{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Getting Started with Kompot\n",
    "\n",
    "This tutorial introduces Kompot's core functionality for differential analysis in single-cell data. You'll learn how to:\n",
    "\n",
    "- Perform differential abundance (DA) analysis to identify cell states that change between conditions\n",
    "- Conduct differential expression (DE) analysis to find genes with altered expression\n",
    "- Visualize and interpret results using Kompot's plotting tools\n",
    "\n",
    "## What Makes Kompot Different?\n",
    "\n",
    "Kompot uses **Mahalanobis distance** to detect expression differences while accounting for the covariance structure of gene expression. This approach is particularly powerful for:\n",
    "\n",
    "- Detecting subtle changes along continuous cell state trajectories\n",
    "- Identifying genes with complex, coordinated expression patterns\n",
    "- Analyzing data where discrete cell type labels are inadequate\n",
    "\n",
    "## Dataset\n",
    "\n",
    "We'll analyze murine bone marrow cells comparing Young vs. Old mice to understand how aging affects hematopoietic stem cells and their derivatives."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-18T22:46:37.963613Z",
     "iopub.status.busy": "2025-11-18T22:46:37.963084Z",
     "iopub.status.idle": "2025-11-18T22:47:09.646307Z",
     "shell.execute_reply": "2025-11-18T22:47:09.645100Z",
     "shell.execute_reply.started": "2025-11-18T22:46:37.963568Z"
    }
   },
   "outputs": [],
   "source": [
    "import anndata as ad\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import palantir\n",
    "import pandas as pd\n",
    "import scanpy as sc\n",
    "import seaborn as sns\n",
    "\n",
    "import kompot\n",
    "\n",
    "# Set plotting style\n",
    "plt.rcParams[\"axes.spines.right\"] = False\n",
    "plt.rcParams[\"axes.spines.top\"] = False\n",
    "plt.rcParams[\"image.cmap\"] = \"Spectral_r\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Configuration\n",
    "\n",
    "Define analysis parameters. Adapt these to your own data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-18T22:47:09.649215Z",
     "iopub.status.busy": "2025-11-18T22:47:09.647572Z",
     "iopub.status.idle": "2025-11-18T22:47:09.653723Z",
     "shell.execute_reply": "2025-11-18T22:47:09.652844Z",
     "shell.execute_reply.started": "2025-11-18T22:47:09.649185Z"
    }
   },
   "outputs": [],
   "source": [
    "DATA_PATH = \"../data/murine_bone_marrow_aging.h5ad\"\n",
    "GROUPING_COLUMN = \"Age\"              # Condition column in adata.obs\n",
    "CONDITIONS = [\"Young\", \"Old\"]        # First condition is reference\n",
    "CELL_TYPE_COLUMN = \"highres_celltype\"  # Optional: for visualization only\n",
    "DIMENSIONALITY_REDUCTION = \"DM_EigenVectors\"  # Cell state representation\n",
    "LAYER_FOR_EXPRESSION = \"logged_counts\"        # Expression data layer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Data\n",
    "\n",
    "The dataset will be downloaded automatically from Zenodo if not already present:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T20:21:01.175992Z",
     "iopub.status.busy": "2025-10-03T20:21:01.175742Z",
     "iopub.status.idle": "2025-10-03T20:21:11.821572Z",
     "shell.execute_reply": "2025-10-03T20:21:11.821003Z",
     "shell.execute_reply.started": "2025-10-03T20:21:01.175975Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 8090 × 16285\n",
       "    obs: 'Compartment', 'Replicate', 'Age', 'Sample', 'Info', 'batch', 'doublet_score', 'n_genes_by_counts', 'total_counts', 'total_counts_mt', 'pct_counts_mt', 'total_counts_hb', 'pct_counts_hb', 'S_score', 'G2M_score', 'phase', 'leiden', 'phenograph', 'highres_celltype', 'midres_celltype'\n",
       "    var: 'gene_ids', 'feature_types', 'genome', 'mt', 'n_cells_by_counts', 'mean_counts', 'pct_dropout_by_counts', 'total_counts', 'hb', 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'highly_variable_nbatches', 'highly_variable_intersection'\n",
       "    uns: 'Age_colors', 'Compartment_colors', 'DMEigenValues', 'Info_colors', 'README', 'Replicate_colors', 'Sample_colors', 'batch_colors', 'draw_graph', 'highres_celltype_colors', 'hvg', 'leiden', 'leiden_colors', 'midres_celltype_colors', 'neighbors', 'pca', 'phase_colors', 'umap'\n",
       "    obsm: 'AbCapture', 'DM_EigenVectors', 'HTO', 'X_draw_graph_fa', 'X_pca', 'X_pca_harmony', 'X_pca_noregression', 'X_umap'\n",
       "    varm: 'PCs'\n",
       "    layers: 'MAGIC_imputed_data', 'logged_counts', 'normalized_counts', 'raw_counts'\n",
       "    obsp: 'DM_Kernel', 'connectivities', 'distances'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os\n",
    "from pathlib import Path\n",
    "import requests\n",
    "from tqdm.auto import tqdm\n",
    "\n",
    "Path(DATA_PATH).parent.mkdir(parents=True, exist_ok=True)\n",
    "\n",
    "if not os.path.exists(DATA_PATH):\n",
    "    print(\"Downloading dataset...\")\n",
    "    url = \"https://zenodo.org/records/15587768/files/murine_bone_marrow_aging.h5ad?download=1\"\n",
    "    response = requests.get(url, stream=True)\n",
    "    total = int(response.headers.get(\"content-length\", 0))\n",
    "    \n",
    "    with open(DATA_PATH, \"wb\") as file, tqdm(total=total, unit=\"B\", unit_scale=True) as bar:\n",
    "        for chunk in response.iter_content(chunk_size=8192):\n",
    "            file.write(chunk)\n",
    "            bar.update(len(chunk))\n",
    "\n",
    "adata = ad.read_h5ad(DATA_PATH)\n",
    "adata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Exploration\n",
    "\n",
    "Before analysis, examine the data structure and distribution:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T20:21:11.822509Z",
     "iopub.status.busy": "2025-10-03T20:21:11.822218Z",
     "iopub.status.idle": "2025-10-03T20:21:12.745906Z",
     "shell.execute_reply": "2025-10-03T20:21:12.745231Z",
     "shell.execute_reply.started": "2025-10-03T20:21:11.822489Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABgUAAAFcCAYAAADoLL4tAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xd4FVX6wPHvzO03vTdIAqETelcREJRqL9h+Ytt17a517Q1dy7qW3bUXXEXBXgELCkrvNaETQnpv997cNvP7Y0I6iC5NfD/Pk4fcmTMzZ24KmfOe876Krus6QgghhBBCCCGEEEIIIYQ47qlHuwNCCCGEEEIIIYQQQgghhDgyJCgghBBCCCGEEEIIIYQQQvxBSFBACCGEEEIIIYQQQgghhPiDkKCAEEIIIYQQQgghhBBCCPEHIUEBIYQQQgghhBBCCCGEEOIPQoICQgghhBBCCCGEEEIIIcQfhAQFhBBCCCGEEEIIIYQQQog/CAkKCCGEEEIIIYQQQgghhBB/EBIUEEIIIYQQQgghhBBCCCH+ICQoIP5nDz30EIqiUFZWdsB26enpXH755b/pGqNHjyYzM/M3HXs8aP3e5eTkoCgKM2bMaNy2ZMkSHnroIaqqqo54/4QQQgghhBBCiN+LF154AUVR/tDjDEKIPzYJCogj5tNPP+X+++8/2t04bi1ZsoSHH35YggJCCCGEEEIIIcQBvPnmmwBs3ryZ5cuXH+XeCCHEkSdBAXHEDBgwgIyMjCN+Xb/fTyAQOOLXFUIIIYQQQgghxLFl1apVrF+/nsmTJwPwxhtvHOUeCSHEkSdBAXHIFBcXc9FFFxEREUFCQgJXXnkl1dXVjfvbSx+0efNmTjvtNJxOJ3FxcVx//fV8/fXXKIrCggUL2lxj5cqVjBw5EqfTSefOnXniiSfQNK1x/4IFC1AUhXfeeYfbbruNlJQUbDYbO3bsAOD7779n7NixhIeH43Q6OfHEE5k/f36La5SWlvLnP/+Zjh07YrPZiIuL48QTT+T777//Ve9Hfn5+43msVivJycmcd955FBcXN7apqanh9ttvp1OnTlitVlJSUrjllltwuVy/6loPPfQQd9xxBwCdOnVCUZTG9/Cqq64iOjoat9vd5rhTTjmF3r17N75WFIUbbriBV155hW7dumGz2ejVqxezZs1qc2xRURHXXHMNHTp0wGq10qlTJx5++GEJwAghhBBCCCGEOGbtCwI88cQTnHDCCcyaNavN83JeXh7nnXceYWFhREZGcskll7By5co2aXzBCDKcccYZREdHY7fbGTBgAB988MGRuh0hhPhNzEe7A+L4ce655zJ16lSuuuoqNm7cyN133w00LctrrbCwkFGjRhESEsJLL71EfHw877//PjfccEO77YuKirjkkku47bbbePDBB/n000+5++67SU5O5rLLLmvR9u6772bEiBG8/PLLqKpKfHw87777Lpdddhlnnnkmb7/9NhaLhVdeeYXx48fzzTffMHbsWAD+7//+jzVr1vDYY4/RrVs3qqqqWLNmDeXl5Qf9XuTn5zNkyBD8fj/33HMPffv2pby8nG+++YbKykoSEhJwu92MGjWKvLy8xjabN2/mgQceYOPGjXz//fcoinJQ17v66qupqKjgX//6F5988glJSUkA9OrVi+joaN58803ee+89rr766sZjsrKy+PHHH/nPf/7T4lxffPEFP/74I4888gghISG8+OKLXHTRRZjNZs4777zGr8XQoUNRVZUHHniAjIwMli5dyvTp08nJyeGtt9466PdKCCGEEEIIIYQ4EjweD++//z5DhgwhMzOTK6+8kquvvpoPP/yQadOmAeByuRgzZgwVFRU8+eSTdOnShXnz5jF16tQ25/vxxx+ZMGECw4YN4+WXXyYiIoJZs2YxdepU3G73b66rKIQQh50uxP/owQcf1AH9qaeearH9uuuu0+12u65pmq7rup6WlqZPmzatcf8dd9yhK4qib968ucVx48eP1wH9xx9/bNw2atQoHdCXL1/eom2vXr308ePHN77+8ccfdUA/+eSTW7RzuVx6dHS0fvrpp7fYHgwG9X79+ulDhw5t3BYaGqrfcsstB/8GtOPKK6/ULRaLnpWVtd82f//733VVVfWVK1e22P7RRx/pgD5nzpzGba3fu927d+uA/tZbbzVue/rpp3VA3717d5trjRo1Su/fv3+Lbddee60eHh6u19bWNm4DdIfDoRcVFTVuCwQCeo8ePfQuXbo0brvmmmv00NBQfc+ePS3O+Y9//EMH2nxNhRBCCCGEEEKIo+2///2vDugvv/yyruu6Xltbq4eGhuojR45sbPOf//xHB/S5c+e2OPaaa65p8xzeo0cPfcCAAbrf72/RdsqUKXpSUpIeDAYP380IIcT/QNIHiUPmjDPOaPG6b9++1NfXU1JS0m77hQsXkpmZSa9evVpsv+iii9ptn5iYyNChQ9tcY8+ePW3annvuuS1eL1myhIqKCqZNm0YgEGj80DSNCRMmsHLlysaUPUOHDmXGjBlMnz6dZcuW4ff7D3zj7Zg7dy5jxoyhZ8+e+23z1VdfkZmZSf/+/Vv0afz48ftNn/Rb3Xzzzaxbt47FixcDRtqid955h2nTphEaGtqi7dixY0lISGh8bTKZmDp1Kjt27CAvL6+x72PGjCE5OblF3ydOnAgYX1shhBBCCCGEEOJY8sYbb+BwOLjwwgsBCA0N5fzzz+fnn39m+/btgPE8GxYWxoQJE1oc23qsYseOHWzZsoVLLrkEoMWz8aRJkygsLGTr1q1H4K6EEOLXk6CAOGRiYmJavLbZbICxPK895eXlLQaf92lvW3vn33eN9s6/L33OPvvy+J933nlYLJYWH08++SS6rlNRUQHA7NmzmTZtGq+//jojRowgOjqayy67jKKionb71Z7S0lI6dOhwwDbFxcVs2LChTX/CwsLQdZ2ysrKDvt4vOfPMM0lPT29MFTRjxgxcLhfXX399m7aJiYn73bYvhVJxcTFffvllm77vq09wKPsuhBBCCCGEEEL8r3bs2MFPP/3E5MmT0XWdqqoqqqqqGtPk7kt9fLBjFfvGGW6//fY2z8bXXXcdIM/GQohjl9QUEEdNTExMi6K7+/yawff9aZ2LPzY2FoB//etfDB8+vN1j9v0HHxsby3PPPcdzzz1Hbm4uX3zxBX/7298oKSlh3rx5B3X9uLi4xln1+xMbG4vD4dhvzYV9fT4UVFXl+uuv55577uGZZ57hxRdfZOzYsXTv3r1N2/be/33b9gVmYmNj6du3L4899li710tOTj5kfRdCCCGEEEIIIf5Xb775Jrqu89FHH/HRRx+12f/2228zffp0YmJiWLFiRZv9rZ+V9z2z33333ZxzzjntXrO9Z24hhDgWSFBAHDWjRo3iH//4B1lZWS1SCM2aNeuQX+vEE08kMjKSrKys/RYybk9qaio33HAD8+fPb0y9czAmTpzIO++8w9atW/f7R8CUKVN4/PHHiYmJoVOnTgd97v35pZUZV199NQ899BCXXHIJW7du5cknn2y33fz58ykuLm4MkgSDQWbPnk1GRkbj6ocpU6YwZ84cMjIyiIqK+p/7LoQQQgghhBBCHC7BYJC3336bjIwMXn/99Tb7v/rqK5555hnmzp3LqFGj+OCDD5g7d25jilxoO1bRvXt3unbtyvr163n88ccP+z0IIcShJEEBcdTccsstvPnmm0ycOJFHHnmEhIQE3nvvPbZs2QIYs9sPldDQUP71r38xbdo0KioqOO+884iPj6e0tJT169dTWlrKSy+9RHV1NWPGjOHiiy+mR48ehIWFsXLlSubNm7ffyH97HnnkEebOncvJJ5/MPffcQ58+faiqqmLevHnceuut9OjRg1tuuYWPP/6Yk08+mb/+9a/07dsXTdPIzc3l22+/5bbbbmPYsGEHfc0+ffoA8PzzzzNt2jQsFgvdu3cnLCwMgMjISC677DJeeukl0tLSOP3009s9T2xsLKeccgr3338/ISEhvPjii2zZsqXFH0CPPPII3333HSeccAI33XQT3bt3p76+npycHObMmcPLL7/8i+mThBBCCCGEEEKII2Hu3LkUFBTw5JNPMnr06Db7MzMz+fe//80bb7zBu+++y7PPPsull17K9OnT6dKlC3PnzuWbb74BWo5VvPLKK0ycOJHx48dz+eWXk5KSQkVFBdnZ2axZs4YPP/zwSN2iEEL8KhIUEEdNcnIyCxcu5JZbbuEvf/kLTqeTs88+m0ceeYRp06YRGRl5SK936aWXkpqaylNPPcU111xDbW0t8fHx9O/fn8svvxwAu93OsGHDeOedd8jJycHv95Oamspdd93FnXfeedDXSklJYcWKFTz44IM88cQTlJeXExcXx0knnUR0dDQAISEh/PzzzzzxxBO8+uqr7N69G4fDQWpqKuPGjSM9Pf1X3d/o0aO5++67efvtt3nttdfQNI0ff/yxxR88U6dO5aWXXuLaa6/db9DljDPOoHfv3tx3333k5uaSkZHBzJkzmTp1amObpKQkVq1axaOPPsrTTz9NXl4eYWFhdOrUiQkTJsjqASGEEEIIIYQQx4w33ngDq9XKFVdc0e7+2NhYzj77bD766CPq6ur44YcfuOWWW7jzzjtRFIXTTjuNF198kUmTJrUYqxgzZgwrVqzgscce45ZbbqGyspKYmBh69erFBRdccITuTgghfj1F13X9aHdCiOb+/Oc/8/7771NeXo7Vaj3a3Tmu3Hbbbbz00kvs3bu33cLNiqJw/fXX8+9///so9E4IIYQQQgghhDg2Pf74442T52RlvBDi905WCoij6pFHHiE5OZnOnTtTV1fHV199xeuvv859990nAYFDaNmyZWzbto0XX3yRa665pt2AgBBCCCGEEEIIIWicKNejRw/8fj8//PADL7zwApdeeqkEBIQQxwUJCoijymKxNKafCQQCdO3alX/+85/cfPPNR7tr7dJ1nWAweMA2JpMJRVGOUI8OzogRI3A6nUyZMoXp06cf7e4IIYQQQgghhBDHLKfTybPPPktOTg5er7cxrfB99913tLsmhBCHhKQPEuJXmDFjxn5zEO7TOo+/EEIIIYQQQgghhBBCHCskKCDEr1BeXs7u3bsP2KZ79+6EhYUdoR4JIYQQQgghhBBCCCHEwZOggBBCCCGEEEIIIYQQQgjxB6Ee7Q4IIYQQQgghhBBCCCGEEOLIkKCAEEIIIYQQQgghhBBCCPEHIUEBIYQQQgghhBBCCCGEEOIPQoICQgghhBBCCCGEEEIIIcQfhAQFhBBCCCGEEEIIIYQQQog/CAkKCCGEEEIIIYQQQgghhBB/EBIUEEIIIYQQQgghhBBCCCH+ICQoIIQQQgghhBBCCCGEEEL8QUhQQAghhBBCCCGEEEIIIYT4g5CggBBCCCGEEEIIIYQQQgjxByFBASGEEEIIIYQQQgghhBDiD0KCAkIIIYQQQgghhBBCCCHEH4QEBYQQQgghhBBCCCGEEEKIPwgJCgghhBBCCCGEEEIIIYQQfxASFBDil+gBqPgafEXG6/rdoAePbp+EEEIIIYQQQgjxPymsLWFT8RYA3D4P1fU1R7lHQghxZCi6rutHuxNCHNN23wH5/wBHN7AkQM3PEDUFenwAWy+CYDV0nw3W+KPdUyGEEEIIIYQQQhyEOp+L67+8D0+gnnN7TeLzLd+g6TrTx95BUkUZlQtmEtZvLBFDpxztrgohxCEnKwWEACj/Egr+ZawK2B89aAQEAGqXQ91KqPgcqhdA1TfG9rrVUPQGaL5Wx/5C7M1fYZxTq//NtyCEEEIIIYQQQogmdT4Xn2V/w47ynAO221SylYAWRNM1cqvzqV45F19JLlXLPgcgoAX5YdeSds9zoLm2/qCfotoSCmqL/5fbEEKIQ858tDsgxFHn3grZZxif59xtrADIewo8uyB0IGT8EyJGQ8hA2HmtERjo/ALkPgioENIPTJFQtQA2jTHO490LaQ8Zg/3bLoWqH8HZA/ouBpOz5fW3XwXFbxqfR58JvT47EncthBBCCCGEEEIc1+YsfIOQTUsJeHwUdRvG+n7D+TZrHudV+ujZawxPnHY35e4KrCYrTy96mdiQaIYpoRTnbkKx2vH3mkRxhZsnP/iB7Tt8ODJ+5O2rb8NhsVOXtZiN337FzKKunH7WWMYPT2tx7YKaIu7+7kk8gXoUFB4ZexvdYzOO0jshhBAtSVBA/LH4K4zZ/JFjYPufoPR9sKc37ddcsGUqaHXG68q9kGM1AgXQNGAfdMO2SwANvHuMoIK1Y9N51IaB/9KZUDnX+Ny1zggWOLtDfQ6Yo8EcDuVfNB1XNR/2PGQEFFqrXQn5T0P85RA96X97H4QQQgghhBBCiONIfcEOVJsDgkEKZj5InRJKt/pawoPGSn7X1uV87t7GmWV1JHj8VOTvpmO3ISQl9ADgtbOeAqDip9kQDKAFg9w3z0f9d99iUYLEKm5cNYmYVRMA5d+9RYKrklNtblZvyWT88DR8/iClVR5S4kLJLt2JJ2BkA5hQWovyyQv4z78XS1TL1MO6rjNz3haq6rxcdUYmDpsM1QkhDj/5TSP+WDadCq41kHQTlH8Kuhc8W2nKpKU1BQT2sbUTyTc5ofu7UP0TlH1sbPPtNf5VQyHhCghUQeRpYM8w0gkl3WQEBMo/h+yzwZoCg7Y0S1mkGNfe+zAk3wCW2JbX3HMPVH0PdWskKCCEEEIIIYQQQjRw71pH0fuPopgsRJ50Lpq7Bic1rPWmMcBWi4bx1H91QTXVZuP5XzFbMYdGtTlXxJBJaPV17HCH4frZBkGN6+O+IiNQg9bnDLwBHybFRFjfMVSs/h5/whAum9QTgHteWszWPZVcMaUX4alGWqFIf5BR1W7ATcnn/yTl8idaXG9HXhWzv98GQLfUKE4b1nLFgRBCHA4SFBB/DJ4dkHUOeDYZr2tXgCkMNA30WjDFQ7Coqb2jlzGwX/ktmCMh6AJTSMtzegug6DUwhYMlCYI1xkoDzQ3rh4IvH3rPg8E7jPaBGuPf+t2ADr5CqPoBYqdC8SvGNgBUKP0Ykq9peb3Y841+x134294DXQdF+W3HCiGEEEIIIYQQx6APN31JxZLPORXQgwFm1e4iNTaRtNJKOlnKeMI3nnOVdXS1FBMZ1IgeczG1uWWs86fh2VtDr04xLc6nmMxsz9tEbl0JfYafwg7XDpLL/RAAd9UOrvrsDrrHduaRsbcTPeYS0rUgmhYEoLjcTYhSj56zikG9TyDU4qBWd+NTVayaxjo8hNXXEm4Pa7xeh/gwunaMpNrlI7Nzy74cLF3XUeR5XwjxKyj6gSqiCPF7VrUAtl9uDOhb48Gd1bRPcYDuadbYDDTM2Hd0h/QnoOxDKH3P2BY2Apy9Ie1RsCYaaX42TwG9oTBw2HCIOa+hXoANdl5lbI+/Arq9aaQE2vswxF0GgQrw5oJ7Q8O1VYg+HSwx4MqGuqWg2MCaBJnfgKNb23vL/2dD3YLpbYMV++ga7L4D/IVGrYLtl0P4KMic9+vfSyGEEEIIIYQQ4hig6RovLn+XpT8rhOpxlCd8yzk1xQyvMZ7Pf4qwYw/qDK3zArDE1p0vigZwXcICeqR1hFF/5k9P/QyAApw8wU3/zh0Zl3ESuq5TNPtxPDvXAPBR51S0lC5M63gijqIcZhRvJWrvJnaEWHlw2iu4/R7u/PZxPP56Hk46EW3LOjxVlTg8xqTDYFwHPuzehT5xXfl0zcfUWcxYTVZO6XwCVw6c2ubeispdfPD9Nob2TmR4ZtJ+34Mde6uY+c0WRvZLouf2t6nfm03CeXfizBhwKN9qIcRxTFYKiONX8etGvn+AQFnLfboH47//fTGxAHR5F3Zda8z4Dx9tDKjvU7vU+AiUQ5fXYNN4IGicwxwHtcugdjkM2gVrejcd51oPWj3ULjZeV3wJwcpWHdXAkgBdX4Hyz2DnjeDLA28OVC8ASzzk3GMUKk6+yQhu7L7NONTeBZKvb//+Xeug4J/G575iox9V34HmBdXW/jEVc6Hw35B8C0Sd2n4bMGoz+IvA2Wv/bYQQQgghhBBCiEOswlPF5o2rOKvWwiZ/By7wV9OR+sb9J1fX41XVptdJTgZ23ottSzH1CScS6S7m8ahZFAci+E/daSzZsZXFm/LoOa0XliXvNwYEaq0hZLk13IWbSI1MoVu5wpD1W0kyuxla68FTV05psJ4KTxUAviWfYfZ6cNpDG0ca9PIC/nbyswS1IFkleWzcVYLXkc+iPSu5cuBUVuavZ2Xees7uNYGksHhmfrOFBavzWLS+gA8en7zf9+CjH7azKruYnTklPOTcCLqGJ2fDfoMC/oDGq59tJBjU+Ms5fbFaTPs9t68kF1N4DCb7fiYgCiGOCxIUEMev6ClGod/9arVIZselxr++Wih6Fep3Gq9NEUZ6oPotDXUIzBgBgYZzBEpAsYPJAWt6GHUK9nFthCVOCBsJmIyAgC0NQgdC/NWQ3fCffPEMY9AfjIAAJog5C3ylsOVCqPqmqV36kxDSz1gpEH6SUWOg8D/GqoTwEVCzBIpeBmcfcPQEFAgfafQl9kJQWv3Y160x7tGRYdQtcK0zgghhQ4zUSboG+f8AxQoptxjBhbX9jH5GnAo93gfVAf4ysKce3NdGCCGEEEIIIYT4DWIcUVxmNpNgy6GPdS8WgjRPnKPpYNM0wHjqf2eznVOd67ErOrvXf0Oy10WI4qOzpZTzJgWY/W0vBit5ZL/1LGmOckwNx4X5XFyeZ+P9bvHMzfqGoTtLUM1GZl6fxULpv69DtdgY270H8+sLWRbhZLQ/gqhRF7Fy1WfYSnKpVxTKPn2C+v6jqdjUjerdcSSmZvDnE21ULP6Y/+TOx63qrMxbx4jUQQzoPpJF6/IZ1jsRXdf5NHsebn89F2aejuKrp2btd/jL85kQHY8n0k1G375Yy9LRPLWE9h3T4n1y+z3sqthDj7iubNhRxrylOQAM62Rn6JDuKIqKr2QPtet/ILTvGGwJ6dSs/Y6yOS+jWB3EjL+a8L6jCdSUodpDUa32I/HlFUIcIRIUEMev6DPB0Rs8m3/9sSG9IWoSVH5tpAWKuwA2jzf2VXzYtr1eD4H6ZhuckHYv7LnXeFn7EyhO0N2QcodReyC0Lzj6gGcj4IPdt9L4I6mooFgg9z5o/ueNay1sPg16fgIxZxvbNoyCmp+gdiU4uhiBi+aSboTyjyFQCsUvQcUn0H+VkQapYi5kTQLVCYO2GXUU9j4Gni2wItlImeToBaX/bXhf+kLoYGPFBED1d5D/jHFNzxbo9i7EX/Lr328hhBBCCCGEEOIgKIpCnxHns/fT56kMWknEBRjBAFUBDQUVHR3jaTpScfN+7QiGhGSzIySd6wZPZMHOJZRYTJw1ZBSrVm/kYu8HqPU6+xYc+AErkGqu4OIdGi93MVNpNhERCLKj9+n0KF4N5QXofi/9K2uZ74DVyUmcnXoKiq4TO/4qln72d04td0H2av7uzsFbOwEwkRaeTMz8F6kK+Bgd6WBObBihrlp6LvyCQMxKPn7in6iqytayncza+AUAXTQL8d+8C0E/AOHANLOJuPRUSjftAiD/1b8SeeK5RI++GIAnf36J7NLtjMsYyUW9zqNbaiRD6pcS991/WbU5nXmdOvJ/O/PRinZRn7eVlCueIFhnZDbQfR7Kvvw3ClD65b8xRyXQ8ZrnUEyWI/I1FkIcfuovNxHid8rkgEGbIOW2X3/stssh7TEYXgXdXoeo00CNbKfhfn6EbHFGCp7mwoZA9DmQ9yTk3AXZ58OgDUahYXNDMSFzBPT8EuzdoGxWw7k6QsgQsHdvOlfpR8a/vhJjkB7VmNFf+U3bvliTIOV2sKaCHjAKILs2GzUXXGuNNpoXch+BmuUQOrShYLIH6lY1BQQUq1HfwBwOmT+AvatR+yBshJHqCMCzbf/vqRBCCCGEEEIIcQiE9hhB1zvfJd5iDJLvJbxxn6Yo1GI2EgbrkBuMYUcgiferT2F9Vke2LtvEGZf/i6uveInksAQunpzJJn8HfLoJreEciqkpvU68UsvAWi8xgSBmoN/AAWT37Nu4P84X5G/ueC5Q+lL6xQuUfP4cGfUB/u/MByEilt2RkdSYVcaOM3HxmUlssM+msOH0UUnd6RKdziCXnxRvgLSCveieWuO67no62qOwmaxk71jaGBBozHlgtmBPy8TZZRCa2ZjFX5a9ljqviyW5q3D7POiaQvZGhc+WrSWm/wb6J1UDECzdy8birWyrM2of6JFxAESecDbhQ6eAasae2pNATRmgE6gpQ/f7Ds0XTwhxTJCVAuL45y1s+KR5DYFfECiDdf0h5kLI+KeRMsfRqWEQXTUG6r172p5PsRnpg/SgUXQ4+hxjZj5AzcJW/cqBrZdB2WzjdfSZRnBgz73GrHuA6POgxzugNizTy55q7Ev5K5R8CNsuprFA8r4VEeZoo5gxGH3tcJex8gAFtk8zNtetgj1/M7Z1+hfsuRuKX23qW9LNRpqhynlGPzUX6D6o2wC2DhA+HAZvA80HG0aC5oeIU4xr7VP9M6BBxKiDe8+FEEIIIYQQQoiDVB/wsjnUSo8qH4viVdLK4xkWKMWqaFgbhvfrdBtbQswowVL02hj+L3QRSWv3kpX9LtFXPomGjsVi5o260YBOn8HruGrXJizBIH6zBUvAz3JnCOUOOz6lllrVjB5wM2jgmWxbtYw4Ty220j1EAqt2asQ4QFcUPltdwPyiPAb4TQwx+Xi84ymYt63hc60SrEH+3SGCf46+lTMTu3EmUN57G0Vfv0hUWh/2+mqonDeTiC3zuQaVZ1MjyfPW8FV0CAkWJ0OKSwFwdh6AJTKexKn38NCTs+lUv44aT09qlr3B+qJs+iT0YGTo+Xy3qoYdm4qw9c2hPtLBX9OnsixYTrwrnxS3cS5XaS6a34tqsRF76hXEjL2MmpwN7Pn4abxOJ52m3ITaUGNAq3fh3rkGR3pfTCERR/zrLoQ4NBRd1w9ylFSI36H63bCq8684QAU1BLTapk2KxZiFr1gbChQ3E34S1K4x0gKZwiHqTCh7x6gxMGQXrB8O3tx2rnOQAQpHdxi0BSq/g22XGfUIXGuN4IG/sP1jTOEQdAMBsHeGwTuN6RH+Ith4ihFUMIUbBZUxgzUefAUNB1uNtEI9PoDwYcamwpdg182g+wELpD1qBBA63AWRE2BVWtM9mSKM/WHDYP1QY3PfxRB+wi/fa3OBajCFgmerce8Jl4E56tedQwghhBBCCCHEcevlFe/w7crd+Hf1AyXA9IiPCVO9eHUTQU3FafKzwZvClkAKkxzrsDqsqP56zJoxsa7CauGVpHCcpr7sWtWRruYCzotagFnRiNQViodP4NXC5XhVlfN6TeazLwtwlcdxyvAUJgztgvLOnzErOjWaHZ9upigYQaY1n+VkUOVxkmEuoZO5BJOigzMK3JVUKRb+0SmSoALXD7+CkWlDeeK/K9mSU0Fojyw81gIm5xbQp86HuWHMoMCikuzXcKsKP/boxclbswgL6sSfdQshvU5CURS+/HkX1p/+RVdyyUrtxH+tLuL9fdizNqXx/RrSeTljuiRz0mnXoSgqgWCARe/dS4fcnajoODJH8mq4jj8Y4M6T/kLh1y9i2bICgB8TY8lK6cADo2/G89XLuLcux57ai+T/e/RXfc10LYjuq0exOanbuACTMwJnl4GH5htCCPGryEoBcXxTHaCGglZ3kAdoLQMC0DAYTtuAAEDNIsh4Gco/g8hTwF/Z0LbeCEgEqvZzndYBAbNRDLjmx5abg3XgrzBWD/iLjA8Af+n+byFYA13eBGdPsKTAilSjBkDm9xBzLuQ9ZrTJeAl239EsIADYEo0gxo6roOsMcG2A6LNh9+0N74MGhf82igzvechYHeDsA+6Nxj0Fq6D0fSNYsq88U8m7RjDDltJOZ9tR9qFRXDl0kHGf3hyj+HG3tw7ueCGEEEIIIYQQx71IRzh6fSgAJl3Br5vRdC82JQimIACZ1nz6WPNRFMBrpL/xaio2VSPa56erx0d2zC6s3Ys4sTaPxPoAQYyn2ZQta/nz4Ik4inbTwxzDtz6dWjS259RxQvdKohue67P8yXyUEM5dFTsASNdKSHAY4wp7AtHERipsVzqRrmWR7Uvmgd07qTKrBAb7qdiympBt31Bd34vqnXZsnevoV+dFBao1GwUmB5FKHaDh1HS6lpQQffXTxKt2du1YjuWJqTg69eP0C+9l99JidD/0rqxm/Ilj+XJ+SeN7lWip4dKqbbBqK3VJvdE1DVt8GsWJVxLY+SydLaXkVRVgLylBVxR2KrPoeuIFFG1diarrUAW59lJ2lu0ixWIFwOeqonbTT4RlnnxQXy9d1ymYcQ/eol2ED55IzcqvAYUOf3kea8xBjhcIIQ4ZCQqI45s1EQZlG7n29z4G3t2/fEzIIHCtbrbBbKQCCta03756IVTNMz6a2/NAO8eYgGA7Jwm0DQiAUSg5+3yoW9m0TXFA5+egdKaxiqF6fttrlH8M5YAlCXx7jc1V81vO2K+cb9QS2HfO8NHgbrhvNQQ2jgLNDR3uNtIhgdF3X57xqb8QVneH1EehpgNUzTW21y6B9cMw6i34oeglqN9lBBVUu1EkWbUZbTUf5D5gBG463guKYhRMRjNSHNm7Ge3s6VAyE3bdBAlXQqen23kPhRBCCCGEEEL8UUzNPIPM2F2sXutm4Y/riDYZBYe9moKGiqpgBAiAEs2JGuWg1J3A56WduSviKxQFxrsVzijNY48exreR0UQ2VBruVO/H7a6m489foLmrKVm/iItMiTgj3FR7IlhWfAIDzTbiAz42+lLR631Uqw7iqCNerWW31YbN5+AD1wjy6iIwxe0hWHMWoyzbsOo68f4g8eYoSmY/wBQnjLBt55HqKWTGDCCQEoa2dwuzLS4u3r6XUF+QAj0UrPUoEbHoX7xCZb/TWLviY4ZrQTy71qJrQbTIOJTSPHYGXRTXlmFJ3okCREfDtekxsNwIYnj2bqFu3fcoFhve7nfwat1YUq0FTClZwvm+ALoOSvE8ftiTzaCzb6P4ixlEVju5zVNGZM6j5CSn47GZSS0voPTz5/GV7qVu+ypCTzybmN5NAYItpTv5cfcSxnc5mc7RaehBP97iHNA1CrdsJkQ1oVodBE127n5xESUVbh68ejipieEIIQ4/KTQsjn+2DpB4FfT8/MDtzHGQ+TOkPmgMUjcK7CcgoBiz5D3b2z9f9XzA1mpjq4CAOenAfar+Fmp+aLlN90DxDCPPv6Wd4xUzVH5tfDQGEywQ0r9h5YJibKr4CGi2CqJ6LvgbZhK4t4CpIV2PoyskXrOfDmqQey9Ut+6jr+ncAIrJaFM5B7IvMN4zzQvlnxiFl3Pvh5rFRtuO94CtE6BD/VbIXGB8Tco+MGol5P8Tit890LsmhBBCCCGEEOI4pygKmUkZTJvUh5jO8cxx96Mq6MCm6jjUIG7NAhhV+HZPnEyvix/E1nU4PsyNBYXD6mqw6kG6UkVVTl9eD03jraQIvkmMxZ7ehxpfU9aBSL2aBFMN3Ux76bHiZ+KDXkyKzpnO1ZhKE/jO3R2/rqIACT6N/zCOvGA0p1qzObW6FkVT2exLoSBg5OEvfL8p9U6U6oKgmZXfJPJFjYV340LoQhgmzRi2W+XpxrNhPUkoLiZQuJ3tX7/P+ugeLCWFBeFj8Qd1/FoQjwJ5JoWswo0oFh+WtGxqw7IJZBuTEHWg3FUGgMkRxhmju6HY7eT4Ekn0tRyvKN3l5N3ZS4gMlDHAlku84gYgvGgPqd4AOqDYnFRtXECwNJd137xEaUVeQ3FieGP1+/y4ewkz1n4IgGq2En/WLQR1lZDaHLZGnEDHa/9Nab2FTTvLKan08PC73+EP+hFCHH6yUkD8cYT2AUsy+Ava7oscD3GXw6YxQMAo1pv2Iuy+7gAn1BvS5hyI98C7A/upC/BL6pY2/Nt8RYMJEq6C2Kmw5RwIVoM5zAgc+Auh8HlwbaJt6iIFbOkQ0g8qPjM2aTVAEJx9If9FcK89cH90r1FzwdEH3OtoEfwIGQSWOBrrKFR9B6u7Qfgo6Hg/qOFgiQVnD6O9OdJIP1TasKrD1/AepdwFFV8AGuy+GRIuPfj3SwghhBBCCCHEceuqczO445lqUsyVRJqMun5mRWeVvQuDxp7G5k0F9J13K52VAPeMOhtLbjJaZQEasNTbBZ9m5u6IL9HKIFgGqqKgFpXhbDi/TzfROMEOyKCgMbAQb6rlQuta3nadRKl1E8nmKhy6H8VXTfeQQqbYjOfpruYCMqxljY/kJq1p8NujqqCr6MDPP4EzvYoryrdjUnTWeVPJDh/MlaPsmPOrKVjyOT/W96Rn6GjmVG6lpsLJ8CU/4Sw3np1Prq3HAjh1Ha/VzoaMbgRrC6GmEgWwbV/HzPRkIlK6k/jBvUy357HLFIe1oWM+XSXL14HPPEMIVTz0C03EHmVDt3oIrSljrcPByBoPhVosezpNQytaRBfbSpaE2+g44x5q693EX3A38SGx7KnOZ2Byn8b7dHYZSL1qI0T3sMNfzTibndRECx2Tbewt8FJSaGb+ljVM6D3s0H6DCCHakJUC4o8l9YH2t1d9A9svwZhDAAQqoWz2rz+/Oc4YHD9oDX9UmKJ/uQ1WiJu2//OboiH5enB0NoIcYSdBxOiGgsQqOPuDM7OdA3UjrZLma7lZc4F7A7hX0TjI32IFxb7uORpO42tIP9Qq6OBaAyVvY6ROUsDRkBKoZiFsHmcEIEwhRmAAjKLOzWsxVH1j/JvfLGVQoAJWZ0LdOiOtkB5oec269ZA7HTw72rlfIYQQQgghhBDHkx7xXUiKCeWdupPY6Y8DIKCrhNfV8NPHP5C8dRsOxXhuLN+7CFfAmPWuA19Eh2JVAqiKMXPWBlh047m28WlcCVId1Z16veXc2n1Pv76G4bU1vnTj2qioMWXUdC7C13BMZ2sZCkbWXACvYqVAD2WeOYnPoidxWobGGY5VxGr1TKxwY1J0dB02xfvoP6aE07qdQGpcKOEd0jnlpF6cvHcGj0R9xOi4HSR070pAVRv7ExkM0q/Oy9CKas7IzqPCZmFViAU/UGA1k2Xys6h4M0lVhZgUnU6OpuwINlWjnzWXs6I2cXHoEnIDEZTX1/C13U+YH8bVusj2deDZ6gl8sqSYyvwAe4ilKiwCU70HdJ3X35pD6bce8FrpHJXaeO7cggrKzGHsIJLFjnoqPFXsyq+msNgH6EyIWIr3+xfYsGMJtZt+MtINNRPQglSun0/N2u/Q9dYTHoUQv4aiy0+R+KOpXghZ54DmAXsGeDYd3HHmDhDIa2eHhRapcoCWtQMaZsi3RwmDyNFQ+WXzC9EYnDho+65hMv7CaD1IDqDYocursPcRqC8Aaxz49rR/HsVmzP5vzZFpDP7Xbzv4rjkHNdUqMEdDr29hw+CWbUyRkHQtWJNh183QOOcC6HgfpD0KKzu3rQmhhhjBC3McdH0dYs4w0hHl/M3YHzYC+i05+L4KIYQQQgghhPhdqvcGeP2LTSxYtoPJHfMJp4ABLmOi2FZ/HN0tpUbKG2B+pIMBNRrRmpdsOpJBAdaGZ/gKRaXUYqWLr57yyGjqqv2U18fxnmsE5p6Luaa4hgy9Ak1ReLpqMqGql12BeIKY+L+Qn+lhyedL9wCUk9LYttVPt5pdnGtej9sUToTWMjXxM9WTyA1GAyp3R3xOoqmareYIimwao1y1FCoOns8IA2CcS2dcYSkALuxYdR8WReN7Ryx7Y89kSB8Tc7I/I9riJK28nFPLa1tca9+9r46L4T1XF+JLIxkauZYxDWmEI0dfQvmCmZiAes2EXW2ZTmi9OZJ+DRP4yoMh/Eu7mEhvHreEGvUFY8ZfzVcba9m7PYcx9s3Emer4wR5H0eBeTOk8iuiv3qC+vACzYoyPvOoay98fu5YV6/fw1azPKQ2GcWfk18b5YxKIKS8GRcHRqR8J592JRw/y7Kf3cfEOYxwj4fy/EdJtyP/yLSPEH5qkDxJ/PBGjYFg+6DqYHLD9T1D8Ji0GotvTbkAAjICAFWg+037fzPqGQev90WtbBQQwigc3H9Rvd4C+VcHi5Fuh4Blj2/7CfHo9bL8M0v4Be+9rJyAAjQe3FxAAo7aCL3+/t2P8StEaPsyQcA2UvNbs9HpTQEANBa0OUCBYBXl/B0sibb4OxW9BzfK2AQFrivE+aS4IlELRq0YQoPitpjaKFXLuNeoUmEIO0G8hhBBCCCGEEL9ndpuZG87vz+WTexHqtOIrL2DDW4+xrSaUTMtewHgk1RUotlmoUK1Ea17igpVYTU3P1/Nqh3C2cw0mFeKqKshyxFLliiA6pIhhvlK64KLaYuEd92CK7Cb0QARgwqF4GWwznlunONfx0BaVtJIwzg9bjwpEaDWsjgono9pFRDBIAIWAyQxBY3JeDuEkUk2s6qaby49HVfiqaxKxNitl7go8fo9xD8AmXyLL67uREbGbBQUDGVuxEq3Mw9STTiHqhw9wKyZ2+mOJUt3YlAAhqq9x1UOvqlquq99BurMcxQeVqgXdFKRu5wpCgVoljFXeZMY4tgIQ0KFet9FFd7PHH40HG5tjxnBG4koGbFuHpkM9Zuau/oRTyitxhsVh1oyxBZPNzYaibMrysrmpogRzQyeCusLuYAwPffY+w7dncUVYNrmqnSyHlQRvgKjUTCgvBl3Hs2sdvqLd/FgYZGdhOG5FxaaofLmuhi7BYgb3TDi831hCHKckKCD+mFR70+ednwVUKH6NFiPqzr5G+pyD4mt/c2NA4ACrBVrTPa02WGmqTbBvVUKrgsXBGki+BdybQQtAzaKGdnagvuX19z4IWv2B+6DYjSBCa769v3AfDcEMxdFQEPk/rfpZ2fS5MxPSHoGtlxiD+gCBsnaumd9+ICJ+WkNKIROEDoAOd8LaPuAvbmpTs9D48GyFnh8doN9CCCGEEEIIIY4HoU4j5a41Jhnbxbfw00fr6VxdSCheVAU0VaU+KZ0ZFU661Xcmw5ZPLHVoOlRqDrYHkqnUtuJQq1CA0Z4ycJYx1GqmwBQGuAgP+LnespQazc5Cc0/m+zK5MnQBut6weN+kERFaQHxtBCal6Sl6YGUNtSaFgKLwTmAgLmsYZ5hWYwq18mlaPSt8kdyUVwWAQ9NRXWH00CcTmVbK5ojV/Jyosbx6D6o7SJeqrfh8TpKtVUxwbAAP5KypJDyoEY7G0+6h5AVjMeHnivivyfC5qQyGkEI1GaZyNB1UBZa7ejAsdCvVxbsIBcr8dpItTc/uCuBUvahBMFmq+FvVJei1CpkVBShm436frxrPaaYl2HSdTL2E6D8/w64tS/l6/TYUXyVd3MY97Xt/VHQeDfuQz9dnUh4MgB2CFp3/JkUSZY/gIZ8PD6CGRBDSZRDrK0N5ZfZqYAAPK71JMNdy6qYvKM76HP+tD2IJjzki31tCHE+kpoAQu2+H4ldBDQOlWc58/Tf+eCTfAaaoVht/KSCggL17+7v05kv+Ws2iV0ON44pfg4LnIP0p6PtDs7oD+wb2m12/vZULrfur2tq5h1bnOZD20hehgDm+2TVDwbu3KSCw3+No+XWxZcDgnRB1GugNARJfPlT/1DIg0Fz5x1C7CgpfgTX9YN1g8Jcf3L0IIYQQQgghhPjdqaqv4fHFz1ORMJ8vusexM8QoG6zrEFlvJrXCQak3imHko+uw0x9HpOrhmqg5vJIQQ74e1uJ8NlsIY/qfCdBYGyDCVM8E8wYiFBddzcWN9QLCdT/D9oaysjaTpRF9CWBqPC48qGNBJ8KrMiS4gbGOLEYH15HmDZBPOEuDHSkjhCXJvSnM7sq2lWvZuTGCJyfcy6D0Idy8t5Jby/dyRnAPZ5uyidQ85JnsVJpVCn11jf2t0ZyYVAjvUMfMhEjqcJBiqUaN6YCmqNTrZl6rGUVnSylRmg+HpvO2Zxiv1Y7hk7ohaPsKIivG4GEQyLVaGWo1VhB84RpMZdDJlmAKfks4fbVqwGhrKy/i9TUmeuZFctVuDzFeI+WyS7cRbAgMmBWdSeYsvtQHs1ZLwqoHeTDzfJ6d9CCeygIAAq5qau0hvLdqfuN9xak13Bw6hz62PHpa8imb8zKe3Cx+nPM9//fQPD5bKLUFhTgYUlNAiD0PGnn2Q4dCh3thy5mH4KSt0vs0UvnFNEUHEjkRqubR/uC8CsPLwRQBi220qHPQIo1R876pgAKmMKPGgmIHrbohhVHrOgnQJk2S4gTdvZ/ONruOoxcM3AhrBoCn2eoLUxgEW+Y5xBxvFHpuU6eheZs4CJRz0O+lYgX0lvfU62uInnRwxwshhBBCCCGE+F1x+zzcOOcBar113H7iNeTNn0H/PCONkB9jHf5ufwydLMaEscZZ/sDD6ghqyjoz2bGGaLUWc3gZfbz1KGYresCHhrFOXtfN/OjpxQZ/B+6MmNN0bc1CXjCaLuZiioghuz6Bas2BU/VTG7QSbvKyuL4r90V+hlXR8FrtfJDZm3VbTQT29qCTuYQEtYoznKsJUf1s73wu4y+6mKrlX1Dx/duN1/Fj5h/aCKoydqCYgiR5/VxcVENhIBazVyXZ4WNhfRfcMSVMrctF1YLsCHHQxWVkKPjZ040ulmKi7EHMgTrqdDtPVZ1BvWpngH073W276a1VEKL6KA6EkWA2nt/vqzmL2kA4oPPEDSPoGm1iz7/+gklpGqtY6uhL57ocEkw17LLY+SHGjqV2BBfXfYNF0QjqRsDhO09vTnVsBmCjuSfRFBGj12APNo2pfKz1YLEjhrhqG7fZFmJVmvblO7uR4jbqHs6uG0ZBzBD+dfuYQ/RdJMTxS9IHCZH6kFGg1tHdmL0eezGUvc9Bz4pvVxAsyRCsgxaFhFSwJIC/8LedtmoupP0dCv4N/tYpdTTYeTMkXAkdHoC8+5t22buBe63xedgwiBgDitlIM1Q938jpD7Avy6Cu0L5WA/Xx/2cEKbzN6xPsS1XU8P6pTugzH7ZfBfZOLYMCKJD+NOx9vCm1UKCUX3zvm68uaK3jQ1D475apiPRW6Z1MUeDoeeBrCCGEEEIIIYT43XJaHfxzwv3Uel10iEii44Qb2PHBCyRW52NpeOStUG2kNaTRURTQdFjh7UzQk0IQE2EmDwOseQQbMvrqAePZ8vP0vixY0594tZrJjrUMtO4mNyKeDtUlKICq6KSZy1EVSKacZEc5um5Ma6vUQnmqegomFQK6GaviY1ttNDtWdefCiZF8+dFebgz9BpOiE2x4NI6uWUL5QhOWPmPYtH4uGWWl+FV4uUMkA2wljN5RxA6HFceUa1lflcvI0FRsHz8HQTjTUg41EERBQ2FJiIlOLlB1iDVVk2SuRg8YT/KRSj0Rqge3Zufq84fj/mI5ZXoIL1WPw6oE+Ev49xSZ7LgUE2p4KaePSqXWnM+/Nq2iWjmdc4LzCDcZ79FpfdLYXhpBxc615NcmU6iGUVYYR4lpIjFqHWeGrCBG8ZBqKsejm7EQZGNVOBeHZgOQZzUR79OxolHjiSWi1x4e7jSZ+rk/ALDRl8KHruGc4N5GirEIhJiQMhyZTaslhBD7J0EBIRQFQgc1vY46FcreOwQn1loFBAACbQMCYSOhblnbmfmKFUwxEGjVPlgNjt5tgwKKFUr/a3y0ti8gAFC7BJJuMPLw5z/Vsl1jHYH91EhoPViv+8DbUIDZmQkp98D2Sxva7ZvFr0DpbCiZ0fCyod4AZgg7CXLuMFYy7O8a+9VqNYYSAZGjwdkLos9uKnDcXqHmYCXULgVHp4O8lhBCCCGEEEKI35sIezgR9nAAkhK6UO71Ymo2B66/qQC3Ak4dNvuS0XQTw+27GGLbzWpfKhmmlnXvdABFoZNWw/b4TZzjzaVLQ5u62jojrRBgVwL85OhMN6eOpaSYaNWNohhPsbGmOgbGeUmqy9p3RvrYCsj3bGRAx6v5PGwT9ZoFJz5MCuQpdjqUFVK96AN8P39MNxOouo4jCJ08XlJd5dg1nd4uL4uXfsoVFz/J22s/xBFuZ3hNPQpGYd99s/gvK6lDN26DBFM1uYFotvqTcek26jQbBcEoTOYAph0rMaERZ6rlwrNG8OWaYu7MiSHWVk6q7mJPwE5svMYba2ZTXV9DVNdk3sztzlX+LMJCo6jasIiE+kq2BxMZad9GF7+D5yMjmcoqIkx1hOvG83yqvQSHZowf1OpOvnL3o3/MTjp46tCANywDsXX18XjSSIrUToSHxaLWlpHurMGhVTHOtglNh5UhDn5IqiHavwxdn4Ki7G+yoxACJCggRFuByl9u065QoFlE2l90cIfVLW8ZEFAsgAXMke3nyHdlQc23bbe3SfdjprHwb+tCx6UzwRxhpAz6X5TMMM6rhkDfn2DXLbRJ6aMDQQ+Yoo1VA/6GIAIBqF1sfNq8zoG9M+jBVqsPWlHsxvW2XAjeXQ3XqYbKz40PAFO48aE4wbut2bFWY/vO62H3LUbKqJSbf+MbIIQQQgghhBDi9yJE9bWYhqYCoboxaP563TieiXoHAJOiM9RmPJPmBqJIdPow+VzG2npdp29uDv3JYVMwBUzGmvpQTacgGImug0kJsjKhjjlmCOoZnOQp4zRvMVZFpSokheV7Qvhn1FbjSb0hbVF4gpeZa76gtiKNV01Org37DrsSJFmrR1cUFHQjbY4GXgXMOrhL0uiobDcG+YHU4nwq62vw5G+nS70fr6Jg1XRmuYajAGPtm4wUQA0HRKn1TK85m2DQDLY6Eu3F/MX2HbmBKFybs4x+9R1D+tDuZM35gDEhZXS2FmNFw4uKNWsQ1c4YNrrc6MF8JihVhGlBqCmDhvsyNUzmszkdDEktIDWrusXwhEPTWObtRLUWyvY4N6GZyXRLP5W6j5/BY7FQHb+LG/Oq8BasIEJ/j02BVPqEONDSexPmXoM5zzjZ9jALJ9QrbK9I46w7vqDfAJW/nD6E5PDEw/ktJcTvltQUEKI1PQAl7xi1Bnx7D//17N2gvvmg9f7y+R+MVjULkv4Khc+2aqOAvSt480Fvp+jw/lg6gv8A74caCtovLdNrFZxw9gf3upZNUh8GZz/Yctb+z5F0E4SfCGWfgLMb5D3VbJVDe30LAc3Nflch9P7GKFwshBBCCCGEEOK45SvNpWb9j1Qs/4KAorA61MaJtcaz5LfeHviCNsbYs0BXcJh8qECWL5leVqPwbWPdgYZ/v3Fn4jD5ONlmPNO7NTNO1ZictywxnjkhcE5pHV40lkeFclF+NWX10Sxw9+YvYT80FiYuDITzptqb8b5CdgfimORcT4jacgW/TzdRo9lZGhJG/PBhbF4WZGehg0ciP8Kk6JRaTCzqkMxmh4nLdxfRwVNvrOHXYa0vncG2HLJ8SXS3FDWuGtB1+DA6iuiCZE6xZ1FqjichaExO9Ghm7GqAoMVGre4nKrD/mn776gNoGKMSfpsd3evFio6ugx8TNaYIBt/6PHv+/Rf0emMsokpR8fhDcOkOcgMx9I72kHT6BazwllBTWURVaQxpmxYyyJTXeC23ZsWp+tjhT2BbhJ1xvgJWOU2keYOkeP2sCabwdvVY1NBKepxYwJOn3fO/fMsIcdySlQJCtKaYIeEKY3b7ruvBHAPWRHBvbtnO3h0wQ/3mdk9z0AK1TSluVGfD4PWv0XxFQLP/pEMGQ+VX7bRXWgYhDtaBAgJwEAEBaDMo7y1o2yT/Oejw8IHPUfi88QFQ3jyNUPPPm70v+1YiJN8CBc8b57D3NFYZKGawpR1E34UQQgghhBBC/J5Z41KJGXsZj9VlU1RfxWmxvdBXLgItyGm2LezwJ3CvfyKnj4tl0d7Poagjo/UKAAIamNWW5xvtyMKqND2H7wsIAGzX6xlXM5j+NUYO/FBbGHEBP3HmYkKcvsaAwHZ/LB+7h3Nj+LeE230MJqfxHKvq01EVnaJgJN/X92aiYwM2Ux2mYC82FuwFdLb4k4lUXbyZbsJj9pFW7aWDp2HSXMNg/QCrseqhp7UIBb3xyVxR4PzKSjyOGlR0dL0pc4Kj4V7Mfi9Rv/C+tk7Uk6cE6KCooAdRFLASJFarYNv3n1KrxBGDCx3YZbMxUK8Faskwl6B4YO9nz5AT6WRVuAPvhpMJ6CkMcObhMYXh9Wvs1JPpSh4rvBmM9qzHqvsZYU/CEhFCYG82eoSPlCgvZc5sOoZLLUEh9kdWCghxIDWLwdYJLDFQ9gFsu6xhhwXwQ9ylULPQyJPfONBuArSG2emHosBNq9n/rcX/qSl/fhutZuZjhs4vwO7bG2bWH+C8v5YlGfz7BvnNGIPzOoQOhrpVrfrS8P79zxQIHQF1S4yXocOMdEzNmRMhtJ8x+I9ifC07/A28ubD1QrB2gL6LwRx2CPojhBBCCCGEEOJYV11fQ35NMT3juhCoKib36/+g7Mkiyx7C28lhxIdGEuWIIKa2ltOztxDQFGa7hnF+6Cps+AnaIjB7q9AaihQHNAWzajzvBoGgAv9KjKMyazR/DvuBgNnPmjiNXhUqeXWpeEPcnK7tYoMlnLdt3VEji5mevxdbsyE6jz2Op81DKd8bAaFVZNa7+FPYQgBcqglLEGo0B7EmY9xhW+ZgsmNjyd60nZtL92BXAo2D9ftWNuzrL8DyMBtDa72NT+r5Ziul/kjsZg/dg7WoDdvXJCbStbCKcMUINPhsUVi9RvBgdXwCxSUOhlJKNC5yLRbqbCaKrWY6eLx097R97t/sS0YHCoLRjHJkYUNDB7K1GDqbKrHrxjjFf5K7UFI4lKpyMw5LkOlhszETQNPhE/cQFttiuWhAFSNr6wjaIlnu7kjXzkn0HTGEks+ew719FdHjLidy8MRD940jxHFE/eUmQvyBhZ8ItmRQbRBzHoSNAFtnGge3NQ/0Xwu+pqVspD4Evb42AgKK5RcuoIC1M8Yg+n4W7qjh+z88+tyWAQFrx1bnaR3za8jjb4mhRUBAsULI0F/o6wFYOrSqfxDA+PViAu++2grN++Lnty9UajUHwb0ZbOmAtSH40Ers2ZD2CFTOMVZOlLwNudMh6wyjfoR7I6xIhm3TfmN/hBBCCCGEEEL8nkTYw+kV3xVFUbBEJVLa98/MCJ7B0qiz8O3sS8G6ztw85FoutaWg6hpWJUidGkHarf/FkdoLs7eKxd6uvFo3Fp+uYlZ1qoN2PKiYAKsOfesS0RJrWKj0JEat47zSOjK0Whb3LmJx5zoe6tCDN4rPJJDbE60ykRlJEVSYVXaZ7KyL6saczh0oz43CqutMM2VxUfJ29sUMQrQgViVIrKmObXo0uTYzn9XlYioYQEXOyTxSdS4lQWMsoSwkA9URCoCGQkBTKFGtxPp0qlWlsR5Bit/HAKWESK9OsNlzdyQ9sWOkMvqpvhvzKtIB8IZGUBCsY4MjlFhcqEC630+2zcbYiro2AQGtoXZDb2sBmdYCTnNswtYwLlEVtFPkTcCuGwECH2ZKNvclPToRRYGrI5cRaChGrCpwrnMlVzu3M7nTEIjsQGDrz/TJncU/vsxj9Ufv4N6yDIIBNv7wHZc+OJcteyoOx7eREL9rEhQQ4mB5sqF2qZFyxhLbsG0bbL24ZcqfsBOaihXrfiM1UNylYGqYia42n5Gug28XxiB60zLDpmCCClpV0/bQYZB4rVEo15II5lYBA9/eludpPJ+96fPSmW1rJegaJN8K5oT93LyFAw7i+/NoStuzT9D48Oe1cwDt9xMg9e9GkAGTUSQYjKBFU2dbfq5Vg78CI9DQug9A0Uuw49qW5yibaaRrAiOQotVB6ez99FMIIYQQQvwRPfTQQ/Tv3/9od+OwmDFjBpGRkY2vj+d7FeJgLFhbxNrqSLZtt6JVJhKoimXL1kJq137X2OaSgfV49Fq0+loAbI5qSsPTKM08i43BRF4NDqdUNwbfqzUH3+f2xuNWGBG6nIiGAe2AZiZYF46uQ0aumT+H/kAHUzlKwMbAfhMJJnWmMsLGjswUNvgqQIGT7dkMVHMIrS1AA0oCoRSrZlarsXziH8qrsUm82DGaCjN8t3wvXl8Qj0nhafc4Hqg8l3nRE6g+YRpFwXDMio5Z1YnXfGR4faDYmWfqgh9TYzqjJHMdlobnbp9uIqPoR6yKRlBX2OzrwBhHlnH/ddWcXu6iS72XokAEALWajb02Kz7Uxif3ff9WhkdR0+8S6gihwhSH3mxflKme0XbjvApgJUBvaz4FO3dyeacldAnuxK5qBPWGGskK9PbtoPSLF6h1eQDQUHkobDZ5mzcYJ1XNvFfWm+o6H2u2lByqbxUhjhsSFBDiYIX0h+S/QtxFkPYohPSDDndA6KCW7TaPBdeGpgF23Qu+Yuj2LvRdChmvtj23sy9Ymg3INxYabjabP3yMMRu/9F0I1oC/CDzbIWzUfjrcbEa9Xt+wIqFhYNwUYQQrGgVg+4UQKG/nNGaMAfdWg/iKlYP/FWJq9drebisAcu+GYBUQBL0h2KL79t8eQKthv0WEATxbGgIMrTMdAr5CCB8JqY80tN0Gex+H+twDX1OIBpdffjlnnXVWm+0LFixAURSqqqoAeOWVV+jXrx8hISFERkYyYMAAnnzyyRbH1NTUcO+999KjRw/sdjuJiYmMGzeOTz75BMn2J8Svc/nll6MoCn/5y1/a7LvuuutQFIXLL7+8Rdt9HzExMUyYMIENGza0OK55m+Yfs2bNApp+7vd9xMXFMXHiRNavX3/Y71eI3+LX/JwcjJycHBRFYd26dYeuk7/SjBkzUBSFCRMmtNheVVWFoigsWLDgoM91++23M3/+/EPcw5b29XffR2hoKIMGDeKTTz45rNcVQrR03ildGdwzgavOyGRY70QGdIujX88OKFZHY5sdeUu4Y9501qVfyHv+gXwZGc7lyT/Q1VzL4Bvv5aE7LuSbxEy+cvfn2dpTqdetKO5o3L2Hs8dm5rv6XjxdfTr+4j6cVKxzAdn0tuYzKXwDY3spVG7+mbi9OxhUUU3FzrWc1Xsswzt9x+nOdY1PuyYF3nadzD9iO/NO9VgW1vYgrK4Hcc4YAqUpWKILOD18M+PC1hFQoVoPYU1BFo8u3YBdMcYZvLoJt2alOmjnp9qezCs9gTsrLmJRfTd03ZjRj2qmTrNiavacrSo614T/QJjqbVyxoAMV8RWU2YxnbYvNyrTiSnya2UhL1OwRxuyuImrDu/zk6Yqr3kht1DzJsNrscd0HlAZDuSviS/pW7WjcnquE8o07k1rN1jhasmyXjyf9UzGhoSqQajbGNfx6gIs7bOW8TJg4OBGA2vU/ULthwW/8LhHi+CKFhoU4WIoKnf/Z9Drx6qbPzbGQc1vTa9caCDSk07HEQ/V3xoe1o3GekEHgWg0o4OwNvecZqW+yz9j/9WsW0PjfpSncWE3gXm/EDRSLEUgwRTYMqGOct9PzkDUZrAkwcCOs7m6kOgpWNzuxFeMkrVYrGDcGEeOgal6z98EMegBC+rZM12OKNVZM6O0USramGIGUolegdglQv//7hF9Ri6F5vQWl4f4r2zbT3MD+CjgHoGYJ1CyCsEGQcxfUrYbqBRA1GWwpEHveQfZHHAt0Tad2Tyn+unosoXbC0uJQ1HYCQkfQG2+8wa233soLL7zAqFGj8Hq9bNiwgaysrMY2VVVVnHTSSVRXVzN9+nSGDBmC2Wxm4cKF3HnnnZxyyiktZvQJ8Xuj6Rpb3PlUBlxEmUPo4UxBVQ7v/JSOHTsya9Ysnn32WRwO46G+vr6e999/n9TU1BZtJ0yYwFtvvQVAUVER9913H1OmTCE3t2WQ+K233moz2Nj6Z3Pr1q2Eh4eTm5vLTTfdxIQJE9iyZQsRERGH+A7F8SaoayyvKqbE6ybe5mRYZAKmY+jn5Ejy+XxYrdZfbtgOs9nM/Pnz+fHHHxkzZsxv7kNoaCihoaG/+fiDFR4eztatWwGora3lrbfe4oILLmDz5s107979sF9fCAFdOkby4NXDAZgwIr1xe+jNr5P3xu0EKgqJDGj4tAAfLK6gsjaTk5x76FixEHd+DjPXqKx3JzN8wDB+7jMT/GU4yrpw9vD+nDXiXO5RvWRvsKCXOEmvLeV0pRRUcOkWvPYqJq79iVybmbqwCNx6EF90PLM3f8X5UaFQBahm9vrCKQ+GUhiM4uaB17KAPNZuLeXMQUOIjRzJ0wvWkGnZy7iw1QDsCaYwMGkFDnMZ+VVprAx0JtlWyg+JCrsKBjKgcxgj9yymtyWP/9adRBGxKMo2YyqdI4RQVzXfe3pTrUbitUVwMXMap9nV6nbcQSuJ5hqu6DQc9aRu6B8/h91fa0wBbPiva9/qAw0wNwxndLBWk6xWNb7HzZ/U9qUysgI+3YyKjgpsTEgiuziUjKCbCc5NbAnG0Z1SAEyuUi40b8XcMDYQYTLGGyw6pNTuJKV2J+4vlmIbdRGlX/0HgDJVZ7Xi4ZTOJxDtiPzt3zhC/I7JSgEhDoWUmyD1UehwD3SfBRkvQ/jJEHcxJN3Y1M63F7x7IOFySH8SYi4A9ybIPrMpnU1r5uiGTxr+B3UOgJ6fQM+PIVgLei2k/wO6vgnRDUEFe3foNsMITuj1xjW3XgL2bsZ+S1zT+U1OWgQDzInNUhwFofqHZp1RoOPDkHKbkSZpH0sKBMuaBQQsNK5KAPDlQkhvqF3R7Lrh4Mikza8hSxLtzuhvzpoGpihQnc026u0HBKChDsSBaMbxJe+C3tAfXyHsvgW2nA/urb9wvDhWVGTls/7ZOWyd8RO7PlrB1hk/sf7ZOVRk5R/Vfn355ZdccMEFXHXVVXTp0oXevXtz0UUX8eijjza2ueeee8jJyWH58uVMmzaNXr160a1bN/70pz+xbt26IzIoIcThsqJmOzfueJ1Hcz/k3wVzeDT3Q27c8TorarYf1usOHDiQ1NTUFjNuP/nkEzp27MiAAQNatLXZbCQmJpKYmEj//v2566672Lt3L6WlpS3aRUZGNrbb92G3t1wBFx8fT2JiIkOHDuWZZ56hqKiIZcuWHb4bFceFOSU5DFv8AeevmcP1mxdw/po5DFv8AXNKcg7rdX/Nz8m8efM46aSTiIyMJCYmhilTprBz587G/Z06dQJgwIABKIrC6NGjARg9ejS33HJLi3OdddZZLVYhpKenM336dC6//HIiIiL405/+BMCSJUs4+eSTcTgcdOzYkZtuugmXy3XAewoJCeGKK67gb3/72wHb3XXXXXTr1g2n00nnzp25//778fubcmA3T6nzzTffYLfbG1cA7nPTTTcxalTTyt3f0l9FURp/n3Tt2pXp06ejqmqb1UqtffHFFwwePBi73U5sbCznnHNO4z6fz8edd95JSkoKISEhDBs27FetkhBCGFSrnYSz/kr44IlEj7+Kx8bewXlju9E5OYJxp03C7UwmNxDDppoIvP4g2dvd3Hbin5g25HTMHbbxae57rMhbR1APovutBAMqpcEwqnUbblXh5fQovLXG83mU38Sm0WfQ59qXiIlMBmBZZChxZ9yI/az7+Ff9mbztHs34EzI4uX8HtudWkayWk7judRIr12E2KVSaY3Hpdqo1O2YVRnjz6O+qZ7JlK2MdWRSmJ3NFeSlXRPxAol5EJyWfDEsJD0Z+wsTYPCJHTiVm/J/QvEZKnmBsET+5MthWZacgEEF5MASAVWF2bFbj+V8r2ElU7laUhjELv65SEZ/Cd9b+lGtGexUI0XQURziZag6VWtOzvE83Ua0Zf0tV4ARHBHnOnuQE43muZgL/oT+za5NYXDGCCM34Hd1BqUEBNNXMkmAmqabyxgCE2izjgtYwtuCvLMJfVWxM0lRUZmbP4YNNX/LmGkkjLP64JCggxKGgmCH1Pkh/DOKmgqMz9F0I3Wca23t9BSl3Gnn7k24yVhl0uLNlTYDY8yDxuqbXjl5gTYXe30LUpIaNKrjXwuYJ4OwFnV8wAgLJN0DCFdDtDei/zlgVEDoIQgfQuCCo4jOIPQsGbTPSGJmijJn19oyW92JLAa22oU/nQ/hJzXbqUL8VOv0DOj0FHe+DxL+As1/Lczi6As1S/qghGAP9DTn/Yy+FEdVgT6NFiiRomNXfEAAxJ0La47RJP+QvNgIAB7OiIOxE8O79hUYN8xFKZoBrpbEpWG+kSLImtQyiiGNWRVY+O2cvxV/jabHdX+Nh5+ylRzUwkJiYyLJly9izZ0+7+zVNY9asWVxyySUkJye32R8aGorZLIv7xO/TiprtPJv/JRWBlr+zKwJ1PJv/5WEPDFxxxRWNKwAA3nzzTa688soDHlNXV8fMmTPp0qULMTEx/9P19828bj7QKERrc0py+PPG+RR6Ww4eF3ld/Hnj/MMeGDjYnxOXy8Wtt97KypUrmT9/PqqqcvbZZ6M15MpescKYAPL9999TWFj4q1PgPP3002RmZrJ69Wruv/9+Nm7cyPjx4znnnHPYsGEDs2fPZtGiRdxwww2/eK6HHnqIjRs38tFHH+23TVhYGDNmzCArK4vnn3+e1157jWeffbbdtuPGjSMyMpKPP/64cVswGOSDDz7gkksuAfif+tv8nG+//TZgBGz25+uvv+acc85h8uTJrF27lvnz5zN48ODG/VdccQWLFy9m1qxZbNiwgfPPP58JEyawffvh/Z0rxPHIlpRB7PirGZh5KulRHTljZAbP3zaaQf27kHHds+QN/SvnTxzIqAEduPbcfgzvOJATUgejKE2T3e486VpCvWkAhMRF8p9unVh8yhncN/kBUsx1eHUzX9vS+Sz7G97b8BlXDZzK6d3Hcf3wywnrM5qUnn149e5xvHbvqVx7bj9MJpVuqVGMs28m0b0D65oPeP3eU3n6nnNIHnEaEWo9Vw70s8NhodZk9ENB58ywMEKDGn1cXkafMIU1gS4UB8NRFbDX5RF5wllEDJ5Ayv89SuHgU0ifcD7miAoGWHNINlcTY3KhOCM5sa6OObWD+CkkgpxeA/GXGrUENdVC1LVvkXHpo8zxJmBpGANorC9QX4eq6GwJduTLmGlkdT+Xx6rP4qWacQDE4GZOdTeezhsCKOwJxpHhCTLdvYapzqX813UCH7mG8qFrKEXWCHJSJpDnDSPQMLzp0cxkBeNY400joKvk+mMoVWLRPLWUz33FqKeoa3Q2GxOuUiNSDve3jxDHLBlhEOJIiJ5sfLSW8S+IOQPCjGWKdP6nUcTYmghJ1za1MzekG1BtoNWDNdkYaE++seX5FDOENhugjxwLQ/ONVQL+AiO44MiAiq+aZtUn3wiVX0PtaqOIcthQiL8U6tYYA//WRKjPgY3jjNUMaY829WXf59nN0uvYUpv6C0b9gszvoOJLGv8UqPwKvPkQe6Fx7eaC1aBGgDkS4i+E5Fsg72mjv6ZI47r2zkbR51/kbKiTcDADMc2zGQL+fOj2X4gab/QFjISI3lywNaSBEscMXdPJnbvugG32zl1HVI/kw5JK6Kuvvmozkz8YbCp8/eCDD3LOOeeQnp5Ot27dGDFiBJMmTeK8885DVVXKysqorKykR48eh7xvQhxNmq7xdvGPB2zz3+IFDA7LOGyphP7v//6Pu+++uzHX+b5BstYzZpv/HLtcLpKSkvjqq69Q1Zb9uuiiizCZWgarN2zYQOfObVellZeX8/DDDxMWFsbQoUMP7Y2J40ZQ13hg27J2qyPtS6Pw4LZljI9LPWyphA725+Tcc89t8fqNN94gPj6erKwsMjMziYszJlLExMSQmJj4q/txyimncPvttze+vuyyy7j44osbVxl07dq1MRXfSy+91GaVTnPJycncfPPN3Hvvve3W/gG47777Gj9PT0/ntttuY/bs2dx5551t2ppMJqZOncp7773HVVddBcD8+fOprKzk/PPPB4ygxm/pb3V1dePvH4/Hg8Vi4dVXXyUjI6Pd9gCPPfYYF154IQ8//HDjtn79jOeAnTt38v7775OXl9c42eD2229n3rx5vPXWWzz++OP7Pa8Q4tdx2MxcOrFnm+3RzkiePO1uaurr6BXfFYB7LjuBResLmHJiJ5LjJgLgry7BoxpFcDNi3KwDEkPjSQyL5//6t/ydGx3e8nfIA1cNp3Iz1P34FqG9TyImwpiIkJ9nrHQPrSukftKVrN+9nhPXLENRzYQPOBUFsHfsSXiXDDLufZzvFm1hx6JPSM0cQFezseLfkdyFE5O7UFBThCnxZ9Zt70o/ez7du3bEu3MVNgV03Uxh+ulc2v909n73IQCq5kdd8yERY6cRG+PFX2r8v9X4BKZr7ImJJTHawvnDMljm8uFfkUWtHoI7rjNhvjpcZaFcHrKQRFMVecFoIk3GpMUuliLGhtawxhZFnhaFJ3wKuVusdDCV8KFrKJMd67EoAX509cWTlou9MpJelrJ2yw8OUEIYPu5vpEc1pclzefwENZ3wkN+Wuk6I3xsJCghxNKk2iJ7S8nXaw23bdXwQUCHmLAgdCuaohrQ/B8EaD32+a7ktahKkP2XUIkiYZnwEao10Q+EnNhQXbsaeDkN2sF9dXzPSAZW8DaFDIP0J2P03qPjYGOR3Z0PkRMh7ylgJEKwCXwHEXwzb/6/t+bRq8FVD3pPgzTPSJIFxXMZMyP9n22Pa5TaKDB+U1isWPLD1QuPzlNuh09Ow+69Q8DzEXAhdXzS+DuKYULuntM0KgdZ8NR5q95QS3in+kF9/zJgxvPTSSy22LV++nEsvvRSApKQkli5dyqZNm1i4cCFLlixh2rRpvP7668ybN6+xiHDz2URCHA+2uPPbrBBorTxQyxZ3Pr1COh6WPsTGxjJ58mTefvttdF1n8uTJxMbGtmnX/Oe4oqKCF198kYkTJ7JixQrS0tIa2z377LOMGzeuxbEdO7bse4cOHQAjuNC1a1c+/PBD4uMP/e8ecXxYXlXcZoVAczpQ4HWxvKqYE6KSDksfDvbnZOfOndx///0sW7aMsrKyxhUCubm5ZGZm/s/9aD7THWD16tXs2LGDmTNnNm7TdR1N09i9ezc9e7YdiGvurrvu4pVXXuHNN9/kggsuaLP/o48+4rnnnmPHjh3U1dURCAQIDw9v50yGSy65hBEjRlBQUEBycjIzZ85k0qRJREVF/U/9DQsLY82aNQC43W6+//57rrnmGmJiYjj99NPbPWbdunWNKZZaW7NmDbqu061btxbbvV7v/7z6SQhx8DqEJ0GzXym9OsXQq1PLn0FLRDzR46bhL8vnzFEXMooAiaEHt1JdVRVi+owgps+IFtvjJv6F2vXzCe07hjMS0qHHafgG7UExW7BEJ+NI6910fbOJSaN7w+jetCc5PJEHz7iIl5Z8xJt+O/eMOY8O3Qczd+nPrHd6iVGWYzadDZ2HwfZFAPhL9qCqKqfGhhFT0VTbb1+gO6y6gujyMgp3ZdMtuSuPR2TzcWw4LyUl83Tvazj//aYUq0nmar5xZ1KgRTDctotRgVq6K2U8mxrD1pVd6GQu5KbweegoKOioCpxs20KvqiJMBBuvue/ffVbmbuDjZzoQYsri6ZtGYrOYuPWZ79D8fh65cgCduqajyERAcZyToMDvTH1NDRa7HdNvLLolfqec3aH7u4fufIoKHe5ouc0cBhGj2m//SxoHxzWonAc9P4KuL8OaRRCoBEcXY4Bda/iDIGIseHOgan7zTmH8V22mRY0DdxZtCiB7dx9kx6y0SGO0X61WCbRW+Y3x3hT8y3hdPgsqv4T+K4w0TuKo89f9QvHqX9nu1woJCaFLly4ttuXl5bVpl5mZSWZmJtdffz2LFi1i5MiRLFy4kFGjRhEVFUV2dvZh6Z8QR0tl4MB5tH9tu9/qyiuvbEzf8Z///KfdNq1/jgcNGkRERASvvfYa06dPb9yemJjY5ue9tZ9//pnw8HDi4uIOOMAoBECJ1/3LjX5Fu9/qYH5OTj/9dDp27Mhrr71GcnIymqaRmZmJz3fgv7dUVW0MgO/TXkqtkJCQFq81TeOaa67hpptuatP2YIogR0ZGcvfdd/Pwww8zZcqUFvuWLVvWONN+/PjxREREMGvWLJ555pn9nm/o0KFkZGQwa9Ysrr32Wj799NMWaZd+a39VVW3xe6Vv3758++23PPnkk/sNCuxLTdYeTdMwmUysXr26zcomqVF07NK1IEF3DeZQmXj0RxM57IzGz3/9Gqu2rPGpxJx6Rattaftp/cs6RiRT5i8AYEvZDnoNmIjdrmPa8CmpET1ZurGAPZsKGGoDFJXtfYZCeS59c35E18GjW9DMGqVWhVRvkD1KGNFUU6eEQuEuADr4fOQA1XXljdfVdajFyWpfZyIDLkZZjRo2IX4FtvTHZFJQ0VAV0HQIoqKikeqow6QZq7a3mRyk+f3Y1aYxhQDQ0+XlXvtcXqiZwI69VTg3vsV9tnWoNuDD9yjpfRIJZ/31N79nQvweSFDgdyR/7VrmP/oIVqeT3mefTeY558qsUnHsSH0IVDtETYSqBZB9BoQMhB6zwBJvBAcAbGlG8eLq+TTG6hUbEAQ9QJsZ+661RlHj2iVGMCF8OAQqmjUwGbn/9X2zxJsP8Lf3gKoYqxqC1c22HSAgAKD7Ievcln3TXEZaJQkKHBMsoftPH/Bb2h0JvXoZ3zsulwtVVZk6dSrvvPMODz74YJu6Ai6XC5vNJnUFxO9OlDnklxv9ina/1YQJExoHLcePH39QxyiKgqqqeDwHXoXUnk6dOhEZGfmrjxN/TPG2g1v9ebDtfqtf+jkpLy8nOzubV155hZEjRwKwaNGiFm2sDROXmqfQA4iLi6OwsLDxdTAYZNOmTYwZM+aAfRo4cCCbN2/+xUDcgdx444288MILPP/88y22L168mLS0NO69997Gbfur/dPcxRdfzMyZM+nQoQOqqjJ5clOK0EPR331MJtMBf//07duX+fPnc8UVV7TZN2DAAILBICUlJY1fK3HsK5o1Hc/uDdjTMok59QpsCelHu0tCABDpiOAvQ/6P3Op8xncZxeMzVrB6i49rzr+VUwZ05puluSyo70mk6sHXI553s7/khAULOd1bZxT/7dCF0PxsQuuNJ+9OXh+P10yhSgtjci8Fc3AeC8PMXDfoQj7PX09sqI2BdV68qsLzneIoWxVBmRbGVi2G7mo5YQS4XN/EJ7qDWFMtP9d3Y6W3M6c719LVUsziunTSzaWkWUvICNYzz9OXic4NmBTjud8MxGgBMNUxJTKLr9co/KV4XYulBP7SX6pLKMTvn6yF+R0p2rABPRjEW1vLmv/+l8L16492l4RoYk+FLi9CzOlQ/b2R8qdmoTFgr6hGSiFzDESOA1NYw0ENg/FhwyFs3wNLq0CXMxPUhplQtcuMlEeO5gPxwWYBASDiVA4Y7ww/FYL72jf7FejMNAo7t8ezhTYBhuizIHpS02tvvhEMEUdFWFoclvD9z5gDsIY7CEs7OkWjr732Wh599FEWL17Mnj17WLZsGZdddhlxcXGMGGEs93388cfp2LEjw4YN47///S9ZWVls376dN998k/79+1NXdxCFtYU4xvRwphBtPvCs1BhzGD2ch7fIm8lkIjs7m+zs7DazZvfxer0UFRVRVFREdnY2N954I3V1dW1m6VZVVTW22/fhch3elQ7i+DYsMoEkW0jrv4AaKUCyLYRhkQmHtR+/9HMSFRVFTEwMr776Kjt27OCHH37g1ltvbdEmPj4eh8PBvHnzKC4uprramIRxyimn8PXXX/P111+zZcsWrrvuOqqqqn6xT3fddRdLly7l+uuvZ926dWzfvp0vvviCG2+88ReP3cdut/Pwww/zwgsvtNjepUsXcnNzmTVrFjt37uSFF17g008//cXzXXLJJaxZs4bHHnuM8847r0WdgN/aX13XG3+f7N69m1dffZVvvvmGM888c7/HPPjgg7z//vs8+OCDZGdns3HjRp566ikAunXrxiWXXMJll13GJ598wu7du1m5ciVPPvkkc+bM+cV7FEeepunU5Rszpuv3bCL/04NNlyrEkXFK5xO4fMD5OMwOVmwuwucPsn23G7Nq4rRhaTiTM5htOoP8JKO2SZLbj6JAUFfoPPpCNNVMvcmBAoQqXupMJnyqiehe3fnU24no7emUrFlL/8RezPQN5cnq05mun4xL9YCiE8TEf/VhuDt0xaeb6Gkt4IKQZVwcupSR9m3ERubydkIcc9MH8n19JrNcI3DoAczoRDs85HcYixcFr25C142VBQBDyMK5s4DSYNPfq7qiEN9qlYAndzOB6tIj9XYLcUTIlMNjlK5pVObuob66mvWzZ1NbWEh9dXWLNps++5RAfT2eqkqiO3Umrnv3o9RbIVpJvhn8pUZ9AUu0sa1msVH0t3QmDNoJwRrIfRQ8W6H7LCj/DGp+BIIQd7mRhkhVoNdXUPiysbJAc8Gm0yB0MHiyGi5mMo4BiBhnDNRXf9tOpxRAhZpm+2wdwdswI8y9qel8LVYe7IfmMYIAkaNB88O6QeAvhk7/hBRZZnikKapC6sT+7Jy9/wLUHSf2PyxFhg/GuHHjePPNN3nppZcoLy8nNjaWESNGMH/+/MbcvlFRUSxbtownnniC6dOns2fPHqKioujTpw9PP/00ERERv3AVIY49qqIyLWEMz+Z/ud82lyWMPmxFhpv7pTQ+8+bNIynJyNceFhZGjx49+PDDDxk9enSLdu3Nyv373//O3/72t0PWV/HHYlJUHuk2nD9vnN8moeG+/7Ue7jb8sBUZbu5APyeqqjJr1ixuuukmMjMz6d69Oy+88EKLnxGz2cwLL7zAI488wgMPPMDIkSNZsGABV155JevXr+eyyy7DbDbz17/+9RdXCYAxG37hwoXce++9jBw5El3XycjIYOrUqb/qvqZNm8YzzzxDVlZW47YzzzyTv/71r9xwww14vV4mT57M/fffz0MPPXTAc3Xt2pUhQ4awcuVKnnvuuUPS35qamsbfPzabjbS0NB555BHuuuuu/R4zevRoPvzwQx599FGeeOIJwsPDOfnkkxv3v/XWW0yfPp3bbruN/Px8YmJiGDFiBJMmTdrvOcWRU1Xrxe0N8M2SXfTY8yHhgXJml/fnTOcaokxu/OWF1OVsxFVWxlbSGZzZAafdcrS7LQSqqnDrxQNZt62U88caBZRrXF62760CILK+O38/tT+2miA7v55FZLcBONMzeT54ERVVbs7o7EZLMqN7VnFez5M5c0AmC79azl+cc2A97NKTsFR2oSAYJKzaRqJvE/m9lqJVxXL3eRfw4TtmLmUHug7ZviTiTTXY1Xr6hexkvEchoaKexNBS3naNYYZnFMlUcKpzM6b8bfyopuAIOvmptgdn25bR1VaKosBFIUv52DWEXqFFJJrz2Bxq5czcTUSFRGJyhlGz5lvK5r6C6ggl9YZXUK3HzupzIf4Xit46uaM4Jqx4/XWyv/wCi9OJ331w+UNPf/Y5ojt3Psw9E+I3cm2AnL9B9BmQ9BfIexry/m4UUU65GbZeBqXvgOqEoUa+QspmGysLND+sH9Yq5U8z9gyjeHLybbC6J9BqQN/Zz0j1ozU73hQDBI3ixe0JHQ51y9puV+yg78tLr8CADUaR5k2jQfcZKyI67P8BThxeFVn55M5d16LosDXcQceJ/YnudXhnIgsh9m9FzXbeLv6xRdHhGHMYlyWMZmh416PYMyGOHXNKcnhg27IWRYeTbSE83G04k+LTj17HhBCHVGVNPdc+OR+PN0CkUsuDkcYKle2+ePyY6GU1Um1pioqqa6zwdqI4fRI3X3nK0ey2EAc0c94WcgqruebsvljMKve9vARN15l+zQmEm7xseeFGTMF6dva5hslnjiWrZBsVnmpOTB3MJ5/9RJ+sf6MA/6ieRKkpAtWn8WD0J4TgZevAkVi7DcazN4KEn54mxmT8P/lK7SlUBEO4b7KD4OIPGvuyy+xkWcoVLF9bS6Z1N5eHLMKi6FQGHUSZPKgJXQmW7ETRm9IDb/al8GrdWMzRRVzPcjpTjbPrEBLOv5OiD57As2M1itVB2s2voVoPvEJdiN8LWSlwjHKXlQEQbKcA1/7Mu+9eps54W4oQi2NTSF/o3Wy5cul7Rp2B0veMoEDzmgPmiKYggaMHDMqGYcVQOgu2/wlUszFTfx/NCxkvwMaJtAkIALjXQ0g/cG0ENGMlQLCc/WZQU8xQv2M/N9I8jmqC3IeMVQ4EQQ2FlDvaPUocGdG9UojqkUztnlL8dfVYQu2EpcUdtRUCQgjD0PCuDA7LYIs7n8qAiyhzCD2cKUdkhYAQvxeT4tMZH5fK8qpiSrxu4m1OhkUmHJEVAkKII8dV78ftDaDrUKGHsdbbkQG2vXS1lgBQHgwhxuTCrynYFBhi3Y1S+B/KFpYSO+rXrZIR4ki5ZEKPxs9Xbykmp7AGgC17KhmU4MehuUCBkzubKXWV88iC59F0jaAW5NyzR+Ef3Z03vthEQYWL+BQXwcjF2PN9oMMJcT2ojE5n/kf/oFdDQKBOs3BN2A/4dZV38xKZ6gilyOdjhSWe1YXDcZXXEq64meJYj0XRKdWcxJmMCbe7ay2kNQsI1GHhB293UIMEKhJxhYaBtRp/RQGFMx+mfo+RVSBiyCQJCIjjigQFjlHDr7uO6oJ8qvcefHETv8vFzIsuJCotjc4nn0z3iZNY9957OGNj6HX6Gb98AiGOpE7/gMIXIfkm43WXF6FoEMSea7y2NuTNtTT8q9ogYRpEjjUG7T1bQfMZ6X8iGpZKe3c2nT/pZih5y0hTBOAtNuoR6F7jeN2HMcDffKG+CmhGweNAWbPONmwH43hUCBkArjVQ/nFTM3MU5NwL6Y+DFAE/ahRVIbxT/NHuhhCiFVVR6RXS8Wh3Q4hjmklROSEq6Wh3QwhxGHWID+PRs+NxLvo3uZ4w8gKRLfav9aUTqboIaipD7bsaHytqFn2AO3sRlvA4YiddQ6CqhLqsxUQMnYI1tsORvxEh9qNf1zjOGNmZoKYzuGcCFrNK/Fm3EHTXENr7JHSfG4fFjtvnIcJu1Bu0RCXyp0vjmVhSR1SUysaSrsRqNsx1VYT2OpGtBRspjqhDKwe/NZz4EWfhXvhfzIpG1/Jy/hM9iR0bw0hxurkgZBmxai1J5mr2WGx4ggq5oUHi6sCvq7yW34uLQirpZSmkWnPwVM0UXLoDS/cVBAs7Mzswkm6pWyB3Lf7y/Mb7WllRQbf8LXRK6bG/Wxfid0XSBx2jgn4/My84H13TWmy3hITgP8hidiarlaDPKI46+Z/PEpuRccj7KcRho+vGoLujJ5icB3eMayOUfgSx50BoP1ieaOT5ByMtkba/VFzN6hK0q1lQAMCWCoN3wcZRULcG4q6A4peb2qhOY2WD6cDFNYUQQgghhBB/PJWLPqJy4fuNr/26So1mZ4fWEbPmYZAtt3Gfrredb1QaEorD6yE0EMTWsScpl00/Ul0X4pCo8lTj9ntIDk88qPa6rvP9zkWE+P2M6DoST85GimY/1rj/LWt31hUN48zQtZxi3di4vTgkhGeTQgDo5fJRvGsAeZ6O/Dl0Pr2txoD/Z/WDWRDohK33EhSLn+uHTmNI0ErxR09hTc6gxOciotiYsFujW8k/6zImZ048VG+FEEeNrEU9RmmBAJ1HjyYkLq7F9oMNCACNAQGAXT/80GKfruvkrVpJTUHB/9ZRIQ4XRYHQQQcfEAAI6QPpDxsBATBm/O+jNwz6h54I9l7NruOALq+DOdZI/9PxATCFNexsWExlTW5qb02Fzv8GXwHYu0HGSw2Bh2ZBA80N2/4E7q3gKz74/gshhBBCCCGOe9aEztg79mpcr+xSzFhNPoZZtrYICGg67AlGs90XT76/qRB4nKsOGiYQevO2EqitbHH+kgo3yzYVEgy2nGQoxLEi0hFx0AEBAEVROLXLSE7oeQqK2UKd3jSpz4+JosoMHCm5pIzsS51upNTWgbKw0ZzW2ajHEdl1KHd0K+OOyK9Z4O1JvaKiKwoZPWqw9VuIaglwYupghnXozzLVw7wxk9DOuIFddU3P9E785C6aRUllPrsqcpF51uL3TFYKHKOWvfwyW+fOaTHb/9dSVBV7RASeykoGXHIpfS+4AL/Hg8/tZs+Sxax8/XUsISFc8NYMzDbbIb4DIY4BuY9A7oNg7Qi+Vqm41DDQao3PbV1gUBb4i2DjOKjftv9zxl8BVd8aqYi8Ob/cB3MUDNoGltjffBtCCCGEEEKI40PQXcOeF/4EwQBrfJ0w42ePFsnp9k0t2mnA18FuuOw+LvDnENBV0MGsaKgKFMQlkVxaiGoPoeN1/8HkCKOkwk1EqJU///17Kmq8TD21G5dO6Hl0blSIw6g+4OWlD+7C7all/ZaJeDQLIYml/Fn9nrR6P/sW13znySTjjCs5aUAC2Ss3EvHjEwBUag4iVA8qUB0Wwd8TbJgUEyenDWVVwQZqfS66ubyMr3CR5A2w0x9PQSCKUY6tAAQVhZdSIhnYfzKX9jv76LwJQvyPpKbAMcoZEw3wmwMCZqeTs196GZPZTHVeHnHdu+Ovr+fzG67HVV5O2ogRgBE4EOK4lfoAJF0LwXrIuQMCFVD1nbFPqwVrOvhywBwCVd8bQYT2AgLWFAg/CcpmQ+m7oB98AXAC1VD5LVgTjRUEUZOl3oAQQgghhBB/UIrZgskRRrCuknXejnS2lDLZtomKYAiqGiBS8RLESHA6Rd2G16uiqmBVNHTgyZqJTBjdm3MmjcBbtBuTMxyTI4y5S3N48aP1pMSFYFaC2BUfFpM874vjk91s44apT+MN+liytowVWUVsNy8nJTeAAvij0thUamaRryex/hKKVu/g9c93M9TanWi1rjF1UK3ZhLfPiYRXb6HGW8eCnGXUbxlEF7ePK8O/b6xC2MVcwhpvKi7NSojqw6TrJHkDFNeVsqFgM51r6rAlpGGJOvjVD0IcbRIUOEZ1nzCR2qJidnz/XcsdimIkFfwFAbebNW/PoGJ3DiExMZx8++0E6utxV1SArrNnyRIAEnv1llUC4vhmiQML0GMWaH7YchFUNBQHDjQsA3Sth6xJrQ5sVkfAlw+WhqJ/ehDsXaF+e/vXM0VAsBrUCEi5Fep3wrZLmvZnvGgEKoQQQgghhBB/OKrVQfxZt/DpzM+YFvozPt2MqoDJ5MeiKPzs7sZAx05CCKIoYFeaUgApCkx1LiN82zpKfCvwFu0gauQFhPYeSUFpHQBVZeX8LeJLwmICpPTuf5TuUojDz2KyYDFZOG1YCKcNSyO3qgMv/+MLLrL9REjlHrZ7h1EVdLBj8SwG+HO4KczEg9Vnc0LEOnoDfgUWRdjRLEFGV3vZrPlQUrqzsSaGelM5QV1BUXRj1YECF4St4dmq8XS35DOoRxR9h2SydekHFC2dT6g3gOIII/2WN1BU01F+Z4Q4OBI2Pgbpus7Hf/5T24CAsfOgz7Pzhx+o3L2LvFUrWTtzJqrZzNgHHsTicDS2yV+7Bk9V5QHOIsRxRLVApyfAEm+81jxt2yjWhk+a5d8MP7mhkDAQ/3/Q92eIOAXMMRAxDqLPb2q770dUqwZ7OpR/3PL8vpJDcCNCCCGEEEKI36OqJZ9S+O6DDNfXYVKMh4fdgTgi8OHUvZxk30YIwf0en26pJMZVSN3mn/CXF5Az52V25lVx0WndGdk/mXDVQ7jqQdH8LFq07EjdlhBHXWpkCv1HjsKsGj9XUSHFKDY3rkqjRqDJrHJ2zA8k60atTosOp1W4mewxcUJePlcX1XDPiCu5aeoAOkfr1IV0JGL8tXzn7o0CKLrGn8IXMNm5gYTyTQzzwuSCUrp4G2oZ+r1H47aF+M0kKHCM8bndbJ03D7/bDUBofDy9zjyT/pdc+qvOY4+IwBnblMM8+8sv+PCqK7GGhNBt4iQcMTGAkZ7o4z/9idnTLjNWEQhxvLOlgr6fgluhQ0FvnrLLBJZk8Fc2BRKsSeDNBVtHCJRD9fcQcRKNv0616qbD854Arb7lNfL/ATVLD9XdCCGEEEIIIX4nvAU7qMta3PBKx9nzJFLOu42t5h6NbRQFCk1mWk8HdDUkelAUBVNEHJqioAE/1aYz96UX2PDha9w8KYWbehWykiQW1vcge30OOx8/n9zv3zwi9yfE0RaZUcqLkR2Y5RrOvIoT0DWFtb4uzAs5EzXoZ0iwggy9El0H3erEFhGPLX8noGB2RqIU5jAw3ckpykoi3Ln4Nv/I3qQxfOgawtL6DMIUY2Kh4qrAtf4HFJrm7lb5zDz+9qqjdu9C/FoSFDjGLH7+OZa//BL2qEgiUjtwyv33k3bCiax7b2ZjG5PVSlR6Ooqp7ZKk+B49GXzllZzzyqtMePzv9Jg8mfAOHQAIer3MvetONn/yMZ7y8sZjgj4f9VVVbPjww8N/g0IcTZoXvHnQ4k9sM5jjjE/bLMQJGsWHPRtBa9iZ9wSsHwolbxuvLUng3kqLlQXGDvBkgymsVR/qoPzzQ3E3QgghjhOKovDZZ5/td/+CBQtQFIWqqioAZsyYQWRk5BHp29EyevRobrnllqPdDSEOmdbf0+np6Tz33HNHrT/iyPOV7iV/xt34inejOiMJ7TeWxHP+yvYlPzJSW848T2922axURURTn5xK6ypks1wn4h98MYkX3k/qtf8i5Pw7mXvCKZgxM8m5nvjc+Wx96xGc+asYTCGj7Fs4wbkNRdfYu/47gtr+Vx8IcTwI1FWi+30U2Cws9XYlgEJslBVrSD1LI7YRcIQAEGGqR1GgzhMgUFWMN38rpvA4gnUVFH/4d3a99jfmV6dTGXSidR7O5JrZnB+yEhMaWb5kas3RgI53bzZrvWnM82SyxZ/I0vouLN9ciGffygEhjnESFDjGqGYLAOZYlaQL01j2yosUrFnTIm2Qxekk45RT0IPBxtf7lGzJZvU77/D1HbfzyTV/Ztt331GTl9e4X9f2M0MacJWVsXXuXNa99x7e2tpDfWtCHH0bToTVGZBym5ESaJ9AqfGva3U7BzX8zPj3tn/OsBOaUgvtY0uHuIuNz4NVrQ5QjNUCpbN+Xd/FMevyyy/nrLPO+n/2zju8iipvwO/M7TW995AECL1XKQICYgEbIurnYi+7q6uIXRTb6lrW3kVdFRQ7qIgivfcOSSC999xeZr4/brgQCEU6OO/z5Mm955w58ztz78yd+dVW+1JTUxEEgRkzDv68O3TogCAITJ8+/aDxgiBgNBrp2LEj77zzTrB/+vTpwX5BEIiLi+Oqq65iz549J3pZCgpnPTfccEOL8yUiIoJRo0axadOm0y3an6Z///6UlZUREhJy1Nvsv3aLxULPnj355ptvTqKUJ5ZvvvmGadOmBd8rCtSTw97z5Lbbbjuo74477kAQBG644YZTL9hJZMiQIcFzQxRFYmJiuPLKKykoKDjdoimc64gqEAIqGMlRz+crG1m0vpiwqg2YRA8RKhuv2YfzR9Qk2vnF4DYetY5d3hh2uON54HcNT32+lT2v34Xzy3/Te+Vmhum2BHexq9GIU1IHkw+FCC4cIuRZLTQs/566xV9h26FELSucezhy11H46i20//1r/jVkDMZOy1An7aK6UoXHrqdhTwbTTRlUq/epQS2qfVkC/E3Vwdei38NCdzZf+4bg3r2MGDmgL9CJft6xDae6+42IuoAeroO2mBGGrbTVlDPKuInO6kLufWUh8p9I/a2gcLpQjAJnGAP+8Q963DOR5AkdUZk01OzOJblfX1IHDCRr1GgAXPX11O7ZQ+p555E2aDBXTf+YcW+9TXT79gDIXi8NRUUgy0geT4v5Yzt3Rq3TIagPrjFdvGolK95+i40zZzBv6uMnf7EKCqcS2Q/OnYHXTSsDxYABNOEg6JsHteY90+yjI5j2qzewF1Vz0eIDjG2eMvCU7ptXNO0vSGA/+Q8e60oUjoDfL7FpQT4Lv9jCpgX5+P2HNoaeCpKSkvjoo49atK1YsYLy8nJMJtNB45988knKysrYtGkTY8eO5bbbbmPmzJnBfqvVSllZGaWlpXz++eds2LCBSy65BL9f8f5SOMORZNhVA6tLAv+lk/+wNGrUKMrKyigrK+P3339HrVZz0UUXnfT9nmi0Wi2xsbEIwoF+o4fno48+oqysjNWrV9OlSxeuvPJKli9vXRnkOeCe8XQTHh6OxWI58sA/yZm2zgORJT++siV4877GV7YE+RR49iYlJTFjxgyczn21llwuF1988QXJycknff/HgizL+HzH7ol58803U1ZWRklJCd9//z1FRUVce+2fS9eqoPBn0UbEk3jTfxCalYnhNLB6ewWxF92OlNITT4dR0BjOglWVSJ0vRp+cTfS4e2g35XOazrsbS4gFn1/mQv/vYAsoMCN9VS0iCv4wj+FVaSxuQYUkgyhLGCXoX1lD/YLPqFs0g4qv/0Nx6Y7TcAQUFE4e3tpSkCV8jTWk7txEd6kWVXgloSEqUrXVPKP5hQsqCpkRbcXDviQBcvOfPSoNAKek4bWmC4gQm5ik+wmxeBcA9bKRGfa+XBq6COvGz2gMD+jf/Co9quZixH5ZoEE2UlRpY8WWslN9CBQU/jSKUeAMo3zLFtQuK/ExA/FuVmG0RrLsjTfofcvNdL/2WjQmE4IoEt+1G4Pvm8yge+9FrdNhjY9n9HP/Jr579+BcKp3uoPl9bjddrr46GGVwKOoUTxmFcw1BBR3mQsozUDsH7Bsh/BLovhVCRx16O1OvwH/ZDrIX9Bn7zXnwOQYiyG5omAdycz0ByX7wMHPvY16KwqFZ9s12bkx9lYeGfsoL13zLQ0M/5cbUV1n2zfbTJtPEiRNZuHAhRUX7ok0+/PBDJk6ciLoVA63FYiE2NpaMjAyeeuopMjMzW6QVEQSB2NhY4uLiGDp0KI8//jhbtmwhNzf3VCxHQeHYWF8Gj8yHV1bARxsC/x+ZH2g/ieh0OmJjY4mNjaVr165MmTKFoqIiqqqqgmOmTJlCVlYWRqOR9PR0Hn30Ubxeb7B/48aNDB06FIvFgtVqpUePHqxZsy9f7Ndff02HDh3Q6XSkpqby4osvtpAhNTWVadOmcc0112A2m4mPj+e11147SNbq6mrGjRuH0WgkMzOTH374Idh3YPqgoyU0NJTY2FjatWvH22+/jV6vD86bmprKU089xQ033EBISAg333zzUa2nrKyMMWPGYDAYSEtL4/PPPz/Ii7+hoYFbbrmF6OhorFYr559/Phs3bgz2T506la5du/Lpp5+SmppKSEgIV199NU37Rarun2plyJAhFBQUcM899wQ9vP/M8W9tnWcivvwfcXzZFddPl+JecAuuny7F8WVXfPk/ntT9du/eneTk5BaRJN988w1JSUl069atxVhZlnn++edJT0/HYDDQpUsXZs2aFezf+12dO3cu3bp1w2AwcP7551NZWcnPP/9M+/btsVqtTJgwAUdzDTUAt9vNP/7xD6Kjo9Hr9QwcOJDVq1e3Om/Pnj3R6XR8+umniKLY4nwEeO2110hJSTmsl6bRaAz+lvbt25c777yTdevWHfY4ud1u7r//fpKSktDpdGRmZvLBBx8E+7dt28aFF16I2WwmJiaG6667jurq6sPMqPBXw++y49i9nshRt9DUYRw5McPZlFPN3MpYMq59kMExTl4K/x//StpAfLcBxF83DXO7fgBcOSyLl+4ejEoUyPcFagc26CNa7kBU8eRIDe0tdkyyH1EIKCkLvOHYJe1e1ySqNSpWV+ec2sUrKJxkrD1GEjHib5g7DcK94XeuLKvnyUHX8sKdQ0kXyzGKXpJVddxSVo8amO9oy7f6cUyTBzGl9mrezmlLhSaBxZoO1EhWvKiD/iuyDNMbz8Mvi5wv5hPhLsVYGsgy8KutLa82juQjR1+mNYyjwBeFShSICjMeWlgFhTMExShwBtFUUc78p6ax8q23cGxvJKXTYJrKy6jJyaFk3Tqaysvx2u3NKYAOvsmt3LEDj81ORGYWWaNHowsxHzSmeudO1n78cTAdkajRtCpLZFYWX076G59fM4Hdixad0HUqKJw2rP0h6cHAf1QQfS1oIsFT2DygFQ9Mz/4GMhlcuUDzeXNgUWJE0Ca0nKdFlIAI+szAS3f+cS1F4WCWfbOdZ66YRXVxy/Rn1SVNPHPFrNNmGIiJiWHkyJF8/HGgDoXD4WDmzJlMmjTpqLbX6/UtFJQHYjAYAA47RkHhtLK+DN5bB/UHFF6vdwXaT7JhYC82m43PPvuMjIwMIiL2KVIsFgvTp09n27Zt/Pe//+W9997j5ZdfDvZPnDiRxMREVq9ezdq1a3nggQfQNN8/rV27lquuuoqrr76azZs3M3XqVB599NEWacEAXnjhBTp37sy6det48MEHueeee5g3b16LMU888QRXXXUVmzZt4sILL2TixInU1taesPVrNBrUanWLa8ULL7xAx44dWbt2LY8++uhRref666+ntLSUBQsW8PXXX/Puu+9SWVkZ7JdlmTFjxlBeXs5PP/3E2rVr6d69O8OGDWuxnry8PL777jtmz57N7NmzWbhwIc8991yrsn/zzTckJiYGI6nKygLfmT9z/Pdf55mIL/9HXL//Ddle2qJdtpfh+v1vJ90w8Le//a1FVNuHH37Y6u/UI488wkcffcRbb73F1q1bueeee7j22mtZuHBhi3FTp07l9ddfZ9myZRQVFXHVVVfxyiuv8PnnnzNnzhzmzZvXwjh2//338/XXX/Pxxx+zbt06MjIyGDly5EHnwP3338+zzz7L9u3bueSSSxg+fPhB0XgfffRRMC3S0VBbW8tXX31Fnz59Djvu+uuvZ8aMGbz66qts376dt99+G7M58LxVVlbG4MGD6dq1K2vWrOGXX36hoqKCq6666qhkUPhrUPvH/6j97WNq5n1Il7HXIqn01Da6+GN5DrLkR1u1EwFIF0tQiS2/v7Is4Vv+GVMz11GWOBzXBZOxuGoQBKj1NSsfJT/1s/9LUv2+dEK/6fvykm00HlFAAIp1av6bHEm5rZLbZv6dh397HofXiYLC2Y6g0hDS+yIsnYYgqDRoo5Npn9gJvbuGEYat+GUBGdDKAUVoB20ZOd5YautTcaNlkH4HMd4Shvs30l2dh1oFOd64wNwC6EQfWqOJ1VJ7vKiQEZBkqFWHs1uKYJPBgseiwWRQ45dkquqU80rhzOdgF0WF04bWaEJnseBuasIcHUN0djaZI0ZQumM921d8TRfr9aT060/B8mWUrl+Pp8lG3oI/6HH9/xHXpQvzHn8MnyvwwF2TswuVsXWF//6IajWS3w8H1Bqo2r4jGK687btvSR80qLXNFRTOTjotAMkJqr030LbmjgOMbbp24G4ttHavQmX/sPXm6BtPEajDwVcLohHavAc5zfUF1JGgjQFXDriUHPAnEr9f4t1/zm3NXhpoE+Ddu3+lz6VtUalOvT180qRJ3HvvvTz88MPMmjWLNm3a0LVr18Nu4/P5+N///sfmzZu5/fbbWx1TXFzMCy+8QGJiIllZWSdBcgWF40SS4atthx8zaxt0iQXxz6XGORpmz54dVNrZ7Xbi4uKYPXs2orjvOvDII48EX6empnLvvfcyc+ZM7r//fgAKCwuZPHky7dq1AyAzMzM4/qWXXmLYsGFBRXNWVhbbtm3jhRdeaJGHfcCAATzwwAPBMUuXLuXll19mxIgRwTE33HADEyZMAOCZZ57htddeY9WqVYwadZhotqPE7Xbzwgsv0NjYyLBhw4Lt559/Pvfdd1/w/cSJEw+7nh07dvDbb7+xevVqevbsCcD777/f4pj88ccfbN68mcrKSnTNUav/+c9/+O6775g1axa33HILAJIkMX369GCKoOuuu47ff/+dp59++iD5w8PDUalUwUiqvRzt8T9wnWcasuTHveIhDvcj5l7xMKrkCxFE1UmR4brrruPBBx8kPz8fQRBYunQpM2bMYMGCBcExdrudl156ifnz59OvX8B7OT09nSVLlvDOO+8wePDg4NinnnqKAQMGAHDjjTfy4IMPkpeXR3p6OgBXXHEFf/zxB1OmTMFut/PWW28xffp0Ro8OpEt97733mDdvHh988AGTJ08Ozvvkk0+2OG9uuukmbrvtNl566SV0Oh0bN25kw4YNR6yf8eabb/L+++8jyzIOh4OsrCzmzp17yPG7du3iyy+/ZN68eQwfPjy49r289dZbdO/enWeeeSbY9uGHH5KUlMSuXbuU32gFADRhsc3/A4rGqy9oS7o3hyFNsyl+52eixv0LV8FW/M4m7HkbaFz5A6LRQvTFd2HfuQrbmp+wApexBe8CbdDD040anyygbk5h0llXTA5hpFNHu7ga0sU1RDi9SDKsquuGvzqOQbt/ZIQs877DwbbKXfRM6HJajomCwonGkNqJlPs+QVCpEQQRTWMpRsHdYowMCBoHJpOIXAUqtcQKdzpdNPloRYn/sy7FLwv86myPQfCQrK5hqH4bbzUlsNqTQC/rdhCgvO0VxJa5SC6qp7AxgtsuVbHm562sE5KormkE4k7LMVBQOFoUo8BpwudzkVf4A5Lkxet1oNGY0OvD6fnYBGJCemKOisbvd5NycQ/Ezja04QZqaveFXZdt3Ejp+vW4GhrYPvtH4rp0QVS1fEjQhhtxOhoOL4ezdevl/vlL909JpKBwTiAI+wwCAJkfQfl74C6ChgUEFfzW7lC9J5AOCDUtjQCHmlsP1sFQ+y1IDsi5rrlDE4hQqP0OEALFjSs/hejrDjOZwtGydXHhQRECLZChuqiRrYsL6Twk9ZTJtZcxY8Zw6623smjRokN6X+5lypQpPPLII7jdbrRaLZMnT+bWW28N9jc0NGA2m4OKjO7du/PNN9+g1R5Y80JB4Qwgt/bgCIEDqXMFxmVFHH7cMTB06FDeeustIOAN/OabbzJ69GhWrVpFSkoKALNmzeKVV14hNzcXm82Gz+fDarUG5/jXv/7FTTfdxKeffsrw4cO58soradOmDQDbt2/n0ksvbbHPAQMG8Morr+D3+1E135vtVaDupV+/fgcVze3cuXPwtclkwmKxtPDAPxYmTJiASqXC6XQSEhLCf/7zn6DSFQgq9vdypPXs3LkTtVpN9/3uDTMyMggLCwu+X7t2LTabrUU0BoDT6SQvLy/4PjU1tUXNgLi4uD+93qM9/geu80zDX7H8oAiBlsjI9hL8FctRxw08KTJERkYyZswYPv7442C0R2RkZIsx27Ztw+VytVDKQ6BOw4Fphvb/PsfExATTc+3ftmrVKiAQNeL1eoNGBAhEtvTu3Zvt21tG+R34WY4dO5a77rqLb7/9lquvvpoPP/yQoUOHkpqaetj1Tpw4kYcffhiAiooKnnnmGS644ALWrl3bai2LDRs2oFKpWhg+9mft2rX88ccfQSPk/uTl5SlGgb8gTRvnU7f4K3YlpvCJv5xBYZdQsjuGsaOfILVz4PuQoSoj1LAJb5OMt7YUf2M1kivgrGTb9AfOPYHnf3evMajMYXuD/REEGa3HTaVaJNonEadubLFvARlB34TKBSG7iwgVAw5NMgIuSUsvsRRD82QX17vJDE87FYdEQeGUIar3PRcZs3oRNngC7op8POV5+OorEYBI2U9yuJExtTOJUzfwjn0gPlRom+sFisiMNm5DlgPqg3R1JSChT+nI8tpKfG4X7XIWMlqqYqQVPou6kJRl80k2uBhnWIVm+1KkAS8ialpLOaygcGagGAVOEzZHKXZH4OZflmTcjgacrsCDUHRsJwCKyxdT07QFlT7g8R+Z3o42mZnoQqyk9OtPXUEBuxf8QbsxYwAIb9OG8k2b0JrNxHXuQsHyZcckmykqCrVeHyhWDGz+6ity5s3DGh/PkCkPYAgNPZ6lKyiceVj7N6cUAoqeg4LmIsC6zGaDAATdzVv14gNEM4FLqhhIGSSamyMQmg0MhrZg7tZsFGimaY1iFDhB1JXZjjzoT4w70ajVaq677joef/xxVq5cybfffnvIsZMnT+aGG27AaDQSFxd3UPoDi8XCunXrEEWRmJiYVosVKyicMTQcwSDwZ8f9SUwmExkZ+2rB9OjRg5CQEN577z2eeuopVqxYwdVXX80TTzzByJEjCQkJYcaMGS3y0k+dOpVrrrmGOXPm8PPPP/P4448zY8YMxo0bhyzLB52jh8tjvj8Hbqc5IKWjIAhI0vEVSn/55ZcZPnw4VquV6Ojog/oPvH4caT2HWtv+7ZIkERcX18LDfC+h+91Dnoj1Hu3xP9Ovk7Kj4oSOO1YmTZrEXXfdBcAbb7xxUP/ez2fOnDkkJCS06NMdUMts/89XEITDft57P7PWPssD2w78LLVaLddddx0fffQRl112GZ9//vlBBrfWCAkJCV4bMjIy+OCDD4iLi2PmzJncdNNNB43fm6rvUEiSxMUXX8y///3vg/ri4hRP0b8ijet/w9dQidVVjysplHmLa3A0NtFod/Nidy0+Wz1lX0yDvc54ai26+AwiR92Mt74Sa/eR+B0NqAwWdDFpeKoK2Xs6aNv0ZKHQCOUlRNsCtct87FPuiMAWvYkmu4ktjlQmmpchCqASZCaalrE56ybknDUIgMbp49dXH6S3SSKk14WE9rn4FB8pBYWTiyCqCBt4RfD9x8/8m1RvLjmhA6gsqyRVHaj9MsyQj7HZgOaTAgGsAgGDQIMmFJXfy6joUtbVmUmL6kDXqh8Ja844IAjQt01XVLkb8dWUICDjqy1HctkVo4DCGY1iFDhNWM3JhFjSQRDZ9fkfCGYf0QMyMFmjMRoCD206bcBLTUCNbU8dIR3sWNPj6Xf7HQDEd+1Kh/28o3r+3w1s+fZb2px/Pnnzfw/WDfizdLr8CmxVVUGjAICrvh5XfT1zH36IhO496HXjjce6dAWFM5vwi6HkeVBZQG2CyInQtATchyu+LeyXggio/oKgMQAAFTi3QFEOhAyFxpWBIsThY07SIv56hMUd7Jl3PONOBpMmTeI///kP48ePb+FVeyCRkZEtlJgHIoriYfsVFM4oQvQndtxxIggCoijibI6UXLp0KSkpKUGPYYCCgoOv91lZWWRlZXHPPfcwYcIEPvroI8aNG0d2djZLlixpMXbZsmVkZWUFvdQBVqxY0WLMihUrgumITiZ7i5YfLUdaT7t27fD5fKxfv54ePXoAkJub26IAcvfu3SkvL0etVh/RW/vPoNVq8fv9LdqO9vif6QjGmBM67lgZNWoUHk+gXtLIkSMP6s/Ozkan01FYWHhIj/ljISMjA61Wy5IlS7jmmkDKRa/Xy5o1a4LFpg/HTTfdRMeOHXnzzTfxer1cdtllf1qGvd8X5yGiqDt16oQkSSxcuDCYPmh/unfvztdff01qaipqtfKIrQCm/mPxLP8WV1I6Xfcsx2peyVa5H8N6JQMganWojCH4bHX84elEriOWWxtF0nrsSxkXP3Fq8LU2Np3Q867Cb69H128C377/KV57OsvtYBYc9IpbSZLbS4RPQgBsZZm4hHquMq8MZufzywLl2mQuuWIE93/6FX1rvOgbQuihLcXfAHWLZmLfsZyIEZPQxyv3mgrnJq52o/nP0j38s4PMgLhQNmy+AHdlMQtsacSaK9EIfqziPmeVOr8BlVrELNlp79nEL42JRHkWE6a1IcsBl8GfnZ359edi0uOHMz5qO7FVq9BGp6C2hJ++hSooHAXKHctpQJJ8VFZvoKFpNyAQ0iMMfZwZ8COKGpyuGsymeGIie7Hu9Zk0VZbhKrVRm11GgWU9vW++BVNkBHUNu9DrwoNGBK3FgjU+jupdO8lvfkBS6/XBOgPQXEPAd/gUKFu++5bwtPRW+xqKi2koLqbjZZdhOIxSS0HhrMXUAfpUwYYekH8/aJNAFQ5CWcvCwuoYCB0G1Z8TjCLQxIK3nJYGAaA5BBHZDQ1/7Gv21ZzctfyF6HBeMpGJFqpLmloP5hAgMtFKh/OST8r+Gxoa2LBhQ4u28PCWN4Ht27enuroao9GIgsJfhoxwCNUfPoVQmD4w7iTgdrspLy8HoK6ujtdffx2bzcbFFwc8ITMyMigsLGTGjBn06tWLOXPmtIjkcTqdTJ48mSuuuIK0tDSKi4tZvXo1l19+OQD33nsvvXr1Ytq0aYwfP57ly5fz+uuv8+abb7aQY+nSpTz//POMHTuWefPm8dVXXzFnzpyTsubj4UjradeuHcOHD+eWW27hrbfeQqPRcO+992IwGIIe3cOHD6dfv36MHTuWf//737Rt25bS0lJ++uknxo4de8ypfFJTU1m0aBFXX301Op2OyMjIoz7+ZzqqmH4IpnhkexmH+hETTPGoYvq10ncC5VCpgul6WjOqWCwW7rvvPu655x4kSWLgwIE0NjaybNkyzGYz//d//3dM+zWZTNx+++1MnjyZ8PBwkpOTef7553E4HNx4FI5I7du3p2/fvkyZMoVJkyYd0asfwOFwBK8NFRUVPPXUU+j1ei644IJWx6empvJ///d/TJo0iVdffZUuXbpQUFBAZWUlV111FXfeeSfvvfceEyZMYPLkyURGRpKbm8uMGTN47733ziojlcLxU9Pg5JGtP1Kjr6dr+RauLm8AGhhlKGGnSYvbl4BWo6N26MN8+fkP3GheyBDNZmb+5iC7dwcuaXcBRRVN7Cqs47yuCWg1KpB81EV2ZX6th6hZ3/CUayErfW2o05i5xLgOAgEDSM2RzV1UZXTQlCIKMl5ZYLc3Bjcq2ggVrJz5MQJd+C5qJzfaAr/PTkFA53HiLt5J49pf0MffddqOn4LCyeTWyzozsaOXyq+egZ2ws30WFfSltAGecYzD5HNyiXEtvdpGYK+vJ6w+jzKXBqclFI1X5jbVHFY6skhQ1RCmciIA9aIJAR+aykrKG8qJ1YHktp/upSooHBHFKHAa2Ln7y2CqIJDRR1vY+wDQZC+kaU8hgUAlINSHZ2fgh1ryeynZuJZdc+eSMLIdJRVLEAU1ndrdwp4Fi1n66n8P2ldin77kL1wYnF8+irBsW3k5tuab5P0JSUlBrdES0SYdvZJCSOFcRlCBptkbz1MEFEH4uECdAICoic1pf4RmowCA3GwQaOVhXt8OPMUgNee8DxsTiEiIHH9y1/EXQqUSueW/I3nmilkHZ3lqvpze8soFJ63I8IIFCw7Kp9yacuTAHNsKCuc8ogBXZsN76w495orsk1JkGOCXX34Jpu6wWCy0a9eOr776iiFDhgBw6aWXcs8993DXXXfhdrsZM2YMjz76KFOnTgUCitGamhquv/56KioqiIyM5LLLLuOJJ54AAt7BX375JY899hjTpk0jLi6OJ598skWRWwgo29euXcsTTzyBxWLhxRdfbNUT+3RzNOv55JNPuPHGGxk0aBCxsbE8++yzbN26Fb0+EO0hCAI//fQTDz/8MJMmTaKqqorY2FgGDRpETMyxe7o/+eST3HrrrbRp0wa3240sy0d9/M90BFGFru8zuH7/G4f6EdP1ffqkFRnen/3rabTGtGnTiI6O5tlnn2X37t2EhobSvXt3HnrooePa73PPPYckSVx33XU0NTXRs2dP5s6de9jIuv258cYbWbZs2WFr9uzPe++9x3vvvQdAWFgYnTt35qeffqJt27aH3Oatt97ioYce4o477qCmpobk5OTguuPj41m6dClTpkxh5MiRuN1uUlJSGDVqVIvC5grnPmu2VzDtgxXImo6ok7eTXxGOX1OMCpB9Hr76bQNbvt7J5doVlGrSaZKymlOUyMQ1rOF/G3cxos0gpry+hCaHh6KKJm64qANFb9+NUF+O0ZWBqPagVfvpbihGm5ENOeCRVZT5Q0lRB5yOOmlLcEhqjIIPjSCTqSlHaE6HYto9h9ubfZqE5svKhwmh/F9Ye8IrSrF2PTgaRkHhXEJtsoIg4hegwFFDU8RvxMWaqLPbsTT2w9jlNmxt/JgW/gT1eagEiW9MOm6rriJBgDWyihxfHL1Vu5EBb2w6l9atYqiQQ50QgnnABELandn1jBQUAAT5aBOfKhwTbk8jHk8jVbUbsDvKSE0c3Vxg2IMgaJBl72G3l/3gKK7HZ/diyQin4ttCsq+9CEnvoqEpD43aRIesv7HwxX9TtnkD3oZ9VdWTBwzEFtOR2tnTwXN8uXpN0dEYwyNIHzKYdqMvPK65FBTOCvxOsG+Gio/AlQN+G9jWgCETkp+GnZeDoIbU/0L+v/arPbA/KhD1IO31Emh+0G87E6KuOoWL+euw7JvtvPvPuS2KDkcmWbnllQvof1n70yiZgsJfnPVl8NW2lhEDYfqAQaDbuZ1vOzU1lbvvvvuo0qCcjRQXF5OUlMRvv/3GsGHDTrc4ZzW+/B9xr3ioRdFhwZSAru/TqFOVPN+H4+mnn2bGjBls3rz5dIui8BdClmVcBVuQPE4q5n6AFJvKttireO+7LQFFv8qP5FfxVNgMLIKH7aFW3im+gOs0a+ihy8cm6XgiJo2HanMI8/vJt5go7NSXizw63lqnZVW1lb9d1IFxQ9qw55lATvQav4l3moZxVUwu6u7J7NqxiOF1Dpr8OuaqUriKXUAgTvlozVGyDPPT76TYZuAf47sSEXLkaBsFhbMdb105BY1lfJo3n2x3HHE5S1lhcNBt6CQ27VxI1J4d6DN7klzXRNjujdRq1FSpBVQNYRT7IgkT7XQ1VqCSPEiSxCZPEt10hahDY0i+8+yKWFT466JECpwk7I4ynK5aCkt/Y39vn5z8r0mMPY+K6nV4fQcXvExNuJCist/xSwEFY1xsX4gFWfYhyX7S/nUhBSVzwQthIe0RBZHauu2EjLYgprel8MttSC4foSkpJPbuw8bF61s1CKi0Wvwez0Hth1xPZSX2ykrq9uxWjAIKfw1UBrD2DvxtHQMNvwfa4+4ER/MDp+yDqhmHMAgA+EFy7Hub+DiEDoBQxfvmZNH/svb0ubQtWxcXUldmIyzOTIfzkk9ahICCgsJR0i0OusRCbm2gqHBIc8qgkxQhoHDymD9/PjabjU6dOlFWVsb9999PamoqgwYNOt2infWoUy9GlXwh/orlyI4KBGNMILXQKYgQOFux2Wxs376d1157jWnTpp1ucRT+IvidNlwlOexe8TWmgu3IKjWC34fYWE1saAqPdyjFW1XAZzWdidfVYxECz926yESGR2fy0yo/LllLuSmTe7uFEqYdjKEoj/Do/rTNm03j7nVca43GmHwTVq1E+YyngYBWwYcKm2DC1ncCe4QlDGpyIQIhKjeXswsZkHVGlvv19PXVBiIUZNi/ZndzkMC+1wL0zXuHLZ4UViyDMaNPbqoyBYUzAU1YLBlhsdxuzmLJq4+TqC3nMoeOjIzz0P/8IQmNThq3b2CxL5QxskyMx8s3kaFodRpurNsKwBp3Mj3VhagE0JmtWEb+i7C0k18zSkHhRKEYBU4CtfU7yS/++RC9MhU161s1CAA02PKCBgEQqaxZiyR5iYvuT0XlMkBArTbi93uoawjk/KypD1yQHCVNSK5AvQCNwcCyl19EpdNhTUnF29iIs74OZJmkPn0oWrnymNbmc7tpKCkhJCHhmLZXUDgr0QTqdiAaIWwkiAYo+y9IXrAtPsLGMqhCIOEeSH78pIuqEEgl1HlI6ukWQ0FB4UBEAbKUFFpnO16vl4ceeojdu3djsVjo378/n332GRqN5nSLdk4giCrUcQNPtxhnDXfddRdffPEFY8eOPerUQQoKx4Pk81A+Yxru0ly0e9v8PsRmxbt54+/o3fUA3GWtQNjPQXCJo4yKygaqJQtfOvpyS2wusb/OQRudzFvSlaz/I58b24TSGXA7nXTOeZ/KHRbS9XlAQJEfo2qkg6qAOSWbaKKK+MwORBTk06TTY6mrQgYWx17K4IIvgvsVBKjz6wltLp6610Cwv3HAKProo89DVbcAUIwCCn8dVKLIBl866eoK9BmB735Gh/NxLv+OMrkNC8raYzaup4cuj9tL61lscVPrNyIKMou96bQzVxFqCGXU9fegNoee3sUoKPxJFKPAMSLLMnUNO9FpQ9BpQ3E4K7GYk8gr+J5GW8FhtxU4tFec12vHbExAlmXszkokKZBeaJ+hADJTL6Og+FccwboEAXkEAQSNivCUdJJ69aJqxw7UWi3nP/AAK995m7RBg9AaDZTsVwxTUKuRj1B4GEEga/Ro8hcuxBQVhSky8vDjFRTONTLegehrwdwL1M25dntXQPm7sLuVIlyCOVAvoGYG6NtAl6WgMp9amRUUFBQUzgjy8/NPtwgnlJEjR56R9RAU/ppMnz6d6dOnn24xFM5BSqtsbNldw3ldExCqdyPqTUgeF6WfPAL+wPNztVpNrNfXXBMgsJ1Rp0byqkHyoRH8LTzyO9jdZPQIY+laiIx1U1sfiD72O2z4tQHjwXZTL0aM6EPFl8/SRtNEkxBQ2dgkLWokPGoTPYedT7nra5rsoGnbi/roURTn5NCzezQ7HEUszatCdrWnraaEKKMPtduBRXS1iBaAfQYBe0gaUdEROHLXEdaux8k7qAoKZyBRYQbuuOd6HM5ryEgKBSDu/OvwD7icJW9+TJamHI+sxiwEdHNhkp+FAy6itFBNpWYF5X1voXOGEi2pcHai1BQ4RqpqN1FUOp/AT6kASKjVZnwHRQAcWCzsSIh07/gPCkt+p7oucJMQHtqBlITh5BX+QGNTAcnx5yOKGsoqV+D21LXYOi6qH3ExfQCo2LoVc3Q0C57/N9W7ArkFIzIzqcnJASAyK4uOl1/BqnffwVFTc0iJjJGRXPnBh82GByXMX0EhyKqkQAFhY3dwNBfRNGRD11WgMp1e2RQUFBQUFBQUFBQUjokbn/qVyjonfWO3MsGzFr+ooiokgti6gGPe945ueBIrubK2BDh0Dn8ZoUW0QN6QsfTsfCU3PfMLssdLv/Sl/GP8ZBwuD9VfTEVrDiHxuicpn/MG5fUVvGRxE+XzU+GMQpTD+fSW+xBFgXpXI8UNZbQ1x7H75ZvQCH62RA7jf6EBHYLeE0OvtEyuNUZS8/O7OCQdZtHdLKuAiIxLVrHFnUTqVf+id6cE5XlfQWE/mjYvpOqHV5ER+D2yHYOrdtAo6Ai5bjKZSV0QBEE5ZxTOes7qJMvlbjt3bvmDdwpPfUEptcrY/EomcAtAKwaBvf2HJzSkLSHWDAAEQWBP4U+4PfUAiIKGlIRhCIKAw1kBSNQ17KKobH7QIBAe2p6EmPOIjepNTNQ+y35Mhw6YoqIITUoOzK1S4fcGrJsqrZYLpj1FSt++XPnhR6QNHnJI+XwuF47aWuVip6BwIIaswH/1flEAhkwoeQW2XAD2LadFLAUFBQUFBQUFBYWznV9XFvDcx6sprWo99e7JxGrWocHHaE+zrkHys7E0kFLUIWlZ4MpmtUbPd75svLIqqFjZ63LZKGkD6XlEFZFj7sCrM+ATVSSvXUBR/lY8HgEvWkJSJqKLTEBdsweVx4a/toTy+R/jzF2HpaqMmD19uaj/DYzo1ZUpYy9CbK7FE6q30jGmLSqNFq9KD0ClqgGNGIgsGNguk78PnEhY95GE//NdtmraAOCXBRySBj+gE/z01OcTWb8ISZaU530Fhf3QhMaAqEZltLCoMo53m4bxct3F6HVpTP1gKdNnb1XOGYWznrM6UuDfeWt4NX8jAJvPm0i4Vn/S9ylJXgqK59FoLyIspC2NTXvweBsI2FekY5rTbEzAaIihsmY9e40IoqhHkgI5/7pm34koaqiq2UyTvQCnq6ZFhEBMZC8SYge0mNPjaaK6bjMh1jaYDDFsmzOb1e++C0CPG26g7ajRaAyGFtu47XZm/e0GfO6Di6ZqjEbGvv4GxgglF7CCQhDJE4gU8DbAxu6BNnUc+MqaB4iBWgJp/zltIiooKCgoKCgoKCicbciyzNj7f0SSZC7ok8Lfr+p6SvbbmL+ZX5ZMZ60llCHR55E5/zVEYCkZfFnbn2xTNUUOE02yHn2P3/Du7M6DqkVEqZoA2OpJYJ6zE4Ig80/rXAAiL7qTmj8+R7YHnuF3GvR8UDIONxouHpjGLeM643bbKZj7LlZZhWPLwqA8LzZeyL+nXo/Z0LJuy8J1xdQ0OLlkUBsEt4035r/BEnshEfpQHh36T+KtsQetrWD+13iWfYFIIPWwTODv/fhQsjpfwKQe40/KMVVQOFvxNdUhaLR889ar9HCswSFp+CqkO+sK2gIQ2WstT114BwmtnG8KCmcDZ2VNgZ22Ot4t3MweRyNhGh1drFGUu+xcvOZH2hhD+KDzcDTiiQuCcHsaqaxei9WSht1RRl1jIBVPfUMufsmNIKiwWtIx6aOpqt2A12dHrTLi8zuaZxCIi+6H2ZTI7oLvW9QHUIl6EmIHsWvPV+wfVSBJLkRRh9kYT27+t/glL05XFYKgQhQDJY0EQUOIJbVFdIBf8uJ2N5Bf/AsudzW19TswV2Wx5v33Uev16CwWUvsPOMggACD5fK0aBCAQLeB1uY7zSCoonGOIWtCnQ/61+9qCBgEACco/gKRHQB16fPuqnhX4S3oUTB0OPa5xBfgbIXQ4yH7AD+LJN5gqKCgoKCgoKCgonAjm5ixkfdlWklJjqKsw0DM7gprfP8a2dQmRI2/G1Lb3Cd1f44bf8NaUENrvMqpmPk1PnxdbqJF4l4QI2KxpWLP/jwHFNpZuAr1OhTp2E6GSh4tDf6fSnEmHkdewMmcjn2zcjT+mFG9eF/7n6Mfw/uGEuFxBg4AEtHW6GB61hE3qCymvcXDPKwuwq8qoi8zlvJAELmjW2C+wDmL8hRe0MAjUN7lp2LKYed9vY6M3BaNezWLbl+Q5itGIavql9GzVIACgKV6PX9incxAAryiy26gl2tV4Qo+pgsK5gNoShiTJpNp2gAhG0cvVTavQmj2UaTR0qc2naP0vJAy+4bj243B5+fDHrYRb9Vwzst0hx9k9DnaWbqV9eBoGayROrwuDRnnWVzh2zlijQK3XxSt7NhCnM1Lv9XB5bBuyzGEA3Lt9MesbqwCwqrUsqCmmzuMi39lIvrORUreNFIP1uGXweG00NObRaCukoSmP2oYdJMUNBUBARJJ9yHIgHU9DYw6iIOLzBxTngiAQGdaF6rqNgIzbU09UeEdElb6FUcAvudi15ytk+eBiv3HRfSitWIos+4NtsuzH73c2v/ai0VhQN4cLuj0N7Mj9HL/kYa+BwWiIoXzLFmRJQvL5uPzd9xAOYTAxhISQ1KcP1bt2kdijByXr1xOd3YGE7t0xRUYQkpBwfAdUQeFcxVd16D5/PRQ8Cm1eO7595N4Kvlpw7YaU58BTCu48iLoGvFWQeycYs6H688B4fRZ4ikD2QcytUDcH4m4HfRoIWoi45PjkUVBQUFBQUFBQUDhGVhVvYEvFTiKMYWhUakZnDkUQBLZU7OSDdTMCgyI3Y4wz8ObOX3lidxV4XNi2Lj5hRgF7zhr8TbVU//wOAKIxBG1YHN6qQuxGE3J5PgAlNU7e/ymHSwalA+DyeBndI50uJV7iHJvAsRkxNBxNbAKUL0Kt9iGaGllXnsLq+RHcm7aOZMArC9SLYUTItdgT/QyKS+Szn3IwCi5UCEiaCNbnWxjk12IR3Kir6+iSGR2U96Mft7JlySLutP7GJAu8bh9NdKSO3KICZFlmXPtRjO908SHXGz78Bipm/Rt1aAyy34vksqMfeBk3GdT0T1IKDCsoHAqHrGFvzgyfrGKCdn0gPVgdyEtm4+99BSqD+XBTHJZF60uYu6IAgNgEPzqrg4zKSgyiBnPX4by/5nPyG0rwNtRy3c58CpFY1K0385p2kx6SyN/qvOicDgyjb2K9rZTeCV0JN4Ye97oVzn3OKKOAw++l0efBrNJw/YZfg4p/gG/Lc1nY7wp2OxqI1gby+YsImFUaGn0ebH4PF0en0cYYclwGAZujFJerFpe7lvrGXDzeRvTagDHC73fjlzx0zLqRLbs+RJZciIIaqVmh73bXIwhqZNmP12fHbIrD5anBZi+mtn4btfXbAAixZNHQtCu4zwMNAqlJF2I1JaFWG3C5aqip3wbIB0QfNB8zRxkeTxOCIFJWuaKFwcGgjyIt6ULixtcjqlXEdu5IXuH3+Pwu0pMvRqs5+KJ1/kMPt3pcGhvsbNuQR3hUCFGx4ahUZ3U5CgWFE0v7b2BdF3AXAZ6D+z1lB7f9WUydoWEB2FbD1mH72otfAqkJkMGxYV+7a981hvLXA//z79/X1mUFWPocv1wKCgoKCseFIAh8++23jB07ttX+BQsWMHToUOrq6ggNDWX69Oncfffd1NfXn1I5Ff6aHPj9+yux/7mZn59PWloa69evp2vXrqdbtLOWakctVp2FLRU7eHHpu8j7Rcq7fG4ubjucsqZKjGoDTl/AA9bhDTjE1fU4n4SqCkL7X3bM+/f4vSzOX4lKVFGUs4IBq5cEOqyReJpqeLtwMXdNfIwlO+azOPc3clUqushhLCnthah1U6ZfSsf4Iq7w5FK5I4oeo+9mZ+FORK+H4tduI0GW6ek9D0c/DdvZguywICBjr64ETSDh8DfacTxxe3/+qTdTXOlg2eKt3Kb+FrUg8Z4xnuhCPVZT4Jm+vaqAdTsrGdI9kVUlG1i5qwRJNuCVRWRRZvItA4lLjecfur+RV1tItK8jtzz7G8N7JXPV8KyD1q+PzyDlH+8d1B4P/Jq7CKfXRb+k7kSbI4/5GCsonGuIogCXXMu3C+ayozSLuyzzQPCxt5pAmc9KnKzGeNhZDk/HNhGodG4ktZO3Nr1FutvBraUN2IGlv/7O+f5cfgs3sbkpAzMB/WFpTjFJoV4GlW5B4/AgATN+eJqloUZWFq/n8aH3HOfKFf4KnBGa3Uafh58q8xmy/Gt6LZnJY7tWBA0CFlUgVK7EbefF3eu4cNX3zK0u4JGMnizqdwWNPg86QeSRjN683el8Jrc5dgu3z+ckZ8/XFJb+RmXNOjzeQAidwbDPOl9duxmvz45GbUIl6oIGAQCnqxppP6V8fvFcBEF10H4amnZhNqag10WiUbc0YOi0Yfh8DnYXzsbmKA1YH5svNyqVrsVYUdRid5axNedjCkvnU1u/HZWoRxAC6YVCLG0QBAFDWBi9b7qZ8A4pNNoKcDgraLIV/Kljs375dnK2FrBywSZWLTr1hZ0VFM5oVCbolQuJ/2qlUw8JrbX/SZKfBA6+niA1si/12H796qjDz7d5OPiUMOETSXl5Of/85z/JyMhAr9cTExPDwIEDefvtt3E4Agbd1NRUBEFgxowZB23foUMHBEFg+vTpwba94wVBwGg00rFjR955551TtSQFhbOaG264IXj+CIJAREQEo0aNYtOmTadbtD9F//79KSsrIyQk5HSLonAOsv95otFoSE9P57777sNut59u0RTOIXKK6vhixQLu+PFhHvnteV5b8REyMrJHB02RyDLM2jKHjzfM4r21n6NVaZl+2UsMTesPQEZ4Kl2H3EDs+IfQxaYdsxyzts7hnTWf8faqT1lesQ2fKIJKzeqO3ZmaHsl6HBTba+hYUck/K5yYDWH8EqchKmsZ/4j4BmPBCrpq8gmTfLQpq+COD3fzZUQ0JklG3Zynf5xmCVfmbKFjaAqZaSYutO6gvaYEAEGQufa8GOrnvEXd3PcRtXWMSlmCXvCixk9HazgxIUVBeb939+Wlz9fx/OfLeWnpe1RH/oEhy8C/YxN5tU08lvgkAAYk9+L6rpezaG0FZdV2Zi/Z/aeOy5aKHby/9gs+2/Qtf5/zGFsqdh7zMVZQOBcZ3HUIt97+KA5TBNu9gQwaFZKJua72LEi8CYNBd4QZDk9itIX+o2vQd1iBoPIzpnpfcfVwdzkikNXko7CiC9Nt5/G1pwdbw2XGVNto5/DgEAV2GTRsMmn5W2k9V65YyqIl/zsumRT+Gpz2SAFZlrl87Ry22WqDbdUeJwKgEUSa/F5EBCTk4B/AU7lrWFhTis0fSN9jUGlYVFPCk7mruCy2DXekdP5TMtQ35qJW6VCpdPh8DgRBDbIalVqF01XF3kLCoqijoHguXt++k1StMuPz25DxoxJ1+3nry9hsRa3tEpujgPDQ7GD0wF502lDKKpbjl9yUlC3B7iwN9qlEA2q1B1+zUUKvj6DJVogs+xCbDQFmUzxJ8efjclVjMae0mNtkjCUirCN+v4sQa5sjHpeGuiaW/b4BvUFHWKSV+pqAArGytIZfv11G36GdsYYee4iUgsI5gacSNg8GXz14yw/oVEPvPaA9zsJDfgeYu0HaK7Dn762PMXYCQzbUzITIqyHrEyh/B4pfAEGE+Hug6Kl9qY4kG6ztAjhBEwOdFoFGUTgdK7t372bAgAGEhobyzDPP0KlTJ3w+H7t27eLDDz8kPj6eSy4JpGxKSkrio48+4uqrrw5uv2LFCsrLyzGZTAfN/eSTT3LzzTdjs9mYPn06t912G6GhoYwfrxSDU1A4EqNGjeKjjz4CAoa7Rx55hIsuuojCwsLTLNnRo9VqiY1VCtgpnDz2nider5fFixdz0003Ybfbeeutt063aArnACt35PPUe4GUumJIN3abnSS082DzuJB3DMblElEn7SAyvR6nJxAVUO9u4Obvp5BoiQFARkZA4PUV06mwVfH3vn/7U97sVfYatlbuwqwJ+PK29QqEO33UxaQRVVdBYl01kiCAJLJmaQUDtv1GHDDWaWdzchq964oxerzEN4i8FWvB6FZT3ZjIP7UfU9UUgQ8BNTJeGTSCjLqxkglbbDxr70yTG1CDU1bzWXQId/jzceSsAWBHxQ7alRYjAXMiLegMg9hck0c76zKSOndn5+JYQGZrbiPh3UKpFxu5dXA3ZLoRYQzDrG1533jF+Zl4vH6G9kg8quNSOftN7NuXETrgMowaA/EVbq6qqWPz9g9Y2uVabh139DoVBYVzlYbVP1H7x/9YGW7FEZLGZ0UD+NbRE4esp09vHY+M73/c+/DbG/hH70k89vbHJNfvJkodeGb3yiJfOfrQP6QQuVtbzAs1bPG24d83DWS8xUHtiu9h42LETv3JU7XHtrCCTNM3iIB+9Vy2bl6Kye0mpOeFhA284rjlVDj3OO2RAl+W5bQwCAAsrytHBjyyBBAMK3yncAtqYZ/Ii+tKidIYuC2pI+eFx/NO4Ra222p5Pm8tufb6w+7X47XR0JRPUdkCKqrXsqdoDjn53xJiaYNBF4Us+5Bx4fPZcblr0TSn2rE7inF56lrM5fMHDASCoGqRvicgu4RGY2lVBlHUYNRHI+zn3dtoyycqois6bQgOV0WL8Q5XKT5fwNs0MrwTKQkj0WnDMBpiSU4YQse2N5KefBFajRmrJeBduj+CIJKSMJz05IuCdQgOR972IjxuL431NqJiw4hP3ud57HS4WLd8O17vwbUQFBT+Utg3gHNHKwYBAB+sToKNA0DyHtv87qLAHMvDWzcIaOKh0zLovgnafQE9cqHt/0DUQPxd0LsAeu0JGBVa1D5QgTcfvBXg2ASr4qH4xWOT8QxD9vtxb16Pc+FvuDevR/b7j7zRcXLHHXegVqtZs2YNV111Fe3bt6dTp05cfvnlzJkzh4sv3pffdeLEiSxcuJCion1G4w8//JCJEyeiVh9sq7dYLMTGxpKRkcFTTz1FZmYm33333Ulfk4LCiUaW/firN+Ar/h1/9YYWNZNOFjqdjtjYWGJjY+natStTpkyhqKiIqqrA9XDKlClkZWVhNBpJT0/n0Ucfxevdd73euHEjQ4cOxWKxYLVa6dGjB2vWrAn2f/3113To0AGdTkdqaiovvtjyOpqamsq0adO45pprMJvNxMfH89prB9eYqa6uZty4cRiNRjIzM/nhhx+CfQsWLEAQBCVd0F8ESZIp3VZD3rJSSrfVIEnykTc6TvaeJ0lJSVxzzTVMnDjxkL8zNTU1TJgwgcTERIxGI506deKLL75oMWbWrFl06tQJg8FAREQEw4cPD0Ye3HDDDYwdO5ZnnnmGmJgYQkNDeeKJJ/D5fEyePJnw8HASExP58MMPW8x5pHO1NYqLi7n66qsJDw/HZDLRs2dPVq5cGez/8ccf6dGjB3q9nvT09KAcCieWD9bOZG9UazennX7VDspz9XjLUnF7A78DKjTUOOtZVbwxuJ3H76G4sZykkHju7PN/FNQXs6hgJTtrdvPums8Ou0+v30tFQwV1i76kYfVPPLPwdd5c9Qnbq3IZEtOR64uquLiqkaiyPHDZsOzMAcBXE8uXS6pY5srAD0T4JPoUFmD0uJEREBEYWtPIjGgrWlM9FtFFelMJcrNapUHY5zAnup1c3DeRzbquvNo4kmfqx7KTaJaJDnQJWVTHJLJSasAPNKhVrLLqmbt9JYX+SP7dNBbriFu4ZmQ7Qs06rrmgLS9f+DjvXPws2dFZdIjOItZ8cFRwh/QInr59AMN7pxzU1xq2TX8ge5z4Vv7I25c8S+d6Aavgpqc6j8j1H1GUuw5ZPvnXIAWFMxn7zhXIXjfpdXWoY/MxxewgU11OuNjE6jUuxn/4MEsLVx/z/LULvqDglUn89uqdTGqax4XqHHTIbDNo+G9CGEnD47l0yjNcPuJvvPfQcD54ZASZSWEkhybQddQdpE/5guwL/05VoQmH28xMV092GLVEOhwYaiuR7A3ULvyCp1/5gdoG5wk8MgrnAqc9UqA1HFLLm7H9f4aMgo8HQlyYBZl3mvTkeZ1ML9nOh8XbgkYEryzx8p4NvNFxCN+X5/FHTTFXx2fRNywOgPrG3ewu/DE4u8kQF3xdU9d6ahyv9+A0G6KgQRS1+PyBm9wDH241GguioMJiSsLrc2DQR2I1p1JSsRidNoyE2IGoRA31jXmUV63C4azEbEogPqYfFnMSOXtmAZCaMIraxp00Nu0hKqILBl0k4aHtEEU1HbL+L7i/A9MLHS/JGXEU55cjCCJhEVaiYsOoKKnB7w8c54baJn76chEDR3QnIjr0hO5bQeGsIXQYJE4JePOXvQFILftlHzQtA181aONaneKwuPYECgwfiBgCbV6FmOv3tQkCGA4RBWTtB7G3Q91P4KmCkEFQ/8t+cjog/z6IvQnUZ2/EgGvZQhrf/S9SzT4DiBgRhfWWf6LvP/ik7LOmpoZff/2VZ555plVPf6CFkTYmJoaRI0fy8ccf88gjj+BwOJg5cyYLFy7kk08+OeL+9Hr9ERUhCgpnGr7SRXg3v4Hs2nduCvooNJ3uRB0/6JTIYLPZ+Oyzz8jIyCAiIlAuzmKxMH36dOLj49m8eTM333wzFouF++8P1GCZOHEi3bp146233kKlUrFhwwY0mkBqy7Vr13LVVVcxdepUxo8fz7Jly7jjjjuIiIjghhtuCO73hRde4KGHHmLq1KnMnTuXe+65h3bt2jFixIjgmCeeeILnn3+eF154gddee42JEydSUFBAeHj4KTk2CmcGe1aVs+KT7dhrXcE2U7ievte3J633qYsWMRgMh/ydcblc9OjRgylTpmC1WpkzZw7XXXcd6enp9OnTh7KyMiZMmMDzzz/PuHHjaGpqYvHixS0Ui/PnzycxMZFFixaxdOlSbrzxRpYvX86gQYNYuXIlM2fO5LbbbmPEiBEkJQXSoxzpXD0Qm83G4MGDSUhI4IcffiA2NpZ169YhSYH7tLlz53Lttdfy6quvct5555GXl8ctt9wCwOOPP34iD+dfHr+xCl12HRGlkVwvLgfAVtGHNa62CJZq8Gvwq22IgFvy4KtKoG+dC1NIOYujZYoaSnlu4RtUOWqCc26q2EFxYxlxKiMb135PvtXKmI4XolMHouefXPBfDHu2cnVF4Bk+pWNHSoC1ZZuJLA/hfElGAwiALIPOZ8dcG4VZW4VXU0NXfTGiSoNfq6MOLzqfDxEZjcdFFw/sqkxkvkFLh2QTeSYDkTGDqcirpffw85HzfsZduJWkflfQJqMzY4Z24J1vN9NYvhF/SANtkruS0Pc6Pl74GtvLt/FZ11Su7XE1LHmDqJR6LurVnraJkZgMGsYPz2L8frUB9OoT+7yvT26Pq2ArhpSO6NU6QvpfxIb5c+mgKaabrpCqWc/xQYcLmHrxTSd0vwoKZxPh519Pw6of2agx0mdlBZfpVoMFGiQDj9VfibfJwoaybQxI7nVM89cVbkEAsj11QU2CVxYpzO7Fc0Nuwarf52RsNmoPOc/44W2xe1xs06iQkjsTsXMHFpsNPYFr3fDGr/nvF+E8cdvAY5JT4dzktBoFnH4fv1T9udz2I/ReeukCyvd7Q5zcUWPGI/mDJ49aEPHJEkvrSvmxYjd3bF0AwC9VBewYcj0/VebzQs5yuqo0XGcOFAQNC21LcsIwduZ9hSS7W9nrgQiAjCR7kSXpkKPMxgTqGnbg9tQTHppNk60It6cetUpPQmx/VGLgoTLU2oZQaxskyY8s+9hdOAeVqCE5fgSCAOFh7QgLzcLnd6JRt65wOhlERocx6vLzEATQaAOyDru4L0t/X4+9aZ+FcfmCjVx01clRtikonPEIKkh9LvC6akYLb3yXoS9OSY05bjyaP2sQkCWwb4KGJa33t/8Wwob+CTnVkPHmvveSB9yFsOUCcO/Zr90FhIDfGYg2EM5I23GruJYtpP7ZRw5ql2qqqH/2EUIffOqkGAZyc3ORZZm2bdu2aI+MjMTlCih27rzzTv79738H+yZNmsS9997Lww8/zKxZs2jTps0RCxf6fD7+97//sXnzZm6//fYTvg4FhZOFr3QRntVTD2qXXVWB9l5TT5phYPbs2ZjNzdGedjtxcXHMnj0bUQx4dT7yyL5rRmpqKvfeey8zZ84MKhoLCwuZPHky7dq1AyAzMzM4/qWXXmLYsGE8+uijAGRlZbFt2zZeeOGFFkaBAQMG8MADDwTHLF26lJdffrmFUeCGG25gwoQJADzzzDO89tprrFq1ilGjRp3oQ6JwhrJnVTm/v7L+oHZ7rYvfX1nPsLu7nRLDwKpVq/j8888ZNmxYq/0JCQncd999wfd///vf+eWXX/jqq6+CRgGfz8dll11GSkrAW7lTp04t5ggPD+fVV19FFEXatm3L888/j8Ph4KGHHgLgwQcf5LnnnmPp0qXBVHtHOlcP5PPPP6eqqorVq1cHjWsZGRnB/qeffpoHHniA//u/gINVeno606ZN4/7771eMAieQDWXbAjXyjE00NHahwWrAIHio9IUBYPSKZEvV7ChJwRdVBkBccRRXWH6FJqg3WnGIAlFV5VSHa5BVICIiIbGudDNdlv1GaFkeglnHXL2Ji9oMonT263Qp2cgSiw6vWoPBFMrNQ+8is3QTH/y6ivNrqtHqJORA8b7As64gcUt1JdGiDZe5Aj0+8ENpk4UkdSArgCwHxnpQkeuNwaWJ5KPIespslWTUbwNHN4Slaxjg3UV4u4GYMroDoNWo+PtVXYGu+KRrWVu6iSf+eJnBqX1pH5VJn6RuxFtiePeS51CL6qBh41QQN/EJfI1VqK2BqIPRg0fxo5iFZ9GjaHAR4vNzyfqFzIs8nxH90k+ZXAoKZxL6+Az0Y+8hbF0R6cJLwXadXkOPNBuhbXRc2fGiPz1vvauRJmcjmxvtdCKgZfQj8HHTeXiiMvn3qAv/1Hzt08J54c6hQEBH4B7qYH7+SjQ/vk2620eUykZnaQswEFnyI/s8iFrDn5Zb4dzitGl7PJKf2ZV7+LX6z+V0Xe1RM07yYBFhsycg/v5q+QxDCDscdVR5nPjkfT0dLQGPsKk5KyhxudiFjhGJfRkV3xmPz866PT+gVxvBezRGgX2eLq2HvgvERPYgPDSbRls+fr8rWDvA3qxLL6+0khQ/pMVWoqiitj6H+sZA+GJ4aHss5oB3jCCIp9QgsBetTtPivcGkZ9jFffn5q0V4m8M9/V4/a5dupUP3DPTHWWBFQeGsJms65N4OnsB1bZddzxL/ZXR2duFP2+P33AelL7dsU4WB3x54ItFGt77d0VD9FeyYAOpQkPYLIdQkQPm7UPJf8NcAKuj0O4Sc+UY/2e+n8d3/HnZM43uvouszEEHVSsHmE8CBKdtWrVqFJElMnDgRt7vlb8uYMWO49dZbWbRoER9++CGTJk065LxTpkzhkUcewe12o9VqmTx5MrfeeutJWYOCwolGlv14N79x2DHeLW+gihuAIJz4c3Po0KHBvOi1tbW8+eabjB49mlWrVpGSksKsWbN45ZVXyM3NxWaz4fP5sFqtwe3/9a9/cdNNN/Hpp58yfPhwrrzyStq0CURkbd++nUsvvbTF/gYMGMArr7yC3+9H1Xyt6devX4sx/fr145VXXmnR1rnzvrzNJpMJi8VCZWXlCTsOCmc2kiSz4pPthx2z4tPtpPSMQRSFw447FvYaz3w+H16vl0svvbTVNFcAfr+f5557jpkzZ1JSUoLb7cbtdgcj5bp06cKwYcPo1KkTI0eO5IILLuCKK64gLCwsOEeHDh2ChjkIRNB17Ngx+F6lUhEREdHiHDjSuXogGzZsoFu3boeMtlm7di2rV6/m6aefbrE2l8uFw+HAaDQe4agpHA6f34dapebj9V/R5HQh+9U4dD6m1Y9FLcg4ZS2qqAKuFdeR7W3CD5QUqXk3IYz6sEbqPAb0Kjf1KpFbSutRAXJte5bFy+isXpxyE4X1pfTQGvADflEkMywJZ94GPNuW0R3IDQsl/h8vYtaZWbtyFiWFazAIqezwauiqLUAUAs/0LklEL0pEiwHlv17Yl7UgSV2LFzUqfLhkNTa/jmi1nfGJxSSPu5T1dV6if/+KWPdS3qjTI5fvwKXbg71oJ8ZuI9GoW/6uqUUVX26ZTVFDKR6fh6dHTAn2mbSn/jsnCAKakJbPFBefl84260PYfpiGWfQSIjqYvvEntLE9GZzW95TLqKBwptC/Uzwzcsdhy30bs+xmj9rF+MZv0a0XCB94w5+aq97ZwN0/PcHwPY30dwfSk8vAzpCBbKhLZUDUwenBjhZZ8lP6ySO4SvNYLwynxJLMPe7diMDgbokUfzAZT2UBSH60sW1IvPH5Y96XwtnPKa8p4JclLlr9A5l/fMzzeWsR+XM3tvk+FddUWbiy0sxbTQfnxd/hCJxQagQGhSfwWvZgUgwWIrQGXs3fwLCIJARALQikhKQgimqW536N3lvDbkc9RkNcoMjwcSHTaCvE5a5BrwsYIwRBxKCLQiUGZG5oyqOmbiv5xXPxeJuCW1rMSZgMcVhMyRgNMccpx8lBEAT6D++G3qBjrw6sOL+CNUu2nF7BFBROJ54KqP8N9Pu8aHQqIwYaibQcohCa3wF7pkDZ2wf3OVoWIUcVBr0Loddu6JkLpg7HLmvDQsAPvhqQHBAWKICL5ITifzcbBAiMqThyOpszAc+2TS1SBrWGVF2JZ9umE77vjIwMBEFgx44dLdrT09PJyMjAYDjYA0OtVnPdddfx+OOPs3LlSiZOnHjI+SdPnsyGDRsoKCjAZrPx/PPPt1CmKCicyUg1m1ukDGoN2VmFVNN6+sbjxWQykZGRQUZGBr179+aDDz7Abrfz3nvvsWLFCq6++mpGjx7N7NmzWb9+PQ8//DAejye4/dSpU9m6dStjxoxh/vz5ZGdn8+233wbkluWDjIFHm3v5wO32piTav186TDSqwrlF+Y7aFimDWsNe46J8RyvpBE8AQ4cOZcOGDezcuROXy8U333xDdHTrzgcvvvgiL7/8Mvfffz/z589nw4YNjBw5MnjeqFQq5s2bx88//0x2djavvfYabdu2Zc+efVGJrX3fD3cOHM25eiCt/fbujyRJPPHEE2zYsCH4t3nzZnJyctDrj1x7TeHQrCvdwnXf3M0Nb79O3bZ2uDaeh3vjENTJO5EzNuKUNSBIqGMKMYkB5xQVkOz2YfVLeBKKeC42kafSIyjVa2hEiyTDeRTweFkukeuTkZwmHG4PcVc+gCGrN73UoTQVbGGtbKMxJJx8vQZDfFsshhBcFfmEz/+S4bm7GarfRHyKg2mWAbilgMLey77vXhFGfM0qkr1Xc01zi1H0Ea0OpA2Ote8kbNssxmhjSXG60Uke+kbWY0vsTYXfym/2dixesYOq2W/SsPqnFsdnZMYgYsxRjMg4NanzjoXsLh2o6nQdNpWFpboIEsU1bPvlTXZV5Jxu0RQUThuenBWMidhDuT5wdXCo1dRJVsTQWER960a9LRU7eH/tF5TbWt4LO31uGvLSoCGgL6z3G3AMvp0xd/6TV+8dwn0TexyznJLHhbs0F0H2E2YvRfAOQ7AG9uMu2IinfDdIAQdfT3kesl9JS/tX5pRHCjydu5r1jYETotRtP+Z5XPLhjQk+ZLou/oLzwuMpcDZR4GxiduUeBoTFsX7gNfhkiTh9wKOlUlITAkSIMg5n2RH3HR3eA6/fRl3DzkOOcboq2VM0BwCVqCc5YThhIRlUVK+lpHwxFnMKBSXzAv0qHUlxQwDQqE20bTP+KI7A6SU03MrIywaw5Ld11FTUA9BQd+yfp4LCWU/RU1D2OiCCoEfWp5PlXUGW9jcE04jWt6n4AEqaLfOCBmpmQfw/IWwUxNwE9XMDfaqwQLFglTnwd7wkPQKSG5pWgrEdWPpD3Q8gO0ETB+7d+8Y6NgVSGQlnthJaqq058qA/Me7PEBERwYgRI3j99df5+9//fsi6AgcyadIk/vOf/zB+/PgWHpQHEhkZ2SLlgYLC2YTsOrpz7mjHHS+CICCKIk6nk6VLl5KSksLDDz8c7C8oODitZVZWFllZWdxzzz1MmDCBjz76iHHjxpGdnc2SJS1TvC1btoysrKxglAAEFJr7s2LFimA6IgUFAGf90UQqH/24P8te49nRsHjxYi699FKuvfZaIKBcz8nJoX379sExgiAwYMAABgwYwGOPPUZKSgrffvst//rXv45JvqM9V/enc+fOvP/++9TW1rYaLdC9e3d27typ/L6eYMqbKnlvzef4vGDLSWrRZ20yIYWXYUveRlaTxPk1ZSS5A175VWqB9RYjoR4/pbl9kd0mNAk76G23YRJqEQUIVzkAyFaXs2vzQBZv9ZO35Sum1K8CYM/K7/gu2sLDl99DpjGUQZaAg51fq8MjgFqGwVU1qORqPOEmtGJAKWYR3cHUQEVWibWxbbi5w8VU/fAq+H3YJB1m0Y1MwFAgy2DEQdPaX2hcOxcB0Kd1YcK4W3Gi51+vhNPodjOyYS1NG38HwNS+P2pzKAAXZAzmgowzPwp32Ngx2DxD+ePD27miKhBFoS3YDjGZR9hSQeHcQ3I7qPzuFZAlYi0h7LBqKYiayCf5TrpHRfGEpvWMGa+tmE6dq4EmRyPXNsnIfh+Ro24mzhJNkrYtXzsS2CGG0eOCLowbMByAtPjjq++n0puIvvQf7Fi7nt2VmUwc3gX1/K/xAw6thu0mHalON2YJmjCyIa+ablnHUPtQ4ZzglBoFnH4f7xSeOm9yCZk19RX0ConG4fex1VZLpimUKF1Lz5HfHCoyjRDS/PwmihpiI3tT17ALp7sKEAgLaYfDWY7H00Bl7VosphQSY4cAMiXlS5BpLY1QAL0ulLCQDGRZxmxKpH2bichAbf12ZNmPXnf2FpGTpX0ecdbQU5/eSEHhjMHYBQAZCUF24XPmoaH54d2VD5beB29j6QsqC+iSA0WK7evBUxkwCkRdAf4PAAliJp1Ypbw2FjLf2/delkCXAPqMQORA4dOBqAe8YFsDS1WgjoBuGwPjzkDE8IgTOu7P8uabbzJgwAB69uzJ1KlT6dy5M6Iosnr1anbs2EGPHgd7e7Rv357q6molRYHCOY2gP7pz7mjH/Vncbjfl5eUA1NXV8frrr2Oz2bj44otpaGigsLCQGTNm0KtXL+bMmROMAgBwOp1MnjyZK664grS0NIqLi1m9ejWXX345APfeey+9evVi2rRpjB8/nuXLl/P666/z5ptvtpBh6dKlPP/884wdO5Z58+bx1VdfMWfOnJOyXoWzE0Po0aXfPNpxJ5OMjAy+/vprli1bRlhYGC+99BLl5eVBo8DKlSv5/fffueCCC4iOjmblypVUVVW1MBocyz4Pd662xoQJE3jmmWcYO3Yszz77LHFxcaxfv574+Hj69evHY489xkUXXURSUhJXXnkloiiyadMmNm/ezFNPPXXMsv7VWZi/khpnHVLT3ijZQOL+JHUldzvX4S1W8Vxjby4wLybV7Qoq2iO8MsNr7YgCfKfK5Q+60Ntu5ypxG/sHYDVKehb5sgABJDWlu0PY07MPae5a1mmb0Ks1RJnCibfuq7+R46mnUq8h0+lFbq4NGBqdhty9K8KiWeBxYUjrzE69igpXNeN25VCe8zLWS6dQXC8jV+bBtlkIgA+Bar+ZWFUg0t8nBAoWh/QcjcpgwdPo4qH/64nHJ7Nr/VriJR0OYxxpxn2FQs8mtPXVXFwTMAhICIQnHEeksoLCWYyg0aGyhONrrMbc1EA7IL7xM8rVfSmtOfSzXKfYdizOX0VPwUjT+u8AMGb2wNyuHw9dN4CF64rp02koqbGHdhA7FswdzqNnh/Po2fzem/AkrpJdGNr1YeW2nynbto7Y3DzyvBGEz3yILRoboT0vJHH4306oHApnPqfUKGBQqbk1uSPfludR6XEeeYPDoAZ8RxwFDsnH6oZKRkQk8X7n4STpD/ayTbEmUueuxqwSaZcyBqMhFo3aiEEfSUXNGlyuOnw+G25P3b55neU02QtQqQyEWNtQ37ir1f2bjAmkJo5ElmVKyhdRWRMoICYIqmA9ApV46ooJnWjCIq3UVjUA4LAfPuxZQeGcxpgFEEyIFjQIJD0BkVe2vo2lF/StCxQrLv0vFJVC7I37+mMPnWf+hCKILWUMHQz1P7cc46uBxiUQdWZGMmmzOyNGRB02hZAYGY02u/Mh+4+HNm3asH79ep555hkefPBBiouL0el0ZGdnc99993HHHXe0ul1ExMlRhCoonCmIEZ0Q9FGHTSEkGKIQIzodsv94+OWXX4iLC3g/WSwW2rVrx1dffcWQIUMAuOeee7jrrrtwu92MGTOGRx99lKlTpwKBNCg1NTVcf/31VFRUEBkZyWWXXcYTTzwBBDyNv/zySx577DGmTZtGXFwcTz75ZIsiwxAwHqxdu5YnnngCi8XCiy++yMiRI0/KehXOTmLbhWMK1x82hZApQk9su9PvSPToo4+yZ88eRo4cidFo5JZbbmHs2LE0NASeB6xWK4sWLeKVV16hsbGRlJQUXnzxRUaPHn3M+7z00ksPe662hlar5ddff+Xee+/lwgsvxOfzkZ2dzRtvBGqcjBw5ktmzZ/Pkk0/y/PPPo9FoaNeuHTfddNMxy6kAA1N6sbF8G7tqA/fBlxjW0sewk3XqGNQ+CbUgkWnNZZkrnRBtAyGSN5jPeG9WtVGGTWwOEWgvFYIXXLKaQixkUE+FbCI1eRkNtrb4a+MYYdhMSMEuatRqHpwwFW1kAhZdy+f9BGscG8xmMp11aLJ6ETt4AmkR8TQ6fCyvT6Bow0qKatuxPeJ7RtXXB2SRZX7+5hcifFVYh1yP128lRtWIWpZpkgzEqQNGgRkhCYwfNA59Rk9qGpzc+fx87K6AliIy1EB1/XiiBAN9xZNTz+pkIxotSKIWUfIgIlNaYyfjzPQPUlA4qQiiCm1kIv7GaiAQMWQVbExMLiT8skOngb2rzw3c3us68Lgo27UZ2S9hSMoGIDbCxPgRbU+J/JrwODThgfvhCR0vJefXH9GKbrrqigID/GDbvBAUo8BfDkE+2uSnJ5B3CjbzZO6qg9pVCPg5OeLoRBWru/ZBkjxEhndGEAS2NdXS4HPTLywOm9eFUaWmvGoV5VWrCLVmUN+YG9zeaIjF67Xh9QUs5WqVCZ8/kC4nK208eYU/4PfvM3SoRD2R4Z1psufjcAaKZOm0obg99cEx0ZE9UYtaYqJ6IpzhqTkOhcft5eevF4MMMQkR9B3S5XSLpHCOs6XSxWcb6+idaOSStlb21HtIDtFS0uhlR7WLQSlmTNrTcD5Vfg4VHyA3zG/2QQogdF4J1pZRAo6dv+N3lGDqeCWipjlyaWN/aFoO6f+F+H+cUtFb0LgSNvWnZQn3ZrquBXP3Uy7S0eJatpD6Zx85ZH/og0+h73/mh2srKJxr+EoX4Vk99ZD92l5TUcefubmVj4fU1FTuvvtu7r777tMtisIZzp5V5fz+yvpD9g+7uxtpvWMP2a+gcKYgyzJ/+980ajZ25IXQL9AKEsW+UNaro7mQXaiAd+ND2W3UkmV3M7bMTTgufLKAurn4b643mgxN4Bl6sTeNrqoyLGLAaOZD4N7aa4mM3cGjntXB/ar7XMFSfzf6doojLT4E2e/FkbseXUImGK1ILjui5Kfkw/uRfR5maq9kyZ590f59z7dzXu4vJNrsuLR69J7A/qpi+rIrZgTZm14hjIAxYJXUEW9oHFF9h/LWzB2oVCIatYjT7QtGNrRPDadtShj9OsWRnXb2OoEUffsGnm3zkRBJuecjtMYTkMpUQeEQSJLEG6s+pqSxnH/0m4RW1ODxe4gxR/H77iVEGiPoHt/xyBOdYHyN1dSv/omK9UsxuKvxI6JCQhubRuKN/2kx1lNdTOnCz7Bm9ia881AAnHs2UfbFNFSmUBJvfQWV/vRl2fho+mxS878nRROoUyTJIAqgik0j5YC1KJz7nPKaAgAhh8i31ZpBYH/l2rEgAma1ln8lZVJQEsjPrVabsGljuHD193hliRfbn8fV8QEv3yZ7MUCzIj/grmAyxhIV3hmLOY3tuZ/g8znQqE2AhNEYiyiqWxgEADLSxqHXhVOxbU2wTZYl4qP7Y3OUEmJNJyr85Hisnkq2rMsJfkB1NY2nVxiFc54tFS4+WFdLjdPPnF2N5NS42VLpJi1UQ6Xdj90rUWHzcUO3U+hJ562GbRdDUyBntABgHQKNCxCA+p13sy3secKNEVTaKsgOicdaehNGTT6eHdvRdno2MI+jObWabd2pk30vtnWBdEExN0HhY7RqEBCNoD5EweQzBH3/wYQ++BSN7/63RcSAGBmN9eZ/KAYBBYXThDp+EPSainfzGy0iBgRDFJqOd56zBgEFhT9DWu9Yht3djRWfbG8RMWCK0NP3uvaKQUDhrEEQBHCFMMm4CK0QuKe0yXq2+GIZow5E1+9136msS+XLxgiGGraxwp1JhL6KLLmWrGaDQKWgw6RxMMfWle663bTRVFLhtwTuse1R5Fg1pHlkVNHJzMqP4o/tO1m4vpi3HxhOzW8f07jmZ/yh0WTe+RYYrTgLt+FvCijCEjRlQDTRYQY6Z0RyWc8MPImR7P7tQ1aGaLlQl42xKp+Ow0axYpkzaBCQgNg0P0OuvY3P5+5AkkHySXh9EpcPzSDTsw3B66LtqBFEhJzdKSIljwvv9j8QABUSvpKdaDOPvQCqgsLh8Pr8vP39WuYX1GCILWDjov/xQ9NuagWZPondWFG8DkEQeH3MNKJMp87Q1rR5ATVzP0ByOyjxRrPAN5JbYjcgNVTgLt/DjC9+ITUzHY1nHRXhEYRsW83r3kJCNu3m5fb9MGj0uGpKQJbw2euQXPZTahSQJInfdi8m3BBKF3McA0s+RqXZ97xf7g8hXt2AMbbNKZNJ4czhtBgFss1Hr7Db3yDwZw0E6UYrr2cP4dPSHXxXXUa8QU+c4GODy0uU6EZqnu2pnFWMj8tEEATiY/qTu+cbPN6AgttsSkStMpBfPBe9LhKzMYH6xhx0uhDaZ16Dz+ekqGzhQfsuKllAdFR30pJG09hUgIyfiLAOlFeupMlehM/nOCeMAjWV9cHXkdEnNg+agsJeft7VyLc7GnH75OA1wOuHLZWB0OQ99d5g2p5Yi+bUClfzbdAgEKRpeVAe2ZXLhqJ9nn/FNflM0ATyWze4NlFWvJHOiV0Cef1bzPsdOHcGCg+L+pMnP8DWC8FbAY7t4Nh2cH/oBZDxHuiTT64cJwB9/8Ho+gzEs20TUm0NYngE2uzOCKqzM2xbQeFcQR0/CFXcAKSazciuGgR9RCC1kKCcmwoKe0nrHUtKzxjKd9TirHdjCNUR2y4cURSOvLGCwhlEBNF01i4CAmk2vpKy8aTlsMRhoFKjYqc/ml5bLFylX0uZMYTnmi5GlbALdbiTvOoIoh1NFPsiiFHV011VgU6r5htHHx4I+ZEEVSNddXlsTSmjpPM4BsV2o+bnd+nFFv4gjfZRAq6SXUjNLvuVjlrychYwKnMIhuRs9MkdcBZupVvTL6zs3J2M9CTW/yHx2+oi/jYuna+SI5FlmQnDryU9PIVVxRvYXlWK2tmJofqt6AWJxILt/LBwJwO7xOGXZGrqnYRadFzRWU3lpzMA0JVlQEi/0/YZnAga60rYG/ogA+pwxTipcOLxeVx8/sXLrCiKpKguGshkvCqXtnuWcZ1WxSvJEQGDABCis2DUGI405QmlZuFMJHeg0HmNZMGMHamhAgjoKHM3bSUhZxbRqjq2hxgoatMZv1egTiPw3trPuSx7NFsterZFmqnTqLhLLWJ0ePhxyR46pkfQKePkOt4tzF/B+2tnICDwn9SRqJodAN2yCi1+3GoL3pF3ENm920mVQ+HM5JQbBWo9Lq5a++eLqxkEFU750MV8W+P5tgN5ZNdy1jUGvNIed1u4NCadt7cso60plOvi2zG9ZDu6/ZRFNnsJ8n5esrbmyAEAr7eRtunjiY7oitEQA0BJxVLqGnYctG+Hq4z8ojmIgpp2GdcEiwk36HfTZC/CYIj6U2s5U4lNiGT3zmL0Bh09ByqFhxROPBU2L19saTigNZicBxU+/KiRgYcHRdE28iQr0PfiKoScG0Dc76Yk+QUongpSILVYtRxPmFDOhap3+cl/CwAhpgiElLlUFX3Bj1XJuHIWERcST7i5N6rGP1he6aOXrSdqx9rmJWoh4Z59+yh7CxAh7tYTtxZDu4BRoGk1eIoP7rcOOCsMAnsRVCp0nZSbGgWFMw1BUKGK7Hq6xTil5Ofnn24RFM4yRFEgPvvsTTWioDBr608U1hfhJaBwqhC1TAxZjKFaIs7jxyEKLNdGEi4H7u/DVA4EWSYqrZYGt5OyRCdP1WTgzevEeOMqolS5pGgquUZYgiwHngJqZBNR4RrSw5P5+duX6dpQSQJ7uG1Cezos/ITS6TbCLryNL5KiyVVLXLVfxuTGijy0gF4Gt6qAJUVleJqGAwJ+t46XRj2GJEskWGNx+dz8NvdV+os+UqLC0NsCegIRKJ/3P6b82IF+vdpy94RAek1fUy2i0YrsdaMJizu1B/4koA2P58f4KMLsTWQOuZ42EUpBAYUTT86c1xhYvIY+iKw1pTLT3xXRH6jNEePxE+L106BRkR3dlskDbsWoPTVGgYZVs7FtWcwufyIWv5Ot2s7I3YZRtHwtbr0aSZTwCGquMK2giUA2FBGB83qMJaZmD7N3/s6SgtU0ue1clj2Kj8PMWD1eVn/3E+9vCsXnl9FpVXz59Jig8d9bW0rTpoWYOwxEG5V0QtYRY45CFERUooqa7UuwNrdrBT8CkEYJaV27IJyltU8Ujo9TahR4I38j35bnYZeOpkRwy8iAOL2R3c6mo96XCrhh0zxsfm+wrczjYostUCx4t6ORZ9r25/zIJNqbwwNhjoDXZw+O1+ticbkrUYlaoqN6EGJOQaXSYDbt+zH0em2HlUOSfTicVUGjQGLcIKIjuzenHzq7ydlWgMPuos+QzkREhQaPoULr+H0+PE4HLocDQRAIjY453SKdFXy9raVBQI2PweIWNsoZVMtmMinDqpHomRFPsm0Tq5zZ7GnwcXFbK0bNSawtkHcnNPzR/EYDeKFwMgjNNykpzxHpzofyt0kWd4BfQqPSMSDjPHY0lJEnXYiLfDQqDRa9hYqk6fy84XN0OOnn+Kx5XhGM++VMLHsb8gIFax31qzGG9oKoa0BtOb61tJsFq6LBuRUM2eDcDsggmiDiMoi97fjmV1BQUFBQUFBQOKfxNdZQ+eNrRHsaIMHFC9vPJ8rnJjliF6Nc5cFxtRoV6ugi5rnaUO/sQb4nBo3ZQ4O7EXduZzra3Ywwr2ORScdMe39ssp4LDFswawLP8T5ZpDy5mAgk3ln9GSHlnbCoN5OjtuBt2klbrxMRcKz/jZuueIJyRzWdY9oD4Jf8zLaqGVkj0Gg00cWcQHzBLnTn1SNEDWF4r2Q06n3PD2qfj6vKGxABSe0JtntlgeGGbWSpy/k0d58RT20JJ/nON5El6bTmDD8R+BqrqZn3IeOyhiFl9yU17MQoKM9lquudqDUSO+ty6BLTDr3mFDmrncVUO2pZXL6F4YBGkOir282yaDfLC9rRwRCIvr+ouomStt0Yq0/BUVzIl9t8ZCWH0b9z/EmTS/I4qf7tYwRZIsycQb4vgn6qVcwt2k2SJpXXpfE8d9tAqt65AwSZSjP8bLbSruelpNQ3ECpamOkJRBckWGJpH5XJ01IM3oKNfO1pxOcPASAl1rLPIOCTyPvyVbQ1ORRtmc+2QRcxKKEr8WGJx6Wwz47OZGTGIH7OWcAngoO/WUIwNTUgANrYdKzdL0BQn+JsCwpnDKfUKPDinvW4pYC3v0YQ8R6YLiMolMADbXoys2wXOY6AQnC3swkV0FqsQGtphfwQNAiIgF5Uc0VsGz4p3QmAV5aYVZ7Lf9qf12K76IiuNDTm4fXZcbkrAQm/5MLvd1FVu4mYyO5BBT9AZHhHmmyF6HThuNzVB8lmMacRFpLRok2rOfuL87hdHratzwPA5/MTm3Bm5xo/3ciyzKIvP8deXxdsS+vSjQ4DBuHzeFBrtadROpBkmfIaB2EWHQadmh0FdWzIraZNfAgd08Iw6E/fj0SFraUR8QJxPcM1WxmUHsdmu4ouDVv4VTWA97ZDb6pZSi0goBLgig6hJ0cobw3U/brvvaAGudkAKTtB0IAhC6InYnPbWFKlRRBUjOp4IT9tnk29ow5Vc8oMg8aIXqMnLjSJzqlD8fi9SDojonMnJD0ChvTAvK4CyAsUIJZkAWPNB1DzQcBIkPQ4qE0QMQ706QH5an6A8rch8nKIuhZ0h7lp0oSDqQfY14C/geAVNe42SFOKDSkoKCgoKCgoKBwe2/ZluPI3kwikRHZlpyOOSqCyyko/82+EiC4263V8bmhDZlQog/p05P0lP+OvNaCK2oogiUi18Zxv+Zlk2c6F2i2kyQ2sleNJFGMpcYShEn3kuJPwNMTQEPobWU4PxSZ4tXoUWR3dWORilpq1nNfgxF2WS7RfIiY2OyijSlSR3nschp/+h8lmI6msCp/NhbhnCUtTQpiTs5Ox7UfuG68zYEhqj7skB43Bir+pBgCxuSBylNbBPeNbRqeKp8iL+WSTN386mh0rYcdKIrucf7rFOeNZvrmUn/73FZn6In5p40BwJ/PfK/9JiFmDIIBadVoydwcpr7FTVe+kU5tIbB47T/7xCg6Pk7/3/RspoQmnzYAh1Veh8/vZrVOT7vbhFAVKyrPxh6ai75+NtP0P4n1WZi3OYLVUR6Z2NtudcfwuiHSbdgUG3ck5rrtWfIO2WV8ZZssjXCcjAGNsZWiMZdgyvXhN5xN18Z3ULvyC9o01pEWmk6SLpeKr55CBiy16foi2kBmRCkD80OtpMP3I1Yl90W4XaJcSzqi+KcF9fvjjFtQlaobqQdVUR8RvX+BwfkJRZAIh3UchGsyYsweALOFtqKFw0WfkqCQy+l1BcmgCOvWhdUq9E7sRs/hH2jjcfBUXRidJR5Koo9Nl96IJU9KC/ZU5pVemGxOzebNwMwBxOhOFrqZWFfoy4JEl8g+IDDhU8qAj1Rn4b4fBRGkN3LBxHgIBI0InSyQ3JO67QXA4K9FozOh14STEnkd+8VyMhihkWcLvd1FbvwOfz47P56BNyiXB7UKtGXTtcBd5Bd/vZxQQEQURtdpIWtLIczJfbkPdvs9GiRA4NNUlRayd+xOS34/f623Rt2fjevZsDOSaD49PpP/Yy0+pbJIs4/VJ6DQqNubWsHVPLRajhtF9k1m3qwpJhp1F9ewsqsdq0hAfYaJ72yjEk/x51zp9GNQiBo3I7lo3e+oDx23vtSJaaMCQ2htNalf0JQ5M2ZNY9WsZXmApnRCbE4CtKHacPKPA9nHAPm8h5JaFxpG9sOMyaPc1tXFPs7vye0Bma+kW1GLgsutvTofW6GrA7rZh0pnpldaneYKBrexUAEEMOPAL+1/1JCh6PPByz2RIeABKnt3XbVsF+VOgzVsBJb8zJ1CjQLeft48ggi4xYBTwlELIENDEgzocPBWgVaJaFBQUFBQUFBQUDo25XV/2rJ1Dnq+JUp0TQQiko/ebYyj3hxEilhHq0OMo7YlBH8sv2x14K3uhSt6KoPEgixKq8FIW2NpiFJ1EizYG6HPoKuTyUPW1gEBvbS6XG1eR5Umkx546rLIPf+hmIu+cxEdbPmVFUQ7FYUYyRSNZGX1RhwbuYW0eO2VNlWRGpDGu88WUrF2KpyIfY3pXmmx1NCak8/2OgMNPdlQmWZEBpxxBEEm4/ilcpbmUfjQluFY5JBK5sZb4IZcT1ubcdI7zl+ahAWrUIibkYMoRhX1IHic/r/6KdduWkFCXwg2WdQgCpOWH8nxDe258bjaST43aWs9zdwyibeSpLeTq8DrRihrcHpm7X1qA3eXjn+O7UqxeSX59IGXso/P/g1pQ0T46k8uyR9MhOuukyuTz+6hx1hFjDqTTlpZ9z3kNTrzNKb0dajWh7XJ4bPhllDVV4ky8ivqiSCx58wkRnRS6Q3g05FskBEpKMshI73nCZXQV7UC7+BtkAjoIcT+No12tJtTrY1nNdrb/8TL/vfAJmjb9gb+xhpKGUgRXPSV6LaE+H32bXOSZtMzNW8SAlF7oYlKJvvjvANzbSqZbURT4ztELVD6GanLIcAb0IL7qEmp+/QCA7atWE2nPQ26sQAQygSebcjFbInlx1KOoRBWF9SWkhSWh2i+6IMkcjd7mQkBmlCGe7xJNNEW2wdVUQn/FKPCX5pQaBR7O7E2fsFjyHA1cl9COYqeNSK2BRbUl3LV1wb4s4QL8VJl/yEiCP8tzuWuI0BhwNUcpnBceT5YpLFjwuKZuKwUl81CrjbRJvgS/303HtjeiURsRhED4YGHp71TXbsFqTkGyleDd/BqqpAtQJ56PIIjERPZEkv1YzamEhWSh0+772ZRlicLS+fj9LpIThqNWnT1hZA6bE51BiyiKVJXXYbYY8EsSRbv3hYBmd1WqlLdG8c7tbPj91yMPBBoqy4886ATz+5piKuqc9MmOxuEK/OA0Obz8sqIQ6QBLW6PdS6O9nsRoM7HhxpMm08ZyJy8tqyZUr+IffSNYVeJArwaXL2AQiDKKbLRciM5sZvqv5bj9Mj/ubMKz36VCai7xW2n3M3tnAxe1DTnxgkoHGAEOVQZdUJMcnkxKeAoFtQXsrspDo2oZdSEiolUdRaSIPhm6rQdfHb6St1DVfYcQNgo0EVD+PgGzqQzVn7e+fd7tkP8A+BsDdRC6bwN9s2eCYwfUfhd4HXMTZL4LazICc9k3QbsZR5ZPQUFBQUFBQUHhL4s6JIq2N71Mfu5CHovKIPGqZKobnESGGnnpk3r2NKxggzvw3OjyeMgrbgS0SLndiDQVc7NpAYJ6Ph9aevBx/RAmW2cDIAmgTsjFV5JBf10OkSobfXV5GORANLHT6+KpZS+grS7FLPgZoo8lVVBjbt8v6Lz28LznKbNVcnXHS7Has4k57z46JJsR9SYiR95EaVMF1t//g1FjIN4Sw4I9yyluLOPy7AsxaPToYtOwdh+Jr6kGS49RGFM7Iezn+e0q2k7twhlYOg3GchZ51UseF5KzCXVIFLWOegobSukc2w775oWYZfABlqRsYsznpuHjeCn56AHaVxcTSE5VA3t955ofCyUZkEV8jaHsrNpzSo0C2ypzeHrhq4Qbw3is202EyA3YMfHx6q9xSC589d3QJO1CNNjxyX42V+zA5XXx9IgpR578OHh60WtsrdzFNZ0u5XyXiNx8jjplPyKQkNSRZwUzK3KX8vmuX9H7JR6ukbk3pAYB+M3ZAbUQePj/cul0bo3LJMxwgp/3m2Xa+3E2SVrmRZho0kvsNmiJ8Poo1WlIbHb+jbrsXu7+dgrVqIjYupOquHAMgp+bi2sp0mnobj46B7tJF3Wge9to4oyd2TPnOaq1Gnql9ESoKsS5eyMAZeU1hEsVNGccwi4KGPwSbUuK+fWFf/Gbugfl8RsZ1rY3t/W6Njj3p5u/pyHGQrZH4KLRf8fbkM/Ly94HIN4SQ2pY4gk4cApnI6c8hml4ZDLDm19nmcMAuCg6jed3r6XA2cTdqV2xqrU8mbsKEQEZ+YiRAOkGK7udjQe171XTlbjtlLgDtQLSDFYW1ZayqLYUrSjycEZvfH4XAJLkJbfgO/x+Fy5PHUlxQ4JzJccPIynufARBwLXoTnw5M/DmzsR83R4ALOYkLObW8+zZneXU1G0BIMSSRkTY2VGQNz+nhI2rdmINM5OcHseWtTlotGr8fgnJLxESbqFTj0xCw48zn/k5iq2u9pB94XHx1JaVolKr0VustO874KTLs3JbBXvKGumTHUNyjJmq+oBie+3Oanz+fVr1Rof3oG3VKgGrSUu4RYfN6UWtEtBrT/zlo9LuQwYaXD7eWZJPuc+IUbNP4V7lkKhyeNhcVYuvWWSXT9qv7LCMzL5Ihi+3Np4co0Day7B5UFAuwi+CuvkgqgPpdwQDtP0MIgJRRY2ufdcnb3NaM7POjM1to01MBprDhPq1wBi45VRb+7dsj/8H5NwC2mgw94aCB1vf3t9cn0FygH+/eii+GlCFgWQDYwdY3z1Q4BjAmH3wPAoKCgoKCgoKCgoHYNQaGJc9KvjebAzcTw4dmcFrKxYRoavmkawrmFX4CWqnGqMtg9CmWm7RLMHSfHPf29XI1/72fObpRkfrTubEGImyVlFeHc8vrk4MYxuFvgh66/Iwi258riaydu9iRJ0DSRAQTRIuWx1r6grInvQiYfoQbN5Abu/N25ysWbEelSjwwSMjiGj21Yu3xPDepc8jCAK1znreXPVJQH6tibHtRyKIKiJH33LIddcv+xZXwRa81cVnjVFA9vso+eA+vLXlRF76Tx7cPYc6ZwN3+yOJ3bMNgNABVxDa95IjzPTXRJYlnLUVLRRqkgw7hFB+T+qHUVqLX2XH0tSJtqmhXJB53iHnOhGUNJYzbcF/CdVbmTr0HlbuLMCRn44hYje1H9/LfSaZIl0ESXU1fGHvh16oYXRJIV6VzFvJEfj0Jgam9Mbn91HaVEFSSPxJyQhR2lQBgH3NL1QXFQHwUWwI15c3oAJceYFMCqW5duR4FdEeL5rGfSmYC8OdVPpURHv9dC1t4qcdC5jY7dITKqM+sS2G9K44d28AQDCoqUhPpbhAjVyeSHHMFnqkJnFn7+sB2FJfRJVawLerM2nOOkzGBEoyCvmoTRJuv5cLs4Ye1X5VKpEe7QIGhPjb3wm2y5KfrQt/Z83mItoPHsHPs79nlLwQlSBjkWSuqWgkye0DbFQ2FpBf34f6pH2ZPSSvmwyPxEdmHVJMW/ov/IKwqnzC9QJeg5EQvaLP+ytzehObNSM27WbunkfxayyEDJzHd83KVI0gcE18Wz4q2REYB/QLi2NFXVmLVEIi0MUSycamljn9WzMmCIBJpcHu9/J1WS73p3RAozaRHD8CoyGKgpJfcfpdaDUHnxh7L4qq2AH4cr9EFT/oqNZn1EdhNafg87uwmFOOvMEZgq0xcPNkb3Iiy4Gj6fXsy+9uNOmJiA49HaKdFZTtzmu13WC20GPkGGx1tYRER6PWnNh6Ag6XD5VKQKdpmbaqsKIJn1+mqNKG1ycFowH2NwgcijCLntRYM+t2VZFb0ohWLXLxgNQTlsPPb6sGUc2QVCsrihw01lcT6a+lnFS6h3nJaRTwyQKd4ywsKrDjk0Atgk+CtDAtRQ1e7F6ZEJqoxwrBYD9odPux6k5wCq+QgdB5Kez+Owg6yPwAqr6A3f8EoCLpfVS6gYRLEr9tn0edo+6gKZpPKertB/f9aYzZ0GXJvvfWwbB1JEiHKM4uGMHUbJxsWAKbBwfqIqQ+BzVfg309IEDn5WDte/zyKSgoKCgoKCgo/GXJ3r2T53bXYBk0jKgOCXxZ5EMTX8jQ6HASVhdg8XqQZRCNViRrGl3LclnjbMtqeyeExlpuvrQbtYUv0b/RziJVLB09RVjFgGNfqB8ym7N6irIMye2o37WShToJW/EG4uQOTGp7K35DDRpbImtXrsFs1KA7wMFp77O+RWsiNTSR0qYKsiLSj2p9lq7D8dSUnDUGAQDZ58XXUA3I+OrKkGWZ/2fvvOPbKO8//r47bcmyvPeOHWfvvQdJIEAIGwIlbMqm7a+MllEoswVaRillp2WVsgMJkIQMsnec5XjvbcuStXV3vz+UODEZhBBngN6vV16xnnueu++ddNI9z+c7FK8RtaIKJEAQiBg0BfE0L5jcXRRW2PmvYxhXWFYB0Bi08LZrNLXZNVw5Ko1RabPwBn1k2I6vB3ZQkWl0NZMc0dX7fFdTMa0eO60eO3UdTSxfKhO0Z6P1y0jUIgJpUguSoDLTuIUoKbTWgwwD2t2MHXw5aZWlvF60hkUdlZydN4VfDbrwuNisBP34G8rRJ+VwRf/z+c+m9/E2h8QBtHriUvvwuVTGZF08FmcHTQ1NbGhIRzYoVMbW0Np7OKVVW9kQYaK0OZH+Hj/xmmpaXYlU74qBQ6Ti+akkXHQ3bcvfp2PnStKHzeQvI87hVw8tpM3po3fkFG6JNWGRdLQ3lPH1Ny+SpgbIVCqYaS5EVgU2Nxr5X0LoO6XW2UC6LeWYbRFEib6TptF3r7bQO/dG6r6Ngi0fA+AWBbaaDaQ7RbYF0iBoIVvef1EaP36G3KINPJmaR1TqOJr/+zg64Nye/Zg4825MP5M6KGGOjVNCFJCbNiF4m9F4m1Hai5mdOIwvGstY2FTRKQgATIvNIMMUwcq2ui7jiz0OjqRh5ptsnJ2QzRdNZTyVPxZ7wMcTJRu4JDmP4opP8HibiLH1Jja6D3lZF+MPODAaDh8ip827HE3OhQhHk/IDEEUtPTJnH1XfUwVZlnG0uzCY9OT2Tqe8qLbLdkkSGTIm7EF8JA5U1rUGAwGvF4PFwsTLf4Wk0aA3Hf80PI1tHr7ZUIVOIzFpcDKqCg2tbqKtBpJjzTS3e+mTGYWigiQKaCQRX+Bw1Tr20+H2s353U+drf1Bh2ZYaRvZOxBah/0k2B1oraV/5OmUkUZh8LkWtQcBKLC08qH0XTWuQcejxoqXMOZIL0yJZUKvDoNfT6JLRueqxSJG4AhImAtiBfYKAUSN0htYdd6yjYOCG/a+jzgTjP3ELcXxcUo/K+wCHjHWSBImZ/c+mpKmE3ITc429b5Cjo/TE0vAWR48BXC64CCNSBcxVEHhCZIrcDCqh+KPstRO6L5VLBXwWERYFTEUEQ+PjjjznvvPNOtilhwoQJEyZMmDBHxF20IVQcs7wAxl7ErwfcwNevvsXk4i+pCMZQTiy7Asmcc9VNTHznLiaaffzPFWCFrxeqK4p/vVPBH6NUJAEmyPXsS5VdG4xkuZLNmZdORb/iU7S2BKLOuYX56/+D392G3p3GH+etQhTghf+bTFpmBP+8JxKLUYfFqD2krVpJy5PT7kNWFTTi0TkWmXsOx9xz+PG6XCcEb+VORJMVXXw6xT4NfWtkljT3ZL47wBRDAcljzkEbGX+yzTxlEUWBzf4s+vmridC5eNM1mXbZyDW9J3Ber/xuO+4zq15hQ81Wzu15BoOT++ENeiltq2J8VDa3e0x4UnuQFZVGfkY939lr6YjS8bVgZlqrC58gsEVNIl4JECW5CQh7F5QjDExaPZ/22hKGaAws0A5imWYDgiBw5cCfXvew8aNnaCzdQHnKJJbL8fTw2LHKKjKw3aJnyXYVXf0o7CY3I8b15UN7I7IoIlnbQBD4XzCB0oRIUFT89dm8TTYrDE4qvBGcFxH10y/qIRA1OmImX0nM5Cs726aNzGDxukpG+zfS/PF6WkxWVLeDiwgl8t0iR6BIYFfMWAbM5ub0BNwBD8NTBx5X2yJMOizTL6HVCIGgj8i8fuyq2UpLIIO6hX5EQaFnWlxnf9kTyhAgV++h7ct/sjMyAovXw1LVwVlhQeAXzykhCmiyZqG07kTQRyLFDwNgq6O5y1LapOhUnuo1hnkHiAQHcqQUQ4VuO6MCXt4aMI2P6kuYGZ/J1yNCi/SFJaG0PsLe4p+SpMMo/XDOvKMVBE5XHHYXTXWhiI2CDUUHbR8zdRCS9PMroHw8GXP+xZRu3Ux8RiaWqChq9xQSk5KGpOm+287lDaCq4AvILFxb1dl+YMb7FoePvDQbF03MocHu5rutdQTkg++gfZ74AB6/jLi3WNi+ns3tPvZU2xne68cXoa3vCPC/He3saPTS1yYTLQ9ggTIUKvZHouwgk0vVlTwVvIAOjOjx423RM6K1kIc0K1BSJ1JQ0UDPQDFbtP0okqIYr27hc3UU6UIjw9KjSOw5HIvuBH1OjbkwZCcNzaUoBV9wpG8lWZVp6mhiRHY3LrjbpoT+fZ9AC2gOeHiKngl570DxdaG0Qh1b92/bfRkM6gPmsAB4JObOnctbb73FjTfeyD//+c8u226++WZeeuklrrrqKt58882TY+AhKC8vJysrq/O1zWajX79+PPLII0yYMOEkWhYmzPFj3735faZPn87ChQuP67Eeeugh/vSnPwEgiiLJyclMnz6dxx9/nLi4uB8YHSbMyWXfvfL4449zzz33dLZ/8sknzJ49G1VVWbp0KZMmTaKtrQ2bzQZAbW0t06ZNw2azMX/+/M72MGG+T+yZN9Kx7VusQ88EoK4hiC3QDHqIETt41DuH62f1IzUhkgqtDjXow6tqARlEFRQN7znHMkxfTJ6hgmhV5mtPHxZ6BiIYgxRv+x8PnXcXFY46POVruW3EXARBoKC4GUEIfS9rpFCtwORYyw/aKwgCGuHnPdd1bF2M7GyhzdlOTPFmzhZA5zfzpdgTX+YEnp4682SbeEqTlx7FH64bQ0VdP8aPyyapyk5Dq4uJgw+dUvp40ehoYEidhlLHRj6zfoOwN4FuqstAcl0lYnMjTP01v79yKNfNdvHvgvfxbZcQASMKOXIHf++YTrahho4hTdT72xnZ7kZwhhxvi1wpBF25tAKfBxdxVt5kYkw/fuG9fdPXLFlVyKctOcyJU3g3LYaUnT5y2ME0k73TqbfQqEUXU4JG9LG5ui9bFjSg678Cc4TCCOFMVmyppcxl5OZcC1pHBduMW1kiZNCcWc7dI69mZK8Tl4njihm9uGJGL2re+BafG1T3/hTBErCTeD61D8Oj6jCXb2fehPO6zRZBoyVmcqhmQCIwOjMkSl41VsEfkDEfIHomXPA7mhe+grtwLQFVQQ34SPcFuWZPBd/M/ytnnP27brMzzKnPKSEKCJIe/fCHurQ9kT+Gv5dtYaA1lhvT+5FiDP1435k5kBxTJH8p2dhZR+CqlHzerikkeMAiXJ7Jxsz4TBY2VbDL1cb/6opY0VpDsbudhU3lfDEslHcsJ3MWbk8jEeZQOI8adINk7Jb8aacTkVEWMnokU1lah/q9qrOCKGCLsR5mZJh9aPV6eg7fv+ib0bd/tx3LH5T5am0FDlfwkNsjTFokUcTtCxIbaWDNzgYqG5z4A4dPHRT83iZFBYNWxBtQQt73goDNcmxRAm9sbmNXkw+AdU0aJib0h4b92w0a6BOpENH3GtzLfaiqgEXw4VX1JAh2QEDbvJsBcj0tRPCBZxAqAi5By1ChiEYiSdB0EGc+8V9xcZZ4EiOTqG+vO2wfjaghwfrjxZTjgjbm4Lb4y0KRD/66vbUS9iHD5gEwYCVEnD7eT4qqUGevxe13Y9KZSLIlI+4tGt9dpKWl8d577/Hss89iNIY8LrxeL++++y7p6endeuyfwqJFi+jTpw+NjY3cd999nHXWWWzfvr2LYBAmzPFClWWcW7cQaG5GGxtLxICBCN3sYDBjxgzeeOONLm16/eF/uwKBAFrtob1Hf4g+ffqwaNEiZFlm8+bNXHvttdTU1LBgwYJj2l+YXyaqKiM7VqH6GxB0CUjW0QgnYHHSYDDw5JNPcuONNxIV9cMLQCUlJZxxxhnk5+fzv//9D1M3RMCG+flgTO+NMX2/k8nIvokUFc2mvH0j/SdM5K2M/M56ZWnXP8uSrQvY/IUREElL0pIeH8G6zUFmm9ZjUlX+k2BlxLALGLPTxVr5PdqbrDz7/gaqDMsQDR4i9BaGpw6kX49Ynr1zAnqdRFKsGUVVCMpBdEdbz+tnjG3kuQTbGpAbyvfVVUVARYqrYeTQXr/49ZCjYWivBIbudZDrkx1Dn+xDzLOOEytKN/Lc50sZ2a5jtlSL3FHHn0pn4s0vQDR4EDL7IjTWYeo5nKKWMj5e9W9m7tzBJFnhn6mR7DJq6eUJECc5UE0uCtObUautSDEdTG1xY1AUdhl1fCmPB2S0+iDx5his+h8W0b6Pt7aYlgUvMwDY7JUpjpuMzv8GVxlXIgrgMcRgUj3Yhp9DrDEIpStQLR4kZPSiH0UTwBrMZNlaDxDF+ZHrSG8uxS9AYmwhsTE1tOl19MqyIXVbWoDDYx02k6ZP/9albZtFT0FqE4E9GagaJ4N7nJzCvVqNiFbTdd6rsUSRcMH/4a3YTl3pJvqs/gwAHZC9dTWl3ifIuuDu8D3/C+WUEAUOxZTYNKbEHqyyCoLAuQnZjI1O5sE9ayhwNPNWzW4O/NiLCPyt93gGRMZxbkI2c7d9Q4XHidMdKrKZY7J19tVIBqyW0IJNoOg9fCtuQ0qZhHH6f7vz9LogtxSAICFFnxreuI11LWh1WiJs5i6CwKCRvXDYO4hLig5/YZxCyIrCF6sqcHkPLQgkxZiYOCgZSQzdJfYOH8XV7V36HBgVYNBJCISiA76Pd6+IoKiAqtLQ5kYSBTo8AfpmRSNJR7fw6vaH9iMCWglkvQ2N4CaoAqj4gjAsI5K3i2ViTBomZJqZmh5Dw7ZvsDQWIGj06BJ64nHUYzaZMDu8dGBkj5rKHjUFEDDWFHJheg3an5C/78cSlIP8d8O7eANeEqyJNDjqD+ozOH0II7JHnXr3kCEz9C9iDDiWHbAhCPWvnzaiQElTMd8VrcDl219I2ay3MDZ3HDlxPbrtuIMHD6a0tJSPPvqIOXPmAPDRRx+RlpZGdvb+fLTz5s3jrrvuora2tsvC5AUXXIDZbGbevFBhu88//5yHHnqIHTt2kJyczFVXXcUf/vAHNIeJNCooKOCOO+5g9erVmEwmLrjgAp555hksliM/yMfExJCYmEhiYiIvv/wyqampfP3119x4440/9ZKECdOF1qXfUvns0/gbGzvbdPHxpN/1W6InHl0BtmNBr9eTmJh42O2CIPDSSy+xYMECFi1axO9+9zvefvttbrrpJn73u/2eU9u3b6d///4UFRWRk5NzyH1pNJrOY6WkpHD77bfzwAMP4PF4OsXCMGGORKDlM7yl96D696ftFHTJGLKfQBvTvcU+p06dSnFxMY8//jhPPfXUEftu27aN6dOnM3HiRObNm3fMQlqYXy5ajcQ1F40CRh20TRMRxbSxl2MwV/PVmgrMtesZ2bEbWZdDqiZUi2uYLZMp/foyfYDERwUu3prnolgBXXQftD23Emfevzibk2oDQrnY7/vmCaod9dwz7mb6J/Y6EaeK4vfirdqFIa0Xos5wQo55JIIddryVO2iPymelO4thQjkAm/Qjyb90IhGuGs7OO0S0cZiTxorNNTz1nyogh1ZtBaoFPKoOX8CCYo/nDxedzaDkvjD5WgDeX/MGY3ZtxxgMzedn1coYDFoggCjAnVllvFqaT6PbhuKystgbwzCxmhX+VNo8TsCEpyyPesM69jSXsqluOwetw4gAAQAASURBVAMSex/1PSNI+38Toixt7FY2kBSXTUtNG9EBGYO3Bb81hprcfmzb9C79EvK5ctr5KK0u7lvzAoJGZlROL5y7RTo8Xrw6HchQo9fyv+RoAqoCqsL7BZ9x0/ArT+i8un39l7R8/Rqi3kRxQiKa+grS/TJBQUA0eLAMWsMLZz1ClCnyhNl0NAiCgDGzH0miRO3aL0CWEYS9SZcL16N4nEimsOPvL5HudZ3sBp4u3cSE1f/jP9W7eb7PRDrk0ELoPqdmETCIEudtnM+S5iryLFGdWTz0osSSEbP5W+9DFwiWG9aBqiDXr+7+E9l3zMYNeD6ZhOeTicitO0/YcQ9HbWUjq5dsZcVXG9l+QNogk8VIek4SfYfkkpDcfQp4mB9PY5v7sIJAeoKZsf2TOgUBAKtJR4Sx68LigVEBXr/cKQiIP/ADG2nSsXpHAwWlrWwqCtUcOJrCxem2kHeOAvhkWF65TxCAkI+KQGFZFetrPDS6ZHwl3+Fb/28S4hMxZo8mYuglyFkTqDX2wOBp4HfSR5jwAKAVQUOQDH8J3oqNtHtlilp8e89T5anvmvi/r+qocQR+0M4fi4qKooTOP8LQtVi5WW9mWp8ZDMsaceoJAgfSbxEI31u8MmSeFFN+LCVNxXy1fUEXQQDA5evgq+0LKGkq7tbjX3311V08kl9//XWuueaaLn0uuugiZFnms88+62xrbm5m/vz5XH311QB89dVXXHHFFdx+++3s3LmTl19+mTfffJNHH330kMd1u93MmDGDqKgo1q9fzwcffMCiRYu49dZbf5T9+7w8A4Hjf2+E+WXTuvRbiu+9u4sgAOBvbKT43rtpXfrtSbIsxIMPPsisWbMoKCjgmmuu4ZprrjkouuD1119n3LhxhxUEDoXRaERRFILBQ/9GhwlzIIGWz/DsvqqLIACg+uvw7L6KQMtnhxl5fJAkiccee4znn3+e6urqw/ZbtWoVEyZM4Pzzz+ftt98OCwJhjiv1zkb++PGb3PvaQnJSbcye2IPJ2i2kS00MM5TygWs4W625vB2o5fHlL+AL+snSDUBRQs/WY3P689LZj5IVdbBzoTvgocJeQ1AJsqel7ISdU+Nnz1H/3p9p/ORvJ+yYR6Lhv4/R+PEzbHnraT6tiqE4EM8ST2/6XngtE3KGcXn/88KFR08hFEVl4apl9NSEfhvytPUIAmgEGY1Rz+/OnhkSBA5gSvYY4g+oG1im2Eh3hQoLq0BC7S4uNe8AQND6sGOkPBjLJfIexmpK0BFgor6Q/PoMlles49NtK3ly+T9p9zpQgwFU9cjzfcloZl/hjzFyGTnb2igtbuPp+FRW2IwIgOBoYenmj6nvaGJn/W6kD57GtOlTbht2CbN7zeD8/pO46BId9PmaNqeGjRYDryRH7hUEBGRnJIu2FNHibmNPcymtHjsAm2q3c+Nn9/DqxnePw9U/GDW4t6q5IFCieknfu24y2Onl9sQRPD717lNOEDgQY3pvikfez2P2c2mWQ0XEBa0hLAj8gjllIwUORY23g2fKNgPwZOlG1tnruSihBx81lpBjiuTKlHzMkobLtnwFwJVbv+benKE0+N0YFS9GJJbXbqdn3qFFAd3g3yNozUgpE0/UKYEqAyqoCignf9K4z9Nb2Js/fh+JqWEh4FRkycYqals8h9wmCFDd6MJsaCE9IQKdViLSrEMUBfplx7BqRyhfj04r4A8cnP/eqJPwB+UjFuyoaXZ1/l1Y2U5diweny09eWiTJsRZS4syHHPerATbqnAGKW/1d2iUUelFOjtTEGKEVRUylWbUyOFhAsN2DEvQSPfkOOuqK+cPCCtrliVwqCQwXi+inVLJW7YlJCPJHzTwkQaXVOoVHv67DG1S5YoCNfvEGtjd6ASho8JJiPb4TWa2k5YIhF2F320mLTqfN1UaLq5kh6UMZkD4Ig/bkewf9IIIG8t+Hlo8h2AZqABKvP9lW/SCKqvBd0Yoj9llZtIKs2OxuSyV05ZVXcu+991JeXo4gCKxcuZL33nuPpUuXdvYxGo1cfvnlvPHGG1x00UUAvP3226SmpjJx4kQAHn30Ue655x6uuuoqALKzs3nkkUf4/e9/z4MPPnjQcd9++208Hg/z5s3DbA7dcy+88ALnnHMOTz75JAkJP5yqyuVyce+99yJJUrimQJjjiirLVD779BH7VD77DFHjxndLKqH58+cfFDFz9913c//993e+vvzyy7sIeFdffTUPPPAA69atY/jw4QQCAf7zn//wl7/85aiPu3v3bl566SWGDx9ORETEDw8I84tGVWW8pfdw6IcuFRDwlt6LJnpmt6YSmj17NgMHDuTBBx/ktddeO2yfSy65hBdffLHb7Ajzy+XzwkVsW2dA9ft43PUt+cNb6NtzMr76dfQedSHxtt4sbfkcf+UGChp2c8eXDzJKc3nn+IKiNvxeDRzikduqt3D7qKupsNdwVl73RagdxF4nRlU++XN9AGFv6iSdwcAEw256aBvJ1rWQnXLoeVuYk0dNTRPv/vM1rtJvQGNVqQjGkCa1ABAQddxnfgfdlxF4z/stit+DMbMvgqSld3weyxKSSW6oxYdIsxCNrFQhoLIv2051nAtL0jpylQau8rZ1HnOMaRfZQhtD9OUoCPx5wRx8jgn4Ixt4yn8P19W0IVhjKJo0m2EZQ7EZD14A11hjSbn6CSpfu5tYycXZpi0MabHyRMl5rEkoYJC0BWdiOgN3bKU21kK+y0egvZFAUxX984YxMm8yny95mXfsu5E0sDXWR6bTirJ3SiNX98Rfl0laZpD/bv+cpeVriNCZ+cc5j7G6aiNtnna+LV3FdUMuO+7vSeTIc9FGJaGNS2NiazmB+ufRGiNIOvcOsjP6HPfjdQcTRveiyiFgVxNJsS8jol947vdL5pQVBdRAB95FV6EGOjBMnYdoSiC2eQPn6nx87tdjkrR821rDans9xaNn4flmDtSA8Yy3+Ve/ydy5czluOch2ZzM+RSYz6KBMF89/ytdz/WFEAdGUiH7EIyf0PKWEERhnfgGihBTbH9XXjueby0EJYjzjbQTjDxc9Pp4kpMQyfsZQtFoNgiiw5tutuJwe4hKiT6gdYX6YVof3sIKAQSfh9cuowK4KO7sq7EiiwLljMzEbtEiS2Cn8BIKHXvU/VPqg79Pi8HV57XCFFvkLq9oprGrnzBHpxEQe/FSu14jkROsOEgVkRLaTxbCeeRhavmSWtLbruJQBBO212Ne/h0cOTQAKlRRyjC5mGfcQ32EnT2pEF5mMNjabf5Tq8e49P19QJSlCy7k9rTS5g4xJP7bct6qqdnr6L9z+JZUtFRi0BgLBAAadgSGZw8jfG1p5yfDLUBQFUTzNgrJizgn9O42os9ceFCHwfTp8HdTZa0mJ6p4cj7GxscycOZO33noLVVWZOXMmsbEHf4dff/31DBs2jJqaGlJSUnjjjTeYO3du5+dq48aNrF+/vktkgCzLeL1e3G73QXmbd+3axYABAzoFAYAxY8agKAqFhYVHFAVGjx6NKIq43W6SkpJ488036dev30+9FGHCdOLcuuWgCIHv429swLl1C9bBQ4778SdNmsRLL73UpS06uuszzdChQ7u8TkpKYubMmbz++usMHz6c+fPn4/V6O4W8w1FQUIDFYkGWZXw+HxMnTuRf//rX8TmRMD9rQjUEao/QQ0X11yA7VqGJHNettjz55JNMnjyZ3/72t4fcPmvWLD7++GNWrFjBuHHda0uYnzcdu1fTuuQ/WAdOxTZ6Nu0dPowdPTDYtuJpNFBLAY0VVST2PRt12OW8sPNLzrapXD3oIoJykHU1W2j12CkOlHfus8nu4YPFe/j1BQMOecwx6cMYkz7sBJ1hiPhZd+Au24YxK1RfzrltKW3L38M67CxsI7o3LdihSLz4Xrx1xaSn5NNz00qCS3ZiSMhA0ISjfk412uf/jfMNuzudNaPFDkQBAqpIBG6QAUcrDR8/jexsJWLgVOJm/hol6CdDG4ECmFAYghNJ2D/n32rSsV0XRNW20O6HwF6hwCeIJCteTPp90WIqrY7QRtUZQ3SdHjXoR22t48MN77O2fgd/nHj7IW3XxmfyLQMZruzEKnqR1dB8uFm18VpuJo9PvIvyl/6PX9U4qZNt1KFDZ7aQnj2I5i//SVPDNoixkObxE+/SszZ3OHKRiqztIC+iN0KuwFkj9bxYuAgAb9CHoirMyp+GK+BhaPKxz2f2zfcLK1p5+LW16Cwe9DkruaLJRbY1iYTZv0EyRtAzJhn1dyNAEE/tTADfw6DXcN2svkBfYPrJNifMSeaUFQWU5q3ItUsBkGuXoRhiCHx1MX8RRJ7pcyvfZVzOXXvWcmZcBoWlX5HaEFo8DNSvYWbGmSTqzSxvqWFsVDKfN5Yz3FtCsmxnjs6L4m4gsPtNNOlnIsX2R25cj2BKQrScnGIgUuL+YrRy0waUhjWhvxtWo8k88QtzEZFmindVIokiE88ahhxU0OnDDwmnGttKWg5qE4RQUeHBPWJZUVCPCqTHmymv70BWVDbubmRE70R2VbR1PlyoKmQnR1BR70RFQADkvbUkjDoJj1/GZtZidx05pYhAyJdNEkFRQBQFdNpDL4arcoCtNQ4OzGAWqRdx+RWCqkBRZTVNbhtFai/O024kySxiyBiMKXsUckcLBlHhVs18vpCHslntQYU/k/s17zFJaqBITmJ+SwLj7RtIkIMU04e+8Xpm5oU8NS/sc+zhfDtqtrOiaBm9knozNnc8ZU2lqKh07F2M9nl8bKnc3CkKAKefIHCa4va7j2u/Y+Waa67pTNtzOC/KQYMGMWDAAObNm8f06dMpKCjg888/79yuKAp/+tOfOP/88w8aazAcLLIdKFR9nx96QH3//ffp3bs3NpuNmJhwRFiY40+gufm49vuxmM1mevQ4cj2RAwW1fVx33XVceeWVPPvss7zxxhtccsklP1hItWfPnnz22WdIkkRycvIRCxqHCXMgqr/huPb7KYwfP57p06dz3333MXfu3IO2v/zyy9x9992ceeaZfPHFF+HosjDHjHPzIoJt9bRvWIBt9Gwef2s9O0pbSE/M4Yab+vJlXTXlbZEMTOzDEytexOHr4PPCRZyZN4k7R1/HwqKlxJqiWFe9FU1bFcGKfqCKDOudQPvu9bS22MkcPZUOv4sKew2943O7LVr0SIgGM5Ze+2snOLcuJtjehHPTNydFFBANZqosEXxX8DGT8kaRMeANRL0R4SRcmzCHx+V3I7buAUJz/LJALO+4RjMpqoKeI8egs69DU7wFKTIes6hBdrbiLFiOofdEZDmAUl0IwG5/IjtSpxEILsPkrSPL5yRNhlsqm9llszIv1shfMmIYljqYgWuXYFHAKAQpF0xs1tmQDH6CXj0oGlbWj8VkLECbodKqbaSv4fApZ9bsWsI36Y184+xBnr6GKjWS/EwP5VIhTcEgu968D5OqsMrXg9VJfUgxpXDD2UPRRFiQzDYmtrmJDcj07/AhCJtwRmTzpF1gmK6WDfYqDEllmL8uxJhqI6jVcefo6zBqDaRGJvH7sTcd0zVX/F5q3/oDQUczSVf8iS17fATcTgweL4OMLSQ7nHhbmvCUbcPSe0zovRG7L3ovTJgTwSkrCogJw9HkXYHSvBXfslsR9y2cqwry9ueYYI5n+/hfA/CXPStJNIe8y2YmjCIaGBIZz5DIeAD+2mss9d5BPBapQ2/Lw/PFTJSmTQS2PI1u5BP4V/8f6KyYL96CoD+5+b+kpLFIqWegOMsQIrJO+PGbG9tYtWgL6t4V48joCOKTwlECpyJ2134v++gIHTmpkazf1YTLEyTGZuSyqblAKA9hm7OcdleAykYXlY0lJEQbiTTrcLj9qGoozZBBpzmoNoHZEBIFjraAMICswNmjMtAKMnq5He932/EXbMZ86VVs85pYX+NmsrKOHJ9IPb2x6kQUVeF8TQ16rZMit5sxnp08rIQiAVYGHZzfsZoF5UG+3VLI2dE1TJ18G8bqbSTvslMopyGrIqqioqrwmjwNP1rcGDhfXMWZCR2kjbzguKj3Fa3lKKpCeUs5E3pOIisum9Kmki590qPTUVWVwvrdmPVm4iLiWVe2hriIeHolnRrFxH+OmHRHF/lxtP2OlRkzZuD3h+7N6dMP73lx3XXX8eyzz1JTU8PUqVNJS9uf+3bw4MEUFhb+4ELmPnr37s1bb72Fy+XqXNxcuXIloiiSl5d3xLFpaWk/Kkd6mDA/Fu0homV+Sr8TxVlnnYXZbO4sQrx8+fIfHKPT6Y76vg0T5kAE3Q+nefsx/X4qTzzxBAMHDjzkb4ggCLz88stIksRZZ53FF1980Zn+LkyYH4Nt9PkEAwE+rU1i5R+/JDEm9IxWWe/kkdfX8f6jtyCJAoqq4PSFUpYmRYTm9xpR4uyeoWK4eTHZRBkXk3dOTzKtmdj8DdS89gQAn5c5WBazgypHHef1ms7l/c878Sf6PaxjLqTR8yr2nL4cXPmg+3n767/xXcMOWnQailrKeGLavSfBijA/RElrBY1akWyfQrUchXjWPUQ3fshnrjqm2Rq5bsr+961qRwF88hDIfmrffpC/u8/hd32G0dDUwL/JZID8P+JFIx0OPaKmDascmhdHBUMR7U6Nhh0dtfitema2uNGr8Hn7WIqDiehyNyLU5CJofAScNr709mFKjyBPDLiWZFWD09HEh8Xfkm5LYWLaUFqXvoMgatBu/hJzspVAbAs1Giv5mhiGqTo+9UqkOJzEejtAhInGQlbamlFtqdy/6H+4ZT23Dr6BQfmjUBbPI+AsRyfIFHXUcL6tDIfPhsMdjaMiCiGyjHvKW4i//H5iUg4dHfRjCLY34W8sB8BbtZvpQ0fTe8OjmBUXze69abZ1BozZA6lzNrKlbgdjM4axs6mIrXU7Ob/PmcSawmtnYU4vTllRQBC1SImj8VUvoUU0EV+/Emw9wd0IfjuB3W+iNG9Drl/FVSOf4qG+9zLAGku0wQaA3LAWuWkL2vwruSy5Z+d+VdmP6nPsewGB9tDfcmBvfv+TiyDpUdr3oDor8G98DOO0d07o8Vcv2dopCGi0EhGR4dyCpyqDesSyYlsdAK1OP701IZVahc73EGBrcTPt3/Py9/pkVFXtjBbwBxX8e6sNayWBgKx27rdXug1E4aBUQd9n3xH1WpEv11SQLNTQ17MUeXUxakElSBKvpVyIw6fgMqdwifgJq5V8HH6Yqm2hRrChDeo4U/oOEYXR6k6KlWQGCaWI5mjW2CNxYGJ1WwSj9yzFX7OdSCU0WW0PiDSoBhIEH6lCM2VqIlnJiaxRL8IcnUT6cQrnG5U9GqPWSE58SHDRSaGcnAIC0eYYTHoTadHp7K7fxbe7FyMg0DelH9trCgDIjMnCGC7c1S0k2ZIx6y1HTCFk0VtIsiV3qx2SJLFr167Ovw/HnDlz+N3vfscrr7zCvHnzumx74IEHOPvss0lLS+Oiiy5CFEW2bdtGQUEBf/7znw+5rwcffJCrrrqKhx56iKamJm677TauvPLKo6onECZMdxIxYCC6+PgjphDSxScQMWBgtxzf5/NRX1/fpU2j0RwytdeBSJLE3Llzuffee+nRowejRo06Yv8wYX4KknU0gi4Z1V/HoesKCAi6ZCTr6BNiT79+/ZgzZw7PP//8IbcLgsA//vEPJEli5syZfP7550yePPmE2Bbm54M/pgdvq2ezsqkOCKBv3MntPby8WpKCbFD4Ys2/GbRtPdroZG4YfClbGwu5rP8sAAJBmYWrK8hMstKvRyxXDrygc7/NdTI+VYOEQkmrit8Wmgf5g/5DmXHC2aYJ8LfIIDRvIam5hJ6xJ845o3XrYkatX8FwYKXNiKbnkZ1Hwpw8esfnUZvQAyp3EyF42N7sRtCG5uNBZf+6lcsT4IF39nCj3kK81IFWkDHKLr6NOJsvNhWiFfxcyHJEoEVJYqs/nYZEAyPsRSR0dHCpP5HMyb/i6VWvkNsRukdUIEZsp1iMxmQCX99V+PcMAlVLrNjOWbs3IKz/nNqAj4DeyOIUMz5RpHdLG+518wGIETWMsrtZHGNB9nuYuXMHEcJG7gAkoFxjJNqvsCeQjLs+m97ureyyiiC6+XDBZ3zZX2GUs5b57TNCaY8LPAxMdpLVoCIiIxqDCNMuZJ2nljNiEo/LNdfFpRFzxtUE25uI6D8Rxe/FrIbqEcaaopF0RoSBE2mRvTy14iVqnPUUNpewvmYrASWICtw4bM5xsSVMmBPFKSsKqH4nvuW3IKHSOW2zF4IgASpqezHB9lJAwVq1gH+M+9v+sUEvni/PA8VPsGkTUmQ2UvxwNKmT8H59CaqjeG9PEU2/2xGjeiNY0hEMp4aqJyVPIFg4DzFxDL61D4AgoB3yRwQh9HYJYvfkK9u+cQ+KvL+SvMVqwmgKh76fqsRGGjrrAmgkAX9QYUBODMU1dtbvbmJIXhwWkxZ7R9cHYItRS2KMkcLK9kPuN8Kkw97hQ1FBUWFXpR2T/ujD4nyB0GeoQYmlLyBlpRPcVYeu/2CG6Iwsr3Bh18aj9LyMnDIdpfYgsdogrQCiGMqNCFworQo9MQCGjOnMdK5ntZLPJLEAf3UjqDI5Uj3moJcowUkUocXgm6Uv8UekUZd8Mc+vs0ONG43kQAhWMjhjCGa95fsmHzURBisOj4MVe5Zi0VuosdcAoKISZY7C5XPx+dZPyYrNRkBAp9GTEpXKrvpdxFli0WvC91N3IQoiY3PH8dX2BYftMyZ33AkJG7daDx9Ke2CfCy64gC+++ILzzjuvy7bp06czf/58Hn74YZ566im0Wi35+flcd911h9yXyWTiq6++4o477mDYsGGYTCYuuOACnnnmmeNxOmHC/CQESSL9rt9SfO/dh+2TftdvuqXIMMDChQtJSkrq0tazZ0927979g2OvvfZaHnvssS5FiMOE6Q4EQcKQ/QSe3VexPyFj51YADNmPd2uR4e/zyCOP8N///vew2wVB4IUXXkCSJM4++2w+++wzpk6desLsC3P689mKUlbudXDqq63kOvNShFa4pncW8/Qd1G3z0rfFSaCllvFnXM2U3P11Af+3pIh3vipEEOD3VwyhqqGDc8fnUNVRyUNLX0C0z0YjyIzvl8+DkydT1FLG0OT+J+tUu5AZlUaEzoxeoyfW4aBhxTNEDDwDU1Y/gnIQjdQ9SzTB9ibsC18FQlOs8XYPCcaTkz45zA+jESXSYpOhcjcW0c/4unnMmHUzz239gJ1lLcyXdzNzRE9Uj4Mr9IuJl0Jz4fnugQwaMZChla8xIaoSh2roTNhbaxT5JjKCXycasbaqCEBKdSlf7llKnt1Jli+UNUAALreshaCXzVv7k5u8kQbRQoK2mussSxBb9/9Kafw+LGIUqdEpRGb0w2OKxB7QUZR3JUNyOli2ez7p1kR0wrbOfQOsiNWxsWICqstG7/hoRhjqqGyvQgTGezfzer2Z3i4P27XNrPH14CKhkM9sRkqMAQyaJdw4cg4flC6jpK2CkrVusjwzSIm3MG1Exk+67ntS0vhX3QqGbPmAnqu/IWOf47CjGff5t/PQtvfRVC0hJyoDnBBrjmFQcl821W5nwAEphMOEOV0Q1ANdik8hVFXFu/ACgrWrUfDvWxtEMCWh+tpBdiNlnQdBD/rhD6K0lyK3bEXX9xbQmHC9mQxqEPTR4GsFUYfpki14Pp2C6q5DsGahG3wv2pwLjmTGSUNVAsjVS/B+E0qhEtDEskd3PW3aYYyfMRyT5fh7G3/+3tIuokBunwx6DwynlThVKaq2s3bnfs/LqAg9JoOGmqZQeK3VrGPq0FQ+WlbaZVxWooWy+iMXZD2Q709ND0dejExRi9TZd0iGnkx9A4bUgbj8KkZDyKv+mk+qUYHJWWauGhhFQFHZvWUV/62OIVpt4doeLgLla1BqWlC3VKMdNQLr+dfjq96Mp/g7UEOfUdEci+I6IAe1PgJ8TkDANvUuGgIm/rS0Aa0o0NO8EA1u+iT3ZULPSUd97t+n2dnEfze8d1B7pNFGii2VnXXbQ9cioSfDs0aglXQYdcYj5nwPc3wpaSrmu6IVXSIGLHoLY3LHkRN3aqX1OOOMM+jVqxfPPffcyTYlTJhup3Xpt1Q++3SXiAFdfALpd/2G6InH/r3cnaxcuZKJEydSXV0djroJc0IItHyGt/SeLkWHBV0KhuzH0cac+NzjYcJ0J9uKm3jktbWM1+9gtFhAlOQBoDZtDAlVqwharEQl56OLS8U26jzsaz5Dn9wDc+5QXvmkgM9WhOY4kiggKypnjs6kz2APL657i2BjKiOiJ3HjuUOwRZx6TjmKooAAdfP+iK+6kDqdhs3pGez0tzG87zTmDjpyYftjoW31x7Qt+Q8AKgKSKYKUuY+jjTo+XtZhjj+3fP4HetdUcWZLaH4vzbiG3+5YhG/beFBF7rpsEH2bv6Zj4wJUoCgQzzvSNGZptjBICc1LVfbO51X4KCKeXBz07/DuzS4A8wP9WJGkcL27iDxPV2fC19xjGK6poJ+umvKoWBrUnoywrwRAY0vAOvxs9PEZaBOzIOBDY4ni/UWF/GdByPHi9T9OI9KqISgHeXnebbjVIANkLWKvkbxVt55z671kCvF4h1/C6Px0mt9/BH9LDestetbn9OCyXZVE+pyIgD8qnkLZQX+nl9aegxh64R95ZcM7fFOygnzTEDYvjQvZ/IcziI8+9nSxz3/3L1ZWbyLVJ3N1bRtGRcWv1WPNHsDDUgutficC8PgZ96ARNaRFJiMIQni+H+a05ZSNFBAEAcP0D3C93QPJv//LSRX1IIcKRcqVX6MZ9iDuLy8AT8jLIFixEPPspWj730pg9zw0WecS3P0WqDLu9wciROWjSZuGfugfEAynblFFQdQixg5EsKSjdlQiBVvpE3ycYs0cHO19jpsooKoqW9fuprG+FYNRh7vDiy0mgnHThoQLpJ7ixEeZMBk0SAIYDVp6ZUSh1Yi0Orx4fDJ6rciKraFJpSDAwNxY0uMtrN1x+BQO+/oeKBUeShCIMGmRRLB37E9L5GvYTRwWGjUhdV4XYcOYnMHO8jY27WkiVtvBSO1mBsafyZ42hRpHgBUFxQw11rO5yk6lkkElFsQeiWjslfi+2IRa3Yr/y2+wR7kRtMa9goCAFJmIpf85BJ3NaKwJoMq0r/hXp8Wqz0WKLZLnzkpGFODr7XFUtVWSbEs55uvd5Gxi6e7FB7XHmGK5cNjFfLktVCjWoDEwPm8iOo3ugGsafkA4UeTE9SArNps6ey1uvxuTzkSSLfmkFJY7HK2trXz99dcsWbKEF1544WSbEybMCSF64iSixo3HuXULgeZmtLGxRAwY2G0RAj8Fn89HVVUV999/PxdffHFYEAhzwtDGnIsmeiayYxWqvwFBlxBKLXQCIwTChDlR9O8Rx2uXGGj+Yh0QilBWNAa2Fjo506QiONt5zzkUxWMg9runGStsQVZF5Ev+zuyJPdiwuwGjToOiqpTVOliwqpxNu03kJM7i3HMTGJUx6CSf4eHZN88254/CVVdMm0bkrOISJosC/47eCcfRdGdjHSve+zey1kKfve5eiZf+EVNWv3CR1FOcUelDWexzMcaaSZIpipi+E5ngbWfxTlCC0Gz38tIKN3NMApqUXOKnzeFpUxY7/v5l50rfvlloo1bDBR2hdQAZcKDnsbbZ+NExqnIPFqtKvSgSpUBQFKkaPomiikrGNDhBAbfPwSfxJWR79MT5fNhlH+nDzkIJ+Kh++Q4Cjha+7JGFKWYkmZECwQgN/97xNvER0bj8blZbNCBoMcfmMbnnaFIq1jLK5QSc/PfzxZSuNjPFU4MAbI+2cWb+NLz99GiUeHIiI3iz8BMGf/cVAJI95Bh4/dDLuaTvOdTWB9i5ahVJMeZjFgEDQYUNK1Zz1toljBJVJFnGqKjU6DVkXfEwKgreJU+DJDIzbwrZ0V0jEsLz/TCnK6esKNDJ9x+CPQfkhZXdBNd0DUdXWwvwrn0Qw4g/IRjiCFYvBn1UKFpAlVFbtqFoLae0ILAP0ZSA+ZLN+LY+R2DLUxD0EJccT0Ly0dkeCATxuLxEWM0EAkF0em3nNlVVcXd42LG5mLqq/d7Wg8f0JjE5JiwInAZEmnWcL+6BVx+DsWfCsFCxofPHZ9Pi8BFh0PC/5SEPmrxUG30yQ+mxBvWMYdF6D7Kiouxd8RcFOv+ONOsOSjn0fZzuAGP7JfJdwf77sU7Kwi/sV+XlvXUJqhtDHtvtfg2fFWrZHC8TZRApbPFT3iLSS17AyC1tNOdI5PXPJcKgRR19NU2bt6I6PfiH9aFdSCBKaUeV4bvFKv2H1CE7XgNVxjJwNvqk3oiWOBRXC4asEUjWRBYUzKfN3caMvjM5e8C5yIqM9CMffBVFwS/7UVWVjzZ9gKwcXHdk9uDzWbj9S6raqoiPSGBM7rgugkCYE48oiKREnbrh0IMHD6atrY0nn3ySnj17/vCAMGF+JgiShHXwkJNtxg/y7rvvcu211zJw4ED+/e9/n2xzwvzCEAQJTeS4k21GmDAnBiUUAayqofmIKHvxSCbWeHPI0jQyo/afaJGpkaNQpFDKTv8nD2Gdez8v/noALd/+B3tzG6VuJ+84htHQCg2tcOGY7q0hdbywjTgHb+8R8M3LsGsLkqTl2iGXHvV4f0stktECooSo1SFI++f7is+Nv6Gchv/8iXw1lBYmkNiHjGmXY0jLP+7nEub4c0mfcylYEcvTTS4eun4kCXozt425nDn9vLg8AVZuq2WDN4Ntvst47faZZEYYADD3HouyZz6iAKgKHlss/4mQ+XWNHaOgodBkwO/Uo4toJtCRxNnGjVjkQGdUgVZRcJhMpOt78YVeYh02ikwa3FuH8wJuzklchGQx0k8O4nQ24Xc0I6oqcfXVDCh+h0kagZejrKyp2TsnbksmGEjDHN/GBUMuJs2WwujcORSUfIRNdGM3+Wn2mRmDiF/RUtKYRseexdQ664kyRPLyrCcYmNSX95LWMk42MGvWfXjKC2ia/w9MPQaTP+N63v/zWUjSj1/Dcvnd6DV63v26kNrvVnKxOUC0DMUGLZHeAFKPIcSpAjVv3c8fRYkdk2Zx1t7aJmHC/Bw4pUUBQZQwzVqM+5sroW1HqFH2Hrqz1gqBUAHh4PYXCSSOwr/2D9/rJIIuEm3u0f/QngroB9yOtscFKO0lmJPGHbUKueKrjTjbXZjMBtwuL/2G5GI0G1AF2L5+Dx73wYVjDQYdWp32EHsLc0qyYRl43bBmEVwXEgVKahz4AjLRGVGM659Ek91Ln6z99TJirEYumZJLhyfAkk016LUiqgrN7V6MeqlrmABdBYMDKShr7fJa0JogeMD20hby0mw02UOhwFUuld0xYwDwB2RM+BkglqHurCVyWwlztm0n9sz3UBUZX812dMNG4s+MZa3uPHyCibzAZrKlnZjMAtu2GJk4XUENyggaHYJGR/SkW1FVBUEQcXjaKWsuA6C8uYxoc/SPFgT2CQFNziYm9JyERtQgKzKpUWk4PQ7avaGaDBsrN9LusQPg8ruw6MPFucMcmfLy8pNtQpgwYY7A3LlzmTt37sk2I0yYMGF+9lgHT6NNMfPRR98yy7wZgOmaDehFGY2wfwKSoHEgAiIqFn8LtV++gtYUgW/PGrRATxEuNslsU/NojelHXnrUyTmhYyAxIp6zz78fT8V2NLZ4tJHxRzXOtWc9DR88iWgwofi8SJFxJJx3B4ocYGnJSnqsW4IUDHDgMqmuvTIsCJxGtLR72bl3zr21qJmcVBtBRzNsXEhc3nDOGZuNxxskKyUS215BAGDYRVcBV9G28kPa183HMGASTTXLeDIjhmsyxtN76UeAk2J/OyttAk4tWIIhQUABHBqRovoA+bvKmWzcySZfJjtbxoKsoghaBntciB4Xjk1fs8KqY02ilbiATJNGZKjTB6ikyRGU+iHYHkOwMh9kHUlaE2m2FKrb6zBYJF73T2RM/GJKk2swKNUIZSpW0YetKZqk4TK1znoM2pDn/7jM4YzJGNoZ/d208kOC7Y04Nn1NzPTrjkkQ2Fy3nadWvERSRALDtRex1teDJLNMr2HxfLm9gl+zk+jirbgyBoEcRJSDGGUZrRReLwvz8+GUFgUAxIgMpIg05H2iwEFIiHGDkHIvI7DmXlD8gIpv0RxAJPS1tg8FMboX2rzTryK4aE5BNB869YmiKDTVt2EyG4iIDC1IqqrauejvdoWElIKNRaEBR0gS73J6iAunFTx9uOgG0GhgeCgfc4vDy5qdDQCYDBqykqykJ0QccqjFqOXcMZkA1Da72FbSQk5KJNtLm7v0O5QgAND+/WgCIXS/7Us/ZFF9uL74iHS/jSrBxjbiQAKbKDPa6mNqxzt4VC2afgPwb69GjI1Gio3HsfEDAvW79u0UZe+jrGhNxl5RRHWNlvMfvBBbSiyqz4XGtt8TSNj7kGA1RjI4Yyh2dxv5icf24KuoCs0dzaio2N12Lhl2OW6/C71Gz9tr93uObq7cSJ+kvtjddly+DrZUbsZqjCTRmkhCZPhmChMmTJgwYcKECRPmcKgp/dgZKGK6UoBBDGKWgp0+Sh50eMQIss68AvuWxSjVO5AElT1lTbhFH/33+vz4VZE+uhr6UEPq5eeiM51+UbvGjL6H3dbislNS7aB/VjIGXWgJR3a2ACpBrwsRCLTVU/XmH5BQyAUOdIdSCK2McIio5zCnLokxZq4+uw+1zR1MG5EOQMs3b+DavYaO7StIv+1lrj6nz2HHR425gKgxFxBUZMav99LudaJP7sEerZlIr8TuQArZTjex1lBKYL8AT6dH45YkPFUNDJRCTnDxUjsQRBAkvKoWv8aCIehiY42Kqo2kxGKiVBAIKkH+nSRgDSrscQ/Du9NCZqqJ2rjd+JsS6dczEU/Ay+++egR/YxIBf3/UveKfAvijUiltVUkcGMPvxsymqKWMVGtS5/kcmA42cvjZyB1tGLMHHnPqnrK2KmRVocZZz5nnptK/RzwpcTOZ9+UubE0OtBYVfF7+vmcBM1KyqW2v4YPy5cSk9aPR1cyU7DHhDAFhTntOeVEAQD/uOdxv5+19tXdFWzIiRmajH/cciHp8y27cKwgcyAGCgKgFJYCUMvkEWX3iWLesgIbaFgDSshPweQMosoo1ykJro/3gAYdY5LVYTcQnx5CaFV7EPK1IyYJbH+l8aTZoMOolAkEFm+Xo8+klx5pJjg0JSqIA20tbMBu1NNk9yMoPDN6LL7A//BfAX1ZKw9dv4Zx6DVbRzRmGOgo18QzTtDJu0Bg+3zybxW0xzOhh4sIXZqGJTEbQalE97Z37FFEZ5f+KDn8Eab5ozBf+lpw5BgJNJaCqaGzJ1LfXsaF8PT0T88lNCH1PlDWVkmhNZGT2qKO+Bt9HEiXO6nc29Y46BqQOIqgEqWuvQ1VV9Bo9vqAPAQEVlcrWCiCUS9Ab8FJQsw1REImzxDEyZ/QpncomTJgwYcKECRMmTJiTRWaSld+PF5C27Q859iMhRcQRn9OX2LNu4r+L9vDujiGkiWkM0ZUiojBWW4RfldAJMjpBQUZCNJiQTJEn8WyOPzWOem7/54f4G1KJMBXw6BkC2sLF+HP682FwDLlKBf111XhVLTpkEPYLAh5BwKiqiIApbzgRA35+ayE/d86f1KPLa31KHq7da9Cn5B1mxMFoRIlbR8wFwBf089fhQ/G3q1gKI7k+uADt3vn7FoselyRxaYMDg6OCD90jKROs7JSSMHR46K+vxStr0QY7aNRqeH5DE+qGdhRGIsXWoE0sZ7dJR9/EfK60TeCZ6s00NPl58IZzsVgFsqPTqe9oQjkgM8G62rGkWb8lMqUH2imzmRmfy3RHM76ybfTMHgAItCx+i6CjhdgZ1yMZI2hzeFlTFGT4jLuIjDz2Wptn5U1GURXSI1OINESgCawnsKOBPFHhRX8GyZKflphd2P1OEmpaSQCCyXE8vepfBHwCn853kJeYyu2XDEJzDJEKYcKcCpwWooBoiEHb73YCO18BOZSKBNmD0rqDwK7XCTZuAnvIs1gwJUJUL9Ta5aDuV8LF1GkYRj2OaDn2QqOnKm73/pRKVaUNP9hfb9Ti8+wvEJuek0TvgTnoDWGV87Rj3rOw5GM46zK4+NcYdBrOG5eFqoBGc2w/TLvK23B6gjg9QaQDRHeNCMFDCASSyCGFg/aUPFZf+RiqJhRel+ep4oxXf4MYE0PUjImUkwT42VPTjJAVhep3oWp0GOOH0/baHxCSI9FOH09Cj8nobr0Bl0FLYPNGSDGixKsIOhPRZ/yWDeXrqWytoNleQ3rQR7MpigXbvwDg/MEXkhiZdLBxB9DgqKesqYxIo5Weib0662moqkqbu42q1kq8AS92t53qtioADFojk/OnsmzPt0ToI8iJ78HGig30TMgnITKRosY9qKpKg7OBbdVbwqJAmDBhwoQJEyZMmDCHIXPMNGpqNlPV6GK+qz+TjTvJddbj3FJPccwE/rMwFPFersQR37MvfdqWghcCioRH0LLVl8EZN95GUrwNUX/si4SnIu1eB3IgtMw/QVmDsmInfoDGcrZG9SXSYQOqaVYsvOMaS0REG3KHmcvMq4iTnGgi44me+iss+cfuLBXm5NDmauPe995BDhj5668uIdJkxjZyFhEDpiAaji1lbVFLGaU127mjshWjuoIG2Uai4GOZ3I+v4xpI8wXo6/KB5CPNWMu6uHjaK+O42/IVyRo7NRotUhBiAkEieq6lvXwQqj0BGnKJz3HS6G6hX3w+Vp2eQFAhEFRYvr6Nm87KQna1k2iJI9OWSjnVCDov146azfqWRrbV72L7t88wO38aA7/+AL3fR/SkORhzBtO+5jMANuNm7My7eObdrWzZ08SKLbU8dvOYI55vIKiweG0Z2d6dZPTpgz4xu3Ob5GglYruHT1ra0I9YQcTCvwGQCzw383LmqUZ2t1q4KGcSGvvXyJ4Ozh1zFas2/5uqeh01NVBTU83MMVn0zIg+tAFhwpzinBaiAIBgit8vCBxAsOSjLu2qqkLNtwCICSNRGtYAoEmZ+LMUBFqb27FEmJBEEXur86DtOr0Wv2+/AJCVl0Jun0xqKhtoqG5Go9XQb2geGs2Py7ce5hTg/X/Al2+H/v7833DxrwGQRBF+glDtPEAwkg+MKjlAIDAbNPTPicFq1vHVuqrOdlEASRQI7B24TxAAKDEkkyZK0O7A31DMpRH1rPJIDAtsxrEqgOp3YcgYirqtAdpdYDWAHMC59QOkS0cimA0Et9WAYkbEhup30/7dawyWtLQgkulpx7npf/ij0hEJFepDBVmR2Vy5id11OxmVM4ac+P3eFgE5wCebPkLeKyBuqNhAsi2ZSflT2Fa1hVUlKwFocDRg0Vs6x3kDHjaVb0BWZOweO0Mzh+OXAxQ3FpEek8Gckb+iqGEPxY1F9Enud+xvRpgwYcKECRMmTJgwP3O00Ul4HXZSJCdD9eWYhVAaXBV47cP1gK2z75Y9TWwI9ESbG0lv+3IE2UtihEpsYjyi9uc3pzUUbeGugTIfbanhDHZ2trcJJgLxDRTmprCzKYrGoBWz7OW22ZfT1Kiir0pEV7Uc26jzwoLAaUiwo42Gf97BzZ4gzzjO4oMVBVw3fSRAqLj0MVJur8IaVLDszREcL7TxQNsFuAQT/dyf0aKT2BllZXB0Dr8/+2Yee38HG4MtuAg5kMYaI3G52nCICnOa2ggYvmOeZTzBmEbavKEan3ZXG6mNizg3T8dnezRsXFtARclTiCKkXPMUVY46ACZbfeR9+TQGo55z3C58osD77s8Z5g/d/+2bvsa54zt0CZlUtVXziauCj955HVdNaD4fbdES7LDTLuv58xvrMBs0/PHqERj0+5c5P1lWTP2S98kzbaFmnQZdXCrRU36FMbMf1W/eR67HQYmnP88t0XOfpEWQ96ZSKlrLxvqeSPGxdOSC/qo/8fh3L2Hd9QkPT/4NDYNdvP5RKVazjuyUn1d0UphfFqeFKKB0VBPY8w4ghPKWHxABcJBQ4GkAUQdKICQIiHrE+CFoe15xQm3ubuSgTGlhNTu3loAaSlui1WoIBEJhlxE2E2OmDMbt8rJy0WbkoIzRpKehthWL1USP/HR65Kef5LMIc0z4vLD0M/jynf1tWb2OenhHmwdBFDBHGg65fXjveDbvacLr7+r+H9x721mMWgb2iCE20siKgjo0kkBwrwigqKDIXfNT6bUSvoCMxWzAetOdaFPS6Nj1JTG+DmaZolFkOwihBxvPmsUIu91I545BiNOiuENpsQRTyFYxPwVV2m9XsL0WHTA7qS/+jkYAItoqOQeBtrxJfLzlQ6yGSPxBP56Am111O7uIApIgYdKZcPpCgprT66Cw3kFmTBYlTSVdzsPlc5Mbn0dR4x4A7F47AAkRiUiiRHHDHjwBD4X1u1FVldKmYvok9yU9JuMH35MwYcKECRMmTJgwYX6p2Nd+ho7QPLZBk4TDbyBZ044ADNcXUxaMZ3sgDRAw6jVEqQ30al4UclrS6Bl7ztnof2aCwO6mErau+YBh29aTBvSKnELQARoVnKoB+exHeCnXxopNH7O4qYIrvO30pgDN/EoGnf9bNL3PBc492acR5hgobiln2/JVDPS50ImQom1hTP6ZRzVWVVWa7V5ibYZD5to/M3cSG2q2scW9k/4tbTgVIzICU+KWcXZ9Ox2CyPq+96Kf0At3wVdc3LEEp6Y3r2l7MyXCyxmOZvSAWQGCASDA8LwC1mn8nNdrJkatgZEdQewrX2EKsMt8Hnr8CLIPVYb7n/mCQaPOYKN7IbametSgn9SOAIKqEiHDwOZoRELphOX2JmTAmDWAFyL9BOUAs8sqiBJ3sThuGpcJ86n8+w6a8y+guCoUOVFS006f7JjO842zGSlS9657qDL+hnL2fDuPHuMug0BoLTEgybRHt/FmXB7X1bQht9ays15BccSS6BI5Y/YQdjSXUOtspNbZSHFLOanrF3N7pJ34WXeGHWzDnNacFqJAsOIL1LaQKq6f/gFy3UqCW5/+Xq/91XOF5PGo1YsAkJLHYZz+/gm0tvtxtrvYvqmIxtrWzjZVVcnITaZ4ZyUA8Ykx6A06vvtmE3JQRhCFzsLDJbuqyO6ZdlJsD3McePd5WPi9z/QNfziqoVW7mrhr2GtIGpHnttxAQqbtoD45yZHkJEeyblcDe6raD9re4QnwXUE9vTOjaGkPpa5KizdT1eg65DEH5cUQbzNh1GvoWP453orNCDoTALrkPgiCiC6hJ+2vP4m8fie4fJjOuwF/ezGiORptbA6iqsez5VsUuxPUAKTHImglNNHpSKYoLANm4avOoaN8PbTXohcE/Dojqqri8LYztsd4yppLGZIxtIttoihyyfDLaXW1Egj6+KJgPoqq8O3uxfjlUI2S9FY/9TEm/GoQX9DLWf3OpqyphF17iyE3OOvZWrWFAWkD2V5TQHVrFRUt5UCoCHG8NZ6lu78lOy6HYVnDj+p9ChMmTJgwYcKECRPml0L76k8h4MGQNYArJl5M4zsPQWjqyhTDTgRhJ4s8vfncMxS3N0gvox9RAAWB1KseRZ+YdVLtP94sXl/JZ+vf4Ja2XahAUBWoqJaJmnYBztUfEiH46NsjCmd1If2WzaevKCIoSqhYa1s97uKNWAdPO9mnEeYYcPo6eHDJ0zjWTmSSfghaIYBndDu9MmJ+eDDw0kfbWLCqnDNHZXLzhQMO2i6JEg9N/g3yBIW3HnqIiYYd3BX3DRVGHzjBrCh8s3wPrQ6Fi+o/xOBzc8fgRN72VIBDoE02YRD8aEQZDSod5gh+fd6fmKP4aXM00PLuo9TLCgZJh2CM5L7JNiRLNC2tKby9cCc7/YmMscchGTQsjTIxJLE3yT1HU7FhPgGHB3ujBfZmRtLEpCLpDEQOP5unE9LYunspuSXvgQixPdoJVJQDkKZtY9zAPMxGLfkZUV3Od+KQNHLTf43ZM5uSrZ/hKlzLAsHO1R/9BU0wiAwExiciNhdQ6AHXjOtIaGvhiwVtDNKVMdeyAu+7Kxh2/V/50juBVreDtxY9z501bQC496yj1F4NdWX0PudOdJFxx/zehwlzMjgtRAFN1izkqkWgMeP7Zg7IgUP02u+drNYuB0TElEkYprxxwuw8UaxfsR1n+8ELsGV7qrFYTXQ43DTVt9He6qTD4QbAYNQT9AfRG3T06BOOEDitiej6Q4c1GpKPzhu9vsyO1xW6f5qqHIcUBfaRl2brFAXy0iIpqmrvvMv0WpGEKCMt7V4izDp8vpBnjyQKyErXSIGiqnbSJS/IIrIr5Pmv+kOfS2/ZGpADyM5Ggsu2gKqi7TeIiDGXEmguI9BWhadoBWxpI7huU+c+hdxEpEm9sQ67jGB7HcG2ahotsazzuRgoaYnvMY7+6YNBlIg2R5MZm0W/1P4HneOaklW0e9sZlzsBk85EbkIehfW7Q4KAqoIgUGnTEFXbgD8phkRrEsm2FL4smN9lPy6fi7r2Wjp8HZ1tkiARbY7hy23z8QQ8tLiaGZwxBEkMexKEOX2YOHEiAwcO5G9/+9th+wiCwMcff8x5551HeXk5WVlZbN68mYEDB54wO8OECRMmzOnD3LlzsdvtfPLJJ8DR/daE+XkTNf4SnNuWIogSrW/cdchFiomG3bhVA/naWvK09TTq04ifdvXPThBYu72Ov723mXONApq95RG0gsq1EUvZ6BtPjijSqJVobSmldPcihgKqoqCxxqLKQXTxmZh7jjip5xDm2NGKGoxaIw4BvvX2ARTu7Xf0Dp0VdaEUPuV7/z8ckiQyqm8cFEO8QUBN7g2FmxAEmGXaQILZjG3shbh2rcbaZyyXfLoJUHnflsDGhuE8afwcQQC/209hRRv906Mo2raE1L2pq//rGoLboWfukjcB2N7rVjb4cwCYPT6fObZ78ThbMHz6D1oq38DsDc2jZ5rr903D6dDFkjrnLjbW7WSQ3sQ6ZzXtEQbytFb6Tz0T2TkCT/k2rENm8HuT9aBzrLTX8E7BpwxJ6scZPcYRH3kpf/BX4g36qJEgIwhBRWLtSh1CT4jQWchK7c2nHd9gz1lKfqMCTlB8LkoqOijcZgSMnJMoExBAjE7mY2cZY9YsQgR2LXqVARfce9TvVZifJ0fzTJOZmcmdd97JnXfeecLsOhynRYls0ZSIccYHaPN/tTddUPDIAxQ/oKDreQWCxnQiTDyhmC2HLp4kBxX0hlAOd4e9A1mWO/PADxyRz1kXj2fw6N6U7alh55aSQ+4jzGnABddB0l4RQBDgoVdAlMDr/sGhw87K5daXZ3LnG+fSd9yRxSGbRc+0YWmM65/EsPx4MpMiOrf5AgrfbatnwsBkRvZOwBahByDOZiDGqu+ynxaHj80v/ovWh24NNWhNIXuhU+Dz1+9Cc90kxEHZaM8cjSBpEdzgKVkLqMi+NqQLhkHk3vs5IKNWOejYNh/Hmnm0r3odd9k2GjVavjFYIaU/GknD4IwhZMYeeqJgd7exqXIjJY3F7KnfDcCUXmfQIz4PgBzr3ocvUcQeF8oTWFCzDY2kIcrUVZhpc7ceVExYVmUqWyvw7A1LNGlNYUHgZ8rcuXMRBIEnnniiS/snn3xyyLDdY6W8vBxBENiyZctx2+fxoK6ujjPPPLqQ5jBhTgb19fXcdtttZGdno9frSUtL45xzzmHx4sVA6MH8cA/u++67ff+ioqIYP348y5YtO4FnECZM93DgZ/tQ/+bOnXuyTQzzC8E6eBopcx9DDeytJaAe3EdC4VzTJvK09QCkmINk9z/YE/p0J8ZmRKsRqaGrx7EIKIVreTgrjudSbWxs2ElrUjpvJEWyoG9/Mm57mcw7X2Nhzzz+uOolKu01J+cEwvwkDFoD1w+5DCkptF7Tu6eJ0RlDCcgBZEX+gdFwx6WDuHx6PndeOugH+/Y8/wbizr6F1CsfYei0m0AKrSWN0JeRufNNZFc7KVc/gSlnEJLFBqKGqUMmo3otFATSUFT4rqMPj76+ifK/30DqpuV49UZ223JY78uhRdWjAgrQb9cL3By3mOicGgyRbmL0cVQXlxC0N6J6OzqdD1VARaAhGEFz6gSufvgr/vKvYp5ZNo9SezX/S7DyaX5PtLZ4DGn5RI27GOkQggDA/MLFbKot4PXNoSwLaZHJPDz5d5i0Rj7Iy2GeZiRPOM7F5wutMTj9HSwrX0teTBaiAFWRwZBdcpAEyUm01YBBF6Cf34FWhY1BNwurt9Ko0eEVwNRjyA9e8zCnJ/vm+zfddNNB226++eYuz0wfffQRjzzyyAm28Ng5LSIF9qFJnYx+/D/wrfo/CB46VQmAlDETTepkpMxzTqB1J45h4/tib3Gy4uuNB21ztHWQlBZLXGI00XE20jITaW/rwGgKLdRWlNTS3uqkvdVJr/7ZCOLxW7AKcwK56AZ49x/gaOXND7+jNLaZ65c+Stqsi+Csy444dMYNg4/6MPFR+wWoMf2ScHuDNLTtreOx96OjqioOdwCLUYvL7cfplREEyEuNpLLRhcfrx2xvQHXuLYQdcO8dLIQePPam6UEAcVgmfkcR7q/n4/jX00gXjQCjDiErBiEmAmn2UJQGB/hUrGdcjat8Uad9SWX1DFm/DqPTjanPRZ1hh35Z5V8bWvAGVW4cGk2EPrQwH2GwkhGTSbunnfSYzM79TOsznUn5k/EGvJSufgsVlciIOOyeNlKj0hAFkUuHz6G+vY7Vpauob69DFERGZo9iWOZwNpSvZ2PF+oOuZZQ5Cm/Ai0F76FoOYY4jqgztKyBQB9okiBwHQvcKMgaDgSeffJIbb7yRqKioHx7Qjfj9fnQ63Qk7XmJi4gk7VpjTG1WR8VYWIHe0IlmiMaT3Q+hmsbS8vJwxY8Zgs9l46qmn6N+/P4FAgK+++opbbrmF3bt3H9V+Fi1aRJ8+fWhsbOS+++7jrLPOYvv27WRl/bw8VMOcfFRFxl+xHqWjEdESjy5jWLfdJ3V1dZ1/v//++zzwwAMUFhZ2thmNh3ZEChOmu4g791aav30Pz479wqsfCT2h+YVL0WI26rEOnExEvwkn0dLuo0eqjVf/cAYfbP+MrzebmGR3dy7a7HClkxocSkpuB7N7z8Dld/N8cynm+J4AdPhcLCxeCsDyinVcYZt9ck4izE9iYFIfRg1by06xDXelzOZnbqLQ4GFZWgpPTrsPq/7whYaTYy1cNq3nUR1H1OqJGDC583XSZfdT986fQFHYW7gSgEBzDYJWjy4+mphl7/NUtIrdmMq6Pn9gyddVpEitiIQEC5eg8Gask0jbLoKBRoSazmUDesg1eGICrKtOZ9HnBnKchWSYoU6nIdEfRADqdBJvRyYSHz2GaQk5+L1tgIagK0hQCTkHm3Vdf5vcJZtpW/YuEQMmYx0yo7N9TMZQtjcWMjRlf8aAzKhUXp31FKIg8m/bO/RavYL2KCNrdCb8coDsqHTyYrP516ynKClahVDzCqgQFaHl9fungary/J+rSZGrWOvvxeiyIhLFJlQETDEpqKp6XJ3CwhyMrKjsLG2h1eEl2mqgd3YM0glY10xLS+O9997j2Wef7Xw+8nq9vPvuu6Sn73e4jY6O7nZbjienlSgAoM29BKWjksC259H0uQFNxll4v70BfHZ0Y55Bmz4NQfPzXnQTRZHouEjyB2TT3uokr28GFcW1lBfVEgjIyLJKRk4yfl+AqrKQJ0VlaR19BvUgMzcFp91FfHJ0WBA4ncnqBa0NOCUjS1LGA7A6fTxpuzf/oCjwU5g8JBWn24/HF8Ri1KLTSri8ASrqnV36qSr4ggqzxmTSUFnLmpk3UWUQGRNXj790OUgaIsdch+r34FjzZuc4KSoNQ+oA5DU7INKEsFfMCkRF8HZgCm6XypW1H2LatQP7mt9jffgR/O1FGNIGodHHkVdYiqZPBpqEpM59lrb6WFcTEjK2NXgZkx5SCyRRYmb/rsKhw+NgwfYvMOtMTO01DXWvz4Ld00ZeQk+sBivNziZiI+JIsiVzdv9zqWuvJdmW0rnPZFsymytFjFojLv9+8bLGXsO/V7/JpcPnEGGIIEw30fwRlN4B/ur9bbpUyP47xJ7fbYedOnUqxcXFPP744zz11FOH7LNq1Sruuece1q9fT2xsLLNnz+bxxx/HbA59Jg9Mw7MPm83G3/72N+bOndu5+DhoUMjzZ8KECSxdurQzDcOIESN4/vnn0el0lJeXU1BQwB133MHq1asxmUxccMEFPPPMM1gsoYnEvnGDBg3ixRdfxOv1ctlll3XuYx+KovD73/+eV199FZ1Ox0033cRDDz3Uuf1QdocJ831cu1fQ+tWLyM6mzjYpIo7o6bdgzh/Xbcfd572zbt26znsNoE+fPlxzzTVHvZ+YmBgSExNJTEzk5ZdfJjU1la+//pobb7yxO8wO8wvFs/MrHAseRnHUd7aJ1kSsZz6Asff04368A0XdyMhIBEE4KqFXURT+8pe/8Morr1BVVUVCQgI33ngjf/hDqMZVTU0Nv/nNb/j6668RRZGxY8fy97//nczMzON+DmF+Xmgj44mbeiVVtcX4ZUg//zaWFboR1swjKimVXhffjMWo6XZB+WQTbTVwXv9JvKW0UhyVwRnpw7nmlX/RXtObOLuDO8dOIN4cw7yipVQ76qh21HFpv3Ox6M2cm38GRS1lTMoadbJPI8wxotfoiGoZQ2tVKZdEfEOkp4nhHvgiqoVmV8sRRYGfgjGjD+m3vITscSJ3tGHMCi2mOzZ/TbBt/++SAER5qrhwcCxTh+cTWPg3/JU6LP0n8Xaghj5NVfTplcHM/OtY99F/iKzdjFXyYY9MZGhKPyZkjOYD52p6amsRAJOi8Lp3FHXeBPoaKzjTYOaV1QbiaWbWhCw6Ak5umnkm31Vms7Z6M+f36hqh3L5uPr66EoId9i6iwIDE3vzjnEe79LWv+gjHpq+JnnQFZysi7cFmaIJ1lnguGXw+e1pKyYnOINIQweB+0/HF5YGqoE/K6Tz7tqQRLC7MomdmkLameFRzMYKgsuDTx1FGzuS6Id23HvNLZ9W2Wv71SUFnbUuAmEgDN5zXj9H9k7v12IMHD6a0tJSPPvqIOXPmAKGogLS0NLKzszv7fT99UGNjI9deey2LFi0iMTGRP//5z91q54/ltBMFAPSD/g/9oP/rfG25eMNJtObk0bNvZuffpgFGmuvb6Ojw0FjbwsbVOxk4vCfZPVNpa3aQlhV6wLdFRzBuejis6bSmwwEfvwZykAjZycxdH1EalcOEssVw893demhJFLBZ9Ngs+1MEeXyHDmNsaHXj8gZwasx4RDceP3gTBlFcWkZmsJb25S+FIgUECVAx9zsHf90OPEXLiZh6EWJ0LF7fThRc1PhsFOizwAI7XFaGp0WjljTg/egzRJMJ3YALEPR6ov7wGJ7li2i6aQ5SXDwA6Tf+hqHJRrxBhf4JXQVDxdFOYM9OdAOGImi1VLZW0NLRTAuwtPBbYswxtLpaUVGps9eyx1dIcWMRl4+8EgCdRkfGAVEGAGnR6Vw1+hoqWspZsntRl20BOYDb7w6LAt1F80ew+0IOrDEDgL8m1J7/v24TBiRJ4rHHHuPyyy/n9ttvJzW1azqpgoICpk+fziOPPMJrr71GU1MTt956K7feeitvvHF0tW/WrVvH8OHDOz2WD1y4X7x4MVarlW+++QZVVXG73cyYMYORI0eyfv16Ghsbue6667j11lt58803u4wzGAx8++23lJeXc/XVVxMbG8ujj+5/gH7rrbf4zW9+w9q1a1m9ejVz585lzJgxnHHGGT/tooX5xeDavYKm/z10ULvsbAq1X/hQtwgDra2tLFy4kEcffbSLILAPm812TPs1mUJh5oHAoWpchQlzbHh2foX9/Vv4/m+Y4mgItV/yYrcIA8fCvffeyyuvvMKzzz7L2LFjqaur64y6cbvdTJo0iXHjxrF8+XI0Gg1//vOfmTFjBtu2bTuhkWxhTk80liiybn6u8/WMFGDy0yfPoJNEgiWO34/dn6rioglTWPzxdm4zLsD17ufUXfgIEzJGUNhUTF5sDqa93tNXDOg+J5gwJ4b1O+vZsLMBgBxNaDG+XiuSFplGdvTR1RI8VjTWGDTWGEjI7GwLOlu79GnXatlk0SOXr+CGYXOoaCxFDfqRna2crcuho7qalMb51H37Kf6EbP4UmMHQSIGzzhtI0YZ/896OT3nilvPZusXAurJ5bDVr2N6UDarERncPznN8QLIURVmDmZh+u5mSPRaDVsfUnLFMTh9G40dPU+Zo523/ZLJyMpg97CxkVzsRA6ccdD57mksxaPSk73Xic2z8iqCjmdr1n7EuMZEReiPFkkyHCP/e+hEAFp2ZiXtFtUPVLHng2hG0u/zc/+U/qA0kUxWMIlFrp8ikx+RsOF5vRZjvsWpbLY+/dXBGhpZ2L4+/tZ57rxrW7cLA1VdfzRtvvNEpCrz++utcc801LF269LBj5s6dS1VVFUuWLEGn03H77bfT2NjYrXb+GE5LUSDMwej0WqacO4oVX2+ktamd2opGmupaGTSyF/U1LaxbVoA5wogoicQmRJGTf/TFasKcYnz8Giz/ovPlJQX/3r/t2d+z7YJ7+Cp2FNN6WBiQ2P1h3ya9hF4r4gsoe1tUQMDjk3l7TR2mKAtZCRFEWXS8t8fPhsB0+grlXKNZ1KVouBr0EWgqBiDQWopp2tkY1bNw7VpMWvEqhgSLcDUH6N2yHe0ZQ9AOT8H1bmgxVT90FIYxEwFwf/kJck0lck0lANolX3L7rw7tydn64O8IFu/GOGMWkbf8jh7xudTYq2l2NlHaHMrjeHb/c/AF/bS6WthYsYHYiLiD9rO5chM7a3fgC3oZmjGM/mkD6RGfy3fFK/AHQ7lRRUFkcv5UEqwJP/WShzkUqhyKEPi+IBDaCAhQeifEzOq2VEKzZ89m4MCBPPjgg7z22mtdtv3lL3/h8ssv7ywmlJuby3PPPceECRN46aWXMBh+OMItLi702dvnsXwgZrO505Mf4JVXXsHj8TBv3rzOxdAXXniBc845hyeffJKEhNDnUKfT8frrr2MymejTpw8PP/ww//d//8cjjzyCKIbKDvXv358HH3yw0+4XXniBxYsXh0WBMEeFqsi0fvXiEfu0fv0iprzRx93zs7i4GFVVyc/PP277dLlc3HvvvUiSxIQJP8/UFWFOPKoi41jwMEf6DXMseARD/tST7iHtdDr5+9//zgsvvMBVV10FQE5ODmPHjgXgvffeQxRFXn311c4UCm+88QY2m42lS5cybdq0k2Z7mDCnM7OGDGd6fAS1874ABR59ZQX9Rg0nPTWVlRXr2d1UzGjVxDAvRI+9AF1Mysk2Ocwx4PUFefSNdciKikbroTwYR6rUQkxQ5urNm6msuA19UjaCpCF2xg2IWv0P7/QnYkjNx1teQItsok22YJbaKDVI7ClaTcWOKGbmzCLHX4i35wz+9EYxino2d1oXkqlpJr6lgqkpDWQZothcK9Duc7KyYj03D/8V2SlTaHUP4cv3XwIUbBofU3UFCMB5E3vwnbCJzXW7qHc2MTx1IAD+hjLcxaE02mpHPO+Vepk98SxSrzvY8XVb/S7+vOw5JFHi2RkPkBgRT/TkK3FsXcxzgSpK251s6J3LNYMv5j4VXlz/Fh0+FynWrvOsxjY3r/5vAz1cXyGnCMw89x6irRbu7NkLseRVAF5PisSY2Y+bhl3ZnW/FLxZZUfnXJwVH7PPKp9sZ0TepW1MJXXnlldx7772dNcdWrlzJe++9d1hRYM+ePSxYsIA1a9YwYkSoAPxrr71Gr169us3GH0tYFPiZMWxcP4p2lFNaWE3AH6S6vAF3Ryh1imvv//XVzSSmxGCO+PkVYf5FkN0LBAE1MhrB3gJ0LnlCwM+HbVGUKV6cNVUMmJIMsd2b79tk0DJ5cCoL1lbubQl9CSsqbHEKqE43ZVYtE616/KoCBFAikhGCRlRVRGltQrSa8BQtRxOfhyiKGDKGhvYkiBizhuMt+Y452mXIdeVoh/cj6vJ7UD1efKVbwCyiyd//pWq56Eo6VBVEEdXVgWFcV4+BRmcjWyo3kZ/YC5MaEjK2xIkULnuJ0T3GML3PmSzfs4z2mm1AqPZAU1MJiZFJzB19DUbd/vumzl6Ly+9idcnKzrZVJSspbylnbO74TkFAEiSm9ZlBVlw2YbqJ9hVdUwYdhAr+qlA/28RuM+PJJ59k8uTJ/Pa3v+3SvnHjRoqLi3n77bf3W6SqKIpCWVnZT34w6NevXxfvy127djFgwIAu3tFjxoxBURQKCws7RYEBAwZ0ej0DjBo1io6ODqqqqsjICHki9e+/Pw8nQFJS0inl3RDm1MZbWdAlZdChkB1NeCsLMGYOPK7HVvdWqjweuV1Hjx6NKIq43W6SkpJ488036dev30/eb5gwQKiGwAEpgw5GRXHU4a9Yjz5r5Amz61Ds2rULn8/HlCkHe2TC/t+7iIiuUZFer5eSkpITYWKYMD9bDGm9SLz8AV7+aDsVrRasdQ6K/d8hqipuj52Mihbcsoog+0k4/3cn29wwx4BWK5GZbKWs1sHkiC3ksveZe69mHGytJdhaC8DOQCoTz+/+uhHREy6lrbqCmPJ12EQPkqwyot3Dbns+zfWNPClHMvW8VEZozSgIqAhI6QMQGldQGWHkzJZ2wIU5pg+5MVlMyhqFZq/AHW2yMcQ0le3iThqDEezoa2fksDs5M38smiKR8q8hLzq30xZ9Ug8iBkzG0dpGe0NvzsxOxmTQdm5XVZW2Ff9FcbWj9h0OgOLVce/fNmHUa3n85rHE54+k6qO7QAliM1rJ9Sl4K3fwt0m/R9brsehC8ydvwMva6i3s3qbDWL6CoabdsAeqX/0/koecia21hn1JlMdF92DsmOs7x4Y5vuwsbemSMuhQNNs97CxtoV+P2G6zIzY2lpkzZ/LWW2+hqiozZ84kNvbwx9u1axcajYahQ4d2tuXn5x9ztHJ3EBYFfmYYjDr6DsklwmbG5w1QuqvyoD4miwGDqfsV5TDdxJgZMHAMbUEBzW3nYvU7OHC5Y3zxV7T3uoDxuz+GzaXw2Dz4vleZywnm45fCRqsREYRQLYF9iAKMNflQgdUOlTc2t3HP2DjGppvpm6DHrL2blrfuQ4wxhRZuAm6CjXsQTVGIeguqHMC9e0kor78ggqKgVrXg31aJe8oyTHkTUJO1EAziayxAExNa5NQPGYF+yIjD2rqmZBXVbVU0Ohu5/E9/xb97B9VKCUGvg9KmEvqm9Gdc7nhSbClEm2MobixifflaREHk6jHXdS4utbnb+HjzhwDEmGNpdbWgoqKoCtVtVVS3VTEkfSjlLWWMyxtPsi31sDaFOQ4E6n64z4/pd4yMHz+e6dOnc9999zF37tzOdkVRuPHGG7n99tsPGrOvMJEgCJ2LmJ3mHmV6ku+nRjlSkaujWSA9sI9Wqz1om6Io3x8SJswhkTtaf7jTj+j3Y8jNzUUQBHbt2vWTa168//779O7dG5vNRkxMzPExMEyYvSgdRye0Hm2/7uSHig8risKQIUO6iOD72BfxFiZMmGPHlDWAS36VQ/LWGmrZSkVxErc6dhATCFJk0pLrCWLqEU4XfLoiiQJP3z4er19m4dfbYXuovUU206RY8ShabJIbCZV/rfKhH7CTUTm9u+wjEFSQFQWD7vgt91ltVpyAFx0OWc93RjOXunYzJHItxXIMH5QLNPqqeOKWawjKCv17xFFZP42810PpjQOKgGXzCoYaJUzZoZSR24qb+HZDNWeoqzknchlbNTbe1el4bMdHPJnSE3tpBFlVsKrCyVVj/FhMOgRJQ9zZtxAH/PUQdvrrS7Gv+C8AWUnZPDz5t+wq8vD6llLAR3mtgwF5cfz9rD+xq7mYselDKf/LFagBH1a3k9jp13bu643NH/DN6mr0viTyTMn42YIsqhjtjbQtf5/UG57B31iFJjKW6bPuChcY7kZaHUcWBH5sv5/CNddcw6233grAiy8eORr6eDoodRdhUeBniCAIZPZIYeOqHfj9wc52SRKJT46h98BsJOnnXZzpZ485gmhg9f3vE/vxP8ip3IDocoDHxZSShUwpWbi/b8F6GHCAV9mHr8IH/4SJ58BNDx4Xc6xmHQlRRupbPV3a90VuaQXQAilWDfkaGX/tNlp3foVqlUKCRmeoAyjudloWPo5kSyHYdIBHmQBSfiaqCfz1u9HqM5A/WQ+qipw8lOZ/XQc6Laa5F6OJy0QXe3D+P4CcuB7UO+rpEdcDMTIKw4ixjGtNZ3ftTmIsMfx3/Xu4fB2oqsq0PjOwGq1A6Avd6XWi3xuiqRH3f322uJoxaAx4g15MOjORRitZsdlEGCIYkRMu8nVC0Cb9cJ8f0+8n8MQTTzBw4EDy8vI62wYPHsyOHTvo0aPHYcfFxcVRV7dftCgqKsLtdne+3hcJIMuHruNxIL179+att97C5XJ1CgYrV65EFMUudm3duhWPx9O5yLNmzRosFstBNRHChDlWJEv0ce33Y4iOjmb69Om8+OKL3H777QeJZ3a7/ag9ddLS0sjJyfnhjmHCHAOiJf649utOcnNzMRqNLF68mOuuu+6g7YMHD+b9998nPj4eq9V6EiwME+bnT3KchYun5DH7z8sxt+cSZ9samncl92Bbn1Hk9pl4sk0M8xOQJBGzUWTq9FtZaHmfjm1udihJFNVJgABqqCafYLHzcdEnXUQBh8vPHU9/S4cnwBO3jCUn1XZcbAqOPpdVe9Yx2u3AIPpp8KeTYfSDF3pILdxQK7I+L4GcVBtC0Eftv++nubEMnSCgVVW0okoUbqL8ULzwNZ6J+4QdeybT2OplYEIVaUCOObRG5Ql62dNSRu+6JQyJ2EA1iSzZOJSPvi1i4lgz0ckepuaMxaQ9WKTWRiejS8xBdrdjSOtNfkwyOVEKLU0CEXIbzS3fcNOn21ACXnKjMhiTPhSPNQpDSz0rXbXMOmBfitdIbp2VqywLaLWm81BsHBkdMjcoWqL6TkRrSyBl7mPH5fqGOTLR1h9Otftj+v0UZsyYgd/vB2D69CPXeurVqxfBYJANGzYwfHgocqWwsBC73d7dZh414sk2IEz34PcFMBj3RwNE2MxYoyzUVTWx/rsdJ9GyMMeTUblx5P7+QcQXPodfPwh6IwybBHc8BgmpkJIFWT27DioKpcVhz5Fzsv1YDiw+vI8Sn4bNHi3tisg1gyJh6/u0LngMd/EK1IAHQRt6sBG65H1TUANegk0lCBo9iBK6xF5EDLkI87kXocnLhqxxfNOspSouBwQB0a0SLC5E1nfgLl6KY+2/Ufam7uncq9uNKgfpk9KXG8bfxMic0Z3b0qPT0WsNrC1bQ3NHE56AB2/Qy8o1H2MzRAKgotLs2p8CI8IQwaD0/V44VlOonzfgwWqMDBcTPtFEjgNdKnA4FV4AXVqoXzfTr18/5syZw/PPP9/Zdvfdd7N69WpuueUWtmzZQlFREZ999hm33XZbZ5/JkyfzwgsvsGnTJjZs2MBNN93UxUs/Pj4eo9HIwoULaWhooL29/bA2zJkzB4PBwFVXXcX27dv59ttvue2227jyyis7UwcB+P1+rr32Wnbu3MmCBQt48MEHufXWWzvrCYQJ81MxpPdDOkQtlgORrHEY0rsnFc8//vEPZFlm+PDhfPjhhxQVFbFr1y6ee+45Ro3aL9rW1NSwZcuWLv9aW49/9EKYMIdClzEM0ZrIkX7DRGsSuoxhJ9KsQ2IwGLj77rv5/e9/z7x58ygpKWHNmjWdtXTmzJlDbGwss2bNYsWKFZSVlbFs2TLuuOMOqquPlOYvTJgwP4Y9LaXEWaIwiz6WCLkEB0/hXaWF/+6Yz+qqjSfbvDDHgUiDlUumXM+1d93BX++6kMFn1BE7fB03X5HFpZcaiOy/hVHpg7uMaWn30NzuxeuXqah3HDdbjAYLZVFaFMAtSAzWlvOtSWSfq5JeZ2Za3FR+9cAXPPL0h3grd2Lzeigy6NgoZmGXQ4u1KtCjrY3pxSVoopoQBJVPrGloxl9IxkX3kWVLIy8mi0h9BDusfoJAdloM326opKXdw4KG9/nP1o/43/YvutinKCodngCi3kjqtU+RcdvL6GJCRWe1GpG5k1MYXvwSWUs+JK6lEbvsY33zHtZu28WCPn15JDOWLzWuLvu8ZsQshkXWYxCCJHWUIRVNYWB1JLLbjzGj73G7tmF+mN7ZMcREHnnBP9ZmpHd290fzSpLErl272LVr1w86W/fs2ZMZM2Zw/fXXs3btWjZu3Mh11133g1GXJ5JwpMDPlLXLttHa1I7BpMfr9hH0B7FFW2lrdmAyd796FuYkMHxy6N8+Rh2mkNvc38PiD2Hk8S0S2jPdxu5Ke5e2soAGBQGToNCn6n0C9v2TQY0tBVUJIjsaDrk/0RiFYLQit1bgbyzGOuxSmr98FGQ/nxb5WeaUMJ37J57v50OTko5cV4NiBRkvktGGcIAnv2/LBtr+9H9oklKJ+durCLqDBQxZCUXV6CQd/oAPRAGhoZ71375Hbl4vrMZIcuPzkBWZDzd+QKurhf6pA8iKzaaipbwzz6OiKhTW72ZC3iQ0Uvgr9oQhSJD9d9h9IaFFlQPT8OxdZMn+W7cVGf4+jzzyCP/97387X/fv359ly5bxhz/8gXHjxqGqKjk5OVxyySWdfZ5++mmuvvpqxo8fT3JyMn//+9/ZuHH/pE6j0fDcc8/x8MMP88ADDzBu3LjDFjUymUx89dVX3HHHHQwbNgyTycQFF1zAM88806XflClTyM3NZfz48fh8Pi699FIeeuih43otwvyyEUSJ6Om30PS/hw7bJ3raLd1WPDUrK4tNmzbx6KOP8tvf/pa6ujri4uIYMmQIL730Ume/v/71r/z1r10D0d944w0mTpzYLXaFCXMggihhPfMB7O/fwuF+w6xn3n/Siwzv4/7770ej0fDAAw9QW1tLUlISN910ExD6/Vm+fDl33303559/Pk6nk5SUFKZMmRKOHAgT5jixq6mIB5c8Q2Qs/N7biqgE0YvZ6HQGZNlPtNF2sk0Mc5wRRZE/Tb/1gJb+zBk246B+WcmR3HbxQNo7fIwfdPwif23GSGJ6jWWrfQEDXX7Oae2gxOBj369ScY9eDHjvDm43RPDXtplU9+9Hlk5iQOkWoIyl/nwmGHazL4tKtV7LeRNiKRXfoVqvZUPMhRjbyyizVwHwxIoXkVUFYeI5XDD0Yq4s6+CzFSW0mGNp8NSTbE3oYt+fXl3DpsJGbr1oANNHZh58AqqMqoQkjCF+EY3qJckX5D/zV2Mb4WR4jzGMzQx5crcVbaB4/t8piLEx6dKb2fHefyhWkvG7BEZEloAHOnatwpCWf9yub5gjI4kCN5zXj8ffWn/YPtfP6tutRYYP5Mc8z7zxxhtcd911TJgwgYSEBP785z9z//33d6N1Pw5B/X4C4zA/C777ZhMtjXbMEUZczv0pXVIyE0hKjSUlI+EIo8OE+fGU1zn4rqBrkbxKv8huv454g8A9yhugyojGSBRPyMNZNNpQPPaD9mXqcyaGtIG0fvUkqArauFwiR15Bx9bP8NXtZG38hbxXrifTpuXhyaFCyoGKMjwLP0E7ajhBtRldfC6NeguqqhL97Xd0vPVPEATi3voYKepgBTkgB6hoKae4oYjS5lDaIo0/gCyKxNoSuWjYpbR0tPDB+vdQ2J9P3WaMwu5pQxREzHoLoiDSJ7kvA9MHHa9LG+bH0PwRlN7RteiwLi0kCMSef9LMOhWZO3cudrudTz755GSbEuYXgGv3Clq/erFL0WHJGkf0tFsw53d/BE+YMKcDnp1f4VjwcJeiw6I1CeuZ92PsfeQQ9TBhwvxyKGwu4YHFTxMpK9xT0Qp7FzsFaxy6/uNJGDwDTcTxT8sX5pfNq+/fw6Tios6YtoXRJnSqQJtGpEdKHwZsWYOKwF9ihtObHUx2yehkgaDfz3OOGdwauQgTXkS9mYzfvknbsvewr/wQWRCw3fw8PgEeXf48saYoWj3tNLtauWv0dYxMC0VDtK+bj8/jZF1CLE3uNs7PmYBYvgNj9kCueGI1Lm+QM4anc/slh56H++rLcNhr2f7lC2R4/KyINLLMFE2HOcBvRl/PyLTBbPvyecyblyIAQQQejzib5oootAS5Mn0bOTiIjokkYeZNaKMST8yFD9PJqm21/OuTgi5Fh2NtRq6f1ZfR/ZNPomWnL2E31p8pIyb0o7WpnUBQZuMB6YJqyhuoKW+gYMMeJswYhjEcNfCzory8nPnz55OXl8e0aYeJFOgmJGm/KiuJAoNzY5geaaS8Yg9xFV+AoCCaY0DSgKcdr6plXUcKPWxpJDsLECNTUDqaQPbj3r0IQRSRzDHIHc0YMkIPApYB52IZcC5nAUPygkQZ93vMOV9+Fn/BZjRyJaRZqa3ZzuK99QBmjp1Bi9RBfGzaIQUBAK2kpUd8LmXNZZ1tQZ0WAYEeCXl4A14+3/pJF0EAwOkNhWUqqtL5dzhC4CQSez7EzIL2FaGiwtqkUMqgExQhECZMmENjzh+HKW803soC5I5WJEs0hvR+p4znc5gwpwLG3tMx5E/FX7EepaMR0RKPLmNY+D4JEyZMF3rG5vDYGXejESVa3nkUW1uoCLniaML33Yd8s2k+rZMvYs6A2SfZ0jDHE1VVeWndvylrq+S2kVeTbks5ocef3LG/XqXYayR9Bo0jw5bKw1//i7VrYnDb+uNN9xNwaBlXE6TeLNMUG8MXOi2eYAHYhqPuWI4cCFDz6u+wDjsL+H/27js8iqpt4PBvZnt203tCKpCEAKGE3juIKKCIBQUFO2JXfD879t5BRZoVGyg2eu81BEgIIb33ssn23fn+WAhGiviaCK/MfV1cJLNnZs7OZtt5zvMcAW1ABAFeQQiignlXuGv0W+wWjLZGAvXu7+6WomNUrVmESRT4LDYQCeh8YAd+pflowuO45drr2J2dwXWDz75+myYkBtHLhyMGLR4OJ78EegJ2uooGkgLaszl3Fx6pmzGcaO90CfQsy+WIj0CUMo0uDccBsDv0KL3PXRpT1jr6JYXRu1MoadlVVNdb8PPSkhjr/49lCPwbySNX/1IqtYrg8ACyM85cu9NqsVNTbZSDAv8yKSkpVFZWUl1d/Y8HBUL89LQJ1OOSJAZ0DkWtcn+B9SitwixYKZV82FSXSDcxizgRfnH1YJurI/paB88pDuGyNoDTvWALTjvWwlS8B94OThuixnDa+YINzV++xEB39ovo0uMSFOj8IhAtRgCyawtI97GhlPKZ7nScc9B+SPxQ2vi0ocHawJ7cXUhI7MzejsvlwmQzndbeKZ2+6Kt4Ea8uf0kQFOAz5EL3QiaT/YEgKtBFd73Q3ZDJLmqCqEAT0+dCd0Mmk13k2vpFAZArOPEB6gQBERFPyUmVSmRv0UE5KPAvU2c1sjF3BwDbC/b940GB4P6TqNm2DK9uI/HqPpJowOFy0lAcgNXkz3de9SjtmTgrw2gQFSwI98QpuPBUq7DZGjBmZeEB4LJhK89D4RVE5H2foNDqTwt+a1VatKpTY1WCdyAWrQcKp5323m3IbSjD0ysQSvMRtHq+yFyExWFlfaGW63yvPOt98Pfw5bJJz1BRmU909kbKqwsZlJ9P5Yp3We7pJM5Lw+gad6UNjehijMcheirS+EUbit0EKolmZYpl/zyFKNC5XcCF7sa/hvzX/C8XG9+GqooaivNOpetrtCoiYkIJCW/9RThk/6zevXtTV1dHXFzcP35ulVJkSLfTP5h4xA3GaSznl9J2HJGCOSZFMidoD/4lDQD4SbXuhpbmi6Y6jOXUrHkD777TzhgUALAUpmLJ34dH+8E4ct0lf6SccvxnfohPQyXjj29DFRJPuSSRXnIED5UOUWi+gKrL5SKt5AjeOm/0GgN7cnahV+uRflfPV5IkduXs+NNrkBTelZjAGMJ9W65+o0zWWhYvXnyhuyCTyWQymUwm+xvirp7N4e9ewlmuIk5VjgTUJPXn1vihF7prshbmo/ViYocx5NTkMyym3z9+fn1CH/QJzYPWSlHBYxPG8dEvu6kJzAAgqZuLXQej0TtKqVeKKBtrQaWkyukkGJAk2CC04Zd52fTuZOWxaT3PeD6X1UzFL3MRVGqKuw3ipXA9AvBgp8vpEZ7Eyox1OAMDGdn7OnzWv0ZpQ8UZ19PIqy3kUFkGQ2L6sDZrK9nV+QTq/bi1tAFlUSUAtuP7aYwNIlN/KijgAkRgaagXBVobz5jiWDDkOtT+beQMPtm/hhwUuARUlzdfdb5r7wRC2sjpTv9GoaGhTJs27UJ3oxlBVODV8zp6ZDeQfrCG7pF+iIKOIcpDJLry8OHU7HtR74+rsRqUanBYkQB7TT5KnzPXhzNlrMdlqsEsCOgGj6Shogzt4JEIgkjjkZWoKrJQ1BSSOGwWId6h6DV6RLF5UOBI8SG2ZG4GwEvnQ/0Z1jg4SSWqUClUmOynZwwARMsBAZlMJpPJZDKZTPYPMZQV0LamBlRgdikp1YZyz8A7EeTM5X+l65PGX+gunKZ7TCzv3BHGE+uOU22upV9MEpvqtvJgZjUmhcABTx1r/JVsCXERWBxIqsOXXfpuOKoF9h0tO+txTVn7aUzfDkCb+F5E+kbgklzE+ceQW1PI4oPLAPAs7cTLo/5DlamGCO/Txw1e3Pw+NeY66o7vQcg+RIGXlkxBoE9RDQAS0KgQGFxpJE5S41BrUdosVKgUVEoe+DicFKDCVxOCR0yXlr+AMtkFJAcFLgG+AV6UFLgzBcKjguSAgOyCGB5rYFiMHkveXhoPHQQgSKhH27Yf1vwUJIcFzy5XovKPBsCcswuXqRbtiYWFzkQX3Qtz3l60UT1R945HNag3qhNplKrAttgrslAFxgKQVZ5JUU0hA+MG429wp5uZbWYMGk8AFKLyjAEBH50vA9oNZHfuLsqNZThcDobED6OsvpTsiizaBccR7hOOTqWTAwIymUwmk8lkMpnsH6MOjASlhjq7gjcar+T5W0fLAQHZP06r0vL6mCeQJIm7f36cokPxrHO66OTbiH+PrpCzCV2b9vSe+iC9gfE1Jr5bl0mPDsFnPaYuqhOaNgmIKg1+UUk8GBqDxWHFR+eNSqEi2BBIg7WBtn5R1Ne7+PCbHGLCqrl1fCcAJKcdl82Kv86XhsZaeqfsRUSid72l2Xn8RtxMoYeSvis+Acx4dh+NoDOwojGHDFcj93S+geRqJ0M6dmi9CyiTXSCCJEnSnzeT/S+TJInc48XYLDbad4w6baa0TPZPslXlUb994YnfBHxHPICg1NJw+Bcc1fno2vZHF316CqHLbkYQRCRJQlCqEX5XBshaehTz8a04agpQBcTi3dedLSG5nAiiAqfLyUeb5gLQOTyJgXGDOVJ8mE0ZG/D18KPGVH3GvgZ6BjG+60TUSjVl9WVsObaJSP8oesX0btmLIpPJZDKZTCaTyWT/BVt1KTUp61G37YlvVPsL3R3ZJe6RlS9wbE8grtpgkpM8eWbaMFJK0lj820F0jiAevrYf/t66ZvtIkoSzoQZR74PVaUP3u/UEjNYGfspYy88Z63C4HDw55D46BycgSRKSJCGKIl+uOspXq93lixY/NQpfvYKiTx7GXlPKz7FRbJOMzM5pwMdlRpLgZNws6KqHMHRwl2KqXL0Qa8lxAi+/G3WAPNlPdmmQMwUuAeV7fiM10/2iavDSEx4VdIF7JLuUOY3lTT9rY3qj0Hljq8zBVujOHmg8/Csqv0icDVWoQxMQBBFHfRm1W+cjICA5bSh9I/AZcCsA9rpSaue9AHYndb3jyLQ2ULhpLn3b9iepjTu9TxREovyiKKsvw6B1r09QcaIfvw8IhB0rIDSnhKP9u+AdHsuIxJGolWoAgr2CmdRjcutfIJlMJpPJZDKZTCY7D1aHjd3fPUd4RSmW9K34zpx7obsku8TVFfmB0oZn4kEeue4RAJYd3EDWkTZAAyt35BKT2EiUTxvCvUIAqPxlHsaD60gNDmapl8CD/W6jV5uu7n03L0CfvosYg5ZMvYa3tn+Cp0bPs8MewkfrBUD/WDVlQaUUegcjqqxIVgF7dTFIEl0K8ukMLPaIZGS1FYsASSESgYkDmgICAAGjpv+Tl0kmuyjIQYFLgGP/EpS6G3ApdOg9dX++g0zWwlx2C7bSdFQBbXHUFjdt9+gwAgClZxCixguX1YgyIJbazR+C5ELf6TJ0MX1wNlaB09609K+jtoiq1a+jCe+E0uaNtD8XgMI2IeR5+YMEO45vY3f2TuxOOwICLlwA7MjaTtvAdvSO6UthdSH1v1vguMfK3SgdTvRqPZsNGg4XH6ZPbN9/5BrJZDKZTCaTyWQy2V+RVnGMNKeRcMDk6XOhuyO7RFkK0nGajLgiulKS5q7r3ymqE3qNe/ypT0wih/yOo7EFEli5jLwf0/g0NIj3r3odpajAVp4LgL6+BpenD58fXMbnB5fxcP87SMrNxttoJdrs4FW9hkZrAwOLSyn86AEqTA2YlCJ6m43xgLFG4Judhdwx7B7UY+9gzbYlDK51Lxw8RlFIgtoGgGD2on7fSjyThqDyOXsJI5ns304OClwCfHtfQ/L2BWj7zMDHz/NCd0d2CWpIXYGt+AgKrxCUPqdS8czHt6CPH4ag0qIO64DksOGoKwHJPYAvKDUAqEMS0HcaC4DLYsRenY+jOg9r/n48BtyDok0U1oZa8sNOZcE4JSdOpxMAieZV0kqzd6KtKcTksDZt89R4oujZB2nvbup9PRm58FcaYw7DHDkoIJPJZDKZTCaTyS4+CQHt+C2xJ8stJm4ffPeF7o7sEmSvLqb4s6dAcuEzZApJ3o2k1nlx6FgtDbZGDGo9w/RhdG+/E2WYP/Wb9tMOMOotiLjr+AReeS8NR7YSEBLK6IYSVh3fBMC+4kMMT76cyjULyfByV7+IMdtPDPSbsQmw06An2CqQ1GjF0yURdqyCj2yvUyDYOeZvQCVBsM2BZ/fRNOzejEarQ1VfigQ0pO/Ct++VF+bCyWQXAXlNAZlM1uoaUn/CkrcXQaVDspub3abwCkEd1B7z8S3Ntot6f/yG3XvG4znqSmnMWIcmJBFtZDcA8qrySC8+QkFNPg6n47RAwEkGp50GUYkAiIKAE9AoNbgkiX5L1+BfUIbd04DK2ABA4GcrUPj4/r0LIJPJZDKZTCaTyWQy2b+Mo76Kgg/vRbJbOTkd7826sRRqlMyKO0y4xgtvmwNL3mFMLhUeorsCgPfk2QS073XGY35z+CcK60uZ3m0yPjpvGmyNrMrYwtrVLky1Rm5TryRYMLLFV8fKAANIEganC3+7k4G5WjqpSkn10LI01BODS+DecgsFjlA+LO2JQmXhJf0PaAQHmjbxhE978Z+8XLJ/sejoaO6//37uv//+s7YRBIHly5czYcKEf6xf5yKvOHsJ23CoiH1ZFRe6G7JLgL7TWLz7z0DhHfqHWwSc9aWYs3eg8AxsdotH3BBsZcdwmutwmRpxVlWe2kupRu0fgzqoHQBl9WX8krqC7Mos7E77mQMCJ+Kf+hMrC0mCgE6pRRREVAoVdqcNr7Iqd1O1yn0evwBEb5+WuQiyf62bb74ZQRC48847T7vt7rvvRhAEbr755n++Y3/wzDPPIAgCgiCgUCiIiIjg1ltvpaJCfh+QXZqGDBnS9JzQaDSEh4dzxRVXsGzZsjO237BhA2PHjsXf3x8PDw8SExN56KGHKCoq+od7LpO1rNLSUmbNmkVsbCwajYaIiAiuuOIK1q1b19QmOjq66fmi0+mIjo5m8uTJrF+//rTj7dmzh+HDh+Pj44Ovry+jRo0iJSXljOfeuHFj03HP9m/x4sXnbFdaWgqcep8bM2bMaed59dVXEQSBIUOGtMg1k8kudlWmGtZnb6PB1nihuyL7l1N6+RNxx9sETXwQBBEJUEYepX3UdmLzs9FkplCn0WBSaDlki8AhiSh8w/H0DcOUdQBJkrDXliM57E3HDLJ1o5d+LD46bwA+3PM53+xdw8C6TYwV9vJW7eW8UncFdrsaQZLQuSQalArydGq8tTUAhJmUvJBTzeO1IobGeirrAEnEadNhlDyQAH1iv9PvkEx2BgUFBcyYMYOwsDDUajVRUVHcd999VFVVXeiu/S1y+aBL1IZDRTyyZBeiAN88MpLoILmskOzPOYxVVPzwAprwRPyG3Xre+wmiApVfJF49rsVemYOt7BgS4DKW4agtQlCoEPX+OI3uwUmfIbOwlRyhIWM9glqP88sduGpr8H32dTRde1C/7xucdSXYKnPw7j0FtUKFQlTgdLnLBQkISEh4VdYx4LuN4OPLniv64NC4MwPULicupYZGhxUJCafLiVejnTp/bwhvw54u4aisdvy0PowVhJa/kLJWJUku7FV5SNYGBI0BlX8UgtC6MfCIiAiWLl3KW2+9hU7nrp1psVj46quviIyMbNVz/xUdO3Zk7dq1OJ1ODhw4wIwZMygqKuK333670F2TXQJcLhd5eXk0NDRgMBiIiopCFC/s/JTbbruNOXPmYLfbKSoqYvny5Vx33XXcfPPNfPzxx03tPvroI+6++26mTZvG999/T3R0NPn5+Xz66ae88cYbvPnmmxfwXsj+TZwuiZRSM5UmJwEeCrqG6FCIrfdZJDc3l/79++Pj48Orr75KUlISdrudVatWMXPmTI4ePdrUds6cOdx2223YbDZyc3P5/PPPGTFiBM899xyPP/44AEajkdGjRzN+/Hjmzp2Lw+Hg6aefZvTo0RQWFqJSqZqdv1+/fpSUlDT9ft9991FfX8+iRYuatnl7e7Nr1y4AMjIy8PLyanaMoKBT5SNDQ0PZsGEDhYWFtGlzqmTlokWLLqr3Y5mstb2+7SOyqvPYX3KYh/vfcaG7I/sfsSJ9DXuLD3JbjxuI8A477/2U3oEYvANR+YaQXZNPaFUayQFx5P+6AI1N5JCrC6sjSnCWhJIf3YuHrxxHwft34jI34BHfG1PGLjThcYTf/BL7M8p544t9APjdoyUxxh9PtYF21NBH414P8IirDUnKHLo31jIiC/LiurDSWEiC2YzGoeI7UxL9owSEyt24aspIC/AHezEGZx5tan0JEOtxSeAMiGuV6yhrPZLL6V7DoqEGhcEXbUQHBFHRqufMzs6mb9++xMXF8dVXXxETE8ORI0d45JFH+O2339i5cyd+fn6t2ofWIgcFLlGeOjWiABqVAq26dZ9Asv9t9upiyr95wl3fX6HEVpSGNe8gnt3HofIJ+UvHEgQBdXAcmtAOgPsFvW7bAhy1RdjLM082QmHww2Uzuds4bLhqq8HlwllSBF17oPDwxVlXgkLvLuvjq/fj+l5TWJO2mrL6UtoGtaPWVIvnweNoTVYwlWI1mWjQeOJSKvDW+XB18iTySo+T/fPntN+SQkafRLwra1kzaSgJmw4Qm5pFZffOML7lrqWs9VlL0mg8/BsuS33TNlHrhb7TZWhCE1vtvN27dyc7O5tly5YxZcoUAJYtW0ZERASxsbHN+2i18sgjj7B06VLq6+vp0aMHb731Fj179gTcsyaHDh3K2rVrmT17NmlpaXTt2pVFixYRHx/fdJx58+bx+uuvU1BQQExMDE888QQ33XTTOfupVCoJCXE/b8PDw7n33nt56qmnMJvNTcEMmaw1pKWlsXLlSurrTz03vby8GDNmDImJrfPcHDJkCJ06dQLg888/R6FQcNddd/Hcc88hnAj4enh4ND0nIiIi6NOnDwkJCUyfPp3JkyczYsQICgsLuffee7n33nt56623mo4fHR3NoEGDqK2tbZX+yy4967MbeGN7BeWNzqZtQXoFD/ULZFisoVXOeTKjbffu3ej1+qbtHTt2ZPr06c3aenp6Nj1fIiMjGTRoEKGhoTz11FNMmjSJ+Ph4MjIyqKmpYc6cOURERADw9NNPk5SURH5+Pm3btm12TLVa3XRMAJ1Oh9Vqbbbt94KCgvDx8Tnr/QkKCiI5OZklS5Y0BSq2b99OZWUl11xzDWlpaed/cWSy/2FeGvdrhpe6dV47ZP8e3x/5lVXHNzGq3WC+OfwTAO/vXMwro//vLx1HkiSc/qF0CI2lA0MA2KNsz5wPU6DSgSo2EFVEJpowLwRRgc3pQAlY6t0VAexVxQD4e2lRK0VEUcDH073G4K3J17HPvy35P76PChg3uQerNqXQtcxd/iT62EGmnihNhACTb7yCiOhIUn918EvtcY7pROwNYVhcjahMIHmCACgdpr9/AWX/mMajO6lcvRCn8dTsfIWnPwGjpqNP6NNq5505cyZqtZrVq1c3fWeOjIykW7dutG3blscff5x58+adtl9mZiYzZsxg9+7dxMbG8s4777RaH/9bcvmgS1SPdoF888hIvn10JCE+Hhe6O7KLjCXvIHU7llK9fj41Gxdgr8zDVnoMW7F7tpig1KD09D/v41lT92M+uJmqVa9Qs+E96nYsoeHISncGQVB7d6MTs/yRJCwl6bicjhPb7fg88SJedz6IbtTlAHh2n4TPkHvQd7ys6RxeOm+uTr6Gu4fOYmibrni6nOQnRlPRtwdpA7tQH+iDd0UtosOJSqFCUVxKyIpVdPt1OwajieQ1e0EQiFD54l9eC4Df4Qw2LX6evKrcv3U9Zf8Ma0kaxr1fNwsIALgs9Rj3fo21pHUHAm655ZZmMxsXLlx42oAKwKOPPsr333/PkiVL2L9/P+3atWP06NFUV1c3a/f444/zxhtvsHfvXpRKZbNjLV++nPvuu4+HHnqIw4cPc8cdd3DLLbewYcOGv9RnnU6Hy+XC4XD8xXsrk52/tLQ0vvnmm2YBAYD6+nq++eabVh2kW7JkCUqlkl27dvHuu+/y1ltv8cknn5xzn2nTpuHr69tURujbb7/FZrPx6KOPnrH9uQYoZbLztT67gdlrSpsFBADKG53MXlPK+uyGFj9ndXU1K1euZObMmc0CAiedz9/2fffdhyRJ/PjjjwDEx8cTEBDAggULsNlsmM1mFixYQMeOHYmKimrpu3BG06dPZ/HixU2/L1y4kClTpqBWq/+R88tkF4OH+t3O88MfYUbydRe6K7KLjM1h49dj6/l5bwrzfzzEspRN1Frq+ebwTwgnFv5t7x9z3sertzaws2A/L23+gJuXP8ib2+bzzPq3OF6VS1xoCD6eahAdiB5GAErrSsgzlvFGqJ4FYd5s69QVv+FTCb3+SQCiQr2Y//hI5v/fSMIC3EEthaigV2wfhjzwOX3v/5R8ax3p3no+DfeDIHcAWi04KHfpydSpsPgqaEzfTh52qlQKHs+t4rHyPDoZgwjx0yIIIAiw5PvfeH3zQmwOW0teYlkraDy6k7LvX2sWEABwGqso+/41Go/ubJXzVldXs2rVKu6+++7TJtGFhIQwZcoUvv76a/64XK/L5eKqq65CoVCwc+dOPvzwQ2bPnt0qffw75EyBS5DFbEOjVcklg2SncTlsNB5eR9Wvb4PrDIOEkgsUarz6Tqbk0wfQRnbGb/jZ01HtVXnYMjIwvvQctAtGsNhxDYzH5VmDvTIbW0k6Xj2uxWWpw5p/AFRasFto3PcNqpAERK0XqoBYtN36Nz+wIOLQeqI8Q2kf6/5d1Mx5lPgQX3ImD2Nr37aE+YTT26rEqoEUJUT4hFP31vM4so4hBofiKi8FSWLHlf2opI6AK8bhvfBzRJuN2BVr2ZvUgSj/6L93cWWtSpJcNB4+dwmcxsO/oQ5JaLVSQjfddBP/+c9/yM3NRRAEtm3bxtKlS9m4ceOpPjQ2Mm/ePBYvXsxll7mDWvPnz2fNmjUsWLCARx55pKntCy+8wODBgwF47LHHuPzyy7FYLGi1Wl5//XVuvvlm7r77bgAefPBBdu7cyeuvv87QoUPPq79Hjx5l3rx59OrVC09P+f1A1jpcLhcrV648Z5uVK1eSkJDQKqWEIiIieOuttxAEgfj4eA4dOsRbb73FbbfddtZ9RFEkLi6O3NxcwD3Lx8vLi9DQP66LI5O1DKdL4o3t517f5c3tlQyO1rdoKaHjx48jSRIJCQn/9TH8/PwICgpqer54enqyceNGxo8fz3PPPQdAXFwcq1atQqn8+189f18SCNxZbxkZGc22jRs3jjvvvJPNmzeTnJzMN998w9atW1m4cOHfPr9MdrFz2a3gdKDW6okLiP3zHWSXlOyiOpanbGan8VesKUOR7BpmeFtoq6pgjZ+eHkYr6oAIsgUFj695hdt63EC0b8QZj2W0NpBRmc3y9JUcq8zBWdABvS2BPa59OEWBZze8Rd+IZN54cBwPrXweq2RmYr2L3sdT2Jz7JO069yGnpoDkmN74BDbPIvPRuBAUqjOe9753V5FbYEHdzg9fIQ+T1YV/l5GkuML53LgFtc7B81XlVK78mCTAGhCBihpUooVb+BUkJaboAWhytjHWsZcFKVEcaX+MbqGdWvpyy1qI5HJSufrc7+GVaxbiEdezxUsJZWZmIkkSHTp0OOPtHTp0oKam5rR1+tauXUt6ejq5ublNn11efPHFpjGAi4UcFLjEpB/M5tjhXNrEhJDcz52ubzTb8NCoWrVeqezi52ysofzbp7EWHoGzDZoqVOC0UbPlK0Qc2IrS8e4/BYX29LRUc/YOGo+cGAgyaCGrHMlXj8LzVHTVWVpM/bKF+NzwINrIHjhNNTTs/w4Ae+lRPLtfgyb89DfnX1JXkF+dz8D2gymrL6WkrpjO4V3oEtEVW+p+cLrQFVchOF1ISoGi2kL69biWgN7j6Hj8CJbHH8LhcgEgmUxNixD3+2Eba6eNpqq2llCne6aeS6mkx/KNVC5cgc9/nkMZLtejvRjZq/JOyxD4I5elHntVHuqA85/58lcEBARw+eWXs2TJEiRJ4vLLLycgIKBZm6ysLOx2O/37nwp0qVQqevXqRXp6erO2SUlJTT+fHIwsLy8nMjKS9PR0br/99mbt+/fv/6cpiYcOHcJgMOB0OrFarQwZMqRZ3XSZrKXl5eWdliHwR/X19eTl5RET0/LPzT59+jSVCgLo27cvb7zxBk6n8xx7uVPgT+73+59lstaQUmo+LUPgj8oaHaSUmkkOa7kM35Oz2v7u3/fvnyNms5np06fTv39/vvrqK5xOJ6+//jpjx45lz549f7tU3ZYtW5oFss8UaFCpVNx4440sWrSI7Oxs4uLimr2nymT/Vs7GOgo/eQiXpZGwqc+jCW2L0+XE4rCiV8vVAS51Jam7ePjzUuxOUEW3QelRi70umESxGKVLoq/JRbDVDkXZNFbl85s+hh8UO7l/2JmDAs//9Aw5zkbCBQ2S2RN7aRTj9ZupqjVxwFNDlQTr9mfT3auet8c9icVhpe7L5wGIbjRzoL6Udy+fg/IPg7iWwgxKvngGhd4by5gneePbdAKDBO66piNBHkHkF9hAUuCqD2CQlI6HwwXGci67/k4GWocx/4cjPLEkg//4axEVsKqkPWGCkXBlrfsETgee9Tk4Bfd7YG+DhN+yD6iK743/iJtb6/LL/gZLQfppGQJ/5KyvwlKQji7qnw3unO2zVHp6OpGRkc0mM/Tt2/cf7dv5kMsHXWLqqo1N/9c2Wrn6ldUMffJnpr/310pOyP59qla+5w4IgDsj4A8EtY6AKx/FbNMi4jg5jk7dti/PeDx7bXHTz/qZdyCOSQKdEsnu/tKrDGyH8+cD2Javou7D11D5tkET1hFtTB84kbboMJZxpPgwu3N2Ni0iDFBuLAfcqYfHyjIwWoxsz9rKgfz9eEy4Dt3Y8XjedR9ju00gzCec+JAE/PUBCIKAuG0LktkEVguKuAQkY13TcZUOJ11SC+gdPwjB4AkaLYF3PYIqJQVHXjbWPdv/6+sra12S9fzKKpxvu//WyZIFS5YsOWPpoLN9aDjToOPvF2M8eZvL5Tpt27mO8Ufx8fGkpKSQlpaG2Wxm/fr1tGvX7jzumUz232loOL/n3Pm2+yc4nU4yMzObghRxcXHU1dU1WwxVJmtJlaZzBwT+arvz1b59ewRBOC0o/VdUVVVRUVHR9Hz58ssvyc3NZdGiRfTs2ZM+ffrw5ZdfkpOT01Ri6O+IiYmhXbt2Tf+io6PP2G769Ol8++23fPDBB2d8P5bJ/o0cDTU4G2qQHDZsVUWsy9rKTd/fx/TlD7O7MOVCd092AdmrSzi04iPsJ75Td2iwEmpycYt+IzmOAA7pdNT0HAHR7gHVGIuDhLwANq/SUFNvOeMxnSb3pI9wVAz01JDonUaJqGdkdSM31AvoG+KwHe/GCwtScFo1hHuF0HbCg+S1ieaHQE/KGisxV5dQuWYR5txDTce1VeQjOWw46irYn5JFcWUjB9MaeGzlGzgkGw9P6cHQnqG8OGUiXv2uQhPWHu9eVwBg0OjZfiSfSpcXL0ujeS7CC0FnJFDhHgdDUOAR1wtDQi8AdNFJ9AuIxVlbTt3ec2edyy4cZ0NNi7b7K9q1a4cgCGctd3r06FF8fX1Pmwz4x3JC8PcnYbQGOVPgX6ymqh671U5ttZHMtHwSkmJI6hlHTmYx20pMrFmWQl6F+0v4kYJa7v5oC3PvGHiBey27YNTnnrkl2cy4GmvZXzKIWN1WfH3saNV2LDn7cdnMiH/Y39BxNPUWI0pDAPbqPMQIf5Tto1GGJGLL3YWroRK0Kmi0IurdM1ckhxVR514UVnLYMHn4svXoepyCgEHjSWJYRwAu63Q5+dV5dG7TBR8PX/bl7cUlOREFEYWPL953PezuAxAVEN2sX5peA8jfvoraED/aNvzhhVoQ6XTLbFQRURi69wFJorraRkpNG9obyqGikdMr7souBoLm/BZRO992/60xY8Zgs7lrUo4ePfq029u1a4darWbr1q3ccMMNANjtdvbu3cv9999/3ufp0KEDW7duZerUqU3btm/ffta0xpPUarUcBJD9owyG83vOnW+7v2rnzp2n/d6+fXsUirOnFi9ZsoSamhquvvpqACZNmsRjjz3Gq6++2myh4ZNqa2vldQVkf0uAx/mlup9vu/Pl5+fH6NGj+eCDD7j33ntPW1fgfP6233nnHURRZMKECQCYTCZEUWz2xffk778PbLe2jh070rFjR1JTU5veb2WyfxOX3Yopcy+2wHCe3/spAE8NvZ/AK2dhLcvFUpLFgeojeFktDKsxYfvmVSonP0FAm8QL3HPZhSBq9fxAJ5AUgESQdz5JthqOaj2IMon85qtBLDvAC2Me5OBnj6G1Kkizh+MUYN/Rckb0Oj1b/qFOV3E4czvd2vanfuXHoADX2Bm89lMSRVkKouLsVCEhKlxoVO73rwysGHuPZqDTQbA2gty1P6LPWk/D4c1EP+Bem80zaQgucwNKrwCGhHZne8kmChxHUKpcCILAwG7hDOwW7u5E+PUw8Ppm/UrsVoc+/TiaGAPbkHhc2ov6RFaArm1XQq5x13X36T0ehYcnK3d8yfZQb4wGb5401+Kn82mdB0H2X1MYfFu03V/h7+/PyJEjmTt3Lg888ECzjMfS0lK++OILpk6detqAf2JiIvn5+RQXFxMWFgbAjh07Wrx/f5ccFPiXajSa2bJqH5IkofPQ4rA7KM4rp21CBCWiho/XHzxtn92ZFdQ1WvHWay5Aj2UXmsr7T2olCyJK/zZcdpuG/R/vItDPBICtNBNT+mYMXUbjMJZjytiAOqQD2jZJ+PS7GYDKn+cgmaw4q21IrsMAOGsrUF4zEqG+Af3EuwAwpa/DkrcHQaVDG9ML9n/LMKWWjXpfAj0Dm7oS6hNGqI/7hbVnTC86hCVS1VDJ/rx9pBYeZExwDwwZmWgHj0TUnxpokpwOaj7/mK2TBuNUKRGEAGLfyQaHHUQFSBK1Lz1OSrf72PVrDlNfGEpNYTUBilr0KhvO1d/BbTNa6pLLWpDKPwpR63XOEkKi1guVf+sucqhQKJpmXJ5p0FGv13PXXXfxyCOP4OfnR2RkJK+++iomk4kZM87/b+uRRx5h8uTJdO/eneHDh/PTTz+xbNky1q5d22L3RSZrCVFRUXh5eZ2zhJCXl1erLUBaUFDAgw8+yB133MH+/ft57733eOONN5puN5lMlJaW4nA4KCoqYtmyZbz11lvcddddTetznFyX4J577qG+vp6pU6cSHR1NYWEhn376KQaDodkxZbK/qmuIjiC94pwlhIL1SrqG/L3SO2cyd+5c+vXrR69evZgzZw5JSUk4HA7WrFnDvHnzmmURGI1GSktLsdvt5OTk8Pnnn/PJJ5/w0ksvNQWcR44cySOPPMLMmTOZNWsWLpeLl19+GaVSed5r3pxLeXk5FkvzWav+/v7NsutOWr9+PXa7XQ7ayf6VqtYuxrh/NU7vAAoD3QUgsqrzSO48hLpdD2Mry2ECgAQnqwRvXfsRE24+d6lJ2b+TqNHRUV1GgRCNxrOKobUNfB6lIFfnQKw309UOlZ7xRPhH8lLbGCpN1aicSlxVEp/9ltYUFFiW9htF9aVM6zqJ0O5jCO0+hpot3zadx1RYRWGDFwISunodXp4woncU3gYN9dYGXtr8Pk7JxeQOE5n3aSH1DW241RBBr/iwpmMIChU+/SYC7kl+784aS1p5O4qN5dz90+P0btONBMVgvA1qusYFNbufB0oOE1a+lZFSPeSqqO2ahFOoAiQEtQ7z8X2U7/yNT48HEeLvwY2XdWBNXRYFeg1IFrbn72Vc/IhWfzxkf402ogMKT/9zlhBSePmjjTj3BLn/1vvvv0+/fv0YPXo0zz//PDExMRw5coRHHnmE8PBwXnjhhdP2GTFiBPHx8UydOpU33niD+vp6Hn/88Vbp398hBwX+pURRQBQFnE6J6Lgw6qqNxMa7a8HFBHshAKcns4DV0bJpybKLg9VqpaSkhIiIiLPOjnSZTqVaKfza4KwubHa7V7/r2L5Fw7EtdQwOs6H28UOh90WymlB5R1A/701slEIbHbaSNCx5e1D5RqD0i0TQB+L47HswWVFNmojdaca5YhfoVCgm9aZu0wf4DrkHhcHffX6DPy6LO8XPX6Vh+oDbUJxjwRiDxoDNYaOkzl2yKPPbj2i7LQX78Qy87nyAurdexFlThW7sRJyHD6LrEUqDryd6k90dEAA4kUrpLCrg089+pqZBiYeXhtsuq6HRqwEJ2FoWw8bEeTy/9kb8w+SFWS8mgiCi73QZxr1fn7WNvtNlrbbI8O95eXmd8/aXX34Zl8vFTTfdhNFopEePHqxatQpf3/Of2TBhwgTeeecdXnvtNe69915iYmJYtGgRQ4YM+Zu9l8laliiKjBkzhm+++easbcaMGdMqiwwDTJ06FbPZTK9evVAoFMyaNavZehzz589n/vz5qNVq/P39SU5O5uuvv2bixInNjnP33XcTFxfH66+/zsSJEzGbzURHRzNu3DgefPDBVum77NKhEAUe6hfI7DWlZ23zYL+AVln/KyYmhv379/PCCy/w0EMPUVJSQmBgIMnJycybN69Z26eeeoqnnnoKtVpNSEgIffr0Yd26dc0G+xMSEvjpp5949tln6du3L6Io0q1bN1auXNkii3XHx8eftm3Hjh306dPntO1/zHyQyf5NRJV7Ip9W58nYuN4gSXQJcWcBKDzc31NEOFmVFQlQ6OTvL/9WhXUlKEUFIZ5BZ7zdZbNymSObUT7HqQqLxKPk1GiQCyjVapjTewaVK+cz2K7heyCpo44DuwUGdWtDw5EtVGbt42djOg1KkejsDJIdSnyHTMFhrAKNAawNeGavJy58CsNNv5Fgy2WFvTvLt9XhGVnClfEj8PPwpbKxGl+1Hw2mYiRAOXImIQPan/P+JQbFsT57Ow22Rjbl7GTLbgEjeubOHo5v3TGqNy1F2yaONG8NFSeGDRQGX0rMtaQaNAyqNSPZzADkHTnEpjT3e8nAbmGUGd0LxBpEFWG/fU51WRV+g679W4+HrGUJooKAUdMp+/61s7YJGDm9xRcZPql9+/bs3buXZ555hmuvvZaqqipCQkKYMGECTz/9NH5+fqftI4oiy5cvZ8aMGfTq1Yvo6GjeffddxowZ0yp9/G8J0pkKHcn+FRqMJjKLanjim4MEeGsBgR5tA7h9dCLDn/oJi/30FN5ls0cRGdi65TVk/7xPP/2U7OxsoqKimDBhwhkHH51mI8Z9K9BGdcHRWEPld880u90W0IOH7jbgHygx8qZ4Jj3ai8ofX0LpE4zK6YHt101INY0opvYHwYWoOTGbTVQi2W04P90Cdie6q65GGRiO8aN3AVBc1xfBS4f3gFtR+UbgNNUgajyRXA6sRamo/GNQ/i5L4EzMm9fSuPxrjkR70yC66LwpBbXVjv7aaaiTulPz+H1NbT3GTcLmcqCYdC3eaj2177+OIysDV30trs79yHbFsK8wgH2/HWfW/HF08syj7rVnqXF48tiq3jglkf98N4n+V7dOFFr291hL0mg8/FuzjAFR6y5JpQmV06VlsgslLS2NlStXNssY8PLyYsyYMSQmts5zc8iQIXTt2pW33367VY4vk7W09dkNvLG9olnGQLBeyYP9AhgWK38+l8lkp0guJ5b8NKr3r8KSd4S9CR1J0whc33k8+ryj2FctwimBQqDpf118b0InPXqhuy5rYZlVOTyx7jVERG7sMpGxccPOWLvclHUAW3keXj0uI2vhI1iri8nVqmhvtlGvEPHu0B/loS1IgPaut9i818z6PXnc06EYz/SfANjso+NXfwMvZlUgApqwOKzFx5rO4VAoCblnLpULHwNjNQelNnzu70tSgjdPD30Ai91Co92Mv4cvh7MqKas2MSQ54pxB7wZbIyt2LyX86EFWihLdjVV0Mjp5xzKRFx+dgPXnVzHnuCthKAIjWdWtBx21AfSNG8SW4oNkpK5meMZRNL6hKHyCsIZ358VNAsF+Hjw1ozf/t+5l8moLmVBtpU91HaJ3CNH3fNCij5GsZTQe3Unl6oXNMgYUXv4EjJyOPuH0yQGyPycHBf7lbn5zDYeLjc22hfvqKKoxN9vmq1dz7cB23Doi4Z/snuwfMn/+fIqKigAICgri7rvv/tN96vb8SM2qd5t+dzoF1h/qwcRpGqwmJyqlAlP6VnRx3VDo9EgltTj352BpY0KrjUEV3xZNZCK2/OM47NW4vt4BDifitf0QDF5I+zPQdR2O2D4cUalB17YfksNB3Xuv4KqtwfuBx1H4+GJ32kkrPkKwVzAhvytxJEkSu3N2YbIYaffES6js9mb9F7y8CXh/CaKHgZrn/4Pt4F6QJHyffhVNjzOv+n5nh7kUHq2ibfcQ3t57a9OHqWf7v0vqriqsTndy1YOfjmfYTUl/7UGQ/WMkyYW9Kg/J2oCgMaDyj/pHMgRkMtm5uVwu8vLyaGhowGAwEBUV1WoZAiAHBWT/m5wuiZRSM5UmJwEeCrqG6FolQ0Amk/3vc9gs5L82BQAn8EaUP9UqBb2UfgRk1NHfVYpCkGh0qfGJTyJo8PVogqMvaJ9lLe9w2VHmbDxVFurePrcwIKrXOfdxmo38uuQFEqsyEXD//Sz1juOGumMIQLZex+c11xJoLeAuz3UAOIAvw/w4qvBlcq2Obuo6/HuPo/CXTzC61DglBQf0eiq6x1JXkEY/p5auI25lU0U6o9oOItInnENZlSz5JY3B3dpwxcBYACyFR7EWH8ez28imDBgAW3keNVu/5bBBR8mx7fSrO1U6TgK0yeMIH3MLjZl7qfjpfVxmI+qgKNrc9uYZ73Njxi7KvnvV/cv4Z4nt5F5U2VRTypGPZ+HvcOGUoEQdzcBHXr8oF4WVnQiIFqTjbKhBYfBFG9Gh1TIELgVy+aB/uW7hnqcFBf4YEPBQK1j22Gg8dafX4pT9O1x33XX88MMPZGVl4eHhQW1tLV5eXuccjDEf29bsd4VCYuyoUpwmf9RaDwRRQNe2L0JlLUTokWwOGBCFePQ40q6j2DcdRfNoZ9Qe0dje+xGc7swUaWc24tAEhC6RKDvFo4vu2XQOR3YmlvUrAbDu3ILHmCvZl7eX/Xl7UYpKpg+4DVdGGq5GE7Urv6cgQk15VAgeg3sRtdbdX8EvAKm6Eqm+DsvWDeivmITfc29izzmOZGpE3bHLWe+z+sRzIGt/KftXZ5M8ui0AAUntsG6va2q35D/r5aDARUwQRNQBMRe6GzKZ7A9EUSQmRn5uymTnohAFksM8LnQ3ZDLZ/wKlihqFiK/ThQKIrFXg8BS4svCoe6DnZOmgrlcRccU1F7CjstbUKTiB+/veyod7PsPqsKFWqKm3NuClOXuGWU6lk48z+zJSq2ecRwpptnD25vTiGt/jqAUXsY1mbu1US1leA1jdg/A/++nxttkIKIlkkTGCLVEGrg/052vDHQytWU6iuoh+9kZ+JJYirYrf1FquiexK+8iuTef9aUs2GXk1FFc0cMXAWCSHnZIvnkVy2HCajHglj8ZRX0Xj0R00Ht2Jo7aMaI0HdoV7LrNLUFCtDiHAWoQtdS2MuQV9+x543DcfU1YK2vC4s95nhcEXFyI2SeTLlTk8fyIooNX7EIASCRsKAdrYc2lM344hsX+LPD6yliWICnRRnS50N/415KDAv9ysa3qRXb2ZbVnVp93moVHSPtSL52/oJQcE/uU8PT2ZMmUKJSUlHDx4kLfffpvOnTtz9dVXn3UfpZe7ZI+mbS+sWbsBsJcXYC8vQOHtj3f/a7Es/A6boxhxOwhKLdZ2DtCCM1qHKiSM6u3zcdkbCHz8KYyvvAxWC1Rb8eozFcuu9Tj3ZyJFJiOIIqZfl2P6dTnKhI4ICiWCVoc1ZS/ewd4AGNQ66t7+D/aNO0GjAauVbrn+bIuOxP/AYVCpwW5D9PZF1aEzzspytL0HNN0fVUy70+5jQXolVoud3IPlRCQG8OhXE3kg+WNEnIRFnvpCPnPeWIbd1JkXr/mOmuIGIjueu5yRTCaTyS68jRs3XuguyGQymUzWapSiAu3UOWz/4WVo0NGuXEdohQKHRkApSaQFh9Cx4zCS+p79O5/s36FfZDIJgW0pM1bw+raPsDhtPDfsIWL9os7Y3uChQqNWsMHehZqQJPamSfiJjQgI7rUnFSo6tvGk6vBe1jo7MlibTqLZRpzZjkm1hWXqXgSZSnh7SwMdkhIxmAdQdmgZe3009ArvSmJgeypM1RyvyqWdfzROs5Hy5W9ytUuiIqQfyZ0jWLs7n+SEQJTegdirijhUYifkg3tROU9NYhVUGtL9vDngtBLaKLLbEkv3vsNQZf6AIaHfqXYKFfq4ns3uo8PpIK0iE71aR25NIQMie7IrYRa/7CgmIelUwERUa4m6fwHV25ZTv3M54A4gyGSXAjko8C8niiLv3DWEPo8uw/G7JQSSY/15c3o/9Fo5GHCxKy8vx263Ny3QptPp2L17N506deLyyy8/5741NTXk5+eTmJiISqUiPDycDRs2AFBRUXHOff0vfxCvXlehCojClLkDc/Y+TEe34DLV4qyrRhuWTJ1yLs4QJbhEvJKvxnb4ByS7FVesAcL80CpDMKXvpWb3IhQDIlEcbcQw8QZMe9fT+N1nKKpcKEPCUXdJpn7xh2A2oYxph+dtd1D9f/cCkDplFLEdk+lZX4aj0r34sQ0JQasmcNREJmTWYaqq4+RUGMlYh89jC//0uqbvKOSRfosA8NJY6RVWSoYpjBcH7kAr2DDsD4MOM5rad+gXwaeF95N3pILwOP8/Pb5MJpPJZDKZTCaTtaaOYR04NuR6rD/+QA9NHgA/+nkyYfhdjGvf+wL3TvZnGmyNGK2NrNtaRUpmBVf0j2HtplRKzSoendqT9hHnHpzeebgEX08N8VF++Ol8qLMYMdoaAShrrDxrUCDEX8/H/xmBw+nCoFPx1eoM4u3pKI86EYCdAePpa3KyoGEIEiL20Ci6RdfhTNnGL4FaAvwOMqK6kcZabw4W+3FIqkIdHUFsQDg3+ESzZe08Dkl1HKvK5p2xz1K740fMOamogGcmj+PNDbV8veYYBn8ThjiRG7s+wNzvinjWxwYC1CpFPLReRNz0HI+tfR6XzYM9dZfjcgmEqaNIvv3tP722T69/k8zqHESXRJ+0UA65NtIQ1w57t22kq1yY7X3RqbQAiBoPAoZNwbf3OFwOKyrvMy/YLJP928hBgUtE+zBv0gvd5U9EAT66e/AF7pHsfGzdupW1a9ei0WiwWq0UFBQ03bZnzx7sdjsTJkxo1r6yspKRI0ei1+tZtGgR9fX17N69m9tuuw2AcePGkZqaSocO514oVxAVqIPd5XP0CQNBkmjY/9OJWyUqVryA0DYc6orQRnfG7/Lb8R52PUXzpuJqrMNanIPOpy2iU4ujpgTxqAtXnQNrxTHqcn+DdkoEUYkyIhrTT9+B2QSAo6Ic6xH3QkGSKGJTChTVFtJzVzbSkUIkvY4NkwbT6O/F9b2uwMsGuJyo2iXgKC1GGR5BzYtPoIyIwvMm930uy63l4Loc+k/qgN7b/cZv2bmFMW1zWJMdydTOaXQNqSCvtpjXd/dmYrt01rzSwBXCIYbc0PnUNREEojvJHxBkMplMJpPJZDLZxaFDYHvWezVCrfv3G6MHECgHBC56VoeNh1Y+R1WdGWvKMADal6/jFt1h9lmjefi9BhY/OQpfT/es9rKGCpYeWkFScAeGxvZj84FCXvt8H4IgMWdWV7pGRRPjG8H9fWfQYDPRu023c57fz0vb9POMKztRuOBTbEC50xN1YzmuY7kE6gZQZRXpO/wKuicEsT4igX0nFh2OsdjpK4WwsdgT8MRcGkK2Xo2pcAFJRdl4alUcbe8uwVO3+2cAKpUiWdYqQmpz8BcN1LgacTqt5EoNOGMzeco3gBiLihydlZ5tuvKIXxj39rmFjMpsOnTvyvGSChSB+by0+Reu6zyeGN8IAHYXpuCh0tIp2L1GZoPJxvE0DU4PXzrWW1hn6gpA8tEsXBFBKEwRvP5pCvdf3x1PD3XTdVDovZGr08suJXJQ4BLx4Z2DeP2Hg/y0N5+kKL8L3R3ZecrKygLAarWe8faUlBSysrLw9PRkwoQJrF27FnAvwjts2DAaG92zBIqKijh+/Djt2rXDx8eHQYMG/em5XQ4bVT+9juS0EXDFI2jC4hH1vkg2C7p2vTGlbwTAd/gd1GxaRMpTU1AOm4PBZgVBQMwy4szbhTrIG0uYhFDvAMB+4CD4COCSMFx2LcqIKFTxHUFUgMuJunsvGr9YAIAQHEJY+27EBLfH8cFykEBoNBNTa8enzyB89X6gB687HsCenUnde6+AJIHLhXUH6EaNQxkcyjvj5+MoLuLQpiE89OkEnFWVhG78kPFxsC4nkiqzDoBKs46iag1rpDFkHCqlcc4W8o9UkL69kLvnjSUiIeC/fShlMplMJpPJZDKZrMUlBLZFO3kO9i/moGg04tG264Xukuw8mC2NBKUpsdV1xAposBOucJd97q7OpaO6kJkvSijUeq4e1p465SbUBzeSzSb6T+tITlEZAJLgZO6ehXwcNQeAfpE9zuv8pqwD1Gz9Dq/uI/HsPARd+x5YynKpDEwm2bIfqbqeZzplktHghfX7J9jfrie1MeEoHSLeLhthVjuepgwi9WEUOH2QLJ5oTFVY6ysRAZPek5u6uktXaSI7YM5JZWuwP4MOHGS0fRc9PfXs6XMDkqeWEKE9gvcvIErkqAR6tOnClKQJAPSP7En/yJ68u3MRWyt3o6gScUoudCod9/edwd7CFH5c/S6VahVPXPE0Ed5hfLk6A1N+NAO1jYzQ5nNYsGGTlCSpCpBUk9hfUsnukjJW7czjQEY5cZG+TLs8sUUfX5nsf4EcFLhE6LUqnr6uBzPHdsJHr/7zHWQX1NGjR9mwYQNlZWV/2tZoNGI0Glm6dGnTttTUVA4ePNisXX5+Pu3anV5X/2ys+ak0HlkHgDlxCLr2fcHpQLKbcdlM6Nr2xGGsombDAnA58FGX8ujlS7h/upKwEBsqQzhoihGiItDsO4ykAW2fkVg3rkFz4pXHUrUeRae26LsNJvi71UgKJQW7jyNs3IBadKL09kWzbBl1Wk+Cb5iOcdFccDiIW7kN/0HXIrlcuOrrUPj4Yt2/C5xOAERff/bbO5H1zD6um92b2yNWoY20clgZiPVgG6rn/B/ljXoUogOVh4avjsSzMa8N5Y0eeHipGf9QP5bO2cyo27rxyQNrAFj9yQFmvD7yvK+fTCaTyWQymUwmk/0TogNjcN3zEZLVjELvfaG7IzsHyWmn4qcPqMxI4RanEUmfzgqhO+M8DlDh9KLK6YG/woQWB17OemoanSxekcJLbbahMbmz6/d99Dz9TTl4G9rwaYA/jVINLsmFKIjn3Y/aHT9gLTxKTUMNnp2HsNqSxJdVGqiCty6LQJu3DUdZFrENJ9anPL4Sz5xojBWjCPPNwstwGKXBlzr9ITSCgiBTT6bYMhGrKrECn/soKDy4nMmdxhF+w9O4HDYeUKjIXfQEEuAQVKTVH6CsKp/QxAiiLD2och2iUd+IzWEjxBCEyWZGISow2c0cr8wBQCkqCVbqGF1aRf2BtXhV5zOjpI5GhYgGkdJvX2ZY5gFcugR03r742Mw86rkCSRA4bI8kIcoflUJJg9lOZa2J1OOVpB6vZOKQdnjJY2WyS4wcFLjEBPwuRUx28XG5XPz222/s378f54kB7nMRBAFJkgCorj61mLRer6ehoaFZW6PR+Jf6omnTEV3bnkgOG9robtRtX4rL4j6GoNTgf9m9FM2dCi4HFpuabXuCUKpEPD3toFDj/9irKH2CsRQcpsL7eTRtEnFscGc+CA4Q28Zi1uZj+n4Oyls/QhPSDgFY/tFR9q/vh6eHk1tviSHV1w5AcMoRRIc72wCrBeNn8xG0Wqw7t6AdMgrLxtWn+j5mAvOmFeF0HECy2hivEsEB3cIqMf36A4LNTKAWXki/kuufHciCh9ZQ0uBOy1SoFPS8vD2Dru0IQElmDenbCxgyRV7hXiaTyWQymUwmk12cRKUalPKg5sXMWnycshXv4qgq4uTIjCBAe1UpCkEiSFHPa3WXcYNhB8UOX6K8bDzEL5Q7vWhosKM5MeavstYiChJxqhJQ+GJ3OahsrCbIcP6Z7V7JY3A21uLVfTROp4vv1mUC0EFbgVdQR5Q+w6hd9QkANlSosVPqqUIhFRIRO5iYax8EoM+uxRwqPcroLuGs27aZSYJAlp8vXlovNuRsp8Zcy/8NnoWoVONoqEEqOQpAdO8BlNXsBmDF8V940maF6hI2+HqwSnGUddnbWJLyLR4qHV4aA6WN7jURrU4bT4UMpHbTV1Sm7cLedTBKQC+qEfeuouHYHkRglO4w9pHP8tnPCnIafKly6QGR61wST0x3l9fKKa4jPaeGuChfOSAguySdfxhRJpO1urKyMvbs2XPOgIBSqUQQBAYOHMjs2bMRBOG0238fEFAqlRgMBiRJwnFyUP0PHPUVWPKaZxaIah3B179MyE1vovDwRuUX7r5BpcWcsYWK755FcjrRte2Mf4+eDH7iIV7+QMTTw4bCwxulT7C7eUAkbe79Ep13J6zWXCRA8PJGPWkMkqcSQaNH4XFqNsvAaxMRA4JJHNWJ4HZdEF0S2gYTrs0b3Q0UCvDQox0wFHvWMXf/iwubblN364lh9OV0HBSJqBQ4dqCSJ1cnc8wSgf3gXqx7trOjpA2fpiZSaxQpSG++4LKxyszBdTlNv9/1wWWMnNGNJ0d9yfevbT/r4yKTyWQymUwmk8lkMtnZ1O78AUdVEeCuenvy/68a+rDSnMRiew+qI2pY7N+XkQ89zW0Dvd3BAmU9H9WP4BPjEBp9w/FzVSNJoBacTFOVEu4ZQmlDxVnPa847gqO+qtk2Q4e+RNzxDt49xyKKAmGBBkIUtdzhsZKGn17nSF0BmToVTkATnYBm8qP8EmhEHXuYDsnujAW7w8X0LlP4aPzLrDi6lkOeWp5uG4hr8DXo1R4AhHoGN51TofdGn9AH0TuQstBw4v1jAWi0mahrcPfPR6kjyqcNAmBz2qm11NOutp7edSYCdb5M7ToJj6hOSEo1Nv9Qnq8/wmchXkh2C/U7V+AKaItLgnqXlsxqJ0cskVS5PDk5/Lk5pbCpPzFh3rw5sycT6r+k4KP7TrtGMtm/nZwpIJNdRETx/OJ0/fr1o6KigtTUVERRRKvVolAoqK+vP23g3+Fw0NDQQEpKCm3btqVz51ML5zrN9QgKFcWf3InLVIvfmHvx6jH+jOc0dB6BNrIzNRsW0nh4LYJKgyY8HoXBPaAfFliDxRxCfQ6IOi8s+alYitKpXfcxHvEDcNRXIZglBECyW6lf9gkKswP1qGEovQKbzpM8ph3zPkuk7o05MEfL1ZOuw/r1MpSIeN5xL6q4DihDwxE9vcDhwHr4ANKJtRMcSg+WrfMgOjSPzD3FuBwSNWUNhHiY8dCJgECR1Z8F+9z1AqM661m7yB0M0ftqEQSISQqm0+CoZvd94xeHqK80seHzQ1z9SL/zeoxkMplMJmttQ4YMoWvXrrz99tsAREdHc//993P//fdf0H7JLk1//HuUtaw/Pr8FQWD58uVMmDDhgvZLJpOdvwqHGa0EJ6f1lTv1rDJ1xS6o+M3cFXW7A7SNURHrr2FF1i/UCdXo/PQEhwygfJeWRtGFR3URCO4MAwGJ2Lp6vvCCj/Z+wQfjnm86l8Ppwmpz4jiylqpVnyB6eBE162MEpeq0fgmCwOv3DaKmqADz1yuRnA5C1Z4cVKlQmO1IeUfwvupBdKk6TA4TLpeLvKpSnv/oEFV1FmbfnES97VRlguNFh4kpyMbqoeHyuGG/O49I8NWP8NBvcyhIW86I2AFUGU1UmCrZ2b0vN4V0Z3ybBK7y9MVpMaE9fhCVdyCB67+hyOFLdUUSm/NU1CcZWVoxCaHBhK/hAH5WC1aDN9pGI1JVLvVoeNerLV3rajGb3ef29hIQJCVXDWnf7L7bynKwlhwHwFKQjqHjgBZ6tGWyi5+cKSCTXUSOHj16ztsFQcDhcLB7926OHj3K9u3bcTqdNDY2Ul9ff8Z9kpKS8PHxQaPRkJmZ2ZRFYNz3EwVvTKTs6yeQbCci/VUFTfs5G2tw1DefbWDO3osqMJqgG9/AXpmPNf8QKLzQRvVA1Ppiyd3vPk5lLqWfPkDDgd8AsBamodiUi2CRcPgKKOI6oM60oSp0IWxIA0Cy26h77xXq3nsF877N7m02C44vFqN0OEGhQDfiMmqefojyGy6n7sO3qP/oLaxbNyB66AFQWo1c5bcJ+8LXcZ2otyiYjNzXaz9tpDyWpcfyzG8ngiICXH5XD2a8MRK/MAONNRYaqi0Muq4jBp/mZbamvTSMPuPjmP7aCACO7Snm7o7zeP+OX875eMlk4H7eCoLAzp07m223Wq34+/sjCAIbN2487+M988wzTcdUKBRERERw6623UlFx9tlBMtml6Oabb256rqhUKmJjY3n44YdpPBFIbklDhgxpOpcoigQHB3PNNdeQl5fX4ueSyVrSyefJyy+/3Gz7Dz/8cFo26p9ZtmwZzz33XEt274xKS0uZNWsWsbGxaDQaIiIiuOKKK1i3bl1Tm+jo6KbnpE6nIzo6msmTJ7N+/frTjrdnzx6GDx+Oj48Pvr6+jBo1ipSUlDOee+PGjU3HPdu/xYsXt9I9l8lk/+tceccQT7y0CgIEKRq5zCOFl32/5oWAbxnvPE5uXSHrs7ex8vhGDlQcY72fnnUVXkh2LclSKb9/abZofajpPQqtBJPqnRhTNwBgszuZ9foGpjz1G4UFpe5zW024nO4JhJIkUVhXgsN5akJhXYOVVUdM2K+Yg++Q6xE3f0eyTcDQaRAB42ay8uheqnb3xnq8EwsPLOX/1r9ImbEKu8PFurTDze5n/5IKDnjqqFUpqLHUAXCo7CgvbX6fnfkHyU0NxJbTkVWpBynY2hnLgSEE+yVRX2ck//072PX6A1SsnE/Yvg2Epe5A9PBiYcMQUqt1pOfW8OPqUiRJicvkSf8MA5fXNCAYjXxjTEYhOfEVrER66Lmqf0eSE4IAibp6CUfgUUb1bj4BUBvRAa9e4/DsOgKPuJ4AVK6cT8FH92EpzGixx172v0eSJEaMGMHo0aNPu23u3Ll4e3uTn59/AXrWcuSggEx2EenRowdq9dlr2UmShI+PD507d8bDw4M+ffrQu3dv+vfvT0JCwhn3GTx4MLNmzcJms5GamsrcuXOx2+1YS9yld2ylmSC6ZwucDALYa0sp/GAqhR/chLXUXVvQuP8Xqn55k9oNn+AyViHZLQAoDYEYkq6g/Ps57mMBTocLAE1oe7z7XY93h4lINXWIVlDUSziPpsHJrIgGM5LTifXAHsyrf8a8+mfsKQfc91c4NYsCq4XKu29CanDPQLCl7AGVGkQFuvGT8XzkWVyIGK1KjpT6EGpoJKFfOGarSI1Fg0uCYqMnJz9FaXRKgqJ9GH9fbzr/LjPAX19B5S9vYi06FaBJGhLNEz9cS/dRbQHY9NVh8tMqWfnxfj66fxWHNsmDPhcTlySRXmFhR0Ej6RUWXCdzcy+giIgIFi1a1Gzb8uXLMRgM/9XxOnbsSElJCfn5+cybN4+ffvqJqVOntkRXZbJW43RJ7D1ewcoDBew9XoHT1frPzTFjxlBSUkJ2djbPP/88c+fO5eGHHz5jW7vd/rfOddttt1FSUkJRURE//vgjBQUF3HjjjX/rmLJLj+R0Yj10APOmtVgPHUA6jzWm/i6tVssrr7xCTU3N3zqOn58fnp6eLdSrM8vNzSU5OZn169fz6quvcujQIVauXMnQoUOZOXNms7Zz5syhpKSEjIwMPv30U3x8fBgxYgQvvPBCUxuj0cjo0aOJjIxk165dbN26FS8vL0aPHn3G14R+/fpRUlLS9G/y5MlNrzMn/1177bWteg1kMtn/LnXPiVQ69c0G9r1E92Q2g8vMgDozg8K7E+EdRrRPG+7qdRMDIntyZa8OeHnBAA/3d9STX29qAnwZNHAabwb0ISrnGOU/vc+ebXtotNgprmjA6ZKoMJ8oEOJ04KguBuCzg8t4cOUc3tw+HwCz3cIrX23mu/WZvLo8F1Gtc5/H6cB/9K3sM6j5Om05EhIumw6XWY9TcnLrhERuuqwDdYbmQYEc0YFJIeIUBHLKywH45tBPHCg5wqKNG7GVh+GsiMB2tBegQIcLYfXXVO/6CQBvWxmNTve4iNLgQ/id79ImJgKArqpcJis30FZfR3KiH2UOLwCqnF7stLVnuz2RBpeW6WoTkf7ePDQlGaVSACR0WpFv1h3j89/ScTrdYxaCqCBg5C0EXn4XokqD5LBTv28l9spCMnd8xzeHf8LqsLXEwy9rAS6XiyPlx9iat4cj5cdwuVytdi5BEFi0aBG7du3io48+atqek5PD7Nmzeeedd4iMjGy18/8T5KCATHYR0ev1zJgxo+l3pbJ5hS9RFJk6dSpXXnkljz76KHV1dezbt49t27ah0+m4/fbbUSgUqFSqpv1PlhY6WZrIZDKRm5uL79DpePefQvDk5/DuMwmlfwSe3cZiLc7AuP8nd/aA007N+gWYsvZQ9eub7k4oVDjqy/AadBPamGT0nUcCoPJ3vxhKEigEF+qwBCRBwGlpwKmxouzWDZcKBCdgtWKYfg+Cjx+uijLKpoxD4R+IMrY9gqcXyvAo0Hsg/OH13VVRhhgcihgcimbyRKRh7XBcN5npg1cx/cq9PLhqEE9sGMD2wnBy67yZGOFFQGwAz2zqx+tHx9B20lCe+eV6VBoFVpODzUuPAFB83P0lWK1Vokj/lIYDv1C18t2zPk5j70ym28hYYpKC+Omd3bx8zXf/3QMua3F7ikw8uLKEl7ZUMG9PNS9tqeDBlSXsKTK16nldLhevvPIK7dq1Q6PREBkZ2WzQYdq0aSxduhTzyfxVYOHChUybNu20Yx06dIhhw4ah0+nw9/fn9ttvP23hcKVSSUhICOHh4YwbN457772X1atXNzu+THYxWX+oiCteWMmdH27hiS/2cOeHW7jihZWsP1TUqufVaDSEhIQQERHBDTfcwJQpU/jhhx8Ad9ZN165dWbhwYdOMY0mSyM/PZ/z48RgMBry8vJg8eTJlZWV/ei4PDw9CQkIIDQ2lT58+zJw5k/37959zH6vVyqOPPkpERAQajYb27duzYMGCptvT0tIYO3YsBoOB4OBgbrrpJiorK//WNZFdvCzbN1Ex4xpq/u9e6l5/lpr/u5eKGddg2b6pVc87YsQIQkJCeOmll87apqqqiuuvv542bdrg4eFB586d+eqrr5q1GTJkSFNpm//85z/06dPntOMkJSXx9NNPN/2+aNEiOnTogFarJSEhgblz556zr3fffTeCILB7924mTZpEXFwcHTt25MEHHzwtI8/T05OQkBAiIyMZNGgQH3/8MU8++SRPPfUUGRnu2Z8ZGRnU1NQwZ84c4uPj6dixI08//TTl5eVnnP2nVqsJCQlp+qfT6ZpeZ36/7Uxqa2u5/fbbCQ4ORqvV0qlTJ37++eem27dv386gQYPQ6XRERERw7733tkpmk0wmu3AShlxFcEJSs21qQSLVGk62PZCKqJHcM+A23hjzJC/0mkHQL4uJ3bWWRcc+5pUHehHZqTsANo17YlF0YDsARLU7010ANmw7iq+nlsem9WTKmAR6jhqJJqw9Hu17ovILo/7AGhzFx9E4XcSlH6R+30o+2vsF2dZUFDgZ6VeAOjgaXbtkvHtdgUKrJ8QzEFHhQvQwIjX4YT/Sn9u1nelUu5Mar90Mj+2DWJyELSsJyaFkp6+eiSFjsOck8sGCMuZ+l8LgmL5o69shVrYlNECHUmMDl3vcoos6jy6OcjxMZRz3SGJ/m+tZRT9+9r6B36I6ccMPs0krqAXgGv0uuqnzGCLsp3uAk1229jxTexXb2l7PhGHxjBqRjEG0IBUexl5bTnZhHe4KywLWvDg+/+0oX689xq4jpWd8jASlCt8hU1BEduBDSy7fHfmVNVlbWvYPQfZf2VV4gJk/P86zG97i3Z0LeXbDW8z8+XF2FR5otXNGRETwzjvv8PDDD5OTk4MkScyYMYPhw4cTExNDr1690Gg0hIaG8thjjzUr5x0dHX1aScWuXbvyzDPPNP0uCAKffPIJEydOxMPDg/bt27NixYpm+6xYsYL27duj0+kYOnQoS5YsQRAEamtr//b9k4MCMtlFJjg4mEGDBpGUlERUlHsGu0KhANwDjx9//DFvvfUW1dXV7Nixo+lFx2KxEBYWxuzZs5k9eza33XYbM2fORK93l9a59tprMRgMtGnThoiICBR6X3yHTkcb1QWfQVNpc9didNHdKP3sQeq3L0XXYRAIIpbsPTQcXAXiyQCFRO2GBdSunoslZx9125cCEDT5OfciwidmPdirCjAdXkfD/p+o2/Y5mEyIdkCjQjP+CoQh47A3nBjAbGzAtPpnXI31SMZ67EdS8XnqRYQQXwDEqFgUEVGIPr54zbiHoE++wVJ1GGtNJrbc36irMHFL12Dev647fWJ0+HqIdA4zkOShJLpzEKKHB91v6E94txjKcuu49a1R+ATrObw5j/y0CkbN6IreR4vN4mDXDi0goIvt0fSYHN9XwsuTv2Pxf9ZRXWIkPM6f51ZPYcwdyQCYjTY5W+AisKfIxHu7qqg2N59VWW128t6uqlYNDPznP//hlVde4cknnyQtLY0vv/yS4OBTi2olJycTExPD999/D0BBQQGbN2/mpptuanYck8nEmDFj8PX1Zc+ePXz77besXbuWe+6555zn1+l0uFyusy4mLpNdSOsPFfHokl2U1zUPWpXXmXl0ya5WDwz8nk6nazb79/jx43zzzTd8//33TeVCJkyYQHV1NZs2bWLNmjVkZWX95Zm/1dXVfPvtt/Tu3fuc7aZOncrSpUt59913SU9P58MPP2zKICopKWHw4MF07dqVvXv3snLlSsrKypg8efJfu9Oy/wmW7ZuofekJXFXNS8G5qiqofemJVg0MKBQKXnzxRd577z0KCwvP2MZisZCcnMzPP//M4cOHuf3227npppvYtWvXGdtPmTKFXbt2kZWV1bTtyJEjHDp0iClTpgAwf/58Hn/8cV544QXS09N58cUXefLJJ1myZMkZj1ldXc3KlSubfb79PR8fnz+9r/fddx+SJPHjjz8CEB8fT0BAAAsWLMBms2E2m1mwYAEdO3Zs+hzeElwuF5dddhnbt2/n888/Jy0tjZdffrnpM/6hQ4cYPXo0V111FampqXz99dds3br1T9//ZTLZ/57QodfiEd8bn0HXgiAiIbDK0pV3jJfx4sFQrv9sNp8fXE7tjh8QqopJbLQSX2/C6rAROuFeoh/6lLhZcwmd8gxhY24DwHfAJKpiRrOWfnQZNBCAvp3DuG5kPPqAEMJveZmQyY9Rv38Vlb9+yJDU/dyjjSapooLKlfPxsTlQheUwteMWelb/QslnT2E+vo/abd/hqKugQ2B7BoUOx1UfAIAgCfge3Ap7V5GdtoGfU/bRWBiGsyoMP0snbk2+HkkKx1ERCQhs3F9ERmUWdVlRFBY5CQrQcOU4DxR6I1qDFV1SKA1ePmijOzPinscYPHY4K3cWsCZHyfYj1YTY7Mz2WMbthnUcswfT6FKz3xZNWUYaT0ds5a7wQ9wwKh6PqFws7RLRRnZEUOuo3/0L7SJ86Bjrj0IUqG+0o1aJ+HpqiA51ZxhIksR3R37h2/XzqMtwv6f59r+KkOufIlzny2O5VcTv2Ygktd6MdNmf21V4gDe2fUyVubbZ9ipzLW9s+7hVAwPTpk1j+PDh3HLLLbz//vscPnyYd955h7Fjx9KzZ08OHjzIvHnzWLBgAc8///yfH/APnn32WSZPnkxqaipjx45lypQpVFdXA+4MyUmTJjFhwgRSUlK44447ePzxx1vsvskLDctkF6Fhw9yL8dhsNgoKCggJCWH+/PnU1tZisViwWCyUlJTg7+9PVVUVgYGBjB/vXiD4ZPmh8PDwZseMi4s7a8mEJqIChcEfR00RHrE9wGHHnL0Hj/j+ePe+mvp9P2E+tg2X89SsZXuVexaVtSAVQRBBciFoPTF0HoFx3woEpRpcTogNgqIC7D5WLOVr+emheGLyPekRZga1GsuOzUg1VUiApIbK317DEdWI/vKxBE74z2ld9ehyOcs/M6ILbcsVs2IZZXciCgK395EoLt9LjvVK5u4oJsPswGy0sffXTI7vc88GCIn1obbMPfNq98+ZTHq0Hz3Htef/hn7GobIAJo2dQd2q57DkHSBk6tssmr2Og+tyAEhZk8Pbe28FYMQtXZg38zdsFgdfPL2Rax7rT/KYdn/loZa1EJck8UVq7TnbfJFaS3KYDvEv1kj+M0ajkXfeeYf333+/aeZ/27ZtGTCg+SJVt9xyCwsXLuTGG29k0aJFjB07lsDAwGZtvvjiC8xmM59++mnTgMf777/PFVdcwSuvvNIs0HDS0aNHmTdvHr169Wr1sg0y2V/ldEm8/kPqOdu88WMqgzuGoRBb9rn5R7t37+bLL79k+PDhTdtsNhufffZZ03NxzZo1pKamkpOTQ0SEO039s88+o2PHjuzZs4eePXue9fhz587lk08+QZIkTCYTcXFxrFq16qztjx07xjfffMOaNWsYMcK9Zk1sbGzT7fPmzaN79+68+OKLTdsWLlxIREQEx44dIy4u7r+7ELKLjuR0Uv/xO+dsUz//XTS9ByCcGERuaRMnTqRr1648/fTTzbJVTgoPD2/2OXLWrFmsXLnyrMGvTp06kZSUxJdffsmTTz4JuN/jevbs2fS3+9xzz/HGG29w1VVXARATE0NaWhofffTRGTPpjh8/jiRJZy2ZeT78/PwICgoiNzcXcGcTbNy4kfHjxzeth3DyufvHjN2/Y+3atezevZv09PSm+//75/trr73GDTfc0JRp0b59e959910GDx7MvHnz0Gq1ZzqsTCb7H6QOjCBk0qMAGBL6gCQx7piDD5cfxuUCm1nJ7sIDXBV3JcYDa5CAa/rcSFs/d6BS0Lq/I+iiOzcdUxAV9Lzhds7+KcVN6eUe1FfofeicfCVlWUdQ+YYwpe809Ht6oM88AOTD7wbAJQmcLidF1uOIvt64TAZuGBKAX7qORklFmVqJQVNPfIwXmaXFVCkz2JZvYH3hfmAgIBAbo2L9/hwEP1+oDqFcncKxgqNoOgq8NvpxIn3CgSlN5wwNUDOho4LAir2EdRtE7sFiAsRDBKjd4xDrzImocJAc7cAnMxuA1TsWsdJcworicm50CcTZzNSnrMV/zG28PHMAq9fsxb7/R6J7DeDrTE/ufnU9D9+YTEgbO2sO/MjDeVVUsRbF1Q9jSOiLRqnmjoBu1GVkQV4aNZuWujMnPOTvW/80l8vF4v3fnLPN4v3f0jOsS1OFjJb28ccf06lTJ7Zs2cJ3333Hxx9/TEREBO+//z6CIJCQkEBxcTGzZ8/mqaee+kv9uPnmm7n++usBmiZp7N69mzFjxvDhhx8SHx/Pa6+9BrgnMxw+fLhZVYK/Q84UkMkuYmq1mrZt26LX65kyZQqDBw+mZ8+e9O3bl/j4eO644w6mTp3K7bff3iJfFgRRQditHxJ+12I8u12O38i7QKGm6te3MR74mcbUVbhsFrwGnqpdrvDwAcCYsrLpw4PSOxD/0fcQ/X+r8Uwej+Sw0VC9C3tff5zhClSB0fhHePH54US2NHbH664HkWqq3H0ARBs4T5RqELUGTFl7yHvlcsq+egzpRAHF1CNe/PSTL998XM2+lVnM3VxAhVRCTe1entvcgfc2FpCvErn+6UHE9wnnilm90Hm5Ayal2bUAJA2LZsTNXQDY8NkhijOrKUirZP3CfeC0Yy1Mo3b/SuJ6hSEq3INV+WkV3Nr2PSoL69HoVNzx3hhiuwZzeFM+z45bSlWx8W8/DrK/LqPSelqGwB9Vm51kVFpb/Nzp6elYrdZmA41ncuONN7Jjxw6ys7NZvHgx06dPP+OxunTp0mwGZP/+/XG5XE2lDsA9o9BgMKDT6UhMTCQiIoIvvvii5e6UTNZCDmRXnpYh8EdltWYOZLdOSZyff/4Zg8GAVqulb9++DBo0iPfee6/p9qioqGbBufT0dCIiIpoCAgCJiYn4+PiQnp4OuNf0MBgMGAwGLrvssqZ2U6ZMISUlhYMHD7J161batWvHqFGjMBrP/L6QkpKCQqFg8ODBZ7x93759bNiwoelcBoOhaTD097OvZf/7bGmpp2UI/JGrshxb2rkDbH/XK6+8wpIlS0hLSzvtNqfTyQsvvEBSUhL+/v4YDAZWr159zgX2pkyZ0vTeJEkSX331VVOWQEVFBQUFBcyYMaPZ3/jzzz9/1r/vk58B/+oCyGc6zsljmM1mpk+fTv/+/dm5cyfbtm2jY8eOjB07tkVL8qWkpNCmTZuzBvP27dvH4sWLm12L0aNH43K5yMnJabF+yGSyi4s6MBJ1UBSXD2jLrMlduWFcJEOS2nFr8vV4tO9BmzveIeL2t+jY6dzfM86XoeMAIu56jza3vYlHVEc8uw7HVpZD1aqFfPFDEe8fCuRA/F2gcw98S4AgCpQ3VnG8JoeO4bsZF7GKnkmxRN03n4T7FmBSiJSby5DabsWr625ErZm2vpF4GRSo2x9g5GBflC4dtuPdcDV6oeu2kVqte20EpUKJRqnmhU3vceN393GgxL02gUIUGMMWOjkO4bXvF77PSGCfNZp8hz8Aw7Rp9NFmEjB4Ih5xPdEn9kcXkYgtJ5G6In++K4vluDKUgFEzEAQBi82B48CPdHCkodu1mCPHK5ik3YZi41wCbQ4S1b64TrwvlP/wNtUbvwTAO3kM+sT+CGodtdu+p2rdpy3yOMj+mvTK46dlCPxRlbmG9MrjrdaHoKAgbr/9djp06MDEiRNJT0+nb9++zT6T9O/fn4aGhrNmXZ5NUtKpkmJ6vR5PT0/KT6zFkZGRcdqkpF69ev2Ne9KcnCkgk/2PCAwMZOjQoadt//0so5YgajwQNR4A2KsLwWZCAux1FSCIqAIiadizDPfwvYQpcydVGxbgEd8fc8ZW935l2bgcNkSlGn3CQExpG0FU4KgpAknCb+z9DHrzQRKn6akf8AhiqAeb88LRqRz0DCsDBNSZLpRRUUi/7KPOdyeS2oI5aw+S3UJxnolfPtiL1qBC761FIZlZmWbB0ikKRaEf1WZ3LVfPykz6eXsxfNst7Pwxg67DY9ix/NTA6sDJiRzbXURJVg0H17pnGAiiQMywwez67ghJsTlUfjWPb990z4DTGlRYGuyUZtey59dMLrs9mSvu6UloW1/mXLEU/zBPPLw0Lfp4yM5PreX8FmI833Z/xdlqB/+Rv78/48aNY8aMGVgsFi677LLTBgt/P1DxR7/fHh8fz4oVK1AoFISFhaHRyH93sotTpdHSou3+qqFDhzJv3jxUKhVhYWFNa+6c9McSJGd7Dv5++6+//tpUguj3z39vb2/atXNni7Vr144FCxYQGhrK119/za233nraMf/stcPlcjVlCf1RaGjoOfeV/W9xVVe1aLv/1qBBgxg9ejT/93//x80339zstjfeeIO33nqLt99+m86dO6PX67n//vux2c6++OINN9zAY489xv79+zGbzRQUFHDdddcBNC0MOH/+/NMyDRRnyYZo3749giCQnp7OhAkT/qv7WFVVRUVFBTExMQB8+eWX5ObmsmPHjqZZfV9++SW+vr78+OOPTf39u87n+X7HHXdw7733nnbb//oihjKZ7PyM6h0FRAHdmrapA9q0+HlUfmFNP5tz3MFm0+GNxIfO4GiJlXjrISSzkVS9mk0+Hjg2vcMD/W4lUO3NzcczUQLm3T/DlQ8gCiLDYwdwoPgwBfXFSBKMbDuAqtLjdCspxRrbmWv6JfDhR9sZoT3MPlM0VpcKSbTT1R7NpMpCzGs/56D1GAA7Cw7QLbQTK46uQaFy0gFoDIikMUvLl9ZBtAvRc4NxMd4KM22Vlby1JJP/u+0+XKoGgopykKrcn/PKXN4sCQxmeMcB1G5fRrUuih3VAbQ1iJj8O/JUfB2eacehASoXzuYKAASMSh2eDjPFB1bjN+QGlJ6+BE98kOLPn8KSdwR1QPNqDLJ/Ro25rkXb/beUSmVTFuGZvjP8cfKCKIpN2076fRnTk/74/UQQhKbPSec6T0uQgwIy2SWo/NunMefsI3DiE3i0P30RuJN0bXshqLRIdguuhmpCpr6FrSKX6l/fOtXIacO47Svc8wjcFF5BCAr3C5smPIHQuz/j7Svf4zJK8fVwYf55OcpjjYTQyM/PLyFt+Fh+PtQRgECPHXR9+ykOvrKIqCz3TDWhwgNFkBOVXzSiWsey106V87ntlb68N3MzgiAxeISLN9YkABZEwcXAsBwKlldxrLAdH9+3CpXa/SXTN8TA8JuT6DIsmjsT5uFySVz9SF88fLQMuymJT5/YQN7hNiR10ODrdWpmuaXh1Av4vpVZXHZ7Mg01Zooyqhj/QG+2fJ3G2kUpXDGr5SK3svPjoz2/cgrn2+6vOLnoz7p168448Pd706dPZ+zYscyePfuMgx6JiYksWbKExsbGpsHKbdu2IYpis9mFarW6afBRJruYBXieXxbb+bb7q/R6/V96riQmJpKfn09BQUFTtkBaWhp1dXV06NAB4LzrjJ98jp9ttnHnzp1xuVxs2rSpqXzQ73Xv3p3vv/+e6OjoFi1jIrv4iH7+Ldru73j55Zfp2rXraTPat2zZwvjx47nxxhsB9yB2ZmZm0/PiTNq0acOgQYOaSuONGDGiqQxecHAw4eHhZGdnN2UP/Bk/Pz9Gjx7NBx98wL333ntaUK+2tvZP1xV45513EEWxKahgMpkQRbHZF+6Tv5/8Qt4SkpKSKCwsPGvpr+7du3PkyBH5vV0mk/1t1pJsCpfOQeUfTsSUZ5q+l5+JvkNfaivyweXk4aQyPO66lqqFD+AANIKCYp0aTJU8uf417GYFJRhoQwNh0acCF3f0nMLR/BQW/PAjR/O6UOsKIqlsLj1NZo6Z9/O0pZJ7lCYMHsW0V5WwNyiBPt6Dsf00H6W6GFdtMbqYAMwKkW6hHTHbLSzZuBVnTQyjB/RmT/VO1El5CIJE18Db+WlTN67T76DI4Ud9bRmHj5WwtPRjqk1G9PqRNDYKdOlp4+pBV1Gz6Svq9/6GoPEgfvD/sap+EDd2slL7w2tNoxenXv0lDHYzVkHA5bBhKcpEG96e1NJ0KrsPJM5hozF9O4ZOg1F6+rbSoyc7E1+dd4u2awmJiYl8//33zQbtt2/fjqenZ1Mp78DAQEpKSpr2qa+v/8vZfwkJCfz666/Ntu3du/dv9v4UuXyQTHaJcVpNmDK2ItnM1O34+pxtBUEg5KY3UHgFYa/IoXrthxiSRuHd73o8k6/4fcNm+3n1vpq6bV+S9/JY6rYv5bPH17Hh13pe3tADyWxF5RUGChGbJNLVs5zovJWoRCexvrWEXn8VjrZdeXlZOD9nxlBl1kCjCa+4sQTc4a6bJvyu7nRhlhmQ0KidRPRI4ulfrkMQwCUJLDrUhUe/akdlYf2JfsINzw5mYe4sbn5pOD4hBjx8NAgCRHUO4v++uwadpxqH3f0lMDU9kE27zjw7Y+fyDCwmO/MfWM38B1bzw5u7qCyo57eP9v/FR0TWEuIDNPjpzj3g76dTEB/Q8jPqtVots2fP5tFHH+XTTz8lKyuLnTt3nrEm85gxY6ioqGDOnDlnPNaUKVPQarVMmzaNw4cPs2HDBmbNmsVNN910xvUEZLKLXbfYAIK8zz1DNthHR7fYgH+oR+c2YsQIkpKSmDJlCvv372f37t1MnTqVwYMH06NHj3PuazKZKC0tpbS0lIMHD3L33Xej1WoZNWrUGdtHR0czbdo0pk+fzg8//EBOTg4bN27km2/cNVNnzpxJdXU1119/Pbt37yY7O5vVq1czffp0nM6Wz3qSXTjqxCRE/8BzthEDglAnJp2zTUvo3LkzU6ZMaVZmC9zZL2vWrGH79u2kp6dzxx13UFpa+qfHmzJlCkuXLuXbb79tCiic9Mwzz/DSSy/xzjvvcOzYMQ4dOsSiRYt48803z3q8uXPn4nQ66dWrF99//z2ZmZmkp6fz7rvv0rdv32ZtjUYjpaWlFBQUsHnzZm6//Xaef/55XnjhhabB95EjR1JTU8PMmTNJT0/nyJEj3HLLLSiVyjNm6P63Bg8ezKBBg7j66qtZs2YNOTk5/Pbbb6xcuRKA2bNns2PHDmbOnElKSgqZmZmsWLGCWbNmtVgfZDLZpeHAnmUIJiOOgqPY6s6dYebb/2q8eowFwLjrR8g/SOC4mXh2H8X2+FNBX4fLib24PW9WT+Ap42Q823ajYN4s8j+4G3ttOc6vX+MuYyoDNBmkZzXgHxYPQJnLk7q0DmRJ7vX8xCAXNydfRWThXhLVxbgkgQ0Gb4L8I7k1+Tr6RHRHp9Liyu2Ks7INBdl6NAoNosZMkI+eKWM6cHVnC0pBQqe28LjPCtofXYBaqaZvfQMPRm9jwf3JPHftZLqGdsTpEwRAo97AjZd14OZxHUkvtiKdCAW4ax+4102QJPewhgYJg81Kw5HNVJqqeXHz+6zavRRbUSbWkiwseYdb+BGT/ZkOAe3w1/mcs42/zpcOAf9cYP3uu++moKCAWbNmcfToUX788UeefvppHnzwwabMw2HDhvHZZ5+xZcsWDh8+zLRp086aDXk2d9xxB0ePHmX27NlN65EtXrwY+PvlFEEOCshklxwBCU7MFtBGdf3T9pqwBPQd3V+KtBGdwWHDZ+gMtE2zAwRQqhF03ggaPSDQeGgdjembkBxWGo6sp3H/cgDMTiXS8IkQm0hmlTeSoKRHWDldFak8OXA7/9d/N/qj21A4G7jz5nTihtWh7S/hCFPhKMhrCj6MvKUrGg8VOk81y9/cg0qr5N3Dswjp1h2HzYU7m0rAahdxOSWiOgbSe3wcdquTL5/eRH5aBS6XRNa+UhqqLUgSZOwsInVDLo8P/5yiDPeHJ5XSye8zIJpdRxEWPLiaoGh3NFpyudvVV5rYtSLjjPvIWo8oCExJ8jlnmylJPi2+yPBJTz75JA899BBPPfUUHTp04Nprr22qA/h7giAQEBDQtCD4H3l4eLBq1Sqqq6vp2bMnkyZNYvjw4bz//vut0m+ZrLUpRIGHJ5x7IPOh8Umtvsjw+RIEgR9++AFfX18GDRrEiBEjiI2N5euvzx1EB3cZlNDQUEJDQxk6dCgVFRX8+uuvxMfHn3WfefPmMWnSJO6++24SEhK47bbbaGx0f3EOCwtj27ZtOJ1ORo8eTadOnbjvvvvw9vZutUXUZBeGoFDgdft952zjddu9rbbI8B8999xzp6WmP/nkk3Tv3p3Ro0czZMgQQkJCzquEzzXXXENVVRUmk+m09rfeeiuffPIJixcvpnPnzgwePJjFixc3lfY5k5iYGPbv38/QoUN56KGH6NSpEyNHjmTdunXMmzevWdunnnqK0NBQ2rVrx0033URdXR3r1q1j9uzZTW0SEhL46aefSE1NpW/fvgwcOJDi4mJWrlzZ4mW6vv/+e3r27Mn1119PYmIijz76aFOALykpiU2bNpGZmcnAgQPp1q0bTz75pFwqTCaT/WWlEW3Z46VlbZAvCp9zB5wFUYFPv4ko9D6IOgOifzhCWFsCL7sD+4nPZh4qLUpBSUSYGhcCVk8zew/+hr26GEdtGZt3fwNWBwABnnbuv7Ybq721zPduw/LyMZgqffnS2It6QUlcTTl+xbn4KUwYFQJvRPmxNkjNlTkF9Cwua+rXsE7BTNTvpdhjFVXmGvoGdOO9ce5JVX4nPgKFerizKJ11FTzT/x46N1pZoKpj6d75AFTWmvnRquDFaH9e8JWoMtXw4pKdvLyylhdrr2SDJdFdJtk9QtJsnqMEGNO2oygvxFNjIE+rYo+nBotKRX3qelz2ll+nTnZ2oihyc/fJ52xzc/dr/tHPx+Hh4fz666/s3r2bLl26cOeddzJjxgyeeOKJpjb/+c9/GDRoEOPGjWPs2LFMmDCBtm3b/qXzxMTE8N1337Fs2TKSkpKYN28ejz/+OECLlBAWpJYsRiSTyf4n2MqzsVcV4pEwAEEQseSl0pC6Cs+eE9CEtD/jPi6bGeOBX6lZMxdtbA/UgdHYqgqw5KWC3V0awbP3JIy7vgPAb+yD1BzbyaeWYOJqjyNuKyMi3ESvV77i5dEL2L6plm7BZdzd8yAupQKFw/2lSFJrMTxxP1W/nJolJhhdaNIc6CZPw9hrAlazgwd6fILLeerlK75vGHd/MJaH+y7CYXOSfFk7xt6VzOHN+ax4ZxcKtQLrifI/Nz43hOLj1axfkoreW4MgCjzy1VVk7Czky2c2Nx3T2w/qqs99LTUeSmK7hVBb1khJVg1IEBLrwydZ8syuC2FPkYkvUmubLTrsp1MwJcmHnuEeF7BnMtmlbf2hIl7/IbXZosPBPjoeGp/EsM5yfVaZDMCyfRP1H7/TbNFhMSAIr9vuRdvvzAtSy2QymUz2e06Xk12FKUT5hBPuFYLT5eSbwz+jEEUmdbwcUTh94FRyOrA4rLzyyxyc9TUMGnAje4sPIUkSKaVHAIj2iaDBYqbSUkmXoATulPzYnreHz7U2vA72JEwwEtVnKDf29yf34/sRXfCOcQz1qLhWv4P2YiUKQcJv+FTq963iiK2GRWE+AEwtriXRZCPi4c85VldAUPo+6rZ+x0vR/hiVCkZUNTJt8stUbl2G9cgGsoQokq64Hq25jCX7Ye1xB50SfuO4p/u+fTj2dW5/cR1Wm4RPhwzi2qn5z6BZ3Pjq52iqFEz22IVDqSFRzOGP4XaXBE1zVQQBQaNnX6du2HMO0buqFoCgqx/BkHD2Msyy1rGr8ACL93/TbNFhf50vN3e/ht5tup19x3+ZF154gQ8//JCCgoK/fSy5QKlMdglSB8WiDjq1QHHVb29jr8zDXlMMkoTTWEnw9S+h8nfXU3bUV+CoLcG4bwUAlpz9WLLddcyU/hE4qgpQ+Ibh3ecanA1VWIszaEhZw6GoceyrV5LimcDzI38goss0bAcPYPPwA2qxOJVIHqAwuQdwLXYRzTU3o2vXG02bTtiL8qGyBrFUIqfWi42fNLBz+kdIkkRstxCyU0pxOdyBgYwdxax4dzd2q/tYe389Tk1pA72vjMNhc+GwuUsC6TzVjLgliVtj3DOvnU4XH6TcSdaBUtJ3Nl8l/kwBAf8IA/0mdODnD/YiuSSsJgfp2wr5rvExbgp5E7PRRkyXYDZ9dZi9vx1nyjODCYmVaw7+U3qGe5AcpiOj0kqtxYmP1l0yqLUyBGQy2fkZ1jmcwR3DOJBdSaXRQoCnlm6xARdNhoBMdjHQ9huMpvcAbGmpuKqrEP38UScm/WMZAjKZTCb736cQFfSLTG76/UDJYZanu0uVSRKsztpM/4geTE++tqnN0eoclFYz1x09jlqClTu+44DaToCHH/3qzERYHIR17oPg6cPulF+JKiwgKy6M7zxcSAjUxmeSHHQlceEBlFfWoZBAECTU2OkftJcEizvY/QsJzEweg6BQkbDnFwbWNCAJENaoYIM1keLVyzhk2soobSjDlWpmlDgxCfVEW+yULHsDU20NWiDWlUfDipcxXPs4G7ILkSSBwzkD0XTcyYCY7mzM2YXV7kArOLk2cgDtEoPYX5SKM2IXkxQNdLA1Nt13iVPrCjQgcLDLLHIOF1BaY2WqYQtBkpEhghfK5KuoXr0QEHD6hvDxni8I8QziyoSRrfyIyk7q3aYbPcO6kF55nBpzHb46bzoEtPvXZ9DOnTuXnj174u/vz7Zt23jttde45557WuTYclBAJpOha98He1UBmtA46k/M9Dfn7EPp1wbjgV+pXvUeOO2owzsChSi8ApGcDiSnHaVPGI6qApw1xRTNvx19h8E4a4pxVhfR/df9XHHlrTjbhBE39lVSJ17PxzviCPFzMvOedrRzHsWi8aRgj5oYrxo+P9yBndOymZR2kKGDJ6P56WlwwFGhI69vDUWpbsTpcA/uT3tpON+/uo2UtTlNFX7WLU5tdr+y9pdy29ujWPnRfqpLGkAA31A9+1ZmodQqcNhdWBrszIhx183tNCgSXx8L9UYVTqf7C3h4vB+iKFCQ7i4pFNjGh+yUMiSXhKgU6DIshp7j2qP1UPH23lvZvPQIJqOV16csR5JAqVJw34IrkP1zREGgQ2DrLFoqk8n+ewpRoEe7c6exy2SXOkGhQNP50pntJpPJZLLWFe0bgb/OF1EQyKsrwmhtYFPuTqYnX0tFYxWb1n+MLfcwhwMDma5QgcNOrH80WxuzaasP5MqKowBs3LAITe9xDD92FJ3FDPk5PBoQxvyIYCb1Hktlnj//z959h0dRrg0c/s323eym954QAgkQeu+CUgQBCwI2QFCPBRUsqEdUEBTslaOooCiiHygCIh2k904CIQkhpPe6fWe+PxYWIk00iOc493Vxkcy8M/POTLbMW57H8dMrWJXliAmt2a5TUpilxlibTLG0jzyXH901OZx6/0G8R73A98fuIjnjOxKMtbxf3ZNcVwCmg3akRgKnjAaCh01EWP4RosU92/9kucjRmlgGGg56Qv0c372EETeO4uuVx5GsJsRDN+LwhhpFHkNDN9HLWo6wG9KOavgq3I++gg/N7OfCFNUpBIT2/TmWtoEQq5Pvg030iVSye6MJMLHX0I3b46sxtbsZjV8wTrWJzEoV73x/iDxOoQreQoeIloSagv/q2/qPpVAoaBaceL2r8Zc6ceIEr776KuXl5URHRzNp0iSee+65Btm3HD5IJpMBeLKmV2yci6u6BJe1FmvWbiSn3VPGu8d96CKaYss/TtWv89wLFSoEpQrJYa2/Q5uE9rAD090PoU5qTt1Pi/jx6xx+THMnf3mt7ya8WzqZuyKZPWmhtAouothsIL/WhMFbQyf/DEY1P4bdpWB/l+f56vX92Ooc+ASoaNrKwG1Tb+WZrvM8h+sxIpnN36UiKIR6YYW8fLR8nPovXrn5W7IOFHE5vW7xZ0irJZRVapk1ux12h5K2Axrx4tI7Kc6uYsP8Q6z+/ABleTWebVQaJU67iy63NqW2wsKhDafq7fOeV3tx5wvdr+JOyGQymUwmk8lkMplM1rByKvP4v6M/E+MbyS8nNmBzWJmSno8K2Otr5OY7X0UwV/PYvnlU22oRJImnqtUYKopZFGjgjlIzWpcL4UwzokJvIuLRT1i29hAlp0/St+Q7BAEqlQqWCIkMsp3GT2FGAJaaWzPUax8A30YEsvNYHySHloFNBCK0tXx2SE8TdQG3hB8hpNsgvLOOYD6+EwBJpeUrn3+Rl5nFU36/IEgOyjRKvgrz5aY2wzDWJPPh9/sB6KI9znCvXbjAExrILAjs9jXQXhOFoegYLgnKFBpOeau4achzGMISOFB4lB05+9iasxd7TlNcxZEgKdHrVCBJTL9R4Nj2LaTXmthlb4RZ0uLXeROfDZuJ5kzORpnsv408U0AmkwHnMpf79RqDJLo49Vp/kETPepV/JL5dR6JQqrFk7T23oUZP8B2vYMtLo3b/zzgr8lGHNkZbYMDp2k3tt3PB7k7E0zlcS2aZD2HGWvyD7Th8VVhc7g/QwyWBuCT3x7bN7GBzbTiJCWpOezXn5xd3oTNqUCpFqsqc7FxXzQ137uem+1ux+osDIEFEk0D6jm1F8alKmnaKYN+qLE7sLkCpVlJRWMvptNJLnntovC+FWZXkp51G3V4kNMjC8Mdi+PrtXPb+ksmazw8w4MG2+IWZ6nUIADjt7nBFe1dmYjM7Ltj3gXUn6XNfSwIjva/+pshkMplMJpPJZDKZTNYAon0jmNT1AX5I/YUaWy0Ax700NDU76NR5BIZAd/hg6y7387skCBS06krL8OakpG9GV7gWAN/e91L56zeIlhoyP36ClrXFCAJkC0YCRDtLnUl0Vp8iUFmHJLmT+A4y7EeUoErUQ40Cdfwh2qm70K94Pjjt9A9sSzMxnYiaGoo3LiB6+IsU5hWRUSaxsTaFl4aHULlxLT7hN3LSZOSD3E24JBG1QkWroqW8478Ru6jkhDMEAAVgFlVYtL74O0rpWVGHKqAGJ1CtDcEr0Ej7/Eyqf3gb4yOf0jGyNfP2/R8IEkFhRyktCcYp6bFYnWhxoNi2kGZINPOCppp89juiiTmuwHpsF+qmHRGUcvOq7L+P/Fcr+9vJ2lHApk8PE5bkT7+n213v6vwjCQolpjaDsOYedecZsFtQB8VSvuojdJHJqEyBZ0oq0AbFUjR/IqZ2QwkZ+Rq1h9bg1bwPJTMfdffMi07Pfv31NiZ0cPfgi2ZQuryJ9a/kKH6eDgEAl1Oi26hWdHjtBso/2Qs/bcVudSC6BAJ8LZiMDpp2iaXj6GYc3niKgswKnHYnaz4/AMDBtdkoVO5ODmudjd3L0z25BgAUShDP/YpC6Y5BZ0poSfCdQ0F0kT2l0LP+o4dWUFFYy80Pt2Pn0uMc2nAKh9WJQiUgOiVC4nxJ6hrJ1v9Lw2FzoVQJuM7kOji84RT3x33Ax6kPEdE4oGFukEwmk8lkMplMJpP9l5Ekkby5k3GUFxA66kX04f+sMCB/F50i27Dj9D60Sg3zyUKvUDPaVoF27Tz82g9Eo9Rgdzm4ySee5ut+QFT8xKDxb2Pxb4zksCNovTwP1Jq6Yk9Q/kz8+bCyG2rBSYvG4UilvyAI7lwGKsH9fOyntDCsVqLXkLF0Dm1BzvvfIjrt1Pmls8ehxbuujpMhYXSKbEJltyf4csE+QgMMZK9ZREDJEWryjxAE3K0yEUAdOsMRzJmHEQCtwkWgtgqXKKAUJKwqQOdApfXHZanGv+dIRHM14SGx5H/1bwDKqu28PG0Fs57ow50tBnNy2yJ65mQj+S0mzRHOXPMNNE7wQqFtipR7HCSRBF0lSeoCAEqXvI25cTtChzdMOBeZ7K/0v52NQfZf56cp21j//gGcVhen95fgdLiuvJGswTkqC6nZuwxHUSZnPruxHN9C7b5llC6diTaqOfqmPfBq3hvRbgbAVVeO5LAhKJQoNHpU7Vtia65CPbQfgsGLvQXBPLjiRjZVNENSgT1FjUtVS0WVHvdbkYRCcW5mgs6oZsv/pXI61T3C351QWKC8Ss9jC+4joFkKAG/vvp85GY+g0tRPwnc2AbHd4gKFgrYDGp1b95s/q/wT5dz+bBfKC2p4fsRhMvLDMfnr65XZvuQ4Wls2Q7ttw2lzeI7RcUgiRScr2fj1EV5ceiefHH+YEVN61NvW5RTZv/bkVd8HmUwmk8lkMplMJvtfYKurJX3GndgLMpFsZop/eOd6V+kfa3n6OrIrc8mqyAHAIjowbfqR2p3LKP7pAx5rfw/J/vG09Y0H0YXktOOy1iI5nSh0XmiDokCpBq0BfeNzAzlv0FczxfdHXvX9P1qX/oKg0gDumQIi4DzTeyDptViqtCzamIFod4ch9isJZGP2QL7wvYPbR8wAoHPLEOY835f3JvZi8alAKl0GJNydDEnOGoKdIt6HthJ0y2Pkqn3Ya40hVKpDKUiIEviLTgJqqhBtZvYOGMk3B3+gqCQbhcEHQeWOWOCrqKOvuJkTOeU0P5FGrzz34EBBEklW5dKtby6Z3kv5T6iB2Ge+Ieze6WgMXvWup+Vk/dyGMtl/C3mmgOxvoyCtjJKMqnrLHGYnKh/lJbaQXTOi6P6QdzkIGPA4lpyD1B34xbO68MsnQXQ3jPv0GoOyzWC8kntSMPdRnOV52IuzCL79ZWq7FeIQvNGWufhumRmXKHCoLIyu4UdBLYAk0rJZFdvSwgGBu5KPsiynGZU1Aqs+3e85nkIp4B1ooLKoDgQBi83AfVHvUp5Xg1Kl4Ikvh9BzZHO2/F8alho7lcW1OG3uDoawBD9C43z56e0d9U7xt7MFyvKqOXkm58DzN3xNn3tTGPVKTxa89CsAJw8UcWjOxxzaWYdGHYDNrqLzbU1p1SeOnUvTQYJXbv4WrZcGc5WN+FYhSILAyf3uLxUxyXJyTZlMJpPJZDKZTPbPdGj28wRwbhBYLqHEXMf6/JPZzuQNDDEGcW+r29iy+mPUovveWE+nop4/jduAz+NymH7bMwhqDc7qUspWzQEgYsxMYh6fg7OmHIVay+kTewAQLJV4nzf0uNYOCo0Jg7OGQpc3m4Uoevvm8qNJIG1BKpJdR0RgCGFCEYViNADRXvF8u+oEv2w6wp1+qwgL8aP93TNo0b077+4JZZDXPjQVFTRX56JUa3A2vZHFx7RsK+3Gg6b1VIp6Sl0mYlXFnlHQDq0vWw+tYEJOGZDFkYM7CL39FZxrP8RZmosSke+XbGGC6mdP3ZVGP7w73UJh1VF8HS5GHTxM2sExKAGtJFGQ1I6Q9AMoXE6URr9rebtksmtG7hSQ/W3UlFguWOa0ixcpKbvWbLlHweX+olCzfzn2oqz6BcTzYueLIiqfYMpXfYjKJwRneR6a4HhqK+08mPw5tTUSTz/s5KGHA9iV5cuQSd3RHLbiKN0FkkSzlkWMUIYhHi6kR0w+xoQYvtsVRnl+recQCqXA+wfGc+TXHHxDvMg/UU5Zrju2v9MhMm/yOlr2jkWjU3lmFgB0H57M/jVZvHX3kgvOsVXfePatcp+XRq9i+Avd2b/2JJWFdQCs++oQd03tyVPfDuPNkT8CMHNWMHqNHZtdhdagZvfSdPatzIAzsylcTglzlTv+YtbBIpAgLiWYXne3oEVP+SuvTCaTyWQymUwm+2fSiO4R4aIEP9el4IobRNfrXKd/qqyKU4hWA0XZjdhmPs2A3EIE3I+1TgEsCoHPI/xwKQQcsUksSV2Jv9lCC7UWQaVBafKnYstiqnctw6ZSoe09Es2x3RgatUYdFE3Rsg9ROG0YFXZsLtikjGZHVQvyXH5ED2rLyfSVCPpaJLue10v7MqhTJOP7JNPueDHdWobzxDu/kiAUkOKshLxK5n+9EltQMBERP9EuvxI0MLemO/FdevPDr9l46TK5XXcEH4W7TclbI/K9ayBh5iwiVeVoEm+jd3AFztPfopIkfBzVnP5uFm0fm8X+BR/RoXQ/zcQ8T/4DgCVVzdi7WkF06ElGVVVRLkCEzY7qzHXaVnqc8hATD/smEdLtjutyH2WyP0vuFJD9bSR0i6AgrZyy7GoSuoYT3NgPU5D+yhvKGpy+cSd0cW2xntyL7fSRy5a1F56g9sAvuKqL0TXqgE/XkdhLT2E9dYqaapAkBRU5aaS0rWBYOy2GxVsRtSKiQYGAiAB0b5uOIrgG0eVD89EPkPbeYXYvP4HD7sJucaI3afm/GVtRaZXojRpuGtea5O5RFGZWUFVspjSnmnVfHkJQCJ56+QZ70XZgAlt/OAaAUqXA5RRRqhW4HCIGby1GPx0S8PLPI4hqGsjXBRN5qusXHNuWB0B+ejlFJys9+7RZFdhsOjR6FS6XiNMhIorSRa+L0VdHbYWVwRM6cNP9rf/U/ZDJZDKZTCaTyWSy/2YJdz/Hhh9/osC3NUmNYujWKuJ6V+kf67bkAXx2IpWyYiPri2vo5+9eLgB2YKe3nnK1EiQHazM2s+LEBgAmDnuYnfmHaFJ4iCYn3e0EWqeTw+t/pYWQTyZRzPvVj0cDY/CrSAdAoVGxIljETh03pkQSYNTQOCCO9MR9qI73pbZaSZVUy88nl6LUKcmoasbDfQLI2mGn0BlIfrUXiw+LSBQx0C8Ui6IahaSibdNgim3u/IWtOUYb7SnP+SlcDqIbx/DdjkA6twhjcr/2KBQCJREt2f/F6yRQQYBUgSX7MCFiEU7AS+Ee3OdCoMgQzY68UNRCFQPVNYS6nJzUqVkaZGJocQ3bbI3Zr3MS4K8nqN8jaNS6v+S+yWQNTZAk6eItWjKZ7B9NEl2U/DANS+5RpNryixcSFATfOR1r1h5q9v+MT/d7qVz/KQDq4Dj2baqmolJNH68cBAQqw3UU5eloYqkgp8v9fP7eMeKb6PjXG62oXP0BAKv2dWbZj1pC4nz56MhD/OfRX0jfnU/OkRLPYTsNTWTHknQUSgHRVf8tzOCtpeddzVk9Zz+CAL6hRkpPV6PRq7BbnNz2TGd8gtwxAL94ei3egQbm5kxAo1NRmFWBRq9i36os1n11ENEpkbrlNGqtksSOEeSll2Hy15ObVsrZd06dUY3D5sLlODerRa1T8sqKUcS0CMYn0NBQt0Qmk8lksnoEQeDHH39k6NChZGdnExcXx/79+2nVqtX1rppM9rcXGxvLE088wRNPPAHUfz3JZDLZ/7qjWWW8vWAvdnshL2qWohIknGoNKocdqwC/BJrwDYxmYN9HmPbr+xjUelK8Qig8tpVDKj8Mx9tyt34jFToXSY5aVIKIUxL4oqYn9pBmKKUSKC2j/8B2LKtZQX5NEV5qPXUO92j+Ma2HE6VowYI1aaQr1qLwLQZArVAxo9CGq7qMXJ9W7MhXs8vWCBsaRnv9im9cU2LUZShO7cEamsKzqa1opj7NeNNGlAYTXj2Go/EJYXLqIkrNFYxMuYVbkwdgtjpw1lSg0ao5se5bCjVWGh3cDpKIJqwxVTUWJK2Kt/2sOGv0TCoowEuwURTaBFPJCVYHuPMZ3FZSw6rAe7nrvj7o1VrUSvV1vIsy2Z8jJxqWyWQXJSiUBN/+Mn497qu3XOkbVu/3inWfUL1rMeqQhHqx9ASlmhZNy+jRugClGRRmidRtvoQmWihJ8qFmzRo6++WzdZOC91+p5dUP2rNsTRzWknwAbGYHR349xdq5B+mZuInHRh/A39+OQgn+4SYAFEoFkUn+nmMqlALmahu/zN6Ly+keyZ/UJZLAaG9CG/nR/8E2nNhTwBdPr+X4TvdsAJdTRJLgP4+tZHzCR9wX8R5Z+ws5sjGH1C2nAVBrVRzdlENlYR2nU890CJyZlGAzO5m+9i4639qElD6xCAI4rC4sNTa5Q+AfYvTo0QiCwEMPPXTBuocffhhBEBg9evRfX7E/KDs7G0EQOHDgwPWuikz2p5x9bQqCgFqtJj4+nqeeeoq6uroGP9bZ4wiCgEqlIjo6mokTJ2Kz2Rr8WDJZQyssLOSxxx4jPj4erVZLVFQUgwcPZt26dZ4ysbGxnr9xvV5PbGwsw4cPZ/369Zfcb1lZGZGRkQiCQGVl5UXLbNy4sd7r52L/5s2b18BnLJPJZLJm8QF8/u+bsDh9+KjmJr6t7cQvMfGc9NJhVioZVlJDDws8/tMsijICuafJfXQ5vJ/bi2sYYxUpdJp4o3owNSoFKsE9QE4lSDzgvZHRPpvoVr0Vs0vLocP7uP94FnfnV9KovJyzo+tq7HV8vy6dwxnl2E60pnVGIB0qLcT5RVOqPPOw7WcgQFnHsz7LmWD6hca6EhamasjMducC9FI4iA3zpkOoDU1YI6x9RvB41gqeS12EQ3QiCOAUnZRUWJg143OKP3mY/C+f5ztDJV/UpFOmUSEJAp9WqKmuqsZQlk2/wirULvASbCgECaMhgLJuT6IIGMANNQbSHGGkVerx1hnlDgHZfz05fJBMJrssQ6MOlCtUILqn5rmqSwgeNQt7YTrmY1ux56cBYM89grNRO0BA0OgxJvelvCgLtE5cJoHc00aWHk5gf20tY4enkm9Rc7wsmsaNlOxacRLworDYC5Do0zWHdVuj+HrKRsIbmTAYnCxbG095uYaEtmGsm3cIAKfdhd50bqre+bMGbp/chdzjZWz+LtWzLOdICUq1uy/0+M5cxszqQ6ehTdAZ1Jw8VOwpt39N/RwK5upzjTpqrZK+Y1pyfGceWfuLkESJyT3n4x2o5+UVI3mm25c47S6sdQ6WfbCLzyetYfCEDtz/5o0Ncj9kVyZKEsUVFiw2J3qtimA/PQpBuPKGf0JUVBQLFy7knXfeQa93hz2zWq18++23REdHX9Njy2T/LSRRoqykEqvFhk6vJSDIt17Yt2uhf//+zJ07F4fDwebNmxk3bhx1dXXMnj37grIOhwO1+o8/3M2dO5f+/fvjcDg4ePAgY8aMwcvLi2nTpv2ZU5D9w7gkkX21WZQ6qglUe9PGGI9SuHbjuLKzs+natSu+vr7MmjWLlJQUHA4Hq1at4pFHHuHYsWOeslOnTmX8+PHY7Xays7P5+uuv6du3L9OmTeOFF164YN/3338/KSkp5OXlXfL4Xbp0oaCgwPP7448/TnV1NXPnzvUs8/HxaaCzlclkMtlvdW3nx/odDrp576NtRgnmJm0J7Dacg3uWsMpVhu1gEmJVEO99e5BXowKxVhSREpNMot2X4rzT7NT70d5ayfnfoAyFR2ihkYhQlWPwSUSXXUdzoLnZzsDSOt6J8efH1JX0irgD4dQpEF3cSSqUwiH/SGaUexEcegyVSkGeuRVVWj1DvfaCBC00ufyoa8mzHW7i7c1OTpdX0Mp/G446ENYVEemrpPZUAO0iutGqazgdIlNIz6nEx1WGQpCQqksp2NEDszKAWUGnMJQ2ospVSy/J3dEQFhzPsDY9+OmXHxhWV4Tp5FZMJ7eS0vEWfkj4F0s3ZRGsArPdwovr36TaVsvLvZ8kwjv0utw/mezPkGcKyGSyy1L5BBP15CJ0ce3cC0QnFWv/gy031d0hoFABAoJKg1fT7nh3GI72kIO6t95DUWRDu8eOMjSCgiATvkE2CooMzP0+iY93tOZoSSA2pYFbJrTDP/Rs475AZbUWjVokY08B+Zk1fPJ1C7TeRvfhXSI287lEx0MnduTmR9oRluCHIIBKq6RZ92gqCmrY8eNxABRKMPhoATxhfkpP17Dk7R1ENA4A4Mm5g+k7piVDnuxI7rGys1Xx8A11hxyKaR5Mz5HNcVhd9a5TdamF53p9xYQ5g3hp+Qh6jmzOrmUncDpEdvyU3lC3Q3YFOUU1LNl0krV7ctl6uJC1e3JZsukkOUU11/S4bdq0ITo6mh9++MGz7IcffiAqKorWrc/llLDZbEyYMIHg4GB0Oh3dunVj9+7dnvVnR0yuW7eOdu3aYTAY6NKlC8ePH693vNmzZ9OoUSM0Gg1NmjRh/vz59dZXVlbywAMPEBISgk6no3nz5ixfvpy6ujq8vb1ZtGhRvfLLli3Dy8uLmpoa4uLiAGjdujWCINCrVy9Publz55KUlIROp6Np06Z8/PHHf/rayf4Z8nOKWf3TNrau3c/eralsXbuf1T9tIz+n+Mob/wlarZbQ0FCioqIYNWoUd911F0uWLAHg5ZdfplWrVnzxxReeEdKSJFFVVcUDDzxAcHAw3t7e3HDDDRw8ePCKx/L19fUca9CgQdxyyy3s27fvstvk5uYyYsQI/P398fLyol27duzcudOzftmyZbRt2xadTkd8fDyvvPIKTqfzT10T2d/X2opDDDg8jXHpHzP55NeMS/+YAYensbbi0DU75tkZbbt27eL2228nMTGRZs2aMXHiRHbs2FGvrMlkIjQ0lOjoaHr06MGnn37Kiy++yJQpUy76OVVZWclTTz112eNrNBpCQ0M9//R6ved1e/6yi7nUZ91Z27Zto0ePHuj1eqKiopgwYcI1mSkkk8lk/82evLUHs55qSVNFBQCG43txlOXyeV0mudZKtEZ3guhmMaEoBz1IVqMkqvevZkTVHF72+ZEJlaep1OuROJOoGM78BP4KC8aYJmgiEs9kEwRfl4iPXcQpulDuW8V9Xr9yh2kvTqUOQaNn2W4H9ooINCUhdBJKeGZ0B2rbxVKs98OGmuKYOu4Y2pTHlzrIKpdwoSRV1wYAtbmGB/Mrecp2mB6Z85AKdSgUCprG+tPqlhEUJwziRJN7KK42IFaEYstrQnl5ID7mYMI0tQC0an0zRcdDyLLH4vScCVTtXMog23Kevrstrz3cjcLaYk5X5VNlreZ4af1BhTLZfwt5poBMJrussl/ew5p9AN8+47Ge3AOAaKkBf3diKMnlRBQ0KCWR/E/GgV1ELTlBBcpKCcEFUnYerdqoaZZSRnmllmnvdQJArXLRo/luOra30qLXUEpOFrPx803sPRwMCAgKkM6E6r958jCe7xNHSU4VU/otwFJrQxLhsyfWML/gSf7v9a18+dx6nDYXgx9rz6yR5xpnR8/sCwh88dSaeudWUVjHLapXCWvkR7fhyTzxxS0AhMT6sm9VJrc82ZG5T62lorCWykL3Q+TptFKmDfmOukr37AGFErReGizVdmxmJ1azgxvuTQFgzBt98H/HSO97Uq7JvZHVl1NUw6aDBRcsN9ucbDpYQI+WEB1iumbHHzNmDHPnzuWuu+4C4IsvvmDs2LFs3LjRU+aZZ55h8eLFfPnll8TExDBr1iz69etHRkYG/v7nQmG98MILvPXWWwQFBfHQQw8xduxYtm7dCsCPP/7I448/zrvvvkvfvn1Zvnw5Y8aMITIykt69eyOKIgMGDKCmpoavv/6aRo0akZqailKpxMvLixEjRjB37lxuv/12z/HO/m4ymdi1axcdOnRg7dq1NGvWDI1GA8CcOXN46aWX+PDDD2ndujX79+9n/PjxeHl5cd999cOMyWTny88pZvfmC5PWW802dm8+QvvuzQmPDv5L6qLX63E4znUsZ2Rk8P3337N48WKUSiUAN998M/7+/qxYsQIfHx8++eQT+vTpQ3p6er3X6eWkp6ezYcOGy4YOq62tpWfPnkRERLB06VJCQ0PZt28fouj+4Fu1ahV3330377//Pt27dyczM5MHHngAgJdeeukPXgHZ39XaikM8lTWP3yZ7K3ZU8VTWPN6MH01fv4b9PlFeXs7KlSuZPn06Xl5eF6z39fW94j4ef/xxpk2bxk8//cQzzzwDQGpqKlOnTmXnzp1kZV2bhpLLfdYBHD58mH79+jFt2jQ+//xzSkpKePTRR3n00UfrzUKQyWSyfzJ7cQ5FS94hICSWvc3b0/jAdgRArVTTodrGLcVVZBqqiA4WOHwiksfea0vnoHz8VAp8cecGUEpOgizuroBNPnpUEnSptiABp1Qavjq9kbEdJhKuEKg9/B1rjjk4daQF6oT92B0aUAIaHQkTPgAkmiw6hOVIJo+I+1GdkAiIO0THYSMZ/aoP5ZUOWgUE0/jYUV73XcOP5vbsdiQy8MnJ5Lw7FtFS6xnXp8aF/9p/8+vmGJaphjDhzlZEdxxDebWVfbWHiAjywt9PzbF1awjQulDaHSDAwqW7WVYUBTRhlr+SgBotd4Ucx2jOx3Y6jR7DIwEIJoaRLYZQbaulW3S7v/bGyWQNRO4UkMlklyQ57dTsXQqANWsP2pjW2E7tx1Vbhqu6FABBACV2ODtwXiPgSFIjVIkIOi1gweXvnpSkVkmEtWhKk7A66mpdPN53H/rW8O4rsWRkLKL33S2I69Ka9NT9AMS1DCZrv3sUqegS+W76ZgIjvBn4r7YsmrkNODeC/6d33KPZtAY1Hz+8whNKyBSo59ZJnQHITStm9ef1R3uKLom89HK+n7GV5G5R/OeRlUQmBfLiT3eiVClYYFBTWXRuVJnN7MBmxpPkWHSBpdrOkCc7YjBp6Du6padsfMtQnpw3pEHuhezyREliz7GSy5bZc6yEyGDjNQsldM899/Dcc895YvJv3bqVhQsXejoFzoYsmTdvHgMGDADcDe1r1qzh888/5+mnn/bsa/r06fTs2ROAyZMnc/PNN2O1WtHpdLz55puMHj2ahx9+GMAzmvPNN9+kd+/erF27ll27dpGWlkZiYiIA8fHxnn2PGzeOLl26kJ+fT3h4OKWlpSxfvpw1a9ydZkFBQQAEBAQQGnpuGuy0adN46623uPXWWwGIi4sjNTWVTz75RO4UkF2SJEoc3nvismWO7D1BWGTQNQ8ltGvXLhYsWECfPn08y+x2O/Pnz/f83a9fv57Dhw9TXFyMVuueYfbmm2+yZMkSFi1a5GmUv5iRI0eiVCpxOp3YbDYGDRrEc889d8nyCxYsoKSkhN27d3s6GxISEjzrp0+fzuTJkz2vr/j4eKZNm8Yzzzwjdwr8j3FJIrNO/3hBhwC4RygKwKzTS+jt27xBQwllZGQgSRJNmzb9w/vw9/cnODiY7OxswD0jbuTIkbzxxhtER0dfs06BK33WvfHGG4waNcqTRLhx48a8//779OzZk9mzZ6PT6S62W5lMJvtHqT22HUdJDo6SHFqOmU7Vkd1onU7sGxbSympDBSSabQhAW1UmCxXRbA/UsttfQ9MqkQ4lCuwKkVBVBT4ukVSjljD/7nxQuBd1cShpVbFoao7yxuepKAR47ZGH2LRjEyDQTIxme1w+ltJoKqLU3H66klV7Mrizb3MOK7/EnC3g7ZJQGv3YfGoX1boTIMRQrDxCZdpGjIKTluockm8aikKhJOpfHzF14RO0qqpDK4FNgJZ1diIsp8ioKGXJpkxG+OzDcmwHjw94AK/EZlhOHaWZYj044AdzO7xVVtZVuL8TCto6iq1BFDl8+F6K48kOxegT2tS7fsOS+//l90wma0hyp4BMJrskQaXBt/c4rKcOYGo3FOupg9hO7QdJxJ6fhiiCwvNsqgCNDmx17p4Cl4SIHbGxCiQJZbYTRZXIgVN6jhe4G1pyXd40phqnwhtwYC/N4fB+97Q9hVLwdAgAfPn8eioK3I3zRn/3g1xIvC8zN7mn0DwSAADyMElEQVQbS3yCvagsNuOwObGZHWh0KnQmDa+uvsuzj3tevYG6KjtFJysJiDSx++cTiC6JsHhfSk7X8MrAhYiiREFmBWV51XgHeVFdar7guoTE+fL0gmHs/SWT4lOVhMb7cee/u6O4xg1asksrrrBgtl0+pIbZ5qS4wkKo/7VJAB0YGMjNN9/Ml19+iSRJ3HzzzQQGBnrWZ2Zm4nA46Nq1q2eZWq2mQ4cOpKWl1dtXSsq50aBhYe7k3sXFxURHR5OWlnZBw2TXrl157733ADhw4ACRkZGeRpLf6tChA82aNeOrr75i8uTJzJ8/3xMK4lJKSko4ffo0999/P+PHj/csdzqdcqxn2WWVlVRiNV8+2a7FbKOspJLAEL/Llvsjli9fjtFoxOl04nA4GDJkCB988IFnfUxMjKdDAGDv3r3U1tYSEBBQv44WC5mZmeTk5JCcnOxZ/vzzz/P8888D8M4779C3b19cLhcZGRlMnDiRe+65h4ULF160bgcOHKB169aXnH2wd+9edu/ezfTp0z3LXC4XVqsVs9mMwSAns/9fsa82iyJH1SXXS0CRo5J9tVm0NyVcstzVks4kexT+ZGe5JEmefTz33HMkJSVx9913/+n6Xc6VPuv27t1LRkYG33zzTb16iqLIyZMnSUpKuqb1k8lksv8Gppa9seVnoA2JxS+sCU4vP5xVJTjL85H0WkTcMccrlAoOG7qDWURyKXHW+KCvqeOjyt4AaBP2QH48jhwntsBTFPg4EZU1kGpEgxd2AAG27/qCN/x3YRM0eJVbqVQq8HWJVJ4U2HXsI9QOA8szV/GsuoLjBg3xne8gPqkLXvmHiQs+wq3CDtLtar4zBNLRpqUs/gbG9HJ/Lir1Rnr3up+1mVtQKZRItZXYT2WS70zCV/Rizc4c+gWsQS05qE3dgldie44VixgENSAS6X+CDrYqWmgLSW3xGK3bSezNyKUuP5gBneMIiPl9s0Vlsv8mcqeATCa7LN+uI6HrSAA0gdGILgeV6+aAy45CASXlOny8bQR0HISxzSAKP5uIJNYg+SqQikTEYBV1uUYCC8sxO9TEmfcTEtef6oJScuwmFrzblJIyB626+aIsP0JpUQQg1EsaDHg6BABqy91xDYuyKtm/OouutyXx9IJhPJryKaJLwj/cSHl+LXark32rMolv5R7t7Bdq5Ln/OxcyxWF34bA5yUkt4alO7qnkggAxKcEEx/iy4ZvD5J8oB6DNgHj2/eIe7dZ+YAJNO0XStFPktbnosqtmuUKHwNWW+6PGjh3Lo48+CsBHH31Ub92lGl/Ob0w56/xkp2fXnQ0pcqV9XCr28vnGjRvHhx9+yOTJk5k7dy5jxoy5bKPQ2WPPmTOHjh071lt3NlSDTHYxVsvlOwSuttzV6t27N7Nnz0atVhMeHn5BIuHfhkwRRZGwsLB6Yb/O8vX1xdfXlwMHDniWnd+gHxoa6hnp36RJE2pqahg5ciSvvvpqvRkAZ13ptSqKIq+88opnds755FHO/1tKHdUNWu73aty4MYIgkJaWxtChQ//QPsrKyigpKfHkozk72+Zs7pqzn32BgYG88MILvPLKKw1S99/z+nnwwQeZMGHCBeuio6MbpA4ymUz2307tE0zYiHOJ4iPGzCR1wTuIxRm4HAIKQAQWNopiRJfehBQIfLdES5klhBpNFgpTGYLWgqaiCQ6LFsGsJERhoEQowWrXoo87xo2OY0REZLLVL4zOmcdQAUrRCoI7vwCAjyjRV50GaigXNBgcDlo7HKh2roT2Q2kb3gJ/n2Sk3K2E2xzsMt3MnAo9iioHo897DuoV15lecZ0951Nrr8Og1vPKnJ2UVVn5wdyRFpocGsf2IQT4bGMJZeXDiAnX0930CxSDRlvNXQMS0Kl1tAlv8dfdDJnsOpA7BWQy2WVJkkTh/InYizIJGjaFuiVfg8EOksTqdTEs/TWeRpFVPKlaSu3BVWgT22M9vgWQOFbhjyNNQXuvIt7c0Y7jZf7cPTCbF38cypMd5/Pjysae46TuqcbX6Ee97L4XI8D58+vTd+UR2yKYqOQg+o1vTe7xMp6YO5if3tlF6tbTJHWJwulw8eNbOziwNouU3rHc+UJ3ANQaJWqNko1fu2Nd67zUWOsc5B0r49GUT7jliQ5ENg1Ab9Ly7Le3cW/Eu9jqHNRVX5vGK9kfp9f+vo+z31vuj+rfvz92ux2Afv361VuXkJCARqNhy5YtjBo1CgCHw8GePXs84Q1+j6SkJLZs2cK9997rWbZt2zbPqMeUlBRyc3NJT0+/5AjKu+++m2eeeYb333+fo0eP1gv/czaHgMt1Lpl2SEgIERERZGVleXImyGS/h06vbdByV8vLy+uiDfKX0qZNGwoLC1GpVMTGxl60zO/d39kOM4vFctH1KSkpfPbZZ5SXl190tkCbNm04fvz4VdVf9t8pUO3doOV+L39/f/r168dHH33EhAkTLugkq6ysvGJegffeew+FQuHpVFi8eHG9v/ndu3czduxYNm/eTKNGjRqs7lf6rGvTpg1Hjx6VXz8ymUx2BXtSC3njm700ifbj5gF6Xj3RHFyt6eCdSYJyKwKgPBrGK/uOcEu/AKwK9/NUiUpLSKMd3FdYib8dlL4SlaKBU6rHMUXb2Sztwt8p0ivbPfPepVegO/Mcv8XamBba0/gqrEiSe2CeQ4BapZJ8Dfia3TMUnDXlVFtrkJAI7TiU4vISvBu35um4m/h48UEigkyIEjiLTnJs33I26wVuaT2MaF93/kOjxouKGitHstyhj7dZ4jloDWfy5q8pTPend8tB/LDZRo+OTVH7e7Fg69ec0ql52VJJhDr0t5dKJvufI3cKyGSyy6raPB9bziEAzAfW4xQrAAUIAjmnjABk5npTUqYnKMCCqf0wbNn7kewWkpKrUKtEhAo4VeV+kD1ZoqH8xY9x2M6FPfDy1dH6xjhOH86F0hpUGoW7t18Ah9XdMKnWKBn37o3MfnhlvfrtW5PF4lnbaT+oMQfWZCEoBFbN2U9glDdZ+wuZNuQ77praky+fWw/AwXXZdL+zGeEJ5xpgXE73CIWACBNJXaPYtSyd7MPFbP4ulf+kPewpN/n729jzcwa3PdMZ2d9LsJ8eg1Z12RBCBq2KYL8rj6L/M5RKpScU0G9H0Ht5efGvf/2Lp59+Gn9/f6Kjo5k1axZms5n777//dx/j6aefZvjw4bRp04Y+ffqwbNkyfvjhB9auXQtAz5496dGjB7fddhtvv/02CQkJHDt2DEEQ6N/fHffSz8+PW2+9laeffpqbbrqJyMhzs16Cg4PR6/WsXLmSyMhIdDodPj4+vPzyy0yYMAFvb28GDBiAzWZjz549VFRUMHHixD976WT/owKCfNEZtJcNIaQ3aAkI8v3rKnUZffv2pXPnzgwdOpSZM2fSpEkT8vPzWbFiBUOHDqVdu0snkqusrKSwsBBRFDlx4gRTp04lMTHxkmFKRo4cyYwZMxg6dCivvfYaYWFh7N+/n/DwcDp37syUKVMYNGgQUVFR3HHHHSgUCg4dOsThw4d59dVXr9UlkF0HbYzxhKh9KHZUXTSvgAAEq31pY4y/yNo/5+OPP6ZLly506NCBqVOnkpKSgtPpZM2aNcyePbteeLuamhoKCwtxOBycPHmSr7/+ms8++4zXXnvN0/j+24b/0lJ3Q0xSUtLvSlz8e13ps+7ZZ5+lU6dOPPLII4wfPx4vLy/S0tJYs2ZNvRBiMplM9k9mtTmZOX8PVruL/ekl4OtE4VJyn3EjkapahDMN9jeSwVF7IjmZFvr28+Lwzt08aM6APBe6M6P9EcBfUcvsdWn0jlrHq1UWapQCJVoNIQY/opI7w5YlAITpa/nRmMKNlSeIVFVQhYa1bdswxKygeeq2c5+FksSkpS9gRySx9jZ2HO1EnMvC48nVFJTWkZ5TSUSQF52PvY2pupQwo5ZFGi0Tu54Ld4qEZ1Bhn/ZRxJhT8S7IxFydyc13D+L2m9y53mzOCErs1bQz+BHhLXcIyP4Z5E4BmUx2WS5zpfsHhwrn/J9Ra0XsiWrQCdzY/zS1v2jIOOVLZY2W4DAo+XoSfv0epXLjF0g2M44EFa4iiWj/KiQDHEwNoHZ3/RGhdquTLf937qHTaRf5LYfdhUavJjzRn+LsKvqObolKo2DNFwcA2L38XCLLRa9vIyjaHedcFCXCG/ujUAkgQVKXKIKi6o+0e+Ddm2h9UzxJXSLxCzGycs4+1nxxgGGTOtUr135gY9oPbIzs70chCLRrGsSmgwWXLNOuadA1SzJ8Pm/vS4/kfP311xFFkXvuuYeamhratWvHqlWr8PP7/bHUhw4dynvvvccbb7zBhAkTiIuLY+7cufTq1ctTZvHixTz11FOMHDmSuro6EhISeP311+vt5/7772fBggWMHTu23nKVSsX777/P1KlTmTJlCt27d2fjxo2MGzcOg8HAG2+8wTPPPIOXlxctWrS4qlkOsn8eQSHQom1jdm8+cskyzds2vuZJhn8vQRBYsWIFL7zwAmPHjqWkpITQ0FB69OhBSEjIZbcdM2aMZx9nt5kxYwYq1cW/bms0GlavXs2kSZMYOHAgTqeT5ORkT+ixfv36sXz5cqZOncqsWbNQq9U0bdqUcePGNexJy647paDgmahhPJU177cTIj3zJ5+JGtqgSYbPiouLY9++fUyfPp1JkyZRUFBAUFAQbdu2Zfbs2fXKTpkyhSlTpqDRaAgNDaVTp06sW7eO3r17N3i9fo/LfdalpKTw66+/8sILL9C9e3ckSaJRo0bceeed16WuMplM9ndkd4o4zgyQC/WD6MMHCDMoaKXJAcAmKNAiEqCuYLr//2EscaKy+HJr5/5Urk8jW61mdYiJhDobvnVaFLUmXvD+AarcI/39XBJFSpG6qmKc239CFAQUkkQCBWjrqshyRhGpquCAzkhumZGg5CZUpG5HHRKLLjiGSqXAMwc2nGnXn02h6kZOFcAnG1dSY3Z/L1MIoA6MxFldSqVeT6eo1vXO0c9bx9tP9qSi2kqrxGBclkRKluYgaPXoIpp4ymlVGu5qOewvue4y2d+FIJ0N9CiTyWQXIdot1B5aTf7yw5h2r+ZYmR8FDj96jFUiVmQDcDw3hiaRp9wbuCR0xkScimqcdUUASBI8N7MLtXWaq6/A2afhM+9UCpXAyJd6oDOoSe4ayTPdvvKM9Nd5qREUAsGxPuSmleFyivQd05InvriFisJatF5qDCYtv3yyl40LjnDvjBto1tUdXmj6rf9HwYlyXlgynKim55LDOuwuXA4XOq8/UHfZXy6nqIY9x0rqzRgwaFW0axpEdIjpOtbs7+ebb77h8ccfJz8/3xMySCa7VvJzijm890S9GQN6g5bmbRsTHh18HWsmk/19rK04xKzTP9ZLOhyi9uWZqKH09Uu5zJYymUwmk/0xR7PKyCuuoXzd23QgDwBnZGM0JXmINjN1Wi0Gm61ekN+KxgPxO7GCl+MCsSoVxNTBvwqKkagfDHi/Uct3oT74OlxMOlXG+ZmdbILAa7YbcJgDMAsakhT5tPc5TEFSCPFxAzFo9SQXHKJ224+ebTZ7t2OFqZaWhh5s3+nOMzj3xZsIMKlx1pSj9g3GZTPz66JFlGmjGDasJyqlAnPWQUp//hhDYgcC+9Wfoe2y1qHQGi6bX00m+18lzxSQyWSXpdDo8W43hMeHZnBzQChfHW6GKCnwvj2FVvq5CCoNCYOH4NrzPrVmNf4VWig4iuSlQEpWgQCiFUSXhMnLhtWmRKlW02FoMpl7C8hLL798BX7TbSk6Jb558VfP74Mea4e50sbm71ORJLDW2AlP8OeuV3pxeEM2w1/oBsDOpen88p+93PxIOz56aAUAb476gbmnHqcou9Iz02D38hOeToGCzHKe6/UVNeVWpv8ygqY9Yq/6+kmShNNsR+11beJly+qLDjERGWykuMKCxeZEfyZk0F8xQ+C/hdls5uTJk7z22ms8+OCDcoeA7C8RHh1MWGQQZSWVWC02dHp3yKC/ywwBmezvoK9fCr19m7OvNotSRzWBam/aGOOvyQwBmUwmk8kAmsUHEGNJpZg8T6O+svAUpjb9qNq1jODW/dhUnIYp/yRKQUG81YnfiRWUuIwE2UROGxT4Vbmb+wXAKoAxKhmFw066qgaQqFUqcAkC6vPGJGsliRc0GyhS+PB9XSfu9NqOj2hBe8LMfzbnM0B/gOroKrp2uY2j+Uc4VpHP+oJE7KfVDLi/NSG6YmJCvQn01VNrtvPG/2WiUZ1kmH4XsdkbCRB17GicSLeWEdQe3YKzupTqfas9nQKiKFG4ZSnWzV+hjGtL+PDJqFVX/3kr2i0gKFCo5ed92X8fuVNAJpP9Lj6hPszb2wKNXoXd4mTpZzkM3PcpiyfMYP4ThzCaelFbA+NaH6JTBBSWGHhtage0OpEgPzOR4XX8657D2O1KVv7SjDFv3cjb9/505U6B39B7a7BU2z2/71+VxciXerB+/mHAnX8gL72cLsOa0mVYU88sgkUzt1KYVcnS93ehNaiwmZ1EJgWyaOZWbry/NXc815WCjHJuuNc9Eu/4zjye7T4Pp8O9/ea31xEeNRjvuN83olUSJSSXSPayvZQdzCG8ZxIRNzS7qnOV/TEKQSDU33Dlgv9Qs2bNYvr06fTo0YPnnnvueldH9g8iKAQCQ35/qCyZ7J9IKShob5KT48pkMpnsr6PQmwABQakEl5N8qxf5gX2puzWCeYeXICpEpjglDE67Z8xepiOY+/OysatA58QzRUAjgbXzzeQpRHKXbOFW9UFCbU50ksTP5hTSneG0991HN7EYNSKRqgpG+2/Cx2XBJQhkeYXSWFVEP/0RKAFdj5H8ZMvklCMQm1UFSFTV2rj/luYAuFwi+9NL2HesGID+nQzogFrBi0LXCXblltCq02BEcxWGhLaec37j6z3EZWymnRbKM1OZ/ck2Xn+k2+++ZqLDhqOymPx5zyGo1ETe/yYq74A/fS9ksr+S3Ckgk8l+lxkb7iH3WBlLP9jJxvlHKMuv4eSmbZSdrgYCMFvc5b462AybvxeLNkUTFGThtgGZnMrzIcCvDrVKQq1yklMGC+56EqlID1y5kV2pVuA60ziv1atp078RW7935yCIaBJA19uTyD1WBgLojRo6DE4EYPP3R3nzriW0vime5G7RFGZVknOkhHf3jUOrV/NCn6/ZvyqLnNRSJn45pN4xTx0txukQ0euVdO7sT4vm3tjK6yDuwvpZy2spP5ILSJgLKwnv3pSTS/dhLqhEcWa0QV1+xR+67jJZQ3v55Zd5+eWXr3c1ZDKZTCaTyWQy2d+AIb4VkQ++i0VS8/6731LoMBKbeZxc/RZE6cxz+JmEwtWoqDH50IksJAl0LkCAE3o1W30NdKm0kPHzMvKrjOQ7QjEq/AhQl2IWBHrpU2kuZKPFxipzc9pos/FVWgEzAGUqBQM6dOc1YSclFVp0KgmtyZuH2t/Nryd3EJqUgFryokfrSFyixLMfbuZkXhVP3d0WfUAVNtHCtnA9D/R4i7zq03y/bwGcgLcHTCHyzufrnXNuXhmHzW2xa3zYXRtCqaPmktdnw97TSOYampetRuUfhiYkjuIf3kBQaZHsFiS7BWdVsdwpIPuvI3cKyGT/y1wi1NjBV/end2UwaUlsH87xbe44gw6rixdGHWZwbztdOpQy+LUJPNdnAXZRSVqxF1aXih4d80mMr6RxXBW7D56L019Ro2PlBj98jVaGNj3BzxmNcDgvPVXvbIcAQGVRnadDAGDXshOsnXuQu6f2Iu9EGTt/SsfoqyPvRBnv3LcUl1PkwNqTPPX1ENZ/dQgvPx3pu/JJaBtGZNMASnOriWxS/8P7dFoJn09cg5evltEz+9CyqYGCzceoOJZHYJtYBEHAUWulaMcJvBuFkLfuKLWnyzzbW0tqsJRUgwSiw4U+xBtzYSWZ/7eDyBtbUH74NH5JEegC5Rj3MplMJpPJZDKZTCa7etV1djQqBTrtn2/a0wRGYj+2nbsMm3EiMMsSQI3L/YzeLLgJ++vaEpSzg2Xm1nQ3bCcSOBuh1azV8XOgnkKtGqsg8EDecRRKiXSFP2tUkRhMMKayAAQnXlSDCHptJj5K98jCYyYvAm12Ei0OpFXzmAzMr+nBQWUQQbu/YM6QmTQOiGNT9k7USisKRSxzd/3I8VMCIJCZW0Vc80qyqjLRaTuy3VxAoHcQSoUSg1qPSeNV71xLV33Gk+Iv5Cb3JnrA4zT96V38ajZjzgzF0MidqLju2A5sxafID+nG2wv2Mt33O2oV7ogFhqadQBSR7O76a8MbU/Tj2wTfMgGXpRbRWoupVV85T4Hsb0/uFJDJ/tdIEpyuhk3ZsDsfHCIMawo3NmqQ3at15942bDYF3y1rQpOOEZQXWTzLj2YE0jRFw879ITRrZiWrIJRNR6KIjdqM2ayiusYdw1wjuhiUcBKr2peVh4P+cJ2Mfu5Oj9fvWMzJg0V8P2MLrW6Mx251J5sd9XIPFs3aDkBcyxA+fOBntHoVn2dPwFpnR6EQWPbhbroPT8Y32IuTh4qpq3Inw4xLCcFVU4Fod1GVXojL6qB0XzZ5v6Yi2pwU7cpEH+Rd/xr5GAjrkcTpVQdx1FoRnSKOGivlR3Kx11ioPVVG8e4soge2wq9p+B8+b5lMJpPJZDKZTCaT/XNU22rZf7yQDWuOkF9URY0miDnP98Vo+PN5wgSF+1lfFCDc7iDQCjuMGgY07kVA6hcI6goe9VnPIZ0fWNzPy2j1WE3eWPUqTHYzLWutnE0MmCiUE6eoRaxyIAElooEghRkXYFKeaz847fIlza+WRpZqFJKESoAm6nwOOkMwqPUoBAX7C47w4c55APzouwq7y446XoGvGEN8hA/ffxWDThPPdu121mRuZlBiH2YPmo5GqUHMOkCdoMSrSQcArDnuQYYJmmLCQrwQyw+DJGJO3402NJ6C76ZjL8gEwNTGytM+WzAqzoUw9u08FEFQUHl8D9lSJAn5GQhIVO35BfPxnQDsyayh1U0D8ff+8wM0ZbJrRZAkSbpyMZlM9l9jwWHYklN/mVoBbcPh3pZ/evdVpWbevPtH9q/KAkBrUDPypR4c236aHUvSPeW0BhW3Pd2Zb6dt5syMQ4L86ygpNwACPW9rxK3aZRjtZczL78PmbfaLHK0+g0mDucZdTlDALY93pNeo5uxalo5aq+LE3gK2/3DMU/6Ge1OISgqk7+iW3Bf5LqJLokmnCI7vyMM3xIvPMh9F56XhyQ6fc2J3Ph0GN2bK0hG4nCKLZ21D761l8KPtsVdbyF17GGNkAMEdGnHwnRXYK91THNUmHY4aa716qrw0qI16dAFGKlLdMysUGiWi3XXBOTX7V18Mob6/+/rLZDKZTCaTyWQymeyfp9ZWx38WPoU9K5zb1YdQIHHEHknLIBthQyegi0r608coPbmfVzZ/zKO55aglsLXpw9ZgP3ru3oqyrACALJ2a3La9SCwqJDTjMAA7vXU4q/1oLZZSKPjTsl1ravauRBvbAkv2YRTACZ2axlYHACJwNlbAElszTjQuwJrWk0Qpj476E1SZQokYPAq9UWD76X0kByfy8c4vcThBULrw1/vSKqwZ/RN6snjLYTZudCAIEjFdjlHkOMWIFrdwa/IALCcPUbDgFQDC75uBLrIJtoJMao5swrv1jWgCI6k5uB7LyUP49RqFLe84xUvedVdMEFDoTYjm6nrXSGEKwNC4PRPWmdAILu6PziSq+iAoVCA6EYEV5lZUxPblpfGd//Q9kcmuFblTQCb7XzNxFZwZIQ+4E/6cfZW/dRPo1X/6EFkHCnl9+GLyT5QTluBHQYY7Xn6f0S05sDaLslx3PD6FUkB0XfotJjDaRHi0kYnf3cmYyHe50ruRIFCvjEIpcMN9Kaz94iAAj825mc8nrcF8JhGxX5iRhz8ewKnDxXw95VcAJs0fSkyLIPzDTPgGu6cRTr/1e7b/eJw7HmvNqOl9UZvq9+ZLooSgODf1r/TgKYq2n8BcVAXild9CVUYdzjrruftwnsh+LQhqHYdK/+dHdshkMplMJpPJZDKZ7H9T/qF1WJd9DLifi8+PTuPdtj+B/cc3yHG+PfADyesWY7Ja2Z/ckoWWYvxsPrwQ0wzb9sWogExvI42qaxEBp+BOMFytUOAtnhkRqNSAlxGvHneyryqHnSe2UKdQMKagErNSwM8hIghgFtWkqnxoJ5ZSKygxSucG0m2P6cFGm4qibBNhMWa6RnTh/9aeJCQgnXu1e4mP6YD+pvt5ceMbFOaqCfQ28O7wR8mvKSIhIBYAW1E2eXOfBQSCbnkMY1KXC8L6SJKIILi7KESbmeLlH2EryMRVVeIpYxGV6BUuRAQUZx7sbaISlSCijEqB3INIePItA1CrCaDJ6BfRBIQjKJQNcm9ksoYkdwrIZP9r3t0B6WXQPhySgyDEC1ZkQLwf9E9o0EPlnShDb9QwodUcKovr6q3TaFyoDQbqKm34mKzYHSos1otHLPML9UKtUVKSW+2ZVfBHBMf6UJxddcn1TbtEcsM9LVj56T76P9CGfuPaoFQpcNhdZKxOpXb3cVReWlIeH4C1tBrR6aJk70nKDuYQ3L4RMYPc8QUlSWL/60txnRnloPLSIigVOKotFz2uUqf2lL0YQaUgaVxvvML8/vjJy2QymUwmk8lkMpnsf5Y1L528L19AUioJGfwYSp0X9pIcLCcPE9D3PjSBkQ12LNFmwWWuYmNpJu9/fhocerxVZqZ4L0IN5AeFEF5SVG8bF/Dbpm8JSO18I4tKDhFZK1GscTKorI6EGicKAb7VxtFdeYpGFodn9oBVUuGSlKzUB7CvuBO1LiMAAYEiZaUK+hoOMljnHhholVQcNGn4MdTI4+0fZP2OEhT6Mh674Qa8fYIBcFaXUfDNSzjKC/DrcSc+nYZgydxPnSGU0kWvoxPNRN47DU1wDABVe1ZStmqO+wRUGhQqNXadP6rK07gAQQKF4B4fqBBAofNCtNZvDzmfoUlHQm9/5k/dD5nsWpA7BWSy/zUOFxTVQYSp/tCBa+iLp9fyw5vumP2CEhSIPHLHQRr3Hcyns4toHXuQrxYnX3lH581qUKgUiE4RnZca31AjhVkVFx1pD+5QQr/tTBAU7v2dHWigUApMmj+EN+9a4pltEBrnyzNTW4MAptggclcfRqFWknhfD459vqH+8QSIGdia4A7u3AxH/7MWc0ElAa1iKDtwCgD/ltGY8yqwltac206tAKd4ybqfFX9HRwKaR13xEslkMplMJpPJZDKZ7J/JUVmMoFKjMv41A8osNiej/r0C55kZ8nEJGwnQVFEZFs0jukQU2xefqxtwNi7Bb2cylKkULAj1ZkxeFTpBiUp0RzfYHp9EcuFpjOZalGe222BLoIsuCx0itaj5d/kIECAsZidti9SkO8K4JTAdtaWSEGU1VkHg6/btibXcxIEt+3jSewUKAbzb9MOWexyfjoMp3/ANrtpyfDoMwmWtpfbQRipUgfg5SwFQegcSOXYWSi8fzBn7KPz+NRR6E9qIxlhO7EFQa9E064XtwCrPOYkoUKi1SA6LZ4bA2dkC588aUHgHE/vY7Aa+MzLZn6e4chGZTHY9OE+vxbZ/FqLFPWVNFJ3YD3+EddsziOYiMDvgUBH8Nk69WgmR3n9ZhwDAqFd6Mvz5rgx4qC0fHnyAj3+MI8VeybwX91BdWEajmGq8jecSDkU09eepb4YS1zK43n6U6nNvSaLT3cpvszopzLx0hwBAdHIQ97zaq16In7DkQGZtHkNS10h0RjXBMT4kdY3G50zIIIDCk5WUHyugKr0QlbcBS1g4Qf3aotKpz00pPPu/5A4bdFbS/b1p8Xh/Im5ohik2CI2vgfKDOVjLa+tXznHlDgEA/+SGG9Uhk12MIAgsWbLkmh9n48aNCIJAZWVlg+wvOzsbQRA4cOBAg+xPJvsnGz16NEOHDvX83qtXL5544onrVh+ZTCaTyf6JXJYaSlZ8QtXuFZ5lJ8tzeHn92/yYuhKA9JwKMk5XXrCt2jf4L+sQANBrVcx4uCs9W0fw2PBWjBs6HldsMqeL6njyFx3Fog/gfuRVAxVqNZbWQzDeMhHHeSFzfJwihVoNu330qEQnDgEy9GpO1uXhc6ZDANyP31002ehwtwcYcfDhfZGMa3uY+yyZ9NUfZbBhH9qBz1DZ/gEcxhD0Kg1PqSJpHhvMPcbNKAV3g3zBgdXYi7Mp3rYI101PU9n6Xnx6jkIQ3EcT1DpqRS0ArupSrHnuHImGhDZEPzqb6Ic/RB/THHVQDItr2vDkBj9qFSbP470CEc7rEIBzHQGeTgIJinybN+QtkckajNwpIJP9zYhVGdgOvIN932u4clZi3fYM1i2TsC67CWfWYsSSPbhOr4E5e+E/e2D+wYY7+OpMWHLMPbL9KugMau6dfgOPzB5ITLMQwvrcjqDVk1Nl4lSeN3vzu/OvmSmc/WjMO1bOvMnrOXmwmIAIo2c/TTqEE57g7/ldqVYQ3zLkisdv1DqU+f/e6I79rwSMKlxPNSWhYzghsb5Yax0UZlWyc+lx7p3R27NdfJwBp1MkL9/C0i9SmfWvdUy+cQFHvttD47u7kfzADZhiAwF3iB+NjwFzYSUAosNF8a5M0udvoSa7BPvZ0EFnRlAIyqt7ez25fO9VlZf9fYwePRpBEHj99dfrLV+yZMkF8SqvlcLCQh577DHi4+PRarVERUUxePBg1q1b95cc/3xdunShoKAAHx+fv+yYvXr1uug9ABg4cCCCIPDyyy//ZfVpCA3dufJPdPa1KQgCarWa+Ph4nnrqKerqLj29+486exxBEFCpVERHRzNx4kRsNtsVtzu/s+6v6ryTyaD+3+3F/o0ePfp6V1Emk8n+p0iSROX2JRQtfpOa/aspW/05p358i+wPHsQx52mqTqey8PBSjmWX8dT7m5j03q9k5lY2yLHtpbmU/Dwby8lDV71tUlwAT93djps6xpASlky7iJYorFoaK4r5uOoGrMkD0MS3BEApOvm6ZAvVy99DLbqwG93P9w60tA9ugxN3I3y1UsEPCfFk6ELY7mVih0nLPmc4FlGNTnFejkSlGmHXtzTPOkCowz0gMtsZRGmFhf43tkNdW4TksFG5azldUiIID3QPAqxWKPjJ1pIcyZv08ESemnecl9bBuPeWssmrK6Ej/k3TW8djVLi/q6n8QrGXnkYS3cfYk+Pg/xb/SvnaeThKTlFgN2KRNLxe1o9ydejvum4S7k6OoNMbcV0mvJBMdr1cPMC37B/LWb0TW85raMIfRe3f93pX5x/Jfuh9xPIj56ab1Z5CrD0zQl2hRWGKQRneA8h3L2uoAGBZFe4OAXCHHmof8Yd3pTAYqHvoTcq+X4wgSBw/GcTShekExfhQcsod87/0dDUAZXnnRtanbsmttx+XQ+TU0RIuRqlSEN7Yn56jmmOpPdfoEtohlKJbQiietIvHZqYR0zwIhVLA219HtFiB0qniic8H4RIlvLIy0aoFQhKDqKl0T3RUqwQoKef4V1sIaB5JdP+WFG5Lx1xYSdnh02TvySWqWwK1h04iOs6bpXFe268kSeC6uo6Vsr3ZRHRPQuvndeXCssuSRJGygnxs5jq0Bi8CwsIRFNe2D1yn0zFz5kwefPBB/Pz+2twQ2dnZdO3aFV9fX2bNmkVKSgoOh4NVq1bxyCOPcOzYsb+0PhqNhtDQ3/dFuSFFRUUxd+5cJk+e7FmWn5/P+vXrCQsL+8vrI7uQ6HJRnJqKuaIcg58/wcnJKJTXNula//79mTt3Lg6Hg82bNzNu3Djq6uqYPfvCKdwOhwO1Wn2Rvfw+c+fOpX///jgcDg4ePMiYMWPw8vJi2rRpf+YUZP8wouii6MQ2zJWFGHxDCWncBcU1Sk5YUFDg+fm7775jypQpHD9+3LNMr9fXK/9nXyMymez62/Prl1htdXTp+xCKa/z9WHYh6+lUytfPr7fMlboNcDfOtRQMtG7Ss97AooZ63C9fPx/ziT1Ysg4Q/dgnf2pftzS9kaaHdqEqX0OVbzwzXDb8VCr6GTQkm+2MyisHERAg0x5CEuVs9VWxo2QfosGPk3VROIJzMOVVU3jyRjZIlUzw+xmLoZyvldHcbc3CoDGgj07Cr9sd5H31b8+x37UMpa2QRqPNU/gpazDJfrGoKk+hDY3n1HvjMLW6EZXRhyXZZnZtU7KLFJ6Lb4WwYz84BcoKNUgbvqLAt4Lw2ybh1+su7IWZ1B3bQcWGbzBn7MOu8aH62Em2W1rSxkeFQhIxS2p0gp1xXusJcJRf8tqcHzbIcxclkcJvpxEx5sIBTDLZ9SR/Csg8RNtpzEeH4KraiOX4Pde7Ov9YyqC27h8u8umv7TQddcrjoAuE8W3hoXZwT0rDHDjYC4IMYNRA9J8f4SsafZFECUlyh+kBdxKes4x+OoB6MwXOEoZE4Bvmbhx32uqHR0poG0abfo1wOUVOp5XSflBj+o9vg0anQqVR8ODUG/D9pRipzE5uWhlH12Ty7EstePGNDtjLarDkVeBtUFB0spLgbkkYYwJpfkdb7n61NxOmd6Rnz0AkSUJAovzIabT+RuJv7YBP4zBycsz46KFi1wlPh4BCp0Zt0oFLQmlwj3r43aPDVfXfgh2Wy48olV1ZQWYG6+bPZcdPi9m/ZiU7flrMuvlzKcjMuKbH7du3L6Ghobz22muXLbd48WKaNWuGVqslNjaWt956q9762NhYZsyYwdixYzGZTERHR/Ppp59edp8PP/wwgiCwa9cubr/9dhITE2nWrBkTJ05kx44dl9zu2WefJTExEYPBQHx8PC+++CIOx7mE2AcPHqR3796YTCa8vb1p27Yte/bsAeDUqVMMHjwYPz8/vLy8aNasGStWuKc/X2yE+9atW+nZsycGgwE/Pz/69etHRUUFACtXrqRbt274+voSEBDAoEGDyMzMvOw5X8ygQYMoKytj69atnmXz5s3jpptuIji4fqiyiooK7r33Xvz8/DAYDAwYMIATJ07U287X15dVq1aRlJSE0Wikf//+9RrQRFFk6tSpREZGotVqadWqFStXrqx3nNzcXEaMGIG/vz9eXl60a9eOnTt3kp2djUKh8FzPsz744ANiYmI4efIkvXu7ZzX5+fnVG7ErSRKzZs0iPj4evV5Py5YtWbRo0VVfr7/aqe3bWDx+HKv+/QKb33qLVf9+gcXjx3Fq+7ZrelytVktoaChRUVGMGjWKu+66yzMS/+WXX6ZVq1Z88cUXnlk2kiRRVVXFAw88QHBwMN7e3txwww0cPHjlWXm+vr6eYw0aNIhbbrmFffv2Nej5iKLIzJkzSUhIQKvVEh0dzfTp0z3r8/LyuPPOO/Hz8yMgIIAhQ4aQnZ3doHWQXTvZ+37i+8nNWPHmQDZ+NpYVbw7k+8nNyN730zU5XmhoqOefj48PgiB4frdarfj6+vL999/Tq1cvdDodX3/9NeDuAEtKSkKn09G0aVM+/vjjevvdtm0brVq1QqfT0a5dO8/MOTkMnEx2fa34eQX+W5YSvnsde3d8f72r84+k9o9A6R2AA8GT5+7s/4qYFtw2+CWGhHaiSYw/b07owVuP9yQh0rdBjq2Pbw2CAn2jNg2yPx+V+9lXp7ZhdzkoEi2c8nI/46tVKj60deej6r7s9+/HwrpObBNjAfDWVKOtMjA+v4Z/lRdwn24DnbQZGCUXQXYrXdolotUakGx1SBJoQuMwNuvmPodGrWnbuQ0ddFloRAuOjF1sLPJDHRSDs64CV20F5ce2Itqt3BNtomOzUPq2j6ZjUhRTHkrBt+kJ1AorbbTZCJYqyg5vw6/rrQT0G4eg9wbAdjoNKXMHCeoiopTlFMUOQEBiot9aZvj/QKzm4h0CZ++jp0NA58X5Iwclp/OCbWSy603uFJAB4KzZT92RYSBaARDUwVfYQnYtSI5aHDm/eKaZ1aPQ4sj4DtvmR7CuHo6kEyAlBLQNNOHHqIFXesPMvhByYUP91UpoE8brm+5jxoZ7eGn5SEa82J0ZG+9l0vwhhMT5UFthZdTL3fki+3EefL8fHW5JRBgYhmJiE7gjmqoyy0X3m7G3AEGAkHhf9CYNj7eew6/fHuU/xx8molkQs0b/RPkmd8OdUq2gdRtfRMnJN446DllElizJY/o9y/l+xlaWzE8naWwvTLFBCIJAxwe60fulm7HHxFBV7aCy0k7Wop0ARN3YAkVYIKIoUV3jRGXUofbRE9olEUeN+3XjMl9Fo75AvTBNoT2aYAz3v3R52RUVZGawd9XPWOvq53Ww1tWyd9XP17RjQKlUMmPGDD744ANyc3MvWmbv3r0MHz6cESNGcPjwYV5++WVefPFF5s2bV6/cW2+9Rbt27di/fz8PP/ww//rXvy452r+8vJyVK1fyyCOP4OV14SwTX1/fS9bZZDIxb948UlNTee+995gzZw7vvPOOZ/1dd91FZGQku3fvZu/evUyePNkzQvSRRx7BZrOxadMmDh8+zMyZMzEaL/6+ceDAAfr06UOzZs3Yvn07W7ZsYfDgwbhc7o61uro6Jk6cyO7du1m3bh0KhYJhw4Yhilc320aj0XDXXXcxd+5cz7J58+YxduzYC8qOHj2aPXv2sHTpUrZv344kSQwcOLBep4jZbObNN99k/vz5bNq0iZycHJ566inP+vfee4+33nqLN998k0OHDtGvXz9uueUWT+dCbW0tPXv2JD8/n6VLl3Lw4EGeeeYZRFEkNjaWvn371qsruBvaRo8eTXR0NIsXu5O2HT9+nIKCAt577z0A/v3vfzN37lxmz57N0aNHefLJJ7n77rv59ddfr+p6/ZVObd/Gxtdfx1xWVm+5uayMja+/fs07Bs6n1+vr3eeMjAy+//57Fi9e7GmwvPnmmyksLGTFihXs3buXNm3a0KdPH8rLLz0q7LfS09PZsGEDHTt2bND6P/fcc8ycOZMXX3yR1NRUFixYQEiIO8ye2Wymd+/eGI1GNm3axJYtWzwdWna7vUHrIWt42ft+Yt3se6iryKu3vK4in3Wz77lmHQNX8uyzzzJhwgTS0tLo168fc+bM4YUXXmD69OmkpaUxY8YMXnzxRb788ksAampqGDx4MC1atGDfvn1MmzaNZ5999rrUXSaTnfP1tnV8t7ECi6jGgYB/UMz1rtI/0rojVaSWqVEj1XvelyRQxHXi4IeTKft8AlnrfyIx2o+EKN8GO7ZPu/7EPfcdQQMfbJD9Bd38MMFDnyRh1Cvc2+p2Hu04mltHzuR098G8G+GDvV0pTz5zB/+6vR2qpN4YpWbcWlTDA3kVtNBme8LuttSepqc+lbPf/JttW4MpvjVoDdRmHyT7/fH49xxJ7i3jmSzWsGTjMdaZk0klmtXWFvTWHMJRnI2ltpwcjZLS6iLK18+nZvV/ePrmEB4f0RqlUkFKZAxfDB/N5MeSOGFqxVF7OM//aqCgtA6V0Y+oB949d3KmIApUkQQ3aUas5SggoRTtKKVLf5+qdz8ByVrH2ZGeSp9Agm99skGuu0zWkOTwQTIsp9/HkTOl3jLBu+d1qs0/m1iTA5biC7LVu1faEIv3u392mhFrslH6JPz5g5odkFEOTQNBo2zQBMXNukV7fk5sHw5AQLiJD8b/DIC11olSpWDwYx0Y/FgHPpq8hnUVpdgf3wt299cCQTjX635W6tbTWGrOfSDv/vkEzbpHk3t7CFKpL7zjnvrucoicOGklaGwAhwxwqLMe59vp4HLvsPGZOp3d5/M3zMc7QM/4MVH4eKvJyKgluKSa/W+voLqwhrwj1US398PPT0OzB24gf9Mx8tcfRanXgCjhsp1raEIBiKDQq1GolDjPdBx4/OacSvecJKpPi6u9xLIzJFHk6JbLN4oe3foroXHx1yyU0LBhw2jVqhUvvfQSn3/++QXr3377bfr06cOLL74IQGJiIqmpqbzxxhv14jYPHDiQhx9+GHA3xrzzzjts3LiRpk2bXrDPjIwMJEm66Lor+fe/z03DjY2NZdKkSXz33Xc888wzAOTk5PD000979t24cWNP+ZycHG677TZatHD/zcbHx1/yOLNmzaJdu3b1RpI2a9bM8/Ntt91Wr/znn39OcHAwqampNG9+dUm57r//frp168Z7773H3r17qaqq4uabb66XT+DEiRMsXbqUrVu30qVLFwC++eYboqKiWLJkCXfccQfgDpPxn//8h0aNGgHw6KOPMnXqVM9+3nzzTZ599llGjBgBwMyZM9mwYQPvvvsuH330EQsWLKCkpITdu3fj7+/u8EtIOPeePW7cOB566CHefvtttFotBw8e5MCBA/zwww8olUrPNsHBwZ7Onbq6Ot5++23Wr19P586dAfe137JlC5988gk9e/79PrtFl4tdc+Zctsyuzz4jqkPHax5KaNeuXSxYsIA+ffp4ltntdubPn09QUBAA69ev5/DhwxQXF6PVukfAvfnmmyxZsoRFixbxwAMPXHL/I0eORKlU4nQ6sdlsDBo0iOeee67B6l9TU8N7773Hhx9+yH333QdAo0aN6NbNPXpu4cKFKBQKPvvsM8+Mtblz5+Lr68vGjRu56aabGqwusoYlii52LHyWiweJcH8j3LHwWaJbDbpmoYQu5YknnuDWW2/1/D5t2jTeeustz7K4uDhSU1P55JNPuO+++/jmm28QBIE5c+ag0+lITk4mLy+P8ePH/6X1lslkbqIkMvL99zDnRYJoZGrVMHSJu3krosn1rto/0u7UQjpRfyb82cfvnK1LCBQqATi67yDxNwxpkGNa89IRFCq0YfEIQsM9Bym0Bs8I/kFNzn232h0cTnmBAoWtHJOXBh+dnmfuaUdRTSyLvspE78wmRVmEConDtgiaa/NQcF7bh8uJrTATbGaUgOSswl6ay/L0HMr3duIe4xbaabI5oDVR2Xo3pV7tCUndi8bhQKtWEuxwj8hX6L1Rmc4Nuiv64S3Mx3cS1qg9gTUHcKoFDIKNil0/U3twCQctoSQbvdE5qjHGNadjz5GE/+cx7A4bCoM3ornasy/BYEIy1wCgi2+FNetAvWvz2xYVV1Up5hN70QT88RDNMtm1IM8U+IezFX1/QYcAAHV7Llwmu+YUfkmom45BEdYDQdBfpMS5KWeSrerqdl5pBbvrwuWf7HEnLP7m0FXHwf8jVGolL/8yknun92bEi93rrXvk9RuJPWCGMneDv8Fby8iXenjWG/119BvfmvHv3IRa634oVutU3P/WjSR3i0LXyBvBX+Mpr1ApqGjhw6YALRFGPc0DfBjwUBtMAXoe/KAfwyZ28pTNSy/DaXdRXlCLILmvQ0KCEZ+EUJxVZgx6JcH+aiQJVHo1CrUK0e6+H1pfA4mjz9UT4OxQB8nuurBD4GLX5cxUS9kfU1aQf8EMgd+y1tZSVpB/Tesxc+ZMvvzyS1JTUy9Yl5aWRteuXest69q1KydOnPCMmgdISTkXEuxsKIfi4uKLHk8602P2RxIaL1q0iG7duhEaGorRaOTFF18kJyfHs37ixImMGzeOvn378vrrr9cL6TNhwgReffVVunbtyksvvcShQ5dOWHZ2psClZGZmMmrUKOLj4/H29iYuLg6gXl1+r5SUFBo3bsyiRYv44osvuOeeey6If52WloZKpao3gjsgIIAmTZqQlpbmWWYwGDwdAgBhYWGe+1BdXU1+fv5F7+fZfRw4cIDWrVt7Gvd/a+jQoahUKn788UcAvvjiC3r37k1sbOwlzy81NRWr1cqNN96I0Wj0/Pvqq6/+UMilv0JxauoFMwR+y1xaSvFFXjMNYfny5RiNRnQ6HZ07d6ZHjx588MEHnvUxMTGeDgFwz+ipra0lICCg3jU+efIkmZmZ5OTk1Fs+Y8YMz7bvvPMOBw4c4ODBgyxfvpz09HTuuafhwjGmpaVhs9ku+Xrau3cvGRkZmEwmT/38/f2xWq1/278PmVvRiW0XzBCoT6KuIo+iE3/drJqz2rVr5/m5pKSE06dPc//999d7Hbz66quev7Hjx4+TkpKCTnfue02HDh3+8nrLZDJ3yLm3579NaL4BXO5nJIvGhcWnjqKai+dtk11b9wxM4njCXaQ2von/CzSSjhGH5G6WC7GXoDjTOfzbQXFX4nC6KK28cKa9NfcY+fOeI2/us9iKsnH+Bc/7/Rv35u6Ww3im20P46Lw9y0NMgYwdOIgWUhmqM+dZF9EBR0i8Z1CkpmknfDoPRR+VDEC+Rkluclv0cSm08m8HKDAK7tn5Cdh5pLCSH+tyyGzUFKUpgNiuw1H5haIOjiHyofdQGs4d317ifrbIK3B/51QJEsMD0vBKX4VStNFKc4o8i/uzS2XyRxJdSC73835g//EI53Uw2M3nnjsdVaX1zl/6zf9nqXzlaByyvx95psA/lOSqw3LyBZxF836zRgm4UHpd3ehMWcMQBAF1k3tQA9atExFLD1y8oNYfhXdsvUW2fTNx5f+KpvXTqCJ6uxMH782H7ach1g+Ol0KAATpEQMcICPpNqJFyCzy+0j1j4NFr+/CW0iuWlF6xF11XVWwGoG3/Rkz6eijmKhs/vLkDl8PFjPX3Et/SHSah/c2NqSypIyTWF4PJPZrz9f7tOdy2At/mTdg49xC7lqZTtzQX66gYxrdLZFCjSF7/MJOaMgtb/y+NweedZ7tuoXTrFYK52sa+/ZV06uAPkoSzxoKgUmK3OEhNqyY8XEfLJ/qjMmiIGdQGn8ahaP28OD734qPUJZd48ekOvyEoGm6Gxj+RzVzXoOX+qB49etCvXz+ef/75eqP/wd2A/9vGe+kifxe/bcQWBOGSoXQaN26MIAikpaUxdOjQ313PHTt2MGLECF555RX69euHj48PCxcurJfj4OWXX2bUqFH8/PPP/PLLL7z00kssXLiQYcOGMW7cOPr168fPP//M6tWree2113jrrbd47LHHLjjWbxNV/tbgwYOJiopizpw5hIeHI4oizZs3/8PhTsaOHctHH31Eamoqu3btumD9xa752eXn35+L3Yffbnux+3l22ZXOW6PRcM899zB37lxuvfVWFixYwLvvvnvZbc7+Hfz8889ERNQfaXR2VPvfjbni94Xc+b3lrlbv3r2ZPXs2arWa8PDwC+7rb8NuiaJIWFgYGzduvGBfvr6++Pr61ouLfn6nT2hoqGc2SJMmTaipqWHkyJG8+uqr9WaJ/FFX+psSRZG2bdvyzTffXLDu/I4P2d+PubKwQcs1pPNfI2ffg+bMmXNBaCzlmZk+v/ezTiaTXVt1J3ZzfON8hhblofCG96v7cdIImrgjKAQFRu2FYSdl115MqDeP3N2dYyVhfL3hEHt9RRplxjFeOoyEgkK1mginjdh2SfW2yy6o5sVPthHoq+e1h7uiEVxUH9nC7C0WjpWrMOjU5BbXcmOHaJrE+NGvU+x5W7vfk99esJfdhYf599iOtGly7RqoNUo1tzS9+OxEl2e0vUDwsCcZldyV0jUOqouy0DVqQ8RtTwMgSSKmDjfjpdcTYnLX9c6erQnQBxCobUaA8wSs/gwj0Lysgq/ClMyf8Cn2sjxyf/0OJBF7QSaqRq3dx3WJrDMNwFq+Frummi4EEWAuYV91AGHtk1EeWUGpy8gGSxJFLYZyV8+bEASB8HunI5qrqTuxB6nm3HdV9XlN/q7KIopdJr6r60ykqoxhhr1nzrA+pU5+zcn+fuROgX8gZ91RzAd6cv6oczcBTfhDqHz7oPTpcj2qJjuPtvMs7Ec+wnXyTAxZlRHUJrAUgK0c64ZxqBLvQembiFiRhiv/V3BZceX9ikrfCdvKl3AFZ6Ax9UOVnuDuqi41w4oT7g6CSWfu8YPtYGcu5FRBZgWkl7nj+12nRuqpq0dx5Ncceoxoht6owTvAwGeZjyKJEn6h52KW+4Ua6/1urbPz/QOrEBQCEz4fTFikD2Wnq1Gn+BGVEEavKHdngkrjfmhVqhSIDhcKtfv33FUH6dPD3/Mwq/Y14Kg0U5VVjMak47XpqdhsIlqTDsNHq1GoVaiNWkyxQZQeOOWZNXBRv30YVisQxDMdBme4rA5kf5zW8Pu+ZP3ecn/G66+/TqtWrUhMTKy3PDk5mS1bttRbtm3bNhITEz2NKVfL39+ffv368dFHHzFhwoQLGjgrKysvmldg69atxMTE8MILL3iWnTp16oJyiYmJJCYm8uSTTzJy5Ejmzp3LsGHDAIiKiuKhhx7ioYce4rnnnmPOnDkX7RRISUlh3bp1vPLKKxesKysrIy0tjU8++YTu3d0zh357ja7WqFGjeOqpp2jZsiXJyckXrE9OTsbpdLJz505P+KCysjLS09NJSkq6oPzFeHt7Ex4ezpYtW+jR49wsoW3btnlGxKakpPDZZ59RXl5+ydkC48aNo3nz5nz88cc4HI56ITo0GveIvvNnkSQnJ6PVasnJyflbhgq6GIPf78uV8nvLXS0vL6+rapBv06YNhYWFqFSqS87a+L37O/u6tlguniPnajVu3Bi9Xs+6desYN27cBevbtGnDd99950mQLPvvYfANbdBy10pISAgRERFkZWVx1113XbRM06ZN+eabb7DZbJ7Oyt8mVZfJZNdW4Q9vYU7bhi9nYptLYPLNJiTJxfh24wgxBhDtK4cxuZ6aBiXw8aBXeWT5i5yIrOLT0z1Q+WjJCj6CyuXAWryeG3bZSA5ujF6tY8ueUiprbFTW2MgvrcZr55fUpW7hdklgnqUHFRYTk7y3oTnu4os9PQnw0dMuKQRdZFP8Rk6jqNLKjgU5iJJIalbZNe0UuByv5K4ECwJKL1/0Me5wogF9R+Pd+kbUfuc+4wRBgS44hvPn0u8vOMTWujUMiOiNT9QAHBUF1GQfwhYdwfim7u/jgkIJCgW4RETHuQFGu44W8sN+J8MNWrpWVmJW+/J0+SjsqKguDsDL3I47vHYx1riJ4qpMFn30Dc0VXvj6R6ANb0zN/tUXPR8JEFwOdtuakeEMJcMZSh/dUSRDAD7W+jMAXdZrOzhNJvsj5E6BfxjRWYv58AAu7BAAVfDd6OKm//WVkl2UoFChaToah6BC4ZeEKvIG7Ef/gzPje3cBexXOIx/iVGhBtIE+GBwKXAWbcfr1whWWBgoXrpAMVJZkqD1v1K1eDVane3bAsVJYlAoBeugZ454pcB1HrUc0DiCicUC9Zb7BV27I3b8mi83fu6cC9r67Be1vbsx7+y6MXzvhs8F0HZyAeDSdg++sIPGe7liKq7CWuGMCnh3dFpgSTcGmY4g2Jzabk549Atm6rYxOrU1IThGX047LYsdaUoOgPBOJTQCFWol4sTBNZ+iCTCTe1ZVD766st1wSL72N7MoCwsLReRkvG0JIZzQSEBZ+yfUNpUWLFtx11131QpQATJo0ifbt2zNt2jTuvPNOtm/fzocfflgv1v4f8fHHH9OlSxc6dOjA1KlTSUlJwel0smbNGmbPnl0vJM5ZCQkJ5OTksHDhQtq3b8/PP//sCWMD7kbMp59+mttvv524uDhyc3PZvXu3J/7/E088wYABA0hMTKSiooL169dfskH9ueeeo0WLFjz88MM89NBDaDQaNmzYwB133IG/vz8BAQF8+umnhIWFkZOTw+TJk//U9fDz86OgoOCCEeFnNW7cmCFDhjB+/Hg++eQTTCYTkydPJiIigiFDfn/s1qeffpqXXnqJRo0a0apVK+bOncuBAwc8o7RHjhzJjBkzGDp0KK+99hphYWHs37+f8PBwTz6ApKQkOnXqxLPPPsvYsWPrjQSPiYlBEASWL1/OwIED0ev1mEwmnnrqKZ588klEUaRbt25UV1ezbds2jEajJ87830lwcjKGgIDLhhAyBAYSfJEOnOuhb9++dO7cmaFDhzJz5kyaNGlCfn4+K1asYOjQofVCqfxWZWUlhYWFiKLIiRMnmDp1KomJib+7s+lKdDodzz77LM888wwajYauXbtSUlLC0aNHuf/++7nrrrt44403GDJkCFOnTiUyMpKcnBx++OEHnn76aSIjIxukHrKGF9K4C15+EdRV5HPxvAICXn7hhDS+/oN2Xn75ZSZMmIC3tzcDBgzAZrOxZ88eKioqmDhxIqNGjeKFF17ggQceYPLkyeTk5PDmm28CfyzUnUwmuzrVe1dRl7bNM0r57MuuqyaHzn3exccUeN3qJqvP3+DHk13GcaT4OLfe0R+VQsUjy/+N5UzOgfUnt7L+5FYAJJeS+Ma9OW3J4qNDh5hkOZPAVpAYa/oVCSWKM9u11OfhVFXhrNXgdLp46ttcisvN9OsYg1arZEjPRhev0F9AEASMyV0vWKYJvPJ3lB9SV5JRno3ZYaVzVFsCbxpLIHD+E7/aL5TIcW9R8etCihfPwtpxEL7tB7FgjTvnYK3k7mZwqIzExQRy/FQl2TkZDDKcxiWBS1IQWpGLu3uiDktFMZbM/QhqHZLDiqDRI9ndgz0sohKdwn3N22pPctwRRqSqnEa3P0L+gV2QVb9TQKyr/ANXTCa7tuScAv8wlvT7wVV90XXO4q9xVm76i2skuxxB44OmxSOoIm8AQJ00HnWHV6n30lW7G8wV3vHgsgMSkngaTdKTKIuaos7qWL9DQAEcKYZpv8Krm2DbaffyOgfcngwtQ6kuMzP32bXsXHr8LznPhtCiZwwpN8TSqm8cyd2iLllOo1PRNMUfjSDhrLOR+sk6Tv28v14Z/1YxRPRuRliPpuhDfQDo3DmAxyck4O19YUOjO0QQIOHpEFBq1fgm/2YEjiAQ3jOZI7PX1ltsahSMyqDj0Hu/YCm5+OtTdnmCQkGzbpcfOd2sa89rlmT4t6ZNm3ZBuIQ2bdrw/fffs3DhQpo3b86UKVOYOnXqBWGGrlZcXBz79u2jd+/eTJo0iebNm3PjjTeybt06Zs+efdFthgwZwpNPPsmjjz5Kq1at2LZtmycBMrhHOJeVlXHvvfeSmJjI8OHDGTBggGe0v8vl4pFHHiEpKYn+/fvTpEmTS3ZuJCYmsnr1ag4ePEiHDh3o3LkzP/30EyqVCoVCwcKFC9m7dy/NmzfnySef5I033vhT1wPcYV5+O2vifHPnzqVt27YMGjSIzp07I0kSK1asuGRHwsVMmDCBSZMmMWnSJFq0aMHKlStZunSpJyGzRqNh9erVBAcHM3DgQFq0aMHrr79+wayQ+++/H7vdztixY+stj4iI4JVXXmHy5MmEhITw6KOPAu6/rSlTpvDaa6+RlJREv379WLZsmScXw9+NQqmkwxUSjHYYN+6aJxn+vQRBYMWKFfTo0YOxY8eSmJjIiBEjyM7OJiQk5LLbjhkzhrCwMCIjIxk5ciTNmjXjl19+QaVquDE4L774IpMmTWLKlCkkJSVx5513enJdGAwGNm3aRHR0NLfeeitJSUmMHTsWi8Uizxz4m1MolHQaMfPMb79tOHf/3mnEzL88yfDFjBs3js8++4x58+bRokULevbsybx58zzvQd7e3ixbtowDBw7QqlUrXnjhBaZMcecvOz/PgEwma3iuuipKV312wbuIBCRaLdQsfvN6VEt2GR0iWzG2zZ346n0war2Y2e95OkW2qVdGp9KiUkNi61pU4VkU1BTjM/gR1IHuZ14BPB0CBWoV+xvl8dWONzn10cPk/+dRDOYCAIL89Iwf0gKTQcOOIwXMW36UGvMfC9d5PfRv3IsIUygDGve6bDlNYCTOKnfOjNqDG8j+8CHi2chtxq2ocPG+eRCN7n+Vf93akl5tIhjqt5l2QgF1kg7pTC/ab7vnJYc7R+DZDgGA7JihCEr3zN5QZRUTfX7h3uQ6bKfTUGdtPrexzgtdfGsqti6meNmHf+4iyGQNTJDkII//80RHGaIlE0Gho+5gj8uW1SXMRhMy8i+qmeyPchXtwlV2CGVwO46rDdTUnaZdSHcoO4hYlYkqbiiCSgeLU2HTmZAgjjOhahSCOzyQQQ1mByT4u3MMxPhCpLvR4Iun1/LDm9tRqhT8X82zaHT/W5OKJFGiaMcJ6vIrKD98+oL1prggEkZ0QaVTY682c+jdlYhOEXCHFhLUCqSz11OnAeuFX6YEpQK1SYe90p0jIaBVDAEp0VSmF1C8I+OSdfNLjiDhzs4Ncp7/RAWZGRzd8mu9GQM6o5FmXXsS1ujPx/SWyRra9OnTWbhwIYcPH77eVbmmTm3fxq45c+rNGDAEBtJh3DhiOl//0c8y2d9B9r6f2LHw2XpJh738Iug0YiaxbX7/TKa/m2+++YYxY8ZQVVV1xdwYMpns6tkKMlEa/ShbM5e6tG1IgFNUoFaIOCUBJRKCAIJGR9zTF+adkf29WJ02lh5bjb/ej3ifOPanVtEoykjTyGBWZvxKgn8MzUOaYrXWcmTe0xjratFYzTgFmBEbiFmpINri4OG8CgDEvk9ykih6tY1CrVJgc7i48/mfcYkSt/ZKYMzgZtf5jBuevSSH2iObqD6wnp/1Tn718yLK6uCR3ArWWJpz592D8W3qnv155OfPMRxYQa7Tl0hVpXsHChWIThQ6I6L14jPR9U06Yjm+88xvAkHDnkRl8qdw4atIdusl6xbzxBcovXwa8Gxlsj/uf6ulT3YBSZKoO9gbyZaDOvQxJKcSFC6ESwyWFc0XhpmQ/f0oQzqgDOlAmaOGVzPmIAH6mjReiL6dRsHtzxXcne/uDGgaAB0jwe6CUCPU2CHUSOm6LL7/JYPGfnp2vrGdqOQg7ptxA007R6BQCjTpGIFae3Wj0s5PMFdbYaG6zMKy93fR+daml0wufK1JksScQxmklVVyX/NGtAr2J7RLIqJLpPzI6QuGAtScLCHju+00va8HGm8DKqMWR5UFi1OBTqsAhwulQUOBWc3s5/fQpo0PgwfVD0sjuURPhwBA7ekyyg7lXD7hsEIgsM3fc7Tvf4uwRgmExsVTVpCPzVyH1uBFQFj4XzZDQCb7vWpra0lLS+ODDz5g2rRp17s611xM5y5EdehIcWoq5opyDH7+BCcn/21mCMhkfwexbYYQ3WoQRSe2Ya4sxOAbSkjjLn+LGQJX46uvviI+Pp6IiAgOHjzIs88+y/Dhw+UOAZnsGqg9spnin95FoTdRHNiWQMAhKVAK7gFMKuHcs4fksOOqq5IbJP/mdCotw5sPBuDTJYfJ3LGJpsYtVDVrz9BhEz3ltucfYrYf4OvFjIThqLwDuVclEmoMRhAgpKyM2qNbUJQeRvQOZNrnO7j35mQaRfiQGO1Hek4FTWP9rqpu5z/rO0UXDpeDrTl7KKkr47bkAWhUmga7DlcjryKXvBWzCfMKIGLQo2iCovHvfTeSy4UlawMANQoFJS4jN+qPULb4COrx7+MVHEF5eD9mbPBCQOLR8F+pqNVhdWpoFWwHpxWX1UKVS4u/0lzvmJb0XZ6fJUFJ5bYlOIqyONvYZpUUaBE5P3KeJjgGhUGevSn7+5A7Bf4GVmfU8NOxaiZ0CuBkhYPtp82Mb+dP5EXClFw9EVzunk1b9n9wVQpINi3qCBvCRe6+oA1rgGPK/ipahRovhZZa0YZFtLOt+jjrKg/RwdSYVsY4aB0KO3KhQ6S7U+Ass4OK1BKefHY9FQW16JaewFrnYMdP6Qx4sA1dbk3i++pn0epVVxX/9fXhi9ix5DgT5w+lsqiOTx9fhX+4kfL8WrYuPsZXeU80/EW4CKfDxbIPdhMYaaL78Gb8erqYFWdi+n1y4AQBVRZSSiz0HtgW77hgqrPcoRca3dmZzO+3gwS1OaWUHsimIi0fjUmPKSqAsO5NOfnTXsz5FbjMdjYtcc/CqCivnyRY7a0HScJRc26EgK3s3AgDQ6gv5sLKetv4tYii0bD25/ITyP4wQaEgMEKOnS37e3v00Uf59ttvGTp06AWhg/5XKZRKQlu0uN7VkMn+1hQKJWFNul/vavwphYWFTJkyhcLCQsLCwrjjjjuYPl3OWyb7ZxKddrKWfo5a74V/zxF8+XMq4YFGbu3dMDNYRZs7eanDWseWE+XUOTpxl2mHZ73EuaBkgs6IcJ0abWV/TKCPHp06F71gpy5tO5URy3FWleDfYwRNgxII0Pth0noR3rIvBrWe+DPb5VTmUVqwHdex7QActdaw39wEk1cGT9/djpmPdsPmcKHT/P4mwazyU0zb+B5BXgH8u9cE/r32DUrrynFK7tBFfnof+l8htE9DycytZOfRQvp1isHfW8fyVe9xY3YWDqDY5cKcvhtdTHP8ug9n0J6fibY6aKzzp7D5MPxTP8ciaZi18Ci9u4os+TWDhMRomkT7o429gXVzf+QR7zVQDiKgBGokPf6c7RQQ0MWlYD15EACnKKBSOKkrykED2HQB6DUKtJVF9ToEoh//DJXx6jphZLJrTe4U+Bt4aUMRThGeXV1IQa0TUYKjJVbmDYvCqPlzDYSWQ0sxb9WgSfZCaaoDPwHLNhPqKNsFZQWvtmjD//Wnjif7axmVOt5uNJafy/dQ5TRTaK9kX20mO6vTUQkq2naP54E7+9ffSJTgtc34lVnoGqBneUEt1joHCqXA/XckE/TtEXJifdF1iSI4+upGkexefgKnQ2TvygycdvfoFEuNO7ROSu+YBjnnK9mSW8wvmzM4OG0TVDpQNfHh4+wswP2FOM7Hi6R9+YRaXJz+5SDNRnXl0Lu/gChhdzqJG9aek0v3IjlF8jakYa90f9HemOhPXvpJxt7YHNYdxZxXTp9egRj1Ctr0CMcrwpu6M1M0E0d1pTav/P/Zu+v4KM78geOfmVmXbNw9kCAhuBd3KC1VqtRdri5XudrVr97r1WmvQo2WthR3dw+BhLjrJtms78zvj4VACuXa3xUovXm/XrxIZp7R3SQ7z/d5vl9Kfth69AkKoI+wHBUUsCaF05RXSWhWHKLm9BoRqFKpfruZM2cyc+bMU30aKpVK9bu77777uO+++071aahUfwi7l8zHsncxAWBloxExdw9IzZQZzyRp0Jj/at+y30vLzhUoWj2Cz8M0w048uo7PEUfOUY49+3ZEvTpj53Ry7qhOFCdeh37XHIxxaTQu+hCAVfX7WGAWuGfoDXSKSO2wzeqSTby2/gMsfpn7BFBkiX0WP2aNn6aI1TyzcgMTOg2nV9xvSxuUV3+ANp8LR2MFZfZKqh3BvP0heiuegJdO4anH38HvIOBy0LTyC+ZtdrKgMZniqhauDV/PuAOF2CURyRyKWJYHcgB30Q7kfpOI6DWeflvmodEEyJw4mpcrFHaVOJCaG3E4t3OgTqZ3tIeR+rkY9N0YOXYQnu0b0fqdbHIl0SSbie3am+SqbxE8rRhTexBz3r0UvHMfNFfhQoteAJ3ixSlrORA7gZyKbzoEBAS9CW9NMQGHHX2smhlA9cehBgVOAW9A4es9zczc1ojTJyMf/Eut14jtX5fYfczd38L07ND/6lju3AXIzT4C1TKSFRSnFAx3+gXQdUxjIhnUkbWnI6vGyEXRwRFly+272eEoQi9oaQq0sax5N+mGGGQUdKKGkaHZwfQ1zuDI9lBT8FeAXiMytksEZ6aGIJQ207qhgvtunscHJbdjsup/9bnMeGY0H963hB1Linnsp4uJSg5hwJmZdOobd8LrEji8PlaX1/L2jnwUA2jOTyZ0fh0rmxvwysEAxb09M9lxoJKm2BBiSuzEdk9CbzORee0o3ly7m62FxdwWGYXJH2zvtbehCzXhj7aysNEOwPrIUKaO68G+D1cQFqpl0pQ4QKGt2k7csGBhYlNcKNoQ4zGDAsa4UJr2lB+1vGrlPnwONzGDOpE8qdeJuk0qlUqlUqlUKpXqBPLWl9Ow9N+4i3ZgRItL1mJXzHRqXE1XU/A5wL/yffgvgwL+5jq8lfvbZwIoCvx8krd4aLkoIBmt/9XxVKdGaud06Hwnss+DI3cN3sZKtFXFnKcozDd9R9+k8RSXSIzonUB8lIUWTysAbkmiUTExu3UI9ZnFJMfvpqClGlpgW9Vuzu02iYt6nPWrz2N02hAWLLNTuF9ib4zIXwZfTXVrHVOyxqARJDTSiX3ed5Xm0rJ5Pm171zAZWCtcQGK0hbLtOwgDQuK7EZ6UibNoJz6vC1FnRB+bjimjF4Ik0bJxLvavHqeoeSRWwcW9oT8hIfLvuOlMi6nEU5qHpzyPKfedT019Gq7C7XTR11Kk7Uyv4o8xpPTAmJqNtccIRL0RTVI2tFRiFbzt0TdR0tDbsQr/EQWJAQSNnupZT4GkIfnmN9GERJ7Qe6VS/VpqUOAkUxSFBxdXsbK4Yz6yKJNE10gdhU1eBCDMINI33si+eg8HGr2M72RBIx6dxsW59Sscq/+FZej1mPpODx5DPlgQVZSQncGRy74iE/4aPYpsRIpyogRAQIKDVepFUzbGzm+dyEtXnQQjQ7MZYevOdfv/CUDynmo2L3mLXSMykDUSMbpQupoS4e4h+IobKHW7YWMVMwbFc3aPaHD7aTFomLOzloBPRg78cv77DT/sR6OT6Dsho32ZJcyA3xugvqwFvyfAlc/8ug+6B+ytFDc7GJ4Ug/Y4ud8Dssy/duTj8PqY1ikJkyDy0dU/UV3RgvP2TjRaBIwaCb8sc9t9I+n7SgS3rthMqMdPRr0Xz7a19BNgXqKZ6Q9PQ38wl7UcYWaTRkZRoMTnpSsEP1ErCsaoEOyh0YjztmHsGc7wMdGYdDrMieEEPH4Sx2ZT8PlaAESdBn2oCYDajQXow814Gts6XIOr0g5wME2QgnLwHvvagqmGBHWWgEqlUqlUKpVKdVry1JRQ8cG9IAefsyV8GEVgwFk4ts0nDEDUYOl2BoocwLFnNbroFPQxqUftS/a4qPnmeRS/j5jz7m2vBaAEfAiSllJ8LI600qPFRZzXjyLAu96z0HiaaZN1TLdsIEFqwodE5PQn0Mf/PimLVKeGqNWTeM0LlORvoNuXzwOQumEVyvpVfNYykW37uvD8bcOY2GkkVp2FMEXPY8Vr8Ud60FtaqWhpId4aTV1bEz7Zhy/g+8VjNbW62binmgHdYwmzGgAwaA147TbAwY78Os4fPeRXnbdfDrC6ZCNJtngywo+fPcBdtpfGFbMwdBtGVWhvkvzFNC+diWQOw126J9hI0qKPSeONm89k3YEiPrAPoaeuBF2ZkeFlswGw9ptE1IRrf7Z3BU/VAbTCCMyiCy1+CMADF3emcfkmPIKIuctARK0eS/dheGuKSOk9nrjaEpz7wdfWzAHzYProQpEbqzC6anCIOiTZS6uswyp6MSgu/HUlIGkh4EPUm5E9bchtwX45QZRAUJ/3VX8calDgJChu8vL+1kZGpVlYdKC1Q0BAKwbrwDa6AszND+Yct+oF5s9Io8Tu5eo55bj8CjtrXNw5OBK9pmOHqXPTJwQaimnb+AmmvtMJtNZR9+YkFJ+T8EvfJ9AczKMuRWeBVI7iaUK0BBCNCoIuGm3MVQQcmzF2+ieCZDp5N0V1wgiCgFP2YmxxM+2VFUgBBTGgsG9iDpGa4OiQ5miJBxwLcN7n4bwhg+nvtkJuPR6/zEcemSFPjuSyXrFYQoMfAFZ+sYeQSBO9xgSnum1fUsSTZ30BwEsbryGzf7DI7vCLsqnMb8QWZaZT36PrU3j8AWbvL2VLTSOpNjM39Myk0uHkvmVbCACNbi8XZB37g0Kr18f6ijoWFVcBsL6yHrHIgWfOfgDENRbECXEkWU08O6IPoiCwoqyGJo+P2wpaCPHJ+A9m1cw0mdBLEh67k5K52zDF2rhnQDdKW9o4p3My3tR4FAVcVXbCeyTx/oPL8f5zP35JIP6qMUgakW7XjcbT7KRhWzFJE3vic7ipWLKbiiUQPagTtesLjvs6RQ3IQBQFqtccPH+tRPp5AwnNVOt6qFQqlUqlUqlUpwv7+jn4GioJGXAmFe/fA4p8eOXBgUZbVqznDGOwjplz7AOk9MikadVX2Fd/BVodCTOePiqtiLtiP66inQC4SnZj6TaUptVf07Tic/SJXagacTZLQ41sMeu4yRtLSUkro9jAt4H+1Mo23KPuprJoJZb0bCIzupy0+6E6sXb5msgimOteAhDgDEMeDXEDABBFkR5VlTQu/TfPpWWzvecgSrYW0KmhEYscTpfOEyiNiaNfQk8A6toa2Fa1h8FJfbDqLQD849Mt7Mivp9f2Sp688XDn/+0X9mb51jLOPCOdYyloKObLtZtpKgvlghHZDOgey+tr3mN9xTZ0Gj3vnv0cBq3hmNt6qotoWvkl7pLdNJUV8UB9G/clbiDBWYmvobK9XeyFD2BK7wXAktrvKDPHU9rSl1HKHjAFB+0fWj8/fzlbKndySfYEQjU6DMndeCa6K0UVvYn0dUeURPQxqXjK8wDQhMYAYM0ZiTVnJKu2VdAW6MrAMV15b5NCzOw3aAs300VXhWyv5lD3vqTRgew9fDGKQvKdH1D62vXtiyw9RhI27AI0VrWugOqPQw0KnATPra5jc6WLhQcc7emBANJCNbR5ZWqdMkcOyG71KDy5vJYf9rdi1ARnB3yT20KTK8Bz4+NQ/F4UnwvRaMMy4jba1n2AedCVAHjLtqC4glHI1uWvEn7Rv3DnL8fU9yLs35+Dd18bciOYB1+LPvl2RJ06benP6MqYUSyWN+ILsyI0tOKJCSfdEEOIJhj4sfvbsAcOjmBPESidZyce0AcU8r7ZS1SyjZGXBItBrv4ql+cvmo0oCvwz90a2zD/AN8+vRZQEJI2I0apj3Xd5JGZFEBZrwdHkpq60hbK8epK6dHx/vb41j9UVwdyDBfZWNlU34PEHDs5XgTn5ZaworcHp83Flj04MTwr+UVYUhXuWbaHG6SbCoEMhGEAIJJtJOi+d8lI7wuDgsa7M7oR4cN6sptiJbn8rlaF6rHUu1ue2ktojgekXBdMt1W8ronl/Fc37q+jfP4P+Fgv+ulZC0qIBsKUH/z/v/iG4HF56jklFOiIwV/LDVprzqzHG2EiZ0ovq1fsAqNtc2OG6I/ul0VJQg9d+OCBo31tB9k3jELUSoiQRlp2IIdzy/3q9VSqVSqVSqVQq1cnnbaqmccnHAOzYW0b6wYCAT9BhjxtAVNVaQKGHrhS/IuJWtOzeV4V5xUso/oOdiD4vFR/cR/wVf8eQkEmrx4FJa8SY3A1Lj5Eofi+mjD4A1G5ZhhbwlOfR33g9V/eZTojeSoSYSuhHwQ7I0IQavH1GMbpfEgzrerJvieoEG5FxBj/03kmX8jJC6ypRENiq68fEtPD2Np7q4POo1FCN2+9mal0LkssDhXm4i/Yz8P7PgqPWgRdXv02RvYzdNfu4tt/FvLDqLUrb4gArIRYdNY46iprK6JfQk5Y2D3ZPEzvqtpMQPRRROPxsXO2o468LX8S1eQzQxpMHNjA2vY1JzQsZJYq0ajVUvXkb3/mGUGPqzKPXDMRk0ALg2LOa2u9eRtAZ8RjC2S5nAZCryyHBld8eaNNGp7R3+Ht9AcK8WWgTthFoi2S5uyt+XQiXXjQGc+fg+/7j7d/gl/3YDCHcMvIKPBX7CNH46dMlGohuP/fISTfgrsjHNuDM9mVFlc08/8lmAIyX9iVcWM4Zhv3gBEebDtPBRB6CRkfiuEtpnPf24RdJ9uMq3EXshQ/iPLANQ2IW5qyB7fdcpfqjUIMCJ4HDG+zylH+WiaXI7j9me4MGVhQHO2w7RegQENhZ46bFI6P43NS9NYWAvYLwS9/D0GUshi5jAWj+6XGcGz9t34++8yjscx5E0BqRrDHo0q7CX/0u+owRGDs9cQKuVPVHMT68F+PDexGYdSmrK7eS698EzlKK3LV0MSWQYoji5viJNLY5eD9nIRssOrpfmk1dq5dmBHqOOTxKJSTKhCgK6M1ajFY9897aQmOlg8794jjrLwN46+Z57FxWjClEz8Tr+zD3zeAfzry1ZbyTfysQnCGwo66JZo+3w3k2ezpOWXT4/Dh8wZ+LN7ftQ1YURibHsr22kRpnML1Ogzu4jwuzUsiJDuOr2HCq6ppAUUja6yJhdLAGQvm+ep4b9SlyQMHwxVSeiW9C6RXJ4IHdD6bugbCuCTTuKccUG4ogCux6fSEBt49OFw0mrGtC+3lFJ9u466Ozj7rPxuiQYFAgOgRrShTRAztRt7UQxSd3aBeWGUfD9pIOy/xOD5JBS8Ko31bgSaVSqVQqlUqlUv0xeDQhtMk6zKKXFPc+DiX4r/Eaia9YA0KwE8AmuZEVqAmEEFu7HsUTHCxkGzyN5nVzQJGRPS5WFK3nnxs/pnNEGk+NvZfos24DoLqhjVdf+AJbWzLnmGsJ6EP4YXszSzc7uT6njugcA7VJPZBb6ug3+SwMiUmn5H6oTjyr3sIlk4PF3H32Wu58axsl9W5YV8yovsHXPWLslWjD41gjOpmTtxCvAUYGjCgBP6b0XgiStn1/ocYQsEOoIYS8ugL2NRSixBdx9YgrcGsquW/hp7h8bqZ1mciXnwoEAgobykuwmDWMTBsMQHFVCzW1NWidelwcDhT4K0rQmUEXkAkJeFFoJNGzm6XV4Tz4zzX8/aahWIxa5u3+ib6Az+vlsaaphEVGcMdFmfRNM9P49lcAuCSJ+n6jOfTO/tfsnWzcqCc9YTzWNB07CuopMnQlIetwIGxi55FsqtjB8JSB2Fd/TdPKWWgjEki68bUO9zSkz3hC+ozvsCzUqsdm0eF0+4mPMtP3kklUfbYJqbUK0xGzAjRhsRwrAXLA0YA1+4z2IIZK9UekBgVOgjsGRXLL3EqOk569A5cfXMjEWjT8ZVAkr6+vRyNApElCdrcQaCwFRcZXnYc+44z27ZybPgfl4JhrSYfcUo2/OheA5rItAAhaI9Yx9/yu16f645LMZvql92dglR2TpKez8XBqmmG2bgQsMst776JoezV5kzrTf0pnPvnZPnJGpvKvfTdjMGupLGgiZ0wq4QlWLnxwKE9N+xJ3W7BjX6uX6DIkEUEUUGQF/bg4nt+wm221TciKgifQsaNcL4r4ZBmDRsLpD75vNaJAuF5Hs8eLJyDzU2EFRc0ONlfVH7GdgF+BfrERKCjkNTQHVwgCZV2NPLhoM4/1z+bbf25CPljxJz3MykVJofhlhf6xEQT8Mmtn7yU1J4Yet04AwNvqQvYFz6NuWzFyQKZqZR6yP0DWjGHoQ81H3d+k8TlED+iELsQIQMrkXoRnJ7Jv5spgbQ8FUs7qQ2hWPKIkEvAfvgdxZ6hTeFUqlUqlUqlUqtOZ1WrCnjQMc8USpCNKACZomtuL/h4qACwKkKGtA1cdWzypZA0aSmREKC6jiUatBm1EJEUH1qCgUGwvQ5ZlxIP11vI3b+IavkQ2i7TKeiyRKcxdX84w3zpsO3Op2iWCIhPSbzKGxKxTcCdUp4I2NJrpk7KZt7aY88d0bl+usYYTPuJi4it3IVVtZX/nblwx5r7299OR7h56A+XNlSRbomnZuYzJ4V1whoShsbTy7Y557e0MWh1dUszsKWxEsjaxeW811kWPE9a4l3XOFPrpCrlfkHhW20SrbEYvGtgkZxFhOEBvnx1LAAStjlZjZ2iDwopm9q9fTbQzjwW+OvbFhKB4BuBsNJAVZmJM/2Re/nwrff0RJGoaMAYCGH76kDZLLFscsewsCPYReLwB7ry4Bz+sKgzOjgHKaloprmrh0h7nMKPXeQA07N4YbN/m4N/z9mIxavhqST4TB6cyY3K3o+5LmNXAOw+OxeeXsVmCAw873/oqNd+8SFveuuD9j0gg4cpncOxeCQRTF+3zxmIMsZHSY+R/+eqqVCeeoCjKr+yqVv031pU6uH1e9THXheuh0XP08jMzLawtc9HoCrQvW3dtBr68eTiWvQaCQNj0f6KJDI7qrn15JAF7WXtbY58LkB0NeArXgP/gATR6ou9ahWSO+P0uTnVak2UFr9uPwaQ9brumGgdXJb2K3ydz05uTmHJzPx4Z/ynbFxdywYNDmXxzP1qXL+Kd5wtwx8dReFUigvaXiwYfaUJqHC0eH+sOdv6f0ymRpWU1OLx+Akf8irLptLwwqg+KEqwx8NHuA+yqb+6wL5tWQ+IrxexYUgQpJqQHuhOTZiM1xEJ6qJULu6Tw5d9X88kjyzGHGvik5i60uuA0vrbKJipX7MWeV9lhn2nn9COyVyo1xXZevPRbYtPDuOPDszqkEjpSwOtH8QeQfQF0tmDKpn0fr6LlQA2W5AhSp/bFGB3yq+6NSqVSqVR/JjNnzuSOO+7AbrcD8Nhjj/Hdd9+xffv2U3peKpVK9d8oe/dufLXF7d8fCgTUB8wU6zLp5d9BQAGdEBwk9FNgEJ27ZJBZcHim/6ZRZzGl3/nM3PYVu2v2MSSpLzN6nw+APW8zjd88c7BC2sFjjnic6k1L6O9ciV8Q0CgKIf0mEznhmpN01arTgcfvRStpOqT6OZaGJR/RvP57RIOZlLtmsq++iCdXvEq4wcY1fS8iMSSOjcs/IL2ijPlGI0u2D+KlsE+QBAW3LGEQg/1WVT4b77aNokEOPu/mZBvI7uNi4NxPQZHRhMfzunAmjQ2NPKh8jShAmU5DsVFD+pALSYwdidWko7Cymb9/uJEQpZWHwr5Hix8BcPe5iPsX6wAwCF7+Er2WuCgdSzMzGdllNKm2FC5/bD5tLh+XTezC9HHBIJni99G8Zy33fF5GjlTEGONuVrmzWMFAPn9qCgDf5y1iVfEGLut1Lj1jjw4UQDC1seJ1EXC1IlnCEDU6PNVFVLx/L6DgHHkXnfoNxKBXx2Cr/vh+XY+d6r/mV4RfXJcWYWivHXCkhQccHQICOTEGNJKAaInCX5ePv3Y/zh3fEmitxVe5G21CDmJoArqsMegyzsAy7CbCL32XqBt/aN+HNi5bDQioOhBF4RcDAm6nj4/+upT572xFb9RiCTciCBAeH8x9/8SCS/iy5X5m/H00Zl8DS/72Kbt2esmfXwL7W9v3Y9VqmJDasYCuTach2Woi3WbhrE5JDEqIal9X4XDR7PF1CAgANHt93LdsK1/vK+We5VvbAwKhOi2PDemBURJp9vmpGhWK0DuMiK7hSHMrqXotlw1ldczKK+a1LXmYQoKRfqNFhygJ2D1eHlm9ndfLKrBlJ3a8CZJAWNfgsrWz89i7tpxln+yiMr/hF++ppNOgMenbAwIAGRcMJP38AXS+eKgaEPgfIwhC+z+z2Uznzp258sor2bJly1FtFUXhnXfeYeDAgVgsFkJDQ+nXrx+vvPIKTqfzGHtXqVS/5Morr2TatGmn+jSOqbi4GEEQTmlH+MyZMzv8frJYLPTt25fZs2efsnNSnRpH/qz8mp+bbdu2ccEFFxATE4PBYCAzM5PrrruO/fv3n/iTVan+oERd8PkiIOqwB4ztNdPsWGlLPoO7my7j/ubL8CEiCDAo2snirTVAMM3w5kAyPdNGYNGZiamvJa6umvn7l+KtLcXn87G5wYockY4uNp1Aandsw6cz4oxspt/5F1YOGM4/ksKYGWeDwVNP0R1Q/VHpNbpfDAjsLKjj7dk7qapvQ2MN9hNJljAEQaRLVAYfTHuRVyY/Rq+47sza/T1hezahqytnUGMNaD1s9aYQEER0nQdREhJ83o/TNnOpZR3d0sKJCjOSFh7PxT2noQk7WC/Q56Es/HtkTxPiwW6wRK+fYc1uEuZ9TO3OT7jntRU8+f4GZFnBrlioH/0INd0uZq27M1s25zLespcQycOZkSXE+0oRKgso3ZTL395bQ0l1M8aDg/6MhmDH/IL1Jfzl1dXsphO2uCTGGXdhFPyMMOQxtOfhtMFz8hZS0lzBgoKVv3g/BUFA1JvQhsYgaoLBCX1sGvEzniLu0sfIHjpUDQioThvqO/UkGZps4ub+4YiiQIpNy6YKF26/zPf7WtlS6T7mNoemH2pF8MkQ2biVmhcvRLQEO08FvZW21f+ibeWbIGkhEEzj4rVXgEaHv76QlnlPoUvs3b5PX80+vGXb0SX1OqHXqzp95LsqebV8LhnGGG6PmkDr5k2Ys7PR2kJZ/OF2vnpmDQA9Rqbw5u4bKJ09D72zgM8fq2JQ9zbih/cHSwwBp5P00DqSrQ2E98hk8Lm9+aSgGI0k0ur10+zx0TMqlB11dkJ0Wl4fO4C/LNlEk8fLJ7mF3DegO/sbW1CAnCgb22sa8Cnw86lMdq+PRSVVRy2TFXAfTFHU2M2C1C2b6WI0/5z2DQCa3uEE+oaxvKyGC68eQOaAeCKTQpj9+FLMRhe+WB3rQ/WMGhjDwpxoxu+sRRQFsi4bRmPAz2eb8+k0JpZeY9OITQ8jIeu3FenWGHVE9Ej+f71Gqt9IDsDebWCvh9BI6NobTnFRpw8//JCJEyfidrvZv39/e8f/Bx98wIwZM9rbXX755cyePZuHH36YN954g6ioKHbs2MErr7xCamrqH7aDU6X6NRRFxtFWgc/fhlZjxmJOQPgPo9ZU/5nX60Wn0/2/tg0JCWHfvn0AtLa28uGHH3LhhReyZ88esrLU9BOnQkAOsCp/FVX2KuJC4xjWeRjSH6gw4Y8//sh5553HhAkT+PTTT8nIyKC2tpavvvqKRx55hC+++OJUn6JKdUpETrye1m2L0HYdwdrdfjJ1tSQUfkun+nJsJZ8zm8koCqx0d2WUYS/WxlyalVT+6ZlGvUugQbYSuWwmw8JMjNy+gb5AW1QI5e/eiV9jYnVTb9KthfiAf8fZiNCkMGP113iqC2nTuclyevE6bRQtnU3E1GsRJLWrRxVU9+ObOA9sI2rqbTRGRtPqcdA1Kphq6KXPttLQ7Kahxc1frzwTR2hntpT52bprBX6vQLIxk35dg535VbmxLLf3Y6x1D5mjZtCzchs7qgL0r5ThwFpyzrqNxvnvIHnd9B01AsGQwqtfbGPOykJG9kki5qy7qVw1h6gBY8gpWc3WiFY+rBpOjGRnkmln+/mW5a3F3hYPiGjxM8KwlwP7y4jRRDDEkB9spIMJ6QHMigNPBfg1WnKr+uH1m/hqST4v3zmS6sY2RLOduz/4mtJ8PW6vzA+rChneO5Gy5TF0kirxx2Zz83k9adm2CHd5HtM7j2VF1Q6mZI7+zffZkKSmB1adftS/FCeJKAhc1edwNfiRaRYeWnLsdEKHCbw8MRZz8SL8W2cRa9+KTAC5rREAxecMdn5B+/+CKRzF2Qh+L01f3AJ+D579yw/v0uug4YPpiLY49GmDsE15HEGj/x2vVHW62dJaSIO/lYbWVvK+2EPb199i7tqN7h/MJHNAAkaLjohEK7uWl5D742Z6V36MWetF32qjbkEzTe/b6DN/Ed7aWixaD1d2X0vXt67G2i2ZKd2SeWLtTrbWNCKj0OTxkWYz0zXcxpaaBvrFRrC0tJo+MeHsrrfzU2EFkijwU2EFJo1EmE5LjdONXhTw/KxS96DYCNr8/vbZAk+s29VhvQB07xtPXLdIqttcaLNsGDQSoQYdUSYD8YMSWf7ZLtz7y0jNsjK5wkdUdhI+WWGLKLM7O5z7B/cgJDGKJ9bsYGttE8uAD3+4gDCD+jPzh7VxKcx8ERprDy8Lj4Yr74EBv/3D3a8lyzIvvPAC7777LmVlZcTExHDDDTfw0EMPARAaGkpsbCwAqampjB8/niuuuIJbb72VqVOnEhYWxpdffsmnn37Kd999x9lnHy5snZqayllnnUVLS8sJO3+V6kRrai6gvGo5Pr+jfZlWYyExbiRhtk4n5RxGjhxJjx49kCSJjz76CJ1Ox5NPPsmll17Krbfeytdff010dDRvvPEGkyZNAmD58uWMGjWK+fPn88ADD5CXl8fgwYOZNWsWW7Zs4a677qKiooIpU6bw/vvvYzIFZ4jNnz+fp556it27dyNJEoMHD+bVV18lIyMDgLS0YOrH3r2DAzdGjBjB8uXLGTlyJL169eKVV15pP+9p06YRGhrKzJkzgeDvhGuvvZaCggK+/fZbpk2bxkcffcTatWt54IEH2LRpE5GRkZxzzjk888wzmM1H18Q5RBCE9t9NsbGxPPXUU7z44ovs3LnzuEGB77//nieeeILdu3djsVgYPnx4+wwDr9fLww8/zKeffordbic7O5vnnnuOkSNH/vYX7X/M7K2z+cusv1DeVN6+LDEskVcvepVz+5x7Cs8syOl0ctVVVzF58mS+/fbb9uVpaWkMHDiwPSWUSvW/SB+Tin7idQBckQLeWjOl2xoRAZdX5gLTeha4ctjpTWascQ8SMn8dYCdkxGXkffUvBFcZ5tJ61tmNeAUQFRCdwc9+Gr8TGZF8JQlDWBsHsFK82MdU8XMAhmt1mH1eFMWBsKeCeQVVGExmBkyciCU951TdEtUfgKLItO5cDopM4+4V3O8twBfwcc/QGxiQ2IuenaNYtqWMPskG6ua9zY+7A/xYnYBoq0NuCQeliWvO6s60EZ1wNRvZ6cmkOWEwz+acwVM5o/BUFVLx4f3BY1UXopG0mHOGILsdZCYqhJh1hJh1xEaaeeHfe9m6L42QPWUMUep4LLaZmWIWC9ypNEQ0c6mrBBHwNkeT0b+CcbpEqvatYoS3DKU8+HwvAyjB+hx+YyiW9D601hSxxKajT4gTU00F3TqnE2rVE2rVc+vX71GyJwuQiQo1cs7ITny5eD8FzWPoHq/lmWun4G9tov6nfwHQvbGa8Vf8/dS8WCrVKaAOzzpF/AGFhQWOY67LjNAy0reOK+tf5dXFu4nf/AKJ9k1oDk1ClH0H/w9g7HcJiFpQZEDAMvR6pOjMgwfxgNaIrtOwjgeQ/chNZbi2foVrx5wTc4Gq08a4sJ4MDsnisugRmLzBkfaKEvw/s388s5ru5R8brubNG+ey9Ica1lV3xi/qSbQGO+P9zc3svflGdixbTsnZ09F36ozGZmvf/70DuvHY0ByGxEdR2tJGUXMbPxVV8tqWPC7ulsrXZw9nXGo8Ln8ABfAf7Px3+gPUON0IcFRAQATWVzewq76ZX0rMpQC73A6uWHAe0st9cFtE2vwBKhwu3tq2j/w9NThbPSxdVs/cuVXEdkvh7v7dGBAXwYTUOIZ3SqBZDmD3eIkxG9v32+bz/x63XXUibFwKL93XMSAAwe9fui+4/gR58MEHee6553jkkUfIzc3ls88+IyYm5rjb3HnnnbS2trJo0SIAPv30U7KysjoEBA4RBAHbET9XKtXppKm5gKKyHzsEBAB8fgdFZT/S1Fxw0s7lo48+IjIyko0bN3Lbbbdx0003ccEFFzBkyBC2bt3KhAkTuPzyy49K1/XYY4/xxhtvsHbtWsrKyrjwwgt55ZVX+Oyzz5g7dy6LFi3i9ddfb2/f1tbGXXfdxaZNm1iyZAmiKHLOOecgy8G/rxs3BovdLV68mKqqqt+csueFF14gOzubLVu28Mgjj7Br1y4mTJjAueeey86dO/niiy9YvXo1t95666/eZyAQ4KOPPgKgT58+v9hu7ty5nHvuuUyZMoVt27axZMkS+vXr177+qquuYs2aNcyaNYudO3dywQUXMHHiRPLz83/TNf6vmb11Nue/dX6HgABARVMF5791PrO3nvq0TgsWLKC+vp777rvvmOtDQ0NP7gmpVH9gbfs2IPqCf0sSpSbOMOxnnGknNZoYtpqGoADKvpX4V39MXNNWYt11WAMK2S49T9mn8QxDWN49B19kPLvMeko6F1OeYSVy6s201aVht8eyzZOCJjQGzAkdjp3l3k1q0wZqZr90Cq5c9UciCCKRk67H3GUQ+r4TgsUuAPng8/6dF/fhm2enMkDYRevWhYz1LsEoeBC1XlCC3YVLN5Vy63OLGB9VSc8oL6lx1vb96+PSSbz2RRKv/Qfu4t0orlYcu5bTsuknDHt+4JPHJ/LW/WOwGLW0uYP9WN39e5hk3IGpuZjrTQuJjClnT4KLfI0VWREodsczvGgjmbv+zVB/NQFFwKMExzOLBGt1+BSRD0t1aLPH8n6vHqwIMzOtZQFna9fh3/ICbaW5bKncRbQmCTQejEZ4/PrBDMqO44rJ3RjQPY6LB0fgPLANyWRBOJgGqL06uEr1P0KdKXCKaCSBQYlG1pe7jlrn9iv8peFpJNlLaF0riuADYyja6Ew0YUm4tgfToaAzY5v8KP6aPHxlWwGF1kXPIlgSockABj/WQXfjLPjs2CchCGjju5+4i1SdFiK0Vm5PCBbWke/KJvSMYViye7SvlzQiRouenNFp5K0rZ/gDF9ApVab0nbeR62rQxcRSl5vLP286F59Ox7iyckJmfUba/Q8CYNRo6BUdjscfYE99M60+H1urG0mwmrBqtQiCgDcQYEBcJA8P7sGXe4vYbz/ccXRkOGBapySKW1rZXms/5vqf+2JfMTpJYmhCFKXLyijLNACwtLSGZZty8T2TC0BdrZtptuBMnjafH4tOy96GZhYVV9E1wsbTw3qxr6GZRo8Xjz9w1HECAZk2u5uQCNNR61QniRwIzhA4no/+Af1G/O6phFpbW3n11Vd54403uOKKKwDIyMjgjDPOOO52XboEp5gWFxcDkJ+fr6brUP3pKIpMedXy47Ypr15OaEj6SUkl1LNnTx5++GEgGMx79tlniYyM5LrrgqM7H330Ud566y127tzJoEGD2rd76qmnGDp0KADXXHMNDz74IAcOHCA9PR2A888/n2XLlnH//cHRcuedd16H477//vtER0eTm5tLdnY2UVHBVJARERHtI/V/i9GjR3PPPfe0fz9jxgwuueQS7rjjDgA6d+7Ma6+9xogRI3jrrbcwGAzH3E9zczMWS7BOkMvlQqvV8s4777TPaDiWv//971x00UU8/vjj7ct69uwJwIEDB/j8888pLy8nPj4egHvuuYf58+fz4Ycf8vTTT//ma/1fEJAD/GXWX1CO8alGQUFA4I5Zd3B2r7NPaSqhQ4GdQ3+/VCrVL7P2HMOqJWup8IeSLDXQWVvNPm88Wn8bXeONCAfj4d/vdjLYFE2IWYM2NIbdzRk0V5qgyUxKUgi6fufz2cJnuLiqlpzqMoqrC5EikpGbI5hl7Uz88LP550fLeDysqL0/UxCCfb/6GDV1qQpCeo8jpPc4AJ4d/yAtHgfdDw0kBbQaEWNaDs2bfkIXm85lZ/RGttbwwTclKB4zDrefvq71ZBbvIFHW8dCaCzl3ZGeiw4PPvrroFADCR19Gy5YFBFwteCryMaZ0RxAE/AE/oijy0JUD2JZbRvySfx9xdgpGpYk24PusJLI9ZzGk6msKtQoLLGbOaPTxvP0cfDoP55s30ZtaBEAryHjq4I6XV6DVDmDU4M7Yi3/ESBtdW9qo/vcjfJoYRnHhKPCbSIwLJSkmGMzICORzY/weWpYtoBqF2Ol/xTzlbhrmvYVgiEBRFISfBQdkdxuCRoegOXYtRpXqdKUGBU6hR0fGcO+CKortXtp8wYcArQilzX7yjTlktW2mn2stCn4QJKzj7sFfvhOPLR65uRLkANV/z8Ey7gGUgB9/ZTAPmy62C941+yAQQHN+JmKFrb3QkTapD/76AyiuZgRjKM4d32EMBNAlqtMKVSDq9YQNG370clHg74svw9vYyI5zz6bY4yH1gb8SPmYsSiDAvmefRi+ADzDrdUSMGXvUPvQaiVv6BDs8fbKM5mBhw2fW72JDVQOXd0snI9RCUcsvF1NdVlpFxBGpeyRBQFaO9Qgd5PHLtHr9lDe3UVLRjJh5uFNEiTMizRqKVOEi8ZNKMnoHO2U+3FXAyvK69nYGSWRfYzOFLW0A/HPbfh4a0oPwI87jkXGfsnNZMbe+M4WJ1/3y6ErVCbR329EzBH6uoSbYrnu/47f7rYfeuxePx8OYMWN+03bKwZE6hz50HusDqEp1ugvWEDj2zMhDfD4HjrYKrJakE34+OTmHP+9IkkRERAQ9ehwOhB+a4VNbW/uL28XExGAymdoDAoeWHRr9D8HO8UceeYT169dTX1/fPkOgtLSU7Ozs//o6jhyZD7BlyxYKCgr49NNP25cpioIsyxQVFdG1a9dj7sdqtbJ161YgmBpm8eLF3HDDDURERDB16rGLVW7fvr09iPJzW7duRVEUMjMzOyz3eDxERET86uv7X7Mqf9VRMwSOpKBQ1lTGqvxVjMwaefJO7OfnoRxvKIZKpTqSJiQCadztrFu0n/ltXhRZxiy6+FvEHHQFXnyCQINsYp69C9/bs+meHsGNE1Jg9yY0jVUItho+2VlLurkL58Vdi6ZsJlCBF4WBWclstq4iyRaP2aglTHISUAQkSUIT3wV/+W4EARrMGexcvI0Jo3oiSWqSCBUk2eKPudyY2oPUez9h5k+7mP19LjaLjq8fm46swIbd1ZQszQMP+EQdA7rFEmE7erCBKaM3poxgWkTF70PQaClsLOFvS1/CpDXyjwkP0bXqB9oOPr37BAktASbqclnWGMXw5lp62T6mVOdmfkRwwMIeq41WoRkpqgLB60KwBwcFznPmUK2JwVUffEaPqdLwUu1UumkrucIaLBKcWBTPKGE9q4y9GNon+NnL39pE7ex/HHHWAoJWz6of5tPba0fJX42raDTG1GyEg0F4V2kuVZ89jsYaTuK1LyHqjahUfxZqUOAUijJrmHlu8AH4uZW1lLf6MGoElhU7eSv+cV7Nn4pWEiEAKAFaF76Ar3TT4R34gwWKHfOfCH4vaTEPvR7rsJvwD69CcbSi694TXc+e1L0yCtnZiCY8hdBzX6Rtzbu481fhXPcBzg0fE3bJ2xg6jzy5N0B12il783UUjwcIBhA0B0cXZj/zHK+7PdTU1JE+/F50EccvwqsVRd7bmc/y0hpcB0fef763EBDw/+yBUysK+A6mD2r2+mn2+pEI/lgEjvFwKnB49oD3YCdMz5gwSka2dWyYaArmJUwzU/pIZ/6+ay/poRZ21TW3N4kzGyhuaaPwiJkLB+ytXDNnDfenZzCof3BURP7mSgAKNlfBsftJVCeavf73bfcbGI3/vw+Ge/fuBQ7nFs/MzGxfplL9Wfj8bf+50W9o99/SajuO8BIEocOyQ4G5Q534x9ru59scWnbkNlOnTiUpKYl3332X+Ph4ZFkmOzsbr9d73PMTRfGojlefz3dUu5/XCZBlmRtuuIHbb7/9qLbJyb88UlQURTp1OlzTIScnh4ULF/Lcc8/9YlDgeL/zZFlGkiS2bNmCJHUc0X5oRoLqaFX2qt+13YlyKNhzqLaGSqU6vilD05kyNJ0DFXZW/TifIRkmNBuDqUg3dcrku1aZQLMGZNhb1MCLa+ZT29aA9mDM2dcUya4NSeyiDA0jmZrdxODxAxkb24UdNXvJCE8h1BDC3VOTCKxQQPYTO+U63CV7sJcVEti1iEzhB3aV9KXHJbciGa3HOVvV/7p6ZyPzChYDGYgiaDUSgiAwok8i9LkdV8UEdBqJB6LSkMTjB5lqXE08teI1ZEXBE/DiCXjZMPdV0vK2IQIBRSDXE0dPfTk1Bi0X1TcRJbahNEK4Tk94iAWPIDCxrpjFCfVUGrRsdkr0sIvUyzZ66UrooinjA3NXNIYoAi2peGnCJLopx8IKRw4TjbuIklqJlhysXdFGaZMWrXw4U4eswFLtCLTzd1MpZmLzFWAS3PD5E1THJTHk6lcA8NaWQMCP315HwNWiBgVUfypqUOAPorjZx+ZKF33jDNwdu4c+xjqiz16LoNFR/6+zCdjL8NUVgCCBcnDcv6gJ1hI4mA+OgB/riFsQNHq0KYdHr4l6C+EzPsJTsApTnwsQzeGY+l2Mc+uXwQayn6bPrifmvk2Ixo45q3eV7+K1pa8xY9AMEsMSSQxLRKtOmfqf5MjNpWH+PAD0KSlETpzUYb2xrgbHlZexU1Ho/uFHGNPSj7WbdivKanD4/ESZ9NQ5PZg0EoIo0uzp2PkRkBVSrCZKWoMzCDQC+H8WC9ACihicNSAroBEEfC4/8uclCNF6tk83opUkfD/r5DlSXmMLeY0dC7lWtQUDb1/uKyFUq8Hu84MgoOgEVi8sYFD/FJzVdm57dijFZR7OvmvQsXatOhlCjx+I+s3tfoPOnTtjNBpZsmQJ11577a/e7pVXXiEkJISxY4Mzay655BIuuugi5syZc1RdAUVRaGlpUesKqE47Ws0vF7n9/7Q7HTQ0NLB3717efvtthg0L1nVavXp1hzY6XTB3bSDQMSVdVFQUVVWHO34DgQC7d+9m1KhRxz1mnz592LNnT4cO/v8vSZJwuY5Ob3lITk4OS5Ys4aqrrjpqXe/evQkEAtTW1rZfu+o/iwuN+13bnSjjx48nMjKS559/vkOh4UPsdrtaV0ClOoYEahle/xXUg3jGOexoqaDvwHOYYo1h/bZG3vl+O0poGVqx43O2TUmg7uCQJz8CtVGhdE0IjnjuG394llvykHG0GgUkcyi6yER0kYm0Fr+MTXAhCBBSvZmG5Z8TPen6o87t+7yFtHjauKDzGKRAAI017ITeC9Uf13ubP0eJycdiqOXqUdOPmsH8WfU2FhSsYEhSX+4Ycvxnnt21+6ltawBAK2rwyX70R7y3ZBS8aNjiT6Y8IwZbQyVRtOGQtTRKEdxXUolCcMBfg9uIt3sI+2uN3N2YzUB9IZeY1wDwlLKWRQYTdbrgZ5Izjdsx4yXOVsouTySjaSVKbOFsVuDfDX5o329eIIkfmpKhFi4dEUNjg4V0fTBjgLupGqfPhUEysMGXSXz3s0nNzEAbevyacSrV6UYNCvxBhBmDo6kilCZGbL0LAF9yKvrM0eizRuPc8BG4mgi/ehaNn1wD3jaQ/Qh6C4rn4ChmvSVYdPgYtHHd0MZ1a//ec2B1MAf3IbJ8zKIqd315F4v3Lua9Ve8BICAwIHUAK+9fie5QMRbVaU/2eCh97RV8jY3EX3El5i5Hpxlo25sbfJ8AnvJyfC0taENC2tf7GhqQ3cFOdG9d/TGDApUOJ+/vLKB7ZCg39spkTXkdw3M3cWDREn449wq8kgarRqL1iLz9MhCi18HBoMDPAwIAvWLD6R0dwTs7g7lu4ywGSuYeQPmhIjhrYHgij07K4ZHVO455/WZE2jgcMNCK4JdBL4m4AzL2nwUqQuZWc+69Y3hz2z56LcijRCfQfWAstqg/T6fWaadrbwiPPn4KoYiYYLvfmcFg4P777+e+++5Dp9MxdOhQ6urq2LNnD9dccw0Q7Ciprq7G4/Gwf/9+3n77bb777js+/vjj9g6UCy+8kG+//ZaLL76YRx55hHHjxhEVFcWuXbt4+eWXue2225g2bdrvfv4q1YlkMSeg1ViOm0JIq7Vg+VmRxNNZWFgYERERvPPOO8TFxVFaWsoDDzzQoU10dDRGo5H58+eTmJiIwWDAZrMxevRo7rrrLubOnUtGRgYvv/wydrv9Px7z/vvvZ9CgQdxyyy1cd911mM1m9u7de1QB5J9TFIXq6mogWFNg0aJFLFiwgEcfffQXt/nb3/7GmDFjyMjI4KKLLsLv9zNv3jzuu+8+MjMzufTSS5kxYwb/+Mc/6N27N/X19SxdupQePXowefLkX3cT/8cM6zyMxLBEKpoqjllXQEAgMSyRYZ1PTqClubmZ7du3d1gWHh5OcnIy7733HhdccAFnnXUWt99+O506daK+vp4vv/yS0tJSZs2adVLOUaU6nYh6E4KkRVEUvm8tYrWzksQts3hp0qP0ztIQ0aWIZkMBMZbuDE8ZwOe7vweg1VQAxAECmqT99Ot67Bk6gigR0ndCh2W+4m0IAngUDXrBz/Z6A+N/tt2BxhJmb/2G68rslP34CQLQJIQRPuVm0nuqKVH/THbV5LFszyLGmeLJ6nsmolZ/VJumuhL+fqAWDbVY9q6CzI7PTbVtwRnXNY5fnnn9zdJ8dh2o5/IpXRmdPhSjRs/qks0Mqq4hvmApvrBYfqqMYYJ+D/31xQDsLm9mQfdI6vcmMVEsQ+esRhGCHfdV/hC2+bsy3jaBNZSTh53tnmRGJTiIbdqBIMCgZjeBs2NoppoVe7MIjTnA4hgvxoCbAcUgKRrQWtD7WhCRqfSHk6BpxKKVsYpuFGQicv9Fuj44QLBao6Nl2Nnszm9m1sKNNFeUEKVp5bYhOahzHlV/NmpiuT+IXrEGtCJE2EIQQ2IRLZFoYrvStv7DYEBAoyfkzCfRp/Q/ojNfCAYERC0YQ4m66UeE/zCN6xBtbHe0SX3RZwU/GgghMQjao6dBTcruOBpcQWFD8QYue++y/+p6VX8s9jWrqZ39DU3Ll7Hn2qvxVFXha7az99ab2HfXHQScTqKmnAmHUgEEAjjz93XYh6lLVxJvuY30x57ANmBA+/Iqh4sHV2zlza37mHugnC01jXy8p5C+MRHcN7A7oVs24jEYcUsaZMB2RK5+UYCuETbOz0pBJx4OWoUbdFi0GvrHhiMJApuqG3lnZz46SUQS4KZeWaT0jwWTBCkmLhyaSYLVdMxfeEqNiy4zq5iYenj0XaTBgAK4Ax1nFgjA0DY9M9+ZTr7Ox6LiKuZF6fkmLYTXcP9/b7/q9yBKcOU9x29zxd2/e5HhQx555BHuvvtuHn30Ubp27cr06dM75CS/6qqriIuLo0uXLtx0001YLBY2btzIJZdc0t5GEAQ+++wzXnrpJb799ltGjBhBTk4Ojz32GGeffTYTJkw41qFVqj80QRBJjBt53DaJsSNPSpHhk0UURWbNmsWWLVvIzs7mzjvv5IUXXujQRqPR8Nprr/H2228THx/fPjvo6quv5oorrmDGjBmMGDGCtLS0/zhLAIKj91esWEF+fj7Dhg2jd+/ePPLII8TFHX9keUtLC3FxccTFxdG1a1f+8Y9/8MQTT/DQQw/94jYjR47kq6++4vvvv6dXr16MHj2aDRs2tK//8MMPmTFjBnfffTdZWVmcddZZbNiwgaSkE18z4nQliRKvXvQqEAwAHOnQ969c9MpJKzK8fPlyevfu3eHfoUDR2Wefzdq1a9FqtVxyySV06dKFiy++mObmZp566qmTcn4q1elGY41AEx6LaDDT+WCB15zYrsiywr2vraJmVwYZnrFc1edCDNrDudoFfRvajO3oEvMZNyiesRm/LjCoBHyYuw7BkJrDv4VzeLjpAtypQ49qF2uJIkcwE+f3IxJ81glXmgj88HeUgP/3uHTVH8QnO2aTs3U1+iWfUT//HQCWFa7lrnlPsLI4+Df86rh+7aOG7fu3HLWPaztP4MqsSfxlyDUdltvXzqb8/XtpObCLmXNz2ZJXy5KNldzY/zKGJven2dNCH3swTaS2qYYqORaDGHx/tZksDB94EbcbUpmolAEgi1o+T03i+/R+VIT34XbDEoxLX2S84wc6a6rolB5LxJm34iLYb2AxWOiT0J1IMZnN3k4oYjC4HhBAi8B7MWGIV9zLY0mJPCgN5cvICXgULclKBQ+EfMuTtq9JC7QgAO7QSOKn38u0ARfx9re7KCmr466Qn7jeshRp/7Lf9TVRqf4IBEWtGPWHcNvcStaXO0kI0fDt9GQURUGUJNo2/JuWnx5DNEcQfdcqBI2ep1Y+wlYaubOwkk5FO7GOuw/LGTf86mMpXhc1z/dH8bmwjLoDQ5exSCGxiKZjTxWcv2s+U16bgnzESOqpOVP5/rbv/+vrVv0xeOvqyL3uarw1NQg6HTlffoNj104OPBLsFMh69Q1sAwZQ9MLz1M3+GoDOz7/YoShx7vXX4ti1k4RrryfhmsPTCb/aV8KnuUUAzOiWxuLSarpHhLYXHf5+805+PFCB02BCkSSePKMnm6saqHG6OKtzEvFmI5fPXdPeQX9+ZjKXdQ/OQthYVc/T63d3uJaLu6QwvWsaVQ4ndy3dDIJAtwgbdo+XA/ZjjFSVFa63xfG+o4aAoqAVxV9MM3Ru5yQu756OIAhUtDp5fO1O5IBMvcdLtMnAOxPU9EGn3MalMPPFjjMGImKCAYEBo0/dealU/+Oamgsor1reYcaAVmshMXYkYbb/PuWNSvVnMHvrbP4y6y8dig4nhSXxykWvcG6fc0/hmalUqv+Gp7qQivfvBSBy8k2Ye45CPBgMv/qpRdTbXcyY3JULxmRSU7qL4m+ep9kSwvtWGavBwsuT/oZV/+vHKNvXzqZx2acIGh0RN/yLOodCRmLoMdsqAT+bPnoNTflWQqVg6jhFgfSHvj4qfYzq9PXjvsVY535AksuDtecYos68mXsX/J0SezkZYSk8M/4BZJ+HTS/ejsnfzI+aiTz44JXt27uKd1H12ROIeiOJN7yGxhLavq7ohUtRvG7siRmsMV7MnsIG7rioD11Swwm4HOR+8hCisxWjsw1T1gAc/a6mZfNc0mIt2AZNZcOO+RgWfIgtoCAYLCRd9xKakAgAVr/6CPGOXGQlOGDQZQkj7aY3MOkMNCyeSfOGH2iIHcgCYQQFe/NpkY2MMOQSG1VIsrcNvUfHh+Hj6dJPYUXxegL2SLz7+3FXyFzitA0U+6LopKljt1lHhMbEwEufQRcWDcDHP+WyaG0Bj1i/QuN3EjnpBkL6/Hy+jUp1elODAn8Q++o9fLrTzqTOFvrJNTQ+eBtSaDi2B5/EtfF7jEOnoI3NwFFZzNCq1wC4UE7n/tRJaKIyftOxlICfutfHEWgqxTbtOUy9z/+P29z62a28uexNBAQizBHsfGznKc9rqvr9te7aicYagjE1Fb/DQdGTjyPo9STf9hc0Nhuy203+/feiKAqZz72A5oj85tvPOQtvdTVRZ52NITkFd3k59pUraLLa+HbIeGRBwJmRyYeTO45SuWXRBiocLrpF2Hh6eG/KWtqw6rVYtBoeXrWdgqbW9uLDokcm7pl8LnttHLtC/fSODuedHfnUuTwd9vnZmWdg0mpocHl4aNU2qts6juLXiiKheg11rmDBR5Mk4jwYdOgZFcaOuqZfvEcCoJVEQnVanhzWiyiTgd31dpKtZkINakqtPwQ5AHu3BYsKh0YGUwadpNGVKpXqlymKjKOtAp+/Da3GjMWc8KeaIaBS/R4CcoBV+auoslcRFxrHsM7DTtoMAZVKdeI0rf6aQJud8FGX8e6P+/lpXTHXnZ2NNaaFZrvC1H69EASBxZ8/RHphHgDm657HbIvFov9tKUpbd6+kbs6raGxRJN30OoJ0/JqAtU1O7nlxIdfrfyBaaiW073iiJ/76Olmq00PA5cBTmY8xJRtBo2Vd2Rbm7lvKmVlj6BbVmRCDlSWbSpm1aB/Thmcw5YzD6YAdu1dRO+cVEER0lz/K/JrdtHrb2Ficyxn5EXSjmLmxesaOPp+JnUe2b9eWt56ab4KzJWOnP4QhuSu+hkp0sels2lvDqx+t5tGQL9ESzIaxOSaGuh4D6RKZQWVrDSlt6dQv/De9dCXt+9zbeyhTJgdTbtdsXMjauT9RH7AyxphLpT8UlyRijk3kjf1ZtAYMaOIKMfij8Ebm0ikqBufmaGpCaiF5H7LbiKR38lBxPZaAwmp3JnP8AzF03sXonM5c0+8i/C31+Ow1GJO7n/gXSaU6ydSaAn8QWZF6nhgdLFriXLAbpbUFf2sL9qcfJlBeQuBAA1JULCgylzdVsiPFwjlpWb85IAAgSBoib/we2VGHJvL4xWAPef3i17l/4v0khiWqIwb+xKw9cgBw5u9HFxtH5+dewL5+HTvOOQt9QgLd3v0AX1MT3ppqqmd/gzEpiYix4wCIPv9CqmZ+SP2iRSiuYP7/uogYvpg4ndDmRiYs+Z7tfZ846pgXdkllXmEF52Yms7ashuc378WqEXl2ZN8OhX9FAfzbGyl/qDOvr96Ds5uVVWW1XNkjg9e37uvQTnswjdbGqvqjAgIAPlluDwgA7QGBM9MTmF9cedx7pADegEyty8Oc/DKu75VJTpRakOsPRZSge79TfRYqlepnBEHEalFTyKhUxyOJEiOzRp7q01CpVL+zsDMOD8TbtLcGWVZYtuMAZZGzERCwRc5gb30BbaEWAkYtTls450T/9md9AGv2cPRxndCYbf8xIAAQHWbiX49MQZYnYzGpg5z+rCSjBVNGbxyeNhocNQxO6svgpL48ufwVXlr7Ltf0uYiQaBPpMV9Q2NSd71ZMZXCPeGLCTcidelGe3pX40gOUffcK68NEHDod40sF+ou7+do5kGLZQWJIbIdjGtN6Yu4yCEQJQ0p3Sj58CKWuCNvQ89luz8bjB58soRUDOA1mfijujb3AwLIu3yIanVzW81xW6EcT7ZtNnKYZAQgTDndjtq75kp66JhoDwcBZlNaOVgFqGtEpGYBAoCEOh9dEgm4ot4buwWf4hldtCVQBgt6FIgjYdTosLg/1shWvVyBQHckC8wou7nk2ppBINCGRJ+11UqlOJjUo8AdkHDkBf3kZUngEnq0bCJSX4Fm9LDiPD7gMmBEdS9TbHXPMKopCvb+VKG3IMfbakWiwIhqsv/qcBEEgKVx9kP9fUP3VF5S+9A9EgxFBI2FITkEJBHCXl9O2Lw93STEAle/8CwBteAT6xETK33jtqH2VdOtJiy2MFlsYtkmTeGhwj6PajEiKYURSMCD2xazZoA/H6fFiVGRu6pVJcXMrPaPD6RJh437HWmq0IHUPRVQC5ESHsbSkusP+/tarE9WtDv69t4SUkMOjatJtZqrb3KSGmClqacPlD6AVwHdwrlRGqIUuETZ+LKz4VffJIIlY9VoqHU7iLaZftY1KpVKpVCqVSqX633bbhb1Yua2CXjl63thiwJ3bj5d2HiAlfS11ZpkNCWFcmjPtqO1cvuBgJ+MRdQd+iS4i/jedk8nwn4MHqtOfXw5w/8KnqXM2EmoIQUDA5Q++r4rsZaQfyGN6dRPOqvU83JTCmh2VvHD7cJav/pjMwr2IQEyLl3ta4a3kDPr6KjCLXnqb8rnjimcIM3XsixL1RmLOC6bOCsgKTbV1hAqwf38p502fhtcXwB7/IJ2StWx3GrG/swOAcDkdl7SfUOIpbizgOeVs0qJ3MKyzwKQRN/DVkv3kl9kZbO5BhGMDC13ZpHepp1bnZ7xDZntbI820MlG/kwRfEz84hnPe0OGIe9cAMKQuwBfuZKSoUixuiWKtSGvAhOJ3I0h2tLHFjDAnIudvRek6WJ3ZqvrTUoMCfzD+2mr8xYW4Fs9Fio3HNO0ifPl5KG0dc6HLtdU0v/o0oXc/2r7s8ZIv+bZhAzNiRnJ34lkn+9RVfxL+xkYAZHcwp6Qzfz9ho8cQOWEiluweCDoditcLooggSTQsWQSBY+fgH9ctg+pdmwmXfQy95zakn80yqXO6eXbDbkJ0Wh4YmM0wyYfzh8+IVALYpg4j/V8vE52bS6enn8EaH8X9Z/blu/wyxqbE0i0yFEkQOG/OCiCY1mfcgV14XrifvIwsNp57NRurG7i3f1dyG1q4ICulPb3P0pIq3ty2H61GxOcLIADPjeiDRhTxyzJlLW1UOlw4vD72NDRzrKvTSxJf5JXw7f4ywg06km1mrsvpTJTpP39IV6lUKpVKpVKpVP9bZFmmpLmCtU3LWCtsJEM8jyERo1nslpluWsuQ6hp2mfV8Gmfj811zyIntSlpYcGBedWst9y96BgGB58Y/SIwl6hRfjep0JMsB7O5WAOzu4Kz8tLAkukRmcF63ybS6JDwH9qITZPSCDxd2tuxZQtc92zgykZ1GgfSwcJZXZpDszEMcOuKogADAt8sLmLumiMsmdWV4rwQ+lacQ7iql+8CJhHrL2an7HC+dGJp4LYMEgUsnuml2eLjqzDORJPhueSHywUF8VVEO5uWN5NN1CwgcXBg5bDQHYsYwIC6EsQOSgeBg2fcXPo2lcTuTCusBGDLST/TAFHxZd9K6dz3J1W7O17ayriqFQaU7GGyoAqCrZg/FaVXY7emMr95O7Y6tbPuxL11sDhJ6DiJ0kNrPpvpzUYMCfyD2Zx/FveZwRXN/wT5aXnz8qHZSYjKB8lLkxoYOy/e5giOc9zl/3UhnlepY4q+6hpatW3Hs3IE2MhJffT1NS5fgb26m8uOZKH4/AIIkofh81M3+5pj7CRs/ns5XXsXjsoxwMJ1P8Ysv0Lp1M6kPPoSnvJxdssQBrz64rsVB1gXTOT8zC31CIorbzcaKWurTu2FbvQZrjxxKW9pYXV5Ls8eHVpJYWVbDmemJHLC3cnn3NMhbS4uiYCwpDM6sEQRsej3X5gSLWL69fT/lrU4yw0MIKApOX4Awg44+0eFoDp7jyORYbliwnhrn0WmHjtTs9QHglWWqnW6qnW5kBR4+xmwIlUqlUqlUKpVK9b+rsqWaexb8Hb/sRxIkAkqAj7d/TUBW0MRmEuZrAAU6GcKBALIi0+o5PDCwtq2hfaZAbVuDGhRQ/b/oNDruGHwNr6x7HwUFnailoLSFPjWbqdyfx25PI30ADTLdtJVsLkvCOfczwnw+PIoAiOiFAKtdWVw+4hbCp1iRZQVRFPDWllI75xV0MWn4Bl3J9vx65q4uoqbJycL1JYzsk8jDd55FRa2D7IxIPtjyBXZ3C+vLt+L2e9BJWrYpsyn1V9Kv9kb279Hi9wfonRlFarSBaWMf48rHF6EoECW2cJZpC56KCiZccxmhhhAKG0v5cOsX9IzrRoOzCY8oUh4TT6rbR0jXwQBoQ6PR2SKIWfoSkcBC/wiK/NEMUgqQBajXSjQHjMilKThtu7GKfrp4dmKs99G4ZB/GtBz0Mamn8BVUqX5falDgFFMUBcXtQna7ca9ZfniFJEEgcPh7vQE8bnQ9+xJy50O4F89D0ymrw76eSr2EBU3bOSui/8k5edWfkqjT0fWtt3Hk5lL07NP46oPR9dYtm3/W8PhT6KKnTgNACQRAllH8fmq/+QqAinffoWXTRiySxOi/PosuPo5OYSH8eKCchfU+Lo2CLKuRr8+ZgSJKJKREkw7kNbYgA3sbm3ljax4VDhciwTz/T67bzcWTzyG/roWCtC5wcFbCw6u3MzUjkTMzEphXFKwX0DXCxlkZiSRYTUxI6zi1dmFRZYeAgE4U8MoK3cNDSLaZWVRc3V74WDh47EO6hv/n1F0qlUqlUqlUKpXqf4PX70USJWbvWI4v4EcQIKAEn/NlRUYQQJu8j2/8Ej0cVi6cegv3Kz5KmivaZwkA5MR25bq+lyAIAj1iupyqy1H9CfRP7Mk7Zz/L3H1L+XpuDbp6M/3Dgs/pFn9Uey9huT8MZC11vmgSqGCtO4sB+kL0QgAhzEq45WA66oAXRD2OvWvw1pbgrS3hzT3J7K+HbqnhxESYuHBsJs0ODy9+sgWDTkOnpFC8geBgQ0kQ0UlaXH43xfZyFEVh+fYili8NztcfY9jNyPqtBHRjiQnvRHWDk1GGXHJ0Zcj2Mm7/cR8vTHyYRQdWsa+hkP0NRdw37Ca2VO4iq8u4DgE0j9/Lh7vnMAXwCwLa8DY2FHdjmzeFe8+No7Z6EXfu340x9Fty/fEkiq24AwKJoh1Bb1JrC6j+dNSgwClm//tf8WxYDVotHboXjwgICKHhCAYDuF3oBw2j/uoLgm1lmdD7n8BwRrC2QIYxlpuNE0/uBaj+FFq2bUXU6dGEhFD62itYevaiYf483AcKfnEba5++tKxbe+yVoogpPR13WSl7rrkaUa+n+8yPSLzhRlq2biV8zFhatmxGMpu5aUhPtKGhAMzJL8O2axtlcz5DX1XCXbX1fHLRdUTovUA3LuqSikGS6BkdxsaqeiocrvbUPm0+P1+XNxI37ULcbW5wHy4kXOt0E2UyMCYllvIWJ6OSY4j7hToAW6o7zsCJt5iocDhxyzLziqo6rDsyIJARauG8rJRfvF8qlUqlUqlUKpXqf8eBxhIeW/oSclUnWoqTEUN7o8/c1qGNgECPmCz21hWg6zWEt/f+xP6GQmRFZnnROl6b8kR723Gdhp3sS1D9CTi8beyu2UdObFe8WxbiLs1F6j+JObt/xOPth6LoKRSSiQjUsaCtFyW6Kpq0FuyaSPAG+LppIHMkD43+CNZ4uhCfsJ3kIcGAVcPij2je8D2hQ8/D2msMnsoC9LFpGPIiob6ermnhXHlmdwCWby1nb0E1k43b+frjUn7KMyOG5WDKzEVRFCw6M3cOvpbCplIGRQ9h64aNON1+MjQ1AFTsW4MpPUA3Ww+2l6bQTVvOfoMRd8BLq6eN0elDKGwsoWdcN/rG96Bv/NEz+BucjWzz2amJs1Gr0+AQ6wlp9aARfUSteYtoXzCFMoJCL205AGttVr4ID+e+Mx9BMlpOwiumUp08alDgFPPuOvihwOf75UZ+H3J1MM+7e+0KkA8HDGRnW/vXC5u2U+Zp4PLoEehE9aVV/TotmzeRd9stIIpYumfj2LUT++pV/3E7V1np0Qu1WizduhM6ZCja8HBad+4g0NpCoBU85eXEX3k1cZdfgSBJhPTpi2SxEGhtwVdXi6lzJhd2ScX43IPo3E68gB64/LN/kXrFFQCEGnRc2SODgqZWYs1Gbu2dyfbaJnwBmQJ7Kw1uL1avlqeH92Z+USU7a5s40OwgI9RCRauTEJ2Wm/tkEmcxoSgKXllGL0kdLkGnCX6vEQX8skKr149PVihpDv6saQQBq06DeHAmQsPB4EOS1YxKpVKpVCqVSqVSARQ1leEJePG2BIv4Ki5rh/WKLOArziH3QCi+pCL21hVQ21bfvt7pc6EoCoIg0OJxMD9/GdnRWXSLzjyp16E6vb289j121eTRL7IH569fElyYv4UHRHghYQ92xxn8s2EQ00zb6aar4AdXHwShDZ3OyWQplwnGXWyU4/hM7oU+PBRTTjpnd50AgLt0z8H/cwkfeQnR0/+KJEo8ekaAyjoHKTFmXCW70cek0a9rDBem1jGgJZd/HwhDUTIINEeBouCVfWgkDYOS+tA/oSdLCtdww+Vx5O/VUGOfSqJ2G5969lMl7OHWKf3x1k5iY3VvVjg/warTE2uJYm3ZZs5IGcCUrNEA+AI+JFFCPKJIcDQaHixvQfD7+VdCKK0mD76MZXhbrTRViYSLUBgRR7VBwIJIfGsrm2wiDQYdYeawk/vCqVQngdpzfIoZx03BOefL47ZRHK2g0aDN6o71uttovONakGUQRQwjxwOwdcOnfLvlX2zulUON106OOYUp4X0RflbYVaX6uZatW4JfKAqu4qKOKwUhmJv/GHzl5cdY6MOxYzuOnTuInDiRsGHDSbj+RiSjEV18AptHDkf2eenyxj+xZPfAU13N7ssuQfH56PTs84zo0oWy4cNoWLIY26DBNG9Yj8GgJ+rMs/C3tiIajYgaDY+v2UGrz99+2HsHdGN8Wjyz80uZkp5AjNnIZRnxXFt6cFSBw8k/t+9nb0Mzq8tr6RsbTkGTg8LmVjJDrTS4vdj0Ou7u3xWPPxh0izYZMEgSvaLC2Flvp9HtodHtpW9MOP3jInlj2z4A7h/QDUkQGRCvTiVUqVQqlUqlUqlUQSNSB/Lx9q9RkvMQjA6k0NoO6xWXBX99HK1AREQGZw/pxfaqPWyq2AHAwMReCIJAm9fJU8tfpdhezg95i7ms57lkx2SREBJ7Cq5KdTpxuHwU74iih6eK9OYyKvyhRIqt6MUAZhmSvQpNAQ3ZujLOMOwHYK/BQFlqDd1a/AxqtAOQJLsQDU7qI7dSXyHyteEnbhl4BRGTbsCxazkhvcbyz40fs7xoHSmhibww4SESY0w0LvqQli3z0SdmIU98kKnnjafu87WcZavF5Iklq2U9WdZuGCUdAVcrktHK0sK1vLflc7wHehJoiCMuwsyV999F+pbPiPd56BefgzFZh6awlGVb/LR6/Wyp2sV7W2YBUFyZywAxhH/WbsFqsqFxRdF6oBMjctK4qL8Fye8HFMbSE7snkqo0J+UVCi/m9SVCdHD3lefz/fZ/UO2oo2dqLy7OOIP0sGRCDNZj32SV6jSmBgVOMSnxOOlGDtYRQJLA78e3Zwd4vVivvInWD95Ek5qBoNXidbWw/YNb6CcHcBuMfKnX80XdGuz+NqJ1NkaF9kArSPhkP22yh1CNmdId8yjfs5ieE+/CHJ5w8i5Y9Yfga2ykYuaHNK1Yhq/24IdTRSHQ2gqAYDSiuFy/GBDQJSYiShrcJcXBBaIYDFQdoijsuvIKFI8H2e8j7qJLKHv1ZWRPMFf//nvvRvZ4MCQkBAsXKwqFjz6M7PdjzszCmJqKbeBAmtesRnY4aFi8iPJ//RNjahrdZ35MrMVIa1MrOkVGBkxFB+h9xmCyBT8HHn6Q3R43zvx8bhs+ktwZNzI5PYE5BWXsbWimzuVh/hFpgPKagtdc5/KwuqKOW/pk0auijq/zSqh0uChtaePraSOodDjZWtPI8MQYGt0eTFqJEJ2WHlFhWHTa3/X1UalUKpVKpVKpVKc3raTFrDXh1jWhiSlBCXR8ZrDYAvgjKpACFtpMB1hb6ufh4bfzl3l/o7atoX1GwA/7FlFsDw7I0mt0vL91FpHGcK5Iv5WYCDOpccG6Zs0ODyaDlkBA5vOF+4iNNDNpcOpJvWbVH8O6si1s3r+exHX5DPcYGWbIhzpAAw4s6HDgAypDXGBsocgTTU0gBK+ioby1M+en9qbXyg/QCgq1mPnEPRghshz3juHg17HWu53G/Fu5uLwOQ1QyxrSerChaj6go9Nq/lxUlt/C+JcA9RGMBGuqbeej5pUxLa2aszkhK9x5cXLAZr7sCQ30oVZ/8DXdZHlFTbyE6OgZRENGbPDgbgt1hLo/MzQNm8N2KA/z1lRXcoptDssfOtWdMQR/fiR7RXbDprbR6HfTesoYor5+JIQa+i/LRtVDAabfx9VI/l008i9iLH6ampITUNZ+iEwJUWy/lzunnsqJzOUaDhvQEGz2qulDtqKNHbFcGJfU5xa+mSnXiqEGBU0zfuz9tkdHI9bVHrRPNFhS9Acv0GTg+/xDRZEETl4guqzuGkeMQLSEIgoBbI2FJ7IajfC/0HI5CMNXQm6Xf4xQVEjWhTI0ayGe1q2gOOBkW0pX+7zyM3+vE53Yw4uq3T/Zlq04BT1UV+++7G8lkwlNXj6+q8tgN9fpgQOA4oiZMouKD99q/tw0eQkifvpS9/mr7skBTY/vXVR/PRJ+Q2D7zQG4LpuJxl5SQ/uhjVH78Ee6DsxTa9uYCIEgaEq69HslsJtDWBoEAruIiZJeLvw/rxc7XXsc5ZzZ+SYPP7cTz9Wzsa9bg2L2r/bj+VSs4/9bb0Bt0xFtMnNMpiR8OlONXFDSiwBnxUaysqEVWwKLVYNNpsel1TE5PYGVZDY0eL8aD6YTiLSbmHqjg7mWbubl3Fv+ePBRRENTZOCquvPJKPvroI2644Qb+9a9/dVh3880389Zbb3HFFVcwc+ZMrrzySux2O9999117m6+//prLLruMJ554gvvuu4/HHnuMxx9/HABRFImPj2fChAk888wzREVFoVKpVCqVSqU6PYxKH8LsnYtp2zUYfHp0mVuRQusAkESRnIEuUsMimJ/voUdMFyRJ4uVJf6PN5yLUEOzsjzCGIQki0eZI6pyNSIpCoDaBp1ZsBGBAtxjCQvQsWF+KwRhg7OA4flwe7F/I6RRBQpQ6wvl/wXd7F7AgfwW94rqxpHANIyqgp1ALBmiTdRgEH5KgEGJQkN2gCODQiODTY5f1PN08DQCDTmKUtxnHwQGCayJEbr56OC++v59GX3BWvatVT5zUjBjw460upObLZxiXkUGeu5HBLS7ARTfBypruyfSLS+P9TcGUuwktuwgo9bRsW0TsRQ/j2LUca+/xVM58AFDwVB2gZ84onhv/IPcteBpqoimvhbdn7+Key/ry3YoCxNa69lk3vpoixg+9DG9DBc+E9+VTdxmB0mCNwJTwFK7T6ElXduKx5fNl8nRava3Y0nsRYUukYu3nQICYyODPWXqCjadnbmTe2mIeuuoiruozHY3YMdWwSvVnowYFTrHGv919zIAAgNwYzCfoXrOMqA+/QdAb2jsgpbAIAPxKgEv2vULZpIH8Lf5p9lT/1F791O91g0FPua+Jnza8R5fqGrL35rGpb29KunQjYedmDmz4gvguw+k85FL8Hica/bGLr6pOfy2bNuIq+OXCwYcY09Jw5eUdt03T2tWYsrrg3JcHioJkMuEqLDzuNgGXkwFrN5B70/U4tm8HIOqc82jbt689IBB7+RUoXg++xkYixo1HY7UScLtpWDCfmIsuIaRPXzTW4IfaxKQESg/OPECSEE0mwkePpn71KvJa3cjNduKrynAVF7FNNPDW9v3t5xJl0PPEsF5EGvXsqLfT5Pbi8Pl5a/t+eseEE2Uy8Pdhvdiwr5DI9atwHojDlJHBgqJK/IrCqvJaeseE/8d7qTo1AopC7sHXNcygo1tkKNIJDt4kJSUxa9YsXn75ZYxGIwBut5vPP/+c5OTkX9zuvffe45ZbbuHNN9/k2muvbV/evXt3Fi9eTCAQYNu2bVxzzTVUVFQwb968E3odKpVKpVKpVKrfx67qPL7eMxcloAefDhBQPIb29a1eB3n1BUzJGs2MXue3d0BqJS2hUnBWweqSjby75XMijGGMTh/Ckk1fc2NFEz5xHU8LU3Eqejbm1mAS3NwdsgQBhQ92ZSOJqQRkeHrmJl66YwQ6CRQ5gKjRnYpboToJlhSuocHVxJLCNQDsC1UY5NRTrViZ2TwSEQkBhacSF5Lvi0Ur+LinpAFd6Ne86hxNgysaUQG3F0rkaCIkDeW+ENYVT2aCM5wmu58LTBtI0NfxkxnW64xYfTJ9HF4kZEYkTeLcHt3Z9N7tGGUFZ3hnUlwD+XfLDzTEVxMfJtJtyOVod32PpdsZGOI7YYjvhKfqAKGDp6HIAWz9zwQg3hpDJ8lCsaGJFq8JWesA4OLxXfhmlZ/v9HF0CjSwVXAxBaib8yqeqgP01Wl4NyGUm1JHMXjg+bTuWEr9vp34NDJ52gV8vN3ObYOuIiQiEt2NL+PYvRKt3osiB9i8t4byWgfltQ5qGp0kRKlFhVV/fmpQ4BTybNuEXFH2H9v5cnfR+v6b2G6556h1fiVAna8VBIFaPDySciF/K55FABm/TguKQp9tOzhj4yYUQAC67M/n67OnckPudrR+P6s+uoXm6gJ2zHuR9P7nM+r6D3//i1WdcmGjx9C8cQONSxYft50rL+9wOqBD/wsCkVPOpP7HHwBw7t3bYRvHnt10e+ttHLt34i4pObziUEesouBvbKRh6RKiL5iOZDLjramm7ttvADB3744uOobEa65F1OsJOJ3B2QFWK6WvvEzdnG8xJKeQ8pc72nfduHBB+9emzEx2X3YJoUOH0XTPw8ydv5zrP/gHoqKAohBrMSLQHi8jMyKEOEuw4/blUf1YU1HHB7sKCDPosGiDvxYlUSTyg7ewr16F48vP6fqvd7muZ2c2VdUzrXPSb7z7qpNlXUUd7+0soMHtaV8WYdBzbU4nBiecuFH2ffr0obCwkNmzZ3PppZcCMHv2bJKSkkhPTz/mNs8//zyPPvoon332Geedd16HdRqNhtjYYJ7YhIQEbr/9dh599FFcLld70EGlUqlUKpVK9cf17pbPABB0HnRZm1E8JqSoo+uyvbz2XT6Y9g80uqM/49U7mwBo8To4I2UAbRt2YpDXY5CdjDPsYrs3hZJAFOcYN5OsCY6QTrCLuAwyPqdC7+ZlbP40l2TXPvytDcRd+hiGBLVQ8Z/RpTnT+GzHHMpLNIiGNiKEOmyCB1GUURQtTrQI1gYe18Rhb+2PICj8VfiOEKmVsWktZDdsQ+ex86ljCMUrS4nQ+1ECCh6fSEl1K3dPyyBpxb8BuLkKWjQiO6w2JNyU+sLJrbWS01hK09hL2VBZzc6lMWwLFJIQ34v07O2c060vyUk50D2H2kYnBn8AwdVCxUd/hYCfqKm3IpmCAwD9ZXlcs78Ql66QF7sl4YxK4uYfFnLXkOuwNW8nYV8T2U4v3auaAZAswSLA8V4/yV6FiKyBCJKGkD7j0cWk8Wbu9wQaC0iyxbffL1H20bI6WN9zV5mTUePOZF9pE/GRZjUgoPqfIf7nJqoTRbSFHr/BEVXSfYX7j9lE29zKv+t782j0VK6IGcV39RsIEMztLosiCAJ1UZEogMNsRhYlbPZmRq1aTbM1OE1KkQPsmPciAOV7FlOdv/a/vjbVH4/GYiHjsScQjb9iNsjB+gDmrt2C3ysK9T/NDX59jBHX3spK2vILEHW6YCDhIHP37PavTVldOPDQgxQ+9CDWnj3x1tW17y/m/AuJvfiSYECgrY1dF1/I9nPOwr5uHZLZDND+f/sxa4JFhM3dumNKS8dXX0/dnG8J/8ffGaRTUA6OtAk4naTZLAyMCxYC7h8bwd39g9dV+923tH7wLhMTInh/0mDeGDsAo/ZwrNSYkQGA326n8InHmJAWz8NDckgO6Xguqj+GdRV1PLdxT4eAAECD28NzG/ewrqLuhB7/qquu4sMPDwdVP/jgA66++upjtn3ggQd48skn+fHHH48KCByL0WhElmX8fv9/bKtSqVQqlUqlOvXirNHtX4vmFhSvEdl+eJCKQPC5SlYU2nzOY+4j1ZbI2V3G87eRd2BpbkIoamCDO519vmhGG3O5OWQR8VIDAwzBWdttso7zTBuI89cz2biN0cZc4iqW4WusRPF5aN74I7Ln2MdSnd4GJfVhrG0GvsIcPHsHEOJWEAGL4kcn+EHyos/aiKwJPuuLosA2qSeLXd1ZWx6K1VuPXvBzhWUVffXFAHzn7gvAoo0l9I1ygagBIfjODfHLjI8JPleHGwKsqV/Mc/8s5tuvZAYYh5IjFTJEn0eCycCZ0VeQHdkDgJ/WFnHN3xdx3+urECRN++wVUXe4n8LvsIOiYJDhxkFnkluXT72zkZmLXma6bENvDOcHZ2/WOLMACBt9WfDcELhr1G10jkjD39JA/cL3kV2t3DHmDt6a+jTTuk5oP4ZksqEYQvApIrPW29lb3MQDM/ozY3K3E/ciqVR/MOpMgVNIm96ZkLsfoeWtf4DzZ3+YJQkCgfZv/fv3EqitQYqOAaAt4OavRZ9y5Us/EFfWwBkjRnH5pM3ku6s67kdRaLSFsHDUCPZlZZKzZy8jV62m67789lHTh2YQAHiddn56cTLTn83FHBaP6s/FeeBAe7FfAMFgQHG7gx35CqAcLhasT0oi84V/kHf7rbgK8tsDBfr4BDwVwREu2qho/M12UBSaN67HmZ8f3K9Oh+L10rY3l/RHH0MJBKie9Xn7vsvf+ufhk1IUCh//GwgC2R9/gibEhre+HmQZd3kpSbfcStiwYRg7dW7fxNdsx3+wKHJb7h4CbQ4EvR7F48Gxfh1DmprwWsz4m5spffVlTJmZ3D2gG4X2VtJtVkRBwF1WRvFzzxy8jkhiL5h+1P1KuvFmfA0N1P/4A6ZOnf67m686oQKKwns7j58e6/1dBQyIjzxhqYQuv/xyHnzwQYqLixEEgTVr1jBr1iyWL1/eod28efOYM2cOS5YsYfTo0f9xv3l5ebz11lsMGDAAq1XNCatSqVQqlUp1Orj3jJv429J/cKChBE91Gv7KDBBkDH2WYNRrcPsPD2T5fOccbh98eDDJ+rKtfLZzDtWOWgRBwCSGUDHnKwbqgoNcyv2hADQELHSVyjmY/h2z6MUMnKnfSoY2WDtNPDR5G2jLXYOo1RN15i0n4Q6oTrbU4jm8ELaer9x92Ww1kCgHiHR7ODNjJbltVqYVthBOHV8ntpIz9gr03j68+cMqlKj9fK2x0kMwk1lbC4rCj97e+BOioBjCrAZWfj+XLrIfGQG3omezOxW3bzAXj8sEczotH+wjTrRzsWYdERs8XGkJpvwpdNh5/pNW+neL4dFrBlFeG1xeUdeGaLSQeP3LBJwt6GMPz67+qTKKXMcwHFqZ7uu/ZILBzDrFwXnlldgC5VR1v5nFeQ6oguzZn9Dn3MtIuul1kP1ow4P9WE0rZ9G6Yymt25eSdt+nRJjCOtwryWwj5PKXeOD1ZTRLOuIj1YF/qv89alDgFAsUHzg6IACHAwIHC7MCBJoa2oMCK+25LG/ewxTRSxyw3VdFvtvRYRdaBQatWUev3Xv4atpZAOzukok3Jokz2yz4F85EDvjw6/RovYc/kChygNKd87BGpJCYPfb3v2jVKVP34/ftnftAMCAAIMuHAwQHBVwutk+biuL1dtiHp6KciAmTCBs9mpIXnseUmYmo1dK4aFGwgSC0byMZjYQMGEjDgvm4DtYN+DlBp0fxekBRcJeVET6qM5kvvoS7vIzoc86jeeMGCh76KyF9+5L5fHBGi+xydwhudEhZBGjCwpBdLvzNzfjtdurmzCHlzrvICre1t9FGRmJITcNbU42lWza/JO2vD5N43fVoo6J/sY3q1Muttx81Q+Dn6l0ecuvt9IgKO267/6/IyEimTJnCRx99hKIoTJkyhcjIyKPa5eTkUF9fz6OPPkr//v2P2dG/a9cuLBYLgUAAj8fDyJEjeeedd07IeatUKpVKpVKpfn8iAgUNxSgoiGY7CDKIftxbRxNI2Ysm+nAqoSJ7x7RCn+74lpq2YI1BURD5dOMiRrgSSDbWIQgQrnHzVMu5TNJv4SzLjvbtAki4bKmEWeOhvBa3oMdI8DPyoWExDVWV6Db9hKXbUCSzDdWfg6zIaKs3oxMC9IzYRRlG3ARI8fhI8dSQRCvhB98Lo8wyr+37N36/j8Q0H8lON/1aA1h8bXwbE8q1w25AbNyDq3oTvS0TaHN4+LK2M5ONbeT6EtjiDXbgn2O2onTuTtvXL3ONpYlPHEOp8IeT7M1vf8MJosRdIXPxtyahKAO5dEIXIm0GuqUH62Q+/VUBewobePAKC70yg8/cPns1BsHHfm8Ut1TXA/UMEPUofi0+SaHNr8UgBQhRHOj3/IR//JloQzs+rxtSutO6cznG1F9+1o+KDuP1h6YiywoWk1pvQ/W/Rw0KnGKGM0bj3rgGTUoGnh2b4ODo53ZaHRzssK9vrKCpzUp3cxIhmuDUqr9d3JknA/0oTAuH2iUA5JhSGBnanf55hWza/S4A45atYOWQwUTW16Pz+9HVevEDkWn9aCjZ3j5r4JC1n9wBgsB5j28kNK7LCbwDqpPp0Ej+Y9HFxuIpLgZBwNyrN23btv5iW2uvXrRu24avvg5ffceULIJWi+L1Ej5+AoIosP3MSe2BrWNJuPFGyl97FYCmFcsJHzWa0MFD8NntNK9bS/OGDcjONuyrVyF7vYg6HS0bN7TXPEi46RaqPngP2eVq36erqBBfTQ2SzYY+JpbIyZOPOq5kNNLjs1kogQCi5pd/FQqCgO5gME71x9Xk9v7nRr+h3f/X1Vdfza233grAm2++ecw2CQkJfPPNN4waNYqJEycyf/78owIDWVlZfP/990iSRHx8PHq9/oSet0qlUqlUKpXq9yWKIhM6j2BHdS5dUzuxJGQJ7i1jAQFfRQba6AqUg0/ibV4nBxpLiDSFYTOEYNIG6wsYNAYeGXE7f1/xOksjItnqG8yTPcOI6zYYZWYZsUpz+/EUQCKAW9BTXNaAXUwmNSUeoXh9h/PSNhbRsDAPV8luYs+/72TdDtUJVutoYFaEgR4OgWVhRuw6DdstetJdXooNejRtnYnw76HemMQ3OglPoIWz6lsZ0uzqsJ8YRcSfkM7Kbe8ju0zU7D7UR2XlB1cfOutqseoULprUg1kL95G3ZiU3WneSo4Mu2ipKA+EMBCSgKDQUQRdFinsvtDUQaLNjtoRx7qjOuMvycJQ3snlvDYoCW/Jq24MCw+q+JGCuYUpqb3S6/nj3b8Ise/jJ3ZNt2l7UrmsiRmzlnpTtRKSPPGZwy9pjJJauQxE02uPeN5Ph+OtVqj8zNShwimk7ZRH1z08A8OXn0fjYvSgtdtDpEYwmlOYm0OvRDBnOReY11OXN4/6kc1jUuJ0IjZXB8ZkMTbmAsaIOk9bMl3VrOCuiPxdED0GJVci36THs20pai50h1l7snfcoAIfmFNQXbT72iQkiOoMVnTH0hN8D1ckjHVmg9FAR4YM8xcXBLxSFtm1b21MAHUkTEYG5a1dKXn8VfD4sffpgiIunafmyYGFgCG4jikSfex4FD95/OCBwMCWWaDZj7dOX5lUrAXDm7Wvf/6EaBFWff0rlB+8TcDgIHzuOyClTsfbuHaxZAGjCw0EQ0FitxJx1NtZu3Sl97RUkiwV3STG+Q/UGunSlyyuv/eL9EAQB4TgBAdXpI8zw60Z2/Np2/18TJ07Ee/DnZsKECb/YLjk5mRUrVjBq1CjGjx/PggULCAkJaV+v0+nopKasUqlUKpVKpTqtXd3ncIpSSZL4aZ8Dv8NKeoqOqoMBgXBjKEOS+vHgomcJM9q4uMc0Gt12kkLimN7jLDpHpvHqpCd55t/rCfgkzEMHYbQaeOYqG1VbGjH6yjAkdKJpw0/gbEJsKKaf5AxGCYpL249/KG2wJEnIftCEHD2jVXX60kka9pr17DUHBxOF6C2UtMHz9pHIbgvBkqI9oUmBSgFDpx2E+u0d9uFI6kxLchI3/PsVYg19SE0HuyeMXYU1KLLALbaFRAutaJObKTD15kxxBb0tRZT5w3EZZAoTGhncpR+l2wtI9jaw1qBg9HbC69tPiz6GdEsY9XYX3836gdENX4Agctfke9lRq2XaiIz289BYwgjYa0iMTyNs5MXU//Q2jqoSmgOZuKTdUJBBrWLBfMETRMX8cnrV/xQQUKn+16m9YX8g2s5diPn0BwJNjQh6A63vv45r4Y9YL78eceo02nb8DYB8VxVb24KpWM6wdcUoBju5VjTvptzbwMe1K7ggegg/NG7mCWUHhiwD77jHsPf752gIC0Pn9WI92IF7JL01iuyxN6PRGUnudSZavQmjNeqodqrTV+KNNyO73QQ8Hmz9+uOuLKdpyZJjthV1OgIAXi+i0UTU2dNo3rCe5tWr29t4K6vo9ua/2F1QgHNf3uGNZZl9f7kN6YjRz2EjRxM5eTKmtDR00THsmnEZ7uIiIsaOxTZgAIrHQ9Q55yJ7vZQdnDkAIJlMpD34UIdzCztjGD0+/xKN1YomJISQPn3Invkx1V/MonTL4UBX/GWX/3c3THXa6BYZSoRBf9wUQpFGPd0iQ0/oeUiSxN69e9u/Pp7ExESWL1/eITBgs6lTuFUqlUqlUqn+jK7rdwlX95apb3YT0LTw8JK1GDR6nh33AEuL1gLg8rlZWbyeZncrOlHLgMReAFTWeNizPzi0b8veGsYOSME391lsDZVoeo/HU1mAx9lGsDtYwa1o0ONHOKKeQEi/SYiSBnO3MxA1WrRRySf7FqhOoHBTGNO6TmBHVS5mnZlLonJoXfQFVuN31OpDWOnuyhpvJ1BEALqEZvONXEGZ3slgawp06c/TB+YjF/vx5p9BKQIX9OhDn8uiufTR+QDIGgkC4CvdSUvTN/TSlaIXAtTKNnrNuIt7lEZ6xXVjU5d4Hl3zLsnhSVzfbyRLN2UwJCeY63/hhhL2FDUxOgQQBIb0TGBkREKHa4m7+BF8DZXoYtMQBIGoKTcRBRTPuR9PlR5t6m6y0kJIOk5AQKVS/WdqUOAPSAoLB8B22/2E3HgXgjYY3fy4y20UuKoZGZqNiIBL9jLC1r19uytiRuFV/FwYNRQArRDskBIVhb1zX2SPSeb7yeeh9fm48stvMTpaOhzX46iny/CrMFgiTsZlqk4Bc1YWYaNGU/ryP3Duzf3FdoJeT9ojj2Hq3AlBlNDHBNPn7LrskoMNgrUuTJnB4r9xM66g8PG/IeoNKD4vstuN4vHg93hAowG/H8euHTSvW0PWy6/RuGQx7sIDhI8ZS9iw4R2PrdMRNfUsmjdtJHzsOOrnzaPlwvPo9PQzuPILCBsxEslkwpiSctR5W7pnI2i0KH4fIf37E9Kv/+9051R/dJIgcG1OJ57buOcX21zTo9MJKzJ8pCNH/P8nCQkJ7TMGxo0bx8KFC0/gmalUKpVKpVKpTiVJEokJNwEm3j37OQRBQBREpmaNJdIUTrItnjafEylXYmTaoPbtOiWFMrJvIg6nj/7dYgEQpGB3jq+xEnfJbg4lmzRIMgb8HY4rAAQCREy49sRfpOqUuSRnGsuL1lFkL8O9fhU2WQEBYqUWplk2syW1FNlpJdPSg4fOvZBqxwASbDFoJS3bq/YQsi/AlKZqiky7WenOISrMhMWoIyvDiLa6gDCtQEDWICl+imucbAwMpoeujCoxlr4f3Ulcag7uczP4eMdsJI2Oa/tcTEy4mYsnHE5JPSg7jpXbMlgScTnh4TbuenYLl01yMjmpBdFgwpDUFVFnQB+XftT1JZBNdX7wWeuS8QNP2n1Vqf6sBEU5TrJv1Wnvsx/+SvWymcRgYGe0lfnjxiDKMrct34lYnEtKr8nY4jJxt9QR02kwGQPOP9WnrDrBWnbuIO+mGzqkDhLMFvRRkbgPpRACJJuNQHMzxsxMur7xFo1LFlP83DMd1veaPYeWLZux9MjB19jA7ksvPup4MdMvIqT/QPLvuRMIzlZoy91D08oV6OPj6fnNdx3ay35/e47/hkULOfDowwDo4+PxVFYSOXkK6Y/8rb29r6mJ0tdewZCcjHP/fpqWLwMgcupZpD34EIIgoAQC2NeuwfR/7d13fFX1/fjx1zl35yZ3ZO8QElYYYQ/ZioBWqaLgxl23pctRq9W2jlpHHbVVsY5qFa0bBUWRLSIYNgSSkEX2zt3jnN8fl4amar/trxWUvJ//kHvO+XzO53werHven8/7XTgAS0bGfzeB4lvt00PNLNlR1mvHQLLNwuXDC5mUJTufhBBCCCHE8SHUWs+hZ36KHg7QQAourR2rGkE326lRMlCAohOmoAa7IBLCOfEMjAnuYz1s8Q27d+3jlNTv5spD7RT4wzRpLpITVPYnOXnO7EUBor54tH1TAIXLTx/GrInZ/Gj5XYyprmZmhw+Amnk/Ij9lBJ3eEMMLkql/42H8e9cT1lVeYCo7gy4sNp17F83D+sVSQjtXgmrAdM1D/OSDuwH4wdgLmFUwpWdsuhYFRUFRYrsVbnjgEyrru5iT1cGp/ndAUcn+wcOYk7N72nh2rcNbuonwmFksXvUywT2TMKgKjy2eSk5mbEFrg6eZuq4GRmUMQzkKi8CEOF7IToHjXE57F/7ubiIWnYHlzRiiUeL8fvTGJmb/eBmZQ6Yf6yGKo8xfdqBXQABA93kpvOdpdl+8CD0cBiDaGSta5T/8or3zs94FqgxWG9WPPEzzO29jSk6m+M13UOPi0Hw+MBpxT5sOmkb2lT+ge9s24gYNxpKdTer8s4jOno0lO4fEmTN79Vn10AM0vvYqrukzSPne6bhnzCT9ggsxxNnp3LyJYF0dhvjYFkF/5UFKf3gDOgrhplgNgcRZswGwFRTS8t4yQnV1DH78Ceqee5ZDS57ClJjIyHffR1HV//3Eim+FSVkpjM9MZk9LB+2BEG6rmaJk11HZISCEEEIIIcTRopot6NHYjoBVngFkG1uYZt2PEvJSkBwg56pH/o8exPGosr0WgCVpSRhKptKt2zhjRH+iWTvRy9YTaU1HD1mJRAB0Xli+hzHF8TS1BSipncxI2waqo8nYPOksfnE14YjOxfNzyUk+gbZwGTtDuRgKhzEy7wtO6j+F/ul2WghDWj+ck84gwZXNteMX0eprZ0a/I7tdwh2N1D13K7oOjtEn4xhzClfPH8HKzVXMKUyHD95FMRhRjLH02C9uf4OV5eu4vawRNRykvdlLSpqNruKN3OEJEn7+ZXwLbsKYP4JbV96HN+Rj0cizOW3QScdg1oX4bpKgwHFu4sL7SCuYQGfDAXaseJiCyioADCYrSbkjjvHoxLEQV1AYS0mlqujB2Gpq58RJxOUXUPTMn9l92aUQifSkCEJVcYyfQMLIUXRu+hQtEADA4Egg1NQEQLilha7PN5N1+ZXUL30ZW04ueiRM/i23YbDHU/XQAwTr6vCV7sOSmkrujYvJveHGXuMK1NTQfrj4cMea1XSsXcPwV14l9/rYdennnIuv7ADxw4YD0PXF1p77G+x2ol4vbR99yNDn/0Lzu+/gLy+je8d29GgU5e+53Q1GkJfDxz2DojA8RVZBCSGEEEKI45cxIZHMRb/G19JIxbs+CkKres7Z8ouP4cjEsTQgOZ/Ntdtw2O205lRi9Lg5edI0MpOL0KozcDYux0uEd9x16F3JDB/mID0hlZnpc1ixw8+doVj2iOsUIxEtCqh8VL6O386/il+VBEjXGrnSuBqn6wQc+RPx7NmAZ+dqAFqXP4UlLZ8Z+ZN6jUnTdPZs3UGCN7bwsGP93wi3HGLoWT9laP/Yav9Q3kMoJgsmVyoAG6q34A8HKEtJIbuuhTcrE+kfP4nrziyg4dGrQNcI1O4nPn8E6uGdBwZFFv8J8Z+QoMBxzmSNZ+DkWLHVobOuo6V6B3V7PmL0vNsw2/79vNfi+JFQPJLRyz9AMZnp/OwzvKV7yTjvAgA6P9vM4SUDGBwOop2dsZX6NhuNy95B/4cdBjnXXIc1N489l1+CYjIRV1CIa9IJOMaOY/fFFwLQNm4CaWcvwDl5Ck2v/w00jY6NG8m9cXGvMUW9HnZfuoio10vcgAH4yssxOhwYE478HjXY7SQUj+z5nDxnLr79BzCnJNO1dSvdJV+A0YgpKZmE4pEE6xtImTcPxWAg4+JLMCUlYUpOlu2EQgghhBBCiOOCNWsg1qyB/LEoStB3ApGSdzEl55AwbOqxHpo4Rn58wpV4Qz4MqoFlpR9TmJhHbqqbZm8r5sYNTLCUA1CW10ZjnJmr5tzGvso2Tm76ghPdJbzqnUBb8mjmTuxHnbaH9/esZ9rI8TjjLTz4w+k0vvEg3r27aW2swDFmLpasgRDnBl87WtBHsK6sV/ofgNc/OcBf3vcwzzGG2WkNRFoPYUpM73WN+Z8KX18++lzWV23GlTqdW/8Yq4c4DYWQbsM66hSMUT/OifMwGEzcc+ItfLq3kqnZw7/BmRXi+CNBgT4kzplG7vCTyR1+8rEeijjGDPZ4ANxTp+KeGvsPY8enG6n9w2OxCxSF/JtuwTlhAgZ7PKWLb+yVPihu8GCcEyfRsX4dpuQUUr9/BubUWERftZhjxYU1DRSVHectJFAb28LomjKV9PMv+OpBHX5Zn3rWAlyTTqB94wbqnn2GzMuuwORyfelyNc5OuL2VluXvoZpjWwwThg/n4L2/oXPDBgCMCfG4J08h1NRI5QP3o4dCDHrkMZzjpSiREEIIIYQQ4vhgMRmwOBNgxvnHeijiGFMVlQRL7Pv+wmGn9Ry/74MX6QqFGGowYXelctdZd6OarVTVebnp8dU86NqCRdE5L34TyvcXEI5oNJelUBA4hTl5Y3v60YmVJTW6Uljzznvs372fZS3f44LsKk4qTiK+aPKXxqQoCjoqa/TRXHL5SXS3VvFm3VYKKz9jWr+v/m7utCbwxbYgGxtLMDg8RLvdFPVz8/z9j3C69XOiBguBkeeQm23nrY8PsWx9LWs+9fDwYkmRLcS/S4ICQvRBuqbRtWULcQMGYHLH0qx0fr75yAWKQtXvH8LkcjH48T/G0g39g3BzM4qi0Pi31/CXl1H/1xdJW7Awdq6trWe3Qd3zfybc3NzTLnHWbCp+dSdRj5fBf3gC+8BBQCxIMfTZFwjW1+EcN56ODeupOlzUWLXayLn2ui89Q6Szk461sXRD0VAIDAbMmVm0vres55rWFcuJKyjAMWEiRKMAaKHQfzN1QgghhBBCCCHEt1azt5VWXzuDUwqBWPqeis15DFMgMT5Cc8jGRb9eywVzBzOiMBlFUdkcLGCStQxFj9LZ6aGqvov12+sA2Ly7gVNOyAdAD8bSCWuRKFk7niVH0Wm1hFkTGcvsOC8HH7iIuPwRpJ/z857xnDWzkP6ZTnLSElBUA/e8t5sDLU2Yc9cxJnM4dnPcl57h0+qttFcnY87fidnVwhDncJ5/38RoYimCfGGFXz6xgSV3nII/FKuLGA5Hv7lJFeI4JEEBIfqYYN0hyn91F57t27Dm5tH/jjvpLtmKNTvnyEWaRri5mXBzM52fbcIxZixdJSWoZjOR9jbcJ8aK96Sfdz5Rr5ekWSdT/qs70QIBsq64kvzbbkcPh/Hs2U3LsncxxCfQ7+ZbUEwmQg0NABx6ZgkDf/u7nltas7OxZmf3nANAUUgYPbrX+HVNo+rBB/CVl5F0+um0f/IJmscDmo5n+/YvPa+/upqaPz6BIc5O4kmzcE+RrbRCCCGEEEIIIY4/H5Wt47mS1whpYa4aeyFhLUyqPYkMdwKDPHUY0EnuPog/eAKrS6qZMiaRAZMr8dbr7GjO57PIYG7IyyHNHcdJ43Jo7wqiqgp3PLmRYYXJzJtzJdZda7D2H0nZX+7BGvVQWDSQi+dOoPOVn0A0jK9sK1rQh2qJvexXFIXRg2OZBbbvb2bfHoBc0rJM2IzWXuPfX93Okrd3kZeVS+HQ3TRoUaJAWAvjD0bZwCDqom5ao/FoVgN3r32MA9pB+o0axrUzRx3dyRbiO07RdV0/1oMQQhw9+268nq7DuwJM6elEurvRvV4wGsm6/EoUo4H2NavRwhECNdXoPl8sHdDh1f/WvDyi/gBaMMCgRx5D83gou/02Iu3tAKh2O2M++AjFYCAaCLD/RzcSDYXJOO98bAWFlN54HeGODgY+8BCuCRO/cowNS1/h0J+XkHHhIjIvWtTrnGfvHvZcdknP5/xbbyPY2EDdn5/B6HAS9ftQLRaiHk/sGVNSeu1WKH7jLSwZmf+z+RRCCCGEEEIIIY618rYqbl15X8/nE7LHsb50H3rURF5GHFcWzMe95z262tt5NziMjZYdGBI6WNDQyRhPEICy0TN4wXuA4amDuWnq1TS/+wf2b9/Jc12TadRcXHTKEBbOGgjAppJKXl2+g5EjCynKTyKvYwuff/gBhZl2Blxxz1fW8/P4QvziyY0EQ1F+c/UJJDltvc7/askmDu3fxw0JH2BKcJF22V3c/NcV1JXbSXc7aGj1kZJkoMXXjrnfXoiYiXQkY8ysYMqAoSyedPk3OMNCHF9kp4AQfYytoICuzzcTVzSUQGUlut8XOxGJ4NlWgmvqNLy7dvVudDggAKDrEG5qBKD8jl8QXzS0JyAAYHQ6QVWJ+v1U3n8f3du2xa69/TZUmw09HIZoFNVk/srxBevraf3wAxyjx5B+7nm9znlLS6lb8jQGh5NoVycA1Y8+gmqL/Uci4vVQ/PpbNL3+GvV/eQGAcEtLT/u4oiJMySn/4YwJIYQQQgghhBDfbm6bkwSznWA0RE7nXD5+IwycAChURbeijzcQrNmH0dvOaUopFdkunB6tJyCAauCtbWE8aiFbIrsorSzBvHM1mSqMMleyIjASZ3zse7z/4A5aVi+jqa0fr68q4zX9APmZDg52ncSQxETu/4qAAMCHn1URDEW55HtFXwoIvLhiL92+ELnGFuLUEHibePyx9xkfqmKnmsGgQYVcdMoQzr9jOTlqiFFNPjZ2DqE54kDFyNjpI765yRXiOKQe6wEIIY6u5DlzMSYm4ivdh+bzxt7yAwaHk6wfXE3d8899bVuDyxVrc5gtrx9pC8/BEB8rZGRKTmbYsy+gRyLsvuwSWlcsB8BaUACAHo2iRyKg67Ff/0nFPXez65JFePfspn31JwSqKnudr3v2GTo2bkBRlJ4URlGvh3BLbCdA2llnY0lLwz1tOor18DZEXUcxm7EPG0bRn55G/af6CEIIIYQQQgghxHddos3FhKyRzG3uZm7dm2QbWoHYy/kJuSPJaW4m6j28w1/X+VFNO5c0dva0L+t3NjUtBUSb8tA8LlLS+qMXz2C/zcy2AY2cv9DJnIn98JWXUP/yryjybeWitD3Ex8W+Y7f5ugDwhYJfGtvBuk6uuvcjXlyxj9omDys2VfU6X9vUzdKV+9lX1U7WhJPY7MrljcBIikLbmGnewbWJa7no1CHEx5mZOSabRQnrOFGv4VxnCUaDwg9nn8aUvHHfxLQKcdySnQJC9CF6NErZHb8g0tbW67hiMjH8xb9iSkrCnJZGuLkJxWZD9/sBsPbrR6CykmhHB+bCQvRoFPf0GaSeOR/Prl1EfT4Uo5GMSy7D6HDgqygnUHkQAFNSEsOWPEv3jh00v/M2bR+vBMAxdmzP/f1VVZTd/nP8Bw4AYHA4SJp1Mrb+sWBCuL2dhqUvYysowLNrJ8mnnErCyFG0r/q413M0vrqUlg9WoPn9sR0Jf6eqxBcNk4CAEEIIIYQQQojjkrd6D5M+ehO7DqgwwbqfWu8kZk/I5YZTR+Gt2AGKAorKGt8ATrTuA11hv1pAhcdGYnUFs9OT2GPI4oZTLsHWUM0TZj87s1yk2pM4bWTsO7xn55qexYWTZk1nbP8p7K5s4tFdv8PclcyoUcW9xrVj41I+2lBOXctQAAqzXcyfWdhz/tOd9ZTXdlA8IIWmdh8nTihgSXwW5bVJzLPvAKBRjXLbA69iV520+jvItyeRonWjhnz8Nm8VeRlDj8IMC3F8kaCAEH1I/Yt/IVhT0/PZ6HRiSk6h3y0/p331J1Q9+nvQNIzuRAxOJ8HDL/YxGMFggGgUf1kZSaecStrZC9l14ZH0PrqmEWltBcCa14/Us84m1NRIv5t/jmq1ogX8+MrLMCUnk3TybBRVJeLx0LFuLXXPP9drV4Bj3Hj6/ezmns+Hnn6SpjffQLXZGLtqDVo4zP4fL8bocqFHIrH6AYoCuk6088hKB3N6OqGGBvRAgMZXXyH7mmsxWHsXMhJCCCGEEEIIIb7L9GiExlfujgUEgBaTkZr+KnNSDFw2bTCL//wyrgMNnO8wETf4BJatz8KuhGiKumjJGMG88GskRbzoKFxx/dM0f7yEhr2bGG8zsTPLTbO3hThTLN1Pwti5RLyd2AeMwTHqZMKRKJ/tbMbZMBPHwP2cNCgWPChtKcd/aD+OT17lDKDJ5GB3OIebF40lPckOQJc3xH3Pb0bT4cK5gznn5BPwHdjKpdt3UZ+TCe2xnQ6fWJIJNCQQQAMcPOOfSq5zMuOT32CLOcA521eSn1FwlGddiO82CQoI0Ydo/7B6Pn7UGBKnTcPgchE4WMGhZ//cUzsg0t5G6oKF1D31JwAC5WW9+mld+SGOceOPHDAYUc0mwm2tfD5zGiaXm3BzE4X33IfR4QCg/qUXCVQexJrXj9wbF6NrGuV33kHnhvVHuklwkLZgIekLz0HXNCrvvw9/5UFck6cCEDdwEHuvu4ZQawvBqth2w/TzzqfprTfRNQ092HubYsE9v6X+2SV0rFuHYjBIQEAIIYQQQgghxHFJQUcHUFRKZ53FvIxhVLRX83HFeg5WB7jEXI1RCxGtKuGifiqjuirQdNja1E6SJZYmuFOzsuKDCk5s3I8FSA1FUVGZkNSfuicXo4UCRH2dmFPziB8zh6gWZX91B2tLDgFGLphxAf3cOVS0VXPbm88Sd2AgtzhNGJUIBcVJnDF8POlJdgJ1ZbSueBpLfjH90lJpam7HF4hw1b0fcXXCRzj93aQHy4kfMR3PjlWMsATZ4mxA70wHIMlp5Nc/m8LV78QyEeQnOsg/JrMuxHeXBAWE6EPSzz2PxldfIdrdjadkK56SrT3nkk45lfZ1azEnJ5NQPAprVlbP7oB/phqNqKYjf32YUpJJnjOX1g9WoAcChBrqAThwy02g6zjGjydxxkyiXi9pCxcCsO/6a+ku+aKnD2NaGkV/+FPsvkCw7hDNb78FgB4K9xwLNzf3tIkbOAj7sGFoL/8VANvAgfj37z8yToOB5FNPo3vbNtzTZ/w3UyeEEEIIIYQQQnwrKQYjzoln0LFuKU1GhXcPfMKK8nWEtQhZCekUjHCyqaqAoqRkHKMmY6zYib4zVnGgKZKAFqsfzNPdMyg2moh3pBDuaiNiMjE0dQBjVCfhto099ws0VHD5qzeimSzMGzSXicPS8QUijB6Uxp66Su5a9hciHUm0R53c1X4m1ywYyIWjh2AzxRbqdZesJFhfRrC+jMWWOHSnjxe3nERe2ItTOwCqgaTZl+LdG7tnkW7me67d7PUqtGrxLIg/iNNyCiPShlDVeYgxBScc7SkX4jtP0fXDicCEEH1C59YtlF5/be+DBgNFzzxH/KBBAPirq9h5zoKvbD/o0cexpGfgr6qk8rf3okciRDo6es5bCwoIVFZ+KZig2mwkn3oa2Vdfg2fXTvb/6IcAKFYreiAAqgqahm3AAIx2O/3v/DV1z/2ZQOVBvPv2of39GlXt2dGQcsaZJM46GV9pKYrBgL24mL2XXtxzz/TzLyTxpFnEFxX9l7MmhBBCCCGEEEJ8uy358CHWtJYSVFX0qAE9aGPiwEJ+OvkqAKJalJfXPEXOhs1k04WiwKveCWwKFlI8QuP7E6YyvL+bljd/h6++nGcdsN9uQdV1zuyMMEm3E2mtZafdzEsZLgC0oJX84CzmjRvJ1JFZXPfwcqprQyiORvSuNNT4dqxFn2M3W3FZXUzNG8eprkJaPliCanPgL48tVqyML2ZTo41z7ZvQzVa8Z96JW4e46k+JHzaN/a88jN1TC0DQmcvB0Tcya1wuZpPhmMy1EN91EhQQog+qe+5ZvAdKaV+16shBVSXrmmvp+OQTvHt2f7mRakBRFVSLhaHPPk/Vgw/Q+dkmjE4nRpebQN0hCIeJGzwE3769R9qZTPAPaYusef3AoBKoqIgdOFwL4J/l/ewm0uafDUDNE4/T+PrfSFt4Lk1vv0m0vb3XtUlzT6Hgl3cRDQTYPv/7RP7hvGIyMebj1VJkWAghhBBCCCHEca2uq4E39q6grqsJ/1oLSshMucFBwagOpg8twLf6ZQZ6ArjDsYV2+0Np1OluVhgGo+WXcNLgUVyWO5lDz/wMgO0Di/jIqjG0toaRQcg2JxBpb2C/zcSfs9woKAQPDiHanIuqQtGsfdR/kUVAbSQcsTA2FGCPTSGYfyQlcZzJxnPzHwIg0t1G3Qu3gaZTMe4qHnytioGmWloVG62hJBRF4ZEfzyA/00nb9nW0Lfs9KlAdTWJfKBP3+FM4Z96Eoz7PQhwPJCggRB+2c9EF+A8c+PoLVDX2q6ZhycomeCgWlR/40COgwKGnnyLltNNJPXM+VQ89SONrSwHIvPxKurZ8TuBQLZGWFgCMTheRzo6vv5fRSNr8swi1tRHt7iL51NOwpKYS7uoiUFWJwRaHa+o0tp9x+peauqZOI+uKH9D+ySoMTic1jz2Coqroh3cUjHj9LayZmf/5BAkhhBBCCCGEEN8x/s42ah67irs65tOlx6G6msjst5mfVbcBoCsqASzYdD8AHxcWspIuMhPSeHju7TS/9wTR7nZS5t2AGufk4H3noOgacQPH441z8V57B0PadhMJh3lHm0RdUy44GxmdsQlVU9jpsJAQhNtqmmjTbCwtmM2kEUlsbdjNyKRRpCtFJKeHMHQ3kFRTRsLw6dy9ehNfbLIAGqD2PMtvr59MVXgnJtVExppV2Bq2E8KImQjd6WMovvznx2CGhfjuk5oCQvRhyXNPpebAI2AwYHK7CR9+gd9D03p+jHi6jxw3m3GNGYNr4qSeQ6lnnoln9y7sgwejBfx4tm/r1dW/DAgARCI0vroUU0oqWZdfQcUvb//SLgLv3r2xnQeahmvqNII11TgnTyHzgovYfeXlBKureq619C8gWHkQc1oaJrf7354TIYQQQgghhBDiu8xij8eYkMiUQCnrGUpcrpc2k4Et4Tz6q80kGnzY8NNqVInTQOtsxuAwYwyHUFQDqaff0Ks/9+T5+A5sxTXpDK5/ajvXGT4nzxgrTjzG38QhLZskn4ELGrr4MMkOWIiLKAAEdQv991Qw8uDbzJh8Fr9ebaKsdgv2pGquMa/HGIzgObiDtrQ4zIUq6U4XDt8QVE1lwYwReEy1vPDZUnzlw6BtOKmGPG4dWgm1O+g3ovgoz6wQxw/ZKSBEHxeoqcGcmopqsbDvhuvo2vL5/9nGkpNL8at/+9rzuy5ZhK9037/sQ7FY0INBAIxJSURaW3vOZSy6mPoXnu8VFFDMZhSTCc3rJWHceAbd/0AsEFBbw8DfP8qBm35KtKurpw/VHs+ot99BMVskdZAQQgghhBBCiD5FC/qJBroxOVM52F7DzR/eQ2D3JJw+Az9KXEbYGOF9t52Lm2ILAIOAGUg78yfEF3114d52fyeL7lrBr+PewWEIoAHoUKMl81TXDO5wvYlJibLSWMAHzWMZnuhjX5udaxI+op+xBSUln5f9Uymt7Wax6z0SCKECIVcKdzsU/JF4fnPa1WQ3N9D09iMY80egDx5P6L0nqY4m8UjnqegoLD6nmBnDkzDYEo7SbApx/JGdAkL0cdacnJ6fC+76NY2vLaVtzWpC9fWx4r5fIVhb8y/7jBX//XJQIH7ECPzlFUS9HhSzBT0cBk3rFRAAaFj6CkAsZdHhe+mhUE+AwLdvL/6aGvxlsdRHNY89StTjAWIBBs3nI+/HP8Vgj/93pkAIIYQQQgghhDiuqBYbqsUGQL47h5umXIPP/gnpFXsxdocgDBmhCDqgAJbD7Tw7V39tUMBujsM9fAdaVQT0WDtFgRxDGyfl61g6ogBEDYOI6ha2ecKgm3nNO54TrPtprnJwbtwLaKl2lFAI5XC/5o5mJncU815bMVsygph8G1G0KP6KEuJcqRiAfsZ24s06SYlOpozKwSAFhoX4r0hQQAjRw5SYiNHpInDwYOyA0QiH8/L/nWKxkDjjxH/ZT+aFF+GrKKdt+fu9jmddejmNb75Bx9o1aN1dX9OaWLAA0EJBFKOxpzaAYjKhh8NoPh8mtxujO5FIexve0n04x0/E1j+fzEsuw5ggqwWEEEIIIYQQQoi/G5s1gqrXfk/U20nYYMGHxuwOPz3pQxQV1RaPe/p5X9uH2WDizlOvovrFX+Lq6gIdVgWKCCQO4JpLT2PzQ5+ga1E+bYiLNdBU0tQOLorfQGPUQZ1++DVk2MdH+Xn4uloZ02okBR/7vNkAtHUG6Rw1iX2HtnEgzkJnWzPXDJ1FxuCR/HXwpK8ZmRDiPyVBASFEL+7p02lZ/j6+/aW9AgL2oUPJuOBCEmeeBEDTO28Ramoic9ElqGbzl/rp//Nf4N21k2BNbKV/xsWX4pw4idZVHwOHX/BHoxidTiLd3b3ulX3VNTS9+TqhhgYwmVCsVvRAAM3nA2KpgSp/dx96JBY8IBKhc9NGrHm5EhAQQgghhBBCCCG+gnPCPGrWvYct1Ibz8DJ9TTEQP+EMUsbPxZiQSKuvnaUlf2N05jCGpQ3+Uh/93bmkfW8xNX+9m+pIIpttU/jF+ZPwYeX+rnlEohpOu5mCSAPXulbhCRtw0U26oZPPc3LxD5zPcxWrKGvIIKNjFGu8dgBmWXfRz9nMHvMW4j3DWJHqINqVSGjrUG4yKDw5rRjJBSDE/44EBYQQvVgyMhnyxyfZNu97RL1eVLsdzevFu3s3gdo6Sn/2Y1wTJ1H1wO8AiHo8WHNyqX7kYVAUsi69HMVopOaJx0mcPYdwRweWlFQyF10MgMFq7blP+gUXUnnv3QDYCgvxl5WBoqAYjYSammIDCofRw2FUmy2WzkjXiXZ10rF2Lbb+/fF3HymA7N239yjOlBBCCCGEEEII8d3hmnQGW8MFpK25B6sSYkM0ny3eQXSURJnj/giLp5t6I6yv2cKH5Wt59NRfce+6P3Coqx631cnPpl7NQxuexhvyMbj/YtaXtHDVmQPJTXfQ6QmiqgpE4bJTCinc+g6RTh8uoNGVyh7FQ1yBAaVyF+c0drHX18xkyybKjRk06W4mGfcAUNntpqrdFRtw1ICFCIl0EwxHvu6xhBD/H6TQsBDiK0WDQXylpVQ9+gi+3TsBMLjcRDvaY0kDTSYIhVAsFuKLhtJd8gUAtvx8TEnJdG35HGteP4a/vBRFUQg1NbLvhzeiWiykLTwH59hxlN/1S7q/2IpiNJJ3863o4TCdG9fTsX79vxybNa8fiTNPJGPRxew8byGhxkYA1Lg4Ri1bjsFm+2YnRwghhBBCCCGE+I5qb2rGpIa44A8r0LqSMafWcal5LUW+ENvTUnn58Ab8kwumsrJ8XU+7BUNP47XdywC4bvzFTOs3AUVR6Pj0LTo+fQu9eB6tmZMZ5uik7rlbAfClFZM9ZhLbTRqv7VnOjw/EsgnUqVYytQAhxYJZD6Lr4DXGs3LcKOaPPov9LRU888Ur/OhgB2nREI4pC0iefu7RnSghjmPqsR6AEOLbyWCxkDBiBBnnHvlH15aXF/tB13vS/diHDsVXUQ6KgiU3F9eUaWRffyMp3z+TrCt/QMNLLxKsr6d72zYClQfxle6je+tW9EiY5NNPj3UXiVB596+puv8+ur6IBRdQYnsZDS43irX3S/7EmScSOFRL1+ebyfvJTZjT0wHQfD72Xn/tNzktQgghhBBCCCHEd5o7NYX45CxyR9ZiHvwZGUPqSdFirwgNnk4SzHaMqpGoFiscbDVaGJ46iOL0IVxYPJ8zhsxBa8tg9Re1AHh2rUHzd+Pfu562rgCWjAJ2mkeyJZhPaXU7be//idS1b9GkB1mRaGdHvIVXsmzsyh7LBl8+AB2ajfs8Z3OZNYf4T9/jxKzRTEs+mUQ9Noau9a/hr9p9DGZLiOOTpA8SQvxL7qnTSD7tdBRFIfcnP6P6kYdpfvMN7IMGMeixJwg1N7PrvIUAhBoaqP/L8ygGlfxbbmXP1Vfi2b6djk83MujBh0n5/pm0r1tLy/vL8B3Yz4Df/i728l/XwWAATQMgftQogjU1hFta0IIB9IAfAIPDSfzQoTT+7TWinm46P9uEyZ0Yqz1wuJ9gddUxmyshhBBCCCGEEOK74soJC3m39CPmFE5n+OQkXnvvflYZg1wx5lzGZI7gma2vAJDrC1IZ2MOvWit44vR7qDkU5JY/xHb4O+MtDD7pYmrWvsPTe1PpqlpDvPVEdiTOZnNDAwvsnwHQGvYyjGQiI8fxUkUJkeZsXvJl4PM72BnOJTEnjymuNtpXvw5ATdDBB+vtJCUUMsFUCkCgthRb3tBjMFNCHH8kfZAQ4j8W7uzAaI9HMcbiii0ffkDlb+/tKQScc931RAMBGv76EprfT9KcuWRfdQ3Bhnpqn/wTnu3bALAPG0bONdfTva2ExJkz2XXJxeihIKrVSuYVP6D28Ud77mlwOMm7+VYqbrvlyEBMJlSTGc3nJX7kaMItzeRccy2JJ5501OZCCCGEEEIIIYQ4HkS0KIFwgHhLrPhvV9DDtpVPkr19I90GhccH5HHLjBt58sO17NviQFUVfv/j6aQFq2lTXKx95nEmWMrYHO5P3iXnE6hSGJBupaqthPjVfyNBg9DU+TzwhZHGmli9QaPNz+TxDtqoYnBJGVOMlUR02JsykY0H46jR07h34BZMFgvp592OapD1zUL8L8ifJCHEf8zkdPX67J42nar77wMg9ewFuCZPYef5R9IO2YcUsevii4h2d2Fwu3uOe3ftovyXvyDc0kLHhvWYEt2EGhrQwmEM9jgUiwU9GAQg2tVJw4sv9B5IOIwWDhM/opjBjzyKajZ/Mw8shBBCCCGEEEIc54yqoScgAOCwxDMiuZA2NpJgsHDfyTfz1z3vUVoWRsdBnNWIq2o19R+/gG5zkqhaAHDjYf3aZzmrto6QDsYJl2LWjECEA/V7mdh/AW/XVAIQDRkpD26jrjSJEVEVjGBUYHjLJoYlKGjz7iRv+NnHYDaEOL5JUEAI8V8zWK0ULXkWf+VB3NOmo4dC2IcNx3dgP/ZBg3FNmULtU08CEG1vjzUymTC6Ewk3xYoEe/f8Q27AaJSGl14i9ewFNL70Ys/hcEf7V94/YeQoCQgIIYQQQgghhBD/Y84Jp2NypWNKycbsSGVcVjGbspahGpI5Z9pw9GgJAAF/kJe9Mym21FCaFeSKQFssVTDw9qoDtEROIc3awH69kiuLusne0M5s6zYA9lUa8aQbeH1/MePMFbHswIBqsZGXl3GMnlyI45ukDxJCHBX+ykq6t5dQ/fjjGMwmhj73F0xuNwduv42O1Z8AoBiNmJJT0EJBUuedQceGdfgOHDjSiaLgGD8Bf3kZ4ZYWFIuFIU8uIX7QoGP0VEIIIYQQQgghRN+l6xq+A1t5a4efVz5tZ/6MQi49fSj+ql2ULX2QfZ5EXvBOI85mIDG/ibjMWma4FrL87c+YZ93MQFMDAB+Om8yBUCdX7dyHUYuQMOpkEqefh8HuPMZPKMTxSYICQoijSguFQFVRjUc2KtU+/SRtq1bR75ZbcRSPBKDp7beovO+eXm3NGRkUv/4WejRK20criRswkLiCgqM5fCGEEEIIIYQQQnwFXyBMnNXU87m9K8BvXlpNSqKFW86Z2XP8irtX0tjmY4CxnmsdK2kzGdDOXszE/icQaqom2HiQ+KLJKFI/QIhvjAQFhBDfSsHGRvZeexWhujoUWxxFTy3B1q9fr2CCEEIIIYQQQgghvlveWlPGO8s/51TzFqZPKcI8dQFOm+NYD0uIPkWCAkKIb7WuLZ9jTkvDmpN7rIcihBBCCCGEEEKI/4GIp51QfQW2gpEoquFYD0eIPkeCAkIIIYQQQgghhBBCCCFEH6Ee6wEIIYQQQgghhBBCCCGEEOLokKCAEEIIIYQQQgghhBBCCNFHSFBACCGEEEIIIYQQQgghhOgjJCgghBBCCCGEEEIIIYQQQvQREhQQQgghhBBCCCGEEEIIIfoICQoIIYQQQgghhBBCCCGEEH2EBAWEEEIIIYQQQgghhBBCiD5CggJCCCGEEEIIIYQQQgghRB8hQQEhhBBCCCGEEEIIIYQQoo+QoIAQQgghhBBCCCGEEEII0UdIUEAIIYQQQgghhBBCCCGE6CMkKCCEEEIIIYQQQgghhBBC9BESFBBCCCGEEEIIIYQQQggh+ggJCgghhBBCCCGEEEIIIYQQfYQEBYQQQgghhBBCCCGEEEKIPkKCAkIIIYQQQgghhBBCCCFEHyFBASGEEEIIIYQQQgghhBCij5CggBBCCCGEEEIIIYQQQgjRR0hQQAghhBBCCCGEEEIIIYToIyQoIIQQQgghhBBCCCGEEEL0ERIUEEIIIYQQQgghhBBCCCH6iP8HGb3KKg4sFnMAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1840x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(adata, color=[CELL_TYPE_COLUMN, GROUPING_COLUMN], frameon=False, wspace=1.3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you have a clustering or cell-type annotation, cell type composition can provide a rough understanding of the data and help identify underrepresented cell types that could complicate differential expression analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T20:21:12.747126Z",
     "iopub.status.busy": "2025-10-03T20:21:12.746761Z",
     "iopub.status.idle": "2025-10-03T20:21:13.457301Z",
     "shell.execute_reply": "2025-10-03T20:21:13.456662Z",
     "shell.execute_reply.started": "2025-10-03T20:21:12.747101Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cell types with >=75% bias toward one condition:\n",
      "Age                     Mid        Old      Young\n",
      "highres_celltype                                 \n",
      "HSC               22.257053  75.548589   2.194357\n",
      "Naive CD8 T cell   8.000000   1.000000  91.000000\n",
      "\n",
      "These cell types might show disproportionate changes between conditions.\n"
     ]
    }
   ],
   "source": [
    "crosstab = (\n",
    "    pd.crosstab(\n",
    "        adata.obs[CELL_TYPE_COLUMN], adata.obs[GROUPING_COLUMN], normalize=\"index\"\n",
    "    )\n",
    "    * 100\n",
    ")\n",
    "\n",
    "# Plot the distribution\n",
    "ax = crosstab.plot(kind=\"bar\", stacked=False, figsize=(12, 8))\n",
    "ax.grid(False)\n",
    "plt.xlabel(\"Cell Type\")\n",
    "plt.ylabel(\"Percentage (%)\")\n",
    "plt.title(\"Cell Type Distribution by Condition\")\n",
    "plt.legend(title=GROUPING_COLUMN)\n",
    "plt.xticks(rotation=90)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Print extremes (cell types with high bias toward one condition)\n",
    "bias_threshold = 75  # Percentage threshold for considering a cell type biased\n",
    "biased_types = crosstab[(crosstab > bias_threshold).any(axis=1)]\n",
    "\n",
    "if not biased_types.empty:\n",
    "    print(f\"Cell types with >={bias_threshold}% bias toward one condition:\")\n",
    "    print(biased_types)\n",
    "    print(\"\\nThese cell types might show disproportionate changes between conditions.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Diffusion Maps Preprocessing\n",
    "\n",
    "Kompot requires a continuous representation of cell states. [Palantir diffusion maps](https://github.com/dpeerlab/Palantir) capture the geometry of differentiation trajectories while reducing noise:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T20:21:13.459139Z",
     "iopub.status.busy": "2025-10-03T20:21:13.458849Z",
     "iopub.status.idle": "2025-10-03T20:21:26.430847Z",
     "shell.execute_reply": "2025-10-03T20:21:26.430076Z",
     "shell.execute_reply.started": "2025-10-03T20:21:13.459122Z"
    }
   },
   "outputs": [],
   "source": [
    "palantir.utils.run_diffusion_maps(adata, pca_key=\"X_pca_harmony\", n_components=40);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Differential Abundance Analysis\n",
    "\n",
    "Identify cell states that change in frequency between conditions.\n",
    "\n",
    "See [kompot.compute_differential_abundance](https://kompot.readthedocs.io/en/latest/anndata.html#kompot.compute_differential_abundance) for full documentation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T20:21:26.444572Z",
     "iopub.status.busy": "2025-10-03T20:21:26.431599Z",
     "iopub.status.idle": "2025-10-03T20:22:42.549648Z",
     "shell.execute_reply": "2025-10-03T20:22:42.549100Z",
     "shell.execute_reply.started": "2025-10-03T20:21:26.444547Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2025-10-03 13:21:26,447] [INFO    ] Condition 1 (Young): 2,917 cells\n",
      "[2025-10-03 13:21:26,448] [INFO    ] Condition 2 (Old): 3,116 cells\n",
      "[2025-10-03 13:21:26,451] [INFO    ] Fitting density estimator for condition 1...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:2025-10-03 13:21:26,507:jax._src.xla_bridge:966: An NVIDIA GPU may be present on this machine, but a CUDA-enabled jaxlib is not installed. Falling back to cpu.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2025-10-03 13:22:13,343] [INFO    ] Fitting density estimator for condition 2...\n",
      "[2025-10-03 13:22:30,146] [WARNING ] The normalization is only effective if the density was trained with d_method=\"fractal\".\n",
      "[2025-10-03 13:22:31,295] [WARNING ] The normalization is only effective if the density was trained with d_method=\"fractal\".\n",
      "[2025-10-03 13:22:42,501] [INFO    ] This run will have `run_id=0`.\n"
     ]
    }
   ],
   "source": [
    "da_results = kompot.compute_differential_abundance(\n",
    "    adata,\n",
    "    groupby=GROUPING_COLUMN,\n",
    "    condition1=CONDITIONS[0],\n",
    "    condition2=CONDITIONS[1],\n",
    "    obsm_key=DIMENSIONALITY_REDUCTION,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize Abundance Changes\n",
    "\n",
    "Results are stored in `adata.obs`:\n",
    "- `kompot_da_Young_to_Old_lfc`: Log fold change (positive = enriched in Old)\n",
    "- `kompot_da_Young_to_Old_lfc_direction`: Categorical classification (up/down/unchanged)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-18T22:50:01.041359Z",
     "iopub.status.busy": "2025-11-18T22:50:01.040782Z",
     "iopub.status.idle": "2025-11-18T22:50:01.340493Z",
     "shell.execute_reply": "2025-11-18T22:50:01.339859Z",
     "shell.execute_reply.started": "2025-11-18T22:50:01.041316Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 966x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.embedding(\n",
    "    adata, \"umap\",\n",
    "    color=[f\"kompot_da_{CONDITIONS[0]}_to_{CONDITIONS[1]}_lfc_direction\", f\"kompot_da_{CONDITIONS[0]}_to_{CONDITIONS[1]}_lfc\"],\n",
    "    color_map=\"RdBu_r\",\n",
    "    vcenter=0,\n",
    "    frameon=False,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Volcano Plot\n",
    "\n",
    "[Volcano plots for differential abundance](https://kompot.readthedocs.io/en/latest/plotting.html#kompot.plot.volcano_da) show effect size (x-axis) vs. statistical significance (y-axis):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T20:22:43.130424Z",
     "iopub.status.busy": "2025-10-03T20:22:43.130274Z",
     "iopub.status.idle": "2025-10-03T20:22:44.086926Z",
     "shell.execute_reply": "2025-10-03T20:22:44.086503Z",
     "shell.execute_reply.started": "2025-10-03T20:22:43.130410Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2025-10-03 13:22:43,131] [INFO    ] Found DA run info for run_id=-1\n",
      "[2025-10-03 13:22:43,132] [INFO    ] Found lfc_key='kompot_da_Young_to_Old_lfc' from run info\n",
      "[2025-10-03 13:22:43,132] [INFO    ] Found ptp_key='kompot_da_Young_to_Old_neg_log10_lfc_ptp' from run info\n",
      "[2025-10-03 13:22:43,133] [INFO    ] Successfully inferred fields: {'lfc_key': 'kompot_da_Young_to_Old_lfc', 'ptp_key': 'kompot_da_Young_to_Old_neg_log10_lfc_ptp'}\n",
      "[2025-10-03 13:22:43,134] [INFO    ] Using inferred thresholds - lfc_threshold: 1.0, ptp_threshold: 0.05\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1300x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kompot.plot.volcano_da(adata, color=CELL_TYPE_COLUMN)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Points above the horizontal line and outside vertical lines are significantly changed.\n",
    "\n",
    "Adjust thresholds using `ptp_threshold` and `lfc_threshold` parameters. Use `update_direction=True` to update the classification in `adata.obs`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-18T22:50:16.336161Z",
     "iopub.status.busy": "2025-11-18T22:50:16.335636Z",
     "iopub.status.idle": "2025-11-18T22:50:16.864551Z",
     "shell.execute_reply": "2025-11-18T22:50:16.863863Z",
     "shell.execute_reply.started": "2025-11-18T22:50:16.336120Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2025-11-18 14:50:16,345] [INFO    ] Selected 1,090 cells out of 8,090 total cells.\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize only significantly changed cells\n",
    "kompot.plot.embedding(\n",
    "    adata, \"umap\",\n",
    "    color=[CELL_TYPE_COLUMN, f\"kompot_da_{CONDITIONS[0]}_to_{CONDITIONS[1]}_lfc\"],\n",
    "    groups={f\"kompot_da_{CONDITIONS[0]}_to_{CONDITIONS[1]}_lfc_direction\": [\"up\", \"down\"]},\n",
    "    frameon=False,\n",
    "    wspace=.5,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `mgroups` parameter in the [kompot.plot.embedding](https://kompot.readthedocs.io/en/latest/plotting.html#kompot.plot.embedding) function allows plotting increasing and decreasing cell types separately:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-18T22:50:17.045993Z",
     "iopub.status.busy": "2025-11-18T22:50:17.045419Z",
     "iopub.status.idle": "2025-11-18T22:50:17.521169Z",
     "shell.execute_reply": "2025-11-18T22:50:17.520273Z",
     "shell.execute_reply.started": "2025-11-18T22:50:17.045953Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2025-11-18 14:50:17,070] [INFO    ] Selected 595 cells out of 8,090 total cells.\n",
      "[2025-11-18 14:50:17,134] [INFO    ] Selected 495 cells out of 8,090 total cells.\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kompot.plot.embedding(\n",
    "    adata,\n",
    "    \"umap\",\n",
    "    color=CELL_TYPE_COLUMN,\n",
    "    mgroups=[{f\"kompot_da_{CONDITIONS[0]}_to_{CONDITIONS[1]}_lfc_direction\":[d]} for d in [\"up\", \"down\"]],\n",
    "    frameon=False,\n",
    "    wspace=.5,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Summary by Cell Type\n",
    "\n",
    "Aggregate abundance changes by cell type with the [direction_barplot](https://kompot.readthedocs.io/en/latest/plotting.html#kompot.plot.direction_barplot):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T20:22:45.748163Z",
     "iopub.status.busy": "2025-10-03T20:22:45.747918Z",
     "iopub.status.idle": "2025-10-03T20:22:46.595653Z",
     "shell.execute_reply": "2025-10-03T20:22:46.595015Z",
     "shell.execute_reply.started": "2025-10-03T20:22:45.748147Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2025-10-03 13:22:45,749] [INFO    ] Found DA run info for run_id=-1\n",
      "[2025-10-03 13:22:45,749] [INFO    ] Found direction_key='kompot_da_Young_to_Old_lfc_direction' from run info\n",
      "[2025-10-03 13:22:45,750] [INFO    ] Successfully inferred fields: {'direction_key': 'kompot_da_Young_to_Old_lfc_direction'}\n",
      "[2025-10-03 13:22:45,750] [INFO    ] Using DA run 0 for direction_barplot: comparing Young to Old\n",
      "[2025-10-03 13:22:45,750] [INFO    ] Creating direction barplot: comparing Young to Old\n",
      "[2025-10-03 13:22:45,751] [INFO    ] Using fields - category_column: 'highres_celltype', direction_column: 'kompot_da_Young_to_Old_lfc_direction'\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1560x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kompot.plot.direction_barplot(adata, category_column=CELL_TYPE_COLUMN)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Differential Expression Analysis\n",
    "\n",
    "Identify genes that change in expression between conditions.\n",
    "\n",
    "See [kompot.compute_differential_expression](https://kompot.readthedocs.io/en/latest/anndata.html#kompot.compute_differential_expression) for full documentation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T20:22:46.596466Z",
     "iopub.status.busy": "2025-10-03T20:22:46.596225Z",
     "iopub.status.idle": "2025-10-03T20:26:40.373677Z",
     "shell.execute_reply": "2025-10-03T20:26:40.373121Z",
     "shell.execute_reply.started": "2025-10-03T20:22:46.596451Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2025-10-03 13:22:46,599] [INFO    ] Condition 1 (Young): 2,917 cells\n",
      "[2025-10-03 13:22:46,599] [INFO    ] Condition 2 (Old): 3,116 cells\n",
      "[2025-10-03 13:22:46,600] [INFO    ] Using 8090 of 8090 cells (100.0%)\n",
      "[2025-10-03 13:22:46,940] [INFO    ] Preparing null distribution with null_genes=2000, null_seed=42\n",
      "[2025-10-03 13:22:48,822] [INFO    ] Generated shuffled expression for 2000 null genes\n",
      "[2025-10-03 13:23:16,888] [INFO    ] Fitting expression estimator for condition 1...\n",
      "[2025-10-03 13:23:46,013] [INFO    ] Fitting expression estimator for condition 2...\n",
      "[2025-10-03 13:24:38,148] [INFO    ] Landmark storage skipped (store_landmarks=False). Compute with store_landmarks=True to enable landmark reuse.\n",
      "[2025-10-03 13:25:48,824] [INFO    ] Using 5,000 landmarks for Mahalanobis computation\n",
      "[2025-10-03 13:26:26,665] [INFO    ] Computing FDR statistics from null distribution\n",
      "[2025-10-03 13:26:30,065] [INFO    ] FDR analysis complete: 393/16285 genes significantly DE at FDR < 0.05\n",
      "[2025-10-03 13:26:30,066] [INFO    ] Mahalanobis distance threshold for FDR < 0.05: 23.1080\n",
      "[2025-10-03 13:26:39,162] [INFO    ] This run will have `run_id=0`.\n"
     ]
    }
   ],
   "source": [
    "de_results = kompot.compute_differential_expression(\n",
    "    adata,\n",
    "    groupby=GROUPING_COLUMN,\n",
    "    condition1=CONDITIONS[0],\n",
    "    condition2=CONDITIONS[1],\n",
    "    layer=LAYER_FOR_EXPRESSION,\n",
    "    obsm_key=DIMENSIONALITY_REDUCTION,\n",
    "    batch_size=0 # set to, e.g., 100 to batch cells and genes for lower memory demand\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Resource Planning\n",
    "\n",
    "For larger datasets or production workflows, you may want to optimize memory usage and computational resources. See the [Resource Planning section](https://kompot.readthedocs.io/en/latest/notebooks/02_differential_expression_detailed.html#Resource-Planning) in Tutorial 2 for more detailed guidance."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Results Interpretation\n",
    "\n",
    "Results are stored in `adata.var`:\n",
    "\n",
    "- `kompot_de_Young_to_Old_mean_lfc`: Average log fold change\n",
    "- `kompot_de_Young_to_Old_mahalanobis`: Statistical significance (higher = more significant)\n",
    "- `kompot_de_Young_to_Old_is_de`: Boolean flag for significant genes (FDR < 0.05)\n",
    "\n",
    "The Mahalanobis distance accounts for covariance structure and is more sensitive than simple fold change."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-18T23:34:25.736613Z",
     "iopub.status.busy": "2025-11-18T23:34:25.736002Z",
     "iopub.status.idle": "2025-11-18T23:34:25.760977Z",
     "shell.execute_reply": "2025-11-18T23:34:25.760314Z",
     "shell.execute_reply.started": "2025-11-18T23:34:25.736574Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>kompot_de_Young_to_Old_mahalanobis</th>\n",
       "      <th>kompot_de_Young_to_Old_mean_lfc</th>\n",
       "      <th>kompot_de_Young_to_Old_mahalanobis_local_fdr</th>\n",
       "      <th>kompot_de_Young_to_Old_is_de</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>H2-Q7</th>\n",
       "      <td>71.517322</td>\n",
       "      <td>1.235066</td>\n",
       "      <td>0.014441</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cd74</th>\n",
       "      <td>60.021451</td>\n",
       "      <td>0.352121</td>\n",
       "      <td>0.014441</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>H2-Aa</th>\n",
       "      <td>59.371135</td>\n",
       "      <td>0.473756</td>\n",
       "      <td>0.014441</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>H2-Ab1</th>\n",
       "      <td>57.808982</td>\n",
       "      <td>0.511123</td>\n",
       "      <td>0.014441</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Igkc</th>\n",
       "      <td>53.604111</td>\n",
       "      <td>0.054009</td>\n",
       "      <td>0.014441</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>H2-Eb1</th>\n",
       "      <td>53.403829</td>\n",
       "      <td>0.411752</td>\n",
       "      <td>0.014441</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AW112010</th>\n",
       "      <td>53.386234</td>\n",
       "      <td>0.791367</td>\n",
       "      <td>0.014441</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>S100a9</th>\n",
       "      <td>48.765184</td>\n",
       "      <td>-0.170317</td>\n",
       "      <td>0.014441</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ifitm3</th>\n",
       "      <td>47.585812</td>\n",
       "      <td>0.367545</td>\n",
       "      <td>0.014441</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>S100a8</th>\n",
       "      <td>47.372815</td>\n",
       "      <td>-0.165121</td>\n",
       "      <td>0.014441</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>H2-Q6</th>\n",
       "      <td>45.991623</td>\n",
       "      <td>0.782279</td>\n",
       "      <td>0.014441</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cd52</th>\n",
       "      <td>45.309906</td>\n",
       "      <td>-0.127807</td>\n",
       "      <td>0.014441</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aldh1a1</th>\n",
       "      <td>44.596577</td>\n",
       "      <td>0.490811</td>\n",
       "      <td>0.014441</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ifitm1</th>\n",
       "      <td>44.320577</td>\n",
       "      <td>0.427663</td>\n",
       "      <td>0.014441</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ifitm2</th>\n",
       "      <td>43.940652</td>\n",
       "      <td>0.285836</td>\n",
       "      <td>0.014441</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ighm</th>\n",
       "      <td>43.216410</td>\n",
       "      <td>-0.173726</td>\n",
       "      <td>0.014441</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cd79a</th>\n",
       "      <td>43.107791</td>\n",
       "      <td>-0.004329</td>\n",
       "      <td>0.014441</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Apoe</th>\n",
       "      <td>42.935707</td>\n",
       "      <td>-0.131211</td>\n",
       "      <td>0.014441</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fos</th>\n",
       "      <td>42.282846</td>\n",
       "      <td>0.531571</td>\n",
       "      <td>0.014441</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gm47283</th>\n",
       "      <td>41.956500</td>\n",
       "      <td>0.627173</td>\n",
       "      <td>0.014441</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          kompot_de_Young_to_Old_mahalanobis  kompot_de_Young_to_Old_mean_lfc  \\\n",
       "H2-Q7                              71.517322                         1.235066   \n",
       "Cd74                               60.021451                         0.352121   \n",
       "H2-Aa                              59.371135                         0.473756   \n",
       "H2-Ab1                             57.808982                         0.511123   \n",
       "Igkc                               53.604111                         0.054009   \n",
       "H2-Eb1                             53.403829                         0.411752   \n",
       "AW112010                           53.386234                         0.791367   \n",
       "S100a9                             48.765184                        -0.170317   \n",
       "Ifitm3                             47.585812                         0.367545   \n",
       "S100a8                             47.372815                        -0.165121   \n",
       "H2-Q6                              45.991623                         0.782279   \n",
       "Cd52                               45.309906                        -0.127807   \n",
       "Aldh1a1                            44.596577                         0.490811   \n",
       "Ifitm1                             44.320577                         0.427663   \n",
       "Ifitm2                             43.940652                         0.285836   \n",
       "Ighm                               43.216410                        -0.173726   \n",
       "Cd79a                              43.107791                        -0.004329   \n",
       "Apoe                               42.935707                        -0.131211   \n",
       "Fos                                42.282846                         0.531571   \n",
       "Gm47283                            41.956500                         0.627173   \n",
       "\n",
       "          kompot_de_Young_to_Old_mahalanobis_local_fdr  \\\n",
       "H2-Q7                                         0.014441   \n",
       "Cd74                                          0.014441   \n",
       "H2-Aa                                         0.014441   \n",
       "H2-Ab1                                        0.014441   \n",
       "Igkc                                          0.014441   \n",
       "H2-Eb1                                        0.014441   \n",
       "AW112010                                      0.014441   \n",
       "S100a9                                        0.014441   \n",
       "Ifitm3                                        0.014441   \n",
       "S100a8                                        0.014441   \n",
       "H2-Q6                                         0.014441   \n",
       "Cd52                                          0.014441   \n",
       "Aldh1a1                                       0.014441   \n",
       "Ifitm1                                        0.014441   \n",
       "Ifitm2                                        0.014441   \n",
       "Ighm                                          0.014441   \n",
       "Cd79a                                         0.014441   \n",
       "Apoe                                          0.014441   \n",
       "Fos                                           0.014441   \n",
       "Gm47283                                       0.014441   \n",
       "\n",
       "          kompot_de_Young_to_Old_is_de  \n",
       "H2-Q7                             True  \n",
       "Cd74                              True  \n",
       "H2-Aa                             True  \n",
       "H2-Ab1                            True  \n",
       "Igkc                              True  \n",
       "H2-Eb1                            True  \n",
       "AW112010                          True  \n",
       "S100a9                            True  \n",
       "Ifitm3                            True  \n",
       "S100a8                            True  \n",
       "H2-Q6                             True  \n",
       "Cd52                              True  \n",
       "Aldh1a1                           True  \n",
       "Ifitm1                            True  \n",
       "Ifitm2                            True  \n",
       "Ighm                              True  \n",
       "Cd79a                             True  \n",
       "Apoe                              True  \n",
       "Fos                               True  \n",
       "Gm47283                           True  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Top differentially expressed genes\n",
    "adata.var.loc[\n",
    "    :, adata.var.columns.str.contains(\"kompot_de\")\n",
    "].sort_values(\n",
    "    f\"kompot_de_{CONDITIONS[0]}_to_{CONDITIONS[1]}_mahalanobis\", ascending=False\n",
    ").head(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Volcano Plot\n",
    "\n",
    "Visualize effect size vs. significance for differential expression with the [volcano_de plot](https://kompot.readthedocs.io/en/latest/plotting.html#kompot.plot.volcano_de):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T20:26:40.414466Z",
     "iopub.status.busy": "2025-10-03T20:26:40.414201Z",
     "iopub.status.idle": "2025-10-03T20:26:41.516925Z",
     "shell.execute_reply": "2025-10-03T20:26:41.516397Z",
     "shell.execute_reply.started": "2025-10-03T20:26:40.414450Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2025-10-03 13:26:40,415] [INFO    ] Found DE run info for run_id=-1\n",
      "[2025-10-03 13:26:40,416] [INFO    ] Found mean_lfc_key='kompot_de_Young_to_Old_mean_lfc' from run info\n",
      "[2025-10-03 13:26:40,417] [INFO    ] Found mahalanobis_key='kompot_de_Young_to_Old_mahalanobis' from run info\n",
      "[2025-10-03 13:26:40,417] [INFO    ] Successfully inferred fields: {'mean_lfc_key': 'kompot_de_Young_to_Old_mean_lfc', 'mahalanobis_key': 'kompot_de_Young_to_Old_mahalanobis'}\n",
      "[2025-10-03 13:26:40,418] [INFO    ] Using DE run 0: comparing Young to Old\n",
      "[2025-10-03 13:26:40,431] [INFO    ] Using data columns from var - lfc: 'kompot_de_Young_to_Old_mean_lfc', score: 'kompot_de_Young_to_Old_mahalanobis'\n",
      "[2025-10-03 13:26:40,457] [INFO    ] Highlighting 393 genes marked as DE (232 up, 161 down)\n",
      "[2025-10-03 13:26:40,477] [INFO    ] Labeling top 10 genes by score\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1300x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kompot.plot.volcano_de(adata)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": "### Fold Change Heatmap\n\nVisualize fold changes across top differentially expressed genes with a heatmap. This provides a complementary view to the volcano plot, showing the magnitude and direction of expression changes.\n\nNote that the gene selection is based on Kompot's Mahalanobis distance (statistical significance), but the fold changes displayed are simply the difference of mean expressions from the input expression layer (in this case `logged_counts`), not a Kompot-specific metric:"
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-30T02:24:53.326635Z",
     "iopub.status.busy": "2025-11-30T02:24:53.326117Z",
     "iopub.status.idle": "2025-11-30T02:24:54.528988Z",
     "shell.execute_reply": "2025-11-30T02:24:54.527898Z",
     "shell.execute_reply.started": "2025-11-30T02:24:53.326595Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2025-11-29 18:24:53,333] [INFO    ] Inferred condition_column='Age' from run information\n",
      "[2025-11-29 18:24:53,334] [INFO    ] Inferred condition1='Young' from run information\n",
      "[2025-11-29 18:24:53,335] [INFO    ] Inferred condition2='Old' from run information\n",
      "[2025-11-29 18:24:53,336] [INFO    ] Inferred layer='logged_counts' from run information\n",
      "[2025-11-29 18:24:53,336] [INFO    ] Creating fold change heatmap with 20 genes/features\n",
      "[2025-11-29 18:24:53,338] [INFO    ] Using expression data from layer: 'logged_counts'\n",
      "[2025-11-29 18:24:53,452] [INFO    ] Excluded 7 cells from groups: Plasma cell\n",
      "[2025-11-29 18:24:53,458] [INFO    ] Applying gene-wise z-scoring (standard_scale='var')\n",
      "[2025-11-29 18:24:53,524] [WARNING ] standard_scale is ignored in fold_change_mode as z-scoring is not appropriate for fold changes\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABLkAAAOSCAYAAACY9wK2AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Qd0VGXTwPFJh4Tee1c6WCgiKFVAQaUqIkpVBFSkvlaKFQQVVOxSRWyIFKUIAiKigIIKCAjSe28B0vY787zf7rstlZAnm/x/5+whuXv3zt27u4EMM/MEORwOhwAAAAAAAAABLNj2CQAAAAAAAABXiiQXAAAAAAAAAh5JLgAAAAAAAAQ8klwAAAAAAAAIeCS5AAAAAAAAEPBIcgEAAAAAACDgkeQCAAAAAABAwCPJBQAAAAAAgIBHkgsAAAAAAAABjyQXAAAAAAAAAh5JLgAAAAAAAAQ8klwAAAAAAAAIeCS5AAAAAAAAEPBIcgEAAAAAACDgkeQCAAAAAABAwCPJBQAAAAAAgIBHkgsAAAAAAAABjyQXAAAAAAAAAh5JLgAAAAAAAAQ8klwAAAAAAAAIeCS5AAAAAAAAEPBIcgEAAAAAACDgkeQCAAAAAABAwCPJBQAAAAAAgIBHkgsAAAAAAAABjyQXAAAAAAAAAh5JLgAAAAAAAAQ8klwAAAAAAAAIeCS5AAAAcMWCgoI8blOnTk31MXbv3u1znBUrVvDqAACAFAlN2W4AACCQXLp0SW644Qb5+++/PbZ///330qJFC7+POXz4sFSrVk1OnTrl2pYjRw7ZuHGjVK5c+aqfc1Y0YcIEOX36tOv7Jk2amFtmcubMGZkxY4b88MMP5rU+ceKEef/kz59fSpcuLQ0bNpSOHTvKLbfcYvtUAQAAkkSSCwCALEiTU1OmTDEJivj4eNf2hx9+WP766y+JioryeUz//v09ElzqxRdfJMF1hUmuPXv2eGzLLEkuh8Mh48ePN6/x2bNnfe4/cuSIua1fv14mTpxo3ktanVWpUiUr5wsAAJAc2hUBAMii6tevL0OGDPHYtmvXLnnqqad89v3yyy9lzpw5HtsaNGgggwYNuurniYyXkJAg99xzjwwfPtxvgsuf1atXy4033ig//fTTVT8/AACAtCDJBQBAFvb8889L1apVPbZNmjTJJCycTp48KY8++qjfSrDgYP6pkBVpovOrr77y2JYnTx5T1bVu3TrT5vrNN99I8+bNPfbRhFj79u1l3759GXzGAAAAyeNfrgAAZGEREREmWRUSEuJRxdO7d28zd0k98cQTcvTo0STbFA8ePCijRo2SRo0aSZEiRSQ8PFzy5s0r1atXNy2Qa9asSfQctD3PfZB4jx49fPbRNjjvgeMpPc4XX3xhkjEFChQwyTmdK/bCCy+4np8/2sKpyb46deqY1s18+fKZ5zZ9+nRzvx7bPVZqWwydj/NuVRw9enSyz1OtXLnSvEaaoNTrrNdbr3vjxo3Na+P9eqXGzp075fXXX/fYpjF+/vlneeaZZ8w1qVKlitx9992ydOlS6dmzp8e+x48flxEjRqQ5/pYtW+T++++X4sWLm9erQoUK8vjjj5vWSAAAgCviAAAAWd7w4cMd+te+++0///mP47vvvvPZ3qBBA0d8fLzrsZMmTXJERET47Od9u++++xznzp3zid24cWOP/bp37+6zz5QpU3yOl9xxunTp4ujYsWOi59OsWTNHXFycz3Gio6MdLVq0SPRxnTt3dnTr1s1jm8ZOjeSuVWLP8+TJk4677ror2cdERUU5pk2b5kiLgQMH+hzvtddeS3T/8+fPO4oUKeKxf0hIiOP48eNJPmd9Tb3NmTPHER4e7vc5FSpUyNzvvX358uVpep4AACD7oZILAIBs2raoQ8e9q3Ry5sxpqqqcbYpa7TRgwAC5fPlysjFmzZolnTt39hh0fzV9/vnnMnv27ETv19UC9bl409ZMrVBKjM4n02NnNL3Gd955p8ybNy/ZfS9cuCDdu3eXmTNnpjrOkiVLPL7XajI9VmK00k3nd7nT11ivb2ps3bpV7rvvPomJifF7v1aIaYUXAABAWpHkAgAgm7QtasLHvW1RExXeLWLaCnfttdearw8cOCBDhw71uF/b+t5//335448/5NtvvzWDyN0tWrRIZsyYIRlBi4e0he+TTz6RzZs3m4RcWFiYxz6ffvqpx/e63+TJkz22lShRwiS1tm3bZpJmZcqUkdjY2Cs6Nx3wr7eSJUt6bB84cKDrPufN6a233vKYlaZuueUWc031euv93qtiasLu9OnTKT4vfc012eRO2wULFiyY5OPq1q3rs23Tpk2SGtoK6d1C2q1bNzPIXlsltT0zOjo6VccEAABwF+rxHQAAyLLq1atnklZjx471e//NN99s5nM5aTLIOymhw8qdw8hr1aolt956q5QvX95U4Ti9++67fuduXQ06Q6tVq1bma53FpfOeNNnl9Oeff3rs7y8Bp9uaNWtmvtYEnyambrrppis6r3Llypk/Q0NDfZKEzvu86XVzp9d12bJlrsSdXu9ChQqZaignTXBpBV2/fv1SdF4nTpwwyUF3mihMTtGiRX22ub/myTl37pzMnTvXY5tec/fXQ1fz1Flj8+fPT/FxAQAA3FHJBQBANqKDz73bFp1tit6rKerwc++KH+/V9nLlyiVdu3b12LZ+/foMqci55pprXAkuJx2Y7u7UqVMe3//6668+z8mZ4HKqX7++1KxZUzLS/v375d9///XYpq2k3pVp2jaYP39+j20//vjjVT8/78RYav32228+bay9evXy2U+ruQAAANKKJBcAANmsbfGVV17x2d63b19Xm6L7ioruKlas6PeYmihyp6s3ZsRKee6rP7on69x5J1YOHz6coueU2ParxftaJ3YOmoQsW7Zsso9NjLYleq/omJKVGo8dO+azTavKUsrf+0Er1VKyDQAAIKVIcgEAkM3kzZs3RduuFn+D6VPT+ubkb46U+8yxlFQkeSd8sjq9Pt7VblpBpm2MSVm7dq3Ptho1alxRJZi/a3+lFWMAACB7I8kFAAD80oHs7nbu3Ol3P+82O602cp/h5D2Xyl8r4/bt2zPkVShevLjH97t37/a7X2LPNaOudWLnoFVye/bsSfI5Jadly5Y+iaWkFgvQ10tXnPROlnm3eaZ2ppf3+yap1wMAACAlSHIBAAC/Gjdu7JOUWLp0qce28+fPy8yZMz226YqLkZGRHsPW3f39998e3588eVI+++yzDHkVdN6Wd3Ltl19+8ala+uuvv9IlXnh4uMf3Fy9e9LtfqVKlfNo+dUaa9yqPX3zxhc+cMR3+nxq6IqN3xZvOavN+XdxXhPRuN9RVEZNbkdH7PeEd03uVS/Xxxx+n+JgAAADeSHIBAAC/dPB5jhw5PLZ17txZPvzwQ5MEWrhwoTRp0sSn1a1///4e3+uqgO40mTJgwAD5448/5IcffpDWrVub1fcywgMPPOCzrX379vLpp5+a85ozZ44Z7p5eChcu7PG9Hn/VqlWya9cuU7Xk3qbpvUKi7qOD/hcvXmxWidRVI/v06eOxjyYQ3VdbTIlKlSrJkCFDPLbpKo26uqbOa9Mh8du2bTOrHGrV10cffeQzi+v5559PVcw8efLIXXfd5bFNX3t9PX7++WdZs2aNPPTQQ6ysCAAArowDAABkK8uXL9fBRx63kSNH+t33rbfe8tk3qVurVq0ccXFxHsfYunWrIzg4OMnHBQUF+Wzz1rhxY4/7u3fv7rPPlClTkj1O7969k30eOXPm9PheY6fFkCFDkozj/hwuXbrkuPnmm1N1vWfMmJGm84qPj3d06tQpVbH0lidPHseqVav8HtN7X30t3G3evNkRERGR5PFDQ0N9tun7FQAAICWo5AIAAEm2tr399ttmVcbkdOnSRb766iuftjRdBfHZZ59N9HG6quOIESMy7FV48803TYVUYnr06GGqu9yl5Pkndv20iiklNMaCBQvkzjvvTHZfbQedNm2aaRtMC52bpq2PY8eOldy5c6foMVrptX79emnUqFGaYlarVs20toaFhfm9P1euXKZKEAAAIK1IcgEAgCRpa6EOQddElCY6dBaTDpPX5EjVqlVNC93q1atl1qxZJlHhj8580gRHgwYNJCoqyiRptI3xpZdeko0bN0q5cuUy7FXQ2NoCqMm7G264wXyvq0vecsst5hx1Fpa2CrorUqRImmLp89KZX127dpWSJUsmmuBxyp8/v8ybN0+WL19u2kU1QajXWa+3tgnqOWqroJ7fgw8+KFdCVzccPny47N271yT+7r77bnO++hrqeepz1llajz/+uKxcudK8xtdcc80VxezYsaNs2LDBtFjqMHqdWVa6dGnp3bu3aYHV9lcAAIC0CtJyrjQ/GgAAIIvZsWOH1KxZUy5duuTapvOwvGeNAQAAIHOhkgsAAGQrWjHUrl07mT17tsfQ/Li4OFNBpfe5J7i0kqpTp06WzhYAAAApFZriPQEAALKA+Ph4mTt3rrk5VyjUVSRPnjwpMTExPvu/8cYbaW5XBAAAQMYhyQUAALK106dP+92uc7omTpwo3bt3z/BzAgAAQOoxkwsAAGQr0dHRZmXBFStWmCHoR48eNW2LOgRdh+rrQPzbbrvNrFxYoEAB26cLAACAFCLJBQAAAAAAgIDH4HkAAAAAAAAEPJJcAAAAAAAACHgkuQAAwBXp0aOHBAUFuW5NmjQJ6Cu6e/duj+ejN53flRnpeXmfq55/ak2dOtXnOFdLuXLlPOKMGjXqqsVC2unr4v466evmjdcSAJDZkOQCgDTSX+S9fynU2yuvvJLk43Sgtb/H8YseACCrmTBhgvn7zXnLrAljAEDWEGr7BAAgq3n33Xdl+PDhEhIS4nPf33//LUuXLrVyXgAA2Ehy7dmzx2NboFd7AgAyL5JcAJDO9u3bJ99884107NjR57633nqL640sZ/z48R6ViDly5LB6Pki9Tp06kXgAAAABjyQXAFwFmszyTnKdOXNGZsyYwfVGllOoUCFzQ+DKlSuXuQEAAAQyZnIBQDpxH9S8cuVK+euvvzzunzx5spw/f95n35TYtGmTDBw4UK6//nopUKCAhIeHS5EiRaRp06byxhtvyIULFxJ97Jw5c+Tpp5+W1q1bS7Vq1aRo0aLm8VFRUVKmTBm544475J133nGdW0qHcGvS7tlnnzXHzJkzp+TLl0+aN28uixYtkisVHx8vX3zxhdxzzz1Svnx5c64aQ7/u2rWrLFmyxO/jHnjgAY/zLFWqlJw+fdpjn3///df8Mu++33PPPZfsAO6tW7eaAet6zIiICPNn7969Ex3yndjQZm1XvfPOO83rpy2tesz0fL1PnTolL7/8stx6663mtdZzjYyMlLJly0q9evXk4Ycflo8++kj279/v89ht27bJE088ITfccIPkz59fwsLCJG/evFKpUiVT5TN06FDzunjHT83g+X/++UeGDRsmdevWlYIFC5oY+hz1uepz3rx5c4rn4DmvnZ6Tvvf0OFpFpu/JF154QS5duiTp6dy5c+Y9X7VqVfN+1MSevpb6eXfncDjkmmuu8TjX559/3u8xjx49KqGhoR77Jvb+To3jx4+b66znoddEz/Wuu+6SX3/99YoHz3/66adyyy23mPdG7ty5pU6dOjJx4kSJi4tL0bByf/SaTZ8+3RxXf5boZ17fE2+++aYkJCT4fYz3+epzOHv2rDzzzDPmPaDve3+D+PV9oZ8BvR6lS5c2r6X+TLj22mvNZ3rt2rVJnuuyZcvMz5oqVaqY56/vYb2++r5o27atjB49WhYvXizpafXq1dK3b1+pVauW62dCsWLFzGdVPzc//fRTuv4sTQ/O18W7VVGvj/drl56fGX/vC33NdV5m7dq1zTXQ91izZs1M1XVyruTnMQDAAgcAIE0aN27s0B+jzlvdunUd+fPnd33/8MMPu/aNj493VKxY0XVf69atPR6rt5EjR/rEuHz5suOxxx7z2df7VrJkSccvv/zi9zzz5s2b7OP1VrZsWcdff/3l8/hdu3b57DthwgRHiRIl/B4nKCjI8fHHH6f5XbV161ZHrVq1kj3f9u3bO86ePevxWP2+QoUKHvs98MADHq9Do0aNPO5v0KCBIzY21rXPlClTfGJ9+eWXjoiICL/nkStXLsfKlSt9noe+nt7X94UXXvB5fPfu3dPt9d62bZujePHiKXq9X3nlFY/Hzp492xEWFpaix65Zs8bjsfoc3O/Xz4Y3vfbPPvusIzg4OMlj6/tn0KBBHq9JYp+5Ll26ODp27JjosZo1a+aIi4tzpJa/9/y0adN83lvu5zx+/HiPY+hnxH2fMmXKmGvgbdKkSSnaLzHLly/3OZ/PP//cUahQIb/nGh4e7li8eLHPcfy9773ptdTPU2LX+5ZbbnEMHTrU533vTbe57zNs2DC/PxP9fUbcee+nn6/y5cv7bNfX00nfu97x/d0eeeQRR0xMjE/MIUOGpOgzoj8v0sOxY8ccbdu2TTbe3Xffna4/SxP7GebN+1q6/z2Wkuvk/l5Lr8+M97HHjBnjqF69eqKxH3/8cb/XPj3+/gUAZDySXACQRt6/cOv37r/gRUZGOk6dOmX2nT9/vse+3377bYqSXF27dk3xLwm5c+d2bN68Oc1JLr3pL/Hev9j5+4Vff6lP6jia+Dl9+nSqr+mePXscxYoVS/H5tmzZ0ieJ8euvvzpCQ0M99ps7d665b9y4cR7b9dq4/wKc2C/7ySV/NLl58ODBJH9BDAkJSfYX+Ct9vVPyy7C/JJf+MlegQIEUPzYtSa6UJgect4ceeijZz1xy70O9ffTRR47U8vee189zcrEWLlzoOsaZM2fMa+R+/3fffZfscxoxYkSqztVfkiu596smJrw/NylJcj3//PPJXgPv2ClJjKQkubp06VKf43jv4/25d96cn/Hff//dERUVleL3YK9evTzirVu3LsWPTY8klyaeateunaJ43kmu9PhZmtFJrvT6zKT286C3d99996r8/QsAyHi0KwJAOhowYIBrVcXo6GjToqi05cZJWzJuv/32ZI+lbRTaFuTuscceM20r2jqnbYg1a9b0aKV65JFHfI6jLYm6/bPPPjNthtoOtmXLFlm+fLkMGjRIgoODPVr5Zs+eney56e8RLVu2lFWrVsm6deukc+fOHvdr6+O8efMktR5//HE5fPiw6/vixYvLBx98IH/88Yds3LhRxo0bZ9rvnLRFZdq0aR7H0JY8bVVzp20+2s7j3pao3nvvvRS1U2kblq6Yqc9Vr5u2OXm3CHrH9Nc2pLRFSK+brrQ5f/58cx3T6/X2bpvTtsUNGzaYFkE995kzZ5r3aMWKFX3acU6ePOn6XltydF99r2gLo57v+++/L926dTP3pdb69evltdde89im7Z76fLWt96uvvpIKFSp43P/hhx+a92ty70NtG/rkk0/MuU6aNMm0jrnzvqZppZ9nbU384YcfzPN58sknfVr6Bg8e7Po6T548Pq2o+l52d+jQIXNtnfR4PXv2vOJzjY2NNe8zfc31/dO4cWOP+7V97Oeff07VMU+cOGHeT+70OerrpO9Pbc/TVjqNnZbz1ffk3LlzzftB29S8r21KXkf9nGoLn56Tfr70+euiCNqKqO8VbUV0by2rXLmyeZ/r+19f06eeesojrv781tfb6ccff/SIp62C+rz1M6LvP/15pD+jtAU8PRZf0LY+/dnnTluHP/74Y3PO+hy//vprue+++0z7Xnr/LL1Su3btMreSJUt6bNfWP+d9ztvV/Mzo+6tBgwamlV5/Hr766qum5dCdtrhevHgx3f/+BQBYYCGxBgBZtpJLtWvXzqMySv93173iZOLEiWa/5Cq5mjdv7nH/gAEDfM5hx44dPsfx13KYFO/qH23TSa6qRf/3Xqt/nLT6K1++fB77aFVbauzbt88nztq1a33205Y3931uvPFGn320dUVb1ZKq8ujRo4ff8/BX0eLdzpKQkOBTYZEnTx6PlhnvKgi9derUKdHnnx6vd86cOT3Ox/018ubenqTVb+7H1NaxxOhrffHixVRVcmlFjPv92rKorZXelSfeFRf33HNPkp85vS1atMhjH71u7vdr215q+XvPX3fddeZ1d+evlWn9+vWu+7dv3+7x2df3oHvF35tvvunx2BYtWqT6XP1VcmkLrvu5Hj161Geft99+O1WVXFrp4n2/d1uyfobTUsml74ctW7Z47NOmTRuPferUqeNzHO/z0eP88ccffq/TqlWrPPbV89y/f7/Pft26dfPYT9thncaOHevTBpcYf+1/qaGfXa2IdY+nf5+cPHnS7/7OquH0/Fl6pZVcqdknPT8z3s+9aNGijujoaI99XnvtNZ/9vvrqqwz/+xcAkP6o5AKAdKb/2+teGXXvvfeaKgKlQ4r9DRr3V/XjPUhYq1S8B+rq/+p786420GNpFVeXLl3MMGYdFu0+tHfBggUe+/sbSO7toYce8vifcK2e8a4O0uqm1PCuQnJWZXk/5xdffNFjn99//91naL5Wp+lKljrY3L3Kw72aTlfATKlevXp5fO+vekAHXmtlRVK8K8nS+/W+8cYbPc5HKw369+8vEyZMkIULF8qBAwdc9+t70cm5eICTVjzoAHAdNK+VFPra6EIDztc6tVUq3q+tDpDXId/eFYfeFY7e72Vv+jq2atXKY5sOA7+S92FinMP13WllkLdffvnF4/x0wQf39+CUKVNc33/++edJvs/SSqv13M+1cOHCHp+FtFwX74H1+h7Qyj7v6jz355tSOgBch7Zf6et49913m2qylLwHtbpHz9f7M6ZVgSn5fKkRI0aYmPq51p83Wg0WExPj8/lKC61C8/65pgsJ6IIQ/ugg9avxszSjXY3PjFa6uf98S+6zm55//wIAMh5JLgBIZ/oLW40aNVzfa1uJU/fu3U1LRkpagy5fvpym+NrO4XTs2DGpX7+++Ue+/nKgSRhNfjhb5/xJyS853r+AKu9fItyTSinhnoBJDU0gHjlyxGd7iRIlfFpdnLRFSVuYUkpXIkvJNvf2IG+aHHJ/X1yN13vMmDEer8P27dvl3XffNW2p2kKlv9Rrcmns2LEe8fRavPTSSx7H1V/ytMVQWz01KaVtijfffLNZqS21Dh486PG9d0LUybtlUV/XpN6r2m6W3PswqcenRlrfA9qa5U5X9dP3rCaT3VsGNXnRvn37dDnXq/H59H5euiqhd8tXUq9tRpyvrn6X3j9fdJVKZ2xdwVOTWk6a0NK2bE0WPfjgg2bFUP1PBH0dNeF1Jbw/M/6SbBn1szSjpfdnxt/nVF8n74Sh8z2eXj+PAQB2kOQCgKtczeWk//Prb3t6c58ror8s/Pbbb6l6vLPqLCneVSHKOYvMBvfn7C6xuUPuM13Syt918q70cVe0aFGP+WdX47k3bNhQ/vzzT1O9VbZsWb/763wunSflPUdNE2E6b6xTp05+q0USEhJkzZo1pjLx9ddfl8wgI9+HSb22Se2nM9fckzg6f2jp0qXy5ZdferyH7r///nSZ43S1rov3+z2l1yMjz1cT2+lNn/elS5dc3+sMLK0s0sSv+0wrJ91X5znpZ1E/L1cSNzP9LM1I6f2ZSey9ejXe05nh+gFAduc5pRIAkC60jUcTCe4tNvoPd+8WraR+6dMqCWfri9KWmJS0Zuj/UCt9rPcQeW3lGTlypKmAiYqKMts08ebdsmiD9y+o+guHts+4t+EkxnuwsdKB0IklY3TAtFbcXXfddSk6N/0lq3bt2h7bdu/e7TeRlZikfmlPj9fbSVtotLVGbzpMXpNaetMh7jpI2/mLnQ691yHU7s9Lf3HXm9KqiZ07d5ohy1q95T6AW6u+nnjiiRQn7fS11WM5uX/tTtt73elQeZvJ06TOTTkHZif1HtD38aOPPmpuTlph6N0WnF6tileLDi53p+evFU7eA88Te20zQlLvFe+fL/q50Z8vKXkPO39WKt1fW1f1ps9f3wP6nLViV19X/awp/SzrgHMdUJ4W/n6m6X9YaLVYRv8szWjp/Znx99nV9uvTp0/7/eym589jAEDGo5ILAK6CyMhIn5kfutpVan5Z05lI7jQpof8I19UA/d20nUxXfnJW4Wibjfs/0tWoUaOkQ4cOUr16dfMY3VdXm8oMvFeA02SMzpFK7PnqTVdK27t3r8+KekePHjWtoe7/U+9e2aTXRVs4dcW8lNDVzLzPzX1OjNI2VH9tVxn1evtrcdJ9tF1Vk67a8uM9r8g5Q0xb+rzblLS1UV8TbVf0TpZq8kyvcVpfW024aSulO30d9fV2d+utt0pmoa+3d+WH9/tC6fX2pu9F919+tdLHfcaVttkl1WqXGXg/L/3s6KqY7jQJofPcMiNn8tY9yaGvQVI/X7R9Tf+jwlnho0kR90odTfA5Z0jp/DpNarlLbkZfUjSZ5Z5cU7pSpHM2njf3hE16/ixND95trSmpdkrPz8ysWbN8Yib12U2vn8cAADuo5AKAq0STWs5firWlwnuodnK05WzZsmWu73XZd/2Ht7aVaZJKE2k6c+uvv/4yrRz6S4wOmNYWDqX/2NZfwtxn2eiMJd1erFgx2bJli5klk9b5LelNZ/zceeed5pcJp2effdY1vF/v12HR+ouYzrvR/fRPrUxzT4boNdcqC/ekjS4fr9Vq+kuRPl5phZK2c3744YfJntvbb79trre28ukvg1ohplVQ7rp27XpFVUdX+nor57wgfa/p/B795Uvnbekctu+++85jPpxyziXTXwA1qdWiRQtz02SYVoNoO5Zex/fee8/nfL1/AU9Kv379TBWZe+ujzjfSpIAOx9eElw7V1tfX+5pkFvp66/UdPHiwGSquCR59X7jTJGedOnV8HqvXWatA3njjDb/zpfwNwc5stL1V34vurXsPP/ywSbo0atTI/Bzx9xpmFto+qFWL7p9bfU20Okp/7uj7XT8H+vNGkyk6a0t/Rmpy05lM0Tl1mjBu06aNSZrp662fQa3u0mquV155xSNmaub++UsMaYLZvRpVY+gAea1E1T817o4dO0wL5blz50w7X3r+LE0veo2cFW5Kq9vatm3rGvyv16lQoUJX7TOjP8P0540+P/27b8mSJeZ6uNO/F/V1Tc+fxwAAS67Cio0AkC00btzYY+lw/T41vJce97esepcuXXz2S+rmvcR727Ztk31M8eLFk3weu3bt8nnM8uXLk70e3bt3T9X1cMbS5d5T85y9r9vrr7/ucX9UVJTjn3/+MfetWLHCERwcnOiy8WrKlCk+MSIjI5M8h3z58jn279/vcRw9r6ReG3+u9PW+8cYbU/zY3LlzO86cOWMed+7cuVTF9X6P6Gud3Gdh8ODBqYrRp0+fNL3H/L1+qeXvPR8aGprsOS9YsCDRY+7cudPnvae3HDlyOE6ePOlIK/0seh9Tz9+bvleS+tyk5Lq98MILyV6DnDlzJvu+T+5cUvr58Y6tzyEp69evNz8PUvM+dD/m/PnzU/VYf88rNfTzWbNmzRTFuvvuu9P9Z2lKXoOUvJZDhgxJMm5if1ek9TOT2p/feps0aVK6/zwGANhBuyIAZGLTpk0zM7NSOhBX/4fe3ZtvvukzS8ed/m+2zgrLLLTyaOXKlSmelaWVU+7PT1svdRaad4uPc6l3bePR/4l399BDD/nMevGmlRKJVS7pdr0/PWbZXOnrnVK6ct2MGTNStNKnN237TEn1m7dx48bJM888k6IZSFphp6tCZiYTJ05M8rOkK1a6V4L4WzlSq1e86epwgdLipBVEWsmUGP1ZMmDAAI9t/oaz26LVjVp142+1PX/03LU6Jy105t9//vMfuRL6+dTz1XbIjP5Zmp50tlZaftak12dGZwj6q7B0r9rSalNbP48BAOmLJBcAZGLasqKJqs2bN8uQIUNMi4rO/tA2RG2X0F9ktDXthRdekHXr1vmsGqi/zGniR3/J0OSEzlvRthD9ZfTbb781j8tsdCi+ts5o4khbADVBpa0r+kuYDk7WVjrnjCmdQaUtPUrbCHXOlvscMv3l8JFHHvH5hUdb5Jx05o4eT1voEtOqVSvTrtKzZ0/TYqOvi7Y36fe6mmHTpk0zxev9+eefm7ZAbeXRmT5lypQxCS3n665tm5po2rZtm6u10ZmoW7t2rWkN0pZMvcb6C68+Tn/R1wSevmc00aPnpnOIUkuTW9oeq22i+tw04eBsqdXZO9pKpr9QavvPhAkTfAaa21atWjXT7qmzl/T563XR1+aOO+4wq1IOHz482WP4m8sXCK2KTvoZ1OTozJkzTfuffi71pgkEbd3Uli3v9mddPCAzuemmm8ysLE1g6HxC/bmony19v+nrqe9LfU30OWqbm3viUlt5Nemksw31Z0LVqlXN50qvix5Df1ZpW6e2Dep++tm7Unr99LpqwkoT8jVq1DCfFz1fvU9bKfVzo+/L9PpZmt7059Yvv/xizkF/lqRm7ld6fGb0ueq8LG2P1p8z+lpp0k1bTnXeoC7S4S+RdaU/jwEAdgRpOZel2AAAZDpTp041ySt3/FWJ9LBv3z6TeHTSX5J1TlJKK0UyuxMnTphkoPuiBDqny3sgO3A1PzPe9+lcNZ3TCADIHqjkAgAAuMp0qLl3+5pWzgRSgkuHzGsbnlZz6cqDTloFqZUs2kbmnuDSiiFdJQ/Irp8ZAEDGy1y9AAAAAFmItkTt2bPHtL7pL+1OOuspM60emRJa0aitmXpTusqktrqePn3aY9VFp6efftqsRAdk188MACDjkeQCAAC4Snbv3m1+Yff4x1doqGmhSssw7szk3Llz5uZN55WNHj36igevZxU6hy41dM6X3rKrrPyZAQBcfSS5AAAArjJtsdLFCnR4ta5qesMNNwTcNdfKrVmzZsmKFStMe6K2LB4/fty0JeoiAjoUXatwHnzwwXRZbTSr0AH1qTFy5Egz3D67ywqfGQBAxmPwPAAAAHC1/rGdyhlSJLkAAEg7KrkAAACAq4TVWQEAyDisrggAAAAAAICAR5ILAAAAAAAAAY8kFwAAAAAAAAIeSS4AAAAAAAAEPJJcAAAAAAAACHgkuQAAAAAAABDwSHIBAAAAAAAg4JHkAgAAAAAAQMAjyQUAAAAAAICAR5ILAAAAAAAAAY8kFwAAAAAAAAIeSS4AAAAAAAAEPJJcAAAAAAAACHgkuQAAAAAAABDwSHIBAAAAAAAg4JHkAgAAAAAAQMAjyQUAAAAAAICAF2r7BJB+zq391srl3JT7Fitxr98320pcR1i4lbjrirSzErfePx9bies4f95O3NIVrMQNPrzXSlxHTIyVuFK6opWwsRvXWYl7qm1fK3FHz8xvJe7bzVZaiRt89oSVuC3eq2ol7lOLHrYSt/SWVVbiFpg4wErchLh4K3GjT9j5e7DEU8OsxA07fdhK3NveKGMl7rz6n9qJ2+h9K3Hv3feilbgx1W+yEjf8zBErcXM2vd9KXCAzoZILAAAAAAAAAY8kFwAAAAAAAAIeSS4AAAAAAAAEPJJcAAAAAAAACHgkuQAAAAAAABDwSHIBAAAAAAAg4JHkAgAAAAAAQMAjyQUAAAAAAICAZy3J9eeff0rv3r2lYsWKkjNnTnO75pprpG/fvrJ+/fqrFnfp0qUSFBRkbsePH/e4r1y5cq77vG85cuRw7Xfo0CF59tlnpUGDBlKoUCHJkyeP3HjjjfLBBx9IfHy8T8wNGzZIu3btpESJEhIZGSlVqlSR559/XqKjoz32e/PNN+Wmm24yx4yIiJAyZcpIly5dZPPmzVftegAAAAAAAGQFoTaCvv/++/Loo49K5cqVZeDAgVK9enWTSPr7779l1qxZUrduXdmxY4dJgKWn8+fPy0MPPWSSTQcPHvS5f86cOXL58mWPbXv37pV7771X2rdv79r222+/yfTp0+XBBx+U5557TsLCwmThwoXSr18/+eWXX2Ty5Mmufbds2SI333yzea4TJkwwCawff/zRJLn0OHPnznXte+LECbn99tuldu3akj9/fvn3339lzJgxUr9+fbOvHgMAAAAAAACZIMm1evVq6d+/v7Rp00a++uorCQ8Pd93XrFkzGTBggHz55Zemsiu9PfnkkyZ5pLFffPFFn/uvv/56n22LFy82f/bp08e1rWHDhrJz506T3HK67bbbJCYmRiZNmiSjR4+W0qVLm+2ffvqpXLp0SWbPnu1K2unz1Gowrfw6deqUOSelj3PXuHFjU9lVrVo1mTlzpkmMAQAAAAAAIBO0K7788ssSEhJiqrncE1zuOnfubKqtVI8ePSRXrlyydetWadWqlURFRUnx4sVNhZPSyqlGjRqZ7ddee61MmzbN7zFXrVplkkofffSRiZ8SDodDpkyZIhUqVDCJKSdNSrknuJzq1atn/ty/f79rm3O/vHnzeuybL18+CQ4OTvQaOBUuXNj8GRpqpegOAAAAAAAgIGRokkvnVS1fvlzq1KljElUpFRsbKx06dDAVWNrepy19Tz31lDz99NPSvXt36dWrl2k11HY+TYppa5+7ixcvmvlfTzzxhNxwww2pmt+1Z88ec3xtp0zODz/8YJJRmmxz0vPThJa2Mmr74blz52TBggUmyadVa5qc83edtG1SE3taQVakSBHp2bNnis8bAAAAAAAgu8nQ8iAd9K4Jp7Jly/pN7GjllJNWWzkTS9oGqO2FmuhSTZo0MYmiV155RX7//XdXm6EmzzQhpC2COgjeSedm6fG92wGT8/HHH5vz0MRZcpYsWSIzZswwM8YKFizoMcx+zZo1ZqaX+4yxxx9/3Mzo8kcTX87ZYJowW7Fihav9EQAAAAAAAJlodUVvmpTS1j7n7bXXXnPdp8muO+64w/W9VktVqlTJVIO5z9EqUKCASXJp9ZXT2rVrTTJJK6dSM+fr5MmT8s0330jr1q2lZMmSSe6ribZ77rnHzM/SxJu73bt3y5133mkSXzqDbOXKlfLqq6/K1KlTPeZ8ufv5559NYuyTTz6R3LlzS9OmTVlhEQAAAAAAILNUcunKgppock9COWn1VXR0tBnIftddd3ncFxkZKTly5PDYprOsNKnlTbfroHcnbTXUCjCt8jp9+rTZ5rz/7NmzEhERYRJJ3jTBpNVUiSWinDZs2GCGzl9zzTXy3XffmeN5D7vXOBs3bnS1Jt56663mWui56QqNOmDenbOlUpNmei00oaetme4rMQIAAAAAAMBSkktb/3SAu7b2aTLLfS6XriDorHxKT5s3bzY3XbHRm7YP1q5d2ySg/LUqFi1aVNq2bZtkgqtFixam/VKfk/dweaXH1ufmPXurbt265s9Nmzb5JLncaQKuSpUqsn379mSfKwAAAAAAQHaV4Uv26cD4hQsXyiOPPGLa9/ytUpiedNC9N20V1FUYtR3RXyvi+vXr5c8//5Thw4cnuqqhJq80wVWqVCn5/vvvzYqL/ugqkZrIOn/+vFkl0knbEZU+Prk5Zn/99Zc0bNgw2ecKAAAAAACQXWV4kkuTNZMmTZLHHnvMtOU9/PDDUr16dQkODjbVXbNnzzb75cmTJ13i6ZB6bzrI3Xku2jbor4pL6YqM/mzbts0kuNRLL70k//zzj7m5V4gVLlzYfK0rOrZr1860NA4aNMjE++WXX8zsLq3w0pUi1ZkzZ8w+Xbt2Na2P2tap1VsTJ040bZMjR45Ml+sBAAAAAACQFWV4kktpFVeDBg1MAueNN96QgwcPmuHyWtV08803y7Jly0xbow26+uOsWbPM3Cxd2dAfrcI6ceKE+VqHynubMmWKa0VGnamlz2fMmDFm5UVNZulKiX379jVVbTpDTOnMMW2d/OCDD2Tfvn1mblixYsVMkk4Tf852TgAAAAAAAGSSJJfShM7kyZOT3U9bC/WWWDWWt5TM9Bo1apS5+aMVVM4B9YnRBJYziZUSujqi3pKiA+s//PDDFB8TAAAAAAAA/xPs9jUAAAAAAAAQkEhyAQAAAAAAIOCR5AIAAAAAAEDAI8kFAAAAAACAgEeSCwAAAAAAAAGPJBcAAAAAAAACHkkuAAAAAAAABDySXAAAAAAAAAh4QQ6Hw2H7JJA+/t2508ql/LvKHVbiZjdVt35nJW6Bc/usxD2Zu7SVuKEJMVbiOoLs/J9DsCPeStyQhDgrcWNfG2ElbtyTr1uJG8Rf8QAAZBsVKla0fQqAdVRyAQAAAAAAIOCR5AIAAAAAAEDAI8kFAAAAAACAgEeSCwAAAAAAAAGPJBcAAAAAAAACHkkuAAAAAAAABDySXAAAAAAAAAh4JLkAAAAAAAAQ8AIuyfXmm29KUFCQ1KhRw+/9et+oUaOSPc7UqVPNvrt373ZtK1eunLRt2zZF5/Hss8+afUuWLGmO06NHD7kS586dk+HDh0vLli2lcOHCKX4eAAAAAAAACMAk1+TJk82fmzdvll9//dXaebzxxhty4sQJueuuuyQ8PPyKj6fH+uCDD+Ty5cvSrl27dDlHAAAAAACA7CJUAsj69evljz/+kDZt2si3334rH3/8sdSvX9/KuWjlVXDwf3OEM2bMuOLjlS1bVk6dOmUquI4fPy4fffRROpwlAAAAAABA9hBQlVya1FJjxoyRm2++WT777DOJjo5O9nG//PKLNGzYUHLkyCElSpSQp556SmJjYxPdf9GiRXLDDTdIzpw5pUqVKq7qMXfOBFdyvv/+e7n77rulVKlSJn6lSpWkb9++JpHlTpNbegMAAAAAAEAWTnJdvHhRZs2aJXXr1jXzuHr16mWqqb788sskH7dlyxZp3ry5nD592szheu+992TDhg3y4osv+t1fK8WGDBkigwYNkrlz50qtWrWkd+/e8uOPP6bpvHfu3CkNGjSQd999V5YsWSIjRowwbZaNGjVKMtEGAAAAAACALNiu+NVXX8mZM2dMwknde++98sQTT5jqru7duyf6uOeff14cDof88MMPUrRoUbNN2x0TG1yvFVarV6+WMmXKmO9vvfVWWbZsmXz66afm69R65JFHXF/reWgFWpMmTUx74sKFC81MLwAAAAAAAGSTSi5NZmn7YJcuXcz3uXLlks6dO8uqVavkn3/+SfRxy5cvN5VczgSXCgkJMUkyf6677jpXgktpi+G1114re/bsSdN5Hz161CS6SpcuLaGhoRIWFmYSXOrvv/9O0zEBAAAAAAAQgEmuHTt2mHZBrcDSaihtPdRbp06dzP3+Zma5r1pYrFgxn+3+tqmCBQv6bIuIiDDtkqmVkJAgLVu2lK+//lqGDx9uKsLWrl1rZoSptBwTAAAAAAAAAdquqEksTW5py6LevE2bNs3M2NIKLX9Jq8OHD/ts97ctvW3atMnM+NJZYO4tlZq0AwAAAAAAQDZKcsXHx5skVsWKFeWjjz7yuX/BggXy2muvmflWbdu29bm/adOmMm/ePDly5IirZVGP+fnnn1/1c3eulqiVYO7ef//9qx4bAAAAAAAgO8n0SS5NXh08eFDGjh1rBrZ70wHyb7/9tpnZ5S/J9eyzz5okV7NmzczKhpGRkTJp0iS5cOHCFZ3XypUr5dixY66kmc7sclaZNW7cWAoXLixVqlQxybknn3zSVKIVKFBA5s+fL99//32iz1XPS1eNdK4M6TzmHXfcYc4dAAAAAAAAAZjk0uRVeHi49OzZ0+/9hQoVkvbt25tkkFZr+UuCLV26VIYMGWJaBvPnzy8PPPCAdOzYUR5++OE0n9fIkSNNostpxYoV5uYcdq8JOR0yr0mtgQMHSt++fc3g+RYtWpjzcR9u79SvXz+PAfdffvmlualdu3ZJuXLl0ny+AAAAAAAAWVmQQ0uMkCX8u3Onlbh/V7nDStzspurW76zELXBun5W4J3OXthI3NCHGSlxHkJ11QIId8VbihiTEWYkb+9oIK3HjnnzdStwg/ooHACDbqFCxou1TAKwLiNUVAQAAAAAAgKSQ5AIAAAAAAEDAI8kFAAAAAACAgEeSCwAAAAAAAAGPJBcAAAAAAAACHkkuAAAAAAAABDySXAAAAAAAAAh4JLkAAAAAAAAQ8IIcDofD9kkgfezqdZeVS5lr6LNW4p6LKGglbrAj3krcvZdLWon7555IK3GrlIqxErdO/Gorcc9HFbESNzYkh5W4BU/vtBL3TJ7Skp1EB+e2Ejdv7HErcWNDIqzE/bNaeytxq279TrKTEEeclbhnJZ+VuFFB563EvSx2/l4IlgQrcY9dLmAlbqGIU1biFr6410rc8zns/Ls9yJGQrf4+qlihgpW4QGZCJRcAAAAAAAACHkkuAAAAAAAABDySXAAAAAAAAAh4JLkAAAAAAAAQ8EhyAQAAAAAAIOCR5AIAAAAAAEDAI8kFAAAAAACAgEeSCwAAAAAAAAEvWya5pk6dKkFBQbJ+/XrXtrfeeksqVaok4eHh5r7Tp09Ljx49pFy5ch6Pffnll+Wbb765Kuc1ffp06dKli1SuXFmCg4N9YgMAAAAAAMC/bJnk8rZx40Z5/PHHpWnTpvLDDz/ImjVrJHfu3PLcc8/JnDlzMizJNWPGDNm8ebPUq1dPKlaseFViAAAAAAAAZEWhtk8gM9DEknrooYdMgskpoxNNixcvNhVcqm3btrJp06YMjQ8AAAAAABCosn0lV5MmTaRbt27mYtSvX9+0KmqbovJuV9T7Lly4INOmTTNf600f794CqZVgmiwrWLCg5MmTRx588EHzmMOHD8s999wj+fLlk+LFi8vQoUMlNjbW88X4/wQXAAAAAAAAUifbV3K98847MmvWLHnxxRdlypQpUqVKFSlcuLDfi6VtjM2aNTNtjdrKqDSR5a5Pnz7SoUMH+eyzz2TDhg3y9NNPS1xcnGzbts1sf/jhh2Xp0qUyduxYKVGihAwePDiVLxkAAAAAAAC8ZfskV7Vq1VxtiTVq1JA6depIYm666SZTbaVJMP3aH20zHD9+vPn6tttuM4kxTaK9/vrrMmjQILO9RYsWpjVx5syZJLkAAAAAAADSAf1x6UyTXO6qVq1q/mzTpo3P9j179qR3eAAAAAAAgGyJJFc6K1CggMf34eHhiW6/dOlSeocHAAAAAADIlkhyAQAAAAAAIOCR5EqliIgIuXjx4tV5NQAAAAAAAJAm2X7wfGrVrFlTVqxYIfPnz5fixYtL7ty5pXLlypIetmzZYm7q8OHDEh0dLV999ZVrQL7eAAAAAAAA4ItKrlSaOHGiXHPNNdKlSxepW7eu9O3bV9LLF198IZ07dza33377TY4dO+b6Xu8DAAAAAACAf0EOh8ORyH0IMLt63WUlbq6hz1qJey6ioJW4wY54K3H3Xi5pJe6feyKtxK1SKsZK3Drxq63EPR9VxErc2JAcVuIWPL3TStwzeUpLdhIdnNtK3Lyxx63EjQ2JsBL3z2rtrcStuvU7yU5CHHFW4p6VfFbiRgWdtxL3stj5eyFYEqzEPXbZc3GojFIo4pSVuIUv7rUS93wOO/9uD3IkZKu/jypWqGAlLpCZUMkFAAAAAACAgEeSCwAAAAAAAAGPJBcAAAAAAAACHkkuAAAAAAAABDySXAAAAAAAAAh4JLkAAAAAAAAQ8EhyAQAAAAAAIOCR5AIAAAAAAEDAC3I4HA7bJ4H0cXzTGiuX8kKOAlbiXg7KaSXunvNFrcT94tvzVuLu2LjDSty3Xi5rJe7pmNxW4gYHJViJWzj8pJW4ey4UsxK3YM5zVuLmCL5sJe6Ri3Z+Pm/am8NK3BplLlmJWzSnnc9RhNh5vqEJMVbiOoLs/N9sSEKslbgxIXb+nXPBkctK3L+PFbYSt8GMzlbiXhryupW44Q47Pzfig0KtxL3ksPM5Cgqy8yt21YolrcQFMhMquQAAAAAAABDwSHIBAAAAAAAg4JHkAgAAAAAAQMAjyQUAAAAAAICAR5ILAAAAAAAAAY8kFwAAAAAAAAIeSS4AAAAAAAAEPJJciXjzzTclKChIatSokbGvCAAAAAAAAFKNJFciJk+ebP7cvHmz/Prrr6m/sgAAAAAAAMgwJLn8WL9+vfzxxx/Spk0b8/3HH3+cca8IAAAAAAAAUo0klx/OpNaYMWPk5ptvls8++0yio6Nd9+/evdu0Mr766qvy0ksvSZkyZSRHjhxSp04dWbZsmc/xfvrpJ2nevLnkzp1bIiMjzTG//fZbn/0OHz4sffv2lVKlSkl4eLiUL19eRo8eLXFxcal/ZQEAAAAAALIRklxeLl68KLNmzZK6deuaeVy9evWSc+fOyZdffulz8d5++21ZtGiRTJgwQT755BMJDg6W22+/XdasWePaZ+XKldKsWTM5c+aMSZ7psTXZdeedd8rnn3/ukeCqV6+eLF68WEaMGCELFy6U3r17yyuvvCIPPfTQ1XwPAAAAAAAABLxQ2yeQ2Xz11VcmIaUJJnXvvffKE088YRJU3bt399g3Pj5evv/+e1PFpVq1aiXlypUzSSrdrp588knJnz+/rFixQnLlymW2tW3bVq677joZOnSo3HPPPaYqbNSoUXLq1CkzA0wrw5RWf+XMmdPsN2zYMKlWrVoGXw0AAAAAAIDAQCWXF01maWKpS5cu5ntNTHXu3FlWrVol//zzj8e+HTp0cCW4lLNC68cffzQJsAsXLpih9Z06dXIluFRISIg88MADsn//ftm2bZvZtmDBAmnatKmUKFHCtCc6b1oZ5qwIAwAAAAAAgH8kudzs2LHDJKh04LzD4ZDTp0+bmyap3FdcdCpWrJjPBdVtMTExcv78eVOZpccpXry4z36azFInTpwwfx45ckTmz58vYWFhHrfq1aub+48fP57ISwgAAAAAAADaFd1oEkuTUtqyqDdv06ZNkxdffNFjjpY33aZD47VyKzQ01MzpOnTokM9+Bw8eNH8WKlTI9WetWrXMIHt/nEkxAAAAAAAA+CLJ9f+0vVCTWBUrVpSPPvrI50JpO+Frr71mBsLrQHr19ddfy7hx41wtizqgXquxbrnlFtOSGBUVJfXr1zf7jR8/3rRBqoSEBDOoXldRvPbaa11zur777jsTX2d4AQAAAAAAIOVIcv0/TV5pddXYsWOlSZMmPhdKE1u6mqLO7HrjjTfMNk1k3XbbbTJ48GCTuNLHnj17VkaPHu16nK6OqPvovC0dIK9VXu+8845s2rTJrLSoQ+fV888/b4bV33zzzfL4449L5cqV5dKlS7J7926T/HrvvfdMUgwAAAAAAAC+SHL9P01eaQKqZ8+efi7Tf9sJ27dvb9oYdcVE9eijj5pElCaljh49auZnffvtt9KwYUPX4xo3biw//PCDjBw5Unr06GGSYbVr15Z58+aZ6i0nndu1fv16eeGFF0x1mA6l10H25cuXl9atW1PdBQAAAAAAkASSXP9vzpw5khytvNKbVlcpnbc1YsQIc0tKo0aNZNmyZckeXxNpEydONDcAAAAAAACkHKsrAgAAAACADDFq1Cgztiexm7/xQSlRrlw51zGSo4UraYm3evVqeeCBB6RChQpm5na+fPnMaCPt8tqwYYNrP+ex9ZyQsajkAgAAAAAASITD4TBjinROtzsdX3TmzBnZvHmznD9/XqZOnco1tIwkVxpoNlbf5AAAAAAAIG26d+8eEIkhnZ3tTHDlyZNHXnvtNTOzO1euXLJ9+3Yz1kgXoYN9tCsCAAAAAIBMRxdue+edd+Smm24yC7NFRERIxYoV5bHHHpPDhw+n6BjamtiuXTuTkCpQoIBJrB07dizF53Dy5EkZM2aMx6J1ffr0kYIFC5rzqVmzprz88ssyYcIEv4//888/pVWrVhIVFSVlypSR4cOHS0xMjOv+vXv3SpcuXaRq1apmwbnQ0FBznk2bNpXZs2d7HEsTgs5WSF3cTpNtlSpVksjISLnuuutk4cKFPvHfe+89ueaaayRHjhzmXL/44guzKJ7zOCtWrPDY/8svv5RmzZqZc9HF+XQxPL3eutheIKCSCwAAAAAAZLoEV4cOHWTu3Lke2//9919TVaXJmJ9//tnMx0oqQXXLLbfI/v37zfcXLlyQ6dOny9KlS1N8HrqI3MWLF83XmlDq1KmT3/00OeXt+PHj0rBhQ9PKqKKjo2XcuHGmGuzZZ5812w4ePCiff/65x+NOnTplkk96++STT+T+++/3Ofabb74pp0+fdn3/xx9/yN133y3btm0ziSmlSbChQ4e69tm0aZPce++9UrJkSb/PYfDgwfLGG2/4JAn1euvr8Msvv0iJEiUkM6OSCwAAAAAAZLhp06b5DJ7XwfRKK46cCa4qVaqYBM2JEyfk4YcfNtuOHDkiQ4YMSfL4mrBxJrh0wPyBAwdM5ZQzCZQSu3btcn2t1VapoUm1jh07mmTXvHnzXNtnzJjh+rps2bLyzTffyL59+0wyTed8rVmzxlRnqddffz3RY3/99dcm0eVMgsXGxspnn31mvtb2Sa32UnpdNVmm2yZPnmyug7e1a9e6Elx6znrd9Fycx9Pze+655ySzI8kFAAAAAAAylfnz57u+fuqpp6R69eqmjU+TPs6qKW3Pi4uLS/QY7hVbOldLq5BKly7tSv6kVkpWbnQXEhIiEydONK2Nd955p/lT7dmzx7VPoUKFZMuWLXLXXXdJ4cKFzaqNDRo0MFVfSu/zR/fXuWB58+Y17Y5Oe/7/2FrlpokwZ4JPE2Ha8tmzZ09zfG/uSThtkyxVqpRpcXQ/9pIlSySzI8kFAAAAAAAynM7H0kXd3G/OSi73GVBa7eSks62cyaLLly8nOfBdK6icNLnlpLOxUsq96iuxhFNiihYtapJQ7ufuPG8nXbXx6aeflg0bNpi2Ru9F7rSayp/KlSv7HNd9f61683f9/H3vrIxLjvv1zKxIcgEAAAAAgExFq5qc3CuftDrJmcDRwe863yoxWiXlpO12TtqymFItWrRwtQ7u2LHDtAj646+iLCwsLNlKMF2Z0flcfvrpJ9NyqIkurVpLivux/R23UCLP3Tlny1uRIkVcX+uwf+/ko96c1WWZGYPns5DnFqauPzi9vNp4tZW45/L+LxOfka6N+u/QwYzWv/N//7ciw3WuaCXsI4M2W4n75bj//U9LRkoIDrES95zktxI3Kux//3uVkQoE/e9/tDJSoSN23s8l1/5kJW6tZu2txN0eWstK3Iee2GEl7tKeG63ElbhYK2EvXXODlbj/RNqJW/XYj1binipYyUrcu/b9bz5NRto+6F0rcct+/YKVuJfbdLcSNzzmvJ24vy+3EvdSnRZW4or4HyYeqLS9z5kA0tUN69SpI8WLFzdVT86EUuvWrf0OfHdPUOmwdDVixAgzl0oH2o8ePTrF56GrDD755JPm8apXr15mDpZzxUYd9K7nqRVlOqA9tZzJquDgYNNOqHO5xo8fb4bmX4mbb77ZnJ9Why1fvty0IOoqjzqw33lNvNsfdZVIZ2unVoppW6NWna1bt86sKlmrVi1z/TMzKrkAAAAAAECmoqsAtm3b1nz9999/u2Zyvffee67KI109MCmDBg0ys6WUJnp0VUFtW9y+fXuqzkVXQnz00UfN12fOnJHevXublkmtvtLEzyuvvOJaQTG1dAVJpcmt2rVrm8q0d999V/LlyydXInfu3K5knib2dFVI3aZJOvcVEp1VYPXr15cnnnjCfH3o0CFp3ry5qWDTJF/Lli3NCpAxMTGS2ZHkAgAAAAAAmYpWNumqg2+99ZbUrVvXzJ3SqiedkdW/f38zw6pixaS7TjQp9uOPP5oqJX28zse67777XKs2ppQmgvQ8Vq1aZQa460wrZ6tktWrVzPkMHDgwTc9TB+lrAq1YsWImqaTJpRUrVnjM8kqrwYMHm9ZDvU7h4eEmUairJV5//fWufZzzzZSurqiVXloBp8ktvd5aPadVYZow0xlqmV2Qw3uqGQJWv3GnrcTNbu2KsSERVuKedFhqV7TkscG0K2aEcyF22hVPxSQ+O+FqKhF2yErcQkftvJ/jLbUrxtlqVwy30644dJidtkHaFbN4u+Kp7NWuWHjDd1bibr/+QStxy35Du2JGyG7tigVq3WIlLjKvffv2maosTRI6K7YWLFggHTt2NFVZWuWm8840oZhVMJMLAAAAAAAgi9m8ebPcfvvtkiNHDjPIX2eJnTt3ztynlV0ffvhhlkpwqaz1bAAAAAAAACDapti+fXuT4Dp27Jip3qpQoYKZy6Xtnjq4P6uhkgsAAAAAACCLueaaa+Trr7+W7IRKLgAAAAAAAAQ8klwAAAAAAAAIeCS50snUqVPNagX+bkOHDk2vMAAAAAAAAPCDmVzpbMqUKVKlShWPbSVKlEjvMAAAAAAAAHBDkiud1ahRQ+rUqZPehwUAAAAAAEASaFfMQPPmzZMGDRpIZGSk5M6dW2677TZZs2aNxz66rOfDDz8spUuXloiICLPUZ8OGDWXp0qUZeaoAAAAAAAABhUqudBYfHy9xcXGeFzk0VD799FO5//77pWXLljJr1iy5fPmyvPrqq9KkSRNZtmyZNGrUyOz7wAMPyO+//y4vvfSSXHvttXL69Gnz/YkTJ9L7VAEAAAAAALIMklzp7KabbvLZpgmtYcOGSc2aNWXhwoUSHPzfAro77rhDKlasKP/5z39k9erVZpv+2adPH3nooYdcj7/77rvT+zQBAAAAAPBxafYbGX5VcnQcdNUXiuvZs6ecO3dOcuXKleLH9ejRQzZt2iTr16+XjFSuXDnp1KmTjB8/PkPj9kjB87106ZLkzJnTzCPX/TMb2hXT2fTp02XdunUet507d8rBgwdNlZYzwaX0w9WxY0f55ZdfJDo62myrV6+e+QC++OKLZntsbGx6nyIAAAAAAAFt1KhRUqhQIb/3denSxXRNOd17771y6NAhiYqKkkCgeYSRI0em2/E++eQT0z2WJ08eyZEjh1SvXl2ef/55Vx4iKyHJlc6qVq1qBs+735ythsWLF/fZX1deTEhIkFOnTpnvP//8c+nevbt89NFHZn5XgQIF5MEHH5TDhw+n96kCAAAAAJDlaeVRsWLFJCgoSDILrYhKjM7m1jne6aFv376mW6xNmzamkGbr1q3y1FNPmZzDrbfeKufPn5eshCRXBihYsKD5UzPH3rTCS6u78ufPb77XTPSECRNk9+7dsmfPHnnllVfk66+/zpRlgAAAAAAAZHbaLaUJLveEzsaNG80ib1rZVKFCBfn444/N+CF/v3vrXG2dma2VYLqPzs12p0Ur/fr1M0UsutBc7dq1TZeXdwviE088YcYVaQGMMwfgj+47dOhQ1/d6TlpAk9x5eJs7d6588MEH8v7775vEVrVq1cyxu3XrZha3++uvv2TEiBGSlK+++srE1Ouk5+C9eF5mQ5IrA1SuXFlKlixphs87HA7X9gsXLsjs2bNdKy56K1OmjDz66KNmFcbk3rwAAAAAACB52qZ3++23S0REhJmLrYkc/X19y5YtPvtu377dJKw0waSVUJosu+eee1wLzsXExEjTpk1NoYoeZ/PmzTJkyBDp37+/Sa65mzx5spnZrYvP6bFSI7nz8GfatGlSvnx50x3mTRNX9913n8yYMcMjT+Fuw4YNptWzVatW5usXXnhBBgwYIJkZg+czgFZq6UqKurpi27ZtTbmgvrHHjRtnVk8cM2aM2e/MmTPmw9G1a1epUqWKKU/UXtxFixZJhw4dMuJUAQAAAAAICDoayN8gef19W6u0EjNz5kzzWP3TOVZIv9ZCE2/x8fHy2WefSd68ec33o0ePNkmff//91ySKdOSQdmH9+uuvJmmmNLH0999/y+uvv+5RGVapUiXTuZUWyZ2HP1u3bpUaNWok2qapi+NpIuz48eOmRdLba6+9ZnITb775pjmGjmfSYp3OnTtLZkWSK4No4kpLCrX9UDOhISEhprxw+fLlcvPNN5t9tPyvfv36JpOqWWAdOq8fMi1nHD58eEadKgAAAAAAmZ62/K1du9Znu7YFJjVrSiu2ypYt6zE3W2d2aduiN01MORNLqnTp0uZPnZutySVNbp09e9Y1pshJK6y8K6T09/20Su48/HEkUqGVUnqdNF/hniTTAfaZGUmudKLZ2eTmZt19993mlhjN+r777rvpdUoAAAAAAGTprilN/njT6q7kBqqndAh9WFiY38fpAnLOP0uVKmVaEJNzJas7Jnce/lStWtXMHtNkl7/nqzO5NDmX2CqViT0uM2MmFwAAAAAAyDZ0ALt2T2kVlNORI0dk165dqT5W3bp15cCBA66Em/fNpu7du5vn9Mknn/jct2PHDjPf64EHHkg0kaWtjj///LPHNp1hlpmR5AIAAAAAANmGzsvWCiZdZVAHqutCb/q1dleltnJJRxPpbKs777zTrGaoSSU95ocffuiav23L3XffLQ899JCZCz527Fgzo0uTezpkv0WLFiaJpcPkEzN48GAzW2zgwIHmsTovfOTIkZKZ0a4IAAAAAACMHB0HZfkrERkZKQsXLjQrIOqs7BIlSsiIESNMNZfOyk4NTYytWLFCRo0aZZJBBw8elHz58pkEkh7ftg8++EBuueUWee+99+TFF180s7919ljPnj1l2LBh5lok5vrrrzeD9Z9++mnzeK2A0yH0zZs3l8wqyHGlk8iQafQbd9pK3Fcb2ylXPJf3v4P2MlpsyH9XzMhoJx2egwyzuscGb7YS98tx/xvmmJESgkOsxD0Xkt9K3FMxeazELRF2yErcQkftvJ/j1/5kJW5cs/ZW4m4Pr2Ul7tBhG63EXdrTTlyJi7US9tI1N1iJ+0+knbhVT/1oJe6pgnZaawpv+M5K3O3XP2glbtlvEq+cuJout+luJW54zHk7cX9fbiXupTotrMQtUOsWK3GzitOnT0vJkiVNImjQoKyf6MuqqOQCAAAAAADZirbsFS5cWK655hpTfaWVXKGhodKlSxfbp4YrQJILAAAAAABkK2fOnDEthvv27ZPcuXNLnTp1zJD14sWL2z41XAGSXAAAAAAAIFvp16+fuSFrYXVFAAAAAAAABDwGz2ch+7dvshI3IvaClbhhMXbino8qYiVu7vOHrcQNWbvMStyvq75iJW6z4pY+R3HRVuKeiShsJW6BC/utxD0XaefzGxZ/2UrcM6F2FqwID7LzfGMd4VbiJjjs/J9hjqCLVuLmjD1nJW5ErJ3B1acj7bSt5L58wkrccxF2fm5ExdhZQCk+OMxK3BXHalqJ2zqPnQVJjkRVsBI3KuGslbgXgu0ssFO1YkkrcYHMhEouAAAAAAAABDySXAAAAAAAAAh4JLkAAAAAAAAQ8EhyAQAAAAAAIOCF2j4BAAAAAACQOfy7c2eGx6xQsaIEot27d0v58uVl/vz50rZtW9unAyq5AAAAAABAoBk1apQEBQVJ48aNfe7r0qWLNGnSxMp5wS7aFQEAAAAAQMAJCwuT1atXy+eff277VJBJkOQCAAAAAAABJ0+ePPLII4/IsGHDJDo6Osl9ly9fLg0bNpScOXNKvnz5pGPHjqbdMDl//fWX3H333ZI/f37z2Bo1asgXX3zhsc/x48fl3nvvldy5c0uJEiXkP//5j8THx7vuX7ZsmbRo0UIKFy4sUVFRUrt2bZk2bZpPZVqhQoXMvnq/xqpVq5Z8//33HvvpOd9+++3mfo318ssv+61c++mnn6R58+aSK1cuc1xtp9y6datkddkyyTV16lRT1rh+/XrXtrfeeksqVaok4eHh5r7Tp09Ljx49pFy5ch6P1TfQN998c1XOq0+fPuYDox84fcNee+215sOqHxgAAAAAAODp+eeflwsXLsiYMWMSvTSa3GnVqpX5HXvdunXy3Xffyb59+6Rly5YSExOT5ONuvvlmiY2NlW+//Va2bNki48aNMxVk7p5++mlzrA0bNsjo0aPl1VdflenTp7vuP3funPTq1UtWrlwpGzdulAceeEB69uxpzsOd7qfJrkmTJplj6byvzp07m/yEcjgc0q5dOzlw4IBJfi1evFj+/PNPWbRokU+C67bbbjM3fb4at2jRonLLLbdk+fwCg+dFzJvs8ccfN0mm7t27S2hoqMnAPvfcczJw4ECfJFenTp3MGyu96Qfz4YcfNsm2HDlymCTcSy+9ZN74+gbXBBwAAAAAAPivAgUKmETX0KFDTSLJu1BFaQJME0Yff/yxBAf/t9bnyy+/NL97f/rpp6bAxZ9XXnnFVEHNmTNHIiIizDY9jjeN27t3b/O1HnPKlCkmCaWJLOWdP9Bz/eGHH+STTz6RO+64w7VdE276WD2G0oRa5cqVZe3atSaJtnTpUvnjjz9M4qpOnTquIp4yZcp4HH/kyJHmOT355JOubR9++KFJimnybfDgwVn27UOSS0Q2b95sLsZDDz0k9erVc12cihm8wsOsWbM8vm/WrJlJtvXv399kYvV7AAAAAADwP9qy+P7775vk0VdffeW35VCrmJwJLlW2bFmpUKGCbNq0KdFLqYUnTZs2dSW4EnPjjTd6fF+6dGk5fPiw6/v9+/ebRNyPP/5otsfFxcnly5elbt26Ho/T3/+dCS7ncZTzWFpJpsUv7vG0QOaGG26QS5cuubb9+uuvJocwY8YMj+NfvHhRtm3bJllZtmxXdKd9q926dTNf169f37QqOrO43u2Kep9WW2nvrH6tN2ffq7MFUrOxmiwrWLCg6Q9+8MEHzWP0TXnPPfeYVsTixYubD5+WPCZHe3aVVpcBAAAAAABPISEhMnHiRJk9e7b5ndwf/X09tbQ9MCW82xc1VkJCguv7Nm3ayO+//y7jx4+XVatWmW4ybZ/0bpX07t5ynrP7sVLyPBISEkyxjMZxv2mC64UXXpCsLNtnTt555x1TQfXiiy+assAqVaq4Ekve1qxZY6qpNJOrrYxKE1nutOWxQ4cO8tlnn5kWQ+3N1Sytvpl0u7Yjaonh2LFjzZA4f2WCzqyuvgk1TqNGjcyAPAAAAAAA4Et/T9dh8jpySH+vd1ezZk2TXNLkj7Oaa+/evfLvv/+a+xKjlVYrVqwwyai0jg86ceKEmZulbZE6/N35O7/O+9IimNSoVq2ayRVowsxZzaUVXJp7qFq1qsd5a1uje1VYdpHtK7n0TeJsS9Sh7zfddFOibYp6n34gNAmmX+tNH+9O37SandUBb8OHD5c777zTJNG0WuyZZ54xKypoP/B1110nM2fO9Inxyy+/mCywroCgyS0tn9SZXJqZBgAAAAAA/unv4jt27DBD4t099dRTJqGlXVc6rkgLWLTTSju37rvvvkQvp860Onr0qEme6WN27dolCxcuNDO6UjMzTIe+T5482cTW5JMOnk/LAHjNJ+jKizr/a/Xq1abVUueBaeLLvcLrxRdfNO2Kep/O79Lz1lZJvQ4///yzZGXZPsmV3pyZWSdnNlXLE72379mzx+fxmkV2rn6g5ZaakdWEWXLLoQIAAAAAkJ1p0mrYsGFm9pQ7Hd6uQ9f//vtvM7C9devWUrJkSTMcPqkKLf29XZNFWgGm7YXVq1c3xSxaiZVSmnz6+uuv5dSpU6b6SgthatWqlabF7PRY33zzjRQrVkyaN29uhtHrsW699VYzm8tJ549p5dqRI0dMPkGfhy6yp7PBdHxSVpbt2xXTm2Zp3Tk/MP62uw+Gc4qKinKtkqBvVJ0TphVjOkRv0KBB6X6+AAAAAAA4VcjgBdjSatSoUebmTQe8681fO2Naqpi0C8u7Msw9qeZvbpeOL3J38803myH2qX0+mrjyPr7GXLRoket7nfX97rvv+iTN6tevn+h5Z2UkuTI5TXhpi+T27dttnwoAAAAAALBIE1fx8fFm3JJWh2mL5sGDB01rIkhypZouHepd+ng1aduilkZmx4FxAAAAAADgf3T+1ogRI8ycLc1P6MgjHY6vs7pAkivVnG+g+fPnm17W3Llzm/7eK7VgwQL58MMP5a677pKyZcuakkMtZ5wwYYJJcOmqjQAAAAAAIPvq0KGDucE/2hVTSYfBDxgwQLp06WKGwTdu3Ngkva6UJrJ0TtcLL7xghsM5e2111QRd0SFv3rxXHAMAAAAAACCrCnL4m5KGgLR/+yYrcSNiL1iJGxZjJ+75qCJW4uY+f9hK3JC1y6zE/brqK1biNitu6XMUZ2cF1TMRha3ELXBhv5W45yLtfH7D4i9biXsmtKCVuOFBdp5vrCPx1ZGupgSHncWqcwRl3PgEdzljz1mJGxF73krc05F2VqHKffmElbjnIuz83IiKOW0lbnxwmJW4K47VtBK3dZ6frMQ9ElXBStyohLNW4l4IzmMlbtWKJa3EBTITO/8qAwAAAAAAANIRSS4AAAAAAAAEPJJcAAAAAAAACHgkuQAAAAAAABDwSHIBAAAAAAAg4IXaPgEAAAAAAJA5TFme8TF7Nr26x586dar07NlTzp07J7ly5Urx43r06CGbNm2S9evXS0YqV66cdOrUScaPH5+hcbMCKrkAAAAAAEBAGTVqlBQqVMjvfV26dJEmTZq4vr/33nvl0KFDEhUVJYFg3bp1MnLkyCs6xqeffiqhoaGyevVqn/uGDBkihQsXloMHD0pWQyUXAAAAAADIsnLmzGlumcmlS5ckR44cfu/TBNSV6tq1q3z//ffmzz/++EPy5ctnti9ZskQmTJgg8+bNkxIlSkhWQ5IrC8lz7oCVuKfylrMSNyFHQStx4yTMStywnJetxD1328NW4nY68IWVuAdD6lqJmxAUYiVuRMJFK3HP5/T/v25ZVVicneuc33HUStyQhFgrcc9F2Pl7ISYowkrcB5/YbyXul+PyWom7+GxDK3Fr5jxiJW54qJ2fGyGOOCtxj4fZ+UXrdExuK3FvKfq3lbjxsXZ+XuWOP2UlbpA4rMQ9dum/yYSMVtVK1MDgr11x48aNMmDAAPntt99MsueZZ56RDz/8UKpUqWL2dzdr1ixTWXXgwAGpWbOmvPPOO3LDDTe47j916pQ8/fTTMnfuXDl9+rRcc801plrqwQcf9GhBbNeunURERMj06dPNfhcvXkxRu6KzbVKPmdR5eHv77belTp068tBDD8mXX34pR48ele7du8vAgQOlTZs25hoMHz5cfv75Z3E4HNKwYUMZN26c1K5d2zx+9+7dUr58eZk/f760bdvWo1Lu8OHDsmLFCldVncb6/PPPZfDgwbJ9+3ZzDV577TW57bbbXI/T4/Xr1888Ln/+/PLoo4/Kn3/+6XGsK0W7IgAAAAAAyDaio6Pl9ttvNwknbef76quvTHvfli1bfPbVhI0mpTTR9csvv0hQUJDcc889Ehf33/8UiImJkaZNm5oEjh5n8+bNJhnVv39/n2TZ5MmT5fLly7Js2TJzrNRI7jz8iYqKMomnBQsWyPvvv2+SZSVLlpQxY8bI8ePHpXnz5qal8ccff5RVq1aZr5s1ayYnTpyQ1NIEoia7Jk2aJBs2bDDJsc6dO5tkntIkmib5NEGnFWaLFy82Ca5FixZJeqKSCwAAAAAABBxNxvgbJK+JJK1KSszMmTPNY/XP4sWLu7aVKVPGZ9/4+Hj57LPPJG/e/1Yyjx49Wlq1aiX//vuvXHvttSaJtGfPHvn1119N0kxpgufvv/+W119/3SSWnCpVqmRaBdMiufNITK1atUxFmCbdNOn1+++/S3h4uKm80sSTnn/u3P+tatWvtYrsrbfeMgmr1NBk35QpU8xzVFoRVrlyZVm7dq20bNlSli5datomdd6YVpcpTQL6u+ZXgiQXAAAAAAAIONrypkkUb0888YScP38+0cdpxVbZsmVdCS5VrFgxqVChgs++mrRxJpZU6dKlzZ/aYqfJJU1unT17VgoW9ByboBVWmkRyV79+/VQ+w5SfR1IGDBggr7zyinTs2NGVhPrrr79Mq6MzwaX0a01AaWtkauljncf2Pj/nNdfk2o033ujaR2eS6TnofLL0QpILAAAAAAAEnODgYI/EipNWdyWV5FLa7pcSYWFhfh+XkJDg+rNUqVKmBTE5V7K6Y3LnkZzQ0NBEj5HU9VXeyTqt2vKmCazkzi+l1/xKMJMLAAAAAABkG9WqVTMztJxVRurIkSOya9euVB+rbt26Zs6UM+HmfcusatasaYbuuycD9WvdpvepIkWKmMSUPj/3tkltO0zLNdc2Um2XdNIKLp3flZ5IcgEAAAAAgGzj/vvvN+2F3bp1M0kWTbzo1zpTK7XVRl27djVJoTvvvNOsrqiJMj2mrtSoA94zq0cffdQ81/vuu8+ssqjnrF9r1Zbe52wnvPXWW80cMW0L1TbGPn36pGkwfYsWLcyqjb179zbD/vVYvXr1Momv9Kzwol0RAAAAAAAYPZtm/QsRGRkpCxcuNMPYb7rpJilRooSMGDHCVHNpYic1NDG2YsUKM6h94MCBcvDgQcmXL5/UqFHDHD+zKlSokGmxHD58uGtIv/6p29zni+mKkH379jUrMerzGjRokFy8eNGjCi4lNJH1zTffyCOPPGKOVaBAAXn88cdN9VhsbGy6Pa8gh3dzJQLW2d8WW4l7Km85K3ETgkKsxI0Tzz7mjJIn5riVuOfCC1iJW+LAOitxD5asayVueEL6DVtMjSCx81eAQ4LsxA2yU8Acefm/SydntPgQz9kIGSUkIf3+oZIa5yI8B75mlBj570pKGa3PEzutxP1y3P+G3makFSdqW4lbs+gRK3HzJdj5ez8+2M6/c85LHitxT8f8b+ByRioTttdK3ByxSc8oulouh0Zmq3/n7Iz1HV6eEW6tnvZ5TxA5ffq0lCxZUl588UWTyMHVp8ktbels166dTJw4MV2OmS3bFXWZSs0irl+/3rVNl8jUi6vD0vQ+fYPrUp+6fKa7l19+2WQf09uhQ4fk2WeflQYNGpiMap48ecyqAx988IHpeQUAAAAAAOnj008/le+//97M5vr555+lU6dOZjh7ly5duMRXybfffivz5s2Tf//918z+evDBB03lm7YtppdsmeTypv2nWibXtGlT+eGHH2TNmjVm+cvnnntO5syZkyFJLn2Bp0+fbsr29M/Zs2dL48aNpV+/fvLQQw+lezwAAAAAALKrM2fOyIABA6Rq1aqmkkgLXjTZVbx4cdunlmVdvnxZnn76aTPD7LbbbjMJLm311Fld6YWZXCKyefNmczE0mVSvXj3XxalYsaJkFO193blzp8eSnvqi69KckyZNktGjR0vp0qUz7HwAAAAAAMiqtKBEb8g4HTp0MLerKdtXcjVp0sSsoqDq169vWhW1TVF5tyvqfRcuXJBp06aZr/Wmj3dvgdRKME2W6aA2bTnU8jt9jA5lu+eee8ygNs0MDx061GO4Wv78+T0SXE7OpNv+/fuv6hsBAAAAAAAgkGX7Sq533nlHZs2aZYbLTZkyRapUqSKFCxf2e7G0jbFZs2amrVFbGZUmstzpcpqamfzss8/MEpxaihcXFyfbtm0z2x9++GFZunSpjB071qzgMHjw4CRfIE2aaV/wtddem44vOwAAAAAAQNaS7ZNc1apVc7Ul6hKfderUSfRi6dKiwcHBJgmmX/vTtm1bGT9+vKvdUBNjmkR7/fXXXSs0tGjRQhYvXiwzZ85MMsm1ZMkSmTFjhlmG1H0JTwAAAAAAAHjK9u2K6U2TXO50iJ1q06aNz/Y9e/Ykepzff//dtDdqMu2VV15J9/MEAAAAAADISkhypbMCBQp4fK8rNCS2/dKlS36PoW2OWgV2zTXXyHfffScRERHpfZoAAAAAAABZCkmuTEYTXNrOWLZsWdOumDdvXtunBAAAAAAAkOmR5Eolraq6ePHiVXkxNm7caBJcpUqVku+//96suAgAAAAAAIDkZfvB86lVs2ZNWbFihcyfP1+KFy8uuXPnlsqVK8uV0tUXNcGlXnrpJfnnn3/MzUmH4ye26iMAAAAAAEB2R5IrlSZOnCgDBgyQLl26SHR0tDRu3Ngkva6UrsJ44sQJ8/Wdd97pc/+UKVOkR48eVxwHAAAAAAAgKwpyOBwO2yeB9HH2t8VWLuWpvOWsxE0ICrESN07CrMTNE3PcStxz4Z6LJmSUEgfWWYl7sGRdK3HDE/wvRHG1BYmdvwIcEmQnbpCdLv3Iy6etxI0P+e/iJxktJCHWStxzEQWtxI0ROwvE9Hlip5W4X46zMy90xYnaVuLWLHrEStx8CXb+3o8PtvPvnPOSx0rc0zG5rcQtE7bXStwcseetxL0cGpmt/p2zM7aClbi3Vo+yEhfITJjJBQAAAAAAgIBHkgsAAAAAAAABjyQXAAAAAAAAAh5JLgAAAAAAAAQ8klwAAAAAAAAIeCS5AAAAAAAAEPBIcgEAAAAAACDgkeQCAAAAAABAwAu1fQJIP2enfmzlchZtcauVuHFFy1iJ6wgOsRI35NIFK3GDCjmsxI1Z86OVuMVvsfNj8XKuwlbihl06ayVucHyslbhxEbmsxD2Vx87Pq2K/fWMlruS3837OHXvZStwW71W1EnfhCDt/L5wMLWYlbvu9r1qJu6NodytxC/5q5/MblL+glbiF89iJG3z8kJW45yrfZCVu1PrFduJWsPNzMjYqv5W410TGW4krcp2luEDmQSUXAAAAAAAAAh5JLgAAAAAAAAQ8klwAAAAAAAAIeCS5AAAAAAAAEPBIcgEAAAAAACDgkeQCAAAAAABAwCPJBQAAAAAAgIBHkgsAAAAAAAAB76okud58800JCgqSGjVqeGzX76tWreqz/5w5c8z+DRo08LlvxowZ5r558+aZ78+dOyfDhw+Xli1bSuHChc19o0aN8nseP/30k/Tp00duvPFGiYiIMPvu3r3bZ7/t27fL0KFDzX758uWTAgUKSMOGDeWrr77ye9yjR49Kjx49pFChQhIZGWnOe9myZT77LViwQB588EGpWbOmhIWFmfiJiY2NldGjR0u5cuXMuVapUkXeeuutRPcHAAAAAADAVU5yTZ482fy5efNm+fXXX13bmzZtKlu3bpXDhw977L9ixQqJioqS9evXmySW933BwcFy6623mu9PnDghH3zwgVy+fFnatWuX5Hlo4mnp0qVSpkwZufnmmxPdb8mSJfLtt99Kx44d5csvv5SZM2fKNddcI507d5bnn3/eY1+N27x5c3PsiRMnyty5c6Vo0aLSunVrWblypU/y7pdffpFq1apJ7dq1kzzX/v37yyuvvCIDBgyQxYsXS/v27WXgwIHy8ssvJ/k4AAAAAAAAXIUklyaq/vjjD2nTpo35/uOPP/ZIcjkTV+70e6240konrb7yvu/66683FVaqbNmycurUKZNQ0qRQUp577jlTuaXJJuf5+NOlSxfZsmWLPP3003LbbbfJ7bffLlOnTjWPGTt2rElsOenz2bRpk3zxxRdy//33m/214uvaa681FWbuPvzwQ1Ml9vnnn8tNN92UaHxNBupxR44cKcOGDZMmTZqY56bX5MUXX5STJ08m+TwBAAAAAACyu3RPcjmTWmPGjDHVU5999plER0ebbZq80USWe5JLK7P++usvk1DSdsHly5e77tu3b5/8+++/ruSY0scn1fbnTivAUkLbDv0ds169eubc3ZNMmjCrXLmyR2tlaGiodOvWTdauXSsHDhxIdfxvvvlGHA6H9OzZ02O7fn/x4kVZtGhRio4DAAAAAACQXaVrkksTMrNmzZK6deua+Vu9evUy7YfaAqh01lWtWrU8EllakRUSEmISYo0bN/ZIgDn3c09yZSSNr3O/ihQp4tqmVVz6HLw5t2lVVmrpMTVOsWLF/B5T7wcAAAAAAEAGJbm0be/MmTPSu3dv8/29994ruXLl8mlZ1Ba+Q4cOme81qVWnTh0zk0uTXL///rucPXvWdZ8mwG655RbJaB999JGJ/+yzz5pzcK8802SdN+c2vT+1EjumXpPw8PA0HRMAAAAAACA7SdcklyazcubMaWZcKU1w6fD2VatWyT///ON3Lpf+qW2MqlGjRubPH3/80SMBljt3bslICxcuNAPgO3XqJI899pjP/Um1S6a0lTIjjgkAAAAAAJBdpFuSa8eOHSY5pbO1dL7U6dOnzU0TRe4rLmq1ls6q0lZArVDSVjzdpjSZpUPmNbm1d+9e2bVrV4a3KurKhh06dDAD5XWVRe8EU8GCBf1WVjnndvmryEpOYse8cOGCxMTEpOmYAAAAAAAA2Um6Jbk0iaXJLW1ZzJ8/v+vmXNVw2rRpEh8fL3nz5nUlsvSmCa+GDRu6jqMJL02A2ZjHpQmudu3amXOYPXu2aRX0VrNmTTMo35tzm84iSy095rFjx+Tw4cPpdkwAAAAAAIDsJF2SXJq80iRWxYoVXQkq99uQIUPMDC5tA3QmrrR98dNPPzUrKrq3I2qCaePGjWbFwbCwMI8E2NW0ZMkSk+DSlkmNHRER4Xe/9u3by9atW+XXX391bYuLi5NPPvlE6tevLyVKlEh17LvvvttUjOk1dDd16lTT/tm6des0PCMAAAAAAIDsIzQ9DqLJq4MHD8rYsWNd87XcaSXS22+/bWZ2tW3b1iS5xo8fL3PmzJGhQ4d67OscMj937lyz4qIOX/cXT1v5dOVGtWXLFlNBpu644w6JjIw0X2t1lK7e6F4VpY/VlQz15myT/Omnn0yCS1c3fPrpp02SzV21atUkT5485mtdMXLSpElm1tiYMWPMyovvvPOObNu2TZYuXerxuD179si6devM1zt37jR/Os+zXLlyZt6Yql69uhnWP3LkSDPkXlen1KTbBx98IC+++CLtigAAAAAAABmR5NLklbb29ezZ0+/9hQoVMhVQmuA5cuSISWSFhoaaCihnoskpX758UqtWLZNo8pcwU/369TMJJKcvv/zS3JTO8dIEktq8ebNJRrnr37+/+VPjOoffa3Lq4sWLsnv3bmnWrJlPPK1Gc56LVngtW7ZMhg8fbobSR0dHy3XXXWeSZ97PRR/nfU2c59O9e3dTqeWkibKSJUvKW2+9ZdoW9TlMnDjR7+B7AAAAAAAAeApy6CAtZAn7H7vHStxCLW61EjeuaBkrcR3BIVbihly6YCXu+UIVrMQNn/+/JHBGCrvFN9GdES7nKmwlbtils1biBsfHWokbF5HLStxTeez8vCr22zdW4kp+O+9nib1sJWyL96paibtwhJ2/F07mr2glbtF1dt7PO+p2txK34pqPrMQNyl/QStyEPHbiBh8/ZCXuuco3WYkbtX6xlbhSwc7Pydio/FbiRkcWshK3eJXrrMQFsuTgeQAAAAAAAMAWklwAAAAAAAAIeCS5AAAAAAAAEPBIcgEAAAAAACDgkeQCAAAAAABAwCPJBQAAAAAAgIBHkgsAAAAAAAABjyQXAAAAAAAAAl6o7RNA+ilY/zorl/Ny6SpW4oZv/sVK3KASZazElfh4K2Hz7P/LStwfRi+1ErfJwkZW4oYs+cpK3LBKFa3EldhYK2GDCxaxEreAOKzEPVuzmZW4OS6dshJXHAlWwi5sMc9K3Dd3vmolbqe6B63EjatQzUrcUue3WokblDe/lbixxcpbiRvyx89W4h5Y+ZuVuMWbnLQSd8+3dq5zqf/caCVu2LnjVuLmP77PSlypYuf3QSAzoZILAAAAAAAAAY8kFwAAAAAAAAIeSS4AAAAAAAAEPJJcAAAAAAAACHgkuQAAAAAAABDwSHIBAAAAAAAg4JHkAgAAAAAAQMAjyQUAAAAAAICAl+WTXFOnTpWgoCBZv3693/vbtm0r5cqVM1+fPXtWXnrpJWnSpIkUK1ZMcuXKJTVr1pSxY8fKpUuXUh170aJF0qZNGylcuLBERERImTJlpGfPnrJt2zaffTWmnmdit8OHD6fh2QMAAAAAAGQPobZPIDPZu3evTJgwQR544AEZPHiwSXKtWrVKRo0aJd9//725acIpJYYPHy7jxo2T1q1byzvvvCNFixaV7du3y+uvvy7XX3+9fPHFFybB5qT7aJLNXXR0tHn8jTfeaJJuAAAAAAAA8I8kl5vy5cvL7t27JSoqyrWtWbNm5vthw4bJ6tWrpVGjRpKcWbNmmQRXv379TPLK6dZbb5X77rtPGjduLF27dpVNmzaZ6i5VrVo1n+NMmzZNYmNjpU+fPsnGBAAAAAAAyM6yfLtiamgyyz3B5VSvXj3z5759+1J0HG15zJ8/v4wfP95vjLfeekvOnTtnqsaS8vHHH5tqsnvvvTfFzwEAAAAAACA7yjZJrvj4eImLi/O5ORyOZB/7ww8/mD+rV6+e7L6HDh2SzZs3S8uWLSUyMtLvPg0aNJAiRYrI4sWLEz3OP//8Y1olu3TpYhJdAAAAAAAASFy2aVe86aabEr2vbNmyid73559/yquvvirt27eXWrVqpWiul7P1MSl6v7YrJlXFpXr37p1sTAAAAAAAgOwu2yS5pk+fLlWrVvXZPmjQoETbEHU+lw6HL126tHz00Uce92kVmLuQkJAUD6VXWkGW2P56bJ3HpZVjSSXnAAAAAAAAkM2SXJrgqlOnjs/2vHnz+k1y7dmzR5o2bSqhoaGybNkyKVCggMf9YWFhHt9PmTJFevTo4Rokv2vXriTPR4+vyTN/vvvuOzl8+LD85z//SdFzAwAAAAAAyO6yTZIrNTQB1aRJE1NttWLFCilVqpTPPuvWrfP43tmeWLx4calRo4YsWbJEoqOj/c7lWrNmjRw5ckQ6deqUaKtieHi4PPDAA+n2nAAAAAAAALKybDN4PqV0ppYmuHRQvQ6cT2xel1aFud8KFizouu+ZZ56RU6dOydChQ30ed+HCBXn88cdNEqt///4+92sFl1ZytWvXzuOYAAAAAAAASByVXG6OHj1qWhR1hUStptLv9eakFV3+qrq86YqIv/32m4wfP97M9erVq5cULVpUtm3bJm+88YZs3brVHL9atWo+j9VZXDqTq0+fPsnGAQAAAAAAwH+R5HKzZcsW+ffff83X3bp183mPjBw5UkaNGpWi9864ceNMwuztt9+Wvn37msoubX8sUqSI/Pzzz1K/fn2/j5s8ebKUK1dOWrRowXsUAAAAAAAghbJ8kkuHwestMQsWLHB97ZzDlV7uuOMOc3N6/vnnTaJMq7wSS3JptRcAAAAAAABSJ8snuTKTESNGmFbIRx99VKKioqR79+62TwkAAAAAACBLYPB8Bnv33XclISGBBBcAAAAAAEA6IskFAAAAAACAgEeSCwAAAAAAAAGPJBcAAAAAAAACHkkuAAAAAAAABDySXAAAAAAAAAh4JLkAAAAAAAAQ8EJtnwDSz6EG91q5nDvOl7YS96YT31mJGxobayXunsYPW4lb6sRGK3FvGFBHspOIkiXsBL540U7cqFxWwgbFxVmJGxseZSXuyrM3WIl7a94NVuLmPrbTStzlQxdYiXud2Inbu/UHVuI+tWiolbg3bZhiJW5CwWJW4l7OkddK3Fx57MQteXcLK3FjytewErfk2XNW4sbmtPP6XooqZCVuxPefW4mbo6WVsECmQiUXAAAAAAAAAh5JLgAAAAAAAAQ8klwAAAAAAAAIeCS5AAAAAAAAEPBIcgEAAAAAACDgkeQCAAAAAABAwCPJBQAAAAAAgIBHkgsAAAAAAAABL8snuaZOnSpBQUGyfv16v/e3bdtWypUrZ74+e/asvPTSS9KkSRMpVqyY5MqVS2rWrCljx46VS5cupTr2okWLpE2bNlK4cGGJiIiQMmXKSM+ePWXbtm2JPmbu3LnSuHFjyZMnj0RFRUn16tXlgw8+SHVsAAAAAACA7CTLJ7lSY+/evTJhwgS54YYbTGJp3rx50qlTJxk1apRJhjkcjhQfa/jw4XL77bdLQkKCvPPOO/L999/LiBEj5Ndff5Xrr79eFixY4POYMWPGSIcOHaRGjRryxRdfmPj9+/eXmJiYdH6mAAAAAAAAWUuo7RPITMqXLy+7d+82FVROzZo1M98PGzZMVq9eLY0aNUr2OLNmzZJx48ZJv379TILL6dZbb5X77rvPVGp17dpVNm3aZKq71G+//SbPPPOMvPLKKyZB5tS8efN0f54AAAAAAABZDZVcbjSZ5Z7gcqpXr575c9++fSm6qNrymD9/fhk/frzPfXr8t956S86dO2eqxpzefvtt09L42GOPpeV1BAAAAAAAyNayTZIrPj5e4uLifG4paUH84YcfzJ86Hys5hw4dks2bN0vLli0lMjLS7z4NGjSQIkWKyOLFi13bfvzxR6latarMnj1bKleuLCEhIVKqVCl58sknaVcEAAAAAABIRrZpV7zpppsSva9s2bKJ3vfnn3/Kq6++Ku3bt5datWqlaK6Xs/UxKXq/tis6HThwQI4dOyaPP/64vPDCC1KtWjVZtmyZmdOlFWQzZ85MNjYAAAAAAEB2lW2SXNOnTzeVUt4GDRqUaBuizufSgfOlS5eWjz76yOM+rQJzp5VXuopjSmkFmfv+OqBeWxh1nleXLl3MtqZNm8qFCxdMW+Po0aOlUqVKKT4+AAAAAABAdpJt2hU1wVWnTh2fW968ef3uv2fPHpNkCg0NNRVVBQoU8Lg/LCzM4zZt2jSz3TlIfteuXUmejx5fk2dOBQsWNH+2atXKYz9doVH9/vvvaXreAAAAAAAA2UG2qeRKDU1ANWnSxFRbrVixwszG8rZu3TqP753ticWLF5caNWrIkiVLJDo62u9crjVr1siRI0ekU6dOrm3aCnn48GGffZ0zw4KDs00+EgAAAAAAINXInPiZqaUJLh1UrwPnE5vX5V0R5qzEUs8884ycOnVKhg4d6vM4bT/UuVvh4eHSv39/1/aOHTuaPxcuXOix/3fffWcSXHXr1k39qwsAAAAAAJBNUMnl5ujRo6ZFUVdI/Pjjj833enPSii5/VV3edKbWb7/9JuPHjzdzvXr16iVFixaVbdu2yRtvvCFbt241x9fh8k49e/aU999/3yS+jh8/bu5bunSpTJo0yWxLajg+AAAAAABAdkeSy82WLVvk33//NV9369bN52KNHDlSRo0alaILO27cOJMwe/vtt6Vv376msktbD4sUKSI///yz1K9f32N/nev1/fffy9NPPy0vv/yynDx50rRA6uqKgwcPvrJXGQAAAAAAIIvL8kmuHj16mFtiFixY4PraOYcrvdxxxx3m5vT888+bRJlWeXknuZQOt3/vvffMDQAAAAAAACmX5ZNcmcmIESNMK+Sjjz4qUVFR0r17d9unBAAAAAAAkCUweD6Dvfvuu5KQkECCCwAAAAAAIB2R5AIAAAAAAEDAI8kFAAAAAACAgEeSCwAAAAAAAAGPJBcAAAAAAAACHkkuAAAAAAAABDySXAAAAAAAAAh4QQ6Hw2H7JJA+du/YbuVShsdfshL3TGhBK3EdjiArcQtf3mclbu79m6zEffN8Tytxe1f+xUrcy2G5rMQNciRYiRsbEmElbtTlU1binslZ1ErcHHEXrMS9FBplJa4jyM7P5xEf2nk/j+oTZyVuuMPO3/u5o49aiRsbFmklriPIzv9FO8TO5yguJNxK3IJH/7YS92ThylbihibEWokbE5LDStw/zl5jJW6eHDFW4jaubufnFZCZUMkFAAAAAACAgEeSCwAAAAAAAAGPJBcAAAAAAAACHkkuAAAAAAAABDySXAAAAAAAAAh4JLkAAAAAAAAQ8EhyAQAAAAAAIOCR5AIAAAAAAEDAI8nlx59//ik9e/aU8uXLS44cOSRXrlxyww03yKuvvionT55M8oKWK1dOevTo4fp+9+7dEhQU5Pf22WefeTz2o48+knbt2plj5MyZUypVqiT9+vWTQ4cOpdfrDQAAAAAAkCWF2j6BzObDDz+U/v37S+XKlWXYsGFSrVo1iY2NlfXr18t7770na9askTlz5qT6uI899ph07drVY9s111zj8f3IkSOladOm8vLLL0vJkiVl27Zt8sILL8jcuXNlw4YNUrRo0St+fgAAAAAAAFkRSS43msDSyqnbbrtNvvnmG4mIiHDdp9uGDBkiixYtStOFLlOmjNx0001J7qOJrCJFiri+b9y4sakgq1u3rkm+Pfvss2mKDQAAAAAAkNXRruhGK6i0jfCDDz7wSHA5hYeHy1133WW+1uqu4cOHS7FixSQyMlIaNWoka9euvaIXwz3B5XTjjTdKSEiI7Nu374qODQAAAAAAkJWR5Pp/8fHx8sMPP5ikUunSpZO9cA899JCMHz9eHnzwQdNO2LFjR+nQoYOcOnXK7/5jxowxSTJnQmzevHkpeoFWrlxpzq169eqpeV0BAAAAAACyFdoV/9/x48clOjraDJtPztatW2XatGkyaNAgM4ze2c6oM7Puv/9+j321IkwTYnp/8eLFZe/evfLWW2/J3XffbVoQ+/Tpk2icc+fOmflgmnTr1avXlb3SAAAAAAAAWRhJrjRYvny5+dM7oXXPPfdI9+7dPbZpYkvbH9117txZ6tevL08++aRZiTE01PdluHTpkqkM27Nnj6kw0xUeAQAAAAAA4B/tiv+vUKFCppVw165dkpwTJ06YP3UelztNVhUsWDDZx4eFhcm9995rjvPPP//43H/58mVp3769/PTTT6atURNiAAAAAAAASBxJrv+nw92bN28uv/32m+zfvz+JSyauRNbhw4c9tsfFxbkSYMlxOBz/fQGCg30SXO3atTPVYrrCo54TAAAAAAAAkkaSy81TTz1lkk86QysmJsbnYumKivPnz5cmTZqY72fOnOlx/xdffGESXcnR43z++eemeqxSpUo+FVzanjh79mxp1apVsscCAAAAAAAAM7k8NGjQQN59910z7F1XWezXr59Z1VCTUhs2bDCztWrUqCFz5syRbt26yYQJE0zrYYsWLWTTpk1mtcU8efJ4HHPw4MHm8Q0bNjTtjfv27TOD5zdu3ChTpkwxFWROnTp1koULF8ozzzxjqsV++eUX13163GrVqvGeBQAAAAAA8IPB8160iqtevXryxhtvyNixY01Loiayrr32Wunatas8+uijZr+PP/7YrKY4depUefPNN+W6664z1VddunTxOJ4mxd5//3359NNP5ezZs5I7d25z/MWLF0vLli099l2wYIH586WXXjI3d40bN5YVK1b4ew0BAAAAAACyPZJcftSuXdskr5ISHh5uKrf05m737t0e3/fq1cvcUjOnCwAAAAAAAKnDTC4AAAAAAAAEPJJcAAAAAAAACHgkuQAAAAAAABDwSHIBAAAAAAAg4JHkAgAAAAAAQMAjyQUAAAAAAICAR5ILAAAAAAAAAY8kFwAAAAAAAAJekMPhcNg+CaSPrTv3W7mUB6ILWYlbJvKIlbihEmslbnj8RStxjwUVsxI3T/BZK3FjJdxK3IOWPke5wy9ZiZsv9LSVuMGSYCeuI95K3B3RZa3ELRl13ErcBIed/7uLDLpgJe7eSyWsxL3+0iorcS/lLGgl7o6gylbilgnZI9lJdEgeK3HzXz5sJe7piKJW4kbG2/n31cngIlbi5hE7/944K/msxK1Zyc77CshMqOQCAAAAAABAwCPJBQAAAAAAgIBHkgsAAAAAAAABjyQXAAAAAAAAAh5JLgAAAAAAAAQ8klwAAAAAAAAIeCS5AAAAAAAAEPBIcgEAAAAAACDgBXSS69dff5X27dtLmTJlJCIiQooWLSoNGjSQIUOGuPb56aefpE+fPnLjjTeafYKCgmT37t2JHvOtt96SKlWqmH3Lly8vo0ePltjYWJ/9jh49Kj169JBChQpJZGSkibts2bIrej4zZ86U66+/XnLkyGGO27VrV9m3b98VHRMAAAAAACA7CNgk17fffis333yznD17Vl599VVZsmSJTJw4URo2bCiff/65az9NPC1dutQkwnT/pLz00ksycOBA6dChgyxevFj69+8vL7/8sgwYMMBjv8uXL0vz5s3NsTXm3LlzTYKtdevWsnLlyjQ9H02udevWTerUqWOON3bsWFmxYoXccsstcurUqTQdEwAAAAAAILsIcjgcDglAjRs3lgMHDsjWrVslNDTU476EhAQJDg72+Xr8+PEybNgw2bVrl5QrV87jMSdOnJBSpUrJgw8+KO+//75ruya5nn32Wdm0aZNUq1bNbHvnnXdM4uvnn382FVwqLi5OateuLbly5TIVZqmhSTNNkt16660yb9481/Y1a9aYxNzTTz9tEnDJ2bpzv9hwILqQlbhlIo9YiRsqvpV9GSE8/qKVuMeCilmJmyf4rJW4sRJuJe5BS5+j3OGXrMTNF3raStxgSbAT1xFvJe6O6LJW4paMOm4lboLDzv/dRQZdsBJ376USVuJef2mVlbiXcha0EndHUGUrccuE7JHsJDokj5W4+S8fthL3dERRK3Ej4+38++pkcBErcfOInX9vnJV8VuLWrGTnfQVkJgFbyaVJKW3p805wKWdSy/vrpCxatEguXbokPXv29Niu32se8JtvvnFtmzNnjlSuXNmV4FJ6HlqJtXbtWpN8c5o0aZJJXhUpUkSioqKkZs2apvLMvQVSE2hnzpyRO+64wyO2Hr9AgQIye/bsFD0HAAAAAACA7Cpgk1yaANKKqccff9z86W9uVmpooklpEspd8eLFTTLNeb9z31q1avkcw7lt8+bNrm07d+40s7VmzJghCxYskN69e8u4ceOkb9++rn1iYmLMnzoHzJtu++eff0wCDgAAAAAAAP75lkEFiDFjxphWRZ1lpbewsDCpW7eu3HnnnfLoo4+atsHUVoZpQkmrrbxpNZXe776vbvO3n/N+p9dff931tbZO6oytggULmgqx1157TfLnz2+qwrTibPXq1R6VZJogO3TokPla53Jpwg0AAAAAAABZqJJLE0WrVq2SdevWmYTX3XffLdu3b5ennnrKVGMdP576eSC68mJK70vpvhs2bJC77rrLnG9ISIhJxuncr/j4eHO+zuTY/fffL9OnTzfzwE6ePCl//vmn2aaPSU3bJQAAAAAAQHYU8JkTXY3wP//5j3z55Zdy8OBBGTRokOzevdvMvUoNTUJpS2B0dLTPfZp0cq/c0n3dq7Xc91POfffu3Wsqt3RGl67C6EzK6ZwudfHi/waJv/vuu3LvvfeaFR31+Ndff71UqVJF2rRpYyrMdBsAAAAAAACyaJLLnVZJjRw50nztPkMrJZyzuP766y+P7YcPHzZVYTVq1PDY13s/98c699Vh9RcuXJCvv/7aDKVv1KiRScqFh/uu3qZtkjq3S2P98ccfcuTIEZk6daps27bNrLDob8A+AAAAAAAAAjzJ5ZxV5e3vv/82f5YokbpltVu3bi05cuQwiSV3+r22H7Zr1861rX379mYemA68d4qLi5NPPvlE6tev74rtbFt0HyivKzV++OGHiZ6HzujSAfY67H7evHkmyTVw4MBUPRcAAAAAAIDsJmDLg1q1aiWlSpUyg+a1rU+Hum/cuNEMc9eh887E0LFjx2TlypUelVYLFy6UwoULm1vjxo1dLYbPPvusPPfcc+brli1bmtbCUaNGSZ8+faRatWqu2L169TIth507dzbzwIoUKSLvvPOOSUgtXbrUtd9tt91mqrbuu+8+GT58uGmH1LZEHSLvbfbs2abdsmrVqma/FStWmBbHRx55xMwbAwAAAAAAQBZMcmlCau7cufLGG2+Yqq7Lly+b1QdbtGhhhs9rskht3rzZJKPc6dwrpQkuTSY5PfPMM5I7d26TwBo/frwUK1ZMnnzySbPdnVZmLVu2zCSuHnvsMTPH67rrrjPJM2fSTGnyTZNXeq4dOnQwc7W6du0qgwcPlttvv93jmDpgfvLkyfLPP/+YhF316tXNEHr31RYBAAAAAADgX5BD++eQJWzdud9K3APRhazELRN5xErcUIm1Ejc8/n8LFWSkY0HFrMTNE3zWStxY8Z2ZlxEOWvoc5Q6/ZCVuvtDTVuIGS4KduI54K3F3RJe1ErdkVOpXOE4PCQ47Uxgigy5Yibv3UupGM6SX6y+tshL3Uk47i/DsCKpsJW6ZkD2SnUSH5LESN//lw1bino4oaiVuZLydf1+dDC5iJW4esfPvjbOSz0rcmpXsvK+AzCRgZ3IBAAAAAAAATiS5AAAAAAAAEPBIcgEAAAAAACDgkeQCAAAAAABAwCPJBQAAAAAAgIBHkgsAAAAAAAABjyQXAAAAAAAAAh5JLgAAAAAAAAS8UNsngPQTlXDWyuUsmtPO2yjMcdlK3MtBOa3EjQsJsxI3Ui5aiRsVc9pK3FPhRa3EDQ+JtxL3QlyElbiRIXbi5giy834OEoeVuIVy2vl7IUIuWYl7KiG/lbglo7dZiSu57YSNddgJHJwQayVujvAYK3GDHQlW4jqCgqzEvZAQaSVuwYQ4K3HDHXZ+TkaH5MlW72db/27P7ThjJa6InX/HBrJvwypLZtcm1tK/MwIUSS4AAAAAAJDtBIXZSezj6iHJBQAAAAAAsp3gUJJcWQ1JLgAAAAAAkO0EhTGmPKshyQUAAAAAALIdKrmyHpJcAAAAAAAg22EmV9ZDkgsAAAAAAGQ7VHJlPSS5AAAAAABAtkMlV9ZDkgsAAAAAAGQ7VHJlPQG9lMCvv/4q7du3lzJlykhERIQULVpUGjRoIEOGDHHt89NPP0mfPn3kxhtvNPsEBQXJ7t27Ez3mW2+9JVWqVDH7li9fXkaPHi2xsbE++x09elR69OghhQoVksjISBN32bJlV/R8Zs+eLQ0bNpQCBQpIvnz5pF69ejJjxowrOiYAAAAAAPAVFBKU6W/IJkmub7/9Vm6++WY5e/asvPrqq7JkyRKZOHGiSRJ9/vnnrv008bR06VKTCNP9k/LSSy/JwIEDpUOHDrJ48WLp37+/vPzyyzJgwACP/S5fvizNmzc3x9aYc+fONQm21q1by8qVK9P0fCZPniydOnWS4sWLy8yZM+Wzzz6TihUryoMPPihvvPFGmo4JAAAAAAD8Cw4JyvQ3pE6Qw+FwSABq3LixHDhwQLZu3SqhoZ5dlwkJCRIcHOzz9fjx42XYsGGya9cuKVeunMdjTpw4IaVKlTJJpffff9+1XZNczz77rGzatEmqVatmtr3zzjsm8fXzzz+bCi4VFxcntWvXlly5cpkKs9Rq1KiR7N+/X/7991/X+epLozHDw8Pljz/+SPYY+/7ZIjacCSpgJW4uOWsl7uWgnFbiBkuClbgOsfODNW/MMStxT4UXtRL3xOV8VuLGOez8X0fhiNNW4uYIumglbogjzkrcUw47P5/zBNv5+XwqPr+VuBWj/7QS91TuUlbi5rl4NFv9fbQ3/ForcYs5DliJ6wiyc52PBhW3ErfM5e1W4p7PUdBK3JigHHbiOsKtxA0L8u3IyQjhjktW4parZOfnVSBbff2Nktk13PCb7VMIKAFbyaVJKW0V9E5wKWeSyPvrpCxatEguXbokPXv29Niu32uy6ZtvvnFtmzNnjlSuXNmV4FJ6Ht26dZO1a9ea5JvTpEmT5NZbb5UiRYpIVFSU1KxZ01SeebdAhoWFmQSZ+/lqa2WePHkkRw47fxkBAAAAAJBVBYUEZ/obUidgr5gmmLRi6vHHHzd/+publRpaqaU0CeVO2wc1mea837lvrVq1fI7h3LZ582bXtp07d0rXrl3NbK0FCxZI7969Zdy4cdK3b1+Pxz722GPy999/m5bJY8eOyfHjx03l2W+//SZDhw69oucGAAAAAAA82W5FpF0x/QXs6opjxowxrYo6KF5vWglVt25dufPOO+XRRx81VVGprQzTYfNabeVNB8Hr/e776jZ/+znvd3r99dddX2vr5C233CIFCxY0FWKvvfaa5M//39YKnQP29ddfS/fu3U17pMqZM6dMmzZNOnfunKrnAgAAAAAAkhYSFrB1P8hqSS5NFK1atUrWr19vBsDrnytWrJCnnnrKzNRat26dqcBKDW0PTOl9Kd13w4YNMnLkSFm9erWcPHnSY7/t27dL/fr1Xe2S2u6oCa177rnHtD/OmzfPrOAYExPj00YJAAAAAADSjtULs56ATXI51alTx9yUtiz+5z//MasR6twrvaUmaaYzuaKjoyUyMtLjPk1O3XjjjR77uldrue/nXtG1d+9eU7ml87t0FUYddq/ztXRulw6uv3jxvwOQdeZXr169zOwuXWXRqUWLFnLmzBnTyqiJL39VZgAAAAAAIPWCUjjDG4EjS72i2rKoVVPKfYZWSjhncf31118e2w8fPmzmY9WoUcNjX+/93B/r3FeH1V+4cMG0IWqVlq6gqAk5XS3R3ZEjR+TQoUNSr149n2NqC6YeY/fu3al6PgAAAAAAIHFBwUGZ/oZskuTSpJA/OrxdlShRIlXHa926tamymjp1qsd2/V7bD9u1a+fa1r59ezMPTAfeO8XFxcknn3xi2g+dsZ1tizrry0mrtj788EOPGDqXS2P/8ssvPue1Zs0as+KiDsAHAAAAAADpw/ZQeQbPp7+AbVds1aqVlCpVygyar1KlihnqvnHjRjPMXYfODxw40OynKxWuXLnSo9Jq4cKFUrhwYXNr3Lixq8VQB74/99xz5uuWLVuauV6jRo2SPn36SLVq1VyxtbVw0qRJZn6WDsAvUqSIvPPOO7Jt2zZZunSpa7/bbrvNVG3dd999Mnz4cNMO+e6778qpU6c8nosmwfr372+G1D/44INy7733SkhIiKkE+/TTT82KjP4G3QMAAAAAgLShUirrCdgklyak5s6da+ZvaVXX5cuXTbWTzrHS4fNVq1Y1+23evNlndUJNKClNcOmweqdnnnlGcufObRJY48ePl2LFismTTz5ptnsnpXTYvSaudF6WzvG67rrrTPLMmTRTmnybPXu2OVddPVFneXXt2lUGDx4st99+u8cxx40bZ85Zh+Zra6Mm7SpWrChvv/22PPzww1flGgIAAAAAkF0xkyvrCXJo/xyyhH3/bLES90yQnSqzXHLWStzLQTmtxA2WBCtxHWKnDzxvzDErcU+FF7US98TlfFbixjnsdK0XjjhtJW6OoP8u+JHRQhxxVuKectj5+Zwn2M7P51Px+a3ErRj9p5W4p3KXshI3z8Wj2ervo73h11qJW8xxwEpcRxIriF9NR4PsjOYoc3m7lbjncxS0EjcmKIeduA7PmcQZJSwo1krccMclK3HLVbLz8yqQ/dW2qWR2NRcst30KASVgK7kAAAAAAADSSmdiIWshyQUAAAAAALIdZnJlPSS5AAAAAABAtsNMrqyHJBcAAAAAAMh2qOTKekhyAQAAAACAbIckV9ZDkgsAAAAAAGQ7JLmyHpJcAAAAAAAg22EmV9ZDkgsAAAAAAGQ7IWHBtk8B6YwkVxaS+8JRK3EL/vaZlbhHmjxoJW6E46KVuDuiy1qJmz/HBStxQ8NjrcSNTDhnJW5YjhgrcUv+s9xK3OPl61uJm+/kv1biHilSw0rcojEHrMQNjblsJW6BmD1W4u7NZef1rbBovJW455vfZyVuvgN/WYl7Te6TVuIeKVjNStxgSbASN5+cthI38ridnxsh+ez8vf9vZE0rcYsn7LMSNyY0p5W4uS8esxJX5FpLcQMXlVxZD0kuAAAAAACQ7TCTK+shyQUAAAAAALIdklxZD0kuAAAAAACQ7dCumPWQ5AIAAAAAANkOlVxZD0kuAAAAAACQ7VDJlfWQ5AIAAAAAANlPUJDtM0A6I8kFAAAAAACyHdoVsx6SXAAAAAAAINuhXTHrCbZ9ApnRn3/+KT179pTy5ctLjhw5JFeuXHLDDTfIq6++KidPnkzyseXKlZMePXq4vh81apQEBQUlevvss88SPVa3bt3MPm3btk3X5wcAAAAAQHanlVyZ/YbUoZLLy4cffij9+/eXypUry7Bhw6RatWoSGxsr69evl/fee0/WrFkjc+bMSfEF7tOnj7Ru3dpn+0MPPSQ7d+70e5/69ttv5ZtvvpE8efKk8iUFAAAAAADJoZIr6yHJ5UYTWP369ZPbbrvNJJgiIiJc9+m2IUOGyKJFi1J1gUuVKmVu7nbv3i2bN2+W+++/X/Lly+fzmDNnzkjfvn3lhRdekIkTJ6b+VQUAAAAAAEmiUirroV3Rzcsvv2zaAz/44AOPBJdTeHi43HXXXeZrre4aPny4FCtWTCIjI6VRo0aydu3aFF30yZMni8PhMFVe/mgyrXjx4vL444+n7VUFAAAAAABJst2KSLti+qOS6//Fx8fLDz/8IDfeeKOULl062Qun7YbTp0+XoUOHmiqvTZs2SYcOHeTcuXNJPi4hIUGmTp0qlSpVksaNG/vcv3TpUnPcdevWSUhISFpfVwAAAAAAkJRg6n6yGpJc/+/48eMSHR1ths0nZ+vWrTJt2jQZNGiQGUavNNFVtGhR04KYlCVLlsi+ffvklVde8bnv/PnzJnmmibPatWun7RUFAAAAAADJCqawxJq4uDgzE11HQp04cUJ++ukn+eSTT0xh0O233y6FCxdO03FJcqXB8uXLzZ/eCa177rlHunfvnuRjP/74YwkNDfVYgdHpySeflLCwMBkxYkRaTgsAAAAAAKQQM7ns0PFPLVu2lB9//NGMctKxUWrmzJmmMOj111+XgQMHpunY1Ob9v0KFCpnZWrt27Ur2ommWUek8LneavCpYsGCS1WLz5s2TNm3a+DxW53m98847pjLs0qVLcvr0aXPTLKZmOPXry5cvp+U1BgAAAAAA/toVM/stC3r99ddl5cqVJsHlrnfv3mbbwoUL03zsrHnF0kDnXzVv3lx+++032b9/f5L7OhNZhw8f9tiuyShnAsyfGTNmSExMjN+B81u2bDEvZvv27SV//vyum7Y2Ll682Hz97rvvpvn5AQAAAACA/7E9VD67Dp6fOXOmqd7yXmzvlltuMX9u3749zccmyeXmqaeeMokmnYulySh/JXXz58+XJk2auF4Yd1988YVJdCXVqliiRAnTX+qtdevWpg3S+6Zzvm666SbzdadOndL8QgMAAAAAgP8JCgrO9LesaMeOHebP559/PkUFRanBTC43DRo0MNVS/fv3N6ss9uvXT6pXr26SWxs2bJAPPvhAatSoIXPmzJFu3brJhAkTzAytFi1amNUVx48fL3ny5PF7oX/99VfZvHmzPP30035XTdT2Re8WRpUjRw7zQjsTawAAAAAAIB1kwUqpH3/8UcaNG2e61A4dOmTyF+3atUvyMdo6OHjwYJOz0MKc4cOHyyOPPHLVzjH4/9swvXMjzuSXjoJKK5JcXrSKq169evLGG2/I2LFjTQZRE1nXXnutdO3aVR599FFXVZZWWU2dOlXefPNNue6662T27NnSpUsXvxda99dyPO0xBQAAAAAAdgVlwZlXFy5ckNq1a0vPnj2lY8eOye6vc8nvuOMOkwvR1Q1Xr15tCn90dcOUPD4tKlasaAqFpk+f7tp25MgR17B5zb+kFUkuP/QNocmrpISHh5vKLb252717t9/9tQpMb6mV2PEAAAAAAEDaZcWZV7fffrvfEUmJee+996RMmTKmU01VrVpV1q9fb3IdVyvJ1aFDB/nrr79MEZFzZcWSJUu6VlrU+9OKJBcAAAAAAMh+AmDmlbYc6s1b8eLFze1KrVmzRlq2bOmxrVWrVqYbTUc3aWdbehs6dKiZaf7333+7klwJCQnmTx0RNWjQoDQfO/O/ogAAAAAAAOnM9sqJKbm9//77Zma49023p4fDhw+bUUzu9HtdVO/48eNyNURFRclPP/0kAwYMMDPAdDaXVnJpZZfOB8uZM2eaj00lFwAAAAAAyH4CYCZX37595a677vLZnh5VXE7OaionbRv0tz095c+fX9566y1zS08kuQAAAAAAQLZzNZM46SW92hITU6xYMVPN5e7o0aNmhcOCBQtKoCHJBQAAAAAAsp8AqOS62ho0aCDz58/32LZkyRKpU6fOVZnHpSpUqJBk4rFQoULSunVrGTZsmOTKlStVxybJBQAAAAAAsp2suLri+fPnZceOHa7vd+3aJRs3bpQCBQqYVRSfeuopOXDggEyfPt3c/8gjj8jbb78tgwcPloceesgMoteh87Nmzbpq57h7926TzHKupujdJqn36wqPCxYsMOcTHh6e4mOTtgQAAAAAANlzdcXMfkul9evXy/XXX29uSpNX+vWIESPM97pS4969e137ly9fXr777jtZsWKFXHfddfLCCy/Im2++KR07dpSMoIkt5817mybnNAGXGlRyAQAAAACAbCcoJESymiZNmngkjLxNnTrVZ1vjxo3l999/l4yiSbaGDRtKzZo15bXXXpNy5crJv//+K0OHDpW//vpL5syZI++++65MnjxZvvrqK5OoSymSXFlI2MXTVuIGFy9lJW6uyyetxM1x4eoso5qc3TlLW4lb3LHfStxLEmUlbuRlO5+jsJgLVuIm7N9jJW6hJP7ivarO2Pm54Shc00rcfAf/shI3Nl8xK3GD4mKsxI1z2PkH8i+vLLQSt0LrvlbiRpdraCVugXP7rMTNd9FzCHBGOZHTzr/rgsTS3wv7dloJGxaR00rckhG7rcQNi422EjfYEW8lbvgFO//eQBpkwXbFQKDJrP3795uqs8KFC5ttVatWNUktHbI/duxY87W2VG7dujVVxybJBQAAAAAAsp0gBs9bsWjRItf8MGeSS126dMk1+F4HzhctWlSOHDmSqmMzkwsAAAAAAGQ/OvQ8s9+yIMf/d3V07tzZDJfXFkWdC3bfffd57Hfx4kXJmzdvqo5NJRcAAAAAAMh+qOSyolWrVmbW1oYNG+Tuu+/2uE9XW9T7jx8/LidPnpR69eql6thUcgEAAAAAgOzHdpVWNq3keuONN6Rs2bIeKys6bzqE/vXXX5fNmzebgfj3339/qo5NJRcAAAAAAMh2mMllR8mSJWXjxo0mmfX999+bqi2dzdWyZUt54oknTIui7rN8+fJUH5skFwAAAAAAyH6CaG6zRRNZo0ePNrf0RJILAAAAAABkP8FZsx0wkBw9etS1qqK7MmXKpOl4JLkAAAAAAEC2E0QllxXR0dEyZMgQmT59ut8Elw6fj4uLS9OxA742b+rUqeYCrF+/3u/9bdu2NYPL1NmzZ+Wll16SJk2aSLFixSRXrlxSs2ZNGTt2rN8Lm5zBgweb2BrDnxUrVpj7ddWA5Ozfv9/0nupgtXz58pnH6XMDAAAAAABXqZIrs9+yoCFDhsj7778vFy9e9Dt8Xm9pla0qufbu3SsTJkyQBx54wCSoNMm1atUqGTVqlBl2pjdNLqVEbGysfPLJJ+brRYsWyYEDB8xgtLTasWOHzJw5U6677jq54447ZNasWWk+FgAAAAAASAaVXFbMnz/f/BkRESE1atSQqKioFOdikpOtklzly5eX3bt3mwvo1KxZM/P9sGHDZPXq1dKoUaMUHWvu3Lly7NgxadOmjXz77bcybdo0efrpp9N8brfeeqs5ntKqNJJcAAAAAABcRemUWEHqnD592iS1tPutfv36kp4Cvl0xNTSZ5Z7gcqpXr575c9++fSk+1scffyzh4eEyZcoUKV26tPkzsZI6bYXUyjFtkcyZM6dpSdywYYPHPsH/1959gEdRRmsA/hN677333pEOAoKgSK8ivYMKIkWKdEGagIpKkS4KCIJU6QhSlCYdFKT33lvI3Oc7907uZrNJNsnMzu7s9z7PGjK75t+dnZ2dOXP+cwL96q0gIiIiIiIishbOw739ZkPly5eXn3ny5DH8b9tmjb169UoKkznf3JnLuWXLFvlZqFAht8ZC/awNGzao+vXrqzRp0qi2bdvKdMPt27e7fDwyvP777z/1/fffy+3KlStSFwzLiIiIiIiIiMii6YrefrOhzz//XJKGevbsqe7fv2/o37bNdMVy5cqFe1+2bNnCve/w4cNq/PjxqmHDhqpo0aJujYWsreDgYNWxY0f5vUOHDlLQHtldyNJyhkDY8uXLQ+aYYkokIpZ4Y2fOnOnWmERERERERERkoFixuDot0KxZMxUrViwp07R48WKZ9RYnTpyQ+xE7OXPmjH8HudB6skCBAmGW9+7dO9xpiKjPhc6ImG6IDCtHzu0q8QZgRSMzTJ+iWLNmzZBaX8jMWrZsmZo6dapKmjRpqP+3ZcuWoYqoIehWoUIFtXXr1hi9ZiIiIiIiIiKKJtbksgRiMXqMBLPyMNtNh5hLTIrQ2yb3DQGu0qVLh7klS5bM5ePPnz+vqlWrpmLHjq02b96sUqZMGep+RBEdbygsr09tPHv2rGratKl68OCBFEzDDZHIJ0+euCwYj6ikq2W3b9827PUTERERERERURRYXW/LT2ty6cEsvbyU/m93yk35TSZXVCDAhcwrrEBU88+cOXOYx+zduzfU78jWAkxJhEmTJsnNGe7v2rVrqGXXrl0L8zgsS5UqVYxfCxERERERERFFAzO5LIHyT2bxuyDXhQsXJMCFlDgEuMKr14UsMGd3796V2loVK1ZUn332WZj7MeVx4cKF6ujRo6pw4cIhy5Hdhe6Kesodgmy7du1Sbdq0MfS1EREREREREZGbbFrY3Z/5VZDrxo0bMkXx6tWrknGF33HTIaPLVVaXDgGsZ8+eSQcABMqcITMLj8Hfnjx5cqhxUdi+c+fO0jlg2LBhKn78+GrgwIGh/v+lS5fKT73r4r59+1TixInl302aNDFgDRARERERERGRsPF0QF9w7Ngxdfz4cfX06dMw90U3KcivglxYeXoAqVWrVmHuR/Bp+PDh4f7/CF6lTZtWNWjQwOX9RYoUkS6PP/zwgxo3blzI8jFjxsj0x/bt20sdrzJlyqhFixapXLlyhfr/UefL0TfffCM3MGJuKhERERERERH9H05XtATqmTdu3Fht2LDB5f2YBee3Qa527drJLTyrV68O+bdehyu6Dh48GOljdu/e7XI8BNW+/PLLCP9fBrKIiIiIiIiIPITTFS2BpKD169e7DG7FNC7C3DwiIiIiIiIi8j/I5PL2mw2tWLFCAlrFixeX3/HvRo0aqbhx46rcuXOrtm3bRvtvM8hFRERERERERP5Zk8vbbzZ05syZUHXJ9X+jrNPZs2cl4BVd9lxjREREREREREQR0DA9zstvdvTy5Uv5mS1bNhX4f4G8Fy9eqNq1a6tXr15JvfTo8vmaXEREREREREREUcaaXJZIliyZun37tnr+/Ln8+969e2rmzJkqUaJEcv+JEyei/bcZ5CIiIiIiIiIi/8MglyUyZcokQa4bN26oQoUKqZ07d6qePXuG3J8hQ4Zo/21OVyQiIiIiIiIiv2P1VER/na5YvHhx6aK4Z88e1b59e/m3foMOHTpE+28zk4uIiIiIiIiI/A8zuSwxbdo0NWXKFJUgQQLpqHjnzh21cOFCFTt2bNWkSRPVt2/faP9tBrmIiIiIiIiIyP/EimX1M/BL8eLFk5uuT58+cjMCg1w2Evj8qSXjPjmw35Jxg3KWUf4kYewXloz7LPb/Fv/zF4/jp7Rk3FcJ0loybsaE1nx+72UvZcm4yY9ts2TcgID/Tb32tNuZS1gybqKnty0ZV4uTwJJx4wVas39+7aPqloz7IPi5JeO+DPz/g2FPCoptzbgPLPpeSPbyliXjPo2TxJJxX1y/acm4wUVTWDJuUKy4fjVuwqd3LBk39rVzloxLUWfX6YC+BHW5nj17FmZ51qxZo/X3GOQiIiIiIiIiIv/D6YqWePLkiWRuzZ8/32WAKyAgQAUFBUXrbzPIRURERERERER+R2OQyxIIcE2fPt2Uv80gFxERERERERH5H05XtMSqVavkJ+pyFS5cWCVKlEiyt4zAIBcRERERERER+R1mclnj/v37EtTatm2bKlu2rKF/O9DQv0ZERERERERE5AuQPeTtNxuqUqWK/MyTJ4/hf5tBLiIiIiIiIiLyP6jJ5e03Gxo/frxMUezZs6dkdRmJ0xWJiIiIiIiIyO9oNs2U8kY5c+YM9bumaeqnn35SixcvVunTp1dx4sQJuQ9TGc+cOROtcRjkIiIiIiIiIiL/Y9NMKW907tw5l8XlX716pa5cuRIq+BWTIvR+9Y7OnTtXVta+fftc3v/OO++o7Nmzy78fPHigRo8erapWrSpRxcSJE6siRYqocePGqWfPnkV57I8//ljGxhhEREREREREZC1NBXj9zU40TQtzc14eU8zkCseFCxfUlClTVOvWrSVAhSDXjh071PDhw9XGjRvl5m508eXLl+qHH36Qf//222/q8uXLKlOmTDF+84iIiIiIiIgoethd0XOCg4M9Mg6DXOHIkSOHpNOhGJquevXq8nu/fv3Uzp07VaVKldxayb/++qu6efOmqlOnjlqzZo2aN2+eGjRokDHvIBERERERERFFHacr2o5fTVeMCgSzHANcujJlysjPixcvuv23Zs2apeLGjavmzJmjsmTJIj+d0/AwBbJPnz6qePHiKlmyZCplypSqfPnyEiAjIiIiIiIiIuMLz3v7zS5OnDghs+QGDx7sMqsLtbkGDhwojzl58mS0x/HLIBdWXlBQUJibO/M/t2zZIj8LFSrk1liXLl1SGzZsUPXr11dp0qRRbdu2VadPn1bbt28P9bjnz5+rO3fuqL59+6oVK1ZIlwFkijVq1EjNnz8/mq+UiIiIiIiIiMKbrujtN7uYNWuW+vLLL9WLFy9UYGDY1xUrViy5D4/BY6PLL6crlitXLtz7smXLFu59hw8fVuPHj1cNGzZURYsWdWssZG0hStmxY0f5vUOHDlLQHm/a66+/HvI4ZG/hsY6BuDfeeEPdvXtXaoO1adPGzVdHRERERERERJHRAmNxJXnIpk2b5Od7770X7mNQE33y5Mkhj40OvwxyITOqQIECYZb37t073GmIqM+FzoiYbvj999+Hug9ZYM4RSBSlR2aYPkWxZs2aIbW+0LFx2bJlaurUqSpp0qQh/9/PP/8sAa1Dhw6px48fhyyPHz9+jF8zEREREREREf0/u3Uv9GaY5QYFCxYM9zF6nCYq5aGc2Sf3LQqw4kqXLh3mhmwqV86fP6+qVaumYseOrTZv3iz1shzFiRMn1A2F5fWpjWfPnlVNmzZVDx48UPfu3ZNbs2bN1JMnT2RKou6XX36R5ei6iE6Mu3fvVnv37pXML9TrIiIiIiIiIiLjWD0V0Z+mKz569CikVFN4MF0RHJN+osovM7miAgEuZF4hK2vbtm0qc+bMYR6DYJQjZGuBPo900qRJcnOG+7t27Sr/RmAL/9/ixYslC0wX0QZARERERERERNFko8Lu3i5NmjTqypUrav369apJkyYuH4P7IHXq1NEeh0GuCFy4cEECXKiPhQBXePW6kAXmDLW0li9fripWrKg+++yzMPdjyuPChQvV0aNHVeHChSWwhQ6MjgGua9eusbsiERERERERkQk0/5zcZonXXntNmuz16tVLYiv43dG+ffvURx99JDER5/uigkGucNy4cUOmKF69elUyrvA7bjpkdLnK6tIhgIVphj179pRAmbNUqVLJY/C3UVgN9b4wZbFHjx4S1cQc1FGjRqkMGTKof//9N9pvMBERERERERGFpTGTy2NatWolQS4k85QvX17iLYUKFZKg1rFjx6TcE5r24Xc8NroY5ArH8ePH1X///RfyZjgbNmyYGj58eLgrFsGrtGnTqgYNGri8v0iRItLlEdMUx40bp9q3by9BtGnTpqnZs2ernDlzqgEDBkhxthEjRkTv3SUiIiIiIiIil+xU88rbNWrUSFWvXl2CWSgHhZ+46bAM3njjDXlsdPlVkKtdu3ZyC8/q1atD/q3X4YqugwcPRvoYFJd39Mknn8jNWUTBNCIiIiIiIiKKOnZX9CzMXkNjvo0bN7qMt9SqVUvqlMeEXwW5iIiIiIiIiIiAmVyelTRpUikuv2nTJqk/fvbsWQl25cqVS9WvX1+yuGKKQS4iIiIiIiIi8jusyWWNGjVqyM0MDHIRERERERERkd/hdEX7YZCLiIiIiIiIiPwOpyvaD4NcREREREREROR3mMllP+yXSURERERERER+mcnl7bfo+Pbbb1WOHDlU/PjxValSpdSOHTsifPzvv/8uj8Pjc+bMqaZNm6Z8FYNcREREREREROSXmVzefouqxYsXq48++kgNHjxYHTx4UFWuXFm99dZb6sKFCy4fjw6Hb7/9tjwOjx80aJDq2bOnWrZsmfJFnK5IRERERERERH4nOCCW8nZXr16Vm7MMGTLIzdmkSZNUx44dVadOneT3KVOmqPXr16vvvvtOff7552Eej6ytrFmzyuOgQIECat++fWrixImqcePGytcwyGUjAS+fWzJuvDSpLRn3aaD375CMFBgQbPVT8AuvAmL7Vfvi4KdPLBk3dtAzS8ZVCRJZMmygZs3n91VgHEvGfRnHmvUc+5U12xWus1rh71m/WzJuloY9LRk35YPzlowbHMuaz9G9V8ktGVdZ83JV7OAXloyrvXplybhxnt63ZNyA+CksGTf+iweWjPswYVpLxo2bLqsl45LvHINHxfTp09WIESPCLB82bJgaPnx4qGUvXrxQ+/fvVwMGDAi1/M0331S7du1y+fd3794t9zuqVauWmjVrlnr58qWKE8eYL4bt27dH6fFVqlSJ1jgMchERERERERGR39E07w9yde3aVdWrVy/McldZXLdu3VKvXr1S6dKlC7Ucv1+7ds3l38dyV48PCgqSv+dqnOioWrWqCnAzqIjHYfzoYJCLiIiIiIiIiPyO5gNlysOblhiRAKdgkqZpEQaYXD3e1fKY0v+umRjkIiIiIiIiIiK/E53C7t4sderUKlasWGGytm7cuBEmW0uXPn16l4+PHTu2SpUqlWHPrW3btqF+37hxo7py5YoqX768ypYtmzp//rxMnUybNq0Uwo8uBrmIiIiIiIiIyO/YLcgVN25cVapUKQkgNWzYMGQ5fq9fv77L/wdBplWrVoVatmHDBlW6dGnD6nHBnDlzQv79yy+/qPnz56t58+ap1q1bhyzH7x06dAhTIywqvD83j4iIiIiIiIjIhCCXt9+i6uOPP1bff/+9mj17tjpx4oTq3bu3unDhgurWrZvcP3DgQNWmTZuQx2M5sqjw/+Hx+P9QdL5v377KLKNGjZKfzt0bmzRpIlMax44dG+2/zUwuIiIiIiIiIvI7dsvkgubNm6vbt2+rkSNHqqtXr6rChQurtWvXypRAwDIEvXQ5cuSQ+xEM++abb1TGjBnVV199FSYAZaSTJ0/Kz23btoWamvj77//bOfrUqVPR/tsMchERERERERGR3/GF7orR0aNHD7m5Mnfu3DDLXn/9dXXgwAHlKagDhkAbAml169ZVWbJkURcvXgyZNhle/TB3MMhFRERERERERH7HjplcvqBTp05qyJAh6sWLF2rZsmVhukB27drVv2tyIRKJFbFv3z6X97/zzjsqe/bs8u8HDx6o0aNHq6pVq0r0MHHixKpIkSJq3Lhx6tmzZ26Nd+7cORkvvNvw4cNDHotxkB7oDhRea9GihcqXL58KDAwMec5EREREREREZCw71uTyBYMGDVIffPBBSGBLvyGeguWoGxZdfpfJhZS4KVOmSAV/FFZDkGvHjh0SmELHAdywYt3x4YcfqpYtW4ZZnjlz5mg9twULFkjrzjJlyqjg4GD18uXLaP0dIiIiIiIiIoqYXYNI3g4xF9T9+uijj9SmTZvUrVu3VOrUqVWNGjVUzpw5Y/S3/S7IhaJqyMRKlChRyLLq1avL7/369VM7d+5UlSpVcutvZc2aVZUrV86w57Z+/XrJ4NKzz44ePWrY3yYiIiIiIiIi+9fk8hUIaHXp0sXQv+l3QS7H4JYjZE8Bip2ZAdliCKIdOnRIpUyZUnXo0EGyx2LFihXyGD3ARURERERERETmCmYml8egPFNUtGnTJlrj2CrI9erVKxUUFBRmOeZ2RmbLli3ys1ChQm6PhymFrsaLHTv0asUURNTaGjBggLTxXLNmjfrss8/U3bt31dSpU90ej4iIiIiIiIiMwemKntOuXTu3S0PhcQxyKRXh1MFs2bKFe9/hw4fV+PHjVcOGDVXRokXdfpM++eQTubnK2nKc8nj79m3166+/qnr16snvb775pnr69Kn67rvvVP/+/WXaIxERERERERF5TrDG2VSe5E4CUkzFtlv6W4ECBcIs7927d7jTEFGfC/WvsmTJor7//vtQ9zlnaWFqoWPksVevXqpVq1Zh/mb+/PlD/Z4kSZKQAJcOBetnzpyptm/f7vJvEBEREREREZF5WJPLc4YNG+aRcWwV5EKAq3Tp0mGWJ0uWzGWQ6/z586patWoyvXDz5s1SK8tRnDhxQv0+Z84cSbFz7KLoajxn6dKlC7Msffr0IVleRERERERERORZnK7oOQxymQwBrqpVq0q63LZt2yRg5Wzv3r1hOjNGx/Xr18MsQ50uSJUqVbT+JhERERERERFFHzO5rPX8+XO1a9cuiZkgOahChQoqXrx4MfqbtsrkcteFCxckwIVC9QhwhVevy50sLXc8fPhQrVy5MtSUxR9//FG6KVapUsWQMYiIiIiIiIjIfcFcWZZBjKRz587q1q1bIctSp06tpk+frho0aBDtv+t3Qa4bN27IFMWrV6+qWbNmye+46ZDR5SqrK7xg2Z49e8IsT5MmjcqVK1fI78jW6t69uzw+b968au3atVKPC8sci84fP35cbnqm15MnT9TSpUvl94IFC8qNiIiIiIiIiGKOmVzWOHjwoGratKnUQXcsRn/z5k3VvHlzye4qVapUtP623wW5EET677//5N+uCr5jnujw4cPd+ltff/213Jy999576ocffghVf+ubb75Rffv2VUeOHJHaX4MGDVIjRowI9f8tWbIkzDK88VF9XkREREREREQUMdbkssa4cePUy5cv5d/FihVT2bNnl6aAhw4dksDXhAkT1KJFi/w3yIVi8I4F4Z2tXr065N96Ha6YwBvg7t/AdMjwanw5QxCLgSwiIiIiIiIi8zGTyxo7duxQAQEBkjTUo0ePkOXffvut+uCDD+T+6Ao06DkSEREREREREflUJpe33+zo1v/V4Wrbtm2o5frvjnW6oopBLiIiIiIiIiLyO8Ga99/sKHHixPJz//79oZbrv+v3++10RSIiIiIiIiKiqLBrppS3K1mypNq8ebNq2LChat++vcqWLZs6f/68mjt3rkxjLFGiRLT/NoNcREREREREROR3WJPLGt26dZMg171799TkyZNDlqP2OYJcuD+6OF2RiIiIiIiIiPwO+sl5+82OGjdurD7++GMJajne4KOPPlJNmjSJ9t9mJhcRERERERER+Z1gTle0zMSJE1WLFi3Ur7/+qq5fv67SpUun6tWrp1577bUY/V0GuYiIiIiIiIjI73C6orVKly4tNyMxyEVEREREREREfidYY+F5T0Ex+cDAwFAdFUeOHCk1uIYMGWLYOAGaPvGRfN6dI39YMu6DBGktGfdlQDxLxo2lgiwZN9iiEnrpbh+3ZNzYTx5YMu7dDIUsGfdOLGs+R8m0O5aMG6i9smTcF7ESWDLuIy2JJePmuvK7JePeTV9A+ZN4Lx5ZMm77r5NbMu6AXlksGbf4vQ2WjPsyYUpLxp19/nVLxs2SzppTg2JpLlky7u0X1nyOksR5Ysm4aV9YtJ7jZbBk3ATaY0vGDQ6IZcm4OXPlsmRcX/bb3y+Ut6tdPK6yg8DAQAlovXr1KsJlMcVMLiIiIiIiIiLyO5yuaD8MchERERERERGR3+G8NvthkIuIiIiIiIiI/A67K9oPg1xERERERERE5HeYyeV5KDbvzrKhQ4dG6+8zyEVEREREREREfoc1uTxvxIgRIf9G0XnnZToGuYiIiIiIiIiI3BRsTUNZv6W5mTqnB7+ig5lcREREREREROR3OF3Rc9q2beuRcRjkcjJ37lzVvn17tXfvXlW6dGm3V+S5c+dUjhw51IQJE1Tfvn2Nfp+IiIiIiIiIyECain7GEEXNnDlzlCcwyEVEREREREREfofTFe2HQS4iIiIiIiIi8jucrugdAgMD5RYUFBTzv2XIM7K5mTNnqrx586p48eKpggULqh9//FG1a9dOZc+e3eXjJ02aJFMXEydOrMqXL6/27NkT6n78v7jv5MmTqlatWipRokQqQ4YMauzYsXI/Hl+pUiVZjnHnzZvnkddJRERERERE5E9BLm+/+QvNoBfLTK5IzJgxQ3Xt2lU1btxYTZ48Wd2/f1/aWz5//tzl47/55huVP39+NWXKFPl9yJAh6u2331Znz55VyZIlC3ncy5cvVaNGjVS3bt1Uv379JHA2cOBA9eDBA7Vs2TL1ySefqMyZM6uvv/5agmKFCxdWpUqVMuRNJyIiIiIiIvJ3wRprctkNg1wRCA4OVsOGDVNly5ZVS5cuDVmOLKvcuXOrjBkzhvl/kiRJolavXq1ixYolv+MxZcqUUevWrVMtWrQIedyLFy/UZ599JoEuqFq1qvx/n3/+uTpw4IAqUaKELEfx+7Rp00oQjEEuIiIiIiIiImP4U6aUv2CQKwKnTp1S165dk0wrR1mzZlUVK1aU7CxnderUCQlwQdGiReXn+fPnQz0uICBAMrxC3ojYsSVwhp96gAtSpkwpQS7n/5+IiIiIiIiIou9VMNee3TDIFYHbt2/Lz3Tp0oW5D8tcBblSpUoV6nfU8YKnT5+GWp4wYUIVP378UMvixo0rQS1nWP7s2bOI30kiIiIiIiIicpvG6YpewVVsJboY5IqAHrC6fv16mPuQ4UVEREREREREvonTFb1DtmzZDPtbDHJFIF++fCp9+vRqyZIl6uOPPw5ZfuHCBbVr1y6XNbmIiIiIiIiIyPsFsyaXJTp06BDufSjtlDp1alWrVi1VvXr1KP9tBrkiEBgYKJ0U0V2xSZMm8kbcu3dPlmXIkEHuJyIiIiIiIiLfw0wua8ydO1eCWRGZOHGixGBmzpwZpb/NIFckunTpIit//PjxqmHDhip79uxqwIAB6tdff5WMLiIiIiIiIiLyPQxyWUdzY+XPnj1b1a5dWzVu3Njtv8sgl5N27drJzVHnzp3lpkM21yeffKIaNGgQsgzBr/DeJOfliFri5mzbtm0u//9z5865814SERERERERkZs4XdEaa9eulRlzsWPHVv3795d4CorPT5gwQb18+VJ99tln6ptvvlF79+6VQBeDXAZCgfnRo0eratWqSSH68+fPq8mTJ6uHDx+qXr16GTkUEREREREREXkIM7mssXXrVnXp0iV1+PBhVahQoZDlFStWVMWKFVNHjhxRP//8s8qRI4c6cOBAlP42M7kiES9ePMmk6tGjh7pz545KmDChKleunJo2bVqoN4OIiIiIiIiIfEdwsNXPwD/98MMP8jNTpkyhlmfJkkV+/vjjj5LVlSZNGonDRAWDXJFIkSKFWrVqVdTeMSIiIiIiIiLyaszkssbdu3flZ58+fWSmXNKkSdWjR4/UoEGDQt2PZn8JEiSI0t9me0AiIiIiIiIi8ssgl7ff7KhEiRLyE7XKU6ZMKaWhkidPrqZPny6N/0qWLKmeP3+ubt68qTJnzhylv80gFxERERERERH5ZeF5b7/Z0fjx41XcuHGlSV9wcLBkbuEnfkfJKNy/ceNG9erVK6nTFRWcrkhEREREREREfgdBFe8XoOymYsWKatu2bdJZcefOnRLgihUrlqpUqZIEuF577TV5HJZHFYNcREREREREROR3fCLGZVNly5ZVv//+u3r69KlkcqEeelTrb7nCIBcRERERERER+R12V7QW6m7t2bNHXb9+XaVLl05VqFBBpivGBINcREREREREROR3XkV9NhwZZOXKlapz587q1q1bIctSp04txecbNGgQ7b8boPnGJFRyw/nTpyxZT/e1FJaMmzjwoSXjBihrPjKB2itLxk11+x9Lxr2RuqAl4wZb1I/jlUXXHOKoF5aM+0LF7ApNdMVVz/1qv5Hy/jlLxr2VPKcl4955mdKSca8/TmzJuFVfrLVkXHVglzXjlqxgybDBcSzaX925asm4d7KWtGTcyyqrJeMWurXZknGfJstgybhnYheyZNw0cW5aMm5wgDXHdSkeX7Fk3JRFKlkyri/7YoX3h0P6NLBfTa6DBw+qcuXKqaCgoDB10eLEiaN27dqlSpUqFa2/ze6KREREREREROR3tGDN6292NG7cOPXy5UsJcBUrVkzVr19ffgICXxMmTIj23+Z0RSIiIiIiIiLyOzaNIXm9HTt2qICAAPX111+rHj16hCz/9ttv1QcffCD3RxczuYiIiIiIiIjI72CmnLff7OjW/9Xhatu2bajl+u+OdbqiikEuIiIiIiIiIvI7wcGa19/sKHHi/61nun///lDL9d/1+6OD0xWJiIiIiIiIyO/YNVPK25UsWVJt3rxZNWzYULVv315ly5ZNnT9/Xs2dO1emMZYoUSLaf5tBLiIiIiIiIiLyOwxyWaNbt24S5Lp3756aPHlyyHIUokeQC/dHF6crEhEREREREZHfCdY0r7/ZUePGjdXHH38sQS3HG/Tq1Us1adIk2n+bQa4o0FPn9u3bF6WVfO7cOfn/Jk6cGNX3h4iIiIiIiIhMoAV7/82uJk6cqP766y81ePBg1alTJ/n5559/qkmTJsXo73K6IhERERERERH5HT17iKxRunRpuemeP3+uLly4IP/OmjVrtP4mg1xERERERERE5HeCbZwp5Yu2bdum3nrrLRUYGKiCgoKi9Tc4XTGGZs6cqfLmzavixYunChYsqH788UfVrl07lT179gj/v5cvX6q2bdtKa8zVq1eHLL98+bLq0qWLypIli4obN67KmDGjzEe9fv16TJ8qEREREREREf0f55pQ3njzR1oMXjczuWJgxowZqmvXrlI0DR0B7t+/r0aMGCEpdhFBB4FGjRqpEydOqN9//12VKlUqJMD12muvSQBs0KBBqmjRour27dtq/fr16u7duypdunQxebpERERERERE9H+C/TOGZGsMckVTcHCwGjZsmCpbtqxaunRpyPJKlSqp3LlzSwZWeEXo69SpI//es2ePypYtW8h9Q4cOVbdu3VKHDh1SBQoUCFnerFmz6D5NIiIiIiIiInJBY5TLdjhdMZpOnTqlrl27FiYAheJoFStWdPn/HDhwQJUrV04ysnbu3BkqwAXr1q1T1apVCxXgIiIiIiIiIiLjvXqlef2NooaZXNGEaYTgagohlp09ezbM8o0bN0qmFlpiJk+ePMz9N2/eVJkzZ47uUyIiIiIiIiIiN/lrzSsrdOjQIdLHoIRTTDHIFU2pUqWSn64KwiPDy5V+/fqpM2fOqDZt2kinAPx0lCZNGnXp0qXoPiUiIiIiIiIicpPG7ooeM3fuXBUQEGD6OJyuGE358uVT6dOnV0uWLAm1/MKFC2rXrl2uV3ZgoJo+fbrq1auXdGD87rvvQt2PVplbt26VqZBEREREREREZJ5gTfP6m51oHugmyUyuaELACp0U0V2xSZMmknqHrolYliFDBrk/PF988YVKkiSJ6tGjh3r06JFkeMHIkSOlLleVKlWku2KRIkXkb/7222/q448/Vvnz54/u0yUiIiIiIiIiB5yu6Dlo3OcJDHLFQJcuXSTdbvz48aphw4Yqe/bsasCAAerXX3+VjK6IDB8+XCVOnFgCXAh0ITiWKVMm9ddff8mbP3bsWKn7hSmM6NiYMmXKmDxVIiIiIiIiInIQzO6KtgtyBWgMXRoKmVd58+ZVDRo0UDNmzFCedP60NdMc72spLBk3ceBDS8YNUNakjAZqrywZN9XtfywZ90bqgpaMG2zRLO5XFl1ziKNeWDLuCxXPknHjqud+td9Ief+cJePeSp7TknHvvLTmgtD1x4ktGbfqi7WWjKsOuC7LYLqSFSwZNjiORfurO1ctGfdO1pKWjHtZZbVk3EK3Nlsy7tNkGSwZ90zsQpaMmybOTUvGDQ6w5rguxeMrloybskglS8b1ZR99/Uh5uykfWnOc4auYyRUDKDA/evRoVa1aNSlEf/78eTV58mT18OFDqbtFRERERERERN5JYyaX7TDIFQPx4sVT586dk9pad+7cUQkTJlTlypVT06ZNU4UKWXOVhIiIiIiIiIgiZ7fC7sQgV4ykSJFCrVq1itsRERERERERkY9hJpf9MJOLiIiIiIiIiPwOg1z2wyAXEREREREREfkdluSyHwa5iIiIiIiIiMjvMJPLfhjkIiIiIiIiIiK/o7HwvO0wyEVEREREREREfieY8xVth0EuIiIiIiIiIvI7wa+CrX4KZDAGuWwk/stHloz7Kq5/bUaaCrBk3FcB1qznOylzK38SEKBZMm4c7YUl42oB1mzP8bRnlowbHBBozbiaNePeTpbDknE1zZrtKkXsu5aMmyCpNdvzjYBCloyralkzbvygx5aMGyfoqSXj3sppzfdvkIpjybjpgq9aMu6TZBmtGTdeckvGTRN4U/mT2MEvLRn3dsIsloyb0pJRfRtrctmPf0UniIiIiIiIiIjkQqQ1F7jJPAxyEREREREREZHfYSaX/TDIRURERERERER+h90V7YdBLiIiIiIiIiLyO+yuaD8MchERERERERGR3+F0RfthkIuIiIiIiIiI/A6nK9oPg1xERERERERE5He04GCrnwIZjEEuIiIiIiIiIvI7rMllP4HKTxw+fFi1b99e5ciRQ8WPH18lTpxYlSxZUo0fP17duXMnwv83e/bsql27diG/Dx8+XAUEBIR7W7RoUaj/f+HChapEiRIyburUqVXLli3VxYsXTXutRERERERERBT5dEVvv1HU+EUm18yZM1WPHj1Uvnz5VL9+/VTBggXVy5cv1b59+9S0adPU7t271fLly93+e506dVK1a9cOs7xz587qzJkzoe77+uuvVc+ePeX/GTt2rLp06ZIaMmSIqly5sjp48KBKkSKFYa+TiIiIiIiIiNzDwvP2Y/sgFwJY3bt3VzVr1lQrVqxQ8eLFC7kPy/r06aN+++23KP3NzJkzy83RuXPn1LFjx9R7772nkidPLsueP38uAa26detKoE2HIFuFChXUxIkT1ejRo2P8GomIiIiIiIgoahjksh/bT1ccM2aMTCGcMWNGqACXLm7cuKpevXryb2R39e/fX6VPn14lTJhQVapUSf31119ujTN79mxJJUTGlu7o0aPq/v376u233w712PLly6uUKVOqZcuWhVo+YsQIVbZsWbkvadKkMp1y1qxZTFEkIiIiIiIiMliwFuz1N4oaW2dyvXr1Sm3ZskWVKlVKZcmSJdLHY7rh/PnzVd++fSXLC0GqRo0aqYcPH0b4/wUHB6u5c+eq3Llzq9dffz1k+YsXL+Snq+Aalv3777/q2bNnUqtLzwbr2rWrypo1q/y+Z88e9eGHH6rLly+roUOHRvn1ExEREREREZFrzOSyH1sHuW7duqWePHkixeYjc/LkSTVv3jzVu3dvKUYPCHSlS5dOpiBGZMOGDVJI/vPPPw+1HDXAAgMD1c6dO6XovQ51u65evSr/vnv3rsqQIYP8e86cOaECZ1WrVpUsri+//FKmPSIjjYiIiIiIiIhiLvgVM6XsxvbTFd21detW+ekc0GrWrJmKHTviWCCmFOIxjh0YAdMO8feQHTZ9+nTp4oguj1gWK1YseQyCYDpkndWoUUMlS5ZM7o8TJ45kcN2+fVvduHHDwFdLRERERERE5N+QXOLtN4oaWwe5UqdOLbW1zp49G+ljEUgC1ONyhOBVqlSpIswWW7lypapTp06Y/xe+++471bx5c+nuiL9TokQJlT9/fnk8pizqfxu1v9588035N4rUI/tr7969avDgwbLs6dOnUXz1RERERERERBTRdEVvv1HU2Hq6IrKh3njjDbVu3Tp16dKlMB0RHenBpmvXrqlMmTKFLA8KCgoJgLmyYMECqb3lWHDeUaJEieQxX331lUxpzJgxowTfEOhCh0U9S2zRokWSubV69eqQGl2AjpBEREREREREZCyNhd1tx9aZXDBw4ECpa4Wi8noheEfoqLhq1SqpfwULFy4Mdf+SJUsk0BXRVEUErt56660In0eKFClU0aJFJcCFzK9Tp06pXr16hdyPelsIeOnTGPXsLQTIiIiIiIiIiMhYVmdpMZPLeLbO5ILy5cvLlEFMF0SXxe7du6tChQpJcOvgwYNqxowZqnDhwmr58uWqVatWasqUKZJRhdpY6K44ceJElTRpUpd/+88//1THjh1TgwYNChWccrRs2TJ15coVVaBAAemkuG3bNikk361bN1W/fv2Qx2H64qRJk1TLli1Vly5dJHsMY7vqzEhEREREREREMeMP0wF/+eUXqRG+f/9+iTMgDlK8ePFI/z/EMtAAD43zcuXKpUaPHq0aNmyovJ3tg1yALK4yZcqoyZMnq3HjxsmURASy8ubNK0GlDz74ICQrC90U586dK9ML8cbjjW3RooXLv4vHIwOrY8eO4Y6N4Nfs2bPVv//+K0XjEGDDBubYbRGqV68uj8Pzq1u3rkyZxPNOmzZthH+fiIiIiIiIiKIu2A+mKz5+/FhVrFhRNW3aVGIM7ti9e7fUFh81apQEtpAUhKZ8f/zxhypbtqzyZgEa5vKRLVw/sd+ScR/HTW7JuOQZsYPDTvP1hKDAuJaMqwUEWDJugEW7Yqteb6BFBxTBAdbM0tc0i9azsmg9278aQijPtASWjJsw4LHyJ/GDrHm9cYKsaf7zMH5qS8YNUnEsGTd+sDXvb8Ln9ywZ90k8a46fXwVa8/5aJVB7Zcm4LwL+v8ayJ+XJlc2ScX3Zm60PKm+3YUEJQ/7OuXPnVI4cOdzK5EKA68GDB1LfXFe7dm0pw/TTTz8pb+YXmVxERERERERERI60YO/P5Lp69arcnGXIkEFuZti9e7fq3bt3qGW1atWS8k7ejkEuIiIiIiIiIvI7vlCTC+WORowYEWb5sGHD1PDhw00Z89q1a1LKyRF+x3JvxyAXEREREREREfkdzQdqcnXt2lXVq1cvzHJXWVwLFy6Ux+sw3bBy5crRGhf1xx2h0pXzMm/EIBcRERERERER+Z1gH8jkisq0xHr16oUqDI+GdtGRPn36MFlbN27cCJPd5Y0Y5CIiIiIiIiIiv+MLNbmiIkmSJHKLqfLly6uNGzeGqsu1YcMGVaFCBeXtGOQiIiIiIiIiIr/jCzW5YurOnTvqwoUL6sqVK/L7qVOnQrK1cIM2bdpI1tfnn38uv/fq1UtVqVJFjRs3TtWvX1/9+uuvatOmTeqPP/5Q3s6/enwTEREREREREf1fTS5vv8XUypUrVYkSJVSdOnXk9xYtWsjv06ZNC3kMgmCOHRyRsbVo0SI1Z84cVbRoUTV37ly1ePHiUFMhvVWAhuphZAvXT+y3ZNzHcZNbMi55RuzgF5as6qDAuJaMq1lUTDHAol2xVa830KIin8EB1lzb0TSL1rOyaD372TW0Z1oCS8ZNGPBY+ZP4Qda83jhBTy0Z92H81JaMG6TiWDJu/GBr3t+Ez+9ZMu6TeNYcP78KtOb9tUqg9sqScV8ExLdk3Dy5slkyri+rVPd35e3+WPW61U/BpzDIRUREREREREREPs+/LrUSEREREREREZEtMchFREREREREREQ+j0EuIiIiIiIiIiLyeQxyERERERERERGRz2OQi4iIiIiIiIiIfB6DXERERERERERE5PMY5CIiIiIiIiIiIp/HIBcRxdizZ8/UoEGD1P79+7k2iYiIiIiIyBIMchFRjMWPH19NnjxZPX782NZrc926dapWrVoqf/78qnLlymr69OkeHf/Vq1fq2rVr6vnz5x4dl4iIiIiIyBfEtvoJEJkFAYhJkyap8+fPqzRp0qhWrVqpUaNGqdixudmboUCBAurs2bOqSpUqyo7Wrl2r6tatqzRNk+3p9OnTateuXer27duSxWYmjIkxpk6dqp48eSLbcKNGjdSMGTNUkiRJlNl2794d8jlCcC9u3Limj3no0CH17bffhvr8IsBI5kHwdO7cuWrbtm3q1q1bsv7z5Mmjfv31V1WkSBGVM2dOW6x+BItv3rypUqRIoeLFi2f107GVqGwjAQEB6syZM4Y/h5EjR4Z7X2BgoEqePLkqXbq0KleunGFjvnjxwu394h9//KEqVaoUo/EuXLgQpcdnzZpVGaF69epRen83b95s+nvqatwhQ4YYMm6OHDnk71m5PXuSVdtVhw4d3H4s1vOsWbMMGZeI7CtAw9kT2d7du3dVp06dVPv27dU777zj8jGrV69Wc+bMkRPnVKlSKV+2YMEC1bZtW5U0aVKVL18+OVHGSU3Pnj0l48hs/niCvnz5ctW/f3/122+/qVy5cnlkTE+u52rVqkkW1Zo1a+REDp+p9957T+3Zs0cCXe4eCEfHl19+qXr37i3jlipVSgJsBw8eVK1bt1bz5s0zbdz79++rt99+W16j40EtMtqQzWYWjIeTKUyD1WH9Yt/UsWNH5QlXr14N2a48tT1bCUEtbOPHjh1T6dOnV9evX1d79+5VJUuWlO+NBAkSyGfNbE+fPlV37txR6dKlM/yChBXBYgRVonKSHBQUpHwZXm+yZMlUxYoV3Xrdq1atMuU5YGxXh7f6cvx8/fXX1cqVK1XixIljPGaDBg3UL7/8ImNHFuDCPvXBgwce2670wK4RqlatGqVxt27dasi4ka1XR3h+Rr3edu3aRen14hjaaEeOHJGAfObMmV3ef+nSJTkewYWImLJqu8qePXuU9pP//fefT++f/e17gcgKDHL5iQkTJkhm08mTJ8M9ccBOtGDBghIoGDp0qGFjX7lyRTJgcGUNB4KurFixQrKsECgx4soQrtDiSwQn4zjgxmtDkG/p0qXq3r17pmZzWXWCbtWVTl29evWkJheCiUWLFlUZMmQI9SWOfyMjxFfXM67+4yS/ZcuWIcvweSpUqJA6deqUyp07tzJL8eLF5QAXnxN92x04cKAEbLE9Y7qoGT766CP19ddfyz4Bn6l///1X9iPIgvj999+VWerUqSMBTASr9XHx+cXBPPYnZmcz4cRmyZIlIcvKlCkjJ7DYpu36+cWV9I0bN8pnFJ9fZKXs27dPglzz589X48aNkwCYWXAyjAAUAmvw119/ydjvv/++euONNyQY5YvB4uHDh0fppHHYsGGGju/p71/sk7FvwP4KF5oQIEU2jCcho7h27dqyTb/77rsSMMUFip9++knNnj1bLVy4UPYp3bt3l8cYceEL+2VsRxEFOZARi4swCCL/888/MRoPGZdR2a7wXpDv2b59u6pRo4ZsO9hnuYLjrvLly0vAOKYX+fxtu7Jq/2z19wKRX0AmF9lfyZIltbFjx0b6uPHjx2ulSpUydOxPP/1UK168uFvPsV+/foaMmThxYm3ZsmWhlp09e1YLCAjQTp48qZnp7bff1jJlyqRt2bJFe/LkiXbo0CHttdde0zJkyGDquHht7t4CAwMNHz9btmxa9uzZw73lyJHDp9cz1tvu3btDLXv58qUsP3DggGamBAkSaKtWrQq17MqVKzL28ePHTRsX79nHH38catkPP/wg28+dO3dMGzdVqlTazJkzQy3bv3+/jIvPsZmGDRsm67VKlSpa//79tYYNG8q4devWtfXnN02aNNrs2bPl30FBQTIO1jls3rxZS5o0qWYW/P3YsWPL98Qnn3wSauyhQ4catu6LFSum1alTRz63ugEDBmjx4sXTnj59qtmRFd+/+Ixi3KxZs2qxYsXSqlevri1cuFB79uyZ5gnvvPOONmrUKJf3YXnt2rXl3yNHjpTvLSNgf4Xt9qOPPnJ5P7478BnKlSuXdunSJUPGJPtr1qyZ9u6770b6uFatWmlNmjTxyHMiIvIFDHL5CQR9Nm3aFOnj8JgkSZIYOnahQoW0r776KtLHTZ06VStcuLAhY+Jg888//wy1TD9xMzsgYeUJuj/x9HqOaJvST8jNYtX2HDdu3DD7jXv37sm4hw8fNm1cvIe7du0Ktez58+cy7sGDBzUz5cuXT2vbtm2oZV9++aWcrD98+FCzKwR6EGxytV3/9ttvWsKECU0bu2LFilq9evVCBY71sXGxIkuWLD4dLLaSFd+/uuDgYG3dunVa06ZNZftKkSKF1qNHD1P3HZEd72A57oeNGzfKPs4ouEiIbWnEiBGhlu/Zs0cCXDlz5tQuXrxo2HhkvvPnz0fpZjRcyFu8eHGkj1uyZImWOXNmw8cnIvJVrMDtJzBdL06cOJE+Do95+fKl4VMH3KkVgKmSeKxRzKyRFBHURsAUNkeFCxeWOiCYWka+u56/+OILmfqi02u7YDowajfpsAxTo4xkxfaMfYFzrSK9fo3R+wlHWK+xYsUKtUz/PTg4WJnp3LlzYd471F7D1E3U6HLe5uwCU8owJcZVYWlMHURtQ7NgyuDPP//scjvH5+rGjRuGjIOpzWnTpg21TP/dcdqz0dONosLoxh1Wff/q7yWmDeKGOmtoBINpr6h3h+m/ZsFUW2xTmObqamqXXiAe+5JEiRIZNm6/fv3ke2nEiBFS1xRTbf/880+ZQobf0dAhvLpKUYUpxFHRpk0bn64lZFXB+6jUijKyRpUO5R8yZcoU6eMwld6I/aRV25VVBf6t2j9b/b1A5A8Y5PIT+AI8fvx4pDtKveiwkf4vY9Ctxxp5AtunTx+po+T4PAAnq6jTZVatKCtP0K2GwAcOknCAiWLsqVOnlnoSqOnkTpDV29ezfiLubPHixaF+NyPIhVpgKP7trHnz5qFqcmFs1LMyCgok4wRVp5+0OC+HlClTGjYu6uegSLMO7yleG+rp4GRRh2Wos2RklzQU+XWk70dQr8uuEMhDAAKBYtRE09ctamRhWx48eLBpY6OeUXhBU5y4GVkU3tPBYncLdesBc6NPkq36/nUcH81IUAtLL/Ju9gkbao+hhg2+55s2bSqfX1z4wH4ate9atGgRUtDb6FqKY8aMkUBXr169pA4Yahpif4Kac1myZDFsHNQNdBe2K6OCEajXasUFF33/7w4j+2lhu7XqgikgCOv8PesKtrmECRP67HaFJhBWrGer9s9Wfy8Q+QMWnvcTKP6KK5i4hRdswEkGCluiqDS+2I2CDIBu3bpFeiKKq7woao0i3r7aqUW/0okDXMcDWhygffLJJxJgc7wqZ+QJOq50ojA6ut5FdtXTyCudjp34cOX8wIEDcmCGYCkO8h8/fizbFcZDt0tfX89WsLKjlatx9QMvZ0YdiFnVSUsfG9kXr732Wsgy/H3sN7H/LFGihDKD1Z9f7P/RPGL9+vVyUo6TJgSpEaxGJg6KGkflfYkKBMIRiEBjEH1d60XvUTgc+xAESGIKzx+dMp2DxUePHpVghxnB4qg2aMDJnpGs+P4FZFrgOAIXPVD8HvswNARBAwGzGmU4fhehi/TOnTvlfUQQFcF57LfQ9RGdpBEAW7RokQRQ9aCuUTAOgsYIqqGQP4Ly2bJlM3QMZJVGhdHjk2dUrlxZGoF88803ET6uR48e6vDhw6EuDEWHv21XVu2frf5eIPIHDHL5CXz5IXj15ptvSve5jBkzhrofB6GdO3dWmzZtkpMLI1oR6z744AO1du1aeQ7htepGVgg6yOFgE1c+fZlVJ+jVqlVT3333nZwkuxMUMSoQ4vg+o0MZTmxw9VyHE1d0sEIXHiPfWysDIf4C026iwqgOQFYeaGO7whVx5+3r0aNHYZZju8IJtR0+v/rJOU7M16xZo65fvy5BLgQLkPliVoAL8L2DKV0IsiEzoEmTJmrq1KmSWYzAC15rpUqVfDZYbCVPf/8iqDVr1iw52cbUPGSG4CIbLjx5ErZldFfGySQyYTBdECeKCNiakTGCbdc5aIyAMYLiztPNjM4eJ897+vSpbFcoX2Bmt27sB/v27SvbUniBDuyn3n77bTVx4kSZIktERAxy+ZWZM2fK1R6crCCzRm/rjTocyFBAFgxOsjp16mTouPj7uBKFkzdkKjhmSOj1XvC8cAUZ0wc8fTBsNH+7EqbDCQ2miLrKGECWAG6XLl0ybDx/Xc9kLpyQR8WcOXNMey7+5IcffpAMTMepOcjuQtAFWTF2g++7W7duSXDJyLpQVn//4vgCGbuYRl2zZs1Ig6PI7LIDK7PHdQi479mzR7YrBD2cp12b4eTJk3IxBNlqyPrE+MjAxDJMS0Xw3gyYOj537lwZF68X23aePHkkeIiLtDlz5jRlXASUBg0aJNO49c8PXi+CS8hkN3p7xvT5ChUqyGcTx+b169cPdey+YsUKCSoXK1ZMAst6vTlf365QiwzHjPr7i9eJepi46FGmTBnTMqo9vX/2lnGJbMnqyvfkWehYhvbaiRIlCmlHj3+jsxVaXJsFHa3Q0Qhd0zJkyKBVqFBBbvg3luG+1atXa/7mxIkTml246sSnw3J01yJ7+v3337Vq1apZ/TQoBrAfdu7gqdu3b5/cb7YnT57IvmLhwoXa+vXrtUePHml2M2/ePOmYhvWJm95FEh0IZ8yY4fPfv/pxBW76a3Rc5ny/mdAVdMCAAVqnTp1COt/99ddf2o0bNzS7GTlypHRA1dervl1Vr15d+/zzz00ZE51use1gO2rRokWocfv27as1a9bMlHFv3rwpnUDxWvVtWB+3Xbt2Wvfu3U0ZF91nY8eOrRUvXlz75JNPQnWBHTp0qFa3bl1Txr1165b21ltvhfpMOX623n77bXmMXbar//77T95XjFu+fPlQ46I7K95jO+2frRyXyM5YeN7PlC9fXmqrIGsLVwsAU1LMnIoCmPKCK1HoTrdx40bpfASoV4Gpbcj+8fUMLh2u6EVWP0G/AoraO5gqahYUbUbGE1LrnRld/BdTMnAl0VVHK9RGcZ4i6ymYNnLx4kXTruzS/151jWqNiYhgequ7kBWBK9lGw/RWvC5ctY4XL56ygic/vxEVa45K0efoTnHDVDlMKXPefyCzCzWUjCpwbFWjDL1xBabv4fvwrbfeCjW1CNkgS5YskbIBvvz96w1TPJ88eSIZL3hf9e22e/fu8noxpQt1HPHTLpDFhMwpZORhu3KsMYb3Hp0sBwwYYPi4+JvIEsQ2hQwixwYsyLZZtmyZMkP//v2lkQBKa2B8x+wlZI6hgYYZUHQfmUzIFkONt/Hjx4fch0wqs7J6sV/ElGPUO92wYYO6cOGCLMf2jGneZmU1WbVd4f1FFi/eX3S/dXx/MW3dqLII3rJ/tmpcItuzOspGZDe44jV48OAIH3Pq1Cm5UpU2bVpTnsOVK1e0N954I8xVP/3KnxlX0HHFHNlcX3zxRchVRfycMmWKZHENHDjQ1MyT4OBgrWbNmtq///4b6nF79uzxSBaKP1u6dKmh6xjbKLYZZAlEdkuSJIlmJGxH2Jb1zBds08hSePDggeYpVnx+8XeR5eLKd999p6VMmVKzUxbZvXv3tFKlSsnrxnudO3du+YnfS5curd2/f9/wMUuUKKF16NBB/h0UFBQqE2TFihVaxowZDR/TH3300Uda8uTJtV9++UV7+PBhqPX8/fffa8WKFTN8zCJFirh9K1q0qKFjFyhQQOvXr5/L7QpZfOnSpdPMgM8LtltX4yK7N0GCBKaMmyZNGm327Nkux0W2VdKkSU0ZF5lFa9ascTnu9u3bbZetbtV2lSJFCm3RokUux926davMPjGDVftnfi8QmYOZXH4GhXwnT56stm/fHpJBhAwbXP1CPZQCBQp49Pmg4O0///wjz8GqTB+jDRkyRH322Wdy9c1Vfap///1X1jeyCMy66o1iw7hajyuauNLpiUyU4cOHy5goktqvX79QHa1wtRH3m5l5gmwTFLDGNkW+DQWyse0gGwNZXZF1GzTSV199JZ8bZP6hduHp06clQwFXk9FYwRM89fn98ssv5QbIeGnQoEGYsZBFhowyFIM3S0RZZM+ePVOxYsUyfMzBgwdL/RO8t64aZeB+o5ugnDhxItwsk5QpU0o2mVWQddOsWTOPNujAPtuMLHJkRowaNUo1bNgwzOtB9oueCWMkvH+RZTuieQXqnxqdFYn6XviOdQXdI5H1ZNbnNrwaUOjOatZ+C9/x4dXYxHEVvjvMgGMa/H1XsI/EujYTMtJ37NgR6tgdGb2oh2oGq7Yr7PPxeXIFnXbNmnli1f7Zm78XiHwZg1x+5Mcff5SiyviSzpAhgxTnxEEKDvhQlB4ncAsWLAh1wG8EfCnjhmKdjjBd4NNPPw05aED3PUw7MnNajCcgvRsHeAj2YKoT0pB1OGFGgAvFRLds2aIKFy5synPA1DGs36gW0Y4JHND+9ttv0gUIwTt8MevTj1CA2K4QpNWnOqHwLcXctWvX5EQV+wNsO5hKhW0ZnyWzDuh1mHKCKSkodKt3zRo4cKBcHEDR2/jx4yuzeerzi6kgKOYL586dk8Aepok4f67xXdGrVy9Dx8b3DsbUIaiHkxvnABu6ASMwYTS8vyNHjgzzfYdgHp4bih4bHeRCd87wunFevnzZIwWdzYZtaPny5TJ9C3CM0bVrV7n4g2mCuj///FMKapsRVMM0Y327doYTZFfTf2MKBbLDg6ALtmNsbzi+admypaFjJ0uWTLqhuoLPGD7nZkAAHu81plg5w7EALhKYAYXXd+/e7fLiBwrB58uXz5Rx0bQBx8i4+OIMwXGUAzHDw4cPVZcuXeQ7EZ8nx4sC2J6xPaFplNGFyq3arvD+4YKlq+NGXKA367jZqv2zP3wvEFnCpAwx8jIouopU65IlS2p79+4Ncz+miiBlFunnFy5cMHRsFB+tXbt2qGU7duwIKYLbu3dvuR+/f/vtt5rRPvjgA+3kyZOap7Vu3VqLEyeOtnz5cvn99OnTUlgyVapU2qFDh0wdO3Xq1NrGjRs1T29jL168cHnfy5cvQwr/GgWp5I5TnJzTy82errhkyRIta9asoaaS4feff/5Z8wRMy5w+fbo2ZswYKUzqPE3Tl6crOk/tRZFfTBWIFSuWVqtWLW3x4sXhbmsxhSk2mIrhPH0Q29bx48c1T7Di81u1alWPNsIYPny4y0LKzlMzcfvqq69s0SgDhalff/11mRLrvL/Cdo1psb7+GXa1X3YspOyJaeQ5cuTQvvzyy5DxHdfzpEmTZBqWp+B7Ik+ePPJa33zzTSnWbrR3331XpmCiUYP+eg8cOCDfu2XLlpXC+2bAlDK8LkwPxfrFuDjemTBhgny+Vq5cacq4o0aNkmnqmEKG16i/Xky3xvEV3mMzYJ+M19ugQQOZCqsfs77//vtSkB7HtUbDvqJKlSryGuvUqSPf+WiosG7dOm3atGkhBelRCN4u29U333wj+1+UukCTAYyLxlg4tsI5yty5c00Z16r9szd/LxD5Mga5/ARqROEk8e7du+E+5vbt2xJ0GjJkiKFj58qVS760HLVt21YOChxPGhs3biydVIyG+gw4GKlRo4YcFOGLxBPwZYWulfHjx5c6IJkzZ5a6NjhIMBu6C/Xq1UvzJE/X1bEyyIW6HPibqK8yfvx47YcfftDGjRsnvyMQs3btWs0s2H5xUI1xHDuV4fcPP/zQ0LHcrTGTLVs20+uevXr1SoJPOMHAvsOszl3O2xU4HuB7ghWf36tXr3p0POz7EVjBiQvWLTp14XfHG97vs2fPmhYIQaDNlREjRsj9RsMFJpy8oeYXTsTxmcF3MzoeI7h65MgRzY5BLk9efIA+ffpIvUt8Xh0/u+fOndOyZMkinfDMhtpBZcqUkbFR+y28gKoRcIEDNchwkQX7DaxX1BbChUsEfYy+wORo9OjRcjHPsV4gAlxmdd4DXODAhVGMh2Mq/ESdLoyNToP4rjDLggULZJ06fveihhSOAcz6XGKMiAI7qE+GxyDwZpftqnPnziHHNfpPjN+1a1fTxrRq/+zN3wtEvoxBLj9RsWJF7dNPP430cXgMHmskXHHbsGFDqGUIuJUrVy7UsmXLlmnJkiXTjIarUAiyFSpUSL4s8YWNAzBcITLbs2fPtGrVqsmXltkBLpxE6DccYKOQMoIeWPeO9+k3TwQHdFiOgxQzC2WHF4gw42SqQoUKcpDtfDCNABSuvOF+s6CwP14nWmnj9V+6dEl+6oEvI69i4+oiMnzcvZkJAfqpU6fKATZev1lXkV0VYPdEkMvqzy9OVHHF+I8//tA8DSdwerMKT/F0owzdli1btPz584c6Sc6bN6+851ayU5ALTSKKFy8uwXD8xDjISEEWCAJOT5480cxy+PBhya7BmLjA99NPP2mecOzYMfnuwecY6xuvHY1YPJF9evHiRbmQh4AXMo0QTDQbvmuxblu1aiWvE1lHCxcuNDXApcP2g6Alxlu/fr0cY5qladOmkukTGTzGjAs/Vm5XyN7COQkCXtgf79y50/Qxrdo/e+v3ApEvC8B/rJkoSZ6EufOzZ8+WFrURQat2FN1FEU0j5/WjXoE+vx71dlAwEzVeUOdG98cff0j9pufPnyuzoA7W1KlT1apVq6TeTvPmzaXIc+nSpQ0bo2fPnmHqKaDeGQqEooaFI9Tn0As/xxRqMzjWM9M/2s41zrAcy4yuhYLxUWcFdSsc4f0cO3as1IzAe2/keKhl4FiEFIV9nZehuDFqsBj5elH7YtGiRapu3bph7lu5cqXUyMBzMUPBggXls+Rqu8FnCu3cjx8/ruwCrwf7LrRtjxMnjnxmsY8qV66cKeNh28mVK5dKkCBBqOVHjx5VuXPnDlWTC5+jQ4cO2eLzi3pBqBt09epVqcH14YcfynbsvB7M8MUXX8h76snaI9gvobbOhg0bZH06N8rA9hZeUW0jnDlzRurdoJZf3rx5TRvnzp07bj0O+62OHTvGeLvCdrxnzx5VpkwZ+R1/D5/bffv2qZIlS3qkJhdgn4995Jo1a0LWM45/0GAH3xFmFAVHjVHUPkWxaPy7W7du8to9Cds1akTis+SJzy6ZC3U+URMS+8eI4Dvy888/l8ZGZvC37cpT+2dvGZfIjlh43k+gqCGKgEcGjwmvAGJMioTu3bs3JMiFQBNOKpxPUvXi3WZCoVLcLl26JIXuUUQUNwS5cFDqKmgRVQiiuYKCmbiZFeRCwWwriuzj5BhcvaeOOnXqZOjYeP+sgm5vaB7gChopmNX9R+94FF6wGstRHN0oaKCA9w0F0MMbE4FxbHsIkLizj3EHitribyI4jCLglStXliApioSbcYLqCMFoV80vXn/9dVPHteLz62jo0KHSURBd9rAP69y5s+rfv7+89927d5fAn1k++eQTGR9BNVx00IuW27lRBtanmetUh+9Ud5q56MFTI7j6O55qKIPgFoJ1PXr0UAMGDJCbJ+CEFN8JtWvXls8Nus8dOXIk3Mc7BvyM3q491aka+37sq/GZdfbNN9/IsR+aeJjR7AXBeFf7ZDTtwOs3owkM9tHnz5932Skay9B0oU2bNoaOiYAH1mNkMHZ4ReJ9bbtCkBzf++j26mzJkiXSWbNs2bK22D97y7hEdsQgl5/Aibc7bdhxcm50++V3331XrjChK1r69OklKJI4ceIwBz+7du0yfeeOA+CFCxfKARgyMJAVgy9SXMVu0KCBHKigC1RMIHPIClYEfXC1HicTOEH69ttvpTNZunTpXHZnM7qjlJVBAWSrjR8/XrZhx6uauNqJrnhmHoAhMxIH2q5gedKkSQ0b6/vvv5fPCU7cwoP7Pv74Y/lMIVBhBOwHcJKoZ23pJyzovufcgQ/CazdudJc0M1kZtNXhOwL7Q9wOHz4swa5p06apKVOmyPuM7K7wWsrH9Oo1th98ppGRgC5lOHHG/kTvcGkWvB4zXpMraBOPCyyuujZi3eLkDV15jYTPpKc7FrvKAMRn2TEL0owOh4BxkYWHLCpP0jPQ161bJ8HT8JiRiYn9LwIcOLZx1qpVK+mmPWHCBGW00aNHu+w0CI8fP1ZjxowxJciF14ugoqsgF7L0EQTDMZ3Rvvrqq1Ddsp2Dybjf6CAX1qM7XROx3eOxRrJqu0In9ooVK7oMciFLHd3gkeFth/2zleMS2R2nK/oJBK8wZQzTbSKCgwNczTfyAOzJkydyZRwtnwHp+8g2cTxYQBAOV6twBRbZQWadRM2dO1c9ePBAWl5jaleNGjVCfbHipN7IqZre4MqVKyFZCmZeiUPGB06o3Lnq6Ov0qbUIriC7CMFbXFn+5ZdfZF0jWxFTccyAg0u018Y0HMcW7X///beqU6eOZCoiO9EI+Ps40ESmTURwoLt48WKZkmQEPRPO3ZNzs6Y8+dPn19XJ+IoVK+QA/K+//pJgNTJVSpQoIVOyzJhKgUABTqgQMD9w4IB8rrp06aK6du0qJ1S+DhdV8L2D1+MM3z3I6o0o+8cXVK1aNUpBNWTRGQ0nyO+9955cgPEUZJ1aFdTGcR0uzrn6m/Pnz1efffaZHNsZDVPXsN9/8803w9yHIAQCm+5Ol40KXEjDMSQuTLoKcmGfge9jo+HCC/aJ+O53hu/8hg0bGj4TIrwyEM7MmP5r1XaFgCE+TziecYYgMp6PGcfpVu2f/eF7gcgKzOTyI+6m7Rt91RfTi3bs2CFp5DjgwdRAXJlwrluFHbkZdXaQgYCgAK6GIRCDKyOuMsYwVRGBwJhCkMFdWNebN29WZkDABbUcTp8+HbIMrxtXV5EhYTSrMqtw4o0MFD1TEQFTBDORgYRadHjPs2TJYuiYlSpVklo++EwheIqAAA5GkcH1008/mRbgAmRFItsIWXQ4OMLJPw7ocYUTQRDcbxQcwLpTrw5Tb0aNGmXYuMOGDVP+ztOfX92tW7fkSjlOIlFnCFlVOJHFCSUyVHBFGRcokHlrNATSkLmHGy6K4PVju8I23ahRI/m8xWQqI6b0RGXfjIsjRkKmZXjBQZxQYuqX0RAsjIqYTqOzKhPSEb7HW7durQoVKmT6NGNvyMS8fPmyyp49u8v7cKyFLBEzICgd3rR93GdWth4CSZgNEF5GE6bZmyW8IBaWGz0LQudObUQz1rVV2xUy0sLL4MVxFs4XzGDF/tnKcYnsjkEuP2HG1dKowBdTtWrVwr0fGTGNGzc2rYYRCtwj2BHegREULlzYkPWEg3xMGTM6sBIVOCnFNNH8+fNLdpWeaYTluLqKTAz8jCnUGMNJEdarc72x8OodGZkhiBMLXFnFCSleL6ZWYeoRMq10mEKAmnBGZ5jh5Akn4ngeOKjGVW2z60UBtitkbaFYN7bXs2fPSpYPAgC9e/c2tK4dDtrdKZyMxyC4aIcglzvTunXY7sw4sfHU59c5EwAB259//lmCtvj7uLrsGPTAhQCcfLjKoDASLkpgqiQ+x/huwLionYUGJqjNFt36fjhZwHRfZPp4egqf/jkJLwMB04LMeE4IUkelJldMM0EQoET2h6czeh2/i5DBhcYfuOCE/TIuBDiuAyMbRngDXMBDQNoV1DZynCZqpHz58kldLlf1GrHcrMLZmTJlkuxSx0x8HZablfWJsgtoOIOAuzNc3ML9nqoR6QpKgthhu8K+A8c2rqaRY7nzRXJf3j9bOS6R3XG6oh/CySiuvrma548rKOgoZWRHICuvnqN+D7J6EJAoUKCA8gRceUFgDdk8OODHyaI7NRWMhCvYuAKH1H3nToNIAccByrFjx2I8jmMnLefucGbXIUFtN9wwLQVBRaTPo0A5AloIbKGT5cGDB+VEHSflyE6hqH92UUQ5svo2CDygRhkCbkbB38LVawR4dJMmTQr1GAQsMMXZSNiO8Xfr1avnVn0zV3U0fOXz6wjjYF1jygQKzSML0pUTJ05IEMHoCye4Oo9sUExVRAYhLjqgUy2m5+JkCt9b2A4R7IpuBgGCHsgoxskgAuS48OHJYIx+Uo4gnqv78P5i2pMvT6Nz7q7oyeA0LjpgXHemTFp94c9ICALjM4EAj+OxGz4zyC5Ghi+CTkbDvg8XVlDiAvsETCPESTm+DzCVDftr527TRujTp498n6P2muPFU1xgRI0wfCc4f1cYARcXsD9CliBeL/YjWO94vSgRgGMQHI/YhVXbFY7rUO8NFy2xj9bhWB7fAcjwNeNCmBX7ZyvHJbI9jfxO27ZttRYtWri8r2XLllrHjh0NHa9OnTraO++8E3LD7wEBAVrlypVDLddvRosXL562bds2zZMwXuvWrbWECRNqSZIkkXW6c+dOj42P17x69WqX961cuVLuN+p1Pnz4MOTfkd2MVKBAAW3o0KEhv69YsUK2q6lTp4Z63OTJk7XcuXNrRjt79qw2btw4rUePHlr79u1D3Tp06KDZQbt27bQiRYpoL168CPcxuA+Pwes2yr59+7TAwEBt6dKlIcuCgoLk/XW84TFbt27VjITXgc9sokSJ5DPs6X2HJz+/jhYsWBDh+2ymbt26yTqPFSuWVr9+fW3Lli0uH7djxw5532P6uf3000+1rFmzynjVq1fXFi5cqD179kwz27p162Sbff3117XFixdrf/zxh7Zo0SKtatWqsvy3337TfB3enz///NNvxvUGe/bs0eLGjavlzZtXvpN++OEHbezYsfI79hVmrZfg4GDZR+r74jhx4shP/N6mTRvNLPfu3dMKFSokY+XPn1+rUaOG/MTvhQsX1u7fv2/a2EOGDNFix44tY+k3/O54LGImfA/++OOPWufOnbVGjRppXbp0kd9fvnxpm+3q+fPnWrVq1WQ7wjE0jt/wE+sa+2vcb6f9sz98LxBZgUEuP4SDe3wpuvLTTz9p2bNnN3V8fBnjy2v//v2aJyAYgi8MK+Bg67vvvtPKlCkjrxkHYuPHj9euXbtm6rg4CFmyZInL+7AuzAj6eBqCEJs3bw514It1jAMERwhSGB0UQAACB384Sc6QIYN8ZhxvOXLkMHQ85yBaRDcjA2yHDh2SExcEpi9fvhzmfix7++23ZV0cPnzYsHG7du2qVapUKdQyPciFdX/u3DkJVjRp0kQCcUZ79OiR9v3332sVK1aUMXPlyqWNHj3a5Towgz98fh0lT55c+/jjj7X//vsvwsfdvHlTmzt3rmEn6Di5aNq0qewfUqRIIQFrI7djV7BdJUuWLCQwgJ94/bNmzdLsgEEua+BEGPspx4sA2E+sX7/e9LG3b9+uDRo0SAIv+IlgtNlwcW3kyJFahQoVtDx58sjPUaNGhVx0MxO+e2bMmCHfCfiJ7yNPwP6vVKlS8t7iezl9+vTyE7+XLFlS7rfLdoXv+/nz58uF95o1a8pPXIjBcjvun+3+vUBkBU5X9EOY+oECwkjpd4Z0b3QeNKtgKGDKGlKf0YktpkVu3YECykh7xjQVd6YfmeXo0aPyPPB8MBVq2bJlpo01Y8YMmUqAKRmONZow7x+dgT744AOXnVx8ifO0mPC2KzO6DhUvXlxqBaE+R3jTuoyEqWvu1mXA4zBd1iiYFoKpGVjf6LaoT+/CdML9+/dLKn1M6iS5gloumAaDaXM6V+8v1j+mLZw6dUqZBX971qxZMh0FRdnRSQyt1V112PLlz6+VbcwxTd7TU7odoSEKpjdhHWCKDor+mwmvF4X7b968qdKkSSP7JytfvxWdnHWu6huZ2YXO7v7999+Q7SpPnjxWPx0yEKZJogYpvh/Q9RhTdPG9iFqNmMaHqZpGdVb25+3Kqv2znb8XiKzAwvN+KHny5NKxy1WQC8vRJtlOULsGJ6cIFKAmi6sitOjsaCbUsUFtFBRORgYlCraaHVB78OCBvGacFKPWzrVr16STI06asU70WhlGvn4UikbdCnSLcQ6UmtlJ0tNwwIcTYU8EuMDK7jqdO3eW+kjo6oegCwKLgCL76FyK+hhGd0VFsMW5hh62H3TWcyzuj8+yWR2edPisot4YOvyhTgjqhaALoJlBLis+v9g/oX6dK1jvGMOsIBeaN6CTl6tC1ajPhYCykQ0VdNgX44LP7Nmz1cqVK6VouZHNMcKDE5eaNWsqu8I+Aes2MkbXaUR9JscadhGNG16XPF+HAITdgxD+CjUaUesMTUl0CHSh+yIugAwfPty0sf1pu7Jq/2z37wUiT2OQyw/hQFBvyY6TB8er2bgCi0CQnaBLl87VFXqzglzo7oSOOziBwhXmXLlyyYlpu3btpGCnp14zDowcoWi14/1GvX4UjUbBV2xTOFlFIMCROyc9UYUOgyh2q/99vJYJEybIVTAdCuEaDVkteH/9Rfny5WU7QtYWAsaAoIM7J5TR5by9YCw0EnCE52PGduUIJ8MI3OJzjMw1BL2aNGliu8+vlW3MkSmIiy+umkPgM46AH/alRkFzE7yfKBR95coVueCD/Re+E83qGOZP0KXTU41eHOF9dNz3E9kJvuvQlMQVXIgy+7uQiMiXMMjlh3C1Byn9uCqDzn9ox4xsCLSOR9eUESNGKDvBibCnW5ljehOmI+KgAyfECB6iw6NdXzMg2wUp9MgIcQ5wmQXbrDOk7jszugXzoEGD1MSJE2Vqr2NmkSehyxymFyPoNGTIEJU1a1bpLInsH7NO9BBo8kT2GoLAyFZy7JzlCh5jVsAYWVMIhGB6CK6WN23aVIJJmEJgx8+vlW3MMUUjvEAd2siHl2EWVQhqYd+MjFN0RkP3W3TvwmeGjIPpxJ7urghDhw61ZFwiT0CnPXTg07vxOdq4caPL2RlERP6KQS4/hEyEHTt2SF0ZXDnHdAGcxCEIg7okRk+lO3DgQKjf9ekJJ0+edPl4T9TpMhMONFD7C62kkVau1wFzXg92eb2OmSCo5+OpAJcVgQAdWmojIIAMFwRiUqVKFep+M6fAYmoXam8gCKMHHlC7CkEuBN6yZMkiP30Z9kWoO4I6I7Fju/6aCgoKkscYfWCP6YhoVY7tGQEtZE0heGv32hilS5eW7wNc+HCG5bjfLAjUOn+GdClSpJAaJUZAFi32x6gfh2khCNpivxzevtmoelFERDGFi1nYJ+EYGlMU9WnsCxculFkKuGFGhs5xpgYRkb9h4Xk/h7pJd+/elS9Ds6Zp4ETCOQtAn1rmapkRNTqQTYXgEWqsRHZyhVosuKJvFH0KV2SZD0a+3vAgEILb7du3ZXoZ6vuYNR0VRckROEVwz+4im6Zn5vuKguwIwiDLCCfqOGnXi7EjSwWBxr///lv5ssOHD0tQpU6dOtKowTl7DJlFCICtXbtWXnuRIkUMfW+xThHsiSzgj/cZ74cdPr+oTYX1XblyZZk+qGf4olkG9qdY18iqMgMCtKj3pdcZc/TVV19JQXjU7DLyc6vvn8Ob4mP2vtmunBuC2H1cf+PusRUZz9X+y3Ef5nzMyf0XEfkzBrnIdJi+FhVt27aN8ZjITNu9e3fIAS+yfhDEQ22sEiVKmNp5z4rX6+zFixeqcePGcmKKAyBkwyDzBQdBOJHFVEpMTzJ6+hxOVHGyjBNks0XlZN9ORe8xzWrAgAHSYc+54yCmLCA443g111chuPX+++/LtouAF+qgATKs8HqxPaP2j9FdBqNSZ8ysQIgVn19AkLRPnz5SAwtjYexkyZJJXSwjLwQ469Kli/r1118lw9ixLhgaPKAQ/DvvvOOyXldUocNuVBgxxRyZgcgcM7sOo7fA9E9MG9S7sHqKvwW58HlEZo+n17PzsZU/w34SjTFQHkD/fjK71EhUpo2j8zARkb9ikItsyfmA1zkYYGaQyxt8+umnUiML3eAwRQcHYZjygwDc4MGDVf/+/dWoUaMMHbNevXqSQYSsk+LFi7ucwocTWaMzbjA9zx1HjhxRdoDpoAgkYpqk83aNQB4CAs6dLX3Vzp07pasjao/prylBggQS4EQHNzPqYyGI5u60UUxhRBaSHT6/jm3Msd6R5eqpNuYo/o5AJoKz2K4RyEUWGbp5IoMN04ONDhKh/iSCia5eG9ZB3LhxDQkkMihAZvDHjLlnz55JPT18LrFfwk80kUBQ9dChQ9KE5qOPPlJ169Y1dNw1a9ZI4wuMh0x11MT69ttvZT+sfy9hGiEalJhx8cFb4CIa1jMyq/F6jc7mu3r1qqxrrENczMG+H8fomCGgj4uLMLj4ZWcInCKbHa8XmdVm1sMksjWNyIYCAgK0P//8M+T3oKAgWbZ///5Qj9uzZ48WGBio2U3OnDm1YcOGubwPy3PkyGH4mNmyZdOyZ88e7s3oMXPlyiXvacWKFbVZs2Zpjx490jxt06ZN2sCBA7UuXbpogwYN0jZv3mz6mFiPX375pcvtetKkSVqBAgU0u3n16pV2/fp1ueHf3mDp0qWm7Tus+Pxa7fLly1qHDh20jBkzanHixJGfHTt2lOVmaNu2rdaiRQuX97Vs2VLGNuO7iMiXtyurxj1//rwcY2Cfi1uePHm0U6dOaZkyZZLf06ZNKz9jxYql7dixw7BxV69eLa85fvz4WtKkSbXYsWNr06ZNk7Fq166t9e/fX6tZs6b8rn8v+zJ8v/bt21fWK47bhg4dqgUHB2vNmjWT14h1gZ/4jsL3sVGOHj2qJUuWTP4+bqlTp9Z27doly1KlSqWVKVNGS5kypYy9cuVKw8YtUqSI27eiRYtqRpo6daocv1atWlWOYQHbE7ZhfTsvW7as9vDhQ0PHJfIXDHKRLfl7kCtu3LgSgHEFy3G/HWzbtk1r3bq1ljBhQi1JkiRyYrpz507Tx33+/Ln2zjvvhBz04aRcP/irW7eu9uLFC9PG7tOnjxzQHzhwIGS7xr/PnTunZcmSRQ5KybeDXFZ9fm/fvq19+umnWvny5bW8efNqFSpUkO3pzp07mt1kzZpV+/HHH13e99NPP8kJnhEY5CK7Bbn++usvj4+L7/Z06dJps2fPln1vsWLFtPz582slSpTQrl69Ko+5ePGiBCLq1Klj2LgIQNSoUUN7+vSp/N6zZ08tQYIEWrdu3UI9DgH6kiVLar5uypQp8h5XqVJFjmXwXYPXlihRIm3s2LHa2rVrtdGjR8vvOBYxCoJouXPn1rZs2aLt27dPq1atmgTa8PPJkyfyGAR7KlWqJMuM8vrrr8t77O7NKPPmzZP1jAtWCKDhWGLIkCESRMW29e2332qdO3eWgNfIkSMNG5fInzDIRbbk70EuHBxMnjzZ5X1Yjvvt5P79+9p3330nV/vwPuPgd/z48dq1a9dMGW/w4MES2MIYN27ckGX4OWHCBDkoRKDALA8ePNCKFy8uB0P4ie0XB/yJEyfWSpUqFXJASL4b5LLi83vp0iXJlMDnp2DBgnJih5/4HQEfszKqnCE7A1fw//nnH1PHiRcvnrZ161aX92E5MjeMgPU3f/58+e5x50bk7nY1btw4bdmyZW7djBwXAQ5cVIrshswno2AfhO94HY7v8FwWLVoU6nELFizQMmfObNi4adKk0VasWBHyOwJpGHf9+vWhHrdmzRotRYoUmq/DscT7778f8jsyjPA9hwCXo1GjRslxllHwniHwozty5IisZ8d1D0uWLNHSp0+v+TpkaDVv3lyy5ODzzz+XYzrMCHCErLrChQtb9CyJfJvr3uxENnDq1Ckp2Ax6za2TJ0+Geozz73aB+lioU4F6QaidoENNLBQvNasD4vPnz6XzH2oooaYP6lbkyZNHxkUHvJw5c5oyLmpzodsebkePHpWOcIMGDZLaISjSbTTU58Df79evX8gy1C9C4f1Hjx6p+fPnm1YzKUmSJGrXrl3qyy+/lPoVuXLlUgkTJpQaVahHgppV5Nus+Pxie0Z9GdRAee2110KW7927V2rc4H58ts3y888/y+cHtbh0qM2FovdNmjQxfLzkyZOr06dPq6pVq4a5D8vxOTMK6qpFxhPddslesM8PrzuoI6O3K3xm8H3nSeiuWrhw4ZDf9Y66zoX3cYxx7do1w8bFcUz69OlDftf/jXpRjlCD9P79+8rXnT17VupB6ho0aCCNM8qXLx/qcaiJ9vnnnxtajyt37twhv+O4EZybGOE74caNG8oOdbfwHa/X20IjCXzHooOyI3TQRhMeIoo6BrnItlydWLRu3drliYXdoGA1ikc3bdpUCivjwOz69esSgMHBIe43Gg4GUTT62LFjIeM9fPhQ7luxYoV0X0TQy0wnTpyQ4txLly6V9zZfvnymjIMTcWQrHZcAAEW/SURBVBQEdQXLjTz4cwWBLHRYxI3sx4rPL5oZfPbZZ6ECXIDf0SEQndzMgi6SLVq0UIUKFZKuoSgyj5PaH374QZavWrVKvfXWW4aOiX0VPqcIIqZMmTJkOYrfjx07NkrdWyODZgEIRhMZCd1lCxQo4PGVipNzTxeeR3dZNIPQ6f/WL2Q6NnpAN20jOR4j2vF40RGO2XABQIfuuuBcZB7fS2gEYBS8Z47vpf5v527HUel+7M3u3bsXKlCqN2pyXPf6+kcjFCKKOga5yJbmzJmj/FmKFCmkIxkyL9ChDB0P0X0PV4natGkjHfqMhk5D+OJGp7+iRYuGOiDFCeW4ceOUGXDij8yq2bNnSxYKTiZ79uwpQU6jO7LpcBUb3Rqdr7oBlpt5lfvDDz+UQIBZATx/d+DAAbce999//9nq84sshOzZs7u8D9kSZmYpIGj35ptvSmai40kMMiUR3ELwzeggFzLiEMBDxkDz5s0lYwDBa2SUofPiiBEjDBsLHU+t6EZnFXwHLFy4UILxyAJBdg26o6FLGjJtkY2BrL13333X6qfq07BP8KftylWAyRNBJ3+eFWD39xcZu+6OgcfZIVuPyF8wyEW21LZtW+XvcCLctWtXuXnC6tWrJZCFA2/nqRE4qXGchmSE7du3q1mzZsl0RGRtYUoTMjBef/11ZdfpoICpkMiIQ+AQAS88F7tfXfak0qVLu7U+zcoCxZRBtKhHkMWTn18EshBkwvQIZ+vWrQszLchIf//9t1q0aFGYq/RYvz169FAtW7Y0fEwEiXfs2CGBl5kzZ8o+C1kg2H9MmjSJQeRo2r17t6xDZN7g/cS63bx5s2xXyFKoUqWKBJJbtWol2QsIbhK5A/sB5+n4CFDHjx8/1P7TaP42KwAXDf/444+QDCu8LgStUYZCd+HCBcPHxTGN83cAMuMdlxmdpde4cWPL3jesT/24WF/PuKh17ty5UNMaiSh6GOQisiGkkb948UJqVemWLFkiJxc4gcbNaA8ePFDZsmVzeR8yI3DSYyTUBcHrQ0AJGQH6aw0vEwfBN1+eTqa7cuWKTMlEoKthw4YqS5Ysqnv37pIx4VwnhHwvCxQnccgGdJ6GY7b27dvL9FccbOMiQYYMGaROCqYMfv311xJANguCS9hfhbfvMGuKSrFixSQAgxPju3fvyrRFxxNmijrUIsR6xRRTZEl07txZ1a9fX/a/uBCC7Rrvda1ateSiCINc5A4ER52DEeFd0MJFNbt8H1gB9T6dTZ48OcwyI4NDVl2YNrPOZGRclZtwrPOqs0vwlMjTAlB93uOjEpGp9OCL/gX+1VdfSVFy/QsTJyBvv/22oWOiNgiuzqP+DLIi4sSJI9NWcHKDE5/ly5e7PRXMHfqJb2QHAGYVdNaL7OvTyZCVYOZ0Mle2bNmipk6dKu8nTh5xVRtTGZGNRL4LAQBsS5gC7Cn4nKBxAzJvHD9TWN6lSxdp5mAWvFYEiHFl2zFTA58xBLNRD2bjxo3KFyE74bvvvlP58+dX/gABfwTg9QxXZCVguuLKlStl2qbul19+Ue+//74EUil6QWlkE5uZYUn+5/z581F6fHgXNiliv//+e5RWkSdmKBDZDYNcRDaEAw9cJUfRZkDXGnTDQUCkY8eOEpRBgMRIqJuDrjwLFixQderUkZpc+/fvlwwu1NNB8Kt3796GjYdspqiw8xRWpLzj9enTCRDk+vTTT6UrHvke1C1C9suwYcMkWOBc9Nfs+jOOgVsUYM+bN6+pY2JqDAJdyKRCgB6BEgQ/EAjR91XYf5H3w7aKjC29ayUKWaN4MvZNyMbR4T3FNq43JyEiIiIyCoNcRDaUMGFC6WaIegZoCY1i7CjKjkLL6KKGbCOj2zBjWhHqQ2FcFM7G9B9Mn8NJau3atSXbyC6dcbwFplmhVga6bKGwc8GCBVWzZs0ka+LgwYNSH8zMrnhkDkzzwpQufYovPs/OHb7sVgAXV7YxfQMF95E9hn1F2bJlpQOiY3CEvBumayMwqxfuR51C1L1Bh85BgwaFPA77JnTBRUCXiLwbMuFx4XLv3r2Gln6g0FAuABelcbyMbsNEFH2syUVkQzgp1k+CUVwZV9f1KWyoOYOpQUbD9MS1a9eqxYsXSwFr1KhCkAtTVJBR5usBLmS0uAtBCNT6McuZM2cksIXpkqiFhky5CRMmhNRawzQWnFCilhKDXL7HymK4CH5jyoqrAs5mBpswHQNFy588eSIBcgTKsR8j34ILKNj3YBtCnURk3CKrdMyYMTIVFd9De/bskf1Vnz59rH66ROQmVrfxzDrGFG9M1SeimGGQi8imV9MRBMG0Rb0Tn37SjK44mA5kBoyBgJY+TdJOMN0GJ20o9G4lBLRQnwg111CXBR0WkannDFMVzSwWTvYqhovpgegYhqmKjic0+EybVdfOFQS2GNzyXb169ZLGCcgwxYUNdMdE1hZqBvbt21ceg+0JWcWuiiwTERERxRSnKxLZEOqdIIMKV4OQYr5p0yZVsWJFuQ/FyXGyiqki5D6kkP/3339SG6hDhw6yHhFo8jTUR0JgCwGuiGo1odYNCv2zYKnvwdQudMvMmDGjy2AUisMjW8/o7DEEcgcOHKiKFi3qsnmCmdsSrl6jA6yrLDIE2GbNmmXa2GQ8TLdFkMuxS+jJkydlWjW260qVKrFrGJGPcG4mRFzPRN6OQS4im8LJIgq/Fy9eXLpb6aZPny7LUO/GSOjyFN4UK5zsJE+eXK7e9+zZUzox+mrdIJxsL1u2TMWKFUvqXyHgxaLYZCRsW5i6V6ZMmTD34TON5UZnVWFqMaaQIXjqaZjejDpOeE1p06YNE2DDfgUBZiJyr64Pap3hwgyzIo1z7do107LgfQGmHqPuKqaS+4N//vlHHT58WL6TUN/WEyUEkOWKi1xdu3b1622NyAgMchGRIdq1aydBoCtXrkjWWLp06eSgcNeuXXLlHoE1/Bv1wPA4vUaYL0IdrB9//FHNmTNHCrHmy5dPgl2oR4PXTRQTCAqjbpGrIBc+O7Vq1VLPnj0zdCWnSZNG/fTTTyF13TwJ+wZ0Vly0aJGcUNjNxYsXpVMk6iFiKje6DWIZpvEhGIEp0JjmhxMpO8FrRE1IfCcAvgdQ1y1z5sxWPzVbQz1OfJ6QmWm3bcoRMgOxP7x165Z0jUZQANsagjCo/2Y0ZMUj4/WDDz4IyYwn86CJEbZhvL+oLZo1a1Y53sqePbt8XxkFpT3w3YdMNUzZx7HcJ598or744ouQafu4QIsZEZ7sdExEMcMgF5HN3bx502URaRwwGAkHCeiohXpRjnWrUAPszTfflGlQDRo0kNbyONlB9oYd4CR12rRpkiGHq5zI8rJz0XsyB64Y//333yEBY0xHdMzAdOymiY6lx44dM3R81E7CSdyUKVOUp2HaL4JACN7ZzfHjxyXTE4FxwAkaTtxQJ/HOnTuSbYOMAby3O3fulJMpX4ep0l26dFE///yznCQ6FqxGALdly5bqu+++s2S6t11MmjQp3PsQAEex/+7du0u9Rnwn9O7dW9kFMj6xfaF2oV4vUO/6h1qUJUqUkGwYo+FvzpgxQ6aMo+4pygZgWzYjoOZNcDyBG753kPGLCyHYf5kFzUfq168vY+rZU/r7izIROL6cOHGiIWPNnz9fvm+xX0YAC9+rgwcPlq6+KBmAqfvoVD179mw1bNgw0xr5oLQItmd8N2A9I/CWJ08e6U6Lbc35WICI3KARkS2NGjVKS5MmjRYYGOjyZrRChQppP/30k8v7Fi5cqOXPn1/+PW/ePC1FihSaHRw/flzr27evli5dOi1WrFjawIEDTRknICBAS5YsmVa4cGG3buR7hg8fLu8zbvh86v92viVMmFBbvHix4eNv3bpVy507t/bhhx9qGzZs0Pbv3x/mZpYCBQpoS5cu1eyoadOmWp48ebTdu3fL/qJmzZpa8eLFtTJlymj37t2Tx9y6dUsrUaKEVrduXc3XBQcHa1WqVJFttU6dOtr06dO13377TVu3bp02bdo07a233pL7qlevbvVT9WmR7Scc7zPj+95KI0aM0OLHj6998cUX2rFjx+Q16vunb775RnvttddMGzsoKEj2v5UrV5ZxU6ZMqfXp00c7ffq0ZjfPnz/X3nnnnZBtKU6cOCHbE/ZVL168MGXcjz76SEuePLn2yy+/aA8fPgz1/n7//fdasWLFDBurbNmyWvPmzWW/BZ9//rkWO3ZsbdCgQaEeh+M8s46tbt68KX8brzNDhgyyfvXX265dO6179+6mjEtkdwxyEdnQrFmztESJEkmgC1+cn376qTZ48GAta9asWr58+bTZs2cbPma8ePG0tWvXurwPy3FQCr///rs81lfhoGvGjBlauXLlZN0iMDB69Gjt8uXLpo2ZK1cuGatixYry3j569Mi0scgaV65c0fbt26ft3btX3uu5c+fK7463I0eOaE+ePDFlfOcTZMeb2SfKCxYskM/T48ePNbvJlCmT9sMPP4T8fuLECVmfP//8c5gLAZkzZ9Z8HYKV+vYbHnz/4DE4iaXoQeAU28uyZcu0c+fOhbodOnRI1i+CMfoyO8mRI4d85+pBJ8cgCI41UqdO7ZHngfXcuXNnOdbCRS4EdRHQtQscMyKwNX78eO3GjRuyDD8nTJigxY0bV44rzdpnfv311y7fX1yAMfIiKf7WmjVrQn6/fv26jLd58+ZQj1u/fr2WJEkSzQzt27eXzzJe48uXL0O9XlwULliwoCnjEtnd/7e9ISLbQKrzoEGDpK4Apj01bNhQUr2Rho2aKKhxYLRs2bJJuvVbb70V5j6keuvTI5GKjXohvmb79u0hRedxgaBJkyZq7NixHuleePr06ZCi95gi8dFHH7Hovc1kyJBBbrB161b5vCZJksRj46O+nFX++usvdePGDZm6h2kwqVKlCnU/pqx8+eWXyhfdvXs3VA0qfSq3c1FhTOHG9EVft3jxYuns27Zt23Afg+YGy5cvlxps+G6i6E1vxpTE9957T2pEYSqdPm0ONbn0bQzfy3Zz+fJlVb58eZf3oe4dpst6AqaR4XgH7wX2YZhet27dOpkuiZqd6ITsy1CCAseR/fr1C1mGWlh9+/aV2qqY6jdq1ChTSmwUKlTI5X2Y7uyq/EZ03bt3T6Zg6vTvHjRKcoQ6io8fP1ZmWL16tRo3bpx85zs3lMF3x6VLl0wZl8juGOQisiEERcqVKycHBHo7d8BBcJ8+faSugOOBixFw4IOOMPhCbtq0qRRgv379ulqyZIn6888/pZaFfgLvi0XnUUssadKkclLx7rvvyr/hwIEDLh9vdJttBNNwmzp1akjR+0qVKrHovQ15InDqLKKghNmwTTueWDnz5SAXTlLQEVN/T1FbBlDnBZ9fHfYjdijIjteF+ouRQX1G1L2h6EEwB3WJ0OEXRddR0w51Ia1oHOFpaE6Bbquu6kKdOnXK9M8RLhLOnDlT1jeaKyDghuAutunffvtNjoVQ5wmNdnwZjuXCa1yA5WZ9fjNlyqSOHDni8v1FQBGdvO0E9RrDC0a/fPlSBQUFefw5EdkBg1xENhQ7duyQk0MEYxyvBOGqFa6EGq1z586S4YSOYR9//HHIclxNRmF2HIgDssnixYunfPVg5Pvvv5dbePRCuM5X5IyC97Nbt25y04ve42oruvGZUfSePC+yRgNmNxdAIXS9yDCK35otODjY9DGsgoxPFCzGvgOf3cmTJ8u+Epk3OBlHwB+f3TFjxkgA3dfhwoY7J6EopIzHUsygAysCpGj6UqdOHbkAg+xtO3v77bfV6NGjVe3atUMyIrFPRAbbV199JcXnzYCLdciS1xsqoAg6uqI6XtDC2Dj+QsDL1yFrC8GmN954I8x9WG5kh0NHjRo1kvcXgTQUftff3/Pnz8v+E5mgRkKxd/0YGd9FGAsXY8+dOxfqO9Es2F/u3r3b5fc+MgTRvZuIoo5BLiIbwokprjACunXhqiO61SCzCxlV6CRjBnQ8wgkcrqbiJBmp3/iC1jvkADK8fJGV07lcOXHihJo3b55aunSpHHDzQMg+9ANt5+wBfK6QxWDWNBicvCELwTEojkAMWqkjWENRN2DAAPXHH3+EdHvDyS9OlBEEb9y4sbzP+PziSj4uAPg6TOlxp2sisorNmv7jb+LEiaM+++wz+YziYhICp877DzvBZwnTAgsWLCjZPnituNCDiz5YF2Z1wEPGFoJq+EyjcyX2xa7g+AodVX0dukUjYIpSEwg86dDxDxczzQrK46IALuIggFu4cGF5fxHYOnPmjBznYP0bydXfczXTwazPFNYjpivitSJQrY+FrF9kMNvhe4HICgEozGXJyERk6kEgrnqhhtOWLVtUrVq1VNy4ceUKI2opoEaWldOTKHrw3mE6F94/XFVGe3gc/GFqBGr6kL3hajKC1cjeM3pK49q1ayULAbVQWrduLdsTMj5/+OEHdfz4cbVq1SqX9fbMbFWPDILIstp8BU7QcAKu1yYETG06dOiQrGucRLoTHPJ2uJCCfRMurkQEj0EgwKyMV3+F9Ylsl2PHjsm0UV+vCxUeZAEiGLJmzRr5N/YXqAWHYx/nendGwb4Q2Vv4HPsD1BNEmQYED7FvwnrFusZxCOqRIQPKuXaVUVB3CwEe5/cX9UgTJkxo2DiodWp1KQFMSURAcf369SpFihSy3vF68T2IbEV89+qlR4jIfQxyEfkBpDyjZgSuDuFKkataB0adyOEKn+OJKmqE4GogAjJkXNH7Dh06WFK7iayFACdqwSBIYKSKFSvKdDqcVDgeUGN7Q3ALxZx37typzICagchqQqAN4yEYjzok+v4K272/nFj6Omw72NfrRdAjOolFXSUGucgXYHtFYwxcYDBrOqQ3ev78uTQUwvQ9PTsfFx/atGljStkJrGdkI/bo0SNUzUK7w/cejtGdg3otWrRggIsomhjkIvIDqAeDLBDUUDCr29LJkyclnf/Zs2eSfYHshCtXrkgmGa684QQ5f/78poztDyeOCEDgKrJj0fvwGF30nrwHPk84yTJ6qheu1KPbnasTuJUrV6qWLVvKFXwzoEvc+PHjpQ4LshKxn0KHLUzHxVSN/v37m9LFy9MQzNu3b5/sFwH7SEwtQ5atXSDzIyrTenDyTDGD0gQ7duwItV2hi7IdGhmE16gCU7yQ9eJJ6AqN8gB2yS6NLNiEC5So9ebpZgb4LsJ0VGzDVpYMQFATWVThdXr09fVMZHesyUVkI7gKhOlsyHrAQSC+NL/99ls5SdTbLmNaDLrzGZ0ZgZoYuMqHFHbHg2vU98FBIU5WWRjdt4vek/XwGTJjamqsWLFCurC6mk5h5nQJq1rVewo+jwjk4eT8yZMnYU7oMAUHGbB2mJKC/T95BrIrUQdTL4TuWH0E2xIC0999950tpsE66tmzp+wrMMULGc1vvvmmR2qQIYNp06ZNfhHkQiYmisvrTYw8qXjx4jJF0sogFz5LKDyPTDa7rmciu+OnishGAS5kYSCFHJkBqB+Bk6oPP/xQDgLRpQbt3dFqHAe+OFA0EmoboLOR89Vj/I7pikaP50+8reg9mQsnbs5wsI326aiPhawno6GGEv4uOpc5TjXDuBMnTlRly5ZVdmtV7ynIvkQGCDICsI9GNi1OolA3EVlyyGA7ffq0XHwgcge2H0xnQgYXPrMI+DhuVygOjmMA1NUzsxOrVU1XMG174cKF8rnKkCGD1BhFFqiZ3WARiMe06vjx48vFQozrHFxDtpddIDMfpS6QnelJY8eOlbqQ2F/6Q0kGq9Yzke2h8DwR+b6qVatqNWrU0J4+fSq/9+zZU0uQIIHWrVu3UI/r0KGDVrJkScPHjx8/vrZu3TqX92E57ieiyGXLlk3Lnj17qFv+/Pm12rVrawsXLjRlFe7YsUOLGzeulj59eu3DDz/URo8erX3wwQdaxowZtXjx4mk7d+407a3LlCmTNnnyZJf3YTnu91UbNmzQAgICtBEjRoT7mGHDhmmBgYHapk2bNF93584drVGjRtqqVavCfQzuw2Nu3brl0edmJ0uXLpXtau7cueE+Zvbs2fKYX375RbOjV69eaWvWrNGaNm0qxxf4DFWqVEletxmwLvUbxnJ1s5MjR45oOXPm1ObNm6c9fPjQY+MWLlxYS5UqlaxP/MTvRYoUCbkVLVrU9OcQFBQk7/P+/fttu56J7I41uYhsAu2sZ86cKd3X9OwIdPJCBy9kculQ3LlVq1bqzp07hqeYo+POggULwtyHq6zIQkEmGRF5J2Rjop06riojIwRTnpDBhUwqM6eOoMgwsk5Q4Ni5VT32HZh6/c033yhfhOePaS+RdfFCxkKOHDlkHfiyCRMmSGME1GgMbwoOmgoULFhQvoeQ5UtR16xZM6l/iUzAiCDDC5mZKGptZ/fu3ZNMSGQBoTYZtjGjYUpxZNMi0fHRLpIkSSJT2PV1idqqjq8f/75//74ldf3MruWH7z906uzatatp3TqtXs9EdsfpikQ2cevWrVBfxvq/0aXFEepmmfGFiemInTp1kr+NEzuk8l+9elVOXnEgHlEtKSKyHgItu3fvlrpRaGOOws5GtmsPD6broTFF06ZNXbaqx/2+au/evTJlPDLoovX1118rX4fmBZ07d46wxgzuw2MQeGGQK3pwwWjgwIGRPq5BgwY+P93XnXqVS5YskQtsuLhn1j4LQS5/gqmZnqh15o11/fC6PRWwtGo9E9kdg1xENuJ89cfTdYRwYvrZZ59JfTD9ahiuIuMktX379h59PkS+DN0FJ02aJAf8CGCvWLFCapQgS6ZMmTKqRIkSpo2Nk0RPBLd0CKYhewxZTOgeiSxTdAg1s1W9pyCrJF++fJE+Do9B/SRfhy6+6BgZGby/vtxMwGr4rkXmX2Ry5swpj7Uj1BpDvcrly5dLYx1knWL/iICx2ZBFp18IQI0uO/L1rNLoQA1KvG58796+fVsyiFHnDVnFuOCCz5PR/HE9E3kCg1xENnLq1KmQK+h6hz1MG3Hk/LsRMNaZM2dU9+7dZeoRskFwgICsMRTVTJYsmeFjEtnV2bNnVcWKFSUrslixYuq///4L6fKEab979uwxpBkBuhZGBQJOZkEgC1NDcLNbB7zEiRNH+jhksD1+/Fj5Oky5cadzLx6Drp0UPdhW3OmaiItMdtiuHCHDZt68eerixYsqXbp06oMPPpCLaPnz5zd97F27dqlPPvlE9sHBwcEypbtChQoyTRLHOnaAgCEuqqCBAcpgoFkGut16yvbt2yN9jBnT53ExqVq1aurYsWMh2cTYfwPWx/r166VbuV3WM5HdMchFZCPoLuQMXWocIbvK6Cwv/E3UWFm1apV66623VO3atQ39+0T+pH///ip58uRq3759cvCLbqm6SpUqGTaNAvsLfV+Az3BE8Dgjg1zVq1d3+7EY21c7xEVlfxvZe+ALME0dHUAjOwnVTyQpesz4HvcVCCihsyS6R+N4I1asWB4ZF4Et7Lewb+7SpYvKmDGjZF+iYzWWI/vHzC60nso8xWcXF1r0/REuUq5bt06VK1fOI8/BnZpc+kVco793UdsN37voRu74vYvg17hx42y1nonsjkEuIpswIrMjupA9hhMWXNkkophBQOe7776Tkyjng3kEEXCAbJSkSZOq5s2byxQfFMD1FJwQYuwsWbIou+vTp4+cGEcEJ1d2qeuGbIeOHTuGm9GFDC5s3zhxpOhr2bKlZGpFli1iNwgsOdca9QTUj0PwA0XPHbPo0GwB2zLuR7aPL/v0009l/eIngi3//vuvlJtAlr6nGge5KiqPLCtMGUTtRrOakKxevVoCWZhK7fy9mzlzZqn3Zqf1TGR3DHIR2QSKvVsJJ8mY/lSnTh1LnweRr0O9l5QpU7q8D1OPMEXGCOj4N3v2bGkOsXDhQin8jtp6yBYzG2qbYBomrl5jTATa3Jl+5WvQ4RbTqnBz57G+rnfv3lKTq2HDhmrGjBkSqHWEAC2KzmNqPbY5ih5kgbibyYUTdDuxIsClZ3Jhf+m8n8Lv/fr1k8Cur9u4caMaNGiQGjJkiPyOTLlcuXJJl05M38P0UE8EysMr0N6tWzfpGG7GbAE0MMiWLVu4gXkjO3Z6w3omsjsGuYjIEMWLF5duWUjbb9SokWScOB+EYzkRRV6EfNOmTapmzZou65UULlzYkFVYuXJluaGr308//SQncDh5zp07t5ywYXoiPsdmOH36tATZZs2aJd0HP/roI9WsWTMJeKHGjV2cO3dO+RNkuiDTArUZURi9VKlSIQXSMTVn//79kvGLTC4Ucibf7UDnSdgvICCAbQn/jgiOO7BfMRqye8JrgoHi82ZMofO0a9euhZlqjOmDmFLnDcEXBM9xQXfKlCmG/21sW6gn62oqPRqjuNNAxC7rmcgOAjQ7FIEgIstFll2CA087HAQSmQ3TvT7++GOZOvHee+9JXS4UPMZ0CRRYRi0aszI3UU8JJ4jI7kL3MNQpQcdUM+EK+o8//ihTrvfu3SsnEziRRZCNB/u+CSeLY8aMkalHT548kWXo2ImOmQMHDmTdGYpyAAJFutGII3v27BFmseE+ZIkaDcF3TDteu3ZtmPtQIwxdYbGf9vXjOGSsoYOvDsdtmHqMWlWYymelRYsWyZQ+fDcZDd9z48ePVwsWLJAZCajJhaA8MriQaTV48GDJVPWH9UxkBwxyEZFhV5Yjmz4RXho6EYWGwsbff/+9HAzrXbxwTQpTvaZNm2bq6kJRcIyBbBtMn0BhZU85evSojD19+nQZe9myZcqXIcCDDBScJNWoUSPcqSuYgjNy5EjbTdnEtot6Ovo0M6Om2vo7nOR36tRJgt4IsIRXYwiBY0wbRadjipmVK1eqBg0aSKCtVatWkuV69epVCdD//fffEoRDhzxfhs8nOlcWKlQoVPAFBfVx4cO5g6UZwZgLFy6EWYbuwugs3LdvX3kOKNBuNExJxHcO6qqlSJFCPmPYZ6FTOKZHorGSUfsvb1jPRHbHIBcREZEXwpVenKjeuHFDDrZxMmvWVD5kU+lTFnElOU+ePNJ9ERljZk1ZdHbixAkZH1fSERhBFhmygXwZAnYjRoyQ6ZnhBbBQZy1v3rxyAmdUpgDZG4qdIxB88uRJafziCjJQ0PUYARkURaeYQ0AL+yXH5h+ZMmWSDKB3333X51cxgi+uLlY6d/PUfzcjOz+i54AsX3wnon6VGTAGym6sWbNGpg3q37uoOWtkgN4b1jOR3THIRUQxgitqqI9w/vx5lSZNGjmg7tq1K9cqkQ/AdDIElpAxFStWLNWkSROZKohaXZ7w6NGjkODan3/+KScvyE5BgM25aLkvqlixomRwIdAVEdyPjK4//vjDY8+NfBdqnaGG3SeffBJpMAwn7QhckzEQeEDjBGT4IEMOgRd3mwB4O2QXRYUZ0+bnzp0bZn2i5hmmqb722mumZIOiC6m+nw4v49Zu65nI7hjkIqJoQ20KpOfjoA8BLhz04d+jRo2SzjFE5H7BbnfhBODQoUMxXrUoMI9i4GhhjsAWrlZ7arocCuij9heCa9hn6ME1u01pRg0fBBlq1aoV4eMwRQbr34xaM2Q/SZIkkelxqHEWkc2bN0uxbmRq2gmmdOHiGrI/0Y3WGTNfKKqSJk0qU1JRAJ6IfB+7KxJRtOEqMabZILU7Z86ccoKGQtkTJ06U4sJ2ubpJZLaUKVNG+nlB1hMK4Rr1uUJxZhzYP3z4UH355ZdyMzuwpsOJBMbG/gLTfPBvOHDggMvH+2pNEmQIoOB6ZPAYPJbIHZiKiCLVkcFjUGvIThCI0LM9sb9AcByBLixH9qeZ0wZRGwqdb5G57hxcwz6S041jDseSy5cvl9pnrmo2om6WGY0FypcvL10UGeQisgcGuYgo2g4ePCid4HBQAijWOWnSJCmmeebMGckUISL3GjdEdEKL4tEoTI4TqZYtWxqyStHC3MpANLJLUFwft/D4ek0SZLhiXxjZ9E88BvVfiNyBOnnohIrPcGRNJNKnT2+rlTp27FjpPot6fcgG7dGjhwTBr127Jp+zLFmymDIuLjAgcx21mlw1pmeQyxjnzp2TYKIrCCwiwGiGL774QtWvX18+L40aNVKJEyc2ZRwi8gwGuYgoRiepeoBLh8AWDgCRHUJEMfPzzz9L63IEQVArZNy4cap48eKmB9bMhq5v/gA1uXAijqyTiOAxeCyROzCtFxeYOnbsGG5GFzK40CG1WrVqtlqpqIeF2kl6gB4XAQDBiU8//VQyzJHdZTQE05BximYSBQoUUHHjxjV8DPpf4V18QQYXpuqaAZlcL168kCxB3JBd6/g88O/79+/zLSLyEQxyEVGMOBcB1Q8KXF3pJCL3A1AoKr13717JUtiwYUOk9Xd8ib8U0v3ggw8kIIFmHJgOigLKzpkJH374odq1a5f6/fffLXue5FswLa506dJSbwtZns5NGtD9r3PnzhIQWrhwobITZHUiwIRjD9QQRAaXLmvWrKZMZdOz4tBdEdPlyPhC7I7F2Lt37x4yhV2H6dyYMm9W3cbGjRuzxAaRjTDIRUQxTvFOly5dmOlFuJqKqTo6LIuo5g8RKXXkyBEJbqEQeY4cOeSkCgXJyTdh+tSQIUOkGQeK7L/55pvyvgKK/iN4eefOHXlMpUqVrH665EONKr755hvJLsL2hG6LjtsVptYFBwdLJleRIkWUneB1IogHqNuE7qx64Gnp0qUyldMMCKCROZ48eaJu3rwZcqx47969MFMW48WLp5o3bx5pp9qYdHUkIvtgd0UiiraotHL25bo6RGa7ePGiTLVBUAtF6PHvbt26uVVcmnxj2ilqqiEbxBECEAhwobskUVTt3r1balNt3bpVAgWAaVbI+kTzF3ROtZu+fftKkxtM8cXnCoEPlE1Adhcy11Czq1+/fqYEQWbPnq02btwoARcyL4iJzqGuCs+bARliGA+1vtKmTSt11xwv0BKRb2KQi4iIyGIJEiSQeiC1a9dW/fv3j7TuiK92G/R3mFp14cKFkMwQuxUFJ2sga+vWrVvybzQwiMoFKF+DDB/c9Olsv/zyi0zJxIW0d955J9L6dzExfPhwaZSBDny4GOGI2eq+BxmBaN6A7Ee9xEayZMnUunXrbBkgJvInDHIRERFZzPGkNKKOh77ebZCIyBetWbNGuu6hoL8r3C8bD1MYkWll1tRRNCjAdFdcWEJQ699//1WjR4+WGnfoHk5EvotBLiIiIos5Ft11h78Ubici8gYFCxaULJ/p06dLd0VOJTfPZ599pr766it1+/Ztl/cbdZEnS5YsqkuXLjJl3DGYiRpvyPJyrDdLRL6FheeJiIgsxqAVEZFrPXv2dHvVmDVt8Ny5c2r58uVS9J/Mg7pnqKs2YMAANXToUDV48GDJYF6wYIFM60djFiOnj2O6oiNMRcV4169fZ5CLyIcxyEVEROSHqlevHqUTx82bN5v6fIiIXJk6dapbK0af6m1GkCt//vzqwYMHhv9dCg1dQwcNGiTBLAS5GjZsKDUoEexCQEqvPWcEZIQhcOYofvz48jMoKIhvDZEPY5CLiIjIT4tVR1T/y5FelJeIyIp9VUSOHDkimT8oGI5Oi2YYNWqUBF8qV67MhhEmOn36tNTH0utUoiELIBjVp08fmVpoZPdMdOSMHTt2mKmQJ0+eDPNYNnwh8h0MchEREfmhbdu2Wf0UiIii7dKlSxL0+OGHH6Tb4eTJk1WPHj1MWaOoxXX37l2VO3duVbx4cZfdFX/99VdTxvYnesAJ6xMdNPEe69A59PLly4aOF143ztatW4f8mw1fiHwPg1xEREREHvD8+XM1d+5cCTBi2s23336r8uTJIyfHRYoUMS0LhchO7t27p8aMGSPTGJHxg6ltuCVJksS0MQ8fPqxixYql0qRJI4EW52CLu1mxFDHsDy9evCj/fu2119TMmTNV/fr15X2eMWOGyp49u2GrcM6cOXw7iGyK3RWJKNpGjhzp/s4mICBUBxsi8s+27f4KQa1q1aqpY8eOyXQnFDbeu3evTIFp3769TMdB0IuIwg8So97WuHHjpD5Wx44d1fDhwzl90GbHlefPn1ezZs1SW7ZsUbVq1VJx48aVDK9Hjx5JYXo2aiGiyDDIRUTRptdMcDfIZVTbZyLy3bbt/qpDhw5q48aNkrWFDm04cdu3b58EuebPny8n7giAEVFomC6GDMhhw4bJ9DUUI//8889V3rx5uapsDhcCFi1aJMeQderUkQsFRESR4XRFIjKtGCwR+QZPtm33V6tXr5ZAFoJazgHDzJkzh6o9Q0T/D0Hh48ePS9H3n3/+WZUtW9aS1cPpxp6HKYu4ERFFhftpGERERGTrtu0DBw6U35EpgcwudJhCnRsj27b7K0yvypYtm8v7Xr58yZb1ROFAhiOC7gcOHFA1a9aUguTh3ZIlS2bKesQ+sHTp0qp79+7q999/l6l0Dx8+lPtWrFihJk6cyPePiMhLMJOLiIjIz3m6bbs/ypEjh9q9e7eqXr16mPv++usvlS9fPkueF5G3a9OmjeWF3fv37y8F7zHFWJ9urMMUOmRpUswhy/Xrr79WCxculNpcz549C3U/toP79+9zVRNRhBjkIqJow8kaCiXnz5/f5Ymb84HJ5s2bubaJvJCn27b7o/fee09OhAsXLiy1ZfT1jZozKKaNKaJEFBbqcVmN0409A1Pmv/jiC1W8eHHJ2nMMJhIRuYtBLiKKNkwfcKzPFdGVVsfHEpH/tm33V6hrtnPnTpkKmiJFClmGzmEo9F+7dm3Vq1cvq58iEYWD0409AxlcCHSNGTOG2yIRRRuDXEQUbVu3bg3597Zt27gmiXzU22+/rbZv3y6t2VGXC8GX5MmTh2rbTjETJ04ctXbtWrV48WK1Zs0adf36dcmSe+edd1SLFi2i1K2WiDyL04094+nTp6pGjRoeGo2I7CpAY3oFEREROWDbdiKi/4dGHOPHj5eOs5hujGl0+/fvl4YRb731lkw37t27N1dZDDVv3lymKupNUIiIooNBLiIy1I0bN6RYKK7GOatSpQrXNhH5pSZNmqgOHTrI1ERmbRH5FnRArVevnlq/fr1MN757965kYurTjVetWsXPtQGQ4YogIpoNIMM4ZcqUYR7jahkRkSMGuYjIEFevXlWtW7cONYVRh4RR1OtC1xwi8j7//POPfIZff/31MPf9/vvvKmPGjFK3i6IvU6ZM6tq1aypdunQyLRQ3NO0gIt+AYxlONzYXLpB26tRJLVq0KNzH8FiSiCLDIBcRGaJx48ZSlwsp5mivHS9evDCPcXUCTUTWQ12ovHnzqkmTJoW5r2/fvhIEW7lypSXPzS7QnANZIOgUh3X54sULVbZsWdWxY0fVrFkzlSRJEqufIhGRpRD8//HHH1XdunVVgQIFXHZXHDZsmCXPjYh8B4NcRGQIpO1PmDBBtW/fnmuUyMcgu2j69OmqQYMGYe7DNJwuXbpIphcZ4969e3IiN2fOHKnrkzBhQrlQMG/ePK5iIjcgYIwLa7du3VJDhgxRWbNmlVqC6ASbJk0arkMflSxZMnk/cXGFiCi62F2RiAyB6YhZsmTh2iTyQffv31eJEyd2eV+CBAmk/gwZB50re/ToIbc//vhDtWzZUv3www8MchFF4smTJ6p+/fpq8+bNctwB3bt3lyDXxIkT5TgEP41QvXp1tx+L54LnRDHvQluiRAmuRiKKEfarJiJDNG3aVK1evZprk8hH60X99ddfLu/D8gwZMnj8Odndxo0bJbj15ptvqkuXLqny5ctb/ZSIvB66GO7bt08tW7ZMgvOOTeLxWdq0aZNhYyFT7MCBA+rmzZuR3tB0h2KuUaNGkqVHRBQTzOQiomjDwZ8ONWU6d+4sdWdQSyFVqlRhHl+yZEmubSIvhGmKY8eOlUBLtWrVQp3kjRs3TupGUcydOXNGanJhWuLly5cleNirVy/pusjC/kSR+/nnn9WoUaNUw4YNwxQgRzbXhQsXDFuNOXPmVP/9959MocNntHnz5ipRokR8m0z07rvvyrEkulmiy6KrToo8liSiyLAmFxFFW2BgYMh0AdCvqDou05ezuyKR90JGRMWKFdWJEyekAH3mzJkluwgF5wsWLKh27typkiZNavXT9GlovIGpiZiOgwsBOGmuVauW7EeJyD1oavPbb79JMB5BLnyekNmFwAemC6KJBjr0GQXdZWfNmiWZY7FixZILevjsVqhQgW+ZCRz3hzyWJKLoYiYXEUUbiiYTke9DpsKePXvU5MmT5QTy/PnzUrx5xIgR6qOPPgq3Xhe57+HDh2rKlCnqvffec5mdQETuTa0+cuRIqIxT3eHDh1WOHDkMD07jNnXq1JBmEZUqVVL58uWTYFebNm2kcQcZg8eVRGQEZnIREREREZHXQ9e9BQsWSDC+aNGiksmFDqUIHFeuXFk6PCM4b6ajR4+qadOmSUfaevXqSZYXERF5D+bIE5Hhrly5Ilda8ZOIiIjICMOGDVMZM2ZUZcqUUaVLl5YpbQhsFS5cWKVNm1YNGDDA1BWNKd2oqbd06VIpxYCMLiIi8i7M5CIiw/zyyy9q4MCB6vTp0yHLcuXKpcaMGaOaNGnCNU3kRTDVZsiQITK9B/+OCE4kUZeGol64evny5apYsWKynp1rzDivYxSmJ6KIoebWl19+qdasWaOuX7+uUqdOLbW4MLU6YcKEhq++R48eqZ9++knNnj1b/fnnn3Jcg8Bau3btJOBGxjp48KBMDcW0+WfPnoXZT/76669c5UQUIdbkIiJDLF68WLri5M+fXw0dOlSlT59eXb16VZajIxEOWPCTiLzD1q1bpbMfbNmyJdIADEUdavnoBfvxb65HopgFt9DptUePHpKxZXbW1vbt20OKziNrCxfr0IUWn2Uyx/z58yWAiAL0yMyLGzduqPu5DyUidzCTi4gMUahQIZU9e3a1atWqUN1xgoODpQ002nofO3aMa5uIiIiiJVGiRGrdunWqSpUqpq9BHMsgSI0LdLiIF1mHWXR4pJjB9E/cMCU0RYoUXJ1EFC0MchGRIeLHjy9XOxHQcobAV9OmTcOknRMRERG5q2LFitKhFNlcZtMv2EWWPYQsLzzm1atXpj8nu0Mn3xUrVqgaNWpY/VSIyIdxuiIRGSJbtmzqyZMnLu/D8ixZsnBNE3kpNIl4+PBhSBHloKAgNWnSJHXgwAH15ptvRlqzi9x3//599c8//8jUK2eeyE4h8mWYLti6dWvJHjd72uCcOXNM/fsUVokSJdTly5e5aogoRpjJRUSGmDFjhvr666+lzg+KwOpu3Lih3njjDfXBBx+orl27cm0TeaG6deuqrFmzqm+++UZ+Hz58uBo5cqRKnjy5BGUwdaRVq1ZWP02fhsBht27dpOZMeBkfzAQhiliRIkWk3ufdu3dlOluGDBlCZVrh34cOHeJq9FF79uyRmlyo51q0aFGrnw4R+ShmchGRIY4ePaoePHggdbkQ1ELh+WvXrqnNmzdL0Av1uHr27BlyEIrOSETkHZCx1bZt25DfZ86cqXr37q2++OIL1b17dwl+McgVM5MnT5ap2+jQ1qZNG1mnceLEkXWNQOJXX30V4/eRyO5SpUoV6kIa2Uu5cuVUo0aNJKMLAcyUKVOGup9BTCJyBzO5iMgQjsXmI93xsHYFkdfV1Nu0aZOqVKmSOnHihEwFQjYEsiawvFmzZurOnTtWP02fhqyETp06qffff1+CW/v27QspVF2rVi359+eff2710yQissy4cePUwIEDVZo0aVTu3LnDdFcEzBggIooIM7mIyBDookhEvilZsmQytRi2b98uV88R4NKD0i9evLD4Gfq+//77TxUrVizkgoBjIw5MY+zVqxeDXETk15DljxqQ06dPV7FixbL66RCRj2KQi4iIyM+VKVNGrqAjwwgnGSg27xicyZgxo6XPzw4SJUokwUIEDRFEPH/+vKpQoYLclyBBAnX79m2rnyKR10MQPjJs4OC7UPaiZcuWDHARUYwwyEVEhkINLtxwwoa6GajPVb16da5lIi82atQoVbNmTVW/fn0p5jx48OCQ+9DOHUEwipn8+fOrs2fPyr8R3EL3ysqVK8t0nPHjx4d0tiSi8FWtWjVUoXlX2MDBd2HK/PHjx3ncSEQxwiAXERkCGQqNGzdWa9euVZqmqdixY0s3MbT7rlOnjlq2bJlkiRCR9ylevLhkFp08eVLqoCRNmjTkvh49eqg8efJY+vzsoHnz5uqff/6Rf48YMUKyTbJlyya/Y9/4yy+/WPwMibyfq3pMt27dUr/++qvauXNnSIdY8k3IJMaxZJYsWdRbb73lsiYXEVFkWHieiAzx6aefSjbC6NGjVbt27aRo6M2bN9W8efMkK6R///6SLUJEREpdvHhRsuSQlYIsOmZyEcUMatuhicaUKVO4Kn1UkiRJ1MuXL+WGfWPChAlD3Y9l6EZLRBQRBrmIyBC5cuVSrVu3VsOHDw9zH5bNnz9favsQkffZsmWLTDFu2rSp/H79+nXVvn17deDAAanPNWPGDDl5JCLyVuvXr1dt27ZV165ds/qpUDThImlk01HnzJnD9UtEEeJ0RSIyxKVLl6S+jCtY/vnnn3NNE3mpoUOHSjaRDpmXO3bskGVLly6V6YpDhgyx9DkSEUXk7t276vnz51xJPmzu3LlWPwUisgEGuYjIEJieeOTIESk07wzLcT8ReSfUivrkk0/k36ilt3z5cum2iHpcEydOVLNnz2aQKxqKFi3q9mORvXDo0KHoDEPkNy5cuBBmGQJbhw8fVgMHDlTlypWz5HkREZH3YJCLiAxRr149yQbJmjWratSoUchyFIPFdMX33nuPa5rIi9u2J0+eXP69f/9+9fjxY/lMAzorupqGTJFLmTJlpFNvHj16JOs8sscRkVLZs2d3+VlBwxvUtZs6dSpXk4/BtPioKFmypGnPhYjsgUEuIjIECs6jsxFq+iRKlEilT59e6vrgBK5IkSJyPxF5p7Rp06p///1XphZv2rRJuv5lzpxZ7nv48CE7o0bTtm3bwr0PGXOodTZy5Eg5aW/ZsmV0hyHyG8gqdQ5yoV4ggl+vvfaaCgwMtOy5UfSULl3arSA/Apl43KtXr7iqiShCDHIRkSFSpEih/vrrL6mngBbfKGKNq22YvtimTRsVL148rmkiL1W7dm01aNAgdezYMfkMo3iz7uTJk3ICScb5+eefpevsmTNnVI0aNWRqaPHixbmKidwoTE72wkLyRGQ0dlckIiLyc7du3VKtWrVSu3btkumJS5Yskal2UKpUKalz880331j9NG2R2YXaZ3v37pWLAAhuuapjSESu5cyZU2oGFitWLMx9R48elWnW7ORMROTfmMlFRIZ49uyZevHihUqaNGnIMpwoo9YCMhVwIyLvlDp1avXbb7+5vA+ZmZgORNGH5hsIbq1fv17lyJFD/fjjj6pFixZcpURRdO7cuXA7KOI45Pz581ynRER+jhPXicgQrVu3Vj179gz5/auvvpKTuPHjx6tatWqptWvXck0T+SAEruPGjWv10/BJFy9elKmfyNpCcfkpU6aoEydOMMBFFAPh1W9CBleSJEm4bomI/BynKxKRIVCoGlNv9OyE3LlzqwoVKkino44dO0qNri1btnBtE3kpFPNdt26dBGGePn0a5qRyyJAhlj03X5UgQQLJcEXNs/79+0d6As6uYURhzZs3T276lF98ThyzxgH7rEOHDqnXX39d9mNEROS/OF2RiAxx8+ZNlSlTJvn32bNn5YrqTz/9JAeiCHKh+DwReScEodFZEUXmEdBCFyvnjAkGuaJOn1aFk+7wpoMCu4YRhe/JkydyjKHvk+7duxdmyiKa2zRv3lyNGDGCq5KIyM8xyEVEhkiYMKG6f/++/HvHjh0qceLE0hYaUM/n0aNHXNNEXgqd/vA5RT0bZGX++eefUnh+2rRpavXq1WrTpk1WP0WfxK5hRDHXvXt3uQFq2i1btsxl4XkiIiJgkIuIDFGkSBHpvoYT5G+//VZVq1YtJAvkwoULKn369FzTRF5q8+bNatiwYSpjxozye2BgoMqVK5eaMGGCFHPu27evZGZS1KAeFxEZB5niREREEWGQi4gMgalM77zzjipevLgUqXbM/FizZg1rzRB5sUuXLqns2bOrWLFiSYDr8ePHIffVrVtXtWzZ0tLnR0TkDFMYnesHQtasWbmyiIj8GINcRGSI6tWrS8FqdBBDoCtnzpyh7sMyIvJOqVOnDplujGyuo0ePqipVqsjvd+7cUUFBQRY/QyKi//XZZ59JB2fUEgyviQYREfkvBrmIyDCYqoibs65du3ItE3mxUqVKqWPHjqk6deqot99+W40cOVKaRiArc9CgQapcuXJWP0UiIjV79mw1duxYNWDAADV06FCpJ4jGDQsWLJBupp988gnXEhGRnwvQ9BZKREQG4RQCIt+C6cVnzpyRgDQ+vzVr1lSHDx+W+1CbC8Xn8+XLZ/XTJCI/h4B848aNJZgVJ04ctW/fPimHgGmLyD5t1qyZ6tevn9VPk4iILMQgFxEZhlMIiOwB178wZRHNI/Lnz69ix2biNxFZL1myZGr58uXS3AY1BHft2hWSabpo0SKpD/rvv/9a/TSJiMhCgVYOTkT2m0LQs2dPOUHGFKeBAweqzJkzqzx58qjvv//e6qdIRG5CcAsdUwsXLswAFxF5DT3gjn0UplSjaYZjbcHLly9b+OyIiMgbMJOLiAzBKQREvuXChQtRejw7lhGR1ZC11b17d9W2bVuZVo1usJhOjZ/vvvuuZKAeP37c6qdJREQW4vwDIjLE6dOn5eATB5rw4sUL+YlCsH369JEpBKyTQeQ9smfPLtkQ7mLHMiKyGhpjbN++XYJcyBavVauWSp48uWR4PXr0SLLKiYjIvzHIRUTG7Ew4hYDIp+BkMCpBLiIiq6Gjoq569epSkwu1uLAvQ3dY1OoiIiL/xumKRGQITiEgIiIiIiIiK7HwPBEZOoUAMIVgy5YtMoUgZcqUatmyZdLum4i8y8OHD9WzZ8/CvR/34TFERERERL6AmVxEZIq//vpLphCgRhenEBB5n4MHD6rSpUurtWvXSl0bVzZs2CAB7J07d6qyZct6/DkSEWFaorswbXHz5s1caUREfoxBLiIiIj/UsWNHdf36delMFpH69etLVua8efM89tyIiHS4WJY0aVKVJUsWt1bKkSNHuPKIiPwYC88TkSkePHig/vnnH5UmTRqVLVs2rmUiL4MpxSNHjoz0cU2bNpXuqEREVsiZM6f677//VLJkyVSHDh1U8+bNVaJEifhmEBGRS6zJRUQxsmbNGtWqVSvVvn17tWnTJln27bffqowZM8r0Jhyc4iT55cuXXNNEXuTq1asqe/bskT4OQWo8lojICqdPn1Zbt26V44kPP/xQZciQQXXq1Ek6KxIRETljkIuIYhTgqlu3rhSW/+WXX9Rbb72lpk+fLgehlStXVn379lVvvPGG3Pfdd99xTRN5kXjx4qlHjx5F+rjHjx/LY4mIrPL666+r+fPnS8B9/PjxMiWxUqVKqkCBAmrChAky9ZqIiAhYk4uIoq1atWoqduzYatWqVSp+/PiqV69eaubMmapt27ahglqo/fP333+r/fv3c20TeYnXXntNgtBjx46N8HHojIqpjXv37vXYcyMiiszRo0fVtGnT5OJavXr15IIbERERM7mIKNqOHTumPvjgAwlwQb9+/dSzZ89Uw4YNQz2ucePG6uzZs1zTRF6kQYMGEow+ceJEhJ9xnEQ6f6aJiKyE/RaaYSxdulRpmqby5cvHN4SIiASDXEQUbbdu3VLp06cP+V3/d+rUqUM9LlWqVOr+/ftc00RepGfPnvJZrVChgkz3QaMI1M7DDf/GlCBMB0qbNq1MQSYishKmVyNbvHz58qpQoUJqxYoVsh+7cOGCGjNmDN8cIiIS7K5IRDESEBDg8t9E5N2SJEmiNmzYIFlamJI4YMCAUPcjO6JIkSJq+fLl8lgiIits375dzZo1S6YjYr/UpEkTmWaNOl1ERETOGOQiohg5deqU1OWCV69eyc+TJ0+Geozz70TkHXLlyiX18hDI2rhxo2REQNasWVWtWrVU/fr1VWAgk76JyDpVq1ZVSZMmVe+9955699135d9w4MABl48vWbKkh58hERF5ExaeJ6Jow8mvc/YWrrKGt0wPghERERG5e6zhTrY4jzWIiAiYyUVE0TZnzhyuPSIiIjINjzWIiCgqmMlFREREREREREQ+j4U2iIiIiIiIiIjI5zHIRUREREREREREPo9BLiIiIiIiIiIi8nkMchERERERERERkc9jd0UiIiJSf/zxh/rxxx/V+fPn1dOnT0OtkYCAALV582auJSIiIiLyagxyERER+bk5c+aojh07qpQpU6q8efOqePHihbpf0zTLnhsRERERkbsCNB65EhER+bUCBQqoYsWKqXnz5oUJcBERERER+QrW5CIiIvJzmKLYqVMnBriIiIiIyKcxyEVEROTnkMl1/fp1q58GEREREVGMMMhFRETk58aMGaPGjh2rLl++bPVTISIiIiKKNtbkIiIi8nP16tVTf//9t7p9+7YqXry4SpUqVZjuir/++qtlz4+IiIiIyB0MchEREfm57NmzSyArPLjvv//+8+hzIiIiIiKKKga5iIiIiIiIiIjI57EmFxERERERERER+bzYVj8BIiIist7Lly/V/Pnz1ebNm6U2V+rUqVWNGjVUq1atVJw4cax+ekREREREkeJ0RSIiIj93//599cYbb6gDBw6oRIkSqfTp06tr166px48fq1KlSkngK2nSpFY/TSIiIiKiCHG6IhERkZ8bPHiwOnXqlFq8eLF6+PCh+vfff+XnkiVLZDnuJyIiIiLydszkIiIi8nOZM2dWffr0Ub179w5z36RJk+R26dIlS54bEREREZG7mMlFRETk527evKmKFi3q8r5ixYqpW7duefw5ERERERFFFYNcREREfi5Tpkzqjz/+cHnfzp07VcaMGT3+nIiIiIiIoopBLiIiIj/XvHlzNWbMGJmWiM6KgJ9ffvmlLG/RooXVT5GIiIiIKFKsyUVEROTnnj9/rurXr682bNigAgICVOzYsVVQUJDSNE3VqlVL/frrrypu3LhWP00iIiIioggxyEVERERi/fr1auvWrZLFlSpVKvXGG2+omjVrcu0QERERkU9gkIuIiIiIiIiIiHwea3IREREREREREZHPi231EyAiIiLPK1q0qNuPRZ2uQ4cOmfp8iIiIiIhiikEuIiIiP5QyZUoJXkXk0aNHav/+/ZE+joiIiIjIGzDIRURE5Ie2bdsW7n3orDhjxgw1cuRICXC1bNnSo8+NiIiIiCg6WJOLiIiIQvz888+qYMGC6sMPP1TFihWTTK4FCxZwDRERERGR12OQi4iIiCSzq2zZsqp58+YqadKkasOGDWr9+vWqePHiXDtERERE5BMY5CIiIvJjR44cUW+//bZ644031O3bt9WPP/6o9u3bJ78TEREREfkSBrmIiIj80MWLF1Xbtm1VyZIlZUrilClT1IkTJ1SLFi2sfmpERERERNESoGmaFr3/lYiIiHxVggQJ1IsXL1Tt2rVV//79VZIkSSJ8PIJhRERERETejEEuIiIiPxQY+P/J3OigGB5cC8P9r1698tAzIyIiIiKKntjR/P+IiIjIh82ZM8fqp0BEREREZChmchERERERERERkc9j4XkiIiIiIiIiIvJ5DHIREREREREREZHPY5CLiIiIiIiIiIh8HoNcRERERERERETk8xjkIiIiIiIiIiIin8cgFxERERERERER+TwGuYiIiIiIiIiIyOcxyEVERERERERERMrX/Q+MXVh0q4fIlAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1170x750 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Selecting top 20 genes\n",
    "genes = adata.var[f\"kompot_de_{CONDITIONS[0]}_to_{CONDITIONS[1]}_mahalanobis\"].sort_values(ascending=False).head(20).index\n",
    "\n",
    "kompot.plot.heatmap(\n",
    "    adata,\n",
    "    genes=genes,\n",
    "    groupby=CELL_TYPE_COLUMN,        # Aggregate expression by cell type\n",
    "    exclude_groups=\"Plasma cell\",    # Remove cell types with too little representation\n",
    "    vmin=\"p1\",                       # Color scale minimum at 1st percentile (handles outliers)\n",
    "    vmax=\"p99\",                      # Color scale maximum at 99th percentile\n",
    "    fold_change_mode=True,           # Display fold changes instead of mean expression\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Functional Enrichment\n",
    "\n",
    "Use [StringDBReport](https://kompot.readthedocs.io/en/latest/plotting.html#stringdb-integration) to analyze gene sets using [STRING database](https://string-db.org/):\n",
    "\n",
    "> **Privacy Note**: This sends gene lists to the STRING database API. If working with sensitive data, consider local alternatives."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-18T23:34:41.861675Z",
     "iopub.status.busy": "2025-11-18T23:34:41.861155Z",
     "iopub.status.idle": "2025-11-18T23:34:45.898559Z",
     "shell.execute_reply": "2025-11-18T23:34:45.897529Z",
     "shell.execute_reply.started": "2025-11-18T23:34:41.861632Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<h3>Gene Set Report: 20 genes</h3><p><strong>Species:</strong> Mus musculus (Taxonomy ID: 10090)</p><h4>StringDB Network</h4><p><a href=\"https://string-db.org/cgi/network?identifiers=H2-Q7%0dCd74%0dH2-Aa%0dH2-Ab1%0dIgkc%0dH2-Eb1%0dAW112010%0dS100a9%0dIfitm3%0dS100a8%0dH2-Q6%0dCd52%0dAldh1a1%0dIfitm1%0dIfitm2%0dIghm%0dCd79a%0dApoe%0dFos%0dGm47283&species=10090\" target=\"_blank\">View interactive network in StringDB</a></p><a href=\"https://string-db.org/cgi/network?identifiers=H2-Q7%0dCd74%0dH2-Aa%0dH2-Ab1%0dIgkc%0dH2-Eb1%0dAW112010%0dS100a9%0dIfitm3%0dS100a8%0dH2-Q6%0dCd52%0dAldh1a1%0dIfitm1%0dIfitm2%0dIghm%0dCd79a%0dApoe%0dFos%0dGm47283&species=10090\" target=\"_blank\"><img src=\"https://string-db.org/api/image/network?identifiers=H2-Q7%0dCd74%0dH2-Aa%0dH2-Ab1%0dIgkc%0dH2-Eb1%0dAW112010%0dS100a9%0dIfitm3%0dS100a8%0dH2-Q6%0dCd52%0dAldh1a1%0dIfitm1%0dIfitm2%0dIghm%0dCd79a%0dApoe%0dFos%0dGm47283&species=10090\" style=\"max-width:800px; border:1px solid #ddd;\" alt=\"StringDB Network\"></a><div style=\"margin-top: 20px;\"><details><summary style=\"cursor: pointer; font-weight: bold; padding: 10px; background-color: #f8f8f8; border: 1px solid #ddd;\">Resource Links (20 genes)</summary><div style=\"padding: 10px;\"><table border=\"1\" style=\"border-collapse:collapse; width:100%; text-align: left;\"><tr><th style=\"width:15%; text-align:left;\">Gene</th><th style=\"text-align:left;\">Resource Links</th></tr><tr><td style=\"text-align:left;\">H2-Q7</td><td style=\"text-align:left;\"><a href=\"https://string-db.org/cgi/network?identifiers=H2-Q7&species=10090\" target=\"_blank\">STRING DB</a> | <a href=\"https://thebiogrid.org/search.php?search=H2-Q7&organism=Mus musculus\" target=\"_blank\">BioGRID</a> | <a href=\"https://reactome.org/content/query?q=H2-Q7&species=Mus+musculus&cluster=true\" target=\"_blank\">Reactome</a> | <a href=\"https://www.genecards.org/cgi-bin/carddisp.pl?gene=H2-Q7\" target=\"_blank\">GeneCards</a> | <a href=\"https://www.uniprot.org/uniprotkb?query=H2-Q7+AND+organism_id:10090\" target=\"_blank\">UniProt</a> | <a href=\"https://www.informatics.jax.org/quicksearch/summary?queryType=exactPhrase&query=H2-Q7&submit=Quick%0D%0ASearch\" target=\"_blank\">MGI</a> | <a href=\"https://www.ncbi.nlm.nih.gov/gene/?term=H2-Q7+AND+mouse[orgn]\" target=\"_blank\">NCBI Gene</a></td></tr><tr><td style=\"text-align:left;\">Cd74</td><td style=\"text-align:left;\"><a href=\"https://string-db.org/cgi/network?identifiers=Cd74&species=10090\" target=\"_blank\">STRING DB</a> | <a href=\"https://thebiogrid.org/search.php?search=Cd74&organism=Mus musculus\" target=\"_blank\">BioGRID</a> | <a href=\"https://reactome.org/content/query?q=Cd74&species=Mus+musculus&cluster=true\" target=\"_blank\">Reactome</a> | <a href=\"https://www.genecards.org/cgi-bin/carddisp.pl?gene=Cd74\" target=\"_blank\">GeneCards</a> | <a href=\"https://www.uniprot.org/uniprotkb?query=Cd74+AND+organism_id:10090\" target=\"_blank\">UniProt</a> | <a href=\"https://www.informatics.jax.org/quicksearch/summary?queryType=exactPhrase&query=Cd74&submit=Quick%0D%0ASearch\" target=\"_blank\">MGI</a> | <a href=\"https://www.ncbi.nlm.nih.gov/gene/?term=Cd74+AND+mouse[orgn]\" target=\"_blank\">NCBI Gene</a></td></tr><tr><td style=\"text-align:left;\">H2-Aa</td><td style=\"text-align:left;\"><a href=\"https://string-db.org/cgi/network?identifiers=H2-Aa&species=10090\" target=\"_blank\">STRING DB</a> | <a href=\"https://thebiogrid.org/search.php?search=H2-Aa&organism=Mus musculus\" target=\"_blank\">BioGRID</a> | <a href=\"https://reactome.org/content/query?q=H2-Aa&species=Mus+musculus&cluster=true\" target=\"_blank\">Reactome</a> | <a href=\"https://www.genecards.org/cgi-bin/carddisp.pl?gene=H2-Aa\" target=\"_blank\">GeneCards</a> | <a href=\"https://www.uniprot.org/uniprotkb?query=H2-Aa+AND+organism_id:10090\" target=\"_blank\">UniProt</a> | <a href=\"https://www.informatics.jax.org/quicksearch/summary?queryType=exactPhrase&query=H2-Aa&submit=Quick%0D%0ASearch\" target=\"_blank\">MGI</a> | <a href=\"https://www.ncbi.nlm.nih.gov/gene/?term=H2-Aa+AND+mouse[orgn]\" target=\"_blank\">NCBI Gene</a></td></tr><tr><td style=\"text-align:left;\">H2-Ab1</td><td style=\"text-align:left;\"><a href=\"https://string-db.org/cgi/network?identifiers=H2-Ab1&species=10090\" target=\"_blank\">STRING DB</a> | <a href=\"https://thebiogrid.org/search.php?search=H2-Ab1&organism=Mus musculus\" target=\"_blank\">BioGRID</a> | <a href=\"https://reactome.org/content/query?q=H2-Ab1&species=Mus+musculus&cluster=true\" target=\"_blank\">Reactome</a> | <a href=\"https://www.genecards.org/cgi-bin/carddisp.pl?gene=H2-Ab1\" target=\"_blank\">GeneCards</a> | <a href=\"https://www.uniprot.org/uniprotkb?query=H2-Ab1+AND+organism_id:10090\" target=\"_blank\">UniProt</a> | <a href=\"https://www.informatics.jax.org/quicksearch/summary?queryType=exactPhrase&query=H2-Ab1&submit=Quick%0D%0ASearch\" target=\"_blank\">MGI</a> | <a href=\"https://www.ncbi.nlm.nih.gov/gene/?term=H2-Ab1+AND+mouse[orgn]\" target=\"_blank\">NCBI Gene</a></td></tr><tr><td style=\"text-align:left;\">Igkc</td><td style=\"text-align:left;\"><a href=\"https://string-db.org/cgi/network?identifiers=Igkc&species=10090\" target=\"_blank\">STRING DB</a> | <a href=\"https://thebiogrid.org/search.php?search=Igkc&organism=Mus musculus\" target=\"_blank\">BioGRID</a> | <a href=\"https://reactome.org/content/query?q=Igkc&species=Mus+musculus&cluster=true\" target=\"_blank\">Reactome</a> | <a href=\"https://www.genecards.org/cgi-bin/carddisp.pl?gene=Igkc\" target=\"_blank\">GeneCards</a> | <a href=\"https://www.uniprot.org/uniprotkb?query=Igkc+AND+organism_id:10090\" target=\"_blank\">UniProt</a> | <a href=\"https://www.informatics.jax.org/quicksearch/summary?queryType=exactPhrase&query=Igkc&submit=Quick%0D%0ASearch\" target=\"_blank\">MGI</a> | <a href=\"https://www.ncbi.nlm.nih.gov/gene/?term=Igkc+AND+mouse[orgn]\" target=\"_blank\">NCBI Gene</a></td></tr><tr><td style=\"text-align:left;\">H2-Eb1</td><td style=\"text-align:left;\"><a href=\"https://string-db.org/cgi/network?identifiers=H2-Eb1&species=10090\" target=\"_blank\">STRING DB</a> | <a href=\"https://thebiogrid.org/search.php?search=H2-Eb1&organism=Mus musculus\" target=\"_blank\">BioGRID</a> | <a href=\"https://reactome.org/content/query?q=H2-Eb1&species=Mus+musculus&cluster=true\" target=\"_blank\">Reactome</a> | <a href=\"https://www.genecards.org/cgi-bin/carddisp.pl?gene=H2-Eb1\" target=\"_blank\">GeneCards</a> | <a href=\"https://www.uniprot.org/uniprotkb?query=H2-Eb1+AND+organism_id:10090\" target=\"_blank\">UniProt</a> | <a href=\"https://www.informatics.jax.org/quicksearch/summary?queryType=exactPhrase&query=H2-Eb1&submit=Quick%0D%0ASearch\" target=\"_blank\">MGI</a> | <a href=\"https://www.ncbi.nlm.nih.gov/gene/?term=H2-Eb1+AND+mouse[orgn]\" target=\"_blank\">NCBI Gene</a></td></tr><tr><td style=\"text-align:left;\">AW112010</td><td style=\"text-align:left;\"><a href=\"https://string-db.org/cgi/network?identifiers=AW112010&species=10090\" target=\"_blank\">STRING DB</a> | <a href=\"https://thebiogrid.org/search.php?search=AW112010&organism=Mus musculus\" target=\"_blank\">BioGRID</a> | <a href=\"https://reactome.org/content/query?q=AW112010&species=Mus+musculus&cluster=true\" target=\"_blank\">Reactome</a> | <a href=\"https://www.genecards.org/cgi-bin/carddisp.pl?gene=AW112010\" target=\"_blank\">GeneCards</a> | <a href=\"https://www.uniprot.org/uniprotkb?query=AW112010+AND+organism_id:10090\" target=\"_blank\">UniProt</a> | <a href=\"https://www.informatics.jax.org/quicksearch/summary?queryType=exactPhrase&query=AW112010&submit=Quick%0D%0ASearch\" target=\"_blank\">MGI</a> | <a href=\"https://www.ncbi.nlm.nih.gov/gene/?term=AW112010+AND+mouse[orgn]\" target=\"_blank\">NCBI Gene</a></td></tr><tr><td style=\"text-align:left;\">S100a9</td><td style=\"text-align:left;\"><a href=\"https://string-db.org/cgi/network?identifiers=S100a9&species=10090\" target=\"_blank\">STRING DB</a> | <a href=\"https://thebiogrid.org/search.php?search=S100a9&organism=Mus musculus\" target=\"_blank\">BioGRID</a> | <a href=\"https://reactome.org/content/query?q=S100a9&species=Mus+musculus&cluster=true\" target=\"_blank\">Reactome</a> | <a href=\"https://www.genecards.org/cgi-bin/carddisp.pl?gene=S100a9\" target=\"_blank\">GeneCards</a> | <a href=\"https://www.uniprot.org/uniprotkb?query=S100a9+AND+organism_id:10090\" target=\"_blank\">UniProt</a> | <a href=\"https://www.informatics.jax.org/quicksearch/summary?queryType=exactPhrase&query=S100a9&submit=Quick%0D%0ASearch\" target=\"_blank\">MGI</a> | <a href=\"https://www.ncbi.nlm.nih.gov/gene/?term=S100a9+AND+mouse[orgn]\" target=\"_blank\">NCBI Gene</a></td></tr><tr><td style=\"text-align:left;\">Ifitm3</td><td style=\"text-align:left;\"><a href=\"https://string-db.org/cgi/network?identifiers=Ifitm3&species=10090\" target=\"_blank\">STRING DB</a> | <a href=\"https://thebiogrid.org/search.php?search=Ifitm3&organism=Mus musculus\" target=\"_blank\">BioGRID</a> | <a href=\"https://reactome.org/content/query?q=Ifitm3&species=Mus+musculus&cluster=true\" target=\"_blank\">Reactome</a> | <a href=\"https://www.genecards.org/cgi-bin/carddisp.pl?gene=Ifitm3\" target=\"_blank\">GeneCards</a> | <a href=\"https://www.uniprot.org/uniprotkb?query=Ifitm3+AND+organism_id:10090\" target=\"_blank\">UniProt</a> | <a href=\"https://www.informatics.jax.org/quicksearch/summary?queryType=exactPhrase&query=Ifitm3&submit=Quick%0D%0ASearch\" target=\"_blank\">MGI</a> | <a href=\"https://www.ncbi.nlm.nih.gov/gene/?term=Ifitm3+AND+mouse[orgn]\" target=\"_blank\">NCBI Gene</a></td></tr><tr><td style=\"text-align:left;\">S100a8</td><td style=\"text-align:left;\"><a href=\"https://string-db.org/cgi/network?identifiers=S100a8&species=10090\" target=\"_blank\">STRING DB</a> | <a href=\"https://thebiogrid.org/search.php?search=S100a8&organism=Mus musculus\" target=\"_blank\">BioGRID</a> | <a href=\"https://reactome.org/content/query?q=S100a8&species=Mus+musculus&cluster=true\" target=\"_blank\">Reactome</a> | <a href=\"https://www.genecards.org/cgi-bin/carddisp.pl?gene=S100a8\" target=\"_blank\">GeneCards</a> | <a href=\"https://www.uniprot.org/uniprotkb?query=S100a8+AND+organism_id:10090\" target=\"_blank\">UniProt</a> | <a href=\"https://www.informatics.jax.org/quicksearch/summary?queryType=exactPhrase&query=S100a8&submit=Quick%0D%0ASearch\" target=\"_blank\">MGI</a> | <a href=\"https://www.ncbi.nlm.nih.gov/gene/?term=S100a8+AND+mouse[orgn]\" target=\"_blank\">NCBI Gene</a></td></tr><tr><td style=\"text-align:left;\">H2-Q6</td><td style=\"text-align:left;\"><a href=\"https://string-db.org/cgi/network?identifiers=H2-Q6&species=10090\" target=\"_blank\">STRING DB</a> | <a href=\"https://thebiogrid.org/search.php?search=H2-Q6&organism=Mus musculus\" target=\"_blank\">BioGRID</a> | <a href=\"https://reactome.org/content/query?q=H2-Q6&species=Mus+musculus&cluster=true\" target=\"_blank\">Reactome</a> | <a href=\"https://www.genecards.org/cgi-bin/carddisp.pl?gene=H2-Q6\" target=\"_blank\">GeneCards</a> | <a href=\"https://www.uniprot.org/uniprotkb?query=H2-Q6+AND+organism_id:10090\" target=\"_blank\">UniProt</a> | <a href=\"https://www.informatics.jax.org/quicksearch/summary?queryType=exactPhrase&query=H2-Q6&submit=Quick%0D%0ASearch\" target=\"_blank\">MGI</a> | <a href=\"https://www.ncbi.nlm.nih.gov/gene/?term=H2-Q6+AND+mouse[orgn]\" target=\"_blank\">NCBI Gene</a></td></tr><tr><td style=\"text-align:left;\">Cd52</td><td style=\"text-align:left;\"><a href=\"https://string-db.org/cgi/network?identifiers=Cd52&species=10090\" target=\"_blank\">STRING DB</a> | <a href=\"https://thebiogrid.org/search.php?search=Cd52&organism=Mus musculus\" target=\"_blank\">BioGRID</a> | <a href=\"https://reactome.org/content/query?q=Cd52&species=Mus+musculus&cluster=true\" target=\"_blank\">Reactome</a> | <a href=\"https://www.genecards.org/cgi-bin/carddisp.pl?gene=Cd52\" target=\"_blank\">GeneCards</a> | <a href=\"https://www.uniprot.org/uniprotkb?query=Cd52+AND+organism_id:10090\" target=\"_blank\">UniProt</a> | <a href=\"https://www.informatics.jax.org/quicksearch/summary?queryType=exactPhrase&query=Cd52&submit=Quick%0D%0ASearch\" target=\"_blank\">MGI</a> | <a href=\"https://www.ncbi.nlm.nih.gov/gene/?term=Cd52+AND+mouse[orgn]\" target=\"_blank\">NCBI Gene</a></td></tr><tr><td style=\"text-align:left;\">Aldh1a1</td><td style=\"text-align:left;\"><a href=\"https://string-db.org/cgi/network?identifiers=Aldh1a1&species=10090\" target=\"_blank\">STRING DB</a> | <a href=\"https://thebiogrid.org/search.php?search=Aldh1a1&organism=Mus musculus\" target=\"_blank\">BioGRID</a> | <a href=\"https://reactome.org/content/query?q=Aldh1a1&species=Mus+musculus&cluster=true\" target=\"_blank\">Reactome</a> | <a href=\"https://www.genecards.org/cgi-bin/carddisp.pl?gene=Aldh1a1\" target=\"_blank\">GeneCards</a> | <a href=\"https://www.uniprot.org/uniprotkb?query=Aldh1a1+AND+organism_id:10090\" target=\"_blank\">UniProt</a> | <a href=\"https://www.informatics.jax.org/quicksearch/summary?queryType=exactPhrase&query=Aldh1a1&submit=Quick%0D%0ASearch\" target=\"_blank\">MGI</a> | <a href=\"https://www.ncbi.nlm.nih.gov/gene/?term=Aldh1a1+AND+mouse[orgn]\" target=\"_blank\">NCBI Gene</a></td></tr><tr><td style=\"text-align:left;\">Ifitm1</td><td style=\"text-align:left;\"><a href=\"https://string-db.org/cgi/network?identifiers=Ifitm1&species=10090\" target=\"_blank\">STRING DB</a> | <a href=\"https://thebiogrid.org/search.php?search=Ifitm1&organism=Mus musculus\" target=\"_blank\">BioGRID</a> | <a href=\"https://reactome.org/content/query?q=Ifitm1&species=Mus+musculus&cluster=true\" target=\"_blank\">Reactome</a> | <a href=\"https://www.genecards.org/cgi-bin/carddisp.pl?gene=Ifitm1\" target=\"_blank\">GeneCards</a> | <a href=\"https://www.uniprot.org/uniprotkb?query=Ifitm1+AND+organism_id:10090\" target=\"_blank\">UniProt</a> | <a href=\"https://www.informatics.jax.org/quicksearch/summary?queryType=exactPhrase&query=Ifitm1&submit=Quick%0D%0ASearch\" target=\"_blank\">MGI</a> | <a href=\"https://www.ncbi.nlm.nih.gov/gene/?term=Ifitm1+AND+mouse[orgn]\" target=\"_blank\">NCBI Gene</a></td></tr><tr><td style=\"text-align:left;\">Ifitm2</td><td style=\"text-align:left;\"><a href=\"https://string-db.org/cgi/network?identifiers=Ifitm2&species=10090\" target=\"_blank\">STRING DB</a> | <a href=\"https://thebiogrid.org/search.php?search=Ifitm2&organism=Mus musculus\" target=\"_blank\">BioGRID</a> | <a href=\"https://reactome.org/content/query?q=Ifitm2&species=Mus+musculus&cluster=true\" target=\"_blank\">Reactome</a> | <a href=\"https://www.genecards.org/cgi-bin/carddisp.pl?gene=Ifitm2\" target=\"_blank\">GeneCards</a> | <a href=\"https://www.uniprot.org/uniprotkb?query=Ifitm2+AND+organism_id:10090\" target=\"_blank\">UniProt</a> | <a href=\"https://www.informatics.jax.org/quicksearch/summary?queryType=exactPhrase&query=Ifitm2&submit=Quick%0D%0ASearch\" target=\"_blank\">MGI</a> | <a href=\"https://www.ncbi.nlm.nih.gov/gene/?term=Ifitm2+AND+mouse[orgn]\" target=\"_blank\">NCBI Gene</a></td></tr><tr><td style=\"text-align:left;\">Ighm</td><td style=\"text-align:left;\"><a href=\"https://string-db.org/cgi/network?identifiers=Ighm&species=10090\" target=\"_blank\">STRING DB</a> | <a href=\"https://thebiogrid.org/search.php?search=Ighm&organism=Mus musculus\" target=\"_blank\">BioGRID</a> | <a href=\"https://reactome.org/content/query?q=Ighm&species=Mus+musculus&cluster=true\" target=\"_blank\">Reactome</a> | <a href=\"https://www.genecards.org/cgi-bin/carddisp.pl?gene=Ighm\" target=\"_blank\">GeneCards</a> | <a href=\"https://www.uniprot.org/uniprotkb?query=Ighm+AND+organism_id:10090\" target=\"_blank\">UniProt</a> | <a href=\"https://www.informatics.jax.org/quicksearch/summary?queryType=exactPhrase&query=Ighm&submit=Quick%0D%0ASearch\" target=\"_blank\">MGI</a> | <a href=\"https://www.ncbi.nlm.nih.gov/gene/?term=Ighm+AND+mouse[orgn]\" target=\"_blank\">NCBI Gene</a></td></tr><tr><td style=\"text-align:left;\">Cd79a</td><td style=\"text-align:left;\"><a href=\"https://string-db.org/cgi/network?identifiers=Cd79a&species=10090\" target=\"_blank\">STRING DB</a> | <a href=\"https://thebiogrid.org/search.php?search=Cd79a&organism=Mus musculus\" target=\"_blank\">BioGRID</a> | <a href=\"https://reactome.org/content/query?q=Cd79a&species=Mus+musculus&cluster=true\" target=\"_blank\">Reactome</a> | <a href=\"https://www.genecards.org/cgi-bin/carddisp.pl?gene=Cd79a\" target=\"_blank\">GeneCards</a> | <a href=\"https://www.uniprot.org/uniprotkb?query=Cd79a+AND+organism_id:10090\" target=\"_blank\">UniProt</a> | <a href=\"https://www.informatics.jax.org/quicksearch/summary?queryType=exactPhrase&query=Cd79a&submit=Quick%0D%0ASearch\" target=\"_blank\">MGI</a> | <a href=\"https://www.ncbi.nlm.nih.gov/gene/?term=Cd79a+AND+mouse[orgn]\" target=\"_blank\">NCBI Gene</a></td></tr><tr><td style=\"text-align:left;\">Apoe</td><td style=\"text-align:left;\"><a href=\"https://string-db.org/cgi/network?identifiers=Apoe&species=10090\" target=\"_blank\">STRING DB</a> | <a href=\"https://thebiogrid.org/search.php?search=Apoe&organism=Mus musculus\" target=\"_blank\">BioGRID</a> | <a href=\"https://reactome.org/content/query?q=Apoe&species=Mus+musculus&cluster=true\" target=\"_blank\">Reactome</a> | <a href=\"https://www.genecards.org/cgi-bin/carddisp.pl?gene=Apoe\" target=\"_blank\">GeneCards</a> | <a href=\"https://www.uniprot.org/uniprotkb?query=Apoe+AND+organism_id:10090\" target=\"_blank\">UniProt</a> | <a href=\"https://www.informatics.jax.org/quicksearch/summary?queryType=exactPhrase&query=Apoe&submit=Quick%0D%0ASearch\" target=\"_blank\">MGI</a> | <a href=\"https://www.ncbi.nlm.nih.gov/gene/?term=Apoe+AND+mouse[orgn]\" target=\"_blank\">NCBI Gene</a></td></tr><tr><td style=\"text-align:left;\">Fos</td><td style=\"text-align:left;\"><a href=\"https://string-db.org/cgi/network?identifiers=Fos&species=10090\" target=\"_blank\">STRING DB</a> | <a href=\"https://thebiogrid.org/search.php?search=Fos&organism=Mus musculus\" target=\"_blank\">BioGRID</a> | <a href=\"https://reactome.org/content/query?q=Fos&species=Mus+musculus&cluster=true\" target=\"_blank\">Reactome</a> | <a href=\"https://www.genecards.org/cgi-bin/carddisp.pl?gene=Fos\" target=\"_blank\">GeneCards</a> | <a href=\"https://www.uniprot.org/uniprotkb?query=Fos+AND+organism_id:10090\" target=\"_blank\">UniProt</a> | <a href=\"https://www.informatics.jax.org/quicksearch/summary?queryType=exactPhrase&query=Fos&submit=Quick%0D%0ASearch\" target=\"_blank\">MGI</a> | <a href=\"https://www.ncbi.nlm.nih.gov/gene/?term=Fos+AND+mouse[orgn]\" target=\"_blank\">NCBI Gene</a></td></tr><tr><td style=\"text-align:left;\">Gm47283</td><td style=\"text-align:left;\"><a href=\"https://string-db.org/cgi/network?identifiers=Gm47283&species=10090\" target=\"_blank\">STRING DB</a> | <a href=\"https://thebiogrid.org/search.php?search=Gm47283&organism=Mus musculus\" target=\"_blank\">BioGRID</a> | <a href=\"https://reactome.org/content/query?q=Gm47283&species=Mus+musculus&cluster=true\" target=\"_blank\">Reactome</a> | <a href=\"https://www.genecards.org/cgi-bin/carddisp.pl?gene=Gm47283\" target=\"_blank\">GeneCards</a> | <a href=\"https://www.uniprot.org/uniprotkb?query=Gm47283+AND+organism_id:10090\" target=\"_blank\">UniProt</a> | <a href=\"https://www.informatics.jax.org/quicksearch/summary?queryType=exactPhrase&query=Gm47283&submit=Quick%0D%0ASearch\" target=\"_blank\">MGI</a> | <a href=\"https://www.ncbi.nlm.nih.gov/gene/?term=Gm47283+AND+mouse[orgn]\" target=\"_blank\">NCBI Gene</a></td></tr></table></div></details></div><h4>Functional Enrichment Analysis</h4><p><a href=\"https://string-db.org/cgi/network.pl?identifiers=H2-Q7%0ACd74%0AH2-Aa%0AH2-Ab1%0AIgkc%0AH2-Eb1%0AAW112010%0AS100a9%0AIfitm3%0AS100a8%0AH2-Q6%0ACd52%0AAldh1a1%0AIfitm1%0AIfitm2%0AIghm%0ACd79a%0AApoe%0AFos%0AGm47283&species=10090&network_flavor=evidence&required_score=400&caller_identity=kompot#enrichment\" target=\"_blank\" style=\"font-weight: bold;\">View interactive enrichment analysis on StringDB</a></p><div style=\"margin-top: 20px;\"><details ><summary style=\"cursor: pointer; font-weight: bold; padding: 10px; background-color: #f8f8f8; border: 1px solid #ddd;\">Gene Ontology Processes (37 terms)</summary><div style=\"padding: 10px;\"><table style=\"border-collapse:collapse; width:100%; text-align:left;\" border=\"1\" class=\"dataframe enrichment-table\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>term</th>\n",
       "      <th>description</th>\n",
       "      <th>signal</th>\n",
       "      <th>strength</th>\n",
       "      <th>fdr</th>\n",
       "      <th>number_of_genes</th>\n",
       "      <th>inputGenes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>GO:0070488</td>\n",
       "      <td>Neutrophil aggregation</td>\n",
       "      <td>0.573343</td>\n",
       "      <td>2.865301</td>\n",
       "      <td>1.800000e-03</td>\n",
       "      <td>2</td>\n",
       "      <td>[S100a8, S100a9]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0002503</td>\n",
       "      <td>Peptide antigen assembly with MHC class II protein complex</td>\n",
       "      <td>0.517595</td>\n",
       "      <td>2.518514</td>\n",
       "      <td>6.920000e-05</td>\n",
       "      <td>3</td>\n",
       "      <td>[H2-Ab1, H2-Aa, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0019886</td>\n",
       "      <td>Antigen processing and presentation of exogenous peptide antigen via MHC class II</td>\n",
       "      <td>0.476370</td>\n",
       "      <td>2.388180</td>\n",
       "      <td>2.000000e-06</td>\n",
       "      <td>4</td>\n",
       "      <td>[H2-Ab1, H2-Aa, Cd74, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0018119</td>\n",
       "      <td>Peptidyl-cysteine S-nitrosylation</td>\n",
       "      <td>0.369195</td>\n",
       "      <td>2.497325</td>\n",
       "      <td>6.100000e-03</td>\n",
       "      <td>2</td>\n",
       "      <td>[S100a8, S100a9]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0035425</td>\n",
       "      <td>Autocrine signaling</td>\n",
       "      <td>0.342164</td>\n",
       "      <td>2.439333</td>\n",
       "      <td>7.100000e-03</td>\n",
       "      <td>2</td>\n",
       "      <td>[S100a8, S100a9]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0046597</td>\n",
       "      <td>Negative regulation of viral entry into host cell</td>\n",
       "      <td>0.290538</td>\n",
       "      <td>2.124939</td>\n",
       "      <td>1.160000e-05</td>\n",
       "      <td>4</td>\n",
       "      <td>[Ifitm3, Ifitm2, Cd74, Ifitm1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0060337</td>\n",
       "      <td>Type I interferon signaling pathway</td>\n",
       "      <td>0.246167</td>\n",
       "      <td>2.087150</td>\n",
       "      <td>6.100000e-04</td>\n",
       "      <td>3</td>\n",
       "      <td>[Ifitm3, Ifitm2, Ifitm1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0002579</td>\n",
       "      <td>Positive regulation of antigen processing and presentation</td>\n",
       "      <td>0.235977</td>\n",
       "      <td>2.196295</td>\n",
       "      <td>1.610000e-02</td>\n",
       "      <td>2</td>\n",
       "      <td>[H2-Ab1, Cd74]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0048002</td>\n",
       "      <td>Antigen processing and presentation of peptide antigen</td>\n",
       "      <td>0.230769</td>\n",
       "      <td>1.980695</td>\n",
       "      <td>1.480000e-07</td>\n",
       "      <td>6</td>\n",
       "      <td>[H2-Ab1, H2-Aa, H2-Q7, Cd74, H2-Q6, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0035455</td>\n",
       "      <td>Response to interferon-alpha</td>\n",
       "      <td>0.198291</td>\n",
       "      <td>1.974446</td>\n",
       "      <td>1.100000e-03</td>\n",
       "      <td>3</td>\n",
       "      <td>[Ifitm3, Ifitm2, Ifitm1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0002523</td>\n",
       "      <td>Leukocyte migration involved in inflammatory response</td>\n",
       "      <td>0.137714</td>\n",
       "      <td>1.895265</td>\n",
       "      <td>4.830000e-02</td>\n",
       "      <td>2</td>\n",
       "      <td>[S100a8, S100a9]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0002474</td>\n",
       "      <td>Antigen processing and presentation of peptide antigen via MHC class I</td>\n",
       "      <td>0.137714</td>\n",
       "      <td>1.895265</td>\n",
       "      <td>4.830000e-02</td>\n",
       "      <td>2</td>\n",
       "      <td>[H2-Q7, H2-Q6]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0034341</td>\n",
       "      <td>Response to interferon-gamma</td>\n",
       "      <td>0.130841</td>\n",
       "      <td>1.710399</td>\n",
       "      <td>1.480000e-07</td>\n",
       "      <td>7</td>\n",
       "      <td>[Ifitm3, H2-Ab1, H2-Aa, Ifitm2, H2-Q7, Cd74, Ifitm1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0045071</td>\n",
       "      <td>Negative regulation of viral genome replication</td>\n",
       "      <td>0.125120</td>\n",
       "      <td>1.747662</td>\n",
       "      <td>4.200000e-03</td>\n",
       "      <td>3</td>\n",
       "      <td>[Ifitm3, Ifitm2, Ifitm1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0035456</td>\n",
       "      <td>Response to interferon-beta</td>\n",
       "      <td>0.108594</td>\n",
       "      <td>1.679665</td>\n",
       "      <td>6.100000e-03</td>\n",
       "      <td>3</td>\n",
       "      <td>[Ifitm3, Ifitm2, Ifitm1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:1990748</td>\n",
       "      <td>Cellular detoxification</td>\n",
       "      <td>0.096972</td>\n",
       "      <td>1.598130</td>\n",
       "      <td>6.100000e-04</td>\n",
       "      <td>4</td>\n",
       "      <td>[S100a8, S100a9, Apoe, Aldh1a1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0009636</td>\n",
       "      <td>Response to toxic substance</td>\n",
       "      <td>0.059109</td>\n",
       "      <td>1.361965</td>\n",
       "      <td>3.400000e-04</td>\n",
       "      <td>5</td>\n",
       "      <td>[Fos, S100a8, S100a9, Apoe, Aldh1a1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0050870</td>\n",
       "      <td>Positive regulation of T cell activation</td>\n",
       "      <td>0.045165</td>\n",
       "      <td>1.252518</td>\n",
       "      <td>8.300000e-03</td>\n",
       "      <td>4</td>\n",
       "      <td>[H2-Ab1, H2-Aa, Cd74, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0002250</td>\n",
       "      <td>Adaptive immune response</td>\n",
       "      <td>0.042766</td>\n",
       "      <td>1.217918</td>\n",
       "      <td>1.300000e-03</td>\n",
       "      <td>5</td>\n",
       "      <td>[Cd79a, H2-Ab1, H2-Aa, Cd74, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0045087</td>\n",
       "      <td>Innate immune response</td>\n",
       "      <td>0.035370</td>\n",
       "      <td>1.121734</td>\n",
       "      <td>9.980000e-07</td>\n",
       "      <td>9</td>\n",
       "      <td>[Ifitm3, H2-Ab1, H2-Aa, S100a8, Ifitm2, H2-Q7, Cd74, Ifitm1, S100a9]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table><p style=\"margin-top:10px; font-style:italic;\">Showing 20 of 37 enriched terms</p></div></details><details ><summary style=\"cursor: pointer; font-weight: bold; padding: 10px; background-color: #f8f8f8; border: 1px solid #ddd;\">KEGG Pathways (28 terms)</summary><div style=\"padding: 10px;\"><table style=\"border-collapse:collapse; width:100%; text-align:left;\" border=\"1\" class=\"dataframe enrichment-table\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>term</th>\n",
       "      <th>description</th>\n",
       "      <th>signal</th>\n",
       "      <th>strength</th>\n",
       "      <th>fdr</th>\n",
       "      <th>number_of_genes</th>\n",
       "      <th>inputGenes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>mmu05332</td>\n",
       "      <td>Graft-versus-host disease</td>\n",
       "      <td>0.835879</td>\n",
       "      <td>2.041393</td>\n",
       "      <td>5.950000e-08</td>\n",
       "      <td>5</td>\n",
       "      <td>[H2-Ab1, H2-Aa, H2-Q7, H2-Q6, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mmu05330</td>\n",
       "      <td>Allograft rejection</td>\n",
       "      <td>0.827236</td>\n",
       "      <td>2.032793</td>\n",
       "      <td>5.950000e-08</td>\n",
       "      <td>5</td>\n",
       "      <td>[H2-Ab1, H2-Aa, H2-Q7, H2-Q6, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mmu04612</td>\n",
       "      <td>Antigen processing and presentation</td>\n",
       "      <td>0.780488</td>\n",
       "      <td>1.944483</td>\n",
       "      <td>5.540000e-09</td>\n",
       "      <td>6</td>\n",
       "      <td>[H2-Ab1, H2-Aa, H2-Q7, Cd74, H2-Q6, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mmu04940</td>\n",
       "      <td>Type I diabetes mellitus</td>\n",
       "      <td>0.771263</td>\n",
       "      <td>1.976935</td>\n",
       "      <td>5.990000e-08</td>\n",
       "      <td>5</td>\n",
       "      <td>[H2-Ab1, H2-Aa, H2-Q7, H2-Q6, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mmu05310</td>\n",
       "      <td>Asthma</td>\n",
       "      <td>0.726704</td>\n",
       "      <td>2.138303</td>\n",
       "      <td>1.940000e-05</td>\n",
       "      <td>3</td>\n",
       "      <td>[H2-Ab1, H2-Aa, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mmu05320</td>\n",
       "      <td>Autoimmune thyroid disease</td>\n",
       "      <td>0.701568</td>\n",
       "      <td>1.914288</td>\n",
       "      <td>9.500000e-08</td>\n",
       "      <td>5</td>\n",
       "      <td>[H2-Ab1, H2-Aa, H2-Q7, H2-Q6, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mmu05416</td>\n",
       "      <td>Viral myocarditis</td>\n",
       "      <td>0.656329</td>\n",
       "      <td>1.871131</td>\n",
       "      <td>1.270000e-07</td>\n",
       "      <td>5</td>\n",
       "      <td>[H2-Ab1, H2-Aa, H2-Q7, H2-Q6, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mmu05140</td>\n",
       "      <td>Leishmaniasis</td>\n",
       "      <td>0.550054</td>\n",
       "      <td>1.823909</td>\n",
       "      <td>5.660000e-06</td>\n",
       "      <td>4</td>\n",
       "      <td>[Fos, H2-Ab1, H2-Aa, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mmu04672</td>\n",
       "      <td>Intestinal immune network for IgA production</td>\n",
       "      <td>0.536462</td>\n",
       "      <td>1.905730</td>\n",
       "      <td>8.170000e-05</td>\n",
       "      <td>3</td>\n",
       "      <td>[H2-Ab1, H2-Aa, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mmu05323</td>\n",
       "      <td>Rheumatoid arthritis</td>\n",
       "      <td>0.466192</td>\n",
       "      <td>1.719173</td>\n",
       "      <td>1.100000e-05</td>\n",
       "      <td>4</td>\n",
       "      <td>[Fos, H2-Ab1, H2-Aa, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mmu04658</td>\n",
       "      <td>Th1 and Th2 cell differentiation</td>\n",
       "      <td>0.459220</td>\n",
       "      <td>1.708954</td>\n",
       "      <td>1.120000e-05</td>\n",
       "      <td>4</td>\n",
       "      <td>[Fos, H2-Ab1, H2-Aa, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mmu05321</td>\n",
       "      <td>Inflammatory bowel disease</td>\n",
       "      <td>0.420401</td>\n",
       "      <td>1.740363</td>\n",
       "      <td>2.200000e-04</td>\n",
       "      <td>3</td>\n",
       "      <td>[H2-Ab1, H2-Aa, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mmu04659</td>\n",
       "      <td>Th17 cell differentiation</td>\n",
       "      <td>0.407465</td>\n",
       "      <td>1.639131</td>\n",
       "      <td>1.940000e-05</td>\n",
       "      <td>4</td>\n",
       "      <td>[Fos, H2-Ab1, H2-Aa, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mmu04514</td>\n",
       "      <td>Cell adhesion molecules</td>\n",
       "      <td>0.367600</td>\n",
       "      <td>1.544463</td>\n",
       "      <td>3.570000e-06</td>\n",
       "      <td>5</td>\n",
       "      <td>[H2-Ab1, H2-Aa, H2-Q7, H2-Q6, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mmu04662</td>\n",
       "      <td>B cell receptor signaling pathway</td>\n",
       "      <td>0.363811</td>\n",
       "      <td>1.649282</td>\n",
       "      <td>3.800000e-04</td>\n",
       "      <td>3</td>\n",
       "      <td>[Cd79a, Fos, Ifitm1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mmu04145</td>\n",
       "      <td>Phagosome</td>\n",
       "      <td>0.359086</td>\n",
       "      <td>1.530848</td>\n",
       "      <td>3.690000e-06</td>\n",
       "      <td>5</td>\n",
       "      <td>[H2-Ab1, H2-Aa, H2-Q7, H2-Q6, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mmu05166</td>\n",
       "      <td>Human T-cell leukemia virus 1 infection</td>\n",
       "      <td>0.325142</td>\n",
       "      <td>1.454056</td>\n",
       "      <td>5.430000e-07</td>\n",
       "      <td>6</td>\n",
       "      <td>[Fos, H2-Ab1, H2-Aa, H2-Q7, H2-Q6, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mmu04657</td>\n",
       "      <td>IL-17 signaling pathway</td>\n",
       "      <td>0.318638</td>\n",
       "      <td>1.569124</td>\n",
       "      <td>6.100000e-04</td>\n",
       "      <td>3</td>\n",
       "      <td>[Fos, S100a8, S100a9]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mmu04640</td>\n",
       "      <td>Hematopoietic cell lineage</td>\n",
       "      <td>0.316537</td>\n",
       "      <td>1.564271</td>\n",
       "      <td>6.100000e-04</td>\n",
       "      <td>3</td>\n",
       "      <td>[H2-Ab1, H2-Aa, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mmu05322</td>\n",
       "      <td>Systemic lupus erythematosus</td>\n",
       "      <td>0.309591</td>\n",
       "      <td>1.550031</td>\n",
       "      <td>6.400000e-04</td>\n",
       "      <td>3</td>\n",
       "      <td>[H2-Ab1, H2-Aa, H2-Eb1]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table><p style=\"margin-top:10px; font-style:italic;\">Showing 20 of 28 enriched terms</p></div></details><details ><summary style=\"cursor: pointer; font-weight: bold; padding: 10px; background-color: #f8f8f8; border: 1px solid #ddd;\">Gene Ontology Functions (8 terms)</summary><div style=\"padding: 10px;\"><table style=\"border-collapse:collapse; width:100%; text-align:left;\" border=\"1\" class=\"dataframe enrichment-table\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>term</th>\n",
       "      <th>description</th>\n",
       "      <th>signal</th>\n",
       "      <th>strength</th>\n",
       "      <th>fdr</th>\n",
       "      <th>number_of_genes</th>\n",
       "      <th>inputGenes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>GO:0023026</td>\n",
       "      <td>MHC class II protein complex binding</td>\n",
       "      <td>0.949472</td>\n",
       "      <td>2.564271</td>\n",
       "      <td>8.500000e-07</td>\n",
       "      <td>4</td>\n",
       "      <td>[H2-Ab1, H2-Aa, Cd74, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0042605</td>\n",
       "      <td>Peptide antigen binding</td>\n",
       "      <td>0.652174</td>\n",
       "      <td>2.249001</td>\n",
       "      <td>1.920000e-07</td>\n",
       "      <td>5</td>\n",
       "      <td>[H2-Ab1, H2-Aa, H2-Q7, H2-Q6, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0042608</td>\n",
       "      <td>T cell receptor binding</td>\n",
       "      <td>0.346516</td>\n",
       "      <td>2.027152</td>\n",
       "      <td>1.300000e-03</td>\n",
       "      <td>3</td>\n",
       "      <td>[H2-Q7, H2-Q6, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0042609</td>\n",
       "      <td>CD4 receptor binding</td>\n",
       "      <td>0.335093</td>\n",
       "      <td>2.263241</td>\n",
       "      <td>2.030000e-02</td>\n",
       "      <td>2</td>\n",
       "      <td>[Cd74, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0042287</td>\n",
       "      <td>MHC protein binding</td>\n",
       "      <td>0.231485</td>\n",
       "      <td>1.802511</td>\n",
       "      <td>4.500000e-03</td>\n",
       "      <td>3</td>\n",
       "      <td>[H2-Q7, Cd74, H2-Q6]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0016209</td>\n",
       "      <td>Antioxidant activity</td>\n",
       "      <td>0.152916</td>\n",
       "      <td>1.594235</td>\n",
       "      <td>1.610000e-02</td>\n",
       "      <td>3</td>\n",
       "      <td>[S100a8, S100a9, Apoe]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0042277</td>\n",
       "      <td>Peptide binding</td>\n",
       "      <td>0.114579</td>\n",
       "      <td>1.353736</td>\n",
       "      <td>3.030000e-06</td>\n",
       "      <td>7</td>\n",
       "      <td>[H2-Ab1, H2-Aa, H2-Q7, Cd74, Apoe, H2-Q6, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0044877</td>\n",
       "      <td>Protein-containing complex binding</td>\n",
       "      <td>0.028761</td>\n",
       "      <td>0.739820</td>\n",
       "      <td>3.900000e-03</td>\n",
       "      <td>8</td>\n",
       "      <td>[Fos, H2-Ab1, H2-Aa, H2-Q7, Cd74, Apoe, H2-Q6, H2-Eb1]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table></div></details><details ><summary style=\"cursor: pointer; font-weight: bold; padding: 10px; background-color: #f8f8f8; border: 1px solid #ddd;\">Gene Ontology Components (25 terms)</summary><div style=\"padding: 10px;\"><table style=\"border-collapse:collapse; width:100%; text-align:left;\" border=\"1\" class=\"dataframe enrichment-table\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>term</th>\n",
       "      <th>description</th>\n",
       "      <th>signal</th>\n",
       "      <th>strength</th>\n",
       "      <th>fdr</th>\n",
       "      <th>number_of_genes</th>\n",
       "      <th>inputGenes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>GO:0042613</td>\n",
       "      <td>MHC class II protein complex</td>\n",
       "      <td>0.847811</td>\n",
       "      <td>2.602060</td>\n",
       "      <td>1.240000e-07</td>\n",
       "      <td>4</td>\n",
       "      <td>[H2-Ab1, H2-Aa, Cd74, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0042611</td>\n",
       "      <td>MHC protein complex</td>\n",
       "      <td>0.653465</td>\n",
       "      <td>2.288065</td>\n",
       "      <td>4.110000e-10</td>\n",
       "      <td>6</td>\n",
       "      <td>[H2-Ab1, H2-Aa, H2-Q7, Cd74, H2-Q6, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0071556</td>\n",
       "      <td>Integral component of lumenal side of endoplasmic reticulum membrane</td>\n",
       "      <td>0.280364</td>\n",
       "      <td>2.138303</td>\n",
       "      <td>6.000000e-03</td>\n",
       "      <td>2</td>\n",
       "      <td>[H2-Q7, H2-Q6]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0032398</td>\n",
       "      <td>MHC class Ib protein complex</td>\n",
       "      <td>0.230887</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>9.700000e-03</td>\n",
       "      <td>2</td>\n",
       "      <td>[H2-Q7, H2-Q6]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0042612</td>\n",
       "      <td>MHC class I protein complex</td>\n",
       "      <td>0.219137</td>\n",
       "      <td>1.962211</td>\n",
       "      <td>1.070000e-02</td>\n",
       "      <td>2</td>\n",
       "      <td>[H2-Q7, H2-Q6]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0033106</td>\n",
       "      <td>cis-Golgi network membrane</td>\n",
       "      <td>0.193032</td>\n",
       "      <td>1.880025</td>\n",
       "      <td>1.430000e-02</td>\n",
       "      <td>2</td>\n",
       "      <td>[H2-Q7, H2-Q6]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0005771</td>\n",
       "      <td>Multivesicular body</td>\n",
       "      <td>0.162256</td>\n",
       "      <td>1.655191</td>\n",
       "      <td>2.000000e-03</td>\n",
       "      <td>3</td>\n",
       "      <td>[Cd79a, H2-Ab1, Cd74]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0005770</td>\n",
       "      <td>Late endosome</td>\n",
       "      <td>0.119764</td>\n",
       "      <td>1.418143</td>\n",
       "      <td>2.640000e-07</td>\n",
       "      <td>7</td>\n",
       "      <td>[Cd79a, Ifitm3, H2-Ab1, Ifitm2, Cd74, Apoe, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0030670</td>\n",
       "      <td>Phagocytic vesicle membrane</td>\n",
       "      <td>0.115688</td>\n",
       "      <td>1.586548</td>\n",
       "      <td>4.410000e-02</td>\n",
       "      <td>2</td>\n",
       "      <td>[H2-Q7, H2-Q6]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0005765</td>\n",
       "      <td>Lysosomal membrane</td>\n",
       "      <td>0.107614</td>\n",
       "      <td>1.377064</td>\n",
       "      <td>5.980000e-06</td>\n",
       "      <td>6</td>\n",
       "      <td>[Ifitm3, Ifitm2, H2-Q7, Ifitm1, H2-Q6, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0031902</td>\n",
       "      <td>Late endosome membrane</td>\n",
       "      <td>0.088021</td>\n",
       "      <td>1.348252</td>\n",
       "      <td>1.090000e-02</td>\n",
       "      <td>3</td>\n",
       "      <td>[Ifitm3, Ifitm2, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0005764</td>\n",
       "      <td>Lysosome</td>\n",
       "      <td>0.082485</td>\n",
       "      <td>1.241287</td>\n",
       "      <td>5.820000e-08</td>\n",
       "      <td>9</td>\n",
       "      <td>[Ifitm3, H2-Aa, Ifitm2, H2-Q7, Cd74, Ifitm1, Apoe, H2-Q6, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0009897</td>\n",
       "      <td>External side of plasma membrane</td>\n",
       "      <td>0.080203</td>\n",
       "      <td>1.230992</td>\n",
       "      <td>2.930000e-07</td>\n",
       "      <td>8</td>\n",
       "      <td>[Cd79a, H2-Ab1, H2-Aa, H2-Q7, Cd74, Apoe, H2-Q6, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0031901</td>\n",
       "      <td>Early endosome membrane</td>\n",
       "      <td>0.073535</td>\n",
       "      <td>1.263241</td>\n",
       "      <td>1.800000e-02</td>\n",
       "      <td>3</td>\n",
       "      <td>[Ifitm3, H2-Q7, H2-Q6]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0005769</td>\n",
       "      <td>Early endosome</td>\n",
       "      <td>0.071391</td>\n",
       "      <td>1.190134</td>\n",
       "      <td>5.330000e-05</td>\n",
       "      <td>6</td>\n",
       "      <td>[Ifitm3, H2-Ab1, H2-Q7, Ifitm1, Apoe, H2-Q6]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0098797</td>\n",
       "      <td>Plasma membrane protein complex</td>\n",
       "      <td>0.061461</td>\n",
       "      <td>1.116375</td>\n",
       "      <td>1.480000e-05</td>\n",
       "      <td>7</td>\n",
       "      <td>[Cd79a, H2-Ab1, H2-Aa, H2-Q7, Cd74, H2-Q6, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0010008</td>\n",
       "      <td>Endosome membrane</td>\n",
       "      <td>0.054324</td>\n",
       "      <td>1.076662</td>\n",
       "      <td>1.400000e-03</td>\n",
       "      <td>5</td>\n",
       "      <td>[Ifitm3, Ifitm2, H2-Q7, H2-Q6, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0005768</td>\n",
       "      <td>Endosome</td>\n",
       "      <td>0.053483</td>\n",
       "      <td>1.045319</td>\n",
       "      <td>1.240000e-07</td>\n",
       "      <td>10</td>\n",
       "      <td>[Cd79a, Ifitm3, H2-Ab1, Ifitm2, H2-Q7, Cd74, Ifitm1, Apoe, H2-Q6, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0009986</td>\n",
       "      <td>Cell surface</td>\n",
       "      <td>0.044503</td>\n",
       "      <td>0.966251</td>\n",
       "      <td>3.210000e-06</td>\n",
       "      <td>9</td>\n",
       "      <td>[Cd79a, Ifitm3, H2-Ab1, H2-Aa, H2-Q7, Cd74, Apoe, H2-Q6, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>GO:0012505</td>\n",
       "      <td>Endomembrane system</td>\n",
       "      <td>0.013531</td>\n",
       "      <td>0.443299</td>\n",
       "      <td>2.800000e-03</td>\n",
       "      <td>11</td>\n",
       "      <td>[Cd79a, Fos, Ifitm3, H2-Ab1, Ifitm2, H2-Q7, Cd74, Ifitm1, Apoe, H2-Q6, H2-Eb1]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table><p style=\"margin-top:10px; font-style:italic;\">Showing 20 of 25 enriched terms</p></div></details><details ><summary style=\"cursor: pointer; font-weight: bold; padding: 10px; background-color: #f8f8f8; border: 1px solid #ddd;\">Reactome Pathways (7 terms)</summary><div style=\"padding: 10px;\"><table style=\"border-collapse:collapse; width:100%; text-align:left;\" border=\"1\" class=\"dataframe enrichment-table\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>term</th>\n",
       "      <th>description</th>\n",
       "      <th>signal</th>\n",
       "      <th>strength</th>\n",
       "      <th>fdr</th>\n",
       "      <th>number_of_genes</th>\n",
       "      <th>inputGenes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>MMU-6799990</td>\n",
       "      <td>Metal sequestration by antimicrobial proteins</td>\n",
       "      <td>0.728901</td>\n",
       "      <td>2.740363</td>\n",
       "      <td>0.003200</td>\n",
       "      <td>2</td>\n",
       "      <td>[S100a8, S100a9]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>MMU-5686938</td>\n",
       "      <td>Regulation of TLR by endogenous ligand</td>\n",
       "      <td>0.247582</td>\n",
       "      <td>2.041393</td>\n",
       "      <td>0.038600</td>\n",
       "      <td>2</td>\n",
       "      <td>[S100a8, S100a9]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>MMU-5668599</td>\n",
       "      <td>RHO GTPases Activate NADPH Oxidases</td>\n",
       "      <td>0.217832</td>\n",
       "      <td>1.962211</td>\n",
       "      <td>0.042900</td>\n",
       "      <td>2</td>\n",
       "      <td>[S100a8, S100a9]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>MMU-198933</td>\n",
       "      <td>Immunoregulatory interactions between a Lymphoid and a non-Lymphoid cell</td>\n",
       "      <td>0.142132</td>\n",
       "      <td>1.634853</td>\n",
       "      <td>0.000510</td>\n",
       "      <td>4</td>\n",
       "      <td>[Ifitm3, Ifitm2, H2-Q7, Ifitm1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>MMU-168898</td>\n",
       "      <td>Toll-like Receptor Cascades</td>\n",
       "      <td>0.074034</td>\n",
       "      <td>1.363178</td>\n",
       "      <td>0.042900</td>\n",
       "      <td>3</td>\n",
       "      <td>[Fos, S100a8, S100a9]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>MMU-1280218</td>\n",
       "      <td>Adaptive Immune System</td>\n",
       "      <td>0.039783</td>\n",
       "      <td>1.049534</td>\n",
       "      <td>0.000240</td>\n",
       "      <td>7</td>\n",
       "      <td>[Cd79a, Ifitm3, Ifitm2, H2-Q7, Cd74, Ifitm1, H2-Eb1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>MMU-168256</td>\n",
       "      <td>Immune System</td>\n",
       "      <td>0.024465</td>\n",
       "      <td>0.833220</td>\n",
       "      <td>0.000045</td>\n",
       "      <td>10</td>\n",
       "      <td>[Cd79a, Fos, Ifitm3, S100a8, Ifitm2, H2-Q7, Cd74, Ifitm1, S100a9, H2-Eb1]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table></div></details></div>"
      ],
      "text/plain": [
       "<kompot.plot.stringdb.StringDBReport at 0x7f0c44329bb0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Selecting top 20 genes\n",
    "gene = adata.var[f\"kompot_de_{CONDITIONS[0]}_to_{CONDITIONS[1]}_mahalanobis\"].sort_values(ascending=False).head(20).index\n",
    "\n",
    "# Create STRING report (10090 = Mus musculus, 9606 = Homo Sapiens)\n",
    "report = kompot.plot.StringDBReport(\n",
    "    gene, \n",
    "    species_id=10090, \n",
    "    include_enrichment=True\n",
    ")\n",
    "report"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T20:26:48.725587Z",
     "iopub.status.busy": "2025-10-03T20:26:48.725339Z",
     "iopub.status.idle": "2025-10-03T20:26:49.184900Z",
     "shell.execute_reply": "2025-10-03T20:26:49.184391Z",
     "shell.execute_reply.started": "2025-10-03T20:26:48.725570Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>category</th>\n",
       "      <th>term</th>\n",
       "      <th>number_of_genes</th>\n",
       "      <th>number_of_genes_in_background</th>\n",
       "      <th>ncbiTaxonId</th>\n",
       "      <th>inputGenes</th>\n",
       "      <th>preferredNames</th>\n",
       "      <th>p_value</th>\n",
       "      <th>fdr</th>\n",
       "      <th>description</th>\n",
       "      <th>expected</th>\n",
       "      <th>strength</th>\n",
       "      <th>signal</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Function</td>\n",
       "      <td>GO:0023026</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>10090</td>\n",
       "      <td>[H2-Ab1, H2-Aa, Cd74, H2-Eb1]</td>\n",
       "      <td>[H2-Ab1, H2-Aa, Cd74, H2-Eb1]</td>\n",
       "      <td>3.470000e-10</td>\n",
       "      <td>8.500000e-07</td>\n",
       "      <td>MHC class II protein complex binding</td>\n",
       "      <td>0.010909</td>\n",
       "      <td>2.564271</td>\n",
       "      <td>0.949472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Function</td>\n",
       "      <td>GO:0042605</td>\n",
       "      <td>5</td>\n",
       "      <td>31</td>\n",
       "      <td>10090</td>\n",
       "      <td>[H2-Ab1, H2-Aa, H2-Q7, H2-Q6, H2-Eb1]</td>\n",
       "      <td>[H2-Ab1, H2-Aa, H2-Q7, H2-Q6, H2-Eb1]</td>\n",
       "      <td>3.910000e-11</td>\n",
       "      <td>1.920000e-07</td>\n",
       "      <td>Peptide antigen binding</td>\n",
       "      <td>0.028182</td>\n",
       "      <td>2.249001</td>\n",
       "      <td>0.652174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Function</td>\n",
       "      <td>GO:0042608</td>\n",
       "      <td>3</td>\n",
       "      <td>31</td>\n",
       "      <td>10090</td>\n",
       "      <td>[H2-Q7, H2-Q6, H2-Eb1]</td>\n",
       "      <td>[H2-Q7, H2-Q6, H2-Eb1]</td>\n",
       "      <td>1.900000e-06</td>\n",
       "      <td>1.300000e-03</td>\n",
       "      <td>T cell receptor binding</td>\n",
       "      <td>0.028182</td>\n",
       "      <td>2.027152</td>\n",
       "      <td>0.346516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Function</td>\n",
       "      <td>GO:0042609</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>10090</td>\n",
       "      <td>[Cd74, H2-Eb1]</td>\n",
       "      <td>[Cd74, H2-Eb1]</td>\n",
       "      <td>4.550000e-05</td>\n",
       "      <td>2.030000e-02</td>\n",
       "      <td>CD4 receptor binding</td>\n",
       "      <td>0.010909</td>\n",
       "      <td>2.263241</td>\n",
       "      <td>0.335093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Function</td>\n",
       "      <td>GO:0042287</td>\n",
       "      <td>3</td>\n",
       "      <td>52</td>\n",
       "      <td>10090</td>\n",
       "      <td>[H2-Q7, Cd74, H2-Q6]</td>\n",
       "      <td>[H2-Q7, Cd74, H2-Q6]</td>\n",
       "      <td>8.250000e-06</td>\n",
       "      <td>4.500000e-03</td>\n",
       "      <td>MHC protein binding</td>\n",
       "      <td>0.047273</td>\n",
       "      <td>1.802511</td>\n",
       "      <td>0.231485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Function</td>\n",
       "      <td>GO:0016209</td>\n",
       "      <td>3</td>\n",
       "      <td>84</td>\n",
       "      <td>10090</td>\n",
       "      <td>[S100a8, S100a9, Apoe]</td>\n",
       "      <td>[S100a8, S100a9, Apoe]</td>\n",
       "      <td>3.290000e-05</td>\n",
       "      <td>1.610000e-02</td>\n",
       "      <td>Antioxidant activity</td>\n",
       "      <td>0.076364</td>\n",
       "      <td>1.594235</td>\n",
       "      <td>0.152916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Function</td>\n",
       "      <td>GO:0042277</td>\n",
       "      <td>7</td>\n",
       "      <td>341</td>\n",
       "      <td>10090</td>\n",
       "      <td>[H2-Ab1, H2-Aa, H2-Q7, Cd74, Apoe, H2-Q6, H2-Eb1]</td>\n",
       "      <td>[H2-Ab1, H2-Aa, H2-Q7, Cd74, Apoe, H2-Q6, H2-Eb1]</td>\n",
       "      <td>2.470000e-09</td>\n",
       "      <td>3.030000e-06</td>\n",
       "      <td>Peptide binding</td>\n",
       "      <td>0.310000</td>\n",
       "      <td>1.353736</td>\n",
       "      <td>0.114579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Function</td>\n",
       "      <td>GO:0044877</td>\n",
       "      <td>8</td>\n",
       "      <td>1602</td>\n",
       "      <td>10090</td>\n",
       "      <td>[Fos, H2-Ab1, H2-Aa, H2-Q7, Cd74, Apoe, H2-Q6,...</td>\n",
       "      <td>[Fos, H2-Ab1, H2-Aa, H2-Q7, Cd74, Apoe, H2-Q6,...</td>\n",
       "      <td>6.410000e-06</td>\n",
       "      <td>3.900000e-03</td>\n",
       "      <td>Protein-containing complex binding</td>\n",
       "      <td>1.456364</td>\n",
       "      <td>0.739820</td>\n",
       "      <td>0.028761</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     category        term  number_of_genes  number_of_genes_in_background  \\\n",
       "98   Function  GO:0023026                4                             12   \n",
       "97   Function  GO:0042605                5                             31   \n",
       "100  Function  GO:0042608                3                             31   \n",
       "104  Function  GO:0042609                2                             12   \n",
       "102  Function  GO:0042287                3                             52   \n",
       "103  Function  GO:0016209                3                             84   \n",
       "99   Function  GO:0042277                7                            341   \n",
       "101  Function  GO:0044877                8                           1602   \n",
       "\n",
       "     ncbiTaxonId                                         inputGenes  \\\n",
       "98         10090                      [H2-Ab1, H2-Aa, Cd74, H2-Eb1]   \n",
       "97         10090              [H2-Ab1, H2-Aa, H2-Q7, H2-Q6, H2-Eb1]   \n",
       "100        10090                             [H2-Q7, H2-Q6, H2-Eb1]   \n",
       "104        10090                                     [Cd74, H2-Eb1]   \n",
       "102        10090                               [H2-Q7, Cd74, H2-Q6]   \n",
       "103        10090                             [S100a8, S100a9, Apoe]   \n",
       "99         10090  [H2-Ab1, H2-Aa, H2-Q7, Cd74, Apoe, H2-Q6, H2-Eb1]   \n",
       "101        10090  [Fos, H2-Ab1, H2-Aa, H2-Q7, Cd74, Apoe, H2-Q6,...   \n",
       "\n",
       "                                        preferredNames       p_value  \\\n",
       "98                       [H2-Ab1, H2-Aa, Cd74, H2-Eb1]  3.470000e-10   \n",
       "97               [H2-Ab1, H2-Aa, H2-Q7, H2-Q6, H2-Eb1]  3.910000e-11   \n",
       "100                             [H2-Q7, H2-Q6, H2-Eb1]  1.900000e-06   \n",
       "104                                     [Cd74, H2-Eb1]  4.550000e-05   \n",
       "102                               [H2-Q7, Cd74, H2-Q6]  8.250000e-06   \n",
       "103                             [S100a8, S100a9, Apoe]  3.290000e-05   \n",
       "99   [H2-Ab1, H2-Aa, H2-Q7, Cd74, Apoe, H2-Q6, H2-Eb1]  2.470000e-09   \n",
       "101  [Fos, H2-Ab1, H2-Aa, H2-Q7, Cd74, Apoe, H2-Q6,...  6.410000e-06   \n",
       "\n",
       "              fdr                           description  expected  strength  \\\n",
       "98   8.500000e-07  MHC class II protein complex binding  0.010909  2.564271   \n",
       "97   1.920000e-07               Peptide antigen binding  0.028182  2.249001   \n",
       "100  1.300000e-03               T cell receptor binding  0.028182  2.027152   \n",
       "104  2.030000e-02                  CD4 receptor binding  0.010909  2.263241   \n",
       "102  4.500000e-03                   MHC protein binding  0.047273  1.802511   \n",
       "103  1.610000e-02                  Antioxidant activity  0.076364  1.594235   \n",
       "99   3.030000e-06                       Peptide binding  0.310000  1.353736   \n",
       "101  3.900000e-03    Protein-containing complex binding  1.456364  0.739820   \n",
       "\n",
       "       signal  \n",
       "98   0.949472  \n",
       "97   0.652174  \n",
       "100  0.346516  \n",
       "104  0.335093  \n",
       "102  0.231485  \n",
       "103  0.152916  \n",
       "99   0.114579  \n",
       "101  0.028761  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get enriched functional categories\n",
    "report.get_functional_enrichment(\"Function\").head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Inspecting Run History with RunInfo\n",
    "\n",
    "Kompot tracks the history of all differential analysis runs, including parameters, environment, and results. The `RunInfo` class provides easy access to this information:\n",
    "\n",
    "See [kompot.RunInfo](https://kompot.readthedocs.io/en/latest/anndata.html#kompot.anndata.utils.RunInfo) for full documentation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-18T23:35:07.942245Z",
     "iopub.status.busy": "2025-11-18T23:35:07.941718Z",
     "iopub.status.idle": "2025-11-18T23:35:07.950689Z",
     "shell.execute_reply": "2025-11-18T23:35:07.949858Z",
     "shell.execute_reply.started": "2025-11-18T23:35:07.942203Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <style>\n",
       "            .kompot-runinfo {\n",
       "                max-width: 900px;\n",
       "                font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Arial, sans-serif;\n",
       "            }\n",
       "            .kompot-runinfo h3 {\n",
       "                margin-bottom: 10px;\n",
       "                font-weight: 600;\n",
       "            }\n",
       "            .kompot-runinfo details {\n",
       "                margin-top: 15px;\n",
       "                margin-bottom: 10px;\n",
       "            }\n",
       "            .kompot-runinfo summary {\n",
       "                color: #555;\n",
       "                cursor: pointer;\n",
       "                font-weight: 500;\n",
       "                font-size: 1.1em;\n",
       "                padding: 5px 0;\n",
       "                list-style: none;\n",
       "                user-select: none;\n",
       "            }\n",
       "            .kompot-runinfo summary::-webkit-details-marker {\n",
       "                display: none;\n",
       "            }\n",
       "            .kompot-runinfo summary::before {\n",
       "                content: \"▶ \";\n",
       "                display: inline-block;\n",
       "                font-size: 0.8em;\n",
       "                color: #888;\n",
       "                margin-right: 5px;\n",
       "            }\n",
       "            .kompot-runinfo details[open] > summary::before {\n",
       "                content: \"▼ \";\n",
       "            }\n",
       "            .kompot-runinfo table {\n",
       "                width: 100%;\n",
       "                border-collapse: collapse;\n",
       "                margin-bottom: 15px;\n",
       "            }\n",
       "            .kompot-runinfo th {\n",
       "                background-color: rgba(0, 0, 0, 0.04);\n",
       "                text-align: left;\n",
       "                padding: 8px;\n",
       "                border: 1px solid rgba(0, 0, 0, 0.12);\n",
       "                font-weight: 500;\n",
       "            }\n",
       "            .kompot-runinfo td {\n",
       "                padding: 6px 8px;\n",
       "                border: 1px solid rgba(0, 0, 0, 0.12);\n",
       "                vertical-align: top;\n",
       "            }\n",
       "            .kompot-runinfo tr {\n",
       "                background-color: transparent;\n",
       "            }\n",
       "            .kompot-runinfo tr:nth-child(even) {\n",
       "                background-color: rgba(0, 0, 0, 0.02);\n",
       "            }\n",
       "            .kompot-runinfo .overwritten {\n",
       "                color: #c62828;\n",
       "                font-weight: 600;\n",
       "            }\n",
       "            .kompot-runinfo .active {\n",
       "                color: #2e7d32;\n",
       "            }\n",
       "            .kompot-runinfo .field-section .field-row:hover {\n",
       "                background-color: rgba(0, 0, 0, 0.04);\n",
       "            }\n",
       "            .kompot-runinfo .badge {\n",
       "                display: inline-block;\n",
       "                padding: 2px 8px;\n",
       "                border-radius: 4px;\n",
       "                font-size: 0.85em;\n",
       "                font-weight: 500;\n",
       "                margin-left: 5px;\n",
       "            }\n",
       "            .kompot-runinfo .badge-success {\n",
       "                background-color: rgba(46, 125, 50, 0.12);\n",
       "                color: #2e7d32;\n",
       "                border: 1px solid rgba(46, 125, 50, 0.3);\n",
       "            }\n",
       "            .kompot-runinfo .badge-warning {\n",
       "                background-color: rgba(237, 108, 2, 0.12);\n",
       "                color: #e65100;\n",
       "                border: 1px solid rgba(237, 108, 2, 0.3);\n",
       "            }\n",
       "            .kompot-runinfo .badge-danger {\n",
       "                background-color: rgba(198, 40, 40, 0.12);\n",
       "                color: #c62828;\n",
       "                border: 1px solid rgba(198, 40, 40, 0.3);\n",
       "            }\n",
       "            .kompot-runinfo .summary-box {\n",
       "                background-color: rgba(0, 0, 0, 0.02);\n",
       "                border: 1px solid rgba(0, 0, 0, 0.08);\n",
       "                padding: 8px 12px;\n",
       "                margin: 10px 0;\n",
       "                border-radius: 4px;\n",
       "            }\n",
       "            .kompot-runinfo .location-header {\n",
       "                background-color: rgba(0, 0, 0, 0.04);\n",
       "                font-weight: bold;\n",
       "            }\n",
       "\n",
       "            @media (prefers-color-scheme: dark) {\n",
       "                .kompot-runinfo summary {\n",
       "                    color: #b8b8b8;\n",
       "                }\n",
       "                .kompot-runinfo summary::before {\n",
       "                    color: #888;\n",
       "                }\n",
       "                .kompot-runinfo th {\n",
       "                    background-color: rgba(255, 255, 255, 0.06);\n",
       "                    border-color: rgba(255, 255, 255, 0.15);\n",
       "                }\n",
       "                .kompot-runinfo td {\n",
       "                    border-color: rgba(255, 255, 255, 0.15);\n",
       "                }\n",
       "                .kompot-runinfo tr:nth-child(even) {\n",
       "                    background-color: rgba(255, 255, 255, 0.03);\n",
       "                }\n",
       "                .kompot-runinfo .field-section .field-row:hover {\n",
       "                    background-color: rgba(255, 255, 255, 0.06);\n",
       "                }\n",
       "                .kompot-runinfo .overwritten {\n",
       "                    color: #ef5350;\n",
       "                }\n",
       "                .kompot-runinfo .active {\n",
       "                    color: #66bb6a;\n",
       "                }\n",
       "                .kompot-runinfo .badge-success {\n",
       "                    background-color: rgba(102, 187, 106, 0.2);\n",
       "                    color: #81c784;\n",
       "                    border-color: rgba(102, 187, 106, 0.4);\n",
       "                }\n",
       "                .kompot-runinfo .badge-warning {\n",
       "                    background-color: rgba(255, 167, 38, 0.2);\n",
       "                    color: #ffb74d;\n",
       "                    border-color: rgba(255, 167, 38, 0.4);\n",
       "                }\n",
       "                .kompot-runinfo .badge-danger {\n",
       "                    background-color: rgba(239, 83, 80, 0.2);\n",
       "                    color: #e57373;\n",
       "                    border-color: rgba(239, 83, 80, 0.4);\n",
       "                }\n",
       "                .kompot-runinfo .summary-box {\n",
       "                    background-color: rgba(255, 255, 255, 0.03);\n",
       "                    border-color: rgba(255, 255, 255, 0.12);\n",
       "                }\n",
       "                .kompot-runinfo .location-header {\n",
       "                    background-color: rgba(255, 255, 255, 0.08);\n",
       "                }\n",
       "            }\n",
       "        </style>\n",
       "        <div class='kompot-runinfo'><h3>Run 0 (DE Analysis)</h3><details open><summary>Run Summary</summary><div class='summary-box'><strong>Analysis:</strong> DE &nbsp;|&nbsp; <strong>Run ID:</strong> 0 &nbsp;|&nbsp; <strong>Timestamp:</strong> 2025-11-18T14:51:29.630913 &nbsp;|&nbsp; <strong>Conditions:</strong> Young to Old<span class='badge badge-success'>All Fields Present</span></div><table><tr><th style='width:30%'>Parameter</th><th style='width:70%'>Value</th></tr><tr><td>conditions</td><td>Young to Old</td></tr><tr><td>obsm_key</td><td>DM_EigenVectors</td></tr><tr><td>uses_sample_variance</td><td>False</td></tr><tr><td>layer</td><td>logged_counts</td></tr><tr><td>timestamp</td><td>2025-11-18T14:51:29.630913</td></tr><tr><td>Fields Created</td><td>9</td></tr></table></details><details><summary>All Parameters</summary><table><tr><th style='width:30%'>Parameter</th><th style='width:70%'>Value</th></tr><tr><td>auto_filtered</td><td>False</td></tr><tr><td>batch_size</td><td>0</td></tr><tr><td>compute_mahalanobis</td><td>True</td></tr><tr><td>condition1</td><td>Young</td></tr><tr><td>condition2</td><td>Old</td></tr><tr><td>copy</td><td>False</td></tr><tr><td>eps</td><td>1e-08</td></tr><tr><td>fdr_threshold</td><td>0.05</td></tr><tr><td>groupby</td><td>Age</td></tr><tr><td>inplace</td><td>True</td></tr><tr><td>jit_compile</td><td>False</td></tr><tr><td>landmarks</td><td>False</td></tr><tr><td>layer</td><td>logged_counts</td></tr><tr><td>ls_factor</td><td>10.0</td></tr><tr><td>max_memory_ratio</td><td>0.8</td></tr><tr><td>min_cells</td><td>2</td></tr><tr><td>n_landmarks</td><td>5000</td></tr><tr><td>null_genes</td><td>2000</td></tr><tr><td>null_seed</td><td>42</td></tr><tr><td>obsm_key</td><td>DM_EigenVectors</td></tr><tr><td>result_key</td><td>kompot_de</td></tr><tr><td>sigma</td><td>1.0</td></tr><tr><td>store_landmarks</td><td>False</td></tr><tr><td>store_posterior_covariance</td><td>False</td></tr><tr><td>use_sample_variance</td><td>False</td></tr><tr><td>used_landmarks</td><td>False</td></tr></table></details><details><summary>Environment</summary><table><tr><th style='width:30%'>Parameter</th><th style='width:70%'>Value</th></tr><tr><td>hostname</td><td>gizmok39</td></tr><tr><td>pid</td><td>8452</td></tr><tr><td>platform</td><td>Linux-4.15.0-213-generic-x86_64-with-glibc2.27</td></tr><tr><td>python_version</td><td>3.12.10</td></tr><tr><td>timestamp</td><td>2025-11-18T14:51:29.631101</td></tr><tr><td>username</td><td>dotto</td></tr></table></details><details><summary>Fields Created by This Run</summary><div class='field-section'><div class='summary-box'><strong>Total Fields:</strong> 9 &nbsp;|&nbsp; <strong>Present:</strong> 9 &nbsp;|&nbsp; <strong>Missing:</strong> 0 &nbsp;|&nbsp; <strong>Overwritten:</strong> 0</div><table><tr><th style='width:40%'>Field Name</th><th style='width:10%'>Location</th><th style='width:35%'>Description</th><th style='width:15%'>Status</th></tr><tr><td colspan='4' class='location-header'>LAYERS Fields</td></tr><tr class='field-row'><td>kompot_de_Old_imputed</td><td>layers</td><td><small>[imputed]</small> Imputed expression for Old</td><td class='active'>Present</td></tr><tr class='field-row'><td>kompot_de_Young_imputed</td><td>layers</td><td><small>[imputed]</small> Imputed expression for Young</td><td class='active'>Present</td></tr><tr class='field-row'><td>kompot_de_Young_to_Old_fold_change</td><td>layers</td><td><small>[fold_change]</small> Log fold change for each cell and gene</td><td class='active'>Present</td></tr><tr><td colspan='4' class='location-header'>OBS Fields</td></tr><tr class='field-row'><td>kompot_de_Old_std</td><td>obs</td><td><small>[std]</small> Posterior standard deviation of imputed expression for Old (same for all genes)</td><td class='active'>Present</td></tr><tr class='field-row'><td>kompot_de_Young_std</td><td>obs</td><td><small>[std]</small> Posterior standard deviation of imputed expression for Young (same for all genes)</td><td class='active'>Present</td></tr><tr><td colspan='4' class='location-header'>VAR Fields</td></tr><tr class='field-row'><td>kompot_de_Young_to_Old_is_de</td><td>var</td><td><small>[is_de]</small> Boolean indicator of differential expression at local FDR < 0.05</td><td class='active'>Present</td></tr><tr class='field-row'><td>kompot_de_Young_to_Old_mahalanobis</td><td>var</td><td><small>[mahalanobis]</small> Mahalanobis distances</td><td class='active'>Present</td></tr><tr class='field-row'><td>kompot_de_Young_to_Old_mahalanobis_local_fdr</td><td>var</td><td><small>[mahalanobis_local_fdr]</small> Local FDR values using empirical null estimation similar to R's fdrtool</td><td class='active'>Present</td></tr><tr class='field-row'><td>kompot_de_Young_to_Old_mean_lfc</td><td>var</td><td><small>[mean_log_fold_change]</small> Mean log fold change values</td><td class='active'>Present</td></tr></table></div></details></div>"
      ],
      "text/plain": [
       "RunInfo(analysis_type=de, run_id=0, timestamp=2025-11-18T14:51:29.630913)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get info about the most recent DE run\n",
    "de_run = kompot.RunInfo(adata, analysis_type='de')\n",
    "de_run"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Saving Results\n",
    "\n",
    "### Optional: Cleanup Large Layers\n",
    "\n",
    "Imputed expression layers can be large. Remove them if not needed for further analysis with the [cleanup utility](https://kompot.readthedocs.io/en/latest/anndata.html#kompot.cleanup):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T20:26:49.186283Z",
     "iopub.status.busy": "2025-10-03T20:26:49.185761Z",
     "iopub.status.idle": "2025-10-03T20:26:49.214052Z",
     "shell.execute_reply": "2025-10-03T20:26:49.213688Z",
     "shell.execute_reply.started": "2025-10-03T20:26:49.186264Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2025-10-03 13:26:49,187] [INFO    ] Cleaning up all 1 run(s)\n",
      "[2025-10-03 13:26:49,210] [INFO    ] Cleaned up 3 field(s) from run 0:\n",
      "[2025-10-03 13:26:49,211] [INFO    ]   layers (3 field(s)):\n",
      "[2025-10-03 13:26:49,211] [INFO    ]     - kompot_de_Young_imputed\n",
      "[2025-10-03 13:26:49,211] [INFO    ]     - kompot_de_Old_imputed\n",
      "[2025-10-03 13:26:49,212] [INFO    ]     - kompot_de_Young_to_Old_fold_change\n",
      "[2025-10-03 13:26:49,212] [INFO    ] Total: Cleaned up 3 field(s) across 1 run(s)\n"
     ]
    }
   ],
   "source": [
    "kompot.cleanup(adata)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This removes:\n",
    "- `kompot_de_Young_imputed`\n",
    "- `kompot_de_Old_imputed`\n",
    "- `kompot_de_Young_to_Old_fold_change`\n",
    "\n",
    "Statistical results in `adata.var` and `adata.obs` are preserved."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-10-03T20:26:49.214636Z",
     "iopub.status.busy": "2025-10-03T20:26:49.214497Z",
     "iopub.status.idle": "2025-10-03T20:27:03.933145Z",
     "shell.execute_reply": "2025-10-03T20:27:03.932372Z",
     "shell.execute_reply.started": "2025-10-03T20:26:49.214623Z"
    }
   },
   "outputs": [],
   "source": [
    "adata.write_h5ad(\"../data/murine_bone_marrow_aging_processed.h5ad\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Biological Interpretation\n",
    "\n",
    "### Key Findings\n",
    "\n",
    "**Differential Abundance:**\n",
    "- HSCs show increased abundance in Old mice\n",
    "- Naive CD8 T cells are predominantly Young\n",
    "- Consistent with age-related HSC expansion and T cell depletion\n",
    "\n",
    "**Differential Expression:**\n",
    "- **MHC class II genes** (H2-Q7, Cd74, H2-Aa, H2-Ab1): Upregulated in Old mice → enhanced antigen presentation\n",
    "- **Antioxidant genes** (S100a8, S100a9, Apoe): Higher in Young → reduced oxidative stress\n",
    "- **Interferon-stimulated genes** (Ifitm family): Age-related changes in immune response\n",
    "\n",
    "These patterns suggest aging leads to chronic immune activation (\"inflammaging\") and altered stem cell dynamics.\n",
    "\n",
    "## Next Steps\n",
    "\n",
    "- **Tutorial 2**: [Differential Expression Deep Dive](./02_differential_expression_detailed.ipynb) - Advanced DE analysis options\n",
    "- **Tutorial 3**: [Sample Variance Analysis](./03_sample_variance.ipynb) - Account for biological replicates\n",
    "\n",
    "For complete documentation, visit [kompot.readthedocs.io](https://kompot.readthedocs.io)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "kompot_v2",
   "language": "python",
   "name": "kompot_v2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.12"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {},
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}