/yaGoCYvCdWlMn9RJ1b32GuJKc1S1KSaNhcB0Mm8KJS44G7MRivYEagTt6KKJY4M2f0Freu+Z274PjSCklyJnKqGXErkftx8UJ3ND9uwf/g/OBkLCSSXF7JaGCQymmrFJRoXiYkXslrU1z7jTlo1GlZNI03qT7HgiA459csD1IYfGMXUyKcEa8UtiFRZIAH6XCadHMzqHuI2S6tN33JhzmqKarjg9LwQXb47hRIHjOXGLkCXz+rr7egc8oRw73Tm3+vCuXv+BLtl0znkKevvtLGMk7uyhOpu2azusZe3jfyY9PtIGgjx9Oyay+YzrSjTy1jY6QRZdqJs6QUZsgqOYc2EOfwWeIZt52rRJ/geI8tPW6+60Z6dj1tSKjhw4avVZBkd6Lf5G5rWyGJ725VkKWrSatNMmmrFqit3FBGUjBxig/udNIDkgkD2nm1Dl2rxHH/ZkGOD/6LVpm8tqy1/jr+KBCNORiNH2gxm0sV1TLrUh1Gdn1JFU4hT9L9oPx9Ij50T2DryACqTGpXR+vGUpahJ5N+jKRPseSRvZLl+tst8gvzFes+tNs3kROvvmX+hl42M/zn+KoHaXKoKhchMegLJ5Y6iJYFaUb739/8bbTVv5I8NdDo4kzq6Rxa6K+IAiPx7NDPHXaa/4Rb3FM1xNuqxF4opEVT8HDeYfY9FA9ZUG8cdRQTazweikCpxN2bzUlaDHdci+LbeYdyVJRxNqk+fWvHoZF6E6pMwAYHk8s+7nmw81ZPrY35jyqlB/N7jEDlycVwL5IFsiO9JJ/8EOjtf57G8AYHaXDwlWlRGNU5NJQxdMpEODtfp1KGQUH0SuRIPdBI5gdpcdDIvHBtL8biVZeGDi1HH3exqhHunEai1buu+k6oIN9yxyLdBIqGh9rHlvrm92QZo3RUU1nLFMy7XMmaB2lyyFDWZvGMIx4esRiMoyW/gge+DXALJpVjiiFIwIleX0it6PNfH/GZp++yJNz2vzSVt7XgC455gFCRky2tQU/uOO4oAPA2lLD7ShOQ9IwlSiKsqCfIGhOseclsRgaNJjcpURNwiayhKrsIfIxKcjHp0EhnORgOXXtdkpH8SNbdtoKY+ka1fnyDy79EWWgC8BQ2P5Q1EvZXk46l9yuhRa3ApLWTDrkn8+aIdrcLe00grxpg6tpQi3DLibswlRxFKoFbsb25TT9zviKFU8fIquBnLmDVvKdELRrLtQUvqNgdffRGbrtcmatpj3j/zJTDHPCaV+SrBiJehhOGnRxGfF0Ta4C8sNKsiZJinTM840U4VSxxRGdXoBTkaQYmTsZA7Cl8CtaLdVsv8CNTmUlTLBdWzIiQmI2VyH8I3iytlLbyS2NnuDwJVuajl/tTVxXNH0ZIpOwezZ+hWciUKyiQyqujVLHneln9CRPkxyNwJ1Ocy8VIfFrc/gqtRTHFVGOaK3kGGw7ti7NM1Nro+NfIp03d/yvpvYgnVpZMhrYKHMZ92G6ew6+uDVDPkITEZmXSpN/Nnn8Lzhijf9Q33uCdvbiPL5n6beVgRzPzUC3K0Mi88jBo0UpnFTptlQSfzsrwzS1GTCVuGcHL4Glpt+pYDQzdQ1/EldcdAN/lw7jRtabGxg2UrCQgB36zldIm4x57iTeABS+K/4CAzqP3sFjPGQFYLZ4Q7x/As99c+KY4A4BensRwYsgGNkIzSJF6vNziN4bIxNFi1kPNjlqAvlhMU8ZJZunj2VOtPWuLntIy7RkTVFhS9dMQoSMiVeKDoquXL4gi8i96T1kxBY28ps0y/kuzvySjlcDTFSibzLUtL5/Gz748o00v4sWw5w74oQqOX80lxBMFtn9P76QzuKJqgci3Gc4xIb6HkDg6mYr6WrOPz9s1ZfFxc6VXalYhyUtyShaaeHHceQ528BIvtCDK8xGOcQE5zE55x0Hrzt+z1/5Hcd6to/EUZnYojqNn1CV8WR9B0jJU3z9cNIu57L1YvPIrvAygT0rAzwfubExkSfpemXW7wdVwtZoyBvrKZhH5RniXA8zCO90YxY4yIx9mzgJpjYM2Q5+zd8jn1h7ynTv4orJr0X8N/+5XSE8OcqecjoyjQCafX1jiXfbJI+hoOskM6ii/16yu1n6FYTQ1jEl/r/+Kw9DP6GfZ/9D1L5Av4Trfgf5quOfIVDDDso2boExK+tn7dtZkupgb5Tf4d3+qWkNopgIwWVWj6822OSAfS0XgWR9N/jtMB0AkK5P9hVS5W2oWOhrPMUKymu+E4tyQRNnSvlU3iG/3q/2Xci+ULiTBeI8yYgK/JdsXrsrQ9sZLOLNR9R0bLKvjcqFg2q3J2teeSWtQwirGk8ZMbUP9Pa97X5fLvmKlbYvP8rYUtuPtTcxoZ79LSeJ0ZitX8rv2vD78dln5GI9Nd/pRNp6PhHLFScbutu+E4p6S2zlWo8RmeZNPXcJBV9afj9zidKP02dshGoUPOKMkmJNqP50OcoVjNTx5zWJM9hUbGu3QynGGV/FuCjClcln4KQEvjdQbpd7NZNq6SDM5QWMdCZVKzSDeXoiBnnF6J8Uzpgh87ZaMINz7ivqQJ3+kW2LSpyIdo2SgL3SP0/6ATFMyR/87v2kn8KP+FRTrrqef/RENFMONOlIRThj07ZSM/ev9jYJZvgFzBk5/l8z/63Pc15uP+OJcZitWM0G+lofGuzX2do5wTmr5ckdrG4s7ULaGKyZr4vKLu3JC0orn8JpIy86qpKIO54R4kjv54Tta6Mx5T3EGF9LwBX1Mar3sEkdopAICcmd70NYgxiftkkQzS77Zpm93IC8/7WVxd0dai3zcXtUS70I62hkuV3nV1RdtK18wgLTMQMfe6BdcO2Rf0rH3Uhu4WP95ArhYd+8Xyhfyg+zhvwTq2FcfqP+nPOtlEwpc9pM30K/wpm0GrOZepEvce/9iPb89W7Ie53xXhsaQ+O6Sj+FU3nXWyiXyt/4sZitX0/3Wvpc39mY1ptNw2zv/qirYoirQ0n3/TwoeKf81t435tRcSc65Z26W398L0i2qa3HQMsdMdIu9LJIB7SM8vJq6+DyK/x/5DR5f+H/yUw5Bgo2G3dkbodNIhmr/ZZfj+p0p4Ml5oYBPGAc8en4oFepx5O5J/WIDXquV+tL43eiIVmYmtPpHXydux1oi28WT2SFilW3Xvm05aaGVe4V60fjd8ctlyPrT0RAJ+i54S/O4NBIiPDuSZ++Yk2983vV9t54FiWQ2ztibRK3k5C1a4U2vvQ8elfxNaeSMenf3Gx1jg+TarsP5hx2+uKcCrNJsWzGT6Fz3DRvOeVRxM81a947NcFtZ2HBV9A3kNqZlTWFzNtLcOvcSOhtYW+XFUA7sWiLBcoq3An8DOCcu4SkhVnadMqeTtKXaGFXvNfW9wT8Cl6gU/BM7zUKRbcj/260Pb5Zgsuc7tiOw9UZTlo5M4W3G1fbKFY4c575xrUeX+Bh/49afD2BCCgqKHgjqYT9d+eILb2RLqp1+PUz3p+I229joc5Luz4fvf/1Erpf3un9HYH+Oz2UV526cOqF5EM9T9D1J2fCVc+Y2Gzf7jyrh49Aq9RpHfG/cA5dkbMp73PXaoePs6Z1hPo5H0Lg1KKSSYgK7KuVhmQoDh0EydjAc3cEjnecSZ2pjL6Xl5G72rX6V7tJo4yDS5G2+1hE6ARHEiqXYNGTyon24+I2URcJ/HzxIgEIwIyDBRKXBhw+VeCVW/Z0OhnAEoEB5TGEnSCvFL1EiMC69MGMPGmGBNSPKAtTWO242gsIr6oJgpTGW8/6/8fHV3podvo+zVDEKD/jd/Y2moxk+/OYFujeZZn9EjxPHCG+XU3Ma32HhIKQwh1eYe9qRS14MSOZ52YGz+B7IHdkKG3wW3o3wyAo+ntGHZ7Ceo+bdAjI6/MkcVJY3iaE8C+jvNwNhbSIHY3DztG8kPiNywKW2/Zwql1/F+Seg1he0p3Pq9+ivYD/+XCgSHo3BRI1Xo0eiU+R06ztOHfhHq9prEkES87cTzcD5wl/bPe2Jmsx3QLJNbJSMDEiIvfU12VzuIGa4m6vQRvaRbLW65jRtw3lBrs2Nh8CbVczpJa/AnZZS542hVY2jscvMyFzhPpcvYP1m1Zx5ATBygRVDiaiizvcTHmIz0knrItGvAJSmMJssPi78i0B6yZJB40Cty3n/yBnSy4v3s8gaXPRtHMMZ5evlfZktafl136UCbYUSooURnVFEscCThylPQ+3Tn1ujmfVbvA57cWkGty51iLycjKx8Dn5Fne9OyN1KQnrdiTaqoMTFKBmwUNOf6mJbvedud+N9vCFwqTFseDolOl6d8KjcT2dMe826P5s4mYJkvnJm55P00Ppp79U1qfW8+1zuOQHrpNcpfeND69nZRBgyvJn/++Q3QPvE3s6wasavkn/f0vojIVM+beD/Sudp323ndZ92IA40JtC627GPP5IfEbdr3tTnzXKOY//JKcO3XYOnqcRU6KBRWbvhzBlE3rANj9vgfjr00jb2Bn+l9ZyoG2cygT7FGaxJWkP54OZVbiVEoHtEJx6CaG/s3QI+Y+9j15hvQeXZl6dxpb0vqTP+ATSvVKdIICF2M+xYIKlcm6nZ2sC+Jh9wYMmiBWPjPrAcAPid+wOMwaf2rGbYZiQYXzwYuACUP/yqm6knVBhMhfARB05jivuvbiUUEIggDhzuLBg5u5dWno8cJG7kHUSRdjHgUSVwvuEr0d/6QNYEK13Rad7XjxL6retKf/xcP0P3WcIokzTsZCpIdu09wtgfPtx6M0adA7ypCp9RZZl5u0OB28RNGATzmZ3oqBVc4hO3SbHp6XWdlyNTGvGzK62UnkeeKH72N1dVre/IeSQhWG/s24mVuXPW+78kd9Ua40ggNKk21uXY2jEqVag+PRK6j7VHbwg88cZaj/GSL9T1PPJZlmtQ8Q8+xLnmZX5UhqO5a9/IL8AR1wNKlt2hVIXC26mvtZZ9HmoiD4xEEyenQBRDmfd3ccvwbbfsiZ5SSj1J14Uy06K+Ms+LTlZVDNuTJ1rnKkJQa6nV9NbJY4BlKTnmfdBhDkkG6xg9JDt3nepR+bFn/J93+swHn3Bcr6RzD+/mzL3GBQSZEWG9AiF0tFl88PekcZJqmAtNSApLykq3lszfY7/MweXnTpR5lgh9ykxfPAGd591g/78kTuo27PZ2uzhRaZVJmKLYnezdBx7F5iNwxG56awjKkZIi7+Q9yn4rpY38vL2P7pEgKOHKVYL4acuRjzyB3YhWJBhaDT4yAro0DiipOxAAkmYvJa0cHtBhKM6NwUlBbY42QUHVSTVKDUKOruqew2dPe0prrb/G4AY2/NZYj/WXY1+54SvR173nZldNBRCx/AqpOPCkKQYSD8/D6ed+mHt2MhLgfPkzOyIx7bYtEMaI3n0Rh6ul9ke6/FNv00467m8J5g9wxWJQ5iqP8ZItzFNH+JBUEMvfMrjwtDMPRvhlpwQo6WUkFJ38vLudjmKwt/5SYtVQ6cQIuCT/3jOd5CPMgZk9mcBi7PULlpeZwaSMvL28kd2Nnic0gP3UbXv4XNvON+4BzqAZ/Y6I7ok6g4kv4JQ6ucRCcoeFy7DnO+/QmX8hX2A55hGPo3IyJmExub/0K4czIvi6sSrHqH9NBtnvYaTHV5qkUGP0v8lf1hou9xrVkLlq0bwv5OczDlgw4FKpPaYhu+XL+ayYO/oX2M+v8Op/TuSGhcpfL9yJI5bJT9QeTRCRz7rHKeSWHpDjoGJhAzdCmTY0bwc5+DJASHEZFw2+a54HW/8/Jra7L/xKBaFDiKXwG1Xz/HrcjqlCZVq0GjKbNZ3XkHX9a/RFaJEy+a17bBWW/zEh59ac2xBzA1Noq5LY99tKpNRaiYPP9D2JvYhMFhdxGW7mBxu31sfvgJna+KW003wpsjiS2kuc/HT8Ct3zmFEp0Ctbcz3nm2lZuC1q5gXMMLzI04VqndyjtdWevQm6SwiZXumUyQ4+qOZ4F1eyfmVV06BT2u9CxA+OZfSPjSdkXPZ/Vf1PV8R2RYHNNioyjW2WOaPYK48GbUSE3GsyCXM6lN6BpgXWWbHDOCyDpxtNo5nzktj7E8oTcGNSxut48fLg/CKQKKxA9N2ldLJMQtgz86RBN5dAJOCg3RvdcSeWwCZ4Na0uzRHc5ErfoovQ6HdnCzzVwij07gi95xHDtdkwc5IRRoxSO0zb2fUt83nbVdttL/4FSOfbaCnrsncSJSnNSEpTsAcGwO9o8KyZo8wQZ/Yqk/g6Mn0LfGXXYnRvBw2o84L1hn5e/sEZb/+61eybuJU4k8NoFVnaNxkpWgWrEZ0+wR1Ehcw/MwW9xmMNPwIZhxH3vRiCKtPVHHxn/0/segony/zPciZP1HcrxKwfTtCAsNu/usIXCQoZLuTY4Zwd/JXTCUq5jUER4Mnku411te5nsR7JrF1Ngouo57S/cXl9j48FPCo4otemkygSDAkeeN6XdwGqbZIxCW7uCTIk/Gnt/CsOv7eFXgye7ECHqF3qee11ub92+425axTcSVja9Oj2ZjN9tSxQCLLvek8/hMG9r/vNuFyU2sQf0PQ8Np8CKhUluAuPBmFBwpoVuIrV4svdaVr7rdJCmwRiW+gKiXr76ZXum6Gcxja5o9AoNEgtRoRFi6w6I/FXF+d74fSzqIK04RO35kzU9H8MnLpGpW5TLRH8KtsCY0T7Rd5T7yvDFb77cg0EtDQoYPJwb9jv1v/3B9x58f7YsZpsZGsazrv9yt3YiEaBVfNbhY6Zm48GaVrlXE+c7Ll2wXDxq8SODnuD58H3HUgntlx2gANj78lKhmN4lYdJ6HcyJs6I48Op6SGeKiQcy7RnSqet8G9xsfMe6zalYa1TJsqzUlBtUi7JW4E7TwUi+SCgLY1Wct/xXEvQslouqLStdHH/2cLX2288q3GkHplSsSmqHzpXmc++QnK75y/gSlv8E3x5pE/VGWP/W3/EKIcxp/DdqPy6dWvglLd/D+1+m89q1G88S7DDv6DdF91nKjAq8/Nm6lcgX3azWodO9RcBj1Xiba8KSinLjH7yDWbwGNPJNt7LfXn2vImjwBYekOUr6eZlNFsOJYmuH86zA6VKhQtisxguHHvmFmqzMsbRtNXHgzQt6lVJrTfDev4eAfW/+jLH6oH23OLmL59GOWa7lOrrgX5ZNcNYgyuR0l9g5UzUrDNyfDUlnxUZa/xZ4IS3dwY8QCWu5YAEDs0F/oEJiIWmtnqSInWbod4+zPbd5f4OhMYlAtIhJus7TrNGaf+aMSrR/6J2YwSCTcCmtCRMJtG9w3w5rQIvGujaxWBLP9/v7yZ3w25hmNnsUDoJXJuFu7USWembNi9D0wlSMDV5JcNYhxvw/BS5HD7gGbLP1JelXMF/MS/++IKV3faRRDCiofxhCSPbkc1BZjt5qs6fAVdZ7bDkCVYf4ILlrOB7Sj8NO63PZ4DQVwPqCdzXNOA6szetrf+L1Pp8PVS/zbayBDjohbevdd61vSigC8CArGe2g1XldvxNdf9afbgTOsG/4Vs9astDyj7BfMiJkbCE15SVzT5sxas5KCT8K5XjUPF4X4Bb/yq/FM3Vi5/kGZQY6dVFfpOsB1oS2e/iqqDPMns1p9nEKrs2z1SFzU4kpph9jVrO84hWUTpjDgxFFCX32Qd0ov4P3+I+VNDYFQ4MqiRtP58egHDkaeC/nXgnhsrE5cdj1yV1Rn1ppyJ84Enm+tDunp9p2Q3c4HKcS2/QT9vyV09asg4LoA+GC3sMQuDMpMkOsMpuqAA6RCRKrY7mCP3gxIPWbbrsgTMu2BECh0x6AWS9iR7waEWBxSgO9CVvLvm85IsgUorQL6EkiFwC9UOCxwot0xKWy2pWnZhCkAaJaGQKgCdAGU3n3Klma7iLy2EL1Jz73cWtzKDOGr6r+y51ZnjMvrscxnCp/2BmtZC5Eu9S2wt8tjWZ8pVt4Bftp8kSeFKaCvhtOzYjy7ViX7THnezgp9/tQrX/xd7INPdj4lejv8x1SBVPDv7wrWjGWWPojvCuGjYMad5UAr12TLc86NtRTeU3A6tBMFTk4MOWpdxVTr7HGUl9qOo1r+8XcYKtIfAjmOLBw+ntNRA2yfK/LEkC+2b+D2nId5NeC9AkohmCwoEp+5XcuP7hcuQa4zEacuWtubLWa2SnxPKnT0yaXfzSvUevJMpEEtgwJXC96KkJjamPP9BBo9jge1N/p3EvJdXPHMs8r1j9VPwAdZ77bfG8pkb9EptfK6Mox8PJ9tqQtZE/E53LU6pSbg/pvWXAxU8CI4mCvBrQBs8BQ61LORgbgmzYi4W3HCKOd7asVa6CIPrvRpRcQp67NLahzmr85jmbhlA2j9Cbn1kjxnV/ivK2QC0DzV6pBGp3Qmqvo5yFZx7NUwZrQ/AK/9MKUKQAhXgm3fe/xtBL384ziS2oa+AVdJ/7E1n3XtTZs7cbjlprCy+3imbvjbhodX+rSqRIOZP2bwysmmwYUEUefNPCrytP4/1xnZGz1R1/fY8LCJIZWCYV8zetoatkyfQCfu29xPrlqdJcPFFFiVZBVwf5YJSnHMlX2gOLMey7xFe2Gm/3T7TsSH1WXi5g04lGog2x7z8Jx4F0HPqqKBypjWDi5u52VgEEGpolP6MKwuZ9p3YtaaVVzLDKe1dwIeaXIbGiNSb7Ni3AQU77T4popO6dG3bejjf5W6LgJzw2IYv2cWLzUVSxSF8F7vzfXAFjQ/cxdKfBDK7WyWmweuRQVge84SEIsWXOkujmmWuwcvqgdT53kSHk9zoNwfDktNYlNyH8akig5lYo1a5J0KodGwZEiF3gf+YPH5A8xaswrnYSHl828IpMmgELpFHxR5XXEsgWKlA2QqLcU1AFoJKZgIoZGQYTNPAJTYK0V+A3aaKrxwCOFp65qYEKiRkkzbm3Gk+fiQ5uPLvSoNiTh1W6Q75ChumfY2suuO+JX8OqAawSkpnO/yCREZN4lt/glttl2GQqi/ay+mYa14kBeKwisIBycpEELYmnw4UE63TgLlKdtNhHCsTnd0MhkDTooLQC4UEvHkNrFtP6Fq3rtK8yMA+mofvW6QS7nSqxXZeg9M5XoPcL17S1qcuUtYahKlBjn2H/oT5fZb0zyURrFiSOP5Vu3ocP0yESm3eRhWlwaJj1k2YQq9zp4mzOxXaXzRpcsISX3F3h7reVC3Pt+3/ZG79RtyOmoAezpFAv91iXAz/Ld3Sscd20pjr8rXd1+oR7s2V1l7tgUT2Fjp/vtdBdT1f0sHyWUOX6mF94gsxs5YzbVJnWzKqxXtj2KzUlwpEoD2Ty4jAB1/O0bMjN4I5eXMWq8WZ/6svjkEtk1gUe5KsjTO9JtoO2NpDg5kh51oqNgq/jl6pQb92p60hGB2mH75o3392EqpeZ375j0vOjS5zPtdBXi1SKLoSQAuI4qgPM8esnxwg1m7yic2N2xBZ8Ikw1KXzcIDSQ4oS/jxyorKbRw0IORQNyiFukEpsKsC3nKHwOwXdHsQQ4xjfXCD+Nrh7Dvfn4XA9Umd58tu9AAAIABJREFUMJmgweNS1j/6gnHH/7GgV5W9AYd8cNAgCNmAvQ0NA+KOYXIT8U+euIxVq2cRtE7LWLvf4WwmKIvBnLtNWQJkUTHOdcnzfoQ4v8eoBOQFINeAG7zeYORdCUzduwbcICa1Ph0D4hGw8u+vn7vBIwNIc6n6k47hvbeD7z3uZdS0vPNWkT/rm/zN3ulNmdXTlu8CmVZKhEJm7lplufdd3HAia15BkOaCfTFIc8ENsncVAuXbWK7iKiCAoCgU25r/6kwomhngASSMN8CXMHb6n2xYIW4LWd9VIa9dRTDzOF/LdU0Ny3Pl6Wa5H9aA9+4+DLlyyDK+jmaPrpxWAJPUiGPzHNS3DOV9tnJ/1pyfWLZ+nohbVUqhydnarnyFE/siy7vzZnrBd5ngrLeVQzs14/7ZT6udov79w2SWrf+BNgk3wAQxTT6FAyUiHjeIzQgk5tAUaz+lRqou1MMeA7iJ7279VwzXJ3VCsFfT4cllcQKxK0LmYsST3Ep6YFvOED6ve9DyzMxdqzB9qDflsLXNQkzACqdIJrhtt1wXABSF/BYl0nl9khja0WPdfk7O/QyTCZyLU2zoiA8LJ+JlRac009rHitfKbYCZX2bcEw9tKOdHHqN/Xkvfq8cJOrenEs0f9hWs4xXldk68kF+GbnxbNid24q7cDXtPHZDJ4YjeVvsD9HITHbC+buIWrO8Pd1l5RvwK3OjQmSl7/7barPJ+HI7obUP3h7C981BGnNsjPq8ssfbfTm39v4MGhaPOBi/A3fzqDNu9hmKnwRZZECp0tl3SdWbj8hG+ilDFLY9fI6czZ9cK+pz4Hkd5IrO62Op9twcxdHsQA0rEf2U6y72ebtYv5iffGmAEdHh82XK/QfpjGux6DG7Q2k1ceRfsCirREtOoPQEZ72iSKoaP3XgaRG/XqzwucCRR6wPSXIvdFCFTxL3vsa0dAbzIseSt/hiYeehlysHrZQ5IwVVbaEPTmKbWFc46WUlAJpG3Z7C7y+/IDekWHIWbM+lgf5mWxhKGmdPQmSBiZwy9ItbzLtSXQQt2cH1SJ1SUgJPW5j3Xs2oCWURem8jQhqJ8m8fQAY3IbwBJDiPOfyDbbuCrzcD3TQbzv/6eCYc3cqvInzFugLygkqwAom0ATjbvgk9uJlHn9/LaxRucRZ6aXKGh2wt0p3IozhCvJU4A+motdhpLHaEset8+ZaGlInRMuERCUJ3KdseEjb2tCHqFlMMRvZm5axUC4yzPTN0nzmm3azVmysRlluevTewkyno5vr2qdrz5oS77F4ygfaKtDOIm6qFZFwG8Qs4jdxK/XNzJp8OTy3w/YT5xEzvSamcM6nvPAduY/P8E//237+vDb9JodimjOKXvRivpdf7STqRT9i7WuC4gNrUu72o3Y5gm2qb97oTmrHKfw+SQA9xJr0ZT3zeWWuwAqSZ/ZpcupcPrfxhTO4ZT+m6YVujoMSuW8/r2tJJdZ7RmC9MmLKfZFmsuwh2PW5Hg+Sk1mqcxPHkn9jLbT8x6CcdZ+e9SfOMz8DycR6HJmRmls3E3CoTKU4iQxtFBdgGAv7QTmKBYww1DSyKkNygx2uMgsS7nnNZ3ZbtOXJYPzbvNC7dmNHh+gF2uk0jO80LdwJq0PDalNo6KUpoEpyIrMzBME020Moo7Xzbk8toOTJGtZIvhS8bKrQ78c2Mol54FEeHxmPd/hlJzUQoBgnWL82mOD43eXOBOg89Qp5fQouorAAtuAbhjaMIK7XR2KaN4r3amimMh23Sf89IYTJq7HxuLx1Iv4TgmBBLCe5Jp8sJbEJO9H3zaiL+YxgafGdxLr4beKGVYuLUM6u/a6SQYwhmp2MYG7VjW2X/ND6lTiXQ/RsorBY9c21IvX9x+TXFvQvVccVXn0aAw6u1LxEdViKOilMa+bxiQvBYnSTHRIdPZ69MWQ2wZg8Pu8HnZDnYpoyrJn3D7OWNrnqRxxmkuR3Vl/bXZXEsNIUfjSIHJhbfGqvTxvMgq959pln4Uub8nE+zWEFUiyuGBhIaMlG/DU8imieI+A+tYtwn36IawXT2EvlkbaenyiK55+9g0aCF7dzQnQhrHW2NVLrX8gpq5LwiTJnIooT5XG4/k91fDuefTne12I3CSveV1zXrMbfUlgzY8JESSTA2JdZtwmCYa/dNXXDR8irNQyCI78dDMz2XfMbX+cS7o2xNZtpl6POTa2xCLDALUXqrhdasAC67+35xkmEbUwfXPujOs/hXG5a1ng3Q0R581YIduBCPktqECx0Om0Ep6nUkPpzAjKJrfvBZydFVX3o+vRrbRk+/sfqHWy6sMU/+Nq5CPl2BdxZfVCmSwfB8/li3ELvMdwYczCEh+T5X5L3m0pxnXVn7Kb0mzLA7UkfyO9Hu+DlOzGoTfPcQPsTt4cjSchVcXodYpONeyOafPD+IH5+X0St3BtSrdeC/zpyBDxya3Oay1H89XrxZT7FOdbxW/0Vh6nyjNTqKVw3nv7E2VQqtzP0wTzfyS6Sx0EHcVvo9cRN3D4mrCXt0gBsutB0C+Kf2btfbj2dejA4NOnre036WMYldCc2r21NH0tVUuDq3tQf9vTjK/bAEBKVcZUzuGN8YABMFk0csXxhCeG2uQ91RczTXryzBNNL2SV3EiZDLRyuE29O5SRln+rnnRh9A9RVS/8oaaZ6yFAaaW/oGzUEio5AWfVxjL0ZrNlGJPK+l1rhtaESGNI6XQh0YZpzgVPAHDoHdsPPYTxx/XsdHdN8YA5pSJJTN3KaN4YQxh24IuRDg+o8esWOZkzOWNc7iN7sUZWrL5xjC6JZxDarSmAOv/jZgHdErpSiKkcZQukDLq510kZPmxxHE5i+x+pCBDx19O8wiVpzCkZCOhbtaCEhV5YUcZfbbu58noBryQhDIj8Dfqpj2x4f/HoMDkzFuTP3UliYzWbGaL8kuupYbQOiC50rNLyuZyT9IYhV6LW2k6C1x/xUvIZnbZryy1m8MwTTRDU5fSp2Y823UjiDNEMFHxF9cNrfhKvom48U25u7IFExVrLO+oSNvJ5Z2odfIFIRde2YyxcPs59X3ecr1xD87+1N7y/K6E5iSO7kmDYXcZNPUoy1+N4NugHQjA8Xrd0I2XVOpDRTDjSeoeQq1TyfxYttBiTwB+fTOaOdW2MEwTTSvpddyf3SbQJYfWAcnseNwKt6HOxN9pRK2Xp6kxv4xDPzRkZK1LBNm949DaHtwY3Y4RhX8S7iUeZtuuG8Hn8h1Mzv2V9v+KjmHLtXeYcfMP9iQ0Y3q5PTm0tgfx/uF0jLlIm1W3LD7AkDfLqDNZjf0pLdUkqQzTRLPSfireQpaNPkzJ/Z41vgtx/+4+nwQ+sxn7MhTEGSLwFLKpJrzhkL4/NcviqWeXiKNcy9L4geTWakaqMYDmL3YTEZxKy8T9RCujqFJNQgfnG+iMEuTl6RGF28+JLNePQVuj6f/NSRKMdakmvOG6oRVv5/hg76Lh5Lf92KWMotDPka+T1zM0dSnOmx3xv53G7a6NOTZ5IGPkm2inusyxlWK8+u6E5hbcAPH+4dR/+/FwopMv6tEj9NF/Od4V4US9bvR8dJrLb2rSrtqz//hc8pMCZg699n/H9j1eEOUUDTKobXrKVUMbvpct4c/C7gyotp/lobNAgCi9rVNa8DiBx1I/8IMD2V1p6rcRFRooL7TjSj5R+mh2pjSgc8Mkamc8pfrKV9zwaUGo5AUyQU+UPppmpx9Y2gDsv9+Wtm5vGKPbSUEVJfYK0Sk9b2hPB+kFSMyh42bRUSqpqkSOjp4JexkbHsMNQwv8JGlMG/cLAJ+v+xckEGh6Lc6uBpOYX7McapmSiDKI/ZryaAirGkbT6+F3UAJDnf+xoSv2VWOWNNvFtLG/MObMNqKSRZ41O/UAoZoUrUlOVdM7G4nwJJuYJ31xdiim+cqnuFbVkGSsSS2JKHxJpdXoJfsHn6oZ/Ow1kaKjYRwbNIQofTRCOR5/01uRRhm8z3animchTY13GCkpXxlyARJzaCe9wl/dvyatjg9L9ohB9gcetQWHPF44+jG40116Hp3LML9bTBv7K2DirqEp327+k2K9isKeSuzOlEF2IXjqiH7anfqqXKLfdwSgldM7ot6swFXIJ/8fV7ztcvlS2EMVRR71fd9Baj7ISsAPXt11R+sqR+v7kDnCryCBr4f8htJFxx8byuNeDRm0rnKJc+9rE3b+Ho61yugalMjU+MmseiEe7PFRZBAVGM2i94NYV20VSKxyWPA4gY2lfWguvckzwYOBflbno6HxATkFSq5m1kapLIGMHHrlnGa2dgA7jPNR1peyz+knpM4GPIQc3maLdL9NcyIqMBqtIKf0yEu8q+RwdFI7fuixF1fB9kDe7oOBbAvbQFaSkQeGRkSbOnJS3xMPIYdbOe5E1Y/GM+cN17WNGa4WJ5h9widkmTxZ92YbX8VWiK/0K++XDK4l1Wac+yminKOZM+BH1oz6hB6yE0SVrcBDyCHH5IEUPUcCl+EnSeOYfwov0l2ZtuAXyIOwTs/p+DQWpFAr8w4LMm3jWR91GoHcMZ8SiZKuhjMcL6pLtwXncLMr4bRjA/r/dBJ/Y6ZF9tNMvvhI3iAxpIEf9H29l/4rj1PP+BT84JahNU8vVqV1lUu4uuWzxGc5jrIyPMgh1D+fPMMBUefeFxIVGE1V6TsQYJh+F8igCplMm/6LRS6i9NFMPzma8T3Eca57K8lCSwPjQ5vtxnsGLc+7VWfQufOWZ6L00ZygB9GlDTih+8VGhxXzRV53MZxl9YsIxvjF4Eo+qS2rQnmSfA9ykJoM/PCkD/llKob53bLgVdmrGeazi2njRXoNSIjSR/P97Uiimonjdy+5OhP+XmUZ18uGtrSTXqGv4QgKtKIclffhz4fdGRy+F4NJip8kjUn/g733Do+q2h7+P1OSTJ/JZDKTRkISQgtNAalKF0UQVFARrx1UlGJDLyiKBVHgglw72A2oqIDYkKIoVYpSpHfS+ySZzCSTzHr/OJmTDOD3vX/83uf53ed91/OcJzm7rL32anvPOfustXo8j49ZgKagPfsWX8eKkWlMKtpBXQ8dOYEhKi3Q7F8B7v3lQRYMXUGr6ccZ0WkjJEFcXS5XttoX4Y/S5CzLxk3lx4bhXKNvkfq2iUejG9eQpMln6pWvsO85JfLJnobOxL1fxqbKHoxIWctbe4Yw68oS6qKieeruOc323MQjHY1c88I6klJLWfRjP95PO6ziX1owkRuSIjelFTiIpZJAnY6iKgPZ8XBz4xegg22F2fRLunhTOqRxI11FeYrp0FRi1ikfyl3X+B3oaFp3hnF90n66h/aQJPl4tEX0kp2ghT6rd2NIbQAtbCnoRL+kk9zwwvcqnSMWbYjgy4SGHKr0Vg4Mupqzpg5M2Pso6UUWbkj6njqiydk9hOHf7eCG3J8gCfLyLWrfkWU/0viCtsURkMh5txyn3b6TkATDG9dFrFNv7hxKt555TBBF3hvm3sBtTXy/LWkHurIQeSY7XwWvYvmW1+ha+y53ejaBCX4tupIbUr/jr1Ot6ZSkbEq7h/aAFjrp9irzDssvLYcV+1JJcR6HJLj+hR/pIfuVH2xJzb73q9P9GH3gTapSrCp/LPoatjb2ZYLk0Pn+Xcx751l6ZZ6honE5Ox+2ccMV30fYop4GMuUkRvz8EH0NPep2U1WpwWc0sqNvX0ZY/qDCXEy1WHnzr67YYg2M0LxPTmAI/RxeBifsoKFRx5+ay0nS5HOd5n0mpCk6ce3cHyAJEqSQGE0d7eQovZbvZFtDXyakKXZqo4YJaYqerPhkIQCtjuRjSwvgx4he36jy5r1vupI2soCCUCLX6b8nugFiU8uoOBfHdXqljefH7yi65jpW/dyOoYN+xdoiDcN3DSMYqt9ADPXsD3Wmi/YAV967nt/eG8YYvkcDfLj9Shb1WczVu9+gZ3ALL/VZwXcNIwBYO3k4h0oCwNaLbOGSIP+lsGfPHgFkTwZyul2aSDbyZsoDYjdWyKjYNeJrq5ckU66sTBolK1ePEruxIuK63fqurE0eJpKNLPI8JOfGJ8nswFPq9VdWB7EbK2RfWluRbCKuD1PvkOqOZrEbKy6q83U0yiTnG3Li7jR5xq/galnfKWaXPLR3gWx44yqxGytkV5vuUttWL5KNDDL/IJKNvFj+qEg2cm/8UgllI1+m3aj2D+MraR8nb6dMEp3WJxpNrTyXOFu2p3aTrSmXCfgF/BHjVmdFq/2PPNhG7MYKCTXVjY/LkURTnhijquTE3WlS098oko3szOwpGk2t+NvpVL6E8e1q010C7XSioVY2Z1wpU92L1foL+RK+r++glVcKpsqAaetlmGOddLbuE8lGvG2iJTtmt2xe2EcWnXhAJBt5KmGuVGbGSHVWtLybdLeYtSUy3LRKncP+RzqodD/sXiJ2Y4WcaJ0svrZ62ZbeS+zGCqltq5c+9q3ibRMtL7pniGQjwQ4a+f7p/iq/77C+LdUdzDLS+qWMt38ooWykJitKrrd+IQmmfJX2kvZxEXP65oWB0su6TbQan/jb6dTyaXHzpSLDIBUZBvkw9Q6pyDDIyqRRItlIqIkX5mivVGQYZFnSnVKdFS0nWidfpEe9rNtkR2pXqW2nF29mjEg2stAzRSoyDDLI/IMYo6ok2XRebolbITVZURLKRj5OvEWVa0WGQSQbqcyMkbdTJsnOzJ5ytl0rRRcuU3Q3TGf4Cstoqnux2I0VsiJhjNS11yq0um+T6qwoqcgwyE1Ll8uHm2+NoNcaUymSjRzM6hgh8wPXZ0hFhkGVZUWGQSoyY1Q7rMgwyO2xH6i6E5alZCMzPPMk2EGjjlGRYZArrNsj7HihZ4paH2ivyGFUwmqV35KN1DfNoaUdTHEuFMlGOlv3ib+dTqwxlarNt5xXluWo6k/sxgr5IX14RP34uJyLdH2GZ55YoitVfoev5xOfvgi3ZCNrVlwjko3cErdC7MYKcRjLRbKRw5OzIuwuTNswxzo5kJal8vuvrA4RdvlmygNSkWGQNYnDIuha6r5dxX2hbYb/bkzpd5EuSjbS1fqHDHGsl6cS5srswFNy8q5UkWwk2XRe7MYKuTd+qdiNFXKL/WMxR3vF18Eo4Be91qfK+UIfEpZhV+sfsiOjp0yLm6/W3R/374tk8UmbCSLZSKIpTy1r7NSsH52t++S5xNny0N4FItmIv50uwseG14Zw+wtlaTZXS6IpTz5OvV21nXBdWJaX8oOSjRS1j5fNGVeqPJFs5Iu0sZfkZcu5D7KtV3H3sW+Vv7I6yILkR9V156mEuSLZqD42rCf3xi/9W9yvFEyV7S90jxirl3WbHGjTUfztdNLV+odItrJeFrWPl4oMg0x1L5bqjmaRJv/Xcm241Bg7M3uq/LiwLsyT8PVWwr0i2YheW6PqQrjO10FZa0Y7V6n8rsgwSGPHZrn2sW1VfeyuNt1VnlxrX6u2CdsO+OUe17JL0mY3VsjOzJ6qPz2Y1VF2ZveQma7n5GRWa3XscNsPU++QZNN5qc6KisD1XetrxdfRKB+n3i4/ZwyQJ3LnyPYXuktlV4sqy4aOGtmR2lVi9NUi2cgA20aZGzddKjNjVLpDLWjTOoKqToTLfs4YoK7zOzN7XlQfo68WraZWvS9qH6/WB3o201yRYZB7XMtkfFyOvFD5mNiNFfJzxoAIXOH/t6d2U/1JeF/Vctz7Yt9Q+d1yDqMTvo7Ak2k+LjM882SYY52cbddKJrkmKvu1PXv+t3s73XPPPffcf7Z9/f8XFBQU8O677zKpDbzhfIkR1u+pdlrQJzfy2pVTefzY43TueJrH3EvouPMYucmt6JJyQL3eO9+XrtE76Jd+mNeH3siYhk1oW4e4965PGZizhT/e6UzMoQa850rYkjmGOnM0rS1nWGKeSifnQVKsuRQkJzHC+r2Ss7jpeudQf0IpBgrTWzPlX68z7LNfwQIzUl5lmH49b1UMZ+3++2hM1TIjMB+9vYEjFbG4PDXUtnLQaNbh6VJI+u9nKXfH0dXyJ/5YE4mWAmqNBoat+AUs8NGACbSvO4YprZ6erf/AGDzLjtThNJw4Rnl6Ao+FHqd3mxMqXT/kdaBdejEDc7YQV1ZObnIrrm2ivczjwpVYSre0A0yoWkGUrgEsUG+PIa1yAyazn6s//4WrNv/OOrmGtpZjLLdNwOY7TfvgBrp1yGeCJ4eBOVso6RlHeXQc11oU3PvNnQkmRxPbqRRdeQ1DftlGv8u3EvLqSU86zUDLL8TYG3FW7uZk916kmc7R/s9jDInfyPKTPfhn4zPc73qHDrU/0kZ20LP9OQbmbMFdVEqZx0VCchEN8XqKB7t4JPQ6eyuS0Lq0dCj5Gq1FcHl/Z191MgM9W0g+8xsvVD5AzvbrcFUeZJhtLb1sv5KeXEKs7wDdjb+S0aqMX4qzuCx6M693nkV+SgojrN8TsuiIttTz05uDOHlDOovvGUH3Tie4yb+I34xX0tV5iLW52Xzr686DNS/xSs1EplgX8nrabBrLCjie1pOulj/JTW5Ft1b7KThazoP+F6murqO0Ts/5rO50tBwCC3xjvp6q9tHUniwl2hBgWOnH3JK4lqO5wtaadpg4xyt9F6NNFt5NnMSC4vH0b3WA7yu70rpzJQNNm7Af3cmz7d9m4oTpDC07QJK9gDTbWbBAtDFIbnIrPjzSk/M+MydqHAyoXkVM5VkmVb7EbZdvIDa5krqJ9RTsd9Lr7Ofs7piG9fgZ9tS0pntFAf/YvIIas4VoSz1YIK+JT5+c7UWfTMXe+kdtIm3rBl6pmYit5iSHq+MZUL2KRdV3cFevH7mn1QfsOWpAk26k1dcV5Jgm0NO9i9jkCkZYv+cx32M8nPsEcyoeZFtFBpNq5rGv81X0SN+HKbmWh15dQsEvOnp4DhJlC3HU7ybe46PKZae7ZQ9iVnT/bDCWr852pWf7c/yY34Hj719O8pFiOloOkbrgCGt+GkT71scZHPcblckORli/54w5jYOlceg7mliWeB9bSjPQdzIzKPZn3JZippj+zWX991AnRrpb9pA3KBGrt4bidm4G9PgSs1nDVmt/Olx/EEeJFyzgddlpazmm2mR+UjJDLBtpt1ex07EJXzX5qf3oCk+R3qGcqKQg9971KVggN7kVI6zfs9PTm8pzJfRuc5KgLQqjLYDFUqPYrC2aE3dnsKTbIO46vwZbXJ3aN/b0FpJ6hdC9FSBz+xm1vCH3HOauMYywfs9XBd3pm3GE42MzcBZW8JJ5JldafuNgYmcembsAyyk/k5cvJdarzCkvKYWOKYfo7dmJK7mMK5O2kWn9kxNnhPS+ddzgX0Rat2oKjpYzY/NyBuZsUeZuTsKb7KBLygG+SRlN0B5FSmAPqSkVYIHFre9gsGdnhH8tfMdF5vYz5CWlMNy6DiygMTf73sKkRC53/cEtP32F1VLNvuoUGtvbGGrfwJore5JIFd2T/8Rae4Z4j482sScjfHd+UjJdk/fT37mFVeYxjD0+lyfafgQWsNuq+OnNQer6EO5Tb4vGYfESsugQh4Y4Sxl5SSlcbf2JNWWX0T/1QHNbSxQ6S4h/mx8mKbmALikHSLUeZZBrC0aLn6LEBG60r2LvhG6c2Kihd5sTVLocvGF6iCGOTWjcITpbDjI24SvK3XF0s/zJywW30T/1ACuuHEenasV/9Pt6JylnCtRxc5Nbsfp8Gx7MWE7KsU0U9OoGFogfXYi13McnRy+nzWXVdLIeRGdpVPxJE903JXxNvSWKz8zj6WxRys4NT8HorcNhqYzgRfiaa52Fu0MBSaFCsMCHcfcSs7gG88kgXVIOUHC0nJ7tz/GueRK7Dxu5ot0ZtrivpOJUMZdl5fHekd50SC8i2t6oyDUxAVv1aRITq0iyF1DpctDBcpj9pjYMdf2qrmGe5CJ2FZkZ3voXOg88yrDFP1M4yIPVW6PyYZ+9GzVnCunSJp+gLYr2lqN8HT+W4fZ1vGl+iEcrn+KlUS8yTvsVA5yb0SYLmqKzTFq3Sp1fVuwJxKIhEGsk3lHCyFU/svd0TwKNIbJdx8ECB7Vt+MF9A1mppzj9VxWmDlEczouiqqaemLbRDHX9StCoZallEmLW0PlcDiP/vQNXebmq83V2A7HWCuriokmyF1CTbKFLygGuytpMNEFiJ1UydPc76jofsugoTnbjsFTSOuYsA3O2sP36K/jph1ZkXO6jwh3LvC+eITe5FUMcm/AnG9Wxwr7li9we9Mw6jcVSg8PmVeu6pBygjeUE0QkNdLYcpMzjUnxsE08+K+vDuKyfiOntp0/jTqam/JvVrjH0SNyD9u069D3O8sPX+dx///0kJib+j3u7//4zpfcoIaGevX4mJ90ZfLpMCecx8ft7WDQ0h/M+Fx1ilc9Ij1Um4jJU4zTUoJn7EVO7r+O14cuZ+tPtLLn600uOk/HmAk5Nfpx8XyxJ5gr+KkshOy6XRtGwszCLvomR5ygGfzyDR3qvI6VXkNYFZ4g1RMba67z0JQ5MnBVRNn39BBYPy2FwzlNsmjBPLT9WmUiWo4AyvxWXsfqSHzr1+egZtt/5Ai9vG8m1WQe5a9Xd7CttTZKlkryp05rpugB3SzhSkUR+TSyDW10crqn1Gwu5/7KfeWTgegz1kbEPF/9+NS9vH0XRtIsDcofP85UHLDgNyquAvwsJ9Y/VE/mjJJ2DEyNDZY1cMY3akJHx2dv5/MAVHHx4KIXe4exPzya1+DwOX2QIrWBIx2MbxjM+eweP/XQzA1ofZ972kfRJPMp1bQ/w9Oaxalu3uYpsVx6ZscUsGprD+NWTscYEyBn9FuNXT8YfjGLFmLdUfgdDOqK0zefYNHM/Yv/EWYxfPZnxHbfz3bHOZMfn0yk+j+kblTN7Lw/4nKsyTvDyb9ex8OrPaOtoDrGjm/shoaZPDRwxtVQ89qBad7baRVXAwPjVkxmdtZcVh3pOacwrAAAgAElEQVRzavLjpL++gDNVyld9MvNOdhRm0TvhOLeteZCc0W/x7C9jeH7gamqD0ZjnL0Vm3kn84tcpmX5xyK5tBW3p98Gsi8oBTjw0g6JaO2U1JiUk1JoHI+pl5p0X9QmHQmmp36cq49l4rhPP/jyaAl/zaXytRmj8510A9P1gJlN7beTWjjsvwjn1p9v59+7IXOMHJs6kU3zzZ+Fh2wFY+ucAJnZrDlqvnik9dhljvpyOzLyToctnsOG25gP+BTV2Ptx/JTd32Elm0znDvGoHydZKXts5jGm91vNXUnteHvG46lvC/LvQ9sOw8lAPxnXcfcm6S8E3x7pxfds/OeNJpXXRObYVtOXHox15fuDqv+3T+o2FnHno4lAw1UED1qgAfT9QbGnb3c0JKdq+OY9jk59S7xtFg04jEfMJ+5ML4e/mG9bBlm3WHLuM13YMY9Mdr+JY8BYljz5M9Lz3I/TG1xDN8YokXMYqUizl7MzPYMVffVRZ/n8BL20dxax+ypfM09dP4NqsAwxvvV/l96Vg8Mcz2HTHq/xVnsLAj5+KsJ2z1S7SrJeIUPI38Nzm0Tw3YM3/2OZgcTKd3JFhDrYVtOX2VZM4NVn50n9XUSY9PRcfAwCY3WTz/xPk1jhptWQRBybOpPPSuey+7zm6u5ujr2S//RJ/PTCLRtFwPqEVM9+9juWj/+dQVmE9uxTsL02li0uJGDDlxwmcrXEzs/+39E44zrHKRNq9Oe+SPiTsqzRzP+L0Q49FhoRqIcswbDrTgcGtlfO+t9+3jFK/leOVScQZqmgbW8BHSydS6rfxwU338tQPyhnvA2WpjPpsWoTtnKt2kWotZeK3d1HVYOHzMZHB52dsGMerQ1dy+33LeGjTOxd8UKisDbk1cRRW29TwXgdKUmhEj9NQw61fTmLR8M/o/aFyDGrjbfMY3PpwREiofh/MZOvdczlSkUT72OYkNbfe8wGfva/EfN1TnEF3d3OkoXPVLgZ+8pSqJ4C6P2kJYdxhKKq14zF5L1rTQFmL5wxYTUaLM9fbCtrSw3OSaG0jJ70eMu1FEX22Z/Qkdk+eSve0dbfx2vDlFPgcJJqVIx57C6H7+/zfEad07Tc2HJdl4XYV4gta8HktpARPU6FzUauzENPoJ9ZQRkF9q4j+5lA1ppCPGPFTo7VhiqqhPsmI4bRyvieoiaJIn0JC8DzlejdxphKCcdF4SxxYaqswhWrIi2pNSjAytJKgoVIXh09rJSV4mhqtDUuoigJ9KxIbzkdkTmpAT0ijo14TQ5XWgctVTMioU2ko18VjSo3c1IbrAGq0Nip1cQBYGyup1jlICZ4mNypdbXMhfWHIjUpX60p1Huq0BgRtRPt6TYySL70pHkhQE0WtxoI9VEGxPgl3Qz4hdAQ1UcRIgEC6GcNpXwRuv8ZEmd6j3ofQUqWLxdFYpvKkSJ+MpyEPrzZWDeb7d1CrMWNqClbekm6bqxJLgTcyP73WjjXUHPC+QJ9CYkOuKpP/BMJzCaGNwA1Ql2xEm98QkT5TmWMzT3Kj0nE1FFGrNeNsLFFl01JOScGzKk8AvNpYag0WXP5CoiRIA3o1OUG+PpUoqcckPip1TmJCAVyNRSpvyvVukoNn0LSIMlCjtREtdRGyDM+rAT3lejfuhny13Byqxqe1qnQCNJr16HwNoIEKrYvYxsjFOYwvrN/h+3pNDNFSR74+laQGZaHKi0pT82CnBE9TposnrrFExR22nZZ6HIaU4Gm82liqdQ6ipQ5TqOYiWZbqPCpPLgV/p4POxmKK9Cnq2CnB09Slmog5V6vO0dVQhEFq1foLx8qNSscSqqJGa4vgX1iuYf2u1Dmp1VhIajhH0BVDVGkdpToPAa1J7Rcy6aj3GDCc9hFIN1Oa6yYleJpifSJxDSXoaCCoiQZE1cGaZAcUhC7iSZje3Kh0PI58okrqEDSqD8uNSsfRWEa01FGsT1LpDttmblQ60VJHtARwNLZIndokS1OohlqtBWOoBkFLXGMxeVGt1XYeax6N9qgW/jWaIr2S4zveU4Qmr5HoFgH/K3TNehCGWo0ZbTPKCF8IUKBvhSlUg0l8qo/NjUrH3ZCv6mCU1BPfqGSeC2hMEbLMjUpHQwhHYzm1GjNBTbSqs6r8U4ojxg7r94V+MLooQMBvUH0VKGuDBqFEl0CdVvkUPFoCqixb8joheB49DZTGejBZa9GdDyr8TfVjOO2jXBePs7GEWo0ZDYKmtUalqS7VhOg0aAMhogv8EfNLCZ6O8IOmkA8tjZQ6ErDEtki0ImA4o+ALpEcmz/h/8N8D59bUs3N6DT8OX8KxrJFMfiebN+//ixvW/INVoz9h6usZACx5+BRTX8+gLK4dIMSVHaPK3gqb9zxLHlY2wjeunsDRtqMYsmkm4047WZleroQ2EFH7h/+GcYahIXc/lYuH/Ueb0v/6M6VLLFcIThG/BZlvmyY4RQY4Norfgphjq+VL20jxWxCcEnH5Lch31iHityALbVPEb0H8FmTrgh7ityC7rdmCU+SQNV16OnbIfNs08VuQAY6N8obtPimxmKX7xO1y6M4Mta/fgpRZjHKnfZl8Zx0ic42PqOWpsafFb0F2WTvJj08OlpPXJ8sha7rgFPnF0UdeNk6PoM1vQW525EitBfnYdkvEGH4Lct7ikoW2KWqfx+1z1b4z7C+quC/sV2Ixq/yobSob6Vgtxlif4BTZP7mt2vYXa285Yk2T7xzDVJ7MsL8ofgvS07FD/BZk7Zyr5QfrIJXfIxzfNNEUEr8F+cJ2fQQd5y0uef2m+yS78z5JjT0tp69JkNeME8VvQfrF/Sb51ljxW5CH7Ysuot1vQXbZu0TQfcOLn6s8OG9xid+CvBk3SfwW5Hn7U5fEcanrI9PNssveRaU7fIVpD+MOX8uuv12yY/fLbmu2PGefeRG+w+Y02WbvLjhFvrSNVGV5oYzDuGe8OEe9f9w+V+IdBbLbmh1Bw4V0hfkdLvvYdovgFKmy6OVp4yzZP7mtzDU+IgttU+QXa28pMNvlxOhk2bqgh4x4ZbVsXdBDvp0/VO575Q3ZuqCH/DR/gIx4ZbXMfPVZwSlys+sz8VuQp42zLsmT6a6FsvHZKyLKdlk7qfe7ZnWWaVNfvSS/W/Lh8VdfUnXwTvuyZvy3zJfj5uSL+s6wvyg4RZKcuapdtrxGOL6R5c5x6v1Ix+qL+D3Z/ppqlwPjNqqyxCmydUEPlQZ3bKHqT3SeoMT1LJabHTmqnlyIG6fIZPtrl5Rz2HbC+u2OLYyo33t7VoTtqPRe6YrgMU6RI9Y0ld+fPHmLbF3QQ+bHPSq/Wq+4JE+a+zbjLrMYI3CG9aQl3R1jD8jpaxMFp0hPxw7VLsN+0hxbreiKI0dwioxzrJCRjtUq7u+sQy6pv7usnSJ49Kv1ioj6u+3vRvSbFf+86geNsb5L6lRq7Gl53D5X1cHwvMK4x8/+UJWl30KLtSGktjXG+uQt2z0yyLFeXLHFkXrVZDPhufstyP52WbJyyCg5a3GrfjBM97N3z5IRr6xS25dZjOK3IIMc69W593JsU2WZHbtf7X/Imq7qCU6RH6yD5G77u+q4NztyxG9B3p1/p3ww/7a/9WthfJNMS2S3NVsGWn+SiuQYmS+TZb5tmpy1uFV+h9eGD23jpdaC5Pd2ykjHapnhmicLb304Aucv1t5/O16S45z4LchZi1sGODaqvupCmwjryd/5uJY62PI+rIMtZRnGsWVBT3n81ZfEb0F+fLafvGW7R/wWZPMTlwlOkcun7IzQwXC/lbNGS0/HDsEp4o4tFJwib9juE3NstfgtyG5zttrvI+dtUmYxylu2e2Rn5y4SnRyQyfbXVJ6E152OsQfUeYXXywvpxikqvy/kz3fWIeo6/0jWyxfVh/Xkjbj7ZVjcOrV+RNy3F/FwnGOF4BRZ5JskA19eJ8vmjJeBL6+7pP8OrzthHcQpqn6HdXC+TBa/hYi1OOw3lznvUvuFfVVC32/+4zOl//VPSvdcC5c7lbLyoB2bvga9ppGJO55kae9XIvoc9rUhv8pKst1Lh1Uf89lVc7il1Xqm7p5Oic/CigEvUuWwYqtUfjFO3/sI35zvw6nRN/Pxiau5o81P3L3lST7o/woh0ZBz9hpGdt9GbFnz07gjtRl0WPUx24ZNomf8EfSayKdrnb/7mAPXRaZ1nL57Kot7LGHUsVdY2/ZJQhoNBa08JJ8rRASqGi3Y9TXUNsRg0ke+Qu+z7m2iJcA1rfawo7Adkzt9xzUb5pNuyefU6Ob0joM3LGHT0KnqfV6dh+QY5QnP6M3zOFqeyJEbml+p1FhNaCtDdFz7KfdnreGf2Z8QCEVj0DYfH1h85GZePHgXZ2+4CbPOH8HnDmblNcbGgstItnt5vWQ0Y6J/Y2jibqbuns6usvZsH/6A2qfTtx9zcGQzX/JSlTRdd295kutSdjC29WZSXv4SmdCfS8HZuGSSSwt4dM9Uxqetp+9P7/BU9id8fnIA64Y9wRfnhvD0vklqex2NXOXZR6Ylj0XdlzB+63NYo2rJ6TuH8VvnEKcvY36Pd6hstJPz4K088f6SiPE0OVtYPfhpHt/1IHdlfMcd6T/QoI3BpAuQsFJ5nSYT+vNHVUdm772T9ubTvNrzbY742gBw+dp3CTQqKTpjo6sZfaz5iVDCdfu4rfV6bvz1ZW5O3ciKs0M5NfpmNDnNKfXyx95I1uocam4ZRl6dh6ToImK+/YV9g+8jLeY85s83IhP6E//ltzzT+UN6Og/TJ/6vCPr/Du7LXMuyk0oMupx+c5iwNTLH+qwO7/NM30+JCTTrwpmaBFpbClX9fungHYxvvYHMNV9chN+kq2P3qPt54c8JPNMth+9ze/FYO+W1bX6dm6QY5WnU1N3T+ffRsRF9D1z3D9wmL+5o5WldUb0LXagel6GKpSdGMbFN8ys+NaNTbn/GbJ6HTOjP0I2L2TBkOoX1LhKilae9L//1Dx7p8DkAZa2dJJ8rVHFc+f0SfhsxlYI6N4kxzaGfOq76gEM33H1J/i05OpZ4Uw3jW/0YUV5c71TpBvB8tZaim5pj/U3ePp03+yyOsJ+6qChigspT0JblrVd/yZkxYwmEovmzWxeyzxzGWtX8VO6wrw13b3mSHcMnqmXLzwzjttbr1Xt/YzRGXT11hmhVln3WvR1hl2HIWPMFPe0H+Hxg5Kv9o7UZtDMpT0Q0OVt4tG0OVyUe4Nm9d7KvugNDEnazot9zuL/6NsJ2j1Wl0G6tEitSJvRnX3kGH5wayeIeip1VNNiI1V/6bcaR2gzamy5OmDJ03QI2DG9+lfnSwTuY1eljdpZ2ZMWZoaw4O4yim0ZdpCd/B/FffkvJ2JHq/ePVU1hg/ff/0ONinlxKT+7Z8gTv958PwPaSbNUuw7Zj+GkTSf5S1X9fqCctoaUf/zs43ORzGoON6KJ0qg6F4YMzo7i79VpCokGrEW7b+izL+835387z7+CWX56J0JOJO55kb0k6nw5egE1fTcqXX13kx4c8s4atfe2898Yb3D5+GqdHj6W1pZC81ATqjkaz4uRAZnX6mLtfepN5T8zGE13KpsLLGZywl4JWHhLPF3HY14aOqz8gd+xYkmOKuPulN1n05FPktUtkwT3TaDNqK7vKOvCntz1nxozlQGUGnR2nIuxKk7MFmdA/oux8IJHZC5X02w98/h699u+htiGGemLYXdKW9xZMYt8SN+/lz1JleaAyg1l77mFt4UB+Hj4dI7X0XvcuABuHTGVwwl5qgkYsUcq6ecjXho7mExFj+RqNxGjr0Wsa+WDW5AiaAJ7Zdx85Z66OWOfDbcI8Ueb0G2XTRhFVGMSq9+EzGzH7mtdraLadsA6uHXgNv/Xoy6sLZpO6YSXZeRoScotpNWIX/+y9AmNd5NGNGePm8OrKyHXi05NDubnDZu5/9jWmPDiZ7j/8Z6/v//tDQqUATedmnTRvDjlUSE2rGMZ/dT9rxyuOrgMn6BCuX3WUpee7cMvA9XC8iBW3KFmXbFSD8kacxZmL+GaJBzLhjkwlQ8sHmcpGV4uQqj9BrMMbkdXp8rlPsGzUU/S57BAlPgvx5ubQCmWWWFh/+uIkNyeKCaZrSfzrgFKnAXtMtfK/gF3ThCMi2K4CbRN38O71n/Kv7Vez5vqn0Tz/HnAU9CWR42w9x7n4OALtHLQtOEkyzY5sTeZT1AajIQp8MUZigvVYQrXgBvQnwVmGPy0Ko/6CFKel5ej0RzG3jVRwTbKGw5KFRgPt/IWklBfwOovYcKoDZMCSzOYMVyW2OOKryiD6jJJwJjaJaeMUh32wNBXDbUG+NmQys9NAZV6ZcOOkHB7d+G/6n9yh4tHGgd4RghNFkBJQ2jpKOR3wc+2WKdzd7TelrAnsRh8Yz4GtBDJC8EcexAQUnu3L50PXEOZnvE1SVDE+i1nl5ZHkLDILTwNHyWh7nJgDR8FZRrCVEKSRyqBFHedcfByXZR6CI3nMv1VJEdoBxakEVjdvQnX6aj54f3ozA2+CA8XJxBiOQmwJ5J1ipyE9gv7EjsXUdFTOW6Y8P5fQM/dyY6sVdOhyQpFlE6/QnWDqiC+5EGR2f6Le+YCGotBFdUsnvMITiV9ydLOF6jqDOm50uo760428OO7idJvR1X4lyHa0ot+zMj/mVIUrguYw1DZChy4nWN5lDprn32PFje9w5Kos2ucdJ6llQP/jRRf3b1WP2928sXt53VD+2a/pYxivN1Lnw4dKG2pA08SPbee5+7m3GbB1I3edWsmZyjhwlnHcHk9ndx5TJi3k63eV2JjT193Kb1OUH3Kz117L0lEfqagPPX7pDSkAZRWMv2LjRcVuyqnX6YluVI5QFM0YxZFkZd4AbzbZRQdOcOtX99PtHTNP/dScRU2TrOEIWQDoz+Vz5Crlfwde8rol0T7vOEcrEmkXW0DH55tCHWVCSKNBK8KEnFu5bch6dUwjij3H0MKuDec42bc1Dp+XuJrmozTrX5lBZtEZyi0OnDXKObEXNl/HMwO+a2b3bGWjseZoN475G5DZ/Rn6yWPEZ1fCV0fJ/nQXfz2rpK5sSy5yWfPGpGvmKSgvVuXX6A+BEXLjkkgpaz5jd+OkHFa8f/clMwxtaDpbd8PkFax6czzkl0Em9Mo8xIrKLuy/bsKl9eTvQHciot2pSb058p3yQyMss0tBO5QN6W1fT7qknryfOb/5JiagrGHAganKj/LAg4PJWDJPHbtoxqU3pACPfTWGBRO/IaX871PCduAEmuff48ADs+n49vPI7Hsj6u/JGcPdQ9aiDR/52VcQ4e/+bq4nPa3JLDpzUfnnmc0bUl+MkdTcgyyd8AqjVkxtWouPqvhNc9+iduaDbFw+mvjAYiYcXsntXENip1LQQTKF0AmoUGT5wfuTURdxbS03vpyj2Gtmk29dfZTfQmncmlnEB+9P5o2JE3no16Us/XAK+huU85OtX3sFMqFzk5zCPhlgWq/XVVznquJItZUxecU41r7fIjRdJpiow0QdQ9vtJm1HOa4O5RzRxvHAE6/x9oppHD7sYuXk54lpUNbkHfe+iOrLkmohHagPgfJcguznn0Jm30crCpQ5NvHuvCuF9nnH8Xcw0KbxjJINrwleyFxGzpI2EToanksiRapPvcy9Dqe9knDeBzOR6zU0207Yf486/yOjzv8ImXAucxw839Rw7EVdqQiYOTqjBG6FMr+FXNx0NZ7i9symhCbvT2ZvysX9/hb+j79n/z8E4df3U2JvFzwiXgMyzzZN8IhcFbdRvAbE7K6Wzy0jxWtA8EjE9Z5hnKyxDBGvAXnFNkW8BtTrtMklO0zZgkdknyldPoi7TebZponXgHziHCdLbPfJ8+6Zgkckt5tdds/qqPYtNBjlH7HL5C9LqrwWP1ktT40/LV4Dst3USS3bZ0qXh9yvyW+2yyU+vlAyPcflRvcXav242BzxGpD3rbdE0Oc1IM+4Z8srtinS9+lfBI/Io465Kh8ud2yXCaZ31ftLXXhEKpv+H+FcLUa3T25yfy6fOseqbXZltJcDpjT5yd5fvAZkhylbHne8KF4D8kHcbeI1ICeMbllrGaTw3/2YfOYcI3hEXnE/Jl4DsvD2hyPoOGV0yf2O16Rn3Da58+W3xWtA5hgeldOmOBnkXq+2+94x8CKaD9+aKsus49X7AVdsFKPbp8r0lNElnxhGy5y4p8RrQH6xXxHR/0HDfPV6NO75i/DvtrZX6W7JJ68BKTIalb/pRhVXR9d+2WHKltWGIXLa4LxonHD/zy0jZVxsjlS20MOW7U4ZXTKvadxck01+svcXp6tYdpiyxWtAJpjeVXhiuFIeNMyXO9u+KXhEzO5qucb5jcqT9623CB6RQoNRHf9xw3Pyim2KrDf3llyT7aJ5nTY4I/hyZ9s35c7Yd1U6NxsukwcN82Woda3aJkzrvBa8UvGZXBH3cw1TIvA/aJgv0wwvCh6RpGHnxGtAbnKukM+do2WBe5r8I3aZ2hePiMeVJ9b4SrnMsUOd0yD3erHGV0grz1mZZ5sm387vFyGza5zfqP9/GXudjHCulqmGuRE62Nfzm2qX/3TMVmUZHvsh92viNSDx8YXyiXOcHL8+SXStgjLjqpfkq9gRgiek2s6F+vKdY1CEnMNX2Ha8BuRBxyIV94X9w7gvZbNhvk8xzVP9yeeTR6ttNpqvUH1VYZb5or4tcZcZ9IJH5C9LqmKzTXoS6ylT23RwHRCvAXF6SqW7a4c86FgUQZPZXS14RMbF5ggekZucK2SEc7UUGoyCR2SNZYg845590Vw+mzwmgkcfTro1wubDOug1ILtnZUf4QaPbd0n+pMafloHujRE+Fo/IRvMVqo8Nrw1eA7LfkhHBEzwiRrdPXrfdIwPj1kucuzhSr9zfXTTmcXOC6gdfmjJFjl+fJGZ3tXgNRPiqML+9BmRg3Hp17j3jtskBU5p4DUhH136Vjn2mdDl4T7pcP+Jzedr9nKy1DJI7Y99Vcb006RGVJyss16vlWx7I/lu9ecSt2E/r+JPiNSC/2S6XQqNJvAak96O/Sr7BrPrY8NrwuXO0lBn08o/YZRE415t7X1IGXgPSynNW0T+jST5xjhM8IgvdUyPkndfVpupJmMawj/W48uSMIfYiHQxfi6+dJOue7SlXxW2UHdbOEfN8wDBfbnKuUMY3GOV12z0R9X2f/kW9D+sJHpEZ7rnS3bVD8IgsiX9Q8IjssHZWZXnhFca9xjJEwev5TXZltJf1s7rLL/Yr5LTJJR1cB9T5dnftUP13ctzZCJrC/L7QZ6yxDJFTRpe8Ypsik91LBI/IQPdG1e+23J/082xW+7fcQ4Svm5wrIvxqmO4LdSS89/EalP1JuO5p93NyyNxK1cGwj225h/AaiNhDjHjna8EjcsCUJjj3/Mev7//rn5TeZf2UleWvYksFp89HgreAzUlDqLQY8ZQVIUYdtlhIyI/8JXmt8yd2NvTB5gB9eQhbQnOdjVICwTgSSgqos5lYWXcbY6yrsZlhTdk4xthWc49xMW8WPMzvZYO4YeVqSFX6llXbMAdqKY1L46Hot9A1fXTsKSrGlgpBrwFb0y8We2Mj9zR+SKbxMAkVRZSE4tlGf2xNuFwVlVhTIdYfwGaMTHs3LfQ6q6PGcGpxWxIoICa6ngRfAXusV7C3pAv7NJ1I0BaouMr8ZuKMza/3EvKVOg0QX16Bzedlq+ZKdDHChNSmJ2v1Zmoden4ODKV7+4PYvQ3E+auxuWFlyW2MS/ySoM2Bo7IeWww8iRLEd3p+AYt5lBmpC+n463ESfMpYdY060nWluLxVeIKlHJp3GbZUmM2/KKm1cHXDBiqSU0nTneNafqHIZ0WvDWHU12OKCuL71YvT4cfWlC6u9alznKtrjV+Ugr66/VTVGahwxFMWY2dr3VX0jd9Naa0Va3SAZ+pfVOev1YQImsx87r+VB2LfY2XlaK42/sSo8keZ6H6TOl0MHn0lCQUK7cGQEZvWjw0/pIIuvxFnfTn1ViMHGy5ndNxGSmvNROkaeSaojPNp/b14agoQkw4XldhSm/XQU1fKqUTlJ26FxPKkdSE4wEYVr5cOQ1sbot5qRGOM4bOz4/k0axLdavbTjf2MO/MFn7on8Kx3Du6Ycm6MXY3VAJoKDRTV4s7y89bxybzZ9gk+PHk38+Lm4IgKEtLZsOmqKDc5SDhRgM9pZ0DRFnZ4+jQrfw0sjHoaTZEPh6GWnkkHyQo08w2gQ9kJnkxbyH2hD7A5IvWprjaAzQSWM+WYUrWsPHszfwQvJz8pKQLH51X3MPrPtdgDNdxp/Iyb49eQUXCSMcbVqr4sLH+Y8dFNUTGiABMYTVr6lG+httHC2cY09IYQ17y7DV0q1AajMEUFcZeXY0tVHpTexHeM1K+nvNKIzaLYgS0mxKnCTGyp4CosxRrtw1lfjjleSChTxr5RvxqbAxIKi1gTNY6R+74lvqKEjyvu5pWkWSQ2zfc7xkTMKyG/gAHxW+F0LQkWr2p/ANGlwWbb9lahKfVze+bKi/oX1tiwteUi0B6vwZYFW0oH8JztSWw2sAcb6PLDERWvoz6IM+jDJ3bwofBBAwl5irwTq5p9gl/0JBQU0DHpHAn5BcTZfTQ2RNMmcEJt4ykuwZYK0fn1eKJKccVUYXO3oLegEJ+YcRkrSfAV4DJW4g02YE0BTtQSckextPYBHnS+RqKl+U1Wlx+OECN+YmsVu+j801Ey7YdV3K5Kr6oH3Vf+BS38YEJBYQRfw+ApKmaYcQOhDAsNegfRlX4SSgtwxAf5uaY/CXVFuKPK0CcqehJ+UpaYXwBtrSScKsCo8eO01+L2l6Ep82Nr8RTqz/zLLhr3RH0iPwdHMsa4mqu+2UubmHystdWKb63QYGsR/cYveoyaBtxlZST4FD8Qq6ukoY0dW6CZ1wn5yrrTc8tfdPUeYXXgBobHrcfl92KLhzp9NLmr2mBLhTGBbwBRUiIAACAASURBVNjJVdgMyhj9Nv2lrkUtdcrntPNJ5T9o1Afx1Ctr0WHf5bQznsNXG0W/T3diayUk7j3HNkN/bInK2vBx/X2MiluHy6uMHQZHfZBgbCzGYABTfeSTtxTfeWypYKOWm3WrqSq5j3/VPUWCKHP2Oe0k+b3EayuwtRKMGoVGceqxmeGPmo7Ep1Sh1zbroDZB+VI9qNNTtjeZq0++y+sNXnolNmcfSsgv4O3AZO40rsCWClEiOP212EzN9acWtyUQZ8VtrsYebMAWpZRP9rzNwfIuUFrLUtsDJIQKOOHoTIK3kIZ4E05j5AfHYdwai4GE3AIGmX8hGLQxdOXv4IEDddl4vCVUBAoIxFmJramgm1Px37k+xfeEBBIKCnDG+vE12kmoUvij2nJdPbaoEHF+H4u8Y9FbghzxdeDnpCHgaNaTu2zL+Wf+AooT4ulSuJ8bHatVHAF9DBWVMbiCin1GtTKQUFCAI65e9XVh3thSYZ+3NfGmajQSg13XiE2n1E3IXE57/3lclYoetPSxGkCfV4ctFbbmX8mXSbcAsPex3vRybsduaSQuv4Qy/jP4r9+U1pVD+yv/ouavKLw1Zgp1iTx8bgELDI9TpPMQVd9IoBgKdYp3eD7mGeYwm7ElXzPLPJe8Th7YqKW4lRPbnubXgrXoKdQlYgnU8mzMs8TXFRHwwVMxc/m9ugeamjqi+tbRc892Ai0+WnRQhV9MrH+2L5qZQs+AcnZvkXE6gWLI1hwmUBweQ0d+9wQ67vmDN0yTucq/hUejF6r15eIgUKyhWgwRYwDk909g8I6fKNQpuaIbGqMp1CXSJ/g7T9oXcafmPQqMrVVcZnwEqpUvw7U0UqhLJFCsfA1aJrFU6e0k1Z/ljsvfx3s0hpiqOnxEkUApDRKN6UwltSRTKVYCASgRF7qKekwVldSQHM58ztN1L1IYnchG02ACxVAjMRTqEvllbA9q37TTXXZTgY0SXBThVumzUsOCpMe4PfQeeVYnVWecpAebX6sEgFi8VIlR5UWZxFKoTcCPieFz17Js1j1UG2N5KG8x/zZM4Rb9ShpLQ8TihVoY6/ueDrrDbNRcTXbjfr40jeUe3qO+BEazBoLwqfV2jFV+GjrHUHeAJj4p/A5ERxG3STn2cLns42fNCMx1fhKCeQSKwYKy6R9Wu55arZndhst5TP9vouobKUeRpbZ9I/nHU/DbNaR58/gg6g66sI9AC79+V9RHLNE9irnOT1RdHV2j9xMohhy5iy/8Y7nFsYrbq3Mwa2soDTpZVPIIM2PmohMBu4nKEiN9o3YQKIYrdLvx1pjxaaKoRUcAMFFJoS6RVZU38aP1OpJ8kdme7mYpGxJHsb2xD5ryIEnSXN+3dhN9bb8TKIbrfSvZaFYyZoX5pNMIgRqoMTppKA3xtnM6j5S/GjHGEP93FBoTeat+Mn6HhjtCKwgUw9XffEv5GDtJUfkEiuExeZ3HgpHhWfy1Gholisdj5lMrJorr4wiWCEFAS5AAUCpOZp+fycyYuZTq3JTqPDxaOY/va6/DjI/SaiN9YrYTKIZSjYu6BiMVGif1Xg2FukSWvTWObcbBnPK76GP4BZP4MIz0U6hL5MWYWeyv7EhB03zHyWpWapSN6ROBVymMSeRcTRrYTRRiUvUboFGi1PvxUZ/wjuV+9ni7kV3XHJ6oUJcIdiFQDEFXDFVdHKrOhWwWAsWK7VkCtQQCip/yXhFH69+VV4M+ovCKmViNsgEM1Dbjja31UqBLVHweUCcGCosTVf84uO4nzjWksIsrVDqLJZ5AMWj0QknIRUXARqDpWPu/6h+lMCoBHxbK6x0U6hIpr3fgx0hdKWA3EV0fVMcOtFjXa9FTJ0YKdUYCxfDVy9fwzD//wB+tpbx/POUb7apOhaFaDOT19FBQkhBRHoYi3FT6rbTPO4BJfPgzLCwIPI6vMoob9at4VTMLZ0Mp2oogH+XcwC0TVgFQoEsk+lw19n7lGDR1eLebKCEOLMaIcS6kJ8zvuXUzGB7zDTVEEwAqdQ7FFkTYVD2Ivn4lbXQADRqgROLU9SiNMxjPeQkAMX1qyTN6KCxKVOVbITaO0J4abzTlYm8av55ycZDXycPPDYMYpP+ZwKZmmgpGpBC7vxxDbq1Kd4y/gXnWmWxqHExRUPG7Q/U/4vdpceOlw9Q/CSzRoEOhO7w2vBg9k0C9psXYzfM2V1ZQNtiDdlOz86rs46Jhm56AT4nWEiVB/lX3OIXRip4M1m1UdaHb7J0Enld4UqhLxO6rJuBT/Hyez4NHU6TqoL6yrmmNaaBCFB2sQqFJdBo0jUKhLpF+0RupDZkJFEOdFvppNhOoaZYfgK1pnFr0BIDBhk3UlukoERfYTfww5Go+/epmaq838N7uezFV15LX0xMh9zox4Gs0YNF4saeVE4qCr169ntSnzwLgDdkw1NViD5UTNJuw+H2EjMovh7d4kDwUfNdkfU+N3oTojfj+NFFd1sznGqLxo2Ww/idmmY1M8b8eoYPh/cnv0p0c6wTcJSWgg+X+27ipZjl5PRJJ3l1ALHUY2tRQeDwRKanHn2igpiSaKeWvsu+uNrT7/oSK10SA2jo9DWl69Jl15OHBnl5Og0lLnsZD+UY7/jINpQ1OhfdNESUmP72E2le0EfRNn76AoyOyqB2ho0wXz38K//Wb0h+uvJ7b41YQfUWQYboNLIu6l4RQAZ/s6Mm/rpjGb1vtjOwFywzN52je4QE2L6/lR1MCQ7UbKUmqxBFbDkOh9HIXrr2lpGjyWBZzL4u+6cOZ2eMZULqZJw4soDA6kasaf4VGDc8aXsA9KPKQ+SPfjKFN91+pr0jmryuz6CXKpjQ3phU967Yzf+NVzBn6AwAeTSl2zW7mJP6DTpc3sExzL72DW5gzdBZz1r3EFWk70J0Veul+R9sI9Y06onXKoZI0TnFmSAbLopR5dWrYRzv9CSYtv5VPDL0o1x+i1xAD/QM/R9CnbTqUssxwL7qAcoZoStTrjJJv0OlBE9JitCurThvtSeb8MIzErCMUxNlJceRxo24V2gbYQm82nGjLV8e68+zIX6huY+f7c9czN/A0HQynOE06/QM/c5n2T5ZF30vfY7s53MVDrNvLbfoVLGqYxqqYm9E2LXDPbriW77tci6mxDotUE59WzqPfjyHJWsUVrc7y+f7LqGvQM2vcTsKh1aZEvc5Y3dc0oIftYBtaw8Z9qcT3PM+kH29lRLtDzDl6K8k2L1e0Osv+E16O4aR14xfsMrflX9GDiTdXc2uXP/is9838kDiC9MaT/PVcHcFTOiYN2sYy871oAwq/51w3k5e1swF4iCeYF/gXS7d1JTELyhLNxJt9fLb/cnblBoAAnzh78nrfh/lts51J/d9FFxSeNzwL7WHS8lsZzmN85o/nK8Mw3hqxQpVRpT6WGbXPsnRLVwZ6dJwrLUY7AD7/Jp7d+gCOclh2673oCZLQWMDsvbcyqxP8uTeKZf3uReMLsW1dCO1Q+H2D8PLwjcRJCfGh5thzywz3snl5LevrhkGMcvZnbN1yvoy5jY4PH+R0fjpReXnsqk2DAxv4R+A9fo4exs6oJN659iu0AfiZIRH4tAGYtWk0rw1ZzjLDvZwtT+C6nx/j2salbAuGGFb/A+ujryWp4VOWjfoaUPjQ5vat/BocSp/39tB6xClO6NqiDcCQo2+y8WRbzFKDT2MBoKC/nRudqzig74orVMLhPzTUZMZgM9Tx65lMrmp9kqlRSxgU3IAIuDXF5BdE8esfWrRDYeGWQTzUfzuP6eejbYAZjc+zKTebSZ5/kWJUbL7wSDL9tu/iH4GVGGP0OKSST5w9WdZXsbX2gUMsM9yHNqDooLYpIthCZtDNcISVR/uwrJ3SVtvie4Ab9YrtAFTo4/hf1J13eFRF2/B/287uJtlseiFA6C0E6YIU6SBIE+kISpWiSHvsFQs2BEUsgCJKlyaCgDTpvffek5C+KXu2zvfHyZ7dTcLzPO/7ff98c11z7e7MPfd9z91m9pwps3VTSHWcUvneZejEQp3SbsGeJxjX8ACxZECnYBl3TdzKl4tbMa/rbSpp7uPtY+D6y7WpufgyUk8vnTdvZ+zqQUqbZ1aobccuG8TCIaOJlZWY5UZHzPf30a5R6gtc4azeVZ1LX1cn73IUUWdz+EB6B60TZpreJsabSaz3odqH6cwmyZSJGwNVPdfprNtBdOUsLh+IxBjjZKFpFFt2JrCwQwntEl4AKpXEV5+MJu5ayKq4xgxqcIJYMqhWbx8/1d6P1r8kn8d1R4j1ZPB9j/FBcs1sHkfskYd8ZnyVKp7ruD0SWlHE7suVkTuZqO68yXKpCbPFFCJEHvuuVGfwz+sC5KrocoZpNnrcNOt2iMq6B4zYPBptJz+dhaZRuMwSxlz/Gtzq2ptc9tZC1piop7mE1gvzTJPQynD2hI7Bjf3x14gTLTBd+pKhWsXfbVleYi3ZaAWMln4i1pnBwp7KuDOvy00G61fQUH+Wes5LPK/7RbW1sYYfiXVlkHvqDrHN/TYCkOS8B3VQcgnfryzryZTOO1k6rB/Rjgy0W8Cms1LVe52xawYx+uotzJ0caPHxrYwNDw3x1HJd4AXDYpU2KGPD9eGKzQXSjiKL5XMGcD22tt/uT3zMiMb+K2bbrX2PRc8spzO76N1/GttzPySm333GvTiMBZ1/Y/TaQXzabSPaEHi9xwd88Pc7/HW2Hj1qXwBgsH4FWjf0zP8VrRUoWQu70DSK0esG83GDLWjjQcJFoc5CgidNrQd4fX1PPu22kUqa+2iFMimNd2TxpuEjsrSx7BYdiHmuiBYh+zjW8XGO7WrLS9o9BCY3Op6QDhAqCplhmU0d9wW8L+UTG6n4lrNAZnTsIvK0kczuOJGOR3fw+vftAXiso4mXrItxuPVMn6CsL3527YssGTSc7Dsxqm2naC8S7i3kli6OJtaDLCwOjikLTSV20mYZF3Up5HvNrDYOCZpD0AlGrxvEzBGzGVN1IbrfBF/qp5PivEjayGTqOq9BJ39sWbizAe933MyR6k3YVflJPtg5kxmxsznME3R2/sXz3X9B5xK8bPi6xB4U2X/7Yxfad9qv8LS9PdNa7yLmVh5VVu4ktnM2bxe+z8y/+K/S//eT0j6V/6BeBSMSkMIlanMNLV5eufwMs+suxVDXhQ4YSvChzBO9n9HOdBUpFYrvOpCUq5Kp4MqCVIghn6Es5YVpTrRZy3CjQ58KndmOFi86PFSofhep1JnGP6cuZ+GJNows/I2cqmakkiPe+rAeCdi6tyGfpCraiaAQJ07kOzJDa61m8MDFDF25lE8efASpMInvMaRCdW6jA9wuLR/0eoMP/5qJAZlaXOfdYW+z/Lfn+Wpve6a0WUqL8ZEs+7YNeyJr8nXNWb511HRbPJEtz3+r8jmUpRhQHr23ZS9NSw7m1+JV21TQZrJjTx1GJx6gavN8vGiI5DQGwIHE9aJE/r6Wwo8pK9HhZUTNX1XcoKzhrsI9hht/weCA7BtWDNUyaM4xvEjMGzeagT8ou7O37XmMd+t+hVQSuAE2bmlK3ZA0EirYWdDzd0zvzuXneqvUa5Xb8Q/egMvEjTg4c68KvSusp4t3IkkxMqsutiRFSiMizo3r7F1cwFksWA232RNRl2qRWQxOOc2Wn0MJlXbwYb/ljA0fiOw28GLKIYYaliIBBmS+vPMOlNiJ/d2jtJ6wm8VHBtMv+hTO2iakyCLO3k/GeOUiIDgZWY0Pkn9nY8gQFp6rQftn/1FlM9H7GbHf1yTzxavEaIrQpK7GULJ7ozGn0WXkMFY/iLjYfMLSLyClwtnfLRidF9hDMn/UVHSpxUudcxWQGkD6ZYmPai7F6/LCuhuKTW++Rb16lzl6N5mkSv5J6VCWMtGrHCJvLFaC/UYaoi2+xuTQ+Xhq6tjircddZxzGwxdYRUuQC9FzhQMX3IzqrYQjr16Lzu3lw39NY9RnP3F4bzJSqoI/LTeMgs2ZrKIlxmKFb6NbwfVjzX+pclhkX0a7+ifwokWHhwUDn2foyqWk3P2H+9ktAOV4jZvmfRTXNNMg7hxNOYETid03euGpKyGFObjjjENKvU57/gEMSLjQAH0GLkXf/zRSKuw9UZfXUnfRhJNcqJDK6AdLySnoQuvK53ioCWFo3FJMWQ7kmkpM6cdaNZ7MrLeOI5WbIl1X+ieV2KCEP40w/sK3RU8yor5yiH/gYRmNSnwHoBnH6fvZswz913KV765sR8YIgKlm8CkbPp1JwOvMooHudaRUiCGPmGun0CK42yaJEQMW4B2gQbdY+ecmfbZCbRv2TH0G/TaGUe8rG9UMeLh7pbqqLz1uzhzoRvLl+5hwQCo8zSakkvYaBFq8QXstexr+JMRVjBYvT3AILV68iamY63gYylJWHxjDjArLkbulqDEWFL4D40QCWXzyyxYWFGezd14XYp23GFz1sCpbGaMaBweyMkjmSfaHkKrEWC3K5hGDE67kJjG55lIknKRvMTOx21oMBheLXE/Qrskt9A5PkFx9/JhwUIObsL6TynPdfx2nT5eZWDo5oSL80HIk4w7+xMPEBCqkZWJA5qVB7/PLirEqvozLBrRNdSV24MGABw3QiR140WJ+92taVLpB32eN/NLreSbs+VHl43Pda0ipcK1pNYYeW8q4Qd8gDdlD217K/eF/PN2D9n/+w5FLNZmQeki9m37kwPn8tDJgUw5+X/9XjT20WTCfX8+2RHpFGS91eHh4LJqWdX5HjxtNCd+GVGVsaMc/GPDwBIeC9J5IFknHM9V4CH6ZJN3JwHTHgQBcGMj6owXVxS0V7tRPkaQkX8aJgX8qfoimIty9Up2a7neQUmHV7y2ZWXsbUkQRX955B0dtCWNt/x+BZhzHAKTePIoUcJTxUJYyuqg50zotK4nZHmpxXZ3kDGUph+9W5TP9QL5K3UgMeWhV/TvpxlZM736D/X1lc6MeN9W5zdCjw5mW6p+UOjFgxkUtrqNBMJSl6PBwLKwyUslx6EUZITwdvwmBhrTTYdx3RTHdq1zEMCzpR6Sq4HRqqXn8Bjo8nPo5Au8KGGpcqtp2RdLR4qUel9HipRHnVX/x9edz3Wtc6lKf2mlX1TJAnUMArF7TgoU5a/Dm5GCsKzClFlHxbDpdijao85MPvqrJqCnwbaryZ6kre+icuRdtSWww4sCLlpl/dKRtr/1oqguk6/7X9wnvRiGtVWB9sUudc0XBUw/+ouyVHOWn/+8npZwCz3UdaOCmpyqVtHc55GpBao6Trdu70lw6QkjFIrbf6MyF2nUoOqClWfQFUqQ4llT9EPaBSKsFpU7IKRAW3ta9Qv5hLe9N/gm7VXn0nnzkLg8fxlNVd4voohzuiwSSTilHyAzdtkBtvxtlJ+XSLsqRLDsdHXjKuIUn3cVc1yRjySgk9LIdhzDSINMO+2D8zkWYJP9gdMrVkGaGozzwVKCS7h54dJhbKrAa4J6nIsO2r8Zj1PHLPxMw5VRj84UUPJpO5Mo5mPb5j/VoYXcE9XGT3INnTMrTqoGnv0JTUMj61v8KkkGON4pWdi+uy9W50LEW9f66grZk4mTESdUHbmzOp8jeM5c4bWYQ7n4luDO88Rx0tqSfaS3enGg0D+CrVi/RbNdJ3tgxm5IxGIe9NaZ9s/j2hTFM/FmRYyetnUp2B5VvusEO+5p8h26ff7f4MWdTHnrjaGg4Rebj0TQ4eg7Xg3oYvDeQO0/m9WtTmf5dGk8uP8aR2zVwaLr5O+fOxpkfRyrr4aAeZ04TjPoiTPtlXFmP4fSa4MBvnPfWo4nhBHPGTaTYbObNOV8AEFu/Lv8c6s7JzOfpd/srqmqVPxqfh63jC41yc1Zqzm7iPjtMnZ4X+L3161ykFinTlKNodBoP98brQFOdVmG/81nTV0hKe8DzK5dx2V2bvflP0sht4J/E4WiORcM+VP7bSHtJ+yeR1D3rKGzfiEb5im6vXWmP+b1XKWr/GGjaKfp2t2L+8iF0jfiHh1ciiDMqr9HN28/wjHkta+VnKJ0mLHiXdpUvsPZkA/rV2B8sN4CMQtUGfYPhF9vfZn+bx2nk0sM+GHn1Cz6s+GnZtoAONyd2NmbelWexd57M/qsNkPKUxzDHXY0Zt3MxJsnBtXtPcSlEeUKaoj+PQ9MNy6mPuS5VJ0V/gYPOlpjTk4g/paznGMlB2Kc8IQHff3j4bt1M+mm+gX3gzG+GZh/MvjOSNyp/x1+ObujTKhBdfJSIEDubzii2W+wNwaR1kLxnFxltn8CVUZ/df7l4QjoAWjBvP43oVEeldeEpZRHoR1NmAHCEwYDf/wGuuGuRolf+ABhws6jJbj5qOh1jXwdMOwjAa3ffZE6ld8rIDPx+ddDZkivN3oN9SpwCsGpsVOI+l/5sxFVPDV47WPJmqGSDu3n7GfY8NoB+5hw1Dtg9Jg5WaEnHjF1sknvw54wuNJ2fy7lbdbkeU5VrAQsq18j9iNLmEKXNYdW85/it3wBuV6rM5oLu7F/UgZ+rDcdyoYhKurvcza6PJ+s05u1nmBC3GNNhL8sLhzNxn39gLxAWUg/+yd3ieESn2hzNT6XrT2uo8kUe7IO8u3XZmhtBb9MfgDJRvOupyMG+TZFWCfqYyt6UtNPRgUq6uxx4oRljf12M+3Z1TPv+JscbietBXbbvcPK0cRNj2QcBhyOYcATJF+Cw83Fwt+JoYWOanTrBxX1NeLPxS6rsxu1TJvYNUdY0PnRG0y5jG1yFrXJXepv+4NeEnxE7KLm3zf/Z/cSP7Mh5QikoiIBjJqacm8ffjk50Nm7nurs6HSiGfTB833L+dPTg8z1vMlF6G/Ypa6yH7FqNxgCNbI6gmPjTvglc6VidmOvZRN1SfH3MpHnUW1OfJcbxbO/QiVGmNXyE/+isNk1hVX5ftvXuwFtTv+BWxlOw72dA8SW73ojZHfwnKdcbSbQ2h6HbFrC0yxjyRbgqk01yDy69Vk2FzXusMW29o3ELPc0MR3h7012Vvhs9786ZxSa5B510djXOxZx9HTTKmHo6PJHB8X8yoeFy5r8whqc/38ZjhjMk5tsh4DKszqd/BU0DjqyrS+vYM1ws8cnQ7GKSj9xjk9wDgA7YVd9xxEjMPfIcb1T7gSOu5qBph2mfgzXyM/QzrWWT3ANnThPyb6zA+qAgSCYZjgRCNMXkdQ7ng83jmSj/Bsrbe0ShhT2GFGwinBnHJ7C8/lQ1FurPLudkZAPqnL7EMU9TnpAO0sNUzKrJ7Uioncmuf7XizTlfkO2NRuN2k6+LIrPQwgOjIlOfjQ69PJc5qetosPocALIwssnht2GAj16ZTg9TMSd3NaKS7i4VtGmYtrs4VqMJX303ntQdF3hzzhfMTj3KLtGG9vv3ki/C2XSnBUOSt6n67GHchE2E86LlAuyDb+b1p8LAB2x4qgeTVv5AtW5HoJ4Ce+5aJO/WX0S/C98zstpG1u55ipwTt+GH4L0Jj0z/kx3vR48eFRMnThQpKSkiNDRUVK5cWQwYMEBcuXKlDOzFixdF165dRVhYmIiKihLPPfecyMzMLBfvwoULRd26dYXJZBI1a9YU33zzzX/kxbf7frGhqiBWiD3zmopZkZMFscrue5sFERpbIFZGPC1sFgSxQs01Rl8Uz0UtFBusHYXNghg39Rux95umwmZB2CyITVs7ikPWFEGsEKfDq4q+z64Q7w2bLg70qyt6j1wpPh76ktj5bCNRc9wFcb5VBbWdzYJIDzeL56IWijf2vS1sFsSBfnWFzYJ4ee1nYtPWjuKlyrNV2NPhVcXs+RPF6rge4vnkRSI2IUN8HTFare8ftVTkWzTi1fdmCpsFkRkuqXX3rOFiaMhCtU9Toz4WxAphsyCmR34oTodXFZEJ2UG8BWZihci3aITNgmhkPSwGVlkmGlc6FgSz3dpCnA1PFlOjPhY2C+KQNUVMj/xQ2CyIDfp24kb9SHEtPE5stLYvg9v3fXlEL/X3wegG4kZ4jHgxaq5oFnNAjEn+Tpx5sboKOz3yQ3EtIv6RPJ9tW1FsjWktNm3tKDZt7SjeXv+mGLdmrhi1Zp4YtWaeWLulu1jZp4fYbm0hbBbEsvi+atsjptqib9U1YnqlWaJv1TXi+eRF4s4TkWr9+0mvC5sF8Uy138WmrYpd5Fh0Ku83wmNUXdosiB5ha5Qd29YU8XbkG0F89q26RvStukaVxcqIp8VnFV4R+RaNqq9A+BvhMWKvsYH6e2rUx0KqYReHrClB8lwd10P0rbpGxCZkCGKFCI0tEN2i/xDnzRWFzYL4KWKgIFaIzHBJbdP8+X3i/WHTxHZrC5EWFlJGR99Kz6n8+vKIqB9VPs+bK5apfy5qYbn2ZLMgDlrrl7GBQJn0rbpGDK6yNEgO26VmYmbSq+JXbS/xXNRCtbxBxVNlaNssiJ5hqwWxQkQmZItZkZOD6Gza2lE073IgqKx79Poy8n4xaq6wWRCVY26Ko6Zaqi59tNsl7xQ2i7L73mZB7JYaCWKFeMX4UUn/vMJmQcxMerVcOZSnZ5/v2CyI7xJeUHGXbu/DbbMg8iI0QXU3UyJFs5gD4mx4sipvn53YLIhfB/YS7w2b/kj9EOtV7Ts93BzE72eRL4nt1haicsxNtV3dmLNqfdOYQ6KLZWMQ3tDYAkGsEP2jFJ32i14uukevF+nhZtG40jGxwdpRpeGj6+M7UEY7rc1VmE1bO6o2GNjug7ZTxYF+dYUxobhM/052ShaVY26Kj9tMUW3Qx7cPt2/3vc2CyIvUqP7skzexQphjixT9R/8tomMfBtH47I+Xy9C9FarEkMA4GBpbIGwWxNaY1kGw6eFmFbev74G6rBdzRtgsiCajD4rT4VXFgX51xbvtXhPECrHR2l6MiPpRxdU/aqnq87ujmwXJ9lG6P2RNEbWTLooqMdeFzYKYFTlZXAuPEzYLYkTUj+JBeKiwWRALIwarY8PMpFfVUjmhcwAAIABJREFUMc2H73KzeDXGLr4yoAy9apGXVZm0jd4hGlU8rtpJxcQ7wmZBXO8Wr9qJTyaP4t9ng4qeq4jez/0ubBZE2+gdQf32ybRf9HJV3vMiRgbV9/z89yAbtFkQo9bME6fDq4qmMYcEsUJMXPulIFaIP2I7qbosnX24N1g7iqGLF4kXo+aqMgnk2yf7pjGH1HKfDdosiITEB6q8S8eMDdaO4kZ4jOqXpet98xObBZFa8bS4Fh4niBXiBfN8YbMgbraPUWH7RS9X2zaudEwca1FbjFozT5VfWJ18caVxbFA88eEmVoivdS8E2WC36D/EnVrhqp34Ymxp/uo8cV7hO+K/333/Pzo8v3///hw4cID+/fvToEED0tPT+eabbygsLOTw4cPUq1cPgPv379OwYUMiIyOZPHkyBQUFfP755yQnJ3PkyBH0ev8D2h9++IHx48fTv39/unTpwt69e1myZAmffvopM2bMeCQvvsPzD4/UkRpvwKyRcaPDJQxo8TL1r36813EzUcYC3u77Dm+vDb73PWrWFzxZ5SpbBs9l8rZBzO2yApdJj0FWngQ+9tZBDs1sT+Pv3+DEhI8wCDd6PDiEhE7jQYcHWZgwa4IPkY3+/CtmdV7HyIb7yCkOITZEWRQlCyMmjYMmC9/i8MRPEL5t9MCM7f2Y0XIbcaHKPzEfD05hwKBx4UGHHo+6uxj8j83tQnmC+9XBDkxpuZOoWV/wVtst/HamORfH+5+4PLXsZf4a4j8A3i5MmDQyGsAhJApdJkIMzqD+eNFQd/4HjGh4kF41TyHVM1M187b6mnne0fZ8fqArV2e8zZT1z/LFU+swa+Qg3B60OIWEWSOz81Zt2le5zMddZzB9y1wEGkwaB7Iw0nrhdPaO/hKjxqGel1dl7ifUjU2jf71jvLq9H4UuIwWvT6bhhwf5cvnrtDu3Fy9axm8exnfdf8OkkZn+97M8W+8kHZZMYUrLnXx1sAMA7z25kff+CT7vr13yFapFZPJppzWM2PACFsnB/F4reXHDIFZfbEL29Clo9DoO3k6mfZXLaALaaj5exMmJ7zFy1Qj61TvJkJRDjNjwAo8n3WTeUWXt0MjH9vPFU+sY8vtIVj67AIPGhVyir6hZX6i4YsxFXH/lLfWpmws9px4mM27DYHrVOs0v51uzqs98Wi1+HZ3GjVMYKXz9JUB5fW/5ZC6ON8YzbP1oFvb+DeH2EPr594g3RhE7Zw5pr0xDi9d/DmGJ/gN5CEz5r03Bg44t1+rhdGp5/o/ny9RLGpdqgz58Zo1Mk4VvcXz0h9iFiTRbGCnz3yuXRs5r01U5LOz9G8/WPYFR48QpDPx9K4UeVU8xedsgfjzuP8uy6pG6rP5xGLViM6k1/yMujn+H17f34bUnNhMdWcySI48zsuEBHELCoHeh8Qg86NhwpRHD1jyP/fVJ9Fj+En8O/gZXyev9y3kVWHmhGT1qnKFR3C0cwqja8Ds7evBBx02YNTITNw/mi6fWIWmc6PBiFybe7/c676/5CKPG/2rRLkz8fPxxXmhyGCDIn75vNYoX9ysbE50Y8AgdZo3MT6eeYGTDA2r70u0AGr29nwMfdMSskXEIiQbfvc3lCW/jRYNb0iM5FdvxosGLFssncxV8r08K0nfOa9N54h3lMeGBWR3BqdBymfRoZEGHX6aybfjXmDTKkzFf3LILk/L6XuNV7dQnE1Auo/CgQ4eHjVcfY+yGodyb/jp9V4xj3aAfiJr1Bbb3X1FjmxcNDmFU++pFw6e9pjJ96xwMDg8/nGrHyBbKY0lfG3dJHLSXE3d9vPpisxbBpwe68nLLfzBqHLy6/RkmtdhDQmg+S0835bkWR1S8xZgJwR4ke4eQlFfsAXRc6NXY50teNGgRylIWtKptmDUyz20Yxa+9F6mwPn+RNUaEV/Gco/er0LriZbSIIFk3/v4NLo5/R7UTSeMs+VRk7xQGJI2L4etf4Oc+v+A1adX+lE513jqBWWPHK7R40JGYm8Hf3/bEXaKvkE/mkf/aFAwaZbnLcxtGsaT3ItW3BeAqoVe6343e3s/Jma2C6NmFiXldxzFj21yeH/YDC3+bgEv4X/5HzfqC/nWPs6D3Uip88SnZM6ZgFyZqz32PO6+8hvmTeVya8A7J1hxVr3MPtuPVJ7YqfS/x3a236tO1yrkguiGfzOO3PgsZWu8QAtSx01cPEL/sa3JHvIjGLdAilFiVH0ZOvUqk3L+o4nvlr/7MeWo1w34fwZr+P6jlDiEp+kCHBoFTSKxu/gzDji7nbn4kydYcmi18g72jvkSgIWrWF/w9/Gs6L1GWBawf/D1dq5yj0ClhMChvzcI/mUvuO1PQ6oSqR0/J1dYedGjxBvmLrz8+O/GNubIwYdC41D6DEjs+WPMhnc7vAkmAU4Okcarj8pmK9al595rqh6Ccw+7TsV2YeHrq72z7qhceocNt1KNzeDBqnKqM+60ez4b+87ALE8+uGMPZjCTCizrgtWs5PrM1J9O9tPrZ+f/+8Pxp06axfPnyoEnlgAEDSE1NZdasWSxZsgSAjz76CLvdzqlTp0hKUu43btasGZ07d2bx4sWMHj0aAFmWeeutt+jZsycrVyo3qowaNQqPx8PMmTMZO3YsVqv133eg0IM5xFPSGQ8ujx6jzonTGYWlqAidw8vAHb9jKpDZndWcaiF3SbRkIouK1As5CDYQzjCwgcHmd+rT/2rJotvP0DvhJOZ8/6sLI04uF1ahWujdcgPjgEpH2X+/BWOq7QG7Vj3k2feKyOmJRZ/pCW6UH0ZSUS4EX+WMhIsdHdvScYfy2ksSXnUWoAHOF1QnxaIsan2j/mYWnXsGWVTkrX9GExNSCAEXojjcsUG/l93uzshk5TH/noeN2T68K59uCb7FQ4ugT8JJNA4z9Y0PoNT6WbccRp6rCln3Ivi29XIo2RVvRlanP/eK40kOURaae4uMzGo1DbvTxMwOr6p41j3oBF/ARxX860M/3DAT3bz2PDTY+Cu0If0vbee7GwN4r/0bnHu5uQr3y53eLG6zkI9qTmXqsXlYGhkgR8+QykcQjlCuDn+Ld3f3wi1bkIX/BF+T1oHDnYvT6YECLU5XDE6NHXOBHacrmi5VHkCBhreqvkr91OvI+25i1gZeHhCNLkeL0xMHDjPRXjtdYy6Q6UhU6XzbejnzTw3A7YrkwM2GtIs5irlkD2kgL3luB5LNH/BP59XG5CnE6YnD5Qgn5P3mNLv6Ko0jH3I4twEAd9ISOJzTgOGV/+C5ZMWOPa4IzAUyxW4JiAYbWOa15PI/VYiVcokz+k+XMCNTO7yI0/n+DQm+JBW4WHS7J3Heu1SQslRejQ1DcJwq5vCtVNpEnwiapJuR2VavA06PYmfLbnenV+w2ZFGRkclr+em2f5mAXuNm2bnuVA+9iywqsufOEwytqFyEcDg7lYahd1W/DJTTxWYFRIywc/pOLd5qc5htV1sS6tUS7ymALPDYQ8HmPwxeoMQEvV2r4LGBwxWDxuZ/xR8t52Nw6GliuqnyPSp5LWZkmoTeYd3FDgypuJnmllusPt+F4ZWV18nLbndnVkHwDSa+8lqGCyw7150BSVuCImzT5QfVizYU+goPNfSZqm8uu90dgGqh92gf498csuOTHiw7p/BmxEm2oxrYIM9lQQNIJX9WsxwRxBlzkUVFEk1+vPseNkIWFVl2rjsnZyiTCLfQodd4+PJgZ6a1VG56cnliMBX4450vbm28/yQmnYOdV6szp40y0fq29XKWnO+lymTR7Z6MSl6L3q4lY+x0DJ+soW5MGuR7aRiRjeGhP77muSyK3wOjkteS5YggY1wehjZKbKyrvx8ET4kuAdWHLmQlUi8mjbd6v82HG2ay4X57Bib5b9FyyxbMBQqsyxHB/jvNGFJxMx57aBDukJLDxH26B9iZ0ZzhG8eSOdp/y9zpvNo0jfDfigaof/RkjxGzzhHEn8dlDYq5GuB4ckOa3D7FohJ/uJ4bS6OQO1j0xaqsl93ujsMTDyV2uuxeZ4ZU3MzB7MfYMtJ/wxTAjdTm9O3YjQanzwWV9zi7lZY3FPuZMfBDRm8cztnBL5O6/GvOTeoTJE9ZVEQq8Mcfj8uKphTfPn8p3W+fLX3T4UVe2qlcEPJ3egtmFCh/ihbPH8cvp1uiiYzFJfSqzy/pMAkKIHvcFLApMrN7K4BN4UcU6tWxbvODNrhliyrLEzl1aRF1BkOxJki+D4pigBjuZVcG2yE0wPXCitQOU96pn8qpxYWCGow3b0GX4yXHFU6Uwcb5vGrUCrtFtUsn0cxbj5jUh0W3n+EJyzVWn+/Ck5FXg+j44oseD/flWKKkfGquPsdhZy1aJlwGG2ztO4/Nl9uQ6wpnSOUjGIqFGstUvl1ajAbfBLMixuxgGc9q/ApTj83jVI2GtLxxJMg+S9uJz+YCYTJjoojNyuGUOZOek8ruMvr1YU/Gxq2mwYVzFLhDQA/v736a99ttDNLx6Zxa/PlOP3Q6LwezH6N19En+ftiSznEHleOg8IA7HGyQWyGCTT2UW88ODm1Ay6gzFLhDMBWVnSs9Kv2PJqUtWrQoU1ajRg1SUlK4eNH/D2Pt2rU8/fTT6oQUoGPHjtSqVYtVq1apk9Jdu3aRk5PDhAnBC7MnTpzI0qVL2bRpE0OGDPn3TIUBVrgRW4Vqmbcwlzg2UiFui46e6yewccDXYIX21iMBDbM5U5Sg3HIgFam3HQSmUQ3WUm3vLGZZ1wWV17beUr8fqtaUFjeOqb9/udOGb7ouVfDpvcy72JFJTZUnE3cik0CbV5aWVESuFEJkqbPQADoe28PVGtXIDovC4Tbw5N2Dal2K1T9L/GR/d15vtZbRG3sw8rG97LpdJ5iOzsaXl7oy7fGtat98qbP1EK32nChXBivTHmdcwj/cEDFUi8gKrjTZMRnSqBCfyZeH/bgB9bFAsjXgfNgcF68f+LIMjQ+ZSf0fP+DDsf6l0IcaNqVw0kGSYx7QJeUwU+4OArL5cPdMsMLV2GrUzLzBiNQNfH6oG8aBbszXneRsBVLc/HT7SV5L2ky/v1/iyIMqfFhlLQSclCZ7FZk8jDZDuABDARhkCIfsCAOnzsfT/a8p7B72Pse3J2NODL7NKqS9E8LcoMsDox3r998QLsnYnCaVzph9I/juqSX8de0l2lU/qra9HF8jiBeTviBI9k2t5zn7MKkEdzH2dw/DRDicm6S2q510i9pJtzh4rzqbshpB+BKlD1ZK5jrZHGrYlNyXj5EyudS/iZJ0Oj8miA81WRX72Hj1Ma474lQYxynls021E+XiK0i0qPY9qsHakhudsvnp9pNBdNwi0P6yaV95n9r/NtYTfNHtZaZv+Vrxy1L85UqhNI27QFOUtZk7bw8iQxdOfJgNzA4ONWxK7YyrRBbn+x9NhTgVPFY4kRUVJOtCYQKjnbOOJFLj7rP0bA2G1DVgNrg4VFidOU8oG4X2FdRiQVv/jU6B/hOYRjVYy9dHO/JyM399/Q+VuHPurebltrnsTqRVxHWOVmnMKKvSLn7OHDJe8cerKE9eEM0w6R5YISpgtJT1RuLcvluYskmTtWpfO1sPAtlBOHyTkmnd/FePossvNw4MsCq+3av2brXs1QvD+DT1t6C+X42txhWS+WFLK3YMeZWPDzyNOdLJodyKQXijsDEqxs9LHLkgFXE8tSFN7pzisjuRttZH35oEYC+WwIoaEwZag691xWj305SKeKrabjADZke5fawTdYbuW6aweeBXPGXdx9r+6WX88lFJHXdK0pu7nwFDYRk6TfJOqf4BcPBedSzRwXF/VIO1fLS3udp2iHUzAK2tJ2m9+2QQ7KB14wht3kCRQak06dBQ5nVdquDb05yZp7vj84PgVKqsHL7/U3rp+Pdqm17W3UF1I9oeLAWdzcyzPXm79UZCPv2Ond8vosXNY6DN4VbVygo/YR4V3zPW7XyU3UP93cJ6RvmS6wris7r1Hhqy+fVSKq+2VTbQ1rbeVutbWs/QkjNU2fMpn1rXUhwZxoy+n7Dop4kqzI4hr6r6GbNpBAva/kLPiy/zsjXgzK2AlGRV9lK0jDxDvmwi3R1OQpiNp36ezOEXFJ2M3riIse33osay0BK+nULdtVR1RxiUIvHm9dkQCS2zjwTZjC+VthNfmS/FunLAChqyuVpDGS8D01ir/4xkC4oNrs1oyvvWjSw63YZRj+0NljeKDQLsPplI55oByErGsApF6cw4NoDPO66iZUk7C8VQ6jLIf5e0/xnkP6eMjAxiYmIAePDgAQ8fPqRp06Zl4Jo3b87Jk36n8n1v0qRJEFyTJk3QarVBsI9KxU4TafYEqt29RZEcQpo9gWx7FFZRRIYcT4jXCTKk2ROCcoI2mzDhABn0XpSDMAOyS9aTZk8gWlMAMhTJISBDtj2KYtmMV9aQZk+gxYVjQe3itbk43WYcskSmI45J9XeADA/tsVROu08ERSqsW9bhlA2Ee4txEqby5qvPtUcgZKh49wEtLh6j+UU/LY+sDeqP8Cj8xmhsVLXkEq0pwOPRqvDR2Jj22Fa8sgZksMsmREndxqTuZMjxQbSRwSkbiNYUEOa18/zbv+GS9RTIYWp9qEcmVpOPQ5aY9thW0u3x5NgjFTwOBUaWjX68Li0eWUu+HE6WPZqH9lgVVyz5FMhhuGUdyJCSc5F4TS7R2AhxyyRoc0jQZoMMQoaad2+QY48k3R7PsMdOcVzfmKdHrSZcFGNwuYjV5GPxFHMn3UK72AuEee3o0KFEAYkEbTbR2Khpu4XGIYgSBUSIQnBA9cI76GUHf/WZTZo9gaICAx5ZkeX4fl+BDOH/3CLPEUkkRYR57Yhpo2gdc0nhsQS/VRRxq7CyaoOixA7DbxVSVUonQZtNgjabWE1+kNxtsoXiahWIpAiLx67aYLhGBiSiNIWk2RNIt8dTOzqHZ5KPggNMXrcq+wRtNi0uHqPNmRiK5BCcsiGIhs8HYjX5qkx8OU+2kmZPwOhylmxwkIjQFGPUCMBQxk58+Prt26Dad5o9AZ3Tq/axdA70Q9kVouoyT7YydN0qMuxxil+W4k3vcgfZvc6rUQKeDCFumRYXjyGyteTaI8Ch2LnR5VRtx+i0qzaIDNmOGIRHT54jEpesZ+kzSzB7XKpfZtjj1HiSJicgy0a1fz7fKS0Ht1sK8uVz05tzbnrzIN9Bhgx7HMjwbccX0dm9tLh4TG2X8eIr5coYGbLs0apNuGQ9LlnPgmbPYyp04JQNFMkhqpw/f3JykL4Ddeezx4FLx6rl4dhVH0SGTHuM2j7LHq3KDRk+rfYb6XYlbuTaIyiwhhJzJ4eKd9PY1PsrFpzpSphwqLTLi68+uj55N7lySql3K3Fjf9Ljahu7bAIZ0u3xIEOTyNtBOB/aY7HJFlyyHmQI89pJsyeouO8WJ5FtjyLELZcr16t5yfzUaxnFsplsexR9100rF650LpJD8MhaJvT6irYvbeGxsYe5l2HF5HUHwfnibbY9Su27zWlV5e2T9VdNJ6n6zZfDSbMn4JAVvwwcG5AVn/92/tQgOr1GrWRNvd7Me3KpyvemPnPYebF2kB58Y5qvTB0bPBaV1xx7JEKGYtlcZmwoTxY++/SNUb6++uzEZwtvN92ojpc+u4/X5FLlwR0StNnonN4gGwzz2tXf+XI4fUauoNAZHkTXh3t68x2qvJtN2sPUXp+o9Wn2BOI0efzY/AXi0x6yaP5EsvWRuGUdWfZo6ibkk2GPY1NsN6yiiHR7PFGiQLW90jJxyH5fv5yViKtYR6EcyuLOC4J4sjkjVJ/08a1xCNLsCdhlE3LnE0H+0PalLUzsORuPrFXjd+n5gW9+4vPLwLgYKJcEbTYxd3LUcp89lcaFDBEU4ZL1ZGaFqnbpwxlog9Me3xVk0wi9CnsnPSKonVvWkemI/o9zOV/6v56U/vbbb9y/f59BgwYBkJamPBlLTEwsA5uYmEhOTg4ul0uF1el06oTWlwwGA9HR0Tx48KAMjtIpxCCTaEwnMzqaUKmYRGM60cYc8gkjXsqgWGPkUpVaJBrTg3K6N4ZCjQkkcGs1pcc+DJKbRGM62SKcZe37c7RhE5Ag2phDiGRHKwkSjell2mV4o5B0MukV4lg7oA9PN5wHEsQZM0GCPMJUWL3kQZJc2LShhGnzVN6+6TUOJIg05oEEaRXiQQJh0DC77ySQQCd5g/rjEBoSjelkCStbb6eQLcKZ+/QElVY24SDBnL4TuV6pCmZJRlNS1/PuZuKlDLLytdyuUJHiMEUukuQiW1gp1Ibw7VujMEhuLFIhSJAZHU2R1kymNwKj5GT1zWYkGDOIMuYGycUkOfy/9QKd5MUq2YgxZqsyWXyxJZkiAotUiF7ygASW3CIyvFFkE06xzkS6N5p0b4wC324YSBBlzCXBmEGiMZ2wmEL+XNAfmyYUl95ApoigQBtCujeG3ZkpFGpD8OCFktem6d4YsgknnzB+7TiU01H1yMNSoiML0ZEO5vYcT6IxnbY1rvFjjxeY3XcS362eosA0TSZCyiVXhLG1bge+ON6ZLKzUrJCt4s8njBphtynWGEGCL493VvV105lIujeGrIpJZHojgmwoXCog5PoDckUYBdoQsoWiO5swAy5yhIVEY7oq70NZNUECWWNQZG2A3HqVQIKDKemESsVIkkvFnxMRQaIxnbxmVcgUEegSUOUCLiKkfMWm9BJ2nRFw4e6ehENoATfZNaLK2L1Pxz77flg9Bo9BR7o3ptwc6IcmfbGqSx/teONDjJ3CSQzLCuLNrderbY81a4hHi3LbkwTFOhOz+04it7KVSGMes/u8hFmSceiNqu2ke2NUG0SCaCkLjc5DhJSr+nyeMKt+GW98qMaTRCldOR0joL89725WfdJXrte50MW4y8QHn+/4crzxIUhQ6+GVoPaJxnTqLP6YnY+1LYMbCWKM2WQLqxqn/ny8G2MOLwYJtjbtSKhUrMp5xq65atsOta+SaExndt9J3EmoiKak/GRMiorbRojqg0gQa8xS28cYs7FKNqV9YkW23aun+l+kMQ9LbhGRxjxCDEXMPdmRKU3/pFBjUvUc2BefrH10ffJW63VK3Gh197BaZpZkkCDBmFHG/nwxNlwqYHmn/iBBoTaERGO6X5dSBtHGHIp1pnJt9/l6O0gwZhAi2Yk25pD10vhy4UrnUKkYneRl/vop7JnbjdPfP87McduQNYYgOF+8jTbmqH0PN+SjlzzM7jtJlfWUI/NUn7dKNsLD8/mjbXcipHwVV6Qxj5/bDUPWGFSb9Mn3qVvbqFZ4M4jvDr+/yq5RXzCt7d9BfPt8Agm0kvLkzqwtDIqxGglCJHtQXwLjSekcY8zmcO2mrGr1jNpXn534bGHQ5hfV8dLHo+97ujcGj0EbZIOF2hCQYGPTblglG+sXDiLMoPiwy6xXcaSVxBMk+LXtYI5+3ZbZ618P8q2HIoqxh37GILkVfThz0UseYozZauzpkbGFfMJIMGaQQzi7Hm+r8hMoE6PkVPF6hBaPQUuYVMTCC21UmuneGMIN+apP+vgWBmXMNksyaQExEQn2zO3GtxumopO8avwOrPfhzhbhql8Gzgd8cwgkSPPGEGlU5hdf93qRRGO6yvfJWg3KxG+D5Oa19lvUOODDaZScREj5uMx6ooy5QTaNRpHl9ZQqZBPOt2faqe2+7juerR38Z1r/p/R/NSm9dOkSkyZNolWrVgwfrqy9sduV9TlGo7EMvMlkCoKx2+1IklQubpPJpML92+RRcmxetvodDyC06medu1eC6zwABhA65btXq5YPnLi4FB49Q/aspt3ZvWrZjjpPImuNHK/csBy8evBqSc64x7g1C/jz7KQy+Mq08WoptJvU312P71C/azxQLeO2+nvqH/OC2l6Jrc75jCRMWq/ar8di7oHQB8MKHXdyo5j6xzyqP7hVlgcPpEY/IDnjHiF2OagdXi0mjTsINjYvW5EbSn9WPWgdjM9dFj8eTbl0N19vAujKleUPXZb46WAAD2xp1IkD1R9X4e7kRrNgwSQ6LH2tRJcaBdbrm7GU+u7LQgdCy7Bdy6iU/UCxGbdiM+ezq7B8cDx4oMBuYvyWRUHyrPx9PFJVCdDR6uIRFsx+E+fWNlSy2AADfTfIILS0WvK2aovLLrQNtj8MuO94VRn6crotvKQPiuxVmwnkPQA+PrRI5dtX5jjn9ttjKblGFeSBB+TDDsCAJ/1RuLWq3Ao3Fan19W9dKFePgfb92O1z4IFakVll5V5C40F4gqqbS/G1yuAq2l5EWmFMULv+a19W63ue3AJeLeNGfqP60dQ/5rGmSZ8SX/nGb3clNEOah2GTLEE2GTXCGmSbOYVhZeICQuGxvFzaJ/FqicvLerSMPJBjilBjTedTu/F6NUEyyCiMosO5PUz9Yx47a7flbIV6peTs95e+x/70+/Dd8/zSaki5drLsYls1hlTOvOePIR0ml4v3UdnX38otg2OCCJDpG3sG8yA/wo8PA4erNFVhZwz6sAzeY78OZtTobxU5eLWMGPsDeJSY7Mul21yNrVambPiu5WX159WiFx6KdObg8pJcnv2VzoH0M0Oi/y1s5cz7Qf746KxRZXonomIZP8IDocV2+u9fX6btC3t/C6Lh08v4LYtodP1MEOzmZ+fQf+3LdEy+Qs9VU4NxBdhJoT4UhFbB/R95Lz9fjalGlYe3GXzod/DAmE0jy9Lz8Y3eL3sC4lzpsaJEZz1PbgkoV8oMzgA7LBl/8cDw/cvL51HoWN/o6UfyP/aFr0vgFDyFxnC6H9vGoHLsr6wuFb5nH+1VSr6aAJ8sxy4C4vSl+Fp8327kI+kE+UJ58wlP8BwiEHfXE9u5FF+LOxFJ4KGMnfjwzTvaSZHhH+PK4A6Sd4BM8UDry4eoYc1iYqPdQXY57B9lOcV/k/7Xk9KMjAx69OhBZGQkq1evRlOym9xsVu4hdzjKHv7JAY/hAAAgAElEQVQsy3IQjNlsxuksf7GBLMsq3L9NEspZl6WzzqV8al3l12MHrbME1g1GGDXmW1b+8HwwnMbBvYQKZEVHqWUdr/2DSeugyYNT5eCVQe8u+S2C2in8OMrh1U10RKH6u1butfJ5LidXLrxHStJ9xjTbpfYrMSILNKXoaJ1Ujs35r/EG9h+9G1mrDyq/aY9R+qmRwQgRjqz/jEvyllu+asA8ruVGlENbZtzfQ0HvUeSKHYyw8ofneeL2YRVOb/Ywaux8do6YpehS8iqwerfyWfq7L2udqp0kfJfotxmdi/ZVTnFw1PtgBItF5lZSZa5XqqrSvD30NsmFd0HjZG7XsZz9vSNS191suVkLsLP1WS/oXOwfOVO1QdvO9kH2V2u4TKghr4yuOqycCpIAjbNExg6/zfqyEW5WTAYjRIbmBdu8D9anv0fpo7Q8AnBjBAweJT+i3m3QlsUZaN+SwOktR+4lOCoUpyvfDR7qZF8p1y9Kt5vVeblab9cZ+KNJVxzxYUqZ3kPPaatpd2WvCpOPyd8HI2hOZhDuLQjiMefXXEXeJWWasAD6Ki8u6mRfKTeX4VvvLltWKke58/yxRu9BK4kgXF1rHPfbw/U9pD68QOt3/g72y3LwVim4y4jDy8rqMtAm/q2/O/+ruFC58B5f/vJ4UJkm0G6Q6VP/hD/GYg+KrRN3/VgGZ9PhS/li1RvMGPwR6D388tM41d99uXSbmrk3Hs1noB50btwGLaEauxJPAuCEkfL1WCoH0o91Zv9nOemCx55nX/6tLExATKxceK9c/brN5fjZI2gcrNu8XLjH976P0+um8S9vsnHIbAb9OaZcuwijKAhnUXhIGVw/dHrh3/a7Zt4NCq1hj+QR7P4yZAy+74FxLsAfy+hSlZ2nTJkGWbG/f2vjDvqc/fOR9T/++jIYIdGaqcjEmQtGWFGO/RVbTHh8+pG8Kt9nxr0W3F/fmIT90XyXfDfoXHS+sovrlaqqORB2yaIxfLzu/TJ2EpgD5xCBuN/s/x51sq+QExHFraTKZduWxO9JLbcrtJ754T/buRES5ieAEWzWMK7ZIrlcGA9GmD70oxLZ8F+n/9Xh+TabjW7dumGz2di3bx8JCQlqne+1fVpaWpl2aWlpREVFYTAYVFiPx0NWVlbQK3yXy0V2djYVKlT4j7xM2QxWCZwGA1LJsoDBtQCHBfI0bOw6D3L98HM6TiDJfB+IA1eaUucIg1xYNHdiWQLeKCreePCfhaKmWCg2K3jtWmIcOcHVnij+atSJpLQ0GlwsWTjvCEPOljj6ZDMyYuIYtGFN+ajdlNGYb8fmguNdeb3JGiCOt3aNpWp4utrvH9s8z6j654Pk8N/gBsAbDfYQsOkIvNKjKllQHEKRsyIrnuxHx7bFrKAfgMJ/4HlBvlRgYF2Lp0m5fJED22vzfLXNalUNq6ssf94YcBVDsYnKr4Xh9Og5WK0ZLY8fDQKrQB6L5pRslnOEQYEBiAM5lGk9TvPlps5KH4jDWMGD44Fyy8o9i57qjmOQpyF9bD4WKVzhwRlOWmENyPPLpErunSCa5ggTV29VAE8kk/9cjNTUA55Inqt9jrmne5IQmqnYYC7gskIuXPu+dQCGOK4sKcGly2fFk/0YtF7R+4VB73E2uzJ4IsEeCt6oEtnEkTy5kNtzFXutmqss4j+f+ZjK995aLWmy/zgQx666bRT95cL2tu3otGd3KQHHUV66Hl6F6rdvQaEELmNZuBI96fGWbgqeKL8e83W0i7rB4vx6ZeFUXcdBkZE5jSfwyo75wTCOsDK0q2tz1LZmXPQ6/A/1T9pp+cEOAAauX8OUwjfo33gHk7fPx6qRqaXNUPDkQpGrEutaPI3DaFRP17/TsCY7oxM4H6psGuq6eis4oUflm34+fbr8L9K2G+14uWb5GyPKS0drPcGY3L1BZalxZf1h32ud/T9K9AqQZwknokDh/ecbPXih2iZUuQXg6F/vDuRCy28U2aCBQevXsOxWF4ZUUQ7KxhNBkSOE0OKymy59aUXvfrTfv4fu0WdV/LcrViL53l3lR6ERiOXUjZrgilBt1we77Xo9ulS/UAbvlYoN+Se1kI0z+7OguLMKv6KP3zf+m/RX+048tWs7kY31fr9yhBHvLFDWHxebguSiKelT6bgbu/AX9n/8AbVuXFf7XRrm77btyY6MCiqf324ME3YvAGd4EJ3fZw0LavvnlVR+v9qClj1uMKdjKfv3RgX52ZpGvWmYc1rxS/DDl6LR8njgZl5/aja6iAH1rnImw86fCd1YkbsgyAffGvw2FS6kl+E7tGQDzN9121M74yqVc+4x7o+f2d62Hc2PHGdz1y5lZLKiaT9qOa6W6zt/GFpS/Q0zfdrnsIJ+/PTkLqqvv1nS52i/reTrWNGrH3M7TWDja/05UKE95G4OokOBxNFk5XIDn24EsVBkhNzy7SYrMgq80axo24/FzYbRbdffQXLfdDWVHjXPkhETS1p2JTV+vz/gNd79IfhYSVDuil/Rux+Nz54i6VYO4Y4Sv7Xp+LX1ILLDooj9sCH6bGX88fG9om0//7XhGqjmMbGirdKHYR8sZPL2+cRnPqT9gb2s6NOP6pdvqjSNuKie6ZOZYicreitjLxoIOPlPlcmB6s3Z3bANz15aB7nQMPcsxQYTuALaAuHmOFY0Kx9X4O+5nSZw8KWAV/Lb06EYrjyIIiZ6L0NOaEGTCH/PowmJFBe5gFIbpR+R/kfnlILyBLRz586cPHmSHTt20Lx52R2l8fHxtG/fnhUrVgSV16lTh0qVKvH338puz82bN/P000+zefNmunXz3/xy4MABWrduza+//srQoUPL5cN3TumY2AEsSFjJhUsalkRNZmnSVLaeTSbbE03Xurc4dkW58aReneBudslZyem4J9l1LpE/YkbQK+uXoPqrxhR6Vz3HtuvVEKticR7zIr2XwTvVF9PDtpz62Qd4JuU8p25LFEWG+uWjNfNdhfd45Z5y5FHW/mbUrPo3z9fZy+JLbYJo3DNUJUcfSwP7EYbUPcolUngj7WUa7r9OjZRdzKiwlM8eDOWv8IF0tylHZl292ZmaVf8mXx/FoHrHue2sAsCY7E/YlDCchSda8Uv8dEYVzGZM3Z38daYq5aV6dQTnL2nQAJMqrmdnWG/CtAUcuRCuwpwyt8Bp13Eh4QlaHTwF/4e6946Osmgb/z+7Kbtpu9mU3fRGEkIKhE7oEJGqWBAIUREE8VEp6qNgL4iCigKi0ptSbCAogjSlJPSSBAIJkEIgvffdJDu/PzZ7ZzcJPs/7O+d7zvte58zJfU+55pqrzWRn7msi8knWjGF64XJeDt3Dl7ce5Yrojd5JRWhNKnVGJwLs7hAZIUi/YVqRnlE9wEyfw9J7hY0H33q8Q5qyLwqHFrbcGMLE4FT2Znfnvfe3M2PENwQNS+qUZoBD3pMITq7Ca14qb1xeS7LjKBrljgAk3fRE01KKXihQyPRs7fIK0259RUmzJ07yOmqNzshlRlOsWYz42+Xdtx8z9Ius5m9NEPozcjQtbUYVGSEI06fxeX4C+32msiD7nQ5tD7pN5RXtTpbdmcZ1j/68dmcBUa16eDAtkAA700K3ytaNndq5PJ9vCsn1o/ZfvO/2DXuzownTXyMyQrDnTizetVmo5DWM7Z5NriEIR2Mt/er/4vXsuQTZ5fKHagp2F1QE2eUwcewh0m/IGDPyJk9eXkUf/Ski6i9b0Z98TUOd0Qlfu3tWdL/rtY6fXU03EZ1Pd8ZJbh2rrF9kNefSVVwVPYiWpUj40m/IyFF2JagxQ3p/NOAyG7NH4mbTNnPeaQrg0R7XkWPkfLoLSwNW8fjx33j9oZVsSBnCqOg8Ll13pH9kFWfT1VLoIjDFS/xG+x6/e03Hvfoe42p28nT5Sgn3zexRFDVr0dkWExp8WPq/qFd4HZcyTXZq1sE3i+bzTMRJMm2i8Ky/y+f5CUwMvkr6DRmpDv3o3nCOIaGFDDYe5ZOsRCIjBFrbIsZV72KL4zzSb8h5ye9X5p/8mrDgwxIfnqxYxfeaefja3eVwmr9E20rPj5hf8jYAa33e4XvHFzl5y4ub2aOQ1Tfz/fhEflQ+CwjSb8i5md22CA0LPizxNCEwmc/zE/BtyuWmIhoQhOlN/+CeDh3ODceePFJqupFHk19pJZ/ICCN7D4wmLPgwjXIHeoXXt+YLlpY+Q0BdBisCP5N81cPBaezLjiEyQtC94Sw9Gk8z6Uzb4iBh9G7q5c6Mr97BftU0xlbvQi934PP8BHqF17Mx7wGe9T9C+g2Z5LsAcpRdGRd0A4DDaX6UqXzx12RidLOj/LdYSlvc+fCxTziQGiy1+0M1BfdSI3P6fceVK0rawwNdsnncZjOxlzLxKGmL2qAX9ihkBqaP2k5XQxqb78Rb8dYMOU1BBNnlAFDYrMMg7Amw8BEVLa5obColeQCSntzIHo1RIcdO33msUDPoFl7j5dNbOe1kCofVo+E0n+cnUJ8Zzr1mH3xt86lsUeMkr8NO1ozr5lxG/JjOxjuj2K9K4KnTpi+mS1o8sPFvxq1VvpZ6knVxGC1upp+mKnUqKu+arun1sb1HfrOvNEYzmOOqmuNSWvIB4N9PrGZE4R4W3F0EQEr5w9hUGlHIOu6GAjTb22BraMEz7DKuzaWscV7IBp+3qZc74ySv5aeUaILscvkwcB2v580n7/Zgqz5zmoLws72LrczESzNfzFDe4oabTTmFzTq8bIukcR/OnE2QXQ4lLZ542pRI4zHDxLGmf7zSb8i4+2E0VU8GYC9roqLFFWd5LaUtnqYxBRipznElyC6H3KYAAlv9dE5TID6qfJrrbFHKG6UYnkXNXhzeOI5pq5bhdEgJfnaU+7qiLq4mrz4AW5qwkRlxktehkld34K8Z3v94CZdP9mXvgQcJCz7Maad4IvWXOe76ECu8PqGw2Ru1TSWnr2losZMT06WFQ7dDWB74BcMq9/Gt9/vkNQUQaJ/TYd5/1Wcnf7s+zMV0JyIjhGSXx6dE4PlBhpX/bhK2uM+qp/DVCOxkzeQ0BeFaV4n9kLvs0M1h2e1neMFvH9/cfVj67aloShA174Uw44kfGFJ/kH9lvsmkHleRBRj55Wgsj/ptoTZzxH8Vp/R/tCg1Go08+uijHDx4kH379jF69OhO673wwgts27aNjIwMKSzU0aNHGTVqFGvXrmX2bNOE19jYiJ+fH4MGDWLv3rZr45566il+/fVX8vLycHV17bQP86L04mRocB/IIHky+cKbbBHMIHkyy07E07e/gYN/afh0zD6SjAOt2r++oS9hPtVsmbCZ15Om8ukg6wV0HY5cMcay7IfuLJ6SjKesBB9ZAVeNUXjISvGUlXDGOIBB8mSrdiM2zmXiwDs83/8gNwP9iEkz/Zd9wdibPvKLPP1zItsmme6EbURBk7Bj0+lezB94QsLtJTMZWoYxnHB5JqXCA09ZKY3NtihtrZ2eeVx/XfFmRGwBr2/oS3LLIB5yPca+hDVSvXm/P8aqCbut2g2UJyNrfTY0y/GzKyRMdkuqUy1cmLYzkQERJbzd6xfqcKRUeBAou0OKsTsZ1+RsujKQX1/cgLLawGnjAOLkZ6xwlwk3bogIBsmTOX/Pn1jfAvKEP7XCGQP29JFfNMn8pydZ/fJe1HdrpP4f+m42wZoyHgjNZFXyUBqa7Uh6rm0Bct0YQSWuGFtPofSTn+Pr5EH075LPv/eO46nY83x3pS8hmjIeCM1gztm52NFErXBB61jFFPcD+KqqmBt3gvePjsXR3sB7Iw/y/tGxHLkdztGZX3NR3o9B8mSasKU20AlNbhUAfmu+YOWkP9jxVwi9upTwTOhR3j82lmhtAQtSTAHLl0atpXf/Zn74K4h/P3iacHkmya3yen1DX24ZQykWOh50Os6fT38tjStXBHC8LJa9f3kxOiiNDzJnci9xNoPWzSe5xRQX8NScFcgxoqaKH/8O5L2RB3npyFNMG3mbnsYLBG9YTtHzc/HcsoGU6e/gI7PeuZB9+yMDbZJoFEouGXsTLM8m22hyZLMij/LMkDSSckPo2XKeBw8vJlyeQanwJEJ+nS2z91vpiVmfBsmTefyn5/jliXUkGQcSVHuViB1f0l2eSpOw47zR9A+snBZOzPkKD0qZuWEs00bc5uHES/ify+emCEUvFETLrzHv1Ay+ShsLQIAslzsikLQpr+KikaGTFZFh7MqO05Es7LUPN4d69t2I5uGIq6QbuxEpvy45zJM5ISw69BBJz61k/v5H+Xz8b+QJf0Jk2fxeNYK022rCA2oZ45HMFWMsg+TJ1AhnNp3uRdyABvrJz7PsRDyDB5vOuA+SJ0vjvW6MwHlANf7n8iU+5KfX4RPpJNW1lGugrO0Xd93W9RRNn21FdwUaST/Mul7r6YhzSb3UZ6oxhjd3DeL3aWuow/QPmfkXrRrhTA0uPLF+someVhxJxoHUZ5XhGOIu0dSCnDPGAfx4QMfLb18g6HIe0359llceviLZpaV8nanFRVZDiMz0K82yE/EMHVyHETkelFKKBx6Ucjw3jJ3HQvhoxkXW/9GV2eMyrMYDbf7VzCMzv+cPNMVk/jJ9Iv0iSqz4V9LqB5OJYyCnaQ8XjL3xlJXQEiMn5GoOWy/3JbSHHd1lqZIsHaknK1PGhMhr3Ovjjf+5fImv5r95/Uw7dBO2PcepYZ/hUlRnpeOWUCOccZHVYsCOeuGIq6yKJONA9h7yoN5Ozer47zrQedUYRVVrHJ/cImce8z6OEj2XjbH0lF8hyTiQZT90Z1/CGrJEMAXCmyjZNUrxIFRmmk8yjOF0lWfy3tGxfBDfMQZle9m9vqEvayftJuaH5VyYs5Te8kvkC288ZKWMWPcCSc+tpKU1+P9LR5/iq/jvKO+iofimjnB5JlkihDDZLe719ML3ciHVwgWVrKbT/lKM3ekhbwsj9PLxaUwekiX5abMuXDdG8MLmUfz17FckGQfy8ffR7H96HYPWzefnhE14u5jwXzbGkppix/Seph2yLBFMiCybrXfHMN3voNU4B6+bz+r473gx7HdakFMqPNDJiqVygC93deXnaZupwxEnTHbVW36RDGNXliSPZ/krW7lzJogusttki2D2HNLy6Zh9Uj/XjRHSvKxAzzURhbesgKJiW+J0pjBmaeX+NLu6U48jr2/oy0sPX2f1vm4APDcug+l+B6lvsiPHJhRPWQmPrk9k2SzT+Mw6VinUVPZSYX+pGWdqSRMxVuWWegKmSwXOG/vSRXabJzc/zpGZpl+AB6+bz8ZZByjFQ9LzKNk1rokoK1xm/73tie9xop5GFCjRk+4fQWjebexp4pboQqjsdgcfO/Hga+wd85mVjeT18+HOmSACBuSQlmNg/Hul/9Wi9H90pvSVV17ht99+Y+zYsZSWlrJ9+3arZIY333wTR0dHhg8fzurVq/nkk0+YPHkyPXr04JlnnpHqKZVKFi9ezO+//87kyZPZuHEj06dPZ8eOHbz99tv3XZBaQkGwJ1fKYk2hI2pMz7+WT8RfXsS18mg+Hb4PGuFKWaxVilVmcqZhmClMTLPoENaisV7JlbJYvntkBzcrwyipMYUvulUZSlmtO8ZGudQvjXCzbwg0QrQyi7pGFSUFngSdypPK08sjoRG62rWFMdE3KKivd8RXXmKF21yeWxUIjVBZZwqxINe3hcloaFCSWhPDmKjfGBP1Gy0GpTSu3rbX6WKXbzWeLnZ3rd6rerm0PVepuVoeQ5j+llWd+npHQu3y6Su/LPGkoNq7NXxKGJ5UkqyPp7TAxJs4wxmJ17JWHNV1KolPLi31VDWruVfty5xfpks8idmxGv3jzlS5WIf4iFJk0cXuLu7GKo5M+4ZYZSal3m6cfqIPpV4asquCSS3rLsn037vG4Csr4ZfyycQqMykwBBKrzCTCPhcd5ayfdIiaZ55leJdiiqbMpovdXe7k2GOjN3K9KZZAmwK+KX4Bw3AHYpWZGPU2Eu3NDbZUqdrou9cSzoKwzwm0LQKDHYqmJtaP+QFfeQkvOG1mRcjnLOx3lNTyHrhTK8nSUv92Tt3Na4G7iLC3Dm2z5ewQMiq7EWhbhJesDH2Tmpx8NbHKTDA6MlF5mCtlsaSVxZBdFYzBaJLlggGnuVIWi62+meKWYBO+FgdKaz0orNNRVt4W1mX1pL9xj6snUpGLmDGZxG6XETMms2fKdqb1yOBKWSzGeltcjdUYZ0zmAYdkPg5bT6wyk0OlD3awFzOfAm2LoBG+cJqPoqkJRwGxykzOTf8cMWMyp4a9Sv1TT3KlLJbcKpN8qhvc8T9h0te8Kn9uV3aBRkit7w1GRzA64mNbxRSHfbg1V1BQ7Y2+QcHNyjDsW+DCZFPf7kZTaK3sqmAr2tTGWs41jYBGCLW9R3ODLfeqfU3hXZr8OFM7hNzqIMnmzbo/v9cJrpZHQyP4y4u4UhaLT32+1Xizq4LxSS604oOnqJTkbEnHDtepVu+//r6WM0/04eGgq9AIkYbrUrtnw49L9a43R1j1ebMyjNBW+5Y5CFKfiOT0E30480Qfrk6OIHeyL42z1TTOVlvR9WtyiBVNZh+2Mn4P+w89BI3gIy+nj+Fip/K9WRnGquMPSHkL+x0lrSxGkqX574qgBRxK/JbB376JVl5FL/0lk+524l/N9KTf9ZH8II1Q16jqwD+zH0wrielAH40w6bsXuBDQC/W5amgEHeVcKYuVfOzV8mhuVYbibqxCXi8knTP3c6UslrUlz1FzVM2lg33ITwrDJbfOigc0wqFHRlj5SLN/qK13psjfg2tlUXw6fB/z+p/plM7blV2ksefX+mNosIdGyKjoCo2w+O/Jkv/Or/bhSlkstfXO5FX5d5gbAm0KyIgL7bQfS7pjlZmgl9Pb9rrkd330BTQ32JL09EpmH5mLsTXsnUo0muzpWgXZVcHYNBq56NkTGsH3dKHVuCU+KNtCJj3383SrsnN1QyQ9kWhptZ0j07+WaNw/eR00mvyFfVNbOK0bFRHoKJfe86t9oBGKan06+qAWJ6pbQ1IZG+Xo9MVW5VfKYolUZEs6SCPY1LRI/qSk3pfDf4zmSlksZbXupJXFEGJ7z6qfboYbGBvllNW6U1PvwpWyWJM/0beFUnNrquCpXbO5UhbL3sfXca/Gn1hlJklPr0TtqOD0E304P7kXVVOcuD05iMbZKnI1/lY6X1Pvgi65hJ8v9aG+3rGDT7HUE7MOXimLxUtfxJFp30j5SU0PSPZp5oOZ7s78t5kv+gYFNMJfl0ayvmQ2Zv/cmY+lSWGFh0bYt/8RrpTFoj5ew4lTI/7jWk6C/3gRqQUMHz5cyOXy+yZLSE9PF2PGjBHOzs7Czc1NPP3006K4uLhTvBs2bBDdunUTSqVShIWFiVWrVv1HWi5ebL1L1ROBwiiEL+JLt/mi0FsrhC9inmaFcFJWC+GLEL6mOu3TYW28VC58Ed9cf0Z6TtNFCRRGcdsrWMItfBEjnI+Kde6zhLEV594do61w1Pk4iJnqDeKozwjTe4RSCF9ElZeLEL6IaMcUqe5tr2BxRtdPeh/hfFSs0MwVxtZ2CartwuiL2OkxRcJtrtviK7Ma1yLXjwUKo1A7Vkh5lnQJX4TascKKH8bW54ddfhUOyloxU73Bqn6ydoDI9gq04smbmo+E8EVUeztLeGbt/8qqnWXfv3o+3IGWua4rxQCnJBHokCWELyLOJUlUeTlLuP8p6X3spGcz3as0LwkURlHs7SHmuq4UydoBQvgiGrwVVm2zvQNFvOqwWKT5uAPeKeqdQvgiKrzUnY6l2NvDKt9GbRDRjikiTRclPtK8KeUv0nws1I4V4rhuiNR+n+cESZadycYsSwlHqyxdHKokHE0+NlL5Q6q9YoVmrnBSVosJLvuk/J0eUwQKo6jzcZD68HAoEivd5nYYLwqjUCgbRLZ3oFA7VlilWep1Et1mvbFM7fXEjM+s6+Z3M+72OHyd8gQKo0hQbTfxXrVTajdTvUHEOx+W9MTMr481iwQKo7jm1U28qflI3PYKFv2cTkt2aZnMPDFa5Dkoa6Vns54IX0SgQ5Zo8FZIsjTzzWyXWocCqzGZeYKipVP9NLfvTM7t9dsStznZagwddLApyCR7lWOlEL6IAU5Jkl2m6qLFgrOfSHXP6Pp1ypM2utrottQT899k7QAR49zmo+JckoTwRcgVzaKf02kx3/VLqWyWep1wUlZLskRhFFNUO8XDLr9KuA9r4zv1Ram6aCsemfld31Uh4bb0V2b9bi9LyxTokCUWuX4sFpz5xGrclrIc4XxUKjugHW3FExRG4aCsFRvcZ4p458PCw6HICr9C2dChTzPuQm+tOKodYcXL7R4JVnXN/jve+bA0dktZmucGy3lnvuuXQutQII5qR4hZ6nUSrgTVdlEXoZRSZ/xoL3uz/w52vCWEL+Ib9+dFkbenxO8aHyeJbsu5wTynWeI0+9jOUj+n00L4Ws9RZj2x1AUzbksazc+53v7Se5RjqhV+sw5aytLS5sz+pM7HQWzzeFIqf071rVU/qbpoSa5mf4LCKLQOBVI9yzVEe1lucJ8p6bflvGNJtxlPtbez1RrCXGeCyz6h97HrdG44rI0Xxd4eYqXbXJGsHdChHIVRNPvIpfdCb61AYRRbPJ7uQO8U1U7JnjqzS/Nzqi5apOmihPA1zZfmMpVjpTD42Eo62N7HPuzyq1S3xtvJSh7ZXoECuwum9drFi/9xbfc/PlP6vwUst+97aeGOly8BhW1n42Yfe4Evh2wi4c9X+G3Cxx3ay1bvId4vhT7HZNRPymPV0A2d9hOybQ2v/n6RgMI8Hjpx8D/S5bhmF18NXc+zkUcpaVDh6VBtVR6zcwVpCQus8hacnMkbvX9B51j1j7jrm+1xtLWOVvB32GCWPfMKwe9e5JuWJchWm26fClYVkfX081K9kXs+5JHwi8yL2mvVfseYSUw7+OKpSYkAACAASURBVLOE+6Z/CGF5bTc/BG1dy5zoP7m7rj9fr11o1XZFygR+XfAof//1bAdaO/vO6Uhedx7wT+1QFyB6x0quTptvXT+rKx+nJJIQfpKXT82krkmJeOnRTttveGQ6s37dyrwTs0gIP8nAn5eyqPcvLL1oOrT90YDtvH3G+nxywIBafvNfSIhbOQl/vkJNo4K/Jr1Hwp+v8nd+d7Kemi3xZOOj0wFYusp0taRs9R6GBN6ivMaehPCTHCnsS30DFOvdyak0BQqeFXmYb4ev4dE/FnXQwZgxv3BvpYyKwzI8lNWUzJpuVZ5WFkDCn68yMeQcOzOHkPX085JsASs++G7dwt3pz5Dw56vsGr2cV2cv5ose0YiXHsVzw1Z+WrYeVWMNvfJSrPqwxGcJKU+8SHddPr9l96GmyYHEQ69Yld9PBgCqdTupfi4BgKxqHV22rem0nhmHbPUedo5eztSwUx3qzDsxi69Sx1vlpSXMJ9q9bQvc0nbWXxvF7Ki224nMOrg3ux+P7H8D8dKjeGz6jtKZT0l1cqo9ORI7mP7nLxLjfocfsoYxzDsVL4cKFpycyYohmwCTP1k/st2HWPeBVSnjmddj/39VF+hAN4DPli3kW+wqtYegrWvJmT7nvuVm2VrKSrZ6D+KlR1k07wNJjwHeuvAMS/psASDu56WcnrTovnjX3RjLcxGm7eJV1yZ28Cdg4vfW22MY75PEzswhDNtfz7s94iRaDg58gDHJR6zafD15Njfntkj87own/y2smPYCC3Z8w5ILk3irz88AVrK8H+4zxRF8mjqZ8H02LF31Hp4btlrZZXu+/RN8cDmRjBItOx78UsI9QHujQ73ThV2J88pg0TzrK57/yg5nRHAmg66cluadc1G96XfN+ljF1Fabt6Rt8ezXGXnuOLvX9WB5/3UA7M+MItC9htwyF64tGcXrW1dIOMx6YYZph16W6P5voD3tL/y4rsNcbGk7lv05rtnFvPQMAA7fjmBUlxvsz4xmRHAGjq1X5y5d9Z6VLM1w7G4MI/3SrPJkq3fT0+sulybNuy+9ndnOmaA+DMi5wMR9r7H34c+s6H7o9zeJOqS4r+zN/Jb/WUmIugidQyVpZQHEtPop+5/2MPPQTZLyugAwwC8bd8c6mo1ybOWmj0X3Z0bzfdZ79Mi82mkf3zwxixd+6rhGCdm2xmqeN8O7z7/Fh2uWSDwRL5mutX3nX2+z+NuP7ssb8/rkrTOJvDL6Dz6bvqBDnc74EHZ9K49/m8PIhXvZaPsIwUusl5WF1/LZ+uja/2r7/v/X1/f/q8AF033STjLpXmkAFLWgFgwLu2SdDxhs7IBSsKtm6bYv2Bo80KrOl6Nf5OU/W8/4ySt48dB603M7PPeq1fiqrBeSTbbV4KjnZtcQVg+ezcpf3rButC6AH+SP0+NuKhFFrdfoKerQ+VRxNKsr8SEZvPPY2yzebVIcq8VdE1ZfwAMYzpRyoOQxPkkdC4NA+sJNXmFNr10VDk4VHcYw7czPprxW3GE1WXw4fRHv7l3ahkfZwNc/LOzQFodGrj9dCS/TAdovSAHTtXCusLfnOCZebvclpU1lB/yJx58jyjMfHBuZHH2YzZfjOtIA3NH4IYSMX/JjTXJ3bv3ST1HP2LDjJN8JAWU9UIr2Ay3F7xWjtG1Gn9bAgoIE9k1ZDXbV+Di1Xj9oV4OtvLj12cSTpdtaDbG1f/WUJr5WryBhz3OgrGfj+M/YkjaY6kYFK8+ZPmLoF3KVZpUc7KpZfXskL/U2fZFdqNJydYJFVAZ5LbjCwskfsuzHd015hpbWa0brLGRp8fWiBR/ya5okunGFxTsWs3bYFlMdeTnDS05JbQ7EjGJs2mHyqjXc72vIsw2hdHfN53hpIL288zrW60QGtQZ7nO0NBKoz2spFy337aMNRCo566T3FN5oe91ods6K2Y3tVczs7rwO1ACfAsdG6rNV4HIbK8ZumhOsQq7tsVcfJvsEU5NylBVxhSq/j1rjNdRW1nY7bDFZ0OzT8Y10z7L4ey2PdrtDFL69D/aEByf+Mo719d4BWvrm2y3PFpMut+Qsnf8gy13fbqthUsTTxFfpnnWfEdeuIAAC9A65KbdMq1Sx8zkJnzeBkQK28h4NLFdhV89rOVbzLt1K7MelHOtD+4qH1LFBMacu3kOVv0WN56OoB7qm98a3qGNWlPSz44xtwBdVUWxaO/BCAqw8FUHVkJ2pFAzg28s7MNh9rhgGuN9gd/iFsQ7IdSzot+WYJVnbbCu+N2M60PbOl+raN99GJ2qY2mVhAyOpPWPqStc/pd++i9JyUF8Ig/yzJ5i1pEwY52MtYPnqdhG/CoQWkzXmPCTsXIPrN7lQvJLD7Z11vD+1pB7jarRvRBaarx/uFXL1vf1OiD7N020Zu6kLYuHAuS195j2Ufree3l5YT5FrWNn5lfUeaKps65Mko4/W47/7HtjOg8gK4Qkaduo3fZrrtqlm6bfV9cb7z06cAnHYOQedt+vBs4Z+P8ccU08K/qaiUGSu+Ze3mNwFY+eQGRgbdoNagwNne9LHYpx+tp8fb7fnUBi8c3tCh7GDMA/B9BX+WdmN06HWrsrd+/kyyTRllUtvFOz/qgOfr+Nm8eLR1jSM3zcNLxpiOY3Ym285ojMw7x9JtX0MUPMglkw1ZwKUC2NqxWefwH39L/V8K5u37CyEIMAoRhfjSa74o6KoTI5yOCBGFcJJXi30BE4SIMtWxTBt8ZojDQfFCRCGMUQjRLqWFRgkwitvhwcLYittcd53PLFHTzUlAizBGW7eri3QQM13XS7jNydjur4hC3A4PFmdC+kn5I5yPSGMRUYgE9ffCGIXY6TelA33FER5ipfdcAS0CjGKRxxKpLbSI2+HBVrja0wFG6flhlz3CQVYrZrpusKIvOWSAyA4PFIs8lkg8edNzsRW+wq5acTRoxH1x/xrwsBUdxREeYq7bCjHAIUkE2d8WIgoRo7giRBTiTc/F4nZ48H1lIqKw4reZbrNMiyM8JLr/Ccc/Jcs2dZEOEu1F3TyFMRqxwLhElD3oKqBFRCtSRFpolPhI++Z98YFR7AuYIMnSTGt7WRrb0QBGkRYaJUQUItjullX9o0EjBBiFk7xaTHDZK7Xd6TdFgNGKbg+bIrHSe65IDhlg1Ye53MzvL73mCRGFkNEiZmnWCjCKCS57JX2y7H+9z0whohA1Q5w64EsNjbZq08/htBBRCJ1tvhBRiNmatVL9BPV2IaIQU9Q7JDwzXdeLeKdDQkQh5rqtkGRpxmfWwdvhwWLK6c2SXVomM92W/HSU1Vjx20yvMQqxRLdIkqU5/3RIfyGiEFqbAsmfgFHsDXhITFN/L9HTXsfAKOa6rehUzpa2Y2zF3Zm+tOe3WefN+AY4JIns8ECJ32Y9EVGIMyH9OuWJpW9or2eWNpsUEicC7bI62EOw3S3Rz+G0mO/+hRVeJ3l1qyy/F2AUU9Q7xMMueyQdPBwUL4oiPIWIMtmOuV1qaLQVj8x+0JxMOthi1W6n3xSxwLhE2DroO7W1QLssschjiaSD5nGZcVvK0po3LVJdB1mt2OAzU8Q7HRIeNkVW/qYzf2LGbekHneTVQkQhtvsldOpbLP2ApSyjFSkSHWa7nO/+hSjoqhNHg0aIWa22I6JMc4MZV/s5qL3umGVrtp0Qu5tS28KuWonfNd2cJLotaTXPaZZ4zXbZWTLbvBnHWp9ZVmOW0SxEFJKeWOqfpa6aU5Qi1erdrIPtZWm2HbM/MUYhNrT6KhHV0fe2+SoTv/s5nJboMNczy7J9qot0EBt8Zkr6bemrzLijFKkSHjNP2tM9wWWvxO/29B0Oipfm+aSQuA7llnpiubZZ5zOrA71T1DusbP1wUHwHXO39iSVuSz0x020p44mqPUJEtc0N5nYDHJLEAuMSAf/99v3/+V9KDznGkzhoO0VyNaFON/i33ef0CLjMibQQHu/3M9ezXHjQAxIHbbdqd+qyjgrHWoa4wdKS51jkuc6q3NGhisRB2zmQGk5R9HSmT9jAwakjiP38MkE3b2FsaSZx0A6yld5cCezB+CumLZbt1/vgFpCNu6qQGbJ1TIjezYQrB1mo/IIZbms4fiqMOSGmrT17ZS0qmZwPiuaQ690Lnx4FJLKdvWGjGJN6mLhuSegN4Oudi74FWoQcG5np536ZTE+oKoPEkB0AyAtK2bl1Ehsfi+OtkFc5UBBO4qDt6FsvxTqSE8kDQenoZQoUQi+VyYChUcdxlVWilyv4xLiQV/XLAFA7lLI/oytyz1L0ChNPYtxTOL54AD+8Pok5FZ9zujSSuMhCTuSFMPmxE7x66QsOXI7nT0wHmxXUcIB4DjKCwlo1k97eTy/1RTTycqpkrugb4XxULIuens3dn4Kwb6xFL2CXXSJ2aRmolfUEqUu5NawHpTtrCesO9euURK29xtArx3GXl3EiP5JHR57k4twYrvl2I8czkB3cf4v5fwLr7kxny51H8HI2/SK+tM9bpgJ1NkN6n+DYpSBaNBX8mNsThW0TpQ0uUtswTRGJg7Zz/aYLcd2S2HQ5jrfmLSbnYggbL8RJ9ZpslSij/UhoMn2p+2Hly4zvvYdjt4Ooc66mxLURvQK+v2Zu00jioO3YKpqIqr/KpstxPBl1muxme5Oe1+tBnYVeAahzCfXPQG0sJV944CFMv6AlDtou0XBhdCgut86zsSKO9YrBtIR3Y0/PidQm25BR5wHqLDbeaqM3qMdt9M1gV1eHXgEVTq6SPv11L5DwkKskDtpBWbWCEttqNt6KY4nN42y8FUd/trDxVpxkjxsvxBE0Igt9MfxLuYH+zmfoIr+FXg/uTulk6m1JvxfHBsVgiYaY2BTsm2ux/bctVXaNVNnYobRt4laFllBNMUOjjqO3OOWyUP8hq+wflHg4MfqqRO+L8m+4qI5gkO9fOMqr6BH+N3oFrHZ9CWN2EY/3/wWFUwMn0kL47cxodr36NAN8kpDbGNE3wGr7BbxkaNsKTRy0HceieyR2M43vmiqE0CLTcZiYkBT0TVDppGbD0H/x+F+/oG9EotvcXoZg4wWTTC3h2dEb0ZdAl15Z7E/tyqywXJwcKjn/QT/C3rnGscihBN24h6GHjI1/mHjVEtuN6U2bJHk/aeETDDJ7iQ+Jg7ZzoOlBppcvY+jgS+hbN4DeVXzCh/o3GNjvNCHG23Qx3kTf1EbTlAE/oJcp6d+SjNxG0K/lDFk1OlqULSQO2s6VDDe2+H7BiAvfsLTPWyadBJwcKiUd+DGlJzERZSTnB9HbKwcAjWcO7lNK0J+DZpkteoXJDw6eVUV5bx/0nYRRfaTvr8S0pODUUoneCFdLfEkctB2V3oR7fO99dLHJ4VphG78BiSeJg7ZjL/QENt9mZOBRwmQ3MTS24f/D9iHGNf9m1afKoQy9EeTKRtxVRehbWnnSCDktdtJ4f48dg0FmT987l/ixNlEau7q2EDvbOq4/FsKQoyfQVyLNO7PCsukZepF/237Oa4ZP6Ks7K/HePDd8kf8UI/2vEdtyCYBSF3c8aky/MP6ZFc3okKugzsKggJi7e9kZsYidtwejV8Bh29H0bznNxqtx9I09i7G5Gb1oo1uGSb+jvk3B+6176Avbxq12KEXfSZhigNGxf6LXQ7VMhUpUcyJ4GGdFf2nMIy58w9GSMIZGHWd7Sh+e7naSxEHb2XG5D5MiLrBBMYhyuYKiqb6E/JLF0EHHuXjTl2hP05GAnqEX0TdBVMh59BY7h5HTrpK+3xFfnxsS3wP9TL4K2tYAP6T05JHwy7RoWvglfAyJrtuxb6xldOyfhMlv8aJYTeKg7XyU8yxTBvzAn5ldcQh2o3+LyR5X2y/guaZvCHS+jbso5RX7L4h4LB31oVLK9QqOOzxI+a1SxvfaT6w8hY0X4ujdLYmN1002GRV+ntRZXbl+tQsvfm/yHU+nvUniWhN9Zvt0dyxEZtRj06WRJYY3SfTeTvSDqej3to3HrCeW65ugplu0j0w2sFsStjYtkp67GwpJ9G3zBQcum+bo/bd6MD40haubPBicnI5emOrLGxtJkUfSN9ykg2Yfa97JbXEuQq+Av4NHsPP2MGZWfyXR1CyzZWyPAxywPj12X/i/f6b0SYjwUOBoY/oZXG+0QyFvYvah51k1ciPLksbx/rC2c08HCgYy1jsZ2fKfeKPnLj4e+Qvzjs1k1chNHfo4UDCQH89HsPnhTeTUeRPkVMC5sij6uV+jWchJqQint5v1OaFHfpjL4LA7jB93HZ/cPHZe7c+o0Tl0Kc0BIGbrctKmvwpAfYuJ7rUXhzGn93HaQ1ZgICG5udJ7fZM9jnbWZ0oPFAykXuVEtDEDH2UpqlVbebp7EoduR1Pw/Cyp3qKjk1ga33Ym50plGD1cbyIDLpZHkF/vga2NkUHhqTg0NGDXbIoLGbT+G+Z0P8wb/TueP/w1oyczjiyg4sXprDz7APP7H+lQp6hRg05pilF5JDeGBwJNZ4BOl8YQ52F6/tcfT4GQ8e1469/8p+2eQ2GzFwkRpzhwoxsHvMdy8qW36JNypUM/bw95i49OLmHesZkkRJziw7/HMznyHBtThhPjkcewoBskHHxNqm8vb2L96z9ScaqWZ3udIuH3BQzWpfD6wAMsSxrH8dyu7Jn8FUrbZi4XBtDTyzp4fpc1K/h10hcsSxpHN10xM6OPmp498nn+b1NIqBWD1xIeUM/7xyeydswGYl1vcqDAFJZk3I62Mw8qRQNH138hjSujJoAWOyOTd73CxNDz7LwxmKxZL9Jt/WfcqA4CQLz6BIcK+/Og11nG7niZPxK+ZFnyOBYN+oP6JnucVm1HvPoE3TJWc73rS1Jfe3o+xKOXf0O2/CdCnO+SVevXgZezYo7yWEwqZ++GMMzzPCN/sd7mTH12ETGut63yzLr8rz+e4ttxpsV1VpWWLhu+pjO4MOMdbOQtvPHHBKb3OsfUiLbYtKV6NR6KKuYdm8lXl8datUub/grRHnn8XdyL4dpLLPjrGVaM2ALAwVvRjAltO5MlnSm91ZdH9r6OePUJHvjpXY488SHpVcFEqrMpqlOx6Wo8U7uewMO5HhfbtquNLe3SrN9m/xEQf4E7R/t0Ora9GbHYq0yhmsZ6t4UQyqwJINylTY+OFvUhXnfBqu2kkLU8m7SFlCwNiwa1O+JiAbo1Gyl6/llqmhxBJiS6PxnzKm8cXI5s+U/0dbvGuRnvAyY/UVEpR+Pawlhv0+Rq/if3zWOPM6RbAWO9k3nl0FSU30bw8Z73rfoz8/ufwMybvbf6svniAPbeHUp8QBp/PP4xDz2+kyVZSyQdr2ly5FRprMSfSoMz7ydNomGj6bzZo++vs5KlJZj1vj2YabzWtStRGRksOfMYbw3YLeF+L+5HNMr6DnpihovlEfR2u0FevZaCBg/G//AqJS+0nZe/0CO2g+/J9ggkuDQXvdGO2iZH3BVVEn3LkseycOABzgf1om9OG+/OlUVSZjDtgRZUOTM17Lg0fwHcrvVl1K43yZpluszFrCdpVV1Y/eJ81n7fdl5yadI4VG/5moLe/4Nccio92HE+hlMlsfz0r3VMcmw7U9tv8/uSngBM2z+fHeNXdoLJBLv6Ps7U87/clyfJpTH49yjH/949qX8bWQstwkaaez8ZsJlFg/7g4V3z2TfV1NfUX55n1+NrkC3/iezZLxCkKgHgZEks94rtmRp1TuoTIKXIn2cL2/5JOFAwkHE7XmZF/DbSPx9Fi5CT3+DJqOoTvHzka3LqvFHb1fDygSlsmbiRmiZHXOzqyawJwM+xCEcbvaTDBwoGknnHkW6BNSRnePH+sL3MeXIla783ffdg+QMRQHpVMFV1doSoC9E5VZNWGkCMxx0OFAxk1V/9eX/EbwzY8YlJnk98wMiAqzQ025Fe3YXebjeQLf+JssWzcatsiztbqlejsqvDXt7MopHvMmz7EUKc79K11YccKBjIi/sTJT0x51n6nDlPrmJdT2/Eq0/wzfDZDCg7S32DIxHXrku4AfKU3vg3Fkj++4/oBzkWOYypGT+xK2ccSyo+QyFvIq2qCzHq25LczT524q+vs/eRT0mr7CLNDX/b96OP7VXkNS0cvKPh8d2F/9WZUv4f77L/PwPz9v1ZDUKjKxMGLWK1do7Q6MrEQ7o9okJjL3x1d8RO14nCoDXVsUyFLk5ij+toYdAiPnd7SRi0WKVUbYTQ6MrEeXU3Ea87JFZr5wiDFvGQbo9Y4/OsqNA6Sf1aphyVh5jl/rU46D1SNHq25XfXXRYGLaJE7SDl3dQGijPaXuJTt3kiTHtDos1c/qxurdBrET9qHxUGLUJv0U+B1l0YtAiboCZhE9QkFgR9Jo3rDbf3xXl1NytcZa5KsbJulqjQOkn8MONL0H0nfHR3O4wnWdtHXAqMEguCPpN48oHuLWHQIuJ1h0S1m624pgoUx7RDpDZTdNut8Lyw9wvpvc5DLj7Omy/GvL5PjNIdtOJJidpBfKB7S9zUBkpti1WOosxVKWrcbYVBiyh0cbLiQ4LuO+Gry5P4VqB1F5Uae+HiWSEKXZxEpZudKHRxEoUuTqLK4tmcylyVokJjL/RaRJmrQmzUTBMGLaLcVSEKXZyEXtumW2Z+m9N87TLR3zNJnFT3Eh+6LRQNnjJRqlZa4a/Q2AuNrkzsdJ0oydJS/wpdnMSPqnEiXeUvXtN9IuF+T/eOUHlWiJPqXqLKzU7IXeul8aNqFKgaxSbtU8JPlyum6LZLfNmkmSo0ujJRqXUQqBqFQYvwUOeJb7SzRbK2jxX9ZhrOqiIlnOY0V/el0OjKhLNHpah1txGoGsUa1ZOi0MVJOKjKrXCYn90HF4uSQJU4EdRflASqhEZXJho8ZdI4PVR3xM+qMSJRtU44qqztMNFjsyTLF3UrxfxDS4VBi1C41Yj3yuZLCVWjaPCUiQ90bwmNrkysrJslPql8QTR6yoRBi6hxtxUr62aJAdNOWo11ksdOiUeFLk6iQOsu8Ttae0U4uFeL/p5Jks2bx1apsRfhuuvCoEVUaOyFLjhfwu2mK5V0sD1fq91shUZXJj7IeM2qzGw7Bi1ioW6JhNus3+b2brpSid72uA1axCjdQXFR3VUYtIgUbTeRqo2Q6pzR9hKrtXMkvreXt5luy/wyV6XQ6MrEN9rZ4qDrECu5xulOSfXidYfEQt0Sq/Z+ulyh0ZWJZ3VrBapGMUO3Xkzy2CkMWgSqRrHHdbTUt2W7FG03K393RttLVGrspfLn3L/q4I/MftBXl9eBN2Yf+57uHZEU0FcYtIgqNzuh0ZVJuMN118VDuj1W/LZMzh6VwkFdLrZoE8VE3W7hoW7rZ2XdrE79/RltL2HQIu5pPcWCI59Y8LTNn5hTldbk+yfqdktjH+F5SNzW+guDFjFQd1Jqf17dTRi0iLGL9gqNrkwc0w4Rc3VfSrj+2DlC6HUmm9+nHSvl/3Ko7blUrZTw/aXqI1Se5QJVo+judVmUBKrEau0ccU/rKQpdnMRc3ZfS3LBRM83Kx2p0ZeJF3coOc0NnPDTPDZbvCrcaSU8sdSFB953IUXlINKar/CUbNdu0WQer3OysbMegRYz13NdBl1E1iomqHVLeFm2iVblGVyaKW+fgFG03Kf+mNlDE6w4Jja5MhOuuC42uTHylmSX8dLmizFVh1U+C7jtRpXUQW7SJ4oh2qLANMoj5vsvFCY/+Et0NnjIRpzsljXe45xHJJs10m+eDXdrHRYGLc4f5/4h2qCjQukv+u315+/WJuXyT9ikregtdnMQM3Xqh0ZVZ0d0el0GLOKHuJd66/JaocrOT5mKNrkzc03oKgxZJB6fotktjSH82RDyk+UkYtAgnjypR5qq04rdGVyZc3I7919v3Nu+///77/7xs/d8JBQUFrFu3juperxEXnEuczQFqvVxwDGqmp/sFSouqcIpVUlFajntsBUZfF7p7p9HdO40o33SuX60jz8mdXgFXOdwSSx+vi+hVoFfBHTdvbFz16Luoyb1djedwGbEO5/B0yGHPuEm4++QToz9Het9ejDb8JLXTq2DNnaHIQ+zpqz3Pcv83kLk24umQS0WINz1t/2Zl6cP0DL6OXgWNGlvWhy6guaaAoK6lxPin0907jTibA6R6RmPn3UyIIoV6rSNqxwLqnOU0qwV6FSwOW8afPmPp63mBvp4XUFTn0C3qHteuNaD3d+JWhS3hcbXE2RxAr4I9JT3w+Cobn8BSjvUfwP5xj+MSlEt4VTpVAR7ofEqI8b0q1deroN7dnj1ZkQg3GX09ztLgZofRS46vMpPKIE+oymN/VXe6R+bi6FTOG2Gr6Ol2Hl//IgbYHMCgAu8z+ciD7YizOcCm6IlMWf8L6uJaPLxLCfbOoaft33zk9z738mrIGziAAfaHkbs0sNf3MU5kaciRu2JQw87CvpzVB2LTQ4PasQCDCqoCPPDxKyTKJ52yBzRMrVhPck0Ar7t9xLb8Afzl/QBXipy4YPBHaJr5tawHFwz+Urpn68I9OxWevuUcqIxCISvEL7CYg5WRZOKOb0AJleG++NWdxV5nQLgYJN40+TiAexN5BQ00aW3o43mBH4t78XddGBcM/sx1+pQu8kuo+yioLC4lKuouIYoUysP86O6dxrVrDVww+FOiN5ImfIjsWUyA0qQXNT5qNEG13MuppMVBz+8OI3jeey1f5w5nuH4nw/U7yRo6gu5eqXR3v8SJDBd6dM3i98beRPQspY/8MN/NmoNzUC5/5vRiVpftuKkKaFTLkbk0oFdBeZgf1641cK45mLuOrgw0/EKh0hlfUpgafRDPgErUzvmEG06ySUykd/nPXDD4M0j/M7l9+xOsuEp5mJ+kL1/kT2OBxypKbB3ROhdQHuZHdPPfbLw7iAsGf/rp91GsF7jp0xmk/5nQoXqJD/bhdjyzdQeymzJ6aM6TfyGEU15DqMDIj5/Gc/zrPhz/ug/YVvK0tyaR+AAAIABJREFUx2b+6jaRtz96n9OvjcD4URFR7qkYNS1kdg1k2FfHoNmONM8oQhQpGFSQqu5Kaq4NsV2z2FceQ1CXYo6HjiXO5gB3/IKY67kCd78K/Nyvkza4D4/UbqXvxyncPihD1dOe3rbHOFrdFecejvg0FpLv5omXfylxNgepCvAg3P6SpBflYX4kNYcT2S2P+oNqK3uq8VHjq8w0Pfu64u5XRW/bY6Q2e6P2qmFzwHP4+hfR3TsVQ342/oHFVr7FzG+fJaUc+8WLnl0yaHCz4+6yLnhcyUavgk0PJdJdn8beW0FcMPgT2zXLSt5hQ/XE2RxEr4JatR2Vod4EOGcgQhzo43KSpGJvwvtVSXRXBuvobneK8jA/Yj0uEOZ2Hf9WPdWroDzUlyifdHppzhIUUkAvzTmalQ2cyXLCJsYFeVU2GwL/xfqcgVyf0YuLUZFcjIrkfI9YLg4fyLTmXcTZHKDe3Z5LVZ54+ZehV0H1F3Zo8+uIszlA2pbeOCcVUNfqB8tDfelvc8iKN3oVVIR4kzauC+NLdmPnXMvZxkCUPZ3IGunGyexIIqPzifJIRVaTh9qrRmr3ZthKfHTXyHYOJrPWiedDt+Do00h4QDah8anIKurptvcqaybPY3b+cqs+693tuaztiYdTHl3+vsl1j67smTaJRw3bOF7RlcwnQrkYFUl4VTrfjX4cW2Udcg9b/P3y6e6dho/DTQpHuBBRk0qFBa9zb1fjGdGIV2ExbgE19HM4htzbSJDiKnoVnLk2lC72KfzW2JseIRm4OJl0JejILYk23Jol2RtHVHEq/kFGx+6lKlbD9IKvqfVywcMpj/cmTKefuEmQ8hrNqhZ+b+xNb98rbT7WvwiZt6zD3KB0rrTixaXICNSUci2sLxHxF5GX17Eu8CVycGFixFGifNIlm4/tmkVVgAdJmc7Eht+iPMyPgoxCosJy+Tp3OO6hDShdayQdNFbcwcOnUrIdf+V1rruH0d/5OHoVku2cK3VjQsCf9FMnUau2o0GnxOBt4OcRY/FRVtPdO407mRUULg1Hl5OHnXMt5WF+nPUZSKzHBYL88nhn9XvIbsnRVxQS0aOIqrwC9Pt8cU4qQK+Ccao96NUyGnRKat7S8FzCt/SYdgX5VCOZjwVTNk3L2+FP886Cr0mc8h2LIxPwW13MPq+e/Bnfn4RZv1L7tIY7T/jz1NRtqKdU8lFkApMD/yLANk/ic72HAgeXSgw6e/YEJUjrl8vaHpzyGkIX32xyb1ezPORtolUXpbmlwMfXSlZf5w6n/Mmu9HW8wlCb39gRNpt+DscQIQ5SPbNv2V4aR+LZ37hS64lHQDVylwbKw/wYYHeILPdASQe3Nz3ABK/96FUgfOCz0llM99hMVbgPw+1/Q6+Cb6a/zLTmXWyye5w7Oheu5SUzZ84c6Sr6+8H//e37WdCrkzHO/v0ZvnxwJy/HvUesKpsX/7Le3pAt3kx88DWOPPk58w5OY9WYHZ32E/LVMrLmLuRg1AOMudZxe9oSsj0CiXr1Db4as51ne56kpM4FTyfrWy9i1iwm7XnrKykj7m0i1Wu26R5cIMU/mh55HbeXOtu+N8Mnp8bzxuD9yBZvxl9Vhq28hay5bSGcRn73Osee+vS+tNc32bPi7CjeHGw677otLoEsz2C2PKBhTq+/eWNwxxA3K86O4pOk8RS90jFsRKchobIieSCk453Xj/34Eg2rejPe/gzx1/+mW4EpRIjuixVEeeaTEHWG7l55DNj4LuKdGfcdA8C8g9NIiD7LwM1vs2jQ7yxNmkCIazEzY0/y9t9td/xqlLXEeuXRRVPMlw/u5IPjE0kp9ufPactJ2PM8+TWuHJz2BR/2XIDav4U3Diy36ke2eDOpc94mYffzJESdJSH6LAm757Bi9E4GbjZdJXnrpdfROVWTsPt5fpu6skN7M3g4VlPyqnU4rLRiXxJ2P8+Avvc4lhxM1tyFVm3EOzOI3/YaR5/+DNnizRjfnkHCnufZ9dga0/b90rWId2bguXxlB9wAcZtMZ2PP3AvtUPbxiJ94Y/AfRHz9Me8O20viHuuQI+KdGdQonHDR13VoG7NmMefmfoRDk56sCk/CtnyOsbbj4bOL61fQ604KyXe7cKfKXdqas4R5B6fx1Xnr6yDT5rxNtLYt3Mzibi/x3Plt6JyrWX9pKLN7nWD5g3N59dBXbdv3GT155Md5iHdm0Hfju5x/9kOpfWOzLV+eGc359VPZvdUUKupejSu+LpXkVLpLXwDP/v0Z1k/Y0oHGzmDVuQcY9nghHywfzu7Jq/+rNgCvHZ7MZ6N+/I/1Zv/2DIezo8iZ99p965wpDiVu7VuSvbx2eDLOikb+vBVDcHII2zdYh3GrVjqjaqwlbtNbnJ65pAO+ST+9yM9PdH4UA+DQ7SjeO/4Ip2cuYW9GT7xcqpj2yxyCNSX8NOkb3D77mmm5xg79WsKCPxNYMXonAB82PMUPH7zIju2zOvhCo0zGPY0P/uX3OkNDhlcYXQtvsuTkBN4a8ruE+9MHfsTepkXSk/ZQ3uDIzQov+vtkMe/gNG6V6/hj2n8fGskM9U12ONo1MW33HHY8tva+9b448yDn7wXzxYO78HaxjuLi9+2X3P2XdViTT06N443B1kc6Mst1hLuZbgAsc9LgXldBs9wGW2OLVb2e3y1G1Bv5dvw24vysj97IFm+28qtmunPd/bntGczIGx151RkUqHV4VxV1yNctX0mRhQ+y7O9sfgj9fbI4nx8EMujrnYNs8Way5/6bINcyEmdtZPuGZ7lbo8HPpYI6ewecDA00yW05eTuMkcHWX53LFm9i52NrOvUnZrhUGMDNCX24HNCDpbtNX5cfce7Prp2RXCvxkfT/fFNX+tpl8NCu+Vb+u8rBhVz3ALrfvWaFN63YlzC3/4+89w6Pqtr+/19neskkmWSSSS8QWuihSBEVQUEFQepFuOgVG4rixYpYULGCiIqgglxF6VUQEZAmRQQDAoJICwkQQnqbmUzdvz9O5iTDBK/f/373+ezn2c+cs/faa639XmWfmTlnn6sYND5Wq/oyIrBTme+BB96gxyJ53d8+7j1uzfyDWo+e13YPYeZtK5HeWIR4+YEm9V15shujsg9xMqkV2YV/hvQFr0/+qlzLO+gnTZX2n77B6umLMf5ZRlpUeUhfMOcHbdK4PJLzJp8dnsb0/DGMMu+iZXxxiA8evgJdFvJ/4+/7j59qI6z9S8V5o1q8ap0syBKiV/J2UaBCmJrViEURg8RZi1aQJUJqgQqx1NxPFKgQr0U/IQpUiAIVYkXeYFGgQnyTN1yQJcReXaa4efAOsfWBTqJAheiVvF28G/WgyGhxXuHTuP6pNorR9oViqbmf6NzskDiWGSkKVIiUjDxRoELsMrRUaPfqMkVS1iUx23q/sGUWCbKEeCZqqsiLUIsCFWJIwhKRr5LE3MjRYfod0drEa9FPKPN5zPaWeGr7O2JF3mAxyTZD7NVlNqlfsJIlRL5KUo4NzRxh9OuMPcSSvHvEp3n3iQIVYpuhrZhkmyEKVIhOqQdEgQqRq40Xy8x9RYEKZa6N+SyMuDvk/IjWJtZOv1nkpOwXe6VUUaBC7JeSRYEKEZ1VLs6pNCE6DE/5JmTui/LGiM/EOPHLmHTx9eeDFL0nrPlEHNHaxDPxr4h1xh6iQIV4O+bRsHn/YOwoMlucaxKT7R/miGZZZ5Xz02qDovuC38aKFXmDlUqWEK3Sjolthrbi2ZgXQ/j8po0Vw1O+EfOiRwuyhFgUMUi2pZoQ/5tkf1usM/cSR7Q2xa4FKsRjtrcEWUJsM7QNwzOzxTmx3txTkCWEqVmN6J+0QSyKHCzyVYj3mv1LWPuXit+yrcqYmMxi8Vr0Ewomje1foEIc0KWKzBbnxGzr/eI3bazIbHFOjIn/XFj7lwpr/1JxLDNSWPuXijnt7xXHMiPFscxIoevkUmx5Lb+thnaiQIXo+/IW2d+lTAWTAhViXvRokRehFq3HHVfGDE5YJo5lRgpDM4cYbV+otJMlRFLWJbFc20c8mDVL8ZNJthkiLf2caJNyRLxqnRwyrxV5g0WXcb8o5ydVZnFb4nrRpvnvIT74r7gPlbi0ZpWJ1NvyxLetuorPxDhRoELMN94jClQIW2aRkk/IEuKtiAfrjwOiQIW4LXG9YrtfpARBlhDz8u4PsXOwTrLNEL0zdso6SLHCllkU0n9QstePC4S0/zo6NdRmUpLYp0tX8J6183GF9ltj9zBMGo8lK6DE6Z9qYwjWr0U/IZKyLonFeUPFrqmy77VMO670d0o9IB6I+yCEr6lZjSBLiCEJSwRZQgxOWCZuS1yv8F5q7qfICGIb1LsxRt8au4sjUqzSPyb+8xD8Vp4fpORBQzNHk/GbkpEnHrO9Jfb1S1fi9J3zk8XivBFiRd5gxZa/jkkTq0/c0QibQEgeXJh3r7gxeZuIySwWB/+VqdC9c36ywve0VR8iu3EefPf8E0quapwzlufdLX4dnar4CVlC5KTsF/t0sr6t0o4peuzVyXIfiPtApLW4IJaZ+4ox8Z8rvjYkYYkoUCHmRo4Wzy6ZEZI/rm97ISbZZoj4PlfEirzB4lXrZCUu+z35g/jq5EhRoEJ8FDlGWRtuS1wvlufdLcbdME+J/wIVSj75TIwLqccyI0XvPj8qtMH8kXRrvpJTYvqXiGOZkWJwz2XiYHO7kk+D+m42dRYHdcnKedAHgzXog72St4fM+53zk8U75yeLj/MmyDZSG8R7UQ+E4NBYTjBXBfHOGnRKkCXEzPOT5DiOHi307Z0hueXw3UlK7LwX9YBYau4novuWiQe7zRLL2tyi4LPL0FK0TGvIccH1Mqh38Lh/0gYZb3WD/kFZX+aNEsvyhogFeWPF4S4JSn9j316Sd49YkTdYLMgbK97Nf0Kxwxc1cqwcHposCtSIXg/uDvGDxnF5bf7eZmgrdk5rJ+Z7xitygnI/yfuXWHFhsBLLQT/pOv6AuGBWh/FsMfgPsU+XLkjJ/b/z9D3fRFDhjCU50o/FA1MK3uWwvhv2OJCKINoIuuxoCN1zmM+TXqd33W7sEdCv7gD2OLl9aI+NEAfZ3U+BA2xRsPXgrXzsmczNcb+hq4ZILRyubk9MTa0yLlhcgLEOrEY44OgmN8aBugTscbBecxvqERHY8sqw/QwrK4fRTXeQx51f0qr6HH8EupMU7QezvDWbPU4Q5SNMP7UAixeQX7lNhA7eG/w8z0TaOeK7AVuU3HetfkoplHlLwODib/nRJ/8i1Zg+1g9tbzjMQs8j2OOgNCBvAWqPg0dLP5MxFnK7PQLszmqIC5Ub7Ws4z5OaER+oZuGcYWj9MNb0E6cjMrEj/+LxaOk8vLGppKjy2Oq8ndtNW1nqHSfzBJq/cY74MyXYT8s3wM/Y9CFS/VOGB37ozetWeFN6ncumZOyRcIPqRMh83tC+TrK4xFjXEpYkPscUX8MvxyvUYxn91hLGapc0GlOn6H7n7VuwSY32zKwBjQpiLRDhC8Xtc+1k2nCeCfoVPFa4nGhjvS1tDfayx0G01kuudSDdPae52MGj8Ihwy3SxFrCrGvA7qOrJWNcStrUbw13nv2OX4xb0Ghhr3AhGSKxyUrE/lhaWWqiRx6iKwaKDWDMYIqKIUlU1sj/opVrGupZQbm7GavNkxrqWUOhOoGK//AKAVpZqHj81j1Jas5LWANybJ2Nkb7yHaD2/koCs8873b8ceB99X30LPyDwipDpma+RfKL+mBafWtlNwMDjhaM1AXvS+znljC0V3CqGQZP6h/Ym+FTsYEnGYSyY7EW4oKGlGkriIxRCK/dAeG1nsekhps+PA4IDfAu0UP1ILMHnkceoSWKsZzKSiT0k1uhhi/hp33DdMrFmLO05CVQw7I/opft3aWITd3DDf7wJDoQcQB3aKoBBSehdDZYOdgyXCDTtcfSEOZrpfQlUc2m/naoh/KO27LobEVc/qn9lpuQm7JON966hdCn2sX95yNSzuCxswbWWR49R1TbtFD8srR7Bw3gReP/cK9jiY5JfjPLqoAq0EZnUob6n+iWyDBqiu/6TB162mBhn3J3yj2KAkQMhcY/2QHVmm8DXWNYw79HI3hvT8jpXa0UpebyqvqUsgQguGYxY5TwL6GsFe0w10Ux/kiVrQqaD9jgLa7r1E7kfd6PbGoRAMJMDfxYDOC6oAdPw+T9G5tks0Q3X1D9boZJsX+pJI0hSG5MHn232E2yKxwjuGodqGB3F8QoNG8nFHxDZl7lo1xEVD1x4bed3xpqKHLUqOI7MbhjvWEGMEo7sh/8trA0T54M65m+k1ZZ+iZ1ipn98jBR9zJOJmzEecDO2xkaRAd2KtauIlSP+qgMErvsccB9HehrXB4ICBPbbxQ93dtDLUvwim3l72yHqbXlPyfm1Jq8iGl8b02rOHXer+OIgAwG2p/w/thJGWxmo69tjYEPPA59p7eNnbsO+rpjzU3ma3fK6rbsAD4IV2c3jJ+wq5xh58YxyDy2Ykygu6ztFYL1WGxVYwVwXxtu6uBD/UZepkXzBY0Jzzh6699fN3AVFesGqh8pcY9DotyZo6Wqnl2JL8FUzyf8aThR9jjwNtJeTbe9I98DO66gYd8h2tiNbI8TJr9IuUnojnxo/2M7THRnb4+9FBdZQV3jHUqjN4od2cEPz0NYJT5mZkqvIAmFrxDs9rPuJAVFc6B3LlnPTzZbBB8spC8DX4eeO4bOwjJQE5Btou/J3Ezx1kqvLQ1wj+HT2bewIbeNc1lfmGhxnm2sD9cd8gkP0kcX0RiRF+KIRtifcxzvcVFMKZwtbERXPd7aqbKqq/T/r/z9LLcAicoLOAWg2zPc8j+eCjfZPABRodpF4pASch9Q3DK2h08rhcbQ90FkKq1ijTaU1QaExHrZbbJR+oNaA1y/3bZtweOs4MKgEPVywKacctfz5kWMiNmw7T+mQ+WhNoDA00dlHMJvdQ5VwVkD81GsL0i7dU8O/Yj5X5qCT5MzmimAXVj6A1QXf/L2HjPto3iYv9MxTMdBbw6nXggjeML1FkTFXaNQYZh6etHyiYqCS575Hk/yjzDeJ4wdBCnqsTzhtayTx0KLJaRZxX8FkR+w9Gb1ocoptKgszIS+gsMMi+NUz3Lj+dJPKyWzmX/MjZwQknFnREa5bbq0w2dBboa94TMv4NwyvcZ1hMlucsLxjfC+nbX9sbnQVeN7waajdng10bt8fUlSF5ZEzUEmFy3jC8oozX6OptGdngf43ptGYYbN8SggNOmfc8/2RSPBfRWeBG889M1n7I5j/uZFPJIHDJ/viie6biJzgBs0aRgUuOC40B4qKqQua1KPAIboNZ0WNnSV8uVqWiEqF6zrj0Em29JyivjuENwyuoRLg/BmmzI8+EnN996/foLGCNcChyXjbMACfcxXeKn6/iXkYlrkMloGdgPzoLmCJqGa1ajkiS2GHtRw//AQWfP+JaY/OXK3HZuEq+0PMN8UO5oeJwSIx+UvmkEpcbpOGKLYN6p3suyP11KDGBE4pUKZSaEhW6YmNyGA6DTd+H4NfYrsHjada3oa5pHK8ddy3GqeIyWmP9XOpjtHHMNoWJ4g+NeAdzWLD9Pus3aAxwaW4m6ceuoLPAE8a56CxQWWtF8kCV3xrKtz7+VIGGT8nfwLtx/DeuWkPoXBvnQZ0FxQc3vX8XveccoqpjrJIHcV0HH7eMsdYQOu8gb+oafMOgD9B7zqEwbHBBjK5K/rJ7jRzPARWqWHVImz26nFqzNSQPSs4AOguotaHjDZF+xT+Dc5e8DfaTPA16aE0NOHxQOEXOIULO3x/tm0TSwQtKzFddiG0Sj2ttvyUwiD8rWxHwq6jqFEt27Bklr6lEQ45rrPeG+KFEWVxhMX+tvRrXlEAhOgtUm2S9NrmHKn7S2BfmxTyuyGzcvurqyNB49oT7RlNxjlPOI8F1U2uW12p7VWWTsRX0kyDekkc+Hp2xAZzwj+hVTfpasTFZ4R30b5VowKTGFIPTFM1nJY8o8iSPnL+v1TvZc1nBu/RQPDhR/FKjk+ewe9JNXNakh+nf+PrkvKEVsz3PgxO2uu8I01kVgLQe55FsmibjUlnn6vPJ4Ye68OXK8UrfB4VTuKTKaBL784NaIPkb+Dxg/Eo57uj7Da0R7tWEf3m5Xvnf/6XUCjmBXLBBvL6YHF0uLQ2n+bNXJh0SjxIVVwVGyHHmhgx7pXwSLU0XwAbuOi/ORCPnYjMBaF90EoO3jhxfLqcDNgYmH+Ip5HtKdtj6AeAMGMmpy+WuL7aCrYHv0cvJRFhKKchOx+tXcSq5Ne2LTtLecxxssPVyN7Ljr5ClPYfO58Hsd3CxLprUqEo6BX7jedO71H+hJJM8sIHVWAFmedvhRw98wOc9n6LGb8GqrlTmpZZqyDHmkutOpSwgaHNpH+3shYpup0vjaWkr5plx8j1uOUm5Sl8b8QeV2ijWcQ+FqiTm2eQtJjJanueVfz9GnLmWt8bPwuCtI8lUCNFwX9GXvBfxBCer7NyaJt870xL5DVXNxVnGub7h18RuRJmqyJFkWccTskm4Ukyq7iLp1gJOju8MSbIOJ4oTSLIXUhwRT4pG/uX0aFEyRo0Xq9HBpSorOQWH2dz+nww0b+FidDIuux5tnRu/kIjwONAYfVystZIV+Qe5JakkWKopS01EfaaSGKOTwuooANrpd3LUJ/PWa3ykRFZwqdRCniqWjJgy8spjqXCZaJdRxKSnZ8NXoPH7+Ojbh3lymLyfbfnZADemnuO8JxrMTgXLi1XRFNdaALCZHeQk5VKq0pGZkAexkOOQ7XXEk0JAyN94B17ZQknXbMWH3ra9yLfn7uK8iKZEZ0Krvgo2yL2cCsDKqL48HLEOk+Tk4fmfsKN5Dh9ZH+Z8hY0PrY/wuRgPySWyThdKibcX09NygEJfIkka+Y04Oc5cuqm/p9gvUeyX+X4Yfy8Am43jyYnIpYN0iHKTiV9T0wFoodtPrjuVu9M2KD4aLDnOXMW/707eS44zF3e0mtu2LeMr+31cW3KScrlCIrnuVKKjrpJk8NMq7jTpunx+c3QCG0RpqnhW/xy5blm/V2Mn4YrSkqQpZGz1EjQ2Hx6Vl+PtsmlfdJISh5k4s4MscZZpzGCG7SW2Om5nZflQ/vDawAanS+OIs3l5T/csWKG95zgmfymZ5jMY4uSYxwaxzjIuaqPpmHSUt1QvMlUzjZykXBbyIBPtn9LFLdOlcDkMh2JDhBxfEJIbkjSFyttQ7BTT0XcUbCh6B8dLCMrNJmKMzjDe2KC1/xSnfTYybPkYPfWbDdfv13gDBzlX05zcahmzLskXlbG57lS6NIp7Ey5y6uTzHGcuW423o/aUsb1j/zB7DfZswKqqoIP+GFgb2ju7juAUJjJNeeQ4c8k05VHsikZlC5BefooilZGcpHrZyRf5aK0cQ0aPixy/jFFVWwvmgoY8CJCuyicnIpd75m4CG8RVl2GNl/NgZ9eREFyDpb3nOMmmyxhNLtDBlZpIcpJyMcfJvFPsl2hpOE2JsQFvgC7OXC5mJZPjzMUg1aG1emlpOs3RguQQOcmWy2giQ+/VPOduTjv9Ccr8MVi8NWCAzk5Zv6o6Vch4FfLjGz/abqNLgbwVWIqUhy7OAxrI9p5UbHE6YKOZLY9U9UVKW8Zy3tuM9Ih8JX9PK50BNuiu+pFmMWXhYDQqQdubrDXc6l5BSXQ2cVVlLDWOYYBpC7lFqdT+08RnU+7n6bGfhOg9peR9Zsc9TbqUD7ENPM1uB+iblveLrQcANsoa5Kd1ZWj6Gi7uSVd8YXbJFN6KfZHjSdnoIl0cT8smqbqIP8/GcsGSSoZe9t1s70mu6CNJtMi/vqaqL4IVEl0FIfjmOHM5XJjKLfFyvjxpb8OEq4tC+gGO+5Jon1Aox44O5moeRxfhobV0igslcTwe+IScpFx2mvrSOekIZyUbWbGlyj3qKVymLqDHZirFoqnh3W2TMVjr2OnpxiFdB54c9jkmbw3Z0kn0Xje57lRSbeeVPJYYI+vtD0hUOyOJiS0ntzItLGdY6mrQaH38Y+1qbr59Jzk/hvYH/WRg8iHer5iijG8X8zsnm7cm+6q8XaV04CovZH1BUn4h2jgfOUm5WOJr6Kj6LYQXNsi7HE123BXa/XiClB+K5BxXfJr4iBos8TWkR+RDDGSJs8rY/IOZoKtSfDfYrot0kRBXyIb/DCDpWD4M/Es3Vcr//oNOD0NOUnj/QxvGMvfO5eg1/vBOQJo+n37NTvHj+A95cvMoPrqj6QcMmn34Bi9/8ycpVYXcdnpHSN+5ijiaW0vCxnxxuBcTcvZT4oggzlwb0td+3ks8sfgyJWYb0a5KHt+/gKd+GMmcgatY9UdXRrYJ3bdQCJDq/+0I3kDfuCw7cQNj2v7C23sGMLXPFqTp8wHItJZyfnLDA1W3fvUUO+6bw/VKU7wBMubM4JEue3ioyz5sptC5zDlwK2/vGcDVZ59n5fFOjGrfsF9dY72D5cfzrenfLPz9zwDt5r3M0rfWctbenGG5GwCwz3yXtvFXGNPuEA912Yc0fT5i+sSwsSuOdWZ0hyPMP9yXP67GMabdIcZlzmLUD4t5Z+9A2sYXMqbdIV7aMUQZ88qNG9hzuRVOn54f/zmHMasfwKJ3s2TYIsasmYDLq2XZiC/CMHmzn/xwyeyDAxjffj/fn+1Aq9grzNn/MgcKm3PwYhofHrhVxqBe18FLJ7Lx3vkhfLSvz8UXUANgM9VQ8txzSt/BwkyMajdj1kxgSKujLPu9G/smzCJplvzq19TIMgqmvKTQt/74Ff6Y9Dpj1kxg+YgvcHq1TCyazFeps4h7770Q3o1L0FeC5ZHOO/nsSF9F7x80PSg/4mfsmtAb8JuyQZXbQJS+jpl7buXZPnKcnK+wMf30cL7e3CmMPshDmj6fww/P4PjImxi/b1kIzZObR/HxL/JLGHpsXguEAAAgAElEQVSnnGbfpZYcf+x12sU3vGryqR9GMvXGH7BH1LAgtzcPddnHvcY3WOp6WfHBb091YOjyiYjpE+m/eDI/jv9Q2Xu23Gnis9w+DGp5nPb2wiZxAjmfLLh7yXX74foPevy3EtS7cZmx505e6hP6UItDa8TslfcjzZgzgwtPvRTSX6M3s6dVb+48tlWxbWNbXS9+GpeeC5/l5wdnKueDJq7iTHwWf77W+W/NZV27wWx8O4ZFg7/i95Jknto8gh/Hf4g0fT5fbZMfmLnWzgBXaqN4d+/tzBm4CoADF9PpkZofRvd3yuLeYwDYsDSN1enyi0Ce+mEkb/TdgEXvbhLvpkrce+/x0wcLaXPltNIWjP9p22deb5hSvvmtK+M6/fqXND9fzKRnal5Ye7MP3wjJ38HiVWnQBhp2Rv/6SFf+2fmvZQDYqlbybJ/tzNzTj9l3yntOB+0gTZ/Pn/Nn0fKq/ADUvWseYOlw+WJuce8xTdorWIL9FaYorM6Gh7UOZebQLU/em/XatUGaPg8x/TF5Pn4Vy24azfh9y3jlxzt4vf9mpOnzyXtqGnld2nExIRmAH8+2YmjKYWVtANiR15JL47ooczlVlkD2x6+Q+/CbdE66fF3dZ+y8nZf6bg3Rv8xpItbkVNbixmXw0omM/KSS8fuWsa7dYFRrLzKk5W+KnwF0O59LbbGa5jX5xJicXKlpuIiesG4Mr/T9gQ/33wxAXKSbqTduDnnNqGr6PAL1mLR69QjTfnyPvJgMluaMAqDTxWOsWBT+5T7oJyeTWvF7SjajDsq2XdpjJPceWMX6toMYNvJOhXewXImys63drcp5EKf2817i+GMz2JfRg94XDnA5MpHk6v/+at8hyx7l2zGfyrxKptB/6BX2XGhOn4xzVBqiqDyex6uPbfm/8aBTbgIi3lokRBris4SHRHGqTYg0RFWCUWRYz4ktSbcJkSbTBCt6p0DvEutjB9bTGoRII6T+kdJKxFuLxK+xbRXeIg0xzLZafJ04VuF57bi8WLt4JGau2J3UR/hTpbD+duZDyvGFlDSRm9xZVNfLb8xbpCEejZ8nAmmIdYlDhEhDOFKNIbwWJExQ5jTD/qLQGGsFepdA7xJqgyOEtjzeHHIeby0Sgfrj8XFfikAqYboeSu4icmOzRW2iXsGkJkEfQqMyOMSe5N5hvIPH6+2DlPNtCX2FSEO8aJ8hekTsEiIN4cwyiJtjd4rWliNh8oN6O5K0QqQhimxRoq6ZTukbH/elSI/JE/HWIhFjKxV/tskSU1Jmiv2JNwiRhngh5nURby0SN8XuEjNin1OwQe8S8cYLojzeLIpsUcKfihgUuVqMifpSBNIQo6MWiwq7SQRSEQ+lfSaqWkWI4hRbiF7oXaJ3zG6xN7armBH7nPCmqERZvFlUJxgUGSINEWctEoujRyi2DNor3ZonIi1lAr1L2IwFIbxfiHldxEQVi72xXUVNgl5kmk4KkYaIsJQL9C6xOvpO8UnsgyIz5pwyJpCG+DJ2jIi3FglHqlGRbzMWiAUJE0L4V7SOrI8DV5N1SvwsEW8tEhvsd4o1ifcI9C6hN1Up/Q9Ezw+zU9DGJ1NaK+fnkjOENaokjL/ZUCLGxS0Wj8bPE0W2KOGqt69IQzwVP1uMsK1UML62ijTEW/YXxG+tOoiBtu/FrJgnhe+aOBsXtzjkfL19kDDqyxV/KkmNFS/aZyj9HyY8IXrH7FZiXqQhcpM7i9Jsq0hMvyRKs62iKsEo4q1FSj6xW6+EyHA114XgELRzY5q37C+EnLeNOX5dHJuqwb47bd+J4jiLgvcfKa0Umu+tt4jPEh4SRbaokJiPtxaJIluUQO9U2hypxhB9gzHflOzY6GIx0Pa9eMn+ekh7Zsw5EW8tEo/GzxPx1iLxcNynYoB5neKD62MHipLUWFFkiwoZdyyprVAbaxW5BxK7KXlQpCEmxnwUhkUwD6bH5DWpY5fYQ2KG/UXFB2sS9SLeWiRykzsreA+zrf5LfIO8R9hWNhmX1xtblBKv5MFgXK5JvKdJ2n6WTYo/dzHtEXnJaUKkNawN6F3KuvOS/XURb7wg9iT3Fg9Gf6LweDR+nhzLduN1dWo8L0+KShxPyhYvxkwX3WJ/UfqKU22iyBYlpsTPErWpJiHSEItix4asDcG4bMzzen4i0hDdI34KOTeaq4TZUKLERNAXxsd9qaxp8dYicdVmUeYfxESkIW6K3SVqEhvWnaAPDopZHyJHzqdOMT7mCyHSEHmxCcLZKLfEW4uE1lijxM6xpLZKXJ5LzhADbd8L9C7RNua44nuZMedEud0UNkdHqlEsjLtP7E7qI+Kir4onrLOUdUeJb/OvIf6N3iWKbFHK/P2N1twrtqiwnLE7qY8oTrGJD22PiUPJXcL6g/mwsS2vbRNp8ro5OmqxYstIS5nYltA3hDZ4vCe2W0g+EWkIk7lS8e8p8bOESEPc2WyjEGnyuuNK0oq7I1cqvBvsXim0xhpxpE0HoU448LcfdPqfv6f0Uc882uuO4yiFSpeJ4Z41THG+x+mqDErU8VTX6Pl5QieK1XaK1XYStEVgMbJeGsRr6jdxlMLmuoE4SsFRCmu/vpOTFRnUVGooVtt5UvMZjzk/ptJlYkTdSk63z6LKYWRF8SCK1XZ5XJk8zlEKEXXVuISB6hodI90rWVE9FEcp3Ov6Gkcp/Fu8r8iqrVTzqPdTVNV1jKhbyU6pL2/5X+REdionslMp90bhKIMqhwFHKfjL3MrYK+VRLBf/UOZV4Y7AZzazXhrESP1a5kmP0N+9TaHX1TpYV3UHKxbI+hSr7TjK5L4yXzQGl4vsuhM87XxXGVNTrcXodvB13VgqXVpqKjWcvScdRyk85vwYRyn8R7qP6modjlIYXLeBqY7XKVbbuc29FUcpuF0qBadW1b/xS8ts8m1JBHQ67nV9TaCwjk2uvsz1TqS/exvnyxNwlMJHtRMVvUWll2qHmghnFTvKeofoXayKp1htx9DJhb6gknFlC5jnlcdq/R6muV9iStwMhjpXsl4apNSvxD/5VdWB/IfScFZK+NU6Fnjv52R2Kl94x6OtcVJbpmKT6y7UF2txVqDg4iiF9dIgKiUrOreLoc6VuMsD6GsdqKrrFBnrqu6gRG3H6K8j0X8RRxmKvea6HmCxdxTrpUFURdiZcut7Cm9vQINFXYvO7UKqdvMaL+MohW+8I1kvDeIGz88sTplAsSqeCRnzcZSCsxTwBihW2/GXuelv2ImjFPb06kmly8ThijYKf21BNcVqO7+r2oRgEqzlnkiK1XZeFm/SsWo/66VBrAgMU/rz9Vk4SqG/exsnslMb/KkUaio1ynlkRREnvM3D+C9Tj+IHBlLujSLCWcW77meZ5niNu+o2Uu6NZLvUj+F1q5rU7Y+KDD4XD/N05fvsl3rh90vUlQlOZKdSEBOj+EVjW23y3slKabjiT45yCXWaixPZqfTqtpvCG2LR93UpMe8ohUe9n2K4UIGvVsObxVNRV7soVtt5zvcerzumcrWeblDNejk2r3hCcChW22mhOxOiR4U7gnGuxYp/F0txIf3BccHY2ftYl7A+Rynsk3pT6zIpeB/8pqNCY/I5qXSZiHBWyXNtNDbCWQUWg9LmLA/Vd0X1UGqqtSF5I1jLNHGUBmL4KnCfkuv+7JqqxF+5N0r+9EWh0Uk4ywGLAbXHy3DPGiKcVYqvOErBVS3hN5sV+U/456KqrmvoDxga8mt9rXIYWPv1nQxevTpMP0cplGCjwh2h+KBU5aZYbaemWsvy6nsoluIoC1gV+l2VPXCUouBdrLZzUZXKt1UDKQtYwWwI4b9cM65Jucur78FZAdXVOtZV3UGBKk3RtzFdeZkeRykEtDqwGGR8DGpcVRKOUhAGuR+LAYPbWe8zFiojEqiu1uFD28DLG4WjFA7U3cDOyp5N6tXY9p7yAK5qibdUr1KCTdG7tlxFhLOKck8kjnJZD9caPSey07gQF0uZL5r+7m2sFKNCeNZUa68rL6CT14PL5dFMcb7HA6qFEGFQcl+Es0qJU2d5g45mZ42SWy0VxQq/UmKRqhrWvgq3RdYBi9L2lGEm1foY1kt34xRybETUVbHV0S8EhxmqFzE5ahQfdJTC5+JhXFUSpYEYsBhorfmDYrWddVV3UKyKR1fjDJnfNMdrOMvB41ZzJjOFEk086zUjqauVQuiEQa/48MfeSUzQLZLzHdNYV3UHrjKIcxWzuaovEa4qBR9HKRTExHAmMwVnBXi8aiZ651OsttN75G6FPxaDsl72d29juGcNWAxh8RvhrMKv0vI9d1JepqdaH0OdQxWSC4LHOrdLiZ8g7x4vHGDTJ7ehqXHIflIKokLIY8vAX+mlr9iBoxSq9TE87XyXUy2S6afZgdccwaTyT/DXaf/yOq5x+Z/fPH9j102c0tzEyE4bcVgjeDZ9JkPSNpGni8ZnNtM1cgs3O4+TH0ihk+Uwb2e8iFut4YXLj/Ks/Q1u7n6SWrWHZh0r0GVCm/1niMuoRCRpqZCiuMP/GX3vPUJRUiJzbM/wmO5TXLFm+rXcw2WRwMhOG5VxukxYU9uNuqgIOo4+S+zpQ4zrvhVdJgxPWYcuE8YXvEm7x67gb2UgLqqSwfEbuWC2MqX1AiStnwEdN+PoFE15cgLxVaX0zD7Mvu43UjIwkVM925Lfuznne7Xkcs90unf9hS32WzG0rCWpexEX0xNZ324Yh3+xskvVnVM39UaXCbpM2BFox+BO+2l38BS6TMgPpDCy40Z0zaDUGMv6FvdwONCJ6T1eZ/fgWzGneoiMdLLD1ZreaT8TmeZBnw4tHRfQZcJdKZs5E5HE3ZcW8FX/5ynsmsZjMZ/SP3Un+YEUVrcZha4ZeOIMuNUa2T42A23MF3FhJD7yKjqLh7s6bucNw6t8UDmaA73uxJpRiy4Tbkj9lbXO7hTbrKgzJHa423HcmMHI7j/x/fBBxCTW4kFHouky7S1Hae44y7D2m3jf9S8eyFzMbm8LSixxJOmP4fL6OGTrybTSJ9gldWW+eyz9EjcwPGc/ycXF6DJgbNoydJkQr6pWMFOnS8SaSsnscZnkpFKlXZcJndQ7GGbegFtbzdHYzvTrmstWX0ccSSZ+DyQQiHCSllRAIMKETnuZmDQfPbMPky9kP4xTHWaeexytbbmMNHzBMxFfKrxvT9vOLld39PpLGNPdrIh6gJGdNvJzTTJ1tgCPVLxD59gLdIn8lbbSHwQiq8jqWMZWV2dSYssZ1uE7/vX7NN4c8Altdv7A491WkJBeRkKLCkVGfiCFDTUded3xFAdVbag0aoiIusr9FR8yufNSrIYyHo+dSXxKMb3yVnF74jpcZj/3VXzEmVt6yb6c/LWCV34ghZGdNrKutjs33nCa/EAKg9tsJpAscbQuDpfZr1SnMUBFVjp3WLfQK+8buqUf452ObzA2eRmJkwpJyytAmGCBayRza0az3HenUt+46QNaRJ3lnebT8GkkAuoqenc6TpK2giJvJIltHZQaY+nT7iDaDNA1g46RP/O7N5buPQtYUn0jXbpdoswXRz/zfka5lnHsfDP05T7uaLuLCimKkZ02cqttOxfMVtb3Hcmj/RZQUxogEGHincypjM5cQ0EgmZGdNnJv2vIQv8gPpNA25VechihiI0qV/KDLhOrISF7Kelvx77ldH+K5+LkUdk3jl4E9aWc8S34ghaiISmqlCrobL/DToL6c79WS871aYrzsZGSnjfg0EoVColePs4gkLZl7CrBl1aDLBH+iDr3NywF3MidMaXTvWaDoVStVEBPvV3QyZfoUu+UHUpjWfiYbHN2Y1f0NzGm+kHk5VXo6xBxjlH0low6vR5cJNn81F0US7SzH6JO4F5uhmD6Je1FpayjV+IiN86HRFvJ++9dZVdsd56AMsiIvYk7z1efXSDpZDofgndmhEl0mVJqtWA1lIfi5bSZuO7Sbb1cOZVin70P002VCoSqBHimHuDIohW5Rx/nDlEKdKZJBrbegNxRBpJEutsMkJZ3n17F9GKDfhS4T/pn8tYJRt8iDdM88jNHiYl++nWn9Fyn8j/rboX1AcL5XSzoYTqPLhItJmdzU7GdUaSo0iRJ9mh/giojHEpXPWX0KfbsfQ5cJRTExJLSWc1uxPo5k40U6WQ7T3HSSO9rvJrq5iyuaeAZ02E1+IAWfqphePc5SaYkm0VDIbS13o4nyk9P+dwwZgnJTDD3bHuYSeqJbCNJaXlX0/HHI7RjS/djtlXxb1xVzrIpaqYL07Gq61a4kPsnDXR220y7tFKo0Fatru3NZb+ee7rsxNfOz44t23BO/B6vFxb1pyxmf/DVWYxk3tD2qyPAn6kLySeO6sv0wbHdV0V1/jAEp2zDbXKi1XtpZjtHJclj27Z4FlBpjOefX0qNHvjxnbTE5N1ymzcnvmdhnFfEtZZ++orGTaD9Lans511RaoikenYTzssTgnJ3oMmFg7DbyAym8cPlR7srYxl1d9qBOV1Fmi6NFq4YYKI2xg/4KnboXIpK02LJqOOpvx5C231OrN3O1UmL3DYPJD6QgdBVkxF7FEpVP65wSZX79UnehTlfhsRloqc/DqdLzcNLnxNmv0Cy7wQ5XNHaam89SK1XwZPYiNl7tRF20j6sx6TzVaQFSmgqjwUlW2gV2uzKxxgeUeIiKdKGX/CQ0K8cXq+PB5IXUqMwYLrmVmMgPpGDRnaFT90I0Jg+vZrxGEXFMTvtImbMuE5ZU30haZi1mQy1jOq0jP5DCXa224lTpQ3gF83e3TnnYsmrwphiwNney6+ebmXL6I7yJJjRRfrq3PRqSY4u7JHFKlU2fdofID6Qwr+2T2LQ1bJP6Mzx2FbOaP8epughOl//0f2Pz/F9HQbt4HWfTmtGq4Axq/HjRMnnHBGb0WcqELZN4/OWfuelI6D1EhrlruD01F8eZXnTvvpz3b5LvoRFqCckvb3TgRUuHxXM4Nf4x/KgV3mr8qAjgQYeO0M3sYz5dwns3fcUD2dsod1l4+9AIhTdAl2UfkDtG3hRZBl7iuT338WyXdVhNToU3gA8NGnwEUKEigMunw6hpkOdHjR/5vsT3c4fwdJdvscxdxrQeq1l6sg8nHpyE2iPzGrj+VX4Y+poytrHuPjR4fSrUGkLmI5Bo9dU8/tVuB3dn/EJ27EUCqFAj36c79+hdvJc7jPwHHuTxHY8w79ZPFd5a4QE1iIAKHxp0eNh+sSMffPEy435czvC93yKQ0OHBi5YeS9/l4L3PKrwB0hYtJDvmIqNa7OW5vf+i1mugbtIIpd+HhgAqHtnxGAsGfIzG6+f9oU+y9sa7yTVUMqXLBmbn3g3Aaz2WMvVA4433Bben5NIs8ioz+3zJ+C1PYTa5+arvB4zf+hR1Pj2LB3yAVhPgp4ttuDX1OAB9Zsn3Iu0zuMkd828mbHmcJ744zL+2f02fVW/TI+FP3j8qb9L/aPYm5ty6iNHfPcOqQe+hwYcHXb3/rSb4eoEkYwmZFSnseeZ2xa5Hy5rx4JbHGNzsIF+f7sf58Q+inbsOPxo0eKidJN/PpCKAae5K3I8PY9zWp/nPgI8JaCVMH6wmMGkw8V98w5UJ96EigERDqHvQ0TLuWwpebbg/TembdA8BVGzN60iN18jYrc+G9WsIHRf0p6B/e9BxuSqa0rpIblh17QbkQrGjYe5qlgx4nzEtdis2FUho8TLpp4nMO3YnAAnP6ima6UaHG8ek0ajx40HHC3v+yQtdVhNvqmLjDXdw55EtBHxqtAEvwXtKvzvfjRHfP0/dpBEY5q6mbtIIfKjR4Ce/Oo5lZ25mQMZvdIo9x4sH7uPhNt/z1suvED3yV97ssxQdHh7b8SgfD1yA5BHXjf0gDguP9uPBjtuB0HgK5pBrMeszaytGt4ut04Yo/tFv1ndhvLc/M0iJl7ZffcTp+ybWb8iCYluBRAAV5rkrABScPeiInLuU6kn3hujkQcfQ9S+wfug76PBw0+q3ERe68Mj3ixi3YzletGjx4kGHVM9dg5/Jj77H4axObH9mEAA3zdrCT88MQEWAjXndmLBlEkWP/ou7v32RDUPeInLu0pDYDeZXgI6LP+Dk+Ek8t+c+Zvb5EoDPTwzk/rY7QnQN5sEgbjsutlfiMjgXNX4uJKRz/zNyLnKj55dnbuG5Pfcxucsm7KZKvj5xEw+03R6G75q8Gxm/5SlqHh2FH7WSn6611/hnPmfxrIeVeTTGXkLgQceY76Zg0nn4+vbZQEPeeGHlbG4/uF2x28GiFvRMO8Utb21mxzN3cSkhmeSiQmXd8aEmgBotXvyolbgLrg3/3PIUXw34SFkzGpebV7/J7hHT8KDjTFkCAui87EPyX5nI6BcXK/nGMHc1y77+ivl3P8TWaXfzz61TFL2DJSivsf0kBH1mbVX4BEvQZ4Jlws7JzO/bcP965NyljGizny/7fUT8p1/RtjaO7c8MovkXn3JxwgOo5m7k/PgJZEQWK/xm/zqY57uurddFjt1tlzpzW8qREPsY5q5GRQDfpKHcOGub4pPBfoD2X83h36tz+ebmfyAh6n3kZnxoFbsAPLHjQT6+dSFjvpvCmkHvhOEbQAUIfGhR4eeP9NZEHi8mPbKEE2VptIy9gkAicu5S9ox8gV6rZuJHww9Dp3N7Si4OrwG91oeKAOa5K6iaNBZAyQk5Z37jw8+ew48aFQElXoI+6UFHx8Uf8Mf4xxXfDM7Rr1fRb9Ym9j/RD+PcVdRMGkMAlUKjwYsPbQivYP7+dcwUph/4B9N7LEMi/FpBgy/MH4Zumsb6u95k0cnbWH26J8fLMjg3QX7pihYPB4s19Fzp+1v3lP7PP30vWUAf7aFt9SnlyVYdXnx6F/ooN35tLbfl7VT6Gkoxfk0Ne2fczpP6MUj1/ZJyqSjQ48GrquaXTl2JdlXR+uoZfr6Qwc0Z8lPm+iYWJTfVqExO1NECdAFm370opN+rqlZklUfEEFtbjk9fR1S8A50mdKHX1htdXR9UuoAXqdENFxr8aOoXOcngQB/twUslq85l41VVozEFwFQvV+PgsDONJU9PZMJPX9H28qkQOV6vDv01b4uqMloIDDVSkJnBotE5zF42FVWjRdVvcOORqlFFC+YP+1Rp1+Np9EanAOogThUeNs2RF6YXfxvOW7eskeeFl1KfD0106ENpHqkGr8bB8ebNce+twoObojQ7M+96in/uX0bn/GMAfDlsDvP7TmDizi8omFrC+20foRcvgr6Wt/t9xtPb/4Hf4AaKQ22hceDTuyBK4NU68Ut1SNHg07rIr42AKNBqfbTTXkAyy2P2zpATsMQXaC0uvOoarnxYziTHOLzqWt4/2keR49O7CEQI/NpatNE+BZvCmiig4QE5jyT7YdBHNfjReZx41TX49XVIqlKkaPAjv2HDh+zzwTKy7Q9I0TC591r00R6cXh1QLPuZVBqGa1CPglebfrAnqCtmD3hUYbitHTCEclM0E3d+AcAFWxoZpQUypvX+rccDIoDQ+MPGU6//4fSOQAkqk4unJ77N7GVTFZ8HUOsrlbFF9c+V5D78ijIfPR6E3gFRAskMV5c70HQOQHCBrr8oDZi9eKhCikb51Cp+HACDE63FhSpaMC5nK3Mn/5uFiyfxlP4fCs4+vQuNya/EU+PYnzLmbaZs/piUykL0ePAbPcq4KWPkeQFKrDa2AcB9w2fwUOefILqhbdigmdw+/BKLbhrP1ux+CmYgx0sQ58ZfNEA+V+HHg/zQSTDX6PHgoSrEb4LtPbN+a5inuoaf632caFnWtfMF+Gj5cwoNwC8z+irHapMLN9UUCgt+TQ36aI+Ce2M9gzxPPfl4PcZ1Co3K5AzTNZgHg+P6RR8P6Q+2z7vnIbqfy+VUaQKtbUWoogU+fR1x8RXoND4CJm+ILsEyovNeRnTeq8iKmz2HkkZvq5s65jVmL5vK1wsfVubaGP/gsR4Pa8e9w73rHlbkvLxGfuDq98xsdnS5ucEnauvQmPxK/DeruwDRDXEk+6nsN6pGsRGME5/WhTo6/IIU4KcHpyn6tJ/7KscffgU/5SQHikLyjYcqhv25kWEzN0I0BLS1Ifg09uFr59qYT7DoCH04tHv60RBbeqjiyRvWoY32sWjITJaX/Rt9tAe3FFwbi5Ei/UjRDbL9BreiUzB2NZWuED1l+xez5J7PkaJh34zbQnTT4+HFXcPxqGqYuOcLJu75oqEzOlTvebc+iNhXv6ZqnU36S9Afg+tb8pULGBK9SFpoF10QMl8R4VfytzbCIfPzCLQ62Y7ua2Jzb6MYDOaNa2NQjwePqqYh315D8/PL/SBa5q3k9EY06ka0wTavSl7P+zxdxNvNnmXaxpkhPIN+p73mRwm0cnzf2uYwLZIvcFP6GaVrypi3uXryMqz8e2+3+5+/pxQ18qX1tVXyYTB42Tj2o6b78cibbWngwS67m6bRAJKXHpd+5UpsAmjg5qwzSt89ayeG0S8f/gmnKuLl86Z0k7zKsdHvlI9VftDAK3vvDqMXjXh4JE1Y/wu77wnhAR5OlNi46jCG4dElrYDZq6bS9uqpMN7P3Pd2GO9obzX+jZdI33eM2aumhs9FHZBxvB52YfRCOQ5IgZC+SEPNdW3U9uoJlg2fB3hIdF5l9qqpdL58LIR24p4vGnBQB1g7ag6o/Dy9fZjMR+WXPxtXyaf4AJIXVPXHKh9JkaVIZgk0YI+qocpvCJE3rPUBUAuM/SJkOb1+4N3bVjCoxa8K/8e6/QgaAZKX2b/2V8YmWavCdWnEe82ZzjJWklfWW/Jyuiq+Sfq3fr6Df/fcDBpQaep9QCMaaBrRFrst4fg2Vet9+62fBzbYuFEdnbumAW8NZFQWKLznDPxGabdHVdPjP89dV0bO5aOAG9R+Zq+ayj++fQg08GNBa9DApnPZtIwtADyMbf8T4CEtppQlf3Sn2Sdv8PyuYcRHVBBlluPotqzfFf0TQykAACAASURBVEzQIG+TpIG3DwxQZPZrJvvNprz2oIG4yGpQ+UmLKQMNHC1Locpv5olxs3ggZzdbs/tRFmmtt2Uj+699VDmevWoqKbWFyvldrX8L6ftvcRHxWHxY25QbtxHQqPCqtfz+Wnd+f637dfNIU3XtqDlyDDRq+/cNmxi29lFavXEkpP2VWzb8V75N5bqm6vuHbqN72nkqXniCKTtHgeSjym9gQucdf8nzdFU8qPxUR0TwxLhZii3/X+ojP4yTbVpTyuxVU+n92goF/wdyGnL89Xi/fWCgcvzq3sFhcTnwaIMPbMwZGNJX6ZPz7f5WNzTgXR+XaGDAme0MOLOdp7d/HOITL+waGh6X9XZ4/44nQ9rm/XZzOF0wZzVR8+zpPDFuFk+Mm0XK2lRmPj6VlLWpvDY01Cdfu3l1GE+hQRn7d3z42rozu49y/Gj3XcrxT5dbAG5uyMgDDfgkWLHgPtDAl0M+l+nwyHGpaYifEW0PhctRB8Lb8HBjxp88MW5Wk3oFpACfDfrPdfXOmvcGaOCxnxayYMhXoIEX+2wI4+dGE3K+8PiNnK6Kx2yUfeZ4WRKTfxwNGph/5yI5nwdznzrAieTWIePXjLzOdUojWzbV/uld159LY0z+tu3q4/+2P3cybfPM/4dxsh9mxpWh0oT65OxVU3l6299/3fL//kXpdYugzqdl8NLwLVCcPi3yn+fyt72FR3o3yWFB7/sBwdj7FnIorUtY/7pR88Pa/rH2QVrb6l9zIoV1A4LT8c0BMHnrlDa9xsfrt2wIo5Yk2JzdP6y93CR/dXunn7wFxNQ+WxReILBHNGzPUWa2AuF3aTTesmnWkhcAOJDZLUxfEHSY+rPScik6ieNJ2TTG8O+VBtqg3gAun+Y6fOr5SzBhw/j/KkuxqwTDVgbtLv/lGMIPgfxrmsAXaBwCot5mgg1/diD29XfxqDW4tAZ0EeDSGhTKtac6gwSuHfK332bWUl7dNZgBLU4qMub9ejPG+l+/p/T4MWxucfMyMfa1hM1reJsjih5B2paxxdfoL5cX+2zmg1/6gwTvH2jsJzJNZn6D38aba2T+D35zDTYCjcoXwnvdqPm82Od7QGDUuJuU3bgEeT+1ZZTSdtVhQd/VDAjynpoWxsPtVyu0Lq2B5cMXACjbht33bTWny+xIBFhy/AZAUFAdw9j2Bzk/+WXe7b+WYqeFKrcRgG15begw9Wd6P1ATotvUGzcjGYPOLsu+q4X8K5tZ51X4dpj6M+8u/ZBDrbrx8fJn+OZ4D24/vZ1YZwXzfr05hOfaUZ9yvbLpTHvluMPUnzlTH+/XKzqvhx7PhG435/ar6XD5BB8vf4Z1HQc3MeqvY2HYyomNYkAuH/zSn7WjPkXvkfNO92d3/W2+S4ct/Et5wfJ0z20cLMzA+u4sVo34DBBE6ev44pocG0BiyT0Nv1QF/TuyrpaPlz/Dtrw2f0te4/LZINmvp/7wfljfot96I4xyLH9f2IE6bfgmm1Nv/EE5fu2WjVyLxe2ntxOoT5qDj/0Q0hdtcOHWaOlccFRp++CX/rR89QgtXz3C9co7/dcSb67Bq9Zc0yN4ettHIS2Pdd3dBIdwe9381GaWdB1JZlk+Hy9/ho+XP8OlYWd59rM3uTTsLK9+93YI/au7r/Uv+U/s4Ni/Ko1zYrDU+TX0Pb1HOX9802jluPEvaAAj2zVsFXX/t8EtjwQlTksI3eo//ss2QvVFQrD3YtZ19Z5+y0Ye2TT2uuPzK8N/En1r7x1h/PTX/Kv5YOe9ynrvU6vpvuB53um/hgW972fi92Mb5XPZXm2vhm6NOGLVI385r1cGNWz/FpAkXFoDnoCaR7+//lyC5dp/U/66/DVt45wdLLIPNIy7MV3e4swbUHEkpcP/g2y5XBsJ/3vFCdQ00e61yO2+SL5tcxdDDm4C4IrVTmLNVcAGviiZxhPRJI+HfviStwMf897Sl0guL8KhN2F2O8MJGxcRCy49j495n+lzpgf/ecGhM2L2uCBgxVpSGSrPY6am1Eik3tUkyzt+kS9o1H5B/S2kxNRUKv0ZCz5h/ZD36BSfj7JzbcCvyIitqWiY6/WKV+Knq625qeZQaHsgBtwmlj//D0V2Sk0hKRSyvS5Dnu81fHcUZNM39WT4RblT16QO3b96B4TEn5YsLsSlMeBo/QItYsHnBJeBUS1P88lvA3hrwDO0uXiKe375TrZlRcO+kCa8si0dGhkHjwn4/9h76+ioru//+zWeSYi7kAS34u4UhyJFQrCWUqzQAi1todAPVGgp1FsoFHe34u4WgnsCBBKIu04yGXv+uJk7uZkJ9PN9ZK3vs357rbvmzpF99tn7ffY5994jPliAc7V6orzrhzGz3KcuYxpKU4mIE+QqyEfADj5kThmNOtcIGPm9/xR0Gmfm7Pq5LLMPFCrA5Al6LXMOj6RX1XiWXx1gs4HBlcIsjcC7XL0XDP0MvvYhY0o+oMZFa69Dlbta4F3qjE4VUhZfbqfocumjXzSD/LU2zBtkVOkYxMXgNjwPfc6dRQ3IdfGg80NhXvXu30aLdbC6EmOZWrzHu0CBIOOLdj6UmhT496otkW1t8Gg8inKpSJfrtkaeG8be+sI8w4xiN6oUeVOliTctCjfiPd6W1prGe3wYdxt1JKFZR2onP5Xwe3DGG+/xYZKwsy168KRKtvg/VdGco+Fy3DQ6HrnVZ/jN3Vyq3oZL1dswe+fPAgZ1aizFXmV2lraDzGJX0DtDoYK7c9qyYOhnoo1Li8vZzarbchRdsxmtnt600wMlWjGtlScg8k3yCiA4O1VMnv1XEVEXukpYXHxRl6ptStjVbhAAjwLqMGfXz8T5V+P+JS8KS4Je3Z6tWCmQhlkKBJkAoud1sc9m8nDIV1v2aTO6VjNaPRHqfKtaI5o+v2ufWKfmnXoPGbfrA1HfXaumsLd+PwZdFebKyrHgTCmUlMtX6mIru9jpNfWrnFb2GMOEE+tBb7MDpS5os0vY3GkYUU3aoHNrxGf//PlKPli8uePVgMYJDwAk2LDS2QYd6PLgomjj8pRRvwHvRQl72y7o9Rmf7/0dlanCZ88iJRTAwda9Rd0AYPZ8bf0XDP0Uthrt0h1ZNBjnUmlfMr7hXShS0sS30AFfH2mYA6xXRlqJAQVyqjjfvKQipmzl1a+1l9GNLwl6FfsSH47V7Mmk59tsWcrb0ko6lQRTT3P9seDD6djmDA+zHZbz3C8U/9wMnEuLBdnMXna8lvYZz/DzuzCa/cW4C4l16RgSY+e/y9PFum3oEBMl/CmzpRIT0SN/RltsZMLRdUykr61PKpObAvj5rel8fUg46tpSTieOsLRxyQTxXo7Fpvd/gRNLRfu+isr47X3SikG1ou2iNWUDmr2t+4myztn1M0VDGoo+/dcb/ZnR/AALIoS1CHN2/kScUx5wwY6fI/pfPyh9EF4XZZCCRokPpBEKvXDihLyEgXcOiadPBOrSyu6LQF7M2CnLcD13odLTKZDpCC5KBQ24oKs8nUhFoDTy1/pPGfH+33y7eh61vNJxoVjIKytG76wBPcwcNp8fd8wFRSnFClWlg1IrmQxy8eSWijI2ETeaLqKae4ZwKH15WeUlxBYGUMc71QEDQA6dakif3go1Lig6qkirFYST/qLkJBcAlAahvhV00rXWQyy2SaU2Upkc6u/Ke3NouPI76mQ9pU7W03JpikBeAkoD6x60AIqYc6CsU9CUtyVMGLuElWs/oqbPS1CZgSI8P3CB6CIa+CTSOeYqJzKH2ESRGwXe5XCC3Hqvt9VLBb3rLufo8UliuaJsajPIdKA0EJ/jR1xude5neQFFeGiKQKFH6QmpWzow1jccGRbWrJ7CnAM/M1e2GrN1RzaZvQ4N6QaBt6IU59IM8nESyrRSufStgu/b5NYAcii8kEOHjlEgG0Hj1AeSPHMH/4f5e76T8iujrFVFMAd63T1J8kkL0cnVib8kPT5n7BzhjdS0UT/x52bbIqhBtw9ydPN8BjkLncSzHF8mrephVwbAID8hzeBVQ2j09mWGp9o7wDPH3ci67i8J6yI7xRu+tlOUzp1wpXe7o/i75JN5K58JmefFOIuGstOOTFjteepFdYnuCovVAo7VZtBAuyUHIAzmD5gJ51/a0lpxUo5avbzp2B8oDWL42HHLWLu67I1lWZjVnwDkO7lK0oOw8fiEfr/Qz++6RL9ooEbuc2o0eM70s9l2ZVs3LN/SJgJ+KZKUKVARsgp5xo5bxscLFlA/MEXYlF1ejN5FjcZoP18eoNULW52bJt91XH+ViaENLvL9pf4o5YLfO/2yOqHNgxh0234BV1RSddoEPwNFqc1Pe2S+1tf+VTKQD5322YVPOL8eNJDk61vOfqWkGd0YdXUHulupwhxeB/wnjfmD8efX0/L5TTI+GU+azsbj3Ytb7PJ0eXoRNNj8UhmNb/I9vl9HMeft5YBgm9u1GhGekYBvYbkTmFQC7gbdPijlLdMxP2Imc/f/WGn95xz4hZ5us+1kcrb2NeXodqYfqM24a7Mc1LuC/5HbsF5+E/zKKNEziJAc6fz0F14hhGYnAlDHN8EOh8MPf8C2QX8T/1EaE75dW9Y3WuUowv3kM6hfLkuFNgKAyiTRW03/NKCIrjVuS9JWy3sh+AFrmMzWj/9n8Fy+2zOfKaeFLwGWObYvPRti29CxRozQN5Slv1q9Ba2fXRfTdHgeZeOrMhNf7E24RxYDx27g/PVRXK3eQmiLZX2SVW408NnhP6T9Sdn91jbDuPdlK0lVH4bXwaBU0fjlfakOZI7HJJPH/M6y9db50JWfvmVHMgE71zNDGPSG4JNT3fzwyslCrbDNibe2Y+vvup3VGIRwXz3zDoUHNVy7LXxd+jzyO0YclR708Sr6X//5vsGzGBo9fmB3tj1G4Tx3TBr7OB2AC5icWLt4MhgrSaMDzM5kyzwoMFepPE1FvgYl6ODPVZ9Tyym9Aj8tIUnJoIMf180VZfWh4PW8ix2Hx4/9nCVXeovlR9S8LcqNDnLk7twNa0EdbSppSl/0pepKed8OaEiezA10UCWnCNOFUvyvJVNVlQ062NB2hC2PQQU4gw4m7J9Iv1k7Xy2rXgE60Bm1kvCBO77ARSl3oEtnMDuVleMiXDroN2sn56u3l6T9ce2XoIOnGVVBLwdcyFlWhMLPnQeZdaQ8cMFgdhd4l8eJSSPeOynVwlscHfxz7UPHdi6Rg0ULBhVbei4HsxYXlQJwIVfvB0Y16oJSfD6+ycL181izeIqY32xxtcljcbHnb1KARUuR3APMzriZSiTyS9NqpFgvBq/hXsK9A97zN31nq4OjSwfNH90GvZJ6bul28X/0mMyXEfP4c+XndryNxnLtpETmkL/c2UWqR72SNKUv6OCPHpPLtWGNXd5uW76xa+di2zGo6DdrJ1erNpdiUK8Q66VRVMB+iVzARomcfrN2cjepOuhg7rYfBWyU9yf/ov33nL1P4Ff2f+H6eeJ9kcmZVI2fJL1bdgGL+0yVhH0TMZveH2/mp7Vfkqb0pd+sndK2pUPAXdl9QpWqoIOWD26CDkae3ukYJxX/62Dt4sn8cHEIqkIj6CAmqDGa/NJX1rHfrJ3c8X+j8jR6BfWdk7mTXg9MTqADububRBflrxknxtnpOCXH57W6/tC8zy4sL8dJvA9Oz5DY792pq0ScOOJ37FFjTrWRi3pMSXfjn2b9xHir337dlab0xfhNsqTv+WbYbL4ZNpuxH/4ttaXegd/TAWZnAYOvsUPhgY522Og5ex/bmw9hwHbhLHT3X9ZzLfJbhu76jLODF3HbWFOax5E/Kbtv+eCmPfYqyFBRL7FeNfHMzBX/j6t9DnSQleViK89aBi6M/fDvMkzb4tt4PRfK//5c5TYr60/sMK5XvtpG5drOd5vmV5rOQ2kS9WHVQev71+3SWfXd3D0eSuSsbzeSorfiCElKZsiF/WUyyW1t0ip3cQW5y+7D8hPsyljz5rsEpKU5xIkj2Zct+7hy+77qMmvF9mINC0hNR6032dldihlbu/v0+BgmHxH8+CPv2kK7t3+hXin9rx+U4oSwIrbipTSAFt5rcdZxPDrh7YczoCwFZ9jdbYB9OnkJXpZcXOWFDvmcb9GuAt9iUJet0tU6KFdeIt6vf2uEKGuJWgXOsCu+mWN5K+PnDD/c6E2GwUms15XUUFFunMHTnEejhBscTW+EvzEDjbrUIe+Zl4bQJPUe7pZ8MfyXzcdBZSCmOAic4d0rW8EZMgK8QWXE9yMFOMOQRlEcXBRRuezOgMbEkt4TeVStjiR89JJnEr1Yr3lddglP7Woj87ttFWzmDAcXRdDp2SVJ2muNm9ts6WQW0ioNmNLz+aTtPlAZsWuBcj3RqcFs7jVMeEtThgOUpVT3TAAnuNysNdsHRLD+rRE2e1nxo7WAvIRbdeqz4mk3kJdQZDCL/Ic0iqJYq6HxtDyOduzO+r62/It6bGRo/QvU9IoXnk7LY6pRe1CamdH+IC7mPJtuysteLv2jPF9whpFNL4i2zN6WI9xX4I0zrO06GpzB/3M59eYV4/+5nCpdTfa8NSaahMazsMdGQIe6vgXQMf3EMiacWuvQxjM7/lMOUxaRZxV1jnhv1umketSY8DdmgDNMP7FMjLuZFQzo8HTKpHfNaEDHqZFfScq7mBxGJq7Cf7WRTjcucadWQzvcWetV1T2JQqVajPP0LASVgQDfXA4uiqBltafkKpzBGfo3uC71J6/Cdtl1/IeBlKiU4v+k0CDx3kWhI0CfLv7f0WMQOMPGe59S6iq0/2fVwjj4YwRL31pFWpAvRzt2JyJ6DxHRe/hxwMfgDAkGLya1PC7yCSt8aS8LOmp4JtiFzbw0xC7ttiG/i/efV9n02joeXBRB47T7TDg71mF8/aov2ZTQkTYBt3mz5l0KlWrMeQWijXGGFLMbv97uzsxLQ3iv2Wl7HauN4Ay72znwya+43D1L2N+5LziDcy9nW32VBvYsF3DfqtoTSl1Voj6tV696d3g6ear4f8XDTnR6eum/Kh9n8DdmsG7gX4xoehGcYX/rPhxcFCFeA4f9wcxLQ7iYWYO/7nYmW+YsyX80uYFDf/iDXvCvL6sGi3YI7XpA9LvW+hz/YSDV8uPZH7kInOHLTrvAGcY0PQPOMHjFJDFPsYcToONOrTfKYV3aP1jTHm/ble09BkviZu7+3U7OE0eqSvrLmVHDBT28aCzYA53oq77vttXWb1h9ldW3OsO1LzsLYSoBDxkB3kQ3EvrIGoGpdmXLyvxJZbb5634XkJVw843GIk6OJjdgRQ8By1a8bOswhG617wj5FKWv7NuO/zCQyBu7STG74+lZyJjLW/i0/T4xflGPjWKfJHcuBk3Zrjjl+3OK2fy0lajv9W+N4HjbruAM0Y2bU+PqPVzkOs5n130tTipei3puEvFREfMVrxntD7CixXDc+6hFnTjKY9WHxRpfNpaKzglnQquTTGxxnH0vGjOm5DN+6TeN9Z1G8m/pf/2g9HCjHq9cDTakXnTlK9KsK6/lRr6I+JYh1/Y7Tlch7ETDruJ9p8eXQQm/9Jlall4PchN3wt7g/c9XsarLmApylZLgFwJKGHF5l1i+Wi3IMrTRzdeudPtq0BzJ/3EDrjOl9SlR3l6179jLLTPQu+bdV/L9sc9uu7BPR7cBuYmaPqmScF9dlrBa9kwxL3yDaeD7UprX0c4DCjMfXV5B85TbfBHxLSghy92Tsdc3AdJVvwea9eHbcz3FFehzT/Wxq1N0zeaghJdFnmxrPhSU4P2FD8iFlY6BbtlAKTs+HSusUi1b/eg2qkqZ/Q3k9Qpl1OUdFGo1IDMweOpWHu95m/gG4Yz4ZAM6pZbBJ/cw5sJWxlzYKpbtOdUddR01YKBp/E06Vn0gyFpWRsugWHY/aozMYuLBV3rGXNhKk10XxPyzTvRnT2oTnmZ72NWrU/wlavqk8uuVzrZdA6xYLLvKYzCwSjooYErJR6JOfL7yBiVoGsjt7NDluSCHPkfOo2/1pP2UTeHpApF3rqsbIz5YCwozt9OD+eKEsBK59GGeKEt4vs3eVluihF+jhBXCm9sNk6w4LSyVSeRHCb/2/ohqt2uIO0cMn7xOImezwCdAKTklSo4+rQ2UEpvrJ0kz8K9c264OchMzz/7OxPPrpBhUmJE5Cfh6mu1BFWebvnMMziA3kapzAyW0rfoEDxcdj4NqcOBJAzt/UtmV6yrkHzN+OU7yIlsdXtypNM/hur0EHKeEoi5b9Vo9KwGUIFuwgs1thjP8ym4RezPPCqvpw7yzWX69TaV8V3d+FyglLsfdzpdVbOOb2kdK292TeqR7+ryyrk8Dq4MS5nX+x2H8w6wA+ta4ycRWZzkTX4MPpywWbT7pPWGVcaBHPjM6neTHPruFtqOEy5vf4b1xf4u2RAmtE6/b8X8cVFO8HzN+uV38gFuHQQm6s9m2+pbzsdEpoYyZsELUZ8UrxcsflPBV94PUS30swfd/c22931SQ55FtFf6S7hOZ0PoiP/bZTYfqcXzY5jRerjpJvt51H9j5BJQw23cnKKFqXpJDXJavT6vnN7gd3pB0Tx9mtj3AncwQ1t1pgWzBCp5N+1xMpzWXAKU0TrtPsZOmjKcBixION+nJoKk2n9fzwWkir+6RyNQp/pKdnB+1PyMNkxkpdtIwtuVl/jPoOFDKlvvNSfQJ4stTfST4RAmN/J5Jdmqx2g+l0O+0ihf6yLg8e5xarDutVAjPqyLscPBhu7NAKdHhzUWc9K77gIlXhVXsVrwMv7ub3Y8agxKhb/gX9s41agV/ooSpLY4wpGyHjlkn+ot9klmnr2TXAD2jmgljlfrf32DMha30fHBatGVCs/pUMRbRKTzmtThBieC/y+5nHe8n4qMi5svbF6Xgvyc+3kbeqXxRJ+XzWP3c9/0FDMms8WU4jB7Tk5U32/Jm2F0GvnGHaP1EZp79nTE3tvBv6b8alD58+JBhw4ZRo0YNXFxc8PX1pXPnzhw8aD9PKCYmht69e+Pq6oq3tzfvvvsumZmZDvmuXr2a+vXro9VqqV27NkuW/PvtA/o+OiF0PhUvuQkUFvpv/8BxvHVQqgBkJhbun+c4XVmavU36i2E9Hp+2S/fp6cW29HIztXKesubPcbz5/FyFco2E5SWComxftLLysw0uYpq44HDJVVjFGicsdPrm8AIJTz9dJv5uBWK9/rza0Va3cvXI8PJ2XMdyvMtfJVqNWB+tk5Rfol8gKMzoHxYQmp9EVa8caX6l8Fvk4iwpIz4wlM8ivhf17V2Sw6Bt4+zk7f/gCHW8EsTyxQFfmX4Kq7jQ6uUNUEBVrxzWbJ4CCsj6KQnrlkgpOmHwmTQ0homtL2IdEOVvThXt3yPmBCgsVCnNA5mJPStGUHvoNrSDfdm69B26PzmLq7PeTjcF21MpfV4iylcvIBUwMrrJZaCUa8nBIDdhlsvKsAiNQhIl+DNnF5fJZLDj/zTfr4y3Cafa5TBbdpXHoIdW2E6rQ9wFQScqyPwmARQQfKY+ccHhJPkFiumr5QpxhfvTJDytl0dpPlvXjhX07mBLqIqyStoOgh1H3dgBCgvV3BMdloECZpxZwvMmd0BhIS44nG1r3pPw9ZhT1S5fHb9USZqsn5NErAnyQoqPnwSDyM1YSgQbtqn62A73rhMDBMwoINvDkxcBIZgVcpCZKvgTx20nLjgcj9J8UMD6jZNAYUvbe/I/leZLdQ6g2NlJlBsFpHn7ggJefP4Fs0/8gsZir+/yfsnRNS5qg6gvSZsv03t5mUZf3w4KMKnkov38dJmv8BNQM/uZ2O4cppGbGfvPcLrUfAwyo6CTsrKXb50GCtA7qcT09QJSmT7kR9q9u4p1mwR/PbTRLZ4HhRFSkGyn69pZT8X/6zdOssO39XL7oFyYzIRMZZNv8/r3K62fzlULCvD9eSHLOo6vtG+ICw4XfGRlupLZY+ajCyukYUqb3/0g8g+H9jXK5ZWW/yocNEm5J9ryWZEvu4cv4/60b+3TUkq+axVGvLfepisF9H10nL0rRjgu9xX4qHh90+MgWovQ/twMwsPvtmErCSlIpnDeNI426F4mh+AH76b7YdcflWsjtsu+zxJ4WEQ544LDSfYNwN1QINFtxN29DmX1/nFhuTIF+1UpzXttnTM9vXjiEUa4dxYo4OiLhuwe8beoX5Tl/Kgot0Ui9w89PwUFHFgxxI7/M59KypcZiQmsZRe+de3YCjpxLLedfcv8d2X+zurn1rUZXcE+RhHfqwZvpEFgSoV4/jX9Vyc6HTlyhMWLF9O2bVuCgoLQ6XTs3r2b8+fPs2LFCsaPHw9AUlISTZo0wdPTk+nTp1NQUMBPP/1EWFgY0dHRKJVKkefy5cuZPHkyERER9OzZkwsXLrBhwwYWLVrE559/Xpko4olOEWM74xtgv43Dw9pvUyfuMApTKZ6NlYRG2m9d8X9IoKDkVFpeuiEs/qlAfz2LpKl7DDWrvMRPky2Ju5bzBpezGjO95uZKeT8uDKN2FWER1vOiYKq5JDlMtzJ+CBPCd0vC/ng6iuk1N3M7tw5NPGJZEDueOXUq35pGZ3TCWVlCUrEfwdp0SdyKgBFknnMR/7soivHV5OChyqe731X2pbyJWm5gQMAZ9qW8idGiZGDgGVEnVt5WWhA7nvHhe1gVP5jOPtdp731bEgcwp84qFsSOp1aVF0QEHwfgn+Q38Rui49L6ehgsQjtwVpTwcc1NYv6zGS25nN0YX00OtaskkDEpuNI6l6ehu/fxuDCMas5J/PTkPebUWcXvT0fT3vsWLT1tCwFPdH+THifPiHJWpCbuMXT3u8rPT8YwMFDQR3lq7B7LWwEXJGF5BlfcVbYlnpeymtDANQ6dyYkHBTW4lvOGGKeWG2g7JgalwcjpTU0YGHiG+m7P7OQ4nt6W6zkNJGETwnfjq8kht9RV5N3DT1j9asWJI7JiZ8vLNkRGpQAAIABJREFUPoysekQSdzmrMe2875Ch9+RhQQ06+9gWMlgx+G/pQL8+BGx8QZBThh0GK5Ij3g/ya9DALU6Qq21r2l25+sr6AGToPfHV5ACQXOxLkDaDBbHjCXdOZmTVw5I8MizMriNsxWQwK+3a/PoX/RkTeoB7DerT8MHDf11vgB9ixzG7zmoJBgE+rrGJ3+NGS9puut6LfSlvUt81jvbet9nUZij++xNFWx5O7UDfgIsS/g/zqzvESWV0KasJ7b1vk1zs+69wUt5XAfz+dLSkXe4aMpChu+0XVlVGC2LHU3t2BkP3SPOUx2B5X7UqfjDjw/ewIHY8Hqp86o5LpeuZ8yJOnoeHUS0+wa4cELYhUprsD8koTxl6Tx4Xhkl8FUC8LohwZ9tCpX0pbzIw8Iz43xFO/hs6nNqBhwU1CHNOQS038CC/hkM/btX3gtjxfFh9u+hPVsYPEXHyKrlBwKDVn1SG70KjMx9W3y4Jzy11xUNd8No+xhE56ncWxI7HV5NDht5T5Ffe386ps4pSswq13CDKbW2XjuhMl068efa8XfjSZ8OYUn2H+H/Ly76SNl+RDGYlDwtq0Ng91q5PAxsGH9WpTeC9FDzUBZxIb0PWu4EMP7pXbJc7k3qKfdrD/Oo8LKjB0OATEl67hgwU72v9tIeuM4v/1YlO/7ePGbVYLDRr1gy9Xs/Dh4ITmzJlChs2bCA2NpbgYKFDPXXqFD169JAMXktKSqhatSrt2rVj3z5bw33nnXfYt28fL1++xN3d3WG51kHphUFQNSyUTHc1oRlpaIxFyC1mpl79iJkdjzLncD82dv+dLJdQSf7wlUvo43WeHb1/5uvLQxkecZe6SY/FeJNcRa42kAFrJrLmk3XUK3iGucBMvpMfaqMOJ2MhWS6heBe9kPCtt+YXvm63ixvf9+eL1Qv483pvvm63ixznYDx1SbQ+vJgWe0tJ8AvFJFNikSlQmvUA5Dn5ozEWcfKbPgAUaHxw1WeiVzqjMerQGdUM+2ozB7+PEMuz1mvttTaMbRlF+MolfNbyANtj2/Kw3/tiupGHphLqmsnCTlvFfFbZC5x8ybe44W1KxcloW5FtlKvpuPUr3qlzlsM7J7Lvh5EozLZTL9bc68L8pxN4Pki6V1p53qUKLQVOvngXvSBa+QatzPcpUnriUpoj6gSg1aHFRL81VcKnxaYF+AeaiQg7z48XeqIzaoidPAuNUSfKXapwwkWfjcZXhiVVR7HKnQfJfgzb+xHvtbzGqhvtKdT48GXTbXx75x2Rt8xiop/HaUJdM5nbdjfTTo+liqqE399cz7TT73HgWXMejZ2BycWVKvpszDI5K3uMYdLxtQDMfzKeniG3mHOkH73rPOTAvQZ4ORXQzD+en54L++19GLKVz/tc4uN9g1n61iZc9ZmivcJXLsa6PUEt0wNuvmM7MUWn9uBWQV3mHepF76o3WJs2mIf93sd1i20f24x3R6LTeOJV9BLvDVvJfGcEk85/yA99D+DukYXnT1spGDmA1md+5lzPb3AySPcEyXIJJXyl4y8SRRPfJsMSwvlnNTAUmxh3WbpFyexd0RR7KJi/xnZsrdXmtY79zZNeH5DlEkpRShGd935Dpiq0QgkWkt4fj7dfLuErF7O42zp6K4UBQ6HGi4vZDenteo5f+37KVyOl+4PeGPABIV46emz8jMPvLWFpXBcmeBzCx7mAnekdGdkiinHHJ7G653LxVLEDT1oy9ey7xE+YSvjKxcRPsOEssdCL/XEt6BZ6nzqe0g7u26ghzGsjPCh9cWEECztudagvgFnnR7Kok/CJat2DzrzXwNGeko6pfY0NXIp7VxIWvnIx237awHfDZgJw8LsISXyHbd9wcfhXlfIU8AVvJASIeSvW3UqjDn/E5r4CFgbv/5S/393AkaY9GHPm1Z/crDr5dtgXzNthO4bxREJDpp0ey6OxM0Te4SsX80ZCAACdBm5kZkv7PZnL6/v/CVpyuxcfNTkm8p7S+Dg+2gK2xbZjeJ3Lr83fbNMP3Bw9+7XpHNG445OootITd+oth/FWm9xMr0Yzv+d28Z22f835yK9fW87U02NZ3HWtJGzUJ6sZfnEX/a/ZHr76/WeneB+Qk8aqvz4S/1fExfQz7/HHm+sc5i0v+/+Uwlcupn+NmyzuupZ6a3/l0dgZgE3f4SsXc3HEV4SU2/qtvC2tdDm5NjcmdGXqIduewdVWLebPruvoX/0Gjuiz974nqrfxlW2nIln9yevoZno1vvj8B46vHy7RafjKxfzz9i+8/c+nAGx5azHtgh6jM2pwVupFuZ+Pt2+br6N/g5P/hnev3XM4NmQBP1/vz2ctDvzX8oDUn1jpVrKFtsv+PzpmVCaTUbVqVa5ft71d2LNnD/369RMHpADdunWjdu3a7NixQxyUnjlzhuzsbKZMmSLh+eGHH7J582YOHTrEyJGvniCb94YfVcPM+FCCrqo7OoRBrLOxGOemJfzedBdZhGA9evDii5p0CH1K1SbxLBu7jSxCMOGCb4iOrJCQCtzN7P9VAPxfD/szrPUNph+N5I/e2ynCAzCX8bbRxda/0XHtTH47u52clkFM7RglpskiBN+UdL69K3Uif17tyrTWts2zs1rbeFrzFuJFiVHJ+pOfSOKt9VKZzYx5OoaqTeLZbmhIYONESbrFrfdK+FWU3Qk9cy+N4Iv20k2htfFmDHXcmbdzAbktpdvzDGz9lJ/XZlWQR8rbqu8sQshJdicrSAh/79Ak/n5rk5jONyXDjs+x1kuZfjQSqiu5MOp3Oq6dSWFzLwrxKpfKQhGenEsO45MHkQypf4PuLR/hnG5B3chIE/9E1r89nw132lJVFi/m8tQWIfdQsz+lLR+1jkJWosGikgkylGjp2foxuvZCffU4k1vizNC8E6KMWx82olfjGzjlWtgbMYgDhpki721ry7bCGHuBYoMKTWszX+YN5avOB0V7xf/xIR3XCnmcnGSSui+/0YnuDR+xo5Pw5Hx0VyuyWofwo+tqFl/tBkBRcw/AQhYhjCo5R1brELr7x0I1M2lGX6o2iSerdQiKZ0aKmrlTRMWHOzNzxmxl4522VKSMBkGAmUOpDVk0YA9VdfGS+JwdqXzR/qgdDrMIoU5KUlm4mbywQDY0Wc+kg+9QkQyNNaTijypUT35QFbKq2XjJko1kBYWQczCTqk2kZec188PbM5Oc224YGykpKVYja+1OFu505Tmp+GMMlpMa6I+l7JhRvUGNqmopqYH+tGn9mNRAG46VgK5YS2agF+6e0jdNEwddJBUhbWmwSpKvIn0SeUpMW5jjQmqgPxE7J7Ez4vWd2W7d53a8o+Z9BwWwarUweKgYLwsxVSpP2LVE9OnuVPPI5MQHb4vhqS8C0STaHipLjEqclEZ2NfoNEoWw7AQvqt5PZuL99RKeyQXuBLnm8cxYjXmThOMr6QWa1Rv4/tf5AOJDgOmlkmc9piKbuw93WS75tbSkvggk5YOyNyeBEHfPhxqetulcBeYq7HZ9m5xOrVi6ZQYX9e3poLkkkSHD5IOvwvEUsIpUqlVS8kKLxkeob9ELF4JDhEGOZ1IOaR39qHJdh5c8xy5vqsmfhSc7k57qL9HXf6JHMq/zDtTF9m8Ns4ud8dIKD8smi5xN9ZcIdfhgpV3atDo+dJsvbNdTYHHj6LCfCKySL8avuNkR/+Q0sWz/Deu5+/1nrFvTjFntpQOzd8MeSGQE2PWp9AEH4KRMxr2IqfwYO4oNbaWb539R77yER/4LN9SJBnFHv6MfDCbD5EuAIg2TUo7CuqnxK2hj6+G8c3Ub9wxvcDg6mPkx7xP97tfUVz0i9UUgK/qsgER41mOqiL1qKfFoEg2kvghE8dKCxrUcVsvZ0kqWJDmfLV8sCUtJCCTAokCTaEBnVOOslG5tZmh7h4zcLpL6rrjZkYnNhC8/suX7sEwScPrEWJNayqfkvfCw07FDSpNx7nth28HjrX9gwpLRbHh7LZfaf0XGS3dSXwQKcr+UozEbMBgUaFSGMrkD/l0ZZXSztCnX71chI8HXYb5TvMnXf3/BhQ96USM1TkwzctRKtmyeYJc+qVEAwXdTyXrhjSbRwBu99IxrIRwOtGn1eBKbBBJyO4UCXxdUOUZ6LNnPptXjALib3ohVy5uwr/cCnhhriv6k63uHyTD50lh9h5EL5uDouGlH9D8alOp0OoqLi8nLy2Pfvn0cOXKEESNGAJCcnEx6ejotWrSwy9eqVSuOHLE9vd26JZx00by59LSk5s2bI5fLuXXr1msHpYGH0lmoXMoy7RROG9+kheI6a0rfJyL1KD/em0loUhSzam9hcvFSMc85uYKX1zuxI+4Sn9fZzpCXlwl7nCjhm2wO5PZP9dnyoC2hx5zonnSKsBuJdNEbkcea8b2axSclv7FMKx1Q/3WrO+8EvKTB8UzCzM/RloHuPyXz+c5pLpMfHsXDmI97cT6ZZm8KcGVw0mV8H6SxwjyFForrdFAKznhN6VjGqtZyw9ycFoobGMxyVHKbQzhj7MIOwzAA/LJiqOcdSMcHl/hO/x9yNcUszPZhmXYK+5q+hWx7EgNq2z5/TC5eylKnKchk8HfpJO4Z36Cd8iphz2x6WFl3LKOuRZH9tAaNvY+g17hxzdSSgSrhLcfd9BA+TzlMyTpn6igeS3hb9ZJr8mJh6RyWaadwIagZYacuscMQQVezkZUrJ/Gd01y+03/JlLij3M5uJvIGWHe3PfnyhnR9tIUTy2sx27SXsI02+f4uncQjcz1KLWrO1e3IA0Vbvjw6jeZ+e5kdu5emaQlUTU3h8Nla9A2K5o/n08iyCHtu5soKmO8zkY81xdTY/IKix3UZ77SEsIRERsafw2hWEJSYzDT9EkH2psNRqUqJjN4DQFGzSA5sKuLtpCh0j9IICxHkuvSyJi9fCHtzPk/6i00+M2iadA7fcA2hCYlMKRFw2OjhTjqb0minuIxRqSHMmEhOqDueL/LIKe7A8ou9aJOyh3aed3mU3I+w4nlER0/ipUHgvdCgRCPTU1v+mJFJ5whLSCQtrisLgwfzi3oGL6/2IEw5jZL6A3i29ihh8gTcycNbni3aKPleARPkF1hjeJ9q8mdEKHcxpWQpFyxXuWRsT1hhMqUPSnn5qAfvq1fTQn6D6frfaWeOluCkvM0HPrhHWEEik4uXskg+A6+X91icN5FZ+kUUWIRTWjQyPQsNguuZ/XAnTzLb4NLfjcjoPWwsHU22xYshmkucfDKal+nSB5XGhtlcUHbjpuIbVq8aR7Pa10VMPMwMpL5PCp1KDYRtTGR7q8FERu/BnFtC6sM/CFNO4/0np/BKy+WIsQ/DVDuZnv8TAfmPOVBlGJ+7/UnDJrdJiK1ORrEv1eTxzCpZyCKnL4hIuMjCB3OYrF5GI8U9phT/xVLth1SkycVLmVKwgIUX59AcJHjdZxggwfeskoU06xRNw8NXqO+TIuaXYamU9zLtFCYXL2XU00OElSSSZA7i4ow2NL97k5qn43luDue0+U2+V66AQiDGlndpld+Zcssmt9wiY3KJjecw1Q6GEi3mATjasDt5WjfO3upOuDye6vJnbPrc9hny45Lf0Fs0THr/L7o9OMWP1+fwODeIPsW3QFmbhe/9wry7C1la5Xe2uw0W24+TWc3keKEtLNNOIdPswzdtdsBB2O42mLv7qrPZY5TEvyaYwvBVZDK95HdG1dtAqwr7Z/6nZD4tFNfJbuLO+7c20Dsvmsm3ljLeaxURReeYdXshgbIUehbsIHRLikP9qmWlDFPuoFpAAKRVJ967KuGXXgpydviN725J3x4/N4dTTR6P0qIg1lybOorHHFv0Js3X3eHCiZp0qGkbWJdaVMRG1OT05h40bFINAOfiLNQvlCCH7/Rf8h/N99ySjaAbhyEGdhqG8l6jFHL3eBLs5sPhsd3oO+sUa0rH8r56LcXPc7gT2ojGCuEQgzQ3P67UbEX9pEfUTouT2H5+7Hy6PFvHXO23zHeaB0C+xRX1zRQ2FYxiqHIXTjI91/L7Q8wvvHdWsM+6LlMIQDikxHre+zNzNarLn4ttzA6nMYLdGnKf/XmtGN88mcX3y97WKWuLGCu1qFDLDPyhn8b4cc/YrhwsxMcphZ11gPn6/9A3b6OYZ6dhKBGqXRzJHELXgnuSclHW5lBUJzr4X0JpsZ7QZ4vfOWgIC3aPhBhIMgcRLE/mlmwEmQ8fstowjoZBzsy6vZB8ixuqDiXsMgzlt2EfQ7QUK6UWFddMLfGWZfFH6XTeVJ6haskTKHvGCSrOpFa1YLqknSby5HyeVuvGUO1dWiiuceS5ILfGZGCpaTItFddY6voHk28J+u7S+SSR0XuIMdUhWJ7EdVMLwuQJ/KQXpjMu006hGbdYKVvKdNV+SRsHGKXajP4XObOv/ggxMFJ9jdV33+e6qQVbYiYwuXgp09V/8EfpdLF9fXdrHsu0U3hffprkh4EMjDlE+61R+MizBL63hHL33Xub0arNjGj3D2HqRA4v7I7P5UwoDoYY+LV4hsizzvR4+shP875qDVvz6/BvB6X/o8/3kydPZvly4Q2AXC5nyJAhrFixAnd3d27cuEHLli3ZuHEjo0ZJP+vOmjWLn3/+mZKSElQqFVOnTmX58uWUltpv1Ozv70/37t3ZvNnxfC7r5/tr4dBMK2PNtpGE3E6myfcP8FNkMC3nTxZ4zKaKzPY5es/PbzH4M+FkJ/fEPLo4nWWfz0Bm5i7iR49ZDstpnHqHOwGNK9XF3h/7MmimbQ5HQHIKxWZn8kLcyTT74COXPtm3TbvCFX/p26kvcn9gocfrPxPpLFqcZa/eYN89UTheNFwZL5G7f+YBDvjYjpO7/1Zd/vmxL/9p8OsreTdMvcdYl7XMcP3VLm5p4WR+LZjB08BaTMv5kz89p71StrP6LnTRnHUY1ybtClEV9FIz5Qn1VDEM1e5ijMt63BPzyAuxn87xUc4SlngKb5Rm5i5iqPMueqSfZIbrr/xaMIN6qof8PO9jOiy/Stf0Uwx13lUWHkM1xXMWeMxmXPZqqsgKWeU1gfezV1NicWK11zhRJxVt6Z6Yx2X/tozLXi3K3TX9FKf9uok2GOOynj89pxGZtY3t3sMlMltxAuCtyORZYA1J/ANDfcZlr6av9jC7dUO5E9CYpYWTmZ0rfCYtr4dx2atEudd6vY/OoiUwKZW8EHeqp8TZ8S5fB0dk5X2kpDeFZlfGZ69yGO+IyuM73hhOptmHbumnKi3DPTGPNV7vM8TZ9tnWipOZuYtYXviBJN8V/zbUVz0S2+UXuT8ww/VX/BQZrC8awxiX9aK+LciQYeFQcV9GZm0lL8SdgZn72OczUMLz14IZ9HI6SgPVQ34u+IzPXKUboQP/Ct9W+rtwEh9Uef0b0popT3gaWEv87wgnlVHD1HvcC2hoF369tAUt1NdxT8xjv29/Omts89DcE/OQySzkBtvPwbdS94wTnPR1fOBBRapMJ9Z2avWxq73GsUs3RKKTB4b6NFDZ5qxeL23BLt2Q1/rB7x7OsAv7T3173wRIbFnex1px8iqe/4f+D/3/kQz5FvRqN1QGHQaVM5pS4Q29Xu2GpjQfi0xYkSSzmLEgR4YZvdoNdWkBMiwYlU4ojSUYlM6oyqbRlc9v/bWGySwmVIZiXj7IZ0O7Ff/vfb7/5JNPiIiIIDk5mR07dmAymdDrhbkRxcVCJ67R2B8h4OTkJKZRqVQUFxejVqsdluHk5CTyehWlDfVDrk1n/K6ywWvZMbv6g9eQ9zQwcM+HHBguzG8YGnWQSbv+YPm26RTO306xzyPkQy2UHruJvJfjsXnR4oPIhzqOy3L1Ykj0IRhqCyv8YTeL+2wlr70bsoxi5M62vM/9wsirVUDKfX+C82wnK5Ueu4W8l4U7YW/QOEF6YkP5g5HkBiMXGrWj8yPb0/et8EY0jb/Lkxx/anmmceBla95cN4MijwwuzG0HgNpkoHjuGUk9GvGIRl894txc4UxqvUlJz8f28+CK/jyAofZD5O3tdWC8GkvRpX3Ih1pYgnTOiqMDnczPU5k54zv6PjhG18fnuVqzBa2fXufsy3roDh3l5QfBpHr40/qpMB+o6Nd9FHskY3wjDrdjiykybHdoi6XY3iqVHruJpUEmhWu3U9roDoWXtlM0UMeFfV50frQCiONcVlM8nA6REpxHkPop8p4GSvZcQKUpQT7IjH7PZRJy/ZAPMSKXC+X5kSEps3D+dhiZi27PUX4I6IOfq47i/JPMcB1GYYEwiV5f8xq6nmpK9lwQ5U5388EvP5OM+bb5Ok7OBciHWkRbrr/TmrW32hFTGE2P+nd5FuWH/CMLU+c3BQTe5fVw/LdM5BMFueWDLcgNRgoXCrqS3zuGvKFj/BbO3+4w3Mrb/DgJU6kThXul6ZZU7cy01mclYSUqDU4GPbrlR22y5RbQevEcUWZHZRTO346pRwLyBjYZfULTkb8oa5d+tjeL+QeLYVQucl8L9xDOVC49dgtZh2LkLhaMt+KQN7Wws8wJWMrO8DbHJlK4Q9DHyxU3JLrTGdVoqqbBnVzkfhZm8hPn6rWn86NLfHwskt97ldny4DUsA2TkunjgXSBd8Hehbls6xlwR/xujHyNvJZQxafgfYvjybdMl+Z5RE4CEfG/C3LJEuQEOxDWjfw37k3SSvAIJzk6h6M8DDttCK66Jeu1aMBrLXFubnnRqAj93c2xzKxWvOVmpv6tIFdu8lTbFdsRQU0GNlT8SVeiJ3wcZfDi/OVPm2vg2RHoCXyuuseVYddEPr7zVkdojhbdynR9dEm0yb579ufbl/S/At31mMe/IIgwXHyDvIPCz+lgA4604LM1lXKzTFr/8DJFnapE7AS62BzXfX34l41NhwGot/1w9wV+GZiVSLV266Ki8/45OqcHvUW+yZdAqHgbXoX6SbWHV3NP9md9VaP9XEqvTNsR+8Vb1xQu4PXMB+Vo3Zq/qwcbB0ukUj4JrUzfpMSP2TGDbYNsUgbuhDWj04kFFdrjf2sTit7Yz9VAk+0cuE/UKIJu/Estc2yfdkXvHs2XQf7fY51UU9scPJEyfzfxzfZjb+YikvMPPmtC3uvAFz6pvl9MbeNDsE8I9skS9f3+xL192kC7gOR1fF0Ufb0l/KJu/gs/bn+THrjuojML//IH4aY4ffsrLdicjlMa+L+i/7SNxDAGQ6eqFTwUfAFJb3ksPpqFfksgz6v0FtFkzB4BT7/xCSFsjQQkvqaLWi3Jb5k6sVGZr31CeztVrz9gpb/Fs6pxK8/0b3ot6fML8E18D0HD519yb9DUx2UHU9UquNM+k4X9I/NnA7R+yL/IvTsTVpYrWRPPQ56iNtmkuN1NgwyultNH/aFBau3ZtatcWzsMePXo0vXr1YsCAAURFRaHVagHEQWp5KikRVnpZ02i1WodvSa1preleRZ9tMDNPHUSgKZkiuQv5Mnd6h3nQOC+Of14MIqykAH0M7NUKDv/NRZfZRiSDZFfwLzGhjwFtgQp9uU9W+XLhLc4pTW/am55w7Hl3QkwvqGl8zEXNm4SYEggxveCEUw8GFUud/ACukp4Vxk9VOlPnZhzDLcL5vcec+tEr5iBt523Gp3sqemwyaQrU7I0fiD7BiUc0EHleU7ehZWkUiYpQQkwvMJpMtIm7JMlLAsRSj0f3VdR7w8COjS7UVhXSyvSElKMhIq/2Om9in1YnxPQCpcXIXm0kg4q30ybmElHqDqRbAtmmjCTH25VhGVupoi8iW+5NB9NjSnK90ccIeklUhFLfcI+zmu6Ep6fQ1XyfxMd++JrTOeA0BB9zOqmKILDAoJLtopyDirfjmZ7HvIXfEqusz3F5d0rindhTsxfzDg+mhfEKV260p2fJQVJlXrxUhNHXdJ0QXS4hqWn0t1xFL1Px9EkoVU3CIqoodQfS5QGYZAoA+pb8wxs58dxMbcMg2RVk+VUYJLsC+6HmG0nCvZX00CAjBf8q+ZgemzAb/PAzPmV7fCTNC55QmmzC+MjEtiqCnvQyDRpLOUxrw7ic3IkWxnhMue4cORtAZ6971MpNF8txL4SDKW8TVlLAxWeCLU9rhTmh5WU5qX6ba3FNaRRzi23aSDQeMKJJKk53NdTJeslg7Q30MdI82xIiUVqM+JjTaV0Uiz4G/HV6tiVE0rdwF2jD0MdAwRlvHmpr4WnOxslSjLNFeLrdq42U6qMcRcW1JF5ZneQMBU2KouzS+QX4o49BopN/tG8zqHg7LQzxYntrn3mYQbIruL7rS8EG6aB+W0KkqIcXmbU590xDujyAEFMCCQnVeWqphbZARbdrtrnWyMDpuY5tOtvgTVOgRvbUgF4DIalp6GPgirojbUsvYAGSFKE8zWjAINkV9DGQnFuD/FgNh50EebeahpB5DC4HdyIg97DQ5m8cZptPJA1y49kbPxA3Sz6N8+LY+VxY4BFiSiBREcag4u1EqTvQJuYiVmTs1UaSl6NiW0Ikamc9f35tc9y3VA2pbxA+N95VNSVREUott/u8vKogoFoWGR39uXi9CwAvL6bRs8JUsb3aSAbFbGebNpIOpsdim0zpFUKdI8JAJEfuRZbcR7RZVFxLmhqusVcbybMrLmyrGSn6BJNMwX6noTw8lkf9Xu40MtzkjdJUtiXY0pzS9Kab/ih7tZF4mrPIkXtLfN4BpyEYZUpRJyGmFzzNqMboPc1p3VaG/OldgV+Z/q2UL3fnlKa3gIFiwU+YCj3FNBlZobgeNQptD0hJCCGuVPCD+52GMqBklx1ujzn1I8T0gsl//I3eDDUzk9iWEEkX/Qka5MazLmY4VTVphKQmYXxoJjz2OQGmZLaV+cKz2t6QCc0M0byUh4EqRJSnTcwlIV2Mre76Mn17mrPRyzR4P04nVl6dW6qWDCrejl9Re/QxUCMmFn2ZvhUWE13CC0T8Z2UoqFuUirNFJ9F1e9MTNLcKSVHV4q1s4MSOAAAgAElEQVTmJSQ+9iNREUZTg/DQkfXMi9JSSPaqS/yTYAJNwgCoTswDKva8e7WRdDt0mjRFMN0OnSbf05OeJQe52LItja7fZJDsClFxLWlovIXSYsSvqFSsd5S6AymKYNFOVsqWe+NlzsIRndV0p4v+pOgfalatwq74IdQKV4pY+Gl9F1p1NLJ2e20ObhpOp8O36Gu6jj4Gel0+i9JDj95Z0PthTW9qZiaJMt1VNaWR4Rb385rR60AUeqPQ5lMVQaANw0ch9OcmmYJERShhxueiHgB6GW+JbcfNnMdebSQ9Sw5yTd2WPo0Khb5Y5sT1KxqetCmidVGMpN95oK5PS8MVEhWhaM06Lmm6ABCUfBd9oSDjV7t6MX5UMvlydwbJrnC9rE8CuJ/WjPZntlCMmm3aSFqUXmGQLMrmE8v0nC73x92SS6IilNiEesRSDwA3s/DglJ/gLhmf3FM1BaCp4RrhRtuDziBZFBefteWbDnPZd6Y/+52G0l5/lkuaLgwq3s7HMb+JbaCFIZ6Mx+5UMyeTneGCi6WIvdpI+pb8Q77MXcTgiAW7yA50wSVB+BJtNviij4EsbWPOxtzl+8NGUhRBAPiZ04g3egL/bj74/+2FTgBDhw7lgw8+4MmTJwQGCpN5U1Ls5+ykpKTg5eWFSiUc4B4YGIjJZCIzMxMfH9v52gaDgaysLIKCgl5b9qbumTTxVyAHLOiwUEyPXeOo5Z7C0oA1uDdrgjoEIhBWEO6Pa8GAGjcYadlEd9U91CHwQ8gmyVs9HwSj370k54q8Met81yPDggU5XTjHmntdGN/wGRHstNt+a+vUDcJnwzgLmV6uqMvG1W9xGDlwU1EPddk0uciyN0hRTu8ywOcA3Xf9h5NDvxN5tkPYDqYaL4UFBEYFaqVJzGtGQadt8zg//BtknYX3QpEfm1H8tpWnBn/WeY8WeV3RNOPbANt83gh2IUN4m/nr/jbsj2vBih4rmei9E7mv8IYigCx2e/dmnvNW1CGCXry5jwzoyUn+9OjNOVkrgoOEhVtDED7BmlEAFuTl5JQDOWYvqoSm0MxyB7nZjBk58lwzg0Ydo8mGRaz2no0c4YxgP3I4Jp9IfU0iYR4lbJm6kTqdjxK9PJbqDV4iM1voYJGuoJVj5uHj2kS4X2XKx7HMuTicfZY+vOH9kji3LPZZumNGjgwLAc655GsSqeGchiL4Oso7+WSo3Rjqs4x3tZOxVFejDFYQoRRsrK7o6otzaONxmb/kH3JycAPONx1LNfd0Pj37Dvss3QEw9htJgdmJLaqPaOe3ARk2HI6ybBI/L/vqk2nufxtZmb4syLhrCeOvwqY89q/BpoLebAhZK8ovx8xO79G4L1lL3kdjWVWnEeoQSL/rToT3X5S4K6E4R8BZaR51A54iw/aWKi6wGiNmDkaO4y1kvO8p+bv7KmR+FrbFtOMfWbnPuTLY6TMKuQWUGER8WduCFd8R7CRB6cNeSy/k623lWOu803s0IGPYxya2x7ang9+VMvYWWnEDOWbOOo0RdWnN963/CSK8d5Yh10KU02h8awgPu71DH4MZOnKpzB8IbaeWLpaZlk9Rh6yhif8jXIP1DGMHMuA9trMwfSDja+5Djlmoh3fZ71sCRgG6DrTdy7Cg+O1jzJ9s59f9bfhngG3rogh2ImtvfUcL8nJTYhtzH0uZ/Zpzm2ayO8gtZhp0FOKDn6cR4b1LaDtD7BeTWHUcwU6+lP8mtkmfe3lY1yz6k40fOeyzfA3Abv81Yl5L7zaM2DAN8yfWwYVJ4DnSLLaLh8rR/O39jWjXXhwvK3MX7bZ+w5URcyW+chB7JToxfjKCzAIjM6ZeQ/7bdnqEmvjKeSns6orqigyZScChD3liW5AD1VJvEK1pK/rGL0K2lOlQ0NcwhfDmS2aCwexxuO3htNW9GFHnMs/3fMLWX8cSlxzOLO9dyDHx6HFtfgoRvqatTe2MOuQxoSTb6RXg+4jPOT9cBaV5ojzl0wGs7Taasac24Y/wxixH58TjLF/eDHpATeKRAxn33FCGyMt8mqBvgC6cR/mbsJNDm8DHvNX3BB5uunK63knkeCFPc27TAmHtRdP8VaT7DwCEvkEGnA35TNK2AXLcPPAszLWuqRT4fWzmQVZVvrAs4vb+TJ5OOES79Chkwf8Xee8dFdUVtY0/MwzThwGmUmdQsYEFC2osUSC2GGuiYosae4I1JrZojC0xBsXEEjUxauyxxR7UqIkFu4AFC1JE6jAMfer+/THcy4xgknet71vr/dbvrHUWc8/ZZ+99nrP3PneYc/clHKMY/KbZzvIpTPFi590FV8GFo8b/aktGri+0gfXflMbgglvMvHBQjT96HsHscauwvqUeXNhxaMgIOMBFu6k3IE6ywKHgYtg0p8JHqBfitb+D7+W8w/tsZzRSxtSmh2wLZ6z8OHAfi21XXKnB1Ig7+Qrw2zrxfhjZHKE3XtTg4PStYZOcY5h9/ukNK4ZFViCGcwF9kj/C8ejjADgY2s8578HC2Vjod46V3w1Of2+EDFzICsMH/gcx6+IYxDaxge+8/cHSUYlornR+URhJv2Ku/EtMr/HJaV6rwA8E+LA44wUIv1M0PJNuoMrGxzDnEiMtS4Xo4Hw0xTOYcgG1pBR6L+eXey4cWHgllr0/4cKBpngGJi66+sfvFI2D6u04+/xdcAIIH+Ag/sxqjg/8a+05du1gOGbtx89jf8EDQxCUChP4qMC4uE346fuPUVgpQ4C4AEvPDcSWmJvOGGt3gAKdErl3ytm4P0zhACKBtt8648zJed1wJ78I7XfVay51C/0fKAkJCcTlcunmzZtERKRWq2nYsGF16Jo0aUIxMTHs9cmTJ4nD4dDp06fd6K5cuUIcDod+/fXXN8q8ffs2ASAIbhNERKQFrfWZQRAR9ZCdJ9KCJOIy+l3Zj0gLgojcKmlBicpoIi0owTeOSAu3mqIKI4iInqtDKFJ6ndb6zCDSghZ/tYi2+E6gMo2E5XN4f192XIVGROPl2yhRGU1TvTaw7TrJCyItKFkVTk/GhFBejIqeq0PouiqSpXHVjbSgWK/d5NCC9iqG1dGvQKOkBN84Cu3/kCAimue9kh27wHs5PVeHuPFiapVWwMpy1LT19zpKInEFNRQ/pWhZIkt7VdWRXqh1NM97JZEWdPrjGFrgvdyNX55GTeeVPVi8v/OeVTMPB5EWdFTR302PAo2S4uQJ1FJ3l2I+OsW2Z6sDKFySTPkaFZEWNMN7rZscq86DSAvarYitozdERA37PqYCjZJuqNuxY1b6zKsz/yXyJXXaXCujN1Mbip+yepMWdPjAu3T4wLs0aM9eGrd3E/28fyQt91nwD/yIflf2Y9fy9TVmeLvqPc97JQVKsihFFUZ31K1pjWJ2vXwl4jJq1+k627ZXMYzlzfxVigsowTeOrqo6UplW4jb+TTpPkG8hiIgCxNlsm7G9rM5YBhPSgvjKata+GZpSrZT6DDr+RlwYPsO89lK890wSiStovHwbQUS0X/UBJfjGUYFG6aY3aUHhkmQaKD1MEBHrl661n+x3t+v+Xkfr4B0nT2D9sp/X7xQuTWZ9nrSgb0I/JdKC1OI8Np5wZTYa0PgwbfCZytrJ67whIoqTJ9S7zq6+M8N7LanFeW79Vxe3c/Od12v4iLtEWlBH6VV6odaxeB8e9R5Lc10V6YbJBPkWtzVz5W3VerjZC2MnTKx6MiaEwqQpbH+k9Hodv5SIywgiovhPPyGIiL6bO51WLZhDFRoRQUSUqIwmiIhyemsoJa4pOy5ZFe6GkWscdLVB1zYmDorEFfXio5O8oHneK1kbZPRmePv6FlJkw2tv9HmIiETiCtrmO56iZYmkFBewNClxTev1mWfqBkTa2jj4RNOIpdutiKWdylEsbYVGRKQFRcsS2bm7rmW4NJlIC3pffoCeq0NYO4GI6LyyB7uWpAVNnZhADi3omrIDZWkC2fb0oUH1+hqD9wLv5aQJzqXDB96ltT4zKE+jZvEu00hYvV1jLLOnudmqquMb4wcz/0qtkL1m7MQVwx5Nz1GFRsTGUya2utaUuKbU76MjlBLXlB6Pa8hiQlqwfukqd4dyNA3z2svivc13fL0x5/VYxezzEBGpxXkEEdEW3wkkEZfVO0eGd6IymjYoplKcPIHFJEUdRqQFhUlTWHmR0to47ao3RMTi/bp+icpodp+/qupYp99V79OKXtR38xGWZoJsi5u+w7z2EkREd6a2oNbjbtLeaUOo9bibrE8yfJNV4ZSicurP2CBERHkaNeVqNDRBvoVsgRw2xrraCWlBg/bsrYP3C7XOeZ8G0O3bt//1fvJ/9KBTYWEhVCqVW5vNZkOHDh2QlpaGgoICiMXif8xT+uOPP2LiROeZjerqagQGBqJz58518pQePXoU2dnZ8Pau/1A+86DT7QlAG7+6/RNPjMbangcQe3ii23kQpnCWbUV0yEOcG7UW088Mx/re++qV0+D7lf96ZsO1iFdtwPe99+CjiCsorJBCJSl362+xeQlSpix1a5t5dhiWvH0cPsJK/FOptPIh9rRgyocJ2LzD/Xzaqr/7YH6X05B98wOGNLmJy9lN3PSO2jUHF0bXcx6rpjDpYV4v+vWrMLnNZczvcrpO37qkaKy60hf5s53511z1YtLxuJZz6c0Q0+ARACBdpUeDwgy2L3zzl0id8qUbvSb+O4SpXiE27AZOpbfC0Uet3M4+1VemnxmO2PAbeGv7fMzrfApfX+kLAFje/QgWXRzkRttD/xgNfQpYO5Hxq7F70DbEHpmI/Q8iEdPwMRJHfIe7ecGI0Ga5PWnq+esubBm/H9+tb4fYsBv44WYPBMuLkV/pjcwSZ8qqCRGXsanvrxh04OM6NshZVnsOTCkuw28bDuHt9NqzUY/FerwfPxYDmtzD3tRIpMctcBvjigNn2VY4Fk1E7BHn+bJKKx/ex3+BZfAIt3NxrxdXfq6F4X38SUuUWYQYeWRivf31FVf7TjcqMfLYZFzP1r9RBmfZVuwdvAV+7/Hd5g841/L7m9FubZ2D0/H3h7UpbVx9Z+udrpjYpjapP2ODx9JaYdCxODg+m4DA85vxMrr24amMEgX2pkaiX+Nk9gyYK+91vfbDKJTjs9/6Y2u///ZVf/2NKEyPvPDvhDXldb0BYNXVvpj/1puTYDPn4m4FRqDdy7t1+jnLtqKVOgv3Ji9za6tv7eb/OQTWzW2wZv9CdPp5Hq6N/7oOTaFUAVV5/f8ZY8qUD9dh846ZOJbWCrGHJ+H73nuw90Ekzo1a+0bZrsX1DO/p5y3Qp2HKP9Izfvl6YTBZ8VdfzO5xHiKb+R/thCm9982GwMOKYx840wz9k+/8W1lyeQCeFqmwZ7DzbOa1nIboFPC8Dt0/nSn9L/vO8JozpX+HdEKXF+7HbGYlDseqPkcgtJlx5klTLL82CIs6HUHvxo/d6F5fmxmh85DwtK4NvF6SgtuhQ9atf6VLzdciXFP7DAVn2VasjD6C+W+dwoCDcXXw5izbihdx86D3rrW3FX/1xcKur50pfdEEUSG1Z3X/zGyKqJ2z0Ur7CvcmfvlGff7pTOmjQjWaqZxPiU88MRpb++2qc6b0TeXaywZo4FMEjaQUXXbMZ+MUZ9lWDDpUjSNDnM/UnB+1BlEhaTjj3x3+3EK0fPngjec+Px22Amv2L3yjzP9iJ/92ptS1MPH7l+TOGNuyNh4bq8X/eH/CnCk9mx4OX74Ja26+i/2DavPHnixXo9/agv/0oNP/6DWjkydPRkxMDL766iv89NNPWLFiBVq2bIl79+5hxYoVEIudTxMvWLAAYrEY3bt3xw8//IBVq1Zh6NChaNWqFcaOHcvyEwqFWLZsGU6cOIGhQ4fip59+wocffog9e/Zg0aJFb7whdSucN9Savt2Dt76hn1zG0z/wqb+v3Mp/A73jzbzeKIvgI6pkr41iOYxiOXtdIRDDKJajROJsX3VwcR0eIr7FqZeFjx0pnQGQG48jwza40U86Ocrt2gHuP8z/v+GzeecM9jOH607Xad55zNu8CcUSb4ADKF7mARxgZ6fYN+MMYuVv6/fzG9eiXnxr1reZMgfGz6Y721FbVeJSdxtwnSeA/o3v4tjQ72HmeSLCLwtFVRIMu3mYlWN7UYV2OXfZcblz5uKPUWsxMvwaK2Ntr/3w4FL9esNdn7dfXHHrt2Zaa/WrGb+8x2EXTAD5lo0AB4gNv+5m8+AA1gfl/2i/ijXxdXRg6qw/hgIcoP/+TzCk2Z26NP8B//ikGIADXM/WYXLbi3V4nElv7rRBOOqdP8sLhCAvAztuc98ddWgsdg+AA4xuda0OD3NNH5mdftk0N82tP8i72M2+FWvi2c8SvhngAD5mkxu2r1dXP3t9Hf5Lndj2L4ADjDjyESoEYoADpBcr/nlczTq0y7mLUqGUbZ8wxunnHNjxoMjfbczuQfXHwlVRh7DmwEJ3/3mtqioMddoYO2HqwRa1sa9ywccotzofdi2slNaxm4dFflCsiWfxvp0X7Ca7T6OUf8Utwi/L/XrrIoADNC56ys5FZDezn5kYK/C0smMsPE8ov3PqcPNlIO68CqyD8RvX+R/q0rePuc2nU+Dz/5FN/LdYV2trXTLq2v7anvsgrJl/n/2zsbnvDvTZP/tfZRWuLvxPsjtk36q3vefuGW7Xq6/3QfD6VVCsia/xecL8zqcADnBs6Pd19ah37rVtlXxhvXJ76B8DIMx768T/GNv0EiXAAZpvXs62bX1vF8ABuF61e+MXAxb9I2+NtBTgAJv67mTbdPIifH7KJd7WtHfJvIaWOQ8ADqAQldfLr9Yv69YVf/etM5eBB6YCHIBc7fU/2JKxWlxDT7ARB2Nb1cbjKrsnrA4nBmYen8Xf9T6FwahXw1Q0URdi/+DNbv7iV/7f0kEB+J/9fL9//37q2bMn+fn5EZ/PJ4VCQT179qQTJ07UoX348CH17t2bpFIp+fr60pgxY6igoKBevtu2baNmzZqRUCik0NBQWr9+/b/qwvx8/413F4KGyCgCrZTPoI+CtlK89mP6zTOKJJoyui4PI6MIBA251aUecTQw8DAZRaDTvt3IKIJbvSIJI2iI7kpC6Bu/2bRSPoPmBy6nrsrztE4+gaYEbWTlutZ8sSdtV8fS9nkD6MqWdmz7FwFLnH+Fc+iX1Pfp/Dft6K4khIYG7qNTvm/T/MDlFOiXRVEB58goAiUNaEDv++6mYhGHtnkNI6MIVCDisfxeSiQUF5TAzmemz0qChuixVEvdvM7SXUkIxQUl1NEvT8xn8SgWccgoAvVRHCWRpoLighJorXYaS3tW2pFm8ZfQZz5f0pUt7eiKJIxmey8nowj0jd9sMopAaWI1rZ8/hYwi0Jyg1fSDZiJBQzQ9aB0ZRaDdsv5uOD0VK2mSTwK1V15lMWFqXFACPZcqyCgC7VENqqO7UQS65N2Wims+M3ozGDwVK+kovxs9FGrJKALNky+mp0IF/cAbQUYRaKlHHFu/9fiIrg1pxPL9QTORjCKwejO1uX8qq7dr+6DBB6m5KpmuSMJokfcCtz5GBoPzXlk/di0ZXVd4TGXp4oISaLdqMDu+rf9NgoboiqTWdl/XPyrgHEk0ZbRi2iza69mLikWgbV7DCBqiHLGIoCG6NrgRKdQF9LU8jpK99JQu9WVlMD5QXx3ju4WgIYoLSqDrgsZ1+vuNPELXBjeilxKJGz+jCPRY5sdeZwi9aJb2mzrjV3pMIb1feo0Nggb77qUNmgk0O+hbGuW7jYL8Mmle4Apq5X+3zlijCNTO/wbFBSWQxi+XVspn1LGRXorfySgCaycbNBNohcdUNxts5X+X9ctOAVfYtWTmMTRwHxlFIJU6j+K1H5NRBOIG2qjjV5fpfd/dBI2D5e0qGxqiST61funax/gOY98qdZ5bP+M7DO/XK8NP6/eK7kt0dGVLO9q5bDhrJ4sDFlOiNNINk19Uw93GuvJm7OSWV2OChuhreRydlXYkmdbE0izzn8eOb6u8TlN81rJ9TIyFhmowIRrsu5f6KI6yvI/IokmorXTGVJd4eEUa7obR1sUfus2VsUGjCHQ2LoKubGnHxkGRpqJefILUL2imz0raucw55wedNNTxq8uUKI2kU75vk0qdR12V58koAl37oQ1dl4fR2bgI6vjVZTKKQMN+2EmjNvxEWzePobeViaRQF9SLv2tleKeJ1XRM1oMSfTqRp9ZMRhFoi1dsnb3BKAK9rUxk595eeZXuS3TOWKNKZuXclYSQUQSa4rOWoCE6JutB7717hMXwfd/dZBSBLntH0DV5uJucQhWvjt5PhQoaEfgrneJ3JJ36ORlFYPVm8M4WS1i9mb1hg2YCxQUlsHGQqWelHetdA6MI1FZ5nYwiULZExspn7MQVQ8ZOGBomnjB+ztRmqhS3a8YGuyrPs3gwvrPUI44G++5l7fucT0c3HFzlX5GGs/HkriSE2iqvEzREKnUeQUO0Tj6BJJqyOra7QTOBcsQiWi8fT0dk0QQNUSv/u26YXJGGUzNVCiuvrfI6Oy/GBo0ikN4vncX7df2OyKLpqVhJX8vj6IPA/U4f9L9Jy/0/p2X+89zuT1zvBerb9wf77qUQv+eUL/Zk/dJVFvP5ijScjSeMDUJD9FHQVrrtFUpjfLeQUeQaY512MnPUSpaWuYfoIL9IcUEJdF+iI/j+X/r5/n9TYX++HwpY5ZHoILiBPLsGCq4Bz2yNcOR6CLpElGDHX+H4qc9WJJkj3cZP3xmFJn5G7Oz3I767GoM5b51z668kEVIsLfDV4bdwMnYd8uwaaD3y8cjaFAquAQoPA26Z26GD4AY+GL8TB392vkWj68+fYUjkE7SNyUfCu9Pw20/Ot9ncs7RCa/59DDoYhyM1P1dUkwA24mFrUifM6nQOj6xNUerwQgeBM1PvM2tDNPR8jmK7LxQexW4/sVuJB4NDgUybDgCQmKLHOy0yMH1nFG6YO6Cv4hIWD77K8vr4ZCw2vFv7msQkcyQiBTfAAfDEGop8ixJ8np2lB5xvWRm6bwKGN0/Ch62voZJEMNgVCOI5E4LvS22HbXe74dDIbZBzS914M3yMDm88sTbGt9Pi8NlXX+CHuQvwyLMpKhwSWMBHa35tQv/I23fw2b217HWfX6ejgU8hejZ8iAFN76PD1nlY8/UldH1+DWt7fIztQWOwcftseNqcjym34d/B+mvd0bPhQ0z4fQzeCc9EYqoODX2K8E7Dh9h8q5vbGrfzz0SAVwlmdjyHxRcGQOxpwdKo3/HF+QFITG+GS+PW4L69DToIbsBKPHhyao83+G/agDMfbcbiY93RPiQXC9s5nwZeey0Gu1I6wZNjxYCm9xEdacCWC60wP+YCGno+x40aO5y+M4rlJRVYcX5M7dGKbFsg/ipsjQN/h6CX/j6WPxyHnA/HocPWebCSJ6pIjEsT4pFp08GLW4omnk9ABEw7Nx5ju6Wihcc9SDbvB30yCKptO5Ay7jNIOBWQcWuPkjTcvQXKynSYSQgBpxqZNh10vEw8tjTD0GZJmND5Fv7KDEUL7l0s/rM/DHYFFB7On9P2jtuPBjz3VyMya87Yd5I5EqrqTLT8dQ3C+A9ww9wBkQLng3u3zO1xdeI3zjXn38DmtPcwtakzRU66LQSFdhU6CG5g2J8LceCB8yUcgR7ZMDiUSImdDr6XEK/s/pBwKrDrRmt83vYIfEWV6KNcj9NF05FmbcxiwuEAlzNDMfePIUia+DU+OTkca/v+hhx7APS8TJw2vI17GUq06FaJqPKL+LLZIqx+vBDlDgmk3ArcMUegjeAuVv7Vh11LJp4wNp7d2h9B916xOGQ8tUMf6swI8SpSg0H3j7PryvhOpi0YBrsCbQS1P71/evZ9fNDd+XO0qx8WB3nDN7uElZlkjsSXh97C6RHrUEnOJymZfLrlDgnKSYoBP49z6jPxa1avkuxyeAdJWd52cNkYlmSOhI6XiZnHh2Be3ytozb8PAEi2tEBLfgqSzJE1NlQGHa/2J/Ob5nZwgAsF1wCDQwEF14CLmU0xrtFp8H44hNH6MxjRJQ1LDnbEbxt2sjgx8ZWZa1y/b9Fg4VnM6uSMw593WI7Bl393w8FQEwdvmtuhvaDuz8b3LK2g4Bow8Lu9CHmSgdJfCrGsch/CPB9ga1InvN3GABG3Ck+eC/Be82TktPRD0L1Xbrhy4YCOlwmDQ4FuO+ajcMKHdWzctTB2YiUeKkkMObeUpZt2bhw2xtS+vc8OLjzgYOM8ALwolGNQwCUIOBY3rJl9J9MWjH7DDuHvg9HI8g5Ci1JnloVn1oZo5Pkci84PwJwel+DDLamDB1OCRz1BpCAJVTXxO5+ngaZ1Ho5Oi4WCa0CXbZ9i77j90PEy4QEHpp0bhw0x29m9oaHnc2TadG4+X+aQusUT15JqCUM4vzYt1YDEJVjU7ST7oOD0nVFImvg1y9sDDvyQPhQnrmhxZvR6dNg6D0eGb4K/rOaBY0sL3H4gw7gI54OtmbZg6HhZ2JXZC6N1tW+4SjJHouPW+dgY8zOmNj0OO7gw2BVQexSy/QCw6nBbHI3dxObmTjJHohX/Pp5ZG2H51QHY130lksyRCOG9QKZNh/0X9VjTyz3bA8NbwDHjsbUpNB75yC0SYtf0ydh4YDZSDMEgmRxVJML0nVGY3fcW4k85Y9knPe9itO4sKq2eyEYIFFwD3v15EtaPceZzZmzM5PCCmFMJg0OBlf0/xcjDB936Xe3EdX6v22jHrfPw69iDMDgUCGifjZybQWjq+RiPrU3deDHxe/f72yDmVKGaBBByzEgyR6IN/w48OTZMvDANW6M21sZYOP8ZOuDkfBx7d5WbjySZI9Hc8yH4HAv2vQrF2CMP/s//fP+/sRhtXlDwDLCZAbm0GLcrwiHjlKLULEGAKB9ro3fDZgYUPAMUPAPu5vhBwTOgwKxEhU0Emxl4aQ2AzQy3ypHlFPMAACAASURBVIMZCp4BRqsXsm2BkEuLYTMDMk4pvMQlcJgJ8y8MwPkGXbB30xh2XKHFFzzYYA4UoFIqZNu9PUpQKRXAZJWybbDawbHZ8NLqjxd2PTy5VnYuNjMg4ZTDbgZ4dktNG4ftI4sDfEc1vh47GwqeAUQEBc8A6eEWAA8wWr3ceBnNXqgWeMJaw0PBM8BuBkxBMvhrXsKHVwwFz4CXNn92zOfDvoTRKkeWNRBPlXpwrHYc7DIANrNzgy03i1Bs8YaHzYp5597Hc3sDLHn3cyh4Bjy1N4LNDNwKaYWxCzajuIE3vlz9Lb7b/xlObhuMs9v749wv/bBv42js2zgaZVH3wRNaUG3hsfKLzD4wmr1QYXbiWGBWouWjFFjNQNyZDTjz8wD03D4da65GY+3Ij0EWB0rNElSbPVFgVsJOHBSYlTCYvVFuFqHArESmKhg5Qj84uAIYzV4oNUvg8PDAY1sTlJileHv9GZSYpWipzYPFzMXu94bCZgbKAyQwBclY3QT2KuSbRDBZZfCyGWEzAwP3x0HgDxTbvfEiMAQ5FqetVdoE7FoqeAaE+KfjRYAeD63NkWkJgsHijQKrkuUtpEqoeAUwWWUoM4vhwXPgdnYwCsxKGC1yVFs9UQov+PKK8ahRY3x0djJsFqBaJ4CCZ8DgOXsAXo2N8QC+oxpcm9XNvs8O/wajWtyEySLFfVtriOwVKDAr4UuFWNLvKBQ8A7S8PFSaBU4sbU4sC8xK8L2c9mgxc1l+jK2ZrFJMGfEdFDwDBFqCjetciyBksOP14gwoeAb4y3OgOfMjvBqU4JVNi+f2BtAocqHgGZBu10PoWQ0/Tg4CkQme3QINvYLFzIOQKqHgGSD0qIbN4QEvbiVsZmD0eaevSzllyLVpYLMAz+wNkWHTocCsZP2ALA7YOE47k3mYUCUXQo1n4FjtmPTgZ9jMAMdmg80M+PCMeGnzR6lZAgXPgPk9L8BmBsYu2Iy+Mw7ilU0Lv6RXbjhk2YLYePPejeNu68rGF7kNPjwje20KkOLL2JPsuE9OjWT7xAUVLO8qoWdNXJI79bTaUaUVsrb5wW/TIJcWs1i76lVpFrjFBIfZGTNGHp4EBc8AvqMaZVYxpB7lLI3cowQ2MzD5+hDIuSbEX41h++bcGAFfXjE2DpuIL/4cAAXPAAmnHDMSYxG2eSWeTv0UFTYRGsmyUWBWuuGUKQ9AuZ8T0xyRGkturEKpWcz2B/x0ndW1mu9cKyYO+vKKWTqrrTYmenuUwMPbjtbJ97Bv42i8d8WJJxNjfXhGBPllIj9IhTI/CasPI+dujh98ecXgO6oh45QCPGB/90Es/7ELNtfZJxg7cVgIi4csQLfvz2DK3HWwmQGznQ+bGajwFmJp38/gMBO7hzDrLOZWosJf7IY1s+/YzICIKrH95BRAR/CxGWGz1sQfWTVsZiDH6gcxv9wtNvWdcRBHwvrUXn/yPXZt+ggfr16L49uG4M8tffD3pCjA1xnXCsxKSFDO6me282GvGSvllMFhJohR7jbv1+OJa5VzTU4+Zg+n3Xua4VuzvzB7758hb0HKKUPY5pUwBcmgfduKPLMKpiAZCsxKWF1ii9yjBOVmEUq1EhYTU5AMIk6Vm1wFzwB4Ap4cC8p9RSgPkoDvqGb7O26fj2F9EmAw+7C+w46z2iHnmiDkVSN8zk0oeAZ4Opx6G80yFt9qTx6yBIFwmAl8RzU8bM49W0wVsFuBzzcug80MeFgskHuUsPOVcCtZn6zVmwMPrh12FReFZl8WH0aWh83K7vOrjiyq08/YSZlKjGf2hmgckob4UZ/gmb2hc8/yFdXsmwpIOOVQ8AyQGcqg4BlgUXuydm/hcJ2xRcyHySp1xhQxH5X+IlaOw0L4q3MndP3ECFOAFFJOGWxmwF5j3zYpD6YAKTpun4+RhyfVjtNxUOEvhrdH/S9qqa94fPnll1/+37ph/L9ZcnNzsWXLFsxQmHEgbwaibRdxKzsSLaofQVlWjP0v34dqbinWeQyCtLsHSpp5oaSZF3w7VeP4voGIKLsBtacdUZJkkIGgCarC1WEdkBGmQ0aYDplNg3F830CElj6G9qNqXKrqjjaPU3A4ZzA4RYCq0oAsXmf49DIg7K+n4JYB3DLAUOiFSo4OAz3OQq3KQ8Y2KZrw8rE9axy6ma5gzYuZ+MT3ALhlQGmJHGUlcshKTGhmy8SZ3L6Qm0wIrMoFtww4m9sbf3fpBPnNCvhVFsBWyoegwgZuGVBtEiE+61NoEouQnN8KVEy4X/YW9D9eAEfZFNG4gkhhOrwrysAtAyoMIrTlZuDPj7pB/qwM2+5NQpTtIoSZFhx6+j4uv3obyQWt0VXzFzyL7fA0OtDy0kOUF4oQJbqPiPLnKC5RgHuLi0bVLyAvLYXF6AlelQcaiUrxgfIqfE1G9LhxBQkZMzDYfBge5YD1qRC0j49fTk1Gp30X4VNejWv5b+FeQQTu57dCZ+t1cMuA8iIhwrKL0LjqOYtlaaEYrYQv0Zz/CjuvdUMLwUv08k7Gn+O7odG5TJx41Q/hWisUAj6U50vQyZIEu5ELPgkhKyuDh4cvIhyPEIRidJI9h9xchfaW57Ba/BAluIX24kw05uWhCXJxIGsIBoouQLxfjA6V12E28hHl/Rg3z3dCSNEDyPOrIcuqYHWb9fRbhAgrEFKRAStXjeRkJcIEr5D3VI4IQRYiq56hq+QRzpQOg9KUD7NDizDzI6zPmIGb6ZHokPU3hBwR+kuuoJmwEByeCk2qn4FbBnx7eyzuCaMQNrYMvhFcnG85AY2bZaG8WzuMfe8aAqKlmOG5Dr9KR+KRoyl6d76Pu6oIlOia4VPPbzEleytOnu6Dr/w249unM9HL6x48S+1AGReS8mpwy4CEjBmoTjOitTALXQWpaC3MYiscWpzJ6Q1joQ+60E3wK+yIcOlv1M+EnIYBCLyRx+KRkOH0wcoiPpY+/REJGTMQXnAP+zPfx0fyo2gsMCBS9AythVlo5ZGF+45euJPdFh2y/obB1ByiWRa0O3sPp5/3xdOCxuhRfQlfP5uLtLLWKEUI2gpf4K7tHUxRHUF6SVM0KHuBU6/6wlzEQyT3AYSVdlhLeAggE068eg9vVV8HtxRQlBohMFbCs9yBKJ/HSE0PQkd5Ju7ktUWT6mf4KWs8rmR0gTlfgZa2Rxj5dzyGeJxEaZkC11P1uFjWHx3UScALB86UDkN4xQNcLuwO9UEjtl76GLLSchYDBoeYqj9wyDAGyfmtEG27yPZdz++ERtUvwC0DvArKsC1rArpar+LeMx1Cigvx29MPcOFVFFLyW0KSlY0WbQuRNLg9Gp94wfJ+p/wCDr8cDE1JDqK8HqC4RAFHtgcU2UZwy4Dumkw8yWkKmbEYrYVZiPJ5zI4tSKlGsqMnomyXYFApIMuqRELGDERWXsfFykHoaz2LZ3khyLRGsH7pbSp1xhuEIatIhzaSHNZOf3s+CF90+Q5PMptA1kYK499KVBtFCJVWoIXlIX55NRGtbQ9xv7o7IspuwLFUjUaJmeCWAY5XPPz26AMk57dC//KTKM70xYXcHugrugpuGXA6pxfumzoi2nYRPIMD3DLgqaEx/CoLsDFzGrpb/0JGtgpKS61Pbs8aB24eYcTfB+FVUQFLiSeOFo9C86rHkJWYcMIwFLnZQYjIuYOQ4kJ23PqM6YiyXcKa9NmY+ccnGOR9FdfzOuGPzB7YUTqPpWt1+AFCqrLc1rvAqIV3RRmqTWK0+OsxZu//AYb9GuQmW2G1+SJKdA/8PBu637wCj5oxR3IG4VJudyTnt0JuoRadiu9AUl6NPdkj0cFyCwkZMxBa+hhRXg9wOa8bLmREo3HOU3zXfCbeTf0D3DIgMbMnws2PYDNw0JLzEsJMC6uTrdITYY/TwC0H9rQeDkrzw5HzjRAjTcaHJ+eDw1PjLWsSpHkVsGfyUFXkCbtnABpWvQC/3I67uS3RQ3QPHmXAiVf90MqcivO5MWhuTmNl5Bv94FNR6oYFUw/kDEV7yx3wygjcMmDVs7lwWH1wN68NkvNbIaLsBsbaE3HiVT/4m7LQy3Ef++8NR7vyJETZHiA1twn6+9yEuMoKbhmwO3sUWlXdQ+NSZ7y5nNcN4a8e4kD2B4jiXHXzvUuZnfAi2x8zxfvhkUFIK2qKgKo8bOkwHm1N1Wh99TnalifhLZlzP/OqqEBCxgy0rb6L46/6g+uhQuTRu7iV1x5J9wPxqLIj2lbeRLvKdHDLAJ7BAXlRKRylnkgragqbyRO7sseAayKISysRaCmEuMqKJRdGooTbFNdy30JE2Q3kIAJmkxD9pFdRgBaI4lwFpwxIzO0JSW4lBMUVuO/oieT8Vuhd4Fzj7OJgiMur8agoDJ6ldvySNQ5yUymav6r16dDSx+iJe/A1GfF18nwozxsxxHIE2zqNQ0U7ERolZqKkUIIqXgjOvXoHgqGVWH3lc3R5dhW7sscg2nYRHkZyxpay88jID0ILcS4OebwFY2QAmv79HAkZM9DRcgOhKem4an8LbdPu4M6YlmiUmAlOGcDPs+HA08EYa/sd/YOeQG4qwbmUFrhl7YuwVw8hyLZgY8ZA3Mm/jcmTJ7NpQ99Y/vUH/v+lhTlTmqQFherTyKID/aT/kHL1CrLoQOOVCdRSd48sOpBF56RxrZCV0B7fvmTRgXJUMpaOqQ/1oeSrzqHz8tYs711pQ2iUfgft0X9AJToxK9e13pEF01S/eHo8Uk9P2gTX6Q/3vsJ+TtcH0m19S4pTrSKLDjRKv8ON50z9GjLrQMf0Tj1LdCK2L1/v4zaveZovKFSfRqlSNUFWQp7eRTREf6BWlo83WXSgJ22CyRQqIpkyl8w1fZP1Gylcd5/m6Ve46XpT35r+lLeiPLWYygN59FAfSmv0M9n+Ao2YPOQG+kvfwW2c6xzO6qPZ68v6TmTRgZbqF7rRv6v/ncK8r9bB6rGXkrr7/k6btGPooUxFqVI1OwdjYzFN1m+klvp7FKpPo4WnvqB8vQ99rPqaLge0p1Spmj5TL6Yj0q7USHaD8tRigqyErQrZM0r38aZspYyqdRzK8JVTlsKLLDpQpkJOGb5yMutA8/QrKHOolrYUjaQtRSNZ3SAroZig03TKuyN9pZlDFh3oubcP5aikrIxspYxC9Wn0i+8gdi1d7Y+pj72UbvNerZ9NuqDndMq7I+WqJOTpXcTKZOoe/QfUSn+HJuo30XDlVjLrQJsVsRSqT6MSnYh6rd5FFh1IKX9G2/Wj6aa+da3tRHtTqD6NJslW0RlpWze+kJWQRQcKa55C/gEZtNPv/Tr9r9sJs+aFTb3oqbcve50WpKszFrISEslyaKJ+E2uv4/02sr4yT7+Cxui3k0UH8la9qjO2PNCD1uhnUro+kIboD9DXqo9pV9oQsuhAhVqnf0zUb3LT7ZB/XxLKclk/yNf7sDZYGcSl5ZpZFBN0mh7qQ1lbva1vSTkqKXXSO/2VWcvnowPIogM11j9mfceiAxU3kbDzLtCI2HV21cPVdyw6sLxd9e4/5VAdbOvzK563gSw60AN9Y3qoD2Xbb+tb0k/6DylVqmb9hRmbKlVT45DHtIAWkEUHKtUJWZ7M30M+UfXK1gc/oyH6A/SVfgHbNl6ZQK30d6j3mOM0U7+GQvVpNEMfTyP9f6I7smDS+GXRHt++rGyLDrSx+ENnnAxs7oYRgzfDe5p2Dfv53K+dyeISB1vq79WrY3f9BVqtn00P9I3JogPlqZ0x+ra+JYv3KP0OFm+mMmsZqk9jeY/Rbyel/Jkbnav/v15z9Qo2DrbS3yGLDmw8Ycb+aBhND6Y3pDH67ezc+wUeom+TP2bjIKMHs+98pV9AnfRX6C99B5qvX0aVzXhk0Tn3BiZWva5LaWuB2zVXV0ZHpF3pbmAzmiRbRVH6c279Jf6eNF+/jDZkjSOLDrRJMZLdG5ha397wJiza+5yjvOY+7LWXKpckXi8pVJ9GM/VraO7j2azv3JEFU3zZZArVp7FxELISqgzisuP76o9TnlrMXn+lX0C70obQ4IC9dfwDMiON93P6pOscSlsLWMzT5ErWdxi/ZOKJt/oVyytbKaNW+juU4VsPxjoh7dMPocv6Tmw8uRzQnu0vD+RRmPdV1vaDAtPZGPZHQFey6EA/ZQ6nifpNdETfj1KlGpq9ZyVtKRrJxkKGNxO/Q/VptFo/m5Xhen/C6ByqT6P5+mW0PWsY2/5AqqYZ+nj2mtHbNZ4wn596+7LxJF0fyPYx91Xz9cvYWOWK8XuK3fQ0Ioi+bjObvdcI1afRTX1rytAHkHdI4v+PzpSOB9po6/ZPPDUWa2P2YvHlQYiPqZvuibNyO6L1D3BuxBpM/2ME1vfcAwAYPvUX7Ns0FnOHLce3+xehwcZv8MeXP6JRQW3aji1vj8WkS7+gpFoEb6H7q1DFqzfj+5670brRK1TqfNDV4H72qcXWZUiZ+IVb28zEWKx7Zy8eG7Roqshz63NNrcSkhHItD4v80FyZy6Zw4Kx0nmEK8S5A+rTPWbqpZ0ZjU+83p7R5Y0qoDd9icsRFfND0Jhr5uj9Bt+7GO1h19V3kz5zpht2byrkXzRET8rBOe+zRyUgpCETqJHdceu2dDauDh9jm1zEx4jI4K7eDFox7I38AmP7HCMQ2T8L0xJGI0T/A19f6QcSzYGHn41h0aQhLx+Pa0TXoiTMlVMxexB6d4kwJNeBHzGy/GH/ktMTtrBF18GYKZ+V2JE9YhNijUxAbloSFnU9g3InxOP28JfIrnG8EW/72IczrdBIDf5uO40MT3MZ7rPyJPWOlFJeicKZ7iq80rxAMWTMeAxrfxd6HHfDHlz8idKYTH7+Nfnj1sjdu5+rQ1i8TI45Oxu4BPyL26BTsG7QZlVY+JN/+CFowDu37HMPN0+7vegeAm6/0iPxlSb1zezHtU+i9DYhP6gmt1ISRx9zfP58+bS5CvN3fzmG28SDg2dzsO0vsh95rP8EjQ92XYNCCcXhuVKHRptXYO3AThje/ATOPD4GtFu/pf4zA97fc38OeMnERwlW1qZtmJsbiiy6/QyGqwNG0COxbNwNzT61D28x7tSmhnkRg0PEZcMwZi5g9n+LciNp3278qk2NHShf0a3SvTkqo+KSemN3hDwDOeLK17y/14uVaSoUyHPF/Bx+mH/5X2tfL02INQn3zAQDDj0zBp7OSsKaP0y72bRqLUqEMXtVlAJx+mfGxM6F4sm9TtCx+Lc1PTRxw9Zc9Dzog1Ccf7f0z3Gg/PjMKG3r/CgDotGMhrn24oo5uzPq6lvoweW5UIbUwEGuSeiM+ei/mX3wfp4fFg//NT266VFo9IfasfWVVuUWARZcGY8qY2xBYzbh/xRcDmzjP27ZYcQMpC92fCQCAAW034djtqez1/fxAtNK8RLsvL6NRfjoefk9I5jllzkyMxfy3TkIjKcXWu90wMeKyG68SkRe8q5zn4odP/QVLl89Dl13zWb8slClhzrEj0MtYR483lUWXBmH520fqtKcZtGhSE+evvWzofDL/tdJg4zds/L6bH4QITXa9MoYfcfp8akAzhOc40+1NGvs9tvzi/gpYzsrtSJm4CC22Lq8TQ73WbETpp9PY6xFHJ2PPwB//0xzftDZMSQ1ohoStHTAl4k94CaoR6puPhgMu4vmx7izNn027osfjv9gUX5yV29kYxJQVV/phYecT7PVjv8Z4dc0DUfpHr83zZ5wd/h16NngAO3HgwXG/vXlY5Ie++2ezvsMUxr5jj07G3tfm/t6BGVg16w+E5zxCtm8Agopr44TJLISYZ4Gnh8NtLcO3LMO+QZsRrsoBZ+V2XP9wGTrucMbF8yNWI0r/COUWQe1rRlf+DFow/o04vqm42kl95fuYyZge1YHl/eHEH7Fj6+Q30tc3/9nnhuObHgfg6eF4Yxx0Te1Vt286lnRdj7Y/4z+dKf1//qb0YiNgh9+PmD52LaqCJWz/uZwIGH9pguHl29HY/BBL1fEAgHUpAzGzxVFcuuGHIlUDJEs64JuSj/G59wY3/gU8LTb5fgbp1RsQvN8AI7y2wfdyAXb6TEV49V2EV9/BKtXXmNDzewT8WnsA3MrxRK8XO7Hh8BpU2floM9eZO65l0WUkK7vhu/SRCB+RB//CXARm5KGSK8WzTDlutnwfanseXniGYvjsnWgy7x4Oe43CoNJf8UDYGj6yfKjzC+DJdb4VpIIrQaqwDc5IB+HntJ5o4ZuB9qon8Dp/GRckfRFRlQSPHmFYUuDMs7fTozfG2M/AwuGDTxYsVcdjccFscACMKNmCi5YumBx+hqUHgJeeOhx42AmWAD/ME69FAU+LVGEbRJWfwjbfGWj75AT+NLTBoBZ3EWJ5hkfxbdFs9m0sVceDA8LigjlIE4Rhn/wjLCmYjaxyFYoTQiEQmbH/eTcMa+jcGHY9dT70Mzq0bm7HQy+6oIn8JcJ9M9i1+6dy8VVLNPF+CT9xMa7kNUdnbe1N8LqUgexnMc8MhbAMcn4F3vZLwansduBzbegTdAunstvD5uCib/At8Dj1v/VoXcpAjAq9gF+fRuEt7UNEqp7UkTOzxVGsSxmIEK88ljfTz+PaYXN4sHTNZt9mx39VPheWVhr4JN5FR/EdjBAcRKZPOO4WNcTFXOfDIaXR3cAnM/TWZ/BOvo/ewbfwQNgah7zGYEHeXKyQjsOXldvQqPAWdutmIcCaBamjFN5256bqk5+OE/QubhQ2cZvXTu9p6Ca/hZ1VwwEARk0D+OSnY7GLXZRGd8OSgtmwS3nwKHfeqCxVx+OTFqvxy9ZozGmwG0vV8Zj5chESZ/WHauED3DE0dJOzq9FnGKC7jsUFs7GK5qOBdz7S+Y0Rbr6Lu8IOEDvKcSrvLdwzNHAb90zeCveVXfGXOAb7nr+NVvmXsK+RU7eUYh2aqV7ioGwsBA4z6zvHzO9CnPwAs1ocxaEXb6F3w/sYxdmNI/aBSFAuQqKhI971uYQhpbtgWB3A2vCSgtlYo1wKtT0PY4ybsFQdj2OZHbFIsxEfPV0Ko6YhRpRswR7vSbjZrA3aP7qDpep4dKj6C0dpAPY/7wajpgHOdohGr6TzuCDti6jyU6jSSXC5+B2kCCLwaZH7F4PtPaYj+4EOiwvmIOnzLsi8pcbQ84dZjJcUzMZSdTwcf6ZiadjPKOD5If2z5ui40vmQRI5nMLI99ehY6X7T5ZOfjmuCbuhkvgSjxrkWVSTEwZ4fYUziBixVx6N3+REcuN0WwV2lmFG0HACwyXcuphZ/i6XqeATYMhFkzUSvslofXKVaBQtHgBbVd/DR068wWHgCD0x6bNu3HF0/3IfRxs0Qd9ZheNp3aK2s/WJfwPPDJt+5aPZWKoYe/Rk5nsF4linH2/7O3KSrbHNh8fdzi0epwtYIr76HlaqvsaBwHl4vCcpFCK++i793d8GSAfNxo6AxTodPwQTjOjzLlON651j0jztUZxwAds09yYKgrDs4VP0eUm3N8EzVzg1Do8bdHnM8gxFgzUKBQ4k/Jr2LUdt2sOu0umASPlNvYWmtHE94khUDjbtwydIZANDe8y62yacj2CPHDWvp1RuY02gfzsoGYnzGKvzt9x7WFY1HgpczJ+Vhr1EYXPorUoWt4UlWNDE/YG3w9dKPcwK/VI3AV+p4rC+dgNZFl3BP+TYAoJwrhdRRjhmlK/Gt/EvwyYLVBZMwV70FHAD75OMxpHQXTssGo39p7WtGX3rqEGjNrCPrQPRgbPOdgQnFzi/hzH55VjoAysZFePU0gF3Tfd7jMcS0CyPP7cdSdTy0FxMxcGEqVq8cgiUNt8CL78yLyeDCFGafWeG5GAutX7HtsfwDOJPdDoOFJ/CTfDqsHE+kCtsgoiqJXb9hDS+j/a09+KjpHyjg+UFty8VSdTymG5bjkHw05j6agYVhu1DBleG9sgM4Kx2A5jePYYD+uts8Gd5yezF2nRuHuzfbouPOM5h33/mgblG1Fw76T0YBzw8zXy7C916fQ3LT+SWrsk1LVu82VVexgPM1hgh/x1c19ygMPun8UHhVG/BbmxHYEzMWhhznWy/neSyEILcKj1K6sHayVB2POUWL8Z3SyfcL06dIWxXB7iuH5KORKojAkoLZ2FU1FEEeOTjjNwJfGz5msTFqGqCA5wdDtQzNeE9g9PCFj70YPvnpSFNFokLozdrg8JKt2Oc9kX3QiYmDS9XxaGB5gtElm7FUHY/9z7vhqvc7eLf0KzxMj/tPN6X/z/98f8ZTSNASmQSgVV4zCFqiborzZBKAJJoy2iftRyYBCFpyq6N9ttFRSTSZBKBvvOLIJIBbvSYKI2iJ7omcqSJWec0gkwDUTXGeEmQTKEcgYeW61lyBiOWtUBew7cGqF2QSgK6Kwtm2e6IQOi+OZK87Ki678XzfdzeVCDj0s3RYHTnPhUq6PDWCnc8s+UqCluiaKIzmyJfTPVFIvfoxlRdsoRIBh0wCUF9fZ2qlZ0KVG02iuCMli3Q0S76SxWSOfDmZBM4UFyYB6KlQTb9LepBJANKp0lmsGR57pP3drp8LlTTZ25kSisGks+IimQRg9X6TziYBaJd0EPuZ0ZvBgOGdKO5IJgHoa6/pLO3m/NGkVOeztakqtV7+KnWe27VQU0kmAchYgxVTTy/pQs1VyXRNFEbz/Je49TEyGCz2Sfuxa8no6kpnFHAoL1DIjnddS1c818kmklKdT2ckXQhaZ5qV3r6/s+N+lg4jaIlyBSJ2jEJdQN94xbGYmASgHSnvs/0pomA3XJTqfPrQZ0u9ejKVaXfFhGlj7Ju5zhD6kEkA4mjs7HidKp2gJXrP9xCZBM50JU7bUNFon23sWFd/7bbwHNs+R76c9KrnBC2xfulaXTFh7CQvoBbf50IlyytY9YLEmjJqrkqmy8Gt2XbGL1XqPDaeuGICjYPlbRKA7oxpxNJM9k5wo2Uq4zsmAWiq91rW1hLXOdemGtWUqwAAIABJREFUUMWv12c35492w5SnsVCySMfifU0UxtKcF0fWi8nrejOxyhXrb7ziyFttoCBtBkvTTJXC9rdVXqeJft9TXqCQiqVc+tj7O2eqH21NSiitMyVUX9+jLO+jkuh653RVFO6GkWscNAlAH/psobwAkVsbEwdFmop6fVfRpoBmyVfSnwHtyCRw7gfPhCqWt1KbR+80OUl5gUL6oXwc5QUKKS9QSLKwEsoLFJI0zETKsDz6vsF46q5IdIvfjF8yY5g2hjcTBwsVniTWlJNJANomjXUbX1Lzt7sikZ17e+VVShbpqMiXR81VySzWTByc6r2WFOoC+l3Sw4lJjez3fXezmOyR9neTk+8vZPVk5nVJF0GXg1vT4obz3ObwVKgmkwDUcc5lWuuYRJvzR1NCwQTanD+aNuePptUFn7B7mqsMJp64ymF4MnsDEx9WeM1ifc7VFhg7yQsUurUz+w7Dv02zJMoLFFK+n4DFxCQAdfb7000uw5+JJxmBPvS9bLybD7jKcY1VzD4PLbH6JMicKaHqm2dGoA9932A8Hdb3pBWGWdR14XlKFHekbRmxLE0TbSorj8GkqSqVjSeM7G3SWLe9gRl/WN+THgYF0OoGn9BpXReShplIGmZyW1dXnVKDgkgaZqKEBhPq6Du88Q6WntGbuTYJwH5m7CQvUEg3g5uwclKDgigvUEjdl/xBeYFC6t/kIOUFCik3UOQWB6ElKpZyKbOlN6vv7eBQEjW49J9/vuf98y3r//6iDK5GDC8RMiXQ2JGFGHsiWnPuYY7HGrwtv4hihwQyPRBjTXQbtyvzXXSVnoJMCziKbJAFu/PVUAVibIl4Uq3DTW1HJJRMhMwbkGnLUST1h/dTO2JsTrmu5a+sZlBKc1HeTIWcbD/w1c72DIQAGmBS1nokBzv/M6iiKvBRildGP4TIC7Fi2QL0+PJvQAmk+TdCRHYKZB4EvSMfMi5Q6RBBzHUeF3CQFWfvt8e6H6dh3sh5CAt6hhhHIpLLG+CoqB822kcjRl6r3+38EIh4FpR1dB4yFtnK8ZDXDh2f3kRb+z0c4wxCH++z+MOzJzsXPzLhYY4On8jWgqMRQONZgfu2SMg8gU62GzCKFUg1NYQu0AgZB3iBBoDGiTUjV+coRIzdeV1cJYW/phQtjGnY5DEDxzf1gmwqYMpyIFUSiuaaZ2jpUftf50vZzSDlV0MrLkGa0R924mKk7gj77ayt/R64Dg9UQ4A7+SGQhjjALy6DWGnF9fwWKJFIcZ1aQOpZjXfancGU0tVownmMNGqKg4IP8MTLiUkTn1wMyt8OGbcC+WotYh2bkFWpQaJ+JLrY/4ZMBZjICzJO7ROEfb45iLC3cpB+1x9STgl4IXykFAZBLqhEUbED3/A+Q7ZvAHrIzqPYLkGE0rmWjB2qSzJgLnW+g/lZr1Zom34PqHlXhJdPFTrm/IV0sz+OC9+DqCwLslCgWeZ1/FD5Ae5zQhAjT4QIVTjmOQApRUFoocxGWQHfuea+ANLzIAsFOC8KEKrLhh/HhEpooOHkY3Tsb9glT8SU0njsdcSiSdlDrOdNBwB8ZluNlvqHiHEkoqhKhuPaQSjKd+Csi13sF42DLBToaa21l4E+hyEzAuk5/ugYkIoYayIK5cE4mdMBM2zrcbaytZuffOv/Haogg7zyFT6R7sIazZe462iL7tw/4UffQKYEggoeQFpWgHW8GcB6YCEAjk6A5h7PMJvbGavsC0CwQhDAA9/Dhr/EEehaeRft7Pcg86iVFVyWjvvFoXgnNAW380Ng6hSMRYVLIVMC7auT0LbqClKE7RAoLGF92o+cftnd6xJ0yMQcjzXooz2FLa0/guwW8I41ETIVcALO/4q3vvMMCHXa/nz+V3guaoZdvNE4ean2LWJtcRsn4bzuisvoiss4iUEIGJ0BWSiw2L4IMY5EvC8/i7Oevdhxk6J3sbxlSmCabSMem3UID8yEhsrBcaHxo1I0pixcz3b+R/0dnfM/jzHWRFyvaIF3vJ16AwCfHOx8uzv+xFzl91D/f+y9d3RVRffw/zm35ZZ00hMIKZQAodeAIEUF6U0ITVCailgpKgoqKk2kWBALKF2q9N6khd5CSCCFkEoC6clN7r3n/P44uSe5JPh8f3+8613P+r57razcc2Zmz549e++ZM7P3TGYyRz1fUfQ3lkhFpxsLd4kQ7uCjNoM7rOQDUi3hlGGgleoW+eIRWqtukVbqxRVrBL3cjvDI6kYvt8q6g6tuaPKViullPUJygQ83jI3wD5D53cgzE4A6BVmMMf7NYY8qubPbwZ6W40obqkPv0oM0DbhPPVUuLh7wSsFGphg3sEIznYw8fzqbztJASMSiNvBmxzWKvnW0xODjbqajJQY95YTpM1Dn5yGUPMKlgZxn8/bBtOMSPkPN8ovKsv5SIS4CWKUK7s1rSr/PTxBlOYeLNxQ/0uLiU5PO9tYraCo3KAMqUvD2NeMpWOlsPY9LJa8TzME0D0pG18dGq93XCfLOo7lYxfv33l2G8zJok3OOSO+qrf0Tc7vQ/fMzDvV1tMTgritDECS+SH2HeeHyMWE7XQfzvHCCC6mRDN+/g8kH/8QgmFnxaByTfNYpZ/PTAFrY7jjolL9UgIsALpgdG+cujw0ufgAShQYXWpbc5V3bb3jlJNDS+wEXSiLxM+bTxvM6V9IjeNn9Kr0sR7haFkG3unHEptQjLDANFy3s296H1gNvUCK4EFInB+qAl2s+CV4taHTzDj7OVf3RLP8St3PrEuCTiksAqEUzYa4ZuFSeMWS3vTfKG9ElMB5fqRgXQX7vXaeMTraLXEkJ5u36f9BLOsIQp+0c1fcnUQqmpbvjqnC5JBEmZeBDDj9G9cHY+RHGAAvRvbdhcLdwPqMBz/mco66UwYWSSJq43mJW2WcsN0ezpc5UXPzBJqi4ml2fe03bEnOnGb3cKscGrdym0gBP/NOLCZfS+Nb2GR2t8oqvj7tZ6dfTxR0ZFnSSn2xTGSJto6M1hnB9Oj5Gx35pZovnWGYWD7o24WPbEhaoZyPYbCRrmsm47sSQO6EeD7/3JiogAR/BjE0qwEeQ9cLL00xyaDN8rueQ3K4Zze/G4eNulsdid9Bk5uPSAJrkXSbREEwbMVmhN8ClkMji2zgeVPVs+K/fvr8yTvYpTfMMIOhJhpI+6eBr/PjCWrRqsdbywqJ19Ay+zdERC5l+dAwreq2vkWfP/ZaM2vMmRe/9z67oAjAu/ZWVvdbRdEgJOyL7s2in4/Zc5O9fc+s1x2vB3j02mmU9N/xH3OU2NU7qmtvJ2+LbcS/Pj4867kFYtI4hDS9xLTuYpCkfKHkWxvRlVod9z8Rt91dN9AnBryAbU7m8dRIV/ieBSy6xtOd66ro4+lMtu/wS31zoT/a0af+RdoCjKU3pVT+2xvvI379GAua8fgyvpjZ63T7J+QbtGfTOON5vdwBPfQnvHR9NiUWPNHNsrbjPNWhPs9s3GR0/g4/rbCJqw1xmd9jNgpgBNPV6SHTEBeb8MxyXvkaK9pWiV1fQKfAe7d4z8+mDn4je86bsU9pP/l1m1bGp/48c7vQiV0OqJlRfbJW3NY1H/yKmxftE73mT6IgLREec592Wcwj97SLLr/TG5UUjB71nExV4j/7b32PP0KrzV69mB9Pmj/nKs5ehkJy333Joz62cIKL3vIlHfyPpO2wcGbGA8NVLlfRdWzbT99pBNKKNVdd7MKXFcaL3vMnmAT9SatER9OQv1r68mrePjmNlrz9r5dkfn4azI6Fdjfd2Hu+530q+ZnSv7G+mravB8tD6zD645xfGkK9fV+R7ddArTJnev9a8dhzConVs6v8DIyMct8fKNTpmHHyFlVdfcnh/a8JHNPOWz/rMKXXhq/MD+KjjHtlX8MbzTGpxsqoOu0/pvdYM2vke0syx9Noyi6MjFip5iiucWHn1RfqFXSO3Wwh++dkcbPkC7+13dOeZdPA1fun9e61t2dfqJfpeO8S5Bu2JuneRFVdeZHqbw3w2fI4iL/8Gp1Ib062eo0/oT9d68HzfNDZ1fsUBR5JPfUIfpVB/1VJSpta8AvPnnhOYcmwNwiLZf7x6XwmL1j2z7+zQaf1nnB/zBXcCG5Ht5kP3O/J1nN+9/FYNnqy59RxjmpzldFpjegbLbjLpHv58V2cMCxK+ZX1sZ9bfiWLv0KUYlv7+H+vu8HAFp0I+5HCLXrjtTKrBE4DUQk/8PArR2Wr6v9th2Lvr2bZsDF+dH8AnnXYDso39vMsO3JzKasjJ2ltdGB8pT+TWx0Yxpql8HubmuI4OcvnZ8Dm0TXLcHg95lELkw5p+8gDdzn7Jqc6f1nhvlxOA8+nhdAq8XyNP6M/fkjTlA24HRdAsrcpv0i5T9vFu5O43GbAwh0TfUPpf2U/LB7VfzSosWsetCR8xbt8Uro5/ynf/rxl8NesobZPl7eVRe95gY/+fALgY1ob2iVWuRQsGvE9k6m36Xj9co46jzZ6n1+2TDu/s8gryeKHXWHjj8HikmfK53hOOTmZNL9nF4e2jY1nZax19t33AT4PXUU9dFcNQvS8TfeoT9iiF4w+aUDykPgOuVF0/Kiz6k039f1T67XpwZA2e1F+1lD+XbaPrXbmft8e35cWQ27jonppgA7vbvMyyyy/xbttDfDZ8DtdnRxEX0JCIjIQaec+nh+PvnE99t1yHazkXx7xM17rxdFw/D4BjI76hR/AdR5/SRX8qPPk3u9HHfyUzPf5S9NIuJ7VBlpsPVrWGurMXcGHM53QISOTLIbOwqLWca9iBqISYqna27QuAtDmTgeFX6Rp3hg5XL9TKk6fhVt0mzFn+In8PWcbph4344twgIupksLJXVQzL1Sxo8+f/zKf0v36lFD1ghCBzBhirvdeYKXfS8sqOV9k5cnUtBYtAXQZGUOvKHMtWQv/m1/E+kVVr2rNAqy7AprVh0WrY064viw49FUyiKqmJT1tOtuSCr6noX3HbLCrQ1pyUDmt1iW/+eakSbxEtAu9xLcfLoZ5jD0NJLolmVb9NNcoDYJGwagTCipNBjVI2Y+YD+rdJoK5vLQ7+ugoEXS3tAWU1U6TaYbh6a615b037GP3WNYw0HIMkue5O6RfRqgdyKDWc6GaX0aoLwGJ5Zl9EpV8EDwjJuwtBNjSqfNROZqCI2Fw30FYARRTtk3lstkmgLuPJuhzoDajNoDGDCdCY2XO3KRglLoe2YkfLAUo9X+yTjUXZ1VzoKIKqFLQVhATkkLvgIQ0Cy+R6DhfxZ9u2RDW4h6Qud6C7ZcgDoFpfC8U122WQcXe9f4FNqraEBeQ4lBkYt48CZ2fcrMW8cXgYU6KOo9aWyngsEnnfZTAgZD+vb+jGgMCad6hbRDUDE/o50lEJVoOARpCw6kQQLEoei31B5hl90KAw0UG+eyUe48Kki3T8ZWaNvDZnFaIggKYIm1GsgdOJCtZHDYar2U/xxabk9TYWgbYcX+/Kixt0z5APvVVugxGOP6gHRvj6pQ/5+NAScitMsmwYRLqnyIY+4mQCGOGDQ0P49qXKgCWN+Znt7ht/CIyVMmgEdBVgrJSVf7EdFlGFViWSUFKHbpX5msy5xJ357TiTVY838o/XwBFanCI/C7Xr3ZTzaxQ7ICA55FELBbWW6b1uGgfHVt7trZJlqElePE3y4pX87578oUbZse3PoBEkekbcqWyPmsDyTJ47cQjXbUtZ1nsbqMtwcq2UoWrl7fbBIqoVP/lOyafRN6pgQNx+finprPCkOtQzPqmVl3L9Mj+3rR4j16WV+0EE0Jbj5iHvMqmcKpCMYFXLS3+jo85jQf49omMMFtQIVom3jw1mZBt5ctNgxTzuGj6vETgDgLGqPQ60Ft2vld+/Pf+qLCvgIM8JPmE0fJSITRIUPWr2JM4Bh10e7OOdWlvKqGtbKdM6YbCUP1Perk79mFY/z+LDzkcd8uSaPDmcEsKh7GtV76vJevvMKw75Zx9dqrT5aeiVdBKMYBVVaFTyYlBocYpiT97qchS1IPLG4WFK+R2xjVhTaV5/Sn2OlcZ17E8KQ7RZwUXWhxtfdFD6EqB+0QO5Hp3EgLj9yntREoAibLoqnrbMuVWTVlUJXVPPKe8HtbyCWpCwSGpmHBrMnKHH8Sp5wtS90awybuKXv4MZYNrPgC/kuiLyE2rgtEmC3JcG2Zb5LF6IZa4cbPbxP3048/odFFtrHwc1gM6OQdYPq6R6pt2wiCoOFLwNBdX4X9t8ohL8LI/AIuP+a8ZrdNj5CR8dWYLGZoOn1qc+3fM1WpVI5I+f8PmbXzH3RD96da85IbVKcl9a1Gq0NllvIx/fQaPtDEbo0jCBgw0XoxGeWgzU105jbfBfv1J6JhyWe21hbckIDmtfpqX5IuMfL+cL2yf8Gv45A3L/pE5eMj81+MahfN/LS2jarIwmttu14k9X1WVg8WbezprLq6FHOdG+HU7j9cwfNpVZgb/R0XqWpk/Oc9/DcdZfIej4snQm6ocZzGtYtbLyofF7lpRO47eUPjTfkofXlRyctxVRJLhSmFFBS99UFho+JU7VjLUlIwBY5fQ2U8tXEqOJooP1HDZJhfqpzh5vkp3P+1l2sVc7iBZXt3BB05mXhQOciJyk4AK4nFmf4uNhRH57gw/if1DSVuhncFsdSXxBEP2cjzPDLE+8EtUNOHOvHqneLfjUZSnpqrpc0EQxtGILXxrmMzJ9JTFPGtOmUS4RtqoV0IiCS3QMSGTGhPkkLfZjm9ckxq9ejTTUTHf9WT7Mm8uViua0CclkSam8ynooqRnFjZvS1XoCb1H+Qt59ryUDGlwnKd+bUPcctsa1o26kjo7Wsw50VyDfsb2ydCKfP3mf+Drt2SP2ZZ92EH0tclBGXK4/bUvPKjT6qHNZaxuLSVtOS99ULqSHcdmpE9dDXmZqwifYJIGOgUm87ryJtSUjyBU98VJVDYhb49pxuumrtEraR65nKDNd5VWk69n16Fx+EoCSeqGMMW6lY+J2rug6sqbOu4w3bWFrXDtK6oViSpUDP7KCW7BbN5TR5WsB2KaLZoMYTf/7P9HedJMetqM88ovgh6IJzMz7lJnmL3H2VLHQ/B4fh/9Jp6RtdAhIIkYTxU9O7/BT8at4PbxDSb1QgtMv82v9OYSKiYTZ7in0+2fHsuLJeB6pfJhpcIyaHO+8mZK6YbS0XeFd8yKFTju86vwXP3o6BppMC/6V7x9M5LeUPrxe/wDjTVv4IX8c5VYNqYV1FJ4AOGFmQIS8etH38hKuhfbDz62Y2+pIOlrPclrTg7UlI2hRfJ77T3wd6snwbcpRlwHs0Q4hTLyHU3oaMz1XOeRZpp/Ju+ZFyvMsy1e0vb+L4RGXOJXaiNbBGXz+5H2WeHwOwJLCN8j3DeWN8hV8YljC2pIRJKnDCbXd5x3japaXTuZyZn2+D5dXWNeWjGCCaTNrSkayQj+D6eaqIIzxpi28YD3AZstw9BoLWyuqguu260YwtGILT8pMeBpKFNx2OPOwAb82no+AxJqSkTwN402ynRtv2kKHq3/wRqP9xFoacXlBB179VF4N/yV1AMFhVgpu5uBjKqRbvXgAwvOuclzdi4iCS5TUrQp0esP5DwXn6Io1hIqJ/OT0jqKXdhiu20Vz9W3CbPcYVfGH8t4n7TYvN4qlo/UMFzRd6GA7R0qRD/M0X+L18A5L1DM5HRbNkGsLGB5xSSkXa2lE+8wDDI+4pPD7as/6DDss3+i0xmky0+7NpqReVWCR3Q5ONv3J6pJxyvuTG3o60Bo+NoEg8SFxuf4sDF7GZ+ZPKMyoYE3IHAKkh8wq+9Ihv70vx5u2oKOczo/2srWkP7csETwIrAp0MqUmOdADKH1ZKLiRrgoiwhbLeNMWPpj6NSXLnRVbVR36PVqHV4g8G3mQpGFtnekEa9KZY1jM/LIZtC09ywHnwXiLj9ioe5UYTWemli/n+5zRPJ+9k+ERl5SxYVtpP8Jcs2hlrXnDlR3alJ7luLoX6aq6xJlaYYiL4+WwmxzWvkxH61kO3WlIcctWjKr4AyepnGWPxvGujyxPK/QzmFq+nPW6CbxWXhWVnahu4GBPqkO37B2c8h2iPJ/S9mB48gpebiSPEX0vL2F4xCUFt06qoI9wgDcSPmZAg2tsjWtH+wYZBGvkKPc5hiXML/tQwbdR9yqjKv7gA3Ex36qqoujHm7bw8uUlPG4VxRvm5ZRJei7pOtHVckJJBxh+4yv6ht8kTVWXIPGhwu9VTtNZED+KiY2PUiC4MaHiZzbpXmXM3fl4LtDR5AeZ/owid7xcS7mg6YyXmMMi/ad4pd3hFdNu2uvk1eZYSyPGP15O07ACfsgfx1LXT2l89W/Gm7bQLTie/VIfrKKKiS6bmFq+gtRbFexvK7fRPi7fUTejrviAC5rOhIqJfKmf75DetvSsMj8BKBTcaJF7iuQ6jq5SW+Pakdsqihh1lKLrM81fskj/qYLLLttpqroIQKD4kByVD97iI1oWn+ewoT+Pdb58nzOaHzw/ZljOL2zznqTU8Uruav7ymqzYKDu/w8UEppav4HXxfY7e+uh/R/T9lXHQ2nHcYlXv19iuep6duyYRvXc6e4YsrlFeWLxJ3r5/5SumH3uVFT3/qJEHIHT1cpImOx7XE9OwLR0SZCMQG9CYphlV20zG7/5gZc81RHim0cAzW17NqQZtu29n77U38Muv2pp49/g4lvWofYu1OtR2JBTApMNT6Rp0h7FNTiMslldCQ9weOdD96dmRfNm55tFY/wl3/Z9XMKXFMd5qdQhXJ8cvp2WX+/BNzECy35pao1z1o6xe2fM+f/VfytEHzdj33giGxu1HPPSYrvUSmDF+Pge76ZAQWP7dXi42bMtH2+QrN31/WEVTrzSiG5/j6MMW/BXXHmlGNDPGz2f0qS20TK65VTX92KtER5wjasMXzO7wNwti5OOQ5nfZwpwzI5HXNGToXi+WMPdsnDeGciWzPs7tdDRJj+NKVn1sooo2/inKF1+5TYOT2sritXMAWX5ujp9J9N7pRDc+yyed5Mnvr7d6MOngJEDg+xfWMqX5YQbv+qCGDPbbOZt991sA4GUoYvxlx+O2CisMXM6sj79zAanLJW6Gvk7k2iXczgkk8AsTaUVVq7dBq37k4ZQ3+fbyAFqPy6fjzQu0fH4nAxtc40BSJH1Cq/jU58phItLi8c/LrpQVwYEnICDNkCdEe+63xk1fRrdNnzmkb9m1hUsN2jjQa+dL5JpF3Jogr4wm5fuwPb4tM0+PVcqChFoQsX44WuHjpn4ruLKwr4Kjel+uvNrb4d2tCTNo5pWmPL97fBy2NU1ZuW4Wv9zowaQWx/m95xji6jZWVq/uHzex621/pBkj6fXXJxx9xfHIo28uDCRlRVd+3ihvg80YP5/Fa+fw660eTIyUT4SYdGgSv7z0C/8TWHGlN9PbHPwf5QUUunOdPblZV/bx+vbyAD5ou/uZZSYfnsrqF1fVeH8vz58GHpkM2iUfE1PYqK+SJizejDRjJMcjutIj7nSNsgCdNnzB+dGf1Zo249RYFnd79rFydvj7fhs2xHVjUvMjLIwZwNFXvkJYvJnWUiBXZj4HwINCL4Jdc0nyrk9oTgog9+WiFzZxpmEngGfS+Cw4ktyEF0LucDGkDe2Tr/DV+UGKXla3sXZ+/yfw/n41OdP+565bT0PXjZ9xetQX/5rnfEYDOgU4Tu6+yB3H2h1taow7tcHIPdPZ3H/Ff8wnLN7ErQkziFyzGGlG9FNpmxWdBxi1dxob+32vPNv1oTaoTZaelpMfrvfmrZZV+iAs3qTQYB8bckpdaPL7t+RMm4yweBPJk9+mvlvVsXPV+1Kp+0FTegTHKjT2n7+Bbps+Y1O/FYyMOF8rvTNPj+GvuPakTJlea3p12v4TVG/7rUeBFFuNSl92/2suOSXO3J4wgxe2fsr8zpvouEH+GDr2ynx6BMcqK8rXQpvT+o2Pnllvgm8YDbNrHhv2yT8j2BQXVauczB73OQv+nOvQpptBTckzudMtvuaHkh2mH3+NFT1+J6VOXZJ8QgBHPbyeXZeWvg9ps+gfRZcBBu78kL8Hy0ft3fMPwz8vk7nSFPqGXqFH3GmuZv8v2r6vyNFQLDlhFEuwCloqBB1/jW5JhPNV6KRhR6elLOk9jalr1zD+zMcMDz5J37rn0AgBHOgyBjEDljTZiJjhiFdEhXbjP1hHdaE008Cv919mWth2+h1dyK4XPkGUoFRlIiLjLtXXLo2SJ1MPf45aspI6dAhi5bJ1mWDEIJWiGpWLV99cRMBq0qIqsSGUuFGSZUTjZMVSrsUolgBQLjjhJJVjEzSoJSuSVUCs7DEJsAg6BAN813wd394eSYzqCUY8KRWc0dss9Jy7hyNTZJ++K4mtEEM2M2jVJj75cTHfrhrC5ijZ0Aw+vYDdac9RNOZFpW47D/Q2T6RiNx4k+hHhnopN0KCVKjALBjSFel68J2CZqUaNjUGrNrFrajSlKhNGsQQJ2J32HL+3+xkxA6THepZ8/ykWQUf34ys5++IUFn49h1PWn7GhosPhyzx/8LTCT6Pogb68AHWBE5taf8feuENUZGpY+PWcSp7qsQnytttn78xhVds2vBZ5kNLH7thGRzPv+msYVXVo4pKMutwEQl2lbT76PPTlLuhKi5m79CsmHpqBi7aMhZ0X8NqZj1jT5RvKrE5IOo3SFrs7AoAWf8y5LjhZ3ZGK3RAzoPvB5bT3jgNBjpp7w+cgj9K9OJLYm7LMFThJ5ZSqTOx7GMWJ+91BcAYga0hnLN/o0KoqEGzw8Y2pvBZyhsv/vEPbwLPEpvZHHABJOZEgOJM+F4rHyMefqSUbL9RJRcyEQGsJ7U9cQawQuDfYnYWj5rB2xz6+Gvo5KsmGqpqkNtm/ASOeSKgoExz3fybtmsV3Hb+nu3M8+5LaK+2xw6EPG/NLhzkOW5bFlX3uZPVAzJCt7Dx/AAAgAElEQVR1g0IVbU3ZikzawQYUZ8n0G/HEWuDKgkWfUiya0EhWrILMc0uZT426ydVQbtFhEbSoJBGhxI0HIfUQM0Bd4ISYAdHrt6FTlyNY5cn2vrROHGYeYgboy10Y/d5qBh/Yy5Dju7EZ1UjFrkz89DesbirMKgMLv55Dv1V/ocLGZuFdjFIJfAY9hQHoJTNqrJQIzpikYsoFA05SGVZnrayzJU5osfA3so+wXf8A1gway4Rd8mBdIegI3r6DzCH9eN37OGIGePKE9vdl/7094mli8trx5fuz0BRbHPTKLBjQ7JnMc27nEEWBuPz6NNfJg2FXVIiCGttu2VCI8tyfUpWJzZ1/pjjLxPMZso6VWp2gUr5LVSZ0UgW6Cg9GT/uNQad3M/Tg3wrtpSoTnzfcxtaIQQw9totP353D5YjWbH9jbKUcWjFuOM6I4KMMq3+SzW2WsippKNpyd1JSAjHiQWBxmmJnC/JdEfb/TdGYFxFFuPi4CYvbboQnEs8fO02F4ISw4Sy2UZ2r5EbQMPSndax59y08zDW38Scd/JL4QdG0yL+JWAqaIgPFWSb0YhnaEiMlWUYESVTkpHrb7DwA0EnlWNEAgQ75Ztx4m2kv7yI4vSqwSESFCpFsswde+kLU2BR8R7t/XWNcAXjx+HJ29ZL9rssfu2BDQECiTDBgkMoouumK3ibrUYWgo972naQPGYBN0PDKT2vZNTVaGRs2dFjJ5wNn8elPC2tWVK19ttHRxOaE8FGzE4Su2sr9AcMBkBCwjR6JOdMJm04gevkarJ9pGEBnPvx1Be2uXOPrFfMwlzihk8prtNsuS9XhdFJXxAbrsJnUqEtsSMUuOC87Sle/G/z1/GeY8ETMgHJBz+Y2SxEzwKASMYruiBngZPLFWuqERZCPnCsTDGiKDAov7ccaVuS5IMpqx8Kv51CqMYGqHtYCV9kGWZ3QaW1oJCsIUCqYOJX8PEn9JyJmVLVh1s1pLGj+A+WCHoR69Jq7m11vRKOTyqkQnBh/fCab+n2pHH8HMu4umeco1+uwlGtpIOVwNbehwovlzdYx6tznFGeZyMgNZ/qk5fReVYYWCwuEr1gmya4kJYIzTpKZ/mOsHPj9BZ67fI5RP/7KrqnR2FCjwkb9zFTenLmURYtlX2D7GF1R4q3IiVXQ8rjMGRejvLD02XdfM2C5PB6b8KQs04nQrBTG/rKaL6yz6RB3iY9XfKvgssvsucROWBuvJaZFG4507snqOW+zMGEsHzZcj4iKxsIjxAyoU/JY6Y8zbTthK/dT7H6xq4FRM3/juR576djoEjZJoDTPCZ4OinsG/NevlP7xWSiNgw010s+qu9JBPM9JdQ96WQ/VSF+jnYy/lE5v6z5i1FF0sJ2rtZ5t2miGWZ7hh1kL/Kl9jY62czQU72IWDCRPCCHi9ypH+F3aYQyybHMoE6OOorl4HYNU+q+4rWjQULuD/011S5rbrrNGK3/Zu1BE07E3lLoPavrR27q31rIAseMiafrnLUoCnEntXQ/fC1l43nnCVm00jcQ4tK9WKLjiXmtC/T3JJD0J56aqJdGW2ldPCkPdcE2qiljPUAUSIKbXmnendjiDLVsd3m3SjsVDyiNUTKShGMca7WQmWGrzD4bU3sHUO/iAGHUUIWIi+zQDaS5e56ZK3spoLV7iqkoO6vGLyCArLgB/KQMXqVCREy0WullPcFLTg2QhjLGW35/J7zXayQyybuOkpieh4n1a2K6xVzMIb+kRd1TyaldD8S6dbac5qnmphgza+wlAj5loi7yKc394A8K33iNP8OSkpiemyGJevHqgRpkJltWIWhWl/iauZLRT6H7eegwrGtZpX2OCZTWbtOMU3E/zOx+PWts2OHQr7vF5PFQFY0HLKXUPh/Rn9QE4yneR4Mo2Tc1t6Oo41mgn87ztGObxTg56ArJe2Hlph0HWbXhIT4h7rQkRv98hRh2F66v5RPx+hwRVBA3F6odpyyuzqar6HFO/yATLag5q+tLbWuVQVSy4kKQKo5HrXZzyHI1mdbtwVt0Vr1GPaLSualck/fkgAk+m8TTcUTdT3ILsdNYG9rSadOMg6/kNPcjs4u+AZ6s2muH/YpfsslK9r5JU4YSKNYNq7DzJ7ujHpcsdaDz4Dh7xedS5mVsjr51uO0T8fsfh+VmQcimU+u2Sary3tymlfwjZ+/2faYdrq/v/wf89cJ9cu9tbbbAgfDWz709+5jNAijGC3b4TmZ78AQvCV/PGg49xs9Quf3Z4YGhMcJljMNyCcFneZ9+fjEWlQys67v6l68MINNdcdfw32rb5T2NY5vfPKCHDEe+RNCm6pODO0QXiXZGu4ByX9g1/Bn0EQHT6UoLL7lKh0rPbdyLDMr9nQfjPzL7/7EPtnwWrgr9i6oNP/jXP/x/cv9Wby+upn9eaVvx+CP+s70KfR9XHe9nGbvd/k6GZPz4Tb2JuGR/sTPnfsVLa7HYSERl6DCozaRUB+Ghz0AkWfjndk2aRbqRcK0WcbKD8qqOn7arNDZkQEk/7F2K5cCWQ9m0co8JLRCOXi1uTcOIJXpNKlAhCgEyLL/7abGK0bbnRNZLJx9YoaR//lUNYU4Grj1rwWdQuul5w9PX56UAUP+96i77XDtDnwhEskoaYGwFENrlDaaQrZ8VOjEiUgyviyhrR2BDP/G6zSGkcDMBvP8uR0BWShhyLN/kRbuRe8yIrUWRki2QubSqmZVghCdkWFp2pmuRtOt6S9j2q2niqsAtdXc8gAOt9RxA9dRt6deUEbKcclVdocyFhTx4tGybTaf89fF1LMKlKaR8j43kUL3Bq1jQ+2/4NHuqCmrhjINfqSddRh+nkcZHoz1az8eNxND4XT4frl3Fvn09IbCqXS1qReSod757F+GmzMajkycE3OzO5ofWjdcR9Prv6MmXWbNpHV7XhdlkEeVZ3REnNn07j2XZhFAfb9qPt/n+4czwb9zCJS/eKMalKiGqezJ2b9Thd9BzQkK4u/6D3TcPgnEfL1rF8c3QQ7V2v0S7qNgfOhZNR5E7rXrE8sNRnz7CXSfKsT7lBr/B/1KjuvLT9CEv3duYzr7sENUgn51w6px4HcLqoIc2Ntwht+ICyxh6kXC7FpZOVxoZ4Thd2AeDOvmwSzA3w0eQQaMyl/VC5XXbebtC+QuLOfF6sd41ZcxZzYvfLjPpDQ2K57NM2cqQHasGGj6YA87VU2kXd5s9TnShr5UE74yV6Z7Xkp6BYpg3pyIeblxGoy3SQw5FbZmErM+OnzSKurDGtTNcreQPvjcsis8IPXd5j3Chm1aEpdHU5w+mi51Bh46fJNU9QOFPRiS668yzZ24v2/WI5VdiFEO6zanNDArXppFsCcVfnk29zR4WNkSM98NHmsGpdA4a99DM9z8uTk3hzOKZmJQTdz2T9uef427NqhbXwjBtvDUnFZIL2MVs5VdiF9DsVjD6+H099CY8StbQPi2W9zwjGPNqCBORYvKh4VMHqfW/w0+RYZmwayOyR8Sxo+wEP2so6lVoRxCOLNxF147lc0pr7G5tTaHMm5kYA1oYmopwv8svpnow9kkWTgGScC0o5VdSFwTE1P3ZPFXbBJSuRMj95wv9qTJUOJpcHE+JUdbSM9ZiJ9s6xCt328ghwZ2822o/UfP/SVFnm1slp3VzPcK2kOanHMmk/IJZi0YgAmFSllTrrTKHNlTvb5QAxu76cKuyCV959yjw96OZSdWTQqcIu5F9Jo6yNB/1jjrHlYATTb57Gq8hxJTKmuC1awYKrutChTWeKOlH/SCY+2hweWbzx1ubwT1pjdlxvxMcvneOPmOas6rWaFzbP5FR0Vbli0ciV4taU4UE31zM0PveAseLHJL0exnd/zmZp7DDa1M2im2sVrY8sXvzc8i1GLdtCT8OpGryPKW6LtzYHc6SeJgnxrIvtTL26Aq1M1/njRidaNinGr1M2exNbcfDLsRx6Z5BD+VOFXVAJNsL1STyyeFMimohylm3hvVahNLiWVOOUF3t0eYWkJSE0nGbJcZwp6kQXl/O8fXoiK7v+WoNOpZ+Bh/muDAs6hl5VzuWSVrQ1XeNUYRe+O9GeXQOXctm1FW0Lr5FncyPH4k1DvfxRkVXfB9+UR3xxbhBzo6q2tdPC/fFLyUZjFR3q+mBPH9b2WU3ktlVIk/s40NJt08f8MvgvwpySUAsib5+eyIquvzJxijzJsNu86lAouuCqrj0w92pJC1qbbijP7e8Ow1+bzanCLvL4PP8A14MbMTdqF73+mk3wsXqMW7yR4xsOM3BIHPM+P0vXgfHUd5Fdmi6XtCIuxcjYpvK2831zCOH6ZNbEhTEwpOpj7lRhFy7MKmJlt18Y2CiuRvTZqcIuuBfl8+PJHmwZ8APFohFnVSnJ5cH4abOJK2vEgmsf8eeMtxm3eCMX77rSKSKPoL9OMrCr40ejTVLR//WtbFj9OiZ1MU3T/iCnQEd950z8TQXcyi6j3MmDEpsJ3fwDdHvxOm+uLKaryz+4dLQwMCSOUouWiOQfaGaI47v5B3HvW0fuj0qZz7O6Y1IXk2PxxkVdzLWSFg7ppwq74P7DUQb2l2mrkLScL+rgoDMA380/SINBIk0M8Uq55sbb3Cxt5oCrm+sZdq0+Rq+XHij2xJ7WySUG3XdxtDMnKDIIVSz+/Y8cBr4Up8yNAIae/II57bax5L13KL57D3YuqFVenob/+klpkc7EY707QZp03PSFPBJ9GLdrEmHuWQR7ptK/SQkdMy6T5hUIgMZgxVqmIVCdQJ6oByOk2PzkKE21gMom0WvmHg4sHEyYPpnMihdwLijhjy6jePWqfBWpi1iMqBIItGbS4fxlh+i3w+MX4rL8D6ZcTufJ7hO4F8idm2nzw1+dRVK5L6fWyUpuNcnb3o8lZzw9Syh94E5nYhR8Pk45oIYPLq7AeKmMMqtWSSv1MRL4KBPpoQo3ryLOPPQlX+9BltmZv24FEOGeSpoukKBKZ/EMi3tlJKqACokwXbLS+8/nneGxwQcJASehHG+1/IXqJJWTUeFGiuRPG6dkdKYKCiRX3FRytHOBYMQ64jSG18wgQK+Zezi6qD9humSEStwmqZTDuwYSpEnnH31Dvv3rI4okF8p8DXAfMMLsXS8iIaB1sWLQyBPSfNGNFLM3DY1pFKoMHHx1MUErl1Oqrzqr1c/pER5SARIC3m1zUF8Ssf58D11DM4mlvvTwjCfL7EyjOkXkCUYSS33x0yfiPc6Zwk1GMizuSHoVkkEAdTnZNjfSdEFkW92oo8tAMgiYDGV8eHxFVZBZJf/NPU/gMSKNjsWnwd+CxUlNWoUH3RvGkXjdl8flTuSILvi53WVH0liK1Xo29ImX+Q4klg5HTSGPK5y4Ovlb8iU33FVVE3vf7GQuuL9AW+keSaMewmtgtloJVMtHkYR5JdP454WkTH2HbFtbMEAJasK8khEQKdqfC+9C8uBE3CYV8sTLHc8n+Qp+nbqQYpuNdJsbrkImiaW+Cm5v91yMYhlnSsKx2awEqu85pJfojQ5GC6C+LhU0kG11ASOE6ZKxlVjkMiJKWVPlMS9hXjIfAtX3SBUCwChPSr31jylNNZKh80ejKUV1tlipw10oRmMox9OtlDQxkAjvePaoQ7DpVWCEQpUBjNC7oDLCWAIfYy7XHvvhr04EIwTUyUdtFHnt1nqC4tLJtPnx+9XOdApL5jmPm2TbfMEIeqmct7scIcPqT47ghYcum1CPFPLLPHA2lir6k2urg5e66jrEMF0y3fzSSbPK9qa6hfXU5ylHUeSLbtTXPQQNJHzYBQ5dV8rb5aPM1cAD/7qKzNnrDHTKJMks0+kkVa4EVQ6+eqkcQSqkECM5pS4OZS8X+jF407tI71YNWo09Eujmd4Y0ayDFKhOPrSbM5QalXJbNFz91NvWc0lBjQydUVDtOA0J0D5AQON+0PZ1iL2IQynDJ8+fAq4tRL9vGoOCzxIlhJJb6OthJJ6mCMH2ywiO9VE6rM5eYt22n3C59qSwj1fjnLJXw27o3SXcLqHXkqueUhlEoxfhQPkEgTzDS3esOUpBAUlYA45rsoPS+Cd+bGRz6aJBCT5pVtpNhumQEJFxVRWgkG01+XUTOFHlS2iA+Sban5vRaT0PIKzUSnpUERpknaGR97DVvj5JXRGDGweW0vXaN5ze/B0BHv3i6BFyivnMOdZ3SQS33VWbFC2CE8Aq5Xi91LouP9eKXXvKEQJtpRTBCisWPMoMegyDbzaCMTDmiW1dFY5gumcuTPuFYdlsWdvie0M0/kvSaPAbZJBXXXMOpWz8NoVDeNC1BDUZYued9Sh+b6DFvL/miB56VgZ5HF/XHSSqvedxAJQQ5ZYAaxWbarBrSCVB0PqnMh1O9vibXVofdo5ci7FaxqyyKFLM3ZX5O5JQbUBvkCPVeM/ew/puJtPWuOoXDS/8EVODh/MShL2TdKWPm6SFMa7UTEYEy0aDYKrtupZb3rNIdAbQ6K1q1hSBDBr4rV5HuNQ3RS0WbrvkUiG5kWZs5nlhgq4On+glbN45F7WLjkc2XFZeeJ7rRGfy9ZRuuLSvH2z0Dq6QhsXQ4D9WBBKoTSCz1VeiWLALvHR/B3wMWcL/UV+GPXbYNUhlqRNykQrSChTCDY3qYLpkk8ws8cvLGR52DWrIR5pRMGlXjPkBimQ++7jm8tHcehwbOI0yXjEFdRpgx2QEXGlg9pHKBTQCrpEYj2DgRF0yX1udAgMXnZBl82u5RecLMe4fHsvlF2bd0+YtyYNwf6yZzJNOTZ3vIO8J//aTU5WEJGx6+xSy3RcRXNCJCG8fksDiOJTVmx81hFD/Mo7/1MhsKRitlVFqRdFt3xluXQwI8b74DCaCqDPg4OrE/OaIXG4pG00OThE9iDk3j4kEHN/o3JT/ADdGi4uJ3UcxyW+RAz8fnxzAr4iLjPtqDl/QEKn1e/JHvOh6kvsbGgOGEZqXQ+E4C7qoC8h83gAQ4U9KFCG0cQTpZoM6VRtHPuJcHlmAitHdRi6IyILgnFHKlojVHy3oBcH1YCzTbwki3dQfgfmkjdjVNZ9oeeTujpxTv0MYNBaOZWUn7xdL29HY6gFHtuH2Za/OilyaRqKK7NH6cSU6OF96qqi2VxvnZJJt7ob8n+0cN+nsPJMi47XxJswaxo2QIs9wWUZ7rgbpM5Luwd/j87hesKprCVJefEaZ0o+OWTWSpfVjbYDTuKnny9PqiVACeEMn3RDL7+1h+p+qswx2lQ0ix1sciaWEXfNtoOjfrR2HVtmB2t1hOmYfw+tA7eKueACHMHh3LwoJZ5AGzFtl9sAysYTwvNXsM6Pmbl2nSVE5ZxWSOlvWij+EApZIRo1A1ERO+6sd76g4M6LyHO5Z+7HGqw0vtSwBv3pZSMAklgBu9Co4wZvl24ip68r2xjEUFchCQ7msL/QbsJquxDx8ETGRZq6pt1lPmrux70psxuWdpIaShttSFBGikFTluliONN1xL58sOl/FKfExnSyLcg6AyG5dDWvHi4aOALFNt38gh/mYj2uiuEjO6NR02XOWxqycTIlL5xzWc3gMus2ThcCY23cCn++RzL2Nu7edGRQualMdQV3hMuq07M90WsaNkCENMO/j+yjRmuS2iVDJgFOQPhE5dTzPLbSGdhTRFBsZ4/0bvhhn8Fifr3ky3RSwqmIlKa2PDtXSaaO8w2vkSrZ/c41T3KLr9fI6Ysg4UiG6MNG0hJrs/6bZGzHRbxIXyjtypiMD9YRk30lvQVf8PfxaPxVRgRJ9sAS2EP8mhIknDqcJuDDVW3T1vzvbikeo5SICcopao74ncNTcmSJ+OU3kR7s28SYlzpYMYx+mgLrx0cR/lWheupAbwoE5HvNS55OU1ZsO1YIaatoOmSsa9eMypKTLtAIlTgnkwz5kzRjnArrp9uGGW6QZwp4D1hWOY5voDXf45CL6wvXQI9y3hzHJbxKL6W4naH8PR/VU+qfY6fchhqO4qJEC+KJ/ivmXgEKbtWU2uzYsMWwAvqu6CM5BQVfbJ7QwWdL6o8NqChrUF45nltogeHQ+RcKEZxzVj2Xsjn6ku8oDihzwZ+LNgHP7qTAI16fTUVwUJ/VX4ChWSjooTZSS5NyBCG0fi4xA+O+vHgs4xFKUU0CAjldHOlxRaQKZ7Q9FohUe5Ni/alKZCAqR5BfA4M5QN5mbMcltEQmA4h1v3oOeO00Ro77KlcATvu37HvXw/GrhnKfz/u2ggEdo4Skfr6LP9KM0KM9lwbTRj762jR+ptunc4yszLSwkvvgIJcN8aRrgmkSDSFR5pBQt3h4dRlOkKtmAHmhPNYQTpa3c/cpYsZNt8Cdaksr5gDL4ZFwm0ifw+seY5vZtLRrCgszzZtZZW4JFRDlnQp/tuXnP+nZL17vTQJEECXDG3oaf+OA+s9RjqnazQc640iv7GvbxgvY3h3r/76p2M6MqtX9WMbX6Bx3cbM/25u5AAlyvacGxIV2b+FMe845/yZcI8dFgILBUhAYyYMWJm7qWvFfm2Q67Ni0B1LQ6zwMHi3oR0vM9zt+VgoyFXVhLd4DQVkjxTHmW6DAlwurQrF284E/S1gYWdZjGr90J+41W669OxJevBII/FvxW/Rkj+RXoEyS4Ddp7czmiHx3i5zn3tX6LOsBIgnI+a/goJYEONiVLygty42bcpFxbJq9MDtTcgAX56bhLT//mJJHMozrpiDpb2ZkHnGHZcH0KJZCI85xSpPp3oZrtOXN0GRByT/ba9eIwFDYkVYbiqCtnzch/qlzmxrc5IOt2WA9ssRc7sE54j1+bFaOdLXL7XWbGjt5Pb4dpYQ+e4c0ytfwPj/TJGO19iwzVZHz6ss4Sf+kyk385D+Kgf8Xbvpczf/zkbikdzPqI9uzKGAfC2/zKG6Nbjk5gDgFnSs6FQthHLh7zB2dc7yPxec5S1T17FMq0jHJPlfIRpC1tKRjDLbRHf959MyXp3+fe1lxjTIoarDwPpGJHEup7RGC65Y07Qk2vzUmRweM+NnDhWdYa012QVpyKiaHVJ5WBzAtQZpI7w54TaDag9WK4G/B+8CfT/KNivGT2pQZp9c66U3NpD+rrymtHn6hyT8nTyNaObTP2kPF3Na0bzdEg7TT2lPB3SAte3pTwdDn/nKq8ZvaYPkS5pwqSvXd+R8nRIz9U5Ji1zmSilVV4z+nS5DCeDNMbjV+lalxBpY+xg5X1dn2QpT4d01tBMeXdNHyIdMbaX32siJPwkaYZpnpI+zHOD9EQnSL85j6hRzz0nL2mB69s1rhnN08nXGV7Th0in1JE1yj3WqRR+PNEJUp4OqU/ldZ2n1JHSFU2IkvewsaN0Qy9fM2rnyQdu86U8HdIlTZiUp0OK1/tIf5u6O9RRnS8bTAOU5yOmDtL55o2ksaGrpUuaMIUn9j873U/TXP0vWeuu/O7z1DWj95y8/rVsZMANKTLghuTl/0jq5n/cIW2q14pay9hpfxq3n3+G1MT7pnTO0FSa4/axQ1qS3lOKDLihlP/GOE3py+ryN9tznhQZcEO65+Qlfe45Sylv78tzhqYONKx2Gy1FBtyQjpnaOVwzai/3W+U1o9XLeATkSAtc35YOGztK2TptjXbFGgIVvkQExEqRATekcZXXjLr4Fzjwzf6HnyQlN3CTkvUeNfDZ5dv+PMJnfQ0c7f3PO/BhiOcm6etb70r/qJtJYyqvGT2raSIF+KfVqrdjXVdL/t4PJfwkRS+r//X23C3d0NR1kJOndWey+3JFLye7LFP60hRZKOXpkMIC7kl5OvmaUbs9wU+S6gckVf4Wa8WNnyRNrnbN6NPyfV7TSJa3ymtGa5M3O+5nyWI7r3PSDX2wwu9ZcVU244ixfa08qZILUdoYO1jaGDtYWh87VJp9c660MXawNPvmXGnF7YnSr7dHS14tspVyMZoGSvk2Xhekqe7fOeCt7ZrRPp67pIzKa0Z3Vl4zmqdDim9ZpUNnq10zaqe7Ot5+7ttq8M9uBw2+JbXyp65PsvSe29cONhY/STpibC+l1jVJjXvckjrUOy3l6ZBy3NWKfW4ecF3Ja/AtkVa4vCZ1q7xm9Oyc5tL+Td1kfb0516E+Ox83xg52sIN2un9xjnbIn+FkkPJ0SN2eumbU3pdNvG8q5dfeHiFtjB0sTXX/TsJPkv42dZfGeaxWcA3z3KDQsOr2q/9q9/CTpI2xg6Xfb0dLG2MHSwsOTJf1QOslxet9pDwd0jiP1VKak0mhu/rYcFjTThrj8asDzsPGjs+sL8LrZo367XJSvU/tcrJMmuTw/oyxufJ7mTRJmndrlgOvl9x6U9oYO1iaf+sDaZk0SXk/++ZcafbNudKCW+9IG2MHSxlOBmmFy2tP6VZVPdVt1bKjU5VrRr19suR3ldeM1tZGO267fE92X+7AkyvGcCnC+5ZSXxuvC0qa3Z7kuKul2TfnSj/eniBtjB0sRYy85UDfTlNPZZw/bOxYg377/CRPhzL3wU+SErWeNegd4rlJmn1zrpTrqq6hl9Vl9qyhmXTO0FSKea+JlK3TKWnV5SRPhzLu2OWkuh2Zf+t9h/64oQ+WqHPlf881o6ud32Rjn3nM9FoA9XSQB0gg6qBUbWC6biV3hb2gdiwn6iDLNQSCjUjx8rMd7qiayQdPq+X3U9w3MLRik5xHIx93JAIG5xLEYke8NkDSQLatPn0mHqrCW4lLVIFYScv27QNoMOERP5o7sczpI/z8M1icPZfZBfOgEo+okxC1VVHfqkgj4q1SuqtOUaJ1xz8wjcysICRttTq0IEowvvVOLt8Md6DPHOmBPiUfVDJuAblNqKGb300adrnDiZg26HPNiGoZj6QFUSsgVlTitoHBBGIJiAJIavm/KtLIu6wgREikTeg9rkgtMGIlREiEECNtuUUeHhgqLLxRZx116z5ALIUMUziBAWlIZi04G7gRF8kh+vAhjqvQAOcje9KbA0ip5fLBwHPVMFoAACAASURBVGqUbSRRJ9N7k+Y056ZDud+YyMlC2SfnY/13fG1+z6HPvzJPd3gGMKPHy+cRhBhR4wTIvAcYaVnLIU0/RK29n6rKufGEk4UtWOs8EdRgcIevLLMRdZIih6IOZlTMY0bFPHJ1Xng8zkVq6YSUWI6khXD1PZnXanCrm4dYDENtGxhauEFurxqQKmWxsm5RCyGhMq/tPFelSUgaaCbcIEMTQD3xgSKPP7SZxUH6cJpODu3+krlyeYD6Rod0M3qihIu4FZmxaq2I9jBJNUiBGsTHlfKtBtFZoDTMBBhr1NFauElvaT+EGPEhl4TJTenjcwTJCn7+GQxQneRD85dMbfSbUka8VYqoAy/dIzJ1QYDMe9pU9Ysq0sgm7MFVRg7Rm42Movr+mxon6pAPGKlLKkFkEUg6WtSUpLrI+AQBgo3U4wH+ZMvlU+Xrgie6b1B0jWr1T2W1zIdKfQJH2jyaFNGYh4CROhRQjwcOdAGECImy7QmpeSJ2iJCI5KThkrWTrIuibE8Gjt2ryICkrtTHp2RZoVcNfSYeUvryU2Ehz0uTWJA6j+QyL+JtDTgVHgVt5Po/YSVbGQKpsv+YVNkmOwSTTJlgxFt6TIiQiI+Uixk9BgRChEQMkgipct0+hlKlrA4VIUIiyQ/CEHWVNKtkfqoijDQkUZFhO5iwAEbq22/YeBpSZFt16Eo/moxNUnimlwRckDCVlRIcmAaBRiSDhtwmntDGSLFgQixE0SmXZuX4kU0RKUSsu4P02IqogwV95jGrTdXRbn0mHuI2kTTjFllaZwjXs0M/RmlvdbsN8tgg4igfiv42NSIlV/VRZNRFQptmExvRgnpiClK8XG5d+euMjdqEN48BI30mHuIkzzv0yV/7BtN8bSyNtyYoPOgz8RCthZtclZrTv2Ivk3QrOBw5mJc4ABjJG+DJ5uljeb3Xn5ioAOTgYV9yuHuuOWc7Pw9SVR3yydBG1p2LZmyUY8BdOImAkazbzkgGk8LX6nYa5L62aUGFyIrMiazjdQXHVf4/8t47Ooqj+ff+zO5qJe2uckYCIQkThMgZk8EEk7NFNjmDMcEBbJIxyUSTTTTZ2OScDJicEZgsAQZJIIJy3q33j9WOtAg/v+fce+45733fPqePZjtUV1d9q3o0PVNt/ShVgwXPiNe8xlOt05PFazxxxbqj9jrck561t/CtMgcFoakcYhCrSHXIW7sK+KiC46trsRbqdjjMBkMf0EKxkKckPPOzW1Nt625BXYoDiAWKBT+BJB2WOCvNBY5f0TJrB6LN72+3RuRda3LNzGwxmRXp3Wias5MBARtAC9muWnSZZorWfILlIgywLOZK6QbkbVoUuqfoIZv4WTeSb7QLAKjmcpOH2fmRZgB6r1jB6MG/MKHsHFq1/gPnvRY7+7Jd69Gwd2ML6v9+jOdOgRS3WA/TsTjAKW1DdR5+pV5hiQJB0BTVc755fcYlT6Gb2x+8MWvRhDjxrWK1lSIZzxl3bSpz7KMI/mv6v/7r+8mLm1P8o3zAdjn9B4kmN77b2oba01PRLHlG73KF43Ipc7fQODiKY51nMPJEbxY1+nCc0tJF9nIyvT8BiS8/WP9+MixYx+LG6+hX7k8SMlzwcbZ/GbzcutlE9bE/4Wb0yV5Mq7MNF4f8kBsnKtaj0Y3Tdu9qZ1u06DX2Jzr9eq8BPUv/yY8X2/J1jd0oc7fQNOQ2D9/6Ej0gP35Zo+0TOdHl3488zLZoufu2KHffBvFZyfx3zoqvtMYp/brG7kJ9FlzNi1M6tHCc0plXOvBV1T/syo49jaBJ8G07vgEWXP6EX+58wu0+40nMMuLuaA1TMf1sK068qEhk6XP8k+TKtItdkbH/OYbcyBO9iSx9jt0PKqBodbxKMbInujqjqx5k4l/WoL6Gjw1w8S01ijwmzP0l8xtuIHLfSFz0GWxq+TOR+0YQU/sjTrqOxaDL5tE7X0p42McRVeba4pSOILL0OSLLnOPgowjW3WnIlVfWfwR2tJ5L89J3GF99IiXc4/jicP4xjQ7zNpKb99+Jt3MyCcPyv448H18Kky6dyH0jaFviClvufkz0gFEoc/Odv4yNZN71toyptJuya2Zzu6+Vl62tFpOeq8e4YD0yNhKfJStU2qnORkwZ+SG/CtIrmGwynnahI2FucXTfP+KD9QVTUrYBN326Hb6jk3yps/l74tI8C7WXsZEMMX3L8skR1riCpc8zv9kwPrlzQj1WceSJD8Qp7WONU/o200imWc/sS61V21l1qxEDyudvLdtsZ/ejKrTbNRYZG0nxFQv5u984DDrru5jvMg0sv/kJrcKuUc7bGurnbaaRLH8TV67407qE9YONAUcGsKrpv8cpPRdeg9p/W7dkzz4vQXGPtwQa//30oYLpUlwI1QNi7Mq++rMTMxvs+GD7X+814O5Lb2bUz69f36QbvY9tVn8bF6ylTegltrRZppYpc7fwY8Pf+KqKvV3+crMe/StYYxEGr/yZpwP/u2OD/y3tflSFK7HFMBoUjsWUpuWid4xpW495R/+ys4H3U6vwFbT2u8Cgk2sL6fJD6UN2WTD9cKEd39bMi1N6shcLGlqjUHxI3h9KBW3nf0ppuY68znAl2MW6lbo+6mMOP6vE5paFv9re+qAOT5J9AXiW7MWPdTbhpk9n9Z0m9Ct7jHNxpeixbyjRA0Zx7J/y3H1blBEV9nPwaWVaBNsfc/pZns1/KC291pChlU/y54uyHHpYhh4RFxh2tA+nIu3XgeAVi3haIG5nt/3DVb4f+4YQ9up/ltV/Sr/fr0LHUlfZ8ag2jxL9+frPzqoPmXS6PZ4/FKH9jt+otmEaCcMGoczdwtvh/dRjOlffaUJ8iknV5bF/ytOk6C2mX+zIxBq/q+PceVuUiDWzmFLnd76raS2/+bo4FbyfAHD0nwrEp3kw6XQHngzMn++pF2Wp4P2EPdHV6b1/oMqbje/emq9Zb7E/fOdD6YounKq51nfj49Nc2f+kOgkZrjx548I3tfYSvNKK/f4VT7GqyXJScxwx5a35ytwtyNhIfn9Ui44lPhxjdVlUc8p4/kODwDsq358fGKiu8ysafo7rikdEljxDts6BJY0H8sXhJShzN7P/13V8evOInUzSc/WqH1wW1Zwh5Q5Rbt1sTnSdzrX4ojQLsY4z80oHRlTcj1Fn5TVb54A+N4f1TbqpvP0xPIAGyzL54vASO39yoNonfNtlMu1+nsbkEYf+q6/v/z+xfU+QyMsgJ5lafJwQJFLXL2/7PjBFtri0klf+eiFI7PI7PbLLZN2+X1BkQKHH3ecMZYUgkRvOIVLF/4LMcB8l5fyuSl2/47LQLW/7Pkhk0B8LCj3W7+H9i9xqGCwrnnWTxLzyqr5n1TbxxZwkwcdBfANeyDGjdduqnN9VIUhkoVv/vEf3TaSTt3WLZrWrddsqscA4j5y8ZabbCCFI5IiplnzhOUOdl6lIkvgGvFB/F+z7OMxH3rhq7eqcAtPFKShdenjnb9G88nWQg6XqyJWPSsr4iCmqTL70mC6JeqS59255p0ceOPnKHlNDGekxUwKrPpVuXmvsaHsWSbD7/UavkUFeC6Wa3zkpWiR/+/6yc0lxKp0uF0LD5bShokxw/17le5VLpJTwuyvdvNZIoh5Z8ayb3GofLJ/67BLnoDQhSGTo6Z/kkZO3nYxmuw1Vr/9xclHrLg0sVUieNtqB/k/tZGbjPdrR0669qUiShPvfknOGsjLR4xuJciqWrxtHb1nj1lVWuUSKIShVGvgdkU7em6SI/zMVf4l65IWjUeIdHeWRk7eMd5+s4sRUJEkIEjlnyNu+D7LfxrTxZQxMkea+e2SxW18VJwRZX8uw9fEKfCUz3UbIK0e93HEKyt+uyasvyPcDJ1+5YwiSXl4rhSCR5r57JFGP3DEE2Y1tCLRuaRXxf6bKxEbvrCFC/Z2oR8r5X1NlYmub4K6zs8MOPlskLswgzkFp0sP7FyFIpKzfdbljCCrEd32fo/Klx3TRBuVIw7KHJS7MYEf7nR5p7rtH2gdvU3/38PqlkO0YA63b9EWLxIhLkXeqLgkSiQsziHeAdWvdp0i8tPfeos6JIJEBnouEIOsW+6c+uyQuzGAn10FeC+3mZ8tfRXwvcWEGiQszyMhys6RE1XsSF2aQV356u/422m/ctGr7uDCDKtNqfufkpnOwKu+ToVVV3RwzVpcZ7qPU3yM9ZtrpgyCLym+so7PKI0EiM91GyBFjTfGo9loSvHR2vBMkUsX/gio3G21jYIoQJNLJe5MQJNLBZ4t86rNLxeAuU2PxD3guiXrUcb93nyBnDRGqjKr7/iXeAfEystwsiSvuLIl6pJfXSvGrHyvtK25V57+6zGfyTo84B9lv39t0W7RIjHzhOUNOlays9vGo9lr1sZqgXHVteOeIbC7dRuLCDOJZLUGd49+GQPk5/HOJCzPIXVOgHW48qr2204dN3gX94CqXSFGCzPJ380D5pUykeFZLsJP3Oz1S3/eoOnebLuPCDFKj8l+qnm84h8hpQ0UZ7DlfvAJfyR5TQ+nlZd06bV9xq/SosFqVyabS7dQxDhrrSFxxZzs+bXyfLllJ4sIMUqHCVTubjwszyIDyi+VxmI/EhRnklzKREhtmlLgwg3SssFk8qr2W/uWX2NE8WKqO3e+CMqnif8HO5he69VdxUtAmenj9IrGOzuqcbbo8YszfBo8LM0j1ymftxhhZbpbEhRmkecU9hebpUe21dKuwRq4MLCnRYV6qLgvW237bcGIrr1/pqMSFGaRE1XvqWmwomqLKpOBYNtp/lG4qgU2fymNvb9VXfWg8G20b34vC+6ltbPK2tbdhbpepsbrOewfEF5KfDScPnX1lkWtfeeDkKwSJuBV5U8g2Ovhske9jJ8jzcBfxqPZatoW0VH3C+/47Qa9T14a3Jo0QJPLAyVdeOjpaMeiIapcFcVIQa6FV76vzuekcLC7hx//r7fv/65+UXh0DlYMK1w/Y3on5bfcw/UBdZrY/DsCUffVpXDqaqqVe4jzqB9wdU3n34xRG7mzLovaFnwQChE7/iuiJ9qEM3rh44vwmmdtBFaj+6qpdnWHCD4xoeJlZzXeRkGrk867WJ7D79ltfTi43ewxR4+ep7R8EhrF0SVkWtLN+m3YjtBwVo+1PKnriW4xEkxuZuTpqPrtOirMJl4z33hvIS8oY6yPzEM83dnw3WjqIE0NXfLDPnTdFeZHiQdPitwrVFZ/2NYNqXeDrJicL1S04VYcfjzei3xENHlOPMK5p/svwBU90sqV3mUY8nNJ47lWE1/ccqegTQ6uWO5iyZgK917fj9vif1LY3QssxeVw4yeJOZOXrDKh5CWXMHF5On07fzqsZf30+9WLtn4DfLh6O0423JCTqmbCjEesHHMDfJ5k7/wRy+FYwdcPjMVbUknbDjIPGzLc7GxDm/Yb5bfcQ+Wt3XByz2NRjM5G/dicjx4EtPTdh0Of8q5xvf/8TXVd0J7LSdSIr32D2oVo4GbV0qGb9QvbiHXeG1L9CmR3fcKTFKsp4Wj+SeJ3hgs+333HqS+uXjh2XdyZhmn1suCozB5GlMdE24g5brlXkxviF3EiwnrAxentzrn2Rj6Fuv3ZT+d7aaxNmUdB9ORuZN47QA1OJ/tR6Qk9ckokANyturrwMo9qswQS4pbC1v/0TOX/DO+LTPTj3uCh9q17g3rtAu/p6gX/bYbBVyx0fxHdGrgOG8TMA1LnOOfIxwxtcolmI9Qlk/Z/6MKTRdT6rlB9CJsXZRDYOvItzJPa9p6yemjdEBLzkUvxHVPd/yOhdbfi68Qn8XFJZdaE6A2peUtvaMLj7djjt1nyOzBtHk2UDOTYk/6OyuCQT6y5Xo1XZu5QLiLcba/HJ6oxoeCmP79p2+LalO2+KUtbrH7uyRWc+pk+Na7jqMwq1L5jaLevK5Dl/q/Z++01RIgrQSjK4EuMf/MG+XX7pxING3/8rbWXMHCoVjbPDyeZrFQnyy6ZeYH680yNFG9H0n/wnkq4TppA869/p/lu6EVoOURQqPb7F7tvhfFLyIcavrLrPmvMVjuNmIvPG/Ucao3e1Uf3g+7r8b1Ospz9F3lr1+MPRRnz7yYn/Jdq3XgfTeGGfQnb5b+ltmhNvSwSQ6pwfwmzqgfp896k1dFVBn/4oIITiL5/x5K0PF54Wo07RhyRWzV/EKkZHqevOyvDP6XR5C57GTAZs78SqLva2+tmG7iSOrM2hxGH/kb91Nz6mqt8j3lq8WHqwDFv75z9hVMbM4fWqH3nhHUD5mDt0+7Ubm3tu/g/U8lNBef9biktzJ8Bo3WqvN7cPZ2LLfhALNl+ljJlD7PdTVF8F8OuF8vSsab8+lf9hGLe+zX/yvvlaRXps7MbiTnsZVtv6QeH+qI9oWS7/xKwHgWE0HdyFJ5Pyn3zaaA/e1JIVVxsU4u19u3w/3S4ejt+7lzy6aaRWcevHuVFx/qo/Of0inFEb6nMjIZRTX65lzYnSrOv5B6lZekyO1ieVypg5xGxcTK/xjTgyYTNO5sKnK3ZZ1YntA+z1X29uH06PXWdX9swnkGIJ+R/kacbMJnrjz9w8YeKTkg9ZfLI6E5qdJVejRWcx29Ep6L9jE00UcU/leaonQab/vOsTeaEvW2quYX/UR+x6Wo5hI/NlXjE6imvPocq8/5+c6PTnwXqsdI5kmW4IJyyN+M3SmVLKfbrHH2P8tp+oWOE6V65X5Jc71m2YjResealhDz84TUe2TsHnRRDy3gmcsVKE9vHrGGVeyXnfqlyLqcLQvStYYB5NVeUyFeU6a6Q/1XT2N6VzHM/z4nE57m65x5LsIezdZ12svzVPZ7p2IoMjU0naY8I1PZXX4o0DZuYrexi/cRbJuAKwTDcEgDXmvnyuXUOCxZeqmivkWjSIBkykkiImNrTtRtQflQDwSIjhnU8IWz03sy69O83NFxm8cZlKa3TSdWQrZIkjjkoWQ3KXsVQ3BAU4bW7JqNtfkoOe+RHzKD/9Gg2/P0O0hPCF5QFv7lRiV2kDsVKEy1KNtprdzDJPYELYLOaEPiTutwA+Cveg+JOHjDs7jygpj4KwVDeUm1Ke5eYh1FbO0jDjIDqjwuzYgVxOr0Cj0Dvs3dqJ6eaJ9Mt6yO7NbaitnMNbeU0Fomj/0hcPxxhKXI9DnsBSwwmu1avC8JdLKXHiIcuuDuaulCEbPecianB2Sz1MSirLUmZwKugbpq4ZyXCPNVRxeoySAJdOlVT1ZNBlM9rxOq4Z6eh/NzPkzS1uKpUZsmkZ/V6uIFe0aHZDg/i9nPRpTUKuJz66fMNs5uTKqh1f0C/rGvXuPcUrLoOmz9/h5/yOW1eKA1AzPJlR236m9f3HnKMZpbRrGJpr3U5datjDnWXWG47x3LXD35DcZYR5u1Arbi/emRpGmR/h8kcGd25b26dZmjN440c4kkVJ5T5948/BVqgQ78zgjcv4SfMFSw0nkK3w3b1TnEhsSLDyhFAlRj1Q9JfcsSw17IEcVD5s6VmZSvwldTj0rCod/m7Dnef29ZtLj7Da25S6NPz+DHu3dmJwrhVrfbNeIFutc5hlGcN45xiKKzHqGJ/ynOjHRRhcejDPfYrw2bvl3Djfmq73bzIqdyFVlcuck48xkcLhuBoMTZrJRPMPTNdaA0R3KfGMwTqrDNcAga9uc75qfUgCY4qw63lLlpqHMlSbF2PR3I9sFz07xyxj1/OWDG/9gtc7PDme3YQumu38bP4K7eu3rH7anEzHfPsbkjef8RtnEaDEMVa7gMEbreNWUy5zRaqyVDeU0+aWhGutx30uNI/inpTG+10Mve8O59jzSiSHl1bltsfShjYa643Rb5bOnI8dT4UZVVSdlOUfBucuU23HlWQqkH8zY+Npjnkcve4+RF7BCymCAhRRrF9CP5HiREso61wPkf5Gj2wFs17L8PSfGZM6lVJPz7NzmPUGJhs9o54sZJluCIf+bEUXzXa+d33A7refUvrv+5R8/php5klM0k5jknkaJlIIVWLorLHGG71Rohzr7vUjC0eqKZe5LNWoqlzhYUoQTW7NAscuzHadxMCNK1lq2GGH8RdShOnmSVxLCONiQFOeSHEa1DVzMLoJzS8dw9n8EYMffa76L4ArlqpU1VxhVO5CFuoKH6040TydqsplqimXCVRiaZ7wlMEvlzFBO4vO8Q8Zv3EW0eWD8d4Wy82sTjT55hRt/9rP0NylLNUNZUjuMvRk01WzjctSDaQtsjX/ptQm/1R/I6b4NFXeB9o0o8eezeSip4ISpbar9qwmFW5Y9SdANg7oyWGfuQ33xIqLI3dKc7xMTyociWK6eSITtdMZnLuMUebjyFZwt6TiFXWfu+WbwvOqyFbrTckac1/6atdQId6ZFstWIHkPAK4MqkjVFdbwYm9d3HHKzuLLtHlUuLcHKeHGsirDWF3sSw5VzT8Qo+0yhbhEX0qufIQoUC7OiGWr9dWX5ebB3JQK1FbO0lO7Ue0TLSGEKjEEEM/7T7VmmcczQTubZHHBVUlh35vm3HarSRaOhPtDZOIeZKuVdl/tavTk0CbpN76LW44kW/28cbcZ0cPuOi25daoyk7TTkCeottNZ8xtNffztMHU6dxBLDHt5eqM+8uwM2TjgbvFB7jxU9QcwXbYhW60YDFRimR87n+YxXbkePQAcKzF+o4VkXOmu2UiLO6vY7tqTssH2N6XZOHDFUg1P5S0/m0egf/mSz9z3IEbrTWmRzFSmOkwiVopQN3obDYsUZWDaCe4sC8a7WCVk6x/oLWaWyBCqKVdYajhJrUt/QSc4HRHDJ1+f4p6UJojnTPx4MiPPLsHTuTGDNzZWbWJI7jI6ph1n5qbxPJEQZmnHM8E8m+6ajQTo4tlf2/rq0x9jTnFHW4qDNzqgcdlNTEJb7m55w6zscax17EdisCvh/jWQretol5zMiy1FeP7KhLd7BuKYSteXmzjg2wVXJYVN5u50126iWa39HD7fEgHiK/qSfrIW8mQN/WseZ+XtTlSYEaXKe3edluS8igJa8l+l/+P77P+Hkm37vo/rICFAZOufrWSm+yghQKSez3FJMSBG/xTZ4fmpJHlqhACxyykGZLt7a0kxIPN8hkiKAbt80VRWCBCJMoVIcLPH8tfoivLSZJSNh9rLYvf+Emc0qnQK5pdGZ+nl9YssSO4vL01GOTS/jkTX85FifjGSYkAuuETIhksd5NTUyhJlCpEDbg1kpvso8fGLlzKRUUKASLzRKNtdW0ln702SbEDW+HeTRD+dJPrpZH7yAEkwOcsdl+JCgIg+JFMIEPnSc4a1r8kkYz2nS5QppBB/74wO6jUBIsl511r/HHH2T5N4k0ka+BxV2xx3qSm3TcHypecMVSZjPadLigGp6ntBUgzIY6Ov7HNtKCkG5K2PTlp471H5SDEgtzrY8xFj9JbBngvllckgST5aO/4IELltKi4pBuTgvLqFZJtiQG70L6Hy3dJ7lzj7p1nlUDxTYozekmJAEg0aSTEgkz2+suubZFAkxYAq7/dp3+weKgRYJMWAJLsq8s5Lq/Juo23LR7+pLeG+t+Siqay8NeoLzWPjofayzK23ECDyu2tzVZcF8ZdiQBKNWokxessn4/Za8WMyyoEfG4h//Rdy0VTWKnfXcmr72y4hEm8yCQEiRv8UaeG9R61b69ZV1evvK5ur9Ga7j5DjLjXlb2Mx+XN6FZVHm0xemQzy1uggr4KdZOOh9lJ75J8yM3WEECCyf109WZzUR1IMSILJSVIMSMe1m1SZLE7uI1tPtBSliDmPnkaln2RQVBzY5L3MrbcY/VPs5NDRe4ukGBBn/zTp5fWLECBS1CdaWi/dIfEmk8SbTHJuQjl5ZTJIigEZ6zldCBCZkzJU5qUMLKTHFt575LXJSZKNyHKPPtLSe5ddfYzR2yonF6SYX4y8Neol3PeWfHNlomiLZcvi5D4qbz5+8VKy/d95c7KIJihXOntvUnHyPm0CRAZ7Liyk5xQD8lPKIJmdOlwWJ/eRn1IGy6y8a5vtbP2jVV6/fAwm+unsaKcYkCq+F+W2KVhSDMiTKl6yQAZIigGZnTpcvjwzVWa6j5IUA/KgqX+hvjbaKQbknZdOLTeWTVFxUtTvidqmjG+UpBgQz+oJUtX3ggz1nG/Vs7dW9bEESJ5MRDp6bxGtf44kG5B5HkPF0S9NHcM2VxtObDIq43NTnPxSJdFPJ0m+Vrp9vFYKASLtvLZJigGZlTJC1rp1VXGSYkA2HWin0jvpUk2K+cWIg3+mnPOraDfvky7VVV3a1oZlcT1ku2sr1eb3bagvBIg4hGTJO6ODNPA5Kl7+r+z0d+DHBpJiQH691E7Ofl1eYsuY5KRLdZnpPkr1gzabTzEgq90iJd7FRZ37Oy+dXOv/kWw60E6de3Wfc6ouw31vybOqHvKV5xSJMoVIkkEjQz3ny8Qn38g+14ZCgKgy7FZkrWrzW93aqOWLk/vY5RQDoiuWLSkGZGFyP1mc3EeK+z2WFAPy1+iKMiPaipVzg8rL3LjBKt8FfSwBIpHe6yXJK99fH3ep+UH/nGJAtdPHRl9JMDnLXI/h8tPLwYVsoqX3LnlpdLbDpy3HlTKp85mdOkwWJ/eRdVEdJcWADPWcL788/kzq+RxX17QEk7MQILIo6XPVn7zz1soS974qzZmpI2Rm6giV9gWXCHXsi67lpKrvBSFAJNjnkVXW7v3F6J8iKQbkao+SKp2tbm3kpdFZlrj3lT2ujeWxn780nnJQjvrVsVt3XpkM4hSWLimG/PUyxYDqT5bF9RACRJU3ASK9dq1U2+1xbSwxRm+Z7T5CXecJEKkUfElWXemm3p+8crPei0S5hNrJeNeOxiqtjt5bCvgAkT2ujcVYNkWOzathJ/8LLhFy0VRWkt01csPvI7VuRvQoSTRqpY+Xlb/m/nsl2U2R5Dw/FW8ySXLe2mC7h7DxctsU406EWAAAIABJREFULHj/91/fa/6nm9b/t6fnSnFIh/bt9pFa1gPSQZMNej2QARqzBieLBdKxy3o9uEi6tV22Dr0eu+ygs7Zz0IHvhQQurK2Puy6NX7oORyugd8inY5cdQJMLpYrGcM1Uh4ZT/iLwVgJKZh5dLXRt+gc1513DQQd3HKugE1Ay4e6BCEiH9PZetNXsQ5MDer2CQ4YZ56xcnLNyGVpsFa66DNy0qTzICSX7rSOrLP3RmK38eOhS0ZqtfEfUvmHHm8Ehh4QOxUjoWIyI2jdI6BCMXg8tMvZDBvhrU5iufKe212lBrwONOV8m2rzruco4a5kD6BRr2TltU5QcKx8XXRqi18OD4+VUOd3VVuB1yyDcP0lmaIs1vGkWqI6V5ehC5+ztBDq8Qq+HgB/fFpatHtx2ZqjXSg589ssGSIciIc9xcLCW33SpjV4PWov194m5jdDrwUkv6PUQlhPN8yz/QrRL749mN23R68FRIzia83Vso23Lc+dOQMmyyuRAXh9bbvj2MM4zzSRqfCEdFEWn6rIg/k5pmuDsYMbBAeas+xq9Htx1aZyc2ZTUayYcdPDEUJoayi2V9kfaGDx0qQzL/RkyrDJ47WyVow4rbZ1ey8gvlqPXQ1ltDDqx6rKIPoFac69aMZ/Hg5NeaKk9QW25Rtf4XfzSdTil1z9gcuAszplr0GT0afb5tKdT7m5cdZno9ZA01keVycBi62jfYT+SpkGvhxxHo0o/UefL6JpL0euhUeJh9HoIMsfyNtPFTg5W2eTZa661fKV2CHu/7oi/NoVBK1azbPVYqjncserVDH4Z8awqNhJLkLOd7BM6FCPL05lo53AcHeCRLpyJmh/onrudB8YKKt+kg6PWancLHcajZEGnJjsxJzkwsNg6lTclE1af7ZdnMzcJrxHFrOZfU672DRI6FGNxi5Hq2Du3tqX7hjV4bEqg+4Y1dN+wxo63V0FFqRh2l4HF1tE49Aw/BU5kYLF1XFxUl1Wxg7lgqG0nF0eN4JyVq/a3lV/Nqo5eZ71+8ziAeh7nSOhYjE6D99Cu9T50Yq0LvhRfqG9Bn4XZAdIhxcmbtOcmFSer6ZdvY1nWv2/ve6NkWWX/c9pIXtUKUHVGulWHtr8tMvZj1jsTrSvNrsw26pgDi60joUMx9Hp4pA9X53ojpwJHsxrxT4NiHP7pEysm8nCwzdzVapsln6AjHyd6PXTqtkvls7b2MkomjM6Yh+N7MtNprdetfv2DCr9eYdfWthgvp3DjUUVK74+GdPhk5Clr27e5bNP1RJMNSoa9zY+/Mh+9Hro03UXVZbfwiksl3OEBX7BQ9YN9lfXqfHWAhzZFnfvvyztQdsdDgvu8VOeuZFt9bEZ5N5Qs8Hv0jpnm73DQgZPegtYMf1+OsNJOX8XAYuvQ68Gcprf6Gt0ZdKCWDyy2zi7r9ZCb5ECWowt1i12gQegFdS3y2ZjE8CrLrFj7Q+HzMr+qfJ9wa4NeDxM1P7BdOuOYk4OT2Wy/NujhuaFEIT/qq01T7ayzdh9rM/vxXck5dtiOrxuIkmNdL216Qq9XaeTGGdT5rAsczMBi64is+7tq/z2rbEWTDdva9Eavh4cG6zozMHhdvj/J1VvX6jyaXwUu4qvARXi+TMW2FtvGNrd2olj9p0TUvsFy7VBIhxbaIyrWIvY9UOn8nR2B3gG0Akm1fTmrNMF5UQ76PNx9LTPR66GB9iKZr51VO3rSOhS9HoqciEOvh75lNkI69GOzdW1zeceTv0PUcRyUvPVVICjsmSq/C0nV6dVks3p/0pLjtM7ewzXjx5AOw3J/pmfuVlr0P67Sstmnbb4OCmS+dKLu1It2fsFBa6XpiAWnvPmQDj0qb+GCrh6a3Dx6GYKjIuj1Co4aob92I456+H10N/a4tVbvMSJq3yClrQ9h5e//1/d0/9s3pT/88AMajYby5csXqrt37x7NmzfHxcUFLy8vevXqxevXHz7PdvXq1YSHh+Ps7EzJkiX5+ef/fNasLWWkA46QZQHT3XfgCN8aprE4ewA4Qo4Gvq882RrDIi9rDGayLPCXqQFZFsjVWvsXzNlibZstUCv7mNrG4gDBjR4SmbleHff9bNZBKe1t1iV2VMtEn0+34Bg705rRVH+A5S4DKV33Dr907IP3nmfWsXSQZRFyNfl9HulC1L6Z6Phs63qOr6uLfn2Syo9ZC4OzFpF51mjH1yNdKM573uC9+xm3z1TEe89TsiwQ5xwIjjBSmUX5zPNq+xwApyxK5N7iReeiZIuVdpYF/khupvKRo1jLulq2WeXTIJqGaXvJssAFUx2Vr9LKTbwOPyfxmCtP/yxGg8On1LH05hRyHB3IEoUsC2QqDh+U7QlLPfU6tqofW/v2AkdwNGSSLbA7pzkZWkeyLDBKZpJlgYZfnSDLAu8w4qgX9rp1pE/mikK0Y7TFVL6zLJBrMau8F9RblgWcvCyI3loebrjNO/Jl/ZnP71x/WJVh5jkqBm26xBGqtz1HlgVaGY6y06UL2QLLLQPy8aMFbUkz2QLB2fdY6DKSLAvcd/iIdaYBHKEhS5Th4GjF472s4lZ+NXm2ILChfB+yLLDSZQC5WiiuPERjziDLApu3tFXndV9CuOxYg8le05D2Wv50bIRZB5mOzgzXLCXLAofdW7PQZTjnnD5mj6kj0Q2L86qeD3+5NFJ5ttF7aAlWf3vwkkc3S/K2gjuH3NswzTiV1oYj7DF1UG3RZlO2PtENgohwjqKH5VdwhKkuk2gy4TQ5egeeOljn2clxG9MN32Bx1BSyXe89z9C/zWCO5UtedCpKk4yd/DmiNr8au/JR1k0727bZZTuHHaoubbqZ7vKttd4RvrVMV22mxYUjPD9WhKgzFfHe84zhBxepY7frsZtN3fvyrocPm7r3ZVP3vvZ+QQubk9qo+BZHeNG5KOGbbzPE62dM7d/ZyeX04CpkWeBB7SCyLFCpxWWyLFBNfx43EtS5ZAt4736G955n5GDvz644VrXTz/s+C0fIRAuO1n45QFM5Vshv4Wi9fmQoyTC3Rfidek5ScaPKr0WHikeLAyDZ3NGVJUfJH3Pb8haqb7PpwFY3IWc6udkWJCOHLAv4dnhJ9bbneNG5KGf7ViBpXq7qB6u2usCLzkUL2a/oITXClT23WvKic1FedC5K9bbnyMFav69HB272qEqFFdfQvcugQqkbhWSDo9WOLA5W3RekH9H/ZqExnXMTC/lBG72CfjvLAq36WX3LRMvUfLnl4c7p7yQ7Wdv8jVkHfwyLJEexXttoWfKuT1rqkvPeOLac5qEn3dmq2/hcd7IFThSvq46z09KGVxZ3Kx41DmRb8vlumLYnr1zP3KZf8NQQYkfbJtPA7Ed25fEtAqiqv2iVjSRhcYDaHpfs1t8sC/idf0FsVT/rGtGjHH6VYxFLdv56oEkthEHVjvLm3mDiEZqaDlt1k2kdo33GFtWfvO7uR64GUn0c7fRro/Oqmb9abtr3mmd/BnP7TEUydE7gCAcsTana8mIhuV4xVlfl5BqYyOaMNgQRo8oksZQL1yQC0dv7meCD0ex06aLyZxt7taYbWRZISvTg9IImKrZzFCsOcrXQ594GO/6PGZrZ3Z9EmUuTmcd3toOeLqvW2PFscbDHeY4CZo2ukP+2+ZN3pV15+WkRte7zrJV2GMyfgxTy4aNcf+SvlmXpu2M5fXcs5/zGKrSd8+FIIh9K/1sfOr148YJSpUqh0WgoXrw4t27dsqurWLEiHh4ejBo1ipSUFObMmUNwcDCXLl1Cp8t/nXXFihUMGTKEzp0707RpU86cOcOGDRuYNWsW48Z9+OV424dOVwZDhUAtWjEjioIFDSAM29WVWZ/upvf2XuzqvhyzYh+o1GnSAhqFPuBwn8WMOtCZhZ/mn8tsi8FkRkuZeZO4O2YaGiwoIpgVDRok79o6bsHkNm0e81r+Tt8q53iTZsTbYH1Z29a20pJvuD5shtpeFBhzoBPj6h3Dz2QNH2WjaVE0aMSCKAqKCOk5DhgcchCtgmIWlS7AnNNNGFfvGE6TFmBBQ5hHAnfHTFNpNV07giOf54cOKci7RdGQluOIySETCwpasai8ffTTFPpXO8dXdQ+DAhasPJkVLUvO1WXGmU+JmzBBlYeCICiIKOjIVXWiFTPHo0vROPS+Oq+CPFT8+RuujZiJJm9si6Kh2MzphPvG0bX8VcYe7EBqtiM5U0cgOgXFIlhEQ16kVRSNoDFb+OJAJzqVv06DlaMZV+8Yc05bT7ya1mQvk47Zn67SMOQBoZ6vmdvid7r91h8X50zWd9hA7996sD2qCkmTxuCot9jpWHTW8XQTl3Bt6I/03t6TLuWvEVnuMj1+60PNok9YdL4hZjQMqPIXsz/dRe/tvfijx0p1zjb82ZK3IZUXX39rN/dbLwPps70nbUrfYlNUTR5/MRGH7xaDNYolWdNG5UFV6PVbb37ttJbuv/Xl1y7rycrWYJq2CMvUIfjOmsPLr8YDglLA0s2KVuXBjPW4W9t17rThCAr77pcjI1NLtx390WjMKHkB/7J+GIWCqBhU8aSYqbTYim+zouXZW3fC5k/Lo62QF+USMzpypg1X5bChywambFvBnenVVPwAjN7fmSUX6lttglzMaIkaPo3SfvlhgMYeaM+ERkfwd0xm9dXa9KtyDoti/V9bEQsKsOteRTpv7kfO1BE4fLeYnKkjVOxFJ/mw9VZVWpa6TQW/f6zH8OZhefyBdsz+dBc2f7Kk3XZV5oKCVswqlgvKYcn5egyrZQ2JUhA7BdtaFI1Kw8a3rT9Ar+092dR1HaJRUHLzbV0rZsyKllI/fcejMd/nx4vLi38leRzqJy0CIGfqCDt9Z04bjUZr+SBNDRY+XjWOMwN+Uvm26dUsWnXu78+3oEwUhD13y9P7t17MbbmTL5MH8q5hH5wmLVB5yeuAOS9wpNV3w9gDHfmphfUDnBVX69G/6ll721MUa8xEs6aQ37XxoiBosIDAzNNNGVf/OBrMBXxsMuuu1KRf1XNWP5qb78d33q9Ej+19SP1uNBYUAmbO4tWEcXb03x9XFFS7svlpW7seOz5nY6e1H+BTg01xF/4pzsdBjwvposy8STz4YrKKEw0W698C+NGIhW6/9WVTl7UoBZZxm48qqOO/X/pR+edvACFz2mh1vVQQHCYtJmvaKJV2Qb5t49v0BDDjk7F8fWyunT8RncLK6p8z6NwaOznZcGUp8PzLhgWLosFj6lwSp3yJxawh6MfpxH31NQ7fLebhmO8p7v4W0SlYzBrmnGrMV/WO2M39eEwZGofkn0lvVrQ4T1rA+i4biIy4nK8TBNFa6QCU/uk7HtpsR+zl7jDpZyxTh9jx3Wljf3Z2z/9I2Da+RauxrkNo2FitKyV/P0+totbwWbdfBlDG/5U639OD5lNvhfVo2UOfL6VxyF1Ss/U4O5rRYMFx0iIypo22k7MNT/n3NdjV23Byd8y0QhgriFP9d4vJnDZK9TcF52Zn57b7k+Ez+O5oK6Y22WdXJ4qiYvB9v9du82B2dVtup/uSX9/g7kxrcNJrsUKNZZb/8yGhunbtKk2aNJEGDRpIuXLl7OqGDBkiRqNRnj9/rpYdO3ZMFEWRVatWqWUZGRni7e0tbdq0sevfo0cPcXFxkcTExA+ObXuntLrnPOmzY7k8CjPJFLdRQqjIxwHHJVZBDMVTZL2xlcQqCKFil2MVZJtzY4lVkGluI+RRCZMcWl9LDq2vJX9r3eWEvqwQKnLeIUTGe06SKW6jJFZBPg44LnNc+8tDjVHcP34jsQp2+bHGWSJ9flFp23JQsRiJVZDj+gi17LxDiOxzqi5bjE3FOzheyvS+pfIWqyDtfDfJwfW1ZZmpa6FxorTe0t7nVynb94YQKjLcc4YQKnJX4y7hRW/KeYcQO1q2/EzRSayChHZ4IIfW15ZD62vJt1u/lf6//Sx9diyX6d+Nkotdikusgux1qikXHYJluOcMiVWQE/qyMtJzusQqSKXACxKrIDd1vrLduaEq721OjYRQkfnGXhKrIGuNbez4iNJ6S1/vhVIl8Jy0HvibxCrIaK/pclfjLk38dst5hxCJVZD9jtUK8R6rIOd1IfIi77qZ/y5xDkkTQkWa/bhXorTeEqsgG5xbSKyCHCsg61gF6eq3Ts39fRba1W1zaiTndSEq37Zs491G25Yb++2V0kG35IS+rPxWvb5E6XwkxsfRbhxb//XGVtLOd5O8KIDDgu1sMrHRHu45Qzxqv5blc7rLofW1pM+O5So2bbnPjuXS/7ef5dttE2XFJmu7lZu6qW1tY3gGv5JpbiNkr1NNeagxSqyCLJee+fPS+djJpavfOunms7IQn/udasg095HS03elRLb6Ra59EmAnE31Ehh2+bX3He04qJPtevsul8dSD8sWXViy19dsi9yp7iHNImkT6/CKle0eJZ/ArIVSkxrgzarbRHOk5XeXPZpcF8/AOM+VcrzCJVZBlpq7SzH9XIdux0Rq2fa702bFcRm//UbX5gvx7B8fLJuemEqsgmpK54v7xG/ndqa4QalExeGh9LTu89PVeaCc/W7bZTqyC9PeaL97B8RKrILcb+MqRFTVU2yHUIud6hcnpL8NVfRfkiVCRiw7BqryXz+kusQqy0tBBtvT7RH4cPETO9QqTc73CZLfj+30tdr7q4/F/ynVtgBAqKk4muo5R25QKilL7Vwq8IP295tvNyeY3vt86QQgVaeu3RZr575LHGmchVGSbc+MP+qHj+gg7GY12nyJLXbqp9TYM2n7PN/ZS/aBzSNoHfUNQsRgZ7jlDls/pYaePfU7VVV3a1obnThpZs7GLnUwIFXEOSZOfXPtK3YCj4hn8SqVzrleYys8TD71abqN9U+cri9ta9aAPsdrCElOknT95rHGWWAWpG3BUnXuVwHOqLksH3VL5sPnBLnXWCKEi250bSs2Ak/LcSSOxCjKu1XcSqyAXdMVlrbGNOsa1TwIKyYVQkUPra8m2Xz+VQ+trycj1VvuY4jZKbup8VXnb/MMSU6Sdj51l6i99diyXv8aHyzNX6/qx16nmB3UQqyCexV+pMtnk3FS6eK8WQ/GUQjZhw8nt+r4fxMj7GFxp6KDaTqyCqkub/yZU5EWeP7HJ+yfXvnZyKDhOQV/1reuXUinwghAqstTQRQgVOePwkRiKp3yQJxttG77r+h9RZXJMHyFXHYKkVFCUOl6lwAtypXtxle+oWj7q2DZ5v8/fNufGEqX1lmluI8RUNUlqjDsjRVo8kzXOrWW1oY2KExvf79/fFMxt/bbY+Q8b37ea+tv5h+P6CDmhLyuH1teSHRuaqmtNnx3LZf3GDjJty5fWe4ZtE/N8U/49xPtrla3f7xs+kdazv/mv3ynVTp48efJ/vm39cDp9+jRff/01u3bt4sCBA2RkZDBkSP6Xkv369aNp06b07dtXLQsNDWXLli08f/6cnj2tZ5gfPXqU1atXs2DBAkqUyD99qEiRIixbtoxy5cpRrly5QuPHxcWxcuVKGleCWMdPsfxzluSP9Dg386BowDX+fnAffe9wnr14gIPxNqndaxMW8ZiwiMeElIvhwukobgcFonP5mz+LVaPJlOvcHx/DiVg/kpyFBO9scjuGE3XzDppJ1dBl3GBtm8kEFL3LzUaN2V+nK4HFY3nNC95ZnhDtCluqV+HgUz9S6wXharrGgs5L2dmoLy5PNpLcvgqOsTvZpqtMSmgOsfokZo/cxZUa9dBd+gXHHqUweOYSFvEYp+c7OFu6CjmVDXit28LpxtW5GKBl2MQrXAxvxq66PTlcpyPZVYy4mNIIi3hMZvZ94r6oRLz2Dll1FeYNWIRTgwyaF53PN7U3c/vadbz7pnL1rY51rSehCzURtuBH1um74uPuwp37FUiNdyf7RSo+N3/noSP8E+zC/uolufNJOTyfHeDjs5mcu+9PevoNEj8tx/PHV9lFKZwikthTOxJjAydeFdXhUzuLTX0+p/SV2ezuMoSQigncCvTnulZPuimW872GUCzwJhZnBxxjd+LkE83uGpW507MrRWPWcDMokKvVatO//DpSHx5m8tCjnK73KdP0kbgH3uOt5QkxrlBeu5XE7vUJi3hM++7bebH/Dvc/LUL5sTGUNsSQUy6e4zczOIo/MW7C+rrjKXv1K7RpF8hNv8FVRyNXHU0k+qRyLUMIPW5krddYNhjq8mOjeRR7/QuZ3apxsUQEmuRTlP1Lz5E92US7gnuzaJRmwVy78YQHNcujvDzDoJq7SX/+J8tbzaXSueF8M/gEzl0zuJPuQt+3PZg67LCKwfNnbqNNu4A27QJnnANwa6zluVMayzvPI672R4T4XWd1iZHsULoROmQyRc6eYed6b27tyuXWrlziSnQm/R8Dxx2b4T9iGsYLt/lGv4NdrTvjVySB+B+2c7+2C70n72Z30UF4JO7mrS6WaFdwmH+L1O61OX/mNmctrioftuzW0oh7fQ3Rbi74/rOa16/vcTvXzJvMp5B2mf711vLoYhJzhu7kno8Lpwb0wqVoGlUabmdpVAW0no9I7V4bhxfbKbo2lyc9ginV/rqaS3SIYkKtxdStfJbjbWoQ2f83fLumcz2nEv4elzAX9yO05H06nW7Gu9uvOBXQnRepXvQ4VYfl47aRXMNPleO7pHtkOMawvv33vHhyndfeGTwoVZeonJLkJP7FtoHzKNokBmVMKiW/fseNLuH8cymGpI61yEy9yhVzG248rYjcT8ct8zAnu/Vg7JLl3LBUYbeuFCENU7hStxF/O93F7ZNQauj+IKZkAF51zGS93U9GneIcy+jCrUB/DlZvh2+tdG6XLEPlKlGERTzG5clGol0h2hX29m7P94N+JdrpBbuHT0BfO5ltddtSLWgPrxfcxWyMIbV7bUqUfcy1k8n4XT9G2onnpJ14TlJ9LQmNavLCKQWnZp5MCZnAtU+b03rGYWJ+eESsPom93SbgeXE/77KcOb4zncs3HTk54Qd21e2pYs5/cAimJxuZMuwwHjFruVspkqN12hEW8Rhf5Rin0ow8Ghip8p3UpiIO8fugTQi66g4kVfWhy4rdXHlmZnX5UUxuPZsNJwahu/AEz7oWAj0vkh6Yw/n7LzF3r8ybF1cJba9w5vxDvKU0099O5W8/dy736cyRyQ24YanCrro9SagWxH1LNns7Dee24TG/j5uBU4MMlrQfj+PryxTJ2s22gfNwebKR1K41MT7bwpRhh62+MKIsKbmxmJsVw8v1KroLl7G8iGDNWS8ejOpIuUdLWR4UiWc7N5b3bEPiV0GYBpqZv7UWu6rV51WvKiQ4a/GqY6ZYuWf4mI8Q4bQLn3tr+btJLZKz7/P2yTtWHpzHkT3ZPNWb2V07krTM2/wTbOJkRD1Slcek5mRztmRldC0CuBLyEffTUrjTO5LX/MNby1NiPLQ8cTHzd+8eKn5dfR7ikn6U585pJLauwNZPRtAxZxJHXzqwecxyQtKP49pQj1fqHp53bITro19Z3XYKOboschP/Ym2RtpiC/+GlNoEnLmZu6j7iH+cMnhmzVNyldq9NjTHn0ZfPQSrocA1NYfPuYtytHYzb6zOsflMat5ZGctIv89SUy2Hfqjg43SDGFd42Ls34Dato6nMU74rJOPR3YNGDFlwt68qZsCCWtPuS7wdtwPWfPSRoXxPtCs1lDtGu8MTHgc395hH+1xgMfUpTvMIzFYdK0Xhu9vmcfXU+w/fUClK71+bq2RtYgl6xpXoVvhx7jD8/CsHt+VGS2lTknweX8fG4wqXQUqRVcCEz9QqP69fghbewotNcrtRpoNK+N6AX58KdcHp7lV39flCxbLsHuH7uGubABJ4FGbjr60Zux3CqvZjKs89aMPl6Cb79cTe6JkK0XypxPauRlHqcXxt3J8ozizinTOIdM5kxbD+PqkfgmboXpW0ItXKXkpt4ngdFPblauTqpSdep6rWH3I7hnD9zG12HYG7+GsVR/KFNMAcq9cc5ejNnm3WnnMMWtj71wH9ICG86uVP6ymyiXeF5qDuvnd5w8PNvKRr2HEdtDr4Br9narQ+vSocQFvGYqJt38G5vIqB6koqp9/1Ondbx1AvZg1cds9V+utdW+X73Io7k7Pukdq+Ny5ON9Gx/mbovvyHVSUuFpkl8f3YOKXEepMR54Ld5OydNgwn+eT5rQ77Effsl2g68wc2+j/lRt5o6Kyfwl+8IfFb9zJgaR/imxwzKht/m5+0TOEMJsk9uYNCgQQQEBPzHe8v/pe17i8VC5cqV+fjjj1myZAkNGzbkzZs36vZ9bGwsQUFBzJ49m7Fjx9r17dWrFwcPHiQhwXryxYwZM5g0aRIvX77E29tbbZeTk4OzszNffPEFc+bM4f2kxintD5U/MMcB+/owv+kWIv8YzMgpt/jkrn2cTWXaWhqH/M2xHnMYeagb09vvwfUDsT9DF88mesT4QuX/lhIyTIQunEOlt6H8PrkTPob3TnRaMY2oQZMA6zaOViyMPhzJd+0P4pme+B9pp+foyXQ34JlWuN2PZ1vy9cf7UaZZt11C3BO48lX+awIdtw/n9y7W93RNmamcKlmX6a0ncGp2c5X2znuV6V7ugh3dJr1/p/HANXz98X61LNbdn0RnN47sKsaPZ1vxckzh8CwfSsdiwmkS8rddWb3xh1HKnuRNhpHbgyfZ1fnNW0hZnxdElr3AgMqnUaatRSZ9DuSfKmFLX3SdyWPfUIq33EVkxEVqr53IN00P0DTgFoP39aZH+XNMPNkRAI+BHug2PiPC9zlhHq9UnLg4ZrKp3Qoidw4mI0fPlg7LMTgUjhcH4J20m5NZw4j8YxCRERfpHnGerr8PpVbQIxZeagpA/0qnmN9sC11PjuLX9itRAI883SnT1mDbwvM2pJDw5Ug7+lGvgoj8YxBtS11ny+2a3Bg/Fbdv8l+/sMkBoNvOQSrfWzssJz1HT5FnW0kM64DXi4eCAAAgAElEQVTPT4sK0bYlG1beTzbaex9UICXbme47BxWqz9HqcDDnFupbEN/R73x48NaPFpu//NcxlGlr2dJhGZ+VLRw3cuShbuyZ3B+dn5bknSkk/JBAzrf90Gnyt41GH47k6zr78TMms+paPQZUPp0/hi1O6f1KtNs+Epn0OU02juNYj3x/YhaF1VV70ODJWUq+ibYbf/ThSBY0s556lZLthIs+84Pyej8tutSEkdWP/Wv93wGlCI/Lf/E/I9cBZ519PNz220ews8uHT+oBKL5oDk9G/nvcT5tuC+LEddZSnHQ5vPry3+3V4YdfyPm2/wfrBvVcyIpf8/t+SCbHy9QndVcytYs9JHThHGoERbOlw3J8f1pE3ZQinJ7d7F/HHn04kkkdDtNgwkFGthpnp8v64w+pvur9tKNKWzpdLRxn+oe/WvFtnX0qbZsuV12rR//KpxncayErNvy7LN63nbdG9w/63n9L3XYOYnN767ZvllmHozbfXnzmLgQg16Ll5qDvKOaWH24uQ+9EepIWL+c0O3pjjnzGlWOf28nwsz+sNv9+Stc7Y8jOj5OrW7aB031+pN66r4maOp0ycQ/UuoT/h7bzjo6q2h7/Z+ZOy5Qkk14nCUkIvXfpvSsgUgQLRYSnYvdh5z17AxQLIDakiYKC0jtIJ2DoIYX0Nult+vn9MckNI7z3+33X+n33Wnclc+85++yz67n3nLNPgwl/fztal+MOum+HWp0Bk62eFcMW8uiJdXeNl3Cnfq9L68vsTt5Tih7/4yFWpQ7x0cuBL+5h/7tjqXH4EeJXh+Lf35L95PPEB5ZT7WcioLGWeqcGw9988fhNi/l9+gqfe4p/f0Pjy4+hk3x9U5U+gMCGahbOWs5ba165g7ct9VtiTLN+T9i0mO/nevONG+31PnGnGV4+OIUJrS/St2kpxqXSGDqG5cs4T835N32+8frFA7M/4Nzjo1i0/Use/+Nhfpy0mtIGE2FNY4URz25n3ycT70rfW8fG8+oAr06/c3wcX18Y9F/HJ/vaDmHkzNm8cfYmb25/l56vHuHN7e8wMP04Jls9NrUWnbPlJMlm//1Vj0c43H0wr29/10eW/wnG/vIcO6d484xbXf4oA3y3K70XNJQPH9v6v5en9MsvvyQ3N5eDBw/e9XlRURHAXUfEkZGRVFRU4HQ6UavVFBUVIUmSz4AUQK1WExwcTGFh4X+l5fz1jhytGMr8mhVc1nThpG4QUe48+pVe5Vrf1sSb7CQW3mD5FV/nM5+9GOo01J8EfYUO6WAdzWpaKQUD8LNhFmMdaWxIm0ai8wYXtT0xe8pJdKaT5LzBt6ZFzK/xNYrXDk3kuc4XmTn1Hb6XHmGh3RtYNhkfZXrdtwy2pZN/Jhizu5w8YzS6Rge6Cj1bzkylUeE9h7YZ5yG/0Qxp3E2WujWtnOk43W60UhX1gE3hxzrTY3K79SUNLL+ymPns5ay2H/c40vjhzMMyrrHZJ9Dur8KlUOMULq6kdWLnN6OpB/bqJ5CtSEApKdjyVyTtZl8hflU6pVIEKR9voz4hivqTXr5kqlrTw36Sw4ZBpNy6yBTXGW6ejSHKlc93pkVEuvPJVSXI/chRtWKvfgLza1YQXFFOeYkfF7S9KJPCaVAY2DVpFLSGD06OZZp9A1HR6fh7qhlw4DyznIeJqK6mVVYBT+6eynz2knYuhUTnDcDJH/oJFKgsuFAR93oRr9YuZWPEPRzOHsV89tI5PZ31e7sRN6ueDiezmI93TRJNudOTq0sIcdbhPONmeOUF8v0SWXF1MYOsZ7lQEkfDGQWrAxczv2YFH458BqGGF/9YBkDMsTx2DriXIfZ0nCUhKB02JtadJr7YyvwmmZgr/fg6/XHa5JRy4s8+DGnczXL/xU36t0+WneRSsv/CIPravIm2z+r6scsxgiH2dLrkZ7BK+w+kg3Ut9APLryxGLZxEuvMxXq6hIQJiqu0sv7KYRypXUn0+mvpegK41Z853pr7CTTv/HIwer+Nb47/YB9/tsPviMNL8unKzKIyHKj+/o9zyK16e1Cj80InGFnw1KxhsS6f+pPf35JKveejC28xn0x1tNNvjfPaSnt+V+pozfOv/DxKdN7ihbo9ONHKxoT85MwxNNXTgH0rOARM7oh6R8egq6uCcg3oNtCoooN4Oe/QT0QiHbDtpVb2Zz17qT8Lo6nOUn/LazvyaFXyh+gdHdnakMsifB6VN/GyYxdA53v6aA5WkpbQFYPPVXkxrd+fAOXN1EiMbdsi/1/gvpqK4saV/t/mHc9q+9LCfJI4b7NcNJFOdwqzaNZwqsNAnOpOiibH8fngyACOrzrLOOZHJ57b74J5fs4I1/ovpr8qWbTJ3Vis6f+9dQ1cmhVMiRcoy231xGAMaD7DGfzHTHcdoNz6M+qZTDF0KFd+a/sHYhq3s1E+mn+0wiwKP0iY8jWlO3xeW1f5PE3a4mJFRv7Ltl/sAqOug44f0OTgVapKcN8hQp5B4MZ00a1sGV16izq8bHetOsT57DvPZyxNHLsptV0rB/GyYJfOoTAqnZ/ENdPsrOLW/N8f8hsl6BrBz0mguNfnBb/3/waM1LUnTx5z8jXq8PjbRdQPNNCedvz9Lh9wsll9ZzH31m+hZfINVl+dj9pTTKusvGuzw9Nnl1Lt8+Sqp3NxTd4hMVWvQtZbpBfjB/+E7/H2ZFE6ou4RGhZ5KKYgoV76ML7racVsfXNgUKlTCxU79JF4Z430Baqxwor3upN4DvxgfZErdetb4LyBjdznv9/uRk7qBXNZ0ZVzDL4wMK8P09W7eCHqGg36jGdq4G+lyOx5kDatHzPeh60D73gy7cljWmznWXahP2plj3cWJvf2w1KVzWdOFRGc6r+wbz+QJpfS1HUUlnERXO+R+79VPIEfVSpZTPTDv5JeUShFI7rsPSvf6jyau5gaNCj0H9aNp50zn88uLcCrUtImH+aleW9yrn8DQxl3smjSKL/wXk7sjj38P2sp89qK6YKNeBypq+d44i8BLqVg79mJ63Xec1A2kr+0ofSNa6Nyjn0iuKoH57OOD/XN5zn8VLoWKTHUKKY4rqKlmuf9iUpZk8+HOYbzWfzuVkjcOr2nyyWHuYgZ2ULLq8nwaFXoG2A5wSjuQ4ZUX0O73vow4m65m3EZPDTv1kxlqvojtmh/1eZD5dFv0bxXyfcQsKpXBzGcvB7NGyzZ58tZgnn5jOQ63ih6t/Ug7l8LKXd2Y+mkx4a2K+XXqROqBAlUswW4rmerWLBr6FbNObMIYBPUn4WfjLPTmYHl8UipF+MigWU/7nTzEY0TQ/V9VLFcv5vC4Qbz8zw9IPnaVtfp5skxv99/5Z4IJXpfK8tZbMXlqWO6/mFm1a6iUgshUpzCg8QB79BMZ1dDim5R14bLfb257jf9iCs2RPJf3Nm6n9q66cjf4Hw9KKyoqeOONN3j99dcJCrrzTGuAxkZvoNJq7yREp9PJZdRqNY2NjWg0mrvi0el0Mq7/BFm5rTmQP5OnDSvIcrVhg30mPaRzvMDrPPT0Vt7RvUKQqZ4NZTN96q00T+MGHTEUQVC9BoN3HM25RzvT49u/yBSt2NAwkzf9nuTnywtQqBQsUK1hke1zNCo3bVWZbKj3ttsMNX4mZvmfZ0vxI1Q1RrCYz7lmaU+n/Ctsb7yXuX7fojoUwd4w75uuQ6VB43KgrdajDihH3TQsNjR9EDht78c47W6K3HF0lNJxCw+SAna/O5TeS1KJdBXxsd37FWqk/Vc2pN7HSvM0wnVx9HWk82bqZzJ9E7RXm/rofcvbkDGTxYYVKIA/7QM55eqNAy29pDNMfXMbAHWeEMb73eDPiuEYgGIRwFVXZwapTzKTzRQ7/FEbLlOdE06yMp8tmVPpLp3nmGsACgRPG1ZQ5o5hg20m98dsoVVNBR67jr8c3bnqaYdVhDDXzxv87tdf5PivFiaqthOtKOQTxzPMMv2Mn9pJkK2OYW22cKYwnqLs1nSSvG9uf9oHcsbdC5vQMX75NpSvaJlQncqLiod5zvwae233MTjgEu/8+jg9g1cSaW6QZaVWuvFTO9HixL/EzRj1dfbbY/k+dQbrpQ0Mi8zAXOxgQ5ZXxou//5a8mGhZT7qoGjiZPphHNJ/Sqz6NII+d+/wuYfTYmaXZxWlDb0KdtUw9v4uFnvc5fc0ryw0ZM2X9a4Y6hT8XbgxnuMY7KL3i7MINWwce0RykhyeXH1xLMBTBPHNLhHwidTN6RQPdpfO8FPU++iJIdNj5NnUmj+lXc1qahqEI9ijmczOzLxZXFu4aIwZFLV8cmMOGPjN9aNjknM509SYW2T4n/vpxfnXex9nCeN6LWerTbnPbTxtW4ECLgUZZn542rGCYJgdDkff347rPCfOY7qjfjKOZD98WLObV0+9wvtU9jFTtZbtzImcMvXmz8AUUKjOirmXRfmRlAxuKW2x5iu17SvwSCc+/QkdbCYYir158rH0eAXQknRXVi3nM/CGGIhivuYqyUCvb7sHa0XR3/slJ62DuN+5iQ8NMnr6xgsue9jxSu4sF6vW0UmYR/OsN5k34DoAzht7ozbU0VJr4wT6Hmt16Hr53s8yHwY5dbKgeA+DjH646vbbToPEjra47e10jWaBfwzBlJhRB0qo8NtTPRIHgdMgKaBnr+vB4Q8ZMlvIEhiIoEoGciOtDvyLvoNRACSddQ2Se98q6Jdfd1WooY1MPyDTZkGQ+zKqfSaS2iH7KYm59ksVSP+/L14zGDWz0m8mu+ul0kC7TQXkZQ5O7NhRVsaVhKg1CzyjVHva4RjFCtY8Smxm1vxps8XTTVrDs3BPsjB9KxEsts0YGytlQP1PmUbYnhP6eW7J97a4cxgnNMB/+NfvBnzIf4Al9y6C0GbY33stI1V5GvbsHgwJ6ugp4O3Umw/32099ziwUX36aVMos3PXvRlShxRukxFMHGjBkyX3UKG3GaHI64hkKjRaYHYIntbZ6u9B2UZntCiFeWYBM6qoXXDzbLKcHuYNGNlvI2JHS4OGIbyhl3LwAS3Om4Tdu4NqcVu78Yy4S2vxNwuZqxfukYiiDN0Z1Nzun09ztOqqsXS7O8JxF57GaWapfx5bszaReUj8F3Hy+JvQpl2jdkzOTpgJfxK9Uwz3ySd9M+Ya7fd2S52pAk5TLPfJKfchcRHFZJz6JUEuwO9EXIseEt7at85Hheljt4Y0OC8u4nOT1dtKJJxg08wFZ61Z9Gr2igQXg/uqw0T5PtdIx2L+kxKWxIncmZ1r2hyc+FWu1om/q0u3EsH7t3EHXzO8DLk+Gao1yr7sHmkzOZPeknJhdtp1f9aT4zT+e7gqcw1Hv5ne9qRTfVFZkPa/3m4jZWkSm1J9OTSKKUyZLSt9nmN4lX7W9xJbA9D3+6BzX1/EUn/KgivaI7hplHffrYjDtCWcyGxplMU0v08xzFUAudXrpGg0vNw7U/0qv+NCvN0/go8y2eN78KwKfZr1EZH0VkRREbsmfSVneNVe030vuT04DXvwBUeSIIVdaS7UpBeVXJBlrs5WG8uN/0e5KxGWeYN+4r0n7q2iKD2+xmrvkkv12bxz7XCIa33svJeYN40G8LGxpbxi+3+297XgBTDWkU5EdhUNSwIWMms/XrqBbhpLp6MVpzgK9CFpKky6Rj/hUOL7kH6clwDEWwIu0xRis30Sa4hCW2t6EUnq5Ywe7K0cDGu+rL3+F/PH2/cOFCDh48yJUrV+Qd9H+fvj9//jw9e/Zk3bp1PPjggz71X3rpJT766CNsNhtqtZonn3ySVatW4XDcOU0aHh7O8OHDWb9+/R3PmqfvB0SDWqdHLxpwocKh0FBcPYyJkR7mjr5OmKcYT6JEWXaYT/3RH05n5KEgVu54lhcOP8CHg3/yee5AQ75k4ZE143n131fpfesMAaKKQmU0RlGLUdTyTc4Y5sXt9KnX8bN/snBYKp1G1tIu/S82jJjNE3+uIleKx+K+xch1T7B3tnca3YmKPCmerw52ZVqfa5j13qmw0LgSTFm1lCrDCfOUUKcwYhR1NDpVuNrqMWXUUJ0QCLcEx6IG0q74GptPt2Na76uM/nA6Fcpg2vnn8N3832nl9h55+dCWWfww9Ufv7mIEWVISoQmlmDJqKFZGUuEOYMf1DjzU/iSRHu8RZTaFjhFfL2Rs50yW9NiOAw11ShNBnnIKpBj2nY3iizMDObLwc97eO5SXFh6jPstAg8KAQEGi+yb1CgMlykhMooab2Xp6x+Uh4aZAisGNCov7FgCDDz/L5vs3Up/polWAd2lH36+eJjnYyvg2l3nn8EganBquvPE+tnA/dMUNlDeE0qjQs2TfBD6f/SOBBZW8c2gY41OuMG3To0zrfZXNp9uRHFzK+DZXWPbnEBpiDejz6gnW15EcbMUSWMmf6xbgP/UgidIt/jHhCiu3d+BgTH9OtXuJIl08rdwZPjvUAfy//4JtE7/hvR19mZySyvg2V3jmj0l0jcrnt+udaRNcjCWwkjmjb/DG1gF8PGknYZ4SsqQk9mem8NHWrtQo/PEXNQTobexa9D0hnjJypXhcqMi2BvLejr6MSbzErze6cHTOclp/4nVqhVI0ac9+jAKBn2jgg9978/GYX3ls10MsmXACU3QFrd9bSuXMJ+mw5w3+HL0cLXZ0omWqNUtKYvSH03GiQo0LqzKEEI83Xdufz6+mVuFP62Wvsm3khzy3c5KPjj89+wyPdD6OttCOO0BCU+2Q9WnKGw+xd/ZKsqQk1BVWKhr0TN04h7/D7hc2yXb4r8X7GZdyFWt2KEZRiws1doWGzw/0JKdIT1GDmVkdT/Pun6PZO/szVOEBAFwvCubwNQsv9thJiKGeny51YcykLKpLAtHU2wnzlLA5vTf3dC9k7NszSXvqfR75+UHW3r+JHCmBVu4MTtZ35lxhEO1CahlgTiNfstDKnUGWlMTGAwnMGpaBWjj4Yk8X5oz2vgwZRS11ChOt3BkUKyOJ8LSMXLKkJH5Lbc293bzTo832B1ChDCbIUw5AuTKEOoWJOHc2P13qwgMdL1KsjKRB4f0y/Nn2jiwbt82HZ1lSkkzbw6sncGzuMhxoqLcYMed6p39taLEr/Gi7dQnG7FrSn30LoYBspVfeu1/YJNPkQcEtKVHGGewp46GNM1j24H65TL5kIcadS5aUhBYb714YzspO3wHw6r5xzB19HYGC00nd6Z1xHoOoY39mCu/93pffnv6Zf/40mPceOMzoD6dz/otPMWXUAC3+tZlHWVIS359vwwuTjmDMruXzK6MY0ylTpiNLSiLMU4xR1JEtJZLgzrxDp3KleK9v9tSiwcGXp+9hVL8Sotx5fHx4IKP7FhHpV8nxv0KZ2ukidYn+mDJqfPja+bMXKfzH89QpTHRd9U+K57dkDKhN8m+h36xBU+mQ+W0UtTgUGvxEo4zvsV2zWT1mnVy/2fcWKaOxqXQIt4JrhSGMDD+HGpcPrx9ZM569c76kXmmiWhFIpKeAOoWJUI93R3dzbJi/8yGWj/sFg7j7dHQz70Z/OJ1P5xzkqW+Gsv+FdVjcOVQrAjGKWs7mxpAY30iwpwwlwofu23Xydl22KXQ+/uR2KJBiiHbn40aiRBmBTeEnZ2d4dtckrl7Wkv7sWxQrIxmx4mEuPfkeWVISM1dO4NTCZfxR0odx4S3LyPIlCztOxLKwt/dY6XJlCMEeKyO2vsS+ye/70Nl62ausHvMDc5IP4kFBvcKESXhlVmSOprHGj7mrRnNo3kocaNDg9V0AWmy8fngirw/ehRuJEE8p5cpQ3vulO6vuaxkfFCsjCfMUU68wocJJkTIaf1FNRoE/MXorMQHVxC/7F8ef/xoHGkZ/OJ3ls/bx9I8jAHhv2iEmR/9Jg0NNRXAkgXUVdPt4Mbtf2OzDZ5efRGO0gcYaPXXlRoJiy6nIC0aDd6zkQMMja8azcf7P2NH5yCA0wasnpowaWn/yCseeX0u9wkhofMmd53/fBuN/eIxPxm2jdXDZfyxzN1j42wN8ee9P/Hy5C18d0RCqPOzzvKZRcCLD/f9/+j4jI4M1a9awYsUKCgq8AxchBDabDafTSU5ODv7+/vK0ffM0/u1QVFREUFAQarUa8E7nu91urFbrHWtKy8vLiYqK+q80LR8H3SKbv4C5mq4dzN8xm2+OtaWDJZSZxlME6r2Keb0sjDahpWRh4eaca0gPgUulQDL54vXDQTIZPND/KmOse6HpSONYWs6UXdDBd0AKcEtEo9ccI0GRx9cTHmPJmeVgggRuAVCqCJLbKjSHk1yZgVvVjV4hl1uQlAEmiKQEgAC80yRKp5LAkhowQZC1Coxwb80OlqcOYlDydZL1GYzqk8OXpywUEUqyvsWJjOx1C8kEUlPSmGQyoMTbTjRFhHlK6djruk9fDNgoJBRJfQ3J5OWJH96gaiGfWm0K+YoIjMZG3p38B5RAoKHGB4c/9fjjpeOyvg0ak1uufztU5pmIshdByxHQTB2Uzq5rbajTGbn08gcolq5GhxNdiZOMyFYkFXunwLbcuxxqvH2pUJtxGrTMHn4Fuw2ysJBVbmGANo8sLJAHEExWAxjDrqNXK9i5eSozFPMoUwWTrL9JqWowifmZKHsrSVZ7ab99QArQUK4iUldEqSKIaq0/8TFVFErhbJvwLW+kTiW1oTXzQo8RqcqjtaWcE9kRTOlQQjIZJHfMYNHWe0GAlUBCqCXc4HUCzXpi00VTqgiiShNIEaFIJm9fAHAjy3bDxW4ctHZE8v+VBklLsj6DhlINtcVaJBNYs/3JTbbQeLaevjEtayYDGkpb8AF4oKbpd4ShlAhKmZF8hAadwbcc8GSrt6DWy288bjC16FOzfieTQZY9hO5r3+Ru0Ex/FhakfBd9lx/i2pvdfcq4VL3YWtQPgJPHvdPoboOatk11kxMzePvAIDApkQxQpzMSWFJDIDVg8KZHmtn9NL/d6MxVVyKSCYqkMDQmt5deoIPmJqkRo4gsTcfP5JDvJ5NBrw5+tNJ7U7xY1UN97AlK2JUygjE39rHinkUs/vMLuZ5GbflbWS+ENtkOQBhWwvC+BETNNSJd89phMwzsar7DJ91OW2GTTvjhwK+ywisLwIAdA3ZKs82U0oIjmQz+PXmvD10et4JkKcMHd7kywKdMHLk+z7+85zv52buTW9aZJxdmgPdDGAHacK6+/B6KpasZlnCNQIrJwiL7Lmjxr7f3ra6+GwHWWjDBPQk3SNbfAuCrEXPlco/vW0sSdw5IocV2fuw6jVkXNlOt9SdZ7x3IVKjN9ArxLpmp0yWgMiLTcztfG17yLokKpAbcDh8Z+NDvcrBi9CKmpf1MRK13AKBpmjVoxtcoaXzqN/veg6lRPNTN+2XbqvOgM7nu4HURoRhMXlk264mRllnD5tgwtss1/I3/eUDajG9Un1zitLfIwkKCPgeAILxT0v1/fgXxRstSsNvp/vmeSbJu3w57e45g0tkdfDViLo/vWyvfr9b5Y7HlN/XXTSwFnC+Jp3v4LQB2TPkQxeXVSE1x5+rL73nLVlVzSxGDZIJ7P5lD9uKbxAeWy3yp1raXaWrmx6sDf5XvybbjstPXki7HukC88ahRo6MgU0Xv2AxyFVGy7TTzpxm+P9uF78a29NdMDSWq0XI7+zoOITOilQ8vHj6yHj+HDUe4k9iAagB2Pr6KOL13rJCFhTBdi78N1lqRTKBwKL0yN0LGG2/z96GihBttsz/TA+UQrK/0KVNEKBZ9PrtvtGF0ym3xu6Tpb1PciDJ4v2p/3eFhXJKK6PJCJqTu8sGVGt+Z6iw9vVyZHDjTjmFx3v0fp3Lj6GPJ8Sl7u9zTQ5JouKUhsKQG18xkJrtqCXroYS99pggia4vJvWHlxNw7133fDf5Hg9KCggKEEDz11FM8+eSTdzxv1aoVixcv5pNPPiE0NJRz587dUebMmTN06dJF/t2lSxeEEJw7d47Ro1sWsp89exaPx+NT9m6QWxKDya3DYsugVgqkUh1ChiWewBoF0/tlsXn6fXzc2JmJOw8AIAE38/2xoMBkN2DPAEWdGXuTXrqDNXia1pwXaS1sPDKC/VvmkLXGSOrp8ZRoojG4a9G7a8nXJRIVmIequGWhcIxQUV8RTkBqKsPPHuTV89N5rccmCrTxRNtvEezUyW0FKUq4qU1CUWfmzM3OmJsWX1ts3gJWdTghzhLqJSMGdx0OF7jbGtDcrMetkGhQGqlUhzIuvoBVl8cSgYc/Tg3kje5H2Z3eiV1iFEMz9wCw83hvpuuOy2/rubokuZ0ydSSVIhCdyinfA7ArdYS5NTirQ7l0LpoEcxn1kolAVznFmhj8rAqC4wKozvJD52kkT5tIrD2TXF0SQiiIs9+kUWmgTBOJxZaBVKygQUjUSEHYlVrcChXR9lsABEcaKKoNx7+0HJVwUakKYeOhYSQHFKIrVdD27ZVYUFCRbWTeq5/x1C9fostpxKbUIxQK3p79Al98vQj/agWKfPh2/1hmdDqFpcnUDeUK0LaW+6YUbkIbbxBYo8CZBR5HNGZHFvYMCKpT8EdOVxyZUGBMIjI4H3WB71cBCwqKii0Eu3T83vl+pvx1kXCbktc3T5PbCaw5TkZBMtcy2jJ/2GnsGZCrS5Lrl6vCqZf8ifT8xZCHf2f3a+MBqFIFk1ObTLBLh6kCnFJr7BkQKJmpUoUS5ijgZn4SCiEYaC5iidWCPQO0jSZu5icRUp8HWm8dVIkc8B9A3qxIun3tXWjvSDZQXRFGtFmLqBQUauMJdJVRpQr16n1OGHWSP4MsNWhKAG1rgp3FNEgmbEo95dn+GN01PjnpmvWpWb9zdUkorFVo1BYinHnkapNl3inwcDO/hQ81FZGcWTqQjLxE9J5a6iV/lMJNla01hj4p1F+4LQdjLtx0tGTp6BtUjSsb7DrQlSqwZ0BJYCzhVXkIoEEyUmWNwoL32c3sdjRkShRoE7DYMrjkbEtVlh9JGrAAACAASURBVJGqYXHUZZYx+O0DbHpqEiIkkBNn2pGsqkMtHATWKGSat48dxsSdBxiasY98dSSPZ3yBHXh79vPM3vIr9UTJZSNiWwaaDdk6Al3eQFupCqFeMhFjzyYrVUcff68dNkrer1IHT3ZlguQduLj9VUg1LpnHubokwtwa7BngVGhwxvmhv1WNUCtwxuvZ1Xsk4UkmFCD7mlxdEku2zqenuUK2cYHgli6JF3dN54fHvNP1gbEmTjf2pEuBt+0ijYVIRy65uiQ0HhsHew1k5vENALx6+iEWDPyTcEsxNbeMNEgm9O46qqxRtN7yOGhbY7LnUlURIfMfYNOwKfS8coGHnvqejf96FIstA7tSS/aOiYw3T0GT3UCFyquDMapslPVucrVJhDiLeTRjLcOW7ifM43sW+calj1KgjcfgruW+zG3Yhdfmb+YnEe7Iw79awcgHtvP1RwvRlSqoFXo0mQ0+uvtN2f08d3w+efdPpUEycWr6SpnmZrvR3GwZAD6e8QV2pTcxu1sh4VRo0HkasScZeerrR9Bq1dgzwBWh5ci5tgyN+QsFgiEhhbJ+lJZEU2/PRSVcPrxulm+lKoRaVSBhjgJKNdFExBahuVkvx4YdZwYwXH2VOa+t5LHt3zDkwjGZvgf2LOGnUe+Sq0vij1MDmBd6DAsKsvPiiLLnUCsFovfUen1ZThiBTu+XUm2Dv9zvKTnbsDkV5OkSfWLDsKx92D3waMZaWqIf6KjhZhM/3QoJqzoCf6WKjLxEb57ZJptf9N1jvDxkB0PXvc75157HXRdApEeFPcP73JMDdquX5+U5wRjKW/SnUhWC2WXFWhFDbat8WSa5uiQsKDlxtSvJUfkIFNRLJm7FxfD21Bd4//23uZmfRJRLKduOWjhkn6zx2EDbmkkPfccH77zFJ8dH89w9uwiub2l7YMYheirPoPM0UC+ZUAkn+ZoYTK5qsktCceokTAEeRv7wLicfeRWnUoMFBSUlsXIsspbFYHffwOmCm8Ykgp3FdP1hGfvner/6NvPZpvRDLRxynG8Giy2DIo0Fp1JDmFtDTm4MiQaXrFO34wCIQ0lBTgQNkpHZq78nV5fEmmkzaZN/Uy6Xq0uifcZfBDunUZep4VROB/q40lEJF8E6NQ2ZXv1ukEwEOUsZn7MTe9N+r7iMDM4mfMrkB3uSq03C8nwTTm0SEZYiNs9+n321vmte/yv8P6QjlcFqtYrffvvtjqtDhw4iPj5ebN++XVy+fFkI8d/zlK5evVq+19jYKIKDg++ap9RoNIrKysq70tKcp3SjMlQQLcSe7/uJR95YJYgWYtI9G8SlnuHCEFUr1hvGiy3nxwqihc9llRApMdeEVUK84/+kKPJXi0s9w4VVQlglxDFte0G0EOc1CSJpyHWxImmOsEqIXq2OiWWmeSJHZZDx3H7lqfzEg0Ffi1/0w8Q+ZVf5fmxEthevroN877wmQcxav0a87b9YhEYWy7SVaRTiUs9wMSV4vSiTFGKNcZpcp5nGG+oQ8Y7/k3KdxYHvyPQ8E/iWOK9JEJrWNrnezd7Bwioh8lV+wirhbUdSCKuEGJK4S/hF1YuOD6eKgaH75Dq7/PqIC5o4sTjwHZknzwS+JawSYtl384VVQlxTh4ltfkOEVUIYomrFSWWyaDsjTRDtEUff7SrWGSYKooW4NClGpnvzC2PEv849L0K7Fnvb2TxAWCXEyPd2iE/FnDt42nzdGBwmVhlnyHSPCflV+EXVC6KFiBubKW6oQ7x0KtsKq4T4IuDhO3DMCl8rvvafLqwSYv+q3r74pSBBtMfnHtFCFJg14njvNj760ab3FdE2PE0c07YXKwMe8amToQkSVgmxOmG6IFqI9Ybxsixv1z+rhNiv7ynT3Xw9EPCtIFqIY9r2wiohPv9jjsjqHChOPd9OZGiCxAF9d0G0EIaoWjEqZLv42ThSWCXEGuM0MenzjaLUoBRfnvP2PTiyVLzj/6Qsy9v79XfeZGiCRM/Y02J20GpBtBCJ9924qxzM91hFehuz6Bpz3gdf6pxEWb9fPPum2HJ+rFh67gWx5fzYO64Xz74pl3nv3FOyLB8M+loQLcSb+14URAvRM/a06Bl7WnwR8LDoGXta1u9mPr7tv/gO+kaFbJf/X2OcJnpOPimsEuLV4FeEVUKsPThDdFtwSlglxAFlZ/HvvGfFh5sWiU+2LpT5skfXS1glRGhksRgQekDuY/PzZj0ZE/Kr1y4nxYjHwj4TRAsx37ziDjk30z0hcquwSogF5mUiNLJYbDk/9g59I9ojro6OFFYJsfXP0SI3vMVm1/o/INqEpYkLmjiZ38160kz33Xjyd7qbfRXRQuzX9xREC1lPYiOyxZknU8SW82PFG2dfkuW19NwL4uNzC+X6rwUvEYaoWkG0EFOC13t9b/BGcVKZLOP+of8EEXPvLXGpZ7gs+2a6VUl2QbQQEyK3inc3PONDb7MO3n6v2Q/6RdXfVS9jI7LF4sB3xNaug+V7Ad0rZFmqoh2yLK0S4g9Df3FlbJTsq4gWwi+qXqwwzREDQ/eJ4MhSYZUQe7/rJ+v039tsxn1NHSbe+HaJsEoIXRN9q4wzxItnWuqUSkphlZD1hGgheoSdkO2ybXiaODU9SY47zXpCtBDb/IaI2UGrZX2ZErxe5sk6w8T/6DObZX9OlyiOaduLnrGnRVxEprBKiLf9F4tr6jBhlRDDHt0l1h2fIqwS4v0Oj4udUi9xdXSkGBPyqyiVlOLBoK+FVUIUhWiEVfLGhtvb2PXTQPn/bmGnZJ50GHNREC3EK0df9rGJvBCdGBPyqyg2qGUaM9WBd6W/TfglYZUQ+RY/seX8WLHAvExYJXxk+UToR3JMmxS8Udbvg5O6ivQ2ZrmNWT9+LX7f4Y1Xt/uqTjEXRbewU4JoIUZG7RJEC7HMNE8Yomq9fC6fKbfVrN8rTHPEL/ph4okDH4r55hU+PMmT/ESb8Etyf5t58ne6iRbi04EP3TU2/KIfdkecv/15s54cVbYTu5Q9RZeYVEG0EPExWXfwcFLwRrlux4dTxS/6YfLv6+2CfPx3sz9p1kGihbimDhNZkkkMe3SXj4+9PRbf7mdu95df7HxUEHr+fydPqV6vJyUl5Y5ry5YtuN1uli9fTliYd+1m586d+eabb9i0aRNKpZIDBw7wzDPPkJKSwueff44keVcxq1QqTCYTy5cv58qVK9TU1LBixQrWr1/P0qVLGT58+F1pac5T2r9zN1JCankibQ2BWbUEmKrpobiIX3EZpigPY2IOERxYiTrHRe+A0/KVVwFH6cUrPb7hkKMr49qcIUxdj94CeguooyWcJjUVtQ56BWXQxf8q7eJysBv09Iz8i+S4Aq5ZUugYlkViXJFc75vyUWgiFAxPPsumsIeZlLgPvQVqAgIYk3CEzdWDSFs8jNIBFgq6tWLOjh/xd+XwoeV1tt8zgen2zUyJ302Yuh5bkIE+8X+hiNCg7aokJLyBCFUtv828n232WdSFBZE1LpZ51d8SSB6do9I5Ux6JPtxFodtA69gyJifsRm+BQ1kd6d61AK1FicniptJoZnLCbq7HdCXEUEmsfw7xFXkMDPmTQfFn0VtAilKxs6obimCJXolXCIh3owt10yX+Jm86ltKz9gT77D25p1sm6URhiFEwv9UG0stT6BNwigXZ33EmrD8J/tk87PgJqzmYsCQbW1TTMW+oJ6dPDE9rvybpbC5b6/rjKIvkHz+sJiSuEb0F1lcNpSQgFG2sgp2NvXk+500Wdd8m87sxyECrwCyqquyM1R7jvvg9BFqcqENc/CSG0iUwjd32nqSpkzDEezg9bSjmsxdxCBtp6iQ0JxupCjKT3KGcQ86u1ASYWJe4iCPuzhxydaV/ryyqTYH0MZ3iwpD+WFvH0Iur6C3g/iuLiPgGKm0e+oWdIizRxl5HTxpCjRy1tSdNnUSFLpSOsVkYR9jo6LnOmfIoWre2yvqXpk6iVKHnhi6equ7t6R5/jQ8jXyea63QN+otKmwd9lJOs9QGMi7vALzu6ky5FU6ow0Lp1OX3Np+gfcpLykloG98lgd2MvVDlGJkbv4dR7EQzpk0Fg/nm6dioiMbqAtrE5sp5WGs0yDc1XuhRNJ9thunYsJNq/AHVhDf3DT7C1rr9Pufu7HmSw4hxXje1k/coPiWFBxfdsrh7E8B5X+f33+5j3x9cseOcV2v9wgtrvBLXfCdasnUbc95coS+2Aa5cO1fs3qTgYQ7+Yi7QKzGJQ2J/s79CL7r/doKbGxvMPf0bfzifQ9XKSeHgvaeokuncq4I/cdixI3ozOXcKgdmkExLvJ0scQ36aGxiAD/eNT8bOAIkKDLd9DVr2BJV2+Zbe9JxMvHSejMIXJCbtZGfI0qlU1VJ0NZ/6FH3Ca1ExO2I0UreKmMhJzrJPeIWdxKxoxxgn+nfQKHcOyqDIGMjlhDz9VDmROtz8Ia6xhQuguKo1mQhQ5dIm8zh8h4whu0mW9BZyhfrwR+hZ6CzhC9EQFFvHE/tUy3euj5pHgn02fgFOEZN2kU+cS2h7IICDEJcvs5ZiPcZq1ZNXomaw+gSpa4sb77elenM5Hka8RM6GEeFHEPmtb0tRJlPTsTq/4K7K8U1pbmZywB70F/C0uKo1mhsUeR2nyMDLqMOdrY0lsX84jxZtpt+cmg/f+Sbs9N3m55B26f3OZ+D35dI+/jt4CG+pGMTAulR4B5xgSegyLfy5DQo9xwtSXnEY9KclliKxyYjW1VF2pxy/AwLQ1vxFZWYklppRyXQi9A05zvCCWD/Pf56YyktL1ybTNzec8KXSNuCbr128z7udyr66Y2zUSYK/l3oR9Ml+br5qAAO4JP0NP3SWyPmpD1UUdSqMO7QQP7lIbynA1w8KOEmIsIr5NDfYIE+1dXlkuyP6OSqOZ7oGpjI46SFBQNSmB6YxPOEjixTx+m3k/HeKv0CEjx6dNKVpFemwXUiy5JFzI48Ppr3BP9SnuTdjP7sZe/OvcMrmswSLQWyDXnECSfwa9A06TrLvC2KRjBMc1Uhvgz/SGHfQLOMGp6jiG97zGpU6d2aadjF+UwBhiwzyokveUSwlsXcNU0052N/ZCMSWQQYbzXBrWnbw+ySSaivCPcfvYeq21kqEdL/HHrbYM63aRe2P34w7X0cNylTVloxmouc6UQ79hsrg5XNSJR7v8TqirjsYgAwPiUzliHsrkhN0Yw9zkLkwivL6GqLgq/oweTof4LJLO5lA4N54YVxULQr9GbwFtrIKnnZ+iqi7kzQsrqDSaZd/n9tcS06qO1LJwhva+SaXRTHG1h2G9brCmbDTduxVQOCCRuMBy6gL8CfQrom1sGe323MQRoqd7/HVuqOKYmHIUvQUKzBYS/LPJr1CgjxaMb/sn59b2Qb9TQWdThsyHJRc/4MrqAPr1zKGudRAnpg7m1hetiQ+4RaHVw46gcVRHRtA14AJLY95hzchHaZ/zJ633WPks8kXCR1dRHRNBx9AslOEqLNElTDq6g6PmofQwn0NjkbgS15vY8EJejFwh211InJ1btTrS1EmYLU4mphxFFSNRYwpgvHIff1i7oHlNx6j8fbLOK6PURFsqSOvbjRRXujx2SY/pzMiEP6k0mqmodTCj51E+i3yRUEMR/c0nSAm4IeOonhDGxssD8LSLpHfAacYnHOBmaQo9OlzCX12LsOgZYEyl0mjm0ZqNfFE8njE90wiLq0MdI0EHP+waHeeiBjAjYTsaq4uuiddxBOrxs0BiXBHXY7ryZcVk/tn9WyqNZr5onIZSVUvlyHjWvvcIfT84RzGCy6Un//fylP4dhgwZQkVFBX/99ZfP/WvXrvHss89y/PhxNBoN48eP56OPPiI0NPQOHGvXruXjjz8mOzub2NhYnnzyybsuEWgGOU/pA9Dttj1MpY3+hPnVMP/gIlYP/eKOdRrNoFi5jWExf7H/vjepc2gwau7caBWydh3pMxcQ5NfAqiujWNB+D5N2LWHbmHepc2r5aN6zvPn9uz519F9t4rOBa0gKLGZA5BWUfyOg48blXJrhPU7sVm0o8aYynj42h0/6f4tS8d9F0eDSoFfdPW9m8xGk1gYjod+sQ6nw4P7HFPn50G3/Yse0dzE05a4LWbuOsrmzUQAn2/Wkz9Wzd+VV/PerWNBhD0u6b73jWaNLjeGrzXiemHzHs6ZTD31gf14nhsd6N8ON2fE6uyb8C4CB296hotHA5Zm+abvC135L+6A8ZrQ+xuRWJwhZ+yPiiUncDWq1Bkz2ep46OpcZrY+T7F/Ax3/dx3OdfwVg1dXRvHrKu+nusfa72V45gLaKLH4b9zYKhYIZe57FpGlk/chlzNjzLNV2Pb+M/UDmt9VmIkTXsntYsXIbaTMWs+jIQkZbzrOw/U6UCoHL433ZCv1mHTWPTUehgBl7nmPH+HdkvgOkTl1M3A9rGRh1mWOF7X14+Na5B/j44r3sHLeUTiG36LhxBVvGfMTuW11Y8dcEymwBBPvVYZ07G4db4pEDT7F+5DJ0X27BvnAqDS4Nhq82I56YROjX3/F2vw081s43rVPI2nU82u8Iyy7ey+6Jb7Itqw9bM/uyasgXbM3sw3fdPmFHdg9GWC5Sa9cR9k3Lho3mtu8GlTY/zLpGlv01kXsTTpP4w1eUzZlNuw0rKbN5NygZVDZ0ahdTEk+w+vIITBo7NY/NuAPXU0fn8lnaeGKNZeTVeX3GpRmL6RDsXXs3asebjIxJ5ZkuO1AqBDaXCp2qJT9hsw7+lt2L+/5YgnhiEoO2/psjk19j9dWRPNZuL26h4IPUSbzQ9VdUSg/6rzbT8Lg3K0GdQ0Ovnz8hxVxAvKmErVl9yXlo/t/JvIOvr/fYxFOd//iv5W4Hu0pDo8aPwIZqAr7fhMbtoGzOQ/+1Tvz3q7j18IL/+Fyx0rtJ6nZ7Uazc5s2J24T7bv6k78/vcfL+f961X93DMmkbmMvyAd/I9yv1gZy5nsAoy4WW/rglShv8abfxC+wuNYVzHmXN5REs6dHiQ65WxjBw67uyHp0vS2Td9UEy7r/L8v8Fuv30CZNbneLVHt5NKW+fu59XenjP3L7dx/4n3Ha3hFbyLkeZsvsljua3pWzeI/Lzt849IOP+OzTHnduh1qHFpLHfgRta/IDLoyRtxmIsRisDt73D0UkvA3ChNJ6uYbd88D1zfA7L+n/jc6/GoWXZvGd444f3/iNfQtauo7zRyNFJS2hrzmfEzn9z8KGlmJvyYlsbjPJx2AAz9z7DhpHL/iM+gAH3b+HYz1Pv+mzYH//mwLiWnNPzDy5ib35X6p062earH5uBv8ZOXq2ZWJN3nWTo199RNu8RFCu3cf6BZ+h2W/+b49vt4HBLaG7j6S+Zfbl/14vMbnOYH4avIGTtOlYM+JoHWx+R+QDIMf1qZQztzPmErF3HuQeeJd5URsjadVjnzuZYUTu6BGd6fZNdh7/WRug3P1A25yF25XZjUNRltmX1JcZoZVDUFZacms3E+DP0Ck9HUgisDUYm7X6Fa5Ux7B7/Op1Dc6i26Wm3YSW9IjL4ffxbCGDWvmfZk9uV8kYj89rvx+ZWs2649/jnI4XtGRTlzRxwtjSJcH0VFqPVR67pMxegMivxt9XJ9/7umxUrtyKemMyu3G70aZOJuaGaI4XtWXBoEdcf/IdP2UqbHyaNHbtbJeeFfeXUgzzV6XfC9dWyDj6471nWj/iESn0A5oZq7v1jCb+NexebS4XdrSJAa/OhJbUUuv/E/16e0r/DoUOH7nq/bdu27Nq1667P/g5z585l7ty5//eCf4MTZX0oc/ozSrOXHLeFkw3dSdTl0d6Vw+85Y+itO0eYsow9jpE+9UZqz1PqaA1lUO6OwCh5A115gpng7EpqhZERlnwe3/oP+KwzEVMKeYphxE6ByZ4NRCqLOVAxjIopZh+8j04pYIPrOdqrLvML8OlX3sS2R50DGKg+xj3Kq96NTICnTkVVYwBtnHkcKRzEM8fn8PvgJcQovQuk01wd6ai6RLEngkhlMUq3h6bjonEINUWeSMYcfJ9lg77lTGYUvRILGaXZC4oQ7lEfZU/BSO9voCfpGApaFsqvH70OyuCpxz/ggqsr5YnBXP3GV1mqRAA9pQwSbMVQBrXCSLEnQt4c4YeTe02nKS8JIljZkvx5j6Ol3d8K+qML1TNKs5fhujQcpWoy3YlU1UfKfDja/2UWHHiMm8VJRCsL0Cu8dA5RpxFHGTENVoLr6hmpPc+G88OZafEmJr/g6kK5Jxg3EhfKEpgbsglsRgKq63hwx9P0SiyktsiP985OYnDMFQZoruKnaGT11VmEaSvoGZzO2sPDWdBxLzj96SRdZU/BSDq7s7ErVCitHva4vX0RdiXcnuFMEUJaWTcsdivU+2Ev0RBpqOKrSyPYnDEAFCGYqu3scYwkxl1DWpFXlh2C61nScytP/DyfkdrzUA6DNJdlXgA8EHOBEIOGlYcnMCLqPI3uaLqTycsXZ9CVDNDCs6PPsL9gGEHKCjq5s6EMFsQeZE/BSAZIRwh/NgbvnrxgRgVdp6o0gEBFtdyGUa0n7XgE/UQar/44ndOuPgxWH+LR9S9ydNLL+H11gOHhZ5lgPIffT7vopP6LInck5SKYqy/Mp1AXQcjFcjQKb6D4oeoBHgr8CZWQoBb+Ku/B7DbHGak9z4Prn6a9yEWjdZDvjiFZk8XCURf5PrUPo7TnGdsliwtFXllGKIv5vaQ//4xeRW59O0Zqz7O3fhQbu77Et1eH0sGTyysH57Ps2v1su+9jDl+1oLR6X+YO3erImPgLpLq60k3VMkgqqExAqTBDGfRVXsdRqkYZriSjXTyF+2OhXs/p4j50UqXR6I6CMq/uByqq+XzQzwzRHGb5hXGsHraF0pJQ2Z+M0uzlgqsLXVUXfeyqMa+SPQVef9NsBwA33Ukoht45GEo6cgtt06aLhW3O8P65+3z04e92ddrZi4GqS7JNApgUdWQMiqf+qonA4mpGas/z/j0/ynj2OEZy8J5XcYRFy/e0uGScexwjaSNdJ0UUU24zE1zru6Gi3BbP0u4rCVRUyfWXXxhHh/Y2kCTSijpS5Ink2/N9GRhznZ0XE/l53Lf8fLoNBwuHcfhCO5bEtQxK3dUaym3xzNj3Lhu7LMFVrqGNM0/GvTJzGh1jy3z4V9TkB/c7hjFcc+AO/lTUx/BAzAVqS42YFHW0shWxp2AkvdWnaePM47fsscToSrAWuBkT36IfzTx4N2cRH5ybSNqn81lSuJ+j+f195GCvMfr8/tfMf/LU+i8JVFQjbBIHa7oxNCxVxlfnMWNqSpukxY0bJRIehh9Z5vW/QFGlkdCGOmiEd3v/DmUw4+K7uEsr+Gnkh1x3pZDjiaOH6hzzEk/J7ae5OtJJdYlXT8/h1cq14Jur3AfWj15HP/UJNpTfx+4bA6iui8Kc4x2Q2oWGfGsIJWYLKaobqHAT6rQhyrwvdBdcXeikSuOaqy0dmlIrAez4Yt6dXx2aoK4mDMq8uLUKB/kNKawdtokRv77J5OR13LoZjH+1XcaNzSuDsnsfgTLopc6kLd6YkzEonpL9UeRmKZiR4t20dt2VQhvVDX4omsS8yJ/ldo06EyiCea79ISiD3HHzqFCEyDxbP3odzxx5lKC6BqiDWOHV5fWj1+GxqjhV25sB0SUcKhiMAw2m6qvsdwzjWGowS/v8RNmEh/iu84NMFdvQWl0MCsjAj0bOWDpxr3QDcUWFJHl9UVF1GJX1UawfvY5Xtj/IjH5Xee/YGLpKGdxnuQ5lYHOpea7DIT7qtIFHtv+f9s47PKpqa9zvmZn0TOrMpBFIKCH0JhAgEQUEQZqgdEFRVFBARFHs14JiBxQU8F5AoqCIVAFBFBN6lxpKaAklCSmkJzOzfn9M5iRDgnp/3/Xj8nne5zlPZvbZZ+21115r750z5+z9CPfFnHQoWqFvU/0lyjIc43wDXSY789pzLK+yT7laEsXjy5/gm+7vqW35bJsk0q5EYPbI5NmH32TmZ1Po4bGXg5ea08bjAoHn8thQ1p3bDHuYccdKtazQNau53LsPBtFTjDdGpYAi8cJbKeZobiu4+gMUovrg5KYOGwdQMaaUGSETXjj5NMOifuI2t70MapDCzovtCCk7z/OH7gduvBlIVf4jk9KbSYf0HczIXEj7gB0cvxbLD/b+NFaOcnv+auadnsyJzFAG91tH4o7hJF1uTkKo407dMEMi2fbzSAp8eaUfL4Y4DBaUkoPgGJTc3MLpbN/NqrUJ1C/czvjznzLd9hz3KmuJU3bwmG0uMwyuuyksONUTY3AejTqcZtCRb5CKSeQKa38SDEk0s+ay1bMdluws/NPyySKYrJxGHDlZn+YhQsTJdJz3S7faOtFMfwh7G5C9oLfb2dDpTrpv/5lrBiMpZQ25LbyMFdn9yZpczMn37uTyGXg5YhXh+ad50PQFF3dHAtCl9DiSAqvjehKXsovEzOHcZfiRGZOmMMM2kYP25oxUFhIacJE3Sl7B3VpOppjoJqc4mhnPhjgPGm87wQFpQX3dKV63vcL9+Qt4cNAhVnTqzeiZi/ixg0O3ROtwEhnOQsMoatkLmZE7hu6GH1l0sjv31t/OHvtt9Ay7yNNHPuADw2SeKJpBL9tSvi/sR72Qkww44FiUdwD78C8tJDojg6+OdmGYYRdNa11kQ1AXmp84zJaMzhyWpo7lZQaEMm7lVwwvXI/pfAHDDLtodi2VX39tRS/3w0RnX+Jhty0Vbe9YBD20NJstnySgf3U9lIThNdKH8t5FdBx4mrP5oRhS7SSWDae74Uc8xI5U6YRDH4li65Y76WRPJicnnB9T22HyzMOrROFBt2Se91vFtl8bszR8MHfFLGXriU401R+idoAXiSeHM1BJBAMclcZ0GpbClztHMEK/GIAD9pb86NmfOI+1NM9NI2Haada+3p5hhl1cww8/rvFu3rPUIU8TowAAIABJREFUy0jFFJRJw8u/wnGoVWQl8eRwuug2ERpbhKQAumhSTjQkWknFv8qk9PbaBXQ9s4tMMTPHPpYF7o671rgls/NEe+6PTSOtsDmpe0LBvR5PG95Qr+11cC2feT+Gb0ohp/PCiA04zybrPTxw5RsWnevFuDrf0LB3Pu5ri4nTZ1FXSVX1psL2iSeHYzDC0KxEDl+JZ0uRhcPSlDhlO0elI0/kNuO2ohRK9Ta6e82h9IQvwwy7yPnNlwv6eO5rcpnEk8OJubaXoiPueBnKqJeXgZTCFltnWun3g8Ds0WM4PSOKeQHvICnQKCeTkhRP5l59jth7nifx6BB2X2vGJc991C49xwNNUnn+k1d5pNuXnMgKZXngAHYq7WnVdReJSQ9i0WXwnQxkh3SAhHKOJTenpb7KpNQ6nMhrKVwoaQhAd0PlpOqAvQVBIzPo8koSibZh7JQ4ZhomcCIvggb+jn9EL1pbMLJJKmf2hBJlvMyPHe6kkXKCgyOakDjuQbrzI59an6CTfQWSAitf7EXnN7eS1i+U2LmnOC11OS6xDDPs4uDOGFo0OKvq1fVMIpujh7H2UBdmtHoeqxhItA1HuXKVB/t/wcKdo2ldnkHPsrW8EfQia2f34PY3tmK8VEC9501Mvjqd+pximN6xRF+jrkU8Yp1LKZ7EKdvZIR1of/cO1tCasc3n8KDtC6b0nc5E2ywWjB7JBu4kYd92vEpL0Hu5EfpIFG7bU5EUCJZSWuedZ82j3XFbVk7QUXcSTzpi78cOd6II+G0rIlR3mSXWIXQ1VE5Kj9wfS5NvjzMg+gIHTrQk9Z5IeqzbTJPsi7xvfY16+lO0zjvPl+efIEJJZ0DBYqTK2zlfWYcR2iid1ILbGBZ7lvTParND4kAX7YihCs7pOrMhyLEaQ/ftP/Pyq++QG+WPnAUPsRFCMT9f7Uyi3aH3lxf78my4Y6eO3Y+1ou3n+xHgLvMlEk86frXxL8ninpxf+bVjB7YkdaOjYZs67kgK7LG14UfpQS39BXba25P6eS16j/tRHRtqFVm5kFILs65ytvzLbfHUTTvLkd3h9IzcRaJ1OIOKZtDZcJTV5zpibxSGpMCR+xpS69tLHCuoT3FmJHV1p9ErNiIKbWq9t9g601h3lB329oQ0voRfej7uBY6xoWp/UpVe4elICrhThgCnijryzUlPHmiSSuLJ4QwzJCIpDtkHzoTxYP11JFqHk3u+jEF1f2Gc+49Yj4C4QciFTI69H8OZ7Lr8ZNfR5ZUk9tja0FCfwgmf25AUx6T0Y9tT7JdWLPB+k8V776N5wG/8FHcnftuKiKi4yZNoHc5t4WV8tz6BZp3TsWa6caFlOIlJw3lf/wxf2ntwPD+e5SfdycMfd10pXylD6eG5RLXHqJREZtgmMlY3B3snuLQ1lE+OTeYuZSP1yo6Rf8kTX7cS9p2sT9/oNLW+e9J60MYtj+66XexL74pcW4bebudj+1M8rpvDMMMu1SfK5kLvcT9ySUJxo5wUachi+wjVvs4+5YEmqXS8cJp/HH2F01IPgM5P/8QLH07jn+6jueebdUiKY7xLPtGJN+NeYAEjSdw+nAh9Gom24aqsAqUJkgKLzvXi9tCDNPVI4VKZmbru5zF6mnn29Mc8p3+Hnfb2NNYfZYutMzxipeW/DjmUKg1HUiDL2oTspJ+QCNiT3ZWCEw34QD8ZN4Pr5ki/y7/zotN/E84XnfYGIXpjuUgIMiN4vFy2WKRbwI/ySMDn4u+XI6tN94iEOPJUPR7yny+Kr1UkBLFaFJEQXI5D5iaiN5bLCVM96eC/VWYEjxcJQboF/Cjzgh+W/BAftdyqR2GIlzwcMFc2mbqI/bpzEoLsNzVXP5+2RMtOc1u1fKds5/kRgYvEHoIsMQ0SCcFFXobFJLOCn1Dr83zgW6I3lsv+4GaCj03wtbmUe30d9cZyVd69Ad+J0S9PxgR+7pJnu7m9nDJFi82iiL3CJi8Gv6Get1kUSTOFymbzHTeUvdLUR7WTrSJtYuBH0sk/yeWaJsaDqk2caeVmnVgtitgsjs/lZl1lfUJ10jdohRj98lQbXDRbZHzAx7LNFKdeuy+4uZSbdWKzKJJiquewjY9NLL4XxWpRpNysE3uFfawV9XSmF4Z4yZjAz8VWYe+q+uJjkxb+++WAqZlMC3rexc5ppjDBxyZWiyJ6Y7msCO6jtqVT13KzTtXlotniItvZlgdMzVQZ5RU64WOTH4O7it5YLh9cGyv9Ar5X9f4qaLDojeVSGOIl+Dja3+R7WWYFPyHbze2rtVG5WediE+fxWOAc0RvLpW/ACrFZqHbeGTfXy3O2mfP7aUu0Sz2dh49vnvQL+F7VwWaplDMm8HPpHrBeJARRfK2qL08JmCb42MQegrwU9LqctkSL3lguHwZNVH3NKadfwPcu8WKzIF6++Q79LDrJsJhkQuDHIiFIXb+TovO1Sgv//WrMSwhqXIb7pantqjeWq/2JwVimxs71drBV5L2+f3gp6HWX707ZVeuv+NvEYCyrsU9yyuvknySnTI44+c3cVA6Zm4gtVFH1nhE8vlq8OG3t1NvZVzllOv8mB3eosV/TG8ulg/9WmRT0gUu6v1+O6I3lMiJwkeiN5TIscLH0D1iu+uCG4G5q2W9bJ6jX/WZuqtoop52f7DS3lfIQnZSHOXQeE/BZNT2c/aDRL6+afhKCmJpckReC3pTfzE3V/klvLHdpy24BP7rYu2pb6o3lYvTLky+CH5LuAevF5HvZJV9Nfu88Llssaj+oN5aLNUwnX1qG15i3q9+Pat07+ifJGUsdkRCkpf8+9foTpnoiIcikoA/E4ntRNpvvkMcC56gyRgQuUv1ypalPjeWk9Qp1aftD5ibyfMCb0sA/RSQEdUwrN+tkTNDnkh/io9az6lhTGOJVTfb1/UnVo4P/1mp28/F19NOKr9XFL6/3bQlBkoI7qjaREKSF/36xVYkHpw929f+xmgx8bDIkIFHV+4vgh1zPVynf6SeKr1VOW6Klg/9WUXytEu6Xpralv19OjbHolL3J1EUyLCaZGPiRbDPFufh3E+NBdSzsELBV8LE5+ruKPPYQR1/1lWmIlJn11foMp2xn/339ecXXqvqJ0wf1xnKZF/ywlNZ1U+Ot3KyTYYGLVT/RG8tlk6mLiyznfGG/qbkcMjcRCakci/XGcrlscYxRjwR8rurtrIOEIH39v1fzOvtvfGzSqcK/x/uN/NMvOv1Hnim9GajPlD4CrWt4bnbMmpF81H0ps/d1IWKSkeHbXZ8FUt6YR9foY2wa8SETNgxhZo8lTOvzDC+sft8lX91Zb5M6fqpL2qGwxjS75LqHuxPvtz9lVs+vsU5qwIC13zJ99FTeX/Kier7Z569x6LHXXK556sfBTO20jpDr1vi8nqJyd1554FUXeU6OZYbSyHwZ5Y15AEQHZLno/UZyH16OX80zQ95idNKXNE6vXNPsSEQjos+ernGf96iZ7/BYmy1M7VT9MYyPd3bj7a09ufL0ZHan16ZtxHn1XI3PlJ5pRLfoYzXWreln/+Dw46+6pIV8+AFNzBcZ2nQXkzYMprDcA3n595/pm7BhCCM676f9e8/wfKd1vLO1J34eJUzpuI6Xfq58vs7DYKVjrVPUC8zko+5LGbr8UYweJSTeO4+hyx8l6XwMJ594oZpNnhnyFgAfNLHw22OvMXT5owxtupNHWifRd8l4OtQ6zYydjpfzHmmVxKy7v+L+ZWNZPcT1pwtnOwGYvAvInDzJ5fyhjAiGLn+Ufg0P8PXhdqSOn+pyTVU7KG/Mw/7yGIYuf5QlA+ZSVO6OzzufIi+PIf65jXy+cDxNLle29691O3J76jYXeVVxyk5Y9DxjW29m+PeuNl+6+gdyfAJ47Od/Vbu2qn+n5pqoN+vtanmqlqG8MY+vB8xlzxv9q/n1hA1DmLWrq6tdHn+VpubKrYerxs68/QmMaVW5JI76TGlKS/p/9yTywiOEfvQhlyc9reY5mxfM14fb0bvBbzSzpFOVhYc6ETHQjW4nfmHMmpHM672oxrpcz8xdXZnQrvrPy1VZ27jycaLDZbV57tR8l/NDKtryRkTNfIezE6o/+wmwsvU99L/XsRXo9X7yR/HT4Z9T6fN9OXGnd9Pl6Bbe7zmBy/4hNfY5N2JlSkvurn+YhIXP4+dexPJBs/GfPusPy37qx8F83N2xgPjpbBP1grJ+N/+N+KDneCavm8Vbyb14Mf4HF9k769zGN5nxdK99iB7Hb9xGO+u0ofeEEdXi8npm3vU4EzZW33seYNj3Y/jq3ppjzMn2tLou6wc7qWncAfi+eW/u/W2N+v2P/MSJ8sY8Dj3+Ks0++0e1drjeL/6M3v8Oc/d35tFWjl+ptl+IpuOCF9TyvN/+lKKpjucazR98RObkSShvzOPMhOeJ8r/K2sbduefojy5t6WTz2Vi6RLmure3sT4Y02V2jLjle/rSaPvWGsTN4xeMs7e9oT2fM91kyvlr/XRPb0+rSPCQNH7cy3tt6F8922qjqtGP0NOL+6Xhe+KcHPqBL1HEKyjzwrXjm+M/EZk04/WThoU6Mara1xjz/juyq/feN3rW5nm3p9Zme3IOVgx27rP1ypgF3RJ90ybPvErSZ/+eeKb3l75Qu6R8uhIvkeCDT/CcK4SIJ5p8kxwPxCcuXr429JccDIVxcjgNuteV7366yo089ecd/vOR44HJs9WkihIvs946WNpYdMs1/ouR4IG0abpOP/R+RC54+EnX3qWrXpXt6yYjg+fK9b1fJ8UCOtzBJjgcSGXKmQm5TSY/xlhwPZL93tCTU+VWWBPWREbUXysPvz5YWtfersu4LTpRsT2S+32A1bf2GzpLjgZz0MsmcHx6SgR9/JYSLPBU4TbXD04Fvyn7vaPW789g3OUYueXmq9sj2UCTHo2JppbBCIVzkw7ceV/Nv8I2Tg9515KnAaapNng5802EHyw7J8UBSvCyy0vdOOdbarF7nsLFdcjyQRGNfFz1OepnkpYSp0tayTV784kXJ8UDG1ZopOR7IkEe/lAWLh1azadXjZHeLZHtSTW/CRU56mVzyvhLwvMv3PlEr1WNE7YU1ynfqXbUuTr2rpm8zxErjkN9kq08T2WloICk+Ieq57lHrpU/UShe/uy84UbI9FPV7VX1OeplklmWMer2zLbf6NJEcD8Q7okByPJAlQX2ke9R6Wel7pxAu4hPmWBLKed18v8FCuEi6p5fc+dwGyfFAgkMz5B3/8bLBN05O+Fiq1Wu/d7QERGRLn6iV0j1qvZgiMmRk8FwhXFTZhNulT9RKeTXsBcnxQN4PeVLV3+nfxma5qn9Xlf9UxHsuNukTtVLur7PExQ4Dgr+WV8NeEK+wQhkRPF9NrxqvsZFHVZs+HfimeEcUSO1BqWpcpod5qXWrapN1AfHS07TCpe2WLusn/UYuU+NyZOs5als6y97o005yPBBz6GX1OrfoUjXmnX7S4Z5kF9mNH/rNRfeq55yxk+OBDG75LxfZNcXOb/fVlpnysJyta3SxKeEiB73rqPZ+/tgr6vUbfdqpNqnJjwm3q31IuqeXi0ynn4Q0v6ReV7deinq+jWWHPB70kYtcn7B81b8JFxkQ/LX0NK1QZX/v27WaHZx6V7XRRp92cuz+CPlpaUfJ8UD1warXOPtBr7DCGmM3MuSMPBU4TT774iGXeldtS+fYkOOBbPZvKzkeSN/oFWper7BCmek/WjqbN0pwaIaad/2GzjXWwyl75frusnx3T1m/obP4hOVLjgcy18+1L8v00EuOB9LZvFGte1vLNrUtG4dU+s5+72jJ8UD6j/pWCBdZ6XunjAyeq8r6fMpwdWxINPZV07e/2/x32t7xt07IacnxcIyXlz3cJccD+dfE++WCp4+qt3Ns2KB32GhE8HwXmRt842psgxyPyrGhavktR++uFhNOPzlb11ijbZ1Ho5BDLt+dPli1LZ3lLFD6yoDgr1X/nuk/+rrYqiynal/lHOcJFzGHXhbCReb+MFJty28P9nYpyynb6d+PBs1wsck5d6M0CjmkllfVJlX1JlxUe1+v3/e+XeWkl0ne8R8v8XV+FUO9UpfzTr2finjPpa+sOoc4F+UrOR6OPraqH2yIjpOGjx6RHX3qyY4+9dTP3w7oKsvu7SI7+tSTVfd2Us9t6NdGdvSpJ4+O+Eh29KknM+Vh2dGnnmzvU1929KknQ0b9U82bFu6lfm746BFZ07+j1Bnw7d/nTulbCfBCBzhSK5YmaZX/NY1ZP5qPuiaiw17trT0A5d1FdK1zhE2DpzNh0whmdltcYzl1P3+f1Mee+dN6eX84n1ndFjGszU66vPwD8bfP4707lqjnm/3zLQ6Ndr3r8NRPw3mhwyos3vnXi3OhqNy9xruZAG/v6M3UuDUo7y7i5Y7fs/hIJ1Xv3lO+paj1XjYPqfkNTatOT1mpvuY7pZ99yGMtNzM1bo1L+p7L0SSnxbBi8RP88nFfxm96gFndKt/QrvFO6bkmdKtzhOspLHen/ZevcXj0Cy7pIZ/MookpnaGNdjBp8zAKyz2RKa5vJXd5eS2b37iHRx+Zydz5E5iwaQRDG++g4+JXeD5uNe/s6INOEV6PX8ZLSZVviyoId9Q+Rr2ADD7qmsjQVeMwupeQ2GcOQ1eNY9mJtlyb+NgN7a28u4jfHnqBoavHMeGL4zw+vAe3hZ3hwOkIyivewH+k+S/Mvfuf9P1uEqsHflTteicmr3wyx7u+BXkosxZDV4+jX/19fH0sji57Pfmivh+wHeig2mFdanP6Lp9E2TMPMXTVOJb0ne24U/rRfGTKSO54eR2/vNHzhnWoCafs1adakl/mxfA1Y2s8XxP69xZie9axm0dqrpl68z8Ae81lvHrfC7zeLpav+3zKkEY7q+V5p8dTTO3q+l+1t1sZhZMeUb9XjZ15B+9gaNtdjFo+hu96z6i8U3qyNf2/fwqZMhLDewuwPvugev3ZPBNfH4ujd4ODNAt2LMh+Js9EqKmAqesH8nFXx/OTY9aPZt7drm8+V+WJjSP59C6HPWfuvYsJbTbeMO/1fHKkO082cV0dwe39f1H+zEM3vCbqsw85+/jTNZ4rNbjhOc2x20rVtlLeXYR9yshqcdl3+SSyDt/Dtle60WHxK/w0+j28y4qpiee2DGZ6Z8fdzOtj3snKk615dMNoLoybQK9vn2XT4Oko7y5SdXlt67281qlyC9WmC97m8INTeeqn4XzcNZG9dVtyaJWRB5sm8fVRGNr4hmb4Xd7a3ocXO6wGqvvJmBa//OH1BWXueHjZcbP9+VUA3rx3Ci99/y6DVj2JQbExd+BCAHzLimrMv/1ifTqEn6LA3dslz58dd4ZUxLyTn8834o46x7h+IRfl3UV4u5VRVO6O7blRFLl5qeVVbRuAYavH8lWfOer363X7M3zccxxPrau+E9Q3Ke0YvPJJHmyWhOXLSGbdFs6iJau5b9dKzLM+JXP8EyjvLuLMY08T5V95p/yt7X2Y1HmTi19uPt+ILrWPuYw1yrsL+brPbCLu1ZNwfFuNulWNncO1GtE0zfHrnU3RUVTqpq6Y4Iz5PjX03zVhE4W0/CDq+F3F56P5aj+lvLuIHQ+8RtyXrwHw05C36VL7GAXlHvi6lap6y5RRN/T3YjdPvMqrb+t6Iz/J8g2i7xTHr8PbPdORKaP+UH+onJ+8vq0/r3Rc8aeuKTG4M/ibcawc4Fg1oO/ySawa4GqvfZehzaI/d6f0d97ZuzXYkArYoMm542Cj8hADWOHJiJdY2foe13M2AA/Hk9QVeR8cO6d6Hme+mtJvdOAOdj1eJaWsmtSf9xKWVDu/semdHA5v5KKrxSO/Rnlirfy84rbe1c5/f7wd2KCV6YKq7xvbhrjovebt+9W6vtd7QjUZhnIb2OBYRgRXfM2UKu7quTxvE9gNTOs/GWywK60+2OA28xmw68l4PRdsMOvOL1nWtp96nVKjfXQu33M9/MAGL24ZAuJePb+zjew6Hm66tca22Pyao23nfj6hst1tiiOv3QB48GqHlepn52H2LnXIrvCTqp/TgqOw2b2Zf6BrhV3C1fKm9Z/ssAUejnLEncx38xlSawcDQ3cRG5SlltE54gTWMn2ln1UcJyz1XHSBGupeIRtx6D1/zpMVeXe52KFnnd+4P2ZfZR2u89u8hTX71evJA2hluXidHo5j8aF4Rz67Huy6auf31GnJrzEdXeTlF3vyc2wCjYMzXOtgry7fqds/lk5jTrcvwa538R3nUbyrtNp1O4f9o1qci7XCr+w6Or+xgYmTdzu+O2PHWQcbhPoUV7ez3QDlkF3gCzaI9s3Cq6SEj+9IdO1PfifuIz41q76xfWJv2kxPos30pD/VZ4Q+6MWKNq591MAGB7joF1qjXdR+5gbyPErLXezsPEY33YZio5rMVf0+YtuL3cAGVwrN/KvzCLbVb1ej7OnxS1nWth/L2vYjrX9zsMG6Uy1d89l1pD02AY/3vyY9P5TMfCPgoZb7Wtz3LvkPPzDVxcZtTh6gvNzhy18fdS3fWfYN7WKDjU3urNCjSptV7WPtOspwU/u0Gx3Rn3+KW5n13yr7pWXvgg2+uecTEAO+xUX4FheBDd7rPbHmOLeh5lHjqSwAbLD1fEOXdKvo1c9ic435PXVacmfEMWbcPc6lbtP6TyZyTghjN1wgck4In3V7WC3PeW5a/8mVY8N1vn69blWPquVsrd9e/fzUmtnq5zHrHlU/B7kVAx50CjvF9C9fAdx5e+Azjj62wqf71z+o2qXSpwx4F18fu464dxlr8AC7noQj227ctlVip+m5Y+pnvdVOp8Vvqt9HxO6osIfbDWWdCa7N6lZ3c8pcl11p9anjcxVs8HSbjWoeo7vdoasakxX9lfU6vav4u7MvcR7fxA24QV0qY3zhb53Vz6a8bLa92I3e+9a55KnZByuPl+PWgA3urn3YpY2rHtdf41la5mKjMU1/dTm/rG0/NjXpzJ/lln/7XqyQlBVPcHYq/sGQKnXxV/JoUH6BHdlx6Fel07fLWpLs8S7XxRsOEGnPRbLBs0yY8fpYqv5zWSTe7JPWlBDEgastMJNJuHKRQ9IMMxmYlUy22zsSr0t2kRunP8y1omBuW/IpG29/Bqn452a3vS1tdbspEjPdKpbQKsaTcnGjblk6O7LaU44b9ZWThCqOjWtTpCENlRQyxIRZyaLf+rWOOQpQjoFMsWAKdCcpK5495yPxMRp5wLQRjzpBZJwu58DVFrRQHGvHNpNTSDY886+ZCJBsj1d1PyqNuWI146a3YU3NxaJkIkC+GEko3o+txIsX531AoXhjcS9HsuGgtCC8JIM6iw+Se58//koeA39YSWbDII4fc/yrF69LJluCOCqNidcl848Vvbn9gWNckNrkY6Qsy522ut3knHejtXKcs1frEKJcwROH0drrDhMtmYQWX+WRlpvZdyicjKtmzEqmqneuBGCv+N+qvW4H9crTMeYXEm84gL5UT7zhABt3NWRMyy3EV1m6hzJoJmeJKM9Fl2OnsT0Vb2sZFxpG0G3VVhKidvJorY0kZTnsVJZtwA0rU+d9AMAc/eccz2tMQIsSlsUMYk3WWF5P7od/bjbxBsfyWPvONMAS5E6oLZfjVx1tmWyPJ/lAjIsuh5TWSHaln5iVTPbltaZIzNQpvUgJQUi2w2eP2vJorD9AUlY8PZdMYufQl9l3MhrJhmBrIUlZ8bS17wCdL5INaXOspA8Kx0g+7koZHhWbAi443o+Ia8ddbVLBljOtqWOBI/kNaGPbWS1P8S5fEnTJJFX4UFpcOGe31eWOpCRiaYVkw6HwpgTnpdUoHxwxa1YyebTWRuacvZc71qawVTpiVjK5IiHE65IJ2nCKeEOAy3VyTUcSlbHsWSa45ZYjpRBafJU9oxM4Ko05TkNiSCFZ4slvGUn82gNINkSXnKcs28AFqU1dJZXf8ltwtjiG43nF1NUlkVToqFO+GFmwpz3t2uTjrRTRoPwCSVmOcs1KJpliJl6XzFFpTGPlqOoXyfZ49CkXGPfdtw59q/zbf07qUEdx7CGdKnXJFDPeShEDf3DsCe2MS4D0096Enb7MwNMr2dKwE7enbFVjNtkeT3PlNJLt6KcAvBXHnazhPzzJez2Xq3Z3+lWyPZ4hpl9Jyopn4A8rEcCOjm32jiz/qRYDuqZRV0mlg9dx2i4+QFvdbgTYJ61prewj2R6PUcnHSL6qb+r2Mra174CvUc/xqw3JFEdsXi6IQJe7j+c6/cqVc3Z25HQg3nBALRcq+1dAtXfOJx0ZX9yMmYufIb8oyGHv8mS1DpliYuAPK9lm70hH3Tb2XIqiTdhZ1b7O2On4805EgcjSKyRlxdNCOYhnmbAjqz3eShGhxVfJiDbx2Nx/IQoudtVhp6NuG4elKSg+atkA3Q7/jP/5a2pbAezKbEg7cwrluFEk3vgreWy3d2DllgiCDEUu1z/9r1kIcFiakisOvz5/zY9WnufxoNTF1h09jiDZkHSmJXYPM82UQ2Ripr5yCqFybAi2FnL1ahBBSjZtsg8gwMRFs110TPh8J+sS3RnV5yu+WRVG2xEHEB1clHCemTeTdV+6c/+IlUQrqQgQZK3U+6g05u1Hn+aVudNpoFQ+J5gvRoxKPg8c+poLMeEA1JYL6ueqtNKlcaG+I71hzFXqXM6gx8AULhBOyqfPU2v0RT6+NII43WEkG7LOuuORV0bFDsbsk9ZEll5RdUqVutRVUjmfH41kV/7ylmyPB72Rq4UhSLbDvzPFTEjFeOqMrbbKETV2vJUiku3x3KbbQ4o05FB2Y3UsjvE+ybasDjS2p7q0I1TKDrh6jYCjBSgKkK9X873eaCl7r7amSLxpYU/h9LUGakw69daV20nSO3RKMDj69KtlR5HsbKbO+4BcCcBHKSBTLBjJJ0kceZ3jdr1HjtLsi3kcuNqCfDFSN8RGUlb/ZCiqAAAZ1ElEQVS8Ooc4ULs5U+d9wHrD82p8PvOvGSTZ42mqHOawNFVlOWPg2x1tucd0kLYepyjO9sSTEhI+30l73U6KxJtnd4xCOqD2ewA/nW0EVk8kG/psfZvVnaYi2ah9Ru8f1rM4s1E1v7gRt/yk9LIlhITYyolhBI6XIGYdacK4Bj/Rou4+FG9IwHXymGwdhIfHNZQYeL72txyp04jgomzC8h0OfCXIQkJ2Mp66rrRsWLkpQHMcSyAUlrlTei4DpYGLWBY+PY+WH03hgd0FWJfqURxbWdMOx4PX3objKBVbsHtRghclpJ7044mYnxi+ZCRLhlXqGUsKImBRHD9jKGV2FHfHOXes/LgnklVHG5JRYOSHhz/D36OE2xcOwj+/iCDvYhe9D20JJjvSh2Avxz7BVe3RhKNEl7nh7e76mIMf+fym+PNbr/a85PU1PhThg2NQbclBfsm6g30EEdAwj6vFDtlmycYcm6z+pBJMtlrWq6O+w72+lXq4Pti/cPIXNP14Kr8O7cia2J5885Xjp6SdhFDgbqep2Rtj4nsUWj2wNKxc+qQJjqC4WuzDG/e/QsKaZE6n+NEu0p1kaxjxAYdJtrYjxpTBhSBfkq2ub8S5uedTZBTs9RWO7gnC6FFK5NV0jnvfRXaxD/b6CgnuDt3zi9wJ9q78GS/NVkps1G/kLmnNUMO/OFM3mANuJpq2PMeqo82IMWeQbyzm7sR+3BN7hNiGKZy/FkSCXzIJscm88NNMfAaHULj0CiaPk6pPOP2k4HIp3jsaci7AD0/dCZQYSLaG0a3+OYrKS1hzJpCC1xybI8Q2PIYSA1f3WUmITaaozA3spx0ylbNENLzoUu9Rg+aSGjMKZepMIgNySH58hsv52v7ZdH94FfujDjGjz28kPvM5q441xdNgZcx3Q0gvLURpUelDkdkXiYx1lHFc740SA805TGp0sGrzc8+/psqv885rlOoziG1wAmXqTL4esoAmDStfHMw4a0OJggdqb+Xe0r1qevcvxnE52Iu76iUTP2ciyWNn8N0pCyXxRi7rjKSUhdEn5qDqFyKQoCSTfbQZydYOKDEgtYpxj6n0wV72zRzJV4iNOoxPaJFaJz/yST3px4TYTQz5ahRGYyn/WtOKY884NkGIJcXFB50kkMz+7M4kTr2fz7533QwiqiJ2AOqRqupQ9YWHBJKp8/arJD0zi+QWHZh69+skf3YXxFTaO4Fk7vIbjhIDPrj+rPpVzCcAqt2dfpVAMsrCmcjbE9S8euwkkExCbOX1qZvdaRdb+ZJIG/ap1zuJf9zxaEJ2sQ8PrKh8edCPPBQEz8BczkWH8+GmpqDA5Ns2sHPrvaouuSVeBHhW2vpifgDhxlz2RjelrqSjxIAxN52E2O28twsSPtxI8md3YcHRD3bC8bPsbTFnXerujB0nF9J9GRnreCyi5GQBbWN2odcJO/M6UCv3EjSstI3zb7dHVrNpfh+acZhafvtVnQECuAYxLkXQPsbhB+6U404eqxv1pM+xdXSMhWFLRrlcr694jqUZh9W07eej8KxdWs3Wo1Z1dYxNMUurlF+5BJPT/67utRLcsHLGVNPGAAkkk2wdhFK7jAu2MtrG7gEqx8pkaxgNGlbulZ69z6rq3YSjLN7yiGorJ344HjWLzHbtW5xc8zLiV+zIMy7oIlSZ1J1LFrzuvIbJu4AL1wJRYmBSzGKmJU9T+7nSaD1KxRLgbdjH+ovdVZ2ccVNbn4JSr1Ju6/JdKLbTBIeeozjasdh+KFdc7ADwgNLNJXac6S05SKTvbuJiHY8SXS324bUnp+Jx+xqXdgRHWzplO6/P9a2FLUyHQWfnx1ON6F5/X4V9B/F+7a9Itvbk3POvMXHlvTzYGeylCgkeyWqehNhkgndVxmwgjrVkA9xz8SkrqjaHSf21MXWVV13G+aq04jeIgWRrOLENU1Sfqerv19vmuN4bn4YOu2TmelE7oIQEkmkz8xn2TnifeQ1nUuTmSZPyyn6vW8wxZi26jBIDa2Km0m3+EywY/BVTn3W8uJz82V209qn55kSN/KVvI/2FOF90indD8BEpsSDvBU6UFyLflC9rDZUSC+Ljky/fBfeWEosjT9Uj0XuA/BDcVUosSIfgrVJiQT3SQs2y19RE8BE5Zo6Wj9qOl/cCJ0qJBbnD7yeZHfSIZFl81HKrHtkWL3nQf76MDpsvJt8MNf2TyLFSYkGe9XxTTTtmjpYkUzspsSAf1x4vdQNOyb0h30mJBTkaVl8G+ydKsQX5MmiwlFiQf9R+WabVfl5KLMiLkW/IB4Hj1fo8GzBN1ee5gDflmDlazVv1yLL4qPYorkjr7bdCvHwKZVrt52VxrSFq3i2mOEkx15FNEZ2lxILsNTWR5wIc+rc17pASC3LebJH1wXfKQ/5zpcSCLKl1n4tdvg3u6/I9zWyScQEzpL1xm2qTuZEPO2xr2ixXQgKkxIKsj+haTfcSC7IwaKj62ak3PiLNJuyVNLPJJe+v4XHq53XGO2qU90eHU/frZa/07S5NjL/JXlOTG8qeHfSI4CMubelsLxd/q5B9JjRc6vieUfOMNMxz0aHEgtzjjnzi+bDgI+Ljky+9/FbJQm+Hf3wZNFjN6/xr8s2QDwLHyxZTnGSE+FerV03HQ/5za9Tz+murnlftFGp2+f6hx1hZ5nNPNRmxgUelRdB+KbEg9/t/rbblg/7zBR+Rj2pPqLHsiREfqbrV8j8v7wVOlCyzr0ueJbXuUz9/GTRYevutUL9/6jlackK8ZFzADDUuXwp8VW1Lp95jwz+VEgti8b0sd/j9pNZpZOgCWV6rr+BjV33QKXtxrSGCj8i4gBk12u+5gDcl2ve0JJnayZMBH4nF97LaV1WNHafsG9m9vXGbpJjrSIkF2WNqKntNTRx1i3xcxoZ/qvZVNbdZpexsi5fgI3IiNErwEdke3ka2mOLUuKwam4HGq9LWuEOeDPhIPfeVz73i45Mv+IgM9k8UfERty2yLl3wWNFp+CO4qL0a+UU2fPaamLjZy9oPX+6DFUJnu7Ae9fAqryXPGzrMB02SPqalLvZNM7WRb+G0ubVliQfYHxLrYBB8RN99S+SxotNzpt9Gl/y6xIJ1NP1crN8nUTt4LnKj2g7vDWoi7b4mUWBx91fX2LrEgd/ptVOtetS2bGH9T9ThmjpYzoWHyZIDD36/vYwf7J6o2ORLW4IaxXLXtnf13tO9pKbE4xsvsEG/V3s6xYWHQUJex4R+1X5YH/ee7yNxiinP5vmlKe1kxvausmN5VGsQcVdOd46XTT6rGhNNPnDpe38c6j8bGQy7fnT5YtS17+a1S5d/v/7Vq7z1hzV3sULV8p5/cYdosx8zR0ta4w+FzvpcFH5HdYS3Exye/mj5Law108W9nzF9vkxC/S2p5zvHSqXeSf1spsVSM8yFfV44N+j5qvh+Cu0qa2eQyzjvlzY18WPWTf0aOlPcCJ1bLU/W43/9rwUfUmHfqfb2PVO1PnGMxPiIvRL6p+mBBLb308lslB8Iau/hJiQW5y32tKrOlx26J9D8nKeY6gufe//svOm3dupX4+HiamfRc/XwJMzZMIiA3n2wlGE8pZuWu+tzZ5jKRunS87EWcNdR1uf65pd2oH5LNW/HLmPFbTyY2r1zyqFxxAyBdH8n0tZ14pddmwmzpXDDUwRSSgfWSAV8p4Jw+GrM9Ax975RZtI1Y8TL/WJzhwPoTn263B6O74KTrNUJta1vNM3DSMGd2+AlB1Wr0/hv6tjmGr2K6pju0MJYoXBYovZlsGhTpffOwFlNn0XHMPxGTL4qyhLn6SxzXFsXXjz8eiuLPRWSYt7UWhzpd63uk8d89WoqyO/yrf+PUeXr59LaIoKCKcNdRVz2XoQ8mzG3HT2/CUYkJtlwAoVTyYuG4w7eul8VCDzZQrbhTofAm0OXZ7+eFUU7ZNHshLq6ezcHdbera/QG3rWRfZznrW8j7PsVMWmoRcJlcXSCme2BQ9tayOZaSe2XgfT/bcRy3beezocZdSHl3zAJF+2dz1UAbftHFsw9nwwmke2z6f0hBP8rICKFa8kIrH3GvbzrLoQHvqRpXw6aa23NnoDD8fiwZgSJPdLDnS1sUHmprTsfhcY1SL7czc2RWbuwdDOhxh1dY6bEurD8D0wZuIsqZiV3ToxE5BfccOOl0/eJkZ3RL5antTWtW+xD21djNjRzdigq+wPrMl9jwbXaKO0aN9OguSWvJEfDJmW4ba5s8t7abq4eNRxj97L1C/5+iDOJRfj2XbGtAp7CSLL3Vndbe3GPzdo2QYNmCx9mD64E3osOMpJSzZ3ogJ7X5m2u6+DOtwmPDScySsmcbOfs/RY90rLOv9Me72UjyqrBh+1lDXRYeqzB60nHzFj72X6hBacp6Z1y3L5LRJ1XZ2fnb691lDXbyvZTB+3TD1OqunHkOJ4ze5z8Z/R16GP88t7cawDofoF76dc4ZofCSf7ZmNaGm5wPJ9jdh2MhKzdz6ZRUYA3r/rG2xBQarM1ftjGBnzC/4eJWw+E0uX6ONk6EOx2C6rev2WG0bihiYsHTiXN5N68cLt6zmvjyLKmkqaoTbLUtoSF3qSNr7HSNdHqnXbsjeELm0u4iZlrNxVnx7tHUtGVa171bKc5W09EUmnmAtq3sp2DVRjJ1sfTKHiS6S18u6p83qAlVujmNh+c7VzUdZULukjeGvN7XzS82vKFTeKIn3wP++4qzK929OM/fkLxnzj2Cp16cC5Lu3tbLsMfSgW+2XO6usSYr/IFV04wZLF6z/dzRPd9rjoDfBIv88pnpzCW11WMHNA5fIyTy3/HDs6TkTWJ+bCKXykgN2XoukVspP2K6bTLXg3Y+7Yx3NLu6m6gKOPTddHAjBp3f181PNbtuwNYVSL7Q69zyfQvm46HySlM6tDKWcNdTHbM3j5vhcZu/JfNCg9wfWkGWpjxUCE7QJuUs73x1vRqmke4bZ0vj7QmtZNczG753L0lD9doo9TrPNWxwZnmwKY7BkUKEbKFQ8irWdV+fcO+5Zoq+OO4offOJZrOhlcn5DcTHzt+ZQp7njaSzhviKK29Sxv7+7L1Larqul5WR9GieIFwPmr/nQMOIRBrFzU1yLclsZZQ12mr+3EnB5fkq0P5priT6j9Ipd14WrbKdgx2zKYtrsvfk+H82RSzctSOdt+0tJeTOq5g2c33s+ywXMIrJWF76kC7IqOocseYfag5QTZr6KI8Or5QfyjtuMlmQx9qNrHOn2izOSBXAUPKSVPH4C/LRfxULD6uuF2tfLFUGefedZQFx129TErpy9k6EN5+rt7WNz/C84a6vLminjm917EyWwLvp5lmCIKccsp56K+FjuPmGnb9Cq1rOfJ1gcTZLvKT9m30TVoj0s9q/YnZQZ3yuzu+FaMz2cNdQmzpTP5hwFq7LhJuWN8sp0nUxdCqeLBM4OmYUOPyZ5Jti6YOtZUtb1VFChQfNFj5YouHD/JIz3Th1DPbMwVd4Aj/XJUnZ64azefbnSMP9bX2vDdoccosRq47Fkbsz2D0d8OY/rgTbybdJnZHRx3Kot1nnhIGYU6X64qrovPu0sZZYq7Oj8pVTxczjvbymo0MHzBaD4ZtIJCxZcoayoFukq9j6V40bPeEZf++/27vsVNyrEqBgxiVeMiyprKVb2JYFuWS79n9TUwcfOjfNpuNmcNdVn8cyxn80y81N9x97WW7TzTLPeydva3JCcn06lTpxv6KsAtOylNTExkxIgRf5xRQ0NDQ0NDQ0PjprJ48WKGDx/+u3lu2UlpVlYWGzZsICoqCi8vr5utjoaGhoaGhoaGxnUUFxdz9uxZevTogcn0+1uO3rKTUg0NDQ0NDQ0Njf873PLrlGpoaGhoaGhoaNz6aJNSDQ0NDQ0NDQ2Nm442KdXQ0NDQ0NDQ0LjpaJNSDQ0NDQ0NDQ2Nm442KdXQ0NDQ0NDQ0Ljp3HKT0rKyMp577jkiIiLw9vYmLi6OTZs23Wy1NDT+NFu2bEGn01U79Ho9u3btcsl7/Phx7r77boxGI8HBwYwcOZKsrKwa5X7xxRc0btwYLy8vYmJi+OSTT/43qqOh4UJhYSGvvvoqPXv2JDg4GJ1Ox6JFi2rM+1f4d15eHo8++igWiwVfX1+6dOnC/v37/2P109Coyp/194ceeqjGfr9x48Y1yv27+rvhZivw7zJq1CiWL1/OpEmTqF+/PgsWLKBXr1788ssvdOzY8Warp6Hxp3nqqae47bbbXNLq16+vfk5PTychIYHAwEDeeecd8vPzee+99zh8+DC7du3CYKgM388//5yxY8dy//33M3nyZJKSkpgwYQLFxcU8++yz/2t10tDIysrijTfeoE6dOrRs2ZJffvmlxnx/hX+LCL169eLQoUNMmTKF4OBgZs+ezR133MG+ffuoV69eTapoaPx/82f9HcDT05MvvviCqitx+vv7V8v3t/b3v2pv+r+CnTt3iqIo8uGHH6ppJSUlUr9+fenUqdNN1ExD48/zyy+/iKIo8t133/1uvrFjx4qPj4+kpaWpaZs2bRJFUWTevHlqWnFxsZhMJunbt6/L9SNGjBCj0Si5ubn/2QpoaPwOZWVlcuXKFRER2bNnjyiKIgsXLqyW76/w76VLl4qiKLJ8+XI1LTMzUwIDA2X48OH/sTpqaDj5s/7+4IMPitFo/EN5f3d/v6V+vl+2bBkGg4ExYyr3Xvbw8ODhhx9m+/btpKen30TtNDT+fQoKCrDZbDWeW758Ob179yYiIkJN69q1KzExMXzzzTdq2s8//0x2djbjxo1zuf6JJ56goKCAtWvX/jXKa2jUgJubGxaL5Q/z/RX+/d133xEaGsq9996rpplMJgYNGsTKlSspLy//n1RNQ6Maf9bfndjtdvLz8294/u/u77fUpPTAgQPExMTg6+vrkt6uXTv1vIbGrcJDDz2En58fnp6edOnShb1796rnLl68SEZGRrWf98Hh71WfGXJ+btOmjUu+Nm3aoNPpbunnizT+b/JX+ff+/ftp3bp1jTKLioo4ceLEf6oKGhr/NkVFRfj5+eHv709wcDBPPvkkhYWFLnn+7v5+S01KL126RFhYWLX0sLAwRISLFy/eBK00NP493N3due+++5gxYwarVq3irbfe4vDhw9x+++0cPHgQcPg6cEN/z87OVv8LvnTpEnq9vtqewm5ubgQHB2txofFfx1/l3783RgBaLGjcNMLDw5kyZQoLFixgyZIl9OvXj9mzZ9OzZ0/sdrua7+/u77fUi07FxcV4eHhUS/f09FTPa2j8t9OhQwc6dOigfu/duzcDBw6kefPmTJ06lR9++EH15T/ydzc3N4qLi3F3d6+xLE9PTy0uNP7r+Kv8+/fGCBHRYkHjpvHWW2+5fB80aBANGjTgpZdeYtmyZQwaNAjgb+/vt9SdUi8vL0pLS6ull5SUqOc1NG5F6tWrR79+/fj5558REdWX/4y/e3l5UVZWVqPckpISLS40/uv4q/z798YIRVG0WND4r2LSpEkoiuKyrOXf3d9vqUlpWFiY+rNPVZxp4eHh/9sqaWj8x4iMjKSsrIzCwkL155cb+XtQUBBubm6AIy5sNlu19R3Ly8u5evWqFhca/3X8Vf6tjREatxKenp4EBweTnZ2tpv3d/f2WmpS2bNmSEydOUFBQ4JK+Y8cOFEWhZcuWN0kzDY3/OadPn8bT0xNfX1/Cw8Mxm83s2bOnWr5du3a5+HrLli0RkWp5d+/ejd1u1+JC47+Ov8q/W7Zsyb59+6rJ3LFjB97e3sTExPwHa6Gh8T+joKCArKwszGazmvZ39/dbalJ63333YbVamTt3rppWVlbGggULiIuLc1laREPjv5Wadqw5ePAgq1evpkePHmrawIEDWbNmjctSZz/99BMnTpxQnz8C6NKlC0FBQcyZM8dF5pw5c/Dx8eGee+75C2qhofE/46/w7/vuu48rV66wfPlyNS0rK4tly5bRt29f9e6rhsb/JqWlpdVupgG8/vrrAPTs2VNN+7v7uyJSZWuBW4DBgwezYsUKnnrqKXVHpz179rB582Y6dep0s9XT0PhDunbtipeXFx07dsRisXDkyBHmzZuHh4cH27Zto2HDhgCkpaXRunVr/P39mThxIvn5+bz//vvUrl2bXbt2uXQ4c+bM4cknn2TgwIH06NGDX3/9lcWLFzNt2jSee+65m1VVjb8pn376Kbm5uaSnp/PZZ58xYMAAWrVqBcCECRMwGo1/iX/b7Xbi4+M5cuQIzzzzDCaTidmzZ3PhwgV2795NgwYN/tdtofF/nz/y9+zsbFq1asXQoUOJjY0FYP369axbt45evXqxZs0aF3l/a3+/acv2/39SWloqU6ZMkfDwcPHy8pL27dvLxo0bb7ZaGhp/mlmzZklcXJyYTCZxd3eXiIgIGTVqlJw+fbpa3qNHj8rdd98tvr6+EhQUJCNHjpSMjIwa5c6fP18aNWoknp6e0qBBA5k5c+ZfXRUNjRqJiooSnU5X43Hu3Dk131/h37m5uTJmzBgxm83i6+srXbp0kX379v0l9dTQEPljf8/NzZWRI0dKTEyM+Pr6ipeXlzRr1kymT58uVqu1Rpl/V3+/5e6UamhoaGhoaGho/N/jlnqmVENDQ0NDQ0ND4/8m2qRUQ0NDQ0NDQ0PjpqNNSjU0NDQ0NDQ0NG462qRUQ0NDQ0NDQ0PjpqNNSjU0NDQ0NDQ0NG462qRUQ0NDQ0NDQ0PjpqNNSjU0NDQ0NDQ0NG462qRUQ0NDQ0NDQ0PjpqNNSjU0NDQ0NDQ0NG462qRUQ0NDQ0NDQ0PjpqNNSjU0NDQ0NDQ0NG462qRUQ0NDQ0NDQ0PjpvP/APZqK6HOwdJfAAAAAElFTkSuQmCC",
"text/plain": [
"PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x323edef50>)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"PyObject <matplotlib.image.AxesImage object at 0x30cbf3a50>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mu = mean(A,2); \n",
"A = A .- mu; # subtract each voter's average from all votes\n",
"imshow(A)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We're going to use the SVD to find principal directions in the data. First we transpose the matrix so that it's got a tall, thin shape like we're used to."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x30cbb6250>)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"1-element Array{Any,1}:\n",
" PyObject <matplotlib.lines.Line2D object at 0x30cca0c50>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"B = A';\n",
"U,σ,V = svd(B); # thin SVD\n",
"plot(σ,\"o\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Clearly there's a lot more information in the first two singular directions than in all of the others. We project each voter's record into those two directions."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x30cca0d90>)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"(PyObject <matplotlib.text.Text object at 0x32cd693d0>,PyObject <matplotlib.text.Text object at 0x32cd76150>)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x1 = U[:,1]'*B; x2 = U[:,2]'*B;\n",
"subplot(211); plt[:hist](x1[:],32)\n",
"xlabel(\"first coefficient\"), ylabel(\"frequency\")\n",
"subplot(212); plt[:hist](x2[:],32)\n",
"xlabel(\"second coefficient\"), ylabel(\"frequency\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The first coefficient shows clear polarity, with most voters having a large-magnitude coefficient. Political scientists call this quantity _partisanship_. The second is a little less obvious, but it is commonly called _bipartisanship_. It shows how willing a voter is to go against his or her party. The 21st century has seen some of the least bipartisan Congresses in history.\n",
"\n",
"We can now represent each voter by these two coordinates. A scatter plot dramatically illustrates the nature of the voting. We also use the known party affiliation to color each voter. "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x32cee08d0>)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"PyObject <matplotlib.text.Text object at 0x32cf51d50>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"c = zeros(size(A,1),3); \n",
"c[vars[\"party\"].==1,3] = 1; # blue \n",
"c[vars[\"party\"].==2,1] = 1; # red\n",
"scatter(x1,x2,20,c)\n",
"xlabel(\"partisanship\"), ylabel(\"bipartisanship\")\n",
"title(\"111th U.S. Congress, House voting\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Julia 0.4.3",
"language": "julia",
"name": "julia-0.4"
},
"language_info": {
"file_extension": ".jl",
"mimetype": "application/julia",
"name": "julia",
"version": "0.4.3"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment