diff --git a/bayesian/normalizing_flows/vae.ipynb b/bayesian/normalizing_flows/vae.ipynb index a4d8424..e7ee2cd 100644 --- a/bayesian/normalizing_flows/vae.ipynb +++ b/bayesian/normalizing_flows/vae.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 356, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -16,24 +16,28 @@ }, { "cell_type": "code", - "execution_count": 366, + "execution_count": 62, "metadata": {}, "outputs": [], "source": [ - "batch_size = 256\n", - "dl = torch.utils.data.DataLoader(\n", + "batch_size = 512\n", + "dl_train = torch.utils.data.DataLoader(\n", " datasets.FashionMNIST('.', train=True, transform=transforms.ToTensor(), download=True),\n", - "batch_size=batch_size, shuffle=True)" + "batch_size=batch_size, shuffle=True)\n", + "\n", + "dl_test = torch.utils.data.DataLoader(\n", + " datasets.FashionMNIST('.', train=False, transform=transforms.ToTensor(), download=True),\n", + "batch_size=batch_size * 3, shuffle=False)" ] }, { "cell_type": "code", - "execution_count": 367, + "execution_count": 63, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -45,7 +49,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -57,7 +61,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -69,7 +73,7 @@ } ], "source": [ - "batch, _ = next(iter(dl))\n", + "batch, _ = next(iter(dl_train))\n", "\n", "for i in range(3):\n", " plt.imshow(1 - batch[i].view(28, 28).numpy(), cmap='Greys')\n", @@ -80,7 +84,7 @@ }, { "cell_type": "code", - "execution_count": 368, + "execution_count": 64, "metadata": {}, "outputs": [], "source": [ @@ -108,8 +112,6 @@ " self.decoder = nn.Sequential(\n", " nn.Linear(latent_size, size),\n", " nn.ReLU(),\n", - " nn.Linear(size, size),\n", - " nn.ReLU(),\n", " nn.Linear(size, 784),\n", " nn.Sigmoid()\n", " )\n", @@ -130,7 +132,7 @@ }, { "cell_type": "code", - "execution_count": 369, + "execution_count": 73, "metadata": {}, "outputs": [], "source": [ @@ -154,118 +156,98 @@ }, { "cell_type": "code", - "execution_count": 370, + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.3865041732788086" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def evaluate_test(device='cuda'):\n", + " avg_loss = 0\n", + " with torch.no_grad():\n", + " for (x, _) in dl_test:\n", + " x = x.to(device).view(-1, 784)\n", + " reconstruction_x, mu, log_var, z = m(x)\n", + " avg_loss += loss_function(reconstruction_x, x, mu, log_var, z, 1)\n", + " return (avg_loss / len(dl_test.dataset)).item()\n", + " \n", + "m = VAE(latent_size)\n", + "m.cuda()\n", + "evaluate_test()" + ] + }, + { + "cell_type": "code", + "execution_count": 75, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "====> Epoch: 1 Average loss: 1.2976\n", - "====> Epoch: 2 Average loss: 1.0964\n", - "====> Epoch: 3 Average loss: 1.0423\n", - "====> Epoch: 4 Average loss: 1.0151\n", - "====> Epoch: 5 Average loss: 0.9981\n", - "====> Epoch: 6 Average loss: 0.9861\n", - "====> Epoch: 7 Average loss: 0.9774\n", - "====> Epoch: 8 Average loss: 0.9716\n", - "====> Epoch: 9 Average loss: 0.9664\n", - "====> Epoch: 10 Average loss: 0.9622\n", - "====> Epoch: 11 Average loss: 0.9586\n", - "====> Epoch: 12 Average loss: 0.9554\n", - "====> Epoch: 13 Average loss: 0.9530\n", - "====> Epoch: 14 Average loss: 0.9507\n", - "====> Epoch: 15 Average loss: 0.9489\n", - "====> Epoch: 16 Average loss: 0.9474\n", - "====> Epoch: 17 Average loss: 0.9460\n", - "====> Epoch: 18 Average loss: 0.9447\n", - "====> Epoch: 19 Average loss: 0.9438\n", - "====> Epoch: 20 Average loss: 0.9429\n", - "====> Epoch: 21 Average loss: 0.9417\n", - "====> Epoch: 22 Average loss: 0.9409\n", - "====> Epoch: 23 Average loss: 0.9403\n", - "====> Epoch: 24 Average loss: 0.9393\n", - "====> Epoch: 25 Average loss: 0.9386\n", - "====> Epoch: 26 Average loss: 0.9379\n", - "====> Epoch: 27 Average loss: 0.9372\n", - "====> Epoch: 28 Average loss: 0.9367\n", - "====> Epoch: 29 Average loss: 0.9359\n", - "====> Epoch: 30 Average loss: 0.9358\n", - "====> Epoch: 31 Average loss: 0.9351\n", - "====> Epoch: 32 Average loss: 0.9343\n", - "====> Epoch: 33 Average loss: 0.9337\n", - "====> Epoch: 34 Average loss: 0.9335\n", - "====> Epoch: 35 Average loss: 0.9331\n", - "====> Epoch: 36 Average loss: 0.9328\n", - "====> Epoch: 37 Average loss: 0.9322\n", - "====> Epoch: 38 Average loss: 0.9316\n", - "====> Epoch: 39 Average loss: 0.9312\n", - "====> Epoch: 40 Average loss: 0.9308\n", - "====> Epoch: 41 Average loss: 0.9305\n", - "====> Epoch: 42 Average loss: 0.9301\n", - "====> Epoch: 43 Average loss: 0.9297\n", - "====> Epoch: 44 Average loss: 0.9293\n", - "====> Epoch: 45 Average loss: 0.9290\n", - "====> Epoch: 46 Average loss: 0.9288\n", - "====> Epoch: 47 Average loss: 0.9284\n", - "====> Epoch: 48 Average loss: 0.9280\n", - "====> Epoch: 49 Average loss: 0.9279\n", - "====> Epoch: 50 Average loss: 0.9275\n", - "====> Epoch: 51 Average loss: 0.9274\n", - "====> Epoch: 52 Average loss: 0.9271\n", - "====> Epoch: 53 Average loss: 0.9268\n", - "====> Epoch: 54 Average loss: 0.9263\n", - "====> Epoch: 55 Average loss: 0.9262\n", - "====> Epoch: 56 Average loss: 0.9260\n", - "====> Epoch: 57 Average loss: 0.9260\n", - "====> Epoch: 58 Average loss: 0.9258\n", - "====> Epoch: 59 Average loss: 0.9255\n", - "====> Epoch: 60 Average loss: 0.9253\n", - "====> Epoch: 61 Average loss: 0.9252\n", - "====> Epoch: 62 Average loss: 0.9247\n", - "====> Epoch: 63 Average loss: 0.9246\n", - "====> Epoch: 64 Average loss: 0.9245\n", - "====> Epoch: 65 Average loss: 0.9245\n", - "====> Epoch: 66 Average loss: 0.9242\n", - "====> Epoch: 67 Average loss: 0.9239\n", - "====> Epoch: 68 Average loss: 0.9239\n", - "====> Epoch: 69 Average loss: 0.9236\n", - "====> Epoch: 70 Average loss: 0.9236\n", - "====> Epoch: 71 Average loss: 0.9233\n", - "====> Epoch: 72 Average loss: 0.9232\n", - "====> Epoch: 73 Average loss: 0.9230\n", - "====> Epoch: 74 Average loss: 0.9229\n", - "====> Epoch: 75 Average loss: 0.9227\n", - "====> Epoch: 76 Average loss: 0.9226\n", - "====> Epoch: 77 Average loss: 0.9227\n", - "====> Epoch: 78 Average loss: 0.9227\n", - "====> Epoch: 79 Average loss: 0.9222\n", - "====> Epoch: 80 Average loss: 0.9223\n", - "====> Epoch: 81 Average loss: 0.9220\n", - "====> Epoch: 82 Average loss: 0.9219\n", - "====> Epoch: 83 Average loss: 0.9217\n", - "====> Epoch: 84 Average loss: 0.9218\n", - "====> Epoch: 85 Average loss: 0.9214\n", - "====> Epoch: 86 Average loss: 0.9213\n", - "====> Epoch: 87 Average loss: 0.9212\n", - "====> Epoch: 88 Average loss: 0.9215\n", - "====> Epoch: 89 Average loss: 0.9212\n", - "====> Epoch: 90 Average loss: 0.9211\n", - "====> Epoch: 91 Average loss: 0.9208\n", - "====> Epoch: 92 Average loss: 0.9210\n", - "====> Epoch: 93 Average loss: 0.9207\n", - "====> Epoch: 94 Average loss: 0.9204\n", - "====> Epoch: 95 Average loss: 0.9203\n", - "====> Epoch: 96 Average loss: 0.9205\n", - "====> Epoch: 97 Average loss: 0.9203\n", - "====> Epoch: 98 Average loss: 0.9204\n", - "====> Epoch: 99 Average loss: 0.9202\n", - "====> Epoch: 100 Average loss: 0.9198\n" + "Epoch: 1\tAverage loss: 0.6467\tAverage test loss: 0.2048\tBeta: 1.000\n", + "Epoch: 2\tAverage loss: 0.5570\tAverage test loss: 0.1945\tBeta: 1.000\n", + "Epoch: 3\tAverage loss: 0.5292\tAverage test loss: 0.1865\tBeta: 1.000\n", + "Epoch: 4\tAverage loss: 0.5123\tAverage test loss: 0.1829\tBeta: 1.000\n", + "Epoch: 5\tAverage loss: 0.5071\tAverage test loss: 0.1807\tBeta: 1.000\n", + "Epoch: 6\tAverage loss: 0.5020\tAverage test loss: 0.1797\tBeta: 1.000\n", + "Epoch: 7\tAverage loss: 0.4995\tAverage test loss: 0.1791\tBeta: 1.000\n", + "Epoch: 8\tAverage loss: 0.4980\tAverage test loss: 0.1784\tBeta: 1.000\n", + "Epoch: 9\tAverage loss: 0.4963\tAverage test loss: 0.1785\tBeta: 1.000\n", + "Epoch: 10\tAverage loss: 0.4959\tAverage test loss: 0.1778\tBeta: 1.000\n", + "Epoch: 11\tAverage loss: 0.4949\tAverage test loss: 0.1776\tBeta: 1.000\n", + "Epoch: 12\tAverage loss: 0.4937\tAverage test loss: 0.1780\tBeta: 1.000\n", + "Epoch: 13\tAverage loss: 0.4939\tAverage test loss: 0.1784\tBeta: 1.000\n", + "Epoch: 14\tAverage loss: 0.4935\tAverage test loss: 0.1787\tBeta: 1.000\n", + "Epoch: 15\tAverage loss: 0.4928\tAverage test loss: 0.1764\tBeta: 1.000\n", + "Epoch: 16\tAverage loss: 0.4909\tAverage test loss: 0.1767\tBeta: 1.000\n", + "Epoch: 17\tAverage loss: 0.4902\tAverage test loss: 0.1758\tBeta: 1.000\n", + "Epoch: 18\tAverage loss: 0.4896\tAverage test loss: 0.1757\tBeta: 1.000\n", + "Epoch: 19\tAverage loss: 0.4904\tAverage test loss: 0.1791\tBeta: 1.000\n", + "Epoch: 20\tAverage loss: 0.4893\tAverage test loss: 0.1760\tBeta: 1.000\n", + "Epoch: 21\tAverage loss: 0.4885\tAverage test loss: 0.1759\tBeta: 1.000\n", + "Epoch: 22\tAverage loss: 0.4881\tAverage test loss: 0.1755\tBeta: 1.000\n", + "Epoch: 23\tAverage loss: 0.4881\tAverage test loss: 0.1764\tBeta: 1.000\n", + "Epoch: 24\tAverage loss: 0.4883\tAverage test loss: 0.1750\tBeta: 1.000\n", + "Epoch: 25\tAverage loss: 0.4873\tAverage test loss: 0.1753\tBeta: 1.000\n", + "Epoch: 26\tAverage loss: 0.4882\tAverage test loss: 0.1749\tBeta: 1.000\n", + "Epoch: 27\tAverage loss: 0.4890\tAverage test loss: 0.1754\tBeta: 1.000\n", + "Epoch: 28\tAverage loss: 0.4867\tAverage test loss: 0.1754\tBeta: 1.000\n", + "Epoch: 29\tAverage loss: 0.4867\tAverage test loss: 0.1748\tBeta: 1.000\n", + "Epoch: 30\tAverage loss: 0.4868\tAverage test loss: 0.1753\tBeta: 1.000\n", + "Epoch: 31\tAverage loss: 0.4867\tAverage test loss: 0.1755\tBeta: 1.000\n", + "Epoch: 32\tAverage loss: 0.4871\tAverage test loss: 0.1746\tBeta: 1.000\n", + "Epoch: 33\tAverage loss: 0.4863\tAverage test loss: 0.1749\tBeta: 1.000\n", + "Epoch: 34\tAverage loss: 0.4861\tAverage test loss: 0.1746\tBeta: 1.000\n", + "Epoch: 35\tAverage loss: 0.4865\tAverage test loss: 0.1763\tBeta: 1.000\n", + "Epoch: 36\tAverage loss: 0.4864\tAverage test loss: 0.1745\tBeta: 1.000\n", + "Epoch: 37\tAverage loss: 0.4870\tAverage test loss: 0.1750\tBeta: 1.000\n", + "Epoch: 38\tAverage loss: 0.4861\tAverage test loss: 0.1748\tBeta: 1.000\n", + "Epoch: 39\tAverage loss: 0.4859\tAverage test loss: 0.1750\tBeta: 1.000\n", + "Epoch: 40\tAverage loss: 0.4861\tAverage test loss: 0.1745\tBeta: 1.000\n", + "Epoch: 41\tAverage loss: 0.4860\tAverage test loss: 0.1771\tBeta: 1.000\n", + "Epoch: 42\tAverage loss: 0.4857\tAverage test loss: 0.1747\tBeta: 1.000\n", + "Epoch: 43\tAverage loss: 0.4855\tAverage test loss: 0.1779\tBeta: 1.000\n", + "Epoch: 44\tAverage loss: 0.4868\tAverage test loss: 0.1748\tBeta: 1.000\n", + "Epoch: 45\tAverage loss: 0.4858\tAverage test loss: 0.1746\tBeta: 1.000\n", + "Epoch: 46\tAverage loss: 0.4856\tAverage test loss: 0.1745\tBeta: 1.000\n", + "Epoch: 47\tAverage loss: 0.4859\tAverage test loss: 0.1747\tBeta: 1.000\n", + "Epoch: 48\tAverage loss: 0.4855\tAverage test loss: 0.1743\tBeta: 1.000\n", + "Epoch: 49\tAverage loss: 0.4853\tAverage test loss: 0.1743\tBeta: 1.000\n" ] } ], "source": [ - "latent_size = 64\n", + "latent_size = 32\n", "m = VAE(latent_size)\n", "m.cuda()\n", "\n", @@ -281,7 +263,7 @@ "def train(epoch, m, device, optimizer, beta):\n", " m.train()\n", " train_loss = 0\n", - " for batch_idx, (x, _) in enumerate(dl):\n", + " for batch_idx, (x, _) in enumerate(dl_train):\n", " x = x.to(device).view(-1, 784)\n", " \n", " optim.zero_grad()\n", @@ -292,26 +274,35 @@ " train_loss += loss.item()\n", " optimizer.step()\n", " \n", - " avg_loss = train_loss / len(dl.dataset)\n", - " print('====> Epoch: {} Average loss: {:.4f}'.format(epoch, avg_loss))\n", + " avg_loss = train_loss / len(dl_train.dataset)\n", + " print('Epoch: {:3d}'\n", + " '\\tAverage loss: {:.4f}'\n", + " '\\tAverage test loss: {:.4f}'\n", + " '\\tBeta: {:.3f}'.format(epoch, avg_loss, evaluate_test(), beta))\n", " vae_loss.append(avg_loss)\n", "\n", "\n", - "optim = torch.optim.Adam(m.parameters(), 5e-4)\n", + "# optim = torch.optim.Adam(m.parameters(), 5e-4)\n", "\n", - "for epoch in range(1, 101):\n", - " beta = 1 / 90 * epoch\n", + "# for epoch in range(1, 111):\n", + "# beta = min(1, 1 / 90 * epoch)\n", + "# train(epoch, m, 'cuda', optim, beta)\n", + " \n", + "optim = torch.optim.Adam(m.parameters(), 1e-2)\n", + "\n", + "for epoch in range(1, 50):\n", + " beta = 1.\n", " train(epoch, m, 'cuda', optim, beta)" ] }, { "cell_type": "code", - "execution_count": 371, + "execution_count": 76, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -323,7 +314,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -335,7 +326,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -347,7 +338,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -359,7 +350,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -371,7 +362,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -383,7 +374,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -395,7 +386,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -407,7 +398,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -419,7 +410,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -431,7 +422,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -443,7 +434,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -455,7 +446,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -467,7 +458,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -479,7 +470,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -513,7 +504,7 @@ }, { "cell_type": "code", - "execution_count": 372, + "execution_count": 67, "metadata": {}, "outputs": [], "source": [ @@ -606,7 +597,7 @@ }, { "cell_type": "code", - "execution_count": 374, + "execution_count": 96, "metadata": {}, "outputs": [], "source": [ @@ -630,155 +621,103 @@ " # ln q(z_0) (not averaged)\n", " log_q_z0 = dist.Normal(mu, torch.exp(0.5 * log_var)).log_prob(z_0)\n", " \n", - " # N E_q0[ ln q(z_0) - ln p(z_k) ]\n", - " summed_logs = torch.sum(log_q_z0 - log_p_zk)\n", + " return (log_q_z0.sum() + beta * (likelihood - log_p_zk.sum()) - ldj.sum()) / batch_size\n", + " \n", + "# # N E_q0[ ln q(z_0) - ln p(z_k) ]\n", + "# summed_logs = torch.sum(log_q_z0 - log_p_zk)\n", "\n", - " # sum over batches\n", - " summed_ldj = torch.sum(ldj)\n", + "# # sum over batches\n", + "# summed_ldj = torch.sum(ldj)\n", "\n", - " # ldj = N E_q_z0[\\sum_k log |det dz_k/dz_k-1| ]\n", - " kl = (summed_logs - summed_ldj)\n", - " loss = likelihood + beta * kl\n", + "# # ldj = N E_q_z0[\\sum_k log |det dz_k/dz_k-1| ]\n", + "# kl = (summed_logs - summed_ldj)\n", + "# loss = likelihood + beta * kl\n", "\n", - " return loss / x.shape[0]" + "# return loss / x.shape[0]\n", + "\n", + "def evaluate_test(device='cuda'):\n", + " avg_loss = 0\n", + " with torch.no_grad():\n", + " for (x, _) in dl_test:\n", + " x = x.to(device).view(-1, 784)\n", + " z0, zk, reconstruction_x, ldj, mu0, log_var0 = m(x)\n", + "\n", + " avg_loss += det_loss(x=x, \n", + " reconstruction_x=reconstruction_x, \n", + " mu=mu0,\n", + " log_var=log_var0,\n", + " ldj=ldj,\n", + " z_0=z0,\n", + " z_k=zk,\n", + " beta=beta\n", + " )\n", + " return (avg_loss / len(dl_test.dataset)).item()\n", + " " ] }, { "cell_type": "code", - "execution_count": 385, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "tensor(-41.4189)" - ] - }, - "execution_count": 385, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a = dist.Normal(0, 1)\n", - "a.log_prob(9)" - ] - }, - { - "cell_type": "code", - "execution_count": 377, + "execution_count": 69, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "====> Epoch: 1 Average loss: 1.1884\n", - "====> Epoch: 2 Average loss: 0.9730\n", - "====> Epoch: 3 Average loss: 0.9385\n", - "====> Epoch: 4 Average loss: 0.9209\n", - "====> Epoch: 5 Average loss: 0.9114\n", - "====> Epoch: 6 Average loss: 0.9047\n", - "====> Epoch: 7 Average loss: 0.8987\n", - "====> Epoch: 8 Average loss: 0.8945\n", - "====> Epoch: 9 Average loss: 0.8904\n", - "====> Epoch: 10 Average loss: 0.8878\n", - "====> Epoch: 11 Average loss: 0.8851\n", - "====> Epoch: 12 Average loss: 0.8833\n", - "====> Epoch: 13 Average loss: 0.8820\n", - "====> Epoch: 14 Average loss: 0.8804\n", - "====> Epoch: 15 Average loss: 0.8794\n", - "====> Epoch: 16 Average loss: 0.8789\n", - "====> Epoch: 17 Average loss: 0.8782\n", - "====> Epoch: 18 Average loss: 0.8776\n", - "====> Epoch: 19 Average loss: 0.8775\n", - "====> Epoch: 20 Average loss: 0.8774\n", - "====> Epoch: 21 Average loss: 0.8776\n", - "====> Epoch: 22 Average loss: 0.8776\n", - "====> Epoch: 23 Average loss: 0.8781\n", - "====> Epoch: 24 Average loss: 0.8782\n", - "====> Epoch: 25 Average loss: 0.8784\n", - "====> Epoch: 26 Average loss: 0.8791\n", - "====> Epoch: 27 Average loss: 0.8794\n", - "====> Epoch: 28 Average loss: 0.8798\n", - "====> Epoch: 29 Average loss: 0.8805\n", - "====> Epoch: 30 Average loss: 0.8811\n", - "====> Epoch: 31 Average loss: 0.8818\n", - "====> Epoch: 32 Average loss: 0.8826\n", - "====> Epoch: 33 Average loss: 0.8832\n", - "====> Epoch: 34 Average loss: 0.8840\n", - "====> Epoch: 35 Average loss: 0.8842\n", - "====> Epoch: 36 Average loss: 0.8853\n", - "====> Epoch: 37 Average loss: 0.8860\n", - "====> Epoch: 38 Average loss: 0.8866\n", - "====> Epoch: 39 Average loss: 0.8876\n", - "====> Epoch: 40 Average loss: 0.8884\n", - "====> Epoch: 41 Average loss: 0.8889\n", - "====> Epoch: 42 Average loss: 0.8896\n", - "====> Epoch: 43 Average loss: 0.8904\n", - "====> Epoch: 44 Average loss: 0.8913\n", - "====> Epoch: 45 Average loss: 0.8920\n", - "====> Epoch: 46 Average loss: 0.8927\n", - "====> Epoch: 47 Average loss: 0.8939\n", - "====> Epoch: 48 Average loss: 0.8942\n", - "====> Epoch: 49 Average loss: 0.8953\n", - "====> Epoch: 50 Average loss: 0.8958\n", - "====> Epoch: 51 Average loss: 0.8966\n", - "====> Epoch: 52 Average loss: 0.8973\n", - "====> Epoch: 53 Average loss: 0.8980\n", - "====> Epoch: 54 Average loss: 0.8989\n", - "====> Epoch: 55 Average loss: 0.8994\n", - "====> Epoch: 56 Average loss: 0.9003\n", - "====> Epoch: 57 Average loss: 0.9010\n", - "====> Epoch: 58 Average loss: 0.9018\n", - "====> Epoch: 59 Average loss: 0.9025\n", - "====> Epoch: 60 Average loss: 0.9032\n", - "====> Epoch: 61 Average loss: 0.9039\n", - "====> Epoch: 62 Average loss: 0.9046\n", - "====> Epoch: 63 Average loss: 0.9055\n", - "====> Epoch: 64 Average loss: 0.9060\n", - "====> Epoch: 65 Average loss: 0.9067\n", - "====> Epoch: 66 Average loss: 0.9075\n", - "====> Epoch: 67 Average loss: 0.9080\n", - "====> Epoch: 68 Average loss: 0.9088\n", - "====> Epoch: 69 Average loss: 0.9096\n", - "====> Epoch: 70 Average loss: 0.9104\n", - "====> Epoch: 71 Average loss: 0.9108\n", - "====> Epoch: 72 Average loss: 0.9116\n", - "====> Epoch: 73 Average loss: 0.9122\n", - "====> Epoch: 74 Average loss: 0.9132\n", - "====> Epoch: 75 Average loss: 0.9136\n", - "====> Epoch: 76 Average loss: 0.9142\n", - "====> Epoch: 77 Average loss: 0.9148\n", - "====> Epoch: 78 Average loss: 0.9157\n", - "====> Epoch: 79 Average loss: 0.9162\n", - "====> Epoch: 80 Average loss: 0.9169\n", - "====> Epoch: 81 Average loss: 0.9175\n", - "====> Epoch: 82 Average loss: 0.9183\n", - "====> Epoch: 83 Average loss: 0.9188\n", - "====> Epoch: 84 Average loss: 0.9197\n", - "====> Epoch: 85 Average loss: 0.9201\n", - "====> Epoch: 86 Average loss: 0.9206\n", - "====> Epoch: 87 Average loss: 0.9213\n", - "====> Epoch: 88 Average loss: 0.9219\n", - "====> Epoch: 89 Average loss: 0.9227\n", - "====> Epoch: 90 Average loss: 0.9232\n", - "====> Epoch: 91 Average loss: 0.9239\n", - "====> Epoch: 92 Average loss: 0.9242\n", - "====> Epoch: 93 Average loss: 0.9250\n", - "====> Epoch: 94 Average loss: 0.9255\n", - "====> Epoch: 95 Average loss: 0.9263\n", - "====> Epoch: 96 Average loss: 0.9267\n", - "====> Epoch: 97 Average loss: 0.9273\n", - "====> Epoch: 98 Average loss: 0.9279\n", - "====> Epoch: 99 Average loss: 0.9285\n", - "====> Epoch: 100 Average loss: 0.9291\n" + "Epoch: 1\tAverage loss: 3.0833\tAverage test loss: 0.1994\tBeta: 1.000\n", + "Epoch: 2\tAverage loss: 0.5354\tAverage test loss: 0.1869\tBeta: 1.000\n", + "Epoch: 3\tAverage loss: 0.5139\tAverage test loss: 0.1829\tBeta: 1.000\n", + "Epoch: 4\tAverage loss: 0.5071\tAverage test loss: 0.1813\tBeta: 1.000\n", + "Epoch: 5\tAverage loss: 0.5028\tAverage test loss: 0.1803\tBeta: 1.000\n", + "Epoch: 6\tAverage loss: 0.5001\tAverage test loss: 0.1792\tBeta: 1.000\n", + "Epoch: 7\tAverage loss: 0.4980\tAverage test loss: 0.1787\tBeta: 1.000\n", + "Epoch: 8\tAverage loss: 0.4967\tAverage test loss: 0.1783\tBeta: 1.000\n", + "Epoch: 9\tAverage loss: 0.4948\tAverage test loss: 0.1781\tBeta: 1.000\n", + "Epoch: 10\tAverage loss: 0.4949\tAverage test loss: 0.1773\tBeta: 1.000\n", + "Epoch: 11\tAverage loss: 0.4922\tAverage test loss: 0.1765\tBeta: 1.000\n", + "Epoch: 12\tAverage loss: 0.4918\tAverage test loss: 0.1761\tBeta: 1.000\n", + "Epoch: 13\tAverage loss: 0.4906\tAverage test loss: 0.1764\tBeta: 1.000\n", + "Epoch: 14\tAverage loss: 0.4902\tAverage test loss: 0.1762\tBeta: 1.000\n", + "Epoch: 15\tAverage loss: 0.4898\tAverage test loss: 0.1760\tBeta: 1.000\n", + "Epoch: 16\tAverage loss: 0.4900\tAverage test loss: 0.1783\tBeta: 1.000\n", + "Epoch: 17\tAverage loss: 0.4888\tAverage test loss: 0.1754\tBeta: 1.000\n", + "Epoch: 18\tAverage loss: 0.4879\tAverage test loss: 0.1754\tBeta: 1.000\n", + "Epoch: 19\tAverage loss: 0.4880\tAverage test loss: 0.1757\tBeta: 1.000\n", + "Epoch: 20\tAverage loss: 0.4882\tAverage test loss: 0.1749\tBeta: 1.000\n", + "Epoch: 21\tAverage loss: 0.4874\tAverage test loss: 0.1752\tBeta: 1.000\n", + "Epoch: 22\tAverage loss: 0.4869\tAverage test loss: 0.1749\tBeta: 1.000\n", + "Epoch: 23\tAverage loss: 0.4868\tAverage test loss: 0.1754\tBeta: 1.000\n", + "Epoch: 24\tAverage loss: 0.4868\tAverage test loss: 0.1747\tBeta: 1.000\n", + "Epoch: 25\tAverage loss: 0.4864\tAverage test loss: 0.1758\tBeta: 1.000\n", + "Epoch: 26\tAverage loss: 0.4861\tAverage test loss: 0.1754\tBeta: 1.000\n", + "Epoch: 27\tAverage loss: 0.4860\tAverage test loss: 0.1749\tBeta: 1.000\n", + "Epoch: 28\tAverage loss: 0.4860\tAverage test loss: 0.1742\tBeta: 1.000\n", + "Epoch: 29\tAverage loss: 0.4852\tAverage test loss: 0.1757\tBeta: 1.000\n", + "Epoch: 30\tAverage loss: 0.4847\tAverage test loss: 0.1768\tBeta: 1.000\n", + "Epoch: 31\tAverage loss: 0.4854\tAverage test loss: 0.1748\tBeta: 1.000\n", + "Epoch: 32\tAverage loss: 0.4852\tAverage test loss: 0.1747\tBeta: 1.000\n", + "Epoch: 33\tAverage loss: 0.4842\tAverage test loss: 0.1737\tBeta: 1.000\n", + "Epoch: 34\tAverage loss: 0.4842\tAverage test loss: 0.1735\tBeta: 1.000\n", + "Epoch: 35\tAverage loss: 0.4836\tAverage test loss: 0.1755\tBeta: 1.000\n", + "Epoch: 36\tAverage loss: 0.4840\tAverage test loss: 0.1738\tBeta: 1.000\n", + "Epoch: 37\tAverage loss: 0.4835\tAverage test loss: 0.1739\tBeta: 1.000\n", + "Epoch: 38\tAverage loss: 0.4841\tAverage test loss: 0.1748\tBeta: 1.000\n", + "Epoch: 39\tAverage loss: 0.4827\tAverage test loss: 0.1750\tBeta: 1.000\n", + "Epoch: 40\tAverage loss: 0.4837\tAverage test loss: 0.1741\tBeta: 1.000\n", + "Epoch: 41\tAverage loss: 0.4826\tAverage test loss: 0.1734\tBeta: 1.000\n", + "Epoch: 42\tAverage loss: 0.4832\tAverage test loss: 0.1733\tBeta: 1.000\n", + "Epoch: 43\tAverage loss: 0.4828\tAverage test loss: 0.1742\tBeta: 1.000\n", + "Epoch: 44\tAverage loss: 0.4833\tAverage test loss: 0.1733\tBeta: 1.000\n", + "Epoch: 45\tAverage loss: 0.4833\tAverage test loss: 0.1742\tBeta: 1.000\n", + "Epoch: 46\tAverage loss: 0.4827\tAverage test loss: 0.1740\tBeta: 1.000\n", + "Epoch: 47\tAverage loss: 0.4818\tAverage test loss: 0.1731\tBeta: 1.000\n", + "Epoch: 48\tAverage loss: 0.4826\tAverage test loss: 0.1731\tBeta: 1.000\n", + "Epoch: 49\tAverage loss: 0.4825\tAverage test loss: 0.1733\tBeta: 1.000\n" ] } ], "source": [ - "latent_size = 64\n", - "m = FlowVAE(latent_size, n_flows=16)\n", + "m = FlowVAE(latent_size, n_flows=32)\n", "m.cuda()\n", "\n", "flow_loss = []\n", @@ -786,17 +725,17 @@ "def train(epoch, m, device, optimizer, beta):\n", " m.train()\n", " train_loss = 0\n", - " for batch_idx, (x, _) in enumerate(dl):\n", + " for batch_idx, (x, _) in enumerate(dl_train):\n", " x = x.to(device).view(-1, 784)\n", " \n", " optim.zero_grad()\n", - " z0, zk, reconstruction_x, accumulating_log_abs_det, mu0, log_var0 = m(x)\n", + " z0, zk, reconstruction_x, ldj, mu0, log_var0 = m(x)\n", " \n", " loss = det_loss(x=x, \n", " reconstruction_x=reconstruction_x, \n", " mu=mu0,\n", " log_var=log_var0,\n", - " ldj=accumulating_log_abs_det,\n", + " ldj=ldj,\n", " z_0=z0,\n", " z_k=zk,\n", " beta=beta\n", @@ -806,25 +745,30 @@ " train_loss += loss.item()\n", " optimizer.step()\n", " \n", - " avg_loss = train_loss / len(dl.dataset)\n", - " print('====> Epoch: {} Average loss: {:.4f}'.format(epoch, avg_loss))\n", - " flow_loss.append(avg_loss)\n", + " avg_loss = train_loss / len(dl_train.dataset)\n", + " print('Epoch: {:3d}'\n", + " '\\tAverage loss: {:.4f}'\n", + " '\\tAverage test loss: {:.4f}'\n", + " '\\tBeta: {:.3f}'.format(epoch, avg_loss, evaluate_test(), beta))\n", + " vae_loss.append(avg_loss)\n", "\n", - "optim = torch.optim.Adam(m.parameters(), 5e-4)\n", "\n", - "for epoch in range(1, 101):\n", - " beta = 1 / 90 * epoch\n", + "optim = torch.optim.Adam(m.parameters(), 1e-2)\n", + "\n", + "for epoch in range(1, 50):\n", + "# beta = min(1, 1 / 90 * epoch)\n", + " beta = 1.\n", " train(epoch, m, 'cuda', optim, beta)" ] }, { "cell_type": "code", - "execution_count": 378, + "execution_count": 71, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -836,7 +780,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -848,7 +792,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -860,7 +804,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPsAAAD4CAYAAAAq5pAIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAATgElEQVR4nO3dW2xV55UH8P8KMWBsczE2xoATY5TLhCQDlYMigZqMmqmSvJA+UJWHipGioYqSqJX6MEnmoXmMRtNWfRhVohMEjTqpKrVRUBIlJagSah6qGEQSAsQkBION8QVzMbcQYM2DdyqXeK91cvbZZx+z/j8J2T7L39mft8/inOO11/eJqoKIbn63FD0BIqoOJjtREEx2oiCY7ERBMNmJgri1mgdraWnRzs7Oah5yWvAqIl786tWrqbFr166ZY2+5xf7/XkTM+PXr1824Nfe6ujpz7IwZM8y4N7eIjh49itHR0SlPTKZkF5FHAfwKwAwA/6uqL1nf39nZiZ6eniyHrElZy5deQl66dMmMnzlzpqwYANTX15vxW2+1HyJffPGFGb9y5UpqbPHixebYpqYmMz5z5kwznuU/g+n6H0l3d3dqrOyX8SIyA8D/AHgMwD0ANorIPeXeHxHlK8t79jUAPlXVI6p6BcDvAayvzLSIqNKyJPtSAMcnfd2f3PYPRGSziPSISM/IyEiGwxFRFlmSfao3NV9786qqW1S1W1W7W1tbMxyOiLLIkuz9ADomfb0MwIls0yGivGRJ9vcB3CEiy0VkJoAfANhRmWkRUaWVXXpT1asi8gyAdzBRetuqqh9XbGY1xiqvebVmq/wEAJ999pkZ37Ztmxl/7733UmPz5883x3pvrWbNmmXGL1++bMb37t2bGrv//vvNsRs2bDDj69atM+PWz+6VFD3TsTSX6SdW1bcAvFWhuRBRjni5LFEQTHaiIJjsREEw2YmCYLITBcFkJwqiqv3sRcrahmq1ch47dswc+/bbb5vxN954w4wfOXLEjF+8eDE15vUjDAwMmPE5c+aY8dOnT5txq549PDxsjn3llVfMuFXDB4C1a9emxqxWUABobm424946AJ4i6vR8ZicKgslOFASTnSgIJjtREEx2oiCY7ERB3DSlt6yltS+//NKMv/nmm6mxd955xxzrlea88pVXJurv70+NWctMl8JrYW1oaDDjbW1tqbGOjo7UWCm8lXN37EhfXmHnzp3m2KeeesqMr1ixwozXYgssn9mJgmCyEwXBZCcKgslOFASTnSgIJjtREEx2oiDC1Nm9uufY2JgZ3717d2rMWyraq0XPnTvXjHtbF1vLQZ87d84ca7XHAv71B1l2WvWWqfbiLS0tZtxqoT179qw5dvv27Wb8+eefN+Nea3AR+MxOFASTnSgIJjtREEx2oiCY7ERBMNmJgmCyEwUxrersVi3dq6N7dfje3l4zbtVlve1/GxsbzbjHu3+rDu8teezNrb6+3oxbdXQAmDdvXmrM+7nq6urMuHeNgLWVtnfskydPmvGhoSEz3tnZacaL6HfPlOwichTAOIBrAK6qqr3KAhEVphLP7P+iqqMVuB8iyhHfsxMFkTXZFcCfRWSPiGye6htEZLOI9IhIj7cVERHlJ2uyr1XVbwF4DMDTIvLtG79BVbeoareqdlsNG0SUr0zJrqonko/DAF4DsKYSkyKiyis72UWkQUSavvocwHcB7K/UxIiosrL8Nb4NwGtJvfBWAP+nqvbexBlZtUmvjn7t2jUz7tXZrb5ur2br1aKtenAprON7c/Pi1lbVgF8vtvrpFy5caI711gnIsoaBd/3B+Pi4Ge/r6zPjt99+uxkvQtnJrqpHAPxzBedCRDli6Y0oCCY7URBMdqIgmOxEQTDZiYKYVi2uFq8E5G1d/Pnnn5txq3zmbWvszS1r3GoF9X7urKU57/6t0p1XDvWWsfaWg7aO7S3P7ZUcDxw4YMbXrVtnxr3j54HP7ERBMNmJgmCyEwXBZCcKgslOFASTnSgIJjtREDdNnd1z6dIlM3769Gkzbm27fPz4cXOsVyefPXt2prhVj/bquV77rVdH99pQreN7baReG+qFCxfKjmddInt01F5j1buGwFsmOw98ZicKgslOFASTnSgIJjtREEx2oiCY7ERBMNmJgghTZz9z5owZ92q+CxYsSI15NdUlS5aY8VOnTpnxLD3ls2bNMsd61wB4471auBWfM2eOOdZahhrwz3tTU1NqzLvuwru24fz582bcu/7Au/888JmdKAgmO1EQTHaiIJjsREEw2YmCYLITBcFkJwripqmze9v3enV2r7/Yun+vZnvbbbeZ8U8++cSMW/ViAJg7d25qzNsO2ot7fd0eq47v9cp7dXbvd2Zd3/DBBx+YY73tpL115b2frQjuM7uIbBWRYRHZP+m2ZhHZKSKHk4/pV5wQUU0o5WX8NgCP3nDbcwB2qeodAHYlXxNRDXOTXVV3Axi74eb1ALYnn28H8ESF50VEFVbuH+jaVHUQAJKPi9K+UUQ2i0iPiPSMjIyUeTgiyir3v8ar6hZV7VbV7tbW1rwPR0Qpyk32IRFpB4Dk43DlpkREeSg32XcA2JR8vgnA65WZDhHlxa2zi8irAB4G0CIi/QB+BuAlAH8QkScBHAOwIc9JVsLAwIAZ93qjT548Wfaxly1bZsa9Xnqv1m3Vyr06uler9vrVs9SbvbkdOXLEjHd1dZnxu+++OzX27rvvmmMXL15sxr0+f6/fvbm52YznwU12Vd2YEvpOhedCRDni5bJEQTDZiYJgshMFwWQnCoLJThREmBbXgwcPmnGvVNLb25saW7VqlTl26dKlZtzachnwlyW25u4tWeyVzry5eVtdWyXNLEtkA35Jcvny5akxr+znnXPvvA0ODprxjo6O1Ji3vHe5+MxOFASTnSgIJjtREEx2oiCY7ERBMNmJgmCyEwVx09TZvRbVoaEhM+61LFrLGq9YscIcay31DAANDQ2Zxltxr2br1Yu9erR33qz7z3ps79oKaylpr4XVm5v3Ozl27JgZf+CBB1JjrLMTUSZMdqIgmOxEQTDZiYJgshMFwWQnCoLJThTETVNn93qfz549a8a9mu2FCxdSYytXrjTHzpgxw4xfvHjRjDc2Nppxqy7r1cG9+OXLlzPFresfvGsjvLl54+fMmZMamz9/vjn20KFDZtzrxffGW9cQeMt3l4vP7ERBMNmJgmCyEwXBZCcKgslOFASTnSgIJjtREDdNnf3SpUtmfGRkxIx7PcSnTp1KjXm90V4dPeu68d7a8Bbv+gLv2J76+vrUmFerbmpqMuNjY2Nm3KpX33vvvebYPXv2mHHvug7rugzA79XPg/vMLiJbRWRYRPZPuu1FERkQkX3Jv8fznSYRZVXKy/htAB6d4vZfquqq5N9blZ0WEVWam+yquhuA/XqJiGpelj/QPSMiHyYv8xekfZOIbBaRHhHp8d43E1F+yk32XwNYAWAVgEEAP0/7RlXdoqrdqtrd2tpa5uGIKKuykl1Vh1T1mqpeB/AbAGsqOy0iqrSykl1E2id9+T0A+9O+l4hqg1tnF5FXATwMoEVE+gH8DMDDIrIKgAI4CuBHOc7x76ya8JkzZzLdt9fvbq3tbq1PDvhriHvrxtfV1Zlxq16ddX92r7fa69W3ePure+elv7/fjFu17GXLlpljvceDtY8AAPT19Zlxax0A77yUy012Vd04xc0v5zAXIsoRL5clCoLJThQEk50oCCY7URBMdqIgplWLq1V6O336tDnWW3bYazO1WjW9JY8PHz5sxr12Sa88luW+vdZe77x6rZxWGWl8fLzssYBfHrPm1tHRYY71Wqa9uXuPCeu8eq295W7pzGd2oiCY7ERBMNmJgmCyEwXBZCcKgslOFASTnSiIMHV2ry7q1eG7urpSY1492FqGGvDbLb2arcVrUfWWNPbaTL3loK3rF7y2ZGvLZcA/L6Ojo6mxhQsXmmO9Wvb58+fNuHdevPF54DM7URBMdqIgmOxEQTDZiYJgshMFwWQnCoLJThTEtKqzWzXhQ4cOmWO9vmuv73vlypWpMa8me/LkSTPu1WS9uVm1bG+pZ6+PP0sdvZTxFm/uc+fONeO9vb2psYceesgc29LSYsa9Gr93jYB37UUe+MxOFASTnSgIJjtREEx2oiCY7ERBMNmJgmCyEwVx09TZvXqut+3xlStXzLjVz25tvwv468Z7/fBeLdv62bxatdfH7/XDe+fN6ln3fq6LFy+acY917cUjjzxijm1vbzfjXj+693gbGBhIjXlrDJS7Tbb7zC4iHSLyFxE5KCIfi8iPk9ubRWSniBxOPi4oawZEVBWlvIy/CuCnqvpPAB4E8LSI3APgOQC7VPUOALuSr4moRrnJrqqDqro3+XwcwEEASwGsB7A9+bbtAJ7Ia5JElN03+gOdiHQCWA3gbwDaVHUQmPgPAcCilDGbRaRHRHpGRkayzZaIylZysotII4A/AviJqp4rdZyqblHVblXtbm1tLWeORFQBJSW7iNRhItF/p6p/Sm4eEpH2JN4OYDifKRJRJbilN5no33wZwEFV/cWk0A4AmwC8lHx8PZcZTmItJe21FHrLNXvb/y5dujQ15rUrem9fvGWNvTJPY2NjaswrSXpbE3vjvSW8rXMzf/58c6zXwmo9HgDgwIEDqTGvbfjBBx804/v37zfj3qtYq+zo/VzlKqXOvhbADwF8JCL7kttewESS/0FEngRwDMCGXGZIRBXhJruq/hVA2uoM36nsdIgoL7xcligIJjtREEx2oiCY7ERBMNmJgphWLa7Wks0LFthNd8uXLzfjXq180aIprwYGAIyNjZljvTZRr83UWwY7S53dWxLZ2+raa3G1aune78xrcfWW8O7r6yv7vu+8804zPjxsX0PW3Nxsxq0W2Lzq7HxmJwqCyU4UBJOdKAgmO1EQTHaiIJjsREEw2YmCuGnq7FYdHADuuusuM37ixAkzbtWLvVq015ft9ZR7tWyrN9qrRXv37V1D4F0jYC177PX5e9cneLVy67x659xb/8CLe2sUWOsjeL+zcvGZnSgIJjtREEx2oiCY7ERBMNmJgmCyEwXBZCcKYlrV2a0+36amJnNsW1ubGa+vrzfjVl+4V0dfvXq1Gbe27wX87X+t3mmvDu5tN231ygP++utWrdyrJ3tzb2hoMOP33XefGbe0tLSY8ZUrV5pxr1ffejx61xeUi8/sREEw2YmCYLITBcFkJwqCyU4UBJOdKAgmO1EQpezP3gHgtwAWA7gOYIuq/kpEXgTw7wC+akp+QVXfyjKZLOtle/Vgb79sb393q6Y7b948c+yzzz5rxq1+dMDvl/fWfrd4dXav333mzJlm3KoZe79vr948e/ZsMz44OJga8x4v3jUAXV1dZtx7PHl70+ehlItqrgL4qaruFZEmAHtEZGcS+6Wq/nd+0yOiSillf/ZBAIPJ5+MichBA+jIbRFSTvtF7dhHpBLAawN+Sm54RkQ9FZKuITHl9oIhsFpEeEenxliEiovyUnOwi0gjgjwB+oqrnAPwawAoAqzDxzP/zqcap6hZV7VbVbu99MxHlp6RkF5E6TCT671T1TwCgqkOqek1VrwP4DYA1+U2TiLJyk10m/iz5MoCDqvqLSbe3T/q27wHYX/npEVGllPLX+LUAfgjgIxHZl9z2AoCNIrIKgAI4CuBHWSfjlTusZYmzlt688plVYvLGemUY7+f2SlTWeK985d339evXyz520azfWdbz4pUcva2yrcdrXue0lL/G/xXAVEfPVFMnouriFXREQTDZiYJgshMFwWQnCoLJThQEk50oiGm1lLRVZ/eWc/Zq3R6rLuvVbLPWTbPU2bPed94/WxbesZcsWZIa837urHFvblYdnls2E1EmTHaiIJjsREEw2YmCYLITBcFkJwqCyU4UhGRZvvkbH0xkBEDfpJtaAIxWbQLfTK3OrVbnBXBu5ark3G5X1SkXb6hqsn/t4CI9qtpd2AQMtTq3Wp0XwLmVq1pz48t4oiCY7ERBFJ3sWwo+vqVW51ar8wI4t3JVZW6Fvmcnouop+pmdiKqEyU4URCHJLiKPisgnIvKpiDxXxBzSiMhREflIRPaJSE/Bc9kqIsMisn/Sbc0islNEDicfp9xjr6C5vSgiA8m52ycijxc0tw4R+YuIHBSRj0Xkx8nthZ47Y15VOW9Vf88uIjMA9AL4VwD9AN4HsFFVD1R1IilE5CiAblUt/AIMEfk2gPMAfquq9ya3/ReAMVV9KfmPcoGq/keNzO1FAOeL3sY72a2offI24wCeAPBvKPDcGfP6Pqpw3op4Zl8D4FNVPaKqVwD8HsD6AuZR81R1N4CxG25eD2B78vl2TDxYqi5lbjVBVQdVdW/y+TiAr7YZL/TcGfOqiiKSfSmA45O+7kdt7feuAP4sIntEZHPRk5lCm6oOAhMPHgCLCp7PjdxtvKvphm3Ga+bclbP9eVZFJPtUC2zVUv1vrap+C8BjAJ5OXq5SaUraxrtapthmvCaUu/15VkUkez+AjklfLwNwooB5TElVTyQfhwG8htrbinroqx10k4/DBc/n72ppG++pthlHDZy7Irc/LyLZ3wdwh4gsF5GZAH4AYEcB8/gaEWlI/nACEWkA8F3U3lbUOwBsSj7fBOD1AufyD2plG++0bcZR8LkrfPtzVa36PwCPY+Iv8p8B+M8i5pAyry4AHyT/Pi56bgBexcTLui8x8YroSQALAewCcDj52FxDc3sFwEcAPsREYrUXNLd1mHhr+CGAfcm/x4s+d8a8qnLeeLksURC8go4oCCY7URBMdqIgmOxEQTDZiYJgshMFwWQnCuL/AYTB4c4FfWPKAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -872,7 +816,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPsAAAD4CAYAAAAq5pAIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAP40lEQVR4nO3dX4xc5XnH8d/DYoOxDf63wOJgNo24qKlUJ1qhIqqIKmpkQPzJRaJwEVHJknMBUiLloii9CJeoahL1oopwCsRUqaNICYILVIwshAkgYLGoMZjWgA2svd5dY/4Yg8E2Ty/20G7Mnudd5szMmeb5fqTV7M67Z86zs/PbmZ3nvOc1dxeAP31ntV0AgP4g7EAShB1IgrADSRB2IImz+7mzNWvW+OjoaD93CaRy4MABHTlyxOYbaxR2M9so6Z8lDUn6V3e/K/r+0dFRjY+PN9klgMDY2FjtWMcv481sSNK/SLpW0npJt5jZ+k5vD0BvNfmf/UpJr7r76+7+iaTfSLqpO2UB6LYmYV8r6a05X09U1/0RM9tsZuNmNj4zM9NgdwCaaBL2+d4E+Nyxt+6+xd3H3H1seHi4we4ANNEk7BOSLp3z9ZckHWpWDoBeaRL25yRdbmZfNrPFkr4r6aHulAWg2zpuvbn7KTO7XdIjmm293evuL3WtMgBd1ajP7u4PS3q4S7UA6CEOlwWSIOxAEoQdSIKwA0kQdiAJwg4kQdiBJAg7kARhB5Ig7EAShB1IgrADSRB2IAnCDiRB2IEkCDuQBGEHkiDsQBKEHUiCsANJEHYgCcIOJEHYgSQIO5AEYQeSIOxAEoQdSIKwA0kQdiAJwg4k0WjJZjM7IOmYpNOSTrn7WDeKAtB9jcJe+Rt3P9KF2wHQQ7yMB5JoGnaXtN3MnjezzfN9g5ltNrNxMxufmZlpuDsAnWoa9qvd/WuSrpV0m5l9/cxvcPct7j7m7mPDw8MNdwegU43C7u6HqstpSQ9IurIbRQHovo7DbmZLzWz5Z59L+qakPd0qDEB3NXk3/iJJD5jZZ7fz7+7+H12pCv9vuHs4/umnn3a87dDQUDhePfawQB2H3d1fl/SXXawFQA/RegOSIOxAEoQdSIKwA0kQdiCJbkyEQY+VWlSRXrenotaaJB07dqx27MSJE+G2q1atCscXLVoUjg9yay76nfaqbp7ZgSQIO5AEYQeSIOxAEoQdSIKwA0kQdiAJ+uwDoMk00ZKzzor/njfdd6lXvnv37tqx48ePh9uuX78+HL/44ovD8cWLF9eONe1ll+63JuOl2jqtnWd2IAnCDiRB2IEkCDuQBGEHkiDsQBKEHUiCPvsAKPVkT58+HY436Rl//PHH4fjhw4fD8SeffDIcn5qaqh1ruhzY0qVLw/EVK1Y0uv1I6fiD0jEEp06dqh1bvnx5uO0555wTjtfhmR1IgrADSRB2IAnCDiRB2IEkCDuQBGEHkqDP3gdN54yXto965e+991647fbt28PxUh+91BOO5pQfPHgw3Hb//v3h+MjISDi+ZMmS2rGTJ0+G25a8+eab4fj4+Hg4/tFHH9WOXX/99eG2l112WThep/jMbmb3mtm0me2Zc90qM3vUzPZVlys72juAvlnIy/hfSdp4xnV3SNrh7pdL2lF9DWCAFcPu7jslHT3j6pskba0+3yrp5i7XBaDLOn2D7iJ3n5Sk6vLCum80s81mNm5m402PhQbQuZ6/G+/uW9x9zN3HhoeHe707ADU6DfuUmY1IUnU53b2SAPRCp2F/SNKt1ee3SnqwO+UA6JVin93Mtkm6RtIaM5uQ9BNJd0n6rZltkvSmpG/3ssh+aHKe76Z99E8++SQc37NnTzge9cqPHDkSbvvOO++E4ytXxl3Vt956Kxz/8MMPa8dKtb388svh+GOPPRaOX3XVVbVj69atC7ctnW+/dPxB6THx7rvv1o6Vjh/otM9eDLu731Iz9I2O9gigFRwuCyRB2IEkCDuQBGEHkiDsQBJ/MlNcm7a/Sqdrjrb/4IMPwm0ff/zxcPzZZ58Nx0stqPPOO6+jMUlatmxZOD45ORmOl6ahRqdMLk0zLf1OSu2v6H5bvXp1uO37778fjpdakqWfLZqWPDo6Gm57ww031I5FOeCZHUiCsANJEHYgCcIOJEHYgSQIO5AEYQeS6HufvdQP73TbUh/92LFj4fjExEQ4Hk3l3LZtW7jtK6+8Eo6XeuGlnm50yuRoKqUkPfPMM+F4qbbS/R7VVlJairpUW3Qa69Kyx6U+eXQqaKl8Cu/oftu9e3e4ben4gzo8swNJEHYgCcIOJEHYgSQIO5AEYQeSIOxAEgM1n700LzzqGZfmXT/yyCPheOm0xvv27et43+eee244XuoXl3q20emgT5w4EW5bOo111KuW4nnZUnwq6VIfvdTLXrRoUTge3X5Ul1T+ud94441G20enqt61a1e4bfQ7jfr3PLMDSRB2IAnCDiRB2IEkCDuQBGEHkiDsQBJ97bO7e9iXvf/++8Ptjx49Wjt2+PDhcNvXXnstHJ+eng7Ho/Orl/ropXOQl44vKM29brLvktLPVup1Hz9+vHbs7LPjh19pfMWKFeF4dM766LEklY8fKB2fUDI0NFQ7VpqvHh1/0KjPbmb3mtm0me2Zc92dZnbQzF6oPq4r3Q6Adi3kZfyvJG2c5/qfu/uG6uPh7pYFoNuKYXf3nZLi1zwABl6TN+huN7Pd1cv82pOkmdlmMxs3s/GZmZkGuwPQRKdh/4Wkr0jaIGlS0k/rvtHdt7j7mLuPDQ8Pd7g7AE11FHZ3n3L30+7+qaRfSrqyu2UB6LaOwm5mI3O+/JakPXXfC2AwFPvsZrZN0jWS1pjZhKSfSLrGzDZIckkHJH1/ITs7efKkpqamasfvvvvucPvo34BSrzqa8y3F/WBJOnjwYO1YqS+6dOnScPzCCy8Mx6O5z1Lc6y71g0u1R73qhdx+1K9eu3ZtuG3pnPSl3/nbb79dO1aaK19Smq9e+p1HSnPtO117oRh2d79lnqvv6WhvAFrD4bJAEoQdSIKwA0kQdiAJwg4k0dcprqdOnQpP2Vw67XE0jbXUIiq11kptnqj9VZoGWlL6udesWROOR1M9S2270lLWpZ+tdDroqE1UmrpbOr13qW14ySWXdHzbpdN3l37u0pLP0f1S+p1E07Gj/fLMDiRB2IEkCDuQBGEHkiDsQBKEHUiCsANJ9LXPPjQ0pJUra89gpQsuuCDcPprSWOqLlk6pXDp1cOm0xpFSr7vUk42m10rSkiVLasdKU1BLxxeUlG4/Gt+/f3+j2246tThSmmZa6rOXxqNTSZeOu9i5c2ftWJQRntmBJAg7kARhB5Ig7EAShB1IgrADSRB2IIm+9tkXL16sdevW1Y7fd9994fZPPfVU7djTTz8dbvvEE0+E44cOHQrHo55uqU8e9VSl8jECJdFpkUvz/EunJS7VHvX4pfg018uXLw+3LdVe6kdHtZd+7tJc+1IfvXS/RD976fiAjRvnW2d11pYtW2rHeGYHkiDsQBKEHUiCsANJEHYgCcIOJEHYgST62mc3s7D3ecUVV4Tbr1+/vnZs06ZN4baluc+lJXyj+e6lHn+pD1/q6Zbm2kc939WrV4fblubal84bf/7554fj0dLGpdsu9cJL5yiI7pfS46HUwy9tH53LX4qPPyg9HqIlvqNti8/sZnapmT1mZnvN7CUz+0F1/Soze9TM9lWX9WelANC6hbyMPyXpR+7+55L+StJtZrZe0h2Sdrj75ZJ2VF8DGFDFsLv7pLvvqj4/JmmvpLWSbpK0tfq2rZJu7lWRAJr7Qm/QmdmopK9KekbSRe4+Kc3+QZA07z8SZrbZzMbNbHxmZqZZtQA6tuCwm9kySb+T9EN3j98ZmcPdt7j7mLuPDQ8Pd1IjgC5YUNjNbJFmg/5rd/99dfWUmY1U4yOS6peWBNC6YuvNZvsX90ja6+4/mzP0kKRbJd1VXT64kB2Wpgb2attSiylqhZT2feONN4bbllpITZY97rWmtfdy3yMjIz3b9yD/TqLHclT3QvrsV0v6nqQXzeyF6rofazbkvzWzTZLelPTthRYLoP+KYXf3P0iq+3Pxje6WA6BXOFwWSIKwA0kQdiAJwg4kQdiBJPo6xbVNvewHN12+t+ntR5r2g5vWHu2/6f3Wy99pSZv77hTP7EAShB1IgrADSRB2IAnCDiRB2IEkCDuQRJo+e1Zt94Pb3j/+D8/sQBKEHUiCsANJEHYgCcIOJEHYgSQIO5AEYQeSIOxAEoQdSIKwA0kQdiAJwg4kQdiBJAg7kEQx7GZ2qZk9ZmZ7zewlM/tBdf2dZnbQzF6oPq7rfbkAOrWQk1eckvQjd99lZsslPW9mj1ZjP3f3f+pdeQC6ZSHrs09Kmqw+P2ZmeyWt7XVhALrrC/3Pbmajkr4q6ZnqqtvNbLeZ3WtmK2u22Wxm42Y2PjMz06hYAJ1bcNjNbJmk30n6obu/L+kXkr4iaYNmn/l/Ot927r7F3cfcfWx4eLgLJQPoxILCbmaLNBv0X7v77yXJ3afc/bS7fyrpl5Ku7F2ZAJpayLvxJukeSXvd/Wdzrh+Z823fkrSn++UB6JaFvBt/taTvSXrRzF6orvuxpFvMbIMkl3RA0vd7UiGArljIu/F/kDTfyb8f7n45AHqFI+iAJAg7kARhB5Ig7EAShB1IgrADSRB2IAnCDiRB2IEkCDuQBGEHkiDsQBKEHUiCsANJmLv3b2dmM5LemHPVGklH+lbAFzOotQ1qXRK1daqbtV3m7vOe/62vYf/czs3G3X2stQICg1rboNYlUVun+lUbL+OBJAg7kETbYd/S8v4jg1rboNYlUVun+lJbq/+zA+iftp/ZAfQJYQeSaCXsZrbRzP7LzF41szvaqKGOmR0wsxerZajHW67lXjObNrM9c65bZWaPmtm+6nLeNfZaqm0glvEOlhlv9b5re/nzvv/PbmZDkv5b0t9KmpD0nKRb3P3lvhZSw8wOSBpz99YPwDCzr0v6QNL97v4X1XX/KOmou99V/aFc6e5/PyC13Snpg7aX8a5WKxqZu8y4pJsl/Z1avO+Cur6jPtxvbTyzXynpVXd/3d0/kfQbSTe1UMfAc/edko6ecfVNkrZWn2/V7IOl72pqGwjuPunuu6rPj0n6bJnxVu+7oK6+aCPsayW9NefrCQ3Weu8uabuZPW9mm9suZh4XufukNPvgkXRhy/WcqbiMdz+dscz4wNx3nSx/3lQbYZ9vKalB6v9d7e5fk3StpNuql6tYmAUt490v8ywzPhA6Xf68qTbCPiHp0jlff0nSoRbqmJe7H6oupyU9oMFbinrqsxV0q8vpluv5X4O0jPd8y4xrAO67Npc/byPsz0m63My+bGaLJX1X0kMt1PE5Zra0euNEZrZU0jc1eEtRPyTp1urzWyU92GItf2RQlvGuW2ZcLd93rS9/7u59/5B0nWbfkX9N0j+0UUNNXX8m6T+rj5fark3SNs2+rDup2VdEmyStlrRD0r7qctUA1fZvkl6UtFuzwRppqba/1uy/hrslvVB9XNf2fRfU1Zf7jcNlgSQ4gg5IgrADSRB2IAnCDiRB2IEkCDuQBGEHkvgfbSK+EL+s0QwAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -884,7 +828,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -896,7 +840,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -908,7 +852,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -920,7 +864,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -932,7 +876,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -944,7 +888,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -956,7 +900,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -968,7 +912,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -980,7 +924,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -992,7 +936,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1009,7 +953,7 @@ }, { "cell_type": "code", - "execution_count": 298, + "execution_count": 82, "metadata": {}, "outputs": [], "source": [ @@ -1019,17 +963,17 @@ }, { "cell_type": "code", - "execution_count": 299, + "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAGUAAACACAIAAACdlzCpAAABJWlDQ1BJQ0MgUHJvZmlsZQAAeJxjYGAycHRxcmUSYGDIzSspCnJ3UoiIjFJgP8/AxsDMAAaJycUFjgEBPiB2Xn5eKgMqYGRg+HYNRDIwXNYFmcVAGuBKLigqAdJ/gNgoJbU4GWikAZCdXV5SABRnnANkiyRlg9kbQOyikCBnIPsIkM2XDmFfAbGTIOwnIHYR0BNA9heQ+nQwm4kDbA6ELQNil6RWgOxlcM4vqCzKTM8oUTC0tLRUcEzJT0pVCK4sLknNLVbwzEvOLyrIL0osSU0BqoW4DwwEIQpBIaYB1GihSaK/CQJQPEBYnwPB4csodgYhhgDJpUVlUCYjkzFhPsKMORIMDP5LGRhY/iDETHoZGBboMDDwT0WIqRkyMAjoMzDsmwMAwrNP/kOlMAQAABpuZVhJZk1NACoAAAAIAAkBDgACAAAAfAAAAHoBEgADAAAAAQABAAABGgAFAAAAAQAAAPYBGwAFAAAAAQAAAP4BKAADAAAAAQACAAABMQACAAAAJAAAAQYBMgACAAAAFAAAASqCmAACAAAAQQAAAT6HaQAEAAAAAQAABGQAAASQT2ZmaWNpYWwgcG9ydHJhaXQgb2YgUHJlc2lkZW50IERvbmFsZCBKLiBUcnVtcCwgRnJpZGF5LCBPY3RvYmVyIDYsIDIwMTcuICAoT2ZmaWNpYWwgV2hpdGUgSG91c2UgcGhvdG8gYnkgU2hlYWxhaCBDcmFpZ2hlYWQpAAAtxsAAACcQAC3GwAAAJxBBZG9iZSBQaG90b3Nob3AgQ0MgMjAxNyAoTWFjaW50b3NoKQAyMDE3OjEwOjE5IDA3OjUwOjI2AFBsZWFzZSBub3RlIHRoYXQgdGhpcyBwaG90byBpcyBiZWluZyBzZW50IHRvIHlvdSBmb3IgcGVyc29uYWwgdXMAAG9ubHkuIElmIHlvdSBzaGFyZSBpdCB3aXRoIGZyaWVuZHMgb3IgZmFtaWx5LCBtYWtlIHN1cmUgdG8gaW5jbHVkZSB0aGUgZGlzY2xhaW1lciBiZWxvdy4gVGhhbmsgeW91LiAgDSANSWYgcG9zdGluZyB0byBzb2NpYWwgbWVkaWEgdGhlIGZvbGxvd2luZyBieWxpbmUgbXVzdCBiZSB1c2VkOiAgT2ZmaWNpYWwgV2hpdGUgSG91c2UgUGhvdG8gYnkNIA1UaGlzIHBob3RvZ3JhcGggaXMgcHJvdmlkZWQgYnkgVEhFIFdISVRFIEhPVVNFIGFzIGEgY291cnRlc3kgYW5kIG1heSBiZSBwcmludGVkIGJ5IHRoZSBzdWJqZWN0KHMpIGluIHRoZSBwaG90b2dyYXBoIGZvciBwZXJzb25hbCB1c2Ugb25seS4gVGhlIHBob3RvZ3JhcGggbWF5IG5vdCBiZSBtYW5pcHVsYXRlZCBpbiBhbnkgd2F5IGFuZCBtYXkgbm90IG90aGVyd2lzZSBiZSByZXByb2R1Y2VkLCBkaXNzZW1pbmF0ZWQgb3IgYnJvYWRjYXN0LCB3aXRob3V0IHRoZSB3cml0dGVuIHBlcm1pc3Npb24gb2YgdGhlIFdoaXRlIEhvdXNlIFBob3RvIE9mZmljZS4gVGhpcyBwaG90b2dyYXBoIG1heSBub3QgYmUgdXNlZCBpbiBhbnkgY29tbWVyY2lhbCBvciBwb2xpdGljYWwgbWF0ZXJpYWxzLCBhZHZlcnRpc2VtZW50cywgZW1haWxzLCBwcm9kdWN0cywgcHJvbW90aW9ucyB0aGF0IGluIGFueSB3YXkgc3VnZ2VzdHMgYXBwcm92YWwgb3IgZW5kb3JzZW1lbnQgb2YgdGhlIFByZXNpZGVudCwgdGhlIEZpcnN0IEZhbWlseSwgb3IgdGhlIFdoaXRlIEhvdXNlLgAAAAOgAQADAAAAAf//AACgAgAEAAAAAQAACMqgAwAEAAAAAQAACyIAAAAAAAAABgEDAAMAAAABAAYAAAEaAAUAAAABAAAE3gEbAAUAAAABAAAE5gEoAAMAAAABAAIAAAIBAAQAAAABAAAE7gICAAQAAAABAAAVfwAAAAAAAABIAAAAAQAAAEgAAAAB/9j/7QAMQWRvYmVfQ00AAf/uAA5BZG9iZQBkgAAAAAH/2wCEAAwICAgJCAwJCQwRCwoLERUPDAwPFRgTExUTExgRDAwMDAwMEQwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwBDQsLDQ4NEA4OEBQODg4UFA4ODg4UEQwMDAwMEREMDAwMDAwRDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDP/AABEIAKAAfgMBIgACEQEDEQH/3QAEAAj/xAE/AAABBQEBAQEBAQAAAAAAAAADAAECBAUGBwgJCgsBAAEFAQEBAQEBAAAAAAAAAAEAAgMEBQYHCAkKCxAAAQQBAwIEAgUHBggFAwwzAQACEQMEIRIxBUFRYRMicYEyBhSRobFCIyQVUsFiMzRygtFDByWSU/Dh8WNzNRaisoMmRJNUZEXCo3Q2F9JV4mXys4TD03Xj80YnlKSFtJXE1OT0pbXF1eX1VmZ2hpamtsbW5vY3R1dnd4eXp7fH1+f3EQACAgECBAQDBAUGBwcGBTUBAAIRAyExEgRBUWFxIhMFMoGRFKGxQiPBUtHwMyRi4XKCkkNTFWNzNPElBhaisoMHJjXC0kSTVKMXZEVVNnRl4vKzhMPTdePzRpSkhbSVxNTk9KW1xdXl9VZmdoaWprbG1ub2JzdHV2d3h5ent8f/2gAMAwEAAhEDEQA/AOC6sZOBtyftVf2OoVnh1YBfvxrP+Iu9XZ/wPpKVGddRiZeLVAbnNrZc7vsrd6vp/wBuzZv/AKibrIe2zDNuMMaw4WOXbfo2gt/RZTI9v6Wj0/V/4dli6Hpv1Pt630zpFmA6qi21l32y20kDaLXejaK2++2zbur9qvYpQGOJlsVmQHjNPLT7VqfVrq7ujdWZ1JrDaaarmtYDEusrdVXu/kNsc1zlQzqsWjNvx8S45GPU8srvIDfUDfabA0F3sc76H8hMw+0N8VKQJDXYsV02ek9SycTOxrza70zkVPyWlxh3vlz3/wAv3P8AevX2saTAPtYZk6/1V4zh4GV1K9mDh1m2+9xbW0ffu/ksZ9N717BXXkV1sx8iwOsqY1lhZw4tAa5+vu2uVLmQOIEdQzw+Xxv8EzR+lc4d4Ttk26D6LTPxSaQNAB4hErZtknvz8VAlFlMIDHCQ+YJ8kStga0be8En4qNz9ztonYzQ/EqdbtzIJO5ntPZJTCpzQ3X6UmVD095sJ1dMMJ7KZbtcTETz8UN5/PaYPYHgpKRXFzayRoAPd4rjuu6ZR0I/Rg6/HzXY2Pa4EPaWk8xqCuO6+Qc2z3FwFUSeRym5PlXQ3cZrifs7XFoc17xt78jVrlsAnc49oA/BYeO5oZhsa0vB3EWnQiTxt/lrcA9zh8PyKsR6x5/tZej//0OJszKMSzBux2szmtw2N+z5rTY2mzc43Vhgcxrq3Wbsij/g713/Tuv8ATL+j9PyOvXDBf1Jt2PSahtZXS0eg936P+aY5/wDN2f4N68+6uch1fTn3+m7dhViu+v8AwjGl7K22x/h8Xb9ls/4pV7s2/KFDLnDZiUtoqaBADAXP/wA573ue9XIYvcjDWquysySqUvp2/wC4ZdQwHdPz7sNz2W+g4tbbWQ5j2/4O2tzZbtsZteoVMdYQG6yY0Tit1mxrG+46R2/rLUopqoYWs1J+k48nyQ5zm44IiI9WQ61/3Um58N+GT5uRlL0YYmpT6y/qQ/rPU/4um41OXl4pYz7Y6ppZbHuFc7bqmO/c+g93+kXWdRfj0enY8jda53tGp0d9KFwP1ebZTnWdQY8ssr9tcajiH7/3vp/QXRVZBtf6ljtz3fSJ+HdZwzylH1ayJ3ZOewYoczKOLSEQI8P7so+n/wBCb/2+yN1VQfHcnw/khQHVs0ETSxzR2aSCnrLTMEE+PCfYNZEPaZaUOKXdr8MeymdUDB+kodB5c0h3/ROxXaLarB61Tg5jhB7EH+qVRslx3Nb7eI7/ANpEx662tPqe1ruTx/alGM5XrqiUBWjfcQWk/eEF9YGnhooMO14Y50siWnxHjp7Ub279NO+qlGrGdEFrdrNrAC8ePC4v6wAuzLYIJ2NE/eu0u3AE+IOvxXGdWg9QsHI9g/Km5flXY/mcOkv34zd3sAJLAeTOjoWy136V3mR+RZLWNGdU0AQGmPvK0h/OuP8AKAlVifUCzdH/0eCzxR6eD6bH1P8As7fWrfJbu3Oi+nd/g8qvZb/xit/VnoN3X+ptwq3+lUAbci3ksqBDXFjfzrHOOytHZ0jqnWR0jFxHNy2nGiu6CPRb6j/Voy3/AJrcWzf6X/Bv/RL0r6ufVvB6BhmvH/S32AHIyXCHPI7NH5lLP8HWrgycMABv6vpqsyC5X5fk4H1s+reD0/p+Nk9OpFFWMRVd3e9pMtvtf+c5r/Y7/jFylZL4ABLnEAAd5OgXrGTh1ZlV+Pd/N3VOree8H93+UvLWUZOL1IY1jD9ox7trmce5jvo/9FZXNw9Yl+/v/eei+Dc2TglikdcPqjf+bl6v+bJ1sGsYtO14hznOLnA7pP0Zj932o7LmsfAduJOgghHppa6wO12HjTU/uwEn4bWHcdD4AzEpstB5OXZyylOR9UiZH/CbFGTxvkEdv9i0q8lhZ7oPkePvHuasutp+jMxwT+RSsreBrpCaJUv9oF0XZDBqRubHiA7/ADvoP/6Cjbl0tAax76ieBoWrLNdztNY5kkoTtzNwOsa6o+4o4R3brX5DrWGhw9xMtbwfGGrbYbQxu/kD5GVgdOseM3GYwbibHC1vYMLHOL/7K6FxMQOPBT4trauX5qRWvIHt5/dK4zq5B6lZAg7mAj5LrsjWCDrqYXHdSc45z3Oid4mPJqOX5VuPdzaQDnM/q/8Afir0j1Dx9PlUcYgZzR/IB+8lW9wDvIv4+arfpM3R/9Kl9VOp09MzMOh9JxqsykU5JOjbfcfsWcz+V/gb16E6Ws1+kdSPiYC8jsk9PxD9pF1TfVHokQ+l+5r7Kv8Aibf0d9P8t9y9G+rvU3dU6Ti3H3Xg7Mk+DqxG53/GN2PTcGQkmJ7CQ+vzOh8R5URhDNAaXPFP/AnL2/8AvHYYAXGew/IuN+t3TRi9ewuoVyK8p7Re4aAWs+O7+cr2rsqfc4/AlZv1nx/tvRrKKxuyQfWxx/wlX6X/AKTGur/tp+aHFAjqNR5hqcnmOLKDdRmDjn/cyen/AJvzvOiwNIFUP7yIgzxEIxrhoJG5x5HxKpYXqOy6DWYxrKt/u+kS6HMAP8jcrj2Gx2wuc3dMFnMjT84Kldi2zwcEjEKtycRujxYY03VgiP8AvqrP6hjscG02l+7QB4goNv1epkPdgDJsGvrPtLXk/vOk7UXB6RTTe201htrCRtBLmgH81u9AgUyR4r8GFmfU1xba5w8QOY8USm7FyBFctP7riCT/AFuVLrHSaMvLNj69zmgANMhscw9qGzoeFSwE4lVLmmWmmQQf+M+m3+UkABapCROmysC11PVK90hvqBhI1ID/ANGf+qXTF0HYfpa+WiwOj17+ouLjrSC4O8wWR/1S3vpazuHBJVjD8v1aWYepDeWhskT8FxfVbgb7bD++R9whdncPYQAuF6w/bkWkAmXkbeJ07I5dh5rce/0atB/XWkdmN/IrROgP8o/lVPGM5YJEEMbp8lbP0Rr3OnzVf9Jl6P8A/9Pl8hpHTsRz8cVl3qNryWEfpWB383c3/T49rnf9YtqXRfUPqHoZd2C5wAzGzSXcC2sHb/n171z1+VjP6XTVSLCW2BzzYGgF23Y70vSH5sbd9jt72KONfbjuryqTttoIsYfBzTuaqYlwTjIdKv8AKT1HsjmOXzYpCuLilDi6XL3ccv8ABfXsbRjzJMDaCdCVVyrXNvAbyyvT4vIan6d1CvPwMbJqAazKAcB33c2g/wBRzdigP0me/wAgPwV8m6rq8sQQSCKMbBDz97acLLODse2S23GEbi5pP6N39Wn31oV15rcbDPtJayPir31yw3DFx+psEuwrmhx/4OwtY0f9vbP+3Fk5TzD6n+19b3scDyCD7lSyw4ZSHTcfV0ISEoYp3cpAxmOsZQ/7/wCZbI+sDw30qZfY7ho/78hYfUqcDJnN9R+RaS5+Rr6W0/zdW2fZ6f8AKVZ3TbXlzsW44zjDt20PDj+dvb9L/NcrLen5eRSDfZW6JBLWOeD9L/Ru3/59aZEdivMj2/l/gpeo9Vxc9oZjuecj6VdzDt2OB9pP725ns9NVqOt3uaacmfWadpHjP5zUrun20UgYt7a7XwC51PtYI97mtu91z/3PbsQxUK5sc4vc0Fu98TH0u3tQkFCR8g9F0ek/Zn2Fha6xo2OI5G5znub/ACFeaHNc5rREQTPdD6e3Z03Erewh7axJGh936TX/AD0Z72RJc53nGqtwFRAaGSXFMnx/JBdX6gcXfRjQ8arhOquJul2rvUdPyC7m+x7m7WjYANPFcP1IE5BA1O9/4BDLsFY9y1qNc0/1W/kVo6sB7Cfyqpjf0xxJmAPyBWoPojwj8JVfqyv/1OdzskWdBx2hkNaWBu6w2Eafm72VbP8ArfqKgXEUO+C1My3p1vQqseoh2RTBALNjoaIs+m3c7b+csWy+sVFu6XHsFVlCUiKHF5PR8vnx4oZDOYhYFcZon0fo8X/cvoX1AzGv6XZjv1fhuJafBtw02/yvUY9b+OD9ovf2a0bnHQAcy535q8p6Z9Z8/pQt+xMqm9gY82gviDua9rWur97f5Sp9S631fqZP2/LsvY4gmqdlUj6P6vVsq/6Kt4hIQiJDUOHz0sU+YySwy4oTo3Rj6q9fzf13vup/WXC6n9ZOkdCw7hfitzK7sy6t012WVg2Y2MxzfbdXXYN9v+C9X0/9CpfWXp1mNmOz62l2Pe7dcB+ZYfpl3/B3fS3/AOkXmuFlvwM7GzmCXYl1dwA0nY4P2/5q9xu9LIqFlZD67GhzDyC1w3N/6JTcseIasOOfAdHj8W/HAFTjtZZ9Bx8f3SUZ3T8S5271HMcf3TEofV+hux91uICaTq+nnb51fyP5KxHZORXo152FVDAgt6GUEO27ExqC4uslreSTJgIeJjMz85tb4FbR61rDEippAbXt/wCGsLGP/crVfpuDmdTu0eW1NP6S0iQ3+TW3861UPrqbOhdY6fkdKsfiPOIWOsaZc6LbN/rbpbdv3e/enY8dnXZZmzAWI7/k96byTJ/BQJ198OZ2d3+BXC9P/wAYWWyGdTxm5A73URU/+1U7dQ/+x6K6DD+tfQM3ayvLFNjjIryR6Jk9t7po/wDBla1abo5LC2QNRzC4bOM5Jd2DrIK7rJBFQ39xpHcHwK4TPO2t72wQLHE+IBJao8uwX49y1Md4+2vHgf4BEN7jUCB7GiCfi5Vaan251u36JdAjkmB9Fbo6Nb9hON9rqIiB+j9w1n6cqLhX2//V8/c9zvpOJ+JlRKUyk5TUsu9SxKjJBhw0PBH/AH4KUganhOkpG4AzPdetfUPNd1D6s40umzE3Ytn/AFv+b/8AAH1Lychd1/in6gK83P6bY6GW1tymToAaz6V3/Qtr/wC20CLVb3OTXSyh+Re9tNNLS+215hrGt+k9xXl3WOpDL6i6/AqFGKT7GPBmz96y5rXfovV/0VX0P+MXcfWujK6w4dOcLMbpoizaIDshw+i6385ldP8AgaP+v2fmen59l4Rweo5OKLPUrpJHqngTs3ep+b+g9T37E3HijIkEWmU5RAo1b6H9Xeo4PUOmh+IxtL8civJxmmfTeRuBa78+m5vvps/7/WuM/wAZtjndTwWkaMpcAfMv3FbvSOi3fVzOGZVY/LxrW+nl1sbzUT6jMitjS7fZQ79Kz9+v1K/8Is//ABmUVvbjZdRD2hzA17dQW2CxzXNP7rtqjAFmtlxJ0vq8KCYgff5KQ8DqEXDwcrNssrxWerZXW61zJAO1hbv2bvpObv8AoKD2Pre6uxjmPaYex4LXA/uua6HNUgQ3undb6r00BuHkuZUDPoO99X/bNm5rf+t7ET9pNueTkVgFxJIbMS4+6D+b/VWYCkXQhKEZDVUZEbO684+2m+tzqwWkOLW7zM/ShqJ6wjd9ot/7ZP8AesBl76tWOLT+C0jmZP2QXm13pbZDfP6Oz/PUMsZBAvQmmUTBB8n/1vOwdU5QwfcQidlMFi0SIPHdJpMQdS3QpBI6Onx0P/fUVKK1fqlmDC+s3TrnGGPtFFh7bbx6G539R72WLKKi7dB2mHDVpGhBGrf+kgVPvnU2sHT35lg1xmOtfP8AwYLnf9Jq8hrNuSMtlp/S2l7iT+9ZLn/9Jeo5ue3P+pmTntgDMwW5EAzBta31W/2LfUavNxSG2lw5nVWOXFi/GvpTDlOteH4vo/Rb8fqHT8XMx/oPra0t7sfWBVbU7+VW9i57/GDgMb9XcvJ2wGXVOaOwHqbHx/Wdaq/1F6n9k6w7pdrox88zVP5t7R7f/Yipvpf8YyldL9fsdr/ql1JkcVl7R/Ucy7/vqglDhkR4FkjKwD4vjmB1DN6bk/asG30bw1zBZAdDXRvG2wOZ7o2+5T6t1PJ6t1CzqOUGDIuDBZ6YIaSxraQ7a5z9u5jP6iqd054TKF2yX0UmPCdRKSGPJaPMfhqtLFi3oGa0mXY9lbh5CxzP+/scsufePIEqxiZIqx82lx/pFTAwdt7LarBP/W/WTZa15rh18n//1/NQ73lFaqzT7gfKEZrlKCtpKmInQ90wcnBTkKBJGvPB+ITd0uHeTvyhIoKfS/qZm/bf8X/UsAkG3pzL6w0an03/AK7jn/PORW3/AItYBA3Hw5Cb/Fzn+l1LqHTXH29Uwbq2Njm2pr7a/wDwF2Skw7q2O8Wgj5hWuV+WQ7FgzDUHwQWeqzIbbSdlzHB9bhyHNIfW7+y9rV6T9YclnU/qhk5tYhuV0660N8Cai/b/AGX+1ed2N909/wC5dh0jIF31A6jS7/tFXm1f2XVOyWf9G9LPHQS8f+krGdx4f9F8jB0HmApFQb9FvwH5FInhVGwuovTyoOKBSwBG5x8v4p4H0dwk8nsoTBJ8k+0xxqeyb0CX/9Dy0GJ+KM0hV5RGGE4FBDYBThyHu0TB6faKSnUROvb4pbgQobkwPuI+f96Vqp1Pq7njp/XunZriG105Nfqk/wCjcfSu/wDArHrdY302hh5Z7T/Z9n/fVx51BC6jByBdh0WvcNzmS7UcyWu7qzyp1kO4B+xhzDQFskLT6Vmtx/q39aaHGA7DFjB5vbbhu/6qlZe5pHI+9UupZv2fCzKQf6dS3H08rqMr/qKLFNmF45eV/Yxw0kPOnneNPBIlRJ1TErPbai4hROvKYuTF2iaSlQIDtdfAKcnn87lDadT2T/kS6Kf/2QCDhN6jAABVHklEQVR4nGX9WdBlx5EmiPkSEeecu/xb7kggkdgJYiUIcC2yuDbJWrrVPeqeHpPGNDJJZnrQ0+hFD3qQmWTWmheZxjQvGmmkGUmtttZMz1RVV7PIIlkkUCBI7PueABK5b/96l7NEuLse4pz7J21+MyYB5H/vPTfCw/3zzz/3wDP3f+M//l/++3/5b3///GvnvS+9D6GcMLmubTY39T/5F/+rf/MXz//1v3s/BCYQJgUSSQBGREDsELouNk995bH/0//xPz73we//9//Jf33pqt15mr7/rfsvXvjkx9//4/WNjbIsyTkAaJZLZDedTLvYzvb3EXG6vhl8UFUzA4AYuxjbUJRVOcr/pWmWi9kMEJwPTC7G1lTG07UQSiLKvyCSiDiEgogBwMzMrG2b+fxAxdg5IsdMzjszAEDV1Dbt7u7uzu72reuXr3/+DgIs60a7um27yaRam44++vRSoHT82PTo0fVRVS6WETmEEFy8vv38L186SIZoAKAqKsLkkXA8KS9duvHq61eQgpkaggFpEgA2IFUxaAkVTGYHB23bfHL+8sULe4ijS+cXf7nzm63NMF8spmvjGDkQExMgMhEiBR+ISFVNzcwQERGJKKVoBkzc/61ZWVYiaX6wrym5UBBhUU1DKPJiqaqkJCKuDIiU30RVl8vlfD5j4ul0qmp1vQQgsLyWKklSSjFGBDJVMyMiBFCAmEwUkHA8KlWavI+qIGakGmN0d41o441XL8R1JAIAAFQTM0MEE/jV371361ZNBGYGSIBGiGJogAgGkL8vtK1s7+6++Mq5lNgFZCq3b+0c7G3P58vReM3UiMnMAMz7YHmJiDwxIYpI/p4AYKaSYv5eIkJESDwaTevFvKkX7FyopkVZASDkZ82bDOic994Pb2J510ejcVmVbdtlU81/Vdd117YG4L0vq5HzHgxUDRFUrY42El3W7d7+fFQCAqiBmoICEBAhHXnioe/++Q9OWpdt1ZDMIH+hGzfTy69dQTMEA8D83/OzWv8IBgbMVb3Uf/ez37/22ueI0QAAA/lpbOX6lWtMRI4REQDLalyNxsQIaMyMTAr9N0kpxthlm0IAEQUA55x3znvPzjkffCiKovDeO8dEeQPyIxkiqqqIxBhV1TnPzESkZoDonAOAYc+AmAfDTExO85IDqJqINF0ixKIICIBEiHnJzMAMgM5duTF//InjX3zQJJlJ/o+AhMiiQQUBETGvUP+3/XOCgQEAItHBQfsXf/nqbCYADQAYEruJGc4+O5/qpYp2XUeIoSjVVETMLITgvWciAwMEQFBTMGB2zA4RmNlUB6NLzA4ATA0ARCS/ST7H2c7btm3bdvgrJeeyOwshFNUICdUMEIqyrEYjMEgiqqqmqgCGgKgGwfsUBQC2NiYh+MGODRAQUFVp97Nrf/vzF+oQkMBAVMk0m4838Nnm8+qYQX7nvKn50QEMAIkqFSL2YAksmQpRAVTtf3653dkWFUlC5EwtdTGlKJJUFZAAECGfbEwxxRSLovQ+EFEIwYWQP8z5wvlCzdQ026BzLpuYc05F2q5R1ezR8iEIPjAzqCFiKMrsB5CYmDHvDQCzy8sNiGbG7EajCgxmB4sr17bbNoKBGagqIWSn4e6ucPzKix/bumM2DIDOzCQJu6CmDhVMsq8wIACDfIIQzcwAmQO7EXGh0gIgAiAIgDcDdNWFvZ35zVsn7ronWykhtinGrjVTZA7kVJWZ8yZKiohQlCVivz9EyM6pWVGOANUMmJ0P3oNHpBwHvQ8N1V3XhKIkIwAgImbW4YfMFICcj00EAyRUVUQYj8cGeLBbIgIAEGLTtvvzdn0cQuFjTFq43h4AAIAICYlOP/3FH/zwG0eauQIDMCAaYFn6rzxzf1k6VUVkAMyGgEgrxwkYiMfsxsQlmKomBEbyaIJIZoBcXKvtxrXr3nlEjLFbLA4W8wMzZXZFKJ1zebEQ0UABoSgqZq+qRJRSSjGZmaQEaNmLAxgiSZKmrvNyIGIIIXtVHH6ICMCW9aJt25giIgESc1DV2HYq6pxX1aZe1vUyiQAYE8Qu7u8vELEIYTodO+cgn0NAADSzJIk+396nr3/l1IP3qQIAIhAAFyP/g+8/ev/9pyUlMBNRMGFGMzUTAEBgxOwgEAxUBQCQiIgNIhICAqHvLFy+dLWe7c1n+wf7u8v5nJhDWYayyk+AiKuIlpdPUlJVZgpFcN7FGOtmISmhgYosFrO2aQCAHTvv8+aFUBIT5nW37JDAOY+IKXX1fJ66Fs2QnSuqjARDCACwWMzr5VxF81KraV5rZjp5bL3wrg8pQ3hDALr03uc/e/b1tLZJ+SUg2aQ3N4onHj8bJaqlRx49/T/+D75++vREU7K8yUQArKpmaqZ5vQAJEAASZhcDXHC5s5T93e0YOx/CaDItqypjIJGYUicqIpokqmoIpXMeEJAoJQFEYlZTSQJgzvuyLAHRTH0IoShyWMzfJIRCTVUl25eIAEBZVGU5AoCDvd3ZwW5slwDgfHAhsHOT6XRj60hZVkwIAI5pPB5N16be83yxuH5zp2mjgREhImY0oAbuLpf0uec+gE3mjACTgWMCTe3Zu8aPPnnnD7/71Pf/+LFPPrv0b3/20hAiDZAB0awzA7UIwEQMlsAMAdVaBxwA77znnm/94z8dr1dI7LzPhyofFiKSlACA2ZsRuZAjIBE57xBQRFLXLeYzkURIKskAELFpau89MZsZu95POXYioqpEmL1+/1bOVaMxNk3T1E1ds/PMDhHVRFQNkNk5R2YKaIQwrjwTLhbNlev7W+vlMZxgf9Bz3CN38qlHfnjqjlf++pW522JEMI2pBhgZxOOb9r/9X/+j06dP1FF/+suXt2/NvTM1BWQDJuujh2lEVAAHlswEqXCQCtNjx7f++X/0509+5Ylb1z/r6mWKKSMgNXOA1G+P9tiImYiQiAhVNBt/09RNvfShCCHEGBGRkJaLObOrRiMANLDs2hEx+CIHx67rzMx7n0FvSomIqmrUdV3Xtq02RGQAXdce7O0uFgcIgGAicjBb3tieT84edc6NR6VjQswOCjIWYEK6uDf33/7m3Y88mEQUUBSI7Ow9JybTadfMm9n1tj545/0rL/7uE0ZvBqrJTHuEZ2AqpgomplE1GmjgUAFMxu7f/4/+7Kt/9GUAJGIDSClKEkICs+wpLCc0Ihkc9O6T866pmaUUnfchFEQOEIiYyBFxStHUJCUVccF77xExr3j2htktikjXdRnB5rAwHo+rqnLOIQAAMrP1mSukpJQTNeaiLI4e2QzBMSJzdtAGAIboLn987ae/fhWPn+T3bq5tTO++58xTT937o+996eiR9U8Obu7u7o6nW//2r1+Y7bfYwwlUI0Lu0aqZWEJ0mpJqW3KxWY6Lwn78D7/5rW8/naTz5A3QuYCABtB1nfP96gACITG77E5D8AiY/T0hdV3bdp33Pse+4AsAVFXnfey6lBK7QwSbT0u2NcsOUnsv5r2PMcYYmRmJ2DESkfPoQkzmQ8grFkUMoKoKJnYMRcA6oQGYQca1okqg7k6P/Oxz77gT0/XqT3781SeevGdtzBIPrl68vrl1dG/3VhToOkUAJCcSEQnRoQGgmikgEICkltA86MSPyrj8ybcf+fGfftd51zXLgotQVEUo5rNdAABjpN5JO+cQCCkvmaoIsZMkIuocdl2HiEQMGbxhf+5yDI0xFkURY0yqzns0jW3+fco4loiMLNtvfhU7x86TggGKpC7Ou9ipSA6ted2RwMz2D5bXb+5MRh4zkDEjBCYiAnf0oft+dM/J93/21od+/bnnXvr97/5+reoeeeiORx79wh/98Y/XjxxTTT/58dfeffvSYrZAIEQP6AwUwcA0Z86Q2oAyDsVU43dn5x644WJbu7ICQ0TwYTQqqqaed13LzCoauzYRmSYza5ulpK6tl6qKxAjgQ5hsHFMDZgYTIjZQACIiUSVySDHGLpsPIgKCirJjFUVE73129hkIqCohAiH5kl1hXdvWi9nB3nK5lNTm4wuAqgKaQM1AY5Ik4rjIqQcYZBCghu7KIso3v3nmavv26xeuXd1VNUnd7sHlLz/zTCj87sGtU6fOfvsb9/z6a+88+4s3kJxaIiAEQ1BANlM0HTEWXGxJ/YPFp4+kvYsffnB8ezuMpsEXGQqNxutFWTXLhUmSFLv6oF1sp3apkmLX5NAGZiklETGwUFShHCEgEoVyHIqqHK2tbR6rxmsGjghEUte27FyOj+wdMceuM5GM73uzco7N1JScx3zwNUlsJKUcZDNgZkbHVBZONKkIAATviTLFkBfdUl7Emxe2f/qb19Oxk0QXM9ZQDaJ+Mp1evnrtP/8v/vXTz3zpT3/8o3/6j7/73ttXbly9RuQQCBDMFEGQrEQNzMe73T9rPn8YuwOi+vKl2Zuvrd15d1WMurhkciFUiLR765LGJVkyjURUFIVE8H7SNvUqqU+xA0RJEVJTVKOYuvnOPiCqqffl0ZNnj95xb1WtJXEiIpIQ0BDJTEVyDEFEYk4D/hBTYna+kCQp1qbCzk3W1lNK+/v7KskzOibvyHtPnZnBZFyKJswwUk2zBSISoTvh1L3w+7eK48wOkYkopnoyDuvra8899/qzz9743Uu/e+6357/ylcdPnJjevLaNqAOlE00WReE9u7vbW9+ZffzFgEpORJrF8tbvnz/1/T9L4yQSwXQx27n82bvz7UtMGoIHA/IhlGOqxsiODnZSbAiJiZP33hcGmtFZMZ6URZFiBIOmbW5d+SR29Ym7HnK+FFEDImYE6hpl59g5U0NCQwADQlRTM0VyZqAmqWsBkZ0DhKap63rRda2aqRoRESEgEuJi2TZ1uzYJREBomvk4BTVwRx++7wdnj334N6/d5HUiNmQw2dpamx3Mf/l37xqOYgqvvnTl/Xd32RchVF1cZiBPYKWjAu2J5cWfxGsbrAkcmrUiLaB7773m4/fK9a+1zWLv1qVblz7omtl4NILevxiYqkQOBRKNJhuxXapI760BptOjqkk0mSTnvBUKiL4tJKWu3t+7+flk44SIihq5wnHwxSjzWSJJFREhpWRgpsbMjn0aDpqpsvcpxbZtNImIWg9BcnqiAFbXbd1061NPiICoqmogSZKhu7Zfw1eeeuB6+95rF8EhAgLY1ubG71799Nyn24glojqHKgIIzI4iGSBB8hAD2NeWF/5cblaMCTmHkoUIsKP54ubLf6d3nTzYuzzbudTVB847AyvLkfM+Z3PETEiZ5PJhpKkN5Vg1Lmc7alpWUwNLsYtdrZKQiJBjioAEIhIb9lW9nCFHKMeASK7IUA4xU12IBuSI2CM6k8ZMkSm1nSGZak/sYY8jAXA6KlQMAMqqBFBCAsSc8SECMXojd/Pi9l/96qVw6iThhbzMTPTxp7tvvXdDxdgTApsl1ZYhUE6kTVhmY6i/01z4Tro1KXyXKRgANatNijKkh++8NmqvvvhXgOIds/Mo6L0HM02R2IEqIFFwFFyKUWNL7BCxHK+DaWoXUE3IAMFMxFRMBZ13gGDmvGfmqhr7UO3v7SZJMc6QO3a+LMu+UOBYYjIAIhLpRJKpARA7Z6YpRusxqCECmhFj8KHtkpktahU1JCRiAMopPCIxO7fBUP3+xdfX7sIeHAuxv3Bxx1SJy57JwYzjI1LBiKSNl8VP4vmf4EyY65wSmhqgGEQCf+eR5aP3xbWxxZoZlcABI2hP+6AzMCZCIlWRFDMNaKaq0SQU1RqoptQ4CnG50NShY1WxriUufFk6HzLTWFYjdmG5nC8WS0s2cp6Yc6aVRCwbTh8EADFTuaSaDICcy98rW1kGvcwkojEmESFEQkDM8RFUtUsdjU5tfed7z5zav6XQcyvIBSDZQBP2DDVgiku0FDA5a7/cXPiG7CpYQlUAMVMDy+TGJOA9x+fTEagQaErRTFRVJKUUTYWYmR0SqQgAsi/YF8yOkFU0xRYAfRilpu5i7ULhQgBVUmNmQgU15wpEMolowgQE5hjKIrNsMcXUtm2KUVXBcrj05DyxQwJVSSmqSJ8YqpqZiIko5F1EADNCpNU6AiAaESGi26/b9ktPPTh3L/7uvDGKASKDmpmCIQKZmUjnWBjQWwNQP15/8kO56R0vRRTRULmvIIEy4aQizyKiZqlrkSh2JKLO+bIAkRibhToPgM4VzA5QmRwXlURMXWMqKTagBsBxuQhFVY43UtfEesHoOQRyXlNHzjfLxXJxUFaTqipj17T1zAMAmAsFIamZxMSOTTXTFewCADpvooIpSorDqcRc7LiNdAQDtZ6TgOwMidAhudn24q//9qXjZ84QfZ5LLZDZTkBAQiCwznQROJS+nMrsiebjb6Qr60wAlCwZGACDWk6XlV3sJGwdjRzG7KO1KlIvl845C2KSUuyYOThPziVqUqx9KNkX3gfnHdNIJZkkAHDeO+81JWkacq4opyl2COyrNczFIbPlbP/WtYujyUY5GoN17fKAxhhVyvGk8GVHbV4pMDVVQzMDDlVAVjXiVkRUJa9Hxp6iBoaOWR0TAg10JiImkS6C23C08ebrr5y/mb01ACEggAAaAgEyQOPNJiX/0bcfefTjF068fk0AzTAX2AAo40wBJaSYOpEuGZHzTZcAKbaNmcYYU+yKIqTIRVEimEeT2KbYSGzLagzSeV+4UFE1TrGNzVJS58sxu5DqhXYtMhOxxLjYuUEukA+qUhSF2XjnxuWUumo0Rl+aGfmKvHeucM51bWumiKTSmVqusJiCc0UoRj4ERFIDBIXMHauZiqgQATPBYGKYg6ipK7fWv/X4A9vPvndeN5xDQEAyVMGBsmGRzY3in/4H3/nJn/2gfeHolfde7hYRwNCsM/VIkClEMyBUFffw3bi1CapRFDSpatcsmZmpMlUxjUQAJqlzxMQOyVmKyN6ixLRwZVWOpqEYN7OdbrZbTDfDdF1iBwYYkJDMoJ4fdMt5jF0bax9CUYSuWd68dhWYR9P5aOOEDwWTV1NJyQycD+xCiklVLDYxxRw3Q1GFEFrKxcF86MAMTYUJmPoqMgAgITMFQLfXdPUjjz4c/W+f/dQ4xwMwRABGNNL2yCb/h//TH3/ve98MhVs89FD7wH3p1TdK7zrVzowpk8JgAASWypC+cL93jiR57ySZSmTnJKeNBJ5d19aWYuG9hcDOI5h0LSShyYbzJYgud28hoS/HxK7evaFRyvWtMJ4agHOeXXCjSXOwi+0y7nfz/QPNrItIs6xjVFdOl4uZc4VzwQxi16mq82VmQcRURWNs265TEdWECKr5bPXuiwmIABEJh+IOoIqJgmtm3c+effvuh86wPw9mSD0NSOQRbFKkf/LPvvODH34bERfzGY5GR//JP7/54cfcpkUudEIPuwxMVfdPb12bzza9KwODUlEUwU9FKjCV1HVtG63xzgkCFgEkkQqmzoUSMDX7t4rJuivGACBdGxczQAzjtWYxm29fg+uXw2TNlaUxk/NAyN6V04mAdF10LqTK2EVXjBCAkNp2iUNhTVIyrTHXoogQMSXtYtc0i9i1iKgqGWyLKOYwR4SUiwG9CSkYALoR4/idN16+egus92+IYgYExNB89/tP/+gn32PnUuyY3HRj3T/1lZsP3rN8/d3awBFEA8rGrKr3Hjt49OxWNZ1URdcu60XbLOdEzkwyLcEEzrEjMlPz3pJEbQy7hHUoCl9NuvkszRdI7IoK1DS10rXE5MoytXU936UFG0EU6eolIrpqlHGAIRXlCCmO1rbWt05ONo5mOOe9yzajqppyOVuA0AXH0akkVTHTXKbrEwPrI2VfmhsQBfSV4/XJtx89m154/5xucA9ZE4I6S2UhTz390GQ8EY0I6L1XiS3D5Nvf3Xn3/baJAZ32vkvIsz58tmU/KovYdSlGRkRTiQ2oWY56TLny6AlBVbpISOAcgBg5gSV0yZAAKc1mYIo+GKJITNKCqSIpmbSdqMa2sa6Li2UrquRG6xsGhqHcOH5nNV533oei7LrW1GCFpAzBtIutmiJRCCVzRiCgplkJBb36AVar1CWJUYh7us+1MYavPfMYl7/+1TlwgCBkyYN5TM8889DZe8+KipmJikhsl/OY4tYffX/2859N3vuoQIqWBQ1KRza6zc2CSVRV1ftQOCKA2NYaIxBbSo649AUm5bIqSo8qpOqYMePIphFrQdVUAdEBigqGQlQkdamL4EjNJIkrC00dAkjXgkIibevGjyok8uUIibO4Iy8ZZA0LUo8tALu2A8KkikRMpAQIQJhlGeoITA1dLqICGKgqshGh9+QW+/OfPvfmI4894J4/ryagMRAFds989f5/75//+daRoxnpZL5YRJh9eeLo9OmvLD78RMyIsJdWEbaIrii7rkWkIrAj9MysCkgaIxUFMVKKoGpqyFPnCrDWxADEiNg5FTUVy0VHSaZqy4UiCZimZK2lFMFl0pUIUbLkxFQkylISq/dFWY1UNXUx865ZP4cAqhJj6ro2peicSzGm2MGgjSLqdTS4UkvlCgMRM3OuBBu4ioxfe/2FnRmSZwNvEpz77g++/I/+h//g2MmTzJTfghCRiUOZzXX69W/Xv/jFzpWrpfeeFJyDJtZI7L03I05dsyjW1ieTqfmQ5jNgpkyFA7DzaGptkzNYSKmHcDGaiKYIBpqiaAJAZm8quYhBTMScUhIkJjEwUVFk44KdF5Odm9eaelmOJr3Dklz7sEz8Qw77YADQdd1iNpsd7KXYAqKopswLMCGYWo/U+qVDAMSUJApQtT79ztcenp7/TFNylsal/5N/+PV//j/5x3fcdYbZM/FQ/kQEZGRCcuyPPvFV9/DDzswQk6kC2KL2t/bIeccOAcbT9bX1raocoVpZVtVoPBpNiqoqiiJ4NxqNPIE2c+gaVEUDFAFJBJZZHnYcQsHOde0idQ1qYgSHVgRfBI+pMxEDSzGCJiAEAOYwnx3s7dyEXqeWTab/ATNEym8bQiAikRS7zkyZCPt6h2VArzkZ7mVJgwwSwFRdZ1R942tfpvLl33w2GYd/75/98Ed/9t3p2joAOCZClBxTcn7EjIRlUbax8Y8/Wr3w/LJTBgoqOC7DYpnaDkTHo6lzzMSxbX1ZjbzXrjGJkFBix4gEYMSI6Jm9C4RIYF3bsfNJUi7rS4oOEYtKNTnnPTMSxpTMRAjJrUqNZKptW7MPKQmxE0nYf20dfBaIao8OwJg5hFBUVTUaOcfW63H73JuGo6c9wgBVIwXnSR26+d7sp8+98aUnvnD3+eUPfvStf/Bn3yvLIusT8bb9yaUtg6z0BJF06vv/sP3F3y3feQcpFAZ27+ntu4639XJjbc0HT4ApdoFovLYOKVlskAkTiGoRApqKSuGcYybQwnlC5gywGVMEMCMfAKAgQuxpA0lJmT0Wkk0SEckBsaq1i7mvqmMnTx87cboXKWKvZ1nVbnM9KabUy0jVcvnK+qwHVXpViRqogoqpqA3hsovSdeJG1snvX3pvfvAf/tMfP/397yuIqaJzohKY1RRzJYsoUxaAICpMPLrz7vFXv9F++GFwDlNK43Fx4pRPQggxxtIHMPChkKZJbZNix6Bq5tiZqvfekQOzJAJEGiNkzl3FEZEviAiQEFBUCHL9XGOKUSSlXu9quUALwMQWu7au144dZed7IjCX1AbMnv8/Z9ciomrOe+cdGCAY9JRT/oaZjMtCGuhVDwimJqJutDb5+n1ry7df3nzk/uB/3HQJOauUFIlA08q+sl4IEVQSM4tJ+cxXy5/9tdvZb5nTsp56PzdzSC4UqOI9o6l0rcaWEEzBOW+IpXejsjKDtqlTF5tm2ZiSWWBHiByC85URqyqCxNiQipnVbduJABISl+XITMxMgFrRuq6VEAnaxcFyMSvKiga3u/qxQfJLPe8GzocQAjOrgGcEw6iimmXgvYDJeuUqAAAheofubLd99jvfH63RxZ//273v/HDzC19EsK5rHHMuT9kgMcholwByqExJth57Kn77Owf/5r/tTBc7B65tJbWuGJFzEMVEuq6VxcwRhrI0FUIgpuAcGHjvQ1GCUdvU9XIel/NFUyOST7FwnZgJmMSYQCVFNaCyqiofioqKqmnrpl4SqPMcIUpqOtUwKtt6vpzvM3vExM5nhm+lDM6RkZgdEmpq5m1dL00TEDKhKYrYwCBCrwTIZpZXzwCJ6andSy///SvNU0/X2zdu/PyvSDV2bYxdUZQZuqcUB1FCL5kIvvDsEWBt88iRn/wj21jfV4kP3BXG41FZVdUo1st2PqsPDhYHB2pWVVVVVs4HJFLVLiVwPhpFdDAah2Onjt33xZP3fmHz9NmwttmoHdSL+WIeu05MY4wK6KYbPJrSeL0rxnMqGjcuNk+6taPiiiz9U0ld06bYgEo5GquZma68/mGUBGRiYjbDrm27ps7QLInGJGpKBHrbEe4NZUXnGLg1gs9ffftVHp1Bbp77u50f/snkgYe888wudk22LxxwCyEykXMOzMqiKLwv770/3Xu2uXWz2J+NRYy4m8+sXuYmEEuxKAtHRGDsfNPEpm2nG0e6crpsutikONuOSYqiWBtViNwCtoCpadisUFGwVo1COZ8vO1lAqBZN60OxsbGZbdwVo9S1iJjlOsC0e+PSHWe/0BJngWuMEXqihlJKWajXdt1iuexi13ZditERmGrTdnWTysKDaV4eGMiJPm4Amqkz5x89Mbn26qvWqV67vv3rn1dn76lGYwBIKSKYmWUlW36TlYzJOY5d0zJs/PAn9Qfv+2jdjetSjVDVuo598N6Ti0VVOO9NkiG7ULgkonDr5o3ZwUFazuumaWNyPuSKScEEqYO2LoNHhKS2W8coyzomBYqiYLqxNlmmWoqiHE1cUYRy7NyCkqBnRDzYvryY7YGhmtWLuaqWZZXh60qMOHD20iwXouJyhO2kbZNjysLzHt0bqFqGvWpgZg7A7vyTH9117tPLv3o2kd999jcb3/1h9cUnmmYpEplYNSGGrNXUzEaYqqlDF1MsQ3Xq29/f/qu/WHx+vnrwxIHpeHMrpVQUlRmMpuuBUS0RYuw6H4pQjtqmbg8O2v2drm1FzBGl5TymSIh7Taybelz4u45vFdWkANxZ3rq2OwNiiXFeN53Y9v5iVOyMSn/yxLH1rSPM5J0jikhMiOPJpChKdr7rumWKiGimMcoA8TP3R4y9hgcARVUt17dpJUuwP+gwwFVN11nbvfbW+0//5B/4N96QgxovX5o/9+v1ex8QjVU5ltRpEiwpy9BzqrjaJVULzpen7lz7o2/f+n98UC3m3hKNiwLAobmypFAQSOxaSMk5t6gXXZKD7e2LFy9evLa97NJ+HYN3JzfWnKWi8FG1a5ozx8+cOnHX0WOnULtZ3b76yWVJogbzKPMmHlnTO9gt95fb2x/dc/b01rFjgFT4QkBH48nRU2fzlphZUVTZy9ugpM5/EiERMnMoigNVVUxqjomZEQlBB2H8oZg8v0pScp7owktv/f3aqQd8QVSXAvXf//rgj7+7ef8XQijmXT18kmgGgdBnsCKSW03arln/xjfDL/4dLRahRIe6jOnGpYtnHnjYzBQBDLoYteuWy/n+wez69RvFaPyNr97jnNMoMSY0bdt2fz4nzyTpyObW+vrWeHo0Nrsb0+k9J482bSxDcfzY0bX1NV8E7zhKvHH1qnfcLBcK5F1hqRuN17han+3vdl1DOdvM4n5ESwmRMgTLBUcmQkTV3t+bgQL1WBMBc86RhfPZjSmomSOkR9fDhRdemDUHR5gC4+75T/3LL2ze82Db1F3bSOr6SJGbiGxoDjHDLFAhPvbgI+7M3ctrH288fiYxzi5dv7G3PH76rmoy0diIKPmCUru1Pt2aTo6sjVWsHE/RBQIi59p6Od/fY9TjmxueXcEBkYkYiasqfOHu022SdlETm6SOQFGoQPjC2TN1jNsHe/sHCxBznidbp5wfiaQQCkCUJF3XZdESUa4oEgAgSTagTOOYWkpqBuxDMoEkh8w0oOXEEiAlIUAnmk595xv3UXH+L/7KQaEgbUy7z/1q+b0fj0/c0S4PiJmJVVKvmAckcgDaxpaJVZWA2mY5evixW+fePz5ZTxYlyeZkVDpiADFD4q5rA5hHKqqyYFouFvODvUVdz5e1qMYuMdMdW1ubVel8CegQOcWWXEGO16pKVFqEeRvb/T1XFmvr07IM4H0dYxXCHBdi6qJU1bQaT5gYiXSATjCgzdxLIyIpimmvkVM1A1TRxXLZdDoZ+eC0xxOWqTNDROfIgFTEocLHH3z6+P/if772xpt84ZIACJJ9fK794F2/uZVis75+mpi1Gz4ZjAhNyURFtTFr22Z3+8rRp57Z+c0vl7OGNovJqAprG6NRxYTALsbOeW9NKyCtKjNPx6PpaJzaLsbUdQLOV1Vl7QJMnGPkEhHBhNAI2XnHAsW42lrfLKo1IgZrY6qbell4p+ods3VtEbgajdk5iVGjDskoYp8/2wp1Z4YqQxAbiAczTSkS+tvYL8jy2KEDDhHMOeadd8796m+ef8I5B1CbKaJftge/+UV47MmNo3dV1bhnrnIGS0hIggIAamqSmnrRLg7GJ+/c/NIzcffDycmNraNHO9W2nheTTXM+iYyrol3uC+BkMh1VY2YmV1hC0gydYoz1viwNQEFDYOeCr0YASuxRzTnHJsGNyvE6AKCFoE7n+01sY9eBqUsxjIIhp5hxVWTm0XiafXwOhZkIy/yfc4IEBuqYkkAUdc5tbYRR6VNsc3TM3EaGT0m07QRMCczOrrnixReun78cCZs+wXbbL7/UXPisLEcpRVHt68AAhJmX13ywwbBrFoA8XtvceOxJUIqdVFtHTt55ut6+qakDlVE1MpGYErIDMwRgIs9UliNXTAFYU5e65qBuP710aXtvl5mK8chXExfK8WgMyJ9fuLC3t29qIC1ZNE0Qo0NEs7brEGHrxJEwmhj7tm27LqpqjDF23e2A08y6rlss5rPZbLFYmKljckTZmSPkENlXZxUgWxYiMEIvpwBwKmn9qUe/ferMJ//mLxriaOYQFVF3dttXX9Inn3HO1/WsXc6L0ToxEmLu+8vck5p2zdyXY5WE6xOt1qWNm8dPMura2lRii4BgGptl3t6ubVhFnVfniRep02YxX873dw523z1/0RdFVS2bejmebKWukfYAAZi4SfTaW++dOX7j1PHj0+k6E6p2QiQpmZrzblQUYet0tba1mM9WCVDb1rnHKJ/H3LtgBkTctIvZbF9VgHoCGhGZkal38LQiNQAGDQqYgiPAi59dHv3ZP9n68KO9t95TxAIRDLyRvvKy/dN92zxysHudKHM7hIhZG2gGBCASm3pejbfq2V6xubn5pW+m7Q/ZTESqyaTpGhfKejGLbYuAqtYsa8FFyY4QwUxSnM+X+7PZu59dnEX98x9+syoLZg+K7WIpbe1CRb559NEnFsvlBxcuzObz41sba5MxB5cAWoAkKRRVKKrxsdPEnGKX22DySYxdk5Kw8yti2gAm0yki7u/v1ouF6cq7G1qP7HtODCBLflc4zMAcO559evlv/+rZp8pJVjQxAIAF5+D8+dnbr5Vf+xYYjCZbYmpqRGxmkoV4gF1bp7bBKbfNnHwxufuBW9c+me8dTKajyWic2oQAbVODSfAeiNo2ttJFMAKIXWzbdudgfnXnIJG7844jMS4k1YELZ0DsU+o8hTa27Xx2ZHN644b/5PrNNsXjCGUKSVJCjoQ+KHRRfYVExI6ZmF2MnZmlJDFGUfO5ucFy/xS54J1zedezOswMuqTsVpQsEqLl1m4iA2NCMHJgeProVD5669LB7CghqDEgg3liWzYHf/ez8Ze/evTk2RSjxDbn2zkwZ0Pr2qWpElKKrTPlUdDW5jev6+lpe+u6jDaq6TqiAZJzrl7M5wf7KNGBoWrbdvvz5fW9WVVWD5493bTxdy++3CY5c+rk3cePUYaJTBdu3to5mI1DOHpk62JM52/ttYjr4zGAmXOuqkJTz4sRu8p1bQgegAAspWRm43HpfUhZOq2CiM4XhpkBJMsoVDPDaBm7DnxEX7BVUzLMlUlmdCBa3nf2W8985YP/6l82g8AMDRwRE8Q3Xpu99/bkyWfmsx0XqgyXc5GKEFUttrUh9a3XrnBFccfXf3DlP/0Xt/Z29k4dPbE5FREkZPZJ0nw+a9pOutZiTElm88WijVVZbK6vEWNROgG4uT/fnn22vbvnyAwgAcybbjIuqZiUJR85kq7f2r6yvd9FKbwrRxWHxOt3Th75OrpgpsScW6aRSFNCRHY+i27MoKzGLlQptgjIzjFRyjyqKRMiZbEA9LjcAAnNUBTYAMCYkZjxysWrV47fufHMM12SLCjMgVQRFzd3d5/9JamOxuvELoQCiVJKogoAopIVcSrRFWU53hyNNzcefKQ8e//4vUv3XF2OFcUUkZwvVBIyOcdqcLBsL1zfPmi76cZ0/cjWeGPDj8ZclidPHnvw7B1HN6fXD+YXdg6uHCz36q4sQzWqkNkFt7G1cebOU44pqSbLZ8S2ztw/PnJCUjRV74tyVI2na2trG7lFLReHRIRd8L7KrDeYee+ZGQkJgQgdYW457X9fDQxANdeIEIAJmdBZFaZnzt5669Kx46f8qMQ29Twk5Goo6SuvdBc+ozN3O+RROTKTJKlPuUUkRUIE01BOnPcAGDWOvvx0eu43+PZHduexdOdR7csKRkwEhmCtJHK0tjYB9oLYpi5IcL4YT6Y5WHnGJELEozJUo3IynpRl2XbdvIveuY21SeX4+IljSbWLnaqMxuMU27peEnchFN6JSMrBUVJKkoDIuWCAKTYpdTF1sWt7GApIiM5hVmJoP65gqA+pEKECqAICuJsC/uLVb0uop3owHbXNgSJSBrUIznm4dn3v13+7+T/6n61tbAJYTLGNbTZakSiagBmJfaiICBFi100efWp25kw89xnvHaSTG1GtMDBREAMzQjqyuT4albuz5dWru3vz9q4Tm2eOb06C9yF4xGlZjByjiiEmQ422tz/fvnzr8vXto+uj9Um1Pp0GQmIyUVV1rqiqicTU0FIktU3d2BIRfQhgKCreFew8IKtpSl2zrOtl3bZt7m7tXRahijVdEpG8YH2oHGhDVYtqbu2e40f/+Bt707veOji4+cnnd5r1BpY9HIIlufqbX/k//kE1niwWs8IXkmJRFAY9VY2Qx0YEZp+1Ln5js3rs0fbcZ7J7kLqu7brgAyCoqiEWZVgvwqJuHfujW1vnLtw8f/1gpu6OI+tTFRSJbeeZVKBcX0/sirLamy9fe+Pc2SNrZ08dV5O1cdk2bdN0URQAo1pT17mE4XwIuWsOOZMoDI7IpZRS17VdvVwuRSTXlqBnmc16eAoAqEOtInM6WSeAAI7ITNx8XvOV64vty+WkKGMbEVrVCCRoDMgIEfHW55+Pfvdcdep0KAoASClVZZWl4FlnhkjEjphM0YcKmaaPP738m5/X125oe3fTts45b0C5347JDBzzpCzWptP77rrzYNZc3164UbVx8sT46FEx9c7v726fvOtudq5dLNsXf/eTJx86dnQtptSlpADIjEQAhkJUjObzfRMRSdQLbxwAphR7kNzFpqm7rkspIZL3QUSZ2EwJV6klMoJ3xAQ0AHpVU1EgJqIkimju5pXt3asvPF7SdGvctW2nGswUTQwY1CMJgTVy6/nnTnz3R5Mz98TUSYqE3KWokjJ+4Tx/BQkYmFlNx4886e+449Zi3082uoMLDTtlMFXN1IAHcjT2o+CYANbWqqNbWyVPNfm0E2uoI1to6+WF8xY70nTPZmXgU0omyVTB+VAUKSZIyY/Xq/UjJklzkxtA29ZpkYjIDEWkbdvcboCAwffxKhM72qd0gETM1M8kEVsdx9wJ4wiJUaIFR4SE0/XJxvE7fKhSG3OWqIC5/OYQEECJ5uc+bj/5SM3mBzuaOkQSFdX8iEjO93NZIJNivHX67p2nnnn13nvuevQpMOu6tmnbLkYxzWGkKorxaBSKwjsGkdlse292OZT1kak75ovjpCcdbKblBifEttMupQRmxOyLkOmamGKK3dqd95fjNSRyofA+eB+Qep4rV2qccyGEoiiKskBCGZaVeMhVzIiwLJ3zpJa/kunQg9xP8yBCAO/YjY5uPvDD72/w8U+6efvc3+DVm1l4nkuVmXuOiG6xrN96o3n6a/Vif33rBBKqaD9Agx1xyNuVn5KZo9p//ekn3/zqE6fO3OPLsqlrdewNmEhUY4zjsqjGY0fctW0WgOwf7O/tv+8AHDMSZxVtK6oAIQsHgIqyjKrLtu26TlSVi9NffLoajVOMMJAJIhqCmWmMnSTJECHP28n5TYwiEiUlFUVDURXpM6F+RBUgAEjfLwOQ+1JUU0LaS+nWx+fd5c/vaGcnNqaae+AADEzMliJLs9bA1Or334n7e9V0c239iKiISlYeEAdizhSTqiYR5/zf/OyvPnr3jaeefLIYr5+4+74kKSZpk5hBUZaWW6idq6pRGYrANCqKrfX1IhSdyPbB/PrO7q29/dmiRrCCyRF4duPRuKgqZE5JkEgkHb3v0fVjd5hqnpJgQ++2SCJyZTUuq5H3xTC7I8UYocfjoDbQhQYAoGqmQJQHZK3ICcyqABGNUebL6O575J4z3/zqTrtxEeN7n7xXmk4A1EzA0CCpNQBJlYng4gW9fnX9rq+bmaTeqqFn5f5AmVK3zV/+d//62NGjx0+cAICzjz5z4eP3u7pRxAqxGo1ikiZJJVoiFmWlsQWVMkzHxajrYpRkpgwmEhV71tuXI3ChbpvZcgmEnty85jsfeSaXNogwj1oiIjBr23o+23c+FGXlQwBkQFK1GFPbRUmKSMxsYEnMwBxngNRn1YOcCfPCxSgpSuykNXPvv/PJchFP01q5OTlRHxyYCZCAJTMmMMROTcCYGfcP9OOPmkceBx+Act8z5yo5AKop9F3s/r/7i//mo/fe/dITj5VlqSpHTt350Je/+cZzvzDEukuhrqvxtG7qg3rJzGvjKRASAAPheAQcQDsEQ5O6XjRdjQRIpOii2cFykUTWxpObN6+fevgrk61jud8omQEYEatCnjYhKTb1AhGLcsTEzgXns3gUWtWkBgZioIM6Jwt9MzWYO0hzE5hIbnPqlnV0noliKtZKPra+P6mu1U0Ss36oGhigIcYVAS528OpLumx8KNq2BVXsVeqciVsiKsvq2Wd//a/+y//cDNg5AyBiM7j38afPPvqlmKSOsn8wa5ZzA9zen125cWOxXIBzAhhFuxiJwHtP7MiVoZxUZeV9AeQS2M293d35YjyZdl3rpkfOPPaVjBhym2huT5bUZZXlZLI+Hk8RIMWu65aA6H2ZFea5biaawXMf2QbOGkU0JU2iMWkSS0naLtV1FINQlM4kLfaXwlpMi4L8YIm9BEANoxlBbrCHg/OfHZsdLMdVWy+QMtEKxJ69I4ArVy79+pe/+PlP/1JiIuKDed11qSxKJmb2j371WynGSx+923TdbFGXVQVIOwfLtvn8zMmTTFQEj7GT9sA570JJ7Lp2UTdLQehElzHe3N2rqkpFrm3vnnri266oYtcO3SoAAFnhBaCi6n2R9b5d15pBUU2RfR5C41zAmGKMklKWCiCRaKbcQRVELKuhRTRGTQIhuOkkjKuRM4SjJU50sXt1MdveGa/KGgAGoAC5bZwQwJD39+zGdTl+NHWNryaI5L1j8p9+fO7ZX//t73/73M7Nm7ldk4h2dw72D+Zra5Pc+sO+ePiZb5ST6advvjJbLA2QmAFxe38euwtro6oKITjnAYPzhqaqxLTo2mWSZdvN6tYVQUV25vPff3S12nvxwce/7Jgzb9M/cL/XICmZgi8KMEgpIaJKypPrOugUREUldaLiEMvCdS1bpjXAklpSS6Ipad2kppOiKLY215zzZuhGa2tb937h6OT+Gejxq5e6+ecAw0sBBSAzHpnnKevGzn3Ajz9u0qaGL1+5+spLL3z00Wefnf9kPjtwuePcLLc4zebzazf37jxzB4gwM7MryvLeLz5WFOX7L7+wP5uVhSNEJN5ZtMumKxyVIVTOmUiSNCqLJDqLcR5FDXzwXRcXovd/+ZvNhzsfvP7mv/pX//rpLz995uyZoihSitortrJUzUQSS6/NZGaViEjMHgglikjXd0eaVYVbMoqI5REkOXCIdlG61LWdrK+VGxvrVVURogubW4LOO78+KsYb6+YZo6mZoRmiAogBgDkDj8CG115/tb7/i2+9++a777574eKF+XymqoQUQpFxioECACG3dfPpJxe+/KVHLA809IVIYkl33HOv8+6DV16s97YJTQ2UaKG4qBXr2pmSKSL6OrVqjQgglCFIF7monvjej++87+EjP3/+4+7Tv/v137/40mt33HHq8cceeeSLXzx5x8k8L0xVVMwAJcW8fKqaUucMEcmRU07ehxBKIpQoARwhNckAgAnMQNRETQ2dCyKyvTcnvjGZjKqycH5ceYlV226O/XRtMq9Ki3U/zcuysl5bduer0duhvBTCjXPnZ//i/5CrMpkIRLQ+S+0zerReDWRvvfn2n/7p98uCAJHYORdUkoocveP0Y9/41sdvvLp99bKBIhEaRNGmzZ2v5p1DU+Z8hqhLabq5+dT3fnzk5GkzGU/GqgIIXdd9+tn5c5989otfPvfA/fc++eRj9z9w78bGZgj9eKt+LknWWuZ+fSIzY+9D0WvjY0xtl7ouHwJWAxETMeeL0Xhcjibe+6oIxJwU3NbxrbC5PoNyO3HnQsz0hhkbNMTnyuLNtfKKC0ukhABmaEZmPoTsMVQNUFZSIUTMVC8QIruPz527cn333ruOAuRBOZ5dcJpMdbp55KGnnv7s/er655+pKCCyw6DWZcUoUe57YsdmunXy5OPf/O768ZMiEooiFEVSFVHmXE90y7p+9fW33njrnSNHtu6//75HHvni3WfuWl+feueIUESVLIQSyaXYAaCJdO0SwcoyZFVbEoUsLDdE5Go89kVJzj1w9szxY8fKwhMyEbnXX3z32itv3T3d9CdOWbwVxkWcxyujyVujyfki3CBKqqj5SFoPVnColxjmCbYrvZQCAQhkJoJx+8b19z84d+aOI5ybxpjZebAyi3uqydrZL3yRmW+c/zS2LZo5gpTLRl3yzhEjKhw9fecXnvnm2tHjYEbEgFRVlZllcJTrL4DsPJrZ9vbezZsvv/TS69Pp9NQdJ++99+4vPPTg2bP3hNJL6ittqppS7LoWwIDQe7exPtnbX6akLSVFGo2r0XjinJ+MRlVVmqWUckMWueOTY8d3L1S0/+vL1FahPXJm3y3mznVqYIqimLNCQOjJtV4b1UvwBhycIR8iKORdAiLsmvadt9/95te/NCmJ+hVzQyzJKkc989AXyqK4/PH7sW6EiZnzbGHP5AiO3XXXA1/++vrR45n/MCAEKMsCCRFBVVSZMjNDjAAKys4R8my+2P/w3PsfnPvV3z1/9u67n/nKlx9++P61tSmAqiZAZPYxinZNG1PwHIqwWLbENBmPiyJ0nVQlTEdl1y722gUiECERu6tAl9ZPzb3bNoyNitXgCEXZ8syyQTEGaGhg2Oure9RjCJmh7zvAABQBwdDUgJDYnfvww5s7s/L4hPP8C2Ric1AiQBYYIfOdDz3sivD522+kxUJFABEQXFWeeeihs49+abp5jJ0jIgTKChLqR5AakVc1otyIaNgPsQKDvsHfkGKSD8+d+/iTT06cOP70U08+/PBDG5vrRTnZ276ZsokmuXUwZ4Cy8EUoynJUN62IgdnBbNbFhhAkKSEwoXufkiKhaD/32ACMzPA2eQYPeCwr7nCoaVpeRDuUaiIA5VboXDxg9tcvX7pw4dqJIw94E5e7CZGJEaDMHCYxOV/c9eAj5Xjtpeef/+zSeQO+687jj3z166fO3jeabrBzyERIpmimSSR1ibI3yMhcjZiGzsLB9rGnGxDIkUOEG9e3f/rTXzz73Atnz555+IsPVU6C47YDJBqNClMtDdiH6WRyc2c2my9m82XdNMGxd/2MaDNwKEo9OsW+zQYO5a79EqpRz2kPMhcwMFsud4ti7EKZiwO9uAOAiPP5JOL58uD9997/0pe+GAgNFA0oJ4SESoTERJxSx6PRzZ39t66km8s1Ndm70mxc2H7wyWdcKDL5mcOAAMS2PZgth0EaRkRqimpIqCpd1wVfAqBYnm6Aw9YjIiFxvWzeeef9997/YHMy3pxC5WPs2lC46SgEz+T81ua0E5stmyy4U7M2KvVVfXNmg7fOVpMXT6kn8Afs3CvSMS9rP3zG+Wo+2wmhqMbrSC4flpz35+QCCQndh+++Xdf/eLxZEAiCYCY7gZnNOe98YLKPz336L//N8ztzLas1ROhEf/H8h67a+Gf/gx+omoiJihqY6nLZLJcN5gYQzHJyVBUAirFl8nluEA6L3E/SWTWCIrEjMNudN/sLCAzrY7/BdO3WYlSFqoLRuB2XvDUt18bVZFIhIVge7gtm4HrfBEORY2XPKxfe18uhp08HOg0QfDHiUNSLvb3da1W15stR7i7KHb3Wxy136cL5azd2jh+/24EQqGkCsFwbNVPHo4/Onfu//8tf3tyPZbVu0gDAqChDVf3mhffXJ+M/+dG3xKJqbhbGGPs6JhiC0SB+MFMldMycnxBzdyQA9pnOEMP76N5L6luBm/t2UOvIUxu7uo1lQYV3pun8pSvesXccPDnmnmgFQzNQMM2eKL833m5W/Z+Q165X8BMAEQATj6dHR5OjxI6xv95gsEtDBGY3Ozj46IP3EQrHhXOl96Vzebabq6rR9Zvb/5f/6//v+nZdhOB9YD8iCkih62Ls2v/vf/PLjz+96FyRdc2IBMjVeByKsDoSw1MDs8/7lD1JLvL0Gw2WuXK7TeGUh20YQhN1b8nbc7+/oHrZLpcLleSda9uUuigpXzCQuq6j/EkrVU8u5lpv6oNFGRrkjjACwoxE8tPn81CEsigmAHnDAQ77jSg3Pb331pttIuKCXUGucr5yLvhQtl38T/+z/9u7730mSZZ1bJMoMIYNparJRcJm+fO/+ZmKETnHPs9TmKxtTCbjfkMGcwfAXqDW95wN64lDQ1Ce/H97cm79tma9fie2s6APL8mVm11dt0Vw6xvr65tbx48fP3PX6TN33XH61B3OMMOEHisYrg76yrNbf5sC5lsGsI8FCHnMFhFaP20HUQ2MAHX1TIjIPnz6yYfbO7tH1056IgABc4SWJP6//p//xcVz70yrsm2WqWuK8QZomqxVapJSdJDWyuaNl19674/+6PEvPZmSkIgLxWRtY2N9Y293mWcarOwsb1J+ntwg2icbK0Psc4fDMa0rbiOfWwSbN7ZssHSuKtKkSlL6lOJyWbdt18XkVhEv/zoe7lSOk7aKRABAsKJtDcAIIU/ghFXaODjVQ44FgJl3bt385Ny5B8/eyYyIGe3b3/y7v3j7zdfvuvOU9/7ijcW1bSBAASBfmdaBYTzqPJVJ/d8/++tHHnusKIrYJe/DeLy2tbV1/vzVjOByhg+5ea5HfoeowkzzkuX2g9vW6DZ7GBY0nzYFWyZeRD6o5eikZlpCz31An+QMryEYfP3qbPamPCjH8k+emwYrgzbQXmNGALnzBLI6If9213bvvfPWd7/7ndIjIyPhr3/5V+c+ePNrX/9aCCUyPbhY/Oa3756/vDceTYi9aP31L9937MjUDOvl/Pq1S6+/+uoff/cHqkt2vqjGm1tHcnJBiNb3dOZpo9zf3JL9B9wW/fvdxGF78RAdrdyz4vAqA7C6s4MFHd90KQkCIJPLLZKDKUCvncDVZ/apS27B1KFd1/DwEW57+W3WOThXMCBAIvfBO28dzJbr5RoCvv3mix999M5our6+eaQqR1F0/eQ9915rr+2ci+pSooK6L33pq2tra23TLRfzUVW++dpLd99z7+m7zgCg8+V04wgRZ1/bB0jVs3ef3NmezeatuT51zqNizHToHcXDYzmgbDMD1D789w9Oub/SzOaNHkMej4OZsctz8VarRbqSVwwx0frGmWETDNDMumZZlJO8XdqDjfzcioOd9nESzMDYucsXz1++eu3U0fUrF84V4/Vv//CfnTv3vnV1NZ1UZh1X2zMZTY62icrJlrbtzn5z1113L92yGo2LalyNJr//7bPf/9GfIRGgn6wfyWAyOw1ATFH+6JuP+WL82+df//z81aTAiESoPXTMW6uDt8oVjl5ern/wNQcq30xFgGB/EdfXKlVDRLeKF31FyRRhmF2XVwxX4K+HgEM3QEJ2/Yb0EduGNLP3Br39GRDR/GD/o/fePL7l18frp9a35s3SyF+6dEFUNtZHH39+/eLl7enm3b7pymq8ux/f++jyV55+QtWQeDLdOHHH3Xs7tz58/9077vkis5+uHw0htG0C7KcxAEDXyre+8eSD95xN8/l/9l/+tzdvHTCQwe0+C/pvN5yQ2/0sHPo1I8ChK5f3Z627KzBT13W0QlirZbPhHGm/BavFRIZ+CA+7ou0aozxGMFt5nz8Nb4Ort8Kh3fqtV34rVoZyysTjYrSxvnbsxCkuJ1HdZxf2knj2xcaROwE8u8IH5lCFYlRUk6Jam64fue/BR0/d+cCNq1d8CGsbm6PRSHMOMnzmfLEYe/jCPfc+9sgjGxtrlktdpoDWK5xXXgQO3UgOF32iYIMbUlWJGYzUTWyjTifVZDyiVdPI7TFjdfx6i+uDI6yQBjufxXJmAnAo0Big7OrFQ6MqIrE7//nFuoNlFw0w+DAZjdfW1ieT6byzTy/cRGni4mamGdivj6ebvpqgK4lLF0bBl47DkeOny2o9kB45emI0ySuC2YM5xx98eP5/87/7P/9X/5//95VLn6yNR8NT904VB6+CmKP5bah/ZXoGlGEC5mthyMxE9WBeF0WYrI0dkA30S2+k2YPfthe4Womcfuf3ZV/GZlmOpll0lo//7aWa2w0eDZ1zN65dvXH9ypGtNVEN3o+KajxKddOdO7+7vd8ZpLaZldK5YsRhtFgqcwjlFBB9LqU4jilV400/cc4X4+m66ucAudprRHj+/C1DPP/TF3/12zedq5id9SMTVqMuh6OHqxzJwDLyzOkWGuggygQiNlEAWNSd9x6IyCALJixzEf3RXKVDvYkQItqh5A4AYXUh0Gow30Bc9M02Q8KRhyACIdd1/fknHwG5JiZC9N6Pq9Ha+vrVW3VKgpZUkmkiBBfGF67sbO/MqmrifRFc8N4zeyIuymK6vlWMp5P1LbNVwCOALNilsqiWNR7MW8TbwYTdbkw4cCyDQQxkVp6ikOE3EaIDREQ6mDfsi6qqaEi1+ygCAMNAAD30RLAiVgf0Ar0Xi22z+lcA6hPS3hJzBtdfDYBIaPTBO28y+zolMWPCcVGUodjZW7q8/4iqUUVCKLb32p//+nfAzrEf7thjQByNJ2tra96X6+tHBpyYNyk/K0G+qGZ4bMucQV5VHL5g/jor33M7xW4AaiCKmK8xM0RY1u287sqyoJ5e1mxihjmS4spf9XT9cCSHeZAAAOB8UDVQQ1uhRsuMPvTjoP4AEbrgP/nog7ZeqlEUJUTvnCrMZqkajV2YAoDEWtIS0ZfVkRdfevOdDz4hFzKrSOiIeW06HY9GIRTrW0eHDT30t7f9Y79Lt//7iqQYGKdBaZ+X6TZErqamsrrfpevi7v58NBrTkIpazn0UIbN6ObkY0pvB9FbgrN8XInYpdYaYP7AXr/dUP972lAYAjv2N69cuff4p+9DGaAjMWNcxSmIui3LKLoCJagRQ56sU3c/+9rll2xlybnwNPoyqqvDOe7+2caS/U9AGG1nhg5U/+AOHDquVXR3UgczoM/f+Xw1MFZBug6G2uzMTNVp5ZQMBAwIiYMxwYnD8/Zf/7z0AIjhfpBTBdLU6iHTIBx0+JQIAEbVt+8G7bxWhbEXUgAnbLiUxcj6UU+dHhmxmiEZcsK8+++zSi6++TT4Asnd+VI57ZbHjjc0jzoc+D7st6c7n+jYbu928huA38BZ9c0N/kxv0rB2YmlJ/tVp2cXTj1l7XJeq7sU1VtEcrt50hHKiIfu2zkwA4PKFIxC7GBiD7DoLDBHQwsexhzMyMyL3/9hueMOURxIgp5RuivAtjX245P2L2ZuCLyrkiJf31b17e3p8jsQ9lWY6YmJC8d9O19eGKq8PHhGH/D5frD07kIYqw27e0PzwZd+crHxWYCTH7ckSYL2pyBR3+el8QyqdTe5vLaaOqSBp+s783bHg2c/3FP70g2/q6g/XOEw8fxwCcdx999P58f49d6FKiLKYRRWL2o1BOfZiQC0gEBOgmviiuXrv5+5feLsvKeed9ryz2xEU5duz6/MP+AKnbsGfY49AVpD38czibPV06vCS7NjEAJqemKjGv/rJubt7ap5WbM1t9UB8eceB3LI/8GFBpf0hxYDARiZykOBhm5oltUAVgb/MAAMbEt27e+uzch5Oy6kQM+5tMEI3II3kgxxzAQJXJlUSekJ5/4fX92ZKoH47HRElSWRa+KA9T18Gcbv9nGI7e7VkPDjRx/2t95jZADOtHXYGBxBb7QXOgom+981HPo1q/QWZ5bkBGTv3r862PtHrlYNQr3tKInaSUbRH6PGqIDytI0X8Zil16881XR6VL0kMXM2RXAGDWN+RLdvKQCOQxEV67fuu3L72dm6GYGdDarqtGo2o0Wdk13rYMeJsLsyFIDda0WrpeydMbiuFwMjQvhWrKoyr6xST69PxF+sOlpqxwBjNTyWNvQez2dtNV4Fl5y5weAmFOuOBwZQdZ1B/6C2J67dUXU0qApGZIiEwACMQGQOzzFEeXOxIw5Kj7m9++tnuwRCLHLKqiUpblqBrb6nTk3OiQl4HBuHoq9TbP0/+VDd91wJ6WQZXmoeXkcuV81T4aYyRUG8qKOrRj9e3ZamogPV1/W2wcEuyVNQMAMPuUYk6Vhix9CM+Ag5LAAMB7/+GHH1y5csk5L2rBOURGZHaemACJHRuAgSJ5QCRXMeHly9tvvPNx8JAzO8gDj8rS9A8cOq4O4uFywW0LCr1/WEVJWnm5fK9vJnOUmAFNUpuJMOjHuGZD6B20mCni7VWgPmeEPok3XB20P3B1hpBnEqFqWgGP/E6D8Q49BABEfLB/8PabbwQfRC0Eytf3IiCiQ2QEZmIwQGSigtghgij8/rUPYhzsCcB5V1S9/xqWRWE4H4MxDVP3+nMxMKz231vc/GX71ysiqiRiD6ZqiuQQGQzJ8nB4TT3SsJ4AOXy7bC2GA4jtqefB2g5xMbFPbYs4ZKJ9jjsgaLPVA6raKy+/aABJdVQU3iEhDbcQAwznHJCJHSIDlYz2wUeXLl7dpn6sM/rgy7LsM/t8kGzwrdkAcPjIQ0vvEdgfxgc+BI8DXiXy3pemopqIPbsiY41+8D6sXP7gDQa2bCXNzNTkId5d7eBwFTgwcw4uCASImrOM1VDuPq01Q3Tev/HGK7ODPTWsypAblhEZwLBXRhAAIyIhIxVEQBz2Z93bH3yW1SVZS1aWo/58QF/4M8jNFojDuQE7XA74w+XrD8mQLK++bf4NlWiavB8XxRoSGqipkA2juc104MJuWzVQQ4Us81KDXn8DOUz0Fmc9OEUkcj6mNtvU0E9kvaH3ORoAGDt/8cLFDz54j5iDp1A4lcjkEWlIFQzBHCMxATFhYEIAeuv9z5MYIeVb9kJR9maLA+10WOFYfXXFlYu4DWngyqlCvtVJVpy9WRaoCbJ3rgATTa1IMjOSFPsIOkzqtrw7+QTpAMuGGNf7tyFY5nCNgw2xCyaSScQepv0BxO7dIwN2bfu7558zJO9oXAZRBCRCBiAcFHiICMCECOwByfni/OfXdveXRMTERBRC6N/faLDhnL3aClH1p2IwgX6fQXNJK9s/DT7lkKsFUBNJ0rZ108xT6sAMMEd0JJVoKtr3AOXGMxnOkgGYmGg+TaDaD2owAMstC9Z/kiIikpPU5f3GwfDgNnCb35HZvfXGK8tlE7wvgjMTJhsu1dO8xqoAJkTI5BCImW7t1hev3mQmn5eRqS81wHAb+CE4stWCrUBEf/yGvrA8RTRPFRo4iz57MQDCLPdO2t/bB4hIJjJ8iILpAEGsn0FnCpAZG4ChmG6rY2/5Y/tyaUYd7IJEwSFm4yFe7t1CXzHy7tKF89evXXbehUA9v9HftkKqStSbJZEiuey5U4Jz568igWMmxNxIhdnP4mp30A7Nc1iw20oetvqBVSbVr9QKjOZ7J1NXm6YcwfpMRlUMIJfOh6+mA6jIbk1gkKaBAajikC1qjtYD5M3PQ8RAmCQC0pA3ZS8yZC6WK9G8t7f37ttvMsOkcgaWouSIiqAIKCrMGIoR8AY7T8SIQMyfnr+kCi5fd8srX77Cn0OiP/iC2+mLVRzrw2VvFXpYZxuOo2pKXT2ckYzJHQCQgYnEvDEG0DchmfTJd2/LMoy81Z6+0N4riPXJk/XeDACUnEupHWZB9VWBvId6CNlQ1V558bciVpZOVTAr7HBQN5rlyyMcEyADZVm+u3hld9lERurvVjo8Zdk35esWzBBW4eu2eHhYCOuBQQ87bIit2QsCAhDSUIc04n4OD+VvcRuQyAvUZ6o5+gyOYEgX7TYX2o8VU9Dc/p/BiwNDTWkI6pBttneH2D+Zc/6NV1/e3t6pyqLvm7d+EkieGZ2ZA0RCYOzty+/sLW9u7zExIYqIocKQP962ED23Y3qYk9nhuRvWcUgY+5cc+j7MJpbX0bmShkItAeYrj+MhLWLDepuZ5plGZiB9Hn6YiCEMW7RKvvpwk6ffSMyGNCxsnkizMn5j5suXL7/5xiuTaZlRcQ4GOa9GJOhv8zZyjsgbIBMsFu21G7sZtcYu4uBwh52+bS105VMGnKTS398ABqoZu1uPv/LB6jPNfMOdmbErnSttIEQJTCXFPqM0M00mksXt+aoDWGFXy+h/hS96bNGfT1sFaTVQdqSqw+XTBkN4p/6OMQAzREopvfn6y+OqGDAcDOVKFOnp86xEzO7DzBTC+YvXEYEQ62ZxCLJh2LXbrP9w52GFwLNZ6GBklpMaEUlJcng0U4AEYMzB+5Foyl8SsVcj4bAechgTb7NNXMVgMLCM6wQOh3cDDvuIqjA0fmchb64UDWS6DWxYriQBIn5+/lPv2bEiSJ7/lM0qX+yTb/7MDpfZGaCIXbp6M6mpadvU8AfPCrfB1Lwg2tt3NquVR8l4VFeNk2LWt3eoprwvSM4XEzMzTaopH1dnpqYC6KAfUITEDntyeUXZD+nF8D/M4ZkMhqrQgBdyqglmQHmiMuuqWIWHpHZvBkR06eKF2CxXWWme/CSqzAyqzrskAoAGSsiGxszXbhw0XUwptcsGDQ9Bl1mmGXB4mj7AmeU2iryXuXW2PwrWR+sedA+ThgCMXFAVk1ZVEICQTdUBmJqiCWcuLV9EfhhfEXQ4C2BZ2jzkG/kY4moFwSwHXBj6ZggxSXQugA7u1MC0X8GcT1+9fPXgYDc3YCMCIeQGCFFlRjUjADVz7FLKE1/9zVt7y6ZNKvP5AYANtMRqvwZa03Kq0ofCvvvKpEfa+U88DBR9rMgYhAOiU4kZe7P32fVkmsV6ENq3+ItKVEk9FrUhjQDIcXqFg224tiGvwgA0ekdmBsReUjITgyFtGCRZfSmU6eDg4MJn57wDAFKDmBTyeEbtVUZZza3WH1Uini267b1Z2zTb2zcOIRgOOH5YrPxZupogt8IKuai74niGlervGejdIaWuznUc9gGRVMTA8jUGZH2jZF6pCFkMMRyjDL1W0D8b4hAEcsH28L6LfrCCrRYFROLAuh0maZlGRgARee+t13J4wiy6NowxEqKaUJ6X2IMpRWJAa6PeuLW7u7e3mM0g11YzkII+AAFArnWZmWZX2zPDKwIsb/7tsWKF0BTMUreMsUFEdgUYqHR9X2e2kVwCB1CRTqTTFVdhZiZDntTje+htS6G/sEYHkeJhRO/bIcCYnaTUI8MBBYHlaK9gRuw+/ui9tp5Df6GiSf8biOh6vcigk8jhUhLduLm/fetWUy9pwDc4YEToA9cg+c6zC2CIV7fBHzDKifrhYmWztGRgzo/YFaai0q0uWKPVN8gRo3d4mkSjaRou/cipeH/IdcD5aqo5/RyWdmXYagKoeZZ8fuseKw4ySBxCOTm3c+v6/OCGihChipEBIx3msVmTjUBEw0BGvnxtf3v7Vtc2MBxFUwGVzHeutjpzTXn3s//qUctt5a0B/vdx08AAiMOYXDBVlU406sD+udsisA1Gmz2B9h+XcezgsXt/3wcE7JFhD12VsmDZVpJfMAQgktSx99BrYbAXXOeEHCi17c6Nz6u1B0AB+4lJQ02958Iwz5dkwi4akr9+Y9eW+9k7DJzHkLxhL2ftDWp1MgAQuBdQrmDQCij3zqQP3WiqqTaJgD0AzKbgMg1mgNrPlc7vNfDIvadhQANTzOPvwXCom2d7RKEciNSGmbgKQzKChJiS8DAKdVVoguHrqsH+rSun7o1MA0PLBBlkIxuoac4+1AyYEYmu39pb3Pis3+Yh0PU+axgsTgjDXF0VxZ6J7Ml76+M7wrC8fWTL2JWoI2JiT702vScHXf4oU0HCYQkyTMkmomjUI41VecD6/dJMZiAZGgGtfmcVp7JmO79EU2QOh551hcoAgTA2u13bhDCyJDi0IKgKMWPerfy+ZiLmHe9s793cPUec0UyukKJmJn+YEgr9c/dsaU/bG/TUTa9LzPsSVfLET9C8dMjsCzQ1ELCeCiRCt3qyvpMEhpjaD3RKhAQARA76udW957FhQjKYGZKg3hasrU/y+90DJI6xI/Iw/ODttgZoqdOUct/gIN1CoGDaB1k1UyMwJSTHsLPTHFz8jNkDIgxVwHyy+gPYH7F8tyOswgKsHFCPHK1nSFX6oWDDJ5oky2HQVow2OuyhnAKAc37l1LMXAQQ1Y2Qw04ywdYW5cv2lT6ERURERWEEGtMwAgEiARkT5+th+Aj2i9n4EzIyIurZrF5cdKxGaRueCJGHnyTnA3N9DSSG7mC5prG82i33vXL9KefX7g45qAtrf1mtDegJDOOq5vaxZWiUuZn0ZTRXQZd5mkCszUW8Z/38IthH3LDPpGAAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, - "execution_count": 299, + "execution_count": 83, "metadata": {}, "output_type": "execute_result" } @@ -1042,7 +986,7 @@ }, { "cell_type": "code", - "execution_count": 300, + "execution_count": 84, "metadata": {}, "outputs": [], "source": [ @@ -1051,16 +995,16 @@ }, { "cell_type": "code", - "execution_count": 301, + "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 301, + "execution_count": 85, "metadata": {}, "output_type": "execute_result" }, @@ -1084,7 +1028,7 @@ }, { "cell_type": "code", - "execution_count": 302, + "execution_count": 86, "metadata": {}, "outputs": [], "source": [ @@ -1094,7 +1038,7 @@ }, { "cell_type": "code", - "execution_count": 303, + "execution_count": 87, "metadata": {}, "outputs": [], "source": [ @@ -1108,12 +1052,12 @@ }, { "cell_type": "code", - "execution_count": 304, + "execution_count": 89, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1125,7 +1069,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1150,7 +1094,7 @@ " std = torch.exp(0.5 * self.log_var)\n", " eps = torch.randn_like(std) # unit gaussian\n", " z0 = self.mu + eps * std \n", - " zk, ldj = self.flow(z)\n", + " zk, ldj = self.flow(z0)\n", " return z0, zk, ldj, self.mu, self.log_var\n", " \n", "\n", @@ -1163,7 +1107,7 @@ }, { "cell_type": "code", - "execution_count": 305, + "execution_count": 90, "metadata": {}, "outputs": [], "source": [ @@ -1191,7 +1135,7 @@ }, { "cell_type": "code", - "execution_count": 306, + "execution_count": 93, "metadata": {}, "outputs": [ { @@ -1202,25 +1146,6 @@ " del sys.path[0]\n" ] }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "N flows: 2\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, { "name": "stdout", "output_type": "stream", @@ -1230,26 +1155,7 @@ }, { "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "N flows: 10\n" - ] - }, - { - "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAANwAAAD7CAYAAAAB8/oPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOy9d3hV1db9PzcklAAhoddQQkLovSsEpClI6CBVaVKkSOhIBClSlV6ko4I0QelSI006iiChg7QEQq+CnO8f8TMSLu+97+/CKzfc31nPcx+8JOyzz9przTnmGGOu7bhcLnMP93CPlzMS/KdvwD3c4/9Pw73h3MM9XuJwbzj3cI+XONwbzj3c4yUO94ZzD/d4icO94dzDPV7i+Ns2nOM41R3HiXAc54TjOH3+rs9xD/d4lYbzd+hwjuMkNLNjZlbFzM6b2R4ze8flch35P/8w93CPV2h4/E3XLWlmJ1wu1ykzM8dxvjGzEDP7Hzdc4sSJXcmSJbMkSZJY4sSJzcwsadKkZmZ2/vx5MzO7d++eZcmSxczMrl69amZmqVOnNsdxzMzM19fXzMxOnjypf8tIlSqVmZndvn3bEiSISere3t5mZnbjxg37448/zMwsRYoU+jfJkiUzM7MTJ06YmVlgYKCukTBhQjMzu3btGvevz4+KijIzMw8PD7t165aZmWXNmtXMzJIkSWJmZg8ePLCTJ0+amVnevHnNzMzlctn169fNzPTvcuTIYWZmly9fNk9Pz6fu0XEci46O1ncwM0ubNq35+Pj8T1P81HWZj/v379uTJ0/MLHa+f//9d8uWLZuZxcy5mWnObt++bXfu3HnqGkmTJtV88DPm7vHjx/rsP//808zMEiZMaA8fPjQzs0SJEum+eO43b958aq5Spkype+QaN2/eNA+PmKWbPHlyMzOLjo7Wz3PmzGlmpud669Yt8/LyMjPTn/fv39d88FlJkya127dvm1nM8zAzu3Dhgn6He7x+/fpVl8uV9p/N878af9eGy2xmv8f5/+fNrFTcX3Acp52ZtTOLmYSqVatanjx5LHv27GZmVqhQITMzCw0NNTOzAwcO2EcffWRmZjNmzDAzsxYtWmgh1q9f38zM6tWrZ/nz5+czzMysWbNmZma2efNmLYaKFSuamdmqVavszJkzZmZWvnx5M4tZYKVKxdxu7dq1zcxs7dq1Zmb2448/alF/9dVXZmYWEBCgzx8/fryZmaVJk8bWrVv31N/lzp3bzMyOHj1qDRo0MDOz9evXm5nZo0ePbMmSJWZmtnHjRjMzmzt3rpmZjR492tKnT29mZhUqVDCzmMXKz1euXGlmZm3btrWQkBB9h7hz4HK59B2Yj59//tnu37//1Hx369bNJk2apDk3iw1OmzZtsq1btz51jQIFCmhOd+zYYWZmJUuWNLOYwMh9EJxSp06tIMbGXrt2rfn7+5uZ2erVq80sNsC99dZb2jgEmDVr1liaNGnMzKxs2bJ6Fmz4BQsWmJnZ2bNnNZ8FChQwM7OiRYuamdmRI0fshx9+MLOY58cc/Pjjj3oeZmZ9+sRUQ0FBQQqAixcvjrnwc4y/a8M5/8PfPYVdXS7XF2b2hZlZ+vTpXZkyZbLff/9di44JLV68uJmZ9ejRw+bPn29msQ/D39/ffvnlFzMzmz59upmZffnllxYeHm5msRGd31m7dq021xtvvGFmMRmUSPz666/rGh07djQzs7Fjx5pZzGIzMwsODtZ3IBpWqlRJ0TVfvnxmZjZ//nz7+eefzcwU0d9++239/zJlyujzzWIyC4tt9uzZZmb2wQcfmJlZwYIF7d133zWzmE1lFrMZWfTc9/Tp0/V7bMxevXrpWmyq77//3szMZs2apcVJEGvevLk2B8GPTbZgwQKbNWvWU/N97do1BRKy3qhRo8ws5tnt27fPzEwZfdKkSfbWW2+ZmWl+MmXKpA13+PBhMzNr2rSpmZl17dpV/z1mzBgzM+vcubP+rnPnzmZm9umnn1rz5s3NzGzOnDlmFhtEZs+ebeXKlTMzUzDOmzevzZs3T5/PIOvyDAhqqVKlEgpYvHixPe/4uzbceTPLGuf/ZzGzi//sl+/cuWM//vij9e3bV5GciWcS582bpwVIRKpRo4YmZPjw4WZm9s0331ilSpXMzOy7774zM7Nff/3VzMx69uypaMz1AwMDrVatWmZmtmfPHjOL2aBENjY3kHHs2LHaJGFhYbqPKlWqmJkJ/nTo0MGqVq2q72dm1qZNm5jJyJJFi5jF+fHHH9vgwYPNzGzq1KlP/dmzZ09tkly5cplZzGIl4ufJk8fMzN577z27eDFmmoOCgswsNgB88sknli5dOjMzRfuwsDDBqSFDhphZTAYnkoMuUqZMaWZm77//vuYPqOXh4WGNGjUyM7Nz586ZmVndunXNLCaDca0iRYqYWcyGAyGsWrXKzMzq1KljGzZsMDOziRMnmpkp8A4YMMD27t2rezMz6927t8oLnsXNmzeVTfm9li1bmlnMxuP6BPDJkydb3759zcxs5syZmiuCKJuLZ7dhwwY7evSovej4u1jKPWYW4DhODsdxEplZYzP7/m/6LPdwj1dm/C0ZzuVyPXYc5wMzW2dmCc1slsvlOvzPfj9JkiQWGBhoT548sdSpU5uZ2RdffGFmsXDm9u3bgncUtLNmzVLRvGXLFjOLwd5EecgKouH169ftm2++MbNYeHfr1i1FciJ1q1atBO+ovyZPnmxmMZCOiNu+fXszi6kNIRiIgosXL1Ytw3chog4ePFgRH+g3ZswYO3TokJnFwCMzs59++snMYmqhESNGmFlMNjWLid47d+40M7PPPvvMzMwqV65sV65cMbNYqEXGqFixok2ZMsXMYrNqQECAyIdLly6ZWUx9RFYCdtepU8fMYjILNTPkQ4kSJezUqVNmFguBly5dqmuS7bifM2fOKGsAM7dv327vv/++mZkdO3bMzGJhb3BwsGAxGT0gIED1ce/evc0shrhq3LjxU9+ZTOfj4yMI/Ntvv5lZDGTlvkEI/L1ZbG0IopgyZYoQyubNm+15x98FKc3lcq02s9V/1/Xdwz1exfG36HD/7ihYsKBr9erVduzYMRXeRDXqtUGDBinqVatWzcxiIiokAZll3LhxIhbee+89MzMV+lmzZrWCBQuaWWxdMmXKFNU0ZJS0adMqIr722mtmZla9enUzi6kVyCJE3KJFi+rnMHCHDh1S1mjSpImZxdLVCxcu1H0TjTt27Khak2dCUZ85c2bVtmSMpk2b6jtwr1OnTrV33nnHzGIZOu4nQ4YMYuW4RvLkyZVVjxyJUWySJUumbIPcACpwuVyK7tSDd+/etaFDh5pZrFyDdOHl5SXCivv/7rvvrESJEmZmNnLkSDMz8/T0FLvKXHGNXr166X5gYz/++GMRL6NHjzazGDKkdevWZhZLggwaNMjMYuo81lX//v3NLAYRUUNCHB05ckTEDGgEBJImTRrVr5UqVdrncrliisF/c7itXe7hHi9xxIsMlypVKtcbb7xhOXLkUB0Fi0jUPHXqlG3fvt3MYnH10KFDbcKECWZm1qVLFzOLySzQ8NRu1DiJEycWhU3t4uPjI1kgY8aMZmYWHh5uAwYMMLPYLIa4u2TJEuF8ovz169eVsaix9u/fr8yzfPlyM4uthZo1ayZWM23aGP20QIECYkl3795tZmaRkZFmFhPFYVypS0eMGGFffvnlU/fdqlUr69mzp5mZahzqsYIFC0rPQo+rXr26pBPuI02aNJpnPz8/M4sVwPPkySNdjzota9asyoA1a9Y0s9js5O/vr8wJg3njxg3NPZl2+fLlyv58Z1DHuHHjhDJgHfv27asaEhSxZ88ezTNogyxfoUIFzRu0v6enp5hWeIBixYopw5IRyXQ3btywVq1amZnZG2+88dwZLl5sOF9fX1elSpXs/v37dvr0aTOLXRRoQpcuXdJiYmH269dPBAkLvUSJEpoYCt9ixYqZmdnp06e10NlIW7du1QZetmyZmcXQw9DpQJe45AM0MnCpdu3agnd37941s5jNDemQIUMGM4uBQmYxgj2FOnB3w4YNWiD8HnNRo0YNUd4s/ixZsojsgbw5efKkSA02XLt27cwsRgBH2kDjPHfunDYV971q1SoROmySwoULm1kMnGYemMc33nhDRARiMQTW48ePJW4T1Nq2bSvYBjFVtWpVbQQCLvdftmxZifNoqPv27bN69eqZWezGOH78uO4TiAucXrFihXXv3t3MYoR9sxgxnMBGQD516pTW26JFi8wsdpMfO3ZMc9S7d283pHQP93gVxt/GUv47w+Vy2cOHD+3JkyeKNsAfon7fvn0VEVu0aGFmMcIs8JHoPWnSJNmlEK3JJtWrVxccRJTOnDmzqGigmeM4glUIpkCSVKlSKZtCOwcHBysrcf28efMK8hElEdN9fX0VabF4+fr6KjKTxYBm1atXlxTB7+TLl08wN66vkcxA5oRwKF68uO4N98fZs2dlZ0P4TpEihaSZiIgIM4uFXF988YUgF77PgwcPau5x40BWfPLJJxKQoewTJEigucc6dvToUTlvkAr4d1euXBHcBYqGhoYK7QD906dPbw8ePDCzWGQDjf/TTz9priBvAgMD5XTh9/Pnzy9Rnu+CUL5r1y45el5kuDOce7jHSxzxIsMxvv76axmU8fERVTJkyCAiBfp3/fr1MhdTqxQvXtwuX75sZrE0MmbcTZs2yUsHmZAqVSplTGhqLy8vRWT8m0gMU6dOVUcANcOKFSuU4RDKmzdvLsIHooGaKGfOnLJxUfekSpVKBAPGamSBZs2aqcAn2t+5c0ckxbRp08wsJhNCYEAcQCZ5eXnJH4gIvXLlSskpZN9GjRoJSZAVPv/8czOLMQlAalD7mcV2SCDXYK2bPn265hSUMW/ePNV8IAVfX1858UEbWPo6d+4sgoRsVrduXdXdcBBLly7Vs2UOMJeXLl1aSILrjxw5UoQR9zZ+/Hjbv3+/mcWiAJ5T//79JUu9yIgXGy516tTWsmVLGzRokA0cONDMYtlJJu3UqVMq1HF9nD9/Xq4FvJRr1661cePGmVns5DKxDx480GKDYVy0aJEgGb83ePBgLRSKZwrm2rVrq+jnM8eMGaOinwUwbdo0wVHImGHDhumz+Xxg6ZIlS0TQQDSgCw4bNkxEDW4Ol8ul4AQU9vPzE/TElUPXw4QJE7RpgVCXLl1SoGBBpkuXTqQU0Bbj79y5c+3bb7996judOXNGTCFEF/PYqFEjwXvm6uTJkwoQzHHv3r2ta9euZmb6Tng8a9eurc3Fv1u7dq0M6jzjAgUKKBgB4XlO06dPVwCFQJs3b550RmDmhQsXtFkJVJQl77//vuA69/M8ww0p3cM9XuKIFxkuceLElitXLrt586YdPHjQzGKhHDT3qlWrlLmAYT169FChjEtj2LBhggVEe/QZHx8fee8gQRo1aiT4ymd37tzZGjZsaGaxhToU8/379/Vv0aLCwsL0mcCl5MmTK+LSVQAR8+GHH8oNTwQNCQnR96JQB+a1bt3atm3b9tT179y5o/4zYOHgwYOtdOnSZhYrRSAnvPbaa7ofslTmzJnl96RjYtmyZWprYQ6Y28aNGwvqQWZFRUUpG/GZaFe+vr5CI4xkyZLp78hqGzdulLyDHEPrUdWqVYUUgKBt2rTRNXDPpEyZUsQLWZU2mjt37kgC4L7z5MkjlwqQv0WLFsrOlStXNrNYF0rTpk2tR48e9qLDneHcwz1e4ogXwrePj4/rtddes++//96+/vprMzNh9LjiKxkIyjs4OFjNhkT269evq/uaepDfL126tLICHs3Hjx8rSyJkV61aVXgdZz3119GjR0XXQ6Rs27ZN5A0OiS+++EICMoQOmejRo0ei0inO9+/fr3oEEgLhe8CAAfLxkfE9PT1FCvEMM2fOLCIHUog5CwwMFJGCuJwmTRqJ82ToRIkSqSeMTEEmnzNnjoRhsl5ISIjode6Nmnjbtm3yNXKUxMGDB0VSUWO1bNlSHRJkFIixL774QrUhdfQbb7whwoiMu2XLFtWhIAXm5fz586rdkRtatWql584a69WrlwR6alSuVbduXTXJ1q5d+7mF73gBKdOnT289evSwGzduqLBHy0GXmTJlirqSMdx27NhRE8NC++abb1Tw8vs82DFjxsi8ygMrW7asWEHcJy6XS4UxDgUWTkBAgCYerfDtt98WBIZkCQ4OFkwCUnJUwaxZs7Rw2bRBQUHamGxoNoOvr69gJgzi/v37tXGAUoUKFdL1mD82/d69e6V7YUCuUqWKSBjmaNKkSdLdmFOInRYtWgjCAUH/+OOPZ9wkwNTjx4/LSA7MXLJkiRY/kK5Ro0aCuQQ2WMtEiRLJGUMQzpEjhzYX91iqVCmxjZQesJo1atRQIMStMnnyZGl5rJfIyEgFMWA1jbzjxo17Bh4/z3BDSvdwj5c44gWk9Pf3dw0fPtySJ0+uQhr4gw5SpkwZRT90niFDhggO0FwZFRUleIRuQjtI7dq1BeGIdBUqVFBWwp83YsQIRTPOMMH03LRpUxEYXHfv3r3yUkKlV6tWTVmPrEDxnyJFCkkc3Osvv/yijEyrCs9m9+7dInZwaezYsUORH3hXpUoVyQHAL2AsGpxZrCRy8uRJHVEAsmjYsKEyPSQL9PnUqVMFUdesWWNmMcQEEB5ITIZu3bq1nCk8z/3799vChQvNLPbskcjISBEvOF/ISGnSpLHMmTObWawZPXHixMpOPIu4hBtrASliwYIFz6yTKlWqyFxO6WEWS+SQLdF+7969K8jcokULt5fSPdzjVRjxIsPlzp3bNXnyZNu8ebO8f0R56qX27dsrOkHjZs6cWZmHIxOuXLki0gHHCTVJ8uTJlYnIGBcuXLAVK1aYWSzt/NVXX6leoO0GIiBnzpyKqvzM29tbIjWYP2/evKKgqRv57ObNm8vFgdyQKVMm+fjIwkgSfn5+Erf52Zo1a+zDDz80s9ioXK9ePdVuRHvuYezYsfbJJ5+YWexpY9euXZOgTh174MAB3RteUOaqXLlyOp2Meq1u3bqqR3H0QHzs3r1b7hPIpw8//FDdDdR+W7ZsEUHDn9SBYWFhkieomXPlyqW/Q6ju27ev2p9wwSCJ3LlzR8cpgGZSp04tsgfkdPz4caEczsfkuY8cOVKZe9y4ce4M5x7u8SqMeJHhkidP7ipUqJC1bdtWtQROdaLU66+/rloIS9DNmzdVp8Eqbd++XbUQTBoeu8yZM+tYPf7ctGmTojVZbeDAgap5oIWpv65fvy52EKE3efLkqvWoC8qWLSuGlawA09izZ09FWmqbvn37qt7CjgUd3rNnT/ksqc0qV64sWxZ9cXPnzlWGoGEVGeS7775ThuMw1Pnz54tF5PDZw4cP63rUU3QoHD16VI2iGAjGjBmjTEGthzifK1cuPR++J6YBs9jnsnbtWs0v34+5KlKkiH6Pefz0008lk7B++/Tpo1qSz4L5XL58uTI92Tc0NFTrCCRUtmxZ1eVxT+Y2i6mxkRF69uz5assCPj4+VqtWLTtw4ID0IxYrkGffvn2aUPyVtWvXlp7G79eqVUtFPxOP5pUgQQJtrk6dOplZTFGObxPIsnHjRsEjqGWo5s8++0wPhT8jIyMVIIAdffv2FdyleAfaTpgwQWdOsglu3ryp63Xo0MHMYrXFMmXKSAph8a9bt06ndtFac+nSJX1XfIdshgsXLmjBcBJav3795KyAELh7965kAzYeLo379+8rILLxunfvLgIDGIh0cePGDREvkBBnzpwRzCRw5cqVSyQW0PnNN980sxhjOG4cCJ7Ro0eLHMJF1KpVK5UfPFue56FDh7Qm+PPy5ctqQwJCt2vXznbt2mVmscQS+mBoaKhg8YsMN6R0D/d4iSNeQMp06dK5GjRoYB07dpQzHQgALfv222/LVYBUcPLkSRXgNBvu3LlTgjH/FnLjwoULgpI48yMjI5UduUafPn3kKqc9iAhsFtuSz1EO58+fF/QA5i1fvlxCM5mWqD1w4ECd/EWRnjBhQtHqZDaIj6lTp8qpges97pHhkBrjx4/XcQTQ9sgUXbt2VTZlDjJlyqQWINwftWvXVhbDRQ/k+uqrr5RZaEC9cuWKMjfzTWavUKGCiCiy8NKlSzWnrL3o6GhBSGAsjpClS5eK8ACdZM+eXed0IvqfOXNGhBXQEyItNDRUHQ20GoWHh+sEN0oVb29vSTmUKKCC1q1bS4wvXbq0mzRxD/d4FUa8qOEcx7GECRPa5cuXVVSTxSAQGjVqpFOeiMBjx45Vwye1yMWLF1XbQB1DohQpUkRWJ+je9OnTP2Mnmzp1qvqyiK54+1KmTClCgixcqlQp3TcZrk+fPoraNG2SwTJkyKBMjjVp+/btqiURtPnu27Zt02f9/nvMS4l69OihTI5wW6JECdVM3CMZwMvLSz17ZNy1a9fq98hi0dHROgkN6xXHDVy6dEl1FP7Kn3/+WdYoCCNqrnz58um+sblVrVpVMgzz0rVrV5EwPB/MDUmTJpXMQ+Y6efKknPsgi7Nnz6oDA9EcycXHx0dogy6EDBkyqJcybmbEdsbRHTxDX19frb8XGc8NKR3HyWpm88wsg5k9MbMvXC7XOMdxUpnZQjPLbmZnzKyhy+W6/q+ulShRIle6dOls3rx58rJRlAN1du7cqQXL4vb393+mU7hv375aKLxYA5Zr+vTp0owgF3r06KGHB0t58+ZNtXYAM4Gzp06dEvMGFN2/f782OQeHPnnyRBuY4hx9KFmyZPo9Nv6pU6dELEBqAB+bNGny1MG1ZjHaEoQSi2LatGmCi8Ap4F7x4sW1odnsKVOmFGxkE/j4+AhOseHZcBUrVlTLE4EI0sosllFmYyxfvlyLnud58OBBuXjo5Pb09NRzxJnC8wkODhZ05t/17NlTkBKYfO7cOXk+0RQJMEWKFJEZHWi5c+dOnUDG3NatW1fnvtCEyzXz588vYqlfv37/EUj52MxCXS5XHjMrbWadHMfJa2Z9zGyjy+UKMLONf/1/93AP97D/Q9LEcZzvzGziX/8LdrlclxzHyWhmW1wuV+5/9W9z5szpGjJkiP3www9K80Aj9JaoqCiRA7gAsmfPrugELBgzZoxgFNcCej1+/Fh/RxacMGGC3gVH1tmyZYuiKkUzDpiCBQuKaICinzx5slp7oND9/f3VxIgsQNbp3LmzPhMZoVatWorWZHUyzZEjR3R9qPRx48YJMuMTDA4OVhYDRkMMfPXVV/ouODLy588v/Y1s3bFjR8kCZBuc/v379xcJg0SzatUqwS/WEtAuNDRU7VaQTs2aNdPPOblsyZIlIkvIjszP559/Lo2ONZE3b155L3GaZMyYUUcr4JAB4URFRYnoQo5p3LixngtwOjQ0VPAViYb7CQsLU7mQLl26/yxp4jhOdjMrYma7zCy9y+W6ZGb215/p/sm/aec4zl7HcfZiNXIP9/hvHy9MmjiOk9zMlppZN5fLdQuf4/824r4BtVChQq4KFSpYRESEyA8oZmqpn3/+WdQyvVDbt2+3fv36mVnsSb0FChSQAEukBqtXq1btKcraLIaAQShF3K5WrZr67HjVFM6QBg0aKPMgLrdu3VqZh6j5ySefPCUAmz39Mg8yNxn69u3b6rmj1kPUzZEjh9whzEFAQICyE3VaQECAaiYiNSTL559/LpcFdemIESNUX9KF0LRpU2U0XPoI8WvWrJFkgRPnyZMnqovpgMATmiBBArln6PXbsGGDsjV19759+1QvgmLIUmFhYSIykEl8fX31bJnb6tWrS5jGJcKfO3fu1DzwmcOGDVPTMHVxmjRpJBtAvJARz58/rzr3RcYLQUrHcTzNbKWZrXO5XJ/99XcR9m9CSi8vL1euXLls/PjxevsLxSpvOClcuLAKdFpaoqOjtdB5oIGBgTLnAqGY5DJlygjOABFr1Kih9hbOHClYsKAcDzhNaESNiIjQIsVuNWLECLktIAKuXbumdhLmGEfD9evXBXcgW3Lnzi1mlqPC2QRTpkwRkYKWd+fOnWeOwgsKCpKTAriJDtalSxc5MdgQOXLk0CKFPPnoo4/EGMLMQkIcOnRIZAnzvnDhQhENkBTYs44fP66Awv2nSpVKi5pN5unpqfNb+BnXWrt2rUgyzjs5e/asnjHBY8uWLYLiuHIIBOfOnZO+RqB47733NH84alKlSiWLHiQZjpPw8HCZ5mfMmPHyIaUT8+kzzew3Nttf43sza/nXf7c0s++e9zPcwz3+28aLyAKvmdlWMztkMbKAmVk/i6njFpmZn5mdM7MGLpfr2r+6lqenpyt16tT2wQcfKApT/AMx8ufPL20GKHXw4EERBkTeMmXKKKNgLoZ6X758uSh0tKI///xT0Z0oW6pUKXk6aX2J+8ZSqHGue/bsWWUN4Gy1atUEjyEM0PuyZcsmkgLJ4vHjx4JOwCSy++PHjwUb0b+SJUumM0+Ygy+++EJZCbhL1vb391drD5l39+7dgrZkhcKFCyuSxz1GwSyGYALCc99bt27V7yFTcFzD8ePHdR985o0bN6T90ebUqVMnkTxIIxBIH374oQzYEDVNmjTROTVIOl9++aXafbhHnn/z5s0FY/m7x48fSxsEFfj4+GjtxD22wiym6RUiZ9OmTS/fvOxyubaZ2T8r2N543uu6h3v8N4944TRJnTq1NWvWzA4dOiTsDPlAlP/zzz9F/RORdu/eLU8imH7dunWKiOBvapLChQsrMhPdAgICJOzSKDp48GCdTkxmgzhYunSpBGnG3bt3RZCQ6e7evSuqmwOLqKcCAwOVHSFx+vXrJ78kxTl0e+rUqSVBUFueO3dOzgd+//Lly6pLeKcaBNO8efNUAyOrNG3aVD9HJlm2bJnuF/GX2tPf31/kA3VmokSJ9L3wJOKwb9KkiTIsz2nFihVCMczt/v37Jd3gBKGGv3v3rrI2WSdDhgyq/5i/d955R8iArAfxkSFDBpFIzFW9evVU91PXZciQQbIONTlEzaBBg3Rd1svzDLeX0j3c4yWOeNEtkD17dldYWJiVKFHimb4l8H7OnDlVCyFU+vj4qO5CHA0PD1d2ombB/5cvXz79jObOHj16KKohci5cuCtvxOAAACAASURBVFAMIQI4TvWjR4+qpsELWLNmTTt+/LiZxTrxAwIC1KUAE0mE/vHHHyUI47pftWqV6ijqO2j506dPS0Qnonfs2PEpn1/c72QWm9mgxm/duiXrGhlr1KhRyqrUX2vXrlVTKo595vbOnTtiSZEAvL29VW+RkZnHJEmSKCMjSbRv315MMfe2evVqzR9dGjzrqVOnCjVgSQsPD9c1QBsPHz6UlY4MSkZq3LjxM3O1evVqZXWOsli6dKnmHEMC3+X48eM6RmPdunWv9htQ/fz8XD169LDIyEhRwBSrQEx0M7PY1pPu3buLMOChzJ07V44E9CTgZkREhJwm0Pfbtm2TNxLYM2nSJG1MNjzaWJs2bfRguUcfHx8tWK7fsGFDPTw6oDmtauLEic8YlE+ePCmDLWZkyIeCBQuKvAGu+fn5qYhn0U2ZMkWwG8mCgJQwYUK17hAocuTIIfqdOSpUqJCIGb47EPP69evaGEgF33//vRw0+BshiypUqKBngDRz/fp1QUnmu1GjRpIxgH64XNKnTy8ZiM3ucrnUhMwG/fTTT+W1ZAMhefj6+mpeCAr+/v6aG4JOy5Ytde84apAz4mq+rVu3drfnuId7vAojXmS4oKAg1/Tp023GjBkiOiAVyABbt26VVw4ixd/fXy4B/I2nTp16qsPALDZSly5dWtEPaSFFihQq7MmMNWrUUMbCi0iE3Lhxoyhuss7gwYOV7SjKDxw4IFgat0uAn0ESQHycOHFC4izfD+jaqVMnySRkgoiICB3rAC0fGRmpz6Iths+MKwFQ9KdNm1YZApj+22+/6bMQoSGMmjZtqrkC8j98+FDeTKA5816pUiVld+YsODhYxgHklW3btslBg7ODs1mGDRumNQB0rVatmroLeNZ9+/YVXIz7XnizmDUB8sBcMHHiRLmTkBOSJ0+uecDnieNo1KhRkmbSpEnjznDu4R6vwohXGW7JkiXPdAtQ4N+4cUPWHpziGzduVJQHm/fp00c1AvUJ0XD58uWq/6Ca06dPL6kAUiM0NFSyBFGQjLhmzRrVGRATderU0f1SRxQpUkTXwKNJhi5SpIhqBO4tMjJSWRR7G/VDeHi4Mi5/98svv4j6x9lev359UdxQ9fhI33//fWVTBPMWLVrIs0gGKliw4DM0P/T66NGj5e8ki33yySfK6sgv1INNmzaVVYp6ydPTU8+M5tvSpUvrefDdOWgoPDxcojW0/8CBA0U6cTbnlClTNB/wAGTjbt26yf5GDRoQEKB5wFzRsWNH1c9kXM6sLFCggMi3Pn36vNqkSfr06V3vvPOOVapUSQZeNhBnaBw4cEBnYaA1LV26VPCEwjd16tSCQiwcvJIVK1YU3IB9SpMmjTYLP4MtNDMRDSzWxYsXi1nEjdKqVSvBEjZG4sSJRZrw+bCWY8eOFeER92g5ICX3xhzUqlVLGhrk0KFDh9TwCYFQtmxZeT/RACEm2rdvrwDB9+3SpYs621lYderU0clVsIIYt+vWrStdCo9kkSJFBCUxerNoz549K9jINRYsWKCFC3SuX7/+M28kYmPv2bNH88DzKV++vDYJHtdZs2YpEP8jObR9+3b5OwkAYWFh1qtXLzOLJboqVKig+aNUoSWnX79++vyiRYu6IaV7uMerMOKF0yRlypRWo0YNW7RokbIL2QPF/7PPPhNNDlS4fPmyfp+oVr9+fWU7IhfZ59ixY4KPwEI/Pz9BT7yaXl5egklEQXSwN998U347Mu2AAQOkC9EFsHDhQrWykJWQE5o1a6aCnp+NGzdOvkPOaaG1pX79+iricUe0bNlS8AtaPiQkRPQ7p4FBJGzevPkpAsUsJtOhzdE6tHnzZs0l0JDsHh4eLl0SkujevXuSICBIyJo5cuQQCcZ5JwkTJlSnBhBw0qRJ0vX4GRDQ29tbmZzWI09PT8FzSJ+xY8cKBuL64Wdt2rSRV5Oy4e233xbRBhny1ltvibThNV54L8uVK/d/cqaJO8O5h3u8xBEvarh8+fK55s+fbzly5NCJx5AlkAtLly6VE5/GwXTp0unQIbJa3JqMKM+R1kWKFBEOh0qfMWOGiniaXjt06KB6iqhGN4KXl5dcC7goZsyYofoSijxfvny6J7I0r2d6++23RXFTY02cOFH1KlGVLHLt2jXdGxkjf/78qqOoj7777jsJ0mQz6sirV6+qPmFOo6Ki5Jfk+l26dFHNSa3KNa5duyYCA/Rw7do11X9kKYTz/v37ywOKS+PevXvPHN3QsGFDPW/miDpwzpw5Ip3IXDNmzFBWhdgZO3asKH1qd66xceNGZWZMAocPH9ZzhIhq3769Mj7ogrV08+ZNfU9fX99XmzTx8PBwpUiRwkJCQqQjwbxhKB4+fLgWGFrKzZs3VTxzKGuePHmkjzHxwKVdu3Y99eYYs5gink0O/EqWLJkmnDYQNo2Hh4cWBQtnz549Kq5hvgYNGqS2H0gQYOS9e/cEVVnUP/74o4p+oBENtF9//bWcL3xm9+7ddYoUJESVKlV03zhZgGN58+YV4cEC69Chg64R9+g6oDBwnSbPdu3aCb7C3pYpU0bfAcIL0qpChQoqDdjkffv2FSnD2ps0aZICHPcB2bJu3ToFWjbQvHnz9Bzp/Pby8pJmRhChVJg3b55IJEqKHj166N0DWMF++uknaZ8QTHGtY5jiX8Ta5YaU7uEeL3HEC9IkX758tmbNGvvoo48UVUntGGcnTJggiIi/MkOGDGpY5PcGDBggWEXEpR3l559/VsSCJh49erRIAlwcjRs31lkqwNe4bzEFVkE7FytWTL8HtJwwYYI0Iihurp89e/anXvjOtYCgNGaSnd544w2dOkVE9/b2VtZFYti2bZs8pxwbAAHz8OFD3S8w9uTJk/KUAhGPHDkieMl1gdwPHjyQAwRfYVRUlLI6CAF54M8//1TGjXtWDVkVDbBXr17yxMY9WsEshmwBygFV9+/fL/kFkmPIkCHKiqwhXChDhgzRe9Z5rpMnTxbxAorp1KmTGpNBCMD6hQsXKtOS3Z9nuDOce7jHSxzxoobLnDmzq3379laxYkWdM0gWwXGQNGlSue3JBCNHjpRnEKd9QECAimzoXgiSjBkzygNIjfjgwQPVX7S+uFwuZUdqSMb58+clASALBAcHK5tRG5YtW1YtJtQniLvTpk3TcQpk48DAQFH/ODCohcLCwnTfEEArVqwQmUEkL1KkiOpcsgJZ1c/PTy0ySAvR0dHKVMgTvr6+qoFAARBTxYsXVzaL+6onnCiQNxA2np6eyvxk6y1btsi1g1wzdepUZQ3QBsdRNGvWTE2vZNeOHTuqgwDfZ7Vq1SSJUONDQk2YMEE1Ps6bmzdvKmNBUgUFBQk14Nhhrnbu3Kl2r7x587prOPdwj1dhxIsMlylTJlfbtm0tIiJCwjEZBoG6cePGct+TOR49eiQGEubt0aNHqkt4GSH0708//aTITB1Tvnx5veWUenDHjh1qjiQa48/EuW4W+07rw4cPK2MSNc+fP696ivqS95b/+OOPylhkp379+qmTgfum/qpZs6ayJH7Lrl27yhcKG3vnzh1lBrIO3y0sLEzHSvA7xYsXl0hNR0C+fPkkqEOlU3P5+PiI2SOTR0ZG6t7IbEgply5dUp3Ez4KCgpTFuJ+HDx8q0+OR5Jndv39fc8uz69GjxzO+2vr166sOpWaGabx7964kHHofz549KwkHVvbAgQN6VrCq7I8cOXJoPvz9/V/tN6BypsmECRM0WbgugB0NGjRQIct5F2+99ZZSPu08LVq0kBMFOANcadiwoSAqZymmSZNGmhhOkIsXL2qDofcAT6dNm6aHxgO9d++eTMtQx7NmzRJMY0NABPn5+enB4h0MDw+XLsXCQlaoUaOGOskxGWfLlk1zBc2eIUMGwV02ZlxfKBuU7xkUFCSdDDJh69at8i7iOwRKlStXTvIEJMfQoUPVOY2bA6hdoUIF0fBcP3fu3CI6kD0++OAD3S+fRWBLnz69SBh+/5tvvhE8Rh4YP3684D+eVZ5Jzpw5BbUhk/z8/KQ3Ejh37twp6EvXO2to5MiRarB9keGGlO7hHi9xxIsMFxUVZZMnT7YSJUrI64ZTHVq2SZMmij6Ik61atVKUBxb0799fEISoCrwqX768oh/Ohu7duyubAjM//vhj/TeRDlp7/fr1oteJkMOGDVOxDeGxc+dOZSMIIM5FOXPmjFpZyHohISGSLyBGyKrVq1dXFkN4Xr58ubJv3PMuebfbP55ZefXqVQnUZIXy5csLRkMc/Pbbb8rItLKQ0QMCAkSy4Gvs06ePSCkEZLLsjh07lCWBY507dxYEJWM5jqOszncHMubPn1/dEJxRcvbsWf2c8qFNmzbKQFwXsqVr165q/4nbVoRBglOkS5Ysqc9ABoI4mjJliu6DjPs8w53h3MM9XuKIF6RJ0qRJXbly5bISJUqoFoNmJ0KfO3dOERS6/NixY6obKOZ37typbEchTqbJkCGDqP+4Z9lTH0FWHDhwQBkL4gIp4r333pNgiwPe09NT9RF0fNeuXeV4R3agcP/2229FGFA/tGvXTqd10RWBzalEiRKKtBwXcfv2bdm8qMPGjRsnShySAjHacRxJJ2SzsmXLivxg3Lp1S/Y66hfkjPHjx+tUZubUz89P1rW4za5mZrly5RIxgSHgzp07Qip0YERERIhc4btQwxUpUkTECLXl9u3b9dxx9U+cOFGkE2uB+QsODlb9j8Rx8OBBkVrMrZ+fnzoMQAoYJaKjo4VAQkJC/nOkieM4Cc1sr5ldcLlcNZ/nDagJEiQwLy8vS5IkiY6zBgLQCOjj4/OMA2P79u2CZKT7FStWSK9Do6HAdrlcmnAg4tdff62357BRixYtKtjDxmCDrlq1SlCShVi+fHmxWcCrxo0bC46yqIFaefLkUYsMm2Dx4sX6zkBQFrK3t7ecFbQQrVu37pnjuEePHi13CIuTRdi8eXO1oxA8hgwZopOwIHhSpEihxlCOycOJUaBAAUE4oGXSpElFHkEAAYXv3bsnhhMW+YcffhBzynN5+PChSoN/PM3McRx1cHMWy6FDh6SrQbJMmTJFwfQfj0HfsWOHIHlcrym6J8xoeHi42GlcK8DqPn36KCC+yPi/gJRdzey3OP/f/QZU93CPfzJeKMM5jpPFzGqY2VAz6/7XX4eYWfBf/z3XzLaYWe9/dZ2sWbPa559/br6+voKUkCYcQbB27VoVwWSWyZMnKwvEfXEHGQtIQdY5fPiwIjSQoXbt2oKPwDUPDw+1k0AgkHk3bdqk38PbOXHiRDnqya6fffaZIBbfCWdIjRo19B2IxpUqVXqKTjeLJXby5cunTIHOd/36dREAECTly5cXCuA74bbo2bOnsgZSS5UqVSShxH1DKS4LYDKQe9CgQfqeZOPo6GjNDfNBRurSpYsyJ0hlyZIlT70TzywmE+HfxCUEirl586b+jt/v3r27iBz0wwULFkg/JBPixyxdurSyH7JG3GZkzq+8fv26CBf0XUilbt26yc/6IuNFM9xYM+tlsW/PMXuON6CyqdzDPf7bx3NnOMdxappZlMvl2uc4TvC/++/jvgE1ffr0rm+++cZCQkLk46N/iUwUFBQkcRRB2CzWe0df3KZNmyTEkp2gkENCQvR30NW5cuVSjQUZM3bsWJ2mxe/TgPro0SP1q+EdfPPNN+WIITJ+9NFHiqY0RpLVatSoIemCCN2/f39lZkgZJIBDhw5JqMfFMXPmTLlV+L6nT5/WvXFaMs6ddu3aqabEk7hp0yZr3769mcWSCdevX1cGp3+PZ/L48WNJKNQ41apVU61MxoA02bFjh54jhMPu3bt1mhnZb/LkyfLQcl3m8+LFi/pvXDH9+vXT8QxcK3PmzJJrOPMT2r9WrVpyoZDBKleuLJcPvYkhISHKiqARiLTevXvLcPEi40UgZTkzq+U4zltmlsTMvB3H+crMIh3HyRjnDahRL3yX7uEe/yXj/0QW+CvD9fiLpRxlZtEul2u44zh9zCyVy+Xq9a/+fZYsWVydO3e2AwcOiEonKxB9rl69Ksoduvro0aMSfanl0qVLp8xCDQLbVqFCBdUqiJc//PCDqGVo+/z586sOQRaALv7jjz+URRBHjx49qs+ANh8xYoTqENg7KPu5c+eKXSN6h4SEKLORfclEd+/eFbMIZR8aGqoeLxjM1157TUwr3Qhk4f3790tWYfzxxx9i6qjvPvzwQ0kxML8whytWrBArDHvn5eWlDIiFDjmmaNGiYgB5DVXGjBn1XcjWRYoU0VyBWOgU9/Pz05pgfP3117ouz91xHJkaqIVhPh88eCCGFj/uBx98IHaVNXTr1i0hG9hd6s33339fRooRI0b8Z49Y+IcNl9r+zTegJkyY0JUkSRKbOXOm6GyOMWDjZciQQS4OGlCnTJmilgz8eZcuXVKrPZuGpsb79++Ljmfydu/erRYfxuuvv672DxYkm2b+/Pn6GURAvnz5njmOYN68eYKqQGD0nsePH4sAArLu3LlTgQRqmiMRzp49K4iImyIwMFCLE4IpS5Ysous5x5Kj2jNlyiTtDK0rffr0khaApdOnTxddz3dnY5ctW1aQDLh76dIlwVZcIsDOXr16CaJBWkyaNEnQj/kbNWqU7gn9kE02fvx4nWXC/fj7++uz0BmzZMmieeO5891Lly4tGYjvu2/fPkky7IHZs2eryRXCC36hTJkygsXlypX7z5qXXS7XFothI83lckWb+w2o7uEe/+OIF17KTJkyWffu3e31119XhAHKIXAWKlRIURVXwo8//iiPHmci9unTR0QEEApaftq0aaKzgZt58uQRJIMePnXqlCIuJ/vSZeDp6SmZAZq4efPmiuQU5+fOnRM0A5LhXu/SpYtkDGBkpkyZROEjDEP3z549WxEaqSBTpkzPNOsWKlRI1yVD0GYyceJEyQ2QG0WLFhXtjSNk0KBBml/QA6ijfv366s6AVChQoIAki7ivfTKLeYUUWQyk0q9fP4ntcd8rhz8WeQBCKCgoSMceIF4fPnxYn8HBQvfv31d2Z46AvQ0bNhTpRGbcvn27vKWsuRIlSkim4TNZG+fOnRM6epHh9lK6h3u8xBEvvJQJEyZ0eXl52dmzZ2VdYkD7tm7dWrUFESx9+vSy6uC3y5kz51NZwOzpKE8tRl9Ur169ZOPiOIItW7ZIZiArkXXWrl0ruhx8nyhRIvklyX4jRoxQfxaZlkxUvnx5RXTE62LFiqmeo+aEsq9Xr54iLURKrVq1lCmoY+7evatsyvURi/PkyaOaENq/fv36mgdIlowZM2rOyVhQ+6dOnVITbdyXruC2p2aiE+Kzzz7TfFBj37p1S82l2ND69OkjogUkQbfGvXv3lPUgNLy9vVXXIUH06dNHNRbmA57J7du3JRUgJ2zevFn1HGigadOmWkdY0bjm9OnTZaR4kRcyxosNV7hwYdfGjRutT58+ethAFxiwJEmSiIEDNtWuXVu6V9w3V0IwsJgp+gsVKiQTLQvxwIEDgi+wXF999ZU2H20jaEBxNz6w5vjx47oerotdu3Zpo8VlLs1inB7/CHt2796tTQXMw8DdpEkTQTiMzcmTJ3/qPA+zGMKBTQIMBEZmzJhRpl4IG39/f+leLLCHDx9qwwCrCVglS5YUm4m22a1bt2eMxHx25cqVtWC3bNliZjEkEfdIEDty5Ig0ORpzaQBOkCCBTjaD6PL09NQmYSOZxRI/PEc0tDt37qi5lzndvXu3rgfbvGzZMn0HghLNups3b5aDZfTo0e4zTdzDPV6FES9Ik8uXL9vw4cOtRYsW0qogSIjoT548UZGNC3zmzJlq6gQK7Nu3Tw2naC74Cv39/QXJ0G/q1KkjRwK/X716dVHoOOfJuClSpJAWBv08c+ZMZSrgz6pVq+T3I8PSzhMRESGvJtmsSZMmorWBRMDroUOHKlORzXbs2KGsR4bOnDmzPoPMRZdD1apVddQ50T4iIkLwGB2xTJkykjhy5cplZrF0/OrVq5WBgL9r165VxkL/IgvmyZNH/xYksn79epFYtOckSJDgKX+nWWxWvXfvnuAlma5evXrK0szRqlWrJL8giUDYtG7dWsgGPfDy5cuaK6Sc8+fPC6kwt2TQUaNGaR2RSZ9nuDOce7jHSxzxoobz8vJyBQUF2eeff65TfnFikDkiIiIU3cH76dKlk3iJD3HdunUiHaixEGs9PDzkhIckmD9/vuo0asS473rm5RkcZ7B7925FYUiZY8eOqR4h2n/yySeqF4i4NJtWrFhRzgdo7Q4dOshrScSF5i5VqpTqQGoLX19fCfzcW4IECfTyCehtattq1apJfEa4r1SpkqQIHBUffPCB5BEkEToKMmXKpOtjFmjevLm+O5IL9d3Vq1dFsnA/69at031TL+XOnVufAakBaZUyZUqtCYigatWq6fdxB82aNUuEGL5QfLjDhg2TSQApwNfXV1kVQ8K+ffv0DEA0EDyLFi2K6799tU/t8vT0tPTp01uCBAlkswH+MGkzZ858igAwi4EfLFhYsFy5cgle4oAAHuzZs0fuDxwNXl5eaijFtlSnTh3Bu398M8y9e/cER2ER8+fPL7jLQsyYMaMcF5A4LMycOXPK0sVmiasjQVbwnZYuXap5YdP06tVL54oQgK5cuSJmFGsSn50hQwYtOhYYRIlZbLBp27at2EMgMT+rWrWqFiIb6caNG2IxKQO4hwULFgg6A9uPHDkihpMNmiVLFkFEgg0s5KpVq6xo0aJmFmt5mzVrlqx2tFsNHTpUja9sUDZ2o0aNRHjALHt6eurfUgZ069ZN8wbDiV2tZs2agu4vMtyQ0j3c4yWOeJHhHj9+bFevXrXFixfrXEcMwkSct956SxANeFWpUiVBJrLYO++8I+gGIQDUmDBhgv6bzBIcHKxsRgPlkSNH5DQgW5Jhjh07pohLxoqIiBBJwXEH+/fvV9bjO2AGXr16tc7KwDMaGhqqzEYrEHDv8uXLglOQSGnTphXpADHyxx9/SFfD+YJ2lSRJEv0eBMnOnTtF0DAvefLk0XcBtiE/JEyYUNfDAVSsWDGRJOhwtDk1btxYBAPzPXjwYPkUgZ5xX0ICwRS3+RYXEa6ioKAglQEQV4cOHRJCoaSgWbdr167yqfI8d+3aJQ8q83L27FlJPjSzAkHv378vTfFFhjvDuYd7vMQRLzJcggQJLHny5Pb7778/8zJC2vuTJEkiPM3f1ahRQ4Iq2ez9999/xt2AE6NDhw6KXBTDLVu2lOOAY82vXbv2TFsO9POkSZPUyAnxsnLlymfqulWrVol8INuQeffv3y+HOiTBF198IdoZGpzMsmjRIjnsIXMSJEggyQKP4dSpU0WF49wg4/bo0UNEDW0r06dPV1YiY9WtW1cECt0ZmA+WLl0q3yHf5dtvv5XjBYSAt3Lo0KGqG7lW8eLF5diA5p8xY4bqM5AKBoK9e/eq8ZOa86efftLcI09kypRJyIM5hQAZPXq07hfJ6MKFC6qHqSlHjBih7EwGpc5s1KiR2nkwZzzPcGc493CPlzjiRYbLmTOnzZ8/3xYsWKDaifoHi1XWrFklEhO5tm3bpnqD4xc8PDxECyOEkmmSJ08uu9enn35qZjHRj9oKnP/nn38+c5Y/Yvdbb72lCA6+79+/v1gtLEnh4eESUZEnqBWrV68uBhUXe61atST6k5nJTu3atZNnkO6CihUrCgXAsi1btkyNtdRkZN779+/r+1Er/v7772IYmb8pU6ZI3IZthJk8c+aMamYkkcWLF6t5lLqULDV48GDVlMz31KlTJXyDSvz8/MTowkAj82TLlk3NpsxjdHS0GFHGrFmznnL9m8UyqdmzZ1c3BPddvHhxZUyyWNw+SJhcMu/t27efek/D8454seFu3rxpK1eutMaNGwv24MeDxk2QIIFcAizMI0eOaGGxgNOkSaNuYQpxHqy/v7+uy6KeOHGiYBqTvWLFChXU0Mk8sMKFCwuCsNB9fX2lTwFB161bJ3gJTOHfDRw4ULAK4+/s2bPVVgStDTW+fv16ncYFRBsyZIhgI3T4/fv3RSix0NlwnTp10kZjMWXKlEkd9UDzVKlSyUvJ4sTcfenSJUkXLNJatWqJ0EE7wz85Y8YMERdA1j/++EMEFNetW7eu5ojrAqsdx9FzQRccNWqUWpdwB61bt06EG2+JZQNmy5ZNm4UA07ZtW5FTzPOFCxdEFOGDhVBJlSqVCJUXGW5I6R7u8RJHvMhw9+/ft0OHDllERIQIDs67AD6OHTtW5APEyq1bt+T4JmN5e3sL8uG+JxMkS5ZMDnI8cvXq1ZPfD8p94cKF8miSWXC0XLlyRcIwZEH58uUlQiNoAyfNYsVq4Gnp0qXlU8TBHx4eLtEX2BtXGiHKE/k///xz0fsI93369FFmJssjOK9cuVJ0PPLKkSNHBN34zLt37ypjAf0gjM6cOaOTqCEoMmbMqJ9zlgzdAxs2bJAoD1I4evSofh80UKRIETmKgN1kkypVquj5AXHr1q0rFz9lQ926dXVeDc8KKaJatWrKnEDz+fPnizwCxo4bN04kEqcs83wiIyM1p2TS5xnuDOce7vESR7zIcClSpLDKlSvbo0ePnvLhmcUKm2nSpFFNRiNl/fr1VS+Aw/Pnz68IhCALkVCsWDFlHjyVdevWlX2LPqpvv/1WlDWRnNqycuXKqnEQWM+dOydqnuvWrFlT0gI0O37C3r17KxqT6fr27av7hQwhO6xbt071VNx+LmoQMkuRIkXksmcO8KRmz55d9Q6Za9u2bSIfyHRnz57VHBHlmT9fX1/5WbF9jR07VoIzRxDEPa8TwoVs079/f9WyIIrr168rg0PzQ9z4+PioPidzlStXTjQ/pFp4eLh8r3gkeXZZsmQR6kE2uXLlisgy1lWpUqVURyPYc83z589rbb7IiBcbznEc8/DwMG9vb3kj+aJoTaGhoYKXTGiKhaC8MwAAIABJREFUFCl0bghkQWBgoDYkMAY28dy5c3J94NWsUaOGdCYgX4cOHTTheDnZPBs2bBA8YdOUKlVK54QAU4oUKaIzQdjQLKbs2bPrfiECgoODBWO5bzbgO++8o03CJvD29pZPErbt0KFDKvYhlmBxf/75Zy0wYPuDBw+knUHGLFq0SOQUWiHtPFOmTNEm5/jxrFmzigVGJ4WlXLZsma4LXC5Xrpx8qWht5cqV02fSRoPndeDAgSJXYAwjIyPlg4SYatWqlZhtoDjex8mTJws28oz79+8vRhlSbfv27XIPEcDR7dq3b69/C3H0PMMNKd3DPV7iiBftOd7e3q4SJUrY6NGjFcGBaGSW1q1bK7qi2UyaNEl0PWSFn5+f4AsRDg/eypUrnyEfypYtK1cB13jzzTdFlhAFieJx2zrIJlevXhVMIhP99ttvyoBkAxwqDRo0kKQAfe/p6am/4zPJlocOHRK9Dr1dr149OSqAVUFBQYJ83COZZfr06Yr83ONPP/2kaI3umDBhQhEY+Bo5GiIgIEAwkCMnqlatKthPNuVz3n33Xb3DDkh+//59ZX6usX//fmmOyCuczTJ9+nSROGS6gIAAES5xuyFAR+h1NL0uWbJE8BwdMV++fJIAyGJHjx7VzyHS8Jru3LlTbVYDBw50H7HgHu7xKox4UcOlS5fOunTpYhkzZlQ9guANfb9mzRrVO0Te8uXLq9bDUX7w4EERB3gqcUJkyZJFGB2yYNy4cXLAc2bh0aNHJZDjWodEmTp1qq4X98WCSAQIyatXr9a/odeLHrwECRIoK1E/7Nq1S9Q89Qy1aEREhO6XLLhx40aRNlDpHh4eqlUQf6lrpk6dKtSAVJA6dWqJw9z3nDlzVOdyLTymkydPliMFqt7Dw0NzRXZF2M6aNauIIjJusWLF9N/Ud40bN5YoTz8hz/r8+fNyjpAld+zYoe8MOvH09FR2wmcJuZUuXTp9J1BSihQpJAFw/U2bNgm1sBYgndq0aaPv9SLjRd8P52NmM8wsv5m5zKyVmUXYv/kG1Hv37tmBAwds4cKFcl4AI9CwEiVKJEgGJJo7d650GBis1q1bi+UDkrHx7t27py5jbEg7duzQv2Whp02bVhAOZgpdKHPmzNoYNFdGRUU9c6rWu+++q4fGqVCQNxEREWLDCBRRUVFi+yAVIG6GDx8umMmii9ssiW1q06ZNYkRZ/GhezZs312Zhwa9Zs0YmbuxwuXLlklmYVhbcPNOnTxfzx/zt3btXG5LfJzgEBAQ8E2zeffdd3Qdm7RUrViiIEgyw0jVq1EiMJTpYnTp1BNc5vatXr17SRyFcINR+++03ETQwno8fP1YA4hmXKlVKjCxrgZLljz/+EHP+IuNFIeU4M1vrcrmCzKyQxbwJ1f0GVPdwj38ynps0cRzH28x+NrOcrjgXcRwnwsyC47yuaovL5cr9r67l6enpSp06tb311lsqmjnGG+jSt29fZTOiTmhoqKI76X7r1q1yfRDN0JX27NmjyE9Ef/311/VyEOj7oKAgRW0ObyVzhISEqNUESvq7774TgcE7x0JCQpTRyMxkPA8PD2URKPqoqChlBtwwwKyaNWtKh4t7qhSeS8iBcuXK6efIAmTEP//8U2QGmXPmzJnKPET5AwcOKCviKsHhkyVLFlHjQL9OnTqJrucd5hzOO2bMGHkkIS02b94s7yoyybZt2+SWARYiD5QuXVqZimfw2WefSTLh92fPnq3nDbnCXHh4eCj78T3bt28vaQFNMXfu3Hru/D4Zt379+vpvX1/f/whpktPMrpjZbMdxDjiOM8NxnGT2HG9AZaLcwz3+28eL1HAeZlbUzDq7XK5djuOMs38DPsZ9A2q6dOlcdevWNQ8Pj2fqL9pXvvzyS1HcRN5cuXKJ8EDI3rFjhw6PgY4nE4SFhSkDEUFz584twZlaK1++fPLtEUFxp+/bt0+1B60ye/fuVUaG6GjQoMEz7URIHmvWrFG2iXvMAEU83xN5Y/z48SrscUq88cYb+p4U+qtXr1aTJFkM48D333+v30NqOXHihOQMslT79u3lDsHNQcbo1q2b6im+Z8GCBeV+oUkWMiksLEzfHaJp8ODByiy4YapUqSLyi/qcWnHFihVq2Yr7dtl/rKMXLFgggob6C0PD0KFD1Z3B0fVp06YVAUW3Rc6cOXXvPBfq/xIlSqjefpHxIhnuvJmdd7lcu/76/0ssZgNG/gUlzf0GVPdwj6fHCwnfjuNsNbM2LpcrwnGcgWaW7K8f/VtvQM2TJ49rzpw5NmHCBEU/REYE6rx580qMprEwbdq0EqRhyAoXLqxIS4bhOxYsWFB9X9RLv/zyi8RkomuTJk1ELXPID2L7uXPnlHmIqLdv3xbTCdtWokQJ+SphMGH2SpQoofcjQDtfunRJgjDZj++0YMECSQxkkytXrqj/DGYtadKkYu9gWamJCxYsqGwA2zd//nwJ02TfkJAQ0fzUQMgDH3/8sfrasIQtWLBATCTMMtl4+fLlqhHJzPPmzZP5ADb2yZMnOraAf0s9uHDhQgnaZJ+mTZvqOSIBnT9/XhY06i8seK1atVKGQ6RPliyZhG/6A+vUqaPnx7+FdS5VqpRY4ffff/8/di5lZzP72nGcRGZ2yszes5isuchxnNb21xtQ/7eL0J7TqVMnfXm8iUCeFStWqGgFLuXJk0duBQiGypUrC2ayMTjdqmHDhvp93CelS5eWnsXD/v7779V4yIZm4QwdOlRkCJA1ceLEOn6dhTN16lSdugVEBCbdvXtXcIrFMX36dEFaoBPfw8fHR3oghNHixYsF9XCr/Pbbbwo2nNOC22bp0qXPvGctLCxMWhhzMGzYMMFtrhW3cRY/JsEvIiJCc4p2xgb89ddfRSyxGXx9fRVsgH69e/dWYIAMATLmyJFDEJgNkiBBApFf+DczZMggsobnQqlw7tw5zRHOlP79++sZQMr06NFD353Az4b+9ddfReC9yHihDedyuQ6a2f+0091vQHUP9/gfRrzwUmbNmtVFNwDUL9GJl298+OGHgkIQH3379hX043Tg6tWri/JnkJG6d+8uaANNfe7cOTVmAonWr18viYDMRZaMiopSBMWHePHiRYnJFODTpk176nPNYunnZMmSqaWGzw4JCVGRD7mBy8bLy0sUOt6+uJ5ECJuOHTsqWgMRyWBJkyYVZKaNpm7duorgjOjoaMkSyDBx340HmUQj59tvv63WF54L///48eOCuEgj9erVkxQCUlm2bJmeH1ASQfvEiRMiqSCw1q9fL1mC0qN48eI6Zp7rArmjo6MF62nnGj58uBp42QOhoaGC7Nw362DFihU6rmLChAluL6V7uMerMOJFhsuUKZOrTZs2dv36dVHSCNmI2KdPn1bRijhZpUoVCaaQIAMGDJBITM1C4+W9e/eUiTiSYcqUKc94I3/99VdlHrIYHryLFy+qzoRMKF68uChjhPJPPvlEGYo2fa7/0Ucf6fgH/ty3b58yIVQ+c+Dn56f6lWL+zTffFGlD9suQIYP6uJAHqAuzZMkiGQPC448//hDtjSdxwYIFqiGhxiGpBg0aJPsZdVhYWJjqXOojiIdJkyapGRXP5syZM5U98EOmSZNG16X+o4abNm2aMi73tXTpUonn1Kre3t5CF0gX1JYVK1aUrxKyZeLEiZKXqN3btGmjDM76iOu3BE0tXLjw1X4DavLkyV2FChWy2rVri5Vk8XFEmq+vrzxywKSIiAhNCN67OXPmyB8Iy8YiPXbsmBY/sPDGjRvaJMxFsmTJVCBTROOY8Pb2FuyB8Ni/f78IDKBLpUqVtLkJCrTAlCxZUhoahMqkSZO0+SAw0IwaNGggAgNPZY0aNfSdYT/btWsn4oBr8Nlz5szRIbhswgcPHmihE1jefPNNsYIsWNwlrVu3VtsKGl3mzJnFXLKBYF6jo6PlWiGoVa1aVZCPFpwFCxaIhGGDMt9nz54V+cRzioyM1PWA2AMGDJDfFUYXH250dLRajrjGxx9/LLaUrvvWrVuL9AL20gm/atUqHTOYLl06N6R0D/d4FUa8aM9Jnz69de/e3bJly6aIDGyEBMiVK5e0JbSjGjVq6NQu/H45cuRQZiPKo2uNGjVKGYVi+8yZMyq2IS3KlCkjKpqiGbIlNDRUcAoPZo4cOdQOw7mHEydOVEcAmRNN5+TJk8+8X/rrr79W5Ic0gSpPliyZjl2g8dLPz08wCW0pIiJCmQLNDWLg+PHjcukD0Vq2bCnZAG/nL7/8osxDYyaZYvz48ZoXsneZMmUEUfFvcmpXcHCw5BQo/a1btwpxMH+VKlWSUwh5h3lftmyZMj1lQ9GiRfWM0ddWrVolKh/CCEgOxDWLRRnDhw8XucOcTpgwQZCce2RNXLx4UV7YFxnuDOce7vESR7yo4fz8/Fy9evWy5MmTq6ilmOf+ChQooAhKtB86dKikAqSAqKgoZTaiJXVNtmzZ5J/DXZIxY0Z5Lfmzd+/eui6UO9H40aNHIh+o5VKkSCFxmBokKipK14j7ei2zmMyMBEEGypgxo1wt3D9EyYkTJ3T8A0cR7Ny585lj2A8fPqw5orGVqFyrVi2J+UTvrVu3qvEUr+jOnTtVA0E2USeVLl1adH1cHyk9hnxW3Hd+ky0hv06dOqWMzH1/+OGHqpkhPJjHRIkSKcvgvClWrJiuxzPbuHHjM04T5r9hw4YiWSBKtm7dKmmG9bRgwQLxAxgMkEbSpUsnmWfp0qXuGs493ONVGPEiwwUGBromTJhgI0aMEEWLME2NExYWJkaNjFG5cmVZeziaYdCgQcL8iJxEssKFC+voBjJihQoV1GUOgxkdHS0Gi1qIn23atEnHKVAzXL9+XRQ9ksGQIUPE1lHzESFPnz6tWgEmcNGiRaK9+Uz+Xffu3cUiIgGsWLHiKTnALEYQxj9K7UTNlSdPHnU9U8dMmTJFdTHHAQ4ePFhsHEIzx0GEhYVJ8IatHDx4sDIaVinkm8yZM4sBBAFcuHBBz5FOkMSJE0vEp6YEAYwaNUqHGFETHz58WFmXWj8iIkIyEHUd3/PkyZOaW1jk27dvax2tWbPGzGKsgNSjsOOswxs3bmgeOnbs+Gq/4/vGjRv2/fffW548eTTRQBHo9l27dgnq4EqYPn269C+K7IQJE+qBA6sgF0JDQ9UmDyGwb98+eS5ZpKdPnxZ04vfjuieQLliYq1evFlxjc0dFRek7cC1o85IlS2px4CccM2aM/H74D/luR48e1cZkY/Tr109EBwsyNDRUZ5jwJ9Dv9u3bIhqA7StXrpSTBy3twYMHIl7Y5MgJDRo0kD7F3J44cULPBVIGR8bhw4cVdIBy7733njYcpuvdu3drQ/zjEQdfffWV7ptm2uDgYH0GbUVp0qQRYUVgAYreuHFDJQHNwy1bttQ9QfIEBgbq+xEAkAVatWqldfciww0p3cM9XuKIF5Ayf/78rqVLl5qXl5eOG0d4BCouW7bsmVcZrV27Vl5AXu6QPHlyRTayHlAnICBAER0nxoEDB+STJLuOHTtWLSq89w0HRJkyZQSP8H3+/PPPgh548TZu3Cj/INkAGPbNN9+oiAda7t+/Xy4bPIk0ZY4cOVIRGpnkyJEjujc6H5YvX66sGlfcNoshkCAd+Oz169eLlMJUsHPnTpkCgI/ArMOHDytzImts3LhRLxCB+ICsGj58uDIRsk21atUEv7k3b29vlRJAXJ77mjVr5P4g++3Zs0ekBgjIy8tLsB8hHhTTs2dPyU1A1ujoaKEWxO41a9Yo07MWMGCYxXpQ33nnHTdp4h7u8SqMeJHhUqRI4SpatKhVr15dURLrE2LnunXrhNfx/Y0bN071GZRwwYIFVUhTF+Cx27x5s6Ie9PO4cePkPKcm27BhgyxA0OU41sPDwyUEI3bnzJlTGQVafsCAAYqO9G4hAZw5c0YZk0yRPHlykTD8HvT20aNHdR+MVatWKRsQeZ88eSICiH5C5I9Hjx4pO/I7J06ckAjOZ65cuVLzCxpgbqHgzZ5+USZn0oA2kD/efPNNSRx8Tv369WXBYh7r1aunz4LMwsr28OFDeS+pzV0ul17AgXzUvXt3ESL8HVa5kiVLykwAKqhVq5ZqahqFP/3006cans1iSZn79++r26Jdu3avNmmSJUsWGzlypBUqVEgEBowek5Y0aVIVzxAI77zzjmAjzZ1RUVHaVEAovJWHDx9WYQ1si4iIEPnApilRooQWP4uUTdmhQwdBVqBcZGSkNj5ER8qUKXVPfAd0s2PHjsnoC+HQsGFDfT8gFIX70KFDpcOxkdKmTSvWDNKkX79++gwCBpqXj4+PNkn16tXNLGajwvKiuQUFBQna4tGEODp9+rS+ExuiW7dugmHcL5A7PDxcTCSbeN68eXKVQN6EhISI6KCFiSCyfv16sbH4Wps3b65AQqd9ihQpBM+BjwTcadOmyVmEF/Wbb76RA4n1EhgYKHaaAIRn88CBAwqmLzLckNI93OMljniR4a5evWozZsywXbt26ZwLingg5dtvvy1IATypWbOmnAFE7y5dusiTSGajibRly5aCjRTYixcvVjaL+34xrsdZJpARQ4cOFTxBAli9erVcE7TxDBw4UPAEWIXLZdGiRaLQifaFChVSSxCEABG4c+fOgj+4OWbPnq23xAK/p02bpiyD+wMnSdeuXeWaQau7c+eOui2gxkePHq3mX/RAiAaz2E4N4Nvjx4/VIkNGYR6/+uorZTHg6OPHjwXhgNwFCxYUUQOZRVbr1q2bvJBA80aNGkljxaP5+uuvCxVxb6CTnDlzCvby/EuXLq3nDowtWbKkSB7QC+6foKAgoa8XGe4M5x7u8RJHvCBNsmTJ4urcubNdvHhRdQyH5lDrREREPPNW0syZM8sHR2FdpUoVYXmyAZno9OnTEoIp7EuWLKkIBzHSs2dPZVja9KmJGjZsKH8ddU+jRo10AjRRMzAwULIAGQPqOzQ0VDUkjZa9e/dW5qSmJCMtWrRIn0VNNH78eJ32DA3fo0cPOTsgJMhIgwcPlvMCyaNNmza6XwiB119/Xd5TGlBxdXTq1EnNqMgUXl5eNn36dDOLdenTy3bnzh1lP55do0aNJDcwZxs2bFAzL4cI0SkxefJkZRmyTosWLVTHs363bNkihMCz47tdvXpV6wrk4uvrK9TAZx48eFBzznrC0ODv76+6tWXLlq92A2rixIldmTJlsvz582tRAgFwObRo0UKsHfap06dPCyJQbF++fFmOESALroU5c+bo4QGlEidOLD2NQ0tbtWqlTcoJVxTxK1eulCUI7W3Lli2CMRA1586d033wJwV79+7ddd88xIwZM2oh8llx39zDIsIFkixZMkFs5uyXX34R4QGDSvAJCAjQ4gSiRUVFCeoBx44cOaINCdsHCTJ79mwtSBa/t7e3/o7fQ0udN2+enBowqrdv35YBm40dERGhxc8GBVr27dtX84x+mCxZMsF1oP5rr70mMouBM2T16tWCxQRhT09PkUeYxGfNmiXWmMDM/OXNm1ckUnBwsFuHcw/3eBVGvCBNUqdObc2bN7e9e/eKjoUYoYnw5MmTooCJgo7jKMIBQQYNGqQoDxyAePnuu+8UVfEJRkZGCi7i+6tVq5YgCFmP80k6deqkhkWo7IwZM8obieF3yJAhcpigT/GztGnTyi8JyfHtt9+KKEDqgHyYP3++oCQ0debMmfWZQMosWbKImAGWMlfNmjWT2+O7774zsxjYSyZEFxwwYIC+H6QD0kHu3LlFgiA/7N27V3NJUyq6XcmSJWU4xtWRPXt2QXigeWBgoF6JRXaEfKpTp44gLY3Hd+7cEekFHBw7dqzII1ADvshHjx6J0CFjeXh4KDOTTWfPnq174vdBBW3bthXyeJHhznDu4R4vccSLDOdyuezPP/+0wMBAOSqIMHHPNeQFEoi/6dKl0wld1Frbt28XmUAkhRBInDixRFwi5Lp163SaFpmlZs2aKujJInHPeSTrgvN/+OEHCabUcHv27NHnkwGQB3x9fdVgSR3RsGFDfRdeZMJYt26dCBV8giNHjpTsQX1XpUoVOTY4YYqsdvXqVZ2cxfwsXbpUdRoZxnEcHUPB9yRDN2zYUNmRlqD9+/dLaKbGJgt2795dyADhe//+/TIJQAR5eHiIYMKLSnNvpUqVlDHJdK1bt1YdyLx7enqqhuNZ4VrKmDGjKH3kmNu3b2s9UStPnDjxqdrULLYlaMGCBZq/FxkvlOEcx/nQcZzDjuP86jjOAsdxkjiOk8pxnPWO4xz/60/fF75L93CP/5Lx3BnOcZzMZtbFzPK6XK77juMsMrPGZpbXYt6Ayss8+phZ7391rSdPntjdu3etcuXKwuRYcai5KlWqpKhDrTN37lxJBNQ7oaGhskGRgWC5hgwZooN86CC4evWqIjRiasWKFVW/4MOEGT1x4oQYUWjnSpUqiTVDRpg2bZosQ9SIeAgHDRqk65PNdu3apSgPGwdT27FjR9maqIWSJEkicZssFRAQoBrkHzsP6tatq8ZZui78/PzELDLP1apVU/cEWYYOgY0bNyp7kJ0GDx4s2xv3jXBfu3ZtZXcyy+TJk/UdOAIhLCxMTaNkGObs+++/lzQEczxmzBg9d/y1M2fO1LsYEPZ57tHR0UJAoI5ChQqJsaTPLlu2bFpjSDmwt4sWLVK9yzN+nvGikNLDzJI6jvPIzLzM7KKZ9TWz4L9+PtfMttj/suE8PDwsTZo0ljhxYi0enBtQ2AULFtQCp3ieO3euDk1l0zx48EAQiwIcQqVGjRqaLE7h+vTTTwWnMDQXKlRI8IXFBH1evXp1yQgU9sWKFRO0AepUrVpVjZZARZwhkCdmsWRF/vz5talZYLSx3Lx5U8QP89OjRw9pYXgpT548qe8HIYA00rVrV3U2ozd27NhRTg0khqlTpwqCE8QgC7799ltR7XFfPg9Uhnxg4YeHh+tZAeE7deqkjcl97N69WyQZ80FpMWLEiKcCoVmMNMI5k5xZ+dtvv4mkAvpB7CRMmFBQmGf98OFDBWRauyIjI9UWhPMFOaNkyZJqr3qR8dyQ0uVyXTCz0RbzhpxLZnbT5XL9YM/xBlQWmnu4x3/7eBFI6WtmIWaWw8xumNlix3Ga/X/993HfgJolSxaXh4eHXbp0SZGoZcuWZhZLWtSrV09Qkqh8/PhxRVMi6KeffqoMAiwAzvTs2VNnVUBuTJ06VZCC33vvvfeecVvQ0vL111/L7wnsXbhwoSAqAnhkZKSyAUQGWeTAgQOKrhy/kC5dOgn0ECN85g8//CDxHDJn1apVmhsy0MSJEzVvRHvONGnbtq0yJ5Bv1KhR8lACLS9duiQJAhiG1PD/2jvv8KqqrI2vQ0gCgUgJxcREBESKjGDAmQGpIqAgCAiC0hylSHeGIioi0qRIEURqQpFALASIOBCaIDggHaQoghLAUL5QEoqgwPn+SH4vAURHM1+4zHfW8/gQb27O3Xefvfd617vetU5AQIC8HnC3Z8+eIrjwCvx969atVZwKefLll1+KGOG7pKamqnUELRCA7RcuXNC9wNts27ZN1QLcg/Hjx+t+4x0hh8qXL6/PZK4qVKigzyI5X6JECa0PFDukfooUKaK1eT2p9XssM6TJo2b2veu6/+O67s9mFmdmlc17Aqpnnt3UMhPDHTSzvzqOE2RmP1raM+E2mdk5M2trZsPS/134WxdyXdcuXbpktWrVEpannB6q/uDBgwrUOXm7d+8uXE+5/vz58294Pjc1YcuWLVOwTXz0xRdfKPlMwrd8+fLXNKdhjGZpRAxxCScovfjNruo8L126JKkWZAhVDLVr11aMyKlZv359xYT8y/iPHj0qT0vMcvr0acVajDtv3rxqRMRnE7c1a9ZMcS4xVEREhOaNPo/33HOPijRHjx59zThOnjwpGRk0e7NmzSR1g5ACbZw+fVraS6j9wMBAjRv1f0hIiFIceBZaJ2zcuFG6Se7r5s2b5e3QYObPn1+6VDws92LJkiUigCCVateuLcTBGpo4caKqN/gO1E8mJiaq7UJm7A9vONd1v3Qc52Mz22Jml8xsq6VBxNz2O5+AeunSJTt58qS5riuoAswjsF6zZo2IC1Qan3zyiUgCVCWTJ0/W38DsAdvuu+8+lZygn/vwww/1YAo2UOnSpQVVYNRY6OfPn1fehk2ZlJQkjSaMXnh4uFgyhLswXvfcc4/0isC8hQsX6jOBpfTa6NChg1hHFtGyZcsEGyEQ8uXLJwKD97Mxli1bpkXEd+nYsaMgZcanA7ERULVAPi1ZssQ2bdpkZlc38qeffipWk00DmXPx4kWRU5BJlSpV0jUgKAoVKnRNqY7Z1UPyypUrOiC4RpMmTQT9gI+VK1fW/YDc4L5/+OGHyqexGX/88UflQLmf//rXvwStuQZroly5cmJcM2OZfQLqG2b2xnUvXzTvCaieefaL5hNKk9TUVEtISLA8efLIbaOsB94sXbpUJye07+7du3UKA9sWLVqk/BSKBsiQsLAw5VnwBNHR0Qr6aRUwZcoUneqcoJyMsbGxyqfhYfz8/EToEOwfPnxYcBQvwynerVs3lZJAHOTIkUMePOMzzMzSPCPkA7A6NTVVBAneev369YLH5A/puLVnzx55DTzpnXfeqTIliIkXXnhB9D6lLMDNZ599VoQLHu7ixYvKT/H8b+BywYIFlcYA0hUtWlTwMmO7C4ptuZ/A2GbNmglSQpD169dPZUeUBvXq1UvqF1AJ2s6NGzdq7fBv+/btlWoBgQwYMEAejrWA0umjjz6SIikz5mkpPfMsC80nPFzevHmtUaNGtmrVKnkjaHDitQIFCije4DWzq0170Cb269dPWkAS1HiC5s2bizjgJBs7dqy8GRi9QIECUj5AvRPXrFixQp4LTed9990nwoAYq3r16lKTEKuQzE9MTNRpiTcpUaKEimnx8iTTU1JSRK5k7EjGz9Dbd9/3Ez66AAAgAElEQVR9t7wkyXAo744dOyrBi8KjaNGiouPxFK+//roqNoiBUGR8+umn8qaQLfHx8VL24MlJLjds2FDzTDydM2dOUfPci+joaHkxvB7x66xZs4R2iHvr1Kkjr0RFwPjx40UsoZGE0g8ODlYDIMiWBg0aXOO5zdK8KvpRyDtaLixYsEBxcWbMJzZctmzZLEeOHDZ+/HhBC24arr1QoUKCQsCkiIgIbRI2V1RUlDYtvUz43eDBgwVRCYaHDh0qlo0FUKZMGW00IB/5rOeff16kBofC22+/LUjJJvzyyy+1KFE8sBlbt24tyAT0GzdunPKLKGrYSPfff78KIyFirly5olZubK4RI0ZocbIxGE9ISIg2MITAlClTJEmjs9jy5ctFrqD6AM526dJFc8v1a9asKUE4XcSQVp06dUoHAGRI06ZNVXzL2MLCwkSIsMlZB+vXr9drHBjZsmXToYAoetKkSTo8OISB/n5+fsp70t48Pj5e8wFMX7hwodRGEDBsvDNnzqgXS2bMg5SeeZaF5hMeLiAgwO6++25r1KiRBLaQG5xITZo0UTCMV6tWrZpOa06wKlWqqGiUsnqC+pkzZ4roAI69+eabCtSBJJcuXRLFTckJIuA1a9ZI3wmRcs899yjHho5z/fr1EuCS5yEt8MEHH0iIi3c4ceKEICdKE75T8eLFpawAzr766qsiSIByYWFhCvIhPPjX7KoHoufIk08+ecMD68uXLy/tIteHxm/RooUgWcangZIXhYgiVzdhwgRR7pBPixcvFoGCZ1mwYIHULNwD7vEjjzwiLSokSIECBfSZePe1a9fe0LyXcp2XXnpJ4wVtpKSkaI2hed2xY4fSI8wpnzlo0CB9ZmbM83CeeZaF5hMeLkeOHFaqVCmrUqWKTnDoWyjmAwcOXJO0NEvzfuj3IBw6deqkRDZxQMYWCiTIIWBy5swpL4BiY8OGDYq/6H4FRT9lyhTFViR8AwICREnzd3nz5lWVAjEfSfe2bdtqvCS+K1asqPJ/0gIoWFasWKFKA6j9nj17SpUB8RIUFCRvDfHCuKOiovSZeLMuXbro93jV559/XrEyahwIj+DgYN2fjM9Ppx0FcS8PYhk0aJDaP6AcOn78uOJASKWQkBCV/eBNIUgmTZqk2Jq0SmJiotYACfA2bdrIGxHHMt/Zs2dXvEssXKdOHZFpxKgZiS5iORQ7oaGhiusyY56H88yzLDSf8HDZs2e3/PnzW3JyshKlMFiwYatXrxaThfK7WbNmOqVoMDRs2DAVGUKJEyf16dNHWjm8SdOmTeWBOBm3bt2qE5YGOjxVdfbs2dLj8Znjxo27hlY3S2MR+Q7ERJyk27dvV6wAozdx4kR5WDwnzXDy5s2rn6k8+P7776VJJM49dOiQGiFBrxNzzZo1S16Ga1SrVk0nOZT34cOH5QF5je7NERER8uSwj61btxbNj8wOBrhNmzbydsxt9+7d1fYBO3v2rGh+vClJ6QEDBqg9HamUo0ePKh5FBHH8+HEJHUAlsMJBQUGaK+LSkSNHqk8nMeLcuXO13kAxVIGEhISILc2M+cSG+/HHH2337t22Y8cO0fa4ciBSUFCQymKgrTM2VIXe7tmzp1QT5GhY+I8++qgWANRxQECAiAbIlVdffVW0PQQDuasePXqoKpmFXqxYMdHT9P/ImzevYBeLk65Sffv2lTKGa1SvXl3QCWiGRjI6Olp5PgpLk5KSbuiuNXLkSEFPFiyHTc6cOdXjEwi4bt06bQQIgWnTpkktA33PQo+IiNAhRmHu+PHjVaUPEQU8LViw4DX9Z8yufdYdZS558+YVjGWzc2heuHDhmqcOmaVBf/pzQvp88cUX2nwQXmzAyMhIFcxy3W+//VY0P+mBpk2b6r5zODLGsLAwpRk4JP+IeZDSM8+y0Hyi83JYWJjbsWNHW7x4sbwAwTPufs6cOaKMCbDj4uJ0ghIw//DDD+rZQbkGxMTmzZtF20MWmF3t3YhWr2/fvhoHn8VpOXDgQHkPKO9du3YJanEa165dWx6KOSbJPWbMGJ34QKPk5GT1kiQ9wHseeOABkT18l1WrVuk0hhp/8MEHBcmBQpBOp06dUtEt83j8+HF5fMa2ZcsWwS7UNXjtMWPGSHsJBPTz89O4mQMg9/r16/VdSKxPmDDhBtLk5MmTImh4eAr0vb+/vyAoipZnnnlG4gAUJMeOHbvhO+ORunfvrmoBPP7MmTMlIsDjjx07VvNMMTCo5/Tp03p/cHCw13nZM89uB/MJD1e0aFF3wIABlpSUJDkRmBvcfs8999ygRq9du7aIADD90aNHb3g0EUnUVq1aqegQjdwzzzyj2IlTu1q1ajp96beCNylVqpR0m3jENm3ayKsSr40ePVoxAjEOdXozZ87UCYqe77vvvpOXJs5grI0aNVIsi8YzNDRUND9/V7duXSnxkYlx/dmzZ6uLGO9PSkpSvAZJVKlSJXluGjThEVNTUzVvxH7Dhw/XyY+H4+/PnDmjGJXk/4kTJ/T5xOTHjh2ThyPtgCzv4MGD8kDc96+//lqEDt7v1VdfFVJBD8k96devn+I7EEjp0qU1blIGixcvVlxMaoZrTZw4UYilUqVKt/cTUIOCgqxChQqWPXt2LXTIChivkSNHCn6xKZs0aaJiSnSNUVFRukHAR671zTffCDqhbEhJSRERgJrjs88+E4MFTCGnk1Gsi6bz9OnTOiCAdH5+fjoMWChAtMOHD4t0gPkKCwvTOGFeybPFx8crv4f6ZN68eWIkgbjffPONFBWoLQj+J02apO8AMzl48GB9F1jNuLg4FdNSgkP1dWRkpMbNBi1RooTGicKEJ8nWrFlThwLwftGiRcqdoQhKSEgQaQI8huApU6aMCCuKWZcuXaoeKXzmgAEDtFmAhRAwMTExuj6E1Pz585XDhXArXLiwDhI+i7l9+eWXxVRnxjxI6ZlnWWg+4eFSU1NtyZIl1qpVK52OkBrQsoMGDRKswnr37i2VPrm53bt3ywsA+cjfLVy4UNcjz/L3v/9dpy+lJHv27FH/DOAdKoM5c+Zco8czS6syyNiGwCzNi0AfQ0Lwnc6cOaMxosSYOHGicoN4SebiqaeekpoEyHXnnXfKM9PXY9iwYTe0hMBT+/v7q8QHaBkXFyfvRC6yaNGiqozAi6B5jIqKEkJgTk+ePCn4x3zg0b///nt5ICBgcnKyroeHTklJke6R6wLp1q9fL88FDD916pSgPgjojjvukPoEKMy8lyhRQp8JCdKiRQtVoqCX3bx5s+YBCAwqKVmypBBWZszzcJ55loXmE6RJrly5XB54R+BNEI128Ny5cyIfSAK3atVKsQS2fft2eT1OK97fpEkT0cOcYN26dbuh2c/mzZsV40ES0H2qS5cuUn1ApAQEBMgrkCR+6623bni0EwRGuXLldPoyjiVLlkjRQQ0enmj37t1StJPUbdWqlf6W1Enjxo1VnEscSDFmUFCQ4hG+21tvvXWNYMAsLd4hgc316fd47NgxpWtowDNp0iRR/3h0PExKSoraXYAUgoODpd7h/UFBQSJa6MVJ/N26dWvFcGgpJ0yYoMoL0jUvvviiKk3w2lQDpKam6v2gmB49eiglQvVH3rx5NQ7QFN/l3nvvFRopV67c7U2aOI5jAQEB1qBBA8mlYPvo2LRixQrJpgjmv/32WykNYJruuusukRlAEOBmRESEZE1AyurVqwsKsXDWrl2r4BkmDfZvx44dqk5mc3Xu3FlBNhBuwoQJUlRAqMAcLlmyRBImCKC6detqAbDJ+W6FCxdWgJ/xeQIUdUIEjBw5UpuFQ4bxz5s3T4JtSBGzqwuc4s6IiAixsChq2CCu64p4gRFMTEzU96TQl3t35swZEUcwhu++++41j2o2S8szsllY6Czu3bt3K5+GdKxTp07Kk0J0rVq1St+LQ4HNmDdvXqmPIICGDBkiCArJsnbtWkFyFEwUJwcFBem+ZMY8SOmZZ1loPuHhwsPDbcSIETZ06FB5merVq5vZVVg1f/58QTjo3nHjxokYIS3wwAMPCAJBdOCJJk+eLIjF89NGjRql3hfA2CpVqiiXR7EktHlgYKDobDzp8uXLFYBDnixcuFCBPUJlPjM6Olq0PQTJ0KFDRdRQOMv7Z8yYoetT6Hrs2DHpJvF0+/fvFzzCY0HLd+/eXdfg5O/Tp488BXBt7ty5gmLkARH+Ll26VF278JaTJ09WL048OWVRhw4dEmQlD/b111/rnuItp06dKiUKXgcBd926dUVW4P0cx5GahfmbNm2avgMog+/74IMPai6BsfXq1ROKgeRZs2aNUkp8F7z9nXfeqXKrzJjn4TzzLAvNp0iTsmXLKlgmxsnYZYu4C9LiwoUL8iJg9DFjxlyjOjG7WjKzZ88eUeOceGPHjhU9zftbtmyp65E4RvFSqVIleT9Ov0GDBik+gww5evSoPhfCgPdUqlRJJzleOCAgQIWwzAEncKFChfQ7tJQLFixQOgAlSK9evUTMQDRAy48cOVLfGY3m+++/LxKBdEP27NlV0oNnI1Fdv359xXNca9OmTap8YG7xrj/88IMKYYl7jxw5IhQA5V6qVCl5a+YKwuuxxx4TeiEu9ff3F3kEemjevLmS/sS0eMbLly8r9uUzIyIi1ModxNK6dWvNH2kY4tEiRYoo6d+5c+f/Oy2l4zjRjuMcdxxnZ4bXbvqUU8dxXnEcZ5/jON84jlP3jwzKM8/+W+3fieFmmNm7ZjYrw2t97Reecuo4ThlLewrq/WYWZmbLHce5z3XdX6V3AgMDrWjRolavXj3VZeHhYOpq1KihU5A4omPHjopBSB9ERETIO/EgEJLdAwcOlJckyRwYGKgaPGraYmJilKSGwcQ7FStWTHIoTvIhQ4aIRSTOnDNnjrSTeAPkRTExMaLyqUZYvXq1PCK/w2JjY8XsEV81btxYLRgYd8WKFVXnx+lOUnrixInyyMSxLVu2lFcnvRIcHKy555SHHTxx4oQ8J/Py8ccfK55DwU9MmfHRVFR17N27VxpTrhUZGSmUwd8yV9u3bxe6IPVSsGBBxdTEcvfee68QAVURpFcqV66suB+a/+9//7vuD/H0vffeK5acWBk+4MCBA/oumbF/C1I6jnOPmS1yXbds+v9/Y2Y1XNc9kv5IqlWu65Z0HOcVMzPXdd9Kf1+CmQ1wXXfdr10/T5487sMPP2y5c+fWZGVs+mmWpiqBEOB3H3zwgfImwIiXX35ZmwMDhn3wwQcqjiSgvnz5sp7jhl7x2LFj2jjAR7psffbZZ7p5QNuPPvpICwWxbmpqqlIQCGDZBM8884xyfihTevXqpU5RQC7gXv78+bWoUWxUrVpVRASHzT/+8Q9R9NxXqp979+4t5QiU98qVKyWGJgc4atQoHUCQD6hAJk2apEXM93UcR+kMSCQW5urVqwVPESzHxMTocAIO7tu3TwcJtD1Qe/DgwRobpUFr1qxRqMG9O3PmjL4LBwZlRTNmzFCfG9ZO3759la9l4y1dulTX5R6TCqhQoYI2/qRJk7K8POdmTzm9y8wOZXjf4fTXbrCMT0D9TzwGyDPPbgf7T6cFnF947RddaMYnoIaGhrrlypWzPHnyCJaQHkAFUrlyZVG10LPZsmXTKUUyPDExUfAFSATUmD17tvpSokOcPn26iAWg51//+lclbIGx0Otdu3aVB+W1hIQEeRQIjNjYWP0t4yZgr1u3rihxaOjt27eL9iaNgWc5evSoYB1tGzZs2CAanO93xx13CCqjSaQyIDw8XGgATztkyBAlsPHWvXv31s9AXMiIzZs3y4Pi6Xr16iV1C48Yw1slJiYqkczfxcfHq0UGvVBmzJgh6AbxkpHsAZUQIlSrVk3t7Ely58yZU14UkgXd5JQpU0REoajZuXOnUAMlSg0bNtQ8U9IFEhkzZoxUUJmxP+rhbvaU08NmFpHhfeFmlvTHh+eZZ/9d9kc9XLz98lNO481sjuM4oy2NNClhZht+62IFCxa0F1980ebOnaugldgNzP3ss8+KYibYTkpK0qmH9GrMmDEqMsTDkYg9cuSITm08S2BgoCh6HrrRoEEDESK8H49bqlQp1cgxjs8++0yeBUInLi5O8RZtADhdhwwZIs+d8fFcaBw5qRn/kCFDFB9xjd69eys5TMuCunXr6rvgPSAEhg0bJpEArz344IPyqsiyrly5opo0iAvkZ6dOnZLci2v179//Gqmd2dU+oN26ddPYkE+Fhobq+xHjbt++XRItYjcqOHr37i2vjkBhzJgx8nq0TJg/f75idf4Wjx4REaGYHO996NAheVPWQq1ateQViUshcxITE1XQnBn7zQ3nOM5cM6thZgUcxzlsaQ9gHGa/8JRT13V3OY7zoZnttrSnonb5LYbSLI3xSkhIsKSkJAWmqD6AFn5+fso78bvjx48rT0LL89KlS6thLDAPeBAWFiZWjsC+adOmykEBB7ds2SJtJv+yyWJiYnRdNtyhQ4dEcJBH+vHHHwXdIC5YuFu3bhVxQdA/aNAg5XnQHZLzyp49uyAwhMabb76phcK8LFq0SDCWfBL5qs8//1wFlOSd+vXrpzIemN0LFy7ocOE7oST54osvRKSQnwwPD5eGEQYQ1cjPP/8sVQvExPTp06VgAQ5WrFhRG47fcUht2bJFOUhIovbt24vpRGDdqVMnzQ35Q9bExx9/rPsHYxwQEKCxMQdvv/228rroN3mozM6dOxXuZMZ+c8O5rvvMTX71i085dV13iJkNycygPPPsv9V8Qkt5+vRpmz9/vk2bNk0nC3AKqBYTE6MAFo9Vp04duXwC+yFDhohUgfrPqHaAeoci37JlyzXqdrM0OpzTl5wbDUJ37Ngh+AV02bx5s7wu13j22Wf1+XgIqhcaNGggFTrXePrppwWZgNGQJgcPHlQOivfExcXJywDD27dvr9IUYBiEynfffSeanGtERUUJxqJ5rFixotIjlLTwGKh27dopz0cuLzw8XFALdEL6pkqVKiIhgG+nTp0S3AUhdOnSRd4Jw7P06dNHRa8U5I4dO1behvv/2GOPCe4CJTM+2Za8IWth6dKlmgeUN9WrVxfJBNqA3Lpw4YIgdmbM01J65lkWmk94OD8/P8udO7cdPnxYJy6xG6dUfHy8AmqKH0+ePKkkJ9Tu7t27FZ9BD+M1ExMTpdHjWqNGjZKyA0z/9ttvS6EBxY2nCwkJkaclZsFrml1VtOfMmVMB/fUPHPnTn/6kBD8EQv78+RU/oHLhexQpUkQenJP/5MmT0gdCYCQnJ0t9AoVN7JQ7d261I0BF8dJLL6nDNbHerl27NOfMEd541apVou9BIPXq1dM4iOUgZdatW6fPJ9XRrl07oQFQxMiRI1Wsi9fms6tVq6bYmnscHx8vb4fQ4OGHH5ZXJ3bGc7Vp00YKIxLgDRo00PrAzpw5o89lDoj96tat6z2uyjPPbjfzGQ+XL18+CwkJUUKTpCT0eYkSJVTLhPxn//79SqjiMfbt26cYiPoy4p/Tp0+LpURW9Nprr8mzoM976qmnxNqh/ifV4O/vr1OVWPLMmTNqdwezFxYWptORsXF6//Of/9T7SEWULl1aMRBem9jl4MGDik+g3H/66Sd5Cuj1J554Qt6OJDse5tFHH5UcCxbys88+k2wK+VmVKlWUmOZ9oI5y5crpHuC1jxw5onuEDIoxREVFqd0diOXy5ct6ZBQChaefflqxLDE77PCOHTv0Pjx/586ddQ9IaC9fvlxtKGi1CAMcFxen5Dxoxs/PT/cAjz98+HDdK5AN8zhq1CjJ1DJjPlGeU6hQIbdZs2Z2+vRpaRbJmxC458uXTxNPjiQsLEwLnQ1Sv359kSZsFoL+gQMHilpmkURGRoqGZ/GvW7dOT16Bdgb6bdy4UYJq2hcULlxYD4SAzi5RooQgDuoWSILQ0FBtfBbWww8/LOjG4geC3nfffRoj1//pp58E5Wg1XrVqVc0Hi55c4MqVKwWTSCMkJSUpdwZEe/rpp5XTpJsVn71t2zalXFC5bNiwQQcbRErG3pVAYDbS5cuXtbmAzCkpKTr0KE4lDeLv768iYOb9yJEjgrbA2EaNGokwoncL5TylSpXS5mLejx49qoOZOdu5c6fIIwqgIXt27dqleYuJifFanXvm2e1gPuHhwsPD3W7dulm7du2U0OTE5QQ7ePCgOhNzyj700EOCU5xM27ZtE31LYxqoabOrsIeiyujoaMEePFLbtm0VxHNa4i2bN2+uUxvPuXHjRp2uQJCzZ88KwpFYB+o8//zzN3izhIQE/Z5rkECeNGmSkrN0DytbtqySxXjjfv36CWLz/Ui2h4eHy3MBwxYuXChlDGVCGzZsEHTilCeZn5KSIg8B+VS8eHGpSSAkUIFERUUpEQ+Uu3TpkiAr1zp79qwgHEQHBNYjjzwijSuQO2fOnKqooIh00aJFUtlA7fP/xYsXV4gCTN60aZPIGIim0aNHS7l0faOjlStX6vFn77zzjufhPPPsdjCfIE14xveHH34oMoP4iIRokSJFFHfhsUaPHq1TkqqBTZs2KTYgAYvHyJUrlyRVxAgnTpy4pgDRLE3ihXeE8ifB+te//lWxJM1nXnnlFcU0yKZiYmLkITiZIRxmz54tL0Iyet++fRoTRZXELoULF1ZMi7Zz7ty5SmoT2/j7+8vrEefiwVauXKkEOTFWXFycxoTG8C9/+YuqG6gxxMufPn1a8Q70+d69e4U8kGDhJcLCwvQAFrzruXPn5KW5d3fccYdq2Zgr7uGgQYP0EEri0nnz5klbCsKJjo6WJ2R9gEreeOMN6U7pbVqlShXF+lQ0bNq0Sd+BFABrJzY2VnK5zJhPQMrIyEh39erVNnjwYME7bjY389FHHxVDl/Fh8ghWhw0bZmZpwTPQkEVEz8g2bdoIpqGmCA0NlToEVnH27NliAIE4/P8jjzwidpLNVbx4cW1QhL/JycnKbUHGUNYzc+ZM5YpQRVSqVEkLG0gGG1ugQAHBNpQSa9as0fuB3127dtU8sNgocH3nnXe0uVDW3HHHHVpYlNuMGjVKGkSgFgWudevW1Yam0r5ixYraoHQbg9Vs3LixfoZ9fvfddwWdISFc19Vm4ntyWFauXFmtziFB/vKXvwiCUoaUnJysw4B7ARzMlSuXBNaMddasWboe37NGjRraYLCgrI1q1aqJeGnatKkHKT3z7HYwn/BwuXLlcsuWLWuFChXSqc1Jju6uZMmSypMBCzp37qwOvdDKbdq0UVHl9YWIjRs3FvSEmh4+fLigHzBm4MCBgiW0DEe5sXPnTl2XlMWKFSukewTqjB49Wg/sIBfGtSpUqCAyAXgVGBgoT8LvIEoSExOVx8K7t2zZUnA34zO2GRNkCWmH6OhowVFSCy1atBC9znwDRc2uphtQlfz888+CX3iHzp07y7PhQfFce/fulUKHuXjuuedEhKE+uXjxopAMWk3e47qurgvhMWLECHlEVD8PPPCA5hkvj5dMSEjQvAF3x4wZI28N2snYgh5lCoTR1q1bdW/btm3reTjPPLsdzCc83P333+/GxsZa7969dYoQe3DKL1iwQF12UQZ06NBBpAM6uzp16qjUn6CY5O+cOXN0kvNvzpw5RXETz7Rv3140Micj3qlz5876mZO3UKFCSkKT3K5fv/41z5g2M9Wjua6rAlcImLVr14qE4eQnfnjqqafkYaH0lyxZotMYwiY2NlakEEoQSJM8efLIC4MG7r77bs0RY+3fv79OdU55xv/hhx/Ks5HsXrJkiSh8Yibq0bZv3y7dK/F3yZIl5SVbtGhhZmn3jNTGs88+a2ZXCZJOnTopDQPCadiwoQg0Yv3Q0FCRSHwnGkAVK1ZMqIRYrmjRoppfYtrAwECll9DEgiL27Nmj2P1vf/vbH/ZwPrHhcufO7ZYtW9YmTJig/BeBNfDq+PHjmixuRunSpSXIhTyJi4sTMYJEChFxYmKibjyL6cCBA7p5MKSlSpWSwgSpDzegZs2agkeU6ezfv18LC2bxoYceUgkQnaAo9fj0008FtYC/ISEhWiBsDMiQqKgoXYuD4KefflKBKtdNTEzURoNMgAnctWuX4BSMZ58+fbRxWHSVK1cWrKR5K2VFycnJ+iyg/Ny5c0VqQAqhusmfP78gLXKuxx9/XDlCDo+JEydqE3JwAmNfeeUVfRfCjapVqwo2sgkGDx4sUgNBdsYW6XwX2OFz586JXIPYGTFihJraci0Ouvz582v9jRs3zoOUnnl2O5hP5OEcx7HAwEBbvny51AFQ9OS/mjdvrpIZPNalS5f07DUIgbFjxwp64i1ROfTo0UMQBC+5bds2wcaM18C7AKdQlVSsWFHQD7Kla9eu8sTAu3z58gkyQUUjru3Tp4+EzIiHd+/eLc0lY4SinjBhgvJT5NxmzpypUx6iITY2VsWuQEtSC6dOndI1aAhbqlQpQWC89ldffSViCZICb/y3v/1N8wbxUrhwYSEKICXjiYyM1BwB8z755BMpNoDY7733njSU3FuKQ1u1aqV5JCd77tw5pS5AD7Vq1dK8QQTx//Xq1dP9BJZ+8sknIoXwiIsWLdLaIaWEjrRv376Czpkxz8N55lkWmk94uOLFi9u8efOsffv2ih/wBjR9CQ4OFlXP6ZqcnCwPhzqjQIECihvQ7KFpDAkJETlAy4R8+fIJ61MOc/HiRZ3SlPZAfffp00cVDXQDO3r0qChpKPHvv/9eY4OqR3URHBysLlZ4uHLlyl3z8Amzq52Pf/jhByViIVnGjx9vU6dO1eebpVUoEGdANBDHVqpUSd6Aa61evVqiACoTOnXqJH0n8RGxZd++feXxuRfR0dF6CCTNkoi1+vXrJ89JnPzEE08o1TN58mQzS+tZSRoAqp4Yqn///iK4iBU//vhjeV1SIuvXr9daoViX+x4bGyutKGviueeek4dFAzpnzhzF4CAWlCfR0dH/kVbnnofzzLMsNJ9gKSF8mOgAABCmSURBVMuXL+8uX77cvvnmG534JC3RygUFBSlJDHP4r3/9S5o+mL0cOXIoFuP0Ji5YuXKlYiy0dUWKFFEsRM/HPXv2iGkjIUtqYfjw4cL3/N3KlSvV954aq7i4OMmPoKRhw5YtWyZPQWzRoUMH0fF4SRjYEiVKiGGE+nZdV2NDOV+0aFHFq5z2xFUlSpRQ8pxCzqFDh0pKh1cKDw+X9yDWw9PdfffdYhuh1P38/JRWIf4hLeO6riRjpEHq16+vvyWtUaZMGd0z7j9M5tatW4UQYBofeeSRG1o31KtXTzEqawLJ1gcffKDYl89p3LixPCe63fPnz1/zXc2uMqnly5cXypk2bdrt/YzvU6dOWVxcnO3YsUMBMpuK7kytW7dWKQZkSGxsrHJKPEEmR44cCm7JlwHDgoKCRMIAOzt06KDFzDV27dolOEc6gOLKN954QxpKFnWePHkE1xh3QkKCcktseOj14OBg9fOADq9ateoNz4xj0fXo0UMLDLJlw4YNWmxswhYtWtzQT5F0RbZs2QSjWbgnTpwQJGOsW7ZsUaU0JA5wLHfu3MpVsmleeOEFwUAORDblvn37pI0Elh4+fFiEGD1hAgMDtdFINyCw7tmzp8ptSGGMHz9erwG/hw0bpvwfByffo1mzZrp+xjXE7xlvamqqvgOOiPu5bt06zXdmzIOUnnmWheYTkDI4ONitWLGihYSEiM4mEUuhZpkyZXRaAnUOHTokr8RJ/s477wiKUXaD19y2bZugAtdYvny54CBB+Z49e0QEQM1Db8+YMUPQDI/1008/ySMCC3v06KEAHXhMYr1r1676Hd7S7KrOD6/DuLJly6YTHY//+eefS0WC2mbPnj06kQn2OZXDw8PVhgIC489//rMIKBLCbdq0USUAUBiCZPr06Zpbym3WrVunz6JrMm0b9u/fL0RBi4pRo0ZJrUIBaGpqqpLmeCzmv169elIWITSYPn26UkT0momIiBB85j4iXnjiiSdEUhEqNGnSRCEHSfbXX39dSIJQhsT35cuXtdb69u2b5U9AHek4zteO4+xwHGe+4zh5M/zOewKqZ57dxH7TwzmOU83MzprZrAwPZKxjZitd173kOM5wMzPXdXkC6lwz+7OlPwHVzH7zCaj58+d369SpY1u3blVCE2+GF2nVqpXob7zCF198IUqXOKNkyZIq5CT4J9Vw55136tSD/o2KilKjGCj0bNmyKcHLyUssFxgYqBOfeOno0aM6fWmnUKxYManQiRGQXT344IMaG7Fc8eLF9Vl8TxK4GZ+VTcyXnJysv6UtxerVq0WJM394xqSkpBtO9JIlSyoWI55q1qyZkAHJaAipChUqKIbDc3Xo0EHfE08HcZOUlCTvi3cYO3asUgDUyA0cOFDxGYQUErKdO3cqMU2a5eeff9ZnIm9bs2aN4i4IKTx0nTp15Kn4Ti+++KLiNVDD8OHDNZfMB7FffHy80hlRUVH/t1rK65+Aet3vGptZU9d1W/7RJ6D6+/u7+fPnt48++uiGYkZUCYMHDxazCCQpWLCglBUoKpo3by71BIuJhTtgwABBRDbBsGHDRFYQRBcqVEisGsQBmsfy5ctrs5B36tixo66H2LpIkSJi77ihKCX+8Y9/CCrzObVr1xacguwhF1itWjXpH+nnsm7dOsFAFl316tXVaYtSH+aza9euKnYlV3fy5Enl5IDd58+fV4ctvjsw//nnnxeUpOdHrVq1JOKGkIAtjIyMFBOZkblkc9FBLTw8XIfX2rVrzewqyVKtWjWNjU2zdOlSwVf+Ll++fApDKEBl48fHx+swY51ER0eL5aV8a/369fobqrspQB4yZIgg/6xZs26plvJ5M1uc/vMfegIqk+uZZ//tlikP5zjOa2ZW0cyauK7rOo4zwczWua47O/33UWb2T9d15/3a9YsUKeK+9tprtmLFCgXBPAiDco26deuKuKAp6p/+9CfBQN7XuHFjnaDQ5UCdhIQEQTLIjREjRuiUJ1eTkpIiuIE6H5XBsmXLRD9TSvT1119f86wzszRIR86Pz0LB8eijj8qDQ2A8+eST8nb8joNo8eLFUmXgpcaNG6ccHmPt37+/Tnm8Kl5n9uzZgoPAzAoVKog8AjXUr19fin3+Fm/crl07wVGIoKSkJNH8qPqBZSEhIUrJMMby5csLHpPi2Llzp+YXIgWCp3bt2irVAkI/8cQTIkYgV/z8/KTUwRMB819++WU9zAOyKnv27JoPoGpqaqruKa0y0F4+9thjChfq1KmT9Xk4x3HamtkTZlbLvbprvSegeubZr9gf2nCO4zxmZi+bWXXXdc9n+NUfegKqWVqcNXXqVJEZeCV0izt37lTNGymAK1euiB4mzoiJidFpRgxFcejMmTN1aqOR/PLLL3VaUiOXmJgoBTyBPaqFhg0bSkMJcdC6dWspNvBOp06dEvnBaygxPv/8c8UKkEQzZszQZ5LwJt4ICQlRnIGX379/v05j1BwdO3aUV4c0wSssX75ccSbESoMGDUQwEXu+//77SiWAFPBIO3fuFPmB+n/RokWK66DUUduUKlVKggGU+cOHD9e84WF69uwphQffhfTGxo0bhV6InefMmaOf8b47duxQOoX7w/z4+/sr3sZzvv7664qLWQurV69WjRyekznI2CY/M/bvsJR6AqqZHbO0J6C+YmaBZnYi/W3rXdd9Mf39r1laXHfJzF5yXXfx9de83kJDQ93nnnvOBgwYoEAaOQ8QKTU1VaQGN71bt26Cd7BaI0aMUCNYlCBsshUrVihHRA6rSpUqgmlU97Zp00adsyAHGMeFCxd0CHAovPXWW2I6WdSRkZGCNCxqFmL//v0FbWBN161bd8Oi4P3t2rXThuAwSUpKkjiXDdGyZUstGMgHxrpo0SKRSTB1J06cELmCyPi9994TNERAjupj//79Yh0zCr2Ze2AhsP2uu+7SPQCC7t69WyQWJNH9998vORvwFCj38ssv69CAOTxx4oQOU661YcMGMdocjhA2Z8+e1e/YvC1bthSk5fCbN2+eesGQVwXifvXVV1LovPfee/93kPImT0CN+pX3e09A9cyzm5hPKE3Cw8Pd7t2724ULF5QDQhECLXvlyhURKdC+9957r95Hnuzw4cNqo4DwFFg4duxYnYzk0po0aaKTFrq8YcOGgoGc3vyb8XnbeNJevXqJIAE6xcXFSc/Ia3jQefPmqfyD3pWRkZEiMBgjUPf111+XeBqK/J133hHEQXsZEBCgExyomtFLAtcZ6+zZs/Ud8LRvvvmmTndOdLSSly5dkk4VpFCzZk15XXJWEDxmV8kSKP1WrVqJlMFzTpkyRWkDCDEgdHh4uMYD5O/UqZM8MsWyUVFRKlrFs2VM23AvsKZNm0q3CYoxu0q0kV4BmkdERAiCTp8+3Wux4Jlnt4P5RLXAxYsX7dtvv7Xz589L/c/JwqlWo0YNESScvBs2bBB9i5c6ceKE6HQ6MJHsbt26tU4zNITHjh2T90Axv2DBAqlCaKeAFrBcuXKKG/GCNWrUkBoD6r9v377yiigfOCHXr18vL0nMmj17dpXN8BqazfLly0vpT4y4YsUKxXrEayVLlhRtj2dBj1mwYEHFcFQ2XLx4UWkJvFRKSoo8MWMkNdKmTRvFrXjtS5cuXeOJza4q/osXL644kyTz1KlTFZ8hOHjvvfdEuZPOoLRpyJAhiv/47L179yolArJ54403pA6CcMmYvmGuaJverl07xe68LzAwUN+B1uvoM9u3b684PTPmeTjPPMtC84kY7r777nPHjRt3TVMgevnjOS5evKiEKmmBxx9//Jq+hGZp0iGkTsQznOyxsbHyQCRJk5KSdOJyskdERCiGwLPhaRMSEkRdEzO0bdtWpzrzmZiYqFgFehovdfbsWXlYxj906FDJ1JBUEdONGTNGtDmUfqNGjcTkco1PPvlEcSu0PWxi48aNhQx4MONDDz2kFASyuapVq+o1YkR0qoMGDZKkihTH1KlTlUgHSWR8xjoMMR7j8OHDaszDPXv44YeV8kE4QPzVsmVLSfTwxvv37xeiYb579eql7wwDDSKaPHmy0il0au7Vq5fuD5/11Vdf6bug14Vp3rNnjzSd5cqVu70LUK9cuWLnz5+3OnXqCMqRXwEaHTx4UEQAsLBmzZoqRmXR7d27V4sMyEeg36dPH90ooFmuXLmkNCGXN23aNBER3AByO2XLlhUJw4Lv06ePiA5o8EKFCkmTCHTp1KmTmaVtBnI/0OBmV/OFlPFAKhw4cEBUPqTCSy+9JFhHgN+0aVN9d+Api7BevXrq+wL0atq0qa6HmmPhwoVSvDBGKHXmzuwqBPX39xckp/IckfSxY8c0HtIgK1euVJ6PQ3X79u3KqzFXhAXZsmVT3o65WrVqlaAqus3Y2FhtYMTRwNKHHnpIhwD38a233hK0Zmyff/65cnnMPQfLjz/+6HXt8syz2818AlI6jvM/ZnbOzJJv9Vj+TStgt8dYb5dxmt0+Yy1gZrlc1y34R/7YJzacmZnjOJv+KC7Oartdxnq7jNPs9hlrZsfpQUrPPMtC8zacZ55lofnShptyqwfwO+x2GevtMk6z22esmRqnz8Rwnnn2/8F8ycN55tl/vXkbzjPPstB8YsM5jvNYeh/LfY7j9L3V48Ecx4lwHOczx3H2OI6zy3GcHumvD3Ac5wfHcbal/1fvVo/VzMxxnAOO43yVPqZN6a/ldxxnmeM436b/m+8Wj7Fkhnnb5jhOquM4L/nKnN6kD+tN5/B392F1XfeW/mdmfma238yKmVmAmW03szK3elzpYws1s8j0n4PNbK+ZlTGzAWbW61aP7xfGe8DMClz32ggz65v+c18zG36rx3ndvT9qZkV8ZU7NrJqZRZrZzt+aw/S1sN3Suh8UTV/Hfr92fV/wcH82s32u637nuu5PZhZrZk/e4jGZmZnrukdc192S/vMZM9tjN2n758P2pJnNTP95ppk1uoVjud5qmdl+13UTb/VAMNd1Pzezk9e9fLM5fNLMYl3Xvei67vdmts/S1vNNzRc23L/dy/JWWnqrwAfN7Mv0l7qmt3qPvtUwLYO5ZrbUcZzNjuN0SH+tsOu6R8zSDhAzK3TLRnejtbC0Tt2YL86p2c3n8HevXV/YcM4vvOZTuQrHcXKb2TxLa4qUamYTzay4mZU3syNmNuoWDi+jPey6bqSZPW5mXdLb1PukOY4TYGYNzeyj9Jd8dU5/zX732vWFDefTvSwdx/G3tM0W47punJmZ67rHXNe97LruFTObar8BI7LKXNdNSv/3uJnNt7RxHXMcJ9TMLP3f47duhNfY42a2xXXdY2a+O6fpdrM5/N1r1xc23EYzK+E4TtH0U6+FpfW3vOXmpBXlRZnZHtd1R2d4PTTD2xqb2c7r/zarzXGcXI7jBPOzmdWxtHHFm1nb9Le1NbPM9wn4z9gzlgFO+uKcZrCbzWG8mbVwHCfQcZyi9u/0Yb3VrFA621PP0hjA/Wb22q0eT4ZxVbE0iLDDzLal/1fPzN43s6/SX483s1AfGGsxS2PMtpvZLubRzELMbIWZfZv+b34fGGuQpfU0zZPhNZ+YU0s7BI6Y2c+W5sFe+LU5NLPX0tftN2b2+G9d35N2eeZZFpovQErPPPt/Y96G88yzLDRvw3nmWRaat+E88ywLzdtwnnmWheZtOM88y0LzNpxnnmWh/S+dfcy3SA6EUAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] @@ -1268,7 +1174,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1287,7 +1193,26 @@ }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAANwAAAD7CAYAAAAB8/oPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3SV1db11yFSQggJARJa6IZmACkC0iJKkSpFBCQgVUAUaQGUIoKASJcq9QqCICIg3UsLTYqEIpiEIoSeUBI6BDjfH8ffTLi8975D84rxfmeP4VCTk+c8Ze8155prrv04nE6nuYd7uMfTGWn+6hNwD/f4/2m4F5x7uMdTHO4F5x7u8RSHe8G5h3s8xeFecO7hHk9xuBece7jHUxx/2oJzOBx1HA5HlMPhOO5wOPr/Wd/jHu7xdxqOP6MO53A4PMws2sxqmtlZM9trZi2dTufR//Mvcw/3+BuNZ/6k475gZsedTudJMzOHw/G1mTUys/9xwWXJksWZO3due/Dggd28edPMzB48eGBmZj4+PmZm5uHhYVFRUWZmVrRoUTMzO3bsmGXOnPmxY2XLls2uXr362M/i4uLMzMzX19fSpHGB+jPPuC49MTHRvLy8zMx0rPv379ujR4/MzOzy5ctmZpYhQwYzM7t7964lJiaamVmmTJnMzOzRo0eWLl26x76rRIkSduPGDTMzO3v27GPnfebMGbt7966Zmfn5+ZmZmbe3t926deux7yIYent763zu37+v8+D3np6eZmYWHx+vv82SJYs+Z2Z2/fp1fZ7zT58+vcXHx5uZWdasWfWd9+7de+wecV9u376t6+RcM2bMqPt36dKlx74zR44clpCQoM+ZuZ6rw+EwM9Ozzpkzp54L350+fXozM3v48KFdu3btsd95eHjoPJJ/nvO9cuWKmZkFBgaamdm5c+eMwf3OnDmzruH8+fO6Xu4fcyht2rRmZpY3b157+PChmZlFR0dfdjqd2e0PjD9rweU2szPJ/v+smVVI/gGHw9HZzDqbmeXKlcuWLl1qsbGxtmvXLjNLuuBXX33VzFyTu0aNGmZmtmTJEjMzq1mzptWqVcvMkiZnhw4dbPHixY/97IsvvjAzs5CQEE3O7Nld9+vChQv2wgsvmJnpWDExMZo0c+bMMTOzwoULm5lrkfMAq1WrZmZmd+7csdy5c5uZ2bRp08zMbNOmTfbDDz+YmdmAAQPMzGzNmjVmZta7d28Fj5YtW5qZWfXq1W3Pnj1mlrQwOYeXXnpJE+v06dNmZhYdHa2FU6JECTMzW758uRUrVszMzJo2bWpmpu/54YcfFMSYYIUKFbLvvvvOzMzatm1rZq4FffLkSTNzBa/k92X//v2WN29eMzP78ccfzcysfPnyun/jx483M7OjR4/qulevXm1mZiVLljQz13NlMYWHh5uZ2cCBA7Vof/31VzMzy5cvn5m5FuU333yje2/mCg7c71OnTpmZWYECBfRM586d+9j5DBw4UHPhzTffNDOzGjVq2P79+83MbPDgwbreZ5991szMFi1aZGZmefLkMTOziRMnaoGGhIS4HsIfGH/WgnP8Dz97jLs6nc4vzOwLM7PAwEDn6tWrzcvLS5OtQgXX+uzevbuZuR7U4cOHzczsxRdfNDOzkSNH2tSpU83MrHTp0mbmWozcrFKlSpmZWVBQkJm5ohUR7OeffzYzs27dutmyZcvMzGzlypVmZla2bFlNuq+//trMzI4fP25mrgm8Y8cOMzP75JNPzMz10FmYLLK4uDhbtWqVmZkFBwebmVmdOnXMzCwsLMw+/vhjM3OhBp9v3LixmZlNmDDBzJLQNTAw0KpWrWpmSRPh6NGj5u3tbWZmW7duNTNXEGnSpImZmYJT165dzcysdu3auleFChXS+bDguL727dvbyJEjzSwJ9XLmzGlmZrt379Zzefnll3U+LI5u3bqZmVmvXr3MzLUoWSS1a9c2M1fg5DlyTUuWLNE9ev75583MhIxdu3a1BQsWmFlS8KtXr57NmzfPzMwOHDhgZi4E4vpGjBhhZmbvvvuu/p9rHjdunJmZORwOW7p06WPn/eKLL4qVdOjQwczMPvzwQzMzCwgIsJ9++slSOv6sBXfWzAKT/X8eMzv/7z6cNm1ay5kzp7300ktWr149M0t62M8995yZuWgVtCQ0NNTMzD799FNNcCZOwYIFRb8qVapkZkmTo3z58rppTOqbN2/a22+/bWZJ1OPMmTPWuXNnMzPbsGGDmSWhwubNm4W+oMfatWu1OJgcH3/8sRY8DzQmJsbMXPRn8uTJunYzVxQGiTlvzmfGjBk6x9mzZ5uZa5JyLRUrVjQzs3LlytmZMy5iMXPmTDMzmz59upm5EJfoXbNmTTMza9OmjZDtpZdeMjOzdOnS6XMsXq5txIgRtn79+seOcebMGbtw4YKZJSF5o0aNzMyFOs2bN3/sPh48eFBUr2DBgnouw4YNM7MkOs0CjYyMVEDhvo8dO9ZCQkLMLIl55MqVS8flczyL69ev28SJE83MRGfPnTsnxALFtm3bJmrLeTAPv/zyS1HKlIw/S6Xca2bPOhyOAg6HI52ZtTCzlX/Sd7mHe/xtxp+CcE6n84HD4ehuZuvNzMPM5jidziP/7vPx8fG2fPlyK1KkiOgJvBphYufOnValShUzM+vYsaOZuWD+yy+/NDNXtDZzUdDo6GgzS8oHyAtr1aoligh12L59u2gDeUZISIhFRETob367JjNzCST8jqR///79om4k7IcPHxZ6QF3ItWJjY5XgQ3vi4uJs9OjRZmbWoEEDMzNr1aqVmblyHT5/8OBBMzN7++237fPPPzcz0/l07NhRtJTvgpIHBASIRkOJExMTdQ1cX69evXQMEDlHjhxmZjZlyhTlhr/88ouZuZAUBIQGktMFBARIROLali9frryrU6dOZubKq9566y0zSxKYevToYWYudOcauLfvvfee8luQ/+7duxJtEIw4RlxcnKgnyP/iiy/azp07zcyE0MuXLxdywjKGDh1qZmbz5s2zvXv3WkrHn0Upzel0rjGzNX/W8d3DPf6O40+pw/3eUaJECeeiRYvs5s2bdufOHTMz++yzz8wsSdp98803lUchHBw6dEgKFgnz6dOnlfeRz8Dbc+XKJZUNUWHhwoWSmOHtZ86cUTmCiIsQsHPnTuUIIGhERIRyDtA3NjZWOQTnQ2508eJFoQhCyvz582379u1mZsqTiLI7d+6UEECu2rNnT0VcDw8PMzPz8vIS4iP3J8/vyFXIicqWLavrg1nMnDlTyNOiRQszS8rhsmXLJpbB+c+ePVvP4OLFi2aWhPw9e/a0V155xcySShHx8fHKsV9//XXdK1gICibfeeXKFatfv76ZuXIsM1fexneVKVPGzFzoipj27bffmlmSyps7d247csRFsFAyo6OjbcyYMWZm9s4775iZ2aBBgyREkSujCo8dO1YImj9//p+cTmc5+wPDbe1yD/d4iuNPo5S/Z8TFxdnMmTNtx44dtmXLFjNLijqohadOnRLqEcU//vhjfY4cID4+3vbt22dmZg0bNjSzpJylaNGiylVAk59++kn1GP4uMjJSNTNkbdSwnTt3KrqCQOXLl1c+MGPGDDNzqY9EXCLj8OHDzcyVF86fP9/MksoO5BZmSblHcuQFdbp06WJmrvznvffeM7OkyL9kyRLJ5SA0dcdhw4YJOUG9gwcPCqn69++v45MPozZS86IWaJZUavHx8dE1o5ry96GhoVICUUu//fZbPRdyuVatWtmhQ4fMzKQEUjMsXLiw1MzNmzebmevZoaByHr6+viotUIdFcbxz546O+9prr5mZ6zmSuzHH0qRJo/xzxYoVj11Tvnz5xGJSMlLFgnvmmWfM19fXhg8frsIk1AI6sXTpUknpFJxz584tugZlCAwMVLLPTWbiVKhQQXUYqELbtm0lCkAx0qVLp9oTi5vJP3XqVJsyZYqZJdXyPDw8LCAgwMySxIcbN25Y5cqVzSwpiae4W6hQIdW9mKyVKlVSLfGDDz4wsyRBZdu2bda7d28zS5KwY2NjVRJh4qxbt05BICws7LF71aBBAwUlKGX//v1V3O7bt6+ZuWqR1McQapjUffr00XdSg7x3757KLoMGDTIzVwAycy0k7inHrFixooICC+iXX35RmYFSCiLHxIkT7Y033jCzpHJQchGE5zR+/HhdF7Se43ft2lXCGEJUvnz5RFuZH2nSpFEaQtmIwBsWFqbAnJLhppTu4R5PcaQKhPPw8DA/Pz+7f/+++fv762fJR7169US7ECO8vLzM19fXzJLk8m7dukmiz5Url5mZEvd//OMfkvmJ3vfu3ROdwmo0Z84ca9eunf7GLEl4SZ8+vdAMdAoODlYpAntW9erVbfny5WaWhHA4JQYPHixhAeqXLVs2ISbnw+/279+vqA2FXrVqlUobJPo//PCD/gZ0pZher149XV9kZKSZuSgdVjTk+4cPH0p0oEyCM2TYsGGi2KDw2bNnlQaAlghMt27dsrp165pZUqlg2LBhQndEp/v374uyw3C4V61bt5YbB3ocExOjOcDne/XqpXOCsUDzT548aZ9++qmZmVjSqVOn9N8cd8aMGUK4Pn36mFkSy3jw4IHcJwsXLrQ/OtwI5x7u8RRHqigLFChQwDlkyBAbNmyYDRkyxMxMyEX09PT0VGEVWX7o0KFWvXp1MzP75z//aWYuBECcwCNJ/vDWW28JscgBzp07Z9evXzezJHGjU6dOMgGTs5Qr51KBN2/eLBEBhBkwYIAKweQRly9fVrSk6It/smfPnkJCUOTixYuKuHyOa8qQIYOsV0j1gYGBkrhBpwkTJigXI+cDKWrUqCFEpqxy6tQp5YT87ubNm2IB5Dj4Sjdu3Gj58+c3syQhas2aNcqL8WAiqRcqVEjMg/OOjo5WAZsyz40bN5SrFylSxMyScsrQ0NAnUK9ixYpCYdDpwYMHOi5CDcjs6+urfB5ULVKkiHJCjvHw4UNd3/fff//Y765evSpv7IoVK/5wWSBVLLhMmTI5g4ODrXLlypoM1Hvw4s2dO1f1GyjX/PnzVVdDBAkNDZUiBrWEaowYMULKHrWjBQsWSH1jIadPn15qFoIByX+2bNkkTLC4Vq9erUCBqvX1119r0SLiIBZER0eL8uGmv3LlijoHUC5PnDhhZi7PYevWrc0sqb4WExOja+e8R48eLU8ikw1B44UXXrBZs2aZmanWefbsWU1SFm/hwoUfq1WZJVHQM2fOKHigli5atEiL76uvvjKzpBrnDz/8ICGFRRgWFiaRB8Hjn//8pwJb2bJlzcxERXv27Cm6iQpZrVo10VeoeefOndVZwvnw/1FRUXIscW+nTp2qIImw1KtXL4lw3APoY6VKlUSnU7Lg3JTSPdzjKY5UgXAZMmRw5smTx3bv3i3qgUACXTl27JiiE87vdu3ayR3y0UcfmZmLukAXifK4EYoWLSrhgFG/fn3Vg6ib/frrr+pMoEaDEODp6SnaAVKEh4fL9QH96t69u45HSQF69eKLLz7WmWDmcqvQmsLncYEkJCToOznXypUrq3TC5x48eCAPJdcJKwgJCdE1cKyrV6/KK4hs3rlzZ9u0aZOZmb3//vtmllR2aN26tSg5CDBr1qwnHCmkA7GxsUIbPI99+vRRHRBKFxERoRohrAGqW6hQIZUzEEE2b96sNi5KKSVKlNDz5rxBteDgYDEmqGWJEiXUNwfSvvvuu5orUFrurb+/vxhFq1at3AjnHu7xdxipoizw6NEju337th0/ftz69etnZq4irpmrp8rMlRcQnYh0FSpUUPRFVChXrpzyNEQTJN4iRYqohw0hZcGCBcqViMbt2rUTUuEeJ3ru2LFDiTc54uuvv64knohL3mGWJEVTWihevLh+RnG2SZMmQkD8lXQDHDp0SNeE62Lo0KH6PaWUzZs3SxKPjY01s6RO7g0bNghBkbczZsyofjzOu3jx4soTaTbFsbF8+XK5Woj8OXLkUH6JNxIR591331X+ipDxwQcfKC/HJxsRESFhhP4zcqfq1avr+mAMVatWlfmA/HLQoEFCPQQp3DyBgYHyivIcDx48KEcKbGrLli16Ltxb5mO3bt2UZ6ZkpIoFFxwcbLt27bLIyEgtJmgK4kLjxo0lAGBU/vbbbzU5oFrvv/++hBdoCpM1JiZGNxSK0717d010VLCLFy+qRYZ6Dwu6Z8+emgzsjxEVFaVFQtd4aGioFmHx4sXNLMnlcODAASX0CBMtW7bUYkJ0QLmrXr26aDKuiKCgIE16tpxo3LixanJsc0CdrWPHjlJVCVxjxoxRMMJZ0bVrV9XMcO9go/L29pZyynmUKVNGC5LgSN1zxIgRUj9p66lataqsX1DLM2fOqMUI8YsaZmRkpK6B3w0fPlx/y30ZM2aMao4EYRTgdu3aKQASiFq1aqWFzPm///77srqhfqNOd+3aVc8vJcNNKd3DPZ7iSBWiia+vr7NKlSrm5+enKMIeFCT/Z8+eVUKNkOLv76+oRhK/e/duyetQReonnTp1ktCAnBwQEKDvIhp7enrKDwgtBRGbN28umrZ7924zcyELEZzyQbt27ZSU03qCANOoUSOJFbTsDBs2TFEbVOfvpk+fLu8iBtoiRYqITiEm+fj4qERAeQDpOzw8XNe0ceNGM3MhBcfArFu0aFGxDLaGQAwZNmyYRBjk+1OnTgnROG88h/ny5ZMAtHbtWjNz1QdBdYQRh8MhxOS8EVSOHj2qEgEG7gIFCugaEDnWr1+vEgQMhx3Ojh8/LqcONLlTp04qASSnlDwDdgqDuk6aNEnPNiQkxC2auId7/B1GqsjhAgICrHfv3rZgwQI1WMK54ePXrl2TPExj4QcffCBkI8pGRUVJ8ECQYGOizz77TAjH5/PkyaMiN06TSpUqSUzAS0eht06dOnJigA61a9dWvkMelnwnKnInkOPrr7+WRM/5FyxYULkVEZ1c59ChQxIacNPXr1/fJk2aZGZJW9atXr1aORnfSZuLt7e3vhNx6Oeff5YvlGP07dtXCIHLApSaO3eung+ik6enp/Jojst5f/XVV2rFIb9LSEhQ2QEUKVOmjPJRzgdx5tq1ayq2I4aULl1a6MiemeXKlVMuznkjbm3YsEGlAoSXTJkyqeCNMPLRRx9JSIFdkLsHBQWp9JSS4UY493CPpzhSRQ6XI0cOZ5s2bezhw4eSh+HVyNwRERHKyYh+M2bMUI5CoXLatGmKuFhxyEVy586tXAU7V6lSpcT1URUnT56s3Aq1EoU0S5YsUgAZ5cqVU98cUbNDhw5CSXJOZHmHw6HPcf6//vqrbGSgHojeuHFj5Uwg/pQpU1TY5RwDAgJkeUIZpbsgW7Zs1qxZMzMzFelLlCghGR7PakBAgIr+KJfI/TExMXoelAIiIiKEbKAw53Djxg09C5ArJCREbIBnkC5dOjEPng8llNq1a8sSx/0oXLiw8kquxel0CgExJJCnnz59WkhL3jZ16lQ9F3oHO3TooDmGwk0547333tO9/Omnn/5wDpcqKGV8fLytWLHCqlSpIgmYyUcDYJMmTdRSg8gxd+5ciSzcvCZNmmgB4S5gwbVt21bd2rTfVKhQQe4J2kYSEhI0YVlIiDeZMmWSMZgHXKFCBRl3Sc4XLVr0RD0Q0aR79+4qY7BYnE6naAzSPhL2mTNnVCZhkWXMmFEJPmLC/Pnzdf/oGqeTulGjRprMCA3nz5+Xl5NSRNWqVTXZqaFxr6ZNm6bJyXdWqVJF9JUFwXfXr19fzwVD9tatW1ULZa/K+vXr6zy4Tq69Ro0aooEIUzExMaLr7AKQL1++J4QUAkXOnDnlTiKQHjhwQPVIBKnIyEjNO8o2nKOnp6dSj5RsCOumlO7hHk9xpApKWapUKef69eutVatWimLQNqhGXFycRAcidUBAgGjSqFGjzMwlSCA+QCmI0O3bt9fxQM79+/erkE0BtHfv3opiNIVCl5o0aSLKhDiwc+dO0UCS8wEDBijSg7R0KPzzn/8U6nKOzz77rNwNiDIIDStXrlTkJ8H/+OOP5cCnDOLh4fHECz4o7g4dOvQJGrZp0yZ5KPnu2rVr28CBA3U8sySU/Oqrr3QvuVetW7fW5xGiYCBxcXE6BnR62rRpotOg1CuvvCKXCOcNrW3Tpo3YALT0s88+073nWfTv319zhntEA/Inn3yi74KdtGvXTnMAUej8+fNCQs4xeWcKglXu3LndZQH3cI+/w0gVCBcUFOScMmWKORwOed0onhLxWrZsKWsPCNejRw81CpK3tWjRQj5M7ELYrho2bCg5mUj38OFDRWYK2v369VOfGBYfti6YN2+edgIGHY4ePariM2j5xhtvyL9HZCZnaNCggXJJkvO0adNq70kKuKBTjhw5rGfPnmaWFI1nzpypYjH3aM2aNcrh/nW7gd69eytac39+/vlnFfTpIFizZo3+BpsTmx8lJiZK6CAfnTx5stAGVOAeHDx4UPcABB00aJB+jwBUtWpV5cDI/KD8G2+8obyV8z99+rTYDn2IJ0+elOuf74KV7Nu3TyUI8sFatWppzoD8/fr1UxkIEYkifdGiRWXb+/XXX59+A6rD4Qg0sy/NLIeZPTKzL5xO50SHw+FnZovNLL+ZnTKz5k6n89p/OlbWrFmdtWvXtsDAQNEXPI/UxgIDA+USQMl888039RBIaNeuXas2CkQWaOTJkyc1YWkiPXjwoCYdn6tTp45UQZJ3qG769OlFY6CKc+fO1cPgPMqUKSO1LHlXsplLZEE1Q8Vbt26dfJuILVAkf39/bf3OfRk1apQmA4n+qlWrFIyg1cnbhahLIs6sXbtWKikiUXBwsCgnqhwiSufOnWXgRYEdNWqUFj60kEm9YcMGXQPCyqlTp/RcqPeNGzfuCVM01xEWFiYaS3CdO3eu2pB41t7e3go2uFrwxl6+fPkJd0tUVJSCHruCbd26VW4jhC58u6GhoTqnyMjIv4RSPjCz3k6ns5iZVTSzdxwOR3Ez629mG51O57NmtvG3/3cP93AP+z+klA6HY4WZTf7tnxCn03nB4XDkNLMtTqezyH/62+eee865dOlSCw8PF8Ih1SNC3LlzR8iGNzJ//vyKUjRy3r17V9Ed1wdJ/KeffiramHz7AnaFYs+U06dP63N8P3Tw9OnTinTI8kOHDpX7BcrVq1cvJeXUqdh8tm7duoq+bAdx7tw50S8oF3ut3Lt3T3Uv3BQ9e/bUdVFbunXrlpCZ+wjqLFu2TGgARQwMDBSqUnNLkyaNOgKgfOwZ+eDBA4lJIH6OHDl0fZQ48FuOGDFCtJ5yQtOmTVVSQDgaN26cfJhsS4FgNHv2bKE6NPLZZ59VAy/fGRYWpmcAKwKZCxQooK3WeUljyZIldf8QSsqVK6fOCJ4dz8zb21ulk/Hjx/+1oonD4chvZs+b2W4zC3A6nRfMzH77t/+/+ZvODodjn8Ph2Ae/dg/3+G8fKUY4h8ORycy2mtknTqdzmcPhiHc6nb7Jfn/N6XRm+U/HyJUrl7NDhw52/PhxIVv79u3NLClSN2vWTDI7OVdAQIAcIAgMCxcuVBJMYRo+/ujRI4kUJNYDBw5U/kXE3b9/vxL1f91m28fHRwhL5J08ebKEFwSH7777TqjB5ykdZM6cWcdDXq9WrZqEF3YdI1J36NBBuQQ52YMHDx5zrpi53qYK2lGwp+xQsWJF5Sd0Dezdu1cIwb0KCQmRb/RfC7xFixZV/1nync5AFq4TQWr06NFCOzyeCxcuVIGcUs5bb72l8yVfI+89dOiQ3B74OD/44APdW+ZJyZIlhY6cI021cXFx2uCIz6xdu1bPCu9q7dq1dZ7kknhGFy5cqIbjYsWK/TVOE4fDkdbMvjWzr5xO57LffnzJ4XDkTEYpY/+342TOnNlq1qxpzZo1E7wz0ak/FS9eXGIC4smECROU9KNuzZkzR4oik5pk+rvvvpOtCAHj3LlzUhGZwGXKlNEiRWQh0Z8/f76cDPzM399fggs1qb1796qBlM/hfNi/f79oGM6HkJAQXR/qIBOhcuXKEh249p9//lmLNfkiQ11l81nYQ3x8vLagY5ElV1xp+PT09JRYAo1FsJk4caLagxBZxo4dK8EDAzT1wUyZMqmBEzq2adMm0XmEl0OHDklJRjmkzWjLli26f9DvNGnSyNGDHe/QoUOi4tTLoKB+fn5yjmAZnD9/vq4vefc/6iQOJgL6jBkz5ABKyfjDlNLhCquzzewXp9M5LtmvVppZ29/+u62Zrfjjp+ce7vHfNVKCcJXNLNTMDjscjgO//ewDMxtlZkscDkcHM4sxs9f/twPFxcXZrFmzbOjQoYJ5xBBoxEcffaSow14Vo0ePFhKylfWNGzckZhC1SfB9fX2FeqBNaGioojWJ8ttvvy0xAZoJDVq6dKkSb2pH06dPV00OKlSrVi35A6lZES0rVKgg4YW9IqOjo/X9UEoaXJcuXSoERfLOkSOHthBAlk+fPr3KGLTi0AS7du1alVDYc+SFF14QAkLJ06ZNK/rKvedZXLt2TQiAwycmJkaMApYB9W/WrJloMc/s2LFjoq+g+549e0Th8G/SCtOgQQP5GUkDChYsKBoN9Y+Li9N1IXCxBUbjxo11ndQgL1++rOcCMm7ZskU/ox6HgLRly5a/9g2oTqdzu5k5/s2vX/6jx3UP9/hvHqnCaUJ7TsuWLRVhkGzxw5UtW1a5DRJy37595T6hhaNRo0bKxSjSUmRetGiRipzIzsuXL1cuRM6VO3duudyJ3rgWvv/+e30ed8bu3bslv4MKo0aNUs5BPkK+OW3aNLncEVKaN2+ugjq5EGh/9OhRIRVdCzdu3BA68j14Nc2SciHu4/Xr13UMyg8eHh4SakAxf39/ITP3D3Tds2ePSgug+7Jly4TM5EKUZa5cuSKEQFhp0qSJBBee3enTp4X+MA+EjwkTJmhLdPLSmzdvPvGiloiICIkrCCQ0ru7bt0+IiCjSr18/+WTZzmHChAlqVsbpQq5doUIFPY9GjRq5vZTu4R5/h5Eq+uH8/PysZcuWNm7cOMm2RDwQI3369FKyKEaXKVNG1iGUqVOnTslTRxEYuXrkyJGK8tiPoqKihAIgRd68eROr2FsAACAASURBVJWjUILACvbyyy8ruuJv3LZtm3JIVNaIiAh5C5HyUSGvX7+uTYS4pu7duysHIs+kh+zKlSvK3VAu79y5o1wSNLh7965eNELuxC7IX375pRCUbfASEhLkxKc0Mnr0aPlH6S9Des+bN6/yQPLHXbt2aSsDyg4oqd98842uHZW1fv36yk25dl9fX+XM3FM6IMySCu/Ys5o3by57WvLNjMjxyQcpYkdHR6uAzfPv0qWLjR071sySGpX9/f3FbMjr2UYjLCxM15CSkSooZdasWZ2vvvqqbd68WXss8m9aLX766SdJ9CTAZ86cUZ2H6/D29hbNYCJAMfv376/FBXXZt2+f9q2AoiXfaBQ6ygTr0qWLBBQoyZo1azTpoZ79+/fXQmc7diT7Hj16iMIxScuWLSuxBzoIfWzbtq2CDCLOxo0btYBZBJ9//vkTb9mhjtmkSRNJ81CvVatWPbHvyv379yUiUC7huxMSEvQ7RIUpU6aoFILgAZUbN26cUgREpTlz5jzxBp7Q0FDtYUMNj0XfokULUU8cQcWKFRO9hO42a9ZMdT3OG7/lnDlzRI8p6cTFxSk48d1HjhwR9aXUgqE8T548KmeEh4e7KaV7uMffYaQKSpk7d24bOXKkbdiwQREUZCHi3bhxQ5GOCJmYmCj0QlCZMmWKUI8EGFpTpkyZx9zzZq5mRpJ+CsIXL16Uk4F9Ekn0e/fuLQcDUXPw4MGS5vFIjho1SrQOHyF0ZenSpaLMIHPZsmW1xQP0lXNdsGCBjoEP0ixpKwZk/EuXLqm1h2jM9xQsWFBowzW1bNlSrhx+t3XrVl0r6MfnhwwZIg8jtLF69eqi0fv27TOzJAGrW7duT7wnPDAwUOeWfEcstj0HkbmOxMRE0W/EELOksgFSffny5dUJQGsSlLJnz54qeHPcQ4cOqXgOwn377bcqM3As3EQDBgzQ/PjXF8L8nuFGOPdwj6c4UkUO5+fn56xZs6bdunVLPj4KuETXLFmyKOlHtChatKiiJJatKlWqKD+iwIrg0LFjR8nU5CDr16/XCzvIBw4ePKjSA1ESSX/27NnKPRBeihUrpv0MkbDz5s2ra8DCRJG+adOmsj+Ra61YsUL5H+dBop85c2ZFXPLChw8fClEQHGbNmiWkJ1+DKRQvXly2LK7l0qVLsnthzypbtqwQBUsXSL1t2zY9HxqFCxYsKDbAv/nOWrVqqSeQInfDhg3VLUCO9cknn8hDCdpwDC8vL+VuWM5ef/11CSncq9jYWFm56DGkN7FLly4SjxCHXn/9dT0P2M7SpUv13EFt8um5c+cqR5w+ffrfe9eu69ev28aNG2348OESPLgJCAknT56UiohCVbRoUfkkUfYiIiIkUlCXwuXg6+sr7x30LSYmRhuqkig3adLksS3zzJJeTp/cHM3CLl26tBYaE/jw4cOiURwDl0a7du1khMURMm7cODW0sqU75/Dss8+qdYgAsHv3bk1wFsYLL7ygz9ExD93MkyePRALUx/3796u2BE0vUaKEggeTFIo4atQoqaSID5GRkaozQuWhvSVLlpTKzHn5+vqqkRRx5cSJE+oap52HutmmTZv0t0uXLjUzF7VlMbHgcubMKaWauYNJe/LkydpbBdXx22+/VYpC6jF06FDNFRY0aYO/v7/qlykZbkrpHu7xFEeqoJQFCxZ0Dh8+3Pr37y8HCLUfalmzZs1SgowQkDNnTqEIG5oOHjxYEjd1KvYdHDFihFwQSPvXr19Xqz9ePepEZklOf+he8pc6QO/u3r37mLBg5or2IBvJOSJIlSpVhMh0LaxatUoUFFTgM7NmzdK5QbkqVKigyM99adKkieguiMvuVydPnlRJASr6ww8/yDmC7/Czzz7T9UO7kf2Tew1BpICAAKEuJRc8rOvXr1fXBe6cLVu2iB5T+tm6datEEGqR3IMePXoIsZgTJ06cUBqAQFKqVClRVeqX1PQuXryohmIcJB988IEYEILU+PHjhWygL4wrISFB9/SLL75wlwXcwz3+DiNV5HBxcXE2ffp069u3rxoR+Tdy+507d4RcJP8HDhzQ54jQkyZNUrQk2UbOHTlypJzkoMmYMWMk13OMqlWrKtlHRqbYnitXLuUNRNfw8HDlU8jKffr0ERLSQQAa7927V7kBLoeJEycKdclV8TSuWbNGx+XzL7300mN+RjNXrxf5F/kgEfvcuXM2YMAA3W8zl6iECAJDqFu3rrYjAG1A0MqVK+vz5M7t27eX+IFxABRcsGCBrh2Ejo2NFaqCoKGhocoJyVtBULMkNwkF7Xv37imfwr85YMAA3V+eBXl6RESEkAr0njBhghCR/Lxr165Cc/JixC1PT08186ZkpIoFlz9/fps9e7b5+PhoMkDhmCTjx4/XTcNh8dxzzz3R/Dh+/HiJGtA7kvhu3bqJ+iG8DBw4UPYtrD65c+dWLYrJx++Cg4M1iaC7L7/8sugUlrDs2bNLQWWioHxNmzZNiwtzdGBgoJwo1KJ4wHFxcTJWo1xOnz5dKimfDw8PlyDCosWds2nTJhl3odgHDx6UuELQiYyMlOhEWxOtOx4eHqp7Ip5s2rRJtJhnx7kePHhQrhYo4N27d7X/DOptSEiIrFwEMxpGlyxZIlrMbgDPPfecrpPRrFkziU1cH7SwadOmChAs0J07d+p8UWEvX76s50yAYFHWr19fQSwlw00p3cM9nuJIFaJJ9uzZnY0bN7YWLVpIKMAHCRL4+vrKq0fy+ssvv8iJwttzJk+erKhKtES2nj9/vpoZSdjv37+v6IfptUWLFoqg1Pyo7VSpUkUUh2bGt956SwIGnsHs2bNL3EFyR7TIkCGDzLHQ5PXr1+s72ZkLWbt58+Zq6kTa9/HxEapyTb/++qt2NmP3sOQ7b3E/8IXeuHFDrSnJ22MQHaB3lDDeeecdoQg0vXfv3qLH3GfEikyZMqkNiRLDyJEjdY44ZbJnz653xlEzBTUbNmwoLyeMYcCAAXL7QLFLly4tUzaD9GHHjh3yrIKccXFxYkVQ4DFjxshFQukC2hsUFCRxqESJEm7RxD3c4+8wUkUO53A4zMPDw06ePCk0wDdH/pWQkKD8ATFi2rRpQhkS9+SJLQIC0btly5YSQeDvS5cuVc6HMFK1alUl0iAELT8//fSTzolEf8OGDYqMoGXFihWVn9E2gp/v+eef1/WBjDVq1FDuRJ5G0h8WFibEp3CbJ08e5Va4Z0aPHq32E9CPfKZdu3bKmRiXL1+WRM93lStXTmUDiuI07fbs2VN5Jsh/584dRX4cLwgaM2fOVGmE0st7770npz/CVLVq1SSOUWrBq9m1a1ehKeWBQYMG6Zr53aZNm5SL0cXB/T9z5oyK2zT87tixQ3koLKpDhw4S5BBN+M6oqCg5U1Iy3AjnHu7xFEeqQDgfHx+rW7eubd26VVGSjXSIwJGRkYp68PtixYrJ+kUu5OvrKyUS/17yiEeDKypkWFiYVDX+XbhwYfXLgXQg0cKFC7X1Gzw/ODhYuRW9aQ0bNtQemPT0gb7Lli0TKuD3nD17tnqxkONRQdu2bavjci1p0qSR0orqlyVLFuVu5CyUDsySmirJS7y8vNQ4S2G4WbNmUvdAVe5ZpkyZxChQ+8LDw5XTUlrg/8eMGaMGYX5WpkwZoS/q6pdffinvJCwAFCxZsqTKO6D1q6++KrkeZrNy5UrZt/71HQeTJ08WWoNYuXLlUmkIRE+fPr0YAs2u9Dk+ePBAuXVKRqoQTbJly+Zs2LCh+fv7SzhgoiR/CToTkraRFStWSPqHkpQqVUr0BdEB+pMmTRpNGBZc3rx5dTxcLh4eHhJemDCIMuvWrdPDxjBdoUIFyd54AdevX6+aFfcYihMUFKQHi8l42LBhkubxLiIStWnTRmIFASZ//vyioFDs2rVri/IhTCBCxMTEPCbDm7lEJxYhm74mJCTID4rJmYlWpUqVx+irmUt0YiHQdoN48fHHH+u5UOa5c+eOFhrOkfnz50ss49lRCtiyZYtqY+y/snz5cj0XSi4vv/yyjoGnkuNHRESo7IDMHxUVpTSB1GDXrl0KaFBKKHybNm0k1KTk7TluSuke7vEUR6pAuMyZMzvLly9vNWrUUETBdwjVyZo1q5wgyNXNmzeX3EzCvGzZMnkoca/jRilbtqxoD+0l2bNnF3LSuvHo0SOJCLjtKbrWrVtXRVGQ4uHDh0reQeRZs2apmRaqyvmvWLFCCAvCHDp0SK010FecExcuXBC9xKVRu3ZtIRbH9fPzE/3jZyBAxowZhaoIA/PmzVOJABHJ29tbdJd7z/0bPXq0XPzQY6fTKfoKlUduX7t2raR5aF66dOnEYnjX9/jx44XWlAr4/wULFgipEGPu3bsnpMf4MGnSJNFjnCZsk5E2bVq5gpLvcwqK0vwaGRmpMhPPB2Zz5cqV5G9sdSOce7jH32GkCoTLkiWLs0aNGrZ9+3bxewqh8Ovw8HBFJESFY8eOCVng3NmyZVPhlZ4p8p+1a9cqciHG5M6dWxGZvODmzZvK4UjeyYVatWoluxe/q1evngQGugu2b9+uRB0/IyWPI0eOqEBOkdnb21tlDL6bgnLWrFlVRuB7zpw5I+Qk/ypUqJDyKIr4IGLFihV1L9kYZ/v27eqegCl4eXmpFEKRGAZw6tQpMRCK0RERERIdELoovRQuXFglEQrUQ4YMkeAC0iYmJuqZko8iBE2cOFHeWFDy5MmTync5t5IlSypX53fYtPbv36/cky0wXnnlFeWaNNy++OKL2kICGx7zcMWKFTIJ+Pv7/3UNqA6Hw8PM9pnZOafTWf+PvAE1Xbp0ljdvXmvfvr3oBpOfGzVp0iS5FrhRVapUEXViAW3cuFGTCJrEIjt8+LD+GyqV/KXwiBrNmjUTbYQi0vlbtmxZNUKingUEBIjKQUVv3bolGopgAFW8d++eGh2hREuWLJEPkwWH6FOhQgUtKmhsq1atJNCgqI4dO1bKJeodYsGVK1e0LR3CQK9evSQA8d2jRo0SjYa6Q+8DAgJ073H7ZMiQQQuHycoiaNiwoYQf7lXp0qVVC2ORZ8yY8bHmXLMk0ezUqVNa3PhDIyIiRP0Qdn755Re5gXj+PNdZs2ZJDcYQXrFiRVFgHEDLly9XEOPz1FU9PDxEnVMy/i8oZQ8z+yXZ/7vfgOoe7vFvRkpfV5XHzOqZ2Sdm1uu3Hzcys5Df/vsfZrbFzPr9p+PcvXvXfvnlFytQoIBoD2hAtCpUqJBQCbgfOnSonPtsdzBv3jyhB3SGpszevXsLFfD9DRs2TPUb9hfp0KGDnPKgDULM7du3lZTjXggODhYCUbeLjY2VdM41UCv85JNP5HKgpjd9+nRRYEQKalLXrl3T+XCMIkWKCJVA1V27dokyQT0pdbz22ms6b5C3RYsWcntw/IMHDwopoJbUP8PCwoRE1BgTEhJEEUEb0GfOnDl6aUnyLcmpAyL6HD9+XBI96Ah98/b21l4mIP53332n5w0aT5gwQYiGWwXq3KdPH5UK2LPE19dXnRI4e8ySnjfPkXsVHx8vpIUy/5GRUoSbYGZhZvYo2c9+9xtQoWvu4R7/7eMPiyYOh6O+mdV1Op3dHA5HiJn1+S2H+91vQC1Tpoxz69atduTIESXeiArkaGZJMjIR9ebNm3KmIK/ny5dP0j+iBp85ffq08hEk5DNnzijJRnjx8fFRzsYGQxSof/75Z7kVkNnv3bsncYKX/HXs2FERmVZ+onilSpV0PJzqq1evluCBkIIcXq5cOZ0vhf7ly5drAyIEktDQUH0Hn6conTVrVjl0yCkXLFigLQcoKlepUkV5HWjJeYwYMUJdFvhOW7VqpQZVPKnsrubj46PSBrnftGnTJCKBNuXLl9d5ULDnXO/duyck4ntiYmKUtybP6/G44loB1c6cOaMyA6aCzp07q+zBuXXr1k3ozg5gNMKuWLFCrMTX1/cvEU0qm1lDh8NR18wymFlmh8OxwP7AG1Ddwz3+fxkpeT/cADMbYGaWDOFaOxyOz8z15tNR9jvegPrMM8+Yp6enUAMLFkhXsWJF5WLJPXWok6h306ZNU+8YTnUiX+nSpaV6ooItXrxY/43C9+abb6rDgGhMRO/cubM4P17NJUuWKPfAg+ft7S2pm7yUEsbatWuVo2LFunXrliRxjosS6HQ65UUk91y0aJHyKbYNyJAhg/IY8g08mIMHD5bKx2eaNm0qdEzu40SZQ41lC4f33ntPzwNEjIiIUF5JVwEIlyZNGkn1sAIvLy8hIblWUFCQ8laeHb1vZcqUkbJI8Tp//vwyKcBKRo4cKaNB8i0NzVzzJfnrh81cPlj2meQ+Z8uWTX9LTs7zrFu3rortKRn/J3W4f6GUWc1siZnltd/egOp0Oq/+p7/38fFxVq5c2erWrasLpvaCUJI7d255/KgFxcbGii7y0Pfs2SNpGUpHqeHcuXMSKagxffTRRxJN2FkqY8aMWnBI3ZiCDxw4IBrIQ69QoYIWMoFi5syZuga2hOC8KleurP+mzpMjRw65SZCkWYAJCQnaCQsJ++WXXxbF5ntq166tc4LiIvZER0dLBuc6+/fvr3oXVLhVq1ZyV1AaQbz5/vvvJcLQKrV27VrRY4QaAmKXLl1Ej7nHo0aNUnAkgPr5+clDiQBEmeWZZ55RsMER0r59ewVTqHP16tUl6SPKQLnr1asn4Yp71qhRI9FH7kHp0qUVqPCAsu38559/LrEkKCjor90I1ul0bjGXGmlOp/OKud+A6h7u8T+OVNGe4+fnZ2+88YYtWrRIxVDoEk1/ixcvlmxPEj1p0iRJ6fjs6tSpI4qArA09yZ8/v0QZCsNVq1ZVhEOKrly5shJpRBPo0uuvvy60I6H+xz/+oahNsr99+3YJGJwbbSl37txRQs/Ptm7dKpTkVU14Gk+ePCm0I9q//fbbEna4V8ePHxdqgHr4CZs3b65rYMuEyZMnS6ihGB0aGqpSC5QPGjZixAg5RqBa+/btE8LBMqBvr732mtAUIWvv3r26FvyYRYoUkYcSIQX3z5AhQ+TQwdESHx8vjyabTH3xxRdCJ54jo1atWkI43CfR0dFCcsoHTZo00TMD/fBPent7a1eylAy3l9I93OMpjlThpcyePbuzUaNGVqdOnSciKIj04MEDoQ2/mzNnjoq5RKTu3bsrZ6N1HrRq3ry5/JgIKd7e3pKYQa7Y2FgVz8mZQLCPP/5YuQ3R+5133lGjIs2mn376qbbfw75FXpIrVy6hBqiWNm1a7XVPfgnCTJo0Sflo8ohLkRYRp1WrVio+Iz6QU5YqVUqRHFHmwIEDQjNQuEqVKhIpyHex2Z08eVKCCyjy4osvavs9hA+8rD169BByIpr4+PioaM55TJgwQedL7x3F9mzZsqmQTj5dt25d5ZUwhJw5c+o8EIJ4PtOmTVM+l7wZmG3vsO8FBwcL8UFkhJfnn39ezzglOy+nigWXJ08e5zvvvGNVq1bVAmJykii3bNlSjZxc+EcffaQHyULatWuXFgc1N16rGxoaKlrAIkyTJo0mNjUub29vqYdQDBZN5syZRZno8h4zZowEHRZG8n1LcJxAk3LmzCkHAxPr+++/l8maCcaEz5o1q9Q43DNXrlxR+xH3Kn/+/LoPuHFQMKOjox/bttvMRUupabKojhw5IupGIELY2bBhg2hu8n0j8VxCEbnHK1euFLVFTb506ZLcIdy/4OBgfT9/y2I4ceKE6mXQ8K1bt+pzKMyXLl1SCgEtxWSeJk0aBTYWUmJiogQm0pjbt2/rbxCdOMf4+HhR923btrnbc9zDPf4OI9WIJq1bt7a7d++q1gHdYOfglStXKnKRYH/77bdP1HTKlSsnikBCDT3cs2ePKCJuiv79+0uSJtKdO3dOtSgiI5GvR48eku2hv8uXL9e5gVi1atVSzQr/Jsi7e/du0Vec+5GRkZKgk7+sxMxFKaGxuD4mTpwoGZ7rW7x4saRrPgfKDxw4UJI7zprDhw9LJoeuHzhwQK54ngUUME+ePEI2kDQhIUH1MWqE3Ntx48apbINLZO7cuSr18O+ePXvqfiR/BzfnwLYIvHRj+/btqg3SznX//n0JI3gvKUXMmTNH9xK2c/LkSZVC8MQ2atRI+5zAQCjHLF++XPcWV8wfGW6Ecw/3eIojVSDc2bNnrVevXjZ06FDlZ+QPoERkZKTa+3EvfPjhh0r6cXFs3LhROQhuCKLhqlWrlGMRlRMTE/W3HN8sKQ8glyPaN2zYUNs5kF9OmzZNCTv9dm+++aZ2OgZlSOIbNmwoTx/o2qlTJ+Uj//ru7kGDBkl8ALUfPHignBbPKM4Q7oNZUsmgY8eO6k0jymfIkEFlBvrmBgwYoHOjxADKd+3aVUiFUHPw4EEV8bkvoOvo0aOVZ+Li6dixo5CF+zNw4ED5FPkcOdr777+v/I5zrFSpkpANEcfPz0/9jNwPRKjp06frGfA+940bN6pHj/LKyJEjVZIh36Yk8cILL6ihOCUjVSw4Dw8P8/HxsZ9++km1NiY6ifiYMWNEnaAMXbt21U1lEQYFBcnIjGGVCXH06FFtnkoH99mzZ2WY5bhDhw6VCIJrgnaQ0aNHS7hgl6hWrVqJ3vGWm+joaClcWIiYaJcvXxY9ISj07dtXiiITl3vRqVMnKZLUIOvUqaPzRpmMjo6WAwQ1k/fJ/fOf/5TAxAQ+fvy4aCwiwdSpU6UYYjxmcp85c0aBkPMoWbKkAhUBAHV44sSJOm9Sg7lz5+oZsFi8vb1lQmbRECQzZ86srdwRUho3bixVGudLly5dRN0JTpz/xYsXRfV5y23v3r1Vj2QObdq0Sc+FQATd9PX11X4oKRluSuke7vEUR6ooCwQEBDjffPNNK1mypCgfki2RbOvWrYpmJLRRUVEyFfO7R48eqd7EsaBan3/+udCORHzy5MlCLKjW66+/LjcEA2l/8eLFquWABJkyZZJgwHeeOHFC3wH68t3Tp09XMo5Ev2PHDtEXmkIpBWzcuPEJChUWFqZ9L/FqFixYUOfBNSG2LFu27DG/pJnLGYLBmtpm7dq15VPkuNC8kydPSiyBnvr6+kr8QOhCtEpISJBAg6DRsGFDUUnEFR8fH0n+MAv2hsmXL5/2MsEr2bNnTz1TWEx8fLwQn3PEU9msWTNRW9jA3bt3xUp4jrt27Xrs/XFmSZRy3rx52nNm586d7rKAe7jH32GkihwuU6ZMVrlyZdu0aZN4OjkCUnq2bNke26nXzCVWIDpQtM6WLZs8gyT/OMpfe+01tfXjNFm9erU8keys6+fnpwIvURiXw/nz58X9id7Hjh1TAk4+0KBBA7Ua4dxAUJk/f74cDeRax44d0/F4MQiO9fDwcBW3kc8HDRqkwjrR/uTJk8qBKDeQg65fv15sgHzKLKlkQdlj7969kr3ZHgG0eeedd4T8OGVee+01IRrdCNzHVatWqYTC/fTw8FDJhXypQIECT2zlDuqcPXtW5Ree56hRoyRSJX/zLbkhTbJ856JFi1TOoIjv5eWlvI7n8+jRIzEqnie5fvXq1ZXv/utrsX7PcCOce7jHUxypAuESEhJs9erVFhwc/JgiZpbk8XvrrbdUuMXpP3z4cJUF4NwdO3ZUaQGFKXkZgVyMaNimTRvlRWwpMGTIEPF/ohrKV5cuXeQZxPe3du1adS0glxcvXlyRHqTjmN9//73QCVQrVaqUpHyuL/lrn5DmKRk8evRI0jnXu2bNGiEnHsPkUZzjk0uOGDFC94HPrVu3TgjBVgWohMm3ksCbGBUVJfSnUwIEmzVrlraXQAGuWLGiOkC4lhUrVuh5g6Y8s1q1aun6yNE6duwoRRTE6tq1q5CKZlqO0bt3b6mlXNunn34qtZa5k9wrCkviPoaHh6vckJKRKhbcjRs3bNOmTRYREaHJiSMEuvTFF1/IacBNq1+/vpJg/HwZM2aUnM4CIplv2rSp6lIICB4eHo/tbGXmmsy4LTAgMxFu3LghqR3KtXPnzicWV9++feW/hBZDcbZv3y7qQhlhxIgRqhUxwVnYb775psQNFmH27NlFrREc2rZtq8DAMagxPXr0SMIF5+/n56eFxmTy8/PTgofKMbnr1asnikWgKF68uMQhrpdFMHDgQMnwtEh17txZbTScz549e/R7hAzuVfv27fXMuMeHDh1S6QH6/fnnn4ueU8+kPJSYmChKTooQFBSk76e2+MUXX6iUg/CG6NSlSxfNp5QMN6V0D/d4iiNVlAWyZs3qrFu3rh04cEARnBYLEvLmzZuLUpIwBwQEyBmAVy5PnjyKyDhOkPt//PFHIScvzggMDJSIgAth7969EmigJ9CmyMhI/Tc0xdvbW3I2x929e7fQBqQA1TJkyCCqgjgQHh6u6Av1BHE7deqk66Sh1M/PT9GX99Rt2LBB3lLuH6Nnz55CRGjh/fv3hWY4K7y9vVVaQLRBmCpWrJhQDAdQp06dhGIIXjCMESNGPHEt69atE70EiT788ENRWxwnyPE9evRQGYi2nwEDBqhQDvpt3LhR146LiO0dMmfOrBILPtWbN28KVTEa5MiRQ5QSAQhnz4wZM1SM79Wrl7ss4B7u8XcYqQLhihcv7ly4cKFNmzZNqIC/kVyhXLly4u3spDVjxgzlWiDR4MGDlUP8q5QeFBSk47EfflRUlBziIF1sbKz4P4k61i4vLy/1q5E7vfXWW0I7XgwRFham4jZFfMQKT09PlQgQOXx8fJSPgApYk7766ittX8CmQH379lX+Rx/do0ePlPfR+0Y3QO/evfUCSfIjLy8vnRtoMHr0aJ0bQgYoOGnSJKEHvsYiRYrId8p3gQQvvPCChAnypIsXL+q+gVyVK1dW7x/oh4/z2WeffezttmYutAQJ6S6IioqSIYHzoSju6+srKR9Ue++998SKuN9t2rTRdhGgNaJZvXr1ZEiIjIz8ezegZs2a1VmnTh1LTExUTQxaw6SbO3euaF7yjmGoJuqUnQAAIABJREFUEHTt448/Vk2JlhOaLJO3/yBCJDcBQxWLFCmiRcrDoAa0Zs0aTVLMyDExMRJekk8YqB6Th/O+ceOG/Id4KfPmzavt5RBoSOA9PDzkcmDCvPHGG1L72Oksa9asTzg2uI5s2bLpu1Dgli5dquABFR4xYoSEERwhfM+JEyc06Qh+48aNkyiEGINb4+7du7pmAlGGDBn0rDB/z549W42qpAGMmjVrShBLrt6yMAi+8+bNE93luIgcjRs31s4BUPPNmzcrqHPcRo0aaS4gqpEONG7cWKJNsWLF3JTSPdzj7zBSRVnA4XBYhgwZrGnTpoowRG1k9mPHjomq8OKJffv2Sbbnd19++aUiFnQA+TcoKOixHajMXIIDNSUo15UrV7T3JG4IomWXLl1EY6CzoaGhonrQmMOHDwth6SpAEAoPDxeCQ7Xy5cunhB5/ZXKhgQjNMbp06aJtFHCTFCpUSJu94jiBAoaGhop6cl8aNmwoash33bt3T3+D+AG9OnnypNAL6p8/f34xCmhh8j0lQXLuX6tWrSSQcF8qVaokOooXFedQ//79VUZgu4MdO3ZIyKEWuWrVKr3tlTog5zh69GiVG6CbJ06ckFgC7V2yZInuMzVIfJzvvvuuKGhKhhvh3MM9nuJIFTlc4cKFnaNHj7YSJUoIqZCkyZ28vLwkMIAcAwcOlK8RybhBgwZyr5OnIS4EBASoIMyGMx4eHuq9I3+oWbOmHC/kFhTg27dvLxc9UnOHDh20OQ1oefjwYUVpvJwUthMTExXJiZrbt2+XK59ciFyxTZs22kgHoWHlypXqzwLpIiIilAODZsjaO3fuFPryZtV3331X14DgcPbsWaEoyIWbp0+fPrqnPJ9s2bLJTYJwhav/xIkT6itjH8mgoCCVM0C1+/fv67t4/jiCtm/fLsTkmS1ZskT3m/z84cOHcq5QbkAg69atm5CK+7J3794n9iitWLGingHbM4B+AwcOTP7G2b9GNHE4HL5mNsvMnjMzp5m1N7Mo+51vQC1RooRzyZIllpiYqO3XoFpQnRw5cijx5gGsX79eSiAPw8/PT5QTCsKk+uijjyRk4BL59ttvtZigG8uWLZOIwOTElJw/f361t9BY6uXlpfYPJp3D4dAkgj5Cr+7cuSNKS8PoypUrJVIwIaFLMTExqhFiJxs0aJDEGNppqlWrJiWUxl1sSz179pT4wWQtUaKETOIErtGjR+vcsMbxLA4ePKi6KMLKyy+/LGMwgQKV8+7duwoybOPevXt30V1qXlFRUarlQf9xE+3cuVP3jYD44YcfKvgSdAYOHKjaI9fJue7bt08BjncGREREKACh6A4fPlypBAIJ97ZgwYJ6Ljt27PjLRJOJZrbO6XQWNbNS5noTqvsNqO7hHv9m/GHRxOFwZDazamb2lpmZ0+m8b2b3HQ7H734D6vnz523gwIGWP39+RW0cFVCGgwcPql4Gfbxx44ZkcAyuPXr0UDIOwiEk7Ny5UyILxtYVK1aobQXR5Pz58/IW8jPoR+/evWVQRnz47rvvFLWR9q9evSpERjDAc/jss8/KYUKbUPL3hBNl2Yp74sSJKllAk0aNGqU6Gdt3r1y5UgZiXDmc98KFC/VeOCh21apV9TOQ8OrVqzIBwwKS02vOlzpmmzZtxC74ThDO399fzxMXyCuvvKJSBGjWvHlzPUfYCW93zZIli54PLiEfHx9J+rT/eHt7628RSKDkRYoUUfsPlLhEiRK6l6Dpa6+9pl3GuE5KNFeuXNEzSMlICcIVNLM4M5vrcDgiHA7HLIfD4WV/4A2o1Ircwz3+20dKygLPmFkZM3vX6XTudjgcE+130Een0/mFmX1hZlakSBFnjx49bN26dYp+DHK6Bw8eKHIi7W/atElJLkXxM2fOCAkRN0CfhQsXCp0QK3LlyqVts0HOEydOyNcIwoI+v/76qyIzhenbt28LFYiQEyZMUPGZ3BC5feDAgYrQ5FOzZ8+WuILnEdS5ePGi8kacJBUrVlTORDfE+vXrJY3TisM5Ll68WLkZ0n6BAgWE0kT7nDlzqgzA/QMpSpYsKWYA6rRu3VrlEfIeHDsrVqxQTovT48CBA8qHyRFPnTqlojxCE0F49OjRKqzT0vT555/r2smTk7crgcywmeHDhytPJ9/MkCGDBC7u+9dff61cD1Q/fPiwmbmeE/MoJSMlCHfWzM46nc7dv/3/UnMtwEu/vfnU3G9AdQ/3eHykVKXcZmYdnU5nlMPh+MjMvH771RWn0znK4XD0NzM/p9MZ9p+OExAQ4GzRooU9ePBAdink++Tvg0bFQyELCwtT5AIpzp49+4Q1if/ftGmTIhelg2vXrskKBAJNmzZNEjP5CXnh3bt3VVBlKwI/Pz/lKORmy5cvl1xPHoikP2jQIBVdUdKioqK0+Q2FXhTEYcOGyQhAIX7mzJnKCWEBv/76q64LtEFm9/DwEGqjZG7evFl5IqUWT09PsQUUQO7Lvn379N8gUnR0tF6QSQ5HKeD8+fOySIFcDRo0kNqIbapJkyZiJeSX9Dlev35deTGfnzp1qo7B7/bs2SME4vu53t27dysX4zl27NhR3szk7xHgGPhaeSYRERH6/JQpU/6yFzK+a2ZfORyOdGZ20szamQs1lzgcjg722xtQ/7eDxMfH26pVq6xJkyaiCMjgPNjatWvLg4egcejQIU1YqGLTpk3VdAklQpresmWLFjB7QPbu3VvOBIzKtWvX1u8JAFDLTZs2iV4ywa5cuSIaxcRNLg5A0aAr77///mObsZq5Wn34Lmpi+BDTp0+v41Mji46OVpBBcm/durXaVXCrQPfmzZunuhcvI8mWLZt+j1nbLGkHNOpTiE6vvvqqanIINkeOHBFNo06FSBQYGKiJzg5jO3fuVBCjxWfkyJH6bxZacomfZ0yA27Rpk8pB7MmyZcsWlXD4TgzlHTp00L2HPhYvXlz7liQP7lB26pdQ582bN4vGpmSkaME5nc4DZvY/rXT3G1Ddwz3+h5EqnCbPP/+8c+vWrXb58mVBOKgDXalWrZp23EJCvnLliqgTjvKJEydqS2q2D8Ad7+npKcqQvFCNZIy7ISoqSgVyfofjIEuWLE8k/WnSpBE6EeVnzJihthISb9AnNjZWCT5Sdr169SQw0D4DQsbHxwu1ETwGDx4swQj09fb21nVxndDZV155RS88wQjwxRdfSN4HWc6cOaPzxU3CTlq3bt1SuQaEOXz4sI7B+XAd/v7+8p1yb/v16ydqjRCUKVMmoVJylmHmEocQtaDTkydP1v2GqpYpU0bnDbOhsL579245R0gzdu3aJe8qIlyhQoWEitxv2MDzzz8vRhEcHOzuFnAP9/g7jFSBcJkyZXIGBwdb69atlQPhoSSHW716tXrZsOe8+uqreq0RSLFhwwarU6eOmSVJ4yT/K1eulCUIVJg2bZo2J0KGL1++/GMvbDRLQptatWrp+KBw6dKlhQYdO3Y0M1exlRyPQnbyLQC4PqxD5cqVkwWM/BUxZNiwYbKR4ZVM/qZXNs+5cOGChBasaYgWS5cu1XsBuN6SJUs+9tJHMxdrwE5HGYZC8oABA+QthQF8+OGHEqLYNoKcLiwsTAIQz+DHH38UA6Fo3atXL+WooB9lm1q1aukZ0AR84MCBxzy2Zi6xCiGK/AsU3r17twwBfGdgYKBKD3QvXL16VVsrYHXjffFffvmlUDIwMPAvE03+T0bGjBmtXLlyVqtWLUE6N4HaWHh4uPa5wMGxZcsWqUn87v79+1KdWAQIE0WLFtWDxXB769YtCQwsliFDhqhN6F9reoGBgaKXUL+1a9fKscGxwsPDpWaigqIOjh8/XpMUwWPfvn2aFBhtccpMnTpVE5HFW7lyZf037TnVqlUTZUIcYKGePXtWwYxrunXrlhY5QeSll17SNuaorFC10NBQLQSCwapVqyQ0oA5Cw+rWrStxhSAZEBAgqs15d+vWTbVK7hX0++eff5aIA1X98ccf9Z24PwYMGCBBh2snmHTo0EG1Smp65cuX1/F4nlevXpWbBbM1c2nJkiVq/k3JcFNK93CPpzhSBcI988wz5ufnZx07dlTk553Q7NA1ePBgSfVENQ8PD0VQJOHhw4cruaZUQHPo119/Lec50TAkJERUD2dInz59hLTUeUCrixcvKgojb9evX19UFQ/g9OnT5bJnWwJqhsuWLVOrP7Snbdu2qrUhjECTL1y4oHMERZ577jlJ52wS+9xzz+m6EBoQjGbMmKGIDnUuVaqUShDI9tWrVxedhu6CvCEhIWr8hD20bNlSYgkoxvl88sknOi7PsXXr1qKonL+/v7/uEfeR6+jXr59Qmu0uEhIS1ByLV3To0KHaYoEaHbK/l5eXuhFgGefPn5evkuc5duxYUXFSGVjEw4cPxQJSMtwI5x7u8RRHqkA4b29ve+mll8zb21u7R1HQxPERHx8vPo1wUK5cOUm77NSVPXt2Jdd4AEG8yMhIfQ7027Vrl6RrovfcuXPlUiBHJK8pXbq0UA8EypIli8oZOPfr1asnVCLn5JoqV64sjyOStIeHh1CVKIw0XbFiRaECxetmzZrJG4kwcvbsWZUFyEEQUXr16qVrQSwYN26cdr8iRw0ODn5sNy2zpB29MmbMKIZAjlWqVCkV9kEzkCU8PFz5Fz/r0KGD7lvy3aQRQbgfFN29vb1VtEbmnzVrlkoziDF58+ZVboroQ2NxbGysGk9B7fTp0+uayesbNGigMhRsABaTJk0aHQO0/CPDjXDu4R5PcaSKskDOnDmdbdu2tcqVK0sSx88Hb/fy8pLDnoh69OhR9VshHZcpU0YqFUVxCuWtW7eW7Qg5+ezZs4ry2KamTp0q6ZzOaZCiYsWKOj4Sc8OGDYWOKG8//vij0JecjMgYFRWlHIiIun37dn0/iifR++DBg0I/NlVas2aN0IYOhYIFCwoVyREpf5w4cUIozCunZs+eLcMANrKEhARJ4iAy/tD+/fvLgkU55vvvv5d0TvGaZ2GWZMdCuXz77bdVggBtunXrJmc/ljeeddq0aaVYk7snZxSwl5UrVyrPJjdEZXU6nUI/LGxhYWEq22DfWrJkiXJe/Ld8t4+Pj8odRYsW/fuXBZ5//nnbtm2bGklpM+EGlCtXTpMJmf/evXuSqWkizJgxo/aGRF7HA1ezZk21eLBVQbt27eR44O86dOggpwZtN9ATHx8fCToskJiYGAkzJO4DBgxQ3Yb6FK0tM2bM0IJjgv3yyy+S6KFmePzWrFkjoSP5y0ugYfzdhQsXNOmhPwgguXPn1r1FhPjggw9EsQliH374oUzRTGYmeu/eveVnhToPGjRI10JbEXSwcePGWrzUDNetW6f6HiLEzJkztUgRKwCC8PBwUVxKAYsXL1Y5hcBy6dIlLTDcPjzPR48e6Vlx/06fPq1nTJAMCwtTnRHaC/3OkiWLAlBKhptSuod7PMWRKihlyZIlnStXrrRnnnlG0jJUCITLlCmToirJfPL3w4E6Bw4cEJUEASi0lipVSlSVImanTp1UICVhDw8PV4kAKkdbyty5c+WvJLLv379f9A7Kcu7cOZUFoCLI5aVLl1bbDBF67NixitqgDefdsGFDlRsQc+7cuSNKCz1u3bq1BCCoKqJTrVq1tJsVtL1o0aIqM9ClsW7dOhXP8Yoitpw6dUrfD7VdsWKF2AVCBsjYr18/0Tu+89ixYxIkoJHnzp1TakAnBpQ+Li5OiEjr0YsvvqgSEaiaJUsW+TApcsOSChUqJNELh4zT6dTzQAA6d+6cGAfnCGPZsmWLTZ061czMIiIi3F5K93CPv8NIFQiXLl06p7+/v02fPl35DhEU13j79u0V5clFvvrqKwkSFJU3b94s+w7yOnnBpk2bnnhZRM2aNSUYEL03bNignA00BSkGDBhg3bt3N7OkXCE0NFTyN02Kt2/f1lYMoCnbt926dUsoQH9eXFycRBKEBkSXBw8eCOn5Wdq0aXWdRO8xY8boZ+QiCDzVq1dXDkJe9c0338gwwD3q2rWrmlIpLeCHLFGihLoPEE0uXLggRAatsbd169ZNflPuxdGjR5VDkteNGTNGuRIomfxto8xR0LhRo0ZiKrCeFStW6PuR8rmfmzdvlg0PJvTll1/qvRWwl/3798uvy+uwKLCvXLlSVrvhw4f/vUWTYsWK2dq1ay1jxoyq9CNCUGvKnz+/YB4fZN++fbV/BXRwz549ck/gbqCBMm/evEromaQvvfSSKBOTyNPTU0k2Exgh4ZNPPpEggXI5cuRI7VnIBPf09NQkYtIRMObNm6c2F+pq0dHRSvqhm/zu1VdflfiB72/YsGFS3qC2q1evfuK+Qa/WrFkjKsxnqlevLsqM42XMmDEKBtBMVM33339fC446ZqZMmSTyoK5yHXfv3n3C21mzZk0FMUSwoKAgfQc1N57h1q1btYBRLteuXauaHKLP3LlzFUwxL+MB3bt3r9wn/HvEiBES3NjuvV+/fjIvJxfVzFwBjkWOu+WPDDeldA/3eIojVVBK6nAdOnRQdCTBB3XMksoBIMyECRP0Gic8lZkzZ5bYQA0N6tekSRNRPqJb4cKF9eojHCq7du0SpWCLcZCgRYsWipIcPzg4WAk9O0FlzpxZ3wVFo16WHGmhwlWrVpWnj7oW9ar79+/LQQIS9O3bV7Ut0GzEiBE6T5p1odyffvqpEBaZf9++fRJ0uM+7du0SrYuOjjazpJ2X4+PjdU6IVatWrdK9BJ1w4uTKlUs0Ftr+9ddfS6Rgf5EBAwboO0F10OzUqVOilBz/u+++Ex3F3f/5559rB2XoK9c2evRoUUl+N27cOIk9iDJr166VaANac463bt3S89uyZYtbNHEP9/g7jFSRwz3zzDOWLVs2Gzx4sKRiipGgzvHjx1WM5GcxMTHKxYiyd+/eVSTHY4gQ06ZNG+Ugyfd5JP9CoJk0aZKQFvQjz/vmm29UkKZ0ERISolwPBMiQIcMTmw0hhnzyySfKSyjKP/fcczo3EAtEr169umR+7s+1a9d0nWySdOLECRWQEUPYymH79u1CWhz5ERERivKIJmPHjpWQwznSwbFnzx65ckDJKlWq6F5xvtz3b775RvcPZ0iTJk10n2mcvXz5sp4320AggLRt21bIT+4ZFBQkHybF66xZs8rJQ18jJYng4GDNE8Sv27dvqwQA4tJTaZYkFPHvatWqSaxLvuHS7x2pYsF5e3tbjRo1LFeuXEqumYgkx0OHDn2CEgUFBYnyIZ506NBBiwlaQidw0aJF9RB4c2rt2rXleGAbtqCgIHUls6sV27ddvXpV3wXtbNOmjSYzCyNHjhx68DhBOFbJkiVFgaGAixcvVtBgnw7qg3379pUggB2qZs2aSt5ZyEeOHBENJMFHVGjZsqUWBBTq8uXLCiRMoilTpsjqRMsMAeCDDz7QDlrUS0+dOqWJy/3gWBMmTFCQRF2tXLmyngc0z9PTUwsZIYhreuWVV+QO4d7evn1b34XIVrFiRS0IFibj559/fszKZ+YSRWiH4j6fPHlSx4PqU7cbPny45kBKhptSuod7PMWRKhDu9u3btn//fgsPD5ckjUhAFM+cObMiKTJ7gQIFlKDj9Lh06ZIcB9S/MN/Onj1bkRmqEB0draiHBJw1a1aJCHgHoXvt27d/7BVaZi5aipCC6fWFF15QHYjvR0qnLcQsaYtxb29vSdFQKKJtpUqVJJNTakhMTBSqYigePXq0rgGqSE3q9ddfV10NpG3ZsqWiO0i4ZcsW0VKcOqAOtNAsaeuB3bt36zpBV9qn6tSpI6aC08ThcKhtivsYHBysv4GeIspcvnxZ14m7ZMiQIbqH1BRv3ryp8kjy7zdz1Un/9RmnS5dOCE57zo8//qhaH3MIxlW7dm2VVVIy3AjnHu7xFEeqQLirV6/a4sWL7ejRo6r0sxci0u7q1aslSBCF8uXLp0SZaHzs2DGVBXCXE9HHjRunRB0nw+LFiyVFkw9+9NFHchjgIGHTnOnTpysHQZC4dOmSOhPI15LL9uQvtPBMnDhReQntH9u2bVOkJVflXtSuXVtIAQOYMWOG7gcIOnz4cKEj7g9Elj59+kgsoSF22bJlEh+4zsTEROWXnA/Se5cuXbTdArL8ypUrJXiA4OwHeuXKFd0r0Cw2Nla7h+H+iImJ0f0lPwbpKlasKEcIqF22bFmVepLvZsZ3geRsj5CYmCjhimccEhIiYQn0TV7yoemWco+np6fyuZSMFCGcw+Ho6XA4jjgcjp8dDscih8ORweFw+Dkcjh8cDsex3/6d5X8/knu4x/8fIyUvZMxtZu+ZWXGn03nH4XAsMbMWZlbcXG9A5WUe/e1/eSFjunTpLE+ePDZp0iT52iiYErXu3bunPAYZ/OWXX9bvkXT9/PzkICenQLLv3r277GEgXOfOnaXUse1BuXLlVFDHwQ+XT5cunRALe1bLli21nQIliNy5c6swTvcCKmhcXJzQEaVuwIAB2hEZFCGyo7CZJZUdOnfuLHTn+po2bapcjCIwntRnn332MRQzcyEQai05TmJiohgE5QF8p/Xr11fxF+bRoEED5bJcE1a6DBkyCGWwjvn7++s1y/xd69atlZORM9PXt337dimjFMCjoqKUZ/K58+fPi0FgNUu+bQNbVICS/fv31/3FQ9uqVSsdg3mICcHHx0e5Mizjj4yUUspnzMzT4XAkmllGMztvZgPsd74B1d/f37p3725DhgyRNI5BmIe/e/duGYqRtXfs2KGbi5S+cuVKLRw8csjU27Zt0wSARh45ckQ/411p33zzjSgOgwCQNm1aCTVMjvj4eC04aFK5cuXkv4TSsgi8vLxETzjvFStWSHbGx4ng4ePjo2Mh3vj7+0v4YSGvX79etT/cOCyurVu3SoRBiIqKitIC5VjFihWTyZqaGMHpjTfe0KSnbrdjxw6JKkxS7mO6dOnk1EBw2blzp4QLvKi3bt3SZCYoQHUvXbqkgIX744033hDdhjJXrVpV5SAMzcj+UVFRosnQ44IFC+paOEd/f389FwI4HfGtWrXSXEzJ+MOU0ul0njOzMeZ6Q84FM0twOp0b7A+8AZW6j3u4x3/7+MNeyt9ys2/N7A0zizezb8z1UsbJTqfTN9nnrjmdzv+Yx+XJk8f5zjvvWJo0abSfItCP5Dx//nwhFdGnR48eEkhwHOTKlUsRFGkXahkaGirBAHSCMpgl7TkSGRmp7+L30KvY2Fg1LrLfSnR0tAQGKEl4eLiQE4kbKhUSEqJj0AUwdepUteCQxCMIXLlyRdQJT2Lv3r2FhJQ/SpYsqYIxW0OAahMmTBBDwEzwj3/8Q4gIvatUqZL2fYGq4qBPTEyU0MC1/fLL/2vv7ONzrtv/f3wizP3t2MI2a5PGSu5ys/K1LEWopMnNlO+luFyRm36UvhEqWUUhtxOKlFJym9wk02WkSehyMxHZhGFWzPT5/bE9X85IN3wvTtf3czwePaZz5z7n+3x/Pu/jeB2v43W839tUkmE8NI/OnTtXGkkgZUREhCIh3zMzM1NjojTCtgqVKlXSvpdYeHi47hXzvX79enWRnNsFMGTIEHUmIAj47rvv9J3R7VatWlVlHT6f1CIlJUVkT/v27a+IlvIOM9vtuu6PruueNrMPzKyReSegeubZBe1SIlwDM0sys3pm9rOZvWlmG8ysqv3FE1DDw8Pd559/3gICAqRTpGeK8SUnJ4vSJUc7fvy45Eq007/zzjsiIigBIJ/q0KGDogxypWuvvVbFX/B6jx49pL1jJyhyvmuvvVaYn+hw/fXXy4OirK9du7a1bt3azM7uWMWmQtnZ2WpmhIbOyMiQByUi+hacKVNAl585c0YRiCJ9165dFf0hWohOJ06c0NhQ3Q8fPlzenVzvxIkTovzJDcmnVqxYoaI1qvsSJUoo0lPOIPf74IMPhDZ8IxKoBPJhypQpKmNwryBnypQpowjONRYuXKhnAUJnypQpyh0pgBNVe/fu/asGZeYACRh9cwkJCbpn9B0iNPjwww9VgB87duzlb0B1XXed4zhzzWyjmeWa2VdmNsnMittfPAG1QIECVrZsWZs0aZLUJDSU8vAFBwerrgYTWL58eT0ovgdhoCZBrUKdavr06YKq7P2xdu3aX9WlzPIeUh5+FjS6zDZt2qjWxr4nO3fuFBQCXqWlpemhAH7BCLZr105jYtwjRowQgwojyoIKCAgQYcCDkJKSIqfAXhvvvPOOHk5IBZzI+PHjxSIiRs7OzhZ0pmmzfPnyeugYBwzfLbfcIuKAQ1ZatWolOA2sx4m0bNlSRBFOISYmRs6GWmv79u3Puy6OZfjw4YLdzHtaWpruMc9HbGysxknNDebz+++/145pXDciIkINyjiUuLg4wWHqhizehx9+WPfnUuxST0B91syePeflU+adgOqZZ79pftGAWqhQIbdSpUo2bdo00bJ4WV8PzD4dKCZOnz6txBjo1LBhQ3k/YAlQYOnSpfLaeOEJEyZInUG7TalSpeTNiKpEsJiYGCXbROMJEyYoUhEpOnToIG9KqQB1REpKiuqHRCnXdUWMEAFoUu3YsaMIIH727NlTbUqMIzIyUq1G1MmIdFWrVpXG0HeDWih/osfx48c1v0RkSh579uxRpGAc06dPF5FDiQHo99JLLylCUEZo3bq1Ihs7Yj3wwANSqYBsgLOBgYEaB3UzUIfZ2WfhoYceUr2OZwiUkpqaqlIBypFnnnlGHRikA0899ZROasV4Jl555RXVgbt37+41oHrm2dVgfqGlLFGihDVt2tQSExPlcdkagNxp3Lhx8tDoCsuVKyevRj7VvXt3JeAUO8ljNm3aJC9Fn9a2bdu0HQEed/fu3epIgLigLFC2bFlFA5Qk8+fPl9cmGixevFjkBOQKRdrKlSsrAvGevXv3SoFPyYKI3rJlS3l3NJh16tSRGt6n9V/UPOUAvPexY8f0txAIhQsXFoEB6XT33Xc/6AiDAAAgAElEQVRLF8pr5EQ//vij1DCM9YEHHlD5gshCcTkyMlJlFfK8yZMnK6rzObVq1VJuzX1nftq2bav3sWVFvXr1RGagEmndurVUNQgjIIkWLVqkyEkR/fPPP1eOTLlk7ty56kg4V3ealJSkQv2lmF9AyiJFirghISEWFxeniSHBh4QIDQ3VQ8eieeaZZ8QAwjQGBAQoeYapIykeMGCAWiyAWj/88IPgIw/TsGHDzut29j1sHbgD5Hv88cf1QPFQv/baa6r5nLtx7McffywVCfDuueee03fFiVBT++qrr/SgoDR599139X7UGWZnFzCOigfmgQceUK0LcujFF19UTQzIN2jQID3EkD44m7CwMJ3TAFy+55575CD4bGpvtWrVklOA7U1MTJQTgOypWbOmWGAWMruN7dy5U7Uw2FPfo5W576dOnZITZfGSNkyePFlzCgs+f/58OVXShUaNGsmpUw9msVerVk3PQJcuXTxI6ZlnV4P5BaQsV66cdenSxa655hrtgQHsoUmwT58+EqOy30W/fv1E7QJTnn/+ee1RAbWLoiE2NlZJMBEsLi5O9Ri86iOPPKIaDlEGj/fpp58KelKeGDBggPSS1KK6desm736uTnDs2LEiY4C7vXv3VoQlcadm2KtXLxESkBalSpWSd4ccGD58uPaBhBJnDIcPH1YJhc8MCgrSHh9cq2fPnqp9UroArqenp0tHSnQfNWqUxN/oWjlLPCIiQvCS+S5cuLAiM6jg22+/FfGDZhRixPekV+B6mTJlNH9A4pSUFH0W4nauUb9+fV2XrRn27t0rpILYet68eVIlgTwgsDp37qwtHC7FvAjnmWeX0fwiwp04ccLWrFljKSkp8jooTfCuGzZsEL5HLVChQgVFDyjyY8eOqagN/iZaNmjQQCQIusWYmBglz+wmlZSUJAqfqEQC3r9/f+V8KFomTZoksgfdX79+/fSa7xFTZnl5KU2SXOPFF1+UhpECMqeGTpgwQQVvlB4dO3bU9gxQ3UWLFpXHh1RgXgICAtRBACFw/PhxER4Upj/55BMpNsjNiHjVq1dXFGYOevToodwaUgjio1q1asqZKIP06dNHShTQS0hIiArYHCfGd5s7d66EA8xH7dq1rWvXrmZ2toPA7Gy7FPkam00tXLhQEYv7GhERobySORg5cqRKSP369TOzswewjB07VujlUsyLcJ55dhnNL1jKsLAw99lnn7UlS5bIw+DJYa9uvfVWtfJTSG7fvr2iGO9LTk7W35Lz+TZXElHIcSZMmCBlOExdSEiIeqnI7ygd1K1bV9GADWz69u2rfJExtm7dWl6ddn0iXUpKilTuMIfVq1dXZOP6aBTnz5+vUgTe+/jx4xoTEatv375iD2EKoerj4+M1H+R1p0+fVr5I4T4gIECsJFslEJF69eqlz4IJDAwMlHyLCIo+c8qUKYpiRLoTJ04oIjM/xYsXFwohN+P6d911l3Jyth189NFHtZUfY4uJiTmv04TP/Nvf/qa55XNq1aol1hg2e8qUKcoT6d8jao8bN07s6pw5cy6apfSLBXfddde5PXr0sF9++UXQDWjBQtq6dasmntKB67pq4ITIWLx4sf4NnUydZdSoUaotseBWrVql9/PApKWlCf5BEgDR+vXrpwcRxcmRI0dESKAWiYiIkFgZKOR7Egs3md8dOHBAFD5lDSDSXXfdpUUIxB4yZIjUE6g0zExKEwS5OIJp06aJVmeOGzdurHYb1CHfffedHjogNkTCggULNKdAusqVK2t7dwTh/G7OnDmaK0oNzZo1E72OI1q5cqVE1xBczOPGjRvPU5hMnz5dLTjUXEeOHHleky7loOHDh+v+cP2dO3eet/150aJFRYzwXPmeugtU7t+/v1cW8Myzq8H8gjT5+eefbdOmTdavXz/BDJoJ8aiBgYF6jWTX7Gz7P17zgw8+kOfES6L7u/vuu0U+kGw3aNBA9DQ0fIcOHRTZfNtyzPIgKLAHin7AgAEqZKPP69Onj+jpc5X7CxYs0Gey43BaWprUKkRw6P73339f2yKw9URkZKRgIwTT9u3b1boEFCaynDp1StfjMwcMGKC54bskJSWJWII0oQC+efNmvUZEPH78uKIHEZT3FyhQQAQXZEVCQoI+C4XM2rVrNU6K1UDz8ePHC9kQ6Xbt2qVoShH/+eefVwmHsgQazDfeeEOREG1uRkaG7jdljcGDB+v5Q1/LHOfk5OieXYp5Ec4zzy6j+UUOFx0d7X788ce2fft25Qu0upPjpKenS7tIMjx37lxFFN9dn8itKMQS6cqWLSsPTfNjSEiIEnCu1aVLF5EPbPFAT1aFChVEdFCm2LVrl7wrB1l8+umn6niAquc7zZs3TzpJCJuBAwcq3/HVLprl5YqQH3zPxMREzRUWHh6u6MFuY5AEUVFRor8hLZ544gnlOYz1888/F9HBa6CBhx56SKQJpMKiRYvUBIqGkcJ2wYIFFf0QKCQlJWmMRJh169bpMyGFfDc/IvqNHj3azPLybr4XqCcyMlKEG58POpk5c6ZyX/L5I0eOKCKDkk6ePKn5gGCC3FqzZo1yuJkzZ17dpElkZKQ7btw4S05OFuTjhhLag4ODpRKB5JgxY4aUAGgvH330Ub3Gg07NbdOmTSIRuCm9evWSuoXa0pw5c6RmgQUFutx4441KrCFFnnrqKcFF2LDVq1eLBKFlhwd3wYIFgqwk5YmJiXooWexAogYNGqhWyKLt2rWrICLzMmzYMG2jx4PFooyOjlYNzfdQCogirn/w4EGxfYwD9cqSJUtU1wPmff/992JTOWwD+N27d2+NIyUlxczyICKkCmfdXXfddXrogYM0pM6dO1cEGiRRixYt1M0P2XLmzBnVNlGtUENbtmyZHCKOaMOGDSJhqJ3ecccdcvBsSIsSp3r16nquunXr5pEmnnl2NZhfRLjrr7/eTUxMtKlTp8rD4e1RHAwYMECwA2q/Xbt2iijo6CZPnixvhmKeCHb69Gl5RmDbmjVr1MTKvobR0dGiuolAQJf09HRBViLcoUOHBHOJOp9++qkiFJ4cWFqnTh1t/0C3w9KlS9VSQxsKUSE+Pl7JO3uETJgwQYQS3viuu+7Sfpp4Y8iTxMREwVciVsWKFQXrmI+MjAyRMOgO+blz506Ng7LGsWPHRDpA1QMH9+7dK8IIMqRChQqK7oxx1apVarmiJMFcTZs2Ta06RN5//OMfovc5vuvgwYOCtEBhVEgTJkwQ2qFZ9qWXXhL8Z45atmypGiXPDDCyV69eui8zZszwIpxnnl0N5hcRDtJk6tSpSsrJM1Csp6enq3eLyBIVFaUuAfKTn376SXkMmJ+oOX36dHlaHzwuMoZyQv/+/VUUpfhMAh4VFaWkn5zlqaeeEp1MA2N4eLiui+elo2DRokWitVHF7Nq1S71YaCrpo7vhhhsUNdji+8yZM/o35EpAQIBofnIR8seuXbsqTwM9VK9eXd+L3ZZjY2P1b/JiIkHVqlU1bqL866+/rmgEscMuzkFBQSJoiJLly5dXCYfxHD9+XBGfjg2sQIECyuHIB48dO6YIx5YZLVq0kBKFkgX55o4dO7S5Emhj4cKFysV5Tk6ePKnSA2iHXH/Hjh0qhjdp0uTy79r1v2lZWVn22Wef2b59+6TogHFCNVCtWjUJm5HzZGRkCGLxu+3bt6uOhByKJDojI0MwDznSiBEjtI05ygqzsy0bQBzqOCkpKVpAwKoSJUpIDkXLzuDBg+UMeMBhvD7++GNdlwVat25d1cdYyCyycePGyaFAKtWtW1cPID8TEhLUVkQ7DHPx5ptvCk6xIF566SXVwli0WVlZYgOpO7HIunTpomZN5vajjz4SHGU++G41atQQmcT4x4wZI2eHtGrkyJGqrdK0S5d8s2bNBHFxTuHh4Zpb6pIZGRlaQCx8/n/mzJkSQLds2VJ/hxoHFnTdunWqsbLwccKZmZlieS/FPEjpmWeX0fwCUoaEhLiDBg2y5cuXCwIBZ1Bd1K5dW+0WwLcGDRrIi5H8Dx06VIJcRM6IkmfPnq3Env0vfE+LAapWqVJFDZbAEsaVkJCghJqz3caMGaNkm9d27twpdQjUPBGmfPnyUqZAyycmJqrmB1FDmSI6OlqRhUhas2ZNCY4hasLDw/WZCHiJzHv27FHEgnQqUqSIKHy2Tnj++edFnUPaQNkHBAQIIbBXSYkSJdT6QpQEkp4+fVqkEBFjyZIlqolxb7OystQAy7xAonz44Yfam4Z7t3fvXukfuS7zbnYW/gOrH374Yc09852cnKyIRUSOjY3VvAFL0Wf27t1byOCOO+7wSBPPPLsazC9yuDNnztixY8esf//+ytmgccH+b731liIFReiYmBhFKpLoDh06qDiM56JMEBISImqZyPX000+LRoZS79ixo65Bsg2h0aZNG3lmSIsWLVqo+EzyP3XqVEVJqGs8f4MGDZTX4YXT0tL0ewgbItGsWbOUo1IGCQkJ0SY85FNmZ/MXIj5F5qZNm4riZv5yc3M1DgiMm266ScV+IgsHgzRp0kSoge/+2WefqfBNGYai+KuvvipyhWi5e/du3TPGU7RoUXUwMH/kg//4xz+U0xK9x48fr+tCeMydO/dXbUdmZ9VER48eVXmCnO+hhx6SqgTFUOvWrRU5KXVw/fDwcHEHl2J/GOEcx0lyHOeg4zjf+Lx2wVNOHccZ5DjOTsdx/uU4zp2/fVXPPPu/aX+YwzmOc5uZnTCzGa7r1sx/7SUzO+JzYEcZ13X/n+M4N5rZbDOrb2bBZvapmUW6rnvm9z6jdOnSbtOmTW3//v3KB9A3wkbFx8fLC1Mgjo+Pl/QG+nnixIkqkKNQJ+eaNm2a3o9m79NPP1W+gOcNCgpSHojeDqnZ119/rQjHVm3p6enaloDPbtKkiaIu+QnF8aZNm2qrP3KQJ598UlGSrgG8cXJysnIt2NXIyEj9HkX+4cOHlf8R3ZGXzZo1S3Q8Dbk7duxQsyj7WRYpUkSRhH320aQ+/vjj2tWaz0xNTVUUhVkkOi1dulSIBdnV9ddfrw2RaO5s27atmFAiPvc/MzNTOTj6xi5duojFJvqGhYUpP4O1BR2lpKRIxsV36d+/vxhR2M/NmzcrSlOaoSg+atQolZeio6P/fWUB13VXO44Tes7Lbey3TzltY2bvuK57ysx2O46z0/IW3xf2OxYWFmbTp0+38PBwlQXY4xBKuGLFihINAwcnTZqkyWLyZs2aJTKB/UiAaNWrV5eQGZg3evRo1V5Y7DVq1NChElD16AqHDRumWiFQpESJEiIdUCPMmzdPJAyvQXx0795dDoJxR0VFaUFCNADNtm/fLvqeh++rr75SuYO9NoYMGaIkH3jM3outWrUSKQPU/emnn+QUWBC+J8iyIICu+/btE80PgRUXFyenwULigX/yySe1VwnzXaZMGe2xySILCAiQM+V9kCDffvutyjU4y8DAQMFo4G9mZqYWPGUHSjs9evRQB7/vyUqojnAQzZs3F2xkYfIMOY4j9dGl2MWSJhc65fQ6M/ve53378l87z3xPQOUGeebZf7r9b5Mmzm+89puY1XXdSZZ3vJXVqFHD/de//mVNmzaVZ4MgIfkvXbq06GkaO3NzcwUD6QJo3ry5oh7qfKDAl19+qetDP3/zzTfy8kDLlStX6vf8RCkxffp00fBQx+XKlVOhmaJx+/btpWoBbqL3HDt2rLSZUPARERGCd3heygKu60rRDpS75557FHVRT6xatUrXgIChFJCUlCQShAiTm5srvSGftXfvXhEvKDyAeSEhIaLNaRM6cuSIPgM6HqSQkJAgkoX5efvttwXJQTPjx4/XZ0IOQXw8+OCDouNJDV599VV9BxDI7bffLsIFhQ/vSU5O1rywr8yBAwdE9qAmio6OVgGesgcpQoMGDVSquhS72Ah3oVNO95lZFZ/3VTazH8wzzzwzsz9Z+M7P4Rb4kCaj7DdOOXUcJ8rMZtlZ0mS5mUX8EWlCt8DGjRvVBEp+Qm705JNPqniJtzpw4IDyHLybr+SJzXiQ7nTr1k15AD1yOTk5ikScI5CZmamIySY75EKZmZkq/kIZz58/X3+L7Ovmm29WYyZ5CV6+atWqioSQMp988ok8M6ULNKGbN29W7kFU+PrrrzU3ECU33XSTvjt7c5JXua6rkgI6wVKlSomUQicYEREh8gH0QPQ5ePCgNK6QEDt27JDekJyW/Ldu3bqSfaG3jIuLU1SF+FiyZInyLogRSJOGDRuqaZi9Il9++WXpUiGFVq9erfwLFEPEXbFihXJ3vsugQYNUqGfOfvrpJ+WLSOR8P9une+PfR5o4jjPb8giS8o7j7LO8AxhftN845dR13S2O47xrZlst71TUv//RYjPLgz2hoaG2dOlS1VJ46BDOvvzyy0rAmYz4+HhBT6DfihUrVFuCIePm5Obm6uFk8qZOnSrYSm0nNjZWyTKfz41q0qSJ9ttA5fLzzz/rQYFAiImJkdPgfZA+hQsXFkvJZ/br108brjJuGm3r1asnkgAImpOTo926gFUpKSmCd2zhxyIoWrSo6pE4osjISKlseO22227Tvh+IxXEUK1euFBSGKS5evLigPpCc/2/QoIFagVgscXFxEn8zLz179tR9of7Jva5WrZoIFYiaypUri0zj3g0YMEBCZhho2pcGDx4sWIwW9cCBA/pM6nyNGjXSfcQpMf5ly5bpMy/F/gxL2eECv/rNU05d1x1hZiMuZVCeefafan6hpQwODna7detm0dHRqgdB/QN5Fi1apAgAxTtlyhTtAwK0GD9+vFQqNJaSxD/66KO/Oi/NLC85pv7FcUe33367Ig/Rkq6EatWqCd7RSFmmTBlBLPbauO+++0TRs4sV73nuuedE20N8vPbaa/LWkBt8jtnZCA5pkpiYqAgKaZKQkCDITEQBTnfu3FlUN9/99ddfFxRnjuLi4hSh2GYCWLVmzRopMeh8KFy4sOqBREkg/6hRoxTxgZEhISEao++xVsBpkAW1yGXLlum7o/apU6eO7gsIpFixYur6ABKzPUdcXJygPpFrxIgRehYgqZKTk/WMQeyALF599VXfrSQ8LaVnnl0N5hdaSvrhcnNzlXPg6dgI5tZbbxXRQZG2UaNGioREpEqVKqmgClkBsXLDDTdIQQDef/DBB+XhiDrBwcHyvnw+0bJkyZLKByAkKlasKAUIpYgtW7bIS5ITkT/06NFDhX1o6ODgYEVCyg5EhaefflpRCTIhICBA+RcF9ezsbG1JQb4B3d+/f3/NKTlwz549VfTltaioqF9FYrOzPX6u62oeQB4nT55UbooRnZKTk8/bdqFNmzbq0SM6de3aVf1qXJeyw7vvvitEw/ddsWKFxotw4L777tNckqtCbsXHx4vSRzkSHByskgXF85ycHN0DcmEQRe3atUXKkKtejHkRzjPPLqP5RYQrV66cde3a1Vq1aiVPR9TBM6anp4sSx2sGBARIHwhFPn78eO2vj7SHonH//v2V9+D9fOl1GNJVq1apQMrGO+Q1rVq1Uo5Ivla/fn3lL7CPc+bMUWGcrRLIMQYOHKjIQySqXLmypFR0gVPwHTlypA0bNszMzuYnqamp0joit1q0aJHmjTIFeUdWVpbmkoj74Ycf6rwDuiJc1xXKYNzka9WrVxf7SU/b5s2bxQaeq72sX7++ohMljs8//1w0PB0CS5YsOS93gw2dOHGiyjbc93feeec8AcPgwYN1r7g+f7do0SLJ2egCOHr0qHJJCt89evRQ9CISIhOsUqWKehEvxfyCNClcuLAbHBxs77//vuh6xLc0CQ4bNkyQ0ve8MCAID+k333yjhcnDCXkRGBioxBtx8uDBg1VjA7Js3LhRUJVkG9i2fv16QUo0j+XLlxfMhaQYO3asang89NTtMjIyBEd9Dw0BSkJgAN9KlSqlh4LaUWxsrGAmwuoRI0aIKGBh8CBfc801Uk1Ag0dFRYn4oexx7NgxORd+ArlmzpwpB8Fn33bbbaolos6g9jZo0CA5OJzZwIEDtbUCSpabb75ZRBHOjHH17NlT+9ow7qSkJF2X5/f06dO6LnATDevDDz+sMaJSKlGihBwyrTvp6en6fixuHF1AQICIs3bt2nmkiWeeXQ3mFxGubNmybmxsrF1zzTVK4qHEoey3bdsmLR1q/UqVKokkIIqdOXNGjYW/dXwSlDURIDAwUBEIlUGHDh1EagD9ULls2bJFUI/i7IIFCwRtUXPUrFlTyTtGBIuOjpYSBH2l2VnVCaQF3v7EiRPn7RXZp08fRWZKKWlpaUIERHkUHHfffbcK2RBBUVFRarehGN22bVuVAYhAdCosX75cMIzC9z333KNiNYQU4/nxxx9FRHFPmjRposgP7L355pvVPYEB7SIjIwUH2R6+evXqugeoVWJjYxUleWaApSEhIYpmIJGFCxdKMMD1s7KyBEvpIAHNNG/eXOTQpk2bvAjnmWdXg/lFhIuKinLfffdda9y48XlnQuPlhw8fbjNnzjSzs0RKUlKSkn68Znp6upJ2kmc805AhQ4T90fY5jqOyAaTFM888IwqYnAiv3aVLF3l5GjXfeOMNRSpyw2nTpolEIA+ANKlSpYqiGL1sxYoVU5QkX2T8BQsWVB5DpAsNDVV+hu5z1qxZ2vqNQjLkxoQJE5T7onUsVqyYyAEQRaFChdRpAOlAsfjo0aOKiGgvBw4cKNKJqEQE3bNnj0ob5J6pqakaE6TJ4cOHlS8SwcmF9+7dq24OItInn3yiCAuKCQoKUt5NZGb+77//fo2bRt6TJ08qJwTNhIeHS1JISYTywLp16zQvPXv2vLr3pdy+fbvFxsZaRESEkncmAViWnp6uPQOp3zRt2lQJMjq7e+65R5AT4oUHMi0tTe+DhLj55pv1EMNg3XjjjYJYwED+7pNPPhH0A7osXrxYJAK/O3jwoB4saoR8TufOnQVjaHeZPn26FjkNoNTxatasKTaOhR8WFqaNT0nmX3jhBTWL8oDzwJw8eVIQGPiWm5srpQ5Qq3PnziJJYDMZ65EjR+QIGXdYWJicB4udjvJy5crpXsDonjp1So4TRzRu3Dixk4yfe1G1alWJkCFjxo8fL7KJel1WVpZgIBpTnEi3bt3EInMfIyIiVF9EZF6tWjX9m4XHPT569Kh+dynmQUrPPLuM5hcRrmbNmrZy5UobMGCAohE7aRFhQkNDRfOiGmjcuLFgBjWj8uXLi8oHslCXmzlzpmAGO1f17dtXiTLX//HHH0W0ADfxll9//bWSdwiYxx57TNo+qOn3339fZQD0hMCkZcuWiSaHyChevLhqVqjo+e5hYWEiBIh+7dq1E6QEJkVHR0spz34uKO2rVKkihMBWAYsXL9Z35zMjIyO1BwvtOZAo2dnZKkEw1saNGwtCAj2xPXv2KIIy7latWqn0Q31v+fLlmjfKJaj0Z86cKb0nY129erUgH7/bs2ePyB3uHbuCTZgwQWiDbouMjAxFa+5Lbm6uykykMhyHdeDAAcFdIOvFmBfhPPPsMppfkCaVKlVyO3fubG+99ZaKkGjkUDH07t1b3glvFRgYKHqYvGPkyJGKcLyfCOC6rlr40TwWL15cnpAosmvXLnk6vDbbNgQGBqpEgPKgWbNmykHInTZs2KBCPbkTO0ItWrRIVDo5Vvny5VXaIH/kPW3btlXpgmtef/31KuxDCOzfv1/qFormjGvt2rUiCVCV3HTTTcp3iERxcXH623MbYbds2aII57sFATkZZA+lidTUVBXbKQHUrVtX1yMHPXz4sHJxFCSgiP/+7/9WtCOvO3XqlMaLLjMnJ0elFkgckM3w4cNFcHGt/v37a7wgptatWyvScygKBF2RIkXUaHsph3n4xYIrXLiwW6lSJcvJydFiQXoF9Dtz5syvjv01y4N01JuAGMuXLxfBQJILlHr55Zf1UDN5w4cPl6oB+FCnTh0RAGzGykLt1q2bHlIejjJlymhLNup7OTk5+gzGxjluhw4d0gPLFurh4eFSNwDhgFlvvvmm6k2Mq2HDhiIiWHCLFi0SJIONBXZ+9tlnamHyPb2UB9b3pB8YV67Fwpg4caLuC2e2FS5cWLU+HARqjt69e0tWB4GVlJR0XrPurFmzxHDCSLIo77//fsnlgLGHDh2SY6NO+sYbb8iRwCZCDh0+fFgMNI65YcOGcgyolPbv3y9ihrlnPNu2bdP9GT16tFeH88yzq8H8gjSpWrWqjRkzxrKyskTfUh8CSn300UeCeTRqPvPMM6J2abjMzc0VIQH8Iqq98MIL8lgIdJs3by7aG53l0KFDBUGIQCT4CQkJEjazK9QLL7wgJYXv9tnAHiIyxM64ceMUHfGkM2bMUDQiIvueZgpcgsjYsmWLmlfZDLVGjRoikfjOEAm1atUSXGd/ypMnTyqKEd0jIyOFMpg/oHCrVq00NqJDZmamogKRi1rk/PnzNW6QSHx8vEonwPROnToJ1nGcFGlDUFCQUAbzHh4eLlKDOejTp48II8gVUoQ6deoovaCEcf/996suSQStVauWYCuwlHQgODhY8PJSzItwnnl2Gc0vcrgiRYq4lStXtr///e8qB9Dej3fdvHmzMDyRbtmyZdJeorNcv369cgrU/NDcc+fOlWfEcwUGBqp5FC+/bNky7U6FJ0fpccstt8gzQ72vXLlSeSCEw4kTJxQ9iApcv3nz5tork3xt2rRpipjkgxRdw8LCROWjxFm/fr3a/4mkvXv3Vq4CCQFtnpCQoHwY4uNvf/ubvDu50Ntvv61NkijYk181b95cDZooZAoUKCDFPtdHw/jFF18oaqOyue666xQBiU6TJ09Woyf3GMLmiSee0NyjkPmf//kfdXbQ1NurVy8Vw5lvBAHp6emKtCCoypUriyzjmZs5c6aeOxAQiGXMmDHKd7du3erlcJ55djWYX+RwZcuWtU6dOtmWLVuke6RoTFHy9OnT2jIBtu3w4Sj/b6gAABB4SURBVMOidolcK1askAflJ566U6dOysnI+TIyMsRuofvbtm2bJFREFgrIr7zyijR7sGzz58+Xcp9i9XfffSdPy2fiNUuVKqUIC2s2ffp0eVBKIWyXd/DgQUmeYBN79OihXAgGMCoqSl4dDSh5x3XXXae8kdeqV68uIQAM45QpU5RvUZ6AMXz77beVP5NPpaWlSX5HPs24P/roI3UQoD999tlnVZhmrFFRUSoqk7NTFnrooYck32KO7733XkV3rjt+/HjtPQnrSMmlc+fOyuF4f2hoqJABfMEvv/yifBi0wftLlSqlnO/cAv9fMb+AlEFBQW5CQoJlZ2cLnrCnCFCtWbNmIh0Qrt555526MSyQJk2aCA7SrcvEd+vWTSJn36ZK9raEVChYsKAgGYdnkIDv3r1bTsF3b0luEARJamqqEnCUGOg3k5OTpXKghjV06FBBHL4LRMJNN92kJJ6xtmjRQoeF4Aw6dOigvzm3+zk7O1vaTD67YMGCIma4fmpqqhYOC48WqIiICBETwOM1a9aozIBSB+fQuXNnOTscUenSpeXsIKk2btwoZwAsxZm1bNlSaQOtT8uXL5daBcF3dna2YC6nvlKGmT9/vmApe3367mMJ7F69erXmA/hKLe+f//ynHGJKSooHKT3z7Gowv4hwoaGh7uDBg2358uUiKaDvoexTU1NVREW1ULt2bXl5oN/WrVulQicSAjfbtm0rD0ek+OKLL/S3FFM7duwoRQJQB+/Wo0cPQUMi6NSpU1Vsh0jZv3+/CsZECiLc559/rvYWoOXo0aOlEoHEIRLce++90oUCqwYNGiRvDHGwb98+FX3Z24Quhv379yuyMY+lS5cWscMW8+3btxdhce5uxS+//LIiEGM9deqUIgqRkb9/+umnzztibPv27SqsA9+aNWsmFT8Hn/B9d+7cqchJN0Xfvn2FHugqWbhwoQQGdBfwLPXt21cKEu7xnj171NXAvp6hoaFKV4DrfM5PP/2k382YMePfF+EucALqKMdxvnUc52vHceY5jlPa53feCaieeXYBu9gTUOPMbIXrurmO44w0M7uUE1DLli3rxsXFWYECBeSR2TOQwvCRI0eUvIOv69Spo3wHfJ+Wlibvi0ekubFQoULKk/jeVatWVY4HWVG/fn0dtgFRQ4Tr3r27isrkMwcPHlQ+R7G4cePGIiSg+fHy9erVU/EZyv3YsWOi3Gn8JK957733FCXZBqJOnTqKWPxu7969ioCMnzF26NBBdD0RZs6cOSqxMI7s7Gyp4ZlHKPWAgIDz+u0KFiyoz6KcQPH6vffeUwQnCs6ePVsIBS1qw4YNFUXJOREahIWFibig4+Dw4cMixCB7SpYsqbIABXieoR07dqgLhfnJzc1V2QVp3MSJEzW/zBX5a/369SVr69q1679XS3nu6Tnn/O5eM2vnum5Hx3EGmZm5rvtC/u+WmtkQ13V/9wTUSpUquR07drQzZ86oWxtFBfUh323KaECNjo7WAvKFgMA1Figwa+DAgYJpNCt2795diwRCZdWqVVrALAw6y8eNG6daGyLmzZs3S0QNZH3xxRd1qDvQjBuclZWlhQAhwN+bnSUMYBp37twp4TEbwS5btkxaTeDYggULtFj5HYtg//79+gycSLly5fSQUiebOHGi6owsPFQft956q+aIz4mPj7drrrnmV2ODxKlcubL2EgEi9unTR+QGbOm4cePE/AGTWTS1a9cWcYGiZcOGDfoOsKBvvvmmCCM0jzw7QUFBamzmuwQHB+v+UZdcs2aNNKgsTNqy3nvvPS38K71r1yNmtjj/3xd1AioPpGee/afbJdXhHMd52vKOpaIj76JOQA0ODnZLlChhUVFRopg5aAHa/MUXX5THolZTsmRJQUOS/9mzZ8uLEc1QC2RlZamOxaEUnTt3lkcHWlSuXFkQEujkey4bUBWP6rquxslWBY899pigE3UqPjMmJkZRkr/bsGGDuhCAzJRG4uLiVKYA4vTq1UtQlQiQkZGh6AKsQ7lfoUIFRRtadqDUzc52RTz22GOaU/bHZF4aNWqkiA8CKViwoEohfBe+99q1axWVgIAPP/ywCBrapsaOHatGXOA91z9w4IBafKgLfvPNNyJm+L7NmjVTGYBoCdkyceJEoQxSlrlz5/7qKDS+J9pT33KAWR7agBS6FLvoBec4ToKZtTKzWPcsLvVOQPXMs9+xi1pwjuO0MLP/Z2a3u67riwfnm9ksx3FesTzSJMLMUv7oegEBAVazZk0rXbq0tHR4PCLLW2+9pQQfqvb111+X4gBPlJmZKS0l+RR5SnZ2tkgY8oegoKBfHV1llkfLk7MRBaDDCxYsKO9Hj1zJkiVVNCen3LBhgxJvdILkcP369ZNnJiosXbpUUYwIhw6xa9euyr9AALm5ufpM5uOXX37RNZhH8t6WLVsqZ4GgOHHihEgNiKCKFSuq75D3QZQ8/vjj0n6SG95xxx2KnJAaRN777rtPkYXINXr0aJFH0PKzZ88WkqCgTl6YmJgoZONbyAY1oFqpV6+eoh4kT40aNcwsT0vLUWTkhkRes7OR9v3331dJCZEFv4uNjZVYgoh4MfZnWEqdgGpmGZZ3AuogMytsZofz3/ZP13Ufy3//05aX1+WaWR/XdRefe81zrWzZsu4dd9xha9euFbOEwoQb1qJFCwmZabzcsGGDHiKaDWfMmCExKguJBHvLli2CoyTDHTt2FLkCROzUqZPgH/CRB9e34ZIa4NatWyV5AsYULVpUQmNqecDk8ePHqw6IvGnMmDGSDlHn4+GDSDA7q3y57bbbtGiBxKGhodolC0jJe3r27Kk9WIC9ffr0EVz0FXDT7Ep9imtNmTJFUA9bunSp5pK6I47mqaeekhMDLr/22muSuuH0br31VjGyyKxYLG3atNE8Iidr1KiRxN/A106dOkmkDvSkzWjPnj26x4wnLS3tvDMUPvzwQ7GULEjme+/evYLOCxYs+Pdtk3eBE1Cn/s77vRNQPfPsAuYX4uWcnBzbu3evxcbGitSgJgWd/MQTT0ioDEUeGBgoWp3QX69ePUVCKGwi3O7du5UUQxysX79eeywCperWrSvdIZEWOPvll1/qNWjixMREtZoAjSpWrCgoBO0MpFy/fr3GDbETGhoq6Il6ArJnxYoVKjFApDRs2FDlAzxv8+bNRUhAyhCdkpOTFbXRFRYtWlQNq8DX3NxcRTjuBaWaSZMmqYZHyWDy5MkaL2epkw588cUXUpOwYesHH3wgKAnMrFevnqIY3w+oW6ZMGc0ViqFHHnlE6QIC8f/6r/9SrY0mU757TEyMlCbA2R9++EH6TrSUJUqUEJwHqfB9c3Jy9EyAei7GPC2lZ55dRvOLCFelShUbM2aMjR49Wt4X7wrd73uONpsDxcTEiEwAo2dlZQnfk5fg9fv06SOSgve3aNFChAtRpFmzZtokh5ySCNawYUMVR2lwzcnJkeIBkqdkyZL6PYp5coZDhw7pexFNJkyYIMKFz0JFc/LkSekDaaAcOnSoIgQF561bt0qBz3cif0xOTpbek/aVvn37CkH4njLK2CgLkGcWKlRIOTCF9aNHjwp5ENEhW44cOSKShQg2dOhQRUQIrGnTpokkQXtJhDl06JA+i7afBx98UPeHnMz3+1H4Rk/aokULjRuta61atXRfeP+7776rqEhDM3zByZMnhSQuxbwI55lnl9H8IsKZ5RWPjx07ps17zmXPMjIyxD4SYRYuXCj5E4xkvXr11JBJyQDPaHY274KNCg4OVuSh0fHxxx9XMyOen/yua9euiqDkPzVq1FCEgzKOj49XjkCJgevv379feQM09e233y6PjCel26FNmzaKtPStHTt2TMVkGmjLlSunsgBUPtGkTJkyyk+g0tu2bStVPIxrzZo1VfSH5YNmr127tjSORLHJkycrRyYiQ9k7jqOIQQllwIABmluaQgMCAsRY8jsK8f369dP9IeKuX79e94PxZGVlKSoi5eO779u3T50dzK3jOCr5UG7o1auX5gEml2fu2muvVa5/KeYX7Tk33HCDO2nSJBswYIB0dpAmwJTnnntOJAGlgNdee01Qi87wmjVrCi4Cufj/du3a6WFjQtetWycKGOiyfft2ae/O3R8zMTFRN4UWojvvvFMQhD1FbrzxRlHhEAA8JF26dBHBwIJetGiRvhc6RYS8t99+u4TVKE327dunuhPNr6dPn9Z4WVwk+o888ogWBtT7xo0bRb/jDIoVKybiB9E3sDAtLU2wG8e4dOlSOQEgNDrUjz/+WKJlvlOFChV0qAk/582bJ20p95P9PUeNGqWSDJ8ZExOjcgd/l5mZeZ7iBX1tYGCgFi0LPycnR88FTcyDBw9WSQPoiYD7iy++0ALu0KGD14DqmWdXg/lFhHMc50czyzazQ1d6LH/SytvVMdarZZxmV89Yy5tZMdd1L4pB8YsFZ2bmOM6Giw3Tl9uulrFeLeM0u3rGeqnj9CClZ55dRvMWnGeeXUbzpwU36UoP4C/Y1TLWq2WcZlfPWC9pnH6Tw3nm2f8F86cI55ln//HmLTjPPLuM5hcLznGcFvn7WO50HGfglR4P5jhOFcdxVjqOs81xnC2O4/TOf32I4zj7HcdJzf/v7is9VjMzx3G+cxxnc/6YNuS/VtZxnGWO4+zI/1nmCo+xus+8pTqOc9xxnD7+MqcX2If1gnP4l/dhdV33iv5nZgXMbJeZVTOzQma2ycxuvNLjyh9bkJndkv/vEma23cxuNLMhZtb/So/vN8b7nZmVP+e1l8xsYP6/B5rZyCs9znPufbqZhfjLnJrZbWZ2i5l980dzmP8sbLK83Q/C8p/jAr93fX+IcPXNbKfrummu6+aY2Ttm1uYKj8nMzFzXPeC67sb8f2eZ2Ta7wLZ/fmxtzGx6/r+nm1nbKziWcy3WzHa5rrvnSg8Ec113tZkdOeflC81hGzN7x3XdU67r7jaznZb3PF/Q/GHB/em9LK+k5W+GW9vM1uW/1Ct/q/ekKw3TfMw1s08cx/nScZzu+a9VdF33gFmeAzGzwCs2uvMt3vJ26sb8cU7NLjyHf/nZ9YcF96f3srxS5jhOcTN73/I2RTpuZm+YWbiZ3WxmB8zs4rdx+t+1xq7r3mJmd5nZ3/O3qfdLcxynkJm1NrP38l/y1zn9PfvLz64/LDi/3svScZxrLW+xve267gdmZq7rZriue8Z13V/MbLL9AYy4XOa67g/5Pw+a2TzLG1eG4zhBZmb5Pw9euRH+yu4ys42u62aY+e+c5tuF5vAvP7v+sODWm1mE4zhh+V4v3vL2t7zi5uQ1yE01s22u677i83qQz9vuNbNvzv3by22O4xRzHKcE/zazOMsb13wzS8h/W4KZfXRlRniedTAfOOmPc+pjF5rD+WYW7zhOYcdxwuzP7MN6pVmhfLbnbstjAHeZ2dNXejw+42pieRDhazNLzf/vbjObaWab81+fb2ZBfjDWapbHmG0ysy3Mo5mVM7PlZrYj/2dZPxhrUcvb07SUz2t+MaeW5wQOmNlpy4tg3X5vDs3s6fzn9l9mdtcfXd+Tdnnm2WU0f4CUnnn2f8a8BeeZZ5fRvAXnmWeX0bwF55lnl9G8BeeZZ5fRvAXnmWeX0bwF55lnl9H+P0l5njO3D9bBAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "N flows: 64\n" + ] + }, + { + "data": { + "image/png": "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\n", "text/plain": [ "
" ] @@ -1299,7 +1224,7 @@ } ], "source": [ - "for n in [2, 5, 10, 20, 32]:\n", + "for n in [5, 20, 32, 64]:\n", " flow = Flow(n)\n", " train_flow(flow)\n", " z0, zk, ldj, mu, log_var = flow()\n", @@ -1316,7 +1241,7 @@ }, { "cell_type": "code", - "execution_count": 387, + "execution_count": 98, "metadata": {}, "outputs": [], "source": [ @@ -1447,128 +1372,77 @@ " return z0, zk, self.decoder(zk), self.log_det_j, mu0, log_var0\n", "\n", "m = PlanarVAE(20, 10)\n", - "m(next(iter(dl))[0].view(-1, 784));" + "m(next(iter(dl_train))[0].view(-1, 784));" ] }, { "cell_type": "code", - "execution_count": 388, + "execution_count": 99, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "====> Epoch: 1 Average loss: 1.1506\n", - "====> Epoch: 2 Average loss: 0.9609\n", - "====> Epoch: 3 Average loss: 0.9365\n", - "====> Epoch: 4 Average loss: 0.9236\n", - "====> Epoch: 5 Average loss: 0.9147\n", - "====> Epoch: 6 Average loss: 0.9082\n", - "====> Epoch: 7 Average loss: 0.9022\n", - "====> Epoch: 8 Average loss: 0.8978\n", - "====> Epoch: 9 Average loss: 0.8948\n", - "====> Epoch: 10 Average loss: 0.8918\n", - "====> Epoch: 11 Average loss: 0.8894\n", - "====> Epoch: 12 Average loss: 0.8873\n", - "====> Epoch: 13 Average loss: 0.8859\n", - "====> Epoch: 14 Average loss: 0.8842\n", - "====> Epoch: 15 Average loss: 0.8829\n", - "====> Epoch: 16 Average loss: 0.8817\n", - "====> Epoch: 17 Average loss: 0.8811\n", - "====> Epoch: 18 Average loss: 0.8808\n", - "====> Epoch: 19 Average loss: 0.8801\n", - "====> Epoch: 20 Average loss: 0.8803\n", - "====> Epoch: 21 Average loss: 0.8804\n", - "====> Epoch: 22 Average loss: 0.8807\n", - "====> Epoch: 23 Average loss: 0.9489\n", - "====> Epoch: 24 Average loss: 0.9029\n", - "====> Epoch: 25 Average loss: 0.8939\n", - "====> Epoch: 26 Average loss: 0.8916\n", - "====> Epoch: 27 Average loss: 0.8899\n", - "====> Epoch: 28 Average loss: 0.8895\n", - "====> Epoch: 29 Average loss: 0.8895\n", - "====> Epoch: 30 Average loss: 0.8896\n", - "====> Epoch: 31 Average loss: 0.8898\n", - "====> Epoch: 32 Average loss: 0.8903\n", - "====> Epoch: 33 Average loss: 0.8905\n", - "====> Epoch: 34 Average loss: 0.8911\n", - "====> Epoch: 35 Average loss: 0.8915\n", - "====> Epoch: 36 Average loss: 0.8918\n", - "====> Epoch: 37 Average loss: 0.8924\n", - "====> Epoch: 38 Average loss: 0.8929\n", - "====> Epoch: 39 Average loss: 0.8936\n", - "====> Epoch: 40 Average loss: 0.8946\n", - "====> Epoch: 41 Average loss: 0.8995\n", - "====> Epoch: 42 Average loss: 0.8955\n", - "====> Epoch: 43 Average loss: 0.8960\n", - "====> Epoch: 44 Average loss: 0.8979\n", - "====> Epoch: 45 Average loss: 0.8973\n", - "====> Epoch: 46 Average loss: 0.8981\n", - "====> Epoch: 47 Average loss: 0.8985\n", - "====> Epoch: 48 Average loss: 0.8995\n", - "====> Epoch: 49 Average loss: 0.9002\n", - "====> Epoch: 50 Average loss: 0.9008\n", - "====> Epoch: 51 Average loss: 0.9013\n", - "====> Epoch: 52 Average loss: 0.9025\n", - "====> Epoch: 53 Average loss: 0.9027\n", - "====> Epoch: 54 Average loss: 0.9032\n", - "====> Epoch: 55 Average loss: 0.9053\n", - "====> Epoch: 56 Average loss: 0.9049\n", - "====> Epoch: 57 Average loss: 0.9057\n", - "====> Epoch: 58 Average loss: 0.9066\n", - "====> Epoch: 59 Average loss: 0.9068\n", - "====> Epoch: 60 Average loss: 0.9075\n", - "====> Epoch: 61 Average loss: 0.9086\n", - "====> Epoch: 62 Average loss: 0.9089\n", - "====> Epoch: 63 Average loss: 0.9711\n", - "====> Epoch: 64 Average loss: 0.9523\n", - "====> Epoch: 65 Average loss: 0.9225\n", - "====> Epoch: 66 Average loss: 0.9195\n", - "====> Epoch: 67 Average loss: 0.9183\n", - "====> Epoch: 68 Average loss: 0.9183\n", - "====> Epoch: 69 Average loss: 0.9222\n", - "====> Epoch: 70 Average loss: 0.9185\n", - "====> Epoch: 71 Average loss: 0.9186\n", - "====> Epoch: 72 Average loss: 0.9193\n", - "====> Epoch: 73 Average loss: 0.9201\n", - "====> Epoch: 74 Average loss: 0.9318\n", - "====> Epoch: 75 Average loss: 0.9268\n", - "====> Epoch: 76 Average loss: 0.9218\n", - "====> Epoch: 77 Average loss: 0.9219\n", - "====> Epoch: 78 Average loss: 0.9221\n", - "====> Epoch: 79 Average loss: 0.9228\n", - "====> Epoch: 80 Average loss: 0.9238\n", - "====> Epoch: 81 Average loss: 0.9236\n", - "====> Epoch: 82 Average loss: 0.9244\n", - "====> Epoch: 83 Average loss: 0.9255\n", - "====> Epoch: 84 Average loss: 0.9280\n", - "====> Epoch: 85 Average loss: 0.9261\n", - "====> Epoch: 86 Average loss: 0.9266\n", - "====> Epoch: 87 Average loss: 0.9271\n", - "====> Epoch: 88 Average loss: 0.9281\n", - "====> Epoch: 89 Average loss: 0.9286\n", - "====> Epoch: 90 Average loss: 0.9287\n", - "====> Epoch: 91 Average loss: 0.9292\n", - "====> Epoch: 92 Average loss: 0.9299\n", - "====> Epoch: 93 Average loss: 0.9305\n", - "====> Epoch: 94 Average loss: 1.0064\n", - "====> Epoch: 95 Average loss: 0.9853\n", - "====> Epoch: 96 Average loss: 0.9660\n", - "====> Epoch: 97 Average loss: 1.2869\n", - "====> Epoch: 98 Average loss: 1.0245\n", - "====> Epoch: 99 Average loss: 0.9910\n", - "====> Epoch: 100 Average loss: 0.9951\n" + "Epoch: 1\tAverage loss: 0.8979\tAverage test loss: 0.2050\tBeta: 1.000\n", + "Epoch: 2\tAverage loss: 0.5478\tAverage test loss: 0.1903\tBeta: 1.000\n", + "Epoch: 3\tAverage loss: 0.5368\tAverage test loss: 0.1878\tBeta: 1.000\n", + "Epoch: 4\tAverage loss: 0.5143\tAverage test loss: 0.1835\tBeta: 1.000\n", + "Epoch: 5\tAverage loss: 0.5078\tAverage test loss: 0.1828\tBeta: 1.000\n", + "Epoch: 6\tAverage loss: 0.5040\tAverage test loss: 0.1798\tBeta: 1.000\n", + "Epoch: 7\tAverage loss: 0.5005\tAverage test loss: 0.1790\tBeta: 1.000\n", + "Epoch: 8\tAverage loss: 0.5002\tAverage test loss: 0.1793\tBeta: 1.000\n", + "Epoch: 9\tAverage loss: 0.4978\tAverage test loss: 0.1775\tBeta: 1.000\n", + "Epoch: 10\tAverage loss: 0.4955\tAverage test loss: 0.1787\tBeta: 1.000\n", + "Epoch: 11\tAverage loss: 0.4955\tAverage test loss: 0.1772\tBeta: 1.000\n", + "Epoch: 12\tAverage loss: 0.4942\tAverage test loss: 0.1812\tBeta: 1.000\n", + "Epoch: 13\tAverage loss: 0.4935\tAverage test loss: 0.1772\tBeta: 1.000\n", + "Epoch: 14\tAverage loss: 0.4923\tAverage test loss: 0.1766\tBeta: 1.000\n", + "Epoch: 15\tAverage loss: 0.4933\tAverage test loss: 0.1766\tBeta: 1.000\n", + "Epoch: 16\tAverage loss: 0.4916\tAverage test loss: 0.1761\tBeta: 1.000\n", + "Epoch: 17\tAverage loss: 0.5045\tAverage test loss: 0.1948\tBeta: 1.000\n", + "Epoch: 18\tAverage loss: 0.5037\tAverage test loss: 0.1804\tBeta: 1.000\n", + "Epoch: 19\tAverage loss: 0.4925\tAverage test loss: 0.1759\tBeta: 1.000\n", + "Epoch: 20\tAverage loss: 0.4901\tAverage test loss: 0.1756\tBeta: 1.000\n", + "Epoch: 21\tAverage loss: 0.4897\tAverage test loss: 0.1761\tBeta: 1.000\n", + "Epoch: 22\tAverage loss: 0.4887\tAverage test loss: 0.1763\tBeta: 1.000\n", + "Epoch: 23\tAverage loss: 0.4892\tAverage test loss: 0.1750\tBeta: 1.000\n", + "Epoch: 24\tAverage loss: 0.4878\tAverage test loss: 0.1754\tBeta: 1.000\n", + "Epoch: 25\tAverage loss: 0.4884\tAverage test loss: 0.1755\tBeta: 1.000\n", + "Epoch: 26\tAverage loss: 0.4887\tAverage test loss: 0.1760\tBeta: 1.000\n", + "Epoch: 27\tAverage loss: 0.4886\tAverage test loss: 0.1751\tBeta: 1.000\n", + "Epoch: 28\tAverage loss: 0.4876\tAverage test loss: 0.1758\tBeta: 1.000\n", + "Epoch: 29\tAverage loss: 0.4872\tAverage test loss: 0.1751\tBeta: 1.000\n", + "Epoch: 30\tAverage loss: 0.4870\tAverage test loss: 0.1745\tBeta: 1.000\n", + "Epoch: 31\tAverage loss: 0.4873\tAverage test loss: 0.1756\tBeta: 1.000\n", + "Epoch: 32\tAverage loss: 0.4887\tAverage test loss: 0.1745\tBeta: 1.000\n", + "Epoch: 33\tAverage loss: 0.4862\tAverage test loss: 0.1755\tBeta: 1.000\n", + "Epoch: 34\tAverage loss: 0.4867\tAverage test loss: 0.1757\tBeta: 1.000\n", + "Epoch: 35\tAverage loss: 0.4868\tAverage test loss: 0.1753\tBeta: 1.000\n", + "Epoch: 36\tAverage loss: 0.4867\tAverage test loss: 0.1759\tBeta: 1.000\n", + "Epoch: 37\tAverage loss: 0.4867\tAverage test loss: 0.1747\tBeta: 1.000\n", + "Epoch: 38\tAverage loss: 0.4872\tAverage test loss: 0.1766\tBeta: 1.000\n", + "Epoch: 39\tAverage loss: 0.4865\tAverage test loss: 0.1760\tBeta: 1.000\n", + "Epoch: 40\tAverage loss: 0.4865\tAverage test loss: 0.1751\tBeta: 1.000\n", + "Epoch: 41\tAverage loss: 0.4858\tAverage test loss: 0.1761\tBeta: 1.000\n", + "Epoch: 42\tAverage loss: 0.4868\tAverage test loss: 0.1754\tBeta: 1.000\n", + "Epoch: 43\tAverage loss: 0.4871\tAverage test loss: 0.1771\tBeta: 1.000\n", + "Epoch: 44\tAverage loss: 0.4866\tAverage test loss: 0.1749\tBeta: 1.000\n", + "Epoch: 45\tAverage loss: 0.4858\tAverage test loss: 0.1748\tBeta: 1.000\n", + "Epoch: 46\tAverage loss: 0.4856\tAverage test loss: 0.1747\tBeta: 1.000\n", + "Epoch: 47\tAverage loss: 0.4855\tAverage test loss: 0.1750\tBeta: 1.000\n", + "Epoch: 48\tAverage loss: 0.4850\tAverage test loss: 0.1740\tBeta: 1.000\n", + "Epoch: 49\tAverage loss: 0.4854\tAverage test loss: 0.1747\tBeta: 1.000\n" ] } ], "source": [ "m = PlanarVAE(latent_size, 16)\n", "m.cuda()\n", - "optim = torch.optim.Adam(m.parameters(), 5e-4)\n", + "optim = torch.optim.Adam(m.parameters(), 1e-2)\n", "\n", - "for epoch in range(1, 101):\n", - " beta = 1 / 90 * epoch\n", + "for epoch in range(1, 50):\n", + " beta = 1.\n", " train(epoch, m, 'cuda', optim, beta)" ] }, diff --git a/trainings/variational_inference_core_team/expectation_maximization.ipynb b/trainings/variational_inference_core_team/expectation_maximization.ipynb index f5c8401..0674325 100644 --- a/trainings/variational_inference_core_team/expectation_maximization.ipynb +++ b/trainings/variational_inference_core_team/expectation_maximization.ipynb @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": 379, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -39,7 +39,7 @@ "# Draw samples from two Gaussian w.p. z_i ~ Bernoulli(phi)\n", "generative_m = np.array([stats.norm(2, 1), stats.norm(5, 1.8)])\n", "z = stats.bernoulli(0.75).rvs(100)\n", - "x_i = np.array([g.rvs() for g in generative_m[z_i]])\n", + "x_i = np.array([g.rvs() for g in generative_m[z]])\n", "\n", "# plot generated data and the latent distributions\n", "x = np.linspace(-5, 12, 150)\n", @@ -59,7 +59,7 @@ "source": [ "# Log likelihood\n", "Let $\\theta = \\{ \\mu, \\sigma \\}$.\n", - "$$\\ell(\\theta) = \\sum_{i-1}^n \\log P(x_i; \\theta) $$\n", + "$$\\ell(\\theta) = \\sum_{i=1}^n \\log P(x_i; \\theta) $$\n", "\n", "Or in vector form:\n", "\n", @@ -131,7 +131,7 @@ "Jensen's inequality holds to equaltiy if and only if $X = E[X]$. This will be the case if we choose a distribution that leads to:\n", "\n", "$$ \\begin{eqnarray}\n", - "\\frac{P(x|z) P(z)}{Q(z)} &=& \\frac{P(x, z)}{Q(z)} = 1\n", + "\\frac{P(x|z) P(z)}{Q(z)} &=& \\frac{P(x, z)}{Q(z)} = c\n", "\\end{eqnarray}$$\n", "\n", "Wich means that \n", @@ -160,12 +160,12 @@ "## Gaussian mixture model\n", "\n", "### Expectation\n", - "Given a Gaussian mixture model, observed data points $x$ and current parameters $\\theta_t$ find $Q(z)$" + "Given a Gaussian mixture model, observed data points $x$ and current parameters $\\theta_t$ find $Q(z; \\theta_t) = P(z|x; \\theta_t)$.\n" ] }, { "cell_type": "code", - "execution_count": 377, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -193,7 +193,7 @@ " 1.42972786, 2.82725842, 4.57300419, 2.59096887, 3.45567689])" ] }, - "execution_count": 377, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -205,7 +205,7 @@ }, { "cell_type": "code", - "execution_count": 266, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -217,7 +217,7 @@ }, { "cell_type": "code", - "execution_count": 363, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -235,7 +235,7 @@ }, { "cell_type": "code", - "execution_count": 364, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -244,7 +244,7 @@ "" ] }, - "execution_count": 364, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, @@ -263,7 +263,7 @@ ], "source": [ "torch.manual_seed(1)\n", - "\n", + "g in better poste-rior a\n", "k = torch.tensor([2])\n", "mu = dist.Uniform(x_i.min(), x_i.max()).sample(k) \n", "std = torch.ones(k)\n", @@ -292,14 +292,15 @@ "source": [ "### Maximization\n", "\n", - "Optimize $\\theta$ with the $Q(z)$ found in the expectation step.\n", + "Optimize $\\theta$ with the $Q(z; \\theta_t)$ found in the expectation step.\n", + "$$ \\text{ELBO} = \\sum_{z_i} Q(z_i) \\log ( \\frac{p(x_i| z_i; \\theta_{t + 1}) p(z_i)} {Q(z_i)}) $$\n", "\n", - "$$ \\sum_{z_i} Q(z_i) \\log ( \\frac{p(x_i| z_i; \\theta) p(z_i)} {Q(z_i)}) $$" + "$$ \\underset{\\theta_{t + 1}}{\\text{argmax ELBO}} $$" ] }, { "cell_type": "code", - "execution_count": 370, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -319,30 +320,21 @@ "std = torch.ones(k)\n", "mu = torch.tensor(mu, dtype=torch.float, requires_grad=True)\n", "std = torch.tensor([1., 1.])\n", - "std = torch.tensor(std, dtype=torch.float, requires_grad=True)\n", - "phi = torch.rand(2, requires_grad=True)\n" + "std = torch.tensor(std, dtype=torch.float, requires_grad=True)\n" ] }, { "cell_type": "code", - "execution_count": 371, + "execution_count": 31, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/miniconda3/lib/python3.7/site-packages/ipykernel_launcher.py:4: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument.\n", - " after removing the cwd from sys.path.\n" - ] - }, { "data": { "text/plain": [ - "tensor(-512.5377, grad_fn=)" + "tensor(-540.7363, grad_fn=)" ] }, - "execution_count": 371, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -351,7 +343,7 @@ "def get_elbo(mu, std, phi):\n", " elbo = 0\n", " for k in range(2):\n", - " z_i = F.softmax(phi)[k]\n", + " z_i = torch.tensor(1.) # prior on z\n", " mu_i = mu[k]\n", " std_i = std[k]\n", " \n", @@ -365,38 +357,29 @@ }, { "cell_type": "code", - "execution_count": 372, + "execution_count": 34, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/miniconda3/lib/python3.7/site-packages/ipykernel_launcher.py:4: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument.\n", - " after removing the cwd from sys.path.\n", - "/opt/miniconda3/lib/python3.7/site-packages/ipykernel_launcher.py:21: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument.\n" - ] - }, { "name": "stdout", "output_type": "stream", "text": [ - "215.0631103515625 tensor([5.8801, 2.9457]) tensor([1.5491, 1.5054]) tensor([0.3965, 0.6035])\n", - "214.99671936035156 tensor([5.6912, 2.8268]) tensor([1.5984, 1.4784]) tensor([0.4478, 0.5522])\n", - "214.94085693359375 tensor([5.5913, 2.7706]) tensor([1.6360, 1.4637]) tensor([0.4746, 0.5254])\n", - "214.90855407714844 tensor([5.5367, 2.7465]) tensor([1.6611, 1.4576]) tensor([0.4884, 0.5116])\n", - "214.89120483398438 tensor([5.5059, 2.7380]) tensor([1.6776, 1.4564]) tensor([0.4954, 0.5046])\n", - "214.88137817382812 tensor([5.4879, 2.7368]) tensor([1.6889, 1.4577]) tensor([0.4989, 0.5011])\n", - "214.87564086914062 tensor([5.4766, 2.7388]) tensor([1.6970, 1.4600]) tensor([0.5006, 0.4994])\n", - "214.8721160888672 tensor([5.4690, 2.7420]) tensor([1.7031, 1.4625]) tensor([0.5014, 0.4986])\n", - "214.8697509765625 tensor([5.4635, 2.7455]) tensor([1.7079, 1.4651]) tensor([0.5018, 0.4982])\n", - "214.8681182861328 tensor([5.4594, 2.7489]) tensor([1.7118, 1.4674]) tensor([0.5019, 0.4981])\n" + "neg. ELBO: 147.22\tmu: tensor([2.8749, 5.8349])\tstd: tensor([1.4770, 1.5313])\n", + "neg. ELBO: 146.09\tmu: tensor([2.7886, 5.6798])\tstd: tensor([1.4575, 1.5878])\n", + "neg. ELBO: 145.73\tmu: tensor([2.7476, 5.5918])\tstd: tensor([1.4493, 1.6264])\n", + "neg. ELBO: 145.62\tmu: tensor([2.7310, 5.5414])\tstd: tensor([1.4473, 1.6521])\n", + "neg. ELBO: 145.59\tmu: tensor([2.7267, 5.5119])\tstd: tensor([1.4488, 1.6695])\n", + "neg. ELBO: 145.57\tmu: tensor([2.7280, 5.4938])\tstd: tensor([1.4517, 1.6818])\n", + "neg. ELBO: 145.57\tmu: tensor([2.7318, 5.4821])\tstd: tensor([1.4552, 1.6908])\n", + "neg. ELBO: 145.56\tmu: tensor([2.7362, 5.4739])\tstd: tensor([1.4586, 1.6978])\n", + "neg. ELBO: 145.56\tmu: tensor([2.7406, 5.4678])\tstd: tensor([1.4618, 1.7033])\n", + "neg. ELBO: 145.56\tmu: tensor([2.7447, 5.4631])\tstd: tensor([1.4646, 1.7079])\n" ] } ], "source": [ "lr = 0.01\n", - "for i in range(10):\n", + "for i in range(10):𝑝(𝑧𝑖)\n", " \n", " # expectation step\n", " with torch.no_grad():\n", @@ -410,26 +393,28 @@ " with torch.no_grad():\n", " mu -= mu.grad * lr \n", " std -= std.grad * lr\n", - " phi -= phi.grad * lr\n", " std.grad.zero_()\n", " mu.grad.zero_()\n", " phi.grad.zero_()\n", - "\n", - " print(negative_elbo.item(), mu.data, std.data, F.softmax(phi).data)" + " \n", + " print(\"neg. ELBO: {:.2f}\"\n", + " \"\\tmu: {}\"\n", + " \"\\tstd: {}\"\n", + " \"\".format(negative_elbo.item(), mu.data, std.data))\n" ] }, { "cell_type": "code", - "execution_count": 384, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 384, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, @@ -457,6 +442,98 @@ "plt.plot(x, generative_m[1].pdf(x), color='black', lw=1, ls='-.')\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## GMM\n", + "\n", + "### Expectation step\n", + "$$\\begin{eqnarray}\n", + "w_{ij} := p(z_i = j|x_i; \\theta) \\\\\n", + "\\mu_j := \\frac{\\sum_{i=1}^nw_{ij} x_i} {\\sum_{i=1}^nw_{ij}}\n", + "\\end{eqnarray}$$\n", + "\n", + "\n", + "### Maximization step\n", + "$$\\begin{eqnarray}\n", + "\\mu_j := \\frac{\\sum_{i=1}^nw_{ij} x_i} {\\sum_{i=1}^nw_{ij}} \\\\\n", + "\\sigma_j := \\sqrt{\\frac{\\sum_{i=1}^nw_{ij}(x_i - \\mu_j)^2} {\\sum_{i=1}^nw_{ij}}}\n", + "\\end{eqnarray}$$" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "class EM:\n", + " def __init__(self, k):\n", + " self.k = k\n", + " self.mu = None\n", + " self.std = np.ones(k)\n", + " self.w_ij = None\n", + " self.phi = np.ones(k) / k\n", + "\n", + " def expectation_step(self, x):\n", + " for z_i in range(self.k):\n", + " self.w_ij[z_i] = stats.norm(self.mu[z_i], self.std[z_i]).pdf(x) * self.phi[z_i]\n", + " \n", + " # normalize zo that marginalizing z would lead to p = 1\n", + " self.w_ij /= self.w_ij.sum(0)\n", + "\n", + " def maximization_step(self, x):\n", + " self.phi = self.w_ij.mean(1)\n", + " self.std = ((self.w_ij * (x - self.mu[:, None])**2).sum(1) / self.w_ij.sum(1))**0.5\n", + " self.mu = (self.w_ij * x).sum(1) / self.w_ij.sum(1)\n", + "\n", + " def fit(self, x):\n", + " self.mu = np.random.uniform(x.min(), x.max(), size=self.k)\n", + " self.w_ij = np.zeros((self.k, x.shape[0]))\n", + "\n", + " last_mu = np.ones(self.k) * np.inf\n", + " while ~np.all(np.isclose(self.mu, last_mu)):\n", + " last_mu = self.mu\n", + " self.expectation_step(x)\n", + " self.maximization_step(x)\n", + "\n", + "m = EM(2)\n", + "m.fit(np.array(x_i))\n", + "\n", + "fitted_m = [stats.norm(mu, std) for mu, std in zip(m.mu, m.std)]\n", + "\n", + "plt.figure(figsize=(16, 6))\n", + "plt.vlines(x_i, 0, 0.01, color=np.array(['C0', 'C1'])[z])\n", + "plt.plot(x, fitted_m[0].pdf(x))\n", + "plt.plot(x, fitted_m[1].pdf(x))\n", + "plt.plot(x, generative_m[0].pdf(x), color='black', lw=1, ls='-.')\n", + "plt.plot(x, generative_m[1].pdf(x), color='black', lw=1, ls='-.')" + ] + }, { "cell_type": "code", "execution_count": null, diff --git a/trainings/variational_inference_core_team/img/dafuq.jpg b/trainings/variational_inference_core_team/img/dafuq.jpg new file mode 100644 index 0000000..e24c744 Binary files /dev/null and b/trainings/variational_inference_core_team/img/dafuq.jpg differ diff --git a/trainings/variational_inference_core_team/img/easydist.png b/trainings/variational_inference_core_team/img/easydist.png new file mode 100644 index 0000000..6bb8781 Binary files /dev/null and b/trainings/variational_inference_core_team/img/easydist.png differ diff --git a/trainings/variational_inference_core_team/img/fashion-mnist-sprite.png b/trainings/variational_inference_core_team/img/fashion-mnist-sprite.png new file mode 100644 index 0000000..b7284c4 Binary files /dev/null and b/trainings/variational_inference_core_team/img/fashion-mnist-sprite.png differ diff --git a/trainings/variational_inference_core_team/img/plate-vae.png b/trainings/variational_inference_core_team/img/plate-vae.png new file mode 100644 index 0000000..0588d44 Binary files /dev/null and b/trainings/variational_inference_core_team/img/plate-vae.png differ diff --git a/trainings/variational_inference_core_team/vae.ipynb b/trainings/variational_inference_core_team/vae.ipynb new file mode 100644 index 0000000..d21e626 --- /dev/null +++ b/trainings/variational_inference_core_team/vae.ipynb @@ -0,0 +1,93 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Variational Autoencoders\n", + "\n", + "A Bayesian approach\n", + "\n", + "\n", + "## Suddenly a wild fashion-set appears...\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Generative model\n", + "\n", + "\n", + "\n", + "For each image $x_i$:\n", + "\n", + "$$\\begin{eqnarray}\n", + "z_i &\\sim& P(z) \\\\\n", + "x_i &\\sim& P(x|z_i)\n", + "\\end{eqnarray}$$\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Bayesian inference\n", + "\n", + "$$P(z|x) = \\frac{P(x|z)P(z)}{P(x)} $$\n", + "\n", + "## Can we solve this with MCMC?\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Approximate distribution\n", + "\n", + "Let's define an approximate distribution $Q(Z) \\approx P(z|x)$. We optimize the variables of $Q(z)$ so that it will be 'closer' to the true posterior $P(z|x)$\n", + "\n", + "\n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## KL-divergence\n", + "There is a reason we choose to measure the 'closeseness' with the KL-divergence and not a real distance metric, such as the Wasserstein distance." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}