{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# STIMP, MaskedAE and Lin-itp" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import torch\n", "import numpy as np \n", "import sys\n", "import os\n", "from dataset.dataset_imputation import PRE8dDataset" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import argparse\n", "parser = argparse.ArgumentParser(description='Imputation')\n", "\n", "# args for area and methods\n", "parser.add_argument('--area', type=str, default='PRE', help='which bay area we focus')\n", "\n", "# basic args\n", "parser.add_argument('--epochs', type=int, default=500, help='epochs')\n", "parser.add_argument('--batch_size', type=int, default=16, help='batch size')\n", "parser.add_argument('--lr', type=float, default=1e-3, help='learning rate')\n", "parser.add_argument('--wd', type=float, default=1e-4, help='weight decay')\n", "parser.add_argument('--test_freq', type=int, default=500, help='test per n epochs')\n", "parser.add_argument('--embedding_size', type=int, default=32)\n", "parser.add_argument('--hidden_channels', type=int, default=32)\n", "parser.add_argument('--diffusion_embedding_size', type=int, default=64)\n", "parser.add_argument('--side_channels', type=int, default=1)\n", "\n", "# args for tasks\n", "parser.add_argument('--in_len', type=int, default=46)\n", "parser.add_argument('--out_len', type=int, default=46)\n", "parser.add_argument('--missing_ratio', type=float, default=0.1)\n", "\n", "# args for diffusion\n", "parser.add_argument('--beta_start', type=float, default=0.0001, help='beta start from this')\n", "parser.add_argument('--beta_end', type=float, default=0.2, help='beta end to this')\n", "parser.add_argument('--num_steps', type=float, default=50, help='denoising steps')\n", "parser.add_argument('--num_samples', type=int, default=10, help='n datasets')\n", "parser.add_argument('--schedule', type=str, default='quad', help='noise schedule type')\n", "parser.add_argument('--target_strategy', type=str, default='random', help='mask')\n", "\n", "# args for mae\n", "parser.add_argument('--num_heads', type=int, default=8, help='n heads for self attention')\n", "config = parser.parse_args([])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Fig 3a**" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from torch.utils.data import DataLoader\n", "test_dloader = DataLoader(PRE8dDataset(config, mode='test'), 1, shuffle=False)\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = next(iter(test_dloader))\n", "device = \"cuda\"\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = datas.float().to(device), data_ob_masks.to(device), data_gt_masks.to(device), labels.to(device), label_masks.to(device)\n", "\n", "# load model\n", "model = torch.load(\"./log_bak/imputation/PRE/STIMP/best_0.1.pt\")\n", "model = model.to(device)\n", "cond_mask = data_gt_masks\n", "adj = np.load(\"./data/{}/adj.npy\".format(config.area))\n", "adj = torch.from_numpy(adj).float().to(device)\n", "\n", "imputed_data_our = model.impute(datas, cond_mask, adj, 10)\n", "imputed_data_our = imputed_data_our.median(1).values\n", "mask = data_ob_masks - cond_mask\n", "imputed_our = imputed_data_our[0][mask.bool().cpu()[0]]\n", "truth = datas[0][mask.bool()[0]].cpu()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "mae = torch.load(\"./log_bak/imputation/PRE/MAE/best.pt\")\n", "is_sea = np.load(\"./data/{}/is_sea.npy\".format(config.area))\n", "datas_image = torch.zeros(1,46,1,60,96)\n", "datas_image = datas_image.to(device)\n", "datas_image[:,:,:,is_sea.astype(bool)]=datas\n", "cond_mask_image = torch.zeros(1,46,1,60,96)\n", "cond_mask_image = cond_mask_image.to(device)\n", "cond_mask_image[:,:,:,is_sea.astype(bool)]=cond_mask\n", "imputed_data_mae = mae.impute(datas_image, cond_mask_image)\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "from einops import rearrange\n", "import torchcde\n", "tmp_data = torch.where(cond_mask.cpu()==0, float(\"nan\"), datas.cpu())\n", "tmp_data = rearrange(tmp_data, \"b t c n-> (b n) t c\")\n", "itp_data = torchcde.linear_interpolation_coeffs(tmp_data)\n", "imputed_data_itp = rearrange(itp_data, \"(b n) t c -> b t c n\", b=datas.shape[0], n=datas.shape[-1])" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([-2. , -1.5, -1. , -0.5, 0. , 0.5, 1. , 1.5, 2. , 2.5]),\n", " [Text(0, -2.0, '−2.0'),\n", " Text(0, -1.5, '−1.5'),\n", " Text(0, -1.0, '−1.0'),\n", " Text(0, -0.5, '−0.5'),\n", " Text(0, 0.0, '0.0'),\n", " Text(0, 0.5, '0.5'),\n", " Text(0, 1.0, '1.0'),\n", " Text(0, 1.5, '1.5'),\n", " Text(0, 2.0, '2.0'),\n", " Text(0, 2.5, '2.5')])" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imputed_data_mae = imputed_data_mae[:,:,:,is_sea.astype(bool)]\n", "imputed_mae = imputed_data_mae[0][mask.bool().cpu()[0]]\n", "imputed_itp = imputed_data_itp[0][mask.bool().cpu()[0]]\n", "imputed_our = imputed_our[:]\n", "imputed_mae = imputed_mae[:]\n", "imputed_itp = imputed_itp[:]\n", "truth = truth[:]\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import scipy.stats as stat\n", "import pandas as pd\n", "method = []\n", "method.extend(['STIMP' for i in range(imputed_our.shape[0])])\n", "method.extend(['MaskedAE' for i in range(imputed_our.shape[0])])\n", "method.extend(['Lin-itp' for i in range(imputed_our.shape[0])])\n", "data = {'truth': np.concatenate([truth.numpy() for i in range(3)]),\n", " 'imputed':np.concatenate([imputed_our.numpy(), imputed_mae.cpu().detach().numpy(), imputed_itp.numpy()]),\n", " 'method':method}\n", "data = pd.DataFrame.from_dict(data)\n", "color =[\"#9F0000\",\"#e3b87f\",\"#576fa0\"]\n", "g=sns.jointplot(data=data, x=\"truth\", y=\"imputed\", hue=\"method\", kind='kde', palette=color, marginal_kws={'common_norm':False,'shade':True})\n", "xpoints = ypoints = plt.xlim()\n", "plt.plot(xpoints, ypoints, 'k-', alpha=0.75, zorder=0)\n", "plt.ylabel(\"imputed\", size=24)\n", "plt.xlabel(\"truth\", size=24)\n", "pcc1=stat.pearsonr(truth[:], imputed_our).statistic.item()\n", "pcc2=stat.pearsonr(truth[:], imputed_mae.cpu().detach().numpy()).statistic.item()\n", "pcc3=stat.pearsonr(truth[:], imputed_itp).statistic.item()\n", "plt.text(0.40, 0.92, 'PCC={:.4f}'.format(pcc1), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#9F0000\")\n", "plt.text(0.40, 0.88, 'PCC={:.4f}'.format(pcc2), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#e3b87f\")\n", "plt.text(0.40, 0.84, 'PCC={:.4f}'.format(pcc3), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#576fa0\")\n", "plt.xticks(fontsize=15)\n", "plt.yticks(fontsize=15)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "config.missing_ratio=0.5\n", "from torch.utils.data import DataLoader\n", "test_dloader = DataLoader(PRE8dDataset(config, mode='test'), 1, shuffle=False)\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = next(iter(test_dloader))\n", "device = \"cuda\"\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = datas.float().to(device), data_ob_masks.to(device), data_gt_masks.to(device), labels.to(device), label_masks.to(device)\n", "\n", "model = torch.load(\"./log_bak/imputation/PRE/STIMP/best_0.5.pt\")\n", "model = model.to(device)\n", "cond_mask = data_gt_masks\n", "imputed_data_our = model.impute(datas, cond_mask, adj, 10)\n", "imputed_data_our = imputed_data_our.median(1).values\n", "mask = data_ob_masks - cond_mask\n", "imputed_our = imputed_data_our[0][mask.bool().cpu()[0]]\n", "truth = datas[0][mask.bool()[0]].cpu()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "mae = torch.load(\"./log_bak/imputation/PRE/MAE/best_0.5.pt\")\n", "is_sea = np.load(\"./data/{}/is_sea.npy\".format(config.area))\n", "datas_image = torch.zeros(1,46,1,60,96)\n", "datas_image = datas_image.to(device)\n", "datas_image[:,:,:,is_sea.astype(bool)]=datas\n", "cond_mask_image = torch.zeros(1,46,1,60,96)\n", "cond_mask_image = cond_mask_image.to(device)\n", "cond_mask_image[:,:,:,is_sea.astype(bool)]=cond_mask\n", "imputed_data_mae = mae.impute(datas_image, cond_mask_image)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "from einops import rearrange\n", "import torchcde\n", "tmp_data = torch.where(cond_mask.cpu()==0, float(\"nan\"), datas.cpu())\n", "tmp_data = rearrange(tmp_data, \"b t c n-> (b n) t c\")\n", "itp_data = torchcde.linear_interpolation_coeffs(tmp_data)\n", "imputed_data_itp = rearrange(itp_data, \"(b n) t c -> b t c n\", b=datas.shape[0], n=datas.shape[-1])" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([-2. , -1.5, -1. , -0.5, 0. , 0.5, 1. , 1.5, 2. , 2.5]),\n", " [Text(0, -2.0, '−2.0'),\n", " Text(0, -1.5, '−1.5'),\n", " Text(0, -1.0, '−1.0'),\n", " Text(0, -0.5, '−0.5'),\n", " Text(0, 0.0, '0.0'),\n", " Text(0, 0.5, '0.5'),\n", " Text(0, 1.0, '1.0'),\n", " Text(0, 1.5, '1.5'),\n", " Text(0, 2.0, '2.0'),\n", " Text(0, 2.5, '2.5')])" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imputed_data_mae = imputed_data_mae[:,:,:,is_sea.astype(bool)]\n", "imputed_mae = imputed_data_mae[0][mask.bool().cpu()[0]]\n", "imputed_itp = imputed_data_itp[0][mask.bool().cpu()[0]]\n", "imputed_our = imputed_our[:]\n", "imputed_mae = imputed_mae[:]\n", "imputed_itp = imputed_itp[:]\n", "truth = truth[:]\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import scipy.stats as stat\n", "import pandas as pd\n", "method = []\n", "method.extend(['STIMP' for i in range(imputed_our.shape[0])])\n", "method.extend(['MaskedAE' for i in range(imputed_our.shape[0])])\n", "method.extend(['Lin-itp' for i in range(imputed_our.shape[0])])\n", "data = {'truth': np.concatenate([truth.numpy() for i in range(3)]),\n", " 'imputed':np.concatenate([imputed_our.numpy(), imputed_mae.cpu().detach().numpy(), imputed_itp.numpy()]),\n", " 'method':method}\n", "data = pd.DataFrame.from_dict(data)\n", "color =[\"#9F0000\",\"#e3b87f\",\"#576fa0\"]\n", "g=sns.jointplot(data=data, x=\"truth\", y=\"imputed\", hue=\"method\", kind='kde', palette=color, marginal_kws={'common_norm':False,'shade':True})\n", "xpoints = ypoints = plt.xlim()\n", "plt.plot(xpoints, ypoints, 'k-', alpha=0.75, zorder=0)\n", "plt.ylabel(\"imputed\", size=24)\n", "plt.xlabel(\"truth\", size=24)\n", "pcc1=stat.pearsonr(truth[:], imputed_our).statistic.item()\n", "pcc2=stat.pearsonr(truth[:], imputed_mae.cpu().detach().numpy()).statistic.item()\n", "pcc3=stat.pearsonr(truth[:], imputed_itp).statistic.item()\n", "plt.text(0.40, 0.92, 'PCC={:.4f}'.format(pcc1), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#9F0000\")\n", "plt.text(0.40, 0.88, 'PCC={:.4f}'.format(pcc2), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#e3b87f\")\n", "plt.text(0.40, 0.84, 'PCC={:.4f}'.format(pcc3), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#576fa0\")\n", "plt.xticks(fontsize=15)\n", "plt.yticks(fontsize=15)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "config.missing_ratio=0.9\n", "from torch.utils.data import DataLoader\n", "test_dloader = DataLoader(PRE8dDataset(config, mode='test'), 1, shuffle=False)\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = next(iter(test_dloader))\n", "device = \"cuda\"\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = datas.float().to(device), data_ob_masks.to(device), data_gt_masks.to(device), labels.to(device), label_masks.to(device)\n", "\n", "adj = np.load(\"./data/{}/adj.npy\".format(config.area))\n", "adj = torch.from_numpy(adj).float().to(device)\n", "model = torch.load(\"./log/imputation/PRE/STIMP/best_0.9.pt\")\n", "model = model.to(device)\n", "cond_mask = data_gt_masks\n", "imputed_data_our = model.impute(datas, cond_mask, adj, 10)\n", "imputed_data_our = imputed_data_our.median(1).values\n", "mask = data_ob_masks - cond_mask\n", "imputed_our = imputed_data_our[0][mask.bool().cpu()[0]]\n", "truth = datas[0][mask.bool()[0]].cpu()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "mae = torch.load(\"./log_bak/imputation/PRE/MAE/best_0.9.pt\")\n", "is_sea = np.load(\"./data/{}/is_sea.npy\".format(config.area))\n", "datas_image = torch.zeros(1,46,1,60,96)\n", "datas_image = datas_image.to(device)\n", "datas_image[:,:,:,is_sea.astype(bool)]=datas\n", "cond_mask_image = torch.zeros(1,46,1,60,96)\n", "cond_mask_image = cond_mask_image.to(device)\n", "cond_mask_image[:,:,:,is_sea.astype(bool)]=cond_mask\n", "imputed_data_mae = mae.impute(datas_image, cond_mask_image)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "from einops import rearrange\n", "import torchcde\n", "tmp_data = torch.where(cond_mask.cpu()==0, float(\"nan\"), datas.cpu())\n", "tmp_data = rearrange(tmp_data, \"b t c n-> (b n) t c\")\n", "itp_data = torchcde.linear_interpolation_coeffs(tmp_data)\n", "imputed_data_itp = rearrange(itp_data, \"(b n) t c -> b t c n\", b=datas.shape[0], n=datas.shape[-1])" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([-2. , -1.5, -1. , -0.5, 0. , 0.5, 1. , 1.5, 2. , 2.5]),\n", " [Text(0, -2.0, '−2.0'),\n", " Text(0, -1.5, '−1.5'),\n", " Text(0, -1.0, '−1.0'),\n", " Text(0, -0.5, '−0.5'),\n", " Text(0, 0.0, '0.0'),\n", " Text(0, 0.5, '0.5'),\n", " Text(0, 1.0, '1.0'),\n", " Text(0, 1.5, '1.5'),\n", " Text(0, 2.0, '2.0'),\n", " Text(0, 2.5, '2.5')])" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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hSMvAkVsEgM7fgqFVLMY2bfHv0ZtWl1xOaKuEhg1WCHHek6RPnNcqSkv5MT4KbZA/MbKmmaglV0UFTmsRrvIyFI8HtUaH1mzB4B/QII9t60p5ziHKdm7HnpaC62A2jqzcqgTXEB6IoX1b/PsNosMtdxAUE9uwwQohzjuS9Inz2p+PjOPgW+8S8fh/6m0GpRCN1ZHxkaW7d+BITcGxLxNHTiGoVHi1jcNn8FA63jeeiLbtGjpUIcR5QJI+cd4qLypmTqtodC1CiRkvY/mEqI3yg5kUb1iLfVsyFakHUVAq10m85np6jXsEg5dXQ4cohGggkvSJ89avt99A7meziXzqUbxj4xs6HCEaHXtBAQVLF2HbuAl7Zi46PwveFw9u1FVShBBnTpI+cV5KX7eWxf0uwKtbe6Juv6ehwxGi0SveuR3rP4so33y4Skq3dkTcdBs97xuHTm9o6PCEEOeAJH3ivPR93y5UbNtNzKRn66z0lRDicJWURQuwrVmHPSsffZAv3sMG0/7B/xLXu29DhyeEqEeS9InzzvLpb7Dnof8ScM1IQodd0tDhCNEkKR6FouTNlCz7B9u2PXjsTkxtYvAdOpR2t95DdLfuDR2iEKKOSdInzisHk7ex8ILe6EICiHnsqXNSAkuI5s5ZVkrB8n+wbdpExd5MFI8HY1w4pm7dCB06nKRRY/AODmnoMIUQZ0mSPnHecDldzOmRhD01g8inJ2AKkg8ZIc41h7WYwrUrqUhOxpGaiavUhkqjxhgbgb5Na3w6dyWi/yDiBw5GbzI2dLhCiNMgSZ84b/x03RUUfPMTwXeNJajXBQ0djhDNnuL2YE3ZTfmu7ZV1kg/mVFUFUeu0GKJD0cXF4dW2HcE9+pAwbAQ+oaENG7QQ4oQk6RPnhd/uupmcT77Ad/hAIkZf39DhCCFOwGEtpmTPbuzpabgOHsSVnYsjpxDF7QEVGMKD0MfHYmqbRFDvC2h98SX4RbRo6LCFEEjSJxqY2+3mj3tvJeeTL/Ee2IvIsbc1dEhCiNPkcTgoSd2LLS0FZ2YGrqxD2LPyUZyuykQwLLAyEUxsh3+X7sRcOITQ1m3QaDQNHboQzYokfaLBWA8d4s+rRlC6YiPeA3rQ4qbbZeKGEE2E4nRiTUvBlrIHZ2YmruxDOLLz8didAGi9Tegjw9BFR2GIicO7VWsC23ckolMX6RkUop5I0ifOOZfTxZLnJpD9wYe4yyrwHzOSkEFDGzosIUQ9U9weSjPSsO1Pw3ngAK6cXNz5hTjzi/E4XFXHaUwGtAE+aAJ80fj7o/EPQBcQgC4wCGNIGOawCLyjogmIa4l/ZJT0GApRS5L0iXPC7XaTsnQJuz/9EOsfC3AcKsQrKZ6gq6/BHB3T0OEJIRqQ4lGoyDuE7UAmzoI83AUFuIuteEqseMpteMpsuMsqcJdV1DhXpVGj9fFC42NB4+eDxs8Pjb8/2oAgdEFBmELC8AoJwxIegXd4BH4tojB4WyRRFM2SJH2NjKIolJSUNNj13W43HrcLj8uN2+HE7XLgtFVgLy/DWVqKrbAQW0E+5YcOYjuUTUX6PpyZGdhT9uMqKkOt02BMbImlbz/823dssPsQQjQ+itNJhbUIR1ER7hIr7hIrrpJSPKVWPGXlKGVllUlieQWe8grcNsdx21GpVWi8DKgMetQGPSqjHpXegMqoR62v3K4yGFAbjJX/NZpQG41ojF5oTEY0JjMakxGtwYTaoEdjMKI16FHp9Gi0WtRqDSqNGpVKDSo1KtXhYStqFSq1GpVGg0qlQqXRojn8PWoVao0WlUaDWqWq3IYKlVqFWqWGw0NfVCr1Ce/p6P9XXlulVqPWalFROdtardGi1mpQa7QNkvR6e3sffS1Eg5Ckr5GxWq34+kpZMiGEEI1LcXExPj4+DR1GsyZJXyNzuj19VquVqKgoMjIymvQvm9xn09Nc7lXus+lpLvd6uvcpPX0NT9vQAYjTo1KpzugfER8fnyb9j88Rcp9NT3O5V7nPpqe53Gtzuc+m4PiDA4QQQgghRJMiSZ8QQgghRDMgSV8TZzAYePbZZzEYDA0dSr2S+2x6msu9yn02Pc3lXpvLfTYlMpFDCCGEEKIZkJ4+IYQQQohmQJI+IYQQQohmQJI+IYQQQohmQJI+IYQQQohmQJI+IYQQQohmQJI+IYQQQohmQJI+IYQQQohmQJK+RkZRFKxWK7K8ohBCiKZOPvPqliR9jUxJSQm+vr6UlJQ0dChCCCFEvZLPvLolSZ8QQgghRDMgSZ8QQgghRDMgSZ8QQgghRDMgSZ8QQgghRDMgSZ8QQgghRDOgbegARP1wu904nc6GDkPUIZ1Oh0ajaegwhBBCNFKS9DUxiqKQnZ1NUVFRQ4ci6oGfnx9hYWGoVKqGDkUIIUQjI0lfE3Mk4QsJCcHLy0uSgyZCURTKy8vJyckBIDw8vIEjEkII0dhI0teEuN3uqoQvMDCwocMRdcxkMgGQk5NDSEiIPOoVQghxWmQiRxNyZAyfl5dXA0ci6suR91bGawohhDhdkvQ1QfJIt+mS91YIIcSZkqRPCCGEEKIZkKRPNHqLFy9GpVLVy4xllUrF3Llz67xdIYQQ4lyTpE80KoMGDeLhhx9u6DCEEEKIRkeSPiGEEEKIZkCSPlFvBg0axIMPPsjDDz+Mv78/oaGhfPzxx5SVlXHbbbfh7e1Nq1atmD9/ftU527ZtY8SIEVgsFkJDQxk7dix5eXkA3HrrrSxZsoRp06ahUqlQqVTs27ev6tz169fTvXt3vLy86Nu3L7t27aoWz/vvv098fDx6vZ42bdrwxRdfVNu/Z88eBgwYgNFopF27dixYsKD+XhwhhBDiHJOkT9Srzz77jKCgINasWcODDz7Ifffdx5gxY+jbty8bNmxg2LBhjB07lvLycoqKirjooovo0qUL69at4/fff+fQoUNcc801AEybNo0+ffpw1113kZWVRVZWFlFRUVXXevrpp3n99ddZt24dWq2W22+/vWrfnDlzeOihh/jvf//Ltm3buOeee7jttttYtGgRAB6Ph6uuugq9Xs/q1av54IMPeOKJJ87tiyWEEELUJ0U0KsXFxQqgFBcX19hns9mU7du3KzabrQEiq2ngwIFKv379qr53uVyK2WxWxo4dW7UtKytLAZSVK1cqL7zwgjJs2LBqbWRkZCiAsmvXrqo2H3rooWrHLFq0SAGUv/76q2rbr7/+qgBVr0Xfvn2Vu+66q9p5Y8aMUS655BJFURTljz/+ULRarXLgwIGq/fPnz1cAZc6cOWf+ItSx8+09FkKIUzl06NAZn3uyzzxx+qSnT9Srjh07Vv2/RqMhMDCQDh06VG0LDQ0FKqtMbN68mUWLFmGxWKq+EhMTAUhJSTmtax0pU3akbNmOHTu44IILqh1/wQUXsGPHjqr9UVFRREREVO3v06fPad2rEEKI6pKTk7njjjsaOgxxmJRhE/VKp9NV+16lUlXbdmSxYY/HQ2lpKZdffjmvvvpqjXZqU2v2RO0KIYQ499auXcvEiROx2+0NHYo4THr6jlFeXs7cuXO54447aNOmDUajEbPZTKdOnXj++ecpLS097TYLCwt56KGHiImJwWAwEBMTw8MPP1wv68o1Zl27diU5OZnY2FhatWpV7ctsNgOg1+txu92n3Xbbtm1Zvnx5tW3Lly+nXbt2VfszMjLIysqq2r9q1aqzuBshhGi+Fi5cyFNPPYXdbqdnz54NHY44TJK+Y/zvf/9j1KhRzJw5E41Gw8iRI+nfvz9paWk8++yz9OjRo+qRYW3k5eXRs2dPpk+fjlar5corr8Tb25tp06bRq1cvCgoK6vFuGpcHHniAgoICrr/+etauXUtKSgp//PEHt912W1WiFxsby+rVq9m3bx95eXm17sl77LHHmDVrFu+//z579uzhjTfe4Mcff+TRRx8FYMiQIbRu3ZpbbrmFzZs3s3TpUp5++ul6u1chhGiq5s2bx4svvojL5WLw4MG89NJLDR2SOEySvmPodDruvvtutm/fzvbt2/n222/5/fff2bVrF126dGHnzp2ntTjwww8/zN69e7nqqqvYtWsX33zzDdu2bePBBx9k9+7dPPLII/V3M41MREQEy5cvx+12M2zYMDp06MDDDz+Mn58fanXlj+qjjz6KRqOhXbt2BAcHk56eXqu2r7zySqZNm8bUqVNJSkriww8/5NNPP2XQoEEAqNVq5syZg81mo2fPntx5553yD5UQQpwGRVH4/PPPeeutt1AUhSuvvJKnn34arVZGkp0vVIqiKA0dRGOxcuVK+vbti8FgwGq1otfrT3p8VlYWkZGRaLVa0tPTqyYtANjtdqKioigoKODgwYOEhITUKgar1Yqvry/FxcX4+PhU21dRUUFaWhpxcXEYjcbTv0Fx3pP3WAhxPlIUhXfffZcffvgBgFtuuYVbbrmlanz1mTrZZ544fdLTdxo6deoEVCZs+fn5pzz+999/x+Px0L9//2oJH4DBYODyyy/H7Xbz22+/1Uu8QgghRH1zuVxMnjy5KuF78MEHufXWW8864RN1T5K+05CamgpUPgIOCAg45fGbN28GKicoHM+R7Vu2bKmjCIUQQohzx26388wzz7BgwQI0Gg1PP/00V111VUOHJU5AHrSfhmnTpgEwfPhwDAbDKY8/Mt4sMjLyuPuPbN+/f38dRSiEEEKcG6WlpTz99NNs2bIFvV7PpEmT6N27d0OHJU5Ckr5a+u2335gxYwY6nY4XXnihVuccWd7Fy8vruPuPLENSUlJywjbsdnu1NY6sVmttQxZCCCHqRUFBAY8//jgpKSmYzWYmT55cbeH9MyWfefVLHu/Wws6dO7nppptQFIUpU6ZUje07FyZPnoyvr2/V179rzQohhBDnWlZWFg8++CApKSn4+/szbdq0Okn4QD7z6pskfadw4MABhg8fTmFhIY888ggPPfRQrc+1WCxA5YLPx1NWVgaAt7f3CduYMGECxcXFVV8ZGRmnEb0QQghRd9LS0njwwQc5ePAg4eHhvPPOO8THx9dZ+/KZV7/k8e5JFBQUMGzYMPbv389tt93G1KlTT+v86OhoADIzM4+7/8j2mJiYE7ZhMBhqNX5QCCGEqE/Jyck8+eSTlJaWEhcXx5QpUwgMDKzTa8hnXv2Snr4TKC0tZcSIEWzfvp2rrrqKjz/++LSnnx95DLxhw4bj7j+yvWPHjmcXrBBCCFGP1q5dy3//+19KS0tJSkpi2rRpdZ7wifonSd9x2O12rrjiCtasWcPFF1/M119/jUajOe12hg8fjlqtZunSpTVKt9ntdn7++Wc0Gg2XXHJJXYUuhBBC1Klj6+hOnTr1pMOSxPlLkr5juN1urr/+ehYuXEj//v358ccfT1l545133iExMZEJEyZU2x4eHs7111+Pw+Hg/vvvx+VyVe17/PHHyc3N5aabbqp1NQ4hhBDiXDpeHV2pBtR4SdJ3jHfeeYc5c+YAEBQUxP3338+tt95a4ysvL6/qnLy8PHbt2kVWVlaN9t566y3i4+P54YcfSExM5LrrrqNDhw5Mnz6dhIQE3njjjXN2b+ez3Nxc7rvvPqKjozEYDISFhXHxxRfz0ksvoVKpTvq1ePFiZs2ahZ+fX1V7s2bNQqVS0bZt2xrX+u6771CpVMTGxtY4XqVSoVariYyM5LbbbqvRQyuEEM2B1NFtmuTdO0ZhYWHV/x9J/o7nueeeIygo6JTtBQUFsWbNGp577jnmzp3LnDlzCA0NZfz48UyaNKlaotKcXX311TgcDj777DNatmzJoUOH+Pvvv0lKSqqWTD/00ENYrVY+/fTTqm0BAQHs27evRptms5mcnBxWrlxJnz59qrbPmDGjapLNv/n4+LBr1y48Hg+bN2/mtttu4+DBg/zxxx91e7PN0J5Zs1h+221V36sNBizR0UQMG0aniRMx/atMoe3QIbZNmULGL79Qlp6OSqXCNzGR6FGjSBw3DsMxvzP758xh90cfkbd2LU6rFUNQEKH9+tHm3nsJv+iis47dbbez8ZlnSPniCxyFhfh37EjXF18kYujQWp2fOns22157jaLt29F5exM9ciTdXn0V40n+/Ti0bBnz+/cH4Lrc3OMem/bNN2x/6y0Kt2xBpdPh164dXV98seqeyzIy2DNzJpm//op1zx5UGg1+7dvT6f/+j4ghQ87glRDNRX3V0RUNT5K+Yzz33HM899xzdXpOQEAA06dPZ/r06WcXXBNVVFTE0qVLWbx4MQMHDgQqZzT37NmzxrEmkwm73U5YWNgp29Vqtdxwww3MnDmzKunLzMxk8eLF/Oc//+Hrr7+udrxKpapqNyIigvHjxzNx4kRsNhsmk+lsb1MAXZ5/HktcHO6KCg4tW8au998n87ffuHLbNrReXuStXcuCSy7BVVpKy5tuIrBbNwDy161j6yuvcOiffxj2559A5QfT8ttvZ++sWQR06ULSI49gCgujPCuL9Dlz+GPwYC5ZvpyQvn3PKuZlt97Kvu+/p93DD+OTkMDeWbNYcMklDF+0iNB+/U567s7332fV/fcTPngwPd94g7LMTHZMm0beunVcuno12uM8JlM8HlY/+CBasxnX4WWdjrXxuefY/PzzxI4eTatbb8XjdFK4bRvlBw5UHZM+bx5bX32V6CuvJP6WW1BcLlI+/5w/hw7lgpkzSfhXEi7EES6Xi9dee40FCxYAlXV0paxa0yFJXxOmKAquE6wRWN+0Xl61/qvQYrFgsViYO3cuvXv3rtPp+rfffjuDBg1i2rRpeHl5MWvWLIYPH07ov3qWTsRkMuHxeKqNxRRnp8WIEQR17w5A6zvvxBgYSPIbb5A+bx4tRoxg4ahRqDQaLt+4Eb/ExGrndn3pJXZ//HHV98mvv87eWbNo9/DD9HjjjWo/b52efpqUL75AdZaPonLXrCFt9my6T5lC+0cfBSD+5puZ17496x5/nEtXrDjhuW6Hgw1PPUXogAEMW7CgKr6Qvn35+/LL2fPxx7R98MEa5+366CPKMjJIuPNOdhwu/fhvOatWsfn55+nx+usk/ec/J7x+2IUXMiY9vVovYZt77+Wnzp3Z+MwzkvSJGux2O5MmTWLlypWo1WomTJjAEOkVblIk6WvCXOXlfHV4gehz7cbSUnSHy8ydilarZdasWdx111188MEHdO3alYEDB3Lddded9XI2Xbp0oWXLlnz//feMHTuWWbNm8cYbb5CamnrS8/bs2cMHH3xA9+7dZZZaPQq76CKS33iD0rQ0dn/4IeUHDjDgq69qJHwAptBQOv3f/wHgstnYOnkyvomJdJ869bh/YMSPHXvW8e3//ntUGg2t7767apvWaCThjjvY8NRTlGVkYD5BxYCibdtwFBURd+211eKLuuwytBYLabNn10j67AUFbPy//6PL889jO8F40u1vvYUpLIx2Dz1U+YddWRm64/ye+ycl1dimMRiIvOQSkt94A2dJCTr52RaHSR3d5kEmcojzwtVXX83Bgwf56aefGD58OIsXL6Zr167MmjXrrNu+/fbb+fTTT1myZAllZWUnXCKnuLgYi8WCl5cXbdq0ITQ0lK+++uqsry9OrCQlBQBDYCAZP/2ExmQiZvToU56Xs2wZ9oICWt5wA+paLKekeDxU5OXV6svjdFadl79xIz6tW6P38anWXtDhoQcFmzad8Jruw/VDNccZGqA1mcjfuBHF46m2fePEiZjCwmh9zz0nbDfr778J6tGD7dOnMzs4mK+8vfkmPJwd77xzytcBwJadjdbLC80JaoKL5qegoICHH36YLVu2YDabmTp1qiR8TZT09DVhWi8vbiwtbbBrny6j0cjQoUMZOnQoEydO5M477+TZZ5/l1ltvPatYbrzxRh5//HGee+45xo4de8LZZ97e3mzYsAG1Wk14eLiM46sHjuJiKvLycFdUkLN8OZuffx6NyUTkZZexfsIEfFq3RnOKJZIAinbsAMCvlvU+S9PT+SEurlbHXrxoEeGDBgFgy8rCKzy8xjFHtpUfPHjCdnwSEkClImf58mqPUot37aIiNxcAe2EhxsML3BZs2cKuDz9kyG+/nTCRtRcWYs/LI2f5crIWLqTzs89ijo5m76efsvrBB1HrdLQ5ScJo3buX/T/+SOyYMbVKlkXTl5WVxaOPPsrBgwfx9/dnypQpdVpWTZxfJOlrwlQqVa0fsZ6P2rVrx9y5c8+6nYCAAEaOHMm3337LBx98cMLj1Go1rVq1OuvriRP785jxQeaYGAZ89RXmFi1wWq21ftzotFoBan28KSyMYYcHpp9KwOFKOgBumw31ccaYag5PwHDZbCdsxxgUROw117D3s8/wbduWmFGjKD9wgFWHkzOP04n7X+evHj+eFiNG0GLYsBO26Tr8R5w9P5+Bs2cTd+21AMSOHs28Dh3Y/OKLJ0z6XOXlLB4zBo3JRLdXXjnJKyCai7S0NB577DHy8/MJDw9n6tSpRERENHRYoh5J0icaXH5+PmPGjOH222+nY8eOeHt7s27dOl577TWuuOKKOrnGrFmzeO+996RsUAPr/e67+LRujUqrxRQaim+bNqjUlaNMdD4+OEtKatWO7vDj1toerzUaz2iZEo3JhOfwY9p/c1dUVLZ7it7gvh9+iNtmY92jj7Lu8ESQljfdhE98PPt//BHt4bF4ad98Q+6KFVyxbdsp4wFQ63TVHoOr1Gpir72WTc8+S2l6OpZjliTyuN0sue46irZvZ+j8+XjJB3uzl5yczIQJEygpKam3Orri/CNJn2hwFouFXr168eabb5KSkoLT6SQqKoq77rqLp556qk6uYTKZ5HHteSCoZ8+q2bvH8k1MpGDTJtwOxykf8foenuhRtHUrMVdeecrretzuqkeqp2IICKi6vik8vNoyKEeUH1478lTJk97Xl8Hz5lGank7pvn1YYmKwxMTwa9++GIODq9YcXPfYY5WPXPV6Sg6vOekoKgIq19vzOBx4RURUxmY0ovfzq/F41ni4so+jsBCOSfpW3HUXGb/8woCvvqqTtQtF47Z27VomTpyI3W4nKSmJyZMny4S1ZkKlKIrS0EGI2rNarfj6+lJcXIzPMYPLKyoqSEtLIy4uTsrkNFGN9T0+sjjzZWvXnjDp2zJ5MhueeooB//sfLa+//qTtucrL+TYyElNYGFds3XrK8Wkl+/ad0Zi+tY89xvY33+T6goJqkzm2vPwyG55+mjHp6SecvXsi9qIivgkNJebqqxn4v/8BMOsUyxv5d+rEFYcnjfzapw95a9dyU3l5teR44zPPsPmFF7jmwIFqyejaxx4jeepUer71Fu0eeui0YhVNz6JFi3j55ZdxuVz07NmTSZMmndf/lpzsM0+cPunpE0KcF9rcey873n6btf/9L4HduuHbunW1/bacHHZ/9BGd/u//0Hp50eGJJ1j/5JOsf+IJuk+ZUmPZlpQvv8SndWuCe/Y84zF9saNHkzx1Krs/+qhqnT633c6eTz8lqFevaglfaXo6rvLy4y43828bJkxAcbmqrbF34XGq/6TNns2+b76h/+ef4xUZeTSma68ld9UqUj77jNZ33QWAq6KC1K++wq9du2oJ37YpU0ieOpWOTz0lCZ9g3rx5TJs2DUVRGDx4ME8++aSUVWtm5N0WQpwXDP7+XDRnDn9dcgk/de5M/L8rcmzYQNrXXxP8r3J67R97jKLkZJJff53sRYuIGT0aU1gYtuxs0ufOJW/NGi45vHjymY7pC+7Vi9gxY1g/YQIVOTl4t2pFymefUbpvHxfMmFHt2KU338yhJUu49V8PT7a88gpF27YR3KsXKq2W9LlzOfjnn3R58UWCevSoOu54j6iPLAfTYsSI6gss33MPez75hFUPPEDx7t1YoqNJ+eILSvfvZ/DPP1cdt3/OHNY9/jg+CQn4tm1LypdfVms/YujQauXvRNOlKApffPFFVfnKK664goceekjKqjVDkvQJIc4bwb16ccW2bWybMoXMX3+trKqhVuPbti0dnnySxHHjqo5VqdX0//xzoq64gt0ffUTy1Kk4rFaMwcGEDhhA99deI+RfSeKZ6vf555gnTiTliy+wFxYS0LEjQ375hbABA055rn+HDqTPmUPGTz+huN34d+zIoG+/JXbMmDOOR2sycfHChax7/HH2zpyJs6yMgM6dGfLrr7S4+OKq4wo2bwbAumcPS4+zUPXFixZJ0tcMHFtH9+abb+bWW2+VhK+ZkjF9jYyM6Wve5D0WQtRWU6ijK2P66pb09AkhhBBNjNTRFccjSZ8QQgjRhEgdXXEikvQJIYQQTURBQQGPP/44KSkpmM1mJk+eTIdalisUTZ8kfUIIIUQTIHV0xalI0ieEqHdlBzZSuG3e0Q1qDVqjL4bAeHziB6IxWKp2ue2llOxbTkXubty2YlCp0JqDMIUkYonuiVpXvbKK7dAOSjPX4yw+gMdlR633wuAXjTmqO8bAlmcdu+JxUbxnEeVZm/E4K9B5h+Lb6iKMQbX7MK3IT6EkZSnO0kMoigetVyCWmF6YIzpVO87jrMCa+g8VOTtxVVjR6M0YAlviEz8QrcnvjNoEKMvcQMm+FbhshWiNvliie2GJ6XXGr4c4P0kdXVEb6oYOQIhzTaVSMXfu3DptMzY2lrfeeqtO22yKfFpdiH+HUfi3vQS9XxRlGevIWf0JHrcDAEfxAQ4tf4/S9LUY/GLwTbwY3zbD0HmHUZK2jPzN31W1pSgKBVvnkr/pGzz2UiyxffBvdxmWqJ64bIXkrfsce2H6WcdcsHUupftX4hXeEb/E4ahUKvI2fIW9cP8pz7Xl7CRv3Rcoihuf+EH4JgxGpdFRuHUOJftW/utePOSu+5yyjLUYQxLxbzsCr/D22LKTyV09A4/LftptApRmrKMw+Sd0lmD8Ei9B7xdJ0c75WFOXnfXrIs4fycnJPPTQQ+Tn5xMXF8fbb78tCZ84Lkn6xHnhyLpR9957b419DzzwACqViltvvfXcB3aWJk+ejEajYcqUKTX2zZo1C5VKVeOrKS/FYgxqhTmiE+bIbgR0GIUlpjduWxEVObvwOG3kb5wNKhWhfe7Bv/1ILFE9sET1IKD9FYT1fwiDf0xVW6X7VlB+cBOWmN6E9LkHn5YDMEd2xSd+QOX5HUahUp3dP3GOokxs2dvwTRiMX5thWKK6E9z9FjRGX4p3n7rCR2n6GtQGb4J73IIlpheW6J4Ed78Zjcmf8gObql3HaT2Ib+uh+LUZhjmyW+X/tx2B216CPT/1tNtU3E6se/7GGJxAYOdrsUR1I6DDVXiFd6AkdQkep+2sXhtxfli7di3//e9/KSkpISkpiWnTphEYGNjQYYnzlCR94rwRFRXF7NmzsdmOfhhVVFTwv//9j+hjCsg3FjNnzuTxxx9n5syZx93v4+NDVlZWta/9+0/dg9RUGAIr6+G6bIWUZqzHbS/Br83F6CzBNY7VGCz4xA8EKhOakrRlaM1B+LYZdtyFZs0RndD7RdbYfjrKD20HlQpzVLeqbSqNDnNkVxxFmbhsxSc9X3HZUeuMqNRHR9Ko1Bo0ei9UGm214wDUenO18zV6y+Fzqh9bmzYrCtLwOG2Yo45W/gAwR/dEcTux5e4+5f2L89uiRYt46qmnsNvt9OzZk6lTp+Lt7d3QYYnzmCR94rzRtWtXoqKi+PHHH6u2/fjjj0RHR9OlS5eqbb///jv9+vXDz8+PwMBALrvsMlJSUqr2OxwOxo0bR3h4OEajkZiYGCZPnnzC6z777LOEh4ezZcsWAJYtW0b//v0xmUxERUUxfvx4ysrKqo7Pycnh8ssvx2QyERcXx1dffXXcdpcsWYLNZuP555/HarWy4nBJsH9TqVSEhYVV+wptRlUSXOUFAKh1XlTk7kKl1mIKa3fK8+yF6XicNrzCO9SqN09RPLgdZbX6UjzuqvOcJdlovQJRa6v3vup9W1TtPxlDQCyu0lyK9yzEVZaPq7wAa8oSHNaDeMddUHWczjcClUaHde8iKvJTcVdYsRfso3j3AnQ+ERj+NTaxtm06rZWx6X2qP+bT+4QDqqr9onGaN28eL7zwAi6Xi8GDB/PSSy816acEom7IRI4mTFEUFLezQa6t0ujOqMzP7bffzqeffsqNN94IVPaU3XbbbSxevLjqmLKyMh555BE6duxIaWkpzzzzDKNGjWLTpk2o1WqmT5/OTz/9xLfffkt0dDQZGRlkZGTUuJaiKIwfP55ffvmFpUuX0qpVK1JSUhg+fDgvvvgiM2fOJDc3l3HjxjFu3LiqupW33norBw8eZNGiReh0OsaPH09OTk6N9mfMmMH111+PTqfj+uuvZ8aMGfTt2/e0X5OmxOOyH06sXDgKMyhJWVKZ6AW3pnj3X2jNgdV6sE7EWZYLgM4SUqvruiuKyf5nWq2ODepxC8aAyh5It70EjaFmz8mRiSdue8lJ2/JuORCXrYiS1H8oSf0HqPzdCOx8LaaQxKPt6c0EdBpDYfJP5K37vGq7ITCewM7XoFJrTrtNt70EVKpqk2SgstdQrTedMnZxfpI6uuJsSNLXhCluJwf/frlBrh0x+ClUWv1pn3fTTTcxYcKEqkecy5cvZ/bs2dWSvquvvrraOTNnziQ4OJjt27fTvn170tPTSUhIoF+/fqhUKmJiYjiWy+XipptuYuPGjSxbtowWLSp7biZPnsyNN97Iww8/DEBCQgLTp09n4MCBvP/++6SnpzN//nzWrFlDjx6Vj81mzJhB27Ztq7VvtVr5/vvvWblyZdV99e/fn2nTpmGxHP0QLi4urvY9QP/+/Zk/f/5pv3aNwb8TGgCN0ZeAjlejMfqguO2oNIZatXPkcahKW7vjNXoLQd1r1p89Hr132NHruF3VEq4jjiSmp/qjSqXWoPUKxBTaDlNoW1AUSjPXU7DlR4K6j8XgF3U0Rp0Xeu9w9NFR6CwhOK3ZlOxbTuG2eQR2vua021Q8LlSqmrEfiV/xNMwfhOLMSR1dcbYk6RPnleDgYC699FJmzZqFoihceumlBAUFVTtmz549PPPMM6xevZq8vDw8Hg8A6enptG/fnltvvZWhQ4fSpk0bhg8fzmWXXcawYcOqtfGf//wHg8HAqlWrqrW/efNmtmzZUu2RraIoeDwe0tLS2L17N1qtlm7djo7xSkxMxM/Pr1r7X3/9NfHx8XTqVLmERufOnYmJieGbb77hjjvuqDrO29ubDRs2VDvXZKq+JElT4tf2ErTmQFCp0egtlT17hx/PqjQGFLf9FC1UOpLsKa5aHq/RYQw8/fXKVBpttce9RygeV1W7J1O04zccxZmE9Lmn6j5NYUkcWv4uRTt/J7T3XUDlY+7cdZ/h334UXocfb5tCEtGY/CjcNhdb7h5MwQmn1aZKrUVRasZ+JH6V+uSxi/NLU6ijKxqeJH1NmEqjI2LwUw127TN1++23M27cOADefffdGvsvv/xyYmJi+Pjjj4mIiMDj8dC+fXscjsplP7p27UpaWhrz58/nr7/+4pprrmHIkCF8//33VW0MHTqUr7/+mj/++KPqUTJUli+65557GD9+fI3rRkdHs3t37Qa/z5gxg+TkZLTao79iHo+HmTNnVkv61Go1rVq1qlWbTYHet0XVeLhj6SxBOK3ZhxOSk//TpDNXJurO0pzK3q5TUBQPHkfZKY8DUOtMVdfXGLxxV1hrHOO2l1btP+E1PS7KDmzEO+6CauMOVWoNxqAEStPXVN1r2YFNKG4XppDW1dowhbShEHAUpWMKTjitNjUGb1AU3PbSao94FY8Lj8N20tjF+UXq6Iq6IklfE6ZSqc7oEWtDGz58OA6HA5VKxcUXX1xtX35+Prt27eLjjz+mf//+QOXEi2P5+Phw7bXXcu211zJ69GiGDx9OQUEBAQEBAIwcOZLLL7+cG264AY1Gw3XXXQdUJozbt28/YSKWmJiIy+Vi/fr1VY93d+3aRVFRUdUxW7duZd26dSxevLjqelBZHmnQoEHs3LmTxMTEY5tu9ozBbSqXSDm0A6/wk5eN0vtHo9IaKc/ainfL/qeczHGmY/p03mHYC9LwuCqqTeZwFGdW7T8Rj9MGiqfy6xiVPXAKKErlsY4yQEFRPPz7QV1VL+PhNk6nTZ1PZWwO60FMwUeTSUfxQUCp2i/Ob1JHV9QlSfrEeUej0bBjx46q//83f39/AgMD+eijjwgPDyc9PZ0nn3yy2jFvvPEG4eHhdOnSBbVazXfffUdYWFiNR7CjRo3iiy++YOzYsWi1WkaPHs0TTzxB7969GTduHHfeeSdms5nt27ezYMEC3nnnnapHxvfccw/vv/8+Wq2Whx9+uNoj2RkzZtCzZ08GDBhQ49569OjBjBkzqtbtUxSF7OyasyhDQkJQq5vX5HpLVHdK01dTtOsPdD7hVb15R7jtpZRlrscnfiBqjR7vuH5Y9/xF8e4F+LauuWxL2cHN6LwC0ftFnvGYPlNoO0r3raAsY33VzFjF46L8wCb0vi3QmnyrjnXZilDczqrlZtR6MyqtEduhnfi0urCq99DjslORuxutOaiqR1xrrlxXzZadjLnF0Znq5dnbANB5h592m8aAONQ6E2UZ66olfWUZ61BpdJiCEmr1eoiGI3V0RV2TpE+cl3x8fI67Xa1WM3v2bMaPH0/79u1p06YN06dPZ9CgQVXHeHt789prr7Fnzx40Gg09evTgt99+O24SNXr0aDweD2PHjkWtVnPVVVexZMkSnn76afr374+iKMTHx3PttddWnfPpp59y5513MnDgQEJDQ3nxxReZOHEiULlczJdffskTTzxx3PivvvpqXn/9dV5+uXKCjdVqJTw8vMZxWVlZhIU1r54Ytc5EYOfryN/wFTkrPsAroiO6w8uNOK1ZlGdtRf+viQ/ecX1xleVQum8l9oJ9mELboTFYcNtLseXsxFl8gOBelY/Sz3RMn8EvElNoO4r3/I3bUYbWK4Dyg5tx2YoIThpZ7diCrXNwFO4n8uLnKq+pUuMd2xfr3oXkrPoEr4hOgEJZ5gbcFVYCOhwdj+UV0ZmStBUUJv+C05qN1hKM05pF2YENaC3BmEITT7tNlUaHT6sLKdrxG/mbvsUYFI+9MJ3yrC34JFyEWu912q+HOHekjq6oDypFOfwsQDQKVqsVX19fiouLayRGFRUVpKWlERcXJ+s1NVGN9T0+Uns3pPddJxzTd4TbXkJJ2nIqcvfgqihGdaT2bmjbytq7x6yZV569nbLM9TitB4/W3vWPwRLVA0NA7FnHrridFO9dRPnBLXhcNnSWUHwTLsIYVH0IQM6aT6slfVXxHdxCSfpqXGX54HGh8w7FEntB1YSNqvuusFK8dxH2gjTcFSWo9SZMwa3xSRiM5phFm2vbJkBpxnpK96/AVV6ExuiDJbonlpjeMuPzPCZ1dI862WeeOH2S9DUykvQ1b/IeC9G0JScnM2HCBEpKSoiLi2PKlCnNuqyaJH11q3kNGhJCCCHOU1JHV9Q3SfqEEEKIBiZ1dMW5IBM5hBBCiAY0b948pk2bhqIoDB48mCeffLLaGp9C1BX5qRJC1LvFq/fywdfLq77XadUE+lvo2Cacqy7uhJ/30SVvikps/LxwGxuTM8krLEOlUhER4kOPjtFc3K8tZq/qa0+u2bKfv1fsITUjj/IKJz5mA21ahjCkbxvat645M/p0OV1uvv1tE8vWpVBqcxAd7s+1l3ahY5tTD6wfN+l78gqPvyh0WJA3b/1f5WzbvMIyFq/ew8btmWTnlqBWq4gM8+OqYR3pcMx1dqRk88vCZNIOFFBSWoGXSU9siwCuGtaJNi2r1yKes2AL67dlcCivhAq7k0A/M13aRTJqWEd8LDImtKFJHV1xrknSJ4Q4Z8aM6ExIoAWn083O1BwWLN/Nph0HmPLEFRj0WlLS83jlw7+ocLjo360lcVGV45lSM/KZ99c2dqQc4un7KkvqKYrCB18vZ8maFGIjA7hkUDv8vE0UWW2s3ZrOi+/9yaSHRtAmLuRkIZ3S+18tY/Xm/YwY2I6wYB+WrNnLqx/+xcRxF5PYMvSk594yqicVjuo1bvMKyvjmt410TDyazK3bls5Pf2+je4doBvRohdvjYenaFF56fwH3Xt+XQb2OrqmXlWNFpVIxtG8bfH1MlJXbWbYulefe/p0n7h5M57ZHZ0enZeQT2yKAvl3iMBp1HDhUxMKVlcnlK49djtEgpdgaitTRFQ1Bkj4hxDnTuW0L4qMrF12+qE9rvM0Gfl28nXVb0+ncNpLXZyxCrVbxyqOX0yLUt9q5117ahYUrj5bB+2VRMkvWpDBiYFtuvrJHtQ/LUcM68s/aFDTqs/sA3bs/lxUb93HjyG5cflF7AAb0iOexV+fx1U/reeHhS056fo+O0TW2/fjnZgAu6NayaltSqzDeeXZ0td63oRe04YnXfubb+ZuqJX0X9WnNRX2ql2sb1i+R8S/8wPwl26slfY/cfmGN67eODeHNTxezITmTvl3jThq/qB8ul4spU6bw559/AlJHV5w7MpFDCNFgkhIqH7/mFJTy14pdFBSXM/bKHjUSPgA/bxNXDesEgMPhYt5f24gI8WXsFd2P2zsyoEc8rWKCzyq+1Zv3o1arGNz3aJKl12m4sFcCe/blnvDR7cksX59GSKClWg9kVLh/jcetOq2GLu1aUFBUjq3CeWwz1Rj0WnwsRspsjlNePzigsg5vbY4Vdc9ut/PMM8/w559/olarefrppyXhE+eM9PQdY/369SxYsIA1a9awZs0aDhw4AFR2xZ+u2NhY9u/ff8L9O3bskBqsolk7lFcCgLeXgX/WpaDXaejdKeaU5+1My6G03M6IgW1rVa7O41EoLbfXKiYvkx6tprLNfZkFhAf74GWsPo4wPqayt3L/gQKC/M012jiRtMx8DhwqZtTQ2pXSKiqxYdBrMeg1NfaVVzhwuTyUlNn5Z20KGVlFXHmcdhVFoaTMjsejkJVr5etf1qNWq2jXqnlVfDkfSB1d0dAk6TvGCy+8wLx58+q0zVtuueW42319a/ZmiJpUKhVz5szhyiuvPOM2nnvuOebOncumTZvqLC5x+sornFhLK3C63OxKzeHHPzej12nomhTJ179uIDzYB622ZoJzrAPZxQBEh/vX6rp5hWWMf+GHWh078YGLSUqoTIgKrTb8fEw1jvE/vK2wuLxWbR6xbH0qAP3+9Wj3RLJzrazZkk7vTjHHTWynzVrC5p0HAdBq1Azp27qqJ/TfiksquPeZb6u+D/Dz4sGxA47bmyrqT2FhIY899lhVHd2XX36Zjh07NnRYopmRpO8Yffr0oWPHjvTo0YMePXoQGxuL3V67HoITmTVrVt0E14TdeuutFBUVMXfu3Br7srKy8Pev3Yf7iTz66KM8+OCDtbqeqD8vvfdnte+D/M2Mu6k/AX5mbBVOjMbaTSyw2SsfTdb2eD8fE0/fN7RWx8a0OPqz5nC60B0nCT2yzeF016pNqOxtXLlhH7GRAbQI8zvpsXaHi7dmLUGv03D95d2Oe8z1l3Xj0guTyC8s45+1KbhcHjweD1A9XouXnqfvG4rD5WZfZgFrt6RTYT/542JRt7Kysnjsscc4cOCA1NEVDUqSvmM88cQTDR2COEZY2Nk/hrJYLFgsljqIRpyN20f3IjzYB7VajZ+3kfAQX9SHJ1uYjDoqTjF27QiTofJxa22P1+s0NZY+qd15WpyumondkW163al7JY/YkZJNQXE5lwyqWR/33zweD9M/W0JmdhFP3jOEAF+v4x4XGxlQ9f/9u7fkyam/8N7/lvPIbYOqHafVHr33bklRtG8dzrPT5uPjbaRbUlSt4xdn5t91dMPCwpg6dSotWpy8/rQQ9UUmcojznkqlquqR27dvHyqVih9//JELL7wQLy8vOnXqxMqVK0/axnPPPUfnzp2r/v+zzz5j3rx5qFQqVCoVixcvrmp79uzZ9O3bF6PRSPv27VmyZEk932HzER8dRIc2ESQlhNEizK8q4QOICPElK9eK6zhJ1rEiQitrcKZnFdbquh6PhyKrrVZf/76+v0/lEjDHKjy8zf8ECdnxLFufhkqlOuWM2Y9mr2TD9kzuu+GCWq8zqNVq6NY+irVb9uNwuE56bJu4EPx9TCxfl1rr2MWZSU5O5qGHHiI/P5+4uDjeeecdSfhEg5KevnNgypQppKSkYDAYSEpKYtSoUQQHn92swtpQFAX7KT4A6otBr63X9aaefvpppk6dSkJCAk8//TTXX389e/furdUq9o8++ig7duzAarVWLYoaEBDAwYOV46Mee+wx3nrrLdq1a8cbb7zB5ZdfTlpamtTArGfdkqLYsy+X1Zv3V1vO5HgSW4Zi9tKzYkMao4Z2OOVkjrzC8jMa0xfTIoDkvdmUVziqTebYuz+3an9tOF1u1mzeT7tWoSfsuQP4ct46Fq/Zy82jepzyNTiWw+lCUcBmd6LXn/z3wOFyU17LXlJxZtauXcvEiROx2+0kJSUxefJkKasmGpwkfefA448/Xu37//znP7z99tvcfvvt9Xpdu8PFrU/8r16vcSKzXr2hXhd+ffTRR7n00ksBmDRpEklJSezdu7dWs6EtFgsmkwm73X7cR8fjxo3j6quvBuD999/n999/Z8aMGTXeR1G3hlzQmj+W7uDLeeuIiwokIqT6RIPiEht/r9zNVcM6YdBrGXlRe77+ZQNf/byem0bWXLZl6boUwoN9aBUTfMZj+np1iuGXRcn8vWJ31Tp9TpebJav30iomqNrM3bzCUuwO93EnSGzcnkmZzXHSCRw/L9zGL4uSuXJoBy4ZeOJHwMUlNny9q08uKSt3sGZzOoF+5qp9FXYnKpUKwzEJ4OrN+ykrd9AySv6IqS+LFi3i5ZdfxuVy0bNnTyZNmoTRKBVQRMOTpK8ejRw5kgsvvJBu3boRHBxMamoqM2fOZNq0adx5550EBgZyxRVXnLQNu91ebSKJ1Wqt77AbhX/PegsPP7zWW04OiYmJ1cbu3XTTTXzwwQen1XafPn2q/l+r1dK9e3d27NhxlhGLU7F4GXjk9gt59aO/eXLKz/Tr3pKWkZWJSVpmASs2pJEQe7SH/PKL2pOZXcSvi7azfU82vTrF4udjpMhawdqt6aSk5/H8QyOAMx/TlxAbTO/OMcz+ZQPW0gpCg3z4Z+1ecgtKuef6vtWOfffLZexIOcTst2rO1l+2Pg2dVk2vEyxHs2bLfr76aT1hwT60CPVl6bqUavs7tImoKlX3yod/EeBnplVMEL4WY2UJtzV7KSy28dAtA6rOyc4t4aX3/6RPl1giQnxRqVSkZuSxbF0qwQEWRgxse9qvhzi1f9fRveiii5gwYYLU0T0N8plXv+QnsR5Nnz692vdJSUm8/vrrJCYmcvfdd/PEE0+cMumbPHkykyZNOqPrG/RaZr16wxmde7aO7V2oazrd0V7EIz08lTMXqbYsi4+PT73GIepWQmwwU54Yyc8Lk9m4PZOl61JRq1S0CPVl5JD2XNz/aE+uWq3igZv6071DNH+v2M0vi5KxVTjwsRhJjA/lxpHdaH2WJdgA7r+xP9/6b2TpulTKyu1ER/jz+F2DaRtfuwlG5RUONm7PpEu7SLxM+uMes/9A5djE7Fwr7365rMb+iQ9cXJX0DeqVwIqNafy2eDvlNgdmLwMJMUE8OLY9beOPloUL8POiZ8cYtu3OZsmaFNxuD0EBFob1T2TU0I54m6XnqS4pisKXX37JzJkzAamje6bO5jNPnJpKOZNVh5sRo9GI3W4/o8WZT8Tj8RAeHk5OTg5paWnExsae8Njj/dUTFRVFcXFxjYSmoqKCtLQ04uLiGt2jhJMtofLvdfr27dtHXFwcGzdurJqYUVRUhL+/P4sWLWLQoEHHbf/YdfruvvtusrKy+Pnnn6uOOdL2q6++WvUo1+Vy0bJlS8aNG3dePN5tzO+xEE2V1NGtO6fzmSdOn/T0NQC1Wk18fDw5OTlkZWWdNOkzGAwYDIZzF1wDKi4urrF4cn1NnoiNjeWPP/5g165dBAYGVlso+9133yUhIYG2bdvy5ptvUlhYWO/jL4UQjZPU0a1bzekzryFI0tdACgsrH+eYzbUv4dTULV68mC5dulTbdscdd9TLte666y4WL15M9+7dKS0tZdGiRVXJ9yuvvMIrr7zCpk2baNWqFT/99BNBQUH1EocQovGy2+1MmjSJlStXolarmTBhAkOGDGnosIQ4IXm8ewr18Xg3OTmZDh06YDKZKCwsRK8//jif47Farfj6+ja5x7vng+M9Oj7fyHssxPlB6uieGyf7zBOnTxZnPkvvvPMOiYmJTJgwodr23377jYULF9Y4fsuWLYwZMwZFUbjzzjtPK+ETQgjR8AoLC3n44YfZsmULZrOZKVOmSMInGgV5vHuMX3/9lRdeeKHqe4ejssbnv3+hJ06cWLVGXF5eHrt27SIrK6taO2vWrGHSpEnExMTQqVMnvLy8SE1NZcOGDbhcLgYNGsQrr7xyDu5ICCFEXZE6uqIxk6TvGLm5uaxevbrG9n9vy83NPWU7F198MRkZGaxdu5bly5dXdU3369ePG2+8kdtuuw2NpvZ1O0X9i42NrdPH+EKIpkXq6IrGTsb0NTIypq95k/dYiIaRnJzMhAkTKCkpIS4ujilTpkhpxnNAxvTVLRnT1wRJHt90yXsrxLm3du1a/vvf/1JSUkJSUhLTpk2ThE80SpL0NSFHqlSUl5c3cCSivhx5b/9dkUQIUX8WLVrEU089hd1up2fPnkydOhVvb++GDkuIMyJj+poQjUaDn58fOTk5AHh5ecmK8E2EoiiUl5eTk5ODn5+fjAcV4hyQOrqiqZGf3iYmLKyyHuiRxE80LX5+flXvsRCifkgdXdFUSdLXxKhUKsLDwwkJCcHpdDZ0OKIO6XQ66eETop5JHV3RlEnS10RpNBpJEIQQ4jRIHV3R1EnSJ4QQotmTOrqiOZCkTwghRLMmdXRFcyFJnxBCiGarsLCQxx57jJSUFMxmMy+//DIdO3Zs6LDEMdxuT0OH0CRI0ieEEKJZkjq6jYfT5W7oEJoESfqEEEI0O1JHt3FxuaSnry5IRQ4hhBDNSnJyMg899BD5+fnExcXxzjvvSMJ3nnNIT1+dkKRPCCFEsyF1dBsnGdNXNyTpE0II0SxIHd3GyyU9fXVCxvQJIYRo8qSObuPmdEvSVxfkJ14IIUSTdbw6uuPHj0etlgddjYnLpTR0CE2CJH1CCCGaJEVReO+99/j+++8BqaPbmMmYvrohSZ8QQogmR+roNi2S9NUNSfqEEEI0KXa7neeff54VK1agVqt58sknGTp0aEOHJc6CjOmrG5L0CSGEaDLKysp46qmnpI5uE+OSnr46IUmfEEKIJuHfdXS9vLyYPHmy1NFtItxSkaNOSNInhBCi0cvOzubRRx+tqqP72muv0apVq4YOS9QRp1Me79YFSfqEEEI0alJHt+mTMmx1QxYqEkII0WhJHd3mwSE9fXVCkj4hhBCNktTRbT7sdldDh9AkSNInhBCi0ZE6us2LzeFs6BCaBBnTJ4QQolGROrrNT0WFJH11QX5LhBBCNApSR7f5KrdL0lcXJOkTQghx3pM6us2bzeZo6BCaBEn6hBBCnNekjq4ot0lPX12QpE8IIcR5S+roCoBy6emrE5L0CSGEOC9JHV1xRLnN3tAhNAmS9AkhhDjvSB1d8W8VkvTVCUn6hBBCnFekjq44lrO8DEVRZOLOWZJ57kIIIc4baWlpjBs3jgMHDhAWFsbbb78tCZ9A7XRKKbY6IEmfEEKI84LU0RUnonY6qJC1+s6aJH1CCCEanNTRFSejcdlxuqSn72xJ0neM9evX88orr3DVVVcRGRmJSqU6qzEEhYWFPPTQQ8TExGAwGIiJieHhhx+mqKio7oIWQohGTOroilPROu04HJL0nS2ZyHGMF154gXnz5tVJW3l5efTp04e9e/fSsmVLrrzySpKTk5k2bRrz589n5cqVBAQE1Mm1hBCiMZI6uqI2tM4KGdNXB6Sn7xh9+vRh4sSJ/PTTT2RlZWEwGM64rYcffpi9e/dy1VVXsWvXLr755hu2bdvGgw8+yO7du3nkkUfqMHIhhGg8FEXhiy++4K233kJRFK644gqefvppSfjEcakdFfJ4tw6oFEVRGjqI85nRaMRut3O6L1NWVhaRkZFotVrS09MJDQ2t2me324mKiqKgoICDBw8SEhJS63atViu+vr4UFxfj4+NzWjEJIcT5QOroito68pk3buCN3D9jKm3jwxo6pEZNevrqye+//47H46F///7VEj4Ag8HA5Zdfjtvt5rfffmugCIUQ4txzOp289vTTLP3kE2JycrgnMZELvb0p2LwZj1NmZ4rj01WUy5i+OiD96PVk8+bNAHTt2vW4+7t27crMmTPZsmXLuQxLCCHOqYr8fHJXrCB31SoOrVrFwZUrCbXZGH5k//btLP7gAwB8EhIY/PPP+LZp03ABi/OSzl4qY/rqgCR99SQ9PR2AyMjI4+4/sn3//v3nLCYhhKgviqJgO3SIom3bKNy6lYJNm8hdvRrrrl3VjtMAHsAQGYl/bCx6Pz/seXkUbd+Odc8efu3Th4sXLiSwc+eGuA1xntLZSrE7XA0dRqMnSV89KS0tBcDLy+u4+81mMwAlJSUnbcdut2O3H605aLVa6yhCIURT5vEoFFrLKS2zU17hRK1SYTRq8fU24Wsx1nr8nLOsDFt2No6iIpxWK66yMpwlJVTk5mLLzqZ03z5KUlOx7tqF4wRLUVkSEkhRqUgByoKDeezNN+nco0e1Y2w5Ofw9ciR5q1ez5aWXuPC7787yFRCN0Yk+8wzlxbI4cx2QpO88N3nyZCZNmtTQYQghzmMOp5uU9Dx2p+Ww/0AB6VmFHMorwenyHPd4b7OB2BYBJCWE0zExgrjIAFQqFR6Xi0PLlpG9eDE5y5ZRvGMH5QcP1j4QlQqfVq3w79AB/44dCezeHSUujqdefvmUdXRNISH0fPNNfuvbl6y//8bjdqPWaM70JRGN1Ik+8wzlVmyS9J01SfrqicViAaC8vPy4+8vKygBOuQDphAkTqi3tYrVaiYqKqqMohRCNVXaelfXbMti4/QC7Ug8dN8HTqFVYzAZMBh0KUFHhxFpWQUmZna27s9i6O4vZv24g2FtPq6JUfH6ahSp9b412tGYzen9/9D4+aM1mtBYLxqAgjCEhWGJjscTF4du6Nd4JCWiNxqrz0tLSeOyxx8jPzycsLIypU6eetKxaUI8eaC0WHIWFFG7ZQmCXLnXyWonG40SfeaayQkrLHQ0YWdMgSV89iY6OBiAzM/O4+49sj4mJOWk7BoPhrNYKFEI0HRlZhazatJ91W9PZf7Cw2j4/HxNt4kJoGRVIdIQ/ESG+BPmb0WiqL9Jgd7g4cKiY3amHWL1oHbvzHeSWQK4mEtWVT9GiLIP2fg66tQshJLEt3vHtMIVEnPZyKsnJyUyYMIGSkhLi4uKYMmXKKcuqqbVawgYOJPPXX8n87TdJ+pqhE33maSvKKM0vPM4Z4nRI0ldPOnXqBMCGDRuOu//I9o4dO56zmIQQjU9RiY2la1NYsiaFzOyiqu1qtYq28aF0TYqkc9tIIkJ8apWYaRQHqpXfEbRpCaNDzOg6hLGj2I/VGRZSC01kWmLIdMGCrQoJWXvpuGMzHSLBPzgCvV8UxsB4dD5hqFQnXvFr7dq1TJw4EbvdTlJSEpMnT651WbWY0aPJ/PVX9nzyCR2efFIe8YoqpWmpwOCGDqNRk8WZT6EuFmfOyMiotgCzLM4shDgZl8vN+uRM/lmbwqbtmbg9lf/+aDVqOiVG0LNTDF2TIvE2G0/R0uH2ygsoz95O8c4VoCpFpT42YVOhMfqQazOx8YCeTelqsoqPJpBqlUKMn53E4HI6hJYT5q/FEBCHIbAlxqBWaE1+VccuWrSIl19+GZfLRc+ePZk0aRJGY+3iBHDZbHzbogWOwkIumjeP6JEja32uaHqOfOa9BxSOfZKnPp/c0CE1atLTd5beeecd3nnnHUaNGsXkyUd/GMPDw7n++uv56quvuP/++5k9e3ZVeaHHH3+c3NxcbrnlltNK+IQQTVtBURl/rdjN3yt3U1xSUbW9VUwQF/ZOoHenWMxe+lq15XHZsWVvo+zgFhyFlUtDqTQAasqzClFrgwjpezGm0JZoTf6o1BrCgY7ALcCB7CJWb9nP6k372H+wiLRCI2mFRubvDiDM4qBXVCbdW+zApFPQmoMwBrZk895cXn/vK1wu1xnX0dWaTLS+6y62vfYa26ZMIeqyy46TpIrmRmUy4U5PbegwGj3p6TvGr7/+ygsvvFD1/Zo1a1AUhV69elVtmzhxIpdeeikAzz33HJMmTeKWW25h1qxZ1drKy8ujd+/epKSkEB8fT/fu3UlOTmbbtm0kJCSwatUqAgICTis+6ekTomlRFIXte7P5Y9ku1m1Nx3O4V8/fx8SAHvH07xFPZJhfrdtzluVTlr6GsoObUFyVS18oHoWCzWnkrdlLUNchtB3/KPrT+PcjJ7+ULTsPsG5bBlt3Z+F2V04aMWgVBsUVMSiuGJ2mMm6PolBUoSW6bS+MQfEY/KJRaXS1vhZAWUYGPyQk4LHbCb/oIvp99hnmE6x5Kpq2I595n8S0IEffgv8mr0Cvk0f+Z0p6+o6Rm5vL6tWra2z/97bc3NxatRUUFMSaNWt47rnnmDt3LnPmzCE0NJTx48czadIk/Pz86ipsIUQj43Z7WL15Pz8v3EZaZkHV9sSWIQwf0JbuHaLRamrXw6UoCvaCNEr2rcCed3T2re1QMZm/riV74VbCB4+g15tfYznF5LHjCQm0MOSCNgy5oA2l5XZWbEjjz2U7ycwu5o89/izb70OiaQcDWkOLIDMBJjel+1ZQum8FqDUYfKMwBMRiCIhF79vilEmgOSqK/p99xvLbbydr4ULmtG3LwP/9j6jLLz/t2EXTYA7zxWfXfnLzS2hxGn8Eieqkp6+RkZ4+IRo3h9PNwlW7+W3xdnLyKxdx1+s0DOzZiqEXtCE6wr/WbSmKh4qcnVhTl+G0Hl1Pz5ZtZ8f0bynYmIo5OoY+779P5IgRdXofiqKwbF0KH339D05PZc9LxzgDj989AntBGvaCVCry0/DYj1mAXqXB4B+FIbAlppC26CzBJ7yGdc8elt58M7mrVqHSarnw+++JvuKKOr0PcX478pn38xU9yZ23lnarttGrV7uGDqvRkp4+IYQ4B1wuN4tW72XOn1soKK5cv9PbbGBYv0Qu7p+Ij6X2kx0UxYPt0E5KUpbgLD1UuVGtRaOPZMNTb5O7onJ1gMQHHqDbq6+iO1wBSFEUPPYSnGV5uO0lKG4nKApqvRcagwWVxpv8dZvIX7+egk2bsO7dS+m+fTiKivA4nWhNJrzj4/FLSiJqzBh+X7uWzM3r8InogSmwDVvS7Hz1+y5uvrIH5hadURQFV3n+4SRwH/aC/XgcpYf/fx/WPQvReYdhbtEFrxadUGurvwY+CQmMWLqUpWPHkjZ7NsvvuIPISy5BrTu9x8Wi8fOKCESFQuby1ZL0nQXp6WtkpKdPiMbF4/GwdF0qP/yxuapnL9DPzBVD2jOwZysM+tr/7a0oChW5u7DuXYSzpDLZU2n0WKJ7kvHLetY/8X8oLhdeLVrQ79NPiRg6FLejnIqcnVTkp2AvSMPjOP6C8UeUZeRRsCmNvDW7KdyUhuckRe7L9Ho2tG3Lne+/T0GFD1/MWwfAiIFtufnKHjWWkKlKAvNTqcjdQ0V+Ciieqvswt+iMOapHjd4/j8vFt5GRVBw6xJDffqvzXktx/jrymbfkxbtJe/5T7KPu4O7Z7zd0WI2W9PQJIUQ92Z2Ww8wfVrPv8Jg9Px8TVw7pwOC+rdFpaz8YXVEUKvL2YN27uOoxrkqjxxLTG61XPMtvv5uDf/4JQMzVV9Png/fxuHLIXfc59oI0+Pff9ioVeAyUZxdQnnkQj8OJztcLY7AvplA/zFFBmKOCiLq8B4qiRmtqgSkkCZ1fDK6SErI2beKHF18kcOdOzA4H/TdvRv/TT4x48UXMXno++HoF85fswOJl4OqLO1W7D5VKhc4chM4chCW6J25HObasrZRmrMFVlk9p+hpK09dgCGyJObIbppA2qNRa1Fot0Vdeye4PPyTrr78k6WuGPMZgLNFBVCSvbehQGjVJ+oQQoo5V2J18MXcdf6/cDYDZpOfKoR0Y1i/xtHr2ACryU7HuXYijqLKKj0qjwxLdC0tsX3JWrOGf63tjy85GYzLRa/qbhF3UjoJtn1cbS6fzDkVnieHgX2vY+e4sSlP3Ve0zhYcTMWQIYRd2whLbA72fFnv+XipyduG2l+CuyKA0PQNNji+KXxte//0X9gYGEjhiBHcHBXFw5ky2vvIKtuxsBn36KeUVTj6fs5bv5m/CbNIzfEDbE96bRu+FJaYX5uge2PNTKU1fQ0Xubuz5qdjzU1HrzXjH9sUc1YPg3r3Z/eGH5K5Zc1qvn2gaPPpATNGhGFfvwOV0odVJ+nIm5PFuIyOPd4U4v+1Ky+HdL5dWPcod1LMVN4zsdlpj9gDsRZlY9/xd2VMHqNRazNE98Y67ALXWxJbJk9n0zDMoHg+B3TvRc9qTuMpTUdyV9UnVejPmyK5oTNHsnfEReWuXYAjyRmsxojEa8IlvjW+7Lvi374nBPwqVWovi8WAvLERnsaDW63AUZVB+cAvl2ckorsp1AyscblbvLmbgmIeJjG5J6uzZLL3xRhSPh0HffUfs6NF8//smvv99MwAPju3PBd1a1vq+XbZCyjI3UJa5EY+j8jVU67zQmOL548Lr0RhM3FBUdNpl4UTjdOQz7++338S5dQ1ZH31Nr/m/0Xa49PaeCUn6GhlJ+oQ4PymKwq+Lt/O/n9fj8SgE+Zu574YLSEoIP612nKU5FO9ZSEXOzsoNKg2WqG54t+yPxuBNRX4+S8eO5cD8+agNOrq8cB8BXUKrkj2tJQRLTB8Ut0LO8p9QGyrQnSLh9DjdFCUf4MAf68lZug3F5cEQFETEkCF0fu45Mp125n72Bhd2DCI6xAJUJpV+icMxhbVn48SJbHnpJcxRUYzeX7kQ9Kwf1/DH0p1oNGomPjCMxJahp/d6etyUZ23BmvIPbltlzVVHYSkH/txExyem4NO6syR+zcC/kz6dopD6n0eJvXcMA9+Z3dChNUqS9DUykvQJcf6xO1y8+9Uy1myuTHj6do3jzjG98TLVrnoGgKuiGOvexZQf2AQogAqviE74tBpUVeYsd/VqFo8ZQ1lmBi2Gdydx3EhUmsqJFjpLKJbY3jhL8yhJW4VKdXQChsvmRGsMxByVgMNaQdG2rZSk7kFjBJ/WERgCjtbFtReUkDFvDRk/r8Fd7gCNhl0tWrAqLo6k9u15/vG7caT/g6ssDwCviM54xw/hm5AwXGVlXL5+PYFdu+LxKEz7bAmrN+/H22zgpUcuJSSwdvV3/+14yR+A1isQU1g7vCI6oTMHnXa7onH4d9JnNpnYMekFgiLMDP5pHqaQxIYOr9GRpK+RkaRPiPNLaZmdKZ8sZFdaDhqNmltG9WDoBW1q3QvlcVZQkraMkv2rwOMCwBiSiG/C4KpZrIqisP2tt1j3+ONYYoNJevQqLLGViY7G5Id3bF+cJTmUHdhQNRvWXlBC3po0QvtdTuigoRz8Yz6pX3xFzvI1OEtsAKh1OsIuvJCI4f3xSwpHpc5DcdsOR6Yl5betpL39LShw6MILeei33zAajSgeFyWpy7CmLAEU9L6RbHvtZ9Ln/ESv6dNp++CDlTE4XEx6+3dSM/JJbBnCM+OGo1afWe+c4nGz7ql70eitBPdpi6pq3WoV5qju+CVejEot47yammOTvuTPvkWzZhlDfn6B8AsfQq01NHSIjYr8hgghxBkqKrHx4rt/kpldhNmk59E7L6JtfO0eYyoeN2UZ67CmLMHjrFxGRe8fjW/roRj8oqqOsxcUsPyOOzjw53xa3zOMyMu6o1KpUGn0eMf1xeNyULTrz6qEsSg5nfz1qYQO7IfvsIGkF2az5aevsTnVOEZegeqKkZidDnzNXrTr0g2zMQBTUBD6gABUKijP3kZJ6lJcZXnEX9IWVcu7yZz0FeHLllGRmoqxXTtUai0+rQah94sif/N3OIozib2uA1l/L6AsI6MqdoNey39uG8Sjr8xjZ2oOC1fuZsgFbc7otVapNejN0Wx85hkS7ryNLs//h/KDW6jI20NZxlqcJYcI6najJAFNnLl9EralC8lbvx2vFn/h3+7Shg6pUZGkTwghzkBJWQUvv7eAzOwi/H1NTLhnaK2qaRxZfqV4159Vj0i15iB8Ww/FGNy6Wg9hzooVLLnuOszRFvp+/ACGw49HjWHtMfpHY01dWjVLt3B7BumpZeTHdSatXQ8y9+op2a4F/E4czJa9hOjLiNm5lIC/fibh2jF0euYZFqT5kL5pJddd2JKWieG0ePcBVt49nb2zZtH9tdeqTjcGxRPc41by1n2O3recTs9dj+1g9XX9ggMsXHtpFz6fs5Zv52+if4/4057BfIQhuLLn055fhFd4B7zCO2DL3UPBlu9xFKVTvOtP/JOkVFtTFtA6nv1mbw6tP0Rgl7V4hXfA4B/d0GE1GpL0CSHEaSqvcDD5g79IzyrE38fEs+OGExZ86uEWzrJ8inf+TkXeHgDUei984i/EHNkVlfroun0el4stL7/Mjumv0/reiwntX1mBQOsVgHf8hZRnbaZox28AZKWXs3KHir2GXuRoDJB+9HoqxYPZUYqvXoWupADHgUxUOi1KQAA2/zAKVd7kOMzktByO192DyPtzJns6dGBeu3YUm8206jSQAdGlGAIg6b9XsO+bn6slfQB6nzCCe97GwYXT8WsXhTGkZr3gYf0S+f2fHeTkl/L3yt1cMvDMKiq4Sitn82pNpqptpuAEAjtfR966zyjLXI85sit63xZn1L44//lYjNhjWpG9cA0dHryEwuR5hPa9Tx7t19Jpv0oaTe0XFD1TKpUKl8tV79cRQojT5XK5eX3GIlIz8vE2G3j6/mGnTPgUjwtr6lJKUpeB4gaVGktMb3xaDkCtqz6ztmTfPpaOHYtaX0zvD+5F522qPD72ArRGb4q2/4zH5SAlz8BfG9SkeGJRUIENtCoPoaUZeG9eTQtVOfFt48hf9Ddl6UczwaBevYjqczkRQ3uiiohg6aq1/LGugKIKIxuG3Ue3vz5gYPJWomfN4uoxY3BYs8lZ+SHBfRI5MH/rce9PZwlm9wcLSXxwCMYgD7bcPZiCE6r2azVqRl7Unk++W8UfS3cyvH/bMxrbV7i18vreCQnVthsD4/CK6Ej5wS2U7FtBYKcxp922aCRUoGnfAc/2jVQcMqLzzaIkbTk+8QMbOrJG4bSTPkVRUKlUyPwPIURz4/EovP/1cpL3ZGM0aHnq3qFEhvmd9Bx7wT4Kk3/GVZ4PgCEwHr+2I2rMOFUUhb2ffcbGiU/S6tYBhPQbDIDOOwzfNsMqq1WkLWVPvpHftwWxv/zoTNh43zLCkpdh/HUewW1aEH3FQBxFuWgMhRiGtcFeEENAlwuJv+EWvFtWXzNv1OhILuy3l/c+/Z0th7zZMOQeuv44lb6BgUBlT57GEIHbfoCgnvHHvceinTs5MH8F5lhfoq/oiTVlcbWkD6Bf95Z89fN6DuWVsCMl+7SXslEUhewlSwAI7tmzxn5LdO/KMX45u1A8Lun5acIsrROw+/iRPncB7R+/BmvqUrwiOlXNchcndka/FbVJ+I6MS6nrY4UQoqF8O38jy9enoVGr+M9tg4iLCjzhsR6XneLdf1GWUVk2Sq234Nd2OKbQpBoze22HDrHyvvsoP7CN7lPHovczAyp84gei94+hcOuPHMyv4OedoezM9QJAq/bQI6KElnuWY531CxFDOxM98wEMAV6HW63+iNPjUtjx/kQO/bMHS3QMQT160O6hh6hwuXh28tsUH0qjY6eL2XLIwo7hd3JwxUrCL7oIAHuBC60ZfBOPP3Yq9csvK4/L0YFKg7P4AM7SHHSWkKpjjAYdF3SN468Vu/l96c7TTvry16+nbP9+tF5ehA0aVGO/zicctc6Ex2nDWXJIHvE2YX4+JlJaJpI+5xc6v/Ak6vwUivcsJLDjVQ0d2nmv5uCLU/B4PKf8mj59OjqdDkVR6Nu3Lx9++CFbtmyhqKgIp9NJUVERW7du5aOPPqJfv34oioJer+ftt9/G4/Hgdp+4wLcQQjSEf9amMHdB5ePFu67tS6fEEycV9oJ9HFrxflXCZ47sSli/B/AKa18j4dv/44/81LUT5mgXnZ+/Ab2fGa0lhODed6PSaDmw+gvmbtby+tIW7Mz1Qq1SuCCmmP8k7iTi3RfxtmZxwacPkXDnUAwBXrgdLgq3ZFCW4SZ31UEyflpLSdoh1FoVEUMSaHlDRzJ+msv6J57gt4su4tF772XLli3klri5qqceb4OLMq8A1uUfjbNwy3YA9P6+Ne7VVV7Org8/BCB2zA3o/SIBcBQfqHHskZJs67amcyivpMb+k0mfOxeAFiNGoPXyqrFfpVKhNlQuHO1x2U+rbdG4+FpMlCe0x11RQfqPv2IK74gtayvOwxOjxInVef/3iy++yLPPPovBYODLL7/khhtuqHGMj48PSUlJJCUlceeddzJ79mxuv/12xo8fT0FBARMnTqzrsIQQ4oztTD3ER7NXAHDF4PYM6tXquMcpbifFexZSun8lABqjL/7tR2IMrPlYtCIvj1XjxpG/4R86Pz8ac2Tl415LbB+8Yy+gcPvPbExO54dtLSiqqPynOimkjEtbF2D7cwUH1u2k08Rr8WpR2dtYlp5L5m+bMAYnkrdmPYWbZ1ZdyyexDQm3j8SvvQXfxEj6znyWlfe+Sv6KFUTs2sWhAQN47bXXCHKnMrTVVn5MDmKzJhRFUfA4nVh3JxPcZwCGwJAa97F31izseXlY4uKIufpqinb8hKMQPI7yGsdGhvnRKbEFm3ce4NfFydw+unet34PMX38FIOry48/OVRQFd0VlIqnWmY57jGga9HoN2gB/dG3bseeTz4m/5TpsWVsp3bdSZm+fwmn39J3Mhg0beO655wD46KOPjpvwHc91113Hxx9/jKIoPP/886xbt64uwxJCiDN2KK+E12cswuX20LNjNNde2vW4xzlKsjm06uOqhM/coiuhF9x/3IRv/5w5zG2fhMeVTo8378AcGYTa4E1Q91swt+hKxopP+fzvfGasC6OoQou/wcEd3bIZ2/YAmS/PRPE46Tr5ZrxaBGIvKGHrqz+SPieNkpQS9nw8k/yt23AFhBB8338YunYDo7bvoMNjrxHco/LfZEOQmxUXVCZcLQoKePPll2nVqhXOkly6RpSi9TgpcGnZuz+Pfd98g1eUX+U9Rbetdh8et5vkN98EIOmRR1BrtXhcleXgTjSmbuTgJAAWrd6LtbSiVu+Bde9eCjZtQqXREHnJJcc9xlmSVVkfWK2pWtRaNF3eZiP2jt2x7tpLzrLVGIMTKM/aUvXzJ46vTnv6PvjgAzweD61ateKmm246rXNvvPFGJk2aREpKCh999BHdu3evy9CEEOK0lZbZefWjvygpsxMXGcADN/WvMetUUTyU7l9F8e6/QXGj1pvxTxqJKaTmIsS2nBxWjxvHgT9/JemxUQR1r+wxNIW2xT9pJI7ig6yZ/xlfbfCjwKYDRaF/bDEj2hRh35/Dukk/0vbBS/FNrHyEmvnLOrL/2YfeN4Btm/dyKL4bhTeMxhocXTmjF/jiyy0E/5ZK16RIrr64Ex6NGbW7DHWYBbuXF4bycoy5uXjiY6jI3YtRq9CiKI39Aa3ZsvMAujem0HFiZaLlFVa97FXa//5Hyd696P39aXXbbSiKgtN6EADtCRKvdq3CiI8OJCU9nz+X7WT08M6nfB/2fvopAOEXXYQx+PjtlqZXPko3hSTKJI5mwNtLT7ZvCDFxMex6fyb9Zr1F+cHNVOTtxiusfUOHd96q09+Mf/75B5VKRe/ete+y/7fevXuzd+9elhyeoSWEEA3F7nAxdcZCDuZYCfDz4rG7BtdYVNhdYaVg6xzsBWkAGIPb4J90OZrDY8uOUBSFlC++YO0jj+AV5UPv9++trHer1uKXOBxzZDdK9q/hx19X8ufeIDyKCh+llJt6W2kZYCdr4RYyf15LlxdvwuBvxlliY8f0X3F7xbDJqxXpLftS3rV6JRCVCox6HTa7k9yCUv5YupMlq3dzTZtyOkZCVIsoTC4XHsArKgpr6nJUaoWS1GwSW7ZnfxFsXrmFIR0C0ZqNaEwBVeP1AJxlZax/6ikA2j/+ODqzGXvhftwVVlQafbVjq8el4tJBSUz//B9+/2cnIy9qj/4kizU7S0rY+f77ALS5777jHuMoyT5csxgs0b1O2JZoOixmI7bMAsJGDGXve59QlpmLxuRPRd5eSfpOok6TvgMHKgfu6vW1LzL+b0fOO3jwYJ3FJIQQp8t5eC2+nak5mIw6nrx7CAG+1ScP2HJ2UrhtHh6nDZVai+/h5O3YiRrWPXtYee+9ZC1eRMubBhF3XX9UahVaczCBncegNQeRvukPPvllH3vyKyt6tFFlcNMQNyadQsrniyhJyabrq7eg0Wsp3Z/Dzq82sdn3AvZEdsZlqIzLoFPTtVUwYflpGDcuQ19wCJwO/IaOQHvpGD6du4YCq5PvdkQRHZjJmG79WOp4G0NgIIYAI4eWL0OlhsyfNtD9tSf4Y8Y/HMwuIPaafgD4th6M6mjBWza/8ALlmZmYY2Jo99BDlfea8g8AprAk1JoTfw707hzDVz+ZyS8qY8vug3Rvf+KKCltffRVHYSE+rVsTNXJkjf2K20nhlh8BBVNIW6nO0ExYzJXl9nQdO6Pz82HPJ1/Q5r7hOAozTnFm81anSZ9OpwNg69bjL+B5Ktu2bavWjhBCnGsOh4u3PlvCll0HMei1PHnPkGrl1TxuB8W7/qQso3Lssc4nnIAOV9UYR+a229n22mtsfukltGYd3V69Ff8OlQmJObIrvonDUaFi2a+z+eyfCkodJrSKk4stu7hwgBnF7WH7m7+AWkOnZ65FpVGTsyaFf7b7siHxBhymynX6QowKQzuGof58OrlT52MDbP+K49DSpWh/+IZdQSG06nIlxU4ziw7E0vrHyhm3re64jbz1s1GpIXfVLmKuuhOf8MrJIXYvH9S6IvT+LTGFHq2iUZiczPbDY/l6TZ+O1mTClrMTe34KqNT4tOx/0tdYrVbTs2M08//ZwbotGSdM+kr27SP5jTcA6PbKK6iPKQ6gKAqF23/FWZqDWu+Fn9RhbTbMJj0qFRTbnIQPGUTa7B9oc98oXOX5sk7jSdTpq9KqVSvWrVvHunXrWLNmDT2Ps4DmiaxZs4Y1a9agUqmIjz/+AqBCCFGfbBVOps5YSPKebHQ6DY/eeRFt4o7OWHWW5pC/+TtcpblA5Uxb34TBNT5gDi1bxoq776Z4xw78O8bQ6dkb0Jr1qDR6/JMuxyu8Aw5bKZ/N+oa/d2kBDf4VuVzfJouW7bxxO1xsfek7vOOjiL+5sqdt4z85/HqoE0Whlcmlr6OEMUPaovriHTJenQuASqMhtH9/Ii+5BK8WLXAUF7Nq3DhcmzfT7foRXNyphI/XmdmyX8GycCEag56oke1wle7HXlBK7socOv92J1u+q2zPgxrQEdDxiqoeTFdFBUuuuw6Pw0HkpZcSdfnluO0lFCb/AoB3bF+0XgGnfK3bxocy/58dHDhUfNz9iqKw8u67cdtshA4cSPSVV9Y4xpqymPKDmwAVAR2urvFYXTRdKhVYvAwUFdvoOGww6d//RPaitfglaXHbS2Wh5hOo06Rv1KhRrFu3DkVRuOaaa1iwYAEJx5TLOZ69e/dyzTXXVH1/1VWywKIQ4twqKCpjyicLScsswGTQ8dhdF9GuVRhQmYCUZaylaNcf4HGj1lsI6DAKY1D1P1DthYWsf+IJdn/8MQCtbr+YmDG9UalAZwkloPMYdOYgsg4e4K2PfmN/UeUj0ITs9dx4uQ+WIG9cNgebn/sav6RWxN98ATanih+WGdhU0QssoKsoY3icgSSXla03Xoa7ogKVRkOrW26h4//9H95xcVUxv/fee5RZLETpFO65thsanQ2dBkocUOYfztBXb8dVuh+Py82Ot35h4Oz5WFNTObj2J+BC9BoPQT1uQGs8uj7f6gcfpGjbNowhIVwwYwZ4XORv+gaPoxStJbjW5bD8Dz8uL7TWXNoFYNcHH3BwwQI0RiMXfPxxtcfmiqJQkraUkpTK8d9+icNrvBei6bOYjeQXl2PqEotf+7akz/kTv6RLUGSdxhOq06TvgQce4J133iE7O5v09HQ6d+7M+PHjGTt2LO3a1SywvWPHDr744gumT5+OzVb5QCIsLIwHHnigLsMSQoiT2rs/l9dnLKLQasPbbODJe4YQH125bp7bUU5h8k9U5OwEwBjUCv/2V1brVVIUhX3ffcfq8eOpOHQIjZeBXm8/hFeLyvXivCI64df2UtRaPcuWruWTuVupcOsxqN1ckLmIoWPi0PmocZbY2Pbaz3i3bEH8zRewPcfEtxsDKPVUJoctD23nlusHsufF59i0tnK2atigQfR+9138/vVvrMvlYsqUKSz4/XducNrp+MJYDEYNWksIZkc5RRovwm4Yjjm68iNg+xvzaHPP4+j9/djx7iOoOraDDRDkb8EYEHf0dfrsM/Z88gmoVAz48kuMwYHkb/oWR1EmKq2BwM7XodLUbniO2+MBQKOpuXJYYXIyax95BICukyfj86/OA0XxULx7AaX7KpfG8UkYjCVGJm80R95mPSnpVhSPQsgFvdkz43NcZRehINW9TqROkz4fHx+++eYbLrnkEsrKyrDZbLz22mu89tpreHt7ExUVhZeXF+Xl5WRmZmK1WoGj5dfMZjPffPMNPj4nL14uhBB1QVEU5v+zg//9tB6X20NkmB+P3XkRoUGV4+XsBfso2Poj7gorqNT4th6KJaZ3tV6n0vR0Vt1/f9XiwSEDetDx6dGglINKg1/bEViiuuNwuPjo7W9YllIBaGhhKmWEO5XYkeHofNQ4rOXsfn8JWouWiFuG8tWmIDZmVSaWXoXZXOpfSofBCay+bjRumw29nx89p00jfuzYavHY7Xaef/55VqxYQUJ+Hl0fvQLfNi1Q6UwU7/DgLLJCoBdBfVsDFex6/3f82g6g5Y03sHvGEwR1j2HdrsrELS42oqrdzN9/Z/mddwLQ6ZlnCLtwAHkbvq4cx6fWEtT1BnTmE5elO1aRtfIPfR+zsdp2Z2kpi8eMwV1RQYvhw6smiUDlpI2CrXOwHaqsEOLbZhjesX1rfU3RtPhYTLjdCtbSCgJ7dGH3h59SsDGNFhfLeL4TqfNXpl+/fixatIixY8eyc+fOqoTOarWyffv2quOOrbPbpk0bvvjiC1mfTwhxThQUl/Ph1yvYvLNy1YHu7aO4/6Z+eBn1KB431pQllKRWzkbVegUS0Gk0ep+j9WI9Tifbp09n07PP4iorQ63T0W3KBPySDCjucjRGHwI7X4vetwWZB/J57a0fyHFWzjjs43uQwcE6dEYnxmBvHIWl7PrgHzwOK+q7b2Xq8hBKHRrweGiZvIibb7uYvIV/s+KuFwEIHzKEfrNmYW5RvRRcWVkZTz31FFu2bMFLrebOy9sTckFbFA9otUmsuv9q7Pe9C4CPwc3eT//Gnqel/5cvsO/75/GO98ftcLGrMBhw0za+chmYnJUrWTx6NIrLRdx119H+sQfJXfMpzpJsVBodgZ2vxeAfc1qvf1pGPgCR4X5V2xRFYeW991K8YwdeERH0++yzo2MJbUXkb/q2ch1AlRr/9ldgjuh0WtcUTYv34Rm8+YVltIwJwhAcQNH2dNS6mmX6RKV6SYe7devG5s2bmTVrFjNmzGDdunV4PJ4aiZ5araZ79+7ceeed3HzzzWe81IsQQtSWy+3hj6U7+H7+Zmx2JzqdhrFXdGfoBW1QqVS4ygsp2PojjqLKpR+8Ijrj13YEaq2hqo3c1atZcffdFG7ZAkBIv350e208TmsyituBwT+WgE6jUevN/Dp3KV8v2o1LZcCidzMqfD8RpS50xmLMUUE4isvZ+uov2I169o4cx5ZNlb2MlvxM+uxdyKWvPsu6Rx8lb+1aVGo1nSdNInb8I2xNzSFvdzKKouDnY6JtrB8TJjzJ3r178fLy4vn+MYR2CUHxeDCF9uevETcRdMdIXCodGpVC4ez55C1LYcSyBRxc8CaGID3O0goKnO3IKHSjUkHXpEhyV69mwcUX4yorI3zIELq/MZHc1Z/gcdpQ670I7HIDhhOsyXcyO1NzAEiICaratuPtt0n96itUGg0Dvv4aU0jlJJqK/FQKtnyPx1GOWmeqTDIDYs/o/RdNh1arxsukJ7+4nJaAJSaCkpRDUobvJOqtD1Sn03HXXXdx1113UVpaWlnQOzeX0tJSLBYLwcHBdOzYEYtFZlsJIeqfoihs2J7JV/PWczCncsZofHQQ917fl6jwyiVZyg9uoXDHrygue7WZtkc4rFY2PPUUO997DxQFQ0AA3ae+in8nMxW5yQBYYnrj23ooNrubac99yuZiDai0tAq0MTquhPwf1mAemYBXRBCOIhvrnvic7NY92NzpSsoOaVHhIW79fAYFuen4yjMsue46bFlZqEMjML/8Ht8Uakh95ruaN+iykpd+CH9/f56/sid+oZUlzhRPHMtu+Q+x1/ZgT9u+sAvCyjLI/mMLw/76jqJd36P1UlOeVYhancQWcxtgJ53bRmLftokFw4fjLCkhfMhFdH99HIVbvgVA5xNBYOdr0Zp8a8ZyCkVWG7v3VSZ9HRMreyuzFi2qGsfX4/XXCRswAEXxUJLyD9aUxZXX9A4jsMt1MjNTVPE2GygoKgPAGOJP3ur0GmtliqPOyYNvi8VC374y7kIIce55PAobkjOY+9dW9u7PAyo/KK67rCsX9kpArVbhcZRTuONXbNmViZveL4qADleh9Tq6Pl/GL7+w8r77KM/MBCB+7Fi6vvwspfv/oCI3E9Qa/NtdjrlFZ3ZuS+WND37HqjWjVikMTyikX6iWrc9/TNJjl2EM9sFeWM6SCd+xrf8dHAxsDU4I1lhJ+N8bDLjvNvw7duSvSy6hSO9D1tUPkx7TFeeWoqp4osP9iY7wp7SslI3bM1FpfQhqOYiXronA4KicdFKS4iL9xy9pMSKBsIs6MXuZGQDfNf8w8JtpVBSsRK2Bwq37UWvaEn77TSx+aQ4AfYI8LLj4YpwlJbQcewUJdwzElrURqKx64dt6SK0nbRxr9eb9KAq0jAokyN9MSVpa5eNjt5uWN91E2/HjcdtLKNjyY1W1E68WXSp7XE+y6LNofrwtRvZlFoACel8TjsJSFI8HlbrmBCFxjpI+IYQ418ptDpauS+XPZTur1oLT6TQM79+WK4d0wOxVmTxU5O2lcNs83PYSUKnwaTkQ75b9UakrFwKuyM1l9fjxpM2eDYB3fDx9PvyQwK4J5G+cjcdZjlpvJrDL9eh9W/Dtp78wZ2MOitaMn9HFDZ1yCMwpY+OTM+ny4o3o/cyUZRXz/Ud72HHZU7g0ejQqhT7GFHw/eIf+n3xCxaFD/HTPw6QMuIXs1j0rFyU7PNFkUK9W9OveEj9vE9u3b+fJJ6dQ7lATlDgKtTEQT+kO0KvIWbGfouRiAnv4EzaoPbtzDWSXGtA4Kxgz8XJQ70cFHPxjI8bQ3iQ9+jgzvluF3eEixlfLvhtHojGo6TblHvw7hOGuKEZj9ME/aSTGoFZn9d78s3YvAP26tcRZWsrCK67AXlBAUI8e9P3oI+wFaRRs+QGPowyVRodf20sxt+h8VtcUTZO3lwGXy01puR2Nlx7F48FRVIQh4NRrRTZHkvQJIZoMt9vDll0HWbo2hbXbMnA63QCYjDqG9UtkxMC2+HlXjvfxuBwU7z5aWUPrFUhAx6vQ+x6dHJH27besHjeOitxcVGo1Sf/9L52few5H0V5y130GHvfhR47XU+rQ8vzjH5Di9AK1hvahZVzTvoBDP64nZfMWur12C1ovA3u3l/D1Oj+Ke44BoKW/jcFsoODTP7hw4ULWfPMz87cXknv9pKo4urWP4rIL25HYMrTq0dXatWuZOHEidrudpKQknGYdxWVOssuMeK3eSlmGFt9ELaH92+FxK8xb6AQf6BnjxttSgOJR2DvzLwI6DafjExPIyCpk4crdAIR+9jJhA9vS+t4RaE2VvXnmqO74th6CWlt9tu3pSj9YSEp6Phq1ir5dY1l22y0Ubt2KMTSUQT98T9mBVVXr72ktIQR2GlOj2okQRxwpx1ZktaHWVv5uOEtLJek7gXpN+tauXctXX33FsmXLyMjIoLCwEI/Hg8vlqnZcUVERK1asACAyMpKOHTvWZ1hCiCbE4/GwMzWHVZv2sWrTfqylFVX7IsN8GdK3DQN6xuNlPPpYsKIgjcJtP+G2FQJgju6Jb8IQ1NojvX95rLr/fvZ9Vzl2zq99e/p9+imB3bpRkrKkaoyZMSSRgA5XsWVjCtNnLaZc54VW5eGyxEL6RtvY/OzXaM1qOj9/A261lrn/eFhekoQSrMGo9TCidQGtMteSvWAfHef8zpuf/EqKLgZaxqBCoUucnkEt0mnhn4U2Zw82Ux+8IjqyaNEiXn75ZVwuFz169OD/Hn+Y+176A1Dj2bsPe64Fr4h8Qvt3QHErzJ+2hkNtr0Or8nBR63zcDhfbXvmByEtuotPTT+PxKMz4bhVuj0LEgS0MHdcT/w6Vs3F1llD8ki7D4BdVJ+/XguW7AOjWIZr9b7/5/+ydd3RU5daHnzN9Jsmk956QkAKBQOi9g6B0BQUEK/Z69Yr62cu99t4bgoKAIL33EnoIJKSQ3nsyyUymn++PgSiCCBgvqPOs5Vpyynvemcmc+Z137/3bFC1dikQuZ/DS72mt2uGwgAFcgrvhHj/aGc51ckFUChkymYRGXSteUofos5uc5sy/xZ8i+mpqapgzZw7r1q1r23amcvd8CZYuLi7cfvvtVFZWEhkZyalTp/6MaTlx4uRvgiiK5BXXsvtwAfuOFtDU/LPQ07qq6NstkgEpUUSFep91z7FbTehyt9JSvB/AEa7sNB6V98/dHIp/+om9d9yBsboaQSolad48kp56ColMQsOJ5RjKHRW7rhH9cOswhPmfrWZ9ZgPINfhqTMxMrsVPbmHv7LfxH5hAzG0jKGhQ8v1+N+pFN5BAJ389kxLqaNl1mJISLflznufbbw6A3BdEO90CjIzoWIevi+MBWbSCRVdBU84mNh8q5O2330YURYYMGcITj/+Lg9+/gU0MRSbYkFfLkGpKCBjcDdEucuTFpRyMmw1Av4hmXEw6jjy3iOiZd5P0xBMAbNqVSVZ+NTLRws03aPF0c0OQytF2GIJrWK+2UPcfxRFyd4i6rtIGjj79NAB9Pn0L0ZaGqa4JQSLDI/Fapx2Lk4vjdDu2Bp0B79NG33aL5QpP6uql3UVfeXk5ffv2paSk5ByLlt9CLpczd+5cnnnmGQoKCkhNTaV3797tPTUnTpz8xWnUtbL7cD7b9+dSWvlzz1YXtYLunULp2y2SzrGB5+3yYKzLd+TuGR3nuYR0w73jyLZwpbmpif0PPEDeN98A4JGYyID58/Hu1g27pZWaQwsxNxSBIOARPw6LWxxP/vsLCi0qkEjoHtTMpMQ6rOVN7H74Q6JnDsVvbC9+yvRkV6EWBAFXuY2JibUkBRjIXHKIo57DOR7shS2zAoBYSTnX9rETqLWAIEHlG4dbRB/sFiN1R7/HbGzhrbfeAmD8+PHcd999lKx8gxy9wwUhTNRhb80lbEpfRFEk47UVpGsSadH64aa00l9byKFH5xN39yNtgq+yuJIFy/aBRM7YBB3ebiIqnxg8Esa2e5Xstv25GE1WAj3VlN8/B0SR5BcfRB3cgM1oRar2xDv5BhRuAe16XSd/b1xdlDQ0GZDIHJLGKfp+m3YXfVOmTKG4uBiAhIQEnn76aYYOHcpzzz3Hhx9++JvnTZs2jWeeeQaADRs2OEWfEydOAMeqXuapSjbuzubQ8WJsdsfDpEIuJaVzGP27R5HUMRCZ7PyrUXZLK41ZGzCUpwEgVXvgmTDurGKEyp072TVrFvqiIkfu3r/+RfJzzyFVKrG2NlB7eCFWfS2CVIF31+vJKLDy3n8WYJSpkIlWpnZpoHtwCzX78sh4YymdHp9CfWQnXt/tQ0OrHAToEdzKtfHVSO02vl9UzwmvKZitAiASaiphcn8bIT6O16YO6IR7zLC26mFjg+OeeiZ0PWvWLGbPnk355oVI1QaOljuOC649RsRMh1NC1nvrKCs1kj1uDNhhmFchxx/9jKQnnqHTo48C0JCby+vvLsci9Sfcw0i/MD1enSehDuzc7rYXdrvIpj2OnMGQ1FVYm3UkPT0L7xR3sFtR+cTglTTJ6bHm5JLRuqgoq2xE8Hfk91lPt3V1ci7tKvpWrFhBamoqgiDQv39/1q1bh0bjcMb+vRtITEwMwcHBlJeXs3///vaclhMnTv6CmMxWdh/OZ+OuLIrKG9q2x4T7MrBnNP26RaJR/3a+lyiKtFZm0Ji1Hru5BQCX0B6nixEcPw52i4W0Z58l/ZVXQBRxjYxkwPz5+PfvD4C5uZLawwuwm1qQKt3w6DKdxT+msS69CmQqfCXNzO7XhL+rhfzvdlG29hBd3riDHfpodh90+Ne5WpqZ1sdMrI+OQwUKVh/3wuARBXbwba1ibGIjnTo6XofCIwyP+NEotD+3P7NarWxZ8Q1dgqCgspl7772XyZMnU5e2F5sxi1KDhiq9Aqndyoipjjy8gkV7qEvLJ/+257E2SYjUNGF9+Q26Pv18m+Cr3r+HlavXUiqNRS61M727SPDQh87qKdyeZORWUFmjQyHa8Nq9guQXZuLd3dHX1y2yP9qYoQiC02bDyaWjdVUhimA/3YnDcrrFq5NzaVfR98MPDtNOmUzGN9980yb4LpakpCTKysrIzs5uz2k5ceLkL0Rdo54Nu7LYui+XFoMjIVupkDEgJYoR/TsSHvT7VXnW1kYaT67FWONYWZK5eOOZOB6lZ1jbMbq8PHZOn07twYMAdJgzh17vvIPczdERw1iXT13aYkSrCZmrH5IOk3j2tXUUGSQgSOjuUc2UngZkgsiJ//yIvqSWkNce5pOcYGoNjorXLpIyrr/GRq1eyrs7fCltdQUFeGmkDOQw/Ua7IwgKBKkaWcQISoy+HDzcgNlai0QQ6BTjz5efvsPkJCugxj+2D71GTsZQUUb9sSWoA9zZkuoQsEkBejQqqNxxktJV+xGfnkdegQsywUbkt2/Q7flX2vrYFi6bT0XtCbbr4wGY3MuTLuPG/6mmtlv25QIQlLOHXq/eiLZDIEikeCWORxPkLN5zcvm4uiiRSAWMCscDi7G29grP6OqlXUXfmVW+Pn36EBERccnn+51uuVNTU9Oe07pkWltbeeWVV1i0aBHFxcV4eXkxevRoXnjhBYJ/1evyQkRERFBUVPSb+0+ePElcXFx7TNmJk780oiiSlV/Fxt3ZHDhW1BbC9fN2ZWT/OAb37NBmzXDhcey0FO1Hd2oros2RF6eNGohbVH8Eyc+3u/zvvmPf3LlYmptReHjQ99NPiZg6tW2/oeI49ceXg2hH4RlOkbQvH7y8GqMgR2YxMimxnp7RJmytVg49NR+Z1oWWBx5l2TEv7KKA2tDAlAQjHTtYWJfjyZ4iLSICSoWUoaFm+gZko9a6U6+XkKGP5VilmsLVx8/7mhQWN7zcjNiR0WPYVGwmE7lfPoN3SgjVVWYyW7xAgMExLehyq8j+aDUd/3sP72U5+ubGpf5Iv0ceahN8OV+8hty7gZWV0VjtEhLC3Rk/9c8VfLoWIwfTHffCa8b7oY1Unm7hNr3dqoKd/HMRBPDUqqkxWpAo5bQU5l7pKV21tKvoq652tNWJjY29rPNVKkdCtekKllsbjUaGDh1KamoqgYGBjB8/nsLCQr766itWr15NamoqUVFRlzTmzTfffN7t7u6X3r7IiZO/E2cMlDftyaa0srFte0KHAK4ZFE+3xBAkF+msb24qpyFzFRadoyhC4RmGZ8I45K5+bcdYDQb233cfuV9+CTh65g767jtcQn8WHs2Fe2nK3giAzCeBn054seVoKghyPHTl3D7ahr+7FWNtC0ce/wqXAd1JTZhE7ilHLlpQ6THuuDGQgmYJ/90Vgs7kuM32TPBjmHsaXu4msmrd2bVHQ65Oi4gJcNzzvKQW1HknEFp0mDRaaiK7YJYHsimvkSnDYxAkco4+fzf+A0MQ7SLr9kgQ1RKivVrxsTWy/9kFdHl2BosrozDZJHjWFjDhhhEkPvgAdpuNrA+fRBurYkeBDwUNKpQKKXNnDf/T21btOZyPzS4S7NJKVKQSqdoL35QZyDROLzUn7YO3uwv5ZTWEe7vRlJl+padz1dKuou/Mzdlut1/W+fX19QB4eHi015QumRdffJHU1FT69OnDxo0b23oDv/nmmzzyyCPccsstbN++/ZLG/Prrr9t/ok6c/EWx2+2cyK1k18E8DqQXYzI7bEmUChn9ukUysn8cESEXLwbsVhO6U9tpKU4FUUSQqXCPHY5LSLezcsQaMzPZPnUqjZmZIAh0efppujz9dFvFnyiK6HI301ywx3G8Sze+WKmnoqkMgISGY8y6wR2ZVER3qoq0/1uA8pYZrBBSaK6TIROtdM9Zz5i7U/gpU8PRCse9w0M0cvOEKIIMuzle48rXx72oaPnZ4DihQwBxQgOWd1/AkpMJgFGtRm400th3JAdTpnO4zJXZYT3J+vAdPLs4ws9Fh+vJVCUDMDS8niNPfE3cXWPJUMeSW6BGajVzfZwLnR58AKvJRNaHj+GR4EmNXsa6bEfhx8wJPfHz/vP7n29ZuwtQ0T3UgFTpg1/vOUgVLn/6dZ38c/DzdiWnsAalvzcNJ05c6elctbSr6PP19UWv11NYWHhZ5x85cgSAoKCg3znyz8FsNvP+++8D8MEHH7QJPoCHH36Yb775hh07dnD48GG6d+9+ReboxMlfEVEUOVVUy94jBexLK6RR93N1XZuBco/oCxZmnI/W6mwaT65ts2FRByTiETfmnGKEvAUL2HfnnVgNBtQBAQxcuJDAoUN/np/dRkPGKgzladjssE/XnVXr67CJAgqDjjHKTAbc6A+I1KTmkPHeahrvf4I9DUGICHiZ6xhevwv3Gf14Y5cnzWYZiHb6uhuYNEpDdsER3skOprzZEaJWKmQM6xPLgHgfSl58mvyFCwFQBASwPzSUHJmM6/fto+ewAA42QZNRRu2hDEyNh3Dr0AFjbSvrT8qx+UqJ8DRi+vp7AoZ0QdqtE2t2OwTzEFcdQ576FxaDnuyP/oVHJz/sIixOC8QqSujcMZBhfWIu+bO8VHLWL6bU5BC5nbxt+Pe/o80E24mT9kKtVuDmqsLm449+135sFjNSufPv7Ne0q+hLSUlp89nT6XRotdqLPvfAgQPk5eUhCAL9+vVrz2ldNHv27KGpqYno6GiSk5PP2T9lyhTS09NZtWqVU/Q5cfI7GE0WTuRWcDSjjCOZJTQ0/Sz0XDVK+iRH0D8litgI30sOL1qNTTSdXE9r9UnAYcPiET8WtW/Mr44zcuD++8n57DMAAocPZ+DChaj9fg75ijYLdceWYKzJobJFwZKcaIqq6gEB/7zD3DhISnBnR35c8Yr95K47Qfbdr5Lf4Fipiqk8woiQeo7HDuGHMxW7jRXMGuiFu7eez7dLyKpx+M4ppTBueBdGD4yjcdtmdvcfg6muDkEiIeC22/i4pITG1laG1dTgnRyFa5cOsBOUcgk5nz1P9MwB2C029n2ynbxudwHQo2Y3oslC+PX9+OSAD2abhGCxmTkvPYTV2Er2xw7BJ9rspJZGU6hziM7br+/7p4Z1RVGk/tg6siqKAT/8la10nvxwuxk9O3Hya4L9tVSV+KExWqjZt5mAgddc6SlddbSr6Lv22mtZsmQJra2tvPzyy7z66qsXdZ7FYuGB00nGABMmTGjPaV00x44dA6Bbt27n3X9me3r6peULvPbaa+Tl5aFUKklMTGTixIn4+jp7STr5+1FZo+NoZhlHM0vJPFWJ1fZzqodKKWszUO7SMeg3ffUuhGi30VK8H92p7Yg2s8PwOLwP2ujB56weNefns23KFOqPHgVBoOszzzg6a0h/vq7NbKDu6HcY6kvZWuDF1jwPrDYjMqOehL2LuP7fQ1F5OwRMzicbyCsVOXT9s+h0MhQSG92OLKHHuARWNA+gpNCxiheRtZNb7+3JrkIDW477YRMFJHYrAzp4MOPWsaglIof+9ShZH3wAgGdSEh4PPsgrixdjMplI8fcnbN8eOr53O1mNjhUyl5ZaIm/oA0DBd3vI6XcDYqtArLoOlmym89u3s7NAS169Gplo49F5MxAtJrI/fQyPRIfg09OJdflWwMINY5P/1LCuKNppzFxHa9VBChq8AUhOSXIKPid/KoG+7uS4B+Mik1C2cY1T9J2HdhV906ZN49lnn6WgoIDXX3+doKAg7r///gueU1NTw8yZM9m/fz+CINC9e3eGDx/entO6aM6YSoeEhJx3/5ntF6rIPR+PPfbYWf9+6KGHeO+997jlllsuY5ZOnFw9mM1WMk5VcjSzlLSTZVTXtZy138fThW6JIXRLDCUxJgD5ZQi9MxjrC2g8uQ5ri6NgTOERgkfCuPN2byhZs4ZdM2ZgbmxE6ePDoO++I2jEiLOOsRl11Bz6llOlOpZmhFDZLAdEfPPTSE5fzogP70KQtiLa7Bx/ZSlZHp053H8MNrOAj8JA8toPCLzzej4vDqHVIkVhM9Lj0BJ6/2s8H+0XKG925M35V+Uw9+7xxA/oSXN+PmvPCFEg/v770V9zDS++/rqjj25KCgN378ZtUm9cwnzJPu4QZvFBRiQKGY0ZFZR5RpDb6o1EEAlf9TnJL86i2qhkXbYHAHOu74uftytZ7z+Ce7w3dqsNqSKRtaV+tBqLiA7zYfSAP881QLRZqD+xgtbKDABy8y0gg7iYK5O24+Sfg0wmISjYB1mQP1U7d1/p6VyVtKvok8lkfP7554waNQqr1cpDDz3Et99+y7Rp08jPz287buXKlVRUVLBnzx5+/PFHWk+7Z2s0Gr744ov2nNIl0dLS0jaP8+Hi4gjnNDc3X9R41113HUOGDKF79+74+vqSn5/Pl19+yTvvvMNtt92Gt7c348ePv+AYJpPprGpmndN00skVxmy2ciSzlNS0Io5mlrYVYgBIpRI6RvqRnBBMckIIwf7ufziEaG1toClnc5uIkMjVuMcORxOcfI6Zr2i3k/b88xx77jkAfHr1YsiSJWdV5wJY9LUU7VnA6uNSUkscYkRhbCF+27fEKero+fm9iLYWbEYrh57+juPdJpHl0RlEiFNWEfPj+5jveYBv87wREfDWldE/fw3CnBt4e5ebIxfQYqB75iZu+epN3CIiKFm1ip0zZmDUt2Lp0JkR7/yXDKuZt//zn7Y+ulO8vclYOp+kJ+9Ab5aQXu5Y6UuOBYveTMH6w+zqPhdaIbb8AD1m9UXQavh2pzc2pHTpGMiQ3jFkvPUInp09Ee0iUnkCZX59OLBmOxKJwO3X97noiuhLxWZqoe7oIsxNpdgtNo6/uZLGrg+DnUsqznHyz+WP/uaFB3lSGBBM/dETWFubkKmdLhm/pN3bsA0ePJgFCxYwe/ZsWltbOXLkSFuBxpmb/8SJE9uOP9Of19XVle+//57OnTu395SuGO++++5Z/05MTOSNN94gLi6OO+64g8cff/x3Rd8rr7zCc6d/wJw4uVKc8dHblnqKg+nFtJp+7m3p7eHSJvISOgSgVsnb5Zp2SyvNBXtoLtoHdhsg4BLaHW2HoUgV5z6YmRob2XXTTZSuXQtA3N130+Ott5Aqzg77GhvKWL38R9ae1GKwOFYeQ3P2EbNtIRFDkkl8+DZEWwsWnYk9877nyKi7KZf5IyDSV8jE76dFFN76GEcLHVW0EYX76S/kkDZqBicyHfMKKDtB37L9XLfyR5Te3ux54VXWrd5H5XWPo/cKRBQkHNhRRdHRHxBFkfHjx3PzqFGs7d2Lbi9PRyKXcqA4BKtdIFhrIlRrJOO/qyi55mYayuS42VsYoMzHq0tvlp/woMqoxs1Fydyb+pP59hN4dvZwvIfmQDyHT+L5V1cAcN2wTn+a+DLrKqg7ugibsQlLcyvpL/6A1w33Yq0CuUyCn9efXyXs5K/PH/3N06gVCFEdsR44RNWuDQSPvL4dZ/fXp91FH8DUqVNJSEjg/vvvZ9u2bWftEwShTeidYfDgwbz33nskJib+GdO5aM5U6xoMhvPu1+v1ALidduy/XG699VaeeuopsrOzKSwsvKCR9RNPPMHDDz/c9m+dTkdoqNPM1Mn/BqPJwvYDp9i4K4vy6p+fuH08XeiTHEnvruFEhXq3a0GA3WZGX3wQXf4uRKuj16zSKxL3jqNQaM8N5YLDjmXrhAnocnORqlT0+eQTOsyadc5x6UcO882KI5TpHEVmAWoIX/gfPEtO0uGWyURO74Zoa6W1qoVtL6zk8Nh/0YQrSqmdYY1bUR45SNq0JymoVCFBpNP+xXROdGGj/w1UVymQYqfjnsX0cDUxfMMaGgwWPpj7CtnKQOgz6RczETGYBDyjxzC0qwt3zrmJdf37E3FDH9w6BGIUNWxKt4JUysCIJoqX7UMyYgi7ynwA6HpiDTGP9ORktZo9JR4A3H1Tfyq+eQNtvGN10Kr3ImLSXD5cuJumZiPB/u5MGtmlnT6ls9GXHaUhcw3YrRjK6kj7v+8In3QTrlNuhA824uPp+qetLjr5e9Eev3mByUlULvmenDXrnKLvV/wpog8cq1pbtmwhPT2dtWvXsm/fPsrLy2lqasLFxQV/f3969erFuHHj6NGjx581jUsiLMzRoqm0tPS8+89sDw8P/0PXkUgkREdHU11dTUVFxQVFn1KpRKn8/U4ETpy0J7oWI2u2Z7JpdxYGo2NV74yP3sCe0cRG+CGRtG/lp91mRl9yiOaCPdjNjgcsmasv7jHDUfnG/qawLFqxgl0zZmDV63EJC2PoihV4/6r6vqHJwPwftrAvox5QoJbDIA8j9v+7B4ndRud5d+A/KBjRZqalsIENb27nyLjHMIlyPNUWBmf9gFhVy55rHqG6UYFSYqPrqncJG5XMj+oBtOqluIoGOi15nYRO0QxevppVWzNYtuk4NrWji0+Em4VRo3uxa9taduzchWf0KGRKLUZFOOkvvYQoNBI+2ZF4vnKrDbNUiZ+LmWhDPpVGO2v0nRERCC05ysg5CTRZ5Hx3xLFqN2ZQPK4HVyIPNiCRKjE3yom8/j4OpBex82AeggB3TuuLQt6+hRR2q4nGrPUYyhw5irUHT3HiP8sIn3Q9Pd9+m71HCwHwdL+0lpxO/rm0x2+eh7c7dUG+NB5Na59J/Y3400TfGZKSkkhK+mv0VezSxfEUfCYc/WvObG+P19PQ4GggfyZP0ImTqwFdi5Gfthxn0+5szBYbAAG+WsYMjGdgj+h2C93+ErvVhL7kIM2F+9rEnlTtgTZ6EJqgLufk7Z1BtNtJf+kljv7f/znmOWQIgxcvRvWLynir1ca6nSdZuu4IJouIgEifWDk9GkvIfvIJJEDKG4/ikegCop2m7DpWfX2c9DEPYhclRHgY6bnjM1pFObsG3kOjXoZWZqbLghfxnHYNyyU9sVok+FtrSPjqRSL796LTlwt4/oNNnCpvAomMSE8j4+LqCfcwYdWV8N3JNLC10jUukBMFeiQNNWR/8i4937sdgLIaTw6ZtCDA6IhqCj7bTMEN91FdokBtaWFiZwNynyA+3u1Dq6ggIsSLUaEizZk5yFw8MDeJRE59nNoGPZ98vxeAsYMTiY30+/Vb+Icw68qpT1+GVV+HKELBdzvJX7CNqBtvot+XXyJIJOhaHLlZWlfV74zmxEn7ogoNwXSqgOKyesKCnfmkZ/jTRd9fiX79+uHu7k5eXh5paWl07dr1rP1Lly4FHNY0f4SMjAyys7PRaDTO3rtOrgpMZitrtmewaktGW75edJg3E4Yn0b1TaLuv6gHYLUZaSg7SUrgXu8VRzCVVe6CNGugQexew97AaDOy6+WaKTn8n4+69l55vvolE/rMozcit5IslqZRXO4ybw9yN3Dg0EHYcJe2ZZwHo+/n/oQlxvLamk40s/aGIkwPnAJAUYCB++fu0unqyrfscWowyfJQmOn3yJJoZk1gt9MJuFwg3FhH7xUuEDOxPyDuf8/R7G9EbrSilNsYn1NMjuAW5RyjWphJkEgGtq4rnn3+cpdurALD88CVJT05FodWAzIMF2w3YXT1I9NMjfrMA+/Qb2FvkSEYf2nKIsOvCWXbCmzK9BheNgnsmdqF25Yt4JARhbjIRPuH/sFjhra+2o2810yHch2ljz/UdvVxEuxVd3k6aC3aBKGK3Sjn65Fc0HCugw+zZ9P388zZbnBaDQ/S5XUTfZCdO2hOXiFB0+46wd+8RwqZeGUeQq5F2FX3PP/88AD179mT06NGXfP7mzZvZu9fxZPp/p5/e/5coFAruvfdeXnrpJe655x42btzYthL35ptvkp6ezqBBg84yZn7//fd5//33mThxIq+88krb9rVr16JSqRj6C9d/cHj8TZs2DVEUue2221AonI7hTq4coiiy72ghC1cepq7RscoWEeLFDdck0zU++E8x77VbTbQU76e5YG9bzp5M441b1AA0gZ1/18tNX1LClvHjqT96FIlcTu+PPiL21lvb9utajHy74iC7DjkcA1wUNsZ1rGfIoBQKvt3GseefR5BK6D//WZTejtVMXa6ZhWvqye85GYDBUS0ELfgAnVLL9u5zaDHLCHQxE//OY8hvmMB6eR/sokCs4RQRn79MQJ/eeLz6Ea98th2LzU6o1sjMbjX4enqgiJnIkfWfEh+sJresmZvvnkeLTUtFTS4Kq5He/VzQxgYhSFUs/DyLGv8+qGR2epZuwZYYz/IyR6/vuIqj9L7GnX3Fbuwr0SIIcPeN/ahf/BLe3YOwmSz49b4ZiVzFhwt2kV9Sh5uLkvtnDbosT8TzYWoopiFzdZttjqleIHXuK1h0rcTecQd9PvoI4Re5e7oWx+frXOlz8r9GGRgMokjh/gOIU4b96f2l/yq0q+h79tlnEQSBe+6557JE34YNG3jjjTcQBOGKiD6Ap556qk18xsTEMGDAAIqKiti/fz++vr58ebpR+xlqa2vJzs6moqLirO0HDhzgueeeIzw8nC5duqDRaMjPz+fIkSNYrVYGDx580ebVTpz8GZRVNvLlsv1k5FYCjuKM6eO60Sc58k9Z2RNtFlpKDtKcv6ttZU/m4uMQewGdLsq4t/bwYbZcey2tFRUofXwY+uOP+A8Y0Lb/wLEiPl+Siq7FiAD0DtUxpmMjQUmjKFy8g2PPP49ELmXAwmeRa60gCBiq3Phm7UmKEocBMC6+Ge9FC6gT5ezqezstJhlBWhvxb/0L5eiBbNAOxi4KdDQXEPH5S3glJRH0/je89u1ebHaReF89M7rW4OYdhS10MD98+SrX9vDFZhMJ6zWdwKh4HvvvSgA6t6QTeW0nQODAimLS/HsBMMo7H92Go6RO+DfGZil+rRWMCimhXNGD5WkOs+MbrumGa+piXLoHAqD2749rWBzfrz7CnsMFSCUCD84e3C4mzHazgaZTW9GXHAJAkKup3FbE8Rc/AiBp3jySX3wRQRCwGo0U//gjot1Ovd4RUnaKPif/a6RejjQPRVMlZVVNhAR4XNkJXSU4w7u/QqVSsW3bNl555RW+++47VqxYgZeXF7Nnz+aFF174TePmXzNq1ChKSko4ePBgW3s3rVZL//79uemmm5gzZw5SqdOd3sn/HrPFxvKNx1i5NQObzY5cLmXC8M5cOyQRhaL9bwmiaMdQlobu1DZsJofHpUzjhTZ6MOrATr+Zs/drCpcuZdesWdhaW/Ho1Inhq1fjerqoytBq5oulqew5XABAoLvI1IRywrxseHeZSuGSLRx67DGkagX95z+J3M0KEhk2UwSfLk2lNLY/AiLTu7XgvnEbJRXV7Jv4BE2tMvy1Il2/fRlJcjxbIiZgswrESquJ+Ph5XENDSfpuGS/O34/NLtLJu4mZ3erR+MSj9+nJ5m9e4doeDuEjDexBWEJ33p2/k9oGPa7GBiZOclTjVudLWEMCdiR09tUhfPgR+bc9QVmDEjUmhtXuwmVMHz7f64ddFOibHEE/Tx0tjbWAGnOThpBRY1i34yQ/bT4OwG3X9yEx5vzVzhf/2YkYyo/RlLMRu9nhaqDwiOHw4x9RtWMPgkRCz3feIf7ee7FbrWS+/z7HX30VY5UjdJ0z40XwDvlTu384cXI+pC4Olw1Xu56TeVVO0Xeaq0r0nbFyudLLsGq1mueff74tXH0hnn32WZ599tlztvfp04c+ffr8CbNz4uTyOZlXxWeL97bZr3RLDGH2pJ74ef8xG6LzIYoixtpTNOVsxNpSA4BU5Y62w2A0gRffkksURTJef51DpzvbBI8Zw6BFi1Cc7u1dUFLHW19vp7quBUGA4XFWhoWWIFcq8U6eQdWONPbfdx8yVxX9vnwMuZsdQapA4d2P155fRmlkDySCyE3dWwiraCB941ZO3PEidS0KvFxEBh1aRqu1hdT+j9FqkBKqNhD+2pMotFqGrF7Dm2sz0RstBCt13NS9AYXGmxp1R44sfY3R3R2CTxbUG/9Oo1i9LYN9RwsR7DZm9WlCpRSw2Xz4Zk8lLT5ueGssJO1aQMm4Gzna4IOAyMCi7YSP6cDnB/3Rm6VEhHhx64RkSpc+jUuIJ61VeqJveor1O0/yzfIDANwwNpkhvWPO/4ZeJJaWahoy12BucHQgkrn4YtX7smXs3Zjq6lB4ejL4hx8IGj6cxqwsds+aRe3BgwBogoJorqpB7+7oWRzod/F92J04aQ8EuUPeuMtslFc1XeHZXD1cVaKvsbER+O2OGE6cOLk8DK1mFq48zJZ9OQB4aNXcMrkXPZLC/pSHLEtzFY3ZGzDVOfLqJHI1blEDcA3tgSC9+Apgu8XCvrvvJvfzzwGIv+8+erz1VluhwJZ9OXy1dD9Wmx0fDzUzkmsJUVUjkavxSZlF44kCdkyfjlyrps8nDyLXCo65dLiWVx/5jOLw7kgEkdk9m+nkH8XmOx6h/JEXKGx2RSkTmaqponjzOsr//Qo1OiVahY2Y959Aarcy6Lvv2FcD+aX1yM2t3DKkEblUpEHihz79ewYnOQSfKnwgPnFDSU0r5LuVhwEYG1FBVICIROnHx/85RFXHQcildsba9lJYJ2N3fDcQoZ89m0j3Kn6sGki1XoGXu5pHbx1K+fLXcQnxxKJrJWj43Wzcm8vXPzoE37VDE5kw/PJN7kW7FV3+Lprzd4FoR5DKcY0cQN5XG0h/+T4QRby7dWPw0qW4RUZSsmoV22+4AVtrK3J3d7q/+iq1Bw6wf3MqdpkcDxcF/n/CQ4UTJxdCtDnydV00EkrqW37n6H8OV43os1gsbN++HYDg4OArOxknTv4miKLI/mNFfLP8AA1Njjy6oX1iuPHa7rhq2r+i0mbWozu1DX3JYUAEQYpreC+0UQOQyNWXNJaluZntN9xA2bp1CBIJPd58k4QHHgDAbhdZtOYIK7ecAKBbvD+To7JQ2huRqrT4dJ+BsbqFLePHI1VJ6f3hvSg85EgUGry7zeCde98kL7irI6TbtZF+/ceyutcgxDtvJ63Z0X1jTh9fim64DeltMzim80NApMuGj1G0NJH8wgsEjBzF8n8vcFy/cBPuKofQ0hpOovVW02KyE9T9BrTBiew5nM8HC3YjAimeVQxKsCBRevL9q7s5FTcKgMnhRRS/upkDN/wfdlGgs1sdAcu+49DsR8kpV6OQS3js9uGIp/ai8rcDAiJRrE/XsWR9GgDXDu3Ejdd2u2whb2ospeHECqz6WgBUvrEovVPYffMdVO3YAUDHuXPp8dZbyFQqChYvZueMGYhWK4HDh9P3k0848uSTFCxaRNmI2wDokhh6xaM3Tv552I2njd1dZG32U07+gOibP3/+b+7Lysq64P5fYrFYKCsr46effiI/Px9BEOjVq9flTsuJEyenKa9q4pvlBziWVQ5AgI8bd0zrS0KHP5bndT5Euw19ySGaTm1rq8hV+8fjHjsCmebSPbIM5eVsHjuW+rQ0pGo1gxYtIuy66wCw2ex89N0edh92rCJOGhpDP9e9iJYWZBpvfFJmYbcIbLluKHaznp7vzEXprUaidMU35Wa+f+4zjng7BNrkTg2MmjiNPbfch6xbDNuk3cAK4/uFUPfYnahjQ9jm2R9aoVNjOi7pBwmbOJGkefPYtfUIBiso9Y0M7tMZsyhHhpnyWgPNdhcGTX0UucqtLewqitDFtZLre7UiVbiy8dPjHOo4AoCR0fWYv/6Bo5P+hVGUE6Y10iX1J4qn3sqhci0SAR6YPZggd5HyA9uQuShoOFHLsQ5jWX1a8E0e1YUpo7tclsAS7VZ0p7bTXLAHEJEoXPCIv4bGk9VsHjMAY3U1MldX+n3+OZE33ABA1e7dbYIvasYMur/yCjtnzKBqxw6MHn5UJvYHEUb2d9pSOfnfY9U58ofVnupzuoD9k7ls0Td79uzz3lxEUWTLli1s2bLlssYVBIE777zzcqflxMlfAovVRl2DHoPRgslsRaOS46JR4uWu+cOVs03Nrfy0+QQbdmdhs9mRSiWMH9aJCSOS2r0jA4CpoYjGzLVYWhzJ+3I3fzzixqD0iris8RoyMth8zTXoi4tR+fkxfPVqfE537bHbRT5ZtJfdh/ORSgRunZhEnG0zdlMLcld/fFJmIEjVbJ04jpaiPFLeuBV1oBaJwhXfHrPZu3A9G8wBIMCgyCaunTSR0rU7qE7dRsYdL2CslxIVoCR89yqyCwsQXnyGhio5WpkZ/4Uf4BYVRf+vvwZBYPdXi8G3E2GtlZwIj2fhm98gkQiMHD2O+++/H5PZxkfzd7LvdFeKZE0Z0/ubkUqVHFzfwEavXoiChJTgZqLTN7A0aQZNMi0eKisTNdkc8QlnV5OjUGXOxK50SwimcNlLyN0UNObVsFU7nn3bMgGYNaEH1wxOuKz329JSTf2xZW2fnyawM+5xY8h6/2MOPfYYos2GZ1ISg3/4AfeOHU+f08KOadMQrVYirr+e8IkTWZmcjKm2FpmbG9X/egd7tYmEDgFEh/lc1rycOPkjWGodq9VqXy1uotMn8gx/KLz7W+r5clW1Wq3mzTffdBZAOPlbIYoi5VVNHM+tICuvivySOmrq9ef9nqiVcmIj/eiRFEbfbhFoVBfv41hd18LG3Vls2pONyWwFIDkhhFkTexDo2/6J9DZTC005mzCUHwNAkKlwjxmKS0j3iy7S+DXlmzezbfJkLDod2thYRqxbh1tUVNv++SsOsvNgHhKJwL3Tkgk3bDgt+Pzw6XEzUoWGAw89ROX2rXR/dRau4T5IFC749riZ8mP5zD/WiE3uRryvgZlTBmEzq0i9+26kD95GTr0LMglcH+9B2rz38B/WlZ+aHNX64bt/RC7aGLBgAQqtlpI1a2gpKADfTrQEBfHlV18BMGvWLGbNupldh/JZtOYIDU2tCKKd4Z75jOwtRZDIyct2ZalOi12lIM7XwGjXk3xTn0hNaDAqmZ3ZieXsf+cA+/s7wqPX9PRmxMAu1BxYjtzNhtFgZWlVd7KaKpBKBG6/oS+De3W45PdaFO20FO2nKWcziDYkCg2eCdcid49kzy23kb9wIQDRM2fS5+OPkf0i11qXk4OhrAwAQ1kZ2yY7/A09u3TB/O83yUwtQSaVMGdyz8v4K3Di5I9jrq5B6qpG6qbCA2edwBkuW/TdfPPN52z75ptvEASBjh07XlSIVhAEVCoV3t7edOrUiTFjxqDVOqu8nPw9KK9uYseBPA4cK6KiRnfOfqVChotagUIhw2iy0Kw30WqycCyrjGNZZXy74iA9k8Lo3z2KTrGBSKXnWpvoWowcyShh/7Fi0k6WtQnJ6DBvrh+TTJf49s+PFUU7+tIjNOVsQrQ6Oi64hHRDGzMMqeLy2wrmfv01e2+/HdFqxa9/f4auWIHK27tt//b9p1i/8ySCAHOnJBOu34Dd3ILM1Q+flFlIFRqyP/mEk++9S5dnp+EeH4IgU+KTMhOr3s4nHy5F75OIr4uZO8fH4BrchW1Tp+KZEs5ak6PSdWy/SHLuvQkEkNwwhcYTMtR2IwGHttDl6afxO/1AmvZ//4fG6PghKTe6oPaJZ/TwQWj8Y3nklRVU1jpCS66mJq7vUExCJ1cQ5FTqYvjseDUWtSvhHkZmJJbz/RcGSqJ7IhFEZiVXUbLyKIcHzMEuCvSMsDNj2hhaq3Mx1qdhskr4aIc3ZUiRyyQ8OGcw3RMvrRk9gM2oo/7ET5jq8gBQ+cTg2ek6THXNrB80iNoDBxCkUnq+/TZx99xzTlTHIzERmasr1pYWqvfsQZDJSHzkEerHzOT75Q4vvxuv605ooOclz82Jk/bAVFaOJjwIqx2Cg9yv9HSuGi5b9H11+sn2l3zzzTcADB8+nHfffffyZ+XEyV8Uu13k6MlSVm/N4GReVdt2mVRCfLQ/CR0CiI30JdjfA3c31Vk/pjabndLKRtJOlrHzYB5lVU3sOpTPrkP5aFRyggM88PN2RbSLtJoslFQ0UtugP+v6nWMDGT0onm4JIX9aVW5DxkrMTY5VHrk2EI/4a1B6XLrwOINot3P06adJf/llACKnTaPfV18hU/1s6Ftc3sAXS/YBMHFYHDHWrdjMv1zhc6F03TpS776buPvG4tMjBkEiw6fbTUiVXnw981byI4YjIHJTHwX+iUMp37SJ0rWr0L72JDU5CjRKCcHblpJfWkrYxEEc1zkqTn2y9uOb1ImkefMAR/i57sgRAmUyjnQfisIrCm1wL/aeNMLJdABUcimJJXsYd40GN383BImSBllP3tuYgUXjTrCbkdtSqtj8QzEZ0Y6uPZMTa3FvaWGh9xDMooxobyN3zZkENjM1+7/DiJQPt2qpxBONSs6jtw29rPzM1qpMGjJWOQyyJTI8Oo7CJTSFxszMtrC6wtOTIUuXEvirjkJnkCqVxN11FxlvvknE9dfT5bnn2ZKnZ8lpwXft0ETGDIy/5Lk5cdJemMrLcU+KxGITCHM+fLTRrtW7YWEO+wfvXzydO3HyT0AURQ6fKGHx2qOUVDQCjpXsrvFBDEiJpmtC8O+GaqVSCeHBXoQHe3HdsE7kFtaw+3A++44W0qw3kVtYQ25hzTnnRYR4kdIplD7JkQT7/zlPtKLN4rDxKNh92sZDgTZmKK5hPS/aXPl8WFtb2XPLLRQsWgRA0lNPkfzcc2e18rLbRT77YR8Wq50ucYEM8DyCraUBqdoTn+4zkCpcqD18mO1TpxI6sRfBY7oBAl5dpqL0DGP3XXdzOKI3AIOjDfQYeTNWvYG9d9xB2IRebKh1OPcPiHIn/673AYidO5n1exyfl3fhCXrP/7Ctr2/+jz8CUO7ujr76AH37pWBFjb7VjIdWTZzGjHzl68Td1AuJQoZErqXBdTCvfbkPk8Ydf1Urd/SsJvNIPTs9BwMwNKqRZP9WXlumRu+hxUdj4d7Jsai03lTu+ASDKPDRXl+qRA2uGiVP3j2CyJBLu8/arUYaT65rC8fLtYF4dZ6E3NWXso0b2T51altYffjatWijoy84Xsp//0u3V16hodnI+9/t4USOoyvR2MEJ3Hhtd2fFrpMrhmi1YiqvQHVtb4wWh7elEwftKvoKCwvbczgnTv4SFJc38NWy/W0reyqljBH9OjJ6YDzeHpcX7hQEgdhIP2Ij/Zg1sSdlVY2UVTZR32RAKpGgUEgJ8tMSGuj5p1iv/BJzUxn1J35q67eq8u2IZ8JYpKo/lophqKxk64QJ1O7fjyCT0ffTT4mZM+ec47btzyW3sAaVUsaUhGpsLVWOPL2UWUhVWhqzstg0ejTu8YHE3OaohnXvOBK1X0dOvv8+qcW1NMW44qa0Mm3qKKQKFw796wEMFaW4XTOT/INqBED+wXNYRZHoOTeD0ERDq6O9WdzQ/vj1dojGhoYGNn7/PYFAs6cnr/33PyQlJQFgt9nIeONF7LY8vG/uB4BcG061Sz/+++l2LCpX/KU67u7XQG21iaU1idilErr4NzMypoEv1shp8AhBI7cxd7CdgLiBNGVtobm5hk8P+FNlVOHhpubJu0dcctjUWJdPw4kV2Iw6QMAtsh/aDoMRJDLyFixg95w5iFYr/gMGMGT58rPC6r+FxWpj/c6T/LghnVaTBaVCxq1TejOw54XFohMnfzam8gqw2VCH+6KXuSBvp97TfweuGp8+J07+alitNpZvOs6Kzcfb2pmNHZzAuCGJ7SrEZFIJ4UFehAf9b59WRbsNXd4Oh0nvL2w81P4Jf3gVpy4tja3XXYe+pASllxeDly0jcPDgc46zWG0s2+BYmRqXrETdegIkMny63YhM40lzYSEbhw8HwUzneVMRBAGXkG64hvembONGDjzyMIUPvgsmuCbFA/eAaGoPHeLke+8RNLIrBa0O4RosbcV6/Aia4GC6vTCPhhPfcabOJu7uuwCorKzk0UcfJayxkUBgSHJym+Cr3LmZyh3f45UchEQehd1qxz1mOMcaAvjk893YZEoCLFXcM7wVoxm+OByIRaEgXK1jepc6NmZ4kivzQCKI3Nytjo795mBuLKH61F4+PRhIeYsSrUbB/907iqBLWM21W4005Wxu65krVXvi1XkCSs9wRFHk2EsvcfSppwCInD6d/l9/jVRx4RVps9nK1tRcVm45QX2TozVbTLgvc6f3JdjZ6srJVYCxpBQA7ygPbBrfKzybqwun6HPi5DKormvmra+2U1BaD0BKp1BmT+6Jj+ffo8eoRV9HffoyLDqHx586oBMe8WP+UKHGGQqXLWP3rFlYDQa0MTEMX7MGbcz5W4btOphHfaMBD1c53bUZAHgnTUbhHoy+pISNw4bRWllBrw/uQqZRINcG4RF/DU3Z2Wy//nrEyROoNalRyuyMGD0Sq9HI7jlzQBSJnjWSlRUOca44uB2AXu++i1TlCONqZSZaLDIa7XIKCwt59NFHqaurwy0hASoqqFqyhD13TMM1QoNnUjA+PR15jTaThoDBc1ixq4Tlm/aBREpo0ynmTpZiQ8KHW7QYFG542Ju4tW8jGdVubC31AGBKp1q69R2AIJVTtncBXx/1p1SnxEUh4en7Rl+S4GutyaUxc9Xp1T1wCU3BPXYEEpkSu9XK/vvvJ/ujjwBIfPRRUv7zn7PC6r+mvlHPpj3ZbN6bQ7PeUcDj5aHhhmuSGZAS/Yethpw4aS9M5eXIA/zRuCnw9g+/0tO5qmhX0bdz5852G2vgwIHtNpYTJ+3J0cxS3l+wC73BjJuLklum9KZ31/C/TQ6ToTydhszViDYzgkyFZ8JYNIGX39brDHabjbRnniH9pZcACBo5kkGLFqH0/O1Q5ea9jrZx/UNrkEtF3KIHofaPR19SwvrBg2nOzyfuvom4RvggyFR4d5mKuamZrdddh91koLpzf6iCfp18cHVz48BDD9F44gReyXEovVU0FjgEnqa2jKCRIwmbOJGKrasBiPK1UF4Ma7amcWz7lzQ3NxMfG8Wzj99LxeKPUfsr0AT/HAY11pjwSh6HGNyVV77ZRdbpcH9c0R7m3B6EHYEPN2hokHuiNjdz90gdDUYZ3x/1BAEGRjQxoIs/LiEplO/8mEUnvMivV6PAxtP3X3vRIV2bWU9j1npaK44DIFV74Jl4HSpvh/WNRa9nx7RplK5eDYJAz7ffJuH++88/ls1OWlYZW/flciSjtK063MfThfHDOzO4Vwdn6MzJVYe5vAJZiKPIKbLD5flX/l1pV9E3ePDgdvnhEwQBq9XaDjNy4qR92bw3hy+WpCKKIh3CfXhw9mB8PP/46tfVgGiz0HhyHfqyIwAoPMPxTpr8h3P3AEwNDeyaMYPStWsBSHjoIVL++18kst++BRWXN5BfUodUEEkJbELpFYk2ehC6U6fYOGIELYWF+A/sTsjYLoCIZ8JYJAo3tk64Bl1uLtG3jGFbvWPltV/f7pRv2kTm228D0O2lh4ByjGbH9RV2C70/+ABBEDj53hd4d9fQLzGBPcXu5BY3MXF4b/qEt+KqkmLO/Qnvbo58P9EOdrMW944DCRjejQ07T7Jk/gqMJitScyu9CtYz8f6u2IEvt6opE3yR28zcllKJUqrgo9RgrIKEWB8D4+INeHW+habsLaxKt5Ne6YZEtPGvuSMvKhFdFEUMFek0Za13VOYi4BreG22HIUhkjpCtobKSLddeS92hQ0hVKgYuXEj4pEnnjFXboGdbai7bUnPbQrgAcVF+jBmUQEqn0PNaCDlxcjVgrqrGtXc89UYNIa5OG7hf0u7hXWe7Eyd/V5ZvSmfxmqMADOkdwy1Tev1tVjms+jrqji3B0lwJgFv0ILRRAy/bZPmX1KWlsW3SJFoKCpCqVPT97DOiZ8z43fP2HS0AIN7PgLvWBa8uU2jMyGTjiBG0Vlai7RhL1+dvxmasQ+2fgDqgE/vvvZfyTZuQubrgPn4ohq1SZFKBULWdtTNnAtDxrruQewpYmsBeUwuKQAImTkbboQPG2lpK16yhbL1At+9fomeIjv2l7mzID8YkNjKiQyMaN3eUXhGofGJQ+XSg1Syw48ApNi37qc2P0b0ij+EtO+j9wBAAFm6Tk2vxR4qdaaHZhAa58sXhQBqMErw1FmZ0rcGv+42Ym8rYvT+dHQV+ANx+XVc6x4f87ntlM+poyFyFsSYXALmrH56dxqNw/9mnsT49nS3XXou+uBiljw/DfvoJv7592/aLosixrHI27s7iaObPno9uLkoG9ohmaO8YZ86ek6se0WbDXFeHZ4grrcrf/+7802hX0Tdw4MCLWumz2+00NTWRk5OD0WhEEASUSqWz566Tq5YVm463Cb6JIzpz/TXJf59wbmUGDSd+QrSZkcg1eCVNRuXTPhWYuV9+Seo992AzGnGNiGDIsmV4d+t2UeemHjkFQJcAPZ6dJ1N7MI0t116LuaEBz6QkBi58E33ZLgSZCo/4MZx8912yPvwQBIEBCz4gu8khYIP8tOy+cTrGqio8O3cm5T+vULXvbQAkxQXQIRBZT0c6SfGKFYhWK5KwKO5/bx1qhZROPcdRpPNge4EHe0q8SYwJwMNNDTRSXLGJorJ6bHaHQFILNmJ2fsfIUZ4EDBqCKMIPm22kWyMRgLGSA3Tp4s/6bE+yaxTIJXZuTq7CN7oXcjd/Di5/jx+OO1YRh8VoGTLs998rQ8VxGjLXOHoeC1K0HQbhFtHvLMFetGIFu2bMwKrXn2PJIooiB48Xs2z9MYrKG9rOSYwJYFifWHokhf1tHm6c/P2xNjaCzYZboDvq0KQrPZ2rjnYVfdu3b7+k4y0WCz/99BNPPPEE+fn5REVF8fHHHyM/7YflxMnVwIZdWSxa4wh53nhtd64b1ukKz6h9EG0WGrM3oi85CIDCMwzvpCntEs61Ggyk3nMPp77+GoDgMWMYuGABSq+Lq0AuK6uioq4ViSDSPTmO6j0n2HHDDdiMRnx792boT8uoPz4fAPeYoZRv2sGBhx4CIOU//8ElRIo+zSFUJJWlVO/ejVyrZciyZYj2FhBFzI163ApOQoe+pJ+q5kagZLUjn++Q3Y4oiowYPZb777+PfUcLWbz2KNV1LaSdLDtnviEB7sQ3ZhJVt5uIeSnIXVWIIixa1sRhl64ADDEdYuAEfzIq1WzO9wAchRvBHi64xw6nYNOHLEj3w2KXEKUyc+td4y/4Hok2C41Z69GXHgbO+O5NRO7q13bMr/MoA4cPZ/DixW2fw8m8Sr5dcYj8kjrAYTc0pFcMI/p1vKSiESdOrhYsdY7iulZXbxJi467wbK4+rmj1rlwuZ8qUKYwaNYohQ4bw9ddfI5PJ+OSTT67ktJw4aSM1rZCvlu0HYNLIpL+N4HNU5y7FonMY6jp824a2Szi3MTOT7ddfT2NGBoJEQvILL9D53/++YGXor9m3cxsA0T42dPuK2X/v/Yh2OyHjxjF48WJaSnYhWo3IXP0wNSjYMX06iCIxt91Gx7tvoWr3e5htjo4arbnZAPT78ku0MTG01jiKQ0x1zcQoWsmUCBSW1ZNfXEvx5s0IQLmXF7NmzWL27NkIgkDfbpH06uRHUVEZGTnlGFtbsVqM+LhYCXPTo2w6hFwjAxy9ZkVRxTfvHudE7EgAhsrzGTPKi1q9jEUnAgGRvmE6uvo24z/gEeqPb2RZuoRagxw3sZUnnpqN5ALvl82oo/bIdz+H46MGoo0edNbn11pVxc4ZM6jYvBmA+Pvvp8cbbyCRyTBbbCxafYS1OzIBR0vAawbFM3ZwIq4uzub0Tv66WBocoq/KtQMKudOg5NdcFe+Im5sbCxYsoFOnTnz++edcf/31DBs27EpPy8k/nOyCaj5YsAuAkf07MnVM1ys7oXZAFEUM5Wk0nlyLaLMgkavx7DwJte/5LVMulVPz55N6111YDQbUAQEM/P778/rvXQhjXT5ppxoBNWGGWlKf+jcAMbfcQp9PPsFu0dNSfAAAtV8PNg4fj7WlhcChQ+nz4YfoTm0CQCl3FNjYZEqS5s0jYvJkAKwtjiIxl1Af+r74MFV1wew9UsDLb//AAKsJVZgPdz4xl14pHWnIWIlVX4ulpQbRakQJdJMDvwxGWACNDLvFCnY3FD6deO+p78hLcgi+EcEWhsVYsIhK5qcF02oRCfcwcl18Hd6dpmI16Nlx4DhHyv0RRDsP3jkGN1cVv4WluYraI99hMzadDsdPQuXT4axjSteuZfecORirq5FpNPT97DOibrwRgNqGFl7/YhuFp+2GhvaJ4YZrknF3U1/S5+TEydWIvb4SiVKOEHRxaST/NK4K0QcQFxdH79692bdvH59++qlT9Dm5opRWNvLfz7ZgsdodHnyTev7lc/hsphYaMldjrM4CQOkZgWfSRGSqPx7Gs+j17L/33rZwbuCwYQxcuBC1v/8ljWO3mig9vJL8eg8AzB+8iRxIfuEFkp58EkEQaMreAXYbcvdQds28D31xMdqYGAYvWYIomtGXOkLxNSs2QuR4xKAwkl+4t+0aGW98iFtHE+6xwUA2g9wLOSAJoMXugu311+gX0wiU0ZR9bhhXonRFpvZAotTSkl9C8Yq1tFbWYdFZSXntQ+Se3rz2+HsUnhZ8E5K96KnaiVTlwg9HvCnXSXCRW5mVXI1CGYkmOJEjXzzNymyHaBvfN4rEhN/2FTM3lVFzaD6i1YRM44VP9xnIND+HzM06HYcee4yc09ESz86dGfj993gmJgJQ16jn+fc3UF3XgpuLkrnT+9G90+X3TXbi5GrDWleFROtKVHTUlZ7KVclVI/oAOnbsyN69ezl48OCVnoqTfzANTQZe/WQzeoOZmHBf7p054IKhtqudc6w8BAnaDkNwi+z3h/rmnqHx5Em2T5lCY2YmgkRC12efpfO8eUiklx4qbsrZzJEiG3ZRQFtbjFtrI/2+/bat2teir0Nf5iioKViwk9r9+1F4ejJs9WqUXl40nlyHaLeiL67DvHMvRI6n2cULEQHh9FyzP/4YmUbB4GVvIdor8VaZmBBfz9IMHzae8sRVYmRgkhtyV19krr7IXXyQufgid/FGkMppOH6cAw8+SMXWrQD4DxzI4MXzaWxs4cWXf6A2pg+IIjOGRhKvX4XCw5XdmQqOVLshIDIzuQa1yUrgtTPI+fI11tUEY7JJiPCUcf3UAb/53vxS8Ck8wvBOnoZUoWnbX7puHfvuvBN9SQkA8Q88QPdXX0WmcqwaGlrNvPzRJqrrWvD3cePpe0b+bczEnTgBQLRh0zVhdvGgQ7izE8f5uKpE3xmLgIqKiis8Eyf/VOob9bzwwUZqG/QE+Gp57I6hqJR/3cIiS0s1jSfXYqovBEDu5o9npwkotIHtMn7+d9+x9/bb/1A49wzmxlJaig+yrzgIgNCiY4zasgX//v3bjtGd2gaiiKleJOuD+UjkcoYuX457bCyWlhpaThelZH+0Bl+tCrlMgtlio7JGR5C/O4cffxzRZiNg6Eg0Kdfz5BOPU1NZjJe7K30HzGLviQZ+zAmkpMrM/U9PPqtqtTo1lcw336Ro2TJEux2JUknXZ56h02OPsX/Lfj5bsh+DXxQyq4k7p3QjsPQHlL6uFBSaWVMaBYiMjm0gQtNM8LCHKdu0gWyziYzqAKSCyD13XPObDxdmXeUvBF8oPt1vQiJz5N61VlVx4KGHKPj+ewDcoqLo+/nnBA4ZctYYP20+TllVE17uGp662yn4nPz9kFqbsTYbMLmHoVb9de/bfyZXlehLTU0FwNXVeTNy8r+nvlHPix9upKJGh4+nC/PmDsfN5bdzq65mbKYWdHk70JceAlEEiQxt9EDcIvoiSP74195mNnPw4YfJ+uAD4PLDuWcQbRaq9n3LyVo1Fc1KZFYTt330Av6d4tuOMTeV0Vp5AlGEo085wpd9PvmEgEGDEEU7DZmrQbRTk5pNc14d1+zdy4nNReQU1HCqqBZJ9jFKVq1CkEoJf+QR7rvvPsrKyvDw8OBfT79KdHQ0PP0Re1tcONik4KFHP2OYl5GAmjwqNmxAl5vbNpfwyZNJee01TB5+vPveT6QWNoOLFy6GRv5970hk2QuR+2poqG5lUXESFpuVOB8DQ6Ka0IaPxVBRR+6yj1jtOQGAa4d1+s2OGzZTM3VHv3cIPs8wfLo5BJ8oiuTNn8+Bhx7C3NCAIJEQ/8ADJL/wAnKXsw3DDa1mNu5xFLTcMqUXvl7Oe6yTvx8Siw6zrhVlh7ArPZWrlqtG9H344YdkZWUhCAKJp/NPnDj5X3GqqIY3vthGg64Vbw8Xnrlv9F/yh9FuaaW5cB8tRamINjMAKr84PDqOQqa5uDZev4ehooJtkydTs28fAElPPUXXZ5+9rHAuOFb4T337MjI/WJnhWIEcMTCRwF8IPlG005i1DoDKbem05FeRNG8eMXPmAKAvPoi5oQib0ULOJxsZvGQJnomJxJwykFNQQ05hNbo3/gVA4LRp/Pudd6irqyMgIIDXX3+d4GCHifHd82bi99TLrDOFUSvXsLhejXuNJwFuHfAJshM9agRRt9xCvcaHb/eWsfvgTuyn59ixKoP7X72TlrTvkGpltNY2szS/C3V6K54KE9O71CCVBKAOiGfjyMFU3zQLXaEMX3cFk0Z2Pe97Y7e0UnPoW2zGJkcOX/J0JDIl+rIy9tx6K+UbNgDglZxM308/xScl5bzj5BTW0Gq04OPpQrdEZw6fk78pVj3mJgPekc5+u7/FFRN9druduro60tLS+Prrr1m0aFHbvunTp1+paTn5B7L3SAEff78Hs8VGaKAH/7pt6F9O8NnMelqKUmkpPoBoNQEg1wbhHjsClXdku12n5sABtk2ciKG8HIWHBwO+/ZbQceMuezyrwcChx+8heEwoq3J8qDUq8dCqmTKux1nHGcqPYW4sxWY0c+qLzUROm0byCy8AYGmpoeHkegQBcr/YRNdnXiZ4pKOQIuZ0Xk9meh6yAweQqNV8Vl1NncVCREQEr738HGp7NXXpqY7xWxvoP0pJsrmGrfke7ClyoykgmqaAaLKBPQBLM8+am1dJJv2kNUz+6AVq9n+FVGXD3Khnc24k2Y0iUmzM6VGLGvAfNIttE6fg1jeaZaWOAozp43uhUJx7KxZFkfrjy7G2VCNRuuLTfSYSuZqCH35g39y5mBsakCiVJD/3HImPPHLBlnay0y3TlAoZEslfuyDJiZPfwtbShGg0E5jY8UpP5aqlXUWf9DKf9OHnfL6UlBRuu+229pqSEye/icFo5vMfUtl7xNHuq0tcMA/OHvSXygWx6GtpKUrFUH4M0WYBQObqizZ6CGr/+HatOC5YvJhdN9+M3WTCIyGBoStWoI25fKsXfVkZ26dMInpOCrtLPNhZ6Kgivm1qb1w0irbjbKYWGrMcK1r5C3agjUmk31dfIUgkiDYL1fsXIAgidYfzcIvsQ8c772w7NzrMB4AKnZlOgoSMwECasXHDqGTGD0rEmP4lxl/NS6LQ4OHqykRPO4OiKzlWpiSrRk2pTolVlGOziWgbynHLP05Azn6GzJ1J7J3/oubglwhSG/rSWtKzvNhpcfgETu5cT5DWjE/KzRx96hkaTx5Gf83jGE9JCPFzoXfX84vy5oLdGGtyQCJ1hHTlruy//35OvvceAN4pKQz49ls84n7fgPZMf+iyqiYOnSgmpZMz/OXk74elvhGA0KT4Cx/4D6ZdRZ8oigiCcNn9d8eOHcv8+fP/kHh04uRiOJ5dzhdLUqmsbUYiEZgwvDOTRnVpWxG5mhFFO8baU+iLD2CsPdW2Xa4NRBs1EJVfx3apyv35eiLHX3mFI08+CUDIuHEMXLgQhfbyO3fU7N/P1okTCZvanTQxmp9OegMwdXRXUjr/LEhEUaThxEpEq5HmUxXUHS5jbOqBtorUumMrEK1NmBv11B1uZPDir866jreHBqkEbEixhIXRccYA5vYIRykXsOkcVa5ybRAqnw4oPcNRaAOR/KIi1l8UiazJRpe7DUtLMaJdJPPNlVRsTkPl50e/Lz/CNUJO/bHFCALocsspPiFlvXtHRKykeNfQM6QFl5AUildsJeP11+n8wgw+LnEI3PEjk8+78tZalYkudwsAHnFjsJvlrB87lOrduwHo/MQTJD/3HJKL7F4U4Ktl9MB41u88yQff7mbmhBQG9ohG5myv5uRvhKWuEQD3Du3TRvLvSLuHdy9W8MlkMrRaLREREfTq1Ysbb7yRfv36tfd0nDg5C12LkfkrDrL7UD4A3h4uPHDzQGIj/X7nzCuPzahDX56GvuQwNmNT23aVbyyuEX1Qeka0u5eg3WZj/333kf3RRwAkPPQQKa+9dtn5ewD5ixaxe/Zs3LrHsCNoNGknHaH0MYPimTTq7F6ZhrIjGGtzsJutnHxvLUOWrUTt5/is9OXHMdZkINpFTn29h0ELV58T4pRIJCjMBlplGhJfvoUIbxsAUrUnLiHJaAKTkKk9fnOugiBgbhAoXn4KqboMv/5xJD46npjbx6AJCseqP46+1HHPK1q6F3OrH/uSp6IvacTXVsfk7nokCjeMtRpS77oLn16x6KISaT4gQ+uioE/XiHOuaTM1U39iJQCu4b3B7svafv3Q5eQg12oZ8O23hF133SW/7zOu605RWT0n86r4dPE+lqxPY0ivGIb0jvnLpTM4cXI+TLXNoFRedkHZP4F2FX12u/33D3Li5ApgtdnZlprLknVp6FqMCAKM6h/HlDFdcdVcXtspq9VGVW0zVXUt1Da00NxiotlgwmyxYrXakUgE5DIpGpUcN1cVnlo1Ab5aAn21aNSK378ADrPi1uosDOXHMNXlt20XZCpcgpNxDU1B5uJ9WfP/PWxmMztvuomipUtBEOj1zjvE33ffZY8n2u0cfeYZjr34IvXdB5I6YAb1FQokEpg+rjvjhiSeJVot+lrqj69GkEDe/G0kP/8G3snJjn0tNdQf+xFBAoWLd9PthXfP6etrt1nZufwjbApXsINGKUHhEYRb1ABUPh1+czVUFEWaTp6kdM0aipYvbytYQYDOT87Ev38UCncFVr3DWqr+WAGFi3bhkzKckmtnkL2vAKnVzJzBeuRSEZVPDzYMnYwghcRHJ7O5wtH5Iik+5JyVNtFuoz79R0SrEbk2ENEeytq+fTGUl+MSGsqIDRvwiL+80JVMJuWJO4ezaU82q7dl0NDUyo8b0/lxYzphQZ5EhngRFuRJaKAnoQEeeGjVf3lDcif/LIzVTUiDApx/txfgqqnedeLkz+JYVhlfLztARY0OgJAAD+6c1peYiEsz72xoMpBxqpLMU5XkFdVSWtWEzXZ5DzoBvlqiw7xJjAkkqWPgWZ5pos2CsTYXQ2UGxupsRLu1bZ/CIwyX0O5o/BMQpH9e7qG1tZXtU6dSumYNEoWCgQsXEjFlyuWPZzCwa84cDh7IJm/a/9HkHwVG8NCIPHTbKDpGne0bKNosVKd+iyARqU8rwCNxBJHXX9+2r+bQQgSJSEN6Ie6xQ8+pWjXWFVKw91taWlSY7Vpkgg3TkSp8Jj5xjhee1Wik/uhRqvfupXrPHqp27cJUW9u2X5BICBk7lo5z5xI8Zgx2cwvG+nKyP36HvK+XoC+updO//oVyxp2s/WIXCAKTO5Th5wYq3wR23XQvptpakp6eidxNQU2+I3zc4XS+4S/RndqGqb4AQSpH6dmTjcNGYigvxyMhgREbNuASEnLZnwGAQiFj7JBERg6I42B6MVv25ZCRW0lxeQPF5Q1nHevmoiQi2IsO4T7ERfuT0CHgLN9CJ06uNow1TUjCOvz+gf9gnKLPyd+WsspGvl99hEMnHLlbWlcVk0YlMbxP7EXlMpnNVjJOVXLsZBkZpyopqWg85xi1Uo6/jxs+ni64u6lx1ShQKGTIpBLsoojVasfQakanN1LXoKeqtpkGXSuVNToqa3TsOewoIgny05IY4UKMRyOh0jzkmNquIdN4ownsjCYo6ayWW38WVqORrRMmUL5xI1KViqErVhA8atRlj1ecXcD3/36VXJckWsZfA4BcamdwtIGp029A63mu+Kk/vvrnXL2DDQz+4edcPV3+LuymRkz1LZRvKGDE+s/b9tktRhqyNqAvO0pxg5rlGY73K2LvT2QfWEn16h14JCSg9PamtbKS5vx8Go4fR7Raz7q+VK3Gv39/wiZMIGzCBDRBQW37DGU1bJs8jfq0NASplL6ffkrwpMk8NG8+qD2JF4voGQ8ShSsZry2h4fhx/Pp3wa+foy2UXeUHNKJRnb3aa2muorlwDwCagP5svmayQ/AlJjJ6xw5U3u23oiuXSenbLZK+3SJpaDKQV1xLQWk9JZWNlJQ3UFnbTLPexPGcCo7nVMCm4ygVMrrGBzO8X0c6xThXU5xcXYh2O8aqRkjxb6svcHIuTtHn5G+H3mBm6fo0NuzOwm53fPlHD4hj6jVdz/mh/TVWq420rDL2HC7gSEYpJvPPYkAQIDLEm/gO/nSM9CMi2BtfL5dLvrk0643kF9eRXVDN8ewyThXXUV6to7xaxyZAJgmgg6+VpA4+pHTvhF9E9P+sDZzNZGL7lCmUb9yITKNh+Nq1BAwadEljWG128oprSc8q58ChHErqWiG8LwAKKfQNa2RQZBORfW9EdR7B11p1ktaqYwDkzd/LwG9XIZx+/eamMnR5Ox32LJ9vps+Hi9vy+Jorszm2ez0nyuBoRShNRsf2ID93Jo7vTcaxDTSkp9OQno5UJcezayReyWG4x/XBZhKRKPzxTu6JX79++PTogVRx7t9K/qJF7Js7F0tTE0ofHwZ9/z3e3bvz9px/o4voi9qqZ/pox7H1RxopWLQUhacbSU9PA9GIJrgrrhXuQCMNOkPbuKLdRn3GShBFlN4x7LzpfloKCnCLjmbkxo3tKvh+jae7hpTOYWcV0JjNVkqrmsgrriW3sIbj2eU06FrZf6yI/ceKCAnw4KbrupOc8MdWHp04aS8sdXXYTRbs/n5kF1QTF+XM6zsf/zPRV1VVRU1NDc3Nzbi5ueHj40NAQMD/6vJO/gFYbXa27M1h2YZj6FocRhwpnUKZfm13gv3df/M8u13kRG4Few8XcPBEMXqDuW2fl4eGbgkhdO4YRHy0P1pX1VnntRotmMxWLFY7MpkEuUyCi1p5QS80NxcVnWO8iZTn0k95An2MmVN1KnLqXMmuc6NBD1lVCrKqdPywZy9eHmkkRAcQ38ERYgvwcftTnmLtNhu7br6Z0jVrkKpUDFu9+oKCTxRFmvUmyqoaKalw/FdQWkdReQMWi+0XB9rxrS9h5PgexKkPoZbZ0HYYgsrn3DCMtbWR2qNLEQQoWraPpHn/bcvVE0WRuqPLEASo3HECv1EzKLS7kvHTfjJP5lJYbcFq92gbSymXMKJ/PJNHdUGtmkDCrbdQtXsTdksRcnczwq8+I6naE//et59VvXsGY10d+++9l4LTfqK+ffow+IcfkKpUrBpzLendHL2Br+tmRCO3Yzd5cejRBwDo99XTIOqRqj3wiBtNbG0+qWlFHM+pYPzwzgA0F+7D0lSGIFNy8u0VNKSno/LzY9TWrWetMv6vUChkRIV6ExXqzYh+HRFFkYLSerbvz2XHgTxKKxv5z6dbSOkUyi1TeuHl4fL7gzpx8idiLCkFQBUVwdL1x5g3d/hfumf6n8WfKvq2b9/OZ599xrZt26iqqjpnv7+/P0OGDOG2225jyK/6RDpxcilk51fz6eK9lFU5qlqD/LTMntyLpI6//YPZqGtly94ctu3PpbZB37bdQ6umb3Ik/bpHEhXqjc1mp6i8gb1HCygpb6SsqpGaej2Nza3nzemTSATcXVX4ebsRHOBORLAXsRF+hAV5IAgChop0mrI3Yjc7rqn18GFQ1z6MDuiMIJVTWtlI2sky0k6WkZ1fTX2jgd2H89l92FHI4eWuITEmgE6xgXTuGISX+7ki5VIRRZEDDz5I4eLFjn62P/1E4JAh2O0iTc2tVNe1UFmrO1240kxlTTOVNTr0rebzjqeRgTbrID75x0gI1DB64ac0nlyC3WxDHdAJt6iB55mDndrDixEEG01Zpah8u+P/i4p+Y30RZbXNnCh35Wh1CrVGP2yfbP7lO49csGBsrmDKtQOZeE1/FHJHGN9uacVYewCZax4gAgJStQcqryhERIzVWdhaG6jP+Amf5Om/mJNI7hdfcOixxxytzqRSujz9NJ2feAJjTQ3rBgwgQxmCTaEm0M1K9yAdEqUPO66fB0DKm48jVelBkOCVNAWJTEXXhGC+/ekQJ3IqOJ5dTkK4K7q87QA0nTSSv3ApEoWCocuX4xp2dfjpCYLQJgKnje3G8k3prN2eyaETJWTlV3PHDX3o2cXZBcHJlcNUWoZcqyEqqQOr1lXw/eqj3HRd9ys9rasOQbxcU70LUFZWxu23386G0y2CLnSJMysWI0eO5NNPPyU01Nki6ELodDrc3d1pampC+wd80v4uNOuNLPjpEDsO5AHg7qpi8uguDO0Te17PPVEUOZFTwYZdWRzJLMVud/xtuqgV9EmOoG+3SGIjfCkqbyAts4zMvEpyCmvOXrn6FYLgqIy02ext450PF7Wcjn4W4tyrifcz4ObuhTZmCGr/hN+sJDWZreQUVJOZV8XJU5WcKqrF+iuhGRroQVJcEEmxQXSM8kOlvLQCD7PFxu7/vMWhLxei9/THY8pNGD0DqKlvoaa+BYv1wsUqPp4uhAZ6EBLgSUSwJ+KuDeQ+dA8CIpHTp9P3s0+oP7YQS3MlMlc//HrdhkR2bui0uXAvTdkbsbaayf5gF8PXbEGQyckprGb/sSJS9x2nwXz2c6qn2kK0lxFvpZ7dh9Op1xl47bXX6NDh51XE1pocGjJWYTc1Aw6LG7eogSjcg9vuP2ZdBdWpn4Io4tfnThTaQCq2bePIk0+2Ve96du5M388/x7dnT3SnTrFx5EhaCgo4MOtF6j1DGB9fx6AYG0ef/oGavYeImHYtHW7pAXYb2pjhaKP6t83p62X7Wb8riwAfNx4bJ8NedQSJwptNIx9GtFoZMH8+0TNnXtLn+L+mpKKBDxfupqC0HoBhfWKZNbEHyvN0F3Hi5HI585u35b23cFGrf/O40g8/QWZrIOGLz9mZ78KmPdmM7N+RmRN6OAuQfkG7i77c3FyGDRtGWVnZOWJPpVLh4uKCXq/HaPy1Dz4EBwezdetWYv6Ay//fHafo+5nUtEK+WrqfptOh3CG9Y7jpuu7ntWCx2uzsOZzPyi0n2lYDATpG+jGif0d6dA6jpKKB3YcL2H+skIam1rPOd9Eo6BDmS1SoF8H+Hvj7uOHprkHrqkIuk7SJB6vNjq7FSKOulYrqJkorG8krriOnoBKj+WfxJJNAUlwwfbpF0qNz2EULNbPZSnZhTdsqUUFpHb/8mkkkAmFBnoQHeRLk5467mxoXtQJRFB1z0xvRNRupbdBTU99CVV0zDY0GLnQTEAQBbw8N/j5u+Pu4EeCjJcDHDX9fNwJ9tGe1EMt4+20OPvQQAPH330+PN9+k4cSPtFZmIFG44Nf7NmTqc3sAW1qqqdrzESCS+e5qvO57k4xWFalpZ38WUkEkxqeVeF8Dcb6teLnA+kNlLNmajbev/1l9dEW7jabcLbQU7nW85xovPBOvQ+kVcd7XWXdsCa2VGUjVEWS+/iMlq1adPk9D8osvEn/ffUhkMmoPHWLTmDGYamvRxnfkx9H/xmoXmDesBuP2PDLf/BjXqDD6fn4/dnMzKt9YvJOnnSXs9QYzj/13JXWNeuJ9DczuVkXhgiMUfLeK0PHjGbZixQU+kasHq9XGD+vSWLX1BKLoqIx/4OaBhAa2T59nJ04uVvTlPf0s/j3CCHnuLSyaSA6fKGHjnmzCgjx5YNZAAnz/2b+XZ2hX0Wc2m0lOTubkyZNt2yZNmsTNN99Mnz598PH5OWm7rq6Offv28c033/Djjz8CjlWY+Ph40tLSkF+k0/w/Dafocxgsf7l0P6lphQCEBLhz57R+57VgsVhtbEvN5afNJ6hrdIRTVUoZg3p2YES/jrioFew4kMeOA6faLF3OHJPUMYjOHYOIDvPBZrNTVtVEXaOeRl0rrUYLNrsdQRBw1SjQuqoI8nMnNNCDYH/3tlwSURTR5W2nMXcHxU1Kspv8yKz1oLympe1aSoWMXl3CGdgjmoQOAZfUG1XXYuRETgXpWeVk5lVSXdfy+yedB5nJgLcSIrsmOMSdtyt+3m74erni7elyUZ1Kfin4kubNI/nFF2kp3EtTziYQJPj2mI3S89xwpSjaqU79nNLyGvYcMpGhD6JJ8vPNXa2U4ZN9AP/8g4ybNwRXTzlStQetUh+efX85JZX1RERE8Prrr+N9uuDBZtZTl/YD5oYiAFzDeuEeO/yCNjcVO1ZiMx7BrDOw+6Y3Ee3Qce5ckp58Ek2gw1KmfNMmtk6ahLWlBb9+vYh8ejbPrVMjEUReHChn56QZIJUwfO1bINY78gT73IFEfu6PVX5JHc+8vRqLDbr7G/CZdw9yFw0TMjJwDf9rhUqP51TwwYJdNOpaUcil3HVjf/okR1zpaTn5G3Axok+028m+6z5i7xyJ512vYlM6DNwrqpscOd56E6P6xzFpZBKuLpfny/p3oV1F3wcffMB9992HIAhotVqWLl3KsGHDfve8bdu2MWnSJJqamhAEgffee4+77767vaZ1ybS2tvLKK6+waNEiiouL8fLyYvTo0bzwwgttqwgXS0NDA88++ywrVqygsrKSgIAAJk6cyLPPPouHh8clz+2fLvqOZpby0Xd70LUYkUgExg/vzKSRSecs39vtdnYcyGPJ+jTqGx1Vku5uKsYOTmR4v1gqqnWs3ZFJ6tFCbKdDskqFjO6dQunVNRypIHAip4Ks/GqKyhsuqbWgi1pBQkwAyfFBdJSnI9ZlAI7uCu6xwxEkMkorG9l3tJA9h/OprG1uO9fH04WBPaIvu0tCTX0LBSWOYorqumZ0LSYMRjMSQUAqleDqokTrosTb0wWNoZHcR+9DUZpPh3GjGbJ4cVuV7KVy8r332H///QAkPfkkyS+8gKn2FLVHFgKOVmKu4b3OOa+6roUd23exL62E8uafb8ZnPos+nUOovH82dbt34ZGQwJg9O5EqpaSdyOWpp5/GZDKRkJDAq6++ipubo9etpaWG2iPfYWttQJAq8Ow0Hk1A4m+/Z/v3c+z55yldv45+X92P2t+D6j2VRN344Fl9bfMWLGD3nDmIVithE8eQ8NA11Dc08PzWMAQBxv8wD2N5Ob0/fhLXCBlIZPj1uhWFNvC817W0VLPlx6+Zf9QPuygQfnQjsyb2JPHBBy79A7gKaGpu5cOFuzmWVQ7ApJFJTBnd9ZIeYpw4+TUXI/os9fWcemweXV+4EcWUlxClPxfcmS1W9h8rYu+RAmRSCeOHd2ZE/46/6+Twd6VdRd/AgQPZvXs3giCwcuVKxo4de9HnrlmzhmuvvRZBEOjXrx87d+5sr2ldEkajkSFDhpCamkpgYCADBgygsLCQAwcO4OvrS2pqKlFRURc1Vm1tLX369OHUqVNERUWRkpJCRkYGGRkZxMbGsm/fPry8Ls137Z8q+mw2Oz+sPcpPW04AEBboyV039iMy9Fwri6z8Kr5edoDCMkeukZe7hvHDOzOkdwx5xbUs35hOenZ52/Gxkb4M6dUBDzcNqccKOXCsmFaT5awx3d1UhAR44O/thofWETKVSCTY7XZaWs006lodVazljWedq5bb6BfezHWj++LXocc5cxVFkZyCGnYezGPf0QIMRse5UonAgJRoxo/oTOCfEJYwVFSwpndv9MXF+PXvz8hNm9r62V4qOV98wd7bbgN+XuGzGXVU7/sYu6UVl5DueCSMawuB1zboOXCsiNRjheQU1LSNI4g2OmgFRk0YREqnUJRyKbtuvpn8BQuQu7szNjUVj7g4tm/fzksvvYTVaqVHjx48//zzqE7P3dRQRO2R7xGtRqRqD3y63YTc9fwm3LrcXFLvvZfyjRsd15dK6fbKfXgmuSNVexLQ/14EidSRB/raaxx+/HEAOj9xBwFDIxBtJkS5G4+t8kEUYfBnDxAzogsd73IUpXl1noQmKOm81wZoyFyNvuQQqdkuLM13rExcP6YLk0Z1vazP4WrAbrfz3aojrN7meNCZMroLU0Z3vbKTcvKX5mJEX2tBIYUvvUqPj+6FYU+e9xi9wcTOg3kczSxFoZAxsn8cYwbF4+H22yHjvyPtmnGblZWFIAgkJCRckuADGDt2LImJiWRkZJwVHv5f8+KLL5KamkqfPn3YuHEjrq6O1ZY333yTRx55hFtuuYXt27df1FgPPvggp06dYtKkSSxevBjZaT+x+++/n/fee4+HH36Yr7/++k96JX8fWvQm3v5mBydyHG2vfis5V28w892qw2zZlwOARiVn0qgujOwfR0VNE298sY1jWWWAI/etb7dIRvTtSEFpHT9tyaDyF+FdT3c13RND6RQbSGyk30VXyNpsdvKLqkjdvon9p8zUGuRsPuXB3s9zGTdUwbghndoqSsGRL9cxyo+OUX7cPLEHh06UtHVJ2H7gFDsP5TGkVww3jE0+yy7mj2DW6dh8zTXoi4vRxsQwdMWKyxZ8p+bPZ+/ttwOQ+PDDJL/4Iog26o/9gN3SilwbiLbjaHILaziaWcqRjFKKftH5QQCivVuJk5ajXreDSTu2ta02HvzXv8hfsABBKmXIkiV4xMWxcuVK3n77bURRZMiQIcybN6/te9Vak0Nd2g9gt6LwCME7eTpSxblWInarlcy33uLo//0fNqMRQSYjeuZMkubNwzUilMpd72JrbaC5cB9uEX058NBDnHz3XdRBXnR7eS7qADmizYTCIxSvpMkE7NlMRZ0eU1wnYucOB2y4hvW6oOCzmfUYyh1ehKoFXxBvDuXk4Bn8sO4Y3p6uDOr51+wqIJFImDE+BT9vV75cup9lG44RE+5Ll/hLi5A4cXIp2PSO1B2pZwC/VXLnolEyZlAC/bpHsf9YEet2ZLJmewaDe3Zg3JDEf0zOX7uu9Gk0GkwmEzNnzrwsMTN79mzmz5+PSqXCYDD8/gntjNlsxs/Pj6amJo4cOULy6T6fZ+jSpQvp6ekcOnSI7t0vXApeUVFBSEgIMpmM4uJi/H/RANpkMhEaGkp9fT3l5eX4nW4gfzH801b6qmqb+c+nmymv1qFUyJg7vd95c4VyC2t455sdbdYrQ3vHMG1cN5QKGUvXp7FmeyZ2u4hUIjCkdwxjhySQkVPJ0g3HaNQ5CgXUKjl9kiMY1KMDMRG+lxWWEu026o794GifJpFTpBnJT7vL27p5RIV689Ccwb8bus0trOHHjekczXR4T/l5uzLvrhEE+Pyxz9xmMrF53DgqNm9G5efH2H37cLvIletfU7JmDVuvuw7Rbifunnvo9d57CIJAY9Z6yrIPUtDkRhFJnDhVS4Pu52IMQYDYSD96xHsTod+Ah9rG4X8vYOCCn/BMTEQURdJffJGj//d/APT/5huiZ85k4cKFfPHFFwBcd911PPDAA225k4bKTOrTl4JoR+Ubg1eXqUik54ZvrEYj2yZOpGz9egCCRoygz8cfn/Ue6MvSaDixwvH/JS2Ub9iHe0Iovn3iOGOP6BY1AG30YASJlBf+9T4ZFjeGBVYwpqsRhUcovj1uRpD89jN1U+4WmvN3Yao3sevGV/Ht04emf7/Lyq0ZyKQSXnl03F++GOKzxfvYsi+HkAB3Xv/3hCs9HSd/US5mpa85LZ3S9z+k908fYIufdFHjthotHD5RwoHjRRhaLfRMCmP88M5EnSd69HeiXVf6goKCKCgouGzj2DPnBQaePwfmz2bPnj00NTURHR19juADmDJlCunp6axatep3Rd/69eux2+0MGDDgLMEHoFQqufbaa/nyyy9Zu3Yts2fPbs+X8behsLSeVz7ZRFOzER9PFx67fRhhQWf/EIqiyNrtmXy36jA2u4iftyt33diP+OgAsguq+Wjh7racuZ5dwrnx2m7UNRh4/fNtbVW8ft6ujBuSyMAe0WdV0dY36kk7Wcapolp0LUZaTRbkMile7hrCgjwZ1jf2rNVGURRpyFyNsTobJFJ8u99IqFckffuI7D1awNfLDpBfUscTr6/mvpkDLrj6ERPhy+N3DCMrv4oPF+6muq6FZ95Zx7y7RhAedHmt2OwWCzumTaNi82ZkLi4MX7v2sgVfXVoaO264AdFuJ2r2bPwff5Y12zPJyS3gVEEl9a1nCjYcLfDUKjnJ8cF0jQ+ha0IwWlcV5Vs/wq62Ub3nJLG3PIBnoiPv7peCr/t//kP0zJl89NFHLFmyBIBZs2Yxe/bstvuFofIE9enLQBRRB3TCq/NEBMm5Fg02k4ltkyZRtn49Mo2GXu+/T4dfjHMGTVAXjDV5tFYdxyXUlZjbRrTtU/l0wD12BHI3x3datNuxHT8McYMxyF2QKKR4d73+goLPZtbTUpQKQNYHKwDo8eab+PTsTlF5I8eyynjji228+PDY81ai/1W4YWwyW/blUFrZhN5gxkXzz8yhcvLnI5wuNLMJF+9ZqlbJ6Z8SRa+u4RzLKiM1rYh5b6ymS1wQN0/sSdAFDP3/yrSr6OvZsyf5+fmkpaVd1vlpaWkIgkCPHufmPv0vOHbMEW7p1q3befef2Z6ent4uY3355ZcXNdY/kZKKBl78cCMtBhPhQZ48fufwc0KsdrvItysOsm6nIx2gd9dw7rihLxq1gp0H8vhk8V5sNjte7hpundqb5IQQlm9KZ+n6NETR0VB+0sgujOj3cy9eURRJzypn/a6TpJ0s40Lr4FtTc7nnpv6EBztEWHPeDgxlRwEB76QpqLwiAUcouX/3KDpG+vHWV9vJL6njza+289rj1+Hn7XbB9yEuyp/nH7iGVz7eRFF5Ax9/t4eXHxl3yQ9WdquVnTNmULxiBRKlkqE//YTP7zy4/JozHTiK80pZd8/T1CWPw9yxKzt8wmh9Y80vjpQjCBAe5EWn2EC6xAURF+1/lkBuyNyP3VKF3WbHUCYl+bl7Ee12Dv/735x47TUAUv77X+IeeohXX32Vjafz7u69914mT57cNo6hMqNN8GmCuuDZafxveh4eeuwxytatQ6pWM2zNGgIHDz7vcVaDgUOPfEhTdhoh1/Um7LqRaGO7o/KORK4NOuu9r96zB5W743UZLRK8kiYjVV74M9WXHEK0WTDWGKjZk0X4lCn49e4NwD0z+jPvjdVU1jazfGM6MydcmXthe+CqUSCTSrDa7FTXNxOp+XuvoDi5ckhUjocjixEu1fdDLpOS0imMbgkhZOZVsT01l3/9dyVjBycwaWTSJfueXu20q+i77bbbWLRoEenp6WzZsuWiKnfPsGXLFo4dO4YgCNx6663tOa2Lpri4GICQkPP3kzyzvaio6H861j+N8uqmNsEXHebDk3eNQKM+e5XAbhf5+Ps97DzoMGWeOSGFawYlIAgCS9alsWyDQ3T36hLOndP6IpNKeOPLbRw+4Vh5GtyrAzPH9zhr9aGovJ5PF+0lr7iubVtMuC+dYgPw9nRFrZRhstioqW9h855sissbmPfmGh67fSgx7vVtXRU8Esai9o8/53X5erny3ANjeOnDjWTlV/PJor08dffI3xVwHlo18+4awb3PL6OgtP6S+0raTCZ2zphB0dKlSORyhixbRtDvfDdFUSQjt5LUtEKq6pqpa9BT26DHfMakuseUnw82WlAr5UR6W4lwrSPMX02PUTNxcT1/ay5DeTllG77AIyGIukNF9HjjQ0SrlX1z55L75ZeAQ/DF3H8/zzzzDHv37kUikfD4448zcuTItnFaa3IuWvDVHjrEyffeA2DI0qW/Kfgszc1sHjuWql27kLm6En3jE/j373/eYwEKl35HfWx3aIaOHUJQeV945dRuM9NSfACA3C/WIchkJL/wQtt+rauKW6f25j+fbmHz3hwmjOiMm0v75HL+rzmRW4nVZsdFoyAkwONKT8fJ3xi5uyNdxlSnu2TRdwaJREKnmEA6Rvqx72gBa3dkcjC9mBcfGvu3WqVuV9E3dOhQbr/9dj777DOmT5/OqlWr6NXrXJuGX3Pw4EGmT3e0PrrlllsYMWLE75zx59DS4vA402jOv0Ts4uL4EWtubj7v/j9jLJPJhMlkavu3Tqe7wNF/fQxGM699tpWmZiMRwV48MXf4OYIPYMm6o+w8mIdEInDXjf0YkBINwObTvXcBJozozPVjkhEE+GDhbg6fKEEuk3Dr1N4M7nW2AXhFjY6XPtyErsWIUiFjaJ8YRvWP+83k3tED4njuvfWUV+tYs/koszqmAeAa0RfX0JTffH1ymZS50/vx0MsryMitpK5Rj4/n71uzuLup6RoXxMHjJaSdLLto0WdpbmbrpElUbN6MRKFg8JIlhF6gyMpssbHncD7rdpykuKLhvMeomutwaawmcVhf4pLjiAz1xtteiO7kKhCk+Pe5EflvCD59aSl7br2ehIdHYrfZ6XDzPARBYPO4cZRv3IggkdD3iy8ImjqVxx57jPT0dBQKBc888wx9+/ZtG8fUUOQo2hDtqAM7X1DwARx7/nkQRaJuuomQa6457zFWg4HN48ZRtWsXCg8Phq9b17YCd973ymBgv2sAxc0aBET6D/79VpL6kkPYzXqMtS1U78ok/r77z7KFAegaH4y/jxtVtc1k5VXTI+nqaMV2KdQ36vlssaOTSd/kSGdHBCcXzeX85inc3RAkElpLK7l0o6uzkcukDOzRgYQOAXz94wHenb+Tx+8Y+rfp49vu/XI++OADXF1deeutt+jfvz8zZsxg5syZ9OrVq03oABgMBvbv38+3337LggULsNlsPPTQQ/z3v/9t7yn9pXnllVd47rnnrvQ0/ieIoshH3+2hokaHl4eGJ+YOP29OU2paIcs3HQdg7vSfBV9uYQ1fLdsPwA3XJDNxpKN6csOuLHYfykciEXj8juF0ij07Z9RstvLfT7egazESGeLF43cO/90yfnc3NR3CfSmv1uFhLwG7FZVvLO6xw3/3dfr7/Bz+k17CjeRMizcP7cVZDLQUF7N1wgTqjx5F5uLC0OXLCbrAA9Wew/m89+2utn8rFTIGpETRIdwXXy8XjKk7OTZnBhKbld4ffUTc3OsAsOrrqNrnaLnoHjO0Ld/t1zTn57NxxAhibnf001V6dQS7grX9+9N44gQyjYaB332H28CBbZXvGo2GV155haSknythLc1V1B75ru099+o04YKCT3fqFCWrVwPQ5XSu4K+xmUxsnTiRqp07kWu1jNy0CZ+U3xbvtQ0tfPnRDxzRRwBw/ag4fLwvXGRjNxvQ5TmsqPK/3Yo6MIiu5/luG01WWgyOHz0fr/OL56uZ6rpm/vvZFmrqWwjwcWPy6C5XekpO/kJczm+eIAWVnxbDqfx2m4ePpytjByeydH0aWfnVJHQIaLexryTtKvp+6V8nl8uxWCzMnz+f+fPnIwgCnp6eaDQaDAYDDQ0/G96KoohCoWD58uUsX778gtcQBIG8vLz2nHYbZ+xZfqtyWH+6LPyMCez/YqwnnniChx9+uO3fOp3ub9ufeGtqLgfTi5FJJTw8ZzDu5xFeZrOVb350hMfGDklgYI/otn0/rD2KzWanZ1IYE0Z0BhxCafkmR97k9HHdzhF8AMUVDW3dOC5G8NntdhavOdoWWo50b0bu6odX0uQLio8z7DqUjyiKyGUSXC4yUb+koqHN9DbsIqo6q3bvZtvkyRirq1H5+jJs9Wp8e/a84Dlrd/xslaSQS3nhwWvaCmdq9u9n/R2zkdisJDz0EHFz5wIg2q3UpS9FtJlReIbjGtHnvGPXpaWxecwYVH4qvJKjAAl2ow+re/TAVFeHOiCAYatXYw0O5r777qOsrAwPDw/+8/LLeOn1nHjjDUSrFZ/e3YDjiNbTlildppy3aOOXFHz/PYgi/qPH0OLuT2VBNUajBYVCikopR6tRcGzubZRv3IjMxYUR69adV/A1640cyyon9WghhzNKEUUpAiLjAmuZOObmC84BHL2FRauR5oIqyjelMXjxDyh+VYF/PKeCT77f4yh8UP+1wqJ2u8iWfTks+OkQJrMVL3cN8+4a+Y/zQXPyx7jc3zx1kBf6jIx2nYvF6khn+TsVdbSr6CssLDwrP+nM/4uiiCiK1NXVUV9ff1Z3A0EQEAQBi8Xyu/ltoihedmXwxRAW5gijlJaWnnf/me3hF9Eiqb3GUiqVKJV/3Qq+i6W2oYVvVxwEHOKsQ/j5DXU37M6iQdeKj6cL08b+XCRTXtXE8ZwKBEFgxvgebX8nBaV1NOpaUSlljBl4bp4dcFYINyuvil5dws/7d2Y2Wzl0ooQNu7LILqgGYGBEE51DRLy7TUci+/3PqbSysW01cuLIpLM8+34LXYuR9+bvwmqz0zU+mPjo3w7t2q1W0l9+mWPPP49os+HVtStDV6y4qLZed93Yjze+2EZFjQ6zxcbjr60kNsKPIJWdxs/fw12qosO44aScLrQAaMrdikVXgUSuxitp0nlFb+natWy/4QasLS10ee4+AMwNcnbNHIdoteLdvTtDV6ygxmrl0Xvvpa62lji5nIlqNQd798ZyOrwjUcjo/t+bcY8LQarxwid5+nltWc5gtdo4mVfFsiNVVN3wNC2BUdheWXH+gwNGo7y1D/4hfpSkG1DnbEcqlWC12jEYzVTVNlNT33JWYU8H71b6e5QwYOLc331v7WZDWy5f/vxthE+cRPgvClLqG/Ws2Z7J2h0nEUURXy9X7r6p318mLJqVX8Wi1UfIynd8L+Ki/Lj7pv74ef/RYJuTfxqX+5vnEupLw5rD2I2tSFR//EEjr7iWjbuziIvy+1s9uLR7ePf3bP9+vb8dbQL/MF26OMIQR44cOe/+M9t/GWr6X4z1T+CnzScwmqzERvoyZtD5xRk4VsmAc1qvnRFh8dH+Z/3Q1J327fPzcmur0P01rholMRG+5BbW8PbXOwjw1dIh3Ad/bzfsdjv6VjOFZfUUlNRhsdoBUMgEpiZWkRxswKfrTGTq3199O5xRwvvf7qLVaCEmwpfxwzr/7jllVU3859PNVNe1oHVVMXd6v9988Gk4cYK9t99OTarDDiTqppvo88knyF0uLkQYEuDBm/MmsP9YERt2ZXEyr4rsgmqyAfpNh77TKA/3QZVWRN/kSEw1J2kp3AuAZ+J1yFRnPw2Lokjm22//P3tnHR3VvbXhZ3wiE3cnBiQQxYK7S5GW0hYKLXV3uVXq3lKoO7RIgeIa3CVECRJ3t0kmGT/fHycNzUXby/3a286zVtcqM+ecOXNmMvPO/u39vpx4/HHRy+/+mTgGu2E1WTly3+sIZjNdZs1iwNdfc66ggGeefBK3/HwG19TgVFvLr5kpSldXvJKS8BsXgVOEC0ZtK0pLDFLlxftlq+ua2XHwHHuO5tCsM0Bw+wSsINo0aBxUqFUKTCYLLU3NtOjNCFIZBkdXihtNFDeWXfIaBfm5EhPhTlfjLnxdLFTtrcMh4MpViObCgwgWI80FVeiKmxmx7lMkEgktOgNrkzPZtv90x3traN9w5k7r85efGhQEgdTsMtbvzOwQeyqlnJkT4hk7qLstfs3G/yNSHEK8EMxmdJlpaHpffMXhajCZLRw6WcD+43nEdPPngTmDruF5/vlcU9FXUFBwLQ/3/86AAQNwdnYmLy+PtLQ04uLiOt2/atUqACZNmnTFY40dOxapVMr+/fuprq7uZMBsMBjYsGEDMpmM8ZdoKv8noW3Rs+dYLgAzxydcsmG2VW+kpH24ID6q81T0rz8d1KrOb+nwELFiWFLZQH1T6yWTNR6eO4QNO7PYeyyPyhptp3SO3+Lh6kBSD3d6yg7iZmfGpeu4K05sGk0WftmeztrkTARBrII8etswZLLLLwWfyCzm058Oomsz4uXuyBPzh1+0n8/Q2EjGq6+S/eGHCBYLCicnkj79lNCbbrrs8S+GRCKhX1wI/eJCKEjJZNXDz1ErsaclNIY6Fz/OFddxbsl+Nu1KZ3xQLl1cxEzhf59WNre2cujOO8n/Ucze7XrPfAImdwGrkfwf92BqaqP3++8T9fDDHD98mO/vuINReXk4tjdwy9RqQmbOJGLePLwHDUJXeoLG05sRrAKZr/6M/1gJAeM7m7DmFdeyaU82h1MLO35Mqs163M8eo0e4N+NfeQYvd8cO0dycn8/6+HiMzc2EPPIkQQ89Tn1jK7o2A3qDGYvFilwuQ6WU4+XuiL+3M84aO0q3LgZ7Cw2ZRYTfdvHIp87Xoh5t/kEkEsj7bhdDli3H6ujM2h2ZbNidha7VKF6jUC+uG9nzgvf2Xw1ti54DKfnsavfgA5DJpAzpE8bUUTF/KDPaho3/BEEixc7HBamdHc0njv0h0We1Wkk/U86+43m0tBqYOjqGGWNj/zYDHL9yTUXf1Sx7/pVRKpXcf//9vPbaa9x3331s3769Y/jk/fffJyMjgyFDhnQyZl60aBGLFi1i6tSpvPHGGx23+/r6MmvWLH788Ufuvfdeli9f3hEX9eSTT1JTU8Ott976u9I4/q4cSSvEZLIQEuBGVPilly6bWwwIAshl0gvEj3N7RFluUS1Gk6Vj2dTN2Z4uAW4UlNbzwTd7eOaekRcN2nZ3cWDu9L7MnJBAxtlyKqq11NS3IJdLsVMr8PN0JqKLJx4OFmqOfonVaMbeLxaHoMv3yWWdq+Crn490iMiR/SOZO63PJauOAHqDiSVrT3TEyUWEePLE/OEXxLCZdDrOfvIJmW++iaFezBkOnjaNPh9+iMN/2PfZUlREyozJeBYWEhYZyZgf30avcWPP0Vw27MyioEzLJ2WejI/x4qYRnYdXms6eZc8NN9CQkYFEJqP3e+/iGG4GawvNeZVU7ctldHIy3oMGsem55yj44AN6t4mJHSovL7rdfTfd7r0Xu3ZTc2NTOY1nxASN5lwTDRmF+I0Wq2KCIJCdW8Wa7emcyqnsOIeeXX3p6wElM8UfX1M/OY3TbwZorBYL+265BZNWi/eAAQx58xWkCgVhVxiU1deVIghVSCRSzDoPnMOvHJdWfXQVEgnUpeTiOe4W9us0bH55VUfOcpCvK7MmJRDX3f+/2r7yn2A2W0g7Xcbe43mcPFWKxSJef7VKzsj+XRk/pDtuLv97Qyc2/h4IUjkSqRT7sC40nzj6u/a1WgWy8yrZfzyP2gYdSfEhzBwf/7eNZbvmy7v/6zz33HMkJydz6NAhIiIiGDRoEEVFRRw9ehRPT0++afcR+5Xa2lrOnj1LRUXFBcf68MMPOXLkCKtXr6Zbt2706tWLU6dOkZWVRUREBO+///7/19P6S3M8U/Q0HJDQ5bJfeu4u9kgkYLZYadC2daraxXb3x8PVgdoGHRt3ZzFt9PmJwXtvHshLH28lp6iGVxZt475bBl2yQd5OraBv7MV/vAhWM9VHv8FqbEWh8cElasIlz7eqtpkfN6RwLF3sU3V1suPWaX3oFxdyuUtBXnEti5bsp6JGi0QCE4dFc8P4+E5L2fq6Os4sXszphQsx1Imegs7du9P73XcvaUfye2g8c4bto0bRWlqKJiyMcfv2YeftjQMwdXhXYhWHWZti5kSZhk0ZUP39Ph6eOxSZTEr+Tz9x6K67MLe0oPbyYtCSJTSdSUYqt8diNFO5q4hJJ1LQ5uTwY3g4lsJCNIDF0ZG+CxbQ7a67kP/G5shqNp6PV/PqSv7SzQAonF1IP13GLzsyOpYWZe15yuOHRhHi58qmfv2QCAIRt92GU0Rni56zn35KzeHDKDQaBv/4I1LF1S2llmxYjJ2vivq0IqIf+eiK27eUnMOiL6PVLGNHcQinXcPRbRUthfy9nZkysicDErpcser7Z2C1WjmVW8XhkwUcyyjumCgGCAlwY3i/CAYmhl7UUsmGjf9fxM9H+9AQ6nbtR7BaOzK8L4XVKnAqp4IDKfnUNuiI7ebHY7cNo4sthu2fhVqtZvfu3bzxxhv89NNPrF27Fjc3N+bOncsrr7xySbPli+Hh4cGxY8d46aWXWLt2Lb/88gve3t48+OCDvPzyy7i4uPz3nsj/EL/mRuYbewAA8ZlJREFU0l5pJF4ulxHk60pReQO7Dp9jxti48/fJpEwbHcMXKw6zcnMaTg5qRg7oCkCgryvP3TOa1z7dQUFpPU++vZ5hfSOYPjb2ksu9F6Pp7HZM2nKkCjvc42+86BBBbYOOdcmZ7DqSg8ViRSKRMGpAJDdOSLjsl6PVamXDrlPiBLJVwM3ZnvtuGUh0hDhtLAgCdSdOcOaTTyhYvhyLXg+AJiyMmH/9i7DZs5HK//M/54bMTLaPHk1bZSXO3bszeseOjoqb1WKkNnUZalMlN/WyJ6HfQL5dn8XxzBJ+XHOELhs+I2/JEgC8hwwh8fXXOff1W4TcIEYa6goEEl7/iMP33kvJ2rUAGORyrKNHc9uyZagukiXddG4H5tZ6ZCoNbtFTqD2xgMrwXiw1hFD6eTIgvvbD+kUweUSPjqXFnG++ofb4cRQaDXELFnQ6ZmtFBSnPPAOIMW9XM+QCULT2G+x8VVjNFtziJl8wefvvWE0m0ld9TirBHC12xKSWQZuRAB9npo+Jo29s8F+u781isZKdW8nR9CKOZxTT1KLvuM/VyY7+iV0Y0jv8gjhEGzb+VCQSkMiwDw2gen0zbbnnsI/sdtFNBUEgt6iW5ENnqW3QEdfdn4fnDrnk8ODfDYnwV5qksHFFfg2fbmpqwukKXzr/CwiCwC2PLcFiFVj04gw8XC+/RHQ4tZCPvt+LSinn1UfGdwqlFwSBnzaksGGXOLY/fUws00bHdFRRaht0fLf6KCfaUznkMin9E7owbnB3QgLcLltlbK3Moj5d7Ol0T7gJO8/ITvfXN7WyPjmT5EPnMLcvffXs6svsKb2v+AWpbdGz8Id9ZJ0Tq8V9Y4O544YkHB1U6GtrKVy5knNffUV9amrHPm7x8fR48klCZsy4JmIPRFuWHePGYWxowDUmhjE7d6L28ABAsJioTV2GoS4fiVyFZ++5KJ18OZJWyIff7QUgYf0HeBdlEvP88zhFRpLz5dtEPTEZqUyK1eRJQ1oDGa+9hkWvxwrk+PoS+cwzzL3//otee31dPrUnfgDAKfZmDhyvYfXP+9C5iUJYqZAxIimSicOjcf/N0mJrZSVru3fH2NhIr3feocfjj3c67qG77uLcF1/g0bs3E44cuWJFAKAhK5269B9Qe2hoKTTR7a7XLrmtIAicya9m2afLyDG7ICA+ty4Bblw3KobePQP/Un1Cvwq9I2lFHMsoEodf2nG0V9EnNoik+C5Eh3v/pc7bxj+DX7/zdn78AQ52l56iVTeeRC/x4vQTrxPyyjt4Xn9hT3NNfQs7Dp4hr7iO6AgfbpqUSFiQx3/z9P9y2Cp9Nv50lAo5bQYTbXojcHnR1y8umO0HvDmdV8Wrn2znpQfH4dveeyGRSLhpUiJWq8CmPdms3pZO5rly7r15ID4eTni4OvD4/OGczhPtJc4WVLPveB77jucR6OvCwMRQEqIDCPBx6SRCzK31NGStB0DTZUAnwZdXXEvyoXMcSMnH1B5R1j3Mm+vHxV2VmWd+SR3vf7Ob2gYdKqWcedP70D/al9L1azjy00+Ubd2KYDYDIFWpCLn+errdey+e/fpd0/6v8uRkdk2Zgrm1Fc9+/Ri5eTMqV1GsWs0G6lKXYagvRCJT4pFwM0onXyxGI8pVXxGcVkhR3CiKBkzjli/epWDFCsp3rKDnMzPaBZ8LKU8tpilb9AGscHHhaEQEs596qlOO7m8RrGYaszfSpJeR0tSVg4tOilUnN18UFgMTx/Zi3JCoC/ocBUHg6H33YWxsxD0xkaiHH+50f3NBQUfUW+/3378qwacrKSHvx9fxGdodY2MbEXNfuuh22hY9B07ks+dobnuaiXj9It0tzLhhLD0jff8yPXtGo5mMc+WcyCgh5VRJJ6GncVDROyaIvjHBREf6Iv8LLj3bsPHvCBIFCqUElX8gusy0TqJPEASOZxSz49BZPFwdeOy2YfTqGfiX+Xv8/+S/Vuk7cOAAy5cv59ixYxQUFKDVajG3f3ld8aQkkqve9p/G363SB/DCR5s5V1DD3bMGMLTvlRvjW3QGFizeRnF5Ay5OdjwydyhdQzsPxBxIyefrn4/QpjehVMi4aXIiowd067ScllNYw5a92RzLKO6ozgEE+7nSLz6ExOhA/L001J34FmNTGUqXIDx734reaOVYRhHJh86RU1jTsV9kF0+uHxdPjwifq/owST9dxrtf78JktuLt7siNAUYMW9dSunEj5t+YervFxxM2ezZhc+agdr/2/SZFv/zC3htvxGo04jd6NMNWr0bRbi5uNbZSe/InjE2louBLvBmVazANmZnsnzOH+rQ09A4u7Lv9fawSKWMPf4O3fT3Rj1+HVC6jtdzA4TveRrBYMdvbcyg4mCIfH556+ulOObq/RRAETu7fwfZDOWRWOWAVxGtpb2gm6OgGrps7ibgH77/ovoU//8yeG25AIpcz6cQJ3GI7p0EcuO02cr/9Fr/Roxm9bdsVr01bdTVHH7yZ8HliiohT+GScws77Q7bpTaRml3IgJZ/002VY2lNTZFYTvYPb6B+gJXHqI8guYS/z/4nRaCbjbDmH0wo5kVmCwXj+M/ZXoZcUF0JUuM9fssfQxj+Tq630KZtPg1RNwc9HMdfXEb12OyAOIW3em036mXLGD4li1qSE/xn/y/8G11z01dXVMXv2bLb95gP19z6ERCLBYrFcy9P62/B3FH0rN6eyZnsGYUEevPrI+KsSTE3Nbbz2yQ6KKxqQyaTcOrU3owZ07bRvdV0zny8/1DHVGRXuw503JuHj0fm6tbQaOJpexLH0YrJzKzr80gBUCgk+Dm3YKUHlEkRtk4Hy6qYOk16ZTEpSXAgj+kfQLdT7qn85Zp6r4O0vd2IyWQhTtNJ1+VtYS8+bk2vCwugyaxahs2bhEhV1Vcf8I5z76isO3XknCAJBU6cyZNkyZO3GqOa2JmpTlmLW1SCRq/FMvAW5xpdT775L6gsvYDUaUbm70+/TT/kyVUt+q5yB1buYMjsEiVRCzdE80l/+EawCdVFRbHd1BQeHC3J0f0Xbomf/iTx2HjxDeU1Lx+1dQ70YFuVJ/ph+SAUrN5SVYe97YbKKvq6OtVFR6KuriX3+eeL/rZevLjWVDYmJIAiMP3z4srm6AG1VVeyeMYnuDw9H4ahG5d4Tj8RplFY2knm2goyz5WSdq+j0g6GLnwsuW5Yw+gZfPEPd0XQZeFXRfP8tmprbSM0u5eSpUtLPlHcSeh6uDvTqGUSvHoF0D/O2CT0bf0muWvS15IJgouJkCzXLfyAhNRepUsn6nZmcyq3kzpn9OyU4/VO5psu7er2eoUOHkp2d/ZcyXbbx12b0oG5s2H2KvOJaDp4sYGDi5X3vQMy+XfDwOD5bdpAjaUV8s+ooOYU13HFDEkql+Lb2ctfwr3tGs+PgWX7akEJ2biXPvLuRp+8aSdcu5yuDjvYqRiRFMiIpkhadgSNpYsxW1rlyDCYrRY3tS4jV1R37+HhoGNo3giF9wnD9HcMgIE72vtsu+HzKsglb8x5WqwV7f3/CZs8meNo03Hv1+q8uPQiCQOZbb3GyfaAh8o476PfJJx39gcbmSmpTfsRqaEam0uDRazZtFU0cmDCY6kOiIXPgpEkkvPEGJ//1LywN9hA/BmmfRCTSeko2HOfsJ5ux8w8gpUcPjuv1F83RBXGJfNv+Mxw6WdAhoBQyK71CpEyZOpGQAHey3nuPQqsF7yFDLir4AI4/+ij66mpcoqKI+Vdn/zzBauXo/feDINBl1qwrCj5dSQnbx40hfH5/aqxOFJe7UVHlQfb6n2nQtnXa1sdDQ9+4EAYlduHsPfOwqIvxDO2BRK5G02XAVb4i1476Rh0nsko4ml5Edm5Vp89iD1cHescEMSChC2FBHv/I5S0bf08EqRKZsQV1SCiCyURb7llK1F6knynn7lk2wfcr11T0ffDBB5w6dQqJRIJMJmPevHnMmjWLHj164Obmhkz2zy2p2rg0Lho7Jg/vwept6Xy54jDBfq6dBjQuhVql4KFbhxAenM1PG1LYfyKfsqomHr99WIdnmFQqYcygbsR292Px0gPkFNbwxmc7eOauURcsCQM4OqgYOaArw/t1oXz/p1TWttCojEDunQAIOGvs6BLo/h/F8ny3Yj8GkwXXsrPE/PI+LmGhxL38sjiUcZXWIf8JgtXKsUce4fTChQD0eOIJEt96q0MAtFWfoT5jNYLFhNzBE/eEm8n77idOPPEE5tZWFBoNfT76CIfgYHaMHo2+thqXB1+gyAQKmUDeD7sp+GkfATffzFKzGbW8lfmB7sSHetG6/B1WTT2AwssX660PkdLmSG5Rbce5dfFzJt41nwTfZoIGzUfpLC5nl6wXeypDLtEDWLJxI3k//IBEKqX/1193VCt/5eznn1N96BByBwd6vfXWBfubLVaq65qpqNaSl5XDyeVraRt5J6uLnTEX/loBKwRAoZDRPdSbnl19iY8KwN/bGYlEQtqCBZRu3sjA7x4CwCl8KFLFfz++yWKxcia/mowzZaSfLaewtL7T/aGB7sRHBZDYI5AuVxhYsmHjfxVBqkRi0aMKCgaplNasDA5KQonp6seQPlduG/qncE1F38qVKzv+/6effuL666+/loe38Tdm+pgYzhVUk3mugre+2MmLD4y9Kmd/iUTCxGHRBPu78dF3e8kvqeOVxdt57dEJnSxSfDyceO7e0bzz1S6yzlXwzle7WPzSDFTKi/8JaM8lg6EBf08nEvpPRqpQX3S7K2E1tWHUVmBqqcZqauP08RxSc1RIrBZij64m6YP3ibzrLmTK/x+vM3NbG/tnz6Zo9WoA+nz0EVEPPgiAIFhpzt+PNnc3ACq3Lqi9B7F76kzKt4v9Mb4jRpD0+efkfP01B2+/HYWTHb0/uotTlV7QCIa9R6k6mk/M99+x+dg27ot2wzf0vHWCY6AT2SY3dtcG0HZGD+g7lsjHDu6Gm/YgreVa1J4RKJ39ATA1N1N98CAAARMnXvCcjFoth+8W82+jHn30gipeY3Y2x594Ar29M0HPv8bxcj01WWnUNrRQ26Cjuq6FukYdVutvVidC2g3YraBWyogI8SIixJPoCB8iQrwuyEyuz8gg7aWX8B0Zi8pdg1SlwTGw1x94ha4Og9FM1rkKTmSVcCKzuNMghkQC4UGe9IkNom9sMF7umsscyYaNvweCVAUIyBSg8gtAm55Khb8HE4f3sP3Q+Q3XVPTl5eUhkUjo06ePTfDZ+F1IpVIemDOYFz7aQmWNlgWLtvHC/WOuOtKpZ6Qvrz06gQWLtlFRo2Xx0v08dvvwToMbKqWcJ+YP5/E311FT38KxjCIG9bqw5K+vzaOl+BggZsr+XsEnCFbaqk7TWpGJvuYcCOd7vipaHQFPwj2NTP7uLly6Dfl/qe4B6Gtr2XXddVQfPIhUqWTgt992RLVZjDoaMn9BXyvG4TkE9qIhXcuOMb0wNjQgU6tJfOst/MeNY9/NN1N79CgOwZ70enc+DRIHis6okQhWQu3UBHz5Eboz25g7SZxythhM1J8spMYxnB3N/pSYuoAzqHSN9HYxc8sL9+KiscOkq6XqjGhc7BQ6pOO8a44eRbBYcAgORtOlywXPK/W552gtK0MTGkr8yy8D4vJ1TmENaVlFHFy5mfpb3sKkdoQKYNmhi14fhUTArroEF0FL135++DiZ6Bbbmy6xQ6/op3fymWdAEAifNwYATXBfJNJra47QqG3jSHohqafKLug9dbRXERflT0ykH3FR/hdMNduw8XfHKhPf8xJzC6rQcJrTUhD8RuHv7XyFPf9ZXNNPpV9jxnr2vHKQvA0b/46To5oX7hvNgkXbqKxt5pXF23jpwXFXbaDs7aHh0duG8tLCLaScKiUlq4TeMZ1ztVRKOYN7h7F6WzrHM4ovEH1Ws4GGU+JSokNgb9QeV78sIIq9bLS5ezDrzi9ZyuxcaM4ppz4tm2J5NOCJk9qC1aSlPnMNytITuPW4Drm921U/1u+l8cwZdk6cSHNeHgpnZ0asW4fPEFFYGeoLqctYjdXQDFI5joFDSH3uo45qoEfv3gz84QfqUlLYmJiIqbkZr4E96fHUdSCXsv6QKMy7usrwjfTAxZqGW3dfLAYTNceK8UiYQNWwm/hhXQpWq4BKZqW/Ro9s8ZOEThyPi+YxAFqKjgICas9IlC7nTdDL2ofCvAddGHxedeAApxctAqDfp59ikirYtvsUOw/nUF4t5sLiHgKIFTBvdw1e7hq83B1xd3XA3cUBDyc1ZR+9TemnH2Pv40y/z+5Dpm7CzqcHbjFDr1glKPz5Z0o3b8a9VwQqNzUSmRKHgGtT5TObLZzIKmHvsVzSTpdf0J+XEB1An5hg2yCGjX88glQNSJCZm7ELi0B7YC8yo77DSsuGyDUVfSEhIaSnp6PX66+8sQ0bF8HNxYEX7h/Dy4u2UVXbzOuf7uClB8bi6KC68s5AWJAHw5Mi2bb/DOlnyi4QfQD2dmJl7WJfktqcnVj0TcjUzr9r6tLUUkPDqQ0YG8VIOanCDoeABJRuXTly1yMUrVmDRCbD/6WxUAvFbd5ownrQUrAfY0MxNce+xbPvbcjtrn3SQdn27eydORNjYyOOISGM2LgR1+hoBKsZbe4emgsOACB3cMfU5MPWodejr6pCIpcT+/zzdL//fo498gh5P4hGyd0fugG/Md2QSCVsOChwRuuCTCIw1PsMnqGiQK84kY9HzCTiX36F79YcY8cvJwCI821hWi8pDetOc9psRNOeXSsIVtoqswBw/E2esWC1UtjeNhI8dWqn52XW6zk4fz4IAsHzbueI4M3mBavQtRoBUGDF/exx3CtzGP/K0/QcM/SCZdmWoiL2zJxO7dGjyO2U9P3kIWRqUDj54dZjyhUFn6mlhSP33QdA1COzAHDwj//D7QC/Ut+oY8u+0+w9lof2N6kYEcGe9I4JIj7K/wI/SRs2/tFIJFjl9kiNjdh17Q5WCy4VudQ26P7sM/tLcU1F39ixY0lLS+PYsWPX8rA2/mG4uTjwr3tG8eLCLZRWNvLFikM8etuwq94/OsKHbfvPdBoQ+C1lVWIF6N8riPq63y7rTkIqv7LQFAQrzQUH0ObuBcGCRKZAEzIAx5B+WPRmkidOpGrvXqRKJUNXrsRr7HjWP7eCmnodp7SJ9Bl4P7UpP2LW1VB7YgleSXdd1eNeDYIgkP3BB5x44gkEqxXPpCSGr12LnZcXRm0FDVnrMDWLdjZ23j0598UOzn4q9ve5REczaOlSBLOZjX370pybi1Qpp9f7D+IULvaIHdpRyV6z2D83rXsN4cEq9PUtHD9Wy4y3vkKuUPDVyiPsPHwOiQSmJCoY4FGDxj+J03s/A8A9UeydMzaVYTW1IZGrUbmdX8It2bgRXXExShcX/MeN6/T8Ml59Fe3Zs+ii+7A2ZCxVW9IA8PNyIlFaR9uLDyA36hnw9ddETBxxwfUpXr+eA3PnYmxoQOnqwqAfX0QibUSqdMA9fiYS2ZWX3St27kRfU4NzdCQqDykIAg7/QS9fq97I+p1ZbN6TjbG9QuHqZMfg3mEM6ROOn22pyoaNS2KVa5Aa61H6xSNzcsa/No/i8oY/+7T+UlzT9YD77rsPlUpFTk4Oa9uzNW3Y+CN4uWt48o4RyKQSjmUUcyyj6Mo7tWOxiEtgatWFv2mMRjNHUgsBiOvu33G71Wyk4dQG4MJlXbPF2rnJ/9fH0WupPbEEbc4uECyoPSPwHnAfTuFDMesM7Bgzhqq9e1E4OTFq61aCpkxBrVIwcVg0AF//fIRGvQLPXrORqZ0wt9ajzdt71c/zchi1WvbOnMnxxx5DsFqJuO02xu7ejdrdlaacXVQf+RJTcyVShR1yhwT2znyWs59+DhIJ0Y8+yoRjx6jYsYNNSUk05+bi3D2cpK8exSlcg2Cxkr4uh02WPoCEvoFa+gbryD6Uw9YSN2a+9w0KpZJ1yVkdgu/+WX0Z6JXXHpHpRUNGBkgk+I0aJZ5vUxkAKtdgJFKxGicIAplvvAFA1/vvQjBrMTaVYW5toObYMTLeeotzSdM4MPJequp1uDnb8+CcwTzQHczP3Y3cqCd+wQIibrut07Uxt7Vx5L772DVlCsaGBjx692bU9m+RSBtBKsM9/kbk6qsTV79OFYfeNB4EAYXGB4Xj78/wFASBAyn5PPLaL6zdkYnRZKFrFy8ev30Yi16cwaxJiTbBZ8PGFbDKnZBaWpFa9dh374F78SnySy7+4/+fyjWt9Pn7+7N48WLmz5/PvHnzcHV1ZciQIVfe0YaNi9AlwJ0Jw6JZvzOLrfvO0Ccm+Kr2K61sBOiwbfktOw/n0Ko34enmSHTEeb83be4uLG2NHcu6RpOFPUdzOJFZwqncSuQyKQE+LiT2CGDy8B5YmsuoS1uB1ahDIlPg0n089n5xSCQSDA0N7Bgzhtrjx1G6uDB6+3Y8evfueKxpY2JJP1NGXnEdb32RzEsPjMOl+wTqUpehKz2Jc+RIJJI//nusNiWFfbNmoc3JQapQ0Pv99+l2330Y6vJoyN6EpU385av26kZFcj4nn5mGYLFg7+fHwB9+wCU6mt1Tp3ZM7Ha5eSoBE8NRudph1ukpPtTEesVADIKMEBc94wPL+GbZKQKHTOO+uXORSCScya9ixeaTANw6rQ89XEppbrCgdPanbPM+ALwGDOhIGLEaRDNmqdIeQRCw6LWUblmO10AfIu96EDtfNVWHPu14jjVn68ic/SxlTqKn45A+Ycy5rg/aowfZceONCBYL4fPmEfPcc52uTX1GBvtuuonGU2I+c/SjjxL16FwassT+RdeoiahcAq/qOuvKyshbsgQAj77dEczlqNx/vxdYq97IlysOc7j9x4ivpxM3T04kscc/MybKho0/ikUp/jCS6auw7xGD8tjnlOQUYbUKVxzG+qdwzbN3b7vtNtRqNXfffTcjRozguuuuY/r06URHR+Ps7HzVH2JBQRf2Ytn45zGoVyjrd2aRV1yL1Wq9qsD3X6uCMV39Ot3e2mZkzXZxOnTKyJ4dHwKGhiJaio4A4BI1kcKKFj758UCHeATRCy2vuJa84lqOppxhVrc8POyNKDTeuMVej8JBDO3W19SwffRo6tPSULm7M3rHDtzj4zudh1wm5aFbh/LiR5spqWjk7a928uydw5HIVQhmPSZtJUrnzud+NVjNZrLefpvUF19EMJuxDwhg6M8/4xYTSV3acvTVZwGQqTSoXBM4fM+/qDl8GICQmTNJ+vRTqg8dYn1MDPqaGmR2dkQ/dhtuiU7I7ZS0VTbSeFpgmymIJok9rnYmRrpm868lZ5g1986OHF1dq5FFS/YjCDC4dxij+gZTue8XADShgzjxxB3iY86Y0XHuvw5utJal0lqRAVYLcgfwHXk+Rk2qsEcik1NX38IPNTFUOClRyODumwYxIDGU6sOH2Tl5MlajkeDp0+n/xRcdnzeC1Ur2hx+S8swzWI1G1N7eDPr+e7z6x1F99CsAHIL64ODf+bW6HCcefxyryYT34MHI7ayYmkHl4n/lHX9DSUUD732zh8oaLTKphGljYpkyogfyf3BMlA0bfxiJHKvCCbm+EsfYBCSCFaecNKrrmvHx/HskWP2nXHPRBzBr1iyKi4t59tln+eWXX/jll19+1/627F0bv+Lv7YJUKsFgNFPf1IqH6+UtXHKLaiipaEQmk9KrZ+eKzdrkTJp1Bvy8nBjWnvErWEw0ZK0DwN4/nt3ZJpas3YQgCDg7qpkwLJrE6ACQSDidV8mydUcpqtLzUZ0Pj0xwoEefqUjlosdea3k520eNojE7G7WXF2OSk3G9xCS7l7sjT989kpcWbuVsfjVf/HyUGyK8MDWVYG5r+N2ir+7kSQ7dcQd1J8XqWvCMGfT7ZCHGhiwqDy4GqwUkEhwC+1B7tJxdU67DpNWKRssLFxJyww2kPPUUZ9onYV169CB4en88+rghkUlpzq+j5nAF+aFdydP7IZMIRAoneWvDWZ548qlOObo/rj9BbYMObw8N86b3paVwD4LFiELjg9Xi3OG5F/wbo2W1RzhK1yCMDcVgtSBYBbS55eiKmoh+9CXsPLsgVdhxZNEXfJFqpVWjRKMyc1tiFQmhMmpPnGDHuHGYW1rwHTGCQUuXdqSLtJaXc2DevI7KZeDkyfT/8ktULo5UHfkSwWJC5dYFl65jrvp65y9fTsHy5UikUnq99x7GRvHYcscLDb8vxamcCt79ejdtehPuLg48PHcIESG/f2nYhg0b57Eo3VDoipD7JKAI7oJXfiqllY020dfONRd9JSUljBs3jtOnT5//lW2LZLPxB/ltP52d6soGxht3ZwMwIKELjvbnByKqapvZvEe87+bJvTomd7X5+zG31iNTaThQEcxPm44DkBQfwtxpfXBuT94QrGbUlRn4JBXxQ6oXxU1qPt0j4ZU4Ix6uSnSlpWwbPhxtTg72fn6M3rkTl27duBzBfm48fvswXv90BwdTCvAUVAz0Fg2dr5bWigpSn3+e3G+/RbBaUbq60ufDD/AZFk1D1lKsRnFyTeUeip1XX47e/wQlG8TeRa8BAxj8448YGhrY1Ls3jdni9QmdfTPO3RS4J4rL39ocLYU/H8R19hiSs0Wx7Kg/xdbsPF5e8EqnHN3s3Ep2HckB4J6bBqAQdNS1V1GdwodRtmU7CALuvXrhEHDelkUilePZey6m5mpK1m/iwLw7wQrj9u/HwU/MHs7euovPUlvQazxxkZl5bIoLds0l1KVuYve0ZzE1NeE9aBDD161DrhanZ0u3bGH/7NkY6uqQqdX0+fBDIu+8EwQrtSlLsbQ1IFM74xY7o6OX8EoUrl7N/tmzAYh+/HHc43pSvnMjIFZRr4aj6UV8/MM+zBYr3cO8eWTeUJu3ng0b1wCL0h2FrhC5vhKnxD54blhHVWU99LStHsI1Fn0NDQ0MHjyYoqLOTfcODg64uLh0+PjZsHG11NQ1A2L0lZ368tOUlTVajqaL770Jw6I63bd0/QnMFis9u/qSEC2KDaO2osOu5IQugZ92iEu/08fEMmNsbMePFqvFSH3aSvS1ubjYS3n81l68vbKE0som3vgsmSen9+TAuNE05+fjEBzM2F270IReOT8YIDrCl1un9eGbVUfZkGYhrL8Cl9+YOV+K5sJCsj/4gJyvvsLc2gpAl1mziHvpIdqqj9OYLYoQub07zl1HUbknneRxAzHU1iJVKol/5RW6P/ggWW+/Tcarr2I1mVB7e9Nl1jScIqxownywmq3UpdRSvf8Q0Y9PZOUZH8xWKbRVUlqazTvvvNMpR7epuY1FS/YDMCIpkm6h3tSlrwKrRUz38IykfPsCAPzHXFhVk0ik6ErqOHz3QwhmK/GvvIJXu6AsPJnJu6vS0GvccTG38NqLc3FStlF1IBOLoRKLvhWvgQMZuWkTCgcHLEYjKU8/TfYHHwDgFh/P4B9/xKV7dwAaTm/BUF+ARKbEI+EmZMoL+z8vRt6SJRy47TYEs5nQW24h4fXXEcyt55+D7Mo/TA6m5LNo6QEEQaBPbDD33zLoAisZGzZs/DEEqRKrXIO8rQxNr77UrVlB3YF9MCruzz61vwTXVIW9/fbbFBUVIZFIsLe355lnnmHWrFl0uYiLvg0bV8OZgmoAwoM8rtiIu35XFoIgEB8VQLDfeaPj7NxKjmcUI5VKmHNdbyQSCYLVQkPmWhCsVEoiWb6zBBAF3/Xj4jr2tZr11J78CWNDMRKpHPf4G1F7hPP0Xd144aPNlFU18eYLXxOTX4BTaChjdu3CMfjqBk5+ZdSArmScKedEVgkrMz14vteFok8QBNoqK6ncvZu8pUsp374dwSJaenj07Uuvt59DqqqiuWALIPoEasKGIFMHc/SBhzu87lx79uywYtnUrx8N6aLQ9R87FjsfO7wGaFBo7DC3mshfehSlq4Tox69Da5CRWi4KI2PjGT766CPCw89POFutVhb+sI/6plb8vJy5eUoihsaSDu89566jQRAo37EDoGNq97cYGhvZPXUqZp0O3+HD6fnMMwBU5xfx2uJttGo8cWxrZMFLN+Pu6kDl3hOYmttQaOwInDiSgd+uQKHRoCstZc8NN3T0K3a7/356v/tuRx5vS9FRdCWib6BbzDQUGu8rvkaCIJD28suktyd+hN5yCwO/+w6pTIbZ2P56SWRX7Fn+reAb2iecO29Muqo+VRs2bFw9ZpUHSl0BKr94TE5uSA7sBB78s0/rL8E1FX2/2rRIJBI2b97MoIs46Nuw8Xs4eaoUgKhwn8tuV9vQwt5jeQBcN/J8H50gCKzYnAqI1adAX9H8uKXoCKaWKqxSO5adsMNi1dIvLoQZY88PDljNBmpTfsLYWIxErsIj4SZUrqKg83B14L7x3XltyVEqfLriPXU+k1+cjr7+MLrSTZj1TUikMqQKe1SuwTiFDUGmdsJiNFK1fz8VycnUHj+OvroaQ3097nI7lNc9RUmTmrVvfInyl8koNBqk7ULFUFuLvqam03P2GzWK6MfvQOGiw9hwAtoAqRxNcF8cQwZSsPxnjj8yAUN9PRKZjJh//YvuDz9M5muvkf3BBwhWKyp3d8LnzUNfl0HwjB5IZFL0tQbSX/6R0JsH4NmvKwDLjwlYBSkYG1j43isE/GZpFuCX7ZmcyqlErZLz2G1DsVPJqU7bCoC9XxxKJ19qjh5FX1OD3NERz6SkTvtbTSb2XH892pwcHIKCGLJiBVKZDG15BQteXkqzawB2bVpefPw6vHw9KN28md3Tp9Pv87tQaOzou/hjFBoN5cnJ7J05E0N9PQpnZwb98ANBkyd3PE5b9Vkaz4jn5Rw5Ejuvyy/BgyhGD952G8Xtvck9n36ahNdeQ/KrWGuvzEquIN4OpxZ2CL5h/SK444Yk20ShDRv/BaxKd9AVINdXog+JwuHEfgSr9Yp/o/8ErqnoKywsRCKRMGjQIJvgs/Efo23Rk5Ytir6k+JDLbrth1yksFivRET50DT3fTJ+VU8nZ/GoUcilTR4tLkaIf3h4ADjXGUlZVhbOjmtuv79tpSbf25HnB59nr1k7DFbqSEk7PmkKfHr040mU86UH9ychKJcLjfHqCAFiNrZh1tejKM2gtEUh7/lNay8svOH8JENWUQZpzImku8cTUfHOByJNIpTh3707w9dMJnJiExVCIqfkUxgZAIsUhIAGn0ME0F5SRPGEyFcnJALjGxjLg669pKy9nQ3w8uvb2i6Bp01A4OyJVFdJlpijCGrNrOfXuT8Q8dwOaUB8EpHy7PY8sbTRKBxgb6Y5jczEN2WkoND44BvZi/4k8ft6aBsBt0/vh7+NCS0kKpqYyJDIlzpGiMXL+smUABE6ahEx5fhlUEASO3HcfFcnJyB0cGL52LWoPD1qrq3n1sY+p9e6KwtjGU/OHEhgRTMGKFey75RYEqwWVm9icrXBwJuudd0h5+mkEqxX3xESGrFiBU9h5CxVDYyn16T8DAg7+CTiGDLjsewqg5tgx9s2aRXN+PlKFgn6ffkrk7bd32kawmtpfn0t/nB7PKObjJfvECl/fcJvgs2Hjv4ggVWBROCPXV6APi0KTcYCaY8fw6tfvzz61P51rKvrs7e0xGo1ERkZey8Pa+IdyICUfi1UgNNCdAB+XS27X0mpgz9FcAKaOiul03+Y9oh/b8KRI3JxFD7iGrPUIFhNogtmxR/SsmzO1NxoHsZFesJqpS1uJsaFIFHyJszsJvtbycg7dPYseT46hX4gX1sxmjpVqWJ7lw0uzu+Di6YfczgUEK0ZtDTXHfkFub8LeHxSuMtRmL/zHjsVnyBDsAwJQubkhU6lobmsjc1k25QYNN6//Ej8nbwSrGhCQ2ytQe6oxNZeirzmHvlYcjpBI5dj7x6PpMgCrUULKsy9x+uOPEcxmpCoVcS+9RPC0aRx/7DFKN4p9fg5BQXS7915KNq4kYEJ/7P27IFgE8pcdpu7YKXq9dxsqV0csEiVvLTtJQW4NzglDAYj3z6elOK/9SkioNPvxxfJDgNhHOah3KFazAW3uLkAc3pCpNBgaGsj95hsAwm65pdNrlPr885z78kuQSBj800+4x8fTVlXF+/OfpzhsABKLmQeuT6Rb756c+ewzjtx7LwgCXe+5FalCClI5h+58gIJlywEInzePfp980jHMAWDS1VF38icEqxmVRzguURMuuxRrMRrJePVVMl5/HcFiwTEkhKErV3byW+zY9jcegxcjNbuUD7/fi9UqMKhXKHfOtAk+Gzb+21iVbih0hQh+YVjtHCjdsMEm+rjGoi84OJjGxkaam5uv5WFt/EPZ2y7khvYNv+x2u4/kYDCaCfJzJTri/DJwZY2W1OwyJBIYN1hs4G8tS8XQUIhEpiCPRHRtqXi4OpAUL/adCoKV+sy1GGpzkcgUeCTc3OEhB9BSkk/+stfo/qCYyyuRKpk9LpKStc1U1LSw7IiVR+aFI5FIqNy3j0Pz56PNyaHHU9PwGdaThFcfIGD8Q50qXb/iCsQeK+FkbgvH83VM7JbScZ/RCMbG89vK7FxxCEjAISARiUTBuS+/JO2llzqqg4GTJxP/6qsU/fwz62Njsej1SORyuj3wAJbWVqoOrSH6ibHIVApMOhNpzy1B5e5Ir3fnIVXKMUgceP7T3bhlnGWSly/7JFKcVGbcnQTaqhqx83ahVifj828PYDJbSYgO4OZJvZBIJGgLD2E16pDbu+EYJIqk0wsXYmpuxqVHD/zHju14HqcXLybjtdcASPrsM4ImT0ZXUsI3t9xHVrxo6TJ7ZCS9h/YibcEC0l58EYCud99N94evp6VgH02nyihYthyJXE7fjz6i6z33dBJ0Fr2W2pQlWE2tKJx8cY+9/rKTurUnTnBw/vyOfscuN95Iv08+QeV68VxkU3MVAHKHC+1W0s+U8f43u7FYrPSLC+HuWQNsPXw2bPw/YFG4oqAAT7s2jCFdKdm4kYT2z5p/MtdU9E2ZMoW0tDQOtvtw2bDxRympaKCovAGZTEr/+EsPAgmC0FHlGzOoW6cv+4MnCwDRpNnH0wmLsZWmc+KSp1P4MNL2ilW+gb1CkUolCIJA05lt4vCBRIp73ExUrufH/BvPHqU+fQ1usYEIFisq92g8EiYjVdjxoFMdz324mWMZxew+dAaHnz/n9MKFIAiovb1x7TECqEbhIkGquPQU8uCBiZzM3Ut2vRuTFfoO+xaJTInS2Q+lcwB23t1ROPmBIFC8bh0pTz+N9tw58Xl17UrvDz7A1NRE8vjxtJaKy+M+w4bR5cYbOb3ofUJuSCRoqphj23SmirTnvydgUm/C5oj5xk1WZ9556Sf6Zp6ia1I4uusnwhnwdjTh3G0iJRtex3GkO58d9aXR0EaAjwv33TwIqVSCRa+lpUD8+3eKGIFEKkebl0fmm28CEPvccx19NTnffsvR++8Xb3/xRbreeSfanBxWXTeTI4PvBGBErC9jJ/bnyH33cfZTMZEj9vnniX3xBcp3vQNA8boDqNzcGLp6Nb5Dh3a6nlZjKzUpS8S0FTtXPBJuvmS2sbmtjdQXXiD7/fc7+h2TPv2UkOuvv+TrBaCvFd9/KpfOfY6/+vCZzFZ6xwRx/+xBHVZBNmzY+O8iyFQIMjs87FooCe1Ow6Yfaa2owN7X98o7/425pqLvrrvu4uOPP6a0tJTPP/+cu+6661oe3sY/iEPtgi2uuz+ODhf/kgbILaqlrKoJpUJGUlxIp/uOtdu3JMWHIAgCjdkbsZpakTt44hDYh6wcMXortpuYotBSdISW4qMAuPWc2pG/KwgCDZlbaa04itLZjtbyBrz6zcale6+Ox+oS6M71Y+NYvukk3y7bz4DvvkctCETcfju933sPuaMd5clvYDW0YDU0I1Nf3Cg0ppsfcpmU6iYrlu53EODtBBJpp1g2s15P7rffcuq99zq89dSensS++CIu3buT8vTT1B4X/QYdQ0Lo+eyzVCQnU7hyMbEvTEGhscNqEcj9OpnSjUeJfmIG3oPEgYbSJns2PfQ2w2qr6f7gRPxGx7M7X7z+3sHdMDVKsUvqxhfHfWg0yPH1dOK5+0bjYC9WLrV5exGsZpQugdh5R2E1mzkwdy4WvR7fkSMJueEGQDQ3PjR/PgBRjzxC3IsvUnviBNsmTubwiHuwqOyIDHBh9vUD2DNjBsVr14JEQr9Fi+h2770Urf0MmZ0BQ10zxgYJE1NS0IR0fv2tFiO1qT9hbqlBqtLg2WsOMtXFzb0rdu/m0J130pwrCrgus2bR58MPsfO6vNmyRa/FUJ8vvga/GQrJOlfB21/uxGSykBAdwENzBiO3CT4bNv5fsSiccVfVURwmrvSU79hB+Jw5f/JZ/blcU9Hn4+PDTz/9xNSpU3nooYdQqVTMnTv3Wj6EjX8AgiBwJO28YLscv0au9eoZhL3d+SXTFp2BonKxkpcQHUhb1SnaqrJBIsWt53XUNLShbdEjl0mJCPagreo0TWe3AeAcOQp7X3ECWLCYqDm5EmO9aDhcuTubyDtewyks4oJziTcUs7WmkEbPEM6MvYPH5g0hcMKEjvvlDh6YdTUYteXYXUL02auVxHTz4+SpUg6lFjFzvBgLJlit1J44QcHy5eR9/z2G+noAFBoN3R94gKAZM8h8/fWOypncwYHoxx9HplaT9c4rhM0ZhEfvqQC0ljWSvuAnTM1tJH3xMHY+jiCRkHGslqIFrxPlYkfPd+fh0i0AkCB3DQUasSIlZc0PrDb0pFEvx83Fnn/dOxqXdgNri1GHriyt/RqORCKRkPHGG1QfOIBCo6H/558jkUgoWrOG/bfcgmC1EnnnnfR+7z0qd+9m55QpZMVPpNkzCI29kntn9GLXmNFUHzqEVKVi8NKlBE+fzqn338HOvxqZnQP16bWM27sfpbNz5/eQ1Uxd6gqMjaVI5Go8E29Bbn/h8qyxqYmUp5/m7Gefidffz4+kzz4jcNKki74+/05LaQoIAkqXoI4ovlM5ouAzmizER/nz8Nyhtlg1Gzb+BKxyJxwVlTi6OKCJjKQiOdkm+q7lwfbt24dareb111/n6aef5vbbb2fhwoXMmDGDHj16/K7s3cGDB1/LU7PxP0R+SR0VNVqUChmJ0YGX3TYlS1y+7P1vbus5RWJvm6+nE44qgcrjok2HJnQQSmd/CturgIG+Llhba6jPXAOAQ2AvHENEQ+Dzli1FWM0WCn46TPxLn14g+ARB4PTChRx/9FGiXXw4fPMrVAZEU+IbxW/PXuXeBbOuhraq7MtahQxMDOXkqVL2Hj5HfG0m1bt3U7Z1K22VlR3bOAQF0f2BBwiePp3sDz5gU58+CGYzEqmU8Pnz8UhI4NT77+Le259e781BppQjWATyluymaOUBXOMi6PfJA0hkFpAqOfzxNnQb9uHTPYCYl2ahcrZHIlfjFjONLmVKOLKXQycLOIQoQr00Mp69fwwerudNjVvL00GwoHDyQ+UaTPnOnaS99BIA/RYvRhMaStHatey54QYEi4WwOXNI+vRTCpYv58Ctt1Lr2YXCBLHf79bh4RwaMxztuXMoXVwYvm4dXklJHLrzTmT2lThHJ2JqtpDw6pfIFJ37I8W+zF8w1OW192XedFEvvuJ16zh8zz20VVQAYp9g4ptvXiAgL4XVpEdXfAwAx6A+AKSfLuPdb3ZjMlmI6+7Po7cNQ2ETfDZs/ClYFWJCjouqFee4OMp37kQQhKvWIX9HrqnoGzp0aKeLKQgC6enppLc3RF8ttuzdfzYnMosBiI8KuGwKh7ZFT3l1EwA9u3bu0/j19mB/VxpOb8ZqbEFu745TqGglVNxeBQzydaIudZmYv+oeiku3cUgkErEX7MRSTM3lmFsNZL+/if6fL8cp4t8En9XKsUcf5fRHHwGQMHUc3mNiWbMjiyXrjpPYIxCVUvwzs/ftia74GK3lmdj59MTOs/OxmgsKqNi5k7Y9+1A59qUeWPH2twSe2guIVT3/ceMImzMHr4EDObNoEevj4zE1ic81YMIEgq67jnNff0VLwTFinp+Euj1vsjG7jOz31tBaVk/PZ+fjPSQQBAsWo4xDDyzEUFSFz9gEoh6YiFQmQaHxxj3+RuR2rsRqTAT5OFNcKT6Or4OBl5+ajZOjXafzb6sUl5od/OPQ5uayd+ZMBKuViNtuI/SWWyhev569vwq+ubPp88EbnPn8I47e+yhWiZTc68QqZVKYC6U3T0RfXY1DUBCjtmzBITCQnVOm0FZ5hoQ3xF/qvsNuv4jgE2jM3kRb5amL9mWCGF137OHzhtVOEREkff45vsOGXfR9dim0eXuwmtqQO3hg5xNFyqkSPvhmD2aLlfioAB6ZN9Qm+GzY+BMRpEraTFKcFTrc4uIoXLmS5tzcCz7H/0lc81y0f8/ZteXu2vi9pJ4uAyCxx+WrfDmFYjUvwMe5U84uQHWdaKPhqtLTVpEJEgmuPa/r8FIrKhOXR90t+Vj0Tcjt3TqmOq1mAzUpP2JqLsfY1Erma2tI+nwpLlGdo93M+lZSn3+YlsIMwuePwrPPMMLnPopVImd/SiE19S1s3pvdYSOjcgnE3i+W1vJ06k7+iENAP3TFFiqSd1GyaRPas2c7jt0lrpIzQ24mb/AN9J8wkO4jh+A9eDCC1crZzz7j4Lx5HZO6rrGxdLvvPkrWr6Vw9SdE3jkQ+/ZEEmNjG2cWb6R6fzaa8FBGbH4ZibQWBCtNZ2s4+czXWNoM+N8zge5TxB5FO+8oXHtM6Rh4sFMrGFq1l8DBLtS2qYjqN+4CwSdYzRibxKqrVOHN9lGjMdTV4d6rF30XL6Zkw1pOffAi3e4fh+eAHigcFdQc/QJNKEQ9NoVMawL1Vifs5BI0L96BvqEGt7g4Rm7aBBIJWwYPRpt7hn6f3QOAQ2Bv1O4hF7wnmvP2oisVp57dYqZ19GWC+FmU+913HH/0UYyNjUhkMno88QSxL77Yyd7lajA2ltJSJPZ/unQdw6GThXzy4wEsVoHeMUFiD59N8Nmw8eciQH2bHA9VM67R/ZHIZFTs3m0TfdeKwYMH/6PLpjb+c1rbjB2CLKar32W3La1sBCDE3/2C+5qaxalXlS4H3EATOhiViygiBUHoEIy+ykokMiXu8bOQKuywmkVTZpO2DKO2lZPPLKHf4m87+TuZWmpoLjxCc8ExfEf64Tvy1/M0ULn3XVy6j2fm+HgWLd3Pxt2nGDOwGzJDK/UnT9KQVYRE3oImzBFd6RF0ZbVUHdyB9uw5JHI5nn374jNsGMMGDmZhSgtl1bDJOZGEuF6c+fRTst56q2OZ1ykigq5330Vzfia1J1YTdmssCo1okWLRm8lfupuSdUeRyBQkvvUSnknumFtrEQSB/KV7KfhpL4KjHWHv3UlolFgpdQobiiZsyHmTaqvAJ++v4IAQx9iKekZFKvEOO59a8iu/ThkDHLrjDrTnzuEWH8WA796iYtcnCJJ6ej49rdM+Rm0rSid7vEbEcWJ/MLRCyK4fkTbU4DdmDMN+/hldaSk7xo1DV1RE7Is3ofZwQm7vhnPkhTFuutKTHabbLlETsPfp0XFfc34+h+68k4qdOwFwT0yk/1df4R4Xd8FxroRgMVF/aj0gYOfbk/3nrHyz6hCCAP0TunDvzQNtQxs2bPwFMFus1LfK8HdqRq5W4dS1KxW7d9P1zjv/7FP707imom/Pnj3X8nA2/oHkFNUgCODtocHFye6y21bUaAHw8dRccF+zzgCAvVSPwtG7Y1kXoKqumaYWPTKJQICTEbeeN6Bw9ESwWqjP+BljQxFmnZ60534k5tlXCWj3lTPrm9orSamAgEwpQ1+rReUWiGNwBIa6fMyt9TRkrSM2+jr8PBwpr23hw1sewX/tZwjW85m63kN70PXusTgEehD38iwEiwpNaBL2/t2Q27khlSt5tq+O59/bQHm1lief+Zo+B77G3UmKe5+BBE0Zi2BuQqoqJiA6BAgRz1FnofDnfRT/chirwUTIzJn0fOY29NXHMLfWtlcuf6YhoxBdbAT9n5qKp5sdSOW4Rk/Cwe+8oEs+eJYVm1JobhUTJ7bmuHHz3PODKb9FqnREofHF1FxB5F19iLijNzK1gtbSfUhkIJPJMTYZcIkawLnPV5Lz9QqsBjMDvl9IhqGNhlZQtTQQkLGb8Hnz6P/559QeP07yxIkYGxroMmsUnkkR7RXbaUjlnZd19bW5NGRvAEDTZSCOgaL4FaxWshcu5OSzz2Jpa0OmVhO/YAFRjzyCVP7HPv4az27H3FKNROFAclEgv+wUjbJHD+zK3Gl9bcbLNmz8RTCZrdS1KYA2jC3i6kH59u3/6Ei2a768a8PGf8KvvXZdAtyuuG1Dk1hd+u0wwa80N4nHsVPSaVkXIC1D9LQLcjHgFt4fO+/uYi/Y6c3oa3KwGEykPv8TEbc9SOTttyMIVnQlJ2g6t0NM8gBqDp+hdNNJ4hd8SMC48QAdx9CVHKcxay3dTuVQ7j2abK8eeMpVuAX44hoTg2tMDO4JCbjF9sBiLKCl6AhgoKVoDy1Fe9qPBSAwP07J58d9aMKTfROeZEZ0Ld38dYAJsAfssZos6Gst5C/ZRuWeVLAKePXvT+I7ryFTldNWKSZm1KXkceq9tTTqrRjnjmfKjEQUcikytRPu8bNQOonVPoPRzPKNJ9my73Sna+qhkXRMqF6MghWpePZzROXm2PEcmrJLqD2eg8otjIQ3PmLfzJmUbd2KVKVi6KpV+I8dwVdvi/FsIZk7iX/6SeJfeYXSzZvZc/31WNra8B09hPB5QxGsRpxCh1zgh2duracufRUIAvZ+MThFiLFv2rw8Ds6bR9X+/QD4DB1K/y+/xCn88mbfl0NXloau5DhmK2wojOZghniNpo2O4fpxcbaVDhs2/kJYrFa0ehlIFZi05bgnJlLw00/UZ2T8oSr/3wGb6LPxl6KsfVjgcrFrv6JtEUWfs6ZzRdCkq6OlWQfI8Qjr1SFmQPRuO3Y8HZATFajCKXw4AM35+9CVpiBYBbLeWoP3oPH0ePJJzG0N1GeswdhYAoChwUzGKz+gPVfB8DVrOgQfiANIgiWImiMr8ezXhbG3RpC+vYU6lSP2329h+o1DLvIswtB0GUDj2YO0FBxHsLYiU8sQtYMEL0cTD/cv48d0L3Lr7FiW4cWp/CqGkYrCqkDp7Me5L1fQklcoXovu3Ul49RXc+4TRmLUBk8SC1Wgm99udlCVncTqsC/G39Ceph5hcovIIx63nVGRKUTifK6hm8Y8HqKoVU3ViC3cxbk4Eb+4LpEEHFov1AoNhQRBIeeopziz8nLzv7Bn4/ScIVgX7bpqH1WAk9KabSHj9Q3Zfdx2Vu3cjs7NjxPr1+AwZwp5nHqbQ3AcJAuNnjSXh4fvIW7qUA3PnIlgsBIwfT8zz0zE2FaN0DkAT2jnT22rWU3tyGYJZj9I5ANfoyQCc/fxzjj/2GGadDrmDA73efZeud931H4kyQ2MpDdkb0BmlLD0dSU55DVKphNuv78eIJFv0pA0bfzUEqwBIsCpdMDSW4NpjPDI7O8q2brWJPhs2/grUNIgDGN4eFy7Z/ju6NiMADr/x5xOsZuoy1qA1iG9t3/DETvuUnNzEmUqxwX7IyFFIpDJaK0+hzd0NwNlPt6BwDKLfxx+jrz5DfdY6BLMeiUxJa6mUg7c9AwIM/vHHC7zc8pct48C8eViNBrreM5HAyYlMiNXxQ6ojW08UM3p0C55u582BtXl5FK5YQeGqVdSnpnbcLndQYefnS8iMGQRNm07TwcNEL3oRuiSR22cKGS3eFEtH0OvAUuTHl4jXIDCQ+FdeIfC6sVQfWkrjqUyQgPZcOWcWb0XZbzjp03y5eXwkns5qQIJT+DA0oQORSKSYzRZ+2ZHJmu0ZCIKAk0Ig9JdFTLinJ872ZuRSMFsF6ptaOz0HgLSXXybrHTEdo/d7HyGRurLn+ukIZjNhc+bQd9GiDsEnd3Rk1ObNuPfuze4ZMygM9AM5BGgs9H34Ps59+SWH7roLBIGwOXOIe/lems5uQSKVt1dszw9H/JqjbNaJ5svucTfQVlXDwdtvp2zLFvF9NGQIA7/9Fk2XS6e6XA0mXS11qcsob5Txfbo/dS0G7FQKHrx1MPFRAVc+gA0bNv40BJU7lqYzCJY23BMTKdmwgZinn/6zT+tP4XeLvuLi4k7/DgoKuuR9/wm/Pa6Nfw51DTrg4ku2/05rm7jU+ltbl8Yz22isqcBsDQbAzdn+/PblGexPKcAquBPi60hQkD/GpjIaMn8BoPiXIzRm1TLxxFaaC/bSXHAAAIWzP8ZaNw7edj0I0Ouddwi96aZO55K9cCHHHnoIAP9x44h74SuQNhGbuZbQojby6+1Y9M1m/nXfZMrWr+P0okVUHzjQ6RjuCQn4jxuH/5gxuCUkkLdkCbuvm0FrmTjNHO90it4OvVjX6EKjSsPOvrOJVrpy3fQhRMybQ8WuH6javwipQobFYKLo58PY+Sbi8vp7FJ7ZwYMJPZFKJEjVzrjHzugYbMk8V8G3q4522Nwk+NnhvuAO3IKccO0xESQy3F0dqKrTUVPfWbimv/oq6S+/DECfDz/E3s+PXVOnIpjNhN58M30/+YQ906ZRsWsXckdHRm/fjltsLLumTKF8x3bqFrwPtdCzRyBnPv2UI/feC0C3++6j19uvUXX4E0CMdPv3peXWstQOw22PuJmUbtnJofnzMdTXI1WpSHzzTaIefPA/7t0Rs3uXcrxAwqpTfpgs4OXuyJN3jLiqirQNGzb+HGQysbJvkjsjl8nQ1+fjmZRE9nvv0VZdfcXEnb8jv1v0hYSEdCyR/Luf3m/v+0+w+fT9c9G26AFwdrz8EIcgCLTqO1f62mrOoSs5TmWLaL/h5e6Ist0jz6SrozZrIwcKRZPe0UNixC/zk8sQrGZqj50jb+l+xu3dQ0vRdvTVZwBwDEkCgkge0w8Egci77iL6scc6nUvmW2+R0v6rsfsDD9Dnww/bhYY3PgPu5Wbpet7aYOBsaRsfvfg2nh8uAJMFiUzWkYkbOGkSdl5eWE0m8pctY/+tt9JSIEbR2QcEED5vHrXHjlH+5vMkqew5NeYOKrvEk9XrOkxNRqasfwcvbxUgoyGjCEubD73fW87RYztw1aUQmShOGNv5xePafSxSuYqi8npWbUnjeKa4dO3kqGZ6vCc1c6dg1rXQ/WExJs3eLwZXZyVVdbqO1wdEwZf6/PMAJL71Fi5RUSRPmoTVaCTk+uvp/+WX7J05k/Lt25E7ODBqyxZce/YkecIEKvfswaNPN7JMorjXFBdy5ElR8EU/9hi93nmH+ozVCGYDCmd/HIP7drrmppZqGk9vFl+j4IGceHIB5778EgC3+HgGL73QYuePYDG0UHbkB1anyDhaIiZ6xHbz5/7ZA9E4/D6bFxs2bPz/IpeJKwMGk4CTow+Gmly8kkZwCiheu/YfOcX7h5d3L+e/Z/Pms/FHMJsttOrF6t3l8nYB2gwmrFbxfWZvp8Tc1khD1loAqqURQAtBvuKXtGA1U5+xirQyBY16OU6OKgbEBVKXtgSrsYWWwmoy31jN4KVLsBhTMWnLQSLDtcdkVK6RbOrbF5NWi9fAgfRduBCsZgRAIlOQ+/33HYIvfsECYp57rtMPH5nKEU+7MEYal7BZ1psUYzD9nn2F4fZ6wm+5C3s/UYyZ29o488knZL3zDi2FhQCovb3pdu+9aM+eJePVV0EQkCoU9Jw/jxsefYANa7axpcyOs41KPkqPZKhPJXF2AlF3fIBMJSVjxxeEq1rARY3OKCGw7yzkLqEcyypl+4GzZOeK1i9SqYTRA7oy3EfgwKTxmFtaCJ4xEcdgcYldE9IfJ8csQBTlgiCQvmBBR9pGwhtv4NGrF8kTJmA1GAiaOpWBP/zAgVtvpWTDBmRqNSM2bsQtNpbk8eOp2r8fhUZD/GuPsGKLWKUte/1FHDkv+IwNRbRVio/pGjWhU/awOGW9BsFqRqbyYve0+2nKPg0SCT2efJL4BQuQKTtP9/4RLIZmsnb9wLcHVVS2iMebPiaW6WNibRO6Nmz8D6BUyJBIJbS1GVH6+dPSVAaSVtzj4ylYscIm+q6GoKCgS1bzLnefDRtXoqW9R08iAUf7y39pN7ZP7tqpFagUEqqPrsRqbEWh8SE3XwO00D1crOo15ezC2FTB7nyx92rs4O7ocrZibCrD1NxG+svL6fnME6g8KzFp65Eq7HGKmUlOjZyDr75JqV8iTv3HI00MY/uKxYS7arFTCIAabUE6fmPj8UgcRWx71etXzK2tpDzzDKc//hgEgd7T5nA8cDhHGv1oVbdwc95mHGt9qdqTQvYHX9JSKJobqz096Xb//Vja2sh8800sbeJzDbnhBmJfeJaGjF1U71/E0J7OdAtRsCLdjZJme7aV+bFHKSdu2U48KcbTwUINaipaHXAM6s/GDaVknD2OwShW0aVSCX1igpk+JgZ18Tm2jxmLqakJz6QkYp67nbbKNNSekSgcPbFXi6+Hrs1IyjPPkPXWWwAkvvkmnklJJI8bh0WvJ2DCBAb/+CNH77uPwpUrkSoUDFuzBveEBHaMG0f1wYMonJwYtXUTDfX7MFn8xdexuY7uDz1Er3feAQQaz24HwCEgEaVTZ7/G5sJDmJorEaxS9t74PPqqeux8fRm8dCm+w4f/rvfcpTC1NrBx1QrWpNtjskhxdlTxwJwh9Ij0vfLONmzY+GsgEb8jtDoDMrUXMrUTbVWn8Rk2jOz336e1ogJ733/W3/TvFn2F7VWI33ufDRtXQtcqij57tRLpFfqwfh34cHO2pylnNyZtOVKFHfZR0zn9yzYAekb6oa/No6XwEJlV9lQ0K7BTKRgQrKO1MA3BYiXz9VV49O2L1yBXzK31aAVXDtfEcfj9w7S0GkAZCt1CAUg/BeCGVOJKhHsbo8IbCUnqildSV0BCbeoyNMFJKF2DqU9LY++sWR0pG2GzZ3Pje+9y+FwFX61OJaPSkbLNJmbFZhDS1Uq/z25HX61FpvbAYlSS/8NKms4VoXK3x3vQcLrePQdjUwnavJ9RuskBZ0wtelyN9rz6xCwOn65hQ3IqZTVtHD3bAvyb5c2ZrI7/dXdxYFDvUEb274qHqwMlmzaxtd0exWvgQEZsWEttyhfA+UxZOzuxIpe3YTNNH4uCr/d77+HRuzc7xo3D3NqK/9ixDF21ipPPPEPON98gkUoZsnw5XgMGsGPsWGoOH0bp4sLo7dtReZpp17goW7VE3TmfPh98gEQiobUiC5O2HIlMiVN452g0U0s12tw9AGS/vwZ9VT3+Y8cy6IcfUHt6XvE9djW01FfyxXfrOFYsthhEhXrwwK3DcP1Nf6gNGzb+N3C0U9KobQWJBKVrEG0VWXj0GYVEJqNg2TKiH330zz7F/1ds07sX4eDBg7z22mscOXIEo9FIVFQU999/P3PmzPldx/nuu++YN2/eJe+fOXMmy5cv/09P929DS6toqOxwhSofQElFIwC+LlJaCg8C4Bo9mZS8ZkwmCz6eTvi5K6k+/AsWK2wv8AMsjO7rh6koGYCcr3YgWOV0f2A4prZmjlX5sem0A3pDIQBOShMhbkbc7EzIVBr0Mjfyq8xU1Oo4W2vP2Vp7QiTV3DzWGVfK0VefRV99FnOriiN3v42+uhF7Pz8GfPst/qNHI1ithNcfYUzOFnZ796EOdxYf8WWQby3jeupQezkBRhQYiXp0fKfna27LRqoEkKMrrUcq9yd42sMoNS4YGkuJYj9hicXk1as5VangZJEFO5cAnJycUMhl+Hhq8Pd2oWdXX0L83Toq8ue++orDd9+NYLGIou3nnzHUn0YwG5Dbu6FyFwWvnULsjanKOo2HRELSZ5/h2rMn20ePxqzT4TdqFMPWrCHzjTfI/vBDAAZ88w2+I0awY8wYao4cQenqyugdO3BPSKBsx7u0GEVhr1FK6LdwkWh5YzXTlLNLvL3LAGSq80MjgmClNmUlCBZqjp6jYmcG8a++Sswzz1wzo9XS/LO8++1+KpvVSBC4fkw0143pZVvOtWHjfxSNg0r8vhBA6eSLoSYHU0sBnklJ5C1ZYhN9/3RWr17NzJkzsVqtDB48GA8PD3bu3Mmtt95KRkYG77777u8+ZmxsLHEX8QTq27fvhRv/g2lpT9H49xzdi5FXXAuAh1Ao7hPUFzvv7uz/ZQcASXHBNJ3eiNXQQkqNL5WNFhztFfRxPAGClcrdmVQfPsvA7x6nRdfG9+lB5NXKADNdPGBkSCURHm20lTUQOP5u7H27dzx28rMvs/VoIWXRgyiUevHWdimTh4xmaGA1hopU5PYG+iycT9WBSuJf+hCVqysFK1eS8eqrNGRmAjBAvZHCm58i1zGIfRWeZBYp6Ze5jGB/OS7Rwbj2jETmIMfS1oa+pgF9VRNNp8twixtC5J2vodRoMLVUU5u6vGPoxGwVOHXmLNtPVvLUs8/Tv3//S14/wWoVl2nffhuAsDlzGPDVV0gVCurTTwDgENQHiUSKqbmZ0iXfgm9vTPYaBv/4I04REWwbMQJzSwu+I0YwfN06zn3xBekLFgDQ9+OPCbruOraPGUPt0aMoXV0Zk5yMe0ICdekHQNDRrBNfZ++u4R2iraXkBJa2BqRKRxyDkzqdc9WBVVj0tZia28j7fj+jtm7Ff/ToK75XrpbTqUd5f/kpmg0KNGqB+2cPJjY69Jod34YNG///OGvsyCuuQ9uix0mjRukajL42B+9hg8h4+TUaMjNx7dnzzz7N/zdsou831NfXc9ttt2GxWFi9ejXTpolZoVVVVQwcOJD33nuPiRMnMnTo0N913Ouuu46X2pvebVyapl8ndzWXn4oUBIHTeVUAhLi0onILwbnraGobWsg4Ww5An2ADbWWnMVll7Mh1BgyM7qZHJYiDG7k/7Cbpswep0Vn5NjWQ6mYpaqWMCd2a6OtXg2Ayk/fNHno+vbCT4Ks+fJiytxbQw2pl5uzRJOs9SD9TzppdOextrSH+yFoG3JOEJtSHwIlh1KWsJPPNH6ncLVYjFRoNXe++m27334/SxYVVL33A1hY3Guyd2Ro3n4HyambPuYmczz/n1HvvYTUakUilRN55J73fXYadtzcmXS31GTtorcgEcaSEtEId32xKx2CR88YbbxETE3PJ62fS6dg/ezbFv4hWNbEvvkjciy8ikUgw6WoxtVSBRIqDXyy60lKSJ07E0KoE397Y9e6Pc9eubBs5EpNWi/fgwQxft468H37g2MMPAxD/yiuE3nwz20eNovb4cVRubozeuRP3uDgMjY0Ur/0cz35h1Je2AueHdqymNprz9gHgFD60U9Ra4ZplIMlAbq+ifPtpxuzYiyb02ggyQbCSsm87H6+vwGCR4e8q4dkHpuDu5nJNjm/Dho0/D2eNHUiguq65XfQFYqjPxyHIHoWzM7nff0/vP1DM+V/FJvp+w1dffYVWq2XKlCkdgg/A29ubt99+m2nTpvHee+/9btFn4+poaBRFwL8nbPw7xeUNNGrbkEuthHhKcYuZjkQqY8fBcwiC2IOlrNyNABzTxtGgrcfNUUofjwIsehNZ7/xCr7dvp8ak4NNjfuiMUtw0CubFFuOr0aMrqyf9xZ8In3sPHgkJHY9rbmsTkyKsVsLmzKH33Fn0EgR2bT/O9+tPUmfvyc6hDyGYHJnoJsVSn4UgVBH9+HD8xoSjdA4hcMoc7LyCyV+6lJSnn8ZYWclAOw15Nz1FkWMA+wU/zj35GdHrP0ZpNOI7ciR93n8f1549MTVXUZ+xmtaKLESxBxLnLry3ZC+p2QW4uriw8PWn8HJsoS79ZyxtjSCRIJWrcYoYgdLJl5aiInZNnUp9aipSpZIBX39N2C23dDxHfY0YUady60J9+il2Tp5MW0UFzlFilm29XmDbyJEYGxrwTEpi5MaNFK1axeG77wagxxNPEHn33WwfOZK6kydRubszOjkZ97g4BKuVg/PmEDa3BwD2PQbBoYoOn0Vt/j6splbkDh44+Md3nFP2Rx9iajuJe3worRUt9H53KUonpz/+RvsNVrOBU/vWsGhzGwaLjK7+Sp68fyoOdjY7Fhs2/g7I5VKcHdWU12gJD/FEIpWjdA3GWJ+Hz9Ah5C1dSuJbbyGVya58sL8BNtH3GzZt2gTAjBkzLrhvwoQJqNVqkpOT0ev1qNW2L4Vrza/DGf+e+PDvHD0sBtxHuOvxSbwemUqD0Whm12FRsPQPqEWwGDGoA9l6UowTGxtaiVwGGW+upes949HaufD5MV90RinBXipu7ZGDk8qCrrSVYw98jmNIGLHPPdfpcdNefBHtuXPY+frSp71vTXvuHHXzp9O/oYVzY+dTHtCDnfltHDtZSa9zyfSfGo5rTAhucSEANGT8QFVjG1WH0lA4SVFoIuizcCEOgYH88PxHHPXrQ5VvN5pnv8b8wQH0mzUFQ10eNSeWYKjL6ziXprPVVJ2sYcfxn9F1D+KeKTH07+kHZVtpusg1MzSWIFPFsWf6XPTV1ag9PRm+di1e/7YEbKgvBKCloJ79swdiNRhwiY5m4i/L2Lf4AE1tZlraTPj368eorVspWLGCQ+22B90ffJCoRx9l+/DhNGRmovb0ZMzOnR1LJ5lvvom5rRSZOgGJzBHBwQOowE6lwKSrpaXoKADOXccgkcoQrFZOPPUUdSe30ePJaVgtAiHTnrxmgs/UUkPp8RV8skON3qwgwt+efz00tcPb0YYNG38P3FwcKKtsRLAKSKQSVK7BGBsKcY0LomTdeip27rymrSJ/ZWyfbr8hPT0dgITfVHd+RalU0qNHD06cOMG5c+cuu3z276SkpPDEE0+g1Wrx8fFh+PDhDBlysRzWfzaVNVoAvN0vHcFm1JZzLKMUUNErJgS1mxivte9EPs06A+5OciLtc5DIFCSXhtJmKCbA2Uicn46iNYfx7BuJJCyEzw770myQ4e+u4Pae57BXWkHix+E77gIk9P/yS2QqFYIgYG6ppi79AOa2U/R4ZjregwahK9tH01kJh+9+gtbSUry7dePmd+5l46fL2NLoSLOLD7v73IFB5cScxCQsZSepT9uL0k2B0sWO4GlJBE9LQmbnTkPGAY7c+zXOhZUM8NtN1synaLB34dPUFmqtn5DgXQ+IfXjVB09TuOIgbZUN+I2KY+7DQ3EIap9aNbchkSlRuYeidPZvT7AQaC48jLGxhJbKHeirq3GNjWXEunU4BgdfeH2bxOXxtJfew2owEDhpEoOWLKE+PR3HxkpaXHywjJnK4A8eomTjF1Qd2ILfmHicwpOIfvxxtg0bRtOZM9j5+DA6ORnX6GgAKvbsIfX550l8dy4ATmH9MKVbAFAoZDSe3gKCFbVHBHaeEVjNZg7dcQeFq5aT9MV9ALh0HYHS6do46LdWZNJwagMbMjQ0tCnwdFXz5L2TbILPho2/IV5ujhSU1FFV14yPpxMSmQKVawhWaz72Af4ULFtmE33/NLRaLU1NYo0kIODiWZoBAQGcOHGCoqKi3yX6Nm7cyMaNGzv+vWDBAoYMGcKKFSvw9vb+z078b4IgCJRVtV//S0RbWYw6zh5YSanWFYkEBrQLZ6tVYPOeUwAMDKhFKoFWj8Hs3SwmWkzuVktLXhWm5jZ8Jvdn8VFvtAYZfm4K7ojNxV5pxTF4IMnj7wQBut1/Hx6949Dm7aW1IhOzThwaCZjYu/1MGmgtawAg8a1Z6IobcE8cy9EH78WwcSsDVQ5UzX+BU3JvDuVryXhjC922f4NH1gGkKgU9nryTgAn9MDbmY2mrwylCTr9P78JqsiBVKBhlKuendE/O1Njz00lncr3MJBYmU7H+MM5dwwh/8AacQhxRtAsUq9GMQ1AcDn6xqNy7IJGe/7MWrFZOf7wEjyQ5ag8nutw0g/6ff4vC8cJqakNmJiZtAzK1AlOTjriXXyb2ueco3bKFQ3fcSpcxs8nEh+b+fWk6twGVO3SZNQgAqcqdbSOG0ZyTh31AAGN37cIpIgKAtqoq9s2ahX2gOy5RgSCRYu8XiyX1tHiObXViFVMqw6XbWMx6PXtvvJGSdeuIfnwqKjdH5A4eaLpcejDlahEsJhrPbkNXcoIyrZLDxeIPjLtvGmxL2LBh42+Kk6MatVpOUVk9Pp7iSoHSLRhDQwluceEUrVlD0uefXxNT978618bn4G9AS0tLx//b21/cj8vBQYyMam5uvqpj+vr68tJLL5GamkpTUxOVlZWsX7+ebt26sXfvXiZOnIjFYrnsMQwGA1qtttN/f0fqGltp1hmQSiX4eV24fCcIAg1ZazmeL/47OtwbFyfxdUrNLqW8WoudAnr7N6JyDWHtCSNWq0C0l45gex2lG48SOmc4S9O8KNeq0NjJmNszH0eVFeeuo8n9LpmWggKcIkLpevcEKvd9hDZ3N2ZdLYJFoD41n9LNaTgEDkbl3ouS9SnUpxUgWKw4BLmirzlK5J2JxL58E2OWv8fTb93Go+MjcGptoMUi5cSI+Zy++V8M3rGH6IcXcPbTZPbMeIMzizejPVeJIEiQKmSAFXuFldkRJfSxikL2WLU7K+0mEPrxS/R8diLukS4olHIayxs5/dEGSjdX4x47A7VnRCfBZ2ppYeeUKWS89iZWg5h0kvTZ4gsEn9VsJuONN9jQqxdtlaKY7f/1S0TcNpHCVR/QXLCO/l/fx5AxYpUts9Ke2oJ6Kndn0lYhgESB1VCHJswJTVgY4w8c6BB8gtXK/tmzaausJOzWMQDYeXVFptJ0JPf8umzt1GUQyBzYdd11lKxbh0ffrviOFH9cufaY0um5/RFMulqqj36FrkScTs7SdUVAQp/YYKIj/lkGrTZs/FX5r3znScDbw4misnqsVqt4k1SB2iMMxzAnTFotFbt2/eeP8z/A36rSN3XqVE6fPv279vnhhx/o06fPf+V8xowZw5gxYzr+7eTkxKRJkxg2bBiJiYmcOHGClStXMmvWrEse44033uDl9kD7vzMFJXUABPq4XHSJTVd8jNbqHI6XBQIwtF9kx30bd4viqG9AI2qllAr7JFKyjiCVCEzo2kDud8lE3jWG5FwXTtfYo5BLmBtbgpu9Gafw4ZibNZx67z3cEkKJf+02dKVHaDZIKTP606xzJOOzn5C2NNP3sQdptPhzbOpI2kpLcYuLw6PPzeR++w6eSWFoQn3w7BsBVFB1YBFuNVrm2OWxp9KfUz59KPKI4PUNucTc/ySOGQdBIsExuC8Rc19H7mBPa1UxZxZ/Qvb7H2NpM+DtbM/Mhx5kU1sEdUZHPjokMLSLFY05l5YmFYrXFiFYLIzd+8GF16u0lF1TplB38iRqT1fk7VUsuZ1zp+1qT5zg8F13UXfyJABNZ1pwDPEC6mg4tR6FMyicxUSM8EB3PI/rqLE4sOarPGbeNAK3mKGcXvwsITf0w3dEIgO/WdDJ4T7jjTco37EDlZcrXgMiQbDgECj+vUnbvQItZhNyBw/s/fuwe+pUyrdtQ+msIe7leUAbjkF9UbkE/t63VOfrUZ5OY/ZGBIsJqdIet57TyP5SNKzuHx/yHx3bhg0b147/1neen5czRaX1lFY0EuQvmtcrXQJwDAlE5eFMyfr1BIwde80f96/G30r0FRQUcLY9AeFqaW1tt434TfWjtbUVp4s0i+t0OgA0mkv3nF0Njo6OPPjgg9x///1s27btsqLvmWee4dHfmEdqtVoCA/+zL8C/IjlFNQCEBXlccJ+xqYzGs9vIrVPT0CbHXq2gT88gcb/CGk7nVSGTCAwM1uIUNpRP1ojvgb4BzZgOHydgYi/yWlzYkesCwIzoGoJdDTiGDEATOohtw4fS9e4xeI7tzYEiO46V+VKh/XWSywh9xcGeU2nNkHYE9aiH8WsqZeS4PuycPANLSzNNp+oZunoJrZWnqE/dh32AM2pPJ0LGxzMXKGvV8v1+JfVGOw4MvZ2ooCjufHouPgP6IwgCud9/z4knnsCkbcS9VzihN41CE+4OCHQzlLIyy5PT1fbszHdDLU9k4NlkBIuFgIkT8Rk8uNP1qktLI3ncONoqK1F5eDB09deYW08id/BAKhftUQz19aQ+/zxnPv0UBAGliwt9Fy6ky803o83ZS/XBTehKyzFpW3EMjiF4xu3smzkbn1orNaPvoHjIDaii/dk6dCi+I8W+Pe/BQzsJvtKtW0ltj6brt/h5EJpQaHxQuYUAIDGJFXOLIMG52wT2z55D2datyO3tGbLqQwRLMVKVBqeIzqkcvwer2UDj6U20lmcAoHINwS1mGjK1E43a4wAEtmc027Bh48/nv/Wd52ivxMXJjrMF1R2iD4kUe59onCJ9KV73C/0WL/7bR8n+rURfWlraH97XyckJZ2dnmpqaKC0tJSoq6oJtSkvF3KjgizTA/14i2pe/KioqLrudSqVCpbqyWfH/OjmFouiLCOkcpSVYTNRnrgHByslaf8DKgMTQjmrghvYqX7xfC57eXmQ1+pNfmo9KZmWQUxFo1ZjcvfnpkBcCEpKCdCT6NWPn0wPnyBEUrFyC3+RI0lRRfL7bmTbz+bF9N1MzspI81AoJbkNHUJxxhka1C3onD/KdPPgiy4jdjOeJ0RUybfECylb/zPFHH8XS1obay4O+i17HJdqPluIU/O3reXykhDWpTpyocSM7bABfpNQzW7qfksXvYG6rIfKuYXj0jkDWbmECAgonP3Jymjmw62dkjsF4hw9Bb5aRHDYG30meDHvl7k7Xq3TzZvbeeCOm5mZce/Zk+Nq1mPWnMbeCyjUYq9nMuS++IPX55zHUiwMiobfcQq933sHex4ems2fZM+NBGrOyREuXr77CvXdvtg0ZhTYnh2BnZ2o1ciqazXz59lK6Nzfj0U9cglW5nhd8TefOse+mm0AQ6HbfnShd2hAsoAkdhEQiwWo2Ymk4B9hjVXtz8unXKFq9GqlSybC1PyJYxaEq1+7jkcr/WK+dUVtBffoqzK11gASnsCFowgYjkYhdLb8uL9uwYeOvw3/zOy/Q15XMs+U0NLbi6iK2B8nsXXFLiKXm0AoaMo7jFvvfWfn7q/C3En3/KbGxsezbt4+TJ09eIPpMJhNZWVmo1WoiIyMvcYSrp6FB7J36tU/wn4zJbCG3PWEjskvn6Uxt3h7MujoMUifSS8TbhvYNB6CqtpnjGUUADOnShKbrHFYs3A/A4OAmWo9lEDS9P58d80JnlBLgYmZytxqx2tPzOvR1JVS05rCmoTdl2vZ0CA8Nk4ZF4565n/R7HkAikzF6504yXn0V3+RkZF4+OD3wDPv3ZVAR3os2Zy+OOnuRvmA1IftXE2QwEjBqFAO+/Ra5gwPHHnyQwp+X4zsqji6zhnBjL4HIcjOrsjzIzq/j9bIqbhnfn0h3fcdzlqmdsfOJRu3Tkw8//Z49u3bQPciFm6/rhadax7rDzRxr8KEiNIEXlh5nWrWeCcNjKfj+Ow7dcQeC1YrP0KEMX7sWhZOGir1rAGgtb2PvjfE0ZonLmi7R0fT9+GN8h4mVtMKff+bg7bdjam5G7e3N8F9+wdjYyKa+fTFptTgEBzNi40Zc1u9mabMTRdFD6O0pwbNfNJa2epTO/u2PU8720aMxNjTg0bcvXe+diq7kCApHb+y8u7e/rrtR0gbYU5dTRc7XX4tZvct+QqGpwdgkYOcT3bH970EQBHSlKTSe2QJWCzKVBrfYGahcO/9Y83LXUFhWT1FZPf7ezpc4mg0bNv4u+HhoyC1SkJVTwaDeYR23e/UfztlPVpK39CNce37/H/cP/5WxDXL8hgkTJgCwatWqC+7buHEjer2ekSNHXhOPvtWrVwMXt4f5p5FbVIPJZMHJUd1piMPQWEJzgZhkkSv0wmS24u/tTGigOwBb9mYhCNDVo5WI6AT2p1VR1WjCQWkh9NQOgqb2Y2+BM/n1apRygVtiKrDTuOIedwOGhiKS16/ks8xQyrQqHNRy7rlpAB88ex0JjnqyHnkAiVRCr3depmzrEhTOOsJvH03f1+9Ck7acUcIJ7rNP44Zebjjo6tHLVJwZegsnH/2cwE9+QJuTw/qYGPKWLMFqtOAaPYLg617GLWYGvbq4cnfkWbwdDDQb5Hx2zIcdhcHYhw7Dq+98fAY/jCqgHyu/X0y0poxPHhrAkzNj8FfVoBRquL6fnkcGlBPiosdgEli2KYPHn/yKbY/9S8z3nTePUdu2oXR2xlCXj9XQgsVgJnn8LBqzslC5udF30SImp6XhO2wYppYWDt5+O3tuuAFTczPegwczKSWFyt27SZ4wAZNWi9fAgYw/dIhzn39O7b8exOfcMZBKOZU0A3OrWDFUuQZhaGhgx9ix6IqK0ISHM2z1MlrLxMEJp4jhSCRSjE1ltBQeQS0XG6przolT1klffIF7r0CMTWVIZEpcuv3+/hqr2UB9xmoaszeC1YLaMxKv/ndfIPgAuoeLk/MZZ8p/9+PYsGHjfxAJhPi7U1hWT1Pz+R/acgcNmrAQak9k0HB6y594gv99/r5y9g8wf/58XnvtNdatW8eaNWs6Ujmqq6t58sknAXjssccu2K9bt24A7Ny5E39//47b33jjDe644w48PM73qZlMJl5//XV+/vln7OzsmDdv3n/zKf1PcPJUGQAx3fw6+ikEq4WGrPUA2PvFcmCnOF09uHcYEomEVr2RPUdyABja1YIycACrv18DSOivziMwJpJKnZqtOWLvxpRutXg6y3CPn4W+vpBlq3awI1esKkY4CTz2+DRcnOwwNDWS9vLDdH94Al4DuiNVmHCOCsBn6Hkbn8g7zvs5BZFC3HgjB880saehC7VGOS8v2kqXlC1ElFfgHBrKoCVL8OrfH4vRyJnFy8l8800Ei4XePn6U3/8mJ2usbDstIadFy/yxFTjk7KGtJofhXeWAKHBlamdqT5ylcudxkNiR9MlndO3dzK49R1l/yolKk4rqm15mhF0d/d9+CqlUitVioXzXcpTOUL71JAgSuj/wAHEvvYTKTbwulXv3cnD+fJpzc0EioedTTxH16KMcuv12SjZsaH++dxD36qscmDOH8m3bAJgxOIzP62ScLqgl3dmB3pEaLHozyePH05CZKfr0bduGsSETwWpG6RKA2jNSfF1PrQcElFbRHsGssiPhjTcIvWk6VQc/AUSBKFP9vt5ZU0sNdWkrRIsdiRTniBE4hvS/ZI9O755BbNl7miPphcyd3ge1SnHR7WzYsPH3wc/HmYKyWtKySxnSvmoE4Ny9G3UnUmgtTUHp6IVjcN8/8Sz/e9hE329wc3Pjm2++4YYbbmDGjBkMHToUd3d3kpOTaWxs5NFHH71oBNuvwyMmk6nT7c8++ywvv/wyvXr1IjAwEK1WS1paGuXl5ajVapYuXdpJJP5TSTst9komRJ0XVrqSE5h1NUgV9uhc+5NTuBWpVMKQPuIfafKeFPQmAS8HI/2GjGbDhu1o9RJcVUbi1SUo3ENZcdQHixV6eOvoE6DDPfZmDI2lLF2znz35LgB0LznBv5a/j0wmpaUkhaqDK4m867xxtrnVQHNeJUoXb+rTM5EgwTUmCpm9EktrA2ofV5T2SoYlQF9TERtOu3G8TENB4nia4wfz1KPT8ArxpT4jg/2zZ9OQIQ4UdLnxRvouXIjC2Z79+0/w/bZC8kvqeeHrWsZFNjAoREJlfRtOQQl0iRnKyede5/TCz5E7OjLx6FEcg6OwGAwEF3zH4wMDWHLIkULc2GH2w/rzUaZGOXLsvruJfmIYIEdfA5NTUzvSMQyNjaT+61+c+UQUWQ6BgQxasgSpSsXG3r3RFRUhValI+uQTvAYMYOvgwWjPnkVub8+gJUsInjaNyq1prNqazoYzbvSK9SR5wgRqjhxB6erKqG3bUHs6UHUoFQDnyNFIJBKai49jaq4C5OQt/BFG3ovcP4geT95JXepPCBYjSpdAHIN+X19Na+UpGrLWitO5Kg3usdejcg267D7dw7zx8dBQWdvM8cxiBvUKu+z2NmzY+N9HKhEHBk+dq6S2XoeHm9hi5dw1gtL1W5DK/Wg8swWp0gF73x5/8tlee2zLu//G9OnT2bdvH2PGjCE1NZXNmzcTHh7Od999x3vvvfe7jvXCCy8wePBgSkpKWLduHbt27cLe3p677rqLtLS0Tvm+/1RqG3SUVDQikUiI6Spag1iMOrR5ewBwCh/G/lRRFMZ398fFyQ6L2cjWfWcAGBHjgN5kZetJ0cuptzEDr8RQ9hS4UtYow15hYXp0LS7dRmFqrWfp6n3syRf7t6L2LOG2eWOwtJRTdegzGrM3oHK1w9TcRmuphWMPfsme6W/SkG7m8J1vc3bRZix6X4rXZHLgltc4fOcn1B+X4tX/XswtPrSm53B9t0rmJVThoLBQK3Xk+cU7WPXOh+ydNRmjthLPAT0Z9suXxL54K025v1Cx+x3Czbt5rH8xEe5tmK1SNpxx59lNLljCbyZywEzylq7h9MKFAAz6/ntcoqIwt7Wxe9o0ilZtwVlt4Z7Brdw0KRGJBHYePseLLy/F6mBGppRjNckZsmIjrj17Ilit5P7wA7907doh+CLvvJNJaWlUHz7MlkGDxKXZ0FAmHDqE0s2Njb17oz17FofAQMYdOEBw+/t28vAeuNlbadLL+fnLA1Tt34/C2ZnR27fjFhND07lkQMDOOwqVaxAWQzPa3N0AnPt8C0L7IInE3ZO2ykwMtbkgkYmefJKr+2gSBCtNOTupT/8ZwWJC5RaCd9JdVxR8ABKJhKR2u5aUrNKrejwbNmz87+Pn6YzGQcWxjKJfY8zRRIQC0FYjQ+UeKuacV576E8/yv4Ot0ncRBgwYwJYtV7+uf6kpwH+Cv95/SsZZsZ8qPMgDRwdxmEKbuxurqU1s/PeL58A3vwB0NN4e2Lmd+lYpDkorI0YPY/XKX2g1OeAmaWHYCFeqWxTsyHMBYEr3ery79ASJjHWbDrCnQFwujdr9A308LNgHGak59i0AxkYdRasPowlN4tQ7ryNYrfiPH0/+0qUAhM6eTe3RozRkZiKzs2Pgd98ROGkSRx98kJyvvgLAb+wIEl97kECPHJYedyC/wY5VZa70nfc4U6LqUMoEoJSWovMiQ+HojZObNy3bfkFbbYeTf1/MMlc+W5VFTXYhdQ88AED8K68QPG0axqYmdk6aRNX+/XgNEn+Jql3dGRXuRfUne9nt3Ze6gCj22AXTzVSDV9QQpFIplfv2ceLxx6k9LlqVOHfrRr/Fi3EMDWX3dddRtV8cggmZOZN+ixaR9fbbZL3zDgDegwczdOVK7H6TICPDwMjQOlZmeXLcGsQIN09Gb96AR69e6OsK0NfmgESKU8QIAJrObkcwG2gprKV43WG8Rk0BwGAw0Xh6MwBO4UPb4+OujNi/twZ9jVhpdwxJwjliJBLp1Qenx0cF8MuOTDLPlSMIwt/ersGGDRuABLqGenMis5j84lpCgz1Qe3ki1zjSkHEKv1H3gSBQn74KwazHISDxzz7ja4at0mfjTyWrXfTFdBOrfCZdHbrSFABcuo8jp7iO+sZW7NQKEqIDMTVXkXxMFEyD432pP72DPTniYM2IkFrkcilrzgVitogDHv2iXFA4erN/z142nhUFX9d9y4hXldDzmXG0VWSAAGVbTnJo/iIUjpFkf7AQwWrFe/BgytrFf5cbb6Rix46OfrVx+/bhHh/PpqQkUfBJJMS+8AIjN2zFI2EyDoYuDNz3Ff2kZwGBo6UaPjwUQIXBE6VrEI5BfXHtORXfIY9S7zaU+1/5jrQzpXg7mVjw4Ci6hnrRZjCxNLWB00kzCJ09m5h//QtjUxPbx4wRq2pOTsS99DgA5laBDfHxyNd8S9KG97CTCpS2OfBVig/aagnJEyeydcgQao8fR+7oSOKbbzIpLY2WwkLWx8ZStX8/ckdHBnz9NYlvvsnOyZM7BF/Uww8zJjm5k+ADaDh1kET/FtwUbRjVGuTv/4Bn375i9e3c9v9j767D5CrPh49/z7jtzsqs+25WIht3IQYESXAt1kKhBkVKoS2lWPujBSpA39JSSrFiAYIkSIgS92Szm3V3nx338/5xkiUhSBI2BJLnc125YEfOeZ49szP3PHLfAJjTJ6A1x+Prq8fTvhc5IrPvL0uIysllxhN/AyDg9yOH/OisaURlH1mptZB3gO6t/1UCPpWa2OILiSlccFQBH0B2WhySBG5PgAGX76ufIAjCSSHWaiQ5IYrtZc0EAmEkScKSk0V/SRmSpMKSOxNDQgH9Ze8xUPUxshw50U0eEiLoE04YWZYpq+4AYFRBMgDO+nUgyxhs+ejjstm4U9nZOak4E60qwr4Nb1Hda0QCZo0wsnJXH96QGpvWzaRCmZLeJGo6ZbSqCJeND2Cw5VG2bQ0v71Hy/+VUrmf+6CDjHvoectiLpDKx89f/o/zx90icOYf6V18lHAigmzmPPW0eWoum4/7eLezYU0+fO4h15EjO3bwZT2sr702cSP+ePRgSEznz448Z98ADREIhNt98M6svupiuVTvIW/sRd5w/ithoI10uDX9bE8Xa3vFY8s/EnDqGXaVV/OKOOzBrQlx0+jge/dV1JEUquWWOmlEdyohcw4SzKZl/Pb5+O8vPPJOeLVvQx8Vx1po1qI0BAMr/9l88bW1Yi4q4+qO3uf3iJIyaMA39Bh75/es0L3sfSa2m8Mc/5uKaGnKvvpo1l1yipGhxOEiYNo1Fu3ah0ut5d8wYujdtQmu1MvfNN5n817+i0h66yaFz/Xqa33sBtQom+5UpkJXlfbg8frwdZQQd7UhqHdF5s5UgsELZANKybDu+bi+nv/8+ZpsShAfDESS1lrjii44oaAs6O+na8gxBZwcqnYmESd/HnDrmmF6DOp2G+BhlTU9Xz5GVVxQE4eRQmJNIOBRh1z4lH5glOxP7XqWqlySpMGdNwZQxEWf9Bnp2/I9wwH0imzskxPSucMK0dQ4w4PKh1aoZlpVA0N0zWDkhKu80QqEwm3Y1ADBjfA6O2jV8Uq5slhmTH0ekZR2fNCgjhAtGuAlGtLxbqiTcnJ/vIi2ngK6KdbywK5VQREW6q5Ur5oeIL54FgMaSxydX3I2npZ34yZOpKW+kYcoldA6fhl/3mfrLZyrD+7EWLfX/eAvtM48RtT+VyZzXXsOUmspAVRVrLruM/j1KYuFRv/wl437/e9Q6HUWTRvGfxZvZsqeRNz/aw7bdtcwvcBHu3snffjwBk0H5U/Q1rOHAeNP3f2Bjc3kjbzVmsX5XI20ffUT+1q0Y4uM5c8UKzBk2era3IocjdG3cR+7VVzPtqafw9/cTXbGBGyaa+cfGRLqGTaDjh7/jZ3ddRdSwYVQ/8wzb7ryToMOBSqdj3EMPkXvNNWy79VYaFi8GIGHqVE57+WWicnIOu25V//kPW2/7OTNf+DkAF/z8BkrfaKSlw87H68uZalijXMOcGaj1FlxNWwk6Owi6fNS/so65b76DtaCAzmalkHJElrAWLkBjjv/K14yvt47e3a8hh/xozAnYJlyFxhjzlc/7Mga98rsPhr68DrYgCCcXnU5DXpaNyvoucjNsWHKyaHn3A4JOF9ooC5IkYUoeicYYg7NuPZ0bnyJu1AUYbMO++uDfUmKkTzhh9uzPj1aYk4hWo1YW/ssRDAkF6GMy2FPZhtPtJybaSEFimJ7qTWxvUdJ4TE1sYlOTGW9QTYI5wJgUN2vbsxjwQrwpyFlT03A2buH1vTb6vFqskp/vn2YnvjgLJC3GpFmsvVQJ+Jgwg4+y5vPJBXfTNGY+fp0JtRQh3eqn0OZheIKHZEsAtSTT7wqy1R/Hhmv+j6Z7n6DgqScxJidS/9prvDdhAv179qC32Tj9/feZ+MgjqHU6IkEvOn8rN8yC788EkzZMU6eL59fL9ESylaBDpUFnTcOYPIqBCjvdW6oIB0JMHR7h+zNBkiPUJRbRMuNCFqxahTkjg/K/KyXOerZWM+a3DzLtX/9i75/+xIdzpqIxa8gwu5ljVwLQPeYc1pe18+GcOWy86SaCDge2KVNYuGMH5sxM3h09mobFi5HUasY+8ABnr1t3WMAXDgTY9NOfsvGHPyS2OAONSY9KH4U1bwznzVfWFn60tpSA245Kb8GSNY2wz0F/qbJer/b5VUx67HFS5s4lEvTiqFBSwkRkCWPqV+er9HZV0LPjf8pUcGwWiZN/8LUDPmBwHV8kIip0CMKpJjMllmiLgc27GzBlKhkkBsoPLeeqs6YRM3IRan0UPTteoq/sXSJB74lo7tcmRvqEE2bnvv27ckekERhoxddVAUhYC04HGJzanTomA3vZEna2mfGHVSRGS2Sau/nfVuUPdF7uAB5dJqvKgoCKiycbCHWVsKU5ir2dZtSSzLUTu4ixmZAjBqz5C1l+5nm4O7toWngjlblTkSU1akmmONnN5HQnubE+ZI8Xb3s/WquNqJxcOrZtooEE9vpS2ddlYp8jmnuf2c3MzLVMjZRSdPMCNJYY0s48A7XeS/fW5wh5+wn7Bgb7PCoKsmapeL0kjvKeKN6viqMhOIxbfzAPa7SZ0kcfZftdjyOp1Zz+wRvIkd0UGWsZvn4z+2ZdRfmk86m3h2i+ciZjHjgPgMQZF6LWJ/Pe2LE4qqtJPWscABpTIje98Hus725lyapyXlpZxaSadhJMJsY99BAZixax+ZZbBnPvxY4ezYxnn8U24fBFy876etZefrmyCUSSKLrlSkDGlDwKSZKYPi6b/72zDbvLz95OM3NPn4dKo6Px/SdR62GgooXkWZeQ/4MfIMsy/aXvIgXsQAwA4XAEtfqLv4N62vfuL8cnY0wcTtyYi4csa77Hq4wem4y6ITmeIAjfIRKMGJbMlt0NNPiikdQq7PsqsU0+9H1QrTMRXXAGvu5KPM078HVVYi08E1PK6O/UBjAR9AknhM8fpLy2E4Bxw9Nx1CkbJkypo9FaEgkEQuwoVdZZFMe2Efb2s6VVKbo9JbWHHS1mnEEtVkOISfkGXtniJRSxMCwxQr6hnl6PhveqEgCZswv7yLKFCNjVJE2/gg/nnUFPdz8VN/6BDoOylnBkoptFhb2oampwruln64cb8bT0Mu6hh4gdNYNV519MoL8fU3o6P17yBv0GHW98sJeSVljXFEOJfioXj+phRKIXf1/5Yf31djlwVLTQZcvh5U1ltHa7mXvutdR06dhX38cDf1/O9SMN7PjVr5Q+PvEEKfMW0rZiNyq1ivy2nRjSb2Rni4d/PL+aywri0EYZkdQm2lfspPSRR5SAKCWFop99H+jDnD6cxiVLkG67ncTi8+gaNoGdF9/FbZeMI7zxY94ZM4aw14tKp2P0PfdQ/KtfodYdHvg0LF7MhhtvJDgwgC42llkvPouk3QtyGFOqUndXo1EzI1/i/V2wvSOec9PG0vrxYtR6J3I4gr/XyvgHlQTnzvr1eLvK0R4U5AWC4cF6yp/laStRAr79r4/Ykecf9YaNLyLLMk63MqFuNomgTxBORVFmPdlpcZTWdpGbmoK99PD3cFBmBYyJRehiMvA0bad/7xJcTVuJKTzzc6v+fBuJoE84IcprOwmHI9hizcTrXXR3KXn3onJmAkoqF58/RHy0jsTAXlqdOlrsGtSSzPhUF0+uV3aSzs710N7jYWer8vM5ee3IwJs1+fiDPnJifZyW7WCgwk32ZXewfP58HNEWtp9/F66QDr06wsX5bcRuXU3537ahj0vBsT/Z9pQnn0QbFcXyM89EDoWwTZnCvLffxpScTPDjj8n54+1oLalULLieAeJ4dkcyUwtNXDYzDotZT+/2EsqffJr+kiqCDmUqwG4y0TZxIj+95RYuueQSWjrsPPzPFbR1OfhzXQOTzTEUX3I+hT/5CbsfvJuEqSbC/iDT//E0cnQc+yp3446yUVt0MSNx0PTWFiqfUgKi/BtuYOJjjzFQtYRAfx8V/3iOiideBmCa5gPKJk6mxg5/WbyL0e+/TpLXS8q8eUx96imsn1NP2m+3s+WWWwZT1iRMm8bsV18l7K/BWRdGG52CLjpl/2ObGR1VzftkUNWppmnbDkLdm9HHRzFQOcC4+/8KgK+3Fkf1SgDiR56DdkU5wVAErz84mLLnYO62PfTvfRtQdgLHjDj3iHP4HQmn208gqKzlO7ChQxCEU09upo2uPhcucyx9JaVf+li1zkzUsNnoHQV4mnfQvfW/GGz5RA+bM1iD/NtKrOkTTojS6nYAigtSGKj8EABTymi0FmWX7ZY9jQCMtNmRJNjZr+ToG5nkpqouSF/AgFETZmqmi48qo5CRGJ3sJjMmwB7veKpafWjVES4tbKNjeQPZl93BqkVnozlzAuvm3YIrpCPJ5Ody73IG7nyI2v+uRBeThKOyEkmlYsZzz+Hv7WX997+PHAqRffnlnLV6NcakJEoefpiPzzoLf18fRYkGHr37fBbOHYkkSWyu9HDf/9p58Ud/Y+3lP6Nr/R50cUl0z5tHUKUixuPh1rPO4pJLLgEgPTmGe2+aQ5S7D68ljr2X/4YJT/ydyn/+E1e9krqGSBTaaCvrFp3DiJXPAbChLY7WRg9V/34bXWwsc998kxnPPIOkUuFpVabF2z/+ZHAU79yPP2J+3QriG/cSVmvZtehW2u5/jqlvLz0s4JNlmdqXXmJJYSF1L72EpFIx+re/5ey1azEmx+Nq3AxAdO5pyuMjIfrL3sNmDpFpUxGRYe07b6CPj8Lf66bwR79HUqkIefro26PUtTaljcOcPgGTQRld8/gCh71GPB1l9O9dAsiY08YPecAH0N2nlPeLjTai1QzN6KEgCN89KpXEyGHJuKLi6N9bTuQzFbY+jy46BeuIc7HkziLo6qJr87/p3vE//P2NX5i/90QTQZ9wQpTXKFO7+YkRAvZmJLV2cC1fMBRm+/6p3VEJdsL6BLZUK1NwE+K62epQvklNy/bS5ZAp7TQjIbMgv59I0jTe3NALwBmp7Qws2c6I2x5k68+vJfamc3hLMxdPUE0SfUxd8le6/vkaYbefqLw8nNXVSBoNs15+ma7169l9//0AFP/qV8x++WXkUIg1l17Kzt/8BjkSIf+GGzh73Tri8nK5+vyJ3Hv9TOIiHpy+MOtGLqJk0S0M+92DbDz3XFb5fKj3vwmcdsEFg78HWZap+e1djH/19+h8LvrMNv799FK23/UL0hdOBEBtzGTlwoWEvV4mjsmgIN5DWJZ4c4OGuNFjOW/3bjIvvJDal17irYICIgFlVNE2eRrn7d6NLiaG98aOpfHF55mw9AnGB1uRJCjph1t//xYvvrONnn4lFcGBqhzrrrkGX1cX0YWFnL1uHeMfegiVVouz9hPkcABtVDKGxEIAHLWfEHJ1odKZKC5QKmF0xWQghyMkTr8OrSmKSMhHz85XlKTb0SnEDj8HSZIwm5TRPZfbf8jrw9dTS1+JMoJpTh9PzMiFQx7wAXTuT9OSaDu6Or+CIJx8rNFG4oYXIAcC1G/adUTPkSQJQ3wuMaPOw5I7i5C7m+6t/6Vr87/xdJQiR75dWQHE9K7wjfP6gtS3KCW4UiPKMLolaxpqQzQAeypa8fqCWPUhsuNDlDsz8AX7iTMGiYlSUbvPiEqSmZ7ex5LyRADGpbrJHTGe/y6rwReykKx3YVv2AeP+8S+q/v0bEq46jSc3peINqYm3NzJp5bP4W5tAlrHk5OCsrUWl03Ha//5H7Ysv0vzuu0gqFVP/8Q8Kf/QjHDU1rDr/fOz79qHSapn6j39Q8MMfDvap6d132fvjHzOxq5uayedRP2kRbbkT+H/9fnob9lHc04NKlrFNnkzM8OGDz6v+z3+o+e9/MalU/GBODv/a3M3GRjeXXXYu2igjYGTVhTcQ8flIX7iQlAUjWGTr4y/rjTTFFlL02s8I+9x8OHcunWvXKgfdHxzlXHYpqy64AEdVFQC2SZOY8ve/kzB5MrVNPTzz+ibqW/pYtnofH6zZR46rhcR3n8Ha1YDaaGTMvfcy8he/GFznF3B04GreCoC14AwkSYW/rwFnnVLJIzrvDEL/+TvYTqN5QI8hcRxR2aOQ5Qh9JW8ptZT1UdjGXYmkVvL+Re2f0nUeFPT5+5vo3fUKyGGMSSOIGXF8Aj74NOhLihdBnyAIkDdlNFUva/jkxXfJmj4RjebI3nskSYUhPhd9XA7BgVa8nfvo2/MGKp0Fc8YEzOnj0Risx7n1X00EfcI3rrqxG1mWiY/WYol0Imn0RGVPG7x/43YlSBmd4iYqfQLr32wCjIxPtLO5LRaAEYkefBE9ZZ0GJGQWTk+lvGQPW1uUNWajty1jyp8foWvj00RPyef/bUliwK/B0tfGlFXPEm5vVgK+7Gxc9fWo9HpO+9//KH/8cTrXrUOl1zP71VfJuuAC2lasYM1llykbOVJTmfPGGyROU9rr7+9ny89/Tt1LL6G1mshaOIMFN19AU0jDf1c5cQT0xA9bwKjxuQxr2ULK6VcP9tNeXs7WW28FYNzvf0/B6ZP54M0/0pRWzLaM+UySOyh95BUiXiXgM6VbsWQZiFIFGWXxsNdl5vmnl1LwxK1E/P7BQM1g0xMJOthxz904quoxJCQw4U9/Yth11yGplDewvEwbf7j9HFa8+A7vr6+mw5JMrTmd2ivvJzvUx3XXn83w8UWDbY2EA/SVvKlsFkkajsGWR9jvpLfkDUDGmDKarbc/QPGCPD7aB91uLdGjFyLLMgMVH+HrrgKVGtu4KwaDe2BwHZ/Lo0zvBl1d9Ox8GTkSwmDLJ270Rcct4APo6FFqNicniKBPEATQ6HUY8vLw7tnFyo2VLDht+Fc/6SCSJKGLSUcXk07I04+vqxJX/UactZ+gt+VhThuPMbFgyLIPHC0R9AnfuIr9u3Yzo5QP3Kicmai0RgCCgQA7y1oAiQl5Jjqaa6jpVYKEMel+/r5ZSeA7M9vNqhpl4f24HC1Rrj28UK4EfNntZSz84624mpZiTI3h+W1xtDv16N12pm94AbmjBTkSwZSRgauhAZVez6znn6fk97+nb/dutFYrp7/3HkmzZlH+97+z9bbbkMNhbJMnKxs5UlKIhAO0rXiHhtefxZwVxcwXbsOQqHyLk8O1ZEhw92yJJfvi2d4axUeOArST4slN6SES8hH2h1lz6aWEPB5S5s9n+M9/zvIzziCvsoa2a/9Evd3Irk299K3eQ/LcuUQCPuInZCGpJCKBGC6/YBalL26nJmAgyRxP4exRTH7iCRpefZXeHVXEjs7CYLMy8s47GfPb36KzfvoN09PeTs3zz1P9zDM4a2sZCziSc+i98EdU65Np0MTx4ItbOKvBweXnjkOv02Dft1QZqdNZiBl+LnI4SO/u14n4XWjMCVT/ewXxE6KIy4zCWB3BG1TR2eMiNlCOq2kLAHGjLjhskbPJoIz4eX0BQp4+era/iBzyobOmEzf20uP+xtjWuT/os0V/xSMFQThVxEwch//VxWzfvI/M1FiGD0s+puNoTLFYsqdiypiAv7cOf08tfXteR6U1YkwpxpQyGp017RtN+SKCPuEbV7K/3m5+rBIwHFxvdcfGNfiCElH6MDlJWlbuDCEjkR3jo77foOTpMweJN/jY3a5s+piV0khpp4kGuwF1KMAPbpxAoH8TaoOWFdtkSnujkcIhJq9/EXVTDXI4jCktDU9zM2qjkenPPMOu3/0OR1WVUlJt+XJiRoxg009/Ss3zz2JMtpJ7zaXk3/A9fD1bcNS2EXR2Iqkksi+bckjfIpoodlc00djpQNJauPK82QQeeYOShEksrYzHauhiXv4+dv3u79jLyjAmJzPrxRfZcvPNdG/axIS7L8GX4GJTczQr9hk5a8YMwl4v5kwj5gwboCVgt7L5ymkkzvkBncMm4rvt/xg5NZWVCxfirKlhzP1XADD+4T+QMPGcwbb1bNtG2V//SsPixcihEAC6mBjyf/hDht98M5asLNq6Blj8wW427Wrgg0/K2bWvhR8vsGLpKwFJIm7Mxah0JvpK3lTWYmoMdG3oRm3qIH7CaGRZRUpiDHWtDhqq9qLyrwLYn8+q+LDXgn5/mhavx0PPjpcI+51ozAnEj/8eKvXxTaESici0dNoByEiJOa7nEgThuyN6wni6XnuDrJpdvLvSSkJcFLa4Y9/dr1JrMSYWYkwsJOS14++pwdteirtpK2pjLKbU0ZhSitGabUPYi88ngj7hG+X2BKht6gGgwOYlpvDTnGsBZwfbd1cBURRn6Qn2V7OrTRm9G5PsZGurMhozNcPB+qZoIrJEXpyXtOgAL6wzgxrmjdRgDis5lko+bmK5fwaoYeSupVhq9iCHQhiTk/G0tioB39NP0PrBc6QvLCJq2HyshXl4ez7E+cFi0s6NJ+P8Xw223Vm7avD/JZWEr9tBJKgnacaZGGw5lNa089v7HsTn8zFixAj++Mf/o/YvfyH15f9HcNGPKM+dxpJ98eRGbaHmv/8FSWL2q6/S+Oab1Dz3HNlXzCJ57khOc9rZ1BxNV+oIXL17sASayblyAQDdW7rYc99vARgnd/EhsKcnjHXRhej8bkypqdgmjQb8mNMzkWWZtuXLKXn44U/X/KGkXym48UayL7sMrfnTN7PURCu3Xjeb2ZOH8fRrG+nocfLI63ZumqRj5JR56GOzse9birejDCQVvo5oXI1ryTx/CrIMCROuJLmzjbpWB00VO8jNAXPmZCxZn07ffx5P225C2j7UBisJk65F/dkyeMdBS4cdry+IXqchJUGM9AmCoNBERxM9ZTKetcsxTpzNa+/v5IZLpmEwfP2QSWOMQZMxEVP6eILOTvy9dbgaNuKsXYs2KgVTajGm5FGHLIMZSmL3rvCN2lfToQQH5gCJKano99cwlCMheve8RUWXAYACSxtdLi3NDgMqSSY1OkjLgB6VJDMy0c2WlhgAZucMsPzNFvrVMRi1MqdlNCGHI1S9sJ53+wqJqDUktZSRvmWpEvClpODt6MA2uYjTXv4duvhmcq+eTuqZ44jKTSQSdCKHvKj1GlT7U3hIah0aSyIhl576Vzew54FX2Xr7ixjiz6DgBw9jLZjLppIGfnXP7/D5fEycOJE///nPqF0uSh99FICrrppGWnQAT1DNS2/WAFB8992E/X623nYbaedMYNj35wHQ9+JSEnsaQJKo1MYx8pcXAtC9sZ499z0BksTYBx5g9g8uJbq/jZCkpnXkTIpuvpmzNyxFUiubInp31LB08mQ+PussOteuRdJoyLvmGhbt2MG5GzeS/4MfHBLwHWxMUSq/vTiODKsfT1DN0zvSGdAXYi9fhrtFSSUTcibRtXEpmecro53xoy/CkJCPVa+cf8CrxpQ6mpiis75w+iIQUNbyqUJuVPooEiZei1r/zayv21v1aRlAjUjXIgjCQWwLzyY0MMCI8vW43AHe/GgPkfDQpWGRJBW66BSicmYQN/YyovLmIGl0DFStoH3tX+ne/gLutj1EQv6vPthRECN9wjdqb5mySWNYnA9r4QWDwYCj9hNaO/rp8aSjVskMi/ewtlb58C+I97KvWxn5GZHoodabgS+oBI761SvYLJ8BwJycfnSRAPse/4gd2lHYC5LR+t2MXP4f2B/whTwDjP7tZSTOHA74AAlnXQ+J08+ivSPE8qffpkOyEjFYiBkzjsy8dLKTovH+vz/S/sqLAKQuWMC8Jc9jTFISQr/33nv89a9/RZZl5syZwz333INGo2H9PfcQcrtJmDmNqEw/F9PDE5vSaLCNYMKseeRffz3Lpk0j9cwxFN1yLgD1r62ne0sjw6Y102XLxj7xNNSGTuxlrZT8/kX0cXFMf+YZGt96i9333Ud68Vz2zbsOz3nfZ9ytM+jZrrSxe0sje+57AACNyUTBTTcx8o47MGdkfOU1ioT89Je9S6SjjB9Nkni2tIC6jgD/7z9L+cmEWlSSRMiTRNemD8k4bzKyLBM7chGm1NF42kvR2MuAOLzqOKV6xhdsxAj7XXS31gJqLCYNCZOuRGOOP7oX1DGSZZlVm6oBGD8q/Rs5pyAI3x26hATiz15Az0v/Y/KfJ7KhJcxH68s5e/aIIT+XpNKgj8tCH5dFJBQg0N+Av7eO/r1LsKu0GFNGYcmYhM6a+rXPJYI+4RsjyxH2VTUDKobnp6KPUQKQoLMTZ/0GyrosAOTHe9GrZEq6lKCvONnNh9VxAEwZpmPZniCgY8RAKZs2u3GdmYRRG2ZaUg97/28J9nAcpVNmAFC07jV0zj6MqaloLTDprz9FF2NGDkdoWbYdd3OI9D8+zV8Wb6S2PwgZcwfb29LqprRVqc6hjp1JxuwI558zkal3/hxJpUKWZV5++WWeeeYZAM477zxuvfVWVCoV3VuUKVxJo2Ls/VcRdLSRbooQ29NAvy0bfnYPqy64gNSzRpF3zRwAmt/dSuPiLcSNGUO4+hPImkWr20Rng4Py+14iKr+A8b//PdvuuANXQwOSSsXcc6ZTEZBo7vdTsfYl4g0B+ksaKHnoRTQmE0U/+xmjfvlLDAkJR3SN/PZm+kvfJuTuBUlF8phzuWNKJr/40zLquyPs7bQw0mLCUbOJ1DPGIEdkYosvwJI+DlfTVuzl72PUKNcxpEv6wnJpIe8APTteoNdhANRkj5n3jaxnOWDnvhZaOwfQ6zScNjHvGzuvIAjfHbZzzsZTUUnf/z3ExIf/wra9zdhiLUwanXnczqnS6DAkFGBIKCDsd+HvqcXXXYWndRfa6FSicmZgTBpxzJs/xPSu8I2xt5bTZldeqGOnflrNoa/kLZDDlPcqO0xHJXro9WrodOlQSTJGHTj9asy6CAZ5gA6XDg1h1M88Q9dFNwAwI72fyj++QdirZVvSOCIaHfEtFaSWfYIxJQWVNsi4P1yNLsaMq6mbrbc9Q19VmOpL7+H+p9dS2x9ECodIdnVwyfwR/PDSqZyfJZFVtgZLTwthrZ6GsWfwr94EVm+tJRKJ8NRTTw0GfNdccw233XYbKpWKcCDAph//GJVOw7Snf4Ec6kaWJXb8+jkSy5VqFts+3kT6oqLBgK/uf2up+tdybBMnojG7mfnwZaREKcP6q//fFmyTp5N33XWsvfJKXA0NWHJyOHv9eqY/8Cty9sdKNd1aerZVs+vel8m98iouqq5m4iOPHFHAFw64sZe/T/eW/xBy9ypTrZO+j9aSQKDsBWZmDSjtboglMFBO3NgcIsEItgnfw5w6mv7y97GXvw+A0ZajXNsvOFfA0U7XlmdwDfTR7VZ272bn5hzRa2goBAIhnn9LyTd4xoxCTEZRc1cQhMNJGjWpN/0QIjK+399LUYKBj9ZVUNvY842cX623YEobQ+zoi4jKnwfI9O1ZTNemp/H3NRzTMUXQJ3wj5EiI0q1ricgSsWY1iYlKIOKs30jQ1YknYqSxV3k5FiV4KOtSpnPz4nzs61TW+Y3LCLGtScnrllS5hfTf/442lwatOkLcWy8hqWKo7fHROWwiUiTM8NUvYEpOxtfdyeh7L0cbZWSgopVtP/832qJpbDzrZtbuaAA5Quq+9Vzt2MSf/3E7F509jqjFT+G/4zqGr3iOS7s/4c7vTSE/KwGfP8TTr27k1t8+xeLFiwH42c9+xvXXXz/4zav0T3/C1VjNxD/fgCnVBJKakodeZ6CsmXGnTQCgx5pI8txi5IhM+RNLqXtxDYmnzcA2NY4Rd5yPWqchya+ktglOmIsxMZFdv/mNUhLu0ktZtGMbhqQg7Wv/RnZUPwAl2/ppfLOMs1atYdYLL2BK/eqpgLDfyUD1Kjo+eRxXkxIImVLHkDTtJny9tXRv+y8Rv5NJeUpwVmVXo06yEfKESJ71Y7TRyXRvew73/udG589Dl6Ts0lWpDn978XZV0L31WSJ+Jy2+JGQkbLFm4qzHf+PGAS+8vY2uXhdxVhMXLxjzjZ1XEITvHm2Mlcw7fk6o347uzw+Rpgvz5kd76LN7vrE2SJIKfUwG1sIziS5cgBwJ0b3tedytR1Y15GBielf4RjgbNlPf4QfMFOQpO3JD3gGc9Uo1h7qBWGQkkiwBYoxhyruVvH2FNg8ra2MAKIrt44WdSrA4OUPLzsD+NX/OSvR+PV1bt1B9mbKzNb3sE2yaEN6OLjLOm4I5PR5/v4tdv30J6zkX8fGYS+hu7kPrdTH2/b9z2hULmfinP+Hv72ftZZfRvkrZqTvm3nsZc999qNRqxk8s4K2PdvPGR3vp9lgwJ4zg5z88nzPPPHOwn727dlH/+rNMfuJGDAlWJLWefX/7gO6N+0ieO5e0iSmwDdxhHQGfzN77X6J/dx3Drj+f5Lk5GBKsyBGZ2udX4a22wKxM7L4w9a++iqRWM+mvfybjvCn0lTxP2KfkmIt2dgAxeKzZLNq6DZVW+6XXIhIK4OupwdtZhrezAmSlTJA2Khlr4RlIah09218i6FKCTkPScKIrq9CqjQTDKno7Ioy/6m4C9ibsO14kEvQiafTEjboAY9Jw+ip3AxBrNQ6eU5YjOOvW4ahZDYA+PpeqvhygjtFFX3+dypFasaGSFRurkCS48fJpGA1f/rsSBEHQJSWR+YvbaPrbk1gffwj3dbfy+rKd/PCyaWi03+wmMF10MtrhZ+Fu3EJ/6TvorOmDNeuPhAj6hOMuEvThrF9Pg13Zgj4sOwlZlukvexc5HERtjKOi1A/oKbB5cXtl6vqUgMGkDeMNqYnShXAFVAQiaixeOyPPLeSdNcroUE71brq3bKEnZwz9KcNQBf0Mr16Hr6sLlV5P1iXnABHaPtpF4oJFrJx0Jd3tdkz2Tia88xdO+/UdFN91F/aKCiXXXW0tGrOZWS+8QNZFFw32w+v1sv6jF3C2hYhKnUR0+mQmT5s1eH/A6aDqmQcZ/8erUWnUqE3xVP5jJa3L1mEdMYyRvzwPWeoGlDVv63/xIsagk8lP/IToAqWcXMARYPe9L+CobCX9+jupBFz+EFF5mUz710Og6mSg4kMAfD0Oav6zAq+uAIqK8FniDgv4ZDlC2NNP0NVFwNlBoL8Rv70ZDqoHqYtJx5I1HW10Ks7aVXjaSgD2JxAdjbNmM7oYCYM6QjCsImb29QxUfoS3Qymhp41OIX7MpWhMyrrL1v257w6UNgv7XfSVvo2/R9m1bE6fgCnvTLa+tQSAaWOzj+l1dbQ+2VrLf95QEkVfce54xo0QGzgEQTgy+tQUsu++k6a/PUni3/9Ay2U3sTIj/qgrdgwFSVKht+Xh664i7HOIoE/4dnG37CAU8FHXp2Q1H5WfgrezDH9vLUhqIgE3dX3KwrTcWA/VdgsRWSLRHKDdGwPAiEQvW/aEQILpY1PY3tKmPMbVRmjNRwDUT14EQE7NZlTNdah0Okb/9rf07tpG2oJxWEcMZ1vshTSWtqD1OJj0zp+Z/+gfKPjhD2lfvZrVF11EwG7Hkp3N/HffJbb402TCdrudu+66i+rqakwmEym22bT3eFi/vY6Fc0cS9NhpXPIwGecp04W62Hxa3i2l4bV3yLhgGgU/OgtJsuP3RQaPmX3uGHLOKkZSqYgEQvRsb6P0jy8SCYTIu+YaPtm9G2aNImZYClN+dAORUB0Avh4n9a98QufqUsbc9wCZF17Dh/9vOSopgqd9L0FXF0FXNyF3LyFP3+BI3sHUxhiMScMxpRSj0ppw1q/fX2ZNeawhsYiw3427aQsqnURvbQ/OwP61elWv4VV7QJKIyplFdN5pg5UzwuEIeyvbASjKS8LbXUV/6dtEAh5QaYgdsRBz2lhWba7G5fFjizUzMv/Yst0fjU+21vLUK+uRZZg3NZ/z5o867ucUBOHkoo2PI/tXd9L6z3+T+vzjVPR2MzzvNjLTYr+xNshyhEB/M67GTWjMtsOqHH0VEfQJx5UyyreBVocOX0jCbNSRmRJF10YltYg2KhF7TyddbmUxfbbVy7Jq5VtLUYKX0s44IEy2yc7WSAqoIb19Ne8ElbVxSRuWAuDMGUlf8jBU4RAZG5YgaTSM+e1v2fP73xM/Ppu0BeNoTCpg684WpHCICR/9k7P//f/IvuQSav/3Pzb84AdEgkESp09n7pIlGBMTB/vQ0dHBL3/5S1paWoiJieGRRx6hvjPMs29sYUdpM3Py3PSXfYAxyUjIG0BvHY2rTqbxrZeY/PiNRBekAhEGKlqoWtcJ6XmoJJmcs8YgSdC1oZzenb20LlsJKomiW64Dekm+cj57W8Bq0wMOQl41lU8toWPlHqLy8jhz1bvo4zVs3bNc+V0G+5XA7bNUGrSWBLSWRHQx6ehjs1EbYwn01eOoXYuvq4oD2y601nTUOjO+rkpAJhwI0fj6BuyTLgfAaghhVnvQRiUTO3LRYW84eyracHsDWEw64h0b6K3aA4DGkkjc6IvQRSUTCoV5d6UySrhgVtHnrv0bKpGIzGvLdvLO/vOdMaOQ6y+Z8o2WPRIE4eShNpvJuPUWOl5+Fd55kU88fXzvpb8N5nU9XiJBL76eWnxdlUQCLvTxucSPuRSV1nBUxxFBn3BcOevXEwl6aHIr6/gKcxPxtpcQ9tqRtEaCzk5qepUXbbLZj8UgUd2rTNumpsTzSUMIrSpCz7ZaZGsG1qALlS2a3jotmrCf5Jrt6GJiqCtQUrQkV27G6HUw5r77KHn4YSJ+P8aUEQQlE0v3KYmI83cu45J//Zm0BQvY+8gj7Lj7bgCyL7+cmc89h8bw6R9RY2Mjd955Jz09PSQlJfHYY4+Rnp7OgL8JAK+9A3v5ZiQV2MuaIJKHfkIMfXueYdJflZ3FYV+IupfXYEiIR33mNNgHKVEBHJWtVP37I7TmRNQGHyN/eQEJ00eiMWqAbJbvUKbDs9NsNL+3nfpX3sA2KZ8p/+9WovJsBOwbCNihsikOsJIRG0RnTUMblYzGkoDWbENjjkdtsCJJKsIBD/6+elwNm/B2VRAJfroQWReTgUprwtdTQ3D/aF/XhnLaVuxl9D038tR2JUgan+7FWrgAS+bkz03H8u7KvQBMTLXj61DWBFqypmLNn4+kVqaeP1pfQUe3A2uUgdOnFx7rS+sreX1B/vXqBjbvbgRg4dyRfG/RBBHwCYLwtUgaNcnXfI9QrA3nu2+z4goX8174BxqT8auffIRkWSbk7iEw0EpwoJWQuwckNcbkUURlTT7qEb4DRNAnHDeRoHdwR2hLIBXoIz8zFkfNCgA0BitBZwe1+9fvDYv30evRMOBTo5ZkArpUoIm8OC91XUrQGFuyjvKsyQCktJZijLbgcvvpzFduy9qzgtG//S1ljz1G2Osl/ZxzmPnsf3nhsb8y4EsiSnbzwwduJm3+XHbcffdgxYyRv/gFEx95BOmgUafy8nLuvvtunE4n2dnZPProo9hsNiIhP121yq4pVcRH2Beg+j8rMNgKGfaDLAIDG0ieMwpZlnHWDNBfWkHOFbPQmPRsLFECueimSjr2lFBw0zlE5SUc8i0x4PDg7tdSa48CIhh2rCC6UMNpL/9i8DFyOIBKa0SOzqGkOwiEmDL3HBJGZxL2uwj7Bgh77XjsLQTd3QQd7cpU70FUWhO62CzkSBB/Ty0HRvvsZS20LNtK0mmjGXvfZWxsjFDfb0Cjgosvv5yoL0gBs2HzHirqulBLMrMyetCY44kdeT762E9zWnX1Oln8wW4ALj9n3HHbSFHb1MPjz6+lq9eFWq3ix1dOZ5bIxycIwhCRJImMhQvY4JOQVi9j1fnfY87i59DFWI/peHIkTMjTR9DZScjVRdDVhRzyI2n0GGzDiMqdhcE2DLXu2GsAgwj6hOPI3boLORxAa0misUspt5Wm7ybi96A2KgEfQEO/koYlJ85Ho0dZ25cZD3t31gA6MsKdbEgqgDAk1O2irEcpV1ag7SbQ10f3pLOJqDVEdTcx47pLqXzqKYJOJ8lz5jDr5ZdZfcWVbM47BzSwYIyW9Lmz2XjTTVTvz7E38bHHGPWLXxzS9u3bt3PvvfceVEf3j1gsFjzte7FXLmd3uREwkxLsYsst/ybnijNIOb2QkKcGlVaNu9kOkh5zppno/KkA9Nb3sqtVSUg9b4GNnLizB8/n63bRsWYPrrpOsi+7iJqYAvyBIAnmAONmpXFgcEobnYohPhe1UVlDsmRNAw6PF5tFJrXvLVo/dvHFGfKUaVZtVDKSJOG3N+PrKv+0DT0hGl5fTtzYXEbdpWxgKe828na5ck0uO3cCts8J+MJ+F62lq/nvW92Amjl5DjJGziIqZ8bg6B6g5DZ8eQM+f4ii3ETmTBn2he08VpFIhA8+KeeV93YSCkewxZq5+ZpZFOUmDfm5BEE4xUlgHDEcUhJwvvUyqy+6hrlLXkJn/fK6ubIsEwm4Cbl7lLXX7m6Crh6Qw0gqLbqYNCyZUzDE56KLyfjCJPfHQgR9wnEhyxHcLTuVHxLH091XAUB8QFlbpTHGE/YO4PNBu3P/er5YP6ualCAhJ8HAurIQqCAm1oKnX0Lj92A26bEH9GhUEabOs7H34yjaspTNE6NjZJrefhtfdzdx48Yx58032XTjjewta8RVGIVZG+a0CSl8cuWVNCxejKRSMf3f/yb/+usPafuaNWv4wx/+QCgUYuLEiTz00EOofD10b32dgL2ZXo+Gsi6lXFhC9TYm/fl6tNFGkEO4m3uIhCQs2XGD04j+fi/BASc7QvmE0JBgDpBl9WHf14K7oQu1JRq1LkLqGWPRxZjxBSU+XOcFNExJ7sNZ241twjTUBh1BVxfO+vUAVPUYeH9HMiBx9rAuVAemayUVan0UamMMGlMcar0FJBURvwt/fwPe9pLBvkpqLZI6iaa33icqP56in56z//rBdns+b+wME5FlZk3MZdG8kYf8niIBD87GzfTXbeJfm224AgaSrRJXX3slxujDg8OX39tJeW0nep2Gn3xv5pCv5WvvdvDPlzdQWd8FwKTRmfz4ihmYTSL5siAIx4csgzo9nTEP/Jo9v3uYdVffxNwlL6HSfBpeRQIeQp5egu5ewu5egu4e5JAPAJU+Cp01HVPqWPSxmcqX8iEM8j5LBH3CceHrqiDk7lFyvkVSgArirXr0slNZy7c/B1ybW4eMRLQ+hNUQprlPCZR8JbsJaoejV0focyqVKWxdtXRYlGnebIub2Ox4Cn97Fe815AOQWLUVR3U15sxM5i9bxs5f/YqGxYvpm6VsQhie6KHhhddpWLwYlVbLaa+8QvbFFx/S7s/W0b37jp/irlqGt11Zq4ZKy0fNwwhHfORFOZhx1gQkCQIDXgJ9Diw5n44o+Xoc6GLM6GONeA0WVq+LAeA0azP+XgcxIzKIGfGZWriSmvf2RjHg1xCr8TI13Y3BlEBgoAYGPn1Yf8jKyyVxyMC0IjOzZs9EUmtAlomE/ER8A4Q8ffi6q4gE3J85h4Q+LheVPoGudavQ2wZIXzgaAFmWCMWNZkmJia2lykjsjAk53HTF9MEgNuxz4GraiqtpK6FggFf2JFDfb8CoV3PnTxZijI457PWwZksNS1eXAfCjK6aTZIv6opfOUYtEIny0rpJXlu4gEAxj0Gu4+ryJzJ9eINbvCYJw3MgyuN1+khOiicrNYNSvb2PXb/9Aye//QP6N5xPen0HhwPppldaINjoVS6ayJk9nTUWtH7r3wiMhgj7huHA2KvnQLFlTKOtUXvAp0coGAX18Lr6OMsKBMO0uZWo3LTqApIui3aGM/jib2yB3OBkxfjpQ8r9Z68vozVByIhk3fUJoXB7dthzkJjWxETfeFcvQRkVx+tKllD/+OFX//jeSSoV2/rnQHyE71k/9X5eiMZmYu2QJaQclVf5sHd1LLjiX7505kp5NT4GspFkxpY5hTZWWnXW9SMicN9qJJKkJDLjQWY3orEZkWSbsC6Ix6jDYlCF+n8vPC3uyCIZVZMf6mDpahSTFAODtsBMY8GAtGo5ar2ZLtZctncrU7aXj7BhMKiSVBo3ZhkprBJWajv4QT66WcfkhNcrPeZkNOKpKv/R6KDt3M9BYEgl5nTgqNqI21hKVp2yaCblDkD6dtc0xrFhZRzDoQKWSuHLheBbOHYkkSQTsLbiat+Fp3wtyhGBY4uWyDPZ2aFCrJH5xw3zSk2MOO/eWPY08/dpGAC48o5jp44eu5Fp9Sy//fm0Tdc29AIwqSOFHV0wnIc4yZOcQBEH4PL19/Vh1XvJi3XhadqLWO0ieM4rKp14iaXYGlqx8zOnj0UanorOmoDbEnPAvoiLoE4ZcyNNHoL8RkDBnTKSjtAqAOK0dAI1eCYa87b10upTUKEmWAN0ePcGwhE4dIZKk5G6LdbZTKSkbARICndSlKrn4Evva2f6LtXTc9EsAcuPdqI165ixeTMeaNZT+6U8ATPvXv6jsMQAetM5+fM4gZ3z4IUmzPk2qLMsyTz2llFWLNmm58wcLyLX6cDcpgas+Phd9bDabtpayeIsJkDgnr5tUSwiIKMFeOAIqCUmS0Bh1yBEZSSUhy/B+YypNDiNGTZgLEqtxN3hQm/ToY80Yk2MwJseAPEBtu5439in9npfjYnimmUgA5JBvcP1j64COZ3Yk4fRrSLYE+OHETrRqGZXWhEpvQa23KFO7BisaUywqfRRy0EtgoBVvdw3hlh0AqI0QCYXp3tdNT8ocKkLJbHutmVC4G4CCnASuu3Ay2UkG3M3bcLfuJuhoG/yd+fSZPL/dSnWrC61Gxa3fn82ogpTDXgvb9zbxxAufEInIzJ6cx6Vnjzum19RneX1B3lpewrI1ZUQiMmajjisWjmf+tAJUKjG6JwjCEJNlVGE3qpALVdCJFHKSgZ+MTJA8fiRzPIaEfPKuHUXXhl/irDaTc/G1J7rVhxFBnzDkvF3K+j19XDYag5XuPicA8QYfksZAJBQEIDDgocenrOFLNAdp7g4CUaREBfBasmEAPOt34Jici4TMuDvOYX2JGVU4iHr3JlyRMM39+6t8pEsU//shgg4HW269FYDx//d/5F51Fb7f/QeIwlnXzYIVK0iYMmWwreFwmEcffZQdm9dwzel5zJ+QgVpyIkf2b5qwDcPbVc4HK7fx9r54ZCQmpQ4wJ9+NJIEcjiCpVUjqQ9enSSqJSETm/X3RbGxW2nj56B7SkywcqMihPFBNJAgV9V5eqssiFFExPMHDWYXdhAczqkhozPGUdMfx4tYQwZBMRqKJX98wj+hoZWogEvQR8TsJ+x2E9lfg8OxPjXOwUDBM1c4e9jVq6UkdR6O3gGCrH1DSmuRnJ3DR/CLyY+34Oj+kvaJucKQTSY0pZST1/jyefqeCAacLk0HLnT+cx4hhhydYXr25mqdf24Qsy0wbl82Prpj+tQMyWZbZsqeRF5Zso29A+QVNHZvF9y+aQkz00KVLEAThFCeHUYecqIIOVCEnqpBr/3uhRFgbTeOAiaZeM6fPn0ZMXDxIn34GROXl4aypOXFt/xIi6BOGnL9XqRxhSCgAoKvXBUCsMYQuOoX+kj3o40EOQZ9XeQkmxhmpbFOCwTgc1HiVKV2dWZl+jNX5caiV4Ck22I8qEqbwpz9lTb8fTHqSLAFMCVZWnnstyDJFP/0pI++8kzUXX0x88UzaglGER805JODz+bw8++QfKDLb+d6PpuwPSGS00ano43PxdlXSU7WOpZVxbGpSdrBOTndy8cg+lB2yEpJahSzLg0P2snxg56zEh9VxrGmOAeCCwi7yNZ142kOotGp0VjMqrRrkMBV9Rl6sTycYUZEf7+X6mTKmmFGoDVFIah3hUIR3N/fw4W5l4W9RUoirxzfiKanAEzm82sbBAmGJyio/VXVBmlwmuo1pBLTDIApwAkRIjLcwviiRiZlBEqUGAm3bsLd9ugNYG52KKaUYObaINz6uZPn63QCkJ8dwxw/mkJp0aIqCSERmyfISFn+oPG725Dxuunz619640dY5wPNLtrKnQhlxTIy3cN2Fk5kwKuMrnikIgvAVZBl1yIEqOKD8CymfW7JKR0QXR8CYTlgXR1gdxbqdjTS19XP5OeOJiT9801okEEAOf/l784kigj5hSMmyTGCgFQB9bBayLNPZq4z02Uwh5IiajtXryLpkKtFFw7GvU3Yp2RLS2VjTAoDJ68MZUF6aqeeOZ1cDaOtrqUMNJJGVbSB90Rz6KyrxFSv5+WKNIVyNVYR9PtLOPptJf/sbG3/4Q5rfe4+0KePZ64ZNTUHO72hAJztxd9fSW7+T80ZrACWgU6ZxM/F0lOOqX095l5G39qXTvz8wPbugj3m5A/vTp3w6YnXwGg1JkgiF4dXd8ezuUoLU84p6mZnjRom0PhUJRVi+R8uKriRAYniqxA0zdKgCPXg7lB2ofR4N/9uTQKNdSRh9WvYAC4v6UAFEBk+KSmtErYtCpY+ipc7Opk1tVPZp6Y5OJ6LWggrYn0XAoNcwPC+JonQD+bEDxIYbCbv3gh0C+w+psSRiSh6JMXkkKkMcq7fU8Nq/P8LpVjbVnDmzkKvPm4hOd+hbiM8f5B//W8/WEiV59aJ5Xz8hss8f5M2PSnh/7T7C4QgatYrz5o/igtOLDzu/IAjCkZIiQVRBO+pAH+rgAMhhZJWOsD6ekDmHsM5GRGPhQM6sUDDMum21tHYOcOnZY8nPOTzgczU14aypYfwf/vBNd+eIiHdMYUhF/E4iQS9IElpLAh5vEJ8/BECMMYSjqpzendVkXTKVkFFFKKKM/qjattHRHgdYiM40QTWY1QHckjJlF6f301IZghyIt4TJvWoGK6/9KxRfA4BRE8HZ5yC6sJDTXn6Znb/5DbUvvICkVjNzdArbNwXpcWt58tn3uXpsN1q1jMWgwu0LoY7NJym7CE/rbvqr1lDebeKThhTq+pRAK9YY5JKRvRQmeL+w3wdG++xeNS/uTqTRbkAlyVwyqocxpg76S3sJDniIGlaIJiqKzr1lfBwcTZlTSf0yNcPBBSN6waXEcrIMO7sSeLvUjDcgYdRJXHtmGlOLJ6PSGpE0BlRaAyqNHkmjp3FfHR+8tIzdHa0MWJOBQthfDjLGqGF4UToFmbFkxvhJUrcR6N2p1MN1QBiUHb2xWRgSizAmFqIxxhIKhVm/o553VqyjvdsBQFqSle9fPIXiz1m/19jWxxPPf0Jr5wBqtYobLp3KvKn5x/5aishs3FnPy0t30GdXpnLHjUjnugsnkZzw5XmwBEEQPpccRh3oRe3vUQI9IKyLIWAZRtiQTEQTPRjkHczl9rNmazUut5/Lzxn/uQFfJBik7JFHMKWnk7Fo0XHvyrEQQZ8wpIIeZRelxhiLpNZidyp/VCa9Bp1aJqAPYN/bCLIBh1sZVzJoIphiNHg0FggyuDYiWvLQ1egCYsiZlknJxh4AonRhNBYJle7QXEbetgFOf+89ap9/nrLHHgNgxrPPknPWpVyjX8bjH7go6zLzhzU6EtTthLzdXLhoAWp7MyUfr6Oh30BpZyaeoHJctSQzM3uAM4fZ0WsOT3h88LSuJEmUdeh5tSQRb1iDXgpyUVwpBcEAan00saOyBp9X2xvmFc8s7D4NKknmwlEO5oyJQRtViNaSyEAoiufer6GkUtm8kZdp49brZpMYf+iO1IA/wIcvLmXVllrajIlADFhBioTJ0PiYMXssY4uTiJU68HVXEbA3QZeMb//zJY0BY0IBhoR89PF5qHXKVHpPv5vVa3azclMVdocS6FpMei5aMJozZxah+cz6xUhE5sN15bzy3g6CoQix0UZu+8EcCnMSOVY1jd08/9Y2qhuVjSViKlcQhGMmgyrsQOPtQB1QlueEdfH4rWMIG5KQ1V9ev7a1086GHXUY9FpuuHQqCfGHp1mJBAKUPvIIjqoqzl63Do3x27nGWAR9wpCSg/sTTmqVAMLpVn6OjjISCUnorGbyvn8u8eMvon7lmwAYZT/ezgFcYSUw6q9oBVUctngtzj4TRMBqlJESlHV+Bm0ElUZN3gUL+Xj/eb0hFalnXkzf7t1svf12AMY//DDDrlV2T0058xJuNO/hn69uxhUw4CITyOSJ93oA4/5/CpM2zNQMJzOyHFgNX7wuQ5IkAg4PPj8s70hjc0sMAOnRfq4Z10W8KeaQxzv7/LxfZmGbS0monBij52ffm0pBfhaSJBEOR/hwXTmLP9iMzx9Cq1FxyVljWTh3JOr9gZYsyzRs2Mq7r69kl8+MzxQDxkSQI6S6O5g6JpHpp2ViCHXht3+CXO3DcVAbNGYbhvhcDImF6GOzB5OAdvY42bWvnM27G6io6xp8fEy0kXPnjOD06YWfWzKtrWuAf7+2ifJaJe/iuBHp/OR7M4i2HF0R8AP67G5eXbaLT7bVAqDXabjgjGLOnTMSnfb4FjQXBOEkI4M60I3G144q5CaiMROIHk7ImIas/uqgLBKJsLu8lbLqdoZlJnD+GcWYjIcnew8MDLDn/vuxl5dz2ssvH7J2/NtGBH3C0NofRMgRZVOGx6v816jX0PjGRnKumEbmheNR682o06YDDZjNKtwD/sGpXlNeOtSDSROi32SGATBowqhNJvCASoKQx0/hDTdheGkXPkscXW4dttQcVl8wf3AjR/Hddw82q7y8nJf/9Xvm5FlJSsunpDOabrcWX0iFWpJJsgRJjgowItFDbqwP9RfsOVDK54RQ65UAqM4fzxulNuw+5U9pSmwHM+USXB/00N3Rjz4+FWNSFqvf3kDZjO/hi1Kmc+dMGcb3L5qMYf9xKuo6efaNLTS19QNQkJ3AjZdNJjVej+y3019fS+mHq1hZ7qDKlEtElQYmMOFncoqLGcNlYvV+oBk6mj8dzVNr0cVkYkjIx5hQiMYUiyzLdPW6qN7VSEVtJ2XVHYPTtweMGJbMGTMKmTQ687CRPVDW2S35eC/LVpcRCkfQ6zRcdd4EzphReEzr9wKBEEvXlPHOilL8AWU5wGmT8rhi4XjirKajPp4gCKcwGdSBXrTeZqSwl7A+AV/0KML6xM+duv08TpeX9Tvq6bW7OX16IVPHZiN9TvaBrvXr2ffXvwKwYOVKkmbMGNKuDDUR9B3E7Xbz1ltvsXXrVrZu3cru3bsJBALcd9993H///cd83Pfee4/HHnuMXbt2ATB+/Hh++ctfcu655w5Ry789NCYlqAm5e5EjocEP8EhPF3UvriC2OJOYkWl0b38BrzQbAIMqiCYjBWpBRYTg/uBPstsJSsraMZ1aHhztCkckJE0cW26+mdiiBbRb4mi0G+i65HuDGzkmP/EEkiQRCXop3/IB7RXrue+qA2XEvEzOCkIkdMT9OpB3T5Ik1HotvS4Vb+80U+5WNoGY3L2MXP4fbN31lHmVKdG8a6+lvryBbX05dJ91CwCJsWZuuHQSIzIMhAZqqWvv5M217eyoUzZImHQRFg53MDGlAWnvVtqB5gEdq+us7O1IQrYoqVEyrD5mZTsYneRGc9AAmNoQjS46DV1cFvqYDNTmJDp73VS39tFQUkdDSx/1Lb2DGzIOUKkkCnMSmTAqg6ljs7HFfn5R71A4wpotNbz50W76B5R+jh2exvWXTD1s+vlIRCIyG3bW8erSXfTalcohB3IE5mXajvp4giCc2lQhD1p3HaqQk7A+gUDcRCLa2CN+vizL1Db2sG1vExazjh9cPIW0z0k67+3qoupf/6Jj1SrSFy5k+tNPY0o5fK3zt40I+g5SXV3NtdcObTLFv/3tb9x+++1oNBpOP/109Ho9y5cvZ+HChTz55JPcfPPNQ3q+E01JCGwh4nfh660jGFIiEm9TI3I4gi56IroYLQF7E72NmwAbnn0NeAuVP0qtFCbgV6ZUVeEgqv0zijKgD7gBC06/CntJPfayMpISimhPH82uNjOXXzAaT3MOEx6+B2fdGvx9DfjtLViRsWZEK2vwNDoIH1nAd8iaPZWEt2uAtk21rO9OpixpEhGNDiIRsvZ8TP7GN9FKMuFgEF1MDAnnX8T7bWEaJl+HrFKjkmTmj9Rwem4L6uZS6mpVrKiNYWNjNGFZQkJmcrqLcwr7MOsiyDLU9BpYWWuluvfTka6ieC9njtFSkG5FbUhDpTOjMcagMcaisSQw4IGqhm6qd3VT01RCY2vf4Eaag6nVKrLTYinISWRkfjLDc5O/tEatsqmjjrdXlNKxf1QwMd7CtRdOYsLIjGMa3Suv7eDFt7cPVtOwxZr53qIJTBuXfcKz1guC8B0jy2i9zWi8rUQ0Frzx04joD99s8WV8/iCbdzfQ3N7PmKI0zjpt+GEZAkIeD/WvvELD4sXooqOZ+fzz5F1zzXfmPUsEfQeJiorihhtuYNKkSUyaNIlly5bxu9/97piPV1lZyZ133oler2f16tVMmzYNgKqqKqZPn87tt9/OWWedxbBhw4aqCyecJKkwJY/C1bgZR/VKQtI8AGSPG31cHLlXXYtar6W/bCmBOiWfX2xOCnVvbICMNHRaiaBHGYXSW41ofMoGimBYQtvWBPFJ9Hi07Hv8BSSVikvv/jGlH7XQ7tTRO3YmY8724Kz/+NP2AA53AKNeh1YjKQHfEfdFwtPeT/fGCrr2tLM7mEbdxHMIpik7RxP76pjSsYaU+AC6605DH2dBm5bGdn86/+tMxBejBLxFCR7OK+oj0RLE65H4pCGGT+qt+MPKyGVGqI1JXeuwbG9gn91DkyWbirw59Cco3xpVyEwpTueCs8eTlRp3SBtdHj97q9opqWhjX81OOnqch/VDp1WTmRpLdlqc8i89jqy0OLSar14j53D5WL25muXrKwdH4qItBi48YzSnzyg4omN8Vke3g5ff2zGY1sWo13L+6cWcM/vwN1hBEISvIoW96FzVqEJuAlGFBC3DQDq696aWDjubdtUjSRKXnj2WorxDE86HvF6a336bhtdfJ+zzMerOOym++260Ud9s7dyvS7zDHiQvL2+w9irA8uXLv9bxHn/8ccLhMDfffPNgwAdQUFDAPffcwx133MHjjz/Ok08++bXO820TlTtLKdvl7MTt3K3cKEfIu+66wR1NxuQZ9JR+Atp4zDYdnc/vhCvOQ5LAYNGDAySzCcv+5MMOnwpLRz3ET6K+R0dMt4NxDz2ELSeDrF3/oXbsWSwuTSA3LYAtxkhHRzuO/m7SE8xEm794BOvzRIJh+ve2Uve/FfR1eumZfxHlUy7Cp1I2J9iMAc4t6mdUkoQkzQWUoHRzcxSraq2DOQZTogKcN8rDyGwLQe1I1lapWb6tF19Y+UYY3dVAwYbFJLSUE07PoHrMHCrGTaZfrUytajUq5k7NZ+HcUYdMnXb1Otla0sSO0mYq6roOSgitBKpZqbEU5CSQl2kjNyOetCTrUSVGDocjlFS2sW57HdtKGgmGlISAX7Wp46s43T7e/KiEjzdUEg5HkCSJ+dPyufTssVijvp073QRB+HZTB/rQuWqIqA14E04joo05queHgmG2lzZR3djNsMwEFs0fhcWsH7w/6HLR/O67NC5eTMjtZtj11zPmnnswZ3w3MwmIoO84WrZsGQCXXHLJYfddcskl3HHHHbz33nsnXdCn1pmJG30RvbteIWBvBhJAgoKbbhp8TOMbb9Czsx6mjEGlkonOV75VyYDRqAQo/rCKKNkNmGhr8pBvVbMB6PQaMJw2j+Jf/YqPFywgb91anMMn0UU8T60zcsXIVjJj/MQmffUas4OncL0d/XRtrGOgshlHThF1F9zMPk/C4AYTmynIvFw7E9JcqOQI/m4njk4n23uT2OLLwi0rbxTRYTcXn1nE/AXTcftl3l+zjw/XlKLMWkuYe1sp3LGMqRPzSHz0AcrNWSzfUkf//vQoJoOWM2YUcvacEcTsD4Z67W427qxn066GwenQA9KTrRQXplJckEpRbuLn7i77Kj5/kLKaDnbsbWbb3qZD1vzlpMdx5swiZkzIPaYdtIFgmI/WlbNkeQkenzLSOqYojavPn0BGypGvtREEQRgkg8bXhtbTSNiQjC9mHIPrgY5Qd5+LDTvq8PqCnDN7hJISav/ngb+3l4Y33qBl6VIigQDDvv99Rt9zD5bMzOPRm2+MCPqOE7vdTlOTMn01btzhReYzMjKw2Ww0NjbicDiIjj65ks0aEwqIG3UhNCmjpTEjcrAWFg7e3/T22xD5NK1HXI6yASQQkojWK2vQBnwacnR2ABr79MyZMIVcj5M6ZxT2iy+kbeWTpC3KZtiN45io9/CPLVa6HBr+vjmFuTl2ZmY7iNJH+DKSJNGzrZruXQ24C8bTkjuHsjgr/V4tKFV4SDW4GBsoJ61mD96VnWxu68fRH6Bx1FyaJpxFQKsEZgZXH/OzjVxx1430DHh57p1drNlUxf6BMiw9LRRVrObMy8/Cet+rrNzdyn+21uIPlCm/A6uJs2cPZ/70AkwGHR5fgDVbqvlkWx3ltR0cGNCTJIkRw5KYVJzJ+JEZx7SBwuHyUdvUQ0VdF1X1XVQ1dBMOf/q7ijLrmTE+h1mT8sjNiD+m9SqRiMz6HXW8/v4uevqVqeGs1FiuPn8ixYWpR308QRAEAGTQehvQeNsJWPIJRhUd8a5cUFKxlFS2U1rZRkpiNNdeOIm4GGWGxdXQQMPixbR//DFqo5Gin/6UEbfeiin15HjPEkHfcXIg4IuNjcVs/vydkOnp6fT09NDY2EhxcfE32bxvhC6ugPblj0Lq6agtOnxdFRiThhN0uehYvRr1ZGX3ckSWSBiRBh3gD6uJMShBX49by2lxSnLnLl0ie//xICk5w6gbfw0bGsxMTG0jebgyxK4nxM1TW3mn3MbeTjMr62JZVRfDsHgfWTE+kqOCWHRhdOoI4YiEJ6CipbKXbreO/qjptGadTsirgv1FN3QEybJXkbzpA8xVpUSAZsCVkElj8bm0Dp+hbOQATPYOxgxUc/Uf76JDFc3fnv+EnWUtHJh0tXbUUlC2inmXLCByxz/5YHsju/6+avD3lJESw8K5I5kxPgeVSqKsppO1W2rYWtJIIPhpnsCi3ESmj89hypisI54ODYXCtHc7aOkYoKXDTlNbHw2t/XT3uQ57bEKchbHD05g8JosReUmDu6WPlizL7C5v5bVlu2ho7QMgLsbE5eeMY9bE3K9dg1cQhFPYwQGfdRRBc+5RPf3gVCyzJucxa0Iukkqid8cOGhYvpmfLFowpKYx76CEKf/xjdFbrVx/0O0QEfceJy6V8qJpMX5xj7EAw6HQevvj+AL/fj9//6VSbw+H4wsd+27QtX87A3jpIhYgM7rY9GJOG075qFZFgkITCNCoBtzNIysRENF0RQhEVhrASeXW6tIR6qkiIL6LbrcO98GyKB2royzBS3uzlhW1x3DKtDaNRmXKMMUa4bnwXe9pNrKm30jxgoLrXSHXvFwVIycpOj/3xjwk/SZ0VxOxcT0JjKSq/Uk4uotbQmTue5uK59GUMH3x2dGc9w0pXccYNl9I76U7+9HYFTe39g/cn1O8md88Kxl90Dn1X/4XndrfQ+cIGQPlSOm5EOufMHsHI/GTaux0s/mA363bUDZYcA0hNtDJrUi6zJuZii/3iET1Zlunpd1PX3Etjax/NHXZaO+x09DiJRA6vJgKQkhBNQU4ChblJDM9LItkW9bV3oJVVd/Dqsp1UNyiVNIwGLRecXsxZpw1HLzZpCILwFb7qM0/ja9sf8BUTNOcc8XFlWaauqYetJZ+mYkmJN9OxcgUNb7yBs7qa2NGjmfXCC2Rffjlq3dEvk/kuOKnehS+88ELKy8uP6jkvvPACkydPPk4t+voefvhhHnjggRPdjGPSvmIFqv0bMcIRibBP+eOte/llAJJGp0I9uNwRNDo1sfoA3V4DPQ124k1Bej1adu90MOEKBx+6beyNncCCRUkkhSr4S2caXX4Tz+xO56qx3cQZP01LMibFw5gUDz1uDeXdJtqdOjqdGtwemSBqtFoVBm2EaH2IaE8v6vJ9GEv3oq4q40DIIwMDKXm0FkylvXAqQeP+HVqRCEm1O8jas4Lk4uE4b/8tT1T14F28BQB10E9q+Xqydn1M/HkX0fnrR3mmupvgCuV1aTRomT0pjwWnDcdqMbB5dwOLP9xN5UFVMMxGHdPGZTN78jCGZdk+NxALBELUNPVQWddFdWM31Q3dh+XeO8Bo0JKeFENaspXM1FiyUmPJTov/0hQtR6u6oZvXP9jF3sp2ALRaNWfOLOT8+cXHXJ1DEIRTz5d95qmDA2g9jQQsw44q4AsEQ2zZ3UBDax9jitI4fUImnR99wLq33sLX3U3aggVM+8c/SJk//zuTeuVYnVRBX319PZWVlUf1HI/H89UPOgYWi+Urj+92K+ucor5ky/evf/1r7rjjjsGfHQ4HGd+RXUOd69ejCil/QKGIhEqjx9/fT9OSJVhykoi3qaAe3BgAJ8mSnW6SaehWMzJngE88NlwLL+GM2B7Wt0TR49Gzoi6Os/L7uG58F89sT6bRbuAv61NZWNTPhFQXWvWno1o2c4jpajs+lRtthgrd/jUbYV+Q9lUltL6/g6Azgq9TKSEm6w302bLoyhlL57CJeK2f5ngyuPtJ37eepIrNDOQW03L13Wz1qaBECXIs7j7Sd3xIfMNeXLMWUvmzP9PtCkK5cuyc9DjOmFHIlDFZVDV08/r7u9he2kxw//StJEmMHZ7G7Ml5jB+ZcdiGiUgkQnVjDyUVbZRVt1Pd2HPIGjwAtUoiY39qlsyUWNJTYkhPshJrNR2XNzJZlimt7mDJ8hL21Sh1gtVqFfOn5XPhGaOJFZU0BEE4Sl/4mSeH0bpqCOtsyhq+I9Td52L99loCoTAXTM1Gv2sdmx7/DRG/n9yrrmLknXcSO3LkVx/oJHFSBX27d+8+0U0YlLl/h09/fz9ut/tz1/W1tLQAkJWV9YXH0ev16PX6L7z/2yrk82EvLUWVqvxxBsMSWksijW++SSQQIPPC09Dsr2vriBiJyJDobgUpmTZrLjP2roa4RZT3RXH2CAcXjB7gpd2JrKixYtSEmJ3j4PYZrby8J4FGu4E3Sm28XxnLxDQXBTYvWVFBGHCjMcuYM5Wg2t/romnJJlo/3EkkoiJgsGA32xiYOBF7WgH9KfmE9J8GKuqgn8S6naS3lBLyeGgvmEr9VQ8SVqnBtz/IsjcSt/pNQjoDnWPmUHnalchI4Api0GuYPi6HuVPzAZmNOxt4bdkuBly+wXOkJ1uZNTGPWZPyDis3Znd62VPeyu7yVkoq23B7AofcHxttpDA3iYKcBPKzEshKi/tG6tOGwxG27W3ivVWl1DYpO4nVKolZE/O4aMFoEj+nGLkgCMKR+KLPPI23DUkK448dC9JXrwuWZZl91R3s2tdCukVirLOMjnseRaXTUfjjHzPittswp6Udhx58u51UQd+3SUxMDJmZmTQ1NbFr1y5mzpx5yP3Nzc309PSQlZV10u3cBejdsYNIMIh5/4YDX0iFPj6HhsV/AyB2dDY6UxB1JEQADX0eDbaKbUjDx9PqtZBzwViKK1zs7bKwZF88P57cwfw8OytrY3ivIh5XQM2Zw+z8dEo76xujWddgxe7T8EmDlU8alIW3Vn2IWFMIbchPoLkTb1+IkHYmwYsW4TVZDwnwDtB6HCQ0lWKr240ama688eya8T1Chk+D9vTEaHK7Kxh4/126s4rZc/ZPCOs+ncIszElk7tRhpCfHsG1vM0+++AldvZ9unIgy65kxIZfTJuWRkx43OAonyzKNrf1sL21iZ1nLYalZzEYdxYUpFBemMnJYMklDsAbvaAw4vazaXM3H6yvpG1BGsLVaNfOn5rNw3qgvLN0mCILwdWn8nQTiRyCrv3oGwe8PsmFnHV2NrUzp2wc7NtBnNDL6nnsYfsst6GNP3VRRIug7js4991yeeuop3njjjcOCvjfeeAOARYsWnYimHXfdGzcCkHPmRD4JgyeoRq1PpmPNGgA0Fg1qFcS4OumNTqO+38C4n8xl2ydd1EWSWFEVzaLh/ZT3mKjrM/JueRznFfWhkmQ+rolldV0Mu9vNnJVvZ3qOj5kZEntqHVT746ntM9Dn1TLg1zDg1wAGiLFCzGcaKUcw2buI7m3B2lqF0dmD32SlN3MUZWfcQFj76bdNq1nHtPG56JoqKVnxEZvTRhI468eD9yfEWZg1MZeC7ARqm3t5f035IZs69DoNE0ZlMGtiLsWFqWj274wNBEKU1SjfRneWtQymNjkgOz2OccPTGDs8nWFZtmPeUXusIpEIpdUdfLK1ls27Gwjtn1KOthiYP72As2YVicTKgiAcf7JMyPLV6/h6+l2s37CPuH2bGF+9FY3BwMh772X4LbecdDtxj4UI+oZAUZEyhbly5UrSDhouvvXWW3n66af55z//yRVXXMHUqVMBpcbvH/7wBzQaDbfeeusJafPx1rluHQDZE1JgqzLS1/LJBiKBAJacHIION1qLjjRHHb3Raext1jIpXcfCKSGe2AQ7OqzMyHFx6aheXilJYH2jlXBE4oIRvSRbArxXEU+/V8srJQm8XRZidIqXvDgT81N6meuqpuqD7XR0BPBF2YhEWQmGZVThEBrC6P0eZK+HkM6IJzEDuy2T+onnEjAf+oagd/UxMkFP/twZNFQ1sXr1HvwaPeQr1VXMWonpkwsYlmWjvdvB5t0NvLW8ZPD5GrWKcSPSmD4+l/Ej0wd3r9qdXnaWNrO9tJnSqvZD0rLotGpGF6YyYVQGY4ennZB1cbIsU9/Sx7rttWza1YB9f9JogLxMGwtmFjFtfPYxlWATBEE4FmFDIpLqy5c6VdV3Urv0fQpK16INBRhx260U/+pXp/TI3meJoO8zLrzwQtrblcX5bW1tADzzzDN8+OGHAKSkpLBkyZJDnnNg80gweGhd18LCQh599FHuuOMOZs2axRlnnIFOp2P58uV4vV6eeOKJk6ru7gFyJELnunVIahWWuAh6dQR/WEXVOmWHa2xxMX27ajGlTmTOojRKdkF5XxQ7nl3GsOm5jLYaKBmI58XdSdwytY1LRvXwRqmNTc3RVHfpmB7ew9XhLVRmTGFbdzx2n4YtLVFsaVHWkqlCqRiLR6Ar8KAOeJBkkNUaQnoTAb0JnyWOiObwzO2qcBBrey1R3c0YY6LRzJzP3k4PO9/frTxAo0frdTE8VmL4nOk4PAF2lDXz8YZPNw+p1SpGF6YydWwWE0ZlYDHpiURk6lt62V3eyq59LdQ29XBQ5TTirCbGj0xn3Ih0RhWknJDUJsFQmKr6bnbua2b73mY6D6rhazHpmTo2i7lT88nLtH3jbRMEQQjrbF8YsMiRCDvW7iDy3ivkdjeSeellTH7s0e989YzjQQR9n7Fr1y4aGxsPua21tZXW1lbgyzddfJ7bb7+dYcOG8eijj7Ju/+jXxIkTueuuu1i4cOHQNPpbxr5vHwG7nZhROUhShKToEE39Omr3VmMG1CYTNf99m6jcZDKHp5Mf76W610j95EVMKOrlkqCLto3R9Hi0PLU1mcuLe5nnXctG3WR6/EbeZQoZVh+Tol38JKGGkpWN7GuW6E3Kx2nLIKLR4Y5Pw/0lbZTCIUwD3UR1N6H3DKBSqfCYoulPK6Q/ff/OsFZlHZ7B0YOtcS+2jBTUE2eyr2WAkg/3DB5Lq1UzpjCVqeOyGT8yfbCaRklFGzvLWthd3orjoM0bALkZ8UwszmDCqAwyU2K/8TQBkYhMa6ed0qoOSirb2FfTgT/wadobrVbNxFEZzJyQy5iiVDRiVE8QhBMooov53NsDgRA7n3+Z6A3vo0tMYt6HH5K2YME327jvEBH0fUZDQ8NRP+fggvefZ9GiRSft2r3P071pEwAJU8cDkGxV0dQPbXY/+YCvo4OQy8eOu54j86JpTC4YTTWT2dwczfDYALb6bSxo3srSlIvpduv455YEFoxW86uMTtbUx7CuQUm83DxgAGxYwmZiVbWkVmzC6HgXWVIR1hsJqzSEtXpklRpNXDyhQICQP0BYqydgisYdm0pX3vjDRv20ahU2RzuqunIkCVxpw2gtnksLQE0PoGzGGDcinfEj0xk7PA2dVkNjax8fr69kT0UblXWdhA9KimzUaxlVkMy4EcrjD5T8+SaEwhE6e5y0dNhpaO2jvrmX6sbuw3YDW6MMFBemMqk4kzFFqRj0R1fHUhAE4XiJqA9/z/QMOCl/7BFiG/Zhu/xqznr2X2i+pCCCIII+4Tjo3bkTAEtePgCZMT62YsGeMgxLXh49W7cCEAmGaV9Rjv+19Qy7UE1N5gReK4vn2oSRJMRu4cfDy3m9KY/6fgPLqhPZ0uyjqHc3s1etoNWaR9vw6TgTsnDZMnDZjj13ocbvIUnykjm+GGd1NS2N7XQkZCMXzznkcVmpsYwdkc7EURnkZdpwefyUVLTx79c3UVLRdlhy5OSEaCaMVALDwtykwc0bx0MgGKan30V3n4vuXhedvS46ugdo7XTQ2eM4JAA9QKdVU5iTyOiiVEYXppKZ+s2POAqCIBwR1aHhiquzk9qHH8Lo7GfEv/7L5Ju+f2La9R0jgj5hyPWXlgIQlTkSVA3kRNkBC31phRhCxbhqa1Hp9UT8fnSxVkxpUZyb08+r8gCdYSsv9qZx1ZSZpNt8/DC6gdWb/KzzDKMHM+vNU5HOmUBcSyXJVVvJ2/IOIb0ZjzUBd2wKvpgkAqYoAlojskqFLKlQhwKow0G0Hgc6rwtt0IsqoARokSgrodwRtPpNtJa2AWZIVtZZxlp0jCpS1tkVF6Sg1aqpqO1i064Gnnl9E41t/Yf026jXMmJYEqOL0hhTlEpywtCm4nG4fLR2DtDR7aCjx0l3r5POXhc9/S4GnL4vfa5epyEtyUpWWhxZabGDef2OZyAqCIJwPHg6Omh44B4kScXMD1dQOHfGiW7Sd4YI+oQh56ytBSC6oAhj8nAoe4+UKD/tTj39s6cwbqoFjcmILtaIITEGSaWMLv00YOff2wy0OPQ8vS2ZtP5SRpdvwNJUz6y+AVpGzKR1xCyciVn0Zo2iN2vU4Dk1PjcGVx96jwO9owdVKIDKYEQymvAGI4MbOD53RHD/AJ3R3oWtt5GJ86cw5+rzMRv1VNR3Ul7byQdry2lo7TvsqZmpsUpKlRHpFGQnDFlKFbvTS21TD3VNvdQ191Df0nfILtrPY9BrsMVaSIizkGSLItkWRWqSldREK/Exx6cqhyAIwjcpaLdT94f7Cas0zF25isKJxSe6Sd8pIugThlQkGMTboZTkMmdkYExKQo6EmVCxmqXOZNZ1JTD9tGHoNZ9ON/p6HDiq2tHEpDH5jWeRUubQXDyX1thi2icXkm5eR9q+dWTtWUH2nhW44lLpzRhBX3oRDlsmXquNkMGMy2DG9UUNO4jW7yHZFkWCRUNw5TJ0VXsw9XcQd8GlmH50LS32AH/810raux2HPTctycrwvCSG5yUxqiBlSHLUeX1B6pp7qG3qpbaph9qmnsPy9QFIEsTHmElJjCYlIZrE+CgS45QgzxZnxmLSi8BOEISTlhwJU/3YH4n4/Ux890MR8B0DSf6qXQjCt4rD4cBqtTIwMPCtrOThaWvj9bQ0JJWKawIBVGpl1+crGZmsWHArbouNET3bmadtoHvrHuSIDnN6Du0rVgAQUKuR1WqcKQVUT7mQgZS8wWMb7V3YmvYS31xBdGc9Zr8TORQkpNLgi7bhs8QSMEYT0uqJaLRIkQhGWzyRzlY0Tjt6t52RV1xM8veuY9u/X6CmrBZnfAau1DxcUZ+fiiQ1cX+QN0wJ8mKGIMizO71U1XdRWd9FeU0nDa19RD6z5k6SlAAzN8NGbmY8uenxZKbGis0VgiCcUg585n389Iv0vfsO7qVvYnnkaS795Q9PdNO+k8RInzCkvJ2dABiSkgYDPgAp4Kdw1UvsPO829tkmYlpfQbZPi6uulojGiDMqCrPLhS4chnAYfWMp8Y2l9KUX0Vw8l66csXhjEmmOmU/z6PkAqANeTAPd6N12DCEfWjmMTqfBYLMRCYdxdnYzEJIJDEsnYksmaEthgy8Mr+8F6ziYPu6QtttizWSnxZGVFsewLBt5mTaiLQa+jkAwTH1zLzVN3dQ29lDT1HNISbaDz52baSMvI55hWTZyMuIxGXRf69yCIAgni0BPN64P3qZv9gVce8f1J7o531ki6BOGlK+7GwBDQsIht6uNRhLrdzMvz8KqWhc7p15GgrccqfnvuEpLifqcY0lAfEsF8S0VhDQ6erNGYc8ZjT2nGIcplrDOiDMhE2fCFyTgjP5M4mufUvlC7fdiDTrJHZVP/qg8stLiyM2I/9oBHoDL46e6oZvK+i4qajupaewZLF022C8J0pNjKMxJpCgviaLcJFG3VhAE4Uu0vrmYiM7Egr/+6RsvR3kyEUGfMKQCdjsAupiYQ26PLS7G3djIFE8tLcZYqrw6PogaQ9qMy8nYugRLKIg2EkEOhQ47pjYqClUgQFLtTpJqlXQwEUlFZNhIItn5eI1WBvqd+INhwhpldExrMpI6YxqJo0fR9/579K/4AIOrnyh1hGn330vhjb9AUn29N45QKEx9Sx/Vjd3UNfdS29jzuesArVEG8rMSyMu0DY4gmoxiFE8QBOFIBXZtw3vW9xg19uSrYvVNEkGfMKQiASXhr1p/aI3EtLPOomXpUvY9+gi3b93G439/i4qIjdYxp9OfNYr8jW+RXL0NCdCYTERCocFjBZ1KSTBJrUZjNiOpVATsdlTVe6F6LzrAijKamDRzJvk//CHpCxdS+8IL7LrxfLQ9PSRKEvk33MCEhx/GYDu2UmL9Ax5qm3uoaeyhqr6bmsbuQ+rmHpCcEE1BdgJFuYkMH5ZMsi1KbLAQBEH4OiJhxt78U/Fe+jWJoE8YUtL+dXyRz9YhvukmKv/5T+ylpbxTkI86NpakjFH0TbkET0wye875KTV9baSXrSO1YgP6gAdtdDTJc+eSevrpJM6cSezIkai0ykaGoNtNf0kJ/t5ewj4fxqQkEqZORaXV0r56Ne9Pn07/HqVUWsyoUUx/+mkSp007oj6EwhFaO+zUt/TR3N4/WMni83LhRZn1FGQnkJMRz7CshCGbJhYEQRA+NZAyjMmzxpzoZnzniaBPGFKm1FQA3C0th9yu0mo57ZVXeO+CC5Bra8no6SGjZw2h0s00jDuT+vFn445LpXLW5VTNuoy8RDNTpxaRk59KVmrsYWs4tGbzYUFc16ZN7Pj1r+lcuxYAfVwcYx94gMIf/WgwWDxAlmUGXD56+lx09jjp6HbS1j1AS7udtq4BgqFD1+EBSJJEWlI0wzITGJadwPDcRFKTrOKbpyAIwnEWGj5OfKEeAiLoE4ZUdEEBAK66Ony9vRji4wElyHr1k09YnJFBTGwsizIzGT96NCqtlnk5ORiHj6LMrWXN1lpqGnuo6fJQ8+5OYCd6nYbUxGhSk6xK8uFYMzHRRqLMBgx6Dc7yfVT+4//RvmYtEbWGSOZwkhZdQNJFl1Gv0rFn+V5cbj8Ol48Bp49+h4f+Ac/nBnYHmAxasvenSUlPjiErNZbM1Fj0OvEnIwiC8E2LGS1G+YaC+AQThpQpJYXY0aPpLymh9sUXGXnbbYTDYR599FE++ugjAL53111ceumlgBIMuhoa6N60idi9e5lXUcEEdHTmjqctKpUWnxqPL0h9Sx/1LYdXxBiUeRZce9aht72750vbKkkQG20iIc5CSkI0yQnRZKTEkJ4cQ2K8RYzgCYIgfEskjio60U04KYigTxhyeddey/Y772T7L36BpNfzckMDG7ZuRSVJ3HnDDYzU69nz+9/Ts307PVu34m1vP+wYBl4nFxiRkkriTbcQyC6iN6yhs7WLri47drsLv8ZIWKtHVmuQdHq0RgManQajXotBryXKrCfKrCfaYsBs0mONMhBtMRAbbSLWaiLOakSjUR/eAUEQBOFbJbkg76sfJHwlUZHjO+bbXpEDQI5E2HDDDdQ89xwAEcCn12OORJA/s8EDQNJoiB8/nvgJE4gZPhxJo8FeVkbTkiV42tq+8DyGxESGff/7jLzjDoxJScepN4IgCMKJcuAzr2RfPcXDs090c77zRND3HfNdCPoA+nt7eWruXOIqKjAcFOhJKhUxxcXEjhpF/IQJ2CZNIn7CBDTGw8ubhQMB6l95hcYlS3DV1+Pv68NaVET8uHGknnEGyXPnotKIwWpBEIST1YHPvMbmDjLTxZf7r0sEfd8x34Wgr7OzkzvvvJOWlhZirFYe+sUvSDYYMCQmYkhKQmMQO7AEQRCEr3bgM6+3t4+4uNgT3ZzvPDFMIgypxsZG7rzzTnp6ekhKSuKxxx4jPT39RDdLEARB+A4T66+HhihgJwyZ8vJybrnlFnp6esjKyuLvf/+7CPgEQRAE4VtCBH3CkNi+fTt33HEHTqeT4cOH8+STT2I7xnJngiAIgiAMPRH0CV/b2rVr+fWvf43P52PixIn8+c9/Jioq6kQ3SxAEQRCEg4g1fcLXsnTpUv7yl78gyzJz5szhN7/5DdrPlDwTBEEQBOHEE0GfcExkWebll1/mmWeeAWDRokXcdtttqFRi8FgQBEEQvo1E0CccNVmWeeqpp1i8eDEAV199Nddff70oWyYIgiAI32Ii6BOOymfr6P70pz8drKMrCIIgCMK3lwj6hCMWCAR48MEH2bBhAyqVirvvvpszzzzzRDdLEARBEIQjIII+4Yi43W7uuece9uzZg1ar5f7772f69OknulmCIAiCIBwhEfQJX8lut3PXXXdRXV2NyWTi//7v/xgzZsyJbpYgCIIgCEdBBH3Clzqkjm5MDI888gj5+fknulmCIAiCIBwlEfQJX0jU0RUEQRCEk4dIqiZ8LlFHVxAEQRBOLiLoEw4j6ugKgiAIwslHBH3CIUQdXUEQBEE4OYk1fcIgUUdXEARBEE5eIugTRB1dQRAEQTgFiKDvFCfq6AqCIAjCqUEEfacwUUdXEARBEE4dYv7uIG63mxdffJFbbrmFKVOmoNfrkSSJ+++//5iO99xzzyFJ0hf+u+KKK4a2A0chEAhw33338dFHH6FSqfj1r38tAj5BEARBOImJkb6DVFdXc+211w75cceMGcPYsWMPu33KlClDfq4jIeroCoIgCMKpRwR9B4mKiuKGG25g0qRJTJo0iWXLlvG73/3uax/3ggsuOObRwqEm6ugKgiAIwqlJBH0HycvLG9zBCrB8+fIT2JqhJ+roCoIgCMKpSwR9pwhRR1cQBEEQTm0i6PsG7Nixg1/+8pc4HA6Sk5OZN28es2fP/sbOX15ezt13343T6SQrK4vHHntMlFUTBEEQhFOMCPq+AUuXLmXp0qWDPz/44IPMnj2b1157jaSkpON67u3bt3Pvvffi8/kYPnw4f/zjH4mOjj6u5xQEQRAE4dtHpGw5jlJSUrj//vvZtWsXAwMDdHR08O6771JUVMTatWtZuHAh4XD4S4/h9/txOByH/DtSn1dHVwR8giAIwrfV1/nME77aSTXSd+GFF1JeXn5Uz3nhhReYPHnycWnPggULWLBgweDP0dHRLFq0iLlz5zJhwgS2b9/O66+/zpVXXvmFx3j44Yd54IEHjvrcoo6uIAiC8F1zrJ95wpE5qYK++vp6Kisrj+o5Ho/nOLXmi1ksFn7+859z880389FHH31p0PfrX/+aO+64Y/Bnh8NBRkbGFz5e1NEVBEEQvquO9jNPODonVdC3e/fuE92EI3YgVUp7e/uXPk6v16PX64/omLIs889//pPXX38dEHV0BUEQhO+Wo/nME47eSRX0fZf09/cDYDabh+R44XCYxx57jA8//BAQdXQFQRAEQTiUCPpOkDfffBOA8ePHf+1jBQIBHnzwQTZs2IBKpeLuu+/mzDPP/NrHFQRBEATh5CEWeg2BoqIiioqKaG1tPeT2hx9+mJ6enkNuCwaDPPDAAyxevBij0cgPfvCDr3Vuj8fDXXfdxYYNG9BqtTz00EMi4BMEQRAE4TCSLMvyiW7Et8mFF144uM6ura2N5uZm0tLSBqtXpKSksGTJkkOec2DNXH19PdnZ2YfcrtfrmThxIhkZGTgcDnbv3k1bWxsGg4H//e9/XHTRRUfVPofDgdVqZWBggEgkIuroCoIgCCetgz/zRMqxr09M737Grl27aGxsPOS21tbWwVG8rKysIz7W7373OzZt2kRlZSU7d+5ElmXS09P50Y9+xO23305hYeExt7Orq4sHHnhA1NEVBEEQBOGIiJG+75gD33rOP/98BgYGRB1dQRAE4aQlRvqGlljT9x3V29tLVlYWf//730XAJwiCIAjCVxLTu99RhYWF/OUvfxHffARBEARBOCJievc75sBQd0dHB0lJSSe6OYIgCIJw3Ijp3aElpne/o4xG44lugiAIgiAI3yEi6BMEQRAEQTgFiKBPEARBEAThFCCCPkEQBEEQhFOACPoEQRAEQRBOASLoEwRBEARBOAWIoE8QBEEQBOEUIII+QRAEQRCEU4AI+gRBEARBEE4BIugTBEEQBEE4BYigTxAEQRAE4RQggj5BEARBEIRTgAj6BEEQBEEQTgEi6BMEQRAEQTgFiKBPEARBEAThFCCCPkEQBEEQhFOACPoEQRAEQRBOASLoEwRBEARBOAVoTnQDhKMjyzIADofjBLdEEARBEI5cVFQUkiSd6Gac0kTQ9x3jdDoByMjIOMEtEQRBEIQjNzAwQHR09IluxilNkg8MHQnfCZFIhLa2tiP+xuRwOMjIyKC5ufmk/mMT/Tz5nCp9Ff08+ZwqfT3afh7LSJ8syzidTjFKOETESN93jEqlIj09/aifFx0dfVK/+Rwg+nnyOVX6Kvp58jlV+no8+ylJ0inxO/ymiI0cgiAIgiAIpwAR9AmCIAiCIJwCRNB3ktPr9dx3333o9foT3ZTjSvTz5HOq9FX08+RzqvT1VOnnyURs5BAEQRAEQTgFiJE+QRAEQRCEU4AI+gRBEARBEE4BIug7Sbjdbl588UVuueUWpkyZgl6vR5Ik7r///mM63nPPPYckSV/474orrhjaDhyhoe7nAe+99x6zZ88eTD0wZ84cli1bNjSN/ho2bNjAOeecQ1xcHBaLhcmTJ/PCCy8c9XG+DdfT6/Xyu9/9joKCAgwGA6mpqVx//fW0trYe9bH6+/u59dZbycrKQq/Xk5WVxW233Ybdbh/6hh+loepndnb2l16zioqK49SDr7Zjxw7++Mc/ctFFF5Genj7YpmP1bb2eQ9nPb/P19Hg8vP3229xwww0UFhZiMBgwm82MGTOGBx98EJfLddTH/LZe01OdyNN3kqiurubaa68d8uOOGTOGsWPHHnb7lClThvxcR+J49PNvf/sbt99+OxqNhtNPPx29Xs/y5ctZuHAhTz75JDfffPOQnu9Ivfnmm1x++eVEIhFOO+00bDYbK1eu5LrrrqOkpITHHnvsqI95oq6nz+dj3rx5bN68mZSUFM4//3waGhr473//y9KlS9m8eTO5ublHdKyenh6mTZtGTU0Nubm5XHDBBZSVlfH444/zwQcfsGnTJuLi4o5rf77IUPbzgOuuu+5zb7darUPR5GPy0EMP8c477wzJsb7N13Mo+3nAt/F6vvzyy9x4440ADB8+nPPOOw+Hw8HGjRu57777eOWVV1i7di2JiYlHdLxv8zU95cnCSaGmpka+4YYb5H/+85/yjh075AcffFAG5Pvuu++Yjvff//73az3/eBnqflZUVMhqtVrW6/Xyxo0bB2+vrKyU4+PjZY1GI1dXVw9R649cb2+vHB0dLQPym2++OXh7R0eHPGzYMBmQV69efcTHO9HX85577pEBedq0abLT6Ry8/c9//rMMyLNnzz7iY1111VUyIF900UVyMBgcvP2WW26RAfm6664bwpYfnaHsZ1ZWlvxtfYv+4x//KN97773yu+++K7e3t8t6vf6Y2/ptvp5D2c9v8/V87rnn5Jtuuknet2/fIbe3tbXJ48aNkwH5yiuvPOLjfZuv6anu2/kKFL62hx9++KQM+j7r6/bzJz/5iQzIt95662H3/eUvf5EB+eabb/56jTwGf/rTn2RAPv/88w+776233pIBeeHChUd8vBN5Pf1+v2y1WmVA3rlz52H3jx49Wgbk7du3f+Wx2traZJVKJet0Ormjo+OQ+3w+n5yQkCCr1Wq5s7NzyNp/pIayn7L87Q4SPutYg6Fv8/X8PCdr0PdlNm7cKAOyXq+X/X7/Vz7+u3ZNTzViTZ9wSjuwbu+SSy457L4Dt7333nvfaJvgy9t17rnnYjAYWLFiBT6f75tu2lHbsGEDAwMD5OXlMW7cuMPuP5rf84cffkgkEmHWrFkkJSUdcp9er2fRokWEw2Hef//9oWn8URjKfp4qvs3XU1CMGTMGAL/fT29v71c+XlzTbzexpk/4Ujt27OCXv/wlDoeD5ORk5s2bx+zZs090s4aE3W6nqakJ4HM/pDMyMrDZbDQ2NuJwOL7R+o979uwBYPz48Yfdp9PpGDVqFNu3b6eqqorRo0cf8XFPxPX8sr4cfHtJScmQHOvZZ589omMNtaHs58EeffRRamtr0ev1jBw5kgsvvJCEhISv19hviW/z9TxevmvXs66uDgCtVntE6/BOxWv6XSKCPuFLLV26lKVLlw7+/OCDDzJ79mxee+21w77FfdccCPhiY2Mxm82f+5j09HR6enpobGykuLj4G2mXw+FgYGBg8Pxf1K7t27fT2Nh4VEHfibieB37PX9YXgMbGxm/0WEPteLXtrrvuOuTn22+/nSeffJLr/3979x7bVPnGAfzb0Y2ubt2YIQHmaLcKG24kBkybSKYjmawgsI3LnJdwmRNj1C7ZPxKvQw3/EBPFGE2mYWJwCaB/jM14wYhoMHFksIC4mZB2MjIF5zKgxbHB8/vDX48ta7d26+V05/tJmrTvOec9z9sndA89fc9bVzeFKNVFzfmMlWTL5zvvvAMAcDgcYa28ocWcJhNe3qWg5s+fj6amJpw6dQrDw8P4448/0NbWhqKiInz//fdYu3Ytbt68megwp8V3GwKj0RhyH18xePXq1bjEBCDg9gihYos0rkTmc7L3OZKxRLOvaIt2bOvXr8fnn3+Ovr4+eL1enD17Fo2NjRgZGUF9fX3UZ5UmgprzGW3JmM8vvvgCH330EVJTU/HGG2+EdYyWcpqM+E2fSlRXV+PXX3+N6Jj9+/fDZrPFJJ6KigpUVFQor00mE9atW4eVK1di+fLlOHnyJA4ePIhHH300on7VNs5YUds4Y5VPip29e/cGvC4uLsZbb72FoqIi7NixAy+88AIqKysTFB1FKtny2dPTgyeeeAIigj179ii/7aPkxqJPJVwuF3p7eyM6xuv1xiia0DIyMuB0OvHcc8/hq6++irhIUNM4MzIyJu3f4/EAADIzMyPqezrj9MXlawv2W8KpxnW76eYz3HMAod/nSMYSzb6iLV6xPfnkk3j55ZfR29sLt9sNi8Uyrf4SSc35jBc15vPixYtwOBwYGhpCY2MjGhoawj6WOVU3Fn0qcfr06USHELZFixYBAAYGBiI+Vk3jXLhwIYB/7xzv8XiC/q6vv78fAGA2myPqezrjNJlMyMrKwvDwMPr7+3HPPfdELa5gppPPcPjeZ1/Mt4tkLNHsK9riFVtKSgqsVisuXbqEgYEBVRQJU6XmfMaL2vL5999/Y9WqVejr68P27dsjvgk8c6pu/E0fRWxoaAgAQk5+SBbZ2dnKB9SpU6fGbb9w4QL++usvmM3muM7cBf67TUJXV9e4baOjozh79iwMBgMWL1487XPFOp8TjcW/PZwJKdHsK9riGdtM+Teo5nzGk1ryee3aNaxevRrnzp3Dhg0b0NzcHPGyc8ypurHoo4h99tlnAEJPyU8mDz/8MADg8OHD47b52tatWxfXmICJ42pvb8c///yD8vJyGAyGaZ8r1vlcsWIFsrKycP78+aDfgEbyPjscDqSkpOCHH37ApUuXAraNjIzgyJEjmDVrFtasWROV2CMRzXFO5JdffkFvby+MRiOKioqm1VeiqTmf8aKWfI6MjKCyshI///wzKioq0NrailmzZkXcD3Oqcom+OzTFRrgrVRQWFkphYaH09/cHtO/evVsuX74c0Hbjxg1pamoSAJKenj7umESY7jj9l2H76aeflPbffvtNlcuw/fnnnxMuw6bWfPqWJ7v//vvl2rVrSnuo5cneffddKSwslJ07d47ry7fE08aNGwOWeHI6nQlf4ila4+zo6JBvv/12XP/d3d2yZMkSASBOpzMmY5iKyVaqSNZ83m6q41R7PsfGxqS6uloASGlpqXg8nkmPmSk51RoWfTNIVVWV2O12sdvtkpeXJwAkNzdXaauqqhp3DAABIC6Xa1z77NmzZcWKFVJbWytr1qyRBQsWCAAxGAwBhUi8RXOcIv8tt6bX62X16tVSWVkp6enpAkD27t0bhxEFd/jwYUlJSRGdTicrV66UTZs2SXZ2tgCQxsbGoMeoNZ/Xr18Xu90uAGT+/PlSU1OjvJ47d66cP38+YP/XXnst5B+Hy5cvi9VqFQBitVrlkUcekZKSEgEgixYtksHBwZiOZSLRGqev3Ww2y/r166W2tlZsNpvo9XoBIGVlZeL1euM4skDt7e3Kvze73S46nU4ABLS1t7ePG0+y5TNa41R7Pt9++23ls6O6ulq2bt0a9OH/H8dkzanWseibQXxrO4Z6mM3mcceEKhJeffVVeeihh2ThwoWSnp4uBoNB7r77bnn66aelp6cnPgMKIZrj9Glra5PS0lLJyMiQjIwMKS0tlSNHjsR2IGH48ccfxeFwSHZ2thiNRrnvvvukpaUl5P5qzqfX65VXXnlFrFarpKWlybx582Tbtm1y4cKFcftO9AdF5N9vQp9//nnJy8uTtLQ0ycvLE6fTKUNDQ7EdRBiiMc4TJ05IXV2dLF26VPnGOScnR8rKyqS5uVnGxsbiNJrgfGs5T/TYt2+fsn+y5jNa41R7Pn1xT/bw/1xJ1pxqnU5EJOh1XyIiIiKaMTiRg4iIiEgDWPQRERERaQCLPiIiIiINYNFHREREpAEs+oiIiIg0gEUfERERkQaw6CMiIiLSABZ9RERERBrAoo+IiIhIA1j0ERHFmNvthk6ng06ng8ViSXQ4RKRRLPqIiIiINIBFHxElhMViUb79crvdiQ4nIr64dTpdokMhIgobiz4iIiIiDWDRR0RERKQBLPqIiIiINIBFHxEREZEGsOgjorjxv3VJX1+f0p6fnx8wOcL3OHbsmLJPsMkT3d3daGhoQElJCXJycqDT6VBVVaVsb2lpUY7Ztm1bRPHdfmuVY8eOBZ28ESzucCennDx5EvX19Vi8eDGMRiPmzJkDm82G3bt3w+PxTHo8EVEk9IkOgIhoKpqamvDmm2/i5s2biQ4lYiKixH/r1i2l/fr16+js7ERnZyc+/PBDHD16FAUFBQmMlIhmEhZ9RBQ3JpMJzz77LABg//79uHr1KgBgy5YtyMzMHLd/bm5u0H727NmDXbt2AQCsVitsNhuMRiPcbjdSU1NjEntubq4S+3vvvae0+9puZzKZQva1a9cuvP766wCAe++9F0uXLkVqaipOnz6Nrq4uAIDL5UJVVRW6urqg1/OjmoimTycikuggiEh7LBaLconX5XJNulKF/2VVvV6PO+64Ay0tLQGXcwFgZGQEs2fPBvDv5d3t27cDALZu3YqWlpYJz+F2u5Gfnw8AMJvNIS/R+scSzkeof79paWkYHR1FQUEBPv30U9hstoB9Dx06hMcffxyjo6MAgI8//hhbtmyZ9BxERJPhb/qIKOncunULbW1t4wo+AErBp1Y3btxATk4Ojh8/Pq7gA4DNmzejoaFBed3a2hrP8IhoBmPRR0RJZ9OmTXjggQcSHcaUvfjii1iwYEHI7XV1dcrzzs7OeIRERBrAoo+Ikk5tbW2iQ5iWzZs3T7i9qKgI6enpAIDBwUHlt49ERNPBoo+Iks7y5csTHcKUZWVlIS8vb8J9dDod5syZo7y+cuVKrMMiIg1g0UdESWfu3LmJDmHKsrKywtrPfxayb1IHEdF0sOgjoqTju/SZjG6/uTMRUbyw6CMi+j//GyUTEc00LPqIaMbyv0Q6NjY26f7Dw8OxDIeIKKFY9BFRQsTjMqf/qhiDg4OT7n/mzJlYhkNElFAs+ogoIQwGg/I8VhMV/Ff56O7unnT1jIMHD4bVbzxiJyKKNhZ9RJQQd955p/L84sWLMTnHkiVLlDV9BwYG8PXXX4fct6OjAx0dHWH1G4/YiYiijUUfESVESUmJ8vzQoUMxOYder0dNTY3y+qmnnsK5c+cC9hERfPLJJ6ipqQl7Cbd4xE5EFG06CWe1cCKiKPvmm2+watUq5bXdbseyZctgNBqVtmeeeQZWqxVA4G8AI/nYcrvdKCkpgcfjAfDv5I4HH3wQBQUFuHLlCk6cOIHff/8der0eH3zwAerr6wEAZrMZbrc7aJ/Nzc3YsWOHEldZWRmKi4sDisaXXnpJucGy2+1Gfn7+pP36s1gs6OvrAwC4XK6AS9VERFPBoo+IEuaxxx5Da2tryO3fffcdysrKAEy96AOAL7/8Ehs3boTX6w263WQyYd++fVi2bFlYxdno6CjKy8tx/PjxkOf0L9RY9BGRGvDyLhElzIEDB3DgwAGsXbsWd911V8AEiWhyOBzo6emB0+lEYWEhjEYjMjMzUVxcjJ07d+LMmTPYsGFD2P2lpqbi6NGjeP/991FeXo558+YhLS0tJrETEUULv+kjIiIi0gB+00dERESkASz6iIiIiDSARR8RERGRBrDoIyIiItIAFn1EREREGsCij4iIiEgDWPQRERERaQCLPiIiIiINYNFHREREpAEs+oiIiIg0gEUfERERkQaw6CMiIiLSABZ9RERERBrAoo+IiIhIA1j0EREREWkAiz4iIiIiDfgflJDV5yj/7KoAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imputed_data_mae = imputed_data_mae[:,:,:,is_sea.astype(bool)]\n", "imputed_mae = imputed_data_mae[0][mask.bool().cpu()[0]]\n", "imputed_itp = imputed_data_itp[0][mask.bool().cpu()[0]]\n", "imputed_our = imputed_our[:]\n", "imputed_mae = imputed_mae[:]\n", "imputed_itp = imputed_itp[:]\n", "truth = truth[:]\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import scipy.stats as stat\n", "import pandas as pd\n", "method = []\n", "method.extend(['STIMP' for i in range(imputed_our.shape[0])])\n", "method.extend(['MaskedAE' for i in range(imputed_our.shape[0])])\n", "method.extend(['Lin-itp' for i in range(imputed_our.shape[0])])\n", "data = {'truth': np.concatenate([truth.numpy() for i in range(3)]),\n", " 'imputed':np.concatenate([imputed_our.numpy(), imputed_mae.cpu().detach().numpy(), imputed_itp.numpy()]),\n", " 'method':method}\n", "data = pd.DataFrame.from_dict(data)\n", "color =[\"#9F0000\",\"#e3b87f\",\"#576fa0\"]\n", "g=sns.jointplot(data=data, x=\"truth\", y=\"imputed\", hue=\"method\", kind='kde', palette=color, marginal_kws={'common_norm':False,'shade':True})\n", "xpoints = ypoints = plt.xlim()\n", "plt.plot(xpoints, ypoints, 'k-', alpha=0.75, zorder=0)\n", "plt.ylabel(\"imputed\", size=24)\n", "plt.xlabel(\"truth\", size=24)\n", "pcc1=stat.pearsonr(truth[:], imputed_our).statistic.item()\n", "pcc2=stat.pearsonr(truth[:], imputed_mae.cpu().detach().numpy()).statistic.item()\n", "pcc3=stat.pearsonr(truth[:], imputed_itp).statistic.item()\n", "plt.text(0.40, 0.92, 'PCC={:.4f}'.format(pcc1), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#9F0000\")\n", "plt.text(0.40, 0.88, 'PCC={:.4f}'.format(pcc2), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#e3b87f\")\n", "plt.text(0.40, 0.84, 'PCC={:.4f}'.format(pcc3), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#576fa0\")\n", "plt.xticks(fontsize=15)\n", "plt.yticks(fontsize=15)" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "config.area = \"MEXICO\"\n", "from torch.utils.data import DataLoader\n", "test_dloader = DataLoader(PRE8dDataset(config, mode='test'), 1, shuffle=False)\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = next(iter(test_dloader))\n", "device = \"cuda\"\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = datas.float().to(device), data_ob_masks.to(device), data_gt_masks.to(device), labels.to(device), label_masks.to(device)\n", "\n", "# load model\n", "model = torch.load(\"./log_bak/imputation/{}/STIMP/best_0.1.pt\".format(config.area))\n", "model = model.to(device)\n", "cond_mask = data_gt_masks\n", "adj = np.load(\"./data/{}/adj.npy\".format(config.area))\n", "adj = torch.from_numpy(adj).float().to(device)\n", "\n", "imputed_data_our = model.impute(datas, cond_mask, adj, 10)\n", "imputed_data_our = imputed_data_our.median(1).values\n", "mask = data_ob_masks - cond_mask\n", "imputed_our = imputed_data_our[0][mask.bool().cpu()[0]]\n", "truth = datas[0][mask.bool()[0]].cpu()" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [], "source": [ "mae = torch.load(\"./log_bak/imputation/{}/MAE/best.pt\".format(config.area))\n", "is_sea = np.load(\"./data/{}/is_sea.npy\".format(config.area))\n", "H, W = is_sea.shape\n", "datas_image = torch.zeros(1,46,1,H,W)\n", "datas_image = datas_image.to(device)\n", "datas_image[:,:,:,is_sea.astype(bool)]=datas\n", "cond_mask_image = torch.zeros(1,46,1,H,W)\n", "cond_mask_image = cond_mask_image.to(device)\n", "cond_mask_image[:,:,:,is_sea.astype(bool)]=cond_mask\n", "imputed_data_mae = mae.impute(datas_image, cond_mask_image)" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "from einops import rearrange\n", "import torchcde\n", "tmp_data = torch.where(cond_mask.cpu()==0, float(\"nan\"), datas.cpu())\n", "tmp_data = rearrange(tmp_data, \"b t c n-> (b n) t c\")\n", "itp_data = torchcde.linear_interpolation_coeffs(tmp_data)\n", "imputed_data_itp = rearrange(itp_data, \"(b n) t c -> b t c n\", b=datas.shape[0], n=datas.shape[-1])" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([-2. , -1.5, -1. , -0.5, 0. , 0.5, 1. , 1.5, 2. , 2.5]),\n", " [Text(0, -2.0, '−2.0'),\n", " Text(0, -1.5, '−1.5'),\n", " Text(0, -1.0, '−1.0'),\n", " Text(0, -0.5, '−0.5'),\n", " Text(0, 0.0, '0.0'),\n", " Text(0, 0.5, '0.5'),\n", " Text(0, 1.0, '1.0'),\n", " Text(0, 1.5, '1.5'),\n", " Text(0, 2.0, '2.0'),\n", " Text(0, 2.5, '2.5')])" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imputed_data_mae = imputed_data_mae[:,:,:,is_sea.astype(bool)]\n", "imputed_mae = imputed_data_mae[0][mask.bool().cpu()[0]]\n", "imputed_itp = imputed_data_itp[0][mask.bool().cpu()[0]]\n", "imputed_our = imputed_our[:]\n", "imputed_mae = imputed_mae[:]\n", "imputed_itp = imputed_itp[:]\n", "truth = truth[:]\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import scipy.stats as stat\n", "import pandas as pd\n", "method = []\n", "method.extend(['STIMP' for i in range(imputed_our.shape[0])])\n", "method.extend(['MaskedAE' for i in range(imputed_our.shape[0])])\n", "method.extend(['Lin-itp' for i in range(imputed_our.shape[0])])\n", "data = {'truth': np.concatenate([truth.numpy() for i in range(3)]),\n", " 'imputed':np.concatenate([imputed_our.numpy(), imputed_mae.cpu().detach().numpy(), imputed_itp.numpy()]),\n", " 'method':method}\n", "data = pd.DataFrame.from_dict(data)\n", "color =[\"#9F0000\",\"#e3b87f\",\"#576fa0\"]\n", "g=sns.jointplot(data=data, x=\"truth\", y=\"imputed\", hue=\"method\", kind='kde', palette=color, marginal_kws={'common_norm':False,'shade':True})\n", "xpoints = ypoints = plt.xlim()\n", "plt.plot(xpoints, ypoints, 'k-', alpha=0.75, zorder=0)\n", "plt.ylabel(\"imputed\", size=24)\n", "plt.xlabel(\"truth\", size=24)\n", "pcc1=stat.pearsonr(truth[:], imputed_our).statistic.item()\n", "pcc2=stat.pearsonr(truth[:], imputed_mae.cpu().detach().numpy()).statistic.item()\n", "pcc3=stat.pearsonr(truth[:], imputed_itp).statistic.item()\n", "plt.text(0.40, 0.92, 'PCC={:.4f}'.format(pcc1), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#9F0000\")\n", "plt.text(0.40, 0.88, 'PCC={:.4f}'.format(pcc2), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#e3b87f\")\n", "plt.text(0.40, 0.84, 'PCC={:.4f}'.format(pcc3), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#576fa0\")\n", "plt.xticks(fontsize=15)\n", "plt.yticks(fontsize=15)" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "config.missing_ratio=0.5\n", "from torch.utils.data import DataLoader\n", "test_dloader = DataLoader(PRE8dDataset(config, mode='test'), 1, shuffle=False)\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = next(iter(test_dloader))\n", "device = \"cuda\"\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = datas.float().to(device), data_ob_masks.to(device), data_gt_masks.to(device), labels.to(device), label_masks.to(device)\n", "\n", "# load model\n", "model = torch.load(\"./log_bak/imputation/{}/STIMP/best_0.5.pt\".format(config.area))\n", "model = model.to(device)\n", "cond_mask = data_gt_masks\n", "adj = np.load(\"./data/{}/adj.npy\".format(config.area))\n", "adj = torch.from_numpy(adj).float().to(device)\n", "\n", "imputed_data_our = model.impute(datas, cond_mask, adj, 10)\n", "imputed_data_our = imputed_data_our.median(1).values\n", "mask = data_ob_masks - cond_mask\n", "imputed_our = imputed_data_our[0][mask.bool().cpu()[0]]\n", "truth = datas[0][mask.bool()[0]].cpu()" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [], "source": [ "mae = torch.load(\"./log_bak/imputation/{}/MAE/best_0.5.pt\".format(config.area))\n", "is_sea = np.load(\"./data/{}/is_sea.npy\".format(config.area))\n", "H, W = is_sea.shape\n", "datas_image = torch.zeros(1,46,1,H,W)\n", "datas_image = datas_image.to(device)\n", "datas_image[:,:,:,is_sea.astype(bool)]=datas\n", "cond_mask_image = torch.zeros(1,46,1,H,W)\n", "cond_mask_image = cond_mask_image.to(device)\n", "cond_mask_image[:,:,:,is_sea.astype(bool)]=cond_mask\n", "imputed_data_mae = mae.impute(datas_image, cond_mask_image)" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "from einops import rearrange\n", "import torchcde\n", "tmp_data = torch.where(cond_mask.cpu()==0, float(\"nan\"), datas.cpu())\n", "tmp_data = rearrange(tmp_data, \"b t c n-> (b n) t c\")\n", "itp_data = torchcde.linear_interpolation_coeffs(tmp_data)\n", "imputed_data_itp = rearrange(itp_data, \"(b n) t c -> b t c n\", b=datas.shape[0], n=datas.shape[-1])" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([-2. , -1.5, -1. , -0.5, 0. , 0.5, 1. , 1.5, 2. , 2.5]),\n", " [Text(0, -2.0, '−2.0'),\n", " Text(0, -1.5, '−1.5'),\n", " Text(0, -1.0, '−1.0'),\n", " Text(0, -0.5, '−0.5'),\n", " Text(0, 0.0, '0.0'),\n", " Text(0, 0.5, '0.5'),\n", " Text(0, 1.0, '1.0'),\n", " Text(0, 1.5, '1.5'),\n", " Text(0, 2.0, '2.0'),\n", " Text(0, 2.5, '2.5')])" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imputed_data_mae = imputed_data_mae[:,:,:,is_sea.astype(bool)]\n", "imputed_mae = imputed_data_mae[0][mask.bool().cpu()[0]]\n", "imputed_itp = imputed_data_itp[0][mask.bool().cpu()[0]]\n", "imputed_our = imputed_our[:]\n", "imputed_mae = imputed_mae[:]\n", "imputed_itp = imputed_itp[:]\n", "truth = truth[:]\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import scipy.stats as stat\n", "import pandas as pd\n", "method = []\n", "method.extend(['STIMP' for i in range(imputed_our.shape[0])])\n", "method.extend(['MaskedAE' for i in range(imputed_our.shape[0])])\n", "method.extend(['Lin-itp' for i in range(imputed_our.shape[0])])\n", "data = {'truth': np.concatenate([truth.numpy() for i in range(3)]),\n", " 'imputed':np.concatenate([imputed_our.numpy(), imputed_mae.cpu().detach().numpy(), imputed_itp.numpy()]),\n", " 'method':method}\n", "data = pd.DataFrame.from_dict(data)\n", "color =[\"#9F0000\",\"#e3b87f\",\"#576fa0\"]\n", "g=sns.jointplot(data=data, x=\"truth\", y=\"imputed\", hue=\"method\", kind='kde', palette=color, marginal_kws={'common_norm':False,'shade':True})\n", "xpoints = ypoints = plt.xlim()\n", "plt.plot(xpoints, ypoints, 'k-', alpha=0.75, zorder=0)\n", "plt.ylabel(\"imputed\", size=24)\n", "plt.xlabel(\"truth\", size=24)\n", "pcc1=stat.pearsonr(truth[:], imputed_our).statistic.item()\n", "pcc2=stat.pearsonr(truth[:], imputed_mae.cpu().detach().numpy()).statistic.item()\n", "pcc3=stat.pearsonr(truth[:], imputed_itp).statistic.item()\n", "plt.text(0.40, 0.92, 'PCC={:.4f}'.format(pcc1), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#9F0000\")\n", "plt.text(0.40, 0.88, 'PCC={:.4f}'.format(pcc2), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#e3b87f\")\n", "plt.text(0.40, 0.84, 'PCC={:.4f}'.format(pcc3), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#576fa0\")\n", "plt.xticks(fontsize=15)\n", "plt.yticks(fontsize=15)" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [], "source": [ "config.missing_ratio=0.9\n", "from torch.utils.data import DataLoader\n", "test_dloader = DataLoader(PRE8dDataset(config, mode='test'), 1, shuffle=False)\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = next(iter(test_dloader))\n", "device = \"cuda\"\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = datas.float().to(device), data_ob_masks.to(device), data_gt_masks.to(device), labels.to(device), label_masks.to(device)\n", "\n", "# load model\n", "model = torch.load(\"./log_bak/imputation/{}/STIMP/best_0.9.pt\".format(config.area))\n", "model = model.to(device)\n", "cond_mask = data_gt_masks\n", "adj = np.load(\"./data/{}/adj.npy\".format(config.area))\n", "adj = torch.from_numpy(adj).float().to(device)\n", "\n", "imputed_data_our = model.impute(datas, cond_mask, adj, 10)\n", "imputed_data_our = imputed_data_our.median(1).values\n", "mask = data_ob_masks - cond_mask\n", "imputed_our = imputed_data_our[0][mask.bool().cpu()[0]]\n", "truth = datas[0][mask.bool()[0]].cpu()" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [], "source": [ "mae = torch.load(\"./log_bak/imputation/{}/MAE/best_0.9.pt\".format(config.area))\n", "is_sea = np.load(\"./data/{}/is_sea.npy\".format(config.area))\n", "H, W = is_sea.shape\n", "datas_image = torch.zeros(1,46,1,H,W)\n", "datas_image = datas_image.to(device)\n", "datas_image[:,:,:,is_sea.astype(bool)]=datas\n", "cond_mask_image = torch.zeros(1,46,1,H,W)\n", "cond_mask_image = cond_mask_image.to(device)\n", "cond_mask_image[:,:,:,is_sea.astype(bool)]=cond_mask\n", "imputed_data_mae = mae.impute(datas_image, cond_mask_image)" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [], "source": [ "from einops import rearrange\n", "import torchcde\n", "tmp_data = torch.where(cond_mask.cpu()==0, float(\"nan\"), datas.cpu())\n", "tmp_data = rearrange(tmp_data, \"b t c n-> (b n) t c\")\n", "itp_data = torchcde.linear_interpolation_coeffs(tmp_data)\n", "imputed_data_itp = rearrange(itp_data, \"(b n) t c -> b t c n\", b=datas.shape[0], n=datas.shape[-1])" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([-1.5, -1. , -0.5, 0. , 0.5, 1. , 1.5, 2. , 2.5]),\n", " [Text(0, -1.5, '−1.5'),\n", " Text(0, -1.0, '−1.0'),\n", " Text(0, -0.5, '−0.5'),\n", " Text(0, 0.0, '0.0'),\n", " Text(0, 0.5, '0.5'),\n", " Text(0, 1.0, '1.0'),\n", " Text(0, 1.5, '1.5'),\n", " Text(0, 2.0, '2.0'),\n", " Text(0, 2.5, '2.5')])" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imputed_data_mae = imputed_data_mae[:,:,:,is_sea.astype(bool)]\n", "imputed_mae = imputed_data_mae[0][mask.bool().cpu()[0]]\n", "imputed_itp = imputed_data_itp[0][mask.bool().cpu()[0]]\n", "imputed_our = imputed_our[:]\n", "imputed_mae = imputed_mae[:]\n", "imputed_itp = imputed_itp[:]\n", "truth = truth[:]\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import scipy.stats as stat\n", "import pandas as pd\n", "method = []\n", "method.extend(['STIMP' for i in range(imputed_our.shape[0])])\n", "method.extend(['MaskedAE' for i in range(imputed_our.shape[0])])\n", "method.extend(['Lin-itp' for i in range(imputed_our.shape[0])])\n", "data = {'truth': np.concatenate([truth.numpy() for i in range(3)]),\n", " 'imputed':np.concatenate([imputed_our.numpy(), imputed_mae.cpu().detach().numpy(), imputed_itp.numpy()]),\n", " 'method':method}\n", "data = pd.DataFrame.from_dict(data)\n", "color =[\"#9F0000\",\"#e3b87f\",\"#576fa0\"]\n", "g=sns.jointplot(data=data, x=\"truth\", y=\"imputed\", hue=\"method\", kind='kde', palette=color, marginal_kws={'common_norm':False,'shade':True})\n", "xpoints = ypoints = plt.xlim()\n", "plt.plot(xpoints, ypoints, 'k-', alpha=0.75, zorder=0)\n", "plt.ylabel(\"imputed\", size=24)\n", "plt.xlabel(\"truth\", size=24)\n", "pcc1=stat.pearsonr(truth[:], imputed_our).statistic.item()\n", "pcc2=stat.pearsonr(truth[:], imputed_mae.cpu().detach().numpy()).statistic.item()\n", "pcc3=stat.pearsonr(truth[:], imputed_itp).statistic.item()\n", "plt.text(0.40, 0.92, 'PCC={:.4f}'.format(pcc1), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#9F0000\")\n", "plt.text(0.40, 0.88, 'PCC={:.4f}'.format(pcc2), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#e3b87f\")\n", "plt.text(0.40, 0.84, 'PCC={:.4f}'.format(pcc3), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#576fa0\")\n", "plt.xticks(fontsize=15)\n", "plt.yticks(fontsize=15)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [], "source": [ "config.area = \"Chesapeake\"\n", "from torch.utils.data import DataLoader\n", "test_dloader = DataLoader(PRE8dDataset(config, mode='test'), 1, shuffle=False)\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = next(iter(test_dloader))\n", "device = \"cuda\"\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = datas.float().to(device), data_ob_masks.to(device), data_gt_masks.to(device), labels.to(device), label_masks.to(device)\n", "\n", "# load model\n", "model = torch.load(\"./log_bak/imputation/{}/STIMP/best_0.1.pt\".format(config.area))\n", "model = model.to(device)\n", "cond_mask = data_gt_masks\n", "adj = np.load(\"./data/{}/adj.npy\".format(config.area))\n", "adj = torch.from_numpy(adj).float().to(device)\n", "\n", "imputed_data_our = model.impute(datas, cond_mask, adj, 10)\n", "imputed_data_our = imputed_data_our.median(1).values\n", "mask = data_ob_masks - cond_mask\n", "imputed_our = imputed_data_our[0][mask.bool().cpu()[0]]\n", "truth = datas[0][mask.bool()[0]].cpu()" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [], "source": [ "mae = torch.load(\"./log_bak/imputation/{}/MAE/best.pt\".format(config.area))\n", "is_sea = np.load(\"./data/{}/is_sea.npy\".format(config.area))\n", "H, W = is_sea.shape\n", "datas_image = torch.zeros(1,46,1,H,W)\n", "datas_image = datas_image.to(device)\n", "datas_image[:,:,:,is_sea.astype(bool)]=datas\n", "cond_mask_image = torch.zeros(1,46,1,H,W)\n", "cond_mask_image = cond_mask_image.to(device)\n", "cond_mask_image[:,:,:,is_sea.astype(bool)]=cond_mask\n", "imputed_data_mae = mae.impute(datas_image, cond_mask_image)" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [], "source": [ "from einops import rearrange\n", "import torchcde\n", "tmp_data = torch.where(cond_mask.cpu()==0, float(\"nan\"), datas.cpu())\n", "tmp_data = rearrange(tmp_data, \"b t c n-> (b n) t c\")\n", "itp_data = torchcde.linear_interpolation_coeffs(tmp_data)\n", "imputed_data_itp = rearrange(itp_data, \"(b n) t c -> b t c n\", b=datas.shape[0], n=datas.shape[-1])" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([-1.5, -1. , -0.5, 0. , 0.5, 1. , 1.5, 2. , 2.5]),\n", " [Text(0, -1.5, '−1.5'),\n", " Text(0, -1.0, '−1.0'),\n", " Text(0, -0.5, '−0.5'),\n", " Text(0, 0.0, '0.0'),\n", " Text(0, 0.5, '0.5'),\n", " Text(0, 1.0, '1.0'),\n", " Text(0, 1.5, '1.5'),\n", " Text(0, 2.0, '2.0'),\n", " Text(0, 2.5, '2.5')])" ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imputed_data_mae = imputed_data_mae[:,:,:,is_sea.astype(bool)]\n", "imputed_mae = imputed_data_mae[0][mask.bool().cpu()[0]]\n", "imputed_itp = imputed_data_itp[0][mask.bool().cpu()[0]]\n", "imputed_our = imputed_our[:]\n", "imputed_mae = imputed_mae[:]\n", "imputed_itp = imputed_itp[:]\n", "truth = truth[:]\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import scipy.stats as stat\n", "import pandas as pd\n", "method = []\n", "method.extend(['STIMP' for i in range(imputed_our.shape[0])])\n", "method.extend(['MaskedAE' for i in range(imputed_our.shape[0])])\n", "method.extend(['Lin-itp' for i in range(imputed_our.shape[0])])\n", "data = {'truth': np.concatenate([truth.numpy() for i in range(3)]),\n", " 'imputed':np.concatenate([imputed_our.numpy(), imputed_mae.cpu().detach().numpy(), imputed_itp.numpy()]),\n", " 'method':method}\n", "data = pd.DataFrame.from_dict(data)\n", "color =[\"#9F0000\",\"#e3b87f\",\"#576fa0\"]\n", "g=sns.jointplot(data=data, x=\"truth\", y=\"imputed\", hue=\"method\", kind='kde', palette=color, marginal_kws={'common_norm':False,'shade':True})\n", "xpoints = ypoints = plt.xlim()\n", "plt.plot(xpoints, ypoints, 'k-', alpha=0.75, zorder=0)\n", "plt.ylabel(\"imputed\", size=24)\n", "plt.xlabel(\"truth\", size=24)\n", "pcc1=stat.pearsonr(truth[:], imputed_our).statistic.item()\n", "pcc2=stat.pearsonr(truth[:], imputed_mae.cpu().detach().numpy()).statistic.item()\n", "pcc3=stat.pearsonr(truth[:], imputed_itp).statistic.item()\n", "plt.text(0.40, 0.92, 'PCC={:.4f}'.format(pcc1), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#9F0000\")\n", "plt.text(0.40, 0.88, 'PCC={:.4f}'.format(pcc2), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#e3b87f\")\n", "plt.text(0.40, 0.84, 'PCC={:.4f}'.format(pcc3), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#576fa0\")\n", "plt.xticks(fontsize=15)\n", "plt.yticks(fontsize=15)" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [], "source": [ "config.missing_ratio=0.5\n", "from torch.utils.data import DataLoader\n", "test_dloader = DataLoader(PRE8dDataset(config, mode='test'), 1, shuffle=False)\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = next(iter(test_dloader))\n", "device = \"cuda\"\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = datas.float().to(device), data_ob_masks.to(device), data_gt_masks.to(device), labels.to(device), label_masks.to(device)\n", "\n", "# load model\n", "model = torch.load(\"./log_bak/imputation/{}/STIMP/best_0.5.pt\".format(config.area))\n", "model = model.to(device)\n", "cond_mask = data_gt_masks\n", "adj = np.load(\"./data/{}/adj.npy\".format(config.area))\n", "adj = torch.from_numpy(adj).float().to(device)\n", "\n", "imputed_data_our = model.impute(datas, cond_mask, adj, 10)\n", "imputed_data_our = imputed_data_our.median(1).values\n", "mask = data_ob_masks - cond_mask\n", "imputed_our = imputed_data_our[0][mask.bool().cpu()[0]]\n", "truth = datas[0][mask.bool()[0]].cpu()" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [], "source": [ "mae = torch.load(\"./log_bak/imputation/{}/MAE/best_0.5.pt\".format(config.area))\n", "is_sea = np.load(\"./data/{}/is_sea.npy\".format(config.area))\n", "H, W = is_sea.shape\n", "datas_image = torch.zeros(1,46,1,H,W)\n", "datas_image = datas_image.to(device)\n", "datas_image[:,:,:,is_sea.astype(bool)]=datas\n", "cond_mask_image = torch.zeros(1,46,1,H,W)\n", "cond_mask_image = cond_mask_image.to(device)\n", "cond_mask_image[:,:,:,is_sea.astype(bool)]=cond_mask\n", "imputed_data_mae = mae.impute(datas_image, cond_mask_image)" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [], "source": [ "from einops import rearrange\n", "import torchcde\n", "tmp_data = torch.where(cond_mask.cpu()==0, float(\"nan\"), datas.cpu())\n", "tmp_data = rearrange(tmp_data, \"b t c n-> (b n) t c\")\n", "itp_data = torchcde.linear_interpolation_coeffs(tmp_data)\n", "imputed_data_itp = rearrange(itp_data, \"(b n) t c -> b t c n\", b=datas.shape[0], n=datas.shape[-1])" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([-1.5, -1. , -0.5, 0. , 0.5, 1. , 1.5, 2. , 2.5]),\n", " [Text(0, -1.5, '−1.5'),\n", " Text(0, -1.0, '−1.0'),\n", " Text(0, -0.5, '−0.5'),\n", " Text(0, 0.0, '0.0'),\n", " Text(0, 0.5, '0.5'),\n", " Text(0, 1.0, '1.0'),\n", " Text(0, 1.5, '1.5'),\n", " Text(0, 2.0, '2.0'),\n", " Text(0, 2.5, '2.5')])" ] }, "execution_count": 87, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imputed_data_mae = imputed_data_mae[:,:,:,is_sea.astype(bool)]\n", "imputed_mae = imputed_data_mae[0][mask.bool().cpu()[0]]\n", "imputed_itp = imputed_data_itp[0][mask.bool().cpu()[0]]\n", "imputed_our = imputed_our[:]\n", "imputed_mae = imputed_mae[:]\n", "imputed_itp = imputed_itp[:]\n", "truth = truth[:]\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import scipy.stats as stat\n", "import pandas as pd\n", "method = []\n", "method.extend(['STIMP' for i in range(imputed_our.shape[0])])\n", "method.extend(['MaskedAE' for i in range(imputed_our.shape[0])])\n", "method.extend(['Lin-itp' for i in range(imputed_our.shape[0])])\n", "data = {'truth': np.concatenate([truth.numpy() for i in range(3)]),\n", " 'imputed':np.concatenate([imputed_our.numpy(), imputed_mae.cpu().detach().numpy(), imputed_itp.numpy()]),\n", " 'method':method}\n", "data = pd.DataFrame.from_dict(data)\n", "color =[\"#9F0000\",\"#e3b87f\",\"#576fa0\"]\n", "g=sns.jointplot(data=data, x=\"truth\", y=\"imputed\", hue=\"method\", kind='kde', palette=color, marginal_kws={'common_norm':False,'shade':True})\n", "xpoints = ypoints = plt.xlim()\n", "plt.plot(xpoints, ypoints, 'k-', alpha=0.75, zorder=0)\n", "plt.ylabel(\"imputed\", size=24)\n", "plt.xlabel(\"truth\", size=24)\n", "pcc1=stat.pearsonr(truth[:], imputed_our).statistic.item()\n", "pcc2=stat.pearsonr(truth[:], imputed_mae.cpu().detach().numpy()).statistic.item()\n", "pcc3=stat.pearsonr(truth[:], imputed_itp).statistic.item()\n", "plt.text(0.40, 0.92, 'PCC={:.4f}'.format(pcc1), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#9F0000\")\n", "plt.text(0.40, 0.88, 'PCC={:.4f}'.format(pcc2), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#e3b87f\")\n", "plt.text(0.40, 0.84, 'PCC={:.4f}'.format(pcc3), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#576fa0\")\n", "plt.xticks(fontsize=15)\n", "plt.yticks(fontsize=15)" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [], "source": [ "config.missing_ratio=0.9\n", "from torch.utils.data import DataLoader\n", "test_dloader = DataLoader(PRE8dDataset(config, mode='test'), 1, shuffle=False)\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = next(iter(test_dloader))\n", "device = \"cuda\"\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = datas.float().to(device), data_ob_masks.to(device), data_gt_masks.to(device), labels.to(device), label_masks.to(device)\n", "\n", "# load model\n", "model = torch.load(\"./log_bak/imputation/{}/STIMP/best_0.9.pt\".format(config.area))\n", "model = model.to(device)\n", "cond_mask = data_gt_masks\n", "adj = np.load(\"./data/{}/adj.npy\".format(config.area))\n", "adj = torch.from_numpy(adj).float().to(device)\n", "\n", "imputed_data_our = model.impute(datas, cond_mask, adj, 10)\n", "imputed_data_our = imputed_data_our.median(1).values\n", "mask = data_ob_masks - cond_mask\n", "imputed_our = imputed_data_our[0][mask.bool().cpu()[0]]\n", "truth = datas[0][mask.bool()[0]].cpu()" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [], "source": [ "mae = torch.load(\"./log_bak/imputation/{}/MAE/best_0.9.pt\".format(config.area))\n", "is_sea = np.load(\"./data/{}/is_sea.npy\".format(config.area))\n", "H, W = is_sea.shape\n", "datas_image = torch.zeros(1,46,1,H,W)\n", "datas_image = datas_image.to(device)\n", "datas_image[:,:,:,is_sea.astype(bool)]=datas\n", "cond_mask_image = torch.zeros(1,46,1,H,W)\n", "cond_mask_image = cond_mask_image.to(device)\n", "cond_mask_image[:,:,:,is_sea.astype(bool)]=cond_mask\n", "imputed_data_mae = mae.impute(datas_image, cond_mask_image)" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [], "source": [ "from einops import rearrange\n", "import torchcde\n", "tmp_data = torch.where(cond_mask.cpu()==0, float(\"nan\"), datas.cpu())\n", "tmp_data = rearrange(tmp_data, \"b t c n-> (b n) t c\")\n", "itp_data = torchcde.linear_interpolation_coeffs(tmp_data)\n", "imputed_data_itp = rearrange(itp_data, \"(b n) t c -> b t c n\", b=datas.shape[0], n=datas.shape[-1])" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([-1.5, -1. , -0.5, 0. , 0.5, 1. , 1.5, 2. , 2.5]),\n", " [Text(0, -1.5, '−1.5'),\n", " Text(0, -1.0, '−1.0'),\n", " Text(0, -0.5, '−0.5'),\n", " Text(0, 0.0, '0.0'),\n", " Text(0, 0.5, '0.5'),\n", " Text(0, 1.0, '1.0'),\n", " Text(0, 1.5, '1.5'),\n", " Text(0, 2.0, '2.0'),\n", " Text(0, 2.5, '2.5')])" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imputed_data_mae = imputed_data_mae[:,:,:,is_sea.astype(bool)]\n", "imputed_mae = imputed_data_mae[0][mask.bool().cpu()[0]]\n", "imputed_itp = imputed_data_itp[0][mask.bool().cpu()[0]]\n", "imputed_our = imputed_our[:]\n", "imputed_mae = imputed_mae[:]\n", "imputed_itp = imputed_itp[:]\n", "truth = truth[:]\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import scipy.stats as stat\n", "import pandas as pd\n", "method = []\n", "method.extend(['STIMP' for i in range(imputed_our.shape[0])])\n", "method.extend(['MaskedAE' for i in range(imputed_our.shape[0])])\n", "method.extend(['Lin-itp' for i in range(imputed_our.shape[0])])\n", "data = {'truth': np.concatenate([truth.numpy() for i in range(3)]),\n", " 'imputed':np.concatenate([imputed_our.numpy(), imputed_mae.cpu().detach().numpy(), imputed_itp.numpy()]),\n", " 'method':method}\n", "data = pd.DataFrame.from_dict(data)\n", "color =[\"#9F0000\",\"#e3b87f\",\"#576fa0\"]\n", "g=sns.jointplot(data=data, x=\"truth\", y=\"imputed\", hue=\"method\", kind='kde', palette=color, marginal_kws={'common_norm':False,'shade':True})\n", "xpoints = ypoints = plt.xlim()\n", "plt.plot(xpoints, ypoints, 'k-', alpha=0.75, zorder=0)\n", "plt.ylabel(\"imputed\", size=24)\n", "plt.xlabel(\"truth\", size=24)\n", "pcc1=stat.pearsonr(truth[:], imputed_our).statistic.item()\n", "pcc2=stat.pearsonr(truth[:], imputed_mae.cpu().detach().numpy()).statistic.item()\n", "pcc3=stat.pearsonr(truth[:], imputed_itp).statistic.item()\n", "plt.text(0.40, 0.92, 'PCC={:.4f}'.format(pcc1), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#9F0000\")\n", "plt.text(0.40, 0.88, 'PCC={:.4f}'.format(pcc2), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#e3b87f\")\n", "plt.text(0.40, 0.84, 'PCC={:.4f}'.format(pcc3), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#576fa0\")\n", "plt.xticks(fontsize=15)\n", "plt.yticks(fontsize=15)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [], "source": [ "config.area = \"Yangtze\"\n", "from torch.utils.data import DataLoader\n", "test_dloader = DataLoader(PRE8dDataset(config, mode='test'), 1, shuffle=False)\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = next(iter(test_dloader))\n", "device = \"cuda\"\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = datas.float().to(device), data_ob_masks.to(device), data_gt_masks.to(device), labels.to(device), label_masks.to(device)\n", "\n", "# load model\n", "model = torch.load(\"./log_bak/imputation/{}/STIMP/best_0.1.pt\".format(config.area))\n", "model = model.to(device)\n", "cond_mask = data_gt_masks\n", "adj = np.load(\"./data/{}/adj.npy\".format(config.area))\n", "adj = torch.from_numpy(adj).float().to(device)\n", "\n", "imputed_data_our = model.impute(datas, cond_mask, adj, 10)\n", "imputed_data_our = imputed_data_our.median(1).values\n", "mask = data_ob_masks - cond_mask\n", "imputed_our = imputed_data_our[0][mask.bool().cpu()[0]]\n", "truth = datas[0][mask.bool()[0]].cpu()" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [], "source": [ "mae = torch.load(\"./log_bak/imputation/{}/MAE/best.pt\".format(config.area))\n", "is_sea = np.load(\"./data/{}/is_sea.npy\".format(config.area))\n", "H, W = is_sea.shape\n", "datas_image = torch.zeros(1,46,1,H,W)\n", "datas_image = datas_image.to(device)\n", "datas_image[:,:,:,is_sea.astype(bool)]=datas\n", "cond_mask_image = torch.zeros(1,46,1,H,W)\n", "cond_mask_image = cond_mask_image.to(device)\n", "cond_mask_image[:,:,:,is_sea.astype(bool)]=cond_mask\n", "imputed_data_mae = mae.impute(datas_image, cond_mask_image)" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [], "source": [ "from einops import rearrange\n", "import torchcde\n", "tmp_data = torch.where(cond_mask.cpu()==0, float(\"nan\"), datas.cpu())\n", "tmp_data = rearrange(tmp_data, \"b t c n-> (b n) t c\")\n", "itp_data = torchcde.linear_interpolation_coeffs(tmp_data)\n", "imputed_data_itp = rearrange(itp_data, \"(b n) t c -> b t c n\", b=datas.shape[0], n=datas.shape[-1])" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([-1.5, -1. , -0.5, 0. , 0.5, 1. , 1.5, 2. , 2.5]),\n", " [Text(0, -1.5, '−1.5'),\n", " Text(0, -1.0, '−1.0'),\n", " Text(0, -0.5, '−0.5'),\n", " Text(0, 0.0, '0.0'),\n", " Text(0, 0.5, '0.5'),\n", " Text(0, 1.0, '1.0'),\n", " Text(0, 1.5, '1.5'),\n", " Text(0, 2.0, '2.0'),\n", " Text(0, 2.5, '2.5')])" ] }, "execution_count": 95, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imputed_data_mae = imputed_data_mae[:,:,:,is_sea.astype(bool)]\n", "imputed_mae = imputed_data_mae[0][mask.bool().cpu()[0]]\n", "imputed_itp = imputed_data_itp[0][mask.bool().cpu()[0]]\n", "imputed_our = imputed_our[:]\n", "imputed_mae = imputed_mae[:]\n", "imputed_itp = imputed_itp[:]\n", "truth = truth[:]\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import scipy.stats as stat\n", "import pandas as pd\n", "method = []\n", "method.extend(['STIMP' for i in range(imputed_our.shape[0])])\n", "method.extend(['MaskedAE' for i in range(imputed_our.shape[0])])\n", "method.extend(['Lin-itp' for i in range(imputed_our.shape[0])])\n", "data = {'truth': np.concatenate([truth.numpy() for i in range(3)]),\n", " 'imputed':np.concatenate([imputed_our.numpy(), imputed_mae.cpu().detach().numpy(), imputed_itp.numpy()]),\n", " 'method':method}\n", "data = pd.DataFrame.from_dict(data)\n", "color =[\"#9F0000\",\"#e3b87f\",\"#576fa0\"]\n", "g=sns.jointplot(data=data, x=\"truth\", y=\"imputed\", hue=\"method\", kind='kde', palette=color, marginal_kws={'common_norm':False,'shade':True})\n", "xpoints = ypoints = plt.xlim()\n", "plt.plot(xpoints, ypoints, 'k-', alpha=0.75, zorder=0)\n", "plt.ylabel(\"imputed\", size=24)\n", "plt.xlabel(\"truth\", size=24)\n", "pcc1=stat.pearsonr(truth[:], imputed_our).statistic.item()\n", "pcc2=stat.pearsonr(truth[:], imputed_mae.cpu().detach().numpy()).statistic.item()\n", "pcc3=stat.pearsonr(truth[:], imputed_itp).statistic.item()\n", "plt.text(0.40, 0.92, 'PCC={:.4f}'.format(pcc1), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#9F0000\")\n", "plt.text(0.40, 0.88, 'PCC={:.4f}'.format(pcc2), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#e3b87f\")\n", "plt.text(0.40, 0.84, 'PCC={:.4f}'.format(pcc3), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#576fa0\")\n", "plt.xticks(fontsize=15)\n", "plt.yticks(fontsize=15)" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [], "source": [ "config.missing_ratio=0.5\n", "from torch.utils.data import DataLoader\n", "test_dloader = DataLoader(PRE8dDataset(config, mode='test'), 1, shuffle=False)\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = next(iter(test_dloader))\n", "device = \"cuda\"\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = datas.float().to(device), data_ob_masks.to(device), data_gt_masks.to(device), labels.to(device), label_masks.to(device)\n", "\n", "# load model\n", "model = torch.load(\"./log_bak/imputation/{}/STIMP/best_0.5.pt\".format(config.area))\n", "model = model.to(device)\n", "cond_mask = data_gt_masks\n", "adj = np.load(\"./data/{}/adj.npy\".format(config.area))\n", "adj = torch.from_numpy(adj).float().to(device)\n", "\n", "imputed_data_our = model.impute(datas, cond_mask, adj, 10)\n", "imputed_data_our = imputed_data_our.median(1).values\n", "mask = data_ob_masks - cond_mask\n", "imputed_our = imputed_data_our[0][mask.bool().cpu()[0]]\n", "truth = datas[0][mask.bool()[0]].cpu()" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [], "source": [ "mae = torch.load(\"./log_bak/imputation/{}/MAE/best_0.5.pt\".format(config.area))\n", "is_sea = np.load(\"./data/{}/is_sea.npy\".format(config.area))\n", "H, W = is_sea.shape\n", "datas_image = torch.zeros(1,46,1,H,W)\n", "datas_image = datas_image.to(device)\n", "datas_image[:,:,:,is_sea.astype(bool)]=datas\n", "cond_mask_image = torch.zeros(1,46,1,H,W)\n", "cond_mask_image = cond_mask_image.to(device)\n", "cond_mask_image[:,:,:,is_sea.astype(bool)]=cond_mask\n", "imputed_data_mae = mae.impute(datas_image, cond_mask_image)" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [], "source": [ "from einops import rearrange\n", "import torchcde\n", "tmp_data = torch.where(cond_mask.cpu()==0, float(\"nan\"), datas.cpu())\n", "tmp_data = rearrange(tmp_data, \"b t c n-> (b n) t c\")\n", "itp_data = torchcde.linear_interpolation_coeffs(tmp_data)\n", "imputed_data_itp = rearrange(itp_data, \"(b n) t c -> b t c n\", b=datas.shape[0], n=datas.shape[-1])" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([-1.5, -1. , -0.5, 0. , 0.5, 1. , 1.5, 2. , 2.5]),\n", " [Text(0, -1.5, '−1.5'),\n", " Text(0, -1.0, '−1.0'),\n", " Text(0, -0.5, '−0.5'),\n", " Text(0, 0.0, '0.0'),\n", " Text(0, 0.5, '0.5'),\n", " Text(0, 1.0, '1.0'),\n", " Text(0, 1.5, '1.5'),\n", " Text(0, 2.0, '2.0'),\n", " Text(0, 2.5, '2.5')])" ] }, "execution_count": 99, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imputed_data_mae = imputed_data_mae[:,:,:,is_sea.astype(bool)]\n", "imputed_mae = imputed_data_mae[0][mask.bool().cpu()[0]]\n", "imputed_itp = imputed_data_itp[0][mask.bool().cpu()[0]]\n", "imputed_our = imputed_our[:]\n", "imputed_mae = imputed_mae[:]\n", "imputed_itp = imputed_itp[:]\n", "truth = truth[:]\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import scipy.stats as stat\n", "import pandas as pd\n", "method = []\n", "method.extend(['STIMP' for i in range(imputed_our.shape[0])])\n", "method.extend(['MaskedAE' for i in range(imputed_our.shape[0])])\n", "method.extend(['Lin-itp' for i in range(imputed_our.shape[0])])\n", "data = {'truth': np.concatenate([truth.numpy() for i in range(3)]),\n", " 'imputed':np.concatenate([imputed_our.numpy(), imputed_mae.cpu().detach().numpy(), imputed_itp.numpy()]),\n", " 'method':method}\n", "data = pd.DataFrame.from_dict(data)\n", "color =[\"#9F0000\",\"#e3b87f\",\"#576fa0\"]\n", "g=sns.jointplot(data=data, x=\"truth\", y=\"imputed\", hue=\"method\", kind='kde', palette=color, marginal_kws={'common_norm':False,'shade':True})\n", "xpoints = ypoints = plt.xlim()\n", "plt.plot(xpoints, ypoints, 'k-', alpha=0.75, zorder=0)\n", "plt.ylabel(\"imputed\", size=24)\n", "plt.xlabel(\"truth\", size=24)\n", "pcc1=stat.pearsonr(truth[:], imputed_our).statistic.item()\n", "pcc2=stat.pearsonr(truth[:], imputed_mae.cpu().detach().numpy()).statistic.item()\n", "pcc3=stat.pearsonr(truth[:], imputed_itp).statistic.item()\n", "plt.text(0.40, 0.92, 'PCC={:.4f}'.format(pcc1), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#9F0000\")\n", "plt.text(0.40, 0.88, 'PCC={:.4f}'.format(pcc2), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#e3b87f\")\n", "plt.text(0.40, 0.84, 'PCC={:.4f}'.format(pcc3), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#576fa0\")\n", "plt.xticks(fontsize=15)\n", "plt.yticks(fontsize=15)" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [], "source": [ "config.missing_ratio=0.9\n", "from torch.utils.data import DataLoader\n", "test_dloader = DataLoader(PRE8dDataset(config, mode='test'), 1, shuffle=False)\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = next(iter(test_dloader))\n", "device = \"cuda\"\n", "datas, data_ob_masks, data_gt_masks, labels, label_masks = datas.float().to(device), data_ob_masks.to(device), data_gt_masks.to(device), labels.to(device), label_masks.to(device)\n", "\n", "# load model\n", "model = torch.load(\"./log_bak/imputation/{}/STIMP/best_0.9.pt\".format(config.area))\n", "model = model.to(device)\n", "cond_mask = data_gt_masks\n", "adj = np.load(\"./data/{}/adj.npy\".format(config.area))\n", "adj = torch.from_numpy(adj).float().to(device)\n", "\n", "imputed_data_our = model.impute(datas, cond_mask, adj, 10)\n", "imputed_data_our = imputed_data_our.median(1).values\n", "mask = data_ob_masks - cond_mask\n", "imputed_our = imputed_data_our[0][mask.bool().cpu()[0]]\n", "truth = datas[0][mask.bool()[0]].cpu()" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [], "source": [ "mae = torch.load(\"./log_bak/imputation/{}/MAE/best_0.9.pt\".format(config.area))\n", "is_sea = np.load(\"./data/{}/is_sea.npy\".format(config.area))\n", "H, W = is_sea.shape\n", "datas_image = torch.zeros(1,46,1,H,W)\n", "datas_image = datas_image.to(device)\n", "datas_image[:,:,:,is_sea.astype(bool)]=datas\n", "cond_mask_image = torch.zeros(1,46,1,H,W)\n", "cond_mask_image = cond_mask_image.to(device)\n", "cond_mask_image[:,:,:,is_sea.astype(bool)]=cond_mask\n", "imputed_data_mae = mae.impute(datas_image, cond_mask_image)" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [], "source": [ "from einops import rearrange\n", "import torchcde\n", "tmp_data = torch.where(cond_mask.cpu()==0, float(\"nan\"), datas.cpu())\n", "tmp_data = rearrange(tmp_data, \"b t c n-> (b n) t c\")\n", "itp_data = torchcde.linear_interpolation_coeffs(tmp_data)\n", "imputed_data_itp = rearrange(itp_data, \"(b n) t c -> b t c n\", b=datas.shape[0], n=datas.shape[-1])" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([-1.5, -1. , -0.5, 0. , 0.5, 1. , 1.5, 2. , 2.5]),\n", " [Text(0, -1.5, '−1.5'),\n", " Text(0, -1.0, '−1.0'),\n", " Text(0, -0.5, '−0.5'),\n", " Text(0, 0.0, '0.0'),\n", " Text(0, 0.5, '0.5'),\n", " Text(0, 1.0, '1.0'),\n", " Text(0, 1.5, '1.5'),\n", " Text(0, 2.0, '2.0'),\n", " Text(0, 2.5, '2.5')])" ] }, "execution_count": 103, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imputed_data_mae = imputed_data_mae[:,:,:,is_sea.astype(bool)]\n", "imputed_mae = imputed_data_mae[0][mask.bool().cpu()[0]]\n", "imputed_itp = imputed_data_itp[0][mask.bool().cpu()[0]]\n", "imputed_our = imputed_our[:]\n", "imputed_mae = imputed_mae[:]\n", "imputed_itp = imputed_itp[:]\n", "truth = truth[:]\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import scipy.stats as stat\n", "import pandas as pd\n", "method = []\n", "method.extend(['STIMP' for i in range(imputed_our.shape[0])])\n", "method.extend(['MaskedAE' for i in range(imputed_our.shape[0])])\n", "method.extend(['Lin-itp' for i in range(imputed_our.shape[0])])\n", "data = {'truth': np.concatenate([truth.numpy() for i in range(3)]),\n", " 'imputed':np.concatenate([imputed_our.numpy(), imputed_mae.cpu().detach().numpy(), imputed_itp.numpy()]),\n", " 'method':method}\n", "data = pd.DataFrame.from_dict(data)\n", "color =[\"#9F0000\",\"#e3b87f\",\"#576fa0\"]\n", "g=sns.jointplot(data=data, x=\"truth\", y=\"imputed\", hue=\"method\", kind='kde', palette=color, marginal_kws={'common_norm':False,'shade':True})\n", "xpoints = ypoints = plt.xlim()\n", "plt.plot(xpoints, ypoints, 'k-', alpha=0.75, zorder=0)\n", "plt.ylabel(\"imputed\", size=24)\n", "plt.xlabel(\"truth\", size=24)\n", "pcc1=stat.pearsonr(truth[:], imputed_our).statistic.item()\n", "pcc2=stat.pearsonr(truth[:], imputed_mae.cpu().detach().numpy()).statistic.item()\n", "pcc3=stat.pearsonr(truth[:], imputed_itp).statistic.item()\n", "plt.text(0.40, 0.92, 'PCC={:.4f}'.format(pcc1), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#9F0000\")\n", "plt.text(0.40, 0.88, 'PCC={:.4f}'.format(pcc2), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#e3b87f\")\n", "plt.text(0.40, 0.84, 'PCC={:.4f}'.format(pcc3), transform=plt.gca().transAxes, fontsize=12, verticalalignment='top', horizontalalignment='left', color=\"#576fa0\")\n", "plt.xticks(fontsize=15)\n", "plt.yticks(fontsize=15)" ] } ], "metadata": { "kernelspec": { "display_name": "torch", "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": "3.9.19" } }, "nbformat": 4, "nbformat_minor": 2 }