{ "cells": [ { "cell_type": "markdown", "id": "bf2e2b43-f4cf-4621-bc7f-6c8fbf5a8a51", "metadata": {}, "source": [ "## Apply PhyloVelo to clonal lineage tracing data - Larry" ] }, { "cell_type": "markdown", "id": "e140a0ce-ed71-4bd4-a55d-6e194f46b613", "metadata": {}, "source": [ "We now extend PhyloVelo to clonal lineage tracing data based on static barcodes such as lentiviral barcoding (e.g. LARRY and CellTagging) and T/B cell receptor sequences. Because the cell population size of a uniquely labelled clone at observation indicates its relative proliferation activity in the past division history, we thus used clone size as the surrogate of phylogenetic time in PhyloVelo.\n", "\n", "Here is an example of using PhyloVelo to infer in vitro hematopoiesis differentiation." ] }, { "cell_type": "code", "execution_count": 10, "id": "696cbef6-b986-4e5e-9e19-41b80fafccd3", "metadata": {}, "outputs": [], "source": [ "import phylovelo as pv\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from matplotlib.colors import ListedColormap\n", "import scanpy as sc\n", "import re\n", "from collections import Counter" ] }, { "cell_type": "code", "execution_count": 3, "id": "0e15f95b-7cd5-4203-bd8d-9e2cd9214f62", "metadata": {}, "outputs": [], "source": [ "plt.rcParams['font.size'] = 12\n", "color_map = {'Erythroid': '#b6c5e4',\n", " 'Meg': '#9d48f1',\n", " 'Ccr7_DC': '#e7893e',\n", " 'Undifferentiated': '#4875ae',\n", " 'Mast': '#80594f',\n", " 'Baso': '#68bccb',\n", " 'Monocyte': '#579b6e',\n", " 'pDC': '#b5bd71',\n", " 'Lymphoid': '#eeafaf',\n", " 'Neutrophil': '#bd4038',\n", " 'Eos': '#f4aeae'}\n", "color_map_inv = {}\n", "for key in color_map:\n", " color_map_inv[color_map[key]] = key\n", " \n", "state_map = {0: 'Monocyte',\n", " 1: 'Undifferentiated',\n", " 2: 'Ccr7_DC',\n", " 3: 'Baso',\n", " 4: 'Erythroid',\n", " 5: 'pDC',\n", " 6: 'Lymphoid',\n", " 7: 'Eos',\n", " 8: 'Mast',\n", " 9: 'Meg',\n", " 10: 'Neutrophil'}" ] }, { "cell_type": "code", "execution_count": 2, "id": "2166a8e4-e7fc-4e8f-a78d-a60af63447ed", "metadata": {}, "outputs": [], "source": [ "data = sc.read_loom('../../../demo/datasets/in_vitro_hematopoiesis/larry.loom')" ] }, { "cell_type": "code", "execution_count": 6, "id": "50ce965d-1d62-4cfb-8aac-d23274c3a36a", "metadata": {}, "outputs": [], "source": [ "clone_size = Counter(data.obs['Clone'])" ] }, { "cell_type": "code", "execution_count": 8, "id": "63354afe-0d6a-472e-8eb8-eaea44cc5286", "metadata": {}, "outputs": [], "source": [ "selected_clones = np.array(list(clone_size.keys()))[(np.array(list(clone_size.values()))>1)&(np.array(list(clone_size.values()))<100)]\n", "selected_cells = data.obs['Cell barcode'][np.isin(data.obs['Clone'], selected_clones)]\n", "selected_data = data[selected_cells.index,]" ] }, { "cell_type": "code", "execution_count": 11, "id": "8fe18912-ed66-4780-8371-96a957422216", "metadata": {}, "outputs": [], "source": [ "sd = pv.scData(count=pd.DataFrame(data=selected_data.X.A, index=selected_data.obs_names, columns=selected_data.var_names),\n", " Xdr=pd.DataFrame(data=selected_data.obs[['SPRING-x','SPRING-y']]),\n", " )" ] }, { "cell_type": "code", "execution_count": 12, "id": "98b8f0cb-c917-4fad-875c-112819f16d81", "metadata": {}, "outputs": [], "source": [ "sd.drop_duplicate_genes()\n", "sd.normalize_filter(is_normalize=False, is_log=False, min_count=1, target_sum=None)\n", "sd.x_normed = sd.count" ] }, { "cell_type": "code", "execution_count": 13, "id": "f7001e5e-c4d2-4c76-8b7a-2275c0a7eb08", "metadata": {}, "outputs": [], "source": [ "#Filter out artificially inserted genes.\n", "import re\n", "drop_genes = []\n", "for i in sd.x_normed.columns:\n", " for num in re.finditer('[0-9]+', i):\n", " if len(num.group(0)) > 4:\n", " drop_genes.append(i)\n", " continue\n", "sd.x_normed = sd.x_normed[sd.x_normed.columns[~np.isin(sd.x_normed.columns, drop_genes)]]" ] }, { "cell_type": "code", "execution_count": 14, "id": "84ecd971-39dd-45ed-99dc-629569022187", "metadata": {}, "outputs": [], "source": [ "clone_size = Counter(selected_data.obs['Clone'])\n", "depths = [clone_size[i] for i in selected_data.obs['Clone']]" ] }, { "cell_type": "code", "execution_count": 15, "id": "3b6a9063-7436-4ae8-be74-432afd66de52", "metadata": {}, "outputs": [ { "data": { "application/json": { "ascii": false, "bar_format": null, "colour": null, "elapsed": 0.018051624298095703, "initial": 0, "n": 0, "ncols": null, "nrows": null, "postfix": null, "prefix": "", "rate": null, "total": 12879, "unit": "it", "unit_divisor": 1000, "unit_scale": false }, "application/vnd.jupyter.widget-view+json": { "model_id": "85bf1ce22da441b28bbb5b98c39285d2", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/12879 [00:00" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pv.velocity_inference(sd, np.round(np.log(depths), 1), cutoff=0.97)\n", "pv.velocity_embedding(sd, target='x_normed', n_neigh=100)" ] }, { "cell_type": "code", "execution_count": 16, "id": "174b3f89-87f6-46e2-a765-5cf554863544", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkAAAAIXCAYAAAB0EeF5AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydZ3gU1d+G75mt6SGBQAKE0Am9NymCdCk2UEAULCh2+Yuo2H0FFexiV1BAEEFAEVS69N6kE2pIICE92T4z74fNLlmyCUmowrmvK2Jmzpw5s7uZefZXJU3TNAQCgUAgEAhuIOSrvQCBQCAQCASCK40QQAKBQCAQCG44hAASCAQCgUBwwyEEkEAgEAgEghsOIYAEAoFAIBDccAgBJBAIBAKB4IZDCCCBQCAQCAQ3HEIACQQCgUAguOEQAugaQ9M0srOzEfUpBQKBQCC4fAgBdI2Rk5NDWFgYOTk5V3spAoFAIBBctwgBJBAIBAKB4IZDCCCBQCAQCAQ3HEIACQQCgUAguOEQAkggEAgEAsENhxBAAoFAIBAIbjiEABIIBAKBQHDDIQSQQCAQCASCGw4hgAQCgUAgENxwCAEkEAgEAoHghkMIIIFAIBAIBDccQgAJBAKBQCC44RACSCAQCAQCwQ2HEEACgUDgh5SUFD755BO2bdt2tZdSYho1asQjjzxyyebLzs4mLCyMyZMnX3Dsl19+SVhYGBkZGZfs/ALB5UQIIIFAIPBDYmIiTz/9NCtWrLjaSykxOTk5WK3WSzqny+VCVdULjnM4HGRnZ6Np2iU9v0BwudBf7QUIBAKBoOQUFBiSJF3Wc4WGhpKXl3dZzyEQXC2EABIIBIJSsn37drZu3cqQIUMIDAz02Xfo0CFWrVpFv379qFixIkuWLCEnJ4e+ffsyffp0tm3bRlRUFA899BAxMTHk5uYybdo0/v33X2rUqMGDDz5IeHi4d75du3axadMm7rvvPv766y+WLVuGXq/n/vvvp1GjRihWK7qAAJ815OTkMHXqVPbt20dcXBz3338/FStWLHQdO3fuZNasWWRlZdG4cWOGDh1KSEiId7/D4eDHH3+kTZs2NGrUyLvd5XIxe/Zs1q5dS4UKFbj33nsv0SsrEFxBNME1RVZWlgZoWVlZV3spAsENzdatWzVAmzRpUqF9mzdv1gBtypQphfYNHTpUK1++vGaz2TRN07QBAwZo8fHxWteuXbUaNWpoN998sxYQEKDFxMRohw4d0ho1aqTFx8drnTp10vR6vVa3bl3Nbrd755s4caIGaA8++KAWGRmp3XXXXVqNGjW8a1NVVXNmZmqapmnVqlXTevfurdWtW1erX7++1rlzZ81kMmkVKlTQEhMTvXOqqqo9+uijGqDVr19f69+/vxYYGKiVK1dO27Bhg3ec5370wQcfeLfl5uZqbdu21QCta9euWvfu3bWgoCDtnnvu0QAtLS3tol97geBKIATQNYYQQALBtUFxAkjTNK1ly5Zau3btfLadPXtWM5lM2nPPPefdNmDAAA3QnnnmGU1RFE3TNG39+vUaoEVERGjvvvuupqqqpmmaNmfOHA3QZsyY4T3eI4CaNm3qvS84nU5t8ODBmk6n0xISEjRXXp6maW4BBGhffPGF93jPud5++23vtgULFmiA9tJLL3nXdOrUKS02NlarVauWdz3+BNCbb76pAdrixYu921asWKEBQgAJ/lOIIGiBQCAoA6NGjWL9+vXs3r3bu+3HH3/EbrczcuRIn7Fms5nx48cjy+5bbtu2bYmLiyMgIID//e9/3lie22+/HZPJxM6dOwudb9y4cQQbDORs2ICWlcXbb7+NoijMnz8fXQE33PmZYG3btqVBgwasWbPGu+3nn3+mXLlyjBs3zrummJgYxowZw+HDh4vNfPvll1+4+eab6dWrl3fbzTffTJ8+fUr0ugkE1wpCAAkEAkEZuOeeewgPD+frr78G3MHJX3/9NV27dqV27do+Yz1ipyDly5enTp066HQ67zZZlomMjCQlJcU7p4cWLVrgTE1Fs9lwnj5N9erVCQ8PZ+PGjT7z1q9fv1BwdFRUFDk5Od7fN2zYQKNGjQrFL7Vu3RqA9evX+71mq9XK7t27adGiRaF9zZs393uMQHCtIgSQQCAQlIHAwEDuv/9+pk2bhsViYfXq1ezfv99vHR6j0VhomyzLRW73R0BAAJqiuH/J/zcwMBCHw1GicxXE6XQWEmSe+Tz7/eE5V3HHCgT/FYQAEggEgjLy6KOPkpWVxS+//MLXX39NVFQUt91222U515EjR9CFhgKgCw3FYrFw+vRpatasWeq5atasSUJCQqGaPYcPH/bu90dISAgVKlTgyJEjftcnEPyXEAJIIBAIyki9evXo2rUrH3zwAXPmzGHEiBF+LTBlpaAr6+uvv8YQGUlQixYYq1Xju+++Q1VV+vbti+ZylWreAQMGcPjwYZYuXerdpmkan3/+OYGBgXTv3t3vcbIs06dPH+bPn+910wFkZGQwe/bsUl6dQHB1EXWABAKBoBh+/PFHNm3aVGj7Y489RufOnRk1ahQDBw4E4OGHH75s69iwYQP33Xcf/fv3Z8uWLXz00Ud069aNTp064UxOxli5conneuCBB/j8888ZNGgQzz77LLVq1WL69OksWbKEd99916+Ly8PYsWOZM2cOHTt25LnnnkOn0/H+++9TqVIlsrOzL8WlCgRXBCGABAKBwA8hISH06NEDgMzMzEL7PXEy/fv3x2Qy0alTJ7+uo6ZNm1KpUqVC29u0aeNTdNBDp06daNiwYaHtv//+O6+99hqPP/44er2eMWPG8Pzzz6OkpyPlW52KOrZly5Y+cT2hoaGsWbOGjz76iClTppCZmUmTJk2YM2cOd955p3ecTqejR48eVKtWzbstPj6eNWvW8Oqrr/L8888TFRXFI488QvXq1fnyyy/R68VjRfDfQNLOdwILriqe5oNZWVmE5vv7BQLBtcuyZcvo1q0bc+fO5Y477rjk80+aNIkxY8aQnZ3tI5g0RcGVkYFkMKAPC7vk5xUIrneuqxig3NxcXnvtNXr16kVERASSJDF16tRC44YPH44kSYV+6tWrV2isqqq89957VK9eHbPZTOPGjZk5c6bf8+/bt49evXoRHBxMREQEw4YNIzU19VJfpkAguAbIzc0lISGBF154gVq1ajFgwIArcl5NUVDzrTmG8uWF+BEIysh1Zas8e/Ysb775JrGxsTRp0oSVK1cWOdZkMvHtt9/6bAvzcyMZN24c77zzDg8//DCtWrViwYIFDBkyBEmSuOeee7zjEhMT6dSpE2FhYYwfP57c3FwmTZrE7t272bRp0yUNjBQIBFeffv36sXLlSsqVK8dvv/3mU8/nciLpdEhX6FwCwXXN1SxDfamx2WxacnKypmnF9+q5//77taCgoAvOl5iYqBkMBu3xxx/3blNVVevYsaNWpUoVzeVyebePGjVKCwgI0I4fP+7dtmTJEg3QvvrqqxJfg2iFIRD8Nzh06JD277//ahaL5bKe58yZM9r27dt97jcCgeDiua5cYCaTyW+wYVEoilJs1sKCBQtwOp089thj3m2SJDFq1CgSExN9qqXOnTuXvn37Ehsb693WrVs36tSpI9JDBYLrkFq1atGgQYNiM6YuBVFRUTRt2vSKWZgEghuF60oAlQaLxUJoaChhYWFERETw+OOPk5ub6zNm+/btBAUFER8f77PdUy5++/btAJw6dYqUlBRatmxZ6DytW7f2jvOH3W4nOzvb50cgEAgEAsHl5bqKASop0dHRPP/88zRv3hxVVfnzzz/5/PPP2blzJytXrvSmcSYnJ1OxYsVCfXWio6MBSEpK8o4ruP38senp6djtdkwmU6H9EyZM4I033rik1ycQCAQCgaB4bkgBNGHCBJ/f77nnHurUqcO4ceOYM2eON7jZarX6FS1ms9m7v+C/Fxrrb/+LL77I6NGjvb9nZ2dTtWrVslyWQCAQCASCEnLDusDO59lnn0WWZZ/S8AEBAdjt9kJjbTabd3/Bf0sy9nxMJhOhoaE+PwKBQCAQCC4vQgDlExAQQGRkJOnp6d5t0dHRnD59ulDDQI/LKyYmxjuu4Pbzx0ZERPi1/ggEAoFAILg6CAGUT05ODmfPnqVChQrebU2bNsVisbBv3z6fsRs3bvTuB6hcuTIVKlRgy5YthebdtGmTd5xAIBAIBIJrgxtOANlsNnJycgptf+utt9A0jV69enm3DRgwAIPBwOeff+7dpmkaX375JZUrV6Z9+/be7XfeeScLFy7k5MmT3m3Lli3j4MGD3kaJAoFAIBAIrg2uuyDozz77jMzMTG+G1u+//05iYiIATz75JBkZGTRr1ozBgwd7W1/89ddfLFq0iF69evmUs69SpQrPPPMMEydOxOl00qpVK+bPn8/q1auZMWOGT12Ol156iV9++YUuXbrw9NNPk5uby8SJE2nUqBEjRoy4gq+AQCAQCASCC3HdNUONi4vj+PHjfvcdPXqU8PBwnnzySTZs2EBSUhKKolCrVi2GDh3Kc889h8Fg8DlGVVXeffddvvrqK5KTk6lduzYvvvgiQ4cOLTT/nj17GD16NGvWrMFoNHLrrbfy/vvvU7FixRKvXzRDFQgEAoHg8nPdCaD/OkIACQQCgUBw+bnhYoAEAoFAIBAIhAASCAQCgUBwwyEEkEAgEAgEghsOIYAEAoFAIBDccAgBJBAIBAKB4IZDCCCBQCAQCAQ3HEIACQQCgUAguOEQAkggEAgEAsENhxBAAoFAIBAIbjiEABIIBAKBQHDDIQSQQCAQCASCGw4hgAQCgUAgENxwCAEkEAgEAoHghkMIIIFAIBAIBDccQgAJBAKBQCC44RACSCAQCAQCwQ2HEEACgUAgEAhuOIQAEggEAoFAcMOhv9oLEAgEAsHVx2azcebMGWRZJiYmBp1Od7WXdNnQNI2UlBTy8vKoUKECISEhV3tJgquAsAAJBALBDczGjRu5//77iYiIIC4ujtjYWMLDwxkyZAh79+69ZOeJiYmhXLlyfn/atGlTqrluvfVWn+OrVq3KTTfdxBtvvMHmzZvRNM3vcZmZmbz33nvUrVuXSpUqUbNmTUJDQ2nRogVTpkxBUZRLcamC/wjCAiQQCAQ3KN999x0jR46kSpUqjBs3jo4dO6JpGtu2beOrr75i1KhRrFq16pKc6/nnn8flcvlsO3r0KJ9//nmpBVBubi6apvH222+jaRpWq5Xdu3fzySef8PrrrzNw4ECmTZuGyWTyHpOcnEznzp05duwYd911F5MmTaJChQqcPHmSefPm8eCDD9KyZUsaNWp0Sa5X8B9AE1xTZGVlaYCWlZV1tZciEAiuYw4cOKAZDAatTZs2Wk5OTqH9TqdT+/nnn/0em5GRoSUnJ2sul6vI+VVV1c6ePev3Xqa6HJqmadrYsWM1QNuxY4fmOHNIc5w5VKK1d+rUSatSpUqh7Q6HQ3vmmWc0QBszZozPvltvvVWTZVlbunSp3znXrFmjHTt2rETnF1wfCBeYQCAQ3IBMmzYNp9PJhx9+SHBwcKH9er2eQYMGeX/XNI3p06fTunVrypUrR3R0NGFhYfzvf//zjnnkkUfo3LkzixcvplatWpQvX54HH3zQZ17bgZXkrvsRl8vFDz/8QPPmzWnSpAl5m2aSOf9VbAfKbnEyGAy8//771K1bl6lTp+J0OgFISkpi0aJF3HPPPdxyyy1+j73pppuoVq1amc8t+O8hBJBAIBDcgMyePZuKFSuW2P30wQcfMGzYMKpWrcrSpUvZuXMn3377rY+bKT09nZ07d/Lggw/y9NNPs2LFCp544gnvfueZQ+Ss+hpznU4sWrSI06dP8+CDD6LkZeBMO4nmcpCz6iucKYfLfF2yLDNw4EBSU1NZvnw5AHPnzkXTNAYMGFDmeQXXHyIGSCAQCG4wFEXh0KFD3HLLLcjyhb8H2+123nrrLbp168acOXOQJAmAxo0bc8899/iMzcrK4qeffqJPnz6F5rHu/Rs5pAKGirX5/vsxmM1mhgwZgj1hHRJAYDm0vLNY9yzBEFWrzNfXrFkzAI4cOQLAgQMHAGjSpEmZ5xRcfwgLkEAgENxgKIqCpmkYDIYSjV+2bBlZWVmMGjXKK36KIigoiN69exfarrkc2BM2ENCgJ6dPn2bhwoXccccdhIeHYzu8FsA9t86EPWEdmstR+gvLR693f7f3uMA8/3q2CwQgBJBAILhGcbgUciwOHC6RmnypMRqNREZGcvz48RKNP3HiBADVq1e/4NiYmBi/Iklz2gAw1+nIjz/+iKIoPPjggziSD6DmpHrHSTo9qC7v+LJw9OhRACpWrAhAdHS0z3UIBCAEkEAguMZISMrkm4W7eeKj5Tz96Uqe+Gg53yzczZGkrKu9tOuK/v37s3fvXo4dO3bBsZ5CgWlpaRccW1QBRclgxli9NZIpmO+++47q1atz8803Y8+3/njQFBfIeiSD+cIXUQTz5s3DZDLRs2dPwH2tAH/88UeZ5xRcfwgBJBAIrhlW7zrF+GmbWLHtJA6nik6ScDhVVmw7ydvTNrJm96mrvcTrhsGDBwMwadKkIsd4LETdunVDlmUWL15c5vNJeiNBTfuzbt06Dh48yIgRI8Blx358m3eMpmmg2DHVbI+kN5bpPAsXLuSff/6hX79+hIeHA+6YoDp16vDjjz9y5swZv8dlZWWRkZFRpnMK/psIASQQCK4JEpIymbp4Dw6nQmSomdBAIwEmPaGBRiJDzTicClMW7RGWoEtEt27duOeee5g8eTIjRoxg165d3n0JCQmMHj3aLVJwu5Juv/12PvvsM2bPnu2tmGyxWLyZViVBH1mN7777DkmSGD58OPajm0Bxx/pomoZmyUAyBBDQoPsF53K5XBw5coSEhAT+/fdfZs6cyT333MOAAQOoWrUqH3zwgXesJEl8+eWXZGZm0qlTJ2bOnIndbgfcRRVnzpxJixYtSExMLPG1CP77iIgwgUBwTbB820msdheRoeZCMSSSJBEebCIt28by7SepERN2lVZ5ZXG4FOwOBZNRh1F/aXtzSZLEtGnTqF27Nl9++SVTp04lLCwMVVXJycmhfPnyvPfee97x33zzDcOGDePuu++mQoUKREZGcvToUVq2bEnXrl1LdM6cnBxmz55Njx49qFq1Kulzv0BzWNxuL8WOZAggpPMjJcoAO336NDVr1vS5njZt2vD666/z5JNPeq0/Hrp06cKSJUsYN24cQ4YMwWg0EhISQkZGBpqmceedd1K1atWSvXiC6wJJ04pomiK4KmRnZxMWFkZWVhahoaFXezkCwRXB4VJ44qPlOJwqoYFFuz6yLQ6MBpnPnulaZkFwOUXFpSIhKZPl206yef9pXIqGXifRql4lbmkee1nEn8PhYMmSJRw5cgSdTke9evXo0KEDRmPh9+LgwYMsW7YMh8NBrVq1uPnmmwkKCvLus1gsNG3a1O95srOz2bt3L1WqVCE6zET6z6NBdcf8mGq2J6BB9xKJnz179pCTkwO4hU9wcLC311hJ2LdvH2vXriU3N5dKlSrRsWNHKleuXKJjBdcPQgBdY5RGAKmqitPp9ClEJhCcj+dP/ELpy1eTHIuDpz9diU6SCDAVbZi22l0omsbHT95MSDFCyR9XWlSUldW7TjF18R6sdhdGgw6DTsapqDicCgEmPSP6NKBDo+vjYa25HGhOG5LBXOaYH4GgrAgX2H8YWZYxGo3Y7XYMBkOJCpqdj+LQcNlBbwKd8dp9QArKjiRJXhGkado1KYRMRh16nTvgOaCYcU5FxWiQMRlLZ7nxJyo8wdUb9iRfM6Li/Dgoz3sVgPu9y8y1M2XRHmIig68p0VZWJL3RR/iUpBt7UVlmAkFpEQLoP44kSZhMJpxOJ6qqlrjQV1qCQsJyByc3K6guDVkvUbWVjpq3GImsIW4w1xvni55rTQgZ9Tpa1avEim0ni1ybpmk4nAodGlculevqvyQqbvQ4qLi4uGIDkdu1a8e6deuu4IoE1zNCAF0nGAwGFEXBbrdf0CV2dLWTrVNtOK2gM4JscFuCEla4OLHBRcsRZuI6lKxCrOC/xbUshLo2r8qGPclk5toJDzb5rMsjVAJMero2K12g6sWKiisVM+RwKWzefxqjQVfkeyJJEkaDjk37krmvZ/w1G8NUVlatWoXL5Spyv9lc9tpAAsH5CAF0HaHT6ZBlGbvdjl6v92sqTktQ2DrVhssBAZEFHogB7oeMLRO2TLEREiMLS9B1TGlFz9atW2nRosUlO78/UVEzJpwRfRowZdEe0rJtRca/lMbycTGi4krHDNkdCi5Fw6Ar3pVt0Mm4FA27Q7nuBFCNGjWu9hIENxBCAF1nnO8SO7/XT8JyB07reeKnwLHmcA1rGiQsdwoBdAPg+QxYLBZcLhfBwcGFYsn27NlDv379mDt3Lu3atbuo811IVHRoVJmYyGCWbz/Jpn3JuBQNo0GmQ+PKdG1WtdTCo6yi4mrEDF3uOCiBQOCLEEDXKQaDAVVV+frrr7n77rsJCwtDcWic3KygMxZtAZAkCZ1R4+QmFy3u00Rg9A1CYGAg4K7TomkaISEh3s/IxIkTSU5O5sknn2TlypUEBweX6RwlFRU1YsKoERPGfT3jL9r1VBZRcbVihi5nHJRAICiMqAR9HSPLMvfddx9Tpkxh8+bNuOy4A54vEN4jG9zjXPYrs07BtUNISAghISHk5OSQm5vLxo0bmTVrFuB2g40dO7ZM85alyrNRryMk0HhRD3qPqHA4FRRNRVE1VHwrf3hERev4aIx6nTdm6Pw4JDgXM2S1u1i+/WSZ11UUXZtXJcCkJzPXzvkVSi4mDkogEBTmuhJAubm5vPbaa/Tq1YuIiAgkSWLq1Kl+x+7bt49evXoRHBxMREQEw4YNIzU1tdA4VVV57733qF69OmazmcaNGzNz5syLmvNKYjabeeaZZ0hNTWX6rCmg01Cd5/ZrqoaqaGjquZut6gRZL6EX5YVuSCRJIjQ0lMDAQMaPH+9tGQDw1VdfMXv27FLPeTVFRZ0q4ThcKsdO53DiTDYnzuSQmmXF7lQKiYrSxgxd6k71njgoo0FHWraNbIsDq91FtsXhjYsqbRyUQCDwz3XlAjt79ixvvvkmsbGxNGnShJUrV/odl5iYSKdOnQgLC2P8+PHk5uYyadIkdu/ezaZNm3yqn44bN4533nmHhx9+mFatWrFgwQKGDBmCJEncc889ZZrzatCnTx9OnDjBO4s/ognDiDRG4sgBR965McYgDWMIKA6JuA564f66wVm6dCkLFy702aYoCs8//zxt2rShWrVqJZrnamY3rd51ih//2gdoSICqAYpGdp6dnDwHZpOesCCjV1TkWBxXPRD5UsdBCQQC/1xXAig6Oprk5GQqVarEli1baNWqld9x48ePJy8vj61btxIbGwtA69at6d69O1OnTmXkyJEAnDp1ivfff5/HH3+czz77DICHHnqIzp07M2bMGAYOHOjNtCrpnFeT2NhYXpswlhfv/Yyo5PrUjbwJJJAk0DSw54A9G8xhGjW7ijT4GxlN05g4cSKqqhbad/z4cR4aOYq///zDr6A5P8PramU3FXS7RUcE4XCpZFvs5NlcaJqnOKTG/b3qewOar5VA5EsZByUQCPxzXbnATCYTlSpVuuC4uXPn0rdvX69QAXdn5Dp16viY9xcsWIDT6eSxxx7zbpMkiVGjRpGYmMj69etLPefVRq/X0732SDRNZcWx71BVd80NCbcIwvub4Ebmp59+YunSpUXuX/r3YoaMeMxnW0JSJt8s3M0THy3n6U9X8sRHy/lm4W6S0nLR6yScSmExVRCnoqLXSZdMVJzvdjMZdFQICyQ2KoTYqGDiKoZg1Os4mJjpPaZgzFBRXYLOjxm6nFyKOCiBQOCf68oCVBJOnTpFSkoKLVu2LLSvdevWLFq0yPv79u3bCQoKIj4+vtA4z/4OHTqUas6rTcJyBwCtGnciNTWeadv+R4MKN9M65nbMoRLGEHDmijT4G50GLTty53PfY7VYCNCpqIoTRXWhKi4Ul5OcPBuHzqTyx5I1dGzTmJ3HcorN8KoaFcLBkxl+s5tUTUNVVewOFx0aV/M+7C+mAGFxbjdZyjd7gl+32+UqyCgQCK4tbjgBlJycDLjdZecTHR1Nenq6t5pycnIyFStWLHQD9RyblJRU6jnPx263+wSZZmdnl/HKLkzBNHiDWSKmahTDQl/kwyUPctj6Dw92fgeDPgDVIdLgb3Q2H8rCGFKR6MqFqyeDWwikZdtIdoSzdc8RPp61nsDwGCLLhfhNGz+SnIVeJ/mICrvDHdybZ3OhqBqSBJk5NlbtSORgYsZFFSC8GLfb5SjIKBAIrj2uKxdYSbBarQB+xYinzLpnjNVqLfG4ks55PhMmTCAsLMz7U7Vq2b5VOhyOC44pmAbvskFeqoY+oxKjW/xGkFKJMTNv4ejp/SIN/gantEHLB1JlAiJikR0ZnDmxH8Xl8BkXHmzC5VKpWTncm92UkmnhVFoe2RYHLlVFkiA4wMCGvclMnLWFvzYdx+FU0UmS15L09rSNrNl9qkTX4InlKavbrUOjyowb1oauLWIxGmQUzR2I3LVFLOOGtbkmGqcKBIKL44azAAUEuEMbC1pdPNhsNp8xAQEBJR5X0jnP58UXX2T06NHe37Ozs70iKCMjA4vFQuXKxd9sVVVl+PDhPPDAA3Tr1q3IcXqTO73dnq3isGhoqtsTIEs6+tceS51yN/HOonvoX/8ZejS5X6TB36CUxnridKls3n8ak1FPaHg1VEUh8fAOJEmicq0myLLOK5ZOnc3l+cGt+H39EVbtOImmgSxLBAcYCQ00gqaRnG5B0zTsDnfvLpNBV6YChJeiqKAIRBYIrm9uOAuQx03lcVsVJDk5mYiICK8lJzo6mtOnTxcKhvQcGxMTU+o5z8dkMhEaGurz46FcuXJERESQkJBQbINAWZb54YcfWLlyJa+88kqRY3VGifK1Zew5oKkg60HSgSS7/42v2IGX2i9h0/E/+HLrg+TZcoo8p+D6pTTWE50soapusaRqGpokUaVOc6LjGnDywFZOJexC0zSvqymmfBBhQUaCA4xUqxhCtUqhVAgLwGTQkW1xoGoaep2MBmRbCluSSlMr6FIVFRSByALB9ckNJ4AqV65MhQoV2LJlS6F9mzZtomnTpt7fmzZtisViYd++fT7jNm7c6N1f2jlLS0BAADVr1iQxMZGMjIwixxkMBv7v//6PTp06cc8993DixIkLzn1+koumQYgxkqdazKJe1Za0bdvW7zUJrm9KkwnVKr4SmqaRnmPjREoOJ1NyOZGSQ4ZFoVKtFpSPqcHxfRtJPr4fvU5ClnFbjAw69DoZOT/jUNU08uwu3PHJEpIkkWdz+lRtLm0BQlFUUCAQFMcNJ4AA7rzzThYuXMjJk+e+SS5btoyDBw8ycOBA77YBAwZgMBj4/PPPvds0TePLL7+kcuXKtG/fvtRzlpW4uDhUVfWZ3x/du3dn8uTJjB07lvnz5/vsUxwaZw+pGIPza/8ooCpua5CquH+XZDCHSnSp+BhTv/+RN954g+++++6i1y/4b1FS60lkaAC5VhdWhws1v5q4pmnkWJ0kp+XhwEi1+DYYAssRkHuIPf/u9ete0zQNNJDyBZEkAZr7s1mQgkHLJUHE8ggEgqKQtKK+4v1H+eyzz8jMzCQpKYkvvviCO+64g2bNmgHw5JNPEhYWxsmTJ2nWrBnh4eE8/fTT5ObmMnHiRKpUqcLmzZt93FXPP/88EydOZOTIkbRq1Yr58+fzxx9/MGPGDIYMGeIdV5o5iyM7O5uwsDCysrJ83GEe7HY7iYmJVKlSpdg5VVVl4sSJnDlzhvHjx2M2m0ne7WLpGxYUO2jkCx7JLXqQwBgEplAJTXXv6/9xMIrOymOPPYYkSUyePNnbNFNw/bNm9ymmLPJNbS+YCdW7bRy/rT1Cdp4du9OtVCTccT2y5K66LEsSQWY9gWYD44a1wWU5y7OT5hJUrgqVKp3LmlQ1jRMp7kasOln2ZoXFVgzxWonA7RYzGmQ+e6ZrqV1SeTYH2bkOQoONBJmvbmV2gUBw9bnuBFBcXBzHjx/3u+/o0aPExcUBsGfPHkaPHs2aNWswGo3ceuutvP/++1SsWNHnGFVVeffdd/nqq69ITk6mdu3avPjiiwwdOrTQ/CWdszguJIA8nDx5ksDAQG/Ps6JYv3497733HkN7PIN9fTyONHdWmqRzu7w01S2AAiPBHOr+Vm7Pdqe/3/ZZEDqju2Lu999/z9dff820adOoU6dOia9H8N/mSFKWT0sGvU6idXw0XZtV5ce/9rJ5/xnAHWSsqL63EllyC+1Ak55nBjanQ6PKOFwK3/y+m7/+2Y4JC+EVKhMQ5HZBpWZayLE60cnuuUICjVQIO5c84Em979oilodubVjia0hIymT5tpMXlVYvEAiuP647AfRfp6QCCGDHjh28/vrrfP/990RERBQ5LmHbWXr06I6mwVPtfyRMq4asd4sfjyVI1kFItITOCNY0qNnVQOuHzD7zbN++nQcffJAXX3zxkrj1BP8dChYlBPj36Fle/W69O8A53xKjaRqKqvkIIbNRR1iQiReGtmL1rlNs3n8aq91FRo4dg07G6ExHc1qIqFQNTTaSnG5BUVVkSSKmfDAmw7m5M3PtGA06xg1rU2LhsnrXqUIFGs+v5yPcYALBjYkQQNcYpRFA4A7IHjNmDB999BHNmzf3O2bDlxb+mrOOTzbch8Nl4+FG39KwfOF0eUMIGEwSeiN0GRfotxJ0ZmYmDzzwALGxsbz33ntXvcmr4MpR0JKSlmXFYleQJdDr5EJWSI8YCjDp0etkzAYddqfiFSE5Vgc5FifgtvS4spKw2iwYw6viVGXMRj3BAYaLEiwJSZmMn7YJh1MpsqJzaQWVQCC4fhAC6BqjtAIIICUlhQceeIA77riDBx54wLs9LUHh0FIH+xc60TTIsp3hi20jOJSxjgG1x3Frjf8hS77BqOZwaP94AHEdim6GqmkaH374IfPmzWPGjBk+/c8E1ycFLSkGg8zZLCuePqkSoNPJ6GRfEaSo7hYXkiQRHmSkXIhvVWmbw0VqlhWXohIebMJs1BETkEOLBrVIsej8ut1KI1S+WbibFdtOEhlafDXrkrjULqYth0AguDYRAugaoywCCMDlcvHKK6+Qnp7Oxx9/TPJmHVun2nDkgT03PztHAZfqZM6B11hyfDJNKvTmocZfEmgI985jDIHe7wSVqA/YmjVrePbZZ/nxxx8L9UsTXD+cb0lRNTiZkoNLVb2lFCTAoPe1BCmqiqJoGPQysVEhRYqQs9k2OjauzEN9G2LU63A4HJw9e5byURUvqhfYEx8tx+FU3UUWi+BCQdUifkgguH65IdPg/ytomsayZcu81aSLQ6/XM2HCBHr37k3PW27lz88O4nK4g5tlGTzlVPSygXvixzOyyXfsS1/FW+u7kJizxzuPIwe2TStZD4wOHTqwYsUKvvjiC9atW1eWSxT8Bzi/q7ona1Au6FICn9gfTdNQVQ0NCAowFNtSw2TQseNwineb0WgkKiqK7MyMMhcgLEsvsPNZvesU46dtYsW2kxfVlkMgEFybCAF0DSNJEl27dmXDhg2cPXu2RMfcdtttPNn7Qz5d+Sj7s5ch6SQMQVKheiptou/i5bbLkZB4e0M3Npz6BTV/0MmNLg4vv3BvMYDg4GA++ugjli5dyty5c0t1fYJrH399wWQkgsxuF6m+gMBwu7w0t+UnXwwZDTJmg96noOH5+BMhmqYRGRlZ5nVfbC+whKRMpi7eg8OpEBlqJjTQSIBJT2igkchQMw6nwpRFeziSlFXmNQoEgquLEEDXOJIkcfPNN3Ps2DGOHj16wfGKQ0M6UYMXuv3CmkNzeXFuD7JU/8UTK4fE83K7FdSP7MKqxCl8u+thXKoDNFg/2caxNc4SrVGWZV599VXS09P55JNPiqweLPjvUZQlJSTQ6LYAaW4Xl8e+o6EhIaGTJYx6GUXRSMmwcOJMDqlZVuzOwpYWfyLEYCjaalQSSlPNunV8dCEr0/lWr4KUpS2HQCC49hAC6D9Cy5Ytsdvt7Nq1q9hxno7vgYFB9Gv6BKczj/DyH91Iytvnd3ygIYxRTX8k0BDOxuQ5fLL1bmyuXFw22Py9lbQjJau4C/Dwww9Tq1Ytxo0bh6KU/DjBtUtRlhSzQUdkmDu4WFHO2XdUVcOpqDgVFUmWMRl0aPnbcywOktPyyLGesy4WJ0IulrL2AvNn9Tqf0rblEAgE1x5CAP2HqFevHpGRkaxdu7bIMZ6O76oT4so3YPxdf2PQmXlnYy8OZ2zyf4ys57GmP9Kh8r3sSVvOpM39yLadxZYFCctLZgXy0KdPH+666y6eeOIJ8vLySnWs4NqjOEtKSICRsKBzAcZS/n88ksGZn7ruyQ7Tye6immlZNuz585W0IWlZKGsvsEsRPyQQCK59hAD6j1G5cmUaNWrE0qVL/VpZdEaJqq10KA73t9zosBpMuOtvygdX4f0tA9idutTvvDpZz/CGn3Frjf9xNGsbEzb0JDnjBMfWOFEcpXNpNW/enBdffJGnnnqKM2fOlOk6BdcORVlS7A4XWXlua45eloipEExIgBFZlrziITvPQViQ212mqBpI7uyws1nWK9KQtCy9wC42fkggEPw3EGnw1xglTYN3uVwsWrSI8uXL+zRlBXf9nxXjLbgc7ro+kiSRa8/k/+YP4lDqZh5s9BVtYu4qcu6lx75k5v6xhJuieb7jr4z+tQ2mkNLHY2RlZfHKK6/gcDiYPHkyOp14UPxX8dcXLD3HhtXhQidJlA8PIMhs8OnnBeBSVEICjYQGGsm22MmzuZumShL0bV+D7i2qecXP2rVruemmmy7bNZSmls+lrCEkEAiuTYQF6D+KXq+nadOmjBw5kk2bfF1bkTV1tBxhRp/f1sKerWFSw3ip+zwaVezGN7seYvnxb4qcu1vco4xs9i05jlT+b1Uv1m1Y7bNfVVU+/fRThgwZwvbt24ucJywsjPbt2/Ptt98yZMgQHI6SZZYJrj3Ot6S4VBWHSyHAqCemvNvyc35Hd3CL7zybE4NBpkJYILFRIVQMD6R8WABDbqnnFT87duy4qKyvkmDU60qcVl/W+CGBQPDfQViArjFKWwjx0KFD3HbbbcycOZPGjRv77Es7opCw3MnJTS5Ul4aslwivqfD6F6NYc3wmA2q+SLe4UQQa/Lsf/k1dyuc77kOTFb78cCrDHxsEwBNPPMHnn38OQLVq1UhISCjWuvPbb78xcOBAunfvzi+//EJAQECRYwXXPnk2B0mpebw9fRMGnUyASY+qudPfE1NzAbwWIDVfFFWNCvHGAvkrPjhnzhzuuqtoq+TVwJ/VS/QREwiuH4QAusYoSyXo3bt3c/fddzN//ny/ndoVh4bL7g6Q3vqDjYPLHPyw8UWOZmzBpTl4rtXvRYqgo9lbmfrv4+Q607nt1oGUq2rgww8/9BmzdOlSbrnllmLXuHTpUgYMGECbNm347bffCA4OLtG1Ca4dClZFdrrccTx6Wcagl7E5FdDc8T2qBnqdhE6WUfLdXbEVQ5CR/LqOEhISOHXqFJ06dbrKV1iYI0lZLN9+8qLbcggEgmsPIYCuMcraCmPz5s2MGDGCP/74g2rVqvkdozg05j+Rh+LQSE1JY/zq3iTl7qd2ufY823IuJl1g4YNk2Of4nQ+W3Y+q+c92eeCBB/juu+8uuMZ169bRp08f4uPjWbRoEeXKlSvx9QmuLv66qqdkWnC43IHCsuSu/aNq57rB6yR3heiQQCNR4YFFNiD94YcfGDZsGLJ8YY/8lezJVfBcgOgFJhBcZwgBdI1RVgEEsGrVKp566in+/PNPoqOjC+2352j89nQukgQ5ZzTS85J5Z2NPzlqP07B8N55sPhO97Kdvkg6+2zOCdcd+9Xve0NBQzpw5g9lsvuAat23bRs+ePalcuTJ///03UVFRpbpGwZXHX1d1u8NFUloergLtL4z5vcCcLoUCm9HJ7nYXOlkiJNDo4zpSFIWpU6fy4IMPXnANV6onl+j/JRDcGIgg6OuIzp078+6779K3b1/S0tIK7ffUCFJcgAblzNE812oB4aZo/j27lG92PezXyvPX4c+KFD/gFm2LFi0q0RqbN2/OqlWrSE1NpVOnTiQmJpb4+gRXB39VkbMtDjTc4sYT8uxSVFyK6iN+ANDA5nSLoj5tq/vEzfzzzz80bdq02PNf7p5cDpdCjsWBw6WI/l8CwQ2E/movQFA8hw8fxuFwUL9+/RKN79WrF3l5efTt25cff/yR2rVre/d5agQdXu7y9garEFSdN25dxJHo6SiSnezQ36h65nZy8u/zq05OYfaBcXTr1o169eoBkJ6ezvz587FYLN65Z8yYwR133FGiNdavX5/Vq1fTo0cPBg8ezOjRo7n99ttLdKzgyuKpimzQy6ia5hU7eXYXkuQOdtZkd/VnVQMKGJQ9+6tGBSNJkJ3rYNGGozSrHeW1pGzevJmnnnmWHIvDr3vp/J5cHgEWwLlsrCmL9hATGVxq68z5lh5VVcm1ujDoZcpf4nMJBIJrDyGArnFq1arFokWLqFSpEhERESU65s4772T16tW0a9eO7du3U7XquVTdml2NHF/nwibhTlmW4cGvGqMPeRtVVZFlGYdNYcHDLvKy7Pxy4FX69evHggULvF3pDQYDU6dO5eGHH/bO+8cff5CZmUl4eHiJ1lijRg1mzZpF586dGThwIFOnTuXee+8t8esiuDIcOJ5Oera7cnNGjh0kCDDq0DTNm+6uaj66x4umua1CFpuL0EAj4cEm0rJtLN9+khoxYRw8mcaGvUkc/mRlka4mj/XJXz0eT0+ugnOWFH8xTVkWp7uukUPCbNQRElCgyvVFnEsgEFybCBfYf4DevXvz119/oarnKtOmpqbSrVs3xo0b5/eYsWPHotfrGTRokE/9nciaOlrcb0LKf+fNoRJB5WXuvPNOAgMDiYmJwWjWYW24Ch0GAvXhPPHEE6xevZrAwEACAwP5+uuvadasmc/57HZ7qbvBt2zZkiVLlhAcHMx9993Hl19+WarjBZeX1btO8eGc7VgdCp6PnqZp5FqduBR3sLOmaSjnVUyWJPePB4+A0nB3j9+4N4kV20/yzP9NIUOLKtLVdLl6cvnr9G4y6nAqqjdV39Ou42LPJRAIrl2EAPoPIEkSAwYMYMGCBYC7ZkrDhg1Zvnw569at83tMdHQ0M2fOZNOmTYwdO9ZnX42bjdTorEc+z/4XGBhIZmYmf/zxB+0G1OKdTb14pc8CunXrxpQpUwgJCSlyjTfffDNZWVml7gTfvn17du7cyZAhQ3jyySeZOHFiqY4XXB48IsHpVAgJMCBJIMvu1Ha97lyNH6frXCNUD1oBi5BOllBUldMZeZxIySE9x0ZymoXPft3BiQPbiG/UgtBAIwEmPaGBRiJDzTicClMW7eHAiYzL0pPLX0xTwSKOOp3b3ZdtKVy4U/T/EgiuH4QA+o8QGBhIXFwcHTp04KGHHiIlJQVN0zh27FiRx3Tp0oW33nqLjz76iDlz5vjsa3iHieAoCalAyEW5cuXo0aMHU6dOpWGTeAKrWlCabcRisfDLL79wzz33FDpHq1at2LNnDytWrGDgwIFs27bNbwC2B1VV+ffff9m3b5/XolWtWjWmT5/OJ598wvPPP8+rr75aaiEluLQUFAmhQSZ3L698S48kSeh1+cLhAvNomoaqgcOpoqqq+3dVIzsnG6slD6vLd7zH1WS1u1i3J+mS9+QqyqokSe4urlr+FXkqWJ8v70T/L4Hg+kEIoP8IixYtok+fPmzYsIGsrCzv9gt1XH/hhRfo06cPDzzwAIcOHfJuj6ypo/kwE9J5T7Dhw4ezaNEizpw5w/Dhw+l3d1fmzJmD0+n0EUA1YuL57P1vWLlyJVlZWXTq1InY2FhatmxJdHQ0Q4cOJSMjw2fuf/75h0aNGtGoUSPq169PnTp1mDt3LpIkMX36dIYPH05cXBxvvfUWzz77rBBBV4nzRYLZoCMyzB2D41LU/OKGJesNVzAjTFHz44WA5L3/EFO/c7Gupq0HztC8TkW/neg9aJqGw6nQOj66RPV5iur0LksSQSZ9vvXKXbwRDW+yQFnOJRAIrm2EALrGcTqdDB48mKFDh3L69Gm/HeDPFxoFkWWZH3/8kXLlynHXXXdhtVq9+yq3MGAK932QDRgwgJCQEGbMmMHjjz9B7dq1mTJlCrfddptP4ULVYuLO7sM5duwYt9xyC7Iss27dOpKTk/npp5/466+/uP/++73jk5OT6devH2azmfXr15Oens7YsWN57LHHvGMCAgJYs2YN9erV4+OPP+bhhx/2e72Cy4s/kRASYCQ6MoiQQKNXHPigabgcVkqCy2ElI+kg4ZVq5Lua7IXGeFxNreMrYjLoyMixXZKeXMV1eg8NPNe1Xs3vXO+JlRP9vwSC6w8hgK5xbDYbhw8fLnK/qqocOXKk2DkiIyOZPXs2+/bt48knn/Ru15vcPwUxm80MHjyYKVOmYDQaSEhI4J9//mHEiBE+40yhElH1dXz88ceEhoby22+/0a5dOypVqsRdd93Fe++9x++//+6t8zNr1iyys7P54YcfaNu2LeXKlePhhx/mvvvu85m3cuXKrFq1iqZNm7JmzRref/99YQm6whQlEkwGHRXCAoitGELFcD2ZiXtI2DCHnb9/wK6FH5B1cjd6+cKWoUNrZhLXsn9+EUXN3SH+vPfYYneRY3Hwxfxd2JwKmXkOTqbmkJZtw2p3kW1xkJZtw2jQMaJPgxJnZRn1OlrVq+TXqmQy6okMMyNL7orWBp2M3a6U+VwCgeDaRqTBX+OEhISwadMm/vjjD5588knOnj1Lbm6ud7/FYuHIkSO0aNGi2HnatGnDpEmTePrpp2nSpAmPP/44OqNMxYaFTfnDhw/niy++YPv27cyfP5+YmBi6d+/Orl27vGOCK7i187x582jQoAHbtm3zPlA0TfM2R/3nn38YMmQIy5Yto1q1ajRs2NDnXLfeeiuTJk3y2RYVFcWKFSuYNWsWzzzzDKtWrWLKlCmiavQVpEnNCqzZnZTvDsrv4XX6GKcO7+DU4V3oDSZ04dWoUqc1ge3uBEl2F0WUJCTZHRztj8RdywgIrUBoVBwAqgqylB+EnO9Wy7E4yMy1YdDrcLpUgs0GdLJErtVJtsWOqmmEBBro0LhymXpydW1elQ17ksnMtfsEQgMEmw3Y7C6cikpwgBFF0zAa5DKfSyAQXLsIAfQfQJIk+vbtS69evfj88895++23ycjIwOl0YrVa2bNnDwMHDrzgPE8++SRbt25l9OjRWCwWxo4dS/UOhkLjWrVqRXx8PFOmTOG3335j2LBhfru9OxwOUlNT2bhxI4MGDSq0v0KFCjidTsBdPLFChQp+x/gjPDycRx99lJtuuonBgwfTuHFjfvjhB3r27HnB6xSUjYKFAa12FymnEzm07QAmnYrLpWIIiyGsekfq174FWZZwKQphQWaMBpm0LFt+bJDmNzJakuD4tsXkZSQT3+WcNdFtAzoXU2RzuEjJtAISUeEBmI3uW1SASU+5YBPpuXaMepn/3d2CulVLVhfrfGrGhDOiTwOmLNrjtewU7PQeaDYwok8DWsdX8tv/60r2IxMIBJcPIYD+Q+j1ep566imGDx/Oyy+/zIwZM0hPT2flypUlOl6SJO6++25+/PFHXn75ZTp37kzbtm39jhs+fDjjxo3D5XIxfPhwv/MZDAYCAgK4/fbbmTFjRrHnjoqKYuvWrYW2JycnF3tco0aN2Lx5M2PGjKF37948++yzjB8/HpPJVOxxgtKxetcpvvhlLScO7kBz2dDJEnJABJHVWyEbTO40+HyR4lJVJFXCoNdhd7qICAnCqNeRbbG73Vmqr/XH5bByZOOvoKrEdx2Rb1Fyb9cbA9yuJoeCU1HJzHUX26wQbvaKHxUNTXXH40TkFyNcvSupzAIIoEOjysREBns7vdvtdkwmUyFLT0GBI3qECQTXF0IA/QcJDQ3lk08+4bnnnqNXr15s2LDBW8X5QvTp04fRo0fzwQcfMHjwYHbs2EFYmO/NO/OkwrBhw5g3bx41a9akXr16ZJ70DUb2VH3u378/S5cuJSsri7CwMI6tdVt8KjaUCQg79/Do2bMnCxYsYMOGDbRu3dq71vPT8/0REBDAZ599Rs+ePRkxYgQrVqxg5syZ1K1b94LHXms4HA6sVqvXXajX6wkODr5q61EUhX8Tkvh0xgpSTx2hftO2mAPd9Z4KNjzV8quGS5JEiNlISICBbIuTXKuDs1lWyocFUCEsEJPBTmrGuWDozORD/Pvn58Q27UHVpr0AyVsjaOuc/6PVPW9iNBiwOxUMegmjXkdwgI7QQBM2p7tHV57N6TYVSRCU7w7btC+ZwbfUQVUpsyWmRkwYNWLCuK9nPGfTMikfGV7kPKt3neKrueuxOTWCQ0Ix6GRv4cYNe5J9GrwKBIL/BiII+j9MbGwse/fuZeTIkaWqojxhwgRatGjBsWPHeO655wrt3/ebg4iQSqxfv57p06dzZo+L5J2+AighIYE1a9bw9NNPk5aWxh133MHevXuJbacjtp2Oo6cO8PLLL5Obm4vT6eTuu++mYsWK3HvvvcybN49///2X119/nd9++63E6+7Xrx+7du0iIiKC5s2b8+233/7nAqSNRiNhYWGEh4cTHh6O2WwmKyuLrKwsMjMzvT/nW1HO5/777+fpp59m9erVFxx7PpqmkZOTQ05ODjabjU0HM9EHladhy05e8QPnGp4a9e74niCzgdiKIVQIc7umKoS5rTRORSUt20Zato2zWTY0wGHNYf+KH9i37Fua9HuW2Ga9C6XOGwJCcFpzyMpzcjbbypkMK1aHOyA6x+rgdFoeORaHWzBJ7uKKnviglAwrT32ykqc/XckTHy3nm4W7OZKURVlwiy5DkeLHUxRSMgQRIFkJMev9Fm4s6/kFghsRp+Ii15aHU3FdePBlQgig64B33nmHb7/9tthssYIYjUZmzZpFSEgIv//+e6H9OWdUfr43h18fyWXOQ7n8McbiUw/Fw9ixY2nZsiXz5s0jMTGRBg0aEBQUREBAAA0aNODnn39GlmUmTJiAzWZjyZIlVK9enbvuuotGjRqxbNkyr3Azm80lWntMTAx///03r7/+OmPHjmX+/PklOu5aRa/XExYW5iOKwsLCSE9P58SJE4V+cnJyAPd7+Mknn9CpUydq1qzJmDFjvJbAosjLy/MKn+DgYEJCQjCYzH4LA6qa5m14Kknu4GaL3fdGJUkSwQEGggOMdG5WBYdLQVU1kvatYs33T+G059Jy4GuElI/1ux5zSHnseZmAW9woqoZL0cjIsZOSYUHTNPQ6t/iSJQlZdscSKSrYnQpWm+uSdWuXZbnIkgsFi0KGV6hCZmqiz2vgKdy4fPvJMp37clCww73gxuXMmTOXbW5VVfnkk08uWIvufI6lJTJt43zG/voe4xa8z9hf32PaxvkcTyvb3+7FIATQdUBgYCCTJ0/mgQceKHHdnFq1avHll1+Snp5OSkoKU6ZMYdOmTQA0H24iqqGOrFMq2adU0CDrpEKDBg04ceIEw4YN4/CBo6xbt45+/frRpk0b9u/fz5YtW/jxxx+ZM2cOhw4d4uDBg2gWM7kbqvHDDz/QqFEjlixZQlpaGllZWaxevdpblyg+Pr7E1yvLMmPGjOHYsWOUK1eOt956y298UVlYsWIFKSkpl2SusiJJEuXLlyc2NrbQj9Pp5MSJEz6NcY8dO8akSZNo164d9erV46WXXmLLli1YLBYsFgvZ2dlkZ2djMpkICQkhNDTUK3aKKgxYsDWEe00UKgwI7no9sixxV+faqLmn2f7rm5zYNI92d42lUa/HMZgCi7xOe146jnwBdD6q1+qj4coPTnY4VVyKhqapZJ1OQEO7ZJaY4OBgzp49W2j7+UUhJUkiKLwCuZmp3jHXUo+whKRMvlm4myc+Wn5JrGOC/zaKorBu3TrWrVtXaqFyIdx9ABXatm3LihUrSnTMhqM7+GjZFNYc3oJLcSLLMi7FyZrDW/hw2fdsPLrjkq7xQkjaf82HcJ2TnZ1NWFgYWVlZhIaGlurYF198kYiICMaMGVPiYx544AE2btzIo48+yqOPPorBcC4rLPWAi3/nOTi62oWsgxqdDYRUkrHnaKz9fS9vLu1NtiMFk8lE3759uW3A7bSu3QMz4WQnq5z5VyFxswskGDI7iJOnjlO9enXvwzc5OZnu3btjs9k4dOhQiasLn4+mafz5559s3bqVO+64g/r161/wGEVR/Ga2paSk8P3335Obm8t9991HnTp1yrSmy82sWbMYPHiw332BgYG89tprPPvssz7vpz8cLoUnPlqOw6kSGniu+7mqaZxIyXGXNJDl/AwviK0Ygsy59ynb4kBzWTCdWsLUqT/SsNNd1GpzG7kOzW+H+IJsnft/1GhzJ+WqFC1+/dVcBDhzcANOaxadet7lfR81TSMt20bXFrE8dGtDP0cVz+7du2nUqJHPthyLg6c/XYlOkggwnQuZzMtKw2AyYzQHAWC1u1A0jY+fvJmQAq/jlcRfh3tPZluASS/ilG5gVFVl586dWCwWwsLCaNCgQZnvt+dz+PBhRo4cSe3atXnvvfcKxZR6OJaWyEfLpuBwOQkLCPE5v6ZpZFlzMOoNPHvLA1SLvDKfU2EBuo54/fXXWbduHevXry/xMZ9++imKovDUU0/xzDPP+OyrUFdPlxcCuXmMmaBIOL7eyfbpdvYucFBOrcWY1gsJNUZ5O8EPu+9eGt1UjU+f+pNNX9s5vs6F4gS9ScJg0jF69GiqV6/OgAED6Nq1K3Xq1OHYsWN89dVX2LI0NnyVR/JuF4qjdJpckiR69+7NSy+9xL59+xg/fjxHjx4tcvyKFSsoX748//zzT6F9UVFRvPDCC7z00kusXLmSMWPGsGbNmmsu1qh69ep+t3fs2JFt27bx/PPPX1D8QNGFAc9vDaFpGkFmg4/4UVWVA5v/Zt4HD3Fw/156PDyJmOa3YXFyQfEDoDgdyPrixUJR01Ss05ZyVRux9o/vsVncbkFJkjDoZdbvSSLPVriRaVkoqihkUFgkednpaPkux6vdI8xfh3sRpyTwIMsyzZo146abbqJKlSqsW7eOtWvX+rV6lpZatWqxdOlSmjdvTvv27Vm4cKHfcasObsLisBFqDi4kviRJIiwgBKvTzprDWy56TSVFWICuMS7GAgTw999/88QTT7Bjxw4CA4t2PxRk586d3HvvvWRnZ/Puu+/6bXqadkQhYbmTw0sc2LLPbU/OPch7m24l23HObVQ7vB1PtfiZQIP7m4Ckg8E/BXPi9GH++usvjh07hqqqNGzYkDvvvBOdrGPW2APojtUBCcyhENfRQO1uBirULX2iosvlYtasWZw5c4YqVaowcOBAnwy5Dh06sHbtWiIjI9m1axcxMTFFzqUoCr/99htr1qyhffv23HbbbX4tR+AWVs899xy///57sXNeCs6ePetTQ8lkMvHmm28yevRo9PrSvWYJSZmMn7YJh1PxKQxod7hITregqCqyJBFTPhiTwX3tqYmHWfbLx+SmJzP+nffoO+AOXvhqLRa7E70s4VQufFtZP30sjXo/SXBklVKtV5LOCawgg0ritoXE1G6JKTKOXJsTTYNKEYG0qR9dqhT17Oxs0tPTiYuL89n+zcLdrNh2kshQc6FvrZmpiYRXqHJRlqdLQVFr9HCx1jHB9cn+/fs5cuQIBw4c4KGHHiIkJOTCBxXDyZMnefTRRylXrhwfffQR5cuX51haIisPbmLJvjVomopO1hFoDCDYFIjpvC9AubY89DoD797xPAbd5U9SFwLoGuNiBRDAQw89RFhYGO+//36Jj5k/fz533HEHRqORFStW0K5dOwAOHDjAF198wTvvvIPZbEZxaCx6IZfUfec+NgVFUFxoc45n76BySH2eaTGHcuZokKBcnEyDAUai4nUERIBDtZKSlM6Mn6fy7XffkpSYzJ11XqdH3BPeztyyDiq30NH8PjORNUr/zfrw4cM8//zzHDp0iFdffZU777yT9evX06FDBwB0Oh0tW7bkn3/+wWi8sNti3bp1zJs3j+rVq9O2bVuaNWvm87B56qmn+Oyzz4iMjGTRokW0atWq1GsuDRUrViQlJYUWLVrw3Xff0aRJkzLPtWb3KaYsKuw+ybU6sDkUzEY9wQEGNIeVzX9N5cDmRcS37cf7771Nz3b1+GbhbpZsOYHF5nA3PL3AXUVVnKz5/hma3/4CweWL761l1LvFq9OlerLh3f9KoNfJRISY2bX+LxTFReUGXZB1EpGhZpxOtdSuH39usKIEIoDdmsuJY0eIqR7PuGFtrko9oKLcmOeTbXFgNMh89kxXUcDxBsWpuLA77ZgMJh+BsX79er799ltiYmJ44oknqFixYpnPoWkaM2bM4O2332bIqPtJDMpCNclY7BaQ3FGF7grzMhFBYQQXiBO0Om2oqsbbA0YTnO9evpwIAXSNcSkEUFZWFo0bN2bWrFleIVMSJk2axJgxY6hQoQIbN24kJyeHLl26kJ6ezm+//Ua/fv0ASEtQWPpGHrZsUJyA6hZB8w69xa7UJThVd2BzhLkqz7acS0xIXW8dF0kGTYFcRzoB+lB2n13Cd7sfxeLMBKBpVB8eaPQ5QYZy7vESBEZCm5EBxPmpWl0SduzYweuvv87Ro0fR6XTs2rXLGywuSRKPPfYYn332WYnn27p1K2+88QYnT570NqqtXLkyDRo0YO/evYC7hcnkyZMZNmxYmdZcEjp27EiXLl0YN27cJSkMeSQpy1sY0FPor3V8NHWqhHMwMZOFf6/gr+9fIzyqCo+OfoNht3elRkyY9wGcnecg1+pEUS98S8lJOcbaH5+j+9Mz0BmKX7vRoEMCbyd6cIsgnU7yfq40DXJTj5F0YAONOw8kJirC28DUaNCVWJz4E0BQtEB0OBUUSxod6ph58gHfauxXqmJ0UXFK53MtxCkJrg7H0hJZfXgL20/sRVFd6GQ9zWLr06lWK594mwMHDjB58mQAnnjiiYuKgdy8bzvDRo7g+K5D3PrYQALqRKLmxxSigaKpSEhUDI30WoKEBegG51IIIIBFixbxv//9j+3bt5c4xVzTNEaOHMm3335L9erVSU1NxWq1IkkS9913H99995137LE1TrZMseGwaDitoNjdx889+DqLj37kHRdkKMdTLX6mVngbJF1+FtF5n7iz1hN8uWM4R7PcmVyR5lgebTqVGhHu/mY6AwRGQNeXg8pkCfJQXODwtGnTuPfee0s1X0pKCjNnzmT69OmEhoaydu1a7PZznc1DQkJ46KGHmDRpUomKVJaW06dPU6lSpUs+7/kPbqfTyTvvvMPChQsZ/dxYbrutPybDuZtTjsXBYx8uIyPHjgRIsoSiqBSng07tWcmRDXPp+OCnF1yPXufOvlJVzSuA9DoZcP8uSxI62b3fZbeQcWglLbsOQtbpSu36SUpKwmg0Ur58+UL7ihKIXZtVJVC2smvXLnr06HHFK0YLC5CgODYc3cGszb9jddox6QzodDoURcGuOAkwmBjcqh9tqjf1OSY5OZnJkyeTnJzMyJEjadOmTanPO23jfP7espL13/9Fwrb9xHdtRqM722M0n7OiKqpCsDmIyKBwNE0j3ZJFp1qtGNpmwKW49AsiBNA1xqUSQOAulhcdHc0777xT4mOcTidt27Zl27ZtPtvLlStHamqqT/yLJy7o2BoneWfdadOGYFj871fM3DsWLV/pGGQzjzT9nhaVb0V1+j+vS3Uw58DrLDnu/vahkwwMrPsm3aqNym+wCRE1ZTo8E0B4FRmX3d3JXmcseSbDPffcw5w5c/yWCjCZTGzcuLHMbqRp06bx8MMP+wgggKCgINq0acOCBQuuasXnsrJz504eeeQRbr31Vl544QW/gdUOl8K9by0m1+b0ebC66/r4r0u0f8VUbLnpNO03ushzS4BBL7s/RfmWHqNexu501xvyFEiUkLytOiLDzMiOHI7sXkOjDu6baLbFgUEv8+4jHQgONF7w4V+UFajg9fqz7KSnp/P19N84aInG5lAw6GX0soxLVXG6Su+OKw0iBkjgj4vNvMrJyeHrr79m+/btxMfHM2zYMGJj/df1KohTcTH21/dwKU6CTIFsXryGlT8sIiA8mLYP9SSyekV0kvtLoSzLVA6rSLYt94pngQkBdI1xKQVQRkYGjRs3Zu7cubRu3bpExyxZsoS+ffvicBTOolm7di3t27cvtF1xaBxZ5WTHTBsum4TLrrHuyDy+3TkSl+aeR0Lmvibv0yn6gWLPv+3MQr7f/RhWlztbpXnFvjzY6CsCjG7xoA8Ag1lCZwRZL1G5uUyV1gYi4nSYgqUiBdHhw4epU6dOkdlckiRRqVIl9uzZQ7ly5Ypdoz/Gjx/Pa6+9hstVuKqpTqcjPDyc5cuX07hx41LPfTVwOp1MmDCBRYsW8fXXXxe7bodLYehbi7HYnOh1cqGbrFLAcuNh88+vExnXmBpt7vA7p5xfgDEk0EhEqAk0twiWkbA5XKRmWXG6FLR88RMSYCQ00OgN0j62dwPmwFDCK9clI8eG1eGifGgARoN8QWvM7t27qRtfv9Tuq4SkTN747h+O7tlITN02WJ3auRYe+a6pQLPhssQKFRenVBZXoOD6YNrG+aw5vIWIwLAihXFJrC5paWncdNNNnDhxgnHjxvHcc88V63bPteUxbsH77gKjqkp6XhZZyWdZ982fZJxMpUG/NsT3bomsk5GQCDEHEWg0+7VGXU5EGvx1TLly5Zg8eTIjRowoZJnwx2+//UafPn28HdwLYjAYWLBggd/jdEaJ2t2NdH05iJpdDZhCJFrF3M7oVvMI0LtvthoqP+x8lnmH/q/YlPLmFfvyWvt/iAttBsCZvCNM/fcJ0m2JaCo4LWDN1HDaNHJTVPYucPH3OCs/D8tl5tAcVk20kHbkvLYdSZk88MSLxZ5X0zSSk5OpVq1aIetXSfjzzz/9ih9wf8NJS0vzpomOGTOG+fPnk5qa6ne8P65kZd+dO3fSoUMHJEli9erVFxRtdoeC2eguFKioms/rLOW7p+QC915bbjoaGiEV/KfyS7i7v9/WoSaBJj0Z2XbybE7sdoVsizvOKCLEzDMDmxMdEUhkqJkKYQFe8QMQV78tRw9s52RSqreXmF6+cNXohKRMFqw/zqMTF5e6kODybSexOCVCqzbj8K61KC63+Nc0jRyrkzybi6w8+2WpGO3pcG806EjLtpFtcWC1u8i2OLwd70f0aSDEzw2EU3Gx/cReTDpDkTV/JEnCpDOw9cSeYltSeDJm33jjDSZMmEDDhg1ZvHhxkeNNBhM6WY/NYSc9LwsNlfCY8vR+eQj1e7diz28bWT5xDrkpmWhoBJuCuLtl3ysqfkBYgK45LqUFyMPQoUOpXr06//d//1fkmBMnTlCjRo1iK0nXqFGDhISEC57PYxHa/L2NhMQ9fLjlLjJsSQCYdSGMa7eMmOBzjUznH3qbU7n7GNnkOwyy+1uFU7Xz2+F3OJyxiYMZazDKAfSp+T9613oSPWb/BWLyg6bNYdDusQBi2sqs2p7Ij3/vZcPCb0javw5J1iPr9Mg6A0ajkSoVw4mKCEGv17Nr1y7S09PJy8ujZ8+evPTSS3Ts2PGCBcM0TSMsLMzbpiI0NBRN0wgNDeXmm2+mT58+dOzYkcqVK7Nv3z7Wrl3L2rVrWbduHZIkcffddxMbG0vdunWpW7cuUVFR3nNeyXgSh8PBhAkTWLx48QWtPj7HFQiCttjcvbykfNeUhoaqugsrSrjfn4RNCziw8gc6PPBJoRR4SXJbSR4b0JhW9SqRlJbL6l1JfuNuasSEFen6sTkVEk+nc2Tz79RqdychgQYqhLmzTYqyiHgKCeZZHaQe2UaNhu1KXEjQ4VIYOXEJZ7Pc3exlVE4f2kxUzeboDSavJQygfJiZr8d0vyxxOMXFKQnxc2NR0AoTYCg6DrS0mVenTp3iueeeY9asWQwYMICPPvqoUOkIcFufluxdg6IqyLKc/wVJQVFVUg8nsfG7v7HnWGnzUA+qNq1FRFAY97W9/YqKoBtSAK1cuZIuXbr43bd+/Xratm3r/X3dunU8//zzbNu2jdDQUAYNGsT48eMLxXPY7XZeffVVpk2b5nU9/d///R/du3cv1douhwBKS0vj6aef5r333iuyPo2iKHz00Ud88803HDhwAIPB4NcSdODAgRJnBqQdUfj3Vzs7VhzjvX/u5ExeAtFBdXCoVh5q/DU1w1txLGsbb613vxe9qz/DXXXf8JnDqdj4+9hkFh6ZhEOxUD6gGnfXG0+zqFv9ChNJhgxzDkkVk0mpdJa0PKs3GFcnS8iyuxu5u2eWREignmcHtqBhjUiCzEZcLhc///wzEyZMYM+ePbRv354XX3yRW2/1fz5w99uJiYkhLi6O7t2706tXLzp06OA3kPZ8Tp8+TUJCAgcPHuTAgQPs37+flJQU9Ho9QeUqkWoPJiA8mshK1YiIqowq6ctU2dflchVbH0hRFP7v//4PWZaLjPUpDo8QCQ4wkGN1kGdzncv8A28sUGiQib+/ehqXotL+vkk+cxh0EmHBZmrGhHHqbA5Ol4ZB736Ad2pchZjyQYVcUkW5flKzrGTn2ck+cwRbzlmat7vFx0J0fkzM+fMc2b2G6g3bI8u6QoJJ78ri2LFjdOrUyTtfjsXBiHf+wmpXvEHbmqaRenQHQeUqEVQuOr+th0aASceUF3pe1kysK5WBJrh2KRiHU5ywKWvm1YoVK3jiiSc4cuQIL730EmPGjPFJuDmccozXFn6CqqkYZL1b/BTopeO02tk1bz0nNh+kRocGNBrQjoiQMF7sNUrEAF1OPALoqaeeKlSrpVevXt4H144dO2jXrh3x8fGMHDmSxMREJk2aRJcuXQqZ/wYPHsycOXN45plnqF27NlOnTmXz5s2sWLHCW3emJFwOAQSwb98+xo0bx9y5cy9o0di1axfTpk3jhx9+IDU1Fb1e73XvvPrqq7zxxhvFHn8+ikMj+WQaq5b/w4dvfcfWk4uQJR19qv+PAxmrOZThrlwtIfNCmz+pVa5wxkG67RRzDrzGxuRfAKgf2YXB8e/6WJIAEkPPsLtSAk6dC0Wv4OLcH5w7ddrdXFNR3X2lzm2XiIsO4/YONWlVrxIGvcTffy5m/PjxbNy4kR49elCjRg1GjRrl1zJyIYFRWvYfT+XlT3/nbPJxnDmnyUxNxBwYgikgBA0NTRdIRKVYXn9sAK0a1yryPVVVFYfDgdFoLDIT7cyZMyxdupTbb7/dp3hmaR6i5wsIDbyusJMpuSiqik6WCVDSmD3xQdr2HUlcqwHk5Rcu1DQNg17GbJCx5vcn86DXSYQGGhnZv7FfwXd+irpOJ3Em3eJt43H2wHLqNrmJkPAKPscVzIr64c+9PpYkuzWXMycOEFu3hfd1PJtto0vzqjzSrzGLFy+mcuXK3s9Cns3BPW8sQlXdgdsFyTpzBIclh/JxjXEpGrIMs17rQ5BZpKILLi+XKgaoKJxOJ5988gmvv/46FStWpHfv3gwePJj27duTa8vjf3MnkGuzuC3B/jpqA2cTktnw7V8Yg8y0e6gXt3bozmM3ly4jt6zc0ALol19+4a677ipyXJ8+fdixYwf79+/3ipFvv/2Whx9+mL/++osePXoAsGnTJtq0acPEiRN57rnnALDZbDRs2JCoqCjWrVtX4rVdLgEE8PHHH2M0Ghk1alSJxiuKwqpVq5g2bRqzZs3CZrNhNBq9jTVLi+LQmPd4Ln9snsLMf1/CrhRuzhcVWIPX26/BpPf/jeVg+jp+2vc8J3N2o5P0dI19hP61xhJoCCPTnMOaajtx6Jyokoomgadzg7d4Xv4vxX3qA816IkPNtKpXia7NqnJozyZGP/Ms+/a5a/y0a9eORx99lIEDBxIQEFDq16EkXCirx5KTyfFjCVQOslK30jnhpdfradiwIU2bNnVfS2Bgkb15ALZs2cLZs2fp1auXd1tZ3W4rd5zkh8V7sTlcmIx6DDp3xlZatruUQoXwAPas/InNf09jxGuzCA6vgIqGprotKGnZ7vpR7qaj51xoWn5hxbAgI//30E1+11DQ9eNwqpzNshJg1BMRasagg92rF9Cks2/AtacuzsRRHXnx6zWF0sgP7/yHqvHtybY4yLO7UPP7ofVtV53uLePYuGoRN910E7GxsQUsQC4MfsSiw5rL2eO7CK/SkNCwcKa80EPU4hFcdq5U/62kpCReeOEFpk2b5m1W/fKrr/DqHx9jdVrJtVuKjTFyWu1s/WklidsSaDesO8u+XIBRX7a6b6XhhhdAPXv2JCAgoNC39+zsbCIjI3n22Wd57733vNsdDgeRkZHcfffdfPvttwA8//zzfPDBB6Snp/uIlgkTJvDSSy9x4sQJqlYtvtptwfNeLgGkqiq33XYbkyZNKnWBK6vVyksvvcTnn39Or169mDNnTqndJACbvrFyaImTY2f288aaTjjVwsHZXWNHMrT+xKKvQ1P45+QPzDv0FrnOdDpUvpcRjSazJnYHyaFpvoPL2O8vNNCIpmmomobZqMegkzh9ZDtJu5awZ+s/KIpCREQEw4cP55FHHrmkTVMvpq6L0+kkJSWFypWLv5lpmsaCBQuoXbs2DRo08G4vS0PNgoLJalewO1xogNmow2zUkZXrwGjQUS7YxLS37yM4vAJ3PPGBzxwnU3KwORV0sjtouuCNWtVUVNW95i7NY3nu7hbFvnY5FgcvfLUap0vzvn7/rl9IzSadMQUEI+fP7Xn93hnZgee+WF2okGByciKnk08TFl3b3X4DQIXgQCNBZj3De9dn7/o/uPvuuwkMDmHkxKWczbQiSW5L4/m4XAoH/vmJ7OR9jLzvTmrVrEGHDh2oXr36ZakTJbix8VR93nlqP79sXVSqOkBlYfny5dx///0kJiYC0LBhQwaNGUGiLp1sa06Rff0KcmzDfjZPW054SBiPP/YYHTp0ID4+nipVqlyy5q0FuaEFUHBwMLm5ueh0Ojp27MjEiRNp2bIl4E757tChAz///DODBg3yOb5jx45YLBa2bnUX7uvevTunTp3yVgH2sGzZMrp16+ZTRfl87Ha7T4ZWdnY2VatWvSwCCNy9Wh5++GEWLlxYJpfN2rVr6dGjB/3792f69OlF9sUqirQEhRXjLfy27Uum7Xi+yHH/a7WA+uVvLrobJu5q0r8lvEuPuMeRIsJYUXNL4eFl/JvR56ctufIDiAKMOhwuFU0De+5ZXKc2sH/jIs6cTgaga9eujBw5kgEDBpS48GRRXO7KvpmZmSxcuJB+/fr5WIfKkkpdlGCyO92ZYff3qs+hxExWbDtJ8r9L2b/pLxq270t8m3MWJ0VTOZLkbjBn1Mve+BlF1VDzX3/P+xpo0jHztVsx6nVeF50sg6ri46rziUmyOMjMyiJ5/3pim3YjyKQnJNBIrtVJ1xax3NczvpDg9PRBO7V/HVXi23sz3CQJqkYFk50v6l4Y0pLF86bzyCOP8OOSg/y16bhXAHosWR4XnwQY9RLrfniW04nuZr16vZ4qVapQrVo1YmNjqVatGjVq1GD48OGX5YYvuP45nHKcfw5t4t+kgyiqgk7WU7NCLBJwOPVE/jYdLWIb0KFWy0sab5OZmckzzzzDDz/8ALg/3836tyeuR2NkP18K/M5xIpW/3prpPd7lcmEymahRowZNmjShUaNG1KtXjyZNmlCzZs2LWu8NKYDWrVvHBx98QJ8+fShfvjx79+5l0qRJ5OXlsW7dOpo1a8acOXMYOHAg//zzDx07dvQ5ftCgQaxevZrkZPfDr2HDhlSsWJFly5b5jNu7dy8NGjTgyy+/5JFHHvG7ltdff91vTM3lEkAAM2bM4MiRI7zyyitlOn7ZsmXceuutDB06lG+++abU3153LU7lptvrkWtPL3JMOXNl3rxpvbehanFkmnNYV3U3eSar747L8PzQ5T9s3e40lZyTOzi27U8SD26hWlx10tPOcsstt9CrVy969uzpNzviQlzOyr7//vsvCQkJ9O/fv9ADtiTF9FIzcknbOYeJr48mJCquRILpvp71+Wb+Jn55bzhOex7DXvqBsPKVvePSsm1k5NqRJTDode66QYrqFT0e96WHOzvWRNE01u85Ta7Vgd2pYDLoCA4wcFOjytzSPBYNjVe+XUdWnsPtTpPg6OaFxLXoDZKukEvt/GtPzbSQY3WSm3oMvdFMcEQMLkUlJNBIhbAA77o7N6vCbe1i+Wn6D/S9axjvzNiCxe5C0zQs9nOB4IEmPRISgWY9dfQHeeG5J4t8j+6++25mzpwpBJCgVBxLS2T21kXsTNyPlt9mwmwwYdQbUDWNAIOJQS1upXHluoV6gV1q5s+fzyOPPEJKyrkm2bFt6hBVtwrB5cMIjgojoFyw32dHkDGAqkfN/N9b/+c3K9lsNqMoCi6XizNnzvg0hS4tl7/ZxjVI+/btfQr69e/fn7vuuovGjRvz4osv8ueff2K1uh+m/mJdzGazdz+43UNFjfPsL4oXX3yR0aPPVcP1WIAuJ0OGDOHee+9ly5YtXotXabjllluYM2cOt99+O0FBQXz88celulnPWDmpWPEDkGE7xYdb7mRcu6VI+c92zU+GfmLoGXZVOkye0VaaSygzBQsba8iEVWtB5wbtyTqbxNmj2whIWMv8+fOZP38+AHXr1qVXr1706tWLzp07lyhmyKjX0apeJVZsO5nfNNC/GHE4FTo0rlxi8bNhwwaMRiMDBhQOdnS4FDbvP+3uu1XEe2nLy2LltNdIPbGPfwf2wpqow2p3+RVMkiQRHmwiLdvGoVOZqMeX4LDmULt1X6TACljtLq9rzWjQIXutJefEjydeC0DSzomguasTkAoEdUlIWO0KNofCX5uOsWFPMr3bxnmP9TRejKrVgpSEbVSo2dJzoJeuzauyYU8ymbl2woKM5NldSBKEV6pB0r61BIRVQpakcxYil9vKtXDdETbsScZli2HHxM/of8dgFm04itXuolyICZ0ko2iqT2PWmxp2548Fs1m9enWh17hhw4ZMnjxZiB9BiTl+/Dh7UhL44/AqMizuelVyfpVlm9OO3eWkXGAoDpeT2Vv/oHJ4xcueZXXbbbdx00030X/AADasdye5nNh4kBMbD3rHyDqZwMhQgqPCCK4QRkjFcKq1rUe7Gs14+K5BfPLxJ2RkZBSa22azYTKZGDly5EWJHxCFEL3UqlWLAQMGsGLFChRF8T6o/BUQtNlsPg+ygICAIsd59heFyWQiNDTU5+dyI0kSn3zyCWPHji1WnBVH3759+emnn1i2bBkHDx688AEFWLNmTYnGHcnazKvrW2ELP0q5OImgivg8tDLNOeyulIBL8qOMrsDzw3MKRdWIi6tOrVZ9aT/sPTbuPMT06dO59957SU9P5+OPP6Z3795ERETQq1cvvvzyS5KSkootzNi1eVUCTHoyc+2FxmmaRkaODZNBR8cSpMFrmsaJEydo2rQpzZs39zvGnp95ZSjCTJ16KoGf3x9FdmoivUa+R+9+t7N5/2kMBhlVA9WPr1KSJIwGHcvWbmfuT98THBLKqKfHYDTIKJqG0SDTtUUsLw5tTZBZj5rv9jpf/GhaYU+oZ5umgSxL6HXuwQ6nisXmZNayA7gUjcrlgwgNMiFJEFwuhrzM04QGmahcPgg0vEUJCxYSPJvtroui4X5vZVMI9twMIsPMmAw6cqwOTqflYXO43OdHQmcKJU2L5oOPP6N3mzi6tojFqNehahpGvY6uLWIZN6wNHRpVRpIkHn/88ULffkNCQpg4cSKRkZEXfE8FAg+nss7w+oQ3WP79QtKOnEEn65BlGVmW0ck6NDQyLNmYDSasTjtrDm+57Gs6lpbIosOraf10b0Kjwv2OURWV3JRMTv97nMMrdrF91j/s+Hk1tzbqSmBgIG+99RZGY2ELuCzLVK1alQ8//PCi13lDWoCKomrVqjgcDvLy8oiOjgbwurkKkpyc7FNPJzo6mlOnCleV9RxbVO2dq0lkZCRjxoxh1apVPhlApWHgwIHcdtttzJ8/n6SkpCJrK53PvHnz2LJlC3l5eeTl5ZGbm+v9Nyc7l+RD2axYvYzU3OOcyjrIkzNb0aveIwyIH0NweDggoTg1ToQl45QVjE4DdkN+zaIr+MXZHecBeTYnkWFmr8Vj10kbDw0dytChQ1FVlR07dvDnn3/y559/snTpUqxWK6NGjSI0NJT4+Hifn/r16xMXF+d9IE9ZtMdbydegk7HYXeTZHLgUjZBAI+/P3lJshtbZs2exWCxUrVq1WKuCyahDr3NXSj5frh/asZKlP71HRMVYOg15hXLlK3L8TDbp2TZsToWMbLu73YPZ4NOOAsCgk/ln0fc4HA7efPNNnh3SyW96fav4iqzcnniuZYZnqcU46D1GIEVRkfWe8gbuStRWu4LZCGajHrNRT2SYGU0FuW59yDmFOawWDpfKpn3J3NczHqNeR4dGlYmJDGbJ1uMsXHcETQVJB9XqNuHIxl+pV/s+bE6FtCwbmqYh5wdrB5j1yJJESI2aSJqLt8ePZ/DwxwosXiskYgcNGsT333/P33//7d12++23l7hljUDgIcGaRNM7OpCTk8ORjfs4snYPUbUqE9emLjqDHh0yiqqQ57B6qz4PannrZXOB/b5rGfN2LMHmtAMavd64l99fmoo1I/eCx5avVpFqEe7n5cMPP8z48eNJSkryGSNJEnPnzr0kGbhCABXgyJEjmM1mgoODadiwIXq9ni1btvgEQTscDnbs2OGzrWnTpqxYsYLs7GwfC87GjRu9+69Fyip8CmIwGBg4cCC7d+/mu+++Y9iwYX5Ve0GioqLo06dPsWPSjijs/SuHb6Z+xtwdk/hj72esPjaD50e/zANDR3FklcLCg2kYNBmDUb6iwqcgEu70IE11WyKMBp3PQ1WWZZo3b07z5s156aWXyMzM5MiRIyQkJLB371727dvHtm3bmDlzpteKaDKZqFu3Ll26dKFBzfocyMjmSHIOdpeEQwGdTk9QoBlLrpFcSceilBTW7TpJ31YVqBKqkpSURJ06dTCbzURGRpaoeaE/t5umqmz8cyqb/55O3Rbd6DJoNFk2jZjIYD6buwOrPd/ypnNbYnIsDvKsbjEYEuD+DJw6uoejO1cSGxvLU0895T3X+W67OzrVZuuBFLLyPO0jCsf++Hnx3a897kKLBr0OSdK87iu7S0FFQ0ZCRgIZqtZuxt4Nf1ChSi0MOhmXomF3KN711IgJ45GYxqBprNh+isgwtxtLrducE/s3ExDdEFXTvGIrOEDvzSqTJInyMTXIdUh8/8UHtOpxL2aTCafL3X5jw55kbxadJEk89dRTrFixAqfTSbdu3fj+++85dOgQ6enp1KpVq0SfP8GNjafdhVGnR2fSU7tzI6TOjUk9nMTWn1dhDDRTq1NDAiNCsDisBASZUVQFu9N+WQTQvB1/88uWRaho6CQZWdYhGSSaDuzA+q//LPbYyOoVaXlrB+/ajEYj7777Lg888IC3KK/BYKBHjx4cOnTokvRVvCGDoFNTUwv5Dnfu3EmrVq3o3bu3t+dV79692blzJwcOHCAkJASA7777joceeojFixd7BcTGjRtp27atTx0gu91Ow4YNiYyMZMOGDSVe2+VMg7/c5OXlMX36dG655ZZLdgNXHBqnk87yzsQ3+fLrL3G5XMTHxyPrdARWa098m36EhgRxOj2XXFvRdSYuF3J+ynNsxRBkpBJlZvmzgCiKwrFjx7yiaN++fYSEhLhjfRwOzmbksuPQaRSXC52koqouVEVBVZxUimuALjCSkLBInhjcmTZN3e00ShucXjALLFDvYsmMdzi2ZwPt+z1M05sHugOKZXdak6a5RUeO1emTtq4oKpIkER0ZhOrIY84nzxIRHsKbrzzP0KFDizzv8m0nWbkjkfTsC8dyKU47lszThFSo5rNdzu8ID3g7yMdWCnF3i89vpAqwd+NiajfrgtUlFxlE7i8jbvPSn4iI74EkG/LP575Oj8XLkzmmqBoOSwbp+5fQuscwDEZzkVl0/fv3Z9euXfz999/eUgqpqakcPXqUli1bivR4QbF42l1IkkRaXma+OD/3mbFk5pKw+l/y0nMIKBdM0y6tiaxUodRVny/EsbRE/ti9gjWHt6Llf22RJQlZdn87cioulk6YTfrRM36P1xl03PF/D1KlejWftSmKQr169Th8+DBGo5GOHTuyZMkSFi1axObNm3nxxRfLVJPOww0pgLp27UpAQADt27cnKiqKvXv38vXXX2MwGFi/fj3x8fEAbNu2jfbt21O/fn1vJej333+fTp068ddff/nMOWjQIObNm8ezzz5LrVq1+OGHH9i0aRPLli3zKZl/If7LAsjDokWLUFWVvn37XtJ5Dx48yPPPP09mZiarVq0CICAkglbdh1CrRS/OZDsLdR2/EoQHm6gQ5jbHFpeZdTF9vUqSoVWwtUNZcLgUVu1IZMpvm1n89fPkZaXQdchLVKrVwlsHqGpUCAdPZhAZasbhVEhOt3gtIp51uRSVQKPM6p9e43TCDrr17MPfixf6Xfc3Mxfx0Wff0LjHQ5iMem8Tz4JIkruNiaK4b62q4mLHbxNp2v85ZF3hWlS6/Jggh1NFp5PcVroCLjrFls2pwzspV6NNsa/Xyh0n+eHPvdgc7iwzhyWbXRuWUK15H3Sy5GPpAryZY54ijlEhEjuWz6LFLYMxBQb7fY9WrVrF8ePHue+++3zO7XK52LJlC/Xq1SM8PLw0b6PgBqJguwu7y0Gu3eLtu1UQa3YuKz/9jfRjKfS461Z+/OTbiwog3r59O82auRtWbzi6g1mbfyfdkoXDVbh9koezh5NZ9u4vfvfF1K9Gn7FDuLlum0IVqX/77TcGDBhAeHg4+/fvp2LFioC7f+WkSZN49tlnqV7df2PlC3FDCqBPPvmEGTNmcPjwYbKzs6lQoQK33HILr732WiHLxZo1axg7dizbtm0jJCSEQYMGMWHCBK9FyIPNZuOVV15h+vTp3l5gb731Fj179izV2q4HAQRud2JKSgrx8fHFViIuLZqm0aVLF68A8hAUVp56HQYRWacz8hWoIFqQqlHBmA36YkVIWQoMejg/LV7VNK+bSi5woytLWjz4CrP0lFMsnfoq0dXjqddhEOWiqnobanZsHMP7P2/1Sc/PsTpIy7L5NEBVVI29y77l2NY/iKtZh53bNvv9LCckZTL0kRfZs3Y+w1+dgSRJ2JwKp9PyUBQVJFA1j6CRcboUb1+3lIQtWDJPE9eisMgu6Dpzfwt1b9U0DVmSiAg1sXfd7zTqMMDHGuPv9bDaXdgciruGj0HHno1/ERVbn7jqNXxinVRN40RKTn6sjzujLbZiCIrDzua/p9Ok4+0EhUWW+j1KSEggJibmslUcF/z38bS7CDIGkJKTjoaKLBUQQRq4FBcGnYHMg6c5tHAbJ4+d4H//+x+jR48u9XNm9uzZ3H333Tz11FM88eIzTP5nOg6XkyxrLkp+qq6nivv5rP1yEYlbD/ts89T9io6vxu+/LqBFvSY++zVN48EHH2TIkCF069bNZ5/D4WDx4sV+M1tLwg0pgK5lrhcB5OH06dNkZ2cTHR1dSDSWFVVV+eWXXxj38qskHPbNQAsIrUDNtncR07AL8mWsc+FBJ0tUqxiKLOHXxQElKzBo0Ms8O6gFdWPLFXowegojKvmCKa9AfZkgk57QIBMmg65MhRELCrP0xL2snPEW1ZvcTJPuDxEYYGRwt3p0bloFo15XZIFGu1Mh22L3NkA9tuMvdv/5BWHh5di6ZXORxcq+Wbib994Yi9OSTv+RE85db76oUlTVK3j0OglV1by/a5rGzt/fp373RzAG+P9chQUZC3WnV/Kb4Oae3Mz/Rg6k/81Ni3w9fAo7OlyYjXqqlA9iwcyv6NRvuI97SlFVTqa4gzxVTfPWCwJQFBeb/55OfKseGEOiSv0eeYq1ChEk8EfBdhd6WUe6JRtNU0GSkHAXGpWAcoHubuutqjVm9uzZvPLKK2RmZvLSSy8xatSoIgu4eipKe2oHDR06lJ9++gmAus0a0Pqh7lSqWImkrDO41OIFUG5KJotfnY6aX09EbzJw02O3sn3WKrKTM6jfsAG7d+66Yq5f4WAWXFYqVapEnTp1yM7O5sCBA1gsloueU5Zl7r77bg7s38srEz4htPw5y4k1O5V///6C1d89SdK+NWiqnxT5S4kEuTaHN1NrRJ8GhSwKy7edxGp3FRI/AA6ngktROZNh5Y2pG3jio+V8s3A3R5KyvG0dZNk9Li3bRo7V6c0o0jSNHKuT5LQ8cqwOnIqKXidhMpbM+pOQlMnUxXtwOBXO7FvJsqkv07bPCLrf/QwVygXhdKnMWnaAxPwHuydTzFmwGBJgMuioEBZIbFQIcnYC//79NZKsY/Yvs4sUP566QzlnE4mo6BvLExJgJDrSnb4ue2OLNILMemRPXSBJokbbOzmyYW6R15dndRIaZCQk0OB93XWyjEEv0bNXH9KObi/y9YgMNRMaaCTApCc00Ej5sABcisrx1Fyqxrfm3y3/+GR2ed1/qjsGKiTwnBVSp9PTpud9nDy0jezMs6V6jwCCg4NRFKXMJSsuNZ7PpcN1mf+2BCUiLrIKA1v0Qa/TYXM5CDEFYjaYQHM3IJUlmWZVG/B8j5G0qd4UWZa555572Lt3L2+//ba3NdJ3331Hdna2d95jaYlM2zifsb++x7gF7zP21/f4dMUPtBh+C23v6grAge17+PWV7zh1+Lg71u4C6ZvBUeHU6nrOwtP07o5Uqh9Lj5cGE9u6Dope4+mnn0ZV/TdOvdQIC9A1xvVmATqfkydPkpaWxu7duxk8ePAl6aC+50gqI0aPZ8+qmVgy3UF2kqzDaA7CYA6mWsv+xDS4GZ3+4ppPSpxrb2Ay6LA53O0eIkLNtKkfTddmVQuJn+KqOhd0H2kaSDJEhpqx2hVUVcNs1GE06FBVjbRsKy5F87aK8OBpGSFLEmajjh6t43zcb8V1dP9m4W6WbTnGwX+ms2f9H/Qe8RqxdVv6zH2+S6+4WKSM1ER+/fRZLNlpDH3sFaZPfrPI19JjTZr51iBu6jeS+m17+x2XmWcjM9eOquJ9nTzvhQbsWfIVcS37E1Qu2u/xep1ETGQwBr27IKGkSeTZnZgMOhqaDvDUk0/4vB4libOqG1uOP375nrhmvQkMCnKXJ3C4yMyxoWrnAuPPLwugqirrl/zC/fffx1N3ty80/4XIy8tDkiQCAwNLfeyl4GJi2ATn0DSNJUuWEBUVRZMmTS6q6OWxtERWH97C9hN7sbnsOFwONA1MeiMmvZHGlevSqXYrakZVK3IOq9XK5MmT+eCDDwgMDGTQoEH0uH8Av+74E5vTgVlvREUjy5qLU3HH+MiSxJndJ/jnq4W4bE5kvY5Ww24hrn29C67ZYbGzdfoKgsqH0Oh2d5sZvaxD0zQMuRIrPphLz549+fLLLy+7JUgIoGuM610AASQmJvLMM8+we/duXn755YsWQp6Hqaa6OLZjOVuWTCc0ohJJCTu9Y4yB4VRr0YfYpr0wmIPLdB6d7P5mbzToyM5z4HQphAWZCDTraR0f7fdBUKTbKD9jyBNA7MlaKhdqJj3LipIfrxIZaibX6sRqd/eX8rSLAHwsQS5VI9Ck571HO1EjJuyCDyuHS+GRd/9g2YwJZKeeoO/D44moWDhd/vyYlaLceamnEvj96xcwBIQSW68182Z8VexD0eFSeOjt+Ux7/S7uevpToqs3KDQmI8dGWrbNW2/Jk/LuQa+TsWSncfCfaTTs/VSR53I3ZdWTZ3NCftFGs0FHrzoubmpRj/j4+FK3H3mgWw3eeHs8VdvcQ47F6bXUKQo+RaZlyR0sHWw2kJlrRy9DjH0b48Y+WyYhc7VE0MXEsAn8c+rUKXbu3IkkSdSuXbvUmbOe4GN/TU5NeiP3tOxL+5r+C5/6488//2TAbbfhsNupWK8q7R7uRXB4CHqdHrvLgaoVtspkJ6ez5vM/yDntrthc+5YmNL2rA3IpYhAlQJZ0IEFkYDiPNhtI/1v70b59e77//vtL8iW5KIQLTHDFqVKlCnPmzGH27NnMnz+fhg0bMn36dL99X0qCyei2kmTmuQiM60D7EZ8Q1aAHoRXPuV8clkwOrf6JlV+OZN/yKVizz5b6PIqqYbMrpGZYsTsUgswGAk0GnC6NFdtO8va0jazZ7VsQ01tgUFHczT3zH+HZFodP9pSnsnF6thUNMORXNra7FJyKiiy7A55Vze0OczgVHC4Vh0vFqbgtI3qdTJWoYFbvOsX4aZtYse2kOxNKcmdEFVzj4YSj/Db5WZx2CwOfnexX/AA+tXLAt2JyWraNbIuDw/9uYu4nT5OXlUaNxp347ONJF7QIGPU6okxuc3s5P+dOz7Fx1iN+AL0suzO68pWFLLmzzczB5QgIq0T6yT2c/0Xa87vNoZCVZ/dajzRVw2p3sfaEmW9nzHe/zheohH3+69GgTlXu6duJVlGZmA06woOMVIsKJapcADpvXSC31Sc1w8qZTCtGg44H+zXmlRf/x5dffumtbVIagoKC0DSNvLy8Uh9bVopzDXqyAacs2sORpKwrtqbrgcqVK9OnTx969+6NqqosWrSIRYsWcfr06QseeywtkVmbf8fhchIRGEawOYgAg5lgcxARgWG4FBezt/7B8bTCBXqLIrxuJe54fQTB5UM5s/8kf731E2cOJmJ12vyKH4DQ6Ai6vTiImCbuLKxDy3ay8sP52HJK667VMOr06HV6ateqzapVq9i0aRP33ntvmf5OSooQQIKrRpMmTZg7dy6zZs3i119/pWHDhsyYMaPUQmjj3tNk5tqwORRUTUPWGahUtx3thr1Hq0FvUKF6M+9YxWnj+Nbf+eebUexe9Ak5qccvOH/BB6vNqbgtMbKE1aGQa3VgMui8D4Lv//iX3UfOeuMjTqbkYDLqOZtl48SZbE6cySEl00KuLT9dOn9yT2aXS3G7tJwuDVXTyLM60VTN2+5BkvJbQJy3PgmNXKuTOSsOXvBh9cqEydw3bBgVqtah2/C3CQgqWqz4iyvq0Kgy44a5U8iP7VzGn9+Pw+W0M+LZt/llysd0bFylRO+bwXKK6JrNsCoGn3gau8PlUw/IU+hQUTSvZcUTDK1qENdqAMe3/l44bkDz/X9N03Aq7sBqTYPMPCdrdiZy8ESa3/gmd2sOFbXA2gq+Hvfddx/TZ/5Cbk4O5ULcbjNP/JIn7kiSZTQgOiLQ2wrDbDbz0EMP8fnnn5cp1iEoKAjgiomg4mLYPD3frHaXt62IoPTUqVPHK4aSkpJYvHgxixYtYssW/20rVh/egtVpJywgxO97EhYQUqq2Fx5BVS62Ar1eGUpM4+pYM/NYOmkOB5ZsL7ZtjzHQRIfH+tKgXxsAnFY7S8bPIutUWonOrbkX7e1Qb9DpqVy5MqtWrWLPnj0MGjTIb6upS4EQQIKrTtOmTfn111+ZOXMmc+bM8Qqh1atXk5tbfPn0hKRMvvl9Fw6n74NEktwiJbJaI1rc9Qodhr9PTP1OSPk+ZU1VOLVnJXuXfM2/f04mM+mg3z9ynSxh1OvQn2cZkPNTNz1ByJm59kLBzK9PWc8bUzdwJi0PCVABVdXIsbhbWXhO53SpqKrmrWHkiW9xFxvUvLEvnm0ABr276rTJoCPzxC7W/vAcGcmH+XX1YXIsDr8PK4CDa39m5cwJhFaszuiX30XR5CJvbpqmYXcqNK0VVWhf9ehQzuxYwKqfJxIcFMjCPxby/QcvlSoWZOniBQzo19vHmmSxOUnJtPgNodQ4J3wKojOYqFS3AymHtxYaX/D/C9aIkuV8MVOuGi9NmOythO1wKtgcLlIzLZxIyeFkSi4nUnJIzbRgc7hwOBVax0dj1OtwKiqVmw9g/9rZPq91waDw2KhgyoeZsTpcVIk653oNDQ1l8ODBfPXVV8U+XIoiKCjoimTKlKRJrqfn26Z9ySIw+iKRJInmzZvTu3dvmjVrxpQpU+jVqxfz58/3fjH0VH826QzFvieethdO5cIFYj2CKtgUhCnYTJenbqPpHR1A1dgxezXrvlqM01q0CJFkiYb929Dqvq5kJ6djOZvDqo8XYEnPKdF1y0gEmwLpUOtcDGLFihVZsWIFx48f54477vD21ryUCAEkuGZo2rQp8+bN46effuLXX3+lf//+VKtWjTfffNNvV2BwfzvNtjjcFhL53M1A086JBYDgCtVpOWA0dz33PfXaDUBnMIEkY8k8TeLuZWyY8QLrfhjN8W2LcNrc36z1Onf9GbdlxldgybKETj7Xf+ps/gMcwOZ0kWt1smnfac5mWgkw6agQ7usaAfItPflWK8++/P8UvK9pmtuVohRYgyRJZKccY93M19g09x0q1WlLdJXqWB1uV9v5N0aX08GS6RPY9OcPNO85gpqdhtOpSZUiG65aHS4Sz+aSa3Wwfk+ST3aay+XikUce4eWXXyYmJobVq1fTp5RtVRISEtiyZQtjn36YccPa0LxuRfJsTpLT87AVELOS5/XKf02KiheNrncTGSd3oZO1QmL1fPQ6Gb1Oh06WCI+uw7atWzhwMp2uzasCcOpsnt9su1Nn3Z+Lrs3c4+wOBXNoBcIio0k8tKPQeWTJ/Rkx6nU+bkQPUVFR3Hrrrfz4448leMUKcyXS4kvrGjz/GgVlJzo6msmTJzNjxgz27t1Lly5d+Oyzz0jLSMOlOL31c4pCp9N5214UR0FB5akiraBSt3dzOj97G6aQABK3HmbJ2z+TcSK12LlqdGxIrS7uLC9rRi6rPlqAPe/CwsWlKnSp265Ql/ry5cuzfPly0tLS6NevX5nDJIpCCCDBNUezZs149913qV+/Punp6bz22mtUq1aNF154gTNnzpVSd7gUNu1LxqW467zodDIGvYxcIAi1IA6XSo4WSlyH++n8yNc07DmKoMhz7pqc1OPsW/YtK754kF2LPiH1+F6cLqWQ+AF8alwUdJHodBKS5k7B9riqUjJt7h5ZoWZCAg3uSq0F5pIlCb1e8ing55lSltzfrlTtnPXDnpPGjoWfsur7/xEUXpEuIz+nboe7CQ8PRdLcr0vBNVlzM5n/+XMc3vUPvYe/RvOug1FUqFw+uFA8j9XuIiXTQtLZPBxOd5yT2aD3xhC9/u1KOnbtyTfffEODBg3YsGEDTZr4Fi4rCT///DNt27YlLi6OU2dz2XcsDb1OJiLEtxZJQauXB38iyKCXiWvajVO7V3grQReFoqjYnQouVUOSNEIqVGfqL0vyJ88/b35BQ48i9T5oCkzrcZvVbNGLA1uX4nT4v9EXV54gNjaW1q1bs3LlyiLXezUpqvTB+ZS2BIOg5ERGRvLSSy+xdOlSHDqFrj27sezHhZw4cYLEzNOk5WZgdzkKHacoCjpZh8lQfKsIu9OOorrQ6XTkOayomur9vFeMr0qPl+8hsmYl8tKy2TJ9OfsWF+9Wa3pXB6q1qQvkB0l/9jsux4WsUBrL9q9j49EdhfaEh4fz999/07lzZ9atW3eBeUqHEECCa5JatWqxZs0aVqxYQbdu3cjJyeHdd98lLi6Op556ipMnT2J3KDhdHreR+8kkSxIGvQ5DfnfwojAGhFCl0S20vvsNOj70GdVb344x0O2+UV0OkvasZOPMcaz67ikSNv2G034uqE8qcL6CbhVNcz9cXaqGw+X7wMi1OUnLtmE26omNCiGmfBByvrCRJA0JCTl/vQUf+DqdnN/jClx2CwdX/8Sqbx/Hbsmm0wMf0qDHowSERBAZZsZs1IHssX65J0k/fZzZHz5O1tlT3PHEh9Rq2tnnYVUwnsdokL3WK6NBpnL5YKLCA70xRCY1h2XT3mL71i20bd+R5StXER5ZsUxuj59//pm7777bJ8C2fKiZ0GD/GVjnW/Q8VCwXgJxfMTq4Qhw5aaewWXNRi2mJ4tnjdjtCxbrtWbhgHn9tOgYaVC7vrkHkyTyTJAgNMlG5fBBoeGNdPG4zp6LRvOs9bF36k591az5uM3/Ex8ej1+tJTk4u7iW7KhR0DRbnKr3QNQounm2n9nIiMpsOz/anauOabJm5kjVfL2LH0o0knkkm136uxpqmadgVpzempjhMBhM6WY/NaSc9L4vzvz4GRoTQ5bk7qVC3CulHz7Dr13UcXrW7yPkkWaLV8G5Uqu9Objh7OJkNX//pLX7oQS/rMOj06GUdOlmHU3Exc/PvfgO3Q0NDefnll1m5cmWh7vAXgxBAgmsWSZK4+eabWbJkCRs3bqR///7YbDY+/fRTatasydNPjCLz9CEsWSmFqo6eH/NRHEHlYqjbeRg3P/o1TfuPoXxcUzw3gby0RBLWz2bN90/y71+fc/rgBhTnuRtNwQetJ0bFY6Hwum/Id2NpGmlZNpwulUCTgbD8dGtNy69QfJ5e0+tkZEnCYcnh6Obf+efbx0k7tp02g16h9V3jCK1QlZDA/KDbACMyEia9zttJ/cSBrfzy0RMYjAEMfHYylarF+31Y1YgJ46FbG/LZM11pWz+akAADVcoHYzaeu3GeStjF7A9GkXR4KzVa9Kb5neN4eeo2nv50pY977EI4XApLl/9DYFAQAwcOLBRgm2sp/ptiQSEkSTDo5jqUCzblp6BrVGnam6NbF6NpcAGvjRed3ohdlZm3fDd2p4IkSVQICyC2YghVo0KIrRhChbAAzEZ9oViXrs2russbBJTHFBjK6WN7C6zVXeU7wKT3us2KokOHDqxdu7ZM8UCXG881+nOVluYaBWWnYNZXZFA4DVo2pvMTA6jZoSGbpy1n4as/sGfzLuwuB5qmkWXNIcBg8ompKQqDTk+z2PpYHDZUVfFppupBl1/nJzDCHce2dcYKjm88UOScOr2O9qP6UK6aO37w1M4jbJ2xwufzo6qqu2K0phFkCiS8BIHbY8eO5cMPP8ThKGzxKguiDtA1xo1QB+hi2L17N+PHj2f27Nmoqkqt+s04vG8nlWq3oWbrfkRWrY8kST59o8qCJSuFU7uXkrh7OUGRlUk/fu4bjyTriKhcj6iazYmIbUpIVJyPX0avO9e4Uyrg19LrZVRVIyTQQIWwQLLy7KRlu9OjXYo7ylnVNFRVQ1OdnD26g8R/l5OSsI2IqvWp3bof0XVaUSkyCDTfDufgfhidybSiKAqJO5ew+Y/Pia3bkl73v4LRHISiqWTmODAZdbzspweWv1o4mqax6595rFnwBZJOR7sBTxJWowMaUD7M7A0G9lcPpmARxpMpOSzfdpKNe04x75Mnia7egCeff4P1e5IBidBAI3aHi6R0i1+Xoz/0skSlyCDSc2xYbOeEU8KGOVRu2BVzcESJ329rdipnDm6geqt+6GW5UKNTcNcPslhdaGh88lQXbyuLNbtPMWXRHvKsdnYvnULrXiPQdMZS18jJzMxky5YthfodXQt4rlHUAbo6ePp9RQSGeeP7cu0W0vOySDt2mg1T/iYz8Sx1bm5M+yE9CAv7f/bOOz6Kcn3739mabHolHQg9tITee+8dEUQQpCqiWFFRVERUmoKKiEgT6UUEpPfeew0Q0ns2yfbdef/Y7JJNNhDQ4/H83lznk8+R3Wdmnpndneee+77u6/JkSMOeNK4YXar930l9wEfb5lstNAq0sgqX5G3ITc5i75fr0edqESQCzSd0J7RuZIn71ak17J21jrxU68NRVI9G1O7dxP6+RJAgESSU8/RDKVOQp8tHJpU/1q0+ISGBX375hffff79U5/Y4lAVA/zKUBUClw+3bt/niiy/YuvV30tMfEfO8gipRoUEPylVt5tQpvDSQSyVEBHlgNFm4n5SNLieNrITrpN+/QMb9Cxi0jzobgoKCKB9ZFYMiAIlfFOUq1UMuk1jbti2PbiI2M01zgVVCRIA7mbl6/L1dSc/W4uuhxGwxkx5/hxtn9nD73F5kLh6E125LcFRralevRL9WVVj+57XHeooJFj0393zHvQcP8Q6qQpOe40AiIV9rRGe0mnp6uytpHR1WTLixqGij0aBj/9o53DyzBw+fcnQY/hEm1xDrk5tEQkSgu/1p0XZ8hVzK8M5R3IrPsosw2jqrJILAvTNbuXZkE70nL8IicSFPa8DLTYmfpwtp2RpyNAanpS5nEABPNwV5WqODSrRJryH25Eaqtx72VEHwjQPLqN5qGDKZDEEQCPZzsyp+G63WD/k6IxaziCCB7k0j6dSgvP36xSbmsO/8QzZt+YPE2Ms07PIijWo4Vwd/HE6ePElwcDAREc51mf6bsJ2jjXdnM8l92nMsw9OhsOO7u4ubw3s2B/hcTR6Xfz/B1e2n8fH3Zd6C+bww4PlSHyNPl8+U9Z+Tp9dgLkHzx3Yvy3qYxv6vN2LU6JHIpLSe3JvAaiVLX+Sl5bD3i3Xo1BpcvNxoPbk33mH+9vd9VF74qKxrndaow2IRmdH7jWLnWhgHDx4kOTmZwYMHl/ocnZ5TWQD070JZAFR65Khz+fqrr1mwcCHZWY6aE0o3byJiuhJet5Od21MauCik/PR2R/w8rR02Ry4nMGPFKcDKwwkPUJH84CZ3rpykfmVffv5hHlKpFJPJxMixk1mz6hcUbl4oVV7IXTyQq7xQqDxxUXnh4u6FwtUL94AIVDILmswEKnpq2HfkNJnJ91FnxBNeJQYPn3JUb9gZ/4iq5OQZHTI2j3sSN6iTOLPxC+Lu32Xym1Op3nIQhy4mFJQurOfm7mptnS0pY2PLAImadLb//BHpiXcJr1qfzsM/IM+sIFdjsOsXRQR6OLjRi6JIUmY+IKCQSaw2HqJIZo4OCyIGdRoHl0yi0wvvU6lOC8yihfvJuQhAiJ8bCRn5j+XuOINCbu0+Ei2ORdD4i7vwDauOyq/0gUTGg0uYTQZCqzXEYgEPlQKFXEqWWmcnlduuo1IudZr5MJjMDBs6jE8/+5RqVZ5O2deGDRs20Ldv33/MEPJp8Th7lTL8/cjT5fP+ltlIJBJc5c4NS0VRRGPQkXo/kau/HuXypcuMGjWK2bNn4+X1OJ0vq9GpRCLlgy1z0Og15OhyHX5LEkFAIpEiEQRMJjMWLKTfTeLAnE2YDSZkSjltpvTFr2JQicfJikvlxE9/os/X4RHoTdu3+iORWLM/HkoVfu4+9nN9UgbIhu+//55mzZo9UxOGDWUB0L8M/8YA6ODBgyXq8bi5udGmTZtS7Wfu3LlUrFiRnj17IpU+/sYpio6t3Ldv32bw4MHMmjWLNm3bcydeTVqWHotFxKDXsX79b2xa8xPpiXcd9iORKQip0ZLIpgNQeZV74hyjKwcwc0wLunXrRqNGjfj444/p9s4me3ZBIZPgoVLgqpAxolsUSl0SY8aMYfHixTxIyeOVN97DoM3FoMlBr1Fj0Kgpmkj2DqlGfsZDqlarTpOGMbj6hnE7U4mLdxhevgGPLSsB3IzLYu+5OM7fTsFssZbcFDnXWTbvA2QyKatWraJbt27cTcxmxvKT6I3mAp7MowW1cMamsHv94m2XWbVmEyc2fo1ek0u99s/RtPsokEiIS8m1Byi2Ml5h6A0mEjLyEYEKQR5IBQlpOVqrTYQAJ9Z+hlQqo9eYz+z+WKnZGtQaAyqFlHz939fiajGbuHlwBTXajSz1NqIocmP/L9Ts8FKxgEpSEPRJCjJDCpnE6fUDuH//Ph988AErV658prnn5eVx+PBhunZ17o9Whv+/8LgMUGHYgofPer7O119+xaeffkpQUBA//vgj9erVo1y5R/e/wh5iZosJqUSGUi4nLTcTndHK9bLdL2z3YVEUrXIcBRmi5GtxHP52KxaTBYWbC23f6o93qF+J88tNyeLPT1ZjNpiIGdyKGh3rQcFvKszbGjxlanJoVbkhQxv3fuJ1EUWR999/n7feegsfH58nX0gn+M+ZbJTh/wwmTJjAtWvXnL5XpUoVbt26Var9TJo0iS1btvDSSy/RtGlTXnzxRbuWiTrfgKebgkmTJhEbG8u2bdu4l5iLn5cLmLXodDrOnz9PdnY2uflGEtO0BTYSgERB3wEv0Kf/MM6fOcrmNYs5c2Kf1Q3ZZCDx+hGSb53Av2IMobXa4Fe+LhKJ8wDMFnNdvXqVoKBHTzTW7jLrm9l5eiwqEalEQl5eHufPnycvLw+f4Ehier+FRCI86sQSzUjMOvJys9HnZaPTqImKqsH0iX2pFOpt33/R8oJCLqFFnVCH8sKNuEz2no3jwp1UzBarSGOtMDfO7FrC6uU/U6tWLTZt2mT3FNp37iE6g9mpuadNwTdDrWPf+YdEhnhhNBq5fXwjB1dNRyZX0mXER1SJbg1YCeW2oEAqCHiqirfWqgvKVxIBEAUsgki+zqpXknD1AFnx12g16hvUGr09ePJ0U5KnMf6twQ+ARCrDN6IWaffOOyiBPw6CIODuF0rGw+v4hDqaOloK+vE93OX24K3o9bOhQoUKVKpUiT179jwTn8fd3Z3AwEBiY2OJjCyZX1GG/z9gIykfuXMGN7G4xhc86vpqXDEalYsr06ZNo3fv3owcOZIvv/ySK1eusGXLFpo1a+bUQ8xkNqLW5aI16JAIEiyilaBcWBbCIlrL97Yng6CoCJq+3JVji7ZjyNdxfftp6g1pjdLduT6VRzkf6vRtxvk1h7i06Rjh0ZVwD/DCIoqYzGbyDZpSE7fB+nudOnUqn3zyCV988cUzZUzLAqAylApRUVHs3bu32OtPyuQUHduvXz/69evH0aNHmTZtGgMHDqRqtZq4uVl/NAkJCdy7dw+w8js0WiOeKsevqa+XkoZRftYARGskPkVDapYOQRBo164dw5/rQW6umtjY22jVadSsVQezUceiRYtYu3YR3Sa8Sp/+A/H3D0Sts3D0ciK7z8SRrzPyMNWa6Tp9+jRKpXWRt6owi5Qv58XANlUpH+SJxSJSPsiTA6mPOiECfVQIglW9GayBgEQqw93Nh3JBgWh15hIJyJEhXkSGeDG8c41i5YW7idms+PM6p28kk5+ZSE7yHfJSY8mMv05m4m0AWrbrwvYt63B3t3ZpPK2Cb/cGgTz/3GAOHDhA8zYdCYwZiIt3KGqNAblUgsFsxoL1fujn5WIPAmywiCL5eisRWZBYCdqiBRAh+dYJLu/+ibpdx6Py8idfZ8LPs8DBXi7F001OVt7f09VRGIGV6nN5+7f4la9TYsBbFOWqNuXa7kUOAVDhbr58rQlPlRllwXW1Xb/hnWs4lIPeeecd+vfvT+vWrZHLS8dFK1xaql+/Pps2bSIkJAQXF+dljzL8/4OWlRtw9sFlcrS5xewvSur6qlu3Lr///js1atQgNzeXdu3a8eU3XxPrnWX3ELPvRw5uShWpeZloDTpERIwWE1JBUmDULCIIErxdPcjIz7JnR8PqVaLhix24tfcCcaduYTaYaD6he4n3nCrt6vLw7B3S7yRyfOku2k7phyAReJidhItMQbdabYqJIT4O7u7uvPXWW095NR+hLAAqQ6kgl8sdMiLOEB8fz+3bt2nevDlxcXHs3r0bQRDo2LEjcXFxtGzZ0u7s27x5c5o3b05ycjLnz52iXr163Llzh9TUVPLz89m/f7/9uC1atHA4TnZ2Nlu3biUtLY3mzZvTuHFj4lLyuRabQ3RVHx7cu0NWRgY9OrXi9OnT7Nm1g7CwMBYsWMCCBQvQaDRs3ryZxMREKlasyMiePXmuXVWmLztJntZqvHfnzh18fHzs9fPnO1TjhU5R3L59mw2/rkOlUtGtWzeHefl7ueKpUlqNN8FucqrWGFBrrGTfl7rVfCxhVCF7FPgYDAZm/7CK1Zt2k3T/GtmJtzEZNMW2kSlcqNxxMqlqMwXxz1Mp+KYnPaB5s3Hci42lbt26rPplMWa5t0NGSimXUinEi+SMfNxdii/oop2ELOLmYm3Jt0hEEq4d4vzv86jW8jlCo1pZx9iyY7bUuiA47Tj5qxAECaG12pFweS/hdTuVahulqwfuvkHkJt/GI6gKMqk1RW9T3TVbRIcMVmEF5MIBkEqlYuTIkXz33Xe89tprjz3m3cRs9p17aCeNy6QCDasHUSOsKt9//z2vv/76s1+EMvyfQAW/MIY07Mnq07+Tqckp5v7uKlcypGFPh+DhfkY8h+PP0HvaCDZ/sZy8jBxeG/sqMX1b0GlYT6dZ4UB3X9LysnBTuJCen23PBLnIlSikcnQmfbHfacVmNVAnZpAdl0bChVjuHLhMlbZ1nJ6HIBFoNKIDf05fRdqtBG7uPk/1zlbHer3JyLbL+wjw8C119xpAQEBAqccWRVkAVIa/DZs2bWLSpEnMnDmTDz74AD8/P9zd3alQoQJdu3Zl69at9OzZ02GbDz74gPXr15OYmMi0adM4deoUJpOJ5557DrBKoV+9etU+/tKlS7z66quANUDIyspi9OjRLF68mOR0La5KGV9//TU7duxg8ODBzJ07l9DQUGJiYujXrx+bNm3ipZdeQq/XU7lyZW7cuIGvry9r1qzhg6HR/LTDWs4bMmQI7du35+eff6ZpzWBe6BTFRx99xGeffUZAQAD+/v68/vrrDovb3YRspBKBUH93crVG8nVG62IvFNgvyCSE+LlTWnz4yUy+nPGx9R+C4FwJEOg4/CN0BrNDKcbuQm+08DjDhPvXT3Hwt88x6jT06dOHFStW2LNIRTNSD1Nz+XzFKbLz9MW60AQKeFsFLe0AN07s5Pzv86jeZjhVm/YFsKfRbduqNXpycp/O6NBiNqLNScPNN+SJY/3K1ybx+iGCa7RCpnhyJkUEIur15PreJdTrPQUQiiwUVtNZWwbLaLagkEucKiAPHDiQvn37MmTIEAIDi/upARy+lMAvOxxJ7TbV7RNKGeL9h6jV6n8NH7AM/z00rhhNkGcAR+6c4WzcVcwWMzKpnMYVo2lRuYFD8FO4zOUT5seQmWPZ8sVKUmMTOb/pCJo0Nb0mDUEmdwwBBEFAVSCMOK3rRI7FnudSwk0sogWD2YipBF+xWn2aknIjnqwHqVxYe5iAKiEOnV6F4VHOm1p9mnJx3REurj+CaLFQu3tjRFFErctn+YlNBHkGPFUm6Fnx72wzKMO/Djk5OWzZsqXY34ULF4qNXbRoEWfPniUlJYXr16/TqVMnIiMj+fHHHx3GqdVqVq9ezQsvvIBKpeKPP/6gR48eVK9enZSUFFJSUhyCH4A5c+bwyy+/kJycTFpaGiNHjuSnn37izp07BPk9WuqTkpI4ceIECQkJxMfHs2HDBhITExk6dCi1a9fm/v37XLp0idu3b+Pv70///v1RyKR0alih2PkMaF2F/fv388knnzBhwgQePHjAlStX2L59O/Pnz7ePM5steLsrcVHIHIT0ygd5EubvjslkeSrHbO8KjZArVY8JfgQ8AyvgGVarmEDfkxR8RVHk/IH17F02DaNOw9SpU9mwYYM9+LFBIZNau6FkUiqFeDu1zlBrDGTm6nFRSHFRylDIJFw8vIl9a2bTrM9EKjfug9lssWeJ3FxkSAQBrcFEWra1dOnmKrd3lMVf2YdoKZkTJEhkPDj3B5ZSmDwCVKjXnQfn/ijVWACFygsXD19ykmOxWKxmtEaTGaPJgtliLXGm5xQ3Ry02T0Hgk08+Ydq0aYC1xJWrMdg/o8Iq2H6eLniqFHbVbT9PFwxGM1rfhnz+1fxi+y4tih6zDP/bKO8XytDGvZnV721m9H6DWf3eZmjj3sUyPzbRRF+VF+4ubvgHBDD0s3GE17fyA28eucSv035Ao84vdgybh1ioTxDDmvRhWvdXGNV8IAqprEDSo3h5SyqT0nRMF2RKORaTmeOLdz7W/qJqh2j7f1/aeIxjS3aiU2sQgFxdfqld7P8qygKgMpQK9+/fp0+fPsX+vv/++2Jjp0+fbm9NVCgUSCQSxo0bx/bt23n48FEA8Ouvv6LRaBgzZgzZucU5IO9/MI0ePXqwatUq+2ujR4+mS5cuTJr0GslpObz99tuAtVPN2+ORcJ0oivzwww94eAVw9noGCoWCDRs2oNVqmTdvHjkGOR/8dBSFuz8zZ84kIyODHTt2EF25eDq1eoQvv/76K97e3sycOZNj11KZ9etpWrduzYsvvmgfJ5E4ZgskCEglApKCLMLTOGYbTGbuZctoNWRqiZkfEKncdAAavRmZRChmRlmSgq/ZZGTfmtkc2fwdEqmUOd/+yIwZM0pFIixqnWEWrYTtdvUjeLVfDF5uCo7v+o3DGxfS/rk3qde6r5XIDnY/KYVMilpjIC1bC4gEervi6660W4EICOjzs0qcgyAIhEd3Ju7CzifOF8AjsAL6/CwMmpKVqoVC/y+TClRp0ofY01sLgh8LFtGxRKfON5KQbuWLPU4BuU6dOhhFGW/PWsYr8/Y5KGdvOnTHQQW76Dl6uysRlF7cuJ9KZmZmqc7VhruJ2SzedrnYMUuj1l2Gfz/kUhnuLm7FWsWNZhN7bxxHY9AV4wopXVxoNa4nUV0bApBw4wHL3v6GjPhUh32YzWYsooX15//knY1f8vG2+czfv4xMjRqz2Vwiv8cj0Jv6Q9sAoE7M5Oh320qcv0QiIaJRVfu/7x27ztb3lnJtxxkMej1nHlwplYv9X0VZAFSGUqFmzZqkp6cX+5s9e3axsU2aNCn22siRI5HL5SxZsgSwBiiLFi2iadOm1K5dm3uJucW2OXH8OH/88QdpaY+EDuvVq8exY8f49ttv+H7hfMLCrAJcmZmZDi7grq6uBfvNI1NtLbEcOnQId3d3YmJi2HLkLmdvpbLj5H17G//BgwednrtEInD48GFiYmJwd3dn3f5bHLqYwPUHGbRs2fLRuJKsygvwNI7ZNg5PaOU6+IbXdDJCQOUVSEi1piBajV6LmlE6y9hkZWawYeGbXDuxHVcPXxb+soHXX3n5ifMpjMLWGfNfbcOCye0Y3b0WDar4kHh0MTdPbKX5oHcJrd0Ord6EKIKrixyVixxvd6XdtFYuk+Dt7oKHSoFSIcPfywWJAC4e/mjV6U6PbbvCHv4RmPSaEscVRcWGvbl3ekuJ74uAXCogYs3wSFy8kbm4kZseV+J4S8F1fxwOX0ogVVaFX5d+h8FoQSpYy5L7zsZx4EI8lhK6euARSd2jUiu+c/Kg8bhjfr7iFPvPPXQ45v5zD5mx4iRHLhf3WirDfxYWiwWT6T+3oN/PiGfFyc28s3EW+24eJ1+vITM/226SqjcZyNTkYMZC7X5NaTiiA4JUQnZKJju+X8+1IxcA6305z6Al36DheOw5TGYjCAJagw6T2YRJNINQ8r2uQtMahNSpCEDy1Th2Tv8Vk97odGxAFccSl0lv5MKGI/zx0QpunbyMrgRz4b8TZQFQGUoFmUyGn59fsb+iJROwuvcWhb+/PwMHDmTJkiWYTCbOnDnDhQsXGDt2LBqdiYyc4jyQ/PziQZFKpUKtVgOQk51p70IrWubx9vZGEAT0RjOKgvb1/Px8++vqfOuNISdfj5ubGzKZjPz84ulgGzQajZ0QnZ2nRxBAozM5nKulxEyNFU9yzC5crlAqpKQ9uMzmueNxdfciILJekdEiVZr2h4KsjdHkvBRjy9i0jglDECyc2/sr6vR4IirVYNfeQ4wd2pNnReHy2JUrV2jYsCHx926wcfPvDBs6GJlUwGSxcmQ6NSzPl2Nb8vO7nZj/ahtmjW2Bh0qBSvnoCdbDVUGgtyuunv7oSghsCl/hCg16cv/M1lLN1dUzAEEiQ5OVXOIYo9nx86vYsA/3TjkPmqQSAYkAWr2JTYfvOB1jK3F5B1dFNOkwqRPtJS4fDyWiCHlaI3pjyQGxXCpB7uqFySQ6PAiUhNKU1ZZuv/r/TSYoPz8fvf7pOGb/CTx8+JAuXbowc+ZM0tNLF7SXFifuXWDe3qUcuXMGg8lozxjn6TWkqDNIz8siRZ1Bni7fHrhENo+yKjKH+pNyP5Etc37l3M7jZORnozfqkUlkuClc0ZuNZORZydA2ZSyLxYIglBw6NHyxvf2/c+LT2fbuL9zaexGz0TEAVPl5ON0+LzWH7XPW0KdHb65cufKXrs2TUBYAleFvR0lPtOPHjyc+Pp6dO3fy448/4u3tzaBBg3iYku9Q5bEFMyXtpyQYCj0x2LaVSa1P0aIoEhYWRnJyMgaDgQrBnihkAlVCvUlKSsJkMtmzSc4QFhZGfHw8AOGBHshlEiqHeTuU9CwW8Zkcs4uWKybM2UOn3kM5tPoL6nR4ka4jP6ZB77espN+C85K7ehJYo7XVbkMAlYvcaSnmbmI2e8/FceLyffYu/4Sbp7Yz4MVJ/LFzDy0aOsssPR1EUeTHxT/RqFEjmjZrzm+bd3Ff7cLZmymYLSISiUC9quXseka2oMldpUAmFexlMRs8VEoiIsIx5KVbxQcBqVRAJi3+XZApXPEJiyIt9lyp5lqxYS/unSk5C1QUrp7+SGUK8jMfuU/LpAJKuRSZVIJcJkVE5GQJZc3CRq/12g3m3L619vckEglSiYBFFFFrSpYAsAXN48aPZdGiRU+cc1Fz2cKwldW0etNTcdH+Kr766ivefPPNv33hLw3c3NyQSCTk5+f/RzMwT0L58uXZtWsX0dHRjBkzhtGjRzvlTz4tivJ9PFys5ysIAhKJVc9HrcvDIlqQSqRIpVJkBZIQ5aqHE/1cK6tLuyjy56KNnNt6FKVcgVKmIDU3kzxdPs76M80Ws30/ReHiqSKo5iMFdn2elvO/HWT7ByuIPXzV7grv5us8ALJh3759REdHs2vXrme8Ok9GWQBUhn8MTZs2pU6dOsyePZvVq1czfPhwlEoX4lM1VvNQUcTX15ecnBxEUeSPP/7g+PHjTJ48uVT7T0tJLPaagIDBZCEnz0jPnj0xmUysXr2a5ztU583nGtC1cQWWLVsGQM+ePe1t8IWRqzHQtWtXzp49y40bN5gyuD4fDm+Cp0rhoPYrlUrsfBsL1pZpC+JjHbNt5Yp9Z+NQZ+dw/ehm9q78nByzB10mLiS8ZnN0ehOeXh7E9H0PqcyqTVSxYS+kMgWiCCazhaY1g4u119v2vf3gRbYunELawxt0Hv0lpoBGzN1w5S+XQi7djqdZ+1688uokGvaehL5CPz5adobdpx9gMFqQSSSYzSKHLsQXK708jqTt4+mOm1KCp0qBIAi4yGXIJM6D4XJVGpN27xxm05N1hOQu7rj5hpF278ITx9qOVqFhTx6c3w5Y0/5FnbIlgoBGbyK3SBBTVIepQo3GpCXcIS87zb6dm4sMAcjTGrA4WWQKB81BgQEolUqSkpJKnPPTaj/9U8ToKVOm0KRJE7p37860adPIyflns09yuRw3NzdMJhP5+fklPqT8pyGRSOjatSsbN27krbfe4ueff6ZHjx6sX7/+mYOzw3fOoDXq7XwfQRBQKVztHZn2J0tRtH+pBcHKS1RI5YRFVaDdlH4o3aw8vbPrDnJ+3WEy83MQEZFKpNZg3UnGx/SYRoWQuhWLvabJzOX08r3smLaSuFO3cPV5ckes2WxGoyku/fF3oSwAKkOpkJiYyNSpU53+lRaCIDB+/HgOHDhAfn4+Y8eOJSVTa/WeAjQ6M02aNCExMZFJkyaxbt06bt++XWw/1aJi+GHVfl4c+84TjymKJhAhPVtH586dqVu3Lq+99hqLF32PqyGZWbO+YPr06bRr144GDRqQqymeLj9xLYlRo0bh5eVF3759OXrgT0zZ9xk5cqTD/CqHeltFvdLyuJ+k5kGKmvtJah6m5SFIBEYW0QC6m5jN4t8vEXvrGie2fsfxbT8i8Qqncb+3aNh+EAoXDxCtKsy5GiMefqHU6/MWAZUaEB7dGQBVQXnj+NUkh7KGrRSS8vAOe36aAhYjg1//jkrVav8tpZBfNuyhVfNm3Lh2le4TvqF87TZk5+rR6E3oDGYEgSeWXkoiaYO1xCSTSijn48r7LzRCVoLnlCAIVKjXgwdnSyZcFkZIVCvuHlvzxA4y22zcfELIS4sjJ+VuyQvno7XFDr3B2jUmFaxZHkEiIbpVPy4e2mgfY5MLMJtFzEW4RM6C5jFjxvD999+XWNJ5Gu2n0nLR/g5IJBIGDBjAsWPHqFSpEu3bt+eLL754bMn5PwEXFxdUKhUajQad7j/PL3kcqlWrxjfffMOvv/5KYmIinTt3ZubMmdy8ebPUAZrRbOJ83DWUUrlDwOuuVCEIEsyixR5Y2x7EbIrOEomUAA9fwnyCqFKrGoOmv0xwcDAAF7Yd5+CCLVaSW8Fun1Zl2TPYt8T38lKzOb54J/u+2oDcRVHiuLCwMHbs2EGfPn2e6thPg7IAqAxPRHh4OJ6enqxdu9bpnw1eXl5UqlSpxB+LRRQZOnSoXdwwKiqKuORHN8G45DyGDx/Op59+yoULF5g9ezbffvstYO0mq1SpEm5ubrh7eBFRoQoqlTuCIFCpUiW8vb3x8rH60AQEBFChQgUA5s18i10bF2LWpqBQKNi1axdDhgzhvffeo2HDhnz99de8+uqrbN68GYlEQnCBTk/58uXt2i2r997E3cuPvXv3Uq5cOfr160eTJk3Iycnhp59+olKlSri4uBSI/BUo/TlAtD+J5efnc+vWLQ4cOMAbH3zFnpUzSLpzlirNB1K360R8w2qQpzORnKmxk7o9VArkMgGZREJQpfo0GfgB/r4+hAW4E+rvjr+Xa7Gyxr5zD4m9eopdP72Fd2AYAyZ9i6efVcjyr5ZCflj6K6Of605ghVo898ZCwstXwmiygGBdXC2iSEaOzs5tsR1PozMybcZs+w3+cW31OhMo5FJe6l6LiHIeaA2mgqCoeGZD5RMECORnlZwdsUHh6kFQtWbEX9pd6vOt2LgP909tBqCwQ5htQXFVynBXPbqR303M5tc910nP0ZKSrSEuNZe0bA3l67Th3tUT6LV56A0me+lLBOJS84hPyyUrV0dOvp4MtQ6FXOoQNHt5ebFjx44SPcZs2k9Fy4pF8SQu2n8KUqmUF198kWPHjuHl5UXLli355ptv/lGOjiAIuLm5IZfLyc/Px2h0TtD9p+Dp6cmkSZPYvXs3devWZdCgQbRq1Yq9e/c+MRDSG/VWH68iavxKmQJfN69iQbnZYrHyd5Dg6+aFUmbNsMplcnzCAti+ewde5ayBS8KFWH59eR4Pzt7GpLfa2ZRU8nIGr5CSPcFsyIlPx2J2HoSPGTOGq1ev0qVLl1If81lQZob6L8O/0Qz174JFFDl54gTNmjVjxYoV9O3/HIfOpziMqRzuQcUQd4eOrqK4FpvNg+R83F1lNK8baG+fvp+Yh8pFSqCvVQ8oPz+fsLAwsrOzAejYsSMLFy6kcuXKmEwm+7W2qVPbUNiI9fr9DBZuuUiIrzsvdK5BeKAHOTk5KJXKYhYFi7Ze4silBLzdlYjAtRPbSYq9TH5OOuqsNMwmA8GBvlQsH46blx8JVMKvfDRyuayYtL3ZYhXac3eVk6s14Ovpgoerwj63ol0Yao0BhVzCgsntAOgw5E2ObPyG6g060XbQ60hlxdWbbdvMfaU1FgtPdPcWRZE5c+bw7Q9LCYvpSUyzjgiCgAWRuJRcRNGaubHNv6hh6vFdq5EKcGjz9w7HKeqDJpMKJJ/fzJczPqZ6hQAy1VqGf/4ngIPVSGGYTQZu7P+FqA4vP5E7ZjEbObn6QxoM/BC5smRzycLnfXzFW0T3fBPvgEfii+YCzlfbehG8Obg+4ChsqDea0RlMdm84iSCQdHEboigSEt0Ti2jVGFLIpJjNFkwFRrMSiUClEC8GtK5Cq7qOvLQffviBBQsWcPnyZafnuXjbZfafe+jU/812LhlqHe3qRzC6ey2gZHd3nU73H7Xh0Gq1fPfdd/z6669MnDiRIUOG2L0B/yloNBouXLhAo0aNit0H/hvIzc1lwYIFfP3110RFRfHxxx/Trl07p59lYZNUN6UKi2i9ZxjMRvL0GvL1GocylVSQ4K5U4e7ihlL2KGAv7MD+7bafmdJnrMNxpHIp5apHEFa3IsG1K+Di++TSlSiKbH59MYb8x2TaBPALK0fGw0drgKenJ/7+/ty6deupbJaeFWUB0L8M/5cDIK1WS8+ePbl58yZ3795l2cp1pOVKiW7QwlE/R2Itn7gqJMikEnQGMzKZBBeFFKPJQpbaYG8/VsgluLvKMJqsZSJBgOrlvagQYv2RxsfHs2rVKlasWGEXVaxQoQJTpkyhVatW1KhRo5hXU67GwMLNFxHNIslZjgTtquHWzIvRZOFGXCZ5OiMfvdiErcdi2XrkrsPCk3TvKhazCTcvf1Sevqh12BeehZsusP3EfSQSHHglItbavS2IcJFL0RnNBHqrcHct2VNKqzdhFkXmvdKaj6d9wNw5X9Og80iadBlWYkCQk68nX2fE212JRcRuwdC+XkQxPlFmZiYjRoxAoVTiXncoSF0flXAsIg9Tcx3aY80Wq+JzRKAHEkHg4a1zXD6+nZaD3uabSW3xUBVPfRdeiDdv3ED16tWpHlWTXI2BsV/vQaMzPdYu4+6J9XiWiySgYtGOueJIvnmMnJRYqrUa9thxNouOxGuHyEq4Ts2OjouDp0rOzDEtiQzx4m5iNp+vOIXBaMbbXYneZCE5I79gYbJWFEx6DUdXvEOLEXOQSmUgCI90LgUQLdbPX+Uqx8NVzshuNWlR+1G7sEajISwsjDVr1tCxY8fi16DIHAp/9skPriOoAnH38OT9FxojIjq14LB9/jk5OahUqlJ7mT0rcnNz+eGHH1i0aBFvvvkmL730EgpFyaWRvxsWi4XTp08TEBDwrzGfVavVLFiwgNmzZ1OzZk0+/vhj2rZtW+y3vPDACk7dv4S5INARRbEgS2l9SDJbzPbfjFSQ4ufujbvy0UOJKIoODux3Uh8wft477Jm5psS5eYX4EVynAiG1K+BXKRhJCQ+r+75cT9rt4rxMAJW3O71ef57rJy5xcccJwGq6/e677xIdHc2cOXMcNNb+UygrgZXhH0G3bt3w9vbm4MGDLFy4EEEio3p0GzR5mcz/4k12bl2FTqcFwGIBlYsUdzc5mbkGzBYRg9GCOt+IVm9GwIhSLkEQwGC0kKk2kKc14ukmp24VH3vwA9Y68jvvvMPly5c5d+4cb7zxBjqdjldffZW6desSEBDAzJkz7a31YM2ExCZmczM+yyH4sSBy/UEme87FcfhSAncTc8jK1RUsJHHWbjMKUs2iSHDFmoRWrot3QCgKpaudfJqvM3DhTlpBQ5c12DGZLRiMZoxG6/+bC7IBWoMJQQCzWLqyxrGjB4mLe0Db59+jZuvBJQY/uVoD6TlaNHoTBpP5sVoxJ06coGnTpnTp0oWff1mJRK5y4JkIEijMt7SelWD3/FJnJnNm9yoa956EXObcNgIc2+p9gyOZ98vvvDJvH5O/PYDOYH5s8ANQPqYbced2lIpDUa5qU5KuHuS+E+6Qs0sWVL05mQ+vos/PdnjdbIHEDKsgorMOLIVcgtkiYjRbA1pB7kpglcY8OL/DPsaWOZNJHnWWgYjeYCrGm1KpVIwdO5a5c+c6Pa/HlRWzc7XcO7+Lkd1qkpCe90StIC8vL4ffRWmgVqvZtm3bUxGNPTw8eOuttzh48CAXL16kTp06LF++HHMJ5ZG/GxKJhMaNG+Pq6sqxY8f+6/wgsGZCpk6dyr179+jcuTMDBgygTZs2do9EsLa/X0u6g8FkxGQxY7KYrbyfAp6PpcDA1AZRtJCZn2PXBipsotqkYjR5unzK+4XSsU07yjeuVuLcchIzuLHzLPu+2sDuGb/Zu7qKnUMJPKCgWuV5cfZrVKxThaY9W1O9bQxTF37KwoULCQ8PZ9q0abz//vv/UfKzDWUBUBn+Ebz99tusW7eO2NhYevToydXYbASJjK49BjDts2+IiqrFikWf8+uSr8nLSaFqhBehASqrn5XJ4nBDHTe8O1998hpyqYCLQqBeNV/aNwymed1Agv1VTo8vCAIxMTHMnj2bhw8fsnPnToYOHYrRaGTz5s34+fnRrl07Zs+eTeyd2zSoVs7eoaQzmknL0RKXksvD1FziUnJJzdag0ZtoVCMYi8WagcnXGolLzeVhap6d91FY48VGPlXnWYM6V6UMi8VSYLHwiF1iDaJE+2sR5TwxGi0lLiqiaF0sc27u5tCBA/y2+leGDBlSog1GrkZPSqbGznHMzjOQpzWglEsdCMt3E7KZM2cOI0aM4Ndff2XChAm4KGXFeCYSBNxc5A7HEguYwWajgb2/fU3bQW8gCvISbSMK4/ClBFYdSePUuSuo8w1k5ertAeHjIFOq8A6pRvr9C08cKwgCSg8/buxbyuUd32I2PuKhOEgy2M5RIiUiugsPzlk7wgrrAP34+2VuxmU5dGDlag0kZ+SjM5gLxj6KqjwDKxJ7ciMKqWjfl1BAljaazFhEyNUYUWuMZKi1bCyiM/TKK6+wZ88erl+/7vTcSlLrHtSnM+Xkmfh7KkqtFaRQKJ4qmDl16hSDBg2iadOm7N27t9TbAYSGhvL999+zfft29u7dS3R0NOvXr8dieXzw/3chODiYpk2bcvXqVW7evPmX9nXp0iWSk0vWnCotPD09ef/997l//z6dOnWif//+DBkyhNfeep2VRzeiNxmcWlMABUGQxf7dsyBispjIyMsmV5tHekEwH+pVjoUHV/H+ltm8s/FL3BSu1GrbwOk+i0KdmIlR57wD0zPEMQASCqgKfhXLIVVZs4o+wf50HNMbbYDErvw8fvx4qlWrxokTJ0o1h7+CsgCoDP8I2rRpQ69evQgPDydTrScnz4DeaF38TWYL1WrWY+KbM+jVfxjH967j04+n8t23cwjwsJJfbWOvX7vEg/t32L9nGyuWzKFGRR/K+bkil5X+qyyTyejcuTMrV64kOTmZzZs38/PPPxMYGMhnn31GjRo1+OzV3lz880cunjlCfHIWuRqDvUxhsVi1WzQ6Iz7uSs7cTCE7T49Gb7QvFqIokqs1kpSRT67WeoOwZWk83a0aOFYdGAoS1gWZB8H6/7ZbmihCi9ohJXZLiaJIepaa89u/o1m96nz++efIZLISO6xytQZSs7WFFnbBYa55BSWxnOwsBgzox7Fjxzh58iT161s5LiW1r3uoFNaUeyHPL5VSyqEN84lpMxDRxc+pDEBR2LrXTGZrSU6je7r24PL1uhF3bnupFm3PcpGASOLVQxxZ+ho5ybdKWEqsCKvdnuSbR8Gkt+sAgYg638Dec3H2Diyd0UxGjg5RFK0muIWUrwECKjXAbDJy/8YZq3YU1oDXZrlhgwXrawcvPOTAhUdk9dDQUAYOHOjgQ1cUJal1jxz+PLMX/FxqrSAPDw8slpKD76Lo0KEDd+/epWHDhnTt2pV27dpx/PjxUm1rn3tkJMuWLWPt2rWsWbOGRo0asX176T7TvwpBEKhfvz5+fn4cO3aMvLy8Z9pPXl4effr04bvvvvtbMlm2QCg2NpYbN27wzdfzWD7lW+6eu4kgEZAJj3+oKBwk6Ux60vKz0Bl1ZGtzuZx4C41Bi0QiwWQ2cinhJqFR5XH3ezIFo96Q1vYW+qIobIbqEeRD+3cH4h7gxY2dZ3kYF2/PRNm8x/QFDyEKhYLNmzfz+++/P/H4fxVlAVAZ/nH4e7sQU82P0ACVlcAsWhfi0AAVnVvXYc7XM5kwYQLXrl2jWcNaLP32A/Iz7iGRCGz49SdMRiN6nZY1yxeyY+tvf2kuHh4eBAcH88ILL/Dbb7+RlpbGwYMHGTJ4EOrEqxxe9RG7vhnOmY0zyUt/aL8JyyQSVEoZW47cYemOq3bStlQiQSKx6sXYhO4ycnQOxpluLgoaVg+ytosXzKNwA5lYyHdKJhXI15lKLGvExcVxYuNs3nnzNV4b/5L9vJyVQnLy9aRla+2LrEwqKZin41zjY6+x+6cpqIKiWLX6N7sCtg3OgisXubSY51fyrVMEVKyHe2idYh1NJaFwGcloNGO2WJCWoAHkDNYsUFUy7l984li5i5UALYpmtDmpnFk/g6t7l2AxF+8MEgSQKZSERLXm/vk/sRRwLSQSAZPZwrlbKUgl1sxYrsaARRSRFioTmi0ipgLemlSmIKhacxKvHUQE+0OAw/GwfsckEgGLBZbtvOZQCnvl1UksX76cpBRHH6eiKFxWBOjavQf7du9ALpOUWitIKpViKeggKg2Cg4P59ttvuX37NhUrVqRly5b06NHjqYX/atSowbp161i8eDELFy6kW7duf0tWpTTw9/enWbNm3L17lxMnTjx1ENOsWTMOHjxIZmYm7dq149y50ol1Pgne3t4cOnKYJgPbkZ+Zy4F5mzi6aDvanJIlBWzf1aIwmk12l/dsrZocbS5ymRxflRdSqZRqLes+di4Dxg2lSus6Jb4fUCWU6l3qE9W9IZ0+eA6/ikFED26J2Wjm5p5z5OmtJS6z2YxUIkUpV9q39fDwIDIykosXn/w7/isoC4DK8F+Bp5uc6hW8aF43kKZ1AmleN5DqFbzwdLOmRitWrMjy5cu5ceMGkRUjGDuyPx9MHsTePzdiKSD86XQ6JkyYwJ9//vm3zUsmk9GqVStmzZrFtG830m3ST0R3HIFoNiGVW5+YPVRygv3cKOejQq0xoM434O/lilQiwVxoIRMEwR5YpOVoHTIgLeuE2onC8oJsUOHlSBCswY+nSsmp60k0qhFUrKyRHneZ5HNrWb96OSMHdip2LkVLIfk6o10PzZaBKjpXdXo8ty4eoe2Q96jWpBcGY/FFrySeSWHPL/WDMyhdXKnWoC3t6kfw/guNHci8zlBYyE8UQOrmhz4vo7jIzhMQUa8bD84/OWMgd3HsZjFqc4m/uJsjS19HnfrA6TblY7qScucUmvxcjEYLJrOIxSKiM5iJrhyA3mgmT2twCC4somjNjBXaT2jNNqTePoVR57hw2TaT2D8bAUEQ0ehN7D77wK4avvSIGs9ykfQe+e5TmZyazBBQviYZcVcff22KaAVJpVIOHz78VG3j5cuXZ8mSJVy7dg0PDw/q16/P4MGDuXHjxlNlc2JiYvjjjz+YN28eCxcuZPr06U9tDvusqFu3Ln5+fkydOpVr16491bZKpZIPPviAJUuW8OGHH/L666+Tm1vc3udpIUgFGvZvTbdPXiAoKoIHp27y+/tWu4mSgtTS/IQ0Bh3J6nTyDVo8Xdyp1KJkpXifEH+CW1ahWlAlpCW0xwsSgbr9m1O7T1NkSut9PaRORRoNb09OUgYagxaLxYLebKR+RM1ixq5jxozhxx9/LMXMnx1lAVAZ/quQSgQUckmJT/lBQUFMmzaNBw8eULlSpWJPYjqdjn79+v0tsvKFYVuMA4LCaNZpEANf/YpqVSKJCPQgwEuFsoDwbDJbCcxKhTUDIgjWjIDZIhaQEbE7ir/QuYY9AxLq7467qwKhoDvIGvBIkBQEJjKJBH8vV1RKmX0hspU1vn2tLdWlV6jhkcrRPVupX6u46qoNtm3mvtIab3cl/l4uyGQFrOUCWApI2Im3z5ESe57wRoOQeIZjsYglEpZL4pl0alieNiEZvDeiJeu/nWIvvTwp8wOOQn6iBbwCK6JOvfdUnxuAXOmGV1BlMh48/unRWQu8xWxAk5XI6bUfcffEBvvrYkFmTu7qgUSmJPHqgUfvYfWH8/d2xUUhxboGPVrgLZbiz9/eodVRuvuSfOuYw+u2ANUWOJvMFkRRIF9rZOvRWN75/rBdabtWy/5cObqVPadiS21yqlRIqdG4MzdO73zsOGdaQS1btuTw4cNPzcmpWrUqq1ev5vz58+h0Oho1akTdunX59ttvn0oDqFq1anz66aeMGjWKL7/8sljzwn8KVapUYebMmZw4cYL58+djMDxZdbwwKleuzLZt22jSpAnt27dnw4YNf6mcp5QrkQgSPAK9aD+lPy3GdUemlHP+t4Ps+XwtmfdTim3zpKPZ7gYWi4X0vEzis5OReisJqBzidHxWYjpb5q7iavxNuy2Gq9ylRD6S/TiCQOVWtREEgaTrD8kuIGG3qFycc6RUKmnUqBGHDx9+wuyfHWUBUBn+J6BQKDhy5IjTm69Go6Fdu3Y8eOD8qf1ZUFRV12aDUJjM6kD6tVjNPIP93PBQWQMbCgIbNxc5Ph4u1K9azj5eqZDioZLj5abEQ/VIyVVSKMPk4aoothCJosjXX84iLCSIr778stTaJRaLNdBSyKQOhGWzRcRoNHP//J+YTQYq1O+OIAhoDdZMxqnrJZccnPFMPPKuUrNqBF07d3YovZQGhYX8BAm4+4WSmx7/xJuqM5Sv350HZ/947EIjU6oQnDy9CoIUiVSGQuWcAxFetyMPL+5xML81W0TW7b9NoxpBSCTWoMcqPCc6JXALgkBIVGsSrx4s9p5UKsEiWktj1rEA1kyTxmBCazAhiiKV6zTFr1wEF3cuLLWyt0ImpVmdiri4+5GZUoLTfQm+dRKJhNatW7Nnzx7u3HFuAPs41KlThy1btvDzzz9z584dJk2aRNWqVe0GyaVFWFgYX3zxBYMHD2b69OnMnTsXrVb71PN5GkgkEl566SX69u3Lxx9/zJkzZ55qe0EQGDx4MLt37+bAgQP07t2bS5cuPdNc5FIZMeFR2DpIKzauTq/PR1K1fTRZcans/nwN51YfJP3uk4VBC80QsDYvWEQRs2g1PK3YLMphVOXGUTQf0w1BIhB35ja39lofMkwWM1qjrlipzdkv1yxaqN2nKZc2H0UhkzOkYU/K+znPDg8bNoyVK1f+x/hfZQFQGf4ncObMGbsZqTNkZWVRs2ZN7t69+7ccrzSquoXLHLZuU6VcSoCXKxHlPAgP9CCinAduLnJclVKHp2kbmVgURfw9XYkI9CA80N0xw1RkIYqPj+ePP/7g1Vdf5fnnn3/m87ERlk1mCwa9njvH1+EdXIWgqo3s42USAblUUupF1UOlYP3aNQQHB9O2bdunmlvRa2IwmhFEK99BnfoAsUBH52kgV7rhE1qDpBtHSxwjlSsRJI4BpNzVk/CYLrQc9S3hdYrr7AAEVqqPQZONOvlRECARQKM3svdMHFXCvJHJJFY9pyLbFqbdhNRsRVb8dTQ5j3g8Ugl2WQQbrB2BBf8QrVnH1GwtCRk6DEYzt87sRaLPLLWyd7t64dRu0Zsz+zc6JdWX5FsH1lJY/fr1mTdvHhMnTnQwAy4tBgwYwN27d3nllVdISkpi9OjRREVF8dtvvz1VdikyMpLZs2fTuXNn3n33Xb7//vunzs48LSIiIpgxYwZ37txh1qxZT92q7eXlxbfffsuHH37I888/z+DBg0lJKZ6xeRJaV22Ei1xp5fdYRBQqJY2Htafz+0MIiirPnQOX2DdrPZc2Hivmwu4cRb6pBUTECo2q2e0qgmpGUG9EO8IaVqbZ2G6UiwrnytYTZMSW/JBUeK+FH2R8ywfi5+9PPSrSuGJ0idtLpVK6devGH3/8UYpzeHqUBUBl+J/AvHnz0Ol0SKVSVCoVnp6eeHp62mXtwZoJqlmzJq+++ipXrlz5S8cr2u1kEUW7vo8NNi6NTCpBKHL/kFDA6xEp0QW+MJnYWvZ4lGEqvBC1jQ5j7969pKWl0aNHj2cSyCx8PkqZBD8vF3R52dw++hvhdTvhGVjR3v4tAP7erk4tNkrCypUrKV++PK1atXrquRWG7Zqk52jtQYDeaKYUXfDFEBzVitgT6+2csaKQyl2QFKjNyl09cPMNJaBiPaLaj0KmKFmRWCKVE1qzLQ8v7QFsZHKr2nO+3sSNB1mYzSISCQR4PeqQsQseFsA7IAyf0KokXyucBRIe2/Jf+B2zWSSifg9E0cKZ/RtKbXJaKcSbic+1QhAtxCckOpDqnVlwFIWfnx8LFizgjTfe4JNPPmHKlCmkpKSQkFB6c10bUfrWrVuMHDmSu3fvMmTIEGJiYti6detTPfFHRUUxf/58GjduzPvvv/+36vgUDciMZhP5eg39Bw5g5MiRfPHFFxw4cOCx+zCaTeTp8u1t3gANGzZk586daLVaoqKiWL58+VOdcwW/MPpGd7Q+yFjMmM3Wlne/ikHUG9Ian/KBiKLI9R1n2P35WrLj0x+7v6JHtvZjiHh5edFuSj8aPN+W5uO7IxR0MobVq0Szsd3wCPTm0DdbyUnIeOz+JYIEuUyG9bFAwN/dlwWz57Pw62+eGPT26tWL33///T+iC1WmBP0vw/9lJei/gm+//ZabN28SFBREYGAgAQEB+Pv72//fx8cHqVRKbGwsixcv5ueff6Zy5cqMGzeOAQMGPJPE/t3EbKYvPU6uxvhoURLATSnDQ6VAqzcVtK4LiBaxWFuxLYhRyKW8/0JjpwvKkcsJLN1utU5QyKXIpRKMBaKIrkoZ3WK8cTGm0aZNG9zcnmzb8KTzsakEG3LiuHDiABUb9UUilT9qixcg0FtlV2oubLFRUjnrzz//xNPTk6ZNm/6l+dmweNtlthy5i0UUuXFgOeXr98DFvWRzxcfh6u5FeAdXJbRW8axUTvJdTq3+AJVvKLW6TMDdN5QjS1+jwcBpuPk45z7YkJeZwPEVb9Nu/E/IFK7FFhC5VIK54MbuLJ6xBU33zu3g7qmtNHtxDlKZgnI+rqRkla6cYw2aRfYvfhVdXiYD31mJq5sH819t41RpuyhWb9zOL6vWUb7p83Yl6EY1gmkXE14qzpYN165dY/78+SxZsoRhw4bx0UcfUbFiybw0Z7h58yYfffQRa9ZYFYgbNWrE4sWLqVOn5C6jkmA0GjEYDLi4uPwlOwWDwcC4ceMYP348AZHBHL5zhvNx16z+WxIZMRFRtKrckEvHzrF27VrefPNN6tZ91Dl1PyO+xG1sJR9RFFm7di2vvvoq9erVY9GiRZQvX77Uc9x2aR8bL/yJzqi3ZxxlEgl6g5FrO05zddspRLMFiVRCzV6Nqd6lfqmNTWUSKQHufqTlZViV6Z2IserUGvbOWofZYKL9OwNx8y95zZIgQUREpXBhTMvnaFwxmhEjRtCjRw8GDBjw2LkcPHiQhw8fMmzY45XbnxZlAdC/DGUB0N8Dg8HA5s2bWbRoEYmJiUyfPp2ePXs+VSB0+FIC32+5SE6ewdryXCg7A+DlpmRCX+sN73FBTFE7g6Jw5oXVoFo5XPPvUTeq4jMtAiXhyOUEvvh+HSnxsQRWb4sgtSamRdFa0vP3snqO2WCz2HC2qJpMJk6dOkWNGjXw8fFxerzc3Fzc3d2f6M9lgy1I0+itPJdbZ/ciVbrhXwp7C5ttRWFo1emc3fApzV6cg6QI38ds1JOVeBO/iNr2+cVf2kPavfPE9H7ricc7ufoDQmu1Jax2e6fv+3go0ehNDq7rEsHK8bF9l7KTYzm57jMqNOhFpUY9C0j0pb8ly6UCD87/yaU/f6B2h5E06TzkscFqYYiiSJs2bdjy+zakMuUTveAeh+PHjzN+/HguXryIXC5n9OjRfPDBB4SEPD6QLIqLFy/y4Ycf8ueff1KlShVGjhzJhAkTnukBRqfTYTabUalUpf7+FYXRaOT1aW9z6uY5avdogptKZdWtMZvRm424ypUMadgTWaaZMWPG0LNnT6ZOncq5hGv8dvp3tEY9Sqnc6TaFSz8ZGRm8/vrrbNq0ic8//5yJEyeWOlB5kJHA7xf3cu7hNXRGHQgCUkGCRbSQdj+Zkz/vQp34qGuuYosoAquG4h7ojXuAF0oP12LXRyJYszRuClfis5MdsldFkZ+uZu+sdUgVMtq/MxAXT+ditAAqhQsvt3iOppExANy7d48+ffpw7ty5Jwarc+fO5fXXXy/NJSk1ygKgfxnKAqC/H1lZWVy+fJlt27ZhMpno1KkT7du3f6zHUeFsiatSRq7WSL7OaNXpwSpw56FS8PGIpkSGeDkNYp72adpgMqPTm8hVZ2HU6yhXrtzfbg6Zl5fHg+RcjlxPY9uxWKtJp0TAzUWGp0qJUu54EyopA5Samsq9e/do2LDhY2/UFy5cIDo6utTzK2rmmRB3m2vnjlKpcV+kUsHelm/z1ioMofB/FNJSurb7R7yCqzjNAhWFxWLm2LI3qNV5It4hVR87NuHKfh5e3EWToTOdvi+TSgj2VZGSpbFKHhQ8odvWGrNFxGw2c+D7Ubh6lWPgGwtJSsvjKeIfAASLkT0LRyGVuzB7+Z+M7lHXqbmpMyxatAipVMro0aOf7qBOYLFYWL9+PdOmTePmzZu4uLgwbvx4Xpv8JiEh5Z4quLpz5w7btm3j888/Ry6X8+GHHz6TR5goimi1VpG/ZzF2vZ8Rz7y9S0mJS+Lq9tPUbluf8rUr2/edo81FIZPzevuXCPYIYMaMGWzasomazzXHJyIAL1ePYlnhwtsUJf/u2LGDsWPHEh4ezk8//USNGjWeOMcT9y6w4sQmcnX5Vu8vUaSw6ILZaOLsqgPcO+q8jV+mlOMe6IV7gBfugd54BPlQr01DfL2sWdf0vCzUuscLQmYnZLD/y/Wo/Dxo+2Z/FKpHmj427o9EEJjQZhjNK9V32HbChAk0btz4H/H+KoqyAOhvhF6vZ9q0aaxYsYKsrCzq1KnDZ5995tS0sCSUBUD/WRgMBnbv3s2ePXtQKBT07NmTZs2aFVvEnblqWxARLVbCsyBSzFUbSnbWfhJMJhOZmZnWLIy//zM/sT4OOTk5uLq62heRH7Ze4sD5h/h7ujgNYpw5hwPcuHEDqVRKlSpVnnjMpwmADCYzr8zbh8FosRutpmTmcmzTfOr3fA3ALjFgU862BUESAWQyq2CfySw68G10uemcWe88C+QMqXdOce/0Vho99ymCIDjNLIE1g7T/+1E0fv5zPPwjir0vlVg7+iQSCTl5etxdZAU2GY9KqgJwdfePxF3YSeeJixBUAaW6VoUhALcOr+LuiQ0MnvgpnhUaOzU3dYa8vDx69OjB/v37/7bvnMlkYs63P/LlFzPISE1EpnClTqv+DB89np4tnyyGWXR+8+fP56uvvsLX15ePP/6YoUOHPnVpy2w2o9frkcvlT2XuuuLkZo7cOYOvygtEkfO7TpCVlEHzQR1wcXMtZiYK8NmKuXzz8VdUjqlBi8EdkckdifbOtimM3Nxcpk6dyq+//kr37t2ZMWMG4eHOFdTvZ8Tzxc4fUOvy7d9Ti5NSlQAcmLeZ5KvOO/+KombH+nQe0w+lTIHWoCNJnfbEbdLvJnFw7mZ8IgJoNbkPMsWj85ZKpLgrVczu/x7uLo6l/MTERDp06MCFCxf+URNcKCNB/60YMWIEc+bMYejQocyfP9/OYD9y5Mh/e2plKIBCoaB79+7MnTuXadOmER8fz+TJk/nwww+5ceMG4CjI5+BSX0BsliAUU8u177+I8u6ToNPpSE1NRa1W27lN/4ngJzMzEzc3N4cbTMcGEbi5yMnJN5S6G+j48eMEBASUKvh5WugNZowmq3eRBetTrNYoIhYiSdoEAsWC/7brl4jYgx/AQVfKxcMf3/BaJDqQjUtGQKWGKN19Sbiyz34sZ5DKlQTXaEn8peKeV1Z/L8jXmXCVSwv8tuRWfzfRGqBJBOs5hNW0EsezYp/N+0gEwmO6Ikhk7N60HL3h8ea2haFwcaVW7brsP1i6a1MaHL+Wwk1DZdqP/Y7GvSaiULpybs9K3h7ZmU49B/DKWx+VWv/H3d2d999/n3v37jFkyBAmTJhA7dq1n9ojzNY8IYoi33//fana5o1mE+fjrqGUWmUqBImEel2a0aBHC/b9so3bp65aPeWkcs7GXcVoNmE0m8h00TJw+mjkSjnL311A4i3HoKPoNkXh4eHBt99+y9y5c1m1ahV16tRh7dq1Tue47fJ+1Lo8BCh4iHFs0rBBBFpN6o13ROkCbI8wX1LUGeTpNShlilLdk/wrBdN8fDcyYpM5/uMOLIXui2aLmTy9hosJN4ptFxISwocffvhM0gp/Fc8UAC1btuxf4Zj7b8KpU6f47bffmDlzJl999RVjxoxh3759lC9fnrfffvu/Pb0yOIGbmxvPPfcc33zzDa+//jqpqamcO3eOkyfPkKfOdnA8d4aiarlPglarJS8vz+FPFEUCAwPx9X02ku+TYLFYyMzMxMfHp5hm0OOcw511Ax08eJCoqCj8/PxKfeyn4f6s2HWN9BwtKVka4lJySc/WIooiUpkcc4FvkER4ZCxqsYiFFJOxBz+SguyPpCDIkMskVGrcj/untzjtCBOERwGL9d8CfhG1uHN0jVNbjMIIqtqUzLjL6POyHF63KntbbV4MJgvuKjnvDm1EkJ9bAUdDQFpQRq1Zpz7u3oHcuXDgqdv9bXBx9yWsZksyE2+Tn3LbwdxUbzCxZNsVbsY9mqNNUfqVeftIdonm5ckfP5WidEmwebkZjGYCfT1o1K4/wz9cSfNeY/HyC+HuuT0s/PoTqlarzrp160rd+eTj48OMGTOIjY2lc+fODBs2jAYNGjy1Ho/tAej1119/Ytea3qi3kpeLZJu8AnzoOmEAeo2Ofcv+IOHafbuXlW0bhVJB84Ed6DFpMLuXbGHfsm1kJj3qxCrqf+UMw4cP5+DBg3h5eTF48GBGjBjhIPxoC9AAewbX1qXqLGspSARiBrV80iUiuFYFKjaLwiJayMjLIj0/C7lEVio1rqCa5Wk8qhOGfB05SY6/CZlEyrqz23mQUfy6P/fcc+zZs6cUR/h78UwB0MiRIwkJCeHVV1/9j3t1/K9g/fr1SKVSxowZY3/NxcWFUaNGcfz48WfSyyjDPwdfX19atWpFvXr1aNy4AZgN5GSlka/OxGxyvggWFSk0m80YDI+yKRaLhfz8fNRqNXl5ecjlctzd3R3+/m6OT2EsX76cq1ev4uvrW2IgUpKic1H7iuPHj1OzZs1ivmCPQ2xsLJGRkU8ct/7gLd754Qh/nLhvtZYQrb5ZuRojJrOIm18YuWnWp2hb9sTDVY6nmxJJgSu73UJCALCqKNtKZCazBTdvf3wjajsoOAMFmRgbuf3R66E1rXyhhCuO44vCO6QampwUkm466g0JgmAXhTOarDIIFUM80RlM+Hu5EFHOk4hyHgR4ueKilFO1Xlsyk+5hUic+8XoVhe2Trdd2ACoPH26e2Q2A3mAiPUeLWmMkNVvDh0uOsnjbZdYfvM3nK06x/9xDDEYLPgFhGA16/jhwvtSK0iWhsJeb7TsnV7hQr91g6rTsi1RuzUDGPbjPoEGDaNGixVO5fgcGBjJ37lxu375Nw4YNee+995g/f/5TCSlGREQwZ84cvv76a06ePFniOKVciVQic9p+LQgCtdrUJ6x6eX7/+lfObzuGQqYotk1g+WBe+HwCAgJLJs/m0r7TgHP/K2do0aIFFy9eZOjQoSxbtoyYmBi7uWyeLh+dUWdtLC/y+y4prAysFkZodMm/SalcStMRnZBKpXbOmrerJ65yJYIgQVKKMCiiYVUajezIhTWHMBfKAvm4eqE16jlyp3jQKggCkZGRf5uOW2nxTAHQ6NGjMZlMLFy4kHr16tGkSROWLFlCfn7Jhmz/13H+/HmqVq1ajLfTqJFVXO7vtmoow38OCpmUtk3rIHP1RuXhg1RWnDNQVKTQJogml8sxmUz2G6Cbmxuenp64u7uXWrX578Aff/zB2LFjS2UVUJJzuC3zc+bMGSpUqIC/v7/T7Ut6is/MzMTDw+Oxx15/4Ba/7LiGRm+06yqBjctg5fqofELJTrlnbcW1WLvxfDxcCPByJSzAHXeVgs4Ny+PlZivviQWmtI/0eUxmkQoNepFw5QC6vEwkBUKPKqXzz0QikxPZqC+xJzdgeUwHjFSupFyVJiRdO+TwutVBHaRSAZWLnHYx4XZ1cYVUai+l2lAlxhpwpd06ytNWQEWsgV9ohWooVR5cOfY7cfdvkZSpIVdrREREEASrn9iZB/yy4yq5GgN+ni4FpTkZ0S17k3Bpd6kVpZ3BWem4sH5WVOPOvDB1OZHR7ezbHDt2jKZNm/Lcc89x717pbU/Cw8NZtGgRW7ZsIT09nWbNmj0V1UClUjFnzhyOHDnCypUrnY6RS61t63qzscTveJVGNen1wXBu7DvP8GEvYNDpi20jkUppNbQLMZ2b8se3a9m+cB35Wq1T/ytn8PLyYuXKlaxcuZL09HRatmzJ9OnTMZnNPPWXBajTvzlCCalGs9HMoe+2osyXEOYThJ+bN1laNSLg7+b9REsNGzwCvanQtDpXtz4KMJUKxWNLf926dWP79u1PfT5/Bc8UAP34448kJSXx448/0rBhQ06dOsWYMWMICQlh3LhxT52W/L+ApKQkgoODi71uey0x0fmTnV6vR61WO/yV4b8PZ47nNjjjx+Tm5lqfmgQBudza9lraNta/G9euXWPIkCF8//33NG/evNTbOeMvXbx4kcDAQKffbbBei5IWBxcXl8dyLe4mZvPbvptYRKvliM2dXlao9CgCLh5+ZCXdtQc/fl4uiEBqtoYHKbnka42cvJ6EWmNABOSyggBDsIpUWp3PQeUViKunP7cOrcTDVU6QrwqDyYIg4FR8MLROeywmI4nXDxV7rzBColqRk3yH/MxHv3FjQSbLw1VuLyM+Tl08IKwK3gFh3L14ANlT1MGEgj+VUo5UIqFmk+4AXDr8u9WRXlJg4VJwPQSsQYnOYMZgejSP8tUbknDnAh4uQqnFL4uisH2M3mAiLVtDXGouD1PziEvNJS1bg8Ldj3ZD3qXnK9/SvMWjcsyaNWuoXr06U958k/jkhMe2XReGSqXi008/ZdWqVXTt2hUXFxdq1apFx44deeGFF3j33XdZuHAh69atY//+/Vy+fNl+jxUEgSlTpuDh4cH06dOdZnpaVm6Aq1xJjjbX6X0gR5tLWOUIdh/cQ3Z2Nk2bNiVC6l9sG6lMSoeXetHnzWFcO3KBbZ8up7w88Kmu79ChQ7l48SJNmjTh448/plfn7ugz8q16U0/RyuQZ5EOl1rWLvS4vkL9Ij01m2ZT53DhyEalEis6oRyaRolJYDZ9La01ToVkN8tJySLuVYM2yio8v/UkkEsLDw/9WS6Mn4Znv0G5ubowePZoTJ05w6dIlJk6ciEwm48cff6Rx48bExMTwww8//H+zoGu1WpTK4ulMW+tlSQvBzJkz8fLysv+VxPYvwz+Lp+XH/FPu1E9CRkYGPXv25OWXX2bEiBHPvJ+4uDhWrlyJu7s7ERHFO5xsMJvNJQZ6ISEhJCWV7Ee0+0wcWr25gH/z6KYqlQjIZRI7H0blHYQmOxmpRMBdJcdgNJOYlodaY0DAqsekN1jshqWmIgGGRBBQyKRIBKjRdjipt0+SmXDTqjBtsXb2OYNUpqBioz7EntiAWIKaNIBfRC2Ubj4kFskCKWQSereobC8jFlUXLwxBEKharx3qjCQyEm7xBPqZHUq5FKnUSsgHqN6wExKpjIdXDiCaH7nSiyIggNZgRiIImC0WsvN1jzgjEglhVetx7PfFKORSTl5LJEOtfaKqtMNcCgK8XK3hUfapYP+iKJKrNZKUkU+u1kBQ+Wrs3bePzZs3U7WqVW7AYDAwZ/Zsug3vy2vLP2bFyc1O+SLOUKVKFdLT0/H09OTq1avs2bOHlStXMmvWLF555RVefPFF+vXrR7NmzRg/frzDtr1796Zfv35MmjSJ7Oxsh/cq+IUxqH53ZFIZmZoc8nT5aI068nT5ZGpy7F5WdSvX4o8//qBnz5707dSL8vk+KGTyYtsERpdnyMxxuMtV9Gz/dBYPRrMJ/6AAdu/dw6effsrp06e5vPoIR7//g7zcvFIHjQA1ezZC5vIos+3q5UavGSOI6toAQRAwm8yc3XGUqycvYraYydaoic9OxiJakEgkpcpcCYJA/aFtuLjxGCat0fq9e0Lpr2fPnvz++++lPo+/ir/lEbVWrVp88803JCYmsnLlSlq1asXFixeZOHEiISEhjBo1irNnz/4dh/rXwtXV1Wlng40sXhLX47333iMnJ8f+V8YV+vfAGT9GLhNoUSeUt4c0tC9sBoOB3Nzc//JsraJtAwYMoGrVqnz55ZfPvB9RFBk/fjyjRo36SxwlPz+/EtWrTWYLFYM8Gd+7Dn1bVsZFISXI142ezSJ5qVtNxvaqQ49mkcilAlK5EovJiEwqQZ1vICtPb5XpVykI9XfHx0OJ0WyxBw1mi1isQ0gsiABcPXwZ/vIr3Dn4C3KpYE+hlPRMG163EyZ9/mM9xQSJlKDqLfAhhVHdajKxb116N4/Ew1XB9hP3HMpJj8ssVqnXDqXKk6QbR/FyUyKXSpAKjh1tReGmklO/ajl7Jk7p5klwtWYFc7Y6zbesE8rYnrUZ3b0WoX5uWEQRiwjqfCNxKdbMjN5oxlXlyeWjW8nMyCApQ8OUhYd4Zd6+UpOjFTIpVcJ8yNUY7NknLGYyHlxCWlCOtIgiuRoDVcN9Ucpl9O7dmyW/r6T1iG4o3V3xDvbj8u7TLHtjPr+uW83cvT9z8t6FJx4brO7hW7Zswdvbu9h7Wq2W7OxslEolM2bMKPZ+7dq1mT59Ou+++y47duwArAKDWy/t5fDtM7grVJjMZvKNOgwmIzKpnFaVG/J6+5fsgoZSqZQZM2bw008/8fHk95FdyKVFZH1kUjkWi2jf5pMX3ubSuYt0796dHj168OGHHz7W5uF+RjwrTm7m7Q2zeG/zV0zdMpvyHWvx/S8/cuv8NeLP32X3jN+eaHdRGC4eKmp0feTA3vDF9rh6uxPdvwU9PxxOrQ4NSLj5gD1z1nN503HEgu5Fa0nTGsDLSiEpoXR3pXavxlxYY3V015uNjy39SaVSgoKCnspW5a/gbyUlGI1GcnNz7YuBKIoYjUaWLl3KL7/8Qt++ffnpp5+cfkH/1xEcHOz0Q7M9AZekiKpUKp1mjsrw70BkiBeRIV60qB3C3rNxXLiTxpmbKVy4k2rXWNFmxdufYv+beO2110hOTi6VqurjsHr1arZv38706dOfqOQrkUisT3VSKXFxceTm5lKzZk3A+vu3ff/LlSvnsJ3ZZKSitwGNRkPbulXo16oK7q5y9DotcXFx6PV6OnevRXaenkMXE5BIZXi6COSIErQGa9bIRSlDKZfaSwACAlKJNQAyWUSk2MQHxQKla3B3VfDFWx/QePt6mgUmoa0azZFLCQ7aPIUhlSup0KAXsSc2EFyjBS4KOb2aRxIW4EFOnp6tx+6SnqMjpGYrfnqnG56eKrKysujRtC6Zah1X7mWw7/xDe6bQlllcuv2qPZMol0qoXt6XPi3a0KbSXNauXYMhPws/b38ycnT2YMIiig5EbReFlA+HN0YmlfD5ilNk5+nxUMkpH92ZhGuHuH9+J+269mPK4PpcunQJPz8/apSvz6RvDtj3YSnIzOTpTHhHNka0fEfspUNUqNfFLjy5/9xDTlxNeqKiuRUFqSZRRBAkXNm9mPvn/6RKswHUaPV8QanmURHlTuoD1p7fQVTH+sS0b8z9C7c4sGon2ckZ7Jy9lvttbqHX6AjyDCjRMbwwmjZtSs+ePfntt98wGh2bF1xdXRkzZgwVKlRwuq2/vz+TJ08mOjqaz7/5ivEjXqZXnfb0qmNV+t5++QCbL+5GKpHQv17nYoJ+NvTr14/q1avTt29fUh4m8eprk4iqFYVSrnRY+H/+ZSkNGjXg7Tff5sSJE3z//fdUrlzZYV9FRQ5t7V27rx3BVa6k02v92f/jNvJSc9gzcy31h7alYrMniyeGepdjwsx58K6RhxmJ7Ek9jc5oQCqREl69Au4RPvjVCuXET39ybftp0u8m0WJsN5QerlgQMVnMyKUyZBIpphKyo5ICh+jQWpGob6VyZu9xaraKoUXlBk7H29CnTx8WLVrExIkTn3gefxV/SwboxIkTjBo1iuDgYCZMmMClS5fo168fu3btQq1Ws2rVKmrXrs2mTZuYNGnS33HIfx2io6O5detWsZKfrcvgadRwy/DvwuFLCXy1+gxHLydiNFmKaawcOnfnvxrUnz59mk8++YTffvuNrVu34urqytq1a+nfvz/x8fFOt5k0aRJvvvlmsdfT09N57bXXqFmzJm+8+Ra5GsNjyyC2AAjgk08+oUuXLvb3jEYjMTExLF261GGbX3/9lYCAAKpVq0ZMTAxXrlzB213JvLlz8PHxISoqipiYGLKysgjytWaQvPyD0eelWQMbibU7JSNHh95o5bKYLBZMFtEexBQOFATBKkjo5aa0/r+nG7Nnz+b9qe/RoqYfMpnksQakETFd0ednkXLrBO3rhzOkbSXcjQm0runNi12swZ5nYCSRkZHMnDmTdu2sJF9/L1enWlFFM4sKhZRJ/aMJUKhp0rgRmzdtIvn2Sdxd5AT7ueGhUiCRCMgkEmRS67m4u8rp3jSSauG+DuXarFw93mE1ULr7kZVwE3JuA9C8eXPmzp1LsJ9jRs5ccM1MZgsGiRt+5euQeO0QKqUMN6Xc3kpfGnK0wWTmdny2Xfwx/vpx7p//E4Dbx9Zz7LdPMOnz8FDJuZZ4j2XHNzJz5w+k52Wi1uWhEQxENoli1Nw3qNfF6it348AFVr65gEW//VzicYtiwYIFTgn7/v7+fPTRR/Z/f/jhhzRr1owuXbrYv8PVq1dn9nfzcLXIyEi1kqubNWvGqlWraFChNn5u3pjM5hLbuW2Iiori1KlT3L17l47tO3D98jV78GPL6Ly76StiA3PoN20kD1ITiImJYcmSJfZ93El9wM9H15GlURcEPwWlYkHAbDGTo8vDt1YYQ78Yj3/5IMwGE6eW7ub0in1OHeALc3cGN+hBuCKA1Lgk+rTqRsvKDRERMVlMpOdnYRYtlKsRTo+PhxNSozypN+PZ/vFKUm89Omez2YxEkNgDHaHgfzaIooiAgErhQnT/llzbe462IQ2eGMjKZDL8/PxISUl57Li/A88cAGVlZfHNN99Qu3ZtmjdvztKlS/H19WX69OnExcWxfv16OnTogFKpZMiQIZw5c4aoqKh/nOX9T2HAgAGYzWZ+/PFH+2t6vZ6lS5fSuHHjMm7P/ygK65oU7popvDCs3LT/L+unPCtEUWTSpEl89NFHVK1a1d52fuPGDTZu3FhiaW7Xrl3s3VtcwO+NN94gJyeH0W9+wYLNl3n/p6OPLYOYTKYSlXUlEgldu3Z1aIU3mUyMHz+eTp06kZCQQHZ2NvXr1ycxMZF33nmHiRMnkpKSQnZ2Nn5+ftxLykEiQHj5yvi7mqkW7oO3h9KeEUlXa0nJ1Ni7usCaGakU6kW1CB8CfVwJD3THx93FHjQoZFL69OlDVFQUq39eSPly1s5NmVSwd6F5uyupHuFLhSBP5EpXKjTsTeK1gwR6KUlISKB58+bs3LmTIF+VtVQllWC2QM2aNWnf3poxyNcZS9SKCgt0Z3Dbqsx9pTWzxrZALpMyYcIEXn31VVQqFZasu+RpjShkEgK8XIko50F4oAf1qgZSq4If1SN8HAQqbUFV+wblcXORUbduHRo1aoTm4dNRD4KjWpGVcJ2MtERytVbtJUEQ8HZXPpEcbSNBe7gqCPZzI7JWE8rHPAqI0+9f4Njyt8lXn0GjOsuRO2fsbdxgbetOUWdgEEx0HtuP5z56GQ8/L/Iy1Mx8ZRqvvPqKvdvycfD09GTBggUODyUKhYJ58+Y5ZNtv3brFyZMn+fPPP9m3b5/9de9aIQx9YRjLly/n1KlTHD9+nMTERHu7uZerB1qjntP3Lz12Hl5eXixYsAB3d3cGDBjAnTt3uJVyj99Ob+PgrZNkabLJ0OQgDVYR1LISGp2WWbNmsXz1CvbdPM53B39FrcvDIloQRbFAA8vaKKCQKagZXIVGFetSJ6o2r8x7l1pt6+Pt7Y0lLo+z3+9Gl+loXyGTSglw98VH5UmETzD79+9n4MCBpKenE+pdjgB3X5QyRyXm0NBQ3pj7Aa999jaB3v7s+3oD1/84g2ixCpUazSYEBNwUrihk1sDXXaHCTaHCTemKt8oDd6Ub7aKa8vOPP3Fh76knfn4A/fv3twvT/ifxTCWwYcOGsXHjRvR6PYIg0LVrV8aNG0e3bt1KJETKZDIaNmzIsmXL/tKE/61o3LgxAwcO5L333iM1NZXKlSuzbNky7t+/7xDVl+F/CzZdk8KWGDbYFoaczBSHMsc/ifXr19t1VFq1avWXSl9g1Q5avny5/d8ms4WzN1P4ZcdVp2WQx7X2y+XyYg88CQkJqNVqevbs6VBeu3nzJhaLhX79+hEYaO2OScrI40GymimD69MkqhsqF+viZTZbOH0jhRW7rhGbpKZ7k4qM7lELF0XxuaRmaViw8Tw9m1WifrVyDsKJq35dTf16MTQfWo03B7enbUy4w/s2JGXks3iDKzt/+YTB7aMcFGtrVfRn68zeaPUmXJUyJkyYwIQJEwA4fSOF1tFhdG1coZiRbHJGPjtO3ufc7RRmT2hd7JhH91nJsRfupDJ//Xna1A2jbb0IIsqVLCsQGeKF2WKhX8vK+E7vWeK4x6FclcZclSlIuHoYNy+rf5eyoK3dls0a3rmGU6VzGwnaYLTgqVQQ5OdJjxff4lq12hxaPw+zyUhuVjI7vv2MBs93okWPlmiNOhAKyiUimEULmfk5yKUyKkZXZfT8Kfz502auHTjHwgUL2fXnLpYtW0bTpk0fex79+vVj4cKF7N+/H1EUiYmJYffu3cjlcnr2fHRtPDw8qFWrFr/88gsdO3bEaDZhMpvxULnzyy+/0LVrV7Zt2+awb2+VJwPqdSE6POqJ17NevXrFqBHvdhnHrZR7/Hj4N5LUaQgSgfadO/Lt619Qt1JN+7g2VRtzMf4Gq05tJT4rCYvZhJeLBwPqd6FZZH3clI78vI/6vObw75deHsVd1X2Ca1cg2DOAT3u9XsyGwobONVvRuWYrdEY9X+76EYkgYUC9LlQPqlQwAOa9P4tdu3fx2qTXOHR7C01GdcbHzxdXuRKlTEn9iJo0jowhyMPPTnLWG/UOpT93iSuZmZlPFH6Vy+WEhYVhMpn+o/Ihz5QB+vXXX/H29ua9994jNjaWbdu20aNHjye2/fbt25dp06Y900T/F7B8+XImT57MihUrmDRpEkajkW3bttGqVav/9tTK8AwoyRKjMCxmI3K5oliZ45+AXq/nnXfeAayE46lTpz7zvm7dusWwYcO4dOkSS5YsoUWLFtSsWZPJr00izMvCB8ObYLGIHL6YgEUUOXfuHAMGDCAqKooePXpw6FDxVnGj0ciwYcPsXR1Lly7llVdeAaxSGsOGDWPq1Kl8+eWXfPLJJwB89tlnDBs2rKBc487itztSrZyUWTM/p379+tSsWZOJEyfgJcnmqwmtqBzqTc9mkez+cwfDhg0jMzOT9957j/r169OlSxcCfVR8Mqo5Ek0CL788mlq1alG/fn1mzJiBQi7jwOFjJF7cTvv6Ecya9QXTp0/n/v37DB8+nFq1atG2bVsO7/2DaWO6sPPPXdy4cYMpU6YA8MMPPzBs2DCGDRvG/r27APjll1/sXUYt64QytlcdzhzdwwsvvEBMTAw1atSgX79+nD+xn7G96jCiS03cXRVMmTKFGzducO3aNfs+3333XaIrBzJ9ZFNe6FyDs8f20KNHD2rUqEHbtm355ZdfHMiz2Xk6KoV4sW3zWpo1a0adOnUYN24cqamppf4eyBSuBFZuROK1Q5gtFtSaR40dpVE+r1spAL3B9EgDB4FaTboy4LVv8fCxBrZmo4mTy7azf8lWLGbLo3KlAFJBgihayNNbMz0ubq60H9uLXm8Po1y5cty+fZupU6eyf//+4t83s4k8Xb69G2rFihX4+fnh7+/P2rVr8fLyYsiQIVy/ft1huxEjRrBx40ZycnIQRQsNK9Tm2LFj3L59u1gnpbtSxdiWQwgQvHjj9TcICwvD19eXLl268Oef1nKfzqDDbLFw8+ZN2rdvz5EjR/jiiy+oXLkyvr6+9OnTB2O6hve6jsdN6UpUcBWmdpuALj2PQYMG4e/vT7ly5Rj10igUapFPer5GuE8wbgpXpvV4hXqBNZjz5ddERUXh5eVFhQoVGDZsGBkZGcTHx9O+fXs2bNjAh1M/4OKGoxycv4VuNVqTkZJO+/bt2bRpEytXruSrr74CYMiQIbRv35727dvzIPY+k9uPZGqX8aTdTmTgwIEEBAQQGBjIiBEjCA8L59jxY7jp5NzYeQ5PpRv1ImoxsfVQhjbuTeWACNxd3JBLZcilMvt/29CsWTOOHTv2pK8hAJGRkcTGxpZq7LPimUKrdevW0bt376eOzHr27OkQff9fg4uLC1999ZX9i1WG/20U1jUpCVmpD/ErF2FfGJ7GAPWvYuHChXbxuI8++ugv8ZDS0tJYtWoVDx8+JD09nT59+qBWq1m8eDEHDx7k4sWLtIkOo3OjChw5fJgOHTpQqVIlRo8eTUpKCn379i1W5rVYLKxatYpatWrRs2dPfH197Vkff39/IiIiCAoKwsPDw571CQoKIjQ0lIAAq2fRzevXaNOmDR4eHgwbNgyVSsXatWtZvnw5Bw4cYPKAGGQyCVevXmXVqlX2G2ZhLtLSpUsZNWoUzZs3Z+jQoeTm5jJv3jxWrlzJyZMnmTJhBAB79+7lwYMHLFmyhHbt2jFo0CC2bdvG4MGDkclk9OvXj0wXF7smkp+fn10iwCb4ePr0adavX8/3339PoI8KsEpd1KhRg6FDh2I2m9m3bx99+vRh/vz5dk5kcHAwLi7WLKNtnzbieHigB8OHD2fVqlUMGTKEl156iVu3bjFq1Cj2799vz6p7u7vwxhtvMHfuXPr370+bNm3Yv38/7dq1syslP07U0YaQqFac2/g5eWn3kUoj8fO0ll+MZgsKucSufG7D3cRs9p17yOkbyWj1JnK1RnQGMwHervasXGB4VQa+sZA/Vr5Fys37AJzbeZyk+wk0fLE9nuV8Cvgt1syqxqC1GpBi7Rwa1G8AP789jylTprBp0ya6dOnC8uXLGTx4MPcz4jl85wzn465ZrSskVgHDVpUbMnPmTLKysoiIiOCzzz7jzJkzDBkyxEGYduDAgUyaNIm1a9fy0qhRVC8Xydhps4iJiaFOnTqFzlSkS83WaHPy7QK3U6ZMISgoiMWLF9OlSxd++eUXBj//HBfjr2PJ1bJv3z7S09Nxd3dn8uTJaDQaZs2aRZcuXYiNjaVZZD261WrDoQMH6dKlC1FRUcyaNQudTsecOXNYt24dx44dY1TzQSTmpOBiltO4cWPS0tIYM2YMjRo1Ij09nW3btpGcnEzNmjVRq9V89dVXnDhxghaNmnNoz36aVozhyy+/5NChQ/bfeUxMDDdu3KBz5872jIy3tzeeLu6sXLmS4cOH07FjR2bOnInZbGbhwoU0btyYM2fO8PPaZfTo1oNDK3agGazjcsINhjTsae+IKwmCIFCuXDmSk5MJCgp64liwqb///f6Itp2X4V+EnJwcERBzcnL+21P5/x56o0l8+atd4ouf7xRfnbfP6V+nF94X+0xeLL781S5RbzT9Y3NLT08Xvb29RUCsUqWKaDAYHN6fPn26CIjXrl1zun21atXE6OhoURRFMTc3Vzxy5IgIiDExMaJWq7Wfy3fffScC4vnz58WUrHxRFEWxadOmYkREhJiXlyeazWZRFEVx//79IiCGhYXZj6HT6URAnDlzpv21GzduiIC4atUqh/ls375dBMTjx4+LFovF/nqbNm3EypUri2q12mG/tWrVErt162Z/bebMmSIgPvfcc6LZbBbztdbrkZOTI7q6uorDhg1z2O/NmzdFhUIhzp071/5a+/btRUBct26dKIqiaDCaRJ1OJ4aGhop9+/a1j7t9+7YIiMuWLRONJrOYlasTH6bmiqIoihMmTBD9/f1FURTF7zdfsM+3KIYOHSpWrFjRYU4tWrQQ27RpI4qi9fNNTk4WRVEUd+zYYT9eYSxevFgExCtXroiiKIoPHjwQAXHChAmiKIpiXFycKIqiOG7cOBEQp0yZImZlZYmRjfuJnd/cIHZ5a6PTv05vrBXlrh5ipcZ9xJ7vbhYnzNkjvjJ3rzhk+h/i4m2XHeZw6GK8+NIXf4pDpv8hvvj5TnH0rF3i4I+3id3e3iR2e3ujOPjjbeLoWdbf0HOfbBIHLXxbrNujuYi1H0wMi6ooKlRKscO7A8VhP78hvrB0ijjs5zfEoUveEN9a/4U4ftWH4mtrPhHvp8fbj7l6zW+iUqkUAfG1D94UX1vziThm5fviq6s/Fiev/VR8dfXH4piV74uvrflEPBF73mG+aWlpYo0aNURRFMVBgwaJXl5e9s+jefPmoiiKYl5enujh4SHOnz9fvHXrlgiIX375pZiYkiTqjHrxnXfesf8mRFEUNQadaDQaxejoaDEkJEQ0m82i1qATT58+LQJikyZNRJPJJGbl54hms1n87bffREA8ePCgmJVvvc83a9ZMDA4OFvPy8sS03EwxKy9HTExMFF1dXcVBgwbZ5z916lQREI8dOyYaTUbxcsJNMT4rSRRF0f5dWrJkiQiIFy5cEH/fuU0cO3asaDQaxZCQELF///72fdnG3b9/X8zWqO3XWK/Xi76+vmK/fv0cvp9qtVoMDg4WJ06cKBpNRnH04rfFoMhQsVbb+uKYZVOLfU6Pw9atW0s1zmQyibdv3y7V2GdBmRt8GcpQAh4nXGdDdlo8Ss9ydkuMfwqffvqpXbTtyy+/LJGIXBrExT1yqx47diwaI7y36AiHL8bbO5rOnz9PoLeK1NRUTpw4wejRo3FxcbGXvdu0aUPdunWf/YQKQRAEsvJ0JCUlcfDgQSZMmOBgqaFUKhk2bBi7d+8uZr8zZcoULt5NZ8BH23iYmsvWrVvRarW88847Dk+RVatWpWXLlmzevNlh+5CQEPr378+CTRcY/vmfKJVKWrRowfnz5wG4etuRBHz9QSZDPtnOy19ZbSQKIzkjl0t301AqlZjNZi5evMju3bv5888/CQkJ4d69e8TFxXH+dvESVePGjalduzYWi4XVq1cTFBTECy+84DBm+PDhSKVS+znYuCqvvfYa6zf9TkREBGvWrGHy5MkO28We3Mjl7d+UmA2SSGUEVWtG4o3j6PKzEKCY8jmU3CAQ6K0i1N8NhVxKvs6IzmhCIZfQNqYigT7utBrakb5vv0BYjQrEX7uHQaNn39cbuXfiOiazGbPZjMViJkeXaxcaLO8Xau+eOiXcpce7z6NQKZn/2dfsX/YHPi4euLu44Sp3wd3FDV+VFwaTkdWnf3fo1vL392f16tXFznnkyJEcPXqU27dvs2nTJnQ6Hc8//7zDmODAIJQyBVu2bKF58+ZER0eTnJPG+5u/Jkefx7hx40hMTOTMmTO4FBL6Gz58OBZEPtm2gG2X99v5S1evXsVb5UlqairHjx/nxRdfRKqQ8fbGWUzbNo/g4GD69u3L9u3bMRishPQ1a9bQpk0bmjZtype7fuSz7QuZsn4m7276is93fs/q07/z3HPP4e3tzY8//kjXjl145/13+eOPP0hMTGTs2LGcv36Rm8mOtiN7bxzjnU1fcjH+Onv37iUzM5OJEyc6/GY8PDzo2rUrv//+OzKpjGrlKzPkk7Hkpuew99tN5ObnOfX5cobw8HCH+05JkEqlmM0l33//KsoCoDKU4TF4kiWGVmfETaV0WBgeh3ffffcvNwLcvn2bhQsXAlbic+/evUscW1QQ0NnrhfVSIiIieJiSi9FkISffYDc/tYl83rp1C1EUqVq1KgkJCQ7X5O/UQvJxd+HixYuIoshnn31GWFgYoaGhhISEEBISwsyZMzEajaSlpTlsFxkZyfnbqYgi+Hq42EsdnTt3JjQ01GEfR48eLUZQjYiIQBAErt7LIDtPj8Ui4unpaT9/V7fHe5sVRmV/kTqVApgzZw7+/v5ER0czYMAARo4cyU8//QRQwDspfnO3WCxUqFABiUTChQsXyMjIIDw83OEcKlSogMVisZ/D9evXkUgkREZGsn+/tatp3759VKpUqRg/M/HaQZJvlizuqFR5Y9DmcmXXIjJz9cWUz8G58SlYtYVkMpFgPzlurjKa1gxhweR2jOxak+iI6uhMBqo1qU2j/m2Qu1jJ4RaTmaM/7uDazjOYRQuiAH5u3gxu0IPGFaM5ce8C8/Yu5cidM5jMRsJrRtJ16vO4ertzaftJNs9dhUH/yIi4cLdW0UXZWaDetm1bwsPDWbZsGUuXLqVnz54let/dvXvXrtez4OAK1Lo8ErKS7a8VNfQMDQ0lOSeNqOBK5Onz7MG87Xd3757V565y5crEZyWhMWhJzc0gS5ND5cqVycvLIzU1FaPRyN27d6levTomi5nLibfsx7ifEc/lhJvsv3kChVLBiBEjWLlyJTqtjorhFVi0aBGRkZG0b9+euTNnk3k/2em5+bv7cO2a1WG+Y8eOSAo89YSCFvyff/7Z3p6ukquQuyoZ9OEoZHIZO2b9xtHrZ0qlSB0dHV1qI/XIyEju379fqrFPi3/OnbEMZfgfREnCdUazBYPRjFQqFFsYSoLRaGTu3Lk8//zzvPjii888p3fffdfO6Zg9e7bT+rhNwTkjI8PpPtLT0+08m8I2LRKJxCosWICi+7YtpCaTqZjm1dM4cj8NJk6cSIsWLZy+Z+MO2eDi4uKUpLtgwQKnqtRFla5t52fXE6LoNSg9F2FYr5acO3eOKVOm8Oabb/Lee+/ZuRYrVqxg+PDh9mM8CRUrVuTbb791+l5YWJh97qJoVcEWROs1kMvlBRmVQp+pREZQtab4V4gu8XhKD1/MBg1psedpUSuQLk2qOHzHnTUI6A0mcozpGBUJSFUZIIgISoEjD70xH77IvfR4dCYd+QYtWoMOlwredHhnIAfmb0abbc3kXVx/hPwMNS2GdyYjP5s1Z7aRnpfJ3hvHMJiM+Kq8EAQBURTxCPGh49RBHJi7mZtHL5OTmUPrV3rh5eWFu1KFUvbIfHNQg+6PtW+QSCS8+OKL/PDDD6Snp7N169YSxyoUCns7fnJOOhqDDqnE0RC5MARBIDU3g7MPrzoVT1QorEGgVqt1sIhwkSkd9imVSpFKpeTn5yOTSFHKFOiKeGqpdXmcvHeRcePGMW/ePNauXUu7du3YuXMnM2fOJDs7m3Xr1jFu3DiH7bLj08lNzcZssdi5vevXry8mzGg7H4CU3HSrv5xcRp8pw/jjh3Ws+2gxb7QeQeWKlUq8fjZUrlyZO3fuOD1GYcjl8mKiln8XyjJAZSjDE+DMEkMhl9Cshh+dm1YrhTquFXfu3MFgMFC7dnEjwtLi+eefJycnB1dXV4YOHUqDBs5VVWNiYgC4fPlysfcSEhLIysoiJiYGg8FQzH7FaLKUmHKuWbMmMpmMy5cvU7NmzUeu3xaL02M9C2zHrlevHjKZDIPBQKdOnWjSvBU6o4h/hbp06tSJTp06oVKpyFTrnO4nIT3PTlb18PCgU6dOVKjRENegmkRUb0CnTp1o2bIlt+Kzim1rMTu/4YqiaJcaMJvNlPNREVHOA38vF6fjbV5PH3/8MVk6CTtOWEsPly4V0pApuNS2dL/t3G2aNY0aNbJrD3Xq1IkWrdraz79Tp05ERVnbsWNiYhBFkatXr9Kndy9cXFzo168fV65csR9KIlPQdvxP1O3xOgpVyUF7ucoNEQQBk1FPuDypWIBftEEgV2sgVX8fi/dFpO4pgAXRAqLEiNklkWN3z5Gnz0cpU+AiU2C0mDCLFrzC/Ojw3iC8Qv3s+76z/xJ75m9EIUoxmIxsOr+LPL0WL1cPB5d5i8WCq4877d8ZgH/lEJKvx7Fr1lrSUlJJUWeQp9c4Nd90lqFQa/N48cUXSU9PJzAwkC5duqDW5RUbB9CkSRPOnj2L2WymS82WRPqHUzmwPKdPn7a/XxQiIgqpHLmkeBAWFRWFh4cHp0+fJtwnmOiwGrSt1gRXhQunT5+mYsWKBAYGIpFIaNmyJcePH8dkMjGwXle8XD0o7xvK0Ea9GNtyCF6uHuy+foRq1arRrl07Fi1axJIlS5DJZIwcOZJDt0+h0+kc9LuMRiORHqHo9yWQdj/Z3rWckpJC7dq18Q0PJMdVj8zfldq1a1OrVi3upD7gXvpD++chkUpo81J3IhvUoHOHTsWyYM5Qo0aNYh15JaG0JbOnRVkAVIYylAKRIV6M7l6LBZPbMf/VNiyY3I4G4SKtmz1e1r0wbAFCrVq1nmkOx48fZ/Xq1ezduxelUknHjh1LHNu6dWv8/f2ZO3euQ5nIbDbbpSgGDhzI3r17i2VGJBKBDLVVZbkwTGYLXl5etG/fnsWLFzsota5Zs8ZBH+evIC/PuvAEBgbSs2dPvvnmG86cOYOnmwtdO7WjXoH3lS2IcHd1zn86cCGeXr164efnx5tvvklaWhpVw31oEhVM9QhfdDodt27dokKBEGJhnN0406qkXASZuTp7F9itW7cI9FGxaEoHVrzf1W5IWhi2DNX169epFOJN1yYViY2NZdGiRfYxWXnWxTk0NJTY2FiMRiPr16/n8GGrf9JLL71Efn4+kydPxmg0onKR24PE5ORk++fQvXt35HI5M2bMoF27dmi1Wtq0aePgfSWRylCoip9vYQhAy/rV7Qv5li1bio1RKqRIJQIGkxmtwUSmNg25712QWMCsAFFuLZtITFBgUpuv1yIRJMikMrtqsAiofD1o9/YAytV4VEaOv3CXNR//hFQPOpMes8XskIkzmo2YC1xslW4utH69D6ExlchNzeb0yv3o8rRk5uegM+qLmW86cyJfuWYVFSMjyc/P58GDB+jMBk7dcyzRJOWkkpabweDBg4mNjeW7776jf0wXPuv9Bg/vx7FgwQJatGhBWFgYyTmOpVlr1sqCWXT8TeXpNCiVSvr06cPq1as5deoU73YZx9iWQ9iyZQsHDx7kueeew2g2kZWfw8iRI7lz5w6ff/45XaJasWjoZ8zq9zZNgutQL6gG7as340ZKLA8zkxg/fjwnT55k/vz59O3bl8DAQA49PEe7t/uTmJho79o8d+4cbdq0Yc+ePdSvV4/o6GgaNGjAhx9+yPnz5wn1LkeLyg2oEVyZnJwcjh07RoRvcIE1yyOzW4PFxKS3JzNp0iSmTJlSKt5OVFRUsTK2M7i6uj5RZudZUBYAlaEMTwGFTIqHSoFCJuXSpUsOKsdPgu1J/FkzQJ999pn9v9VqNc2aNStxrFwuZ+nSpSQkJBAREUHPnj0ZMmQIERER/Pzzz7zyyiu0atWKX375hebNmztsW6O8L+3qRxQz4TSZrFmeOXPmYLFYqFGjBmPHjqVPnz5MnDjxb9O7KqxevWDBAipWrEjjxo3p3LkzkyZN4vnnn6dChQq8/PLLAE4DD4C9Z+MwmCWsXbuWe/fuUbVqVfr378/k116lV69elCtXjuXLlzvdXqdO4+Sv71HUKv5GXCYuLi4MHTqUL774gtq1a9O0aVN+/fXXYvu4f/8+/fv3p1y5cnTo0IHRo0fzwgsvUKdOHTp16mQfp9EZuZ+s5sUXXyQpKYny5cvTuHFjhg4dClj9rT7//HN++uknatSowfDhwxk3bhytW7cmLCyMGzducCc+G28fP7788ks2bNhATEwMkyZNIjo6GrVajUplbckXS+CE2SAI4O2hZHjnKPr06QPA1q1bHfSG7iZms2znNbLz9KTn6EhIy0PilgQSM5jl2MqEgsRYYDQrAVHELJpRa/NQ56pJvOhIwlWolLSc1IsKTavbX0u7m8ieJVsxagwYzI+c5fUmA+n5j7J2IiBTyGg2riuRXJzSggABAABJREFUzWoQf/4Oh77dgkGnR2PQFTPfdOZEvm/bbnoM7s2a89v59ezvTNs6F41B6zBGFEV2XjvMSy+9RP/+/Zk0aRINGjSge/fuREVF4erqyuLFi7mfEc+1pNsO20oECRn5OViKBAUZmmyOXT/Dl19+SZUqVWjSpAkdO3akZcuW9OnTh+bNm1t1j24eZ8P5P3nhhRcYN24cH330EZGRkfTr149WrVoRGhrKw4cPcVdaP+fd14/Qu3dvgoODUavVjB07lutJd0jMTiGgSijnb12mRYsWNGzYkMGDBxMcHEyFChW4dOkSgiDw22+/4e/vT4MGDWjUqBF9+/alWbNmBAYGsmTJEhQyBYKAXaU6R5uLq1xJi8oNeO2111i0aFExAUlnqFSpkr0U/yTYSr1/J56JA9SuXTu6dOnC22+//dhxX3/9Ndu3b3eQGS9DGf6v4OjRo3YeR2lw+fJlfH19n6h/4Qxnz551UFV+7rnnqFKlSonjjWYz3bt3JzY2lrVr13LkyBG0Wi1Dhw5l8ODB1KtXj6+//pro6Gi8vLyIiIhgxowZVKlSBXdXBaO718JktqDXaZkxYwaNGjUiJTmBoUOHcu7cOa5fv84333zD9evXiYyMZPbs2dy4ccNBuMzmjl04MPL392fGjBnFiKhVq1ZlxowZhIeHk5WVZdcLCgkJ4fz58+zYsYPNmzeTkJCAj48Pr7/+On369EGrN5Gh1tGqVStmzJiBXC5Ho7eWONQaA58sO8FHI1pw79491q5dy/79+3n48CGhoaEsXLiQXr16cTcxm4pBXrz00kt2HpMtCFOr1fTp08du8HrxTjqh/nEsX76cF154gZs3b5KXl0elSlbOQ8+ePe2fy5QpU/jmm284d+4c8+fP5/bt2wQGBrJr1y78/PyoV68eQUFB3M1Rs+HALSYP7MC1a9c4cuQIqamp+PlZy0I//fQT77zzDgMGDGDlypVcunSJ/Px8GjduzNSpU2nevDkbDt1l3/k4Jk+eTOPGjVm0aBGJiYmMGDGCCRMmsGDBAmJiYlCXYI1igyAI9G9l5fv07t2bd955h7S0NE6cOEHz5s05fCmBX3ZcRas3oZBJ0WBEFCzI3DLBIiCKAvZEjcRsTf0IBYu+COmZGRz+9ncy7ibReFQnKjR5FPDIZFIaj+yEm58nV7edwivMj1snr5CenEqb1/ti8RbRGqyZHZOleBlLIpEQM6gV+Rm5JFyM5fiSnbQY34PGkTEO4+RSGUazkfHjx9sbCPJNOnZu+YM4XSq1e1szX2pdPuUqlmPp0qU0aNCAXH0+268cINIvnHXr1nHy5Ek2bNhAfn4+ixcvZtCgQeSbdXy2fSGtqjSkToX6LF26lOjoaO7rkjGLZnJ1+ahUKpYuXUqjRo3I1eWx9OxG3m03hosXL/L777+zd+9eZDIZH374IR06dOBGyl1+Pf07epOBEO9Avv/+eyZPnszq1atJSkqievXqTJ06lRo1anBg1woAktVpyOVyqlevjru7O23btmXBgRX2a3Au7zanT5/m+PHjHD16lPj4eAwGAyEhISxfvpwGDRpw5coV9u3bx86dO8nLy6N27dq8//77dOjQgTup97GIIhq9FoPFhKtcae/WA6uGVd26ddm7d6/dGubfCEF8hv4yiUTCiBEj+PnnxxvUvfzyy/z8888OTw9leDzUajVeXl7k5OTg6fn4VHUZ/h4YTGb0BjNKhfSpWtmfe+45fvvtt1KPr1KlCqGhoRw4cOCp59ivXz82bdpk//eVK1fsi3JhFBal8/V0pX29cJrVDMGtoEyk1WrZtm0bS5Ys4c8//8RgMJSqhV6n09G7d29at2791IrTpZG+tyE7O5tVq1YVc4LWGUwOVhdJGXmcu5XKlqOxBPmqGN45CjcXGXcTcpi77pw9CAKrKWn3JhVpWy+ccgXihCazhXtJOZy8nsyWI3fp0bQi7euXx6RVs/yXJXz0kbVMOGLECN58801cXFw4fvYKSw9l4uLuQ4f6EbSoHYK/lysuCil5WiPxaXlUDPZCIYUdW9cxZswYgoODmTVrFr1798bd3R2z2YzRJOKilJGWrSE9R8vqvTe5/TCLAG9XejWvjJeQjq+3F6IosnnzZt566y0aNWrEuHHj6D9gIJ4e7gBo9SZux2dx4moSe8/Fkac1UqdSAM93qE7tSGsHU67GgIdKQVJKOmkpiXyzaAUPZHVRuLhh83+VSgQkgoCbiwyzRaRTowqM7m4t01avXp2bN2/y1ltvMXbyVD5fcQqD0Wzv/MrJ15OmVuMWcRZRFECUWr29BBGJPI/C/HFtTj4H520mJ8FKzBekElpO7EFw7QoOn7WAQOzRK5xfcxhjgR9ZQJUQBn4wihxTPhbRXCyTUhhmvYn9czaSEZtMVIf6nNh6AA9Xd4cxabkZZGpyEEW4kXyX79YvYc8X68Ai0ubNfgRWDcVD6cbzjXoR7BWIxqBl84Vd3Eq9D0B0cHXqSirQokULlEold+/eZeuB7Vw0PcDiKuCj8uT5hr0I8PBDo9ew8tQWEnNSUcoUDG3UmwjfEPINGjae/5O7aXHIpXJqySLoENWcmjVrIiLyIDuRvTeOcfTuOSyFMpHVy0XSMqwedcNr4OPjQ3Z2NufOnWPlypU8fPiQ6Z99Qp06dUiKT6RGjRrMnTuXl8aNZuLqj+z8J1EU2f/Fenq3606bNm0ICQlBLpdz79493nnnHbKysnjrqw/+H3vnHd5GmXXx38yoy3LvPU6vpPceSAgBQk3oEEJZ2lJ3YXdpu7Qt9B76UnfphCT09N6r02MnTuLebXXNfH+MNJYs2ZYD+y0sOc+jJ7H0zuidkTRz33vPPYdZ511I1+RcjDoDDa5mjtQcY8uRQpbtXwcKxFviGJLbl7HdIpuc7tmzh9ra2g6tS/5b+I8GQJdffjkffvih1kJ6Eh3jZAD0/4fgYMHrU9BJAsN6pTNlcG6HXV1ut5u5c+fyzjvvtDsugObmZmw2m7Ya7wx27NgRokh7/vnn8/HHH4eNC1md+7vVKo4dYu38F3DWHEav11NXV6ctSC7+zR95+L7fd3issiwzadIk6urq2LhxY6c1h+bPn8/EiROj+j4XFxfz6KOPhpgKB+PTb9dx+y03Mnz2gzjcvnZd3CMhxqzDYtRT1+TC7Q0vBx1a9yn7V36AIocv2gRBRNKbGHHJI9hS8tp8j4byQ6x++65W2wokJiZSX1+PNTmXUbMfRGe2+XkwqiO7ooCiyHz71EUoEYi6/abfTG7/ycSYDciKQpPDgyRCZlIMlXUOXF4fVpMel8eHURcwaFVwur2U7lvPjm9ext1cy+CzbiOn/yQURXWBFwWBjCQrJoOOBrsbg17k+dsmY9BJ3H333fz973+nR48e3PXExyzZXBLiiycrCofL6zBlb0AQfMiyHgEBSfKBLtS41OvysOTJT6kpauGOSQYdE28/l+RuGS3nCrWsVV5Yworn5+Pzc9FSe2Yz7paz0Bk7/v5JTpmFj7xPfVkNDz/yCH9qFbQXVx/lo42L2FSyS3tu91cb2f7paiyJMUy7/xIM1sjE9gC+uOt1nPWhOlSSQUevqYPpOW2w1uLfGQTmEJuZiCXeypgbz0RnVM+pzWSlyWXXgqG1r3/L4bWhhqHr169HFEVWrFjBa6+9Rk1NDfv27eObfSv5aPNX2jhREDi0ZjfrXv824jz0FiOn//lSLPExIdsIiJgMRmKMFn4z7mK6pea3210HavZap9P9ZDphPyX+YxyghoYGVq9erREGT+Ikfk5Ysf0Yj76zniWbS3B7ZCRBNXFcsrmER95Zx8odx9rdfu/evfTs2TPq99u9ezeKopwQ/+fRRx8N+fv2O+8O8x1rLUpnFNxsXPQKXz5/IxXFO2hoaKC6uloLfnQGE2SM6fBYm5ubeeaZZ1i5ciWvvfbaCQku5ubmhnWatYWsrKwwbZ5gzJwylNR4IyO6x6hZiE7Oxen2Ud/sblNaX2+2RQx+QO3k0ZttSAZzxNe192iqCd9WUaiursbr9VJfdoht38xDltV9Kn6SMKhBVkJmL6xJ2XQdNYsxVz2NyaZmc+pL9yMrammvyaF2qflkKKttxuvn9ugkkdw0G6kJVpLjzegkAUWB5OyeuJvrACjbv97/XgI6SUQBzfm9td9XoES0b98+vlu+PswXT80cGfHZE0FUWj4PKTyA05n0jP/t2cRmJGjP+dxelj83n7pjLXINgZA2rU8OY248E9Gfla3Ye5SVLyzA6+5YbkE2SYy/9Wys8THc+6c/hRj8ri3ayj++fZUdx/epJqx+9Jw2mNSeWdhrmtj4zuKIJN7gb40tLT7sdZ/by64F61n4x39ycPlOZF/7nKvW6HX6EHqcNpCmijrKCktY/fIiRBky4lJIjknAZrRoc+4ypnfY9gkJCWzcuJF58+aRm5vLwoULqaurY8G2UBqKrCjkDu2OOT6yOarH7uKHxz7SPhdJEDHqjJgNJmxGC5cMO4veGd06DH4AhgwZQn19/U/WJPFTIuoAqKCgQHuAqhEQ/FzwIzc3l5SUFIqLi9sVaTuJk/hvoC0F21iLgaRYE26PjzcX7eLQ8fo297Fjx45OBTMn2gG2d+9e/v3vf2t/5/YewevLa7n56cW8umCHNseAKF2cRc+eDd/x7qNXsnXZx22SXpMzu0Z1rPfddx8PPfQQN954I8OGDevU3LU55+ZG3cLakeaHJEkIipcM8Thv3DOVR64dg0Ef/Tou+J4WwfgdgymS0KGAKOnpMe5Sxl39LJa41AhjWuCKEAAFIyGrJwPGnI0oBuYTeqMdftFfGHf1s3QfexG2lFxSu6ut/BX716Mo4Z+nx6vg9anBR7NTPXcen0xVvZO6Jjc+WUE0xhKfqQpVVhzags+rBjyqwB00O9S2dI9PRicJmt/XiBEjSEtLIzMri72bFiMJglZ+crm9VNbZaXZ6cDWkocgSSG4UfCh4QAk/wcYYMxNuOwdLYktmwWN3sfzpz2muaggbn9Evjxl3zNaCoPLdJax6cQE+T/tBkIKCJTmWMf6M0Zyr5/DOx+9TXH2Ut1Z/TK29Qessk0R136IoMuLqqRgsRko2HaBotdqiLQSFPcGfVExq25lTV6ODje8sZuM7neO/CoJA94kDMFjU7FPpzsOsfv0baprqaXA2qe3//u9ASo+ssABmwYIFKuF5924WLVqEJEnc+PCdOHzhVRhRJ9Hj1IEhzxltZo2XZa9pZMdHqxARSLDGk2CJY1KPEdw+5eoOPb9aY/z48Rw4cID6+ravqf8NRH3lKC4u1h6CINDU1BTyXPCjvLyczMxMbr75Zh577LH/5PxP4iQ6jbYUbEG9AMXHGHG4vCze0nbWonVZqiOsWrWKcePGdToj+thjj4WsRPtNvCQsW7V0q1rG87ka+fT52/j+/b9ibwzXtglGXFp+yLF+t+kwjXZ3SGZp/fr1PPPMM9TW1p6wyrPb60NntFJRWdWp7dqrzE+ZMoXFixdj0EkM6p5KblosAmoHk0DLQ2wt4hj0p9KGwaLeHBQABWUHhs56kIIR5yHqouBLNUYOgNK7D2Pc3OeYMvdxDKk9QcHfStz+/tK6jwDA1VxL7dGWkkfgOAOQFfW4Gu0eyqqbabK7tdcUIKWrKtngdTsoL9qJ2+vD41X1fDw+mcNlDdQ1ueiZk6hx4SRJ4pTBwzl+7Bg7l33EsfJqjlQ0cqyqiePVzTQ6PMgyyC4bzqoCUEREnQt/bqslYAiaqCXRxoTbzsEQ01JictQ1s/Spz3E2hJbNrAYzvUecwsy7LkPwaw6V7TrCqpcWdRgEiYJISn46Y2+cgQLMvXwOD73xOA3OJvX7IYpIohhyDi2JNoZdqZJ2t3ywjMay2ja1L22p8e2+P4JAQl77wXIkxKTGM/7WmejNagnt8Pq9rHnvW6oaa2hy2dEFBWy5w0N/l7fffjv9+/dnzJgxapfYby/DPCStzfcqGNdPKykKksjo35zB8KtPY9Cs8dhS46k8dJx9X27mL2fdxt/O+z2XjpgZkesTDU4//XRNWf7ngqgDIFmWtYeiKFx11VUhzwU/XC4XRUVFPPPMM1r75UmcxM8BkRRsW0MQBAx6ifW7S8NKTQEcPnyYvLy2eSDBcLlc/POf/2TFihWdUkuWZZnKmnpsiWrQlNNzCF169sOgl4ix6LUMzj+/LsTh8rLui+coLdrVwV79MMbj8vhweWVcHh8LVh/it88u0TJLe4ormTt3LrIsM2rUKG688cao5w1qlu3VBTu4+enF3Pb8Mt76amdIxqo9JCQktLtSnDJlCj/88IOqPeL10djsQvQTefU6Eb1eVDlQOjGklT8QaHi8KndIFATirKE8jeAAyBKfRu8p1wAKJVu/jvrYvW71Ji5IOtJ7jaVg5PkAuBzNWBOzaHZ6kGXFn33ouIiXkN2HpLwBmOPTOLx5YcsLgl+pmpbgzudTqG1woigqpy1476ldWzSrKg5uRFEgmEIly+q52XagQiuLrth+jGpZ7UaTfR7KDqxHlhXsLi9eWfU0VRQF0diIzuT/zAQlPDpDzWZs+fdyAGIzEhn/25khfJ6mijqWPzMfr0vNYomCgMvr5lhdGdYeSYz/zZkI/gMt3VHMujci81cC0IkSoiiS3b+AEVeeSnx2Mm/96XmqDpVp9g6KouBtVfLMHtyNgvH98Lo8FK/Z02Yw3l4GKCYljil3X0D3SdEvkgIQEEjMTeH0O2cj6dUS074ftrH1k1UoKBglA5L/1p03IrwMv3PnTlavXs2xilL6zxzZrpO6wWJkyKUTic9OZtTcaaT2yEIQBHqeNpAzHryMrqP6smn+Cv54592InS44//xxQhygN998k7lz5/7UczmJk/iPo7WCbVtozYVoDUVRohbm2r17N16vF4vForVLtwe310ej3c0///UFi778nMaaUmKSc8geNoui4w0cqWjgSHkjVQ1OzEYdTrcPp9uHozn69LIpJpHqBgdl1c043V4UBURaMkuXXvc7du7ciV6v59VXX9XUj6NBJH6V16dEza/qSPV1zJgxlJWVsWfffqrrHKrvk9WIKAj4ZAXZ//BpvBgBk15CFAVizHo/90XAZjFgbKUBZI5NJT6zFz0nXsnYOc+QN/gM0nuOpnT3CurLOla3BcgfehYDzrydyTe+ycCz7qDb6FkYLLHUHi2kqfqoGnjIanZEEkV0HXwXRf+K31FXTlXRFnwBIT8l8LqA5N+HAvhk2f+3ENKFFZOci9lfvqs4uCHsxq6TRFLjLSgKvLloF8u2HuWtr3aR3bvFhqRsz+qQDiyfDFJMBZaMQvSxZQiSB8Hf9h6IgWRZZsfna1j+7Bfs+34rh1apXlNJXdIYc+MMRF3L8evNBsp3h2ZeA4FK5qACRl4zDUEQEHUSjrpmDq8LF6sMwCv7tExf/sjeIAjIHh+rXl6Eu0lVDw9YhKhzFbRy16BZ4xh5zTT6nROu6qydz5T4iM/HZiQy7YFLSO6a4d+3ELLvSNCJEiadEUkQ0UkSkihh65LE2N+coQWSe7/ZzJd3v0mTy47iP8fxOSkhnKpguJudLH36c1xNjoivB5A/qjenP3ApucN6aHNUAEEvcdq1M7n+lhuYN28eV1xxxX/MkuK/hRMKgK688sow8bSTOIlfAowGCZ0k4OmAnNiaCxGMznboBUz/+vfv324gEZw1ue7x77n3kWe012KScojL6I6sqHwPWVZotLspq7GrF3nglFPnoDdGl3E12ZJodnqRFUXNnogCZpPKgxIc5Wxd/B4AN/72zojt9u0dQyR+ldmoi5pflZ2dHWLf0BrHa13k9xzAdX96kT++toqqegdOt5ekWBM2i15b8QqCgM2iJzMphrgYIxlJFl64fTJP3DiBM0d3xWrW0ez0IAotWRSdwcTISx+ly7CZiH6CZ/dxlyKIEnuXvR2Vuq0lLoWs3uPQm1R+hijpyeo7GYCj279H8GdufD5Zu0G3joFa3yrTeqhtxD6Pk6oi1Zk+MBNRFFBkRcsCBYIgWQ4trwmCQGo3lcflqK+gqaolyNRLaieYzWLQyqKfLN+Pw+UlJ68LyVmqtlFl0WbczpbOJ9HYiCm5CEH0IIheBFHWJhF4a0+zi0MrC7UnNr+/VCPXpvfJ1YKa5G6ZVOw9yppXv6a2uAKdqNMyNaIoohMlcof1YMTcqcRnJ1N1oJT1b31P1YHSiJ+DrMh4fF5kWUaUREZfdzpGmxl7TSMrXl2Ex+PV1KRbn3GdUU/eiJ6tCN8iekmn2Vm0zgDpTGo2q6GsRmv1D5yMVgXBMHhlH06vK6Q065Nlsk4pYOhFk7Rx9ppGPr/9FbZ/vpamynoEQSB3eGgWKL1vLjF+gnbdkUqWPfOFJifQFlrm1zJHk97ApSNm8vKzL/Loo4/y/vvvc8EFF+B0Rrae+SXiR3WB2e12li9fzr///W/efvvtNh8ncRI/Fxh0EsN6peP2+Nq8mSmKgtvjY3jvjIi6QLt27dI8pqJBIABqrw00OGvS7PRSU1tH2b412utZ/SaFjPfJauCiBNqhJZGsgr6ccfOLJGT1ar37MBhiVF0eUVBLQ1aTDlEQcDsdvP/Xq5F9XmISM+k1dlbUxwlt86t8/pVjNPwqn8/H+vXrI74WOE/G5F4c3bcVnShi0Ek43KogosmgIzfVRk5qDLmpNlLiLBh0Im6PjxF9MkmKNdMzN4ErpvXmL1ePJs5qJDneTFpi24GjNSGDnFOmUndsDxUHN3R4DhSlNa0ZsgecCkBNyU6cTXVaq3egjV/XKjBuXbVI6z5C4yQFfy/w70MQBGIsBkQBrEadmjUhfB4pBaFlMPBzpfzlQ/W91QzZodJ69DqRJqeHlO5qACb7vFQcaDkHBlu5FvyokZ3GwNLGGG1mRvmDHFA7pVa/vAiPU70p5wzpzpR7LsTd4NBeX/7cfBor6wg5CEENQvJG9GTg7HGIOhHZ62Pliwtoqmw7oPbKPnyyD1O8lVHXnY4gCJTuKGbXotDvWOsgpXXGRlZkvL6WoElvMmgk5NxhPZjx8BXEZiaCApveW6Jllzoj1CCj4POp8wX1eHufNhi9tUW92m13sWvBOhb+8Z8sefwTpCB9rPS+uYy96Uwm/+58YjMSVN6UAqteWhiRM6UTJfSSDkkQte9k4NivHjNLIzv/4Q9/4Pnnn2f+/PnMmDFDs6v5peOEA6D777+ftLQ0Jk2axCWXXMKcOXPCHldddRVz5sz5Ked7EifxozF5cA5mo466JldYEKQoCnVNLsxGHZMH5UTcftOmTR06GAcj4FnVFmm6ddZElhVK96xG9nfqGK3xJEVw7vb61FKHrKjlniun9yExOR2DNb7DORlj/LwORb0BxlqMlOzbzJsPtgQ8/SZcwOYDVW3yoFqjPX6V29mM094QFb8qLy+Pw4cPh+17x8FK3vSfpx79h1NetA2TXiQpzowkCPhkmep6Jx6vjNveiOgvnQR/nsFZtnvmraS8zo7d6UWvExHb4ePkDzsHvSmGwu9eaSlBdQLWxExSCobSUH6Ikm3fajcaOYiEE7gY6ySB1vJGRms8idmq6WnFwY3I3pZShE4USE+0IAoCFpMOs1FPTkoMWclWdKKAXhIx+PlQSTl90BnUYK/y4Eb0kqBmjvwE6kBnV02jE59PobrBQUWtg/SeLUJ2ZXtXAyCIfgVoQQkKfoLR8ndqz2z6zWwpJzWW1bLxnSXa7y+pIJ0zfncxphhVYsDZYOeHpz6lqaFR9f3yqQuWALE9pVsmY6+eDqgdVyue+xK3vePPJa1XjjaPHZ+v4cgG1bIicnYm/DkFQkQJR103nfG/PZtR152OKc7K0EvVhUrtkUoOLN4etn1bCD5zPkX2c7sEjfM04y+XR9yuYu8xtn20ElEvEZ+TQq/ThyDqJCxxMUy663yyB3Wl9nCF2j330iJ8rX5zAT8vlRCuiliKgsDg3L6M6xbqc3jTTTfx9ttvs2zZMk499VRqatrvdvwl4ISsMP7+97/z8MMPI0kSM2bMoEePHthskdpHT+Ikfn7omhnPnDP68uaiXVQ3ODXRQI9Pxu3xYTbqmHNG3zYFArdu3crll0e+ILWGoigdZoACWZOkWBOKAE0ON0d3LtFez+gzQeOBhO5bJa0K/v+P7pdJbmosh7eNw+uyU1NSiBLBMkBntKDza9kIApiURha/9xQHti7TxoiiRL+RZ2o8qGgUstvjV9kS02isKcdsjQvhV0Xab35+vhYABYtV1jQ4cbh92Mx64jO64/W4qS4rIjmzK8nxZqrqHHhlmaWfvczxwhWce+cbeGVB+zyPVTWFCEXqRLUW1ez04HT7woKOYFjiUkjKG8DxwmWUbPuW/KFndXg+WiMhuxeVhzZSsu1btaNM0mnlKkVRMy8Wg4TL4wtZjQeQ1mMUNSU78bkdVB3eppGa3V6Z6gannysD1Q0O6ppcWIySnyit+E1IBSTRSHKXgVQf3g6CQENtBebYFARBDRQb7R6/07r6nmqlWMEYm0Zcejfqyw5QVbQVj7MZg8UAgowgyBHTHIIitNhgCNB7+lAqDxynbKf62R5Zv5fUnll0Hd8PAYHYjATG3nwmix//FNnro7GslpUvLmDCbecg6XX4/KKNor+G2GPcKdSUVrHzy3U0lNawZt5XjPvt2YgdcKp6Tx9K+Z6jVOwpYc0rX+Goa6THqYPCgvbWhyT4P5Xg51O6Z4aMSemRRf6oXtQeqWTv91uwJtvIGtgx748In7jGMRTAEhdDQl4qtYcrIm4te3zUlVSy9InPGHT6KIZeOglREBg9Zxo/1DRSdaiM0h3FbH5jMSOunYogqnIGeknn9/NS92PUGbAazcwackbE97n88suJiYnhoosuYsqUKaxfv/6EtMF+LjihDNCrr76K2Wxm3bp1zJ8/n8cff5wHHnigzcdJnMTPDWP7Z/Gny0cweUguBr2IT1Ew6EUmD8nlT5ePYGz/tls96+vriY+Pj+p9ysrKqKpSW8Aj6Qa1zpooMjRUlVJ7tFAbk9V3Ypv7l/03TpNBwuX2kWIT2f7DP6k+vB2dyUpidm96TbhUI78CZPQep27r9VC87hM+e+rakOAHILvHoHZ5UJHQHr/KlpBGQ00Z0D6/CloyQMFlQZfbp7rTK9Dk8FBe5yStS3+O7FHLODazgczkGMwGHYl5A2mqq6Bk13Lt88xIsoZxkywmPWajugb0+uSQbEwkdBs9G0GUOLTuE7zu9omlkZDdfwqCpMPVVKOVn0D9/GLMeixmHemJljbNXdN6jCCQKyjbG1oGs7u8+GQZk7/85ZNlmpxefH6+WCDT4vXJpHYbjsfZTN2xPZTvW6vuQIGaRpdKoBZV8rReFxoQpPdUzXcV2Uv5gXUoikSkG3dbEESBkVdPDdGu2fzBMmqPVKrfYclAUtcMRl4zTUuJVO47zvo3v0fxfzayomA1WkiKSWBwdh/6nz1S64QqKzzC5g+WdcjTEkSBkddO0/7e+uFKfvjrR5TuLG5THiFwkqI50u6TT6H+WDX26kY2vbcUj6PjzFSkPftkH16fz8/vEsnoF13XadH2fTS71E5EyaRn4m3nkJCr/v4PbdjNprd+8Afc4PV5SbTGE2+2YTVaiLfYuGLkue22up977rksWLCAIUOGsHDhwjbH/RJwQgFQSUkJEyZMYPDgwT/1fE7iJP7fUJAZxzUz+vH8bZN55paJPH/bZK6Z0a9dawiPx9OpFU8g+5Ofnx9RAyMsayIoHNu1VHs9Nq1ru7YLoHo5mY06jAaJf/zjH1RVqqvE5Nx+jLzkEbqNuoCJc59l0Nl3MOCMW+h/6lzqS7aw8s3b2LnkXbzucFKjLSGtXR5UJLTHr4pNTKextrxDfhWohqkOh5NXP9+gBSwxZr/FguhXL1YULCkFbFv+ufZeRr1Eos1Ez/5DGThoCFU7v2KuP5MXiZvU6HDjdHk71OEJwJKQTla/ybjtDRzevKjjDVqfH0scGT3V5pFAW70oQGq8GZfHh93ppbisAYcrslSCKSZR43dVHFiP7AvtyDHpJZJsJlLizUiiqJ0XWUHLbsoKpBS0ZDvK9q0J0xJye2VkRW2pD0YgAAK1GwxFxNuU5A9WIpeLgJD6jtFmZtT107XSjuz1sXreIlx2B9V2lceTM6QbAy8cp21zZMM+dny+Wvu72eXA7nayu+wACAJjr56udVwdXLaDfT9sjXj+gmGOtZDWJ1f7u/pQGcufmc93j/ybo1sORgyiouXyJOanacRkR10z2z9bE6I4re1PVlSdoXYgKzIe2YtH9pLZL7/D95b0OoZfPFktbaGWt+Pi4pj++4uIz1LL3vtW72Tj2z+gE9TgX5ZlDDoD47sNi1rk8LTTTmPevHl88sknv2iz8xMKgNLT07FaI0ton8RJ/NJg0EnYLIaobvR79uyhd+9wCfq20FH5q3XWRPHJHN/VUv5qTX6OBLdXZkjPNCrLy3j88ccBECUdI2fMJdZqUEmtBhPZfcfTc/AkCr9+hjX/egh7XeTuGQDJnNAuD6ottMWvMlhtNNXXUtMBvwrUjEhcUhpV5ce1gEXwqxwGVsqSJJKY05emunIqj+7XtvX4ZAx6ibvv/j07d+5QDV8jcJOcHh/V9WrgF2hDb6453uHxdR11IYKko2j953iczR2O147J/2/OQDXzUH14O801x1EUOF7VjMvtw2JsYSS0dbNN83NxvK5mqo+o6uKCoPKGml1qV5/NbCAjyUqs1Ygk+duag4jZepONxDw1G1l3bA+u5pqw9xMFAamVzIM5LpXE3H7EZ/XC1VSDs6kGd6NfATpiEKREFBFM6ZbJgPNagilFVihesyfE4b3HqQPpPqXlN7P7q00cXK52BsqKjEHSIUkSRp0erygz5sYZWJPUzsytH66gdEdxG2ewhdycNzxc3LP2cAUrX1jAN3/5gJKN+7XMU2cxaPY4DBaVuHxg6XaqDh4PySy57S5WvbSQ7x79N43ldVHtM6lrurbPSNAb9Zx775X0GNKHgD6TWW/C6fWASWTSnecTm662zO9fsYPV73yLT5bpn9WLmyZc2mmRQ0mSeO2113jppZfYsKHj5oCfI04oALroootYunQpzc3RXwBO4iT+F7B161YGDhwY9fjCwkJGjBjRpo1E66xJxdF9OBoqARBEnVauag8CMLpvJvfddx8Oh1qa6TtmJrFJmaTEWUK6ouSGEop3rupwn7EJqe3yoNpCgF9l0EtUNzipbnRSWtPMoZIqtq/4jNq6BnJS2+cLur0+dJYk3E1V2k1DFASsRp3fN8tPnM3ujcESx4HtqrhecHbpwgvOp1u3bvztb3+LyE1qtLs1CQBJFNi79E1WvvFbGsqL2p2bOTaZ3IHT8LqaKd44P+rzEriNxmf2xJaSD8CRrd+EtLJ3xEMCSOuuEnglg5mK/epNJ6BhQ9C5MeolUuLMKkFcDMgCtOwnvUcwqTm0nAZqQBUQlwxGStdh1B3bQ2NlMcd2LkF22XDV5KkEaCHQshXUuqW0aOBIooTov+X0PG0wmQPySeqajqO+ma0fraT2SKX2PoIgMHDWOLIGqfwZc0IMxWv2YK9pBMBmikEURG1/plgL4357FnqzgcS8NDa8sxhHRWO75zI+N6XN1+qPVrF63ld8/eC7VB1se6HQFkyxFk650K+fpMD6t38g2RSPAHjdXr5/7EOObT2Ex+Fm1UsLNfHH9iAIIuntlMEUFJq9Dtw+DxaDGQXFb58hI4oiljgrE+44F2uKGigeXLqDrR8uZ13RFp5b+jbrirZ2+jiNRiNvvfUWDz30EIWFhR1v8DPDCQVADz74IL179+bss8/+WRqcncRJ/KfQmQCosbGRd955h3Xr1uF2t63DEZw1Wf/VW9iSsonL6EFqt2EYzB03FyTYjLhqj/DWW2+pfyckcPVvbtOCqsBqXhQEMvL7MnjyRQgRUvLBmHvemHZ5UO0hwK/qkZNAfZMLu9PD8cIVyF4Xe354jX0lte0KIrrcPqwJqVogGECsxaCJHSqKgihJpPcYwcFtK8O6vSRJ4q677mLp0qVs37opJMvmcHtpaFY9sjxetTSUlNsfRZHZ/cMrGKT2o5CCEecj6Y0Ub/wSt7198cmwvihBIG/Q6QAc27kYn6dFxToahok5Npn0XmPxed2UbPsGe125Wq5SZBAIyTK43F5q6p2q4KIQag2S2m241lZfGiEAAr+WUKtSUFafCQh+HZxjO1TDUHdtLs6qAn8mKCjro4ggS8SaYrAazSiyjIxfeFAUGHX9dIw2C7LHp5XCgvkyoigycu5Usgd3w+t0U3XgOKtf+Qqf10dNcz3H6spp9rRwseIykxh13enUHC7HUdvE0he+iBhYBM5zXEZiiAhjJDSU1rLn603tjmkLXcb0IbWn+huqP1bN2i+WYTPFoDPoyB3Wkn2qP1bNhn/+0CF3SUEho29+2POBcqLX5eWHJz/lWFEJTm+QDUqA/yX7sCTEMOnO8zQvtor9x2ksr8Pt9fDBhi85XN2+SGkkWK1W/vnPf3LXXXdRXFzc6e3/mzihAOiMM85AlmWWLl1K79696datGxMnTmTy5MlhjylTpvzUcz6Jk/iv4ciRI+TkRFcW2rp1q3bxaY8vF8iaiPg4fnA7jdVHqS/dF0Jcbgs6UWDioBz+cM/d2nvdd999nDWhX8RSlCCKjD7rWk6//kkS0ru0ud9hp0TvdB8JCgolFY3EWw3kpdmoOahyOMoObMBeVtiuIKLRIBGbmEZDTXmr53UkxZm0IMjnU0jvMZK6iiMcOrgPg14KyVpdeeWVpKam8tSTT2hZtga7i7Iau3ZjD+QqkguGktptGLXH9lK8rX1Og9EaT+7gGfg8Tg6t/7yD8xCO9N7jkAxmvK5mSvesxCcreH1y1FykmKRs8OvEHN3+HaDaWBh1Ku8ncGwN/iyXACC0aA4FjiExRxW4rD26G1dTKBfF45Xx+sInZLDEamKK9roWsr6nLofmkkG4a7NRPCYUrwHZZ0TvyWV6v4kYdYYw5XSdQc+IOacRk6xmJJoq6tnwdqgLu86oZ+Q1U7H5SzfVB8vY9tFKmtyRqw8Z/fLpd7aaJWs4XsOGt9sOLESdRFxmUsTXAjAnxND3rBEnZAIhCAJDL5usGblu/mwFpUfUMmvfM4eT0T9fG3tkw76ouEvp/XJD/o7PSWbSXedhtKldneZ4KxvfX4Lb0cLrUwi1+7AmxTLxzvPIGJBP3dEqvn3mY4yKHofHxcoDGzkRJCQk8MYbb3DDDTdQVlZ2Qvv4b+CEAqClS5eyevVqFEUVbTp06BDLly9n6dKlER8ncRL/CwhcSNvz1gnGpk0tK8chQ4a0O3Zs/yym9lQ0l26ApLz2fYQEQc3+6Or38f333wNQUFDAjTfeGFaKarC7cbi8NNjdVDc4ycjvzT1/ur/N48nOzo7qGNtCgHScYDPhdTZTV6WuLB1N9az8/CViDLQpiGjQSfTv3R1Hc0PYzSvAb7GZVSJ6VreBGExWDPWFYd17JpOJW2+9lU8//ZSCeDc6nUhlnRNfGyrgvSbPRdQZ2L30bXyu9ssnXYbNRGewcHznEpprO3fB1xnMWmffka1fo/gJq74o+SbZ/adoGbxjOxcj+1TuTLPTS0lFE0cqGqmos9Pk9Ghlr9Z8HggugymU718b8lp7M8ke0LKoDShbI4DijsFZ1Y3mI8OwHx2G59hwBmcPZOm+NaqVRVwaUqvMo8FiZNT107VMTMnG/RxYukN7XUBAp9cz+vozNPPU/Yu3tWuB0eeMYWQOyAfgyPp97F+8rc2x7ZXB0vvmMu2+i0nITemUmGEwbOkJ9JmhBoyy18f6d7736+4IjJw7lZiUlhLzto9WUrGv/QyMKdZC1sACAFJ7ZjHprvNJ6Z7FxDvOJblbBo0VdZTvOcrKFxZowocBK5GQeaXGM/amM0nvk0v9sWo+f/Jd9ILEpiO78Pii9ysMRnp6Oi+99BJz586ltrZ9cvfPBScUABUVFUX9OHTo0E8955M4if8KKisrGTRoUNTjN2/eDEBKSgpZWR2Xkwq3ttyEDAYDv51zLoZ2UvQ2s4Grz+jDE4+1SE389a9/xWhUiZLttfrfdl5fXnz8QXQ6HZ9//jnjx4/X9mG1Wjtl9dEarUnHO1Z/SVNti35Jdekhln36bLuCiD2yYzmycwW1jc6wi7dBp/pnpSWY+fPccVxw3jkc2bUqIl/phhtuwGq18u+351GQEacFG5FgiUul66gL8Dga2bf83XaP0WC2kT98JrLsY9+yf4a93lGInHPKNOLSu6PIPo4XLu9gdChMtiTN2d3VXEfFAVXRWEEN0gPq4F6fguxTS6DeCEGf6jLf0g0WLdK7DMRkSwagdO/qFjK4/6BlWUTx6Yi1mNDbynB4XMSZbWoZVhSRBFFTHga1ayq462vrh8up0fRuVHVma5KNUUHt8Rve/qGV3UQLBFFgxNVTNa7L1o9WUnkgMsE9oY0AyBxvZexNZ2mZldaI1NXVFvpMH0pitvo+1YfK2PD2YnxeHwariTE3ztCUnBVZYc28r3DUta+yPOr66Ux74BIm3nGeRoqOz05m5DXTMFrVILFsdwnr3vxOJXFH0mgCJFFi1LXTiM1IpHjzPlZ/8D0+2YfrBIQ+A8jPz+cf//gHzzzzTMeDfwY4oQAoLy+vU4+TOIn/Bezdu5ehQ4d2PNCPQAZoyJAheHwyjXZ3u6rKgSwOwKhRo7jijEFcPq0PJkP4z1SvEzDq1ef79+9PSkoKI0eO5IILLggZ11ar/xsvPs7hw4e55557OPvss1myZAnz5s0jNTWViy++OOosVyS0Jh0fLlwXNqZo5xqqine0aTg7fGAfPC47eO0RM1gGvcTVM/rRvyCZCy44n82bN0fkHyQkJHDnnXfywQcfsGbVMn9HWdtz7zJ0JpaETA5v/Z6643vbVYfO7D0On9tB+f51NFSEkqfDRfRCEZOUhcfZRGNFMYc3fRmVx1gwck6Zqv0/UAYLvK/62flb4IEYiz4iudoYk0BCttrRWFNSiKu5DiCM+BwGUSKr30T1/Xweti181k9ObxkSazEw98w+HKo5iFHSa518Fr16g1b/bvled5s0gJwhqrq67JVZPW8Rbrsr5Dym983Tyls+t5dVQXYarWGwmhjzmxlIegnFJ6uBRX142SwhJ7TMHAhGHHXN7P12c/ih++csCgK6COKkkaDXGxhy+WSSu2WgM+kpWrmLHV+oi5347GSGXdGSUXM22Fn1crhic8gcdRLx2cka9ycAa1IsE247B70/KCrZsJ/N/1oWolwdgFr6VdCbjYy/5WyMMSa2LFjNnuXbMOrb7jSLBn369OGee+6hujpygPpzwo/yAjuJk/ilIuC4Hq3NA8DGjRs7LGUF0NzczJ49ewAQbNnc/PRibn1uKTc/vZhXF+wI477U1dWxcWNL/f3UU0/l4PE6vlpbRIzJQNeMWPLSbOSmxlCQEUteaiyKAk+/tYh//etf5OXl8f7777cZuLRu9Y+Pj2fUqFH86U9/AlTC6XXXXUdZWRmvvvpq1OckEoJb+xtqyrTyVzCczfWsnv8iyJ6Igohduqj8pAtHpXQoVjlt2jTMZjOfffZZxPlcdNFFOBwO1i98FUXxtZudEXV6+px6LaBQ+P2rKLKvzYDAEp9Opr+UdWjNR+3sNUJAJErkDTkTgIbyQyHCl20heBYZXQdhilWzMFXF23DWlyEGgjtF/TwNOjXLElzya30oGb3GEJtWQHxGd0r3qN2BktjyXpEOXZYVcvq0OMRXHtygBU8AFpOOB+eMZkjPZHyyN8QAOMZvEOuVfSE3ZkEQGHrFFK0k1FzZwIZ/fh8WGPY5Y5gmCNhYVsuGt8LHBJCQm8KQy1QTWkddM2te+Rq5VSYsPidZU45O6prB6X++jMQuaQDs+nIddUerQo9dkREQ/AbE4V1ykeCVvcTlJuOoa8bl9zvb8/Umynapith5I3rSfcpAbXz1wTLWv/ndCXWfxWclM/7ms5D8YpoHlmxn96L2eT1x6YmMu/EsREnkh1e+YN2ate2OjwYmkwmdTvez7xQ/GQCdxK8KwV5Q7QUkkVBdXU1SUvukyQC2bdummSE2iqm4PTKSIOD2yCzZXBLWBbV06VJtPKgBUIBHYzbqqG5wcry6mdJqOyWVTVTVOzAbdezdqK7+r7rqKi1o6AilpaX07NmTVatWYTKZQl77MZmfAIJb+7cu/RhHY2Q+QG1ZEXt+eCWi/lJ2djaSJOFtrtIyWI/fMI7HrhvLFdN6h5S7LBYLl19+OUuXLsXrDecv9OrVizlz51JXdohju1Zo2ZC2jjQ5/xQKTplIQ/khijd/FdYJFYyuIy9AEETK9q2lsaK4zXGRkNVvEnqT2o1TvPHLiGP88keAP7uDqlsk6XTkDDhNG1ey7TtirXry0mPJSbWRm2YjLdGKKAg0Ob1h+wwgpavqT1Z3fC/H/QKcHl9LmTDETT5oHrGp+SH7XP/+3STqmoiPMTJ9RBd65iZg1BuRRB0+X+gio62z2ZoPVLqjmOPbQzNrgigw4pppWJLU7siSTQfaJQ93Gd2brhNUzaPKfcfY/umqcJL1taczcPY4Jt91HjHJsYyYc5qaOVJg91cbw7JMCgqyn1isAGIb36RA5yWoWZsRV08Nydqsff1bLSs18IIxmq1GcrcMjqzfx4rnvqShtHN+WwoKyd0zGXVdi9jkjs/XcHDFzojjBdTGveTumQy7fAo+r5dzzz2XoqL25SCiQVxcHE1NTWGf/88JUQVAoiii0+nYt28foAogRfvQ6U7IbuwkTuInR7C1QkcByY/FN0tWav8v6NGXWIsBs1FHrMVAUqwJt8fHGwt3suOQajYaXP6KjY1lwMBBbNhThqwolNXYaXR4tAu3oig0OjyUVjVSvH0ZgihxznnnRz23jz76iFmzZv0kwU5bCLT2FxWux2SNw5aYTnJmV4zmGPL7jqJg0KkMPX0ud9x6S8TtdTodOTk5FBUVcfB4Hf/8upB7XlnJ715aETFo7dGjB/Pnz2fBokURM3uXzL0VyWBm34r3kD0ujbgbHGAEIADdxl2BZDBTvm8dTVVtO9dbEtLJ6DMBgAMdZIHCjtFgIttfyqo4sIHm2haeioCq7KxKGLTo+Kh+XmrLfDAZumTHYqwGEdGvli0iYNJLxMUYQFEIUMlal6rMsSkk+LvBGsoP0lR9NCzrIwqg14nogvhoXp+MztgihttcV8mnz92Ko/qwJnKpl3QMyO6Fw+tuWQw4mkBRkAQxLHsiIpDaJYNBsydgSbJhTohh07tLwkxOjVYTY26YoQZKApRuL6b6UNtE9EGzx5HYJQ292UDVgVL2fb815PWcId3oeeogrVsrNiORfjNHYkm0cmT9PnbODy/hqlwylW8ltxHSBcsICKi+YYESHqgmrute/1a1utBJjLzudDIH5FN1QM38uJudLHv6c037qDPIGljA0Msna39vemcJx7YeDD8OwCN7UVDoOeEU5t5wLVVVVZx11lk0NDR0+n1bIy0tjfLy8o4H/pcQVQCUm5tLTk6OZgGQk5NDbm5uVI9oW4ZP4iT+k2jtuB4pIGmrLRugoaGhU8Tg75eobd9Gi43YxPSQ19weH16fTHmtgz+/tZabn17Mx5+3eOpMnDgRnyzgcHlpcqjmlJLo1/Lx/yuJApWHd+BsqiGz+xBi4xKjmtdXX33F1KlTw1qSf2oEutDGz/odU697mnNuf51zbn2J5JxejJp1LxNn/46n/v5nLjjr1Db3kZ+fz+qNO6MKWseddjaipOP2P/09YmZvb5mXghHn4mysonhzK/+iVkGQIIBojid/6NnUlOxk95I32+XodB11Pggi5fvW0Fh5uFPnKW/QdARRAhQOb2qZ18DuKSTEmkhLtJCbFktaogWdKKqaP7KMIoMxJlFrSXfb6zm2O5TI7HJ7cbp9qhJ4OyrnmX1aCPBlu1egl0T/901AEgJdRPjLPioURcHXyg/N2VTLd6//niP7tlBcfZR31n3OpsM7sLvsHK45TklNKQ2uZmQUVbco6JRKgrrIFkWRHhMHkDe0O00V9Tjqmtnyr3CSeGJeKoMvnkhcZiLlu0tY89rXbfKBJL2OEXOnIhn1VB8qY/unq0JEFyOhYFw/fB41iN7/w9aQUlggcBPaLaa2hjq21/QhpPZq6bAs313C7q/VEpXJZgmrOdprmlj29Be4msPtajpCwdi+DDxfLVUqisKaV7/BWWePMDNBOxbL+CzGTBrH8ePH+fbbbzv9npGQnJxMZWX75/u/haiugsXFxRQVFWkp9sDf0T5O4iT+24jkBRWAIAjExxjbbMsGtaMrWu87t9fHsfJKEjIKyCzoH/J+jQ43pf6MDoDT4+X44b3U1bakuk899VSMBgmnWxUyVM0pw+d8vHAZANl9J0RlWFpXV0dZWRm9evWK6jh+LMb2z+KZP13JWVOGYjLpVQ6P0cSYvskdGs4CJKdlsWHr7g6D1o+X7WfeV0Vk9hjG4cK1uJrqQoKkpVtL2LyvnN6jz8UUk8ihtZ/iaq5XMyFKqE0EgEEvIYmQN/gM9KYYqou3UlUUTogNwJqQqQURBzuZBTLZksjopd6kju1cjNvRiCTCldP6opMEfD71848NtP9b9EHq2JB9ylRiU7uQltuLosIW7kbge+ZwezHqJZJjzcRZDRE5PRk9RyNKfnHDwmX4fLKWdbKY9NgsBkB1iJckgeG90xnRPRYlArnW3tzE1GlTuenRu1h5YCMCYNQbUVDwyKGluEDmRBAEzZ3c6/Mio9B35kji/N5VxWt2c2yr2k0cPP2CcX2JTVcD/+bKBja/v6zN8xyblkCPyaq1huyVWfPq1+2qLxssRq0zTZEVNr+/NMhbLTQYbt3aHwmBomJA3DG4u2znF2upOlCKKImMum46yd1CHeYbSmtY8dyXUalFt0aPaYPoPmUgok4kPieZQ6t2RZybIECsKQav7KP/FeO44pqruO+++3A6Ox94tYbBYMBkMtHY2PlM1n8aJ7QMbGho+FkezEmcRCRE8oJqDUEQ2m3L3rRpU9QE6KLiIxzeuZra0kOYrS1cFZfbS3W9syWjI6mlig3zX8Blb8SWmEFKdk8UnVpaCPTyRJqz1+Pi+N41SHoTmb2GRzWv9957j0svvTSqsT8VWnehzTx1GBN7WaOy2HBLcTTUlGlBq6woWlkhELQ2Ojz864c9uD0+Bo45E0X2cXjHkpAg6Z9fFeJw+YiPjaHX+Evxuu0cXPNhC9EXNZgIID7GiCiIWGJi6TrqQgD2LHlL09uJhK6jLgBBpGzvGhqrjnTqHOUNVcnQPo+Lo9u/I8ZsoEtmbJixrGpv0WJtkplkJa1gEGZbIuVH9rB/82Iaayu075lPVjNmyXFmzEYdqfEWspNjtO7BQEnNGtMibuior6D66B68soKiqKrZBp1IjNlAaoKZO2cP4c9zRnHeyLQ2j8fj9rDoqX9zeEUhep0et9eDKIhhGRPRn3lQFAXZJ6vBj/9YJb2O4XNOQ/ATlDe+sxhXU2jGSRAEhl4+WVM1Ll6zm8otbWfgek4brCkzN5bVsvXDFe1+LrnDe5DaU83WVO4/TvGaPSHvHQhqfBECwfZgjo9hxNUt/C1FVljz6te4mp3oDDrG3XymFvwFUH2wlNXzvkLuRNNGYJ6DZo1jxNxp1B6uZOcXaynfHXmRV2tvQBIlZL3AkHPGkpCQwJ///OdOvV9bsNlsOJ1OPJ7OB3H/SZxQABQfH8/UqVM7HngSJ/EzQCQvqEjQS2Kbbdl1dXUkJCRE9X47tm/V/p+a0yJ5H1DmDWR0FAV8Pg9Vxw4CCo01pVQe3cv6ncW43D6MBpUDEkm4r2zfOnxuJxk9R2G1xEScczBWrlzJ8OHDMRgMUR3DT41AF1rXgoKossJur48GOQZ7XTkut5fKOjtHKho1ob/KOjtur4zPJ+Nw+YizGsjrPRxrXBKFa79SyzX+IMnp9uJyexEEgQFjTic2NZ8jW7/FUX8cSRI1w1BQgwKLSa8K+ymQN+h0LAkZNNcco2Rb2yUBa0Immb3HAQqH1n7a4fEJtFQ74tK6ajycki2LMOrU72xbxrKioHYfOd0+4qxGBkycBYAs+9j4w4dUNTjxyjKiIJAcb0YniVq2xWTQkZlkRRTUz0RA1QjK7jtB2//xwmUE0mOKAjqdyJQhudx3xUgmDlQpDaWlHXQoKfDNvM9Yv2gFiiIjiSJ6nS6ojVxEJ+m0VvLWPBpREEnMS6XPGWpg5mywR8zwGKwmRsxt0Qda9dY3GByRFzmiKDLi6qmads7B5Ts5ujmcFxOAIAgMvmSCFoRt+3ilxkfqrGxBa2T0y6fXtJaMsr22ka0frkCRFQxWE+NvnakRvQMo3VEcppQdDQRRIHdodwZfMsFfCvsae62qNSQKInpJh07UoaBQa29AFAS2HNvDvFdf4bnnngvpTv0xSElJob6+42aT/0+cUAAUFxdHQUHBTz2XkziJ/whaO663BY9PRicJEctJnbnobNvSUi5J8QdAsqLQ7PKqpFv/nU9RFDx1R5B9oauiEkcC73xbiCQKxJjVkofXJ+OTFX8WRKFk51IAug6agtkotVsCczgc7Ny5s01D1v9PdOnSJSq/IJfbhyU+HaM1niOllRFJ4Merm3F61HOqAKIk0Xv46dSWH6b88G5APddGgw4FcHl8xFpMjJ15A4rsY/+qj1F8amBkNenV4MeoQxDAalL5jpJOT6+JVwJwYNW/8DjbFqnrMuJc4rN7U3FwA3XH21YqBogx69FJqqCjXifSb+x5AFhsiVQe3oXRIHWo5m3QS9x47im89Ofr6NJD7XTas34RTU31GPUSJn/34JGKRo6UN1JZ78Dl8an8L0HA5fEhKwo6SSS921CtI610zyqQvQgIJMWaePa3E7lmRr+QrF20dgd7V2wHoaWEG1CklhUZt88TVhYLIDCuzxlDNbHCIxv2cWTj/rCxqT2y6DNd/W677E6WvPgFSgQbDwBLoo1hV7bo7qye9xVlhW1n7OIyk+h5qip+6mp0sOuLcEL0iaLfOaNI7JKG0WYmLjOJ4tW72f6pKkVgSYhhwm3nYIwJ7dIsXrM7Iik7GhSM7Uv+6N64Gh1aNkkn+rPiglrKUxQZt9eDT/bRpWsX7rvvPubMmdOul2FnkJyc/JPs56fCCQVAgwYN4uDBtiPnkziJnxNaO65HQrCTeOu2bLfbTX5+ftTvF1gxiZIOXWy2ps6L0kKc9PnUFXrt8X0h20p6I9bkXJZvO0aTw4vXJ5OeaMFmMWgaL25HA5VFW7HYEkkvGBBxzsF45513uPzyy6Oe/38S+fn5HD16tMNxRoNEcnZPHE21+LyeiCRwRVF5KaBoN9jew1Wj0V1rF2n70okCBp2IUS9S1+SioM9QegyewrFdSynZugifT/YHWKqdxOGyRnyyrHWIpXQdRmJufzzOJg6sbpvjY0vORUDA53ZwaF1kTaIAJEkkN81Grr9l/ZRhE+g+eArVxw9QuuNr7fNsT807wKPqmhXPPx5V1cC9bifHtn2Dy+2jyeHxe3qpmbIGu5vS6maanR4CSa9A6U/S6cnqPQYAj7OJyqItyCjExxixmsKzhtEEQLEp8fSfOTKEdxTNQiKQJRIEAVEnMfzqqVpr/Mb3luBsCCXyCsCgc8aQVKA2GxzdU8y+r9vmbGUP7qbZSSiyzLKnPsdcBV2SIjfs9DlzGJYENTjcv2RbhwTqaCHpJEZdNx1Lok1Ttd7zzWYOrdiFTtSRmJnMhN+eg86o17YxxpiRI0g9QCiZORjB53PIJROJy06m+mAp2z5Z1XoHCIKA0+NCEkWMeiN33nknJpOJRx555Cc55p8bTigAuvvuu9mwYQMff/zxTz2fkziJ/wjaKicAYU7irXH8+HGmTZsW1fsoiqIFQN179sFsNlHd4KTJ4UFB0YwvBUEgLsZAadHukO3j0rqi0+lIjjWhk0ScblWwMTnWRG6ajZxUG8c2fERsUgbp3QZjNRsjzjkYZ511Flartd0x/1/o06dPVLogBp1ErM2MNSEDR31ZRBJ4oJEtWJAuPiWLrK6nsH/LEpoa1VJZWa2dersbj0/B4fZSXmsnvbdKcN219H3sDaFid16fTLPDq1aB/OWmXpOuAgSObPkqpF29NQpGnAuobe1N1ZEDPQFocqgr6kDLOoJAl8Fq8LZ17RJ27mzRbWlLzTs4I3POOefQvXt3APav+xKv384gcNZkRRUw9MkK1fVOzehUVlqCkmy/ujNA+cFNiIJAfbMrIieuvQAovUcOFz14LTe8dA+ZffO1tntFCTXljHxu1POtKGit8onZKVr7uLvJycZ3QstAkqRD1EuMu24GOn+wtu2L1dQeCm+/DgQJw64M7T586w/PsuvN5fQx5GIzWkm3JSMJagnabDEz5OKJ2jFsencJEaW1TwAxybEMmj0+xJV+47uLKd1VDEByQTqTbjkHQRKxJNoQ9RJ7vt7Mnggq1ZEgCSI6SUL03+r1Rj1jbjgDvdnAvu+3cnhDeKZSQaF/Zk+1NKbT8cYbb/D444+zbdu2H3/APzOcUABkNpu55pprmD17NjNnzuS1117j22+/Zfny5REfJ3ES/21EU04IdhIPRklJSdTmoEeOHKGqSr2hThw3ij9dPoIJg7LR6UR1VS+o5Y+MJCtenxKWAYrP7I7VpLYDp8SZMBl0eHyyGkTZPbg9Po4d3EF95VFMZmubcw5GRkZGlGfpP49otYfcXh+NzW4s8ek0VUcOOBRZvcH7FCVERLLPyOnIssymVd/Q6JcRMBt06CXVi8orK8RkDSCt+0h8Hid7lryFXhLQB92ENP0WQeXAxKZ2Ibv/ZBTZy96lb7c57+Qug4lJzgMUijZ8EXneqManjc2h38HsbgMYMEgltD/22F/Dtmut5h0MSZK48pob1XNnr+eYX9RQ0zoSWo4r4AsW0BnyySq5PD6zJ+k9R2FNzKKyaCs2f/k1Er+sdRDbr18/zYNOEAXyB3RHlCTV+kJRUPzv0REEASwGM1nxaeQkZJAck4goiPSaOoTELmmIOhFFVpD9LerBYoO2tHiGXTpJPceKQtmS/WEdWn71HowxJnKHdQ957csvv+TBq37HilcWUlVaQZI1DgERr+wjY2AX0vvkIuokRL1E/aFK4s22qO0w2kNK90yGXxVKil7x0gJqj1YiCCL9Rwxk5u8uZdCZo3D4uTvbPlrJgWWqaWyLL1l4UCaKoj9YVPxK4SK21Hjt/Va/+Q31pdXaOZMVGUEQGdejpbGif//+3H333cyZM+dnR2L+sTihAGjixIm89tprKIrCl19+yfXXX8/06dOZNGlSxMdJnERHqK6u5tixn06IMBKiKSdEQoBQGw02bNig/T+3Wx9+2HyETXvLkWUFq1mH2SD5dVkEamqqsdeFrqQTMnsSYzHgkxUUf7AUYzYwYVA2Br2I3d5IXYXa6XLtpWd12Er+c0Q059Ll9iGKAolp2djrysI4UIEsWqzVoJYSgzJ72b1GoTNa2LvyX/g8bnSiSKJNbaNPizdr4wZPvxZJb6Rs72qqirepn4sUGgTJsoLXq964u4+9BMlgxm2vp2x/ZB6GIAgUDD8HgOO7luFsjOyHpJPUrsPAd3Bwz1R65SWSOfhsAD741wc89tpX7SqUt7ZziS0Yg8EaD0Dxhvkosi9UyTm4FAWYTbqQ1npBEEktGERzzTEc9RWUHCqkqt7B+9/vDpvHzTffzMyZM7nhhhvYsGED27dv59prrwWgdM8RivYfQlEUDJIZWQGPz6cGqRGUpYMhKwp2t8N/sxaIMVpItSViNBgYOXcaBWP6cnx7EYcW70ASJFACgoMyPlkmb2RP8kf0YuDwwZTsLWJcykAsBnNIaUhA3XeXoeFyEIqisHfldj6460W+e/Vz7HWNfsK6wODLJhKbmUDlvmNs+GAJ03tPYFjegIifTWfMUkG1w+g/c5T2t8fhZtmzX2Byixh1BnqPGMD4c09j1OUtgdKm95ZweG1LBifg7xUyB0XlW4mihFlvVo8FgezBXek1bQhep4dlL3yJy+HSFhEDs3vTLSU3ZH5/+MMfkGWZf/zjH506rp87Tkim+YorrviPqsj+p/HWW28xZ86ciK+VlpaSnh4qXDd//nwefPBBCgsLSU1NZc6cOdx3331hKtd1dXX8/ve/57PPPsNutzN8+HCeeOKJqPVjfs147LHHIpp5doTDhw9jt9vp3bt3VONjdC6umdGPK6b11jqt2uPPdBbBHRPrS/RY7CUY9BJ6SdRuRoGbVu2xfWHbp+T2pLzGrvkeGPUSJoOOS6b0Ys70vixc+BXv+3d07oy2RQR/zhAEAVmW2xVjDBDX41OyKT+0FZvFQLPTo/KoBIgxG4i1GHB5fOgk1fcqkMlrdotk9BxD8aYFHN+9nMHjz8Lo90ZSBFqc0U0JdB8zmz1L32bb1/MYO+cpJJ0BUQiUhtRshtaGHpNAzoDTKN44n33L3ia161DECBmA9F5j2LfyPZwNVRRvWqCRqLXjB4x6HU/fMgFZho17y3n32904XF5SC4aQlNmV6uMHeeOV5zlQrWYmgwPdg8frWLy5hA17yvD6FHSSwJAeqWzYW0WXIWeyd/m72OtKKd+/jvSeo0OCIFC/Wga9iCwrGHQiKXEWkmIVGu1uXN1HsuObeX6X+hWk5fZi2dZjrN9dHjKP7t278/nnn4fs94YbbmDx4sXoLAZkl5fyhlocThlF0YHkCZ2A/7MAtUwT3EouK6rUgSSo597pcZFgjSO2IIbMy9Mp33GEbV+spv/YwRiTrdg9ThRFzXAY9EZm/HYW/Zsy+c31v+HVPz/LvxZ8zJrDW9lyZBde2YckSAzO7UtKtxkseymyBYnsk9mzeCv7V+6k7xnD6X/mCLJyshl59iS+fv4jqo+U8/Tzz/Dq315kd9lBGvzkeDW4IuycdwSTzkDfM4fTVFFH0Rq1LN5c3ciXj7/P5Q/fiMGkZtdGnT0Re7OdbZ+uAgXWvfkdMVYrqafk4fOXFwUEzHojTq8br9/LLsZsQVDA4fF3RxptjL34NGqKyhBEAZ/TjclsIsZoYdaQM8Lmp9freeutt/jggw86tSD8ueOEMkBvvfUWb775ZtSPnyv+8pe/8M4774Q84uPjQ8Z89dVXnHPOOcTHx/Pcc89xzjnn8PDDD3PLLaES/rIsM2PGDN5//31uvvlm/v73v1NRUcHEiRPZvz+8c+EkWlBRUcHKlSs577zzOr3tfffdR9++fZk7d26HY/ft20d2djZvvfVWu+WEYGzZsoV333036vms92eAJJ0Ba2J2mIBfRqJVLS0oUFca+r0wxiQgmhL83BP8pFwPtY1ONu0rx6CT2LpZ3X9mZia5ubmt3/4XgczMTI4fb5tHAy3Edb0lgbKiHaTEmTUOVG6ajZQ4MwadiNvjY+KgHO69YiSTh+Si1wk43F4Khs9ElHQc3vA5VmPLZ6yWzQL6M5A7eAbWpGzsdaUUrf8chRZ6hyhAnDWUAJw35EwESYe9tlTzzmoNUdKRP3QmACXbvsXjDDWEFEUBk0FClqGizs6737aIPcZZjQw7TdVqKtryHfU1lSEK5W3auWw5RnWDk9yBpyMZTNiSc3A31yAGqVwHWu9FIN5qxBLEifN4fNQ2utCbbaR2UbueSveuJslmjEopHVR+11133cX2jVtx7qjH3ZCGooiIog5BieAwrgjoRJ1qmRQUSMqKgtProsnZTI29HoNOzyXDzmJEwUBEk55pvzkPn9fH9y9/ToI5juz4dLLi08iKS8OgMzCq62Cuu/Y6zj//fDZv3syrT73EFSPP5ZFz7uJP02/k0XPv4opR5zJx+NgOb+Q+t5ftn69GX+sjOSaBgZOHkd1bFQRe/e8f+HbjEsZ0G4LFoAYPYpBtSWcgKwqptkTmvTKPcePGac9XHDzOp0++S6O9EYfHicfrYfDMMfSZPlQ9hbLM989+yrp5X2M1WrAYzMRbYrGZYkiyxlOQnEOiNR4RCZdbQHSloHgN1NldeHwi59xzFV2H9Gb3wo0kWGK5YuS55CVFzioPHDiQM888k/nz53fu4H7G+FWboU6fPp3LLrss5NHaHPKuu+5iwIABfPvtt1x77bU8++yz/OEPf2DevHma2zfAxx9/zOrVq3nrrbd44IEHuOmmm1i6dCmSJPHAAw/8fx/aLwpPPPEEd9xxR6ftGQ4cOMB7772HoihhgWskPPzwwwBMmTKlg5EqmpqauOyyy6IqzR08XscrX25nX0k9MYkZ2FK7ICPi9obyHgS/MJ3ibgJHpeblBBCf0UM1uhQFv9aLqvmi14m8841ahli9WrXYGD169C92FdalSxcOHTrU4bjJg3NorjqMvaGGgztWh/hctSauB4jCf71+HMlxZvLzc+k19DTqq45xcFuL4J0gogaXAWVeSU/f064D4OC6T3HUlwfxZcDeykjUHJusmZAeXPNRmIRBANn9p6A32/C5HRzZ+rX2vM4vbWA26jAapIgK5V1PGUd8SjY+r4eijV9qCuXt2rnEGUEQkIwWhs96gMaqEo7tXKK12Rt06r+iIIAoMLp/JlfP6Kdx4qoanPj8kV96L7UbzNlYTc2xPZqekt3p4ev1xRFJ0QHMnj2buLg4vv1yAc7STJKdk0h0TCTRMQFBCWTMRfWhCC3BpiiiE9XXBdQMoU7SM77bMG6fcjUjugxkXLehmPVGUvpm03f8II7tPcymRatUQrwg0uBswqw3MrbbUARB4JVXXiE7O5t//OMf3P3cn7n3iyd57OuXuPeLJ3ln3edU2GuiMhCOS0kgIUNt3xYEganXnoMgCrjtTl78x3OM6jKQGKMFnSiRFZdGVnwa2fHpEZ3i27LP0Es6bpl8Faf1G8dnn32mEdoBDB4RxaeS2HWSnik9R/Pqc/MYf2bLdezg+t18/9C/6deUwaMz7uCRmXfw5IV/4pFz7uT8XlfhPDoUR8lwdPVDMTcNR3Rm4nQpNLh99DttJM0ldUyMH8iILgPbPRfjxo1j3bp1uFyudsf9UvCjAyC32826dev47LPP+Oyzz35xJ6exsbHNrpTCwkIKCwu57rrrQspdN954I4qihHTBffzxx6SlpYVkMVJSUpg1axZffPHFL+qc/H+iqqqKpUuXdrr0BfDII48gyzImk4nf/e53EccEeBKFe/by3nvvMXfu3Kj86RRF4frrr6ewsJADBw6EkGxbI7AqX7hkM8f2b6KpppS4jO6qYWl1M42OUA0NQRAo3b+O/ZsXI0o6bCm5xGf1whyfjscr4/b48Hh9+GQ1rZ8SZ8bh8vL9xmLWrlXtDkaPHt2JM/XzQkGUYohdM+PRNanjvnv3USoqKzskrtssBpXf5VMYPHk2CAIbv39fK2OJCFhNupAmnsScfmT2GY/sdVP4/WsoQS+6POHXhoKR5yPqDDjqKzi2c0nEuesMJnIHTQfg8KaF+LxuLH7OjSgIDO+tEtMjKZSLosTgKRcBsGPVlyheO+t3l/L9xsNt2rlIgojNrLZLJ2T2JK37cOrLi6g+stPP71HHy4qC2ajjtCF5GiduwqBs3F6fqogtCnQbMBZJp+5r3+bFuNxequodNDo8LFpXxE1PhZvRBmCxWLjs8itwOR0c3bUMUdAhYkDEgICBIH1zdT6yEiCvoKAgCiJJ1nj+cvbt/O2833PpiJlaRiI/KZuLh52FQadnyMUTMcdaWPreVxw7clTLFF087CxtfGJiIn/4+wMgCDx//+M01tapJHifh5UHNvLUD2+Qkdc+h67bsD5c9Y/fYrK2WFekdclk8Onq72/Xkk0c2V2kzavW0YDD7aTR6QRF1I4tlPsU2q5u0hmIMVpJt6nqz0lJSSxcuJCkpCROPfVU9m4txLOqjIeDzsnoroNZ8kWoMOeR/UXcedNtZGdm8ZtrrueH775n75Eq3vlmLx63RHKshViLgRhdIknKKSS7JiFVjcRTNoonn3iFv9zzAN42WuyDce211/Laa691OO6XgBMOgJqamrjjjjtISUlh9OjRXHDBBVxwwQWMHj2a1NRUbr/99p+9XcakSZOIjY3FYrFw9tlnh5WqtmzZAsDQoUNDns/MzCQ7O1t7PTB28ODBYVmM4cOHY7fb2bcvnO9xEvDkk09y2223dTr7c/DgQd555x0Arr/++jDe1sHjdby6YAc3P72YW59byrmX/xZBFLlkzo1R7f9vf/sb77//PqCWzlatWhVxXPCq3FPXIsOfmNkNye9vVF3vDLuR1h4/AIDP66ax8gh1x/bQUH5Qu1aqppcqcdpk0GHQS3yzdA1NTSrX4JccAOXn50clhtjc3MyWDWrGy+d1s/qTx/HKcrvE9WDNp/jUHLoNGEfVsQMc2bMBp8dHZb2DRnu4qFvPCVeiM1hwOxoo2fED0FLGaL1mN8UkkjtQlUU4uOZjZG/kLFDeoDOwxKdTMOxMUuOMZCZacbi8WtaqPYXyXkNPIyY+BY/LzvG96/F4ZTbsKW/XziXWakTyv1Yw7CwADqz7wt/+LuPxa09dPLmnFjQWZMZxyZReJMeZSU2wkJtmIzMtibw+IwDYv3UZx6oaNe86FHC6vCxuZUYbjCuvUsvR+9Yv0gJPAQmjNwNBCZS6ZBDUb7tKYPaBAia9kVEFg0iwxKKXwimqI7oM5PYpVzN10AQmXX02XpeHpa8tYFzXoVqmKIDi6qPsk0oZfPZo7HVNLHttISadkRiTlURLHG6vB0dMGwsbAcZfOZ0L/nAVlrgY7ekACX/sRadhjrUA8Ls772Jobn9un3I147sNw+OFmkYHslcfuk8lyEXeHxFJgojZYEISJYz6ljJh9+7d2bVrF7feeis6nY5X5r3CI39+WDsnbq+PZqeXH1aHt6bb7Xbee+89pk+fzvCBvVn1xUt46sLFHkVBR4LVhtOlUCOkMXLkSJ555pnI5yMIXbp0oamp6WdrcNoZnFAAVF9fz7hx43jmmWdoamrilFNOYebMmcycOZOBAwfS1NTEs88+y9ixY3920tegrlKuuuoqXnjhBT777DN+//vf88MPPzB69GhKSlp8UgJy75HaiDMyMkJ4DKWlpW2OA9rkPLhcLhoaGkIevxZUV1fz/fffM2vWrE5v++ijj+Lz+TAajfz+978Pea01T6K5ppT9m78n/5QpvLWkNOJFOxhfffUVjz76aMhzixcvjjg2uIRRebQlgI5N64ogCFoQVN/sCjFRrDwaHhDHpXUFWrypRAGaHV5cHh96SaS0SDUyNBqNDBo0qN1j+DkjJiaG5ubmDsctXLhQs+6QfV6qDu9kZNKxiDo4wQjWfBo05WIA1n7zLmXVzTQ0uyISVI0xCeQNmUF96X72Ln0Lr6P932GX4eci6Y04G6so2f5dxDEGSyzjr3meghHnU+eA0prmkKxVewrlkk7P5Nl3kprbi4aackRRbVdvz87FpJeIizEgCAKZBQOIT+9K+YGNNNYcR5ZVles50/ty/oTQ9m+jQUKvE5EVRdUkAnoMmgyAs6mOqsM7/cRe9eZf1+ymyeGmptHJK1+GZ4JOOaUfGQUDqC0roqy4xXzT5MtBxIigGEDREwgtBUHAarRgNZqJNVkZ2y10wdkaeUlZXDpiJp/9423OPOtMjuw4iGtXdRh3ZcWBjTg8LqZceiYZ3XPYv6GQLd+s0d4zzmwjJj0+bP+iqGZumhpaVL+dbh+VdQ6OlDdSUtFIebOXgeep9iGbN23mtddeIy8pi5E5E3AdG45UNZJk56nofRE80/yCqJIokWiNR1YUhuT2DQv40tLSOPPMM3n77bcRBIG//e1v3PWH+7WF3XWPf89T8w+RkNkj/D38aKitYu+az/n3E7/h23cfDXs92APxwb88xMsvv8yRIx172d144428+OKLHY77ueOEAqD777+fbdu2MWnSJHbu3MnmzZv59NNP+fTTT9m0aRO7du1i8uTJ7Ny5k/vvv/+nnnMIZFnG6XRG9QisRmbNmsWbb77JFVdcwTnnnMNDDz3EN998Q3V1dYjipcOhmu8F9C2CYTKZtNcDY9saF7yv1njssceIi4vTHtGUZ/5X8NRTT3HrrbciSZ3rwioqKuLtt1Utluuuu47MzBb35Eg8iZ3LP0RAYMwZV3RI5jx06BC33nprWPYykh9Oa5PVihI1qNEZTFgTMrTVok9WqG92c7i8gco6O812B7Vl4SWgxMxuGldDr5NUDydFocHuwuXxUHlE7Q4ZNmzYf83T66dCNIrAb731lpbxAvU3dMdtt1B2vP0AtmtmPNNH5uNw+2jWp5PcZSAVxTupOLwLEBD9StKSGGqCmjf4DHQGC16XncMbPtEyP5FmarTGkztI7ZY5tPYTfJ7QEreAaqqq1+sQhcA+BK48vY+WtepIoTyv93C69B1J4erPOaVLLHqd2KGdi14nkRxn5rTh+QyceD6gUL7za84eW8DffzM+LPhpax75fUag06vXruO7V+D1KciKer7UJJOA2+Ojut7JO98Whu1vxvkqkXvHyhbCrF6Ox+rug4hOLQH5DJh1VuLNsQiCgMVgCilhdQSDTs+8l+cRFxfHnXfeGeJP5vF52XKkEKOkR6fXcfbtl2AwGfnhzS+pPKJKTwiCQFpu6KL11ltv5dVXXwVg6/xVHCjcR0Ozi7KaZhrt7pYMjuAiZ9gAknPV8/nHP/6RqqoqFm8uwelSSLDaAAmLqxeiYgZFwr+0AUVEL5pIsyXhk30ab6ktXHzxxbz88ssAPPHXh3jl5ZdodnhptLuRZUjpFp3FzcHtK5Aj0D0CHohmiy1ig08k2Gw28vPz2bFjR1Tv/XPFCQVAn3zyCenp6cyfPz9i+3GvXr2YP38+aWlpfPLJJz96ku1h+fLlmM3mqB5797btzzN27FhGjBjB999/rz1nNqt130j8HafTqb0eGNvWuOB9tcYf/vAH6uvrtUdwBup/GTU1NXzzzTdcdNFFnd72sccew+v1YjAYuPvuu0Nea00qbaguY8/6b+g1fBpxSRnExxg1Umlr7C6uYMZ5F0fs2tu0aVNYEBtcwlAURQuAkrO6I4gSHq+sEUuhxcNq757dEZ3F4zO6hfA11P+rWaBjB3ZQvGMFffr0+cV2fwXjjDPCW22D0dzczA8//BD2vMvlYtasWR1ysr5aW4woqFmRghHnA1C8aQFuZzNxVoOfLyNoLfQCKvdi6FT1xn1gw0Kaqo9h0rV9iewy/BwkgxlXcy1Htn4T8pokCiTaVPXu3LRY8tNtGHQi+47WhYzrSKE8d9B0ZK+HysIlUdu5jB2QxfVnDeDL1x8kPT2DI9t+YPa43HYFM1vPQzKYSO02DFHS42isAdTbt05SidSSKKDXSYDChj3l7D1SG7K/22+4EpM1jv3blmFvbDlmgy8Tq30oij0DAQmzUY++Fdm5M8jMzOTZZ59l4sSJIRYrLo8Ln+zVFleJGclMve4cLLExFK7Y2rJ9j1x6jR/IwEEDWbhwIU8//TRz5sxh5syZ9BnQl02fr6SqoQ4ZN5LkQ5C8CKILSdAR5+vHsDNuwmCOIb+gO88++ywb9qiq5VX1Do5UNFJaJuGo7AqyAUHRIypGkE14PNDscoTxltrClDNnMWz6NQBsXPgSh7aovw2dJJDVc2RU52rUGXMRIyw2gz0QZ82ahcvlCpM4iITLLrtMa0L5peKEAqDq6momTJiAxWJpc4zZbGb8+PHU1NSc8OSiQa9evaJux+9IETcnJydkvoHxkZyPS0tLQzIPGRkZbY4DQsYGw2g0EhsbG/L4NeCFF17glltu6XT25/Dhw5q0wrXXXktWVsuFo3VGBmDj9++hoDD01EuA0JRvcDfLiu3HuPKmeyk+GFmyoLS0lEWLFoU8F1zCaKqrwNmsZpWSs8NX2SrU7qX68nAfPZ3Rgik2NcIWaumjsbIIr8dNYWFh1EaUP2e0tSAIILj8FQyfz8eOHTt48sknI24XnAFMjTeTmmgmObcPyV0GUb5vDcUbvqCh2Y3JoEMUBDxeGY9X9SJvdHhJ7H0a1vg0FFlm77K3MZralkozmG3kDzkTQRCpPrJDa3cXBFU/SBDROtckQYz4vetIodwWG8+Fl1zJm6++wNh+aZ2yc4mxmLnllptpbm7WshptIWwezW5yB05FAaqKNmOvOY4kieHka7/S8A+bQ8smfbqkcf5FlyF7PWxasZDqRielNc0UlzZwrFSkubwL3Q1ncOPo68LIzp3FFVdcwV/+8hd+85vfaAtOo96IJOpCGlz6TRzCpCtnsObTxRRvV3/nsiwz/eYLWb9hgxaUC4LAO++8g+zyUbRxD/u+O6iKLgoKAiJGbw6xruGY5Cy69uzPgClXsnnjOh577DEOHyikvtkVYt7rbUrBfrwf7vp0FFn0e/qJjMgfHHXQt3hzCd1GnssQ/3Vs3edPUb5/HYIgYEvOwRKf3u72Y8+5iVMmhjeatPZAFASBF198kbvvvrtDDq8kSUyfPp2FCxd2OP+fK04oACooKKC2trbDcfX19VG1Gf4YpKenc9VVV0X1iItr3zLg0KFDpKSkaH8PHDgQCC9/HD9+nKNHj2qvB8Zu3rw5bGW6bt06LBYLPXq0Xaf9tcFut7N27VouueSSTm23d+9eLfuj1+vDsj/BGZnKYwc5um8Lu9d/Q6+hpxGX3BKABlK+AYn/wE2z56hzmfPAB5x705OcMuECup4ynowu/TBa1aD0q29DO36CSwflR1o4PTEp6ndebTtWnwt02NgshhCydAApPXoR3zMBwSyFKh77TTnjaSEcRiOs2dEN778NSZLa9QR78803Q8pfwfB6vfzxj3+MuLhavLmEBr9/1ZGKJo5WNCMrAglZPQEo2vAF9oZqmpxuzUU+OJRQBB3dx18GQPmBDVQc3BZSJmuN3EFnYIxJourQJo76uUABd3mxFX269fcugI4Uyp949H6qqqpY/cOXnbZzuf766zGbzTz33HMddvgEz8NoEEnM6YPeqC5yq4o2IkU4EYrfiHbL/vKw9vi//PEO1Vyzcj/1TS7sTpVIbTHqiLUYOXC0gaf+vYN1heGeXZ3FgAEDmD17Nvfeey+gtpUPyu2Dy9cSiAiCQJ+xAxk8fTTzn/6AptpGXD5PRP6NzWbjzbf+iSjp2P7lQpSiLiQ4JpLomITN0w+9HNeyz1FnktV9MF6vl9UfP47X7Qoz7xW8NlzVXWk+PAyhciQxTeO5bGR0QV/wwm7UjLn0HzsTRZHZ/MXjVBapCubp3dsqgwkMmH4TsT1O5Ui56o0XaMhoywOxoKCAJ598Mir9ugkTJpCQkNDhuJ8rTigAuu6661i6dClbt25tc8zWrVtZvHgx11xzzYnO7T+GSOz1RYsWsWnTJk4//XTtub59+9KrVy9eeeWVkIv1Sy+9hCAIIa3bF1xwAeXl5Xz66afac1VVVXz00UecddZZEflBv1a8/PLLzJ07N0xJuyP8/ve/Z968eYwcOZIbb7wxjC8VyMi4vT6WffIsn714F6k5Peg+OFT3JzjlC6FlM53eQHb3gWR26csZcx7kglufZc79/2L8pQ8iJeSHzSlQOig52MKDMCXlq+Ur0OwVkuPNWIw67C4vFcfDLyyp3XsRk2klZWAS5lST/66sYNBJTBqUw/HilvJtRwFQXV0dr7/+evsn87+M9sQQXS4XixcvxmKxYDKZEEURq9XK4MGDufHGG3niiSf4+uuvwy68e47UsGhtEU1OLw12Dx6frC1I8oacjdGagM/rZu/K92lyeMM0mkAVn+zSfxxJ2apNwtbvXkcS2i63Ga1xJOX1B+Dw5kXIPi+yrBBrCc1eyYqCy+NDEtG+d8EINjx9/IZxPHbdWK6Y1puCzDgyMjKYM2cOf/3rXxnVJ71Tdi5JSUlcccUVlJSU8N13kcnakebxwu1TOG1oHqldhwBQfiCcA6coCooCZoMOn0xYYFdQUMDzr75NfX098VYDeWk28tNjyUiykhRrilpgMVrceeedbNy4kaVLlwJoukH1jsaQjNnkK88kJt7G50+/h0nSt8m/6d13AIOnXonP6+a7d/+G4lW72VrDoJMYc8GdmK02mqqPsnfFexHNe9WGCAG7A0b0zo5agT54YScIAuPOvZnsfhORDGYcfiPf9O7DwzcUREAhJsaGIIBXlmmwuzlW1URFnb1dD8QZM2ZQUVERVXlr2LBhv9is9AlZYdx6660cOHCASZMmccsttzB79mzy8vIAtUTx4Ycf8txzz3H99ddz++23/6QT/ikwevRoBg0axNChQ4mLi2Pz5s288cYb5OTk8Mc//jFk7D/+8Q/OPvtspk6dykUXXcTOnTt5/vnnueaaa0L4TxdccAEjR45kzpw5FBYWkpyczIsvvojP5+PPf/7z//ch/mzhcDj45ptv+Oqrrzq13ZYtWzQF0rVr14Zk6gIIZGQ++HgBpYdUcl5ZcSFrF71OXi+/cmoQT8KgkyKWzVr/6PVGE136jkTRi7i9vpALV6B08M0balu7zmDCEp+hdswoqpCh1ayjrlHtAjMl66gvLQ6be3LXXgheBUknktQzHox2GmqcmPQSpw/N5Pe7W1zjOwqAtm7d+rPvEsvIyGDDhg0RSf8Gg4HXX3+dlJQUunfvTm5uLv/+97/x+XxcccUVEfe3Yvsx5s3fjrPVTThAwdIZTHQbexG7vnmJozuWkDf4TGwp6jUrYF0gimrQ6vXBmJk3MP+FW6ktPUTl3pXEdx/f5rHkDz2LYzsX42ysonzfWjJ6j0WvV9eWLreaoWl2evHJMlaTnn9+XciUweGcnEgWF8N6pTNlcC6/+93vePXVV/n444+ZPXs2BZlxUdu53HPPPezZs4cDBw60OaY1DDqJ00d04d1uQzm6YzE1JYW4HU0YzGpLeKAjTPSXlIMXFMHQpQ6guaEa0VWDLjY0OAsILFY3OFm8paRDU9+OIEkSb775JmeddRYrV67UdIM+2PAlNfZ6jJJeyzxOuPFsPrv3DeRtdeRdFDkLYzRInDLxAkr2rKe8aAdrF73FmLOvCxvn8cnEJqQw8uybWPLBXyne+CXp3YaRVnBK2PEqiozXB+M64eGnLew8Mmb/cY4+93bKSkvYv+JdYtPyScrpg95oxeNSy7CipGfQzN/hqjnMus+eYMZ1f8eW1oMmh0qcbnZ6mDAwh/PGdWvzvI8aNYq1a9cyatSoiK8HYDAY8Hq9Hdrb/BxxQrOVJIkXX3yR+vp6HnnkEQYMGKB1MQ0YMICHH36Yuro6XnjhBSRJCnl0dtX/n8Ds2bPZv38/jz76KLfccgtff/011157LRs2bCAtLbRt8cwzz+TTTz+lpqaGW265hU8//ZQ//vGPvPDCCyHjJEli0aJFzJ49m2effZbf/e53JCcns3jxYnr27Pn/eXg/a7zyyitcc801nf6h/OUvfwn5u63uwsmDc9i9/F8hzw2bqpY0IqV8I2mxVB7dT0pOaMmyrfIFqKWDgow4YhOSScrsiuDnNdksepJiTTQ7vEhWHckDk1AsNRis1rB9JPfqjSyA4paRBXBZRUz+1Vlj5WEtkxETExOiEhsJmzdv/tn7z7W4VIdDEAQuu+wypk2bRkFBATqdjsGDB7Np06aI4wMlzOaAVg0tDujB6/CsfpOJScoBRWbf8ne0cYriJ/iKgtZ5Z0ntRpcBE9X9r/4ASQnXDgrAlpJHkt8Us3jjfBRFNVCtb3ZxvLqZRocHnyxr/LMlETR02rS48I893mzk4osv5rHHHtPOW7R2Lvn5+YwbN07TtYoWvXITmXraVERJh6LIlB3cpGkKBYKfpFgTiqJoHJJguL0+Nu4tp9uQqezZGDn71BYn70TRpUsX+vTpQ0pKCgsWLGB4/imaPo9O0mtqymePO52/P/UPnv/r01x99dURXc4NOokRfbIYcc4dGExWNi/5N0f3bw0ZE1hQDeqeSt6AiXQZoLbGb1v0HA57Y2QDX4uBzOTwa0BbiNSlF28zE5eczYDpv2XPsvex11eQ0Ue10NDpTQy94F4yug9j1BlXMmTKxfjczaTEmclLjyUvzUaM2UB8jLHdoDMuLg6HwxGViG9WVtZ/3Mz6P4ETCoBycnLIzc0lLy+P3NzciI+2Xvs5tHk//PDDbNmyhbq6OtxuN4cPH+bFF18MC34COOecc9iyZQtOp5OSkhIeeugh9Hp92LiEhARee+01qqqqaG5uZunSpWEiir9mOJ1OFi5cyPnnn9+p7bZt2xbSlXDGGWe0eV6P7t9GWdF27e/EzK6kdxveJk8ikhZLQ3UpcUmhhPnWZbNgVNXUsmLZYhpqq7j28vOYPjwfm1lPcqwZp9uLMcVE8sAkTEkmjm5ej7O+DnNCEsk9epPRfxCpvfsRn5WDYBBRRFUfLi4zhrsvHcbY/lls3rxZe6+BAwd2GDxu3rz5Z58Bguhc4QPo0aNHm+KJizeXYHd68MlKuAdTUBAkihI9JlwOQOWhzez8dp4W/AQTfAVBoNnpYdgZVyPpDBQUFNC8/1vaQ/5Q1cW9vuwAdcf2cLi8kYo6B165JVOSEm8m0RZe+mnX4iJo7KVX38S2bds6nT0FuOSSS1i7dm1UFiTBmDtzCOn+TEbFgQ3a+bFZ9KQnWvD65DAOSQCBxUXPoaexd+N3KG107rW3uDgR3HHHHfh8PmbNmsWQIUOoKi7j0hEz+dt5v+eRmXdopOvbbvgtBoOBN998k/z8fN5+++0wntTkwTkkp2Uy7MwbQVH47r2/4rKr3LTgBdWUITnodSLDz74Ja2wSjoZK9i190094VgNtm0UNOmIs+ojXkfbQukvPaNCRFGfCYLIw4Ixb2P7NKxQMPYtR59/F2DlPkZI3gOR4MyaDjhHTryI+OZPaihJEf+ejMcqgc8KECaxYsaLdMaB+J1pLw/wScEIBUHFxMUVFRSf8OIlfJ1577TWuvvrqTmd/HnrooZC/29OWal1uHHLaZcjQJk+i9erK3lAb5mTYulMigIDa9Jx7Wwx/a+Rk+hUkYzHpqW104tYJxHWPRfSXRKoOqFweR201Vft2U7pjC67GBhBFJEkgNtZEaryZGKuBrDQbQEgAFE1mZ+fOnfTr16/Dcb8kSJJEZmZmmIBioISp938ugTJWSHIp6ONMKRii/f/otm84tnOxn6jaMihw0zLZUugx9DTWrV3D8gVv42ysbnN+yV0GYk3KBqB4Y6jDuNBqDoIgEGdV3e2/23Q4oh9Y8NiAdMNRewxPPPFEh80ckdC7d28GDhzIBx980KntumbGM/vCcwGoOLQZm1kkyWbCoJdocnja5JBAy+LCYE0gIS2Xowe2RnyP9hYXJ4KePXuSkJCAw+Fgy5YtnHbaaZxxxhkcPVJCjMkaQng++2w1cD1+/DhXX301PXr04IMPPtAyroESd8+hp5LXfwJNdRX88OFTYQuqnjmJDOuVjqi3MvmiOwEo3voD3vJtmoFvcqwJWY6cLesIkboFdaKIzWLAYouj/+k3sHfJGxT0G0FSWjZJcSZs5hYeWmJ6Pk11lbgcavAWbdApSRIJCQlRqT6npKRQVVXVqeP6b+OXVbA7iV8sXC4X8+fP58ILL+zUdjt27AjRkpo2bRojRozQ/nba7dSUl+K021mxYgVLlrR0ag0YMID5r/yJZ26Z2K56cGB1VVXbwPt/nxui6NxWp0RwyaKipGX8UXssb39dyKi+Geh1EqZ0E4Ikau7u1QfCtaiSu/lLpAo4fT58CugEAYO/LNeZAKi5uRlRFMNMff8XcPbZZ4c5UQeyDAadqGV7JEnUgiCltQ+TIJDWo4XTsOOr59n46d9wNLWQcBW/L5XD7aX/uHMBAdnnpWjD523OTRBE8oeo9hPl+9dhr20hhSr+fVbXO2m0u6mss3Oksokmh4cFqw/x7YbDIfpP4ftuKRPd/NtbSU5OjvKMheKSSy45Id2WW69TS8geZzOH9myjst5BTYOT5HhziLBjawQvLnoPm0bhuvDMVVuLix+DhISEkEVWbW0tX331FUOHDuW6664L6R4MFhX1+XwUFRVx+eWX06tXLz755BNkWda6427/0yNY41M4fnAbe9d8HragClxH4nIG0m+034pkyxIkUUBQiHgd6QyG907ntgsHM2FQtkaAt5p1nDm6Ky/ecwHz//06tRvfwmaSI36XsrsP4tiBbSiK0qmgc8iQISHXoPYQFxdHXV1dZw/tv4afNAByOp2UlZVFZah2Er8uvP7661x11VWd1v1pnf3505/+hKOpkW0rlvLKn+7k8euv4IW7bubx66/g+isuCxl7//33YzLoO+RJBFZXxVu/w9FUR2q3Ye22F7cuWTRWqFlNkyWWnJwc3B4fa3aVcsnU3lhSLOBTW4U9jmbqj4ULMCZ37QGC6v0ly+rFqX9yHHpRxO12s3PnTm1sRwHQ9u3bOeWUU9od80vFqaeeGiJUCi1ZBq+sYDXqVDKzoEoQSIFsUKv9JOcPCPm7fP9alr72W8r2b0BBQZZlBATsTi8OXTIZfnf0km3f4WpqW/4js8949OZYQOHwZlUbJXAfUknDMhV19haNGAFkGexOj187pm2eUfCK/URLDRdddBG7d+9m+/btHQ8OwpF6HQnpqrRDw5EtpMVbSLSZqKpz8M+vC9u1lgkEBQn5Qzh+cLtWPoK2Fxc/BSJlyWpqanjzzTfp3r27lgnr169f2P3K5/Oxf/9+Zs2aRf/+/dm4cSMFmXHcOnsMn330AUadwroF80j1HQpZUAVnaXpNvJIhp89l/9bl7N62pt2Oq44Q7Gv41Eeb2bS3nCE9Urn9wsHawq5nbgJDB5/C/ffdx45FL+B0hmtFCYJATo/BlOzd1Omgs0ePHu0KCQcQGxvbpnzFzxFRBUCNjY2sX7++TUPP/fv3M23aNGJjY8nKysJms3HRRRdFFAY8iV8fXC4Xn332GbNnz+7Udrt27eLjjz/W/h7Utw/bv/gXz9x6PZ+/9DSlRQeRZTWFW1xRye7iFjG2fv36ce6550b9XsN7plC84Qv6DBpFVkGfdtuLW5csKo+q3TXJ2d0QRZH4GCN2l4edJdXoDaL6KxOguiiyrkZStxaSvKyASScxPF11hjYYDBw+fJiFCxfy0EMPRVReD8YvgQAdQGe1sfR6PTExMSEr+OAsg81iQBQETX1bJ6nig8HyNTpRQG8Iz4657XWs++hhNi94AbfLgcenEn29Xpnuo1W5C9nrpmjDF23OT9IbNZPUY7uW4nE1a6U4WWl5BDRiBAQkSUAUBS1DFMl9HkLLRHl5eVH5NbVGTk4O48eP7xQZOhDsZ/YYRnxKNga9hNWsJ85qjKqNPRAUmM0mMnuOZPu67zrULvop0FajgCRJxMTE0KdPH0C9TrSlKi7LMoWFhaxfv1577rRTp3DN3LkoisKll17Krl27QrYJZIumje7J4CmzGTjlUpZ/8Ch90nwRZQo6Qlvk+GVbj/H0R5tZvzu0/XzEiBHccvNv2LzweWobHGFBkM5gAnMSjtqSTgWdXbp04dChQ1FlD1NSUqioqIh63/9NRBUAvf3224waNYoFCxaEvVZWVsa4ceP4/vvv8Xq9KIqCy+Xio48+YtKkSb84UtRJ/PTYuHEjDzzwQKezP6+//nrID25Ut1yaGxtwOezac4oCbq+XdXtDyZ1zLprVKa7RO++8Q1npMV586jGev21ym2Wz1m3zPq+bmrJiAFKyuuGSFJoSJKynJLJLciJLApJRgjbKXxBUAhNA8cmc2SWTbFuLynpGRgZnnHEG9957b4ddlFu2bPlFEKCBExJQO//880O0tqAly+BweUmKNWlBkE+W8fnkllZ4SSA53kx8nK3N/R/d/h2r3rqD2qOq7IACWJJySeuh2g2UbPsGt71tzZrcgaeTlNcfUdJRtmd15EFBWSGrSU+M2YDqiu43zW2Vs2qrTHQiFgSXXHJJCMelIwSC/Qkzr0FRZCpLWhbBwfykSNYyAQSCgtmXXM6hLd91qF30UyBSFjQ+Pp5LLrmEPXv2aK/n5OREdDQIBNuffPIJN954Y8hrf/3rX5k6bRpNTU2cPXNmmCBnsKbT0s9e4awzp/POk3eRYI7unAcQLTm+dfB55UXncvfv7mhTMDMpLZupg9Ox6dvOOEbC2LFj2xUvDcBoNJ4QT+2/gajuEMuWLUMURS677LKw1x566CEqKipISEjgiy++oLGxkc2bNzN06FD279/PSy+99JNP+iR+WSgsLGTs2LGd3m7fvn0MGzKYpLhYumVlMKBPbzzOoJZMP1t1deF+dh4+Sm5KEgkxVlLibFjsdVG/j9fr5bHHHmPs2LGMHz++3fbi1m3z1aXFWhYqtkt35DwLuhQTiAKKHHSTEqDqQHgG1Zqcijk+Qb0n+hS8xc30bucG3R4URaGmpuZ/WnV87NixYV0pwaUHlz8TZDao5bBANshkkMhMisFmNmCLIEMQDEd9Oev+dS/1x1s+r64jVe6az+OiqBXJORjGmARiknNx2+s5vGlBeBnC//D5ZER/S7TJoBplaqa5ZQ1U1jtw+Yn5kcpEXbp0OaGGkgsuuIDS0lJWrVrV4djgYF+SdOT0GEJp8S7crpZFbbRt7AWZcfzltxdy0bnTePw3Y9rl5P0U6N+/v8aD0+l0pKWlcfvtt/PGG2+E2LAIgkCvXr3Cto+Li2P79u2cd955Ic8fPF7HG18Vkj7memKTszl08CBjp8xg35FwgrxBJxEXY+Ltf/4Tq9XK7NmzO0UPiZYcHyn4nDv7dO69clSbgpk3XD6TdevWRRXQBGCz2aKWsfmlCP9GFQBt376d/v37k5oa6lUkyzIffPABgiDw6KOPctZZZ2G1Whk4cCCffvopOp0uKlO1k/jfxfr1609ICmDXrl0sXLiQDZs2gyxz7flnqfoqHnXVElBadnm9rNmjlqCOVFZT29TMKfk5VB05jNNub+cdWvDhhx9y8OBB7r333g5bs1u3zVceaxGXSx7ST+XyOH3IHhnFF3rzq4qQAUrq5g9WFHAXNyM2ek+4GyZQKvslS9N3BFEUSU9PD1ORDrZxsJp12KwGMpIsTB/ZhdQEC3FWI0a9el4jlcAiQQnKxMSmdSG1m6q2e2TzItyOtn2S8gbNAASaqkuoPrwt5DVBAK+fE5YUZ8LtVR3Vg5lKPp9CQ7OLY5VNlNbYI5aJAuJznUVSUhLnnnsuq1e3kZ0KQutgP7fXUGSfl2MHQo+pM23sN990E411VT8Z4bkt9OjRQ8tETJs2jT179nDttddGDPyGDBmiZYsFQeC6667D4/GEeVwFl6MEnYWpV/0ZvdHC7q1rOfeSa9rkQlksFr744gu2b9/OnXfeGdX8Iwm0tkZHwWdwJipSRnvq1KkhBrK/RkQVAFVUVEQU89u+fTt1dXXodLowV++srCxGjBjB7iAF25P49eFEVYmffvpp7f8TBw8gPiYGOcIFf8P+IhzuFhEzURDo3yUHBQV7Y8fy+rIs88gjjzBkyBCmTp3a4fjWbfNVx1oUoONycvG5g9LcQovWjc/jofZwuAZLcteeyF4ZvDKuaueP6obZtm0bffr0iahR9b+E888/XzPEDUbrC/4Lt0/hlvMGMrZ/ZoiInEtu/7KXlDuA0Zf/Q/MPC6DrqEAWyMnhTW1ngSwJ6aR2U72ZDm8KpQ0E/OAykqzodRLV9U4URUGvk5BEAVHAzwsS/aUypc1Oq6SkpBNqO77jjjs0u4j20DrYz+42CEEQKdkbaovRmY6i7t27d0qR+kTRo0cP9Ho9L774IgsWLCA+Pp6MjAxsNlsYl7V///7IskxCQgLffPMN8+bN48MPP+Suu+5i8eLFQORyVEZ2F06/8j4QBApXfc4f/vxkm1yonJwcPv/8c15++eWofPoiCbRGQjTBZ1sZbYPBoDk4/FoRVQDU3NwcUSkzoMw6YMCAiC7m2dnZNDQ0/MgpnsQvFRs2bGDAgAEdD2yF8vJy3nlHVeq1GI2M7K8SFsVW6Ve318vq3aEX04Fd84i3WhAQsNg6Tq9/8cUXFBYWRpX9CSBYlMzZ3IBObyShS1eEVj8nQWxR4Wsojbw6TO7aA8Wr4PMqmHTSj+qG2bZt2/9sB1gwBg0axHvvvdfm4qr1BT/483K4vTS1I2zbZcS5DJ31ALFpBbSm2MSldyWlYAiCIFJfegBFaZvTkT9UbYOuPLSZpmp1lW026shNs5ESZ8aol2i0u5EVBUlqUcWOtRrIS4slNzWG/DQbBp3EvqN1Ed8jKSkpoiFsRxg2bBg7duzQnNPbQutg32iJIS2vF0f2tihy/yfa2H8KxMXFUVlZGWa4PGDAAEpKSkLMvM8++2yuv/56CgsLOe200wA1O/LYY49x4YUXcujQoTbLUfl9RjDmrGsBWP35s7zyftuB8ciRI3n11Ve56aabWLZsWbvzjyTQGgkdBZ9ur49Gu/snUdn+X0RUAVBKSgp79uwJe37lypUIgsDw4RGM2FDb4n8pZKiT+Onx5Zdf0rdv305v99JLL2ny62NO6YPe38YjiiI6varZoSgKG/YXYXe1EPlEQWBC/16gKKTm5WOKQG4Mhs/n4+GHH6Zfv36aIFo0COacVBwvxutxkT9qIorccscUBJD0LT+vhNx8ep95LvE5eaT1GUB631NI7dWX5O69VJHEeg9zpv+4bphfSwCk1+t5+OGHueeee6IaH/x5VdY5UMTQDJkxJhGjVS0blu1ZhewLX+wF0HPilVgSMqgq3krpnrZ5NAnZfYhJyQdg+6JnEQCrSUdDkxtFUZBRaHZ6/P5QLWrRsRYjohBwEhc75NcYDIaIi9P2IEkSY8aMiUrht7UCcU7PodSWH6aprvKE29gTEhJOKHD7qTBlyhSWLVumBUF5eXm8/PLLpKenh4y77bbbOOuss7jp5ptZueWAVo6SUT+vAFl90KTZ9Bx6KrLsY9GCL9oNNq644gpuu+027rzzznZJ7JHsL1qjveAzuHX+1ueWcvPTi3l1wY6fxHT2fwlRBUCBUtaXX7ZEt5WVlVo3Rlulg8LCQjIzM3+CaZ7ELxFNTU3YbJ0j9DocDp588klAJS9edelleNxu7SIQEx8PqNmfVYWh2Z8BXXKJN5sQRJExZ57T4Xs98MADKIrCTTfd1Gl16rH9s7j74iHa6j4xt6ua8SHIh0onhIjQVO/fR13JYcoLt1O2axsT7rgPW1oGgigwMiv5R3fD/FoCIIBzzz2Xqqoqli9fHtX4sf2zuOS0XsiyjMmWhCk2Bclgpse4Sxh/zQv0O13t9HHUV3Bk86I29xOTlE16z9EAHFj5L2RfZB6OIAgkZquSBQ1lByg/sJFuWfFaZ05jsxtZVkKCn6Q4k8ZTCqCjEkd+fv4JBRPTpk3j66+/7nBcawXi5Hz1+7V3x7oTbmMfOHAgW7du7fScf0qMGjWK3/72t+12KQuCwEsvvYTd7uDbNx/E43ZRWe/gSHkjJRWNHClvpLLegdsrM3nWnUyY9Tv2bfiGhQvbtyp57LHH+Nvf/qZludtC6+AzGO0Fnx35yrWn2/RrQ1RX/ZtvvhlFUbjwwgu54ooruPPOOxk2bBiNjY3k5OQwY8aMsG0OHTrEvn37fjUX5JMIh8sV/sPtCGPHjqWxUSWYnnbaaUw++xyMJjPNDfUoioI5xoYlNo5NBw7THGTSJwgwrk93BFFkxOln0ndk+11nLpeLV155hS1btnTodtwWZHulRsru0bUnok5AZ5LQWXXorHotIFIU9UZXU9QSsEl6A/E5uerrXplVm47+qNVZY2Mjhw4d+tX83gRB4O9//zu///3vo/qOrdh+jHe/3Y1PBr3OwKRrn+O0W/5J15EXIOmNJHcZ7Dc0Fag+shMUmbYqOvnDzkZvisFeV8qxnUsiDwK6jpql/X/LF39n9fLv+f0lQ/2dOZJWHrVZ9GQkWUOsCwL4qW0iApg2bRrffPNNVGODCeaZXXqjN1ooP7jlhNvYRVGMug3/P4W0tDTuu+8+br311nY7ocxmM//+8EPsTbUs+eBvNDQ71dKoX9m90e6mtLoZh08g/5TJTL70j8ydc0Wbxr2gZuCmTJlCWlpaSFKhNSLZX7SnoeT2+thxsJI3T6B1/teKqAKgSZMm8eCDD+LxeHj33Xd5+umnOXLkCGazmTfffDNia9zLL78MqD+0k/h14vvvvw/zbmoPixcvDpFcnzVrFun5BUy5+HJ0Oj0N1VXYGxsQDUZW7wnN/vTPy6HfKadw3k23M/XSOR2+18cff0xlZSXjxo074aBhx44dgKovMvKUXog6EVGvCtwFt78LgkBjeRlue8u5SMjrgoiE4FUQZXA4PO1qqXSE7du3k5mZSVJS0gnv45eGMWPGkJmZGSKWGQkBAqvHKyOKKjdL0psQRJ2WoBMEgd5TriEhpw9VRZs5unMJbd0X9UYrXYarIpsH13yIzxtZT0XStwQ0iuzl2zcf4NP3XmPuGX154fbJIaa5rTM/ED2/5kQCiqysLARBoKQkuu9cgGD+4p1TmXraFOqP7uDq6X1OuGT7czDO7NGjB3Pnzu0wiG726hlz8YPUHNvD7sVvIgr4y5SqsaiiKFTVObC7vJw380yee+45ZsyYwcGDB9t9/2nTptHc3MzKlSvbHBMcfEZqZx/bPyuk3PXnf66lvNaOxyfj9oZ+J6LVbfo1Ieq8//3338+GDRv44x//yDXXXMNf/vIXdu7cyaRJkyKONxqN3HrrrZx++uk/2WRP4peFpKQkqqvbNpAMxosvvqgREAO46qqrKCs+xNF9e1EUGZ/PS1NtLau3bKPR0ULgFASBtz/9gusefrzDzE8Azz//PKBmN08UgQCoR5++7GluRi8KmsVBaw+G4OwP+EtmXnWs0OjFoIvOnbkt/JrKX8H461//yv3334/b3baoW4DAmhBjJMZsQJYVfD6VwRFMe49JytaUnPctfwe3swmDTiQp1oTe7y8WQN7gMzBa43E2VnN4U2i7dABed+sbvMIf/3A311xzDcg+Th+Rj8Wk73SJozWSk5NPqBts2rRpfPtt+y73rWHQSVw0exaDBw/WMrUngmHDhrFhw4YT3v6nwogRI5g8eTJ//etf2xyzeHMJMfGpjJx1PyXbF7N/bagQpygK+BRVyHLyoBwuvfRS7rzzTk4//fQOFZEvuugiduzYEaYoHYz22tmDy10ut09VElegyeGhtLo5zF4lWt2mXws6RXwYPHgwDz/8MPPmzePee++lS5cubY596KGHeOqpp0hMTPzRkzyJyCgvL4+6xBS4WXeEoqIi1q1b92OmBagX8Pj4+A5l9z0eDzfccAM33XRTyCrWYrFQuG41Hz3zD7avUjsmrLHxxCQkMqJ3DwZ2LyDbzy+bPXs2p3Si1X7jxo2sXbuWjIyMTtlltEbgnCbkd8Xl85ERYyZG0iF75DADqppDoTYYSfldQSeArCDVezWuR3lF9Qkp/P5aA6AePXowefJk5s2bF/H11noqNouquqwFP0KLX5cAZPYaQ1Jef9z2Bg6t/he5qTYSbSa1bT2I1C7pjVpb/L7l71BfFt7a7XNH7rJ64403OPXUU4nVezpV4mgLASJ1Z3H66adHxQNqjcsuuwybzaaZiJ4IjEZju0Hr/ydmzJhBWloab7zxRthrge+PxaSnS/deDDv/D+xd/gGHty9WA2lZ1jhcJr1EdmoMAHfddRczZsxgxowZHXpj/eY3v+HLL7/sUJOndXdj69b8GLNetVcJykxFslfpjG7T/zpOusH/grFu3bqoU99PPPFEVOM+/PDDqMW62oMgCBw6dIgffvihzTFVVVWcdtppWrk0GC6Xi+8/eBuPx40tIRFzjA2j2YzFZqPG5WXr/kMcLyvlyb//jQceeKBTc3vhhRcAuP7663+UZk7ApFTKzEUviqq4nc1EeqwZCyKKw4fiklFkhcPrQtPciV27q8FPuRvBKWtcj4tnnUdsbCwjRozg2LHoyYoOh+OEBCf/F3D//ffz1FNPUV8fzmtoradi0ItaG3PApT0QrCqAJIqMO/dmBFGiaPPXVPh1nvQ6kUByL4DsAadq/1/3/p80+4wAwjNALVixYgXDhw8nXqjtsMQRDU4kCBo7dixr1qxpV1CxrTbqMWPGRKUm3R468rX7/8TVV19NeXl5mPhh8PfHZjbQf/BIRp53B9u/eoGKoi3+oFpPUqxJVSL3BxWCIPDkk09SUFDAhRde2G6nniAI/O53v+PVV1/tlJN669Z8QVBlNwICnpIkIisKDfbQQPM/xSv7JeJkAPQLhiRJJ6QG2x5GjhzJxo0bf5LVWV5eHmvWrIkYpO3YsYNhw4a1qYfh8/mw25uxxsaF6fMs2bQVgIFdu9A3KzWilH1bqKqq4oMPPkCn03HddddFfzCt0NzcrNX4kwu6oShQ63RT2uyg1u3BqxeIizeRnmDBLIhU7N4Zsn1SQh66Eidig1fjegzrlU5hYSFNTU1s3LiR5OTkqOfzww8/MGzYsBM+nl8y0tLSuP7663n44YfDXmutp6LIKn9DJwmaW3wAoiCQkWQlM7cbXYaeCYrM8k+eRVEUnG4vHm+oS5co6THaVM6V7POw7l/3cmDVvzVrlPYCIIDi4mJGjx6NbK9sV7E3GpxIGcxkMjFz5syIPKCO2qhPPfXUdhc30SAtLe1nkwUCuOeee1i8eHFIBrz198eolxgyZhqjz7qOzZ//HbOrlJQ4C4L/OxUcVIiiyNtvv43T6eTaa69tN0CVJIl77rmHxx9/vEN9JoisFC0KAlajagETeC9BEGh2erSW/Z+rbtN/CycDoF8wJEnqlJdLNBg6dCher5dt27Z1PDgK2O12tm/fHvLcggULGDVqFMXFxe1u61OEsOCnvqmZTbtVJdcJg/qzf/NGvJ3QQXn99ddxuVxccMEFZGRkRL1daxQWFmoXmYS8Aupcbpq9Xk08T1Gg2eulxunG1xyemYhz2xCccgjXY0C2UdMm6datW9R+OnV1dTQ2NpKdnX3Cx/NLx9y5c3nrrbfCDJtb66kIIlrtK+AWr9OJSKJArFWPyaBDEKH76NkYYxIpK9rF1tVfUV4bOZiJSQw654rCgdX/ZsO/7sfRUImvgwAIVKmIQODSngddRzjRzqo5c+aE/Q6jaaPu16+flgE9Ueh0up/8+vVjEOgsnD9/vnZO2tLjGTTxAgaMO5edaxbg83nbDCqMRiOff/45zc3NHbb+m81m7rjjjqgya20pRcdaDJoZsKIoAbtEzZfwRHSb/pdxMgD6BeM/EQBZrVYGDBjA2rVrf/S+unfvDsCzzz6rPefxeLj00kuj6g6rra6koboKj7ul3X3Flu34ZJn8zHS6ZGXi83rxuDpeMYGaVQqY8/4Y8jPA7t27EQSBjKwsRItVK6f4FAWvouBTFFBARmHhE4+EbCsIYkSuR3NNCwegMwKSu3fvpnfv3lErWf8vIjk5mWeffZbf/OY3YerzwXoqggJWk167mSmKghwkQgggKGCyWOk35SoANix6DbczMo9DlMKDldpju1n11h1UH94eYQsVgiBy3vkXsHr1akaOHHkih/yTYNCgQWzZskX7O1oH8qLSBuLi4jpVsvklQJIkHnjgAZ544gmtgaMtPZ7RZ15Dlz4j+eGj5zEZ2lZxj4uL46OPPmLnzp0dkqITExOZNGlSh+KWbSlFGw06kuJMWhDk86mCjU3OzvHKfi04GQD9gvGfCIBALYP9FAFQwHX5vffe48iRI4C66svJio7X4PJ4cDQ3UVtejrO5Ca/Px1J/+WvS0IHIPi+STofeGJ25ZUlJCdnZ2QwdOpTRo0d3/oCCsHr1aoxGI9m9+yLj55O0GiMDRWtWULSytVaMgtPlCON6BHeC9OnTJ+q5FBYWdmr8/youuugiBg4cyN133x3yfGs9FdGvz+Tx+sJECAOr5Firgd5Dp/wfe+cdHUXZxeFnZramV0gjQAgl9CIgRemC2LCgYkEUQf3sXbCiKHbB3hAF7KigYKNIld57SQLpvZdts/P9sdlNNrtJNhCEwD7n7IHMvPPOzJaZO7f8LqGxXTCWF3F0/Xdu9ymI7rtjW4zlnNjhWh2m1tp+E3E9Lubb775rUuMnJCTEqcWDJ0iS5HRTb0wH8qFDh3rUU6y5odFoePnll3nuueeoqKioV48nILY3oZFtUaWvatCouOWWW1i8eHGDSdGiKDaY3lCfUrS/XlOlK2XLb9SpVWjV0knrNp3LeA2gZszpciE3lQFkrzAxmUyMGzcOs9nMwS0buW3YAC4fcAHB/n71bm+2yAiiiKJYKSko4K2FP1BaYQsr9O7YHrPJRPveF6DyMJF506ZNbNiwgU8++eSUvSWHDx/GYDBg1Ogwy1a3P6SynCxWvTbDZbmiKFyRYHHJ9Thw4IBjTGM8QAcOHDipliPnGnbl3m+++cZFIdqpW7zO5tGw5234+2hQiaKTR+7KQXG0jQyi0/A7Uev8KMw4Rnlhpus+Rc/CVT7BUXS9ZCrjn/qa2K4Xk7R7DXt27Wx4wxo01NdJrVaf1Pfa39+fkpKSRncgv2jI0FPOA9JqtY62N+44U72sAgICeOaZZ5g+fToWi6VePZ4F788gOszHbYPemgiCwB133MGCBQsa9PCIVUUV9RlB9SlFa1QiKkmkZbCe5yddeFJ5ZecD7h9fvDQLTkcSNNhk4pOSksjJyaFFixYnNUd+fr7TDX3nzp3cf8/dJPipkFC4fOhFjLqwL1v27GPljj1kFbrmyZhlK4rViiCKHEpJJynddgMSBDCVl6HV6ek+aIjHx7R48WLatm17Ut3pa2PvKO0fFWurHhIErDUuQlbZwoqXn8FYR0f6lcv/4vrrrnFaVtMD1BiD5ptvvml0Jdy5SqtWrXj11Ve588472b17t8MLCTY9lbioQCaOTsBoksnIK2fd3nS2HMzEIttuaIO7RxPkp+XXDYkUlxnxD29Nl1F3s+u3N9m5+DUuvPlVVJpqj6MnBlBIq670veEFBEGkoAK6jLid3MRtzJo1i59++qnB7RMzili1I5Wth7KwyAoqSaBvpwhG9I51uaGdTDn8kCFDWLNmDUNHjG5UB/Ko6FiSk5Mbvb+aiKLo9pgbc86ni8jISO655x6ef/55Zs6c6fL90WokR87Pc889x7333kvLli0ZO3ZsnXOqVComTpzIF198wdSpU+s1WO3Xd1mWkdyEWu2eqXm/73cY7mpJtIkgmmX0WhW3j+1CtzjPiynON7weoGbM6QqBxcfHExISckpeoL/++sslKfOTuV+wZdceKkpLKMzOojg3m44R4UweeREAPlpnXZGwKuPr3wNH+Gb1RsfywV07o9ZoGTHhViJa161FVROj0cjvv//OuHHjTsn7k1pawcIdB8nIyADAN7oVCjgZPwBbv/yErP11J5IvW7bM6cKvKIrDABJFkQ4dOnh0PN988w1ZWVkuiebnM3fddRcRERG8+OKLbtfbk407xga7VF8N6xXDz2uPkl9swFylpBvRaSCt+1xOWV4K+/760OlzE+sxgHyCIuh51RP0vWEGglB9qRW0gbz63pfs3r2bZX/8Ua+Ho7F9nQRBaHQydIcOHThy5MhJdSCPjIxslFyDO2obQGdTL6uOHTtyxRVXOMmIuEtWFwSBd999lwULFrBly5Z65/T19eWaa65h4cKFDe5fpVJV5am5/0w8UYr2UjdeD1Az5nQZQIIgOMJgjemSXpNly5a5VKYIwM//bud/IUEE6GyeK1GSHDkZEUGBXN63B3tPpBHk50tUeBg//bOedbudq01axsYy/qEnPDZ+wNZmo7S09JSED3dkF7A4MZ0TB6qPJyjG1s+r5uUpdetGdn77Zb1zpaens3v3bnr27AlATk6Oo6llfHw8Ol3DeU3JycmOUv5T1WQ5lxBFkc8++4wLLriA66+/vkGPn0ZV/ST/89qjFJeZEFBQqyXMFhmrAh2HTKQkO4msQ+sJimxPmwuuAECQXC+hKo0ei6kSldaXFu36uBjcCrC/KIgb73uZ62+8heG3PE9k2wQXD0fthGT7PHqqK3rm/b6fqFA/xzb2xOTg4GCP3y/7vPa8kn92pFZVELk+KNjLqAd3j0ajkrjlllsoKioi2sO8vrqw7+9kzvl0c+GFF5Kfn8+8efO4/fa62+yoVCrmzp3LhAkTePPNNx1FIO4IDw9n8ODB/PLLLw1ek1QqlSNk5q5pc32eKS/14/UANWMaGwJrjHu8X79+HDhwwBHqaQyyLPP777+7PLUogMFs5oe1m5Gr1llluYYwnUKIvx9DunYkISaSDxf96mL8AARFxjTK+AFb+CssLOykk59TSytYnJiO2WrFmGWr1hIEgeAY58qP8vw8Vr7mWTiqZsl2zXChJwnNZrOZq666ioqKCsCWk3Qy7RDOVTp27Mj06dOZPHmyxw8JJovM1oPZKCioqm4gduNclFT0vPIxtH4hHF79FQWpdm9dtQGk9Q2m88ipDLn7M/zD21CSnVhn8nRKdhnHinwZPP5JVi18kZy0ZBcPR2MSkmsuPxlatGhBdnZ2ozuQDxky5JTzz3Q6nUP75mTO+b/gsssuQxCEepuXgk3Bfu7cuTz44INkZ2fXO7Zt27bExcWxYsWKBvevVquxWCz1XsNPRUbhfMVrADVj8vLyPHY///TTTw1WH9Rk9+7dLFmyhN9//73Rx7V58+Z6y2PT8gv5Z88hx9/2y5ztt61QWF7B53+v5UhahtvtszPdL68Lq9XKkiVLuPLKK93G0j1hS2Y+RlnGX60iL+UEAEERUfjpfZzG7f35WwxFnlXi1FSdHTJkCBdeeCEXXHABDz/8sNvxNRNCp0+fTmJiouOCqFarG7w4n2889thjzJo1y+PPvLTCRIXJgljjxlvzfqP1DaLnlY+DILLr1zcxlOYRmTCYwMj2dBwykYunfEhsrzGotT70uOIRtL7BFKYfpDTnuNN+7HMG+mnp2K0vQ697gFXzn0MjFzvKzA+nFDYqIflUk4SHDx/OqlWrGt2BvCkQBMHWGqORSdj/dWL0pEmTaN26db1J22CTZPjoo488Enns0aMHCQkJHoUtNRrNSeV4eakbrwHUjGlMFVhjK8buuOMOAP75p3YJd8N8+Ylra4vaZBdXa7UIgkCbNm349ufFPDDnM257/lXiEur2ghzZu4cDW/71+Hg2bdpEdnb2SYe/zFYre/OLHe0u8lKOAxAW29plbGVRgcfzbt682aELIssyW7dupaioiIsvvthpXG1V3mvuf4c5777v8P6ATVDv66+/bvzJncOo1WpGjx7t8XgBnLQMrIqCbHW+4QRHdyRhxGRMFcXsXPImQZEdGHDLa7TtNw5JXS1c6Rcaw4BbX8dqMbP522fIT7H1jat5X1dVJRu3634RfS+5hV8/fgotlVQaLazckdKohOSafZ3UanWDVUa1iY6OJjTUpmp9JvJKRFGsU9yvNmeyl1X37t0xGAwNet5bt25NdHS002+0LuzhQ0+MIHchMHecqeq55oY3B6gZ05gQWENjv/vuO6ZMmQLAkiVLGDp0KABr1qzBarUiCALdu3d3yPf/9ddfbuf55cPZ/P2Hs9dIp1FjMJmRRIFxF/YmKiSIYF9fpzF33HE7ce3bM+eDDxg/fjyPPvoo48ePd7uPCoOBld8uIKRlpEehsMWLF+Pr68uIESMaHOsOk2xFVhSkqrtX3onjAIS1bouhllHZY/wt5BzaT+GJhqtjFEUhOTmZFi1akJqaiizLLg2G1+1J58s/9lNptKBRS8iGMpZ/9SJmN402169fT0VFBT4+Pi7rvDSMX5XoX4XB7Mj9cUerHpdQnHmE9H3/cGDlZ3S55B63Hgudfyj9bnyRnUveYNuil+g+9gEiOw0GbD3JpBo3sy4DLqOyvJjfPp3OyDtmsfNoNpIoYLZY0bvMXI1ZtqJRi04tGPz8/CgqKiIoKKhR53/JJZc4/l9XXon9xno68kzsSdgmc+PP+b8kMDCQwsJCAgMD6zVIRFFEo9FQWVnpVI1Y11hZluvMvfKUs6F6rjnhNYCaMSqVqkF3bM2x9XmALBYLZWVl6PV6vvzyS4YPH+5QiS0rK2PXrl3s27cPvV5PZaV7if8jO7cT3DKCZx59mOV//4mfCC0CA6g0mZjz2wr0Pr6MHDOW+Ph2qDVaKkpLyTqRTOrRQ1x00cXk5OQwY8YMOnfuTPv27bn88sspKChg48aNTq5fo9mC0VDJng1rGjSAFEXhl19+YcyYMQ1ehOpCI4lIgoDFamtdYfcAhcTEIte6SYa0acf4T7+lOD2VguRjpO/azoHfFrmdNyIignbt2gE4yonj4uIc62snhAIs+XJWnT2mtFotK1asOOnE9fOd1JxSgv21lFXW7z0RBIHOI6dSXphJSXYyB1d8RsKIyQiihGS1oLaaMYtqZFGFSqOnzzXT2Pfnh+z+7W2MZYW0630pEVoVomzBWiOJus+ICVSWFbP665cYOelF+nWOYcPeDI8TkmuvawrsCeL/xY31ZJKwzxTBwcHk5+cTEhJSr8Fir+IyGAwNFjbYi1rsGkCNpfbDkloSHdVzm/ZncvvYLt6qsFp4DaBmjEqlajIPkJ1rrrmGRYsW8f777/Pkk0/y2GOP4e/vz5dffknfvn3ddtwG24UpMCoG3xYRDL7qOm5/9Em2/L2M5d98hU6j5oUnH+fBp6Y7qlTKysoIDw93uijU7C3Uq1cvR07LW2+9xWOPPeZYV2k0odZoOLpjG8PH31yvEKLFYiEqKsoR0quLGTNmsGzZMi688EKn1h0AalGkW2ggW7Lz2bd2HWofH/wio6mUNG7nEiWJ4Ng2BMe2oUWnLhSlJGM2GEgYfRltO3clP+koI6LDuHzsWEfDU7sBVNMDZE8ItVfDlBXlkpm8D1GUUKm1WMxGrHL1Z1pSUsI333xzXhhABQUF+Pn5odG4/wwai/3mUVTm2QOFpNbSa9yTbP3+BVJ2/YlSnMmdvQeQUJaCZDVjFSQSg9qxP7wbuT4t6H7ZA4TodOz7Zx7tj6/m0k6dECQVWS07khrbi5LASARBYPCVd7H1n59J2beOabc+yY4jORSVGV2Sghvq6+RJFWFj35v/4sY6vHcrNu3PPKlz/q+xK2+HhITUO06ttrVeMZlMDX5f7ddpSao7D8odZ2P1XHPAmwPUjGlMCMzTHKAbbrgBRVFYtGgRY8aM4bbbbqO8vJwffviBSZMmud1m0qRJhIaGEhERQUxMDNHR0Tz9zDP0GXkpw6+/mVYdOvH8q6/z008/ERsbS0hICLGxsfj6+tK/f3/AFmobMsQmajhlyhRatmxJy5Yt+eKLLxh3xeXoa2gEGUwmREnlUR+wo0ePsnXrVif3vju2b9/O1q1b2bFjh9v1/SJt+REpyYmU5eWSn3gElQc3X0GSyNi9nbyjh+h02dW06tKdnleNZ8o9/yM+Pt4xLikpCaj2ALlLCPULCufu15Zx87R5jJ74DAMum4zeP4SgFq3Q6XSo1epTVuZtLhw7doynn366SeaqefNQqzy/6Wh9Aul/00xiIuNITd7Nt8u/RizNJtBcSrCpiD4525lw8Gv6Zm8loegIL0equCehI0uTk3ln924sFhOt0nbRb8s3RKVXGf+CQNwFlzH0ogH8+fN8br2k40klJJ+st7O+96a+3mD2LvGnyplIwj5ZBEEgMDCwzofCmtgTmD3JzVKpVI3Wcjpbq+fOdrweoGZMYxKbPTWWgoKCuPrqq/nyyy+54447ePLJJ/npp58wm81MmDCBOXPmOMbaFUqtVisff/wxnTt3xmg0snTpUmbMmIFer2f6tKcIj4ll79693Hnnndx5553cfffdBAYGcvz4cUeVWbdu3XjjjTeYPHkyDz74IMOGDQNsDVUtpUVc3LsnbSJbsmH3PiJCQ7DKFlRqTYN9wLZt20bPnj1Rqer/qh8+fBigQQHCkozqqjv/qIafekurKtb8WrRElFSYFQW9IKCplehZ2wNUV0KoIIoEhEQQEBJBqw69STu2h+ETX2D2fUMoLcpzaAmd6/Tr14+NGzfy448/1pkr5in2m0eIv5YT2aWN2jZaLuOehNZ8IBfzT04+D+7cz6zunYjS6xAAjdXM0NTVSP7+qPRaJvTvi943iHd3bKXUIjOt/wD05go6H/iLUt8QUqQQ9FoVt44bhL/axGeffcYD19zC1sQSF8Xq4b1anXZDoLYXsib2G2t+iYFVO1Ob7FgGd4smKtSPVTtTz8g5NwZJkvDx8aG0tBR/f/96x2q1WiorKx29vurDnhPkSQVjY6vnJo5O8JbKV+E1gJoxp8MDBDaPzujRozl27Bjx8fHMmzePcePGuYirLf5wNlf/7yHmz5/vtLxPnz6kpaWxYMECnnvuOTr27svHH9sqw1599VVCQ0OxyjKhAf4Mq0q2DgkJoV+/fgB07dqVC3r2IDM5iaKUZPZtXIcoCPTu1J7endqjKAqlhQUk9B/YYB+w7du306dPn3rHmM1mhwemY8eObsdsybR1hq7Mri7B94+MqXdegNIs23j/iCgAZKuVbmGBqMX6DSBPEkJLC3PwCWyBShLQaVUEREefsiBdc+KBBx5g8uTJ9OjRw2Pl7NrYbx6CIJBXUomlrsznOuiTtZVAayXTEuJpodXwfWomD+zYz8vdOtIxoKrXnaIgl5SgiW2NRqPi8oR2BGg0/J6UyAe7dnBX9174m8sIT9xOVpcxTh6ORx99lHfffZfrrruOiaOH/6dCd2fyxtqcxP3UajVWq9WjAgS9Xk9FRQV6vb7eEJcgCB4bQSdTPXe2vpf/Nd4QWDPmdHiAAEaMGEFMTAzz588nKSmJNWvWuA1/5WamUZyfiyzLrF27llmzZvHYY4/x6KOPcuzYMRITEykttT1R9+jRA7AZV3///TcGo5HgFi0pzs9j4asz2PT7r05zZ6eeYOncD9mw9BdKCvIdgnSKolBeXORxHzBPDKDk5GTHe+POAKpZBl+UYRNB1Pr5owto+Em0JMvmMfJvGYkI6NVq+kWEuoxLSkoiICDAkU9QX7dnO8X5GegCW9AvIfK8vKAJgsA777zD9OnT60zMbwijSaa0wkxxuRFTaRmBhkI0lvrDqnYkq4V2RUkIgCgITGnXmvvi21BsNvPorgNszHP2xlWmp2GprMRPr2FExzY8NfBCyk0mXtn8LyVW6FSezPQbeznl02i1Wh577DFWrVrFti2b/1Ohu7OhLL25iPtptVqPqy99fHw8yu8RBMEjD9DJtDDxYsNrADVjGpME3VhjaeLEiXz11VfMmzePqKgotzk0F465Aq1fAIMHD2bYsGEsXbqU1NRU8vPzHcquBoOBEwf3M2DAAD744AO2b9/O6NGjCQ4OZvTo0ew/cpQJj00nok2c09x6H1/UGi2lhQVUlpXSPjqSosICSgsLPO4DJssyO3fu5IILLqh3nD38Be5DYPYyeMFqpbDKAAqIatj7A9UeoIDIKHzVKsbFxxDj73yhLCsrIzc3l7Zt2zpdGBtS5c3OSCMkPOqsSAg9UwQGBvLMM8/wxBNPnNT26XllRKXuYsLeL7lnx3tM3juXe3e9zy37v6JDwaF6t40uTUUrOxtL42IieL5LB6L1OmbuP8rXJ9KrPztZpjL1BOUpJ7DmZRNclsesbvF08NEwfdMmygxlxAa75pUJgsDkyZMpLCz0qHlqU+G9sTYPPHlYslfPna8PS3XhNYCaMbIse1wGHxERQX5+vsdz33bbbaSkpPDmm29y6623un0S6XnxcBYsWMCmTZvYuHEjGzZs4Pvvv+fLL7/k0ksvdYw7tmcnSz//kDvvuJ20tDR27NjByy+/TGJiIsOHD+fQ4SO06dzVae6w6BjGP/QE3S8aikqtoXWLMNLzCul+0VDGP/QEnfs13NLi0KFDKIpCp06d6h1nN4BEUXSUpdfEXgZflJOFXGVwBkR6FmoqqcoBat26NQ/06kDvFq49mkRR5Oqrr3bxsjWUEFpZksMtVw06q3IizgQ9e/akR48efPXVV43edv+7sxmTuIyWFTmgKCiAoCi0rMjh8sSlDElxLwTaKf8AY5L/wN1z/ODwEO5o2wpBEJiXnMo7R5KdBBWthkospSVYLTKSIHJfhzgujwzn7hVrWbFgvpsZbVx22WW0bduW1atXN/o8TwbvjbX50NgWJl5seHOAmjGCIFBSUtLwQCAxMZHy8nKX5VnHk9DonLNMinJz6NChA1deeSV79+7ltttu4/jx47Rp08Zl+927dxMUFES/fv1I3r+HnNQT9B9zhdNF+qKrrkOlVpOTmkJZaQl+fn489thjXHbZZXTu3JlVq1bRpUsXR+WK0WhEq/chonVbIlq3Zfj4mzEbDaxdv4FLxozx+P3Zvn27RwnQ9n5nbdu2RavVuqy3l8H/sLm64ajHHqDsTADuGzHYxfNjx8fHh23btvH4k09jsjjH5+tLCG0v9GLi1Scn7niuMXnyZP73v//Ru3dvunXr5tE2acv/JmDHSgRFQRZEh0yzAmBVkLDSJ3s7mX6RJAbFo7aaCTIU0itnJwkFB0Gp2zPSPyyYN3t25pm9h1mWmUOe0cSzndujr2kkWK0gSSCKXBsbTZS/Pzc9+hgfCCI3/e9et/P27t3b07ekSWhOZennM/aHpXm/73dUy6klEbNsxWSW0WtVZ0313NmE1wBqxmg0Go8l792NPbD5X1Z+t4Cr7n7AafmJQ/spLyliyZIlAFgsZh577HFmz57tMm/Hjh0pKiri119/5corrySmQwLvvPMOa9asqd63Tseff/6JTqfjoosuQpIkFEVxjLGXg0dHR6PValm2bBmjRo3C19cXrVaLRqNBpVYT3749ycnJLmrJdbFt27YGw1/QcAVYamkFpWYzOSkpjmWeGECyxUJ5rq0hYns3niWwlRmv2HqctPQM3v89Gd91BS4Cc3UlhL6X9I/H0vjnOoIg8OabbzJp0iQ++ugjh75SfaT98DWComAVbEm+Ss0+GKKAbBWRkBlxYgWD09ejsxjQyQZQFAQUrIgoWN16gQA6BfjxXu8uPLXnEJsLinhk1wFe7t6REId8goIiWxAEEUSRYV070zIggEeefprMSgOPPPLIKakCNwXeG2vzoTlVz50teA2gZoxarfao4R7YDKCaY7OOJ7HyuwWYzSaEWjdRxarw5YvPEBUXjyhJpBxPZtuh4y5zHty6iTvvvJMFCxZw1VVX0aZNG8rKyggMDOSxxx7j9ddfd4zdtWsX06ZNw8/Pj5iYGAoLC8nJyeGOO+5gzJgx7N+0gc79BzJr1iyeeuopvv/+ewDef/997r3X9jTcrl27Bjss12T79u1MnTq1wXF2A8hdAvSO7AIWJ6ZjlGVHAjRAgAcVYOU5WShWKyqNhoiICJf1doG5grwcRFFC7xNQr8CcXZXXi3t8fX2ZMmUKEyZM4O+//67XeLCUlVF5PAlFUVidm4cVheEtwxEUK2Itz46vpQJBFNFaDAjYjJ9isxmVKOFbT4KwAETpdbzXqwvP7DvMgZIyHthhK5Nv5VPldbVaUVQiurBwVDo9CREt+Hj4Rcz85hvi4uJOun9dU+K9sTYfmlP13NmA1wBqxjTGA1S7QeKe9WswGirR+fqSn5HOpZdeytatW+nYsSPb/1qKxWwi5fABx/iywnysViuLFi2yzWU08vu8T7jx0Wls2rSJ5cuXc/z4cWJiYhg1ahQlJSWMHz+e4OBgLGYzTz75JNdeey07duwgNzeXsLAw+vTpQ/v27ck6kUyXCwcB8PDDDzNlyhRSU1MpLy8nNjbW6TzCw8M9Ol+z2YwkSXTp0qXecWvWrCEmJoYOHToQE+Ns1KSWVrA4MR2z1YqPAKlbN9GyczdESY3gwUXFUFJMeLsO6Hx8kHFOuHMS35NL8QsKx0dnK+n3KreePJdccgmff/458+fP57bbbqtznKm4yFaeLgh8ezyFHIORnv4+hOtcQ6AAOsXWy04WJA4WFPDSgaP0CArgyU7t3BpaNZcEatS82aMzrxw8yvq8Qu7fsZ+Z3TrSNdAfRBF9RCQqH1tvPEGlpqUosmHlCp6a8SIdO3akc+e6GwP/V3hvrM0L78OSZ3j9582Yk/UAWcxmjuzchqRSUVlayorvF7BvzQooymPLssVs+uM3l+2zMjIYN24c+ccTKU1J4ps3ZlJWVMgXL0zj74VfENcyjHGXjiahdQy7Vv1N8o7NUJTH8q/n8frUW/nhnVcpSDxMv64JXHfFZfTu3IlDu3e67efl5+dHQkICF1xwAS1atHBaJwiCRyqpJ06cYN26dW7zlmqye/dutm/fzrp16xwl+3a2ZOZjlGX81SqKcrLITzpC9oG9ZO7dgbmsYcE82WggN/EILdp3xFSrkqamcmt5cR5+gdUhG69y66nx7rvv8tJLL9XrLdQEBoEgoBEFHkloj0GWeedIMnW10JLMRrDKSLKZPzJzyDWaWJGdx59ZuQjg8qqNVhJ5rksHro6OoNRi4Z0jSaQZTQgqFVKNHDzFYkZQqVD7+PLaa6/x1ltvNcrrebppLmXpXrx4wjljAGVmZvLUU08xbNgw/P39EQSh3mqJf//9l8GDB+Pj40NERAQPPPAAZWVlLuOMRiNPPvkkUVFR6PV6+vfvz/Lly09pzqbiZHKAso4n8cuH71CQlUFJfh4VpSWUFxWyetG3LPviY9b/+hPGygqX7a1Whd9++40rb5jA4s8/5PiBvbblsszWv3/nuzdf5tPpj/D1qzP4a+EX/Dl/Lr/P+4SDWzai8/Hl+MH9rPn5O375aA4/znmD5N3bmbdgIV0uHNyoc/Y0JyIxMZHAwEBCQ101d2py7Ngxx/9rtqaoqf0jCAKFac6GiCchsJKqEviQyGgn5efaAnO71/5MYW6a07Y1BeZMFlf5grKyMnx9fRs8hvORiIgIpk+fzoMPPljnGJWfH75x8aAodPH3YXyrKLYUFLE8O9dlbO1v3H3t29DW12a0vHc0mcQy1+ICd0iCwL3xrbk7LpZCk5kZew8h6/SOELSiKFiNRsIGDELUaNBoNLzxxhs8+eSTJ61z5MWLl7o5Zwygw4cP89prr5Gent5gFciuXbsYMWIEFRUVvP3229x55518+umnbiX1J02axNtvv83NN9/MnDlzkCSJsWPHsn79+pOes6lojAdIrVZz4sgh5r/yPAc2/9vobtF6rS08U1pp4McN25Ab8MKo1Bq6DR7Kg3M+5Z7XZvPoh/N45IN53PPqbO55bQ6jb53MlVdfw4oVKxp1HHYaOn67inVDBlNiYqLj/zUNILv2j1S1fWGN/B8EAf/IqAaPsSTLVgHWtX08BoPFYcjUFJgrLcwmPXE3FaUFWMzOn2V9AnPp6ennlepzY7n99tvJzc11NNR1R+sbbrJVfikKk9rE0Eqv46NjxykwVn8O7r49Okniuc4d0IkiJqvCjP1HKfdQj0sQBMa3ieHaVlEklVXw/sGjgO37bC4sQPLxoeXI6krHkJAQnnnmGR577LFG94fy4sVL/ZwzBlCfPn3Iz8/nyJEjPPLII/WOnT59OsHBwaxevZq7776bmTNn8v777/Pnn3/y999/O8Zt2bKF7777jlmzZvHGG28wdepUVq1aRevWrV2E1zydsympnddTH4psYff6NVR6ELqpjVVRyCysbvh3NCObP7bvrdMI0eh0BISEMmDslajUavR+/qjUaqf/A1x33XX88MMPjT4eURQ9NoAaoi4PkF37xyjLFBpMpFa1qgDwDQtHpXGfK1KT0qq2GckZ8OB7q7lv9io+W7qXjLxyW5sLi8zyr18DRUEUJZL2bnDavj6BufT0dJecJS/VCILAp59+ymOPPVanVIQgSUhV0gsaSeTxTu0os8i8ezS5qtKrbmJ99TzS0SbemV5p4K3DSQ1+JwWNBlVVv6gJraPp1yKMJUeTWLpnH6a8XEStlnZT/od/fHun7eLj45kwYQIzZ8708Oy9ePHiCeeMAeTv7+9oI1AfJSUlLF++nFtuuYWAgADH8okTJ+Ln5+d0Q160aBGSJDlVEul0OiZPnszGjRtJTU1t9JxNSWNKZEvz8zBUGuwbNmo/+SVlmGuFYbYdO86Gg8dcBwsCfoHBHik1+/n5odVqT6qBZ0OhRU8MIIvF4ujBFRAQ4BQuU4siLfRaSkwWyi0Wimt4gAKjPNM8Ka3yAGn1YUiC4Kjwev3brUSF+nF0xyqyThwEwCpb2Lt+iWPbhgTm0tLSvB6gBmjXrh133nkn06ZNc1lXeuwIiZ99hKT3AdH2/nYJ9OeamAjW5xWyJrfh7+SIlmFcHmnLUVuTW8CSjHpydUQRTXAIKv8AWg4fRdSoMbwwdBDhej1vbNtFefdedH3hFVoMGeZ288GDB9OuXbuTEnv04sWLe84ZA8hT9u7di8VicdGH0Wg09OzZk507dzqW7dy5kw4dOjgZNYCjaeeuXbsaPWdT01AHYrAlPUsWE1USb7ZEzUYYQen5hW6Xr9h9gL3HnXNXNDod19z3iEdKzQA33XQT33zzjcfHYqeh0J8nBlBqaqrDg1Y7XJZaWkFaWYXNC6DgZAB5ogGkKAqlWRmodHpCw0LRa1UE+GgIDdBhMsscOHqCrUvfRzZXK3lnHd9PeXG+RwJzxcXFBAZ6q8Ma4uGHH2bLli1s2ODsXcta/idyRQWa4BDUgYFQlYdzR9tWROm1vHs0mSJTw97Ve+PbEO9nE7j86NgJDpXUYZhbrRhzczBmZ5G/+V8UFAa98Ao//PIzJkXhsZ+WIEXVb9DefPPNpKen/2dK0F7OXkwWmdIKk9v8QC+ec94ZQJmZtqfyyMhIl3WRkZFkZGQ4ja1rHOAY25g5a2M0GikpKXF6NYajR482OKayrJS8omIKyspxymrw0AhKL3BvAAH8smkHx3PyESUVvoFB+PoHEtLSVfOmLgYNGuRyczpVZFkmKSmpQQOorvAX2CrAZEUhWKdBoJYB1FAbDKVKBDEvx9YE1Vr9PtsrvDYt+QBFds4bEUSJXRv/cAjO1ScwN3bs2DMuktccUKlUvP/++7z++uuO/nRWk4n8Tf8iam3KxuqAAIcBpJMkHu3YjmKzhS+Pp1LWQG6PRhJ5rnMHfCUJi6Lw3tFkdtUIFzthtaIoCpbycrJX/M2eZx6ns07Lyy+/zL59+7jvvvsaPJ9p06bRsmXLxr0JXs4ZEjOK+GzpXu6bvcoprJ6UUcd3zku9nJUGkNVqxWAwePRqbDKvvZrCXcsDnU7nVG1RWVlZ57iaczVmztrMmjWLwMBAx6tVq9MjKa9WSVhkGWqo3Xp2+xRIzy+qc61VUfh27WbU/gGoNRoklQq1VufxcQmCQI8ePRzeNE+pr7t9WloaJpOpQQOorgTomhVgvmoVekMZFkP1Z9iQB0hBoTw3G8VqJSA0EqHWVzTl0DYyjmxGtjh7GGSLiSOblzGsdyuevrW/kwhibTxROvZio1+/fmRkZPDtt98CIBsqUSwWBJUtF03S6tCFt3Q8EPQMCmBIWAi/ZeTwU2pmg/NH++h4tGMcrX305BpNTN97mBxD3T36BJUKQRAwFRVx9MPZ3H31OMaOHcu8efMaDHEJgkBCQoKnp+7lHGLdnnReWbCFf3akYjJbncLqLy/YzPq96Wf6EJsdZ6UBtHbtWvR6vUevmp28PaFmv6naGAwGx3r72LrG1ZyrMXPWZtq0aRQXFzte9ryipkTv549Go8FSpUXjdD9240XQ+/nTIrYNIZFRCCqJrLqeaKsICwpEVKkxm0y0732BI8nZUyZOnEhOTk6jtgkKCqK42P1xHTt2DF9f3waflOvyANWuACvNdL6wBHoQAnN0gQ9w1jEyGStZ/vUsF+PHjqWymN6RJq/4YRMiCAKPPPIIb7/9NoqiIOn0CCoVSo3PQO3vjy4iwuEJ6hcaBMCitCyKPSg0aO2r50RFJfkmM0arlc+SUtwPtFpRTCYUWbaFxfLzSf/pB+bPn0+rVq147bXXXPSo/mu84ZWzj5rCqaEBOgJ8NC5h9Xm/7/d6ghrJWakE3alTJ+bNm+fRWHdhJ0/G28NWNcnMzCQqKsppbHq6q1Vt39Y+tjFz1kar1br1HDUlKrWa0PCWpKWcsC1QFBRBcIi21fahqbU6TJUVmE0mSsxWrLW8bJIk0q9zJzq1iaVTm1gC/XwpLy5CrdPTfdCQRh9fVFRUve+ROwRBID8/363OT0ZGBpdddlmDIaITJ04wZMgQTCaTU0KxvQLMUlV2vP23n4np0RvZqmA2VKLxaVh/pzQrC1GlJiDQ2Qg7cWAzlWVFSGotoiihlmweRLsn02Qy8dlnn9GnT58G9+HFc6677jqeeOIJVqxYwahRowi9cCDZy/9CURTH90TtHwgIGPNyGRXRgm9SMkivNPB9SgZT27Wud/42vj6MiQjnzyybjtCqnHzGRUfQJbCBHD1ZJmvlX4T0u5AlS5YwevRo5syZwzPPPNMUp90oEjOKWLUjla2HsrDICipJcOlL5+XMYBdODQ3QuVzX7GH1/BIDq3amej+rRnBWGkARERFMmjTptMzdtWtXVCoV27Zt4/rrr3csN5lM7Nq1y2lZz549+eeffygpKXFKhN68ebNjfWPnPFPExncgNTXV1vRRUWxGkJtxPgEBSJKEpFKR0H8gg6Jb8/vuQyQkJNC5XVvISWfesr+5bsgA1GoNVtlCaWEBWp3eo8qvpqSuROh9+/Y1KA9gMpn46aefHIZHzfH27u9bsm0Jyfv+WYGhtDo3K/vQPgJjYl3mtKNVBHK2H8JqMeMb6Byqiu85hDva/Uh6egbtW4h0jpTYvn07paWlHD9+nIyMDI4fP97QqXtpJGq1mgceeIC33nqLUaNGETFqDHkb1mEuLEAdHFLDCApAUKsxZGUxqU0MLx88xuL0bK6LiSREq6l3H5PbtmJNbj6VVZ7WD44d5/3eXREbytWyWkma+zHdXnyVhx9+mJdffpk777zTbf+404W9L12l0eJoeFpfXzov/x21hVPdUVM4deLoBK9St4eclQbQ6SQwMJCRI0eycOFCnn32WUcV1YIFCygrK3MSLrzuuut48803HXoiYAtzzZs3j/79+zvydRozZ1NisVj4448/PKoIKqmooNQi4x8cSnlpMbLFQk3df7VOx9Brb6TfJZdhNhpQa3WOUNaBA9U9wbJOJLM5KZXc4jIiQ4JQqTUk9B9I90FD/lPjpz4SExNpV0f3dTvHjx93yh+rPb5fZCi784pIz81zMn6g/hygII2KK6Mj+TXf5g30D27hMsYk+BLdthMP39qfMD+BMWPGeNzh3svJM2XKFF566SX27dtH165daTflfyR+9qFDg0dQqVEsZqxGI7rwcK4ffDHfvPYmyeWVfJOSwX3t29Q7f4hWw82x0XyebAtjHy4tZ3l2HqMjGuhfJ4rIlZVkr/iThx56iA8//JAXXniBjz/+uInOvH5qh1fsN1k93r50J4PJIjdpv7Sawqn1UVM41WsAecY5ZQDZhcL2798P2AwQu2JzTZfyyy+/zMCBAxkyZAhTp04lLS2Nt956i0suuYQxY6pVWPv378/48eOZNm0aOTk5xMfH89VXX3H8+HHmzp3rtG9P52xKvvnmG4xGI0899RQfffRRvWP//vtvysrKGDxhEoUnjnFk+1bMJhOSSkWH3hfQ8+LhDgOmvhyeiNZtuXrCzQBMuvUWJ0PpbCExMZGRI0c2OMaOIAguPcNa+ftwUXQ4n+7Z5bJtfVVgV7WL4cKoMDSyLRYvq4MpqTChlkTMshWTWUavVTkqvA4ePEhcXJznJ4ctZFZfXpkX9wQFBXHHHXcwe/ZsPv/8c1oMGYY+OobsFX+St3EDisWCqNHQYsgwWo4cg398e54qLuOut95haUY241tF0rKOZql2ro2JZFlmDplVSdBzk1K4OCwEfT03JFGlQtLpyNu4gbg77uKVV15h0qRJPPDAA/9JI1RveKVpOF0hRK1Gsgmnmq3U96s3y1Y0atGtcKoX9whKY8uozmLqy/mofZrr16/nySefZMeOHfj7+3P99dcza9YsF10dg8HAs88+y8KFCyksLKR79+689NJLjB492mUfns5ZHyUlJQQGBlJcXOyiP1T7fLp06cLBgweJiopiy5YtdQrjbdiwgcGDbT23br75ZhYuXIjFbHbx9HjKjh07+OCDD1yMwP8ad54eRVEICgrixx9/5JJLLqlz2w8++MBRdhwTE+M2+fynI6l88fXX/P5itZCeSqdn8m9r6vyuPde/M5F+PoSEhFBZaeDdHzc7XRD7JUQyvFcrxwVx9+7d9OjRw2UeRZZBlkGSECTnC1rtkKwXz0lOTqZr164kJSU5JclbTSZkQyWSTo+oqQ51KYpCnx7d2bl3H5dFtnCoP9fHutwCXth/xPH3TbFRTI5zHzKtsMisyC3guj69kFC44KO5SH7+XHDBBURFRbF06dJTONuGMVlk7pu9CpPZSoBP3SG+kgoTGrXI+w8N93oX3OAuhFj7gedUQoifLd3LPztS3RqpYPue5pcYGN4nljsv63oqp3JecU55gBpjyw0ePNgj/RmdTscbb7zBG2+80WRzNgUrV650JF1nZGRw7733snjxYrdjX331VURRxGq18s033/D444/To0ePk/bcdO/enVGjRp3soTcZ7pS/8/PzKSkpaTAEVtMD5G6svRS+pFYFWEBkdL2GtloSKSoqorCwkM6dOzPl8m7cNqazxy5xuagIS2oqclaWLUQpCEgREahiY5G8woenTNu2bRk7diwffvghM2bMcCy3Gz1yldyB/W9BEHj24Ye45o47+SMrhxtaRRHtU7/Mw+CwYHoEBbC7yBY6/TE1k7GRLYjUO29ntlq5fetu8owmQoKDuaRDO5sBJoq8+eabjBgxglWrVjF8+PAmO//aeMMrp85/EUIc3rsVm/ZnUlRmJMhP63QN8kQ41Yt7zsoyeC8N8/TTT1NUVOT4e9OmTY7QX00OHTrEsmXLHI0UJUni0UcfPaV9q1SqsyIE487gTUpKQpIkYmPrTlIGZwPIXQjKJFsxyjKZB53fU7+IuqsOVQIEajWO9hr2vB6NSsLfR+P2xlGzAtCSno5xyxbk1FSwWm0SBVYrcmoqxs2bsbipSPTSeB555BE2btzo+P6UHjvC0Y/eZcuUiWy7ZzJbpkzk6EfvUnrsKDlrVtFyxR90Cw4CBRalZTbY+FSo6vpuv7iGazX8lJbp8n1ViyIXhdmM+K8OHCak/wCH4TV8+HAuv/zy094E1R5eMcv176O+vnTnO/YQYm3DBKpDiJVGC6t2nrzESbuoIG4f2wWNWiK/xEBJhYlKo4WSCpNHwqle3OM1gJohe/bscdxk7WRnZ3P33Xe7jH3jjTdQqaodfRaLhZUrV7Jy5crTfpxngsTERGJjY1E34N1KSkpy/N+dB0gjiZhkKxn7djktr6+eJyEkELUouhhA9dG6ta28Wi4qwrR/vy3spdMhaDQ2wTyNBnQ6kGVM+/cjFxefdtmEc50BAwZgtVrZtWsXOWtWse+Fp8le/hdWkwlECavJRPbyv9gz/TGOvPs2ckUFw1uEEqRR82tGNn9n5TW4j3Z+voyJDKeDvy9ZBiO/pGezo7BGMn3VjfL6VpGoBIGkklJ2Ss6f6+uvv86ePXv4+uuvm/T8a6JRSfTtFIHJLNfpQW+oL935TGMrtE5FW2lwt2ievrU/w/vEolGLyIqCRi0yvE9sg8KpXtzjNYCaIU8++SS5ubkuyw8cOODUJygrK4v58+e7lIRLksTDDz98Wp8s/wskyfVinJSU1GD4S1GUeg2g1NIKFh9No8IiU1lLbFFVh8q1VhS5sp3tAmQ3gBqT3GxJTQWLBbTunyLRasFiwZKa6jWAmoAbbriBBR9/ROJnH2E1GtGEhaMOCETl44M6IBBNWDjm0lJMRYVYZQvdgvwpqOoNtjg9y0Ubyx3DWoRxpLQc+6/sh9QaLXGqtm+h0zKmjS1s8dbcL5yMkISEBO68806+//77pjnpOhjeuxV6rYqiMqOLEeQNr9TPyYQQT4W4qEDuvKwr7z80nDn3D+X9h4Zz52VdvZ6fk8RrADUz0tLS2L17t9t1BQUFPPDAA46L2Jw5c9yOk2WZffv2nfKF9Uznz7sr/fekBD4rK4uKigrH3zUNlR3ZBXy2N5FNWXmUZmeB4mwkBsW4F8SLD/Ijxt/WFNNuXHla2q7Isi3nR6r/KRJJQs7MtCVIezklrrnmGhYvXoKlvNxJB8iBotjeZ0VBLi8nzs+PHkG2xPO0SgPbG1BHB+gVFOBolAqwrbCYxLJypzGiXs9LH32CKIps3bqVFStWOK1/++23SUpKclItb2q84ZWT50yFEOsLq3vxHK8B1Mx4+eWXKSsrIzw8nIiICAICAoiIiCA6OpqYmBjS0tLYtWsXpaWlvP/++3X2y1IUhSeeeMJt+w5PsFeqnW1YrdYGS4d3797NxRdfTK9evYiKinKEoVJLK1icmI7ZakVE4K8XHnfd2I19IgB5lUbMVR61xoTAAFvYS1EcbRjqRBRt47wG0CkT7O9PS5XI4fIK90anogBVn4nViiJbuCqqumrsl7SsBvchCAI3tHJWOP/B3ltMEFD5BxBz5dX0HD2GCRMmANVSHnZ8fHx44IEHePfddxt3go3EG145ObwhxOaN1wBqZkyfPp01a9awdu1aNm7cyMyZM1mxYgVJSUmkpKRQUFBAr169WLVqFWVlZfXOVVZWRn5+/kkdR3R0tNs2IWeajRs3EhNTf6+u9evXs3btWnbu3ElGRoajt9uWzHyMsoyfSmLfqr/JO3rIZdtj//ztskwtgIwtcToxMZHNmzfToUMHsrIavkkCIEmOhOd6sSdGuwn9eWkcsqGSEbHRrExz3+xUtvfrqmFsDg4LIbxKDXpLQREZlYYG9zMkPJSWNRSk/8nJtzVKVRQUq4x/R5uxPn36dMDWB3HdunVOc0ycOJFff/3VqejhdOANr5wc3hBi88VrADUzWrVqRa9evejUqRNt2rQhMjISlUqFRqNxepK9/PLL2bRpE9u2bWPfvn0kJiYSFhZGQUEBFRUVyLJMYWFho3tw2YmKiiIjI6Phgf8hiqKQlpbmUOiui7S0NMf/BUEgKirKqQN8SUE+q2fPcrttaVYG5soKp2UKoBIENJJIWloaBQUFHDlyBJ2u/nJpg8GAVqtFkCSkiAiQ63+KRJaRIiNddIG8NB5Jp2dIm1jWpaa75POYS0swZGW4GKSSKHBFlRdIAZakZze8H1Hg2lbVlYOyovBTlfdIqWqBkbPmHzp37sy1114L2Ly8NfHx8eGmm27i888/b/R5ngze8Erj8IYQmy9eA6iZ4+Pj45TPYkeSJPr370+fPn3o0qULcXFxiKJIcHAwer1Na+RU8PX1dbvfM0lhYSEVFRUNeoBqih5GRESgVqsdHeBFYPGsFzCUuA/vWS0Wjm90fkK3KNAlNAC1KDoZVw0dh6Iojs9B1aoVqFRgdP8UidEIKpVtnJdTRtRoaHPxUNr4+bInK8exXDYYMOblglWxfR61uCyyBeqqB40/s3Ko9CAcOTaiBf41jIllmdmUmS1IWh1Wo5HEzz6k9NhRnn76aQB27tzpUuV577338vHHH9cZ0vZyZvGGEJsnXgOomdMYQ0SlUjXYJLQ5k5qailqtdlL4dYc7I0UjiVhlKxsW/8SR9avr3T6xVhhMAHqEBzuOwU5dytzukIKC0HTpYgtvGQwoJhOKxYJiMoHBAJKEpksXrxhiExIxagwj49rw98FD1U1xS4ttnh9JdBuSDNKoGdYiFIAyi8yK7IZL4vUqyeE5AqiUrfyWkY25pBhRr0euqCB7xZ/06tWLBx98kMLCQn766SenOaKjo+nfvz+//PLLqZyyl9OIN4TY/PAaQM2cujxAdY2trKxssn03VG31X5OWlkZ0dHS93i1FUZyMFHu4bNO+TJL3HGP9h281uJ+UbRsxlpU6/laJIm0CfR3HABAWFtZgCKw2quhotP37I8XGVic8iyJSbCza/v1RNcKg8tIw/vEdmPjMc/yblUNlbg6m4iIspaUoCigWuc6crHHR1V3af0vPptiDh4qroyMcniOADfmFyBYZQ5ZNIDFv4wasJhN33XUXZrOZzz//3MUT+NBDDzF79uyTO1kv/xneEGLzwWsANXMaYwA1ddjKz8+vyeZqClJTUxsMOxUWFjoZga1atSIxo4h5v+9jzcevYqoor2drG1azmeQNqx1/SzWKiOwGUEPHURdSYCDarl3RDx+OfuhQ9MOHo+3a9bR5fhRZtnmbztPKsrhLL2PsVVdxNCoWUaUCRUEQBcR6bl4dA/zoHRRAt0B/Si0WZu4/2uB+QrQaRrYMI0avo3OAH0dLythcUASKgrm0BLmyEtlQSUJCAoMHD+bw4cMuydB9+/ZFEAS2bNlyqqftxYsXvAZQsychIcFRxt0QTz75ZIPhoeZMampqgwnQtZuexsTEsGpHKunHD5Gxb5vH+0pcvdzxf22VajQ0zgCqz0MkSJJNDfo0JTzLRUUY9+6lctUqKlevpnLVKox79yKfhdIGp5ueAwayqrCEvh/PQxcZhSY0FGs9uTaKopBWaWBvcSk5RhM7i0pslV0NcFV0S9IqDRwoKcMC/JWda/t8rVZkgwFJZ2svM3XqVAA+++wzlzkefvhh3nnnnZM7US9evDjhNYCaOaIoepzQLNUjtHcukJaW1qDhUTP/ByAyKpqth7KQxMapYqdt34K5shK1KKBTqdBUKcE2xgA6U5+Ft+eYM9dccw2///47FpWKsIGDsRqN9UoSCILAyJZhjr8VYLkHuUDt/f3o6O/r+HtjXiGFRlNVW4zqcNd1111HUFAQixYtorCw0GmOq666ikceecTzk/PixUudeA2g84hz2fiBk/MAtYyIwiIrRLXpTPyw0R7vS7HKWIwGNJJItzBbDzCTyUR2tq00+mRDYKebxvQcO1+IjIyke/fu/PXXX0SMGoMguVZ/1eaSiHCnv//OyvVIGX1Mje1kRWFFehaCICLp9I5O9Hq9nltuuQWDwcDChQudtlepVPTt29eT0/JyjmCyyJRWmE6pj5gX93gNoPOIM9264nRTVlbWYOVVYWEh7dq1w9fX9iTepk0sKknAgsDIp17kpvm/MOyJ5wlr3wltQCCSWuN2ni5XXoc+KBiNKNIvwlYVVFMXqSFD7EzRmJ5j5xPjx49n0aJF+Md3wK99hwbHt/LRkxBQnQNnD201xLAWYU7J0H9mZiP5+SLp9Y4QGMCUKVMAWxjsXP/denFPYkYRny3dy32zV/Hge6u5b/YqPlu6l6SM8+fh5HTjNYDOI0RRRD6Hk13tneDr49dffyUxMZHy8nIkSaKspJi+nSKwSIAgEBAZjdViIe/oIYwlxchmEwCSVod/ZBTj5nzO9Z9/x+D7nwAgylfv6AG2ZMkS+vfvz8CBAx3q0mcT3p5jdXPNNdfw22+/UVlaiiEjHUHTcMPZ0S1dvUBOqDWOru92/NUqBoWFOP5OKqvgSH4hYQMGIWqqje3u3bvTr18/9u7d6016Pg9ZtyedVxZs4Z8dqZjMViRBwGS28s+OVF5esJn1e8+vMPXpwmsAnUc0dRXY2RRSs1gsFBYWEhYWVu+4vLzqXA1ZlgkNDWV471b4ROgdT9qG4iKX7WSjAcUiE9GlByFt2jnOvWYPsH379rF582b+/fdfcnOrb4ZnjQvb23OsTqKjo+nSpQt//fE7isWCyoMKx6EtQp28Oatz8x3J8ACYTaBSO/4UNBoEjZZLa/UHW3Y81dESoyY1vUBezh8SM4r48o/9mMwyoQE6Anw06LUqAnw0hAboMJll5v2+3+sJagK8BtB5RGNK5psbhYWFKIrSKAMIIDQ0lNiIAIKj/VAsCooVKutQgdYFBrkssyiK46ZXs69aaGjoSbmwf/nlFyIjI+t8/frrr/WeX714e47Vy/jx4/n5t6UIKhVWg6FBQ9FfrWJgWLDj7zKLzL/5VUnLogiCgGCVq99L2aYt1DskyNFTDGBVdh55+3a7zH/jjTfSp0+fBnv6eTm3WLUjlUqjhSA/92HqID8tlUYLq3aeX2Hq04HXADqP8PHxoby8YZ2b5kheXh46nc6R2+MOs9ns1FDSx8cHHx8fTLIVqwKKrGC1WDEUFbrd3p0BZJJlRwVYTeMqt1w4KRe2wWAgKyuLESNGcO+997q84uPjPXg33CNIEpquXZGiohD8/V3CM3B+9xy79tprWbpsGX69+iAbKhFEEbEBKYLRbpKhAUSVCkFS2cKIgoAgCEg+viAKSAJcUkMZusRsZslPP2E1mZzm8vPzY/LkyXz//fcuyftezk1MFpmth7LQqOsPU2vUElsOZp55r3Izp+FyBy/nDE0dAgsICGiyuU6VvLw8wsLC6g3LFRQUOP1t9xalZZdSUm5CkEBUixhKitxurwsIcllWbpbZm1dM7xbBTgbQxsMlhMbaXNj2Y9JT3R163u/7iQr1q1Mm/8Ybb+Tyyy+v54yrsVqtFBcX4+fnh1qtrnOc2WymRKMhMCEBVZWXw7R7N0rVd+J87znWqlUrOnbsyF5RTYQgoCgKgiAgqFQoVqstLFiLC4KDCNGoKTCZ8VNJmBWFX9OyGBcXa+uRAo6QoiBJ+Ma2AUVhXFAoXyfbjJq4wACO5RcgGyqd8oDAlpt033338eOPP3rL388DjCYZi6yglur3TaglEYusYDTJXsXpU8DrATqPaOoQWHBwcMOD/iPsBlBDY2oSHm57el+7Kw1zvsGm/iuAoY4ScHceIAX45WgqaaUVzvOrfU+7C9tkMjFjxgxiYmIICQkhICCASZMmkZKS4jTun3/+oV+/fuh0OsLCwtDr9fTt25eCsjLEkBBvz7EaDBo0iBkffIQqyPbdViwWFNnq1lsGtm7vA0ODiffzodIis6OwmK9OpNuallqrDCaLBUWWMRcVYsjJxmo20To4iCs7xhPh60NScQm/Jh63JU3XomXLlgwbNozvv//+dJ2yl7MIrUZCJQmY5frD1GbZikoS0Gq8xs+p4DWAzgHatGnj0biIiIhTCqGczZyMARQWFuZwOSvFZsevoW4PkKtRIABGWWZTRq6Th8kvIOi0u7AnT57MjBkzmDhxIps2beLdd9/ljz/+YMiQIRRXGXFFRUVcddVVBAYG8ueff7Jr1y5+++03Bg0ahMlksoV3vD3HHHTr1o3DR46Q174TKl8/VP4BCKKAUE8+ULbRyLGyCuyfZJHZzO78QhTZVU3aUlJMRcoJKtLTuDgmiqxy2wNJfqWBDZs3u53/hhtuYMuWLS4d4r2ce2hUEn07RWAyy3XKHyiKgsks0y8h0uv9OUW8BtA5gKehKJ1OR0hISMMDmyEnawDZXc4qMw4xXndVYODeAyQAalFk2/E0J4kBP3/XsTWp6cJ2x0033URYWJjLy34OqampLFy4kPvuu49XX32V/v37M2XKFObNm8fx48cdHoPt27dTWlrKSy+9xKhRo+jRowdjxoxh9uzZREVFoWrd+j/pOdZcuPLKK1Gr1awrKEbt74+oUqGPbYNv67ZoW0a43WZoeKjLsjW5VQnxdRjBcnkZXa1m/NTVWQh1eXmuvvpqJEnixx9/bOTZeGmODO/dCr1WRVGZ0cUIsofQ9VoVw3udf2HqpsZrAHk5JzhZA6ja5SyDALLFgqncfdWNzo1xoFdJqESR0hqJ02qdD1ah/iezhlzY1157LU888YTLy8fHpjm0dOlSAG677Tan7S699FJatGjhqBbr0KEDKpWKadOmsXz5cqdGsHD6e441N4KDgxk5ciS/rlxF3J33IGq1mPPzsJSXIarVILheMgeGhSDVMnTW5RYiK4rbvCE7akVhcA1NoJ9++skWOqtFWFgYI0eO9IbBzhPaRQVx+9guaNQS+SUGSipMVBotlFSYyC8xoFFL3D62S535g148x5sE7eWcIC8vj7i4uAbH1CQsLMzhcl59IB09YCwtQaXTYzFUumyvD3DNefLTqDFbrRhreI0Cg0IcLux9//7Gvg2/odX7cc39tiaWdhf24O7Rdbqwr7322nqToO09x2o3whUEgdjYWMf6Vq1aMX/+fB599FEuueQSNBoNQ4cO5ZFHHmH0aM9bf5xPjB8/njvuuIPMoBC6vvAK2Sv+JG/jBhSLBUGtsuVL1SBAraJ3cABbC6pzx4rMZvYUldAruJ6blCAwIjaGPzNzAMjNzWX16tWMHDnSZegNN9zAHXfcwbFjx87ZMLaXagZ3iyYq1I9VO1PZcjATi6ygUYsM7h7N8F6tvMZPE+H1AHk5J/Dz86Njx471jvHx8aFly5a0adOGTp060b59e6DK5eyvQQFKszORTSY0fv74hLUgIDKGoNi2hMS1d6nQCVCrUIsCZqsVIT2Z4cOHM3jwYLp2SUAtWCgqM1JamE1eRiJ5GYlA07mw7eX+Ncv67RQVFTk8RQATJkwgLS2Nbdu2MXPmTFJTUxkzZgzLly932daLreGoSqXixx9/xD++PfF330+/z+bTe87HaILdh5DrDYO5o6q6rG+raAJraAL98MMPboePGzcOtVrt9QKdR8RFBXLnZV15/6HhzLl/KO8/NJw7L+vqNX6aEK8B5OWcICsrq8FcqPz8fLKzszl+/DiHDh0iNNR202oXFUTXHrb8DlNFOYpVxlRWSkVeDiWZaRSlJFOQdBRNDaMCQCeJlJotaCWJ41s2smrVKtavX8/qlcu57qLWaNQSpaW2cJpKo2tSF/bFF18MwNq1a52Wp6SkkJyczNChQ52Wi6JInz59ePzxx9m8eTMqlcoRRvPiTEhICMOHD+fHH3905GCIGg2iRm1LhhZdvXb1hsHcoSgoVgWNTseQmGpl6J9++gmz2ewyPDg4mEsuuYQffvjB2xvsPEOjkvD30XgTnk8DXgPIyzlBaWlpgwZQSUmJ09/28WarlUyTEUVWMFfULRSp9nEWWcw1mLAqCuPiYzBXOssLjOzfgadv7U94gC3KrNLo0ahFhveJ5elb+zO4W/2VVllZWSQlJbm8CgttuUYDBgwgLi6OF198kSNHjgBQXFzMgw8+iKIoTJgwAYAdO3awcuVKpwTtffv2YbFYGuybdj4zfvx4jh49yt69ex3LJJ0eQRRtec21jCB7GKwm9jBYnSgKisXCyLg2jkUFBQWsWrXK7fCrr74aWZZZsGBBo8/HixcvrngNIC/nBCUlJfj7+9c7prS01OlvuwF0OL2QonKTLTenHgNIo3f2AKlFAUkQaKHXOrUrEEURnU5HXFQg0cE2YcK4Vi0a5cKeMmUK7dq1c3l9+OGHAEiSxKJFi1AUhYSEBHr06EFsbCx//fUXH330Ed26dQPg6NGjjBw5kpCQEPr06UPnzp0ZOHAggwcP5q677mrwOM5Xxo0b53iP7YgaDaEXDkSxKmB1rd5zFwZbnVNPGMwqYzEYGHXVVQ5NKqi7GuzCCy9k//79zJ07txFn4sWLl7rwJkF7OScoKSk5aQ/QjyuOIIeDSqWq3wOkr/YAiUCYXkuZ2cKWrHwnA8jPz8+hAWRfHhjgX6cLe+3atXzwwQd88cUXDB8+nH/++afOY2jbti2ZmZlERkbSq1cvEhMT+eOPPzh48CBhYWFcc801BAUFOcZff/319OjRg61bt5Kenk5QUBDdunVj4MCBZ1Uz27ONsLAwhg0b5mhsazdQIsdcRtqSX8DiKlQ3MCwE6UgysqLQxkePv1rF1oJiKiwyPnWFLxSF6NGXcd3+I3z99dd07dqVEydOOFSoa9KlSxf69+/P2rVrOXr0qCOHzYuXk2XZsmWMHTu2wWtBeXk5hw4dok+fPv/Rkf03eA0gL+cEJ2sAHUopYPvhbCIjqnKA6uiVJmm0iDU0W6zYjCBJENiTW+TkXarpibIbQH71dBdPSUnhhx9+4IUXXiAhIYGWLVvWORbg1ltvdYRBVCoVV1xxBVdccYXbsYIg0KlTJzp16lTvnF5ciYuL49NPP+Xrr7/moYceAsA3tg0qX18sbrSiAtQqLmkZxpaCIo5XVFcRbswvZETLOiQaFJshdf/99/PFF1/w77//2rbZuJGBAwe6DJ88eTKbN2/miy++YNasWad2gl7Oe+bPn0+vXr2Iioqqd5wkSXz++efnnAHkDYF5OSfwJARW0wASBAFfX19Wbk9BERQkte0Jva4QmMbHtclqermBEpOZPIOJwpJqA6imseOJAWTv31Vbo6cuTpw44dE4L6fGqFGjAOfKLNlQiUqvr7NTfLSPjnyTcxJzfWEwq8lE9oo/HWFMO3Xl+dx44434+vry1VdfudUM8uKlMcTHx3P06NEGx+l0OoxG439wRP8tXgPIS7PHarVisVjQaFx7KdWkpgEUEBCAWbay61gOKl11eKKuEFjtBGiwCUdbFbAqVgw1tmusAaRS2TxL7qp/vJw5xo4di4+PDxs3bnT0V5N0+ipBRPchgyFu8oC2FhRR7s5YEQQUs5m8f9djNZm49dZbHau+//57TLX0hsDmXbz++uvJzMzkjz/+OMkz8+LFRvv27T0ygM5VvAaQl2ZPWVlZg94fcDWAjCYZ2QraGirIdXqAfH0RcL3pKYDWarF1C7ePrWEsNcYD5H2iP7vw8fFxhBbtydCiRkPogEGIKrXbbaL0Ojr6OxvLZkVhY36R62BFQQFkkwlDbg7XX3ONwxguLCxk6ZIlbvcxefJkAG8ytBcnjEZjox+i2rdvz7Fjxzwaq9frm7SZ9tmA1wDy0uzxpATePs6Ov7+/ow2GukZ7A3MdP3C13gc39g8AKpOza9hUdXNctWoVCQkJXHTRRWRmZjqVojttX3XT8xpAZx/XX3894BwGixg1BnVgYKO8QGvqCoPJMqb8PHY9/iDHHr2PAVGRjlXvPfYIRz96l9JjR7GaTJhLirGaTAwcOJCOHTuydOlSsrKyTuHsvJxLHDhwgG3btjVqG09DYADt2rUjKSnpZA7trMWbBO2l2SPLstuE0dpcfPHFFBcXoygKnTt3drTBWHOs+iYSGBNLyy49QAABwSY6p1gJadvO7ZyiABUF+UTEd8BsNGAyGDCqNJitVrZt28bKlSsdY7/55hu3c9g9QN4Q2NnHpZdeiq+vL5s3b+b48eO0adMG//gOtP/fgxx6+zUsJcUu21wcHsKnSSlOy7YWFFFmseCncr3kKoqCXFGOuayMYf561lUt35CWwZEli8lY9huSXo+k0SCoVIReOJBbrrqKZ19/nfnz5/PEE0+cjlP30syIj49n8eLFDBgwwONtWrRoQU5Ojkdj7eGyrl27nuwhnnV4PUBemj2yLJObm9vguG3btrF+/Xo2bNjg8LYM790Kn0i9Y0xZdibZ+3eTvW83Wft22f5/YC8qjdZpLlGoeiFwZMMaso4dIT81hdLcHI5t2oBJtjp5fERRRKwjcdbrATp70ev1XHnllQBOmkAthgyj11vvEdijl8s2kXWFwfIKXcYCIMuYi4tBURgY0QLfqpJ5s9XKypRU5IpyTIUFWGXZljS9/C96HTuAXqd1qI978eLv7+8kx+EJgiAgCAJWq6usQ23i4+M9Dpc1F7wGkJdmT2VlJXq9vsFxBoPB8X/7+NiIALRhOsdyi8l9pYNUI8FawJ78DBZFoaTS4DRWVKnIrTQ4GTQqN0/+drw5QGc37sJgAP7x7en1+my0LSNcqsLciiLW1xsMQFHQSiJDWlaLIi7PyEFQqxEAxWRCHRCIJiwcPxRCVSr++usvnn766ZM7MS9egKioKDIzMxscFxcX5xICqxmabY54DSAvzR6DweCRAVSzzFynsxk9FWYLVqqehBCQ6/ghq7TVRlLtTky1Q1eCSsWHu46RWlydc1SfAeStAju7GTNmDH5+fmzdupXk5GSndbKhElGS0ISFOy0f0sLVADpSWo65vidtRUGRZUZFRTgWHSwp5XBJGQgilvIyh0CiPjSMPmG2xqxr1671eoG8nDSe5gFptVpHKXzpsSMc/ehdtkyZyLZ7JrNlykRHvlpzwmsAeWn2VFZWOgyaurBarU5lxXaDSYFqFVTBMw+Qy9y1PDeipKLUbGF3dvUTvyTV3chw7969DBo0iB07dtR7DmCr9AgPD3f0BPNy+tHpdNx4440MHDiQt99+22mdpNMjqFQIgFDjM26p05Lg74e/SqJboD9tfPSUmMxUyvWHGhSrle7BAfQKCqBHYABaUWDeseO2knlFgSoDShAEbuma4GjA+vLLLzfpOXtpvjS2WW6bNm3YuXOnR2N9fHxI/nMZ+154muzlf9k8P6LkCM3ue2E6OWvqVrI/2zhnDKDMzEyeeuophg0bhr+/P4IgsHr1ardjhw4d6oh91nyNGTPGZazRaOTJJ58kKioKvV5P//79Wb58udt5//33XwYPHoyPjw8RERE88MADjY7Jemk8noTAaoa/oNoD5KtWoZWqfwZ1eoCqcoAEXIvBZIuz50aqCmmZzJ6FwD766CM2bNjA66+/Xu85gK1Z5s8//+zxBctL0xAdHc2///7LJ598Ql5enmO5vT+Y/UZQk8c7xiFbFfYWl3K8ohIL8E9OHvWiKIhAoFrN7uISKmQrW/IKSCkrtxnqNUJt0UFBXNKmFQB//vlnoyuAvJx7hIWFOX0/PWHnzp289dZbHo3duG4tf739JlajEU1YOOqAQFQ+Po7QrNVoJPGzD5uNJ+icMYAOHz7Ma6+9Rnp6uqMRZH3ExMSwYMECp5e7aopJkybx9ttvc/PNNzNnzhwkSWLs2LEuLuddu3YxYsQIKioqePvtt7nzzjv59NNPGT9+fJOdoxf3GAyGBj1AtVWW7d4gtSjSLSzQYdjIdaidSlqbARSiVdNC75wQ7c4DBGCVPTOAGpME7U2YPjPccsstgC1M+d133zmtixg1BpWvr5MHCKC1nw/dgpzlGf7KajhZXwGuiYlwWvZLajoqXz+nnk2KxczE7l0cy1555RWPz8fLucnJCBu2b9+e9PR0jzR+orUaUvILUAeHuPQPEwQBdXAIckUF2Sv+bNQxnCnOGQOoT58+5Ofnc+TIER555JEGxwcGBnLLLbc4vYYPH+40ZsuWLXz33XfMmjWLN954g6lTp7Jq1Spat27tYixNnz6d4OBgVq9ezd13383MmTN5//33+fPPP/n777+b9Fy9OOOJB6h28t6yZcsc/x8RG4G/RoVC3SEwlUaLABSbLMi18jhcDCB70mqNcZ4kQVut1garMbwl82eG+Ph4Bg0aBMBXX33ltM4/vgPtpvwPlRuxy9ERzrlBh0vLOV7ewI1GlukcFECHGpVkf2XmYKhh5CuKgtVo5IIxl3LttdcC8Msvv7B///5GnZeXc4uTqdSKj48HIDExsd5xVpOJcKOBdIOhzuapgiAgarXkbdzQLBKjzxkDyN/fn5CQkEZtY7FY6g1RLVq0CEmSmDp1qmOZTqdj8uTJbNy4kdTUVMCmMLx8+XJuueUWJ0G+iRMn4ufn51I94qVp8SQJurbWRU2PUSt/H/pG2JJW5TpzgGxeHysKFbUMHmstY0RSqW1tMmqUwZsRSCt1f+OraRw15NnxeoDOHBMnTgRscgoHDhxwWtdiyDC6v/gqYi1P5ICwYPxrdYJvyAukAGr/QK5uVd2g0iBb+f247XqjKArmwgIkHx9ajhzjVAXmbZB69mKyyJRWmDBZ3AuiNgV+fn6U19HQuS7at28P0KDnSDZUEuPrQ1pZ/Qa8oFKjWCzIBs96G55JzhkDqLEcOXIEX19f/P39iYiI4Nlnn3V5qt65cycdOnRwURnu168fYAt7gS2J1WKxcMEFFziN02g09OzZ05uvcZrxJAm6pscHcGrsl1pawfbsAgAsdYTAVBqNrfpLAaPsnGRYM9QFtjJ4sKlHh3fsTETHBHwiovh0byI7clyTl+1eHfDcAPJ6gP57rr/+erRVodD58+e7rA9I6Ez0lVej8vdHFRgEoohGFBnWwrkT/IrsPGRrHYmqoog2LBy1ny+jOsYTpKn+bny/9wCGoiJMebmIWi3tpvwP//j2dO/cmbGjRwPw7bffnnNaLc2dxIwiPlu6l/tmr+LB91Zz3+xVfLZ0L0kZriKaTcGWLVsaNb5t27aIotjg90bS6YkNCiSthqK+OxSLGUGlQtI1XJl7pjkvDaB27drx9NNP8+233zJ//nz69+/PzJkzHXF+O5mZmURGRrpsb1+WkZHhGFdzee2x9nHuMBqNlJSUOL28NA6VSkVoqGvZsZ3i4mK+/fZbp2UHDhyguNh2AdqSmU+pyWZ4RPe8gMjuvYno0oMWnboQFt+JkLbx6IJs3kUrgCBQ85lermWM2A2gguREcg8fIOvwQdL27sJstbL4WJqLJ6imB6ghw8arGXTmCAoK4qqrrgJg4cKFblubRIwagzogEGTZUbFVOwxWYDKzrbDI/U4kiU5PPM0FH81l2HeLmXLnFMeqjLJyNuflE3HJGLq+8Ar66GhHKfJVVpvhLgoC7736ahOcrZemYN2edF5ZsIV/dqRiMluRBAGT2co/O1J5ecFm1u9Nb/J91i74aAiNRkPr1q3deoBq6vyIGg3dhw8ntbSszlC9PTQbNmAQYgPNqc8GzkoDyGq1YjAYPHo1tuQPbE0En3/+ea655hpuvfVWlixZwpQpU/jhhx/YtGmTY1xlZaXjia8mdm+DPbHW/m9dY2sn4NZk1qxZBAYGOl6tWrVq9Pmc75hMpno7wb/xxhsUFRU5LausrOSTTz7BbLWyI7cQuep7ZCgtJnPPDrL27ybn0H7yjh2iIPkYYfEdHNvKioJOVf3T8QtviS4gCF1gENrAQPxauhrCKAqSIGCUZbZkOQviNSYEJlQdp7kZxNfPRexhsPT0dP75x7Xc154PZKlxE+ro70trH+en4b/rCoOZzex54iEOvDqT8pQTPDh9utP34y9BQ/zd91OZnupUitytZQuujGtNoErF+1/MZcP8r9zP7+U/IzGjiC//2I/JLBMaoCPAR4NeqyLAR0NogA6TWWbe7/ub3BMUHBxMQUFBo7apnTxdl85PbO++qESRnKwsl3tv7dBsc+CsNIDWrl2LXq/36HX48OEm2eejjz4KwIoVKxzL9Hq9U6jEjt3Ctued2P+ta2x9+SnTpk2juLjY8bLnFXnxHFmW69TZycjIcNFusTN79mxKKyqpqFGurrjRaRFEySnpTwTUouQwgixGA4aSIgzFRRiLi1GqPAM18wQVBYqNZgRgb16xkyCeJyEwuagI4969GP75B7VKRfmePRj37kUuPj1u9POVhiphRo8eTYsWLQDXZGg7IX36IijVn68gCC5eoA15hZSa3X/Wimwlf/O/7Hn6cdTHjnDdddc51q1YuZItfywj8bOPXEqRx3TuRL7RiFWB5597ptmUIp+rrNqRSqXRQpCf1m3FVJCflkqjhVU7m/aa36FDh5OqBLOHwHLWrKpT5yfpi09oGxVFutGEKS8Xc0kxlooKzCXFLqHZ5sBZ2Qy1U6dOzJs3z6Ox7sJOJ4Pd81LTco6MjCQ93dVFaQ95RUVFOR2DOznxzMxMxzh3aLVat54jL55TnwH0wgsv1OmBy8zM5IfvvsUcV93PSXHj2hUk5+cEUQCVJPK/rnEUGo1sV9f6GQkgVTVTrYkVBZNsRS1V/Vul6dJQCMySno5p/36wWECSUEkSssWCnJqKnJmJpksXVNHRbs/Ri+dYrVa6du3KP//8Q+vWrd2OUalU3HzzzbzzzjssXryY4uJiAgMDncaYiotcthvZMozPk1KwYjOgY330pFdW0knt77oT0fa9sZSWkPjZh0y+ZjzfffcdUVFRxMbG8uJzz/FUqwg0YeFON9YLoiK5ICqSbRmZrDyRxuov53LFTG847ExgsshsPZSFRi3VWzGlUUtsOZjJxNEJaFR1i6U2Brs3p3///o3aJj09ney9u0mqYVw7yS5UeXgiUDD0vICIuFjyNm5AsVgQNRpaDBlGy5Fjmo3xA2epARQREcGkSZP+033ay6TDw6uf1Hr27Mk///xDSUmJUyL05s2bHesBunbtikqlYtu2bY6+QWALzezatctpmZempy4D6ODBg8ydO7febWe/9Taj3v8Ku7yh1eqa11G7iakCGGWZvXlFXNO+Fd3CAtlaY70kCEiCWOvCpyAgYLRaCQA0NYyq0NBQoqKi3Ibx5KIim/Ejy6DT2bQ2VCosADodGI2Y9u9H8PNDqnUj9tI4RFHkuuuu44svvmDGjBl1jrvtttvYtWsX+/fv5+uvv+Z///uf03pNYJCz+w8I1Wq4LKoF6RUGksorSCyvYHdRKZ0C3BhAVitIKqwWC5aKClrnZXHHHXcwf/58MjIyEICbwkfQ3s2N9e6+vbhzie1B7I2vFnDZcy82i1yMcw2jScYiK6il+oMsaknEIisYTXKTGkBff/11o7aJj4/H39+f7d9/R0BFhYvxA9U6P9E6DckH9xP/+hvE3XEXsqESSadvlt+zszIEdjopKSlxCVUpisLMmTMBm4vbznXXXYcsy3z66aeOZUajkXnz5tG/f3+H1ygwMJCRI0eycOFCSmtkyC9YsICysjKvGOJppi4DaNq0aQ3q6hw+dJCkTdWiloqbxFZBqv2cIKAWBEcoq7YukMOYqjGXzbOkoCjQLsAXpUYV0F133UVGRgZdunQhJibGaSZLaqrN86OtdqNf1L07vTp0sP2t1YLFYhvn5ZS58847+eKLL+rNxerevTtFRUXk5OTwySefuORCqPz88G0b57LdffFtOFFRSVFV6OvXjGxH7pkLsoyiKIhqNfmb/mXUiBGOY1KArw66D3F0b9mCQbG279C6tAw2bTi3eoT9F6XkTYFWI6GSBMwNtD4xy1ZUkoBW0zTGD9iqupKTkxv1XvXt25fS0lKObd6IqHUN2dkRBIELoiLISUx0JEarAwKbpfEDZ6kH6GSxGzF2MbAFCxY4FJufeeYZAHbs2MGECROYMGEC8fHxVFZW8ssvv7BhwwamTp1K7969HfP179+f8ePHM23aNHJycoiPj+err77i+PHjLp6Fl19+mYEDBzJkyBCmTp1KWloab731FpdcconbFhtemg53BtC///7LkiVLPNp+1/cLiL3wIqCOEFhtD5CiIIkCZquVcrPFpTWGIoCCQnGGs1EiW23brv4nmXV/JtK3UwQjesfWqe2jyDJyVhZIzm50SZIcN11BEFAkCTkzEyUhwUWN2Evj6NChA/Hx8fzxxx9cccUVbscIgsBdd93F3XffzZ49e9i8eTMXXnih05jWN97C/pnP25K/qlCJIpdHteSr42kAZBmMbMovZFCYO/0yBSwWlKrX1WMvpXPnzg79oRUnUphSVEzrIFev390X9GJDim0fz7/8CsuHDXcZ09xIzChi1Y5Uth7KwiIrqCTB8fuJizr7PJ8alUTfThH8syPV0cC2NoqiYDLLDO4e3WTeH4CU3HIOn8jjvtmrPH6vwsPDCQ4KIqWomL4RLeudv01ICAsPHbM1Am6mho+dc8oD9Oyzz/Lss886pOq/+OILxzI7rVu35qKLLuKXX37h0Ucf5bnnnsNgMPDxxx/z8ccfu8w5f/58HnroIRYsWMADDzyA2Wxm6dKlXHzxxU7jevfuzYoVK9Dr9Tz88MN8+umnTJ48mUWLFp3ek/bi1gD680/Ppdgz9u6kPN/WP8eTEJgVyK80UWQ08872w6SU1E6cFTBbFYrSUpyWKoqCXGRCrLQ6lcLuSa7SIKrtdZBl2w201v5VkoS55lhRtI1z473y0nimTp3KZ599Vu+Ym266CV9fm1LzJ5984rK+5fBRtBw12mX55ZEtUNW4GS5Oy6p3P6aCfGSjEbWPr9N1zKrAFzt2u92mQ2gIQ6s6yq9YuZI1a9bUu4+znTNRSt4UDO/dCr1WRVGZ0W3FVFGZEb1WxfBeTVf5a3+vsgrKMZpkj98rQRDo2LEjKWXlKJb6pTgCJZFik6lZ6Pw0xDllACmKUufLTtu2bfnhhx9ITk6msrKS8vJytm3bxl133eXWStfpdLzxxhtkZmZiMBjYsmWLU5isJoMHD2bDhg1UVlaSk5PD+++/j7+/mxi/lybFnQE0cOBAj7dX6XQOI8e9B8j16UwBNKKArCjkVrrqbghutjMVlaArsLiUwi5eZ8s/c0mAliRbLkmtY1KrVFhqGjtWq22c1/vTJFx99dVs3ryZtLS0Osf4+/tz0003AfD999+7yCwAdJn2PH7tOzotC9FqGBJerVm1o6iEE+X1K+aaS4rJ27iB8ePH06lTJ8fyv44lcaLIuQrQnqg6pXd3x/Xs2WefPSm5kLOBM1VK3hS0iwri9rFd0Kgl8ksMlFSYqDRaKKkwkV9iQKOWuH1slybzYNV8r4KCQ1Fbyxv1XnXs1IlMQcJqdDXY7Nh1fvQBgW6rnpsb55QB5OX8xGKxuPTaGjNmDDt37uTdd9/ltdde45577nFaP2HCBK4bP55uoy/n0hlvog+2hSHclsG7SWQUgUCtBl+1itpmhyAIFCYnotTyJu377hsEg3N5dJCfFpMsOM7Deb8SUkSEIx/EjkqSHAaQUuX5kSIjveGvJkKn03HzzTfzxRdf1DvurrvuAmyaUgsXLnRZbzWZsBoNaMLCEGtIYVwd4xxiWJxevxdIkWUSP/2AiuQkZy8QMHfTFrelyCMfe8oh7LplyxaX1h3NhTNVSt5UDO4WzdO39md4n1g0ahFZUdCoRYb3ieXpW/szuFvTVW/WfK8iWneipKC6/Y8n71XHjh1JKSlF8vHBXFjgYgRZDJVUpKZgKSulhWxh8S3Xc/Sjd5u13MI5lQPk5fxEFEW3SdA9e/Z0VOrt3r2bRYsWYbFYkGWZTz75BH9/f348nMKqtOoLhdY/AH1QMFarFcVqRZFlVFpXV2+ARuWo5LLUamugFkW2LfzcZZvdf/5ArwvGofWpbpopCAIaTd0NTlWtWiFnZoLRiFKVnChVhcAURQGjEVQqVF4BzSZlypQpjBlj67NVl8RCnz596NOnD9u3b+eTTz7h3nvvdbpJy4ZKFIsFSeeDIstYjUawWunk70dHf18Ol9p6Nv2dlcvkuFb41W6YKwgIooQigKWqw/YNU/7HjBkzOHLkCADL0zKZbDQRLYoupcjPx8RSUFDAtm3bWLNmDV26dDk9b9Zp4kyWkjclcVGBxEUFMnF0AkaTjFYjNflx1n6vAsNiKMpNJaJ1tcewofeqY8eOpGZkEDVxMhnz5zqMaUGlxlJWgrmqS4E6IJDWwUEcLyik1fK/yNuwjnZT/keLIcOa9Jz+C7weIC/NHkmSGuwF1rFjR3JzcyksLCQgIMARmrwgwjkBtUVCFyqLCjGWFGMqK8VcWUFMn34u85WYLBQaTBgtMnHDRxPZtQctu3SnZUJX4rr3IHHtSpdtTBVl7FzrmhOmrTKATCZXA0gKCkLTpYstvGUwoJhMqEXR1rPMYABJQtOli7cEvolJSEggNjaWv//+u95xdi/Qvn372Lhxo9M6SadHUKmwmk1YysodyfSCIDAuOsIxzmC1um2QKqjVIAiIooio1ZG3cQOCLDsKOgBkq5XfA8O54KO59PtsPvF33+/QYWnXrh2vvPIKOTk5vPDCC82uzc7JlJKfzWhUEv4+mtNipNV+r0IiYinMTnEZV9971bFjRxRFoTgiiq4vvELEJWMQNRqsxkosZWVIWi36mFboWrSkbXgY6SYzmrBwrEYjiZ992Cw9QV4DyEuzRxTFBsvd7Tk+Q4YMcUp2j/Hz4X894rk1oQ1jWkcQGR7uurG7eLggUG6xkGcwEdI2nsx9u8nev4fsg/s4tGFNnTH03at/wlDh3ExQVmzH5q63FIAqOhpt//5IsbEgiqhEEbPVihQbi7Z/f68I4mni7rvvbrCIYcKECQ5junYytKjREHrhQKwGAzYJhOrvxNAWoQTVEND8LSPb9TujKKBYUfn6IapVVX2ZShwVrADR0dEkHz+OrNG6rcjp3r07t912G7m5ubzxxhuNOf0zzpksJW9u1H6vNDpfzEbX3LL63qu42FhEUeTg/v34x7cn/u776ffZfMIGXYzKPwB9TCyqqsTn2MAAThSVOLSB5CoPZXPDawB5afY0xgD6/PPPadWqFb/88gu//PILS39dQuL61Ygpxxga7s+yD97hueeec9q2dmK0QJXYIQIKrlVah9atrvM4TIZydq2uvqkqioKlanpLPdUXUmAg2q5d0Q8fjrZ1a8SEBLRdu3o9P6eRsWPH8t1337F9+/Y6x/j5+XHzzTcTEhJCVlaWixEbMWoMkq+vTV+qxjqNKHJZZEv8VSq6B/pTbpEprOUBVCwWEASssgVDZgbG3Fx2PHIvyZ99yIyHH2bUqFFkZWWxevVq3n///TqP8cUXX0Sn0/HWW2/V25j5bMNeSm4yy/Um5ZrMMv0SIs/K8Nd/hbv3yl3lmbv3yt73a/d9U4jw0bPq9VeccnsKd2xDqqUN1CowgNQqj6IgCIhaLXkbN9haZzQjvAaQl2ZPYwygiIgI5s6dyzXXXON4XX311QwYMIDo6GhenjmTF154wdH1G9xcSLDp/AhVRpBYO0ekgYqb3Wt/xlBe4iiF9dHbWqF40uFdkCQ0Op0b8UUvTU1wcDC33nor7733Xr3jnnvuOQRB4O+//+b33393Wucf34H4qfeCm0rCG2IjaeurZ09xKQUmMz+m1WqloyigKFjKymyiiHo9itlM9vK/aPvvP7TQqB0G18yZM8nPz3fZB0DLyCj+d+/9VFZW8vzzzzfiHTjzNFRKHuCjYWSfWC4f0PYMHeHZQ+33qqw4z+Ftrqvsvnbfr9YB/pwoLCZ7+V/se2E62auWo1gsCCq10740koSlhmdOUKlRLBZkQ/0VjWcb3iRoL80eSZIaNIDcJVGmpKQQFhaGxWLh+PHjPProo8yYMYMhQ4bw0EMPsWTJErp27cq9t97E8N4dCdaqUYCscgM7cwrZnVuEjM240ul0TJ48mSuvvJLWrVujVqvJyspi27ZtfPbZZ+zbtw+Abt26cc8993DJpX3wDwwhv7gSURLoG/SeQ1m8IYYNG0ZcnKvSsJem54EHHqB379689tprtGzpXiAuMjKSCRMm8P777zN79mwXAcWwAYNQBwRiLshzWu6rUnFNTCR7im03qV/Ts7mhVRRBGlvuD1USHoIggCiiDQ1F5etH24l34NO6DZ8oCvenpDJ58mT279/PSy+9xOzZsx3zVxjN/LYhiZU7UqjwH4Ba68vnn39Oh869efxh56rIsxV7Kfm83/c7SsfVkohZttIq3I+X7hx0pg/xrKH2e5V+bDdL5z7HJZNfw2SW0WtVTmX3pceOODXVFQSBsZ06sDc7B01YOObCAo4vmGfzgNe4vipWKygKg1pFY7VaEUURxWJG1GianTaQ1wPkpdkjimKd+TN2BEFwMYL0ej3JFSb+zCwiol173nzzTQCWL19Oly5dGDJkCLt37+aaEUPZveJPPp/zDl+8O5uig3u4NaE1D/bugFoU8NNq2b59O7Nnz8ZoNPLbb7/x3XffkZiYyJVXXsm2bdsIDQ3l+eefZ8+ePVxxxRX8/tsvfP7RbFIOb6N9dBC33HILISHuFIFdCQ8PJzg4+OTeLC+NonPnzlx00UVO7XDccf/99wOwatUq9u7d67RONlQi1m6YW8WgsGDa+tpuGgarlUV2L1ANpcdU+tEAAH/gSURBVG9EEW1YOJJWR1C3HoT2H8CcL7/i3S+/wtfX16FK/8EHH1BeXs7u3buZNWsWRfm5+OrUmMxW9Ho/QiJtRvMTj/yPWe/WX+LvCWaz2W3lYlNTVyn5pRe2pbKyEpVKxauvNtz09aOPPkKlUpGTU131OWjQIC677LLTefj/Kfb3amDnMAByThwk/eAGt2X3Wcv/RK6oQB0c4rg2dgoN4UheASiKLbenshJVQCBWoxGLoRJDbjblJ45TnnKcYGMlKakpWAyVWI1GwgYManbK0F4PkJdmjychMPu42oToNHQOCSBIp2Fvnu0JPTIykvz8fAYPHkxubi5RUVEEBQXRtm1biouLmTZtmkP5e1x8DGaLhZZ+Grp27UpiYiJdu3ZFq9Vy9OhRIiMj2bdvH9OmTeORRx5h+vTpvP7664SFhREREcHTTz9NQkICy5Yto1u3bh6dr0ql+k9uPF5sPPDAA9x11108+eSTbhvWgq2FxmWXXcayZcuYM2cOn39eLYMg6fRutaQAREHg5tbRzDxwDIAl6dlc3yqKALUKBAFVQCDqgAAkra3KUayqdnzmmWeQZZm///6bVatWMW7cOBYvXsyJEyfYvn0706dPZ8SIEQT7RxPgYzvm/mNu4dePn0QQBJ5/7G52bvyHuZ9+eNJirYMGDSIkJKRRqusnS12l5JWVlchy3TlCNdHpdISEhDhLFciyR9eO5kRcVCABFYewGMuRZZmkDV9z+ev/IyKiOl/QajKRv+lfR98v2WDAXFpMUGkZqYVFlB1PRu3vhyBKmIoKkS1mTCknbFpjggiCQJyvL0cyswk1m9AEBdFyZPNr+eT1AHlp9nhqALlrl7Fl5XIOr13Je7NnM2nSJDp16sQtt9zCH3/8QUVFBT4+PqxcuZLc3Fy2bdvG0aNHWb9+PYcOHeKdd96hb0QI/SLDmDt3LklJSRw4cICdO3eyadMmcnNzHQJ5U6dOZenSpcyaNYt7772XEydOsGvXLrZu3UpGRga33XYbQUFBHp2vSqXyKF/IS9MwduxY9Ho9P/30U73jHnzwQQAWLlxIbm51Wbuo0RDcu2+d210cHkorvc2wqZBl5ifbhOrUoeFoQ0IR1e6NroCAAFavXs3y5ct5+eWXEUXRjSK17WYvCgKXXHwBa9aswWQyYTKZeOv1V/jqq6/YtGlTved1NnEqpeS33347OTk5hLur9DzH+Prrrx1e8aSkJG644QYnI9GuUSWo1JhLS6jMTMdSUoIEhOm0ZFcaMBcXY8rPw5STjVzV5FuRZUdRSGtfH46Xl1fN6F6n6WzHawB5afZ4kgMErh6gW2+9lauuuoprr72WRx99FIPBwMyZMwkODiYvL48ffvgBf39/hg4d6rTtoEGDGDduHL/99htaScJXo6agoACdTue4uFqtVmRZRq1W89VXX+Hv78/ChQsJDQ1l1qxZaLW2xOcLLriA+++/n3Xr1nHixAmPzletVns9QP8hkiRx//338+6779Y7buTIkcTFxWE0Grnuuuuc1kWNdd9YFWwVhTe3rg5N/JKRTVpFBeaCfMpTjlN+4jiG3Gxko3PLlauuuor27dszbdo0OnXqxK233up2fo1a4t6re3DPDUMxGo08+OCD3HbbbSxZsoRbb72VVq1a8cYbb2C1WtmyZQtz5sxx+T0dPnyYOXPmUFhYCMDcuXPJysri+PHjzJkzhzlz5vDtt98CkJyczJw5c8jMzGTdunU8+OCDTJw40dE6oaioiPfee4/bbruNe++9lzVrXGUjli9fzty5czEajXz44YfcfvvtPProoxw9WrfWzIkTJ3j22WeZOHEib775JgUFBU7r9+zZw5w5c6ioqN2779zCbDaTlJTktGzLli1OCfB2jSpLRTnG3Fxbjo+kQpAk2vn7klRa5tKCx4FVRpEtaNUSVo1NGwhF8ZbBe/FyJjjZEFhqaqqjH1xSUhJ33HEH1113HR9++CFPPfUUQ4YMQZZlli9fzoQJE2jXrh3h4eGEh4fz888/k5paLSl/3XXXUVlZSYcOHZg6dSo//PADZWVlJCQkOEJb69at44ILLsDHx8fpOOyNddetW+fR+Xo9QP89t99+O3v37mXLli11jhEEwZGcvnbtWn788UfHusCELgR271nntsNbhDn9/cDOA5SbqnotKQqWkhIqM9KRDdVGkFqt5qWXXmLHjh0sWrSIGTNmOAzrahSuvTieloESF198MWPGjOHQoUOUl5czY8YMOnToQElJCUOGDCEzM5Ply5fz0EMPufyeduzYwUMPPeTIn1m5ciVFRUXk5uaydOlSli5d6vj+Hjx4kIceeohp06Zx6aWXsnv3bo4dO4bZbGbr1q20bduW6dOnYzQa2bFjB0OHDuXaa691yuP77rvvePrpp7n00kt59913URSFH3/8kU6dOvH999+7vH+7d++mT58+rF27lqysLJ566ikuvPBCyh0eCli/fj0PPfQQZWVldX4O5wLLly936WNnMBj4/PPP2bZtGwDlKccRdXrMBfkoFnOVTIMFRbESodXwb06e68Q1cyitVtQhoewuKkFRa7xl8F68nCn8/PwaHgSMGjXKKf6v0+k4XFrJb6l5FPkGMWvWLLp168bMmTPx9/fn66+/Zs2aNVxyySWUlJTw3HPPMX/+fH744QdGjx7tdMHu3r07O3fu5Prrr2fVqlVMmDCBiIgI3nrrLXr37g3YekYFBAS4HFdglZaPp0+mXg/Qf09gYCCTJk1yJBzXxdSpUx3/v/7665k1a5bDu9Hh/odRufn8ASRRIM632jAuNlu4e9tekkrKbPlDkgqsCpZSZzXn8ePH06tXL5555hmioqLo06eP0/ry3CT6dY7gmWeeYfv27WzcuJGVK1eyaNEiDh48SEBAAI888gj9+vUjuhGCmt988w2dOnWib9++LF++nOXLl/Phhx86jVm1ahX79u1j9erV/Pvvv/j5+XHHHXfg6+vL0aNH+e6779i4cSNvv/02v/zyCwsWLHDaPjs7mxYtWrB//36+/PJLjh49yqBBg7jrrruorHQut/7pp5/49ddfWbNmDX///TcLFy7k6NGj/PHHHx6f07nC3LlzMRhcGzRnZmYyadIkjv/1O/teeJrKTGdNKEWWUUwmDhWX8EdWrosuFYriZAQZC/LZn5vHi6vXN9syeK8B5KXZI0mS2x98bQoLC11c7UnF5axOy2FlSjaCINCiRQsyMzMd7voPP/yQuLg4fvvtNy6//kYuGDKMYcOGuVSd7dq1i8rKSmbPns2xY8dITEzk0ksv5YknnuDQoUMAtGrVym2Yy77M0zJ4rwfozDBt2jQWL17slN9Tm9pNeadPn87EiRMxGAw2TaC7H3ARzrQzLtq5zD7DYOTerbv5MzUDrFab/lQtz4woirzyyiscPXqUL7/80mXOS4ZfhFWW+frrr7njjjvo16+6rUtYWBgPPvggy5cvd4S2mpJHHnmENm3aOP4+ePAg+/bt4+GHHyYioroVyP333090dDQ//PCDyxwvvPCCI3dPq9XyzDPPUFxczKpVq5zGjR8/noEDBzr+vv7661Gr1fz7779NfFZnN4qicPDgQZfl/v7+tGrViorSUhbOfBGr0Yikd1+ynl5pRAGe3XcYt371KiMoqaAQq6Kw5kQqvx89hqBSecvgvXj5r9HpdB4ZQO76hV3aJpLXL+rBYxd0IiMjg61bt9KhQwdHKKGyshJfX18EQaDAYOvDlZKSwvLly53m6du3L927d3cYO3FxcY4+UcnJyQBcccUVbNmyhf379zu2UxSFefPm4efnx7BhnjUT9FaBnRmio6OZMGECb7/9dp1j3PXbWrhwIcOHDyc7O5uIEaPQtWiJ5Otr6/VVwxgS3WhVGa1WXjtwlDf2H8ZoMrkV2Rw9ejRDhgzhhRdecPGMABw4cICCggLWrVvHuHHjGDduHFdddRVXXXUV8+fPR5Zlx3e0JpYGWlA0RNeuXZ3+todfanupVCoVPXr0cAkv6vV6Onbs6LTM3tx469atTsvtfaxKK0yYZRlRFAkLCzvnw1212b17N7nZ2STERNMnogVj28YyNDaaBffdzdZlS/nrqUcZGh6K6OODqcBVOLPCIpNT9fCXXFbBV8m1OsdXiXMC/JmZi0m2YrBYmLv3IBXxHb1l8F68/NfodDqPGj3WNoBefvllfHx8sFqtZGdns2TJEkpKSvj000/JysrCz8+PUaNG8fDDD/P4449zzTXXsCU5mZdeeomWLVs67fO+++5DrVYzYsQIKisrSU9P56WXXiIsLIyLLroIsPWW+uijj7jiiiuYMWMGsbGxfPHFF/zxxx88//zzdZZY10atVns9QGeIxx9/nJ49e/L444+71W0qLS11sxVs3LiRfv368dtvvxF+8VCyl/+FJiQUQ1amraxYErHWU8n9R2YOR0rL+eqSS13WCYLArFmzGDhwIB988IHLcdm9mfHx8S7GB9iSqd2JPH6/6jAVRgu3jEo4qVLx2qFpu9Humqdk+23WNuo1Go2Ldpd9W3djc4sqeerT9fSMD+OBa3s7bWv1oEz+XCCiMI+fLhmKaDQ4Orl/s+8AoYf2k/Tqi8gmI6JWi6W0FEFRUESxOtlZENheVIxQVdFlsFr5OS2L3kEB9Ah2bblztKw6vyqzopKnfv6VDU89g1qtdhl7tuI1gLw0e7RareMiXx86nQ5FUYiIiKBz585Onb59fX25+eabuemmm+jXrx833ngjcXFxzJw5k5SUFD755BPeeustoqKimDZtGmVlZSxZssSxfe/evXnvvff44IMPsFgs+Pj4MHToUEc8Xq1W06pVK9avX89LL73E5MmTMZvNdOzYkY8++oi77rqLxMRER5PL+tDr9fj6+p7cm+XllIiOjub6669n9uzZvPjiiy7r6zPEU1JSGDhwIF+8/RatfHww5uWiyDKiWm17sKb+m3RiWTnzk1KorX1ckZ7GgAEDuPLKK3nllVecusWDzfBRqVTExcXx9NNPA7bS6ICAAMLCqpOvrYriMMJLSkrQa1Ws2JbCjcM7uiTVgs3w8kR/x06HDh0AOHr0KAMGDHBad+TIEcd6O8XFxeTl5Tkd47Fjx5zmqomCraLObHFtmZGa7WyYllaY8PdpXt6Khig9doTkuZ8gWcyoq5SdwVbxJYWEIhcWYi4uRBMahlxeVqXnQ7UBpCiszM6jokZ4v0KWmXHgKF/07WFTKLfvy2wh0+B8zd26axf33HOPkwbW2Y43BOal2dOYENhvv/3GtGnT2L9/v9Nry5YtvDV7NgHtExgxciQ//vgjb7zxBnPmzOGNN9+kpKSE8vJy0tPTue+++3jqqafYuHEjBovM5sw8br71VkceUElJCWVlZSxbtoyEhASGDx/uCE107tyZb7/9loqKCsrKyjh06BB33303hYWFbtt1uEOWZaKiok7pPfNy8jz55JN8/PHHbjR36vYA2SkvL+fOxx6n7aQpKFVeDEW2osgWj7wURjeemH0vPkvRvj28/PLLFBUVOZXr//vvv4SEhHDZZZfx2WefceLECYxGI6FaDcFVAoj2MFFOfplTxeI1F7fng4eHoxatbvOLWrRoQVZWVoPHbGfAgAGEh4fzwQcfOOXQ/fPPP+zbt4+rr77aZZuPPvrI5W9RFBk7dizWWi4zUQC9VoWP1vm5XsG1n9/+ZPd9004HJotMaYUJk6V+tfpTxZ2yM9g6t6eWlKIOCUFRFMylpVitVkfllx2rorCzsNhl3jKzhef2HXHKB1qdk0eu0bXi66effnJonzUHvB4gL80eTw0grVbLzTffzOuvv87Ued9TZqn+SZusVnIrjJisVjZs2gzYtHwee+wxVqfmcPWdd+GnUVFkMJFTYSDSV49aEsmpMGC2Krz79fecWPwtgwcPdpLlLy0tZe/evS7Hp1KpnBJmk5KS3D7VuiM/P5+YmBiPxnppemJjYxk3bhzvvfcezz77rNO6hkKxPj4+PPLII4T2648mOARLZSXWygqQZfcJpx5QduwIJ75ZQI9X3uCWW25xqqbat28fVquV119/nYsuuoiePXsydepU2rdvT3l5OZs2bWLfvn3s3buXwwf2MWTIEKKiorj99tt56KGHUKvVfPPNN27VoseMGcN9993H5ZdfTps2bYiNjeWJJ56o8zglSeL111/n9ttv5+KLL+a2224jJSWF9957j7i4OO65x7k/WVBQEHPnziU9PZ2BAwfyxx9/8N133/H4448THh7OwRMFtGnhWdKtVCvx/L8IiSVmFLFqRypbD2VhkRVUkkDfThGM6B3r6MfVVNRWdq5JQngoW9IyaBPgj6TTI1dWuM0lO1ZW7lbOUAaSyspZkJzKbW1thRpbS8rdjLRpPD3//PMMHjzYKQH+bMVrAHlp9jQ2CXr37t2kFZVQaHXvcZE0GsyV1SXpqRnpbM12FlUrNJoJ0KjR2FscSBIbNmwgKTnZyQCy77OhEF1JSYnHLQlkWXZRtfby3/LUU08xYMAAHnroIafPrS4PUEBAAE8//TR33nknISEhWE0mJL0exWp1lA43dE/WiSJ9Amyhz3HjxtG7d2+sFguCJGHMyWb1778zY8YMh0cnODgYs9nMxIkT+XfDBnbv3s3cuXNZtGgR8+fPJzAwkB49ejgE8ha9OYuuX3zJ8uXLmTFjBp9++inh4eHcd999dO7cmXfeeccpr+fuu+8mKCiIdevWkZmZ6fiut2zZkquvvtptv7pJkyYRGxvLu+++y4svvoi/vz8PPfQQ9913n8t4X19fVq5cyZNPPskzzzxDcHAwn376KZMnT0a2Wtl+OIu4iHZcffXVdOjQAbnKI2T/99JLL6VXr17IshWL1Urbtm25+uqrbXlEis3zMXTo0NMSTl63J50v/9hPpdHiaOBqMlv5Z0cqm/ZncvvYLk59uU6VmsrOTsuNBvzKy8jKSKdcBYq73MEqg2ldbgHlbrxUIrZw59cp6VzXrg1B4S1I31VdaaYSBQKDgolt3ZqWLVsSExPTbJLPvQaQl2aPTqfzOAfITpxey/Zy96JdUq1kZIsbca8Ki4xJthKkVeOjVjnaFRhrGWL2fXpioHkaAvNy5omLi2Ps2LF88MEHPPXUU47ltT1AAwcOJC0tjaKiIqZOnepodyJqNIReOJD0JT/bklEBawM5QNfFRNDj+DEqUlNYtGgRitVK6s8/2G5ggsCXb77Oywu+5ueffwYgLy+PFT8vIjk5mV69e/PHJx/zxAMPOPKAHMeclMTWOe8z1FDBxLFjeHvhj27FBi+66CInz4kkSdx8883cfPPNTuP69OnjOAZ3DB8+nOHDh9d7rnbatWvHokWLnJZZZCu5hRVsP5LD6H5t+Pnnn7FYrCzZkAjAsfQiEtOL+Pzzz7FaFZasT6TcYOb6UZdw6aWXUlhqYMX2g/j7ajxqotpYEjOK+PKP/ZjMMqEBOsfvWo8tFFdUZmTe7/uJCvVrMk+QXdm5phChubQEY55N5VmRrVjNZvfXmKrPdE1uASpRQCtKWBQFjSjQJjCAIXFt6BgcTLuwYEJ8/UgvKUWnUjGibWva+OrpGx1FwC23M+GWW5rkXP5LvAaQl2bPyZTBJwTq6jaAavVekutQN5UVhSKjGUkQoCqcVdsQs1qtXHzxxQ0+ETXG+PEaSmcH06dP56KLLuL+++93eBEGDx7MX3/9xbXXXsuDDz5I3759+fnnn7n22muZPXs2L7zwgmP7FkNHkPbzjw5tH22tMI2fSqJHYAAb8m0aPT+lZzGiZTiWSRNQ+frZhOcqK1AHBSOIIjGymdjYWAIDA+kQGsKEEH/u9tGzLcAfsbKCe++awks9uhCU0BmVfwByRQXlJ5KpLCig0DccySeQaw0GxgwewE0zFhATGUal0UJabhmlFSZ8fVS8fvfFJ9WHqylIzyvlry0n2HQgE7PFSl5xJf97eyUxLfyRBAFTVUjbbJF5+P01+OnVWGQFg9lCbEt/dh7JQa0SMZhkrIrCu4t2otFIvDp1cJMmRK/akUql0eJk/NgRBIEgPy35JQZW7UxtMgPIblBnL/8LRVGwmow240dRQJII02o4XFpOp4C6RWNvjI3GV62irY+eGD9fyuM78Mf6f7m5Rzen84gO8Gf+NVegKAqmvFwiLhnDgToEPs92vEnQXpo9QUFBHjU4vPDCC7n44ou5+uqraR0eWue4jpdcQUS3nkR260Vk997EDx/tdpyCzQgqNJrw8fUlvGVLJ4E3sBlEa9eu9chA89K8aN++PXfffbeTh+Kxxx6joqKChQsX0revrQHquHHj6NGjB7Nnz3YSHPSJjkHy8XE8gQ8MC6a9ny8ROi13tG3F1xf24oWuHejo70uASkWsj57pew5iMJuxlJbYcjkAydd2U7uyY3vmjBnJzIH9mH3xALr7+6GWRN4cOYxSo5F/s3JZcDSJkoMHKNiyieJ9ezAXF9tublXHEOYfwMS2sXz/4XMcSM7jeFYJZotMucFM17bhp934qavcft2edJ6bu5EV21Iwma2oRBGNSqLcaOFYWhH5pdW/L0EQQIDSShMVRjO+OjUiAmbZSoWxOtncLFsxW2yd5ZsKk0Vm66EsNGqpzgcVQRDQqCW2HMxsssRoq8lE2IDBSHo95sICTMXFYLXaurfLMoNDg1mfV+C6oSA4tKjGRoYzJCyYWF89aq2WPldeRZrBiLmwwCWJXFEUzIUFSD4+tBw5htatW3vcy/BswmsAeWn2+Pj4uBWAq0337t1Zu3YtJ06cwM/fv84vf5uBF5O1dxeZe3eSuWcHEV261zmnzQiCWy8aQG52tktujv2CXrsPmZdzgwceeIB33nnHyfNX+8YniiIvvfQS3bt3Z+bMmY7lkk5v+wJV3YRCNBo+vqAbX1/Yi5tbR+OnUiEKApPbtkIADpeWk2k08UUtcTpjVgaG3GysJiP9Y6LoGx1Z9X1TEIC2ocE8PrA/APOTUthdUFS9saIgigKCICJbFRRBpE9YKC2j49i24htHyEavVTG8l2dK5aeCva/fK6+84ugtdiK7xCmkFOCjQa9VERagQyWKWBWFvKJKjGabMSEKAr5aFbLVdv4Bbrw7iqJgMsv0S4hsUqPOaJKxyApqqf7fu1oSscgKRtOpGUClx45w9KN32TJlIofeeAXZZMRSWYmlpNgmrVBV7aWRRATAUEvBHkVxanoqqFQgiMhGAynfLEAfEYGi1mDKy8VcUoylogJzSTGmvFxErZZ2U/6Hf3x7unbtyt69e0/pXM4E3quyl/MGu8aJ2WzGV61yq7wLINZqZ2CtR3RQAPzVEgmhNhdw7SclTw2gxuipNGasl9NLSEgI119/PZ988km94y6//HIEQeDdd9+t1arA1l9JUKldEljt9AwOJNqnOnz7c1oW+4qrk60VWf5/e+cdH1WxNuDnbE02vSdACDX0LiAqIkWklwsoiqhXRBAEr4roFb2gKAoIKIqI6Cd2ReyKIiBKkS6h9xJCeiE92+f7Y5MlYTfJBoIkMM/vt8ad857ZOcPuOe+88xYsOTkUJSViKakVpigoGo0j2zTQu3FDhtSLwg68tO8QOWaL43sk7Gh9/QgN9Hbk9bHZsCoqWnUfTeKZIxz4ews6rZp/D2hV7ZFL5aFSqYiIiCA6OpqffvqJyY89RXrKOQJ9y0Y46XUaQgK8UKtU2IQgI6eIIpOV3EIzNrtApSh46zXoNGV/e1dSqdPr1GjUDmtTRVhsdjRq5bKsT2l//s6BWTNIXbvG4fujUqPSaB1zVHzfEaVSBfQIC+FUfsX1Bh1O0gKtfwDCbKaTWsHcsy+Rffs5sjzbbah0OiL79qP1rDmE93Bkr1er1W4Tg9Z0pAIkuW4oyVBqLvbpUavKiQK7WAGqoOyEAujUavTlrCJLFCDpt3Pt8thjj/H+++9XmANIURTefPNN7HY7U6dORQiBzViE2ssLRVGBzYYo5zuiVhSmN2+Mrvj7KoB5R05iuvghaxeYMtKxGouwnM9C6x+A1j8Ay3nH1seUjm1p5Gsgw2Tm1f2HHQ87lQqtvz++3joigw0YVHaSI5ph1WjpOXoa+ae3YD78FV2bh1fLXFUFjUZD3379CW83mLSTu9n+ywpys8rmHfLz1hEV4oO3ToPZasNqt6PTqujbpQH/7t8KP4OOzFwjuYVmp3KUmWu8YkqdTqOmc/NIzBZbuQuV6rA+5Z04xsnlS7GbTOhCw9D6B6AxGND6B6CPiHRsfSFQl/J7bOLvS8sADyJN7XbU3t5og4K5MTiA335dTZOJU+iy/CNuWPo+XZZ/RJOJU/Br0rTMaeHh4R5l5K9JSCdoyXVDaQuQ2WbHW6PGbHONvXGxANnKtwDZgZYh/miLLTxCCCx2O2abHUWB/OKKyhVZgFJSUjhz5oxH1yCEID09nUaNGlUqazabPS6vIbl0fHx8mDBhAgsXLnSGlLujbdu2TJo0ibfeeotvv/2WYYMGofY2oPGzYC0oKJOU7mKiDd78u2E0y06eBSCxyMgHpxOY2CTGIWC3IzQORcqUmoI+NIzG4ycBcHL525gz0vHSaXmudTMm7djLtowsvklM5p6O7VHrHRnSVfk5+AX5c/f0h7gvuhF6nZofWti4//77ORd/gq+++qpMVuZLxWy1YTI7fG8qUwBMZhuodLS5ZRgaxcqhbaspKsil7c1DMPg7LA56rZpgPy+sdjtzHrqZkEBvZ78dmobz+54EdhxOxmoT6LQqbmlbl14doq+YRatXx2i2HUwmO9/kYrW6HOtTeno6mzZtIjs7m9QN68g9fJRhHTu4brmq1Wj8/LFkn3f4iZX4eFXBcmzOykTRatHq9djOJJCdkUFgaGiFtb6aNGnCnj176NChQ5Wu62oiFSDJdUNpC5BOrUKvVqPCwsW78KqLatnYLBXX3dqXkY2tWNHJt1iZtfUAhRYrFrvAmpMNwIaENCKbFVLPz+By/ubNmzl69KhH15CYmMixY8fo2rVrpbK5ubnV8sCSVM748ePp0qULkyZNqtAh/8UXX+SLL77giSeeoF+/fs7IHa+oOphzcrAVf1/cMaJeFBvTszic64goXHUume7hIbQqjuxRiv2JVDo9LWe8QECLlgB4161H6rpfydi6haZRUUxplsf8wydYduw0nRo1opkQjurgBgONx08iuFlz52eOHDmSJk2aMHToUDp37sz3339P27bl+8RVxKUkBizZUjJb7HgbvGh367+wmIpIPLkPq8VE/WY3oPMyYLE5LD+llR+ARnUCaFQngPvuaOGx0nW5NK4TyL8HtOKD1Qed1iatWoXFZsdsseGt13hsfYqPj2fDhg1YLBZCQ0Pp27cvBp2O7X+swd6kkdvEhUIINL5+WHKyy/j3VAW7yUTR2XhQqbjZS8viyRN5/OVXXKw+F6MoCna7vdb4PNaOUUok1UBpBUirUtEq2N9F+QFQqT23AAEUWGz8mZgOOPIDnTeaMdns2IXAaHUoRnszc3l3/0n+Tjvvcv6+ffto166dR9dQFVnJP4dWq2X69OnMmTOnQrmgoCBeeeUV4uPjmTt3LpG390NtMGAvLMQrpGJlVa0oTG/WGK1yYSts/pETzq0wja8vXlF10Pr5Yah7IcmeX5Omzi2Mris+49lV3zHohk5YheB/m7ZSCIT16EnLGS84fTpK0759e3bu3El0dDTdunXj66+/rtrk4IjimvPxDjb8nYDZYneErRcnBnz54+1s3p/o9jx3W0pavTcNWnalUeubSTq1nxN7N1KQn1/hlpJOo8bPoLsiys+xY8dc2m5pU5cZY7vSq1N9dFqHj5KXyk6fliE8O7pDuUkQhRAcPHiQ9957j+XLl3P06FHuuecexo8fz/DhwxEpSRxfuhhjUhLmzEwK4s9gTE/FZjJiMxkxpqdRGH8aY3JilSw+5WK3469Rk3RgP/tm/pe0PzdUKN6qVSsOHjx4+Z/7DyEVIMl1g6IoaDQaZyXpVqHuV2DqiyxAFfkAAWW30YqT2pUUZiz5gVntdoxWG9+dOMe5vLKOiHv37vV4VX3kyBGaN29euaDkH+euu+5i69atlYYDP/jgg9xwww3MnTuXDLWWxuMnodLrMWVmVPoZ9X0cW2ElJBQaWXHGERVmLcjHbjGjaDSOCLOLUOl0aP0DCGzZik/X/07D6GiyzBbmb9tFytYtHH71RY4vXUzeieMu54aHh7Nu3TrGjh3LyJEjmTlzpscV4i9ODFgSxeVv0BHi74XZYuOD1Qc5leRahwocW0reeg3Z+aYyfjUqtZqYFl0IiulETtIhLClxFBZW7ORbnWRnZ3P//ffTp0+fMrXNSmhUJ4CHBrbm1UHRPOl9kPsPfkiLb+eT/r8pZeY5NTWVNWvW8O677/Lee++RnZ3Nv//9b8aPH0/fvn2d29glTs8OJUQ4iucKgTU3l6JzCRSeS3BEf9mK63xVE4pWyy3Nm7E1PoGTy992+/0oQavVYq0gaKSmIRUgyXWFTqdzOkHX9fV2a0KuqgVIgDOdfGmsQly4YatUCAQmm40dKWULMR49epRmzZp5NH7p11NzUalUzJw5s0yyw/Lk3nrrLUwmE0888QThPXrSetYcInr2dvs9upiR0VG08LuQ0G53Vg5HcvMRViumtDRUXt4UnK1YCTPu2cXM1rHE+Hjz25kE/rtpO0VFRaSuXcOBWc+6XenrdDreeecdli5dypw5cxg5cqRHJQ9KEgNe7A8DFxIDFpms/L4nwe35JVtKOq3arUOzl5eO/z3xIA/ddxe///473333nUdpMS4VIQTLli3j5ptv5qOPPqKwsJDMTPfFVdP+/J2jLz3P+T/WISxmzAIOJKew5J1lPDpsMI/dO4bPP/+c4OBgxo8fz/jx47n55ptd0mmUdnrWh4ah8Q9AARS1ynFvsdnAZnP8v7jUqnLlYLMTGxzEabMVW2Ehqet+rVC8fv36nD17tnrHcIWQCpDkukKn0zktQAatBm+N2kUJqkoYvAsXm53VGurfcCM6gw9GmyOB2/6MHCzFq+ecnBwMBoNze666qEptMUn10a9fPxo2bEhBgftikSV07dqVBx54gO+++46vvvoKvyZNafrIVLzCI0CtdkTxqFRuFSK1ovBU88aE6LS08fflZEEhsw8dJ9diBSEoOpdQrhIDFx6mjX0MPNatKwathq1JyTzz107sgUHYTaYKV/oTJ05k3bp1bNq0iWHDhtGnTx+OHDniVra6EgO621LSaVX06lSfGWO7ckubumi1WgYNGsSAAQNYt24dBw4cqPaUEUePHqV///5MnTqVQ4cOAY7fcEpKiotsxsEDbFgwl7UnTvF/pxN498gJPjl6gvOKir5tWvFwi1hGY2bcoIF07ty5wkjRiyu9a/39nYqPKGWJE1brJfv9lI/D0tQkOIizRhMZW7eUKblxMSEhIbUmGkw6QUuuCaKiojySu+mmm5xZmbUqFW1CAthxUaFTRaWiTrtOWIxF6H180RoqL5ZY3r3LKzCIQa++WZxtF9SKwzJkttnRqlTs37/f4+0vo9FYppxHRZjNZvxraXr62oyiKEyePJkPP/yQSZMmVShb4gs0ZswYYmNjadeuHWE9epL884/YzCYUu93xkLPbXR5qMT7eTG4Sw4uHTgCQYjQx5/BxXm7bAo1W61RivOvWc3FcPbvyc0yZGQibjVhgfofWPL3nADsSk3ni1/W8dkcvNDnZpK77tVyn1x49erB161b69+/PiRMnaNu2LU899RQzZszAYLjg6O8uMaAdgbCDogJV8fKjdGLA8vx0PHVo1ul0DB7sKNVQstjRarWXlYrCbDbz3HPP8dlnn5GYWNZfyWq1smzZMkJDQ52fB5C3dw9BqanExtTn9uAgNBc5BguDAXNGeoXzDO4rvav1XuhDwzFlpEHpBdoVyBEm7HZQFG6JiebbfQeI8PXFZiyqNCIsOTnZ4/vy1UJagCTXBJ6EhQPExsbSokUL5/veMZEY3NxEG93am/Sjh/CvG01gvfqV9quo1PhF1iG8pasyY8dRMqMka7RGUZxV5Kvi/3Po0CFatmzpkazk6hESEoLdbicry03pgVJERkbSuXNnLBYL99xzD0VFRUTe3g9tYCAaH180fo5VvlJORE2P8FCG1Y1wvt+ZlcPHpxOw5mRjs1iw5Oa6bFekrP+NtA3rsJtMJXu3tPD347X2rfDXatidnMJjv6yjUFFVutJv3Lgx8+bNIzo6GovFwpw5c2jZsiU//PCDU6Z0YkCjxUZ6ThFnU/NISMvjbGoe6TmODM5VSQzoqUOzoijodDq0Wi0Wi4Xc3NwKczWVYLPZSE1NZe/evfz22288/fTThIeHM3/+fBflpwRfX19mzJjBnDlzmDNnDi/NmsWY0AD6NW1Es9AQF+WnZHwqvb7SeS6v0rvWzw+vyChnKYsrRinlu1/9uqw5ew5Fp6/wFC8vLwwGQ6W/gauNVIAk1xX5+fn4+l7wn4j2MxBpcLWqWEusRN6uYevuEHY7eanJqCu4KduEwweoTWiAM2+QjAC7NnnggQf48MMPK5WbPXs2HTp04NChQ0yfPh2/JrE0Hj8JjY+P4wEeFIw+PAKNXymHfdWF79jExjHOMHiAj+MT2ZpxHlt+HrbCAlLW/+Z8uOadOMap95ch7HZHlmi1GkWlQlGraRYcyIKOrQnQatiXmsZ//vyLnMJCbMbyfWkURWH48OEcPnyYp59+Go1GQ3x8PEOHDmXIkCGcPn3aGcWVX2QhOcNRVFUIoDg1TV6hmaSMfPKLLNVelqL0OHU6Hf7+/tjtdpKSkpyvuLg4/v77b+fr888/54MPPmDr1q0UFhbStGlTZsyYwZIlSxg8eDARERFuP8NisZTxzStPaXEZm0brKGp70Tzb7XanX1FJpXdhdQ3GUHt5o9JoHCUsihFCYLTZSDeaOJlfQNz5HHZknudYXj55laT0KA+bsciRK8piYdTIkXxRqv5deQQEBGC1WivdDr6ayC0wyXVFQUEB9etfsOhY7HaSClxv8hajI5pE6+0aTeMOU24OCIFXQFC5MgpgF9Al8kIh1r1795apD1URqamp5d6AJTULX19fAgICSExMpG5d9yHP4Niu+fTTT+nUqRNvvfUW/fv3Z8CAAWVy9wirFV1gAMJmRdhtxX4fDl8ZrUrF/1rFMnHXfs4Xb7+8euQESwP9qaPTYTl/npzDBwlq14HkX392JFxUqXHJ/olCk8AAFnVsw7S4QxzOzGLq75vYkJ1DHf+K89X4+Pjw6quvct999zF58mT++OMPfvzxR9auXctzzz1H5z53UlhUhKLSoFGrLmxFFStBVpsdo9lKbL3AS5xtzwkICCAg4ML11KlTp8zxjh07uj1vzJgxjBkzhuTkZBYsWMCff/7Jvn37nAEVF1uWSpSWiiw7AMJqQaXTlYnay8/P5+677+bPP/8kMzMT7UWV3sskVrTbOWu2suNcIruycjCo1WRbLHip1fhq1PhrNfhpNARptZwuKOLnojTyi7fMBteJoH2QZ8kgLXl52I1G1AYDzYeNoGVUncpPwhE9aDQasVgs1e7nWB1IBUhyXXGxBajQYnUtKQBYiitta92EE7ujKMeR38e7HAVIweEnpFepiPBxWJxOnTpFYGCgR746Qgi3obbuMBqNsl5YDeDee+9l0aJFPP300xXKtWjRgoULF/LII4/w73//m3379hHRpCl+TZrS6MEJxSUzvDn5/jukrl2DNjiYwrPxDodXIQjV63i+VVOm7T2EXUC+1casvYdY3KktXiqFpJ++J33THyR+/40zI7CwO1I3qMpEGyk08PNlUafWTPv7IMeyshk6YgQ33HADCxcuxLuSxUDLli35/fff+eyzz3jyySdJTU3lueeeo9nKH0iIP0Oz7vcQ1bI7KpUKBcURyC1ArVKh06o4di6bW9vVu+x5v5JERUXx2muvIYRg9erVfPDBB+zYsYOMjLIpDFQVKC0liOIElOE9ejr9aeLj47njjjs4ffo0VquVuLg4OnfuTOTt/cjYsglzVibndV7sT0pmW/xZ/k5NJ1Sn5YbgQB5oGE0TX0O5NQ4vB2teLprIKGfx06rg5eWFzWbDaDSi0+lqVJLEmjMSieQfoKCgoIwC5Eie63rDsBSH0Xq6BVaUnQ2AV2CgyzEF8NVqCNBp0ahVmIsVru+//55169Z5pKycPXuW9evXezSWvXv3llnlSq4OOp2OBg0auE2UdzETJkxg8ODBpKWl8eCDDzq/EyW5e1Q6nTNpojUnB5XB54LDq6LQLiiACY1inP2dzCtg0ZETKBoNaX+sJ3X9bwghECgXvu9Wi0uKBwHU89Kz5PYejBg4kF27dvHOO+/QuXNnDhw4UOl1KIrCmDFjOHLkCFOmTEGv15OcmEBhThp7fnqdvz6aRvrpOKdS4GfQEhXig6+3rsIosJqGoigMHDiQVatWsXfvXiZPnuwiU/LvZTmf5fIbF0JgOZ+F2mAgok8/ADb98Qft2rbl5MmTmM1m9Ho9W7ZswWazsScphQ+Mdkb+8jszf1vPjpMn6eLvwzud2rCwQyvuialLrJ/PFVF+UKvReBtoMX2G20SZnnWhxsvLy+PcUf8UUgGSXFfk5+fj43MhqstHq0Gvdv0ZWIv35DUeboEZSyxAgWUrIitAuLeeIC8dKkVxcYBu3ry5R5FdcXFxHvv/XOyPILl6jBo1ilUe+EsoisL7779PREQEq1ev5u2333aRKfEPUun1YC+lKBRbdUZER3FbxIVs0vuyc/n8ZDzCbkcbFIJK7QhFVzRaKPEZsVqxW60Oi5DNBnYbikrFrY89yaCRI51Wn4MHD9K5c2fefvtt58PcbjZjyc1xu80TGBjI4sWLWfj6m+RmJjvbs1NOs/3LF4j75kW8TMmEBRjQF5eKKIkCq20EBQXRp08fl/bS/17mjHQsuTlYCwux5OZgzkhHpdcX12sTvDL2Hnr26kVubq4zkWBRURGvv/46UVFRDB48mHytjhcfm8IrN7TnsWaNuSkkyBHAcaUsKmo1XhGR6EPD0YWEENCi1WV3qdHUrE2nmjUaieQKc7EFSKtS0SLYn90XlahwWoA83QLLLtkCCyzTLoBMoxkvtQqhQMfwIKcDdFxcHO3bt/eo/71793osK6k5qFQqWrZsyRdffMHo0aMrlA0LC2PFihX079+fadOm0aVLFzp37lxGJrxHT7zr1iNlzc8kfLvKkfzO8UGoVCqeahHL6fwC/LVajubksfxkPD5aLXc3boraxxdrbg6gQqXWIBSleBvNDihQrByF3XwLYd178IBOR9euXRk9ejT79u3DaDQyefJkVn/7Df/r2xv7gb3Fjr4aQm68icjb+7tsj4wb92++/SuBHav/j9zMCxFU547v4auFj9C0Q0+6DRyHYghFp1V5FAVWmyj59yrtz6XS6Qjv0ZOIPv3IP3uGhwYNZNXRE7izjSQnJfHZ0iU0L8gjb/cOTPt2YbOYUPv5YytwJKEUV8iq4hVZB01xqH7obT0rDHuvrUgFSFLrsVqtLplTy+NiCxBA7/oR7Ek7X+YGVFUfIGNxEUuvQFcfIKsQ5FttqAA/3YV6ZIcOHWLMmDEe9R8XF8ewYcM8kpXULAYOHMjtt99O586dady4cYWy/fr1Y+rUqWzbto077riDH374gVtuuaWMjF+Tpvg1+Q9CCFJ++xXUKuyFhQghMOg0vH5rNyZt3Ia52FLz+pET+EdE0L9BNNb8PITNVhwBpgY1oCjowsIwZ2aCzUrOgf3sGH8fITfeRL3b+7N9+3aefvppFi9eDMDP69azY/MW/tftBjrVrYPdbCZ17Roytmyi8fhJZbZJ9FoNd945ipCGN5B6aAM71nxIYd6FxcbxPRs4uW8TjTv158kZL17xQqVXAz83/lyKVsvm779lxD1jyCgyuvqkF2O2WLB9s5Lzeh2KTudIX4CCrfjfEZX6shIfFtlsnCssIstsIcNkpsBmI1Sno1dkGGovL5dtuqpgtVo5f/48vr6+lfqPXS2umS2w9evX8+CDDxIbG4vBYKBRo0Y89NBDJCcnu5X/66+/uOWWWzAYDERGRjJ16lS3ad1NJhNPP/00derUwdvbm65du7J27drL6lNSvRQUFLgoNRXJlrYAATQM8KVVSECZjNAlFiBPt8CKsh35LspzggaHNWjd2RTO5RVy5MgRLBaLx9tahw8f9qgGmMViqXFm5usdrVbL22+/zYQJEzyqk/Tcc89x9OhRzp8/z/Dhwzl9+rRbuah+A9H6+6PWaPGu3wCf+g0wxDSkbnR9FvbtRaD2wvfgpY1/sS4hCX1oOBRbfoTNUWBU2KyYkpMQFjMaXz9Uei+nUnNg1rPkbt/KG2+8wZfvLCVA77ACpBuNTN2wmXcPHOb3tEw0IaHlZpDu1TEaH4MX9dr15d4ZH9O13wNo9Rd+V3ablcxzh/j4tcfZvHnzpUxxjcdqtbJn/36WrviQu8eOJTo6mluHjyC9WPlRl+O7o1Mp7D2XiC40DK2vn8NKp1ahlJTrsVdty9But3Myv4AvziYx9/AJ3j15ljSTmSgvL24LD2FUvSh6RYSi0uuxZGU6t+kqcnxOSkpi//79HDhwgMTERNLT00lPTyc3N5fQ0NAaq/zANWQBevrpp8nKymLUqFE0bdqUU6dO8dZbb/HTTz8RFxdHZGSkUzYuLo7evXs7oy/OnTvHa6+9xvHjx/nll1/K9PvAAw+watUq/vOf/9C0aVNWrFjBgAED2LBhQ5mVWVX6lFQvRUVFHpd98PPzcxt1NbhxXc7k5JNX7ISp9fbGKyAQnQdZoMHhBK3R6ysMmxdArtnK+rMpnCz2C/FEAdq/fz+pqake+fVUpa6Y5J+jZcuWDBkyhHnz5vHss89WKBsWFsZnn33G4MGDycjIYPDgwfz1118u39sSH5OTy9/GkpmBSq9HCIE1P4/wwkLmtWvBk3GHybNasQvBrA2b0Pa6lR5162DNy8NakI+w2sBuR+Xl5cg3VMriWeKoW5JRuoPdzIqet/DyvkPsSkpBANvPJbEibj9fHjjMtJu60thW6JLZuKSW1werD5JnEjS/dTRNOvdn99pPObrjZ4SwY9Da2bLpD7p3707v3r2ZOXMm3bt3v6w5t9ls2Gy2y84CXRUKCws5depUmVdGRgY//PADRUVFtG/fnptvvpn5c+fi8+2XeCM4XGhiT3IK284lcTwzCwFoVApmmx2LXRCXkcUQqxWbxVzsp2Uv12LkDqvdzq7zOaxNcUSqtfD35caQQO6KjnI/L4qCLjDIuU3nTvk5ceIECQkJBAYGUr9+fdq0aXNpE3aVUcQ1Ei+7ceNGbrnlljIhdhs3bqRHjx7MmDGjTK6VAQMGEBcXx5EjR5w3lffee4/x48ezZs0a+vbtC8COHTvo2rUr8+fPZ9q0aYAjxLh169aEh4fz119/VbnPysjNzSUgIICcnBxZysBD0tLSCA4O9sjy8fDDD/Puu++6Pbb5XDqfHnUUkdzzxYecP3OKXs+84NEYtixdhNVYRI/HK364AShWM8sGdMdut5OXl+dikSqNzWajUaNGJCQkOMNIK2Lz5s0uWyaSmoHdbmfQoEG89NJL5eabKc2iRYt44oknAMf95YcffnC71Zt34jip634lZf1aZ8SR2ssbIQRH0jOYtucgBcW+QhpF4cV2Lbmlfj3Ufn6YM9IRgE/9BuWGapsz0onofTuZO7ZhN5tR+frxyb4DfH/kOFmFRRQWW7UUYGiThkzs2I7bP/7SxWfkVFIOv+9JYMfhZKw2gUat0CDAQvbpHfz03UoOHz5cRr7nbbcx46lp9Oxz+yX7nwghnFa36shDI4QgLy+P1NRUTp48ydatW8soOykpKQQGBtK4cWMaNWpEo0aNaNq0KTExMXTt2tW5ULPk5rDrkXGgUqMpXTrEauVgega7z55j+5l4Dufm09Lfl4UdquaALITgRH4ha1PT2ZmVTbtAf26PCKOlv2+FyqDK25tmU58kopf7OT969Chnz54lNjaWmJgYNz3ULq4ZBag8QkJCuO222/j6668Bh4IREhLC448/zrx585xyZrOZkJAQ7rrrLt577z0Apk+fzsKFC8nKyiqjjLzyyis8++yznD17lujo6Cr1WRlSAao6Vak5M2HCBJYtW+b2mMVuZ9qfcZjtdja+8Spe/gF0+fcjHvX741OPENm6A53vf7hS2Y1vzOXQjw4L0Pfff8+QIUPKlX3mmWdYuHAhKpWKX3/9ldtuu63CvqUCVLM5d+4co0ePZu3atZVuDQghmDBhAsuXLwfgiSeeYMGCBW5l804cY//MZ7EbjWiDglGp1diMRooSEziQlc30vYcxFvuKaBWFl9s0p1OwI1WCxs8P76jykzVacnNQ1GpHBmm1xvnAXrFnH2/v/NtF3l+n45W5c5kwZYpbhc1stbnU8rLZbHz11VfMnj3bWWS0hI4R4Tx+950MnTy1yjloShBCkJOT41SyGjZsWGZXoASTycTWrVs5dOgQqamppKSkOP+WZDT29/cnIiKCJk2akJ2dXUbZadSoEUFB5W+Dl2A3m9kx/j7sZjPaUokmbUYjpsx0bMWfZbMLbAh0HkR62YUg02xhfWoGG9IyCNfr6RsZRteQQI/OVxsMNJ/2LBE9e7scM5vN/PLLLzRq1KjWWnvccc1sgbkjPz+f/Px8QkMvhIbu378fq9XKDTfcUEZWp9PRvn179uzZ42zbs2cPsbGxLopIly5dAMe2V3R0dJX6lFw9ioqKKgw516pUdAgPZHtKFvmpKYQ1rdznpoSsM6doMfBflcqd2PCbU/lRFIXVq1eXqwCtXbuWd955x1lg8csvv6xUAZLUbOrVq8fkyZN59tlnWbRoUYWyiqLw1ltvcfz4cf744w8WLlxIixYteOihh1xkU9b+ir2oCF1o2EWZlgWtAvyY07Y5/913BJPdjkUIXjh4jGnNGnFreAjWvDyMmjS8wsLdj0OjRdisDiWoVDmG+9u3oX6AP4u27iS1VLmDXLOZyY8/zv998glLliyha9euZfrTaVyLmKrVakaPHs1tEaG897/neH/vQc7kOfwn/05NY+zrb9Hhsy/49uOPielbdYdcRVEIDAyka6dOWIsKSUhJZduZMxiNxjIKl754G1FRFNq1a0ffvn2JjIwkIiKiQkttVbk4USJCYM3LdRSpLeUnplYpqCnfYnNheyudZKMJtaLQOyKUeW1bEKDz0OJVvOUV+9g0t3l+jhw5wtGjR+nfv/81l17jmlaAXn/9dcxmM3fddZezrcQp2p3FICoqik2bNpWRLU8OHM5fVe3zYkwmEyaTyfk+Nze3wmuSXDpnz54tUwbDHb3rR3I4K5e8tGR8IzyzKhlzsik6n0Vwg4oLsmafO8sfr812vhdC8MMPP7B06VIXs3RycjJjxowhJyfH2fbzzz9X2H9NSzImcc/dd9/Njz/+yPr16+nd23W1XRqdTseqVavo2rUrJ0+e5JFHHqFJkyZlFGF31cIBTBnpzgihdoH+vNg6luf2H0WlKITotbx46DjjjEZGR9dxRPt4eaH183c8kIsr0SuK4izXENy5K2m/r3MqCIqi0KtRA7pF12VF3H4+2XsAS6nv4O7du7nxxhu59957adWqFZMmTXLU4zKbndFQpbdZ8k4c4/T7y+gZGU6f5s3YcOYs7+2O49T5bAC8VSqSPnqf4EaNq2wJyjtxjJS1v5K57S+X0P2rtaiIvL0faRvWU5hwFrvVwr6MLLLMFm4LD6nwPCEEx/MLWZuSzu9pGWRbrDT2MXB7ZBgj6kWWSoaoOFPQa/z8ERYzNrP5QvV4RUFtMBB2cw+iR412O6d//fUXVquVoUOHVu/F1xBqpAJkt9udNVYqQ3/Rj76EjRs38sILL3DnnXfSq1cvZ3tRcXSPXu9azdbLy8t5vES2PLnSfVWlz4t55ZVXeOEFz/xMJJdHfHx8pfvW0X4G7oytz6LUFPwiXE3k7jh/9jQqtZqAuuUrV1aTkTWznsJmKfu9Tk5O5uDBg7Ru3fqCrNXKgAEDXNLrFxYWkpCQQHR0tNvP+Pvvv8tYOyU1l7feeothw4ZRp04dWrRoUaFsSEgIP/30EzfeeCM5OTncdddd7N2717mF467wps1Y5NxGKeGG4EBmtY7lx8RUtmVlA/DeqQRO5RfyZLNGqDIzsBmN2ArynUqOyuADdjt1evQkos8dZG77C8v5LLRBwc77rrdWy8QbOnBHRChv7DvE1qSUMp97+PBhPvnkE+a+8gpjbunGYF9v/DVql/xBKWt/xVZY6LRi9WnUgF4NY9hwOp73/97L+Bs7Yyt0dbKujLQ/f+fk8qXYCgsdSqJGW2Ho/j9FUeI5hM2G2VjEh6fO8tnZJPw0mnIVoHSjiXVpGaxNySC+sIhgnZa+kWH0iQilsa+bYA2tFu/wcBr++2FCOndx1huz5OVgN1tRabVo/f3L9a/6+eefiYmJKXNvutaokWHwGzduxNvb26PX0aNHXc4/cuQIw4cPp3Xr1i6+NyX77qWtLiUYjcYy+/Le3t7lypXuqyp9Xsx///tfcnJynK+EhIRyZSWXhycKEEBDrSMPkF+4ZwpQ1plTBNSrj7oCJ8stSxZwPv60S9Kykm2w0kybNo3jx4+7pM/Pz8/np59+Kvczjhw5IiPAagnBwcE88sgj9OnTh7Nnz1Yq37x5c1auXElwcDBRUVGMGTPGeb9xVy3ckpvjtp8bQ4K4q36dMiHyv6dl8p89h0jJzcOSm4OwO8q12212rDnZ2Ary0QaFVJrZuH5IMN9++ik//PADDRs2BBzFMEv8brJzc1myeg3Dv/mRN/fsJy0n1xlqn7p+rVsrlkpR6N2oAZ+OGEKr8DBUej0ZW7dUWmS0hLwTxzi5fCl2k8kRSu4fgMZgQOsfgC40rNzQ/YqoKAO2p+eUjCu5yMjUfUf5MsGxm5BntTorttuF4EhuPh+eTmD63sPcvW0PH59JpImvD6+2bc4XN3ZkQuMY98oPoNJpaTXjBSJ73+4sp6LS6dCHhOEdFYU+NNSt8mOz2fj0009p3779Na38QA21ADVv3pwPPvjAI9mLt50SEhLo27cvAQEBrF692iU8ukTeXX6g5OTkMtWBo6KiSExMdCsHFyoJV6XPi9Hr9W4tR5LqJz4+3iNT7pkzZ4iMjCQqwJ+0Ilel9mLOnzlFUEz521/H1//K4dXflXv8p59+Yvr06YBj1bVixQqnw2VpTCYTn376KY88Ur5j9j8V7iu5fO6++2727dtHv3792Lx5M8HBwRXK9+3bl1WrVjFgwACMRiP33nsvX3zxBeqL/UnAUfW9HNoG+vN2pzb878BRTuQ7En4ezy9g0u4DvNC2Oa2Dg0AIFARoNKi9vEn68VuCO3UmtNvNaAMDydj8J5k7trlkNvZr0pTBQJ8+fZg/fz579+7lm2++KfP5RVYbnx8+xtfHTjA4timjG9RDvP+Ooy+9ex+9ku+1otEirFZsxiKPIsMutipd3Kc2KBhzRrpHVqWKttHcnWs3m8k5fID0TX+StXN7mXPM57NZc/QEc+P2Y7HZsZVa66xKSCbZaGTX+RxyipWhvhGhDp+tsBBH+YvKUBR0/gF41y3fud0d+fn5rFq1ilGjRnmcW602UyMVoMjISB544IEqn5eZmUnfvn0xmUysX7/erU9O69at0Wg07Nq1izvvvNPZbjabiYuLK9PWvn17NmzYQG5ubhlH6O3btzuPV7VPSfVSlSDGjIwMwsLCKpWLj4+nfkwMZg+TjGXFnyKqTQe3x+w2G38umlPuuUIItmzZQk5ODgEBARw7dozAwEBUKhVqtZrMzMwy13jo0CHMZrOLM6JMgFg7mTNnDufOnWPYsGH89ttvldaF69mzJytXrmT48OGsWrWKyZMns3TpUme1cMv5LDT+AcVWnPKJ8NLzeodWvHbkJH+kO5J4nrdYeOLvAzzWvAkDo6PQ+AQUb5HoMaYkc+S1OdiKipwP8uDOXQnrfhsBLVq5KCPe3t7873//Y/ny5Wxev560HFeLlNlm5+vDR/nuyDH61KvDhOaNCQ8KQnh5oZQTtVTij6T2IEN7eb5RpVEUxWlVavTgBLdKld1sJmnNas5+9hE2oxG1l1eF22glilLq7+vKpCXQ+Pqh2O2c+vknXtsdx7qUdLdj+uRsIj5qNR2DAugcHEDn4EDCvaq2SFbp9ai0Wo/mqYQzZ86wdetWxo4d63Fm/dpOjdwCuxQKCgoYMGAAiYmJrF69mqZN3WvzAQEB9OnTh08++YS8vDxn+8cff0x+fj6jRo1yto0cORKbzVYmb4zJZOKDDz6ga9euTl+MqvQpqV7Onz/vUdhpCZ5YSOLj46kXXR+14tnP43z8qXIdoBWViu5TpxN7+0CCYhqVubErxTcZu93OunXrAHj88cc5c+YMKSkpfPXVV4SEhDBu3DjatGlDUFAQ+fn57Nq1y+Vz/v77bzp16uTReCU1h5IiqHq9nrFjx3rkyD548GDn1v6yZcuYNWtW2e2p81lgqzzjtLdazXMtm/Jgwws+ZVYhWHD4OIvjk9lTZEal0WLNy8NWWEDe8WPYTGZQqbAZjaT+vo4j8+eQsXVLuZ8x7v77+WrQ7Uy/oT11/NxHUdmEYHtqGuP/3MrirTvZd+AAxvRUbCZjGTkhBHaTiZAu3bAZiyrdgirIPo/NYinjG+WO0lal0uSdOMbBOS+wafgAji2cizEl2bHtV1CAola53UZL+/N3DsyaQfKvqzGfdyQ1VFQq7CYjpqwMfj2TwKi1f/J7OcqPAvQIC+abmzsxq3UsA+tEVFn5Qa1GpdUR2u1mj6xkdrudzz//nLi4OO6+++7rRvmBGmoBuhTGjBnDjh07ePDBBzl8+HCZpFq+vr5l6ii9/PLL3HTTTfTo0YOHH36Yc+fOsWDBAvr27Uu/fhdCLLt27cqoUaP473//S1paGk2aNOHDDz/kzJkzvP/++2U+39M+JdWL0WisdOugqsTHx9OgQQwalQq1omCrwMpUEgEWVJ4CpCg06zuIZn0HAfD3Zys4vPpbbrjvYTJPHSPrxFGMia5+XzqdjvT09DIPOyEESUlJREREuMgfP37c47pikpqFTqfj66+/5tZbb+WJJ55g0aJFlSrqDzzwAOnp6UyfPp0XX3yRsLAwHn300QuFUr/+qrjIacUoisKYmLo09PFmzuETFNkc5xxKSeW7o8fpGxXOI43q46/TgqJgNxVhOV/otErajEUcf/sNvOvWc7sNZDMWoRWCYc1jGda+LWtPnmbFnn2czi5rEarj5cWh3DxWJiSxMiGJRr4G+kRF0L9lM+pGRCKEwJSehrBaSN/8Jxl/bap0C+rVRa8z/8vvCDd4E+XvT5SfL1G+PkT6+VLH15dIPx/CfXzcWpXS/vydY4sXYM7OhtLWNLsda14utsICdGHhaH18Ufn5YcnIIP7zj8g7egSb0UhSYRGnMrKILzISn1/ImfxCzhYUUmSr2KosgByLFc2lVnhXqdAYfND6+3tUv+v06dN8//333HXXXR7nUruWuGYSITZo0ID4+Hi3x2JiYjhz5kyZts2bN/P000/z999/4+fnx5133skrr7zi4jNkNBp5/vnn+eSTTzh//jxt27Zl9uzZ3HHHHS6f42mfFSETIVYNd9tB5bFp0yaP0ut/8skn9OjRgx1FsCU5gyJr+TetwvNZbFmygF7PvIDagy2oX557HJ/QcG79z38Bx4qvV3Q4I2NdI8gmT57MjTfeyNixYz0a87333lupnKTmkpSURLdu3Zg6dSpPPvmkR+c89dRTvPbaayiKwmeffcbo0aOx5OawfdxYzFlZVaoVdaagkOf3HyVYr+NAzgVLdqBWy9SmDbg1LPhCEVVFASEQxf2H3Hgz7V6e59Knu4R/diH488xZ/m93HEezzhOg1WC12ymwuSpsCtAhLIS+URHcHOSHv68fGj+/YquNBbvJhNpgcBvJ9emnn/Lh/HnEx58htchEjpsgFbWi0CU8FE1ICP4NGzuyRRuLyDt4AJXFjFpRUBfL6dUq/DQaCqxWCqw2Cm02Cqw2Cor/FlqtFNhsFFptRHp7kW40Ee1jIMbXQIyPDzE+BrTYOWs0sSUlg0O5eagUh35V+iEcqNXw9c03uIy1UhQFja8fWn//SiPb7HY7K1euxMvLi6FDh163voPXjAJ0rSAVoKphtVo98n2x2+3s2rXLmcSyIhYvXszUqVNJyCtk+f6T5BjNzsraF5MYt5uUA3vodK9rcjqXMdhsrPhXH7pPfZqmvS+szoL0Wl64qQ3ai1Z9LVu25LfffqNevXoV9ms2m/nmm28YPXp0pWOQ1GwOHTpE9+7dWbJkiUf/nkIIHnzwQVasWIFWq+Wnn36iz223sWP8fVhycx3RYFXID5VjtvBE3CHOFLqm7rgpJIipsQ2J8PMF5/awwG6xoKhUdFy8DL/GTVxy/BxfupjUtWvQhRb73xXnGDKmp7HtTDxnCo2sTkwmvqD8dCEAOpWKZ2+9iQGxTcpcv+V8Fiq9ntaz5rhYgvJOHOPArBlYCwootFpJzMwitchIqtFEms1GaqGRIB8DlgaNwcsLq9VKzqmTFKSmYLMLrAjsdjtWIfBWq/HXaPDRqDGo1Y6/GjW+ag0GjbpMu49aTZiXFxqdFhSVU8GwW62O7Um1mhyjke2Z2WzMyGJXZjZWIVAAO/DjLZ09c3YuQVHwioissH5XCWfOnOH777/nzjvvvC6tPqW5ZrbAJNcnnq5cSsqWVKXPaD8Dw5rU49vjCWQY3fsbJO3dTd0Onq3Wsk6fwFyQT1Sb9mXai6w2zDZ7GQUoJSUFi8VSqfIDsGvXLjp37uzRGCQ1m5YtW/Ldd98xY8YMOnToUGlaA0VRWL58ORkZGfz000/MmDEDy6xZxBZHhXlF1cGYlAgernMDdFpmt2nGwqOn2JNdNinrX5nn2bsjl4ebxDAopp4z4Z4jQ7SVIwteRVjMLhFSkbf3I+2P3yk8d9aZ5VhBwW6zckNwEJ1DFEbWr0OClw+/xZ9jzYlTZLrJnWa222kSUna7u7JILr8msYTe1J1z36xEa7fTwNuLBgZvx3wIO4pKRb0Rd9H0kSkAZO+LY++z07BFeu5XWBGiOIu7UKkdPn8lc6ZSEejlRd/IMPrWicBksbL7fA5bMrI4kptPVcqdavwDaPrIlHLrd5Vw9OhR/u///o8bb7yRqVOnXrdWn9JIBUhyXZCSkuKSkt8TOoYHEazX8truo259gdKOHKDD3fd71Nf5+DNEd+6G70X5hSx2wcX3onXr1jFo0CCP+j127BjdunXzSFZS8+nevTsLFixg1KhRrF271q3PV2k0Gg0rV65k6tSpfPjhhwwdOpQ3X5pNe4MBm9HoyBFksVTYR2nqeHsxv10Lfk1JZ+mJeGchVYACm41FR0/xe2oGd9evS4sAX3yLnWYLTp9EHxaBSqvFZjKT8tuvZGzeSOgttzq3qwBQFMfjvcQypVbjFRZBSz9/WtaJYkrXTuxKSmH18ZP8cfqMcwu6cVAgTYNdFZOKIrnyThwj469NaPwc1nRbYUGx/5KC2scPBYWMLRvxb96ClLW/krVjO8IDB/IqY7c5coCV/NCL7yUaf39Uag1KXi43hQZxU2iQQ0ZRHPPjlHf+p/SFE3LjzTR68OFyLT4lUaZfffUVjRs35rnnnquSS8a1jlSAJNcNnqx43EXhhBm88NNpyDaVfYhYzY4bukbnWZTG2Z1baNyjj0u7RnFdoL/11lse+YGYzWaOHDkiV3PXGJ07d+bVV19l6NChrFu3rtI6VN7e3ixYsIDTp0+zfv16Jv33WZ4d/xADxflS21WeoygK/aPC6RIcyJvHz7ApI6vM8b3ZuaQUGSm02RhZL4ph9SLx1elQ6bRY8/OxFeRjt9ux5OaQ8NUXaHx98a4XjTU3F2tBPggQOBQboShllBa1SkXXenXoWq8OOW2a88fR46zPyqFLdL3yw9kviuQq2YYryQOkDwvHXvx7tRY4aozZCwtRGXwwZ2VxeP4ch4J2RT1CHDW/FK1jrKjV6IKCUeu90IWGYSsqwpqfh7WgAGGzovb2BrUaRVGhNvigqFSYTEZMRiP+/v40eugRInvf7vaTbDYb3333Hb///ju33HILCxYskGky3CBnRFJrsdlsqC41WqIcEhMTXbaddGoVerUarWLFUuoGmXbkIOHNPcuUai4sIGHXNrpPfdrlmKIo6NQXrmP//v2cOnXKo6SNP/74Y4XV5CW1lwEDBpCcnMydd97J999/73DQrQB/f39+/vlnHnjgAb744gvmLH+PzLFjefTW20hb/9slPdxD9DpmtY5lU3oWi4+fJsvsWAQ09TVwvDiJ4gdnzrHqXDIj60Ux3G53WIQUFYqiQghbcaHPPIRdOLbISmqJ6fQOy5Tdjjk7G6+w8DJpIqzGIjQFBfQKD6F3ZBio1BjTU9H4+qPW6cpYU+wWM4qicPqj/3MmHUStxpKdjUqvw5qfd6E2mqJyWKHsAmtpHymV6gorQCXDFSgqFWpvA6rixZOiKGgMBtTe3ijqTFQ6Ha2en41KqyV13a9kbN1CcnYOT/75F13btObdN5a6tfoUFhayYsUKDh8+zPDhw3nrrbfk4qgCpAIkqbWU3Eirk2PHjrn4XWhVKtqEBLA1JQObxYbAYYxO2rubOu08y71zauN66t/QDZ3BNbuqxWYntcBIPT8DAMuXL+eBBx7wKLpt69atzJ8/36MxSGof48aNIyEhgYkTJ/Lee+9V+n3X6/V8+umnREZG8vrrr7Ps4485f+edvHj/OJI+/gBRSRh2eXQPC6Z9oD/vnIxnY3om5osspXlWm1MRGtUgmuH16+GrVZXZtLEV5KOoNQ4lRwiE1VzsiwPWnGwKCgtQG3zQ+vlhs1gwp6cBoOh0CLND1pKdjeX8eYeyAo7zVSqw2VC0WlLWrkFjMDgSFZpMDmtPoeKop64oKCVWEAGi2CLj5J8oJqxSofE2UH/0GJJX/4g5I91Zn+ziqLaAFi0B8GvSlOP1GvKfSZM4m5NLuMVWRvmx2+389ddfrF27lsLCQu6//34mTZp05a/lGuCaSYQouf64EiubEydO0LhxY5f2LlEhGDQavDRq548m9fABIlq08qjfo7/9TGzfgW6P2YGtyY7Cp0VFRXzyySc89FDlUWVnzpwhJiZGrvCucWbOnImiKB4XTVapVCxcuJC5c+cCsHLlSiZ99BlhYx5AVUFdwsrw02p4qnljZrRsQnyh0a1MntXG/504wz0bt/HxyXjOFRRdpCw5rB9CCBdri7BYsOZkU3QuAXNqCtjtDguJze6QtdsvnGO3X3hfrNQJi8Wh8CgqZ70vVGqw2YoVPwW7xaFk2M0mh/Xpilt8in+bKhXe9aLxrlMXrZ8fdQcNpfWsOUT27efY/rPbUOl0RPbtR+tZc5wh7EIInn/+eR4YN46zxXUiMzIysNvt7N69m+nTp3PPPfewZ88eJk6cyPz586/5+l3VibQASa55CgsLKyxIWxqz2ey2NltJRNh3J86hALmFRWC3oymndlFpcpMTyUtJom778qPFDmTkMKyJnVWrVtG2bVtiY2Mr7Xfx4sU899xzlcpJajeKorB06VKGDh3K+++/z7hx4zw6Z/r06URERDBu3Dh+//13xmZl8fyURwndswPrgX2XPJ4bQ4J594Y2fHwm0cU3qIQ8q5X/O3GG37y9yLZYuDUshD4RobQJ8ENVWpGpBLux6IK1p5jH9hzEZhc08PGmoY+BBj4GGvp4E6TTothsGFOSsFvDirfXLli8SheL/adQ6bQIm624CKsPltwcZ9JFvyZN8WvSlEYPTnBJHQCO6gYjR45k8+bN5OfnO9tTUlIYMmQIt956K5MmTaJBgwb/+HVdK0gFSHLNc/LkSbdWHXdUZE3pGB5EuLeeHSmZrPx1LeHNPbP+HFu3mqZ9+pdb30jBkRzObLOzfPlyJk6cWGmfr776KkuXLmXhwoUejUFSu9FqtaxcuZIRI0bQoUMHOnbs6NF5999/P+Hh4YwcOZLTp08z/qnpGAwGnmhcn/ZeOoTJvSWnMhr7+jCrdSwn8wvKVYRUQLrJhMkuWJ2cxurkNML1OnpHhNI7PJSGvgbPPqzEgqQo2Gx2jubmYxGCw3n5ZcT8NRoa+ng7FKJzKXQLDSJU71mS1CuCWu2I/FKp0Pj7O0t5hPfoWUbRKanSXpoTJ04wdOhQDh8+7FLvsKioiFGjRnH//Z5Fn0rKRyZCrGHIRIie46kPUF5ensehn8nJyR4lB9t56gxLdh3BOyS00jF+fv+/GPDyIgKjG5QrF2nwYri/Qs9bbyUxMbHcophCCKZNm8bbb7+Nv78/qamplY5Vcu1gt9t5+eWX6dOnT5VSH2zfvp0ZM2awfv16Z9vQBtFM7X4zXnYrlrw8bLmuBUs9xZ0i1C7Aj72lMkpfTGMfA30iQukZEUqYh4rK2YIi/r1zr0ey9by90KlUBOm0BOm0BGq1zv8Puuj/1aorsI2sUqGo1ehDw9H4+laYsBEc/7bHjh1j3rx5fPTRR9gq8Ne66667+OKLL6p/zNcZ0gIkqbV46vtSlbwXnmZG7dyoAV3yLBzIyKkwZVnKgb14BwRVqPwANA/248N3FzN27NhylR+bzcbYsWP57rvvMBqNhIWFYTKZ3G7ZSa5NVCoVzz33HEuWLCEzM9PjXFEdO3Z0iW78/kwCO9K+5/met3JD3SisAQEUJZy9pHFdbBHamnm+0nNOFhRy8tRZ3j11lk9v7ECEB0U/TxcUejymlCIjVoCCiuXurl+HFv6+eKnUeKlVeKlVeKvV6FWq4vdq1FX1s1MU1N6OCvAIO+aMdNQGAw3HTcQYEMjpfftITk52Fjc+e/YsKpWK2NhYbrzxRkJDQ9m2bRtJSUlkZWVx/nzZ+Tx+/HjVxiNxi7QA1TCkBaj2kJBXyNK9xym02jC5qWME8MeClwhv1pKWg/5VYV8PNatHvw5t+OOPP2jVynVrzWg0MmzYMNatW+dcGYaFhbF7926PM1xLri0+//xzTCYTDzzwgMfn/PDDD0yYMIGUlJQy7SObNmJSp/ZwPhPhpmZWVUkqNPJY3EFn2HxFNPX14Z0b2njU76GcPH5NSed0QSFnCoooLMdKEqzTevTZ4LBEnaxEsdIqCn0iQukWGoTVLrCK4ldxmYySNrtGQ2Cz5gT4+hF/6CCZBQVkmsxkqzUUqVSodXpCQkKIiooiKiqKHj160LlzZ6Kjo90u6Ox2O3FxcXz55Zf88ccfpKWlkZ6ejp+fHwkJCTK3z2UiFaAahlSAahd/p53nuxPnyDNbMF6kBAkh2P7+23S85wG34e+luTn9BJs2bGDZsmUux86fP8/AgQPZunVrmXYvLy82b95Mp06eheJLrj2+/vprHnnkER599FHGjh1Lw4YNKz0nMzOTKVOm8Pnnn5dpr+frw4yunWiiUVALHBmRLzFsHsBqt7MzK4d1qRn8lZmF2e7+UfNI4xhGRle9JpUQgjSTmTMFhZwuKCpWigqJLyiiub8vCYVGci0WKgtub2Dwdlv77GI6BvlztsCIVqWgVpTivyo0KgWtosIrIAD/mAbUadCAtm3bEhEWRkRwEHXrx1A3JoaAgIDLjtg0mUz89ddf/Pjjj8yePRsfn4rvK5KKkQpQDUMqQLWPc3mF7EjJZFNiehklKH7bJjRe3hVGfwFEG/R8Nv5uPv/8c9q0KbsSjo+PZ8iQIezb5z5q59tvv2XYsGGXfQ2S2kuLFi04cuQIwcHBNGjQgMaNGzNkyBCGDBlS4T3k66+/ZuLEiWRkZDjbQkJC0CC4t2F9BtaJgKIihMV9HbxyUVxTmxdYrWzOOM+61Az2nL+wbawCvujWkZBqdFa22QX5VisBOi02Ici1WDlvtjheluK/ZrPz/fiG9dGoVBhtNox2u+OvzX7h/+12jHZBu+h6dAkPLS7pIRxRW15eBHfqTGTfAc68PZLag7SfSSSXST0/A/X8DAxuXJdVRxPYmJSOEILEuF3cNPHxSs+37NpE+/btXZQfgN9//x0hBN7e3hS5KRB54sSJarkGSe3l0UcfZcqUKWRlZZGVlcXff//NV199RXR0NA0aNKBly5bMnDnTxb9txIgRdO/enUmTJvH1118D0LhxY3bs2MGCzCx+iIpicrNGtHGj0FSIi7yCj0bDHZFh3BEZRobJzIa0TNalphOo1Var8gOgVikE6BxZs9WK4nR2vlQUtZpG4ycRPXykM1wdcBu6LqldSAtQDUNagGo/a04ns+jjT9H7+VOnbcXhyj0ig/jf8P6sXr2aJk2auJWx2+388ssvzJ07l3379pGTcyFa59FHH+XNN9+s1vFLahdGo5H27dtz9OhRt8fbtm3Lhg0bCA4OdntcCMGXX37JZ599xo8//uhy/PYbOjFWZaOuoYKcV6WVnov/3/Ehbk8rstnwLi6mWhNRGww0uG8cMXfdc7WHIrkCyEzQEkk1c3tMBLr449StQPnxUqt4qHUjsv5cQ8+ePctVfsAR+TNw4EBatWrF33//zdNPP02HDh3w8fEhLS3tSlyCpBbh5eVF586d3R6LjY3lu+++K1f5AUc05ejRo7n33nsJCnKttr52124e3LmXZSdLKsNf7MdS6r2ioJSuWeYm43Npap7y46jErqjVhNx4Mx3feEcqP9cw0gJUw5AWoNrPqlWrqFOnDvrGzVkbn0JCXqHTETPSW8ftDaK4qU4YhYWFtG7dmo0bN7qEKF/Mnj17WL9+PdOmTQMcq/b169eTkpLCvffee4WvSFLT2b9/P7fddhtZWWUTErZt25YvvviCFi1aeNRPZmYmM2fO5J133nGbhyZQq+Whpg3pVy8SNSBsNkeyv+LHiCGmATajEVN62gXFx/mEKf9Rk2kyk1hkJNbPB6+rpBRpQ0LRGAzSp+c6QipANQypANVubDYbTz/9NK+99pqzrdBqpcBsxUenwVAqbHX+/PkkJyd7lM35oYceYvHixRgMHmbPlVx3dO/enc2bNwOOfFaPPvooK1asID4+nhkzZvD00097nDPqwIEDPP7446xbt87lWIhOy60RYYxuEE2YXocoLjehDQik9cyXODLvZcy5udiLChEqNYqiOLIZWyy4VYIUhR/OJfPG8TOoFYXGPgZa+PvSwt+Xlv5+1PHWX369O7UGBVFGWXO0q1F7G6jTbwANxv5b+vRcZ0gnaImkGvnqq6+48847y7QZNGUVH4CcnByWLFnCzp07K+1zy5YtdOzYUSo/kgoZMWIEmzdvJjg4mJkzZzJhwgQef/xxZs+ezezZs9m6dSsBAQG89tprlVocW7duzW+//caPP/7IE088wcmTJ53HgvV6vk1I4sdzyfSNCueexjE0iIqi6aTHCGjRCkWjQa3XYzcZUex2UBcrQQrujUACDuU6ylrYhOBYfgHH8gv4PsmR5TxAq3EqQ20D/GgTWLwwLMc5W+3vj9Y/ALWXN0WJ5xz1xOw2xzg0mgvbcioVai9vtP7+RN4x0FE8tYoYjcZyE5dKaj7SB0giqSZsNhu7d++mS5culcouWrSI++67j7CwsArlhBC89957HlWHl1zfTJgwgfr16zN58mQmTJgAgLe3N3PmzGHz5s1s376dL7/8kmbNmjFnzhxMlSQ8VBSFIUOGcPDgQebNm4efnx8d27TheHENLqsQrE5K5b7NO1lUYCUlKASVTkfIjTeB3Y4+JAxUCtisxfW8LrLiFJeKAMHh3HyXzy8hx2JlW2Y2/3c6gTeOn2bEll1M/fsA846c5NP4RP5Iy+R4XgFFdoE2MAhDZB003gas2efRBwdTb8RdqH18HNaf4rpiKr2XU/lpPH6S29IU5SGEYOPGjQwbNgyDwcCSJUs8PldSs5BbYDUMuQVWezly5AharbbSwqtCCObOncvEiRMJDAysUHb79u1kZmYyYMCAahyp5FolLi6O9u3buz22Z88epkyZwpYtWwBHyPsbb7zBwIEDPeo7JSWFbdu2MW/ePJeknCUMHDiQ/9x3Lz4/fI3dZEJlMGDNy8NakO9QQKxWp2zJVlN+kZFRW3ZhtFeWshBa+ftysAJlKcRLTz0/X1oFBnBn6+Z0fGQq0bffQd6J46Ss+ZmMrVsQdjsqrZbQbjcT0aefx8qP2Wxm5cqVLFq0iL///tvZ/vjjj8uixLUUqQDVMKQCVDsRQrBv3z7atWtXqezPP/9MbGwsTZtWfOMVQvDqq6/y3//+t7qGKbnOEULw6aefMn36dJKTkwGH0vL6669XGIl4cR8bN25kzpw5/Pbbb25lbmrXjpebN0JjNqHS60GtQVjMWPPzsRUWOLavVGoUlQrsNiwWC6cKijicl8/hnDwO5eaTWORaqb55gB9HKiiwWkKL6LocTkgEwN/fn/DwcMLCwggLDSUsOJiIqCjCIyOJjIzkrrvuqrCvzMxMli1bxpIlS0hKSnI5/vzzz/Piiy9WOiZJzUMqQDUMqQDVTg4ePEhsbCxabcUJ10wmE++//z6TJk2qtM/vvvuOZs2aeRzBI5F4Sl5eHrNnz+b111/HYrGg0+l48sknefbZZ/H19fW4n927d/PKK6/wzTffUPpR0q9fP1a+uZjUdb86rC5WK4pGQ2i3m9EEBHH2sw+xFRUhFAWVSoWq2I/GVlSEKLYS5Wk0HCsycygnl2MmKwdTUqkXGcnBY8cqHVePHj34888/K5ULDQ3l9ttvx9fX1/ny8/PD19eXn376iVOnTnHq1CnM5vKzYc+dO5fp06dX+lng8BnKyckhOzsbq9VKWFgYFkvlNcsiIyNR17iUAbUfqQDVMKQCVPswmUycOnXKI0Xlww8/ZMiQIW7zrZTGaDTy9ttv88QTT1TXMCUSF44ePcpjjz3GmjVrAIc1aOLEiQwcOLBKkVeHDx9m7ty5fPLJJ9hsNjZu3Ej37t0BsJvNLlmT0/7cwMl3l2AtLESl90Kl1SKsFmwmE2ovLxqPm0hY9x5lzrPb7SiKQmpqKkcPHeLY4UOcjD/LydOnOX78OMePH6ew0FHU9I477nBeU0U0adLksrOpN2vWjKioKGw2G1arlR49euDn5+ecv9KPWC8vLwICAggICCAyMpIuXbqgk1FnVw2pANUwpAJU+9i7dy9t27at9IGRnp7OmjVrPMrbs2zZMkaMGEFoaGh1DVMicYsQgh9++IH//e9/nDt3jqysLG6//XYWLlxI69atq9RXfHw8q1at4sknn6xUNu/EcbcWoqr45Vx8HcnJyRw/fpxGjRrh6+tLeno6aWlpzlfp9+np6dStW5dx48aRn5/vfOXl5ZGTk8P8+fMpKiqiskfkm2++yT333INarUaj0aDT6Sq1BEtqBlIBqmFIBah2kZmZSUFBAfXr169UdsmSJTz88MOV3hxTU1P58ccfZeSX5B/FYrGwfPly/ve//5GZmYlKpWLChAm88MILlUYrXg7uLEQ1hcLCQhYtWsSrr75Kfr575+uvv/6af/3rX//wyCTVgQyDl0gug4SEBI+Un4MHD9K0aVOPVoYfffQR9913X3UMTyLxGK1Wy6RJkzh+/DiPP/44KpWKpUuX0rRpUxYsWFChH8zloNLp0PoH1DjlB8BgMDBjxgyOHz/O+PHjUalcH5l+fn5XYWSS6kAqQBLJJXL27Fmio6M9kl27di233357pXL79u2jefPm0i9ActUICgpi4cKFHDx4kCFDhpCTk8O0adNo1aoV33//faVbQtcikZGRvPvuu8TFxdG3b98yx6riNC6pWUgFSCK5BIQQZGVlERISUqlsifJTmY+QEIKffvqJQYMGVdcwJZJLJjY2lu+//561a9fSunVrTpw4wbBhw3j22Wfd1gm7HD788ENmzZrFr7/+yvnz56u17+qkTZs2rFmzhl9++YVWrVphMBho1KjR1R6W5BKRPkA1DOkDVDsoyaLrSW2lkydPVpocESA7O5u8vDyPrUoSyT+F1Wrl/fff57XXXqOwsBA/Pz+eeeYZxowZUy0Ov7169WLDhg3O982bN+fGG290vlq1aoVGU7MqN9ntdoqKivDx8bnaQ5FcIlIBqmFIBajmI4TAbrd7lJejoKAAb29vt74DF5OWlkZ4eHh1DFEiuSLY7XZSUlJYuHAh77zzDiEhIUybNo1x48ZdVq26rVu3snnzZrZu3crWrVtJSUkpc9zHx4fOnTszYsQIbrzxRpo2bUpAQNVrd10udrudb775hpdeeonOnTuzfPnyf3wMkupDKkA1DKkA1XxsNptHyo8QgsLCQo9WiJmZmQQEBNS4Va5EUh6ZmZm8+eabLF68GI1Gw+OPP86kSZMuWzERQpCQkMC2bducr927d2M2m7n55pudpTzCwsJo2rSp21d1++UUFBSwePFiPvjgA5KSkigoKOChhx6SClAtRypANQypANVshBAIITyy6OTn53t0I7bb7WRmZl7RUGOJ5EqRl5fHu+++y4IFCygoKODRRx/lscceq1ZrpslkIi4ujqKiIk6XSnx4cQLEEoYOHUpERATh4eHOMhil/4aEhHi02EhISGDmzJls2LCBc+fOYS1Vy2zatGnMnz+/2q7RHSaTCavV6rEVWVI1pAJUw5AKUM3GU+uP1WrFYrHg7e1dqWxqaioRERHVMTyJ5KphNBr58MMPmTdvHp06dWL48OEMHjz4ikdJlU6AWPLy9/cnMzPTJfFhWloaFosFRVEIDg6mdevW3HTTTS5lMI4cOcInn3xCRkYGWVlZbj93zpw5LnX67MUFXS0WCzk5OeTk5FBUVARQJghCCIFer6devXoVXptMqnhlkQpQDUMqQDWXkpubJyuxvLw8j/KDGI1GjEZjpVXhJZLagtVqJT8/nw0bNvDjjz8ihGDw4MH079/fowXBlUQIQW5urlMpKioqokmTJi6ZoH/44QdWrVpFYWGh83d/MVOmTKF///5l2hRFISgoiMDAQGfJCy8vryqVFZH8c0gFqIYhFaCai6fWH6PRiEql8iiXj7T+SK518vPz+emnn1i9ejU6nY7hw4dz++231/hcVxaLhfnz5/Puu+8SHx/vcvyrr75i5MiRV2FkkupCKkA1DKkA1UxsNhsqlcqjlZyn1p+8vDxUKpUMo5VcN+Tk5PDdd9+xdu1a/Pz8mDVrVo1fAGRnZ/P444/z22+/kZSUBDjSX/zwww8uSREltQupANUwpAJU86hq2LuXl5dHstL6I7meycjIQKVSOXNqKYqCwWCosfe9U6dO8fDDDxMXF4fJZGLNmjXcdNNNV3tYkstAxtxKJB7giUIDeKz8CCE8yiItkVyrhIaGurQVFBSQkpLiLLeh1+sJDg7+p4fmlkaNGrFu3To2btzIxIkTZdTmNYC0ANUwcnJyCAwMJCEhocauhCQSieSfwGQykZ2dTWhoqMeLEIkEHEVqK3NZkBagGkZeXh6ALIcgkUgkEskl4okbibQA1TDsdjtJSUkeaa+VkZubS3R0tLQmVSNyTqsXOZ/Vj5zT6kXOZ/XzT8yptADVQlQqVaXJsaqKv7+//OFWM3JOqxc5n9WPnNPqRc5n9XO151Tm1pZIJBKJRHLdIRUgiUQikUgk1x1SAbqG0ev1zJw5E71ef7WHcs0g57R6kfNZ/cg5rV7kfFY/NWVOpRO0RCKRSCSS6w5pAZJIJBKJRHLdIRUgiUQikUgk1x1SAZJIJBKJRHLdIRUgiUQikUgk1x1SAapFrF+/ngcffJDY2FgMBgONGjXioYceIjk52a38X3/9xS233ILBYCAyMpKpU6eSn5/vImcymXj66aepU6cO3t7edO3albVr115Wn7WB5ORknnnmGXr27OnMGvrHH3+UKy/ns/qoyhxdL+Tn5zNz5kz69etHcHAwiqKwYsUKt7KHDx+mX79++Pr6EhwczNixY0lPT3eRs9vtzJs3j4YNG+Ll5UXbtm35/PPPL6vP2sDOnTt59NFHadWqFT4+PtSvX58777yTY8eOucjKufSMgwcPMmrUKBo1aoTBYCA0NJRbb72VH3/80UW21sypkNQaOnXqJBo2bCimT58uli9fLv773/8KPz8/ERERIZKTk8vI7tmzR3h5eYkOHTqIpUuXihkzZgi9Xi/69evn0u/o0aOFRqMR06ZNE8uWLRPdunUTGo1GbNq06ZL7rA1s2LBBAKJp06aiW7duAhAbNmxwKyvns3rxdI6uJ06fPi0AUb9+fXHbbbcJQHzwwQcucgkJCSI0NFQ0btxYvPHGG+Lll18WQUFBol27dsJkMpWRfeaZZwQgxo8fL959910xcOBAAYjPP//8kvusDYwYMUJERkaKKVOmiOXLl4vZs2eLiIgI4ePjI/bv3++Uk3PpOT///LO44447xKxZs8S7774rXn/9ddG9e3cBiGXLljnlatOcSgWoFvHnn38Km83m0gaIGTNmlGnv37+/iIqKEjk5Oc625cuXC0CsWbPG2bZ9+3YBiPnz5zvbioqKROPGjUW3bt0uqc/aQm5ursjMzBRCCPHVV19VqADJ+aw+qjJH1xNGo9G5kNm5c2e5CtAjjzwivL29RXx8vLNt7dq1Lg+ic+fOCa1WKyZPnuxss9vtonv37qJevXrCarVWuc/awpYtW1wejMeOHRN6vV6MGTPG2Sbn8vKwWq2iXbt2olmzZs622jSnUgG6BggODhb/+te/nO9zcnKERqMRTz31VBk5k8kkfH19xbhx45xtTz31lFCr1WUewkIIMWfOHAGIs2fPVrnP2khFCpCcz+rF0zm6nqlIAQoPDxejRo1yaY+NjRW9e/d2vl+yZIkAxMGDB8vIffbZZwIoY23ztM/aTseOHUXHjh2d7+VcXj6DBg0SERERzve1aU6lD1AtJz8/n/z8fEJDQ51t+/fvx2q1csMNN5SR1el0tG/fnj179jjb9uzZQ2xsrEtBui5dugAQFxdX5T6vNeR8Vi+ezpHElcTERNLS0ly+N+CYv4u/iz4+PrRo0cJFruR4VfuszQghSE1Ndd4r5VxeGgUFBWRkZHDy5EkWLVrEL7/8Qu/evYHaN6dSAarlvP7665jNZu666y5nW4lTdFRUlIt8VFQUSUlJZWTLkwOcslXp81pDzmf14ukcSVyp7HuTlZWFyWRyykZERKAoiosceP5dLN1nbebTTz8lMTHRea+Uc3lpPPnkk4SFhdGkSROmTZvG8OHDeeutt4DaN6eaSzpLctnY7XbMZrNHsnq93uVLArBx40ZeeOEF7rzzTnr16uVsLyoqcp53MV5eXs7jJbLlyZXuqyp9Xg2qYz7L43qczyuJp3MkcaWy702JjF6vr7bvYuk+aytHjhxh8uTJdOvWjfvvvx+Qc3mp/Oc//2HkyJEkJSWxcuVKbDab895b2+ZUWoCuEhs3bsTb29uj19GjR13OP3LkCMOHD6d169a89957ZY55e3sDuNWKjUaj83iJbHlypfuqSp9Xg8udz4q4HufzSuLpHElcqex7U1qmur6LpWVqIykpKQwcOJCAgABWrVqFWq0G5FxeKs2bN6dPnz7cd999/PTTT+Tn5zN48GCEELVuTqUF6CrRvHlzPvjgA49kLzb9JSQk0LdvXwICAli9ejV+fn5u5d3lB0pOTqZOnTplZBMTE93KAU7ZqvR5Nbic+fRU/nqazyuJp3MkcaWy701wcLBzJRwVFcWGDRsQQpSxeFb1u1i6z9pGTk4O/fv3Jzs7m02bNrn8VkHO5eUycuRIJkyYwLFjx2rdnEoF6CoRGRnJAw88UOXzMjMz6du3LyaTifXr17t9mLdu3RqNRsOuXbu48847ne1ms5m4uLgybe3bt2fDhg3k5uaWcUrdvn2783hV+7waXOp8esL1OJ9XEk/nSOJK3bp1CQsLY9euXS7HduzYUWbu2rdvz3vvvcfhw4dp2bKls/3iea5Kn7UJo9HI4MGDOXbsGOvWrSszByDnsroo2aLKycmhWbNmtWtOLzl+TPKPk5+fL7p06SL8/PzErl27KpTt16+fiIqKErm5uc629957TwDil19+cbZt27bNJSeL0WgUTZo0EV27dr2kPmsjleUBkvNZfVRljq5XKgqDnzhxovD29i6TLmDdunUCEEuXLnW2JSQklJtnpW7dumXyrHjaZ23BarWKIUOGCI1GI37++edy5eRcek5qaqpLm9lsFh07dhTe3t4iLy9PCFG75lQqQLWIoUOHCkA8+OCD4uOPPy7z+vbbb8vI7t69W+j1+jJZhr28vETfvn1d+h01apQzJ82yZcvETTfdJDQajfjzzz8vuc/awuzZs8Xs2bPF6NGjnXNb0lYaOZ/Vi6dzdL3x5ptvitmzZ4tHHnlEAOJf//qX8/uYnZ0thBDi7NmzIiQkRDRu3FgsXrxYzJkzRwQFBYk2bdoIo9FYpr+nnnpKAOLhhx8Wy5cvd2ba/fTTT8vIVaXP2sBjjz0mADF48GCXe+XHH3/slJNz6TnDhg0TvXr1ErNmzXJm127evLkAxIIFC5xytWlOpQJUi4iJiRGA21dMTIyL/KZNm8RNN90kvLy8RFhYmJg8eXIZa0MJRUVFYtq0aSIyMlLo9XrRuXNn8euvv7odg6d91hbKm093xlE5n9VHVeboeqKi3/jp06edcgcOHBB9+/YVBoNBBAYGijFjxoiUlBSX/mw2m5gzZ46IiYkROp1OtGrVSnzyySduP9vTPmsDPXr08Pi3LefSMz7//HPRp08fERERITQajQgKChJ9+vQR33//vYtsbZlTRQghLn0DTSKRSCQSiaT2IcPgJRKJRCKRXHdIBUgikUgkEsl1h1SAJBKJRCKRXHdIBUgikUgkEsl1h1SAJBKJRCKRXHdIBUgikUgkEsl1h1SAJBKJRCKRXHdIBUgikUgkEsl1h1SAJBJJjWLDhg2MGDGCunXrotPpCAoKolmzZowaNYq33nqLnJycf2QcDRo0KFOluqbw0UcfoSgKbdq0wWKxuJXZtm0barWa0NBQ0tPT/+ERSiS1A6kASSSSGsOLL75Ir169+OabbwgICGDQoEH07dsXb29vvvnmG6ZMmcLhw4ev9jCvKvfddx99+vThwIEDzJs3z+W4xWJh/Pjx2O12FixYQFhY2FUYpURS85GlMCQSSY1g9+7ddO7cGY1Gw8qVKxk2bFiZ4ykpKXzyyScMGjSI5s2bX/HxnDx5EovF8o98VlU5deoUrVu3RgjBvn37aNq0qfPYSy+9xPPPP0+fPn1Yu3btVRylRFKzkQqQRCKpEcyYMYM5c+YwZswYPvnkk6s9nBrP/PnzmT59OrfddhsbNmwA4OjRo7Rr1w6VSsX+/ftp3LjxVR6lRFJzkVtgEomkRlDiq1LVLZsSXx0hBG+88QYtW7bEy8uLunXrMnXqVLKzs13OeeCBB1AUhT/++IM1a9bQs2dPAgMDURTFKe/OB+jMmTMoisJtt91GUVERzzzzDDExMej1epo0acLcuXMpb035559/0qtXL/z8/AgKCmLAgAHs2rWLFStWoCgKs2bNqtJ1P/7443To0IE//viD999/HyEEDz/8MCaTiVmzZknlRyKpBKkASSSSGkF0dDQAX3/9NWlpaVU+f8qUKTz11FPUq1ePoUOHYrPZePPNN+nRowe5ubluz/nss8/o378/BQUF9O/fn86dO3vk+Gw2m+nbty/Lly/nhhtuoGfPniQmJvLMM8/w/PPPu8h/88039O7dmw0bNtC6dWv69evH2bNnueWWW9i+fXuVrxVAo9GwfPly1Go1Tz31FC+99BIbN26kffv2PPHEE5fUp0RyXSEkEomkBnDy5Enh7e0tAOHn5yfuv/9+sXz5cvH3338Lq9Va7nkxMTECEP7+/mLXrl3O9ry8PNGrVy8BiMcee6zMOffff78ABCC++OKLCvstzenTp53n9ejRQ+Tk5DiP7dy5U6jVamEwGEReXp6zPScnRwQHBwtAfPrpp2X6e/755539zZw5s7IpcsuTTz7p7EOtVoudO3deUj8SyfWGVIAkEkmNYd26dSI6Otr5QC95BQYGikceeUQkJSW5nFOiqDz77LMuxw4ePCgURRG+vr6iqKjI2V6iAA0cOLDcsVSkAKlUKnHkyBGXcwYNGiQAsWHDBmfb8uXLBSB69+7tIm+xWJyfc6kKUGJiolAURQDiwQcfvKQ+JJLrEbkFJpFIagy9e/fmxIkTfPPNN0ycOJGOHTui0WjIzs5m6dKltG/fnqNHj7o9d/To0S5tLVu2pF27duTn57Nnzx6X40OGDLmkccbExNCsWTOX9tjYWACSk5OdbVu2bAFg1KhRLvIajYYRI0Zc0hhKmDlzptPvaM2aNeTl5V1WfxLJ9YJUgCQSSY1Cp9MxfPhwli5dyu7du0lPT2fp0qUEBQWRlpbGo48+6va8mJgYt+0NGjQAICkpyeVY/fr1L2mM9erVc9vu5+cHgMlkcraVKEMlPk7VNQaAjRs38v777xMVFcWwYcNITExkxowZl9yfRHI9IRUgiURSowkMDGTixImsWLECcGSKLiwsrJa+vby8Luk8lerq3zpNJhMPP/wwQgjefPNN3nnnHYKCgliyZAk7d+682sOTSGo8V/9XLJFIJB7Qq1cvAGw2m9vQ9vj4eLfnlbTXqVPnio2tIqKiogBISEhwe7y89sp46aWXOHr0KEOGDGHEiBFEREQwb9487HY748ePx2q1XvKYJZLrAakASSSSGoGoJCfriRMnAMcWWWhoqMvxlStXurQdOXKEuLg4fH19ad++fbWMs6rcfPPNgCO8/2JsNhvffPNNlfs8cOAAc+fOxc/PjyVLljjbx40bR/fu3dm7dy+LFi269EFLJNcBUgGSSCQ1gueff56nnnqKkydPuhxLTExkwoQJgMNxWafTuci8+eabZRydCwsLmTJlCkII/v3vf+Pt7X3lBl8Bo0aNIjg4mLVr1/LFF1+UOfbSSy9x+vTpKvVXYuGxWCy8/PLLZfyRFEVh2bJl6HQ6Zs2axZkzZ6rjEiSSaxKpAEkkkhpBfn4+r732Gk2aNKFZs2YMHz6cu+++m+7du9OwYUN27NhBkyZNeP31192ef++999K1a1f69evHXXfdRePGjVm3bh2tWrVi9uzZ/+zFlCIgIMCZsPDuu+/mpptu4p577qFNmzbMmTOHhx9+GMCtUueOt99+m23bttG1a1cmT57scrxFixY888wzFBYWMmnSpGq9FonkWkIqQBKJpEbw3HPP8fHHH3Pvvfei1+vZtGkTq1at4tChQ3Tp0oV58+YRFxdH3bp13Z6/ePFiXnnlFeLj4/n+++9RFIXJkyezadMmAgIC/uGrKcu//vUv1q1bx2233ca+ffv4+eefqVOnDps2bXJGgYWEhFTaz7lz53j22WedWaDLc8Z+9tlniY2N5ZdffuHLL7+s1muRSK4VZDFUiURSq2nQoAHx8fGV+hDVVPr168eaNWucVh2JRPLPIC1AEolEcoVJTEwkNTW1TJvdbmfRokWsWbOG2NhYunTpcpVGJ5Fcn2iu9gAkEonkWmfTpk3ce++9dOjQgZiYGEwmEwcOHODMmTMYDAbee+89j4qwSiSS6kNagCQSieQK06lTJ+677z6ys7P57bffWLNmDTabjbFjx7Jz5066d+9+tYcokVx3SB8giUQikUgk1x3SAiSRSCQSieS6QypAEolEIpFIrjukAiSRSCQSieS6QypAEolEIpFIrjukAiSRSCQSieS6QypAEolEIpFIrjukAiSRSCQSieS6QypAEolEIpFIrjukAiSRSCQSieS64/8BO0ofdNVEGW0AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "c = np.array(list((map(lambda x: color_map[x], selected_data.obs['Cell type annotation']))))\n", "fig, ax = plt.subplots(figsize=(6, 6))\n", "for i in color_map_inv.keys():\n", " ax.scatter(selected_data.obs['SPRING-x'][c==i], selected_data.obs['SPRING-y'][c==i], color=i, label=color_map_inv[i], alpha=0.8, s=50)\n", "ax = pv.velocity_plot(sd.Xdr.to_numpy(), sd.velocity_embeded, ax, 'stream', radius=150, lw_coef=30, arrowsize=1.5)\n", "pv.label_name(sd.Xdr.to_numpy(), selected_data.obs['Cell type annotation'], ax)\n", "ax.set_xlabel('Spring X', fontsize=15)\n", "ax.set_ylabel('Sprint y', fontsize=15)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['top'].set_visible(False)" ] }, { "cell_type": "code", "execution_count": null, "id": "58f6bc57-0e8e-43fb-88a4-816be5725828", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 5 }