Plots.jl/examples/meetup/wine.ipynb
Thomas Breloff 04a44a82c9 tests
2015-10-20 23:07:47 -04:00

335 lines
372 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(4898,12)"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"using Plots, DataFrames\n",
"gadfly()\n",
"default(size=(500,300))\n",
"\n",
"# load the table\n",
"df = readtable(joinpath(Pkg.dir(\"Plots\"), \"examples\", \"meetup\", \"winequality-white.csv\"), separator=';')\n",
"size(df)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"12-element Array{Symbol,1}:\n",
" :fixed_acidity \n",
" :volatile_acidity \n",
" :citric_acid \n",
" :residual_sugar \n",
" :chlorides \n",
" :free_sulfur_dioxide \n",
" :total_sulfur_dioxide\n",
" :density \n",
" :pH \n",
" :sulphates \n",
" :alcohol \n",
" :quality "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nms = names(df)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"4898x12 Array{Real,2}:\n",
" 7.0 0.27 0.36 20.7 0.045 45.0 170.0 1.001 3.0 0.45 8.8 6\n",
" 6.3 0.3 0.34 1.6 0.049 14.0 132.0 0.994 3.3 0.49 9.5 6\n",
" 8.1 0.28 0.4 6.9 0.05 30.0 97.0 0.9951 3.26 0.44 10.1 6\n",
" 7.2 0.23 0.32 8.5 0.058 47.0 186.0 0.9956 3.19 0.4 9.9 6\n",
" 7.2 0.23 0.32 8.5 0.058 47.0 186.0 0.9956 3.19 0.4 9.9 6\n",
" 8.1 0.28 0.4 6.9 0.05 30.0 97.0 0.9951 3.26 0.44 10.1 6\n",
" 6.2 0.32 0.16 7.0 0.045 30.0 136.0 0.9949 3.18 0.47 9.6 6\n",
" 7.0 0.27 0.36 20.7 0.045 45.0 170.0 1.001 3.0 0.45 8.8 6\n",
" 6.3 0.3 0.34 1.6 0.049 14.0 132.0 0.994 3.3 0.49 9.5 6\n",
" 8.1 0.22 0.43 1.5 0.044 28.0 129.0 0.9938 3.22 0.45 11.0 6\n",
" 8.1 0.27 0.41 1.45 0.033 11.0 63.0 0.9908 2.99 0.56 12.0 5\n",
" 8.6 0.23 0.4 4.2 0.035 17.0 109.0 0.9947 3.14 0.53 9.7 5\n",
" 7.9 0.18 0.37 1.2 0.04 16.0 75.0 0.992 3.18 0.63 10.8 5\n",
" ⋮ ⋮ ⋮ \n",
" 6.2 0.21 0.28 5.7 0.028 45.0 121.0 0.99168 3.21 1.08 12.15 7\n",
" 6.2 0.41 0.22 1.9 0.023 5.0 56.0 0.98928 3.04 0.79 13.0 7\n",
" 6.8 0.22 0.36 1.2 0.052 38.0 127.0 0.9933 3.04 0.54 9.2 5\n",
" 4.9 0.235 0.27 11.75 0.03 34.0 118.0 0.9954 3.07 0.5 9.4 6\n",
" 6.1 0.34 0.29 2.2 0.036 25.0 100.0 0.98938 3.06 0.44 11.8 6\n",
" 5.7 0.21 0.32 0.9 0.038 38.0 121.0 0.99074 3.24 0.46 10.6 6\n",
" 6.5 0.23 0.38 1.3 0.032 29.0 112.0 0.99298 3.29 0.54 9.7 5\n",
" 6.2 0.21 0.29 1.6 0.039 24.0 92.0 0.99114 3.27 0.5 11.2 6\n",
" 6.6 0.32 0.36 8.0 0.047 57.0 168.0 0.9949 3.15 0.46 9.6 5\n",
" 6.5 0.24 0.19 1.2 0.041 30.0 111.0 0.99254 2.99 0.46 9.4 6\n",
" 5.5 0.29 0.3 1.1 0.022 20.0 110.0 0.98869 3.34 0.38 12.8 7\n",
" 6.0 0.21 0.38 0.8 0.02 22.0 98.0 0.98941 3.26 0.32 11.8 6"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"M = Array(df)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"12x12 Array{Real,2}:\n",
" 1 -0.0226973 0.289181 … -0.017143 -0.120881 -0.113663 \n",
" -0.0226973 1 -0.149472 -0.0357281 0.0677179 -0.194723 \n",
" 0.289181 -0.149472 1 0.0623309 -0.0757287 -0.00920909\n",
" 0.0890207 0.0642861 0.0942116 -0.0266644 -0.450631 -0.0975768 \n",
" 0.0230856 0.0705116 0.114364 0.0167629 -0.360189 -0.209934 \n",
" -0.0493959 -0.0970119 0.0940772 … 0.0592172 -0.250104 0.00815807\n",
" 0.0910698 0.0892605 0.121131 0.134562 -0.448892 -0.174737 \n",
" 0.265331 0.0271138 0.149503 0.0744931 -0.780138 -0.307123 \n",
" -0.425858 -0.0319154 -0.163748 0.155951 0.121432 0.0994272 \n",
" -0.017143 -0.0357281 0.0623309 1 -0.0174328 0.0536779 \n",
" -0.120881 0.0677179 -0.0757287 … -0.0174328 1 0.435575 \n",
" -0.113663 -0.194723 -0.00920909 0.0536779 0.435575 1 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"C = cor(M)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[Plots.jl] Initializing backend: gadfly"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO: Recompiling stale cache file /home/tom/.julia/lib/v0.4/Graphics.ji for module Graphics.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO: Recompiling stale cache file /home/tom/.julia/lib/v0.4/Gadfly.ji for module Gadfly.\n",
"INFO: Recompiling stale cache file /home/tom/.julia/lib/v0.4/Cairo.ji for module Cairo.\n",
"INFO: Recompiling stale cache file /home/tom/.julia/lib/v0.4/Compose.ji for module Compose.\n"
]
}
],
"source": [
"corrplot(M[1:500,:], C, size=(1200,1200))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"3x4 Array{Symbol,2}:\n",
" :fixed_acidity :residual_sugar :total_sulfur_dioxide :sulphates\n",
" :volatile_acidity :chlorides :density :alcohol \n",
" :citric_acid :free_sulfur_dioxide :pH :quality "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"reshape(nms,3,4)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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",
"text/plain": [
"Plot{Plots.GadflyPackage() n=7}"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"scatter(df, :citric_acid, :alcohol, group=:quality, m=1, w=0, smooth=0.99)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"Plot{Plots.GadflyPackage() n=7}"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot!(xlim=(0,0.8),ylim=(8,14))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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CAN5//31Mnz495ON2u+H1eoN/l5aWxuciKKSjaycR/qMtAstjvF5vwvKgAaad6MnMzAwOpsItoyooKADHcaivr28W7KejwPot8WHZsmUAgD/96U9xS5N2mHaiZ+fOnairq8PQoUPDrnWeMWMGAODAgQMxWpwcMO3ETkZGBlasWIHdu3ejtrYW33//Pe6+++5g4L1zzjmnfYbHAPUD9EA0v5deeimsOK666iqMHj0a69atw6JFiyCKIu65556QqQ5GoxEAYLPZmp1/6NChkL8dDgc2btyIjIwMvP/++5g4cSK0Wm3w90Q89b/88suh1+uxZs0a/Pzzzzh27BjmzJmD1NTUmNO0Wq144YUXsHz58rC/B8qi8dsOmmmvDmjXABB/HcyePRvvvPNO2I/FYoFerw/+3ZHX9nV07STCf+zfvx+jR49uMZBX4KY1dOjQmPNIBph2YiOw7q/pNQL+oEKSJGHIkCEdNmgT67e0nwMHDuDAgQMYOnRoSECojg7TTvQErvfo0aPBJTaNCTxIVuItqJww7USPJEm45ZZbcN9994X9/eOPPwYATJs2LWabY4X6AfrZZ5+NmTNngud5nHfeec0Cy9x///0ghGDmzJn4+OOPkZ2dHRRpgBEjRgAAvv/++5DvV6xYgbKyspDvBEEAIQQ+n69Z5OLAdKtYCKwNCffGKS0tDbNnz8axY8ewaNEiAP414+HYt28f1q9fHwzg1BLjxo2DTqfD1q1bm22hIEkS/v3vfwMAJk6cGPW1KEF7dUCDBoD46CBSDQwZMgRz584N+zEYDNBoNMG/49WpopGOoB25/cfAgQNx6NAhrFy5Env37g35zePxYMmSJQCAa6+9NuprSSaYdk4TqXYABNcLP/roo83ekgeWVUX61iYZYf2WUKLRToANGzYAOP32s7PAtBNKJNoZMmQITCYT7HY73n///Wa/v/766wCUeQsqJ0w7p4nU53Achw0bNuDJJ59s9gDi888/x86dOzFr1qyII+PHFdl2XG8HZWVlZMqUKQQA4TiOnHvuueTOO+8kzzzzDHnkkUfIoEGDghvajxs3jlit1pDzt2/fTlQqFeE4jtx5553k+eefJ9dccw3R6XSkoKCAACCffPJJ8PizzjqLACDnn38++eCDD8hrr71G5s6dS3Q6HRkyZAgBQJYsWUIKCwsJIYTccccdBAD57LPPCCGEzJ8/nwAgX3/9dTDNuro6olaricFgIIsXLya7du0KsXHt2rXBa8jNzSWCIIQti+uuu44AIPfff3+b5faXv/yFACBdunQhDz/8MFm1ahW57bbbSE5ODgFA+vbtS+x2e2SV0JzCWE+MlfboQG4NEJI4HUSjgZbIzs4mZrM55vPbyQ65M0x27SjhP5YtW0YAkNTUVPLQQw+RNWvWkOeee46ceeaZBACZMGECkSQp8kqID9/JnSHTjp9otCOKIhk5ciQBQKZOnUpeeeUVsmrVKnLllVcSAGTgwIHE4/FEXgnxQVbtsH7LaWK5Z82ZM4cAIJ9++mnE5ySQnXJmxrRzmki18+qrrxIARKfTkXvuuYe899575PHHHydjxowhAEhOTg6pqamJvBLih6x9ZZq1Q2s/+ZlnngmOid577z2yfft2snTpUmIwGIjFYiH79u2LuPzjSVIM0Anx3/CXLFlCLBZLsGICH47jyMyZM8lVV11FAJABAwaQPXv2hJz/2muvEb1eHzzHZDKRxx57jDzxxBPNBHfkyJGgEAOffv36kc2bN5MtW7aQbt26EQDkP//5DyEkMmdFCCHXXHNNML3ly5eH/Ob1eklmZiYBQBYuXNhiOUQjOp7nycMPP0zUanWzMrvssstIUVFRm2m0guwDdELapwM5NUBI4nTABuixkezakdt/EELI//3f/wXTDXxUKhVZsGABcblcEaURZ2QfoBPCtENI9Nqpr68n8+bNa1ZeF110Eamuro4ojTgju3ZYv8VPtNrheZ6kpqYSAKSioiKicxKMrAN0Qph2AkSjnVdeeYXk5uY2K68JEyaQAwcOtHl+gpC9r0yrdmjtJ4uiSBYuXEi0Wm3IdeTn55PNmze3eX6iUBGSXFFaCCE4ceIEdu/ejaqqKvTu3RvDhg0LrqV+5ZVX8MADD2DdunUYO3ZsyLk8z2Pfvn1wuVwoKCgIG5248bE7duxARUUFxo4dGxLswOPxYO/evTjjjDOC+whGysmTJ+FwOJCfnw+NRhPy24QJE7B161YcOXIE/fr1iyrd1qipqcFvv/2GwsJCdO/eHYMGDYpH8IYiAL3jYF5MxKoDGjQAKKMDitgJYIxSmSezdpTQjdPpxO7du1FWVoY+ffpgyJAhSElJiVv6UbIZwCSlMmfaiZ6Kigrs3LkTarUaw4cPVzLuiWLaYf2WpGcXgNFKZMy0Ex1utxu//vorjhw5ArPZjCFDhigd70KxvjLTTnSUl5djz549OHXqFPr06YMJEyaErKmXm6QboEeC3W6HxWJR2oyoOHLkCAYNGoTp06fjyy+/VNqcSFB0gB4JTAfUougAPRKSTTudRDeAwgP0SGDaoRaqtZNsugE6lXYUG6BHAtMO1VDdV2baoRdN24ckH8kktiNHjoDjONx3330ghOAvf/mL0iZ1GJgOGLGSLNphuqEPph1GLCSLbgCmHdpg2mHECtMOvXTIAXoycf311+PHH38EAFx88cU477zzFLaIoQRMB4xYYLphxArTDiNWmHYYscK0w4iVzqYdNkBXmBtuuAETJ05EQUEBrrnmGqXNYSgE0wEjFphuGLHCtMOIFaYdRqww7TBipbNpp0OuQWfIAtXrahhUQ/0adAa1UL2OmEE1TDuMWKF6DTqDalhfmRETnNIGMBgMBoPBYDAYDAaDwWADdAaDwWAwGAwGg8FgMKiADdAZDAaDwWAwGAwGg8GgADZAZzAYDAaDwWAwGAwGgwLYAJ3BYDAYDAaDwWAwGAwKYAN0BoPBYDAYDAaDwWAwKIAN0FvA6+WVNiEE2uyJBkki4HlBaTOoIpnrU05EUYIgiEqbIRv+ttJ5rpcQAp8vMb5BEESIopSQtGNBFCWq6pYQJKzsY4X5RTp8Hg1th+eVt4F2aNBKAFrars8noKPtHq1U2bJ8lYUN0FugpKRWaRNCoM2eaPB6eVRW2pQ2gyqSuT7lxOHwwGp1KW2GbLjdPlRX25U2QzZ8PgEVFfUJSbu21gGn05uQtGPB5fKhttahtBlBJElCeXmd0maEwPwiYLcr7/Pq612w2dyK2lBb64DLRU/7pRGXy0uNT6Gl7VZU1FP34LG9KFW2nS3f0lI6NBxAo7QBtJKSolfahBBosyca1GoORqNOaTOoIpnrU060WjVUKpXSZsiGRsPBaNQqbYZscBwHkykxvkGv10KrVSck7VjQajkYDPTUrUqlgslElx9ifhHQ6dRQq5X1eTqdFhynrA0GgxYaDT3tl0Y0GjX0ejp8Ci1t12TSgeM61rtHpcq2s+VrNtOh4QAq0tHmgjDkoghAb6WNYCQlOwGMUdoIRlKyGcAkpY1gJCVMO4xY2QVgtNJGMJIS1ldmxETHeswUR5Se3tUU2uyJBkGQqJpqSgPJXJ9y4vMJ8HjoWheUSARBhMvlU9oM2RBFCQ6HJyFpu90+qmJf8LwIt5ueuiWEwG6nyw8xv0iHz/N4eHi9yrYdf/ulY301rfC8QI1PoaXtOp2eDhe7QKmyZfkqCxugtwBta6ZpsycaeF6A1epU2gyqSOb6lBO325ewARyNeL0C6us7z5p7QRBRV5cY32C3u+F20/Nwx+PhqeoASBJBTQ0d61cDML/oj1WgtM9zOj2Kr/+22dzweOgYfNKKx8NT85CNlrZbW+ukJnBevFCqbDtbvlVVdGg4AFuD3gJZWSlKmxACbfZEg1arRmqqSWkzqCKZ61NODAYttNrO46Z0Og1SUw1KmyEbGo0a6emJ8Q0pKQaq1rDq9RrF1/U2huNUyMgwK21GCMwvAkajFpKkrM8zmfSKx/5ISTFQFUOCRvR6LdRqOt6z0dJ209NNVPn9eKBU2Xa2fDMz6dBwgKjWoBNCYLVakZaW1moQBkmScPToUfTo0QMmExuYdVDYuhpGrLA16IxYYeuIGbHCtMOIFbYGnRErrK/MiImoHr198803yMzMRGFhYavH/fvf/8agQYPw/ffft8c2RTl1yqq0CSHQZk80+HwCNVuB0EIy16ecuFxeqqYFJxqvl+9Uy0F4XkRNTWK2lauvd1GzPhMAPB4fVcsXJIlQMy01APOLfp+n9LRlu92jeNwY2tovjbjd9PgUWtpuTY29w8UuUKpsWb7KEvEAvbCwEAsXLmzzuJ9++gmPPPJIu4yiAYeDrqBmtNkTDaIosRttE5K5PuWE58UOt6dpawiCRNW66UQjSVLCguJ5vTxVHTWelxQP/tUYQoji64ybwvwi4POJEQdo8/Iirlj6Mdb/ejzONvCK+12Ph+9wa4njjSCI8Hrp8Cm0tF2XywdJ6lhB4pQq286Wr9IPJZvS5gD9m2++QZ8+fdC3b1/s2rWr1WNtNhvmzp2L0aOTfyZQ9+4ZSpsQAm32RINer0WXLhalzaCKZK5POTGb9UhLMypthmwYDFrq1kElEq1Wg+zs1ISknZ5upmqfb5NJR9Wab45TIScnTWkzQmB+0b8HcKQ+b9GqjViz5QDufXVDXG1ITTXBYlE2FkZGhhlGIz3tl0aMRj3S0+nwKbS03ezs1A4Xt0apsmX5KkubA/TevXvj/vvvx3PPPYdZs2a1euztt9+OjIwM/P3vfwcAxYOMtAeTSae0CSHQZk80cJwKer1WaTOoIpnrU040GnWHu9m2hlrNQa/vPNfLcSoYDInxDTqdBhoNHQGUAH/d6nT01K1KpYLRSJcfYn4xOp/naZghwsd5WymtVq14oC3a2i+NaDT0+BRa2q7BoKUqGGc8UKpsO1u+tN0P2/R+/fv3x4IFC7BgwQKMGzeuxePefvttrF27Fu+88w602uQfjBUVVSttQgi02RMNHg+Piop6pc2gimSuTzmx292dKn6By+WjbquPROLzCTh5si4hadfU2BXfrqoxTqcX1dWJWW8fC6IoobS0VmkzQlDaL979yv+w+N3Nitpgt7sj3npwZH4O0swG9OgS31kodXVOxWN/VFfbqZtyShsOhydhMTyiRem2G+DkSaviyzPijVJly/JVlrg8ejt+/Dhuv/12PPnkkxg0aBCKi4vjkayi0LR2EaDPnmgghLC1ZE1I5vqUE0kikKSIN5pIevxtpWOtn2uNRF6vKEpUaUeSCMQ4v+lsL7T5ZSX94le7juHFr3aB4zhcPmEICnpnK2KHKEaukxunjYTZqMWcsQPjagMNa3j97Vd5O2iGEHp8Ci19GkEQEcXmVEmBUmXb2fKl7X7Y7gG6IAiYO3cupkyZgltvvTUeNlFB//45SpsQAm32RIPRqENeXqbSZlBFMtennKSlda5tGs1mPczmzrPuUq/XomfPrISk3bUrXeurLRaD4ut6G6NWc+jTR5lBaEso6RddPh4+QQIgwadgRy09PTqfd83EM+JuQ1aW8jFjaIuPQCMWixEWCx0xWmjp0yTqfqIkSpVtZ8u3Xz86NBxAvXjx4sWRHrx582Zs3LgRd911FzIy/Ivpn376aaxatQoPPPAAysvLceTIEezatQvffvstBg0aBIfDgfz8/Gb7pttsbpSV1UKlUsFg0KGy0oaKCisMBh20WjWKi6tRU2NHeroZkkRQWFgJp9OH1FQjXC4vSkpqIIoEJpMetbUOnDxZB41GA71eg/LyOlRV2ZCSYoRazeHEiUrU17uQnm6GzyegqKgKXq+AlBRD0A7Avx6vqspvh06ngU6nQUlJDWpq7EhLM4MQ4MSJSjidXqSmmuBy+VBSUg1BkGA261FX52ywQw29XouTJ/12mM2GoB1WqxMZGaft8HgEWCwG2O3h7dDrQ8ujsR0OhxdpaSa43eHtUKsDdlhRVVUftKOwsAp1dX47eF5ssIOHxWKE3e5BWb0UhX4AACAASURBVFkNCPEPrKur7Th1ygq9Xtt0XVw9gPTAHy2dp9P5zystrUVNjQ2pqSaoVCqcOFEBu92DtDQTPB4fiourwfMizGYDrFYnysvrwHEcDAYtTp2yorKyHiaTHhqNGkVFVait9dsvCCIKC6vgdvvtdzg8KC2tgST517E0tkOn06CsrBbV1TZYLCZwnArHjze2g0dxcTV8PhEpKQbU17tQXl4btKOioh6VlfUwGgN2VKO21o6MjBQIgoTCwkq4XH6NOp0BO/waranx26HV+nVVWlqD6mo7LBYjOI7D8eMVsNk8SE83wesNb4dKFd6O020lBZLU1A4vSkubt5WAHU3byvHjp9tKwI6mbeV0m61HRUV9RG22CeUAugf+ON1+m7cbjlOhsLCqWfuNtN2Ea7+JaTd+O1pqN4H69us/vB08L8Fk0sNqdYTYcVr/Bmg0fjsC+g/Y0VT/4dqhX3d+/Ydvh3yTdhhe/621w4DumrbDgP7DtUPAXx4B/Tdth00I2VM2oMFwbUEU/TYFNNi+tiCguLj5faOl+1dAd6FtwQuLxdhQ3+HuX6H6T0kxtHj/Cui/pftXUzvC6d/l8vtdUWzp/tWy/k/bEV7/p9thqP7T0szB+g6nf6NRC6vVFVb/rbXDgP6b3oda005Ag6mp/nvByfJafHewFN2zLLhl2kjUVNQHNdh2W2h8L2ipLYTeC3Q6DZZ8uxuvbjmAkRYzUlNP3ws+/P4AHnxnM6aNyEflybqI70kB/Ye/J4Xqv6bGgVOnmuvfYjE2+IYq2Gzh7wWn70mh9wKjUdekHTa/F7TUDpv231rz/y3131prh4SQJv03fz8y4P+btsMmnGx8z5LjXmA264N9oWS4F9TUOJCZmdJmn6y1e0GgT9bSvSCSPllA/6IYXv+n22Go/k/bEWiHlc3031KfrOl9qAnBvnLApkjHMoF7QaCcE3kvCN8X4sLeC8KPZUL131KfrPG9oKU+WUB3Tftk7bkXNG+HjfUf6IO4kZ5ujqId+uulPe2w6X2oMSoSxVyQJUuW4O9//zuOHTuGvn37AgDuuecePPPMM62eV1dXh/T09FaPoY2jRyuoeSII0GcPmnR2WsPt9qG21sHeojeCwvqUk50AxkRyYH29CzwvdppdAJxO/77vubnJ5S9jxevlUVlpi+atx2YAkyI5sLLS//AozAMiWSissOLuV9fjtTtmIyvV32FwubzUvBkURQklJTVUvUVPsF9sUzs/Hz0Fi0mHAd0Tf686XFWPUU+vhUcQ8d68qbhieD4AwGp14ewHV+JAaQ1umzEaL9w2PeG2NKWmxg6O4xTddaCioh4mk46WN8S7AFC3PZHd7obb7WvXbCGXl8f8Zz7HA5edhTH9c2NOh5Y+TUlJDbp2TaUpMHHEfeWWUKpsO1u+x45VUPUWvd0hMpctWwaXyxXyWbduHQDg008/hcvlSrrBOQDqIinTZk80cJyqU0XijoRkrk85Uau5ThXJ199WlI2eLCccp0pYFGKNRg21Wjnt3LTiv/j0p8O49cUvAQBqNX11S0sE6ABK+8VR/bvJMjgHAEEi8AkSRInA22jNpVrNIfDaRKm1tBqNWnG/q9Wqm828ZITCcVy7o+3f+9p6rNlyAAv+83W70lG67QbQ6TRJvYNUOJQqW5avsrTb+2m1WhiNxpCPweCflmgwGGA0UvH0M2poW8dCmz3RoNdr0bVrYvY6TlaSuT7lJCXFQM0+r3JgNOo6zWwBwL8PeqLeKGdmpii6nj8Qu0kQ/YMsk0lP1R73ajVH3b6vnckvdk814YzcdAzITsPYXl3w1KfbMHvJ+9DoNRjcswtSjHps3FuE8jZ2sbC7fZj293fx0rpf4mZbWppJ8TfXSrffZMBsbr9P8TUE6eTbGayTlrabk5NG3YPH9qJU2Xa2fHv0oEPDAdjjyRZwuXxKmxACbfZEgyQReL280mZQRTLXp5wIggie71hbprSGKErwejvP9UoSgceTGN/g8wmKRsTv3y0DRp0WQ3p2AeCvW5q2/yGEwO2myw91Jr+YbtThixumY80fzkPPVDOe+mQ7/rvjKB7/cAveuXcOcjNMOFRWg0WrNraazj9Wb8b6X09g2Uc/xs02nhcVj2isdPtNBgSh/T5lZN8cWIw69GlnUE1a2q7Hw1O1e0c8UKpsO1u+tN0PoxqgP/zwwyCEBNeft8SkSZNACMG0adPaZZySlJcnZm/eWKHNnmjwenmq9v+lgWSuTzlxOr2or1d2P1458Xj4TrXvO88LCdv33Wp1wuVSbh/llxbMxJv3XITHrpsCwN/piHR/azmQJIKKinqlzQihs/nFvDQThudmghBAapjO7vLwcDm8SDH43x6r0Pp03cBMjXjuSGazuWC3e+KXYAzU1TnhdrN90FvD7fbCam2fT7lz9li8efdFeP+BS9uVDi1tt6rK1uEe6itVtixfZWFv0FsgLY2uqfm02RMNGo2aTVVrQjLXp5zodBoYDNQEe0k4Go0aJlOz6NMdFrWaCxepPS4YDLqYpjrGa9mvSgVcOWFI8G+tVh0usrhiqFQqqrZ9AzqvXzToNBjSowt6d03DtJF9YDBoMaxPV2SlGnHO0J6tnnveiD7onmnB0F5d4mePQav4ekyjUcdi17SBVquJi0+59KzB0LYzXgctbTew+0VHQqmy7Wz5KhVQtiWiiuLOYDSi3ZEpGZ2WiKO4MxhNiCiK+6JV3+GX4yfx0d8uhzGKQXqF1YnL//0R5k0pwC3TR7XHTgZ9RLwDgBK4fQIOlNZgVF9/FGFCgG2HynDW4Lw2z91x5CRG5HeFrp0BwxgtQmUUd0ZSwPrKjJjoWI+Z4khNDV1TsmmzJxp4XoTN1nmmKUdCMtennHg8PJzOzjPN0ecTYLd3nrYiCBLq611xTbPa5sIr//sZX+06hieiXJf7j9Xf44ffSvD0pz/F1SbAv9TH4VB22nBjJIlQNeUe6Nx+0ajTYFTfnKDPU6kQ0eAcAMYOyI3r4Nzl8iq+HtPh8LDYNW1Ak0+hpe3W17s6XOwCpcqW5assbIDeAnV18e00thfa7IkGQRA71aAjEpK5PuXE6+UV7yjKCc+LcDg6zwMJUYz/w7vG63m9vugCXZ3enif+2/T4fCJVD5sIIXF/ONJemF/0P5RU2ue53b6EBW+MFKfTS1VQRRrx+QRF42w0hpa2a7O5IYrKBjiMN0qVbWfL12qlQ8MB2AKfFqBtWzDa7IkGrVbTqbbKioRkrk85MRp10Os7zyocvV6DtDST0mbIhkajRkZGfH1DeooBvxuQhxOn6nDlpCFtn9CIOb8bgC+2H8H4Qd3jahPgX9er9N7SjeE4FbKy6Nn2DWB+EQBMJp3iUajNZoPie0mnphrbvcd3R8fvU+goI1rabmammZoyiRdKlW1nyzc7mw4NB2Br0BmxwtbVMGKFrUFnxEpE64h9gogqmwt5mdHvKV9YWY/e2WlQeHzCiD8RaUdsGByrufYLgBeldgffijUvQZKgVnFMx/GBrUFnxArrKzNigp7H+ZRBW7h92uyJBp9PYNusNSGZ61NO/Nus0TXtKJF0vm3WxIRss6bTqGHmuJimf/bp6h+c1zc51+UT4Gu0N7RECGxRpO9207bNmoRTp6xKmxGC0n6RFyVctWwtrlz6EXixfetYi60OTHj+c/xrwy9Rned0eqL2eZUONya/8AUW/nc7AMAriLj0zQ249p2NwQcO0WCzuRVf21xX56Rmb21acbl87d5mLV4o3XYD+LdZ61hT3DvbtmOdLd+WYAP0FqDtxkCbPdEgihIL9tKEZK5POREEscPdbFvD31Y6z7pLSZISttbV5xNiDhZ0qKwG5z64Cn985nMQAlhdPsx85jNc+PRncPsECKKEK5euxdSH3kZphIFlBEGiak0tIVB8nXFTlPaLP/xWgo+3HsDarYeweX9xu9J6ctNe7Cipwhs7jkR1Hs9LUfu8pzfvw9aiSrz98zH4RAmf/1aMz38rxupfj2Hvqdqo0vLbICjud30+ocOtJY43oihS41OUbrsBPB4ektSxgsQpVbadLV+lY380ha1Bb4HeveO3p2g8oM2eaDAYtMjJSVfaDKpI5vqUE4vFiM60Csdk0nWqfd91Og1ycxPjG7KyLDGvo33zmz345XgFKutd8AkivjlQjO8OlwEADlXUIdtkwIbdJ1Dv9OC97/bj/kvHt5mm2aynao97tZpDjx6ZSpsRgtJ+kYAg6G7i5HZUUSaUmtq2z3PzAoxh9ggPnhf6T9Skp5sVX4PepUvs7bezYDYbYDLplTYDgPJtN0BubnqH2wddqbLtbPn26kWHhgN0LBXHEa2WriATtNkTDSqViqrgSDSQzPUpJxynavNmSwhwz6vrcewkXdOTYkGlavt6OxJ+35CYtqBWc+BiXUfcZGSjaojqHhgveHgBiPLBUSRalhvagikp7RdH9c3FWYN74KzBPTCqX7d2pXXZiD7om2XBhPzo0mlLJ5uOl2PMM5/ilW0Hg99dOaIv+melwitKuGPtj5jYtxvG9srGpL7d0D8r+sBH7Wo7cYIGG2iHJp+idNsNoNGoO9yDHaXKluWrLHS0bAo5caJSaRNCoM2eaPB4eJzsAIOneJLM9SknNpu7zb0pH3n3Ozz3xXbM/b9PZLIqcbhcXlRU1Ctthmz4fALKyqKfghsJVVU22O2xraO946KxGDcwD1dNHAq9Vo0Zw3pj5rA+uHx0f/TtkoabnvsSajWH8UPycNOFZ0aUpsPhSch6+1gRRQnFxdVKmxGC0n4x3azHV49cja8euRoZKYZ2pTUpPxebbpuNN66aHNV59fUu1NS0HIfixS0H8FtFHd7ceTj43Zl5WbjojN6ocXqwdl8hdBoOX984HV/eOB0p+uhn5NTWOhSP/VFVZVN8HTzt2O30+BSl226AsrJaaqb9xwulypblqyxsijuDwUhqqmxuiBLg8NC1foiRvHTPTMHmf18HXcMbZqNOg0/vmAVOpcKxk3XYeqgUHp+AP0wehnQzHVNMGfEhLY71ma7Xxi2Kut3tg8WoC74dDMzqCHyf2jAQJ/BP7shsmPosiBJ4UYJBq4HT60OK4fQyC7uXhyXMAN7h4eNaDgwGg8GIDvYGvQXy87sqbUIItNkTDQaDFrm5GTGf7/YJqLR2rEjeyVyfcpKaakRWVutbZXXPNEOrVgc7lAvf+hYb9xTKYF38MZn0yMlJU9oM2dDpNMjLS8w66OzsVFgssb8F1TWZ/q3hOHAqlX8ZQsMgSR/FlLiUFANV+6yq1Rx1a+46kl/cV1yNCQ+8hb+8viGq89LSTM32p39jwx6Mufd1rNlyAJcNy0efTAtmDO6JX49X4Oz738LCtzbi2lH9MCQnHUQiuP3jLRAlAi8v4tLH1mDmo6tx5dKPcMHD76Gy3h/1e+F/t+Ps5z7Dr+WhM1jWbDmAC/6xGh/vONq+Amgn2dmpSGnnLIaOjsVCj0+hpe3m5WVCp+tY7x6VKluWr7KwAXoL0BZ1nDZ7okGSCHg+tilHDo8PFz7yHs5/+G0cKU/MVFglSOb6lBNRlCAIrUfyffiqifjrpePx4QOXYcV/d+LpT7fjlhVfwpOE09z8baXzRC4mhCRsOqIgiBDbuVVWOPrnZuBP00bi0vGDMe/cYRGfJ4rRR+dOJISAuqmgHckvvrJuF/YWVuLTbYfbPrgR4Xzeu9/tw+GyGqzcuBdXjMjHT3fOwaLzR+LV//2CfcWVWLv1IAZkp+HKEX1R4/Li60OlOGV34UBJNT7fcQSb9hbhy13HsO1QKd76Zi8A4JP9xdh3qi5kLTsArNq4D4fLa/Hud3vbVwDthOcT0347EpHcH+WClrbr8wkdLrCsUmXL8lUWNkBvgZISugaDtNkTDV4vj8rK2NZJnax1YMeRcuwtqsLGvUVxtkw5krk+5cTh8MAaweyJf143BXlZFpysc8IniLC7fRCScKsVt9uH6urItu3qCPh8QsLW3NfWOuB0Rr8PeiQ8e9M0rPnbZc3esreGy+Wjao97SZKo2/e1Y/nF0MCCLSFKBPWu0zq125v7vEAagWntXVOMIT8Epr2bdQ3T3Ama+b+mgxax4aF50yjzgbwEhQfHtbUOuBrKxeHxwUfJQJQmXC4vNT6FlrZbUVFP3YPH9qJU2Xa2fEtL6dBwADZAbwGatsMB6LMnGtRqDvoYAtUAgEGnQYpBB4NO0+6gPTSRzPUpJxqNOqrImoN7ZCHVpEeXdHNUg6dE8Pn2I7j3teimt/rbSseantcaHMclbFs5nU4T9e4Rn247FDIQ2LD7BKptLmw9WIqiynrsK67GvuJqFNfase34yRbTkQjBRz8eCPlOo+GomnqpUoG6Lf06kl+8fuoIDO3ZBTNG92/xGF6UcOXSj3DeordxsmGgpdVyzXzeZROGoF9uBq6cODTk+/lTh2NIjy6YNdafx7xR/XBm9yzo1Bxu//hH9M3NwIWj+iHLYoRBp8WZ/bph3rkFuP3Fr1B78CT6mIyYP3ZQSJpXTRyK/Jx0XDI+9Hu50ek0UKvVsDq9mPXo+7jwkffg7mADr5b49nhZRFvkqdXqsD6FF0WU2U8/+BRECR9vPdjsuHhCS9s1GLTguI41tFGqbDtbvkYjHRoOoCIdbS4IQy6KAPSWI6O3N+3DiVN1ePjqiXJkx0g8OwGMSVTiK/67C+eP7INBeVmJyqJNnB4eBXe8jLJqO56+6QIsmDlaMVs6GJsBTEpEwi98uRN/e2sTpgzvjU8XXYH//XIcf3z2c2SkGOHw8DBo1f63iipAk2WBV5Lw0W0zMKp383Vrf3j6M3z84yE8cPlZePiqcxJhLiN6EqadlrA6PUg3t/xgubCyHsP+/DIcHh+evXka7pw9Nuq0mn7/3A+/4c5PfoRBo8buv1wKwePD6Hteh8cn4NmbpuHOi8Yi/8YVKKy0YsGssXj+lmlR2y0na7YcxBVLPwIA/PLMjRjZN0cJM3YBkMWJv/jTfry35yimD+iFB6dEtkNEYwiAr44egt3nwVl5vdErLR1XLvsYX+06hsVXT8JfLhkXf6MZrSFbX5nRsaDncT5l2GxupKYalTYjCG32RIMgSPB6eZhjjAo7b0pBnC1SnmSuTznx+QRIEonqTd+CWcoPhnlRhMvjAy+KqGoIyhQJgiDC5xOpeRuRaERRgtvtS0gwKLfbB42Gg1Yb2W3ul+OVsLm9KKywAgB+PFiK8loH7G4f7G4fdFo1fA1ryHW8CB8H7CysDDtAP36qDk6vD/sbbWPG8yIEQaTmKT0hBA6HBxYLPX6oo/nFWAa5Lfm8ltJq+r0o+TVKAHgEEUa1utFvgfcx/n916vDz720OD4waDaxuL3LSzVFfQzzwt1+69iWWgxN1dngFEaX1bS914nkBgiCF+BRCCBw+L9w8jyqXA73S0nGioh4Otw97CisSZjctbdfp9MBg0FGzP3w8UKpsWb7K0nEUHGdiXTOdKGizJxp4XoDVGvkgpTOQzPUpJ263Lyn3wjVoNeiWkYJMiwnD+0T+xsfrFRTff1hOBEFEXV1ifIPd7obbHXnQl0BEdm3DtPh0kwEaTgW9TgO9Vg2tmoNeo4ZRp4FRr4Zew7W4xZqmoXOobdRJ9Hh42GzuWC8n7kgSaXW/bSXobH6xZ5dUzBrTH+cM7Yl5k/0BB12u2H1eUWU9Xv/4J2RoOJh1Gtz16Y/ompGCmWMGIDPFhDc27EZRZT0uOWswRuTn4NYwM3teW/8rzn7gLdyw/DOMu+8N/P2d79p1jbFis7nh8fgwfXRfnDeiD+aMG4ihlO06kAg0DQ9N1BFM0/Z4eNjtzX1KYJcJDacOSVObwAcetLTd2lonNYHz4oVSZdvZ8q2qokPDAdSLFy9erLQRNKJSqah50wHQZw+AegDpkRyoUvnXSnWmtbVtQWF9ykk5gO6RHKhSRb8OnQY0ag7TRvbF0J5dcPWkoW2f0IBKpaJurXIiUalU0caoiHi6oEqlaljHGtlz6KnD++BIeS3+Oe9c9MiyYNygPJyyOnDb9NEw6rU4Ul4DrVaNP88ag8vPGYpB3TJw9/kjw6Y1flAPlNXY8fKCmTA01GVAy7TUrUoFcJyKqnXoCfaL1E015VQqXHr2YFwz6QykNuxbrlIBWm1sPu+Vdb/inY17wUEFm4ZDYa0DV53ZF5eOHYAVX+5CcVU9umda8I9rJ2HeuQXIzUhplsY/Vn+PHUdPosrmQVmN/23ujdPC6zyRBNqvUa/FlecMxTWTzkjoALMNTiLCe1Z7GdOjK4rqHLhv4gik6ltvC/77hTpklpBKpUKKTg+NmsOY3B5QqVQY2z8XVfUuvLRgZsJis9DSp+E4FfR6LTiujeiM8hFxX7kllCpblq+y0NFToJCMDGWmdbUEbfZEg0ajhsWSXAOsRJPM9SknsQYXpIF+uRnol5sR1TmxdsyTFbWaS9gUa5MpuiU1Bp0G7//10uDfKhXwwm0zAPgDd735zW4AwFXnDG1zHezgHllY++DlId/pdBpqBueAvzOSlmZS2owQOqNf5FQqmBr5uUh83okKK/JzWunzN0xlD0Rk51SB+O+nSTGE74hKDWGJiKrhX4XCFDVeEmegqN0kmjS9Dk/MGB/RsS35lF5p6eiVdlofI/JzsOZvl8XNxnDQ0nZpWrITL5QqW5avsrAp7i1A21QH2uyJBp4X2RT3JiRzfcpJsk5xjxU2xT1+2O1ueDzt29f02S37sausGjtLq2FKMSLTYoSlUXyAn4+ewrOf7YgoLTqnuNO1pR/zi237vJUb9+KchSuxaNWmZr/ddOGZGDcoD3peRBanxsVn9EFBtwx0z7Tg0rMGYdIZvXDTha0HHrttxigM6ZGFmy84EwW9snHDBfK/PQcCU9zp2pdYTiRCsOKnfbC1sjdzS1PcE8FnPx3G+z8caPF3WtpuXV3Hm+KuVNmyfJWl8zyWjJL6ejeys1OVNiMIbfZEgyCIcDq9SFco2AyNJHN9yonPJ4DnxYQEEaMRQRDhcvmoe7OZKERRgsPhSciTa7fbB0Ji30ps1S/H8PCGX5DOcXBUO6DPSsGjM0ajXzf/rAi3T8C1T32C0mobMiwG/OHcYa2mx/Mi3G4fNUFoCCGw2z3IyrIobUoQ5hf9D+kEoWWf9+XOYyivseO7fUXNfks36zF/6nDc/uJXMHh4PHbnHGga1jK/dudseHkxGGuhJWaM7o+RPbrAoNNi0VXntHl8onC7fVRuBSgXK7btw7u7j+K3CitWzAm/EwTPC3C7fQl/a3z0ZB1uXvElJIlgQG4GRvXr1uwYWtquw+GByaTrUAEGlSrbzpavzUaHhgOwN+gt0L17dFNTEw1t9kSDXq9Fly70dAJpIJnrU07MZj3S0ugY0MiBwaBFZmbzdaEdFa1Wk7AbYnq6Oepp7o05VmuD3cujzulFndMLtyBg2uh+wd+9vIBauxsOD49jJ+vaTM9k0lE1hY7jVMjJSVPajBCYXwRSUkJ93sGS6pB/iSQB8M+AAIBDpTVoPAtd1xDkUAUVOFXoxPZIB9tdMi2wWAyKDc4B/3RTozH29pvs1Lq8kAiBw9fyG3SjUS/Li48qmxMVVieqbC6U14afdUNL283OTo14545kQamyZfkqS8dScRyhbZsj2uyJhkDQDsZpkrk+5aQjPQWPBLWa61Dbw7RFIoOUtXe9d/+sVFh0GqRrNNC6BaTqtUhrFEBGr9Ug02KEQ5Sw41QNdp+oxEvrduH5W6Y3GxgB9NUtbQFxAOYXgVCfd/er67F68284e0gefvitBAsvPxt/uXQ8DpXXYsHsMfhq11Hc/PxXmDysF96+9/cAgLmTC/DRj4eQm2HGgO6ZMdlAQxwMmuI1KEGGSQ9OpYJF17J/1Gg4xOs9GyHAnS+vwx/PG4FR/UPfkGenmpGbkQJRIsjLCv9AlZa22xFnXChVtp0tX9ruh53bA7ZCUVE1evemZ0sP2uyJBo+HR329i7q3NUqSzPUpJ3a7Gzwvdpq3yi6XD06nh6ppVonE5xNQU2NHbpTB9CKhpsYOvV4b8/KIeSP7oc7twzm9c7CnqBK9MlKQk3p66YFRp8Gqe3+Pmc//FxsOncSeJ9biZFkNMlKM+Ne8Kc3Sczq9cLt91MwmEkUJJ09a0aNHbIO4RMD8ot/nCYKEjAwzth0qQ4XVga0Hy1BV78J3e4tx7+/HYcdTN0Cr5vDnl9ahtMaGnUdOBs836jT47KErglv9xUJdnRNqNafocozqajuMRl1IsLjOxB1nDYOWU+PakQNaPMbh8MDr5eOyTOXR1Zvx4le78N3+YuxZflPIb/1zM/DSgpnw+ASc2UKATFra7smTVmRlpXSoBzxKlS3LV1k6joLjDM/TFWSCNnuigRDS4YJ2tJdkrk85kSQSnMrZGfC3FUlpM2QjkdcrilK7tXPHWUMAAGe28CZyeJ+u0GnV4B0i3MQf2Km+hQBfkkQginTVLW1+mflFQBSb6ySg4jqXX1vahsF3Vb0/wKKXF8CLEo6U1yA/JwPGhsFJeUPASZNGjep6J/q38kZ9V1k1Ruf5O6eSpLxO/e1XeTuUQgXgtnGtb9FJSPx8Sp3DA1EicLcQlO6i37X8oACgp+0KgqjYzgOJQqmy7Wz50nY/ZPugt0B6ugmqMNMUlYI2exDF3o4ajRopKQba7FcUCutTTiLeB12v18Bk0nWastJqNTCb9Z3mev1bMBqjud6I97I2mfTQ6zXN0j5cXosbln+OC8/sB6O++TNqQZRw/bOfQ69V48lv9sDm8WJYj/BP1d///gC+2FsInVaDHL0WbrcXV008A+MGNpe3Tqemqm45ToXU1Nj8kN3tw9VPfIyhPbORE8c1sAn2i9Ttgx6Oxj4v1aRHYaUV919yFn4+dgrFVTZ4eQFThvXG6u9/wwtf7YJWrYJXELFu13G8tO5nfLXrGK6ZXIBqpwczX1uHVbuO4t0vdmHlt3twYzwNNgAAIABJREFUwZl9kRUmoNidn2zFA//dDrNOi9/1yobRqIPBoFVUq2azHjpd8/arELLtgx4NOl1094vjp+pw/bOf4/yR+TA3WXZYVFmPzfuK0Tc3A3+KIXI/LX0ai8UIjUYNCkwJ0O590JUqW5avsrA36AwGg8HoNNz2wpf4dk8Rbv/PV1h9/yXNfl/83vd4e9NefH2gBLUg+HLvCVw0Ih+WJvtGOzw+LFz5LerqHLjyvOF44frzsfr7/bh1+ii5LkUx7nh5HT7ZdhhVNhd++Pd8pc3psFx5zhBcPmEwOJUKn2w7hC93HsVPh8oBAN/sLkR1vQtdUk2otrmwp6gSVqcHdrcPDrcP+yvq8GtZDQBAV2GDr96NTXuLMDDMW/SfS6tR4/Ti+xOnsGBC629tGcnLLS98iQ2/FuJ2zVf48IHQfdFvnTEKak6Fy84eopB1DAajMfRErKGM48erlDYhBNrsiQaPx4eTEUQ57kwkc33Kic3mRk2NQ2kzZMPl8qKiol5pM2TD6+VRVlabkLSrqmyw25tPNxcapr2LLUx/d3l5EALwEoEoEXh4MXhOSDqiBK9PgChIGJBhQbpZ3+rg3OHworKSnn1WRVFCcXF1TOfyDcsSBDG+U0k7u1/0+AR8+/NxVFXbsfuUf3AdDDjYUNSB2btdLCqoVP6p0AAgGTSAyn+8SgVoOA4c54/kzgFQqQCt5nSXTxAlbPmtJCT/Sod/T+3aWgesVleiLjMiKittre4Hz/CvQY9m7+bAbPiW2u1NF56JTEtsMTtoabtlZbXwtRL5PhlRqmw7W74nTtCh4QBsgN4C+jBTH5WENnuigeNUHW7bi/aSzPUpJ2o11xCplh5cXh4zFq/Gs59vj3va/raifARlueA4VcKC+Wg06rBR0/vnZsBs0OKMXs2nrdvdPmzcUwiLUQfi45Fu1EMiBCu+3YPb3t6EhR/9GDz2hU37IVoMyMuyYMKQHvjwhwOYsfg92N2+kDQPn6rDuU98jE2HSnDl059i097i+F9sjMRa9sP7ZCPFoEO/nHbN3GxGZ/eLc/75Aa579gv8Zd12PPDVNqw7cnoA/cjciRg3sDv+fs05KK0qx/nDzFh63Qj88w/nYuTQnuC6pyFrcHcsmDUa6WYDJuZ3wzUj+iJdJDBJwIxR/XDdlGHB9K5Y+jEufXwNPvjhABadPxK5FhN2llTjsW9+hUajVtzvarVqcBxdvp82OI5rc6eTz7cfwbS/v4dauwcDcjMwIC8d0yb3hNXrbvU8USKY/8xn+NeHWyKyJZK2a3f7MGPxe/jwhwMRpRkLFC2LiBtK+UWWr7KwNegtkJZmavsgGaHNHkS5Bp3mSKzFVfWotrmRGWZtXqKgsD7lJOI16DqdBgYDXVtfPLr6e7yxYTf2F1fjz7PHQs3FrzOg1arbtXd3sqFWc9FGWY94HbHRqAs7AJ3zu4EY2rMLbpsxutlv97+xAZ9tPwKDTgOb3QOtXoN6XsDOwgpsO34KPx0/hUtG9YNEgD+8th61Hh/mTynAny8chSuWfoRth8rh8PgwY3T/YJo3vPkN1u0vxsZdx7C/sBKHympw47To13jGG45TwRKjzztnaE8M7ZmNhZefHXZLuVhJsF+keg06IcBD72xCWa0dmb3TYRcEpBv0OKdPLgAgL8uCP11wJnplp6K4shQ2lx2DunfB78ePQpHXhw1HTyIz1YQPb5kBNed/i943xYRn3v0ebp+Af103FcP6ZAfzW/zuZhRX2ZCTZsJd00fjvweLcaiqHqkGLeaPH6z41qgttV+FoHYNeltbQ1217GP8eLAUdU4PXrp9JjK7a6E2AA6fD30zslo87/X1v+KxD37Ez8dOYe7kAqS1cV+KpO3e/8YGvPvdfuwrrsSCWWPaPD4WUlIMVG1niTisQVeqv9jZ8k1NpatfTpWKacLl8rV9kIzQZk80SBKBt4XIoEpTXuvAjMWrMfMfq3FMxmn4yVyfciIIInheUNqMEAJToyVC4h4tVhQleL0COlgQ2haRJAKPJzG+wecTwkaIV6mAS84aFN6ehnIPRMnmCAEh/imhokTgEyXwogRRksBLEggBemanN1xLQxoNiQTqUIUmU5TjcG3xgBACtzt2P3Tx+IFxfTgFML/YtDxVKr+OvjxQEvwbAEpr/NOa610eCKIEm88LAOAFEfVOL2pdLrh4H6o8XqSkGqHmVNBpQ7t7XDAvFQgBapz+NCqsDvC8qHhE45baL+M0giDB52v9/hjwQ0Ty6ycY1LEFRxT42uMTIRECnyBBiCBSfCRtN+AbYwnOH+k90ePhO9zOL0r5xc6Wb3vuh4mADdBboLycrjXTtNkTDV4vj+pqu9JmhKWoyorfSqpxuKwWB0pjW48ZC8lcn3LidHpRX9/6VDy5mXZmX/TskoqhPbu0a6/hcHg8PI4WV2Hygyvxwpc745o2jfC8ENUaymiwWp1wubxRnTN1WG90SzfjjF7Z6NUlFUNzMtC/axqyUg04Z1h3ZJkNWPr1L1jy3R5o0o3on5OOC4b2xDPrf0GNx4euaWacO7wPPv3pMMbf9wb2FVfjd/k5yDDrcUbvbGSYDRiZ3zUh1xstkkSoi3fQmf2iSgUsvOxsnD+sD24ZNQRj8rJx27gC3PbRD7hq1bd4bMOvAIBlH2/FrS9uRVGVF0vX/oYZ/1yNVLOI/HQTfJU2zF6yGuuPH8EnBw/glT2HMOacfpg7dTjm/G5gSH6LrjwH543Ixz+vm4IbP9yMozU2pKrV2L3zOO57dX3Y+A1yUlfnhNsdXfvtbLjdXlitzlaPGda7K9JMemzaV4jX1/+KT7cchVrFIdvcfPcFm5fH7Z9uxqpfD2PK8D4YlJeJ4X26omta2zs1RNJ2zx3eB90yUlDQO7vNYxvz9Kc/YcqDq1Bja7svUFVlo+6hfntRyi+yfOPHziMncc+r63GwLPJxBjXzh2gjLU2+6c6RQJs90UDzFPfMFBO6ppshSRK6ZaTIlm8y16ec6HQa2qar4dxhvfHJoiswtGeXuE7vBfxt5bl1v+D7/SU4WevA7TMTMw2QFmKY4h4xRqMu6tgXl549GL1z0jEyPwf7iioxuEcXvP3zQXz421HotWr4jor4cNcRaHMs8Aoi7j5vJEb2ysalL3yJarUK1/5uEC47ezAm/PUtbD9SjiWrN+P9v16K88/oieHdMrHtQCmmnJmfkOuNFpVKBUuMAaESRWf3i7dMH4U/TC6AKEq4+nf+WR4HKq1w+Hj8Uu4PGvfzsQoUVTnx8HuHUGF1oHduGs4Qc9BbDZwoq8PRVA+qHS7YeAlFdf4H43++9Kxm205dO/kMXDv5DADAocp6uHwCutm8OGXz4PCpOsXXY8bSfjsbkZTPynvnYNifX8FvJVV4cNVGVFhdcNqG4boFzQNavvXzQfxcXo1yuxPz5g3EZw9fiZy0FJgNbS93iKTtXnb2YPRp8K/R8NwXO3Giwop/fbgFT/3p/FaPpXCKe7tRyi92tnxTUxOX752v/A9bD5biUGkNvlx8dUTnMO/XAtnZqUqbEAJt9kSDVqtGehz3yo0ng/Iy8dqds+DxChjTP1e2fJO5PuWkrfV1SjGqX7eozxElAjWnCv4bDr1eo3jHWE40GjUyMhLjG2JdXz26oW4H9+wCvUaNnDQzNGoOEiGQAEiq09MtM82heWSl+R/ykYbqVan8HcXf9fF3SOMxOPcKIvRtBIaKBI5TISvL0u504gnzi36f5+VFfLT1IC47a3Aw4FVJtX+miaphErJK5f+XFwkkQpChIw3R2wEtx8HuEaDhOIAAx07WoYclBQerrJja37+U2u0T8PXPx3DJ+EHBwbunYYqnWs1FFQtjf0k1fD4RXdKMOH7KiskFvdpdDonsLCcjXl6EvkkAUYNBC0Mbg2dOpYKp4ZiAP7LWh5/KG5gYHvBv/XMz23wILRICtUoVcdsN+FefKEEX4UA6miVfibqfKIlSfpHlGz+W/XEq3vtuP26JYhvWztMTjJKaGjtVnRfa7IkGnhfhdvuoveHOHjNA9jyTuT7lxOPhIYoStTMwImX55zvw7uZ9uHpSAd7euBcr75mDoT2bRxH3+QRMHtIDH/14CCPyo38IkGwIggSn05OQoDAOhwdarTqmYFflVicufeG/GN07B7+WVKHW64GXl2BQq6F38CBEQopGg5Wfbcc1BX1wVt9uqK+24avN+5Bm0OCY1YnsNDNmjukXTNPr5cHzYrtmDDzy2U/4Ynch3r/5QvRvZwR1SSKor3dR1aFlftHv8y5+bA22HS5Djc39/+ydd3gc1fWw35nZvqveJctF7gV3GzAYMMUGTO8QAiSUhBACaRASWhqENELKh5NAfgQIBEwvsQ0Ygw027rhhW8WSZauutKvtdWa+P1Yrq2tXWknr8j4Pj7C0M3N27j3ntlP47dL5XPHPVXy5uZz7nlvNH249j0aHl/uuWsBPX1yDnGnAEA7zgzNy8Ni8TBidiV4Ns7PehVErYat38bN/fIRxVDYuFF66cRGnj87nsl8vZ1NpLXaXnyeWzufq371FszfIqNw0fnXDGfh8wZg2SGttbq58bDkhWUWvlfD4grz6kys5ecLAcqoNRH+PNaoaWrjqiddZPKuEx76+qO33sdqUhVOKqbe7OW1SMeu+qub8WSXdfm5RSRGfVtYxMTuNsCzzcVUFJp2W04vH0N0yfUvdYercLhaNGkvAFYhZd60eH/ev/ILpBdncu+CkPj+/YHIRkgiXnzKhz886HF7MZsOwVyFIJMNlF088N3GcPrmY0ycXx3XNiQV6D9jt3qSaKCSbPPEQDsu4XL6kXaAPB0dzew4l0QnI0b5A/3//28r+mmYO1LVgdXp5fPl6XvjBJV0+FwrJnDq2kJWPXsfkbhbwxxqyLON0+gZlge71BjAYdP2a4P/l451sPNDAvroWHL4ARp0WXzAUOWl0ulFtLkxGHRu9AZ754EtevH0J47aWU1ZrY9knu7HKMlfMG89Ni45MPoNBGa83MKAF+n82lFJhbeGp1Tv5yw1n9Ps+EEkSl2wL9BN2MbJAr2p04PAG2F5Rzx1LZjFFEPnQE2T/YRuFmRZW/+prAOx0OXht9wGKDAKiKvOLK8bQKOjZbw9hba0hvv+rOrxOPyajBq9OYkOVldNH53Ow0UGLx8+2ijq+ed4MJmZYWHOoiVkl+RRnWPD7QzEt0A9aW9hfYwPAoNPgD4bZWFoz4AW6xxPAZOqf/h5r/Pm9zWwtr6fZ6euwQA8Gw/h8wT5tyh9vPZd7L5kfqQBgdTKyh5PCk/IyefrShWSbDOy3WalzO9GIErPyAlh0XcfgyhYbnmCQfc0NpHt0Mevuq7sq2NNop9Hj565TpqLto5zeiz+4jMNNTopjOOF0On0YDNpjaoE+XHbxeHtuS0tyjT/HTg9OMLm5yeVql2zyxINWq0laF/fh4mhuz6HEaNQNWoxyTwT7mb1YVtS2DO89EXVX7Sn5tV6vIS3NxLRROQnPkJ2MDLaLu9HYz8l9q0+lSrsUyK2/VqP/IysgQFiNuBZrRanDtVp95N/21oWSwaAd8CZl1Ns0EV0j4uI+dHk3YuGEXQSTSYe2dXERjaWNtrvQacZ22BFJENZmdgQBQRCpqnUQ9ofRigJ6SUCrEdFpJSRRwKKTaPEE8AQibs7a1nAJsV3fMpsNPbq4v7FhPw3tEpMZtBoMOg06jYReI6ERRVJiiFnui9RUY9KV2Bw+hE4/IxgM2phDeaKL8pQ+Nl1yzcaIW3trn/IHQ4RkhUBIxtu5Gk80lkeNV3fjM2CCQEyLc4DMTHOfteGPNobLLh5vz022EKsTddB7INl2bZNNHuKo7SiKQjLVMx1yGlo8yLKKod07SML2HEpiroMuSeKQDrYvfbqHm//0DtNG5jIqNy3m60KywrW/fYPln+/jigWTuiyuN5XV0uLxM29cIS5fgO9cNI+TuslkK4oiWu2xNbnojX7YhphrWWu1Ur+TBY3MtLB632G8qoJRq0EjCBi1Wibkp5Br1CNptRhSDcybU4wmU8ucwlyaHF5Ka22EVBWDQUPNIRsVh5u4/7mPSTHqmTu+YMBtW9HowB0I8eilJ1M4wE1PQRCSzg4NsjxJXQc9iiSJjCvIwOkNsOw7F6LTSJw8sYjSGhvLvnNBWz3qV3ZW8P6+g6QYdNwwdxY5BpHC/FF8VePmqdd34mz0cMGsAkal6Dlt0miuOXMaBakmfr5kLosffomqBgcnjcrlPz+6DK0kMmd8IeV1dv5+11IyUozdnkC+s7GUO/62ghVby7nl3BlIokBBhoVwWGHuuAIuOXk8xTmpPHjNwi5J6eJlIPo7CAxrHfSCTAuffXWIc2aMZum8IyF5khTfePHX97fwzafeJSvVyPTRvSdqs2h1lDfa+OMLW3nzszJeX7+Xf324gysXTGqbyzj9fhRUZucXkWaOffMx32LkyzobMwuyOaukMM7leu/odJp2JQSTggHXQR8uO33iucPL8btq6oPaWjuFhRnDLUYbySZPPASDYZxOH9nZyeM6MlRUNbRw6a+Xo9NIrPr59WS27nYfze05lHg8AcJheVBcoLtj2Ypt7Kxq5Kl3N7FwauzxQp99dYg3v9iPqsLaPdWcM310h7//+95LqKi3M64gg7I6G+MLMru9j98fwusNkJmZXCebg0UoJNPS4hmUneuWFg86nSauZFdRJuRncOmCifxm7S4ssoq72YdOI3LO3BKyU/V8UNpMnStAZq6Fw04PH1ce5g/fPJdV2w6wp9pKbkYK9XYXb20so97u5o0N+7j+9Mn4/aEBeQw8df0ZOHxB0hKQPFFRFBobneTnDyyWPZGcsIvg8fg5uSSfxQ9e0/a7CYWZrPr59R0+V2Fz4A2HKUw1sWBUPhDJWeH1NVJn86LXSoy3iBSeVsiCcdPITj3SzoebXLj9Qc6YNhJj62JranF22zOcTh+iKHTxXtpUVofV4UEjCQRDMtrWBfSjAwy36A673YNer8VkOnGKPn10Lp89cXPb5kwUrzdIMBiK2UPxjQ37OdDQwuvr93PjWb3Hfhu1WoI22FlhRRIjDkMA676q5qLWTYJTi0cRlGV0khSX7o5MT2HZZQux6BK/ILJanaSnm4+pje7Bsouby2r50b8+wqTX8d/7Lu/Sv4bLHh9vz+2JpNmeTDa83uQqWJ9s8sSDLCsEOrtGHSdsKa9nZ1UjW8rrqG5X7/lobs+hJByWCYX653LeH6IupEKcxz8q6pFMs914uQsCjCuIGP6eFucQ1ZVjq4ZrbyiKgt8/OLYhGAwTDiv9vj6aMTnaJ0RBaMvCL6sqqqKitPoWt/gj+hw9uRGU6HMjf1dUlXBYIRgceNsmYnEOEU/8wXr3/eV4tYsVdXZeWfcVAKGQEpPNiy6ONZ1Omfc2OdFqJIx6LQa9hgpbkLWVjZTW2nht/V4AdFoRjU7EJh7Rj7Cs8OTbm1BVCIXC3cqQatIhCQJ6jTToITjBYBhZHjrbn+x0XjxBJIdHXDalt0GqG6TW2HABEUEAURLwdKoxrpMidjJe3Y0uzmtsLgIJHOP9/hCK0n+7n4wMll2saXZTUe/gQEMLvm7m6MNlj4fruT5fco0/J07Qe6C4uOdJ9HCQbPLEg16vPW5jC7dV1GHUadFrxQ61RI/m9hxKLBYDajw1VgbIuTPGcKCuhaVzx8V13eySAhZMHoGq9q8EWxSjUXdchYPodBry8mIPJYiHzExL3Bst7bn71CmsLq9jam4alZVN5KaamFGQw6/f2I7NG0Zw+7GGFVJyU/jz52XMLSzgm+fM4Pk1O7liwRSWf7aH68+cykuf7OY7S+dgMun6LIk0lIiimFSnBXB82kWPP8Tljy2nocWLxaDj/NklMdm87516Ejavn+tnHHF5/qC0hv+UHiItP42fnD+bcUVZ3PDyJhTqMVo9uFo8pJr0PHnrefz2i11UhX0s313B1dPGcstT7/LK2q+oamzhD984p1vd+dHlp1Ba08x5s8Z2CNkaDDIzLcnmqpx0mEz6uEqRfuv8OTQ5fXz3onkxff6KUyfx0pw9pJn0BGQVq1nl3cO1LHKPJtfS0aW9P7q7v6aZKx9/ncJMC+8+dG2XMnL9IS8v7Zg6PYfBs4uXnTKBhVOLMeu13erzcNnj4XruiBHJNf4cPzPBOEm2WIRkkyceRFFAFI+/rvbB9kqWrdyGXifxixvOZHzhEeU/mttzKBnqGMSHrj2db5wzgxFxhmOkm/X87+HrAEgbQMb5iK4cW5OL3hCEwctPMdDcBVkmPatvOx+dJBKSFTSiyJeHGtlX6wDAFAjz2WcHyBiTjd2s462vqnj80vl8Z+kcdBqJ+644GZ1G4geXRn4CSEnUtIJA0m0GHY920RMIUtPsxub2sf1APUvnxbY5qNdIPL7klA6/21Fro8HtIy3LzHVnTsPq8XPI4QXA5PbhbfGw40AjP77iFJ4rO8DBFjdVNhcQKZcWVhSqrc4edUcUBJ65+6IBfNvYOdYWWYNBvOPjtQsnc/mpE9rsUV+Y9FrefvAaNKJIhc3BTcvXUNbsYFutlfMndKx13x/dfWdjGXuqrRxudtHk9FKUgAzayWbTEsFg2sWsXpIMHm+x4Mk2/pxwce+BysrG4RYBiGSUfug/n1Be0TDcovQbvz9EXZ19uMUYcqqtDuxuP/5gmCWd6o4mS/9KdpxOH83NriF9ZryL8yhpZv2AFucQKQ3W0OAY0D2OJoLBMDWtJZoSjdXqxOXy9+vaLVVWgmGZvdYWPMEwdp8PbziELxRGElrdPVs/Gw5E3DMFBBRVZXtFPUDbJDj60+32Y20X5jLcyLJCdXXTcIvRgWPZLj6/pYw9DV3HwX2HmhEE0EgS+w4343B4aW52d/mcoqr8a+u+DpUidlnrCcoy6w4ewuEPcNjpRqsREVXYU21l2+FmzDotRo3EyIIUdFqR7NZKAlpRQgkprN9ehS8Y5pA1Ynd0GgmbzY2jdWH/xOsbcPmCPPXu5g7Z2zuzYf9h3tiwb0DvqD1WqxO3u3/6e7zgcsVmU1Rgd0PEzm4tq+v2M3sa7SjdeG5opYi9a3J6EQQVARBEEV8wzPYDR+al/dHdaJiEKDDgpIJRampsCQklSiaGyy6eeO7wcuxtNR1j/OzFT/jDm1/gdPh46jsXDLc4J4iD2SX5jMlLx2LQkTNESc5OcIITDIz3dlTyrRfWMDI/jXpVYXxWCqeXpKGTRDJNWhZOzSPHaGG0Xse/PvwSxR1gbkkuD5w1nRv/+BYfbq/kD7ee16EG+gmOb97efZDvv7OB/BQTm+65DHPrKZ/d7ef2v71PSFYw6zW8v6WcRdOKuWzuhC73eOzT7by/7yCHHR4ePnsOOxvq+LKxji+qaymzuVh9oJo9TXYKzXrs1XZu/9N7hIvS0IgCk4tSOb0kE2XKSL5x7gwA7j9zJpf94lV2NTiYs7+eygYH4wsy+ftdF6K0xqP+4r/r+PWrn/Pc6h0canLy30/3sOH3t3SRrd7u5mt/eBtfIERRZionTxy2hOcn6IZfrdnK2qo6jFY/6748yH1XnMIDV53W9vcPyg7xx893MLswl8cWz+9yvdXh5dt/eh8pz8QZ00eyaHQhFzz6MuV1Nv597yWcdVL/iiPctXQun+w+yNSRORRmHn9JhE9wgt44sUDvgTFjcodbBAC8/hCqClKSuV7Eg8GgpaAguWIdh4LZ4/J582dXk5duIqNTNtxk6V/JzkDrRh9tmEz6fmUdP1rR6TQUFQ1O3Fd/M8N/vK+G2hYPXp1AC5CboqXRo0EjisjoOH9eAddMmUqGzsC/V++g2eHlgqJcUvRa9hxsosnpY92eQ10W6BaLoUtW7OFEkkRGjswebjE6cKzaxV31dmzeICDgCYbaFugOb4DaZjduf5BUkx6Hx0+l1dVtfXqbx4+iqjR7I6fK7mAARVFwBcIEw2FUVcUVCGIJyxxscODTSoTMWtBJFGdmE0Lh2jMmt91ven4WKRoNgZCMzR1AVhRmjysg3ayHVk+gqkYHwbBMs8uHxx+iyeXt9vs1u3wcanQQVlTKapsTskBPtprEyUhKioGUlL5tSkWzE6c/SHlVEy1uP5tKO56ib6ttwu4LcsDW/Wl8eb2NHZUNUAmPnjePUFhm7+Em6mxuPtpRxVknjeqX7uq1Em//7JqEnZ4DgzaeDAWffRbk0CGZOXO0jB+vaXsvw2UXOz/X5Quyfu9hzps1BjGRjdbHc4eKZBt/Tri498BQZo7uja+dNY254wq4fuGU4Ral36itGYyPR8bkppGV0vX0PFn6V7KjKCqyPHh9x+by9fu6wchdp6qD+32TjYhtGBxdkGWlLct61+fSljW7M1X1LQAoriCCqiIrCoIgIApgFEGvEQnIAZyBICoCggB1Hi++YBinPwQCVPkDHZ7xys5KZFnllbVfdXBRHm4G6933l2PVLuanGNFLEil6Lfp28b9GnYZUkw6jXoNRJ6GVJHJSjTS6vDy7ZW+He0RDJfSSiKrCsxsP4A3KfLzxID5vGK0oopVE5k3MYXJJJka9BrNBh0mnwaARaW72smpjOaW1Np58exNNXj+GXHMkF4EmMtk26SMbB1HdsbQmNdRrJSRBwNhDWSyLQUe62YDFoCU3xpJffdGb/h7LvLLuq5jHlljGx6Cs4ApGPCJCSjQcp+MDpNbFlthpRbC9tokGtw+dJKHTatBKEsbWOuPRDO+G1lwBnXW30h5b6FKi13nhsDykiWUTidOp8vrrfpYssZGRUc/ZZzfz4x87eeklD+Xl4UGZc/RG5zY9+8EXuegXr3Dn/1sxpM8dKpJt/JEeffTRR4dbiGSkstKaFLWIi7NTuW3xTPwtvqSQpx0OIKYCun5/iKYm53F3GlptdXDhL17hjQ37uGrBJLTtJmbJ0r+GiVogpiMWp9OHxxMYlFPlO/72Po+8tJYzpo4kL45J5f6aZi5xdpDuAAAgAElEQVT6xaus33uIy0+dlNAJhtcbxGbzxHQqciwQDIZpaHDEU+f+IBCTP2VTkxNFUbtN/PKdZSv4+cvraPEEWNwuP8S/PtzBsve2YNBI4PBi8IVp0esYmaZnbpaGaSYFvU6L3ePmhV3V+GUZRBFvrolnPtrNoRYXxhEZVCsy72ws4+9vfcF71Y3848ty3v5kD8++v5U91U1cddqkWL/voCHLCocP22KuoTwUDLJdjLnvJJrZI7LxhsPcfvIkZhRmtf3eYtBRnJ3GhKIsvnfxPDJTjNxzwRx+tOoLVlfWIggCswoiXg4nj8yj3u3lgbPm8OiqbSxbX8qXO+vZvasWe5OfJ288F5NWYmKhkblT8kGvoSDPTJM7SCAk8+WGatbvruHVz/byvy3l7Ah4CBoEZozO55XvXUKT08eyuy5EK4nY7W6CwTAXnzqR6iYnf7/rQkKKzCPXn9FtIq90s4G8DDOzSvK5+ZzpCXlnkdjq7vV3GKgjxjFrIPzgmQ956D+f0tDi4cIYKom43X6cTh9mc8/jxX0rv6Cs2RkpjWfUkiFJPH/PJaS38+aZVZhNWVMLX581kVHpkfbd02jnoQ838UllLd84eTLBkMyskjy+c+FctJKI2RDZWPrDreciiWIH3d1w+CA7GmoJygqFKUPrCVFTY8dg0A44SWgCiXmuPH68hmuuMXLvvWZuu81ESYkGu13l7bfd/PGPfn7xCzcffRRkz54wdruK0SiQkTF456yd7XG93YNRp+H6M6cysSirlysT+9yhoqoqueblJ1zce8BkSkyt2UQgCkJSyRMvkiQmyyA7pHywvZKt5XUYdBoON7mY0M716mhuz6FksAZZVYWV2w5wyOrkxU928dtbzon52udW72RnVQPNLi8hWY45I24sRHTl+DHLoigOWukxnU6DRtP95KWizo4vGKa0U4K6bQfqcbh9ZAnQ7AmQKgjYfUGa7G7GjxZBBgEtLYEw9R4PWcWpGAtTqW7x4bS5cKuQm2LA4QtSHXbjD4SpdrrxhWUO2z14AyEqG1sG5fvGiyCQVGXf4Ni2i49d0H1pq2tOP+J2vnhWCR6PH08oTEhWaGjnUp6i0/LLcyPxwXVOD2FFIegLEwjJiDKMSU9j4egcttQdxqjXMGZMGiFZZWt1C9uqWjB5gnj9IRRFxe0P4g4ECakqC6ePZExeOi/+8NK2Z2m1kVNSrSTy3D0XA7Dszgt7/X43n52YhXkUnU6DlExlD4aA0lobvmCY8hiT6kqS1GfW8nqXh0A4TKZRj86i5cKLZjI6r+N60aTV8OTS0zr87qsGG/VuHw5/CIc/yG9uXtTh799aMotvLZl15B7tdNcV8BNWVRyB/nmoDQSDQYvY2RXgKCQ7W2TJEj1Llui55ZYQhYUZWK0KW7eG2LIlxMsv+/jRj5y43Spz5miZO1fLnDmR/8aMSYzedLbHD193ekLuG+9zh4p4ShYOBUd/Lx4kkq0+bLLJEw86nYbsfmbG7o5mp48XP9mdsPsNFmajFq0kYdBp0HUqGXM0t+dQ4gqG4jldjY9Wd7Ge3Mbq7R0zKddH3eEH0c/MYNAm1Q7uYKPVSgmPNd11uJnXtpTjCIZ5ZX33WaUlSejwM4qxdXMkFJYjMXapRjSSiF9WQRDYUe1mT5UDkyQwzqJDEkXCsoIoCChqxNU0EAyDouJrimS8FoXIMOv3BgDQ9LN0YG2Lh3+uTZzdE0WR/PyYDnaGjBN2EcxmA2aDFkEQSDVocQVCfP/tLwgrR1yZU406BAECsoIkCjiDIfZbW1hT3oCIiEYS0UkSBq0Gs06LKayiaR2LVFRS0owgCIiCwOZD1jaT5guGueeZD9AZtFgsBlQVfvSvj6i395y9PcqKreU8++GOhL2HjAzzMb1h0x1Rt3EpxvrvJpOuVw8Ym8uPvTUTfnTRWna4GVlR+d2bGwi3c4/f29RAUD7i4ru7shGNGAnh+SqGag/tdVdodSsThN5t3Quf7KIiwRV+cnJSj6oSfbKi8tr6fTQ5e97MiL7bnByR88/X8+CDFt58M4Pq6lz27s3h+983YzIJvPCCj4ULm8nObmDJEhs//amLN97wc/Bg/1y3h8seH2/P7YkTLu494HT6kurUtyd59h9uJsNiHNSEDT0Qs9tOOKzg8wUTVp9y0U9f5PlPdpFpMTB3XEFC7jkYnDQqF5cvwJULJnLezI5l1pKtfw0xMbm43/n0Ch588RMmF2UxtiCxiV8EoTUBkqzw25vPJrNTLdBlK7dx05/eQSOJnDyhiFX7D3PFcx9RaXNz96LprNtTzTkzxnDJ/K7ZlgdCOCzj94ePqgnGQJBlBa83EI9t6NVN2e4NsOTJt3l9Wzkvr/ySt78oY1RuGtNG5XT43JnTRnGgoYV/fHcp5nZ6uOik0XywvZJ6uxtDTgpqQSoGjURQEFGDCv/430E2lTZz5sRMpuXq2GcLsLnWQ4ZRh6gXEf0y3hoHZn8Ij9XN2IIMPrjvKv637iusdS0UZpp59f4r+1XVYdHv3+S/m8rJTzMya2RO3xf0gaqquN3+pLJDg2wXh83FPR6CwTDTc7OQJIG7Tz2Jq59fzQtby6h3+bh4SqT29OIJRby79QCHK+sxG3S4sk28+VU1731Vg0mn4Ybpk8lLSWFmXi6jU1JZu34voZCCXhIJygozFoxB1oiossrHpQ0EwjLnjC/kxt+/zb8+2kF5rZ2L547nwZc+5Y9vbWRjaW1b9vfuqGl2cckvl7NiawWnTixkVO7AN358viAQf63vQWJIXNzPnj6asjoby75zISkxnOaFQmGCwZ7HiyWPvsyOfXXMHJvHHy5awModlXz44V6Wf7aX/67dQ0W9nStOncQeaz1b62uxetyMy8zmnU1lPPSvj9HpJGx1Tt5du5frFk7FYuhZpva6m29OwR0MsKB4NJoeTrNfX7+Pu5Z9wP+2lHPLuTPQJqidPR4/kiQixrjJMQT0Olf+7rKVPPD8GlZsq+DOC+Z0+5ne7KLFIjB+vIYzz9Rx/fVGfvADMzfdZKK4WKKxUeF///Pzy1+6+c1vPKxZE2TfvjBOp4rZLJCW1vs7H6556vH23J44fnwp46SxMblipruTp7zOzpJHXuK8mWP55929u58NJ6FQmJYWD+YB1oiOYnX6cHoC7B+k+smJ5Lff6N51Otn6VzKyZudBKupaeGXtV5w3e2zC7//U7Yvx+EOYu3HzfW9TGYesTv63pYK7L5rHazsrqbS5WFNey58uPYVPH7+p2+sGSiAQxun0HTcnR+GwjN3uSVh2c4c3QE2LB7cviM8TwOUNsLva2uVzxdmpvPXTq7v8XiuJLJg8go2lNaSbdLQEw6TqdagCvFXmpK71JLHR7iM/XUM4pNDg8pOfYgCtRE6GieZKK+npFpyqwpxxBUzIS2N2TjoHSusozkxlSnH8mdNVFRqdXpy+AHtrE3PipCgqzc1uUlKSxw6dsIuRPBQZksSPFs4EwOkPogK2Vg8MAI0oMifVzPaAjM5sxCmKOAMh3IEQ7+9u4I9LzZRkRjY1U9HxA18IfzBMilGHLxBCq5XwyTLhMIRlhUZ35PTO6Ys8w+by4fUGaGzxICsqrtbFck+0ePw0tLgJKyrVMdTljoWoHdRqj5/+kJdu7tYu9YTfH8LnC/bomtvY4qHJ6iLXLzA2Kw0afASDYZqdXmRFbfOMcAYiWfx94UgyuZ2VDTQ5vfj3RPqURhRocnp7zdXSXnfNOh1nj+k9hn7XwUZsLi+SCP5gGGOCDnBsNg+5uVKybOz0yRULJlFv9zB7XH6Pn4nXLubni1x0kZ6LLjoy566tldmyJcTWrSGeecbLnXdGKkRF3eKjbvJFRUc2e4bLHg/Xc63W5Bp/TizQeyAjI7nqVncnT1mtjYNWJ9VNjmGQKHY0Gimhk8C8dBM2t5fJIwYvScVgk2z9Kylp3QAXpf7thNfZ3WSYDRh6Gfh7WmRHs8BG3ZajTu3B1rKHg7E4h4jLt8Vy/JRZkyQpoQOiSa8l3ahDkVXMYZlgKBxTAkBFVfnJcx9z35Wn8mVjCxpJxCSI+LUSghBpfbNRh8WoRxRUUswa9h72sLe8mRS9hCKoaAQRrSAgaER8RPrNnrrmSI3r1v5i6uUEqi8sBh0aYPu+mn7foz2CIAxe+Eg/SQa7+PzHO1FUuCVByc7ixWDQIstHJskp+kifsfm9hGQFrSRGyq0FfUgimA06nBqJFJ2OUFghP83AzgYbWknBqNGw6UAzRr0OvUaDxaQlpJEIqZHNKEkRkESBbLOBFl+Q0ubI4jrdrMdg0JKVYkQShbZs7j2RZtKTk2bBJcH6Bhs3JuA9mM3648aTqL/odJo2d/LuMOk1SKJAhsWIwxOgqiGyuRcNuTvQ0ILLF0TXGusfdbHfddCKQadBFEWMOi0pJl2vp+cQ0V27289jyz/nNzef3aebfmFmSiQDvArbyus4Z+aYmL83gMcf4uH/fMpvbjm7w+l7aqrxqMpdcO6MMZw7o/fvngi7WFgoccklEpdccmQz/PDhI4v2v//dyx13hBBF2uLZJ0zQYTYrFBQM7WbHcI0D6enDP/6054SLew8kWy3i7uQRBYF3NpUye1wBF88fP9QixezinugkcVcumMTkEVkJyxY7HCRb/xpiYnJxd3gC2Nx+nrx9MVlxbvBU1tu56Jev8s6mMq45bXLccb+pZj07qxq574pTmVyczeisFD7YdoCmigb2H2rislMmxnW/WDneEiqKohBvorJe3ZTNei3jctOYUpTJDy6cS06amZ9evaDPm/74/z7myXc2snxTGbs1Ktl6He/efRFNwTD7mxzIssopJVnkpxsYOSKdrFwLf3l9PzW1LvJyUhCNGuYX5fK3y07jjVordoOERYaaUJiaFg9Pf/Nc6mxunr7rAsz9WKQLAswbncfbn+xmf1Ujeo3EaVOK475Px3sKSZcUZ5DtYp8u7ruqGrnh92+xavsBLphTQl760OeD0Gg6Jv66cHIxmw7XMW2ECbvfz4z8XN7aV4ZDE8QgannnvqvQ6zT85qJ5hFFwBIPsa2qm0eNkr7WJZV9U4FZVbj9jKg9ds4C3D1upc/s4Y3Q+f73sdFQEfrt0Pte8uJqNTQ4mZqey8sFrMRq0nDtzDC0eP0/etrhXl+tUk568rBQ+bLTxZUMLk/PSmTRAN/dIksekWWgNiYt7vHTuK505bcpIRAGeuOVsrnjsNbZW1DFpRDYbfnsL72wqpaLezq6qRn6wdAEBOczcgiJe+uQr/vzOJnRaCVlVMGglHvv62Zw9Y3SvsphMei799XJe+mQ3NrefC+b07vU2Z1wBOw82sudQM5/squLri6bHdYp+zRNv8O+Pd1LT7OLSk4+EmkWSxCWNezvEMVfuicGyi6mpIpMmaTj7bD1f+5qRH//YwjXXGMnPl6ipUVixQubhh1089ZSXTz8NUloq4/GopKaKWCyD946Ha36cbPPyEyfoPWC1OhOevGggdCfP2IIMVv3iBsYVJFdig86EQjIejz9h5XwyLAauO2NqQu41XCRb/0pGfnbNadx1/mw0/Rhs399Swc6qRswGHXV2N2Py4hsfL543nsUzS9C3njRMz89kcVEOy3ZWsyFBJ5jdEQiE8fuDSXeyOViEwzIul5+MjMSV+rpkZgmXzASXy8f8sbHlqLA6Ii6fbn+AkKwjbUwWc8YVMK+umVd3VSKgwahVyRkfcRuucARp8Qbx+oPI/jDBsMK0/AzGF2ZSkJ1CzeEg5txUXDY3No8fg07D3+5YQjAY7vf3mj8mjxSdloawTI3N1e/7RFEUFbvdTVY3ZbOGi+G2i1aXl+bWZJBWx9BnoIZI7LUsK21hH+lGHVfPLmZ/k41AaxIvbyiMKsBFi8ZTnJ3Kr86fC8Apo3LYXNtASNbgD0f6mscfxK0ROXXGGOaPH4FWp6HRESDHaKI43cIfLz458rlACESBydOKUUJhvGEZk0nPk7ctjknu06cVE1y1GXcgRHVL30nl+sLp9KHTaZKu0kAy4feHCIXCPXooThuZzZ/vWAKAyxdAVWHGmDxy0kycNDqP/TU2nN4gAnBKUSS/wYH6FjyBEKmiDo8vBAaBc2eO7lMWq9WJ0xuIeHe4YtOdeeMKWf7ZXppcIt5AiIw4Qp2crd/H7g50+L3dHilTmkSbOwNmKO3iyJESI0dKXH65ofW5mRw8eOSk/amnPGzdGsJoFDpkjp87V0tubmJO2odrHBju8aczcb1NVVWx2+0o7bKJdqa5uRm7PbFZGYcDxzANzj3RkzwTCjOHI0FcXITDMh5PoO8PHkckW/9KVgRVxe8PxX+d0PFnTyiqyv7Dzd3+Td/JvTJqLIOhMLKiUl5nJxDqX3bUngiHZbze3uM9jyVkWcHdmmU40Xyw/QD3P/cxW8rruGvZSpQesu/7QzJbD1nRiAKpRj16jUSaPrKT/sXmCizBMJpAmMbmAGXNfsqb/bjDKnqdFotBhz8QxqiRKE4zs7fORq3NgyRE7iUIkWzILZ4AoZCM0+3n1j+/T1lt/PkzPq9qwJWux6CVKM4e+CRCVVVcrsF59/0lVrv4wPNrWLWtIuHPL0i3kJ9hJi/dTEHG8FRT2Fxayz3PfEB5nZ1b//w+IVnBqI2cpWwtraXe4eVfGw7gDSi8vmof+2uO2K9Ptx/EKImMzTZh0Ggx63SkGfXkmPWMzLQgCQIZRj2GsMKmrQfYX2Pj9r/9D1lRSW/NDL+73s6hJhff/Mv7MWVvj7JqywF0Dj8ZJj3jstMG/B58viChUP83tI4HQqFwWzK9vkgzGxAFyG3d/M1ONSEIUNnQQrX1SJjkuIIMLAYt6RYjGRYDuWnmbr0nVu+s4r7/W932b4fDR7rZgCQK5MXoKjy+KJN0s4GcVGPcYWPpZgOCANmdNifcbj+y3PMapb94/CG+/se3aXQMfPMpXoZrvhh97qhREldeaeCxx1L44INMmpvzWLcui699zYjHo/Lkkx4mTbIycmQjl19u59e/drNyZYCmpv61w3B9X2cvmfSHg7hc3FevXs20adO4+eabycjoeGr717/+leuvv54HHniAJ554gmeeeYbCwkKmTZuWaJmHBINBl1TxT8kmD3G6uBsM2mNqR3OgJGF7DiUxubgDaDSRuuDxJnyZNiqHLeV1LJw8ghsXTe9xoX7979/kseXrmVKczbg+MsVPG5XDyq0VNLt8fLSjiqdXbGXV9gquWzg1YS51URf3nup3H2tE66DHYRtiysQdCMlc/sTrrN55kLc3lbJ2VzWKCotO6nrpt15YwwdltYzMtLDlN7dg0En8Zslc/rNmJ395eyNaX5iACnXNPqo9QWpdIRRBAJOWQEDGKaucO66IhxfPYemf36X0UBNzR+ex/vuXs/zzvZSX1VFW08wNZ03jwZfX8s8PtrO5rI7bFs+M+T2pKix57gNq/CHOmjaKp2/uPvlkPETroCeTHYrFLj69YiuPvryWdXsOcdviWegS2Hdy0kyMzc9g6bxxnDFtZKz3TSiXPLacD3dU8caG/azdcxCHO8CPzj+FN77Yx7PLv2R52SG+bHRyaH8TpaX1bCqt4/bFM/n7ym088cpnTB2RwVnT8jBoJc4fW8LC0UWcNbaQ8yeNQBQEzhybzyvvb2dfVSNvrC/l091VeAIh/vK1s3hl+wHKm528u6uK9Zsr2FXVwNcXndSnzAcbHVz/2zfwOrzcesY07o7hmr7Q6TTodEnjrpyULu6SJKHXa2MaHy89eQKKCr/7xjkIgsAFc8by9sZSSmttbKuob8vSP7MkD7Ney4PXLWTayFxuXzKDSSM6JrYMhGQu/Pl/WbWtkjSzjpMnFmEw6LhiwSQEQeA3N5/da2x8lEkjsshKMXLnhXPj9gS9eP54ZFnhD7ee26GP6PXaPmPz+8Mtf3qXlz7dw+5qKzeeFde6ZsAu7sM1X+ztuRkZIlOnajj3XD033WTk/vstXHKJgawskcrKMK+95ueBB1wsW+Zl3bogBw7I+Hwq6ekiJlPvbTNc39doTK55ecwu7lVVVfzkJz/p9m9PP/00d999N5dffjlPPPEEVVVVPPPMM1x//fWkp6dz/vnnJ0zgoSLZsignmzzxIIrCMRFXq6qwYmsFF84deEbxo7k9h5L+buqY9Fref/jaPmPPt5Y3cKjJyf+2VrCkj0zxo3LTWDJnLE+9s4ltFXW0ePy0ePy4fMG4XPN6Q5LEoyb7bCLoRwx6TIRlBW8gREiW8QdlZFWlxdP9abE3EPHQKBqRTYbFwEOLIgvnhhYPgZCMTqvBHwwjoxIKSmiBQFgBowbVqCPkDVCSHnETD4TCqLLK9PQUzHoNYy0mytTIhFaSRLzBMGrrv+PFEwoTVhVmjO852288JGcMet/yRNvF7Q8SkmUgsf3n8lMHJ79ErHgDEQ8dfyjSV1y+IFpJpKHKjaKoBOWIJ4ioRMYkfzDSf+vsbgJBGdkXQlFVUvUSJZnpzCzoaJum5mVglETCskIgFEl66fAEMGk1jMtOpbzZSaj1BNIfYz91+4PY3T7Cisqc/MSE3CWqLOuxTGQjN7bxwmLQ8fhNi9r+LYkC00blsKMyUmavPfdcMh+IuMh3R1hW8LTa18bW086o7v7662fF9R1uXzIrrs9HMem1PH7z2V1+P1ghEb7W8KREe83FwnDNF+N97tixEmPHSlxzTcTmqCqUl4fZujXEli0hHn/czbZtITIzRebOjbjFz54d+ZmRcaQfD9f3TbbxsE/NXr16NaNHj6akpIStW7d2+5l///vfnHLKKbz22mtcddVV/OhHP+Ktt94C4Pe//31iJR4iDh3q3u11uEg2eeIhEAjR2JiY0ivDyTeeepdrnnidh/+zdsD3Oprbcyhxu/209DOeMZbEcNFN9h68n7vQ5PS2Xhe5UBSEPt3o48HnC9LUNPD44qOFUChMQ0Piq1DotBI5qUYyLQZy002kGHVMKe6+dviYnFR0Gon8NBOBsMx1f1/JR3sOsa6ygVSTHrNJR1aKkeIR6YzOTiFVr0UrSYhCpNZutsXAzNaJbF6qCaNOw4S8dCrq7Ow5ZEUSBQ64PZQ32ClKt2DQachLNxOWFW760zu8vbG0z+8jCFBgMZFu1DMtLzELIFlWqE1QybZEEYtdnDkmj+xUEwWZFgzawVnEORwqGzfGFlpjdXq5+ok3sCUoXCDdpMeg05BhNqKVJEZkp1Bv97Cn2oogQLpehyQKpKca0WkkJC1YvR6+qLVhMegIh1QMkhajTodO0vD3Vdt5fPl6XvlsLw/8+2MAslKNmPVa0i0GdBqJkTkp1Nrc7N1xEEFVSNVFsn9ntauwoKpw59Mr+HhnVReZM1OMFGWnkpdmYmyCcuLYbO4ToXF94PEEsNnc/b6+JDcdvVZDQR85QB55aS2PL1/Pn97ZxP3PfYxOK5GfYSEzxcSMMblA/+Y0qgp3/2Mlz37wZb/k746GBseAcn30xMicVDSiQGHm0Ie+DNd8caDPFQQYP17DddcZ+f3vU1mzJouWlnxWrcrk8ssNNDYq/OpXbkaNamTcuEauvdbOb3/r5pVXmmhpSXyYQl8c7iHccbjoc3QbNWoUP/7xjwFYsWIF77//foe/+/1+tm/fzg9/+ENE8ciEeNKkSZSUlFBRkfg4saEgEEiu2KdkkyceFEU9JmLJKhsiyVP2Hm4a8L2O5vYcSmRZIRwePEN919I5vPrZXn52zWl9fvatL0r5aEcl2akmvn/pfNbsPMj8CUWkmxNzeg5RXRn6HfrhQlHUQZlMaSWR5++6iM0HGrhy4WTe2LCPW8/r3qX8sSsWUJhu5o4zpvHTNzbwyuYy1uyvocnlY1JJJifPyKfWE+KgK4ggCDR7VQ40exBV8Bm13DJ9DJfPinhfvHnXUl7YsJ9vnzWN8x5+iUNWJyPG5hIssPDztTv4/ZJZFGSncMs50/n1q5/z4ppdrP/qMJfMn9DnRs+7N53DitLD3DSr9/rC8TAY734gxGIXLztlIoFwmFMnjui1hOJAKC8Pc/XVdmbP1vKrX6UwbVrPz7n1L+/x7sYyZFnhjZ9eNeBnv3DPxfx33Vfce8Up/PW9zTx47elc9ItXqGp0MKU4i+0PXcdja77kvrOm8+PnP2TylHTe3ruP1Q02MovS+e2N55CSpsGs03PY6uL+//uYkCJj0mlx+YJMHJHFmz+9iuWf7+OWs6fz9Iqt/Oya0zj/0Zc5WN3E1PEFfPidpfzpva08euOZbXI9/trn/HPVdj7eWcW+/3dnh/5akGHhhe9fSr3dzamTRgz4HUAkuWwyuZsmI4qiEA73f7z4xY1nkpdh5rbFPZ9ir91dze/e2AACSIJISJY5bfII3vnZ1azdc4irT5sM9G9O889V21m2YjtZKUYuOXkCOQlIjhoMhtvKpCaSP922mLH5GXznwjkJv3dfDNd8cTCeKwgwYYKGCRM03HBDZANQUWD//shJ+9atIZYvD3H77Y3k5UkdEtHNnq0lLW3wQl6SbV7e5+g2btw4xo2LTAhsNluXBbooimzevJkRIzoa5Z07d3LgwIGj0r0doKSk+9OW4SLZ5IkHg0FHQZJnmo+FVLMeEciM0Z355y+vZfqYPC7vpiTX0dyeQ0kia2R3xz0Xz+fui+bFlGjxox2VNNg9TCzK4qdXn8ZPrlqQ8ASNJpM+6dysBhO9XktRUe+x//1l+oQCpk8oQBCEHhfnUb57diT+MurSK4cVFFUlJz8Vk0VHliRR7ggAKkE5TCCsYNJqCAsqE0Zktd3HrNfy7db4RFmJTBJzitJwEvG6yM1NbZvgeQJBVBWCcmwT7FyLkZtnJ66cpiSJjOzBhXW4iNUuXnv64FbxmDNHS2lpDsuWeTn33GbOO0/Po4+mMHZs1wVjKBTZQAwOYKHUnomjsnlk1BkIgsCD157e4d7jCrLQaUQePW82ADedP4W9TVaCIZWwoqDNtDBpRNQ7DYwAACAASURBVDa6Vu+h2no3Dm/ryb4aCcGwOnwUZ6fyg0sjbszRzclg60bo+KxU8nPS+M03OsYRt3j8yIra5urbmYVTB1b2rzO5ucmTTTlZsVgMbdn++8tdS+f2+ne3P9TW5pIIsgJOb4AR2anccOYRPezPnMbhDRCWFfwhOWH6U1SUmfD4c4gsLL938byE3zcWhmu+OFTPFUWYPFnD5MkabrzRiKJYUFWR/fvDbdnj33rLz44dIQoLuy7aU1IS095jxiTXvHzAwY46nY7p06eTmXlkkrVv3z5uuukmJEniRJn1ExwrvPLjy3nkhjP5f3de0Odn/++jHTz+2nq++/eVbW7RJ0hOYl5kt27KRz8dvW53dRPWE218TDCvJI8Mo56Q3U2aILLvoJOygy6yTFpyzQbMokhKi5/5I9JJN2rIMun54lA9//rsK5Y+9W6kVFUrEwozMOq0VO+pQwgojOmUFfyUiSPISzNRkpee0DCJEyQGg0Hg3nvNlJfnMmGChlNOaeLOOx3U1HRcSORnWJBEgYKMwStXl59hRhIEdh5spLadS3OKzohGELE5fFjCCoEaO6+v38f9729m2Ya95KabGJ2bxvULR/Lt80vISTMxfUwuH+yv4eb/ftq2ibS/ppmy2mYkUWRHZWO32dunFOeQatKTm2butr8u313Bso17Bu0dJDNBWeH+VV+wfNfR6THqDIT43nufseZA1xKik0ZkMaEwk9xMM1NmFlNSkM6sGMtX9sWCyUWMzE5lXEFGQj3RTnD0I0kwZYqGm24y8tRTqXz2WcQ9/vXXM1i8WE9VlcwDD7goLGxg8mQrN97YwpNPeli3LojbnXgPiuEgrizua9euZc2aNdxzzz1dsrgDBAIBfve733HjjTcSCoV49dVXOeussxIo7tBRUdFI5jDEmvREsslDHJkp/f4gVqtz0E9DE4Giqj3uvmo1EmdOGxnbaeuXVazcVoEoinzr/NmkmvQd/p6E7TmUxJzF3en04XYHMHV6f8PB/AmFbNxfy50XzmH22Eiirq8ONXHFY8t57fN9XLdwCvoBxsR6vZGYwpSU42OyEgiEqK9viafue0xZ3CFS01RR1LgSVM4szmbznmq+LK1Fb9RiC4ZocQU5c2oOYlBm3cdlqIEQ06fkkWHSoNVIVDs9vL+xnB2HmgjKCounRrJ/L507njc27OVArZ1xFhNPX382jhZv24nX5OJsZozJ5/6rTo0nE3nCkGWFQ4eaSU9PXA36gTLIdjHmvtMenU7gzDN13HabiS1bwtxxhwOrVWHOHC0mk8DF88dj0ml57KZFCfGocTh8eDwdbd7F8yew/PO9lNXa2H+4mRvOjHhp5JjNfLi9kl/933oEdxC3w8uaXdWsbXLwWVUjty+YzLknjWBqEYwvMLF41gQunj+Vpf9axZryWlRg0bhCrvrN6+yqspJi1NPQ4mbPQStLZ5Z08OaZWZJHVoqRR64/o0vZrRqnhwc/2MT2uibGZ6cxKn3gmxWNjU5UNT79HUR6zeL+3LZ9vL6nkrJmJ1dMLUEjDk2iT7fbj8PhxTzAxe1T63fyYXkNlXYXV04r6fC3DIuBUSOy2O5zYco0cv8F8zlnatcKB/3R3ZE5acwfX8j3Lp6XsESrhw/bkq1q0ICzuA/XfDHZniuKkJsrMnOmlgsu0HPrrSbuu8/CokV6DAbYsyfM88/7uO8+Fy++6GPjxhDV1TLhMGRlieh0vdvnAweSa16eMCuyZcsWpk2bxiOPPMLtt9/O/v37e3Vv9/mCNDY68XojSUCcTh+Njc62mLjmZnergY7EKTY2OtuSYQQCYRobnbhckeyRHo+fxkZnW73klhYPjY3OtlqIVquzLfFSOCzT2OjE4fB2kCOajCQqRzSTss3mbhsoVLWjHMFgZzkCrXIEW+Xw0tjobIuhtVqdWK3OVjkUGhudtLRE5PD7O8rhcnV8H9Fn9yZHtIZfVI5ofcwjckR2/puaXG1yyHJUDk+rHKFWOfzdytET0euiNY1drkibBAJhBEEgFIq8d0VRUdXI4NvcHGmTUKij/F5vR/kdjq7yR5POReW32z3dyuF2R+WI9A273dMmBxyRQ1FVbv/L+5z70/9Q05q0yuuN9tGOckRjhNvLoSgd5Vg0tZhx+RlMH5VDVoqxixzRNoz20cbGI300+q6iffSIHB37aFSO5ub2cqgd5Igm6IvWO47KEdWV6PuIR1f6o7O90ZveiKKAx+Pvt970R3970huCMsu/fym3njezrd99tLWC0lobu6ut7Clv6FOOjv2/q/4KgtDWl3rr/531t6f+f0QPQ13kiPa7I3oox6SH3fX//uqhqqpoNGKv/b83juhCtA8ekUkURZxOX7txo3ddiI4bxa0noUKrr4SiqiAImAUVnycQaUNUdJJAij4yCQy3vs8j78aN1eokLz0y2KdqtXjcfkRR7NDvzps1BkFWu5Wj/bjRXicbGo70/87jVzz9PxAIEwzKAxy/Oo8bscvRXf/XaqUuehhL/+9p/OqNnsaCaDt21oVw2M0jj+jZtSuHlpYQEyY08vDDTrwe+OaZ02hubaPOuhDtd32PSUrbu4uOOVE5PG4/Y/Iic3yvP9RhTCova8HlCSEJQqu7cIhAWMYTDFFT76AkMxVRjIw5k/MzcLn8BMIyqgpWuwe/P0S41f4bWmO+FUXF5fJ3GQuuPWUihZmWLmNBc4sXb0gm2JrdO6qHA5m/CYKAKIr9mr91HZPimb/1nRywcx9sabUpiqrGrJN9jQXtZepJF5xOX9vfetIFt9sfqQbQbixQO8nR2vXawjU6z8kK0k1oDBpkRWVUflq3Y0F0DhHvWDClIBMCclv/j20u1POYFAyGO4yjfelhT3Oh3uToaS7UV/6YzrrQtQ92rwvRsqvd6UJPY0FnXejPXEiShFY5EreWiUWOKLGMBXa7k5NO0nDTTQYeflhgxQojLS35PPechdmzZXbvDvDDHzrJyWlg0qQGbrzRzl/+4mHlSgcHD3bUQ7m1QkZnPYxlTdLfOVnncag9CTlBX7t2LWeeeSYlJSWsWrWKr3/96xgMfe+GCYKAThepcayqkQmVXq9BFIXWiZuEXh85kVJV0OkktO1OqHQ6TdsuWed7SZLYVgsxeq9I2Q4BVQWtVmpLQNKdHNnZKYiigKJEr9W2Xqu2yRHNQ6HV9iSH2lrX+IgcWq3UVj7kyHeSiMwBu8qh00Xeh9GoRZI6ytH+Xr2/D7WtvnLEcHUnh6ZbOaCjHO3osCvY/rqIMVFbr5Na65lqWmt2atrJoOlW/iP3kjrIH5Whu/eo1WraJZSJXBu5l9pO/ui9uspR1+Lhrr+vpLTWRlFOKqdOGoHaepoelePId4rKQZc+GpUjN93MBbPGcsfimVhM+i5yGI26bvpG5/chtban2mvf6F6O9rrS/n1Ey95F30dXXYm+2yP9u3ddiUdnW+lygt6T3kR3wvurN93pb9fvF+l3iqry0c6DTB6Zw8rtBxhfkNGmNyv31zA63YK+tS9/UlFHtlnPR7sPsn7vYbQaiUtOGY8l1YDV6yfTqI8sxlSVLw5ZGZVh6abfddVfo1GHwaDt044csWcd9fdIe3fWw977fyx62F3/j34HQYhXDyP9zmTSkZJiRFHUNjvRWY5OdDgF7U0XjEZdmw2KRxckrciandWEBBWjxYColVB0Gs6bnMuEkRmcNjELDDokQcQrKxgkCYOsIAkS9547gy0HG7nrv2s5a2IRTl+QLysbcCgKOVkW7vv3x6SbDUwZmdPn+NVde//53S089N9PuXj+BNJbT5z60/8ljcQ33/icj2usXDZlFLpu9TuW8av7caNru6it45eG3sav7OyUPuWIZfyK6HSX84dOfSd+XdDrJdLSJBYv1nDppVreey/Evfc60ekkZs/WYTZr+60LUTlEUcRs1neQwxrw88+1u2i2eTljSjGLpo/i2t+9xfjCTCRJYN3ewxF5NRJpKQamT8vn6gmpzChI4bN6OwY1gF4jIooiYb0eRQzy5f5GfPUOphVn8eyHOwiEZFRUVAUC4TCL55Rw73MfMWVEDvmt4RlHxoLOY5LK2oN1GLUarpk+jkyjoZexQG1noyLv1i/L3PTqOorSzYxMtyBJIunpJvR6Tbf2Lt4xKdL/O8rR1/ytEx1O0Dv3QUlV+bKhmdEZqVw0cRRiL3Oo7vtdvHO5yLWSJGA06rvVhWi/e/nzvdz9j1WcO3MMGRYju5taeOjDTYzJTKUwzcJhu4tfv74BjVHLns1VaBA4eUJRBzl0osjmmkYyjHpunDkBk1bTxe6mpBgGNBa0fx89jQVd52Rd7b/JpG8r0xWLHJ3tfyLmZJ3oMlfu3Af7GgtyclJ7XMtE50J96UJ/1jKZmZaEr2WOjAU9r2UyMswDWsvo9RK5uSLTp0tccomRb3/bwj336Jk/X8Jkkti1K8wLLwR59NEgr77qZ/PmEPX1YLGYyM/XoNUKnfpd93K0/05dbVT/5mTtEdQ40h3+8pe/5OGHH6aiooKSkiNuMJMmTcLn87F7925SUgYvDmso8XqDSVWrOtnkIQ53wWgW9yRxVeuWqkYH0+/+Jy5fgL98awnf7SNxykBJwvYcSrYAMb3gcFhuGygHm5v+9A5vfVHKjNG5fHmggXsunsevvn4Wf/l8Dw+t2MqFk4t56WuLWLHvELe9uo48jYStworDF0RAZUReGpPmj0RVBf649FSKUs0sevp9ypqcPHP1Qi6c3HcSpWjW+ujE9lgnmsU9jtq1a4EzYvlgMBhGFMXuFmp9ctuzH/Dshv2k6HW4UrUsHJvJbfOKEAQBgxwiKMuUtshYAyEmZFpIM4oYVQvXzZrCvF+9wpaqRm48dSIv3LqYMx5fzrqKevLMehoqrZw8sYgvfndL3DIBTPj205TV2rj7onn8+Y7F/boHwCcH6jnnmZUgwEe3ns+iksTUVh8og2wXY+478bBnT5iHHnKxeXOIhx6y8I1vmNAOYKjrzuZ9773P2VjdQKpXYdUPr+T2v77Pvz7cwckTivji97dw1eOv88YX+0i3GLj80ilMyDUwK0VAFASe3uNEJ8Gtk9JQVAWbPg2/LLP6i0O8+P5X5GdYqLe7STPrcXgCbT8LM1Ootbk4bfIIPnvi5j7lLrc5aPYGOHlEbtzf+Tuvr+fpDV8xa0QW2+69HBiY/g4CW4Fe03cfsDkZkWZGJw2da3U4rKAoSofFTWdmfO+f7Kxq5JvnzeTZu5dyz3uf88WhBk4blc8fL1zAN556l+dW7yQn04LV5mZcQSZlf7+zy32avX7CikqepftQxWSZ0/j9oZ4WysNFv0Jr2jNc7/ZYf24wqLJ7dyQR3ZYtITZvDlJaKjN+vIY5c47UaZ8xQ4PBMPT9acCzwNraWvbv388VV1zBs88+2+Xv6enp3HLLLQN9zJBTW2tn3Li84RajjWSTJx4CgRA2m3vQsjUnglE5adx63gwqG1r6zPicCI7m9hxKPJ4AoZDcdrI2mJTW2HB5A5TX2XH7g+w6aAVgS7UVhz9ImTUS+rD2QD21Ti8eXxiH1YFJr+X/s3fegVWV5x//nHP3ziQ7EMLeezhYDgRURNxba7W21dZtq3VU27qqbe1PbeuqdYu4t4igsvcQCASSkD3v3uec3x/3JhBIyE5uIB//iNwz3veM9znveJ7v4w2ECIhgsEdctfZWO0gxG8mvcVHm9PL9/rJWDdD9/hBOp4+0tA6FrPUaQqEwVVVOsrISW965jdjtHvR6bbu0LxIskbhsQSWAIKBShIhGoKKgAFpRRCOGUQkCcXoVogA5SY1j1xS5/lzG6L87/oGvn07vaKizjIKMAlEX5FihN9rFkSPVLF0az/r1Ie6918UTT3h46CEzl1xioD2hyG53gHC4sc1TFAUEGDsiA1EQCIcjz0yKugUPzkiIrLaJIkaTBo0gghLJRCDJMtWBiDspyqF3yBgd1MnRHwwaDQ4CGLUaHJ4A4ei5w618PwYl2BjUzk98SI5mT5AOlVVX52nwsOkNDEzoftV5ny+AzxekXz9byzsf+RgbbEnEmChR9+Xm1uwSDMfWgYmVtltV5aRfP2tMLwi1lZ66t8d7uVqtwIQJkUH4DTdAfn4FmZkpbNt2KOXbv//tZc+eMMOGqRuU4ydN0jBmjJqWYto7SocH6D/88AMAS5cuZenSpUdtz83N7ZUDdJsttj4KsVaftqBWqzCZel7k61gIAjx9/RndVl5vfp7dhS8Y5vMt+zl7YiTNo6LAW9/v5NIZXZNiqV7g6dDgJ9JRKSyM5L2vn5HXRV2vVCoRURDQqEXUIRGNSkQjCvi8YXYXVnHqgDTU0WNaKwKmVqswGrW8v2YPZ44biKn1K8u9EpVK7HCaoOYwGLTt8rzYX17Hxyt2kqAITMlNpUxQMOvUbCp2MzLFjCwLvPp9ESWOAJZ+Zr7NqyNHK1JctZelNy1g5tBM8iucrNy0n+XbCpg7Kpsf95bid/mIN+uZPbr9iyknDc9ElpUmUze2hfFpiUzP7kc4LDEho/MnR9pLb7aLkydr+OqrBJYvD3LvvS4ee8zDI4+YOeectr3fOl3EFXL5vlIe+24bb142hwybCU2ZSFacmXKnj9UeDzqLnuJqJ5+u28vybQVYjTo0eg3uIKi1OvRahX9tqmBfbZARaTa0Wj3IEiatljV5lXxRYMdm1pOVZMXpCeBFRqtWIalEtGqRrEQLLm+Q/oelOwvLMle88R1nDEnnZ1OGNar3w29/T1mdm+GZyazLK+GV356LShT4bMM+/u+zDbx91/mY9U2vio1NT8Ss05AVd2iSq73t90SiNffn1JHZFFc5Wbb1AKv3FDMlqx/5tU6mZUcGQOdOGcIXG/PxBcORsBmjmn+s2s4tJ41uOIesyGzL34miKIzNHYXYxMxTrLRds1nfVIhCr6an7u2JVq7VakCnE5g8WcPkyYf6Xn6/wrZt4egqe4jnn/eSlxdm+PBDK+0TJ2oYM0bTIe+pI2mTi3sffRxGh912+jhhaZWL+9wH3mTd3jL+eu1pXHfGWH7+zGe8vmI7vzl3Cn+5ananV+r7nQd56K2V3HvRKTz81vf859cLeGPlTv7y7iriks28fvt5zB6UTlCSufS1b5k3LIvvV+9hdHY/Ciod2Ex6krJtPP7flehEFUvvWcyWWief7irizSvmNOQmbon/Ld/Ob1/4mnE5KSx75PJOv85eTpe4KR/ObS9+zdMfriMr2UrBC79m6c79vLLpJ9SiiIKC1xvi+81lBEIS5iQLblHB5gnh8AS49YxxPHXxqUy+82U27Cnl4lNH8Nadizj7kXf5dF0eU4ZksPbJa9pdN0WBkhoXmZ3gUeKMitRYj6OVphbo8nfncD7+2M9997kxmQT+9CcLs2e3zWVz8t8/ZMPBKn42dQj/uXAGn+8pYv7QbC57fTlvbs4nTiVi31VGv3gzlXVusnMSSR6YSJLNyEvnz2BHSRXnvPIdCvDCxadw0aj+ePweLCYbQx97l4JaNwsHZ/Lu9Wcy5sE32O3zM8ysxZpiJiEAn/3mfN5YsZ2LTx2JOmq7/rxsK/d9sZ5Mm4k9d1+IITpA3Ftay4TfvIg/GMZs1OL0BnjyutO4deHUBhfrXy2YxD9vnNvs9b65OZ/zRw9omACNMVp0cY9lxv7mBbYdqODK2aN59dZzqfT46Gc6NAi68qmPeO277SQnmMmZkkWKxcCHV85rSClqdztYt3sTAOMHjyHZFjuTer2Avr7ycYjPp7B1a2SlfcOGIBs3hsjPlxgxovFK+6hR7R+0901PNkNdnYf4+NhJPxNr9WkL4bCEzxc6YVJHtYbe/Dy7i8JKB3a3j7V7SrjujLHkV9ThC4bZXVzTJeWdOjKLbx6ODIjrVzl3FlXjC4aYYDUxe1BEI0irEnnv6tMBuH5q45XMvaW1/N7pwx8MsyG/jBvmjue6KUNaXYdQSGL1rmJqXT6Koi71xzOSJOP1BrrEjdXrDTQSbmk9UU+K6H+RgTkRAS1FIRx1FQYifuyC0KD47o+6ieoaVpgivxuiYjEaVcdc4gSBThmcA1i06ohKbQwN0I8nu3jOOXoWLNDz1ls+brjBQU6OikcesTBlyrHvdyAQQpaVBvd1WY68RfOHRlJb1buk69RRF/Wo6rTZZkClVYECFp0etUZPMLotw2JGr9Wh1zb2ZBuYFodGJZKYYoMCPynpcfikMENy+xEIhLh81uhG+3tDIRQFwpLC4Z7vwbCEPxQirCiEwxKyouCJKlGHo27r9erYzXHp+NxG//Z4AkeJR52I1Lp8JDRjH4PBMOGw1GIa0noPrnrrc/jgHMAc9dRSicKhnQB3MIRB3br7Hytt1+XyYTTqjqtV9J66t33lNo/BIDBtmoZp0zRAJIzN61XYsiXiGv/jj0H+/ncPBw5IjBoVGbRffLGBmTNbP1F7/LzBnUx92otYIdbq0xZCIQmns+WUSScSvfl5dhf1qzZCtCNYP7bpTvEX8Ygy/7dxH+5AiHd/2EVVE++0Vq3CoFWjFsWGTk9bCAbD1Pd81S10MPLL6vh8Y36by4glwmGpIT1LZ+N2+1uVMulIrj19LEPSE/H6Q1z01Ae8snkfzoBCilnP5Kx4UixGMvuZyE2xMjDDyuycBNKTjSRYDHxaWMb3heWcf9JQBqcncPmsSDjG5TNHkpsSz7yxA1sovfuQZaUhFUyscLzZRVGEyy4z8NNPyVxwgZ4LLqhj0aI6du5sPm2pzxfC4wmQm2jFqtcwITORzSU1zHz2E/ZU2RmTloBRo0FAwWzQEhLBatThqvVgUqnxeQL84+N1fJVfTD+LngRviBc/Xs/hvpIDE6wkm/RM75/CmuJKtFoFm0FLutWILCl8vP0gaw+UH1W3U3NSSbeayEm0oDtMvC0t3szwrCTisxNRG7RkJVqZMSqb1zftpToYwmbSM3lws2nEm8Tt9jekIjpRWb6tkOl3vsIdLy1rcnsgEGpI33Qszps6hKEZiVwxe1ST2686bTTDM5NYNG0IgxNtnJSdSq3Xzy2f/MhdX6zGoDeRZEsgwRJPvLlpfZRYabt2u/dQatTjhJ66tydaua1JC3wsjEaBk07ScvPNJl55JY4dO5KprEzhqaesDB2qJhhsm8N6m9KsnUhEUoTEzspCrNWHI1JHHItI2puemwmvcfo4789L8IfCTMxN65E6HEkMPs/u5Kg0a02Rk2LD7QvxzI1zMeg0TB6cwb6yWv71q/lYDN2jLDpzVDbbC6p48trT+XhPMbd+tIYlq3bx1pdb+XJTPtedMa5Raow4kx6NWiQ3NYG7Fp/UZjEvURQ4ZXg2eyvquHPRdIY2Ex/s8AY48/43eOfHXUwZkk52citEgmIQQRDausrdanfB+hQzbV1JSYkzcaDCzrfbCvAYVVQLMpICk7IsSIpCkd1LYryBUQPiGJhkQEDEZNZgsOr4qdqNUavm4XOnc/WcMYwZEFG0HpaZxOUzRzJjVPZhqVd6FkEAtVqMKTvUxXaxx1xNVSqYOFHDTTcZqayUufFGB9u2hRk7VkN8fOP3UxQjaeIuGj+Q0amJXDlxMFe9uYLl+WUU1rl5dvHJ7KiqQdYqWCwGilQier2WysIagp4Qe3aVklftpE4nIQTDlOdVsqOwigm5qQ325MKxOUzITGLhyP7c//V6StweZg1K49UL5/Dq+ny2ldVx0OXlqkmNvX8GJVkZl57IHbPGNIjMARh0GsYPyeC/uwpwa1X8fPYofj57DBe+uoyicJizxgzksUtPbeM9E9FqNbGyEtoozVp38ed3V/H1lgN4/EFumne0h339u9KSTZkxMpur5oxmRFZyk9uzkqxcOXs0508bxtzBWczJzeDT3YV8uKuAKo+f+UOzGZSWQVpCCqpmVOpjpU+jVkfemxhScW91X7k5eure9pXbcbRagexsFdOmacnNbdsY6MT2HToG7VH+7UpirT5tQa0WUat7TiTuobdW8vXm/RyoqOPnZ47vsXocTm9+nt3FvImDmBcViAMYnpXIFw9d2q11SLIa+fzBSwB4ces+nP4gZd4QNS4veq2KsCQfJQB328Jp7S5PrVYRbzPw3j2Lj7lfndtPQaUDtz/Ipv3lnDKiZYX4WKSrReLaiy/qjitJCmoirmYC4AtEVmYEAZToj/XdQHXUrd3uDQKRVc3DSbQZmyyrsMpBRoKlRY+J9pBf5WBgkq3JiSJBEGJOIft4t4t6vcBtt5n4+c+NPP20h6lTq7nwQj333WcmPT1iRw6frDp3ZMStPZpDoOE5DutnY7/dQUKKFew+VJbIu+ap8xEKSMgiSDKoRYFQdDUxEDy0qmjUqDlraCZwyGU+yxZx7UyKvrdiM7OLpzWzEp6aYEJBQBYFstIjcu6yrIAg0D8zvi23CehY+z1eqM+w0JxSVGRw3rpzHWmPmttuiuaMb3jZoi5soiA2cn8/6vgYabsm0/EXStlT97av3J4lJqYmY5HS0rqerkIjYq0+bSEYDFNd7eq5CtSnEYl+5KocXsJNxMMFwxI1Ll+3VKk3P8/uxOMJ4HDERniEIdpxVqsj6u0ho5Yi+9EuUVsPVPLRur0UVjp447sdVHn8vLB2T6vKePr9tRSX2VvcT6dRYdRp0KhVxPfiDkkoJFFV5eySc9vtHrzeQJuP+25PCZ/tKyUuLQ6fI4ARkflDsxhgsfHhZ3vw1fkRUbGnKkCaycrpg7IYlpzAmYMHkGTSsSy/nPd3Fh51Xp8veJRL+Ya9ZZzxhzdY9OclSJ2c7uyLHYXMeeJ9rn7p6ya3y7JMeXnL71p3cqLYRYtF4P77zezenYzJJDBmTDV33+2ipkbG4/EfZfNGpSVikhU2rd7Lur2ljEpJwKLV0D/OQopZz+B0C4OHp4FWRbzVSNgbwiCIDE1PZGR2MsMyEhk/MIVHl6zinIff5plPNnD6H97A6Q0wIN6CRadhZEpkUD0uIxGLwf0kZgAAIABJREFUVs3QpLZ55SSZ9AzvF0duopUZAyOeakOS4+hnMXDqwLZ7rtXVefBGJ7tOVG5fNJXxA1O57oyxTW73eoPY7V0TpnL20GwmZyZzem4WqZamJxcPJ1bablWVk1Do+HJx76l721duz9K3gt4MsfZhaE99FKXj+XI7A0mSezSW7KazJrJ6VzFnTchlW0Ellz35AVlJVj6878KG1U9fMMw5D79DlcPDknsWMzi9a3O2x9r7FauEw1LMfGz/NG8yB+0efj5lKH9Zuob1TjcXvLqMNbcsRB99j2pcPi56bClOnx+zQYvdHSBh9U+Ue3yIgnBMwbg/v7uKh9/+no/X5fHtX648Zl3S4s388YqZ7DpYzZWzRx9z31hGluV2xYm3hmAw3GQ6oJb4aMsBimpdxBl11HgDqA7auevGc9i0r5S9hTXsLaphwMRsVBYdAxMTuWx0LmFZRi2KLNlxgO3ldj7LK2bRyMbe1OGwHNEYOIwP1uaxt7QWlzeALxhqNg1Ve/hkawFFtS7WHahocrui0GX3vr2caHYxMVHkiSes3HqriYcfdjNsWBU33KDlhhvU2A4bHz917lR+/HEX68oruf/1FXzx4KVkx5mZmJHM3ca1rCwqJWVgAntDEmZPEHuZndCaAj67/xLS5k3H5QuSbDPyj4/XU1bnZtWuYmrdfv741vc8fu1pbCypYnJmJBzjwTMnMjrBypzctnl0m3UaPr1+LsV2D+Oi38/3rz2D1QUVzGxHaFkwGEatPrHXkEZkJbH2r9eiaca7RpKko2xKZ2HQqPnbgpMbPINaIlbart8fQpZlIDZCiTqDnrq3J1q5Pl9svMP19A3QmyErq2sHaG2lrfV59rONvL9mDx/eeyHGHo4L0uk09Dssl2p3MzwrkdVPXINaJfLI2z+ws6iKslo3do+fflG3vgq7h7V7SnD7g3y+Kb/LB+ix9n7FKmaznljJBKlVibx1xRwAvh+fw7KvN1Hq9OILhRsG6LUuH0XVDvzBMBZ/CJcvSNjtxRkIs6O89pjn31dWiz8YptbTulXfG+fGRrhGR9Bq1aSkdE38fEKCuZE+QGspj3pF1Cuzx5l1+KUw5Z4golqFTiOg06qQAK2owh+W2FFuZ1JmIoISOaY8ulL+w08HG8IPjEYt+iOEA1XROElBPKQE39k0d15RFElPb7vrcVdyotrF9HQVzz1n4447zDzwgJOpU73cfbfITTcZ0esjzy85qrxd/zzrB9QZcSYoApUoRlQttSoUwOMOEKfTkpVkRVHA4fUfUoaPmlRZibiy15+rnoXjBrar7SSb9CQf5tGjVYntGpxDpP3GUBxxj9Hc4BzAaNR1aijAjoo6hiXbGgbl9X9LnB40YiRuos7tb1IbpbvariSB09l8RgCt1oLHI1JS0vLEvsMhIx87uQBut0IodKgPkpamYuTI7h069ZRdPNHKzcyMre9P3wC9GWJB7OJw2lqf91bt4ttthWzYW8aMUdldVKvWIYoCoti9r9rBigIy+mVH4qY4pIgdZ9ajFgUMOjWaw8ROtGoRo05DMCxhayFWqzOItfcrVulJgSBZUfjT2z9y1+Lp6I4Q4Ukw6VCrRIwadaTjEmVbQUVDHl+9Ro0vEEKnViMGJay6oztSkqzw53d+5O4LpmPQRdqIXnv8zPy3hCAIXSYeqW5HPuV31u/lm93FJFv03DN/Mj/sKyYr28gza7fw/vYKksZmMS3bik6nIdFs4txhWcx/5Wv2VDl5cfEp3DVzNLe9v5ofvvuJ0/ZXsTG/jLvOn87vLzwZlUrkSH2lu86fztq8UmaOzMbUDtX/Y/HAuVPYXlLNVdOHN7ldEIi5FFYnul3MzVXx2mvx7NgR5r77XDz9tIf77zdzzTVGJg/J4MfdxUw6IgZ8alY/vt5XjNUgcsXkLPIOunGEFWwmA6nxZm589wccgSAvXzyDkdnJmCodpCeYOVBh57SxA5qsR3vaTmcTK2KKbWXPnjArVhy9Eme3y83GktcTDILHc+ydJEnB6Tz2PooSKa8lHA6lYYAazqjCP3YvKrsFw6pDXlkuyYdyxnYUBXavKyIUDDGodh668KFFF69XIRA4dp38/kju6GMRCim43cfeRxTBZmu5XxAf3/Lkjs0m0pKDgNksoNEcOtecOVpGjjS3eO7OpKfsYl+5PUtsfZ1jiAMHKsnJ6dfyjt1EW+ujVqkw6rWYjT0vtOL3h6irc5OW1j2rNfsKd1FSVYzDaWfU4HGNtv1q/iQKKuxMGZJB/GHiVOkJFh6/Zg57Smq4es6YLq9jrL1fsYrT6SMUCpOY2Dm5n9vCzf/6kuc/38SOwirevntR420njyS/2smsQWmYo0a9pMbFbS8uAwEunzmKBZMG8d32QhbOHsUbm/P5wxlHr3j/6rnP+c9XW9hdUs1Lt5xDld3LL08fd9R+xyvBYJiqKicZGZ0/c11V5USv12KxtD5Gf2VeKVUuH0NT4rjtjHGMyY3ng1172VluZ3eVA6tOjaQCbzjELWMHAQK7q52UOD0s31/KX+ZO4m//W8kGu4efEHB4AqzfWwZE0kb5fEGSkw91bE16DV9ERQg7m2SLgRV3NS82KEkyJSW1ZGcndUn57aHPLoLD4SUtTeaDD+JZuzbEvfe6eOIJDw89NJFP78vhpBEZjfafnp3C9VNzqfM70Kk1PLdoDiVVTpKtJg7Y3by4Lg8ZmYvHDeST+y9mX1kdw7OS2HagkomDUpusQ22tG5VKxNaMsGF3UFXlxGDQdpmIZFdRWyuzcePRoSNxcWKLIYcaTcsDS5VKZPDgyD5+f4hQSGrSxh2ZHaApbDahYYD6aVUBq+xB4rJ83H73oVzQhbKXf+d7EQDB5sZf5+OiG53MH3NImNRoFKisrCUrq+msIwA6XWS/Y6HRCJjNHfOaKCmpJTnZGnOTjx2hp+xiX7k9y/HzBvfRiGd/cRbvrd7NhIFNf4CPZwKhIIqiEJaO/kgKAjx53elNHnf1aV0/MO+j91BW50FWFKpcR4vwCAL8/bzpjX6rcngpqnIAcNaEXBZNH8qi6UMBmNOM8nG5PVqGw4tOo+KVmxfgcrWc17aPrkEddan1BsO4/EH2VToQBAGzXk2iQYMCqAQBBIG95XYGJ9iod3jQqVQEQhL2aF5ifygSG1rsiK1c4330HqZO1fDNNwl8+22Qe+914vPpeOSRAGef3djLK9tqwBFwohEjXj31LshFLg+SElkiDUsyRp2mIfXfuIEpQMSLR3WYK/mRYoVHbu/j2EyfrmX69O5ZGHG5/Pj9QZKTOz6R8v67EbFOi1nk9NMPvV/ri7VoDkRG8VpVJG3l8KF6Jk6MTEx7/CG+3JTP+Ox4cnJ6p9dDH33EIie2AscxiKVZFGh7fXLT4rnr/Okt79gN6PWaTls9f+27HVz+1w8JhpuPL9LrjIiiiFYbuzPvsfZ+xSpWq6FHVs/hkKu5FKfDF2peiOe/y7axYkcRFqOWeLMei0FHUivTddS7zuuiZRmNui6LyY5FtFp1l6yeAyQnW9u0eg7wp/OnM75/MnZfkJP/soSH392A3R4gw6rj4nFpaNUqyl0haur8PPT+eq56bwUWg5ozB6fz+9ljueDRJZTWurAZdfiDYazxJrYLEr/9ZC1ms77R6nlPo1KJMbV6Dn12EcBmM5KY2NiFds4cLatXJ/HQQ2Z+/3snJ59c0+BGXeP188zqvewsc5NgMDSKHc9JsDAlK5mJAxL4tqCEoBT5bj66ZBWn3vMqjy9dzbQ7Xia/LKJe/NXm/Uy67UW2FFdjsxnZU1LD1Dte5sWvtnTT1R8iOdna61bPuxuLpXNsyvNfbOL1Dzah9cv8YsrIRtsmZ/bjgtG5XDZuEDefOYEb5o5j8fRhDdvPfeQdrv/nJ6xsRoyyu8nISDiuVs+h5+xiX7k9y/H1FncioZAUUzFQsVaftqAoSiSfcAcVWUOSzH3/+47CKge5qXH88fKZTe6XmzUYs8lCv/iUDpXXlfTm59mdyLKCoig9Eov+n18toEaj4NTCvV+v46n5Jx21z/LtBdz+0jIsRi1rn7yGJ687nTqXj1mj+zdxxqN54eazUYsif7/hTCDSVmS5Z663J4jYBrlLYl4lSUYQhDYJTZl0GmYNyWRzYRUH69zYvQHySl3YbFpUahF/OMy6Yjtad4hwIITVbcIbkpg3IROtSqSoyok3ECIlzozDGyBuQAbOUIh9tc4efZebIxyWYiLeuJ4+u3hsm7dwoZ5zztHz5ps+fvYzO7m5akZdVM6uoJ06s5HH5g5qJAlo02t58eJT+eVHK9lUWsUXecWcO7w///5iEwcqHewtqaHa5eMv7/7IC7eczVMfrGXL/gqeXLqGWaP68+iSVWzcV8Y/P93Az87s3tCb9rTfE43Osilb91fgcPmo3VfLnIEZR23/7UnRmPSpRx9bVOWkzu1nw95Srp7T8xlFwmEJlUpsl8hhrNJTdrGv3J4ldnoKMUZhYXVPV6ERsVaftuD3h6io6Hi+XUVRCEcVTUJH5DF3+xuLsqQkpLbJQEuygq+N6UqOLLMt9Obn2Z24XL6jckd3Fya9hknDM5AVBVczaQLzy+zUuLyU17mxuwNcd/pYbl80rdVlWAxaXr/jPJKsERdFrzdIZWXX5AWPRYLBMGWtyPveHmpqXLjdrQ8XeGLpGjz+EGa9GkEAKZo6TZYiLr4ioBVFdCoVGlEgNc5AulWPKAr8VFyL3R9EjtODAP7oN14tRjS3RSQcLh/V1a5GZf7ri02U1LiOqkt3IEkyxcXHzizQ3fTZxYjuxuE2r95brP6vKMLllxvYtjOJRYv0vPR7G3v/PRR3iR7xsG+eoigogFWvRRbqzxX5xslR8dT6oGglGohc/80MhiUcDm/Dv4+U7aqvS0hqWfisvVRXu/B4+sJ9joXH46fmCPuRX1bHq99ub/aYsCTz6JJVjUIZ9NEVZ4fPT5XT2/D7t/kl5NUcss/r9pby0dq8RufTaVQIAoT9XZPura2Uldm7LPVcT9FTdvFEK7eoKLa+P6oHH3zwwZ6uRCzi94ewWBq7qVbYPdzz3285a2Jut8/ONVWfHsYBxLVmx/pVMmMH1dFFQWRbQQUoAvdfciopcREhk0eXrOKm5z4nPcHMiKzkNp/XFwyz6M9LeOGrLZwzZTCmVig5vr5iJ5c/+SGSJDNt2NEzzi0Rg8+zOykFWpVkN7KKwlHpqTrCqt3FvPvDLqYPy2z0e63Lz+//t5wzxg1s6OiuPVjJnuo6AiGZs4Zk89/Ne8iwmvjHh+uxGfWAwsfr9hJn0vPrsyfy7bZC1uwpweEN8NHaPKYOjbwbBRV2Hl+6mtPG5jR9nbLC7S9+w6RBaeg0qk5NnRPLKEpkxcNkarVtKARa5Z5QPxuu0bTsKHb/ayt4+O3vWb+3jH/fMJfvdhdT6vBg0mk4ZVQKqTYjEgqyLODwh9GoYPG0bNKsWhzOIMs3F7CyohqXWsBg0VPnDzMkM5EvfnMeBY46FCFMldfPlIyUhmf70jdbuePFb/hyy4EeSpmnEAiEY8qNuIvtYqvfnZ5EkiQEQUCv1/DiV1u4/plPcXiD3PyvL8hNiyc3LZ7dVXbu/GIVo8YJpM4spaREYevLmbz9TRXzZtiw2WD9gV2U2Gt44Kvd7C53ECh2sP2nUrY7PWywO9EHwkhhGV2ShXKdihkD01DCEhv3lVHj8jIwNZ4R2cms2FGEwxtAAE4enkWd28+Ch95m9Z5i/vX5Zr7YnM/CqUMbTQ50BpH2q46VFa0yWvnN6k4kKTLI1usjNsUfDHP6H97g3VU/kZsW32R/6LpnPuFvH66juMbJuVOHADBnzAC+3JxPYYWD5dsKuf7McWworuKR7zbyQ2E5Zw3Jos7lY/6Db/H+6jxmjMwmIxp6NiIrGQW4//zpPSoqWE8wGMZg0MWSp1Kr+8rN0VP9xb5ye5Y+F/dmaCo/7K0vfs3bK39iWGYSv14wqcfr01vQatUkJXU8jlgQ4L+/PReXL4jlsAHMJ+v3kldSy7s/7mHxSU2nFDoWByrsfL15PyFJ5suN+Vwxu2U3rfdW7SavtIaP1ufx24VT2lxmb36e3UkbBm6twuULcs3fPqa81kNqvJnLZh6Kt7vkiaUs21qAJCv8I+pyfueMsawtrOCLn0pZ9OpXKKLE/5ZtY+vmg7y5cidb/n49D146g5yUOEJhmV/832cEwwp6nQq3L0hmkpXzpw/losffZ8v+Cox6DfdddMpR9br1ha/5v083sLOoiq/+eFmnXnMso9GouiwuOy7O1PJOUQqrnATDMtVOLypR4KRBaazcW4pRp2FwhhlFBr8vzPBUA9vKHfhUIhqNSFCS0EgSDk+QOl+QoCxhsRg4WOZkytAMBvezMjkzibUHy3GFwsTHH6rT7uJqnL4gVQ4PikKLCs+djSiKpKZ2qN/Y6fTZRTAdlkf8P19tZltBJZX2dZTb3fzzkw2cOX4gb23bx94aB98XCejUCilzqslL2UHRjqFMnmzh3EUw80IXdpWbpdsLUABDnZf8mkp2Or04jGri4s04CqtIyEmiwO7m6ZXb+d9ls/hq836WbS3g5eXb+ebhy1iyajdvrdzJK8u2cef50/m/zzawcmcRm/aX4faF0KhU/O6CkxiZ3fbJ8WNxeFvpo2mMRi3GwzL1+ENhKuxual1+thdUcUET/aGKOg+SolB+mJeGVq1i+tBM1ueVUR1dQT9Q56TWF8AXknAHQtS5fBRVOQjLCnklNUwZEpmvmDU6m1mjezaV7+HEks5HZ9FTdrGv3J4lZqaYYg2n03fUb7KsICsKHn/T7q7dXZ/eQjgs4/EEOu18lmZWFxWl5byfh+PyOPEGvKhFEa1ahUolUlDhaHZ/BYXK2opoWUqjv22lNz/P7iQYDOPvxPbmD4apdftw+QPsL69rtM3pCyIrCjWuQ89GI4rEafUEJZlgOExYVrA7ffgCIeweP7KicNt5U1k0fSh1bj/ldg+1bi92tx+nN9AgvuT0BghJEuW17ibrVePyISsKTm8Ar7f9oRO9DUmS2+SG3hZ8viChY4j7NdRBVthW40AQBcrtHkpr3Wypc6DRqVk0Kp54lYArEEarUqFTq5iWYSPDqkcgIrTmCitoVSIaUUElCPhDEoIQsVO+YJifSmpQFIVlWw5Scdjz72czoVGpMOt6xltCURRcrtiyQ73ZLnqbCYNpK41sXr2LuVD/z8j/NMzlRD8/gqKANox1dgHbdiai1sLNF2XyyQspKH5N9Nh6t/bIH1GIHFyv0C5Hv2WGqLuzFA0jMzd8b4VGZRL93Lb1u9taIu23eTHYPiAUCuPzHfpeaNUqLEYdBq2ajISmF0UMusjzNRwmpKYosHl/OWqViDHqQZhsMmDQqLHoNOg1aiwGHYlWI1ajjtQmzh0rbdfj8Te8u8cLPXVv+8rtWfpc3Jvh4MFaEhIaK6kmWgwUVTl57OrTGoxcT9anh2m1204gEKKuzoO1lcrWbWVE/2RKq108e9O8ZgfvR+L0ONi5byvVdRUM659DICyzvaCKbQWVTB6SRv/ko5W0d+3fQVHZfsKSxPwpY9hdUs0T15xOanzbn0sMPs/upNUu7m63H78/1OHwiHpkReHV5dsIhiSumj2G0dGUQ0VVDv720XpcvgDmOANXzhiFShSQZJmVBw+ys9SBX5Ix6TTU1PgIunzEW/RcPHs4Vl2kbhvLK9hfa6cuKKFWQC2K9M9JZHxOMpuqKsnLr2bBpMHMHNV4tSEQkvjjm99T7fKioHDaiGzS+50YSu6hUJiaGndbXCNb7aZcV+cGBHQthKzc/MYKPtlZiMVioK7GyZJ1e9keDpEcb+S+U/oRp1ZYWeJHqxIYkaBnbIoRR1DGJ0kU1AbZVOZiQqaVX0xMZkdtCI8cZlhiHG/fMJcrX/yK99bkE/TL7CyqYUtRNVedHFnVOml4Jm5/kHsvOrnBXbQ7kWWF8nJHmzwNupoutotd5uL+8bq9XPTYUuLM+oY0Zu0lkjorYvMOVNjZWVRFKCxhNmi58awJTBqUhiDAtooaxqUmohIVfCGJGneY3CQj43OMKIMqGD27jj2r9ZR+MAS9qEWf4yfXqmf0qExq/EEktx+9zYhk0KJTqShz+7DXePjkxz0IQJ07gCMY4sOSagS1yNmjslkweTBpCWaWby9keFYy8SY9QzIS+dWCiWg6WWywttaNINBi++0mYtLF3esN4PEEGrwuNGoVo/v3IzPRyu2LmlB0A+ZPGkSF3cvzv5qHNvrMHnxzJW+u2EFynImlv7uAlDgTA+ItqEWR+UOzGZYch82ko3+yjcmD07l0xsijzhsrfZqKCgcGgzaWxC877OLeU/f2RCu3uDg23uF6+lzcmyE+/ugO4+wxA5g9ZkD3V4am69NbUKtVXRrXMW1IBp89eEmbjvH6vQSCfgQBQuEg1585nr9/tJ5at4/N+ys4dcTRLlvBoB9ZlvEHvIzMsvH5A5e2u869+Xl2JzqdplM/tBaDlpdvOZs1eaVcNutQJ+Pypz6itNpFUpKZcKqRx1du5r7ZE3lvVx6IIRZPSOd/aw4SCMq41ALDhqVw8Ywc1pQUstA8kkqPl1UlJYwfn86uEITcAVJ0anYEPDy7fgtZA2z85rKp3Hfh0e7tv3z+c3YerMJq1FFW6+Hml5ex+slrOu2aYxmVStVlE3dGo65V8au1bj+KAga9Fqek4PYHCYR1CEYNiiIjCgIBKYwkiSTqBJwBibAs4/TIbDzowheWGJxmop9BhUWrpkalYtao/qhFEZc3hCQrBPwSigK+cOMV/ceumdMl194aBEGIiZjRw+mtdvGFr7ewq7ial7/ZxuUzR3XoXHq9BkmKvLd/unIWy7YVsHZPCQsmDeYXZ00AYGZOOsP7xdPPZODJH7dQ6KjkgvFpTMy2sKWinP21HkSTwP7UtcgztQQKp+L796nMvCbMG9cMZOgT73DQqCVBr6PWHyDZaKDE7uE/a3ZTbneTbDNS5fDwwjdbqYjTM6J/Ms/eNA+AwekJfPPw5SRaDDg8AYx6TaPV2M7CZGpd+z2R0WrVR+khzR7Tn9ljmp+Hshi0vHjLgka/Vdo9hGWFeJOh0QTTFeMGN9rvwlOaDyGMlbZrtRpQqY6v96an7u2JVm5cXGy8w/X0ubg3Q0/lXm6OWKtPW9Bouq4T3l6MOgNajRadxoBarcFi0JIabyLJamRw+qG8zOv3lnLtPz4mGJZQqzQIAmg0HXdJ7c3PszvR6zWdHod+yohs7jivsdK6xxdERiEh3oQggCeqAluf/9xq0CATUfMOSzKTxqWTmWomJEvIioI7GMITCuGVJPyShFcjYky1EAhJBKTIPqeMyW4yztgZdWk3ajXIikIgfOK4darVYpcNEs1mfatW3/pZjaiEiNq1Rq3CZtRh0KhQiyCIakKKgE6tYYhNh14UqfBKaNVqRiUaiNOrsOq0DLAZEBDwB4KoVSIpZj0Vdg+780rQqAQMRhWiIJBoiZ0OgCgKMRfn21vtonDE345Qb/OcUTd3XXSQajE1fpf1UZd1Mer/bjNEBmsNUVeKQDAsIZpdqM/eChesI3+rlmFDq/FtTgVZRFRFjhXFhoOAiPcPHArh0kVTpNbXKSXOhFolkmg1NBqcy4rSYDM7Smvb74mMTqdptcjjwWonVz79UUO2Gn9Y4oFl66n2+slMsqJVq4g3t/9b2962e//rK1m6ene7yz0Sm83Y4ZS+sUZP2cW+cnuWvhX0ZqiqcsaU2ESs1acthEISHo8/plwpreY4hgwYiU6jRafRodPAknsWs7eslnkTchv2u+Gfn7HlQAU2g46nfnY6xZVFZKV23EuyNz/P7sTnCyJJcpcrTceZdKh1Kmo1Kkxhia92lXDvrBAWrRZBAHudF7WsYNNrcAfD+MOR+HS9Wo0oCFh1Wqw6LSpBJNlswBuUSDbrQaVgUKmprPbyyo4tnDt00FFqx0lWI4II3ngDap8Pk/bE6ZSGwxIul79LBooulw+NRt1iBoCnLzkVi17LPfMn8tela/jlgonc8eV6Sl12NtdJuBTIjdcyzKbG5Q+yqcKLJMPwOAN3TU2mNmThthlj+d0rn7Ju2V7mnTGK30wfxbwH36KgpJb+/RMZNiiB9AQT/7rk1E6/zvYiywp1de6Y6pT0Vru4aPpQthyo4Nypg1veuQV8viAPfLWJT/YU8/LFM1kwaRAJSVrOmt2fAnsdA+LiWb6tkJue/5xLTxsBiWomZMQxMNGIRlRT5fYRDEMgFEadnsglIxLZXOnFYQ4x/Mw8rk2bznU3Z6H9IZsRl9opSd3HrEFpfPxTIYawTGqCmbPGDeTTTfkEfAESDBrmDs1kb5WDi/73LVOyk/nXBUd7Akmywn3frKPK7eOJedOJN3RsYtXp9KHVttx+T2T8/hChULhVHorX/O0jvt1WiFoUePk35/Dois18kXeQWk+AZy46BVmRuWHuhHbXpT1t99Vvt/HE+2tIshqYOao/iZ3gaVlX58Fi0ceSi3uH6Sm72Fduz9I3QG8Gh8MXUw8q1urTFsJhCY8nEFMDdICkuMaqs2NzUhibk9Lot2A4IjYSCEmIokh26oBOKbs3P8/uJBgMEwpJXT5Af+fu85n41/cp8viQqn3UeoL87J3vefOK2Xy3vZC3399OWpKVHx86lxfX5XHxuByCip8Ukxm1KJJqNnHhqGEAnD1oKIW1HqYNTGZrWTWn56Yz7Y7/sr+kjj+kreBPV8xqVPY/b5zLqjoH22pdZA3P4PkrT+/Sa40l6kXiumKA7vMFUZSWU/SJgsAj0dz1D1waGUDPGdSPd7c72e2W0KsFsqPu7v6wjC8qXBWQFXLMWuZmpmPQ6vhicyWhYJgsJdIxrPeEMEbzBJ88PB1B6qKk0e0gIhLnj6kBem+1i1fPGcP8iYNI7gRvkEAgzEe7DrKn2sHLG/bw/OJT+DgvjhrP29mgAAAgAElEQVSfh/y6agbExfPKsq3sKa5hZ00t6UYLSWYNKlXknXv8672YdGqc/hCyrIBBzYwh8ews91LgcFI9ooTSHUN472MXjz9ixeDPZNGfbcgjJXZW1TJlQg4PzhhHtcPLxxv3MTE1gb/Mn8ydn6xlS2kNNV5/k1kHKj0+1hRV4A2F+XpfMReNzm36AluJzxfs9BSbxxv1InGtGaAHonbLF4zar6h9CsqRPs4fLu7Y5GF72m6F3Ys/GMLlU+HvpNzlbrcfozGmYtA7TE/ZxROtXKcztr4/fQP0ZkhNjS2RplirT1vQatUxJbzQFqYOTcfjD3LWxI51No6kNz/P7sRo1CHLXa/ImmQ1kpZopsjjQytGPuz+cBhREHCU+gmGJFJMelIsBn5/2tjoUY0N+eh+0QmfwzSihiVFtGFUioCsKDiaUCxXiQKjBvRjW62L9CQruVlJnX59sYpGo+6yAaLNZkQU2+7qGJJkXttcQFCSSQxHvCbSDSrUKhERGb1ahUmrIdVsQKcGqyFi21LjzZTUuBielcSeGgeuRB1avQZ/SEIKyXz05U4uGTSQlJT2tf0PtuznvY35vHztaQ0uyB1BFIWY6oxA77aLotg5efJMJt1R59JGczo7PZFwmIDceKLn8GQiiqIQDMuRwTmRle3o/zQ6ZtYsNeefbeHDD/3cfbeTWrk/cfPCGHM0WCwG1FHX+vqa+I4IvXF4A5h0GtTRuoUkmc6cfjoeXZU7G4NBi7aV8f9pCWa0ahUDo/Yn3WpELYokmzon/LA9bXf8wBRS48wk2vRYO0kINjHRctxpF/SUXTzRym3vt7mr6BugN0NXr9i1lVirT1tQqUQMrVRXjzVeuuVsSmpcna6y3JufZ3cS+dB2/cd2R1E1BysdqASBeIOWCrcPe8CHOxAkMymiZlta62Lz/nK+LCpl7uBsxmdEBtIPvLGSnJQ46jSRzuStMyIiUR+uzeO77YU8ff0ZJFqN6Csd5KQ0LeaaYTWiEgQSTfoTasVIFIVGeXw7k/bGrz707WaW5ZeTZNRh1avIMatJ0CpIksK/vy9md42fv18yg7NGZeH2uUmyRp7ph/deyJJVu/jZGeO49J3l1CEzYHQ6eRsKCfiDlFa4uPXlb1j+pyvaXCdFgTve+YH9VQ4GJll5aGHTCs1tQRCETtd36Ci91S6+9t0O7n/9O25bOI1fnz2pQ+fSaFQsHNUfZQdcM2koADlxCXyyOp8Pvt3HVyeVstLlJmlAMiMTE1F0Anvyq0nTaxmSlsSEzCQyLCaqvD52VdrZWOBEV+Gixulj1qyhzBuSzS+e/ZwVOwp4/fZFnHdeKueeq+fWx328+PRglm/Q8FTJfn7cdZA4k56AWc09n6/ji93FJJh0zB+eRbndzXl/epcUm4n3fn8BkqJw03s/4gtKDOsXx+mDMjt8T08kO9he1GpVq1eKX7/9PF74agu/nD8RgJunjybNYuK8EQM6pS7tabunj8vh+V/NY2RWUqsz8LREV31PepKesot95fYsfdOTzXDwYE1PV6ERsVaftvD99iIqK52t3n9vaS21Lj8Hq50crG79cYezNq8UgHV5ZQ35XdtCICSxeX8k53lXpEDqzc+zO3G7/djtni4v5+fPfEzpjmImJljYfNtizhmVwbhsM2/u2MWfrpzF5CHplNa6Of/x9/hgdyGPrtwMwAdr83hi6Wpue+lr7v9kLQ98uZENxdV4/CF++8LX/N9nG/nnJxt4//eL+eNlM7h90bQmy39swVTuP3MC/73gVKqrXV1+vbFCKBSmosLRJeeurXXj8QTafJw3JDWsSCqKgiIroICCwv4qD1V1XvoZ9Zh0elLiDnk72Ew6fnbGOACk6AmMOm3k2GDk34EOuHEGw1El+E5yBZUkmdLSuk45V2fRW+3ikh93caDCwYdr8zp8LpfLz90njWDNLecyrX/EK2dIYjL5+10UV7v4YF0eZW4fuYNSeGDxqTgL/bz18U6eeX0LZwwcxDc3zmfJNafx+9PGUeMJsK/Ewd7CWsorXZyckEiiUc+Xm/azu7iW177bAYAowt/vyebg/nSuvSSOh27TUblsKnqlH4Y0Mx/uOEB+tZM4nZbnF5/Cuz/uYl1eKcu3F1JS4yK/2slXe4pZf6CGWdmZJHQw/hza335PJDyeALW17lbtq1WrGgbn9VwwamCneONA+9vuwqlDGHSYMG9HqahwEOwkGxkr9JRdPNHKLS6Ore9P3wp6MwQCsdXAY60+reWmZz/nzZU7+MUZ43n0Zy3H1m4rqOKCR99Fp1ETlmRUosjnD15CVlLrXTH/vORHnli6htHZyfx0sIbTxw3grTsXtane8x96i93FNTz3y3mcO6Xjwj9H0lufZ3cjSTLhcNe7uAdCMsgKI41GdGqRs0els7OyumFyZ2R2Mqt3FxMMySiKQkCKuHtWO7z4gmHCikLIHwZZweELEpIkvP4gobBEtctLP5uJOxdPb7Z8QYD7zxiPxxNoUHU/EZBlpcs6U+Gw1OrVpTKnj8vfWcGvJw/l2292YEEiHJCpNWoYMCQBtVpEURSunpaOGAqSINQAWQA89912Pt9eyAWj+vP6dzu4Ye549hyoRGtUU1fuRK/VEFaLGHVqBrYzv70gQG6yjYAkc9KgtHadoylirSPbW+2icsTfjlBv85L0jVcCQ0e4qKvqB1b1LuwqAUVRsEQ9R3SHv/tRO1avqXJIbj7ye2mtm/QEM/EmDTfdpOHTsvV8ukRL1UenEi50YJ1TBLiOSunVCAEUGTSqzhnwhULSceeq3NnIsky4mawfryzbxjvf/8S79yzG1ApvBJcvyIWPLeXymSO5cvboht8V4PGVm9GKKm49ZUyzxx+r7dZ4/fzh63VcNX4o07JTmt2vMwgGww3ZB44Xesou9pXbs/QN0Jth4MDklnfqRmKtPq3lp+JqHN4g+6pat0q2Lq+EvaV1aNQqQtEPT15JbZsG6JvzK7C7/ewtraPG5SWvpLZNdVYU2FtWS2mtix9+KuqSAXpvfZ7dTXel5+sXZ0SvUTMwNY6iKgf/emcjk6ZlYNNFOsmD0+LQa9Uk24wYtGp2lTn4cEcBI7KTSIs3o9OqCCeaGZJuodxnR6/pR2q8BV8wzA8/HURWlEbq7QW1Ln7z4RpeumgGiYe5GRuNul4bDtIedDoNGRmdt3pyOG2Jr77nq/Us31/Gzi2FVBZVY7MYqDNoyFdkDKem4QP0cpBZOWYMsh+Pq5yaugqs1mQe/WwjRbUuVq/fR7Xdw5YDFVTaPWT2T6S4sIaUflbMI1MYLWp59eaF7b6eT245hzX7yzlteFa7z3E4KpVIdnZs6R30Vrt47WljySup4eo5o1veuQVstqNt3htb92HXQUY/K1fNGcMHRRVcPmEQADfNm8j6gjImTsngf1t3cuW4UQjASQNSmD88C0VR0KclsjKvjJd3F7HolOEsnj6Ub7YV8It5E/ndq8t5c8VO/vbzMzhvWsSl/lcLx5Ff/Q2LpiXz0UdGDvxzAkljKpl3Y2SAf+Ws0Sz5cTeZiWaykqzIisLCkf2p8wZZOKrjWU4A+vWLLX2EWMRs1jfrlvvIOz+QX1bHg2+u5IlrT2vxXPe/voIvN+Wzv7yu0QB9/cFKPthVgIjAWYOzGJ4S3+Txx2q7z6zewcbSanwhqcsH6BkZCceeSOqF9JRdPNHKzcmJre9P3wC9GdojLtSVxFp9WosxmjLKom/doCM9wYzNqEOrURGWZQQEEq0Glm09wNYDldx2XtOxl3VuP3947TuevO70hlgmvTaSe9ioa/trbtZp0WnUpNhaFreTZIW7XlnGzQsmMaCZGOMj6a3Ps7vprg/te/dcwL+/3MytC6cw76E32birDINGzbPnnQnAXYtPQqfVcN3pY7npgx/4flcVt320lj33XMhzN80jO9lGcdDHisIDbCmvYFJ6KkvuXsTJ97zK8m2FPLZkFb+78OSG8m5Y8gNf55Vw09IfeefKOYddb/ddc6zQWeJaR9K++xhZeVFFjxUQUBBQEFEQQJAieyiRdq8oCg3rmvUrmdE/YWfEPbd+wiUjI75D12rSaTptcF5PV9379tJb7eJ504ZwxricVq1UtkRT7+3qonLEeB2LzxnPnxeewr3BMKaoONjg9ARuu3Q6KwqLyK+zI8sRzzO9WsUH15wBQLnLy6gn32NHpZ0l2wp48rrT8fhDmPQavtlaQGGVg/dX72kYoM+bOIgZI/tj0mv4w6Vh3HaRPz5i4s3fBrD85OLOO018+dCl6DVqBAFUCLx9xWmE5IiIYmdwotnB9nCse1SvrSrJTa8mHzlpXB+Wc+Tqc0iOCA7KKIQVucljoem2W79f/Z7dsa4dazatM+gpu9hXbs8SW7WJIfbtq+jpKjQi1urTWt68cxE3L5jEA+c3HXt7JPMnDeKJa0/jf7edy/M3zee5m+aRlWTlur9/yv2vr+D1FTuaPO6Kv37A/322kZ898wnP/3Iety6cysa/Xc8di6bxzt2L21RnQYB37lnMvRedzO2LWhZjuuuVZfztw3Vc/MT7rS6jtz7P7sbh8HZLTLZJr+HWhVMAkKKpsBL0hkadkN+cMxmLQUuWzYKMQkCSkRVYOG0I43NTmJCRSFiRCUkyvnCY/ilxaNUqZEXB6Wvsth6O9p5CUmP3RI8nQFmZvSsvNaYIBEJdFm9WWenA6fS1at+ZA9JINukZOziNlHgTkiQTBxiNGnbXBhEEAUmtY6dHhV/Q8G21yHObC/j+4EEunzWAKcNTmXRqDtmpNsYOSCHZamTcgFSsNiMOFNQhheEJ1i6Lt28PkiRTUFDV09VoRG+2i50xOAew24+2efWDJkmI/K0fnO+viNiKOqcPhYjtCkkyNV4//rCERiWiUYmIgoB4RHevvr71ugiH26iaGhfB6L/Lat0kJ4s88/c4Nm9OoqA0wNChVTz9pB+v99CQyx8MN5mloi0cqLA36D9UVDhwuVrXfk9UXC4flZVN25TR/ZPJTLQwd3zOUdtW7S5myu0v8+WmfAAqXD6K9TJDRqQxZkDjFe6hyXEMTrQxLDmOrDgLt/z7K859+J2j0qId2XZX7Chiyu0vsWxbARPSk4jT6xia1LoFjI5w8GANgUCoy8vpTnrKLp5o5ebnx9b3p28FvRliLfYp1urTWuJMOh6/eg4Oh7fVx/x87vhG/y6pceHwBfAEQpTWNC2IUp+b2BsIo1WreCoa7/7YNXOa3L8lRmUnMSr7lFbt6/QGkRWlTXk8e+vz7G5EUejSGfFPN+zjlWXb+PWCSfz1gzW8ccd5ZCVb0ahFBqRYcQZC3P/Nen45bQRDEiOdiwmZSSQadaRHldfree7TzYgWAZtJR4rJiEoUSU+w4A+GGT8wtVG5WTYzWpVIToKVSrePa95aweNnT2Wg1XRCpRYSBKHLrlelElv97lw3aTDjMxIYl5rIVU9/yGvf7SBBLTJsUDx7av0MTdCiV4uU+mX2O2SKnSGCUhVeOUCCTcPATAuuQIhfXDKV382ZzOb9FYwfmMJJf36H1fsrGCWouWXqCHy+2NIXiLVcwX12EVQqAUVp3CYWjRzI/joXe2rsvLZlL1eMG8zH6/fyq+e+YMLAVLYWVmCN0zGgfzznfr+E5BHJxBm0PDX/JHRqFelWE4vHDGBfjZOfTx3acN6bnv2c4moXNpOOH346yH+/3c7Vc0YjiiIqlcjSVbv5zX++5rxpQ3jmxrlUi3Y2Dl/OmOH92L51LIMHV3LPPWauuFrDokffxuUP8NG9F5HZhpC0er7avJ8b/vkZs8f05+XfnBNtvyeOLWwPgiCgaibm/73fLWZXcTWj+/c7atujS1axcV8ZTyxdy9wJuby0aTclbi8jRqbzzuVzG+2bZNTz1PyTUKtEHE4f/122DacvwItfb+FXCw5lLDiy7T723mo27ivn8fdW8+VDlzIkOa5bBuhqteq4877oKbt4opUba9/DvgF6M/TvH1uxebFWn7ag12vQ6yPiSNsLq/jFs59x56LpnDdtSKuOjzfrGZGVRKXdw8zR2U3uM6Z/Mlv2lzMxN43N+RX8+t9fcM8FJ3PO5EGddh3NcdKwDD5cu4dhmYmtPqY3P8/uxGLp2hj0O19axq7ian74qYjyOg+3vfAN//n1AiYNSucXZ03ggWXrWV1Uji8U5l/nzQDgwjE5SLLCnEFpqKIDwDV7Svnre6tJSjTyz/9n77zjqyizP/zMzO0lvUJICDUU6SBFUBRQbIiNVVGxrrq7rq66rmtj7auuqz/d1bXh6tp7RRFUQIr0XhIgpJebcnufmd8fNwkE0knIBXw+H0TunTvvO+28c973nO+56SzSrZHUiK8euJQfthRw6SmDGrX7+pwpjO+dws0TBjHnrR9YuKsYX1jmx5vOOS7LxDSHTqchPb3pnMYjpb311QclxSEIkBhrBkAU6iaI6t71VEBVFQIqDeKBQl3QZv0LYUKMKbKvutxuS11qj1WrxWzWN5Q18wfDGNpYv7g5jnQfkiSSkdE1+f8d5Ve72LTNO6NvT77cWcCqonLWFlcyd0R/vvglj6IqJ/5gGJvTS5zbwJbdlcRYDPRLlDAZtFS4fWTGWRAEePXSyQTCciPxuJW7iqn1+EiJM1Np97Bw/V6uPv0k4uMjz8BX6/ZQXO1kxc5iAD7emk+uzYHLGiLvjUns2Wnmvvtc/P1JJ+UpepSeRfy0tYC5U9ufi//FL7kU2Bys2lUCQFJS51dPOd5oKQddI4lNOudwwF7V+7H17qxeq0EShcNsS5LZgAA4Xf4G2ycfEgp/6LNbbzfro9COhnMOkJ5+dNo5mnSXXfy13e4l6qcnZUXltle/x9GF5Tae+ewXVu8uafSZ9wiVlH956yMK120+on0czJH2pztRFLUh5OiR95ezcmcxT36yss2/N+m1LHroMr6ZP4dx/Xs0uc2zN8xg8SNXcN+cSTzywc+RNj5uextHwjXThrPooct5tx1K8cfy9TyahMMyoVDXKWvWKyPXCySHZQVRELh55igE4cBLyKGl+n4zog8plgMv0t5gEH8wTHGZE4t4INQ1JdbMbyYPPqxdSRS4ecKgRvtWZBVZVqJOSbQrURQVv79rwhGDwXCbKwCs3FvG2Efe46lF6wlaZFITzIRlBdu+Gs7sE4dZp8WISoJGJC3oId3voqdZx7hYhRVbyqmo8mLVaymsreGhxRsZ88IX3P/pSrbsLiM1yUqVTuWTHfkEg2E251dy8p1v8PD7yzt8bE9/sppxdyxgTV5ph/ehqmrUreifaHbR4QtRZG8cFdaczat3pqprI2UnzYbIB+E645WcYEQSBXSGiGMVCqs4fAeeLVlRCMphZFXF5vFG7E7dSlX9QrVal2OcW2knHJaprQsxVxsmpOo7E/lr+HAtX36ZwJPPS6hF/eGnC/n5Rw0dEdE+kCpdpzjfjuf3RCUcVtpdiWG/vZYePY2kJZiZURf+flqfHvSIMTEyPYnSGjen3fs/bnlxIaoauW9+yN/DDwV7SIkzM3FQBsP7pHL+2MbiuYc+u2eN6ktGkrWhjaOF3x9CaSbv/lilu+ziidZutI2HUe+g/+Oz1Tz/5RrueH1xl+y/0ObkkQ9+5o7XGu//SOrDumzVLH3xTb578t9H2r1O6U93EwiEGnLqDp2xbSsWg44BPVpeoR5VF0bc0TaOhBHZqYeJprTEsXw9jyYeTwCHo3PzEJ//ah1XPvM5sqKSmRxDnNlAryQrRr2WPLebVXmlnHHf2+yvsJMdH4NeI5FuNTX8PhiWueTvn/D64s3Me28pzy7fRmHQxTmn9yehdzJvbt/frv4MTI7FIArs2VzI0q0Fba5rezwQCoWx2Zxdsm+73YPX27aJ3f/8tI1tJTX8UlqGaJHo3Sseu8tP/0QjZo2KqirEBxyM95XS56sPmLRuEbN7CiSIYdI0Mj9sLCbeqMERDPDfTXvYXmnnlTV5VJTVkJpkojoQ4KOt+6mt9fDiwvVs2V/Be8t2dvjY3lm2na0Flby0cEOH96EoalTlxMOJZRfdgRBnv/ot5762iMLaA8+82920zbtseD+UKh/fLNzGc18uY8aYeO6+ZCiKqjJ6UCp3zRvLgzdN5KRxWcSaDBRWebnhw+U4/EFkVWVxfh6L8/N4Y+NmXly7ifu/X03iwETmXTqCi6cPYHBWEnddOIF3Nufx+6+XM+/lhSzfUUxKrKmhfvafpgxjSp80rhrdryEPHuCyC5K58t5ics7JZfEnFkaOruTbb9u3qPKXiycwdkAPbjwrkuJWW+vB5/u1DnpL+HwB7HZPu36TW2Pj5JFp/POPp3PXhZHSn+N7pfLyBadx96kj+Pc36/hldwmfrs7FEwhS6nZR7HJQ5HDgDvn58v5L+f5vlx8miHvos/v7c8ew+qlruH1W6zo+nYnN5uzSSf3uoLvs4q/tdi9RH+Lu8gVR1AOzxJ1NIBSO1DFWGu/fYtE384vWkUMhwv4gstx0fcqOcCT96W4kSWxQMv7DuWPJK63lhjNHdVl7vz9nLPnldm48q+vaOFKO5et5NNFqOzefrNbt57EPf6bS7mVknzS+uO9SFm7Yw/njBnDWc5/gMUnMfe4L9hVW88dXv+fzey8hI9bMjH4ZDft4/MMVfLRiJz9sK8CeFsOmchunD0ogqVcc7jI3727ay6Uj+nDO4KbTMQ7lkZlj+GnFLlaUl3Pv20tZeO8lnXa80Y4oil0W0q/Xa9uRyyYc9F8QdJG5a5nI6qFa952gKEjhIJKqxSgKqKjoNCKooBFEFJQDq41109/1PRDFSLpP/QqhrBzJmFavGN/xlSJBEDCZossOnUh2sdDuYW2RjZCisGxfOXNHR9KxdDoJSTrc5o3LSCFD0rPO7cMvewkrIkN6x+PwBhidk4pWJ5CZHoN/fy1aVaHaG6DM6SO/xsWAZCvVPi9BWcYRCFPj8+EOKHhkGWNMDKOzrFw0MYcx2em8t3AVDn+I/bnVVLu8jBvQs0EXJt6kY8lNZ6M5JDdcFAReuHkGn52+nbBSgWtTL+64w8ljj4k89piVU05p/RnPTI5l5d+vRlOXU20waKMuJzTa0Ggk9PqOiRMmxjVOpYhpqHbTsua6TiORHGs67POmnt2e7Uwz6gxMJt1xp13QXXbxRGvXbI6u8Sfq7+IbzxzJpMG9uG76iC7Zf3ZqHGeP6sslExvniKaldTyPJSY1hX5TxjFkxmlH2LvO6U93o9NpSEiI5OROGtSLtc9cy7wzhnVZe6edlMnaf17L3NOGdlkbR8qxfD2PJiaTvlNroYfliMq6oqp4A5EyQxdPHIROI9H70BqYde8nZ/Xv1Sg6wl8nSCiHVRRFAVQURSWkyARlhZCiNogWtpWseGtDk3Fx5o4e3jGHViu1O1e8rcTGmtpcU/7qiTnkpCUwNDkZVZHYL0kkD+3JbkXi490uNIJKUGvkSzkRZ89sSvSxbKkJgaRjXE4qZwxKZ1SPZEQkgrJMr1gzc4ZmM6BnAucOzKR3vJXzBmURG2ti3hnDyU6Nw+b0cfOLCzt0bLMnDCQnI5Grzxjeod9DJL8+2mpNn0h2USByDQSBBi0LiNi85rU36sK/60K/8ysiK+8xxogjK6t19kit278gICBg94Yod0YU1tW6pgJ1NspWFVmBzS2qAcDuiWx3IBKtsaN2qHNeT63Lj63WhwDMOE9gy5Zkrr/exFVX2Tn77Bo2bjw8lWVNblnjfR8keNae5/dExWjUEduEs9wSfeMTidEb6BN3QH+i3OPi67ydrCkt4vrpwxnVN42Zo/th1utIs1jpYbHS0xpDorH5tqLl2U1MtB53YpPddW5/bbd7kebPnz+/uzvRErEmPddOG05WSmyX7F8UBeZMHszEQRmNPq+t9XR4cBBEgSFnTSVrTOc5oUfSn7ZQU6Pg8aiYTG1erXQArd7NvmCYJz5cwfBeKXWrR0envmk0qngu3VbI5n0V5GQkdvn1jHJKgabFBA7i/Z93ctvLi5gxLBtLJ630SaLA57/kIiJw+wUnN7IrG0ptFNndVFR4kP0hzhvXn2nDI/lzNS4/5z3yPhaTHochSCAUxqzVYUiwEKxwkpMVjyAL5Nu8xFv0DO5hZs2mIp765BdmTxiIdNBL7dJ9Zcx7dxnpsSaufX8ZY3sl4/b4WL27hPEDenLW8N7ojlBArOGY9pQz56lPmDgog6SY9r3IHQ1kWcHj8bdnFagAyGrLhl5vAFWlWZXjg8lOjuHqiTnMGJzForwKluwtJzXBTFBQ8YZlTk2MqCWvqAyyxtqDd/3xLCn1MSMnDa1GYM64AczMGci9i7aQW+Vi9pAsXpozhXlnDOesIVlcNDibIYmx+P0h+qTHs6ukhuXbC7F7/Nx63ti2HnsDpw7N4urThzGgZ8dF3lRVxen0NdjlaKCL7WKb752jQZLZQInTQ2aclQemj2xw0gOBEKGQ3KST0S89ge/W72VHkR1VFXjt2z2kxxv54xk98Es6dlT6qPKE0AgCYRlmDcni8pH9OG/BIn7Iq+TUvmn0jU9ka3kNC7dX4ipxkLe1jN35tXz0Uy5LtxWwfHMBmT3juW3qSIoq7Nx14QQGZyYf1peDcXoDnPfQB/y0vpAzRvbm1L59kESB4cO13HyzCZcLbr7ZyZo1QYYN05KUJPL0J6u56cWFVLu8TB/R57B9eup0h9ry/B4FymjDmHW0CQbDBAIhtNq2jxcJRhP9EhJJMh2YCN5aWU6p20lIkRmflcnlpw7l0lMGRSaPBIHe8Qn0iU9sNI4dSrS807hcPjQaKZrqobfpXbkluuvc/tpu9xIVli8aqW6mnFd30RX9kWX4+usAl1xSS9++NpYs6fx8r988+Snz313OrS9/1+n7PpYoqHRwxdOfceO/vmH1rpKou7+ikb+9u5QlW/Zz/9s/ddo+DToN3zzwG96+cxZThjQOQX/w9DGoskS5QWLk6N48fqpBtc8AACAASURBVNXUhu/+8uYPLNm8n7c3bKcq6OPUSdksf+xKrsrpRcEeGx9/tZOPv9yKUmZn2qAkil0O3t+wi09W7eLpT35p1M6936yrc9KXsnxfOXd/vYa7Zk/gf3fM4sXfnoXTeWS1hA/mL2/+wPLtRdy1YEmn7bMzCYdl7Pa2l2BsK4GwzK7i6nYJ0JXV1XCurwfdEIFet+RY65MJySqSJKEz6BEFAW9YRVZVKh1BVBU8gbpyj+6ILbXWDfaeUJBAIIy7rg2dJrLPI4hQb9h3R1EUldra9uWvdjUnkl0UBHjpolP48KrT0R7khPp8oQbn9FDG9EtnQk4GucUOPlleTI3LH6l1LobZXVLDT3urCCvgCobomWjgb2eOptztZVNpNfurvQQDes7sl83326sod/gJqgI1Lh+lFR5qXT427aukrMyBWuRm5qBMVj99DRdPGtRkXw6mqMrJhr1l5Jc5UF1So/KTOp3A735nIi8vmVGjtEyZUs111zlY/EsVNS4f6/aUN7lPt9t/3NWz7mwCgVCDTWkPWrHx5I/a8Hfkuh1qWyRBbFVjJ1qeXbvdSzjceeml0UB3ndsTrd1o0/+J+hz07iLaQv86sz87d4Z54w0f//ufj6wsiXnzjLz6ahyxsZ0/42j3RspyuIIn9kBb6/ZTUhMRyiuudjH4pKhZyIla6h0kjaZzzVRijJHJQw7PDxcFAbHOGetxiCBhvSNV/45i0GmwGnVkxphRVJUKm5tgSCYu1kCSRYusqg0vNEG5acEa4ZC/zx83gHBYbhTm2VkIR1Uyse1oNFJDSafOIiQrnP/81+yvcvDuDTMY1YYUiXc27eXOb9cyJi2R9TtKiNMIuCuc9MiIY1yqgQBaHvilghAi147ryaQ+SZTY/eQ6gqzaWsn+yj0M6F+AzesjtsbHTz9s5e3eaVxx2lB+zC9k0d79TMroyRlZvQC444LxrN5VyvltLDXZFYiiQGKipdvab4poG3ePBoc6PiaTrkUV6oq6Ca1AOGJX5Ppt6zRvREFFKwpIooA7GEQvadCIEoIgo5MEgrJMuO434UPyjQOhyDitEUVMJn2bhU9FQUCjkZBDYUrrxrlDMZkE7r7bwm9/a+If//Dw5j+GQZqRYJ+aJrePiTF2WQ76zzuKGDegB7pjPMe9s/L0hySnUe3z0Ce+7aViDyVant2EBPNxp13QXef2RGs3OTk67uF6fl1Bb4bOzHvtDI60P3a7wksveZkwoYpp02oQBFiyJIGVKxO58UZTlzjnAL1T4jDpta2GyHU2pTVuznrwXX7cUtDqtn/57w/88eVF7V7NKqpycuaD7/LzjqJWt02LNzOwZwLZaXHkZCS2+XoWVDo488F3WZ1b0vrGxxkDMxJJjjUxZdjhkxmVHg/PrlpHbnXTL3cd4et1e8jduJ9kkxa3EmDh7iImvvAFn20rINfrJj7WRNAQedndVOzgrU25vLe3hITeyZj1GuItBtJiDFglkSSTEbOoI95i4Jt1e/HUreR+/ksuezbtxyqJ5KTFYdVrGd4jkf0Vdibd/V++25TfpGiarKhc8fRn3P7q960ex8db8pn8r68ocXgZmpWM1ahjRJ/UTjtPnYkkic3W8e0odm+A9QWV5FbY+Wpr688/wHd7Sihz+vilqJLSGheiO0i1w4etyMHZvQxsr/azq9qLLxRCElUMGki2arEHQqgagX02J2uLbdT6guhDMja7l0Ub9wGQW12LKxAk3+FoCJ/LTI5lxZNXc+8lkzr12NuDIAgt5Dp3D9E27nYHOp2m2bSDxz5cwbq9ZcSYdYTkMHEWA7FZCZS4FQr3VKMLq2TEGhmbFUdGjJGv8/JIizFy0/gcLh7Wh7mj+vHK+s0My7ASb9IjG7Xk5PTkmeunk55gwR+SyUiO4eErT0Wvb/vE6KBeSVx7xnASLEZe+W4Tm/Mrmt02Lk5EHbgB/YzPMRu0bP3vKdx3nwu7vbFootGo65Jc4k9W7uLixz/mosc/7vR9H220Wk2nhOTG6vWc028QQ5I6Pk5Ey7NrNhuiJS2i0+iuc/tru93L8XUXdyLl5fbu7kIjOtIfRYFFiwJccYWd7GwbP/4Y4IEHrBQWpvDEE1Zycro+gGLBH8/lrdvP545zxnR5Wwdz14LFfLdxH/e8+WOL263NK+WZz3/hX9+sa3ihbit3vraYRRv3cfd/f2h127R4CwvnX8an91zM0KzkNl/PO16PtPHnKA1R7ko++stFvPXH8zhn+OF1VL/O3ct+u4Pv9rTvmrXEw+8vp7zCQb9EMzU+P48v3ciq/ZXc/sVq/FYNQ8dnUeEPs6PcQ4nTx+vrdvHDvjL8KjjcQVzeIFdO7sHYGJXZ/TN57/YL0Gkl1uaV8viHKwB45IOfqah0crLJxA+/PYdP5k3j0Zlj+OtbP7FyZzEPvbusybI5H67YwXvLd/DStxvYWVTV4nE8umQzP+eXc/+363nmuul88teL+dvlUzrtPHUmoZBMdXXTK24dRRSEAyt/bayHW3ZISJ1cvyipKgRllaACRo0YEfUCvIEw1Z5IKHxYVuHgSiN1vy2rL53VUOdeweE4EM7fFZES7UFRVCoru6bEXUeJtnG3O/B6A7hcTZeWXLenHLcvgEmnw+0LY7HokRKMPPJdKf/9qRCdx0+CWUQrCiRZJUqcbuw+P0+dN44PrjwdURCo9Hjpl2rEpJNwBUOcMb4/l08ZQk5GEt5AiDF90xmYGt9smH1z3HXRBAIhmb3ltSzdXtjitpv2leNRnEy+tJStm1MoL1cYMMDGE0+48Xgiz4vD4e2SusRLtxdS4fCwq7i60/d9tPH5go1sypHQnjKxTREtz251tYtQO0Vao53uOre/ttu9/OqgN4PbHV31N9vTn7y8MPfd56J370ruvdfFxIk69u5N5v3345k5U490FKN/REFg5sg+XTLQtsQBkbiWX9DDikIorCArKiFZRlFVnG2snSzUCaa0tVxSdmocw7MjM9RtvZ71xxGtIcpdiVYSGd+/B8Hg4SHiB65v0+dFbaEKVfPfRfalr7uuQsP3kf+pL0kVqlNQbvi9oKKgElYU4sxatBIkGnRYDNoGxWP5wMYA9KgTbJvWv2fdp/U5yQI+3+HpIOFwRHk+HI7coy2jNvp7WhMTHNGCoih4vZ1rGxItBn5/+klMH9CLlIoB5OWFW4yOeWbRJn7ZWkSaKvLU2eMY2jMRVVCJtxiwJph4PddDaUBgev9kEg06qtxh3t5YwRfbqyisCbCzykdsSEatdDI0KYYnr5pKWpyZ1bsjk3/nDOhDdlwsp2f2aldOfFejqmqb68QfLaJt3O0OgkGZQOCAzVNV+HJt3oF/EBGiFQBDTCT6pE96DDqtRDCkHFBvFwScPpl91S5KHF7WFtqo9YUoqok4dPUaWoVVh0/SBIOhJu0uwI9b9+Nownkvr3UjCJE0IKNWg8cfYvHm/U3u42ALlZkp8eqrsfz8cyKbNoUZMMDGCy94cLmCXZJLXO+IRo+GWMcJh+WoydOPlmfX6w3WVVc5fuiuc3uitdveScmu5tcc9Gbo1avj6rhdQWv9cblUPvzQx4IFPvLywsyda+SbbxIYOrT7L7Ferz3qOSWXnzqEDXvKuWD8wBa3G5aVylmj+hIKy4wfmMFFj31Mgc3B+3+eTf8eLZ/zy6YMZsWOQvaW1nLPmz82EhVrjbbeX5dNGcy2gkpmT2j5OI5XLBZDQ13pg+kdG0uurZaMmMNLdPmCYS587COGZaewt6yW5FgT/75pJoIAf3ptMXvKahnZJ5UVO4v47N5LsBh0vL10G/nltZgNOqqq3CRmxOANhInRaxnRMxF32E9tjRetWcv+Kg8ZiSZSLHquGZ/F6l02/IEgdneQT9dUEGPSEZIrGdo7BX9QJiMphhkj+/DGki0U2uzEWwxMGXogB35zfgUrdhVhNeoZ1TeVpKTDj2lCTgaDM5Mx6zRkJLX8LA1LT6DY4eHUPukdOONHF51OQ2pq51foeOC8cVSeHOKWW1w88VgNDofKuHFaxo498KdHj8hM5dr8cpz+ICdlJHLV6P5s2lPBP7/fSHZWAoJFiyusgi+IRhLIiNOxtriWYoefQFjmp4CMS5GJU1QcJXamjxnI1acN5ZWF61mxs5g1uWX8adbJ3DFpLLKstJhbfLQRRZEePeK7uxuNiLZxtzuwWhvbvN/+6xveXbaduy+ayN/nnc6eylqGjUoDSaTIEybWqOHiYelMzEnmmTc3kJ0Zz28mDiG/1sHja3ewIm8FGknAF5Kx6nWUu9zMHdubx2eO408f/syypTt5OSuNx648jT+/sYQn551ObKypyUoo323Yx7XPf0V2Shw/PTa3IQqkxuXjt//6Bq0kcfboflw7fQTT7n+bnUVV/Od3ZzPr5MZaC3+fdwYuX4AnDhozBwzQ8N57cWzaFOK++1w8/XSYBx7QcfXVdOqiwkNXnMqOoqqoLsPaVkwmfdSoTkfLs5uaGnvclVnrrnN7orWbkREd93A93e+9RSntKPtzVGiqP6oKP/0UZMECL19+GWDqVB133WVm5kwD2ijqvigKiOLRvdXOHt2PqSf1xthKuSqzQctXD8xBUVVq3T6WbS+kxu3j/eU7uG/OKS3+dtbJA/jw5128vXQrizflt8tBb+v9deGEHGaO7tfqcRyvNJdLdlp2JtnxsWTFHe7cPfv5Gr7dsJcVO4tw+4PoJIk/nDsWs17La99vwukNsGxbAQ5vgCc/WsVDc0/lH5/+QqXDS4LFyLaNRQwMpBObFcdZQzN4/7IzuPyFr1i8LJfkAenYVIUxveKYNjABrSQyvZeBjblGnv5wJz9sqUCnlfAHwyzdVozT6+emU8Yw9aQshv3hFSrtXs4fN4Drpo9o6O/D7/9MQaWDEdlpvPS7s5s83r7p8Xz+14sjOaetlJxbMOdU1hVXMbZXUjvOdPcgCEKnlZQ7mNIaN5uLK/joo74AVFYqrFkTYt26IC+/7OX660Po9QJjx2pZH0wAJQWlV+SZ3FdsA1UlHAyjR4svKBOj0yAJAgadiN3hRxJAEkV6xurYbQui1IVb7KuoJSQrVNeFKBdURkLm3tywhytH9jtiR8PtD7Jw/V4uaYOydmsIAl1y7o+EaBt3u4NDbd7u0mrc/iCb91dw35xJ3DFvAhvLKtCKWvKcVSSIOhQUUhON1Li8fLs4j+cumoZB0FPiWAeAThIJygpWvQ5XIIhVMnPFqH48+caPbHH5WJtXxo1njmTZ41e12LflO4oorXahqiqB0AFBy7JaNzsKbYQVld9MHowoCOwtr6XC7mHFzqLDHPShmUnNtjVihJavvkpgxYogf/2ri6ef9vDww1YuvNDAEUZhAxGF8u/+dtmR7ygKaEuutT8Y5tPVu7lsypBmt1m0p4jTsnui62DajS8Y5os1ecyZPLhDv+9Mos2mdQbdZRd/bbd7+TXEvRny8yu7uwuNOLg/+fkyf/ubm759K7n9diejR2vJzU3mk0/iOf/86HLOAfz+EGVltUe93bY6tZIooJVEJFFEp5UQBQFTGx9UTV25pPbWXW/P/XWiOucATqev2RzlppxzOJByoCoqqhr5t6qqqNCwglm/PlWfa1z/73pVX8UfCa1MrRMwMyNGNqpTSjZoIyrJkiBg1IhYTVoUVY38qU9FViP/kxpXJzxSd4ukxDVWLa+/d2JMOrzeABUVjiaPq1+PhDbVMhcEjgnnHCJ1fEtKOk/oDyIvi+c9/D7XPvslX6zcDUBKisi55+qZP9/K118nYLOl8vPPiSiDSimtUdDtGsbmp8aR1quYb55Pw7C5DzW/qIRqZfZU+QiGBbITzIzKiKdspw2zK8jUPvHcfWo2U7ITScpOJM5q4McthZx85wL2VzqIMenYuK+CcU9/xI2freTaD5dhsx1Zzvf5D3/Ab19YyBtLthzxeZJlhcLClvUMjjbRNu52Fl+v20O1s+m88kNxOLyNygzV24fCyohdaEjuqZsUKrP7CcoKICAIoJUkJFFAr5HQSSKasIoYDCOJAhrxQAg60FArWjpk+KqpcTeZ22zUSQhCROX94DrTWklCr9UgSSKGurFTU/e9roOzUgMG+Pn6azP//GcMjz/uZuzYKr77LrpCULsbl8vfqk25+ImPufFfC3n+q7VNfv/25jwe+2kjf130S5Pft4XZj37E9c9/xYvfbujwPjqLkpKaZtMzjlW6yy7+2m73cuK++beCLEdPKCKA263y5ps+Fizwsn17mMsuM/Lxx/GMHBll3ngTqKoaVaGdzZFoNfLwFaeyNq+UP54/rk2/+ed103F4Avz5ovHtaiva7q9oRVXVdqvrnzd2AG/+sJUql5cEncTAnklkJseikURG9U3D5vSQFGNie4GNr9bkYjFpKal2YjXp8IVCWBItVJl1SDV+Pt+4iTNSkpk+IpuVuwo5Z2IGH+yqxWzUUOMNkWY1EJL0fLO6jASrgczkWHQaiT2lNSgq9ElP4Lyx/Xn28zWU1bhJiTUyfUTjnPDThmaydGsBJ+f0QFU5Jp6VzqIrbIPbF6TA5qDa6eOXvFLOn9h0ekjv3hLSkHJkCpnSN43v583kyoeW8u4XFYjONDx7svD+GI+a6GFTfz/WUwTCgwL4AzJhp52rRo1AFVSGpFoodvnRajXYXG5Kqlz4g2HizBacXjfFTi+BsMx+u/uIj7WoykWtx8fGfeXMO2PYEe0Lou9eOx7t4tfr9nD981+RlRzH8r9f1ajmeVOoKo1C3J++5gwuePRDNu+v4K4FS7j/8lNwB0NMzc5kU+FqVudX8cpylXfmTmHOKYOZPCSTGJOeSb1TuW5Mf97/ch2qKnDuaUOYmpPB8vxy7qgL737iqqn88/M1PDHvjEP60PRz+eeLJrJ5fyXTh2c3mjge0DOBO2dPoNzu5qIJOQgC/O3yU/lk9W7u/83kDp03RVFRVZUzzzQwY4aejz/2c/vtTlJSRB591MqkSdER2t29qE2mgB1MUZUTty/Alv22Jr/fV+3EFwpT4eq42FxRlRO3P8SWfc2r9x8t6u+b44nusosnWrvRNh7+6qA3Q79+3V+WSFVhxYogCxb4+PRTmDTJxx/+YObcc/XodMeOwonRqKNnz+jK7WiO62eM4PoZI1rfsI54i4FP/3pxu9uJhvvrWCA2tvUV40MZ3ieFuVOH8uA7yzAbtLx480ysdXl63zz4GyrsHnomWsm+/gW2FFRS8qmLaqePBIuBGrefxMxEqgMhNJUubBUOnv18DT8+NpeUBBmn3058gpGKgEyVN0S8UUNIFdlV6sDhCvLh3dPomRjDuDtex+kNcNPMUYzul84V//iMKqeXOacM5tJTGocn/+6cMUwZkslJvVMAMJtbDmE/ntDrtfTq1fHau02h1YgYdRq0GokeB+Xzu3xBXlq4gbsuPDCZphUjq3vFeZUE5TDlQilC5j70pkLCviAx6Um4Ain0UdMp3hzPz+/FUVV6AcYUJ+8KWrKHhnAkBECBkKIgCBCoi8fwBUJIokCiRUOZXcag07aYb//+8h0M6JHIyL7N2wa9VkQQwGI4cudEkkR69z665S9b43i0i6t2lVBe6wEVAqEwWqnlaxcX19jmjemXzuBeSXy/KZ/ckhpi9HpuGTcSgAEJcXy/qwyXX6Z/YhLv3jW70W9vHD2AF99aBsCcnF5cPCmHWw5KjzhzVF/OHNX3sD4kJh6ugwER4c4P/nxhk9/Nv7yxI37l1JO4cupJLR5rSxz8rAgCXHyxgdmzDbz1lo+5c+0MGaLhkUesjBgR/YsUXYXVamy1VKJWE5kQMuqajmTQ10WNaY4g/0anjbRhiIJov84eT6KB7rKLJ1q7fVsYe7uD7n+aopRQSO42oYmiIpk33/Txxhs+9HqYN8/E/PkJ9Op1bA5EqqoiyyoaTTeXFVJVfvfSt0wb3puLJkZeUh754GcMWg13zm68Av71ujw+XZ3LSzfP7LRySM9+sQa7J8D8yyZ36/11LFE/G97euqYJlvqXFqHBOYeI5kCftDhUlYPux8hkl0YTMYdaSQT5QH5lfSJQrMWA0w8xei0VARmhfpa+vqIXKgkWIxaDtiEstT5fXK37d1IzdTYH1oWk169c1R9vMCw3hN0fj0Rsg4KmE48xzmzg6Wuns2pXMTfPHN3w+UWPf8TSbYV4AiHmXxZxJv5zwUQ2btjHvj2ljL7zdfLDYaxxZkJ6iR7xJsaOSMFkEZk3wI0keKnAgOJU2b7TSGGuyIqFenK3ZRL0ZUFqLbqYSjw9nFhjq3H7q5g/ZxBDs6z8e4eHl2dNRJaVJu/lJZv384eXvyPObGD1U/NIaOal+983z2TB4i2dVjYvHJY79dwfKcejXTQbtAiATqNpUymrpmxeQzWPQ36uq7NZh45Ri3JLyIw3o9dKmPRawrKCuZna6o3aVlVe+W4j100bUacdI/Da95u44tShrTpf2wqrqLS7OX1Y71bbaQuyrCAIQqNQekmCefOMXH65gZdf9nL22TVMmaLnoYcsDBhw4r3OtmV8fPmWc/jH56t56pppTX5/26STcAWCXDWq40K0//nd2fzfF2v4+7zTO7yPziIclpEksd1ph9FMd9nFX9vtXqT58+fP7+5ORCP5+TYSEixHrT2fT+XDD/3ceaeLBx90k5kp8fDDVh591MrEiTpstqqj2p824ADi2rKh3x+iqspJTDPOydHi7x+v5qlPVrFqdym/PWskK3YV89sXFrJ0WwFnj+lHenzk/KoqnP239/lhy35UVWDqsKwjbntnURWXPfUpy7YVMqZfDyR/ONqu59GkFOjRlg2dTh8eT6ChxFlbSYoxsmTzfvxBmfwKO7Mn5DR6ORYEWLmrBH8ozOh+adgElbAkoVMUZEHEHGPgtD5pVFe7GD4omcRkM/+3Ko+QAiPTE6gNqaRbLSSZ9Chhmc27bPRLT+TW88YSY9KzbFshtW4fZdUe8oJBVlbZSRAk/jz7ZPqmN44mWbqvjNlvLCbGoKFvrIWaGg9WqwGb08vMB99jW4GNs5pY5ToeCAbDVFQ42hMpUQC0+kAOzUxmVEYSiqI2CL/88/M1lFS76JMax6zxEdEqg1Zi5eYCtu6vRJIkHKqKNdaMMxDm5BE96N3LyohkA2maMAIqoiCg00NqlsKA4T5iRtdgnFSEaXQlpTjQ+0wE9qQR3jAUZW8OzuJEnDY907NSGJgRj9/vw1Kna3Aw36zbw0crdxEIyVw7fTjxTWwDkJUSywXjBzRyWjqKLCsUF9cQd4gmQnfSxeNum+6dzmZiTgb55XZuOHMEY/q1XlnB4fDh9Ta2eeMH9iS3pIaXbplJzEGfn9o3nR0Vdv5y+nD6J0VWnNcU2rjinR/5bGsBt552EkadhuHZqdxy9ujD2jqUm/+9kMc+XElhpZ1TczJ4YeF67v7vj6zbU8blpzYvMmZzeDnrwXf5eMVOThuaRXonXMNIbrXapHCTJAmMG6fjppvMFBTI3Hijg9xcmZEjtcTGdslCQBltHLOOJm63H6fTh9nctL0ASE+wcNHEnGYXGiRR5PS+PUk0Nb+P1uiZaGVYSjzJTVQgOdqUlNRiMGijaeKxze/KzXG0/ZETtd39+7un3eY4rkTiVuws4tVFmzplXyZT+0MIfcEwdy1YgtyOPIbVq0PcdJODjIxK3nrLxzXXGCkuTuHf/45l3LgDA1NH+hMNBOtmM6NBHdHtD6KoKsFQGEVV8frD+ENhvIHIn4MJyjKqCp5ApEZzsK4eq6I2rq8ZbGOd1kBIxhMIEQjLuHyBY/Z6Hm00GqlDM5p90uK56awRVLu8fLJqN7uKDxfDeu+u2Sx++Aq+uPdS0nun4LDq0Bv0OIqrGWs08sHvz+WZP57B9EmZvLdlL/tq3eyqlZmeM5RbxozgxtHDGZIQj1nx85c5g/j4nguwGnXoNBJv/ul8RFFg/b4yXl29i+pgmBmnD2XGyMMd7eeX72BrWQ3/WbW77lmJrAQ998UaVu4q5r3lO3D7O7dWeLQgiiKGNqzsdQSdTtMoasek1yIIEGfW4/GHuPXl7wiE5IYIC58/hKiqBA0SGp2GfY4Adp+MKGoQRQkLMlZCaEQxIrgliJg0GrSSABY/Pca4SJ26D/Gs5WTe9D1MXMig8TU47BLP/9PIwIEOcobX8JvLqpl+5QY+/7YWvz8yVmQkxWAx6Ig3G1pc6cwrreHet36krNbNHa8vRjmCXEtBoMvOfUc5Hu2iJAq8+afz2xzurdWKh9m8/j0S+PZvlx1WYtGgkfjk6mnMzOnV8NmWshqK7R7ya1xUefzce8kknrqmcY55cxTYnIRkmeIaN1qtxM7iaryBECXNCHXWU+nwsK+8hsIqJ9sLm851bi86nQaplbBrs1ngnnss5OYmk5IiMnJkFbff7qSy8viqg90ckiS1W7XcG4jYPl87hNTeXrqNj1bsbHEbk0lHtdPHba8uavEd+J7//sC+8q4TDTYYtIjiceXadJtdPNHajZaShfUcVzFBt73yPaU1LmZPGEhiK3k5rdGR+rB3v7GEF75eR4xJz/0tlOgqLZX53/8iIeyyHAnZ2rIliZ49mx+Moq1ebVt49os1vP79Zp65fhrThme3/oMu5qKJA/l01W4G9kzAqNMydkA64wf2RCOJDD5I9VoQIqse3/v38dXaPGRZ4cctBbxww8kYRDfZGf1Jikvmuw17ufP1Jfx25ih+f86YFtvumx7PlKGZ1DidJBhqSEnp19WHe1zQUj62NxBqUW0/xmQE4YCaeqPfhsKYtBqyUyMT2/V5enp95Bk01sWtJ8YYKPMGG8LZ6xcuYw16REHAIEkIqMSatViMOmRFJSwr6DQSQv3GdWrLcc0cS/3CvkDk5eKA01T3xXEmeHMwWq1EcnLLdd07yqErw+/cOYu/f7yKp66dxiVPfsynK3dT6/bz2q3nsjq3hO0FNiw6Ca9WxJRspdgbpMQRxJcRLvfK1AAAIABJREFUi1MOk6Z4sSCg0aj4wyL7RRN6o4Y+CWYsBh3XZMQQDsms3eXkmYsnM/7hD/jYs5H/3DSYcaKDH38q5tvva1hSmklNoZlV31eiugIMGqRh7NhUzkk9i8mnmEi0NL+iPeepT9m238a7y3ZQaHMgiSJPdjCsVBRF0tKOaGGn0zkWx7nO5uDVUH8wzIsLN/CH88bw3LLt3DZlKM8u28atk4dQbiuiR0oGL3+7id9MGcKKkgpOzkgh1qBFL4logyF2Ftio9QWp9QY4KycDgJJqF99vym8QGfSGwry8eje3TR7SEJmh12mwWAzo6uyitpX0NKNOi9mgx4fCjpqWnfm2Eh/f9siOuLiIcNytt5p57DE3gwfbuPlmE3feaSE29vgJdT4Uk0nXbmdm3rNf8uGKndgc3sM0C5pi/Z5y/vjKIiRB4KTeqQxsRk+oR494pt//Dku25CPLKs//9szDtnn4vZ95+rNfWLxlP2v/cW27+t1Wumo86U66yy7+2m73clw56MGwjC8YbvOqZku43f4mQxFbwh+MrLq6vIeXAgkEVL78MsAbb3hZuTLExRcbeOWV2DYrkXakP93Ne8u2s7WgktcXbWbSgJ7dPjs1sk8ay564kniLAVEQSI4x8f3DlyOJ4mGlzN69czZ9b3iB3JIaat1+bA4vZVWlpFhFKqpLSYpLZsHiLWwrtPHusu2tOuhWo47P/jKLX7avRlI9FJUXk53R/ZMW0U4oJKMoymERGIs27uO2V7/njlknc10Ton6+cJgqnZ/LLziJ8n2uBkdcVeG6D5axq9LO59fOINls4OHvN1Li8DKlXyLD0i0sXprPmtwSHnhnKe8s286MSZlMGtaHYkcABIUvduURh5c4s5UBqRnEmSxoNRo0goZLnvgYlz9Icv80lB7x5MSaGNAnnZ1VDi4d3qfJYzx/SCarCyqZPjCDcFghHJYxGLTMmTyYT1ftYlCv5DaX/TvWUBQVvz/UJTPmgUAIUTywGpmZHMu/bjoLALc3EpHg9AbRaSRGZqexdX8lBo2IU1bQ6DU4vQoWnURYlnEpKooaAkCLjzAa7GEjYUUh1qgloMjEG7UoBonbZg4mLc5Cn/R4CnZ52O4UiI8Fp9+Paq1BjAuixLrJ6pXMuqdvYNOmEGvXhli7thfPPxjinhvKGTlSy9ixkT/jxunIzo4cg8sbJCTLuP0hZEWlytlx5WVVVfF6g1ElSngsjnOdTcTmqej1Gn7z1CcsXL+XBat3s0MO8eb6PLZX2MFfyZgkhU179nHXG2v596KNpA5Lo2eMmQUXncbXmwr4fNEGbn3xW+gVjyIJfHndmZyUlsCsRz5kb3ktWo3IFacO5dI3f2Bxbgl2X4D/3DKTW178lhdunE4wGOaZ66ZT5fDxl0smttjnPmlx3DNnEk+t282CrfuZMSKb0/q2Hs7fEn5/CI1GbFeocmqqyHPPxfCnP5l56CE3AwZUcscdZn7/ezMm0/HnqIfDMrJ8+PjYEi5fsNHfrVFh9zSUCKxxe4GmHXS324/LH0RVocbtb2ZfbsKygsvbdRFhXm8Qg0FzXK2id5dd/LXd7uX4uYOB88YN4Izh2aTEHnlOXXl507WIW2LetGGcPLAH1585suGz9etD/OEPTjIyKnnpJS9z5kRC2F9+ue3OeUf70+3UjYeyIlNT42552xaodHjYVtA5YXOJVmOjXGSLQdfIObd7AmzYWx6p9aqJ1JPNSY9EY6h1B1Rp99b9+5Ai2q1g0Gsw1SmpuhxND2DN8dO2giMKZz1W8XoDuFyHn6tXFm1iZ1EV//1xa5O/W19STqHLSY8eMbx516wGB7fK4+eLHYWsKqjkP6t2AfDepn1Uefyc1DMGSScydkQ6pTVuXv1uE3tLa9m+s5a5wwdz8Um9SLFKbCgtw+51UW6vQqfVMr7fUE7uO5hdxTV8uno3izfl8/naPKrDYS49ewyfXXsmP910LuOzUprs65Wj+7P61lncN20EgUCI2loPACdlJbPkkbm8/+fZbRKXOhYJhcLN1rk/UhwOL74mXkJLql3sLqlBECAp1ogvGGadzY5GK6HRiug1ElpBxKzV4AuF0UkiYY0WQdIiarToRdBKmkiouyCy3+HHHVRx+MKUugI8/tNu9lU52FvhQBAFvtptw+kNs7/EgSgKxJr06HUS8VY9RqPAhAk6br3VzFtvxbFrVzKFhSncf7+FAnslD/2jlMmTq0lOruCcc2rwbhmKrro3FsGKRhLp2YzadltQFPWI67J3NsfkONfJeDwBXK6IQ1Ru9xIMK9hq3ciKgs3tQ1YUNIRQVZVwOITHH6LS7sUVCFLt9SOrKuf2S8fu8lNoc1BY5aLY4WWPzYmsKJTb3dg9/oYxtcLlJSDL5Fc7yUiK4Yv7L8UsSRHtD72Wj+65qE2583NOHUIAKHd72VJWc8Tnobnnty1kZUm89losS5cmsm5diP79bfz7316CweNrDPX5gk3Wq19XUskzKzYf9mpS7fUTStKj0YpsL7RR6fC02sZ3G/YSa9LTI9FKSqyZ93/eyfx3lx+2XXm5g3izAUkUSG8m+iEzJRaDViLe0nV6RNXVLkKhI1+kiya6yy6eKO2GZIVl2wopLbMf1XZb47haQX9k7qmo6uFKpx0hPr795Z0m5mSw6slrsNkU/vlPDwsWePF6Va66ysS6dUlkZXVctKIj/elu5v9mCk9+uopH5k5ttRRIc9g9fmY88C4uX5AP/3who/qldXIvD+ALhjnzgXcpr3Xxxm3n89dLJhH2FdE3Wc83W1MY3X8IG/N28OBHazl/q5/HrpyKzenlnosntWn/Rr2JXqlZBIJ+kmJ6trlfT36yikc/WMF5Y/vzvztmdfTwjkn0+pbFXlp71AUhIgTWMmrdtgKgotTV4KxXLa5XYNfView0vPSokc9DYRVJFAiGDwqlr8vB02olBAFijZEJAqc/REwTeb8960TStFoJi0XfsF2cVY/UCYJg0YokSV0mHmky6ZvUL5j33BcU2hwMzUzmP7eczQ1v/sCOSjtpmYnccN4AVhe5yIjRU+IIcG7fGOI1KglKAK9owCR70KDg1segF2FFoYuNpU5MWg3bypxUu2UKHB7Wb/uMoloXMTEmttvcVH1qo8LmondKLOv/eS3/9+Vabjiz6XKOcXEi/Yb5+fGNL/D3lvn4PxcxLK03a9YE+WHZYBYu6YntSxNmTYhdGgtPlXoYM0bLmDFarNa23yuCIHSojGFXciyOc52NwaBFliUcngAVtZGJbY1WBBU87kh0nt0bgkQ97kAIQYCQRYesqhg0IiICm/dXYtRpI+k1eglRryHBrCevpIZQWEYSYXthRJejvkrEjkp7w/uT0ahrtwr21rJaNIKAQaMh6SDBsWqnj9e+38SfL5rQ7G8f/WAFfzx/bKPygWZz08/vweSX17Jw/T5uOadpAbycHA0ffBDPhg0h7rvPxdNPu5k/38oVVxg5gqpiUYNOpznsOsmKyhPLNlHq8JBiNjF3RP+G7x7+cT0uSWXY2Cw2rMznmue+4usH5jS7/+827uO1xZsQRYHHrzwNi0HH7a8sotbjZ1BGAnMmHxAOjI838cHdF/LUp6v522VNV5n484UTkGWVedOGHeGRN09MjLFV7YJjje6yiydKuxc88gGLNuYzc1QfvmjheTjaHFcOOnSOcw7N1wFtjlAIvv7az4IFPpYtCzJrlp7nn49lyhTdYX36ck0ey7YXtlm4pSP9iQbOGt2Xs0Yfmfq0zeFld0k1/mCYdXvLutRBd/kC7CmrocbtY8XOIu6bcwprt7nx+NzcMG0Q/XplcMsry9hZ7KJ/jyr6psfzwyNz29VGdkb7c88351fi9AbY04XCKtFKcyJWl0wcxPo9ZZwztunzOSwtmTUlZVgNOuL0B0J4E0x6Tuubzt4qJ1fWKaOfmZNBhcvPrgo3ksPL+o1lzBjfm9mn9+PL1YWsrfJz33dr2VVdg04LsgKBGAM6ZJZu38GDb68nxqgnKCvEWw0ICKiuAIY4I+9v2otfCbGv1kGq0cLCnUW8culkJmc3fR/rdBp2VjuZ+78fmdw3lb5petKtZi47aXCrkxHHIhqN2GVOYnOhavUTKTm9ktBIIv46saSEWCNGvYaJ2fFUunyM6Gkl1aLBioxJCRMUBIxK5LdeRFQgr9pDuO4ze0DGXycuWZ9mZdZpcKIg1k3mZCbHYjXquPfSlif1PP4gDrefsKJis3tIHykya5aBWbMMPEekzm9eXrguND7E/ff72bw5RGamVBcar2PsWC3Dh2vQ65u+c0RRaFee79HgWBznOpt6mzf9/ncoqXEzpFcyXzw4hzMefp/Cwipieify9w92YbqwLy8vLsZqNeK36qioCfLCuSNYubOIl79dj14TuUcFb5h5pwxmYmYKY/70Ot5gCLNBz49b83nxmw28Nmcy0176ho3FVdzx5S88c/7J7a6aUeb0cuvnK1ERmDMim8sPqjox+/EPWZtbhorK3RcdHip/71s/8dSnq1i+o5Bv51/W8HlroaayojL78Y/Ir3BgMmgbcuqbYtQoLd98k8Dy5UHuvdfFq696Wbbs2K+XrddrDwtvV1Dxh2RkVcVxiLhove2zGCPXN9jKSrPN7sHjD6ERBUb3S8cXDOPyBfEHw1QcsnJf/+w+1EoJyHtaSZc4UqJt0rEz6C67eKK0O31ENiFZ4dxxA45qu61x3DnonYXN5myT2MSWLSEWLPDxzjs+cnI0XHONibffjsNiaf51+tEPf2Z7QRU3zRxF37S2iRK0tT/RSCgk4/H4O1TOx2rUkRxjwuULktnFx2/QakiwGgjJCr1TIyVrJFECARZvKSC710AsdXn0MeaW0xPmv7uMyYN7cUYz4njtuZ4JdTnzB68unCj4fEFkWTnsZe3SyYM4fXgWSTFND8Yxej03jx2JXiM1Cg+XRIH3556Owx8koe4l9JnzxrM4t5TFOytJs/upcng5bUwvDEaJKaMz+Obz7SzZW4IiKMQZdOyt8pCmFTkpSct3m3JZvr0IrUZDKBxx9HQakWBYwWLVs80fIqzKxFg0/FRVSZnDy5vr8pp10AOBMC8u38a2ilqq/X4uNaZh9/sJyjL642xVACI5lC6Xv0scRZfLh1arOWySp2eCFZ1WJLvuGe+bEodeI5Iea0FQ4NOvd9KvXxIrbV6UgQmM7GVGiwafVk+MEkArSUgGMzGySIrZiKM2QLnNTkpGLFaNjlpXAF8ghF4jkhprwhv2M3VwJt8v9pFsNeELhpn7zGf8/uwxTG2mZvT/ftpKjEmPSa9jcGZyk9v076+hf38Nl18eiUAIh2H79ojD/ssvIV591UtubpghQzQNuexjx2rJydEgipEQ99pad1Q5xcfyONdZ1Nu8apePUFhm3IAe9EmKZUhiLPvzbZhqvJR7g/zjqyIq7G6SEiw4QwoaUWB8ZiqvLtpEpcOLViMRCsvgDXBun574Q2FsDg9uX4g4swGnN0ReWQ03J4+id7yVEoeXUmck5Nnj8SMIQpsd9RpvgGK7h7CiMq1/4+iwaqcffyjM/oqmw1aLq5yEwgrVh6QyOZ0+dLrDn996ZEWhyunD6Q2wu6S6Tf2cPFnHsmWJFBQcHyHQfn+IUCjcKEJREgSSzAaCssyAutJ79aRYjWgFkTiDhFaSyGilLNrgzGQyEmMw6jUkx5rQaSQyk2Oo9fgZkZ3aaNtoeXZrayNlSqOozNoR013n9kRp97ZZJ3PbrJOjLuXrVwe9GRwOX7M3SHW1wjvvRFTYq6oUrr7ayMqVSfTt21aDIKAoCko7yrG11J9oJxyW8XgCHXLQ0+ItvHn7LAps9i6vBR1j0vPuXbNZm1fG3NMiJXGG9BvBQ+98yROf7WZnucDbd1zAQ+8t528tzBL/65v1PPHRKv6bsJWtz9/QpGPdnuv57A0ziDXpuWP2+I4d2DFMMBgmFJKbXE1pzjmvJxBW0EriYfnbgtBEpE1z+f11n6sqIERylaB+hVSLv26lVKuVUFQZWT58P80V/KlyehsdQ5XTi1GSCIdPjBJBEKnF7XZ3jYPu80UEiw59wX/z9vOZPCSTm2eOAuCR2ePJSLBw3SmDufZfX7FpZwWFpS5qDRqKqjyICQZm9k9gWk4cPn0Kk3plMdGSgDcYZGKv/ox7+H0qnR5O69uTV6+ayknz32GfN8CEvmn8/JeLuXfxSlxBH1dfPIrbRg3n7jeW8MnK3ewttbPp/64/rN+b8yt47ot1yLLMPZdMYlTftkUNaTQwfLiW4cO1XF+3W69XZePGEOvWhVi0KMCjj7opL5cZPVrLmDEasrMDnHOO6YjSrzqTY3mc6ywCgXBEKFKnQRDAYozYmbxwRKTQG4ysivqCQQQB9FoNkihg0kbu89Q4M2aDDgHQSAI6jUScxYBWkrAYdNg9ARRVRRJhc345APr6MPcCG4GwzNd5+UzNzDjMQX/y41XMnjCQ/j0aC4VZ9FriDHr8skzKIbbaqNcgQKP67QdjrhsfD01F8vmCLZYCFAUBs0GLRhRaHQsOJVru9yMlFArj8wUbOeiiIPDM2RNZV1zJ9H4ZjbZ/YOpoTvp/9s47Pqoq7ePfe6f39EpIQgm996oiIiiK2Mta2bVtsb+761pX3YK767rrrlssuHZFV8VVilhAAaUJSEkgjfRMZibT25257x+TCYQkkJBABvX3Tz65c+495557znnOc57n+T2ZKSwePoB/5uVw4/zxR33++IFZLLt9IekWQyu3039/dQkHau3MHtG/TdlEmbseTwC9Xv2tUtD7qm+/a/W6XIkxhuNQPPTQQw/1dSMSEWq1sk1+SUmCDz8M8qtfubn9djcGg8A99xj4858tzJmjISWl63x7GpUCi0HDtXPGdNkl/8j2JACcQJdy9IiigFqtPK581gAFmZZ2p7UnCjkpJiYNPkSIo1QouWfZRursHkb0T+fi6UOZO6YQxVEYQj/YcoC1OypQKUVuPWdiO4Z46Px7dsShIAoCc8YUdPicUxS1QE5XCioUImq1otvCts7lY+Fzq3h/TxWXjC5sjeOORGUuf+ljnlj3DQuG9CNJp+Ge59eybl81aakmLh6TT1lNM6FwmEF5yazZUIHV5sOYokMpCOyr8xAORjiwo47CXAvLS92oIjKXLBzKmOFZ1FS7Y1kBjFoU6SZ0aiVJRhUDUk1M6ZeJKxDmwXnjeefzvdzw5PukmnSMKcxkxeYDXPK75XhDEldMH8qGg1bOGpJLQZqeAclJjM3K/Fa6uIui2N21oRLI70pBpVLRkku57VwVRaHNHAeYWJCBQhT4+OsKNu+vRadR4VeKKBUK7IJAkl7D2FwTQUHBkKz+JGv1mDRadEoFf/14Jy5/iIWj8lkwMp+XNu6jttnLnKH9uHD8QEodDhq9PgakWZhVmMcHW0vZcqCOVJOeH3cQO1ve2Mw/V24jIsv87LxJFOUevyuuSiXQv7+CqVPVXHSRlp/+1MDNN+sZMECJzRbl009lHn3Uy9KlHj77LMT+/RF8PpmkJBGD4eSPuBMs57o8dvoSsTVPyZwxBbgDIZ66aT7XvPYZ66utmM163FY3Zr0GXyBEVoqRNQ9eiawQuO/MceQlGRiSm0q1zc03lVZUCgX3LJ7GZbOGo1YqKMpN4cNtpQTCEjqNivLGZlQKBQ8smsJbX5Vw4OsKmpVBakJenFKYcdmH5O7TH27lVy9+ytqdFdw0f3wbOZWkU5Nt1jM+N41rJg5u8z7ThvZDikR54odndUh2eda4QqqsLv78w7PakIcplQo0ms7ZuEVRYFR+JkkG7VEPzHsJdXRRZp1MxMfKkfJRp1IyMNXSrrwgCAzPSEYQYNLgnC6Rjw7ISibzMONKqknX7oAGEmePqlIp0Wjax+b3Ibq8V+4MfdW339fbt0icliQY4ha7PXskli3z8dJLfgoLlVx7rY5nnknqUW7Nq88YxdVnjDqu9pyKUCjEPk+x1hOMLkinzu5m1vC8LpWfN24AL37yDQUZFgydnP539D1fWLuTp1du498/OZdR+R27tX7XEFPcun+w89auCr46aMWgVlLt9FKYEnPls/uCfFJah80b4MVtpdw3dywfbCnFXtXEBUPyePKauewqrmfVpkpKypspb3CSn5uCRiXi9ISxeQNE1SoqK2w89r6ATaNg9NB0dMbYd5YVURzuIPq8LHzBMGatht3VThYMzOPx86a2kr/d98xHVDQ6eXtjMVefMYrX1u2mtL6ZD7eV8uAVs9jwk/Mxa1UEJAmt8tu7TIuicEJSrAHdSj0EYHX5+HhnJUatmkgkiqVlg5ciCzQcsBEYnc27n5Sy4Qsrg0fnUefxkSGoCUoRkgwatjQ58IUlBmcmsb+hmfH5GWwvbeAvL33JxEm5ZBcY0WpVTC7K4Y3P9zK4k5yrhRnJDM9LJxKNMqIT9/aeIDlZZN48DfPmHbJo1tRE+OqrmKX9iSe8bNkSJilJYPLkmGv8xIkqJkxQHTV0qzdwKsu53kL8sGpwTgrP/+w8ABzeALIcI05zyaDXqHD5guQkmxjeP5Wn+reN650zqoCnP9gKwLkTD/F0nDmmELVSgT8ooVerCIYiVFmd9LMYGIiCg1EIyVF0KAhGpDbPLG9oxhcMY/f4O2z31RM65gMZlZ/Ov35yTqfvq1YqWHb7ee2ud2Y5Pxynj+rP6aP6H7PctxVKZfcPr08UEmXunih50pfoq779vt6+Rbd2frIs09zcjMVi6fRU0+PxYDAYEun0qttobo7y9NM23n1XoLo6yjXX6Pjkk1SGDOm7jXJVlY28vFOT1CQYDON0+snISBzXke5g2e3ns6/axtB+Xev/6UP7sebXV5KbamplyD0SHX3Pv76/ma2l9Sx9awMv3vndYmvvDPurbKSbtK3hEbV2DzkpRmqdPnK6RAbT+Trk9sYYkU2G2EYwFI5tSOMW10Ao5r4ebXFSN7ecrOo0ChwCGDQiDoGO1zoRiADR2DOULfHjrQzuR3jCS0LsQjQq09TkJq0lNrCryrksQ73DQ3aKsUvlD0edy0+mSdsnqdzCYQm73UtmZntrT09ht3vQaFRdzvN9738+YW+VFYtBg9MbwAS4ZRmjL0CJ1cOj/3ZTa/WCIFBgdyAa1QTsfprcfgYNSqXc5+UvG/fw4pJ5rNlzkPkj85n/0GvsKbOSatBx7uIC7HYP188dQ26qmTNGd2zMzUo28N59lxCSohRm9sjwclREIlEaGpzk5CSTm6tg8WIFixfHNiiyHCOh++qrWEz7W28F2LkzTGGhopWALkZCp0LVvXOQo+JUlnO9Bbc7QCQSaRMSplOrICrjbUk/pFXF3N/1Le7hD7yyjitnj2iVUV/WWDHo1ChFgZ1NDhqaPZQ3OBldmEFYiqBRKdBrVDR7/aS2uIfrNbG1ZuPmKmbNzueNlXu4cvhwLC3zJyvJiFqpwNQJF8r7W/ZTb/cwLC+NL4truPOCnoVkdXf+fhfh9QYJBsOkHMe639tIlLnb0OAkOdmQUJbQnqKv+va7Vm91tY1+Xdznnwx0awSvXbuWs846i9LSUgYMGNDmt+XLl/O3v/2N9evXk5yczFlnncU///lPTKbEIaA5GqJRWLMmyLJlflauDDJjhsyDDyYzb54mIdJxBIPSsQslKGJkRBIqVRSTSUSpBF/Ai157chiES2rtDM5Oaec6HgwHUYoKFIqOp0FUlimta2ZwTnKXlfMDdQ4KM5NalbZqm5skg6Y1Dt0TCNHsDZ7S3/Nk4aa/fcDq7WX8+bozWTRzGEvf2sBT/9vKnNnDWFtl5fbZI7nrtI49Ua4aN4g3dpTRz2Kgf9KhzUuaQct5w/NY8dEu3lm5jZlFFn54yUiiy6Os3VHOis37ue7M0VQ3ubhw+jCWrd2BqznAxHCEH8zIZWejmWZZQWBQErMKTNT7ouyyCRQmmdh2oB4hDKcNyyN7WA5rvjlItNbJiKIsbpk+rE37rpkzijqHmyXzxvBByUEcFiVjxvfnstGDjiuH6w/++A5bSut5+c5FTBx87JzFcXxda+eKlz5mTHYKr/5gTq9lwegqolGZUOjEzAVJiqBUKojK8lEPH+K/y8TT6cUWfEX8HlkgKss0NvuJyDLIMlIkilKWW/kFDAYdHilMJBpFIQrMa4nPjNdq0qiJROTWbztvXFvyyCPbODC7c/LQY71Pd9BZ3wsCFBUpKSpS8oMfxNyOw2H45ptwq9L+j3/4OHBAYtQoZRulfciQGAnd8eD7dTF2cHIkD8ULl5/GhO3llDW5KcxM4ss/XM/9L3/GfZfO4E/vbGLpWxt578tivn7yR6wpqeHZXRUo00zkpBlYtq2YfV9W4AtImHQq3IEgZ40dwNLrzuSfq7bxUEtKrBfvWMSEO55lV0kjDVYP1mYfV/3xHd5vSTt05wVTaGj2csnMYe3WieomFzc99SH+kIReo8TlDZGVbOLK00ZwvAiHI8cdFvddQTQaRZISg/AuUeZuKCQhd8Ypc4qir/r2+3r7Fl1W0CsqKvjFL37R4W+7du3iqquuYtasWbz88svU1NTw6KOPct5557F69WrU6sR1OSkpkXjhBT//+Y+f7GyR667T8/e/m7FY6NRLoC8wYMCp6/Ks1aq56SaZnTutuFxR5i+0s+SWejast/Dk0lyMxrb9bDYLbQ5FVCqhnWulwSCgVh+6Joq0CzswGASqo2VscK4nW53NvLSzMZtjdemMfiZMK0GWRYp3jCAiHaowOTlW5h9bVlDRXM81E85kxoC27nvJyW3r0ukEtlaX89v3V5NlMdPk9pBu0eMKBDFrtbxwy2WoVHDN31/H5Quw7CeLSXVEMZvF1nf9ycJJ/GPlVu5e3Hm+2O8SPvvmIBWNTlZ/U8mimcNYub2cqiYXq4urqQtLrNxX1amCnqxXs+pH89EqlW02k4IATy2azsoPtlPS4KTe7UKlEZk+JocnX9vGfzcU89zrcK8UAAAgAElEQVRtC1k8dQh6jYqSGhvLv9jLuBwDSjHKuGwjn9T7GD8gCZMGUk0afnrGRNbtqeKO5SuRZXjhwulMGZLDkNU7sDX7uKV/VptDAoDrzhzNpTOHodeo+OWqL3GGQkwa3Z87F0/r9uZClmH93iqqrC7e+GJPtxT017cfYF9jM+5gmHA02prr/WRBo1GRm9s+nrE3kJ5u5jdvfsGqbWW8fe/FHRJJbTxo5afvbeSGcYP5tMqKOc1ESCmQFNWRmqpHp1FhVisIqURuOD2Hl9fVEJWhX7YJSVTg9oeZPqMAl0KkyStQ3GTj75/t4vn1e/jPkrOYOiSXTSU1lIcCbLU6OK0D9n5vIMzi377J6PwM/nDD3KO+05/e3cTyL/ax/BcXk9NDq5lCIdK/f1qXy6tUMG6cinHjVNx0U+ya1xsjodu8OcyHHwb59a/dWK3RlrzsaqZMiSnteXldU7ROZTnXW7BYdO2uJenUDEuzUFZhZUhuKukWPf+4dQEA1TYPwbCE0xsjj6t0eHD4g6iNalSpWmweP3Z3gGBIIhqN4g9GmDAoi2F5qfz5h2e11pFs1DIkN5XyhmYUiMgyuP1t03T9/ro5HbbZ6QvS2OxBisqEwyo8wTBlPUwLeqp63J1MGI3ahHHLTZS5m5ubckp78HaEvurb71q9hYWJMYbjOKaCvnbtWpYsWcLBgwc73TjecMMN5Ofns2LFCnS6mHDJyMjg6quv5v333+fCCy/s3Vb3EC6XzJtv+nn+eT+lpRJXXaVj5coURoxIXJeYRDos6C4EAT799JAFel+ZjXpbhMuvjPCbB7PxeNpaC1wumchhh8KhkIzX23bseb0yodCha5FI7L4jyzy/tQafw4NfaWfUKBUuV6yu1CwvRrMPOQqBYACP69DmvawsxpZbam3CFfGwaks5tVvbpo5xONrW5ffL7FeX0Gh0YXUEiYhBam0+omIIQVZw7oXVhMPQMKwBWZA489JiNPXgdEaJtr5+Omr1As54VgYaWp9tsQhtLFJqtdCOwClWRjisDO3KGI1iG3dUpRJMJvGIMkKbMoIASUlty+h0Alqt0KbMWWdpesTL0CHiBsz4/3FG9RbhG79eWu9gYFYy5Q3NFGQktSrkOlXn8zkuwG1OP1kZBuR437W8uz0QRK9R4Q/GxkJrxoWWYuFIjNZdlgXC0SgKQWwlgveGQoSkCHLLPSpFx/1S5/AwMCu59T0icrSFYb77/Ri/o7uGg+ZAuNt19TYOH7e9CUEQ+NeqrzlodfL7tzby+PVntiuzdN1OttbaqHa4abC5SDZpcXiDzJ6Yy4jBKYRDMvnpekxSmBHmKEXZBsKCCp1WxBUVUStTqA+LhCJRqpqDVNq9LF25lUqrm998sIUXl8xjZ8DLjmYXz20v4fQB7Q9PnnxvM2u2l7OttJ7/u2haK1tyR3j6g+0cqLPzu+Ub+MuN83rcRz3te4NBYOZMNTNnHjqEt9ujrVb2Zcv8/PjHTmSZ1jRvEyeqmDxZRWpqe5l2Ksu53kJn8z/Ogm46jM9FlmFLvR21UoGlJfXnxspGjGolJo2KFJ2WkBhCq1GiVCgQlLF0nYUZHYdOxJ+t16gQhLZ1HQ0WvYaMJCO+YDjGuyLAgMyupZDtDN82JetEIJH6KFHm7omSJ32Jvurb7+vtWxxTI83Pz+eee+4B4MMPP+R///tfm99dLhdbtmzh3nvvbVXOAU4//XQA3nrrrYRQ0KNR+PTTEMuW+VixIsgZZ6j5+c8NLFigpaMwzwMHGhg0qPvM4VIkivIEWKGOtz2JAL8/hN3uabWUxSeBKMSUwbjFOo7kbsr1SETiYF05BbmD2gmsPRj4/KAA6hDnXBQmPyMW62p3Bth9QMH6kmZGzmnigqltXfEO1Np575cSXqfAxReYeOSqYzfqkdeT+fVrImnJShyeCBoVhCQlZr2aDesz+Wx3JT9+WkE4IvDH32i5+YLY96xqcvGfj3fxq0tndHgY4XTKhynxEAzK+HwdlZEPK0O7Mh5PlPBh+pgkgdsdPaKMjMdz6H9ZhtLStkqczycTDMptyowapcRi6d0DrmvOGMXr6/dw3azYt7nx7PFYXX6umjWCl3cf5OZpw3h7wz5u+/caJg7OZkdZPdOH5/HSMeL3DVoVl80Yxouf7uapV3dw2blD+LC8memnDSJrkJnHPtvCFxWNDNYa2FRcg8Wg4c31BxmYPRyLSYEC+KjCzeJBZqz+AB+u+orfnj2FhZMGs3FfNY++/jkWg5ZoFMYPzOan505q14Zfv/45T3+wlQeumMVlowZS3ORAoYjw1jfFTE/NJDu767HHggBXnjaSj3dUcPv5k7t83/ryej7YW0WqQcsV4waedOs5xPgpGhtdJyTerLHRSbRl4sSXBX9IapMNIX49vm4oW9Ymk0mDKAqkmFQoFQIWjQoIkmxQERaUyECSWklYllFEBIQomDUxK3H8kCQ+Z9NTTNDsIiLJNDQ428XbR+VYQbkb2fV6Y18eiUSpqrJRUNC7VoOUFJH58zXMn38odriqKsLmzTGl/Q9/8LBlS5i0NLFVaZ80ScX48Srq6hpPWTnXW2hu9iFJkVYeijie/dlCUow6ll5/yIr98OptbHR6SO+Xwqt3X8jrX5fx+tdlaFQK/nzBNMJyhPtXbkVKN6KQZEJKBRcOyuHaM0d3WPey288jw2LgnvMm8thbG1m65KwOyx2Jfmlm/vHjBS0x6Kl8WVLLlacfv3s7xGKJ9Xp1mxRi36Mt3G4/fn+IjIze5/DoLhJlj1pVZSMjw9xtktBERl/17Xet3tLSBgYO7PsxHMcxd9SDBg1i0KCYe6/dbm+noJeUlAAwceLENtdzc3PR6/WUlZX1VluPC+XlEV54wceyZX6Sk0Wuu07Hn/5kJi3t6JvR44l9Wr29jF+88AnP/WwhYwf07kc+lWOxBEFowzQ6KH8oAP2zB3R2S7ewu3QHdqedcESiKL9trO9vrzmDz/dUsfVAHYt/u5xtTywBIMWShieSwh8/2I5KUcXQflmtceayDIt/uxyHJ8Cs4Xk8fOVpXWrHfZfOxOkNctmsYSx9exMfbj2AQati6bVnIkVl7np2LVEZrp87mgXjDr37hb99i53lDUSjMvdfPrON6z50/8Di24J7L5nBTXPH0MKfxuWzh3Ph9CGolQrunDcetULkhr+8T7XNRVCSsDp97VJqdYY//XAeb20spqrJxYsfl2HVqUgrTMEXCVNS04TNF8Dr9GNz+8lMMrK70s7S5Xt59NqRKCSZWneAF/dEcAXDmDQqfGGJh6+YzYQ7n8Xm9qPXqPAFw9xz4VRSze03mJ/uqqTe4WH1tjJumT+eRSP78XVtA5VOJ7Mzu+6iHsdvrzmDkBTplJSwI/x3VwUHmz0UJBt5fGHXFfveRGxtODEHAwqFyLQhueystHLJjOEsXbmNFzfs41/XzmFaS27xhUP7s6Xaxml5GXzUHMAvQG6/ZFRaFVIYpmaqQBRIioZQKJT4EJEEJcXNEXxymC2bDlIwMI2cbDNldj+1pXbcDg8WjYp120p5YdMuTDqJoekmZvRP63B8XjZrOG98vpeCDAspxqMrI7NG5AEyF00bdtRyXcXJYoDOy1OQl6fgwgtj7rjRaCy8bPPmWEz7m2/62bVLIi9PZvp0J5Mnx5T2UaN6l4TuVIBCISDL7ceJTq3kqZvPbnOtyetHikYx5yYzLC+V90tr8YbCKBVqZhRkYvUGKG/ygFKBXq8kEJIYO7Jz1nO9RsVTN5+Nw+HlD9edibkbBG3nTTqUXm3m8J4zqysUYsJZtBINgiB0WeadaCTKHlWpVCSUZ0FvoK/69rtWb6JkRIijxyav4uJiAFJT21pABEGgqKiIxsbGnlbRbXi9MsuXB1i2zMeePRKXX67j3XeTGTOm65I+P7/rsXlxvLWhmO1l9by6bnevK+jH055EgVarQqs9dMIrCiJFBcN77fmRSBSQkaT27rqKlpzHG/dV4/YF2/wmi2bs7iAQxOZumzrG6QsSDEtMKuparlCIWbX+cEPMjXby4ByWf7EXpULB3LGFWJ0+Gpq9AJw+sqDN93T7goSkCA3Nng6f+11GarKR117zM2RImJEjVahbFu64tdcein1zKdKixR/h4n2w2YNZoyapxVXTGwjT6PTGXOFbHMPDLffGb42ThYVbLJpSi2kz3HJBaNkPxeuMRmU8IQmPJKFWqwiFwggtbnbNviCRqExJjY2h/dLYU2WNpc5qMbO6WpjkQ5LU8myB9PTji73sjnIeq4w279MXUKuVZB+FEK0nSE018frPL6LR6SUzycBNr37GN7U2/vXZN60K+g0TBrOgKJdsk56rBHhlVzmjckyE5SjekIRGiKIjgjYSgKjIAUmHKxKh0RdCkqNYgxL/e3kbQ0bnEk7R4a5y4mhyk55soNrh5YvKGtRGJWcNzODWaSM7bOfgnBTWPnoVyUbtMb2vnvvZQuodHrKSe87arFCI9Ot3YuL/jwVRhKFDlQwdquTqqw+R0O3cGbOyf/llmKee8lJeHmH0aFWrlX3SJBVFRcqTTmZ4MlHS7OXZzSU8tXjaUWWPFIny1ZZS1JEoSS2ppYrSzSTpNaTpNRg1KqIy5FoMBKUIOpUilgs93cym4hpe/uwb/vKjszvsy+Tkk0Pg2hnufPYjzp9c9J1OodYVJFIMeqLsUbvjfXaqoK/69vt6+xY9VtAdjhgRiKIDqnOtVovX6+1pFV2CLMPnn4d4/nk/77wTYOZMNT/7mYFzz9W0s0h2BT5fqNv5FA1aJQpRJOUEuGQdT3sSBdGoTDgs9arL0SvrdvPix7t4+a4L0Gl0ePxuDLr2m1aby88nOysw6dQUHJayKBKVef6jr0k26gCZf6zcyrShuYiCgCBAYUYSoXCEyYNzjtmWkBRkb9k35KTnkZ6cAcC0obnkZySRatZiMWhQKUWG56URkiKMyE9r8z0LMi1YXT4mDOq+5fR4sGp7KUvf3sRzP13Y6vKfqAiHI6xcGeCxxyTKyiKMGKFkwoRYTuYabS2fO3xYCtKJNDpJM+v50fxxrfcedHhY+NxqjGoVq26cj1IQOOfh12hy+Xj73otZMm8sf1m1FSlJR75Rw4XDU5BENXMKs/nbhj18Y23GMjiToCCQoVIwfEQGUUHJlWOGUOUt4ZtaBwa1Aqc/zNWvfEphup6pZwzG4oqQazHw5hd7Wf7FXjaX1HKg3s7wfmnsKLfyl5vO4rbzJ7OvxsbWsnoeeHcdkgGMajUz8/oRDEpoNCeeD+Oe00azqcLKwuF5J7yuzhBnce9KzuPuIhSSEEWRzNZ0VUKbP00uH2lmPaqWk5m4ahxpOXiJH+DEPTgEWUZGQObQYY5aqYz9F43f07aquLu7QhBiac0cHnLSDh3ANHn8pBp0pHcpZWAMvRVCJcsygUAYXRfjjE80VCoYNkxmwgQ9N98cu+bxyGzdGsvP/v77QR54wI3dHmXiRDVTp6p45BHTt05Zv/6NdexpcJBu0PLw2eM7LffzFz5my+4qcjKSWH5NjFxw0Yh8fnfOJEZnpWDRqrFo1Tx76SzsviCFKWa+rrWxaEQ+I37yL0qqm8i0GLjvspntnh0ORxCEvrEo/fGdL3nqf1t4f3MJO5+8Ee1JWAtPVUhSlGg0mhApxRJljxoIhFGrld+qWPS+6tvvWr1+fyhh5CGA4qGHHnqoq4XXrVvHJ598wm233UZyi99tRUUFy5cvZ86cOYwe3Tau6fHHHyctLY0lS5a0e5bL5aemxo4gCGi1ahobXTQ0NKPVqlGpFBw82ITN5iYpyUA0KlNR0YjXG8Js1uHzBamqshGJyDQ1KVm6tJklS5ysWhXk7LO1/PrXsGhRiEmTTKjVIuXljTidPpKSDIRCEpWVVoJBCaNR29oOENDp1FitsXY0N/tJTTVSVWXDZnNjsRiQZSgvb8TrDWI26/H5QlRVNSFJUQwGDeP6ZxCVIty1aAoajYq6OgdWqwuDQYtCEWtHc7OX5ORD7QgEJEwmLW53x+3QaGL9UVJSh8fjb9MOjyeIxaLH72/bDofDS12dA4VC0dKOZqxWZ2s7KiqsOByxdoTDkZZ2hDGZdLjdAWpqbMgy6HRqmprc1Nc3o9GoULUl3XICrRpvZ/ep1Sqi0SiVlTZcLh9msx5BECgvb8DtDmCx6AkEQhw82EQ4HMFg0NLc7KW21oEoimi1Kurrm2lsdKLXa1AqFVRWWrnur/9j84E6XP4gswcNwqAzM6B/IR5PgOpqG9Eo6PVqbv3bB6zeUUF2spGNj19HQ30zTU0uVu6s4DdvbkCKRgkEJXZVWBlfmIUqJBEKRViyYDwT8jMYkZHU2o6GBieNjU50ung7mrDb3dhc1VgdDTS7mlFETZjNOlL1GoZmWLj17AlkpZkIeINMH5jJ5bNGMXpAZuv3NJl0XD57BAOSjMwuyiUpSU8wGObgwSZCoQhGoxan00dtrR1B6Lgdh+aKkWg0SkVFIz5fbK54vUGqq2NzRa/XYLd7uPqJFWwqrqGh2cu0gkysVhdGow6FQqSs7NBcibfjyLlyaM46aWhwdmnOHoFaoPXkw273UFfnQKlUtJs3fn+IceM8XH21gocfzmDECJHGRg9ffRXmpWURHKsHEKnIxl9vwqJI5qfzxxEOO9Hp1KzcX8M/Nu6lzu3j8jEDCAbC3P/SZ9Q6PAzOTeGnCybw7z2VNPhDzBmQxNwCI0VGI1Pz8nlndxXbamyYDRqawxKLZhWSnW3AKym4ZMxItlfYWb6zAqdXotLuxReWkBVRJAF+c/FMzirqxzMffU2N3YPDE6Ch2YvN5cfq8mHRabho7AA+31dNca2dQUWpiBqBLJ2eBQMKaWhwYrd7WufvofGvRamMzV+7ve389ftj8zc+/juah2q1kupqO01NLsxmPSatmtPSzIxPT26Zh+Ej5mFs3B05/g+fh/F2SFKEigpr67g7ch7abG3bUVMTa4dWq6KpyY3N5sblCpCUdKgd8fF/BCqB1gTi8THY0VxoanJRX9+M3x/GbNZRa3NT4/Bw++mjWbW9lGufeI8vd1dx/6vr+OZgI6vW7UUQReyCQESGYel68s0aHJKIiiiCQokdLaJSSSQSRSWIDMq1MGZIBlNHZWHRKhGkKG6thlC6EY0AUUQKsk24gyE+/qqUO/79EU1OP4UmHTuqbFzyr9WsL65mfKq53fg3Gg/Jjfic/NFf3+fe/3zCgFQzQ/qndSq/4nOyI/kVlxteb5CKikYEQWgjNw61o3O5cUh+xeVGrB3xcXdIfsXkRnW1jaamWDugY/kVDkdpanIjCEKr/DKZVGi1bgYN8nPttUnceaeJs8/2k5ERQa3WMH68os34P1IOHW3sxMeg2axHFAXKyg6XSW3H4LHnQkwWJCcbjzIXYmvwobmgbDMXTCYdoijy+4+24wiEGZOTwhkFWR3KAlEUWbG1lG2l9eRY9Ny5cFLr+C/UaRhdmIkkxWRBjl7L9KJcklVKshCIRGT+vnI7dk+AAalm5ozKR61WUlsbG3cmkw6Xy0dNjQOvN9ChLDgkk9rKAp1OfcQ8bC8LOpJJsXGnRKNR8sraXWzaX4tGoeCHc0fTUN/c5f3bkfvI+PhPSjIgy/IR+7fYPjK+bzpSDh2BusNl1tH3UG3nwpF7qPhciO2FOp8LBoOmdS/UmSwoK2vAZvOQlmbqkSxovyfrvixoaHCRkWFuHf9HtuNYssBkOjQPO5MFh4//zvZkjY1OLBY9IHS4Fzo0Dz3U1ztQqTqeh2VljbhcbfdCne3JjpRDR6B1rxyJRDvVZTqaC3FZ4HQGSE01dqjLxHWInsiCI3WZuCxwOLykpZnayYKOdZm2478zXeZwWdCZLmOzeUhPN7fTZeLj/2i6TGeyoP08PHz8x9phtbrJyDB3Yx7GvndP9mRHyqHDIcjdyOnzyCOP8MADD7TJg75p0yamTZvGww8/zAMPPNBaNhQKkZqayiWXXMJzzz3X1Sq6BL9f5r//DbBsmZ9t28JcfrmWa6/VM2lS71lh6uubycpKHFeZRGsPR2x2joZQSMLjCZDSw7RAh2PoLU9TXGPnhjPH8OxtCzstd/PfP+SfK7cxPC+N3X+7qfX6S5/s4uon3otZtlqmwIr7L2XhYXF0XUVxxW7qrDUYdEYmjZzepXv68ntOvfv5GInP7BG8fPcFfdGELcDEY5YCPN4AWw42cfqwfu1+u/KlT3l1czkmRwru7VFMwRzyVAMoL5cYOVKJpSDAWtceVDluNv96LtFQkFm//A+eYJj7rprF/RfOYNBv36Cq2cOiERncMCaFvNQMxuUXce4zq/lg30FS9RpsviBXTsoj3awkx2zk/2ZM4ddrtvHgqm2YtSqCUgSzXsXADCPI8KtZY5nYP4NJ97xAdZ0Ds06Dyx8kzaynyeXj/OlDefcXF3H2g6+yensZ5583ksJ+RgamJHHj2NH4/SGSkvrWxfRkIRyO4HL5SE01HbtwDOuA2V0p6HT6UKuVbRQ1TzCMUaNi3gOvsObrcrKTTdQ53GQlG6l3eEgfloVVIdIvScdPZuQhRWTq3QH0KpEpySpkAQ4ERZBlFKJIRJZRKxSEIhEiUah1+flgr51yu5cMtYrGagdLzh6CVi+y6fODbN1dx5QhuWx6/Dr+780veHzVNvJSjFT+/vouWYIH3/Q0B+rs/Oy8STz5o56xuEejMk1N7oRKZ3WC18Uuj50TjaVvb0SnVvHThbFl8K0N+9iwt5o/LpnL5D+/wzcNzfzu3En8bGaMaK3O5eOn72zk3xfPIlmvJiBFmPzgyxTvrWH6sDw+eewH7epYtq0Yk1rFRSPbc71MuvM59tU0sfTaudxyTsxKX2Nzc/szq3nmJwsRozKiGDu4iSMqy9z69gYuHl3A3MG57Z4J8OInu9hXbeOxq08/7r5ZtnYnt/17NflpZjb8/lqM3YiDP4HYCkzo60YcCb8/RCgktSikfYtE2aPabLHDj0SJiacbe+XO0Fd9+329fYse+8VMnjyZnJwcVq1axf33399KzrBy5Uo8Hg/nnXdejxsZx8aNIZYt87N8eYApU1QsWaJjxYpkNJred2VJpI8Eidee7kCtVvaqcg5w0fRh/Gv1dlbtKGPF5v1tCGoOxw/njWVTcQ3nT2n7+8LJRZw5ugCTTkM4EkGKypw+6vjW0Oz0frg9LtJSMrp8T19+z8tmDccXlLj+rDF91oau4pZ3N7G6pIY/nT+Fq8a3zUX/4Nlj+fJgA1aDA4vRj2AvI7PoAIX56WibUpimHkLJW/m41+iY+noA0exAMk9BXxhg2Xona+s+xB0MMSTDzPyRmSi1aoqyYjGPv5o7hp31dhy+AFkmPecPHUCdz8n0/rGN6V2njebTA3WkmkSmFSZT3hTFrFWwZkc59/57DeNmDmTw+FwiWyP4PSFGFWRw47xxPPL2BtY7XTz7VTH3XjKD3R4fH5c7mILIjyaMQaNRfavYZ48FlUrRHeW8S/CFJJrcfvq3PDcqyxxodFKUmURNk5shuSmtGQ/kOL+A1JLXMSqAApJavoFSkEEAZYtcE4l5rwejEApHMKrF1vSjcdf4eDKFSJzDIBIFRAItdcTL2zyBlhZ3TX5FojLhFq6CaDcY3zuDKAoJpZzDqS3nuoqN+2p45LXPEQWB00f2Jy/dzB3PrKHB6aUoN5V3b5jHK9tLW5VzgB++uY4P9lYjIPPmNXO5/Z1N7AqG6F+Yydu/vLhdHVtqrDy/bR9KUWRyXgZ5lrby97/3XszyDftalXOAJX99n1XbylCIIq/ds7jdM3/78Q6e+XIfnxyoZd//XdLuQKne4eH/ln1MsyfAyPx0rph9fCzu1505Gm8gxIIJAxNFOU9Y6HTqhHHJTZS529vyJBHQV337fb19ix4r6KIocuedd3L33Xdz1113ccstt3DgwAFuuukmTjvttB4r6LW1EV580c+yZTESr2uv1bFzZxq5uSf2dCzuNpEoSLT2dAeSFGlx9+g9MpPHrj6dFZv3s6uikfe+7FxBnzgom6/+eH07Aq0kg4YPH74CpSgiE0tRdryxnWaDhfEjpiB2g22rL7/nHYum8ONzJ3afVKwPsKPWRqPHz6elde0U9CHpScwemMWyzftJF8DqC/BNZROF2TpSsyRuvXIsd9w+BFEQ2LKviWk3bkBqTkNZk0f1ZhM1bh1ymosxM1RsCYTRTzWiKYqN0ekFmUzMTeWd3ZVMykvnsjGDkWW59QDSoFby5wvHs62+BrVCwc2TR1Bc5eA3f/8ItUZJssNDIBrBkmagrt7FTfPH85OFE3nhQDVbqptYV1rHkitOZ8LIPN7bfRAxqmBERhrhcIRQKIzBkBjEPycakUgUny/Ya6mU/CGJc558D6vbz8vXz2V4birXPL+WjaV1jDTr2X6gjj8uiXEA2Nx+rj1zFH965yuavUEykgzcOXME6512Zg1MQq+EUaoQwzQqgmodKjFGH6iVYNmWKvyhKGcPTcUdiNDfoGJbsZUBg1LQqUVStGpCdi8WnZpN+xrJTTNQ7Y+SkZPCredMYNW2UlZ/vpc0vYbrZw7rkvX84t++hcsfYli/NO65cEqP+0qWZVwuf0JY3+I4leVcV+HwBPAEQgC4/CFCUgRvIEwoHMHq9JKiUXHr5CFt7glLsROZUMupj78lX2ZGXgrJHZCEuQIhAuEIEMEfjrT7vV+auV1KxlBLHcFwBL8/1OK+fuiw0OmPEV529DyAQDiCxx8iEJawunxd6YpO8eNzJ+L1BgmFpISIr05UhEISkhRBr+/7g4xEmbtutx+9XpMw7Pa9gb7q2+/r7Vv0ysp31113UV9fzxNPPMETTzwBxNKuvfnmmyg7SjLeBbzxRoyF/csvw1x0kZZnn7UwffrJOym02TwJ9aESrT3dQdyNtTcVdDiUs1ilEJAiUf61aju3LJjQbrMbV0Rf+uQb5o0vJKMlDvLTXdDx2C4AACAASURBVJVkWPQEwxECYYnZI46fMbY7yjn0/ffsLeX8QK2d3dVNLJpc1CvPOxzhSBSPP7aR7SwQR4hTe8WJvIS2ZF1xFmR3yIMio4lIaiOaIQ4kSSJZqcdeoSUjdzh7vtLwv+cFbrXWkz9Y5owZeva5jCCYcGSFkWUoa3ZSmGRpfWaVw0c4ItPg8tPkCaAQBVSiAkEWiMpticYUrYMy9rfO4W3zXt5wzDIaCkm4XIGTqqBvrGxkTE4KetXJ3whLUoTmZl+vKegNLh9bK614AiE+2FHBgFQzWysbOWh3429wYnV4WLOtjOduW8iCCQNRKkQ27avl9c/3MCo/jZ8vmsKE8nK21tYCCoiE0al1hGSJcFTAKygIRsKU23wEpAivbg/jCoRI8UvYSxsZrxhGOBolW6ditydIlkVPcbUTl1vCGQgxpSCDa+eM5rZ/r6ba6mRgdjIPn39sZVuWYWtZHQ5PgBvOGkP/9J6TO0ajMg6HN6EU9L5eF08GCrMs5KWZUYgCuakmDBo1OalGFAqRsQOy8PvDSFKkjWU022xAIYr0sxhweoN8tbsKtSBQU1zHpuIapg5p63LeL8lAhlGLUlSQotPw9Ia9lNs9LF04qdN25aQYUYgi/dNN+HxBRFEkKsA1T6zgFxdPY3hmjHguy6Tr8EApyaChX5qJZm+A0fld9ybrDB5PAL1e/b2CfhQEg2H8/lBCKOiJMnebm2OhTd8mBb2v+va7Vq/dnhhjOI5urXz3338/999/f4e/Pf744zzwwANs3ryZoUOHkpNzbPbro2H9+hBXXaXjrbeS0elOPhtjamrvumT3FInWnu5ApVJgNvf+JvDvt87nyXe/4g83zOXqP73L8g372F1l5W83zW9X9tk1X3PXsx8xMCuZLU8s4cuSGq594j1USpFIVEZA4IOHLmNUL2wsuoJT+XvG4fQFOe/RN7G5fahuEzln4qBj39QNXPy7t2g6aKWoMJNH5ncc/vfI/Ansb3KyZOJg/vPeFi6eOZSSaIAJOenoWhTOxmYftz2zBr1agU5WIniDWNKNDM42IhYqeHBxCj/57yaC452MT0lj2/YwX7rzse4zoiifwM5XtWT/u4y84SHGjGvitsUFBC1O/rV5P6GIxO4aF29ubeTjm8/l+rmjeWtDMc46F9NH5zMoJ5s1Ki33XjIDgPvmjuGmV9fx5YYS/pSbxiMLJnLA7mRApoblu/exqGgwZvPJU85XFdew5M11DEmzsOamBV1OKdhbUCoVJCX13togigIKIZby0KDToNWqOOJspPXwJO4x0+iNuZq7/CGiskydLZbuML69E+R4Gj4ZVyCCOxhFIFZHNCqjEASMOhV2Dlk4W+tszf7XUmdLzvfWJnWju8X4YU8v5YYWRSGhNiPw7VgXj4Vh/dJ47raFaJRKClqyaLz9y4vZsr+OhZMGEQyGiUbbbs2evWwWI7OTueu0UVz7xAr27TyIJdlAncPLT/65ki1/akvEW5SaxL2nTcCkVuEPR7h/5VY8wTCT8lK5ZEz7mHSA5287j7GFmdx1wVQCgZgF/Y5nP+KtDXupanLy5R+uR4pGOHdYxwfZSQYtb/z8IkpqbMcdLnY4jEZtIsURJyQ0GlXCKKKJMneTkvQJl8+6p+irvv2u1dvbobg9Ra8eTZpMJubMmdPj5+w5aOWvf03vhRYdPxJt45Jo7ekOlEoFJlPvL5hTi3KZ2hIr1+D0IUWi1No6ziVeXGPD6Qtidcdc7w7U2qlzeFCIh2JFKxudJ01BP5W/Zxwef4g6hwenN8Dug029rqAXV9twN7i5ZkIR2Z0c8ORa9Kz/cYwk8LopQzosU9pgZ1dFIwBatZJAZRNZyVr8ksR14wcyIiMDpy+Cwxdkv8KON92PvggGTpVwuCX2V/sYnTqIQI2RbV8YufRVB+WVYVTZA1HnurEbVDTmuKlp9nH34qn855Nd7NpWxU+mjeLGs8dx96JprW1ZNLKAx6XP+MLl46uSOu5cNIX/mzuUr+saqfN4UakUJ3VT+umBGmqavSCDFJVRK06ugq5QiL1mPQfon2Li1jNGsb/Bya1zR6NSiPx8/gRe+bKYa8YP5tnV23j0B6e1ln/0k6/ZHA5iMeuobGzmtF++SEVTMz+4YCRzxw9F7W3AZLBQ6gnw/t5a3i2xgwBalRJNOILo8DFjbDZGlQK1ALYmL8MHpHHjuCE8KX3NHXPH8qc127lr3nj+tGY7D58/FYAHr5jNrgorl88e3qX3EgS4a/FUVmzez32Xtk+LdTwQBCGhrOfw7VgXu4K5Ywrb/D84J4XBObGc9B1xUChFkXtOj2XJCbcILK0s4OSQ+/uRmNY/E4D9TU684TDBSARHi0dSR1ApRO5eHBufcet9sIU3IV7HD6cMPep7jcpPZ1R+7+zdDN/Hnx8T8UwAiYBEmbu9KU8SBX3Vt9/X27dIjKO3w/D6+r3Mue9l/vr+5j5tR319c5/WfyQSrT3dQSgksXN/Lec/+gZl9Y4TUkd2shG1UiQvrWPSo+F56SQbdPiDEq+s+4YhuWnkpprol2ahf7qF/mlmCjPbE0R8vLOCS5e+zed7qln8m+XY3YEOnt59nMrfMw6TTk1uipGsJCOjC3v/YCOeciLcSczjkdhY1dC6oQTYVNlIncuHSiGiUirQ6dWIYizPvUoRU4IbPX5CUgS3PwiAShmrU9+y5wmGw6CWyB3pY/xiGxf9yso3e9J4bEUTeYsqUacEECrTCL87lgkDfSxeGCSyexpC7RC27YkQ6bDpsTriZGHb9zUA8E2tC38gRHOzt1v91B2s2Ly/1YIMh6zIClHoIlVZ7yIcjmCzuXv1mb+5cDpv3rIAnyeA3x9iyazhrL17MdfOGcm6311Dv8PWiG21NjzI6Cx63P4wJTV2qhvd/Pd/JUzIyWHU4HEU5AygOaTnz19WUe7wUm734vAHCVk9NFc2YVAqCEQjZGQYqWtwMVRr5NLxg/jiFxdz8cRBbPjlJVw0YSBrbz+fibkxJSzZqGXtY1fxo7PHdfm9frpwIqsfvgJTL5FCRaMyjY2uXnlWb+HbsC72FD5fkBWbirngsTfxBcPtfh+cnYxaqSA7RY9Bq6Kh2ceqbaXtyv114y6e31ZMql5LYbKJXIuBMdkpvLZuD1f98d0W8sL2qHH6mPv0B+w4aGVYv1T0aiU5XSTe+uv7W7j16Q87DUnqDpxOH/6jHCh8jxiLu9PZs3j/3kKizF2bzd3lPcOpgr7q2+/r7Vt0Kw/6ycB/PtnF6u1l5KVZOG9y91Ne9Rbq650J5e6QaO3hiDzoR0MoJHHdk++zcnsZJTV2fnD6yF5vzAVTh9Av1cQvL5nRodvo2AGZfF1Rz+aSWjbvr+PXV81mSlEuN84fz6UzhnHB1CLGD8xud9+ix97kk52VfLj1AFsO1FFjd3PhtKNbEbqCBPye3YZGpeTciYOYMSKP+eMHdufWNnnQO0OqSY/d5ef3PziDlGNY+tbsr+axz7azvbaJBUX92VLVxOUvfcx/d1Vy99yxuPwhFHkmVEoF0wZkc+uiSey1Oqh2eXnlo13sLa4jNzeJc8dkcHahhbNzFFS6ZEp21jF5eBaDsgxolAoyTGqaPU5SNT6atT7sSTaUQxs4+wo/99yt4tPmStxBAcGRxfaVyfz+1wE++CDEzp0SVmsUpVJg8ohUKqzNPH3LfH7/9iae/u9magMSG6tdFDc6mdM/s9f5GgB+t3wDt/97DQfqHFwwNcYZML0gk521dq6bVMTUk+Q9cjjiMejdsOR2OWWNy+VDFMWjsuK/sauCvVYnCm+IoCeAUikSDEfITDLw43MnYnVaUSqU7LM5+KKygaAUO8zIMmsYZFBS3+Rj0NAMwuEItY0+bK4A0wdmMXdEHi9u3MeYvHS+rKol12Li2VVfMyDN0u1vW2Nz8/meKtLMej7YcoDheWndur8zRKNya47oRMEJXhd7nO7oZMDrDXHVEytYv6cKtz/IggltPZPmjC4g06Ln77ecw+e7q9hZ0cD2sgZuPedQGNDGg/U88cU37Gxo4pyi/lw0ppDTBmQzvSCTC37zJp/vOYhCVHDayPbu6te++ikfFldT3OTiX9fMISvZyKNXnXZMEtVau5srHv8vG/bVkJdmZtyArB71g9PpQ6E4+vw9iWiTBz1REAiECASOj1T0gL2JZJ2+1w5mE2VPY7N50OvVieTm3uW9cmfoq779rtXb0JAYYziOxPCNOQwTBmWTmWxgZH7vbEKOF3l5KX1a/5FItPZ0Ff6Q1JI6KjbUunqwHpIiKEQRhdg18aEQBW44a2yba9FoFPGweM2BWSnIxFIqReVDadUiUbmNVfFwHEqdFLd6dvEFjoFT9XseiYLMJAo68DzoDVw+eziXzBjaamk+GnY12HD6g9Q4YyEOmw42Um5306j20+QNcMdFU/jBGx9jyjNz05yJLBjSn5d37KfB4ycUDOKxebh+0QhEhUCGSUOGxs95mUreaXRTYFQhRaOYtWoMKhF/yIcohTl/gJmXt9QwY2Aq545KRyKAP7MOv9qPfrISX0ji/jlTmaUvYuvWMCtXBnnsMQ+1tWrGjDmHP3oFPq8R8NlM+IIC3miYMoebtLQTkybm6/JGPIEQ+2ttrde0SgXv3dCzfNo9gVqtJDOz54RnHSElxdjKut8Z/rJwKjvqHFQLAmZfiJAvRGaSgd9fP4cmZxN7K4oJCyqsIQW3TM/n6Y1VCMCv5gxAjcy9goISmxdnnQeXJ8SE/HR+c9F0rn5mDe9sL2XFnnL65WhZunwjH3y+n8/3VfHSXRd0+R18wTDnPfIG9Q4PyUYNDQ4fYSnaZdf4o0EURXJyknv8nN7Et2Vd7AlMJm0rZ0Fn7us3zo+lRxucm8Lqr8vaWcP94QjhaIRwNMaLMDQ9iaHpSYSkCGEpgiyDP9TeOg+H+BLixJZLjpCrnSEkRQmEIkiRKO5Azy3fKSnGVi+q79Ex9HrNcaVZ+6q2iuImKw0+DzP6FfRKWxJl7mZmWr513AV91bfftXr79UuMMRxHwrm4XzZzGJ8+djU/PQrb6MlAgpzatiLR2tMVLH17IxPveJYPt5WycPJgCjOTOGfisS2tzd4gCx56jUWPvYE/JB1X3bbmJrbu2cTBuorWa5fOHMao/Axmj8xH39Kf8Q3wgodew+kNtnvOnDH5FOWkMHdMPgOzklotjz3Fqfg9+wIKhXjUk/BXtpciRaPsKqmPEXa1xFBX2NwoRAGNUoFKIaIURVQKAVGMKaU2b7A1rVBYioAgEGzZ5AZaGNU3lcTCMfzB2P/uQBgpEmXTbiv+UASpJe1azI1dAAREQSDHqEIlioiCQFjp5/TT1dx1l4FXXkmiuDidyoMZnHaNi379FJTvS4LNZ9Lw5zPhtekUv9GPl14JsmeP1MY9fmuNlXp3566MTm+QdzaVHLUvDzpihxfHUlpPJgRBOGExlEql4pgESrkWPZPyUgnKMjqzHn9YIjPJwMKJg3F6XITCQRyhMO5gEI1SICRJSJFY/vOwIBMRRfY2evEFIniCYWYX9UOvVlJldxMIR6iwupDkKBX1ToLhCFVN3XPn9wRCVDY6qXN4qLF7sHn8bCur60m3tEIQSJj41Ti+Xxdja15+RhJmvYaxhZlsPVDH3PtepqaDUJDxA7Kw6DXYPX5eW7en9fqAFDM5Zj06lYq/fXHoulIhkp9uIcOiZ/Lgjg3CRelJaJUKBnUzU0CKUcvA7CT6p5uZXNRzY7NKdez5+13HseRjZ3AHg0TkKN5g+z3P8SJR5q5arUwoGdcb6Ku+/b7evkViSecWDO2X2tdNoLKyifyTaMXfW2UjIsuM7N9xnSe7Pb2BtzcWs6eqiRc/3sWT187hitkjSOqCK9baneV8vLMCiBGFjR2Q2e26G+11eP0emhwN9M8uAGB0QQbrf38NZp2m1Q1+R0UDH249AMD6PQdZeEQ+9b/eeDbN3gBJBm3r397Aqfg9+wJut59wONKh29Fv1+7g0Y+288R7X1Gyt4aUVCO/u3MqH++v5bWvS0nSabhj1kj6taTVu3psEVZvgFmF2cz62wqs3gApRhUHXUHMgzL46ICd2YNS+GxXA+uCQdZ83YDFoGH1Jwe4YOEwNlS7kZ1Bmsqs5GUYOfPMgeSnGjBoFHiCEXbVuIlE4Il5+aw76GGLNYCsDLDPamdo+qGT2Z99+BlvV1QyOisZ37k2zFYPgSYJVSQXjz+LXz1VidGZRl1dhLFjVRQOj7JbLCVnsMQrt07BpG0vRM595HWKq5sISQu4dOawdr//8oPNbAsHyMlK4g83zO3FL9QzhEISNpub7Ozet+TabG40GhVGoxa7N8hzn+/m7rPHtyunFmMbXL8UsyjafUGsbj+b6p3oJBlZjCIKSkAgVa8m3aBBEASUIqhEAaVCJCLLiIJAqSMW062McxxIElHAGY8l7qYLjlqpQK9V4vYr0KgVKHwCZn3vrEGRSJS6uuaEshp8vy7G1rznbpnP+pJaLpk5jNN/9RKf7arkjmdW88bPL2pT9oazxrBi837e2VTM/S9/2upZUZBs4tIRg7l5+Xo27m/i0jEDmFGQiSgIvP/AZXy+5yDndZIac+nCyQw0G7i8E7b3zmDWa3jvvks5UNfM1KLcY99wDDQ1udHp1N+TxR0FHk+AYDBMahc5AuKIeyb2ZtaORJm7dXXNpKYaE+7wsSf4f/bOO06q6u7/71umz+zMbC+wLLBUKdIUUKKgiNhLbIktiUke057HR6OJJtEUjZpmEuPviSbGWGLvvaDYQKT3Dsv2OrM7fW79/TGzCwsLbGUH5f16+cKdvXPP2XPPOfd8z/d7Pt/Battj5Q4uX5we3M8caZGJr/3+JQzTZM2fr+vyDPXRKHohpEPlTNNA03QKumncWmUJSRRSKZN6qSrdsQze7+ve/fKFpjyrEgZmh3DY/rQb5f1lnMPR+TwHA8MwMYyujZqNDQFiqkZlW5xQLMmQHA+njSzhN++toSYUI9tp49sz9yq7f2t6ynCNKhqVgSh14RjBqI2wJJDnsrOrKUIsoVMfjtMQUkiqOn63g/pghLfe302Dz05eTKU1mkQKSiypCTO11EuR18KuQJRnV1fjFAV8VoHzyl2MK8lie0Shoq21k4FeEYgQVzT2BCMkdYNsq0yIMNlFTUR9YXLym1h/81dpbTVYtUrjX6/XU/Ghm80vuCm+vZkpU6xMm2bp+G/0aJnKpjaaQ3FW7Kjt0kDf2thK0oQxU8s4sR+8W/2FaZpoBwnj7Su6bnT0nQvuf43lexrQDZNbFnZO2ffA+bNYsaeRba1xsvwumoFL//UWeXl23LKAYSRwOJ3IIswo8TJ3VDaSIKDoAjOHeflwUxNJTacg180OJcE/Vm7l4Wvmcerf36AmkeTtzQEY6qPcFPnD1T3LcuJz2fnjN+fz2dYaFk4fybOfbOHWS2b3VxOhaZk1Dx2bF1PHqmRR5JL0ODY70vx1/S5sFzfV9M7zZIHbQSiRiv5J7NOufrf9oMZ5O189rhTD6Pm4LM1Lia72B6nxOzBzwxcF0zTRDyL2dyhmDykDE04oGdpvdcmUsatpereOxR1NDFbbftnKzbT34TED/SCUl/fca9sXWqMJdPPgE+1A18dIe4D6k7uumsdvn/+UP153BiU92OE9Z/oovnvmVLxOe6/Tno0cMgpVUygtHH7I62aMKuaG808gllQ5Y0rPPAZ94Uj3r6OVQ4mHtZ9PbD8r2S5i5LFZkAQBuywh76NBsKE+SH04RnmOBwMTQSA15gwTJR3WHld1BEBOz4zxtOfTk+uiUTdoP3Axcng2dklkiEfGbpFojmo4rBK6ZrCuKc7kPDu1jRHiksSna6v4yrBSPthVy8LRQ1D11D1Voz1ndqr+7Tm0k6ZBXNV4Y+1Wzpg+nMtLYOeo7WTZLPxtwTz2bJFZsULh1VcT3HFHmMZGA9V1Krjq2T7Uz5aZGqNHy+ybLrtdi+FI5zk/FJ9sqsRutTC9/EBxxv4gP3+vodASTZBQdCqaD1Qtd1llpvu9bFJqsWe7CYXjKIZOTNUwTJm1DTFyXRo5dgmfQ0YWQTV0AjGNwiwLUkwlpmiMLvYS1lSq22KMmOalvNhH1c56DFIeq1lzRjN9/JAe/x2XnDyuw1jbPz1XX5AkkbKywU1nuj/H5sVUHud9GVOcw6od9Uwu67ptThpXwuMfOIkkFB54Y2WHWNyoXC9j81PG++g8L3c9+ynrdjfy+I3nH1bwrace2f356ycbWbSjlqevnIetl2JdA6VN8UXC43H0Kq2YVZI4taxHwq6HJVPG7tChgx+B298MVtt+2codOTIz+nA7xwz0g6Cq+hEVmjiuNA/dNLr0ng90fdZVNPKtv7zG7795epeqrr1l7qRhzJ00rMNLJsvdO08mCPC3/zqzT2XbrHYmj552+AuBe67tmVerPzjS/etoxTBMTNPs8izin8+bTUs0ya1zj+f3T33MD86ZDsAPTx7P+voAJw7NIzsdMdEUSXDxv98jpqhMHOKn0GclqepopoE3oaE0hckq9hNXNS6cUky2TeCVVxWCbTHGTiwmp9RPtmag6DrHlXo5cUoRXqvIZL8VTYeHa6KU5brZXBviT583c16Jg2cX78FmlUkmNZZVt6C5ZLREI1dN8hJVVaaWedlQHeOfF53M1fe9glTswZEwcDllLrj/FZYvr2BMSTZLfnctGxsDDPd5GFnsZGQxzJu3VxiotdXgvkcjvPR2FnJTGWefHaCpyWDKFAvTp1uYOtXCf48/kUhS488XnHhkHtxh2FrTwlV/fAVJFHnv11dQVtD/Ie66biAIAjvqgwSbQkiiQLZ772I2rmjc9PAi7rrqVNZurkIwTRxWGVkUCBsGeWJqLvLbLQSq2rD47BSUepEAQRTJtolsV008OQ5C8SQIJqIosKKmiZZQgoravRoGLofMqhW7aDnjBHKyOi+o73zmU+ZPGX7QM8EDiabpmaR2fGxe5MA57+/fP4tzTxzFuTO6zmpz8exxvPTZdh5fvJ57nl/CtxdMwSKJDPW5ePEbqeMsFtPkTy8voyUc56TxQ/lheq48GO1jpzcibXFV497F66hujXLPB+v4xfzupxLsrzp8WTjU+3Gg+Xx7Le+u3s1tl54EZM7Y1TQdSRK/UOfQB6ttj5U7uBxT4DgIe/Y0H9Hynv/pxbz4068e9PcDWZ/HF69nxY46nvxo44DcP5FQaWgYmPyCO2oDfPMvr1HR2MrV971CeL+8qZpu8N2/vcHa3Q0DUn5vOdL962glHI4TDHadF9zvtPL6txZw0ogCXrz1q5w2qQxIeYn/cckcvj1zbzq8pmiC3S1hqttiVLVGsFkkREkgktSQrRLxtjj2UAJFNyj02HG5rJQUZqEaJv5sN6ph4HfasFokxozNRzMMcmwSGDoWwSShaYSSCsGYQm04waNLamgJxYnGVFrCcarqWomqGklFodRr46oThpDtsvCDU8qZUprPhWdNxuayMKEkC6sMlfWtBCNxagJhMOHmOcdzycSuPR4+n8gdPypnzesn8uwz2ezcmc+ePfn8/Odu8vNFXn45wbWXxVhy42S+e4nOjTeG+M9/4mzdqjFYEaTbawNUNLaxsz7I2q21A1JGS0uYSCTB5b97kab6NmYWZvObC2Z2/P6bf36VB95YwdQb/sG67bUMkWQ+/cklzJ40jC2BBOGkiWEYOJI6NVsb2biqmpHbVuFa9RlWUyfHKrC9OY4jy8bkcQVMHeom227hra21zPjpv6lYVUGWqtNYGSCyvZmNm2q57O7nO9XxobdXc+ezn3L1n14meYTD+nTdoLo6cETLPBzH5kUIhTrPeYLAQY3zdoakMz/oaYOtnXb1dt0wUXUT04REN4RXW1ujvc6vbZh7s58oeu/7dHNzmGg00evvfxmIRhO0dCEeONAkVZ1r/vQKdz77KQ++vQrInLFbV9eK0ktx4UxlsNr2y1ZuZWVm9OF2jnnQD0J7WrAjVt5hdm0Gsj5ZTjuiIOAcoDJEUcBiGZh7X33fqyzdUs07q3dR0xImkdR45paLOn5/yyPv89A7q/l8Wy2r/3zdgNShNxzp/nW0Iklin86Tvb5iOwU+NxWBMDZZRNQFLLKILAqIpBa/2X4HIYvIuFHZNNWFUQ0DCwKnWOpYi0lS1ZCRiMWT6LqBVRIQBAFNTx0L0QwQBdCiGnZZxDBBNExkWcLEQBQE2o+H6um/JZ4+69QUjWOYJnvS6eEUQ09fZyAAiqpR2dTGsPzO4Z4rdtRRF4xy7ozOOZLb8ftFTj/dxumn79VcCAYNVqxQWblS5cUXE/zsZ2FaWvZ62tvPtI8aJR80kqe/8DhsOGwWJFEgy9XzEM3u0K7iHo4paLrOtKG5nf6u9s28WFLDNKHU76LE72LaiAI+qm0mrOg4LALJaJJoQkHTRbIbKhE0B9Lx04jrJophkNQNRhd6cMgiRR4bumESS6qYuokrmCSEiZQ+vhBTOy8c9zSFiCdV2iJJVF0/7Hugv8k0IaVj8yJpb2jP5ry5E4fx2AfrGVOSAwJc9tj7lPrc/O7cE4DUufNxQ3JobI0xd9IwtjY3UtEWZF5ZeZfaK7Is9dpzbZNFRud7kSWB08p7HxVisUid0qQe40BEsXcq7n1F0w3aYkniSZXKptQGQaaM3S+mivvgtO2xcgeXzKpNBpFp51gGsj63XjIbVdW57bKTBuT+NpuF/HxLv55zb7+Xml746mkxKHU/wZSYklp8t4tODMRZ+94wGP0rU/72nuB2916Yb8X2Or5z/xtYZAndMJFsEuNG5zFxaBbRpE5Jlo2djTFOHZtDcnIhNodEQbGXbS0RrknupFiuIfu4HF62SUiqwYbVVUwaW4DbKiKKErUJA5dFZmNjFN0UCOxowW6XQRQwEyouq4xhgtvvJOKyMcppQ7fZaIjEWbKnjXH5LhrCUW5/fynbm1txqAVlmgAAIABJREFUWWQUTccpyexujeNx2ogmNS648zmW/eFarOmFWENrlMvvfZG4qlF06yVMH9W9M9x+v8j8+Tbmz99rtAcCBitXpoz2F15IcNttKaN96lRLJyG6/jbaT5lQyk8uno3dKjF32sBoP7Qr//vddhxWmbJ8L7vqg/z8iQ/5xw/PIdfrRBAgZppIokBAUagMhllW2YRdlom0JijN8jKr1Mn2TXYuPzGfIU47FpuVpCgS0XSsokiJ10Ghx0quXWKkXeLNLRJxvxMpEMaZZcESU/HabDQIIapjCba1tHH34vX8YOZ4lm2txmmVyfW6Op7vvjy1djebm1r55empMOGlW6v513vr+H/XL+xQYu4tkpSJedAz6707GHg8PZ/zzpgygmdvuZjJw/N5cvUunl23C5dF5ruzxlKem4XTZuGN2y9nd0MrU0cW8tyW9USSSdY01jKj6EChsENpfxwOWRR5/VsL2FAf5MTS3mscdJW54xidcblsg6Jyb5FFcrKcRBMqY4pTAqiZMna/iNoFg9W2X7Zyh2RABrF9OWagH4RIJNEn46C/Gcj6iILAL7/+lQG5N6RCKV9dtp1fP/MJt18xh/NO7Fsu8V899TFvrdzFgikjqGxsxeO0EU9q5HgcfOW4zouN+ZPLWPzxGs7Z8D5v3CdxT6ONE0YV8btvDG6qqSPdv37zzCe8vnwH/7npgg7V36MBVdUxDKNX+Sm3VDdTG4ggidC+b1M6pRCPTSTPZSWhaZTnu4mpKv4sO+GkQoHbRkUwhjWZxDRMyvNtSHaZwM4gwZYYuVl2FMPAKUnEVI0tbSaf1UUQTAjFEySaFawWGUXV8DishOMKvhwXdaE4J+BDAxZVxWhLqDRENAqzJGKqim6Y2GwSUVXDgkFTfQi/20EoEqc+GEbR9A4DrjkUY09jK5phsqW6udsGeldkZx9otLe07DXan38+wa23hgkGDzTay8v7ZrT/4vKTMQyTWEzB6bQe/gs9JJlUEUWRl267hCcWb+CG80/klJ8+xkcbK3FYZR76wdmsbGxlQ0Mreflehk3M59KnF/F5VRCPZrK9PsRXim1ccJyH4c4RTBnqRBTyUQQLmqpQETYYn+fAbbegmwZ5VonhThiaZWOHplM8cQhjRvqYbbHx0CWnMeuXT7JaUzjtH29TE4ry9pKtNOxsIMfj4NlbLjrAQK8Px/nfN5YRjKuMzfdyxaQRfOf+N9lU2USBz8mvv35qn9rHNFNtn0lprDLtvTsYpOY8s9venPaN11ljU6nNFE3HNEEzTIx0xI5hmvjddvzuQgCE9qikg2TIaA8R7k2EhWGauKxyn4xzSB2Nk+XB8RAfLWiajq737v3YF6yyxHO3XMSiNRVcNW8ikDljNxZTsNvlL1T0xWC17bFyB5cvTg/uZ+rr2wa7Cp3ItPr0BEXR+Otrn7NqVz1/e2NFn+/3yKJ1LN1azf1vrKCxLYZNFmmLJZg5poQbzu8sgnXR7LHcXiZia6zjs6df46MNlTy+eCORhHKQux8ZjvTzfGTROj7bWsOfXl52RMvtK7VNIX7z1CfduvaPL39OXTDS8XNOlhOnVcbuc+HwO7FbZVoCcSRJxJIOUzdIhZKb6QwKupmKtBDSL3c1vX7NdqcWQFt3BognNWRRQBIFdN3AIklEWmJYBRG33YLLJqdClQWB4jw3p04uRBQE9gTiAMjpvNux9CJYFAATAoHUuVMRAQGwyRKyJOC0W5BEkbX1jewKtuG0Wchy2nHaLGR7eu/pOhg5OSJnnGHjpz91c9OdMe5+tJmdO/O55RY3fr/Is88mmD8/gN9fz7x5Ldx8c4inn46zfbvW0zTfqKo2YGco29pixOMKxdlufnxR6ux5Mn20IK7oWCSRUSWpHXNvgQdJFkmoKePGIghohoGpGJimydQyN5AyeEwMDENFM03sVhGLKGCaJmZ6s8KeFsPMznEiAGOK/NhkidHjikEQUPRUGUlFS23MWOVUaPJ+JDSdcFIjoWk0RZKpzxQNwzQJxfo+fxmGSVPTgar2g8nR/J7rL6LRJOFwvFvX1gUjzPnJozzwxkog1T+eeG0F2TGVycU5FHqcfPv+17ni3hfR0ruUdz37KZsqAhiGwB8+3EJd6MCz5uFwnGg02eO6/89D73DBnc/2i55C+/g9xsGJx5VeawX0lTElOXzv7L1CvJkydltawhmT8q2/GKy2/bKV29CQGX24nWMe9IPg9/f/wrcvZFp9usvaigbGl+R2qIz2Z3rK9gVHe9i20971LnKWI+Uhavf2Ffks6EbPJvBILIzb2fvUM/WtKcOx0JcK2/P57MQSUZx2V6/v2SPSDd8c6t7CL1O4+q+v8dnWaqx2mZ9fNueg1/3l1eX8/PHFPPPxRj77/TcAWDhtJNeeNZ3/7KjG0HWEyiDr1tdzzrRyzpwwkic3bCKp6uTZZca4oCouUi4nkPUszpn7Xyx/4RG0sVM4R5EpnjmU5qYIO3a3oCQ0Xv/V5by6fjv/fnMtMVOgqboV0RT4nwtOoMDn4RdPfIim69x87Qx8XhuKVeb9rc0s3x3lngUzufLZxSze0siwWWX87JQT+GTp86xYX82sk8r541dP4i+qxDdOn8zTH29iwbQRNMRjPL9pK7Io8T+zpnH3NXOpC0Y5a3r/psrZl6a2GFf+4WXC8STP/cTNggWlLFiw19va3LzX0/7MMwluvjlMKGQydarcydM+cuTBPe2SJJGVNTBn0J1O2wGKrENyPKyxSIwuzqYyEGb1niYsokSxz4VVkjB1A6dFAh28TivHD3EhSal5RZIFkjqoyLitFvx2WFbVSlEWuCwS7+8OUzbO25Hib6jXjc9uMCLLJKokGZXrxS5LFHucxFQNLaHhdtgoznZ3ap+fvrAEh0WGhILNBG+WkynpUPTibDdNbdFep5/cF0EQ+hTKPBAcre+5/sRut6Dr3fMa/+bpT1iyuZqWUIzvnTWNB95YyYfr9uB12vnXxSezuy7Aw++txTRNLv98PGfPGMX/e2MldcEI4ycPYX1UIce+mr9d1Pl4m8Nh7fE53j2Nbfxr0VpCMYV/vrua7511aKX4w+FyHTh+j9GZTDpvnSljNyvLgdSFrsLRzGC17Zet3P1TXA42X1gDvbKpjbueXcID15/Zq3O3fc0D2t9kWn26w3X3v87Ln23jF5fP4WeXzyGcVPnJV2f3+b4/OHs6dz+3hKSmMXZIDv997gk8+sF6bruk6zP0c757JQ3bdlJ2yiyqIhYuPcHHrj3rmTxmerfCoDbvWk8g1MKIknKK8nqex7imJczCXz4FJrxxx+UUZ7uobt5GoibBuBET8HoG/hzoj849gd88/Qnvra3g8Q82cOXcCQNeZn/QGk2iaAaVh/H07awPEkumFNP35exZo3hg025QNOS4gmYY5MlOxufnYhFEIoaK3yrjETWme2VEBb4/KZ8srw9x7jmIba2MzrIQ11RGl2azvSqIoEN5tg+tRWftpgacNguxdL70C2eOI8/r5NbHFhNNanicVkzTZIjPQULTEQyZEq8bQRMIJzWqm1VynQ5GeDx8puoodREmlxbwzx+dA8DJ41NHNpbX1hNKKoiCQEzV+PaC3qUu6gnBSIKaQJiEorG1JsCc4zqnYMzNFVmwwNbJaG9q2mu0P/10Z6N9+nTrPkZ7agEly+KAGYldhar956YLePSDdVw3fwrn/fVVKlpCTCjJ4f0bLuIbTyxiw8ZdFA7zY/PKnDvRz+g8GwYCcVNEEiTeqIkQ1hR+cOIErirzc/+nrxFJqozJd7GqJkQwrlDsszKhKIdHLzmVl9evRtcTrKnexa/PmMYwv4erp5ZzwWOLeHNbNcUjcnn9p5d11O+DrdX86d01qbZpjZM0DK6/Yg5zylKhya/87FJe/XwbV86d2Of2EUUBv/8IbRB2k6PxPdff2A+y0QypTel9c5jvNc5S/7ZrsSBAlt1CQ0LBSH/WfszHTF9X0xQFp4WuVkdOZ8+PPZjQkRVCO0jofE/IpFDTTMVmsxzx8PaDkSljN9M2HfuDwWrbY+UOLl/YEPebHl7EQ2+v5p/pxU5PGYzUFYci0+rTHTbsaaI5FGPp5mqOH5rH0nuvZV46FVZf+N8LTiTb4yAUUzhtUhn/tXAqS+69hsnDC7q83pOfwzce+wtzr7uCX1w6FbvFIJaIoundS8URi0dRVYW2SO/CX7bWtrC+opH1exrZWt2CoetEYhESSpxg6MikOfrRuTPI87poaovy6eaqI1Jmf2CzSAgCeByHPqPsd9uRRAHHfouVsJpgXKEHl92Kw27BZbMACtFYBNE00pt3JqGkwUNrmjENEyHciGHoGPE2BEz09Kpz/mgXOW4LsqiTTEbZE4lht8q47VbcDgs+l424FiNqKJwybQjebAcbGiOpUHoT3FYZh8MkHFfYs60OAIfFkgqP1lLh7VFVoSEYZlddBQllb4ohj8WKTZZwWWSsh/AOtMQSPLR88wGfa7rBLY+8TzShcuujiwlGDp++yGW34HPZcdktFHbTkMvLEznzTBu33ebmhRf87NmTz7Ztedx0kxuPR+Cpp+LMnduC39/A6acHuPnmENXVAxOiGYkkSKY3TtqxyhLXpfMyt9sQJT43kihgM0QM0yRLlhEFAa/LiomJIYCBgGaKNCVM6mM6yE68dhsmAlFVZ1cg1Z5BRUcUBE4cmoMoCOS69hoZyaTK5eNKsUoio9JpsZy57k550eNJjaSqk1R1EpqKFlcY493b9l6XrV+Mc0iFuB8sheFgcTS+5/qbRELtMrx80boKZtz4MG+v2tnx2cJpIxmSk8XUkakNnLNmlDN2SA5TRhTgc9n5zTOfkONxMHl4ATPHFHPbY4tJKBpl+V6mjSlmiNfFmWMPFImLxZI9Di8v8LmYOrKQ8aW5LJjSd+HHrsbvMTqTTKpEujGXHwkyZey2tcXQtEHKHzpADFbbHit3cPnCetDN9HnBWLJ3+RCDwVhG7aZkWn26g92SCm11WGXC4Xi/hrI6bDKSCL4e7rLbrDZEQUQSu5/CRRBS18n7GEZJVefWRz/gjq995fDGo8uB3+3ANA38bkf6fHNKCdxqOXICTak2E8jqhXdksHjg22dw36ufc++1px3yul9cPofG1hjfnD+547NdwTbWN9Wz4Lh8PrYHwWtjst9CXo7Kmh1rmehS2YREfULj76ub2dgYxWE4uWEMrNywFF1RybPYaDIECkkwpsTK378xHjWWZM26pWxSYowcXcAd58xke10zLZFmQolGaptCnHfaSKI+B6uq24grOpubw1w5awi6oHD67U9QsbOBsaOKeOiSk9m9ZxPfneOjMlTIuCnFvLVlHSVWjcbWFmaOS53xG5uXzYLy4XisVrIdB+/zP3lrGZubAkiiwDen7c0D/73/e4t/vLOaF5dtZVdtgOXba3n31187ZJuW5Hj407fms7uhlXMOk4f5UOTliSxcaGPhwr39rrEx5WlftiyBqsaB/vd6xGJJ7HbrQT1ME0py+HBbLceVZFPTFuOjpiBunwPZIWGXJRKCDbtVxiJbMHWB37+4ibqkyVlzy9nd1sxLK3eiB2P43DZM06TIa0cURRwWC6NzU0rCXruTlkiYLLsTRdGJxZK43XZOKi3kP6t20balnvtfX8EH6/cwfWQRV8ybwNjCVESN6LShKjrT+pCq6lCYpklbWyyjvOhH43uuv0kkVDRNP0C8748vfsaaXQ386eXPWTA1dbTl7OnlvPPLKxiTVj0+bmgur//icgr9LpZtq+Wlz7YC8Lfrz8TtsPLYB+tpCcf52lcmcN935rO1sZVxBQdGcMXjSqovH+bdti8Oq8wbt19OU1uUsn4QIo1GkzidBx+/x0jp+8TjSkZEG2TK2A2F4tjtFmT5i+N/HKy2/bKV29qaGX24nS+sgf79s2YQjil88/TJh7+4CwoLMytVQ6bVpzs8ffOF3PnMp9x77TxMvX93NJ+++SIeent1j5WMi3JLUFWFLJcXWepe9x9fPomq+j2MHLpXff7bf3udx95fz9aaFl77xWWH+DZMGVHAX75zRkpsamTKy18+dCxJLUZxfs9D5nvL0z++kAfeXMlvr5l7xMrsK5NHFvLPH53TKayzK0RB4IHrz+z0WUs8TkRREQUBj0PC4nRx/vH5qJpGUjDwiTpDHTIrW03CioFmGASUlEdd01MaBTZETMAOmBiU5jgQPSZJXSWqagwZlceCaSM5VSlkyfYNJDUVxRTRDBNBFIgnNbY1x1B1E4/NgqJrtMWTGCZMLsjGZZVRNRWLLPC1haPYFlaxCAaGaaBpnTcX5w0fdtj2CisqqmHSGOkc6t8cimOaEI4p6Ca0xronAHX5V8Z367qekp+fMtoXLLCSSAyMl8zrdR5yE+7ui2dz6phizpxQxjXPfsS2QIg8v5O4YVBkc/CrBXNIJiK4HC6eX7qZd1bVUlTgxuuU2B4I8OamSgKtUdxOC2FVY6jfSSipUuDJZ8Go1LOaVFJGgcdHQZYPTdM7ztReOqmMlxav58kVu/nFEx8RjMT5eGMl315wPC/+4GysoohNEmkOxRk3QClnRFEgLy9rQO7dW47G91x/43LZOsLS96U9nH3/M8fjSnM7/TyiMGUcq7rRofmSmxaTbFd1z86yIwpCh3Gu6AbWfeZYj6d3m+kuuwWXvWfG+b4ZKvbF4bLh6CLc3zRB1bv+zpcNh8PaK6X9gSBTxm5OjucLp10wWG37ZSs301L0fXG2mPbj1ImlvPXLKw7r3TwYmbAjuS+ZVp/uUOBz8ZfvnIHdKvdoJ747jC7O5nffOK1XaZ5Ki4bjy8ru9vV2q51RpWM6LYwi8ZRREVO6Z1xceeoErtonNLUwr4BhRcO7XYf+YGSRnz988/SjKhe6xSJhs1kIRhL86MF3OoQBVd3gRy8tpXWfMMxbH/2AbbUB7np/LSuqmlm8ugKLIOKQJZwWCzZJRpYkZEnCIoqEdZHapEk0qRNK6ggCbAom0U3Q0mruO4NREqqBapqAgKirCIJIVEktaF02C7Io8My6KlbUxhAFkbBiUBGIoRkmVkkk2BjGbZUwMBEEAUd6QbWhIUhM1fi0OYZmphaeAmCKEoIgIKWNyz+89Bkfb6xiW0sTVaHWA9poRVUzdy5aw/baAJvX1yAKAj575/HmSf8cS6oIAulQf/j5Ex+yuaqlx8+lujnEjQ+/12fRR1EUBiTFGqTOZx5uoXbmhLLU/6SHhCVtpNglEbsskeXKQpZkZElGN0wMw0wdSTBNBAFMBMR0PvL2vOQ5jpRx034eONedeunLstTpfHFJh9GUziCgp6K+xhb6GZHvpSTHw+Th+Z3u1Z8IgpBRKdbg6HzP9TepOe9Ao+u0yWUU+t3Mm3T4jbq4ovH755eS43Zwwqhijh9RyP2fb8KZ5WB0STYXzdobXfPAks3MuO8lVlQ1d3xmtcpHxPD7eGMV0294mEcWrev0eUsozlm/fob/+cd7nT7XDZNr7nuZs3/1NNEB2tg7mpBlKWMiDDJl7Dqd1i9UijUYvLY9Vu7gIt1xxx13DHYlMpGqqpaMEpvItPoAbUC3tsqTSZVAIJpxi8G+sKUmwOpd9cybVMbZ08sBCIQTXHDXs4QTCjNGFaNoOlf+8RWWba3hjP3O5GXg8zyS1ALdituNRBLEYkm+9sdXePKjDTS1xTl7RjnXP/8J//fZZtbXBfna1JHc8/wS7np2CS9squTtykZeWV/Be+9vxDTgujnHM7W4gMnFuZw4tASP3cnwgiG8XNFCUDV4fV0TjeEEbpuVmrBCwLQyqsjP9oDCj9+tpK4tyayhbjymjmRoJHX40X92oCJzz/knURuK8+3nlrCiJkJJjpPqqMp/Pq+lJaxgRhW2r6ri9JnDkCWBoVke7vnqXJ5ds5vtokGrEqZZVQkJNoa7JUTJytxho/E4rZSXjOC5T7dz08Pv8fbaXYwo99AQi1Dm93ecQ09qOgv+8RavbazkubdWs3tPCxMKs/nDV7/SaUNp4bSRvLB0K7WBMENysnjj9st56J3V/PrpT/hwwx7+a+G0gz2CLll4x9M8v2QziqZz2uSyHn13X1RVo7k53JMX4x7g8BYKEAhEMAyzW4ZGOKHy8e4GlGAMl6Yzc0wOggAr62poisUwrSrFBW62VLcxeWwhmqLzyWdVjBudhyaLCIKARRZxyhLbKppRkho/+M9i9LjC9X97k1HF2RR4HITDCRwOK7WBCL944iM0w2ByWQE2i8ToITlcN//4jo2Zdv73n+/xh5eWcdHsMf3qNdR1g/r61l57SweCAZ4Xu913BpNwOEE8njqesS+zxg7hotlju3Xc5OVl27j7+SUkFI3/3HQBudlOfv/xWizZDq6bN5nzjt+b/eF7L3zK6poW4prGRRPLgNQ5XlXVBtz4u/mRRXywfg9NbTG+Nf/4js/vfWEpj32wnoqGINedMaVjU3NHbZAfPvgO22oCDC/0dZy9PwLU0c131pEkGk0SiST63QHSGzJlTdPQ0IbVKndkDsoAur1WPhiD1bZftnKrq1vIyhr8PtxOZsTGZCDJXp5dHygyrT49wTBMVPXorX9X3H75yZwxuYxZ4/aGqP/mmU94Z/UuttcG+N7CaTyxeD1Pf7wRh9XCdxZMYVTxXq/90fw8jyS6bqBpBuG4gmlCIC2IE0z/HE7ns68NRFA0nYiqERNNZCAUU1i+ppah3/IwfJ8zkflePyZgCgKabqAbJpphYpdFQkCLYccU4KXtYeKagZ4WnDFlGTOZIKmJrKuOUBIXmFyUwysbKwlEU/XaEUrisIiEEyqRpEYsppJQdeyyhG6alPqyKPC5GTGumD076tAwsQCGICNgMsnvwCnIFA1NbfrsaggSSajI4QThZBLJIqDqOqTXzZph0hZTiKka4WgSVdMpz/IcECVht8pMKitgc1UzpXlZlOR4qGmJkFR12qI9zzUcSSTRDZPGPubgNQwTRRmYsaBpOnI3Ddqrp5bz0gfreXH5btz5WZgYrKitxSpDXTSC3yYxcUw2HzZGeGLZHgKbG2gKxMgrdjN+iJfqNoV19SEKDGhojnBnQ5jGcIza3U3UN4f4w4uf8dT/XtCRn/fu55awqaqJ0rws3vvN16lobKMkx3OAAd7YFuXRD9bREorzl1eWc+ulXWeq6C0D1fa95di8uHfO64oR3T3bbe79p11zRBBS/2V7HV1eu685o2n6EfFCtuu7HCyoy+xSY77jl196DMNA0zIj53emjF1F0TD7M59vBjBYbXus3MElY7aYMo1hw3IPf9ERJNPq0xOC8SQFPRCNUTW1I+xzX0zTRFG7NibqgpFu3VtRlX6bvPc1ziElTJj6N4VupMKWU2Gxnb97ND/PI4nH48Dvd+FxWBEEWNcYoCWWYF1dAEGAiq211AUjFGe7sVokdFXrECd0+V3YLBLvr63ouF9TazO76yr5eGMVH35WiSwKOCSQJQGXNZVyyB1sAN3AJaX6oMduRQAE0YKAiC4JDC3OYsrxxexubeOj3fV4bDI+uxVVg+IsJ1l2C06rBX+ui9Glfob4HUiiQGVrKKUUnvaOBdJqzZKhIWASNAVcvr3e5BGFfjx2G8Ujc2mJG3y6M8hz6/Z0/F4WBbxOK3ZZRjdNLBaJHaFwx1nTfcl22xEEqGwKUdUUYkV9C1ZZImboLK1oPOgzeHPlDn773JJOn7ntNmRJJL+Pu9xWq0xRUd8FpboiJ8fTyTMf288Yje2nEJ1jSxky7SHr7Ygd/wqIFpGkZtAWUTp+JwjgtKau0pTUYrnjDun/MdPh5Llp9fb2zABWWUKWRIpzPR1ewn0xTWifChNpTYLYfpud+/9d3cUACgao7XvLsXkxlce5r8J9p0ws5cTRJZw6YRijirPxO2xMKsxmVE4W80aUdLr2tFEllPpdXJD2ngP4fK4j4sE6f+ZohuZmcfrkzhFml885juNKczl5/JBOoqaleVnMGT+UaeWFLJw2cv/bfelwuewZI2qVKWO3qMiXMefy+4vBatsvW7mlpZnRh9s5FuJ+EDIoPAbIvPrQzbCdnz3+IT/4v7dxO61MLy867E3jyRjrt6+mKdBAXnYhYnqH3TRNNmxfTXXjHrLcPmz7qJ/f8u/3+dHf38HnsjPlECFvoUgbG3asIRhqJj+78ACxnb5SXuhn2dZazj1hFKdPHs7IQj8rdtQxY1QR3zh9cqeFfwY+zyNJt0PcBSF1xvfs6eU8s2YX2zF5Zt1udraEyAolaKoJsGpHAw/94Gw+3FHHTk3DbpNRdBOLVUQJxPhkcxWXzRmPwyqyZscG6oMtfPf/fcjGHS2UZlm4froPv9vHk1edSeWGVVwbW4enqIAThmWhi3Yev3ohkmgyfvh4qtpaeb/VYFR5ATn5Tt7aUsVTqyoRBCjJduKxy8wZ4afEb6cpqpCX6+C6M8bgc1mQRZGqUBRVN7hxzvE8s243n+1uYVSugzPzTJJWF60GtCRijMpOvSgmluXTbCgEHbCjKcYHW1v4YEcd5x1XSq7LjiyKzByaz/MfbyDUFCEv34OtNAvdMJg+JL9TWy6YOoKXl21ne12AF1bsZKOp45RlIm4bH1U28l+zxh7geQ+E45x353O8vWonI4v8TCjNA+DMqakF9W+vntcrHYjOz7dHY6HbYcqiKHSM8Tte/pwbn/mYE0cUUORz8ej767jqT69SnO1m3NBUW1tlgQ83VhG1yuhuGyg6eS6Z6bYkPsFAFyWmunVOKnJQ15wgrgsUDc+h0O9iUrGH2l2txNri5HhdnHbcUGpaoyiiiUsQKRvhZcRQP6W+LFbvbOCu55YgCgILpo7gxPFDOfvf7/JxRQPnjSvtqLNumHzn0ffZWRfALovUBaKsTyS4Y9Ea5gwvJN9l5+8fbuCbj7zHyHwvo/K7b2zHFY2L7nqOpz/ZzEWzx3acvR9sBnhePCpC3NvnvL7gsln46knjuHpwhIaCAAAgAElEQVTeRFx2C6IgcNrIIZxWPpR8V2cP+umjS7hs8khOSI9t6Dx2BpKJw/K4bM5xnHtC57D93CwnF88ex7WnTe7QdgCQJZFLTx7PZSePp+DIZh/IyBD3/ugr/UWmrGlEUTwifbcH9DnEfbDa9li5g0tm1SaD2LGjYbCr0In+rs+RigD6eFMl1S0hXvtsW7euD4YDRGJhQtE2kspepWnd0AlHQ8TiUVqCTZ2+8+mmKqpbQryzZvch793S1kQsESUcDXfpoe8r5cXZfHrvNfz26pRKutdl4807LufxGy84QIU80/pXptLWFqO5OYzfbadsTBEIqRR3AE5JwjQhlkx5M6dOHoYqppyWCU1DV3RiikpLKEYolkTXdVRNRVE1wnGVpKphVTTyHRI3zS4l123jhvwYIiaSJCOLcMvsErJsFo4rGYFNttBoyaFNBZtVQjcMAnGFcFIhoerIMiTT6u9l2Q4KvXZU3cRlkzFNE4dFwjRN4pqK22ZhVE4WumFSUR9FEkAUU+HN8UTnKJGZ44eS1AwiikYoodASTRCM7x0b04bmYgsn0Qwdr8+BYZq0Jg6MNJElkcll+ZgmxJMqumFiyfegSALhpEpXOmRxRaM1kiCaUKlsDHV8XpLj6bVI474kkypVvRCp6w6NjW2EQik1+2dXbmd9TQsPfrwRgMc+2MCW6uZO4lRnTi1n/hmTCPjsbK6L8uiiHdTsbMCqJ7FrCQoSAUbYDUZlCdx58TCmjs9hyaYGxua78TllThzupbW+lfmleTz2rfmMHVNIm9fBmWeNpbTcz2d7amloaOPvb69kV32QHI+Df/7wHP6xfBtLK5t4dUsVzfvkv64KhHltfQUBSUTTDNZVNPDU2p2srQ/w92VbAHhi2Va21AV5+JNNPWqbpVureWPlDt5cuYMlm6v72tT9xrF5MZXqp7m5+/l4Q/tlZNANHRMTn8uG02ZB1Q3iqoYkCDgPcuSjeD9veUVtkGAwesC9D4dumER6mLu8ONvd9S+SGrHogTm+bRaJnH5M2Xo0Ew7HaWxsG+xqAJkzdquqWkj2sA9mOoPVtl+2cnfuzIw+3M4xA/0gZFqahv6sz+qdDcy86V+sPgKdsX33W5a6t5K3iBZEsT1PucDSLdW8uWLnXk+bICDJncOX2r3sloOU8ddXlxOMJJBECUGAd9c1s60m2Ie/6uDsb4gfLD1YpvWvTEUUUx6CmpYwOzdUIwAeuwVBgCyXDUkU8LlTRunnK3Zi1018Dis+h5Ucr4scjxO3y85r26qRJQmrxYokpXLQO20WNoVUGuImD29spDkep17RQBDQdZWEYnDbk+tobIsCqaMLDiOG3yYRT6hYRJEROS78Div5Hge5LgfjCzyIgkh9WAEBCtw2dDOVBm71pkYEQUSLtdIQjrKlKbWwynZaUTWTvzy/npbWBA8urWBdXYD/fmkpn+xuYKjfTZbNSqwhSpbNgtdm4c3Pt3dqp2y3A6fNQo7PiUUUKPB0HZ5a4Henw+Jt2GQRr8OG2yqT7bQhdWFtux1W8rOc+N12Rg/pfuaD7iIIwoDlq0095+7NO+3P2JkWWzJNE0xQ1NRGnmB23tS0SAIWWcA0ob36+6fBktLGkMOREgyIJDUkSURpPzOarlr0UJkg0mUKHVEGGeUZ6neOzYsgSUK3PTmrdtQz+8f/5qaHFwGQVBVWbF3D+l2bME2ThKZzwSPvcvqDb/LgivXc//lKQslDG91Pr9nFaY+8zc/fXM4JN/6Lu/c73nIwNMPgssffZ/6Db9LUhWHdU1Lj99gS9VAIQvf7ykCTKWNXlqVM86D3mcFq2y9bud3VrDlSHAtxPwg+X+Yo+UH/1ue3z33Ki59txWoRWTitvLe36VbYzinHldLQGuMfPzoXezfOBbkcbkzTID+7kHBS5szbn+KFz7Ywd2IZI4rysVltDC/ufPbsK8eV0tgW4/++fxa2/Qb2b59dws+e+JDFGyq54cJTeW35bn770hZeX7Gda+ZNPuD6I0Wm9a8jTLdD3G02Cw6HlYt++xxrttUyMc/Lyp9dhqobPPndM9F1g/uuO4N7nl/C44vWkSNKfPCTrzI8J4sb5h1PttfBR01BltYHOH9CGUX+bO5bsp2VIQWLzUKlINGMlW2BKGvrmmjw55NrlXANKeL3b1bx5up6NlQ2ceWpE9has4emtia8ksjdj65mRKGHmaNzyHZauWXuFE4ZUYjLrpPQDN7Z2kxC05hQ5KE1kaShIcoDT64m1wLnDpe4/vVNrK0PMb7Az7vXn8ftT63glWWVrN0VZH1U4ZWNlSzeWcenFfX89swT2F3TwlsfbAZFQw/FWb6+klMnlDI0NwtBgNMnl1Hgc3HvlXOxyTLfmj62y/Y8ffJwkprOv354NjaLzF8vmE2uy85t848n332gV8pukZkxupgJw/L4+ikT+vTQu0KSxJ6qiHc7TNnptHWcRWxoi9ESTfKr82dS7HNhmCZbqpu54fwT2VDZzGX3vkA4rnDF7HG8t72GWFMEezRJfVOcWSN9mE4HFYKLXBlMRGrjAs9tiWBoJrleOwU+Bxt3tRBIQlVCoSoZZ1swhMdm4avHDWddQxvPb6ijUUnSkIwRaIoQi6ss31HH4p31YJE4a+xQvn78iI7FpdtuYX11Cz6njZlleVglifnTy1FNgzsXTKPA7SCuauxqCvHjM6cyOp3TujsU+t2s3FHPyMJsbrrwRCwZsjAZ4HnxqAhxb5/zusOdz3zC6yt30BKK8cNzZlDVVENtSz1JJUFxThFbmkLc9OoyqlqjyLKJIOm4rVZG+A/+6r7tzeV8VtlEVUuYPTsbiMQVrjtjymHrUhmMcOMry9gVCDPE5+LE0vzDfudQ7Dt+M4CMDHG3WmWczszIjpMpaxqPx54xmxZp+hziPlhte6zcwSVjZr/esGJHHQ2tEc6efvi0Iz0lmVQzJr8k9G99XDZLp1zIA0lZgY8nbjwfXe++0mhZSWrTYM2uBqpbUmG1expDzBg1ljz/gS/9kUV+nvzxBV3eq7I5RELRCIZTO/qtCTut0SSiIBJXVDyDlJ4k0/pXpqLrRsoTlBbfGp/nx2GRuefsEwC4K32cIBhJoBsmbovEqDwvo/JSuacbIzFiSzYRiyu0JlTy3V7e3BUmKQrYs11oCQUDAROIazoeh0zjqMkUCHE0PZ3KLC3KpRoaJiAYJs2BGKHWJIYJs0dmc1JZAQlNo3JbA4quo+gmqmYiCwJJTWdXdRuGaeJMH61Ipr2oo/OysMkSopx6MZhpYcGEqqEZBtH03z3S7SaeVJFUlXQqeFrC8Y52Ki/O5uaLZwHw7RnjDtqeggB3XnUqAL+Yn1p033jqxEM+g5ljSpg5puSQ1/QW0zRRVX1AFuKapnd4mH51wUxuWTitY8679rRJXHLSOFx2C1f87iUqGtt4e9VOfn7ZySz0+bj/4234XHZ2BqM8uKqNuSf7kASTFkxCSYN71oYwvDbshsm/3tvOjy4cT/mYXDY3xqlsjvBRRQMhTeXM8iF894TjeGd7PfXhBG9uq2ZcnoPCIh/rN9WyaH0FQbuFAq+TB86b1UkDQBZFnvzuAhKqjtMqE02ouOwWooqGK91e3zt1EtfMGtfjudxhlXnptktQVQ1nBs1Dx+bFvXNeX7w5UdVA1fv/GNeRRFV1RDFzPMSZSH/0lf4iU8auomhYLF8sL/pgte2xcgeXo3rm+879r/PfD75LfABSxVRVBfr9nn2hP+vzqytP5ccXzeRXV57ab/c8FMmkSuM+51e7S4HfRXmxn2H5XkaXZPPQO6u59r5XDrrwiCWirN+2ilgy2vHZ+KE5eJw2mkNRXli6hWnlRRT53QzNy8JlO7xx/tbKnVx453OE4z1LRaUbJt++/3X+8uryjs8qaneys2orkHn9K1OJRBIs31xNRUMQSRIp6eK8oqobLN1Sg90ik5P2xi6vraKiNcjrS7fjtVnwOay8vKGCTyvrGep3MLHYi9su4bTKJBQd1TBYUdGKTRAotItEdTALPVhtFrYHwmxrauPjPU0IgkggqeP0u0gkdGySjEO2IIsS/160DkOH1ZVh6oJxbBaZmGpgESWC4QR2i8z6qjZCqoAiiFhlibipUB0Ms2JHHZIoktANrKKIpug4LRJ5rpTyenlxNgU+F7lZTvJ9Toqz3QzL9w5o2z/w6SbuXLR6QMtQFI2GhoE5QxkIRIjuc6Z7fyPWZU/93BpNbXRE0zHsCTUVcm6kD+XHDQPN2JvwyRQEHNaU2IHXJiGLAs50KL2QvkpLb0i2h9grevre4dQ80q6BIeyT4qqr9aQoCDjTxrjLbsEwTarbOmes6O1GqywKNPdiXh5Ijs2LqTzora3dS1/4rflTGF+ay/knjgagOKcQXXDy08X1XPTYYkZkezh73FBOGVnMmWNKGOb1MqPk0LnDvz51FCP8Hi4cX8rokmwunt11NM7+DPG5WDB2CLPKCrhiSt8V1gOBCLEenoH/shGLJQkEupfBZqDJlLHb0NCWcekj+8pgte2Xrdzq6szow+0c1R70uKITSaZy/3aVoqYvuN2ZETbUTn/WxyKJ3HPNaf12v8MhSWK3Q/b2pcjv5rWfX0YolqQs38vCXz5JXSDCmJJcfnrJ7AOu31G5hUBbC+yBiaOnAvDDc2bw7prdvPr5dn767w/Y+n/X89j/ns/40tyOBfqh+PEji9iwp4lbHlnEA9cv7HbdH3hjJQ+/u4Zsj4NLTx6Hxw5VtbsxMPF5sjOuf2UqFovEDY+8T00gwvTyIn7/zdMPuOYn/36fFTtqKcl28+Jtl7C1pZHNzY28uGMrj7y5CnxOzBwXD36+hVUNjbgcEuV5HmQRXlzdyMrKIFk2Ky3RBBuqLJyUn8fzVQYRWWLS7DJWVIe49rnF6OhMz3Px5Np6sspy+dNVZ6BZDbLtdtZXNHH7Yx9TVuqnymYlrmmEExrrqtuYPTybhNtGXpGXTZUt3PluPbNnDMHjshJMJDnjN0+zraaFLI+DULYTjygS2lpHYWkOL34j9ffOHFPCXdeeyp5EEFXRmZxXxMRhfQshPRTbm9u49c3laKbJrGEFzCsfmOhOURRxOgcmisVmsxz2LNufX/2cZdtq8eZ42O2Uufg/7yN7BApz3SQSGnl5WYRcDhbvbOXC4/KxWG3Y7Ha+Oc3LJzuaOafUTlssn6E5NiqSEsNPm8Q9r62gaXcLI8cV8Z3pY/nnyq3URMIUaQbhXfXsiiXAZSPX7+b7C6fyQWUTs0YW4u6GoX3FUx+ytLKRv184m4Wjhxz2+kMhCELGhMe2c2xeBKtVQuqmZsuUkQUsvffajlRkNouVKjWLDY0RdgTi1IfjvHjtfDTDwC5LKIaBTTr0mLh08nBOLsnF67CiXzS7U5qzQyGLIs9cNY+YonWrLx8Ou92SEZ7hTEaWpYzx+GXK2HU6rV847YLBatsvW7kuV2b04XaO6l588vghzBw9BPcAhCkXFmZWfthMq09PsFplsg+m1HoYxpTkMGNUMYZpomlGR/hv16QXNfu5ooanc7C354Y+bXIZRf699TFN8wBV90haBTudrrjHqvcJRcMwQdVNdMPENE100+go62h+nkcSp9NG++GI8UNzu/QyxpIapglZTjtFfjcJVccwTdqiCWJJlWQ4RlzTSagGST3lLQcBt03CLgmomtExEQpmu+JX6l+Xyw4CmGlv6vu7WwnGVew2mbICH+X+bLIdTtpiCcJxhfW7m4mpGknNIBRXCUaS7GiMIlok8gqzANANEUkUyEu/DLS0d9XpsIIoYJdETN3AldAo9e3tp2dMH87wEg+jh/uYe/zAHqWNKhptCZVoUuvI1T4QWCzSgOXx9Xqdh90Y/HBDFcFIAodFpE1RWVnTRNTUKCjx0RpJ4Mx1EtZ1GqMKhmnQgIWYYWC3wKVjfXhtAiNy7QiGytwhedw4fyqlsoW63c0Mj8OEAj/Lq5sJJVXsikE4lqSlKcbmqlbyh+Vyx+VzeP+mC7n74gM3HLtiVW0zVW1R3trWd+V1URTIz8/q8336k2PzYmrO60qXoaala2V3OdHZgyqLqeiIdlRNJ5HUEAThsMZ5a1pArjjXg8tl64gcO1jZ+yMKQr8Y59C98ftlx+GwHpF89d0hU8ZuTo4nYwTr+ovBattj5Q4uR7WB/uD3z+a5n1x8QO7e/iAYjB7+oiNIptWnJ2iaTjjcN1VXj8PGvEnDmTqyiCtP7VqsKteXh9PuJNfX2bN4xVeO47jSfOYfP/yA7+iGzrptK1m3dSWa/v/bO/P4qKqzj//uNvtkJpN9IQlZCCCLCAiKIKBWQFv3Wvdq6/ta26q12tr6qli1Vq21Vl9bq7VvtVVcEFTAHUVQkU1EZQ2ELfs6mclsdznvH5NJMslMMtude5Pc7+fDJ2Qy957fPec52z3nPI8AiRBc+ehqLLjjBew+1oYlM8sxqTgbl86fHJfeS+dPwuyqQiyeWopcuxlGgwmZGVmwWe2wWTNHdHmmE7+fR7bVCD3Hojw/shOs6kIHTDoOefZgXNwskwkGlkN5YSYKHVZYOR3sOg5mjgNF0XCYDMi1GGDmWORajMi1GsEyNPQsi5JME2hQyO7xal5m41Bm02NyoRmZJhaFdjMyDFyvl/SbVn+Gf27dj5JsG0pzbCjOtKIow4QCqwl5ViMy9Cw4AAFBwnEvD6OBQ1GOBTRNwWEOppHnsIBlaOTYTNCzLLJMelgNut7nCWHR6WHmdLDodDDp5B245lqMGJ9lRZHdjMoc+SZxoijB1e8sfSrxePzDbnUkoRdzPS/gsszBfA0N76je93YEnm4/2r0CKARfBdKh/ek9/c/xTg9EQiAZ6J57B/8s9dw89JIn0POCMdRvhSJdfHm0BS3D5EVfX5d8n0cIgdMZ21bqdKG1i8E2zzvgSNWjqzdjzm3/h7+/E37kpOHbb7Du7jvx2dNPAQA8fi+qTS785exSXDClFHlmA5bd+zKW3PMSWrqGLuv1h47gz59vxRfH6+H1BvCfj77BKbf/H654dDXm3/E8bvzr26l90GHo7h6+/o51AgEh6WMA3c7URPNRS911ubwQR7j/hYEolbdausoyor24UxRiDqMTL3V1HQmv+sqB2vQgDs+Ufr+Azs5uZCQRu5SmKFx06kRcsfCEsNXv/ljNNuTnFCHDEn42tzg7A1cvnooLThl8ls7d3YXauhr4Aj7YrHYAOtz63Ac4UN+OTIsBD12zGNecMQ0TirLi0mszG3D56VNw5cKpYGgKNEUjL6sAeVmFYBlWjeWZTmL24t7d7cfZ08tQmG3DHRefEvE7cycWwW7R4/dXLYJBxyJDb4CZ02FeRRlYmsIHOw6B9/gh6Rm0eQK48qRq3DJvGvLMZtwyfzo219WD4SjMLMrCvy47CxzL4OLpU9Dm6sD8Ih3G5WZAoAjKMq3423kLkZ9hwr3fOQkvfnkI9763A5uPtuCWhdNw2qRiXDCnGj+cNwmnjc/DLxZMwfPv7ETd/iZ4DTq0+nksOKEEq39+Howci5/OmQ4jx+KPlyyAxajDP366DCaGwX2LTkRFkQP3XbEwzIGXgWWRaTCizO6AwyBvHGCrnsOckjycXV2E08YPfWY1GXheQFubO55VoJg9cQc7W2rILaDTyvLwVW0Tfnfl6QjQAqYXWpBl1uH6+Seird2Dy+ZWgzXpcKimCdu21WGzk4fFoMPMwlxU2u3QMSwKHXnYdrgZt6/ag03NbWhhJYzLtOKZ68+GzaRHZXYG9rc6ccvCadi2tw5uTwB2HYv7fzAfU4uzAQQn5xf/dR1e33EQl8+phi7K1l4zF3QS99fzToEhyVUiSSJoanLCPuBFkJLI3C6OCC/ubrcffj8fdvxg+YufYGdtE2iKwmULTuj9/Ju3VqP+q53g/X5MXrIMx1sb0NjehFwzh58unIuaBid+8/xHqGt34eSqIkwuyY6a7roDtajvcoOmKVSYrPjjG1uweX8dmpxe1LV1weMX8NNzZsr67P3p6OgGTQ9df9OIKr24ezx+eDz+4E6vBOio34+mQ9vAe12wZCV3ZEYtY5rm5i4YjTo1HY9I2ou7Unk71tKtr1eHDYcY0WfQ5SQrSz2FBKhPTzxwHIOMjOEH4B98VYvp4/OQE+W7FAVYDEOvHDJ05EZ54HUbdx9FaY4NmaaeWKsEoKlg7HWmZ3uzjqMjXhsrA8+4UxTV61k03vJ87dO9OH/uhKhx1UcrBgMHjmNxy3mzh/zeT5fNCvt9fGYwZveUkrzgkQheAGs3wQOgwGxEpsGAWUUFAIAMgx5tXj/mlOaApiiU5wY9li8uzUSDsy3opMsvwGHUw8ixuH5O8EVPpzcAQSLw8AICoojTp5T0pj+9wIGAIILzBBDw873OwCaVZIOlaSwsC373ihODESh+ef4cAMAtC6YgEOBxw9KTIj5noTV9W5LnlubIngbLMrKFNrFYDMMO0iaPy8amh64BAASMIj47Wo9CqxlLJ5Vh6fIyAMCz7+3Ev7/+DBzHgDfp8MSnXpxXPRGVBQW993n4w/U42t6NrA43vIKE755ajXHZwbKalG3Hy5cuRiAg4M3JJXjh469RVejA5XOqe6//tKYBh1q60OT0oMXljbpN+LpZVbguRVFLaJpCZqZ6JufAyO7nUoXRyEGSwodmPZsvQAaetQpt4uj5nOq3wyK024KienZz9FvLIISg3etDlsnY/8PgDym4zb538aM3zTjPeSWJxWIYdVuVU41ezyXl5d7rboMk8PB7k3cWqZa6a7eb1DQ5TwlK5e1YS1dNk3NghG9xlxO1DVzUpiceWJaB1Tr0G943txzAlY++gSX3vASfzNvaNu4+isv/uBrL7l0BETqMyytDUW4JMjMcMOpY3HvFAlyxcAruiPFcaCLEU573vrQRV//5TfzgkVWy6VErej0XtxMxiRD86Ik1ePrdL/Hq3iPItJmRaTbAEhAwMS8DXze34fntNbjqxY8hSgQ55uB29wpHBg62O3HLmk/x9fEW3PLMZ2ju9MNhMoCjGdj0egQEEd9/+HW8/vleHOrsRFWuFSxF4fltNYN0vLC9Bn5H0PN6QYYJVbkW2KzB8JBLl69Aa8+W02ZnN5YufwlfH2kBxzFDrobcsXYLlr+3o/f3Z979Etf95a1e/wrv7zyE8x94FR4/H/F6V4DHres+wzeN6vBWmkAc9JiJN44y3fNiLvTznZrjaPf6UdPaCYamwZqD99OzNIw6BkeanXh7ew3avX74e7ZUBnq8tzP9dnYRAO/VHAXHMdBzbM/fg397dVsN2rv9sOg5MBQFvY4Fx9D4sr4dnx9tSTYLhoSiKNWcXw0xkvu5VBEpDvqNy07C1NKcQSvYU879LrLKK1B5ejDcZHF2ARxWO/Izc6HX6TGlNAffP20yls2qxLmzKnuve/6rb/HU1h042N7R+9mpJUUosFowv6wYRqMOt14wF9PKcnHTd2djRnkefnjGNBmfejBms6rioKuSZOOgU0jdkRm11F2r1TjqQvMplbdausqitX5RaGzsVJXDALXpiYdAQIDb7Rvy7dSOgw1o6uyGRAi8AQEGGTvmrw4143irCx0GPzrcPowvrgz7+3VnTsd1Z06XLX0gvvLcX98Or5/H8Rgd9YwmPB4/BEGK63jEE2u24V8f7sKqr4/CbTeAydBDanAC/gAM5VnYeLQe/9pSg9ZuHybn2fHwkrn48GAdzp1Yip+8uRE76lrw5cFGfLa7ETqGxfr7F+OLugbMKszH3f/egFc37cFelxvmIivy7QYcae/Gwx9/hctmlKPMEXR45vLzWP7+DrTTwOVnTsVfLzsdv9+4Gd28D3/+ZCve2XEQN/39Pbx42/n4+dPv4p0dh+ALvIt37rkUXm8g4rbj9TUN+PPGb0FTFM4/oRQlGSbc8+JGNDvdmD4+Hzd/dzZue+5D7DrcjF//az2e+K+zB93jz5/uwqdHGtHpC+C5CxcmXC6pgudFdHV5ZHEU53R6oNOxMTuaumBiFTq9fiwuH4d3DhzDXR/ugE2vw57dDbDkWEEV2UAxNK6eUYlpuXbM+9W/0NLlQeWMcTA6DLD5eTTWOTFzciF+s6Cv/Xh26zdYu+8wvm1oxT2XnIqGThd+deEpeGnLfvzsPx9jQl4mPvvNJdhc24iJeZkgNIVLXlwPCQRvX/MdVOfIE05PkghaW12qchQ3kvu5VOHx+CGKUtiLqwtPmYhzZ1cNOvpgzS/AuQ/8ATQb7C9ZhsVJE6b3vmRiGRov3nY+RImA6zdpOeLsQrvHh6+bW1HhCPr2mFGQh2l5OWBoGi6XD1OKsrD1T9dBxzK4/cK5UY9dyEW89Xcs4vUGEAgICb9oyy0/CaIQQFZJZL8+8aCWutvW5kJGhmlU7b5QKm+1dJVldL1mSiFut7rib6pNTzyIojTI6c1AqguzYDcbkJNhhl7mhrWq0IHsDCPyM80xh5ABgMNNnbjskdVwpsCrdTzlWZBpAUvTcFj6VlYJAW555j28tXXwyu1ogufFuB0FuTx+iBJBoMdjO89QCAgiAoIEURQhSoAgEBAS9FZu5FicOzF4NDXkyCu0ldTA6UFRFOYWF4Klafj44AqpSBFIhICmKEgS4ONFBPo5phElgoAgQSIEFQUOWHpisfcntG2172cwUoHXG3n12xMQ4BdEeHkBXkGAIEnw8wJEicDV4ygo5BFeECI7yRF7EgvF+FYaSZLg8QzdNiSK38+D58Xhv9iDnmVww+zpmJDlwDdNnejw+tHc7UVDpwe8WY/OgIAObwA/nFkFZ7cfR1q60NDuxtEGJ2BgoOMYtHV4UKUzwcT1vWBsdHshSARN3T5wFIU1d12KBSeU4MsjLWjv9qOuM+iF+29XLsItZ52I485uHGx3obbdjQMyvpQjhKguzvRI7udSRSAgwu8f3OZFmyCHJue9v/dMzpvdXnT5edAUFTY5BxA1LAnTE54qEE8VFhoAACAASURBVOARCAi9aYZ+7jnWCiFNDrh8Ph6CEHv9HYsIggh/lN1SscCwOhRPXgCjxZG0FrXUXY8nAEkaXU7ilMrbsZZut4wRaxJBm6BHYdy45BusVKI2PfGg13PDrtJcdvoJ+Mt/fwdv3HlxmGMsOTj7pHL89cZlWHnHxciKY3vtdX9ZgxUbv8UNKfBmG095PnLtGXjo2sV47Y6L+j5b9TmeXLsVN/39HdmPBCjBik9247z7XwWjY+M+o3zqpGIUZVlRajeizGGF1WpAps2EigI7xhdkwsLRoCQRmUY99rR29E6s27q7wFIB6FgGcwo4lOcY8c2RFnx5MOjltjsg4KN2JzLy7chwmGHRc8izGFFsM+H2U/Ph9zT3ajDpWJRlWlCYYcIpZblY9c1hHGh2gaVoHK3vgp5lsPVAHb441IDDHg/0Bg4HGIJNx1pw7ZrNWLXrMC548DX8a/3XuPLRN/D4W1swKdeGyiwrJuTYUGq3wmrUY3y+DXazER/srMXLG3ej1elBhsmAGeV9jt32N3di8d/WYk9zJyqzbDCyLAozTPAGBJz3wCt4ccO3KSixxNDpWOTlybNC7HBYYoprSghw31tb4QkI+MO67ejo9qPF0w0dQ4PwEnSEgNEzMLA0zByDHQfq8W1LJxi7EcW5FkyvyARNUdCzDCgK+KalEx4/j/te3oSAIOFAXRsIgM3H2mG0GvHgum1wegKwGXVgaArGAbuFdtQ2w0QomHUs7Eb52kKaplFYGDkyglKM5H4uVVithqT9MjS7vbh13We4ec0muAODJ3CnjivCeLsNi8eXRLg6GOJs4K6lj78+gqX3rsBFD65MSlusOByWpLZvjwVMJn1M52b93R588rfn4edF/O6ljb0valPJwLorSgTPbtsLIc2T5bw826g7GqFUuzjW0i0uVlf/M7qsOIWoxHNoL2rTEw80TYGmhze1qxZOTTotQZRicqR28amDPboPR6hTS8UKQjzlSVHArefNCfusyxOAKAF+XpSls1Wau178GDX1HbjvlU/x0DWL4rp28bQyPHfTuZhalovXvjmKX67ZDCrbgscvnoeTKwqw5IFX0FHXhmnzJ+C424Xntu/FDSdPxu7jh3FWsR5TjAJmZ/CYvKwU1/1rL277vw/w4X1X4M63t2JnUwcmVWdD0tPgaBpPfO807K6rR8B1DE1t9RifWwiL0QwdQ2PNj8/G9uNtOLu6CCc8shL7Wjoxw8Ri247jsJsNONTYiasefwuZE7PhIAVo8Pjxw5c/QaPLgy+PtqD5q6P45Osj6HD78MFXtbhq4VSsuPIM6DkGhT1bGl+94yLMufWf+GT3UXx7tBWtLg++O7sK/7VkRm9+3PrWFnxU04Bb3/wCb//4bORZjFhUXoj/+fcGvPnFAew+2orLTz8hWnbKCkVRsg2mYnUU9MtXN+Ev7+/Ef77Yi8OtXfjw0DFkOHSYYDfi8821MHh5ECMHvQSgxYX/+ddHYCfkgSrMwI/nlcJs4jDLz+Cs743DBc++i83tnTjpgVdQs+sIXvrkGxxqdqJ4ZikOu32Y879v4mBNMz7ccxzv3Xoejne4cfHMqlCkNnxd14oH3twCHS/ihvmTcVppnix5AwTbFbUNZEdyP5cqUnF+9pumdhxocwIA6rs8mJAd/hLszIoyLC4vjRqiNlLdWbe9BkeanZBIcPeRDNFtwxhNW5TlIlZbefnmu3H48+14Zf1O/NWfjYZON/76k6Up1TKw7j7w8Q6s238Ux7tcWL54aCevqURtbVoqUKpd1NJVFm0FPQpHjrQqLSEMtemJB5+PR1OTU/Z0Xtm0BzNvfQ6vf75XlvufNnkcirMycOa0sqTvlWx5njdnAiYWZWFWVYGs5/WVosfXFro9frS3u+O+/jszylGQaUFFtgW8KCHAUCgvyoLDqIeroxtEJLCbgvkWcuwFQkBRFGZnBxtpo57t+Tj8xYyO6TnvSdPINOoxKccKEAJJksK8LOeYDVhSHfQILxIJokRw9GjQW66hZwt06NtWS3ClKLQ1Twz9JAQEAC9IECQJM8dlY0q/ePC5GWawLA1Cgt8FgPGDzlD1uoAGAJxVWQyWphHo2f4d2havBIGAgIaGjuG/mABtbS643b5hv9fQ4YZICDo9AfgFCQEiwi+IYCig+bgTkiShyxuA1+2D83gHGro8aHL74OFFmPQMRFHEwvJ8zC3PR26+DX5BQicfgCgRdLoD8PsFeLqDv7d7/OBFEe3dPtAUhb9etQhnTO4Lb3SszY0GZzc6PT58b+I4WfIlhChKOH5cHc4CQ4zkfi5VuFzemOPxdna7wnyruzxuiJLY64GdpilQFNDu8mFfXVvYtdEm50AwxFlXlzf8QzL8damktdWlui2nasPt9qEthmMwXmcXRFGE4Ay+YGmUId7zwLrb6fWDEIIOmY4wRaOhoTPuY3FqR6l2UUtXWUbfyD5FxHN2MR2oTU88EELScpbsuQ92YldtE/7x/le4MELM82R54KqF+Nm5s6LGYY+HZMtzdlUBNvzhKmRZTWEeo0cLFQV2uH1+nFxVkNR56cn5majOsaGltgVPr96Cp3+yFJX5Dpj1LhRZzWjneZxYkI23dh/F797dj3Mm2LE/0I1FhTrwZh1KCq3Ye7wdb27ej/VbDyJDx8FsZGBkaRTZzGAoChajBSa9EQxNw6Dr25L5pw3fYNPhRiypHod2jx8Oox4VBXr4PD5UFtjh8vpRXZyFVl5Ca30HTEYdxmdZ4ecFCMc7YDPpUZ6XiTaXByJNY+WeWvxkbtCZzx3/+ghNHW5MmDoOAYqGrTATklkHSxeH9e1deH3XETy+6Rs8dclcLJvmwN6WDkzK65vYd3oD+LCtAxn5Njgy9NjX2ozq7FwQAlz/6kZkGvV45LsnJ16AMUJ6zt3LgShKw9qOnxexa28dKBCYdCwYmgIDGixDQ08zMOk5UCYdTBQDVs+AM+qg07PgDBwEQsAxDCQQ2HRB/wJmHQeGpmBCcLu7UccANIXQcNjAMaApCs0uDw41O1GeG1zZfPidHTh5fB421TTAotfBwNHINCYW23g4/nftNpTm2bB0RoXqzviO5H4uVYgigRjDLq269mZ8fbwWuVY7ThpfDWd3F7469C1MOiNOq5yGMyuLYNHpkG824qy7XoTT7cOqOy/BxOKsYe8d6Qzvby6Zh60HGrBsVoXsq+dAqP6OrrPEqYaQ2GxFbzSCoijQBhNAAJsMRwcG1l1Tz8KBKc0LCIIgDg5HOMJRql0ca+mqrT9kli9fvlxpEWpEbfHw1KYHgBNATO4Og3HQhz7rvbO2CXazIak43y+s/wYHGztQWZCJKxYm75U0EtYUeZRNRXmaDbq0rWakmHoAhUN94ZJ5kzC7qggXnjoxqXOIdqMeOSyLFe9+hV1HmnDapHH41YWnYMEJ43DD/GmYkpuJU0rycfl/1mN7XQd2t/iw+qALPMehXWdCUZ4NG7cewUdfH8XhY62YMN4BxsAiQ6/DcxcuhI5hoGM5ZFptKMwuhL5ngt7l43H5fz7C1mMt+Ky2EW0eP845oQTrbj4PJ47Px++vXoTp5XlYfslp+M/aL7FnTz0m5Niw7bffx9YvD2PnvnpkZ5ix488/gmikcYwRcMjpxpIJJTje3IUf/WUNdhxqxJamDjjNLDirAV2SBKPNhGNdHmw41IDdTR0oz2VhMzI4c0I+blvQF6Lp9rVf4K09x5GZZcZtF52AroAPk7Jz8dbuo/jtuq3YeqwV508pRZ5MIdBCsCwTrwfiIwBKY/mi2WwYdsvaj59ciw+2H0SZzYIt912BgCDiofPnwaBjcf3syTjm9GJPuxusRCBaONB6Dvd8bw6uO20yZhRk4cIpFcjQ6zGrMGjOZ1UWQiLA85ctRLePx8u/vgivH21EQ4DHeIcF239+PtbvPY4DjZ347FAjrl9wAl74fC9+9dqnWLvrMD470AiaAX53/lwsm1oWT77ExDs7DuLGv76D976sxRULp2BcgbrOoMvcz8VsO0piMHAxtXm1LfVod3cBFFCWU4C6lga0dLZClCSMyyvCmZUlmF9WgKPNTix/6RM0dnZjWlkuZlYWDHtvk0k/yHu6UcfimsXTMG+yvDs7Qlgsw9ffNNKAYfosJdDruSHDcoaomHcyRJ7HNQ/dgS5vAE/esCSpsVYkBtbdU0vz4fLz+NX8Ewc7KZQRm011cdBjHitHQ6nxv5ausmgr6FHgeVFVZ6DUpicegm95CVg2ciO9bnsN/uvJdagsyMSH91+Z8Irw3ZedBk+Ax92XzU9GbloYyeWZDow6FmedWAZJIiCEJHUusyTTDL5nGzsvinBYDThtctA50qziXAB9To1DXox3tROclo1BEQU4ErRNjqFh7Oep22oKDxMmEdK75Ty0iDvOZgZDU1g2qwIAeuMSZ5uDk+AsigYFoNhm7skDBmYDh8px2WCO1EFC0Cu8KEkICEHv7aIognAcaLovrFLwecJXEAZOtEPe6vU6FjqW7t0mywsSRBK8r5iGVYjQCpAcAypRlIKrRkO0J1092y/HZ1uRYzXisR8sAABckxXcgTOzugArvjoEEwV4/AJgYLFoRjlOLOhzJlNs7Sv7ErsFj50T3HnwvzcsAQBMLsvBgd3HUJ5phV3PYWZJDrbWNsHd4335SFsXuv08KABuPw+WobCoum/beyo53uqC0+OHXxDh8gSQYxVVNZjV2kXE3Ob11s6eNokKfZ0ORrUOWT1NU2AZOuhzIMayDtWd7fUtmFWc2xctO43vg2Opv2OdWG3FmpuFZf9zMwDgqZ8skUXLwLprYBn8asGJsqQ1FIIggmFoUCNz8SIiSrWLWrrKop1Bj4LaziKoTU88BM+gd0b9+8Zvj6GuzYWaho6kHLDNmzQOG/9wNeZOKEr4HuliJJdnOonnPGY0KvIcmFqWg8njsjG1NLf387+8tRVn3vUfuLwBTMqzw2HSY1KuHTYDh6kFDhhYBjlGI6wmHXw8D4tZjzZJgoFj0dLmxqOrN0dN8+GPv4JIJJRkmjEh1478DBMWVUReuZpdVQCrUYf9dW1YuWkPphdlI89mxsTibADAiYXZKM6wQBIo/P79L/Hop9/CZjdjQpED1SW5KHMEPbsXZJgwMdeObLMBk3IzYTfqYNUZcLzDj1+s+gqfH+7zMj+/vAA5FiMm5thh4nSw6Q2gKAozi7MxMc+G6YUOjLPL/zY5eAY9etuQDLGcQc+zm0FTVNRoDp99fRRWPQeOYWDVcRhnMyMrzh0dOSYDKAqw63RobXWhNMsKA8fC0eNhfnJhNjJNemRZDMjNMKHIbun9W6qpKsxEToYJBZlWWI2cdgZdhXR1xdbmTSoohcOagaqC4Ip2WV4JcmxZKM0pBsv0vTysyM/EjUtn4vunTcaVMe4s6+zsxvNb9+CO977A/eu3J/YgSRI8gz68D4mxTHd3bGfQ04Fa6q52Bl1LN1GOHlWHDYfQVtCjoNerK2vUpiceaJoCx0XXX+iwwMhxsBp1Cb0tb+ny4N6XPsGffnRWzCsEStO/PPfVteHZ93bi4R+eEfMKRW1dDbLtubCahw5fN9JhGDrp82S5dhPW3HUp/LyI0p4zv4QAf1r9BY60OHH/K5vwwtWLsPFQE06vyMdHNQ1YVFmAA+0dqHJkYvOWOry/8xAy7SYc6fJBAFC/4yiOORpw03dPHrR9r6HLg6c/34t2jx9Xz6rCg0tnY9vxVswri+yR+1cXnoJ3dxzC+l2H8cjqL7D2NxejenwOTp4Q3FFZlWXDwrIi/HLNZmw+2AoBBHCY8PvzT8Gls6tR0+bECfmZ2HG8DSeXZOOzw82YPz4fGw41YGFFAc58ei2+ru/Eve/vwDvXB1dPLj2xHIUZZswtzUGnz4NMowkUgPFZVqz+4Vmw6HRxT0QTgabl9eI+3MrSk/99NvLtJvz6olMH/23NNqz5dC+MVgP8Ph46fwB//MkyjOvZ4RArfzt/HooyzLhlzkRIvIg7ls0CRVH40fzJAIALTyqH03saZpXmYX9jB3JtRhTEmUasnD6lFE/899koyc1Ars2MJp+6BrIjuZ9LFUGbHb7N03M6nFY1rfd3mqYxo9/v/Xnoh4vj0sCyDPZ1dMHt51HbqcwEkOOY3p1BGpGhaVo1O2DUUnd1OnZUrZ4DyuWtlq6yqEuNihg3bnhHKulEbXriIRgHPfpZsp+fOxvdPh5LZ1YkdFbpBw+vwvpdh+H1C/jHTecmIzVt9C/PHzyyCl8fboKeY3D/lQuHvfZoQy2ONdSipb0JJ0+dJ6NK5bFYUuMoqyTHhoHzfKlnEEwIAU1ROL0iGDt8Uc8ZzSpH8HxuyCkgxwQHQl6/CCKRnnBDwZ/9fQH0395eYDVDzzJRJ+ch8u3BCRlFU8jOtuK07PAt85kGPXiegKGD2xpBUyjMtsFm5DCzZ6X91LLg7oAFPTHQF/as2BvYYDM/cMgyvzyoKcccvlJenZPUcbm44Dh546APB0NTuOeyBRH/1urygBdEGHw8fN4AIEo4MTf+vGFoCsvPnBH22a+Xzgz7/dp5wcn61BgceCXLpT0vBgCoMA76yO3nUoXVKo9zwHiw2UzgeiZ+Sk111HYeVI2YzXqYZdptEy9qqbty9SdKolTejrV0i9PQ/8aD9noyCrGE50klvmG25KRbTyoRRQle79ChNu64+FRMH59YzF8/H8y7br+6VoOGon95ev0CRAnojLGMeYHvOYusLo+TcsDzIvw9Z3UTRSIE1/75LVzx6KremPEUBUwtycW4rAx8Z0b5kNefPqUEOTYTppXnoSDDiKn5DpTm2jClNBcSIbjwwdfws7+92/sCIMtswLQCB6qybfhODMctvjzYhE/3HIfVpMeJ4/Pg8w1+3lPL8nBCvh3T87MwvcCBaQUOzCiKrTOZU5KLTKMeJ5fmxPT9dCJJBB6ZwvD4/XxS3mBnVxUgz25GkcOKoiwLTHoW/1q/K+brdze0Y8ljb2DboUYsueclfHukJWLZKgUhRHVhrEZyP5cqgm2esn1ZICDgJ7Mn4aTCHPxkzuThL5ABn49XnVdltSEIyfePqWKoutvZ7ce5v3sZn+87LrsOjycw6rz/K9Uuaukqi7aCHoXGRicqK9PzJvt//r0B67+qxTv3XoaMKNtK06kn1QQCAtrb3Sgqcgz/5QSYUpKLvXVtOHnC8N5p1UL/8pxUnA2nx4/5J5TEdK3d6kBzeyNMxtG/wuDx+MHzYlLefLceqMfzH+0CAXDlwmm9TtpW3Xkx9hxrHfbF0HVnTce08XmYWZGPL+vbML3AgW+PtqC6KAsvbvgab2zeD5Oew83fm42qwuDZ9XU/OhvHnG5Myh1+hfKBVzfhSIsTJ47Pw6PXLEZHRzcKCsJXasuzrHjz2u/AbtTDL4jgJQlFMXo/v+usGVgycRxmj8uO6fvphOcFtLW5YDKl/s210+mBwaADxyXmif6cWVV4+mfLMLuyEM+v34W7/7MBf37zC1y5cAomxZCXN724AR/uOY6vDzejvrYZ/N/fwYs3fQ8GgzpWeCSJoKWlC2azel7cjOR+LlV0d/shCCL0euvwX5YJl8sLA03jr+cp53DV6fTAZNLBKnMkiZGM1xuA1xtAbq7ybcpQdfcXz76Htdtq0NrlweY/XiurjrY2F3JzM6DXj571R6XaxbGWblOTM2W7NlOBNkGPgs2Wvk5h4+6j+HxfHfbXt2NWlBAo6dSTaliWkXUb1t9+uhQ3LDsJJya4Aq8E/cvztd9chN1HWzC1LHeIK/rIsmdjmn4mTIa4wlONSHQ6NikP7kBwBT3kSV0ifW/WdSwT866NWZXBbeMn9axaT+spq5BPw+B2977vW/RcTJNzAL3n5TJMerAsA5Mpcii/8qzE/Q2ocXIOBM/bytUhGo26IX1fxMJ5J08AAFQVOcCLEnhRgj/GVfmQzfXaBUUPCl2lJBRFqWI7dX9Gcj+XKvR6NmrEk3RhMHCKn+NNRf0d7agpf4aqu6EFbTEN4cktFkPSYwa1oVS7ONbSHS4cdLpRT+1WGTk56XO+ZdJxyMowwj5EPMt06kk1HMfAbk/c6ZE3IKDL40feEPcYSZNzILw8GZqKeXIewmyUx4mU2kjFhKa6MBuzqwogiCSmGMDxsHhaKaaU5MBuNqIoK7EVr8XTSvHJN0dwSnUx9HpWdY5K5IRlGWRmymPLqVx5O7EsD9VFWdCxNIqzYyvnEwod2Ha4GRPybHA3OTG1LFdVAwCappCVoM3KxUju51KFGl7ixBJbW27UVFfUisHAwWBQR6z4oeru7AkFeHPLfkyUaRdlf+TqT5REqXZRS1dZKJKsi+RRSlubK22Dl6bObqzfdRiXLThBFXpi5AiA0li+yPMivN5AQh2u2xfA0uUr0OnxYeUdF2NCofwNfDpQYXmmk20AZsXyRZ+PhyhKSe/AaHf5EBBE5MvQeR9tccJhNcJiSHxgvftoCyaX5CAQEOD382NmW6cgSOju9sEW43Z9AJ8AiOzVbQButw8cxyR1PKI/u4+1wmrUYVx27J34+7uP4qzJJXh/5yEsmDQOPC+qZgudJBE4nR5VDWhlbhdjth0lSVWblwwejx8URSn6siDV9TdJtgOYOey30kzIz4Ya2pTh6u6Hu2qxaGpZmENVOXA6PTCbDYrvQulHzGPlaCg1XtTSVRbVWLDa6OjwpC2tPLt5yMk5kF49qUYQRLhc3oSubWh3Y1tNA7453IKPvz6SYmXKMZLLM534/fywDgZjwWE1DDs59yfokKgkx5bU5BwAJpcEzwHzvAi3W12Ou+REFEV0dSXWNgyHx+NPqbOtyeOy45qcA8BZk4N+Jc46sRyBgKgqp2yEBCfoakJrF4MT9FS0ecng9QYUd2jY3e0fdfGsU00gIMDjUUebMlzdPWPaeNkn5wDQ1eWFKI4u54JKtYtjLd3OTnX1P9oEPQr5+co73eiP2vTEg07HJhwyxaBjYTXoYNSxcKjsvGQyjOTyTCcmkz4t52Sf2PQtTn78DXxZ1yZ7WkOh13OqWtGUG45jZXtjbbOZVLFdOITRyMWzU0B2aJpS3ZY+rV0Mhs5SegeN1WpUPHyX2uqvGjEadappU9RSd7OyrOA4dcSGTxVK5e1YS1dtIfq0Le4aiZL0tp1YeemT3aht6sBvLxndMb/HEDFvcU8XJz22Cl/WteGa2VX4v0tPV1qORnRGxDZlDVWi2Y5Goqhyi7vGiCBtY2WN0YW2gh6F+voOpSWEoTY98RAICGhtdSV8/WULJo+6yflILs900t3tT+s2XBrKei72+Xi0t7sV1ZBOeF5ES0uXLPfu7OxWzfZPILhtuKOjW2kZvUiShMbGTqVlhKG1i0B3t0/xowddXV7FYwJ3dHTD41F2q7/a8XgC6OxUR5uilrrb0tIFPsZIGyMFpfJWS1dZxo674DhRW8egNj3xIIoS/H5lz7OpjZFcnulEEMS0dLZnVBWi3ePHhdPGy57WUATrytg5dylJkmxnXQMBATStnnfQgiCp6kwtIVD8nPFAtHYR4HkJQoL+MFKnQfm6EwgIanL0pUpEUVRNm6KWuuvz8ZAkCcDo2eauVN6OtXSV9v0xkJRvcSeEoKGhATabDWbzyD1LyfOiqs6xqE0P4ti2QwiBKBKts+2HCsszncS8xV2SCAghaYlrWu/0oFDh83yEEEhSep5XDQTbBgksG3NdiHmbsihKoCgKNK3srogQ6bTlWBEEMZ68lx2Z28URscVdDXaihrqjBg39UOUWdzXYSgi1jGkEQQTD0KDS4JAuRpLe4q5U3mrpKkvKarUgCLj77ruRkZGBoqIiWCwWzJkzB9u3b09VEmlFTYUEqE9PPFAUpU3OBzCSyzOd0DSVtsGH0pNzIFhX1DDYShfBtkGeusAwtFoG9wDSa8uxoqbJOaC1i4A67EQNdUcNGtSOGmwlhFrqLssyapqcpwSl8lZLV1lSVrPvv/9+3HfffVi6dClWrFiBX//616itrcWSJUvQ1NSUqmTSRk2NujSrTU88eL0B1NW1Ky1DVYzk8kwnTqcnKf8FI43ubj8aGtR1LlhO/H4ex47J4zm/udkpWwi3RHC5fGhqciotoxdRlHD4cIvSMsLQ2sVgqB+l27y2Npfi/hKampwJh2cdK7hcXjQ3q6NNUUvdPXasbdQdqVQqb8daugcPqsOGQ6TsDPqzzz6LadOm4ZVXXgEAXHrppaiqqsKPf/xjrFu3Dtdee22qkkoLDKOuN3Bq0xMPKtqmphpGcnmmE4qiMMpehg8JRWFM1RU524ag7agnL9VYtmrTo7WLQTtR2m7V0GfTtLrqrzpRTx6ppe6ORrtRKm/HWrpKt3kDSdkEnWVZ2GzhMeQyMoIxVvPz81OVTNoYPz5XaQlhqE1PPBgMHAoKMpWWoSpGcnmmk4wMZeMBpxuTSQ+TSdn4w+lEp2NRVOSQ5d5qi/FtsRhgsRiUltELw9AoKclWWkYYWrsIVcS1djgsSktQXf1VI1arAVarOtoUtdRdufoTJVEqb7V0lSVlW9x/+MMfYuPGjXjwwQdx8OBBvP7667jnnnuQk5ODM844I1XJpA21bZFRm554kCQCnleHp1G1MJLLM52IovIejdNJsK6MneclhMjmhVgQRIiiJMu9E0EUJVWVLSFQjQfoEFq7qI42Tw11h+eV16B21GArIdRSdwMBASn2fa04SuWtlq6ypGyCftddd2Hp0qX47W9/i8rKSlx00UXYt28fXn31Veh0ulQlkzaOHVPXmWm16YkHv59Hc7M8sY5HKiO5PNOJ2+1DZ6eyMYHTidcbUPz8aToJBATZzmW3t7vR3a2eOOgeT0BVMe4lSVJd3FetXQz6KlC6zXM6PYr7b2hvd8PjUU/9VSMej181bYpa6m5Tk1N1Lx6TRam8HWvpHj+uDhsOkbIJ+q233op3330X55xzDp599lnceuutKCgowHe/+92UeXKXySTonwAAGVlJREFUCIEopefNmMWirm2matMTDwxDw2gceS9p5GQkl2c64TgGOl3KTuIMghCgrk09E2KWpWE0ckrLSBs0TcNkkqdt0Os5VXll5TgaBoN6ypaiKNUdp9DaRUCnY6DXy9fmxaaBk7XdjQWDgVNdlAG1wbIM9Hp1tClqqbsmkw40rQ7P9qlCqbwda+mazeqw4RDM8uXLlyd7k9raWlx++eW44IIL8MYbb+Ckk07C2WefjXnz5uGpp55CQ0MDLrvssrBrvN4AOjq6QVEAx7Ho6vLC6fSC4xgwDI22Njfcbh9MJj0IIWhpceHaJ9Zg5ef78L3ZVWhvd0OSJOj1HLq7g2+cGYYGyzLo7OxGV5cPBgMHmqbQ0tIFrzcAk0kPQRDR2uqGIIgwGLheHUDwPGRIR2amGQxDo73dDZfL1zuIbGlxwe/nYTTqEAgIaGvrr8Pfo4Pq0RF8C63X9+nwePwwm/UQBAmtrS7wfFCHzxdAe3ufDpcrPD8CAWFYHaIYroOmKXBcfx0saJpGa6sL3d1BHaIY0iHAYNDB5+N7dJCIOvrhBGAP/RK6jpDQdT44nZ6eDoSF1xuAy+XrmagH88LnC5YJz4fr93j86Ojo0x96m99fv9sdrj8QEGA06gbpCK3AsmzQNjo6unt1UBSF5ub+OkS0tfXZhscTstFwHTodC4YJ1yFJElpa+nT4/UPr4HkRLlefjTY399lodB3hdSWko62tvw4SUYckEej1fTpCdSWUH/HUlXjqbMhGB1APoDD0y1D1Rq/n0NXlTbjeDFd/r/7TG7jvlY2YUV6AbLMhBfVmaB3h9s/DZAqvv8F7kzAdkex/oI5o9t9XD4Pl3V9HNPsfrh5Gsv9E66HFoofZbBjS/gcQFlO2ry4wg+qCTseis9PTW97D1YVU9BtD1QVRlJCZaR6i3wjX0b/fGKgjZP8DdcRj/zwvwufjk+y/4rP//joi2X9WlnVQ/xWL/Ufrv4aynVj6goF1IZa+YGBdGK4v6NPBgaIodHR4IEkkoT4pVX2BwcChs9MTd18wsB5G6gv8fiGm8ZvdboJOx6aoHsYzfqMjvRho6N9npaMviDSWG1gXnE5Pv34jso7E+oLYxmT97R+gkhyTcb06hh8LRdchSQQZGcaYx2TRxkJD6Yhu/2yksHe9Y+VQnYxug5HrQna2Ne6+YGBdSGQuY7MZUz6XiUWH0aiLyf4TmcuwLAOWjVwPWZaJWA9jmZMkOiYb2A/1JyWvSDds2AAAgybhc+bMQVVVFQ4cODDoGpqmw4yZZYO/h7zo6XQMRDH4N4oKFvTWmkZIhID0FHyoEWUYJuza4Od93p/7d9QURQ24dqAOBjodQXe3HzodC45jet7GUQgVdMjDIE1Hvlfo7R3H0QDYKDrQe//I+RHUEXomnhf7vSmlYtIRulcojVDh919VCukIxSkP3YthmDAdw3nFHKihf3kKggRRDOZd0EMtwvT3lQkdMR9ZlgEhffp1Orb3jNHAa/t0RL4Xx4XHyOxvN6F7hfKHYcLzOZIOqXdHx0Ad4WXQpyNUngJ0Oq73Xno92/v/weVJDbANuicvQ+XJgmFC+TGwPOmw34Pl2acjlB/9nyn0/4F1JZE6G0uM1qHqTSAg9HbG/e8brd4E2wIS9nx9b9MH15sv9jegttmJlZ/vwcmV+XHXm6DW/vUmvP72LyOalsLagsH1l4YgiOB5cdC94rf/gfWQjqpjoP0Prjvh9t9X3tF1hGx2uHooigQej2/IejgUQ9UFny8AhqHAcWxP3gxdF/r6jeHrwuB+Y/i6QEjwxXQo3cH9Rn87oxAy20j9V18bFav9D+6/KCp4hjXU1kcqo9D3BuuI1/6Hroeh/AgNtoey//B6GNn+Q880FH1tX9/zDVcXBvYF/etCqC+Irmm4PqkvPwY/X+Q+ieMG5k2f/Yd0Re8LBttdqC/w+fhe3ZF0ROsL+tcdUSQD2rvIbVS08ZvPx/faQuz1MNz+++phJPuPNn4b3pNzOvqCaM/Xv7wZhoIgqKMvCB1HSLQvCNl/PGOygfav0wUXg0RRipAfkW22/736j4WGGpMNLuNw+4/GwHHRYBuMXBfcbi9sNnNcfcHAupDIXMbjCcBg0MXZF8SqA4jWF/j9QtRnit4XxDaX6dMx2P5DZ9CHm0ekdkwW3g/1hyIp8Kbw/vvv4zvf+Q5uueUWPPbYY72fNzY2oqSkBGeddRbWrl2bbDKY8tO/QyASdv/vf4OWOYxCTU0TKivzZE0jHtSmBwNWI4bC6w2evRyN3jUTRYXlmU62AZgVyxedTg94XkR2tlUWIVX//RRqGjrws3Nn4Yn/OluWNOKhu9uPri4vCgrsw395FBDyTzFuXFasl3wCYEEsX2xudsJg0KkmEoDL5YPH40denm34L6cBUZRw7FgbyspylJbSi8ztYsy2oySdnR4IgnxtXiy0tblA0zQyM82KaWhqcsJk0sFqVUX93Q5gptIiBuJyeeH1BpCbq3ybopYxzbFjbcjNzVDN1n/EMVaOhlJ5O9bSPXiwCRUVyttwiJSsoJ966qmoqqrCc889B5vNhksvvRR1dXV4/PHHwfM8fvrTn6YiGTz9s6UI8KLsk3MAyMpSPsxIf9SmJx44jkFGhvKhY9TESC7PdGIwcL0roHJwzeJpeOOL/fjleXNkSyMedDoWGRnqCJuTDliWgd0uT9tgsRhUdYY1uB1OPXFWaZpSdAIWCa1dBIxGDpKk7Plvk0mveCxpi8WgKh8SakSv52LapZYO1FJ37XaTqtr9VKBU3o61dNUQXrI/KVlBB4B9+/bhRz/6ET799NPez8xmMx566KGUTdA1VEXSbwU1xiwxr6Cng4AgQjfKOvRRzIhYBdVQJZrtaCSKKlfQNUYE2lhZIyFS9uqturoamzZtwt69e/HWW29h06ZNqKurG7GT88bGTqUlhKE2PfEQCAiqCQWiFkZyeaYTj8cve7gfNU3O/X4enZ3dSstIG0HnO/J40Xc6g06u1ILPF4DTqZ6QgZJEVBf+UmsXg22ey6VsiDOXy6d4iEK11V814vWqp01RS91taws6LBtNKJW3WrrKkvJ9VNXV1aiurk71bdOO262u+Jtq0xMPoihpHe0ARnJ5phOeF0ddZzsUgiDB6+VhHxtH0CFJEjyeALJiPoIeO34/D4qiYFTFEVaA5yX4fDxsyh8XBQAQQlQXZ1prF4FAQIQgiLAqdwQdgQAPmqYVDTsUclSnER1BEHsdWymNWuquxxOAxWIAoJ4X78miVN6OtXSVfik5EGUPOqmYwsJMpSWEoTY98aDXc4o6vFEjI7k804nZrEeKTuGMCMZa7F+OY5GTkyHLve12s6ri4ZpMOsXjW/eHpinVOKwLobWLwRjASrd5GRmmiF6F00lmprrqrxoxGvWqcYamlrqbk5Mhq98aJVAqb7V0lWV0WXEKCcXoUwtq0xMPNE2pphNRCyO5PNPJWJqsAsFwHmpx+pMOaJqKFOs8JfQPBaMG1Fa2wd0F6mqHtHZRHW2eGpyzqa3+qpFgKCd1tClqqbty9SdKolTejrV01dYfqqNma2hoaGhoaGhoaGhoaGiMcbQJuoaGhoaGhoaGhoaGhoaGCtAm6BoaGhoaGhoaGhoaGhoaKkCboGtoaGhoaGhoaGhoaGhoqIAxO0F3u90JeUptamoCz6c+rEWieoBgqKL9+/fD41EuHmai+pN5bjUzWp9LDsaa7YxU3YlCCEFHRwckSYrruuHyKZl8lKsM1Fa2cuV9uvWMNhLN37a2NnR0dCiWfohUjDmS0eDz+dDQ0JBw2iMJpW0lWR1AaseoI91uktEf6/wjWhpKzXvktp1UP2+s6crNmJugv/baa1i0aBHsdjtyc3Nx+eWXw+VyDXmNKIq48cYbkZeXh/z8fBgMBixYsADbt29XRM9A/vCHP6C6uhobN25MWk+8JKo/Fc+tRhJ5rtraWuTm5kb8t2PHjjQpTz9jzXbGqm18+OGHcDgcOHz4cEzfHy6fkil/uWxHrWWb6rxPp57RYPsDSTR/n3zySVRUVCA7OxsOhwPFxcVYsWJF2tIfSDJjjmQ07NixA5dccgmys7NRWFiIzMxMPPvss3FrGAkobSvJ6uhPKsaoI91uEtUfz/wjWhpyznuGaqcffvhhWW0nlc8ba7pp7ZfIGGLXrl1Ep9ORM844g6xYsYI8+uijJDMzk5x++unE7/dHve76668nFEWRX/7yl2TVqlXkzjvvJA6Hg+Tm5pLW1ta06+nP5s2bCcuyBAB55513EtaSAIcT1Z+K51YjiT7XO++8QwCQn//85+QXv/hF2L8jR46k8QnSxtaxZjtj1TZqa2vJzJkzCQBy8ODBYb8/XD41NDRsS7T85bIdtZZtqvM+3XpkyJ8NiVyUKhLN36eeeooAIBdccAF59dVXySOPPEKqq6sJAPL222/Lnv5AkhlzJKPB7XaT8vJyMmXKFLJy5Ury73//m0yfPp1QFEUOHToUl44E2CZ3Av1R2laS1dGfVIxRR7DdEJLEWJmQ2Ocf0dKYNWuWrPOeaO30VVddRTiOk812Uv28saabzjHZmJqgz5o1i1RVVRGPx9P72QsvvEAAkJUrV0a8RhAEYrVayU033RT2+cMPP0wAkFWrVqVVT3+cTicpLy8nc+bMUWSCnqj+ZJ9brST6XE8++STJzs5Oh0S1sHWs2c5Ys40PPviAlJaWEoqiCICYJ2XD5dMLL7zQlWj5y2U7aitbufI+3XpkyB9FJ+iJ5u+cOXPI3LlziSiKvZ/t2bOHACBnnHGG7On3J9kxRzIabr75ZmKxWEhTU1PvZ52dncRoNJJ77703Lh0JkNYJutK2kqyOEKkao45guyEkibFyPPOPodIoKCiQbd4TrZ2W23ZS+bzxpJvOMdmY2eLe1dWFbdu24ZJLLoHRaOz9fOHChQCAlStXRryupqYGubm5WLZsWdjns2fPBoCwe6VDT39uvPFGZGZm4u677wYAUBSVkJZEkCSJTkR/Kp5bjSTzXDU1NZg4caLcElUDz/PMWLKdsWgbpaWluP322/HEE0/gnHPOiemaWPKpo6PDmkg+ymU7aixbufI+nXqAkWv7kUg0f30+H7788kssWrQINN03XJs4cSLKy8tx8OBBWdMfSDJjjmQ1vPbaa7j88suRm5vb+5nNZkNLSwtuv/32mHWoHaVtJVkd/UnFGHWk201XV1dCY2Ug9vlHtDyaNWsWAMDhcMg274nUTsttO6l+3ljTBdLbL7FpSUUF7N+/H0BfAYYoKiqCyWTCoUOHIl5XXV2NmpqasM8aGhrwwAMPICsrC4sXL06rnhD//ve/sWrVKuzYsQNHjx5NSEMyBAIBFohff7LPrVaSea4DBw4gIyMDt956K7Zt2wa9Xo/58+fjtttug8lkklW3Erjdbj0wdmxnLNpGZWUlKisrAQDt7e1Yu3btsNfEkk9z585NKB/lsh01lq1ceZ9OPcDItf1IJJq/NE1j69atKC4uDvt8165dOHToEJYsWSJr+v1JdsyRjAaPx4P6+nrMmTMHq1evxptvvonW1lbMnDkTN998M+x2e9x61IrStpKsjhCpGqOOdLupqalJaKwMxD7/iJZHoXPXAx28pXLeE6mdrqioiKgnVbaT6ueNNV0gvf3SmFlB37dvHwAgKysr7HOKojBhwgQ0NzcPe4+PPvoIWVlZKCwsxEcffYTVq1eD47i06zl06BBuvPFGPProo6iurk4o/WQJBAIcEL/+VJSDGknmuWpqarBu3Tp89NFHqK6uxuHDh3HPPffgpJNOQldXl6y6laCrq8sIjB3b0WwjNmLNp0TyUS7bGS1lq8a6pab8SZZE81en02HatGlwOBy9n+3duxdXX301GIbB8uXLZU0/RCrGHMloOHjwIAgheOmll3DBBRdg79698Hg8+P3vf49Jkyahvr4+IU1qRGlbSVYHkNox6ki3m4MHDyY0Vh7IUPOPaHkUmsi63e6E0x5u3hOpnX766acBAAaDIe50Y7EdOZ43VptNZ780ZibooXATDMMM+pvBYIj4+UCqqqpw11134dJLL4XD4cBFF12ELVu2pFWPIAi4/PLLsXDhQtxwww0JpZ0KJEmigfj1p6Ic1EgyzzVv3jw88MAD2LFjB5555hkcOHAADz30EPbt29e7zWY0IQgCA4wd29FsIzZizadE8lEu2xktZavGuqWm/EmWVOSv3+/Hgw8+iJkzZ6KxsRFr1qzBnDlzZE8/VWOOZDSEVr4+/vhjfPXVV/jss8/wwQcfYO3atWhsbMSvfvWrhHWpDaVtJVkdqR6jjnS7cTqdCY2VBzLU/CNaHoU+73/kId60h5v3RGqnzzvvPADAP//5z7jSjdV2Uv288dhsOvulMTNBD50/iRTepb29HdnZ2cPeo7i4GLfccgtWrFiBl19+Gc3Nzfjb3/6WVj2PP/44tm/fjgsvvBDr1q3DunXreivLli1bsG7dOgiCkJCmeGAYRgLi15+KclAjyTzXP/7xD/z2t78NO+tyww03wGQyYcOGDSnXqjR6vZ4Hxo7taLYRG7HmUyL5KJftjJayVWPdUlP+JEuy+btt2zZMmTIF99xzD66//nrs27cvri3LyaSfqjFHMhpsNhsAYMmSJZg2bVrv52eeeSbGjx+PL774Ytj0RwpK20qyOlI9Rh3pdpOdnS0CybetQ80/ouVR6PNIvrJSNe+J1E5fcMEFABBxATMVtpPq543HZtPZL42ZM+glJSUAMMhRRiAQQH19PebNmxfxuueeew4vv/wyXnrppbCtQ4sWLUJZWVnCK+iJ6jl+/DgEQcC111476G933XUXgOBbJLnP1rAsKwDx60/0udVOos/l9XrhcrmQlZUV9nYvIyMDhYWFIITIJ1ohjEZjABg7tqPZRmzEmk+JlL9ctjNaylZtdUtt+ZMsyeTvJ598gjPPPBMzZszAm2++iUmTJqU1/VSNOZLRELp2ypQpg/5WVlbWu7V1NKC0rSSrI9Vj1JFuN0VFRSKQmP5Y5x/R8qigoAAAYLFY4ko71nSjtdOhLeJ+vz+udGO1nVQ/b6zp6vX69PZLafEVrwJEUSSFhYXk1FNPJZIk9X7+xhtvEADk9ddfj3jdM888E/HvBw4cIDRNk/PPPz+tegKBAPF4PGH/3n33XQKAvPHGG2GhBeREkqQjiehP9LnVTqLPtXbtWgKArFixIuzznTt3EgDkuuuuk1W3QmwdS7Yz1m3jd7/7XUyhtWLJp2eeecafSPnLZTtqL9tU5n069ciUP4qFWUsmf6urq0lJSQnp6upSJP1UjTmS0cDzPCkqKiKVlZVhn3d2dhKO48i5554bk4YkSFuYNaVtJVkdqR6jjnC7IaIoHk5Uf6zzj2h5tHr1agKATJw4UZZ5T7R2eseOHQQAyc3NlcV2Uv28saab7jHZmJmgE0LIH//4RwKA/OIXvyD79+8n69atI/n5+eT0008nPM/3fu+xxx4j1dXVZMuWLcTpdJLs7GxSWlpK3n77bXLkyBHywgsvkDlz5hCKosj69evTqicSGzZsIADIu+++m7CWBDgci/5I2mN97pFGIuXpdrtJcXExKSwsJGvWrCHNzc1ky5YtZPbs2USn05EDBw4o+ESysXWs2U4izztabCPapCyR8v3ss88OJtpmymU7ai7bVOa9nHoGapIpfxSNg56IndTV1REA5MILLySPPfbYoH///Oc/U5p+JA2RSHTMkYyG0KTh+9//Ptm0aRPZv38/ueyyywhFUeSLL76IS0cCpDUOutK2Eo+OSFoGkuwYdQTbDSExjpUj6Y9n/hEtjYqKirhtKdZ0h2qnGYZJaIw3kGi2k8rnjTXddI/JxtQEnRBCbrvttl7DAUBmzZpFmpubw75z5513EgDk448/JoQQsmnTJlJaWtp7TejN0AsvvKCInoEoNUEnZHj90bTH8twjkUTKc9euXWTGjBlh9lVSUhK1vEcBWwkZe7aTyPOOBtuINilLsHw3JNNmymU7ai3bFOe9bHoiaZIhfxSdoBMSv528/PLLYc8/8F9FRUVK04+kIRLJjDkS1SBJEnnooYcIx3G919rtdrJy5cq4NSRAWifohChvK7HqiKRlIKkYo45QuyEkxrFyNP3xzD+ipZFI/xRrukO104mO8fozlO2k8nljTTedYzKKkBF2mCsFuFwubN26FRMnTkRhYWFM1/A8j/379+PIkSMoLi7GhAkTBoUQSKceFXAEQCmQuP4R+tzDkshzEUKwd+9e1NfXY/z48SgrK4voiXKUsA3ALGDs2Y5mG7ExRD59AmBBMuUvl+2MlrJVU91Kcf58AmBBCuUlhNL5q3T6yWpwuVzYuXMnrFYrJk2aBL1eL5PKMLYDmJmOhPqjhrIaLToUshsgBWPleOYf0dKQc94zVDstt+2k8nljJV399picoGukhN5GR0MjTnon6BoacaKKSZbGiESzHY1EUWSCrjEq0MbKGgkxupdhNDQ0NDQ0NDQ0NDQ0NDRGCNoEXUNDQ0NDQ0NDQ0NDQ0NDBWgTdA0NDQ0NDQ0NDQ0NDQ0NFaBN0DU0NDQ0NDQ0NDQ0NDQ0VIA2QdfQ0NDQ0NDQ0NDQ0NDQUAHaBF1DQ0NDQ0NDQ0NDQ0NDQwVoE3QNDQ0NDQ0NDQ0NDQ0NDRWgTdA1NDQ0NDQ0NDQ0NDQ0NFTA/wMQPS0b9eIsUQAAAABJRU5ErkJggg==",
"text/plain": [
"Subplot{Plots.GadflyPackage() p=7 n=7}"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"subplot(df, :citric_acid, :alcohol, group=:quality, l=:hexbin, n=7, nr=1, link=true,\n",
"title=map(i->\"Quality: $i\", (3:9)'), leg=false, size=(1000,300), smooth=true)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"Plot{Plots.GadflyPackage() n=1}"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"scatter(df, :density, :quality, smooth=true, m=(1,0.01), xlim=(0.99,1))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Julia 0.4.0",
"language": "julia",
"name": "julia-0.4"
},
"language_info": {
"file_extension": ".jl",
"mimetype": "application/julia",
"name": "julia",
"version": "0.4.0"
}
},
"nbformat": 4,
"nbformat_minor": 0
}