Skip to content

Instantly share code, notes, and snippets.

@yiyuezhuo
Last active June 5, 2020 07:07
Show Gist options
  • Save yiyuezhuo/94a08637a6a80ac4a25eb89e5e605e16 to your computer and use it in GitHub Desktop.
Save yiyuezhuo/94a08637a6a80ac4a25eb89e5e605e16 to your computer and use it in GitHub Desktop.
Fix maxpool solution
Display the source blob
Display the rendered blob
Raw
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Display the source blob
Display the rendered blob
Raw
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"using TestImages\n",
"using Images\n",
"using PyCall\n",
"using Flux"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PyObject <module 'torch.nn' from '/home/yiyuezhuo/anaconda3/lib/python3.7/site-packages/torch/nn/__init__.py'>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"const torch = pyimport(\"torch\")\n",
"const nn = pyimport(\"torch.nn\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((3, 100, 100), Array{Float32,3})"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img = testimage(\"mandrill\")[1:100, 1:100]\n",
"img_arr = img |> channelview .|> Float32\n",
"img_arr |> size, img_arr |> typeof"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((1, 3, 100, 100), Array{Float32,4})"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img_arr_batch = reshape(img_arr, 1, size(img_arr)...)\n",
"img_arr_batch |> size, img_arr_batch |> typeof"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(100, 100, 3, 1)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dummy_input_py = img_arr_batch |> torch.tensor\n",
"dummy_input = permutedims(img_arr_batch, [3,4,2,1])\n",
"dummy_input |> size"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PyObject MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"maxpool_py = nn.MaxPool2d(kernel_size=3, stride=2, padding=1)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"MaxPool((3, 3), pad = (1, 1, 1, 1), stride = (2, 2))"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"maxpool = MaxPool((3, 3); stride=2, pad=1)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"true"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dummy_input_py.requires_grad_()\n",
"dummy_input_py.requires_grad"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.0f0"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"out = maxpool(dummy_input)\n",
"out_py = maxpool_py(dummy_input_py)\n",
"\n",
"(out .- permutedims(out_py.detach().numpy(), [3,4,2,1])) .|> abs |> maximum"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((50, 50, 3, 1), (1, 3, 50, 50))"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"random_weight = randn(Float32, size(out)...)\n",
"random_weight_py = permutedims(random_weight, [4,3,1,2]) |> torch.tensor\n",
"random_weight |> size, random_weight_py.shape"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Grads(...)"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gs = gradient(params()) do\n",
" sum(maxpool(dummy_input) .* random_weight)\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"(out_py * random_weight_py).sum().backward()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"using Plots\n",
"theme(:dark)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAGQCAIAAAD9V4nPAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzdd3wTWZ4o+lNVyjlawUnOOWewMQZMzk03neiZ2cm7d/Pd3bd337t33+ftu5+7u29mdmbuzvSEDjOd6abpbjA5GbANOOcgW7Iky5KsnLPq/SFjm2hjy9jA+X74g5JLp04ho1+d9DtIZd12AEEQBEEvKnStKwBBEARBawkGQgiCIOiFBgMhBEEQ9EKDgRCCIAh6ocFACEEQBL3QYCCEIAiCXmgwEEIQBEEvNBgIIQiCoBcaDIQQBEHQCw0GQgiCIOiFRljV0jkcjsvlDAaDq3qVVYWiSCSCr3UtVhGCAPz5vT8EQfDn9/ae+7sDADzfNwjv7ilAkMXbe6sbCHfvbLxy+YparV7Vq6wqEokYCobWyScacwiCYhgaCoXWuiKrhUwiBQKBta7Fanm+7w7DMAQBoVB4rSuyWp7vj2/93B2RQl00FsKuUQiCIOiFBgMhBEEQ9EKDgRCCIAh6ocFACEEQBL3QYCCEIAiCXmgrnTVKpVLrNlYL+TyNdvrW7Y7As7xSAoIgCFoUiqLJyUkMBtNgMMzMzKx1dWJgRYFQLIr79S/+Xa2ZmlCqykqLNVNa5eQzvFICgiAIejwmk/n9o6+mGGx8h28yv3TQY/v4m2+e9QVmKwqE//Wv/uxGS9tPf/F2rGoDQRAErWev7t6z8+awQGcBAGT3TPA35IwVF7V396x1vVZk+WOEJBJpY03VyW/ObKiu2FBdSaVSY1gtCIIgaL1BEETIYkWjYFTOsKYwNW0NqxQTy28RSsUiAPB/+oe/UU6qBHz+3/31n33/T//aZLYsPIeIEUpKi1PTUha+ODE+odPpln3dp4yAYTiOP+sN/0dBEBRDUQCez7sDAGAYRiBga12L1fKc3x2KIchaV2I1PYsfH4IgCLjnU8EBAgD64I2sn7tDlvBrtPwWIYZhKIqePnP+//3Xn/313/+fY/KJ1189ct85OAIQgKAIuvDPsq8IQRAErSEcx40Om1HKn3tlODexXzm+hlWKieW3CI1mMwBgcHg0ejg0PFpYkHffOaFQqKur+5nONYqiaCgUfn5bhDiO4c9xOkcMDcO7e0bhGHi+c40+ox/fx01N9KOvykwOnt2njucN2C3t3T0PfkOun7sjEvBFG4XLD4QOh3NweDRVliwfVwAAUlNl2ulnpsMTgiAIWgaXy/Uf776TmJjIZDINg60mo2mtaxQDK5o1+tt3/vjP//R3KbJkHo9TXlr83R/9ZayqBUEQBK1POI4/0/18D1rRiN2tOx0/+ou/szscfQNDr33rB3rD87CyEoIgCHqhrDSzzKRKPal6rh4NIAiCniFkMqW+qjJFIrW7XFc72g0Gw1rX6NmzuhvzQhAEQauHTKb8+bfequ5Ti1vGvUxq9t4DHzVflo9PrHW9njFwMQMEQdCzqr6qsrpXnTqspjk9/GnzztN3DjRsWetKPXtgIIQgCHpWpYgk4un5eZskX4CGAwxbFyvZnyGwaxSCIOhZZXU5PEwazeGZPaZT6w7t/qhh45pWCgAAEASJ+fLr9o6un/zsF7EtMwoGQgiCoBijUql5OdkcOkOh1SoUitW70I2e7rxd+3accZC8ARyAgcqsDCbzb/7xn1fvimultKSw+IGcLbECAyEEQVAsSaWSb+87UDQ0Rff4Jgoq+srK3/3i81XKTqXT6T++cc25dzMNR4IETK5R/0U4NCp/5nOePUgsjoOBEIIg6NlwdOeu3Wc6ot2V0vFpSk12d2FBV2/fKl1uVC4flcsJBCwUCrNYzL/4uz9fpQs9x+BkGQiCoJghkUgsHJ0ftAMgY1yfm5TymLfExDpJ7PmMgoEQgiAoZkKhcAS7J8VziIT5/L61qg+0FLBrFIKgJ0ClUuqrqpNFYqvTcaX9zvORczmGIpGw3mHXJ8eJVTMAABxFuorTOtqurXW9oMeBgRCCoKWi0aj/5di3qrsVcS3jbjY95+CR9y+cValUa12v9eXjpibS4cPSvGS622MS82729UwqJ9e6UtDjwEAIQdBSbavZuLFzPFE+DQCgOT07TjsdO7f+7L1317pe64vb7f7PDz7gcjk0Ot1oNAX8/rWuEbQIGAghCFqqJLEkbnBg7pDi8dEIxNVYOv0csFptVqttrWsBLQkMhBAELZXd6fAyqWTvbBMHByCEABgFn0sMJqO4oCA1KYFCJLm83nGVqq9/wOd7Plu3MBBCELRUzT1dWVu2N57pIPqDOIJ0bszpHh5e60pBsZedlbl313aa25eoNJA9Ng+TJquo2FBZ/sXXp6emtDG5REZ6anZWRmJC/OkzF9SaqZiUuWwwEEIQtFRqtebT2y32/XVUHAQJhK6RoYs3b6x1paAYi5dKD+zdld0xlt02NLcQpOBGf/fmoqOHD/7+/Q/sDsfKr/Iv/+MflSpNVXlpV3cfDIQQBD1LBoZHBoZHMAIhHAqtdV2gVbF1U614QpfTNrTwRSwULrvUZRWw6jZWnz57YemlpciSaFTq4PBo9DA5KYHFZPYPDh899n0AwNfHP4hhzZcNLqiHIOiJwSj4vKJQyJKE+PT+hyQKRwDI6J/MSEt7ogJpNNr/+pf/jqKzsea//tWfpaXKVl7P2IKBEIJeUHFxcZmZmQKhYK0rAq0jTAYTIIBhdT70pwybi0SlEIlP0JU4ODRisVg31lQCAKQScV5O9oXL12JS1RiCXaMQ9MLBCITvvvxyCk6IMzsNZezxkOf9E19GIjBZJQSCoRAAIEx4eGgIEzCAg3A48kRlnvym6eC+3Tdabh3ct+vC5asejzcGFY0p2CKEoBfO3vqGLSrbjrOdJXfGdp5pbzD6GuvWfitXaD1wOJwhf8Ak5T/0pxapwGY2RyJPFgjPXbySn5edEC/Zs7Px5DdnYlHNGIOBEIJeOJmpsvRhzdxhdv9kbso9Az+ERzQIoOdeJBLuGxwarMwOUoj3/cjNoo8WpXb29T9pmT6f/8Kla//P//hvMybz6Nh63CsR/rpD0IsHB8i9q+Dn5jKkpsgObdnKwNEQiTCiUn598VIIzot5wdxoaU2XJV8+sqnsWp9gyogAgKOILkXaWV8wbTB0dS9nY8UTX51++fD+//lv/zH3yr/+y3/PSE8VCvn/1z/+rd/v/5t/+O+TKnXsbuLJwEAIQS8c1bRWnSZJHp+OHioz4sdVagAAXyB4c+v2nWfaKW4/QJCRolTCjp2fNZ1e08pCT5vP5//DJ5/t3LbFe7gOCQQJPn+IRo6gWF9//+VrN5Y5lozjLrf74oJpMv/fz39FIs43OmeMxhVXfPlgIISgF85Xly+LX38jPZ6fYHaqhcxxFuXMJx8DAKryCqo6JyhuPwAA4Hh2z8TgK3Uoij7pmBD0rPN4vF9+08Ri3UhMkJLJFI/Ho9ZMeTyexd/5MBuqK4+9/vIXX57y+ub3ZTSupw28YCCEoBdOwO//5fvvyWQyPo9r6hlSqVTRfKE8FouqvefBnOQPUKgUj3uZ34DQM83hcAwOxSCJTO2GqtZb7Z99fnLlRa0SGAgh6EWE47hSqVQqlQtfnNBP6xLEHOPsngkhEgFw2ThsDkIr828//eVaV2ERcNYoBEGz7nR3d6THyUvS3Wy6WcK/tbcmWTH97ZeOIAiy+Jsh6JkFW4QQBM0Kh0JNN64n1NTbxDySP5h3s587Y9NvL+Hz+SbTOhrRgaDYgoEQgqB5LAZLNjadMjg59wrf7uFyuTAQQs8x2DUKQdC8GeOMSsxe+IpezDHOrOXUdghabTAQQhAEmExmfEI8lUrVaKZGKMhASXqQQvRTyR0bcgetZpvdttYVhKBVBLtGIeiFhhEIxw4cSGGw2VanJY7bO6l89/hn8oqq/O1FeCTSMTx8u7trresIQasLBkIIeqHtb2jYbvBmXxoGAAAEiduUrysovNrWerWtda2r9tyKj48vzMjAUKx7dFirnY5hyZEIjgDkb//yxzEsc52Il0qCweAqFQ4DIQS90DJTUrOP35w9wPGSTvngpuw73d1rWqnnWWNtbUNyevGAGgC8d3PjVZXiws0bsSrc5XL95d/8Q1ZWRqwKXDYChoXCsdzYa3JSNTWljWGBC8FACEEvNBQAsCABNyEQJpHIa1edGKBSacFgYH3mCmdz2Bszsnd82RpdmCma1AcOb7jT3x/DUdiu7p6u7p5YlbZsZBLJHwisdS2WCgZCCHqhGa02s5jH11uih6p0ybhatbZVWrakxMSXt+9gBSNhAqb3uD4+fcrlcq2wTCKRWFpYmCgQaq3mrp7eFX65SyRSmdo4l54AAUA2aZTGS+B0pLUFAyEEvdA+P3+W9+prBeN6ntWpFXMHxOwLH36wvKLipdLDW7exqLQQwDuGB6+2tD7NbN0MBuPNXbv3NLVTXT4AwExiHOnll3/1hz+spA40Ou1P33izZEQn1Ngtgrju7/zJrz7+yOl0LrtAv8/rId/zreumELxe36POh54OGAghaL3g8Xhl+fksCmVErRkaHcHv3TJwldgdjp+9925ubo6Yw1UrB0fOjS7vulwu5zt7920/382wuXAUSa/Opm5uOH3lcqzqmZ2RuauulkYg+cKhS7dv9Q4M3HdCZnp60fBUNApO5ssUhWmpweA//fBHfePyU5cvLy8c7t+8peHOuESpBwAItCauyWFo3P7+lyeWfRda7bSqcUchi0ZzeAAAHhZNlSiYvnzP0FdiQsL2qioWi6016M/dvOlwxCDtNfR4MBBC0LqQk5V5tG5zeZeSZPKNp+d1FhW+e/z404mFwWCwt7evd2WFVBcVV3eMM2wuAAASwcvaRpRH65quXonJLaTIZG9uqN16ppvs9QdJRFFjGR6J9A0NLTyHx2DS3QEAgEEmMiSL649fxUIRgCAplVn+urpzzc3LuG6CRCJunZ89K5y2iGpzV3IjgUDgj6e+Du/dx3X6EQDMDPKnp08t7G7Nysh4s7a+rnmAbh8zxvNTX3vjPz/+cCVtUGgpYCCEoLWHIMiBhq27TrQSA0EAgEBrQmrz2nKyh4aG17pqSyXicBlq/fwxjpO9AQqF4vV6V1749qrq+qv9ZK8fAEAMBOsv9UzvrrovECp02omCSumEVpOVlNs6iIUi0WoU3R4ZfaV2eYEwGPCHiASif3bWfhhDgyueg6PT6X/y+9+zWWwSiWQ0Ge97UNi7qb7xdAfJFwAAiFUzdQg6VlPz5YULK7wo9HgxyCyTliL7w+/+9+EDe1ZeFAS9mNgsNtPmikbBqFTVTFZ84hpW6UlNzuiNYu7cYZiAeqnkmERBAACTyaTZ3XOHRH+QQiIBAMgkUnZOTklJsUAoUCqUPcTI7Y05HjaN4pkfdUMAICDL/KJrHxpqr8qajVQI0l2Z2TU89Pi3LAWO4za7zW633RcFEQShYFg0CkbxDRZpXNzKrwg93kpbhCiK/uPf/xWRRBTw+TGpEAS9gLw+X4BCWvhKgEJyeNyPOn8dauvsLv/WWyR/QKKe8dEprbW5l2/HbEm+2WKxibhcgzV66GHRXB5PvFR6bN/+TIWe7g2O7Szp0Knf/+LzrrzcRglXnyxOHNNET3az6Q7fMjcWbuvs5G1m6Y9uYlqdrjiO2mTqblvFNjqO40Ecj6AoendE08VmWKxwQumqw+KT01by/mOvv2yx2IKBgMPh7Oy+f5ShID9PqVTa7faVXGJtYRj2NGe+PWUIgqAo8hzfIAHDwjFd1btKwuFQdm5OQiDCsLsBAEESobk+/1TrTY/ncd/gT/PumEzm0d27d2+qrykpYzIZk1rtfRv2hsOhnuEhZ1aypiyrQ0g/0X5rYHhFMQNFUQQBkQgOAJgyGfm7GkRWF9kbcAg5V7YVf3rpwqu7du8/25Wo1PNnbJmj2khB5pjbMTom7x4ZEu2oJ6MYIYKbpPzrmws+bDrtci3zqWJsUtmnGM8uLYkz2LPsvrzKcraAP6pQrOTWoh768aEEjFWYE6+ZQSO4l0G5tqXw8+ZrK18E8vStn/96GIG46IaaK2oRJiUm7NnZ+O3v//l/+/u/Wkk5EAR99PU3YP9+aUka0et3cBmnr10zGdfLzkdEEvEHR1/ddmtMdHUMR5DC0jTh3r0ffvXVfad5PN6vLl5cjQqYjKa3TxxXbawT1mRYrbZzp75yuz1sj5/mnH9QyBvV5qWkTE5Oer2+X7z/fnVZWUqBaMZma/n4oxVOvDy6c9f2G8MCnRkAUALG2FuL5NlZQyOjK72rh7nZ3h6ORDSHakgo5vb7v758Sa/XL/42aGWWHwhRFPmnf/jrn/z8V17fIxfBUMjkY8feuK8f/PLlKz0PtB3XLSKJiCLY05m89/QhCIpiKIZia12R1UIikQB4NnZXDwaD7584QaFSKGSK3W7DcUBeLMPLU7u7nJyswkmjSGMEACA4ntc5rji8gcvmeGI0BPhQKIYhCMDQ2VaFy+n+/Ny5uZ/SaDQcu2fkL4KiOILP/aPd7uy6ffdHi/5LPq4aKBbHYEajYFThgLosO3tCMbnsMqMe9fF19vV39vXPHa6k8mto/fzXwxdrDoKVBML9e3e5XG7ttD5eKqFSqUwmQ8DnmcyWhef4/P6PP/5Uo9EsfDEcDj9DcQUHkWAw9AxV+IkgCIph6PpMRhUj+DOU5wkA4A/47WDpQwlP6e6EbDbfcs8MfpbZweKyNlVW5KSkogAx2q0nLl60WCyPKmFRGIbt3FRfmJWJRYAz4Pvy0uVp3TSCgFDo4d1r/oDfQkSdPCbT4gQA4AD05Sb2Nl/0B/zLrsNDEQgYiNw7pSUSQQCIxYWe0sfH4/H2bdocJxR4PN6Ld26NyeVP4aLr578ekUJdxa5RKoUi4PP+5//9TwAAqUSck51JIBD+9Se/uO+0cDj8XH/PQtDzT2M06ZNypBO6uVdsQs6Wisodem/m8ZsAx20iLvfIy7/84A/LTpJyYNu2/WFqwSfXEQA8LBpz1+63v/zi8YnHPjz1DeHg4USDje4LGTOkPhT91u59U0bDiYsX3MsdEXxQKBS2+n12AZttmn1AGc5K6FeOxKr81cbmsH/08itbmgd410a9dHLi5tpPSeSewfvTEbzglj9ZZmBw+KtTZ6J/MtNT73R0/+JXv73vHDhZZp2Dk2WeaU/t7mw2q6yuhh3CWTZ3mIh11WTf8VgzOPwN12Z78ChuH4FEHKETDAbDMspHEOTwlm0NF7qiz+1Ef5DtC04lCRVqdSTyyM4Yj8dzu7dnyOcUV5dV3BqruNqbO6iShQmsxtr2vt4Y9uLIp6aYexv8TJqPx2wvTe+MeC/eiMF+EU/n49uzqf7Q6IxwygQAIAZCyUqDr7G6tWvV95hcP//1Vn2yzByrzeaAuQ8g6DkVCoV/88lHqtq61MPV4XDozuCgUjtVVVW/8ByOzSPl8pY3+E+lUki+e3oa6Q5PXKJo0TdGx1kS1TPx47NZysRqQ3KaWCwWT0/HbJ8/q8Xy03ffTUtNZdDpuuZOne5Zmr0iEQjZA/NrHwnBEBlBEQR5Xod7lic2gfCnv3g7JuVAELQ+eb2+kwtmhBJJRJuQgy+YDjEtYqs1y1wv4fF4vVRKmIBhd0cEDVKecmmNSzabLXDcM2eH7/Sw2OwYBkIAQDgUGhsbi2GBT82M1eLksShuY/QwTMACAIdR8D4xyCwDQdCLJhgIdspHW7YUe5nUIIkgz03ql7KHR5YfKi60tVzcXWEXsv00ijIn8U6mtL13SZsDz8wY1Qsy2gAAtGKucWZm2TV5zly5c+fmhmwnlwkACJIIN7YU3+joWOtKrTsw1ygEQctx9to1bV7ecF0hiUQaU01e/uijSGT5Y0JdfX1mm22stJxOpym0U1c++CAUCi5h3jvQ6/XDIQ+/KitnUAUA2l8kG3JZzWYzg8FITEoMB0Mqtcbvf9wUHiaTieP4s7hofSnMZvPvT31tatjCZjADodDV9naT1fLj119nMZguj/vMzRblpHKt67j2kMq67atX+uuvvnzl8hW1Wr16l1htJBIRLp94dj1b22Q/qef77jAMe8zyiYVQFK0uLSvKSMcjoGtspL2np6akdFtpaarCECRgyhTRZxfOTSgnH3yjVCp5bfcejjcIAGIhYx+fPmV4ik3JNfn4EuLjv7dzz5ZLPQyby8OkXd1W/F7zJcXD/nFWaP38chIpVGSxZLOwRQhB0LMtEom0drS3drRHD3k83vaikn0nWpEIDgAo6FXih3b+2+9/H773gY9EJh/bu3/f2c7o1oBOLpN48NBP333nOX4uBADs3lDbcKU3ulsWzenZeqF7ZuumX65CIHy2wDFCCIKeK1npablyHXJ33QXJFxDqrGLR/XNQExMSUlXGaBQEADCtzgSdRSqVPNW6PnVsDptpne8Epri9dCp1DeuzTsAWIQRBz4/KoqJt1RvQnvuTYj84ukGnURm+4D2v+IJUKm3ldYgTxRVlZZEwQv/ExHobGLLb7E4Og2mdXe3mo1Hcq5kn71kBW4QQBD0nhELhntKKradvazPicXR2pk2AQjJKuA8O/mmnpxXJQnB3Qg4OgCZRqNPpwMpsKC398137/tJN/i9m8Oc19YcaG1dYYGw1td64urXIzaYDALwM2pUdpWduxiA5wNOBIIhMJisuLk5ISIhtybBFCEFQLBEIGIfLddgdgac+VyInPaNoQM0yOxJH1DeObBIrdH4yaSyJf/z82fADI39ms+W2ZpK8s7RwQIOjoDdfdnNseCX7VDDoDAQFW8srd31+M7qhoEhlCO6tbBOL9PrlJNyh0WkHt25LFksAAJM63deXL3o8K229abXT75w/O7Opnsmge7zepuuXFcpnY9YohUL+4Wuvp5ndYptHk5Y7WgfeOf5ZrJLXwEAIQVDMbKutrc4vYJodbg5jRDv1xblzK1lT8aTIRIzgDwMAZAOTYoXeHM+fKBC++/VXj2rnnb56pT8pqTgjM4LjXdcvaqe0y7tuWkrK4W2NTG8Ap5DJGCFIJpK9s4lyspSG5ITEZQRCFEW/d+SVxj51fPMNAMBUmkTw8iv/+cEHK0+IqJnS/OrjD1dYyNORlJzcUFPDZ7IcVisgEbd2qxKUegBAOgDiwhRV7cbzzddjciEYCCEIio3i/II9cUmbPr2O4DgAoK88w1W36Uzz1adWgVGVaqi6PpocnOLxCaeMjrL0x+/np1KrVSsbxuOwOa9t277n1J1o8DPIRF2NZTXftEZ/6qYQXfbH7a78KFKpVGbzxitmK58woUtJFkokYq02lhlz1i0URf/k5ZfzqWyJ2uAMEJx8IY7jEYp17oT0EU327tJYBUI4RghBUGxU5+VX3h5D7k5LKeiQ52dkPM0KqFXqNovh/O4KdU6SvCj19P7qLy6cX+1FwLlZmaX9qrkmoGjSEMawAJUEAPBTySPpkslJ1TKK5XA5onsjqNDq4XC4jzr/OVNfVV1vDmw6eTOjU156uSujc5RtdU2ULNgiAkXw2O0WAFuEEATFBpVCIfrnxwURADD0aW/NevLihVsScUpSstfhl390zeW+P18MiUSiUCgr3LN+IR6dQbXcuzdhOHRxRynmC9jY9M/Pn3O7l7MnlMlo1OQW5yx4RStiG4eNj3kLimI8PjcUDNnt9mc9B0hBenrGhb65Q+mEbqwiGwuGghQi0RcEAAznygYUE7G6HAyEEPRiIZFIMpmMTCZPabXWFWyl+yDl9JRWJkqWz4602YVsS+zizdLpdPq5DSKoVAqO4z6fHwBApVJf27cvgckmeQNOJu3U1StDY6Mrv9yYdkqRXSSanB0FDBMwPYP8q08/QRDEZrU+PiBRqRQKhWqz2R48Ta83jEYC4vL0nAEVAGA4P2U04psxPDLxTXZ6+sGt27gmZ4iIGamED775ymyO5Ye7Hrjo1Oa6/DirazqOPRb0XPuyLVYlw0AIQS+QeKn02L596coZmi80XlbRppw429y8jHKkUmlKYqLb5xuTj81NZTx7/UbqsWMOJk1isNo59M4C2fHPP3uiYokkYuPG2mxZKh6J9IyPtbS3A3D/XBsGg+H1eh8zXZBMIhXm58nEUllyEt0XADhuwSMfNZ0+2LD1wIQpYXwAABAkEan7N/2n1WI0Pq6NtRRyuby7pAzdkJup0AfIhI7S9PMtN2xW6+PfRaPT3jp4SEykkjw+B5fR1NzcP3L/3h1//PKEoqKiaEcRwEHv2NiNq+2PKo3NYh1p2LrvZBvRHwQA2AVs5ODh/3j3nWe3XTigmBjLTcrvGo8e6lIlkUjk1kBv5/Awm80x95lW/sEtBAMhBL1AXtuzd29TJ83pAQBk906QdlcMJE5oNFNPVMgru3eXsvjZSqOXQ+h/s/qj8+dUKhUAwO/3/fz990oKCmSJIr3N0vnHq0+0YT2CIN8/+mr9hCn1mzs4ghSWpCbu2fvHk1/OnVCSn799Yx3D5Q3QKfJp7Rfnzj6YDo3D4fzw6KtFI1qu1mUJG42Jwg1ftXhYdMrhl6ihSML47E7CxECwvFtRkpNzYcXfpziOv3P80/a83Ny0FI/fd/vcqaXMEX1z/4H9A9PiSQMAIEQiUPbVWp0ONofDpFEnNZpoCeFwuPnWreZbtxYtLSM9rXBkKhoFAQBsk13k8PJ4PLPZvLKbi6WM9LRcmczp8/cMDVkW64q41taWcuTIzK7yJIPNGsc1xAvaurvPNzdHImHd9ErXej4IBkIIelGwOWyu0xuNggAAi5hHYtK/d+CQy+dr6e1p6+hYSgMiLT2thsqpP9sZPUyWa4N7d/77b38TPQyHQh3d3cvb5ic5OTnLEcgYnJ1aUnRnTLu/isPh2Gw2AEBSYuJLZZXbT7QQgiEAwEhhanj79s/PnLmvkKM7d+242s8xWAEAokkDzZEsL8/MaRuSGB1e5nwuMYuEp86RVbHIJIxw+VbrEwXsB+E43jsw2DswuMTzySSShEwX3+1NJQRC2aqZ7x1+KW1ARfcHRxryOq0zJ86dXXoFaCQy2X/PMwE5EOk3FeIAACAASURBVKJQKEsvYbW9dehQGU7OmjAEydTOQ0e+aLk+MDLymPMjkcg7x49LJGKBUGhX9GjUmlVt3cJACEHPFQIBy8/LS+AJdDZr38BAMDifRQyP4BFsdqK4k8fsry+qOHeHbneHCWhSXT6JQLzW1rpo+bnJsmz5/Ax+itvPdnrZLJZ9xcOBcQJ+wsw9hcTN2AUCfjQQVufnV92WR6MgACC7T5FxdNODO63zWKxoFIySjk/f2VsNAOA63CapIEgmEv1BbXr8ZGFK3s2BEqe3JFGYfeytX/7hj4/fqim2KPfOKgIATGUlNZ5soTq9AADZ4CSlsaQnLVWhUAqFQiKRMGM0BgPBRxQGAAATU5qR2szEUU30MEzAjGKeYWk7Gz8FaWlpZYBSd7U3eihSGfxHGgZHRxeNbQuHe1cVDIQQtF6gKMrn8zEMnZkxLW8dOpVK+fEbxwqVRpHRbuYl9v5J5dsff+x0ziaWdDgcNirRzabT7W5VniyndYBudwMAsFBkQ3P/1Mu1SwmEvmAwTCAufCVMwIKhx31NL5HJatVnp6QseMXMZVjvDrbx2Byy956OPiwcRjHsvpQxEQAAgoC737BBCpHoDwAEUSXGnW+9SdxXVdE1MVqdU3f8GjEQAgDIxqYiBKynouLSyjKNoShWW1FekpWNoOiwQnGlrXXhI8h97A6Hk0WfmwDpo1OJvkA0CkbljGnLcnIPNmwR2TzEYNgo5jbdbO4dvH8QcY52SnvHZkR3lObKdWEC1l2QfLblxvrZRiMzMTFDMR+VCYEQx+Tg8flmk2kNa7UQDIQQtC5IJOI39u6Ps7iQSMQUxz5x8cK44olzX+2pb9jcrUgY1wEARCqDYMY2s63xDwuG2T6/cIG6b3/ilMkp4qd1z88+RyI4KYKjKLZoAB4Yl/ds2yVWGqJZxGxCjgXFV576CwAwY5gx70/WT1vFCh1AEGVByiQWtlisAAAikcgXCGeSXdH9gwAAPjrZA/AHE6eNKhXDBbKcPiUAAAdgpDKHZXZc2V7SrlJ0dHcr1eoNxaU14XA0CkbFTZtlFUkrrPzr+/c1eJD8sz0Ijo9nJ6QePfr2Rx89psXz9ZVLlH1byrsVZK9vLCPej92zpDuCYZkpKY2n7kSzY4cJGPFgnXpaP/dYkJqasn/TZjqJHMDDzR0dd7q7T5w7256clJOc4gv7+r86segg3NPk9Hr9lHtWQPrJRP/KuqNjCwZCCFp7GIFwbN+B/Xf3xgtQSIQDO/7jow+edAlacrxUevv23GGc1iSunV+KlpOT89KOHYlTZoY/ZCUiVhGX6podLwyRCH4ELKUZqpvWnR3o8b1cG6c1+ylEHYf6xy+/XPRdS7Fvc0NBy4BeJh6pygEAUOxuu8MYjSXJsuQkhXYqMyGMoUKN0cuk9m/Mu3T92oOFnL56hbn3gPzwBobV5RLzbD6v1u3p6uieUCgAAGaz+dTliwXpaQtbjW42zWizr6TmHA4nm8EtuTr7L5/dP6mL5//wtddYDKbX673cfmfogfGwEbn8bYejMDOTzacNjfU2cqvtAjbbZAcA4AjSV5BMtbnn9ojAQuHCYU1mWurtjk4AQLxU+q3N2xrPdVHc3hCRIG0oRBHkVleXWqVWq57qZhcsFishId7vD2g0mseklh2Uy3sOH5EqpqPPHyYp34jiDy7xXEMwEELQ2pOIxVKddW5vPJIvkDGhS05OGhp6ZG/YQwWDwRCJQPLNfiVFUDQcnm36HGrcXpeUIrszFqCQtJkJha1DfXWFWCgk1Bg9bNrNTfnnWm4u8SotXV2dQ4NxIpHf55+ZmYnVLIYEsTjpRkvy3YGuCIoqDldH/85jcwQ2b/KtG5O5ycrCVIrHx9QYXAueElAUTU9PE3J5Bov5w69PUqkUFottsVoDfv+DF+qTy9OqsotvjyA47mVQ2iozW75aUSwXCAVxRtvcoZdJDQt5Ry518nQWP42S0Vhr3LXb7Xadu3l9aGg+Itqs1os3Zvtj9QYD4fBLUrOT5vNPx8d1T47XM4ULL0EMhqkkcvTvWysq624MUtxeAAAhGKq90jt9uPpWV9dKbuGJYBh2eM/ugqQUAoZRbU6awarc1vhR02nN1MOnH1stls+vX/Mf3sKxOANkkgEJffjVyadW26WAgRCC1h6RSCSH7mmNUYIhEpH0pOV0Dg3llGdUtQxFmzt9Zel9cjkAQCaTbeTGbf5i9ms3aUTTtq+69ErX1Q25/oo0t9N58cYVxZNsU+7z+WPe+MDxCI6hSHg2b1YEQ+cWC+oM+smKjJTBSGq/EgAlAODUoQ1zK8koFPKP33gzU2eXmF3TWYkjtZve/ujDx6QYPXPtarCubvzVOiJAURIxEol87/BL/XL5+RvXn2hcDUEQAACO41arzcxhzL2uLEzNaxnk6SwAALLHV9N068rrW4uHpqWbtrYkyU6eO/dgURaL5WfvviMSiag0qv663u/zF3z/B0ESkXh3jsxwulh+43L07zwuh2Gb33ARC4VJCLb0aq8QgiD/x49/nD2uT2y6HSYRh2pyAiLB/lPtkb17/v13v33UU9HQ2NjI+DiXy/H5/W7XclLtrCoYCCFo7en1em2jIIKhaDQMIMhYikhzevEFZPdp7ewUbuPqXq5lmuwuHmtEP33pyk0AQJ4sNVeu06WK7XE8sscXPzZFc3kCRKJySvPpmaZlVBhBEIlEwmQxZgxG62KLx5doYHx8sCiloGt25LK/JHVgYnY9tUYzNVyDcysys4anIhjSW5Laq9dG06RJpdKD27cXzLjzOuVEXzBpBIiyEjWbN5+8cOFRF4pEIuebm6/fufMXx97aca6XY7DiAOSVpnP27Pno66+XUlU2i/XKzp1xbC4AYMZu/fz8eSUaVuQkpY5oAI6bxTxZ//z4LhaKkH2B5MHJlAElfqSuJS5u5oHNEaO1mtslg0ql6ozGS29soTu9Aq1Zw6XdMk7PbY4xPWO0iLhxmtnnAD+V7Amt4o5XGIalpqYyGHS93qDT6SqrKlOnrXltQ9Gf1nzddvGt7UESgW918QV8k/GR818ikci6TXYDAyEErT2v13ux/Q7hYE3JoBoJ4/3Z0hbF+DJWQ+M4/tXFi2fJFC6Xbbc7vHc3Hw9EQqPl+Ty9RaiZ8TCoLYdr0UB4IC+po3U5yftpNOr3jr6W7PBx7B5tJXfANPP52TMr7yC9cOOmcP/+yYPVXJPTKmSPWozXrs3n0Hr3i+PDZWUFtRlhPNwxPNQzMAAAOLpnTwmTlz2q91PINw/VFV3t5umtyXJt2uGqRS+Xm51dMqKNrrVAAMjrGh9/aSOJTH5ob+pCGIZ99+WXd7TJhdoBAIAxXsA8cuTXn3xiqq3LfKUWABCKRDL4rLmO7giKhlE0OrcofUidmpT80EA4h0Qm/9mxYxu7lNLrch+d0l5fcHlSfmlBAqDzrTfTX329/uYQT2dxcRg36gtOXbu86P0uD5vD/sErR9M0FoHLO7GpYDDgAhhRPDHf2kYjEZ7ObJCJAHh289jAQAhB68Pt7u5xtSo3M5OAYcOXzi5vK9cov9+n198zJQ8jEITqmdxbs0/xIvXM9SP1l1q7x5eVtviVnbt3dCokqhkAQAkAgrpcRWFhR2/vom9ksdlSqdTn82o0Uw9O+IxEwh98dZLFYnG4HKvFyufzGjZsdHq8g2OjDrs9Eonc6u7u6O31352UkZmRUUNibbq7tD9BPnV7d9Xmz65FMDQUXnxfAimPxzbe00dHt7m4bPaDe9nf/0apJHnGKdTONn2EWlOiLWFDddWUxdTc2W42WzgcDvmVVxsdHpbZESQR+jYXJw/NZgkIE9CQb5He1+rS0spBbTRlKzEQrD99y3SkbmEgtNvsv/rkE0VtraQyzeFwnDt/OoZ7MyEIEhcnrCkuzU5OxgBCIJPqznfyDFYAQGqfkrMhu5WDeRakJgAAeFk0iVJnzpJY1lMimycCAyEErRdms+VG2/3doSQyGQCwaDPl8aQcbmK3Zu6QbncHna7rHUvNAMNisxura0R8ntFquXTrtoTPl1yen8WT368urshYNBDuqN1UnZGZojY62FTjYanH5hiZ1p6/ePG+YTmHw+FwOF7Zs6eSxs1W6ANEas8rrzbduVWelxdHpWORiBWPfHb2jN5gyJPJchYs7ac6vWSv30cnj2UnDozLF70plXFGL0oTqWYfOHAAHEK2aQmrDlgsNs85/5yhzYgPifg/MDowEmVob/GVkaFrt9t+/9WXxoYtcXw+lULN7BxL7VcCACIYOpiVMPFFy+PLTxGJhP3zj0FYKEL1+Gg06sI1Kja77dOm04tWdekQBKmorCgvKRXTGRyLI0giAhSpbLp9Z3cVb0GCguxhbWdlymhJhkSpjzZ5p9MkbjattSz106amZ7dJCAMhBK1TfIHgjd17uCgBQYA5HPy4qWnZqSM9Pl+QdM9/9iACIo/OW31PNfi8H718tLZ1hN0/bBewM185iqPzi95wAMwSHpPHS0mRTU6qHvVVmJSU2JCYsv1k20yCUFuUUdg5xrA681MlNX/+l06POxgI3urvbevsjL5dJpNVUTkNF2anQcYrdMQ3tlad7xBoTQAAF4dBOXDw5398PxAMhwn3TBLxU8mXGkvGHdYrXy+eGWBoaKivopLlSEyc0IVIxI6qzPaR4QfbqQ8yzBjUxRV53QAAECQRxsqz6o83R1PepAyqqK9viY8Xf9F09reffQoAqKqs2Lux1ipkYYGwSsptarmx6JCq3mp1c+jRpRQAAIAgARp5hUngHkMilb65/wCbQefM2Flam02As8zOwut9FhH39t5q9N45XDiKBgL+D883hQ7vpgYjEQLqxSNnmq/19/X7H718Yv2DgRCC1iMCgfAnhw7vudzPMtsBAA4+i3L4pZ+99+7y0oW0Dw+VVNdtO9eJRHAAgCZNqjEalvj8fnDzli2Xe7kzNgAAxT2zze2/urPMLOHxdZYgidh2YAPT7Ng0MCUrrJLX1f/mk48fmlGlIDWjcFgDcLx3S/GGr1vYJnuQRBiuySu/1BWnNoSIhNzafJFQcPLsOQBAVlJy9sR8k4joD3JN9rmdbxk2V7ZCnyJL6Rkf7WnYvmPSEN0K2CbiTuPB33/9pdvt3lZbm5+WAQDePz5+pa31oeEtFAr/6sOPxjduTNtbFgj4W/r6+gaXlCzUZDQNOCy82tz8fpVVzOXqzXOJ3xAAUgYmuUIO7eCh3332CZvFwiORi7dvOTxuu92pv6hbSjy73dtb8crRHUY73e7GUaSnMqt/YmLhh5UiS9m3aROdQvEFg+fbWoZGlrOZlDQ+fkNVRZogjsVkUl3ezCvd0onZqToDdQWqnKTkIRXJ68eCEWOCUDg1OzFnoCCxe3xoZGTsn0fGiERiJBJ5zDYgzxAYCCFotQgEAolE4nK5VCr1k6ZMi0+IT562RKMgAIBldiTqrFKpVK1+4kULVaWl9eUVPhLp3FuNDK3RTiVNhXzHTy515Ryfx+Ma5ztC2SZ7MBw+V5ebrjWH4nhp3RPx41MAgGQAJDlJmk2bv7588SGlIDiCAwAAjqLRts5UZmLikCpObQAAEIKh0mu9hrcamy5fDgSC3mAgSLpnFCpEIrpZNKZldoE5yx1gMxnDIyNGMnbh2ztEKkOQSDDF81tbW+12+w9efW2T1pH5zR0AQGl+cvJLR37/2acPvTW/33fqysOnmbDY7FAw8KiMOZ+ePjVaUFhWmUWkUnLd9wT+MAETThmTMiXlpcW7y6oKhjSkUHgwL6t1Wq1ULilVkM1me+/0KfvWrSwqPQTwntGRSzfne1MTExK/s6Vx64VOqtMboJDiGms+AGDpsZBAwBpqN9UXl5ADQTSCB2gkJIwDgMxFQQBASq9isDY/eUhF8gVTBpQ9DcUUg5lhdWnjeb0GXe/AQPS0x+SQe+bAQAhBq+Lo3r2FbEHKlMWRSpvctevtTz62WW2Lv+0uBp3O9twzLsh2BxgM+pNWo7Sw4JX03E0nWrFQ2EenXNtZ9lX3na7uxSe2zPF4PboU8WRBip9Gobi8qX0THo/nlx9+mJoqOyrbuWF8fg11ilybdqDyoYWMajQ923eQa/Iid/esd3MZYsWC/XRwnG1xpqaljgyPGiyWsS3l8eNaLBQGANiEnBCJ6OIywd3tGiYS+dq2/h+9+WYCSuQrp61xPLrd3fjBJfeRjaopTXoQyemdXWaX26OY2lkaJ4p7zJa290lOSnxl5y620xcmYiYE//Cbrx/szMRxvKuvt6uvl0Ag/O13v+ujUSgeHwAgRCRMZyRUNrVxJOz9Ddt2/vECIRACACSOaMDeyk6JeC6FNIGAVZeVpUmkLq/nzvCQdnp6YVpt7fT0Lz/4QCQSHd2xozIjszwrR2XQn7hw3uv17qiuqb/aG01MSvIFGi72GHZtWDQQcjiclw8fTmRzAJFA9gUqmm5xZmwAACeP2XpgI44gC09GI+EIhoQJqFXE4asoep/7xO3rVBrF0DETTYD+KAiCSKUSNpttNJoc9hUl63nKYCCEoNgrysvbhNBqTt+JHmaIeZS3vv2/fvPr6FbpS6HT6SfLqvPuLqoDCKJK4ut6njgTf31Jee2ZrmhEobh99ec7p+rznigQDqlVsqqiqqbbdIfbxWHc3lPV198TiYTHxycCDQEcRZHI7BRNHEHwh03XRBBka2VlVveEVKHvbSiaLEiR9SvpNpddwBbcnXsJEMTFZeRnZrHpjBmTJez1Xn+5nmuwBslEL4MaL9dOZMbzdBY0EhnKTugLuIozsuq1jqy76VQGN+arc5K4MzZZiiz+3i0sJEangC9YYiCk0+lv7Ny9qW1MlZ/sptH5Xv93Xz36k7d/86hu5FAo9MmZM4RD+2UGB9kfMCYIs2+PUN1+d6JErDEQFmQ0zRnXpyYlRQMhhmF/euyt8klzcveUn0qu3LnXhQKd1fLx6dNzGdJpNOqfHDy063wXw+oCAGgypLSDh377ycccLjv6ShTJF6CSHpl4gU6n5+blSCTSyoystJ5xrn5ClyoJUsjRKAgAYFqcEsW0XcC2SHjRDAAAAHV2MsXjb35lszXgf4/ov/TBB0uZq0WhkL9/9DWZ0y+werRFlfKg+/0TJ5Y9fYZKpYhEYr/fZzDMRCKLzwFeIRgIISj2ijMycvvnZ2ly9RZGIHRw2/ZPT59aYgkWi6VTp6E3lhT2qwAAvQXJnVrNky5dlyUn8bkc4oKmBsXlo9OerFmZm5Rcc+pWNCspw+aqPHNHXpVyFQAAwJhicjwnMfPuDoLD+bLBh63H4PF4sjDmp1HbDmzk6i3jxenK/BSq02MT85gWR5zGGCZggxvzEACO6fwhUlzftjInidh4rgMnYAR/kOLyNh2sPnnrZm9aEgEjjEzJp3S6t/YfyDw+nxMuo3Ps+iv1wVA4PK3QS+jZC64+w6Vbh++ZC4ogSGF+frpEYna7Ovv652IPACA1NTVVbx2uySm+3M022R18lndnRX5ebv+j9xrUTE396pOP3zryUr4hUHX6FkBA65Yigi+A4Pc0swJEzHe3E7W0qLBMbYluv84Ezk0nblw/Un+4b5p4+KX//Yf3Z+8oI6NwZGou5iXKpxOyExgMhtlssQvZc5HMR6O4ffePOyIIkpOTvae2jkdj8HQWq5ibf7VbOj4NAAgTCTbhPfmvaQ6PVczp3VwsntTTbC5DqtQk4c6YLafONS2xLzfqpe07G/s0CQodAKAAAFFlpqKysnlB5tul21BatqW8XDJl9lKIOh7j/ZNfrvYOwzAQQlDs4REc3PM1CLAwniSRPlEhX128OJSeVpqZBQDo7L4ln3iyNX8Sifjb23ZyrC4njzk3umYVc5eyQmAhBo0+l5sbAMC0OjlsdvTvp5uvxh05okwqF1icM0KW3Oe6dPIhCUu5XA4NAKeAtemzq9F/FU120s2yVJthmlydO1hHAABEUGTbh5ejjcvEMe3Xr246u60ozuggBUOGeH5Lfy+NROYwmUIBPyMhkW4w++l0ZEFrAwuFib5gyY3+SE2BjoCqMuKj6/CUWYlKKrpwUSaGYT9+480igzNZY3IzmJ2vv/F+06mpu0lbOAy6K45feqEzmvCaZXZUn76l3VrZPzCYm5W1vWYDhURyetzfXGvWTGkAADWlpZsrq2hOjx8j9nDIfZtzAsGg0et8fcSmzktxcRjR7TLCBGwkL2nis9mhvgxpQsLYfAYWQiBEdXmYVoc4EGFz2HabHQAQx2YzXfdEOIbTy2Kxzty8kXDwcMPVPo7R7uQwmrcUnroyOyiLIAiLxXp1z94ksZgYDFFc3o1/OI9E8Ouv1IsVs30JnBn7REk6uDOfc3w6Ld5Hp+IIoixMA5GIF8Hffu/9ZWyQlCgWJzTPb2WV26/K35q7jEAoFot2FRbv+rwlmoLAwWeH9x/4j/fefdJynggMhBAUe72KcXlxSfnF2Y47i5hL8vpwMvrQkykUMpfLszvsHrfnvh+NjU+MjS8e/xAEEYlEFArFYDDMZZPZVlFVd2MQDUc6dlTk3exnm522OE7XlmKiwfBEY2Zuj8fLoFDvfim7OAzH3T14w6HQ7z79VCAQ8Hhcc6flwcd2kUi0taKSz+W4eILsy91zzwaJI2pqaepPPv60srikKCODxmLWjOqGa3JMUgEWjkjlU2KNeZRD0QtZOAJoVPL28iqa01d0s5foHVfly9xsOtCaFs5mnE6XCrQmvs68/fSdk0c2fCTE0kvrEBQdUypPf/7Fwg666rLySo012hoTABCnNXt27Pzpu+9Ef+oNBb0M6ty2DwAAut1Np9IKcnLeKK3efK6b5A042Uzhzl2/afqGRWcczCrY8vlNLBQGCHJrW/GUkBUOR8hkygQLqbrY2bGjnG1xosGQLkV8prl5boDN7HR4GRTugpQJASqZ5A3SPX46jR4NhJM6vSq7JNqMAwDgCGIV84wmYzAQ/M3XX07XbuLx8u0Ox9kL5zRTGllK0o6a2gSRGENRmt1T88Gl3oaitO7x6CRhLBiaS8VOdXl4OnPb3uqsjlEkgo+XZLi5DJFClzyk4s5Y0XDEwWMGDr80Mj4+adAPDg8/QbfkvQONCMCR+x4GlyY3PaO4X43evS7LbOcHIgwGw+Vaxd0qYCCEoNjrHRgcKKvwvlQnntR7GTSrmCeQT8kJ98c5AMCBrY2FqamcGZuTxxy3mj45depJ56NzebzvHDostbmp3qCukX+tu+tmRzsAgMfl2gWB6YwEgOMjG3Ixf9jNodd/fj1AIYkOHPr1lydMS3vqb2q5IWrc1nCpm+r0eli0q1uLzly6J2201+uVy80PjgalpaQc29q48eYw3TFlTBD21RfWnbhO8s6uNqMSCCwm81ZX562uzurqyrjqjTm3RrJvDYeJ2GhFtk8q2N06yNNZWg5v5ClnxEq9l0Ht2lZWerEzp22ofVdl8rCqv75QNKHlGu3meIE2PV6kNkZbYBRPgEAkEQGgWp1ZKSkmm6359nyagqyEhOSu+Qk+VJeHARACgRBdl+L3BdBIxMOizSVI89EoAX+gsXpDQ1OnTcCUl2cHKUQGhn7nwGGj2VR9a8Qq4o5U5wSo5CCJkDeoyr497OIxW3ZXDhWllp/vcApYw9mJ7SNDt7vnd4foGBi4c+ilXdOW6JqQyXxZtMlulvDmMomPj4/3VVbRyjPS5dMhEqGzPL1loC86oWbGMPPOiS8AABs3bDj2xqtkgDJtzgiKsbSmwua+qcyEru3lOMCJdxd1SMenRyuzC270R1uBEQSxCbm3d1b4g8EOhTzHSeSTCeNl6QKNKaVfybI4hSTKFlNkKiGrr6Ly1x9+sMQVO9OGGV2ySHI3QcFIbtKgQvH4tzwUmUDA7h1pRsNhInF1QxUWn5y2eqUX5OcplUr7MzV96D4Yhj2Fodq1giAIiiLP8Q0SMGyt1jm19/dJszJCUiEaCHpCwV4G9llT033/1JXFJYcF8dvPdqZMGrKGNSwuJ5ASP7bkgZno3f3w6KsHbgznDKgSNcbsYQ2oLRmeMbhcrqrSYiaFVnylJ7VPQfYEDDIRMRDK6JZTPD6R2ekpzekdvX+TvPtgGJafn58mjle47frCNHlxWlc857Orl9VqDQCAzWLt27Hj0K5dm9Kya6oq2Wy2fHJy4du/e+RIntqqS5NaxXzBlIljtOnSpEKNEQDg5DJnZOK4BGnX4KBYLDqyc3eKXJvRJUdwHAtF4tQzyuK0rPbRqaxEhtWV1zbEsLs5RluceqZnS0nykMrNphkT4+gO90hGvFkmFkxbS690kd3+nq2lfJ1ZnZ9SprNvvtCdPq7LHtJgm8rLqyrrS8sri4tcAR+bTi92hWmu+XURAwWy652zSXZwHC/LyTGlJYgndYRg2E8l39lbPWI1SgRCXU6SOUEYoJLj5VPl5zu43oAzP02qNg1tzCs/357ZMZbap9ClSZ18lkShE+osrRnijjj6IIvUNNA9OqHIz8kWCIVOlzMYDHq93imrFeyq0xWmTZRmhImEhNGpm3V5F/u6JxfsZNQ9ODjDo+sKUjt51JO9nZ13c/fw+bz8/LwfH329jMHOGFCRfAG7gF3zTSshGJ4oSc9rGZzKSmBbnE4eKzoXiWu061MlffVFJqlguCbXLGQfv3jh09Onmu/cyUhMqiYwcm+NiJV6exxHXp6ZODalzk3OvzkgnTLRiCRbokihVi3lt3FMpeLu2OQUcfwsZndRSg8TO3nh/DImy4QASCnMS7m7nMNPo/QWpVxuWSQdz2NgBCKCLNI2hS1CCFoVkUjknU8+4fN5fD7farXNPekvVJGXW3p1aG60Jrd7IueV2ketbHsoGo3KCwO2cfZZE4ngJf2agowMvV7PotBLT16LDqRJFNNuDt3DokVP4xjtgo3ZjywUABDd2+jNYwVqE9sdNLPZYzTqLz/8cG4DnfKCwv0bNuYMa9AO+VRWEtNgZ+XlmTaA0gAAIABJREFUV+bmOn2+K+13Ont7CUQim8WieHSy5kkfjTS8IU80qdOlSllGh5dJVeXL4lQzCcni5OSkA5u3ZMp1PP0984D4WpObTbdKeNm35pcwRheYO/isyYLUjC453eok+oLGZFF6t5wQDAk9xtJLnV3bSiIoUtgxu22FMVFIi4DkCb0xMS6MkV6r23pxuK+9Iq3xjC06k1aZnaie0c99XxuNRl8olD+o6dhZGSIRCYFgZueocUOu2GCrvNiBRHAcRXobiifzZLLBSXqBbKQiK7dlILqYAQ1HCq/3NR9tyOiUs0wOAonwuz8cBwDsbWh4rawqe9zgpxGG3tjwycULE0rFhFLxiz+8DxAkKz09PyXVF0e4feXcfSlDI5Fwa0dH691MeGw2u666qjgtnUokESO4ZFSd1zK7pM8UL7izp3rLR5cVRWlhAsYyOWYSRAiI+GgUiXLaw6LrUsQjhmmtcWbo+rBOO7/HRXl6ZvXnN6O/gZkdY71MWk9DsVAz222erJjO2JzzsGWhD+H1en7+3rvJycksNss4brSYzct7wp6cnGzNzAzurshSGHwU4kCW9Pi5GKR0fzwYCKEXDovFIhAIVqv1KaRGNJstj9l6hkgkEQLzDVYEAGyxR9f7SyAQH+xHIhOIbDabanUsnE7C1Vk8zNlA6OCxLJb5wINhWHy8lEQm66Z17ru73e7ZvKVmZFqXlRR0+8gevxglfe/IKz9//z0AAI1O21lds+uLm9FYQnV5x8qyGo5fI/qCISJBtK04HAqTKOT0PmVKvxIAQHV5qk7fuvpaA83h8bBoTi6D6vQKNQbRpJ5Tu9XJYnGGpp1cFgDzYcDNYdDtboI/eF9muDCK9m4prj7VxjI7AABxGqPK7paXZuTcHgYAsI12B4UU8Pvnni0URalkfxAHSPWpNiSCq7OTAhWl31y/7jxSyzI7fCyaymH9/JtvFl7C4/cnjE3JBibnXqFtKiq91hMdb0MieN6N/tv7amSDk2Szw54ez7DN93gjERyJ4DiCOHlMq8UKAIhPiK8VJ23/ZnYhTeqoJnhwx7/99u3o757f7+8bHHx8RhseX/C9N1/jYCSAIFK5JvtEKxqJXHl968KdngRaU4hEBAhC8gWCJKKLy6S5XCS3X52bqEoRKgyGCx99ZJi5P427ME4omLaABb8kfK1JUZRe++XsniRBEmnpC34AADiOT97tFSA/elHHor68cKFVLJYlJvlsvrEPLz0qrUEMwUAIvUC4XO6xAweFwQghGLZx6V9euvSkUzFjS6mZ0qSJU0amcAQJEzC7gDVjfbIpnXaHw84g++jU6H7lAIDhTOlgd5vT6fSx6ACZnxzo5DMpHp8mK3EqK8HGY1qGhzACIRwKieLivnXwULzOSg0ENZu3XuvputHeDgCQxUsNITS3ZZCvMwMAIija/FJdfLxUq52WSqVJ6hnsbhbKyXxZ+YV2oi8IACAEQ3WXe7W7K/QmY9z4fCM4OqszHAzJBidbD2zY9Pn16GwIkcpw4Ts7xUr9zZfq+NMmgdaEAyAvywgQCSRfQDqhG63Krmy6Ez1ZnZ0UoJCCCBKNglGSiemOnbOr+P00itvjcfu80YmyISLBw6bT7J7sO7OdwCkDSpOUr7dY/vV3v+VyOW6368Eveo1eP5MglN5d7O9h0SIIIC5YEUgMhkNEAg6AScIdlo8Wi3nxE7OTToNkYvQt17YUnm06BQDITJLlLcgMTvIFeCYHn89fdICWTKH88DvfElMZCI7jAAimjD46pbC5P/pTNBK5byYKDvAgiehh0rQZ8TgKkgY0zTVZv/vd7yyWRy6Bd9gcTtY9GXzsXAbNbItuiokjSGd5+p3BzsfXc5Xo9frHbK0cczAQQs8JIpH4+JxPCIJ8+9DhfTeGo2uwghQicf+2XxqNdofjMe9aVeduNKd8663JgjScTESDYTedcvv82Sct5LNzZ4n79uSPaqm+wGiKqMNqVEwoAAD9kwpZdXbR7VE0ErGJuF3FqQBDEvX2omu9hGAoOTMh4bXXfv3hh2/uP7D3fHd0ln/Z7THy/iq5RqPX60OhcAQjRqMgAACNRHLbR4ozs7Ta6VDo/2fvPaPcONMz0a8KVcg5A90AOqBzzrnZbOZMkVSOM7Znvd5d27vHx3f3nP1z98fde+6uPWt71uOVZkYa5UBJzLkZOrJzzgmNnHMsVLg/0AS7SUqiRjOa0bifX93AV1UfCoV66/3e530ePLlFdzvOZrKCD7MiFEsyGHRXMBjlsURbbmURJroe8geON2rtPnjLohnPE1yryGm4NDjXXDzTXh5n0ueMBs/SvOu5VhoE4RTlfGWP0BWI8pgkm9Vx9t7gseatAR5j0hEsCQBI0pHxzio6m/n2uS9FL7wgoGB6Iokx6ArftkxIZnY11dQcqG+IxeNDS/N+fzAQCMZiD+d/rbdH/8qr9Sgic/jCIm5/fb7LbnerxFLr5qnwKMXMcLzvUJ0lHNBrs6b1DBpJSi2uKI89vK/Gj0IftRZcvHbFarMBADACx7crgxMIRBBPoJ/kZGcdaW3jcrgQk0km4lw2B6aopvP9AncAQNBaeY6xSJsezHcF1itySrs346IrU0bDqe4z7QACGBOtvTZiys/sHhv9migIAPAH/CaYNOnVmhUrACAgE8xkyZxen/VUMycYCUgEg7MzM/PfUEj+48BOINzBDx7NtbXtNbWMJJFAaT1jo33Dw08cJhKJZJFEuhMZjSfL5815+tyRsfHfxay4HO7+lhatWh0Oh7tGhtYNT2AcJDDM7/W3W8JZ80YAQJzDSB5ps9hsT9M4r5DLFUqlx+MxmcwfXL166vAhHp2RJIi4w5JK9S523Y40Ny+cbkZgyOXz37tx9cW9ByrvTqKJJACgeHItICgtLy8TR+KpKAgAgCiqYs703KEjEElQEEw90gqZxJl0DgDAarWZ98uw8dUUBZQTjPqVYpF9M5cNC7nBcGR0ZmrwzPOH7F5WKAYgaLVSLwpE2Dg0F4vw6dvaSMR2jz1buVKogTz+CCC6e3tSrNcbPd0KpeLZffsZBOkTsKwB3+jQQPhoEx+Qy1X6vLFlAAAFQfPNxUEJ7+6LnYAkcydW/biMw+XCGN56cYgZjYdF3Om28q2H8ypEu0hQOrSUZKA1rR0xCMRgatnl6J+epqOozWYLhUL/+O477XUN2rosd8B397OPCZISvvBSw8Sa2BX0yQRzLaXcQETkCOtzVLs/uUvC8HJt/nJNXpDD+NWli+vbqZKLa6tTR09qFs2p2B8Wcj08lt//KH8wL1f/p3v3V/XMjO2rkZrd2dPrJAwt1eY7shQCdwBQVM7k6kaJLslEU5l37Y3RW6/v88mECoMzJOE5dXIAQP7gQu7UGgAAY9Hna/LQsQAEQV+//v/rL74I7d+nq2mDKeCJhj/94nOP281ms3g8vtfn3ar69seN7xQIYRgqKsjP0mlD4fDw6ES6gWkHO/jeUFladjq7qP1sHw0nCISm2F0eS8THpqYfH8lgMBjxbT9sZiLJZbIeH/ndwWKx/+Lll9uGlxVjozEeK6d9z8fswam5R0tBKIpqBaKsW5t+ucxIonZivaqo+Hb/13HkYBh+7dSpApStdgRc+hIjn8lhMg5eG+f5QhQAxTV53EOHsGSyUJeNJvEIIM/d7WmuqHijpVPqjfQ906petuSPLgEANDa/WiaDiG03SoiiKv2xkt4Zv0I8vL8m3UGIo8hsZY7duIwgCJZIfHr9OnXigNrqpcOwQyl2Hqyt7xoXOnxBiWBkfw0Px2pKyj7suh7Z16ng8hCclJld9VeGaDhB7a1yq8RBMY/vDQEA4hyGNUedP7b0Jp/sGR0NBALpGzeTxXr96PFD18ZScdqhUzAqK/+/t96USCSH29uzzrRw/OGYUqp0Bva+dys9//GiDL1WWzuxnhL/5PojEEWtl2VnzxgARdmylG6tbO97Xamw1HK+/86Lu3ddH2MdqWuHOWgkZmzr6JmbuT3Qf7170wg3OztrT1MLREfHGwpJDGOw2Z2f3mWHorYcJS2Jp5rzyrqnAAD3m4tSeapMJlOpVZFIxLBucLvcl8dGsDMtGRZ3jI7aZfz3z59Lf0YEQZ597tk8nY6OEa0f3xk8UidwB6pvbq5GNl4Y6H6uQze7keqyYAeiqxW5hYMLAAC3WkIRpFPAntVLNoymm3//PpvNfvnYsaXCdjZJ4UxG0eiqgqcoevHFNz/66GtiYSwW/eD8eQDA1pAZjca+h7LcHxS+UyD8v//r/5Wnz51bWJTLpP/5b/7qJ//uP5l/e0bJO9jB06C9qqrlxlSqXkXDieaeGcOB6icGQqfL5VGKCQSm4ZvrcovZ8rUtpMTf5qzq65omDBlrdgAAzxvae2UkcKr18UDI5rAZ2315WOGYRMf/+p3vamjs8GLlo5vh05SfYSzSpXrAIQBKRpfXX9uXO71W9Ek3oKgEiyE+tU+3aC660QdShZ/9tbYcpWrN7hWwjLYVf44+rRkNADAWafNGllEMl5mcxQNzt0+3FUysYmymsUAjNjufFWW2/UnZJ9eurRrW/+5Xv1SplABAtqs2LodzsLWtaG+1xB1sujjA9UcKa/TXS0TvX7r4N7v2d958mHMXrjn6MkQDJ1p43hCaTEYE3NLemanmotFL5x8RdM7Nzi5esqazVcWGQ12cKRAIXC7Xrz//nMVi8nh8AMCfHz9Z+SBPsmvljmRCyGSy3A/u4xRVe32469n2kVItRZJJgtg1sJBemIVJkhuI9J9sbv/8XkrMrHJoiXm0ftG0YTFbIAh64/SZGjo3c80WdcVsuWqp1RflJtihKACApNFoyW2dOShOoCjywtFjZQJxrtHry2Csde65er+/rqSUgKEFleDe6Mj0hVmSJCAIOvPsmbKsHJggpGYPe3rdnqU0FGuTDEbW7MOVAwgAmcUVkAnlRgcFQFjERZL49R8fIgGwetxdN66trCzjDyq14XD4F59++p9/8m92XRxKzTALAKy9NC8vb2lp6euvKADAD9dT97eC7xQIf/7WO9YHYur//b/91xefO/U/fvqz38asdrCDpwWTyaQnHuZ5aAJnMplPHEng+PWBXsbxpuppA4Lh83mqkag/1RK3FXQGo6m6WidXOPy+vtHRx/UshEJhXXm5hMuPwxQeiRtc9rm5RwU4dHKFdPAhqQ9J4gycTHdtpxEMBMNCLo4iaUM7k0a6ZP0G/k6ZXl94Yyr9r2bJslxflP6XAgCFoKLxzZ0wYomqvlmvSpr6F6Ko/JHFlSo9Mxyfy1Uu9177OBSkHT9SsGJjJXBzsU5pcKTrglnzxvvl2p9iroPl9Qc/up1aU02wGNCJQz/74P1QOJw+ez7MbwuFjs6biu5vhueK4SXD6ZbbEIQxtt1kEgwEBnDHx3eGjtSTKIPv8s+0lfphYLU++gwt4vH4kW1MFm44zuNxU+vGsVg85e33afedxMk9/EAkyaLb4rEPzp/PzskyavLTct4QSUEoikWxn3/4fllRURNdvnWfGIMu8PjTkp4QAOVz5tIcvcVsqausbAmT1QObImHqVdtEZ1WSThs5WMf1R1SrttVKfd74copNSsKwKUsh8phaIVbzpc3F+QKZUHhk764vetnBaEjEE+9tzM3JKczRswEAFKDheP3FgZTRY2nvzP0j9QAGcTZj6/SifA5MOCICzmxbWYJJd2lkoxur5849WXVBIpUIHb5UFNz8Bk2eXLX6aQLhv3J8p0CYjoIAAK/PhyDod57PDnbw7eD2en1yocixWVTzy4Vu71cW2EanpjdstoqCIjafPj3Wb1g3PDKAzWb9u1dfq50xKqbtQTGv5uVX3/ri7NYWwJzsrFf2HqgbX2M6A/YclTsvi8cQTtc1/PMH720tqDj9vrCQwwlstiJQACRR2uMKHRRFXevt5R1vrL2/SI8lNrKUo0r+cu/y46UdsVi8p6FezBeanA6IRntkPwT8sJqHsRjpsJoCKxSL6R/eXpEkbsuUDiH4Z2c/wxIJo9H001+/nZ2Tw6TTd1Pq1smV9MgYhxUOhrw+f+aiCU0kw0KuSysHAOj80f/0yqtJAKaWlq7cvUOSJARB7WUVwt6ZbXP2RxAEcdNpPoUo9QXhdGSyVBsIhAiU1na2J8ZlJhl0AoY+qdaCx2Cy29cqdJrFzVhLQZBbLWEuM8sryhw2h8O52eu2sLS8uLzCF/AT8bhYLDnZ2cnjcFfEQhSGdQumJJO+WF9UODhfHo079u4/13Vr7KVahdmd+mqMRVokmYRJ4MqULTYU4nQUUJTA6Yf9VgBASVZ23sTD9naYIKI8VlnPtMDtD0gFo/uqVeu22y/szplcpSBopiDj+shQgUZbMvfw0Uro8rNjGDMS96jEY3urUSZ9FwUzTS6vSgKRJD2eFD2oWAOKyp1Ym+issORrNIvm1PS8SpFXKfKo62gJPHPFPI+Q//BAkvuJCIfDUe62p8Awh+EJP9o18fVAUbSzubkkR08Bampp8d7gfRz/Y7De/Xr8dsgyGWrVgb2df/23//XRvSO0kpJitXqb1rDBsOF0Pq3O4e8dMEyDYeqPdd0AgmAYhmH4B/zpzt+9qzzzbNPQksgV8MsE/fX55z8/C8OboQKGaem/U/B6fHf6+9PvPrK3Q+0d7UMrGWs2AADfEzzgDvoPHPyXDz9MDzi9d/+hi0Opmo3E5lmoL2RG462ByGpr25W799LD+iYny0+c2u8Ls4NREoaHW4pH5+cfPxyNRmsoL0fiyaWa/BiLHmDTubH43z73Is5kLBqN527dSlmrZ6jVPzp8pLl/nut3u1WiMR5/oSK7fHDTgs6So4xCYK1Io1m3J5iMoaaCEA1K0tG06YRDp2BFHy7AGnJUXcPD3ffvp88AhuGLC0sAABInVburd3WNIxieZKDdnWV3BvtQOh0hKENJlqlIq5k3AgAiQl6O2VPaM5XTWES0t1/v7hEKhUgs7pcJVFssBsMKkd/vf+/cOerECUWCRLGkTya4dO9eKBqRHjjY0TXB84aSDHr37vIrVy4/fnJMJvNsXT2nqSh/yULQ4PFaPclA/0N+lSwYWyuumo+FPrx4Mf3DDAXDJUUFz9U3N/XPsyIWq1a20FgSE/CYsXjR/TmR3QsgKKOhIBqNvXv5Mn7kiAxBYYISufyVXRP9p1rmmkvqr9xnheMEQhvbX1NTWjq7soITJLHlmWO+qbjh0gDfG1yryPWqpJxAZLVEd/VeNwUDigLL5wf9Pn++RrvV2y/BZsY5zJuv7gcUCWCo5tqw3OQCAJAw3Hu6Fd8uGwYTJEVDYgxa/4kWejxBIAgFQ3VXhuebigoGF3rair+4duXxs7QV8VjCiiesOWr1mhUAEOOyJ0u0ix/3f/1WWwFB0J889/yuDa/+whAAoLIiR/fM6Xc+//wpN9/2cR776f2+8I2yMuC3EghFQsHf/b//7b0PP52ZfbTcAgGYy+MCsO0+63AwYPg3EWP9vQCGIRiG/kjj4KbE2g/o60hBIOCrMzKwRMJkNAcC/p9/8vFcXZ0yX2/3eu9++lE4FIZhSJOZcaJjN5fBxAGYXFzs6u9/Go94rVql3EI65flCQg4nfX5YTCYHw1NRMAXlun29PKe0Z1p/uGrrafR5ve/euBbo7OAymThFDc/O9gwNPn6edzc1tpoDxRNrAAC/XDi1q6Lp4kCq3DVflQvt2/vF9esAgNN79xy4PJKygNCGoihG9rYUuPlsjSNoF7HXJZx3P3ivqbwy90BFPJ7onRhGYBg51tI0sMCMxM1a2WieEoVhWiSXH4yYMsTTUs7Axzcen0xGhlqfkbFBp84/2wYRRIIgbg4OLK+t8fmCteY2IQW1nd1s/tPOG7te3hMWt+QNLVS0l9zs7aVIEiQwp04p8ARVqzYCoS00FNqiEQzDMAz75/ffEwgEXA5Hr9NW6vVWn+/9e7es9XUCgcDn91+9etnusD8+HxiGPrjw5VRRSUlFFo7jAibt+M1xqc0LAMifAJLmopXKyuHJifT4wy1t+78cSDX85c4aIQRN0tGC4U32PwlBBEXAMGR32H9x9uxfnjyda/c7dIqRQ3UEjVbVPZriBNFwoubaSPj5Xa8cOnJzZGiyorCpb365Js+jksR4bIE72Hu6LXPRVH53MsGix3eVQQAMP2AdwzA0ubY6XVLa5vTbs5RL9YVRHosViirW7eYCDRrDU1EQAACTZOH9+fF9tWl7CgCAqVBTdm/KpxL5pELtkkno8LODkYEDtSYWMlgguXnpvNvl/saf6ocXL2IHD2bW5dKSRBAGX964FomGn/4HnpGRkR8jCqYNqX/LRpeth2vlcqnb/a1dkP6QbiwU+Cb57+8aCPl83j/+3X+/29336w8+efzdJJ4cvD9kNBq/41F+j4BhCMfxP+KMkKLgpxTV/QPB3ubm1oLiXIMjSkfXOzrfv3TRbLGcu3lj6xiJRPzqvoP7r46yQ1EKgvIaCpH21ou3vlm6LBqKxNlMTvDBkiYMJUkyfX4i0dgjT/EYi8GIJ5IMNBaPP3IaDRuGr1/IAgAU6rL0D6p95nxN0cAc+oDXWjS+Ovd8O0EQFEWx6cytRkgyqysW1fx04K5SoXCbPMYNI0VRl+/c3rpnp9c7W13DZ6s2nA7GyqpGpbibLXK7yJnV6cUrS49fzy21tUeKymrG1pC1lYWCjHEB+tH58/F4QiaVxOOJKZvxNMbayjHRLpgQLDnfUoqgNIIgfH6fD4WbeqeteRnLNQUwSQZQ2hfnP0+fEwzDXjjzXO2UQbLg9kgFI537f/7xh4+bmGszM/e1tcqFYpwkklgSRRAckNNrq4ODI3/54ktS20O1gaI5U0ld9sADjVBtllZMo29te5eanCN7a9KBcK4iZ3ZlJTUfr9fjTEZzSXL3h10QAH2n2rj+SHpDmCQhAJUvWK6R5G2/I/JSZ3nvdFH/XN/pVkOpTmFw5EytAQBY4WjruX7Xc20DoyOp85mZmbl7d2eITr+WncEOhesvDzIjMb9cOLGnmp7A4O1VZDRJwDjR/0yLZm6DFUk4dXJGDFOtWZVr1kuv7LFX56LRWILJ6Bkd6f2KdqAnIhQKvf3ZZzBMQxAahmFPv2EKIpEow7WtrVbpDAqFwq0+Vk8JGvyHcmNBEfQbc8LvFAi5HM4//M//Z3R88l9+8c532c8OdvCUUKlUu3PzD305kOKpl85uEEeO/M+33nrkzt5UXtk4tJxiDUAUVTW4sPp8242e3s6mpnxdVjwe75+ZnH5sAQMA0Ds9kddS33FjHCZICoCxxqLx+bn0uyRJmLyetNcdjiJLtfmlfbPjtfqRhbnH9/aNwAmcpG3+RiNCDjOyjUFKS+IIiiSxZJIkKBhKkTIAAFEuKxgMWSwWt8uVwDAWi0USRALDAAB6fW5jUQlCQ6bXVz+9eoXFYv77V19vHFtTLM5HBJy+5qKR+dnHoyBKR3fX1u3/pAcmSVOBJqZRVgUi+udfTvK5DLMTQ2Avnx01btNKJREa1+mruzp067m21A7fPX+Odvp0ViDOd/qcWnkgFqXTH5IGntmzZ3fvnNzsAgAInX6BP+zYs/edL7atuT17+FBlXmHp4LzcuNh/vEU/u75ekcv1xirY8o5XXiXo2ygIFASRD06ITCb7s6PPkMi29sQYj20h4udPNYvdAb+Et+L3Xb/w0C2Pz+KU3N/M5PjugE8pVhg2GQ8Ykw4TBCcSF3K5G07nmam1zEUzAEA7u2EozynpeUhIpuEExxcSiUSnnjmRI5AACKAJLHNyjRWJrlTlxTgMZiQmdPpLeqbnm4oTTEaMy04/0BiLtMxwLMZjr1bpAYDo/lDpgtGaq5os1vSMj9/q72UwmInEo467TwmSJDDsNynseb1euzY/b8srTjHHO/Pt7KB/iPhOgfC//O1fazUZS0sr/+Vv/goAsGEyf/jJb7KavIMdPCWKcnPL5y1pVRFWKCbyR4VC4SMd6DKhkGOwPPyfougJ/C9eebVp1qy7Mp5kokUN1ZfFsps93Y/sf3Zh8Usuz/NcGyscTXA4kysLj8jef3z5MnzsmLYii4+DuJiHuP13d5WMrSyPTk6Bb4+p5eWZsuza+wtxNjMgEbi08rQTHsaix2hQioAzPDub01ZS3zMLkVSSjvS1ltztvQ0AUCoVp/bsExKAosHOZNzqcjfoshTuMDsYbszUD+YXeLzeltEVzbIVAMAKxw9eHgke2vPT9V8+Mg25TC6xeWGSDMgEG6VZuz69m2pHcejk6+W5jRcH7Fr5aGdluoMeY9HtOrl+bAlNJLHEZtrh8/kJkpI4AyKXv2RgzqmTi48/s253/OrsZyRJKKRy2Z2H3EWpzStvLdo6h4L8/HqpWrrh0Mwbl2rycyZWTEVZZfemUiybMgD6TrWuVOn145tcnoVS7fTa5g6P7erIWrMGpYLFusL84QUIgDiHMd1WevbiOZ/HJxIL/f7AVht6GKahJJW+ivTjywPHWwBFSi3uiIA71VFRMLSwlK0wTA+VZGXLnZuXlm5uw56jivG2NZ4icslf/eQnaBxrvNgvdPoTbOZEZxV7JdJ4cWB0f13b2XsAAKHbD1EUjiJ9J5tzJteY0ZglX+NVilXr9qCE9/dvvun3+VVqValeDwA003XdZrMBAH7jKPhdYDabV3ezs1JaMxC0VqhZp0Mu5xP04v/I8J0C4dXrt4ZHH3YI/QbryDvYwbfDY9kMBUOPFKEBAAanw6kUp23ZcRTBBJyyOaN+3ggAQLFk260J9wvtdwb6HmfE9Y2M9I2McLicaCT6ePKUSMTfPvsZg05nsdg4keTx+T6v91sJEz9yLO0xlf1EA4+i5Y8sbpRkURCQG51RHmuqvfz8tSupYffuD9BaW4zPtaM4Hoeh6/19a+sGJpPx4qHDR66OpRiGpkLNTGtZ7ugSzxvyy4SxDGWpP2DKzpJfeqgVyYjG2QjyOCU1Eo5E2XSOx6VYAAAgAElEQVQAgDVHrR9bSYuIKjacS3WFOIoojU4yEj9/slHjiTBw0q8QlfZMo4kkxqSHYzEAQFF+3ql9B6QJ3FqoteZrJDaPcs2qsHrFFBI4ftRqt5MoktjSrYgjtEdUS8qyc+T+MJwkrbkqv0KYN7piokFpMjAEQP7w4tTuyoiQyw5G3BkyK485cvls6l2ZRAKFPbrZDb9CdPelThpOAApAwWgSS4Yj4XDk0QYYkiSiFJFgMxnROACAFYplzBq6m4t5DLrAF9bNbRjV4ik6ub62LuTxfSKNYmOT3Fd2b6rndJvE6km5Fa5W5jIjcQTHS7pnUopFjGi85vpw76lWzYKJpAEShmGSDEgEPG8wRX6ZbyqCScCIxNSr1pVsxVvvv+/3+QEANqvNZrWB3zdIknzr00/tu3dn17QBABYN61fPnv1jLQxtxXcKhL39g7+teexgB0+D+fW1qc6DGSvWVESMcdl+/hMEq/pHRmtefw1J4iqTK85h9rcW26y2NsfDrBGiKL47IBZLUgRmlI7WlFdoZTKLxzM8OYklEmm/oScigWGppcjw1w77RlAU9eGFCyKR8PmDhytcfs0X3YbS7KW6AkYkkYhErQ9EhymK6urp7erpTWmngZQiyeGjIjpr+HADOxAp6ZsxFWjqrg1LzS4AgGLDwfWHTUVagiDCfI5TJw+L+MxwNGPJTDypddof8NvpsCtThjNQNLGtsIQmkqk2RyQcfevmZa1We6KheffVQa4/grHod/ZV3Rjob66vP1HXuOtsd0pmxVSgNRVmLtUVRYRsmCD3uBAVFfev2e8+t6vlXD/PH6IgaKitaMVhKyktsVqsqWweRmh2nUps9wZxfpzLWqzPh7YX1WgEKd9wqFescQ6ztHfauK8y/UF8wQCCJd0Z0vJ7k8V9gIRhAMDFlzsR9AlRP4Uvurq4Rw80DSyyQ1F7hmQkX/mzt3+lkEsbS8qYcsaixWAYM6N0+tzC/MRrDTK7T+IKDBxu8KnEEEl0P9sO4xRMkhQEIADRowmB++EViCRxAEEUAAQNgSkqJOJNdFYmGSgNJ+E45guFbGazWCAcIoL3Pr7t+MPjz8di0U+vXP59z+L7xo7W6A5+SLBZbV2ri9ip5hyDM0anGXSyDy5ceGLe9r/fe2+huTmnqDwciXTdvSWXSg4K1IotYyJ8jj8QAABwOJy/ePmVqgWLzBDwSmVjb/zo5x99GPwelbh9Pv/s2qpHJhY6/bkTqwAAEoYXnm9LOyKlQTxgHzx/5MhBP1HYdYOCYZ9COHSonqLBqSiYgmrdNt9UnAgFBo/WZ88YxFZ3WMS982LnzNwMeBLe+eIL7OhRpViC02DJA3VpjEWPcVnMaBxj0oMCjsfrdXs8Pp/fs6uNw2THk9j1/j6Pz/fivgMl/bOpKAgA0CwaVytzYZLUj68kUSTl/KABQLtq6z3dxvQFfVwGDMDBDQrJr7S3tI+trpy/dVMll9fcGhVbPQCAwqHF4YP1ITE/InjYi2kq1Mo37Kk2+YiAE9yy1Hmp+17Wmee5weh8Q1HGiiVJR+daSgTByF/V7bIdYL39+Vmf71Ht6XWD4Wdffj5TUyviSdcd9t5fv5PAMKPJbLZYnzt85GBlDTenIKaSkRSF85gDJ1tgnKIReEnPtGbRRCLwUm1+kskouzt598XdAFBBKV/2gBFKIDCgKENpFsagX/vxQQBBdjx+7rNPOWxOKBy2Wq1p7YXvYlS0g98udgLhDn5guD3QPzo7k5GZmcAS7gHXgZbWrKPHSIqaXl7q6utLE9Visdilri4GnZ5K3Vxu1/irDXKbV+AKAAiaL89Z9bqwRAIAcKxj9+7BJaXBAQCQWD1CT8ixd98jPI6nAYvFEoqEfp//NxDdHZ6cGHrtdU44rjA5MQb9fmtJ/+TEVy1JMZmMIoVaMzF6/0QzxqCnZCJxGpxaiEuNwVGEQOCaBJDfn9fNbgAAFBsOic1reFLrOgAgFAr9n48+4vP5f/naa67X9zPiGN8ddKnF2gWzoUg7Xqb7/NaN1Hz8wQCWxAUCuoDJ2N3cYrRapL4wc7sEDJLENYtmp1ZWNPCQQyRwBRAc50SxsIBTMrayUaRVGB25Jg+9pNQXj/BpiNj6sLaiH1saPtzQc6ZdN7PBDkVMBZqQiKcwOAAAEQHnzt7Ky7eupQc7Hc4Vu0WfoQmJuBslOgAoVjiB0BBUwNVAtNdPn/lfv/jF4x/Z43Z/fv3aIy/ub2s7GIPLz/befWUfyWEhSYLvjQKKUq1acDpdN78BAIAxsrh/rudMe5KBKtftTo18sqOy/soQ3xPAmPSRA7UJNnO+uXjD471y7YrFupnWy+XyZ/fvF7I4FAytmIznuroeX+f/XUAoELI5bLfb/RuQSP/1YCcQ7uCHh0AwGJibo9Fo//611/dMGjP7+ygIVFTkKI+f+PVXBLBoNPaLL8769+6T8AQEoObW1q5evpt6K1OlUjxosQcAyKwexXYexzcCgqDTBw6WZGr47mBQwp+3mT+7evVbVVYwDH/nyy+MdQ2a+iYsgd0bH52ceShMyuawGQym/4GTcH5enjASHzlYV3l7PFWacmXKRg7WLTQWFffPpiY021KqnTd61FL18kPSkNDhE/PLvmoOCEL7y9dfrxtczFi2EnTaTGupG8fuJD1hKj79SX8sFhMKhLF47M+efVZF0WSrdpHNHRbxlqvKmKtWR5ZCbPcCANwZkvnGkqiAs1KZS09gJLLtDkNL4t4MKScWNxZqiu7PJ9gMnjeUN7pIvtgJtpcMIQoAEkAwFRKyGfFESd8MiuE9J5p7GvOCgeClW9e2auOdPnCw0xEvvn4NUFRIxO071VbVNZbyLAxK+NGTLZUVFVPTM0/TSFpWWmxmcs2V+Yx4Int6PSAXNl0Y6D/RDJFA4NyWVgqd/pCYl2DSOYEwI54YONFMQRAFAE5Hv7h2dXJiYutgNpv142dOHbwxnpIaXyvWcY+f+OD8uW+cz+NQKBQdNbUCDnfdZu0eGkx8dXhjc9hvPHNKTdLYkbhXIbo3PtYzPPQbHPFfA3YC4Q5+qMjOyS50BDJXrQAAiAIl46sbxxr4AsHj3WkpuF3uf/noo8dfx7AETkfSDXwEDU4mn7b/SavVVOjz1Qp5nT9Z/Vlv6kVdY5HopRdH5+Zn5ue+kUeD0tEzBw7qVRlIPBFh0i/duzu3uJh+l8fjvXrihAJG0UQyKOJe6Lo9t7ykV6qDSol62Zy2lJKZXVKL2y8T3Hx1L8sdSIj4qg1H0eDC4OEGnL6luw6CCJIsLS462NzKZjCSMAj5gzAAFqfzRn9fcXFR/opNs2gGAMBxsqprwv3q3rG5OZ/P9/zhI7kKJSMUi0v4fILSzhiyZ1JKqnaZ2T14oBYgCExQ3EB4uSav4eIgKxwlENrEnqrxzspdn91LpT72LCWBIDU3R6bay3Aa6shW8rwhQ1l2gkVXrzu8aklAJhC4Nr+79fIcEoEBBCJSIcZlCZx+rt9ffH/+p7Rg98AABEG5+lyVXJ4kKZPRmKfOKP50szUiwWaoVm1p515mJC52+F6tbrDWN/z8w/ejkYftmFtRVlH6zLGjzAgOQRQJAD0e7/zg9mpFrsAVIGEIJimuPxKQbhNDD4l56hXKka2kRxNurowVjJZ3Tzllwi+4+CNREABQmF9QOW/hP2Bv5cxt6AoaWSwWm8OBYcjr9T3lY1NBXt7LbR2N9xfZIYclU1bxox/3T4xx6Ax3OFybny8RCBPJ5N2R4fHpaQDAS0eOHp2yKDccAACMQWcfqjW7HOuGDR6PJxQKfF7/4zSi7wG1lZUdtXV0mBZNJC5031l7TObw94KdQLiDHxhQOnp4V0dRdg7CZKoGF7e+JfKExGLRVwXCr8LwzExBY0Hj3RkIAABBY/UF41/dFJimqwAAjnXuaZOry+bMc/mS8psPOzHKRpZ8z+7azcuceL3xl9ulSh/H6f2HTvrwvO5uAECCxeAc7/wQopYWl1N3xtdOnjw2Zky13yXpKONExz953CKRiJbEeb5tdzGuNyRy+pMM5FKBonNuo2BiBQCgXrUsNhRUdI2nehWXqvNcft8bdc1tF4f8UuFcS8neoTWOP+xRivNeesXu90oXt9imU5TI4cvL12fwRUd9eMG9HgAAgdD6T7QwtzhmCB0+CIYBRTGi8eWqvLK7U6lWORpOVN0cu/Xavp7TbWKbNyLgeFUidjAmMzpxFCnrmVavbKpsr1bk2vSqnImV0QN1UrOL6w/btQp2JHbwV1edGtl8c0nF7YnR/TV114a5wagyW0hnMP7tSy/pcJjgc8RWT7igBCe3qZqxHkQ7S17Gcm2B1OxGWXRcKX7txOl/+fC99MgsnfZY5z5hpooVjlMwkKw6SnpnUCxpzs9cL8+hIAgmSRKG0ESSQGCeN7Bcmy+xeVNGECvV+REBZ+hwA44gLkaCGY6AYPheW8mKzfbltYeeUGkohEK+b1vFl5XA//zFl/jeEASAT8j55OqVDZMJgiCFQsFms50O5xOj1PFdHfsvDqfKsRJfSI4y/iNdzorGzfk5BANt+rQ3SUc0uypZDObg+JiKL1BuzOAoMtVRERLzhNHEGydOuvwBGQQLPSGvVDDvsH7bpYvviPqqqhfySlrPDSJJPM5hiQ7uewu7YrZYvnnL3zF2AuEOfmB4+djxg854/qe9Dp3cqVWAhYe6RR4Zz9fn/Zptn4j74+NivtD2QjvHE4qIedPrq3fv3398WGlx0aGWNhZJJRFkdH52fH6uPlO798IQoKiFxmLaljYMGCcgksyfXFUZndFDh//x3V9/1aEhCMpVqfJ6egAATo1strVM7Q39m5oWa9uu9y6cD4XDcoDIH1BgUCxZNWUoyctjMJi5Y8vuTFn21EMPWHemNGt2I0mnUTrhTIEqa8nMiMY1CyZXpuzW6/ulVk9YwAlwmKJwsPXyKBpPLjQWNV68T4/GzQUaT6Y0OxCLi0VBKaZcf0jiD4r52GqiuDK34P1NUR4aTpT2TK1W6VWrD4ehiSREUbpZg1WfkRYMAwDAJEmPY3VXh4NiriaacGdKNwq1AAA0Sai3bK6b21ipzlOt2TKWLZd/tJ8filXfHEvxMOUml9vsjgrY+SOLxkINmSRW7cYTnXvqDV6vTt7+4W2YJAEE3Xp5D4HQUl+B0OlfrdLnjyzH2cyV6nz96OJSbaHQ6eP5ghqVQi6TOV2uDI3mxz96jRGNwwRgW91JJp2gwXVXBlPhNGdqLcZj23JVcpNzfE+NdsFUdndy5FC9asW2UpM3saeKoMEkDFsjwbf++RepmjQEQXwBPxKOfJWWisFuN2eXKh/07OMoDVPJjpztTlGB4hwG7ejhX5778qUjRzOCcW40Ztstu784f6O3Z+tOEARhkyBNSppuL28518sKxQAA6hXrTFuZOS8jc8nc3jXuONMyOjUJEyQAYKa1VGz1pDwOCQQeON5SODif4hxlNhY66hvvDQ581fX5W0d7TW3blwMpHzRmJNbWPbtWV/9ry5ff2wS+CjuBcAc/JHA4nGyuIP/WPABAZnQt1RaaCzIzliwUDM1U5S4F/YFvz/akKOry3dvXe+8JBMJAIPDEe5lOp3uhrmnf+UE0kaRgKLulRNap1BtcqUU/gdPnyFKmQ4gzS0mgNKterV6x8ukMGIY5HM6htnaNShWLRe+MjK4bDRwO1+fzoyiaWrdMsJlzrWUtX/ambnNhIRc+8czbX36RamBPg5FI8sVsEYctdvh8aslsS6luzkDC8FJdAd8TZIWj9iLtmtXSNXgfO3ZAhBF0JpMVTTRd6CMQJCjknssSZChVK9X6oESQ4DAZscTQ4QZOIJI1vY6jSKS1dK0iV2z1Si0uCoKW6goSHObJXbuR7a2WjDgWlAoABKU++3pZttTiRhPJ2bYynjfoU4jSt/skA6VgaL08GwCgWLfRY8mYgIOx6DBBUhSVTuIoCGLE4vQ4FhTzAj5/tj28tRuB7QtF+ByJzbNanmugERO/vtxZWwcZ3NnT65vMIIrKG1/pO9Fc0T3FiCTsWnmUzx7ZX8P1hyVW91qFvv2zeyk7Dp9CRP7oRyQNRpIEiCQyVqxldychAEgYHjlYZ8nPzFza9JqQWNxelSRj2aKbXb/3fIfY5uH6I6vVuRSA6HGscHB+Ll997V5X+lKhKCrwWA/PViwuLU3WN3AqsrNWbTiK3t9VKlm3pgmxzEhCv+548cSJwz0L0pQHFrTEO1CzmmtdXX3oyYXjOIbAqTOPMeloAk9FwRTUyxZzoSZzyQwTJIMkcYIIwyDK5/iV4so7m0u1NJwsHpg1F2hSgbB8bKXyUNX3GQgZMC3tBgoA4PrDImHB93b0r8FOINzBDwlCoYD/YEkQJsnGS/3je6pH6gsisejEwsK9e0/I5J4SOE54PF+pCNFRVdXSN58y5INIqqZ31vFnh2OBzYSs+P5c/4kWn0wodnr9MqFVn1FzY3SlKi/C5xAwxGSy/u1LL3XcX5IP3I8IuZojBwgsSfMGgxL+7aH7UQaCMemuTGnGoin9sM/1hxXOAIqiQRkfpyPIgyLfWq4q6DIBhGbLUVdfHzEVaRcaiigIcmfKdn/QZc1RDlboBt59NxaL/Y8336ytqTrc0ooxeP1Hm6loxELgl65c+stXXhe4AjkTa30nW+w6BT2WKOnbbKho/6y76+U962VZM+1lgKKSDISG40J3MCjiRfnsVAs5AMCWrcIR2s3X9gkdvhifwwxFa26OYAxG93PtME5Y8zLgrnGp2RUWcMb218FJQmz1AAgs1RbEOcyMJXPPmV0EDbYUaDIf+CutVeSol60JNrOno+xGf7+svrl8y5n3K0QZyxZ3pmwyFnr/y88JHKdIkkS2meLqZg3TFdn3DtejAAIILWPJotiwz7SWpWJ82pRK5PDxPQEaToTEfAhApd3T0IMLqfze1ERnZToQhkVcQ2kWgdIIBI5zmOYCrczoZIViuhkDJxCxZysZbNZPmtrX6xvePns2mXxI88nJzjrS2sZhsaOJxOXe7tXVzSuEJMl/+fCDubqGwvYCDMNWDSsvMcVbLzA2hguYDOkDJ0hAURXThip93tZACACYW1+bqs0rG16i4QSObvN2SDIQBEsCAAgETsAwQRAfX73KOH5i22EAoMewBGvTk4tGkAj6vYaAaBJLsBhp2XqfQuRwu79+k+8HO4FwBz8kuN1en0KUTkfQeBL2BT8d619YWPzGbb8L+FweK2R4+D9FMROYtSRbv2jiesP0GFZ1a+z2iUaZR6xZNLV/do+GEzU3R269vNds3misrmqcNKTaM5Zr8oqHFlMeewRC4x2qvTIzzT5Wn+0Icr2hrUdkYjidTr905y7jeFvNxDo9jhkLtZiI+0ICszPothwlicCyDYfc4Fit0pMQ+PxI9YbZcvWD91PNG0UF+aeLKjo/6UbjSYxJv3eg5tZAX3t1bc2diVTmmj1rWKotSCuWAQBgkpRZ3FmzBqHDBwDofaY1d2pVtWrzKUSDRxr1Y8ucQMSVKVuvyNnz/s2+U+3Z0+sbJdl8j3+tPNeWq+a7AjAE9MOL5iLdXFMxxmRAJLHvvTupb0pucNx9sTNvdFns8LvVko1irUOn4HmCfqXIqxSTBDlVkPH5rZuLy0vTubmCY40MDKcABJNElMeOCNhjxZr3fvFmSozGEfSZ8nVhMU+xsakEbctVs0nQ8mk3I5YgENr4nuoYl9148X7Ps7t0cxtbzyo7GMsbWURw4t6zuygYgAfJCT2eiAg5qesqIBOsVup18yaIIBjRuMDpD4u5Abmw8WJ/SqtIabCvVOkpCMqNxr1795y9utmDkaXT/qhjb+fNcVYoFmcz5Qd2v0NBK2ubkYzA8TsDfXcG+gAAXA63/cWXa4aWNvVjIWglSw4ltvFmaThBRx91eL10+zbVsXvpxV0ohsMcpitTJjNv+jqtVOUVDi4kWIzejrI7w0MAAIvV+r/efeev3/hxjMdK546ObKXIvlk+MOao1k1m8D3iwt07osP72u9Oc30hj0rc3VZ87ZMn8Ne+f+wEwh38kJBIxCfW1xS7SquGlxCMWM9Tzyj5S9dXvnnL7wajw+7MkKYYqhE+Z+RgHcsXEUfivSdayHAMRGMeJuJYW2tb8m01RmcEwzfu3z/U2CyesgIAKACCYl6qWgMAoOFE3ejKuE7wSV/3obZdGUpx9qwhFTZIGmzXyJQeGURBH/beXSktqxJKC8eWVWt2AIDV5p/cXRnjMCz5GkCRJAxwnEhgmDvgT8Q3aSz76hs7bk2h8SSB0AwlWRwAPb/vQDSRkIxtEuhzptY8SnGMt83HNc5hMB6ooMW5rFQhUOTwNV7sXyvXr9TmZY+vMiNxNIEDAKQWt8TmufnqPm4g3PbZPQgAU6FmuqMywWLwvCHVqg2iyHSrHASAesU6vascY9L5nmDT+YGAlB8VcJQG+2qVnhGJJyiyobR0cXkJx3EohuknViEKLFfrQyLe7Tz5W7/8ZSoKVpaUFgtkMrMzJOHffnGPcsMO48nVwqy2y/dTeQYNJ6q6Rm+8cXCuGYZI0pKXmbZITNLRgFTA84UhilIYHZb8TO3cZoHZqZEjSfzajw5AACJhCKcjSTqNEcEcWUqZ0VHePdV7opm35UlFvWqdbi9ruDxU8fq+Ak0WDqh1uzVXlakze5N0lAVizGi888aEo7P5n9ZWAQAwDJNbhHLCkfDdqQnG8cbyGSNMUtNFmf3rawW5OVtdmRYK1VMrj5K2CIK40HXrQtctBEGYTOYbp06py7WsSMKrloQTCVN7cSIe7xoZmpnbFJSPRmPvXTgPHz5aN7bKCcdMGqmxLFczu27NVdlkgrlM0aX33/82v4PvitX19TeTlzcamwUCvt3puvrJR49rHfxesBMId/ADw8WuW5by8qbdZQiCLBk2bn3wwdP0h31H3OzrLXrtjUYUlVpcw4frK+9MpNImEoavnWx8e7B3dXW1qb4+JJSkAyEAwMNAPG63zecJC3nsUDQgE0LbfdHQOKaWyyuU6tr+BZs+o+9ES9bMOkmDZ8qzYBT5j6icRlKLdcV+JlpzezLdEqBetd5vyF+X8DgICiE0AEDuskUh5GRVVJfm5//vd9+lKIrFYuEojeSyhg/VaxZNVV1jGIsxeKA2ymdvVuAoqqRvtudMm3rVmkoXnDpFkklP/U0gNGLLyhsrHM+dWAlJeIx4UuAKxNlMWhIHAEAkRRJEztRa6lNpFkyaBVP/yZaaGyMBmdCllW39sFEeS2z1yo0OW4564GRL87nelD97hM9B40m/Rpkfj+VkZ1XIVE3nN5e4a26OXjtW/8n1KwIhX6UsiETCxzs7pTavzOj0K0R8dzDBpNu0GTEM4wTCOIoYSrOCUgErHIcARY/F2z7vnm0uHdtXo1q1JOn09fKcovtzKXNRRiQx21wKSMD3BL1q8WJdIQVBGAON+QNnPu116BTr5blSiytr1gATVNeBqkRyW7EWRxE0ngQUxcaII590UzA011Qc9UfFds9UR4VmbkM3b2RGYhw2W6fTnercw6UhgM3E4wmHxz00NzczP989NLhmNednZdNgeO7eTYvFMrYwx3zmmcIVOz+cWNFJpxKh2fmvZC/jOB4Oh3/27rsikYjNZrmvub+qodBkNv/jxx/WV1RI5fxly/r0z67k5+WppRKjcX7p5iK5Xcfue4DZbPnl2c++54N+I3YC4Q7+UABBUEN1dUNpGYoga2bz1e7uWOwJXV8URY1OTo5OTm59EYbhhqqq0uzcBJYYmJ1Z3l5ZeUpIpdIz+/aJeQICUJNLi7d6e9KS3NFo7B9+/Q76J3+mKMqEcUL4QLYUJsmKqY1slXp93VCck7OoVEnsfr4nQAEwV523ZLXgOD4wMdH46utcUCxw+iCC7D3VVn91MMWC2chWCkTCA+/fpuGE3OTyKUSTLSUDPqeegTaMrKxV5tKSOIOOSmDglwrSgRBAEEWQYwvzVcXFReu+4oEZv0xE0uCwkEMryfrJK68OT09x2KyZ1lKMycAZiMJgZ4XjrHC86t7U+N6qlnN9aDxJwvBCU6HS6Bg+XE/CNBKCKAiCKHJ8bzUNJ5yZMgqCnJmyNGd1o1SHMegr1frCwYXBo40lfdMAABxFEjQYIrbdTCGSDIs4psJMp0aePbWWKi5GBByvSlzSN0tPYAJ3YB4uMhZodPNGY5EWxfDS3mm/TDiyrzo7J1dj2Vap1Zk8p44czsHhLKPbXiCMwbB2zjjbXtZw6X6KbFLKQLte2evUKBcbCrSzBv3YSkTAMRZk0nCCHsOqusZcmTJbjsqhUzSf7+MEowAAEobtuWqhyz/TVgYTJM5E5o3Gjz74CACwt7W1tDyrbGQZQGC1Ur9QXxgC1GfXr1cVFq4XZmYvmAEAFAQt1RZkLJtdGjnPEwQAQCRV0j9387V9ESGXgqCF5hKYAhKrO5rAXt9/8MDVkem2cr7Jq5nfIGlweWXl7YzMC7duupwus/lh54DD6fz7t9/W6/V8DtfUN215uqYCn8/3iPXK4wgGg7d6HhJQZ2Znn6yz968YO4FwB38oOLZn7yGWqPrKOA0nrNnKrJdf+sd33nkab08Igv70hRcanJH8oXWcjpTXNl9TqW719j7NQVUqZZZGG03ELRbrn50+s//WpMAdoCCouCaPt//A2atXRSIRnU53uVyxWOydc1+8dvyEKvSonBhLQN/b2tJuj+iGBmbayqJ8NkGjBRLxi+++CwAQi0XCcLz9fF+qIOTIVt4/2ljcP7ehkc1k8BU2b7r1QuTwFQ8vDWfzhf6wuSCz5fMeFEtSEDTTVjpfX6BdNPnkwrnWsgSTzmHRj+lyEwCWmN3dz3ZIrW6YIJ2ZMpyJ1vqhrPaO3R/dTVFvvEpx2g9IZnLBJNlzZhcJQTSCEDoDXoWY5wlRCJSkI9U3RxkxLCARkDS4uG+2+9ldYwfrMpZMXF/YrnE+o5gAACAASURBVFPGuUwIQAQKjxyoLRhZFNt8YSG3r72kb2qSX5CZ9meI8tlhEX+8s7qqazxncm3waBOSwCgIxDlskcvXf6q16uaowB1QbDiGDtWvVudJLO7qGyMAAKHLTyA0l9Ppy5ZsPb1hEaeMQJsv9s83lZB8rnbeZC3IxJgMQAFbjspUpPXLhFxfeKqjrHhgXrNgBADwPQGeJzBwojm1B5nZJTO7xvZUjxyo1U+sUhC0Up2HMdC4UuzF8Z/+9O+3Hs7mcZn31YTUUrHDx4zEg1zBP/3qV/5AYH3DwDl5UluQKYnjYblI5PQ51RKPVt5yblOTyJSfyfWF664OIUk8yUCHDtdPVufYzab9lmiUy0ZwovD+ZnrXfmfKf6r5NpebfCyHwzBsbu43MbZ8eqjV6kPNzQKBwOlyXe7t9Xm/dbvRHyVoGbrc393ey0pL1tfXA9+ywfkPCjQa7ftfPfjeAEEQDEN/CB8QpaNndu/Ze3WERhAQRfF9IYjNXuHQHI5vlufPzc09IVLW9y/QE0lmNJG1ao901A1OTxEEgdBoBPGVC6fPHjx0qrTqhI9o4IpzO1vzjC7tggkAAAGgsHq8LRXVlZX7MrLb1Nrq9hZvMGhz2AcnJ8qa6nOWrOmmgrG6vMtLs+2V1Z09c0kGaizSFQ7O506siWJYxt62iYX5/Y3N+6dMadYl1x9eqiuwZkr9AnYgFmMzmQULD9XC3CpxLxTX5OgAjWYu0lry1FxfWDdnXKjOW8pRuIqy6q4NFYwscgIRS74GJkh7rkro9pd1TysNds2i2VCWw4jENItm6QPdTlY45shWihw+Gk5AFLVRkpU5tyG1erVzRluukkCQGJ8d47JJhEbAiNDj5wSjrHAMJsnVSn3u1KqhJJsVjgXkYpJGy55Z1ywYGdHESpV+sjBzSMz4bLBvdHyCk6GMVBfCTLpRJ5/uqGDGsYo7kxKbhxWJS8xuU5Gu7tpI0eB8xrJFZnKOHqjNmt3wKUR+ubDu2rB23khLJZQQtFid5/H5VGVFUpuXFY4BAPwK0WJDcdWdiYBc6FVJmi4OSC1u5bpdYvMMHG/GmPTi/rnciVWIpLxqaUnfbPpLoSeSq1V59Bgm8AQBADiKrFbpI0KeTa+25qrROBZMYm9+8smtmze3Xg80Gu1Pn39B5Q5BFIhxmexwTG52hdSyxfU1giDGZmdH1lYGHZZZs2k5ETFz6S0mfzpjnuysarg8iCZxAACNIKUWz4hGmIwn6s0Bv0LE9oeFroe3Qb+IPZkIh4JBgiAEfP7Rjt2djY05Go3N4/kNhGqfHlnZWX+6/9Cx+yu1Y2v5SUh+qGN2fe13dMSv/+l9n6AhKPRNFvU7GeEO/iAgFokF7sBWGWK5y6+VyJ7G7jZLqcyybLNYEtu9UrnMYv66xaVdLa27pOrmi5tNVNlLlt7TbaBvDkdoy9V6b4aUTafnLbuKB+YoAOZaSrhHjhJef4zFmFhYBMcbyudMzHhyIUc2EQ8rxRIeh2MoybJnK2qvDaWUtPieADMcX9+1i8/lIMlt4RyNJ3VzG9nTa2a9aqixyKJXZ6xYQaqbsL6QtbKkMjjL703BJBnhc4YP1dXeGEkmEsMbq38eZXACkYBUsFKd3/Hp3ZQsnKEka7qjourmKJLEdfMGm05pzcv0ZEgVBrtmyQwoCsbJ/pMt9FgywUKZ4TiNAu4MiaFEV391CI0ne0+1aletEos7JOb3nGqvvzLI9Yet2Up7NGTLkddNrmFcJoHC9VcGU/pnMpOLFY7NNRV/OjK8trYOALhwu2s2N1ckEgTc4ZM5Si4BCV2bDIj5lpK88SVuYJMAwglEuP6wTyFcqc7TLJoX6gtlZhctSVAQvFhXwAlG9pVVwLHk2L5qCoIpCATxpDAch0jKkpeRPf1QPYDvCgAI1F0fTiXZWbMGY5E2zmGmefkAgmg4sVRXsFKlR3AiLOACGCJoUNbsuik38876yu3u7kcCAARBf/7yy8WLFs2iOcmkzzUVURQUFgvKpRkXujbFYkKhUMrgdwkABp2e+8Yb9GgC47NNhboEmxGQCQTuQKrHhhWK0ukMEkXdGhnHH/bLhFuPFeCwg4EgAEAkEv75cy+23l8QT80Fxby8M8/94sI5+wP7rd86TrZ37Ls6nFJIl1rcHd2zG62t71+48Ds63A8IO4FwB38Q8Pt8IRFv6yseMc/kNTzNtq5QMCAWZ2x5JcxjhYKhr9wAADaHvbu6OqfnobA1IxpnB8IhIWd8b41ubkN/eRBj0OebihdrC2gEQcHwwbevQxRFIDTJvsqPBgeuwTCHzbZPGk927D7pw0VdEz6FKCgRMLa0wMtNzszq+snVZVOBJq2iGeWzkwyE6w8BADJXbKONxVMdlUt1hfRYIsmkS9zBmsLCirevp55gOcFI0eD8WkVOgiR4dCbHFgYAWPMy84cX0uKoWbOGjdJsCoYgknJmyvieYKopwlCW7cmUlt2b9KjFnR/eRhNJAqENHmlcL80BEFVxe4IdjM62luaNLaf65yRWj8jhHT5Uz/cGzSrxz9/8P/tbWg84MPmI6+6LnYItCY16xbpSnffKM6cGJ8az1BlKiZQRiScYNEfAnyApGkF6MqT/P3vv2RxHdqYLnvRZ3ntUAVXwnrAEQAAkQNuGzWazvaSWNKM7cyMm5sbuhxv3L2xs3NjY3XtnNBrNzJXUUhu1UbO7yaY3AAlHeBS8qQLKe+/S7ocCQYCi1BqZkVbC84mVPHmyKvMgn3Pe877Ps9ZamZGLGQwxrR1I0GcwZPpUW93I4nZ9aVYiUvmiKZU0aNae+PAuxPMPX+mzrGxrdoI5sWCpux4IkZRa9vDVXoRirPOOvU4ycpE0ktytPQAAAKDf8i30N3Z9MVa0A1zprKFxjENhiOPzAky/Huy+tjvjqZ5Yo984fvXGjaeGRF1d3ZFQpnZ8pfix+/PRe28ODLx/p/BcZ2lZ6bZz+6n2BYr6h3ffTbx8sQkTIiyr8oR95QZ7f1PZ3GbZ0nZMr6Boukyr9agg8/KOv9xo3PIW76HfonOLsEgkgmPY+eMDg/ftKl8EAKDJ5s9cz0UHT/3je3+oTE4hQe73CVEEYtruqj/Qtf7/hUMiPMSfBAoUteL3lnVWNU2uQxwfMqnmq/TLP77+m5y7vr5p/1aP2RmUxFIAAG+FKUKiv95Q0GI2y+MZFoUPfAcBsd5epdkJlC46AQBYgW67MXnvrQGY5fo+GipmGyIM2/Vweb2n9gcffgAA+O6lSyfv24t10CpvRBzPLHfVHbk7s9dhLpO9/+Bh39/9PU1gekcgJyYdjVaE5ZS+3b0ZEoIsdkf1o1UGR/EcxWDo/TdO7I/jiOIZf5lhZmEuEo16jaUqbyQvJPas3otAKYrGsZyQZBGk5c7u1RuH5kdePnbvrcHqRyvFZQrCsK03p4Zf6wcAKt6rqF5Z/fjVDwCQhRIcCpfNO5wyQaFQ2PJ73aZqrSvE8/xe7SYAgCYxFkUbJlcrBQqfRI5m8ubVHQ5BBI02GkO4UHzqdJvSFyVyBSILHE3WvUJ1isSjWmXvZ8Ozg60AgIH3bkMArHTW1I4uYhS91lZlWXJaFxwAAHEs3R0auf3NkzKnHwCQ0Mid9aXKxwVwDIZlpcL9dwCjGGEye+ftk3ieKogIFkIoMY7maGGugDKsbfnJahKlGXk2r1DIo9EDOSYVBr3Z/WTDDGY5WTiRlov1nnBPRzsCI9vb20/F+nK5nEQgYBC85ea0NJIAAHAwPPLyMR6Gt46UxyNBPUpyCLR1pJyDoYlznTDH5SDg8Ps+emz7rtWolffW9joUx9NSsQj8wVBgmKLNcvFjWi75ZVPrv0wcEuEh/lTwyfWvol09S68eQyDIFwr94sMPi36BX4tcLju5tio/30UUKB6CRYmMEiAlJSb3L4VGYRjRqFUsz6EIIoxlnI1Ww6avqNSVVMmyIhKlmf0rGIjnZaFEXCPf8/mL6xTrrRUmg+pbF16++mBYp1Krfct77bXbgdnBFjtN10yswCw3dqzu4dwjlmX/+7/98JuXLun76yEYEeXori9HiwkyabmYxVCFPwazXDGPFKUZBkX2v62ieiXDMnOL9mgkMvedDiHFihMZf5l+b4lGkXhWIvRUmJaO1ZXPHEiXVbvDW83lZfYnqxkim8fylMoXXW+rihhVeRFJE/jetXgAEIpR+SIQzwMAra6tuU+fEdO8MhBbb62onFoHAPAQZO9rrHq0WrbomD7TirBs/0f3i7OEsgXHnbcG00q5yhuRhuNHr4wBAJa7a4df7Tev7DAYut1Q5o1EHp48IuG4kmVXke9pAU5kKQBAUiOrGXtyM/E8JUzljl4ZRxg2JyaHLx0fvtRn3PAVRHjAohNHU5vN5eXzW4Dnk0rJWkc1D0E8AsekgoW5BZtOd+7aWrGU5eY7Z2gcAwCwKDx//EhCI4NZ9j+/8db1h8NT8wt7lwsmUlnJgTydnFiweaQiLRe9tOXvrW11nDz1rx///Km6N5zAiVS+yIIAAJjjyuxOR6NVt+7ZNojN7lDt+DLE8RGDav54U8nKzv+V8Y5PTu2dnkmlcxLB3v4xg6EUfaCs/veLu5MThpNH+u/MohSTF5LDx+tv3vyN5pp/9jgkwkP8qUAikSAo4vK41zzu2QX7vyuFp6Wy8uR7dyCOhzgOAiChkW22d/7YfUDM11ZW9tqZs+pwkoWhqErigZCmhe2hN06o3SGKwPwWXSKftblDGZkYgCdbekmlFGHZlFIiiaYiRtVib0Pz3dm2SCqmU9hefzPLcxwCw4/rBxgclUaTokTmxluDGaowPDW5sLIMAMikMz/48U8AABiGfe/1N4QtNqsrkpIIZuvM0Xi0XCPd0+cEAAAIHrnQ03J7RpDOhSzape7a2bW1YCAIAKBZOlRqyEhJSkDwEGxwePNCcuVord7hg3ge4kFBeKBAPqUU8zCUVMn23tRRg0oSSwvS+WCptvvz0UCpdqm7tvXWdJHJ1jpqdM5AQiOL5XMcxx5paLLObyEMlxORfqt+p7ZUEk/H1DIYgM4r4wCAjFRcsuaGHq8UUZoxbXm368rScnHH1fHiwdrR5aAlMnW2Q5DK4umchCSW47HjLM4hMAAgrRDHtfKkWpqRCBkcNS/v7JftzguJgogUJjKCdL5kwwPR7EpXTcMDe//HQwCAuYGWa989B/E8h8Aciii8EZ9CeOP2zVA8fpoj9go61d7IZmulweGz9zbIQvGW29MAAAZDxc93huLxoq8hBEFWk2G11KbdCQlTWQCAq9rMwTDg+d5Pd9OPazXy3Avnf/SLTy+dPlOi1UIA8sejuUIBYg+4NyAMLUqk7Fa1iuPrRh8VD6p8EfOqa67Zuvhvd/c3vjM1WdrfO3BjCqMYFoUfnmgcmpkCfzBMz88DAPkvdOIwmqUKX9y/43K7vv60vwAcEuEh/iRQbrV+49TZzukN0p90Wspnm1v+8ac/JQj8hRPHy82lHMetOhzXhod+lcs2DiH7/R9E8YxCfiA9QSgUvHnm7Euf7xbwZaXCay91zdcYq9dcObFgRye7cuuGOxCAX7koxwUqb0QWTgAIWm22bTO5LY83+lx7x/jqVkt5x1cTxZJzlS/Sf3t27IWjEydbum5OA57nAVjurjOuucsWnetm5Q9vfRUOPSmul0mlbzz/vFYshXngEAhusSl3wGv/yW0Mw0q+95/kwbgslCwIcVeNReULly46Hz3fmcFQiqJyyaSUJKsqK71en04gIpKJysnlhRNHEhqZu7pEuxNovTUliaZyYoGjyRrXyiMGVXHPKWpQBi06PJcfe/Fo89C8OJLaain3lRmksdRGS7kkkhx+tc+06pbEUre/cYpMZXJSkTCVlUSSD853C7Ppty5csOmNJfcWFP5oQiNrvL+gcQdzYqEokZodbHVVm82rLlEs9VR4mUNgiGV5+ECWntIfFcVT/R8NAQByEsHVi8eSsVS61pJSKbZrzRhFEdlC2eI2ReAzp1rbrj/SuMMAgtZaK+XB+HaNpXZ8GQCAULQkmq4bW1w+WrvVZOVhmCJxpT/KQVDV5BpF4sEyPSTCHs3MtrQcUSd3E2EoEtfu+L02w+1vnoJ4vvnebvkpSjMdE2v0hVf84eDC5laBpnoZrOrao6mzHTwEGAKjcRTPFcr2KbTJQ3GVQPC377zT5IrZbsyIY+mwUXXzRGNELtivn+losM7x1J1bN/+2+ej+OyOJJjedjnT6gLnS6vr6BzgRebmHABCHIjwEPSfvOn20x76xdvXevT9E1uX0/Nz0/NzXt/sLwyERHuJPAq+cOv3cF+PFt4nSF0XbKztbWzrrGwYWPaUjwwCCNuoshkuv/vMH7z/TPi1LUwUhuScPFtUrvcEDiZqlltLKDf+emYMwmVXvBP9pY47ESRDht+45i3uK//1f/rWhoS54vEOE4wzHLTm2vnr3XZqm70kkfe3t3ULBfr1/eTBO5qi4WXvjO2cl4WReQuo3fWWLTgCAKpJWyhV7RAjD8Hcvvfr8+IbaMw8ASKpkV081Xbl1m+O47tbWcDQ6dbJNmMnj+UJaLqkbXdK4Qu3XHj28eKxydqd0w0PjWF1n92hlVEhxLbemt5psxnVP1eSqva9R5QkVpb/IdI4i8L5fPFjobbSLmwAAMMtiNCsPJrISwWJXLS0gS1Z3LCs7SZX0zI+up2WijdZKV51ZkMq33pwcebHriwf3n+vqMW14z/zs9siFnvYkn2ejOZFAAUBSI2+9NQ0AwAoJAED1oxV7b6N51VUzsfrwlb7ymc1icLUgIEImNYAgisD2L0N9VgOZLqTlYgDAzKlWVYFOlBkQislJhOJkWhhPd325KyVjnd8afq1flMjQOKZ1BWsmVjZaKwEAPAS5qs2iVIYicB4GRJZquj8rjmd8NsNmS4UiGPNZjRwC4yTZ1tx8orV9UyzJqOXScHy7waryhI0bnmCpjj+YQ0/kCiKWP7cV75QYHNUljV+OixKZvo/vsygCM+z1756lYPipwSYkBRUOnyCVmz9+RBGI1o4u2XaCH+ej3Kt91YtOIket2PQTAdenN26gKJo6eWb/xmpEp9oJeX956M4u2mcX7SqV6u8uvnr2q0eCdJ4HoKa9Cjt16tPrh3HL/yAcEuEh/vggSUJEM09y3wEo3Q42dlZVxLKl6x4AAOD5isXtLbNKrVY/0+f283t31C893317VhxPR4yqB8fqrh1MvcMJnDxoJ0RSDE0zK8sHZscsw8zNzs/NPl21kUqlrt69W11mpXEMo3Z3cTJykSiRESazZK4QNKla7s6pH1eVBTWy0ORuJV9jXV1fW3tlntsL1kkjiYrtYGlZ6bnuY91boTDAq29MFtWTGQwdvXBMGkmETRrzqrtmdhMAIAD5gRtTqbcHdZteAEBMr6yYWQcAVExvjFzogXig9oQzMhEPw866ss4rYwCGcmLhw4u9lVPronhqpbOaIXCEZkIWHYvA7dcnEirp3MCRxqGFpqH5mE45c7pNnMweranvvz6t9EcdTTbjprdyeiMtF4+91L3VbKWIA+rPCM2llJLJcx2A41kEvvXNU6ZNDw+gkFkD8zwPQTnAP3z5WN3YkjiaiphUW03lhk3v9MCRhFGF5GkI4k3rHrUnvN5SoXYFtTtPHqgomZEF443DC+JEBvD8To2FB5Cn0rTRWilKZnCKycgkEA8lVZIHl/rxHKUIxDquTgAeOBrLKALDOPCd8sbOLx+hedpVa1nrqBp4724xVFAQknffPJGRiUWPazkCpTrNTjBiUh65PROoNu8FeIvt8QKdxpDFhrLeO7seRnGdUpjONwzbAQDls5uPnusMlWg0qXwsFfs//te/VFZUCAnSeXfW5/MDABiGmdlYNw8eaX5oRyjWZzP4K4y9nHpqeqZQOJDoVERXU1PX5IYgnQcAQAA0Tq6tvtEHQdB/pGvuXzIOifAQf3xQFM0cFNovCEgGAMNBU29NJK1UKp9JhOUlFnE8vdFamReTglSWwNBz/X2jM3PB4K5BgdvtXm/pqJ537Kpaw7DHovENP2OGvh82m/X5nl6RUJhMpT4fund7fMx8rvvY9UmsQBeE5OxAS8340kZrlXHDkxORa0fKlb4IB8PrrZU5hZSiCgCA5wcGzioM5s1QTnogG1CRoaorK5v9yfJVd6TcqHnMoCjN2GY3PJUlUYOyYnp9rz3E8dJgLCQTW2QiHgJ5EUnjaFyrKLNvBcr0cwNHYJbruDbhaLJe/+vnYJbjYahxaL7oAu+qNqt8kZrxVZjjAlb97Mk2LEd1XHtUlCjTuIKtN6cePX/UCAunzygMm96CkLDNbxUvCnH8kbuz9t7GqFaO0SxDYJJI0lVdUja/5amxoBRTsuGmcDymkbMExmJoy7WJqFG9WWlSpPIUgS131WIUg7Ksr8IIOF635aMEOIfASZWUyBawAo3lKR468K5nCIzGMQ6CQhbtYm8DD4OkSnrk9pQklh473wUBfvCntyCe++JSbxZDJDi61lEdKNXxMFw9trTWUdNzZ6ZIaTwE2eYcewFzIpvXeCIPLx5rGLYL0tlQicZvMzTdnd1sqwQAKEPJjVpz0/iuh0nUoBQlsk2zGzd7qq9cOFrmCifEwni58cQnT4TKLMvbYbMmppaG7s9lM9m5uacnT/cmxjq/+e3C810Miqh8kd5Ph9frLdXVlfP7MnT2oJbJhdsHygfxAk2SRC73DNY8xO8dh0T4FwqFQn6ktl4qFKy6XX9oD6OvBcdx26GQo7rEuuoGADAYOtFWPjs/2VRas1/3KKCRhmefbRnYXl/X+8Hw3qTeZzMYyo0txwfvbm8Vbb4jkejDzXXkxY6mFQ8Hw3P1JbemHmWzv05To7m56fX+AZLhIJ6vLgDN8+f/5crnXzhX828PknkaodmqRytkplAQEjDDwiwX08qHL/XDHKf0RhqWtr/9yqV//eCD9srq3g+H8mJy8lzn/kDZVolSlE2aXDGawPbsBovAC9ROnQUCfFZ2gDuzWgWMofbehpRcGirVIRSDsBxC0QUBSaTz0lhS5Y2ovBF3Vclae5XV7iyyIEXiGYW49fZ0sROdwx/VKrxVJXuusAAAeSAGsZzKF0spJT6bDvCwXuSTg9hOraV2dFEcS1dOr0+c75YH43iuEDap8QJtXnWxEIyxnGY7CLOcu8YMs1xKLhakc+JYWpbNK3yh1Y5qhAc8DKEFRhaMd10ZK1b++cqN7qoST6VJ7Y0Ik7mdOqvBESjemYxMVBASEy90cggCeB7LURpPyG81zJxqp0mMyOWFiczohR6YZQUkeX9xgaytP/LAbl7ZkQXjebHQU5XeGwM8DEEHl1MQy6EF2tFkEyfS0mC895PhlaM1Sk8EAMClU5N6WfrFbqPTl5WJgmbt0StjWIGmafr/vvK50WjkgvwbMtFeeicAgIfgqE4Rl4kCgcAzx49MJpf4IsfuPaE9RTyjkyue2XjL7/ObVHvBZAZD8yR+yIL/YTgkwr9E1FRWvn58oH3OiQfotaoj0w2NP/7kkz9uEObDr67AL7xY2tSLZ/Jpmeir4aFgNBLr7r399kmlP1oxt7Fj0a0z+cizbDwJHMcK9P63HpnJ50Vk793Z/NnWBzNT2UwWAHB9eGhufa2uvJzh+MUvLu/vCoaRI40NFUZjKJF8ND+XTqdxHL80eKrj+qTaEwYQtNVQphMLn+vpvXzv7kBrBwtDOlcgZNEumdStt6ZXO2vSQsK2tF05uTZ9ui2hlUsjSZtA8q1XXlEEYhAAgnRe5Q1PnW4rn9mAOW6z2ZbRKCKL7pRUqNsJphRSisT3XHl9NqMwmcXy1HpbpaPBCvO8IhCjMEQdiHfemoZ4frmrriDEG4fmEYaL6ZXTJ1uyMuHRK7tZmiVr7u360oxEUPyYlouk4QO1YrJw3F1tpgkMe2yAl5MKOQRKKyUQD0TxbEIrW+qtUwYiWanItOEBACx113d9MSoPxgEALIrce+PERnM5wnLdn48UC0s07tDE80dzEmFMr5w424GybMSklkZTWJ5mcEyYTFvnHXv174ZN72p7lTyUULtCm22Vando+JVe3XYwKxH4yo08BFNCXOkO938yVGzffH9+ZvAIiyIFkcA2u1HUNc1KhfDFPhZHlf4YmckBAMhMLi0X7802VJ7I9OnWsgVHcWDQOBY1KBkcZTFEsxPAKHrqbDuDobVjyxGDat2k+sGPf/S/f+97OhRVeqM1o8swx0X1yngydfHUab1EhnA8kIlTCkmx/hJA0EZrJY2jsVzmVyVwhUOhqFa+f/bj1Sl2HM/WShqbnup45zsIy5ocwZyYHO2pubpPJvsQf2gcao1+Df78tEYhCPrea6+/9NmYIhgXJTKW7SBr1m8BOvyr/dn/A8Cy7Nzy8oh9/pFj887ICCEgv3fuheN35qon1zCKHnuu81rE98lXV/lnPQuWZbuPHq1ZccEcDwBY7qpdb6+SxFPO+jJOKoJJcnNrt546nU47XK5ttyuXzYJdqVUYRpC/f+edl1hyYDvRiovMZ45v+jwmo/E8jZc99qtTBOM7tWZOIeuuqhVDcPv1yZXuupxYIAsntprL8yLSW8g0r3h2ai2iZKb53px2J2i1OzGVPFJhipk12w02YTKbVMuDZm1KKdG4w/Uzm7mjjX6tzOyOcDi83F2PUkxeTG62VFBCQumPBC265rtzjQ8WyuwOBsecjdbuL8dQhuUBsPc3dn0+WvyxgnQOYdhwiaZiZgN5XMWx1WBN6BR6ZwAv0AjDrbdVFVN4itipK4sYVVGD0uDwwSxHk9j4C91Kf+zolbFiMXtCo6AJzFlvpYSEMJ0jM4WQRbNn4QtzPE4xoRKN3unfX/UR0yujBlWwVKf1hG1zW4JMPqZTFkQ4zPFkjlK7w/v3gF21ForAqqbWvDZjVirKykURozquV574+V3TujtqUGl3AnvhYgAAJSSXa82ibKHucfk/bfXPdQAAIABJREFUVqABBOG5wnJPPZnOszjmrC+NGNQpmUjrDsEcn5GL3NUWT1UJi6HhEvX8QLPWGcgoJLZ5R1YqXK8rdWEgS2DOtqqdCmMmm4mm0u5AUNdYK49nyGyhICTuDTZBAuKlmZ320ZWaZZc0lhl/4WhSJY3r5CtdtTpnQO8MbBvkE7Ozz5xEsiwrlcmwGpsmnAIQ2Kg1T5mV1+7e3Wu8X42TY7mpxcWoRedpso3LsE9GHhQdVIRCAUGQv4pr/5RxqDV6iD9pyGQySTyN7bPDrtgKVJeYV1b/yAFSAABN0QmKBgBcOD5w+qvJYu6AxhXqvDa5UqVkHztRGAx6jVabTCa3ndvF18qdiXHl2faeYXtUr8zKxIPv3SlOw91VJWh7VSGduTPycP+FxCLxq2fPmtRqiAcUDOqd4caJNQCAyhdReyOZM+fm19fk4QPaNOJ4hlBJz3x2f/5EEw9Bp35yM2pQumpKZeHEKF8YX5yvsjUWDOq+j4f2TsFhRB1KND6wY3naW2nalonO/Oj6Xm1+25zzcpl8+EIPAkGiRCYnFqRUEp0zoHf67745oNsO7jmwl6y6XFXmnFRI5KmCSCBI5fb/WcuiKYTlxs532ea3YJZzNtjCJEIQ2OiFYwhFUwKChyF7b2Pt2BLMcr5yQ8CiFSXTCa3szjdOAZ5nERgvUC2PY6fmVVdMr3RXlZCZXM/lkaFX+zn4QGkKAAClGBZH8mIBAGCrybpdb82LBDwEFMGY0hupmdjlKsOmd/p0O1qgJZGEp8KwF/fLSEUMhhYExMjLx2gchTm+6/KIMhBba69yVVnyYsI2u+GrMO6/olstuTny8B1Txf6DZCbPIXAmkZnsb9AFE3qH/+yPrq+3VV575zTLMiSEHPvsIeD4sEmF5zhhMqvxhj02w0+wbDYSWRy9nc/n/+6tt7uuT6n80byQ1J87nhUQaoc/JyIfvNwTpQtfPBj6VmOb0h+z9zaGzRoAAJnJ+Q3KlpFF64JDkM7zEGSqM/+3v/1bwHDJbOaT27d8Pt/+b3jl3l1Xff1yXyOGYysO5/bYaGd7WyAUdjqdv8ydVKFwY2hoT/lNpVJ+4/wFFQdglksI8Q+uXnX/ZsZMh/gtcEiEf3EoFPL0wSRAisRTucyvav9HgYgUCNL5goAoCAlxLK0IxLTHqgEAEAR9+9KlWkRQ5o2HLOTm4KkffvBBOpOemJmJp9PO/k6TRt/72YO9YFTJmnujraqrsenu6MjeqweCoO+8+uq52R3Gm0lo5TwPQhUlzNR6sQZAmMyKUcwbjYSqSk3rT149IbMWheCh149rt/1TZ9oNDp/PqpcH4wwCa2WKRDwxKQCVAhx6zHMsigTK9Cfev1MkrdJFZ1ouXm+vqn7ME+JUtkpTJUtkAOCzUlFSLcULdMSgDFl0DIZKogdoWBqJ+8qN8mCcyOSyEmFRWbT4X3GNjMXQI3dnfTZDXkxiFMUCwja9HrdoMzJx38dDZCa/1WS798YAhyHCWBpl2bIFBwR4R6NNv+V31Zi1rgMBZ1ko7rXpIQCGXjvOochGSzmLIvuDt95KE8KxgVLtV3/9HMwBhKGl0QSNYTmxoMzu3OtH7QnDLAsgEDLreMDPH2/WbgcyMtF6WyWHooAHCMuc+9drezOD8tmNa988nc1mT9qdkRL1ant1xew6xIGdOsu6Sjh3fS7Y2r7/h4ctGuOaO6GVYwy5V4BRNbkWV0nCWgXEcRPnOpqH5mWRpLO+DOK4pa66GF24dvdu0dvr5dOne8fXizWXZDaP4cS5y6PF8piaiZWvXuoiSVKczk+fbtPsBBse2gHPh02aqVMt2p1QcaisdFYro+n+z+0wx6XlYvn5l/7ho5/vdwfkeX7Obp+z2wmC/M9vv31RYdSHEoGWqrVTp/7Hj3/0a8Y/giDffeXSC3fsRRflrESIvnj+//nJjw53Df9AOAyNfg3+/EKjDMPUNdaXZJmiSSmDoUP99V+MPMhmn+GC+8dCV0tLuqLEU2VKqeUrnTUMji5D9PTSUm9n5wUgOnbfrgrEzNshQzLPdzfPLi0BACLR6IbH09XUVG7f3qtwAAA4G8r4dOaRY3MvvqRWq8+Zy1NWA56n9A4/yrKhEjWAgOqx/qe9sWx8fq6u5yjGsOJ4miawheNNSaVU5wofuT3NYmhOJooYVXiBokmcEpGmYNLY0vBP7/3MWmYtYYAkngYApJTSlFJStJUogoehtY7qkjV30S3I0WjNKqWN9+erJtcCpXpRKmtc82AUvVZniSE8juEl60/E3hY6qgKlWozhAASl5WJfZYnGFYIZNmTWLvQ3Ahg2rrq3WioLAlwWTbEqWU4hgTlQMbuh9oSLdhy2ha2tRiuFYyc+vI8XKIxiymc3VrpqS9bcIYumdPFJ5bijuSIjJmAA9Xw+UjeypPJHPZUmd2UJzPNJpWT8fFdKKeUBVDe6XD67KUqkkxq5eWmHEhE5kcCy4tp/87eOVEA8oAQ4TRIxncJvMwSteoRmn/vXqwDwMYOyfHZz3+oWmirX3nw0XlViaRm2x/TKle46Z0OZ06L+f3/y7jcvXNBigkClSZTI0gJ8q6UiJxKULTqXu+rQeKp8dfdeTbzQqQgl2u/Mli7t0EJitb3aU23OyoQshuaFBJnI9rS3mc0lK1tbx9s7OpfdGMUAANIKcUolLX1cPg8BIODBghhVlpcJOL5peDfhRZjK5kUkh6LFnUL78aajX47BPA8AwPOUPEcFygxrzifi4Hu4dPbsBUe8bnpdHkqYHH4ZDyv6jk4v2p8ZPMQwTKPVnFUYah5H5jGKpgSEHaIjf9T9i38XDkOjh/hTx7uXL4MLL+tbbESBiqukV4buh5+VhPJHBMMyZfYdw5YPAMCiyPDF3rnZcQBAY3l5zdCTEK7WHdIfq9n7+K0Xz5du+DyVxr0NrYRahueoiES4X9FDKpNiJG5c95TPbQIAVL6IyhsZfamncnoDALDWYN1072AYKnb6cmLBrXdOIzRjnd86cnsmalBNPtfZ9cWIs8GKMmzn1XFBOg8gaLPZptRINRrtu599Jv7mN2oMSgzHoyopI8D3/6i0XCwLxTfaKkXxTFIl9VSWyEJxlS/iqjErgvHa0V0rDI0n/OnL3SsEr+iots1t8TC03laVl0vXHU6zWua36ZMqeemic/zFLorApNHU8Y/uj7/QNX6+22p3VD9aWW2vNi85qyfXFvqbBMmDk5t4SpItjL58DC3QeJ6K6+Rogd5qtMI8v95WVTGzDvFgtb0yUKqTh+Iww0yc62y6P6/yRervz0++2LncXY8VaDKVz0lg64Kj6Iuk9EdFyYyvwsTgqCwUW2+vbHqs3uKzGRkMwfIFihRIoomasW2vzWjY9C331k8835lSSHROv89mNG7uLrtdlcYtl2t2fmGyvpHtqrZuh4TJ7GSL9b0vr/d3tJ/wZeqvLYRNqqXeBorAVJ6wyhO+9/oJVyyiFAqzEkFWKmJwDKXZ6ke7I6R2ZDGhktaMLXMoHNOpKBytnVgGAKw3lDFnzwYjkZRSVgy/Ax7wv/SqpGnK7t55ATsgUSQPJxx1Zr3Dx2IITLP7TxLHMlpryTPHs81sLhl5kvxiXnUZj9YKhMLCvs0/CILO9PW31tXhFEOTGBo98OwkeVokPKAzfojfIw6J8C8RqVTqH3/6rkgsEgiEyUTil7fiURT9Tazhf3NIpdK2hkalWLTm8diXln59hiqCIBIELbIgAABh2LqxJaNeBQDgOJ6H4GeehROEAkFrxpaH3jjuaC6HGRZhuLyIkLgC0zvu/VcMBoJ5uVjvfJK/J0xmGRj+6lwbJRFshoO/uHIFhqCQQdHz8cPt+tLB9+4UN8lUvkj1xLKzsRxAoGZs6fE7lC+f3dxssBIEkctlf/De+3//7W83rHnqHL7lzpqN1sqKmQ3A8wmNbKeuFMtT6VKxgfaxKAJzuyKVMZ1yv9I3lqfF6TwnEQRLdZ6qEjJb0G/5+j97wL5w1IMi1lW3NJJWBGK1Y0s0jiU00gJJFAQEzHHlsxsAgIBVf+wXDwAA0lA8bFLtVfGzKFLQyAHNttyZLR5kUWT4Un/F3CbH81stlZtHKvBcnsGw4x/eKf60lEw0/OYJngMozQhS+bqHi+ZVFwCAxtGxl3p02/6i8LfWFVrpqpfEUmiBTmhk918/oXGHkippTK/EKKr1zqzkcdpqxKQOVBgE6RzCcvJQvO7h0uiFnqhBKY0k4lrFqll55Yc/5Hn+B++/V19bV2s2J3LZiY8+jMfjL/b3V385BQCQRZK6LV9cK3dVGDfcrslb11dWVv7um98ae7Fb5Y2EzZrSfbFZAIDCF81KRcZNT1ouBmA3tFNpd5a/0f+DTz6qvfTq6VRWEkuRuUJEp8yJyd1nCkEL1abV218l5uZa3n6nZV+Hbp1sOB3deaNPiGE4gix113EYQuOYwh/lOW4n+LSPdElJSX15uYAkeehJOQcPQQjDaLXaePyJhPdgT89FibbjgyGI5xkcfXDhWMis1bh2O9wo1bhvPXrmyD/E745DIvzLRSadyWZyCPKEV1AUfWnwZI3VhtFMGuI+u3Nn0/GMOM+/F6WllnfOPt826xC6cw5L9VxL6z+997NnBpwt5pLjLW0SiUQAIfuP4xQjEcgAAPObG0v1lvax3W02X6nO+3gtCwEI4vnVrhq9w1cztgJzXFIle/hS96e+7XsPHxz44ZkMCwGKxPfX0qWo/PdvXsmk08VpgUQimd1xIO+cFjDc/lQRWSjprrYwMPzUYguj6EQyCQB48fjxY6PLpi0/AEDtCc+carnx7TN4gcZyBQZHyUx+8L27xS3MpEr68OVjLArjuQJ1cO1IKKQajmcxfvBnt/cO1tm33WXaupHFnRqL/Vh9RibcqbGI0vmMRMAjMIPDu4Xk8K4IuHnV/fCV3oKQZHCMQdGMQgTDCMLRe9SIMGzV5EpSJbMtbJFZKlCmM6/shCw6Mku5akpWO2oZDNE6AgyBZaRChGWLLAgAwCimcmrNW2EqEiGNYwhFxzQyBsOIQoGFYW+5qUBivZdHZgabxY9ZkCawgEWH0ozR4RMm0t5yI0bRfR8PBUp1abmYQuGvHgwVV0gCAdlUUV6qN0IQ0CtVn9y6UQxt5cTC0Ze6bbMbVVNrGlcw21Dq8Xh6Ozobw+mOzycBAGGT2l1jPvCs5SLddiChla111hQZtFgEgrBsPJH4l88vRwYGZRIJxTBzc9PJFzutzqCQojet+qHlxaJGzKxrW9NXd2RyA2Y4R1XJkko4OzJSp9YeHVkRpHM+mzFQpm++OxO06DcaSkf/+QcAAJIkCgWK5/kXTpzoM1oal92bqbyj0VqMQAAAtppsfL6QzR7YmG+rq+/46GHxIaIU03pnZvS5jpYhO8Rxi7Ulk2F/UXj9EH8IHBLhIZ7g4pkzL+XQ+g+HAM/nRYT4+dP/cPnT/crRvx1eO332uS8mihZ6ak+YaK+aamkZn3paZb+lsfG1lo6joyuCjPvBK715Ibnnuuco0y3vbAIAxqambC+ZQi92lHjjEbnQKRf8/IMPim2qKqyIQuaRy8l0zm+LGze80kiiYXTxJso+tQDVaDVYLL3cXd/1xUiRMxyN1gxDp9MpmqIBAINdXcebWqw7QdoZCFj1cZ1CHtjNgEippCyGEDQTsugUwd3pPIOhaSFRU16xAjbMRqNxdKR4HGHY9utT179ztmFofrG3QeUJl6y69hJ5pJGkKJl9cLHPvOZea69Wu0PF/SpvuUEcy2SkAiJzoN6fQyGjOwwASKplBqd/p7ZUEkvheco2s85iyHJ33fzx5pbb0/JQ3G/VG7Z8MMepPOGUWlr1aA1iua1mW0Yugg5GALECs1NniRpVGZlIHkmNne/GCvROrQXmOMCDU+/eKmaFhI0qe1/T/hOJbKEgIEDRlelYfUFAFAQEj8EIx7IIIk6kS1YjU6daaRK7/+ZA6dI2gyKO5nLDpjcrESm8YU+VmUMQn01v2PLrnf6MTDRTbVi7vgkAgCDor1574+y8y3R/CADgL9UqX3tjzeHcrClJG9RN9+eKRC4PxsWxtG/wpFwiab6xu7hX+qL23sZAqa6YcOutNIVNmoxUSJNEzegSxPMrR2vlgWjZ4k4WcCzD+P3+77//3t6PGh4ZtZRaCBx3TQ8lH2c2fHr9mrulpfNUI4Kiq07Hrfff+9++/d1zn08UU4ekkSTCMDGdsmZiOQ9zZweOV5pKBYUCJSBXt50tav2Zz8cBzysDsbtvDIQsWlkwntDKeRgKcmwkfGDDD4Pg/bWwglQuks99X4sgMDY3PbpXAnSIPwQOifAQu4AgqLrEUv/hbvY/mSkcfbQx2dB45e7dX3/irweB4yKW228kW+oM1DSaf5kIz/b0nvrkYfHN23J7+sGlvqrJVTJT2LKoZqX49M15AADP8z+7fFmtUWs1muR6yuPxFEmutrrq7Zajg+/dwfI0ReJTZ9oRhtU5A+JY2lipfOpCSoVC74nI8tTdNwfIbKEgxAWZQud2mPjOX33//ffEYvHzdc0DH94vMkZGJnpwsXfwvdsYxSTUsrnjTcZNb/WjRyMXe1GG1W95C0Jy9niTxRH4r7By/uVLeQRhUHQvYYRFYDxPbTeUcTBM5Km4XuVoKi8ICaU/Wjm5hjBMzfhKyKJjEXD1rUFpMgNjGEoxam+oIDKmFBIWRXgYKkrPUCRREBIAAAZDYI7TOf0FsWBvQ07tDt/61umZ062SUHKhvyliUkmiKX+ZfuBx2mrrremJ5zvDJs1+qwR3jbnh4eLS0fqciKQJHKOY1tszuu0AgyJLPXVrnTV1D+0AALU3UhARB6v+Df4y3fClvoxMzCNQQUiU2LdVoXjEqEopJRmJUIbF60YXE2q536oHHI/nKTKdqxtZHH7tuG4n5K0owSh6q7liqbueg6FIIf/uF5eLugd6va48y5i2fACAtFwcM2pMGLmGIfdNCota1XbzybBRe8L6YzU0w+wt2SkSZ1HY0WRd7qkvUorWE4pq5Cc+uFvMTTVteIdf7VuuMHx05YtfHqsMwyIwIhOLM0pFKpksDi2e58enp8end8tLcIIQ0uzefQAAaHdCG60VAABxgek1lPR+8hClGR6Amb7GAsMX5z1EptD15dj4850hqYCjmWA2/f7lL58KiqSpfE4sFKR3Iw1Bs3rTtXP59q1f/p6H+L3jkAgPsQuSJLH8gc1CQTqntup+x25phmHRA8OMIvHkL2mbiUQiYSa/5xCr8kaahuavtlmdOzvrW/aVldX9q7pwKPzUOvV0Z9eJW/NYngYA4Hmq5fbMzMkWnTMQ1sm3Q08rYIUjEc9RlXAnTOYKCn+samq1yDQaTzh09myqUKiZ3dpbN4kSGUE69/BSPw8AReLdn49KI4nt+jKY5bcarVuNVrxAIyxLiQjLmtuy7v7y7cGFrtrW4YXiG3Ctrcq05i5d3pk828YicMKobL47R2bzgVLtg4u9CMsqfdE8iQVsmp3N9brKKlkqi9Asg6IKX8RdXXL9O+cE6SwHI8pAJGJQcygSKNWpfJHtujJBKqd3PKlaQxhWEYgR2QJKM433FiZON2uCSbUnvPdDOATWbgeTStnohR7rggPP5dePVGU0Up/VoPDHNO6Az2Ysn9vUOf0AAJRmmoYW7r05UD2+W0QoTOVHXj5WPbFKZPPeCuNOrQXi+byQOPbx/ckXugZ/ejumV+SFZPnMxtTZ9oH37xanAnqHn4cAxHEZuci44UEYVrsTmDve1DA8H9Mpdmosfin5ww8/DAYCMAxbrVaJVCKXyzSJHAAgaNYu99RVT6waNj3GMsOsWBLLZhgM2VOkY3C0QFFOt2e70mhbdgEAnA1l1Y9WSx5vuPIwdPOdM+ZV916FBuB5/brnAypYtCEEAJTbbN31DQSOrXs97fWN1e6ILp7dbrKuHOv94QfvM8zTeY80RTH4gfGcFxJEtgAACJQZ2u7PFccwBEDLA/vNb53aayYPxgUO7w8XH7ldnmL4ncAPxMM/vnlD+sJLPWMr4lgmZFCMtdiu//Qn4BD/ITgkwkPsIpfLZQUYjaPY4xeNr0S96f0aWeqvBcdxrkjI3lUnzOQk8bTSH51sK5+8c+OpZtlstiA88F5gMGR1c/P60P3f5CoCgYDYt+gkM7mCiHRXGKbqzPR04PzgSU80Mm+3FzOAGmwVBI6TmbxlecdZV+rKWKzzWwAAtTei66vDMmngPcDTCMvVjNt5BFroa5JGEpQAdzSUaV1BMlOwPd712ThSsdpRVTu+IqSZYIXxtkUriaVTKrHcH2u9OQ3xPEPgIbN24P07xWCscdNXEAomW20fvHYsmk6VUuxfO1KZ+OpOlTkvFUjiqbhWjlGs2hVKqSQ0SUT1SoRj2q5Obh0pjxqUFIkzBKYMRA/cagTyWw3dlx/uVJkToeiRDX/IrGNRZLmrLmjRojRTIHFZNBEyqhf6mhCGAQDgmVzT/XmNKwQAQBlWHnxSAwd4XhJJZqVCSTRFk1hORGh3grMnW2CWpQhs4N2b4nQeAJAXEQUB4aqxBKw6GkPFiQxCM/srKHQ7wYlzHUaHr3xkCQBQO7I0fbLlytuDGAwDhslnsmKhICsW/82bb9kCCU0857QZwjAExsFST13356PFxas8GIc59oFZMdFT233fDvE8D0ETPXUTC/NTdnvZN74RVkpMgYSvVNe28aT0E+J4PF94yjojgyHRx4HuE93dz5dVtk9tohQ9cbq9cXSpmJxiWQaaprKtY8eu3x8CB8HzfKpQ2GouLz56msBWj9Y03p+nSDwpE5HpJ4Ow6Bi8F+FPy8VevWL7qov9FWloHo/3f37888X2DlWN1hUM3v/Jj3O5X6eFe4jfIw6J8BBPcHVoSPzisa7RVTKTd1s0jyq0Yz/+6nfsk8BxmUyegyhxMrNdbRk/03b1/j2X2/1UM57n19yuxbaK+ulNwPM5iWCitXzik49+fecQBJ3o7u5sbBSTgic6kAAkVbI0jvxMR1og6O8lRkUi56xvCff135l6tLS2dqK+cfCjoeJ+jGnVPfxqv2HDS2bzPAQJBYKNUNBZbzU+rv/LSQQpuTgjEy511vIcN/5CpyBTkMbSoRLtfhEZq90x8vKx9KobYNjpn9zkYDgrE7IoYu9rLK7JTKsuV7V5z8seAKD0RxJhWTQeq66q1vui9v4mGkcBBAZ+djtQpqeERN/HQ8VzXdVmd405ppGT6XzbjcnZE80ozTAEvtFSYVz3FKkibFIzOFYxtfbgQm8OR8ZHH+grG0iSnD7dJg/EBt+/kxORcyeORPUqCEDCRJoiMYjjUYotsiAAQBRPJ1SyvY8AgqJ6ZVSnCJdo1lsrOQTOSgS1o4vO+jIOgh2tVfotX15EbrZUaNyhsEnd/tUjPFcIm7VTZ9r2R1/zQiLFUIY1T/G3MBjqMSgMTn/HkB3muLxIoDj/fIRjzj5Y1ngjAAC9Kzh6oefmO2cABLJS4V4/BodfX1/2pWPL92a/IJnNSYWPlhZHp6cBAP/jxz8eGDhhqNJh+WS5WiaN7g4DDoZZGInqFVmpsKiXXRAQGzada+Q6AADDsN6m5pM/Hy5W6MMIvJeiCQAoX/VUn2u+Dp4mwvbmZmuWTqil994axHKFtEJcAGC4pzpD4kG3q9GsKdncHTkZqSiSSn12vkOeyPAQFBUTP738i1/FghiOMTQTi0Y/vXHoQfhHwCER/llBIpFcPHnSqNXxACxurl8fHqb3zc2/FgvLy+FEfKmlXSwSbLo9w+/e/N2LKM6fHDxhd5WteQAAZUvbW7XmGaXqmS0/vXGDGhhYfrMfYdg0y3x646tYNPrMlns4eaznktLU8fOHSbV08mz7kXtz0nAioZbdP97wzx9+cPLo0YGRFUk8Pf5Cl21us3pqo9qgnX27w2bf3stKKG62xfQKw5ZvvbXS4vDnSgwxGHnwSp/e4aMJzFtuKsD8u2ImOjnR19kRLtEIkzm8QOXFAgjwAAAWhRNqGQejHIK4q8xV06sIwyKALWZU4hkqLRN5Kk2OJivM8vslmNNySYlGc2YrsgRBZQsOtSfMovDisYa1zpqsWFg9sbIX1TSvujZbK2vHlyfOdx3/8G7ErG27/kgejK90VN99c0AejjMYBrNc243JtEyMcGzj5KbCUJ7SKnM0mxMRNIFtNdt4GMYoumJ6I60Q+a16QSLLY8j+7AzTmnv4teOySELjCrEostRdTxOYvb+JBwDhObjAUAS21l5dsurSO/xzgy15IVkQECjFJtSyvU04jStYP7I4f7y549pERiZa6q4LG1UYDMaf74Q5DqQyKRRGOa5zaKFIP2Qmd3RoYfJsu8YbKQjJnRrLVrO14YHdsOlLKSVzA0fqRuxqTwQAUBASgOVuj47cGB4Wi8XpdLq4x2axmP/60mvqQFztjUSMyvm+BiJH6VxBmsSmB1ok0SSWyd57tZ/0hTmajqikH924XnQdUavVCn9sT6cGALD/6XAIwjDMQHdPZ2MjBqB0IX/5/l2Hc/vYkZaer2awAs3BMEOgEM+/d+7IDz/+eTabEwoFmm++c5TENN5oWiEa7ah6/8vLPp9frlDwHJdIJJ5ZNVRutV48eUrEAQZDNtzuT29e/3f9zR7i94JDIvzzAYqif/Pmm6dG1nR313gA1pqsmgsv/6+PvmZR9RR8Xt/73mfkEfzWsJZYSkef6HyWrXrKXzn6zJYsw1y+efPyzZswDP+Gaj7tdY2dPx+GeF4ejLfdnF7qqQsoRA6X6+qnH4fDYZNWp7u/MfHi0dbb0/JAjMYxf7lBBiNASO7vJC8WxPTK9bYqSTTVfHdW0FD6noSrK7OlbHoWhuJULpPMtdc3kjnKNO8oCMlAqQ7ieWEy7aksIdO5hf6mog1hTkSsNFg6huzFbhkM3WirSmqlD17tl4YSDcN2Z6N1vr+xYdgOc1xKIVlrq6x5tLbeXlU5tV5AuqcoAAAgAElEQVTMhEQYrmlo4e4bJwTpPPrUFITnFf7oWnv1RnM5gyEUgQMAqifXvFUljUPzeJ4uisc6660VMxuW5R2m2RZuJMhsHgBYHog1DNspEl09WudsKG2/NknkKGeDFaFoIZVNqqTSSBIAgFGMPBifOtMGIJjneQ5GBNls1xdjwmQ2LRc/OtfR/cUYXqAmz3bkpIICiZuDsbyQSKplEI/A+56XLBhfbau++e3THIwofdHW29Msiqx11JqXtz062Rebyy929+ynH1E8AyDYX6Zf6ao1rburptYdjbacWFAxs9F5dWLqbLv602EaR1c6aygEnO09XmOzsixr31gfmZ7CUew/XXqtdmrNNrcFAKicAc660vvd1VxPNUVRk6sreapQoCjHva8IkkRgOByOcNzutl86nc6IBXtfQ+mL7NSYLcu7Yi4LTdYcw7yuKen46CHMcTmJQHbu7D99/hmB48W9A5jj8BwFIIjAiWw2JxAIBULh/3z33en21tJWczgRH/rwg3giDgD4NfM5lUr1jZOnn7syWQzsrzeWoc89/7PLl3+TwX+I3yMOifDPB+UVttqdiM4dAgBAAFTPOzZKj0ql0mQy+bXnPhMQBInF4kwmu/fu+C3Ac9yBUmIYcNwz5sUAAKFIKCDJaDT261nQai1rslVQLDO7uiLGMOhJNULiyO2ZO6/3Ty4vffPF8wIcFwgEwVJdTiKSB2I8ABMvdJpXXIOTqw8v9u7F7vJC0m/RdtyYlERTxVRASSpPo9xPv/hcp9dplcqumjqdSCSMJnt+8bC4RMtJBEOX+ok8WOhrRBj2+If3il3RBHblUu9Kjcm04eEBGH/xqGnde+rHN3kY2jhS4bcajv3iwdSp9pvfOUvkCkQm33p7WhZKbDeUyUNPqqoBz4sSGXE846kwPaWPk5ZL+HxhubWC4PilY/WqjyMIw1rnt+YGWuof2vEc7akyBq26mLp6buAIxHHCZE7tCWEFum50qdiP4vOHd98a3GytqJhe36mxwIBnYWTyXIdx3SNMZT2VprhWwSEwz0ODH9yeOdl27Be7YijieNqysuMv05Uu71RNrs4MtuAU5akwYgVaFk5EjKpH5zrab0wW6S2llJLZfFouVARiHdcmij3onYE7b5/s+3go/fYAyvA0iRUzmwAAEaMKpajFvsb+D+8VNxfL5rdGXunVbgek0VRaJho7351SSAAAJIaerKhqGF6QB+MbLZX9f/03HAwJ8/R+fbjS5Z1HzWX/5z99/6lhs19aqIhUKuXlaU+5wbTpAwCULTiGLnSvWHWKaCqgly9FQmVyY+fPHxQHmCCV6xldXWptC0ejMZ1C4d/ltqhOEYnF/+bNt0yEkMzm40rpzZEH/zb8APxmaK9vODq1tbe9XbngtL3eB8PIM//iGupqT3V1kxgeTyYu37tbLHM8xO8Fh0T45wOdQqWNHvhrl8dSCoX8tyPCY+3t/e0dwlS2IBYsOR2f3bz5W2iu4gSRpaihV/sUoUSZ3SELJVYbypa2Np9qJhKLvnXhogHB8DydUIi/vH/PvrLyzA4vnXuuR6KsX/FyCDJ9+gVAHsjpj5hUAEe/1dkzcG0Gz1E5sXD0fBclwHkYimkVwmSuON9vHJofefmYKJ7mENgjF8Aso/RH99YoW+X6Izr5KZlOBuCA1VAzsbJdV1q6uL0XqBSkcvJwImpU5XnO7PTtbWJhBbpsw7tUaRi+0KPxR4WpfJndAQAAHKieXB07352VCFvuTN97a/DE+3fAk96ycZ1C5d0tKeMBiOsUKm90u6EsrZRonf6MTOyuMdc9XFzqqWNIov3+nLPBSuYLN985o/KGCyKSB9Bae03QrOZQFCtQtoUthGG8NiNaYHISoXn5yZ1EGE4WTiTUMhrHIJ5nEJQXIRwCNlsreZ6XxdJn/+Xqg1ePixNpT4Vxv2sSAECQyqcU4uK/KQFhWncLU7likhEAYLWzerWjpmZ8OaGRrbVXdl4dH73Qu6cNBACAWU7pj6TlYpQDdaNLD17ua709JUxmwyb1Wmd19fiqr9ywl2IDAWBac0dMakE6xwA+opOTBbrj6oQ0kkyqZDMnW5ruz5lXdjyVBgbD+d3b9gRfKyy5h5989mnu3HPm9gqI5ZMsdfvmjb7W1kSVKZfNLmxsVOoN+0PH4nhG1WD88MY13etvdk9tyMLJmFo61lYBp5Lnl/2mx3KAovOdnnD4KRuKXwWVREL6DqwXsXxBICQz6adF8Af7+061tItSOZ6DSnCx5qWL3//0o9+9xvcQRfxOREgQxN/97V91dbbH4/F//rd3J6dnf19f6xC/BbzhkLvKVLL25EhUK4+Ev2ab7Zmoqay8UFk3+PNhmOUABJV3VOb7jl+9/+8rKMQJ4r98+9tHF3YMrnBOLJg+2Zqn6c1U/OanTyfgfOvCxQtzLp0rBABgcJR4qc8XDv+yB6/BaGhXaAeu7gpNndsO3Pz26dGXupvuzYlS2bBJvdZRDbH8wI2ZIjUK0tn2G5OPnutcOVorimf2bIDUnsjxD+/Z+xpQirXzhSWHQ/L/sfee0XGd6Zngd1PlnCMKhUIhFIBCzgBBMIiSSEVSWR3cTmuf8Xp21zt75sycs2d/7Pzw2T2zHnvttdu2OkgttbJESswkSABEToWMQigUKuccbtwfBYKgxFZTark9LfP5BVTd+91764bnvt/7vs9zqrV9yonhhKvKEDepH/9gRJDIAACulKsP1joMhKRkvigAgH1/dMsFoMEdlQbjzhar+X6tL3ausNZRw0vnCew+iTgSw7btFcJoWrUXIjFkpade4wqEjYoihwXRYLPZmpMIIIbZaK/m5oo5Hkfmj/ktOsOKu8DlVM04h14awIpERsZnYBjF8aPv3OBkiwCA2jurt146SmJYgc89vLm8gCuIZ9Y7qmGaJjGExBDLwlb15PrB3KYolvJV6kMGFauI32f1YFSUOit2Giq02/6IQdX/3r2C3srZzWvfO+mpNkI03fH5BD+ZoxH4CyYnBJvFIIABQBhNUSg89Xg7BIDCE+n+ZLQg4DHwfT8LjSCAARNPdm74fM1iWfvl6ZIMkCiabLk6szDYTGJw1fQmJ5tb66rdra+omN+PnndtJl/kYRVYcrn8Tz/8EIIgGEEkYvGfnD134tqCKJoqctna4x0pFkawsAN6jmhl7lAgHo//t7d+5mjr1JgMgWh85J23/tdXv6ffnistg5BU6+x2m812/uGI0On3eQ3Ge8oMLDTL436ZBXk87rGWtv4PRvipLAAgZFTiPfUnO7vevnDhIY/0Eb4avxER/vHvf7/SYv6f/sN/ttVU/eX/+b+fe/VHsUMWJI/wZVRZrYPNLVwez+X1XB4Zzee/TcOH7a3ttZ4+pa2sfMNLI7CjtXI56M9k92NEHo97qq+/XG/IZrI35qY3N78Ylh1Gr93eOba+X+LIMI1TzrUXeh+eCMuMhpOd3RqNunV2u+Rty0vnej8e/ejZrn9+790vLMzlcjQYS323WBHFydaF3f62drmALxKKvMHgpdGRksxHmU5X5QoBAMIGpctuLvC47FwxL+JNP97OIBDEAIhkIADCRqWnuoxgo3Jf1DLrpBHYb9YW2Zg8FLfM7x81TNM4l122ssE7Wj80dscTDvp6+5RiiTSaloeSJRYEAEA0YABEcLCderPB6S1VUhT43LRUKPNGApW6pFxcN7pc+qEYGPJW6isc24YNT1bEi6sl5fvpQrDeVp2VCCxzWwwMOFnV6LM9HZemAADOpsqkUsTOF5d663EeCwCAFfDqqXV/XwO7UIxrpGpXoOrj0VCZ2jFgt85uZLmsydOdRR7bW61DivSdZ3o4WRznsjo+H99sqcqIuSUWLB1g+ZLLZS9f66xRuUOlCn6P1ZAX8nJiPgNgnMtCcAIlKK/VwMCQdcZZyjJmJfxjb12P6BUbbVVTj3dUzWygOLFrK49qZGpXYKXHFldJZMEYAxjo0AwBxDAQw1RPrK531CAEBQBQukOuhgrDuqcUWSaV4oxEsNTTwEvlZk+1NQ4t8JPZqE6+2WqFacZn1kZ18gKfW/Kap1Bku7GChOFAOrm7t2dXqQ+L4Qnj6YyUP/j2zdKMYs/Hd26+fDSil8t80ZhWFtXKL/zsJ19xcZaXl1eZytK5/NLaWjqdBgBYKysHm1s0KlXvjflSupSdLw5enrv8g8fGnu5uHFrgpXIRo3K2p3bon34MAMhmsp8N7cf0MqmcQ933MsQq4Br5g6W3v4w5x8LM9xphusK4Gy7y2BOdVZ8PD315MYul0rLkKrEgAEC1F97J5NQq1UNu5RF+Lb45EaIo+vTpx//9f/jPXp/f6/M/+fiJJx8/8ebbX680498UutvanrfaukZX2bmiv1xV+b3X//onPyl+e97TNE3//du/2O7tq3q6g6LIqdWV8bvqLWw2509f/96R6W3tzFRewK3s7X9fKJqcm/tVQ/F5fM5h5zOGQX+F1PWXUWOter33SN/tpbUuwWGTcVYBZ5EUgqJfqCDncDhYgcgLuTv2iqyIL0hkROFkm8Xad3GSn8xEdUrLK6/87S9+kUylsvlCVoh5rAZ3nanhloOXzobLNEt9dRBFN9x0qPbCFIpc+97JgFnTcGuBVcR9Ft3o833SYLzt0pSz2brZWrljryhf2mEA5KovJzGURtFwJAoA8Pn9Ijbn1JvXMxK+s+2enQVCkktH6m13VhwD9uuvHjds7OEcVrBco9n2J5Xi3g9HIgbFrRcGypddEMN4qo0yf6zA4ywcbaQwLKkQ+Sq1uk1/ViIIWLRHfjlUmrDTbvmvv37i4iuDuUKBi6KCAqFf91bOOxGKcfQ3UGx0qb+h69MxSTjBAOBsq554sqvl+gyAIO2mf6WnAScJikGRAtk0tKB2BfIC7sJg08yJtif+8bOhV48dqIsBACCGhmhgmdsaemUQKxAUhlAojPO4LZemjRtuZ4s1rpHVjyyy8ri/Qnvnub7uj0a2mit5qRwnmzds7IXKlNJQcstuieplKndYt+lf6bIVBFx+IuM365SekN+iPzCO8FQZlJ7QToOZnccnnurq+nTcfmth8onOG68eE0XTJAvJifgMALb5LXdtWffHoyVi5q3nYJq5+fJxGoEqp51jz3TLfFEIgIheYVzdW6zW/cMv3pJKpUR7+wFHAgByQh5E0Qd5NZiiW6/NLfbWR8qUOR63SBCRyIO9iiAI+sPXXzPzRBpfjE+lHa+0vH31qkouK92Vcyck4kNWzChBsnGibnTZ2VpV5HNE4QRFEMXiF+9WoYhPcFhFHudgf3yVuhRZBA8HkqT+5uc/72lttbYYM/nc8KULD8z8SQVC3v3atpxcMfGtyuL/G8c3J0KlQi4UCtY3nKV/V9edFnP5t7JP31UcbWsfLE02AmB0+to57Pbm5pGJiW9xE0Ucv3Dzxpc/725t7lzylDqcBInM4OWZ2Lm+ryBCl9/rM6pMd21pMxJB8qGde88MHDl5fgorENx0Pi/g3nuXhyASgb/cR5VIJDMK8djTPTXjK6YlV1wlXeprqFpwlt7NVe7gEQg4e3rfv3Rxx+Va6+2TI1j/e7dL+h2abR+JwZ7qMtVeGAAAMQxKkKUGdgBA2ao7IxGUAhTLwtZ2oyWpEF/+4eOsQlG9GzYtu+481vLpmz8HAOi0Wr07lJKLlvvrc0LejVePyQNx28iidXpjs8my3lHNS2abbs6n5CJhLF0QcH1W/YmfX4UpWpDIqNyhlW4bg8BN1+f2aozbjRXSYKL70zs4l7XSbXMMNNEQVHnIdQ9iGO2W75YEa8mQTTNOhKT3qo3jT3X3fDRaO7F666XBqqmNUvkMBEDV9LrnVcP110+SLPTqD09hBVwUS8WVMtudVd2mt3Q2u86PXfnBKQgAndPnrTKUiJABYLeuPCfkrXfUMAjARRzdVkC35UsqxMYNNwNBOw3mkz+/Wpr5NK7v5UW8m6+dsMw5qyf3PYwE8QyWL/LTOfVooOSMWD29hnNYw2f7uz4bnzvWHNUpQmUqaTAWV0szMmHXp2MMAg2fPVI3ujx3olnujeYkfPvNhT2bqcKxqd0OZMSC0ef7sCJxWG9P6QkBiGm9MqtyByuWtuNqaZHLSagk1VNrbglXIpX6/YG5nW32mY6e8xPsXKHA40ye7kJJCuew1jprYxopBIAwms6LeARBcbL5Qp6Sy+Vf9u2DYeQ//umfCBCMn8wEzRraqmsbXyVOnYIBKN2Vwlg6qRCVWjUAACSGwjQj90dLzr0AgNDxRrlc9gXl61QqTaUzY093W+Y2OblCyKT2lymXb3+NJAJFksMTE8Pgq54Du37vbnv/geg5A0MBk+riL995+K08wlfjmxOhRCIuFovEXU2sTCYrqRZ/YRk2m/XSyy9Q1H1FFreGbi8tLoHfEWAsDIaQr7YNehjwBXxeJn+4n1oZjFfYdFMs9m848sPArNYqF+5pxCAkxcsXJWJJoVCEERiBkS8sf2tiquqVl/M8tsYfS0sEU62VH1/4lP0QuwpBgAujpYJA46p7caCx47Nxdr7IALDQUb3q2nngIGQBb725WDLj5ieznFzBXWs6+FYWjOmbmzQaDY/L/XR05PXB4wdKbAAAqT/uspWX/s5IBNJQ4nCBg8IbjRiVpb9pBK6aXq+cdW41WZIKkd8ouzB2J5fJsllshgEFHnvueHP7panSvKjLVn7rpaMUhjIwDBim7daCKJoqcbM4kpp6ou3gVPJSucrZzR17RZHH2as1iaJp3aYvJRct99YlVRK1K6jb9Ma097VO5vncciG/6/P9HFuFYzsjFYZMalEkRaLIXrUhqRRXOLZScsnCQCNK4GgRL1vdDZg1bZenFwbsLBI/qFosnU1uNnfrB4NSV8xr0XFTWRSn3HUmgsMiUQQrElWTG8J4OqpTrHbbSrk0V4OZly44m60FIVcYSZWtuWW+6F6V4aBOFQAQ1SkEyd2ITla24jr4kFXAAQyxMwXdps9v0QYqNHkR17ywrRlaoCHIZTNTGLrZVBnVyXIiLkJS2y2VJAvVuIIAAEEyUzOxutJtO1xFnBPwGABkgWjpQBTeCA3Dqz21AAB+HheJxPFo/NPLVzxNjakX+lkoCgAD04w0kBh5vq96at1+20FDkLPFmhdyOy5OYAVioc2q0+oy6S/WiL741FPlwVTLtZmcgDdzqg0r4GG9Usxi08Vi6VRWzG/NnGpruTpTyhGOPtYiur+MJSsVFnKFL1zA+Vw+QBHHHN68gJtSitnZYpQi3W7Pw9wsLBYLgIeq6wn4AvOA4PTXW9f2KBRZ6qwdX1tLxOIPs5V/LTz80f1Lg3mI4qlvToTpdIbFYiF3bYh5PG76SwXKeBH/9JMLHq/nCx8SxO9MxygDaIIgf3MixON4gce5v59a4ItGivjDzqL8JvDFohmJsPQcBwAACCpwWclUEgAIQeAvd80X8eJfvfFGV0uLqUYdSiXuvPmzL1efHwCCIJVKxeGwQ6FQPl/AGZqGYZimJeFE1fTa6LO9OAzSFLXo3Ph8aOiBdeFiAV8cuVeTIvdFl/sbDv6NauVikeh/PHqSly1GtLIcYA4/STNSPny3oIOXzmXE/MMjZyR8bjILANirNnojoc/OdJh9CXEiE+Kis9H45NRUyXnR7XaHzpxpmd08yA7mhRx5INYw5EAJMqqTOwYaez8eYeVxAAA7my9w7z+VUmHArI3q5YBhGAjKibnb9tbWq7PLvXX69T1pMLHSZStf3C553eVEvKBZLV/bPbyf0kAsrpEtDtjttx0QwzgG7L5KHUzSanegfGEnIxfsNFQACJKGEgCCKATJSIT3fjEIKvI4Ve/fXnthAKHBVksVjQC0QLIIkpfMNd2YLZ13tSvIzeT3bCbzkitcpspI+GWrBYU3EtXJR84eMa7uQgyz2VxZvuQCAGw3WdJyobOtisTQzaZK44anRL0MBDEAuv3SgNmx3f/+LQAgV0O5q8GsdofGnunmpvMIQYpiKX4yE9XJbaPL/GR29mRrVLtvi8hPZpPZ7EyvrXV0BWIYgo3NHGvEcCIjEUhCiZBRtdZVS0MQiaEzp9qDEp7/lqd0g2ilUtOau3FqA6KZ668d1296wwaF3ukFAMAMUz29HtPJCBaGFYiImBdeDn/5tqo0GiWzm7u1Jndduf3WQslOhIbhoRcHkkqJOJwQxtPN12fnjzXFuKxEKnV7dupUd3elUkKwsZBJlZCK9nLpVPoBBdj//MF76VOPGxRKiGbihdwvP/zggYs9CMzDZ0beeP/d2fp6u60CJ4mJW1d2XLu/fp1/ZXyNo/sXBcbh/gs61EeiUYIkjQa9a9cNADAZDR7fFwulGADy+fyXi6D+DYJhmKWdrYrO6qbJdYhm0lLhRHPF1Du/+PVrfhuYmF9oe/GlU9GkIJGhYXiuq8bhdDIM8xXXB0EQwxMTw7/q67uQSCQ/OntWm8xz8nhQJx+amx1zLBiONnTdXkRIWhRNZQj8Hy5e8P1qzVIYhgGASAw9iPOKPBaBoRSKICSVF3BmBxp7r84ovREAAA3Dl18+OnmkoX1kCabonIi31G8nWej8sWbNtj8n4hXZ2FqbtXraCQGQVIo3myst81sLg42hMrUORdACTiFg26JxFTIuv/c//bs/4wGIhqHVPc/2jqsvuZ+GYQAIWHRHf7Hv2yD3RSsc2yvdNqxIZqTCtITPwoml3vq6O0ulU7nSY+v9cFgUS9Ew7BhsdNnKaybXRdEkJ1ckWSwMJxqHFibOdPOTWZzNSsuF2m1fWiU9/COkZUK3zYgW6YVjjRBBl63soiTts2gZCGw3Wzo/nxBFUzOn2ggU5mTzWaloqb9eHE0I4hkahld662gEWnvpKIFhgnjq2Ns3A+Wa+ePNJ352dejlwXtvPwDonN71turl3vqUTNT30bAgngEAyAIxdh5f6ant+3DEa9GPPdOTE/I4uUL98OJyb7120ytIZDabLTBV0XxjbrGvQeUOFnjcqun96mTL3FZcJdtsqhTGMzGtvP+9W6V+c4KFjTzf1/fxSPulybnjrQrvCADAVWeaWFnmNrfEKvQYTuBsLEESVm949mSrfcix1lXb8fk4J1tkAFjpqQuz6HyhAACAYcRmMjfd9UUxbHh37OaylfuYQBxNZSTCmEq8K2AFg1+UWe9ra+fiFEzRNAwTbDQtFZSIEKbp6umNhZ66/vN3IJqBSToMg7/56U9K1pJ7Pg/8wkv6DF65sC33xVJ2U397+/DUF91xc9lcqfQUguDfpOP2q8EwzPzi4vzi4r/Q+P/G8c2JsFAo3hgafu3ls//lL/8fk9HQ2935e3/8Z9/inn33cP76jVxv78YLfQiAEtnMh59+lPymre5fF4lk4v3bNwsnj/AwFk5R08tLN8fGvtYIarX6maODUrG4WMSvTY0vrayWPv/+M8+eGV4rPVYYGOKc6fy7G5ffpmn3cz0sGM7ghU+vX/5VLAhBUHVN1fH2ToDAc8ebW6/MwDRNobBjoClEFN59rosFI1kcl2VzyrtesjBNN48uf1Kv2znbw0ZRDpdjWdhR7wbCRuXCYFPlrJMfiC3XGleqDRDDcDCWbWqdxNCIXinzR9m5Yv3I/pz8emNF2cAgN1cEDGAQ0KZU+1mwh/CVEmwFAYeTzh9+RxCFE1v2irLV3YRSfOwXNwAAzhbrjdeOUwhCw7D91rwolirtnn1oIfS6ip/IAAAqFrZmT7SodwOyQGzgl0OeKsNyX73UHzMtu1d6bK668vJlFwAgqpPv1pUDhmFQBiLp429dL5XsV846R872c7OFqFYm98cgBswfb6m/vTT1BDellAyf7YdpwEAQiUIAhs/83fmIXh6o0AEA+KksxDCAYb4wk0FwMBjH78g5BhgqsWAJmh3/WmeNIJ6pnl6vnl6/83SPJJRY66zp/Gy8xKPlK7vzg82fvH4cMAyLzbYsbB4eVhxOONuqzI5t9Y7/QLEdwwnNbjCmlql3gzkR12vVu6uN81SuyWI5/umYIJ4pvejMd1TvVRv5NJg/1mgfcpSqXiEA6sZWVl/sKw0lFPA56XulIlVTawm1OKqVH6jAAACCesWySeHyeD55/90vHLVYIj7e2HT87eulhKhpdXf43BH1brAU36MEuUEX/A+6KzEME6bzPRf2NQFO7QYL53qnl5YeqIXNMAzDPIAFORz2Y319FqOJIPDRBcf80uJvPr30CN86fqP2ib/+2x//l//jP105/x4EQX/7D2/sur+opPwIh0HT1NXh21eHvyjj+1vA2cefaFRr9a5IQsDdk/EmFha+Vne8XC77w2eePXHNUfJe0B3reAfFZh0Oo9Fo5PAPTGshmmlecjVYrZeGhu5MTQEAIAhqsNlef+oZBEMIBjBFfN27N7+4SNM0i8X641dfM3B4VsdO+SfTzhbrzVePQQzDAIgkiE+uX3FubgEAeDzu/3bu5cM7g+FkPB77+1+89ec/+OFjF6ZKNeXicJKdK2akwp5rs7u1ps26MjpXoBSYdscfLFPrNr1xjaxh+N7bdNXCtrvZWju2QrCxzaZK7Y4PrzOvlyn4hSrThgdnoym5+PAEbFIlKVtzF4S86qm1UstdiTNuvXQUopmDQk0AAEzREGAiBoVqLyQOJ8wL29deOyGKpwgOC2djfe/fCph1pd6Apb76tS4bxDAMBDCCqBtexIqkr1J30LgG07TO6U3JhUm5SBKKczJ5hKCHXzjCyRZQHMcIqnJmw7S8W+Cz5481AwD8Fn2puzGik+dIIivmK/zRA7plAFjtskljaZSiEyRxeGq3yGWXlFEBABSKpGXC1uszPqv+cDRpXtoeojM/+/STP/n+D+RKyeEzklRJTCu7RR6bmy4c/hzQNI1ARR4nhhf/G49YH77m83n/4w9/VOLgkruTxekL2MoJFJJEErzMocJIhsFICmNhJEml0umcmF+abwcAQACIPRFHnVFq1Zs2fQwMLePSGegAACAASURBVDdZFqKhn334wQOvXqPeULkVPGiIREhKtRuKq6Sls7Zu1V4ev7P1oG4io15ftXPozNK01htRa9SuHdcDN/RlICj6J6+93rfoKft0kmSxqjttFxXyz38zg89H+JfAb0SEkWjsj/7d/8LlcIo4/g1kRx7ht4PGuroBlqjv4/HSv2G9PHv69I9/+cuHH+FEZ1f/6FqptZyVxwcvz4af61pYXn7lyTPc+/VHEII2arVHunucuzt+n/+1Z57ppli1qx4agZyt1RxQOK6umLXb/7+33jp99Gj/RtDVbHXbTK4GsySc6P1o1F+hdbRWDk3POO8+mHK5fJqF5gUc7l2Dm40qzfLmEgBAIRIddFYBANS7wb2aMgBA2brbZTcPfD4VNGsWjjYJElmZLxIxKGHyUN8bAFiRKD0K1a7g8LkjHZ+N3z7Ttd1SmdTJcDYGAeba909iBcI6t8HKEc5m68B7t5Z76zGczIr5YYMSAkC1G0BIih/PRPQK9e5+MWFOxINoOmTS8NJ5vdOj9IbDJhU7W5SGvM5WK02BxYEGlKBhkpAG49bZTQYCO/YKaTC+1WzVr3ug+6MFGoWjBhVEQ8u9Ioiig2Z1443ZrZaqwbdvHtTTByp0CEFNn2on2Wj11LqnyrDcWfvT999Fnn62eXLdU2XcrSvnZAo5MVe36fdbtFUzm4s6xVpbdc3UGgCAhuHFATs7k8+K+QmFZOlIPUQzw88foRAkJ+Tx7oZiNIIQFAUA+Me3f/EXf/CHutqyUkDmrjKEDEpuOk+wMRZOWGc3SrUnFIoEyzX6Td+dM50fXru6sbUJAIAgiL6/D4dkoRp3SOkOLQ7YI3rFQZxKsLECipTkpxmGGZ6dkT3W0nlnlZMreMyamSrtj998c6Or2/JCD00zjvX1G5/+yhkOCIGY+1v7izyW36QmWNhahXI2m3wgCwIAcvl8Rny/hRMbK+QLD1z4gbDV1trdUfP6HgAAIQs9Nx3Bl45cGR7+zbXsH+HbxbcgsVaax3+E/27RbK2yO+5NIim9UVWvDYKgh5+iUcnk4pn7ik7ZMKxWq9WBGK5VHu7xctWX92ZzT5GC5YHHHPmknSXovrxv7d3x2fjwiwOdY6uslkrRn/4pyjAZf0LpCdeNLqEkFSxTjT/dXTO+sri6cmty8vDWf3npEuv0k42rHl4Od5YrF5jCjmv3uVOPIRh2OKwp8LicXBEAwIB9PRT1TsDR3yD1ReJqqTQY81XqDibTwgal4K5ZD4YTwngaJWgeSfPiGZU7GNUpuj8dQwmSYGNjT/cU+Gz1TpBVwGWB2FqnjWCj+nUPjcATZ7pxDqv0xG8Ycch80bRUuNLX0HRjfnGgcbWrdrnbJkjmLAtOw4Z39NnePJ9756UBQSKncQXiKnHvJ3dKO69yh4bPHbFObwTNmrhaeqDDSSOwz6pvujGXUIqdrVUUAp964zKriPMyhYnTXdaZDV4qGzaqPNVGgoXqN70QYE893g4Ak8imcRz/v3/6k9eeebYOgdU7QaUnJI4mUZzMCzgZKa/M6durNe7ZynipbFIu3otHcQ4dfK4PRpHOC+OlupioTj7xVNfAO0MwTQMIWmgwzTmmAAAEQfzXN/7pyYFB60v9AAAURY9enGDnil6Lbreh4sZrx8uXXAyAdutMFIbOnGpPICCVzfAF/GwmC0FQgaZ8Fp1uywcAYCBovb3GvLit3g1Kg7E7z/UBBqh3A3kBb6yn5vOR2wAANptDEMTw5GQkkdzsaeHyuNt7e1fe/Hk+n/8KxyIYhoUiYSadoSiqw1YflKuqZ52ladsil72tEV+fmmSz2Vt3Vj2evV81yI7Ltd53pGrVU+r3SMnFQYUwFAr/quW/jHKlShO8VwUGASCOJGVf6sF4hH91PNIa/e4DgiCIuS9eh/brLh+WCIPRaFJ5z6mOxNAiQ7PYLA5OVg0tjD3dbVxzswq4r1JHoWjHxUkAgGHDQ788YHG47m0UAIU3klRKdFs+ks0KGZVxlXTwnZslMlDvBtMy4WZ9uXPhHguKRKLjnZ0ahXLT5x2hEigX2poZ9Xi8f/7DH/Yu7m3hxFp7dc3UOmAYCoVXempL0peuOtNBIz8BMeutVeJ4lmQhPos+pRDL/NGkQrJbZyp3uILlapUrCAFAsDEGgXipnGFjb72jZvDtG6XKHaxItF2emn6sPaqX54VcuTe81WgZfPtGacrUtOy6/trxhtuL/ERmtaduubuOQWCkSMyeaGHncVEkqd/0ZSX8hYHGxX57ySKjbHU3bFTu1RiqJ9YOKBxiGOVeCOeyizxW3ejyzZeP6bb9EEmGytSVc5vKvZByL4TQzHprFVbEAQCSYLz70zHHEXteyEEJquXazOSTXcJICgZgtaOGmy3oIeTPnzs3694Zc8z3ycw1h5oiMlJhQi0tcthtl6ck4fhKdz0DoGO7sSKfvadBNFu+g8YMuS/Kj6avnW6ThZNevWJmZ3NtY79AplAofnj5EovNttXWPtvfzwBIEM9UT2/4Lbq2y9MxrQwwoPfjEZikZx9r5chFf9F1NCvm7ebS4XjcGklvtFVvdFQJo5moViaIZ0txOS+dH3hnaOiprltWZTQWv37pMz6X9+9/+CMBQZMsdDccfu/SZ6sb6w9zuR7v7etqaOAlMnmJYGl7W88T1I8sjpw9ovSEaRgOlanWXFvjU9O/dpxcLv/Wxc/IM09K0gUagaIs+Ocffvi1ymG8sWhcajw8c56RCBKJB4j2PcK/Lh4R4Xcfizvbq7WVHaP7FgQxlSSay36tqewb01PVL79a7o1IA3GlJzzWV3d1bDwYCAZOKjrH13s/GgmYNTiblRPy2i7ffb5AEBtG8vc3MxT4XE62kBVz2bmCZieYF3HBITIWh5MOm3F5eb8MRyqV/g8vvtw3vo5nEzsN5ry12h8Jr2w662y19XsxvSu402TFuawbrx7DikSpa4JosW41WxGSbr84AQBwVxu5efzIhzcQkgYAuGxljr76iEZGcFjaLR8vnQ2VqTfaqqum1mkYcvQ3WOa3NK7ARnsNit+bueKm8yQbqx9euPXiUVauWLbmPkgcIiSl3/SRKBzTSlMyYdPNBU4276/Q7jRaoHwxJ+ZvNlcSLMy47qkbXURIOqKXL/bb+z4eyYn4BT7v8C9DcFg5CBLEc1GdjMbg7fpyrEgc+8WNA+VrlSvgqjM5jjXXjSyiOJmR8OIaqXFtj5PJJRWS8qUdnMveaqkUxlINtxZ56VzYqGT67TKZYkUo0Pqi0mAcQNCWvSIj4UuDCZzLxvlsl8qcE3H7Ptq3SuBkCl/ouBIk0j/L+kOhsDDAt5vNf3DunGN7mwHAVlZGMozJaLStuIWTG6XJ7bbL0wCGBYnMQQsKhcJ5AVe342+86QAAbNuMy132bK6o8oSxAh4wa2WBeEItoRF4X6MOgRIY9P/+7C2SJKVSyR+eeaZ1YWu3voJEMIlWJ37l1b95441fe6222hvOqMuO/PI2RDMAgkw9NUEMU7uCcm80oZJANKPd9k0ZeL92nBK8/sC7Vy6JJRK/LxAOf+0wbnV9bf57nepAXBqIMQCstFZuhIN48bfRMfUIXwuPiPC7j5mFhdpyc+KJtgpvNCrgbhtlb//yi4KfXwEul/P9Z56tXHWrg4mEUnTzXP/HN27MLy0CAK7PTLOe6WxadOMczFllYFD4QEdmr9og88eCJnXZmptCkb2asoxEkJEIWPnCwmBj480Fbjp389Vjh+c2E0rx1cmJgzfuZ44OHh9azIr5AbO2+5M77HwxJRdJnztLw1AKp6c1CgBDMZ2CgUDV1Lp6N8jA0FJH9bpVp/BGvZX6lIC9XWfuvj6L3E0Nlq+4Z+pNcS6ra2Rp3xhhzb1rM82cbKFoRpLISsLxnQYziSJZMf/gQOIaKcQwcydaayZWaQghWffdMjQKQwA4BpqO/eI6ViRIFqrZ8fstOhJFZf5YQiGGKcp+21E6RoU3alrZ3bMaTMuu5d56s2OrlIFLS4UhowrnsiCaoVgoDSBJOFHgsQ/7PxT4HH48Iw7Fx57uoTBUFElyM3m3zST3R2Iqae3EalSvgCm68/x4aQJQt+mjUATutjE4OXqmm58rlBS0Zb6ocd1DOT2rHbUQALVjywebULnDjgG7ddZ58EmgTL324VC3vem4Qtc8t4WQ1HZDVdggb7s6i3NY63KNMFM0ru8Z1/amnui8/tpxCkViGpnsbkzpr9ADwNQP71fqGjcDG9317ZenSiWjCk9kpbcOJqjb547IfLGYQpgR8ta3tjAMI0nSXmOr2ovs1lW0XZzi5Ao4h4Wc7rTX2RzLK199uXY12DtvruyXxjBM89j6xWpTqTmn1Ms411mz4XV+9SAl6HW61596Su+NsQjK09F9ZXJicuHr+Qrk84Ufv/du9MRJ1UAdDYBjY/3KxYd1aHqE3yYeEeF3HwzD/Pzjj7RajVqtyQQyO1d2ShoID4knBwaPzu6U5NlU7qDMH9uptczOzwMA7szMbHk8rzx52khCVau7WYlw6MWjHZ9P5CR8V73ZfmvBvLgzebqLQmB2rggAw09mh145Zh9yiKLJnJDLwPBSX33t2DJC0iGj0tliXfqH6wfbVcrl0sDa4kBj74fDpYlKYTwtAXC5w5WWCSkEUbkCWy2V1mlnaeoJopmG8TV/lXEGFD5GU0K2uJUkWYX7pBsQkiriuHbnnpyjYcOz0VrVfnM+L+LeOjfAwsmOzyemnuioH14UR5NxtcwxYG+6Mb9wxM4AiJ0vuOqrWUU8z+cIEhmFN+I3ayM6BTtXhClq9kRLRiakUNS0vFPyiU1LBIsD9sNRryia8lt0omgKoemxZ3uxfJGB4ZyIR6IIgCCMItiZAoUhNAyTbGyjtapqZgMAQLCwkiBL+fJuqeE9IxGMPtvXdf5OWiaMqWRpqUDui0W1cuxQLCv3RYXRdN3o0nJPXUbAaby1uNJXn5UJNzpqIIauGV9ZHLAzhyLA0klZGGiscGwDCGy0ViW4KICgNkvl0Q9GS0dhH3bMnmwl2JjSE5YFYrdeOmpY30sqJXkht++DYQpFJp7qMq7uiiOpgEbiarAc/WS0VB0KAKARmJPNC+KZgFmz2mWTBWK8dC5rULFDcXeVrnZiTR5K2OQi6/d/+PfvvK0QCmJaedONuVJ+jlXAuz+b2Dvd/WuJkMPhHD7pME3jOH75qY72qU12vugqV89qBIvXlr9ihP0VYfi1M2ee/myam84DANomN9Dnurc87mj069m5xOPxf/qS0Pwj/PeGR0T4bwV+f+CbOXmW63S6yXtCiApfVN1vO/hXq1JVhdJdI/tPlqRSPHq2X73tRwiSgWFJME5gWNnarmV+E2KYnTpzQcDBOSjBwqYfbzcvbiM4Ofp8P40g4khS6PbLpNID+YV8Pl/ksxkE2rWZ0jIhJ5uX+2IIQYXKlNYZJ0JSnmojTNLC+H29mPJgvA0TsA1lNjYfxakS65S+KvC5WRjANE1DEHyXnGgY4uYKpZxiViwQxNOyQKz1yvRWc+W6qLrI42BFcuFoE4XCGZmQhuEin5MXcKTBREwjXTzSyM4X80IeSpArvfWSUKLl2uzNV46VWBAAwE/lCnwuc0hpKqkQc9M5Z4sVxskin53ncxgYVe/6aRhOKkSsIqHwhGsmVnfryjdbKt21Zd5qAytfxDns6sn1tc7amy8P6jc8eRE3qlN0XRgTR5KSUAIrEKFyNStXoFD48LYyYr4wnhZFU13nx659/+TUqfayjb360SWIZoo8zuSTHfxUbqe+QrsTLJFcRiLAcDJsUudFPKxIxNVS+8LmH736mtYVOMzlck84qRArvBGEpISxdFbMd7ZV2UYXS/Fr//u392rKpk62nh8ZEUzHKo3K2uh+UVJaKqQZpsDjrHXWdn16h2RjvFQO57KunzvSfnmmZCgtCSXE8Uz45MmptZX2GpvgkOkEq4BzMNavvVz3/P5gmVq7sy/ukVBJApHwp0NDPfZGEU+y6t6dvvlQvUNKhUIRSZdYEAAA03T9urfSXPF1ifARfifwiAgf4dcAx3GShZa6jwEANAyT1L2ww26uqF251z9a6udrvO0IlKt3GsxlCMxLZ2rvOqRXzWwkleLFzpqJ+jIlgBGctCxsWRb2i9cnjjTAyD3V06HZ6bLBLoLLATAoX9nNiPlzx1tgmu7/4HZp4kscTkb1iqhWdlDFwwCQkou6PrmTe3mQyeMEALt15SQL1Wz78wLudGvlmGPOIJVt1JtqHDulVbYbK1Wu/VoGmKRKLRbCWLrp+hwAYPrx9rBBxcnmj7w7hOHE3MnW1iszKneQhmEKgRGSlPkiAIKCJlWwTH3ilgPcr64I07RqLzh/orX+9gKKkyGTarO1ikIAg6A4G5MG44a1PbetLCvi2Ycccn8EALBbVz57orXzs/Hd2jKEpBW+aNnaLoKTG61V4kgiL+BkpMJQmbpxaO6g3VDhjSwesTMQpHGFlvsbbKPLME3nhVzH0ab2i1OlXVLthfzl2vrhxdLusXOF2rEVxxG72h+78eoxndNLsrGwXtF6ZQamqKX+BuvMxuTprsqFHVaBdNcaD18PeSGvpB4AAMgLuDOn2mkE5t0lDBQnzY5tV52pwVzxkw/fq3n19YheSQl5BAvFEbhIkt5qA0oQk2e6BfF0Si7SbvkwmlF573lPygMx5UDd0vJKbvBYUiE6aHDMCXk8Lken1fq+0urvwq0h02vfaxVyFKFEUiacspvff/edeDz+0dUrX7HWlwHBMHy/2SRC0Qj8sB4sj/C7hUdE+Ai/BtOrKzUd1u7bK6WwwNFa6XDeS7FQNP0FS1WIpgEDdFv+hEY+f7xZs3mfrIzcHxsG+ZHJyf+5sctnNVQsbpdYjcRQv1Hhv3IvZl1eWw/29fffWS5b3QUASIJxgo3FNDLo0OPJtOSabbMKEjndlpdgs1a6bdpNH7uAowRFsrGWa7MKT9hTbfBWGf0mFVos/p5IEzbpdjjscJVREk5GNVJOrth5Yb/DUuGJrHbV6jf3PTdwDiumlkE0pdnxYzgBIMhfrolqZCSGwDRNI4h9aKHUBpCS8see2ZdBYWfzSaX44PHNi2edHYZr33usxJAFPmfwrSFJJFbgcYaf7/u5kGrgoPXLeyUWBACYll3+Cm1ewONm8imF2Fup95s17FxB7o+F1VIsnw+aVIJkJqGW7dgruNlC09WZvIBLIzCJoZb5zZBRdevFAQiCUJyAaFqQ2I/GsgI+q0iUWDAjFcQ0MhqGSRarbmzFXWsUxVJYkbDd2TdWTMlFI8/1SyLxWy8NAgjkBFyfRS/zR/0WbUYi9Js1g+/cAAB4rYaCkGsfWkgoxBGDomzFffC7wTTQCoUAgIW1laqK2p6PR1kFPKaRTT3Rsd5WbV7crh1fBQAwACwcb4YgmGBjJS9lAACFIgRBMAzzjx9+wH7+he7L0+JgPC0Xzx9rahpZeuHU43/1k68qmcllc3/1kzc6m5v1FkUwmRj/2U+/metnOByOqKU4h7W/YxC0XKXbvNsL9AjfMTwiwu8+IAgym81qhTwST2xtbX1d6YPx2VmlVBJ4oU8UTWVkwrWA79qNewn/+S2no675yF1xmahOzi7gJQUQ2+iS3BvetlsOjxZXiRfWHD6vz3tS3LIVHHm+X7/hoRF4015x/ub1UkEdBEFNTY1nevt4GFuzc+/1X7kX9lr1h0cr8DgQhs712pytVna+aFxzG9c9PosWQAw/ncMKOMQwxrU949qeyqyNqyQwBXhbgdrx1ayYn5EI8lxWTiw4UJDJSPgkh3X73BHTsotkYzt2CyuPkyw0YlBd+v1yBoZE0ZR1Zh0AsFtv5sezW81WXionCSdE8SxK0RmJQJDI2G85Jk93Glf3BIl02KjcqzICGCg8UcO6d6W7pn5kURKJERwsZFKjJN1jqaJhRBBPUyh8UNQjSGTSMkFOxIdoIPNHNDuBnJjnrjWJg/GoQVEzsWZe3A9nVztrnG1VUZ2CgeCgSYUSZOPN+VJaMSUTzp1oKeXn/BW6lEqE4RTOYW01V8bVMrXLX+SyGRhcfLY7l8tLAwnuXVWXrIgH0wxKktqtQPnSDgDAVW+aP9aIEpR11ikLRGMaybUfnIJomgEAYoDUF5V7IzdeOQYYoNwL5YT8ld66momVyUYzhrH7W1p7fzlSuh5kgVj98OLi0caaibX9KxOAmrHVoEkzf7Sp/coURDMMAFM9tqnlZQBAMBAMJBPrbVV5AZefzjXcdkiDcWFzxa/t/MFxfPg3djejKOqDq1eQZ07WbPpYOLVWqR3eWHnU//ddxSMi/I4Dw7A/euXV6kShLJSM2iq9Tz3lWFv77ObNB+olPhAMw3x67fpl1rBYKkklk4XCfcXfy6trQwZj5vneskAiJ+LFdDIGRm6+OshP5MyO7biI5xNzPFa9wekFAARNaqdCsPLRMkVRb31+gX7itDRbWKvWZ3msDy5+tuF0AgAQBPnj179nFIm7Lk46W6qKXPZBrCBI5ZIyYcioLLkPZsV8X6XuyTevR/WK+cGmspVdTqaw1GMLVGjrRpY2m6wZqaBk7AcAQHEiL+JG9cqKuc20VCiMp/nJrCSUGHu65+YrxwTJTEbMF0dTnefHRp/vW+q3q/aCGREP5tMYTRIcDCsSCEX1fjhcCqrU7vDIc31mx+ZebVlpE5JgfORsf+3YCj+ZVbqD6x01CEUhOCGIZ458sC+qp9wLDJ8bwHBytaOGwlD7bYdqN7gwYF/pqduxV5As1LS4U7G4E9HJE0pJEUN0u4Hm6/uekTqn785zvShBld9lQQBA5cLWzZeP144tF7nshuHF7Ubz5JOdalcgK+a7bSaEpG6+cgxiGGEsbVj3bFt1V872KRO5no/332PKl13nT7d9eO2K8OTg0YvTrAKelQqGn+vTO30FPse8uJ/pNC+6guXaioUtlTuUE/FwHle76bWNraA4GbBoh186OvjW9aqZjb0ao9+ix4pF+60FTraYYaMkRbCKJHzoxUscSUI0fdgnC8NxmKYJNnb+9eNoNJkX8ufX10am9ntJE4lk9WpIEkocLE9C4Lem1enc3vqvb/rMZjMLw1yfjsVjj7KD31k8IsLvILhcXou9QSEUuYKBMrV6wBmqXNkFAJSturW7IandbHjl1b/52U8YBhzp7Gq11UIAcnk8n90eyuV+JTsWcfxXvQ5/fvt2zY8qBcmcbtsvvTSVE/Mnn+yonlqfP2rfoYr//NOfnhk4am45AkHAEwx+8ObPSzWrHo/3//rHH8tkUgCgeDx+EKcO9nTXMKj1tkMcThrW91Z7bG2XpmCKBhC00lFNUfRHDfqKwUaEZDCcbL4+yyrg2i3fcl89hcCOo03cdE7hCa931OJcNjt/zwXG2VpV4LGt0xsQTTsGGzXbfsv8FoYTJBtjZwsIQbEKxTyf664x5fgchAJRvUKYzGi2fDkxn2CxuJkcN1O4l/9jGNVuEOdy8gIuAIDE0LhaihXJxX67LBjD8sXBN6/zcvmR5/v1G/eESzCc5KZzyz11TTdmd+orVLvBvWojwWEff/MaQlIUisyeaPFZ9UU+J4vAFElZDjXCC+NphKQYGD6cg4QohpfOanf8m61Vcl9E7ovENLLtJktEr6gfdrAKpNtmZOVw+22Hq758em2Nh6K/t3ev/ISXygnSeYKkgih847XjnFyRYKHN1+cINlY6rgPI/ZEilw0AcNVXwCTZNLRQmifXOb0pqcBj1Zct7+7YLTkU5qaRqSc6cgzz3oVPCJzAWeiBRigAIKUQoQQZV0mkd7ktUKGFScq8tDOswS6NjGYymcMzFhMri7au/hMXZ0qh7WpjhdPtBr8tCIVClUoViURDodAjpezvNh4R4XcNKpXq958727q0KwhkvdpKb125+efXDr7VuAJrnTV1Lr+10tpotT5WRBs+moBJylupNbzy2l//9A2S/No+MkajwbwdLF/ej1T4yazSEyFYaO8nd4JnezPp9DsXzj9wRYZhvlyDV2syIwwolXpqXIG8iDf00iCGE0UOi5MrIsHY0p7bIhAhENJ0fVYY38+BISQZ1SsabjtU7iAAgIGhkef7HYONlTNOdq64W1uWlgpOvHmtlAMrW3WPnO3X7ASSKgmK4/0f3AYArHZUbbTbMlIBP51DCQpiGIU3EjKqej8a9Vm0wXItdJ82ACA4rCIMAAS27ZatJgvBRhkEKl92eS06ky/ir1C7G8wwRWH392/kRTzlXphgs0sdhO46U/vnk6WnPEJSjUMLw+f6LXPOrWYrxAAKvc8wmYJhGoGD5Rq1az+T6qk28JLZ4bNHxKHE0MuDAIJY+aJpyQVoYNjwAgBU7uDE6a6ESrKlk86NDTVUWhnofhNmGHnliSceuzKfUIrddeUkCqt2g0mVJFiuObxUTC2rcq8DAJIKkSSSOlxEKvPH53ptuzVG7Za3dmINMAyJoddOt5fCvomlJcOp1rbr8xhOxFWS9faaxpsLE2e6q6fXhdFkTCPfrSsXRxIJlbisTCmRLqfuOj9AEGSrrqk3l+9QxY9fOsKLpwoCntPv//jSpQdeS986njl+ormsXOuLJYWcPT72T++/l8t+k1zjI/xO4BERftfw0uOPP3F5piRerNoLxy16GoERkgqVqdc7qikMLXLZMg7HpNXVKtRNH94prWXY9NcpxNZK6+ra2tfdIofN4RXvExFGizjOwVCclGDYgXXzQ4KkSF6eTMrFpcp1s2PbuOK6+dpxFKc6Pp+4/EL/U6i1dm6LhuGFY02GVXf5yi4AQBBNJZXSEgsCACCaqRlf9VoNJIbk1BKci2lcwQNPeYhhtFu+1W5bRK+onlw7/ydPIxTFQDCriPd+NFrSFk8qxHPHm82LO872qtrR5Z1GS5wjKWUBAQBZMd9focHZbAaFA2Vqbq5w6o3LJT4LlanWbcadcLStSCRlwrXuGrU7iBUJAECwGhW8rAAAIABJREFUXI2zsaRCVDnr3GypBAAQbBareI8pWUWCQlFWgdBu+vaqy9Y7ajovjJdCwKBJLYqnc0L+Yn9D0KSWhOJhgzJqUEr9sQKfo/SEj7x7C6bpjFQwebpL7rmnh6ne8c9325Yyca/HCwF4YeCY5m47REYqKIp5PePr4khSHEkqfNGJ010UhkrCSZzL2qk3l6+4AAC7NlNcLYMABAAQh+OBcu3h85VSiq+tL3fb6o/cFY1DCbJrbG3F3qxUKI52dPC2/OPPdOMcNkxSbZemhPF03wfDk2e6CDYKMUDl8vOT2UCF/unPpwUnH/+Hi+dDofCx7p6epiYuDbSuoHI5ONvEvba3PTw+8VvTqm6oqx0UKo/cvTsCJlX2idP//P57v52tP8JvH4+I8DsFCIJEbO5hqzntTmCj2ardDax3VLd/PsnJFUgMnXmsVYrJxJH7OvDUkbRWoVj9+hv1+Xzb7d1181ul5yADQLhMbVp1MzBEIQiLxXpgPrLkCXx4xonL5RoNBm88nuNKV7tq2QVcGogVuezpU228ZK712txaayW3QJw4P1nakH7Te+vFAc1uMKJXZKVC5P5YFiNIAAHL/BYA4M7T3fR9c4ogz+d4qg0ISa931FZPr3PTue0GiyiWLLEgAEAcScr9MXau6KkpAwAAhpGEE6PP9XGyeYgBWTGfRGEGhtg5nFfEez6+U9p6TsSDaIYNs+pFUsleCMsTCY305ivHJOEEzmGhONH/wfCtc0fQIi4OJ+dOtLKz+bhSfDBPGFeKBfF02aq7bNWtcgfnTrRd+/5jKEECwCAU1XV+fOilQXY+77aZAmZN04351muzAICr3z9Zd7cvQhDP1IwtRwzKgyMt8Nk3I94LFy8BADyeveuuzcLZHrMnSvB5wXI1SlHCu+Lj/GTWtOxa6qtvGlpo/3zS2V597fWTEMPotn2iSHL6VJsokmQgUORzVjtra6bWIJqJ6hRL9WV3/vFyt7XmcJjIyRR0alWDWlM+v1WSqqFQZORsf07EFcbTglTWuLA5ZFGoxWKcxxEksj0fjyAkdeT20k5HF0/AP+JOWt4eYmBos6nSW6U/dWEy98KR4fH76l8kYkldTTUHY627djyeb9kArqWyuslxLxer2Q1pu2q+ljzvI/xu4RERfqfAMAx9v+e8btN79WSTt0rf+flkSaQDJci2y9M7z3cn72eOkEzo+0YPlHg8Pr69yX6irXHFzQBox16h3gmw8rhjoJHCCZr+4rNDKpO9dOpxhUBIA+CNRt6/fCmbzdZX15w7ccLsCkEMs2fWgVx+dsBO8DgEw+RoQghjQy/04zBkm3YePHBhipb54zdePcEqFC3zm1vNlTkR78CcyFu5b84X08iyUmFaLi7wOJxcwVehdwzaAQCcdB5AUP/7t0tqahDN5O5XRmXnClkJn5Uv+ir17HwxppMDAKVlQrRIMDR9/tr1P1WYm8bXLv/+46PP99MQQAmKYKNla3tZMb/l6kxpkOnH28tW3JxsLmxQ4VxWSi5mBaLnz/VVbPkKXFZMIR4/0900NC8OJ5NKseOIHWaYiSc7a8dXE2oZAIze6SlfdqVkotVuW17ApWGYRFmiSELhiZTCX4KNcdO5w+dcEM/s1ZhKfxd5nKUK9Y233kQQuLGhwaLRBhKJYec631JTP7vZPDS/3lGTUEsONAfMS65r3zsx9NJRQSwT08loHBd7wj6zVr/l6/70TkYmXOuqrZ7a8Fh1u3UmmAGcdC6dL7x46km2gJ8Xcg/az31GJYfLUe9GpHfLiRGS6jw/PvRcb6aHpGh6dWvr0jvv/MUPf9Tx2T16E8bSSo1dH0xW320trZ1YHXu6Jy/gygNRlUp14PDcUFP7fF9/09IulqNXegfH46GvcKL4BkAQFLr/uoVo+hERfofxiAi/a9jy7DnrTNblXQAAA0PTbdYPr197auDoQUsZAAAhKRSC16PBso6qhulNmGG8ZvWySea8+VAajF/GxdtDiwZDf2trg76MS9G+KoPPqlfuhSKZdLF4n0sXxsL+4Oy5x4eWSmGQv1wjPHvun99/94WTJ59451ZJSq12Yu3yD0+Nbm+mkqlmS6WUz++5MCEJJ7xWfUYiODwajcJd5+8IEpnl3noKhUef6zOtuBmISclEcbUMtmi3Gy0UhnAz+YhWefUHJ2GKgSmq87NxWSCOs1l3nus50BSVhBM7dnPV1F1/AwgKGVUIw5AwtDDYhBBU/fBSUinWbPsV3si2veJ4W4dheDUr5kMU03RjVuqPZSWC+WPNIYOq6ebcwR6Kw4mUQrTcV2dccUtC8ahOSWpksXCIqDJwKYbO5WMUDvfU8XPFrIhfNbMm98VcDeaJp7qqJ9ebr836LbrVblvr5Wl+Mjv1ZAdKkNptX0wnKwi4AICUXLTaXZeRCg93X8Q1sphWNvTiQDGbiws4716+RBLEn/3w95q2wzpXLC2VrrTWtl8YFYdSAADL/ObQCwMpqUi1FxbEUit99ZWzzrJVd07Inemx/d3k7QpT+Y+Wi1VzTgCAMJYu8Lim5Z2KhU0AQFQn32quVGrllUXaOLI4/lRPzfgKP5n16+XTNXouQfATmYxEoLjbLM/JFXIE/pdv/ONBHrpA4Pca9QCIq6W5QrEsdJ85gyiSXG+vKWikjyHdV8bHfD4fgiBPHT16+oPRkja6bssLnmidNBi/wlDp6+L/Z+89w9u60jTBcwNyBohIAARzzjmIpKhoS86SZbvsqnLVVPdU70w/u/PMzO6z+29/7Mw8vbNV/dRUB1foqnIs25Js2ZaVRTHnTBAkARKByDkDN+4PUBBly67k7rZr+P4CgXNxz704PN/90vsarTvblYaWqf00QVQuCqVTh5Krf8ZACotKf/eoPxb1dbW7u7vR6DdYdgRBkG/WP8CW1cpurfW2VO5pZUsdlbc31+dWVoo0hVU4nBdZzXLZS8UF/3Txvbi6IHCkab22aBSk3/744+yfwIsfi8XWNjcRFksulchtXjyb3VKJ3vrkoyNt7WeOHm2rreOJRUc6Ok709hlimfL7JGSCSCKgV3lRcJpk71OAQtDyUBNCUN2eRLmkAJEItdtO/aYDAMBKYxs9tRqzMxeHTAp5O01llbMmFCdUVs92czmFwFkeG8WJlJDHjyZKlnd2mkopFMFZDIkvDNM0oEHZornQ7AIAQDTtqNIXGW25mTAzmF+vcFTquPFUms9ZGWiMysUpPlfp8PVcHitfMosCUU+JWhSIchJpYTC2114j9YSclbqK2c0CVxACgJnBVLuerfZKg9Gaz/yxMtjS0ebOT6bVu25BOKGw+wAEiXg8Noy2jK1zIAgtkBa4glG5uOfKhNLmY2Ww9Z7a/vdHpJ4QP5JQ77r9egUNA5k7tNlRpduw8aPJqEycEnKZWWytr75+ZIUfjm+1V0u8YZQgPcWqzfaqzqvTS+Wqn3zw/p2JiUgkcrq//ylXunJlhxtPi/0Rlc07faa7ZGUHAmDtSD1MA2EoHiwsMPbVa032ktVdmKJYaWy1ofjjkREaQG1ypWYvmLscn0Ep9kaYGcxbpNzsrKobWa2ZNHJjqbUj9Q33VnxFiuX2ynf3ti9e+7S9oallfnu9t07ii7CTGRqG1rpr5rFkhiIQGEkmkwCAYDwuONaj9oYZGSyskg7319yem61UqHT2B4Jfy0PNuk1H7cxGTSSjGuwJZNMAho+JVaWWBw2mTBjZlHGsjq/MEDo9noLmukSJFmYxd0tUU60lv/7gg8xXLbyK/oHp828Wvj5Xh6AM6GFZlc/j0CP8cwOO47++dInDYQsEwmAoRBIEAODa+GjxhRf7R40yTygh4Y8M1F+5c4MgyNtj48OTk19hDcKtiYkolq3U6bzR4MjNj75//nzftq/4k4W9Sl1RU0vV9AZjK+io0i0eb6mZMGY5TF40KYqnBIIHfp69SsfI4L239nvdQirZWn9d7jUrna0dW737wiDLFWBy2Bkep/XmXK4EBqJpOJPR2AP1Y6s0AFvtlebmsoCmgJ1McRKZvkujOYfJ3FQWUkvBEgAAwBTFzGCBwoKcy0IDgLGYIY0srJTQEIRxWRJvkEQYNRNrOeKcLIcVVMtqx9buz5S2NJXCFF3rC+cnz8xgMEXZaopq7rPK4SwWRFH52CMAoHDLESiUEQxkq7OSE0sfe/M2oOnhF4dyFbBJAZcfSeSdJACA2uIO6AoUdh8NQSSDoba4NjuqBeHYVltF+bw5V+fCSWXWjtSFlTJ2Mg3RNInCnCwRjydyobzW6trCiw84EAShOETT1joDI4tDFN19Zb8kJKyUrPfWlazuAgjaaii2BP0YhtlsNvPRoXKLJ8eVI/RFF4429X40udlR1fXRZG6eMnew6e6Stc7Qdn1u84JkZGoaAHBtbFQy2N06sWbqqEqJ+BkOkwZ0RyB60lDvaRFskelfvf/+lsX8MxxzdPcIBIJAMPjRpYuRcNjc2lZsUKqsXgDA4vGmssVtw7oVAMCJp09+MpN4pv+199/DWA9tXFkGkvpKtY1omv7le+/pdNpCtSayFzff/ehQU/7PG4eG8M8BQqEwm8UOBiHT6Uw6/eDPcDjy9799e7f3iKqzNBqNXvv043y65SsEk8n8q1deabCHNFuhiITf9ur3Ve5AxbqNhqHt1oqht27nYllSb2jk3ODsYx3cWDIqF6VoeuPSqPPFlppJI0KQfr2iYuaB/qrUE8RYzJyEEABAvhfAMlhUKRYwWdXTGwQDXRlsJBiozBWkOSyZN3jzOycIJlPkj+g2HWGllGSgDfdW8mHDsiXzrYYT+S9vvLM0/MJRUTDKSaQDWjmJIJx4SmHzC4JRg9G22l/PyBKj5wcVNg/GYga08qY7izln1FpfDAComjGtDjTEJYJ8Jiwp4tEQ5KjSu8sKFbtujCB2SlQc8FBiiWAyGFmClcZggqya2silPCGKzl0jE8MIJgNAUJbDYqWzgKZxFopgxOLxVhpAe5Var0HJSaQichFMUIL7nJ9Kq1dp9U483dt2fZaC4MmnujFA5fZupULBhuGDEUgAQQhBeQwqVgYrXXrQqijxhhN89sUL/RQETLs7H1+9DgDAMOwXF99PnH5MxuEACHZHwpumFd+FfiGTddBai32RmExEMNDsfR7a1Y2NZDYTPDokE4pEgSjORCvmNnOcOPUA6BpL3X39V+/dtdnt//hwa+Br777jP3ZC21kBAITAUOXMVv4jBkZwskQ6lfbz2TGZKFfZRDDQ1Rrd9sXJP2it/j5wOPYcjq+4DOcQX08cGsJvNsqKS549eUIYzxAs1J1Nv3nlSiKReOTIcDjy9hf0831VONnb17e+V7LhAAAo7F6FK7hytBEAEJcIhMFYXu12ebCpempdY3YBACgYHn6mh8PhTps24G8dKzLawkoJ/XCFJwVD201l+s09EoUX28sRBvr0eyM0BI2cH+DFEpXTmykBd22gHgCwPNDEjyQqhlf2NcEhaOax9ohCmDdUAAAaQM4yrXrHRTDRje4aGgb+wgIAgMwVLHAFwgoJwUQNG/aUkBvQyNmpdO/l0ZBSst5bx0mkrfXFQbUsqhCTDISG4dWBBkDRi8dbuj6a5MZSSRF/7Nm+xuElucOfEnAXTrTOx4M3L1989dlztpqiXAyWBmC7tULu8Jmby9gpKpcTBQCoLc6N7trq8TVGBs/wWbdePsaLptJ8jnZrb69SSyIITFIwSQki8a6PJhGCpGFo+MLRiFIiCkTv3yU4xefmuNGl7nC0RNlQU7NiNLa1tEAMdLW/vvPj6Vxj+3ZLmdgb2pELGGJuLi9Cw1BCxGdk8VQ6/V9++YucJCSKokO9vdX6oiyO35md2bZYaJrOpQmszr2/evociSL5St2EhM/IYveON929TwoDANjZ2UWPo8dfv2XsrU0LuEXrtvxH5evW7pePpfHsyMwM+bCzlUwk3/jwAwAAgiD/+Qc/SAs4B/1pksvKZjO/+eAy9PTT8niWiRMBhfij4eFwOAIOcYg/FoeG8BsMsUj8wvETZz+czm1/fp0cfeaZn77++r/YBGqqKo+1dbI5bK/f99G9e6U6ne7TB8qlYn8ky2YCABhZDGMxTB1V3mIVDSCczWgYXs6NgSmqYWqjvar6/evXLA7HY0ND2mTGVmuoH1nJDQhoZLxYKiPgDD/XF0omQsnE88MrzAxGITDBQAgGc/KpbgAAN56R2z0if3S3sWzfCgIAaLpydnO1r754dX8LTvO5NAytDtQvD9YzMQLjsEoXLTEpf1fO/9i5c6SuvmjLWTe2RsPQ3On2xuElb7Fq5rEOhc0PU3Td2CoAICnkM3DCUa2vnDGhBOksL+RFk4vHmjM8Ds5m1g+vqHY9AABBON7zwVjileN1z79YPr+92Vm121AsDMaiBWKRP7LTVFY9tRGRi/cqtTnNpvK5rcXjzde/9xiZTikDsdYbcxBFUzA8f6oNJunSxU1TVzVE0SSKjD3XXzVtVFq9XR9NDL8wxE6kFQ5fls1aHWgAMJQU8nixJJrFWseN7JZOLp/fU6gfeuPW5DO9d146Jg5EkiKeyB+No9CHI8NyuULdVFa449rsrBYE41kuE+Fy+HxeLBaDYfiH33q5e8dvGDYRLLS6vfNThfzW2HjuNnq83jREzZ9oa749z8CINJ87f6LNDxHXZxaW1/KhY8BiMnkkheJETCaECQo64BlDFM3PYN9DZVUvvPAPb775yGpMBEVRCtrsqBL5ouxUBkDQZltlPJOhaToYDP7ol7+USCQsFtPnD5CHcctD/Gk4NITfYFRXlres2/MCSXKHX9lczOfxE8lHO4W/DwoLNUqlMh5PWCw7ebH4R6Kjufl8ZUPvnRV2CguopYXPX4gm4jibkZcHAhCEI0hALStwB9MCLkKSR94bgWnaVaaZeqK77+JozkFhZAkehw0AWDMaaw3Fp3aijir95FM9sr1ARsDZK9HsuPZkSiGHwLkA5itUDgKdfKoHxXAGRqgtTu0maa010AicEvKLl627DQ9tqTBBpYVcU2e1wuZJC7hbrRVt12aYGXzudHvvpbGxc0eyHKZdJvjbn/88ncmk4onTvX0+vYKTzrKSWak3nBZyYlKhp1gFUfTKQGPnx1P8cOLe84P979/LObhFRtvEUz31I6vCYOz6q6fz4uwAAAZGMAiq/70RdiqjN9mNXdXOaj1EUikRt+XmPA0BU1cNzkQSYoHc4Y/JBJ4i1Y2JsY7a+pN3FnNxYJiimu4uTj7Za+qqMazuVM5tAZrGOMzpM10wRTvLNACAtSMNNAS48VTRmlVjdu5V6srntwJ6RemKpc8bTpxubR9dY2BE14eTM4934iyGIBjzaWTjG+t2p+upI4NUPLvRXTvw7nBMKvQWKTnx9PcuPP/jn/28qqqy3hfbF6tKgcGbC+EX+u9OTedMDo7hl2/cfO7kiZELgzSACASaN29f/OSTz6yQLIaRbDaAIG48TQPgLCvUbu1HGh3VOoQgy7b2ImJucUnxjmXn8wuMiaJINls9b5k50wkgQKKIyB/1+vd5/miaDh2Sfx7iK8KhIfwGQ8zlsSPYwXfYaYzL4/5xhhCCoO8+d64aYpW4w34lxzx49Ge/fSdPefV5HG3vaLm3vjzYnBZyUQyv3gve4UBzbeVH7iznIpvGhuLlrU1LnUozWC9NZcrn93szNNvOkFLq0ytY6WxCwndpZBu2/Tp1gsApGG68uxSXCKIFIqkn6FJLmSijZ9nOwMjZM20IRvkMakEojrOZ+aRj8eruvQsDOBvN8lkMDM9njwAAziodQhCWxhK/tkDu8Hd9PJ2TWRD7IlvtFQpHwF6ueeeDy+lMBgDA4XGZGF647YxLBMwsPnKunx+Oa7ccCTFvt6GUlc5OPtWDsRgSXxjFiKhcZGkqS4p4CEG6yjTCYIyGQELCy8s40DBEwXCudxMhyPqxNZXV66zQJiT85SMNKTGv7+IoN5b0lGgiCtFOle43H19JJpJ9za0M/MHzB5rBcSYKKKryfl8HM42VLpoXh5ob7y41Di9nOezV/nqZK1hodoYVYlt1kf+ZXv26jZ3MUjDOZjLYySwAgJnB+i6NxqSC8Se7//HSRbvD0d3R0bpmw9nMQrPT3FQWVUiK1nclvkhcXHZ6YACBEK37QbARommxL1Igk3m9XgAADCPdzU1cb0hEwTEuM8BBPx2++8hFYvW613pr9eu7G121u42lPr1C4ouE5aKkRGBY3R1/ps+wtqtVKB9pCNOZTIKB8COJ9k+nTR3VMbkoqBBHLd7PjzzEIf5EHBrCbzC2nXuW2ra8UFGaz0lq5Wd6+5yhwNjs7JcwaD8S3a2tvTGiZXodAFACQJlaGn/8zGvvvP3IwQiKsiBo+WhTy415YTCKsZmLx1okHOia2Ry80C8MRJNi/nbQd/mTjwmCLC42/Kfq1oOHC8Kx1f4GsS8i9ocpHruvtXVxdRXH8UXz9lJH33FXUBCOC8LxkErCQBGlQb+q06JZXG/ao2k6ppCoLa6kiJdPOkI0rTfabdVFxp662vHV+ZOtaouTF0u5SjUhVQFAqAKnX2HzF6/tHpzDXrmOmcniJOn2eQEAEAR1Vtf0v3uPmcEyPNbYswN6k7Vidr9SQ2n1zT7W3jSy6i5VYxyWvbrI0lTadGdREIqHVdLlo42sNAaT5NJQc+/lMW4sRaLI8tFGhHyo8QZnMTnxtG5rb7m/XuoJMjB8va8+pJYyMFxr87109kmhZY+goJBSkvcsQxoZBcOc5EOF+yGVtHJuMxcBZifTrdfnhl84WrJsCejkEE033lkShOMAgoIaWSCecOrllZH9ByNWGgsnE26Pp7a2pqGyAncmCCZKolhAK++7PJYr21HuumPn+m5srMaFsoN8o0kBN/9UNNjd1edO1C3ut717dYrQqcd+deni59fJ+59eM/yb7/v0ShKBKRTJ6X7oNvfkzgCgaUYW32wt801aHrnGAADv3bzGPHtWxGA2Dq80DS9lOUz0SF2so31sZvaLDjnEIf4IHBrCbzAsZstCUzN8pK7C4k6I+OvdNY0T60f9kXCBqOWV7/7Db9+ORB6qIIAgqL2pqbG0HCeImY114+bmwU/rSkoqJx+YCpk7VHCk9ovYNEiCQFis2jtLOd+LmcHars96Xjp67d69O5OTYok4HovnmdWCwVCgQAgAoGEoqJZmOWxzraFkabt0ZRcAUD6/ra4rZv/gB//1H/5hZ2d3t7v31svHVVaPuamUgREUgCTeCMZGj759d5/GTMAdf7qnYC9wcD4UAtMIrF/bWR5swpmopaWcBoCTzHITqZ7Lo2kBd723Lm8IKQQOq6RD79xmZHB3ifovXnwRoiE+lydKY7lKSHYyC5OEbuNBNaPYH0FIytRVg+BkTMYPKyW9l8ZyfZlyh6/55sLc6TbDmjUu4Y+e60dxkqZpgsmgYSgvGkUwUFNnJQ1ov15eN2bcbSgZfuFo7cR6zeQ6xmatHqlnwJCIweDueOZPtFXNmUS+SEQhXu+pK102u8q1OJuR5+8OqyS6zQc9czBFsdIZc0vZbl0xRFJ+nXzpeDPOZGRZzJjTMVNdSEKQdi+QFnCmOiuXLNv/+S/+smLTKd70ew3KlIAHFRaodtx5vh4IAJ3NF08mFjsblHuBXKGKpbbImozlf9Ca4uKKWw9ygUqHT91T+cglmkwmfnHx/edPPSbCSQpGmCJ+PjAAAJC5AomjjbuWLzSETqdr3rTxl1l2jkaHncwO3FgMPH/k0BAe4qvFoSH8BoOm6V+9//5MZVWNwWAo1J64NlPgCgIAhMGYIJr0Dh37p4cf0l89d74nSlTMWikEbmxuva0p/GR4OP8pRVGfKdekv7QJNZ3N5EsWAQAIQVIYDkEQ9jnBplgsthWLLPTWxnUKiSfETGUJPqf4QA2h3mjbbi7rbGmZW14uKNFlcNJeqdNuO5W7nqSQZ2kuq5425gsUufGUzBsOaWRZLpuVygAASBS21hWTKGLqrKEhkOUwT/3qJjuRAgAMvzjEwAhGMCb2R6bPdupMDgqCLS1lxUvmnF1R77gNbRVak50XT221VY6eGyjctGt2PPxIkmQ89N9BwRAvGufEM0qbx1Gtz7MTAACk3hA7lc1FLzM8zui5I7xwsuXWAg3Rs2c6jT21/EgyJhOK/RFroezZt4d9WkVYJSqbMxdu7QEA2Ml0243Z6989hRAkJ5mWeYPGrupYJs1hsVhZvGJuSxiITZ3trp40spMZr0HlF7DjUmH+5tMAxCSCW267Z2KcK+Qfa6wf/HCCG0vRAJS0V24rOaM6UVbKJCGgYyAnKms6rs/lmgJ1m471nhpHdVGW95DoUorNiEaiv/7ow9jQcQmPT0Fg22b76MqH+aciiqI+w936Jcxje3vO/+8XP+fyuCRB/fUrrxxUZUoLuHanK4thjzyQx+eVFBsq9UXSsQcdFDBFsVMZDof7x+nOH+IQj8Qhs8zvwNefWcYfCBjN5t62to6pzfzmxElmdtsqxxfm88P0RfonVYbu0TVmBmOls4Zdb6y3aW5zkyCJ3AXCDFRTXpon9fAaVBsK/tTS0mfPdx9qhaKGQHj3uT0JBrpSqTl4xoMwmrcrB3u7h1cNa9YCZ8BVXqjfsOcFWmkIsrSXl5aUDHV0IiRASKpo3do4vCwKxgpcAYKBMDN4XmIXAODTKWTu0OLxloRE4NMrVgabCCYD5zCHF+cLJBJZIuM1qAJaOSeR9hpUuk0HTNHyPT83lnaVaWw1hiKjteSAvG1YKVVZPY5qPQMj9Bs2CkXWjtSLvWF3qabwPn3JXoXWp1fCJO0vUrbcnNur1BVuO/MbelLMjyrEhdtOAACKE55iVf34Gi+aZOBk0boNQIBgMzs+mQYA2i7gaYNxY1+t1BlSWT3cxL6PBdEgoJVXT27I9/xqixuCoLBO8dgbd6JKCURT6l2P2BdxVOtNbRW3spFZ45q8t03h8LPSWQqHyuHcAAAgAElEQVSBVwabvDz052+/43S5ygp1T1kjMncIAAABUOAKuqqLNOHEbftOY0XFk5en3OXaypkHAiO8WCqoLYjKhKpdT67KKSnirXZVVRlKOssqUTZ7ZmPt9cuXKQi8/ORTQ63tPe3tDDbLHfAX6ovU97nTHOWFexqJTqlOkfgXtTHgOE6SBIPJFNeUFzoCEE3jbMbwscb3x0cij9ofaiorvnvmyaeSsIDHY6WxfAcFDcBqS9nw9NQXLctvEL4+3Cv/HPj6XN0hs8z/RMCyWeJA9AxnIBj+kBJeoVJlcB6osqNphSsoV8od99uZ51dWG6uqss8PqmyelICbEAu06XRzff3i6uojz3hrerry3PNDd3CxP5LlskePNtz64u2JpgGTpPKprwJnwF6tN6xZSRSBKHqlvx7JkvUTq4ws5ilVu4s1+gNhSe22c+F4i8Foy4XvCCYaKJQjJAnRtLNcy8zgDXeWHLVFaT6ntbyChzKrRxelrlBCzFsZaJQ5A1NnuzuuTTMyODOL+XUK9Y7nIGEpDUNhpURu90E03XxjLvemxuK69dKxDIZFXzkucwaSIn5CwteaHEVG2+LJFgAgw+ru4vGW5lsLKE5gHObiseaqqYfkq2DiwcOT3OH36xUwRa1Xqq+OjzMHB2UwIgjF4hK+zB3MD8vw2Jz7dlFvtJnri1GcaLi3PHe63V5TzE6mPHollcmWa7RqsbRmasPYU5PhcyGK1m7a2XKBSqUsLy6uKy3hTjyIPRIMlIYhmMs71tWtcIdYGYx+2HkjUYSE4dab8zOPd3DjaQCBoFLCSKf7RjdEoSiKEUV9tbyTp9o12hOfzDHTGAXDRUdq3gs673JIzxMdam8kqZCkpIKhW0swRbZ09N0s1N0YHfmiZTAyPQ13w3sX+lCCTgPq2vio1fYIoV0Gk/H04LEnLo0zMCJtdk2d6RKEYqJAlESR2Z7qOeP6Ifn1Ib5aHBrCPxNMrCyX9Nb23l2BKYqGoenemqmVlYMDwrFoRKs5+E5cwInHHjBx0zTNhJC68VWcxVLueiT+KM5AnWfaFldX+Xz+uZOnNAVyCAB3KPT+jWuxWCwcCr32wSXPwKBMUp/OZG5NT34m6fhZHNi7Cuy++cfaTZ01jEyWQhCCifa/N8KLJgAA8j1/UC2jEDg/WBiMZXnssad7tVt7JIpYmkoBjBAQ2nJ9Tu4MAACstQaYILnxlEjCa7mzmKsikfginZ9M333xKExRU090kyjKSmUa7yyt99Wxk+n13lr9hp1goOs9NTqTPaoQqc3O/BmZaYwXji0GfS9ESHNLRdXUBieVnj/RSrAZEEnZq/XFq7s0DI0/e4RgICSKIARRcF8CMC3gxAqEnNiDwF1MJiAR+OqTHVN7to0No8Nh/4+vfk+37Zx4okvij4j8URqGjN21Mncw72LSMEQBCADAzGA9H4wnRTxbdZFh3V45Z6Jg+ObLx7jRna6PHjx2mJvKfvj4k01r9kCMCGjlOUJznMkYf7ZPb7TLHT69hL/WXRuWiwSRhLtEpd7Zp3W1NJXRKBxRSvo+GE+IeBu1BpyiRDS0V60zymrF3kj76Ir/5eM91+dyXTowRXWMrlvP9f63n70mlUqrqqqehKUnf7Ov/Dz06Xz8fN/Y/KMLtWQyaZFe741Efvzr32SzmS8JtCgVKoUryMAIAAAnnm69Ob9wrDXChFJYdmp5eXz2MEF4iK8Yh4bwzwSzS0sCLtd74Qg7kcnw2TNrK1MPRyl3dq2m/sGSHU8uyuQpUuyxkVAoBB9I9vD4fJkzmP8bommhUPDX3/6OUiarmtsqvj0CAPBp5eLz5//hrTeP9x6pNBggCNq22T4dGT7I6PZ5kCQZzKYDmgJLc1lIIwUAggiq0OysHVuDKcpbpFwaauy9vN+vrbR6TF3VHVf3dQfdJSoIgAyPbeqqpmkayhI7QU+hUEwy0ZhU4CtSmVvKxN5w66352y8MSQ/4WKxUBqLpkkVL2QEiMbc7yAvHTe1VczJuIBLSC9l1zoBXryQYjIMTRgFcV1i4rIXUoZiluQwAmp3MBtUyw+qOq1wbUUhEgRg/HI9JhYCmaQS+9/ygyuahUMSrV6qtnpWjTfUjK7le8pnumuG1ZeOGye/3AwC4XC4JQ+bGktbrcxu9dSkBB+OwSASuHV/Pn32toTiSTbsNSrXVCwBgYLjfoGz7dAYAAFMUL5m21hfnvcmgRgYgcOaDSZikNBbXyPmBnEiFqaO6dNmSK/kRBmNiX2T+ZFvXx5Ozpzt360sF4XhYKZHv+ft/e2+rteL6S0O+QCCaSg1ZnA2j+zPZ6K7daSyFEYh7wK5DFI1CEARBoVCIwvEK8wPyawgApTOoUCqtu9bPLIBTff29ZWVVZm9GjJr6jrxz48aOdRd8ASiKPJiDFAZj6i3bbyK2peVHBycOcYg/EYeG8M8HdyYm7k5O8ri8ZCr5+dgRls3+4tLFxKnTUg6XhiBXKPjexYs0TQPwYMcJBINhlUTqCQMACAY6cq6/YXFHafVm+GxjTx0nnlbtuhV7/mKf4nsvfqvf5Cp9bxyCIGt5oeb8hZ++/psvClipNYU/ePXbKEHMKVWlC9s6kyOgK0gKeSiGG3tr60ZXlTavta44ryYoCMWdFbpbr5yQ7fmTIl5cJlI4vNUTRkYWv/HK8RSNY1j2l9evbjU11WvrisyuwbfvsFPZuEQAAzop4ueziRQMIxgBP5yoIJgMv0F99P2R6yebf3HnbpGhiPfUY/xIyo1CKqsnV5ITUkkAoLsmNt6tlLN1+tab8zkvMyXkjj7Tp7B5g1pFWsDJ6U6QCHzzOydVJruxvqj77mrFzCZKkNbaorFn+1JclsPjuXzx3Xz1EI/H+/4zz8oSWFAr36vSITiBs1lSVzAmE261lu+WqgS+sEcp3oyFP3jrDfDit5Q9texkOlYgbrm58EAxyhNOC3gTT/fK7b4sj+0pUStsXpikaBhKCbgQBUJq2VZrBQSg6qkHQsvcWCrJ55hqDSK7Z7tGH5Dweq8vyNwBgoH6BezrE+NjMzP/4dXv1155wJFWMWsaf7Yvi+OBQllOsgMAkOWw0gSR+62j8Xi0sDA/HmczEnxWMpH87AJQq/qLSx77YDr3ZFOxYSOfOv03P/vHL3IKfT6vVyXO6UcCAEgU2SjX7L4/+sjBhzjEn45DQ/gNgFQqPdXdo5DJfMHg9cmJzxBq6PW6xrIKkqQWt0xut/tLuumDgcDfvfkGDCM0TeU2Mgh6EIGEIGjStK47drx3ZF3iDW/01BiM1pKVHQAAL5bs+nhi/Om+XM+iLJZRKaVlubJPmjZs7VXo5FWVlRumh/JkuiL9d771EpOgUIKEkxkKhnsvjeU0FjQWp6mjkpnGbLUGGoIgmmalMxkumxtL4UzGdmt5lsOEKLBXqaueNvVdfqCcwEljTTPmrfbKymcM4WR82WFN61UJiKKF/GSBsHrCuNZf3351hpXOkiiyPNio3d5zVuqK16y5whycyYgVCI+8N4LiRMmut7qu+kxHT83khsLmdVTpb718XGX3ZdnMLJfVemOOguESdaPYH8lztnFjqZKlHWNXVePYquF+1StCkBJveK2ycGV+qVQqVu+4AQCGNWuQz/4o5r47+RAZdG11VcOm29pcKnf4xN6wp1ilMe9REEwyEH8y8fbtT4V8vn/Wnys5YSDwkfdHSQa8NNTMOuBws1IZp07eeXs5rJII7T6aIJNCrqtMs9lRJQjFYYrMctm9l0eXh1qyXBYrfV+WAYLimfR/82xBMLz3+jCHy/UODYn51RhJjCwsrGxs9HR0CPg8+IBcM0xSST7nnY+uYMeO9wCgcIUSIt5EX/UHt2/kBuxadzf7B0rNrgyPtd5XD5MkxWWfHRh855NPDlZ1lhuKa02ufIcGM43JApGCggKf76Hq4jwIgnz76lXoyTMaZ5BBUns6+Sfjo9HI17rmDoKg7ra2nqYmBgSHYrHLd25/0dUd4muIQ0P4dYdCofiLZ549MrYhnnFEFOLS88+/dvlS/n/szNGj/Updg9FBQ9DS8dO3zKY7D++8XC6nuLiEw2Tu2u3BYBAA8EjitN6OjtO9few0lmWxZo+3pNIpmIZOLj/g+2BkcIQgCQaK4oRTK5M/rJ6qCcTOnzh5g8OZWlwUicX//t/9kIFTCEHJLe4sl5WQCGtHV7faq3JWMIfCbddmZxU7lcU4LGYm69UrQyopM4MlpEIKgrJs5t3rN5/s7BYdEDmiIQhnobY6Q+/lMWYGw1mMe8ebfzs3HU+lLhw/+dTbwzBFMbP49NkukoFmuazi1Z3KmU1WGhs916+xuAgG4inR1Eys56iuYZpuLCsviCYZGB4slCntXleZunDTwU5m+NEkoGl7lR7AEC/+ULqLm0wDioLAQ0VoaR77l++8GwoFJI+ftT3bIw5GwwXiDY9zeOqz1UNFCqXToG8cXpa4Q5NP9+bJcXA249aLQ/Vl5TfvV5qw2SxmBmNgOAMDdaNrM493li5tC0MJn0I8X6GJJmLUk12cRDrLZkaxLMxkZkX8nIEHAAQKC1aOtpTPbRl7ats/nUEIEkDQcnvFytam0bjvI0Zjsb9/663ca6FI9L9+59XmdVsomPAVqZQ2T+59j0G5Zbdtm80/cbtMXb3aqppILHbrow9z/DIAgEwm+6sPP8icfVLJ4w28N5Jz4OpK1eznnv3t1avhcDj3vEWQJHkg6QsAIGGYJL+MINTucPzoV/+k0agBgNx3XZnMV6my9M+BE31HnpKqOy5NIgQVkwllTz/z03fejn4xMdMhvlY4NIRfdzw9ePT4zaVcYk++5z9+M+sbPPrau78FAMhksm5d8Ykr+xGnUzZv9lzvzOpqXoCitLj4womT1dsuFkZunmke2zVff1RFX3lZ6bna5t7Xb6E4QcPQWl+9QyvbcO2l+ZyDpgtnohiHZeys3iSzZZyHMmrRAlHXyDr9xOkzx09ANKU2OvjRhF8jY2aw9muzgcKCudNtrORDexnJRBGcjBSIkkLO7Ol2ioGm2EwCgRWrO39jX2MhjJPdPRQML5xsK5vfKl22UDC80l8P0XTT7cVc2zsji/ffXnKeavrb3/yaHDyWqzRR2rxKmzeilKwMNNI0ADRdvLKj3PXsNJRaa3TH3r6bq8ykENhSouISWIrP8xhUIn/EV6SEKLDVVlk/skKgiF+n2OyoorJ4SCU52PrmM6gQGNroqilw+HKtIx6DOing/Jtnn4EB5AuHX7txFYbgUDiUSj5wiQrkBSVFRUw2u6aklKYh1Y7bVapWWVx5chxGBi/a2htqadNpC+lMFmWgaxZLhs3KnZofSfRdHl0aaBxvMth9Ph0CV/FFfW/cYmRxAMBOrcHYXV06acprWRQ4A1vtQByIFNh9N75zkhNPZbnsDKAsnz7ogj+I506cPHZvrcAdzJrdk0/3RhRCsT/qKxCulirfe+N1AEAqmfrw9s1HHltdWiIU8Kqmt3JWEABQaHGXdlT+x1NnIwLOxZs3LLu7Wzs7a0/UF23u5W5jSsgNSXihUPiRX5gHQRAOh4MgvhYl+F8OCILaamu73hnJBR6EwVj3ws58c/P1e/f+tad2iN8Lh4bw6w6JWCwMPqgREAZjErE491qrLSy1+R5wgtC01ubXqNWRaPS5Y8elQiGXy9Vt71WtWBGCLFu3wWfbVyzbbpf7M6c42tzacncpt41CFF03tup7cSiDk1Od5acCUVY6CyDI1F5JI9C9Z3pmNk1Xfnvje88/r2sqrVzdBTSYeKIrLhd7i1WcNE4DuuuTaYk7BAAoB2BlsHGvQqvd2mOlMFYGc5dq1BYXyKkRtZQlxEKczZw5000y0IbbC/Z6Q9v1+Stn21hO5ovNbUNXZhhZnGCiM4937jaVIjhBoAiKEfneOwAAM4Nx2GwAgMW1Z64tykVrKQRe66mpnDLa6ornT7bJnIFogcikEQ/fuYOdaa8wuyEKbJerP52ZGmhrq5wx6Uz7LC07jaX2Gv386XYEJ9iJTBDPpJKpoig+/mxvzbgRJQhXmRZjoyWr1rhEMHJ+gB9N4kxGlsuqmjKWrtsATYdVUumZJ378619hB3RiHx8Y6C4qqTZ7MA7HjqAEDAEIog8Y1xxgklY4vMwCaevUHEJQW5VaI0neO9HUM7LOTGe9eqW/sKDMZCvn8rE0VbZgyllBAEDJunW7o5LxsDItTJCuEs1OU2nrzQVRIMrMZHEmg3py6H/4/Z9v9VNKpQXudQAAK5098t49R6Vu4kjtR6Ojq/c++XJhh/qa6icKSxWbTnbyIb9ZFExUzG2y0lnmk6d+/NYbgUDg06UF/Fyvzu7HGIhDI33jow//nFog2GwWM52FDlyRIBhTawu/5JBDfK1waAi/7kin0/sarQCAXKnCfaardCqdUDzkmSXZDBpA33/6mVO3VoTBKA3AdlvFWn9D451FQNO1m67yIsPnDSFfIOAcsC4QRUMAAgT25r07ibNH+TQM8Tg4SbhcruvTk06nCwDw64sXWa++utNZA2gapqiaKaN+3UbB8MgLAzkrmEPRunWnsVS7tYdieOHW3uqR+q2WMl40FVLLKAac4bCSvoCQBEwuZ72zCoQil8+2vXv92pnevv67K7mNHsWItmuzt148ijPgAl8YhZFogTBHjAIASIj50UQcAHDp+nXW2bOGpqNsGCbZbAZOrA40UjAEU1RMKoDT2Ut3bm9vba1vbumL9BAE2efvxuPx031HtCbHwdkaW8rCkQiKos5U6KOrdxEE4b7ybW0y66zUkigicwaqJtd9RcpogSiVTt/e3kikUmdr6krXrAAAjM0UBGN1ZndFWdna+n7hpUaj6dMVn/5wmkThsWf7yxa2wirpXoVW5vSbm8vLFsw5c0iiiMegVNq8ZctmYSgOAGie3Y7zOVcibuuJehaLxWGxjl6ZFPsjq/0NJAvNu1/7PxlJuks0Stt+wBxnMWIyAT8SZ6YxXjSRFHJhgmBmsJYVW2155djM9GcWAEESea8XIUjNjutuiWxpefl3Ls6euoaOSVNELvHrFPlMKonCUbmIH0lAFF1tcpaWFC+vrE4tLq5smtRqDU7grmvOb4Sf9/sjnc5k2CwKgeH77LIhpcQeOMwRfmNwaAi/7rg9O60d6h64ucDACJyJjg413p7dzwLaHXbL0aGaDTsnngYAJCR8l1qiDEjbVu05ClAIgIq5rXsXBnMaqhSK4I/ierC7XH6dPFflAQCIyYQEDIx227bZ8v+aLSiKEgfcAqVK/Zff+hYbAgQCC4KxDI8tcweL1qwAAJimYPxzdYA0yHJYCTE/KhcRDDQjk8QKxB0fTSj3As4S1etq9uVbN2mKFggEDAYaCAQpiuKePMU5EEdlZjCSohLJJF0g5qLI9OOdrTfmxf5wrEA8e6Ll7s1rAAAcx+c3jFUCaeOqdbOjqm50VRBOhJUSY3dN7eT6/FBzNBIGACSSCaPRCAAoLS35wYsXeAzmQzOFoHAk+qNf/dPBN1+/ePE/PPVMXkARAJCQCtjJNFPMHZuaVCgUAm3J8mCjr0gFkSRCUTBJ6aBk3hBWGAx1my4AwG5diXbTUbKyS2w4Zs50uQ0qdjpz96Uhw5oV0PRepa54ecfcUtZ9xZo/UbErjCPYT17/DYIg/+er38tVw7KSGYKBeIuU+acBjM0kUBRnMxaPtRRuOzE2w9JUVj+6guK0s0K7MtDASaRDapnWtCcKRMQy3ucXwKJps7KjonV6E9A0DcBsZ9XM+qODqJ8Bh8thZjC1xWmrK9roqtZYXBiLud1WWbpozilJcTGcx97nb0ul0pYvphX9pmNkfrbgRHPPyDornfUVFkw3FE298Zt/7Ukd4vfFoSH8umPdtPk2g+l/uosFIVmavDU1tW7a71vPZLJvXP2YOP24JJGBURQrECFZbLCpRXDvoXYrbiyV5nO4sdRqVeH2x49oRr42Olrxne+0s5g4k2FrMAAaYChSrNaYNrdoms5ZwcbmxpODQzwEgWGYG0+LvSG/XtVyc374+UGRdz/UBlE0M5MNq6SS+wwyu/XFEE3de+EohcDWKj2eSD731nA+lqu2+nQtXTiGq9WqFx57nM/h0TDkcLoisWhELhL79r82LhGIUtiZS9MYm7nWX8+Op+21ReuSOn40SWaxQrWGzeZsmbdP9x45dmV25kxHx9XpXBuGateN4ISzUlu+aNYVan2+/Z73uprql1q7WTALTmcc1XpWKrvdWkGwGBQE+BzGv73wYiKdGllasNsdAACP2xVH4e3W8rL5bQiAsEK83VxWPWVMSPivnjs3sbYarygqWLP2XRxNC9jGnlqF3ddaW5tKpdbN2wF/gC8UUFEIABCTi8oWzAAAFCd6PhiLyMUzZzpkrpC5uUwUiokDEXNLGQMjDlKYhgXsoNsBAKBpmr5P/Fpods6d7ohLhQAAhc2X4bOXe2rGV5Y7DKWFRGp5sKFo3dZ2fTYh5i8cb26+vaiweQEANAyNPdNnrSzcul/wyWIyzwwerSwtRRkMDM+aKOAu1QiiyXSBGKOoNj5qc7s8nt+heWR1Op1FyqJtZ9eVSXu1frOtKqiWdFyblbn2exxNxUrrvZUv/5I/D0zMzUUTSeuxVjaH43R7Pnnn7T9U/uUQ/4o45Br9Hfg6cI16fL6JhYWR+bmJhQWP7zN81vGJhQUPhdeUlA59PN00t40wGEkxr8C5vxPRMLTWU5tAwExX1Y2Fua2Hhd8gCIJhKJPNzK2tka3VfK36yMXRskVz+fKOuFifURVgJPnv/uovT/X0tqi0BZEUjaIwTddOrjsrdAQTrZzdtNcX5/q4c18oc4Umnu6JyUQJKX+trz6skkULRLUTxm0h8//5yU86GxpqN535VArBQpcM8nWL5X956SUFxDDsuOWhJFuvwZkMb7lOGkowM1hYJZ0/3cHAcXeJGgBQumQ2ddV0X5k0rFu9egVgM0+6k108ScnQERaDUbtk2WkuL59/wNHMSWS22yrUO+4NMWf7fgf3t5965vFr8+bWisrpTUtLWUgta782XbZgVu16gwZV99peuzOi6uuMQaTL6wUArO1sawd6He3VO01ljlo9I4N7izUayx5dpD0KuEWbewkJ31VeWLpo0Zhdxr46STQ5kIbL2ltwFGmoqAJyqc7kiCjFjCzOv98LyE5lrPXFPZfHDEYrO5mxNJUaNmx+tYxB0o5q/U5jqc+g3NYXfHrnNkGQNE3XVFUWJXBuIs3M4rxo0l6pC8gEjgqdScH/2ZUPl1ZWlncsNoQEDBSWSbgEZeqsZqWztRP7jilEA14s5dfLTS5nbgm9+tz5Y4CN8rg18+YSmw8R8kkeRxJOdH88Vb1gLvcnhI8PLm9vZ7NfVq5pdTlVpwZQJhMFIMNhbhTJ7y0uMhqreDiVFnKnOypnIv6ZpcU/Ys0DAGAYhiBAUd+YVKI/EJhZWZlYWFjb2vry+5bD14eN858DX5+r+324Rg8N4e/Av5ghFIvFMpk0i2F/xOp57tiJJ4fXcw3XYn9kva8BJkl+LJnmcSYG6sZd9svb6zfGJ6wOx2cOhCAIQeBjvX3PnjihFUs6bi1w42kAQIbPjqlkotbaropq3Y6bk0iTDLTl9kLZotlVXijyRUgWKynkigNRCCe9JSoUI0TBKICgvSq9XyePy4QBbYF209lzZaJifotAkSkuWDaZeFyevEinzhlpCJrtqb62u6XSqBuVhQPv3VPYffI9v27L4W2pKjQ7Qzq5pbnCUa0X+sMtNxfZqbSps8ZZoSMZiKW5dKu9MiXgsdNZsS9SvGEvtXjszeUlqzt7VTrtpgO+v3smRbyIUhJnQNdcu35/IHfJQ21tBbEMQpAV89uO6qKOq1M59VoGhhc4A+bWsrJFS4nFhZ3qG5+fBwCkU+klk6m9vl6YyIh90Yq5TYXDb60v0W27GsdWJb6Iesed5nNCapliz79XqeVFU0qrt3F+GzvRg3A5WpvX2FPLwEl7dZHG7EIJEkCQqaMqzWFqrB6cxTDWFi2no1f9zhX7rrSrpWLFUrxqZSfTLp1i3bqbSCQBAFt2m+D0QFQhiRSIjFWFC1bLLy5dHFucH5mZyRUJZ7IZp8u9bDSueZzhCn1jJENy2AcpWzEuKykR0DLhgtEoFokfr67F5dK+S2NSb1gQThSaXZbG0r4PxnNZLlYGExD0nlqy+7k1AwCoKq94ZuhYd3MLn8+/eP2aTcTe0cruZCOXblzb3tlZczp2VeIFPvzx2tLk/KNJ2H8ffOMM4R+Kr4+p+OfA1+fqDkm3vxngcLjffe7ZQgrhJ9IBpWRibeUzvYC/E0KhME87ghBU38XRqy8M3qtSpdOZ0eVZo+nLKECPdnU/K1S2/3Z08skeVjIzf7LNr5MDAABE80OJ/vf3K8IjcvHi8Za+i6PVk0ZLU1nFnMmvlc0fb228t5wVckw9NabuGpoGFASx0liWjUIpTOHwZTmsiEI82l115d13AAC3JsZFpx+znT/CD8fiMuHyjnlyfv7F557TbTryKkuMDK7ecWlsPvmeHwCQFnDmTnVANL3RWdPz4Xgu5uk1qNaO1HVdmaRhyNxcFtLIGoaXQSw+cqJVb9pbOdrccHcJIUicxVgebOSE4ssKoen6/k2gaTpLUYFCudQdwtmMNJ/LPpCP5EeTaT43dxt5sZRYLJbKpDweVyNXlu16s2xW6639nV1h946cH6ic3sjVmBRt2OZOtVfMb+FMNKSU1IyvbTeXiyBEaXJQKELDkNgTEQRjE0/3ZpkIiSBoKkMgyNXz/f5gYHp93eX1EiRxpq+/58ac1B1KCzgYm9m0Ynv22Im/e/MNAEAsFvvxL3+h1RbyeDzvgjdX+cliPpTjzMHn9Rk3N8/qqikUzpP1AAD2ygsl7hCjkA8AkEjFgjTOwWM5xQkAQJbL5seT4EDdIz8cV1ZIH7FgunvP6orbZ7YYGdxWqq658OL/+DUZqcIAACAASURBVM2vpw9seX6//7bf/yVL7vMQi8VsNjsYDOIPM8Uf4hD/MvhTDaFepzUU6RLJ5OqaEce/rNL6zxgiofBUX1+hUhWLRa9PT+3tOX/3MQfwwpnHz6y6NFYPAICGIOFjrTaPx7L7hUyMn0csFkuKeHlbiLMYgVDop2++/vsc21Jd3fjhzLXvPg4QevilY4CiOz+ZlnhCxp5aqTuYD2OK/RGIojA2k5nOxiX8iEJcvrC12Vq1fLQR0DSgAcFEn/j7j2gIrAw2CQJRS5H8vQYNC2F4Q/7r77wVi0YBADRNv//pVSaLJRaJIpEIhmEAAH80AiDBwSkhB6QbOPE0iUBeg1Jvsuf3dKXVY601QDTNCyeb7ixNPN2bFPHoDPae2djT0MDn8ZyvHKcxHDDQeCq1EHKMfDp90K2/Nz8n6u2DAI0QJCODpQUczv2u+ZiEj7EZOd6AjJD3g/PPFzsDkgTmKFIHULRi7kHQFcUJiT8SlwlyRSs0BMMktdlRTcGIYW03LhOG1NKj79zNmZaEmD9/qq3z40lTqQqH0FOXxnO5QFeJ+laz4URXl9wfI2EI06kkd0yWxlJnhVa14yaZqEah0Ot0dsd+ptDh2IMgaKCrq7OhgQnBFIJkKRIhKX8w+OHwnWBwPzW759yz9Q/2j65On+kqMtrYybSrrJBgICCZNlntAAC/PxCR8hmZB9aLncokBdyDHZMBtdTm90IQ1NXS0lxRCSCwtL09u7TU09Aw+O5IrhamYs2a4rJqa2tWVv5IFlCBQPCdZ55R44CdwYIK8a2pqZnlL1T+OsQh/pnwJxnC/+t//98621s3t8wKeYFAwP/hX/8nr+8PexL8M4BAIPjhi9/qn9yQT88mRTzDicfeGB3eNJt/95EAAAAgCNKIpRqrcf9Pmm5Z3GmrrvmDDOHViTHN8dNHby3xosmUkHv3eNMnw7d+nwO7e7rZMsmNV0+yk5mWTxcCugJuLJUrdaEhCH64xh0mKQqBPCVqCoV3GssoGIIBTSIwlMG9kbBSJh1/uifD4+hM9pLVXWEwNqvjfjo2erSj88VTp33h0J3ZmRxLFpbNHmSfmpmdG/rWt8sWtnNbMMFEvUWKB5p5EARgOMNj5818DuxkOsNl5Uyj1BXwFKuDTHhqbnZqbjZ/Y2maZjGZn9d9nVlc7O/tZZRoSBSR7/nnTnU035rnRxIxqWDudIfMGVjvq2OHYhCKPH51IUdlULFkuXd+AGM/5IGluWxmet+D2W4pDypEIbmoeXhZveNeGWgoMlrzDhY/kqAp+v3HWk17u99NMvMVMZodt66tsv36PD8cBwBMPNPr1ys9Jaoj793LhXKKV3ZjTzz+N6+9lu+6G+jqPq/Qd747DlNUlssef7pXZ7EX7AWV557/6dtvxWIxAEAykbw6MwX1dZZvO4NqaUglFQdiZCwxqRWNvH0VAJBIJNZdztaSsnxlE4EiEEXPPN5ZP7rCSmVdRcrZKs3cr25866mnB9JQ7bAJQHRLnaH2XLkwGIUOhCs17nCJUrkC/khD+PKTTz0xZ82piFAIzHmy0+HzuN2eP+7bDnGIPw5/kiF8593L/+VvfpwL4v/3//p/v/zi+f/+t3/3FU3sG4OT3T3905sqmw8AIAzGTlydi5wd+P0NIYIgyMM5SBQj2Y8KeX0J7HbHz29d8x4Z4PN4iVTy6t2bVqvtiwZDEFRTU/3cqVNMCClwh6STRntNUev1OVEgaq8tUu3u70EFTr+zSq9wPFAXSvG5261VexWFANBKm7v+3hpMUdYaw1J72Wtvv/V/fOuVjk/n8oKIMEWxOZx///K3u+fNMrMlJhXWXnjxZ5cveT9HwBiNRD6cGMMv9JdtuygUcVQXsZL3e5MhaKOzShCMib0RV3lhTvkWAEDBcEgty8s1RKWiHSnn9Xd/C8OIRCJOJJLZbOZL+rV5fJ4wmkL5/DSfg7GZteNra0fqM3wOJ56iIVA3brx9YXAJi9akMnk9WABA+cKWsbe+0OzMXWNILY1LBUtDjRxPyKUUmRKRN3/0I4NO9+KZs/Km0oyYr7A/9FCYTKd+duVST0sLL/nQz82PJUl0n36sZGlnZaC+cvaBwDI7mZYF4zKZLBDYV8HtrKvren88Z4pYqUzzncXZ0+2qHU/vnAW/8MLP33s3EokAAFZNm1Kp1KvTxTMp2pksFEmSNHp3Zjaftnnv06u+3t7M6TZhPM3M4tECMUgkdgXM9b4KBpNpde5df/11gVBYwxW23t1/tmiZ3gw+1pqSPeS+x0Vcd/R3FJd+EZgsloLBlt8X+IVJqnXJ2lhZdWgID/EvjD/JEFoOiK04XW4uh/OnTucbCI1CIT2gDsPMYByEkXNHfp/DCYKI0dTBwKa5TGW0Wf/Qadjtjp+++caXjykuLj7/2GNiDhcmKYikSxZNpcs7AIC9Kr0oGAMA8MKJiFyUi/UprV6PQTX2zBHdpj3DY+/WFwuCMW4kVjUd3a0vrR035hy4QvPeRG1hFsMiNJXhsPOGcL1Ky+egR8eMuVQfN5Y6EU0Gj5/4+7fe/PzEphYX1s3ber3uqePH5alM0druyPkBTjKd4bLF3kigUBYsLKAgaGWwsWjdSqCosadGvufPUeH4dQqLgPGj117ram4eONcuDMXSAq41Enzr449wDAcAQBCkVCq4PJ7X680JIwj4Am481Ta6vjLYgLFZW22VpYtmGoF2GkqKjDZWKpNIJS/fuF7z7e8enCQrhQWwzI2XjokiCRqCMTYjnUwNOyxWt9s/788xoWcJnImRFItZP7Jir9HnOMoBACkhN8JhxuPxXZdrt6o537JJwXBELhGE9nnsVLvula5q+mEiUxo8EAiBIIgJwwcdspyI49yptrZP5wxZ+i8vXPjJ679BEPSHL73cvmaTTVmWBxqlTn/JzP/P3ntGx3GdeZ+3qjrngM6N2Mg5EpkkmDMpihSpZMv2a4/HM/vO2bOz5+zuh91z9ux73rPvzNiesT2zI1uJoiiREpMo5oiccwa60Tnn3F0daj802AAYQYqiKKt/n9CFW1W3qoF66t77f/7PWAyH5NbUXRcJE75fGIbd6+q619XFYrIoFBKAoGAw5HK5Vv/dZmdnS4xrbGjSja52ErJQnp0/qQIY5uXQR0ozpk8+thLvkyHg8bi16yk4FKURKM93tBQpnpsXI5bh89J2bm/73//P/+eB7QgC5+bJOBz26o06vcF+//X21QeCoCcrjhxul49F5ZiW59/iMIxi8cSO6zzF6WtXKAdfK5/R0XyBJWnaJAUavjW+/t2fysaNLZuaW/GxKBzFZGOLsjEFANhSea4lQyCbUAIMIwZCQSqR7Atlzai6XmuheIM8nS1CxEWIeA+fNSlgQRhoO3U7OaEHxcFSWU7+8AIAII7DwQBsbW29MzpM2tmYp7Qwg+hiOm/cbU1PEyfzyQAAdKeXRaM97rp8Pt/MzOzB5o1cgxMfiW05dTtMJhLCqEPIiREQlIS3sGnKXIk7jUkIomEySZcvNcjE4UhEY7V8eeZ0VmbGvoKS7Wc6E+FZXpwR3r7z9JXLdBr97YMHpN4wzR8ybuYOyRevdrTb7HangEN1TzWf747h4LG2KkV1HsviLOyfY5udlkyBxeGIx2KOCOris5LpjFMl6V/fu7uwuCgWicXp4hyxlIbD4yDIZDJ6PN7Ede2ob9zYMTm2tVosN7i5jO7DrQKlESURlIXpn5/5AoIguUIxUVtH2lCQqzBGCPjhDXnRKJrQuHq4TB+b6sdDU4WS9DlN4jaFKCQnl+6wO5L3LRSPr3YasovSuAY72RsY3LtBoDKJXL6a8oosoXBL1zRfZ7Om85h2d9n9ofOmGyOuN1o7BweT5kQAALfH7fas6LpXf0FUKsXLY6z+mqws8s3ODktubuGxVhgDTr//7IVz/oD/+f5c/X6/l0oMU0jE+0Y5CzLRrGIycbTEf94L/Ed41Xjqs+UHzQ/r6p45EBYW5LGYTACAQqlK6NFpVOr/+G//18VLV0dGH8ycRWBYLBIxGczVG30+n9v1oNvhKwsOh2AYeMLwrmNsNG/Hnu3Xhsi+UAwH924q75+cxOGe4cbabPY/fHayuLCQxaCq5seWlpYQBHlkSzwe9zhFEoVCicfjodCK85ZQKDx26CCHQMKH0Iy+mTgCqYsymVZXQp+ZN7Lg4tUl8tZzxhWjW2pqbwwSgmjtjaGBPQ0RAg4CWARPqGgf4+is/fsbVyd6cw32ke01iUA401CY6wq1BkjzeZljZssl/TyVTDa0j1ksll8dfSNEJSV3jOHgSDz+5Dvj9HtFCsPo1moPh8YxOb0curYoo+FSr7I8R7JgmK3Lb7zYkxhDYABcOr7pd6dO0plMHo/fUla2YWAxKfTIndHkvdW2c/OmkoLCzf2LksQIDIIYO6pVBfmLiqWu8THGvg01Awu4SJTsC1oyBURf0M1lGPIkpkwB0evC4XBfXLtKOvRaptnF9IdU0rRRo16xtIQgiMfrebNib92Uhm80eFnUqjff/ujS1xjADrVtkXB5YwJxFI9gEFTUP+dnah0iDhzDlFqt1WpLXPvHZ7+aKC8rqsgMR9C+rruFmVnwvnoymUgMoFSXl+YNmhFw6fXmHJUljEeWsvhnblxb/ffwTXs77/WdNTeHqW6/XZw221DUdLGL5A+TgmiQSmTZvel5fCGPz7u3CABw8Vhc3cpLJwQAz2AXCgVare4J30KC3Rs3tfIkYSbdnCUQqMwAAHM6X8ml63UGrUb7DbibbPlMf+0PcO7OLeKBHZWTalIwvJglGEfQRbkicUAEQRIB8bkP/oqDwyGx+F+tbv/Vubr1hONn7mhzw4a83BwAwFfnL1mtNgqF/Pt//m9TM3P/8eePH26MRqIdHV0ajebhX/1QgCAQiUSfEAi1Wt0nt2+6tm2iEkloPNY9Nto7PPyshsKRSKR/8BGeL/f7AG1pad5QUkZAo0EcfKuvZ2SVSE8qlRzbtZsZisVxkC0W+ezyN7u2bS1Nz8KjEYonGKJAbZ/fSSy55UwsdR1uTdPfS8gyWVaXl01nWVwCldmULbr75hYIw2I4GBeO1F3tZ9o8na9vlM5pXUJ2CAcDCEpKPwIMMgZDdw40xOnUNIO99tYIwDCJXI/bUtkfDg9OLwt/AhF0rK1iw9VBXCQah+HxtipfKPhkffwXV64w3jgm01ltGUIAw2RvoPXLDlw0Zhel5YwqvByaXcxNeFpCANDtnr95622e1U0JRZwZEsLImoc7DUb+3k1AJ7WL9UUENMrTWQGGVY4ry2Wymbn59r4etcnwi4OHhAZHDIZKOyfIvqCHw+DqbcU9076DjTCM2KzW337wQXqGlEKhmEY6nc7lagn72ra0DiqkCgMAgGH37LB7Pdt30AiEnTfH6I6ROAz3HWic2lhW2jFJdfsJwfCt3bV322+tvvC+oeG+oeU0jKUlJecQ85AinDOjBgCUATBek3cG854xmyKRiOauOiH2oVDIB7duzxKJIAAFCbiFukJ3GkMsNySiIABAJDeMbqsmuf1qq4nHYUWJOHwoQvYGA0xKDIfYRZwYHmGbnR4WvTK/YHNljd5u7RwceJz7CYfDqZVmbL3YHyYTp1tKZxtLQkS8wmg4feZ0OBx65C7Ph1yu+J3p07KiIgaDsjjet7S0YvgQj8chCPyVuZKuBoagv+J0kVfn6vAI7qmx8JkD4QefrKzxkEjEf/nv/7dKpfntv/37X5OX/LOiVCl/r3oGkeezsrG+/jBL0nC6A4pjUQKOvbPG4w/IFQoAAJlMeXfPvn2Xh8m+AADAyWeJfv4LOBqTDS/kjsqVZdkQhiVTIPChCMfo8KSxEkJBJ58dopOCNIpdynUK2GECXrKkL+ybC1NIdIcPH46wzC5FhWysQLykUGQ1FBX3zkAAhKjE+fqiku7p63U5HI+38u6K2L1AYSjMzFqUL/tJchkM8ayx88hGXCQaIeDT57X0HN7DVyeT5ZRl5fgj6NjsrNVq/f1HH5aUlGwTbGBiWKbGEqKS5NV5HJOdFAiR/KEwhZjcMSTh7bo8kHDgXAxFDDJx3shi4lcBBoUUQsUKHQBApDD0HGxq++IuAADC4njcsk25SqXqHBnZy5MyUIwUCKfp7Uk7HkIoTKGQwuFQPB5Tq9REAiEnJycrK1Or1dlstkyxSDg6AgCIw/BidZ4xTyIkE8i+IAZBAAA4Hm+82HPzpzss6XwMA24Qu3TvnlL9pHdBCV+QfXel/HrxpCp/d8XVu3dgGBYIBEQS0WK2/OzIkZ3TemlHJwBgcHddztjS5OaK0q6V9yGUjA/SSNN1+WN/bo+EI7LGoub2SYHG3H50k7YgXag2I2h0prkUw+Pem9Mx7VoHn1n17nv/8flnj6yZJxKLsjW2xLR59Y0hAMB4bf4J/WyywtcLxOfz9d5/C2QwGLsSmUhe762BAb3h6SPXFCm+Pd9q6Pq//eM/5OfLZubm//aXPwcA6A2GC5euvqCOpVihvqy8/quehEQCh0abumYVtVWJQFhYkJ9rdgNoOdSxLS6O0eFj0XJH5QAAKI7F4TXvQlE8DorHAQC6fKlLxInikLlq+p2B3o4TXa1NjQcraubriyjewGxjMU9r8VMI19H4tVMnA4FA4d/9vSVbCEfjEIYV9s6wzK44hsUePDg+EF4ZYWAYSJ/XZk2rli2/YXiiUMzj8axWKwCAwWBwuZzWqtoqDF+0aIwS8CP7Dl4Y7h+ZmBwZHR0bH29ratp6qJlrdYvl+oReVJcrzh9ZluMulWbiA+FEFAQAyMYU7W9sDpDwErU5wKAtVuclM9+JwTDJHzTIRIqqfJSIy4HB4R07v75zWyDgu0PBa35bcXZ2HIJ49/WxUQLOx6K57tdDF4tEPzlwMH/JRA1GFnZXDRu0Pp8vRCXRUN9MUwkSi206fReKYx4uY3h7TcM3vWRfCMIwXCC4FPTd6O2Rr/W0exzQqgE3hGEwhHC53PdeOyy2e0mhiHkHnxKJSuXLEpv0Wa2iUsY2OBZq8vOHFzAAAgzK7Ibi0s4JG4feWlt7rb2dRaebj20kewIYEb/ldHviPcnNY9YMzCduGt3ppfhC+ra2Ty9efLg/wWDQR1rzcPCS8N+1eSadTv+7t95q7Znj9Q/4mfTsrds/7+2cfqIdRIoUL4RvFQi7eweWVglH/SmT2e8GHLSmdh3ZF6TTGUVFhW/v3gtDkDUac4p5hHC49towyR8kBsJ+FhUAEIdhACB1SVbWtDqxe5hCsku41nQ+gEA4Gr052Nfb04cgcMJWuygzq6R3RpBIn4Cg4R01Jib5+tftNBotjKJGi2XjiIZpdScOpShKl6vV2ekZyUS0OAKPlmVOXb2U7OesYmmhOKNoQplYlVSVZUldof+6a1+PZolOo5XwRMxAiIAnNHyzXMZdoDaHj7aOz8zGotF4PH67q4uI4NuE0hx/yCHiTJRkDFmM8kIhu0aGQUBnt+WvUnzAsXhx9/SNhrzLmI/FYe8dWWCZV+q++ln0qZay1nOdZG8QQFBBRU7F3/9PpFgcjsXhaMwKYSMMHNpUnKs0R0iEweqcb+7dy8/NrSssQmBYLJHs/bo/sdKZN6kk76y+aFD2Nha13RqxStPaTi97iDPsntwxubYgI394IQ7DdgT6j88+W+c0idZk1GcJJPcTVxQFkgW1+icHD+2/M5nI38D65jpeb3XfF/TydNbpllInHyYFw0uVuQDGyC5/hEy0ZggK+2eL99Vea2+/0dlxs6szIzPzN3XNiSgIAAgyqMlXBwBAmsEubC54ZJd0Wp1q6/ZSpjYhZvay6ToJx3DdsJ7LeW62NTa19C7cz0Ryb78y6NrfmgqEKV4C3yoQ3rx97wV1I8WT8IYCCa8sDAB9nlRXlM5JY7+170DVrRHRkgEDQFkhM+SIRrZXN37dY5WkEUNha3radHMZX2tlWV2339kqWjJF8ThTjhCDoVG16sKFi9FIIrVgOYMNgiAejSFQ3i82hGGyEblme/U/HjpCdfudAtaEYulGW1nFrJ7t9hn47Ml09o2Tn5IpZPi114X+CCmMWgWsW/19ZvNKStn1rg7RkSMaaa3EHfSzaACC6672w7E4fHwTX2utOd+zUJOfNIsBACDRuMDm5fN4LpezprxCwGKrLKb3DZpKWT4MQyMTA4uLcnA/Ux4A8L/+8ldBGonsW16y0hemF1k9mETy5bVrmdt3pS/oEraZdjEXisdLeueW7WMwrHBMYSjK3Hz6HhyPmzMF8/WFYQT375rZoqwMfzg0dPXStqbmUhavfEyOQ6OzXMFqoVDJnP4el3hubtJ5dKMgHF3rSeazS9ICDEpvS3HH8NDDUZBOp+fn5eIR3JJavdpS4PzNm/y33sqTcEUOn1rAXKThuy9fahBLk1mMUBzLHVOY7pdemm4uzZhRJ+aBowRc396G4r4Zjsk5W1+4UJ0H3x+mYxjm9/nAqqxFJBJLmOYkPqIkQiDw6AU/FEVPfH0B3bufE4piMHDg4M8vnI8+sUjvt0fC43MmVso/4UMREoxbfyZSihTPzSuh6knxZM7evCk49mbuhFJdmkHxBLOmlJJFvbwyN0pAAAAQADnjCksGL0QldRzZKFSZbFLeyLa6uqsDHJMdABAmE8faKuV8+meff2EyPtr+DYJgaO3jBonG0kKR1ot9AAAMAPb2qhPdnXcIBAGHrTbOT9+ejcfjKIr+28cfcThsEolksVoTeXsIgvB4vDgWt1ltH5w+XVBY8F5Da2PHdKJEIgCADKDSEQUAgBBG0VVrfgAAQCOnS6U/PXCoZlLN1PpMwsyxWv4fT5xYXfA9+Vg8e+sG9bUDhbNakj9oyhaRAqHyexPUCtmgRHJpdDh4pFnsDMBEQpSAY1tdq4MZAIDiC/qZNHMWP0inAAwwcIQFuWJyelosEv3qyBs5GhtlybhUmsNwePCRNWKNOAJFsXj/6MjA2Oj/8eu/Xe1JZhdyFsTswea8oYXpQom0/ue/cLpcV3u6TSYTAKCkoOD1jZtLZnX4WHx6Z2mXSnG9czn9LhgM/uuHH+bk5HDYLMvYjEatYTKZcPyBryNuyORlzmqheNyUwd/x6c3EdhwaLeqb1eWnc4yOwr7Z2+9sUyzOJfey2+2ONHoyP0E6rxlrq6y+NQLH43EE7mkt7X58aQijyfy7D/5Co9EABnz+F780+DAOt8vHoiUzQ+IwHAFYKgqmeAmkAuErDZFAYHFYx3btpnoDhjwRIYg2n+9K/Eq8qOs4ulm0ZMShUQAAw+4J0sghKrGsc9KUIx7fVJ6IggAAYjBc2jU12pj9uCgIAIjHY65w0MNlJEch6uLM9PnlygMQADXD8smKgo8vnHtgRwzDkhaXAABZVvaRnTt4ZncchmxpjFNXvrFZbcAXTEZBAAAGw0gsBgBI01l7DjRL57WEEAoAcArYKIm0tbZ2x40xps0NAEjT26i+kLyl9evbDzrG4XC4g1u35c6qNUWZ2RPKvKF5tsUFAJDorLIy8YmLF0Znpn95/M1Dw4tpBruyLNsmSWPfnyyN4RAfiz64uy5nTC426wmhsLdchsMjMEz59fE3N53vpju9AIC8kcWhXXUBJsXLoSdy3jEAJoozptpvJS68Y3iIvaO6oWeGGAgbsgQDhaI/vP8+ncn4m9eObO6YZncpPBxGxr4DH167ajQZD27esu9cd+LLyprVQPvrRxfmLGZL8jYqVlWtdbvdbgYlRCUmDcFn8sW3tCrFpgIYhxOsHZmRAssaIgiACA65fO/e6m/ni2tX4AN78pZMJDS2mMPXBvzK4xuJgVCYQuwcHhp7WgHe70Id8zjuDA3k7z24/fow2RuM4eDejeX9E+NP3y1Fim9NKhC+itAZ9B1tbeVZOaRwNEohNl/oZtg9S2XZq0cJSDSepre5eKw0vQ0A4OSzI0QCBKDrP98dQFGwVuOOIVDSWwuCIAKB+LAI/vMrV2hH3yhRmBluvzZL4BRz9nx0I/lbPBojk4jgiZDJlGM7dhy42E8IogCAIJ0M7dn3u48/srOpSeucOALHEZwuPz1rSkkIRYjhaPehZprbHyUgMQRXMDA32lKUiIIJ0pXGnL3VD5+rqqK8Rm4pGlNYcqWy8ZW650E62eXzcblcPB6v1Gp9DEqa3pYxo+4+3IKLRoVL5hCVONFajkMj1beGE1Gfa7ATfaG2unoSmcjw+BNRMEHmlEpXmN6zv5GuMRP9IW0Gr2tmSqdbljJ2DgzY3W5FczWJTFbpdddPfhpG0TdbNm65N5kIuiyra/u1EUdb27k7t3hGeyIKAgAAhhXLDbKMzGQgfAAMw05fv4bbt6t4wUhBo3PZvEGL8drN5VHg//KL/7I6Rpoz+EyLCwDgY9OMdhu61ltVrdb89uOPs7Mz8Xi8bqIzUbaCTCYFgy8yC+KFYDKZP7l93bmtjUYgofF4z8TYwOjI992pFD8KUoHwFYJKpYrFopbq2gIOFxAIjRd7MBiW1+Qlnte4SAwlr/EgDVOIuEgshoMXavK9HGYUD3vQ0JmzFzQazXuHXzdmCkTq5RW7ybKsMfk8BEF727aU5+cTgmiIhL/e0z02Nb3qeBgEoCiZ4MUjDG/AAdJsGTzefcNMpUw4p3msf2mCjEypbMmUiIIAALI3KNE7hCLhya8vwgcPCs1uYiTqzssoHJjTFWZ4OXSW2YkScc3nOzEYRqJRkj/c31KSMAlNqlFREoFKJD18LplAKFQ4IAxjW1yKSplsTAEAQMmEvsaiQizeyBbgozG7kDWE4EAcE2mtRT3TA20VXTl8q8NBRf05LM5qH1HJkqH4wAY0FoPXlp7EIAAw4AwF/zzRj0MQQ6/xgRHSzPz8zPwaNUdaGpdlWdlC8QZoZDKCIDgadXWzCB4XDj4py0qtVv/u009zc2VUEkl1e3h1sfhzt29S9u5qHJSTfQFzBl9TnFl9e0SbL+2vlp05f/bhQ4XDiCc52QAAIABJREFUobm1kpNXMAomUKrU//rxx4mf7yfUp0jxnZMKhN8/MAwTicTa0tLNFdVZBgcWwTkRhKsx051eu4iLDy/HFb7W2re/IXNGjQ9HAAA+Fs0q5VmkfBiLRxDkRldXd29P8phnrl2hv3E8I0/E8QT0Ys6kxTQ8Pr5r06ZDeFbV5+0QAFE8jr67zu31aXTL85+Ht27bfmssqSoUaKz926ryR+UMd0Aj4UymUTpPPSU3hkggkiJrIgkxGiXg8Rq15l8++EAgEBCJhG10Qp3T23yu05Il8HAYZIfn9qHmwjEFNRiWZ/DGkAiwmBc2FBQMzAMAMAiaqy/C43B4Aj6CrgkbJrfLz6RzTI7SjvHp5rK7b22JQZA1EkYgsPfaaGJUFyHgLr/W9CkbFucWuby+O2e/MhqNAACJRPyb42+ttghAiQQ6mao1GuJM7ur5YUV13iIROnn+rM26XlNAj8vjZ1JpruV4GSHggyi6rb4hxGEkqwPGcMhsoXTpdNeTDxUMBiYnH1HVQalS//GrM2NVVdws4ZLZCI1YJnJ5Zo+r97NPX+ZMZooUfzWkAuH3SWZm5tt79lDIFBCL4SOxbaeWLWB8LFrf/kYAANPunhBXxBEYjsVJ/mBR78ydt7ZwjI4YAefks2/29nYPDTwQIRIEAsE/fvKxUCSk0+iWQUuiIkFlQWHV6c7ESzYuEm3qmV2srDx5PxByWWyWdWXFKE1v8wUD/+zV81mspaXJ+asLCdkCgUjkcjg+n8/r9T5wUq1WJ6/ZUDimSJwiDsP6DL6hywgAiMViBoMBAHDa7mAeP16yZElz+W1UwgIS++TEx0X5eUwKRT7Wp1QqD27b4RKktx/bTHX7PVyGdF5LwkG11TVmq0Wr0Sa9KswO5+SODfLqPIbdkz80D3v9V+jgTl/fP7ZuTc5t4tFoyZzuG4/x/PWrAAAikfTGnj0yaTqFQqV6/Is1eXlDCwAADIbmGoogf2BEIc8ppY/sqE3TWQnBsDFHLA96//TndZV1THJjsC+jbdvWayPEYDhCwLdvr7w7NLS/obHm2uDA3gaWxYlEYpYMvsZqcrkfazRIJpPpDLrT6XzklwsAcDqdl+7ceWSRqRQpUjwrqUD4sqFQKL94910BjQ4ABsfihHC09MYwxRsY3llrk6QlajXQXD6SPxSkUci+QM7EUvfBZtn4EhKNKkuzAQRb09NmTMbPf/vhkwV1GIYZDUYjWM7ChiAIWeu6R/YH6TRa8iMaiSQy35c/kol+f3BodI2qcHtrS31RCdvs8jMpmpD/xIULq1eknE5nx9wcfLC+YlYfh+HxYunN4cGAf41c0+Px/P7DDwsLCnhMln5etSiXYxg2cN9vDACgspqIBGYUzwrQKfhwRFeQDkPQry2CQL5EtW37iYsXjSZTXq7srYbm1ou9NKfXKeR0HWgcW1Kcu3JVKBQQ1oo8iZEoP42b+Pmnh1/bueTM7O3uOLZJsGSyStIMMjHV5fdwGelzGh0VPzkzncZmVZeU+SQcjEbFYjEWiP76zbfOXL+WKC6xHlQq9YnuDvvuVgqeEIpFb/X3zcsXX6uto/gChX0zYQqJ6vKJ5frxXPYjd8fhkOP79udyeFSXz5PGHJibud7xnLUdUqRIsU5SgfDlUVxSvLuhicNisSyuvM4BKI4pqnPhaHy2ubjqxvCGy30j22sSgRAAAMdiM81FsrElut0DEFhVmsW2OGXjCp7Oem1P7a3bt55VVo5hmD+8HFwTW0xSntpkTDbon5zMbi1tap+A4lgcgXtbinvG10TBksKCXcKszffHlMrCdP/OnZ9furS6ze3e7inFYoEsNxaPzX09aLfbwUNEo1GL1YpGIg6X8+GrUKlV2m076m4NC1Vmp5AzW1/Y9HVvYg6zbIoS27f/n//y532tm7ZfHUosRnJMjg03hmdyObFo1GK2ODMEMdxsMpxrCtIrqYSbd+/R6LQMiJA9pwEQhJKIYoXBnCPccLk/isdR3X5LltAcYfzmrXfErgBtUeeSSdLUlpqbQwAAF5/FOHL0Xz/+aP1jr4XFxYXFxdVbIlRK98FmodoSIeKU5Tlks31WOfvIffe1bdntiBTd7QYAYABwt1WaS0of1namS6WHt26jk0hRACYW5q93dCTFUClSpHhWUoHwO4dOp5cW5G9vbGFGYiiZgA+GG77uScQS7mV7x5HW9BmNviC9qHcmcl+WGaKQAgwqEo317q33BvyugL/K5s+cVgMAhpqKZoNey0PlbdfDl7du0PceaOxfoLr9ZhF7oCzj1skV59ie4SEymWg8vonoD4aopK7h4dGpNc/fusKSmqHF5Jgye06bVdH68FnMFsvD1XeTIDjcL44ezcZwfLvXXMOURwMfnz0Xjy8/xPds3ryhsEikNi9V5mqKs+gOT9aUMrmSR/EEWP4wg8kk4wlJSQ4AgGVx8hvyAAAAAhAO6Trcmj2xhERj+gIpSiVz7C4+n0cgEJiJio8YBjDMIWTnD873HWgke4IBBsVPwiE2+57uea7JAQDAemYH99Rb03k8rZVlcRUuWbJzsuee1+KEz+eTQ+jmc8vVdP1M6p3DLaMXTz+ycUF2TtGZ5bVDCICagcWZxuIHAiGbzf7p7r27rg1TPAEMgvLr8olbt56/ceNRx0uRIsXTSQXC7woalbZ325airBxCOEJGo82f38VFosYcoUPAWT0/KZYbI0R8kEoKk4lhEn6pPMdHQBSF6TNqxaxiaW5uPh6PQRBUV1lZ1ZgPABhdXBgcG3vcSZ+MXm/445dfTNbWcXOlKou585NPImgEQZbNZTAMu9XZdauzi0IhP9JVkkQk4tZOPCLYis9LRmZGfVEJAYebWFJMzc4+bsC6b1PbFrUrf3pZgDpdJdO3Nl9v7wAAVJSU7GCLWj9vhwAIMChL5TJLhoBpc9skaUuVsiCNQnd4MAIeAIDGIqsdUrxsBplAAAAIBYI0lbliRG7MFsVwcN7wopvLUOSJ8HiC1Wq1CdkJgQzJHzJni8IUIsPmcfJZYqWpnYaJaKxEFAQAQABkTyyZs4QJA1KON8hlsgAAfD7/wKbNXDY7GArd6u97QC/6OApkstJJdbKaLtXtxxtsTCYzWc5izS0F0Gq3GgKKkh4SzdZXVDQMyxO6GwjDKgfm5cdaL6QcWFKkeF5SgfAFk8ZLy5fJmFRadVExE4NaznTMtJTmDi8mntrEQDhKWpMCEaRTYgSE6vYP7NngjET+e8AYtAeWuq+FQmu8VAZGRwdGH2sCsn6cTteF++loYJXF2moe5628ZDLo8qWJMoQAAA+HjpCIiYdvW2PjruyC6lEFEovP5pf2FxScOH/+kQfJz8nK/ao3+bFwUlW8vzYRCDcUldQMyDEYHt5RgxIJTLs7jkDTLaVkT7Di7hjV4zfkiE0tpQgM3RkcyNhTX391EI9GgjTKxOaKNKevrKTE5nREYEB1+3PHlr25HUK2h0U1mc1oODyu0Yi3Vpb2zWdOq/R50pqbQzEEgWOxO9uqbt+9/e6mttX9RKKxOG755qhELMP4HJvD+dWhw1vvjDOtU2EKSdrWeApPGJt6hKrzAXAQjMTXiGkRLI7gHl1y0uH1JD1FAQCaHJHiodqBAiaLqjWv3kIMomQy6YWYYhOIxOzsTAKeoNPpEkmHKVL81ZMKhC8MLpfzs8Ov83EkfCwWopBEKhPF6SMFQiEKkeRffkKxrO7JTezkk87HoulzxXEcHA2j40uKS9evvcrV1xxej66hPEImcHU2P5OqLsmCAyEKlRKPxVrKKrZ92ZkY9DSancHtVRkZ6RqN9hFHwcADXm4wvBxvCEQ8LhKbry9kmxyJvMASAKabS3DRmEPIHty9ge70UgOhXx9/619PfGJv2dh7qCmOIPgwWtwzjYvGyvNzvpibM6YxgnRywlY0hkMU5Tl3+voTDm13B/urj70Z31Qew+OIgdDgjrowhWgP+L+6dUupUno2b05m/QMAVKVZTKs7SKMsFEpmyLBKpT66a3drz2ziiyMGQptvjFhfa5iam60ur8ji801u1+DY2OrK70kW1MqpzdsTBTQAAGEy0cFh2G2PWD0FAJy+fo159Fj1rJbp9OuFrMl0zo2TJx5os2Q2WUTcpO1ADIcEKS8mCmZkpL+9e69syURGY/La+q6F+ZvdT8nxSJHir4BUIHwxIDjczw6/vvfuVOJB6eEyBvY15N23F7Fk8KULOgAAHIuXdE/1Hmwi+sIAwkJU8qJe/9m5rx6nkn+lSGMwi3pmMBg4BWyyL9j6VUdncxGDziAQCTy9HVrlepOrtaeLxI8MhGqDXiMTZcqX6xgo8yTy+7X6FtQaZa7IksFv/XJFJ1kwMN99uAUfjmw6czdRT1hdlHFk+454GN34VXeymUPIicVjsVjs1JVvwJ59YqubFAfGdN7dwf7u/uXqFlwOh6ex1PesqFQ0RRn/b9yuVCkBAKeuXCYeOlQkN9N9ocVMngqPRflkRJQ3pVT03B3GMEzA5TJHVsov4CJRIoz8w89+XrloFKpcLjZr+Cfv/eeXp50P6Uv1ekOHThU9WF+oMIeIuNlc0enrVx43jel0OH7/8UeVZaV8HlNjkk/enkkuoCbpHxnZ8NP3cGhErLGGKcTepuIbvd2PPNozAUHQ8V179n89QAqEAABF40u4/XVTSoXRYHzqvilS/KBJBcLnRCIR79+4mUmn+3z+y71dsWg00+xJzmgx7B6B0qgrTM+cUecNL3QdaonicVyj3ceiTWwsj0DQlNNyr6srkVr3Q0FlMmplpRu6ZsUKIwAAgyC3kG2z2ZhMRoC6xn3NS8G7LY/O7L5w+7bwrbdzJVyp3avh0eUM0pXPTyV+daevt+Dtt6UkArRqIhGOx1EioaRrMhEFAQCZs5r0slab32cXsrmm5WW2idKMsckhAIBOp//th38RCIQ4HGK6alp9aofDYefQV28xcmjWhWV5p9ls/t1HH+Xm5dIpNE3XxMNfjcVhd6cxk7LeGA5BCITWntkMuR4AwDXa06wu586d//n55w9f9dX29kHedJY0PegKL/XeCgYDD7dJEg6H+oeGntAARdE/ffrJXGNTzrYyf8B/t+u2UvUU05/1wOFyuU4vKVmPAsPK5gyF2TmpQJjir55UIHw2cnNltfmFVAolXSBouzxId3oDDIpw27bbSwt0f3h1S5I/5OKzx7dUSeY1BYPzE41Ftny+ymQaOPtl0qzyFecBR8r5+YXJDfXUypwcuSlCxA3V5XVPTkSjUYfDaaQSbBJuosK7n0VdLMve6uJsqa4ZW5jvGhxaPaZBw+E/fPxRVlYWl8O2jc2o1erk2CgWjf7pxIlfvvmWKVsoul+cT5svjcEQIbRmxIxEY2euXyMdei3d5mUGwjopd0itmltYXryMRmN6/fI8JJGwsiLrcrkUqH+uMqdgXAlhmE4mmhcylddVyQZhFJ2ennnc3bjV35f3+tFtt1CG3Y2SCR1bKsIoKlavrNUxrW4OnfG43W1W2/rtaZ5KKBS+fPfui02ox+LxGLxmzRiDoNja1c2XSWNNTXNlFR5AoVjkcmfX7MLTpUkikTBTmuEPBeVy+SOnqVOkeCSpQPh0IAjKzMoU8wTZWenVGLFiQgVhLmUpSVmeU94+TvEEtl4bse+u1MSh8uEVyZ8pS+Rl0dw4RJOeZrTZLp770mg0PflE3yMwjGRlZzLoDLPZbDQatzQ1NVRUEgKhMIXYNTzcOTAAAMAw7D9PfTZVW1fUkhdGw90jfYlsOQzDPjr7VWjfPmFDIRSPYQx61py2eGIJYKC6NEv2+usffXlm9bkwDFMqlUql8lHdgE9fuUw9cqRYyOY7fMY0xqyAZlIrM2XipO1ZiEr2w8But//+ww8kEgmVSjUOmDzuVT7dUunOhiYGk2622iaVCn8gaDQZE3n9Jy9csDS3Fh9thiFIqdN988Wp9aff2e2OP1+8YNncxmYyw2H01mBfa3llhEhIilcxCIrGf8C6TafT6WRSAnRKomQVBkGThZL5688pUf6WNFRXH0nPaz7bjUTjKInA2t3yARp68sD39V27a9m8giVLgEuYaWo+efXyo1epU6R4iFQgfBJUKnV/W1tRbp5AbxNqre4Azi5hUbwBkj/MNg/3Hmj0cOgMh5cUCJFw+KElOX1HVdm4CgJgsSrXRSOdvXp5Ual+8jzYi6Uov6C+uBiPw48rFgfHxtapp6fT6b88dlxmdPI9waWCMiMFn+0KNX/Rkahax9ta4QsGRycnAQDRaKy9r6+9rw8AQCAQsrOzMAwYDAaPx/Ofp07h8XiBgP+b1q2V/csl8cqHFsy7qoVCYaIm38Nw09L2t25M43L9gSCMwBwiCY7GPDHsY68RQTCTfCk0GT68ZetSNjtKxImWTAEqaagq58trlwEAGIY9PLbOlcl+smnLxntTGAQN7axtJTFhb8C6e28YYCiKLmg039y9c/nendW7sNksqVSKohGVUvnkAZbZbH7/9BfJj3gYyW8o33hnPLE+Ol6XN7n4Ay6njmHYZ99cgvcfyNTaiWhEncVvnxhfXWn5ZdJSVd18oS8xH04Ioa3tU8qa2g8eHwizs7ObaJy2K8tTyjnzusj+3f/0/vsvqbspfuCkAuEjEAoFAoEwGAoe2NiW7wxwRuQ5y4V+NDZJ2lRree21QQAAT2N18dkMhzdMIQVDoa9v3Z7JldXmFxBJpAXl7NDZkaQx5sth7+YtW9PE1SMKJBqdL8wqeyP/wzNn1hMLj+/Zs6trNs3oAADIJpSTzaWUQChRbxaOxZs6p5XbKkfXuj8X5ua+tnWbVGsDAOh2pp29fXNBrohEIgwGU2J2r26ZbnTzeLxHBsLKqsrXWjela6zZd6Ym2iryB+cFajMAIMCgkHbX/OGzz/AE3N8dObbr6jDZF9QVpM/WFcjhyCdfnPJ4PA8fLcH+TZt2XBkkBNH2Y5vrr/TRnD4AANY723uwubhnqpbL4B4+/Jcvvkjelh2tLc2ywlylOUhAFJvbPrtyWaNd7zBidGqKy2BZ39hId3oDLOqsRnOjs3Od+76CQBDEYbHUOp2WTFqym6a+uP09WngTEFxyVRgAQPEEGEzmE9qXZGUXL6ws65ICIaY3xGAyV08VpEjxOFKBcAUIggAA7xw8VEKi5+gdjkyqi0QKMYC0cyUGpOltUxvLEz+HqSSG0yevypVXyGgR9OevH7lw984XV658L52nUMi1ubmbv+pOzM1W9897t1ZkZKSr72syHwcEQTwGM824co2yyaWpljLZ6HIqHj6IkkhrcrrJZPLrW7YdONeLRyN2ERdPp76798DwzNT1rk6Xy2XLp6xubGGRXcoHM8ezsjJ/uv8gLQ6wGAhTCONtlXEEEtxfb6N4AhVzhrxcGZfBqB9dSszUpc9p0uc01jdafb7lDAcYRjbWb6guLIIRRKFRX+vsCAZDFByBEEQDdArJH0xEQQAAhGGZ00pLBj9/aCErW8BisRLJ7GKxeHNG7q4LyxZuxdPa2L49//Tn99efmX6rp+tufy+TyfR6vc/x3kMgErc3NeVlZkXC4e6pyfGpqe8xKf69I0fqgli+3BQhBIarS6Oh0ND491YX1xcOJdNgAAAOIcf0mNqNCcKxaAyHX70lhkOi0R+AGDvFq0AqEAIAQE521sG2rVQEBxMJLF9o04WeRK6bQ6gf2VEThx+Rde7hMlT5kkWZSGxxbT11G49GHUK24Ogbf/js5PfyHs3nC/gGx2pTkmyDUyoUPTUQYhgG1qbVx2E4tird2yZJs9jWqDzSpdIspRmPRvR5ElVpVmnXVJkvVJrBz333J3888amKSdDnCCVLJgCAMVuo4lL1+jWyQy6X+97OPTu+6iIFQgCCFqty/UzUmsFfbRZD9Yc4dAafwaSYHACAKAEXopAongAxEKZQyAk7m31tbTvC+LKvB+F4XCMTZxx/648nPkGxWAyHYDAEr12ug2NY4ntku3zJQFiYk1M2r0/eNJI/yHb52Gz2+i22AQCxWCzZHkEQAgG/zmp/CIL85u13WmZ0Gd8MRwn4gvrSa2lpV+7eXf+pXyAymawygjR0TiQ+7tTbAkdbRqemvi8L0wt3b7N372ntnKY7vXY+p7Op8MrpU09oPyVfHNu2W6Q0Jaap3WlMBw56wPA9RYrH8eMNhDAMAwDF4zGBQPCTLTt2XBkiBUIYDE03lc7VFxb1zQIAOCYHANBSVW5x97LZo7o4I4CHLx5udMZip05++svXj9bdGEr873FMzoZhxXBN9Y3276FcgMfj8dDIq7e4qCS74bFTiKsx2m3GTL5IvfzGPVOaZWJTdXkSps3j5DH6qnMvrH0GQQiEYBgAYKEmv/VcZ6Lweua8NorAozU1H3z1pX3rtsy6VgAgrdl44cyXD2TC1ZeW1w3ML8v0MSxvZPHe8Ta2ye7mMbmG5TRzZTpXOTngCwWN6RJlZa6PSaV4A24OI4ZH/ub4cVYwAhAckUquPLW82pe5qC/hMWQyWfvQkHhLRfO9SS+LbktPY5lcieCqLUyXjckBADY+y9a1HNdjGIatrf0ah2EMex6dJJlMPrZnbzqbg0SiPjxy9uZ15dNeQQoLC8p1zpxZLQAAF4k23xm3Htt4s6vrJc+oJ8iVSHPVK687SDTGtrjS0tK+rzVCjUb7/qWLS/X1LEaOyWq98fln7sfPhwMAjAbjtZnJ0JEWkd4WJBEMHOqn5869tN6m+KHzYwyETBbz2K49fBodAGDz+1x+f2Pf8nMZimMlXZP3jrclAiEAAI7FUCK+63ALy+q2cugL0cDJDz+IRiJhFCWTScRQeHUiOdPuEUsl38tFOZ1OHQkyZglEKjMAwMNlzsgEyq5r69n39NXLjGPHM3JFHHdQL2JPOq2XP/pgU80GQUa6wWHrOPnJA2/Wep1B2dJWPKnCR6KJKJiAb3RkVqff9gdOff11ciMej5dIJCiK2my2xLwfl8mg6NdMcxFCKEokTbSWlndM4aLRxVzROBFTLik1iGbhbxvLx5TVN4YAAHEE7j7YXDmjz5hT2yRphtw1t1po9Yp4vPbubgAB15ubyRi0WJnnZ1Jpbn8Uj2ObnXSnd7CpeNpmTlZSnFcoJnbskSzoEsEwwKC4GGSX63lWld45eGj/glV6awYAEKISSXt3//HM6SdUHAQAZPEFQstKAwgAhtXF5XJWF6N/aTgD/gCZv3pLiEwMBL7PEZXFav388jfr91rqGhocnp4SCgWhUMhkMqecV1Osnx9dIEQQ5OevH93TPc812gEATiGna3cdaWKltjsEABKPJ2rhWqQ8N4TZeLQ4DN2DA53X7lpX1VUIBkNhEjEOw/D9XCtXGlPvsD533yAIKiwsyBVLXAH/6OTUM02xYhj28dmz/p27JBvyIQxzhgKnz58Nh9c1RxcIBP/t44/FYhGdTreMWhMTfePy+R0bGgoys6gk8vWuztWd8fl81wb74P31FBJpdZ33AJNic7u4XK4sOzsWj8nlimypdE/rRp7JieJxZib5k4sX7DabwmQ0SgRJ84EoHhekkYNE5N7w8EAOg4jDTakUo9cnMAyLRqNRNJIzsZRoCcfiZV2TyrKcjDk1zenzcmirr8LMpZnVagAAk0zNmNVUDcwn7ung5vIxGkLmUwa2lQ3OzPSPjiR3MZlMN+en0KMtmSpzmIBXp3NPfn3xOR6gJBJRQqRIFctiDZI/XDOpKi0sGJmcaKyulXA4Wrutd3hotX8sAMDodLoY6cJVW3wsWqKE8stnfmFh/HiNdMlIDIYBANZ0ngmJP1x7+RUnGAwqlarvuxcpfnj86AKhSCTOtHoSURAAwDY5BCqTpkhact95K0LC+6mkqaocJ52i5lA/+fyky+l+3MOxZ3xUsKWisWsKH4rYRNy+6pzekyefr2MQBP3qzbcq3OFsrS1IYQ2/9c6nV59BwQgA8Pv9H587C0EQBMEP+3I9GQzD9PoV0V1hXt7bLZtaOqYpHr9NnJb79rt/Ovmpz78SCwfHxxeUysN7dvEaiyp6ZyEMC9LJvXX5kSXFP+w/VLJgiMHw5FsNBAza9VVnojqgh0MHhw797oMPBkZGBn/6UyQWl6jNIQpxfFOFJRb5y0efPlyNAYZhOLZmopIQQlEyHgBACoRI/vBCbX7eyCIUx4xZwtl0zuJtBQCgorCw4lxf8sIqe2amd1b868cfP/LC2/sHRmZmxRJROIzqbuii0egjmz0ZKpVG9K955yD7UVE697+++96GcSV7xmLjsTb89Of/furk6tAyOz839m69wGhnW1wYAHMVsiWn/YFg+dJwezyf3bgePrCDHgjH8HhTKPBZamoxxY+GH10gZDBobN+aZxbd5Z+syKJZPUKdLcCg9DQXXepq9/iDfp9Xp9Pj8U+6RR39/Z7SgGp3DYFAMFusX585vTpaPBM1FZUbrIHlcQwAAq0ltHvXv/zlz896HAzDMOzbChz2bdq849IAPhQBAIhUphYEmmtsvHjr5uo2bo/nkzNnDa0tC8dacRjwoeFbfd1H6+r3nutdXnZDcHg0kqyRy3B40zyhhFDlj5+emKjbkNskC0ci3XdvLq4tY5skHo/7IqifQaV6lpWihhwR27Q8Zqq4M3rteNuoTAAAUOv133z+RSwaBQAgCAKvenFBIjECgfDQsVfwer3zc99q6ONwOLw8ZgwHJxX/6nSuQEjffm+SbXIAAJhWN93j17dtOfn1xeRewWDoz1996dy2nccqjwNsekl+9Zv2b9ONb4lSpfqn99+n0qhRNPICDWtSpHj1+dEFQpPJrKlpKBuWJ7eoJOyT585P5+VlbC3xeL23r19ZvwUohmGjkxOjkxPfvmNFGRnZMyuLQ2RfiBaNE4jEROWElwkEQSQIxq9yNeOaHJLCoodbxuOx6+3t19uXH98VFeX5CnNSfBJHoKQKNAE+GsMT8ACACBq53d19ex2dOX3jGvXAodpxFc3t10o2sd8RAAAgAElEQVS5inwpw+FhpfMxGIyXZnWNj97oejB1z2yzWUUc3n3djTlLQKNRpVKJTqdfz+U/BxiG3ejpouzbUDekIIRRRbZghE1i4Qhs04r6lKe3i5oKHtjR6XD8+cyjK/R+X/jvZ6ekSPHj4UcXCB0Ox4TdzNpUVjapggCYKsuY9Dh0Wq3uWSYhvwv8wWCE+FAiVOR5Zuq+JRiGRSGAwVBSB+Rn0BzrkJBEo9EIspKJwTXY5zYUSBaXzV8iBLyDz7JZH11+6HEYjabff/ZpXUUFL5MpNy6N376ULpVU5uXHMWy049YjXVvP3rwheOvtqgUT2+p08tmGPMnmbwaCe/b99qMPvztB5tD4hN5ibS4rp5LZMxr10K2x//m9n8VwSHJAHCHiw88+7VlSWLSltpZIIpkslksd99yP+RZEIuFrW7axqLQYwAamp9p7e+Pfn0doihQ/OBBJpuy7O3pZaYlSqXS/YuYOs3K5DodZSrLHhYxvFPN3up9UwgZBkJfzTPGhqLipViY3JFIY9TmiQQo0Mj31nZ4UgiAYhh6+QDyBxCjOk2itEIYFaaR7Wyq+6rjre9pYIRgM5m1qyls0JBb24Dg2VZOrlnCIALaLOZ2tJefu3bHantl4OoJGVFrtjFxuMpsxDHO73fPKpQWl8nH+MiiKOsOBwrzcOIlA9gbKOifJvqCLTZ8Mup/wpwhBkEwmqyguYrCYDqfzOb50n883o1CMz88ZTCYAAILHcYrzpRorBAAGQ70by67MTRqeJRuhoabm7ZKKPfemKseUuTGEt2fz6Nzc6liOQ5BYLMZisn59+MiBe9NVQ4vFs7q03OyYRLCoeoSV6w8LGIYhCMR/yPatTybx9X3fvfiueHWuDsHhobVZUg/zgxwREgmEDVVVEi5X73AMjI6tUxuZBMOwienpienp76h7zwQMIw3VVSU5OSga6bPo/UdbWTZXiErWooHPL158+v7fDff6eqIbNmiONOMB5EPDF2/fXI+m3+fznWu/FzvcJtLZYwhkErE/P3c2Go/nZWcHw+H5011PTgV7geBgJE1nKxpTJLcQo1ECHv+49jCM/OrNN0u8kUyD08nnzTS1vH/mi29Zn717aIi6kWI4vpHkDQTplL7JicFnNGppq6vbfKYr8VbB11kbR4ijNbXXOx5cR6yvrGgYUtCdXgAAHI/X9syqjrVeuXc3lT+QIsU6+eEFQhqN9pu336mZ0XIVbkcaZ/i9n/3H5589wXzyVQaCoF8eP95g8uX2KmN4ZLg298bs9OjcXMAfeG7RzbOSmZWZK5H6QqHJ2dnkbcQwrLO/v7O//1mPNrMwL1cphSJhLBo1mS0J9crLL7uo1erkNRsKxxSJ98A4DOsz+Maux1b/2Fi/oUnvLh1VAACkAKSrre7de/6/U0+yMnkqGIZdb2+/0dFBo9F8Pt+zhiUigUAMR1aLZtlWl7Qm/eGWQjaHpl3l3YNhxECYRCK/TLf3FCl+0PzwAuGhLVvbumYFOisAgGNyMJ1e09Ztn5z/QUq9c3JyynzRiuFlzeTmG6OuN1rv9fW9NM3eOwcPVUPEfJUlTGSPHHvzi9u35EuKp+/2RFAU1TzNVGWdQBDEYjED/sCz3hCn09k5P4scrC+f1WMwNFYsvTU86Pc/dmq3KDNL1rWQ/MiyujhUesLI7fl7DwAAAMOw58vGC6NomIBfvVLr4dBN9gczTAAAaovJKmAny1TFcEiQQkpFwRQp1s8PLxCK+Hx+x4rmk2dwCJofIWj8QZApEmUaVoSFEIZxTY40Pk//nekbV5Ofn7cBEJvvLM/XiZWmyKHt/+P9pVdkSq22vGJ7UxPd6Q3RKGqn/YtvLsXi8S1NTWV5+TAMydXqqx3tT8i6u9XTMymXlxYUoBF05ushu/1JIh00gkZxa/4XMAi8qPsAQVBJUWFRRpY/GBqYmVx/ed7+qUnx5rKGjmkkGvNwGT21uZ2rikAl6RsZqfvJT4lhVKS2hKiknpbie4PPPJRPkeLHzKsYCOl0+sEtW6UCQSwen1hYuNXTHVuV5oxGIlE8Do8uSwaiOCTyXEnQrwI2j9vF5aw2CvPSyV7PS7LzqMovzJOvTKkRQijD42cwGY+TJq6GQqXsbGrOEIl9ft/NocEXNQRMkpGefqiyeueXnYnMPGVRemz3HjwBv9UaKjzXB2GYKl8qPXb8T59++gRVi9licblc6xlNDs3NlVeVt96dSLjkqPIkapPxqXutBwiCfnH0WLU/lrdkQkmE+v2vfdnbNTU7u5597/b0BKqrVYfq8Qji9HjOXzj/yKJCoVD43z/7TNHckllRFwgE7g50Lci/7bA+RYofFa9KIIQgSCqVsDlsj9v3+rZt23oXBPcWMAgqr5bx9u07eeFCsuXA1GR+U0HDvSkIAAyAoYbCoVdD9vIcLC4qphuaMpTmhNJBlyvRY9GXs97JZDAKcnIixpnVGyNEPBpGAQBEAqGxpjZTILC4nF3Dww9M7pHJ5L9/592WIblgbCxIp8g2bf98qGdy5rEPdyKBwOPzg8Ggw+FY5zCrvqR0w5AimZ+ePavNqNxE9QSKR5e/6+x5rV7AzMzMeCGWWuPT07cEQvvrzTyTw82iarHIV2fPfvvDAgAKCvKrA/GGruVu79ZZQ0c2T8/Nrec+YBjWNzzcNzz81JZ+v//cjevftq8pUvxYeSUCIZ6A/9XxN2VeVGz3qapFEp0zsQQIYVjJsFzxWhOFSkn6PveNjLDodMPxTVSX189ijC/MdQ0OfK/df36CwcBHF877d+5iEkkYDGss5q/On385p26sri6dUCorcoQqYyLe2MVcaywSDAYpFPLfvfOT2mmNYMLkYVOr337nL+fOmleZrG6s29A4ppTKjQAAvN297eqg67WNjwuEDVVVW+vqeSZ7kEw0UQgfnTu7nlqpNDKZGFxTCwkHI3zHGgGRxOZN46a9KG/JS3du36b2pnHTvF7vw2Zv6yc7K3v/xlYqiRxE0Ws93QWS9BzVyq3DoVG6faUOVAIymdRatyGdx7O5PPeGB9YzIk+RIsUL5JUIhPs2b9k8b5bNaQEAGIFAd64ZErEcbjabnQyEGIZdvXfvekcnk0n3eLyvSKrKc2O2WP7w6QkYRjAs/kyLUkQiSSIVQwAyGAzBYPBZzyvmcAWjOmIg3PHGZpbZhZIIdj7zzMmTAIBdLRtbh+WJOMewu1l2j2vHjj+t8lDNFAjS+lfS1HBolByN43C4h406RWLRvrKqXV92JXzJ7UJ27ODBP5448dTuLei06ixRqWN5JLpYnYcnEhy50ntZouwxeeasBgBgSKNbp9Y1x7hOAv6Axv+t5njTpek/27J9641hsjcYJhMF25uHXXaUvCa9B6XgVytZaFTa373zzoYxFW9Y62XTyo69+ZeL57+XAhQpUvxoeSUCYW5mRvZXvYmf6Q6vm88Sy1cE904ey2F/sFBqPB77lmlerxTP6pGdnys7snV7usYMxyHN1u2XOtsn1rfslERrszp5rIx5rVih97HpcDR+bWeV1WYFAGSIxcKRlek4mtPHpKyp82B1ufxMGtW9LMLEAEDxyCPtqivyC6omVcnqHFyTMw3Gkcnkp0buvpGRqrffQfEFmRqbLl8SYFB2nbiBRONRPG5kRw0+EkUhaJFDeeFrk9+SXU2Nm+6MJ+qqE4Phtpuj1v11QwJIoDEnLOtMGQITGl6t8dm9sWVj/6JIaQQA0Jy+nXava9vOP558+rtCihQpXhSvRCBcPRASqozymjyawytZ1Mdx8Hht/rRB/xwjnr9iiETSka3bD57vxYcjAIDqoUXo8EaFVvNMLpE9w8M177xD8od4OivJF+rZVNo+PJT4ld/vD1OIOPdyYMMgKLJWkNI5NlJ26PUdTi/FG4jD8HBz0cjsLACARqMd3blLzE3DMMzscn51/RoJj8dF1mhVkEgMh3v6X10sFvv3k5+Wl5bkZ0nzJJwDZ7sT87e4SLT83tito5vHZmeunvniVTMSYzKYNOfKeiohiBIh+Ez7nfChrXRPIEoi6IP+UxcvrN5FKhTzBwaTH6luP4NCeXk9TpEixSsSCBeVKnlhev6MGgAAx+I8ufZ2kQhflh6PxgZnp3uGhr7vDr5aiMUiqcaaiIIAACQay10yZaRnzD7LoNDv9//H6S90m9pETQWhUOjeyODk9PLuXRNjeU2NbTdHkGgMA2CksXB0bo2mxma1fXLjqnvbFjqBFAHY4NT03d5uGIb/y9GjOweVAu0MAMAq4TKOvnGtu2uusJKnXa7RGKISPVTSOvPq4vH42MT/3969xzV1HnwAf87JFRII90AIKFcRbwUVseCsWrW2utr7beu2vm/b7bO+W/euW7ut69rd2q7tbNeL1dqutlKh3tBq1XaKl4pWRQVFAQG5JIEA4ZKQC7mc8/4BL6JtCZckJ+T8vh//gHiS/I6J/Mg5z3me8+cqzj/z2OODO0sIkVrsJoufjg3p6u4yRisGl1q0yYLMNmtVzeWqmsuhCkWfre+bsyD1mnqt8iB598DpT4amHax/tTtAwPOLItxzuCTu3vua1BFx7SZdTEidkH2/YJPLjy+KEEski3JzU+PVZov14NnTPj5AR9EUfe3ZRIohtJu59L5FT3dPwa5dAgF93VHNS9U1O+QhXffkB5mtfcHBFXXVB4ZMx6oIDU2YlMi4mA1btgy9RD0uLi6x26psHhgYEq01JLcZLVbLScbqWJo1paHNIhVXZCZs2f/5aHN29vQYIxWhhoF26VKGd3zjULmf2H30aPz3Vy8qqVC09/SGyw8tnrWrZGDtqu8aInTk3JmU/Lwl+84InC6Wok7lZZ66cN6HkQHAP4rQ6XS++0lBnCouIjyis9rQ0vKdU2H5A5FY9MQPH55/oUldcskmk6QvvHnruVNnKnz3w6tF16JZsiz7dG3/IkcMTdelKJvLSjz4FMfLyo6XlcllcrPFPHQIT25W1rLsuVPqWlw0VZO3oPjo4QtVVf1/FapQRBivOYIdZbQoFIqCXTuPTkpMiU8wmTsuFRwaZnqX77Lj4IGYO+/KO16laDd2xSiO5Wbs3OJfSxcN0uv16z8r1uYvjIyYaTQaP/9yb1Pzt6yPMVR1be1Wmaz7njyJzekIEpdVVh4+cWL4uwCAZ3mgCGNjY37xs0cPHjr6n5Ij43mcFl1Li84zVzF7VW5Wdk6NLuVSMyFEYrEt3XPKeHe+L4vQarXuPHKYemBJZK+DYhmDTLLvq6PeuPrwuvlOFWGK5dlzV20v7R/8klHRwNy58PKVhv7Dfe1tes3seTOHbN8YG95WfYoQ0tTYNJ4Pze3t7W8VFVblzldOU7UYDAc2F/hs8u4xaG3Vv7/101Hd5XR5+enyck7WngQAMv4ipCjqd0/9MjFB3dDYTMZXhBNFkjJWefHqlWECpyvIagsODrJYfDeiZ1pqWkxTR+alZoamz2Ulh4aE+OBJExMS0+paBoeACh1OtaZDpYrtv5LPYOi80N0ZmT9tRsUVQsilzMSLDounLgPo7u7eum+vRx7Kb6EFAbgy3iJcdetyfVu70VezgvkDfU+3OTR4cEAEIcQulVito1sKajzi4uJukCvy9g5c4bC4xWC6J//42bNjOOo4Kgzjcl17KtJFUa4hyyMU7fmsbtbM7NwMQlMVNTUnzp31ah4AAI+g3W/y3aIiIx66/643127wVJoJ4eT58ydmp1pCggkhLCHn56Rfamrw5UTVCfGqtOarU0hThMRpO5RKpbeft6mpuTYlziUceM/YpWKdOqq19eoJXZZlT50rX7elaF1R4fGzZ/xk8m4AgOGN6xPhb//3f9a9/5HJ9J0r50nE4jvvXH3dpNilx45frLz4XXfxNyKxiKYEQ3+mW3rNmw98ab75JrlY7KKpytq6Lw9/JRFLvBqDpunUtJS4iKguc6/Nbu8OFw/9295gid1uH0MGiqJpAS2gBSPZ2N5n3/v1cfbu/ISGNoammxOjdpQcpAjl7X0fD7FYTMjoB9ROEIG9d7RAQFFEQE/sqaOGEdgvn//sHetueXoy2iJMT0v51RM/JYS0GwxHvzoeFBR0quxsSIhcJBJJJOJvniezOxylpcd1LdcMgTH3mvrsE+Z0CEsYh8N53Yebuvr6NfX1HlmvbiTEEsnjDz44XW9UtnZ3K5MbMhKanM70am3/3C6dseG6sGCdTjeGq8spiv7m5RPDOF1RUXn5skqlYllWe0AztnUT5XK5MlZp7jXr9Xrv/wOyPlvckQuBvHcCgYCiiNMZsEUY2C+f/+ydSBpEuevC0RWhRqv719r3CCF2u2Pp4oVTp6TtKNxICJFKpSzLTEpUP/W754duz7JsT0+PoWOkC7BNLD479Ldy4U0LzzdPqtEQQuJrtVHa9vPzM/etzBFZrAxFt9ttm7du89kcK1arta5u7Kv8rFi4MCclXaU1GOVSbajk/a1bx7ZuLQCAp4yuCC0W66WqgYW86+qvvLvhw/6v//LcM80a3foPMEGiVyQlqBNOX11qVdnYdik30+FwvFZYwDCs3T9+7RqJ9LS0m2MSFm0v7Z9Vr10Vablt5frCzVznAgBeG9dgGfANl8vlElw9jcdQFM0wQoq22fpG3oIyuSw5OVmpVLo9SuA92WnpsyquDM4tG60zxMhDBIIRnaEEAPASz8ws88c/v+SRx4Fvda66+oY5aTNLB0YY1c9KDmvtrlWM4rVbsXDh3NT0OF2nSSbRyCUfbNly3cXyviESCmnXNceTaYbhsJgBAIifTLEGwzt84kT87be3Pbg4StdpjgghLKOXij7dsXWEd89IS785Wr1o28AByTZ1lHXlbe8VcTBL2YWG+uopGfPaB9bPMkWEdLucIx+qAwDgDShCXwtVKBIS1E6no7Ghcei6dMNgWbaguHh/VGR+7vxos6u1o/3w6dMjn1MtOz39hvKrByRjNB3KG6fStGC0iyCO37nzF0qT00zLs1KbDD0h0qok5Sc7tvk4AwDAdVCEPrVwXs6iabNSrugdArp24eLC/fvrG664vxshhJCODkPx7t1jeFKhUChwXTOmlGJYiqaIz1f7YVn24+Lt8fGqhPh4o7b38uE9DrvD/d0AALwJReg70dHRS6ZOv23bsf5zYpkXGpjbl7+y4T2Xy7ufzCobrlRPSZ1bOvAJ0hgR0uPo43CVK61Wp9XquHp2AIDroAh9J3Vy0vRq3eDIELHVHqXvjo6OHjpL2QhRFJWZkZE5abLNbv+68nybvm2Yjc9UVJSmpJqWZqVqDF1yaVWysmA7DkgCAAxAEfoOw7qYa0dIsjTFjHI58jBF2ILZs2dmZCRoO1NqNE6xcO6K7xef+XqYdaBYlt24fZtanZAYr+rWmS4fwQFJAICrUIS+U9vQWLkqK+lSE8WwhBCbTNIRrehoN7i94yC1Ov4nt67KaGzva+m+4VB5/40rNO22e7937sLF4Qe/aDTNGk3zePIDAAQkFKHvGDo69pefdd6VP7mh1S4SNiZGb967Z1RDN+9ZuvyWz081ZE5SNlydvlXgZMLauqKjIvVtwx0gBQCAb4Ui9KnSM2XlNVVqdbzD7tQc0IxqdjSKomRCUZDJKrHa+6TXLPhgk4p7Ld5djBAAIFBhijVfM/eaq6tq6uvrRztHKMuyLooQioptaG2YkdQXNNCF7QnRepox96IIAQDGAp8IJ5LKurqM2akzymozSyuPrc4TOJ29LKuxmgp27OA6GgDARIUinEj2HCoRLl12+b4FYrPNwrqOVJSVlZ/v67NxnQsAYAJDEU4kLpdr+769xTQdFBRkNuNYKACAB+Ac4cTDMAxaEADAU1CEAADAayhCAADgNRQhAADwGooQAAB4DUUIAAC8hiIEAABeQxECAACvoQgBAIDXUIQAAMBrKEIAAOA1FCEAAPAaihAAAHgNRQgAALyGIgQAAF5DEQIAAK+hCAEAgNdQhAAAwGsoQgAA4DUUIQAA8BqKEAAAeA1FCAAAvIYiBAAAXkMRAgAAr6EIAQCA11CEAADAayhCAADgNRQhAADwmnD8D5GSNDkiIrxZq21tbRv/owEAAPjSuIowODjo5b/+aVKiuqGxafKkxF/95tm6Kw0eCgYAAOAL4yrCX/78cavVeuf9P3Y6nRRF0TQOtAIAwAQz9uoSCoW3Ll+y/oOPwsIUypholmVdLpcHkwEAAPjA2D8RKmOihULhIw8/qIqLVShCNdqW3/7hBavVOnQbAU1PmpwYLAseeqO+Vd/d3T3m5/UxiiIURXGdwluo/8d1EG8J9JcvsPeOCvQdxN75i9EVoUQiSU1JIoQwDONyuWiabmhs/v2f/iYUCtf+65UH7rnjg48+Gbq9QCBITUmNV8UPvbGcPWc2944/um8IhSJCKJZluQ7iFRRFC2h64rxdR00oFDEB+tqRQN87AS2YWD9MRyuwXz4/2rsRvIVGV4QR4WE/e/THhBCbre/v/3idEHL4aCkhxOl0flX69YxpGddtb3c4Dh442NTUNKpn8TcOhzOQi1BAO51OroN4C0Uou93BdQpvCey9EwgYiiJOZ8CecAnsl89/9k4kFbr9dWp0RdjSqn/iV8/0f01RlEari4qKqL5MCCEx0ZFd3T1jygkAAMCZsZ8jZFl246aiJ594XCqVRkVG3LJsyc+ffNqDyQAAAHxgXJdP7Nqzz2QyLcifbzSaHn/i17V1VzwVCwAAwDfGO7NMyZFjJUeOeSQKAACA7+ESeAAA4DUUIQAA8BqKEAAAeA1FCAAAvIYiBAAAXkMRAgAAr6EIAQCA11CEAADAayhCAADgNRQhAADwGooQAAB4DUUIAAC8hiIEAABeQxECAACvoQgBAIDXUIQAAMBrKEIAAOA1FCEAAPAaihAAAHgNRQgAALwm5DoAr1EUlZudnZ+dLaIEJqtlR8kBjUbLdSgAAH5BEXJpQc68u1XJ87efEDhdZoUsfMXKd4q3dbR3cJ0LAIBHcGiUS/NnzbrxUIXA6SKEyHrMecerbpo9l+tQAAD8giLkDE3TYoalGWbwFnmXKTo8jMNIAAA8hCLkDMMwNoo4xVePTnfFhGvb2jmMBADAQyhCLu0/9tV/VszpDZMzNN2WEH1sXlrJya+5DgUAwC8YLMOliosXe23Wxtx58hC5rlW/Z/Nmk8nEdSgAAH5BEXKsvv7KuvorXKcAAOAvHBoFAABeQxG6kZefp1KpuE7hLckpyXPmzOY6hbeIJZJV31/FdQovumnRoqjoKK5TeMuUjIyZs2ZyncJbQkJClt9yC9cpvGjZ8mWhoaFcpxgpFKEbcXFxMpmM6xTeEhYaGh0Tw3UKbxEKBZOSJnOdwovUalWQVMp1Cm8JDw+LiozkOoW3iMWixEQ11ym8KDExQSwRc51ipFCEAADAayhCAADgNSpnwTLvPfqyJYvTp6QyLsb9pv5KLBY7nU6GmcC7MAyBUEBRtNPh4DqIl1BSqdhm6+M6hreIJWKHw8kG6JtTKBQSijgdTq6DeAVN0SKxsK/PznUQb5FIJHa7nWVZroOQwi3bOzs7h9/Gu0UoFAiCg4O99/gAAADD6DVbGMY1/DbevY7Q6XIZcYU4AAD4MZwjBAAAXkMRAgAAr2GKNTfuWr0yb/68iPAwfVv7tuLdJ0+f4TqRJ01JT7195YrUlKS+vr7DR0u379zNMNyf3Pagm76XN21qRrwqduOmourLtVzH8RixSPTIjx7KmZNl6Oza8OGm6prA2TVCyOTEhLz5OWmpKVcaGjcWFHEdx8OioiLvWr1yxrSpIpGo/HzlxwWfmnp7uQ7lSY898vCM6VNlMplWq9tUuHVCvDnxidANu8OxZfvOl17714mTZa/8/fkpaalcJ/Kk3Jw5rXr9O+s++HTbzh8+eO8D997FdSIPu3X5zYSQ2dmzIiMjuM7iSY/918PZWTNf/uebp8rOvvnPF+WBNedDdtbMpMmTQkNDZs6YxnUWz0tPTZEFB39U8Ona9f+enpnxwh+f5jqRhxlNpo2bil5d81ZDU/PaN14JnwhrrHp31GiAWf/Wa3u/OLhj1x6ug3jFA/femX/jvJ8/GWj/LQkh2ws/fPX1d0pPnOQ6iGeIRaLPiwt/+Zs/VF6sIoS8++arXx44tK14N9e5POwHD9yTNWvGr595jusgXjQlLfWDdW8suHlVoF6gtW9n0bMvvHj6zDmug7iBQ6PuhYaGhIbIM9LTVHGxp8oC6tDoUKnJSRqNjusU4J5SGSOTyS5V1fR/W3mxKi01mdtIMDYpKZN1La2B14KREeEymSxnTrbFar1YVc11HPdQhO7dserWO26/LTIy4sOPN2t1rVzH8Yobc3O+lz//oZ/8lOsg4F5EeJjZYh786Wk09Sao47mNBGMQq4z5xc8e/ds/1nAdxPMee+Th3HlzFIrQV9e8bbFYuY7jHorwekFS6Wsv/7n/618//ZzVZttYULSxoCgiPHztm68YDJ3Fn+3lNuE4PfzQvbk5cwghn+3Zv/eLA4SQrFkznvv9U0/9/vm29g6u041XzpzsH//wfkLI5dr6NW++y3Ucr+g1W6SSq3NtB0mlATbagg+iIiPeWvPSxoKio8dOcJ3F81589Q1CyKRE9XvvrGlp1ZedLec6kRsowuv12e1vrd0w+PXg7Z1dXV+fPJ05dcpEL8L/HDxyuuwcIaS/9mZOz3zxz88++/zfyysucB3NA6pravtfPrPFwnUWb2lraxcI6FhlTKu+jRCiVqsaG5u5DgWjEBEe/vbrL3/2+RebP93OdRYvamzSXKismpqR7v9FiFGj12MY5mJVTf8fiqIGh4nGREflzZ93qeoyt/HGT9fS2r93HYbOKempL//1ub+89Jr/n80eoR6jsX/vGps0XGfxFlNv77HjJ+++YxUhJF4Vd+O8uV8cKOE6FIxUmELx1poXvzx4eOOmQq6zeF5IiFwdP7CAa0py0szpmYMns/0ZRo0ORywSbf7oPbk82P0esf8AAAEtSURBVGbrU4SG7Ny974231wXSlXYv/PHpW5YuHvy2oan5vh/8N4d5PG7D2tdnTJs6+O2PHn2iqnrC/ypDCFHHq1576QWhUKQIDflwU+GmzVu4TuRJK5Yvef4Pvx38dteefX97OXBOpK1eteJ3v3ly6C23rr7f0NnFVR7PilfFrX/7n4QQhmGCpNJ/f7y5oHAr16HcQxG6pwgNlUjEhs4ul8vNzK0APkNRVEx0lNFostpsXGcBuEZEeDgtoA2GTn9YfWIkcI7QvR6jkesIANdjWVbf1s51CoBv0dk1wT7g4hwhAADwGooQAAB4DUUIAAC8hiIEAABeQxECAACvoQgBAIDXUIQAAMBrKEIAAOA1FCEAAPAaihAAAHgNRQgAALyGIgQAAF5DEQIAAK/9HzzAWO5LR3PjAAAAAElFTkSuQmCC"
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"grad_maxpool = gs.grads[GlobalRef(Main, :dummy_input)]\n",
"grad_maxpool_py = permutedims(dummy_input_py.grad.numpy(), [3,4,2,1])\n",
"\n",
"vec_grad_maxpool = vec(grad_maxpool)\n",
"vec_grad_maxpool_py = vec(grad_maxpool_py)\n",
"\n",
"scatter(vec_grad_maxpool, vec_grad_maxpool_py, html_output_format=:png)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"heatmap(grad_maxpool[:,:,1,1], html_output_format=:png)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"heatmap(grad_maxpool_py[:,:,1,1], html_output_format=:png)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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"
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"heatmap(grad_maxpool[:,:,1,1] .- grad_maxpool_py[:,:,1,1], html_output_format=:png)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Julia 1.4.1",
"language": "julia",
"name": "julia-1.4"
},
"language_info": {
"file_extension": ".jl",
"mimetype": "application/julia",
"name": "julia",
"version": "1.4.1"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment