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  {
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   "id": "6c418c28",
   "metadata": {},
   "source": [
    "#  Quick Start (Multi-sample)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84620c0f",
   "metadata": {},
   "source": [
    "## Multi samples"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba4f0d13",
   "metadata": {},
   "source": [
    "Multi-sample data set consists of continuous or time-series samples. This quick start would help you learn about handling them rapidly."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3551672",
   "metadata": {},
   "source": [
    "## MSData construction"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1667ddb",
   "metadata": {},
   "source": [
    "Please download the [example data](http://upload.dcs.cloud:8090/share/bb6fab82-2c16-46b2-a95e-6931338f31bf) first. Here we use drosophila data for demo. Main input file formats are GEM/GEF (from Stereo-seq), H5ad (from Scanpy). Add your dataset as below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "be6d013a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "import os\n",
    "from natsort import natsorted\n",
    "import stereo as st\n",
    "from stereo.core.ms_data import MSData\n",
    "from stereo.core.ms_pipeline import slice_generator\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "\n",
    "# prepara for input directory\n",
    "data_dir = './Demo_3D/3D_AnnData_0.8.0'\n",
    "\n",
    "data_list=[]\n",
    "for fn in os.listdir(data_dir):\n",
    "    data_list.append(os.path.join(data_dir, fn))\n",
    "\n",
    "# ensure data order by naming them regularly\n",
    "data_list = natsorted(data_list)\n",
    "\n",
    "# construct MSData object \n",
    "ms_data = MSData(_relationship='other', _var_type='intersect')\n",
    "\n",
    "# when come to loaded data object \n",
    "# ms_data = MSData(_data_list=[data1, data2], _names=['s1', 's2'], _relationship='other', _var_type='intersect')\n",
    "\n",
    "# add all samples into MSData\n",
    "for sample in data_list:\n",
    "    ms_data += st.io.read_h5ad(file_path=sample, bin_type='bins', bin_size=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3d1557b",
   "metadata": {},
   "source": [
    "After loading sorted data into MSData object, just type it to obtain basic information."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "52aac080",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ms_data: {'0': (482, 13668), '1': (549, 13668), '2': (598, 13668), '3': (713, 13668), '4': (744, 13668), '5': (815, 13668), '6': (925, 13668), '7': (1272, 13668), '8': (1263, 13668), '9': (1248, 13668), '10': (1039, 13668), '11': (1260, 13668), '12': (959, 13668), '13': (1078, 13668), '14': (1240, 13668), '15': (1110, 13668)}\n",
       "num_slice: 16\n",
       "names: ['0', '1', '2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12', '13', '14', '15']\n",
       "obs: []\n",
       "var: []\n",
       "relationship: other\n",
       "var_type: intersect to 0\n",
       "mss: []"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ms_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d87a32d0",
   "metadata": {},
   "source": [
    "Get one of samples like when you work with Python list."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6b13c5f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 482 × 13668\n",
       "    obs: 'slice_ID', 'raw_x', 'raw_y', 'new_x', 'new_y', 'new_z', 'annotation'\n",
       "    uns: 'bin_type', 'bin_size', 'sn'\n",
       "    obsm: 'X_umap', 'spatial', 'spatial_elas', 'spatial_rigid'\n",
       "    layers: 'raw_counts'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ms_data[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "837895fd",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\">\n",
    "\n",
    "**Note**\n",
    "\n",
    "The analysis results, like quality control metrics, UMAP and ... , are just stayed in each sample data object, which are not associated with multiple samples. When it comes to the usage of each sample annotation result, a simple function, `ms_data.to_integrate()`, will be introduced later to meet your analysis needs.\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c82343ec",
   "metadata": {},
   "source": [
    "The index of each sample is related to the order they were added, and names can be changes as below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2c5bc701",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ms_data: {'S0': (482, 13668), 'S1': (549, 13668), 'S2': (598, 13668), 'S3': (713, 13668), 'S4': (744, 13668), 'S5': (815, 13668), 'S6': (925, 13668), 'S7': (1272, 13668), 'S8': (1263, 13668), 'S9': (1248, 13668), 'S10': (1039, 13668), 'S11': (1260, 13668), 'S12': (959, 13668), 'S13': (1078, 13668), 'S14': (1240, 13668), 'S15': (1110, 13668)}\n",
       "num_slice: 16\n",
       "names: ['S0', 'S1', 'S2', 'S3', 'S4', 'S5', 'S6', 'S7', 'S8', 'S9', 'S10', 'S11', 'S12', 'S13', 'S14', 'S15']\n",
       "obs: []\n",
       "var: []\n",
       "relationship: other\n",
       "var_type: intersect to 0\n",
       "mss: []"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "name_list=[]\n",
    "for i in range(16):\n",
    "    name_list.append('S'+ str(i))\n",
    "\n",
    "# pass name list to MSData\n",
    "ms_data.names=name_list\n",
    "ms_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "efa166d5",
   "metadata": {},
   "source": [
    "And sample names can be reset using `ms_data.reset_name()`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3f29fed5",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ms_data: {'0': (482, 13668), '1': (549, 13668), '2': (598, 13668), '3': (713, 13668), '4': (744, 13668), '5': (815, 13668), '6': (925, 13668), '7': (1272, 13668), '8': (1263, 13668), '9': (1248, 13668), '10': (1039, 13668), '11': (1260, 13668), '12': (959, 13668), '13': (1078, 13668), '14': (1240, 13668), '15': (1110, 13668)}\n",
       "num_slice: 16\n",
       "names: ['0', '1', '2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12', '13', '14', '15']\n",
       "obs: []\n",
       "var: []\n",
       "relationship: other\n",
       "var_type: intersect to 0\n",
       "mss: []"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ms_data.reset_name()\n",
    "ms_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8812814",
   "metadata": {},
   "source": [
    "The relationship means literally the correlation between/among multi samples, which is default to `other` and could be changed simply."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "94b6fda3",
   "metadata": {},
   "outputs": [],
   "source": [
    "ms_data.relationship='continuous'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "faa9bed6",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\">\n",
    "\n",
    "**Note**\n",
    "\n",
    "`ms_data.integrate()` is necessarily to be performed after data loading. Default method is `intersect`, which means to take the intersection of genes (var) for subsequent multi-sample analysis. After integration, `_var_type` shows the intersect gene number from 0 to 13668. Otherwise here also provide `union` method.\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "090aab50",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ms_data: {'0': (482, 13668), '1': (549, 13668), '2': (598, 13668), '3': (713, 13668), '4': (744, 13668), '5': (815, 13668), '6': (925, 13668), '7': (1272, 13668), '8': (1263, 13668), '9': (1248, 13668), '10': (1039, 13668), '11': (1260, 13668), '12': (959, 13668), '13': (1078, 13668), '14': (1240, 13668), '15': (1110, 13668)}\n",
       "num_slice: 16\n",
       "names: ['0', '1', '2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12', '13', '14', '15']\n",
       "obs: ['batch']\n",
       "var: []\n",
       "relationship: continuous\n",
       "var_type: intersect to 13668\n",
       "mss: []"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ms_data.integrate()\n",
    "ms_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d272036",
   "metadata": {},
   "source": [
    "## Preprocessing"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00375e27",
   "metadata": {},
   "source": [
    "### Quality control"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46b2402d",
   "metadata": {},
   "source": [
    "`scope` and `mode` are crucial parameters in basic multi-sample analysis and correlated funcitons.\n",
    "\n",
    " - `scope` , similar to list, means which samples used for analysis.\n",
    " - `mode`, like a switch, shows that analysis is performed on single sample or multi samples, `integrate` and `isolated`. It is easy to distinguish processing modes.\n",
    "\n",
    "There are two ways to set `scope` and `mode`, running `ms_data.tl.set_scope_and_mode` to set them globally or pass them as parameters into each analysis function, the latter will overwrite the former on every specific function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bd4a284a",
   "metadata": {},
   "outputs": [],
   "source": [
    "ms_data.tl.set_scope_and_mode(\n",
    "    scope=slice_generator[:],\n",
    "    mode='integrate'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "35180286",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2023-07-10 22:31:34][Stereo][18436][MainThread][8820][ms_pipeline][106][INFO]: data_obj(idx=0) in ms_data start to run cal_qc\n",
      "[2023-07-10 22:31:34][Stereo][18436][MainThread][8820][st_pipeline][37][INFO]: start to run cal_qc...\n",
      "[2023-07-10 22:31:35][Stereo][18436][MainThread][8820][st_pipeline][40][INFO]: cal_qc end, consume time 0.0970s.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "ms_data: {'0': (482, 13668), '1': (549, 13668), '2': (598, 13668), '3': (713, 13668), '4': (744, 13668), '5': (815, 13668), '6': (925, 13668), '7': (1272, 13668), '8': (1263, 13668), '9': (1248, 13668), '10': (1039, 13668), '11': (1260, 13668), '12': (959, 13668), '13': (1078, 13668), '14': (1240, 13668), '15': (1110, 13668)}\n",
       "num_slice: 16\n",
       "names: ['0', '1', '2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12', '13', '14', '15']\n",
       "obs: ['batch', 'total_counts', 'n_genes_by_counts', 'pct_counts_mt']\n",
       "var: ['n_cells', 'n_counts', 'mean_umi']\n",
       "relationship: continuous\n",
       "var_type: intersect to 13668\n",
       "mss: []"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ms_data.tl.cal_qc(scope=slice_generator[:],mode='integrate')\n",
    "ms_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4dc88f0d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2023-07-10 22:31:35][Stereo][18436][MainThread][8820][ms_pipeline][106][INFO]: data_obj(idx=0) in ms_data start to run violin\n"
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IiIicaevWrQA4A+uCyYwzIByAbdu2eTIsEREREZEKpaS5iJQpu93Oyy+/zOHDh3F5B1DQsA+Yzv9RU9CgG06/WmRkZDB+/Hjy8/MrJlgREREp5n9J84hT93UB2LJli8diEhERERGpaEqai0iZSUtLY+zYsaxatQrDZOZko74YXr5/vqPFi5ONr8CweLN161buvfdeDh8+XP4Bi4iIiFt2drZ7EVB30jyo6H7jxo2eCktEREREpMIpaS4iZWLz5s2MHj2abdu2YVi8OdkkAVdgnQve3/ANJr/pVbi8/Dhw4AB33XUXiYmJ5RixiIiInGnDhg24XC6cvqEY3v4AOIMiMUwmjhw5QnJysocjFBERERGpGEqai8hFSU9PZ+rUqTz00EOkp6fj9KtFXstrcYbE/OXXcgXWJb/lYJyBdcnLy+PJJ5/kzTffJDU1tRwiFxERkTP9+uuvADhD6v2v0eLtnnW+bt06T4QlIiIiIlLhrJ4OQESqpuTkZL788kvmzZuH3W4HwB4WT0GDHmDxKvXrGt7+5De7Gp+kNXgf+51Zs2bx/fffc8UVVzB8+HAaNmxYVocgIiIipzgcDlauXFn0+A8nvp0h9bDmpLB06VIGDx7sifBERERERCqUkuYi8pfs3LmTL774gqVLl+JyuQBwBoRTGNUGR2h9MJku/k3MFmz1u+EIrY/30c2Qc5QFCxawYMECunTpwk033USbNm0wlcV7iYiICOvWrSMrKwuX1RdncFSxbfawhvgcXs9vv/1GWloa4eHhHopSRERERKRiKGkuIuflcrnYuXMniYmJrF69ml27drm3OUJiKIxsjTMosmyS5X/gDKnHyZB6mPPS8D66GWvGQVavXs3q1atp0KABXbt2pWvXrrRs2RKrVR9nIiIipbVgwQIAHGENwVS8gqPhE4QjsC7W3GMsWrSI4cOHeyJEEREREZEKoyyTiJwlNzeXdevWkZiYyK+//kpGRoZ7m4EJR1hDCqNa4/IPq5B4XAHhFDTui6kgG++ULXil7eHAgQMcOHCAGTNmEBQUxGWXXUaXLl3o1KkToaGhFRKXiIhIdZCamsrSpUsBsIc3BsMAl6Noo9kKJhOO8CZYc48xa9Ysrr/+ep2sFhEREZFqTQuBigiGYXDw4EFmzpzJQw89xODBgxk/fjw//fQTGRkZGBYv7LUacDK+J3nthlPQqHeFJcyLxekbjK1Bd3LbDedkwz7YwxphWHzIyclhyZIlvPzyy/ztb39jzJgxfP755+zevdtdQkZEyt6yZcu45ppriI6OxmQyMXv27GLbDcPgmWeeISoqCj8/PxISEti9e3exPunp6YwYMYLg4GBCQ0O54447yM3NLdZn8+bN9OzZE19fX2JjY5k0aVJ5H5pIjTJz5kycTieOoChcAeHgchC04TOCNnzmTp7bazfCZfUjNTWVxYsXezhiEREREZHypSkiIjVQVlYWv//+O9u3b2fHjh38/vvvZGdnF+vj9A3BGRKDIzQOZ2BdMFs8FG0JrD44ajfEUbshGC7MucexZiVhzUyCkxls3bqVrVu38sEHHxAQEECzZs1o2bIlLVq0oEWLFoSFVXzCX6Q6ysvLo23bttx+++387W9/O2v7pEmTmDx5Mp988gnx8fE8/fTT9OvXj+3bt+Pr6wvAiBEjOHr0KAsXLsRutzNq1ChGjx7N9OnTAcjOzuaqq64iISGBKVOmsGXLFm6//XZCQ0MZPXp0hR6vSHV04sQJ5s6dC0BhVJtzdzRbsUe2wufwOj7//HOuuOIKzTYXERERkWpL33RFqjm73c7evXvZvn27O0menJx8Vj/DZMEZFIEjNBZHSCyGb7AHoi0FkxlXUASFQREUxnTEZMvFmnUYa2YSlpyj5OXlsWHDBjZs2ODeJSIiolgSvWnTpvj4+HjwIESqpquvvpqrr766xG2GYfDGG2/w1FNPMXjwYAA+/fRTIiIimD17NsOHD2fHjh3Mnz+ftWvX0rFjRwDeeustBgwYwCuvvEJ0dDTTpk2jsLCQDz/8EG9vb1q1asXGjRt57bXXlDQXKQNTp06loKAAZ0AdnMHR5+1bWKc5XilbSEpK4vvvvy/xZJmIiIiISHWgpLlINeJwODh8+LA7Sb5jxw52796N3W4/q6/LJxhnYJ2iH8mBdXH51apcs8lLyfAJxF63Ofa6zYtmoZ/MwJJ7HHPecSx5xzGfzCQ1NZXU1FR+/vlnACwWC40aNXIn0Rs3bkxcXBze3t4ePhqR8pWWlkZoaGi5zBbdv38/KSkpJCQkuNtCQkLo3LkziYmJDB8+nMTEREJDQ90Jc4CEhATMZjNr1qzhuuuuIzExkV69ehX799ivXz8mTpxIRkYGtWrVKvH9bTYbNpvN/fyPV9OICO4TVwAFcZ3/fFFvqzeF9Trge3AVH374IX379tU6IiIiIiJSLSlpLlIFGYbB8ePH2b9/P/v27XPfDh06VGKC3LD4nJEgL7rHWgNmVpvMuPxr4/KvDTQvanMWYslL+18iPfc4OE6ya9cudu3axXfffQcUJdJjY2OJj4+nYcOG7ltkZCSmP0sqiFQS69at48cff+T666+nZcuW7vZZs2Zxzz33cPz4cQIDA3n++ed58MEHy/S9U1JSgKIrO84UERHh3paSkkLdunWLbbdarYSFhRXrEx8ff9ZrnN52rqT5hAkTeO655y7+QESqKYfDweuvvw6AvXZjXIF1/2SPIvY6TfE6toPc3Azee+89HnvssfIMU0RERETEI5Q0F6nkcnNz3cnxM5Pkf1wo7zTDbMXlVwtnQDjOwLo4A+pg+AT9+eyxmsLijTM4+n+XoBsGpsI8LHnHTiXS07CczMDpLOTAgQMcOHDAPSMdwN/f351IPzOhHhxcRcrZSI3y1ltv8eWXX3Lfffe52/bv38/w4cOx2+1ERUWRmprKuHHjaNu2LX369PFcsGXsiSeeYNy4ce7n2dnZxMbGejAikcpl+vTp7Nq1C8PijS2m45/vcJrJjK1+N/x/n8u8efPo3bs3Xbp0Kb9ARUREREQ8QElzkUoiOzubpKQkDh8+zMGDB91J8tTU1BL7G5hw+Ybg8quFy79WUaLcr5YS5H+VyYThE4jDJxBHWMOitlOJdPPJDCwnMzDnZ2A+mY65IIv8/Hy2bdvGtm3bir1MeHi4O4lev359YmJiiI2NJTQ0VDPTxWNWr17NpZdeSu3atd1tH374IXa7nVdeeYVx48axfv16unTpwptvvlmmSfPIyEgAUlNTiYqKcrenpqbSrl07d59jx44V28/hcJCenu7ePzIy8qzPwdPPT/cpiY+Pj9YqEDmHvXv38umnnwJQUL8rhrf/X9rfGRRBYUQrvFO38corr/DRRx8RFBRUHqGKiIiIiHiEkuYiFchms5GcnMzhw4dJSkpyJ8mTkpLIyso6534uL/9TifEwnKeT5L4hYNY/4XJxKpHu9AnEGXrGzFSXC3NBVlEC/WQGlvwMzCczMBfmkpaWRlpaGmvXri32UoGBgcTGxhIbG+tOpMfGxlKvXj38/Pwq+MCkpjkzQX3awoULCQgIYMyYMQB06NCBnj17smnTpjJ97/j4eCIjI1m8eLE7huzsbNasWcM999wDQNeuXcnMzGT9+vV06NABgCVLluByuejcubO7z7/+9S/sdjteXl7uY2jWrNk5S7OIyLnl5+fz/PPP43A4sIfG/e+E8V9kq9cBa1YSaWlpTJo0ieeff14niUVERESk2lDGTaSMuVwujh07xuHDhzl06FCxBHlqaiqGYZx7Xy//otnjviG4/EJx+RclyWtE/fGqwGwuOmHh/4dEnbMQc/6pWeknM4oS6wXZmApzyc3NZceOHezYseOsl6tTp447iX5mYj0yMhKLpeovyiqe53Q6cTgc7ue5ubls2LCBvn37FltYMzo6mtWrV//l18/NzWXPnj3u5/v372fjxo2EhYURFxfH2LFjefHFF2nSpAnx8fE8/fTTREdHM2TIEABatGhB//79ufPOO5kyZQp2u50xY8YwfPhwoqOLSijdfPPNPPfcc9xxxx089thjbN26lTfffNNdi1lELpxhGLz22mscPHgQl5c/tgbdS391msXKyfje+P8+l+XLl/PVV18xbNiwsg1YRERERMRDlDQXKQWHw0FqaipHjx7lyJEjHD161D2D/PDhwxQWFp5zX8PiVZQU9wnB5ReCyyf4VKI8GCxeFXgUUmYs3riCInAFFV/wEJcDc0H2qVuWO5luLsjC5LRx/Phxjh8/zoYNG4rt5uXlRXR0NDExMdSrV4+oqCiio6OJjo4mIiKiWLJT5Hzi4uJYv369+/ncuXNxOBwkJCQU65ednU1ISMhffv1169Zx+eWXu5+friE+cuRIPv74Yx599FHy8vIYPXo0mZmZ9OjRg/nz5+Pr6+veZ9q0aYwZM4YrrrgCs9nM0KFDmTx5snt7SEgICxYs4L777qNDhw6Eh4fzzDPPMHr06L8cr0hN991337Fo0SIMTBQ06oPhdXFXPLkC62CL64zvwUSmTJlC8+bNadOmTRlFKyIiIiLiOSbjfNNeKymn08n48eP5/PPPSUlJITo6mttuu42nnnrKfVmoYRg8++yzTJ06lczMTLp37867775LkyZN3K+Tnp7O/fffzw8//OD+of7mm28SGBh4QXGcTjJkZWVpEcBqxjAMcnJyOHLkiDspfub9sWPHcLlc597fZD6VDA/GOD1z3LcoOW5YfWtuzXGnnaANnwGQ0/6Wmn2SwFFQYjLdXJCNyXCeczeTyUSdOnXcifQ/3quGevVzMWPN448/zqRJkxgyZAiXX345kyZN4ujRo+zYsaPYeHi6ZFBpZptXFRqzpaZbuXIlTz/9NC6Xi4KYy7BHtT53578yXhsGvvt+wSt9P0FBQUyePJn4+Pgyjl6k8tM4Uzb0dxQRkfL0V8aZKjnTfOLEibz77rt88skntGrVinXr1jFq1ChCQkJ44IEHAJg0aRKTJ0/mk08+cV8S3q9fP7Zv3+6e4TZixAiOHj3KwoULsdvtjBo1itGjRzN9+nRPHp5UELvdftZs8TPv8/Lyzru/YbLg8gnC8AnCdfp2OjHuEwgmcwUdiVRJVl9cgb64AusWbz+9COnpZLotB5MtB/OpGy4Hx44d49ixYyXWoPb19XXPSv9jUj0yMlKz1GuYhx9+mJkzZzJ79mxmz54NFM0GPzNhvmbNGpKTk7nppps8FKWIlLdNmzbx3HPP4XK5sIc3wR55Sdm9uMlEQYMemG255OQc55FHHuGdd94hIiLiz/cVEREREamkqmTSfNWqVQwePJiBAwcC0KBBA2bMmMGvv/4KFM0SfuONN3jqqacYPHgwAJ9++ikRERHMnj2b4cOHs2PHDubPn8/atWvp2LEjAG+99RYDBgzglVdecddSPZPNZsNms7mfZ2dnl/ehykUwDIP09HSOHj1a4u348ePnnS0O4PLyw+UTXCwxfvqx4eVXc2eMS/k5cxHSkHrFtxkGJkdBsST6mUl1U2EeBQUF7Nu3j3379pXw0ibCw8OJiopyJ9FPP46KiqJ27dqqpV7NhIeHs3nzZr7++muOHz9Ohw4d6Nu3b7E+KSkpPPjgg4wYMcJDUYpIedqxYwdPPvkkhYWF2EPjKLiYOubnYvEiv+mV+O/4kbS0NB5++GFeffVV6tat++f7ioiIiIhUQlUyad6tWzfef/99du3aRdOmTdm0aRMrVqzgtddeA4oWIktJSSlWszUkJITOnTuTmJjI8OHDSUxMJDQ01J0wB0hISMBsNrNmzRquu+66s953woQJPPfcc+V/gHLBcnJyiiXCU1JSij0+X21xAMNcwmzx08+9g8BSJf+JSHVlMmF4+WF4+Z09Qx3A5cRky8Vsyz4roX56lvrpOuqbN28+a3er1UpERATR0dFnJdQjIyMJCQlR6ZcqKDAwkNtuu+2c2wcPHuw+wSwi1cuqVat47rnnsNlsOAIjKGjUp/yuhLP6crLpVfj/PpekpCTuu+8+Jk6cSMOGDcvn/UREREREylGVzAg+/vjjZGdn07x5cywWC06nk5deesk9Sy4lJQXgrMtCIyIi3NtSUlLOmv1itVoJCwtz9/mjJ554wr3IGRTNNI+NjS2z45KzFRQUnJUIPzNJ/qclVDBheAfg8gn8X2LcO1CzxaV6Mlsw/EJw+oVwVlX0s2ap5xY9Ljz1uDAXh8NBcnIyycnJJb68n5/fOWepR0ZG4u/vX+6HKH9N37596d+/P48++uh5+73yyivMmzePxYsXV1BkIlLefvjhB15//XVcLheOkHqcbNQXzOX71d/wCSS/+UD8dv3E8ePHuf/++3nppZdo165dub6viIiIiEhZq5JJ85kzZzJt2jSmT59Oq1at2LhxI2PHjiU6OpqRI0eW2/v6+Pjg4+NTbq9fU9ntdo4ePcrhw4dJSkri8OHD7sdpaWl/ur/L6nsqCR54xizxU4+9A8Gs2uIeZ7gwFeaB0+FuMtlywWLF8A5Q/feK8Gez1A0XpsL8P8xOz8VceOq5/SQnT548Z+kXgLCwMGJiYoiJiSE2Ntb9ODo6Wp+dHvLLL7/QoEGDP+23c+dOfvnll3KPR0TKn8Ph4P3332fmzJkA2MObUFC/e4V9HzJ8AslvMQi/3QvJyz3Gw488woMPPMCgQYN0tZKIiIiIVBlVMmn+yCOP8PjjjzN8+HAAWrduzcGDB5kwYQIjR44kMjISgNTUVKKiotz7paamume6REZGcuzYsWKv63A4SE9Pd+8vZcfpdHLs2DGSk5PPSoynpKSct7a4YfYqnhA/lSA/nRzH4lWBRyKlYSrMI3DzV8XaArfNAiC3zQ0YPkGeCEvOZDK7a6lD1NnbXY4zZqfnnkqu5/6vDIyzkPT0dNLT088q/WIymahbt26xRPrpxxEREVitVXIoqlYKCgr030GkGkhNTeW5555j+/btANii21EYfWnFX1Vn9eFks/747lsGGQd49dVX2bRpE+PGjdNVSSIiIiJSJVTJX8j5+fmY/zBbxmKxuBOv8fHxREZGsnjxYneSPDs7mzVr1nDPPfcA0LVrVzIzM1m/fj0dOnQAYMmSJbhcLjp37lxxB1PNZGdnc+DAAXdi/PR9cnIydrv9nPsZZisu32BcPiFF977BuHxDMHyCMaw+KqEi4mlmKy6/UPALPbv0C4DDhrkgu6ieekFW0eOCbMy2LHDaSU1NJTU1lXXr1hXbzWq1EhUVdVZCvUGDBtSqVasijqzGy87OZtWqVcVOMotI1ZOYmMjLEyaQk52NYfGmIL4njlr1PReQ2UpBo8txpmzF5/A6Fi1axM6dO3nuuedU51xEREREKr0qmTS/5ppreOmll4iLi6NVq1b89ttvvPbaa9x+++1A0azGsWPH8uKLL9KkSRPi4+N5+umniY6OZsiQIQC0aNGC/v37c+eddzJlyhTsdjtjxoxh+PDhREdHe/Doqo7MzEx2797Nrl272LlzJ7t27TpnPXgAw2TG5VOUEDdOJcWLnoeotrhIVWf1wRVYB1dgneLtp2qpmwuyMJ2RSD+dVHc4HCQlJZGUlHTWS4aHh9OsWTOaNm3qvtWuXbuCDqjq+mMy6uuvvz5n6RWHw0FqaioOh4MxY8ZUQHQiUtZsNhvvv/8+33zzDQBO/3BONr68clzFZTJhj2qNK7Auvnt/Jikpibvvvpu7776bIUOGnDUJRkRERESksqiSSfO33nqLp59+mnvvvZdjx44RHR3NXXfdxTPPPOPu8+ijj5KXl8fo0aPJzMykR48ezJ8/H19fX3efadOmMWbMGK644grMZjNDhw5l8uTJnjikSi8zM9OdGD99S01NLbFvUSmVkKKk+JmzxlW7WqTmOVVL3enlB0F/KH1lGJgK886enV6QhcmWTVpaGmlpaaxcudK9S+3atd0J9NMJ9fDw8Ao+qMrtwIED7scmk4nc3Fxyc3NL7Ovl5UV0dDTXXnstEyZMqKAIRaSs7N69m5deesn9776wbktssZeB2eLZwP7AGRRBfqsh+O5fBlmHmTx5MomJiTz22GP6DBcRERGRSslkGIbh6SCqquzsbEJCQsjKyiI4ONjT4ZQZu93O5s2b2bZtmztRfvz48RL7unyCcQbUxukfjisgHKd/GFi14J8UZ7LlnFXT/DTVNJcSOe1Y8k9gzjuBJT8Nc96JomQ6Zw9ZYWFh7kR6y5YtufTSS6vVwqMXM9aYzWZuu+02Pvzww3KKruqormO21ExOp5MvvviCjz76CIfDgcvLj4L4njhDYsroDewEbfgMgJz2t5Td+jGGgdfx3/E59Csmw0lQcDD/HDeOPn36lM3ri3iQxpmyob+jiIiUp78yzlTJmeZS9nJzc1mzZg0rV65kzZo15OXlFdtuQNHMcf/aOAPCi+79a4PV2zMBi0j1ZvHCGRSJMygS92oITjuW/HTM+Sew5KVhzj+B+WQm6enprF69mtWrVwPg6+tLx44d6d69O127diU0NNRTR+FxH330EY0bN/Z0GCJShpKTk5kwYQJbt24FwB5aH1uD7hhevn+yZyVgMmGv2wJnUBS++5aSk32C8ePHc+WVV/LAAw8QFKST6CIiIiJSOShpXoOlpqaycuVKVq5cycaNG3E6/7e8n8vqhzM4GmdA7VMzyGuX3SwjEZHSsHjhDIrAGRRxRiLdgflkOpa8NCz5J7BkH6GgII8VK1awYsUKzGYzl1xyCd26daNHjx7ExJTRLMwqYuTIkZ4OQUTKiGEYzJkzh3feeYeCggIMsxcFcZ1xhDepcuvCuPxCyW8xCO8jv+F9dAsLFy7kt99+4/HHH6djx46eDk9EREREREnzmsZms/HVV1+xdOlSdu/eXWyb0zcUR2gcjlpxuALqVLkfYCJSA1msuALr4gqsW5RINwzM+elYMw9hzTwE+SfYvHkzmzdvZsqUKdSvX5+ePXty44031qgZjfn5+axbt46jR49is9nO2e/WW2+twKhE5EIdP36cV155hTVr1gDgCIqkIL5n1S5vZrZQGNMRR2gcfvuWkZaWxsMPP8yQIUMYPXo0/v7+no5QRERERGowJc1rkAMHDvDcc8+xf/9+AAxMOAPruhPlhm+IhyMUEblIJhOugNoUBtSmsN6lmGy57gS6JecoBw8e5ODBgyxatIhnn32WFi1aeDricvfMM8/w+uuvk5+ff84+hmFgMpmUNBepZAzDYO7cubz77rvk5eVhmCzYYjpgj2hVbSY3uALrktdqMD6H1+F9bAezZ89m9erVPPzww5p1LiIiIiIeo6R5DWAYBvPnz+fNN9+koKAAl9WPwpgOOEJjMbz8PB2eiEi5MXwCsUe0xB7REhw2rFmH8UleT0pKCmPGjGH06NHccMMNmM1mT4daLiZNmsSLL76IxWJh4MCBNG3atEbNsBepyg4fPsyrr77Kb7/9BoAzIJyC+J64/Gp5OLJyYPHCVr8rjtA4fA+sJCUlhYcffpirr76ae++9V59bIiIiIlLhlDSvAV5//XW+//57ABzBURQ07I3hpUteRaSGsfrgqN0IR0gsvgdWQMYB3n33XbZs2cLzzz9fLRPnU6dOxc/Pj+XLl9O+fXtPhyMiF6CwsJCvv/6aTz75BJvNhmG2YqvXAXtECzBVv8+pMzlD6pF3yXX4HF6P97HtzJs3jzVr1nDffffRt29fTNVkdr3UXM8//zzt2rXj2muvPW+/H374gd9++41nnnmmgiITERGRP6re37wFm83GnDlzALCHNeRk035KmItIzWb1pqDR5RRGtAJgxYoVpKWleTio8pGUlETv3r2VMBepAgzDYOXKldx22228//772Gw2HMFR5LUagj2yVbVPmLtZvLDV70J+84E4fUNIT0/nhRde4P7772fnzp2ejk7koowfP57Zs2f/ab/vv/+e5557rvwDEhERkXOqId++ay4fHx9uvPFGACzZRzA5zr0AnEhFGDRoEJ9++imDBg3CZDJhKjx3nWWRcuNyFC0UClx11VXUrVvXwwGVj8jISAICAjwdhoj8if379/PII4/wr3/9iyNHjuDy8uNkfE9ONu2P4Rvs6fA8whkUQX6rwdjqtccwW9m6dSt33303kyZN4sSJE54OT6RcOZ3OankFnIiISFWikbgGGDVqFI0aNcLsKMBv10IsmUlguDwdltRQw4YNIy4ujmHDhmEYBubCXE+HJDWJYWDJPorf7kWYbTlERETwwAMPeDqqcjN8+HB++eUX8vLyPB2KiJTg2LFjvPbaa9xxxx2sW7cOw2TGFtWGvNbX4whvUm0W+yw1s5XC6HbktR6KPawRhmHw448/csstt/Dpp5/qs02qrW3btlGrVjVcv0BERKQKUU3zGsDb25t//etf3HPvvdjy0/DfvRCXTyCFdVpgr9MErL6eDlFqkJkzZzJs2DBmzpyJyWTC5R3o6ZCkJnAW4pW2B69jv2MpyATAYrHw+OOPExhYff8fHD9+PKtWreLaa6/lvffeo3Hjxp4OSUSA9PR0pk+fznfffYfdbgfAHlofW+xlNXZm+fkY3gEUNOpNYUQLfA+tJj8vjQ8//JCvv/6am2++mSFDhuDrq++zUjndfvvtxZ6vWLHirLbTHA4HO3fuZN26dQwZMqQCohMREZFzMRmGYXg6iKoqOzubkJAQsrKyCA6u/D9wjhw5wqxZs5g3bx65uUWzew2TBUdYPIV1W+AKrOPhCKW6MtlyCNz8VdFjkwnDMNz3uW1uwPAJ8nCEUl2ZT2bgdWwHXml7MLkcAPj6+nLllVdy3XXX0bBhQw9H+OcuZqzp27cvhYWFJCYmYjabqV+/PjExMSVe8m0ymVi8eHFZhV3pVLUxW6qn7OxsvvjiC7799lsKCgoAcARGUBjTAWdQpIejO4PTTtCGzwDIaX8LWLw8HNAZDANr+n58jmzAXJANQFhYGH//+98ZNGgQ3t7eHg5QaqpzjTNnjrmnv//+mTZt2vDtt99Wie8pZU3jtYiIlKe/Ms4oaX4RquqAXlBQwKJFi5g9ezZ79uxxt7t8gnGExOAIqYczKAosuhBBysaZSfM/UtJcypTLiSU3FWvWYSxZyVhOZrg3xcbGMmTIEPr161elZpdfzFjzV+qhmkwmnE7nXw2vyqiqY7ZUD1lZWXz11VfMmjXLXVLEGRCOrV4HnMHRla8MS2VOmp9muLCe2ItP8m/uUm916tTh5ptvZsCAAfj4+Hg4QKlpzjXOLF26FCha7Ldv377079+fxx57rMTX8Pb2Jjo6mvr161dIzJWRxmsRESlPf2WcUVa0BvL19WXQoEEMHDiQ7du3M2vWLJYuXYrdlo33se14H9uOYbLgDIrAERKDMyQGl29I5ftBJyICmAqysWYnY808jCXnqHtGORQljbt3786QIUNo3749phr2ObZ//35PhyBSo2VkZDBz5kxmzZrlnlnu9KtVlCwPjdV3q4thMuMIb4IjrCFeabvxPrKR48eP8+abb/L5558zfPhwrrnmGpVtEY/r3bu3+/HIkSPp2bNnsTYRERGpnDTT/CJUp7PgeXl5bNiwgV9//ZVff/2V1NTUYttd3gGnEuj1cARFgVWzd+TCaaa5lClnIZacVKxZyVizDmO2ZRfbHBYWRqdOnejUqRMdOnQgJCTEQ4GWjeo01niS/o5SkU6cOMEXX3zB999/j81mA8DpH0ZhVDsctepX/mR5VZhp/kcuB17Hd+GdsgVzYdFs/lq1ajFs2DAGDx6Mv7+/hwOU6k7jTNnQ31FERMqTZprLXxYQEEDPnj3p2bMnhmFw6NAhdwJ948aN2Avz8D6+E47vBMDpG4IrsC7OUzeXb2jl/wEoIlWPYWCyZWPJPea+mU9mcOanjcVi4ZJLLqFTp0507tyZRo0a1bgZ5SJSORw9epQZM2Ywb9489wKfzoBwbNHtcIZoZnm5MluxR7TEXqcZXif24H10ExkZGbz33nvMmDGDoUOH8re//Y2gIJ2ol8rB6XSSlpbmPrFWkri4uAqMSERERM6kpLmcxWQyUb9+ferXr88NN9xAQUEBmzZtcifRk5KSsBRkYSnIwittNwCGxRtnQB13Et0ZWAcsWohJRP4ipx1LXtr/EuR5xzE7Cs7qFhUVRceOHenUqRPt27cnICDAA8FWfocOHfpL/fXjXKR0Dh48yPTp01m4cCEulwsAR2BdCqPb4Qyup2R5RTJbsNdphr12E6zpe/E5sons7Gw++ugjvvzySwYPHswNN9xAWFiYpyOVGmrhwoW8/PLLJCYmuk+ulcRkMuFwOM65XURERMpXqZLm+fn5pKWlUbt27WKJioyMDCZOnMjWrVuJi4vjn//8J40aNSqzYMUzfH196dy5M507dwYgMzOT7du3s337drZu3crvv/9OQUFBUU3h7GQADMDlV6sogR5QB5d/bVx+IWDWeRoROcXlxFyQhTk/HUve8aIkeX46JopXDfPy8qJZs2a0atWKSy65hJYtW1K7dm0PBV21NGjQ4IJn3evHuchft3v3bj7//HOWLVvG6YqHjuBoCqPa4gyKVLLck8ynap7XboQ1/QDeRzeRn5/BjBkz+Oabbxg4cCDDhw8nIiLC05FKDfLNN99w44034nK5CA8Pp379+h5fnPydd97hP//5DykpKbRt25a33nqLTp06nbP/V199xdNPP82BAwdo0qQJEydOZMCAAQDY7XaeeuopfvzxR/bt20dISAgJCQn8+9//Jjo6uqIOSUREpEyUKoP5wgsvMGnSJH799Vc6dOgAgM1mo0uXLuzZs8f9o+Hrr79m06ZNREVFlV3E4nGhoaF069aNbt26AeBwONi/fz9bt25l27ZtbNu2jaNHj2I5mYHlZIa7pIuBCZdvCC7/Wrj8wnCeuje8A/SjUqQ6MwxM9pOYT6ZjyU/HnJ+B+WQ65oIsTIbrrO7h4eFccskltGrVilatWtGkSRO8vKpAPd1KqFevXiUmzV0uF0lJSRw6dAiXy0XXrl3x9tbVQSIXwjAM1q9fz4wZM1i/fr273R4aR2FUW1yBdTwYnZzFZMZRuyGOsHgsmUn4HN1IYV4as2bN4rvvvuOKK65g+PDhmugjFWL8+PEAfPDBB9x2222YzWaPxvPll18ybtw4pkyZQufOnXnjjTfo168fO3fupG7dumf1X7VqFTfddBMTJkxg0KBBTJ8+nSFDhrBhwwYuueQS8vPz2bBhA08//TRt27YlIyODBx98kGuvvZZ169Z54AhFRERKr1QLgXbu3JmMjAx27drlbvvvf//LnXfeSd++fXnssceYO3cukydP5uGHH2bSpEllGnRloUVKzu3EiRNs376dbdu28fvvv7Nv3z6ys7NL7GtYvHH61fpfMv3UY5V3qT60EGgN4nRgPnXCzJyffipRnoHJWXK9zoCAAOLj42nWrJk7UV7Sj7SarDzHml27dvGPf/wDwzBYuHAhvr6+Zfr6lYnGbLlYDoeDpUuXMmPGDPbs2QMUTQhwhMVTGNUGl381KvdRFRcCvVCGgSX7CN5HN2PNOepuvuyyy7jpppu49NJLtS6GlMqFjDN+fn5069aNxYsXV3B0JevcuTOXXXYZb7/9NlB0Uj02Npb777+fxx9//Kz+N954I3l5ecyZM8fd1qVLF9q1a8eUKVNKfI+1a9fSqVMnDh48WGIZOJvNVqyue3Z2NrGxsRqvRUSkXJT7QqCHDh2iffv2xdq+//57TCYTH330EbGxsVx55ZXMnz+fefPmVdukuZxb7dq13QuLQtGsrBMnTrB371727dvH3r172b9/PwcPHsThKMSamwq5qcVew+UTiNMvDJdfaNEM9VM3rD6eOCQROZOjELMtu6i8SkEW5pOZWPLTMdmyKSnVYDabiY2NpWHDhjRq1IiGDRvSsGFDIiIilJzwoKZNm/Ltt9/SrFkznn32WSZOnOjpkEQqnZycHObPn8/XX39NamrRdxXDbMUe3pTCyFY68VvVmEw4Q+pxMqQe5rw0vFO2YE0/wNq1a1m7di1NmzZl2LBh9O7dW1c5SZmLjIwkPDzc02EAUFhYyPr163niiSfcbWazmYSEBBITE0vcJzExkXHjxhVr69evH7Nnzz7n+2RlZWEymQgNDS1x+4QJE3juuef+cvwiIiLlrVRJ84yMjGKDnmEYrFixgjZt2hAbG+tub9u2LT/99NNFBylVn8lkIjw8nPDwcHdtdCiqe5eUlOROpp9OqKelpWG25WK25UJm8YXsXFYfDJ8QXL7BpxLpp+59gsGimukiZcblPJUYL0qOmwpOJ8mzMTtOnnO3WrVqFUuON2rUiLi4OHx8dMKrMjr9ufzFF18oaS5yhj179vDdd9+xcOFCCgqKFiR2WX2xR7SksG5zsFbfKzNqCldAOAWNLsdULxvv1G14pe1i165dvPjii7zzzjsMHDiQa6+9VldASZm54YYb+OyzzygoKPD41V1paWk4nc6z6vpHRETw+++/l7hPSkpKif1TUlJK7F9QUMBjjz3GTTfddM7ZfE888USxRPzpmeYiIiKeVqoMY2RkJPv373c/X79+PRkZGdxyyy3F+mn2oPwZLy8v94zTM2VnZ7sT6AcPHuTw4cMkJSVx/PhxzA4bOI5hyTt21uu5vAOKkug+IcUS6oZPIJg8WzOwJjO8A8htcwM4HQRumwVAbqvrwGItqmkvnmO4MBXmuRPj7ntbFiZbbomzxk8LCwsjNjaWmJgY6tev7/63HBZWjUoU1BCGYbhn0IrUZHa7nWXLljFr1iy2bt3qbnf6hWKv2xJ7eGMtal4NGb7B2Op3pTD6UryO7cDr+E4yMjL4/PPPmT59Ot26dWPIkCF06NBBv2/koowfP55ffvmFa665hilTplTrWvp2u51hw4ZhGAbvvvvuOfv5+PhoYoWIiFRKpfrW365dO+bMmcPs2bO54ooreOGFFzCZTAwaNKhYv927d2uVbCmV4OBg2rVrR7t27Yq1nzx5kuTkZHcS/fR9UlISOTk5mAvzMBfmAUeL7WeYTLh8gjF8gk8l1YPc94Z3EHh4EZ5qz2QuunzdaXc3GT6B1atGamV2ZmLcloO5IBuTLfvULPIcTIbznLsGBAQQExPjTo6fvo+JiSEgQCc8qoPffvuNpUuXUr9+fU+HIuIxBw8e5KeffmLevHlkZGQARd8dHKENsEe0wBkYoUXLawDDy5fCepdSGNUWa+ZBvI79jjXnKCtWrGDFihXExsYycOBArrzySmrXru3pcKUK8vf3Z9GiRXTr1o3mzZvToEED6tWrV+KCoCaTqVxrn4eHh2OxWM46aZ6amkpkZGSJ+0RGRl5Q/9MJ84MHD7JkyRLVJhcRkSqpVEnzRx99lDlz5jB06FCgaIZau3bt6Nu3r7tPamoqmzZt4qabbiqbSEUoWjyncePGNG7c+KxtWVlZZyXTDx8+zOHDh7HZbFgKsqAgC7KK72dgwvAJwOUTXHTzDSpKrvsUJdVV8kWqBJcDsy23KBlekFOUED+dFC/MwXSeNZ+9vLyoV69eicnxWrVqaVZdFfb888+fc1tubi67du1i3rx5OBwO7rrrrgqMTMTzcnJyWLJkCfPnz2fHjh3udpeXP/Y6zbDXaYbh7e/BCMVjzGYcYfE4wuIxn8zA69jveKXtISkpiSlTpvD+++/TqVMn+vfvT9euXTVLVi5YcnIyCQkJ7Nq1C8Mw2Lt3L3v37i2xb3l///L29qZDhw4sXryYIUOGAEULgS5evJgxY8aUuE/Xrl1ZvHgxY8eOdbctXLiQrl27up+fTpjv3r2bn3/+WSeYRESkyipVNrBbt27MmjWLV155hbS0NDp06MDLL79c7Az5jBkzCAoKon///mUWrMj5hISEEBISQqtWrYq1u1wu0tLS3En05ORkjhw54r632WyYTtdP58hZr+vy8sflG4zhE+ROpJ+epa5FSaVCOe3uRLjZll0sQW4qzDtvKRUvLy+io6OJjo6mXr167vu4uDjq1q2LxWKpsMOQijN+/HhMJhPGeU6a+Pv7n1VPtCw5nU7Gjx/P559/TkpKCtHR0dx222089dRT7oSAYRg8++yzTJ06lczMTLp37867775LkyZN3K+Tnp7O/fffzw8//IDZbGbo0KG8+eabBAYGlkvcUj05HA7WrVvHTz/9xIoVK7Dbi66AMjDhDI3BXrsJjtA4XYEmbi6/Wtjqd8UW0xGvE3vxOrEHco+xevVqVq9eTWBgIFdccQX9+/enefPmOtEs5zVu3Dh27txJQkIC999/Pw0bNvToODZu3DhGjhxJx44d6dSpE2+88QZ5eXmMGjUKgFtvvZV69eoxYcIEAB588EF69+7Nq6++ysCBA/niiy9Yt24d77//PlCUML/++uvZsGEDc+bMwel0uuudh4WF4e3t7ZkDFRERKQWTcb5f0nJe2dnZhISEkJWVpUvOqijDMDhx4oQ7iX76dvp5bm7uefcvWpT09IKkZ96CVPO0JE47QRs+AyCn/S0qz1ISl/NUCZWsPyy+mYXZUXDeXf39/c9Kip++hYeHl3jpr1R+FzPWfPLJJ+fc5u3tTVRUFJdddlm5ltp5+eWXee211/jkk09o1aoV69atY9SoUbz00ks88MADAEycOJEJEybwySefEB8fz9NPP82WLVvYvn27e6G0q6++mqNHj/Lee+9ht9sZNWoUl112GdOnT7+gODRm11yGYbBr1y4WLVrE4sWLSU9Pd29z+tXCHt4ER+1GGF5+HoyyktF4fV6mgiy80vbglbYHsz3P3R4XF0dCQgIJCQkqUVkDXcg4U7t2bcLDw9m+fXulmbDw9ttv85///IeUlBTatWvH5MmT6dy5MwB9+vShQYMGfPzxx+7+X331FU899RQHDhygSZMmTJo0iQEDBgBw4MAB4uPjS3yfn3/+mT59+vxpPBqvRUSkPP2VcaZUSfNPP/2Uxo0b061bt/P2W716Nbt27eLWW2/9q29RJWhAr/6ys7PPSqSfvp2ueVoSAzC8A89Iov8vsW54B9Tcuqj6EV7EMDDZ889YfPN/t6LFN8/9sRwSEnJWQvx0kjw0NFQz3Kqhqj7WDBo0iIiICP773/+624YOHYqfnx+ff/45hmEQHR3NP//5Tx5++GGgqNxWREQEH3/8McOHD2fHjh20bNmStWvX0rFjRwDmz5/PgAEDOHz4cInJKZvNhs1mcz/Pzs4mNja2yv4d5a9LTk5m0aJFLFq0iKSkJHe7y+qLI6wh9vAmuPzDau6YfD4ary+M4cKSfRSvE3uwZhzA5PrfGiGtWrUiISGByy+/nNDQUM/FKBXmQsbrWrVq0b9/f2bMmFHB0VUdVf17j4iIVG5/ZZwp1VTY2267jdtuu+1Pk+b//e9/+fDDD6tt0lyqv+DgYIKDg2nRosVZ2/Lz890J9EOHDrnrqB86dIi8vDxMhbmYC3MhO7nYfobJckYSvfgsdZV7qWac9rOS4qcT5SaX45y7+fn5ERsb664rHhcXR0xMDPXq1VMpCqlyunXrxvvvv8+uXbto2rQpmzZtYsWKFbz22msA7N+/n5SUFBISEtz7hISE0LlzZxITExk+fDiJiYmEhoa6E+YACQkJmM1m1qxZw3XXXXfW+06YMIHnnnuu/A9QKpWMjAx+/vlnFi5cWKxOuWGy4AiNw167Ec6QemCuHDM8pYozmXGG1Cv6f8rZFWvGQbxO7MWSfZRt27axbds23nrrLS677DISEhLo0aMHfn66oqEm69KlyzlrmIuIiEjlUq71I1wul2Y9SrXl7+9PkyZNitXchaLLwDMzM0lKSjrrduTIERwOB5aTGVhOnj1T3eUVgMs/DKd/rVP3tTF8gsCkshqVmmFgsuVgOZmOOb/oZjmZfqpOfsnMZjPR0dHFkuKnE+W1a9fWZ6eUqcLCQr755huWL19OcnLRibx69erRs2dPhg4dWq41Rh9//HGys7Np3rw5FosFp9PJSy+9xIgRIwDctU4jIiKK7RcREeHelpKSQt26dYttt1qthIWFufv80R/rtJ+eaS7VT2FhIatWreKnn35izZo1uFwu4FSd8uAo7LUb4ahVHyyqpSvlyOKNI7wJjvAmmArzsabvw+vEXsg/wZo1a1izZg2+vr707t2b/v3707ZtW5VNq4FeeuklunfvztSpU7nzzjs9HY6IiIicR7kmzfft26dLqqTGMZlM1KpVi1q1atGmTZti2xwOBykpKe5Z6Wfe0tLSMNvzMGflYc3632XkhtmKy68WTv8wXP5huPzCcPqH6VJpT3E6MJ9Mx5KfjvlUktySn4HJZS+xe61atc5KisfGxhIVFYWXl/4bSvlbuXIlN998M4cPHz5rQdD33nuPxx9/nBkzZvzp1WOlNXPmTKZNm8b06dNp1aoVGzduZOzYsURHRzNy5MhyeU8AHx8ffHx09U51ZRgGO3bs4KeffmLJkiXk5OS4tzn9w4sS5WHxGN7+HoxSairD2x975CXYIy/BdDILr/S9eJ3YS0FBDj/99BM//fQTERERXHXVVfTr14+YmBhPhywVZOvWrYwaNYq7776badOmceWVV1KvXr1znkDRFdsiIiKec8FJ8+eff77Y840bN57VdprD4WDnzp0sW7aMK6+88uIiFKlGrFYrMTExxMTE0KVLl2LbcnNz2bdvH3v37nXf9u3bh81mw5J3HEve8WL9XT5BOP1OJdL9w3AGhBfVS5cyY7KfxJyXhiX/hHv2uKkgm5LmgHt5edGgQQMaNWpEo0aNaNy4MQ0bNiQkJKTC4xY5bdeuXVx99dXk5ubSoUMH/v73v9OgQQNMJhMHDhzgs88+Y/369QwYMIC1a9eedeVMWXjkkUd4/PHHGT58OACtW7fm4MGDTJgwgZEjRxIZGQlAamoqUVFR7v1SU1Np164dAJGRkRw7dqzY6zocDtLT0937S81w/PhxFixYwE8//cShQ4fc7S4vf+y1G+MIb4zLL9RzAYr8geEXQmG99hRGX4ol9xjWE7vxSt9Pamoqn332GZ999hmXXHIJ/fr1o2/fvuW6MLN43m233YbJZMIwDJYtW8by5ctL7GcYBiaTSUlzERERD7rgpPn48ePdA7zJZGLjxo1s3LjxvPvUrVuXl19++WJjFKkRAgMDadOmTbHZ6U6nk+TkZPbs2eNOpO/Zs6doVrotB7MtBzIPuvu7vANxBkXgDIzAGRSByzdUC5xdKMPAZMvGkpOKJTcVa24q5oLsErvWqlWLxo0buxPkjRo1Ii4uDqu1XC/eEfnLXnrpJXJzc3n99dd58MEHz9r+wAMPMHnyZMaOHctLL73Exx9/XOYx5OfnnzWDzmKxuEtoxMfHExkZyeLFi91J8uzsbNasWcM999wDQNeuXcnMzGT9+vV06NABgCVLluByuejcuXOZxyyVi2EYbNy4kVmzZrFixYr/lV8xW3CENsAe3hhncJRKmUnlZjIVfUcLisAW1wVrxiG8TuzGknWErVu3snXrVt555x2uuuoqhgwZQsOGDT0dsZSDZ555RiX4REREqgiT8cdrtc/hk08+AYp+uNx+++306NGDO+64o8S+3t7eREdH06VLl2p9abRW9hZPycrKKpZE37NnD/v373cnEk4zLN6nEuh1i+4DwsHswcSu007Qhs8AyGl/i2dLzLicmPNPYMk95k6Umx0FZ3Vr0KABjRs3LpYkDwsL80DAUlNdzFgTExNDREQE69evP2+/Dh06kJqayuHDhy8m1BLddtttLFq0iPfee49WrVrx22+/MXr0aG6//XYmTpwIwMSJE/n3v//NJ598Qnx8PE8//TSbN29m+/bt+Pr6AnD11VeTmprKlClTsNvtjBo1io4dOzJ9+vQLikNjdtWTn5/PggULmD17NgcOHHC3OwIjsIc3wRHWQHXKy0tlGq+rOVNhPtYTe/FK242lINPd3rZtW6677jp69Oihk/JVhMaZsqG/o4iIlKe/Ms5c8DewM+uOfvLJJ1x99dXlWotURM4tJCSE9u3b0759e3dbfn4+27dvZ8uWLWzZsoXt27dTUFCANSvJXSPdMJlxBYTjCIzAGRyFMygKzBZPHUbFMlxFyfHsI1hyU7HkHcfkchbr4uXlRfPmzWndujWtW7emVatW+rIuVdrx48fp3bv3n/Zr3rw527ZtK5cY3nrrLZ5++mnuvfdejh07RnR0NHfddRfPPPOMu8+jjz5KXl4eo0ePJjMzkx49ejB//nx3whxg2rRpjBkzhiuuuAKz2czQoUOZPHlyucQsnpWUlMQ333zDggULyM/PB4rW97DXboy9bnNc/jpxKdWH4e2PPao19shLsOSk4HVsB9aMg2zatIlNmzYRHh7OoEGDGDx4MLVq1fJ0uCIiIiI1xgXPNJez6Sy4VGYOh4M9e/a4k+hbtmwhIyOjWB/DbMUREoMjNBZnSCyGl+85Xq2MVPTMNUch1qzDWDOLThyYnIXFNgcHB3PJJZe4k+RNmzbF21uzFqVyuZixJjo6mujoaNatW3fefpdddhnJyckcOXLkYkKt1DRmV367du1i2rRpLFu2zL1ordM3BHvd5thrNwGrPp8rjGaae5SpMA+vY7/jdXwXZsdJoGhx4wEDBnDjjTdqLYdKSuNM2dDfUUREylO5zDQXkarFarXSvHlzmjdvzg033IBhGCQnJ7N161Y2b97MmjVrOHHiBF4ZB/DKOICBCWdgXRyhcThC4zD8quYCliZbDtbMQ1gzk7DkHMV0xnnB4OBgOnXqRLt27WjdujWxsbFn1VoWqU4uv/xyvvjiC6ZMmcLdd99dYp+pU6eyfv16br755gqOTqSo7N+mTZuYNm0aa9eudbc7QmIpjGiJMzhaa3NIjWN4B1AY04HC6HZYMw7gnbINW34as2bN4vvvvychIYGbb76Z+vXrezpUERERkWqr1DPNt2/fzqRJk1i2bBlHjx6lsLCwxH4mkwmHw3FRQVZWOgsuVZnL5WLXrl2sWrWKlStXsnfv3uLbfYKx16qPvU4zDN8y+v+7nGaumQrz8Dq+E2vGQSwni8+mj4uLo1u3bnTr1o1WrVphsdSQcjRSbVzMWLNjxw46duxIQUEB3bp14+abb6ZBgwYAHDx4kBkzZrBixQr8/PxYu3YtLVq0KIcjqBw0ZlcuhmGwZs0aPvvsM3dpIAMTjrB4CqPaqASLp2mmeeViGFiyj+B9dDPWnKNA0W+sHj16cMstt9C0aVMPByigcaas6O8oIiLlqdxnmicmJpKQkMDJk0WXC4aFhekyQZEqxmw2u2ei33777aSkpJCYmMiqVav47bffcNiy8UnZgnfKFpwhsRRGtMAZXK/yzPgzDCy5qXilbseacRATRef/zGYzrVu3difKY2NjPRyoiOe0aNGC77//nhEjRrBy5UpWrVpVbLthGERERDBt2rRqnTCXysMwDH799Vc+/vhjduzYUdRmsmAPb0Jh5CVld5JWpDoxmXCG1ONkSD3MucfxProJr8xDLF++nOXLl9O9e3duu+02mjRp4ulIRURERKqNUiXNn3jiCU6ePMnYsWN56qmnCAvTbCCRqi4yMpLrrruO6667jry8PNauXcu8efNYs2aNezFRl28whXVbYg9vDBYP1ZZ1OfA6sQ+v1O1YTqa7m9u2bcvAgQPp3LkzISFVs7SMSHm44oor2LdvHzNnzmT58uXuuuXR0dH07NmTYcOG4e/v7+EopbozDIO1a9fy8ccfs3379qI2swV7nRZFyXJv/T9YKRguTIV54PzfVaImWy5YrBjeAWBSSTNPcwXWoaBJAoUnM/A+shlr+l5WrlzJypUr6dmzJyNHjqRx48aeDlNERESkyitVeZbAwECaNm3Khg0byiOmKkOXjklNcPjwYWbNmsX8+fPJy8sDihYQLazbksJ67cD8F869Xczl3oYL75QteB/dislpA4oWxUpISOBvf/sbjRo1uvDXEqlCNNaUDf0dPcMwDNavX8/HH3/M1q1bi9pOJ8ujWmN4+Xk4QjmTyZZD4OavStyW2+YGDJ+gCo5I/oz5ZCbeRzZiTd/H6WsBe/XqxciRI/XdqIJpnCkb+juKiEh5KvfyLN7e3jRv3rxUwYlI1RITE8P999/PHXfcwYIFC5g1axYHDx7EJ2Uz1syDFMT3xBVYt1xjMJ/MwHffciz5aUDRrPghQ4YwYMAAfZkWEamEDMNg3bp1fPzxx/+rWW6yYK/b/FSyXDPLRcqCyy+UgkZ9MEe3w/vIb1jT97Ns2TKWLVtGr169uPXWWzXzXERERKQUSnWNZY8ePdyX1opIzeDv78+QIUP4+OOPeeGFFwgLC8NSkIX/jrl4J60FVzks+Gu48D6yCf9t32HJTyMwMJDHHnuMadOmMXz4cCXMRf7Et99+S/v27Vm8ePE5+yxatIj27dvz3XffVWBkUl2drll+33338cgjj7Bt2zYMk4XCiFbktb0BW1xnJcxFykFR8vxy8i+5DntYPAawbNky/vGPf/DMM8+wZ88eT4cowO7du/n000/Zv39/sfbVq1fTpUsXAgMDadmyJd9++62HIhQREZHTSlWeZevWrXTp0oWJEydy3333lUdcVYIuHZOaLDs7m7feeouFCxcC4PSrxclm/c9/qf1fKc/itOO3awHW3FQAunTpwsMPP0x4eHiZHYNIVXAxY80111zDqlWrOHLkCD4+PiX2sdlsREVF0bNnz2qdONeYXb4cDgdLly7lq6++4vfffwdOl2HRzPKqROVZqg/zyYxTZVv2u8u2dO3alWHDhtGuXTtMlWVh92rkQsaZu+++mw8++IADBw4QExMDQGpqKk2bNiUnJweTyYRhGFgsFtasWUP79u0r8hAqBY3XIiJSnsq9PMuGDRsYNWoUDzzwADNnzuTKK68kJiYGs7nkieu33nprad5GRCqx4OBg/vWvf9G7d29effVVMjIy8Nv5E/nNrwZrycm5C+Zy4Ld7IdbcVAICArj//vvp16+ffuCJ/EWbNm2ibdu250yYQ9HaAO3atWPjxo0VF5hUGzk5OcyZM4dvv/2W48ePA0qWi1QGLr9aFDS6/FTZlk1Y0/eRmJhIYmIijRo14oYbbqBv3754e3toYfcaasWKFbRr186dMAf48MMPycnJYdy4cbz88sv8+OOPDB06lNdee43PP//cg9GKiIjUbKVKmt92223us+DLly9n+fLlJSazDMPAZDKVS9I8OTmZxx57jHnz5pGfn0/jxo356KOP6Nixo/u9n332WaZOnUpmZibdu3fn3XffpUmTJu7XSE9P5/777+eHH37AbDYzdOhQ3nzzTQIDA8s8XpHqqkePHjRo0ID777+fjIx0/HcvJL9pv7+2yOeZXC789v6MNScFf39/XnvtNZo1a1a2QYvUEMeOHaNXr15/2i8qKorExMQKiEiqi8OHD/PNN98wb948CgoKAHBZfbHXbYG9bnMt8ClSSRQlz/tgqncp3qnb8Erbw969e/n3v//N+++/z5AhQ7j22msJDQ31dKg1wtGjR+nTp0+xtvnz5+Pj48P48ePx9vZmyJAhdO7cmTVr1ngmSBEREQFKmTR/5plnPDrjMyMjg+7du3P55Zczb9486tSpw+7du6lVq5a7z6RJk5g8eTKffPIJ8fHxPP300/Tr14/t27fj6+sLwIgRIzh69CgLFy7EbrczatQoRo8ezfTp0z11aCJVUkxMDK+88goPPvggubnH8N2/jIJGfaEUnxM+SWuwZibh7e3NhAkTlDAXuQihoaEcOnToT/slJSXphLH8qezsbJYuXcrChQvZvHmzu93pV4vCiFY4ajcEc6m+WopIOTN8Q7DV74atXge8j+/EK3U76enpfPjhh3z66ad06dKFhIQEunbtet6rk+TiFBQUYLFY3M9tNhtr166lc+fOxcbh+Ph4Nm3a5IkQRURE5JRS/bIZP358GYfx10ycOJHY2Fg++ugjd1t8fLz7sWEYvPHGGzz11FMMHjwYgE8//ZSIiAhmz57N8OHD2bFjB/Pnz2ft2rXu2elvvfUWAwYM4JVXXiE6Ovqs97XZbNhsNvfz7Ozs8jpEkSqnUaNG/Pvf/+bBBx+EjIM4Mg7gCIv/8x3PYMk+ivexHUDR50zbtm3LI1SRGqNTp07MmzePLVu20Lp16xL7bNmyhcTERK688soKjk6qApvNRmJiIgsXLmTNmjU4HP9b9NkREkNhRCucwdGlOkkqIh5g9aEwqg2FEZdgzdiPd8o2yE9jxYoVrFixgoCAAHr16sWVV15J27ZtiyV45eLFxMQUO+m4aNEiCgoK6Nu3b7F+J0+eJCAgoKLDExERkTOUXIS8kvv+++/p2LEjN9xwA3Xr1uXSSy9l6tSp7u379+8nJSWFhIQEd1tISAidO3d2X36emJhIaGioO2EOkJCQgNlsPuelcBMmTCAkJMR9i42NLacjFKmaLrnkEv7+978D4HMwERwFF76zy4HvgZVA0eKF3bp1K48QRWqUe++9F6fTycCBA/n666/P2v71118zcOBAXC4X9957rwcilMrI4XCwbt06Jk6cyN/+9jfGjx/PypUrcTgcOP1qYYvpSG6bYZxsehXOkHpKmItURWYzjtqNyG91LXmthmCLbI3LO4C8vDzmzZvHuHHjuPHGG/m///s/du7ciWEYno64Wujbty+7d+9m7Nix/PDDDzz22GOYTCb3RK/TtmzZot+aIiIiHlYlr6Hdt28f7777LuPGjePJJ59k7dq1PPDAA3h7ezNy5EhSUlIAiIiIKLZfRESEe1tKSgp169Yttt1qtRIWFubu80dPPPEE48aNcz/Pzs7WlxmRPxgxYgRLly7lwIED+CRvxFa/ywXt552yDbMtm/DwcO66665yjlKkZujfvz8PPfQQr7/+OjfeeCOhoaE0bNgQKBpLMzMzMQyDBx54gEGDBnk4WvGknJwcfv31V1atWsWaNWvIzc11b3N5B2APa4SjdiNc/rXO8yoiUhW5/MMo9A+jMKYjltxUrCf24JV+gLS0NGbOnMnMmTOpU6cOXbt2pXv37rRr104lXErpiSeeYObMmbz11lu89dZbGIbBjTfeWOzqym3btrF3717GjBnjwUhFRESkVEnzP14+dj4mk4nFixeX5m3OyeVy0bFjR15++WUALr30UrZu3cqUKVMYOXJkmb7XmXx8fPQFUeRPeHt7M2bMGB5++GG80nZhi2kPFu+ijWYrOe1vcT92M1x4nSrLcuedd6q2skgZevXVV7n00kt5+eWX+f3331m/fr17W4sWLXj88ce55ZZbPBiheEpycjKrVq1i1apVbN68GafT6d7msvriqFUfR+1GOAMjNJtcpCYwmXAGReIMisQW1xVr1mGsJ/ZizTrM8ePH+f777/n+++/x9fXlsssuo1u3bnTp0qXYulJyfnFxcWzatIkPPviA48eP06FDB2677bZifX777TcGDx7MsGHDPBOkiIiIAKVMmv/yyy9/2sdkMmEYRrksGBoVFUXLli2LtbVo0YJvvvkGgMjISABSU1OJiopy90lNTaVdu3buPseOHSv2Gg6Hg/T0dPf+IlI6HTp0IC4ujkOHDuGVtgd7xKl/ryYTWLzO6m/NOITZnk9oaCiXX355BUcrUv39/e9/5+9//ztHjx4lKSkJgNjY2GJjpFR/LpeLHTt2sHLlSlatWsWBAweKbXf6huIIjcURGocrsA6YqmQVPxEpC2ZL0YmzWvXB5cCSfRRrZhLWzEMUFOSzfPlyli9fjslkomXLlnTr1o0ePXoQFxdXLr//qpOYmJjzrhF2eswWERERzypV0nz//v0ltrtcLpKSkliwYAFvvvkm9957b7nUSO3evTs7d+4s1rZr1y7q168PFC0KGhkZyeLFi91J8uzsbNasWcM999wDQNeuXcnMzGT9+vV06NABgCVLluByuejcuXOZxyxSk5hMJoYMGcLkyZOLJ83PwevEbgAGDRqEt7d3RYQoUiNFRUUpUV7D2Gw2fvvtN1auXMnKlStJT093bzMomlXqCI3DERqL4RvswUhFpNIyW3GGxuIMjcVmdMWcfwJr5iGsmUlY8k+wbds2tm3bxtSpU4mNjaVHjx50796dli1bYjbr5NuZbr/9dnr06MHtt99+3n4ff/wxy5Yt48MPP6ygyEREROSPSpU0P52cLkl8fDy9evWib9++9OvXjy5dupy3f2k89NBDdOvWjZdffplhw4bx66+/8v777/P+++8DRQm7sWPH8uKLL9KkSRPi4+N5+umniY6OZsiQIUDRzPT+/ftz5513MmXKFOx2O2PGjGH48OFER0eXabwiNVGPHj2YPHky5vwT4LSXOMMcAMPAkpPq3kdERC5OTk4Oa9asYcWKFaxZs4aTJ0+6txkWLxwhMUWJ8pAYsKrsnIj8BSYTroBwCgPCKazXHlNh3qkZ6AexZBddzTRjxgxmzJhBrVq16N69Oz169ODSSy9VmUuKkuHAnybNV65cySeffKKkuYiIiAeV20Kgffv2pWPHjvz73//muuuuK9PXvuyyy5g1axZPPPEEzz//PPHx8bzxxhuMGDHC3efRRx8lLy+P0aNHk5mZSY8ePZg/fz6+vr7uPtOmTWPMmDFcccUVmM1mhg4dyuTJk8s0VpGaqm7dukRERJCamool9xjOkHol9jOfzMTkLMTX15fGjRtXcJQiItXDyZMn+fnnn1m8eDEbN24sXp/cy78oSV6rPs6gSDBbPBipiFQnhncA9rrNsddtDs7CojroGYewZh0mIyODOXPmMGfOHHx9fencuTNXXXUVnTt3xmott5+h1UJhYSEWiz6rRUREPKlcv63ExMQwb968cnntQYMGMWjQoHNuN5lMPP/88zz//PPn7BMWFsb06dPLIzwRAVq3bv2nSXNLbtEs85YtW+oHlIjIX7Rz507mzJnD4sWLyc/Pd7c7/UJPlV2pjysgXAt5ikj5s3jjCGuII6whuJxYclKKyrhkHKSgIJ+lS5eydOlSwsPD6d+/PwMHDlTJsBIYhsGGDRuoU6eOp0MRERGp0cotQ3Xy5EnWrl1bbGa3iNQsrVq1YtGiRVjyjp2zjyXvuLuviIj8udzcXBYvXsycOXPYvXu3u93lE4w9vAn2sAYYviEejFBEajyzBWdIPZwh9bDFdcGcfwKv9H1Y0/aQlpbG559/zrRp0+jQoQODBg2ie/fueHmdo5RfFde3b99iz+fPn39W22kOh4O9e/eSkpLCLbfcUhHhiYiIyDmUKml+6NChc27Lzc1l165dvPrqqyQlJXHTTTeVOjgRqdpatixaANSSexwMo8SZjubcY8X6iohIybKysvj444+ZN28eBQUFABgmM45aDbDXaVZUekUzykWksjlVB90WEI6tXgesmYfwOr4Ta/YR1q1bx7p16wgNDeWGG27ghhtuqHaLwv/yyy/uxyaTiZSUFFJSUs7Z38vLi0GDBvHKK69UQHQiIiJyLqVKmjdo0ADTn/woMwyDZs2a8Z///KdUgYlI1deoUSP8/Pw4efIk5rzjuALrFttusuVgKcjCbDbTokULD0UpIlK5ORwO5syZw3//+19ycnIAcPqGYq/TFEftxhheuqpPRKoIswVHWDyOsHhMBdl4pe3CK203mZmZTJ06lblz5zJmzBi6du36p783q4r9+/cDRb+PGzZsyPXXX3/O38je3t6Eh4dX21n3IiIiVUmpkua9evU655cYb29voqKi6N27NzfddJPKs4jUYFarle7du7No0SK80vdj+0PS3Jp+AIC2bdsSGhpa8QGKVHMHDhygQYMGng5DLsLGjRt566232Lt3LwBOv1rYYjvhDI7WrHIRqdIM32AKYzpSWK891hN78Tm8jiNHjvDkk0/SqVMnxowZQ1xcnKfDvGj169d3P3722We59NJLi7WJiIhI5VSqpPmZl5iJiJxPnz59WLRoEdb0A9hiOxVL8nil73f3EZGy17hxYxISErjzzjsZPHiwFtutQlwuF2+99RazZs0CwLB4Y4vpgL1OMzCZPRydiEgZMplxhDfBUasB3kc24p26jV9//ZVRo0bx4IMPcu2113o6wjLz7LPPejoEERERuUD69Swi5eqyyy7D39+f/Pw8zLnHcAVFAGAqyMaSn4bZbKZXr14ejlKkemrUqBELFixg4cKF1KlTh9tuu4077riDJk2aeDo0OQ+n08l//vMf5s+fD0BhnebYYtqDVVfviUg1ZvGiMPYy7HWa4nvoV8hK4rXXXqOwsJDrr7/e09GVuUOHDnH06FFsNts5++g7soiIiOdcdNK8sLCQjRs3kpycDEC9evVo165dtVvARURKx8fHhx49erBgwYKiEi2nkuanZ5m3b9+eWrVqeTJEkWpr586dLF26lKlTp/Ltt98yadIk/vOf/9C7d29Gjx7N3/72N43XlYzD4eDf//43ixYtwsBEQcNeOGo38nRYIiIVxvAN4WSTBLwPr8MnZQtvv/02drudm266ydOhlYkPP/yQF154gUOHDv1pX6fTWQERiYiISElKnTQvKCjgmWee4b333iM3N7fYtsDAQO6++26ee+451TQXES6//HIWLFiANWM/trjOYDJhzdjv3iYi5ad379707t2bzMxMPvvsMz744AN++eUXli5dSq1atbj11lu58847tRhvJfHhhx8WJcxNJgoa9sERFu/pkEREKp7JRGFMRzBb8Dmykffee4+oqKgqX9Lvo48+4h//+AcAl1xyCU2bNiUoKMjDUYmIiEhJSpU0t9lsJCQkkJiYCECbNm1o0KABJpOJAwcOsGnTJl555RVWrlzJ4sWL8fHxKdOgRaRq6dChA15eXtjtJzHZcjC8/DDnpwPQtWtXD0cnUjOEhoZy//33c//99/Prr78ydepUvvzyS958803efPNNunXrxujRoxk2bJjGbQ+x2Wx8//33ABQ06KmEuXjUoEGDGDZsGDNnzmTu3LmYCvMxfJTckwpkMlFYrz0mpx3v1G188803VT5p/tprr2G1Wvn666+rVa12ERGR6qhUK0m9/vrrrFq1iu7du7Nx40Z+++03Zs2axbfffsuGDRvYtGkTPXv2JDExkTfeeKOMQxaRqsbb25vGjRsDYMlLw5KXhgmIiIggLCzMs8GJ1ECdOnXi4YcfZvjw4RiGgWEYrFy5kttuu424uDjefvttT4dYIy1fvpzc3Fxc3gE4ajf0dDhSww0bNoy4uDiGDRuGYRiYC3P/fCeRclAY2RoDE1u2bOHgwYOeDuei7N69m169eilhLiIiUgWUKmk+Y8YM6tSpw9y5c2nduvVZ2y+55BLmzJlDeHg406ZNu+ggRaTqa9asGVCUNDfnpxVrE5GKUVBQwGeffUavXr1o2bIlH3zwAZGRkTz55JMsWrSIf/zjH+Tm5vLggw/ywgsveDrcGmfZsmUA2Gs3BlOpvqKJlJmZM2dy6NAhZs6ciclkwuUd6OmQpIYyvP1xhtQDik4uVmVhYWGEh4d7OgwRERG5AKUqz7Jnzx4GDRp03vprgYGB9OnThzlz5pQ6OBGpPmJjYwEwFeZiNooWNYqJifFkSCI1xubNm5k6dSrTpk0jKysLKFpP4O6772bIkCFYrUVfB/r27cuTTz5Jly5deP/993n66ac9GXaNExoaCoDJWejZQESAuXPnMmfOHEwmU9EVKd7+ng5JarDTn4unPyerqsGDBzNnzhzsdjteXl6eDkdERETOo1TTmKxWK/n5+X/aLz8/3/1DXERqttOzasyF+ZgKiz4/6tSp48mQRKq9Dz74gM6dO3PppZfyzjvvYLFYeOihh/j9999ZtGgR119//VnjdP369bnyyis5cuSIh6KuuS677DIArNnJHo5EBAzDKHYv4jEOG+bc4wB07NjRw8FcnJdffpmAgABGjRpFRkaGp8MRERGR8yhVRrt169YsWbKEffv20bBhyTU39+/fz5IlS2jfvv1FBSgi1cPppLnJnocZo1ibiJSP0aNHA9CtWzfuvvtubrjhhgta5LNNmzYkJSWVWRzJyck89thjzJs3j/z8fBo3bsxHH33kTn4YhsGzzz7L1KlTyczMpHv37rz77rs0adLE/Rrp6encf//9/PDDD5jNZoYOHcqbb75JYGD1KRlx6aWXYrFYoCAbr2O/Y6/b3NMhiYh4lmHgc3gdJgxiY2OJjIz0dEQX5Z///CctW7ZkxowZzJ07lw4dOhATE4PZfPZcNpPJxH//+18PRCkiIiJQyqT5XXfdxciRI+nTpw/PPvssN998M35+fgCcPHmSL774gvHjx1NQUMDdd99dpgGLSNXkLjvgsIHJAkBISIgHIxKp/u677z7uuusuLrnkkr+038MPP8zDDz9cJjFkZGTQvXt3Lr/8cubNm0edOnXYvXs3tWrVcveZNGkSkydP5pNPPiE+Pp6nn36afv36sX37dnx9fQEYMWIER48eZeHChdjtdkaNGsXo0aOZPn16mcRZGQQGBnLrrbfy0Ucf4XswEcPLD0et+p4OS0TEY7yP/Ib38Z2YTCbuuusuT4dz0T7++GP346ysLJYsWXLOvkqai4iIeFapkua33HILK1asYOrUqYwePZrRo0e7Z4ympRUt8GcYBnfddRcjRowou2hFpMoKDg4GwORygD2/WJuIlI+33nrL0yEwceJEYmNj+eijj9xt8fHx7seGYfDGG2/w1FNPMXjwYAA+/fRTIiIimD17NsOHD2fHjh3Mnz+ftWvXumenv/XWWwwYMIBXXnmF6Ojoij2ocnTrrbdy7Ngx5s6di+/eXzjZ5AqcIVr/QURqGMPAK3UbPkc2AjB27Fh69Ojh2ZjKwM8//+zpEEREROQClbrg+HvvvcdVV13F5MmTWbNmDcePF9WZ8/b2pkuXLtx///0MHTq0zAIVkaotICDA/djkcgBUq7IKIpVdcnIyK1ascNcqj46Opnv37uW+IO/3339Pv379uOGGG1i6dCn16tXj3nvv5c477wSKyrmlpKSQkJDg3ickJITOnTuTmJjI8OHDSUxMJDQ0tFgt24SEBMxmM2vWrOG66647631tNhs2m839PDs7uxyPsuyYTCYeeughMjMzWblyJf67FlBYtwW2mI5g0aJxIlL9mQrz8D2wEmvWYaDoZOLpk6pVXe/evT0dgoiIiFygUi0EetrQoUNZunQpubm5HD16lKNHj5Kbm8svv/yihLmIFGM2m8+qpXy67IKIlJ8jR47wt7/9jfr163PzzTe7S6/cfPPNNGjQgOuuu47Dhw+X2/vv27fPXZ/8p59+4p577uGBBx7gk08+ASAlJQWAiIiIYvtFRES4t6WkpFC3bt1i261WK2FhYe4+fzRhwgRCQkLct9jY2LI+tHJjtVp55plnGDJkCADex3YQsG02lpxUzwYmIlKeDAPrib0EbJ2FNeswXl5e3HPPPYwaNcrTkVVr77zzDg0aNMDX15fOnTvz66+/nrf/V199RfPmzfH19aV169b8+OOPxbYbhsEzzzxDVFQUfn5+JCQksHv37vI8BBERkXJR6pnmxV7Eaj3rx66IyB/5+PgUm/l5IQsSikjpHTlyhK5du5KUlIS/vz9XXXUVDRo0AODgwYMsWLCA7777jvXr17N69epyKXPicrno2LEjL7/8MlC02OXWrVuZMmUKI0eOLPP3O+2JJ55g3Lhx7ufZ2dlVKnHu4+PjLkcwceJEjh8/jt/vc7HXaU5hVBsMH12pIyLVhznvBD7JG7BmFS1C3axZM5544gn3mCXl48svv2TcuHFMmTKFzp0788Ybb9CvXz927tx51slqgFWrVnHTTTcxYcIEBg0axPTp0xkyZAgbNmxwr59yIeuUVGWGYVBQUODpMEREKjVfX19MJpOnw7hopUqa79mzhx9//JG+ffuec3GxrVu3smTJEgYNGkTDhg0vKkgRqR68vIqXFrBay+S8nYicw5NPPklSUhIjRozgzTffJCwsrNj2jIwMxo4dy2effca//vWvYnXHy0pUVBQtW7Ys1taiRQu++eYbACIjIwFITU0lKirK3Sc1NZV27dq5+xw7dqzYazgcDtLT0937/5GPj0+1ODHXsWNHPvroI95++23mz5+P9/Hf8UrbhT28yankeZCnQxQRKTVz7nF8jm7EmlmULLdYLIwcOZKbb765Wn5PtFgsF9zXZDLhcDjKMRp47bXXuPPOO92z+adMmcLcuXP58MMPefzxx8/q/+abb9K/f38eeeQRAF544QUWLlzI22+/zZQpUy5onZI/qmrl1AoKCrj66qs9HYaISKU2b948/Pz8PB3GRStVeZY33niDf/7zn+ddxC8oKIhx48YxefLkUgcnItVbdTjzKFKZzZs3j/j4eD7++OOzEuYAtWrV4sMPPyQ+Pp65c+eWSwzdu3dn586dxdp27dpF/fr1gaJFQSMjI1m8eLF7e3Z2NmvWrKFr164AdO3alczMTNavX+/us2TJElwuF507dy6XuCuTwMBAHn/8cV5//XUuvfRSTIYL7+M7Cdj8Nb77l2MqqNwJBhGRPzLnpOK36ycCdvyANTMJs9nMFVdcwX//+19uvfXWapkwB4iNjSUuLu6sW0xMDFarFcMwMAyDuLi4cr86qrCwkPXr1xdbU8RsNpOQkEBiYmKJ+yQmJhbrD9CvXz93/z9bp6QkVbmcmoiIVG+l+jayePFi2rVrR1xc3Dn71K9fn3bt2rFw4cJSByciIiKll5ubS0JCwnlntlksFjp37sx3331XLjE89NBDdOvWjZdffplhw4bx66+/8v777/P+++8DRSfPxo4dy4svvkiTJk3cl3JHR0e7a3q3aNGC/v37c+eddzJlyhTsdjtjxoxh+PDh5VJSprK69NJLufTSS9m8eTOffvop69atwyttN9a0PThDY7CHN8UREgvmi1qyRkSkfDjteKXvx+v4Lix5RVcPmc1mrrzySkaMGHHe35bVxYEDB865zeVysWTJEh588EFat27NjBkzyjWWtLQ0nE5niWuK/P777yXuk5KS8qdrkJxuO1efP6pq5dR8fX2ZN2+ep8MQEanUqkM5Lihl0jwpKYmBAwf+ab9GjRoxf/780ryFiFRDhmF4OgSRGqVFixYcOXLkT/sdPXqU5s2bl0sMl112GbNmzeKJJ57g+eefJz4+njfeeIMRI0a4+zz66KPk5eUxevRoMjMz6dGjB/Pnzy/2ZWvatGmMGTOGK664ArPZzNChQ2vs1Wxt2rThlVdeYdu2bXz22WesXr0aa2YS1swkXFZfHLUbY6/TBJdfLU+HKiI1nWFgyU0tOsGXvh+Tq6jciMVioV+/fowYMYJ69ep5OMjK4fQs7zlz5tCmTRsmTpxYYomU6qaqlVMzmUzVouSAiIj8uVIlzS0WS7G6Y+dis9lwOp2leQsRqYaUNBepWGPHjmXkyJH89NNP9OvXr8Q+CxYsYNmyZeVSz/y0QYMGMWjQoHNuN5lMPP/88zz//PPn7BMWFsb06dPLI7wqq1WrVvz73//m4MGDzJs3j59++omMjAy8U7finboVZ0Ad7OFNsIc1BKu3p8MVkRrEVJiHV9oevNJ2Y7b9r4RUbGwsAwYM4KqrrqJ27doejLDyio+Pp0uXLuesK15WwsPDsVgspKamFmtPTU0953ohkZGR5+1/IeuUiIiIVBWlSpo3bdqUFStWkJ+fj7+/f4l98vPzWbFiBU2aNLmoAEWk+jIMQ3XNRcrQoUOHij3v1asX9957L9deey033ngjN954o7uW+MGDB5k5cyZffvkl9913H3369PFAxFIW6tevz913380//vEP1qxZw48//lhUOzbvOJa84/gcWo0zuB72sAY4QuPAWnVm9IlI1WGy5WLNOIg1Yz+W3GOc/obn5+fH5ZdfzoABA2jVqpW++10Af39/kpKSyvU9vL296dChA4sXL3aXQ3O5XCxevJgxY8aUuE/Xrl1ZvHgxY8eOdbctXLjQvQbJmeuUnE6Sn16n5J577inPwxERESlzpUqaX3/99TzxxBP84x//YOrUqQQEBBTbnp+fz5133klGRgYPPfRQmQQqIlXfH38k6UeTSNlq0KBBif+uDMNg2rRpTJs2rcRt77zzDv/3f/+Hw+GoiDClnFitVrp370737t05ceIECxcuZP78+Rw4cABrVhLWrCQMkwlnUDSOUwl0w0uXmItI6ZkKsrFmHMQrYz+WvLRi21q3bs2AAQPo3bv3OSdaydkOHjzIsmXLzqoLXh7GjRvHyJEj6dixI506deKNN94gLy+PUaNGAXDrrbdSr149JkyYAMCDDz5I7969efXVVxk4cCBffPEF69at+0vrlIiIiFQVpUqa33///Xz22Wd8+eWX/Pzzz9x00000atQIgL179zJjxgyOHTtGs2bNip2FFpGazXzG4nRmLVQnUuZ69eqlk1ECQO3atRk+fDjDhw/nwIEDLF26lKVLl7Jv3z6s2clYs5MxWIUzKPJUAr0+hreSWiLy58wnM0/NKD+AJf+Eu91kMtGmTRt69epFz549qVu3rgejrJw+/fTTc27Lzc1l165dfP7552RnZ3PvvfeWezw33ngjx48f55lnniElJYV27doxf/58d8L+0KFDxb6zd+vWjenTp/PUU0/x5JNP0qRJE2bPns0ll1zi7nMh65SIiIhUBSajlEWGU1JS+Pvf/86SJUuKXujUj/TTL3f55Zfz2WefER0dXUahVj7Z2dmEhISQlZVFcHCwp8MRqfSGDRvGsWPHgKK1ERYvXuzhiEQqP401ZUN/xyJJSUksW7aMpUuXsmvXrmLbnAHhOELr46hVH5dvCOgETI1jsuUQuPmrErfltrkBwyeogiOSSsEwMOcdL0qUZx7CUpDl3mQ2m2nXrh29e/emR48eNbpO+YWMM2az+bwnt0//lr711lv54IMPsFpLNcetStN4LSIi5emvjDOlHoUjIyNZtGgRa9euZdGiRe6aa7GxsSQkJHDZZZeV9qVFpJo680eCZpqLiFS82NhYRowYwYgRIzh69ChLly5l2bJlbN++HUteGpa8NHyS1+PyCcZRqz720DhcgXXApM9skRrF5cCSfRRr5kGsGUmYHSfdm6xWK+3bt6d37950796d0NBQz8VZxTzzzDPnTJp7e3sTFRVFr169aNiwYQVHJiIiIn900aeuL7vsMiXIReSCqGyEiEjlERUV5S7hcuLECVatWsWKFSvYsGEDdls23ilb8E7ZgsvqiyM0DkdYA5xB0aCTniLVk9OONfNQ0YzyrMOYXP9b5yIgIIAuXbrQo0cPOnXqdNaaVnJhxo8f7+kQRERE5ALVvOu9RMRjzkyaK4EuIlJ51K5dm2uuuYZrrrmG/Px8fv31V1asWEFiYiJ5eXl4p+3CO20XhsUHe604HGHxSqCLVAdOO9bMJKzp+4sS5YbTvSk8PJwePXrQo0cP2rZti5eXlwcDFREREalYSpqLSIU5cwmFUi6nICIi5czf358+ffrQp08fHA4HGzduZMWKFSxdupSMjAy803bjnbb7VAK9/qkEepQS6CJVxelEecYBrJlJxRLlMTEx9OnThx49etCsWTNNcihHiYmJLF++nOTkZADq1atHz5496dq1q4cjExEREVDSXEQqkJLmIiJVi9VqpWPHjnTs2JH777+fzZs388svv7Bs2bJTCfSiGeguqw+OWg2whzfBFVBHi4hWUYZ3ALltbgCng8BtswDIbXUdWKwY3irHUaUZLixZyXil7caalYTJ9b9Eeb169bj88svp06cPjRo1UqK8nO3atYtbbrmFdevWAf/7Tnz6796xY0c+//xzmjRp4rEYRURERElzEalAZybKXS6XByMREZG/ymKxcOmll3LppZfywAMPsHnzZn7++WeWLVtGZmYm3sd34n18J07fUOx1muCo3RjDy8/TYctfYTJj+ASB0+5uMnwCwaKyHFWVqSALr+O78TqxG7P9f4t5RkdHuxPljRs3VqK8ghw9epTevXuTmppKdHQ0N9xwAw0aNMBkMnHgwAG++uor1q5dS58+fVi3bh1RUVGeDllERKTGUtJcRCrMmYlyzTQXEam6/phA37hxIwsWLGDp0qXYCjKxJK3FOLwOR0gs9jpNcYbEgEnlW0QqhNOONeMAXsd3Yc1NdTeHhIRw1VVXkZCQQNOmTZUo94AXX3yR1NRUHnroISZMmIC3t3ex7RMnTuSJJ57gtdde4+WXX+att97yUKQiIiJiMpS5KrXs7GxCQkLIysoiODjY0+GIVHrXXXcdGRkZ7uc///yzfrCJ/AmNNWVDf8eKkZuby88//8yPP/7Ijh073O0uLz/s4U2x122uMh9VgdNO0IbPAMhpf4tmmlcR5vx0vI7twOvEXkwuR1Gb2UynTp24+uqr6datmxbzLEcXMs7Ex8fj6+tb7PPxjwzDoGXLlhQUFLB///7yCrfS0ngtIiLl6a+MM5ppLiIV5o/n6FwuFxaLxUPRiFR/+fn5pKWlUbt2bQIC/peozMjIYOLEiWzdupW4uDj++c9/0qhRIw9GKtVFYGAg11xzDddccw379+9n3rx5LFiwgMzMTHyObsL76GYcteKw121RtHioTpyKXByXE2vGQbyO7Sg2q7xevXoMGDCAq666ijp16ngwQDnT0aNHGTp06Hn7mEwm2rdvzzfffFNBUYmIiEhJlDQXkQrzxzrmutBFpHy98MILTJo0iV9//ZUOHToAYLPZ6NKlC3v27HH/G/z666/ZtGmTaqdKmYqPj+fee+/lzjvvZOXKlcyaNYtNmzbhlXEQr4yDRbXP6zbHHt4YLN5//oIi4mYqzMPr+E68ju901yo3m8307NmTIUOG0K5dO13NVwkFBweTlJT0p/2SkpI0y1pERMTDLihpfvvtt5f6DUwmE//9739Lvb+IVB9/TJIraS5SvpYsWUKjRo3cCXOAzz//nN27d9O3b18ee+wx5s6dy+TJk3n99deZNGmSB6OV6srLy4s+ffrQp08f9u3bx3fffceCBQs4eTITy6HV+Bxehz2sIfY6TXEF1NHsc5FzMVxYspLxOr4Ta2YSJoq+R4WFhXHNNdcwaNAgzSqv5Lp27cqcOXOYO3cuAwcOLLHPjz/+yMqVK7nmmmsqODoRERE50wXVNDebS79wk8lkwul0lnr/ykz11kT+mmuuuYacnBz38wULFpy1AJKIFHcxY01UVBTt27dn7ty57rbBgwczZ84cDhw4QGxsLADNmzfHy8uLLVu2lGnslYnG7MolLy+PBQsWMHv2bA4ePOhud/rVKqp9Ht4IrL4ejLCGU03zSsVky8Hr+C680nZjtue729u0acOQIUPo2bOnapVXAhcyziQmJtKrVy9MJhM33ngjN998Mw0aNADg4MGDzJgxgy+++AKXy8Xy5cvp0qVLBR5B5aDxWkREylOZ1zT/+eefyyQwEanZ/ngCTvXMRcpXRkYGoaGh7ueGYbBixQratGnjTpgDtG3blp9++skDEUpNFRAQwHXXXceQIUPYsmULc+fO5ZdffsF2MgNL0hp8Dq/FUas+9jrNcAZFgqn0EzhEqiSXA2vmIbyO78KafcTdHBwcTP/+/RkwYIA72SpVR9euXfnoo4+46667mDZtGtOnTy+23TAM/Pz8eO+992pkwlxERKQyuaCkee/evcs7DhGpAf6YNL+Yq1hE5M9FRkayf/9+9/P169eTkZHBLbfcUqyf6t6Kp5hMJtq0aUObNm0YM2YMS5YsYc6cOezevRuv9P14pe/HZfXDUas+jrAGSqBL9eZ0YM06jDVjf1H5FZfDvaljx44MHDiQ7t276yq9Ku7vf/87ffr0YerUqaxYsYIjR4pOikRHR9OzZ0/uuOOOYie2RURExDO0EKiIVBir9X8fOWazWYk6kXLWrl075syZw+zZs7niiit44YUXMJlMDBo0qFi/3bt3Ex0d7aEoRYoEBQUxePBgBg8ezK5du5g7dy6LFy8mNzcX7+O/4338d1xWXxyhcacS6FFg1hVLUsU57Vgzk7BmHMCadbhYorxu3br079+fq6++Wgs1VzMxMTE899xzng5DREREzqNaTNX597//jclkYuzYse62goIC7rvvPmrXrk1gYCBDhw4lNTW12H6HDh1i4MCB+Pv7U7duXR555BEcDgciUj7OTJqf+VhEysejjz4KwNChQwkNDeWHH36gbdu29O3b190nNTWVTZs2FVssVMTTmjZtykMPPcSsWbOYOHEiAwYMIDg4GLOjAO+0XfjvWkDgxhn47luGNeMgOAs9HbLIBTPZ87Gm7cZ39yICf5uO375f8Mo4gMnlIDIykhtvvJH/+7//44svvuD2229XwlxERETEA0qdtTIMg2nTpvHdd9+xe/ducnJyKGlNUZPJxN69ey8qyPNZu3Yt7733Hm3atCnW/tBDDzF37ly++uorQkJCGDNmDH/7299YuXIlAE6nk4EDBxIZGcmqVas4evQot956K15eXrz88svlFq9ITXZmolz1zEXKX7du3Zg1axavvPIKaWlpdOjQgZdffrlYaaQZM2YQFBRE//79PRipSMm8vLzo3LkznTt3Zty4cWzatImlS5eyfPlyMjIy8DqxB68TezAw4QysgzM4GmdwPZwBdUAlwKSycNqx5KZizUrGkn0Ey8mMYptjYmLo3bs3vXv3pkmTJroSrxpbsmQJb7/9Ng899BA9e/Yssc+yZct44403GDt2LL169argCEVEROQ0k1FSpvtPFBYWMnDgQJYsWVJiohyKkuWnt7lcrouL8hxyc3Np3749//d//8eLL75Iu3bteOONN8jKyqJOnTpMnz6d66+/HoDff/+dFi1akJiYSJcuXZg3bx6DBg3iyJEjREREADBlyhQee+wxjh8/fkG1ArWyt8hfM2LECJKTkwHw9fVl/vz5Ho5IpPLTWFM29HesXpxOJ1u3bmXp0qWsXr3aXRP4NMPshSM46lQSPRqXbwgoEXnhnHaCNnwGQE77W8Di5eGAqhjDhTnvBNbsI1iyk7HkHsNkFP891KRJE7p160bv3r2Jj49XorwauJBx5sYbb+THH3/kyJEjBAUFnfN1oqOjufbaa89aKLQm0HgtIiLl6a+MM6Waaf7qq6+yePFirrnmGl577TWef/55Pv/8cwoKCti3bx9ffvklr7zyCvfccw8TJ04s1UFciPvuu4+BAweSkJDAiy/+f3t3Hh9Vfe9//D1LJvtCQhYgYRfCHggFoogKCIK4xnurAirgxgOsENsit/zEnVvaCt4WtVoWN8Qr6nWraAiggEEgQGVrlEUTliRsSUgCk2Tm/P4IGTIQIIRkJsvr+XhMH2e+53tmPsdHyZl5z/d8v8+72jMyMlRWVqbhw4e72uLj49W2bVtXaJ6enq5evXq5AnNJGjlypCZPnqydO3eqb9++572f3W6X3W53PS8sLKynMwOapqo/oNXXj2kAgKbPYrGoT58+6tOnj37zm9/o8OHDysjI0ObNm7VlyxYVFhbKJz9LPvlZkiSnLVCOkNYqD46RIzhGhi2IEB11xzBkPnVClqJcWQoPy1p4SKZzpgyKjo5WYmKi6xEWFuadWuFVGzduVN++fS8YmEtSSEiI+vXrp++//96DlQEAgHPVKjR///33FR4erqVLlyowMNB1m7ePj4+6du2qp556SjfccINuuOEGde3aVRMnTqzToiVp2bJl2rJlizZt2nTevpycHNlstvM+jEZHRysnJ8fVp2pgXrm/cl915syZw4ItwBVwOBzVbgOoX8eOHdM777yjjRs36ujRoxo2bJhrvvOdO3dq7969Gj58uAICArxcKVA7rVq10pgxYzRmzBg5HA799NNPrhB9x44dKistlvnoT/I5+pMkyekTIEdwtBxB0XIER8vp30IyMZ0LasjpkKX4qCxFObKczJOlKPe8kDwwMFAJCQnq37+/+vfvr9jYWEaTQzk5Obr66qsv2S8uLk6bN2/2QEUAAOBCahWa79mzR0OGDFFgYKAkuUJzh8Phmqf42muv1TXXXKNXXnmlzkPz7OxsPf7440pNTZWfn1+dvvbFzJw5UykpKa7nhYWFiouL89j7A41d1Ts1HA6HysvLWRAUqGcffPCBHnzwQRUVFckwDJlMJrVp08a1/+DBg7rjjjv05ptvaty4cV6sFKgbFotF8fHxio+P19ixY3X69Gn98MMPysjI0Pbt25WZmSmVlch8fL98ju+XJBkWmxxBUa4Q3RHYUjJzfcIZ5XZZiirCccvJXFmKj8pkuP/47+fnpx49eqh3795KTExUfHw8n3FwnsDAQOXm5l6yX15enke/5wIAgPPV6pOcxWJRaGio63lleH7kyBHFxMS42tu0aaPPPvvsCks8X0ZGhvLy8tSvXz9Xm8Ph0Lfffqu//e1v+uqrr1RaWqr8/Hy30ea5ubmu+mJiYrRx40a31638AFP1HKry9fWVr69vHZ8N0HxUDc2livUR+EIJ1J/09HTde++9CgkJ0V/+8hcNHjxYAwYMcOszbNgwhYaG6qOPPiI0R5Pk5+enAQMGuP6/f/r0ae3evVvbt2/XDz/8oJ07d+rUqVOyFhyQteCAJMkwmeUIbHk2RA+KkqwEWM2FyV5UEZAX5clyMlfmU8d17hjxsLAw9e7dW7169VKvXr3UuXNnPtPgkvr27at169YpKytLbdu2rbZPVlaW1q5dq6SkJA9XBwAAqqrVJ7s2bdrowIEDruedO3eWJG3YsEG33367q/2HH35QUFDQlVVYjWHDhmn79u1ubRMmTFB8fLxmzJihuLg4+fj4KC0tTcnJyZKkzMxMZWVluT58JCUl6YUXXlBeXp6ioqIkSampqQoJCVH37t3rvGaguTMM47zQ3G63Mx0EUI9efPFFmc1mpaamuv3QXJXFYlG/fv20Y8cOD1cHeIefn5/69u3rWr+mvLxce/fu1fbt211B+okTJ2QtypO1KE/KqfjM6fALkyP4zGj0oGgZvsHMi94UGM6K+chP5rpGk5tLi8/r1rp1a1dI3rt3b6ZbQa1MnDhRaWlpGjNmjBYtWqT+/fu77d+8ebMmTZqksrKyepniFAAA1FytQvNBgwbp448/lt1ul6+vr0aPHq3p06dr2rRp8vPzU5s2bfT6669r9+7duuWWW+q6ZgUHB6tnz55ubYGBgYqIiHC1T5o0SSkpKQoPD1dISIgee+wxJSUladCgQZKkESNGqHv37ho/frzmzp2rnJwczZo1S1OmTGE0OVAPHA6HDMNwaysrK/NSNUDz8N133ykpKemCgXmlmJgYFhxDs2W1WtW1a1d17dpVd911lwzD0MGDB10h+vbt25WdnS3L6XxZTudLR36UJDmt/q5R6I6gaDkDIiQz86I3eI6yM/ORV061kieTw/3ziNlsVufOnV2jyHv16qWIiAgvFYym5J577tHHH3+s5cuXa+DAgerTp486deokSdq7d6/+9a9/yTAM3XHHHRo/fryXqwUAoHmrVWienJysL7/8Ul9//bVuueUWde7cWdOmTdO8efN08803S6oYVRoYGKi5c+fWacE1NW/ePJnNZiUnJ8tut2vkyJF65ZVXXPstFos+//xzTZ48WUlJSQoMDNT999+vZ5991iv1Ak1d1YDckEkmGYTmQD0rKSlRZGTkJfudOHHCA9UAjYPJZFJsbKxiY2M1atQoSVJ+fr527NihHTt2uOZFLy8/JfOJn+Vz4mdJkmG2VgTowa1UHtJKzsCWLC7aEDjKzwTkh2UtPCxzyVGZzvkR39/fXz169FCvXr3Us2dPdevWjTvhUG+WLVumF198US+99JK2bdumbdu2ufaFhYVp+vTp+q//+i/vFQgAACRJJuPcoZ9XYNmyZfq///s/nThxQl26dNFvfvMbXXXVVXX18g1OYWGhQkNDVVBQoJCQEG+XAzRoRUVFGjNmjCTJMFtkcjr05ptvql27dl6uDGjYruRa07lzZ9lsNu3atcvVZjab9cADD2jRokWSKn7kbt++vUJDQ/XDDz/Uae0NCdds1CW73a7MzExt377dFaafPHnSrY9h9pEjOEblIa3kCG4lZ0B445nOxVGm4C1vS5JO9hsvWXy8XNBlcDpkKT4iS+FhWU4elqUoTybD6dYlMjJSPXv2dI0i79ChA/OR44pd7nWmrKxMmzdvVnZ2tiQpLi5OiYmJstls9V1qg8b1GgBQny7nOlOnnw7vvvtu3X333XX5kgCaCLd5P41q2gDUuZtuukmvvvqqli1bdsHr8z/+8Q9lZ2fr3nvv9XB1QOPl6+ur3r17q3fv3pIkp9OpX375RVu3btW2bdu0detWnTx5UtaCbFkLKgIxw+Kr8pAYOYJbyRHSSk6/sMYTojdkhlPm4qOynjxcEZQX5crkdLh1iYyMVL9+/dS3b18lJCQoJibGS8UCZ/n4+CgpKYkFPwEAaKBqFZo/++yzSkhI0K233nrRfp999pm2bt2qp556qlbFAWg63ANyo5o2AHXtySef1NKlS3Xfffdp69atuuOOOyRJxcXF2rp1qz7++GPNnTtXkZGRmj59uperBRovs9msDh06qEOHDrrzzjvlcDi0b98+bdmyRVu3btW//vUvnTp1Sj4nfpHPiV8kSU5boMrD2qo8rK0cwa2YD/1yOMpkLTgga36WrPnZMjlK3Xa3aNFCCQkJrqC8TZs2fOYAAADAZanV9Czn3tp9IQ899JAWLVokh8Nx0X6NFbeOATVXubZAVe+9955atWrlpYqAxuFKrzXp6elKTk5WTk7OeaGRYRiKiorSJ598ooEDB9ZVyQ0S12x4U3l5uTIzM7V161Zt2bJFO3bsUGnp2aDXsNhUHhp7JkSPlSxenp6hAU7PYiotOROSZ8lSeMhtypWgoCC3kLx9+/aE5PA4rjN1g/+OAID65LXpWc7lcDhkZtQMAEk2m00mk0lVf6dr7nM2Ap6QlJSkzMxMLVy4UKmpqfr555/ldDoVGxurG2+8UY888ohCQ0O9XSbQpFmtVvXo0UM9evTQuHHjZLfblZGRoXXr1ik9PV0nTpyQz/F98jm+T4bJXLGYaIu2Kg9rJ8PWfBekNJ/Kl/XELxVBefERt31t2rTRNddco8GDB6tHjx6yWCxeqhIAAABNUb2G5jt37lSLFi3q8y0ANBImk0k2m012u93V5uvr68WKgOYjODhY06ZN07Rp07xax3//939r5syZevzxxzV//nxJ0unTp/XEE09o2bJlrjtSXnnlFUVHR7uOy8rK0uTJk7V69WoFBQXp/vvv15w5c1i4D42Wr6+vrr76al199dVyOBzavXu31q9fr3Xr1ik7O1vWwoOyFh6U8csGOUJjVRZ5lcpD4yRzMwiGHaXyOb5fPkd+PC8o79atmwYPHqxrrrlG7dq1YzQ5AAAA6k2Nv21OnDjR7fm6devOa6tUeQvq5s2bdfvtt19RgQCaDl9fX0JzoJnatGmT/v73v7sWTqw0ffp0ffHFF/rggw8UGhqqqVOn6s4779T69eslVdy1dvPNNysmJkbfffedDh8+rPvuu08+Pj568cUXvXEqQJ2yWCzq2bOnevbsqUceeURZWVlav3691q5dq127drkWE3Va/VQe0VllkVfJ6d/EBqUYhixFufI58qOsJ36WyVkuqWJKyP79+2vw4MG6+uqr1bJlSy8XCgAAgOaixqH5kiVLXNsmk0l79uzRnj17LnpM79699ac//anWxQFoWqpOx2IymRglCnhQVlaWDh8+7PbD1bmGDBlSL+9dVFSksWPH6o033tDzzz/vai8oKNDChQu1dOlSDR06VJK0ePFidevWTRs2bNCgQYP09ddfa9euXVq5cqWio6OVkJCg5557TjNmzNDTTz99wWme7Ha727kWFhbWy7kBda1t27Zq27at7rnnHmVlZenLL7/UV199pePHj8uWu0O23B1yBEaqLLKLyiI6SeZGfC0tPy3bkUz5HPlJZvvZf6NxcXG6+eabdeONNyoiIsKLBQIAAKC5qvGn7NWrV0uqWDRs6NChuummmzRjxoxq+9psNrVu3Vrt2rWrmyoBNAlVwy0fHx9uqwY8YNGiRXruueeUlZV1yb71tXD3lClTdPPNN2v48OFuoXlGRobKyso0fPhwV1t8fLzatm2r9PR0DRo0SOnp6erVq5fbdC0jR47U5MmTtXPnTvXt27fa95wzZ46eeeaZejkfwFPatm2rRx55RJMmTdLGjRv1xRdfKD09XSo+IkvxEdkOblVpTC+VRXaVLI0nPDeVnZJPzg7Z8na7RpX7+flp6NChGj16tHr06MFnBDRJb731ljp37qyrr776ov02bNigH3/8Uffdd5+HKgMAAOeq8afr6667zrV9//3369prr3VrA4BLqfoFmEWCgfq3ePFiPfjgg5Kknj17qkuXLgoODvZoDcuWLdOWLVu0adOm8/bl5OTIZrMpLCzMrT06Olo5OTmuPlUD88r9lfsuZObMmUpJSXE9LywsVFxcXG1PA/Aqq9XqmgP92LFjSk1N1YcffqgjR47IL/t72Q7/oNKYniqLipcsPt4u94JMZSWyHd4unyOZrrC8U6dOSk5O1vXXX6+AgOa76CmahwceeEAPPPDAJUPzhQsXatGiRYTmAAB4Ua2GpCxevLiu6wAAAHXspZdektVq1fLly3Xrrbd6/P2zs7P1+OOPKzU1VX5+fh59b19fX9ZNQJMUERGhu+++W3feeae++uorvfvuu8rJyZHfgU2y5WyvGHke3UNqSD9Ol9vle2irfPIyZTIq7miJj4/Xfffdp6SkJEaVA+dwOp38uwAAwMuu6D7O0tJSffjhh1q7dq0OHjwoSWrTpo2uvfZaJScnX3CeUQDNk2EY3i4BaFZ++uknDRkyxCuBuVQx/UpeXp769evnanM4HPr222/1t7/9TV999ZVKS0uVn5/vNto8NzdXMTExkqSYmBht3LjR7XVzc3Nd+4Dmymaz6ZZbbtGoUaOUmpqqd955RwcPHpTfgU3yOb5PpzsMljPA+/OBW/Kz5ffzepnLSiRJPXr00H333acBAwYQCgIXsG/fPoWEhHi7DAAAmrVah+br16/XvffeqwMHDpwXhP3973/Xk08+qffee++St54BaJ4I0IH6Fx4erpYtW3rt/YcNG6bt27e7tU2YMEHx8fGaMWOG4uLi5OPjo7S0NCUnJ0uSMjMzlZWVpaSkJElSUlKSXnjhBeXl5SkqKkqSlJqaqpCQEHXv3t2zJwQ0QFarVaNGjdKNN96o1NRUvfrqqyosPKaAXZ+qtFUflbbqI5ktni+s3C6/rA3yObZXkhQbG6tp06YpMTGRsBzNyrPPPuv2fNu2bee1VSovL1dmZqa+/fZb3XjjjZ4oDwAAXECtQvMff/xRo0aNUlFRkRITEzVu3Di1b99eJpNJP//8s95++21lZGRo9OjR2rRpk6666qq6rhsAAFzCbbfdps8//1xlZWXy8fH8PMfBwcHq2bOnW1tgYKAiIiJc7ZMmTVJKSorCw8MVEhKixx57TElJSRo0aJAkacSIEerevbvGjx+vuXPnKicnR7NmzdKUKVOYfgWoojI8HzBggF5++WV9++238j20TdYTv+hU52Ey/Dw3atVSeFh++9bIXHZKZrNZ//Ef/6GJEyfybxbN0tNPPy2TySTDMGQymbRt2zZt27btosdERUXpxRdf9EyBAACgWrUKzV944QUVFRVp3rx5evzxx8/b/5vf/Eb/8z//o2nTpumFF17QkiVLrrROAE1A1ZFljDID6t+LL76o1atXa8KECfrrX/+qFi1aeLuk88ybN09ms1nJycmy2+0aOXKkXnnlFdd+i8Wizz//XJMnT1ZSUpICAwN1//33X3CUHtDcRURE6JlnntGaNWs0f/58FRScUMC/v9CprjfJ6V//fwMs+dny37NKJsOhtm3basaMGerRo0e9vy/QUFWuB2YYhiZOnKjBgwdr0qRJ1fa12Wxq3bq1Bg0axI9MAAB4mcmoxRwJsbGxio6OVkZGxkX7JSYmKjc3VwcOHKh1gQ1ZYWGhQkNDVVBQwJxzQA1MmDBB+/fvlySFhITo008/9XJFQMN3JdeaiRMnKj8/X5988olCQkKUmJio2NhYmatZINBkMmnhwoV1VXaDwzUbzdGxY8f029/+Vvv375fT6qdTXUbIGViDKZscZQre8rYk6WS/8ZKlZneqWI/vl9++NTIZhq6++mrNnj2b4A/NRk2uMzfccINGjRql3//+9x6urvHgeg0AqE+Xc52p1UjzI0eO6Lrrrrtkv/j4eO3cubM2bwGgCar6xdnPz8+LlQDNQ9U7vQoKCrRq1aoL9m3qoTnQHEVERGj+/Pn6/e9/r8zMTAVkfqmS+JvlDAiv8/eyHv9Z/nvXSDI0dOhQ/dd//Zes1lovnwQ0SatXr/Z2CQAAoIZq9Uk2IiJCmZmZl+z3448/Kjy87j+UA2ic/P39XduE5kD948s5gNDQUL300kt68skntX37dvntXa2S7rfWePR4TZhOF8pv/1pJhkaPHq0nnnhCFosXFh8FGrg9e/bon//8p4YOHXremh+VduzYoVWrVmnMmDHq2LGjhysEAACVahWa33DDDVq2bJlee+01Pfroo9X2eeONN5SRkaF77733igoE0HQEBQVVuw2gftTkrjAATV9gYKCee+45Pfjggzp69Kj8sjbodIdr6+bFnQ75710tk7NMvXv3VkpKCoE5cAHz58/X3//+d+3du/eCfYKDg5WSkqJ9+/Zp/vz5nisOAAC4OX9S0xqYNWuW/Pz8NGXKFF177bV69dVX9eWXX+rLL7/Ua6+9puuuu06PPvqoAgIC9Ic//KGuawbQSBGaAwDgHWFhYZo1a5bMZrN8jv4k6/H9dfK6toNbZSk5ppCQEM2aNYspWYCLSEtLU0JCgtq2bXvBPu3atVNCQoJSU1M9WBkAADhXrULzbt266dNPP1VkZKTWr1+vqVOnasyYMRozZoymTJmitWvXKioqSp9++qm6detW1zUDaKQCAgJc24GBgV6sBGhejh07ppdfflljx47VyJEjNXfuXNe+nTt36tNPP1VJSYkXKwTgCQkJCRo7dqwkyTd7k+R0XNHrmewnZcvdIUn63e9+p6ioqCuuEWjKsrOzazTlSqdOnXTgwIF6reX48eMaO3asQkJCFBYWpkmTJqmoqOiix5w+fVpTpkxRRESEgoKClJycrNzcXNf+f/3rX7rnnnsUFxcnf39/devWTS+//HK9ngcAAPWl1kNBhg0bpn379ul///d/tXbtWh06dEiS1Lp1a1177bX6z//8T7eADACq/k2oOr85gPrzwQcf6MEHH1RRUZEMw5DJZFKbNm1c+w8ePKg77rhDb775psaNG+fFSgF4wr333qsvv/xSR48elU/eLpXF9Kr1a/keyJDJcKpfv34aPHhwHVYJNE0Wi0V2u/2S/ex2uxyOK/tR61LGjh2rw4cPKzU1VWVlZZowYYIefvhhLV269ILHTJ8+XV988YU++OADhYaGaurUqbrzzju1fv16SVJGRoaioqL0zjvvKC4uTt99950efvhhWSwWTZ06tV7PBwCAunZF908GBATogQce0AMPPFBH5QBoyqoG5YTmQP1LT0/Xvffeq5CQEP3lL3/R4MGDNWDAALc+w4YNU2hoqD766CNCc6AZ8Pf316RJk/THP/5Rvof+pbLI+FotCmouOS6f4/tkMpk0efJkmUymeqgWaFq6dOmidevWqaSk5IIDzEpKSrRu3TpdddVV9VbH7t27tWLFCm3atEn9+/eXJP31r3/V6NGj9ec//1mtW7c+75iCggItXLhQS5cu1dChQyVJixcvVrdu3bRhwwYNGjRIEydOdDumY8eOSk9P10cffXTB0Nxut7v9kFBYWFhXpwkAwBWp1fQsEydO1KJFiy7Zb8mSJeddOAE0Xz4+Z7+U22w2L1YCNA8vvviizGazUlNTNW3aNNcX46osFov69eunHTt2eKFCAN4wYsQItWnTRiZHqXyOXXhBwovxyd0lSRoyZEi9hntAU3LXXXfp+PHjevDBB1VcXHze/pKSEj300EM6ceKE7rrrrnqrIz09XWFhYW6fC4YPHy6z2azvv/++2mMyMjJUVlam4cOHu9ri4+PVtm1bpaenX/C9CgoKFB4efsH9c+bMUWhoqOsRFxdXizMCAKDu1So0X7JkidatW3fJfuvXr9ebb75Zm7cA0ARZLBbXttlcqz8/AC7Dd999p6SkJPXr1++i/WJiYnT48GEPVQXA2ywWi+644w5Jkk/eLskwLu8Fyu3yOV4RticnJ9d1eUCT9dhjj6l79+56//331blzZ6WkpGjBggVasGCBUlJS1KlTJy1btkxdu3bVtGnT6q2OnJyc89YgsFqtCg8PV05OzgWPsdlsCgsLc2uPjo6+4DHfffed3n//fT388MMXrGXmzJkqKChwPbKzsy/vZAAAqCf1urx9aWmpW0gGoHmrGpQTmgP1r6SkRJGRkZfsd+LECQ9UA6Ahuemmm7Rw4UKdOpUvS1GuHMExNT7W59gemZwOderUSb161X5OdKC5CQgI0MqVKzVu3DitWrVK8+fPd01tZJz58eqGG27Q22+/rcDAwMt+/SeffFJ//OMfL9pn9+7dl194LezYsUO33XabZs+erREjRlywn6+vr3x9fT1SEwAAl6PeQnPDMLRly5YafVkHAAB1r02bNtq5c+dF+xiGoR07dqhDhw4eqgpAQxAUFKQhQ4boq6++kvX4z5cVmluP75ckjRo1irnMgcsUExOjlStXatOmTVq5cqVrZHVcXJyGDx+uX/3qV7V+7SeeeOKS64117NhRMTExysvLc2svLy/X8ePHFRNT/d+CmJgYlZaWKj8/3220eW5u7nnH7Nq1S8OGDdPDDz+sWbNm1epcAADwthqH5pWLfVRasWLFeW2VysvLtXfvXuXk5Gj8+PFXViGAJsOocvu3cbm3ggO4bDfddJNeffVVLVu2THfffXe1ff7xj38oOztb9957r4erA+Bt1113XUVofuJn2dsOlGoQgJtKi2UtqgjbhgwZUt8lAk3Wr371qysKyKsTGRlZo0FrSUlJys/PV0ZGhhITEyVJq1atktPp1MCBA6s9JjExUT4+PkpLS3NNy5SZmamsrCwlJSW5+u3cuVNDhw7V/fffrxdeeKEOzgoAAO+ocWi+Zs0a17bJZFJOTs4F5y6TKhb8GzNmjP785z9fUYEAAKB2nnzySS1dulT33Xeftm7d6prDuLi4WFu3btXHH3+suXPnKjIyUtOnT/dytQA8rX///goMDFRxcbHMxUfkDIq65DHW/CxJUs+ePc+bExnA5aucIi0sLMxjd25069ZNN910kx566CG99tprKisr09SpU3X33XerdevWkqSDBw9q2LBheuuttzRgwACFhoZq0qRJSklJUXh4uEJCQvTYY48pKSlJgwYNklQxJcvQoUM1cuRIpaSkuPICi8XCHegAgEanxpMK79+/X/v379e+fftkGIbuuusuV9u5j4MHD6qoqEiffPKJWrZsWZ/1A2hEmNMc8KzY2Fh98cUXatmypf70pz/pmmuukclk0vLly9W/f389//zzCgsL06effkr4BTRDNptNAwYMkCRZ82u2+F5lv6uvvrre6gKauk8//VQjRoxQUFCQWrZsqZYtWyo4OFgjRozQJ5984pEa3n33XcXHx2vYsGEaPXq0Bg8erNdff921v6ysTJmZmSopKXG1zZs3T2PGjFFycrKGDBmimJgYffTRR679y5cv15EjR/TOO++oVatWrkddj6gHAMATajzSvF27dq7t2bNnq2/fvm5tAHApVUfPEJoDnpGUlKTMzEwtXLhQqamp+vnnn+V0OhUbG6sbb7xRjzzyiEJDQ71dJgAvGTRokFavXi1rQbZKYxMv3tlRLkvhYUlym44BQM0YhqFJkybpzTffdE1VWDk/eH5+vlauXKm0tDSNHz9eixcvrteR5+Hh4Vq6dOkF97dv3/686RT9/Py0YMECLViwoNpjnn76aT399NN1WSYAAF5Tq4VAZ8+eXdd1AGgGGGkOeEdwcLCmTZumadOmebsUAA3MwIEDZTKZZCk5LlNpsQxb4AX7Wk4ekslwKDo6Wu3bt/dckUAT8fLLL2vJkiVq3bq1/t//+3+65557FBISIkk6efKk3nvvPT377LN6++23lZCQwHUbAAAvIrUC4DFWq7XabQAA4B1hYWGKj4+XJFkLDl60r7XggKSK0ememnsZaEpef/11BQQEaO3atXrkkUdcgblU8QP3ww8/rLVr18rf399tqhQAAOB5pFYAPKZqUG6xWLxYCdA8ZGVl1aifzWZTixYt5OvrW88VAWiIBg4cqN27d8tSkK2yyC7VdzIMWfMPuPoDuHz79+/XiBEj1KFDhwv26dChg4YNG6avv/7ag5UBAIBzEZoD8BimZwE8q3379jUeDWoymdS1a1eNHz9eKSkpstls9VwdgIZi4MCBWrJkiayFhyXDWW0fk71Q5tIiWa1W9e3b18MVAk1DZGRkja6vPj4+atmypQcqAgAAF0JqBcBjqoZ33NYN1L8hQ4Zo0KBBMgxDhmGoRYsW6tOnj/r06aPw8HBX+8CBA9WxY0f99NNP+sMf/qDrrrtOp0+f9nb5ADykS5cuCgwMlMlRKnPxsWr7WM8sANqjRw/5+/t7sjygybjjjju0atUqnThx4oJ9jh8/rlWrVun222/3XGEAAOA8hOYAvILQHKh/X3zxhcrLy5WQkKDU1FQdPXpUW7Zs0ZYtW3TkyBGtXLlS/fr1k8Ph0NatW7Vv3z7dcMMN2rhxo+bPn+/t8gF4iMViUUJCgiTJevJQ9X0KK9oTExM9VRbQ5Dz//PPq2LGjhg4dqlWrVp23f/Xq1brxxhvVqVMnvfjii16oEAAAVGJ6FgAe43Q6q90GUD+eeuop7dmzR3v27FGLFi3O2z906FB9/fXXuuqqqzRr1izNmzdP7777rq666ip98MEHevLJJ71QNQBv6NOnj9avXy9z0REp6vz9luIjkqTevXt7uDKg6bjttttks9mUkZGhG2+8UeHh4WrXrp2kinVIjh2ruNNj0KBBuu2229yONZlMSktL83jNAAA0V4TmADyG0BzwrOXLl2vo0KHVBuaVwsPDdcMNN+jDDz/UvHnzFB0drcTERG3evNmDlQLwti5dKhYAtZScPz2LqeyUzKXFkqSrrrrKo3UBTcmaNWtc24Zh6NixY66gvKr09PTz2rhLEwAAzyI0B+AxVYNyh8PhxUqA5iEvL09lZWWX7OdwOHTkyBHX81atWvFvFGhmKsNwc2mx5CzXyX7jK3aYrTIX5UmSYmNjFRgY6K0SgUZv//793i4BAADUEKE5AI+pGt6Vl5d7sRKgeWjXrp1WrVqlw4cPq1WrVtX2OXTokNLS0ly3h0tSbm6uwsPDPVUmgAYgMDBQLVu21NGjR2W2n5Qz6OwcLWZ7oSS5/Z0AcPn4NwQAQOPBQqAAPKZqUE5oDtS/CRMmqKioSEOGDNF7772n0tJS177S0lItW7ZM119/vYqLizVx4kRJFf82t23bpl69enmrbABeUvnjmtle5NZutp+UJMXExHi8JgAAAMAbCM0BeEzVkeZVwzsA9eOJJ57Q7bffrr1792rcuHEKCAhQTEyMYmJiFBAQoLFjx2rPnj26/fbb9cQTT0iSdu/erQEDBmjChAlerh6Ap7lC81L30Nx0JkQnNAcAAEBzwfQsADymuLjYtV1SUuLFSoDmwWq16qOPPtI777yj1157TZs3b1ZeXsXcxD4+PhowYIAeffRRjR071nVMr1699OWXX3qrZABeVLlosKnstFu7qbziOdM2AQAAoLkgNAfgMVVD86rbAOrXuHHjNG7cOJWXl+vYsWOSpIiICFmtfAwAcFZISIgkyeSwu7Wbyu1u+wEAAICmrlFOzzJnzhz96le/UnBwsKKionT77bcrMzPTrc/p06c1ZcoURUREKCgoSMnJycrNzXXrk5WVpZtvvlkBAQGKiorS7373O+ZZBurRyZMnq90G4BlWq1XR0dGKjo4mMAdwHlcoXl59aB4cHOzpkgAAAACvaJSh+TfffKMpU6Zow4YNSk1NVVlZmUaMGOE2cnX69On67LPP9MEHH+ibb77RoUOHdOedd7r2OxwO3XzzzSotLdV3332nN998U0uWLNFTTz3ljVMCmoX8/PxqtwEAgPf5+flJkkxO90Eklc/9/f09XhMAAADgDY1ymNmKFSvcni9ZskRRUVHKyMjQkCFDVFBQoIULF2rp0qUaOnSoJGnx4sXq1q2bNmzYoEGDBunrr7/Wrl27tHLlSkVHRyshIUHPPfecZsyYoaefflo2m80bpwY0aSdOnHBtHz9+3IuVAACAc/n6+lZsnBOay+lw3w8AAAA0cY1ypPm5CgoKJJ1dnCgjI0NlZWUaPny4q098fLzatm2r9PR0SVJ6erp69eql6OhoV5+RI0eqsLBQO3furPZ97Ha7CgsL3R4Aau7ckeaGYXivGAAA4MbHx0eSZHI63XcYDrf9AAAAQFPX6ENzp9OpadOm6ZprrlHPnj0lSTk5ObLZbAoLC3PrGx0drZycHFefqoF55f7KfdWZM2eOQkNDXY+4uLg6Phug6TIMw22keXl5OYuBAs0A65AAjYfJZDqzVf2P2mf3AwAAAE1bow/Np0yZoh07dmjZsmX1/l4zZ85UQUGB65GdnV3v7wk0FadOnVJpaalbG/OaA00f65AAAAAAABqbRjmneaWpU6fq888/17fffqvY2FhXe0xMjEpLS5Wfn+822jw3N1cxMTGuPhs3bnR7vcpRbZV9zuXr68tcjkAtVU5nZJjMMnwCZC4tYoojoBlgHRKg8XBWTsty7ohyk0kyDDkcDs8XBQAAAHhBoxxpbhiGpk6dqo8//lirVq1Shw4d3PYnJibKx8dHaWlprrbMzExlZWUpKSlJkpSUlKTt27crLy/P1Sc1NVUhISHq3r27Z04EaEaKiookSYbFV4bF5tYGoPlgHRKg4aq8I8wwnzOuxmSRJJWVlXm6JAAAAMArGuVI8ylTpmjp0qX65JNPFBwc7JqDPDQ0VP7+/goNDdWkSZOUkpKi8PBwhYSE6LHHHlNSUpIGDRokSRoxYoS6d++u8ePHa+7cucrJydGsWbM0ZcoURpMD9cAVmlttMqwVofnJkye9WRLQbJSUlGjz5s06fPiw7Hb7Bfvdd9999VqHp9cheeaZZ+r4DICmzTWNmsl9XI1htsjkLL/o3w8AAACgKWmUofmrr74qSbr++uvd2hcvXqwHHnhAkjRv3jyZzWYlJyfLbrdr5MiReuWVV1x9LRaLPv/8c02ePFlJSUkKDAzU/fffr2effdZTpwE0K64v2marZPZxbwNQb5566inNmzdPJSUlF+xjGIZMJlO9h+aV65CsW7euXt9HqliHJCUlxfW8sLCQBbyBSzh16pQkyThznXYxWyXZdfr0ac8XBQAAAHhBowzNDcO4ZB8/Pz8tWLBACxYsuGCfdu3a6Z///GddlgbgAlyj18wWGeaKEWzc5g3Ur7lz5+r555+XxWLRzTffrC5duig4ONgrtbAOCdDwuaZNs7qvE1AxrVqx2wK+AAAAQFPWKENzAI1PZUBumMyuuVFdQTqAevHGG2/I399fa9euVb9+/bxSg2EYeuyxx/Txxx9rzZo1F12HJDk5WVL165C88MILysvLU1RUlCTWIQHqQ2UobljcR5qzFgkAAACaG0JzAB5hMplq1Aag7mRnZ2vo0KFeC8wl1iEBGpPKBXMNq59bu2H1ddsPAAAANHWE5gA8wnxmShYZhmQ43dsA1IuYmBgFBgZ6tQbWIQEaj/z8fElnQ/JKlSF65X4AAACgqSM0B+ARlQG5yTBc6xJYLBZvlgQ0eXfffbcWLlyo4uJir4XnrEMCNB5nQ/NzR5pXPC8oKPB0SQAAAIBXMMwTgEf4+JyZH9VwynRmpLnVyu92QH16+umn1a1bN916663as2ePt8sB0MCdOHFCkmT4+Lu1Vz4/fvy4x2sCAAAAvIHECoBHuAJyw+GansUVpAOoF6NHj5bT6dSaNWvUrVs3tWvXTrGxsdVOjWQymZSWluaFKgE0FJWhudN6bmju57YfAAAAaOoIzQF4RGVAbjIcMgyHWxuA+rFmzRrXtsPh0L59+7Rv375q+7IwL9C82e12lZSUSDobkleqHGlOaA4AAIDmgtAcgEf4+p5ZVMzpkMlZ7t4GoF7s37/f2yUAaCQq5ys3TCbJYnPbV7kwaGFhocfrAgAAALyB0ByAR9hsZ76AOx0Vj6ptAOpFu3btvF0CgEbi5MmTkiTD4iudc+dJ5UKghYWFMgyDO1MAAADQ5LEQKACPqAzITc5ymQxCcwAAGpLi4uKKDcv512bjTJvD4VBpaaknywIAAAC8gtAcgEecXQjUkJxO9zYAAOBVDkfFD9qGqZqvB1VGllf2AwAAAJoyQnMAHnE2NHdWPERoDgBAQ+EKw6ubeqVKkE5oDgAAgOaA0ByAR5yd/9Sopg0AAHiTxWKp2Djzw7abKm1mM18fAAAA0PTxqReAR5SXl1dsmMyuEWuuNgAA4FWBgYGSJJOj7Lx9lW0mk0n+/v4erQsAAADwBkJzAB5BaA4AQMN1NjSvZqHPM23+/v6MNAcAAECzwKdeAB5xdq5Us2uRMeZFBQCgYQgLC5MkmZzl0jmjzc1lp9z6AAAAAE0doTkAj6gMyA2T2bXIGKE5AAANQ0BAgPz8/CRJprISt32m0ornkZGRHq8LAAAA8AZCcwAecTYgNxGaAwDQwJhMJlcobi49JzQ/E6JHRER4vC4AAADAGwjNAXiWyfU/AACgAQkNDZUkmcrtbu2m8tOSpBYtWni8JgAAAMAbCM0BAAAAVAnNT7u1Vz6v3A8AAAA0dYTmALzGMAxvlwAAAM4ICgqSJJkc5440r1gYNDAw0OM1Aagfx48f19ixYxUSEqKwsDBNmjRJRUVFFz3m9OnTmjJliiIiIhQUFKTk5GTl5uZW2/fYsWOKjY2VyWRSfn5+PZwBAAD1i9AcgEecDciZmgUAgIbo9OmKEeWG2cd9h8Xqth9A4zd27Fjt3LlTqamp+vzzz/Xtt9/q4Ycfvugx06dP12effaYPPvhA33zzjQ4dOqQ777yz2r6TJk1S796966N0AAA8gtAcgEc4nc4zW2cXAj3bBgAAvK24uFiSZFhsbu2GxcdtP4DGbffu3VqxYoX+8Y9/aODAgRo8eLD++te/atmyZTp06FC1xxQUFGjhwoV66aWXNHToUCUmJmrx4sX67rvvtGHDBre+r776qvLz8/Xb3/72krXY7XYVFha6PQAAaAgIzQF4hGukeZWFQAnNAQBoGAzDcIVlho+f+z6rvyTp4MGDHq8LQN1LT09XWFiY+vfv72obPny4zGazvv/++2qPycjIUFlZmYYPH+5qi4+PV9u2bZWenu5q27Vrl5599lm99dZbMpsvHTfMmTNHoaGhrkdcXNwVnBkAAHWH0ByAR7iNND+DOc0BAGgYDhw4oEOHDskwmeUIinbbVx7SSpK0efNmlZeXe6M8AHUoJydHUVFRbm1Wq1Xh4eHKycm54DE2m01hYWFu7dHR0a5j7Ha77rnnHv3pT39S27Zta1TLzJkzVVBQ4HpkZ2df/gkBAFAPCM0BeMTZkeZnp2chNAcAoGGonF7BERwjWdznNHcGtpTT6qvi4mLt2LHDG+UBqIEnn3xSJpPpoo9///vf9fb+M2fOVLdu3TRu3LgaH+Pr66uQkBC3BwAADYHV2wUAaH4qo3JCcwAAvK+8vFwff/xxxXZYNaNDTWY5wtrKfPQnLV++XAkJCZ4tEECNPPHEE3rggQcu2qdjx46KiYlRXl6eW3t5ebmOHz+umJiYao+LiYlRaWmp8vPz3Uab5+bmuo5ZtWqVtm/fruXLl0s6+1m/ZcuW+sMf/qBnnnmmlmcGAIDnEZoD8ALTpbsAAACPWLFihQ4dOiSn1U9lLa+qtk9pTC9Zj+7RunXrlJmZqa5du3q4SgCXEhkZqcjIyEv2S0pKUn5+vjIyMpSYmCipIvB2Op0aOHBgtcckJibKx8dHaWlpSk5OliRlZmYqKytLSUlJkqQPP/xQp06dch2zadMmTZw4UWvXrlWnTp2u9PQAAPAopmcBAAAAmim73a63335bklTaqs95U7NUcvqHqTyioyRp0aJFHqsPQN3r1q2bbrrpJj300EPauHGj1q9fr6lTp+ruu+9W69atJVUs/BsfH6+NGzdKkkJDQzVp0iSlpKRo9erVysjI0IQJE5SUlKRBgwZJkjp16qSePXu6Hh06dHC937lzqAMA0NARmgPwiLMLgV68DQAAeM7y5cuVm5srp0+AyqIuPnrc3jpBhsmk77//3hWkAWic3n33XcXHx2vYsGEaPXq0Bg8erNdff921v6ysTJmZmSopKXG1zZs3T2PGjFFycrKGDBmimJgYffTRR94oHwCAesf0LAA8wuFwSJIMk9m1ECihOQAA3nPs2DHXKHN73K8k88W/Ghh+oSqL6i5b7k698sor6tevn6xWvk4AjVF4eLiWLl16wf3t27c/b/0hPz8/LViwQAsWLKjRe1x//fWsYQQAaLQYaQ7AI84G5CZCcwAAGoC33npLp0+fliMwUuXhHWt0jL11gpxWX/38889asWJFPVcIAAAAeAehOQCPqBxpLpNZlX96XG0AAMCjSkpK9NVXX0mS7LGJrh+0L8nqq9KY3pKkTz/9tL7KAwAAALyK0ByAR5SXl1dsmMxngvOKuRIBAIDnrVy5smKUuV+oHMGtLuvYssirZJgs+vHHH/Xvf/+7nioEAAAAvIfQHIBHnA3NTRXzmouR5gAAeMuaNWskSWWRXWo+yryS1U/lLdq5vQ4AAADQlBCaA/AI0+V+IQcAAPWmqKhIkuT0C6vV8U7/iuOKi4vrqCIAAACg4SA0B+ARZnPlnxvjzEOyWCxeqwcAgObMMCquxZc9ytyFRb0BAADQdBGaA/AIV0BuGDIZFV+wzwbpAADAk6xWqyTJXFq7keKm0oqR6vwADgAAgKaIxAqARwQGBkqSTI5SyVHq1gYANbFgwQK1b99efn5+GjhwoDZu3OjtkoBGa8iQIZIkn5ydUuWo8xoylZ2Wz7E9kqTrrruuzmsDAAAAvI3QHIBHBAUFSZJM5aUVwXmVNgC4lPfff18pKSmaPXu2tmzZoj59+mjkyJHKy8vzdmlAo3TLLbcoMDBQltP5suZnXdaxPnm7ZHI61KVLF/Xr16+eKgQAAAC8h9AcgEcEBwdXbDjsMpeekiSFhIR4sSIAjclLL72khx56SBMmTFD37t312muvKSAgQIsWLfJ2aUCjFBQUpFtvvVWS5PvLdzKVldToOHPREdkO/yBJuueee1joGwAAAE0SoTkAj2jRooV8fHxkkmRy2CVJUVFR3i0KQKNQWlqqjIwMDR8+3NVmNps1fPhwpaenV3uM3W5XYWGh2wOAu/Hjx6t9+/Yyl52S3941knHxRT1NZaflv3eVTIZT1157ra6//nqP1AkAAAB4GqE5AI8wm82KjIx0Pffz82OkOYAaOXr0qBwOh6Kjo93ao6OjlZOTU+0xc+bMUWhoqOsRFxfniVKBRiUgIEDPPPOM/P39ZT2ZI98DGRfubDjlt+8bmUuLFRsbqxkzZjDKHAAAAE0WoTkAj4mJiXFtR0VF8WUbQL2ZOXOmCgoKXI/s7GxvlwQ0SO3atdOMGTMkSbac7bKe+KXafrZD22QtPChfX189++yzrEsCAACAJo3QXNKCBQvUvn17+fn5aeDAgdq4caO3SwKapFatWrm2W7du7cVKADQmLVu2lMViUW5urlt7bm6u249xVfn6+iokJMTtAaB6119/ve666y5Jkt/+tTKddp/OyFJwQL6HtkmSnnjiCXXs2NHTJQIAAAAe1exD8/fff18pKSmaPXu2tmzZoj59+mjkyJHKy8vzdmlAk1M1KG/Tpo0XKwHQmNhsNiUmJiotLc3V5nQ6lZaWpqSkJC9WBjQdjz76qHr27CmTo1T+e9dIhlGxo/y0/PZ9I0m69dZbNWLECO8VCQAAAHhIsw/NX3rpJT300EOaMGGCunfvrtdee00BAQFatGiRt0sDmpyq8xGzCCiAy5GSkqI33nhDb775pnbv3q3JkyeruLhYEyZM8HZpQJNgtVo1e/ZsBQYGylJyVNbj+yVJvoe3y1xuV8eOHTV16lQvVwkAAAB4RrMOzUtLS5WRkaHhw4e72sxms4YPH6709PTz+tvtdhUWFro9ANRceHi4azsiIsKLlQBobH7961/rz3/+s5566iklJCRo27ZtWrFixXmLgwKovcjISP3617+WJPke3CKTvUg+ubskSQ8//LBsNps3ywMAAAA8plmH5kePHpXD4TjvC3d0dLRycnLO6z9nzhyFhoa6HnFxcZ4qFWgSqobmLVq08GIlABqjqVOn6pdffpHdbtf333+vgQMHerskoMm56667FBoaKrO9UAH//kImw6GePXvy7w0AAADNSrMOzS/XzJkzVVBQ4HpkZ2d7uySgUQkMDHRtBwUFebESAABQnYCAAI0ePVqSZC4tliTdeeedMplM3iwLAAAA8KhmHZq3bNlSFotFubm5bu25ubmKiYk5r7+vr69CQkLcHgBqzs/Pz7VttVq9WAkAALiQvn37XvQ5AAAA0NQ169DcZrMpMTFRaWlprjan06m0tDQlJSV5sTKgaaoamvv7+3uxEgAAcCE9e/Z0bcfFxTGlGgAAAJqdZj/UMyUlRffff7/69++vAQMGaP78+SouLtaECRO8XRrQ5Pj4+Gj69Ok6efKkWrdu7e1yAABANQICAjRjxgxt2LBBt956q7fLAQAAADyu2Yfmv/71r3XkyBE99dRTysnJUUJCglasWHHe4qAA6sZtt93m7RIAAMAljBo1SqNGjfJ2GQAAAIBXNPvQXJKmTp2qqVOnersMAAAAAAAAAICXNes5zQEAAAAAAAAAqIrQHAAAAAAAAACAMwjNAQAAAAAAAAA4g9AcAAAAAAAAAIAzCM0BAAAAAAAAADiD0BwAAAAAAAAAgDMIzQEAAAAAAAAAOIPQHAAAAAAAAACAMwjNAQAAAAAAAAA4w+rtAhozwzAkSYWFhV6uBADQVFVeYyqvOagdrtkAgPrE9bpucL0GANSny7leE5pfgZMnT0qS4uLivFwJAKCpO3nypEJDQ71dRqPFNRsA4Alcr68M12sAgCfU5HptMvgpvNacTqcOHTqk4OBgmUwmb5cDNAqFhYWKi4tTdna2QkJCvF0O0OAZhqGTJ0+qdevWMpuZVa22uGYDl4frNXB5uF7XDa7XwOXheg1cnsu5XhOaA/CowsJChYaGqqCggIs6AAANFNdrAAAaPq7XQP3hJ3AAAAAAAAAAAM4gNAcAAAAAAAAA4AxCcwAe5evrq9mzZ8vX19fbpQAAgAvgeg0AQMPH9RqoP8xpDgAAAAAAAADAGYw0BwAAAAAAAADgDEJzAAAAAAAAAADOIDQHAAAAAAAAAOAMQnMAAAAAAAAAAM4gNAcAAAAAAAAA4AxCcwAAAAAAAAAAziA0BwAAAAAAAADgDEJzAAAAAAAAAADO+P9Ya610NiDliQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1800x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ms_data.plt.violin()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ccb966d2",
   "metadata": {},
   "source": [
    "QC results of previous step are saved into MSData. When you want to calculate them on several certain samples, work as below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6c86cc04",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2023-07-10 22:31:35][Stereo][18436][Thread-20][2712][ms_pipeline][138][INFO]: data_obj(idx=0) in ms_data start to run cal_qc\n",
      "[2023-07-10 22:31:35][Stereo][18436][Thread-20][2712][st_pipeline][37][INFO]: start to run cal_qc...\n",
      "[2023-07-10 22:31:35][Stereo][18436][Thread-21][21272][ms_pipeline][138][INFO]: data_obj(idx=1) in ms_data start to run cal_qc\n",
      "[2023-07-10 22:31:35][Stereo][18436][Thread-21][21272][st_pipeline][37][INFO]: start to run cal_qc...\n",
      "[2023-07-10 22:31:35][Stereo][18436][Thread-20][2712][st_pipeline][40][INFO]: cal_qc end, consume time 0.0750s.\n",
      "[2023-07-10 22:31:35][Stereo][18436][Thread-21][21272][st_pipeline][40][INFO]: cal_qc end, consume time 0.0410s.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=2)]: Using backend ThreadingBackend with 2 concurrent workers.\n",
      "[Parallel(n_jobs=2)]: Done   1 tasks      | elapsed:    0.0s\n",
      "[Parallel(n_jobs=2)]: Done   2 out of   2 | elapsed:    0.0s remaining:    0.0s\n",
      "[Parallel(n_jobs=2)]: Done   2 out of   2 | elapsed:    0.0s finished\n"
     ]
    }
   ],
   "source": [
    "ms_data.tl.cal_qc(scope=slice_generator[0:2],mode='isolated')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72b3171d",
   "metadata": {},
   "source": [
    "Works run in parallel on each selected data object and the corresponding result is also updated into itself."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "510d2f0a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 482 × 13668\n",
       "    obs: 'slice_ID', 'raw_x', 'raw_y', 'new_x', 'new_y', 'new_z', 'annotation', 'batch', 'total_counts', 'n_genes_by_counts', 'pct_counts_mt'\n",
       "    var: 'n_cells', 'n_counts', 'mean_umi'\n",
       "    uns: 'bin_type', 'bin_size', 'sn'\n",
       "    obsm: 'X_umap', 'spatial', 'spatial_elas', 'spatial_rigid'\n",
       "    layers: 'raw_counts'"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ms_data[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "bcd54cab",
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.holoviews_exec.v0+json": "",
      "text/html": [
       "<div id='1012'>\n",
       "  <div class=\"bk-root\" id=\"aa550742-3ad5-4d70-a81b-febf091014bd\" data-root-id=\"1012\"></div>\n",
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       "<script type=\"application/javascript\">(function(root) {\n",
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       "    root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
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       "    embed_document(root);\n",
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       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
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       "    }, 25, root)\n",
       "  }\n",
       "})(window);</script>"
      ],
      "text/plain": [
       "Column\n",
       "    [0] Markdown(str)\n",
       "    [1] Row\n",
       "        [0] TextInput(name='file name', placeholder='Enter a file name...', width=200)\n",
       "        [1] IntInput(name='dpi', placeholder='Enter the dip...', start=0, value=100, width=200)\n",
       "    [2] Row\n",
       "        [0] Button(button_type='primary', name='export', width=100)\n",
       "        [1] StaticText(width=800)"
      ]
     },
     "execution_count": 13,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "1012"
      }
     },
     "output_type": "execute_result"
    },
    {
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",
      "text/plain": [
       "<Figure size 1800x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ms_data[0].plt.violin()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15075544",
   "metadata": {},
   "source": [
    "Show the spatial scatter figure of QC distribution. In multi-sample analysis, serveral parameters are added here for better visual presentation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "cce88c2c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2023-07-10 22:31:36][Stereo][18436][MainThread][8820][ms_pipeline][106][INFO]: data_obj(idx=0) in ms_data start to run spatial_scatter\n"
     ]
    },
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.holoviews_exec.v0+json": "",
      "text/html": [
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       "    var render_items = [{\"docid\":\"4ff634ee-8613-49dc-8f79-15a4dffdd280\",\"root_ids\":[\"1021\"],\"roots\":{\"1021\":\"97a7c2ac-3f6c-4e5c-8a8a-a91835708d8e\"}}];\n",
       "    root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined && root.Bokeh.Panel !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined && root.Bokeh.Panel !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else if (document.readyState == \"complete\") {\n",
       "        attempts++;\n",
       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 25, root)\n",
       "  }\n",
       "})(window);</script>"
      ],
      "text/plain": [
       "Column\n",
       "    [0] Markdown(str)\n",
       "    [1] Row\n",
       "        [0] TextInput(name='file name', placeholder='Enter a file name...', width=200)\n",
       "        [1] IntInput(name='dpi', placeholder='Enter the dip...', start=0, value=100, width=200)\n",
       "    [2] Row\n",
       "        [0] Button(button_type='primary', name='export', width=100)\n",
       "        [1] StaticText(width=800)"
      ]
     },
     "execution_count": 14,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "1021"
      }
     },
     "output_type": "execute_result"
    },
    {
     "data": {
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2aJ8Mw/CN404//fS041bAO3bcvHkz1q1b53v9YDDoue1b3/qWJ6MI6Lmx4yWXXOLJzgkGgxg/frxnmz0ZOw4fPhyjRo2yf165ciUOPvhgXHXVVXj44Yfx+uuv243oVVX1ZdEQEXUXBkeIBrnUuqLjxo1Lu13q7YZh+AYPHfHYY49h4sSJ+MUvfoEFCxaguroara2tGR8jT9C7SrqaqqklxDry2NSTRwAYMmSIL6W6rVquXS3dYCl1kLEnJb4KCgpw5513em5bsGAB7rvvPlx66aWYPXs2SkpKMGvWLF99XyIiIiKizuqO81x36Skp3fl9utvctmzZ0qHXddu2bVvG+1N/79TfGfD+3p3dF/dYb++998YVV1zhue8///kP7r77blx88cU47LDDUFxcjOOOOw6vv/56p14vlbt/iFRUVOQLHKS+Z1deeaUnkPPcc8+hsbERra2tnpJQmqbhggsu6NA+7dy509ejs6vHjqqqYvTo0e0+tjt099gRAObOnQtN0+yflyxZgnnz5uHyyy/Hcccdh+HDh2PatGl49NFHO9zThYiosxgcIaIet2LFCnz/+9/v8MmV2YNNAHtTuibpO3fu7PDzpGaJAPCcjHaFa665Bm+99RbOPPNM32AFsAZPCxcuxP/+7/9i7ty5XfraRERERDQ49cR5LgDPRHtPkD002pL6e3fH75xuXx544AH8/e9/x9e//vW0fUUSiQRef/11HH/88fjrX//abfvUnokTJ+K4446zf25sbMRzzz2Hf/3rX4hGo/btJ5100oDpa5Fu7FhbW9vh5+mJv6kzzzwTixYtwgUXXICysrK02yxbtgz/93//h6uvvrpLX5uIqC17nu9IRP1aZWWlJ3177dq1abdLTQNWVbXNE5r2vPDCC56TOFVV8eMf/xjf/OY3UVpaCk3TsHbtWhx77LGdev5spTsh/vjjj33N57J97Nq1azFr1izPbXV1db4mehUVFfb1dGnnqWn4W7du7fKsma40e/ZszJ49G4CVMr527VqsWrUKzz//PN588017uzvvvBNXX301VJVxeSIiIiLqW8rLy323bdiwwXdbW+MlKd044ZVXXsF+++3X7j50dnyV7b4oioJPPvnEl9meTmqj7VNPPRWnnnoqDMPAV199hbVr12LlypV4+umn8fHHHwOwFrPdcccdOOOMM/Zov2UTb7f6+npfWad079mVV16J//znP/bPjz32GPbee2/PNhdddFGH92no0KEIh8Oe7BH5e7enrbFjKvl/69bRsWM8Hvc9R19y4IEH4ve//z0AoKamBmvWrMHq1avxyiuveAJrv/nNb3DrrbeipKSkl/aUiAYLzlARDUDuWqFA5hVIRx11lOfndevW+dKhGxsb8cwzz3huO/jgg5GXl9fma2Z63dT07smTJ+MXv/gFZs6cifHjx2PMmDFYsmRJm/vcVUaMGIEJEyZ4bnv88cexcePGtNu7gxwzZszwpRk/9thjvseku+3II4+0r6cbmKTWGn744YfT7k93Sa1929b7qOu6r7TayJEjcdRRR+HSSy/1rRqrq6vD9u3bu3ZniYiIiIi6wOjRo32T7X/605985X2eeOKJjM8zY8YMzzgJAP7xj39gzJgxbf5TFAUrV65MWyZrT6SO9UzTxL/+9a+M+9LU1ISNGzfaY4Lm5ma7jyBgLWwbO3Ysjj32WFxxxRW+/4/2+qZk47nnnvONQZ588knfdjNnzvTd9vWvf90zxlu8eLFnXDJ8+HD8z//8T4f3SVVVzzgOAP72t7+1OW51jx1HjhzpK1P91FNPIZFIeG57/vnnfQGgjo4dn3766R5dWNeRuYfUEmFlZWU47LDDcOGFF+Ivf/kLioqK7Pt0Xcfq1au7dmeJiNJgcIRoABo2bJjn5+3bt+PRRx/F6tWrsWHDBs8KqAsvvNDXKPuss87C448/js8++wz/+te/MHv2bF9Zp+9///sZXxMA7r//fnz++ef2a8qeIqnbrlixAvfffz9WrFiBjz76CD/96U/x05/+tMO/d2e46+cC1gT+oYceiocffhiffvopVq9ejddeew1XXXUVvvGNb9jbhcNh34qjBQsW4PTTT8dbb72FJUuW4M4778TPfvYzzzbjx4/H8ccfb/+8zz77+P7/r7nmGrz88stYsWIFfvnLX+Luu+/uql83K6nvzx//+EcsWrTIfh/liX5LSwtGjhyJk046Cffddx9ee+01fP7551izZg3++9//+v5vAbCxHhERERH1Wd/5znc8P69YsQKnnHIK3n77bXz++ee49dZb8cgjj2R8jnA47Gse/thjj+HMM8/Eq6++ihUrVmDFihV47bXXcM899+Coo47CuHHjfA3Du8KoUaNw8skne2676aabcMkll+D111/HF198geXLl+PVV1/F7bffjhkzZmDy5Mme7O9169ahoqICp59+Oh566CG89dZbWLlyJb788ku89dZb+MlPfuJ5/nRltzqqpqYGxxxzDP79739j2bJluPfee32vM2TIEM/4TFIUxde43h2EOP/8832LwbKVOr5JJBL42te+hrvuuguffPIJ1qxZg3feeQc33nijrx/JZZdd5vl5/fr19u/46aef4uGHH8b3vvc9zzbFxcU499xz7Z8LCgp8/VjuvPNOPPPMM1i5ciUeeeQRXHPNNZ363Tordez497//He+99x7Wr1+PDRs2eEp8TZs2DUcddRR+8Ytf4NVXX8Vnn32GtWvXYtGiRbj22ms9QTiga44lIqJ2mUQ04Hz22WcmgIz/3ObNm9fu9u5/J5xwgplMJj3Poeu6OWzYsIyPe+utt0zTNM1Fixa1+xoVFRVtPl664IILPPcfddRRHf6/isfj5jHHHJPV7z116lTPY3fu3GlOmDAh6/+3YDDo+x1M0zTPO++8dh+rKIrn51tuucXzHG+99ZbvMevXr/e91ujRozM+j2ma5hlnnJFxX+RjotFoh46bzrw/RERERETZnMPecsstnm1Gjx7d4depra01y8rKMp7T5ubm+m576qmnPM9TV1dnTpw4sUPnyhdccIHnOZ566qmMYzipvX1Zv359u79TW+f7ppnd2DLT75GN1OcIBALtvs7DDz/c5vM1NDSYkUgk7eNWrFjR4f1zO//887P6fygqKvI8rrW11Zw1a1aH/i//9Kc/+V7/xhtvbPdxqWPH1Pdk/fr1vsekG6ceddRR7b63P/zhD7M+HoYOHZr17z527FhT1/VOvENERB3DzBGiAWjy5Mk45ZRTst7+iiuuwEMPPYRwONzutmeffTb+8pe/+JqzqarqW83TlunTp+PHP/5xm/fvtddevjJe3SUYDOLFF1/E+eef3+HHlpSU4I033kBVVVW725aWluKll16ye3O43XXXXW02BFQUBXfccQf22muvDu9fZ/3oRz/q9GqqtowePRqPP/54lz4nEREREVFXGjp0KF566aU2e3Lk5ubi//2//+e7PXUcNWTIELz55ps4+uijs3pdRVEwcuTIDu9vNsaMGYN33nkH06ZNy2p7TdM8fS46YurUqbj33ns79Vi32267DRMnTmzz/u9///u+TAy3SCSCCy+80Hd7VVUVJk2atEf79rvf/Q7XXXddh/sohsNh/POf//Rl8qSTl5eHp59+Guedd57vvhtuuAH7779/m4/9v//7Pxx++OEd2rc9cfnll6OwsLBLn7OkpATPPvsse1USUY/gJw3RAPX888/jtttuwwEHHOCreZvOD37wA6xduxY333wzZs2ahaFDhyIQCCASiWDSpEn43ve+h//+97947rnn2kxvveaaa/CnP/0JRxxxBIqKiqAoSpuvd9ddd+GFF17AkUceiUgkgpycHEyYMAHXX389li5d6ksX7k4FBQV4+umnsWTJElx55ZU46KCDMGTIEAQCAQwdOhSTJ0/GJZdcgl/84he+x44aNQoLFizAiy++iLPPPhtjx45FXl4egsEgysrKcOyxx2Lu3LlYu3YtTjzxxLSvP3LkSHz00UeYM2cORo4caT/2jDPOwPvvv48bb7yxu/8LPA455BC8++67OPXUU1FWVuYLhEn5+fn46KOP8Otf/xpnnnkmpkyZgoqKCgSDQYTDYYwYMQLHH388HnjgAXz++ee+/i5ERERERH3NIYccguXLl+PSSy/FqFGjEAqFUFlZiW9/+9tYsmRJ2kn74cOH+26rqKjAG2+8gddeew0XXnghJk2ahMLCQmiahsLCQkyaNAlnnXUWHnzwQaxfvx533HFHt/1O++67LxYvXoy//e1vOPfcc7H33nujoKAAmqahuLgYU6ZMwbe//W088cQT2Lp1Ky699FL7sRMnTsR7772Hu+66C6eccgomT56M4cOHIxAIIDc3F6NHj8Ypp5yCJ598EosWLUpbbrmjKisr8fHHH+P222/H5MmTkZeXh8LCQsyePRt//etf8fDDD2ccawLWAsDUbVLLnXVGIBDAvffeiy+++AI//vGPUVVVhaFDhyIYDKK4uBgTJ07Et7/9bfzmN7/xPXbIkCF46aWX8Oabb+LCCy/Evvvui0gkgkAggNLSUhxxxBG4/fbbsX79+jYX7xUUFGDBggW47rrrMG7cOIRCIQwdOhQnnXQSXn31Vfz2t7/t0aDCmDFj8MEHH+Dcc8/FiBEjMi6ye+edd/Db3/4W5513Hg466CCMHDkS4XAYoVAIZWVlOOqoo3DnnXdi9erVOPTQQ3vsdyCiwU0xTdPs7Z0gIiIiIiIiIurr7rjjDk9fwUAggNraWk8zaep9LS0tGD58uN2cPD8/H9XV1exjQUREHoHe3gEiIiIiIiIior7gjjvuQENDA8444wwceOCBCIVCAIC6ujr88Y9/xM9//nPP9meccQYDI31MMpnEzTffbAdGAODb3/42AyNEROTDzBEiIiIiIiIiIgBXX301HnjgAQBWVkhJSQl0XcfOnTt921ZWVuKDDz7AqFGjeno3KY3zzjsPH3zwAbZv3+4JjITDYaxcubJHSzcTEVH/wMwRIiIiIiIiIqIUyWQS27dvT3vfjBkz8Kc//YmBkT5ky5YtWLdune/2efPmMTBCRERpMThCRERERERERATgsssuQ3l5Od59912sWbMGO3bsQGNjIwoKCjBq1ChMnz4dZ511Fk444YQebXxNHVNWVoapU6fihhtuwNe+9rXe3h0iIuqjWFaLiIiIiIiIiIiIiIgGFS5zICIiIiIiIiIiIiKiQaVPl9UyDANbt25FJBKBoii9vTtEREREPco0TUSjUVRWVvaZ0h2tra2Ix+O98tqhUAg5OTm98tpEgxHHY0RERDRYcSzmNVDHYn06OLJ161Y2NyMiIqJBb9OmTRg5cmRv7wZaW1uxV34+dhhGr7x+eXk51q9fPyBPyon6Io7HiIiIaLDjWMwyUMdifTo4EolEAFgHYWFhYS/vDREREVHPamhowKhRo+xzot4Wj8exwzDwTmUlCnp49VSjYeCorVsRj8cH3Ak5UV/F8RgRERENVhyLOQbyWKxPB0dk6nZhYSFPxomIiGjQ6mvlbAoCao+fkKN3FkgRDWocjxEREdFgx7EYBvRYrG8UTCMiIiIiIiIiIiIiIuohfTpzhIiIiIj6HkVVoKg9u4JKQd9asUVERERERNTTOBbrWswcISIiIiIiIiIiIiKiQYXBESIiIiIiIiIiIiIiGlRYVouIiIiIOkYR/3r6NYmIiIiIiAYzjsW6FDNHiIiIiIiIiIiIiIhoUGFwpJNuvfVWKIri+Tdx4sSMj3nhhRcwceJE5OTk4IADDsCrr77aQ3tLRERE1IUUxW4E2FP/oAzg5UpE1CEcixEREdGgxbFYl2JwZA/sv//+2LZtm/1vwYIFbW77/vvv45xzzsHFF1+MJUuW4NRTT8Wpp56K5cuX9+AeExERERER9X8cixERERHRnmJwZA8EAgGUl5fb/0pLS9vc9oEHHsCJJ56I66+/HpMmTcLPf/5zHHTQQXjooYfsbRRFwYsvvuh5XHFxMX7/+98DADZs2ABFUfD888/jiCOOQG5uLmbMmIHVq1dj0aJFmD59OgoKCnDSSSdhx44d3fErExERERER9TqOxYiIiIhoTzE4sge+/PJLVFZWYty4cTjvvPOwcePGNrdduHAhjj32WM9tJ5xwAhYuXNjh173llltw00034ZNPPkEgEMC5556LH/3oR3jggQfw3nvvYc2aNbj55ps7/LxEREREWVF76R8RkcCxGBEREQ1KHIt1qUBv70B/NXPmTPz+97/Hvvvui23btuG2227DEUccgeXLlyMSifi2r66uRllZmee2srIyVFdXd/i1r7vuOpxwwgkAgKuuugrnnHMO3njjDRx22GEAgIsvvthe4URERERERDSQcCxGRERERF2BwZFOOumkk+zrU6ZMwcyZMzF69Gg8//zzuPjii7v1tadMmWJflyf5BxxwgOe27du3d+s+EBER0SDWG6uHzB5+PSLqszgWIyIiokGLY7EuNYCTYnpWcXEx9tlnH6xZsybt/eXl5aipqfHcVlNTg/LycvtnRVFgmt6jLZFI+J4rGAx6HpPuNsMwOv5LEBERERER9TMcixERERFRZzA40kUaGxuxdu1aVFRUpL2/qqoKb7zxhue21157DVVVVfbPw4YNw7Zt2+yfv/zySzQ3N3fPDhMRERF1kqIovfKPiCgdjsWIiIhosOBYrGsxONJJ1113Hd555x1s2LAB77//Pk477TRomoZzzjkHAHD++efjJz/5ib39VVddhfnz5+O+++7DqlWrcOutt2Lx4sW4/PLL7W2OPvpoPPTQQ1iyZAkWL16M//u///OsQiIiIiIiIhrsOBYjIiIioq7A4Egnbd68Geeccw723XdffOtb38LQoUPxwQcfYNiwYQCAjRs3elYezZo1C88++ywee+wxTJ06FX/5y1/w4osvYvLkyfY29913H0aNGoUjjjgC5557Lq677jrk5eX1+O9GRERERETUV3EsRkRERERdQTFTC6v2IQ0NDSgqKsLu3btRWFjY27tDRERE1KP62rmQ3J8lk0YjovXsGpuobuDAlV/1mf8LosGgr30GEREREfWUvnYexLFY92DmCBERERERERERERERDSqB3t4BIiIiIupfFFWBovZsUz7FHLhNAImIiIiIiLLBsVjXYnCkm8ydOxcNDQ0oLCzEtdde22efk4iIiIiIaKDp6rETx2JEREREAw+DI23YuXMnbr75Zrz11lvYvn07DMPw3F9XV5fx8XPnzsWWLVugqirmzp3bJfu0bds2GIaBESNG8ISciIiIiIgGpD0diwFdPx7jWIyIiIho4GFwpA3f+c53sGbNGlx88cUoKyuDonQufcgwDGzZsqWL946IiIioF6no+c51Zg+/HhH1mq4aiwEcjxEREdEAw7FYl2JwpA3vvfceFixYgKlTp3bq8eXl5V28Rz3z3ERERERERL1pT8diQPeNmTgWIyIiIho4GBxpw8SJE9HS0tLpxy9evLgL94aIiKj7NNx7qOfnwus/6KU9oX5DEf96+jWJaFDY07EYwPEYERH1D9EPqzw/R2Yu7KU9oX6DY7EuxeBIG37zm9/ghhtuwM0334zJkycjGAx67i8sLLSvz507165jW15ezhNxIiLqs+p+Mt2+bsSsGu6hipBvm5Jf8ruMiIh6B8diREQ0EEX/4gqE7BaXk1O2ecbaJnIegyREPYHBkTYUFxejoaEBRx99tOd20zShKAp0Xbdva2hoYB1bIiLqc+puONi+rhV27Cu//vZDPD8X3/xRl+wTDQyKqkBRe3b5kGIO4OVKROTBsRgREfV30T+7AiGlHXzwCCD6tvP4yGwGSsjBsVjXYnCkDeeddx6CwSCeffbZdpsAFhYWQlVVGIbRg3tIRETUc3ZedzCG/urj3t4NIiIaBDgWIyIickT/WoXIGQyQEHUHBkfasHz5cixZsgT77rtvu9tee+21mDt3LlcsEVG/Ev1tSm3Ty3iyNVDs+tmMDm0f3xaHGla7aW+IiIg6hmMxIhroXn7rO56fT/7aH3tpT6g7eMpntWe5uMzpll0honYwONKG6dOnY9OmTVmdkBMR9XXRp5yTM7POBAAoeQM3LXKwSm2sno4W0dC6rtV7o2FCFigJpvQfcau/4xAgZWEuy20NUqr415PMHn49Iuo1HIsR0UDy/16/2L7+jeIV4trevbMz1K2i/24nKDLEuki+m7Rvci9SU0e2fYIdfakKyPXeFjmOCxwHJY7FuhSDI2244oorcNVVV+H666/HAQcc4GsCOGXKlF7aMyKi7Mm+Edoord1to/NSMkmu5IlWf6cEVSRqEwCA5G7ddbsVGFNzrDMqfXfS91gjZsCMDeAzICIi6rM4FiOigSC6WI6v9mt321WLTvT8PHHG/G7YI+pRcgi+GcA266qZsMZXWoEGvUFP+zAAwEYA+d25c0QkMTjShv/93/8FAFx00UX2bYqipG0CSETU12STQZBRHhB9wtUA7nsMlPR1u38x0w56aIXWmXiyzh/0SEcrCgCGdaJuNOrQm7zpIeEx4YyvW/TTDzuzy9SfKQrQw00AYTDbjWiw4FiMiPqz3Z/NArBnC7ufee0S+/p5xz2+h3tE3S36RkrGSATAzuwea7QY9sFirLXGYYZrPBY6su3M/uh7VYgcwbH6oMOxWJdicKQN69ev7+1dIOpyDfd5J8wLf/hBL+0JdZeGu2daV1K+KPVNOpL11kR5aIR1cmU2m1ACru0G7nfdoBYotr7qk7vcqdvizTZMmOJmhWcERETUR3AsRgNR9IOULO1DOaE50EQ/k++xd2D1jeIVVvYAABRbF7Mja5AIOdn922MF3b5/1EuGAy3vtdg/5uxtNRfRiq3334jqMJmwT9RrOBXShtGjR/f2LhB1WvTXzol3YnvCvh4o5Z88AfEtcXvCXCtqv9wWAEQfq0JkDgdwfZ1M045tcPUU0cTgTHHKaMksEc9jRZBEzVURKLa2M3Vru+TOpPNYWH1L3HZedzAAYOivPt7j34GIiIhjMerPoktdQZBq1x3FPb0n1CdtBjBMXG87IcDjtXfPAQAcd+Rz3bJL1IUCAD5zfox9FQPgjMPCe4dhtvrHYoqMp6lOJQB7zLUWQJm4v1FcjnIeG/2b9ZkTOZ3jdaLO4ExpG/7whz9kvP/888/voT0hyt6uW2YAcFaKt6fuJ9MRHO+t4czySf2TOyDmpuaq0But0hNaRIOipWSU7NY9E+ValscO9S11P5luXcl2yZE46VY0BYr4CJCBEFM3YSat657MIiIXRbX+9fRrEtHgwLEY9UfR18X5eGmW279ahRXFZZ7bZs56sWt3inpE3aeHAwCCKafORliButJ1fh7x3h+M6oA4Fx+B3dZjcnn+3S/JQGhLxq0AAEqOeI/Fua2WF0Diq7h9f2BoMM2jiBwci3UtzoK14aqrrvL8nEgk0NzcjFAohLy8PJ6Q04AlyzIV/pg9BPqD6G/SB0XSZQZ0iFyRkufctPsX1rHB/hJ9ix0YcQmUBJx+IyLooeY72R6yJwkAOxBiNqfLJjHtkyCjWRe3wW4eqOZ6z5Dqb52B4lsXdfI3ISIisnAsRoNV9GOxAvxgLljrD958z+qPNK3Ie7sKE6jP8MAGcakAKEm/yf+Uf46Pdnmz6KJLqhA5kMdGXxJ9UozH3S0aRYW0+Kq4vThR9oZMbE4guK8r+JFhwlmO05I7E0CNdVtwvEg3WgVgaMq+/KcKkeN5fBB1FIMjbdi1a5fvti+//BKXXXYZrr/++l7YIyIvu7cEAL1RNOtK88VqJky7l0ByhyixpXA1Sn8XfTR9UEQJqUjUWu9zQEyAa3kqlJD/4NCjopmpqtgT30a1tWJFLZCPza7sFvUR4m87WZ+0y2kpWTZqU/NUGCLLSAZE3JlEsQ1WSrhWkPmY2PkjUWLrHpbYGtAU9Px3Cb+6iAYNjsWoP4gudJ2PbweQn2ajcgAbAGgAdojbeHrd7/3rnfMAAOGUIVbC1BDcLMZYMkukIs0TyLnxegB14nqzdaHCtI4b6p9ygcRyazyuBBUYrYZ9PZPgfiLoUefcJh+rFQeQqEmkeZRf9EURYD2VQZIBjWOxLjWAk2K63oQJE3DXXXf5VjIR9TXJ+iTiW+KIb4m3v3EbUpu3U/+TbNChDFOhDEv/Ua9FrDqmRovR5nPo23UYtQaMWmebhnt5bPRHZty0ymhpCowmA2pYhRpWoeVr0PI1qEEFgSEBBIYEYCadHiSp9EYdgZIAAiUBqLkqtALnHxERUXfhWIz6jVrxb4P41wnRhVXe4Av1P1Hr3+rgsLa3KQZgiH9pHBrYgEMjzj/A3fSd+hOj1UBwahDBqUEgB9a/XFgZJ2FYwbQIgNFAclcSyV3pB2OxFTFn27j4VwA7W4WIOo6ZIx0UCASwdevW3t6NtOSEpewv4J7wTC2Bktp3gE10+5e6G6fbWQEe4i1P1jtfpEaTbl939w/QCq0///gqK4ASHOb/OKi//RAAQPHNH+3xPlM3CwOJLc5qkmBlSp3SIgBN3pvim6z3XtEUe9VBQmSOoCaBvIOs5W9G1Hu2rgxVnPRhAJGLuCqlt+z62QzPz/LzXwkontVJZsxKyZbfC0qW3/7JWuezRCvQ7CUV8jNGUYHAkPRPtvO6g/ndMoCxzi0R9Ya+PBaLLhHnRptdN26zLsxdMsvb+W5W8pzrkR/wXKo/ib4r3uvUtgDyXHuj6zb3d5e77A4ARID9oqJWzt5tvNbrVYgcy+Ojr1u6ewRm7Nroua1ltDhAWpwAyT75O5wN1olLeRzlwP7MwC4AB6V/rX9vnwi8caH985nHPLUnu05dJQYY1SLTI6JBzUtz4ir7ksgss8LMT+me05Nlkc24icQya9wfLBMHT5rSbNG/ViFyBj87BiqOxboWgyNteOmllzw/m6aJbdu24aGHHsJhhx3WS3tFtGfMpAmtyPqzl82XZWpcvCaB0IhQL+0ZdUT0/iprlQkAaEByq5ioDij+zErREM4d4LB7UQimbkITJ2/h0WEoOd5vPTWiwmxtu4dJ9IkqRL7HE6/eogQUmAlxIp6vIrlbBEjaSd1O1IgSaq7SaVrEuh4aEYKZ0rfGjJmewKskVzUpqXUFiIiIOoljMRqQYrACJCHXzzni+lpxOaqnd4r2RMywxtaHY521GA3wZYGMyq1HbqNYxNYAQMZ35XHgrpZU2sYLZZi5W/7R1wEAkw95Nbudpq5lwimJFrHGQ/FNcYTysphbaRCPl0QJtsB08YbvTNkWQGJbmvJaKwCMyXqPiSgFgyNtOPXUUz0/K4qCYcOG4eijj8Z9993XOzvl4m7CbDZZn6ZyxbBs2uTODpG3ychzoNiZDEvWJbF9zlR7G6nsyU+7Yc9pT9iNl1WrZBIAz8mXDHiouar9/sv+ALJeZade9warh0DJXVwF3me0uAJcaeg7xIR1TuYJ64DoKWHG/ceH0WTYfUkCxfy66Gt2/uhgqBkCEnaWiGuVaqDEeR9lQAWm2WYJrVTyOJBBEtOAsw+d/4ghIiLy6OtjMQBY+uH/AADGG2L2qlbcUeNsk9xifV+2fG7NnLnP3cJjrVlxfVcSzRdO8S1qGP7Ysm7Ya9oT0ZfFGFxOgifgrAQHrDJKAJAnLoe77nMdFx1+3X+JHgIncTFSXzFzyFcAgGBSjMmj/m1y6xJOjf7ULCPAKockG2qneTw2uh7HoFmfE/1z5vJm8a2iQkeZ8+Yrla7PeZlpJm/KcjwWrAgitrYVABBbryO8v4iwbhcbDE3/OCJqG2e72mAYnOWh/s3UTQSHBqCUO5OnyXXeb1y9QbdXKuhRHS0NVppBeK/UnG/L7rtmouiGD7tnh6nTZIptckfCXniiBEUJPdd2RpP1uaaGVV8wVAmpMGLW/WaL4ZvoTtYnERwmTuwa4KtpGn1QDNqu4KCtN8j3O7YxZt+muUrvyUbrKMn8tS+zioJlQSji6EnscFYnyUBIoDiA+La45zYaZFT0fOc6HmpEgwbHYjQg5AJva6Jeljh3nt2yxrl/K6wJcsDKIgGspu37pn+66BvifPsYnm/3ORE4ZbLkz4BTSi0BZ3w1FHYWgGf7WtfP8jRezqtvsi6MUQqOG/6FdVNLsecp1n9yLMYe9Hondp72mAiINr3r1LHOPyTfvp7cbo2xApXtTMFuEZdl4rIITqlGBXa2UXg/KyDS+G6jr1ofDRIci3UpBkeI+iPD6R8jyZUJAJAzNruvyOCwoL0CXK4o16O6PekZKErT14T6DJkdJN/7dDUgjSYj45eYHtXtUkppX0NVPNkG1LfIgJbM8GlPfHMMIRH8lGWwjBbnGJFBs/i2ePq+Rmkk65O+AEl4DE/TiYiIaIDaLS6DcHoGbHDd30b/EJ9KWL0HNsMpmdsMYL24PrLzu0g9IxHQEFyX4Tw8BifQkW5M1oD0WSWSKJEsyy1RH1QA6F9mNxZLrhJzL1MDTuBsl7gMAvomsZi1GtDGZzcGb3yn0dqNWQX2YwEAk7J6OBGBwZG0VqxYgYceeggLFy5EdbX1yVJeXo6qqipcfvnl2G+//Xpt3xrus5quG66JMCMhl/5bl8l6b/N1wLWCWGxqxJxV43LFsZrr/bn2Gm8HsNJff9IFvwF1FaPFgNGsw4g7vUNy98n1bqTA+bLNdVYqGDs7vxov+rBYscTGkb3GaBblklLKL5iGEzAxk6bdXF1OhkP1fi7I6+6MEr3ByS6SnwXOC4jLfDgrn2LeTRruOxSFP/ygE78VdcTOHx2c9nY1T7W/C8yY4Xy+i74iaq5qv9+aLK/Y4n8eNy1PhZnmfD9UYS1d0ht1mPH0Jd5qrz3IF3wbctuizC9I/YOqeBoL99hrEtGA15fHYtFlThmV8XXiiljRLb9PGxc69XGC4rsyZ29rlW+ixsnGtM/n7PKU1ndp7sHWEuToo1W+c/ainzKDu0+pgzPWkia7rpcAs2FlitQmrFXktUX5KI02YU8s/+jr7C/Ri6KfVFnxjJRxEAJwesiYsMpiAcA4cWnAGUPlwQmIySwSmWjQ7NouZcZOjZp4o3Uf++epxVs89+/+bBaKDng/21+FuljOhBy7tHFiq2iaPjKIQLl4I2UwtQXeEg+ZFIvLBjilt8RlwSEFiK1rbfOh0UernONPiBzHeZwBgWOxLsXgSIp//etfOPXUU3HQQQfhm9/8JsrKrHy2mpoavPbaazjooIPwj3/8AyeccEIv7ykNRqYIhNm9AjpC9KhQAgrUfGsQpu9K2o24ZRNnNUeFvtv6tk1st14nJzXoAiD6axEkuYZfrr0tOCyI+Gbr7FzJ86/2j2+MITSy7ZX8ar4KfXfbq11kqSV5ohfaJ4vmctQzxEeBlq9BbxLvoQiQqSElq14iWqHmKaMm+1fpYtJGK9SgiLMFeSxo+d7jTAlZrxmq5LFBRESdx7EY9WWRkxci+kqVkznSAaXBJqu0kgqnZ4nsQ1IKp3SOXJvUCqdM00T/80UXi7HYdI7Fel0ZgC/E9fI096+DMylekuZ+eV9jhteogZOBUpBhO+o5zbADHNpI682JLXMiZuEsq3kg1/U8+4pB1w44gVd5fOQDiS9FwGW4P90otroV4W/m+G4novYxOJLihhtuwI9//GPcfvvtvvtuvfVW3Hrrrbj++ut7/IRcTkQntlkfhu4V40azmMhyrf4G4FnJK5tAJXeJmTLDuU+uHparl2SjwNQG3tsvm2ZfH/7bpZ3/ZahTdt0yw74uV4PLSUwACBRrSNSIpl/jnAlKM9p20+62aEUBQHEaOSdrkwiN5aRnX2MmTPs9l+TnASAmvVOi+0aTgcBQ8dFveo8hwMkwcH9GyElyKb467mQdwF/iLTqvCpErOVDrC2RQQ2+w3mejWbffY6PF8L13ofEh3zGRjt6kO31MAGiF1gslahIwjcyfOXU/mY6SXy7O+ncgIqLBo8+OxZaKjBF3T4Ed1kVivXUuFtskzsk059xLrugt/Lo1G266TqnkoieZ4a+LUrexFc4qYDm+y5sisknmiQlxnmf1uOhbrubLMrjxpWuDseKyHlhUspd9HQBm5G9Eh0XgLF7ZBHy135COPwd1rzCANSm3VcPJCJHHiTtLW2acVcLJyk9dzFQApxcNYAXK4DzvMY2rrYCauM+IeMd7m5YcjVEHvpnVr0A9IAEnsFUP+JqEuI+PCLKS2J5A6xfe9P/IMYVOkC5DWe3o61WIHMvvECI3BkdSrF69Guedd16b959zzjm4++67PbfNnTsX27Zt6+5do0Gq/o5DstouWa9DCSrImeKsFkhuds607AlxAEajSOMPiabdQQUhsRJc9hvJ1u67ZgIAG7X3kPrbreNBZnF4uAIhgSHW+y0DonqjjlC5FSQ1RZ8Ko8UAAuIxsqJDU4asJBXQCmTwBJ4ACvUS8b7J4AcAO/NLBxAeZ30eqAWaXW5Lj2bOPLMDoa6PAlMEy0NlQc9xJid2ZEYJDR6KYv3r6dckooGNYzHqi6L/rrIbIbdpPYAgsGDyODuocXhMRNNaAAwT28nT5yicSfQ8WE26AWBFB/eNGSQ9KvqhCJKlZnnkwT+7Jie6t8AJcMjeIS1wJsVlZkAY/jJtbi2ubXfDKeGV5YQ6dQPx92zWWldClSG0rGgGADQvSSLviHzv9hFkl3lWCO9njvisCE4XGSMJIDhVXJeBl+0d3Hfq1zgW61oMjqQYM2YMXnnlFey7775p73/llVcwevRoz20NDQ0wjM73cGiLO1NATmbK5tmexstiokpOlsrMEc3VTFeWPJEZJO4SOnbGiGjEazdfdh34iphAlSuats+ZCgAY/tiyzvxq1EmyHFayVhwHmpJxVUCbz1OgAjrsMjxmzPT0nZDZQ5LRZKBVrGKTNZNTRe+vQuRqnpT3NDVP82V5uQWGBDzZJD7J9gMciqZkfA0jqkNLadoe/W0VIpfxeOguQ+/5GICVhQFY77PsMdMeLSK+I4qd90wtdn2QuAbqZnV2323ye8OMO9vLY8aMGb4zqZ3XWT1Thv7q46yen4iIBoe+NBYDnIln2VckucRZDCDHZQmxsKhxkTVbGjm80N4mb4qYGBOrvD2Z2CKeY253eoUBQNBVvlTfKs7hxNeoIRY47P6FWJzEHiQ9Lw/AWnFdljdK7T2RjRw4E+bNcBalVIrLbfA08h79pZg1T/+nYffDiUzl+XePkkGtr+D0hkg1AlYwrC0NyNx/IuB6fKH/blVMzNcXO6Wwl374PwCAaTP/meGJaU9ELlyI6MvW351SqiD2etu9PzxkRpEcoqeWSZOBN/l1k20Bj+Gws9WsnRKXmwDs5d00+jfxeXE6Py+IAAZHfG6//Xace+65ePvtt3Hsscd66ty+8cYbmD9/Pp599lnPYwoLCzFixAgAVrNAou4WKLX+dGMbnDPx/Oli8NUKJLZ4J0mVoIrkDuvbNVDS8T97rVhzSmyJFeIyUEO9Q81Vkdwpmnq6VvKrYREsFQERM+mUVpJZJDKrRM1VfRkoaliBkXAFTFLmGpK7kp6+EmkzWKhXqTkqNPEe2++P6y0N7+XkcrdXAiuVkuP83ZutBhQxaNcbneNAluWSxyINUGwCSETdgGMx6hfGA6gFjC+d85/1x1ipIRViWfj4XTud7YNwyil1ZpW/AWsC1d3ke6+2N6ceICe03aX26sWlzBJqhRP0kqcwTQBkhbQQnEwRGQgLwDv+ak553Ro42Sfyuf0tJ6kXyUXK4f1yrJJagBVUBaxjYoRr42yzPWRwbIzrNnf20mbXdTlFlJK0QgMMx2JdisGRFGeddRZGjBiBefPm4b777kN1dTUA60S7qqoKb7/9NqqqqjyPufbaa3Httdf2xu7SICL7zJiJzpUycgdF9Kg3k0CufAOsRssyU6ijE6fUS8T7ZMRMqGH/2bFsyh0aZQU1zDayQNSI6EWRpkSSmqPCiLUdCNHrrWNKG+a8fvRJsSLlIq5I6S56o45kbcJzm5qr2ll+7uyQTMwmE8qIlJOdAKCMF9lqn4ljotlAIMvnNGKmnZFo71vYG1Stv/0QFN/8UVbPR0REAx/HYtRnyYnohj14bCGcyVL3pLe7lJJc/F8Mfy8K6rtykblckgknKyhdgoGOzEEOf/9tn+KdLVgbGeq57eW3voOTv/bH9h9MnSM+DxIrElYZYzjljluXtyLn4A42SDfhBDWaxGUcTpbJSljB2WzIx2sAVovrKesHov+qQuQkjtWJGBxJY9asWZg1a1avvX70YeuE37MiW1yVk9ZucnVuoNia+DREI3Z3o127j4C4SYu4vnnFbcHhomm7LNnkjgrKh4vnDAy1tpX9Dzi51X2Kb/oItdceZL8/SkCxM0bk+6FoClpXWWdZWqFml7BJd7ykEx4V9k1iKq7GbvF1cZhIKbsGa8LcTTaJlNgssusV3/wRdv3MKrknm2DHNjrHQ1IEKWR/EcDfUN29+l/LUX3BkkBJwP4cSCe+Le4L0skVMhqXLvVNinOi3vx5M3In5Xrvzlec1W4lWT5lSLVL8ylhBcmdKceMYTolILW2P4vqb7WO5+JbF2X3wkRENKD19lhs1aIT7esjtoorovm6u8eWzJQMDLPOuUq/LZaLu06rApPEebOc/HZPrIvV33LMFZwsMnO3OpvYZZPFOb974ZK2r4boC2Ihylk85+5WTXBK4cjzpC+8ZUnHfywyRSaKG0LIvtzWEFj9Jtzr10pd191D7ZHiUiampE52LnXGY5FpPC66WmSm9X8a/bf4fy4BzE+tv0t7/LwFgKz+5y6JJeXACY4Vwd+/RIVzLMhTdvlzHEBtym3yeQD2H+mrdDifB1+Ky3I47697qCS/A9qbrXVnHolsJHOj8x1hzwUZyHhcyGM5cgI/L2jwYnCEaAAwYgZy93VNdqbJ+JC9AIyE6QTJ8js+kZ2sSyJZl0R4TNgeFALWxGtoZLYFMWlPmAnRg2i3NwPIaDHsSe902SHxLXEEh1of+0pOmrJoSRPJhrb7k8hV/5kySBKbEwiO9y5tij5ehcglPNnqajUXTYGaryFQKnpJiffO1AE1T7xXLYbvWMi6FJoBuxxXYL8AEp9aSx0TtQmoQW+ww4hll2VmGmbWmSfUtylqSv+zHnpNIiKivsZoEEGs41xfVA1wGmbLm5PwToR3ZiJ7M6xgjew9Ui0uY2CprR4S/U+VNZm903u7GTWhzBDnyC2+h1m9H4Zn8QKNcCbNU4XgHENphvLjq3fi7cK9Pbe99u45OO7I57J4Yeqs4H5BJFeJEtbFAXvhoLlDBM4KnbGT2Shuy9hoBtbnReqwLQlghbhe7NxsbLY2VNora1wPpywb9Wsci3UtzlB00E9/+lNUV1fjySef7PbXUlwrbZNRUSJFpOp5Jrc0WQLJ+lGu7E87ASYWO5mKc5+c8DRFxon8QFVV58jX69teRa4Va56MAWYLdI/EdmtiUs1VERAT3ImaRKaHpKUGFSCgQMl1ji95Qu9m1pue1XEAfD9T36Dmqb4sISVHtY8ZwN9rJnXCXJGZZjI4ovo/Q9yvIcu8ubPQzAxBE+oeRpOOQIkVHFGHqdAbsvsbbRJNY3P3EwVwmwCtTLyXu+CsipRveRYlJOxMMtdJkyy3hqQJJZT5ZH3Xz2ZgyM+ZPUJERG3ribFYSchV70iuGRGnVDn7OCVSZCZ3eELYsw3GuZ5MTmKKp9Rdi1DMdSIrez9xjiZLL7kmroJx6zs+JjLEg2WuhUhyLUoJEH3XNRY7kmOxbiFLJsmSSMWAsbET574FsMbk7rVE7hJbQ1JuWwVn1iZT2SbqNcpIxSlhJOXC6TMTgBMokzT4+1HItoCNcIIr7lai8nCT59o6gDLX/Ryq97w47DJYgQOsP9Tk59m9EeYaE8pQ1/hIrjWTx4H7cyHLVg9mzIQ6xDWPt1N854jsJW1k24tjo69WIfJ1fn/Q4MTgSAdt3rwZmzdvbn9Dom6i5qqIizJKMnIbLAs5gy3XxKRsvA0Apt7x/iGBkgASNQl7klwJKPakuAzMuMu3Uc8KFGnQm7yDsvgWb8mr1KbYRsL0ZgylnGgFy6yRWnxj3C7zIDOE5AoYJaDYgRC9PumU8qqwHptYHUdwvDeLKPpwFSI/4MlWj3H9vcu/Wfk+AUBQlABJ1CSyLokWHCeOjZVx6GkyRdR8V7P2DIGy5C6xqqqIJdj6NRWe75see00iGtQ4FqNelwNrMnulq5eaXKi/Fd6gh5wQl6dNbSdot60QwIaU23IBrBfXK0G9ZSg8ZfAAAGvgzeiQw3F5LMgJb/dxknraPArANtfjZZAl5Npe9qVoABLLrHF5sMp60tnRNfigeIznKdd/cizGHvR6pt+GupBddnG0a8pVBFaVXMV5/2WALAfZBbcCgFEvDphGQC2xPoPUEtUJqkhtraOtEZfMIOnfOBbrUgyOdNAf/vCHbn8NGd11T2rKCWhZzkZOZgHOB68pJqtClaLpsmuCVK4gl30rTNeJmdEsJj7FCnAtz7qMf+VapiCyU+yJcFfZJjPLcirUeWpIsRt8tcsAzKQJNaw4TZmHBJxV/3mubcWKFFmCx72azdc/oK2XazEQHmN9E8tjTs9Qmom6j8wsk5PPbskdCe9qw1TiHCvT+6436BmDYfFtCeSMTT0ro+6WrPOf+bqzfFL7w7QlsUF8T+wddDJFipzL+EfiO8GVVZTaYD2VFpE10l37Jr9GWg0oQe/j634yHSW/XJzV/hIR0eDTE2Ox3HrX96qc0BSntoZrUUp4qjjnETXf41us78nQoa7zLfHVGX3X+mKNHFto32U2Wd/P5maRvX+g+O4uch6OTdZFaKT1Wu6egHYGQ7Z9LWjP5bW/CRKwJimb4Kz+l9kgGrzvL2CVuQm77pfvZ0rJpjbJ7Sa6Xi9dw2/qXu7skHQlteT7JDPLmtNs0wJ/fxK3OPwZKC6JhQkEj8uiczt1LZE1ZNZZn+VaoeZkzDch+1lXuZ0cukWcslwA0LLSObBCI6zvGbWd2WptuJhDksdbPZxyXNvgK/MWfU30HzmOixppcGFwpB1NTU14/vnnsWbNGlRUVOCcc87B0KFDe3u3aJBouHumfd0QQTAjbtqBkuQOa/AW29BqD5o6JBdWMKXB+tJVw6pdOkuWyHFPtCua4k/nzSD6gPhyvYpfrl2p5K6Psfsu69jQioGWz62zHRkcCQwJICkCY0bc9AU07Intoa7b455NoOY6JZpSs0+sGxUn46A44Cu9p29JQhvm/YqJ/qYKke/zWOgqoVHW37z8v9ejmYOSWr4KQ5RPlMdHeFQIMK3bghViMqcRWa8kMmIGcvb2jtKMFgOQjWNd5dtiIuNNBumpn1MUQM0yx78rX5OIBhWOxag3uZubA7AmGOWq6xxArxHnvx9bF9qsTkyv5MA5D5fzoHWu+6vhTIjLwEkr/EGWNKKfirHYFJ5/d6XI8QsRfUscG6MB40MxthojxlayX0gznNX7BSlPkgdv9ojMBNJcl7LZdrrDqgV20C04UzxRjXP3ockNAIDa4nz7tq1LZwMAKqe9neYJqaOi71YB4wHsEDfUZdoaTsUGDc7feonr/k5U6UtuExn57s+e7eIyAOd4KgASn1ofNMFi9okdEDgW61IMjqTYb7/9sGDBApSUlGDTpk048sgjsWvXLuyzzz5Yu3Ytfv7zn+ODDz7A2LFju20f5GS0u96/nPQKlvrfMiWlMa7MJPH0hxAlVmRfEXeJJbmKV98tJkIj/gwFWV5HTtCrrnJNCTFBLxs9ywn9wh9/2MZvSF0lMCwIo8VAqML5gpPZRUbCRLAyZRIyDqf2cTYrn1IEK4J2QEZSCzT7WEvte0Hdo+4n06GlKUkU3xyDIlbyp34uAFYjbQAIlbU9OR0YHkB8U7zN+2GYdiZZOsldSQSGcvK7N2gRzWnKnjChDfF+X7SsclYb5YzPsOzMzYC9+i20fwjN73mXuWkRza65LrMW25PYnoASchdL9pYAJCKiwasvjMWw0blqbLHOq1vXWEvxPQsCxPej3iTKi44S34PuMjuiAljLF9bGOROcLstyPCYzPMMlYqGTu0xS0rttYo1zHh6aIF5P3jTGuoi+JybEj+CEeHfTygJWwOIA142pfdpGuK5H4UygdmIshjCAsbAm0mV2iHz+Hehcg3fqMsaGlAVo6Qo/bIET2BqS5n4dzsR5Oklkfp+/FJf7ZNiGuoUyRkHr2960rZzpzndGco0zPxcYld3YRxkl5uHWOQvSWte02pmKsoKHvkiHNim7SiOJVSJIMiLkZCpNzOqhRAMWZyNSrFq1Csmk9aH1k5/8BJWVlVi6dCmKiorQ2NiI0047DTfeeCOeffbZXt5TGkwCQwJI7PQGINpbJZ6OaZhW9gdgD+gM18puo8WwU0Bl2QCtQINWvGe9AaK/rkLkGg7QupK+W7ffu0Bp0D5B0sS4Wg60zZhhBzWDFd7Ja7PeAFwBLSOlf4kSVj0l0uQEtgzA6VHdDszJrJX4Zqe2gywRqJU6x0/9HYcAAIpv+qhjvzC1SSsO2D2AZHDMaMru80FvMuwAeWxdK8KTxQn8bjgDNrngbEt2+6NoCpI7nckbWVIrUCrKOiadEV9AZB8ZLM9IRETgWIz6KFkK6XNYPUAAZ7V4R0RgBUcScMrc5Lrud5dUkmuV5MryLDJF2hJdIgJmB3I81mXkHHgDoI4VGdMbU85ndTh9JGLw94fZ5XqeHDg9aeR7H4H/OHMnzsnHlorLAljHqEvp7iZEh3grTESXViEyjcdClxkmLlcBOQdYYym9Osu5mjr4s4pcnwnmatH7VfGWxs8oD/7+RjuB4GgxF+Ae8o/M8jmJBjgGRzJYuHAhHnnkERQVWWciBQUFuO2223D22Wf38p7RYNG6XqzIHhmySxjJie5AkZOxISekcyfl2b1jzKQJs1mcoGXZOElxZQS4m29LyfqkPfkqv1TNmAlFfJLIVW2pk/DUPezSZ66JaBnMyBnnnATHUjJBEjuT9oR4YJg/y0Mr0OwASNrXDasIZAiYyf1J99zUdYbctggAUHvVgWnvl1ledmaX4vxdJ2sTvr/TUBZ/t3kHWMscE9ucY0oXQbXYxpgdJJMpt4FizQ7sZiJLtyV3s19Rf6EoPZ9ZPYAzuYkoDY7FqLdFpi1E9LkqOysH42A13AbsSerEqgTwpnU9eHLQWVQi+hAgirYbI/teEFaWfw6cCdKE67JWXM+B05xbBlQK4VQIGJ3l69GeK4Qn2wwAzHoTyn6uk5avUh7TCqdEWrrK2CE4JZjSkcM0mUDXlGabTwHsl+E5aI9FjrQCTNF/VLW5jf6VjtgGJ5sk7xDxASHfQ3fATC5Mq0VGOeNyoLiG4rLijP6Z6Dc7zjXNWyYu2+th1OxcRs5h4Kw/4FisazE4koYi3vHW1lZUVHgLr48YMQI7dnRmmUj2ZOkrN1lOS83zT1irprguJrbTlzgSqxnEanIlzTsvV6HLiLS7h4Bs5KyLyW/PKl/xwa5EspyBp26jR3VffwjThL1ywH1sybJMaq4KvTMTkqpVukmvd2UWlFgHVrI2aV+nnpEpWCHFt8Ttfg+KnIzekYDpmrs2DdF/RvSMCAwN2CdcMmCihlzHmNhebxSZRoUBb0k/AHqd//iKPlyFyA944tVV5N99otb5v7ezflTFU0oxE7NefEfs7XqPZfmHAqDxzUb75kCx+Btv56NfllyM17iyScR3UWJn0leOb+ePDgYADL3n46z2mYiIBpbeHou5J7JltmPe4aIGknu9ifga1EakNLx1T2yJ78iiY4sBOOWPAef7UdYM1zeJia2Qcw5tRMW5V7kYy21zLV6RX59ykjXLipnUfRIvJxCcHrQaHsvzozic92qta+PUiev6Dr5YHNaxKg+JKIC9xHVRzi3bHnLUNZRCxcnmSGcLgPKU22LwPyYXzkydXNm/W1zG4TTUlvLhnK/vDV/vi8iOmJPdIHy5+HhMmP6fDDtLHVYGmKudsXTrWuuNleWE0/bxTKcUwCbrqjJKRfILZ3wXW+c9WAIlgezKE48DYv92KjzIBbWyP0lgovMc0edEphmDJDSIcPYyjWOOOQaBQAANDQ344osvMHnyZPu+r776ik0AqcfFN1sjMXdjbdkjBgDCYzo+GtJ369DKNaAVdtks3TWpLSe7AUArsF5XyxMlexIsgdObSn65GACw4worY0AJq/ZkswxWJOucLJ9AScBTygiwApxylb8ShD2Ak+XajBbDDqTY2UgigGq0GnZvJK1QBG5zVbuniZTYlkDQ1ZTd16D9/ipEruZJ154qfWAJai6aAsA66Xb/7aaSmRmBIU4pLhl8j2+O2YFwc6UJde8sA94yQB5SnFJvYsLHSJh2z6pgaRCJmgz9bKh/UXuhCWBPvx4R9QqOxajP2SAuVdgZG8nlYkGiqiBwUCemVVYAOBRO2aRcOCWYdPibOxfBKalU3fGXo64VOWmhPYmMQvjfrzVwVu2XwJ8JEoATQJNZQDLpvhnOsSDf8yLXc8hASQ2czBMVTiNu+bzVcAJktUB1sbdZye7PZllPfcD7vt+Pshf55kJEn7SOBWWoWLC2Nn26WGylFdwI7yPmbzbByR6phfPeAv7SWG2Q43J7TmgngH1dzyGmAcLHWAdL/C2OxwYEjsW6FIMjKW655RbPzwUF3gKAL7/8Mo444ohu3QdNZGAYrlX+qStr5epuANDFiiLZK0LNk7OcrsnQPG/mSLqGynbTdbFKXCt2Dg85KS8nyZOuPgR2g8AtYqJtL+tbPfqoiDhfysnP7qAVBaDmqYita0XLSmupWv60fPv+eLWrYeNI64xLNulWIh37UNMbDeu9F8eIGlbsL2F53Om7k4hvsY6L3El5nsl4o8VA9AFxPFzF46Er7PjBgelX7KuKU4KtxT9JbrQaMGNOP5lUMhDizjLxvUSOak+yp8tXUcKK/XlCvUd+busNrkwecUgkdyQQ2itdHn8aESDxiWj6J5rNJrYnYLQ4mSkAnJWrcIIjbZFl3dzfRb4MkusOxtBfMXuEiGgw6QtjMXeZG5lpbXN/vYnTJHOrGIsNSXNiJp4rPNm6kljnnJ+rcuWuXGRQbH0PmtXOObQ6TDyn+G8Iu5r72pkq8nRPlu4Rk2LRz8S59wE89+4OgckBIAw0vtAIrLNuK/i+63hdnfKAUgCjxPUR6LgAnGNzvLj8zLnb1E1gpXVdmS3OqeSxIRJ/6z49HCVTFnTixSlV9Jmq9GOxAJwsjXTrleRHQAv8GSBSHpxSXeliwUVwyrul6xlhtPHa1KPkeEguSNOTJkIjrLFUcnsSgX2zm44N7GVtp2/RkTPBqrcns1KS9bo99m9d12qPscL7Zl48K3uNmglRkuuDJMKHeh8T/XMVIv/L7w8aHBgcSZF6Qp7q3nvv7aE9IQKGP7IUu26ZYU9mA0gb2EonVB5EYmcSali1S18FKsSffBKesgBGswywOZOpsvSa7GvRHjNh2pOxrV9a3d5DI7OcfKXOMVyBUgXQ7WwOV8m0qBPIlOWwdDGJHd8SQ87e7i6Q8GzfusY66QqWOUESLV9OEljbJXYk7BRhNaTYzbflCbneaNjHkrEpjmC5t69Fw72HAgAKr/8g29+a0pDNzvWojoDIGIqtz5TX79CbDPtvN74tbh8/+jLrPXaXzktXkjGd2IYYcid5jy0kTYQqxYBglxOwkQOGdD1qtl82DQAw/LdLs3thIiLq1zgWoz4nH52baN4H1sp+OZTS4TRzrxeXJpwZmaTreqtr2yxb+Cmaguj7UUSOiAAyEWBKJ/absmfAWRyUCyRWWwPs4DAx3lHhHDsy5uk+l64Xl+6+E83w+gJOMEy+pttmOL0q8uEEX+QwYBPsAEt5s9WgxhjrnU+ILqtCZConwfdIkbgUx0Nw/yAa/tIAAO2XG28Rlyqc8ojbnLtlaWsllP3iw9i/RYbK11wBDzE1EzomBKxybpZj/nSiz4og+7k8PmhgY3CkD5KTi+lWXstJSNOVFOKeCAVgl9WBqwRTYpv1LSmzUtI9t2zqJEssyWgyYE2YAc4Hu5xMB5xMFVU26mbFpS4nyyMZLYb9/sqsgEBp0M7SaN1gfRvbNSSzpOapQA4QX+dPsdTFe62GVTsbyWgx7ObtHS2TE31MfMHO4Rdsd4lvjCE8tu3VInaZrAx9soPDgk6mWRv3p/YW8VBhB/WUAPsR9bagK/AgP08k+R0CION77nlMRPNkN7pL/llP5JQDlHVw26uzm9yRQGBoljMA1OsU1ZUB1IOvSUTU7dyxfZkIICcc3aNnMdGkDFe997mrqZRaF/qnsqmjqzJArvhelOtGxNexMt71fSn7l8geEq5907eJRTEjA97n4Yrxrie/f+qdm8wd1nuZf5CVuW80GdDfEJnVkzs2FgNgTYqmlssKwCmvFIBzbMnh1wgg+kIUHbH0w/8BAEyb+c+O7yNlRWZcB48KecskuRUgc9mkCnh7HKUaBackWzpyKJhhuEY9I1mXRMF0bxakOkJ1/p7d1c5akJXcSblI1nrfXPd4TF43VhhQJ8h0kszP2brACpLkHMkGVv0Bx2Jdi8ERogFACSgwEyZyxjtfZHI1ttFiILS3d7W+udsZNSlFHf+EU3NVqLkq4lvids8JvSFpB2xkuR4jZrRZmom6hqIqdnNPJezNFAGsptmyMbcMhtiZAQ064ltEP5t8/8mUnCg3Y6adoeIu1SWDrGbSebwCwBST5nL4b7QYdpk+u1dJSkmv3XfNRNENH3b016cUWkSzV/+oec7/sS6D3bqJwLDMf/N6Q8pITXUFv+FkK6liUkfflfQE49tixEzn+FEUJOtFaT6RnaYEFHtlVGqPnIZ7D2V2EREREfVZ2nANOCDlxs2u6xNd192N2TvTQicEa0J1AxA50ZpZjc63giTR96KInCdmW+uti8TYTgRrKDthpxSezIJu/VJk3wNORoGMYRlwMj1kn5JdcIKbgBPYkMGRenibtsvb5WR3C5wMIyVlGwVOgEaUdVN3ms4+yN1j9kjXCAOxBdaC1fBo6w3SozpaRSP13AlZBh6GA8Ym14LkfO9YK7E1YZdMl1U7ciflZX7ORtd1UY6t5TUnVUnO4ehf6tDGeT8zom9VIfI1Hh80cDE4QtTHmUkTZiylmbZrgtrUO56qk6zXnVJJ4kQrUZOws0E8qUmKnAA3s85IiW+MQc3XEB4TtvdVLRnAYeZeMOzhJVbfEViBhsQOb9O3li+skyR3SazUng5aoeafCHdR81X59nv6DEmmYdqPD+WHfPfbk/Mm08m629B7Psb2OVMBuBqsb4n7skQAK0MDcLL+jCYdOfs4S1FlwAxwpYG3swo1taSb9YN18CTrk3Z9XfvEPmnawRHqp1Skr7Xd3a9JRETUk+SMSa3rthZAKZDjpk4853gAy2BNnNeL25rSbKfDmTSXp/ol7T999JkoIl+LANZQAcFmHWuVzkRhqC2R86yJ4ujvq+wm3M3vWm+iLFXd8o8W5B4vzrED8M++lcBqnt3mi7iup6t8JEo4JTclEZjUxtSeCauHCXWryBnieHi2CuEZVpCh5b2200DMagOK6OeLRgAHue5cYl2oheL+INK//ylaVjYjb7L1ZptxA9owcUxsFxuUuTbmMKz/41isSzE40gcF5AprV8kaGRU25ErudKVPZB/2BsPzGMC1qjtoXQZKnbfebLW2T4q68vJ4d09cyV4F9kS3uw+FmJy3J169c7TUBRRZTk2872q+Ct31/shSbHJCPO+APIRE42QYsNMzE9uzfHMUBWqu6gnCBIqdSU95HAYrgvakqZyEj2/tWJkt6lry79D9fqWSmSZuRpOB4DDnc0FmeMiSSIFCDUarczykNnuPb4kjPNI65uzjVbyMmTDtElvyWDVaDF/91ej9VYhczRUpXUn+v+fs7axSav7MWiGkR3Xk7Jub9nE+smqi67tH3y0+g1wxNz2q28egWpA5mJozxho4xDY7nxl2hkrYG9gDgPpbZwAAim9dlN0+ExERdYZ7Dln2E8hJ+RlwegPIy3JxWefaRq7YlufLE12LSYaLSznpLifH810vv8p6wZD4TnQvetBGiPMoeVonv4856dU9SuGUMRLHQ+wTZ8ZSLdCs/g4Agt8U5zBj4QRPWmH1j8hWGNa4Wr6fY1z31YtL2asiBidbZGsHXoO6hRk3kHdwftsbtMAuo2eLwflMAJzPBRkgkU3e6+FkibhKdiVXirHbRPG5EIS/X01tymPHeO/eunQ2Kqe93fZ+U6coQQW5s5wxV8t/vUGT3JOyGI/Jz5yVzpeQzFACAE3M97Wssp47PDbHd4ilk3t0HlresR4T3xJH7lSxLw1ig32dbaMvi/LoJ3O8TgMPgyNEA1DLqhbkyklPuagpZtgT5skG3c40CIiV3oFiDUasE0ufRKM5GUxT81S73FKyNmlPcJq7RRAtJ/tGYpTZsIetZSU1F06xT4iSu1MCH67MIlM37ffYXuGvevtRpAZe3Y2zAac0l2zMrbkCr3qj4blPBmOVoGqXS6LuM/yxZQCALafvD8CaQJF1QeNb4nb/oHQS2xNOoFs8Rs3XnNJqrjJXhgyutfOnLLfTCgN236tghTjWAgpi65yTe1mqq71auNSHKIqdWdijr0lERNTHJf6RsMZAh8I5X2qAE8z4SlzWwi51ZPeT6VgLEUsOvKW6AGuiXZb1GgeMd6UoJAIss9VVIt9diIZ7DwVglTWSvVpt2+Bk+8TgD6ZGXNcld+8ZeTzoaW4TAhUBJ6iahD8oAjgrYHWwL1E3ipy70F7QFSoL2mPvxAprLNSyqhnBMn/FBTu7w4TzOeFUvIK+WgS/CjU0LUmXZuaX2CzGXyPFAVEDYB/X/W+L+SCxYFGvz9QEh/ocjsW6FIMjfZAZT/NtJW6yewGo/kns1JI57ua3Rqu3X4C7bIp8ztQ6hu7sEFluyZ40c9eXF5NaepPoeyAyVmSqcfS3IsJ8GSPMnVFy52IAQO21rlxL05q4BFyrt+FvtJyNZIOO4KggzCYTaiAlQyhfRXKn9fzxarnk3zn29qR5cvQP4rg4n8fFnqj+zgG+v30ASNQm7b9TLd9/XOgNOkIj05yYCVphAPEt1uR1unJqdjN38dTpvibNhOHNMkuRrEsiVOndh+iDVYhcwWOiOyk5qv39kKgWTdNdf8vurMOMTH8wTotodqk/+TzJ+qSdEdkevUmHJj7bZN8kraDjn2tERESd5l4XIr++ZDzfHcSXp0epp8Pux4t+A1ppmsnoNeKyQlzKiTDXouLwKOsF5SKkgPu8qiDlUg7vXJvUIxf1S462fx514Jv+/aCMIl8X5XL+X5Xz/ov3Kjw1B83vi4zcJgN5UzpRv2gTgP3g9AModF2Xr1cH4HNx3d2yoLTjLyf95Y0LAQBnHvNU55+E7MBIqtjamD0WC5akGTNXA9g/wxPLYMc6cZnuvVbh7VWSqq1AifQlEN3buzJp+UdfBwBMPuTVDA+kPZGosT6sI7MKAQDmahPKONf4K8vsPzk3ZyRMuwR2cKgor7w5hmCFdXDEv4ojNCHTgeJo/Uw0ZZ8uPmg2YI8+Z4j6CwZHiPohNUd1mhmLgIjM1gCA0KiQXQLJdJdCSskKCI5qP7gRGBpAsi5pl1YDFLsJu+e5SkUDunWtrtsCSO4UKxZGZPeFTB1nJk17Zb8aVuw6t/I2vcmwT86VoGL3pJCMmGFPSMtAi/t9lE3e3UGY1ECcETPs+03d33Bdy1OR2Omc6Xl6U1CXCpYGfA3NW9e6yj7kO1limYJXRqvruNAUJOtEWT5xGCgB51iyM0zaWYmW2Jaws0fC46zBmGwgL59TZhmpWTR5JyIiIupxeQB0QF+rIyyaGBvNOhKivHDwWDHuaYBn9TcAq3yajKGMyfL14nAmy+W6lAJ4S7GNt64aSwz7tdUDxLnUNiAxiufe3UlWZVACim+hUWJ5AsF9xbhbDr9HujcQl/L0vQQw3xeLjeQYvBbejI/USkw6nIBtAv6giAl/X5syUDfQ9hNj7WbnLal9aId9f8FMq1ZabEMMOdMyNGjXYL9n2l7WcybWJpAr+oqorvF409LsskmwQVyWA8FDrYMk9pYV/VfCij32S65LIjCO08U0ePBo74PkBLbiyvywJzZVb+8Jz+Ncq/0BQCty3l6j1TpRk6VL5IceYE1aAk7DZblK3D15mawVzXYjooFvs7NaWE6uyQ9nQ2SQaAU8vLqSElCchukdeVyOCiWoIL7RKWEjVxEY9a5JczGxrbvKKKVrwt2eQHHAd0IYKAnAFNlLStnATcXra9KdnHvoJvQm63PD/ZlgS/m8UTrxJ23qgJJhLJbYkUCw3Hv2Hv2NyCr6PjNIOkv+Pcc2xtrZ0pKsS3qyDeVnhGn4v2syvq5qfeZI8vtBZpNohRr0Bm+WYXtkOTBFBUru+rhD+0PdR1GdFWs9+ZpERN3O3aJP1vmXk5Luprhy3Y88XZan0O6eJXJCW55DuXoE2FkBokSOGRXnW8Wu70fRbyC5RmSOuDMx5X7KjBE5x+buQ1DID84u1ZmqM3mwskFWuW6T2UIyQ8TdH2I3nOyfTvQPUQ9UreeNwTkW9gWCCWvn/10/seNPSp3mLl/sIwNnsr9DmmCFGTedstTpFiHF4c0mSpVAxrK1kRprrPDVkCGe29//7+mYddjfMjwxtSsPaHhmd/vbAVZ2WOqYuRROEGxDdk+jNxnIT5PBpm8R83mjXE3ah/k2S0/2v8myVSX1DI7FuhZnr4n6ETnBKFfyA05miAlAEwMmWY4mU9mkNgUUuz+ApIQVGHHx2g06EiJYFqpwnj+1QTf1LCWg2IEOxJym2FrQFQgVgVP5Xhkthp0BIuvj6vVOcCw00jqTjotVcEbMdEr7JUy7h418XTNp2qm86QSHBuwyTIaY8A4UcRVbT1BzVbsUmhk3nTTsRt1+T41m6288tRG6JD9fZKk9UzedwJdrHkc2gZcZTO0JjQjZzwk4x6ee0O1jTNr5o4MBAEPvYZCEiIiIepg8LdkmfoxoiG1o9WwSHpMDfCZ+OKwTryGHYTWu2/LhTIzLifR62NkiSMIbuKMeFxwWdBYlidJ4spcDAGvyG3CyhRrgr0tcA+t9BaAMVZwA7C5xGYC3d4jsVSJ7kJhwyuxJuXCODdncXf5cB5ZM6iGhESG7tH3jh9Yblj+jAC2fWAdLzt5OhEvZu+0FZMGyIJpdWSLhMdbj8qdZkXi9Qbf7gMpF0+21iQjPDkP/xDUWk31SVosKIFNTFjL+uQqR/+UiRhpYGBzpw9wrue0+JCKt0r0S22xjBYt7xa9dBqlBNM12peDJCazgMDlBZvi2kRkjzqS7a/mBXF0uJu49JwHUo/T6pD2BCQDxzXE71Vt+cca3xO1MIDVXhSEmtt2ZStmKb4sjZ+8cmHHTnoRP7krax4Jd1qlRR8448YUvewEygaRLlP/xM9R8byoAIOD6m5Wr89P1FrFX7quuiWzRPD1dybRQZcjXmN1Ny1ft485dxs0ttaSbZ3/ExLg2nJ8dXWH4Y8vspuxqnpOpAbiyf9qJZbqbqUu6uE3NVe1eR0o7pa9koENmvSVrk/b3iRkDIG5X81Q2AexvVMX+/u/R1yQi6klyviq1BwTg9CGR80byVMn9HSvvGyEu3ZkA8rnFuE4ZLetWurYRr5euFGXOAeIJRF8Te1LdtWg4pvPcqsflwAmiLBWX0wDIhI11cMZD7tOozqzIXQtgAqz3XE6Ky+o9ITiZI679OKHYlcLCNUp7rPD6DxB92Mp6z5lo/U2azc4YWI6hApPF32ICzt+qzCxT4Hwe5MIJhsjPkiFwGnanywKJwAl8NKS5PzWzJE0gbfTuXfgsr8J/B3VY5FsL7V40kcOtviLR9xsQGiWqdzRluajUhHOsVALYbF3Nm2IdOC0rUmv2tfE0pqvKS40BtVR82FSLDUoBbYp1fBqrDSDGMVm/wLFYl+LZElE/oYZVO9ggU+r1Bh1KnugJEMrug0oJK/ZkqWFPjCt2PUsloNirDOTEOXTTXnWuhlX7i73d1wooTuNn0XgsWM7eIz1BlsXLlNFjGk4wM91Jmt6g2xklweHOihEZrE1sN+ygiJ1AkKMiWecNpASHBWGIjBRVlPGDCKAZrmAKx2c9SLwNiqbYnyshV1+g1J4ybZHHV6DUdXzIzw3DtINugLN6qT0ykGIapp1pJMs9SrXXHITSX3+S1fMRERER7TEZhKoDMFxc3+4sQMtY2shtHKzMk12u29xzkXJIlws7AwFNcCbFZfBrBNpXBCurQJZrqoE1yUo9QivQ7PF2Wk1wjqV089EqEF9sjcXsxW4xOIEQmY0SdN1WKC7FRDoaYB1z8vUAoBhOcLcJmZu6U7eJrW1F/kFWoCO5I4HgVPFGNMN6jwBvmcc04putNzJ3P+uDQSvUEN8sqj40Gb7jL2d8+x9UWpF3HiG5MonAft6p4+hfRRnsM5hBQgMDgyN9UMmdiwEAu38xs5f3hPoauy+I6OuihBWYIu3RFGWvAq5m22bSRKK2nW/UTK8XVp3MAvG0aoGWtkG3bMAdyrW+1GUjdup+ZU8sw5bT9vPcZjeHbDGcjC9RBi1QHECy3hvAUPNVTxNv+Rj75+0Ju9ySElZ9GSKJ7Qm7J5LkziKTAT37dTXF6ZMkAnuJjdaJnFYcQNENH7b7e1PbRvztcwDApq9PsgOnRlS3sjXgLZ2VzJCxYcQMT+aJlFoyS2/Q7eNHaycIIpu2y35XgPWey5rMLata7Nsz9VnafZf1HcljhYiIulLkRGeyJ/pBVS/uCfVJJXCyM0R/GXOHafePUCpd5y5yHnILOpcZkgtr9VAMThaBDNI0wFlZ5G7MLrMR5Kpw6naRH1ifGbL8KwCE5ET3eutC/0KHNlW8YTlwghOSex1QKZB8xztWi2+OIzRePKfoM2Q2unp6yqw0GejIgb+HST6cbCINTjku8ZgDdot6cSVA5FBOeu+Jwus/AADU/WQ6ACB3Yh6alogURBXIGW818NCjTg/YtOTfsyvhS84FhfYK23NByZ1Ju6xbxj43gNPrRgZaawHsJXZtmoqWfzhjsdwpmRuNRD+qQuQQHivU/zE40pe5PyPFJLRT+shVFksuxBYrbOVKffeKcad0krWx3uB82eoi9VLeJ5vkeh4vPnRVMQHunkSVzIThuU/JG7gpV/2F/LL0ND5WXVkFooQaTOc2wNt3Ilt6o+5pEhksC/kCM0pAsVOL1SxXptOeCZYG7KyfdJJ1STtooif9k+BqrmoHL9LRxfvpLueWykyYGRt7G3HTk5kCANF5VYhcyROtPVFz0RSEyoOIV2cXqGxdF3OyR9KkUweGenuOtEVvMuxMD1liz32SLlcw6c2G53MnE6PJyDo7jnoGmwAS0aAgv3rk15X761HeJieY5KSj+2tX3pauJE59yvPI+1yfdWat0/MPgHcSTT6uOeVnV8mcphCXhPeqVljHkPs0WE52lsB7rKSeXnWmh0gBnGN0rLjcCKeh8gg4Jb2A7LNdqNO0sVr6rBCpHsBocT1N7275Nx/I0NfRrDGhjMhwnqwjc0nrejjZJcL2ZUdi+NR3MzyIshHcN4jmd5ra3xBA/GORJTQ95BwLckquDM5nQjtPl9hhfbDIxasAkLOf649dfu40ww7wtktmKQ3PuBX1II7FuhaDI0T9xJCfLwIA7PrZDLsfjd6oO6vCRTArUZPwfBFmyx505al2EMw9AEstz+Quc7MngY7o70RK5sWcCN8TI/6+AgCwfY7Vf8TdbF0yWgwYzc7ZeWrjbS1fs0tiBYoDSNbJMydR5ihdPxF3I24xEZ7Ybj0uvi2OgulWAWS5wkXNVT2T65kyA6hrqRENhsj6StQk7Cwz2QNECapOmSxZbi1NWbbA0IAngGoHWSUFdk8SNSe7zwa9UYeZcBrCy2NIBtXMmGGXlsjZJ/MKJiIiIqKuFjnJGqtE/1HlZG+IheBKuQJ9vTjHXmtdaHt3cDwWgJVNIE+NQ3ACZemCGENc1/fg1Ohf75wHADjpqGc6/yQEABh6z8eIPuPKNnM3TwesUmruQMleKU9QBGCDdTUgekDon7uiZjLbRPSXUYYoTvaHZACxD53IWvh0cfDIAF0ETlaRCidYR90uVBFC6wbrTWwW/UIKjyy07w+MEtOzjXDK39X7n0er1GDuFG+oCKq3ftliL5IOVjhBcdkEvl07YB+buTOtD5SWD1rQsswagOXuLz5ktgJggRsagBgc6SfkpJGpigwO16R1bFPMc5ve7OojIdjlmGQjZteEpFasebaR0WnV9XhTXLdX+brnwsSuyAl1maWi5bKDQHeT/RuMRt3+MnTX+JcT0oC3Z4Q8NuQx095KcLmtVqQhtt463owWw55AlRkH7iCJEXNSROMbnbxhuy4v9Ry1nd4jCSNjdonsC6KE1DZXC+i7k95VcSm0fA2xDeJEPU0jr2RtEqG9vKsbo7+uQuQaBs32VKg8aH/2y1JW8julPWquU25Nb9DtRu1Str1J4ptjnuwiGTQxmgxfmYls9416mYLMqxC76zWJiHqDnGt0ryuRpy1fiEuZQeI+5XKXOwKQ+MxJFZBjLW20+H6Up8iuczK58ESeu4cqXedK8utSfo/KSU7X4ysK03Vnpi4jm6Cvd63Slm9RHfxBjULYJZFQ4ro92xJYFbDLNEFUQMIwOBPkea5t5euUwym5tElcTsjy9ahrBOG8R+kqHmXxZ6rXJ6FVZJi+q3F6fKalwMkgSkeUimvZy9nB6FKxiHEax2N7Iu8o68M5sSpuL07MOmhRDOf4EH/fsg8N4Mzltad5STPy9s/z3pgL5zuqxXV7ymbUR3Es1qUYHCHqZ4b8fBHqbpze4cclticQKNI8E5Ry9bcaVmCIniVyEl2LaPYkpbuPSbbck7FyIKc3G3bPidC+TPPvDsMfW4YdVxxo/+ybaNYUBF3vp8wU0Qqt29Rc1X6PVJGhZLoaucl+EYrrPEy+hgywqiEFEAHY5s+bkTMuZWRomHaAxNRNhMeGQb1A9v4o9h8P8S1xX2ZRsi6ZtsRaaklG67ldx524qtcnM5Zfc5OZaXJ/oCr2bbIfTmAIT2GIiIioZ0W+6cog6agWWMEKwFqlLScm5WRknWvbXDiBtmyar6cKiddTYQVV5OsDwA5gwZBxaR9GeyZy3kJEn3IdG6lD3gSAMeK6XHMkT5sDcIJmIpCljQnAqE5Z5KbDOTbS9C9Rc1UEy8ULLwGwf8o+yFP8ejjH4IyUfaEeEVvXivxDRJS1Bc7//xpxWQ4nAF7f9vOE9gp7Knska8Wci8giMWIG4ttE2a6R2c3D5B6Yi+Rm63mS25MIjBFjr8/EBqPTP46oP+LMQh/mbjIbfdD6gjVFVoh7Fbjs8yBXFtlZJjHnm00tEJOWaVYNy+t2ORWRHaK7Hi8zTWTTb8NVXkc+pyLmxezJLyaOdBv53rozQyDef7QY9kS3LL+ldOIvXdEUuzdAwtWzQGaDKKrTDF4eOzr0zjUbpC417MElqL3KCpDIv2IloMAQx0t8S9zO9JJkH6JAScAOnsjSRjbDtI8to8VfPNdMOkEPJc3ff7AsZGchyN4zabmeuuFuK2+38Mdsut1RZU9+CgDYctp+9m2J7c7/u51t2BS3gxkyINYWGUSVWWO++8VngRrOvKzE/g5xb+YejMnvk0ItY9YTAOy6ZQaG3LYo4zbUDVQlbRZYt78mEVEPiswUE+Efi8lO9ySkKKlkl8aRvRzcH1W697bgRGfhgV2GSVwY68V36IGu3pLVYgwnSmDCtdjY7vPYKp5cZjEUONtsai72/D6VoC6zG87Esljnk9zqnGcFRgWcLJ7OlL1qgdVnoB5Oxoe718AwcRmDMwEv7+d4rFdFLhSfG3+pcj4zZGbXbjgT3zJoJYNjSTgzdKMAbPE+r7HLgDrM/1kgBctDSFRnyEiQFZzkcVnv3yRXSXiz32BlkDB7pHMi312I3XdZ41mtOIDd/6m37wuUWt8H0festKLQiFBWiwZD+4TSVnKREusTTlWYTNyHiuaaP2xwFj3alUKa2m6cE32lCpFv8PjocRyLdSkGR4gGIL0haX2RKa4PL/GlqYueA4qq2CW4jJhhfwF2pl+JmqtC0QDF1V8gIVYmJGOGHTBTc1V7dbm+zV+Ki7qeGlag5lnvaTzdSY0IfGbqDaEEFScTSJxUq7maHVCxbvB+UZoJ0y7DF9/mz0KQq/4TNQm0fmHVqpBpwcHSdPnm1Fkj/r4CW89MXTKWngygBYcHnRJa4q1Vw4pT0tEwoYREsD3pX2JmiJNrLd85rpJ1Sfvzx278DqdESHuN42VAJVTBrDMiIiLq41T4mx03A9gurhfACaTJU6kSpC+71J44rIWJrsCYb+LbvS6pAjgc65yfC0DdRc51y4yQNE3X0YyM74FaqcLYmhKxCAHxL5zZ7dRsABkkCU4J2SWzEBGXchawEk620mewgnEAUNr2vlDHFd3wob3YuT2yhHn4IHHgxOAtnSizv+RtLXCOMRc7eC4rO4RVNC+3oqetX7Ygb4rTbCawjzggtiIjOX+jHcpV0DTwMDhC1I/ZmSHucjZmdrmwSlhxSta4ns/OPHKVxXGvPJDZQ/L+9laIA1Y5ncDQIPRG3f5CDw7jBHh3Kn1gCXZed7DnttBI68wpvjlmT3ynZgoYMdOeIFcCil0PVU6KJ2rinpX8MvDl7kViZ6iJk7KAu5SSnFuX5duKNU+WGwAkahN2BpsU/V0VIhdzRcqeClU4/Uck6/NDRkBE8LLJsLNJtMLMJ8Dy88Fo0u3jQJZf05sM+1jzfE6l27fyoBMgcR0STn8Skfm0OeZpNEhERETUK+T8olj5HxgWyFj6xqMRVskc92R5AE62kcxMUuAENtx9aXaJ69lOZA+BNQkPWBPiqc3AqctFzlyI6HMpk+IT4WSO7ICVIeJmwAlYhIHYB9ZkuVxoZuwwfP0qwq7ASFD2JZLHZgus997NnaFSAn/Pk1r4jqsX37wApx79NGjPDDnNipLVv7zLLnHuDlSoYmFZck3SKSE8DJmJ7CR9txzfq1BcCxcb3t7tee62KJXWY2KLnRRJdxlje0y4HOxbRAMOgyP9jJGQE9LOB5sZ95bakh9asjG69QAxedXiTHraj5dRZdkDIM3cutzenhB3rTK3J1mHislu1qnsdkN/9TEAeHqPqPbEo3WZcDVZd7/fgaEd/7M3kyYChRpMHfbKBLkC3IiZzkHTatjlmgIy+JG5Ig71ABnw0hvbToc1Wgx78tnODki5Pzg8aF/3vUbSTPs4+/Hi8yhYmeE5Yma7E/HUOZV/+RwAsOnEiR0utaA36M73injfTB2Qf9wy6KG087xmwrQ/F/Qmwy7fJkusaYUBO2ga22idlGc6pqh3KUr773l3vCYRUa9yj3PkRHVTys/u+P0u73366jRlRcWEtV0ux9UYV8kTH3yyHI6rrJciPxRbU+5rdbYJhzOUMaU9Ejl/IaJ/T5n4jsNZnV8DJxjhnpzuTG2zAPyZBdGUyxCcYyACp1RTlqfWW5fORuW0tzuxc5SVGmSeJ0kiY2P2RE0C4YliIL7Ff78pztGV0gwnZwkgOs56jsi2mP/+nWDtvW4SucJa5CcXL+ZNybczOdolM39ca0vNVudgMsS8DNoppSXH44Wzi+zb1BGqL/gaPjSMlrdbQH0bx2Jdi7MO/UTkioX2BypRR5lJ0+oh0mIgvjmO+GZrtUmgJGCV39JNQDehNyRhJk0rYGYAMKweNKmr+DMxGnUrUJM0rX+GCTNh/VPDKtSwaq18UWH/U9I0eaY9N/RXH2Porz6GETPs/jGAlS0i32d9d9KKp7l7abcYUIIqlKCK8JgcBMuCnrJYweFBaBHNavomjh03+X5LyfqkVZLJlWUULLfKNhmNOsyE4RyLch9iJpRS1f5H3cfUrcCWmqtCDStQAlafIiWkQAkpME0guVtHcrfue289z2NYAQ6tMIBAccB+zsCwoH0MKap1EhfIsjG70WLY/6Aq0IoD0IoDzm3ic4qIiKg7RQ5eiMjBHItRJ+2CNQGZAPCV+KeLfwWwskd2w5qc3gkrQKbBKZXV0bJXputfUvxrdt1f6bo9CUSV9vscUOdEzllo9Zxx950pgBXwCgDYBiuoltoqRIyTw7PCCM8K22VoASBncg5yJufY4ye92YASUaFEUsZM8nlrYAXoXEG6aEXYKqO0FVaWUim82SJR4I26fex/1H2alzchOCyA4LAAtDwVWp5Vilxv1K3FjfJvOQ7ncyOdpAltuAZtuAa1VLX+FasoPnUIik8dgoKqCAqqIjBiBtRKFWpl+2Ps+La4fSza+1MI65iS/9LE2YgA4N1338XJJ5+MyspKKIqCF1980XO/aZq4+eabUVFRgdzcXBx77LH48ssvPdvU1dXhvPPOQ2FhIYqLi3HxxRejsbHRs82nn36KI444Ajk5ORg1ahTuueeeDu8rM0cGAE1MKKr5ojm2XP3tLnckMj6MZv8skkyV05udNDzrirON3Sei3p95Ir+oTfEhbWeitFNChfZcyZ2LAQD1t86wb5N1+bV8FWYnFosZzTr0qI7QKOskWW827D4kigxoAAiERWPuqA45s85V3n2bElScv+U09W7VAg2qCFSlPXYUQJFZa2kyP2RWQXgv69hJ1vufRN+ZzNjISwko/OzoRqPmr8JXRzkDHPk+61Gx2kwFAqVZnBoYpieYJctoySBcNu+hfG3368mMtMDQAJI7vD1IzAxBkLqfTEfJLxe3v9/UddgEkIgGOzlXKdePyPnlGtc2cvW+/J5s9X+ZaWLNQXKz9cXoLmNil8aR65Tck2LydeWEZmo/AQDNSZah7E6R00Tj7ZdFBkkATlktORHdifGYudGEMkZ858mJR3f8QoGTTeTG2Z2+LQ/O33Brmvtz4ARR0ozVzAYxzzI8w/lQDMA4cX29/+7Irljbk+uANQEvyzjVZtiOOmXorz7G1m9NBmAtKgOsstW7XrXSDAOiGkv+Qfnpn0BQggpQbF3Xhon5vHVJ6FtFRv7ILD8MTHgDd+I9z51s3di8pBmxDdaHUM7eOWhL9O9V9uch9ZB+MBZramrC1KlTcdFFF+H000/33X/PPfdg3rx5ePrppzF27Fj87Gc/wwknnIAVK1YgJ8c63s477zxs27YNr732GhKJBC688ELMmTMHzz77LACgoaEBxx9/PI499lg88sgj+Oyzz3DRRRehuLgYc+bMyXpf+fXZzxTf9BEAoOHeQ3t5T6gvKb51EQB4ekwoYQVKSsJHIBywy6DJicfA0KD9JRzbkO4sLYVhTYJrpdaTa7kBGA2i1I4Y3LlLJrnLeCV3WF/Wer2e3QQsdYlhDzr9R2RpvGBFCElRes1oNlzBVFEiKeA01ZaNt/WoDk0MzDQZVHX1r5BltySZPSDJYInMGrD70Ij75IS6vN+scxrJRa7hyVZPSdaK90kG3oOK3UcGgJUx5GK0GE7QzMV+P4uc7d0BDpkGrNcnoQSzC6zKPklsyk5ERL0hcphzPhL9ILsGuzTwRU4WQZJnq5xAljy1CcKf5arC6SsxDHb/D/OTLOtTt8Bpni01wSnb5D5VcwdR5GLbeusiOowZIz0hcupCROeLzwtZSanIdV0GQtwZQrLyUbV1oZQpdlN2RYzXAuMC0DdZYym9Toe2d8rgfyycY8Hdp0Y2hx8NpyybLOnlyi45pnQ1ACCRbW026jJNnzSh8CjXH2/q0Md9rNShbSHYgdVAJOCtHSSzyRIpl+0wthtQ9+Gi2MGsocFbAzAcDiMc9n+fnHTSSTjppJPSPodpmrj//vtx00034Zvf/CYA4A9/+APKysrw4osv4uyzz8bKlSsxf/58LFq0CNOnWy0FHnzwQXz961/Hr371K1RWVuKZZ55BPB7Hk08+iVAohP333x9Lly7F3LlzGRwZbOxsDlmaSPYOcZU+kZPVcgJU9oWwnkBsJx8uJrncE9zyuWR5JcP13Akx4a0VW/fZ/UjYe6RPUgs0qEHFXrlmNOtOvxox6WnETCRqrG/H3InOUoLURs7ZSO60Jr21As0OlJi6aWcYAYBSwNXAPUVRFfukKFgWRGydFRBTZSaQLFfUBnkMZOwv0mo4QbE0T5WsT2Ysq5SsTyJY6g207L5rJgCg6IYP23wcZWf0O9ZA56sj9nHqlLreThkUi9ck7Kwxd3AkHVNkjGiu91UGYhOuXkTtZZfJ3leJGldtAdXpaSJX07o/P4iIiHqVXF0tvwLdi2uj3k3dWSFKkVwlYF3YfdfyXA+QZd/l+qWI6z6ZUbAr5T7XNtt3uB9AfUYhnPdPzjHFAGWUGBNF4WSgjHc9rjMr+RvgZCzI02txjEZarZ14o9nKKj61E09PHZQP5+9Zzn3LHiIFcAJYrqox+gbvfI+xzYBalOGcuh5O8Cxd5pKcTK+A7zPKfX+ixBsUiS6uQmQ6F6ztqcrnlwMQvSBhjY/kYlUAdqP23f+pBwCERoWROzUX7dGGBDzN242NrrLasqdV28kfFvER1LLUipwoKuxFbPFNceQcLZ5ADsUYIxmURo0a5fn5lltuwa233tqh51i/fj2qq6tx7LHH2rcVFRVh5syZWLhwIc4++2wsXLgQxcXFdmAEAI499lioqooPP/wQp512GhYuXIgjjzwSoZATQTzhhBNw9913Y9euXRgyZAiyweAI0QCiFWu+iW3Pyv5ONGOPb437SuQEy4P2QE429gKcwJiao2Zs/k09b+ivPkbdjdaXSrqeEXJFvprf9sogRXUmzmX6rXuyW4/qCI1IWdaiOs8NwNe/RivQ7IwSOeGdmplAXa/moinImZBjN0N3v0fpyCC4ElKQ3G39bWuuILvMMjETpl3GMR27T4ibCsgbNVHWMVASsLNMOhOUpe4n+8f09GsSERH1WbLEmXtR7WbX9c60blgLa0KzEE5prQI4k967XNsWpzyWiSF9RuREkV00P0PG2TakL5cmmHHXebYIjmhDNWeiug7AvikPCsBp6C0Nd12Xx6wM2CTglPOjblU8ZwgSi6wFqbGNmRt3tCyzIuV275kd4r0HrPdYHjey1P32NsZj8n1uSH93olZUFxkWtMf5iW1ZppRQj+rNsdimTZtQWOh8WKXLGmlPdbWVFldW5k2DLCsrs++rrq7G8OHDPfcHAgGUlJR4thk7dqzvOeR9DI4McIXXf2Bfr7/9EABOxkciKj68XBNQso+IIVYfqa7J7qToQyJXBsvJddPVwFnWhpfZIQHXhKicLLWfUx5V3oXf1EvCe4XtyUXZF0bNVaGFXGVyxOeanUECeBp4Z8toNaAoAAKK/WVqxpx+N6mrvbUyToL3BiWo2P2HZG8ZKVnn6gnimuS2A2Ti/dQbdE/JtJwxTo8awJokl5PnoYqQ3QvJZph2uS6ZJSKPD1M37YAJ+9j0jEBJAIrmDYImdiRgJmTWoXgfkmbW74kSVHzlttyB1rYau6fSCjU7eJMQ5QDd++DufUJERNRTIoem9JuQX03uKrVNnodAqXB9L4qxkv6lWHQwXJwXt7geIFePy69P9xi/NGUbsaA3YTrn1182ujssU68YCWAorCCGPDaCcMbMxa5t5ST2UPiOnazUw5ool3NNJpwxuXy9KOzm328E2Gi7V8jV+3I+fKTrPjlprcD+LNDKnb9p2VNCr0lCG+M6B95PXMpMEDmUT8Ip0ZU6vHc393b1FpWCjbq/nBN1C9mz0+7/C6BlpXUA6FHd7vnburYVORPaS/+wyHGXMsQ1xpNPPwTOsdbOOrRghfUhotfriC+0PjxC01MOjNQyfzSgFRYWeoIjAwFnFIgGGDlpqKbpAZCO3pC0S+HIL+PENqekjbsxt8wKMKIGFFGizZ7szKLMjRJQoBaozieP7lxGH6xC5Aqm6XankjuthtUygySdQEnAKbmWJvtHK1AzNuLS8lQoKYGxdEzTGeenUjTFLi2RrnEpdR1Z3kNvdAXDswyMmjHD/uwwWgxfjyMAMJPeY0hro5yalu8PuDs3mPb9stwfg2Z9gIK2/4i78zWJiIj6ukJkv1CwHsB2AAfAmSR/33W/PC2qBbC/uK677pOV09pYCe4zBFiRsGYyK0Szi7DWia7x1CmRExci+pYIqKZLFiiEkxXU4r9bqww4GUHphlqplfR2pdmmBU52SLqJ8RicviRMGuhWwRlikeBa16LEcHYnvPouEVjfy5U9JPrXKCGnlDZa4BxTRfDTAKNRZvH7B3Ry0ayaryIuMlxCjJr1vn4+FisvLwcA1NTUoKKiwr69pqYG06ZNs7fZvn2753HJZBJ1dXX248vLy1FTU+PZRv4st8kGgyMDQPHNVpP26K/ZFHCwK77JOhZ23TIDekJki7iDFqK/jJ7o3IRzfEscSkhBeF8n20Df7jqjkl/AYkW4u8RXsIypRH2JzBSTPYusG1O2KdC8E+UpQREzYSJvcp7nZzf7xM4EtJCYhN/lDL7kiZYdYEsz3233MFKByJUMnvWkQHEACdGcXU86x4EuSukFijUkReq1ElA8mURt0euTUHOdk24tpcxattkkyR0J5Ozbfu1dIiKi7mY34/43x2KDXeR4cSz8o8qZ2JanUAqczBE5Kd6MjvkcVkmtA123fZGyTT6cnhK5cPajBNTXFMJpxg74x0JD4ek94sv8kEOziXAmx+X2MkgyBN5sNldbPwBWEM/9vKlz3mIIvyVehIkz5oN6TsHMAjS8sdt3e9Mi602OzLLeZHObgcROa8wWGtVO0GI3oO9OWbxWoTlVP+pEFYh2skma/92EvPNZf406b+zYsSgvL8cbb7xhB0MaGhrw4Ycf4rLLLgMAVFVVob6+Hh9//DEOPvhgAMCbb74JwzAwc+ZMe5sbb7wRiUQCwaD1gfXaa69h3333zbqkFsDgyIAkMwbck0xyglOWH3FPWqf2kzBlKR3FuV0Rc+HyQ9PT10Jsr8g+AZwD77s0xQqQuN5bM2EiWestYaQVBnwnZ52p+6+oCgIjUj5mYnBWoHDxd68ouXMx6m+dASD9YiEloNifI8k2sgiCpW1/fciMEVkaKzjc/6GgKLDLaplpelTojbpv4py6TtmTnwIAtn5rsn2brCGq5KrWZwWAsCiNFt8c82SRpZMUJ+XBSuekXHEF1Ew9u8CHLO9luoK4Rlz0oxkSsIO8MsPN3cCQepCqZMwi67bXJCLq69zzRfJ0qV5cFrvuExPY2mhxviNPytwfdXI9klyL4h7ny4l1eV4tVgSvinrrc1MfkgMrWCHHQPlwJrXXwqptDACV4tJ9LNR34vVEYMQY7zyR2mpiv6C1qnatMbQTT0p7KvK1hYi+lyGYGoQzp9KY5n55ijwiw4tE4ZRmK05zfxzO8Zbu9KoJ2BJMl2ZAXSVy+kJEf2sdB0qB4s/SGQ4UnmO9B02vWAdCe3My8U1xhMa7AiSp2UdZzr8oGhDb7ETS5LhcjvOCw4LAMmc/qRf0g7FYY2Mj1qxZY/+8fv16LF26FCUlJdhrr71w9dVX44477sCECRMwduxY/OxnP0NlZSVOPfVUAMCkSZNw4okn4pJLLsEjjzyCRCKByy+/HGeffTYqK60vynPPPRe33XYbLr74Yvz4xz/G8uXL8cADD+DXv/51h/aVwZEBJHKNtVJF9iDpdeKzNPI9rvbuaUNuW4SGew+1f07u7EQ+rGGt/JcN19Uc1Q64xddYb65W4Hy7KjmusjhNLIXUXwSHBewG2wB8fWECJUFv0/WU3iGJautYUHPSHwsAkNiesBuxq7mqfb88ThRV8fS40fIYNesplc8vx7ZzRICkndiFIs8YXI3SZSk+UzcRGmnN4JgJ0w6gB9KU0bKDJIaJ5E7R+0Y8FrlAfGvqkjZklcJbe+1BKJ37SfsbEhERdYPICSJr4KW+k0Fy2ND1mHXY33p7NwadyDfFsfCW61jY1pknArBTXJcBshiAT8X1MjgT3yx/1D/JfjSSDHrKuISceM5Js420G94SXXkp99fDCdoqcIKsMinBhJNREgMSFZp9nbpX5DLxWfF4VVZ/w1qhhqSo/NCwIIrclEz60LiQHWhPbElYQYzU5xB9hGUpLWOHAXWINaZTClU0f+RteJSzby70aPsLZaN/q0LkdM79kWPx4sX42te+Zv987bXXAgAuuOAC/P73v8ePfvQjNDU1Yc6cOaivr8fhhx+O+fPnIyfH+cB75plncPnll+OYY46Bqqo444wzMG/ePPv+oqIi/Oc//8EPfvADHHzwwSgtLcXNN9+MOXPmdGhfGRwZwNwT18kGORllXQTczbvEl55eba36lSt9ZdMnAL7+Eprmagomo9fyC5WVTvqEwus/AGCVWwuWWRF+uZLfTQnJ5tuu27Ksc2ma/mbIMgsFsDICEpusb3nZdDvdfgTK+VHU04pvXYSa7021f5aT2DI44g5WyOvukyt7Jb/IGDO9CUme+9qi5qt2o+10TDHBruSp7EfTE+RHgavPiynf5wLN01zd3iZN1o+bnT1UGrC/U5KuUm6B4iyzg9wvI76jZL8UIiKiPiu1EbLra2/1xGEAgH1yRRfuDeIOp3qtszhAXrrnuYam3CYm1ra2crV3XxH52kJE3xUBkpGw+oa4uU+D3WuDCrJ8gRpYpZkqXbctc10vFU+9yvQ2/RbGi8jLlgCPmZ4WOWKhVX7NLRdO4EMGLuTffgOA1PL5CXjLZIVT7s+H7/PBowgZe9UMD1vZCltbB1bj5T5LzKMlN4sPhp2wq3DkH1HgC4q1rGi/Ll9ih5iLqXS+PFpXOHXWAqIahNpOSok95hdjQL0+CW0fjsUos9mzZ8M0254vUBQFt99+O26//fY2tykpKcGzzz6b8XWmTJmC9957r9P7CTA4QjSomTHDWyJNpsmJ9F01T7VP1N3btTfpnU6iNoHg/kGYmww7M0ApZIZAX6OGVTs7xB0glWQQJVM2ktlq2CWz5PFjmq5jqNnI2FBbbzbsEzUp+jtr8BC5mEGSrlbx3HIAwPbLpgGw5m3kybZW0M7fuqogJPsJiYwQM2naJbpkA3bTSCnHmCK5M2EfEzJg4i7jJU/sAaRt/E49T1GdUmw9+ZpEREQDhgmnP4ikuW4bCidjwN16oDNz1ZuBl4on45Sc5fZNW3IYFOlzZG8YGUhLd95bACswBqQvaR6DP8AWhBNIqYO/t4gMrMSA4DZrLPhVSr3+37x6Bb7/9Qcz7Dx1VuSShYj+3hrvBsYG0Pyulb3hK1GeQm+wBky5hzvpQsZW0Vw9otl9RqED8c1psvOFZLVTZl32dVRd1Rxk+WTA3zOSegfHYl2LwZEBSDZob7h7pn2bnOQ042JyqtU5qs1GsTJYNtMVKZeq7jryxWS53cfEVXpHG8G0y75MlltruPdQe6KzM2W2ZN+IZF3SnuRUVKfuv1YoVh3kerMBQge10xSMek3ZE8uw+xczvTeqTuksmUViT34bphP0EPT6JAKujBI7oCLnwd2xt7BqT3LLiXA1V/VlnCgRNX0zFOpxeqOO8F7eZWiJGlegIqzaTdtVkXGWKfAFWBmI4THe51Rdva9kWS0lmPl5EjVxO/hCRETUV0ROcRZyRP8jVobLzHrX3NQ++SJjpF7cMM66WFA3zt5m4nBrBrQ03uR7vFxFHB1mfadu4+ruPilypCib83aVM/Fd0/b2bSqCNU7fCme1v2y6vQVO5oksw7Qd9gT7S3s7Peao77DLry1JU4pPBkd0eHuLpC7CTsDJUAOcoIh7LJWXcrkJTuaZmrJ9CKgtEhNC7fQbpO7X/IH12Z/3tXz7e6T5TafsVXi8FT3VN+p2z9D2yLLI7qoQSokzFktuEGO7dkpdm9tE7+Gx7AlI/R9nFYgGicLrP0D0AevEK1hhBSyMFgNasXW/7ip11ZkJR70hCSiK1U9AfI+G9g45TeREMzAlR/WtVJG1NqlvCI+2BtmyjJ6RpsZosCyUufao6gRXlDSNuxI1CQTLMjTSlgtSUtPDqdsM/+1SbPnmfgC8vUJk6cT2TpAlo8WwVxQZTbqvcZuZMNH6pZXOnTNWvMFB/zFiJgw76BreK4zWNdaHiBwTahENRqPIcmonkELdoB80ASQiIuorIrPFRPiHVcAYcWMTgGHi+nrXxjLOJRcZRdA+A9YYrF78HAJqD7QmuWdhPUqT3j4C0VAYhXDK61ROezuLF6EeMwlO4KI+zf3D4fSjSUdzPS61Bwlcj5XBtDTDuvxAHP+qnpR5P6nLRL7rLGrNnWS9aXJhYfyzeOaxs4uiKdDFGEkuanWXPk/UWFH22LpWFFS1/eGS3JFE4HBrLBYQU8fNf3Y+R/LE5wu2iBvcfXGo+3Es1qUYHBnACn/8oX191y0zeu6FxSR45Puc8O5PtOIA1HwVsfUxGNutL2F3+Sy75E1JAAlxvwlkvULBIw57hjNyNY+T3lT00w99t0WfsoJoZp31JqkRDbroE2G2GJ5+RoBorO66yT4mZEktw3T6HYk+EVpEs3uZyDKUiiYy3JpMp+8NgyN9TmBoAKFRzhsTW+cMrOUJky4a/Km5albpt0aLYQVOYQVvZUaaTBU3uXKNiIj6ocjxPd+kfWy+Net58KEv9dhrUhcYC2s1/zLY42k74ygKJyOgQlzWAnZsI93kdzsiCavsQ2QGx2K9LXKg9z147F8/AACcU/mJdUMxrIwhyVvtylqMKIMbsvzaMNf9MlNJBt1K4Rwz8hgKwR53lRpNqFVlB3fqa3In50EZ7kxSG1vEmFqWOG417MoMyd3ZlWMw600oBaKv40gxTRwD8IXYgFUdaIBjcGSwcqVkyw9Be3LTfRIG721KQkxeJjM34aW+KXKV/+Q3+mDHB2vB4UFrFbmrZJLpauCtDE+ZDU3AOa7a7xtGfYRSokDf1PaZUKBYs8tsJWrTlGozXCX90jTulkEUGWwLlKT5ShKLUyJXcuDWE0b8YwUAYOuZ+9u3uRuxy/fIaDGyrjkqyzHKXiGKBgRKrZVPerNhB8UQs441rSh9HdtAifUYo1m3n1fNY81bIiLqp+SkZLF1UZuwJiOX73a6LhcFrFny0kJxQuRembuje3ePukdkZprx2LJOBM/2hrffhOxTIhaCL8rdyz6PnhipQTRkzXzLoAj1fc9tPQjnDPuk7Q1GwDkG1qa5XwZAMi32zoGTRZJmUdpJ5SsBAGMPej3TrlIXKrz+A0R/Y30mhPJD/vJmRXDmYbJcQKaEFLv0uZqvIX+aN/ilR3X780KbKMZX1f7nyTsg3848SWyJIzieJdRpYGBwZJAYctsiz8+yvFJnKaK8SuQKTlj2d/I9jD5qHRPhfcPQd3gnxI0mA3rcui1YkV06p4cKJNZ7J89L7lzcib2lnhC5cCGiv/Z+RihBxUnLrdftYGqwVKz2Lw36AyCGa2JcBElkRohpmE4PIyFZl3TSheUJX5hl13pD5V8+R833pgLI3EgdAEIjrJPi2IYYZEqYLMFlxo1OlemTpf9012onmR6uupvEZ9416k4KMg+2u+s1iYj6IXcfEim6aA+zSYYBkWkL7YpLlXv2bNSLIlMXIvqpOB6miRvdfUl2wVm4OKrjz78qWoamZAizlTXe153Nc+y+aM5JD+PjD07x3jgMTlaIrGyUgJMhMl5cuifLZbCjXlzqcAImOuCqqmapA2pLvZPmq6JlOOmoZzq0/7TnZBWW6N+qgM2Zt1WHiQWH65z5FncPWHs7MT4LtLEQzaccTn8jAHq1dyymjdDYl6Y3cSzWpRgcISIfbZgGxAAzJiY6w6rdhDm+MY7QXmKFgFw5rjk1/81mE2atmBAfMoA/PQcJLaLZWT8aNOskHECi2rqSqE0gONwKaNi9RcSEtWmYdt8SmaFmNvszSLQiLXP/EupVsqRefGMMyR3+LB/7RHtowC6rZTRlfj/l+63la76gWrI2afcsaX/nrIthDy7JbnsiIiKifiBRpiEoytqiHMAqcUe9uDwA9nk5CuCU29plXcwwN+Jtfe/u31HqVquTVvSjLp5vZ4lMLbKaPORuSzgZZCXiUoF/wroYqDWsoEdq7xkA7BXR1420LhKLxB/8NiA4zrVgVQS5guVBexyeLjjiJrM/gmXWvI4W0aCL8Zu+WneyR9ojhoSRCxlopf6NwREiAgBELhWrE+Z1fBWb2WxCyRGT4OISOuxm7Ear4elfUnSDv88F9S2Raxba2URIU0UvWC7KIu1s+8RLCSi+bxklT7FP7BUodk1lOVme2JFAcGQnspOoy5U9scx3W/UFUwB4y+ilo+ZrgAh6yG3lyTfg1MQFnIbvWoH/JFzNVe1GhJI78KLmsqxWb1FUxQmI9uBrEhERDUSRKdZYrO7Twzv+4EYALUCiVLPLtAWTOmZDZIrEvZtHDuVEZl8newY989olAIDh4UbfNi0VQeQ2piltLDUDa7WhAICioDWDXhvIx6Zm0bREBSpyrHSU8mYrNam0sQkLzHFd8jvQnouc7vpbPR2IPtH2+Nwtd6K1urFlVYtz24G5abc1d2UY1xVbF/oKVza/GLvJnqShCSyt1Rs4FutaDI4MUul6TxABVm+H6G+tL1256t9sNO1yR0aLYX8RyhXlNMApAOQctPzWcJ2f67tE02xXsoBWrImHym5wrudLwq6HLAXLg85ryJO9CBD5Dj+r+iIlrDrBj4RpBUNcZDYJADswasYzn8XrjTpCI70n14ltCc/9gNO7hIiIqD9LbYQtT42uP6jn94X6jpIpCwAAqxadaGdvj0jutjJFACfQEQebJA8i22MFyNesN//9nWMxJt9qFDJeNgxJwGqgLclyW6Lf5+5Ejh0gGZW3C//cZvUXlMGR6jzrE2hNk9PJXfY/OqmLfxfqAgp8vVyNZifIIedpcifmAiIW5iujlkKVFR+mOuO4xNtOZFWPGp7nJhpIGBwhog5Rc1Wrb4T7ZNz9SaI6l2arKK8lvmgLf/hBj+wjdQ07m+jZKt/Jl6QVB+xMkGS1P4vEjJtWtgiQviZpBE4wpCXN/dSnlD/9Kaq/c4DnNtlPpj1KSLGzSBQVSMp+IuLhufs6q5lavmgR2/mf29TTZ5lQD1PhfN735GsSERENZiEgka8h2Kg7zbhFH4mgoaPeFOdT4hSqGC2eRtuRA7nwqD8577jHce3ztwEAjixd57t/bWAompPW4qIDsM13//i8nVgRLbN+SJOcP79mEgAgTwReKnMb/BtRnxH5nhifP15lB0+z7vuRA2cxotQMKCXiBHtf52b93bYjr0aLgZwprMXW6zgW61IMjhCRj2yAHX1cZJAUK9lPXBsAQs7EOg0Qsnmf/EIsgNMMW9Q2DpQHAPfCf7mtXHASgDM4M+DUt5WrnHJd21G/IoMedq8Q3bSb9ZlJ0+5fJCXrk3bQNOPzGib0eueMX82xDiqj2TphL3vq0z3edyIiIqK+ZuKM+XZJpY9FF/aTyla2+7hipQVfxa2l4pMPebX7dpB63Lu146Ap1jn3f3eOQUC1rp9c/jkA4LNwBXYnxYCqDtjUXAzA6VGyvbUAgJUdUhKyVr4tb7CyQ/bOrwUAbG0pRF1cDvyoP1GLVJiNIrM/bkIpdZU7B7zl9bKshKUWaGj9wjsRlDct334dLn6lgYJTUETUpsgl/gBH9ClXT5LUuc0YaACKnOscB9H/l6YnzRB4ymz5hOAEStJVVgqn/MwSAX1a+R8/AwDUfG+q7z69yYAi3mu1newOM2EdDMFh1jK2RE0CRsxJ15bl2mRARBsSsG8jIiIiGujOO+5x320vv/Udz89NesjO8J5c6M8coP5v7rdusa9f/8Itvvtfrt4fo3LrAQBj8+t89y/bPQIAEDOs6T8ZGHFb01SKpGGdc6frb0J9S+SShYg+KcblGuyFrHbFhgytaDwCcLJJNgDYLZ6yyLqx5bNmp0TXwVbQTAZGiAYSBkeIqPNMIHIhM0QGk8jZCxH9nStAUi4u5Tm0CSurRAqm3C8Dau5twinbiBM0d1CG+p+kaKSuhP35t2quajdWT9TErfJsWdCGWNvJwAr1HkWBHQjrydckIiIix9nH/q63d4F60L1n3Yaf/PVn9s8f1o0GAIwaUQ8AWN9UAgDY1FJsb7OtpQgAcPCQTQCAunie/Tj3tocM+QqA1d9Evhb1YyLQ4V7QarY6fUn0Zn8j9kBp+2MypUA8YZoybdRzOBbrWgyOEFGHMBhCkYtdmSSviEDJCADRlA0LATSJ6wWu2wAgXTlbsU3kFB5j/UHZE8tQc9EUz22Gq3yWGrbOnsykjmS9FQgJjcguhzu508kQkSd9+q5ku9koRERERAPZyV/7Y2/vAvWyX57xc/v60Y8/AQD4yxYro9udObIqOhwAMEGUzPp41yj8t24MAGDmkI2+5/1olxUweWfORV2/09TlIhe5+oPKctW14lKFcxuA2CqrxEeoLHNEI1lrjcGSddalElbtssmJjQkExzMiQgMTgyNERNRpkW+0U3IrX1ymzmkXwtc8zv1c1D+UPWn1/Nh2zmTrhjQN1N3iW+IIihVJspG73mTAqLGyTILDrRPuQEkAhljZ5F7hRH2IqrT7fnfLaxIRERERAODNS77n+fniZ+/xbfNlUykaEt4G2h/u2stXPuu/l363y/ePul/kXFeJrXbEXWMuWS4rvslpRpJzgHWcBCoCdn/RxJZsa3RRj+JYrEsxOEJERF0icnbbwY3ov70nbJETGAgZkAwTWsSJhMmMERkI0QpUmEnRKDDL3jJKjpMvLB87/LdLu2BniYiIiIgGjt+d+6O0tx/w0P8DAOSo1uq0zy4/u8f2iXpQAXyzvMZmA8FSawGa4lqwaGZZpTg4QmSLBGAvbozM4VieBhYGR4iIqNsxGDKwVTy33Hdbuobt6cjACWClcMtyXJIedaIo6V6HKB1d13HrrbfiT3/6E6qrq1FZWYnvfve7uOmmm6CIgrmmaeKWW27B448/jvr6ehx22GH47W9/iwkTJtjPU1dXhyuuuAIvv/wyVFXFGWecgQceeAAFBQVtvTQRERFRn8JgyMAmS2y5Rf+cXTZJaFQI8S1W9kjr563WbRWuUsgpfS2KbviwcztJ1If1cPsWIiIiGiy0Qg1aoQZFs1YqGS2GnQKsBBUoKrz/ggM3VXfAUXrpX5buvvtu/Pa3v8VDDz2ElStX4u6778Y999yDBx980N7mnnvuwbx58/DII4/gww8/RH5+Pk444QS0trba25x33nn4/PPP8dprr+Gf//wn3n33XcyZM6eD/1lERERERD1PHa9CLbb+KREVSoH1T41Y//TdOrQCDVqBhpzxOcgZn9P+k1Lv6+Njsf6GmSNERETU5cqeWOb5eftl0wAAZiJzDrcp6tvKOriBsHU57MElXbuDNKC9//77+OY3v4lvfOMbAIAxY8bgueeew0cffQTAyhq5//77cdNNN+Gb3/wmAOAPf/gDysrK8OKLL+Lss8/GypUrMX/+fCxatAjTp08HADz44IP4+te/jl/96leorKzsnV+OiIiIiCiDyP+mySb5QxUQbf+xap4KhFOe7zJWgqCBi8ERIiIi6jGe7BBx3YyJiIhhBU5ko3fquxRVgdLDTfnk6zU0NHhuD4fDCIe9I7hZs2bhsccew+rVq7HPPvtg2bJlWLBgAebOnQsAWL9+Paqrq3HsscfajykqKsLMmTOxcOFCnH322Vi4cCGKi4vtwAgAHHvssVBVFR9++CFOO+207vpViYiIiIi6XkRcNlkXwb2CMBussZgckxX+mKWz+rreHIsNRAyOEBERUbfL1ES95qIpPbcj1O+NGjXK8/Mtt9yCW2+91XPbDTfcgIaGBkycOBGapkHXddx5550477zzAADV1dUAgLKyMs/jysrK7Puqq6sxfPhwz/2BQAAlJSX2NkRERERE/UHk/PTZHw13z+zhPSHqWxgcISIiol7FTJF+SEXPd64Tr7dp0yYUFhbaN6dmjQDA888/j2eeeQbPPvss9t9/fyxduhRXX301KisrccEFF/TUHhMRERER9WnMFOmHenEsNhAxOEJERERE/UZhYaEnOJLO9ddfjxtuuAFnn302AOCAAw7AV199hV/+8pe44IILUF5eDgCoqalBRUWF/biamhpMmzYNAFBeXo7t27d7njeZTKKurs5+PBEREREREfVfAzjuQ0RERESDUXNzM1TVe5qraRoMw6qlPHbsWJSXl+ONN96w729oaMCHH36IqqoqAEBVVRXq6+vx8ccf29u8+eabMAwDM2ey/AAREREREVF/x8wRIiIiIuoYFVD6cCr3ySefjDvvvBN77bUX9t9/fyxZsgRz587FRRddBABQFAVXX3017rjjDkyYMAFjx47Fz372M1RWVuLUU08FAEyaNAknnngiLrnkEjzyyCNIJBK4/PLLcfbZZ6OysrIbfkEiIiIiIqJ29PGxWH/D4AgRERERDSgPPvggfvazn+H73/8+tm/fjsrKSlx66aW4+eab7W1+9KMfoampCXPmzEF9fT0OP/xwzJ8/Hzk5OfY2zzzzDC6//HIcc8wxUFUVZ5xxBubNm9cbvxIRERERERF1MQZHiIiIiKhjFMX619OvmaVIJIL7778f999/f4anU3D77bfj9ttvb3ObkpISPPvssx3ZSyIiIiIiou7Tx8di/c0AToohIiIiIiIiIiIiIiLyY3CEiIiIiIiIiIiIiIgGFZbVIiIiIqKOUdHzS2y4pIeIiIiIiAY7jsW61AD+1YiIiIiIiIiIiIiIiPyYOUJEREREHaKoChS1Z5vy9fTrERERERER9TUci3UtZo4QEREREREREREREdGgwuAIERERERERERERERENKiyrRUREREQdwyaAREREREREPY9jsS41gH81IiIiIiIiIiIiIiIiP2aOEBEREVGHKIr1r6dfk4iIiIiIaDDjWKxrMXOEiIiIiIiIiIiIiIgGFWaOEBEREVHHKAqgcrkSERERERFRj+JYrEsxc4SIiIiIiIiIiIiIiAYVBkeIiIiIiIiIiIiIiGhQYVktIiIiIuoYFT2/xIZLeoiIiIiIaLDjWKxLDeBfjYiIiIiIiIiIiIiIyI+ZI0RERETUIYqqQOnhJoA9/XpERERERER9DcdiXYuZI0RERERERERERERENKgwOEJERERERERERERERIMKy2oRERERUcewCSAREREREVHP41isSw3gX42IiIiIiIiIiIiIiMiPmSNERERE1CGKYv3r6dckIiIiIiIazDgW61rMHCEiIiIiIiIiIiIiokGFmSNERERE1DEqALWHlw9xSQ8REREREQ12HIt1qQH8qxEREREREREREREREfkxOEJERERERERERERERIMKy2oRERERUceo6PklNlzSQ0REREREgx3HYl2KwREiIqIBLvqbKu8N+a7rza7rhnM18oOF3blLREREREREA96mJUd7fn63drx9/cjStfb1pOmdfR570Ovdu2NEBIDBESIiogEl+oQ3EKJX6/Z1LaJZV+oBFPfYLtEApKgKlB5uAtjTr0dERERE1BFbl872/BxpijnDLrFA7ZRhywEAL+2Y3FO7RQMMx2Jdi8ERIqJ+LPq2dyI8Mpur/SlLLeJSAcwm03OXoimI3i+OrZBze+T7PL6IiIiIiADgsEd/7/n5v5d+t1f2g/qng4s3oSlpDbZGBHcDcu5ZZPNHP6kCgs72kQM4FiPqDgyOEBENINEXXMES9yd8wrtd5Fs8sRpooo+mlM4SSSJaueYEQiQTQNy6mtyRtG8ODHMdNDkpj0mCiIiIiIjacO9LP7Svl4Sa29zu4hP/P3tvHl93Vef/vz7L3ZLc5GZpkjZ0CS21FJC1QIBhFFAEN9xxmBlUFL/uOjM4OIoyrriMojxwQR1FB/cFGUccGRH5AaWUyiqUsnSjbZpmuclNcnOXz+fz++Oc9znns9ybe9ObNm3P8/FI7yef7X7Scz7nvM97/caBeBzNAWTT/a/iW60AAMtgFo4huwUAsCyVFefGDBbZ32eNA4PKTTL+ew4aaaDAtnsTuQY/sUajIbRxRKPRaA5BcrcFFOGkyG4DMMy3ySCSOjDPpDlwTHzxTP8OJT2t0TJP4a5FiGgSryCLk7T+64b5+T7NwsaA9G47kN+p0Wg0Go1Gc5B554+vAwAcz/TgGCowBfh9o/0AgDcd9ZA4lyIDNIcXuU3KetwBVivrsS3uosZ/oQvkHuHfqQT9p0/STo9HJHot1lC0cUSj0WgOIXI/ChhFWmq5SNlO8F0/HUD6TVqQOiwJRnw0gRnNAGBC2c+9kOzFtkir5RX4p+OJQu1GTEpBlGfUiJtCgsjdwPpk+n26P2k0Go1Go9FoDm9uvfNyXNQjf79977FVzz+7c6vYfni8DwDwk/+7Apde8N15eT7NwefhbJ/YfmaqS2yf2/Wc2D6nhW938B1FyEh9HvXfi5x0dCwh5PSYQwI5XuNkyUl3NeDJNZojE20c0Wg0mkMZqrU9xT+D6ZMANtJHpETK/UIaWtKv14rtQ4XcNwdgpKXBws26oh+YKxSXJQvh7XYAQ3ybTs0Dhs3u55X9tUc0mopobyWNRqPRaDQaJMwSlqbGAPiV322xGQDAzny7OK5yw/98QGy/7+Vfneen1DSKzRtfxreY91mfOy6OfX/4dLG9e6bVd91QIY1f7DoRAHD5so14KH8UAOBk6/l5fFrNYYteizUUbRzRaDSaQ4TcLwZ8xbEpCgSAjBZoAbAv4mJSjqtGkjJEgbfcz7j3v65FsmDJfTUQNZSIPm9/cPMyXZbVrlhXLP95pV2yiI3dyg5OfP4MnWJLo9FoNBqNRnNY8pXffohvMVf/rVMd4tgzk4vE59tWhOXh3TNMkd6dmBRptpqbRgEA26Y7hKFEG0kWLrnH2Fqsj6+7d820VTl7jkwq213+Q64tNdPmEHNoS6MgMknkNgwgfYZey2s0c0EbRzSaw4TcDxXF6YxyIKBATf+jnjAPNXI/CSjFaeQuIFpBriqyi8q2GzhPzwCHNJQKy4gZMDq4sJwHMB44MaNeBNlnKHIkBZFuiwwibs6Fm2MdxszIaBT6Tjtjo5zVFdqPaLS3kkaj0Wg0Aqk4B87qkGmUnpny1x647CXfPmDPpGkMX//d+wAACS4SF1y2iOpvHvUZSAiqPzJUaMHxrYO+Y0ubZATJ4+OL5+NxNQeIvrJcdN1TPBoAsKqFFf88p0lGEH1/iEWTLElOoMlii/OnJ7tgm2yttZUb217b/ahMm7UPso4oT+FmejLtMZohM0dojkz0WqyhaNWYRnMIkvu+oiwn/eQ8eJFrDgHI4DGtbMfhjzABgNGIay3lGm5Eyf1gQBvQFhi5b/D3nbepNyGtXEav6TvXG5THPMqQNQiYgfMaAdUfcSZdmM3s/uPXnQEAaLtaR5BoNBqNRqM5PLnp9veI7RPbdvGt/oPzMJqDSsFlYfhLm7JImCyyenOuWxyn7df3PRq61vGY/Lw0lUVHnGm9777nDTj3nJ/P6zNr6ufhDa8A0AkAWDkz4jv2w6nTxPY/pB9kGzMQjmhvyTyA72dPR8Mhh0hKq90C5B7k2SBO0+t5jaYetHHkECL7Sf+Aaiak2U6nMtHUSu7bA0i/Q0+WhwKU6kp4+KveId3Kdi0O/B6kpT+t7C/M8eE0hxaqbaQlcGxc7nP3uvJ8vulmpfHDiPNO1MSiRwDAy8o6JZSWK/vJ05H5+AONe36NRqPRaBYAufsVB6WA30H6dC1fa2bn8QcuBgAcf/rvDvKTaGbjut9cxbdYHqWzOreJY3cMrQYAdCdyAFg9iVrYOd0urgWAUzO63sSRABm/iLuHV4rt1/c9AgC4f2IFzsxvkyfRmi3HP5MQKbERB4seAaRxxIXQC+Tu40aSs/S8pNHUgjaOHCJkr10HmJVjmCa+eKbYVnPGA9AKqsOI3Hf4gky/uUcOJWU7Dn+arCC0SB9W9i3hn4sQXYuEhpUERGRC7tcDoRoT6Vdpweqgw9vEaOcNbUL0D2+cGyhsA0Yba1QDkMYvEqpXKfej9HsdALbzWzaZ8Er+ouxeQRdp11TgMA6t1mg0GpXcXVwGT1Y4wVUMJwHHk/TfahnqcOGOu9/Mt8KplDSHLyuaWQg+FdhekpwInbMmvVdsn9i2W2z/5zYWVX3T1gFc2R8eC5pttrijVF0bRpfh7lv/FQDwyHifOO/nl79/v/4Gzf7TzFNiDTYzQxilxboo/SS68v4cV9tj7WJ7eXwMr2p+HABwyt3/LPb385ozX9zyYvzypO+xnU384CSkHiAGjSYavRZrGFrFqtEcAgijSDUK8HsSEB5CCvXcNyKU31fqhdshATklkYeI6rVIcroFwIm4loQtBzJfKSAX+loAW5gE2sMZlI1rdbEX2WhmkhHVBGkkZpvSyUhqcCH6oBEz4EzyZyK7TczAxOfZYlBHNmo0Go1GozmUufXOywEAzVW0J2d1bBVpkujTMlysat7Hr/UvyB5/4GKhEAeAU8+8rZGPrJlHHp/oxWJuIEmYMoT/1PadYnu02By6bsPoMgBAq808lM7o2CGOUV84o2OHOE+zMLj9z5cBkMXXzzGe8x3PplPINrFiIZnpPOaNGYjvQRnIFALfZUKu1fi6PnfvANJnaz2PRjMb2jiywMl9pQal+CyMfuQ0dHzuwQY8jWbBUAYzehC0TZ5qNkLGD80hiqoYL0Mauip5LhJUzG0MsiB3E6RRheT1qEJuqjMcj/TO3TKA9GVasDoUoCgSkQILkO29C8BRfJv6yDOQ0oDBjB0A4Ixwg0cesNr4gFKENMjxvinOA0IpRjSHMSYOfHvr/qXRaA4wufX7vxbL3cHTm7xEy1GHC/3No+iI+4VoVUneFmPK79351gP6XJrGYhksMmDndAYAa3cA6E5MiqLrBdf2tT2xM8+ueUnPUwCATWNHiX1UpH1zrhtr0kOha2/esU5sf/H4/wbADHSXnHfzfv5FmnmHJ3FZXhiTa60ycFeOhe9/+YTfAAD+/ckLMVpknou3nfUd5HgB2fQ4V+gYkI6PgEipnSmyxXw+GUM+xRZjqWluCXGgdUBHEnot1lC0cWSBMvEfLE2WoabScrnCK8l6pOcBXpntU+uPaA4fcrfsx4LMCXwCVWtTUHRK+u164XbIMck/TUiByIMUyCh9UpRBJQbZR8jItgtAF9+ulI5Lc0DIfVWOAc64PxzI6rKEAE7eQYZtgMvWfIf/OABgK/+ch7qhZkJKTGRkyV0/gPQH9bii0Wg0mkOH3F8qyOAzkJG4gHRM0lG3hy033f4edCdmPy+KJakJTJVlSH/Zq6xZ2v3wi9g1J901ty/THDROyuwCICOGdufb0BFjYfpqfZEoqIh7wiwJo9p/D3wH//ToJQBYOi4AkSm5NPPP7odfhBNl0AjSOZk3scSdx5pRRGyKr9Ns+OcIAK5p4NzEswCArdPMC/E7p/4Eb990aeMfWF3z8YwTuUe5nueFug9pNJXQxpFDBKvNFoYQzwmnTXELLtxJRXFm+I0l49edEapF0v7vGxv/oJqGkftFhUVZtUhNkrdLgDej9BN/08NIGhW9CnLfHED6/+mJc0FiQyq7Hcg6EnRsNrLKNrW/Uni7IhSW+30uWL1F948DiVfkRvAUe8GDY/mcGeSfLfClWfPG2f1NbtwwWpSFvKr84Q6TVtoK9T9v2hW1SjwHGP8sS7HV9m86xZZGo9FoDkESCNUS8VECMBrYF1CQUQQJoSNJFjbv/+mnAADHK8EfZOg4t+tZsS9WVNbgtPwqQzgnZWjxpopvGfaxJb8o9L27H36RNpAsIEZL8kUezTZhaSrrO37Z0k1i+5mpLlRDrUXSnWDebUOFtCjqXo3W2Azu/P/eBAA4729+Ouv5msaRdpXBvxnRmRfmwMfW3AEAeGB0Oc7PbOFfxg9uV05cKjdLcbaIt+HKsYfWZ+p6bAZyfcfHpdz6AaQH9Lyj0UShjSMLjFrSaBmWkt+d/w4AZhPPPW8bcHJRBQc0hywUAaAuutQoEPJmqqfcAM3xqapnaQ4SuZ8P+AtsqUJYOIVtaAEOB+EaIknIKBIVNQXyUYFjWUghbXa5XXMAsNLcslWAv48ExwHVOTFqu4RQPSIYgEE1RsgQW4TsA8DsxjTNkYGBA18EUAfJajSaeSb3IF+LVUsdMY2wTBSDnIdJ7tLz5WEDpVB681F/kTtVYxmty+pMabM6tQ85b45hKZp5x/FMtNly8XRq+/Ni++nJsCHk4awsoD5RZiH7/c2jIu1WpRRca5v2+n5/06bLxfYrFv8VQOUUXJqDAA8Gi+W5zk0d6xOQWRmoFqPjibFhZdMISh77ZRk3tMVcRXdH3WMpZHaISWBXMw9f4eMOGdc0RzB6LdZQtHFkgZD7WrRRxHM9eCWp8S4NMW2nUI5VQByvIthnr12HzLU6emShQd75aJnDxcoAaTTxAs3TnugHRlIZzUgpmkPIQJL7Lo8QuEJ7FixIyOhBabLUAuxqv4mSmVRlOBlZmpRjFE3QW/nrc98f0NEjBwCKtiAMnj7RoxSLrcr7PA3ZtqohQw2tbhRkNOHjijfjiu92C3K+Mmzl+fi549fxCJKrdQSJRqPRaBYWuU0R67EE/HnfASYrRTmqBFGL4wIhh4Tc7VzevkjLVAuJW+54B9+aQ1Fs1T8xFtin9ocZCGeWNNd25pLSSPLwhlcAAE4647f1P4PmgHBWJ8tTu3W6A4+MM6OIbbrYnOsW50QpsKluicrGHOtr61pYgfafnnIz3vSXy0PnUdquO+5+M15y7o/38y/Q1ELaK/gVwopRdJfFDRYm0FceF8fdFr8G2YzI/LK/+CLW1MwilMXPQDilegnI3cXnnRfpeUejUdHGkQWKYRoo7WUStJUJNxNFhsS6ZY6T8qgc/Sj9Cn1qDlFIRqaaDzb8dSOC82xe7vOl1dIcupDcU60Au4doKz51gSKkIKeeR6G2wagTQBpWbADDyn4+5OR+MID0P2qhasETtKN7kN5NLqQBXe0D5A2rOjKqCh2adqjOSdIUgrgFwJv0jz2qgV9zGKG9lTQazeEMzZXPQ6RA8kERveoxVedJjgq6Hvchz+MTvbhq9Z8AANlyyldDBAD64uNSNlKjSSjgQBdIPqRJWFLH8vhEr0iNNVpsRkecDQQntu0SBhKVYAquVS2ykGPBkTqeKSccPfSmpQ+J7dcuflRs3zN6NADg9j9fBgC46G9vqflv0RwkHMg1fQyI0S9KZogthkyxtzrG+4ni8NaHcXG9gNZnKZlui4hNOXKdp6MYD0/0WqyhaOPIAiB3Y/VUWk6WTchWxhbGENrnZMsimsTuClcCdPOuyFcPhAu3U+H31n++f45Pr5k3JuH3VCPlpaMcr3XBxSdEb9qDEed9IMLr2+jyG9NyPxxA+h+0AvygEA/8Xq3WDCAV2SX4hC8A0REkKqriW40YoSiSSum4NPNG7lsDMDuV91H1RCTZ1wXKz8sFm90fmNIN5Vy1/3Qq29SuJDTPgz3dbJM3Le1knW306lPRcd2mSpdoNBqNRnPA2LzxZQCAvkpzYJZ/UnRuF6QhZALAGN9WIzehHAf8slZELRJdf2ThcUYH8+I/q3OrKKSuGkaWl3nDB2X2IA6kBzcZT1S/ES6rpWcKeDalCmk6QuBg8pb/+hKAHvH7ibzoeiW2TrFC25Q269SMTMF1fNsesT1eCnu8rUmztFo5JPD3G/9e7P/Nid9lGyTH63TYB4xN97+KbzGjRX8TH/SbIMaDDkwjtd0fpp9fHhPrKuoLbtyAuUd56ek1p7HDAVZzb9gtbrgO0X6jZpbgmdn0vKPR+NHGkYNI7npuFFFtGlw4Ku0piaLqboGNru5QCYbJC+RGtFx5uIT4Uul1QAXcRa7D2GFs5jtSoQUXLcaSEIpwwzbgjPtrz5jNpugXVCzZmMWbKfc9Hnr5Vj15HlRU5bb6/pOQXI44FkWlOhSzERTGLSD3U9433qT7xrygevkYPEUep7zPL4gbsQZaNfh44g0qKbLU+YMEeT53eVOeVPqYkIZXHjHi5TxRRN5ImLCa2AkTn2cptjxlmNIF2w8htLeSRqM5xBl65Fy+pVgraJx5XvmdIm3zkLJT1HhEkZddkPOi6lxSLQpYc+gyBbhp3iFSgJnn8hO1977Iq6Ts3lb99qSkPfXM2/bnKTX7yYsXPS22bcPvin/74LFotthLP+VUt5atbBoR289OMy35UKGlphoSG7PLhML9gVGWiuuR31yFq1/9xRr+As1c6IizCWCc15DpKk3JyI9hSEe0Bpb83VJiBpLV08rgQeMJGVgDESSxAn8Aeh4Dfqda2iZ1YRzI3R920k6fqdf1hwx6LdZQtHFkocAHMUqFZHfZcHnqLLcQPt0rS2VVrCculVHl2tKXmIGaJRP/caaOHlko0KKrDGnlV6IB3BE3fO4MYCapsEh9X+c5imf3DHT4/0JCLcKegD/NESAX6yox+IUlgAlT6mgfVcvPVI7R9cEC38D81LDQ7Dd2n+0LrRaoadl6/Nf4+lNW2eZp1Iy0AW+cjTdkTPUciH5H44bRZPgMNxqNRqPRHIrsctvQl+epS9oBymISCU17MZBjsYzUVeW3KCekaYTk7dydA0ifp5VSCwGLK76XpVhkyJ58KxZxxXXCLKN3NCdP5vK1SemMHcxq7AgxDiGjrfSY4vz+4or6H1wzLyxOsYHgp8+fDECJIICsO6JChpNHxpcIxfrOfAbncePKLqcNfcnw4LJpbCkA4EOr/gyAFWD/5uBZAIDLl7M6sccn9uDxicX7/0dpGk5uGV9YecBoURrclxs8wqwd4ngoy4MJMaesxj7sctggsivNPvsmxqWjpLrk6lLuo847Go2mbrRxZCFQQlWFtt1qwWqTTUVptGpFrTviFSorsHJf4V7gH9KC+cEg9zVuuc/wHTakwjKchrQyVHOk4Mo0ajziCK40qhlNhlSIByfoqOf73oCOHjmQlOFv9wgjqS8tAw0RZfg9V6L6jlpzIjgkHKts74y4ls4vQ3iw5H45gPTrdN9oKIGirWp6RK/kiVpUJo/CQBHA0sA98pDvdAtkv5iH3NdGUk5i9Kwi2sQFrBb2peVsGeUJXjNrEXs4A4DD92U/eToyH3+g8Q+o0Wg0Gk0FOuLTSBl8fRWVxrQF4fpsFL09m2+AA39KkyqBnrk/87XY32qZ6mBARdDJUrEj346Xdz8BABgsRuVMqwDpvUnetlF9LedAKjarOKk9/sDFAIDjT/9d7c+imTOWyRpwqMDavjuRC53zi10niu22GAsTs82iqEsCwFegXcDl/JU2jyLxgJVptr3qzx8Vp/3LMX8KXVpw2RrgxMxuPD7O8iF/8bZ/BgBc9ar/mP0P09QERehQKr3lFjdy2JDjfxOEU1p6hi3WP7vrAnGPty3fgEEekt87rfSf+YgiDGZ58CDXgWVIXQHpFIpAKROuU5Jbz+ehAT0PaY4stHHkICFSagUwbIPVgEDtxdTdaakJVVOrmM2Vr3eyDqxMhIbMBHJflc+W/oAeFBcEBQDNbNPsYe3qjSopb2xDLs648G3ETb/RjQT02Wxr5PWmQ/8XHlEGEhrFHUQvvNRFFvWRfv6pRm9HRZOoNW/U4YSeg67vguZQYlr5pP5jQbZrhn9OKXWIeF8wxD+IHkuSilFEPc5TR8S6YigN6/CjwwIdyq3RaA5HMpBpkMggEkNl+dmAP8JEzbZTTZ9eSRneBuQeVtZiJ+m12EKgN84Um4PFNAY7uLIzF1aWw4aUty3IeYv2xVFTFPaZqW3Y4sxD7QHNnFmTloslUph3JyaFEh0AJsrhBfS5Xc8CkHUqbMPFLpdFBLTGZN69dDm80Pt/S+5jGyUIOf0c+zm2kQTOaWHb39x11hz+Is1BQx06giq7NNBnsElll8cjSFqVqEYVNcU6jTWqhpfGmhhkGj/qorqe6KGPXos1FG0cOciQtywAWJ2V3Xm9IpO0nUmXKcIBeC6TsswWCxZPk1UeLoevLXk+r2OAGU4oB7zVPA9uxJq5kwW8vD+PqVvyxOSn1o7xeLNSn6gJ8iAoQnqS0+UFZbuIcMj/d7gnwdv1Qu2AMBH4fbYIIuo2BqSCm4YEdQiIGvnJq3EnZNjvcgA7AtdX6Gq5X/K+oSNIGgalWSSo/hQAmAluJKXaQZ2GLAhLnkMG/O87tWuzclzcHFKJo2YImIcC7TaPehE1SRwPRpzPa8XZXHA1Go1Go2kMqXIppCDKt8SQitJe03y6R9lHukwTcg4dQxgnYpvm1zFoJ5MFBhXHXpkckfIvTznai5zsCxZk/6kSfR+CzlV1ndQfRiD6EhVo3h5rh8rWv1yA/lP+r44v1MyVi3qe9P0+Wz2RpaksAJlWifoSACyfkoPDrpZw7rV7po4GAHz/tB/j68+eDQD4u0f/AQDwozU/DBvaFHbmMwCA9//0U/jam66p+oya+lieUAb1vYGDNoTT2V3GKgDAWR3bsISnYpsoJ7GqmQ0eLs/ooRrQMpYSquhX/wAA+vggsatUb66+GmgFYi6fkChjgYWG1k7RaA4ltHFkAWK0MOmotFPmVREpVJpNlPYygV2kU1Gwu2xRhJuUTHaHbGZnsr7RLvedAa0IP1CQcnr2Wmwh3IIrlKVioaYqPpsgU+nQHKx2nzr1kbkfDCD9j7pfHHBUeTyrbGf4Z61pk6i9myENMAlER6YEcSBnDtId7IPMt61pDBZgNLOX2BkKGL1tQxhKrHbe2HlI49kUpAFkf6EoE97mzphi0F+sdDQl3Yi7XTHiUAQjjTeejCwpj8m/q9Z6WZoFhPZW0mg0hyn5Lqa9Tj2tGEnI8aAFwHZlOwjpsSchFedquhOKGIm6NoKnH3wpAOCY0/5Q2wWaObM5x9JpvbT7KbajHtGEuop6jSq+ZZRtWutZgXPq4L//xJTmr3zxD+d2A82cKLtMoE2YZbxxycO+Y7ftPV6kvFKjSaLoM7llzIGQkc9pZVEg90wcXf0h1OAULp9/Zs3v8NHNF8/2+Jo6oOigJ8psXFhb2utfawFAGSgdxdZDZ2Mrnp5klm7qJ7YZYfGYA62xGeRi7MvT++SCPbdIek7eMfQCsf1a+1H/DaIiSzwAo8o52l/60EOvxRqKNo4cZKxWHvExUkZ5kE2iFjeO2O02nOnKA6o77SJ+lNSWlvdxqcyYvceSxy7AcsDTJVZ7uEtQLYz0+7Uy/EBhpPxe4WbCgDvFlJJu2RPtJBxIZlwRXUTGtboKZxsQRjXCWmxJgf0wHgQXIrnfDbCFNC2mSQDzII1b9OoHalMAYMINhetmlP2zLfKCBo6nlW0113ZUPm5+79wvBpB+vR4rDjrTgd8XQfYj9X1Wo5FIQCbvVzXVGvdytBZZ8CZ4kfZRF0aajzd8jeflPRjcM6pajSuNRqPRaA4mub/w1FWkaOTOwal8SSqJOhFdBJcgJbda84vm0tkiLych5+MpSKNKBQfh3MMDOsXWAaZkWIgV+PqoFSJ6RMjebZBGLjViaC4Ob47yyctQUIHnDkwLpbvmwDE004Kbt68DABzTss937Mr+9dhV4MWyE+F0R90J1vijxWac2LYLAOCmDJhjfCAhmTzCmenfn7hQbN921ncAAHnEfH0g44YXY80265gf+eU1+NzrPjXbn6c5ALTaMxgqsAGhM84WZ81WEbEyf+HLCEeMqK86b+Y0CthusUlitK0Jy2fYgJOe4IaSduC1i7lBRHV2DGah0Gg0FdGz7MGCK5q8aTZBWq0WyiOkzQ5L027e9RVi9yi9ylERoZ0eFcNl93EmHBhcyDcMmYopCmesDOso3S0OKi0QnmaGbQgDhZVg7VIeqdHFKAa447yfTANmB+9XURECMcDqYp3Em+KpbrKerB0Q4d2Wu5Ebzd6jF2rzRrAOSFQ0gGoIUYUrMnRk4TeQEDTM0LGdyn2mlPOiDGOq0UxNN8ANKLkf8L6ho4v2CzfLDZ5x1liUChGOJ2pS0Ttudpmy/VXDCE0Rz8PvERScZpY36qmVr0gpz6Sm6OPPZ3fZIhUkpQY0LAPZT54OALowu0aj0WjmFwPSmSgNmTIrykDB5SHvSbmQcqd4FOfSCJdbF1JGmoR0eElCGlyiZKyd7GNwcR0FwDUN5Q9DL8DLF7FC7EKOKoAZywAmUwEVDVmCFsjUWdzggV5IQ9gYpDZGvReXk9KjBdFvCono9fn4Y2eh7YT7ZnkQzVyheiHEnplgkSBguMwWaGd1bkXBke1kGVTQnS2kyWDiQ13W82HkjnXfwLMO62y7Z1qxJBmh4S7Jz1ITu/AqXrz93pF+HVnUINbaSh4tG3KtTM5lLUAszwwdTzg94lRffRqeim3GtZG2uBKGUuupaR3nwxlVGVeeLfMBjBt3V9ojUg+gdk0+5uXWD+ii7JojCq0FP8BQFEa1sLXyWBn2IjZiWq2WELyjyP+VSU/xvoQwhlAtEs/1RG53ijoIYsQCo7ALOLvZucGC7bmbBpC+Ug+QC4HyKJOk7E4eQZIyRZ0Sb9KFwVOumdyr2yt6wuiBsgcjWWchgUkAHfv/3Jr9RHVMotHbgFR0W4iOGAoOISbkgp2E8l4AgxHXkvBWUu4TlW63lpRcmpoY/+wZ/h2UmYqnqKo2J8wZtc6IIqjTWAP4xxsAcEbLQD78LFanIlpQPyODWxJiQeEMOjAsHmXi6CiTQw4dyq3RaA5Bco8NzH4SyVvdkEqwPRXOBeA85MBazddNwfpwZBSJKn5LU2i3so+Pc737csBi/+kb7rsEZ5x1a+UH0RxYBgGQPjQD6dRE0UOqiETL6t2QfcFfSqQqXQUmSN01s6rux9Q0jo+tuUNsU4F1ANiUXeo7r79pBEGGCi3CkazXzIWOA4isOzFeknm0ehP8Oi5q55yEuCY5SyovTX2sTQQKjExCrr/n479ajR4jedeCMJYu5+Fpgy1pDDYx43lvKSefTdUT9MCPDayMh/ukL62W5tBDr8UaijaOHGSMJkMU3bUXxUQ9kSjii5lGsrSvBMNmEhYZN5wpR9aciNB7m82W8Dqm/uwWXJHnXfXa1RwkiohWYqseS2A1ZKiejFfwYGR4m0WlOqqAN8P7QrvSWfjEa8SM0KDnFT1RgMxo8h/M/XJAF+FuNMFQazU38Wxlg8hI8TzkAp0iwVfOci0t3Foh0wPkETbmRs0cHuRzc4OKrlk0P3iuB4cbvGM9/D97BjLCqxWyz3Dh3VOMGEZCvvdqikVKh6UWfKSaVaWhkpifxHc2ELsz3Kl0SkeNRqPRzDs0pRUgFUrPVzgXgLHCEMetNktePwopH4Wdy2X6LlUZRXJaFnIOb/wUq6kRSp3UEZ/GsMOE8C6HC7cG5FqrC9KDPKvsq5cxACsC+7LKtgUpz/H+8aLkM3Bb/GuxT9/6rwCAj13y+Tk8hCaKt/zXl9AZB/46wSyU/7h8IwDg4fE+nMTTZFWjD+PSQUhJgTyYqB4RdtvY8WI7WAx+vJzEcIn3y9gUKnF251ZsnWZejZvufxVOPfO2WZ9XUydkHMkCuzpYeEabOSOMZM9MsRQOL14kc1Sn3YLU9dCngXDqKzXNdRky+oPranoLuVn70ZwIZApx4wbGHzsLAHR0muaIQBtHDhazKDhJCWVnbGG4IOOGnbGFEkv16hW4EAaScrYsrqE0LMJDN8LT23M8WC08vVLBg9EWUIR/hyurtMJzfjADn3U4iBuUNkttMt7URtJQBDPDX4gLgLOnDCujh4NDijJkO7qQfYUW31EeisPKNi3iTEhPNzVNVjXU9F4zyr7KcrqmRnJfGRBjNcAM39S2rmLgIGO4k3VgdSpF2QHWply54o4pRpEGF9qzOmy4k+FBys3xVF+LFeMrPVuZ1SUBWCSMkQxYYpUFJBWdH7/uDLRdvaFhz61pENpbSaPRHMrweTJbZqEdmSgvo12QdbiaIQ0biyDnq2CNL0Aqu9Rb9vLPJsixLMr7uASZ6mQCeML2uwBvuO8SANARJPPIaLEJq5u5Z9FsTkkqS/jnM8q+jLJNfUWtaUP7SEaPMqxpFhRULyLGO8c9OVlAnYp4/+/EGlzYujl0ba/DrWoOZFQZgBLvFGQQuX3vsVWf4a5hGUG0JCVDBvqbdCjA/pJ7lEcXkqGaxvEkpP4sBbFm7ptm//+P2YtFxNBIkS2WN40txYva+YBgoi7dTi0MxtLoLfA+pdpL+LiyxeKWlgKwukmpm0Pzl7qm53+Pm5DCtskzj+TuH0D6TK3/W3DotVhD0drQBQBFf7jTrvDSNZW0R8XdbPQyE+GQELvD9inM6DxSKlXDSlu+2u1ePcKf5sBgAs5uuXKyFvG0NtxghjKkUN2nXKc2f40yksMNaVbGlgpyciSPG/7JMxAGnvsxN5q9WU+aDUNtwybIXMWAXFTROxtM4UDXBJmEFPR2wd9niN7A52blWWgIGkd0nmVFyKdrcv85gPTbdL9YSHgFV9QxEWNJUjmBAhgNNi8BbL4wW8NzkJmhFFtyAhGG+FElsi2q1pFGo9FoNAuEbDKFzCDXgrXAPy+G6y1LSN4ag5znomSwKGxIma6EqmmXNQeJJMKRRM2QikhSnGYh5eRuiNoxFHmPZkRmdwgxAf86S/FQB4BSnyXWaV9/7mzfpTfd/h5cedGNNXyJplaWNrFQ+j/tY8aIt63YgGG+KKb6Iv1NI9g63Rm6dtjii+cU0GZLr7WYy2Xm4PpK4YZn/gY3PPM3AIBfDfwnACBhlrFtikWEdManhAI+CjKSbM514757XwsAOOvsX1X9WzUHgKC+LQkRKTJY4INKAWi2ufXCANIen1j4vJJFCkk+MOyczmAfD/k4IabkfuRr8tU8fUTJs4QBLlaXxVejOXLQxpEDDKUHyX1d5rslL1ojZgDlym7bbsGFwSdPjyuvjAiDCSANKUZc5nMnI4xhGrJmRWtYCvdKnshtLwS+wNyr0+XME2pzcBmK8vc7Yw6cETaZUfsIxWY99/YgPdHHZMFns0XpS45ybh3kvjGA9Lt0v9hv1Ox6JEtXiwiJ8BQB4G+/KHspGVyob6QhF/YUMR6Hz5s/9FzB7WCf0ekh6kd5Fa20heIufwNYTSbgUvSFBW+azyGtynjA+4GZMlHY6bdKxBfHZUpFSpPnQqbws1FXmr6a4YK6keIOAXtceAXeYdThJyeFdivNOuf4dawOi44gWUBobyWNRnMIkj6Br8V47ZGMnZepjFog0yVFQUYPNRK3mj9aEnJ+m4CMCvAg59mo7Cjk2LQMWMu160/M+CNIdLqcxkPK7qVNWRlRZOWlM9Fu/jkNKe/WU8aR+gq1+QxkP7AQru+oGsxSqImdD50HAFh68p11PJgmSLPNZOfRInvpX7H4CQDA5lwP1qT3hs7/6c6TxfZxrUxJvXWqA8e3+Qs6ntG+PfxljlRYf/DJ17B7tA3ic8f9Vpyi1jchbJMKvrMOdU7Tc2Idl4+zBdiqlmE8MzmXnG8a8Y7TGnws4hggjJknYA9u2yfTop3VyQo6Drs8FdqkTLFQotq+Hq9Fwwka2U6sIYVbvTybl9+x0lG8L7lm2Mx74XmwFcht5M6w67SuZ8Gg12INRRtHDgK5b8xeCNAruCiN+GOtzYQJrxSWwElBbi9TmlO51NnHJttQ8XUA5QkHsS42eYoI79GyiEaxuMLcaA5PyLkfDCD9j3pwPJh4ZQ9GmrfcKICjAieoHv6KktrbOofixzRJdkEq4PUIcnAg3THlJFWHhSSqF/0kPbmDcDtOIDqaRDW4kGIgD7lQq2a4sYDczVyYulyPF7MSeKe8GQ+xRezlpXSLzqSL2GLlhZ6H+uzBdFlGwhCGfDVa0eIGdqvVgjPh+I5bHZbsbwnlOclwkzZDKUW8oiuM9uUJ7dmk0Wg0moMEKa1V2aaaw0ezcm4BfgVCNQU6ydeq7YN0aM8hWi7jfP137wMAvPviG6p8gWZeceF3agKY8aOfb+/gnzMAFivnkM68svN/JLFxBz+bOgkAsDg5ASdCaa6ZX7os/oJawNVPvgIAM6ZMlVkoP9UpISOJSsxwpMFrSDnA+8H1R/8aH3zuNaHr0hYTqE/g93x2uhNNPLqA+sAWZxFWW/tC11oGE8A33HeJTsdXA4NFv8W6N8YH6XZIA4kBqWMJZNxoJOmy4uDG759BXjguZsw8NpaXAQA2FtjnupYdYn2VVayq4yW2YLcNF8st/oeoKbqJScwpxbtGc6ijVZsHCwPwJqWCurRPSlVWRDSHuCzGjRXKKVYfb0YX0iMpG77Wzbui+C4ZVLyCi9JeNrra7ZW7gzfiwujUwtd8QcpjofSOQSqhed5iK21Jz24grOxWi3fViBEz4ExyhSZPxWa323Jyj/JSUhXlEXlxdV2aBkHvOC2aKH91DOFFWJCgTln9fTbBjfpYP4An+HYCUomtKruDqEOE2j/5PXPfH0D6LbpfNByKKORzitFuSIF9HEgsZY3lKZGJFFXoM07wbTfvhhQ5vsLttgHDojmEf2ei8SsCq9kS/cgrso3steuQuXZjw79Lo9FoNEcWOSeBdJELNSTTqE66yeAVCj3wpztVZSOSuaLs+xRx0gIpj5ERZjuA5ZW/cq2xF1uMOQj7mrrZOZ3BogSrhD7opNGb58pRkslVH7Ossk39Z00dX0aGsBZIxSvpZlUFLIBcnHXUi9KsLkXaLODHu06JvO0dd78ZLzn3x3U8iCbIjCutob/YdSLeffQ9AIAt+UVYnQobIYJ0JydFVABFjOyaaUNfslqePuCRLCtec/G9VwIA/nTmjWI8yZmsD3QnJn0RB0QuxgczpY8ubcrigVE2uNx65+UAgEvOu3nW59fUx2A5jdN5O/9y14n46TSLJnrX0fcCANx2I2TMHCk2CeOVbboiKqnL4QODB/94Q12S5icDWMctsBtzyxr69/i+pwihf8jdxXU9L9Jres3hhTaOHESMFkNEdURBRhInK71xSQHlKVbcSFNKBkJQt5bxAut7XCAQPVKOqE1itZhwuNewM+lWNdZoj/AGkoJcIJUAb8of3REV+ROCFOi0yEvC30G4HGd08H406sFq4SeQgtXxYLTUqOik79NeBQcWat8JhL0Y+yDD8ncijGpYUT3YqLtVqicSxIVc0JHgZKG+wpWaSLyi8u6bQGGb9BqK9bAGp+gMNYojtoR3hjx8aRi8XGAssY2qeY7nRAyiMLw7zp9twhU1SVBCuOaIiZDHkpE04c3wdH/K2GXwOibBGluag4gO5dZoNIc4pGxO56oUxUrBX3OCZKQm+NOsBKE5rAgpG6lpk8jBKCqNZTNkSlPyLu9DdAF3sAgSHT2y/zyZ68Hx3DOf0imtNfZKWYXk3nj4Wh+bIWv3tUK2G+nETUhDS1SE0RT8kURVeHPfXwAAWafGvFuahvDEFGugf1zGHHbuG+0XxyjF1uZcN9618t7wxWpa40Cpku9sPxOXLdsEALhlx6lVn6GbG/AAJcKgDOTsKA82Tb2IiBGAGa9VeiDHaL7M6kUO/zvFLKOrWoZFKrTb9x4LADibp9kCgKmyHETIOLK/9DezjjXsNaOrwAarDPJwuV6nlde9Mac8uQ6kx7Dk34FWIJQm21POnYJmoaDXYg1FG0cWCKSgdvMu3Ck+WnEByUgYIp0KKcZUSttKiB3P99NAV0F4DmK324Ape7g7VVmz6Y15MHoO47fhUIA3T1lJuWYv56/xNPwCluu/Zs5ve2DR5s7ICdxXoDmwUMj9cADpf9BGs7mQ/rv1yP10wG9oaAa8nYFUR92mPCfKhqnmC1WFHFqQ7UN0xNH2wHnTkEYYT/mMGg7UtVnweA7IfYsbVN+p+0YkzYDRLP/jnN2OGPdpHmgoatFYvsYyE6av7gfbJ5/JiCjMDgDeBDdqGIDLI02cYXYfa4mMfPP2yX5sNOmIRI1Go9EsELoAUCacEqTs3Knsr4YSXe3x2mAUaVmRXkhZjq6voHxfbTMvpx8OnVbDw2jmjSL8ESOki6b0xjOQa/E4ZHuScaSeVFqKOJbOcwW4uhzg98oYedw/scJ36U/+7woAwKUXfLeOL9QAwI2XfhRX/OgLAIAlPNLj1t0nAAA+fLSs5/LQJGv0UzPPY1M2mN8aeEn3U2K72WLadDfJxgRz0hOyN8JBIPjT39wof+HrrzQKyHtSHxRVi2TPjD+1w9YpqSCgyITHH7gYx5/+u/CXakRatL9yL8Lz7S3M8RiIzM6yv+yZkV6JVGPE5U6xZl5ZwNsQ/UCtQdURV9N6MCONWLeXeD8DMBhLi/v0lriSoIDobBAazRGINo4cBKhg9dgn1oWOGXFDGEei0pSU9pZEgVoisarCiEaX80nXaDXh7JVKdWeafQ/ls/ddakEYTUT++MVK/vjZPGY0c4MUy9NKoWTF0FUertHqVYlu/vks+zBiBjxHmXR52h0vy/epBd/LQRcCzbwSFJJHAWMJE4C93REeJqTkHoMUtNOQBhIDYS8QIFwnZClkP3m4jmcMGmfUMGBtU20IZsoUdT0MZS1kcuO6M+bAOirQECXAyPAGUGVn6kKTkN6r/NMbdoUxxOOLcs/xR3I0DEUKoYgTwvB5U/JFQvN8PIRmTmhvJY1Gcwiz5KS7RHoQAHKN0wY5X0bJTZRNJw0pt1fxpPUcT6Qz9kWajEGmT4qK2KV5npZ5o8DGFEubsiY9hM257oiLNPvL41wx+tIeptTOIoVMiXuKtUJGEVH7FFG/cnEKUm734HdUIaivqDVnRvmnXocfECi91SNgnxTR8Z3nz8Tbj7o/dP7mHFNYn5jZLdIr3T7IogbO634aBZcJvR2x6dC1xNuX349Vf/goAOC6p87HMy/6jDwYUfPovpH+8E5OwiyLT/puzX5Cc8Ig5PgNCGfDC5s3AwC+ufUsceiYFpZPcdPYUpyYYcaPhFUW7dMaY4vxbVMd+OsECzk7wVas8aIwMOZHexu856SyHZUyOw4ZNaM5uOi1WEPRo+RBIvftWoqye3Am2KBpzOZcS8ISOQbE4Beqq6TFLO0rwc6wrmDE2UXlUSUyoUN3k3mH0hLNIUyxvJ21ld1tS4FdDdtXF1wkaC+CzHtcJ4YBYTTx8koKLvJsihLwNQ3FaJepirxxLqUNA8ai6rOVqBuR5ffpMmRkEPWZYTDPydCXKp80JETl2I7SXZOQZcjjue8OIH2Fjh6JRPEStHosuDzSws7YYk4gvLJMvRjricHbxz1VZ+kLc8FI8H5XQGiB5s14YlwwmgzZDUiQzkOMDUY3N/KNevCmw0XeRU0sT62T4sFM6CgTjUaj0RxAaCrdCyG/uKNsvjLTEXNSEiJ9qWEZ/rmSDClR5QZoXzv/LMPv0LCafwYdWjQN4yu//RCAJBYnJ2Y9N0TU+k29DRk4OiHbmpSL/trPtVFEKMXNs3YnFiWYRxQp6TXzx5YZpg1vtgtYnWSKlpOPZQvxH+85RdSWiEqZZJJsm4RUtpeAf3nq1QCAS5Y8jlt3Hx+6rsQHIZvfc3OuW0S1PDwurWhqui3ijA6ZF+ru4ZUAgEfueAcue8m3Z/9jj0CmHGmBvM05Hq9KP85+oVdLzazhQqQ/3NXKFC+vXPxX/Pee4xr+XMM8VKw7ydq47Mp5qDenpIygtXwCvrRfAPDEZA9G+aJsbXmvjIZRl45Bf1x1uovpeiOawxOt9T6I2EfZ0kMf0iBBtSV8Hv0KlPrK5hEfpd0lxLq59L0X/ly4AaxFNmY2+yVrwzZEQXhKmWRFeOe6+8JFeg3LQOtVYc8JzX6SgKwNEQecPbxv8EnLLci+Idq+CDiUFm0MsI6tzcNaKCKLnowWolo0JQ9WG79P3GAKUEDWB0gYUkEeUZxds5+omY3aIBdfakRIJehdpfEgq4wtpeixRfA0/1RzXhNlSIEpagZR02qpRll12KknnYBmbij/38H6RZ4yfpjtpmxjvg4wukzRvwwg7KmmtHt5t2JI50Z2zKB6Ids5Qv12/LNnAADa/m1D479Eo9FoNEcMW5KLsNrlwgrpwoYhHT2qpIJ3n3dhdlAOZPjlHJpmIzy9SS7z9nmi9oDRGRFZEhGNsC65Q9x7XYIV4c3GdK2J+eDekX6c28VC7UVtmt0FKd+oDkKqPDzIP0nRGKgpEQnJ+2qbU3T2FGR/pLX9BKQsztdfKzGC+wsravgyTT2oxrI7h47Bed1skXT38ErRP6rRbDMhe8PocryUp9gqwULMqV6k8Xdn3wQA2FJaJJ+Dj0dUD6c1NoOJUljgvnv4aLH9mWOV1Flct/CqDqbov200bIDRNI6kxV7SnfkMAOD09u0YmmEv9trUXjGWbymwNk5YZQwVmLX0nvLRIsUWkXYL6OLKADWt1tr8XnkSrf/JCTbK4XF/KQO5u3ma7HO1kURz+KDdMA8yRsaAkZHGiSBWxoaV8Wsg3YIHt+Ch+HwRcDz2E8W08tPMfkrP15az3plyYHfYImrEsCqnVMldP4Dc9bNHwmhqoBkyPI5y1E4DVpsNq82GW/JELv+ayfMfAyw6oAPMkz/Jf1z2Y9gGjBj7sVos9rs9B+9zh//o0WV+4e1qxA0Y7exHGC4cMAG4wutuxA0YcYMtrgr8Zw/YIj4GllarlmwNLfwnBjHGRKagCJJiP7kfDSD3Iz12qKTfpgiZk+zHTJkspVbOYRZSw4CRMGEkTJjNJjzXg+d6KO4pwmgyWEo+eg9dwEgZMFIGysNllIfLcHIOzHaTGUYAOS5QezYC6ldqP6T5iGN0GGL8MRNmeMxxAcM0YJgGzJgh5iEapya+eGaDHlYzJ4yD9KPRaDQNZIu5CFvMRUwmqhQ00AsxBpmdJswW9oMiqo9NM+zH2VuGs439uLtduFHpUYMUAPTzH5pLq0SYjz56zuz31MzKnplW7JlpRVtsBo+M9+GR8T6kzQLSZoHVFCH5ph7ommYAS/gPrcNKEP0E4wjLYvV+F4DO+DQ649NImmUkzf1MyaypyOrmfVjdvI8Zryzg/okVuH9iBfqbR9FsF9FsF0UESQgaN0y5/aU1v8GX1vwGj0/04v2PvBbvf+S1sz7DvSP9uHekH1PlODZll2JTdimmnNryvD2cXYKrfv4JXPXzT9T4Fx8ZXHLezWL7xYuexosXPY1cMoFcMsGcx3Jg623S1STB2tEE+ibH0Tc5jt0zbTiudRDHtQ6iIz6Njvg0nplahLXxvVgb3ws4zChChhGA1bS5b2QF7htZ0bg/ZhpSF8T1BGuTe7G0KYulTVnkWhOi/9LfgALkOjLBf2Lwz3V8f27DAHIb9Fr+oHEIrMUcx8E111yD/v5+pFIprFy5Ep/61KfgeVJp5HkePv7xj2Px4sVIpVK44IIL8PTTT/vuMzo6issuuwytra3IZDK44oorMDkZjpLbH3TkyAKCIkXMFJtEDRgoDXGtkmXAneQeBma4R5b2FBFbyV2eSBFlIjLFjSj+Ps3v53riO82EBbOpcsSByAEf8QyaA4gJUXvGLbgweVFjq5W3nQXpubRSuS5QXL0WqAYOKS/p+wEAnpIOZxowl/oFwNw3uVfB/9NeBfWSfvl65G7jwobqSUieieQolEfVYn7imC2LYwOAtTLwnkctuNX+Qh6VFqS3Wg7R6QBIuZBQ7kuzTQp+bztNCG80UHuDv9+xJTF40/KYM12DcmUumJARR5MQnmo0FgCAmWTPZLfbcPjcRJFrItoM8LcxGUbGIQobivRf02zOAwB3Yp7+Lo1Go9FoZiMO/+KfUr8nUD3POgVwKFOYWusxiFfyRH1Jb8yD0RdYW1XKjMTn0mybjhg56ASboARmSAOk/F2ATJc2g7nVCyH5iWTpJKQsPg3hmHQmtgEA/ijysDE2b3wZ1qz7/Ry++MjmwXf/PV75n18HIGvQEKtahnHPKIvQOIPXFzk1sxObsktD9zk1sxMAMFJsQm/eH/r/P4W1YvvlnU+ErqVi2wXXxs7pdrGfCrGf2v48No2FC8G/++h7AQC7Ckyg78vLfH5P2GxweX3fI/jFrhND12qAV3XyNFp8PB902YJ3qj2OXiOQvmEe0h1OleOinsx5i5iSuGRaiOXZWmutxaNFLMgxJQsZhaasz7cbvN+UgeXeGD/MFuPPohNDNlMgrIzxUMYUZMp+jWY/+fznP49vfOMbuPnmm3HcccfhwQcfxFvf+la0tbXh/e9/PwDgC1/4Ar72ta/h5ptvRn9/P6655hpceOGFeOKJJ5BMMqXXZZddhj179uCOO+5AqVTCW9/6Vlx55ZX40Y9+1LBn1caRg0T6HUxZnP3k6QCYwYIK7bpTrjBWROLKwn6lvcwSkjymgoBMAyQfNGNrYyhtZteYyndG4ZU9aUAhLCm4Bwu5574ygPSHtBJ8TlBzz0C+lbQAawWcPawdzJQpFJTOON+XMICmOsM0ugFQ6lEjnMJNTbtESlD/CajLaqzrS8wResUoimMQUgCKWqB7yie9ukrzWd28cPdQxHvfAikIqfVjyEBSQnR6CHXoyQaOqcb8qP7CjSS57w0g/VbdP+qFxgKDG6sNGyjtZB0jtkKuvsuUli9usBzoAJx93JChpt9T6xCp/Yu3u9nKOpMz7MAp8utbKxvT5wqlfwNkCjDPQWhedAsuxq/jKbau1im2DjgHI5JD+2VoNJoGcuqZtyF3H3dEaYVfbqk2vXEHFXfUFYprs4/PURUcGX2ZAIJRtpXGNnImUe/JU5NmxvIodfkfcudD5wEAlp58Z6Un11SAUhVRGqWtUx04vpV5mj00cRROdnhhR6rRtw+yXagZ6tGsZPjnDmXfMkhFK4k8BnxOaaFaADWuye64+80AgJec++M6HlIzWmL94ifPnwwAuLKfrVeGCi2RtT1GeD+yDBdtvND2M1MsOqA7kcNEjA0eq0vhgrC/2vdC8R1US+LOoWNEvZCO+BRGi+HcxPeN9vt+v3zZRlF35nxzizwQsaQ/u3MbAODWOy/3RUxo6kBdM/Hl1zrswM9yJ4ndb+x7OHTN6hjrA+978nVi9wePuUtsr0xwYwUZaMppMdb0TioGmkZF/auo3Sxo/LEh/2bulJ27cwDp8/Ra/oBzCKzF7rvvPrz61a/Gy1/+cgDAihUr8OMf/xgPPPAAABY1cv311+NjH/sYXv1qVnfpBz/4AXp6enDrrbfi0ksvxZNPPonf//732LhxI0477TQAwA033ICLL74YX/rSl7BkyZKG/GnaOHIQqSUlSKwrJrxxSTHkjEV7IVHRXiGcAzKKpICwMKXgTLmIdfLu4HJllCcL8Fpc+V6uYkzRNIAkpDI6BlFceTYcXq/G4mnQ4EB6Ke1D2LNpArJGSEnx2B6r32Pbp7Ak5aqOCJh/aCHWAvlu1/h6GnED7k4+XvQo7bdWOWkLwtD91YUal9t840tU+1cSsvi5ue/zKKO3aMFKoNYDAk8nxd+34g4piavvIBkWyABmpkwRLUgRHo3EnXaFcYaKpztjjjDECQ9aD7JfZJQbKGtD1Vhv8r+D0jmWJxw5FyrGEyPKeKvRaDQaTaMgR/Cssm9HxHlEC+Bs5/OZbYScCLySJ+ZNHxTx/QL+OQNpRFG9gzXzyp6ZVqxoYt5CT0+yhP1v7Hq4akozQRlScZSCjPgYVY4T5NndBn9dEtJ51lOfj/oJN9qdjy3YFW+reLqmMZAB496RflFbhAwmU+W4OG6bEetr3r4vb34CG6eWid2v/PNbxfbXTvtN+DLbn2dtc64Hr+97BACraUH8dWJx6NpsmikElij5A5ek2PbjE4tx+58vAwBc9Le3hJ/3SIWrVqiYec5NIMcXNOnhQug8oXvrBN7Y+jAAYNdMG3bN8AiepIzgaRg0zsQh1+q0rxNYzlNQ5L0Y8tzj7Y6hF4jLXxXjUTKkg4pwkPNRhr8el3ZcOiKZmPDnIU0kEkgkwkqgs846CzfddBO2bNmC1atX45FHHsE999yDL3/5ywCArVu3YnBwEBdccIG4pq2tDWeccQbWr1+PSy+9FOvXr0cmkxGGEQC44IILYJomNmzYgNe85jUN+Zu0ceQgY6ZMkZbIarVEpIZXYvvyT+aRWFm5si0pwgrbZpB8AZvwvGEPRi8fpSJqDsSWxlDexaQzKqDrlT1Z5JvnfyPDiIrdaolULuWxsizAy8l9mys436EVnI2ElJ9qVBEpEp2SJxZeTtaRqa+4M4u51qxqGKsE9Us378IM9AWzyRSCuKpw9aXTCZD7Du8bb9d9oy6UGg1ohT/FVg1441J6Mdp4+ryMCTc7iyFMTalFiy5q6lXKse0IQ+erNUhcyH5oKvs0BwxDifwTyppdgZNouiHZRhGKyQBvxA14M2zbK3rwggGGLabod4Ya1aYljsOLQ8BbSaPRaGYlDZkOlBTSWcg1FNVc7gtfaiZMOS6NQKRUslZxufyZaKcEjzuiiULsgHRqKkLKTlEGEUV2inFHiGyn3wtKe4HPA9Q3SA5vgzRkqBHbCJwHSNmqHqKMMepyrF3ZHlKuWcG3K9Qquf3Pl2nld52sSQ+J7buHV+KVvX8FAFFPxDKqL2i6E9LLv58b3kqwECtXd1pa1pQFAOzhivXFyXEkeA2ZNz/wj+K8q1/wx4hnZmmXdqENfQ5TyGcKfHHXJM/LOjo93wGFmtzikSAAPrrmD8K4RgwVWvBsgVlN1XRqL7KeYRsm5BxF91RTYakRbnzsSqGEfCrK2qE5ZDmIa7GlS/0pBD/xiU/g2muvDZ1+9dVXY2JiAmvWrIFlWXAcB5/5zGdw2WXMGDs4yDxDenr8uUR7enrEscHBQXR3+wvi2raNjo4OcU4j0KqKBQApu8uj0RrswrPMzdpskYpnqjcB+BVeIVKQ1l/ywN1Wm6bcK7iwO+UAOh9exxpG+g3rkfsZD+snAXovU0ICQOE5RcKlBVWsDo9petOp2yyC9NiOQRpSuCLTK3mwYrymSW4O7V6CT/DSzBP06tNrqhpD+cLaaDXhRdRwMDtMeQ1d/4S8TvSZ2YYLNZqEri2iNg9HVR7n8nruWwNIv/PINqC1/itLETXxH2eivM9v4aaaUFarJdIqkiGTlC0AkFwlV+JGknUUq8mKNJgLLMjjNFYU0LhIMOpnU5DGN+rDjqyHpS7+S3vkA5vN4TGPolU0Go1Go5kzFE39fJVzdsGvAFdTmVTJOU/OTGrUIzkVGLNpNYqQSnma7sqI9ubV7Befeu1nAADX/voj2JnPAAAuPeohAMAurw1949zj24CMIppL8Koa0BGsKzMB2baqQYX6XR21DfoS7Hnvz66o5+k0c4DSZwEs9RUAIAFsnWLK7d35NixJhSMG1IiRv04wy+p1J98OADirc6s4FpVKS+XcrmfFdqvt7yR7ZlqDp/t4epKl/EqYZSRNJnPfd+9rcdbZv6p63eFO+hS2Fs09yvUzvPZUGgX53nbxz53KhTROTwDDR7F2S1hlYeAYKjCDiOgnAJYnFEsqnxLSqQIey7Hon05+7sgs/aAWdvP+cFwr+4NWihQQkGuzOPw1RfcGbqIeU435miOKnTt3orVVji9RUSMA8LOf/Qy33HILfvSjH+G4447Dww8/jA9+8INYsmQJLr/88gP1uDWhjSMLDV7x3OQF+ppPbkZhh1SMu1UK8BaeKyD5Qi5JUQrMSgpKLsxZisFF/R4153vFR40ZsgBvjz9iIPfNAV2Ee57xSi5iPf4G9lxPKEiFAW07ZM0KIBR67e2SBSErfleRRze1K0MG/2orYUnvJIeezRMCvNHuv3fuBwNI/6PuG7WQvmg9cr/kQhkZKUggUR1MSJgxERmNYXQrq7escoC6D+mfowxa6v0oQnsSMqKlBdH5tYOCkurBphpz9AK/Il7Bg9XK3jlhAOH1gOxOW0R/kJEEAMrZOYSJzfYcWZnWSxRlp1RajifnEyVKxKNAxCkXZptiiANY36ApI6pmjSONHjZPFVjJeUCj0Wg0moZjQsona+E3mlRLr0SOR1wBbi2zUH6az18Rayt3twvzDEVG2xY4oQnR6ZVoPqX6I7k8/lj2F+HW0SMHAJKRVYMHycSL4DdmkMxN4kwLgPHAvtlk4iTC/cGFXOeNQCpqmc4bZya34Z780b5LfvJ/VwAALr3gu7N8oebed74FV/zoCwBkBMiGMWbU6IjJ8P5LljwmtgtuWMX2OE9z9fjEYhF5clIbC9+ecuI4poUNHrfuPiF07aoWmYP205tfCgA4vWMHXtLNisTfywt3n60YVAhfGifSwRchUtyua9uBjePLoKkAjbVkCClAroFpDXMU/JFiFepO7S8van5G/jIFf10igL3zqgGfxhPSGbRLY8j2PDPWbEc7lif5w6uF2CnYyYLUPQTq0GuObFpbW33GkUpcddVVuPrqq3HppZcCAE444QRs374dn/vc53D55Zejt5cZhvfu3YvFi2U6wL179+Kkk04CAPT29mJoaMh333K5jNHRUXF9I9DGkYNI61X3A2DewQBgd9k1e+k72bJQVIvQbHsWgwY/bPfbKD3FRvryaDlcdF2huIeNpnbGFhEqQklX9ISiLmgcAYDcTQNIX6mV4DVDE4+ysPL2sv/f+JK4VIDydjAS0jhFCkQDRnQe41mQRY+lRlsoQSGjhsq8CLzdKYcONYpJM88EQ+Sjmlod1dUCjqo3CBBd0F1NGfGssk3z3iSqF32j57Ej9iUR7fEWkb5LG1fnTqyLScJO1oFb8FvKaJwIIqIPS4CR9ncqL6eOCeG5wjAAl88DVJPKnoci7WrUiDrXUT2W7CdPR+bjDzT8ezVV0Gm1NBrNYUD6hPXIPcQdUXohFUBRcpIKHY9DOBw5e7jTWESaWWfShb2G5HVIxfpu/plHdBF4qudHyjkbUhGXg6zjFTHF/+KPrH7B68//XpU/RKNyx9ALRNHtDWPLAQCXLH4MLo/CNYc9WSNEbQeSldOQ8nodkR4AmCKW2jEPv4xMx6k/qGm1dGakA0awCDvVFVF5ZFwuqIYK/oXTiW278TA/TsYRlZu2DojPn5/xfQBAwbGxKctS2Jy36GkAwJ37jgldaxkuphy20HuGR4QAinGlFUhPhPOtqc+xOccsbffd+1oAOOIjSOYEH6u7ZrglPQ50Jdn2sCmtm10xxdIeaJbtbjtaeUTSco8PNB786baDfmPq7/NRo4qMLTOQ+gAbYpzL/YmnUH+xXsMfMA6Btdj09DRM0z9OWpYF12VCUH9/P3p7e/HHP/5RGEMmJiawYcMGvOtd7wIADAwMIJvNYtOmTTj11FMBAHfeeSdc18UZZ5yxf3+PgjaOLGBKI2yEM5stEZJNdUAqpRKZeZyNTslTlVhcRZ/l7KzsfWuofdbx1x1xJp1Q3QmV4lNFxFfpSoENgWSZ5wEjw4sr75lDaisX0rsoorifN8j7kBJtYFiGiBpSjSOzwgdJ1bvbXqIUhw8I7bnv8snzCj15zkb6dTys96cD4YNqFFBW2U+vPzVhxEjvFlwhiJld/N3eodzTRnRKLb/RXkQVALK/ohz9ncL7pgS/AiAYhVkt9dMRBkV1WQn2H0YGaXfGFXU/KNKwuFtqcuLLEuIaq1P+Z7tjyns9T7XMRf0qAFaf0tDUrmoKthnIBQHvPmqEpJoqTC1qW97n75ye62H0o6xIW8dnHtyPp9doNBqNBky5lOXblL99HFIJHlRcKzjbHFjHsTnLPsmG8ySvE7iVG0/WWNHXk7hP8/MUpPFjHFUjC84vb8Ef7dWVT9DUDCmoP7WWpTjalF2Kdc076r8R9RVVriXF0gz8Xt7B+ulzyWadAfAo394BlM5mffCMJCsQ+AelCDOg64/Uynf/7sMAgI/88prQsaTF5NHf7z0Wr1jMIkIoJdaG0eVYnGQFjaLSW1GtklZ7BveNsuiPL5zw31jMoz1meARK0gwvyN638m6xvbLIUyPlIJwtT255Hg9NHhX+Y+hWwxB6gRjvbLvMNnTEmfZ9tKjzYwvigW0yUKgGdNKxDELoXdyjpRb5T4oxa0Uza6/xEluwr2xSUls1Ck8+32CGd4qCLCy/3OQGF/VvU9NnqarGqCwShGrf4/NT7o4BpF+idTwaxitf+Up85jOfwbJly3DcccfhoYcewpe//GW87W1vAwAYhoEPfvCD+PSnP41jjjkG/f39uOaaa7BkyRJccsklAIBjjz0WL3vZy/COd7wD3/zmN1EqlfDe974Xl156KZYsWdKwZ9XGkQVA6z/fj7FPrBO/OzwtChkryqNlkcJEReSw5YoxryC9+AsPzSBxViDFlgJdU3hejuqq4snlkQJWhEHEsA0YdGrCgDujqyofCKh9yiNMwvZKSr2afSVhyCLMlCmV34vq14JSdIg7LYvAU3otlD1Yi+Tw4c14vmecU50STe2ogsxsno0AG+kpMonLX2bCDEUWBPEmuWTExxCjSRmHuHBtxA3hve8jyrASVZAyyhDSxNKvAdAp2OYRszViXAh0CaPZgJfjRpiUCSPlv8aZcGBSJIdqd6F5adgNjU0+gXsuRUo1CwMD82Zgq/qdGo1G02DSJ69HbgN3QiGHDVXpQ976UR76HuCOsgnQiBvCgY0MItbxFaIp+b3KjyiORUcrS/NpVCahPCfNvUlEplbVNJg2sJTFgJyTEpDyuGr0UucsCiaop3Ys6adJVo5BGshcyAgWYgrAcXy7Wv0czX7zzGSX73e1aHsUO6cz4vNtK1htwZ35DJamsrN+V19xHH1NzGCSb5EW0hR1jCRYvZoAS5uYArzg2ugq8igF6lOzyFPjZTZAaQPa/PNEThYf6m9mea26MYmUqSySSZ9H6yZ1LqIINhsyVZ9SM7J3H7fWVKoh2VVhv2bhcwisxW644QZcc801ePe7342hoSEsWbIE73znO/Hxj39cnPPhD38YU1NTuPLKK5HNZnHOOefg97//PZJJqSi45ZZb8N73vhfnn38+TNPE6173Onzta19r1F8FQBtHFgy81IjI0x6Ce8+Ws1LpLDz880B8cZWojRYIS7DF06oUd9SiUWWGGnsRm4Q91xMptaLSppS2sXvGjtYRJHMhfRGPEPgFX5y1Q7Zbp4XCs9zSQSlwPOmhbcRmLenImAHcfUq6rHG/ESPWHROKS7V2gahBM1vqNgVnT5k/uy0XDNoJZc6k37ReGAx8BPJOYxrSE5+clDxET2S8K7hDLsyzlJn1SfZhtHAF92SlgYmfFzfkd6sCVrWFPeFBph1QF/VBD7ojkLZ/2yDSLtLYS5BxHJBGyfiyhEyRV/Bk9BbRCZidPBrwiTKcIW70UFLjUfF29qV8H68lUh4qA5N8DljUIPFBbWcu0JsJE87egHXNNmQEpW2INFv0/2KYhi7OrtFoNJq5QzrHavnig6mOuOgkUj+2As7OsIOQMJCoHsfh+szR7AVwdGBfhQjb880tAID/ddbUeHNNkHvf+Ra8/6efAgDcuvt4kWJre5nlsVo+MhaO0PZQu2GqF9K4QhQga9msUvaPKtvBNVQNKbtij7O+mFvLtKLndj3rS/mkqY/Pve5T+MpvPxR5bFXLMDZzJTfVJjmmZR9+svNkACxKxPHCWkyTy67ntD4HADjurn8Vxx4878sAgDxiSE3WGFafAzbCX0Okv3mWyAT+WH0YRy7G+sqJbbt0XwGQPnU9co/x9XdwXasapGg9sxgicsQcYm17j300EjzC6Ke8PwDADcf/Ul4fXKe78I8vZNig7yxARhXuJz/bfZLYfmPnw/6D6ljVBplBgvQOGcg5k5Zh2pFJo5BOp3H99dfj+uuvr3iOYRj45Cc/iU9+8pMVz+no6MCPfvSjeXhCiTaOLECsjL8ArZWxUeTF0g1TKqq9CCHMK8toguJGppGOVzFW2BkbXonfyPEQIyNLdwzFnZUNKJRb3mq2YMTY91H6F2eIH2up4CmlqY6J+nPUQioJ1boCIhXaRFi5aliAneFtNIc6Jc4Yb+d2SyhUvWk2K5rNsu29GQ9GV+D+c/j7NABWBH7fBykYkSdahaLswmOtD3DuVRTrR/G2eo7vCC7AARlhUgCsLn6+Bf/iPOo7g0OAqu+m9UEC4VoqGkEwCoveLXORKQyYbt4N1RqyMpZ4H30RP42CukG75YteomdyaCxImSL9l4qoc7ILMI7i2xl+cBQiMq08xDtNyRPXeEVPGuQ0Go1Go5kPuiAVQR2QtUFo+okhMkrWWsonSDJ+7ABAtooIpxF7iS3lpRKY8hyQUQG7w9cAkHMvKaQUT+ELsZlttAHpAR2BWy9DBRZufXzrnvovjiNsyPAgUxxnES6k3ASZuq0eqH9Sn0lDKk/7IJSW6V1M0L6nRQr5a9JqDh1Nrfz7Exf6fn/T0ocBsELqV7/g/8T+qLRUt+w81ff5zPmfEcd+NfRCAMCnjrsd1/z1oorfn5osYVdcehb1JfhAQ7sijK4Fx8Yui53QV+YnePBHH+iUxpUJjtv0/mYgUy/S/3sbRLaGUpKntcN2Ub+oodDyqk3ZpkwROyH1LWnlfHVtzq95Y+xhAMBt7vG4LXs8AOBV1uPsYAek8SOv3IvW7pWiUTSaQxBtHFlgGAZQHqtcF8R3rmIoKY+yGc2dcZFcGRHzTeUfRrlCO+OvYyIUVRE4WXkNGV589Udc7a07b1CxvRyQeAGbfSgiA5AF0r2Sh8TywOxkoO7weq/siWLHdsb25fsHZOF2QBrDvBlvzmH8uW8PIP0OvWirCzXf9BJEL5qpKxQAdPPtHIQAZy1jkpGzIyL92XPyem+EK7gTJoxmJXVStfBNSj2hrgnUIS3KZppRtkk4n+17NLVD7+c+SKNGrx1OaZWF+P93JpW+QREkMUMYykq7w6soK63MEe2y8Xx1ThpEqCaS6S/UrjkAHAJFADUajaZuWgDUqhO3A59FoPQsj6RfEuGc1gWpsGpBOMVSJQU5ee+SQ7gNvzxIxyNKDGj2j1t3nwAAuGzZJgDAcE8zukpKIeVgTW21UDrJwjnUzgykfEb9QfVXpG0b0ns7j6r1aKpxx91vxkvO/fHcLj5CKSlF2P9r+yn4++V/CZ2zdYpZN8/oYLVqvvLM32JVC1skXdTDQvS/uu1cfGDF3aFrv38aa4/HJxZjXYzXurEAl6/FFqNyHRPEgHXg1yi1RkW/iSMyJfMTJZ7aiYv3E+UUbEPn6Ws0b1r6kKg18j/DawH4DWn/0K3UTVTHDZpO6D2fglxzq81EOoAMwpEl81DaBFOQsnlLtRM184JeizUUbRxZwDDjB5t8k8ekMPMsi+P2eLF0s8mKNEzQeYkVbOAtPF3wGT8ogkCEgCtQmiW34ErlN1eIO1kHdleVLlP2RNQLkfsKrxvwIa0ArwsSimkSM1G18GNFeBN7M66oE0Pt78Gfxi2YkibWNTcpO6ig9FwP3ug8erAf6ZA3RwtkSH4ZsmBalRBXI27ApdRKL1SU2Q9LKUukVFMJCtWqUNaM2nAhBbwiwtFEKV1vxAd/r9Q6MWSIgPru8ggSd0qpFTTtyXRZdHmzsk39xsLcCoDOgqnWKYkKGyfnRVobxABnkBvvowz3rifGM6tdqX3E/x8m/uNMtP7z/fv93BqNRqM5wiF/MxdAP99WDSeWcjxAaXcRsWPj8pqg79o+RCu0ScYix5IM5Dy9BwhkzPHzPGTNCU7uIb4WO1nLVPXy+MRivJIX2b5vpB+v6GXbdXvZpyENYTH4nX+o71DEh+r5fyz/rC0bNoNkKbXmCI8sOQfPYThRq6CuqRUqwH738EoAwGt7H8WFi1j01qs3XAEASJhlFNwIPQoX4V+76FGc+OerxO5HTv4i26jiod/njMuoBmUpkG/iA4sLf92KwHeKa5PA2iTl8pan3T++InztkUxwvJ6C1NnQf/MkhFEiVnYwzBfGFKm1OdeDthhb9D6SlYWkX8HHme1uuyyW3mjSFfbzfvAq83FkM2yiyiKFzNMB5VM75LykrtvVOYn/P+Qe5PPOaXre0Rw6aOPIAiFz7UYM/9Mp7BfLgFeivPFMYioPV5DCAqlUzCZLpFXyyp64T1SKK/K8JWMLoCixZtFhe44Hq0nGBBd4DZOgcYTI3TiA9Hv04NgIrA4bpb2sP5hNUrou7WP7YkvkzE2prwBI4Zv3GSNuwMtX9wgJpuoxUgaKu6SEbmX8/cpMmSLahJTqhmX4CzAHyH2DT57v0v2jLiiUPgMZ0lsNVc7iBhWz2Qx74AchA1uej0kl2ZiU+g8A4lEektT9DMg+4EDOPHR51LBh6qLsQcyAocotNT5qTxjfU6aMFKNhxgSsOHvnvaL8buoT7pQLu5M3Zt5/PyBgHKW2t5RtUv7odfuhgfZW0mg0hxHpU9Yj90eeW54UXmr9kdHgFQqmPDe2OA70BI5XSh9KyzsSp4chFXC1zIU0P3PDTf4XeaSOi6oaD+x++EVYctJdNdxUMxsul2fMEU9Gd1BblgEsUk4meZ2aRRXdTNRWn68JUlaKQ3qMk4IyAylzU989CjK6fAjSuBeRoGLT/a8CAJx65m01PIyGeGkvq/FD0UWXLHms6vlndTAjyngpidf3PQIAeCLfg7WpGlKcmYCZp8Kgyn41GiCqsHbQ+cyDXHfRuDSFquONji5SUOXQFlSvUTVXqH1pzChCvt+0bI/DP5bkA58tkJEnqnG1U9mme6bl75kiu0E2Hj2PaBYYei3WUAzPq1gC/KAzMTGBtrY2jI+Po7U1ImzwMGX0I6f5U5rAbxwxk1Ih7kV4DFtKsXQvoDzzeYHzwTXSOAK/4r28T35/cmUwFwuEcUScsypwThzaOFIHoig7EFqMObulRFQakdvJo/n/uaKjjjSOcNSc/aqC3GoxlXPktjPul6bNlBlSzqr9x9fX1NOCKVj5bbVxpDZy63nfGFJ2BlNrqXYK9f+bBGRVkEtHeZnKlwABAABJREFUHOd440qn4ZELlYwjvlo3alQaLfLVPhA0hqjeUNPR56XffmT3j+ynTw8ZR8pZ+X4Ha3DYPfI/zxmS7WQdo/ynKlkhvHH/u6zOQZUKnccW+V2oyiNlaRyha2czjgS3AV9/KCtpBNV+pc5PTtY/X1pKgfnDIWpxoclC9DzPf+c0tDYdWB+biekyjnr7gwvm/0KjORJYaGPQgSB3N5e1VMcSVR5XfYOCU2QcYeVBIXCcyPJP9Xx1ao2S4YjV4X35X0hP39SVfuVWzkho40gdvPPH1/l+f9fR94jtlZ6ikVb6SKmPdYyYq8glqrwOhI0jhCr/qunV2uBnWNmm5bYTsQ/wrw/64eP+7Ar5dXEmEGrjSG00X/cHANI4Qtx40i/E9rYp2YhUYwQAmiymMyHjCADcMfQC330u6n1SbK/GPnmA+ksl40gwrVE8Ylvtf+q4lFG2lXM2jvtD1c77m5/iSCX3l4Hw2J4N/K6oxB5rWSy2T2iRIYcf3Xyx75LzFj0jts9PKX1KXa+r73jQ51kdI2h8UPvCbMaRqN/VtfnmCtcDMn03ULGmbPoMvRabr+fRa7HGoiNHFhhjn1gHQEZ6UF0QuyMGd1qOWJQaKSrlDV1jJpRjVQpuG5YBK60YXMhoUqNXstFkIrmGSWJUxL24p4j4cr8nee6rA0h/4NAfHA8E6dez/6fcrQOznBlBEXACRZzV9GvCoFGQCm0rY4UKttcCKWsNpf+ICdiNMM4lDTlx6tFnTlBhzdxvBqQAxF81L8v/v6cBIxPxzpMwnUQ4FUSfct7W8KU0rgDSABvriYmC4d6MCyNpRlwY+F1N3USPmEc43YTGh2EbIg2ewf/fbB65pbo40Jzg5T0YHdxgvtyW/+ekN5mH/2/VMOIVwuOJN+EJIxthxA05FijCvpvl6d5SZqj2jJkwxd/jFlxhGFKjWTQajUaj2W/aIY0i7fArGwGoeksfNB3NROyrdL6qzAqmPykjWvFEinA+j6bekgLu4/vuAnIv9ufiGX/sLABA2wn3QVOdb735agDApT+4vu5rSyaXk8ccqWRUk0CoSmk6vj9Rsxb8ykz6LopgmoBM68WjWs5Mb8OWghrioqmVqatfCgB4zfe3+KJF7hh6AV7b+SgA4ITkHjw2szh0bWecWcH+tO8YAECzXRRplr645cUAgJu2DuDXA/8Z/mI15RqNEdSEk5CyflR9R9WgQgbYFGR0wTCiI080kmBarTzke6tGbvH//xOwB7/KvhAA8PQUa6iJUhLH8NozT0/Ow384GdRd+FOy09xF85mqh6G/wYIcO/KQ/S2jHCfIIFOAf27SBdo1hzBaPbkAMeJGzYpqoXw2AJK6VW//qPNtJRUSfY+bd4VRxJcfnkPpsryyhyKldCJP5THAXhSVNFezP+R+OsAmGLLIb2MfVsYWKbSsVgt2K6W54SnYVC9qrjU1o5TWFXBLSoH1AruX1WXB6mZ9oPA0l+jHHakMHXVEv4msEaBpKLmfcqMZLaSjQnqnA58qqodJRHi9GjGiRifF+6RWICqaIFjHyJtWapck+LESwoXAAb93pk6rNP9MQxinhFENiuHdMnwGMQAiZR7A5gkah9SIFrOZzy+mEVkTS9RHmYfi6dT/PNcLpQTUzAM6lFuj0RyuqClJakWNlK1WkyIPqcBqjzi3Un0JJfUJAFZTIhPx/Zp54bqnLsCXX3grACCHBNLTfD3EZep8c0wYwFJ7lUal9qqnfch4YkAY4PJUC7ITSA3y+5cgFZYk7x9ejrwLmu7EJO4bYSE5VHdEZU2ahQ19au3tAIB7R2T4zi93nSi2T23fGbp2dVyxvAaNsO3KdpTKSDWuqpElqnI7E3Fd1v/rltgitMWYhn28pL3YGs3SVBYAM5JcsWIDAKAEC7ERPmiQpladi9R1O7XzOEKOZADCxnxAytEOoo1o+0vwOer3vdXUg16LNRRtHFngmM2mTKllAKV9fk2m8ByOUFS6BU9GlrgeYj2KVFZloBLKMUV55U4p6VtIyRkPvxmxnhhmnmHm4/zjeaTWBEK6b+I1BK7UESQ1UYC02jcB5Z2s/UnxF1ksOwJ3xhXtZtiGuE4UZ1ciPGylwDGl1nFGHV+qmmpQGh1Rr0A9VvJgtvH+Q33wMB5gDxi8aYxOQxZ0pP9+1RNRSaMkIMPKU/IaI2mKKDAAkQIXjQ9UENubcYUxhAy0RtwURruo5wXgz6FMz10M7NMACBs5yyMRli0oERw0dqh9QDWW8eHZyBhiP9UUKY+WhbFh1ro0+0Ew2oPGNlFMXuk/aoQa1cAxYoYcS/hnMC2lRqPRaDRzhhSReyHlEzXFVoZ/Rk2VJqQ8ZiCskGzi9w1CCk36bhP+QvDVHI65zrX4uyIS/8Ue2L7c7857372vxVln/6rKTTREZ3wKL+Zpb0gRfmHrZmHsyNpMmEpEeRuplCDlWnISUuVhVT5TU9eQwSXP9AGlphrWYyQukYxvQ64PtkOk2FqdYlr37QVV266ZC2WX/af/bN9JAIA3dj2MWJHJo/87vkaclzDD/eTUDDOO/OT0H6CDR5bscpjVrW90PHS+D+pTHZBtPAk57sQRbXANrhMnlPO48Xa1tw9bDB1dpJJzlLE0DqSHKxWUApABXtvBIol+OHQaAMAyXBE5AsjokZ88fzIA4LxFT4s26Zvmbd8Gf9RQo6Dl0gTCmR6aEF3AXV1TBp/JhdQ1zDIcajQLEW0cWaCYKVMYGYhq0SSqIQOuJ393vOhUN/Q9XMBypx0YVIs9xpVSToTXr4Iz5Yqc8+6UG/Ia1xwYXG6EoPYy4obPaCLqQnABzW61pPf2HLyrEysSIWWpV3RFeiWLK2aNuFGXUjX37QGk36GNZnUR9GqcbUQnbzLVq7EJsxaDpP5UGmIXxZZIQ6urRJkYVdZrXsGF0U7V3flOC1KojxLc8xH7NCJllagPpIz/wfobjcDg/cqAAYe/007J8RvcAVg9SlTiPqVfKONR0HBhJkzfeRSdQinBDJjwhrXb0YJEeytpNJrDGVIMbeefMfi9sIOYkNEBCYSLsFeStSj1ERk/bEQrpaLI8s9OaKejg0zBtUUxY7QhnEZtDFLWrVaHrwZKi3narhFFpiJxSk310wrZD0nHHayBoqALb9fPK3r/6vt9qBAs/OHnt4PHAQASVhlLUyxs/k6eYuu8RU9X/zJ6t7OQdWlc+NeDUe9/MGpJrWlD68FWSOOKwqpmqcjX6fgk6SJ/sWhtrf6/z4chg7Ahx30yfvZCGjfUTG67lO1gzddBZVvN6EDdtwDkOvxG9fRUFUOQ5uCg12INRRtHFhjt/74RADB69amRx0nJpCqlClulESW+hIoPhK8lJbmabsQlJVuEYcOwDCFoWRlbpFiZrRYJFWN3cw6cMfad1hLd1eYMpUDao3iEK81V2q1olY36IkrEZZZMgeNky6GUN2bKFNFJhmlIr25+jVcpBUAEbo7XEmjVxrSGk4KsJUGybB5+ITiqrY6Rm+X72TtLxk5DtbvO8u4biqI7quZEVdTnUj3q6uhbhzNtV29A7vrZaxAZFn+HAWn8nACsXm64SELOD1RfakIpms5rVdmdts+LiIzzFl8EeEVXGFkplZaXldGKZpMJd7oxRg3R70arG34ovZfVZIoxbOI/zkTrP9/fkOfQaDQazZFB+pT1yD1YZc61ASxRft8SON6PsHEEkLIZKa/ziE6HokJTH6XZLSn7qnjnxi9Swm+HPDyWDNc/0NTGn/atAgC86+h7AQDbvXYMFaQFax12hC+qN82ZrVxDhjRV7OZ9JpZ3ZJ9pgewL9egtn2Mf2/t0xEij2ceNIzfuOgev40XXT2zbJYqyL06OY89MW+S1V/zlUrH9wNlfYRuL4I9KG0V1gjUf1PNrzYw1DaF/MAse3MRhrA2tg/QJ65F7+EWzn0jv8RSEseEfeh4EAPxxfDWmymxsLnsmuhPMwnHhos0IkYAcAzL8cxTSeK6OD9REw5ARaWQQmcUJsmbKkIYZtU+qz0Fr+DjEOJW7n2eOOVM7wWoWNlpjvYBJLGUDp6ukJwoV2q4E5ZJ3ZN5/8uo2UmH3bmfKFcW5AX/x5Wo1JIpcMZ86Uc623jRXmKWtmou6a8Kk38QLb3+v/qLsFLFhNpuiXV3use3OyPoygN9zG+CGkKhaAVUw05YwvrmDJfGdpChVI5uoDzujjs/THNBp12pF9I3vDPgXXzPwF12PKt4ZVRyUvCJbAfsFrO3KT4VX3GQUc8Yc2aZmbTVtjIQphTP1dPJQSSM6vzcXsnRkkR+foarkweIGCqvNhjPlnye8kofyLtaedr8y7fP/byNpwJuZh7GaAoUoqi1mwGqNCC+iSDbXkzWzyHvNBqw2fo1yqZeTg1hxrz9hu52xgQIZbrQRdt7Q3koajeZIYCmkJ3ArpKf1bPZ/MoCQd28K1R0+kpArc5qS1ZpyapqcILsh0mkB8EcHZPindjaZEzde+lFc++uP1H8h9ROSXdrgbwOSiUnctpVr1FSztUJKcQfSUGJD9inqr70QCs7lI2O4v3mF7zb33ftaANBp12rgW2++Gv/9p3/AXyd6fftX8bRJj4z34cS2XaHrjm/d4/u97DFZ9cr+9dg0thQA8K6/vgHfOO7n4S8l5fM0ZNtS25dQPTWxeq0and+mfEZEPeyZYZ5Reza+DACwZt3vI25+BBJc0qjvOuB/f/n6+/zUFnx177li90W9TwIAtkyz0K7VTcECMw1AreVJz9QL/xxG+gHqPykgPc4HElqrtwA5S1rf0oMBi+wM5PqtE3Ort6SpD70WayjaOLJA6bhuE0Y/chr/Lbp2AymjKTWWWmjdq2JDcfOOrD8RM0QkiTvlivQpUZCRRDWiUORJcWsR8cWVCwS4o674Pu3FO0fa4PMQK+/gkUCxCOUfKSVLnszpb8hIoMhCyQoi73+TEglAtUQirnWyji8iiVL7kBd6rfVKNA1GTRO7J3BMTdkQsWD2GUsVo6xoZxKoonTPbSwdEgCfkK0aS40ILyTRV4vh+xpp44g3nqU/yP7uic+f0fB7y/pU7MPXVjFDjAVqnRMyuLtTjkinR5SH5Hl2lzym1hgRfYB/t1cldaRGo9FoNAeS9GmzRI+QnLIPskZEtEN4mBlIL24PYaNINTG9CH9BZrr2efiVYAFOiHNBUNdzmzO/4EW0+5ulO/5rex6VJ6gOSKqYG6yvV2vaWBP++iPB9b0LqZDNKvtVuZ50mWrqHM0B47otF/h+/9Cqu8T2b/ccJ7YTVtgpLWvwQcICMrlAp3FR1RCysbyMbbQC6zwe2VSG7IsGoseZXOCzE+jji7ktMbaw3HT/q3DqmbdFXHz4s+SkuwAAuQfqd16thV0FOYn0KYvofJxbGDqA1LDfKcz3vncr27uVbVUnEHSeVDNPjNX1uBrNYYU2jhwCqF7ZtF3YURBe3NVqkQD+YurxPjl7iusi6k6YCUrPJL+bDCHlbFlGG0QVajaN0DOpitDct7mCU3uB10T6rTxK4MdyEnaedoQys0ypy1pqN0DQtXaUFzcAI6UYRQLRP27eFX2vVpyc4yvQLtKDUdGuYB5MTU2k374euZt5v6DFTwL+fKMA8BdlO6rplLRaeEKe54wFVmFR77shU2gZPcoJJM9VEr7Ji6Qg72u08nFCCf+tN4rpSMDzZDQWvcvi/8mV0WBGXI67pUFeyPOpEmIv4P/5ZCCbgGxbfshIGFJ49uRxMnSUhxtfac9oU/qP0uzumJxPaOyhCBOv6CLO00w6k+w8r+SJ51WjIDUajUajmRNRRo9n+Wcc1Y0ZaTADCtEdOD6ByivyoHxM8/IEpLI76lqSsUYhlZwr/afc/ufLcNHf3lLhizUq177mcwCAK370BQDAznw7rn/Br9nBMuR6JpjSqBp0rtp+6nYr/BQitmtNkwSwvhOsmbMKOBPbAACPTem0a3PhlS/+If76m6sAALt5hAV9/pQX2QaAZ17yGbG9fSaczuy6p84X278+8z8BADunMwCAE9w90tgWNdYouvJ7cDTbcIFzMs/JA1F1MDKB38ch+x3ZYiYQ7oua8LirrneVNhomi3UC6JpkA8UHOu4GAPxq5oV4fIK9dxRhNOPasA22ntmOdiy3mLUiVWaNnDVTKHAHxszoPBTnVNJFukpubfN59kelafDpgZzLaI5JQRrfipDzkI5a1BwiaOPIAqbjcyw3oeolXBqprJAqZx1f+iIq1mu1WlULb3slNgDbi5Qiy7V68Lry+sI2JrHHl9UjGWpqIfeDgVlDEp1JR0Z6uDKNFmE2WcIrnFLNuCVPGFXqqREh6g/wVD52hy0Lv0MpFM0xEqYIydTKyoMMLaTKkB5oWwCsnv1Skd4I8HkpeVmulN7r+g0kgXONuCGFJjXdAHW9iBnJaOJjl4Nw+PIRTDAdnjCOmJDRH0XPZyBpJPZyJYJwyBW1hES0WMYS7zqNDT4DrikNryJqJegNy3OzC0eAgiuM9MG/X3MQ0KHcGo3mMCd9GnNQ2voX6f3dNTpV6XTm3KGKueT138c/o9KHAlLZrWbnIUeRqBSpwe8E2NxPabiWVDhXM79QO6q1AtR8/yS62PB7+ycjzq2FPKQBrR0ynZqh7CMcyH6ovcMPKqNFpjA/q3ObMKR89URmbPvAI6+peq3bLgWhKUd2onSedb5z8BzuKR4dvjAYOWRArr9obZZCdFQTX8Ovxj5sKSyKOOEIJaDSENEdnJRXQhe3nA67VcL65shgm0wD0TvOJ5csZBosMl7sgowiUQ1dNEaVIB3m+Bi0RQk1WZ3fJ/sP/c2j8Nc01Rwc9FqsoWjjyCFKvC+O/JNy9jKU3O5GFaWRw2tRqMYPw65iOFG8to2YwXK5c8ojpahL2LlcQUbplZAH7GX+7pa7cQDp9+jokZopQQjd1mJLeClRDv/C9oIogGzOoXCakTCFspKiPHy1Z5R7RtUNsBex9q0lNQ7d11rE70NfYx25KZPmSvpyHln0kwEp2EwGPpdALpgKiPZsozZ4Af/8q0yH5hW58WPahdE0i1KaFvHqwpCYLQiEhohWSAVCpefV1IQ3w43fatrFvdyQEVfaUl000W5acOch246OTUMaW5tMkXaPMCwDdjtvUGU4UtNq7Q9qXRWRBjBlwiv772+mTEx88UwAQOtVOqWjRqPRaBpEJ4Ctyu9B0buSLiyY213dF0VSOZfmZfW7csp5QRYBPDAAeBS4Z5lfabrhvksAAGecdWuVB9AQbXYeZ3VuAwD8b3YNAODcrmdFZFEqz9fGaqq0eqD2LUBGo6gGE3X5Rf2Li0OluCUix2PjNTqi7QZ2LWIP3xFnXzTjavVQvVz96i8CAN7/00/hkfE+sX9NeggX9bCaEjduPQdvW7GB798LANic6wndqzU2g8s3/R0AGUGiRhCYRQ/uLI5PZ3WwgcnlA4VZ8mR/nC3wW81EQKoeijqpNW2gJkSXMSXX6bwtXotHMViQBo6JMhvEHV6DZryUwhC/aF2KpUbLOHm5FjMh1++tyj6C2roP/sizRkVy0H0SkOMVoT4bH6tyDwwgfbrW82gWLnr2OwRo/dcN2Pc+GZZZa5FzSjFiqM66VdIhFZ8vIsajR4KpsdxpNrqpxpEgsR7mveAVPJ/iSk2npNlPSGDJzn6qSD+jGMuoTZ0JRyg2yYAVXxaXBhB+zO60RX9z64gsEd9HbV9wRLSK2WyK+jViolbSBuRu4GnX3qcnzzkR9EqMkJ+9MX9bGicr4wKl1aqUDov2FeS2kTTDi/Koa+OQnnLqAo+eeQrRyoTGO9sc0rRdvQG5r/B0asL+wGtHKYXK1XFYrftDBhNQBFinHc6HPU8YSaVD0uPRI7dAjglliCgnZ0j+HWJcozFE6bruVNjo75U8GZmiaSzaW0mj0Rwh9J/yf8jdzefdOPyF0qtBHvrq8qua3nobWAF4QMr8o8px8ouLUlLOQEYGFJTrEtBjZwO5b2QFAOD1fY/UdkEavrRHAJjcQyLLDIQBpEROY01AzOUdJQnZftk6H7YAf3+jfkie5RbQV2Sa72dttbgJ8PgDF+P4039X5xdqCCq6vjOfAQAsTWVD56xq2YdVLSzn3jl3vV/s/86pPwUADBXS6E6Ew80K3IBlGy5SLu9cfB026KSFLN2dCA9Uw7ZcVHXFFI32YODEiJTXPx48RWyfGj58RJE+ZT1yG9mcsIsGZG4s6CspOczUSJxgGjwb6OWL4CfK0lA2UZYnWsY81GMMrvU8yPUXjzZbjX1yjEoC2B64pgXSINKKcDo2QGY9UZxgNQ1Gr8UaijaOHMLE++K+QskAU3qT5z55Cgc9aQEWWWCmwiOUm69elL2wlbk2URF4QBbqLuwoCONKFMWnioj3+0djqpdA3u+aOgjk1Lc7bZT2MAHJKXqw0jwnPzdqeIqnSKwnhtLeypE/kV+XkN7hIkIlrRheVKWs4rE0lygWAMjdMoD0Zbpf1Er60vXI/U9EcTh6VSmV8C5uzACk4LsdwPLwpSJyzDb8Cubg0BHlhaR6qNBrX4KcUMuoHhFCjjSqYYTLmrlvDSD9Tt035h1qqyZIAVndT5Rlaix3nI838GCq6fUChhBfVGKnckO6JI7600toNBqNRnMgUY0RhBoFQmuqKP2WASnjtCj7SblUzTFkHH6DCy2/hqpfd84Qq0HwRJ/fY/2m29+DKy+6scoXairxzGQXTuCKcDRDGqWoTyQh22pCuZCy1syWNk0lo9yH95PtiXZxn+Uet8ZFGfBc1B2J/cXb/hkAcNWr/qO+C49Qvvama/C3N/1n5LGt05245omLAQBfOJ4VM08AeGCMLcC+dcrP8c6/vCF0HRk48ojhmcku37HjWgfhUvR0lL5nQtnH9e1dmJIObFUKuqvGkduGjwcANNtFvKT7KQDA0CPnovvEu6P+VE0DoSiS+6dXAACaLTnZrGgelfogT04Imb2KhSJokFHVP8rya2N8GdsYB07i9U/o3sJQq9Ec5mjjyCGC1WwKL3zyiC3ukjFxlNM9KjLEsA2ZTqvgwOZ1A9xpx2fkCF/HPxOm8PpX60pUwzANGYWQkvs0cyP9jzx10ve48jsNoSi2Wiw4k/VPWjFexFhNl6Wm0SJPc6pZoHplRxb1ngWXG/LMtCWMLCIKakbWQdHMnfTL17P0WoBclNEnNV8r/IszgoSlYyBSMBgxQwrOVbw+vLInFmFGWnnvSTYrIlrwJuGclAKqbTUecZ5GkP4QHxNuGPApXcxmUxRfVyGDpTpWUA0Qd3cJsWOU//xgaLSSu9x7RonOaOXvrFLnZD6wurmhPyc7gvp32LwwodVmCYcBMr6YMQNwdQfSaDQazX5CRodpSAeOHcpxUkZHFS82EZ5bU5CK8aiUWEQXZIRtAlIeq1L6RJwbvHe179HMypff+Alc++uPAAD+MPQCXHrUQwCAXTPMczxhlUWNgZrpBEqmFK5jwTWd2mbqrWepRRkJrQloyaU4La0sjGB7S7hQuKY+/nzl2wAA7/nJZ3Bcqz8cg1KX3b73WJFuS6XZZouuDzzyGnxq7e0AgPtG+gGwKJPWGBswJkoRLzIfS3qRw0POUQCAPWjDycnn2QGS06OW29OQ45ZiQLtt3/EV/koNAKTXcUe9jS8DINsva6eQyfJFMP1/u5DrYtUgyte7a7EXPy6fApWX9Dwltq/568Vi+xvH/FzcJ59iAwEVcS/MR1q8AmQ9LDL+FiGdI6cBcNuKWL9PQa7faXjTyzHNAkcbRw4hyAO/WrF0N++KehDOlAuTK7bNuFFTWiTP9eBxZWi1FFxuwRV1TgDAiPmNJ6R4D13HvYrNPq0Inw9ii9n/u2rIELUATMDi9SLcKQfujL8/xPrisuB2bTYwFi2i3EYoJLmhQzWIifRuZU+kfAMAu0sPQwccev1mwIwhRA02NtWApiLSNuUR9lIBwvlNm5TvU0O3o4YpdW3BPe10ZFGYYH0RZ1oxZPDIDrPZrDtqrB7MNt651HZUxhNfqi9KH1GA3+sW8KUB8SblGEYGVTNlCkNIaYj9PbHuuWgKNHNGh3JrNJojkSbIHPxRTEB6+NNc6EAqjaIKHqvMKJ9RhhaiGdIgo9Ykofm0Sn2AtaW9+PH0KZVP0MyZ4TSzonV5iiWD2qcFsk/Q4RkgxgXi0iILJe64EivW5vi23B0La3QsyGLJahSuet62wDWrEU7/pZk3TI/Js2dmtuEV978DgDSejBYjclopnFDmkUqj8LcvXyOdHGMGkYdmjgpfrBrYyMZiMoU+AMADMkZ4kHpV++NsowT8cOg0tr3rfQCAd198Q9XnPZLIlPj/HRnT6f/bhJwDkqg/RV6NtNozcPuUWjMEGdhjCEXml/osnAQWLRKbdOS8Quv5OIBhvm1DjmH09zgAv1xGU2oODHot1lC0VvIQJr44hiJPo2R32HAmmAbKnXZECiUzQvFczvIok6QpFORWW7hwLuGVPYAr2K1mE26tBXX5wKkWfDepmDPl4PWkB7RmdtJvXS+jR/iix9kuNY9WN/eg7rBQ3Ca10WZiLqEe7IP6i+8+rlS2kjeAqyg9TSrkXU+9GZpou6qepZmF9KU8ouDmgXD4fJZ/xhC9AHo28HscUjDi7WMlLDij1RdswZomUMYAdTyoShFSOEsgrDzXAGC1eXJfjUinVgW1dpRXYm1V2sLGi1h/XAi7wiixTdYKMVpM2XeoTeKQc4cy5ZR3ybGDirNTtIrneOL+RktjpCyv6IkxisYjt+zB4pElua8NIP1+Pd9oNBqNpkEshozGbQawk28P8c+kcizIpHJ8EtVrfiUhjSok0hcg5bzZnJrUaBMeDfrmtr8AAAbL6chLNNFc+5rPAQCu+81VuHX3CQCA96y4Rxz/3+E1YvvC1s1sg2QjD/VH2rqQ/QmQRi9q05hyzzHlvDmsp5bH2A2+ufOs+i/W+Ljx0o/i679jxgM1HdaV/UwO3VVgDdmXCFtav/zC34jtEW4oeXxiMZYk2WAzajXjZOf5WZ/hZON5KaurpUtmqeVIkUwX9TyJmBdY82kDWog1634PANj50Hm1X9QZ+H0aeLPFxuSH4syotXO6HSfyFFc3nvQLUbA9yxfnmWIeqRnWICWeLt/xTAwVZJ7Gvn2B/tUC2f58/ojlHXH9fkPzUxpybiwDJa4bGn30HABAxwvvCV2q0RxstHHkEKHjuk3Ifvp0AIDZYtWc3qo0zM6zlJRFFleMecUI6cyDSEHiTjq+Yt4Ar0kSUdyWIgaSR8swT7VwfLUoFE19pN/Kld91KkQBgOQbM2XCilNhY35s2kV5TParWB9bpdldtoxEqVOgNxKG7xqjifUdm2oRFJV7krAfTAelmRtq+G5UJAe9nlv45yr+A/jTRESgRo9QlJhX9mC0cQU6H2+8kYgOQwt5BzJixIFfUI+qNUFBAVn+man+jEcS6Q+wMWHi82fAVcZdI2aISEOqPVUeUeYOJd1UfAl73509ZTFHGJYh01fxvmS1z0M1PQPRqT74GECp/bwZTxRidwuumFesZuWZyGarGICqphLQzB3traTRaI4g0qeuR+5RLnt3QTpwRKUqDTIFKbfEINOMREWRmJCKb9JrtULOk1n+GTUeFgB0K7+7yrnd4dM1c+fqV38R//2nf6j/QpJnSR5ugWjLGBzpoc3Jd8aEN3bKLdVfjy0JeQ35zaUArOTb1I/HgfvNFQCAkzK7AQCLIoqBa2qHUhwtbcoCAHZOZ0LnlGDh12eyOiWvXP92AMC1T16Iq475EwAgaZYxE5UqKdBP0AY5NpAtxkZ0+j26XRlwuYNSK2Zw+95jfae9tPspBCnFLZFO7ifPnxxx8yOXpSffidwDfI6gMZzG7RnI929UuUhdKvNAn5PBDF9PeD3YnGMD99rkXmT4hJE1ohb2+4cvnV9L4GAWcrxSxx9aRhqQ8xuNJzH4nDQpEq4U11XZG4peizUUbRw5xIkfFReKSkqnVdxRECmvaJ9qqCCMuCkNIVNOpNHDiCjcRveiPO/qvuLuIuK9VVKbRAQS5H7Ei7L/nfbonQtWuy3S6Xg5V6TSIcWhV/ZkuquEso+igZrq0BgqeTOpzUnpCtOQxpVxJ5RaLap/zUbuRt433qP7xn6xL/C7ukDOKNtRASHUbBaEQBRfHJfGVWr/iIgQUfgdkO/+DGSofyWCBQJVQYwcHLXnUiSm8p65EeP+/uLmFCmeNqcBs0NJp8Xbz+7kc4SDUN5ZwzR81yOYQSABIVR7wzKt1nzWNtFoNBqNpm5IphoBsIJvj0WfGkKtO0JyjWowqZZWy4NUPsUh59kcpHI0yvjCZb1Bzx8xct1vrsLVr/5iDQ+tCXLX6Cqc2s7Chs7q3AoASJuKl5cqu5CsXYZss2pRQ0FIXlL9JFVnKFKGU7RJt3JNPcXfFe78/96E8/7mp3O7WCN4xeInsJvXp7l7+Gix/7d7jhPbCSvsAJs02T5Kt3X+oi3SqVBVtEetjWg53gFpUBkDhnubfdd0xMJWN5/CPEYfDv6YWw0AWJKcwO6ZaoPUEUjQ2avOEkS1kPH4Cx+DWOPHsg5Ki9kiqzvBLBSxkgP08Iuy/LMEv/EjYNwv9UjjxY58hm0kgJVTI2w7jnCqbI3mMEEbRw4hMh97AGOfWAdA5vcv7S2JNDVelZoiRszwnacqqqsprSk1SXyptJJUqjkQ+k4LAK85QQp0I2boYkwNIv2B9ch9ixkPhBK6LKMySrtr0x4707JuCNWOMRKGKOAslN8ATPLQtiBr2JgyVY4aeRKFN8P7ASnSTUiDyxT0iNRoUoFPWqfNINpT/xllW1FWe2P+lzYqNZaRDii7xQHlM+rdp+N0jQvZD2gRpwWxOaHWHqKaVfHemK/mj9USNo46PJWe1WPDSnAD+7QSkdIWaP885ILMgs8jrdGQUdewZVQMpf6zM7bsY4ph38vznbVNXZpa0d5KGo3mCCP9Qh69/eiAVDCRA0oTqueRzyPskWsr+6pFBExBKkPVqJXZ1lQk/5UhDTa65nbDeOWLfwgA+Prv3oedXJG4NJUVx1/UygXr2ZylScbNQyqzucySGiv50+RSm9J5M5DGlUqRAkEK8MvVfE1wJi9E8qwZzPmjmSubcz2+bUqT1J2Y9KU/In531k2+3+8YeoHYvrCLp2lzERkNXeqWHc1n2KA+QX0mQkXwzFQXjmlhg9lqQ/GqoyVDGZHrdF1vZBZoLWRD/v/3ITzeu5DtxJ0I12IvtpfZgL293I7lKb/V/Z7Ro8W7e475HGKku6FuNV9OZcHxzIU0sijp/LaUFont1c2sT8X0Yqyx6LVYQ9GqyEOM9n/fCAAY+ZdTK54T74uLArVu3hUKbc9VimJXQRRWBqrWF/FKnlC4GQlDpOASRYBdGbnig14oHd59wBCGMccThgzCVYxqIhqkJHP3e3VYsxLLmfTuZMsimoUiCryyJ9PfuP7vBQCzVee8OaDQf/8o5EJrGWZNqQUAMCBT7qkOQ7Mpw+ndJ9lOLRaqLvyqGUJyEEJf7nsDIs2chlEa8TeCeI8dfzF0gI31vB4kjPkQdCzlkx7Lg+wH9MqrUSNqXm5Kq9ViiD5BKbacMUek2KLxzc27vnSRVINJo9FoNJpGkn7heuTuq5LethnhdFtJSCeVKAcV9Vo1qCNb5VwD4fpycUjlJyngImoM9Bo53Pj8OVVurmkYDqQBg8tGw6VmIQ91xbhWNAF/tA/J55OoHdJHUkq2LGT7W5AGNeqD0xD9xO025D7NvNMWY15gly3bBADYMLoc73zojQCAb538s6rX5l2uac9ARm/kgWWKca4izUBXjvW5Z5PMEGYZLlYmRuQ5Uemted85v4XlZL5xzzm47jdXAYCOOguyR9mm9Q45/alrLls5Zx6cysR3kVG8AL/Bi48D2RY+2DjwGe1Wp7ihTK2PRdDfY0Iafqbk/Vdzz4EtyUXQaA4FtObgEMdqsWTBbMuouRaJiOSImwjW2YqiNFSC3cakOTNhwOEeyQ6/j1dwEVscjgkOpvzySh7zMAfkosEC0u/QCs65kH4n92D7Dl+gWRBCdaw3JqJHPDJyzcH+YMTNyOgiqXT14M5IgxhdQ4pYs9YC3IAU2HV00X6Tfut65H4y4PfuaII/73BUGD/93/N1mlf2RL+hotwAokO3SZBWF1+EmmVttigQtcgkCV4WtOf/PFJWIgLjVEdmwhVRaSJaKAnZDiRcByWJ4IIqCdEPvZwSgdLK7+kg7E3bgLRp3lSgE2r7q0aj0WgaTQrSgEHK7FrqkABs/iPRKgmZCimqRvo+yFSoZBCZglSokVJ9ScS1U5DOLBNANsMelJSy94701/jAmijeffENuPkP7wQAjJaacAz3kn5sZjEA4ISWPVJmmssah2SkSch2VlOqqf2N5G1SZs5Bdu5vGsWm7NL6L9T4+NArvoJ3/vg6375HxlkBmbM6t6KZL4goXZaKyVNiX9i1Gc/OMAPGszOdsA3pBETpk1Ri01RgVNlJ4wmtqVRHpUoEVUoWdA2/+Yb+z4cg6gwtjzGPwpJnoeSxxRQZL/qbRrA4yV5+FwZMivKndbb67lMXS8Gf9pEbTaieyWNTi8WhqBRvc2F10z5/fRKNZoGijSOHKJ1f2oTstSzFVjkbPm4kzFDqG6/sweNjHB2LGp/KWUdEhACsADwgo0gqFVcv7WEjcUIpyk5pXZwJR0StWGnd7Q4mZExTaxP4CrEHjFxe2YNX4LVpeBobO1N7G7p5F7GjAnVoSoDJa524PMWPm3VhtpMWnp+na3bNL8F6bvsghSeunDZihkxLpKKmZSBluFpsnYhScpMHWxn+tFotyvGotAD0bErQUe67vC7NFdrA2vqvGzDyYRZVSHWnvBL7z7IyNsxmtpOM6G7eFeeZcUPMD6V9PE1Vhw2PUnPRsJ8HzC4qaoX5q/3iwV9zhr6f9y0rY6HMnzOqphYgjfP2UXrOmRd0KLdGozmCSZ/F5I7RR89BLBuhgSYZS102qXMZbUeNa7sg67MllPNIuZnhn1Gy0m4ApN9KwR+RCX6PDDQHmS5TaTwHLDJaJQ0pT6vtTHJXRF3QinBlab5NrsdSJX6jNrA+A8Dc6mFwCdOkL+UpfKIU95rGcp9inPzscb8FAAyW0uiMM4+2ZamsrP+gQIYW4syWbfIXdUiKMpBxY+lKjIQ0goOFtOhfvYVgxwQeK7EB5tyuZ7F1mhlubrnjHbjsJd+O+KIjC5F6cc+A3zEQ8GdbIAMFvc/BtfM2vr2cfcTgCONJnzWOLUUWjfHMFMtjtap5GI2m1Z7BYImNB70l3g9MSAMtzV1qmr6o0sNDwP3xFeLXM9u3NfpRj1z0WqyhaLvvYUDiKKnMtjts2B02zBTz9jdiBtwpR9QOCUJpSOjHarFgtVgwYiaMmCmLbQewWi1YrRbKo2WUR8twplyYKRNmykRpT1F8dxTOYJkp1egHLPJBRD9o6ib99vUyLNrjPw4Q64mxwuhKbQ8zZkjDiG0AtgF7UQz2ohjMptqsEeVsGW7e5f3Hkz9l/lN0xfeYMQPO3jKcvUq7JwEv78LL15YIM/d93TfmQvpSxWBA/SLFf8pgxUNHIItfHxV9H8MyWAqjEphhgnKLTkAqsSsVk6Q2d5XvtpX9lWYhh//E+E8RbOGYgxQEDuPJuREYCVP8uDW+a3VTDPyYkO1M406RRXF4UywKiaVhNJgwXQBr53H+Y/OfJsAb9djPjCf7A8fJOlXnGY1Go9FoDhSloyyUjrKYt34SLHUwyVYxSJkpChdSvqH5swtyDh2Fv+iySqdynOpVxMAKLzcjMp0WAGT25JHZk8e9I/2+qBGKftDUz+Uv/RYuf+m30N80irJnoexZsAwXluHiiSlZdwIGUDIt3w8sMINVBswoEhU5FGQCLJJkErKvqIrJGf6jOLGkxksYKrRgqNCC7W47U9D6yxhU5Cf/d0VtJ2p8fOvNV+Nbb74aAFBwbPHzp6FjYBsubMPFJUseE+3y9r9cGnmfpFlG0iyLa5YkJ3BqZidOzezE0tQYlqbGsMtpi7xW9JMysL2pnf2U2A88sD5SydmJ5G9F1j/B2YMd+XbsyLfDMuZpfXE4QWveKcxLgXYAMLOebCOaB5LKjwu51jKVH9rH1/cnpPZgvJzCeDmFZ6YWoXc6h97pnL+P0DxFfaNOH7T0CdqhUbMw0e6UhzCZa1n9kbFPrEO8j2kmqdaIL18pxyu4ok4Aq//g10pWNGZQpEGKKc6dgsMUWzVgZaxQIahgrQlNY0i/n3sq3Kik2JpD5AUVYqfaM4ZpiDz+ZsyQRdk5xd0yR5LdyYeUOprYsACXe347I/y7u+fw4JrZUQXfJKQHogq1nVongi+23JxS4Ls5wqpRKWJETTUalcOWgs3KyicZW+gZU4gc1zR+Or/AUmSMXh2uS0V1RWL8PS3uLlbN7lDaW0T8KL9rotFiyLb1EC7uOAO5qI9BtCmlZFPTajWKSvORqK9E/aYXLNUcAoZDzdzQ3koajUaDjhfeg61/uYD9kgG6xqpov7JgBg0VD9KIUU1+HlHOG0Tt0R80jZNo3aRsj4dP1+wf557zc/zij2/17VuSnON/NM15LfClowbgN6BsV7Yzc/geinIqA737mIf4E209lc/X7BereOHzrVMd6G8OWz57E/5ojZJniRRasTJfbJWBkh2xXlZTF5PIzceNJ7weIZc32+EcxzknIY6lPb5gS8Nfg0anOK6J9IXrkbuzgnOnARkZuEvZr65zaZn9FP9cDfHu7yq2odli7ddn8bElDrlm5p9bTKUgetM+mfWhRoNoXajpkYN9pAM4k4fCXP3EK3DrTz4DALjx0o/Ow4McYei1WEPRxpHDFKvVgssLo9tdMV+RWgBwJqOlbzfPldNtrGtYcRvgOS+9iLSDsZ6YSLnklWWx3OLzbMA2YgZii8Lxdc5e/j29Wgl+IIgtjcEb97e5p+gozTSbga12Cw6lqim6sHj6LKdYp0HLNgAl6sjq4EONUj/CaOGzfhGwSBF+GA+2B4v0G7jR7GcRAloX/ywC2Mu3qQ1m02GTQaMEKcDFMXs9kaBxRDWchCO3/dBwMQU9e9UDf31p3KcoEiNm+gwLNJaL30uNN2QbKeUlVzM1UB8qAN6+wHMUZGo/k48bVsYSKfkAiLSN4veEYryj75mAP6Rdo9FoNJr5ohVSoU0GEYriBaRhIsrZW51+OxDtWEIshax5ohbbHuTbJGNH1MR9edsT+NXYC6vcXNMoHptkqYjUPP6ttvRSKrhSsF3uBLSXc5F5bch+Q8rKbmA514wOu80Y7mRa864ZxaBH8n2UA5VmznzrzVfjLf/1pdD+m7ezNOkJk/WLL7/wVmzPMy328lR1LXasyBq2zxiXfYTULrO033Jb3ptSNAHA6vg+eVLUupz3j5cnnwAAPOsFrb2aSFSDwTj8kYT0ztFYra6lq439c0VZIu1K8gnIAXbPsG3qi+tmdoSvLUAaQlogC7QHUz4Cct1eBu7JHQ0AeMXiJ/DbPWv36/E1mvlCq5cOA9r/faPIM2+lrZrTp5SzgWLpBa9qLQlDPeR4gMXrlnDlmjvtwoiYRUv7mEsxeSubMQNGnI/KpAxt0UXZG0X6PVwZ/l1FGe4ABq/nUd7JI4GiPP8rQEaS8lgZziTrN45SwJk8tL2CF0qTJKJJ6mEaOh/yfBIUvqJSYlE6CEAs4M2U6a8rEmXbjAc+Ab/HEXWH2Wq80QI/oVxP36e9lmal47pNGPvEuv26h90ZE/OJz5BNU4wB+b5Tu5rwK3XouNoHqA+RwK/aQmzAaONRJuONjzLRaDQajabR9J/yf8g9yOVuMnYUUFth9nFIL2I1arfSFEjKT9JnJyCVVSP8M4kw+wBQMIAHuNxZ4ZLFjwEA7hh6QQ0Pq6mF15//PQDAp2/9VwDA5ly3r3j2m/v+AgAYLNaSP4tDbUry1DikUQyQ0R9RslVvxL5ZWJvci/8Z1UrM+WK8xBr0xDYWOhCsHwIAj03I4tgnpPaI7ZzJBWkuY6fLERp0xQEp77FBox+jSE0qWUaCtSeDUFQ4jTnqkr4xtboPa9LncZ3Mn/cjPTiN7buBu5KrxO7j21h/GOZhQV3OlMz0wKP1V2EYpvrS09jB1+illIVubt2IeQ764oEIt1aw4vAazRGCNo4cxpDRw827MGJsm4qmAzJtUhRe0fMZQ6gYuzhekFEFKkKR1irvbXIPXmfSFcXcdYDAwcedcoW3tTMj24Y+y2NluIOsv5hJ3m6GjDixWi1xrjtVo4e5ulgjgSsOlIf8EpbdY8sJXI9SDSH9xvXI3VJBOLMBkExOsncZcoFlI1oIVnNZTweOqUayqMUYhfaWIY0d8YjviTKEqIYXHoKcu34A6Q9qA6uKF0hhqEb/eQ6P+JvmjaMMyjaN364nok2cCQfx5QErmtr+dG8XDa9mZiT8tUWoEDuh1say2rihdsZldXIAYBww0nw729hnO6LRodwajUZTnW7+qcpItaZAMhD2Bh+DlJ9pKoyICME4ZKRkATJSmJ6D6oNpDiq98XDIdAkWStwbKDaiCMG0tDYgnVDalGO1pJ41gDzvTM1WESnqTCTPbZOnukcbuKjnSfH7A2PLa/gCTTW+//f/AkAazVSmHCZjv/OhN+K7p/wEANARn0ZfQlFYVzBIPFHsEQ5va9N7xf6SxzqNbbgoe2HhPGuwQaA7MSnSNIm+l1f6XoTsRUXZAWBVCysGPvTIueg+8e7ohzySCbZbEdJRrIzwmA74Iwqz7ONF+WfYxgp5iIwjw1YzurjF3Cx5cBtVkzGYAEadN3ZH7FfTPwJijjun4zkAwM92nYRTMs835tk0ei3WYLTa8TCB8syPX3eG2FfYzjSbRsyAM1bFvO948LiQVdpXgp3hyiU+UJstFqK0m1SLhFJwmSlTRAmoUQVRuHkX5iL/JE0F2dNv1wrORpC+Yj1yX1eU4bw97S7eRkqfKI87AK81YjbVr9mkKBRPMaJRbZnS3pIwomDCbzhjJ9b9dZo5kr6Me7D8fMAv7JQg849aiDZI0GzhQHojqY5K1aI6VKUAXZuDFJ6qpfJS649MR+yrVDtFIwimRDQShojyo/SLDcWI2CbPpwnIBbyan7YkP90x/zMZMUOmb3Q8Md44Od7ZTMWgw/F00IlGo9FoDiDp05iM9fgDF7MdMWD5BBeuDISdSFRKCKclVefuBCqzD9L40QF/KskqmGNsovzf0hrf/u/+/l244mXfqH6xpiY+dsnnccsd7/Dt628awWM5plheodSbSBeZUB2DU1eEh4CUk+q1JKcPQTioCYOIquTUGqEDyscu+Tyu+vknsCm7VOxLmGW8++h7AQCPTyzG8a17whfydkoHci2tbdkr19MVIvtTVJcWEH0hM8kE8mxLShhnyEjig2R5B6J/nRDbI1Jq7Z5pxZJkLWFyRzDB8Z/G6XjEsQbi8sYzXU86qfKow9ikgxLP/lEyLMQKgUW8asinILcCpBNcC+SzU5dshxyDDmMluubwRE+FhxltV2+ILMRLWGkLRR494kw6smAtx5enXYGU26W9cmKtFnlitcr0Xp7r+a4DgNQxUfHemkaTfjdXht88UL/HtGXAVL21IwxepJw01X4jQktqnxHtdj4UkcJeLfSsOfCoRTuDMrILaYyIeo3VBTxd2xRxXhSqkUNN3TStbGuld0MxlPeUogXdGT52K4oZq8WEM8JT8tHYX+QF2olgX1ElDBoiUsp5tYT0zxGv7ImIEmuRMlfp/tM4tLeSRqPRhDj+9N9h/LGz2C9R+sJuSKUTOQt0KMdpjoxaZqXgT3NSTVamyBE16FMpJ4CV/HM+ivNqBJe95NsAgGt+xYoP9zeNVDvdT5T8rAabKKVCfPJUVLrcWlgOISeZZQ/351bM8Uaa/YXqP9DnGiUiRCVthlNq7ZqRYQd9eR55QuszD3KNFaH2ie1T1vtqnT61r9W6rtPURizwCch5oKTspzYclqdRtIi72JCGkH2eTKeVUe5JXcWAcEqL8TT7pcw81AG2IMarP86sBgB0xqcxUtQdqGHotVhD0caRwxi7zYKT40XZO2Moj7BRML6YSUxu0QulXQGA0jBTgMV4hIE76VStY+LmXSSWSY0opT8hhTnVHAnijfKiwJ0NzsGiiSbDPpytUuNJKXMMy/AVZgYAwzTgcfkoeKwmHE8aPeieHbKtnb1KzZJOZUKmiVsbR+aN9BvWI3crjyqi6I1mwN3kf8/NnlneTVWOUg0ltRSPiyGsAIhDFnYDomco6jZ5HNaTc6PxXGkV8PKeGJ9pvHZnXPG+U/SYYQGGzet/eCytXsMJTg9lwEzzyBAezeYVlOe1DJRH/aEwZsqESwXb+VhlxgwYrbz/utDjiUaj0WgOOG6PATPL519aKo2AFVEHpHEkapnlKPtLqC5bUfF11T9OnSoVZVqQC9s342dDJ1W5uaaR3L73WHxo1Z/F77GZiJBrkrfUfjGXQF+SfRQZPZeUa/Z0iXeqEvCs6y+svTJVhxFHUzdffMO/47xvfwcAsG2KWUc//NgrAQCPnPtFcd7GqWXVb6TI0d/Zc6bvkJoWrRqZybw0qLVAjktT8KdIInj/XGmwPkI1LjQ1QEvrqKwHqpMZtYeJcOTgPAT9x6aVcYierQvSKFZG2ClyCnKsUmse0XkO8GycjSsrmllfuW+kv3EPrdE0GG0cOQzpuG4TJv6DTY5OrrqWkiJFXD4getMOrNYqRdlNGUUC15OFunmKrfjKOLyJsGuu3cHOI0VcecIRaVC8Ea6g7zGRfotOqTUfpC9fj9wPmDLcOtpG+WnuAZ6Sym9VeRoFtaE7qRg1lL5S2ut3G7cXxeCWuOc2rwOAGdTuzUTRAjrI6OAxWWE/hdZWqi8RvE51EKlHfqaullC2qcvpVFqz0nEdS7c48i+VownrQYwXPCLDSJuyXdS1PQ0lJfjTsQXPc+BvY7DzHcVrjYwdoPHJ1AuwBYOJhteXqek7NRqNZoHTdsJ9AIDb/3wZzjGfm/0CE6xOCFFNVlajewmSlZ8FSmt5zYByhNI9CanszELUf3tjz8MAgB/uOW32Z9XMiU+99jO49tcfAQB87dm/AQD886q7pFKRmisiq5GPJsg1UjPCXvw5SEMayVYzgNtp8EuKGCqwvKbB9ExBzsxsAwA8NHHULA+lmS/Wte2Qv4wqB9KhU0P0TSiDirqeVmWp2QqrU7+k60uonkFAEyJ9/nrk/ns/irIHUVU2fPwwxzw5NyQg1+IULdgUuIYMpzQEOMo+OndQuSbKSKY5+Oi1WEPRxpHDnMTRTCoq7yvBSrNtNQqE0l25EbkOy1kHVovfuxiQxW/jfQlRV0LFaOWextxIElsUk56+rqLs0iwoDK50pDb14AllqFfyhJeCETOFIYTaNbmyfunIWmTJBQAJZhb8nhKaeSN9CU+5dseAKKhmLub/6apxQ/W4j1pDqWHaAGtLCsMmzyM1JFhFqTMhhO+o8NAou129kSpHMJ1f2oThfzoFAH+XATgl9h9u8fodZsIQabS8gieixWi8N2wDDq9PYvHIEi8XqA3SFnhpi5DvdoOkDV+KRv51zqQjnsnNS6O96BdxyLFmrqkmNBqNRqOZA/e4RwMAzklyI8liSOViO3xFsEMo6U9Ctd2mAfTw7Ygg/VKzhRjV5uoAi1gBpIzXFb5GswCIw5/CiEQrko3VY1nItMmUJi1c470igwbTsPeaOay0WAcRBZ7Lzdg53V77zTR1c+c73g4AOPr6X+FfVv9J7P/h4Gl4SfdT7Jci0GxzITbDPtLZ8MLnrolVWNXMQsRelHlGHshC3CdSBs4rn0F7qjpGRNhadcRI7aRfydfd/zMQNkjRO24jnE6xALmGiUpFPI3QO196gSWMZ7GdvOEm4E+Ttj+ohdh7lW1a69Hf1wWs5BPPQ+PMwHp86yAen1Av0mgWDto4cpjS+s/3h/aNfLiy97CdseHyYtpe2RNF2QnDNoSSTIVSndhHKV2pRo9uMtJYK3Q3PBCk/5FPyjcNwF7K/88VAbs0zFZWRswQhpJ6iC8JS1xGUklrQxO/mkrJUraB6GLemgOD+n+fghSWo87JKuep+UuJKO8SVY6nV95AOFR4CtFQH1EUAMWt0r0ufpTWetdDbJHfWuXmXRh8FxlQGolqSDG4IcO3AOCCdGlQNrCZMkX0GT2T2Wz6jPUAfLWRYBvwHG7QifP9FYpTajQajUYzn1z0t7f4fs9trOI9nELYMaiAsKwcJZ/FAPBsJbGyU7s8ze/1w6yOGDkQXPuazwEAbvifDwAAvr/jdJzeLqser43zuhIkG8/F+acbfmMZl+1Mvo4vWRY648wrMubJjjJYYtpU25yHnD2amrEN9v//p33HAABevOjp8EnjkJFmLAgIL8IzgJoZLUqUV6PT+HXC2Uxt9qgxRo084DK7WfKk0ZU4IeJaTTRBY8Uk5Ng9H+uWKeUzE/ieGchxQ21TKl/jQdbQonW+qdxziXINjV+uHFcWJ1nn26PUw9FoFhpaK30EYiRMoWiKLY6jsM1vzQgWaRfX8dzzRoxJ7uXRMuJLKyskjbiB0hAfZbmwb2dkl6MIE80CRi3YxtvQK3qwO5mkTX3CmXRF2i0AcmSpV762lGtIqNMhu/NK+iXrkbs5vFj3ZngD8OHBiBly0a62SZTwnVW2ycslKuwzqn+oQ4payFRJuxQVAp7+oE7JV42uL/8FALDvfSfPeq5aY4jecQCiRlW54IbqCbkFDxji0Sg9fA5J+GsLUdSgNx1ueIpKqWSI328UI1z6Ct1XGoIuAqjRaDRzowlSAUkp2LdCykXVxroUpKKyjOrpdUim2qPsU5x2NxZmqWegOfiodWcAJgfT0r0Fsi+Q93grZLvPwems7JoouEzG64gzzefdwyws5dz6b6epgec++Fp8/Xd/ijwmokYAJE22ACr1W4gZSuMORVyo1m8PGjtMAGN8Oyo4iIwsnnLtNGpK5aWpTvrl65H7TR0pthKQ7z4ZS4PLKFqS8baKPe4gt5YtfGb6bKR3F/zXmZBrdXWMUPvJPMnbW6c7fH1as5/otVhD0YlrjiA6v7AJ8SXxSA//IF7J8/0wr2JTGEaCuGMuvEmP/ZTZjzCMzEYB/uJNmnklfeV6Jji3AljMIkYoagQA3GkXzqQDZ9JBOVtmP6Nl0a7gdWfUeiUVIYV4HGzitgF3ymU/Ey4Tujywxd0M/ynynyR0nzgYuOzHaDNgtNUw+1EbG/Lamr1dkpCTunot9YUKQ5Wbc+HmXNhdNuwubeOfM64nfsyEId57Z8IR7eEVPXhFD4YBmEkTZpLNA86kC2dyfr0L3byL8kgZ5ZEynAn+XJDzkziv5MFImOzHYpFvhmmwcaUMJvjnUFeqCc3hwa5du/D3f//36OzsRCqVwgknnIAHH3xQHPc8Dx//+MexePFipFIpXHDBBXj6ab+X5ujoKC677DK0trYik8ngiiuuwORkpYJMGo1GU5n0uvVIr1uP7V6N6YooLWQRTHFVLb/4IP+ZAPPmnQIrxD4MFj2QQnRaFgBr0kNYkx7CnplWvPviG2r8azRz5X0v/yo257qxOdeNH+xYhx/sWIe1TXvFWkm0XxlMKT0NfzQIrZFq6Uau/ydWchDLsx/MAMNOM4adZtimC9t00Z2YxNJUFktTWdw9vFIYRjQHjiknLn5++vzsTk0o8Z9BsBoT++DP0FCNFv7TqvzYkHUB46ickragXK+ZG+r72QT/eJ8H05PQuJDmP23KefNlZwiORSOQ/YyOmWARKBkA04CbMtiPyX7gAb12Dr22XICd1bF1nh5Yo9l/tFbpCCWxnFmTi7uLSB7DJOXiDmZV9kpeKG1JECvNJHMnWw4ZTJwppsCKUp6Xs2VYzVSI3YN5tLbPHQzSl8oUW7HlLArEyzFlY3G69lmW+ombd4UxTK0pY/XLIcbdIxWpZpNu94VE+vL1yP1ntBeL0RwxFriAm1XaszOiPYMFIs0Kx2azoZIOnLzkXJnOL6rmkaY6i254CACQ/eTpDblfeUyG8Ri8Xcq72T6rxZJ1ixwPHtVUT8vO4E3KOiZq9AjA2pnmC5pXvLInjtcyV2nmkQXurTQ2Noazzz4bL37xi3H77bdj0aJFePrpp9HeLrVJX/jCF/C1r30NN998M/r7+3HNNdfgwgsvxBNPPIFkklnnL7vsMuzZswd33HEHSqUS3vrWt+LKK6/Ej370o0b/dRqN5ghie5KNRcsL3IX7aPi9vfeFLpGoBZFJ70Te3mXItChROebHIdKirLN24AuD59Xz2JoGceOlHwUA3PyHdwIAfjX0QpzBU2z1+fIfzQJFxqq1aJQA3CeMHt/pa5VONhhPw647zF8zH5BR8qbb3xM6dt9Iv9he1SIHhpUT/EWvlp5aTbWlHM8mpKU040Xl0QqQgozcV0/XWY3rJv1qrof5U4OKtE8Efp8G0ut5tMgLIVNjqRFGfRH3oLFkEnIMUfsPXV+CTMs1n2nANLOzwNdihxraOHKEQalnJr54JgBeLH2kunbSmXL5ZxEJnkaL6oWYFVJwqecQJs//7kyUEVulZ9KFSvyouPDQBhAK3fQpI7mO02w24RXmkAqHviYOOalS16DbNUljjmb+SL+NC2rfGQh7og0r21HNHBxCDPgX7oC/7kyla6mvceHM3asYYCKMrU6WSemGnsnqJvPxB5C9dh0AaeAw6L/YNODO8DE+SYYoD6V9srGstH/st1os0X4GP+ROBVZpvJaRM8LTb3XuvyQdfA54EEKbpxjPjCXaIHuk8fnPfx5Lly7F9773PbGvv18qGDzPw/XXX4+PfexjePWrXw0A+MEPfoCenh7ceuutuPTSS/Hkk0/i97//PTZu3IjTTmM5+W+44QZcfPHF+NKXvoQlS5ZAo9Fo6uX403+H3Q+/CACQiyeQnqhSXILEbrUw7yL+WUZ1RcUEWA0KgqZFrty8zT2+5mfWHDh2NbWhzwoYSNQs2NTmLvx1SQJydC2UXSYfTZSZwD5abMLTk6yDdfDaJH/VBZQPGFdedCO+8tsPAQA2jS0Vn6/vewQAsG2KaatXNAeLfcCvoFbrS6gRY1ElH4LiuFr/Uf2aHoShcw0gfYFer9dD+sXrkfsjN5DQ607vNhmipiDHewDYHLiJ2rbUji2QdUH2Qq7FaVzIA9jJt5fO4cGj6ARMUhKQrkBZevXGc/jOjjMb9GUazfygVUoaQWJFAjCkhF3czSRwUj4ZFfRYnstHQF4E14wbcHjxXTV3fSSUmaJCmLdmfklfuR6577NJ2eg0xGLJbmJDQ3kworjDLHgOZMF3EthnlGgRCh0F/IW71dFI94cFC0UYGRavQVSpdlC1eiJl+OuXkAcS3SrCAOMVlTRKFJ2WNIUSX7N/2IEC7aoxqjxc/zhQE3HA6ODfkwds/p3OKPs+r+iiPOE3sMT7pGHdMA1//lwAMJS+YhowOninIoWStssfFkxM+N3kEokEEgm/Nui2227DhRdeiDe84Q3485//jL6+Prz73e/GO97xDgDA1q1bMTg4iAsuuEBc09bWhjPOOAPr16/HpZdeivXr1yOTyQjDCABccMEFME0TGzZswGte85p5/Cs1Gs0RBxkyHEiP3ef4ZxyiuHYkQ5DycxyzR+Zy1qSlO/HTk121XaRpGJe/9FtCGX773mMBsNQz4yWm0Vxr7q14bUX4+ivbnsIS7laeMfOh471uDg8Vj/JdOl5KotliQtMDY7omzUJlpTsi01mp4wKJ7GmwNFsBckkmK1nKQi3nsX0+I22UlnBU2U4q583TMuGIJGi8yijbwQiRBrDLaBPf2zc5Lp+B1k3T/HNMuehoZduT57lNfM3FP0wlBfL/jq3B0lQWALAzn2nEo2s0DUcbR45QWq+6H9lPs7QqZovly98OAFarJYwjKk6OK6rIA3jKReoFTBKPikDxCh6Sx/gLR3glD94YV7AuOYzjsg4XAg7XnuP5FN9kNFONZw6l1enkQ4whC3zrNDgLm/Tb1yP3S+7FQoX36HOrYgxRjaVRYdyqcJfln3mEvZMyEddyQcxMmz4DnTMht4MFwTX1k7l2IwBg+APV8xm70zzSo5kNBlar/L+n4ule2WNjQwXMhCkM6DQGOHsc3zVkkDGS0pAa62Lbal0kzQLiIA3nS5f6Xd0+8YlP4Nprr/Xte+655/CNb3wD//RP/4R/+7d/w8aNG/H+978f8Xgcl19+OQYHmdagp8fvCtnT0yOODQ4Ooru723fctm10dHSIczQajWYuLDnpLgDA1r9cgEILm1e7SorLdjXfDwf+iIEX8M8IZ3KRnmu1so+LU6/C4/iPnS+q8Yk1BxUT0VEiUb/zdGqZch5ukqdAhgFzLlH+mgPOh17xFQDA3//wy9iUZcYr+rzxpF8CADaWl6Hgcnm8CJzT/Fz4RsGogM1Aeph3IkV+o+LdPtSxRC2zFuxCOoB2v0ifzzM3/KqGFFvbII1SarqrLP9UoudFRA/V8gSk8dyEWI/37Rn3jyuAP/KMUmF3wZ9JQrNw0Kq1hqG1S5qKNL2QjYZUiwQASnt5XYmIdFp2p0zRRTVJYBkiFUusp5q7k+ZgkX4Ln5S/NSANIVzAtnttuGNS2hZRQhzDNOAV6/Pc90oeDC6o+0LEiRb4cpmm36pDdBc8ahcgm+oM/GHAlVCFb0X/XebRAzARqSBwyaBraYmgkRjc8E1p8ty8K4whXskVn17AS8xsNmFA1iCar+cq7SnBbFYstoGvsjtsUZMELcpxtV9qDnl27tyJ1laZTD8YNQIAruvitNNOw2c/+1kAwMknn4zHH38c3/zmN3H55ZcfsGfVaDSa/WIt/EqpZ/lnc8S5pDDLQjqjkDJtCCj1sp2xSK8WzcGClOHf/f27AACPTyzGsqYsAOB+rMCZrdvYidSWas0HEolUBfZs0DUx4OTE8wBk9AAA3Lr7BADA4iRzVad6GJoFDC2HSN2iFuueJWo6/USFtH50L9IYRkWImLPfX1MnmcDvFDzWA2n0oCYrQ7aTqp6rkqlxzlA/2AFmLFFxAHOSr82VWlcbZ1j0WUd8Go7HBp62mHYu0ixMtHHkCCbzsQcAALmvSks1KSSdCQd2b+Xu4U46SPKIEWeSF8oteiItl51ho3MwJQrAU23RoMmVoaSg1xw80u9UinLXMaEa8XBxbLuD9x01wiROhQAgIw1oYacVlguK9Ou4wewPA35BeCmA3REXxBCdviGQP1WNArFapQRnpKobOKgYNxlCouqPaOZO11cfEpGEjcBQmodqlgD+4u0UfSh+TRhwaAxR0jtSW1utlt8oAjZP0QLf7lbmq3DQo2Y+OIhFAFtbW33GkSgWL16MtWvX+vYde+yx+OUvmddlby/Lob53714sXrxYnLN3716cdNJJ4pyhoSHfPcrlMkZHR8X1Go1Gsz/0n/J/ePrBlwIABq00eo2cOJY12Vor49OGc0hJ1gNgF9/u4J8JSAVbRG3vUtzCzTtY3bG2GBPCSUGvOXhc8bJvAABu+J8P1H+x6hBShlhjmZ4n95EYpShRN04w5eWa9BzSd2nmlf/6h3/CsTf8TNR+AYBrnrgIly/b6DtvTXoID+VZZMnJqefDN6IhpQ/Aw8p+VYzyJ/qIRlW+kwOcA12MuwGkX8vX3n+sIYKkFsiftQxpvCL9jqqeU+V4so+WlOuLkP2EPjuUa7Jys9QtO0KsoA3wBwRdkL2haOOIBukPrEfu65UH4sSaJEo7mOYz0c8GPWfSEYaU+GI24jrF8CBoKwpQL+/C6NRKzUOCBMSkaPZw48c+V3hvu1PcgxyeL5qE2tujOhCmIY0i1UgiFLWCJiD9Zm00WzCQXJ6BTxASkHGEN7c77QrPNkqjZLVaTKEdYOZJaR0Lpl0zTENGM7g6HcB8Qcby8c+e4TN0wuQpsQCAGyrcvAsjJo8TasQIpWp0uXBsJgxh6FANJsXBEr9WGtX3F5H+MQdYffyetOjThtgjhrPPPhtPPfWUb9+WLVuwfPlyAKw4e29vL/74xz8KY8jExAQ2bNiAd72Lee8ODAwgm81i06ZNOPXUUwEAd955J1zXxRlnnHHg/hiNRnNYc8xpf8Ctd7KItt62XOh49ihuJHk+D6zkO9VIAbLVRjkHtEHM1bGCg5+NnNSAJ9bMN5tzLKWjZbiiFsw/HPUgO9gMmS4NCCur1MhtsqvNovXZnOsRtQCabdaRNo0dVeUKzYFmCY/kuWOI5dF7SfdToXNcWnfHAXOCr5tikJH6R0PWMVLwdgWyQ2SUTqX2J+2ANK+kz1+P3Caul9sRONgCafQm43gwMQut1+l9NyANHWQkiUHWqwFkcXa6tr3Oh46C6wXWWeyP+OOMzOtI44tGs9DQxhGND7vHhpfnOeSn+UjqykiAKMUmYaUtoZQqZx3ElsT4fSJSrHAH4vTbtfJ7IZF+G/dauFUxlvHIRzNjCo8DMo7UAhVHNpoVIYs21VBQmrij0gRoDgrpl65H7ncRhtOgw3YB0tuEyztmswl3X7ifUCF3d8oV4wkp32czfljNUnlur5DTV+k5XY9iPiBDFbULGanMlDkvqbOCKdJiXYrErxhhyPhqNZlwefovZ8SB1c76B32iDFm8sHqQgWYuLHBvpQ996EM466yz8NnPfhZvfOMb8cADD+Cmm27CTTfdxG5lGPjgBz+IT3/60zjmmGPQ39+Pa665BkuWLMEll1wCgEWavOxlL8M73vEOfPOb30SpVMJ73/teXHrppViyRCfa1mg0jeeP40yJdP6iLTJihMScPrDC65WIQyrDR4DcEl5ouRQOCW+1mbcARStoFg7ve/lX8cr//Lr4/bJlmwAA/zO0Fie1sTChvqiQoGqUgUGTFxF0gW3Tnb7Du2ekoKSNIguHJ9/3Rpz9re9HHhsqtIjPMk9ZdOe+VTipTYb5n5/YEr6wL/B7DjA6uYClKtujHIqo27jA92f8Uefvi/4TNPtDOvC7oewP29Ebg+rLrPaVlLJNqR6V9I0xnukhm0yJc2meeXH6afxp3zHz8LBHOAt8LXaooY0jGgBA+t3rkfseU4KKFDdcyelNhBWWdkZ2HTfviqK8URhNppxoySjy/7RR5FDG7rKF0YMwligjpSqvq87g1A/mIw+mZl5IX8wNZr8YCBuuRvlnhbogZlM4Uszi0QGFrbITGBF1Q1zFqJo8RsZ6G21Keja+2fGZB6v+DZraafu3DRj7xLpZz1PHfCrYTlgZWwjFIuoEEPWn3IKDeC8bDJL9THHjKbcgw0t5tOxLpUX3olR+9dY7AoD0e/Tcc6Swbt06/PrXv8ZHPvIRfPKTn0R/fz+uv/56XHbZZeKcD3/4w5iamsKVV16JbDaLc845B7///e+RTMox55ZbbsF73/tenH/++TBNE6973evwta/9/+ydeZwcZZ3/P1XVx/TM9NyZzGRykgRCIEAIIQwgIreKLIu6oqioeCGreIs3Cx6o64L4g8UDBd31WF0PBBUQRRYIEMIhEEIOcpFkkkzm6pnpme6uqt8fz/N9nqeqe6ZnJj2TOb7v1yuvqq6rK1NPP/W9vzcfjv8SwzDTmIvPuhMAcOPdHwMA/HDHKViWFJ6Q05MFQr1roWWvNIYtbZOKinft+s55aIzrlJM3vOanh3rbzGFid1U1AN0XBAB+IkulYSdwTJWu698Yl1ZUOV4eal+MpZXcXXmq8MgH3gUAePOdN6uMIkBkF5nZI1XRfG9GV7kUyGVj7RrLKNG3hU6EDiYyIVEoBSBk1/6frhNQ7ghjUb/LTUdKSXKV1L13FimxFVazs9DBiqaZxtTfwz0YGwEcI9f7jePo3dINna1C58ShnWRm79ARcu4ZPx/9SQwzAbBzhCmKVWXB75KRupU2LFkaJXegUFcuwKkW0jllF9hGKa3k+9gwNRVIXrwWqR/KFzLNEjEowQoRqObLBXtNFINe3GYEQsg+nryUx8qUotpYJ72bnm8R/csxyimZ2SEmXFLr8JE7GJzrnUpHNT33PR92pXhmpiOEHCbuoG7oXmp8F+o+vLSH3H5xn4F+NnJ/8gqeT2YiF154IS688MIh91uWheuuuw7XXXfdkMfU1dXhZz/72XjcHsMwzIh4OHUE1tTuEB/mAAOeeK8m9xSINqJXYDOQlNFId+07NnDIZef+YLxulSkRf3jPhwAA1/72s8ogHrE8bJEltvoMg/SSitE7OqhU114jY6QjUx445pZLPz/q6zKHD4rMp+XJtTvwyMGFAICPLPm/4U9eZqwnQvtMI3yB9kfMBNAZ+hw31iPGMlzkZRC6BNd4VOcwx4r87pr+tL4/uc2LWyoAgGEmK+wcYRTJd+cbj1I/GNpjHZkVgSv7jlDktzPPGFIknHPFmylJuORZ6idFohdy0AKTKUSRTdssa0O63ADy6lomL2Yj5mQk+aa1SP2pwBigmqX0nAulWs421qVwFz8qHhgn7v7hG7dZLaEL9xY+jjl0av9NNHosVZN2ygRxpBPF7ckhs0eELkVlzyrYgNutx0B0drCIrp/1VbaK7/rqHIpsshN2fr+aimmc9zsZ4FRuhmGYkhNujP6Lv1wx5LGqbFa/dpLc1ScdIfuAPWkhfM9JFAoLZ6YC1/7z19X6V373mWGPLXcyWFO3I7Bt/2AS+wdFbZ4nOuar7ZRl0FzWg9/tWRE45773vv+Q7pkZH351+Uew4v/9Im/78z3NAIC4Lewyg16+ie/727QOd26jLLXVZBwr46BOiWwf9h6u2a4DTk6sKdD8nSkZyX9ei9RfStSgHRC6OqlXpEfvArBArlciP6CxOXQ+IGx7ZtsQGm5OaAlgU0Y2rMkBq8Z008ywsC5WUtg5wowIq65AI/UBwKmXQ4hS6wpFE8hJOPkuNnpPZZLvXIvU/xovaLPOJb0sKUrArHYTbhTGTG8qoCNTTF2cUnGrgUJlkp1GQ5IKJ4mYNbSNCBXOBhhfqEl7+8dOhB3XkpCf9VRTdcuxVEksasLu53zAovJnPvysmBCsqDjHzCShDEPLgfoOO+koB0ihkmsMwzAMM9O4TzZh7svpjIGjk/vU+p/2HQ0AqhSXCTlJPnXRt8fzFplx5gsXfwOX/uSmwLZjq/aq7I+cb2PX7hoAwXFA2SYRaxz6xTGTDso02phqDJRXo4bu5Ch5/6J8Peppb67KNKCeJgDwuHSslTuZvDJaH379d0p380yA5DmyxNavWoNN1AHdYJ3oM9YpCSwBrUO7xnazV2iHcQ59h1kRgqcNZobAzhFmWAqVwUr9WhrI9xY4QRouk29jo+V0JPlG/VxTd4wykiEH/cKVNUyTl/A4mUokX1tgPvh9a36zaxKoagHsQD6mMBeuCGE6Roapn50nIDITQrhEltunsz2oYXspMXvPmD1GqO8IYZZvpOg3sy8NMw5wtBLDMMy4c+k5t+dte/tP/wNA0DlCkGH0+ku+Or43xhwWfvHOjwY+F8smMcn5tsoyMK/3oVLcGDMhPPevl+ZtO++H38cj7QuDG9MitP/xniasmduWdw4A/GmfrqVllmYrc3Q5XcpGMaFeIxtTjfjWm/9txPfOlIj60GcKWK1A0EFSKsxgR+pDQ/K4odOrLBEXqJBjpMLJBEoAMiWGdbGSws4RZuxI2Sr5JjZwz0QoE0g5y4BgZIFp2K4LnfsaHjMzBvPZU+QKlVIzHSHbC5xbZqyTDb4fOuqFmRAabnwKHdcUT4Y2m7TrkmlWoBcJoPtSAYCb0s4Vp96YNGS6NvUMcbtdQDpfnFrjfFmKyz3gwpk1nDeNYRiGYaYXt758OgDgv97xcZx6mO+FOTx84eJv4IqffTNv+660ELYHXW3ueVT2nyBe/ugl43pvzOTg8YPzA5/nV3QBANZ3zUV1RKT2/w1L8b4CmSSPG6XYInYwhSDnFagswowLyTcPUd46DFVY8KGrNhDNKIxRAv9pd65YkWW3Vla8ooMejVJa2YTWuaI5oYsdGTsAwHCSMMwUg50jzKhhZwhjMtR4CJTgYqYtyX9ai9Tf8p/1bldKUtKR0dJfoJaWyRxj3ewnUqDXKDO5iNQZZbJSwd4xVlm+4uSlPdiJcVCo6KsposUHkh/i9xXDMAwzvfivd3z8cN8CM4m4/W2fHnIfZRkx05f73vt+VNxwX952q6tfrMil31wz7HV+snO1Wp+X6Arsay7rVs6QsJOEmQSEqziYFTso+SeNYFP2cXqMVRHtlXF9G6tOuWt8vohhSgw7RxiGGRfMElwME8ggMfvVkPwUD21nJhV1N6wHAHR/bU1JrkdN2q2IpR0lmQIHymQUp8qBPyjO8fs9QGaU0LmWY+nzOXt7YuBUboZhGIaZ1LAjjVFIJ8nOrhhQSen5VaonILGqlhutT0aovHXqiRIFoGZDHyscHCvr5nfnxPho9yvQYMtaXXGoygBRGMFw0qLcnhOel4jtcVbRRMG6WElh5wjDMAxzSBQsk7bugsDHe/cvC3w+P7Ex/5xZoeW2Ib7vUna8HS6qP/d43raeb58CyJJa5KzwjQpbgXJbAJwKnYrte77ebxxnnq+aslNPEy94vaFIXsXjhGEYhmEYhpne9F1zXt62yqv/J2+b1S4j0eTSX5hfAunJAy14Ei0AgH+e/8KQ38n9Rg4PyZML9ABd1xoMDoshWL4aENUYssZ+8o9Ji3AULjxp+a6L9sMelBeQGSbZmFFKC8FKAUOxbPWfR3Qcw0wG2DnCMAzDTDjZSilgyZTf/YO6w3pLdugSXMn3sMF7MuOPzG9xSFhVOhrJ78//Qi6lNUFwtBLDMAzDMMyUxeo0Oni7MqsbgD8rXKdJ8/U3Xj/Od8UcElZoOQ7ls7rchFqvcdJ5+5eelF/mjRkHWBcrKewcYRiGYUpOOFLk+QfePeprJC9jI/dUoOoTj6HnG4XLbfkZ7bwINFy3aGHB75PHUGaIbcj1ZVoCI0eI3+vDqpzGkhnDMAzDMAzDHAK93/mXvG2V7/3pqK7BZdmmBsnVa5F6dohyW+QciQJtXlKsu0bvGJlNUh0JdnB3ZSbK8z2yk/sAcHz1bgC6r0hPrgwMM11g5wjDMAwzqUieyk6R6YQVE44ML+XBLg/WoPXTRjiTPXqHR9UnHjuke2MOAY5WYhiGYRiGmXb0ff78w30LTCmR8nOTI8qpbUjPVruWl+8TKx6QtZ3wmUVJHif09uSh3SEzFlgXKynsHGEYhmHGnTed/ePA545/nH6Y7oQZD6o+I3qRdN8w9obtVoUhbVFN3BwKSirJK9mBxjAMwzAMwzAjpfeH71DrlZ/438N4J0ypSR4vG7b/Y+wN27f116n15rIeAMCSygMAgC29+f1p5q3865i/i2EmG+wcYRiGYSacuuMeDn4+TPfBlJbqa/IbtocdJoFsEXN7yoOVtAvuYxiGYRiGYRimNPR++42H+xaYcYAyOUxST+c7TOYkhPOjy0+oMllLKtoBAFv6GsbxDhlmcsLOEYZhGIZhJi3JqzhLZFLCqdwMwzAMwzAMM+054/RfHe5bYMKwLlZS2DnCMAzDMMy4Ec4mGap5OwAkP7QWqe+MPR2cYRiGYRiGYRiGESRXBgPN1gDY9fRZQx6/6pS7sOeZM8f3phhmksHOEYZhGIZhJg3JqzlTZErA0UoMwzAMwzAMM+2Yc8KDh/sWmGKwLlZS2DnCMAzDMMyEQc3bGYZhGIZhGIZhmImFm6kzTBDufMowDMMwDMMwDMMwDMMwDMMwzIyCM0cYhmEYhmGY0cGp3AzDMAzDMAzDMBMP62IlhTNHGIZhGIZhGIZhGIZhGIZhGIaZUXDmCMMwDMMwDDM6OFqJYRiGYRiGYRhm4mFdrKRw5gjDMAzDMAzDMAzDMAzDMAzDMDMKzhxhGIZhGIZhRoeNiQ+x4ZAehmEYhmEYhmFmOqyLlZRRO0c2btyIX/3qV9izZw+amppw0UUXYeXKlUMef/vtt+ORRx7Bj370o0O6UYZhGIZhGIZhmJkM62IMwzAMwzAMUzpG5Ry5+eab8clPfhKu68L3fViWheuuuw6XXnopbrnlFtTU1OSd8/DDD+MnP/kJC+QMwzAMwzAMwzBjhHUxhmEYhmEYhiktI06Kefjhh/Gxj30MuVwO5557Lj71qU/hkksuQSwWwy9+8QucfPLJ2LZt23jeK8MwDMMwDDMZsA7TP4aZobAuxjAMwzAMwwBgXazEjDhz5MYbbwQAfO9738P73vc+tX3r1q1417vehUceeQSnn346/vznP2PFihWlv1OGYRiGYRiGYZgZCOtiDMMwDMMwDFN6Rpw58uijj+LYY48NCOMAsHjxYjz44IP44Ac/iL179+LMM8/EY489VvIbZRiGYRiGYSYJHK3EMBMK62IMwzAMwzAMANbFSsyInSMHDx7E8uXLC+5zHAe33norrr/+enR2duLcc8/FAw88ULKbZBiGYRiGYRiGmamwLsYwDMMwDMMwpWfEzpHq6mp0dHQMe8znP/953HrrrUin03jDG96Au+6665BvkGEYhmEYhmEYZibDuhjDMAzDMAzDlJ4R9xxZsWIFHnvsMWQyGcRisSGP++AHP4iamhpcfvnlePOb34x58+aV5EYZhmEYhmGYScLhSK2exqncDFMM1sUYhmEYhmEYAKyLlZgRZ46cf/756O3txa9//euix1566aX47W9/i0gkgm3bth3SDTIMwzAMwzAMw8xkWBdjGIZhGIZhmNIzYufIxRdfjObmZtxxxx0jOv51r3sd7rvvPlRVVY313hiGYRiGYZjJCDcBZJgJhXUxhmEYhmEYBgDrYiVmxGW1jjrqKLzyyiujuvhpp52Gzs7OUd8UwzAMwzAMwzAMI2BdjGEYhmEYhmFKz4gzRxiGYRiGYRiGYRiGYRiGYRiGYaYDI84cYRiGYRiGYRjFNE6tZhiGYRiGYRiGmbSwLlYyRuwcue6668b8JZZl4Ytf/OKYz2cYhmEYhmEYhpmpsC7GMAzDMAzDMKVnxM6Ra6+9FpZlwff9UX8JC+QMwzAMwzDTiMPRlI+jo5gZDOtiDMMwDMMwDADWxUrMiJ0jP/7xj8fzPhiGYRiGYRiGYZgCsC7GMAzDMAzDMKVnxM6Ryy+/fDzvg2EYhmEYhpkqcLQSw0worIsxDMMwDMMwAFgXKzH24b4BhmEYhmEYhmEYhmEYhmEYhmGYiYSdIwzDMAzDMAzDMAzDMAzDMAzDzChGXFZrKB5++GH8/ve/x+bNm5FKpQo2CbQsCw888MChfhXDMAzDMAwzGeBUboaZFLAuxjAMwzAMM8NgXaykjNk54vs+rrjiCtx5551KCLcsKyCQ02fLmsZ/QYZhGIZhGIZhmAmEdTGGYRiGYRiGOXTGXFbrtttuwx133IFVq1bh/vvvxyWXXAIAeOmll/CnP/0J73rXu2DbNj71qU/h5ZdfLtkNMwzDMAzDMIcZ6zD9YxgGAOtiDMMwDMMwMxbWxUrKmDNH7rjjDlRUVOBPf/oT6uvr8V//9V8AgKVLl2Lp0qU4//zz8brXvQ5vectbcOqpp2LBggUlu2mGYRiGYRiGYZiZCutiDMMwDMMwDHPojDlz5MUXX8Spp56K+vp6AFDp2q7rqmPe9KY3YdWqVfj3f//3Q7xNhmEYhmEYhmEYBmBdjGEYhmEYhmFKwZidI57nKWEcAMrLywEAnZ2dgeOWLl2K5557bqxfwzAMwzAMw0w2OJWbYQ4rrIsxDMMwDMPMUKaILrZ79268/e1vR319PRKJBFasWIEnn3xS7fd9H1/60pfQ3NyMRCKBc845B5s3bw5co6OjA5dddhmqqqpQU1ODK664Ar29vaO/mWEYs3OkpaUFe/bsUZ8pVfvpp58OHLdp0yZEImOu3sUwDMMwDMMwDMMYsC7GMAzDMAzDTFY6Oztx2mmnIRqN4k9/+hM2bNiAb3/726itrVXHfPOb38TNN9+M2267DY8//jgqKipw/vnnY2BgQB1z2WWX4YUXXsD999+Pu+++Gw899BDe//73l/Rex+wcOfHEE7FhwwaVun3eeefB9318+tOfxsaNG5FKpfCtb30L69evx8qVK0t2wwzDMAzDMMxhZopEKzHMdIV1MYZhGIZhmBnKFNDFvvGNb2DevHn48Y9/jJNPPhmLFi3Ceeedh8WLFwMQWSM33XQTvvCFL+Cf/umfcNxxx+EnP/kJ9uzZg9/97ncARBnZP//5z/jhD3+INWvW4PTTT8d3v/td/OIXvwgECR0qY3aOXHTRRWhvb8c999wDADj++ONx6aWX4tlnn8UxxxyDmpoaXHPNNYhEIvjqV79ashtmGIZhGIZhGIaZybAuxjAMwzAMw0w0PT09gX+Dg4MFj7vrrrtw0kkn4c1vfjMaGxuxcuVK/OAHP1D7t23bhra2NpxzzjlqW3V1NdasWYO1a9cCANauXYuamhqcdNJJ6phzzjkHtm3j8ccfL9n/aczOkbe+9a1Ip9N4/etfr7bdeeed+NrXvobVq1djyZIleN3rXocHHngAJ598cklulmEYhmEYhpkETIFoJYaZzrAuxjAMwzAMM0M5jLrYvHnzUF1drf59/etfL3iLL7/8Mv7zP/8TS5cuxb333osrr7wSH/nIR3DnnXcCANra2gAAs2fPDpw3e/Zsta+trQ2NjY2B/ZFIBHV1deqYUnBIBWjj8XjgczQaxTXXXINrrrnmkG6KYRiGYRiGYRiGGRrWxRiGYRiGYZiJZNeuXaiqqlKfw/Io4XkeTjrpJHzta18DAKxcuRLPP/88brvtNlx++eUTcq8jZcyZIwzDMAzDMAzDMAzDMAzDMAzDTH+qqqoC/4ZyjjQ3N2P58uWBbUcffTR27twJAGhqagIA7Nu3L3DMvn371L6mpibs378/sD+Xy6Gjo0MdUwrYOcIwDMMwDMOMDi6rxTAMwzAMwzAMM/FMAV3stNNOw0svvRTYtmnTJixYsAAAsGjRIjQ1NeGBBx5Q+3t6evD444+jtbUVANDa2oquri6sX79eHfPXv/4VnudhzZo1o7uhYRhxWa0jjjgClmXhL3/5CxYtWoQjjjhixF9iWRa2bt06phtkGIZhGIZhGIaZybAuxjAMwzAMw0wVPvaxj+HUU0/F1772NfzLv/wLnnjiCXz/+9/H97//fQBCPv3oRz+Kr3zlK1i6dCkWLVqEL37xi5gzZw4uvvhiACLT5IILLsD73vc+3Hbbbchms/jXf/1XXHrppZgzZ07J7nXEzpHt27cDALLZbOAzwzAMwzAMM8M4HJkcnDnCzGBYF2MYhmEYhmEATAldbPXq1fjtb3+Lz372s7juuuuwaNEi3HTTTbjsssvUMZ/+9KfR19eH97///ejq6sLpp5+OP//5zygrK1PH/Pd//zf+9V//FWeffTZs28Yb3/hG3HzzzaX6XwEYhXPE87xhPzMMwzAMwzAMwzClh3UxhmEYhmEYZipx4YUX4sILLxxyv2VZuO6663DdddcNeUxdXR1+9rOfjcftKUbsHGEY5vDT841gTb2qzzx+mO6EYZipSurG1sDn5MfWHqY7YRiGYRiGmTqkngzJUCexDMUwzOh4/onXBT4fe/IfD9OdMAxDjNk5ct111+GEE07ARRddNOxxf/jDH/D000/jS1/60li/imGYIej6yslq3Y7beofnq1V2oDDMzCD1g6DCjn5jnQOMmRLjwYI3wbncE/19DDOZYV2MYQ4/qccN2Sta+JjkiexAYZiZwo13f0ytH1vVFthXF+uTaxHE7dwE3hUzHWFdrLSM2Tly7bXX4l3veldRgfyuu+7Cj370IxbIR0jHZ08KbvC1kdvL+IFdlq0HplOpDeM1164bn5tjDhtd164OfPZdvW4nxLP3sz6s6PSdrBiGGZpwNog3qL0hXl9hz4gVF/MFOVlzB7WQ3nDjU6W+RYZhGKaEsC42fqTuMt6pXaGdGWO90lg3YpSS/8LG8OlG6pFQAIqpcpFFJQeuy8EwM5Q//V30UFiWFJ8XlR9U+1r87qFPTACp5+T80qU3J1/F7xGGmUjG/fXtui5s2y5+IMMwAIDOLwYdIaay5ee0g8x0jhFur/aaWI40fF4nDJ+msbTuq0+W4lYZhplmOJUOADEP1V7PjnZmaFzfhutPrHw30d/HMNMB1sUYZnSkHgo5QswAbzPepLzAyT3hiwGp3fJ6Cb05eQ4bPhmGKUC1WKT+IeaN5HE8VzCFYV2stIy7c+SFF15AbW3teH/NlKT94ycOu98f1IZwO2ErYzhF+5p4WV8Ja5R9Uvd1NoBPJSh6m56v+fwLEZll/HzlkLCTYrIyI8X9zPDXYRhmapH6n5DS3g4gLlZze7UGn+vS66ZjFQBizTH1znB7hFOVHKoMwzDM9IF1seHJe6c6xroZ7Fsll+UIGsuBQCATBoHUT6VR6x1s1JpKpJ6QY6FMbhgockLYOWJByWPolcs6AB0luDmGYSYNl/7kpsDny+atB70IzqzbonfsCZ2YNdab5XLA2O6AYZjDxKicI+95z3sCnx9++OG8bUQul8NLL72EJ598EhdffPGYb5ApjJcOlkkxDemWfKrtV68EQtkFXCpl6uD26SwQO6afY7QlFjywiO/DrrDVkspupW5uRfIjrLAxzHQk254NfLZsK8+5nuvKwakQEjiV5jPLM+Y6c+i4ZpXYX6kl9ZovPDF+N85MKVzfRo6jlRhmQmFdbBIRNpwPGuvytZn6YcjxAiD5Xpa/pwxm77bQ66e9oUIFmTTYfRiWpLEunSeptdKB1srjgWGmHa8Msd0BQKacLrk0nKxelbb52Clh5Ek92govGbTpVa94tBR3yUxxWBcrLaNyjtxxxx1q3bIsbNmyBVu2bBn6BADHHXccvvWtb43p5qYzBz+9ClbEmPyMZtrk+LASFnxXTIq+68Op0gYqJ+nATRmNJ5gpSziDyHR8RaqLhw+4HTp8zRvQ51o0ptIIjB0i9Z9BhS15JQvnUxUqnUaYGQMN/8EO0elC6n/lb5Z+zkY00sBGbaWxbAu+xxljDMMw0w3WxUqH6itCWQKm7Yki/R3oLBHKIqmH0KDLkN+PhJmypB4w9KL+0E4zJjGBfDqN9bSxHhbFKvJP3fX0WWp93sq/DnuPzOQl9WSBrG5J8gLWsacTr7v9NtCL4z0LHwcADHrCrHq+uxHYByCKYJYIwzCTnlE5R/72t78BAHzfx1lnnYULLrgAn/nMZwoeG4vFMGfOHCxYsODQ73Ia0fF5UfKKIvhNB4kve0JYZrUkud/3tNHcz2pJS5VKkXZw08kSKL8lnSwd16xC3Q3rS/A/YUpBx+dPUlHbtCQyuzN5x9tlNlzZNNnt1ZI6ZYdYcVuNIxPKLFJL03AqD++67mTUfImjwic7NIcQxfrHUPQ/YDjMJOZ8Uf25x0twd8yEsDv4MbMzo+YP5Vy3LTjJ4PP2MsGeRepY+c7JdXoAldZydLYJzRuRxghS35WRjh9mRY9hGGaiYV3s0En9QRoxh6ok2Q/tMElDBySQYTsLIJwokDGuFzW2V4eOAZD6RSuSl/I7dLJAGRwqetuCftYHCpwgs0AaBvuCTpGwQ6VQPxILahyQ/lUzkFZjJ/VgK5Jn8tiY7KT+HgowfPXwzyx8fCALySgIkVzDz36qcM1RDwQ+r8zKVBEbuqQeUWasZ6DnAHq3pCDK7wGw01JXMx0rUb29zRYT0P4nz8PSk+4b8/0zDJPPqJwjr371q9X65Zdfjle96lWBbQzDlA67zIYnjZLx+XG1PbtfvC2tqBVwlKnzyoNZIqYDzmzKTg46ZmpjZo2o3hG2VfD5qv4zUih3c64qrcTMPMipSljGkPGyvnKi0hySa88hMleIDakfSCfJ+1iRm6nkDkMq90R/H8NMNlgXY5gJhNQsC8B8Y3soSKWgo82sgkzXySBo9CyUhcJMOVL3G84PGgtkZctCO87oebvQZfj6AdSM6+0xkxlyoFNBGHN+oKzFQQCVYrXJSwEAns7Mxd6H3wwAOOP0X43zTTKTFdbFSsuYG7L/+Mc/LuV9zAh6vnUKIjXiT56TpZDIWGnFLBXVTQZOAIAR4U9Gb2qam+vUpXNsauKd9WBFxXX8QV9nI9i6zvyBD68EAMz67tOl+88xo+LgJ1cFPlsRwOsVz11Fd1sYcT8Rwh/09CmGpdNJ5hvAzXEWk31MUt9pRfJqNnZORjq/vBqAkU0mx4mX9tTvn3pGmFlFxfAz4tiua1fDD4232n9bd0j3zJQWf0vwuQ6+Eswus6KWyhiM1OW/3m3oeYZhGIaZ2rAuNnpSa1uBBmOD2SibskEsaKNUDLq3SEouK6GzAtqM8yk6OAtlyFLnOtBG03YgdYsMMLiKZe7DReqRUDS/2UOGDNcR6LEwHAlowzdlm3RAN2cHCmeSmCKZzEhJPS7HBmcRTEpSD7UGnWFm1pjp7DLLqxVDzj2pv8oxaYyb5Gk8DiYbXz76z4HPy7v3BQ8gFaze2Gb+1injzJPrtSW9PYZhxsiYnSNMCTAskf6gr7IE1DajBIpp6LKknTvWFM0zgprR4t6gp5t6k709YilDKpfYmni6b1gDAIg0iOeZ3SfCA3xXO7hM4gvzM0ZUCTWjDFehDBKTQHN3ar4cdYKOOGbSkrq5FZF6PQfkDhbR1GyofkXkkA3j9ohrePK4aJMOcTMdr8zkxiyj5w8CieO19u2lgu8HO2EXdpQa/atoLlEZZx5U6YdIQ0RFv/myv1HPN9ag6jNckm0m4vr2hDflm85NABmGOUyQEZOmF7MkitlkvdzYRkavJXLZbRw3YJxnGtzp+iSWxYHUHdIQ/i42gE4U+589Q6xUivpnifYijQHmhz7vMtbNRuvFWr2Z4ypsDGWxe9Kjxk21HDfdRcaNudt83vT7JwfqAej5otE4zpw7mMlPl17dtGiWWJH605Hluj5fyosrJ1rE0npaYkAOGDL9mCX7ktDjqUosViZeQcoVB+955kwAwJwTHjyE/wAzFWFdrLQcknOkv78f//Ef/4Hf//732Lx5M1KpVMHjLMtCLjdz3/qdX1wd+Kz6hFgW8kK1mRkLZQ45cT1GlEPENcaJk+9EUY6ShB0ojeP2G4bTXP5Ys+Rp2b0iAj1SH0XPt04BAFR96rEx/T+Y8SfSrKdut91wfEnnqJ2wA/1F3FC2APWSGPL6tbJ00k2tSH6UFfbJQOqHrbDq9TNNr5fWHMcKzg/jgHLOe4DbHXyX2xUOzxkMwzCHCdbFRoaKyCbI8MgVZhmTWGiZAXBQrpvZRPltIfX+WgQdJWHnW6Hk7n7o0kuyzE7q761Fe1kwh490tW4ulOg1PCFleunFghOM3ePrDII4hkca0FNPtSJ5Io+DycB377larok+Xu/CxPVq9apCY2nQR1J61dpt0SRp21PnYNGJf5mwe2KY6caYnSPd3d141atehRdeeAGO4yAWi8H3fTQ3N6OtrQ2+NPpzE0ANZXxQWSzTcA3orA+vT283M0bCDbvdlKvOoShx3/UDWQROVTBKONeRgyuN5HbcVuWdzCbwnE0yvgQygmojynCtmiMX6QUSbTA6PRqHBrJHvKGNpfQ9TtKBI7MKlEPF81UJNubwk/pOSJmnqSENFa3mNDlw20aXAWRX2rArhebnyXnIG/Dyek4AQNdXRE+Tmi9MnADIaFLfD46B9FNGnn7od544xajZMADYVfKdQUq8j2CKNwB0GGX3jFcSlX5kGIZhJiesix0CZMA0q6GYZXDofUhqVLOxr9JYp4DgKIAeYzu9d0muqimwD1DRwKnbW4M9KgAk38EG0fEkYck/vgzyRif0c6dnEUF+o3UAmG2sG2pZYAwAwcwjwoN2uFDmSRmCWSiFnC/MYYGi8sm7lbT1Q326Z27g2JXWKyO+bjYmJ5cWINot9bh+5M0D6AdSf5MZZq/hOeFw8cXffB40+X/a+Wtwp/G7f2zBQvX7rXDEWHku1YzmRHByuHvvMWr9nfPXwSuXAY4U8NYEnT2SAex2H14D22gYZjwZs3PkhhtuwPPPP48PfOADuPHGG/HBD34QP/3pT7F7924MDAzgf/7nf3DNNddgzZo1+PnPf17Ke2ZGQNgpQqVXnApbGcf9rNxmlN3J7M5g33uPBwDM/uGzE3GrMwq73A7UnHW7hjdqFyqXldmbCWSBmM3awzjlQpDLHtCGTjMKHAWy4qjUVucXVwcauNd/k51mE0Xqu9IgPlyUmYHqVyM/O1UR+NLpQT1FTNyOHKyY8fCnb3YkQ1TIJUXLUpBbFAFJgBxtlpGFRPNNrsuYR+gdYzhUOYNkZsFNABnm8MK62CSnLvSZbKpk38pBy19VxnGybBNn744PW3obAp9XJPcOf8JBY51kqQPIzzpqRj4RaKfHfmM7GcB7EXS2EdJRl/qz1AeMEkvJi3lMTATrH7tIrokfZ3NZ2PNVgEHo33mViO4HEHSWSmdbNO3mW+LyK98y04j1nfPUenNZDxrjotbes90taIwHsz5bct3aiS/nCzvjBx2n0gTUIJvWpOw4l9iaYbAuVlrG7Bz53e9+hzlz5uDmm29GNBqFZYQcl5WV4Z3vfCdOOukkrFy5Et/+9rfxyU9+siQ3PBUxDcyAzhyxQuWRqLl22LEBAE693ub3yl4CdZG8a/tZP9gMjJnUeGkvbxzACxohC/UIMAk7UKwaC0pil76XWHUMmS35YUjkKANCZbfkZro3f5zL9jDDY2aT2UtDL6T9QHSekJp8oweRP4pkEspmoqfsVDtwpECWaxdjsfOLqwPZa9Wf4z4TE0l2h/BmUO8Z3+hRFVsmpWYPGHxBR7RFZxvhjAOAXV9aYcZTc49Y0rsrdXMrkh9h5Z1hGGY8YV1sFIRF4C65tBAMFgCCDdvNJto1Bc6nrIMeY93sNcBJmJMfskmazdczALYbx4xEt85AGTOzCa27RV0pkNcCeKnAeX2hpRnzxhkkk4ZkZzAN6PP7X6fWz5q1BQDwAI7E2fWb9EFF2pLkYZZXo0zvJLTD9LetQUcqgOTZLG9PFJ9eEMoYof5DSWBDo0gnq5KezeUD+/R8It8p58/aiHsPLCvtTRn6ftIdRCrKfUgYZqyM2TmyY8cOnHPOOYhGhSRp2zJCPZtV25YvX45Xv/rVuOOOO2akQN51reg1QtH7ORmRT0Zoz+gDEJsTA6jcVYUWqMh47R6Q0byh2pXUNNc2+guYDhMyelrl4ppOrXFto1kvGeMjdRFl4OJyOuMDNWEHANihZ5fOj/I3DdJOZdBR4vW58GSzdXPcFMIs0Rb4nhHYS62ohY7PnwQAqPvqk8VPYMZE6kcyQkxGpvkH5e9XRvFbMQvYIw+eM/y1lLPLtgLPODyGTKjEm5tyizrlmMOD+d6IL5FauIwwzOzIKIemU2mrpuk0h/gdXn7ZPGNsWLUWnLniufud2vlCjhhHzjFUItKOWoaDhJlpuJ6NnDfBTQAn+PsYZjLDutjISK1tVX0cAAA7oaP+u4ztRuPt9ByzVhKQ2JfVJbjM1x69kh0Ey1Z2hG6iD9rAbjZnNpsuU0UeOq4OSP1KltN5MxtAS8mKSChbhETeOLSTwmRW6LPpNEsZyySGpzr02cwmCRm985BxMKk/tiL5Oh4P48mvH3g3zB/0+YmNymmVlXrUtfX34toXzx/+QqRukwreBz3WTIcbbauAdqhkkF9ii5kckC4un9vWxnrEpSdkcY+Raka/6TRU2axzG4WHtCdXpg6rcLQX9JGDiwAAmzELZ1ZvCX6vDzUm0pGouodEZrReOGa6wLpYaRmzc6SsrAxlZfpHXVUlfv1tbW2YN0+njNXV1eGRRx45hFtkmOlB6mah4FA0d8BJIrHj4sUZmx3N2wdgWEeIcortC2YakfBlz7Hh7cl3vlCgoep5M+Dl7xyiBBdzGKnTS/8p7QgJN183M4KiswqPq0Jk2/T4JKcsjTHLsdB1nXSefomdp+OJn9KZggCQ6R1df5lRI6UCa5b87acAq0w+f+lQ9w3DkBWxlPLnycwl3/PZuc4wDDPOsC7GMKMn7uSwyRfejiOtA/kHkMOqSS5tBJux0zFlyEcmF0QHXW0YleJU2oqqwKbEngLGTPN6ptOM9K8sgv1NmMPOr3cfr5Z/OPWHAIBNaTm2nAP5pdcqEXzOhRxxJi+HPldAjw1ylt3fiuS57Cwbby6btx67PeHdbEH3uH7X3gExefx84EQAwFtbntI7pR8lkZVziOmsj0E1aad5I/VcK5IreHwwzEgYs3Nk3rx52LVrl/q8bJlIEfv73/+Ot7/97QCAXC6HdevWob4+3AF2+tPzrVMCBuzBnToVkwzcABBtFFKON+AhOjsYHmA2xA2UzzJWIw2RwH67zlblufyUr5t7SwOp3+9hYFswLdQu11ZvO26rEj6UldL5xdWovX5dsf8yM0psejaeD29w6OhrcpiYmGNInTvoI7rYkJoLBRHIR01jxBxLbs/wuf/UuLv9Yyei4canhj2WOUSk4GtViGfvtsvnnQbaXquLWLd4QjizzpDlzx4aRRR/AaXOKXOQ2y3GAf3+2Sl2+Eh9rxVWpf799z+utahYSxy5/cHfrJ2w4dQEHadm2T6zBJ+ZPebMkudQreQKMExRXN+GO8F1Zyf6+xhmMsO62PCkHg/1b3vR2GmqQpTJQRkA84BEvxSidxvHmYbM3tCXLYHKQtlaU68CWBZ3yijiSmijpvwef6t+J1tJSxtSSR3sg9qWulNmkFzORq6SEm7b2GVsM7N/CmWEUPkjx1incTUH2mhZqIcyiWANxnoOKhMYQGFHiByDnFE0/ixL7lPrO1CLBSnRHTuadtH8h4/LPeKB+zXlOOPPHwAAPHTB90b8HW0RPbDKHCnTS+tczSvp/HJuHKw44dz6xw/LtaUAgHccNCporBCLxTio5wtqyThL//Cf7W4B+VOay7RjpSkW7DOyrns+KiIZLKlsz+uNxDCFYF2stIzZOfKqV70KP/7xj5FKpZBMJvGGN7wBH/nIR/CRj3wEvb29aGlpwe23347t27fjbW97WynveUZhScO4ExczrVliSRkvAS1A5aAjf5MWvI5QT5IBD7EmebBxvirV4vtwU8FzrAjQfvVKAEDDd54+hP8NA+gSNeQ8Mx0dhTCfecbINrHNEmtWAck7G1pahlPEsKkWLOVVrg2s1KBdGVlt4OCnVwHgJu0lx0yrBpQg5dQ4cLuKZwyYvWpo3FhRK1hKy1TwwkJ3kV6DytkKKGWu67qTOXtkkpHXx4i2Ry345EiX7xar2hBwSCIwU/mTgPdKaI4wTjHLAmb36bTw6BxxAcqY4x4kDMMwpYV1sQmiPLQs4mdaTB2849DZB9uNA6Tx3VpuBR0uoShyb7fRb262eNembm9F8gp+nx4qSyraAQCe9FzYxXormuWwdof2mdaUQjYjaf9MIKtl8BYAe41zCsWnhQNVdhjrjfLSv29F8p94PJSajkw5HpXljd46VwYEks60v/A5hMpG8hAYG+2WfKBSL9+b1nXUnu9pVuuvbTK9uAUgdTCtr5/6o5S1udzapOLRjkWBz/MSnRj0xEOriGTQnhNjYmNqtjpmV3+NWo9Lh9lv2o4DAFyS/Ie+mDlnmCX5OoP3sLuiGlh3AQBg2eo/j+F/wTAzhzE7Ry699FKsX78ejz76KM4//3zMmTMHX//61/HJT34SV111FQDA9300NTXhG9/4RslueKoSnx9X2SPKKN7rqtJK5SdoCcjtlJHbXPJ/RmCWsfIyRgmkBuHE8t3iY0E1XqZItiS0UG2+PAs09qOyS3a5oxwlymFiawedP0x2CzP+OCvEIGh5RXhMnmtsRofU1Ff0Cg0rekYU3npDmS4fpWffAyLN4rWgslUQdLo4oZJudsJG99fWAOAm7aUi9RsZ7SprXGfXi/dEtDmmMgqz7WJb4njt4XLbXfXbHa63zFhwQ05cKvPlezIrcdCHUyUzGdMecgdkH6s5YlvqP1uRvJKVNoZhmFLButgIIVHoGLl8Giqa3+/0VMaH9WpDZiIDaAyBwDNmmmIaFM1KWxWhbeHeI2Gk0wI56AztGgSaJheERLZKucxAZ6NQxlESOruJOWxcc+BCXH6KaLp+58OLAQBWewqLZJ/tU9ddjUdP+Y74IFXnVCSuelKQcXwoahyZPrQAwDZjRzhbrRx6XEmnW+ovrUiew7J2KTjvh9+XayI95H+P+bH4SJmG26GyETcsmK1+78vjIuPIzoyT3SRsy6kx1gehnfhdYtGS6caOGnHTzz/xOgDAsSf/cXzujWGmOGMW9U4//XSsXRucfD/+8Y/jtNNOw29/+1t0dnbiyCOPxLvf/W7U1dUNcZXpSzgaP9eZU5keZAy3ymzEWkR0rZtyVekrwncByEgWapIOL78pOwCdHRCHTs/NFDCOltu614UssWLeqxWxdHaBef/SILfvvaK25uwfPpt/D8zwyMdLz89Nyf4hlQ4yu/WbzswUUadK4SfaEIWfCUdxWyq7Q42TYkSgxolTLc5xu4eX3M2sASrj1v7xE9HwH1xiq+SQAEw/+25PCWD2CWJ8rOjei+eqm/PPHQZvwFNKlt1kawHLVLaov1ujA3f/OPe3YIZHNmcl52f/P/rVrrIjhBTudXiw68WYcGY5WsEugLffmOvJ6dnnw5JNAtV7pAxa4bIBu8WGDRvZTdzwj9HkfAu5CU6tzvmFs6IYZibCulgR+kOfKVK/EtohkpRz2GKobN1AvweztBEZrgeRX/LIDEQi45QLnZFbjfxyt2bZJqOHL2nndr2tv5O+ZmMOnV9cDQBc8ngM/PX/3gIggfVdoifP6shOsaMM+f0dCpW1aoOWs8zytLSeRn5WdhgSxShYvN3YN3yFY1GGi64hj+USW+PDGQ1bAQC7B2SfiT4xQdzQdDcueEmU0Dp+xQCefa5Q85mhaXBEilhDZR9+s09kBMSdHN7Q9AIAICsHWDTrAnPlSa+M/f/BHBrfXHEXAGCrTBlc/JQxWR8rFsvdfXjaEg/r6bRYPt/TpA5rjAvFfmNqNo6vFqlnOc9WjrJ5CeGdHfQiaIwLpXxPWqerRWwxaTycOQKn501UzEyGdbHSUvI4mDVr1mDNmjWlvixTagz7uh23lbHbz/l5xvnsXm24j8hshoOfXsUllcaA2UcGCJUpkkRqZER2zg+WToN0nMjn43YXkKBJPstCl8WJQgvbVEc32HYGQNBJ5lN6uYvAWCl0v0wJIf8oRaoVadS3RwrseyLVOL9zIwDAPlL+fsNp/5Djh8bIIPJrLYdvh5yzSSGom9XbzHmCxk7XtatRcy0r61MF6mmjMG1ne4O7EAWiLdJSYEYtkdM3YeneVxW2miv8fnGAFbGQ+o5U4K9mBZ5hGGa8YF1sCkEytoxG9vcafUjm6nd09hntWYkeLd7FqZ+0IvlOfp+OhdXxncENhWKBotDyTm1oO1FITjds5WlPHiwfZXdW72yyC6SBmE4yksmi0EFMpL8Vkd+ZsfPf978PFREoB9qqml3Dn5AVg2fbc+Ljm161Fx/e+EYAwOeX3Sc2Gip7H2LYK/W3ReXCQ7qtv4jz2ofWDWlMZqGzBjzo/kT3S1mbm7RPCbb0BtPRHmo/IvD53442SmGZ8bG+saRXBc0L/dAl/OLAApkat9sV427jugu4xBbDFICThEsMGX8oGp+M4U6VE3AyAMK4mDsghN1IfRSwpTHJaJrrVFLjbGlgitl6YjTtWmQIN16OSngzDOG+66tyKLn2YuEpzHhD48NO2Oq5Z+WYMGv50zMLYDhOyFDt9/mwquR2EvSHiiSny8vxFG2KBhwkYUeOuCdZmzfuICfLv3E/mvFDGZajFjI0f/wFaH+ryNs/VlqwB7wItlbKiJaXpGZVi7y6o3nQ4yaBO43AuKESW9Sk3Yd2kHmDvhoPTImh6FUp2A4+I8JYnQobkP1EqKxWtDEKr1M6JeptLSybPm75U6YMk4BiVSgy8lCQY4rK8FFJQD/nw5KZjKnvSsXtw6y4TWVysCc+Wok7kTIMMwJSz7XqKHuybdbIpVmqhqL8d0P0gQCEcbtLrlMWyRzjnBy0rFRIFyO9Kwqd+WEWB6A+zxXgMkmThQPQxkTK3k5DZ/7sA7CswHlmlggZJmVVpK6o3hm3C+jc9D1l+hw0It9RU6g6T7mxLmX91C9akbyU5apS0zJADSABiGQS/Dkumq43P/2xYAYRgF+vm4/vvPZvAICH2herDJThmFPWo5wxJ9eK5jJezNK9cBYCMIt20LxC84fZT5IpGec2voT79x0FAPhg/FGxkXwXvdDlF5uAlTK95570cgBAXawfHRnxQ90/KB5YY7xXNGeHnhMcyxufBtdk/8lBvadapIKZisax55kzAQBzTniw9N/NTBisi5WWQ3aOPPPMM7j11lvxf//3f9izZw8AYM6cOXjVq16FD37wgzjxxBMP+SanE5Zh8PY9oGxJ8I3qduaUMckqs+HLd6IyagFBoSn8BAtVPYkD7gF9EpVeolIt2X1ZZYj3+l3VnJ2ackdnx+DKbaqefYWNjmtEU+66GziDZET4QKRW9nOQZbAoS8Ts6VAI+0QjSv8pWZbNzi+B5ucKSNBpY50Oj0BHsdgIRiLQ5kLlvSihJOUqIy2KNTFkRo23Rz8Qs8k1AP13H9GFjPXa0L4UtJGc5pEhxsJQ5Hry+1D0fPsUAEDVJx4b+YWYQ8JOhpweBRwjALThJgb9nH3oRqNmhhml8lNw5SB0w7848sqVeKlRDByGYRimZLAuNgboPUmOjOOMfbuhnR7UfD0DpOp1uH4yF0rBDgWXABA6WQEjtjJsRqAdNuKxiWwRMnimoOSz6FEykqEPen8ESH1PBht8gI3iI4FK1uyQQvGCAflQaqAdYkNw7otXqvX7j/rP4E6zIXIBcSjhyz5xkSw8Kcd7cQv2QalDDZPZjwS0E4ae/QC0zOegeE8TZtRcFHlerJBs/Ar0b3sUf++meNADes++5Wr9tbN18/Vd6Rq1nJfoGtW9qqAqQJVrSz3UiuQZPC+Mlfve+358665PjPj4DZb4wy8qF0GKu9K1qpzWnDL9gHamxdyTc4VSVmY4Ttd3zUVFRPywyXnyna1n4Oq5D6lj0tFgNlrCMox/5jjg3sUMM2oOyTly3XXX4frrr4frBt8QL730El566SX86Ec/whe+8AVce+21h/I1U5JwVkauIwcrKrM+pq+zjSlA6j9lc+XhSlr1G020KQvE9VXPmOz/ZRF9VfEQb6vaMJzT4bHQdxYS6ORpdrmtHDeqLI7ZiL3A2I02i5d79w1rAtkmXHZtfIifGkfLDiH9XOefp7Z/aZFM3V4O4Em5kZQpCyNPxach5EG9ISLzIsi+LIQ1qd/BrnTUWPX6xPjNtecQaeCExFLh7RN/V/qNmb+v2JxYwXNKBindVDLXdIYYGSdu29COXdPB6vuAL8eJXSszSL7XygYdhmGYQ4B1sWGgDA16Xb50uG6EOdzced8H5NowpZLM3h9mYJkMLrofwiFybveVGI6tvvSoZYCIJeSebpSpdQpkbC7ryT/ZzEQhZ1oWwUCXQmK2vMfUva15zpnka1nOKjWfT4jG1u859SX86C6dVuYfITL7P/KI2H//BT/Gcz2iP2TcEQ9xaeUBbA6VUgpjh4Id29wkcIxYb3oqpXW6JuMgGiPt0FlzzCFzxcLHARi9YDYZ79oFenU59mFDdjZKCTlIbttzKgBgVe0ram6iOcyDBbsjFKhq9CQKOG7lYcncIB7uEykwz/79MgDAa1/93yW9d4aZiozZivXTn/4U1157LSorK3HVVVfhrW99KxYuXAgA2LFjB37+85/jlltuwfXXX4/FixfjHe94R6nueVJDRkJlNJQ12CMNkbwyRfG5MfiyObtHBmjbCjRcV5kBlNZdgWDUAs2FtM1syE74gNMsm27vzsGVWQpOtXj80cao4V0WFq/Mzowq8+S7uveFnxHb3JSn/m/73ns8N2gfBd6Ap54xOdGcSge+Z7zYCiVjyB4AdrN0nrT76nlYZXLMjKQRoJGs5LcHv8gqUiaJvs+O22pMeH2ecqQ4lXKc9XII05iQwi5lig1uHFTl9uKnSK+GC+BIsfol3IfrtpyHUWGW0qJayTnkNYE0s5CspIXoQmFdyG4PZbKEoLGYuqUVyatYIRsT0pBjz5PjYL32blKJPfqNObVGaJBrLHUfv3yHrBlNZBv76ZEPoPg8MgZUhosca36vh55viLr4VZ95vPRfyIwrrm+PTymAIt/JMIyAdbFhGIB+D8qsDJUR2WUcN18uM9Dlt8xjiUogmZEvyzJoh4ur9+cFH5kxTRZ0ForZE46MmFSqxawA8DyCZTAlfm9Q0XN7PW7SPkoWxKTnIQb93GdBO0go4yeUJQsAX15+Lx6WD+z0ctkc2YfSrxbjILb21+efGGJbf52StRb3yZK4RmDSkJhiOJXFpbEXQzBziRk1dTHx0NUz3qAbYN8x/2QAwFK045pHzxYbF4qFtf3AiL9jvmzA/UJPE1YkhYK/oEyOSVM1l/afJqTglUu9u9WCvbZI1QZZZiv1tMwsW8n62FgY9CK49eXT1OernYd0kGESSo/emhC/97iTQ4UjfqB1sX787+7jAQBbesVEP6+8S12LSm4BwIArfvRVkQHVfJ3IeSWWe+V76fQaMa7TcsP+Z89A4/EPDXUWM0lhXay0jNk5ctNNNyEajeJvf/sbVq1aFdi3YsUKrFixAm984xtx6qmn4qabbppZAvlEEq4x2Q8d3W+m1sltTm0kv8a8EYCc2yV7YFTYytFjGWV8rIRYd/tcZRC3Yxb3nSjGgF614zay+4XEakWtQI8ZIjor+JDsClvXvaUGyEOcq4SqDIICVja0NFP96dRBX/c6IWdN1EKmTUvYdlnxCdFO2Oj8slTU/o0VtdGQ3aa1HjtuacfpEFRHxeD6zitnAACu7n9IR4mYinqXXGagZ35ajqL9kC+PdbuCVoDoLHExUtpzPS46Pn8SAKDuq0+COQzQc3VCS0DPA4V6WJlNSM1mo/S+oXdGGnDmyOfeqYV5Kr/opT3RJ4thGIYpOayLTQ62ZoKG8MXlRldtMzmAZC7qvWwEIWxNy2s4wOLt8vxq6Abd8h3tGyUsfSmG2QlbBVh1feVk1HzhibH8N2YESyuEAfu5vmasoKgzeh4dBU5IQstS0mF2uvuy1qFcFCxfMyeUFWIaQquk3F4F3YsgAMljddB9SWLQ/Q2IAnpcAHkLqV+2IvkWNo6PltN7pFNkLiDbSQxPxIG1U/xgr7xQNDb67Z4VmJPQY+G9c0Mlh82xM5oq1RTo2IX88dcAPVbkdJH6UytnEB0myNkGAH25mOoP4chMsopIBlXS7LN/oLKgM+QNzS8EPm/rr8ejHYsAAMuS+5R+1jBgKG2U/dYll2QbyCBg+2MYRjNm58iLL76I17zmNXnCuMmqVatw1lln4e9///tYv2bK4vaEymp1a0MiGZczbVlVGsWWTgczayQwcZmlcAoZupgpi58Npfo4lmq27CTFQ/YGvYJN2VXGCKCjh4CgoRMoHD3kAVadPNCQ4VUGi20BhXqY0HFynxWz4Mu+I5RZQtuZQ4d6A3nbPPRdEAzn35iajVPrtwMAKhwR0bgBs7H8xX36oJEIQBHkvQ0sWNpw7kI5WmLzY3BDWXBubzhdjSkFZsYIADgVjipzF5mrH5i7N/g8nFmRYKPPCcCqteG2kaVGOs6Nnkhe2oPbKbNdKsS8ZsVsdX9UfjB5JStvUwXXs0sf0TaC72QYRsC6WBGk7VvJxGYjdno3bpLLudCZHabR2ShPk3KlMiZFnojlAbYwhO8ZMGuXMFOSTmjd2gwwpAykV5CfUWQiA+HaLB25SD0Hmst6sLfAGKmXhtOuWAI1g0YtL1qlcTqAfFxo/Y3uMQud7WL2l2QODVk561054Xhs+r9PgpRrq09GE5XHVV/I//z70fjOhcE5tyc3vEDeltHjRmUPRIEGXxi8bdKxHegeSU8jmDXElJyr60LZFOR/SAM76kU9u4h8KSywO9VhGzKz8ZpZmwFANWEfLwZl5snuqJgIWtLdOhia3n8DCAZFytdZQo7jTZlZ2PXYRQCAVafcNa73y5QO1sVKy5idI1VVVaitDXf4zae6uhpVVTNIYKQMDWq0LY2ITtIRTawhyioBQKw5piJsFWnAmW94PcIvuhpj3bQ9d8llAlqgIkHJFKjMJ04G80GoKGFqED64UxvlzMwRul/LtpQR3aPSTraFA1eJDJJZt3AGCQCkftgqXk5Un3+PbHYvy65lXtF/50IN0AOYwUWmzZTGCA2lQpcxf4L03s5AKwFmiSUDS95TfJF4g4aN4oRfKIFFOk86Pn8SZw6MFBeIztc/erfdVQ4n52gHyc3iwaeWFmscYkBjhfwqaWhlKVzygRilryNSF1ERjDQv2AlbzRc8BkoHORy8Tl3C0amVEzv99j0EnaW0jZ676Sw13zGm3pYO7XehFW7aFgWXbWAYhjlMsC42DB5UY2LskMtmuewyjltorJORcQBomyUNlVKG2m6USaKIX0A3+I5YnooQVk4UQL2Lk64W3LvshPq+moh42apsk3YAjfLAzdB6mzzdKrcxsCloKTeDpyINEaS+K4MNPszBBgRlbjyeEU0C3jvPiODfKpeV0IElQ5CqC8rf5nMlmboJqYChmzD7TKypE4MyYnnok42Z22NisDRkCihkZQiWgCNIrhuqpykFoPxejol/4jFRDGqovbtcGpq3aU/ZNyNnAQA+fupT+I9HTxzVddfU7sBzfWISOqaqTW3f1l+n1sPlasysg6LQq8CF1u9sqPGSukeOgdfzGDhk5By9QBpV0hHxB08jio2pYN+RRw8uVOuUNQYASyt1k6PNsuwWNWPvyWqFrC7Wj4faFwMAVtWKGoCN8RS29Yl30vrOeTi2ai8Yhjl0xuwcueCCC3DfffchnU4jkShcnDydTuOhhx7C+eefP+YbZA4/vuvDqRJWdDLMZfdqycyK6xc5NfNuu/w4NN35jwm8y8mN1y6dSrFg75bAMap8kq+yBQCoMlfePg/27BF4aguVzulF0LlSCGkcV84ww2jqdkiNMVI4m2SojBFf9qXpuEZENdbdwE3aSwHVM11VswsXrX2v2n73sh+IlaVyg5FAouoojySSLNxWxIyizAHObPHqyO6QBw54cKrENtNxyowRKTvHjxFKeHqdMJ54/R5wAIgvHIVzbCRUhz6nobMVzUeZC22LQM83/YDTKD8YdhvKKiPnL5VmBACvx8vrs5P6QSuS72PFbSrAdW4Z5vDCutgMgPwwpBaUA2WrheHMfVkLc9RHEjkg/aIwqKbfL+rdN36f+0ICwGtnv6jWd2eq0RLrzjvG32foM41Uy0xuqAKS22SQ0qLh5TB6V+0dqFIG0VW1u7C+c17xGzUdNKb8vcdYz/e95PdHMYNfpBqX+l0rkhezjFUSHNkDtKoM1qa24L5TFuPqZ/8ZAHDHST8HAOwZqMaiCuF42dLXgCUV7ShGg9Wn9POUpcdcmWzUjVVA9DH5cKn01yzowLhiuj8zLHE7h9u6TlWfP5h5VKxsA7CotN/1RMeCwOdlSaHEmyX57t93FABgieFY2ZhqxMaU8Na8tknMcZtis3BkNNQDZxBqLktXaDtTIiOMRUc6B/BASjQ13fXXywEAF59156H8l5gJgHWx0jJm58gNN9yABx98EJdccgm++93vYsmSJYH9W7duxYc//GHEYjF84xvfOOQbnWpQo23C7dNltaiRdfZAFmWLQymWMWjhxoY2Ms03jgnrP1noVPB90AJ0l3GMZxwbtluan+WIiB8Rx+DL4S6+TKnIdcneLpWOMHhKyAnlpb3CmSRktCb7Yg46wtt8p3YiHwpEiiG/aeQoAlMCyLFsF3CaFMomYYqjHFEAYOsm99gNoFVu7vfxdFbk9l+//E8ARGTKLZ2nAwCuqn14+C8xjeE0LuTz8nuNB0dOjgFd2xoA7NrhX4rk0KOlFbeQullGLH2ElbKR4u4Wf3Qqv0jzRnZ/FvH5Uknyoedwmkpi0POCCb074ghmiYxj/VlytuY65TsxWIYbkcaIvgcAqARSd8qxcjmPFYZhmKFgXawIKbmkwGyyFSWh35FkUFxsnGcDTWl5ssz8aKpMIRsJ1jM2+0XkfFsZsSJGZokywJPG3QXU0JcnEcziB8S7md7pxwLgOLPxg5wNCagyWtY8qWAVUYGTPkV2ICjXyOj9lng3dg+GI0+AOQnxRbvSNQCAJRXtiEtDt00y9yzosToUZnIJieRcdrtktLQbjrMkVMDQp/FXAEDTI19Sjgdrfw8wV04yXVKhfn43cOzwpZTu339U4PO8hFbelyeN6DafbmMwL7MpW1nkYVv63kkHSD3SiuRpLF+PlA+2PBrccCC0nKNLU6X9qHJqUBP2Mxq2Yv+g9mZSlsgzXaJW26AnXg5LKg9gi5FdVhLM7H4bavwk+uUOo4JEttbBGXGRRkeZKr/76+XsIGFmFGN2jnzuc5/DCSecgLvuugtHH300TjjhBCxYIKyzO3bswDPPPAPP83DhhRfic5/7XOBcy7Jw++23H9qdT2dcYylrXCohvs44jgzkMejJrwla0CeZ3QyMGeIdSrXgCTNbxM/4KjPA7RXHWXFbOXnUOTl9jmWDm7QDSL5XCB/dN6xRTdgJt0s70Ao1LY40BX+efr8Pv1+WMCuXf/uhsgBom1Vgvw09dgo5MEznmxwWTp0DP60P9lJh70phKKuIMkiYoUndKgzCTp34DWV3i/FCpamis6KFTywEDZ0WABvluhnkRmPCrMwwmhYx0pAeXSpWsi9nlQPYjlrwydAte08gDTg1rK2NKzXBj97e4G/ObjbmGLO6Cj2rLPQYoKFmKt/lxnYaNy60o43eN+3QkY5jdboyDMMwRWFdbBwhWVi+Sre69UrXouxdx/KwK63LmoVLm+xK12BTWhi7VBRvJdBu6bqXDVH5oqX3qxncNAjttDF6vLubgv29nFlavhrcPAhbGkwpyzR1c+uMD0z52IU3YuO6CwAALSmpGJNcvMM4sFAC1nJjnXTqg9Bl2+pQsJl7iyUPNkrZJhNiHDydEgFOz3a34Pjq3Xnnphq00J5MSUfMbORnducnvwQxA2EKVOti8unOlqG7Wv/hlm81HBWjaB3xySP/BgB4vqcJl84N2kI2985STjFymAEYU++A7Cni9x59Us4LndA6QQ/0GMggP1OcKTm/27Mi8Pnc2S+hOSE8qL9+5Xi13exD0lwmxsAsKtNoe+iWPWrMDKMXepoACMf88TXCuzuvvAuAcGjc+rIIknz/wkexYVBMUMtts4wEwzDDMWbnyB133KHWXdfF+vXrsX59fsmcP/zhD3nbprNATn0WyBDo9Qmpmnp55Lpy6phoQxS5g+LFaJahiTaNwgjKTAvsculEkGMjUheBe1A2L5ZN2a2IpfYHoHdrDjrNmjKNNhvHFbBN+6kC1+sNNVMvcF6uO+gcIacYoMc8EGzIzBwi8yGyRwC0zU+i2RGC1Mf/cbE65GdzfypWeqGji2rksmv4y3vdhR1Yliq3JpcJO5iFBCA6L4rsruGbT1DJva6vnIyaLzwx/M0wgKP7T2U3Cm3Ylr9LpyqiMs5UhlkX8hwkJSdcizsNHZlL2YsV0CXcLO3co/s05zA7YcMfkA7fSjnQjIaBqdtlBskVM9uoM1nJ+Q5y/sQ6PXM+O9oZhmBdbBhyCBq6+6Gbq5vGcDJw9yBoeA5WOGFmCrHQEgB2Qcs4Q/Vaqwt+3GE4zagpO6AjzE2oRIlrAVFPyMpJDGqnitkzMMxQPVLIwpOCyERhSsJH20SprEsXP4dfrjtCbIw4wCvaO3bGBUJOoTJJb2x5Fo8cFDWYTqvfNuz1F1WI66S9aN5YSSOqMtloX9R3debQagDrivwH5CVTD0r5+kyWr4ejI1uOr20/R33+XMtftK5FgWIdUPNDwhr/RoxUUqsvJyapY2X/mkXzO1R5rWe7W/DWOU8FT2yHDoIj0d2HCmiLDrhIx4UN8lQ5Th9qX4xfP/BuAMCbzv5xyf8vzKHDulhpGbNz5G9/+1sp72Pakd0XnBz9bNAgBIgsDJ1pIY1elU7QWLRfnkTG7n7k1xk1hSVT4KevTCCvwTI18wUAP2PslPdhORacBv1Dy+6UUVLS2O32ecrIZTaVpzI6vgd4Mltg33uFl3z2D2duzVu73FYRXIPbRQSQIx1mXq8LT2bk2EXSY5XTIgf9ciZDdQW0obJQLVrCA/wePR7NsWnFC6QPSEHMqpD7unWD9tyBnLpmwUaAcmhYURu11xeT2BgA8Pukg0yOD6tM/t13A3iVWG1CCr/ZfxwA4E1znw1EogyJOU9QQFoMavzYCTuvF46VNPrHDOE8CeNlzWv4iFQFx7Tb66Hzi6sBgMfEECSvWIvUHa3w90nnumy4npXO9FxXDrGFoTpYPnSmRhl0fyJSrjPQz53miXApLXp0rrGfSkuMU8ShyoKj4WU2ji8rcALDMAwDgHWxomwPfab3mZlBTc78JmitOAKdwSEb7y6OHkTKD/aZMCN/qyNpVUZlRaXIIDkycUBljmzKimVfTl9jZeSV/HK5cWjDFWVhRvV94GHAqRcHDMrG7LmDWcDR8lq0QRi4vF7xYh3cOYj0B08Q/53bnsFMZVu/sGBuc8Ty9J6XxY4G6MyPFIbXoQDtKJGyyj0HdWoJNVqviGSU8dLkuV7RkDtiuVhRITONPOjnP0xm/3N2s5KLVljy3CXQDeWHOK9odgmTx/KoEW2/DMoJdRN+i6b7rhEf5LOw9ncDVfJDj5mSnw+VV6qODqBbNt3ek65GtexLQ828G+MpdQ6NW0D0mhyWcOa3r+8dc6DlazkXpu5p5QbtRfjYkr+r9TSiSOwOOUBaoHSYp1NzsSwpjHdUPuuv+5eiPiYUNGrCvrm3QWWM7UrXqNJa8xJd6rJ9bkztB4Blyf04uW4ngGAfklKQLRPvlIj8jxyU1z++enfgPccw050xO0de/epXl/I+mPGChKSQsGXX2qq3gBV1dNSuxOv04HXJiN9KG1FZ835QNqKzIhZyHcF6TXa5rTJgrIilG/BKG1371StndIktt0tYHM0sojzk88kdzCE2V/zN/ZwPfzAo7drJIhkZmwtsc1G8Dq10eKnobttSkRFqjAwRNUW9BZwqB9kDsiSUdJA5lQ46PnsSAKDu608WuYkZigwys2rF39F/ZeRNWy6dJ35Xd+FYAMBFHc/rnaQURQGfnKK9gFU/uqweKpEGD9qo7kEZ3KNHCIk8t12Pa27MPgnpC62bMm9YgS6HdlB0I9jrCBDjgMbCoLGkbY6R2WKW2ArL9COr0sdMMnK+jdwEN+Wb6O9jmMkM62JTg82hOvKUSbAuOz/P2Gk2Oo32y5djDjq44VQAsq1cfIl4QadfSIMUiOjsqJK9yWAXnRVVcv1Ml8VPr3pZf6iCLkVtYvbJniuXJDsloDOxa4b/roqI8Hz1uTFVLmlWvBcHjF41Q2KoiNmYUN6Wxfard2AaUST6CihjYctOGjo4Sjp9Uv/TiuS/sEG8EB/55fUAVqnPXz3ij6O7QE05HnpMrF55nlDGN6YacYIsgbQrXYNjZPm9qqh4MLv6a/OvMwTkUOlGGZoMBwogsk0g4uaQeMIYG0GfLjNJIEfJ0sp2/OIVUYqenGeLKnQdxY6MiFLdO1AdKN1YLss7khMGEKUeAeDo5D7liK2TjhlUAS25oKKXSsjB4QFldqE67cxkh3Wx0jJm58i+ffvw0ksv4aijjsLs2bPV9q1bt+Lzn/88nn/+ecyfPx9f+tKXcMopp5TkZqcibsgAblc4KtMicYLO96aSNLmunIq09nt8WLLcEkiWa4SOADAbwBnGpXCEt1U9fQfwVEY1YrctNU7cHhfxRULwybWLbZGGIX6mXXJpRIlQ1gEAWIn8LBDVbNvO7xviNOrv8VMjyxKIzIoEGsoDIpMoUicdQB38oh0rqqdPDjpKTTbm/GGdnlP3pHUDiS/NuU+slKOwwmdCj82oq02ZQ7m98rn16mywAFLOsmuGn1usiAW3P1haMFKnz0nd2Irkx1hBK0gdYBl/q+zjWVhROSZcX2XzRRdIT4QF7bzIQjtC6RJ90ApyqSs3mj9zB3kZKf4BPS+ZTmEzqyjgrCNHCtfHZhiGGRLWxUZIV+izYSxsP9Ho/7El9NJphM4gqZGljgC05YQBa0nFARXxC0D1EGjLiv1NfgpHOgdwZPUB3NNtNq5gJg1GgkBuV1BniRwT0Tp3AX9G1hEyzHmNL2G/dHgMuhE0l2kFvSObH+G9ItSbBi5UcNxzfc36uHjouDB0u1QCzuhLY2YSY/hkBmY4Qr1k7rKPxffPuhsA8IH/Ok3vyGmd2l8mGsbeulEobx9a9tiwX+H6tsoEION2d7YMZ9ZtAQC0xLpFSS2DBLJajytm5iHdYC/0WIlBBSqlnpQltk5ifSzMowcX4VFZEg0A7l74A209JRWmHeiqE8o0OTU2985SJdL2D1ZiQL4nqFn7woqD2N6nM4JKRZkjJgXKNiJnGgC8o9ZwiMvKNEkM6qxEydPuXLU+r7wTq2qLZCsxzDRizM6RG264ATfffDNefPFFJZD39PTg9NNPx/79++H7PjZs2IC///3veOaZZ7B06dKS3fRkhmrpH/jwSrXNqQr+mSmSNrMlkxdZbUUsVTolOiuqS2yRoXQPVJkjwu82rmEDkMea2SDKKE7fE7WUIdQf9HUWiYxatxttXXqFApc6cnBk2Se311UGcGWwQ7BEE5XoobJ01phH29Qm9dNWoBZwasXfLrdFPt/ZUVV+jUpshZ1pgO7VAAQdJa7R98Msgab2txvOj/A4K7NhlckSaAP5jhCr0pC06DJZaIWSloMYFhoj5nrqO61IXs0C2JBQUId0WvgpXylv1tnit/ZePIYf7ili6CCFzoH6LavsDxtKWQo7twAxR5nl8obE19ehiLTI0ghym3W5tUh98IfvD+rrWjF23I6VaIv0QNCUYUaGmeWoqGRHJfJ/rw6ANrk+G7pROzlRzCbt9N45YJyfgJgfLBQu5XAoGLXiUz9oRfJ9PGcwDMOYsC42NMnT1iK1vTW4MWsspZGwYYd0iJjZjTVy2Qdd1hhA22Cw3lJPTr9sj6zQL8esrP+dhYP79h8VOOcEo/n2gBfBtn7RrMLsS7G9L9jAYoW1V7+XX4Hqk0KN2WNzY1pPhO4VRwy+opupOEXK905XPvWrLwNYgr/uXwIA+FKLDCYin9UWILJYBnZtLRDYZYyd1AIdbZ20hGDVEuvG7kx+t+uGaNDh5sGCJwUrlSVk614jJm0kWGegyi4RCSs74p6CKlvXBbBQrKbWtiLZynLVULypRUSjPS1Th1Z2ioizi/A8mp74nDhoPmDtPFjwfJP6WD929dcAAFbVvoIDch4ZcMV4cywPJ9ToeaHGCTWXGaF8nbCz2NQns9RWAEc+LeckmlqOgtYZfGh9k5u0j5m2avkblT9fKosGANv76/KOp6wx04Eat3O4bJ7oFfZLmUGyq78WSyoPyGPFg+rLxbBTjqOzGreo800HiDsOEf2U2bTr4TcDAM44/Vcl/w6GmSyM2Vz94IMPYvny5TjyyCPVtjvuuAP79u3D2972Nnz5y1/GPffcg49//OP49re/jdtuu60kNzxVIAeInRAGLLNJ9XSByihR5IJpTLViluqP4fWJN4Y//j2qpjx2uY3sPhkR3qzLaqlson5PZxMZmBkj6lqyP4woySUdYZn8ceiQ8dqIXAKQ16dmqJ4idpnuoQMIZxn1UAEMgzxTUkwBjCLW3rn5MgDAT/DfOqLFLIc0CgM2OTFcuYw2xfL2+b0erCr5fPuQ57hlDhEjojG6MIrsdjmJOvlZYSUnLB1Q9GwcwcyTsJ3FhZ475HFWkwV/j8wgqso3zFiVtnbcWPK7syh9hgtTUlzfHhdFrNh3MgwjYF2sCBQ0QOJSsYzaKYzqA2nomxRQFV8YR2a30C28wemnj5YaCvpzN7lwlkuZxYUqsZXMDCIVy69VVCUdGNQrwHxf1Ujvlg0fXiRfhjMzRih7gLIJlie1MJj2hhGM6qEDWMqg+5aKG2DGg8GQccP1Yf1DRNq/503iue0ZqMJrmzYCEOVoItYof4ODugH7Vl9nGyyOS8eMC6QtMS6oZwX1qWBKw4cX/x8A4F4sw/n2RrW9KZVCW7JYk6KxE+5bRP1MqGpEv6v3m6WO4kaJLCrv95vUcbikTJagoEpuLnSwZIOYl47HbjWHMZMf1sVKy5idI7t370ZrazAi55577kEkEsFNN92EhoYGfPSjH8Wdd96Jv//970NcZfrjhkoX+QMePFlDlsonAUZ2gAfVpJ2cDVbMgu8aVk1pRDKbvseaoup8sxQLAHgHjebr1EsijYDx26mRwp8ZOUU2LHmbkYqIilyKNESQ2ZUBMwrkc4vMEz+7wQ2DsMtNBwZgJRx46eEL8FM2kR231bhQGTvGMy3UXN2uMAyTcpj4GV87ukL7TLx+T5dTmiMPSECVvnHiDtyDQ997riOHyGyZPXKrTOH9EEctEcm3ir9F6rbWQAq8FbW0kXgt8MDRwgjy2tkvAgC+uOG16tgllWah5HzUPOIGS55ZdvD5W3ELtowutKOUYeYVd3TJKKSILNHmdrvKaaZ6T0Qs7UjNcrOJIXEgmidKso/q+T5SF1GZeSpzbwA6+oteFzoQVVyPfv5mUFqNXHbJZRLBnjIlxEoExw/NW/6Ar/odqWPjdqBRbeo7cs7grDOGYRgArIuNGHp9kpOkDbpZ+7FyWQnda4KCehch0GuiKRqs8d8UTelz5HHpBm28/sPeY9T6v8x5Rp9ovlu94LIdFWhOmHWTxTbqWYEjgKaD4j6c1TKbfx3LUiOF6vz/vPtEAMBbM0+JHdUAZPC+U+fA7Rj+b9ojo7V7pJJMBkgAqLGlkGUBXV4i71xbCmm25aI9K6KK6JkPuto0Y0aEE4mslgU3ZOSAjgDLKZqmGaJ8Uhi6LDkIF3E5pULc/JYvAgAeevjNWFlleFOroJxNba/+GgCg+ZdXAUn5fNu69LFlwxuWZxm9QhbHQpknpnxuWunkUFiMg9iaLl6O6UjvAHC8/LBVLncDaDIOoqFkOtGYAPQb/MrGcwEA/3fcd/VO+Uya/BTaLOEgobJZf953tDrMbLLeLbMN+9wYllaYqfjAIwcXqSbtz3a3YIvsVUWZIyUjPK3IMWd3SD0soUtIeglL3dPeAeGQ2bjuAixb/efS3hPDTBLG7BxJpVIoL9d1NF3Xxdq1a7Fq1So0NOjGQMuWLcPdd999aHfJBKBI/bhM680eyCInnSvRBVFtGJMGVrvcVs3ACWeWNpL7PR58csSYWQkksMtJ0zeMV16fp5w4ZOCyE7ZqxO2npeHOsWBFpQPA9bH/gycAABpve2aU/+vpQWajFp4t2yrYsNpJSudYr4v4Yv0G83rlA3FDRtEhMJ+5yiJxCzhCipxL5cDoGgCEEXyYNFy70lHZI6qMkmMhu1uMj2gLh4QXIvXfrcI4TUEoB4Y7Op+frPxv/YFK3JYBfpfWxDN7gk7NSL1+FmZZvILIoWOV2SoKkWocx5bFdJSmnDOcWu0w8/q84BhiJgbjcfthB0SNpVPsaRj0IugcpakgZnwuZNgxq1DQtTL6s9UsL9o18ltnJjfuYWgCOJ2jlRhmtLAudvjYMShDb6W8tkCmVyYGs7g3tQyAKIVExrIdA+L4BfFOJUttSutG7VRmJY6cygYmFkcO6gzgHHRQw3axcJY6ShZz6oTM3v9kXyATXQWoSB2i45pVqLth/Rj+51Oft9Y/FdxQwJlAf0e0AQhVsc1GHDTK6JPwswpT4xrWbpKnSDbKb0cSYHlEOjzSQLZM3k8MiFriQsvj+7DByCJXUCYu6Wm90Nm/VOlnO1SJLSafRw8uxKMHF6rPVy16eMTn+kvEM7n9mdn4ymkPAhBN2QHgNbM2q+MWpwzHCGXej6BMbYVsxE29j5oGUyqzZEdUzksRPSfhKADPypO3y+XCEf93mBIQl71AGh0xb8TtHAZkFtj6Tt3jY9DoTRKWr+eU9SgZmK5XZQ+o8QDkN8ruy8WUY73MyeGuwWOBQeCi6udL9n9jDi+si5WWMTtH5syZg40bdVrZww8/jN7eXpx55pmB43K5HGKxmZeaRWnNFJHt9mjLkeo58sogIrPExKii/F1fZZZEZxupckYvCnKOMFOD5DtkRsAPW4c8xopbyB3Q0UDUp2bgJeHhKjsqP3rIzCYKjAk5lOwKWzV1N8mF+ppEaiLKSaPS7W0UjxrvMtbJ/yGzDbJtw2cVUcPvzi+uRu3164p80cxFOZakomOdYuNsbAIAfPPgWQCAi+c8h/Wd8wAAb3nycvyy/E5xMPWPCAYgDg9lExlOEjdrONQGxdzkJB3EZNm3zN6RZ5CF+5hYtoXur60BAFR/7vFR3OgMwVDYo4uicPdoRxMAOI2Gk7vbU04p1dw8joBzpGSEG6Wbvs4ItAHANASQ4lcjl526l5af8QH5rlTZcKFeSDTHpW6SkY4f5UhHhmFmNqyLFYHEXXIstBmfKZiDSrcfAW04JpE6BbTXy5eXCzRk9ctvATqxw6oFMzX41pv/DQDw/T9dlb+TnAkNyHeUlAMgH9Kq/FPNXjHkKOlDDHUxmWov5SMz40PRCzRIgSpdLg6scDJI2Max6fzTTJbb+4IbeuT/A1CZMIhCZwmYSNt86t5WJM9nmWpYuqCChJas+zwAoGIZ0PeU/PtXJYAB8Ue2NolBdPHF/Uo/G1VTa7OKB8nONPV4QJNsJJmqEJNYKhJHsq9IE9AwphxfIxapB1uRPJPHQSEunfs0AOCWjtMBAFfNelj9pp7zdUm8hbIJ+xtbnsXv9qwAIMqqAVAN2kvFsVXBycrMOnvRcJoenQzOETvTtbinRzRben1yg84kIdXfg9Lf7Kyvxn2LLA/RFUlg19PCBjFv5V8P/T/CMJOIMTtHWltb8fOf/xw33XQTzj77bHzhC1+AZVl4wxveEDjuxRdfREtLyyHf6JRFCtjUcNs0OJvNqgPOD3KeSKOjGekfqXF0LwDZSNmKWKp81+BG8XKMz9e1UP1BDzY1X6fqXZ1eoP+EUxu6vyh0CRZ5a1bUUhkmdtxCrjNoZPdz2jgeMILKv4FlW+re979f5Ho2fv9ZzARSP2oFbCC2XBqUZQaJZWuniDIU5vJDRrx+T/0dbSO7R5WlGSIjhMobqev0eSozxXSoFMoYUNkmGT/Q6DGPIokoZikm21inMdvx2ZMAAHVff3L4C80kyBkyS/69qMzWC8A9RwqB5piqNrzQ05R/boFrWcohm9HPgxKRelxEZ9E4sfKapIedaWEog8zd48KZIyeNhL5np0Hub3d1fyKj5rVjlnpjCuJ3y+y8QB8hwOvwYMsyila1DT8l54NOmV0Wt/Q87kD1gVKGH/PR0ro5ZZhldMnJ4iDfOVICwnXQbSMzLpDRKN9hqZta2UFymMl5li71MoHfyTCMgHWxEUJVbMjQaCbTz5PLHPKDCeqAhpR84ZlBADJZYAE69bWJGHB+lXBYtTu6EVtdVFg8PUNoXlIhSjzZOV8ZpnbnqlEm68VT74k2P6lLekWg38F07/+Aeq9T8FFsXlyVX84dzOnyy/Ldmutx0f5xUVqq4T9CmRTTmF3pGnzzFWHY+3SDNOyRKP0Mhu3Rl3aiat+2Pt1subFMRoPLaG7TSEns9qvVM2qxZJkcB2i3tfPNjABXSMNk1HNVpgDRhJSW2YYX1XWPAR/5mf/9QOp3MvDkYparCOohAwA/7T0J76gVeuqWU7+K5ts/JHbI3rJIDx+JtKZ2BwCgPxfDinbDqG2WwV0s1+X8knK1LSeZLuL8kIcuQCeyMRmoKBWAaK8LUIU/cgb3QAfRdYF70oyAc2e/pNY3YRaOdER5hxXYiwd7lwAADmbE77kxnsKqmnyH2K60+CH2IaZKdpEj1YzGV85VAA+1HwFA9CAynbG7+mvw2qYXD/0/ZtIf+lwO9b7MlovxVIGM6knCTpLDD+tipWXMzpHPfvaz+M1vfoNPfOITAADf9/Ga17wGp556qjpm+/bt2LBhA6644opDv1Nm/DHHeQ7KEaJ2V9qicS4AZHRmC/UusKLaKUIOnlyHDlWxKxxlmPW5IeCQWBFLZw/JJthut4uI7Avjp7282v0A4IUiraknAV1TUWD+pGhtK2IFSx+FlYNCqb5mE26pu0WbYsKhQ/fGz3tcGJAK2DEyeuRLR9yn9vl/0X9zKrtnRa3ipbNC+Bkfvnzw0YXaOkC9jCzbgl0rxwzJ7vl9KoeExlvqO63cT8LEKK9mwYK/bnTPrSihn2Ruv9asI0flO/OVtHAQeg4xS0KYPi7SJ2naKTOuRcfVAe4OrpPOMAwzVlgXm96Qsawl2h2Uv+ndS6WSjoIw7ENkgwNC7o4vFMJY/3P9SMuAJNpmJ+y8bF7GgOScAQCi1R8SbVmkpZOJosBNJwlREcmo8jg1OZH60YLuoJxU4E+fsKTO7ANdbrBXidmY2SnU0LvCWO6R63OgskNU5ghXNR4/ysQf118oyuX9diPwp9f+FACQ8x2szMgeJuTjCjtWR4INPJZdKNZ7gFNqtot1o1dg1BO/9aw9iuAzmT2Qekw6yU5hfQwANqdEGtb1L56L6188Fw+d+f9Kev1qwwEH5GcYfX9bq+pnFLdzqnzSGQ0vAwC6s4lhAyWby3qwZ0B4Q2lOAnT5rd90G03aAaHrFXO0Msw0ZszOkWOOOQYPP/wwvvOd76C9vR2rVq3Cpz71qcAx9957L44//nhcfPHFh3qfUw4zKwQAMru1x5+E0VxHFpUnJwPHD24fUI4DKrkFiKgfAMi0eSo7g3AqbTgUWUulSbK+KtVlJWzdr0JiRS1YUZnl0efClVkgTt2YhwQzEmS0V2yezCDZkQn0fCByBwvlP2vCz9PsXWIavwtlk1CkOQDdhCthqzHgSieLU19gLBiXU9/TBVi1ckcVCpZxovugrBg7bilnj5WUxvFbW2d8g/bkZbIE249aVXNzRY1YvH7XBgDAz5tOVI0ln+0Wnbuv2Xwhblg6fF3xqPFcAxH5QFBpkkMsOi8KT/Ys8Q56sOtHEJ1gQyvvMgrFaXBURKNlW3DI2WdkSvV8WxR2rvrEY2CgG2cCsJotZJ8LzgvROVGl8IrSVPLYmP6hugeDUq4zK1LyRusFMaeeQeRHKqYBp0WOgf36hsxMs7ymgS60wWL4KZJhGGbaw7pYEWpCy23B3X6Pp2Qt60zj3UPlt7qgszMAXeKIjJpxqGCQLkcbs8l4HUcOHRkhDJFxe0G0Ux2n3mc2VFBBC7qx2x6mqR9zyBxTJR7wPRlZWsYWcjWORUDuypPDC0ByeJhorxH8UcAhcVfnsWqdIsx3u+K5t3jdqJGDrSuW39CdaEMSTTk5GHNAOiG/SNpKE21DCEr0/yIjfRmQlZnfHf84HXXHjby/xnTlmn/6Fm7944cBAO+YFaxs8EDqSPzX2/4CAHj7T0XkPGIRlT1ibd0Hf3GBXjBh5ujVHX6tml/2D+oMITObYEmlyFRYEhdLatg9FAfl3IOYLsWF5QCo3USXXLYgOKcBSD3UiuQZM1snN7l0/jMAgFtfFmW1bpr3W6WHrMN85cBojGuP1/M9zYFrrKnbobLM1nfOy3OMjBfkCKH30nbDoXt8zR487IvMlNN94XAJ6PCSdFz3NDb7LE3U/4FhJopDsoSfeOKJuPPOO4fc/4EPfAAf+MAHDuUrZgTpF4M5bJSRQaVTAF2uikrYAEafEkClYBLZTTq9M1IfVc27VRkmw3liyzJLlm3pVHNbNF0GECytQqncEeh+FlQ6rNJR90fG/WhjFNn9Yt3rc1V5MXLMzESyu/WzsSKiHFkYcpj4WV85zqgkml1tK7uj1z28ldPMGFHNGPsQzPYYCvPFaGbzUlPuqAW/f+hodir/RWn9AFR5Ny/t6/th8olC1wwGgA5op1NV/uEBZNavNc9G7iXpjJDjwI7behzNHiJDqEjEiLsvGO3vDXpw+2Sm03ypmA1CG8cjUAJ/pEGM5UK9cJhDRzlDjUekSjrSlOsF//6R5khgiSi0AahAGRG0ADgg1+kyMegx5EJLFuOZGMLRj4cd17cnvCnfdG4CyDBjgXWxEhJynmAp9LvNMBi1+1qI3tUf7DtCpVIA4MzyLUhKATqb0KVuooOhl2MMKhjAsy00S4HPNnoLrkvNV+urK3eKlRq5YQOARrmuqmfaKrOk8tRKZLYJ3YN0SysC2LH8AKqZwutrNwQ3FHKEkA2R/B9HAwlX6DRP9+smyuHa/3kY1pbdOeEAIYfI+q55hc5QPHJwUd735Hwb8xJdAACPdPm+AvqYCz1Gdhvbafh2QP8fmTz2yl4R39wly7DNEqWDzo5uwgPZI4c994rjRNnwX+8+DgDw1YV/VHJrukwLsH/ad7Rar44EDc1VRQzPKmsEEGW5CPl8m6IppOWX0jLRk9Xlu7YOe3lmjJBzi0pg9ch3wrNdLaocFWGW3lrfNQ+PGr93ADi2qi3wTqH95Bi7eM5zaC7rkdu04aA5Ibb1uTHE7dLr3OwUmTywLlZaOE1gnKFyQpEG8VLKHciqXg9WmY30pjTgWIBb4pIpkwDKkKEeF76nnTPUe+LgJ1eh/t/XF77ANCL5HpkR8N2hm7IDwSbrgHCG0Rgy+3Wo442oezM9nv7OXp+Xl8UkLiaXUoDK7cg3lmIQRcsjWTJTSSkVNdAR4l1iYTrITDLkNNkHxGaL30fPN9ag6jPcmHs4UivFQ7kQL+C96y9V2385L2Qc2QBEZC+hcH+gEWFD9bAg56pVZaYOiYUDB9ldowvjN8ckOVYAwKkVc0XqllYkr5rZEUvJM9Yi9TM5X0hnRXSJdJp2UNNyH1YFZQjKZ1PqBux0PeojGIXO6BgwjglPT6btx0JwjgCEkUkabqxqWYZxdw6QWXFmKb7YghnYSJhhGIYpDfQ+Iv/CZrGw4rZ+J72I/GzFaUB2j+xrqIKTxLvVzwDx5bKh8w9lKZ33Tn+56/pLvopf/KVAiTkK/iNfVyf0uKEA/X0ACiQEDBjlapI5GU0Wg47GpwCzmvxzTeNoS1Z7aB7LLQQA1Mf6dQbAcGSAREY861SVfK5z4kjukl/eBJ0RZULlkF9yVZYUl1YqzmV/+iex0gBYL+8P7Gt8VSPu3lsPAPjVKXcAADb5s3CkdQCjwSyDtMxoqv1sl+4f9ZpZcjJLAnZqlLYkcoyljW1pwFsk5oru50R5xuoVj47uutOIvmvOAwBc8bNncEaD9ib9Jn0cXjtb9Ps4FsJpuaW3AT3ZMpTZWQx4pY3goswU6nuyN12lvnNZUow/Wu4frAz0PaJ16mOypLIdz8tSXI93iJfiG5pfwCY50R2ZOqB1Nmk+SCALb64YF/MSXejJTcOXJcOAnSPjhp+levzic65L1vyP26oRNTJiGWvRhh8v7akGyNHZ0cB2cZ1cYDsAYeCm96GUgaLzY8GyI1RupUwKxylPRw/JiGIfPnzjvarKL+WMaxjZvZF5MqOhU59E/UdgWbDLHdU7gxFlo+DIZwPZoNpgYLOWTsiZVgiv21N9GpxqR0WBWxGrYDP3QIYAECx3I19+kbqIfnYmZiRKyD5pZo0oJ8kQmFkiytmTsLXjTF7KmrlBbPmYTa/jUMJr8m+D+M6iMwAAp9aLMMdwpEkYlTnm+apBeqGyRHu/vketN398jirPZPavKUSUGn1mkG9cyEC9afwBw5mXMsZ/hB/8kOjgRN13hObzhPF3o+dpIfgbD/9pPe2c8gc8+DL7zIrJi6YB1BvHx1B6hwtNNZSVKKMyIw0R5Ui1jIbsZNyh+QIQc0XPN9YAADtUDxM531bp+hP5nQzDMCMi/O6iilamAbxLrh9hHEeO/60AjkYADxbqZL3QZ7u1kdIsNXJ8tQjTb0MSEVs6+uV7z+wdsSAib8gQh2zXzytP215VgUUVB9X5O7LBbBUsBRa83BnY5O8S8kKkJqL0SkYQsTzc27VMfT6/dqPIigWAF+TSQuE+i5KV5a9gw4DwlOzqr8Hy6L7gAQXE2ge7lqh1s/zO8kp5bhxBvUtyXuNLedsocjdKsrSD4tm6ZkY6yYz0f6yFduYE+77PeKi/w2P+QpwyuB0A0HbetwAAzT95P1AuIwn7h2+a3ubIP2wWeEGWXKJsEXM8NF+te0Dsv1mUX9s/UKlKMg0JBTTSzz0qjNoA9DwH6GAneS8Fr8EE+OWuE/DLXSeoz/edfpvK1Ig7ObWkLI0qDOSVPcv5ttpPzo5t/fXK8XVq/TbsHwiWgnm0Q+j3g5lIoEl7KTCbuz/esQDvaJbl4+LIz6JsMpxvCaiyf0Tq6VYkV7Iz9XDAulhpYefIdCQSWpqVl+R7266w4XYLKapQWSenylG9AoZsICcDWawaaUDt8FQfCVdG/zpVEWTb9ZvXNG7lXY/RUHWclKsNmZ6v/l5utwunOr80GRmzaRmZHdERS+avvcAvP9IoN7rIK63kZzylLFpVBSZEupUUdLp2FeB3yUyhChteX/GHbdXYSH1PRix9gF+yI2VeeRc+eVBEMX1z22/VdltG5Du1DryUjMiX/UNoH4CCSpyJMlSnoR2k5jmk62egjQplxr4ixnVynpHzxKqwkLpNjoMPztxxkHzbWqQeGj7bbCSYTilAl1lTDhHzJ10JrSyZina47HUUWonqH+K4wSG2c8M/hmEYZhrTEYr278jqUlxUHqlLvhhrug1DkwMtU0vZqiHbp7Y12DJyxnytlwE4Rq5vEgvrCAuQSQnRWVFkD4gXO8lb0XlR/R5ma0Bh6BH2QQeNdOt1cmps6C2QTuJDlSNdNyCisyuQQZktnoPr2wUbq2+yhUG1Liaec3NZj8pMSWa0UJUtK1CeWsrdycyglsEXQBs6SdYroo7tsKXz7YnX4diT/zj8wYxGlgzf/9hBbLrmv9XmcADbqfXbcHLdDgDaSdLnxlHhDO9cIcP6yXU7EJFjh7JL9gzomsuLHeFIRUY4aAEA5UBT/wg6wNcAtgx6pQykvmfOxJwTHix+LlMU0yFBUGlGs+TWNtkXJG7nVAk94olOXWKxLxdTjvlFFdrrVe5oxZvGCB1H5eL2DlSpklwMwwhYHJoglNPAKHPk9gjLU3ZfFrG5YkJ0oo6KwqfMDqfGUcKs2WhXRXN3AVal3O5ACGQciD3poQj+9D+EUmRXOIHeMGbkdCFUpkch5y0Fqu3N6TJZJqSHxZDfwyIFrZgVkNPcfdqqqfoZeMZ9DNHThAyyTkQ34qYxrBw9A5iWZQ1GS/Ida5VzQBmoSWaqA65OPwQAuKBH1xH/89HfEystNryHR+l1lEbu5mvnBOcOkpks4z7IED6CLH+FlNHMDCOnWpb86sqpuZB6kiAL7ilhIjPxrYXy72dm8IcdT+ajl+8DK24FeliNK+nQEhCSBs0lppOE7pVK8fXJJvMA3AOG94TeiRk/zyns53z0fPsUAEDVJx47xJtnGIZhph30+quRS7IhVUNHy28HsDp0ngclB7UntGBrlrWhqF+K/N6Ymq0Mns1lI+jozRwWIoZj4oGuI3F2t/QqVSIoR41AdFpa2Y6sVJyiA0ZUiTx3dWwn1mXm551HmQDtOTG27t93lNr3ppZn1bpZtouIbja+x9S5SIciWb1QTxEPWs8jmSwL1bdmATqxw6vNP2+Gcf0lXwUA3P/QW7GwXDgc2sqFs+HuNuGNvP4t/8AXb9f9R/w1oqHH0j9/DgCw+YKvjfj7NvcJx9jmr52NCjJuS1l6Ve0uZeRuMEoLpJ1RKEsUvEb6Wy/0OKB9r0BlyyX9QaQsTiUxec2sLQCAr790Dj571F8A6LJVx1TpunXPdreoTA8zq3C8MZ0iAHB0cl/eMSdU78bOdPD37fo27moXWUoXNT0v+m0BysGOLmhdjeYWM8PMA1LPyKDGE2ZuUCMz9WHnyATgGUYpK2LBlenNVHLLilrIyYie2Fz9EqKSVLkDHqKhmutmI2673rCOm4buLvpS6JcfPfFBwKmXDpvO/Dxct9eFHTLOW7XG95j2KalYWHEbbi+VDxPnZnZq6zo1mgeC/TFmJIbTIXFUAumX0nmH0Dhxu3JIHBO0RJslsKxiJYkGjSW9C+lR9OUfbqLKdNmWKsnmlNtwD+p7Uw4SEykHKKfdfu3YMxvS2+UFIp+YfMy05yFqHptQ6T5aRudGYSfl79d8XOa0En6MRdLz/V5jXpN9LxCFdpL50EqlHL5epzFvFeihE0AOk9TNrUh+hAWtPMKKLf3ObSNTpEB2hjn3muXurLoC84j586SfbdT4TGOkSPmJMRMu12frMW3eO3N44FRuhmGmFFR5il4tKWO9DMDzct0ssSXl2YasEJjvSS1Xu06r17VH/rD3GLVOUb/Em1qeRV1UnB+xPR3pWy68NNk6B1EqtetBv0/pvWvIZ20VyeD/AQAGgaaUVMboq9ugZMWBR3Xz3LITdQSSu5tLH5Nza3eyGi2vFHBmdQSXXqv+w9uyv2MULrKR4fWZ1TU7A5+f7p6rIsbnlXcWOkWRTBeIVJsDgCrhki5XIDBt92C1OBZAS4/x/zObcc8FM0KaMuJ39t66x/DDjlOKHp/sH8T5iY0AgN/0iubs9+8/KtAkm0qkkcMu59sqi6DCGT71PpEVCuJi5yCyMTEGs3AQ9cRvuwlGtoh0flF2mfjSIvfvi7GXeloavrl0UgCzt8j6rnkBpysAVEQGsSgi/oYdmQrl4KLSi4CZJZJV1zHZla4BoHuGHFPVFshMpGvmfBs9uTJURUrcLJ3EbhpKRkBboAwbi+eHBdbFSgs7R8aJuhtEk/GOa1Yd5jspMSSw0zt9EHoydAGnQr6YZd34SL1+afg5P68HSWxuHD3fklG/n5reUb/JD8mm7LcWKJMjZW0/5yMiI6Md2VfE90R2EYD8fjMALMfQkEz/VW1IUC8kX0WhI7zp2TpQM4MVt1Tz5yGh3fRoK5FXLxll0FEpJvJ+3ZSrnTz5fqIZCZWTSt2SP15SRwtp5Fe4A29f93YAwD+9JBpM/t67HdGFYpxkd4pxk92TRfQIY+yMpKSR2T/EhTaKy6UFSxvkXei3CY2HIj47crw5lQ58qWB6KS8vY4ocrTOWOIKKqywJCw+lz64Jyzo1xnp4/ij0zAH4bYbTTDpUA32rSIk3r037qwB3m5xIivQxYhiGYZjhSF4k5ajfH3p5yslEfaj2fDTt6mhws6/KdrFadowU5ow4K3en1seco4S+kPpVK5Jvnv7Gzzed/WP87q+X5+8I+yAaoA2BXWJhv+TDO2po+aRQuavuXJkKcmqI5kelUXPlY6v2Yl65+KI+N6YNUHGgYbBINBsQzOiW8mFLrlsHuiQB01auIFmOHEGVInuEEZx7xs+x+cnz8rZ/4e+vEiuylYy1ZR+sx4XX6Zvv2wAA+GnXSXjHbCG4XxL/B27bfWrgGvS8h4IM4tv66rG6WjvYwqXclkf3ITooK5LEHWRtmcnkFXGA0lBOQI8TyhYwMwNqhr/MdMdPix/wX3cuAADcuOaPeF5mCC6pbB/X735BNk8nzFJY1dEB5ZDpzop5vi8Xw2Xz1wfOoX10TnNCXON3e1ao7TTWfrNXOPEuif4jPwCPYaY57BwZZ9xU0INsNsVTdfY9INYsIgT8rK+auavjyh24B2RGhlFWy64hyzK08Ean+tAvtT7kOzVsHcVdqJm27/nwpMFSlflq94JZKsyYSH5oLVI3CkVNOZFk9sXgzkFVYig+L5Z3riq1VuGIHiSScC8XN1VAGKqCdmCQAG00+hY3lH+aVa7HB/WtsMrEOFDZCEDRvhJmxogny2l5MgMm1qL/r2QoZyRGPzdqsFn5gPA0/ccRr8EZDUIQf6h98civGW62aGYBmOOBZKkoCju3hqNAcphdYyO3O38OZIpgNk88AsAWuT6IPKcVygArWUBxl7K0E3fyn00lxDvCRTBbpNSY39sBPbaNtH5noSy7t0/PAyrbxdPr1MPInunOs8OI69sq4nEiv5NhGGZUkPxChp49xj7a5kIZOZXO5EH0mABU1PXr4xuU4RHQstccabB6pnuOarZL9eXXd80L1I1fVSusj6qXRM+g1shN0Z/s4TkoI2ZTj7BuZxs48/pQuPisOwEAG9ddgJasfMhU+epFueyD6NkRwjb0FE8G9DhSwDENmcuS+xFmkyydVBEZVMZVQPeh2T9YWbAvQV7ftx3QY8ZstF4sGYgC1km+z0GUUgJUOSUA45MNPIW5acurA59vmH032l4nm7Lf/j6xsSIO9I3OilwoAwCA0u0AYP+gUNoe7hQpbafXvjzyLzCD4eiZLoLWI2i8VBvHcU/AIamuEn+wa188HwBw6wn/ix7peDDLKJq/7Y2pRrV+RoN4do93iInFfOZ7jb4xhfoRHSrVUa3IU0bSZfOEE+XXu49HXy4WOO6u3LG4qEymU0ag7Tymb57WJ65yGBOCdbHSws6RKYIyDknDpV1hw5Up2E6TowVocy6lVDcStAehjFB+pwdLrqumvAga1X1XvEV9+TaNNEX09enaUQReotkd0rouL2ka7bP7s4DMcqAME7fHVZHiXdedDACo+dIThf4EM47MXu2piC8Uf3Bv0NP9Z8hplcuXYO24Db9fOrfIuTEAbRQfqqeDYQAPN1A3v8d00umbNK5t3pIcAtGFYiBmtw/vRaFyS6kbW5H82PSPYCsVvz/udrXuPyieXaTKgU+VGvZJY/I8WwvDZtPPIs4t9TuXS9XzCIA1xxgPXcY5ZmBTvo6YhzfoqeiUSBO/nsZMWLFxoX+fheTtLAIZgGpJjjJTKR9unJQDVqMcC2aQY4krd6jeNBKaC8npzPMGwzAMU3LkuyzqipV0JIpTZWktarp8QvUeFYFLbEw1KsPX8dW7sau/BgCwHLIefATB92wHgpiBS9LOFs256LLkSTHDmCZt88lHDCOtkX3qPmdkjMjyyqDA5wiQ+oF8j76P36MAguWnyFFC8uwcwPZlsJc1dKBGdWRAlVKrcDLKcFrhZAJNmImabCiF3kziMCP9C2Xam0ZK07kGiLJbx8r15zE8UsxKPdGK5Mk8FkaKf4z4sX3q0blY/0+3AAB2e8Lz0BLvxgcXPgoAuGOXsHm4vh3oSRGeOwqRhYOlMlshSnabDLDJkRFH/cCRFbJZYRx4sH1J4PwzK7dgWHqN5bF6c/I4Hgej4YB8rpTpVxUdUCWyTEcFZYhVyW1maa7msh7lZDWdLCcYZbnENbS97fGO+fj1K8cDAI6t1n1QzO8sGeGeRj6Qekq+Q07k8cJMPdj6NAGYhuRoY1T1koB0PsCxkNkrLE6x5hisqJgknRo90U3HHh2U+UDZEEV7EEwjKIOIxgY5HuIL44F+Il5/8efu1BnRY9T4Omqpc/1uH3Z1gb8tGTkdaINpld5ny+wQ72D+PdD9up2ucM7R9u6go0aV1THvtyaibPKBzAHTWcPpm0G6xEJlBMiIr0+kHsQ1sQsBANdsuxA3DNwtjpsts9L2jWLeoEdXVmBfgSA2K2Zpo/cI+qDQQ4/MF68dd3cOfkbcHzVntxO2zgzo9JTBvvuGNQCA6mseL/7/mGak4nFAByAhuXFQZ1x0IN9hPRElxMP+WPqZ9xvrtrHuhJa0n3RA09kujTQ0d+TaDU+PR3273MD7kWEYhmFGjOzBEDA6e9C1+A2DYLraEE4jQCJXIMV6KhPuu12o7NI0Zc8zZ6IqCqSiQghJdknlYzG0w4g4OPy1Hu1YpNZX1YjMoJxvIyH7CLSUdWP3QHXeeWQI3ZgSQvSSigPY4Il1VXJpNpDcV0AxIlnsAHTWC2GWNy4kLsWNpWk7N+W76Wd6OCSoGTcA3OstU9k+T179Pzjp228EAFhbhDH6Pf/chltfPg0A8KEjHhnxd1AfIupHY3J2rZygTDm/HGoeOxLCIbKpfBaGIxWN66brz8hxtR96XmyADnTbKJezgNTfpNH7NTPP6G2lhGNBJu7h4hN2ABAZF1TCqiNboTKBypwc5pV3KUf4eFAVcnbslfPLCTV7sEc6483+VjSmzGyVupjwoK6p26GyWagE12ubXkS7bGTUsM+IeOOEfWYaw86RCcQbCJYkUs4RAHalzKToc5WTQBmFfH2c2dRcGTHNqF/CgjYwU4O2CLSRtdLOF3oigCNrpQaaLZt14+nrSTcwX9BZ4fwRF9CbyRkUqRLX9gZ9o9E3ZixOZVBaNUuuEdFZ4u9JWRxOjRPo1QBAODnyA49CXyaX/cg3fhfrDeHpZ+VUGfdMz54UqXCppvBxUhC3G2z40uHiD3j692BCEUvfbUXywzNPCCvKAAo7MUJkD+gxFVsgB0kXgo4MUpBonjD7UY7G0G4aGcjxRuVxa6CdX3LucFoicHfnj3kmn2SHoRQ3Qhtw6KdjOjjNjA1zigm/7c19ZgNYmkuioXPCzrNS9wYiGZ8C6OQ4jNRGAu8Tmiep/KCZwRSpEzfc861Tpn0Pq8mAexiaAE7nVG6GYSYA056UQH452Tpow/hsINEbzIgHgFRCCk6+NmqToYqMTYA2fJ9avw3PdrcAALb0zcJFNaGwfRvqHb7DrVXy9IIeKVhFoJ0Y9MqLAjXyRZw1XuiqsfvR0PIcyQftgDNbHkviVyfyHSQzDDJodpSL5YL+Av025kCPFZKhB4Ctfj0AUVJnbwHnh0ncEX90Kqu2vnOeasxtGiwLYiYUUOUus3w2ZRuFI7mBoO5OMtwyAJvl+jaIUkshvIRQELufE30yqlc8Ovw9zhDo+RGD7vDPTpVtywKbbOG4OLV+W6DfAwDsGajGnjYxhl47+0W1PdzkuxjNZT1IudLhlxnEmRXCqUNjdf9gJRZHpbfvOAD/GNXlZzaN4kf3uz3Cg/6d43+LPbJn0JxEj8r8qY6IuXlR+UFs668f8nJmLxAza4hk3b0DVXkOllnxXrwo3ztr6nYcyv8mDyoJCYiSkZfUycFB/jZT9+sFQIkpZuajtCek1rUiuZptOOMN62KlhZ0j48ysW55G+8dOPNy3EcAfCEX3xwznh5SprailjaaEGdlvNtgl4shzuPhpH7YsrUUR4XYkaI23IuyCBrSxj/4e0Xr986TSSP6gX7BBtdel//AUjQ8AzlGhn3g38gk3T1cXlddIOoV7mITJGiW8zLHiGcsCc6nbqQ3kZok3ALBn20jdLiNVrpiZL9jkv6xF6vsFmolK5ewGiGyRrsYEuqR0Un2fUM6jsyKqsbU/4MNqCTXILvYGIDnNhirTVhDPV85Yq9LOc4QMhVOjb8DtDY0xo4wbZRj1fGMNqj4z87JHxg3z+dAzM8cGrfsFjitHfoktP7Tuh7Z70Eq6eew4ZHozDMMwDAAk3yIbs/9ykjZm96DerQscaZjv1ttUVjeArGM4QqRyEDUjWaQdLuXHlaE8uUkKaNUIlt2sQJC+AttmIj3QsooZ+EUyUxcKNqg+vUr2gvCQpw//z4ET1PpZjZsR5jWz9LbkoHxeg9ABbC1yGaymkw99byWQjeWPlSF5JfS5DrDTQlBbR2kp//cWnPWqXxa5genJLZd+Hr9+4N0F97193dux7AyxvnGzMHb/6LFaPPm2HwIAdqNa9ZFZJL1Y/71rldpmltUqBPUfycLRZbSIDPQYkXJ1ssPIMB+q/JpJjVySzmfaCqqNbfKaqUdakTxtZurk40G4x5BZ/mpzb4NyvJvbyalCPa+WGk3h43ZOZSDRcd3ZMixL7gt8z6Mdi1SGyfHVu1WJSHLkM8xMhJ0jE4RT6ahIf7ORNiCM4tSEuuxI7UF2D5IEa8GVJZKo/JZZgiqy2HiMZgYBvQxpLs0BiABWpRXIDGEmntp/W4eeb50CQEdCU1YGldXK7MsiNrtQYxCB2+sGyq2FnUwFy9+aBk+SmSsRjCIv4EChzBWvz0N0bjT/fKJYqVR5qtVkq0wDR45lt8dVWTHsMAsRyspxt7qq5nHmDWLOiCNXPPIsTAzaSE3Pzmy6VgGdbSZ7A/nZUcwd5GBNQyv5lnF9OV95XZ7uoePx3DQkNKfPk8u9xj7DkZWXSWb8Sb1OPWcULLd3qPSFPptZSilo44L5mA3Dj9pP0Y8dUIqf26t7VKk5IqGzR8z5kHtYjT85z0bOm9jooYn+PoZhphFNoc+mo4D6SAwC6eVa9k70h6I8skAyK43XFcDqcpEi+1jfQgDAgcEktvUFw/eXJferhuxLKg8gJYUjdR3msDDnhAcBAB1PvE47pQDhiCBnQQ+CMgohX0WLcVA7JGiomI6RAmrc/gGhOM1LdKpskv2DlejJBruur4yGPRYQupdsJ6FKaSWAtGWM2ezwkUlpuqml8vjdBY5PYeiKADOURw8uDCz/DX8GAPyt4RY0rf+0OCgGWJnR1bfdY2QcnSWdZINeBIvKRXYH9ZpYYe3Nc4SMhKysCjIfXarHDQXT1aTSWt7eI5dxcHnrYVDl7gD8++bX4D0LRNBeR6Yca+rE+4B6gOwZqFL9oMwMoDlG8/Y9RTLOxsLK8uDccW/nMuX0oHJwa2p3BDIOyNFCLEvux7q0mGRW27IUhA1tV4whX9/MQAfdlgOptTLAtZWdaeMF62KlhZ0jE0DDjU+h84urA9tyBwoLLunnhIXLqTIiqnu09B4/wqilI+dYb48Hu04OUnPCohcovaNtwDtgGMao34MZKSwN3l6fp65lOdpQndeI25wUzUwTacSzyiydgSAjWNxOLTSYpaSoeXvnl1ej9t/WgQE8wxAdbdCCLznJCDIYBohYwogOwKk2vB/mO7iA/Jbbr58JNT6ONsnvNoX8QoKZOQbMIU63N1jguAJY8nb9dg9Ww/SdgEtNzWb5w1tkw98RfEBen6vKMTlz5fzSDy0Ul2FEEfyBOUB9hRWMNjSdbW7o2GJ+LyNjxKk1sqdkWcKeb4j+IzMlg2TOCQ8i9ddhol3p50pzsfGK8A/ml0dUDhHzOZiSgKkMF2q+Tpd0kd/EfZzIHcwFPluO7nuU69Ffbhtj0y7nniQMwzBMEbaFPseBxD+kAHuEsd3sQUGBtfQ+jACnVG0HAKQQxzHS+LTdcJI0J4TFaNCLoGEgFEUQg3qXq2j/WiD6iny/9UHJzSpLxHxvG3J9l68N7DXdUiakPr5mAFMvtExu9hmRcn7qJ9Ko9U42agX0mYbQPjPoe5hyt/8y65mAbLwuJYyOfbL8kVmOTbHfWKdnOBtFdShPVhhw4KnsD5OE/A+l40MH4MkDAQCrsVMZSZninHqMiNr/yLOXAAC+sOx+7B8UwvXxspH2O+evw/37jwIgymA92y0afpAjhJpwD0mZsTRkcCqFRlADcACqhBsgemIMC5mLOqFLrtHvoBJIPSnnh5NmxvzQK3vKVH7jvoL7T6gRniUKUtzcqycKysggnu1uwea+/L4wZHDuzpYFnhsAlNk59MgskFnxXvUsKZukO1uGRRW6MdKmzCwcGTuAkhKuNBKD1hPNdwjNT7SvprS3wTDjCTtHJhDTyWE2Hp5WhBo3e735/0crYqm/hR2zVIoDRf/6ro+Dn14FAKj/5vpxvNnDC9XE7/j8SXAqtMTsVDjK+eH2uME+H0NAjiVAGw3pWgBU1lAeOWMp5fKIUc5rWIM2CUmdECV2iHD2SAL5dOjVQMkujyLA/WCzdiZgqHbmOSrDJ/F3+SBeDeAoecBD2hhOZfTsCkc4SIYjXC6vG1qZMx5H9hWtKUYXSOWKLl1suDpQY8KjhvG2zk4CAKdSNpSnPk0JG5YcD/50nDeLkDxLlgS5RzpJKIOkRi7DjUMPFfq9x0OfAf37tpDvTItDR1iS0aXLuE4E+aXWLGihOmF8Fz3mWhRthMocHlzYE1531p3JjcoYhjl0SmwvmozUbAnV0Skkl0UA7CuwnWRNKael7mhF8l3T2wB67Ml/RGq9lK8o0OQIANR/m/wWRUqOUYQ+AET7pVBs9vkYhvpYP+plz4GatHx+9dCyt4/CupiU/xLIascNyeN7jOPCTh0AiZcMgcy0lVOQDGUnNxe9/RnFElnC6Kc4CQDwjtyTaDvtmwCApkc+jUc2C8P3t179VwDA8z1NuHjOcwCAPjeGCqdQ5FGQeYkulX0QyAIwx8DL4RsDbNKj7eEj0egesjUOohsM3bAjdOA8aBmdWmeMpNfpNKX3M+fh6O/+DwDg2CrRcOOJzgV4onMB3r+otPMk9UIiqPzW3oEq9d3E8TW63t62PvGg1mXnY15CZMQdX70bu9KiuRRlqswp61bZLBWRDN7Q/AIA4L59R8nr1GFRhRgQ67z5QCWwuncnmMkF62KlhZ0jE4Wt6+tndgdfirEW/YahkkreoKeN3I6lSojQuU6FHpROTUT1nFAZJDkEBR25zSajY9ZX5WtUZogL9dJVhmnTsG2mWJLRPAttGJ95NstDJnVjayAjpJDDjBrZUy+RXJernplyigzRzyMACeeDyH9WI53jsghmjNDQHa6HhflddA81UMKWU+PA7co32luVOhsqedX0VsxGBf39yQg9VM+YAjjk+EpD/26pkoAZQEaKoFmGbaSYzjFTNqfvc6HGhF1nw+vgiWPENIY+U09XM4rQiGS1GsUD8HZ7qhyaPdvsKiuX9IxroJ0X46n4hA01dEvZ0BIAyoHIkWLc+vv15ONJp2qkyoE3GIyMNJ3FDEPccMMN+OxnP4urr74aN910EwBgYGAAn/jEJ/CLX/wCg4ODOP/883Hrrbdi9mxdD27nzp248sor8be//Q2VlZW4/PLL8fWvfx2RCIvQDDOliEFnfQDABmg55WhjO9l/diE/Sr8C2oBIxvJBvZ7EIDb0i/mDyqksrzS8EDloWdjMrJXTSdSVGz3ospSmLGXKZBSQJu8nVReHY3lILY0juZnr4oyGDYPyjy3/bMuTBTxHFdDBKWaihyzXFoWLbNEIIWB3tlqV1Wku00J8T66IF4XGiylnk2ztYPjsfFNMoq85CnqsEynkEwVWR9koamI2z74nthyv798w4nNf6BEDhsaAY3nKiP18j/BEbe5twL/MfkafNMqKw5QxtACdAR0/FRGDY0BmOCTdQVVeDfmtcJgC7NyfkEuRUvOpEx8FADwiy62Fe4P8bs8KAFAOsuOrd+PPbeYLRzrc5NRBWUTV0YFAw/bxgBwwtMz5jupfUhXVTvbt0uHyQPxInB3fFLxID/ScY9oSuCwfMwVhzW6aoPoBpKTDo8FoqG4au6TQY9kWsvuDIbymQckm50saAeN2uB+AVWdI7Bmo7/R7fHVfeY2WPcCKiusLZ0CBN/70dUgOC2XUkPPLy/jI7BPPiZwkdtzKMwYCCDzPWLOwbPo5H1bScH4BhSPI0ghGJyG0PlTEUhgLWlk0r0Pv1wwK1+4lbAu+K8vlyPJekSMiSN0p03cvn5lOkuRb16q/QR5kxF4LnUkwC0pZtiosrTBJpdob9JRiZ88a/sdGmSeAdt6R89SOW/C7ZXZHk+FQNf0dhRQtA+qfREs35arxbcvSAH7agyX3W3Eb/iA7VEaLekd0+IHPALSiPAA9P5iO70IN1S3odwwZCVzkl+LKQo8/s+l7kbIQY0GNl4wHKybT078myrBVf25mlGFjCrNu3Tp873vfw3HHHRfY/rGPfQz33HMPfvWrX6G6uhr/+q//iksuuQSPPPIIAMB1Xbz+9a9HU1MTHn30UezduxfvfOc7EY1G8bWvfe1w/FcYhpmsSDF8eVQY1u/tWQYA2JWuDdSYX1EmQ/JJ/DKzI80+foXkaKIGSp5WJY9SwGpfGrFnA6DgYnKomP4SFzoAzjT0hx03MzXWoA86Y4KCiMxG7Q4KlhSNhnReL6llLbPRcWM8XziuycmHHEXQQkPqHY2XYkFLdNxcBJw10f3y3uir8yv7iP9Tl1ynsfgycG+VGMt44N1409k/LnID05P/+JcvAwBu/eOH83cuFIu2hd/E+555CwDdw+HcxpfwJ2kMP9pwui0xmmiH+xTlEc7U7oU2PtNYOQisi+ryZ2aPCwBYWVagh41JObTcT3PHXujeNj0omIHEjJy9MmvjeCrD5eofOvWDWZbcj6rIQOg8bTzJ+bZqpE4ZA7vSNVhVswsAUGZn1XWI6ICLJjnndEV15HM4O6UkkK5H/4UyIPW4tOOsmZl2HGbqwM6RCYTKxkRqInnbzd4bQLAhteUYfTuMEktkoPQzPvyMrx0azJTDk8Zeyi4a3KE1mELlpagXCADk2mWJsritHAtZ2dMmOqtAPVnTeEnDKYaizdfMcl3ii311jmUa2EfafyCpDbU0dr0+T2XF0P+FEZBjKHVHK/x9QYHXmif//rS5F3p2H2nmRxYBZZgcraRk+Vlf9RuhseBlfdiF+t2YhOUuW18TGSjl3G3TN0qGbd/V/WdMZkq/kSGhUgdmijvRbWyT2+1qG37/OPyeCmUt0fOisRhD4WwzP3Q8EOiPFXCiSsORJWspZ3fq/7AVt/N7YTETQs63A80cJ+o7R0tvby8uu+wy/OAHP8BXvvIVtb27uxu33347fvazn+Gss84CAPz4xz/G0UcfjcceewynnHIK7rvvPmzYsAF/+ctfMHv2bJxwwgm4/vrr8ZnPfAbXXnstYrEZWluCYaYqZtmYJmhZiQzGZqmaRuh3GRmKfWinAr2zKqD7cHHsxpSlIqJlix2oxYI+6RUZqidfjVzSvjh0gJjcZvf78MrzZZSWmBTWPGjnhwU9puhWCr1iMoXXvWaj75pfXObr8hLAXLGuSrGVIdizdKY6x4bhQ6/7Ln7xlysAAK9PyowR+ee7q+dYVZ6IDM/9bgzlRUppUU+Sxngvjq0WQn67LwZTg92ndSlKWKlEMMt6BLo3ZY0A2nGSjkRVDxosAPC0PCBmXJMqNplZdwyObha/4bv3HgMAqgQVALxlrvhDzkvovzVlX8SL9XsZJeQUIcrlPLYzXaNK9ZHDosZJo0YO1qd75qpzTNmaGrYDwPe3BQMz3zL3abRJr1zTK4aDl+apDILZI8y4M1V0sakCO0cOA2EnRmaXtkpT6RN/EIjN1S8xcp7QMjY7qvszyLr8Xr+LKJXoMr37NGHthzZ05vyAgZ2gyHDqA2Ea5i3H0iW4yHDlo2CkMPU7cA/mqKUIrDJ9Leol4FTaQKgu5rTsxXIIkKPM7fdUtLfXkdPR+4ZjIUzuYFYZFqPNhoRdrOlyeGhYgAXKTiryfNwC6xFog7gRSTAcNA4yL2QQO4YNUGPFfF5W0sjSIOHFLMlGStAoGmxTRgc6oY31dD2zB5EpCxap22yi5gPKWkk66Pn2KQCAqk88NvILTUfKjSUFo9Hvqh+B37FVJedZ8/dOU2+hqFJTCTIF3S5jPY6iTtVRQz91mici0M1maS6bE8vrZ0UOYUD0TVJlI4vUXWamJj09Qc9cPB5HPF44Hemqq67C61//epxzzjkB58j69euRzWZxzjnnqG3Lli3D/PnzsXbtWpxyyilYu3YtVqxYESizdf755+PKK6/ECy+8gJUrV5b4f8YwzIQQDtT+h1za0O+13QCODR2Xg34/kS6URdBQKWWc82s3AgB+vu9EZSh966yndHAAZYMkkG8EN0snme9teh/3AO014ouoEW+DZaSAHIA23pMsFoHOEiF5LwMtN5jqKb1iRyEPTmvC8rEH7WhrNPYVcCbY7eKBr8QrSNWK91TKj+vIfvlME9lwUzZopxugZboYdLbREBksUEkocqcP7eCTX1PTm0ZXZaHGkAZy7JzfuxH3zlk2/LHMkJgGZ3KEHOyoUCWYzFJMu/pFb4h55Z0YMVL8WS3rpD2YWaJ2nVm3RR9nVIRIW6O0YvvQPZukvpd6ohXJk2d2NkC3LIf3jCyHddm89Xhelk5bVaOzdTqyUmnL5Wf19OX0C8DM+Hi8Q2cChZu0nzVLPNf9g8mCmWiHwq93Hw9Al4+j+/3bgaV46+ynxEF0a3uhx1U3tJ5ImWnFqoYwzCSCnSMTRO2/rcPBT6463LcxIsysFT/rKwHZhw9bGldJuKYm6uHzVKZLdSQv48AssyXOD0aow4aKRu+6djUAoObadWP/D01ikh8TAkX3DWsCZW7KlpQhZxj7/BH4i6yYpRwYkTr903a7XbV0qvOldpUhIPGMkkVOo3F8gUAHq9bocWM2bw8bTAtFHnmAVSOdPQc89X+gsROpieRlVDEAEoC1UGuwuQ054CWZlTZXPncLcHfrv51D4yGHkc36fdqobI4H01lKv31y6Fq11vD1jgsRg8o+cGoi2sCdlc7ZuHaeOvV6EJmlvmYSydUye+iuIUqsjQVTqTadmKQAmc+yUNaZheDv24yABAIZK1at8Y4wS72Z81sGwbIizKTF9a2JbwLoizE0b968wPYvf/nLuPbaa/OO/8UvfoGnnnoK69blyxBtbW2IxWKoqakJbJ89ezba2trUMaZjhPbTPoZhpg7J1rVI3VPC9+d4EzOWVIGHbKjzgQZSxjoKnJMAEK6iE4XOejHPoVezh3wjVgxI/VaWRPnn6WsEXXPq7/D8E68DoA2VG+Jirl/uGP1HuvNODUJ/ywSwNS0tyOXA4pzwZiT7hPCTqiggKPfmbwIAr97ICCmUVd8Y2meWYDMPL/C6rnHkwUcBeNLYwdHfw3L//qMCy5sSvwUAXITnsXtutTouHGG9K12LiC17iHrDy08NtuHspGdqIT+gzZChN1nCIj0n0Y09aX0fhdg/GBS2F3idAPm/zAw60hPaASwvsH2G0Xf9GwAAJ936XyW9LvWo2twropvX1O3Aa5teBABsTM1WmSnkDDfPAbRT7WBGOM1PMJq0U7YIXGBDWsxrcTurxiKxqFx8x6Vzn8YvXuHgn6nA4dTFpiPsHDlMZPdpwzeVkBHrtKKzRCLVDiJk1JaZG17WV84IVYvfseB2ijeV0+xoIYsEaSPd24pY+U/fBZyo+B6vn7M3JhMqo0gu4/MLW5+LOhPoNDJyGlk+RQ3OcghaNcYEPFIbdaE5OwPdmDtpwyuQkUJOHm8vj8cARtB0ZG5ERwL2YeRZGTQFOdCCtSl8y+dtR+x8ZbmryLVNBc8MhDPTbul7EnpbtEloY9m2AtFzTGFeDn0mZclGflaY+TkC8fudgDIgqu8RTU8etAHB1N3MdxKNabPWdo1Y9Q/4sGR/EVVWsMxWWZS5gznY5dM35ZcBdu3ahaoqPTEVyhrZtWsXrr76atx///0oKxvfppYMw0xRtsklZVQPQBuGK6GdEpRNGUd+jz7LOMeCem+l5Lx0YfMLKLPFu4p6QEQtV8vkhd7BZRjSWM4cRkzxVDZihw94RnnPkZS0GvQiKkakISMFnqHKd5lfb0shT0ZlRz3DQm0Gjxey8MSNJY2tbugsJRrju5HPkcD52Dj8zc0wzm18Sa3fg+V4vS9KbLV0CQ/a7prhnRMR21N9JuK21t9XJ2TfoBxUCSOaX17oaVbHnV0Raowd4swGI2MkFLSYjTmYUyaUyahvjCEaC4ug50amKFcsCJZ7nhUXPzByQC2q6FBl+8L9QwBRaquYs+xQ2Z0T45GylMwygpQp8hAWY086qPSfVr9drcedHB5OHQEAOL1fKqA2tF3C1EG75Ho9gn2tGGYSw86RCaT+39cDADq/vHpEx8cXGMp+SHB2e3KqJ4NdafQhUU13PViFjEMFUqbN7A8/1Ojbrg71kjAb80L2QwlnBRijyus0SvqQf6fcVqVylIGrO9TAji5VINNhOlJ9zeOqVBA9A6dK9h8xyq7R3yO7L4Po7PxSU6qfjQcMbg9K2JH6KFzZjC+QERLCjtvw+mS2yZ4cYGQEObNG8Dwi0GPAVCKyoWOGvAGxsAyntCXHYeq2ViQ/OH0j10qCFECof00g+isH/RwOwVZIZfEAwKqSDyyLwiXa1IGj/x5v0FNzRa4rh/g8MSfO9FJJyYtkBslfhoiApZ8pOZ5IYbYRdJ6FfKlmFpkqw+Ub1ytDfp+RqHGdGPRvW04/49UPhMYFlRXMdeTUGCvUp4mZXlRVVQWcI4VYv3499u/fjxNPPFFtc10XDz30EP7f//t/uPfee5HJZNDV1RXIHtm3bx+amoTVq6mpCU888UTguvv27VP7GIaZWiRfL9+fa0eYQTI39NkMtiYDs49glqVUaZIZKb/HoBUbS5/jkSxjA3YmZFA3Dd3l0M3BSV0aMK5J8pwpW2eMeycjZxY6IIES4oxMCHenq0p0OnWGvK/tsdOaY0/+IwDg8UcvRmOZ9ky1owINB6VwHYOWq1MIlimWtGXExgrZZ6Kpx3iYcpw0pPvQnigQzWSOI3mavVeOjQrAlgMgmyyij5mXJtnchdYBhutLaL5aqVxuP/BcTA6ERy7Bqaf9ZvjvZ9AS1T+uuw7o+nxms+2eXFAZay4r1MxvCEz9Tj7PI1XaN7TNxjRMjyYjyNDp/APyYjJh1jptZuthAPDkh94OAFh6868L7jej+bf0NuCMhq0AgDll3fjdnhWBY01HxTFV4o+8fzAZaJg+6ImHvDElJu+L6p9X+3bkalVGyZZe4Tld3zkPSyrFeOiWL4lwOa9DJtyTi8aaD/2uyYIz0ZgpAztHDgN+zkek3miofVBLJpGa6e0MyPUEnSBOhYygmmUj225Yz6XjJ9c5M8sqmX1Xog3R4N9GkuswyiaFxo3b5SrnittT4G9oXM7sVWLLvjBOTQRuoSyU/tBns1StqSAUiXzKE8ZtqJJtgcbR3swsnzQcybesReoHUqmnP4+Unfxuw7hdZwiuxZ6HkYJP2Uk0RqwqK9hsEoA129YCkNmzZDiGqots1v2WMn10djQvK2lwR6mbW0wDHABLjc87xvG7SLe3QkvXWC80zjzo8WUq/bRebGwSLlTkm1VhBctGMIcF9zA0ARxN6vjZZ5+N5557LrDt3e9+N5YtW4bPfOYzmDdvHqLRKB544AG88Y1vBAC89NJL2LlzJ1pbxRzb2tqKr371q9i/fz8aG0Xtkvvvvx9VVVVYvnw5GIaZolBZKTLgmFXy6jG96Qh9liqps8DR+0y1Y+cE3NMkpSEqhd0mBMcIIW3ZNgmt9UBTTApMJPPWQvTlC1+besTEoXuIEEnosVmglFc0ZQjUZHiMA+0R6RXJAQ2REYRru9DyWJdcRhDI6i7YFH6Gc/vbPq2aspPB+V5L1KQ6v1Nm2HQD62aLxgzNZT2BjIGhWJ00fmxZoEkK3+sGxHWqogPKYH5v5zJlcKfhl7CKZN5LESqacwPOj+fcoAd0xcBegKqX5gCrWQbf/oP18jB701X4ysZz1ecrj3gEB+UzWlrZPtRpY+IYo3fN1mw9FpeLiWNBVEwwXbkEVtWKBu2mfG72o/IiQcfWxlQjTq0THvSNvbNVn5Fqw4k3IB0zA14Er28UGVKolTuD/eCZCWay62JTDXaOHCbMslV2wigHIjMorIgFt0+8tSxz/BkR09FZQTesn/PhyawDO27Bp+8wzglH8QYiwJM2rIRs/t0uMwcOujrLwIFOy6TLmLdg1JD3MzIzJOTriVQ5eQ4SRkDNpbu/tiZvn9lDJBw1b+7zCzgTKIPAd32VjeEezMGZLbbb1Ta87vxIAqssNPF5RrQ2ZSUNoHAGAl3OLNlEwrV52SKGUcr09Ts82I0ye+SHrUi+l7NHRgX95Mz+ENJBFegJEbdUNlc4i2w4Ag4tGGWUAG3EDveWIMWLlL7hs89hJ7QDNTpXTDyp/2xF8soZPhb2GusxBKNN6bdGv9FwJGGo+blVYeWXC6FjqlG81vZoCTtJC5VgI8xa6T1Q/ZOyu8V70o5Zan7yZF8rlT3FzEiSySSOPTbYTbmiogL19fVq+xVXXIGPf/zjqKurQ1VVFT784Q+jtbUVp5wiMjnPO+88LF++HO94xzvwzW9+E21tbfjCF76Aq666asgG8AzDTCHIQEiBGmYWbA7AdrlOAUAHkS/3mm2JTMc9BRT1FTin0jCom7EfJD4loY3x0q6VnaeVqminoUuZNldTBuiSyxq5zED8/5Kh45gAa079HbY9dU7+jnA/NFOmLZBBEqBAZpF6BgkM6whRcrtZ8o0+EzUFziMZi+S6rLFOMlbZEN9pIu93RVoInA/YR+J3f70cAHDxWXcWOZkJQ9kijuWpnhHzE8K4/VxfM1YkpWAfR34Pz2KYY8KU/Um+9qHHBc01DrAiIr7zucHh08SsefKknUD7kUKpaH/qHCw68S+jvNHpx4XNwmmwK10bKLkGiFJWz8uSaNv66tRzp7HQ58awUPb72NYnXkZljlaSyPj9bHcLjq8uVPfu0KBSW2tq86Ps4sZ9bEzNxsOdsqxWrSyrNQ/A+tBJCWiHcGNp75VhxhO2HMwwqISWVS77lVTa8HvFBO2nPFVCiUqVUMNsAIVr35rGLBK4oroPimn8cruMJst0P9Ss3fMRqRLSn9uv7yMnjaH73nMcZv/oHyP+f04XwhkhZrZIITwZSWQ5oV42RrN3KplV8HzpLHONMmfRI7QkTo3TA9AskoYWtORX++2G862mgJfZzDyRX2lVWcjt0f9Pc7wwguT7ZFmI77cGsjGsSiPLowcqoyQQpU9/2mKzv3S0+V0+rEZ6oAiWUAIAVxrVgUC5iFGX0UojmJYrz8/u0ZMMlRLMbMsgtohD2cZE2GHSjYCCpDAzQ3LGOcP5to1HEshiqggNBjObpMSp1pHa4MB2GsXn1K2tSH5ohjvSSkzOs8e9RnKh7ywlN954I2zbxhvf+EYMDg7i/PPPx6233qr2O46Du+++G1deeSVaW1tRUVGByy+/HNddd11J74NhmBlAKKDMk8EoiAN2TyggxYUyuG+Ny1SWNLB4IJxiAF3u0iz5ZEM7bbqgvofKZqn3fRraGRSDdrQUCEBPfV82Zn//zHqXbuqTDT7k4zrSPzD0wUCwhBqJP2HHClDYKWHqVF16c9tc7X1p6h/as9WQk540U7/ab6wXug+S3RqRH7Ri9rULl5ib4Vx6zu0AgF8/8G7MS+jUoA2J2VjeK35oq9MiE+TB6BJVTsuMuqaI/CGRv9PVFTvx830nBnY1l/Xg8Y4FAHTz7cFoBDXO2FOrF8qm36mKOJKdRlnAsAlmNtCwSYw1cpIwI2dXuibwuTHeWzCzKFwG69T67ejJih93XawPO9IifaMjo5/BHuM6KstD4hk1y8k5vzy5D7sHikQojgU5bVIMwNbKeuDxCwEAJ6y5u/TfN0OZDrrYZIKdI4eBuq8+ifaPiRecNxCc9Gwjs4OiYH3o/hP6wMLNtx3Zf8Qb9HWWiDQoWg7Xh5wKVH/ucXR+cYi+NK6ve82US2dSylXOLDvpKAdJMdx9Yvx4Wa2QOcVq2Mq50BvwYNfRB7nPVKQKZZOY/SjMoUvvYxsFlTGVpULOuUKC/Qwk9YvWQLSguylUsm6Ez9KqtAJ/d5UxYlvaqE1ydq0+rlij0IBxnOYiw4Gqxg0p8i6CWUbD9S9h8qkJLv0XjL//fGPuH++MePnbVmPHlJ+MCg/KMS6xklZwfBBmNCZF0NXIa7T5iNSLg70+V5UFZJihePDBBwOfy8rKcMstt+CWW24Z8pwFCxbgj3/84zjfGcMwE4nqPfLb1mAGgANt0CbVKwVdbqoWWiYys0lMFYsM0xSgQj0buUTRlIEi4VPPDQL7gz0AAQAASURBVNObxoYeOynk6z7FKmWTrJNDsNRZMVtz2PY9y1gnG30Kw0dsZ5AX7JIq1+ktyZ4CKQvyvs7GJjyQPrLITc4c7t57TODzd+f+r/6dF9Fl+nLiwBdTs3GsLJm0oVd4NZfb+9RxO+xanFovSh/9qe1oAEB3tgzLkqbnqwBhB1wCelwWSH5NYhApV+xI1YqlcpIwRdnS2xBYPvAqHWxjlt6K2znVQ2Q8OEFml+weFEYWM/ujwQuV2/OBFjlQ0jGtgFGmC5DvzIlYHu7aJzKwL4o+DyySO0pdYYBhJhh2jkwS8hrIur7a5nuiMTEQLLEVPsfPAa4sWWVGVQfK5pCRkubIqCinlYdZeode7OFyKzD6EyAUHUwCl6O/i8qgmNkPymFjW/D6XfV/JMM/OXvCzcWnO7XXrwMA9Hz7lEAZrejsGAZ3CiHFG8zlRUkDhrMj68KWGSO+fIa+8eysQr4yKeSbhnXvgJdXrsuKFHG0UZmeSluPNQ96xhnK+C1LEFBj+VxXTvWdiTTJk4uUU2UMqKRDoDSfXOaC/WYAwxE1EozIOL/XmAcqZVYaNfQe609XjptooxDUaNwDQKwpCr+nxE3lpiDJ16zNb8ou9SSrxdIlG7rk0gwMMpu0mwp8WJk3nWCmY9L8/faFthVyjh4K4Vrd8vpWowVvr3w3FnCM2HE7UAoydZOMev3ozIp6HS9c357wurPTuc4twzCHmfD7j2SoKIKZFhSYYvZjIzHI1JuajGvRsSS6RABbyuu73WplTDUbMpNBKiJPWmB3asO5+Q6m7/aQb1i3oZ017dDR/y8ax5CR1OjtpTAN712YcSRXrAUeuwiDrta3nkOzKjGlSCAfMxDMFFmLxbDRWKvX5zX1SaEtAy3HFxODqd2BjeAzpu9wQttMSO6qhc5M2gJkjxcnnVGxFQ+1Ly5yAwzJq2diC55ztLF5j4zUp3JGc8q6lXzjjKJp9rHVYhzmfBsNvUGjd7bGUXJ/lKpGjKU5tgXgeLlO80YnANl2rSE1gt4205jez5wHAKj/92DQ8qVzn8bnXng9AFFy66zGLQBEjw/CjMCnEltE3M6pclpmma5t/SKTcM9AlRo/xJKKA2guEx6KUsvL4ZJb+wdFdMDTmIuVva/Im5Y7Laj5L90kBtwc6Hfb/mfPQOPxD5X0/mYqrIuVFnaOHCYabnwKALD/yhMO742MFRktZcHSQhMJ1KYd3TTGkeG7MaJKeRG5HheQjhKv19W9LaRzJNo880KtUre3Bsua9eQfQ84pt8tVJbioB0muPRfoQRPGmSOOcwC4+4XQ5Hu+cmIRXqpAP5KoBT/lq3W9wzio2LxZE/qchnqp+vI7nXJblFljhkb+zZ2jxHPzt8uMs0zw71bIeBzGz/o6oyRZwAGWQn6EJbQjxA+XhQhfn7IFQv1H8souGcp8dpfwhtnldqBXEzOOmJJBDbTzg+b4Cn2M32Y4xmTPKnjId5BkoaNoLfnuAILOU9MpT+en5frM8o8zDMMwE0Dyn9ci9b/DZAdMYrY6wc7xiyMHtaHbEMe2uv+fvTePs6uu7/9f59xttjtzMzOZTBKyGcAYQMDIErQUEVCEWopt1S+uxT1awdZqf7WtrW21q7UWdyrUDWur1uIGBZQqATFCTECWQPZkMpnM3Jk7213OOb8/Pp/35/M+y2zJnSWT9/PxOI9z7tlnPp/zWd6rPq8ZWF/TYbnOo4PsBiOIG8L1ASCZLleUnEJ8+9A5od9XL/tV/KRhWGMS7mXNh60Jw/Bigx7srgAKvdolhJRy3PMjYQ5oxmoDCCtimiLnTR6R2dajMrC+pOtHM6xyJYNEwzTJN2JpTlut4gd7rsXH1sbDBp2jkwRGk59H2Zi2HiM9rhK45FDDLh3e7ey2HhPGizxP2jLjKOZVXSqUpgirVWXrSJ0ca8iYUE6Nnj6xFcAj+gTx7J9TesvKKu0r+zcBAK7segrNKVUAu0Y6TSiuN65+OHYNMVhtMGW+Id8LX8+/uDKGQrE16hNLfg4b8qoe3nf0DKQdH9uKq7CpINnXhcWNKEfmGfIKsKFs+LHw2q8EdqwbAH5ZjYAzy5RG1snZnCLVA1VkltN+rXQY9RGMRYSXYza/CACbxJ3eIcmSXKJzzQvce4Y8a3homlqf9rDojH/WAbMKImWG1+MZ7yPK60EeSiFcW0+Np48fEZ4nDZR40r/xyHl8PjeFBVVK18FgyIezVidl/7q2AH+1WIBPm+inXGP5XHiuiHGda6QUhDzDTBi1SXDSLOeJE1lD172oZSbPaTFFj0RKvtpADZll6qVLH9+M/M1SD2JhPkpsm4rRY+dRuXC3+nF9TgXxyXU935E/X8PbslA9IiFDI6ySZtRe57apesnzFKVadJtR8UNtHzBD7yhBEARh8eNF1jQUpu6C9TlogfW8JAvscYS9RAAlKCcZ5zJYhT+Ng32Yvnklj0VCfV8NWEPm+9zY4PjTCQh14pzUYetJy71wqeyOwOZ74fDxiB4DFcq6QANYj6QkRQg3EOGeI9FQw0nXcm+iot18vMW+JA+7k4iu35kj6o/4u9LlwK4/AQB85Pq/nvxaIcSxSjNyrvp/N6dVgzDuZzBUVR/6PeU8Xtr6FACgmyqYB3Q3qO2fjD9n8gdofVum7NmxNvd+IxIMGhtRxVgwhWsJzRtIsboJKG3X8/JzT+352LomGx/vof412LREeVR8+9A5OL05nKtoVVPRbP9fny3Ttewes4GrjVsL1Jk0wfZ5WseXR9n0b6/s2ImflNT7kdfKRUv2oiuntMGZmmfnjE+xB+lQW43jWjPDqtVYqs4JJwWhTohy5CSGQiqRQoTnL8ksyxgraxKGOxknlnfEH/dNaB23wTWJ1Ck8F8peLHyX0+zYwXkNtnPlzh3cAhgIhVTyjtrRId073Z5G5aCeMbB3NB4k0bBjpxK6w8ldrAZN5QcnN6EmRUamK4Nqr+qQglpgvUcoRJYb13L5Y775n2dWq47LzbohN3ujyAtdyLapHtBpU4UqZSHeTL6CVjemcAnGxWuAk3+Njpf99c2hibvT5SLojSg529j3Q//XFKZ27U+CbsVDCJDQOofwJD5pkjYZXIivB9+ZdRl4PeEXdVxH2obpEG0quOVfhu1riuzjCVp5OAY+IS+qTSfrxEcSDrue7jlbow3dZqR14nV/xDfhA3mbkWojV5dZeo9TkFrgGpf/uXymIAjCgoGE0+Q1wPvdTr3mHhkEN0Dg+bVpDJ2BVa5EnwUArcB6aCt/Npwfc8JCp95yi7EEX8OSRoPy9HIDiRzgPR3JX9edAj0GYUeVU4r+ii2wD+5J9gxIJKnL4vPlpCkdledRWCVLN+Jj6qRrPdj6xBV2NG9vRij/G7G+QRdyA2y9a9frMntWvcOmLgJue90fYssdSkFEOUBuO3YhAOBN6Z+Z8/qWKi3V2dnDODxmk0aO+zMTFLdnRozHCAmrAZZ8OwU8NRp28zozHRbMT0Zj1U4WesjKSofV6t7PGiuqC4cArJj27U85KMzViKfKjOeJOaq9PGjfQ/1rsH1wJQDg9JajaM+qCT55izxR6jIKNVKwXd39KwxqL5DecdtJkMIzl6qZMEi7RjpxJqZfF6YNyXJIxzMK2+aQvKAK9GW0ptYDdv/iCpPbSTh+ZC5WX0Q5slCI1LGg7BsZTnppxp6yyOXDUcF7qlVrWRb53z0TeG4Zh33BFHrML/vWI2Cy+1QDeFV9H604cRtdI3Se8vpSYMN+kVXSVDF1aW4xBqtAc2AFlvT3JBgwOY1u2ApPiKMF0k5BW84XpyhLPikmTzUKcZVmoY8qsGVC5TaKqb0L8pHfg7B1hAbVUSUNHY8OqiaiESh9RlssvePUs1jKX6GVZP+jw4JQOTXqJZqv40SJTpB5FeP61kiiR8oNAoTzHZF3YpKSxR/0TT1wW1mbxuvEMARBEAThxImOW0lGmEY4pBTv9xZhknWe69Dv9eGervtfyflnoXlLCxCSNVIorKj30URwryRu5T+d/3UKYaUHoBRYVI/HkajMKHWpAdoqFJF3IhZsg+yaJOVLQa3+qHAv/m7/5dN4yVOPpTk7MP0uNuIa7/FJzo4nu25Lj+OeIZXwftMSHcYoBRTSqrA34ggO6pwllHj7US1Qn4inakvN/OBM11ZYv9F+6yaPgG7PMr5nPFd6atEJXZi9Ze3m/bNX4OwLvzfpuYuVY3/4CrzwU18GAKPU2D3Sjt0j7bikY3ddn7Wu2XqXPFFaFspdsq75WOhc8kgCbGg3ANaIrQz4nboe6Hm96wWh817c+CwAG+btWKUJh8d57Hzg/OyB4/lTBGFBIcqRBURIoJ2zQmqvqAXYWduB1frsqKnxeaolS+VT5hryBuFhkrIrWZJ2bVHrOAB0cu3AC8yAmBJyBxXfeBo4OlQJAtgBXBp2EEavlIUdFJIxBE/M3pVCMKBP0KFUqkdrcFwHTqMzbeH8Yid/oxZ6fm1zyKqs4dwGVHZZt4ogKRQWudSuUQVQO1gz4WWCKhNSZuKj9oxOnBXy3HDiuUdCuUaS4B4GVDcqmFrYrZ9HwlWvh4XLoaTsAwjH9D2Fyb96K0pfTI6X7VFun2Ef6dP0/y6XcCIvSt4rTPUp8m8+2g7w0A/UDuQQFiJMZ/JXBlJLdHs0bgdr1MZ5vR5SXVFf8VOcqFEQlXmSt1ADbDlzBRjtCxBWVnJl5mzA2h2urPWHfLjdkfYqBTNR9w/aykp1AwDSHZFhjniO1A1vHqyVFnMSQEEQFgi5yLoCmMhXvA/lfeOZek2Guz5sP8rH03R8nF1PYzAuyPZgDYHI0HgEVklTQ1wpU7Ux4+nYmoYB+NoiwYcDl0JY0vuyMCjBgcB44yZ6iZ+ifOT6v457BvRfiDct014BZDV/KH7tM4G17F/vaKFlBVMbdpCShYqhCls/uOxzKsUc1a0mGGVHfkwrRLgnUtJ4nytHaEz/LFA8U03k3rZuKz63++TM11NvbnmNCjH2ye++N35Qe+p0jozgnsKZoUOHxq0HCXkCHKs0YVR7GewfK+C6FTumfH5XbhgPD64GAKxqHEBrWhVed84KEMa0h8oYMtYTSpfx8obJXf270/o+6wDwqE+6jVxTVZZYezMyOedc2vlM6Hd7djTkhZbSXn27R5Sb1vKGQTPOHao2GC8Ryg9y4ZJ9AFQi97Q7y/Iy6p9o2D1mw7ztcJcj7ajO8FhFaWZ/VD0dl6V22WtG7HUA0LM0b9qZWX/3UwiZi9UXUY7MM0tvURmujr7n/Hl9j2i4LZNrwHWsUoaHPyL4JCHF9tE2F4oTNcDJ6vBdI+oGqULKPNPkQGHtJo9HL4TxdVi18l412G14ToNJlk6KrVSLawXljFC+Ga0w847VrBKCSBBiO1nHWjwlhVRzMD2PH160GbbW9051peH1xl1JJN/IJOj/aXpl2iiXvMNqnVo+/WY/GGR5IKgdoG8+h7CXAo+9PV2ignoXdhDGmyQ9sHJcB4EvbUES+d/QytRvncBElaoGC3+OHGyZ8M8wOiHnyjCucNHl6Ha7YQtJAEHJN3munKwbH4jXi9nInyIIgiAsCvK/y4yR5hved5IAnbwCsgj3kzTeYv2v3xGez7kI4NKgkDsJkFdpO4CD+pF0rcM8h1nIW5EaTIEHGMNsrTBZj2PhXA9J86LomMeDUYD4XbocUoA7njD+pXuPI1w+0VwkU83HqC7lYMfzLbB5Jdzke0i+kYmhnAwPL1VKiwuO7sNLi0obGVWSTIbJS6O/X7/ZMcqMsq8KvT07ivv71gNQIeDO1R4l04XuA9iQOeNII59ijQYpRbi8Rwjx83e9DgBw1Rc+N+NrowJn7h0y7qnyeaLUZfKYEIeZgm1D/ogpy5GatYZszag69IyOjbg+d8z2K2OAO5zQtsxCWpDHhpaHfq+r/yME4YSQYc4CpFYMC4IpIXtQBVKtqsgyy7JmMEXncwUHT6RMCbr9Md+eQwm2eVLtmQg1hTkj/9qtKH1OT9h0cWXPUJLJ8uNluA3hzrRyqILsirgpkcnN0OjCK6kRjTfoIdWmRjmOvk9ibo8AcFsiSqsA4cH3ZF4A1MHywTV/zBSG/8aSbdCH06WTsmtvifybRUlC/4PSZ6cxsWeD2WCMKT8oRFoAG56rie1LuD4RKtccwgoOal90PfGZsi6UJDvJs4VB1oyO9nhz21wZoHM6YeOcA8B+tl1k29y4azb0TUFkXUFMAOC0uQgGVT0IKr5Rmps61Mg8KquwHnQ0D/BhFC6UmN07UoOj25MgAGoDNWBAKQoFQRAEYVr0RH7zpNZtkWMerNdAF9vPczvwfhlQ/Zfuq0pZO/DJT5moT5gPkjwDbjui80pktQdJC+z4pQjj2RqiMbLuhR3DckOOiDFJaF8jrKKrDGB55LwkJ4AarNSHhzDm1W2KgAA09ir0KEHrjxpOx6P3vR4A8Bsv+dIUF58avOeaT+CO/71xyvMo/0RbZtwoUQAl/OasaizinlGlSOkiL5Ah4KzWaAMVpkHnmyjWGtFbDmvKzswcxUpXW0GRyGkcofLnbdKEVGDmiz2dKtxSLiku9inIT4+sCa1fs247AJUj5oNn2jwb/77vAgC2vCiXTL0g745Rfd+1WuFS4pPtRiBfifQ7NZiyLTbqxqoFKDjq2z8Hh/H4qHJtpHq5qqlo7ps/VrZGdLq96R4p4bFYYyUICwuRFiwQln7yEfTd/AIANqRV1Juj1l9FrV9JFlOFtBmAUSiswA+QIgG2ziERBDapueNYOVVqKWVHB4LRSSRjrvXaMLkIgLCVUiQMlruCScCorc3CPjwD+P1+6N2dFICEME2VQ5XYPmFqbMgrB7VjdqDiR0JwResYoBQRJLB0eLJrOnWiRN50KpUzH9hz5UdSMj867gPBABPYa+G8o/MNBEPihjkZ+bdrJclnNhvvIbdZ/XNNmL4+zygWAMBdoguOPrWpxmU1tmZWJ6YM00Bsbp/G5DGMOfyT5+G49DFSpPhaieeXfJOPovSpzci/S5RloXANS2CFNvR/5J4dKdhvm/73zYgnl+Xx1nmXQYZNDmwdqGFKhedxQW0MvVsBZrIeHLL1vXI43G9kV2bN9xAyCBBOCC9w59y1ejG7cguCML/kX6vHUF/dHBZs82ZnGECf3uZJiKlfJMF0N6ywu4pEz0iK99+sO1+3yDrXJKF1jXkS0O2KQch7wO1R99jRZIVQ5zRpd4YU4NP4Tyfrdh8L7PiMd53cgGIPhOMhOi9iBh1mHj3RnErLI91SYI+7CHvpTkSS4ZoDW75VJIc4JqlQAODJyDGe3F30d5PymituBQDc+3+vxgWFffZAAYBOP/LK/p0mPBnx/Z7nmdBa3JMjCVcbtzWiimJG3eei9r0AgN5yi1GInNl0FIUmVWn2jquPeq+3BGtSkyckNEpaXfdKyBmlcL5XH3Nh5mndpRKeaVJeCY8+dC0A4LyL7pz0GacCy5qVhvy+3tMBAO98zk/x7UPnAFAKEVKMUXg1SqLO93Xlhk0Yql3DndgzqkJwrW2yniVXLgt/sP061FUtcNHg1jlZlG7XNraoRLD39Cnl3eHxNry0+lT4XDYfHTs9g0ugcq88cEx8RuqFzMXqiyhHhNnHiaxrgKsTRvMBVlAJC779coB0h86ZMVAzyqPOj/9iFl92YZJ/m56wfX5zaPKSOz2Hym4epF+tJvIeiREE8LTnESV0BybwHuFQm0iDfG5gwq2iwjnBwte6kev0AIzc+oNjcaWd0+DaiWdr7LBQBwI2OeeKz1SHnn03wE7y6fudhoGRQZ/r5tzJrdT8CbaFuYOX6xDiAiIOn+PxyTsPBxL9pGuAQ30BO2bCApaYMoMUZeIlJAiCIAgzQ4+j3EqkIz4DAOUK5p4F1NcGAE7T27rfL31pM/KvPzUNUd5zzSfwye++1+QeAYAHsRYXe3viJ9M4KRriKgqNnwJM7T0SJQdrpMKe85Ph55jtFzc/G7us5OgBXgNL2KzryEp3EHiuPjGqJAFMPbmstgs/Sp8+jZcUZspLlj5ttinvBGA9C/Zq7eWaxgEU9KC7WJtOUk9Fn6MH5xmb6yQJnh+DkowLcw8lXF/b1G+8jmh9aeezRhnCvYR4vpNdw0tDa56j4uzWwxjLqUmWKe8MsFLHWC7UVP2q5lKoak18RiZjwiJFlCMLED8qmNbjWCfrmhwS/rAHt0UnKaaE6WkHno7fnmrV3ieASXoOwCRf9wZ0ro/uFBzyMuEW+yz5uxFakQWxg5CQzOStoNo0gniIJYn5Xn8o5+JpWVQOxD1sKFG78SZyHaTIvIzlbagNxAdFJnn7sA83H9EO859T9Y0Ftk2v6LF7UJ1K8CZx0o69hn8SpMMZhdSrCci/YyuG/v5iAIDToL7lVEMqbs3PfgdF+092dJmnGlPw+qcxAOL5ZbjSayLlR9R7ZKqeiO6Ts55uTsaB0xp5QJ2NY0566N+zUq+P6DX3+gHCOUYA9d2RlWF9PbzjRLs75h1GIfQAhJPFJ1hFOsvUH1t7pma8L1MUrq0WwGmL57ISToxa4CI1x9ZDc510UBCEU5SoHDDad2RhE6VzYx3qW/tgQ2zlkJhjzdUhkPvoomags5/F4oqOjZqsxbg51gw79snCjK/PoeQXNdgx12z356cglFD54bTOK1HbFz+JplwObFm4QLVgB+GZ4YSxdnRql4GtX/z0KUKj+nqej5y1+G3Qg6pM4CGfVZZOByvReHGw87VehOdca9XqMuya/OGnMJf/2tdR2qHCHfs0IN+oVu5YgEJVCZ2/duwF5hpSuvVXmrFbewgQ0eTeUSgvRWt63Ai5Hx9ehhHPWjpxZQcAbFqy33ipTKYk4ZS6csgXw+5DOzLLzTi9KR2XSQiKTz/7Ivze2ocAWO8grtDgSldunV+rezLGMI3au2Rlg54QWqcUHGzS7UIZJtcN1ee7e59rzks7Pu7JKC+Slw5rD5IMzBy0sVbFw6OqnWzNSCz/eiFzsfoiypFFjEuhlfTaG/UBPRBPF3TRl2AGyya/AMeDFbBxy96o5ZEL0yk6bY4VjiZZf7vsXsyVm3Je+CM6pFPaMbHjs90ZVHpE8pl/61aUbpkkr4T+H6cKKfi6rCl0GbyAhduypAo2Jw3F9zf5SbjSImnMxMPxNLJtPmaajgIjBSuoJ28T5q4LINGVXPKNTIyzPlzW/hMsx0dh+p1aqiuiUXFge45KZE1QveETwsng7QQP5VBk1+tXNgqRYUzfKu8UIv9rW1H6/iRtRDmyXgqVkBWwyhMeIovKhv+PuWKSh2mgcuY5hpKSrM+2wZF+Z0/ntUl3pCdVxAqCIAjCbGDCWOlxk/HcCOy+TkpO4sH2xzxfCSk1Ati+lPpRbtzADMd7cioHADII5TRwvcj8rQ/WkImP1YpsmwTydP+jOKV5zzWfwN33v3bqE2mcFCD8/0wy8KexCc/rqIvQZwaL7lCCJoTqRwUYa1IDsE2F/Wg0Sf70yp18ME6Knp4gj+5Bnd9iacKJIwn7hET+cOdvhn7/w7r/tj9mKF98qH+N2T67VSk/944twarGIoDwd07bD/Tb8EVTKT/Sjp2M/efBc9mzVH4T8k5Y3jCIkRZV6bpdVU/OwWHsGJN8EsTIn7wMAPCcf/5m4nHuDbQu3Y97e88AAOwe6cAb1zwcOnfXsE1Y9URpmdk+vUU1xA8cW2uUFsSmJfuN0iXt+GjPjphtYlwrZyh81/qmpHAfJwD1G0W1KnXksCGvJpr87xCEhYQoRxYQFC6q953nAQgnVQd0GBqdI8LJ2gQiPCG3S9YhtQB+LbBCbmHRkN+iQ2z982bjZZTuVJ8yhcjinkUcnoukeiSsbErlUyaMUmK98dia35orPyazXqLBOx+b5di+KVojyn1jlHDLHJT+XSdlf4MoSWYEyxtCCc7hOsaLzBz3kBw6iyutpgOvalxxxieIVD/GMXMBdiayPsXJX63biB9oJQn9Xyg0xuTGZzMn+u3y5oN7jCVZQRLkAdLgmrB+Qa9vvJgMHWybzwW08iPdmUatVxJCzgU130XKn2NrpTl+niAIpx75/7cVpS/o/jMaQpK8RHzYvm8YVsFAY5wute2WA/jNU1mICCcbV176NQAqr8QZLVZbVEQjCiVtzVVGcthZPfbJjOiJFffo4fOopGrDDa6ZQuWplNZi6EeTwJzDLdS7MyWzTUqTrtxwLHl3Ig4Ald4C/5E5T20ceidufPmnp75WsOi68doVv8Az4x2hQ4fH24yCY3mD1YA2MAXHTK232zJjaMuoCsIVKYfGrOsb5bag/CVcITMVjw6uNNvvesUnZ/Rui5Vnb7reKEjo2/rYky8FAHzkrO/X9Vnrmq27R3+l2YbL02xast9sU2J1AKi6SqhTDVLIVHWb1ALTl62s6vrXBCML+o+e88z1V3f/ymzna/oiqlLRyARC3ZG5WH0R5cgCJ7MsLO2LKkyiCbV9Leik87xhHwGzEkov0UL0kg6r1Zqygks2gAuFNqHQJPQojwnZ+evk2XbUqqSBXc9D+QzEpel0b4+5GAe1wCRiFqaJViYECIx3iMEFMstV3aoeTvDIoYG6D1teUYF1wmXBYKR+ZhzlnQTY8AKA3cchwWmeHadnBLDh38qTaWCEEEx47K5w4R1Q35Q35JnQQxRCzyt5ZiBEYfkmhCd4jIZp4J5DpPzIwoaomCj5ZPQegFW8FdkxqoctsBZ2E01ABQvPvdgO6zJNc/pWxIU7gC23IuJlzYVDdYZCREKv0xvS9plUPbWnt/+s7a+CWmDaCvKa80d9uO22/yh9ZjPy7xCFqiAIgjBNJjOKzsKOawp6PQZjKODSuJWPfXjf2ZSwPw/rMc0972mbZKSNCHvxatl2d6AH0lV2nBmkmJwTnUB+TyTDNvfUDmDHBDT+aoYwXeh/ySMq0D76P05kIEa2S2WWlL0FcY+DhChGjVU2SdPjuG6U8LCjwtrsH1uCC1rjIcC6sxGPkYMTPEem5DNiU0EJpr828AK8Nq1zp+p/dbGzER2RfB4d2VHsHJrcE4O8D/qrqgEZZMLwdTpZ9yXtu3Fnz1nqvEoTru1+LHSPodrk1mjt2VHjWXA5y4PSyJJ8HxxvCx2/9+gZk97zVOeSjj0AgO/3PA8A8LZ1W423yPbBFdg+uAJA2NOH8r1cqJVWh8dbTVguCqPWX2nCpiUH6vuy4+Htb9aeD8Aq0cpeGnceVvXL1GvAGr+xUMikOHl4bHV931EQ6ogoRxYgXZ9+FABw5C3nTn7iHBINo+VEraDGYa2rMrA1i/pONkkI3UcLsbx+ZumrBVpOyoE/ymYSKbG84uRv2orBj11kPSoA5S1Sm6HyQJeLN2L/196Ih8yKKczw6TCVcVqHVAPCA+gkI24+kYvWi0ZYRVuCEoVyaGAQRjgq1BmqQi779ms2r4OB5xeaidcG9xghQTdP/kmU2TmS+23G5F+uPUjumSTMFofK0oUdEKfZPoKHQZss9F2aXZ+GFaxQX+HBCgzovFHAyblI59zEfEiCIAiCMNvk32K9tBcUNEbihkskZB+C7Ydb2HnUt7Oxd54GWBXYMfde9pykMR0ZvolyxHD5r30d+x+5HIANS1VqVQObfJkpnRJCA4fgY1w+xpqOpCYPnJkU64zKvRnJobD067lUqbicnOZfrQh76RI6Ks7v4lH8R/9503hJYaZQCKSj5bwJoURwj47z2pQGq8GtmVBJ06UWuOhqUIPy3SMdph5SGKYN+SPGy6QWuKGwTML0ePam6wEALX9717TOb06FtZ1LmZfPrhEbYqstrSZqXuCacr+/7zkAgN9euR1dOfUR89wmg1U7Ab+gWSlHM74q9L01G9d6TXpAtQcNCBsoCsIiR5QjJwnlZyOJi1jcULIAB4C0Tu7mUGxbFlrJSdtrKLcEAsRjn1aZt0igFifjxLxWhJOEtBPywiHIOyCzLBMLsQXACkMDxF27C2y7OMXzySJuGOEEkkDYQj1pvMUEspSIGwCcbvZCUi0TyV+/FaXb9KReF29qmSrz2oEaalohSUmr3YwDJ8uSVlMuIt1u8P9/IlRWDbDlOg5b1jT5HoBVmPEkplOVI5+MRyd5hSmuPcXJv3QrSv+p6wI1BaRYpP/lKGY/LBmVsS7L4FhglDB+meXE0d6DVDed5a6d5Cfk8HPb3dD+RA9LyTlSd7zACSWMnKtnCoIgzAe1x8MK+zT3yqY+lbw0nwPb5/G8yqx7qjoTe+mmHN8oOFxuoCbpF09OuOdtUa/HAaxg+yfLY62rSilt3aS3UxijUeDFS56d/Pl6vH0BlEC0p5ZHjx6Yd/sl+z5JYyRu5EL1rw/4D/e8yZ8p4LOv/SAA4HPf32LCHj2os9lffHAPAKDQNwZssNfsrSohNYXT6i3nleICwLrmyfNCDGnh9/bBlUah8hLt0XHn4bPw9QPnAwBeu1JZ+XemR/CTgeeY66fKSxINu7amccAk8f7EM5dOeu2pzvAHrgIAXPWFz4VCYN3d+1xc2fUkAODctkMAwnlG6g2F27qnqJOnt6rk6WvcAdsGUTXIwrQd9wydaRQy5MECAHk34nnI5+jcW1Fbw23IH5GcI3VE5mL1RZQjC5hlX9iO/j95YWifEV5qUkz54Y95qPYqAVPuOQ1sf1zqTGG1Mp0ZY80S+Ez4zJO2penZeh8PX0OXNCJs9UKX07nj7DgbeHlHbCdcPRrukHnei1SL+O8m0fbBh1D8qwsBAKnO8CTL62NhyVgoKpNXgsEVZ1SngmGd0D0/RQNIReOz7SzCeUmAqS3/6RVHEZ78aYGt0+wgGIlL0CXfyDThn/SqdCiOdlCehiWQCwRHdZ1Ix9sHjCHuZTAGqyjhwoGp3pPqSgbwjoQrTmpZKp64kicIFyZmJdumaAqkdBqH/X82ww5oe9k1PHQioL5TuiaFeJJ2wH7XzMOsrkStMQMWbpILI6aIFCcIgiAIUfI3aQ+Sr1sPEjIwM3n6VrI5CvV/TwPYpLdpesMt8H0gQ4OdJWx/1GOaGy24MGO5sQZ7oNHTHWwLQjnlAKh+kOZi/N7Ud6cBkFzdSTiPy0JXQUhg1fn3AgAOPXoZtg2E/0mXLdllfxya4kbReVKAWJjZPMpGyBiCT9WqkX28Dk01F+Nl38+2afxH9wpHgRJmwKpGpUE9eHobVg7ppAz0v55irkTKi0s7nwnllCCvJVKopF3feAy0Z1Rhvfq0R4xyZCr6K83GS4QULudnDhiPs76Mmjz0VZtNOK9rlz9mQiwJE/PTntX4KWxoqd9a8zi+fegcAMB1K3YAAE5v6cMDx9YCUAopCpd1dmsPAOCh/tUYqalJzoqGIZOLhvLQfPvQOaEwaESDW0VDrorecnRCd4JEjRaZTOdgJhzmY1tROhJh4SLKkQVO+1//HABw+LVnz/ObzB6k8MmuVI08D+/EvWIoSa9wYpDSiVtXkxeJV/TgDXmhfSHokgHYATKPgczjIiddy3KIAAgP5tNIDsEVenl9ea8W0p/lmKTTFEJIsOTfpCf1n59eWIigogrQ6bQFWNtnCyW9jHUZM7VeJMv9RthyHkN4okYCeaoX4hVUN/K/vRWlrXUID8Kb4RTCCdcBVXZUfnyEwcOmacWck3VMWEBql5xG1ihQG1OGnZhnEZ6wZyCWtPOEF7gzTghaj2cKgiDMNflXb8XAn18w368xe7RGtimKD/Xxq3F8YVSFZMgwhRIWN8DOnbiHbML/Oh8oAfWLW581XgZ7x9R6DU8wlyDl8bXxSFdq2HokpRAet00VAgwACiqkFgBcuf2dAIDPf/rf8eA73zCNi0893nb1Lbj7/tdOfWLVluF3Bq3s55VLd5rtB4fWhi4hZct0OFeH4Hp8eJnJY3F6s/rY2zK24oll/8KHcs4M6rwxlGcGAHKpGp4eUYmDulhYLlKuteqy3lTYD19//O54YNsbZsj8cHG1uYYUNjuHugEAv7f2IZT8HNAI5MciHiTCnCBzsfoiypGTEJMMHToUCU+4vlS1aiTgdljdpWMATEidal815KEBAKmlzBtlwLcxSSnU1jjiQks+eGOyLX+QhUpp1tdrwag34AGuEo6FLNGFGVH40M8AqCTDUfwRJsmkf78u+1A4gIQ2zoS5KQOpNqYoIWtsEnYmWWQ7sEJUrgjh/WbCgJ97hpj8JfS4XitFj9ZZYXLyb92K0hd0/SBrL6oPzGMrvULXiQriybejRA3XeD1gXimml+FJ02nfFMow7jViPKM8hAX0VBWS4ikLcegbpHkPjzFO/1eyHOQT5Cy7ts6CEac90v7T87nla1Fvs7L3h1j/0hpuE2qHWb1emU5WyAqCIAjCceIWdL+TNP5YB+CI3ubjJa6EIM/Mw3rNPWC5BTlPN6Cvb6xoTQUXpDcg7rkfvR5QfTid96Re92P6Hr5CIivO+xG23ff6+AEaS5GH0DDi4WtGkfz/5zkaC3qbGRCtySjBOClJEqnCjLtdBOH6mjTW74v87mLb+9n2aRM/Uohz5aVfAwA88fDLsTKltWJUbDvZieep1SsbduI7R6Y2juV5RriA3B2zOSOLGWV9tqJRua89WlxpvAc25I9gMs7PsCTfWmjeiRGjLO1MqQr1jNeBa5c/BmFqnIyds3z70Nm4+YwfA4BJxn5u2yGTuJ0rrfaNFsxxnn+kXvxwSMd3016OV3Y9iU0F9dEP1Rpwhg7VxsOvNR6OWKi1wbZRPrCyour6I4FqMFY1FrF/rFD3dxeEeiDKkZOE5V9TvWbPG59ft3umo54BOpRWMBTAadFa5DaWg0ATDNsfzhImkOKDLe1B53bp40zI5h2zAk+ecD2ICEpTLa54ixwv4yo8FoXISswpwiCFW3ppGlXdyQW1wCq0JoMXEXfn549MSt7IPQb0Y5xWltCdBLFJ3uOr9XklxEP9CPVBT8jS3WkT/s7r1XlKChN0HSQ0z2Ly2MlENAEltSFkzNaSshM3lgcl+o7CcVDUa/J25nMj+qYdhL8/rvQCwkoSrjDnHtTRazx2nafDNQ4jHLqjTlA4d6+nhtQGGe4IgiAIx8+Sv3gYADD4NxfV76bRkKA0jibFSRusQqUCO+4ZZNcsZ9skR9P36cs1GwFsp88maiSMzQDBEd3pa7mqs9y170VdZxHWqEKYFg2pWsjK/+LMnskvoLFXFvGwVVOEBg15jFTZmo+TOxIujD5nHPE6OcEY7R+PXAYAeHn3r/CDnudN/oLCcXFWq9KcPlNWhbe+8RguLuwBABQ9m9Ch4GhBi6fyyQAwc2uTU2YCGlKqsSj7aXOf81sOGC8j8iwYqjWYOloLXHP/ULsizAgKl3V/33oAwAefe485RmHNCPLWAIAN+V6j6No9orSqtcDFqsaiOYeUJ/0V9UFftMRaw+V0me8a6TQeRLMWfliLbM531N96057fModumKVHCsLxItKCk4zu23+JI285F0A86WxmmZVUmZjrAFydY8LXeUaQduA2uvCrgUl8K5z85N9hw0qV/jnsRWLyxcDml6gdCytMMivi5kMmtBZVtQziIbRo/2TQ4JxXN7onF5AnWTDp56Q6U7bjLkIluxSmTf4tOsTWv8Q9jEgJ5g/6cBvCCrHAC+Dq8HamDZkOVNY8nBJN+klZlkO4Hs3UI5crVKfydBGQ37wVpR/VIbTWRERjUWeQqNw07QGNQHzYsucKGY8dp28/ZY8ZbxEP4XoGpej1+qeK0yecCF7gzkMSQPEaFARhfmn7/x4CAJQ+tRlBKSzActbqNmooehWUNwmdXoU1JJDQkIuG33jJl8x2LIwSjZGWIGyQQrlIyEA/yVmAe5VwoxM+r5pKuEmGitSN8vtwD6Sk8TTdey1QyqpB2tug5hUv/b93TfFggbPhgh+g9IuEsTiVD03nzwbWQyVgP5hVjcXBchtW5gbj105GI1Cgm+vx+WVNu/Cj0dMBKC+SVU1KuXZMa8bW5yZP/B5CD7XX4xiecZI0cAJn5EMvR8vf3jV79/fUB7y8QXVCzSk16TpWaTZ5aIiu3DBGajl9/qAJu0bn7R8rmPBdRM13Me6p493pEkA6G9LPjiOsTJX+bVaRuVh9EeXIIiBD4bL8ePJ1nyVabnyutTAgxUrgAW402XkKiQJw75gVNKW6dNWhXQ5sfEIH8Tj0AGq9YUFVtde2llwgaxKCezDx6M15CcnEhQlgQsl0d9okWEdLKqYYAYDqoXDnl1llR8fBqL62DONVlPisHKyQM434QH0q4TfzMAolCY+EXTMeJsKckmpnXQbvPejT5nknqOz5JzyFbiXqKea0sbapCls/aNCVh53cVSFxsI8HMihrArjhIYCwV1YA+3+Pevzw7dkcL0XbD6qDCQIBv+ibfFbuEtf+bZNEnhAEQRCE48E5LRw6mIey8mlssxtwX6HPa0A8fFEj7HiahunR3GxRpUs34iGaAGOE0okRjDlqcDSWUuvGR+wcoPYMm9sV9PzraACng3lyA8BSWAE6i0cvTM6hcRtH7Zvjz8d1y1XCZcrH7O5LSK7Hw53qKDfwEc63llAGBx2tbcsCK93B8Hlc4TFVMnXuaEDjvqJeZ4D8iBqMlZYkWb8Is82OknUVW6rzSfToAXt3toTurCrAkq/Kp+TlTCL10Dx9Clwdtt14okALwwHAAYqBkisVc40o+GqCRsocYWZsyCtXQUrM/ndnf8ccI6+S05v70F9VyqvecguGqvFGYM+o0qIuzUXd9usL5THx4cAdYLmLgHC0ENaWPNWgcqC86zk/waeeffGsvp8gHC+iHDkJWfaF7QDqG2KrLvDOlsZLLLkc5bjwtPV5dnk25v3CCapW6pbk1SAcP04ukmemJS5dDEYDOE0JSgguDKVJUz/ilkZJgupGtk31xUXY8mk6iQDzsBPPpdM4XzDkfz+euH7wYxcZxSqt01oR4qSdZMs0+nT5ZHwqnRW1C7WEc9OA067rJU3coom4p/Dc5t5TQjL5y7QH0ben6UESdb5g1kDBIZYjiOcNod3UVnC9K296JvL8ieYzols3IGzdKMwrtSAFN5gtP/yJnykIgrAQyL9rK4b+to4htupBObyudqaQ1p1xZrfuXJfAjKfSz0uHheFAOC8KjbsOAzin7m8rZACs0dt8/kOGHEMIlwcSztWspFhrzbDjqKS5GDdoI4ULn5/RdnGCd9Z8brcaR776tEfw9QPnT36yECL/gsh85QVA6bObw2PhpwCcqTZXVgbRk1MTIhJ881wUjYFWeE7DSKkvo6TXZ7epkF0jNftQyiXRU8sbJUt3toRHhlS+iMPa3e38FpaHRJgxwx+4CgDw65/7t2mdn3ZVG05KiW0DNuHP1d2/MtvbBlYBgFGctGbGjSfJ6kZrAUdhtQBb5uQtsnvEev90ZEfMvZrSEst6ISJzsfoiypFFQtRjhBQLjmuTV1cOqJFyuoONlPwAXr86N9Whq4MP+BE3cbfFtVbjKcSFX8KCIn/TVpQ+rQatwVCkbniAq5Uj1T41mPJKHrLL4wqoWg9Latxl64cZvFELkmSFxEPd8LwRtM9FYv3xRyN1bzkb5dFzjiE5dq5wwpAS83i8AELKTub15ZBnGBkrpmHbkJk8g/risYR9M4j4JQD567SS5Eub7eSZkm4W9bqM2YtBC9j2I0A4hBbBjaKovpByhilWgpKta6YOuoDbFKl3GSD/GlGgCYIgCLNAJPF5bDzb5gL/p39cANufkYC6AmsQQn0vN8RuhQ3FRbceQbifTkHGQwuEKy/9Gm6/6+0AbLz/w9qTxIRG6gawnV2UpAh5im23RY7x/CBJskvmadTXZk26O2ta60V1MMnQvASjOPNfYA1gSNj6tiVbjYJEqDM0xz0W+T0dtGI0j3JcidbGEqiP25tG81tMic9CdbmQudhx8uO3/R4A4O1f+xjKnhXLvnf79fjkuf8FALiscxcA4Cf99Y0nTs+jdcohBUzJ5iEB8ED/utB1ZzQfxWM6/8npLX2mTWrs15OtIcQ8+8daM1ilJ5f7xwq49f/9UV3/FkGoF6IcOYnpvv2XAIBjf7jJ7ONhtAClGAn0LgpRVTlcQcNzrNTJoZBFLEQWCZW8IdXLeUUvHNIqEuYoJAhtZdJOFke+vC/sx+nyPBjstSnPhZNLwdFJ4n2dBD4WAkyoG1EFG6AStU/m3ROCBuV8YE/WaNwDgBMRvNb2MWUMKeOKAAoJ17LEkPmXiMDzRGj74EMY+PMLYvujdcItsO9vLPk8h/IY6W8X/hT1h1ur8bBONIejKsEUcNQuAToXjVAfKIwxNc01xBWcwzDKFKfDsValVD5J4daAsJv1LBofUf2r9deMl2JmvcRbmw1qgQt3juPO1hZxnFtBEE4+Wj+g8498xQqJvWLY5TL1XNYx0lTocagcJIAdB/E47UW9boYVkI4jbrAwkWP9SrXK1DwrICfB+iPsvGbYPp+Ga0OwwtiCXnfA9vPRhN1C/aDhyjDiIdSm2/2NwHqeZGHym3SOqwFb37Lm+DW8Xu1jz9MG6m5fAL8z7h7+lf1WBvH07//2NF9QSCL/9q0ofXECZdMQ0K0n1VR+I14WnQFzqY96eruwbcsUURke6l9jtn+369HQ/X40eLo5dlmLEtTDQ1hx2w2hTly57EkAwHd6VPKhV7bvBAC8uOVZPDyq4vFd0rEHgAqv9fSwCqHRlhnHqqZi7H5taVv4ZPFfq6l12qmzNiuqZNVeao1jVdxWvdDs3gShXshcrL4s3r/sFKLjH7bN9yvMKk7GMUtQnqagXkD+nVuRf6dSGjgtrllclsch05mBk3bgpB14w8kdZHppGumlaTVpCoBgPEAwFFlq0yiXsl5qiIVVCooBgmJgE8BHGdaLD2CVXqJhAIS6EVR8BBUfjgM4DhBUAgSVAF7v8Q2ignFf5RPxoZYKrGfRENSEexRqEJWDmqSNY3ohlLiHkjBj8q8/TsXiCMJhzlr00gClIEnr7QYoQYpuPzAC5cnB0x5RnqoKbPsA2DpQZfvpPN/ex2lw4DRIHiJBEARhfsjfcAoY6SzRi6SamDZvvOqzeONVnwUAHBpvM8vDg6uVx1A/1JyGxjaH9ZJEHnYcPaiXw1C5a/oQV6ZMQGdlxN6HvENqULlO9iKcK5Dh9gVw+wLkB8p43y+vw/t+eR02FQ5gU0FCLM0KY2wZAtCjls7tI+jcPkWc4Sg07u6DGU+vTx9Dc6qC5lQFl3Y+Y5YeP48eP49qOoVqOoUXdeye8vY9tbxagjzym06BtrDOfPa1Hzzua89uPYyzWw9jVeMABqsNoYUrRo5Vms3+Dfkj2JA/gtNb+jDuZzDuZzDi5TDi5bCqqYjmdAXN6Qq8wMVFS/bioiV7zXNyqRqWNw5heeMQRrwsRrwsGr2qUr6vrMM/Q1jUfOxjH4PjOLjpppvMvvHxcWzZsgUdHR1oaWnBq171Khw5ciR03b59+3DNNdegqakJXV1deP/7349aLaoRPnHEc2SR4A3VIr+ZZXUhXMy51TlzPNWasoJtpirzSxFpY9qBrz0InLQD0DaTRzmNkRAm7BZ+2UemyyaON+85ok5yUtb9vKYTv1Oi+aAaWGt04cTQFttuo5voKRJNeB8EtlwoFJeTdpKVIdxjhCzDc5E1MKXAmxQkoWfUWE4DyTUyKyz5i4cBAKWPT+4i7/czL5FUZM08u4JRalcc6512HPDnUR1M5W27FYwHIhivN1SMWdhvmdak6GjC1Ek9T5RqZM3helTd1zgZB16/6j/cjINUm+77yCMmGo5CEARBEOpJC5Bq0TkWD2nv+6f1nGsl67i6YIXZ1McdgxKUA3ZMfYxtD8DOrSgAQA1xT44mWOMFPuamvnAV4nnfuMHRKIBeva1zHogRSv04o0VNZIrarL8wmGDWv59tU1n3IhxuNGnoGw2/NA7rRcIdRqaSrVOdG0JsDPaTpc/BG9eoOcPte+Ne58Lxk3+zDnn7nanDlXX2skLk0Rl4OZNHvgvrZUZtQjyf94Rc1qA9RmqwXih0vzzQHagGpMdJChMhHA/jOtzVfxw9DwDwuysfxQVZ5db1cFF5kHTNcuJ1AGjWuUZoXXBZe8XFj1Qd2xDOQwygr6MZ1+IxAMCdh8+anRcVFjwPP/wwPvvZz+L5zw/nzb755pvx3e9+F9/4xjfQ1taGd7/73bj++uvx05/+FADgeR6uueYadHd344EHHsDhw4fxhje8AZlMBn/zN39T13cU5YgwIUawpOHC6sDTgkm9yx/xAR36iitZPKZkMTkt9NzAH/ONsNMftWG7fO0dUj1aRbabFCpW0CrMjNYPPITSLfFBFgm0MzrXTK3ooVaMz35SbXFvDqcloRxIeMonYkkDL6pGlXBuGyc1w7LNYVbD85yq5G+2CUadrFZG6E+32lc1Ax4esi/VrOtIBROHeIjCc8/QxIsm+JlIiLXOSFcluY7qCuXhKH2WtRMN4bV/UP/TS4C7RDfyPKYslSFNwgHrcu8hrkhphG0Lktz9PYhv6wLHC1x4/twWkreIXbkFQTi5yd+0FaUvzEIOhna2jnpNc1lkn16XkKwUIbh1L/XNBdg+Owfb/5KQ/rmQsFonwIYLfoBD//fq5IM5ABvVZvATO9euHrVaiexZCYPraMTQFlgDMi4zXZ7wTF6PKOcNeW4DoVxtk/HAsbWTnyAcF/lXbkXp67otoTLR33qwW9eRPsChUGeHAZDMebpzsZQN1cXnVU9VlPXhUK0BZw5GEiktweR5aoTj5rbX/SEA4Ct3v9Xsa2ZJ0L97ZCOucR4HAFygY99Vl1oZzUMDa9CWUQ3//X0qP8n2wRV442qlyKQ8Is3pikm+3ltuQVtGTcLOzOqy9oGxVMZcQ+cKC5P5nIsNDYXdFXO5HHK5ZNfS4eFh3HDDDfj85z+Pv/qrvzL7BwcHceutt+KrX/0qLr/8cgDAF7/4RTzvec/Dgw8+iIsvvhh33XUXHn/8cfzv//4vli1bhvPOOw8f+chH8IEPfAAf/vCHkc1OV/g0NVLbFxkmNJL+Rtyci0DnISEPkurRKnJrVcUlJYc/woTUOQdIO/BGPCv0FE5q8lu08PPjm03doCTZQUXVgXR7GrX+uHsaeZj4Y74Ne6UnSA5XViUpQmpsTQPsFMwgzG114Q/FJd1RT4Bg1EfQp72Vnq//gONIGC7MAXpC5WScmGt+wPOPJCVsnyZBhbVXy6US1Iv823U78fk6CneiE+yGhGMN4aTqgO6HCD5SoXlCgoKsNmDbLzdnveNc7dWY/z1x9RcEQRBmGd0VpbrUmJk8YP0jPtyVesxCAuku2D5uF4CDepvH8G+HsAi4/Ne+DgDY/8jlGKlZYc5IOouVRaXBcs5zEDwa984PesKDHqeTjX3JU6CM5MTdY2xNgu0CrFcBGbXwvH+IHAOMUdOL/Wfxm7tuBKASMu8a7ky4UJhXaDhMylNepUi04yNs4T/TcHl0fgX40uALze4zZngbIcwNV34eAHDrD95Zt3vyBOsA8MAxm2T9wva9AICSLtB8tazCZAF4vGoTvK5oVILwot+IQjVi1ebDKuR4NCTdj3VWR9CXUQ3Ve675xAn8JcJCYtWqVaHff/7nf44Pf/jDiedu2bIF11xzDa644oqQcmTbtm2oVqu44oorzL4NGzZg9erV2Lp1Ky6++GJs3boV55xzDpYts/XxZS97Gd75znfisccew/nnn1+3v0mUI4sUt8kqNVLNJExWPaPbnEL1iGr00tprwMk5IUE3eXyQ0iTdmbZC9c0OHPLl1V6WLtyYZVIw6iOlE7sHAfM2YWG8akfDvroBk82n29PwtDdKSofraX3/g9P7BwjHBQ9/ZMIWaeWJk53Cs4OEli5L0F0GXKp/VSRaIJnn6HWqNWUGcSYZfNoJCdOF2cUkGI2E2Mp0ZkLh2KjMvJJnBNAGpgghD5QpGYWxSEyv1t0T5ZpB2BMttVy3cWVI/OvZRI+nyVuE8gwBgFPQbUIA6wl0FOFQD2nEk0SeIFwJAtjwjo4D+OOqsnjaKCDz3PpZkwhhvMCd86R84jkiCMJJgx7GuF3M25KGRl16HcAaCqyGtcbWY+qgJzAJsp2XOEZY3f3DD5vHfPisu0KPfceqB+yPMoAVepvmaXw4TQmbn2T7uBz+uexaHZoyf54YGswFFF66erSKKoWc7phCdMOTZNNYrBe2vlH9akEcbgS8Xq8jOSKFuSP/am2w9J+blTJL45zvxPPS+AB+pbdXsP085PUUw6dqWs2r1qWV5vbQeCv2LlENzppBrTkbRChqwyNtpwEAzm7tAQDsHJLM7LPB6kb1/9+h3cDO8VQFyBQ9POKqMmhOUfirMn575XYAQNlLo7/ShP5KE05v6Yve9sQ4FPkdnes1wbRHX/AvNrtvfkF9X+NUZz7nYvv370drq21kJvIaueOOO/CLX/wCDz/8cOxYT08PstksCoVCaP+yZcvQ09NjzuGKETpOx+qJKEcWCd1f2gEAOPhbG+f5TSbGGwyHbHKyjs2Hwgbi5L1Q66+h4fQZBMQUpiR/81aUPrE5NEByGhx4etBNobaChNjCjmNz0QRsYpXmA/Wp9BfRfCOOyh8BsHI/Vgvfk05doV+6D4AYKc09WmnhaoUnjz/t9U0ejJorVIwSJeuE80ZA5xvS1pSkWAVmoFwR6kL+rVtR+lLEe0QPep0mB8G4VmgOxT94p5XNoqnY04grsLjRkcuui8Sp5c8OdMjFVEvKekkKgiAIwgIh/5atKH1mFkJr1YtoiC3qxpchnIeClCZFvT57Ft/pFGPV+ffiiYdfDgBo1WFwSku11fZTZThr1Hgo2BsfYxnjkAEgs0wbfwwhLBCfji1ZP9umEFtLEDZ0Scjt+InBSwEAly99GgBw71HxE5hT2iNrbmP6xBTX0lQqgJ1/6e/8YLXNjL9XVlQjsQYDVjHWjKnz1Ah15caXfxp3/O+NoX1NOszWM2nlIrZ+9BjO9w6og1S+HvBMQ4c5P+2oyVhvWWlEdw3bD/ulnU+Z7WfG1DW9aMHqxiIA4IycUqhkHDbnIgVsAbZ/EE5JWltbQ8qRJPbv34/3vve9uPvuu9HQsPDluqIcWcRkInH6yeraG6wht1pLqmrkFcAEkSkgXdACa52DotZXs8KoPUBmWdgFgIRWgPL4oHv6ZUkOcDLiZBwVFgl2IO6PK6GkIUFeHWirbcdhdYoEmzyMUmZyM6SACdOd09iDVofPy/+aWK/NJvmbt06ZoB0A/LJvvnXuQRJSiugy93RIrGhOo8nwRmy4QBPajYTra6Z9G2EG5F+fkIdkNokqRVgTQcoYACGlCFegAUD1qDVbyq7UQoMiQhZ3giAIgjBnRPM9kHKiqNdcqD0Oa0igLfydNY4VRpHRZQ3oaf2w2uZWuCS8PAbj5YEUbC4SQIXZieYtERYkNFfKrshiZJtN8JDuVHPw8r6ync9zokLsAqwypJHtnypydmRc9gXvYpMD4U8fu9rsH/7AVVPcSDgR8r+9FaX/ncZYnKZcB2DbkaOIlzN37mjD9InmDlwFnA8lmH/5w283u981g1sKk/OaK24FADzw0+vn5Hnr07qzIaUbF9dwz7JIKppQ7itqf8YAnKk234IH8YW9F0M49di2bRt6e3vxghfYwYrnebj//vvxr//6r/jhD3+ISqWCYrEY8h45cuQIurtVY9Xd3Y2f/exnofseOXLEHKsnohxZZKz8lkrUdPiGcxKPu42qhyQhEikygjHfDMKCmg2vRFb9lcPWhzKoBagcVL8zXVpJ4saTJpd321GVy0Iy+TpME8qRnBX6PhSGKXsaC4ciRsJ1I//erSh9Ug+ytGwxtVSVnT9ohdkkkHabXPijcSWXUbaVvFA4LoCSq6vjpo4wKMQaAHg8CTw5JbCQbML8kr+ZCcnzkYPayzqzIhNyp+XhryaEGQ94R9X5qt4o/HIQU666GQee9jBKtUv3NefoJplC7FX3WJM105dQyC2eN6jLbhqBUBrxZI6S4uqkoha4cObYlXuuXccFQRBmSv4detw0UXJ2nkNkHHY2noad7/BcARQCiYW+8siD4IdA6uLIeIgrZLg1Oc8pwULjAAj3v0tgvA96ztQvUga6c6JVqRcbLvgBAODQo5ehv2Iz3PevbcKafbqgTgNq21U559Y2oLwn6n4PDN4bdgVKs7Ex3869OEGJQkPsZgDRyCQ+7BhtBYR5Jn+FblN+sRmfOXBJ6NiNa1UoZGxSq8wYm4M9M/l9D1atdmTlOKtLUQUb/93F9jVDmGP2j9pEQPuxBJcN7wqfUADWV5SSwy/YudjHd/262X7jGqVp76upAuxMjWB9g1aM1DkUsjC7LPS52Etf+lLs2LEjtO/Nb34zNmzYgA984ANYtWoVMpkM7rnnHrzqVa8CADz55JPYt28fNm9WY6jNmzfjr//6r9Hb24uuLtUA3X333WhtbcXGjfWNmiTSpUXK8q/sQN97w8lpSNERSKMncLgzSLtrEkdyXJ0cOaj6qEXCo3HlB/cUIHiSd8odAx/wdT4RJ+eEPI8Ip6DPpcH5GtjBmQzGFjQhhReUNwmFajOTtXGgvJ8pUHNu7JpJOY0eBhGqzyImSfstU1ut8W8dADLrddtQgvU0o+ZiFNayjXQsAUIhFqPtCVe6uc2uaUP4c7PLlQaHPNWctIP8m8XDTBAEQZhb8m/ZitJ3dd9JFvu0jionhFMeCn9zcE0bVu6Nxj8DHD1OprFQUPZNpIeG9dbiaHx3QnzSUbYuRI6NwNbLSJ5lANjRqrRtF2Evfn+7smDfkO/FE6Wu+MnCwqIGK+wmJesxmJBpK8cHoZ0/LNy7aIooOG/d+WoAwKrGIvaPFU7kTYVJuORF3wQAPPrQtdO7QMtO3OEAj7ep3AxXL/uVOdw7rirDGToPSRUpZMps7h6VFXLvQ27YVtDrAHFvkufDKvtTwM3Xfnx67y4sKvL5PM4+OxyXs7m5GR0dHWb/jTfeiPe9731ob29Ha2sr3vOe92Dz5s24+GLlbXTVVVdh48aNeP3rX4+/+7u/Q09PDz70oQ9hy5YtE+Y5OV5EOXKK4EeEzyTs9oZ065dKDnNEnh1uzobIIi8BJ+3AG7LeBdWecHJ1t9E1CbUDH+bc0HHPxpAn0kvj1ZKs14X6kH/PJAJP8ibJp0yiYyKaCDmKY+KZBqZOBX5g6sxEHiGpQli67WQdO3FcpdfjmHKQJswe+bdvRemrur6QByOt97ITx4Hsei2gHmYeQkMzc/8KPFtvuPWbsWATpcickt+yFaXP6/LX32ZmhdJ0eAMe/DEfbqObqCA9ERxWxulCCoh4qQXlABkdYiKoBeb5UyrXhBPGC1y4kpBdEARh+tAwmpoyPuXhMm3e1ZHDAIUR3W1Dkwa1AMEObQywUl/Uj7jHfQ3GIMHby4yWKMSpB+B59vRStzq5WXf4I7Us8ufIXKzerDjvR+j/2SviB7RBf/pSXT7PAunT1Pbow9H4RmFo/OOP+WjcqCXd5DXUhckNzXjO25VqdQ4O4w2P3AAAWNVUxP7RwqTPF2aP/Au2Agf+AADwb3svCq3fts5+ny/ROWHwXGB9cCx8k2gi7clgzmKlM6wQ8o92vBKAVeiJV+/ccN5Fd2L/fa8HAJzdppKy97Vp749h/WFPJ+fQ8UDTO3J04zKZMqyihBxbSohHnBDqzmKYi3384x+H67p41atehXK5jJe97GX41Kc+ZY6nUinceeedeOc734nNmzejubkZb3zjG/GXf/mXdX0PQJQji5rOTzwCADEPknpiQnFVg5jQ2y8HJkxOUA2MAoTCNfnjPqCVI77el16aQfWIUrJE85oIs4weJFNYM/9gXMgZ+NYDiRQhQdmHk1E/nIyLoDq5cDSqYEl3ZEyHS+F64CMxpwkhuUYWALx81gHYPfnpJOT2BmvG4t9M4EZ91R4gHE7PaWLSgUmsLPO/KfVhXtAD5FRTysSipfbBK3nwDql2PdVmNRy1Xvv9p7v1EIRGIuy7D8YDm5vIP/6RvijWBUEQhPkif402Rrp39vJ3OUt1X0njpCXsIClWsjBC8dTqdDysZQ7W0OUMIN+vNDWl9vpaZQqT8/0jzwv9fkvuwdg51kgxZfLweaO+ybXWuEQNqsZ+leAGwiEdi4OwUoSEn2VYD98EJNfI/ENJtgHgr564Eh/acPfUF/EwaYOwYf7Gk895xleJukl525WLNh6Kn779TVM/W6g724srQ7/Paj1svuHugRI2jqjcDCFFxWG91oewClYh78CEUTaK1DaEwzLOEFGsC5wf/ehHod8NDQ245ZZbcMstt0x4zZo1a/C9731vlt9MlCOnBJ2feAS97zhv8pO8wLjrAjYkSaCFUl7RCrQo0XZQDZDKzK7pdv73pTGdTfJbtqL0meQJW8hrRA/EM8syIQ+AoDyJIiRSpwAgXbBNTvXIFDEFtMsvxhGOzyzMG/n/N8kkn5eRLlqnU1eiMSBF3c0oc/hg1af8dEIYAA55qdA1LpC/XtqHuST/1umH2IrClSKAUpZ5OvdVirUL0fxGpEwHEMptRN5ETtpBoPNYORkHzpJkL0ih/tQCZx7i3Er5CoJw8pG/XPefdyX0nzznSDVyrAwrqCKBVitQedKOobNLs5htznjhXbP+jFOVsy9UAp8nHn55/CDVjTMB7FebjZc0wj8UHitFw5oCQOO5LD5SBzvAZanRkEoR/vxJ9U7rmpT3wbcPJec0FeaO97/yHwEA//bJ/4gd+37P80LrM1psrKOzWm1imRUN2qIpA3RRLqEW4Jy+w5iK/2/ntTGPkTvecNPM/gjhuPmNl3wJALD7F1fM/GJShtDQnRSkTyOeW4j3RVwxQm3SaOSaiLfiPeNnKi9GANfN/E2FaSJzsfoiyhFBWe4zKgeskDKzTA24U80pG4JL44/5VmmSchKTMFM+CvIIoETugLUwBmyYL3jBhCG+hNnBJI780uaQJZnT6oasSIIE623yGAFU7hC1VuVK1kwAUDsWH7RnVrPJHI9vSrtZnErhJGFp5PfB6V+aO4uZp0WVYdx1V/KBLizoe+3Ua/3dppak4B9Qkye/NDshtzhOG/M6Ayb1PBMEQRCEBUU0/Mgetk2C7TP0+gkge7rqfP0+3wjK3S7d8R1FOCwXoMIpkUfAYdhxFX8u5Wamsb+Esp1TNlzwA3z/zptx0RIbq3YHluOctBZYP1fvfDJ+bXZF1obTWcUOLGfbCYqQ4pl2Avb0sB7EazHAfUdPR3PahlUTTg5+emRNaPtN638+7Wt/UniO2tBC8/88eK45tnvETs5WNxZP6B2F+vLQwOrQdnMqbID63vz9ygukBXGvwTrzw7ENZpuUaIJwsiDKkVOErs88Gts3m+G26oF4jSws/BGdcyblhCy4AcAv+ya/jAmFwzDhc6I0RX4n9aHiNbLgyF++FaUfTcN7YB3b5koN7iQSddPlFm19mJD870j7MF/kt2iF6hdZHeiInLQPcDu1oEZbH7ltbsgSiXJO0RqwSlaeO8Qf9sx55I1mrCSpzRgC0qtkSCMIgiAsXPJXxccupftnL+TWibLivB/N9ysIURzAXanHV0npR/pgDVY4z4vvKugM7J/ZfYnZt2lJXIvyPz1nAQBSrg/PF+uThcCv3vO76PiHqcPM3PbEeWZ7WSHspb+8cchsb8j3mu3/OvB8s/2q03454b2//Pr3TedVhVlg3Qv+FwCw/d43mn13Hj4rdA7loblt/EKbhyYPrAkik+9h2HxYZJSaBkDpalzEpcYuAKoyXHcqUzHhJEaqr2DRY53s6hxQC3sJ1AY9QCdnp5BbTs4124kEMPlDyILJyThwszaOfGZ52BLFK9bQ/tfTt3AQ6kf+9VtR+nTCBE2HMzU5Yw5Pnljb0fXEH/bhtjDhaFQREg0dAKiOmTpnLlgXw4MFR/4yO8Ev/fckE3tqIigsLp9THYVwEpN/81aUvlJfoU7taLhhSLWmkWpVQ5Vafw1BTeemWcn6jqhiZhzCHFDzXThzLCSpiVBGEIRFTDWlJVPr1Sozxsbcg3q9FibPl9vuWi9dig/fBDv2ojH1AdgE3A2wniV0nLwSAGOYQqHAhLnj5ms/jgd+en1s/1gDi/LwfKDxl0mTKAZ5BA3DJkrWKUgeLlsr8wsK+2KXkofA2qZ+fPKZXwMANKcqGPHEe2ShcewPXxH6fdUXPpd8oqfGzkeO6Xqk5+pHBjpx3opJLNGEBc91l9+Oh/7rT+t702OR3zwyBOlVfACnhU/782dsaMBLOvbU952ERGQuVl9EOXIKQwnbi395YeLxVEc6tO0NhIXi/qj9Xe21gzSTZ8KBVYQQLvt9Akl2hfkjtdTGufKOqTrgZCLeJNNRZrSxbRpvN8MKz4cAtIYvSbK4E+YfSoheemCGgvJ2WM8g3s8mWcLRs14tdWBBQxEangsb25bgSotRwNHSmer+KSb5x0H+LVJPBEEQhIVP/tKtKD0y8fjpJ+M61I2OPvri9mdtuKRemATs/kN68D0CuN16UEVD9gDWKImUJECyoZKw8HkO2+ZpImg+Nc3QaJ945lKzvXPIxuAaqqoLKTfFoXE7IXv2prjyRlgY3PWWt6H5r384o2sePbw0tFZ4yDRNHNf6ttf94fG8njBH7B8tAAD+9LGrAQAv734CPz2mrE55HpqXLN2lNrLABRWtKPWgFKrFE3+P6y6//cRvIghziChHBBT+7GcAgOJfJStJ5pL2j22b71c4pcm/M8Hd//Obw+6SWZiE26llKXhH4p4kbltEo1yBDavEcxNMM5+IKEVODvKXJNSfh4/fs0ASri988jdoxdgPJijnaGiHaHNxDMgUtCVbke0fY9t6cp9dko3HUV/GtnUbk3+b1Ju5wAtcuHOcBNCb4+cJgiDMBfnzVb/V/8sXz/ObAPlXSB86n1zyom/G9o1tV0qMbUWbUMTkJtFeIpmnEjz7u+xmMVDWK2dkjuKO/Sq0ds6toexPTxz09O//9rTOE+aXkT95WWxf85/+z3Hf79b/90cn8jrCHPDRV30EAHDnv94x4Tn3HT09tG7NjOOOA6od+I3ux3AnNgIArluxU12wDDi79XDoHrtH282869HiShMB4iv7N5lzzmtTroy//dIvnsBfJEwXmYvVF1GOCDMidYaVZqeQgvek8sfOrc6hfEBJzCn3RLrAPE94cu4BdQ15rggnN6mOiIaD/yTnoDSSvQG40oUnhRyJniicSuQvlYn5yUb+5VpJ8uOFGztdEARBEBYDf7jzN0O//2Hdf8O9XAksxm4fA/ar/Y2/bhNuh7wNnlWr/OtlvLVoON1uPj6qJZijwOFx66q/acn+2GXbB1eGfm8bsLFyeB4K4dSi+Ecvn/okYUGx492vAQAU/u4H8/wmgnByIsoRwVD40M9Cv0ufFCGXAOTfuhWl23VdoNjEpDDm3h+8NakhDh9759h2IXIeC72Tv0ImbSc7+QuSy7D0M2lfTiV6WvOh390V7ebRDOslshQ2li3Boy9yr5GEEMn5N0h7IQiCIJy8tD//J/GdP75h7l9EWFB0nXu/2vjxDeivqCSO3z+iMqyvaiya854oWVeRc9sOIsrHnnxp6PfTwzaU0vbBFWa7OVUJnffolv93fC8uLAhGPvIbifubP/zdOX4TYT4Z2W/d8kcABEtVuLzPli5GJqMmXP+25yIAwLXLHzfnTuRd9vJlv4rt+6ff/fN6va4gzDmiHBEmJP+ehBA5XztxgWbnx39xwvcQFjhcDpqUW4SYwENEwiktfvIXShkvRvK/Hi7X0r2iBFuseIELR1y5BUEQZpWrf/0r8Z07P3ZC98y/RsZgi53/PHhu6PcD/evMNiVdB4CzW3smvMf3bnxH/V9MWDCMfPia+X4FYRaIe/28HMv+8c55eRdhdpG5WH0R5YggCFOSf6MOmXPrFILOAtsuz9rrCIJwkpC/XLUdPT+/qr73fYcIdgRBEARBOHW4+te/gq/c/dZJz3ng2LrQ76W50gRnCoJwqnDkD65Fy03fqOs9b3z5p9W6rncVhPlDlCPCjMi/VgRSwjRp1WsKi9PCjlUnviz/MqljgiAo8r8j7cFCpRa4wBxbD9UWsbWSIAjCdPnsaz8Y2WN/5y+e23cRFjbcY+SxwW6z3ZSuJJ0OAHj2putn9Z0EQTh5+MYbf3++X0GYAJmL1RdRjgiCMG3yN04uqCx9c2YhdPK/KYJPQTgVOOOFd833KwiCIAiCIJzU3HDl5yc8dimAB778DzO6311vedsJvpEgCCcDw//8OzM4OxqaSxAWP6IcEQRhzpFE64IgCCc3EudWEARBEE5ODr3vlfP9CoIgCMIJIHOx+iLKEUEQ6sZEidRLP5akzIIgCIIgCIIgCLPFba/7w8T9hb/7wRy/iSAIgiCcPIhyRBCEWSf/6+IpIgiCIAiCIAiCMNcU/0jC5AiCIAjCRIhyRBAEQRAEQZgRkgRQEARBEARBEARh7pG5WH1ZvH+ZIAiCIAiCIAiCIAiCIAiCIAhCAuI5IgiCIAiCIMwIz3fh+HOcBHCOnycIgiAIgiAIgrDQkLlYfVm8f5kgCIIgCIIgCIIgCIIgCIIgCEICohwRBEEQBEEQBEEQBEEQBEEQBOGUQsJqCYIgCIIgCDPCm4ckgN4iTgIoCIIgCIIgCIIwHWQuVl8W718mCIIgCIIgCIIgCIIgCIIgCIKQgHiOCIIgCIIgCDOiFjgI5txayZnT5wmCIAiCIAiCICw0ZC5WX8RzRBAEQRAEQRAEQRAEQRAEQRCEUwpRjgiCIAiCIAiCIAiCIAiCIAiCcEohYbUEQRAEQRCEGSFJAAVBEARBEARBEOYemYvVl8X7lwmCIAiCIAiCIAiCIAiCIAiCICQgniOCIAiCIAjCjKgF7jwkARSbHkEQBEEQBEEQTm1kLlZfFu9fJgiCIAiCIAiCIAiCIAiCIAiCkIB4jgiCIAiCIAgzwsPcWyv5YtMjCIIgCIIgCMIpjszF6svi/csEQRAEQRAEQRAEQRAEQRAEQRASEOWIIAiCIAiCIAiCIAiCIAiCIAinFBJWSxAEQRAEQZgRnu8i8OfYlXuOnycIgiAIgiAIgrDQkLlYfVm8f5kgCIIgCIIgCIIgCIIgCIIgCEIC4jkiCIIgCIIgzIha4MKd6ySAc/w8QRAEQRAEQRCEhYbMxerL4v3LBEEQBEEQBEEQBEEQBEEQBEEQEhDliCAIgiAIgiAIgiAIgiAIgiAIpxQSVksQBEEQBEGYEeLKLQiCIAiCIAiCMPfIXKy+LN6/TBAEQRAEQRAEQRAEQRAEQRAEIQHxHBEEQRAEQRBmhBe4CMRaSRAEQRAEQRAEYU6RuVh9Wbx/mSAIgiAIgiAIgiAIgiAIgiAIQgLiOSIIgiAIgiDMCC9w59x6aK6towRBEARBEARBEBYaMherL4v3LxMEQRAEQRAEQRAEQRAEQRAEQUhAlCOCIAiCIAiCIAiCIAiCIAiCIJxSSFgtQRAEQRAEYUZ4vgPHn2NXbt+Z0+cJgiAIgiAIgiAsNGQuVl/Ec0QQBEEQBEEQBEEQBEEQBEEQhFMK8RwRBEEQBEEQZkQtcOFIEkBBEARBEARBEIQ5ReZi9WXx/mWCIAiCIAiCIAiCIAiCIAiCIAgJiHJEEARBEARBEARBEARBEARBEIRTCgmrJQiCIAiCIMyIIAAQzMMzBUEQBEEQBEEQTmFkLlZfxHNEEARBEARBEARBEARBEARBEIRTCvEcEQRBEARBEGZGEMy9+dBiNlcSBEEQBEEQBEGYDjIXqyviOSIIgiAIgiAIgiAIgiAIgiAIwimFeI4IgiAIgiAIM8PXy1w/UxAEQRAEQRAE4VRG5mJ1RTxHBEEQBEEQBEEQBEEQBEEQBEE4pRDliCAIgiAIgiAIgiAIgiAIgiAIpxQSVksQBGERUbp7c+h3/sqt8/QmgiAsaiQJoCAIgiAIQowV//Qds33ofa+cxzcRBGHRInOxuiLKEUEQhEVA6Web4zvHgNJ37P78K0VRIgiCIAiCIAiCUG+a/+J7AIC2vN33wk99OXTOz9/1url8JUEQBGEaiHJEEAThJKb0La38WMl2HtbrAttXBkrfYIqS3xFFyWKk9ImI59B7t6L0qci+d0nZC3UgwDxYK83t4wRBEARBEKbi1z/3b3qr2+x745qHAQB3H3mu2beqqYjfuu1fze9vvendc/J+wtxR2h6Zd527FaVfRvY9X+ZiQh2QuVhdEeWIIAjCSUjpP/QgK8N2Pg2gK3LiMb1uiVz/LaYo+S0ZoJ3sDP7NRQAAt1lSiQmCIAiCIAjCbPK6L/0T+1UwW29/3sO448D5oXNvWL0NAHB/33qzr+yl8YpbP2N+f+/Gd8zKewpzQ+kePbfunN/3EATh+BDliCCcRJTuiFgdvEaE2qcapc/pOlBgO/fCeo70qlVw2IdTSBCUD+l1+6y8njDHlP4lIZwakQZKt2wGHLYv0Ps0+S3ShgiCIAiCIEyX3//6R0K//+XVfzpPbyLMB7ff9Xa99dzQ/m9cdBvWffuDAIDXnPYIAOCDZ94T8hwBgKuX/QoA8O1D58zuiwpzQmJoa2IUKG3dDDTbXVWk0P/LF5vf7c//ySy+nSAI00WUI4JwEhBVisSO/zsTdr5BhJ2LkdIX4nXA3+XDfZ5WgDwAYCkQ9ARwlippePArH06XC++gh9RzU/GblvW979gsiraTjP4/fiEAILM8Ez9Iu7jbq6fXXF/WApRuZ23HG6UOCDPAD9Qy188UBEEQhHng7V/7GAAgl2B79P5v/Hno99//zl/MxSsJc4hVilg+/dxvAACuffStAIDd130MH3vypfiL03+Av9l9BQDgnl/7FP5t70V4y7IHQ54jANCVGzbbb/ryP+C21/3hbL2+UGcSQ1trxvRkrBFVu5M22dTt+0eeB9z9VvP7his/X+e3FBY1MherK6IcWWCUvhjxDHjzVpRujey7UQRYix1TD0ig2ZJwkg+Uvjq50kQ4+Sl9Xpcxs/6vPFVB9sIsAMD/lQ+3yUXtWA3ppapJD46qTqs2UEOmS53nPakqU2p5CnycZp7zvUg78wppZxYipU9O/M07OQdBLYCT4ZVFr3lvzz1JiDLzSgKQf5uUvyAIgnDq8anvvSf0+12v+CRu/cE7Q/tufPmn5/KVhHngT7/5JwCATYUDbO/zYue1Zcb1uSJWWax87vtbAAA5Zmd2/fAvcTfzHLnzvM9jDBk09thJ1v+37n/hw4F7yAoT//2sr+BrfS/Ahnxv7DlPj3TiRZ+9zfz+6dvfVL8/QqgbpYcnkb80ARjVayIFYFyvNRnPQ5SzWg/j0YeuNb/Pu+jOE3xTQRBmgvTiC4TSZ3Ujm2U73bBVLwAgI14Ci5nS1yfpbHugcrxRWCSuMKFxWAoo3cbqx5ukfpysRJWiADD64CiaLlSjrcrPKki3p1E5WEHDGQ0AgNoTNaQKKThpJSQHgOqTFbgtajQWVJmm/whUaC4yWGqdpT9EmHW8ITXAdrjWI8moI4BSuPKef0yvuRVkKlz/RCEvJBPMfRLAxZwFUBCEeeU/73mz3rID7LKfxsfvvBmtrN8cqjXg43febH7ffO3H5+gNhbngxq/+HQBgRUP82Ic23AUA2Dm03Ox74NhaAMAZLX1m32C1AX//nT8wv9//yn+chTcVZhv6zpu5UuTxX+KbG58PAPh08zfsgUMA1qnNv2j7gdpgw/K3ZB5UGyW774PPvQf/tuciXLnsSQDA089KsoqTloH4rsZqVXmJ+GxnBchUPIC1L69cuhMA8Ey5I3T9Qw9cZ7YvuuTbdXtVYTEhc7F6IsqReab0KS2A4hFvxvWaa5xH9LrAL5bY8YsZ76CHVHcKtb01pM/Sn2oPwvViPOlKuoEIOE9GSt+IK0WG7ymh5Yo8AGD0Z6NIF9IImEvj+NPjSLen4bB2xGlQ0u5Ua/jc2r4a0svT8Pt9uNGcJHZeh9K/bxbl6wInXUghGPND+5yMA9QQ7lOA2D6/6ANFwG1ndYApWQVBEAThVODe/3u13rID7FWNRQDArhErrHxe/ggA4KGBNWbfS5Y+LZa+i5g/6rgX93hn4qX+UwCAIhpj51BdSaItoyZq5Hnwtqtvqf9LCnWHFGRnM8Ox1+zchm+dey4ApSDBagBHAZxmz2ncXQUaETI4crWxGpbYfa/N/QKP4DScHxwAcFHo2Vd2PWm2P/ytP8aHf+ujJ/4HCbNHK0IKL6JxtBoKn2WM0bghdD/wSndn6Lr1jcfM9uPDy+r1loIgTIOEiJnCvJEkkBpN2DcCqywRFhfjSFR41B6rqY3CNO7hwYbjEk5qxh4eM9vD/6tGXj4Thlf7lDQ7s8yOvvySKvxg3J7nuA4cV5kv1fpr9txn9Tn2MZYCUPrOZrMIC4dg1Ee6EO4wgmpgPEhCZMM//VE/fk4u4SFDdil9XMpfSCAI5mcRBEGYQ5LC31zZ9WRIiCksLja0HJnw2HSSaK9r7se65v56vpIwT7xl+EGz/VvbtwMAKocq9oRH9AKEkm6DZNyDbB8NYZiXwSfX/BcAYFNhf+zZ2wdX4rdu+1ezCAuIIcSjLowDiHYXacTmYknKlD6/Ob4TwMb8EWzMH0Fph8zFhARkLlZXxHNkoUGyLR4TPilmfJQqUPpn5iVwk1h8nwyUvq3LbChyQKstvR4P6W5d8GTVnYWqE8NQdcKHqi8VIMGgSVFjodsA5N8u9WMhU91WQeYMNZIa26Y0F26T1WVXDleQWZZBpiuDyn7VQDgZB/AD+NXA6FnTS9IIPJgQW8T4Y+PILs8iqPgwle0ZAG2Y3BtJmFcGP6asy5xIzhA348DjIdMcqHaBmT8EfgAnpS70h5SCJOQ5lAFQBbxjHlIrI5r6Jmk/BEEQhMXLhvwRPHBMxcShBMkNKWtMsqIxOlCP0+DW8MTDL7f3vOAHdX5LYTa46gufAwBsWkLCaeWp3ZpWA+KXpp4CfGBH43KsQhEAsGu4E6ezMFqtmXEMVRvMvv4Kd/NXrGoq4vs/vsH8vvrXv1LvP0WoI/+8/Fv4wsjFAIDXDv4CAQCnyTHz8cqDFWTXa6n32VBeJIAde/cCIMczMkI6AqNAOf/IAaALyrNbc+sL7sAdB843irXtgwmZvoV5pXR/gpIiIZen2c/ld2VYRclRKMNopmAhTzMTySES2m/bg68025su/s4031gQhOkiypF5YuhvrQulk3eVUiQFBMd8OK26V9XW3MGQD6dR7xuGEny5UMKvBEPhwAsw9I8Xm9+tf/Bg/CRh4VJWq1R3KvQ75JpJnSUNqEguOgbV6ZJglDprLkxNS7ithUrpE5uBFWq7+rRSeigFhkaHx2o6q8l4jWRXZRFUAtsmAKj2VpFuTSGItA8kHHfStkJ4B2pIdaSTvY14mK1/24z870ldmQ8G/0b3F0yX4WTVD14/Uk0ugjEfDlOkgRm3Uc4ZN+daDyS6fAhmROAd9JDKp8S3VBAEQVjUlB7ajAuyQAk5XNKxGw8cW4eXdT6BH/WfDgA4u7UHtcDFixufxY6qyjNx0ZK9AIChagOa0hWs1mGVess2V0lXbhj9v3yx+d3+/J/M0V8knChduRIu7XwGAPCjsqoHl2EXAGD/aCF07s7BbiPQbM0kWxetairG9u0eacenvvce8/tdr/jkib62UCeUgvNyAMBbmh9UshfuBKTn49mXZIF9bP9SqIgfJZB+DXgcwEqo8zbofRT9g43PX5neiYNow8osdzNRcA+1T33vPVJX5olEpUjSPMmFmj/z9DED7FzyGuG5SKoAUkDn+Egop+zG8SOqLpUhCMIcIMqROYYrRQivX0klSRgeDPlw2lwl0NZC72DMV0oUThohgWbgLV4Xp1OCBiSHNwJsGGTyDKFOMs2uKeg1hWKLRs/JTrBfmHdKX2EDrkNq5Zft90xeI07OBcrqo890qtF5MO4DOmQW0g5QDZBuTwO1eHtQPVoNbafbUvDL1tME/VB1TerIgiXqNQKoepHOuQjKtuCCUR9OS7jPcFKOVZCQwp2PArSyNbUkFbJkAxDqa0qf2oz8u0RRdsrjB0ZhO6fPFARBOEFK2+KCrvwxK4G6rH0XHhxci/bsCHrLStJ5TuYwdlSXY1VTEYNVZaU0WgvHSyGvE+HkpL+SHNrmR6nTsWtASTvTjo+nmefIYLUBrZlxoyR5bKgbyxuUp1F7Nhwfe6QWja8jLBQ+9t/vBwBctwJ4/xn3KqWITf8Ap9lRcplOAHv1ztXsBlw3RgJwXp2egMo7shtKYQIABwB062u1UPwPnvMjfPPI8yfNZSPMM9RV8GlWTi+8CxiHld347LzI9cV0ozV0petJwRaBPNqe/vlVOOOFdx3HywuLCpmL1RVRjswjRvjJQiil2iLhTPSxwGPG/9H6OEX9HPrHi8V7ZIFR+paelDkIe3U0ImwdMFnZFvU6mi+gCeH4pj4mTrDsAqUvMi+SN4vAc77xBqxU2m104VV8pAppeEW1P9WqCtMtuCY8EvwAcB2kWlPWIyDtAF6AWn/NXBOCdWzVQ1VklmUQVAM4VCEPwXohaUpf2Iz8W6SOzAdORpcLKzdP55dJsTbAabAj9WDYh5NVXiJOTl3vNriqXeHzc60zC4Vfo5B9STRKuyEIgiAsEo7BeO2+DE8AAIq+jVPbldOSzhRMf9mmwygR4358Sp1h7rul7ZuRP1f6yoUGhdTKuVGLkImpBWqc9f2eDXjNaSrZxL6xJaFzDo+3YnnDENKOGkitahzA/sg5HPEiWVisrLGJNH3a3QAOq83sJjuIrq5MIaPH40ZYvhTWq6RIJ7IHHNTnMIXKyr5B1Q6xfCTvWf9/eKLUhRUNNqzft+99I667/PYZ/01CHUiSp1BV4fIYrtig8szC1oEc1BwrDyProbYiFslhHDZqTISv3P3W0O8brvz8xO8uCMKUiHJkHoiGugFUzPgQVcQaQb/owy248Po9pJamVOOZ1ufqy520E8sv4DQ5KH2aCbLeKYPzBUMAVXbRXA+8CLOR9SBiMSgNIxPs92DzmrTAdryROkYCTxF2zgNsHO42uPDLXkgQniqk4Y/5aDyz0ShA3FYX3rgPt9GFrz0CSMnhj/gmfBZP1B2UfThpNbqrDdTgNkUSew8GcPKOam+6IhUkB5S+xNqS10s9mU0ox0j0OzVhFjm8zdDj6yCwutegHKhYyU2w7QRdwyZsbrNrn0nKkXEo928JsyVwAkxpnDErzxQEQagHzBgpf6isBFYsVcSG/BH0llvQnKqYtuechsMoohGF0THsRwGrmooY8bJIOb4Jq9Rbbol5kNxz7Ezg3jea3yLcXHjsHFyOFY1DWN6gBuS7RpYaK22CPD/ObTsU2r+6cQCDtUaU/TTWNqkYTGWtMCt7ar2qcQBPlJbhova9+J/DZxmB96HxcFZnUZTMHy9Z+rT9QXNtLqJZDjVmXoeQV0k1n0Jm3AsLz1frc/jYWSfrrh6qILNUT+z3wHqPaK7P/hIPYzUuaNyHJ0pdoXfcOdSNnd/+gPn9oev+drp/nnCclB7YrGRufAxKChBukNoI6/mRFAqrGUAN6Ms3o3NQT8Z0/SrUWPgQCqVOklo9jT8zexQ9fh4dEY804RRG5mJ1RUQdc0jpls2xMCepjolM+i1Oiwu3yQ0lZPaOhjUsZEEM2HwCTt6Bk0+IwSIsDCp6GYUNhQUoRQmgOsKoZwkZNtEAqoGdOxFphNWgfL7ms0WYF0qfY6Ed9GCoxpQZqbxqI9LM+8OERGLxaknBGoyx0EpMUZpZZpPW+CPq/n6FeY8cURJyrkjxe9W9vAM1eAemb1UnzA5OkxPvQ5baekF5SGr9tqx8HWrL7WDXkZs/z2OUpns4sX2JytiyXUqfSYjDKwiCIAgLjKd/fhWe/vlV6AnCMUueal9qf+gx+SDzDDnoqMF5iblqnkNm5Jr8uJWGUf6RH/ZtwA/7NkBYmKxqKpqcICsarXX+9488DwAwVFN1ICqg5vSW8+gt55F2fGv9jbA3yv6xJSHPkd9Y/ljoHu3Z0VgILmHu4Bb45rs/wE5Yptc8j0SHXgClGCHa9ZobLBb0moXhqm5Xkzj/CJuEP6vXRbvr9V0/BwC8tP0pvLT9qUn+CmFOcBAOlwYAa9g2dSUDiPFMusNs97Wpm/S57GZRpQgxibjwko7dZtn9iysmPlEQhCkR5cg8QSFOAB3fHVawFT4RYeF4JXw4KNkOlazJg/EESTcXZP2zCLLmk9I3Jvn/k6KkAWGB5GTKD6of1AmT1VsbrKKFaNVLI2wMzCiNQOmOzWYR5gA9gDZhsgBTrtyzI0sKDjZoShXUD/IcAWDyjbgRD4PcajWpzyy37uA1Ha7LZ+1G7aDaF/VCUze1SyhXijAruG0u3DYXTktE0c2beS2r4UoRb1QrRTpZHdDfvN+X0EckKUi5PoyqofibCoIgCIuBFoSS3z7VrKVaTFZFAm6ebDvlhDvMQtla/GZG1YB9ZUM8sfK5hYNmESHW/PKaf/9nvObf/znx2KrGosn3cGjMenXU/PCYOu1ObFm2f6yA/WMFZeU/1G32N6creKK0DE+UluFYpQnHKk0T3mP74Eq8/WsfM4swu5CSbGP6iN1J0yA+Z17OtvmYmPStfLhOc3l+vdK7IbPRzsX87boulexpFxzTcbnY6xA5t2aWv//OH8RPEOpPM0L9BYCwfKag11wpUlSrHVlbaZ5pUAqSzpLVnlGovhA0BxtEyDul21WVZMST/EWCUG9EzDHXVJTAMvADE74kGOdCTUxcKloummpJmXup67UQLMca1pqO11SO3y8o+6HE8K0feOi4/hThBIga4U/m4ONMcE7UmjsP68LZiukTTfIuzD2sPjgNLjDkwc068Me0kkN/2zyfBA3I/FEfjm4SvCEPbsYJKUq4x0gsTFevSspOVA5VkGpJhZQiXo96kNucbLbCFST5GyTMVr0Y/JuLkg+wuTjlkgmGfOs10lcDXCBdSFuvkS7XeqLRbQZ9uJ0uqs9WkFmlBtjGa6SGcE4SQLUPtI8mA6xqlW7djPyNUv6nFEGglrl+piAIwgnQTTlEqDk5DVgHFQqJjFUKqTEMVhvQlhk3oZTIa6Tsp5FHGcgDBSjFiPEaaYANVamHbJd07MbP+rlpMdCZHkHpl2z89HzpP+eTroZhNKfCE6FxHQ7riVIXuhqU2/3+0QL6K00m4frTI0vRxkJv7RstxEKqEWknWZmSc2vYNaxcEtqzo/CSBKXCrLMhf8QqwGjK0wIb3YHm3ZnwdZmaHhSPwI6zfXYNGbaS1wgvXv0cdznbuQ9qHs8MYl86pj1GEubq+8cK+P2vf8T8/pdX/2n8JOG4KT24OW5OzvMykqfIEGzeEdKXr4FRbOzAcjShgj0jHTi3cFDtHAGQBzp7Rux9GhCXE9H9W6EigBTUrks7n0EtcNHPlKz9D74Smy7+zgz/SuGkReZidUV63zmi9LnNsc7UaeXhS/Q2F0hRoztVZKy0PSHQYXJMsnfANrBRLxRh/kjyBIm2MxPlD2mB9QqJlmkOymKBrBaG2LGop8hk3ijc0+h28Q6YS7xBWzDk+ZFiCgwSeNf67MjJ5DHinh6sdQ88u79hvRrd+yz8VlInR+/hFVm+kh59Xr9ehLlhHOGcRJSbfZSFUKuo7fQKqw03CvMEw0Q3bytIdb+egfE2Qe+q9lZj+6IejACADFD6981mEQRBEISFxL3/9+pYUuwdpeXYUbJWvdUEQ5DmtOr0yizpel9jJK4K+7kyo6VhbAx+YfteANbiW5h/GnQ5RMNhcS5q34eL2veZ3+Rd8NhQN54odSWG26KQame39gAALu18NnaOeYdUDQ0pWx+4kPP05qOhRZh9jDcQnz9TkfCE2x7smLmX7afpFK9OZLDI5uuZK7XAhzc39EyWy8SE2WJzgPcuvx+ACs0WDc8mzDJ9bJumUbw5J+VVN9uno3jc1ftcs2t7cSUAYKzAhIP0ifPoelTuxxCqFxk9Ny+kWJ4SzQPH1uGT332vWQRBmD6iHJkHAma9bZQhvBOlUuHySt4h03VMkUJC1KAat/gORid2+xXmESoqKm+SQSaFUaNzokJSIoPwQA2wwusA4TBdvC5F54DxPlaYZfJvU9aCPKQWCbV5SC3yGuH5hWoDakTGw2eR0iPVGkm0rhUk3PuE8pnwMFvesM5HMuqxfX7oHiFqdhFFWn1xot8nKSwOWu2EP6DKxmHKjnS3FuBw2Q25+/N76kF8ppt1JuSRVLb1sbpPNU5cGWP6rGhOI+HUwQ/mZxEEQThBqkFcCZJxPGQcO/ZZ0xAPGs8VJABwsMzi11Kfy0KgvKzhCQBA3hf37IWIFwmVRcoPL3BjHhykRNm05AA2LbEJKR4aUC4B5GHEryPFSHNKjdvu73uOuqafJZ+IcOGSvbhwyd7j+XOE4+SGKz8PADiziSmhSI/KDVeZvRC4vorm3DyVEc23uXEizfFZeCZ3la4vPJ/Jbr3mipJn9DohNQ2FglvVWJQwW7MBb75JVrKb7SPFFg9nvlat9tasQv7bh84BYBXugG0bQuHa6HC0C6JnMue0zrSypj001oZDY9F46sKiR+ZidUWUI3NJkqEQ62RNKBve8SaFX2KdtJN34Y/48EeYBbEe15OQE1ChtAArWHWyrllKHxeB5lyS/x3mOj+GsEKC5lzTaXNoINaMeGIwIqJEM4JRWlNd4/FM6b6UqL2sPJ9oEepL6VMJ/1PmyWEUn8wrpNqjCs5JsdxFzfHcRU7OMfmNeC6idHs6tAaA3Fo1iudKldpRXUFYT+Hv1/dJas8c8R6oBzwvVEBKs4gSotqjRs5OxtaB9HLKqs5uRsXOJlPuMlffg3U21G8M2X4j5F1E+yhfSTV2SA3m9VL6gpS/IAiCsLBoz1q37KoeDCclwq4iZY4DiAnKD4+1Go+TgyktkOKCTBpLs1t3apfwfDWuKOEhtoTZ54433BT6vZzliKEk7MRksf0vX7oLly/dFfMiiXqicGUIKUgOjyuXglYdluu96+/He9ffH7quq2EYXQ3DaM+O4tYfvNMsQn154KfX2x9U/DxtECk6onMf0pFxpQjNybn+lbxHuOc1ORLwObzO1+2NMGtHclxiAvF35B8AABPejXN4vBXv+4+/MItw/JR+wdrlol7zsj6AOMvpdKsVo5xVL+rYY/Y96KwFADSOswkVzfP4HIv6EIrqoSkcHgsfZ2zI95rl7vtfm/CSgiAkIfaec0Dp85utsCoHYEwJoNKt6t/vNDoIRgI4TUyi5UEJJFvV+UbAzcfTkbG1P+bDSYfjZlX2V5DpSMMvB0jpzt6vBkjxcV4DUPo0i3v7Tol7O1uY/AxRteQ47MArqhgpQ1mdUHnzIo4O0hqgwnFFQriFrivqNbkJj7D9uYR7CnMGV3ImEbBE6+QlRvu4INtxbSXxip7JJeGP+Ug1hCsfJXTnHilO1gFGgcC31aZ6tIp0exr+iG/yJaEXQDusN1M0dJtw3LhNLoKyD6fVTfQWS7Wy7pvKuxHxsuDeZFT0fHJGCjadpgpQdcHJOnBYW1M9UkUqnwp5KZm4t2NIDN0lLHIkzq0gCCcJ2x58Jdr02PiZ0Q6sbiwiM247yN5yC1Y2DKKv2mwscYn/OXwWAIRySaxgwvRQ8vUiVF/Kmqr80bISeg7DCknLCHly91Ty6Pn5Veb3GS+8a8Z/ozA93v+NPwcALNX//6GaGjC1ZsZNWKvmxgpSTMHRlRsOhbziido5R8st2D9WAGCVblRvHi2uMInee8stuLTzWXPuuW2HQvfZ2HQE92P9cf6FwvFQ1jlmcAR28jMKJYOpwMpioiG3aN6cZdcQSePuMpTnCJfjkMF/0e7ynvKQ6kipvIJd+kZPQOUuGYPxPvnIxu/jc7s34+w2FcaNlG5CncgCKAN+uwO3NzIGjUZ2AfD46DJsbFRWp0VHtS1cAU9eI+RpBsAoxR4fW4aNZLFK3VBUWnsAau7Fnn0mjuIQ2nDZkl24bfTC6f5lwmJA5mJ1RTxH5homQKodUL0pD6dj4HVuGrki3JwDN2clWU7agZtzQ0naeS4DQFklhCwThPkhQLKnSAtUfUkSOkatBPiX3JFw/yRGYa3Rox4mg5FzGxAOzSXUlWDEFhIpOF2mxKBcQvx7Jo8Bno/EeI1EWna6nofUyq5UBc6F3emOdOw5FF6Je6nUemuhYyFa7VL6tlhCHjf8u21g+xK+Z6fFiZ/Li4a+Zy7vIScTrlDX90512jqV1p5EKR6HXVs0Ub0CYNskzy6lz0r5C4IgCAuLXcNLzfY5mcMAgJVpO/DtqylT7tokibFXNRVNCKYQXC5J1r/MYCk/FLFsqyLZE1OYM1rTY1jRMIQVzAqflBZP60Tp5BVCSdoBoD0TnowN1howWItPlHrLLTivcAjnFQ7Fjq1qLKK/2oT+qprs9ZStWfo7Vj8QOvfweKtZ/urbH5jJnyhMA2oLANixNp8bcwUHH2NTleBFT0Nmfn2CIB2rEo5pB6TUKjvuDnbpBzKZwMqjqs1yi/GJwdPDS83yG//2qYQHC9OGicr8roQcwRT6ikW0enxsGYBwH/K2dcr4+OK2PWbfA8fWqQ1W/o9n1LV7W1l+LGoW2vVCUGg3Jrd508qfAQDWNh0zy9NM8S4IwsSIcmSuYJ2o06EaVh4OxcTy51b7Ub1FOeFYgrC61l9Drd/eyBv2URuohfITBNFYcb5dSreIQGtWoa9uMicBCk8TxYFVaESVFbRNnTT/upM8TJIUHWQ97kBZxsS9dYVZgpQPDlNympiO7HtNFxIc/kgnsoQpNUZ9kyOCC8CNh0lC+XMBeGZZNnYtKVirR+1M3j8sOY1mC6PsiniCZVZoxVYz+8ipmJjbPX33wTBr7+k4U7pT38Bdxd1WdW+nwGOq6RXzUgrIiiqpvRIEQRCEBUKN5Ze49+gZaiNhrNyWtu6a0eTpqxoHsKrRBoJvTlfQU86HhNqmL+WX0ni6h+2L6EnSrm+W3b+4Ysq/Rzh+orljkqCyICjROilIyEL/0eKK2LXXrdip7jFBsnfyROHeKN88/HwA2sqcKc2u7HpyGn+RUBfo0+dzJNKBRefSNDbnIhU9Fu9rYbGy6Di/nkLw8edQW8TDNunq4bD5nUkKztqSdyxRirSkuibUAV0O2wdX2n0UFm1p7OyQ4pw8RfJl2+CTgmSct0O67uwfs0qRvZ1qu7g0YinNc9FqLqvsUhtSBQThuBHlyCxT+sxmq8gguSMTInn96qDbFhdyeYO6Fx1ATEjNLXZTS3WugcZ4caZaXKRa7P7asUjPntCAekdrKH74ArMIswgNrKiOFCc5J+rdQZQRtyj3Iutc5HcSpCCLMgabdHtc8o/Uk9IXNieWqduirfW5IkSHzwolRdefNvcK4woS7hVCgnbe1phzWdORTgizZUJ4sWePPalinXIlr8mfE9il9C2pJzMlf5OyLuJ5ZkiZwZVeAEzItJDbNemu2AQrGND3YrfMnKEaF5PAHUBqhe6omEIms1r94Ep3UpA4Daz8E+LeivfIIoZcued6EQRBmAE7f/YKo+Sg0DmhsFiO2t4xujx2beOo6lAvX/o0zm49HDpWSI2hkLKJA3ta8mqux3MNUBfJjRx4Il8gbNSg6RwbQemnm80i1J+ogoTCaF24ZB8uXLLP7O8tt2Cw2oDBagP2jLZjz6g13f5+z4bQtVwB15YJx0QlL5TlDUOJuSIAxBQm1y/5JQDg6u5fAVCKk/bsKE5v6cMd/3ujWYTj5/s/vgGDtYS4wJRChiVPDxkv8ktG2XGNUZDweR5dw6M8kG6NtRup5+sfvIqSbJ15gbsP6zER81i7uvsJe+vGIaxoHMLbv/YxCDMn/wIdap7lh32kcpra4DmmdDn5PBeobhMe6l9j9l2c26NvZzuE75Y2AgCeKdtK8UNHtSvc86T4PF159uuFoPdg9eziFvWchlTNLPsfuTz5jxRObmQuVldEOTKXMMFzeqXON8JDmiR4FHh7wsoMr48JLI1VObuFVoSEBKgRgnKAoGyPe0cpEy8mF54LJ0z+BpbPhTw0iJHImrtNRqHBV1ShwYs9eozqF425acAVzwtprgsqQTh0jjBr+CMenFR8P0+QTpjQW0z5QYL0kJcAbNitUK4IGkD58fO4V1lKK2l4iC8KpcXfyzwzITeGcGKY/23UyJGKhE+6qLvg7vl6UhdSYpUj5wPWeo1NAJx2/RCm9KjsV41PqD6RMmaCsHulL2w2iyDMFR/96EdxwQUXIJ/Po6urC9dddx2efDJsgTs+Po4tW7ago6MDLS0teNWrXoUjR46Eztm3bx+uueYaNDU1oaurC+9///tRq0lyLkE4GVnRaIXSO6pKGVLN2vHMYZ1LIhPYCdHrl/w8dA+KJ8+JehlgCeIhs6LDOSZI7R4pAQA63RF0uiMQZo+//51wkmquxFjb1B86tm3gNGwbOC12j6FaA05v6cPpLX1G+Eg0pcKutDzUVjRUG1mOn9F8FGc0Hw0d2xsswd5gCfKHy8gfTpqsCXVnFMl5OycKK01jc67s0Nd31th3zJOuEzRW58pR8kJgyg7nNF1nuJKmN37fFxeeBRAO2yTUD1cbme1mylEyQvNb7RxrQ14Vzv7Rgtl3f5/OH8Tq0SUdUS05kNPtCM9R8kybqlyF/rHwyc/qNQ/lSE6NCUPUnUPL8f0f32AWQRDiiHJktnER/i9Tu5ZgYesdmXiy7Y/58Itq0O0NqAG7V2QJlEkpUmVKj2F1vHJEjcxTramQQNNxHXXfsbi7QKqQNotQZ8YRFiLnEPYK4YMf6vDoGJ9kRYuN6lozwoMwXq0aEbZ0SUXWkxU39fvcK0Cswk+cUkRJCvVtmpBKtK/BTVR6klIktZx92ynH5gjh+lfKJcLrANUtJlCn0F5ugjcab2PIk6DGwmxhr14P2qV0m9STmZK/WSlSQ3WDT5YyDmLwfoW+ZT7pIucRVo/Sq/SJSSEdmSCH6gIP5UVeKwHzZDH1zUW8/xMWF34wP8s0+fGPf4wtW7bgwQcfxN13341qtYqrrroKIyNWYHHzzTfjf/7nf/CNb3wDP/7xj3Ho0CFcf/315rjnebjmmmtQqVTwwAMP4Pbbb8dtt92GP/uzP6vrv1IQhNmFC6Uvat8bO15NqQ7vnGbrHdIYSQayMjeIjS1KMVKgCV1EXgUgbmxG55BAsxNASW+PR9aMUnPOLIcevSzhQcKJQEJMwIbMolwj2wfjobKIlOOHkrUTKxqGMOplMepl8VD/ajzUv9ocOxRJkr1rpNNsR0O39VeTJOnAe3P3oys3jK7csAnXNVHYLmFmbMgfQV868n+nZOxRfEwc+hrAUw6Ls5QUSpvmYLztoDkYV6CSw0EX20c5/46xsRClsmHN2lc3fQlf3fQlAEoIf0nHbtx+19sTXlqYivwF2rCVlc03e1UIPF4/yGvEHbVl0zuu2pUN+bhCvdGx/ct3+5T3CP+We3WoxlGeuJ0Ud0v0QpDh64Dd1e2rTibn1mJtjLCIWOBzsZMNEVvMFQ5ilvxklc0t8z0d+z2oaOvs9nTM0ogLp2qH9PnD9saZ5ZnQ/c3zGdWj1VDegOqBaixcizAHRBUZtJ2DcpMkV0k+gJqJdw8l7ooqRZphhdfRcF0RBYnTxipP1JompwTftAgzI/+WreEdrhNTennDHpCOC8KjChUAobLj4Y7IoyxkXUIDcT7/0/WPe5all6ibptvtzUlQzgX01d1qpsBDfAnHT+mf2fcUFaJoTNgtbtFG9Yd9qyZhO1OAmYkVr0a6nQl5i9F9mKEUKdTLe60lY6D3BYMTDJgyaindLu2EcOIMDQ2FlnI5blX7gx/8AG9605tw1lln4dxzz8Vtt92Gffv2Ydu2bQCAwcFB3Hrrrfinf/onXH755di0aRO++MUv4oEHHsCDDz4IALjrrrvw+OOP48tf/jLOO+88XH311fjIRz6CW265BZWKJNoRhJOBsy/8HgBrlTtYtZ3mjrLyHuGx3zM+86gHMNaUCVnyAgiNt7o97fWBBI+PVoTHXtFxNEuk23lUXy9Ny6zzL6/+UwDAuuZ+PHBsnU2MDGBbUXmKkOX35Ut3mXMnYtxLh5K1EzuHuo0Co+ynQ6G8yAL9jJaj+rd1P/jJ6HNC9yl2N6LYnRD6CUqx86nvvccswsy4+te/Et5BMhvOEJLDTwdINCw0odH4906hbvm4WzcrYx3sRJIFcN0sVU82ZzPhctn9Li7usT+YoFw4fkoP2XnL+c4BAMD1y39pT9B14mcDNnwW5Rfhis5ntHsRD6l1TdfjAMJKEVKkXNBgQ/tRW/Rw1ipc9c0Uv2L79uj1IGKM1LJm+c973hw/QRBOcUQ5MhfkEA5zUgW8IQ/ekBUiUmir1JK4AJJI8vAIhdUhgdUeKyTwhqeh7IjEjnMa3JDVb+lfRJhVL0o/1P/LzklOGkEonqixBo9ap2USziHDgITwTIYykkNpNSNcV5vYsajBQTSmsnBiOIh5aQV+YLy/zL5aEM5DAdWWTBhGj5oHXlakCOMJ5GisxepFKq/znixhSdqXqkrnsqTx5D2SarXv7+3Q7z1gl9LHpR2ZKUb5xJSXbsGFq5OkO81sRkT//gK7ASVkH2L9gP6+HRYX19yftSnBkK5TrApmz1Enplk/Vd6tKk2NeTKaaylXkSDUmVWrVqGtrc0sH/3oR6e8ZnBQzRTb25VAatu2bahWq7jiCpv4eMOGDVi9ejW2blWK661bt+Kcc87BsmXLzDkve9nLMDQ0hMcee6yef5IgCLMMT6bbqkMpndNoPUXWauF31WWDJj5/A8LemAk2KqbP7Ek4xuGCTxrz8ymb7o/zTtkspe0yjqoHL/rsbXjRZ2/DnYfPwp2HzzL7/+vguWb7ko49uKRjj/l9Xpsyzz+9RWXDplBcSYndVzUWAUxssb1rpNPkDiFIcbdrRA3OD+nwbqEE0BFGvCxGvCTXBuF46HRHwmNoQH3PSd5hDmL5YDGAxMggie0E3ZOJesaWZWL7jNcIT9K+Vt+WGy9SxNBIe/UPy/8bAHB99y9xffcvUfqltCHHhf6/FpuYglKXzY9qp5tdpCD54fAGs4/aivVZnqRE8cyYVYjuGlbfPvdyXO+qa0Y8W7APb2AKEi5PelqvWR9V6FMVrTEIe0EKgpCMKEfmmojVQVBJcE+KlApPom5C2rB7+IM6CdwAOy8iQEUAo4yhnAGxcxLeDwDgKcEmLcIJQlYfNNDp02sKV5VENDwNzdsyiHufENF90QkepwFh63P9bk7BCdeJpPyBHiRfzXFS+sTm+Pc+UAt5dQEAfMRyv3jFWjicFQCMqZBYTi5hJE7zJ/48Gl+xuZtJ8M3IrIgP2B29zZW2/ojeXsTulnMKnwyR8CT6rVFx8fk3feusegS63Q9N0mgAza1UdVE77exECvXH24iEIq7uVg+kPsYeYO9YA0q3Sj+yKJjHJID79+/H4OCgWf74j/940lf1fR833XQTXvSiF+Hss88GAPT09CCbzaJQKITOXbZsGXp6esw5XDFCx+mYIAgnF/cePQNAOM9EpqY61XzFWohUI0ngGodZh0qCTdYPdlZ1J83HydF+kgwGSEaW1AeTribJiCkASo9uNotQP35v7UP4vbUPoS0zHqob163YabbLXhpl5h1CihESZg7VJkpMYUNnnd3ag7Nbbd/BlSuPFlfg0aJ1DaBEzt9Jqz7riZLqe17WZRNuExRuqys3LBbhM+SJh18eKlcAwFFYr21iovluGTZknubMxqPJ824a1/O5mH50Y4UP2iPnAwA5E/Fr6R0Ps309sMrZJGWNMGOeCqxF4eVLtRaCTXUop8jyBuuusX9Mxb0KKUj1NbtHrDs+eYqsYNe2Z1V/sqOy3Ox7MLMWAHA4EqLP1EduWPtE5BiAF7epJCWntxw1y6MPXQvhJEcSstcVUY7MMvm36bA5CULlVFvKJEEman011Pp0I+o6JrwNCZu40JPyh3DhZFRYGtQCm2dAwy2GyTLdL8cruYTZmmV4nYgq9Nv0Oup1BNgwWFGrbCrCFNREi0+2qBhJyJkwsYsRHQDSRG084ZhwwnjDXlxR0l8znhmEP+bDK4X/+akmF0F/wrc6UfnS/iLb1xE5Bha6i+3Lnqa0LC4L2+drxU21z1Zkb496b2/EM0vxry6c4IWECdFj4GA0XJgUNs3n5d4UWQNGkcpz2JDHScjjiOaFvC2irmINO21jOnwMNq8VV4p4R3QdlbwjwizQ2toaWnK5ybT/wJYtW7Bz507ccccdc/SGgiAsJM676E4AwIYWG/t9VVMRAFBNs7mYHjtnyHPXARp93TGSIJIbGZAhMR+qDUX2RXMNAvHxPY3LmVIkX9I/RiFCzlni3MLBCY9RMvbecovJSQKo3CKD1QYTnq3m20EOeYNQmByqY4D1KCHa0uNoS4/HlC739p4euoZfR4obUpBE7ymcIEkJ2Q9BKUuijCGmFEEeONONnJxCcu4SqjZcL6PH/GPt7CVIQcLnZxfoRqjN7sNuvT6oF831NR0CSofrLt23GaX7RLk6U55KKQVJYYC5EunyuizYZXbtdZRShCtA+ivaYpWV9ePDStm5vsl6lAzpNmV1wnfNlSzfaTsb32lTStPQHIvyzjBFSeNh1X/1+cm5jARBsIjIYpYpfZp1PiQ3SpjDp9rTKr+IJhYOi3uKjMWts+n8ap9tOGvFsFA13WHvT2FReHLlqhZwuW1SLWaNIsIC6WGElRxc5s0TswPJ3iEEeZ1ElRZRq5f9bJsGasORc5O8h9J6aYm8V8SyrXTrZrMI08MfSVBC+kHcK8QPgIi3l18JYooSQOUMCcYjmpE0kkMcUfkzZR3lKOFtCClmeT4SCuuXaraCBbqGe7IJMyd/k1Kse4dZuKqS+t8Ho0FIWeIfTvAKoe+UVyMtnPGLtr4FRX0fnq+GvIe47p6Ml5jBUm6N6sxyq2ynVjmsJEtBVOGekGxWOLlxgvlZZsq73/1u3Hnnnbjvvvtw2mmnmf3d3d2oVCooFouh848cOYLu7m5zzpEjR2LH6ZggCAuf+3/yO7j/J79jfo/oBLfHKtaSoEELnqoNrOObrN8aTthHMjNu/BSNpLJBL0QT4uNuSrDMBZ9CXbm08xmzTQqS5rQav8TyyzCeKHXhiZLNkM3z11As/yjR5O1JydyJi9r34aL2ffACFx4Lr7N7pMMoaR4cWIsHB9aaYzyxPKDCbd1+19vNIkzNSmcwPkfyEJ9HA2qsHZ16jSFuCFtGzPixlM6hVIgLghpH1InfKZ5tb9mlFSS8raFLedtEY3+eoBsAntXrqAJHmBH5i9R87MxBpvSizUN218W1PQBsInUA2DmoxoncK6TRVWW9MW3HlqTsrAW2/6nm1PbyRluxSOm6qbAfmwpMqEN9ynPZi5O+ZsDu2rSEC4KExcDJMhc7WRAp+FxAYyz2305168ZvilChUQUHgJAnCHl9e0P2vGhuEn/c/qYY9pVD1q2Ax4q3L6iv1WFy/LJvlsGPXTT5SwtTMwo1kEqKY5pFeKLEizOaiy9q3cJp0ssAwknZRiP3517gUQ+WyfKKiCVb3YkJlKEToUdaajfnwm2KF04w5pvcQwYPseSeQX+A4ImEni2qkANQ2a8u9pnC1uQXYcoaandcFparvGfcnqeX4ocviD9EiFH6rFUwegOqjY7mliFliZtnFYSHsNI4Ccou6hecRqZRoSqVFKKLtzU0+Lb5S5HRkzheh2uHEhRkw2opfUIUqMLsEgQB3v3ud+Nb3/oW7r33Xqxbty50fNOmTchkMrjnnnvMvieffBL79u3D5s2qfm7evBk7duxAb6+VLtx9991obW3Fxo0b5+YPEQShLqxr6kcuVTP5HQDgmapym+WeATGKbJu6ON4n0tichzVJErRGlR379EKMQfXhSR6cNN6u2KX0M+lHj4efvv1NAKxShIe5IvaPFaZ9v6gig+qSF7ghZQoP10UeHxSSiwtUo0QVMsSKhiFcgH24QFciyUFSJ4oJ+7pgDQU5ecQNClOIf/+jCfui37rmO7Wz4ztJQZIUGpm3RdyWg4t3fqHXY3YpfU/aj+nwxMMvN9uFXi24YW39ZeNaC8FyeZKClYfAOljTHQBTuK13tPacTe+GqqpDyYzZAjy9RWljeNguADjYrO65I2XDb1EeEn+AVUyesB3KGIAW/vcJwqmOKEfmAi7QTnChTC1TP4zwUYchoZBXlBuEwmiFcK1gi4STFAonqAUx5Qq3RievEbfJVgPKdVDrZR4o/WIBXleS3Otpf3TgRUVORURCbl4k0YFVRBBuOIR4bhFiGDZcFxAeUEWr3WTa4rRdSrfLoGsq8u9V1ijkqQEAKR2uKjHUXTmIDcIznRkEE4Q4iylbkhILlhBzF68cqCQqZhOVN7pdcpvt30CCd564m0i1p1H6l81mESZBF0FqKQthVtLtfNYJ54ehNsV6cVtXfDZxqh1WN3WXsO6fipW3JUW95vNsmpuzsF25y7T2hFmsVQ9HGiVq8yKWtqXPbTaLcBJC+dLmepkmW7ZswZe//GV89atfRT6fR09PD3p6ejA2phrBtrY23HjjjXjf+96H++67D9u2bcOb3/xmbN68GRdffDEA4KqrrsLGjRvx+te/Htu3b8cPf/hDfOhDH8KWLVumDOUlCMLCYf9YISTwPlZpwuHxNhwetxqLg47azpTZoIrGTDS25nO6pPF2dF8OcaHoLsSJen73QAk6ubAzns9XOE4opBVBuT/IC6OfeRVx7xAAWNfcDwBoTlXQnEqedJ3e0meStwPAziHrabh9cAW2D66IXfMinQCeBKrkyZJE1EvlZVmbh6S/0hRahMnZcMEP1AafstC/bSKviyriidZbAAxG9vmIGRKmHR9jbWHrxmdSHXjG7wjtazxWTTZCpKEHf/4aunnkXAqvlaT7XQmUtm82izAx9J33LWVhPEixzZKir2lU1qj/tscaEt95WBnS8G9xo27Yqc8BgHPyKnEM5RsBgHPSah8P3XfhEhU7K6ro33GhUpA8XrB58vxfhIUGnUMjWD8W7kjG/TQefehaswgnGQt8LnayIcqRuSJBSGX2sTEXhakhnLRj4/6DeY1wLxTKPcISNvNwWUBYwVE7pgRXKZYzgDpY8iwB4h4obpNrFhFqHh/5V28N76AiyCOcdI0TdbenyRMNgKivrSScQ/dPyl0CqPqYQlgBQtsOwvkCJlOYJLkdC1PCw+7Rd8yTsU+W88dtdpFdGbYQcxpctUSTqrciPmD2geBQxBOhL4gpQNxGF7VjcUWJoxWzPJcFeQ84GdZAaeVu4GFCJY4wNU6r/n+nwmVrlFIFtpO+zyLbR+FuV9qK4LToe3FdBl3LZQH9es0naefpNauiueeHGxm30YV/LKEOO4hPKgWhznz605/G4OAgLrvsMixfvtwsX//61805H//4x3HttdfiVa96FS699FJ0d3fjm9/8pjmeSqVw5513IpVKYfPmzXjd616HN7zhDfjLv/zL+fiTBEGoA/2VZhsDHsBDA2uwf2yJSaALIO6ZzcdQ1NXx7o3G8JONc7jglDy6WxPOi/aR0RBeGbYIJ0RbetyEq3qofzUe6l9tjqXd8PiFKys6IqG3Hh1cCQBY3jCE5Q3h+EpHyy04Wm4xOUyI3aPKmuXQeBuOVZpCYd5IWRP1YJlIGQMAv9H9GH6j+7EJjwvJPP3zq+wPKgJehNyoLMHTA40Ij8EB1V5E5t0/KT8H23U9MXQhNv+/tvuxcBJvQBkxJYXyo+fyZ3FDSN4eHWP7ZD42I2rMM6yvoPsOPk/SZfjDXhszkcr6g8+13sk7hpQCY2/a9jUHSUHPyuSQVpBWG63AhbxGujNhoUtfi3qfs5gH3OPnLgudgxTQuWsktGtlehAr01FtniCc2ohyZJbJv1MLw5OcL/i+SMfoj/lh5YSrQqqEE+iqkTPlCgHCyg0gHOJm/GllIcNzFBgFCbtvZW944OVkHASVxashnBeyE2wDtnOMJjIewcS5RegeVEzcdT8ag5T6We4pEiWqMKFqVEPYu4WfQ331EMygsnT7ZrMIyZAFP1dAkNdIZimb+erv3c3Fpcpus1KKRHEKTtxaqAFwloTv4fXU4O2NNFIJuWcotF7s+aTUZYco9FZtaIIRuB68i9fA5BivkemEsEuKRZyg3HTb3dg+c39eNWgczcPyURnzCWI4WhEaNjYg3R3WxlUPV8wSoqyW0ielHgj1JQiCxOVNb3qTOaehoQG33HIL+vv7MTIygm9+85uxXCJr1qzB9773PYyOjuLo0aP4h3/4B6TTca84QRAWJpe++BsAknM9tKXH0Ja20s9txVXhE3hfR5fzsS/1t9wYN6q04Pn5yMC/n+2jfnoyowGaE4xMco4wI6KJ1ondI+1oz46iPTuK5nQlpBTZtOTAhNcdGm8L/b6/7zkTPrvmu6j5Lg6Pt4ZC70S9VDjkKUJrEqCiGbG8lJd2PoNLO59BzXfx99/5A7MIyfSQIIbLimlOvSZyclI7QLQhpnjoyzajLxsuoJ1Dy/FwdnVo3/riMbzS3xm+eBjx8f8AYvMzAKGwTiH5AbVRfCxPBHYpPSrj8MnYu0QJVDqHWCNMQ0H2/yYPkZcsfdrsozBbS3NWw7VXC2h4+3J+84HYc8nDrTuwSpGVWVVR045v8pAAgL8qIge80gVOj/4hwMrHw0qRdU39ZhnccUnsHQThVEGUI3NJkhskdaxamOykgFRTuFjcRjfkURJ4QUxwGbLUhlaukNW5dn3iipOgYnOJ2IsC8zxAheUKIm5T/rBvlsG/kdwjJ0Q0wTqfPEUNg6KKEoLLs6PKjuj5ScmaCRp4JeVBoboW9T4hpQuNEcQS/LjgibWpzLhXF3ly8KTn9K1Gvbs4Me+RNGJ1zhv2TJgl/g6ZZeGZvePYNsOc1uwilRQ2i/KRcOeRiRQkwoTk364V66woyHPQiSrIqGi4VRlVKzbPNgoL3tYQvG7QNfwxJNDhIQai0RoyQMMl4Ym9kwKC8Xg99Yd9+H0T11/hJCAI5mcRBEE4Tp4oKYvadIKixCS5pTE3jXlpPMPH2NQ3ewn7KuwYja9JQMmVLdXIMcD2u0vZsWgo3qJdSveJQLOerGgYwoqI5wegLMefHu7E08OdsWMpxzfx+wFgz6iNbxoNazXuT6xY78oNoys3jLVN/VjbZLVnpKAhISoP0fWl0gtD98iIS8Bx0Z1i1vg0Hp6oqLhBK82Zk8bV1fg9RmpZ3N+3PrITWB+EQx25CMLKDkC1L9E5uoPkkFn8Pfk7UJgtqSbThsKuhfoM+t8W2Im63X9Zhw1xR94cvMx7suriNSmrrSp6Kl7j3qq1aN3rqG3utUIKkj4vPKFf1VQM/e6vNuOBF0W0IgHCYRqhfq8fkHiNJzUyF6srohyZA/Jv2hrfSZ0SG/DymP1AxGqcSLDmdtJqsTvCxysHraTd0wnWXSZoNSG43Iml29F3AwC34KL0qc1mEaZH/o1bw+XIJ1vRehEfn1saEU/QDqhB3YhetFW2IWrlwqtY1F13MsNYcvmPKkyKkfM8iPvuNKBv0B9hSc+1goRyDwE2bBXPR0IKTO4RFr454v//4biA3S8HsfxCqdZULIxTuj0daw/cvJvYRlDfyT3YakdrqB3Vz9GTfgnTNwX0nSa181GLQRr4cmEKXc+LKCl/EbVF/DlFtfIHWcfzbOT9hhAfTdTi/YaTc+HkEsK06bas9IXNKH1B6oIgCIJQX2648vMAwgIuClEUFSyFiPaxpNDgHhxJRkJR2cFBtk0CTn7fpCFc1Ls7KSF0J1DasdkswvT44G/+PQBb9jymP7FOKyjOaOnDGSx/CDFUa8Ce0faQMuQxHTbnvqNKMEmJ19tZGK6odwjPHcJpTY9j/2gB+0cL9lydcH3nUHco78jemhWqvmX1g6H7rGgcMstX7n5r4rME2G+We3WxPNc4zLYLep0U9jrB03uw2hBLpn1Gy1EUa5GJvA+4ByKNx3LEw3Y1Irl9WIq4UgWw83M+79+t1xW7lH4mbchklD3dAHfEjz08aj2BPn2O8lZc0WgFOeRZxvNcrXRVnSikolovhMI8tmX0pC7JW4nhjgXYmI5oQCoAItHc0ApgT/R5BbPs/NkrJn+QICxSRDky19B/nMuGIvkaeAx/EpBGw2UBQK1YCyVNTreFW0yHG5qPeLH7kNdIigmworlK+Hl0zMk5cctl4fjg4bBoIYp6TROx6eR+7UQoMZghBTupinqH0ECJvLpbItdxkmKtAkCj9jSqBcqaXPL/TQsKu+cV46HuuFcICZO9EXterU/t4zmJvJJnlSRJlkQVxCbgQdk3CdQNftx7BK4TU5SgAXA7wt1I4AeJ7UNQFS+BmWK8R9i/2GnQ/9uJwnbwdoK2eR9DbQyfj1Fx8SJKR44B8HdEynAXVNJYTg2xuue0usisiU/+ozm2hJMMsVYSBOEkhKz51zVbi9kN+QSBEvfibkTcIIimYOOR80IPY9skX+f3oGsnyx8SIJ7bb7LQuMJxQcoyrsg4uzU8yKG6M1ky9vv71ocsxckLhBQbR3VILkr+zvc9pr1CfjawGj8bCIddItY195uk8ADwmQMqDM6h8VYVOkkbpO8eSZDgCjHOeOFdaoPrLugbjRoO0jc8kLCPz5n18QdH18aet6JhEA1uZEI9ilgb0FdtRt9pEZd/Cm8d3ZcklvGRnNNIHAVmzNkXfg8A8PQw0zyRAxfTdVLb8dS4PY9CNb6sy3qUUM6rnoC5IaXCxwCVDwtAOIxfZB5fcMdQcMfgRqK9pB0fD46tDZ98OoCzI3+cyGxObk6CudhHP/pRXHDBBcjn8+jq6sJ1112HJ598MnTO+Pg4tmzZgo6ODrS0tOBVr3oVjhwJj8v27duHa665Bk1NTejq6sL73/9+1GpJuSuOH5FMzBH5t2ghFx8068bNJEBOA06LKpLscjWA4oJPUmwkCZTcBje0pNtVz0mCUkr2DCjrXSAsfKV7mn2+TbhMRK3KASAYC8wy9I8XJ//xQjKUmyPqWcHbm6h3CA2cokqLpBC11NlN5GHiIe6uT/0xTbjovrzKRRUk0fwkBAlJ9VL6D7FGmRT96fG8QvTNhZSjuk1I5e0/nX/L/FtPVMYSCXXGG/ZQ3hP2Da8N1FAbjIzEumEHhXTtoBcLw+ekHKQL4VG826y8TPx+UZbMCDIg4t8ifafRb5y+aS6Aoe+WF0eSpwhVH/6cSJdT3VVF9b5IQzCIsBAIAFoBpyviPZJxwvVZ183gmG+Wob+VkI2CIAhCfXnNFbcCQCjHA3kOFCrKamjcT6OUilgjRROkB5g43C31oRnYPvioXrez8wp6zYdcPL8foDxSouPrpJwjY3YRy+/p80+/++fYkO/Fhnwvyn7aJEEH4onPeSirifKC7BsrYB9LoH7f0TOMZ8nTw0tDglXyNiHFCfdeemwoPMBOym8SZdfwUuxi9z+zrCodKVF2DnWbRZgEmsbwaU8/7PiWFwV9p1xJSQoWlu+TymV9Lq6VOFZJkEzXELPqx1HEPVKKSG4PehCfq7uItyUFxCM+CFPyo0CHq+LyE10HeN9yXkG5CxpvEwDdOaXl5m3NuD5+sGw9SkhB0p6xBbw3CCeR7SyPoDAe9zhBDnhxIezi39fYjL4zIoo2NvdzB1TFXxMMmKX0kPQlQn348Y9/jC1btuDBBx/E3XffjWq1iquuugojI7Z+33zzzfif//kffOMb38CPf/xjHDp0CNdff7057nkerrnmGlQqFTzwwAO4/fbbcdttt+HP/uzP6vquohyZD6gfZB1XNOF5ULO/Kc48D7lDSpOo4JETS+pOeQpG/dA5AOCV7D6e4B0Ie5OQ5XpQnpnGULCUvjZJZ0OWapPlD8kgbF1CxUX9cbIhk4IGctF7RIWovAqQUQMNFCdxGjKeBdF7CBPS+gfK/Z17epGChHtbVHQi61A74FKS9khTTmXEB9LU/7BxVHqlaj/SCblD4Aex5O+p1SmVbDD0ByDmreRmnFjuJL8chEKEGbTHVOkTMghLIv97WrHOy5LqStRqlNqAJAUInxRRH8SLIynMVsSKLagF8A6Gy9Dv9+EfiCi6XISFQPyZdC8KBzdYX4sPQRAEQZiK7YMrAIRDGmXGImOUJG+OIsICRRom8T4u2v/xKRP1xbxPJwUJHzfzED5AuL+m88WJ/7j54//6U/zxf/1pbH9vucXk9+ivNIVyhpjQNprBmlWSNKfDhkWrGosmpBbnidIyLM0NY2luGP3VJvRX7f2HamGlC79+28BpoWOUhyCq1AFg5pArGgaxIhLKSUgmf74ea08UBpqHuSZlJ/+uqfj5HEm3Hxe37jG7KB/FWcwj6RlHe/gkTMU6MyNxYzY34T0dJIZeRwrhHCmAEupHvb5ZGOzSVpmPJUG5Ry7r2BU75rPG+DtHlWvGYNVarZlwjqzcHhxZCyDcrtB5p7ccNft2j0Q6lBrQWYtoxUhBHin/VY0DOJgNT9yLLrOmoz4n6iElCHXkBz/4Ad70pjfhrLPOwrnnnovbbrsN+/btw7Zt2wAAg4ODuPXWW/FP//RPuPzyy7Fp0yZ88YtfxAMPPIAHH1RysrvuuguPP/44vvzlL+O8887D1VdfjY985CO45ZZbUKlMJvycGaIcmUOM98hk8QITQifxXAKkNKn22RF0uiM8evcGayGBk5Nx4A158FhSZNrmio+YgqbqA1pIG1WYAIBf9M39aZHcAdMk+uVNVidosBP10AgQVqLwSRIZD2UiayDuRUKKkqj1uQfrnh1VdtA2Ddj4nCDq+l+1S+krUj8mI6U9x6q99p9NIfGyKxPCEjEFRKo5FU7aTlDZJA34mVw6XVDXNmyIW8RllmZCXmwAlMXR2sj7t6bCnitQXmnRNgpQnibVw6JBmxH6X+szZbb57qMeaDTJ4nN5Km/e1CeF64sWiwO47ZGcWF2ZeALKFOJWbExglH6OeqlUPhXyfPIOaA+pFtcspVukrVjwBIEyupjLRcJqCYJwAvz2S78IICxwiuZ84DkeDNGk6EDYohyIj6+5wImGQTwcD/W1fF4ftRcow/btFL6HvwuNuXN2KW2X/vN4SDt+OOmyZqSWDR3zWILkVi3YPFZpjl0XheL5R1neOIRDY604NNaKY5WmkDdBe3YUrz7tEbz6tEfMb6KrISzRXNsc90wAgHVNx9CeGTXL33/nD6Z811MaMjQ6ENlPY94VbB99m1x+TcXHvmXjNcLG161pVXe6cqwcdTV6ZElYGQZAjbGjc7ks4vmNAJUToxDZR6EBOQMI50MSpgf9z1l5birsBxD2Osu5qhK0MgXI+S0H9Hl2EjUWxOfJ57aFC6YtM46iE+5k+nLNseTsAIBR4OLMntCu3nHr9lRcq+/Dpvxr+lTnNNaQMUvv9kvj9xYWFvM4FxsaGgot5XJUMJDM4KBS2re3q4Zz27ZtqFaruOKKK8w5GzZswOrVq7F1q5Kfb926Feeccw6WLVtmznnZy16GoaEhPPbYY3X5VwKiHJlTSv/FBqvkGafbMyft2MGx1vDzuP1kLZ6UE4TyjqTa0sitDvd66fYM0u22wa0drcLNOSGL8IoWUNLz3JwDbyg8OufW6ia8ltSe44MnSU/KD0BztMnkxlHrEG51xpNH8j406pU9WVSjaAgBwkt4Nl3SELmgfkrcRc+SjzwMAAjYoJe+68aNdpJEAmVSZAAqpJ6BlzcJqbnFUEJs68xqXeF4CL8mve0mVIIy4m7YWSD1vEjOo5wbU5SkWlLwR/xQewIAwbiPYFyFU5KQSnHyb9KKddYmmATp0XaClCL8X5zUHkRJckJsQKzdSOVTSjHCcDIOgvFI38STWNKkMdom6KqbapvYA1IQBEEQ6sXrvvRPZvvjT/86AJb4tgHIO2pA/XigJuClNBuo07gqqsAYgwqnQ0b6OViP2nxkDVjLc67kICUL9ZNVxHMD8H6d7iHd53HTnlGKhidKXbFju4ZVAeZSNeRStsApMfv+sQJybs0IPwEr5F6q149q76TJcn/UfDcxGfy4l0ZrZjwkVDXvrRUkbVq4zt/hmYbws87JH8Y5+agbkpBE/jI91uZj1SLsnOeFbD9VmWVsHwmama714uY9AIBHhq2y45ysKg+XGXuU2nU7w8bc+0d1u5Rk1T+A5JDJeQDrI/sKiCfk7oBtQwiemP3HomBN4jde8iW1kZA7mJcnlR33PHu4qHII8bpwNBIy79B4m/EKI54YXmbylhhSiEcP0JEYouHXUkzh+3hZVdhCwMJIkAxpav2uIIRYtWoV2trazPLRj350ymt838dNN92EF73oRTj7bOVl1dPTg2w2i0KhEDp32bJl6OnpMedwxQgdp2P1QsTbcw11nEW7y2kPCyC9HiYh1bLF2jErATPKCZabwI8oTZKETalCGikWhstxlbCSEkADYUt0IBxui5JGUz4TwCpr/FHfLIMfE+HmtCBBZQ1xq2+COjgq3skUslHPEhq4ZRBWyGQi1wB2wjWZW2UDknObZGAVMtEYzPVrqxY13OOKvkfuKZJdobd5Ym7yIhiNaKr0qaHQdzQ24+VH9Y0N8HJr1eA8GLXX0rNDeSKIMhIHU04kL1JQDZBZGreKcbJOYi4jIUzpM2ySQrpp3laT5ehEHl58bh0txgbEy7A9YR+AVFdY2eWV4nlmsCphm3mPpJaxezBljZPVf49vl9InZXK2oDkJkgAKgiBEeah/DQDgko49Zt+D5bWhczYGNhGoyUHSy06g8XI0d19CCPgYfNhGgtimhH3RZwFWQbMccYbtUvqp9J/TYeegysHRnFb/dK4IiULhsJpSFTQx6/ClzPJ/qNqAIZaT5FuHzjH7AatAGUrIW0KKl/MKh3Be4VDs+OnNR9FbbgnlIKGE8U9rZY4RqCenRREm4dGHrrU/+Bh4Ndtep9d8LE2eJnyOTkMV1jaQUHwsa+dD6xuVBpSUsgCMIuP8LHNdIaPapOTZGSTn/8xCKUGi+5ZG9g0DiEeKEhLY9uAr7Q+eX0rzymU7AYTDYpGy44L8PrOPKzQBFW6vtxyOf/Zvey7C3b3PDe07VmnCM0G4UDvLI4neQ8UGO8kiBeyIx5T9pDDj8uZx+360DO64JH5zYeEwj3Ox/fv3Y3Bw0Cx//Md/POXrbtmyBTt37sQdd9wx2/+Z40KUI3MJtyoC4hpf9tsva9ddJjgkBQnPI8KVJkA4fnumW90wVYj2lsqq24nmKeCk4l4rTpZZlmsvEy+aqFmYHnnEY4ACdtBD/+pWdixqsUbFR4ndk4jmLmlk66gHCAlY6dl0bDIPkImUOhWEPViYu7+QTEorHatH7TdNyszaAPuuV6hRGPcyCeUXYgMkY83P/+9UB9hgjpQZtT42WNNeI06z/e6Do/p+CZOuYJePYCziEVL2Ta6j0H4/iPU+vL8VBWsC9P/iZUltQvRfTFVoMiugAPERgJ+wz0WsrQoqQUIYRva7oNe8vyPvkYhyJrVCK9vF+lUQBEGYA3i4kp1DYS1DKWCdrJZX5qtMcElhsSYbG0cVJjSW5/0fjbl5/xodT/N+keTvXKZG07s+CDPko6/6CLYPrsT2wahJvfUkoRBY24srYucQe0Y6sGekAxvyR7AhbxVqXIFxaLwVh1iiZnom3beDhcp6EVPYATZET3t2NBRSi7OqqRhK6P6jcZUw+pwm5aHwzJgSplJy+D2j7dhyx19P+DedyjzTogXP/ZEDZOzPvS0otz338KL5OJ8O6bH67lEbe4vyxFDZALD5SorsWq1sHWviLv96Ha+6il7E26cS4jmUqogrc127lP5PFKxJPDWqtEvVNDMupvk2K/cunXydJ2mPck7rYTS6YVneeW0H0RBRnqQdH/f3RVyCRoHOkUgs44iRHCl9uwdtzPOnh7V2jPcvVL+jUUYEYRJaW1tDSy43uaDv3e9+N+68807cd999OO0060HV3d2NSqWCYrEYOv/IkSPo7u425xw5ciR2nI7VC1GOzAejUANlait92MZIj79DCZa1cNFtso0wWYW72so805UxpWlCa7FBeMNzlUQ0uzyet4DwijW16BwnvhZ+uc32XchKnecgobwBJDALKgGKf3nhhM8RJoDcWaPWH9Ei41/tRJ4kXDFBUKgs7kUChCdaUc8PGkiVI+dOpBBJejafIB4FSp/ebBbBwhULFD4rKMfD2XGFJPcaCXl26HILeaVRiAc+Odd1yx+296keiMdzcwuqUgTMW814BUXdsoFQfiNzjyYX6Y400h0RKbgPeMN+7HwhAmsHqDwSFSXRkHjRMXkN8bB4FcQ9SiqIf+cuYu0KV9ZTHqqQlWtS7hPeRvDJmr6cQq/5I+KJKAiCINSf5Q1KirlzSE2qa4GLnxSfAwBW0MxDUVIfXEi4GSk4liFshduNuGEQyUfXJlxP4+8ybJ9Ja34PGpPzkPS0zfP8/UjG2dNh24Byc82laljeMGTqBiealyaWBD2BwVIagyV73kgti67csPEe2ZC3rkjkNUKMe/a6qEV5W3ocbelxLG8YxHKWcP2J0jK0ZcbRlhnHjtHl2DFqFX9XLnsydI9rlz+O7//4BrMIilD+j6WwXhZ8DEvVg+fYJJkdrxZ6XF1ssg3JNweeDyAcbsko0tj06/yK9hphsu+xbj1g5mPsJWw7yegymgeU3jFJHLQvYZ8Qg3+PVYq+wowGX9r+FIBwG/HYUFh4u675WEihCShvE65gVfv6Yl4mZS9twmMZopE/dF0q1Kz2a+OYuvcFLitofRtS+ABAY01d7A4EZindL32JcPwEQYB3v/vd+Na3voV7770X69atCx3ftGkTMpkM7rnnHrPvySefxL59+7B5s6p7mzdvxo4dO9Dba/vNu+++G62trdi4cWPd3lWUI/PNJDHgSQHisJwClJDdG7FSKzcSwiaUO4DyiLBzMstUjziZosTNuSEFDSlIKgetKQIJa2PPFybF5A8gJqoDjbAu8lGlBRCecHGBZVRhMpmLf0NkIaLPak44RgZMk7luj+hlbIr3EADYhOz8myrvjscbpjB6PC8RAAQltZ+HxTICbv7/z0SOwbY35JkSgo3L/AGd/6iXPaOoVk6rfW9veHKvslRzKqwEBuA4dpHcIwnQeJwrN6gKRIstqgDJIq7soDjpnCriCi8fcaUI64MoP467lJUn3YOP6Qt6nUZ4Akn7406OcNe7KH1js1mEBYSE1RIE4STjy69/HwAg7dpO8qfH1obO4YLwvK8H1dxuhPoqLpCKGhhEvbMbEPfmJsvvAtsX7cv5HEF3u/5uduMDCecJM2aw2oBBFuqKQmXtGu4MeWbsGbHW/yTgpgTqj0W8kDgb8r0hZQiFt/ECF7tH241XAU/YHlXI7BqJxkOyPDbUHRPAAsCO0nKjkDm9pc8swsSUljNNJB+r7tFrPs+mNoAnZC/qNRuurGtW7iXrmqxLysFyG2LQp11g+/Q0sLHKGiHSrUSVH9Q28VBgNF9fgjhJoXXTdiltlXF3Ej8pKUV6hk+sdB/gs+grVO7Ew6XVsZwi8GySdiLl+HjP+v8L7WtNj9uweQTvY3RdPNjYhoONtm51B7qScGM5LRN4fNgqWZ7K6fYlQaz3J4dfgd//+kfMIiwgToK52JYtW/DlL38ZX/3qV5HP59HT04Oenh6MjamK2NbWhhtvvBHve9/7cN9992Hbtm1485vfjM2bN+Piiy8GAFx11VXYuHEjXv/612P79u344Q9/iA996EPYsmXLlB4rM0Gk2gsF1t+llqiejVuCZ7Qiwx9lAqlISCuPhd4h62yHKUoonwD3BOF5DQClOCHlCQCkWuMJlIcfUq0vF2xGQ6wI04APaKKToRqSE60lGdhTZzcE5dpL/fBedk7UwCkp2TpBk7eoADPyPiEBPFUZmldMlkyeId4jivzvK4XZ9zadbfaZMEUsKboJe8XqgZNzjJKEC6xN6849bmnQzMuVHM2YosVpcMLvwI+zZwdPamVMkdUFXZdd1n45TOgdVONtReAHxmNNiJN/h1ao8u+WyjApxjGnhvCkDVATraiy0ke8XaglnMfbAa2sDym5kjyKaGIWjZVM7UZCmJCgFhhjAEEQBEGoN1wQDQCrGgfMdk9OWyPw8RLJkfjsOTpWP4g45BlOrEjYF80NcBrbJsMI1q/69/nx95ss1JeQSDQcFifqReJpoWZHQngr8j5Z16yE39cufwwAcOOGbRM+u+ynQ9blpCDprzRhqNaAoZqaVFFoHMB6NpDHSNTjhDNRQnchmfMuuhMAcOa/3hg+QHNaPm8nPRcfplK7wOfAel5c8Oxg+omSaki498gz47oB4PN8qhp8bJ6kBA3Ye/CqSWN/rvwo6HVS7pJWxMOJCSE2XfwdABHFJcll2XxpVWMxdN3pLX34yeBzQvsK/liszfYCFyNeWDZ3duvhUChIwLYzAOw9IjbP5h2ZHOCCBu01whQlpCDhijuX5l8ThU8XhBnw6U9/GoODg/9/e2ceJkdV7v9vVS+z9sxkMklmEkISshDAsBpARGQRFUHAfQcExYWLP1xQ3PGi4oL7RbkKCnq5iCCgoKBcFgEJECJEtpB9nZkkM5OZ6dm7u+r3xzlvnfecqh4SmKzzfp6nnu4+XVVdM3XqnPPuOPHEE9HS0hJtN998c7TPj370I5xxxhl4xzvegRNOOAHNzc247bbbou9TqRTuuusupFIpvOY1r8EHP/hBnHPOOfjP//zPMb1WMY7sQnLnawWXm8+PJi09+XGlM9Uc4MaJsKBrgGjDR9BXQqHNHl15qpNIGckmXDKKUFHfTEsGFQfYIQCF9hEU2s15yQDC0+JE16DT/1Dtg2AwQNcXXw0hmdw7dF9wn8AEp/1IKBqtZodbiHmFfs3Dntj4BOeeK8FrG4DKgeqm+tLXGW4L1W/QgpELaa6BZLRi70LE/e88CgBQcai5QZSmihcv54pjXny9tFntE3BjAwnU/J7QvWL3Nd2kG9lYEaVKYs4qwSb9vLO0X1HEWoIcFjoLq7Qe16yi4nT9fUG0bfvqwvjJxjvULfjz6D5r9Mx3O+0Bkg0orgEkKaiQGWG8XNy6GvVHLpglKYnIsZILc4AxrCZdX4/Z8teKQXWPIdhNmyAIwivg0jN/AADYMNAAQOVzX7JNWSNIYdnsM00ozbt8yUKyGy3LOgG8oN/TejdJ0egaRSph1yGsRzyiZA3bX+vC/WZ2MXQNNE/3my3/F5kzy0FRRETaUxNM10i1pbgGVPq1Z3ub0V/KWsrLuoy9gOJpri49VHl+n9C0CgBQrw0Vaa+EtGcvjNNegLQXYP1AA9brfgkAK/t1ofXBCegvZmPRJADwxskqZdbRE5Ti01Wuck6atAInTVpR9ntB0fLAJ9HywCcBAFdXHm++aHdeAbNm5utyclRksu/bG/8NAJhebYywAwn3M9ITsaV21Ta10F88yEJCzGns306qXVKX0EaBSEnp+reYLf8nGUOSuH/rXABA4LEb5Rg75nlbcV7TE1bb3Fo3PB+AB+Q8O/VHUq0SXstosI5yaLMdtAw1LdODaRmWGkD3j+40s67p43gto0JG75jg5Hrq5OXRducDH4rvIOwe9gJZLAzDxO28886L9qmsrMTVV1+Nrq4u9Pf347bbbovVEpkxYwb++te/YmBgAFu3bsVVV12FdHpsi5aKcWR34d5HV/lMMEURGSJ47RFe+wMA/BwrDqVT83CvXopG4eN45VzbKMKjU8zJYPUW8vImQw3gKEqFHccNa+VPp7t2osUWKQ2TcGsPEDQvJnkCuCmyRjHIeA0evAb2A9RX3d9MOp4NrvmrZdEFAHVfeBwAcPq256O2isPVDfFZaj165n03pZY2gvKUXKUNSmK2CqXTfWeLan+yOsarYtEeWT3esFRJ/jQ9pkxgv9GmxwJmoEnV6Oi3WrteEa+RQpCxlY6xvmtMI/+j10TbeCYyrpczYgLq3iZFbY0gPoYkzTl8UU/yPh+HErziKEIoNZGdLMmjjm59OZmcHe7n1A+lakf7YwVBEAThldFbsBe+bUPxVDeDIfNcojU0X4K5ui4+ddGaK8n5aQLsVDf7O9+3sffkbMDPQ0ENfN6XQIFXxMq+JutzT6F87uBjGtfjmMb1eOOUF/FGVtPjuIlrrP2Gg6SbrxgtxVVdegh16SEsy0+OisQDsNLyLOmejiXd02PX21OssvZ1Fa8AUOEXo+3+h99T9jrGE1MPfzB6f9rrjKB0dY02kExnO9Nt5k6vNC4wPU9Dr15QM3m9IqXkswVZ85CvKunoEd5dGvQriyxbXKsHismwoQgB7oxIwxmXxcmYynVRsxPaiClA/rHXRNt457TX3wjAHhsCR/nhF0PMq7Anhvr0ICqd4utII6Y3aUgbg+vhOmJkZZ9JqfesTt9HtUEAmPvb4Fws9SU2jEU1cJgeoC6tJo5WbpChY1z9lCDsw4hxZBcTKbjKkVYpbSitDWCMG9z4QJ7XESy/YVINkKiAO/vOc/ROPDqFDCSpCfbvZKZk4KU9K12Xa0zJTMlEW/7HMom+JMMwnmSuMcJdT3MHJVcY40XT3TD/Ab2539H7JLuWq0wdLRUX4dZGoXMMYPTIF8Gi4jj9jzrStFHklqUwLoZRaiPreaa2LEt9t1XfZC4fkbMIb6PzcHmQlAFMee7VaqU4M8hSPRJ+n7mBxBp/MvEOFUWYJNXYEQxu9GEIO30aYKLJtjntPuJh+UmG0qQoMFbsMUVGrclsR+offDwh7zou/3frVx51Bpg+x/syVwjpLX+DzCt7BHtBnltBEIQkPn3Gj8p+t3ZAaSLzvlnMDNboBXk329H1uE4qmp40ZLkptDhuJDhFnzBFqN+oF0iZhP2IJrPlH5c586WgqBEqfryG1RbhxdEBp2g344SmVZhV04VZNV2oSY2gJmUWzfWZIUyv2halbpvEzsFrkQDA1Kp4QXiiJj1ipdkyv73a+swVt+Rt/pHpjwEAukZE27m9nD/0PgDAFYteaxppDZ5Uw4OLNnQbmTx9xLCqLdGUNov22b4KM5mdZvUp6Dx8PazHF57+D40w6bO4fE9rZx4ARd2YG1Xob+D6BUmttd38ofVwuyEA/H570B+szOCohg1WW8oLkE+VV4r4CRMHpfXjqfioL+brzLmmZbUVrhemDwKRrNfgsyLtRZVSsJkJY+sKqlPks+ac35r1VwCmttFzvc34zp8uLXv9wi5EZLExRdRPu4sBxHPDumFKKShrLVvDeNpQQml2wuEgSrVDRZqjugQwCsj0JJYKSxtSSBFZ2Fqw0nABsOocUK2BcDhAyAw0VIQ3OiTjxbzZASD/49dEm2DInbco2mLUwKTGIcMGQf0m7gQUbytX+yMNYyh5qWLsSamYCFq0keKSQ5Erbr8WA0lZ3vuG6wAAw48Y17+K89Q/bMlpc6M2/rxyAwgZHwJW1yPoU/taqa1oscSU3ZFBlo03/kR9brZo9qfoNvaoR1Ft9cz4ob3/XcU77UuRKQCQmaQ6T6EjocP6Zsv/ZHyPIbkPO2NFEfHoj0xCG6CeY9cgnmcPJo0x/PmkbsTvISl1mIEl1ZSK70eFY/ncsjbhugDTv9jxdM5QIhIFQRCEnQAVySZl9x2tCwDYnvn5QE2KPJ1JNGeR03c/jKGf1uF83U6nm8LaaP1F59oK2+lpBGqe5c4MDez3ogvUrzRVJjg75Csq0Pr0idEmGL5y9nejjaDUVY93KQ99MkYc1WCKJlOtD6otUAz9eKFl/T03igCI6ph0jlRbRpSk44kkgwi/3v5iFluGa61++mxvC+ozQ1E6rwLzoiIjkBCn79oPoe9alTbo1w03Re3Na74AAGj588VmZ4oG4bcnSc4l8YbJ2wtyagBp97jnkXpZ3MfCyMj4wWwn7ZPYMXyZTL/DDbAUDMBl+KQaodR1eMQakTVb/l/jWxYDgHee8hvrs18KY06l7aUc2lM5q606PYJOJ2UfH8/JcFEIzbNKhlueju3WTYcBAJ4fNpNKvl51vMB3dHFJNUipzzDdTWZETR7c+JKfoDtz+QA3QdinEOPIbiD3bkfBlRQC7XjZp6enUewqWjUHXG//4tZC7DtSOgJAqkGnurGiPuyTpBvTbP9Rcri5Cu+SbUEsl0JH2A4GEa8BAKhJrVyePxLGqAvw2+Hqm8udPwXVF4cQL8CVgp2mi8+77iJwtGLsdP5KZxNiDD+thZk/mH/o0++aDwDIzLUtUWQUKXazm5aOGyqDTt15kv7nfPeGhO9pTcb6VqQU58fS4pDXhq/14VMECZ916Dh2zpIuKu+l4tcvaEqIR3aRwdOFnmsOnyr0OG0VP6d/PT9f6LwCSO2n5ohwMOFYptAJ1uh+x4VHEijdiDL6u3jGPuq33FD2OxHOBEEQhLFhenU3pld3R58fyaviuVxRtM7XbtY8na3rjMCDAGge4+myKC0PXwvxCErAKCKJZsTX/7Qm457B7nmGkexIJSTCDSRzazusYueH1bdar5PKRI8AJod/ZaqIylSyEeKEptVWtAedl6JGyOjCj3driZTKGFNaB+tQ6RdRyQwgHSXl+bS/Y6yhWiekgBXiXIRHAADtp5r+0fK8MpD8biKrr0qyNY/YDpxXAE2DSkvN0/VFUUZM9RIZSNjaeWFJ1ZWJGctIB8/HI5L1uDzfnLBfX8J+ZKgtnxFOAHDUhA1YM9BoNxYQq7Oa9oJYhFguYINzv/MKE6E2xOagwxtUSBB/9p9PKwNJbticLyAZug5W8fWGLt1JmfG+uaAmjnzaCGPLA5XGi6edPHFwZXQ9tF1++xchCPsSYhzZnfDUKDT5JOkDqbCeprDV1j6HzEt86EU96LE7GxVQZ5Me9zYH7DRd2f3U4JidahZhUQoc1xrNoCLKLsVtxWgTdhC6TW59ALpdecSVi6QIddfto617yxldtueWUb9yo544srjabnLvUsZTj9UKon5wbOvaqMmb5MPT9UDCwIwBloFEQ1EjlgKcIkSSbKA8pDpI2E/fz5CFDkfGD94P2Hs+TlHUCKUKA1iNJBZREtU2Ggqirfe7xyRc8Pghd05CpJl7D4eRXHOIP5f0Hb9HQ+p+hD2sn9Bamz/D5KjE5iU6NspvDETjkl/N+jKd2namMgYbfrw2sJTE0L5nIqHcgiDs5dy75UDcu+XA6HPrUB2GS2kMs1RKpJSekWVaT8e7urSZrb3W6lc+B1ORdR5R4k5tSWvlSTCFkwGgCij1FFHqYQv0Lc4xrpEEQG5kONryT4hzwfZSCn3LgMCNCCn9ngwbvIj75EpbCKM+1FLZG0WOuLjnp4gPeuVpuoialFqk1WVeutjMir4mrGA1Vaz0TEKMW879lHrDZWG9rr3wZFNA73dD2kDCn1O6xfwZJz0zu42DWfXQW7WO9JJ5YWq9aaO1OAs6yKcqTGomfo20Dx9/aDjjxtKKhP1oDOLXTTJh0WwyhgAXvPkXdoOHWNrimvRILCLMeo5p2uBLWz1+UyQHAMysUWFDa/pNSND17UcDAA6u2myO1cPAA1tNtgkApu/xlGr6XndUmJQRZNi9f4s5fpOn++Zozq/C7kNksTFFjCO7iSiVEtkf+GBKisee8h0vLARWMfRCqxpoLYWqhhslKGqEUmL5tT4yU9QPUtQIN75kW7LWceq3w+gakhjZOIJSfynyABdemty5uj/QoiXJu56o15uTcs0ykLjGDlrs0K2l/paUfoe+K1f3IZPwHXVV6mp063mEgttd0maTGgKG7v88Ono/cqN6rimNHgBkDjPS85dr3mIOpGeUTVhkNCn1mjGgRMYTfj+SDCUkwHNZbDi+X2Rw4UJ9yXl1roen/ovGE2bgkVRK28Eg4mNDCXGjKGALTXTv2PMbS6sIIOzS94OPK0lecXpM4XWyohQAvD9Rt+P3lvqd49kUHc9+u7ha/xE8tP9mGTcEQRCEl8eFp11tfX62pxnP9phCIk90zQAANHFPAPqa1kP9iNbSpef0RMezptA62045ryClYxVM7n+aN7sT9nfW/aUVRbuWYBpmzbZGv5YPcBBeJtOruvFE1/54omt/PNvbjGd7TZ/pclPmMNzIj+f0cW46rLQXYE1/I9b0N2KolLZqnlDKr66C6ghDrNj7rBq7WMScWuX+v7R7GpZ2T0MSGwYbou3Gez9a/o8eh+QfNGvM9oU6auQZ8/3XK94MAPj87w4zjfR8chUOyVMsLRa95+nNnhrcD4CJ8gFgnl8mizUHxvpJ/QGAcTritVDoOrgsR7qANayNluZcrmA6d6E8E7MD6A4dq0iFfZ8AIBMYoTi6b1x2TojgmeapMMUNA+amUkQJr2OSC/WExOSu+4rzovfW9ZH8xwxlHb7qc492zorablx/FADg6R4zdlAUVSn0o+2rt30ZgrCvIMaRPYkG/coUymQgsTy+HdKTMkiz9FmlPj2qslRXxU5dl4QppgJHAVnYbIwiFCnC64pQmi2e7sZK8wUg3ZRGusmMzIWtBaQnpKNN6o68BNzY4XqQjWZrorokbn7iQaiFUYh4Civ6LZq7uSOTm7KHFlVuQffQee9+BoyQSJ+TIhVGgPyvXhNt4530RHXzg37zjB5+yzIAQPEF+5n78lRlIPFOYeny9BjAjSpkIIlSYQHmXnJPotEMdFzm032JG06jY1yjmP4zrLFDG0i8atOWnaY6XsAiSko9OnqEOSv0fGecR4+4tUfc5x6IP6t0X5mA5DfEI49ozvFy7L5Sl+GpRKhrcaMG7cd/o8m3vwMQDFHeR+eaSTfAs3TpGjcUWSTsQQQAgnAXb7v7jxYEYV8jySOfFMbEjLT2CuBpaZ2UValD2ERHii4+ZlG0CZ9LeR549zsiodxEanoaqelsQd3u7MA8hHOtTHFGTklSN6AsVn0Zh8bsQORdzanwi1FUSG+h0kpHQ5EfpAjvLZrvlvZMtc5z6uQXcerkF2PnLwY+ZtV0YlZNJ1oqe9BSaTqKGzXyqjoT1mQpz2HSMaX9AGnfnlBbKntx/8PviTYBJpqZrafb5v8MAPCN7D1RW8sNFwAAmm9jaYboFvHuQgYSZsAgZff8nLFGzNKRApZcrW9lR5orC1jNEm7Y0F1ssJottGkcSUqfxaO5Z+hXLkPQ+DJstvzDMoYcfsxd1uf2Qg7tVXZofC5lJorZFeq+NlcwwwntzpoyWvZ9bGBm1NY6qDrjmyYui9oovdZT/ftFbb6WoU+aZKKbAKC7UQuKCbJh26AR5ig6hUe//SV7sHpT3vYr7C5EFhtTRNuwJ0DjEe9oegLk3rhVB9rar/TETKREBZTxwvMBj93VQruaCcNRjCIj682qmwwkXBFF71PVO9Zd/IwHP+O6NgvliKJHcrBT4rhKT85oBpOktDqAUkCO6M01aLghk/4o35UruM6/c4vJU3ctOfsJFqk6I2BTpAdPS1VcV0RxnVrdfHOtWZhl3qP+wZnjjDBkosTiRpHSFl4BW72EedYhkqL0SRbn9zzJM4kZSErMyEr7ciNqZIxjRuDIMBvwDipYpBA3NrrRYPqeRGmv2D48LRrNC14tL/ahX/lCmmS3etPkNXrx304wlNB9tiJVaHxzayE16FfWRYNN+rjAbPmbRDgTBEEQXhkP6DQibi7/u9oOMUYFYn/Y7Mfek1GCOw2Tgy+P4uARmIDtpU3f8d+kbCqjyQSAvW6juVvSoWw3l575AwCI0k9RSpyVLB2Vy+SKvkjB7VKuUDsZRSjFVpLBhdg6XIutCQab6vRIVIx9amUPpjKDSUtlDyr8YmSQ4cWceR0dYXSWV7JcWQlFqT808iQAoO0z10VtzU8oA8n5Pe8zO1JQT4Npqgq1zqXVrMUHtaDc1M+spglR+8NBOvk+kt2EpdobrNXCN3eCpNPzNEukj+LjxVr9mmCgFQz9xSw2jdTbjczQnfG0MMON4aQT4UOHvkfcwLJ1WL3nz/B5054AALyQNwXZnyroiYg7o6W8qP6INQ6RjM6ucW2/CtuPDHMAHt+mLGXcgeCztQ+qP0WPPf3FLD7zh29AEPYFxDiyG8m9UyvD+ULXzcMOxNKgVMysQHZ/uwq2W6w96CshDICQ6aAKm7WhRHvthiMhCm0F/Z165R7EFIESDpu2bLMayclg4lX4KGnvdk9fZ6EtPoOGpTDaen9wbMIfKQBQHiU87JbufQVs73D+L6ZJlaz5oxlMqCC6Sx9U36P+x8/venePZi12i0gSBZQ3yAiJUM0fbkQYfNBoj6keBwBjVGCeg6lD1eqI0uYBiMaQ4maWZmu9Ok+wzdzYMMkgQT/HPCW9CQmWLTqNI+cFdL1s1qHaI6VO87ekJ6i/N1VjVneRMp0pxXu+Pc6jRz7pRI8k1XopwRoPolRZrEt4FeoepOrN/5sMJNx4Eo0JPFJEr8nDDrYfdVE+RVHZK3afi+t1H3T1CfSZLe7T+6sTUKSLIAiCIIwFVFegdchMbk9rxXV1agTVPKrEh72GnQ1AlytJHa0nLW70aNWvfJ7bpF+5MwEpXUlxxtfgdL5u05Q6Jm2fg1Ld0u/R9fG6KPSeOxc8Kc4FSZzWvAynNRvvbIokWZZXmmRKo+WmsQKM4YEbJgATHbBhsKGsMeWQOrWIv7PtEACjG0wGilkMFOMC12snrsGjXbPwaNes2HcUKULXxVP1COVZPk0bSJhR9ButOmqEGzX12vugacYKcf5GbSBpYfvRc8uezyP6NwIAqnqYZaLk7M9o8vrR5BlNe3tGC/C8y2jFd1UvOycZbZPqG/G/hQy+vIvx8UVv+YdkDJl+xP3WZ54+L7dVC81sXmgeVjdhU0KdmcEWc2PatVLm2Lq1URulynusd2bU9ofNhwMAjqjYGLWd0rgcALC0ZxqWsrRYHTodH59PmjaofrSgynTIkyerqBOeJvDBujnqGidLIVlh30U0DXsKtCZnCiVvklY8sjGo6iDbZYinzSH86hT8aluxGAyHCJiRw3N1mrxerla0Wt7epGxjBdlTdY7HAjsppfUJR1PUC6NDiw83PQ4JTVWI5+qn2063gm65E/pv4abbomMCxL3lCLqeJEWoi1tMnhiC+Rt9ZxvHNHxNeYP8bcH8qI3qAVXOrbT2/drjtwOw6wplTlSLsmcmmpV4lHaPKdCLbXZ6LgAIuvQOPI0fHcOjuKk/8fQP1C+5kp5FBvFotPQk3an4z2gjK48qiKJlfAkvKgt3VKI1rPsMUV0QHhVC0YlNpi2KVGQG1LBT3wM+llM3ZJEe4UBo/Rb/DU6ow71TPJKJhAbXcEqOkrxPcY9aSg9yiwhnuwUpAigIwj4EKZFW9k2Kfbe4Z38s7mHa0TnODhvZe5oHG1kb6cL5mtpdX3PnJVpndSV8z/XqrlMdOSIRNGeO87X1y2FObQe6RqojBSE3VsypVRatUkJkiRspQum2XjtxLV47cW3Uzs+3sq9p1OgUMtCkvCD23QlNqwCo2gC8PgBxSF1bLB1YMVDXOL2q27pmuo6VfU345d0Xlb2e8UDuROWE9Prr3m0ayS/rINPUdqKOGjH2NJzUqv53dz/BxhLKoMaiyvyNek3DljZNfdrowccD3aVWhRPBaU6pkzUPspN261feVWis4Wok6ip8fU9dhEc4kFEkyflRiLh102HR++g+cR0N2czYmE0Gkr8NGJl/sE7J7M1pc09PnLASADCr2kwI/SWlfLEMrXTPHT9lSpXV5LMbS32Opcp60wTViXsKpqO0aceBepa+7+LZD0fXQNvHbvoOhN2AyGJjiiyVdjNR9AifwEghxAYrK/877GgOUiqSApUTDAaWspHXFQFg9wD9ngwb/D33JLc80WGn8aL6ADyFD9U78Xwv2vI/EmVWWRpG+a4HyfmI3WhrrkOnuWzQ2ScpzJ5yiVbANniQAjZEPBUW6dhp/+1xKJDoke3iH28/HACQPsk826m6VJR2i9f7KPxer4TWmeNfPEuFw3qvN/uVOtQzyg2kpc36ua0wDzNFmFl9i4aS4YS2pKJy/Huw9H58vNP9kKcNS+u/LywwQ4lWqnsps/V+d3xHj0TQXMEXw9Rlyj1r7B6mpqv/N69xQ+OF58cNKknnowgUAMkKHMq81WDmhnBzguGFH8emNH+ib59bEARBEMaA6z/4uVjb47oY+71bDix/YB+SU2UlOTTxNbg7j/E1ER3bzdooLRePSuFKNwDDy4cwvJydeAPi63WKWikhFlkq2NzdPh93t8+PtS/LT8ZRDRuiYsjcEMLrjADxAuycmtQIalIjMaPFQx2zcXhDKw5vaLUMM4ApkJwEpefi56dr4NfB08a53/EaO4JNy/8pY8f0h79uGkl/zOTl9vlXAgAeOO5qc+w9Kjqt+a6vmB3pWWQyfZXO5mE5FOqu0ZE1Hmo9vJ/x205yPfu6apNu5PJB6OwPmPGGj11k1+HXQ/r6WrNJ/SLDzRuPAADMrmJpQOjxTkhHXZEy//C/ZdR4U9VpbkwUNcKOpTRZNayWCfWJQoW5Wf6g+pEjKjfiiEpmvac5gfWTBQNt9ncwhtNWVo/kqSoVUlQ1KLkahX0TMY7sSdDY08DaKJWgHhTD4TBSVpFilNcn8Ei5mWDRS09MIz0xjWJvCcXekskxXxH3yqbUWLwwclFHqXADCylTIwMM61GBVnYmpugRRseNxBjNW4MMGa4StNLZj89jdMvLpECy6NebW/S5mLAPQV4RboHupBqHJFjyMN1rx/dCK3eJMpqmmYdY1XvVP9+r9qwi5gVtfPQr2cOn1zgLlpoQ2dSb1TiRaubJSFWH8WvMsdH4ws9Hshk3zCV5QWoDSThie7al6tVOVq0JCjTYajpmqY/GERaFpo00lIJLMOQ+po3rXDgq82+KjBzMkzXqR0yfEvToCB5em4qEIa7Q0e+jVF2AEb4SVhY8RVd6Ytr+fcCMH64yh5zkuEMlD/2nS5TokV2PeCsJgrCP8WinSkf0UMcBUdtHn1bFqaNC125Edwg7NS1g1kYs939kIKF5rQf23AfYikhSoHLF5mr9Sro3t6A7nYvPo/2QyOxXSDH00VOotBTTR09Q3kgbBhvQOVKNTmbIKEdd2vVUMxxWvwmH1W+Ktae8AB/Yfwk+sP8SLMtPwTJWZ2Bi1u4AFEUCAA9snWt9d/OGI3DzhiPwwNa51neN2QGc0LQKJzStwqyaLmsb7xx17J9jbdNHlIFk3QSWluw5/cqi7H992E0AgE0f/1nU1ny/MpA808DybJHRk8tT9KyyQBEqxD67h+ffBpr79SKd6wpIp8THKZLBk7rgVvaevi8XtS3EmL9QpVl757SlppEeU/7/1iLv9RuOjpo6KtR9pagNAGju1fe02xw6O2PfdwA4KKcEohPrV5qf8PUk4uiBmgI9VnAjO9WcaTBN8ypUZ+DGF5oPb954eNT2jf3viV2PRI/sBkQWG1NkmbQHkDtdK7jqWSPlemQKba+qvHIwk5A2hyI6si3lNevFrQUUmXKSDC488qPUHy8IbSk5nc90LI9uieqhsNRJ+Z+IMssl97FFdkg8v3Vuaqpy41IGJgLE9QwbgS3U8e948cjRzg+Y4slu2q0B2FEn3LONhEaarPlvizd4Wf7x+oMBANf3H221V8xV/2Serqr0mLqxxVazGo7GjdXm2PS0dOxYL6Prf+TjroTBVva8kyGN9w+KOutlkR5DgYk+4dFleiwImfKdFPFJ12OFuJDtt2S28V57JILXGSH4c5j0LHJjpx5ruKEsGvP5Ars74XfoED5F0XjCBLPo/vK+U26c6U1oI0FDVi6CIAjCGPL3j1wIAHi0c2bU9o0X3gQAmFtrNIeDNU54tFvLLwezBie69et01uY6MHHlJP0EL5ZMejE+bztr56T1GwqwnaM2w5bFFoss5nLy624GAEzUER1li18DqEsPoS5tbgR5WfeXstZ3PCXNnBp1sydXqIUSL6TuMre2A3Nr45XA1w9OwIJcGxbklMGO6qEAwHv2ewoAsKRbdTjyZk/iuMY1OK5xTdnvBUPLr1X0SPF5U+Bx3RHaQMLsJA8066iRtaYt0I6oHzzwmajtmTptIGlmPzLivALR+rxpGzOEbYUZM7gBhIwz61kbKcO5HoG6HD+W1t28q5O8wMcQ6sojZss/JuMIUUm1hrpZo5bR2muNBZ2iEnl0WFVJ/6O5Qxidh4niZJidxFNq6fvLU+8dUbfRHJtUM5bLUzR9MFmOxoY2Vh+F5sXElOmCsJcjKoY9DVrb8MnKySfLi9ImpdIihRavOxIZT8pA9UWstCopO0IFsL28ASAsMQNIZzzEjowm3FAibCd0m+kWk6DFbyVNZEPsNcnQUITy/udOTXT+POxC6ly2cifS0UYMVwFL5GAbabjA6NYjZKH++f8e3wutd57yGwC2wHPDfGMIOL/6fdF7ihgLmAHzoL+rkP8wb25iar4eE15tfsfXC3aePonqE3FBO9iSsKqi/sDDfYdN7RBuNKVIFC/LlO9JRhH9PR9bonFkKGllN77JvVcb1/lzVXReCRpLuPMR/Zv9+H5WNBJFL7JoQmrzJiQY7vk4oq/Dq2P1TSgSiP8uN7zxKYNC+/nPUFBUpdnyd47vMWOXE4S7ZxMEQdiJ3NH6KgB2LvcHtjpFRmoQx1VAbYVSmvK61w3OMXyepp/jzkokA/L1u+vMxAwmA//QCtQkf7peJDseCGVJOzU+yMgxHGQwHNiyNUVbzKnpwJwaY9Do14XTi6GPLcM5bBk2gn2lr2RnivjoLaqbmVRbpBy+9uKdVd2JmzcekWgM+eUatT6iFF5JESpJ3PvQ+156p32cvl99UL0ZMQ9ry00fAwAc+/2zzY4kAzM5vO3UnwIA/BVm7fK53rMAAKf+/XyzY1KGBVqzbzBNs/vYAj4pfR+XBehZT6oFyMcHurSKhP24EZcyM4kolshXzv4uAGBayIyddD/YPWgfUc//SZNWRG2zatR9DTJxh0AuJ/laPvd7TX+ar6NHnhk00UiBdowsuBYM6ifc+KL7bUfKTGoLc8q6VmJpA2kMKYbmnFfN+RMAZRSm7a2//jmEXYjIYmOKGEf2EHJvTag94iqaPcCfoG5ZuiXB8zsVXwmTUYQrOV2DSroxbbV5GSdVFozBJaW9itNNaeNhPEqxZJ6aZWTTSHQttHV/8+hyhwpA3NhB81ZS/koXWuRww4eLmwaA6IMSvkgA42MgXYMbCeLShHjqAbpeKb6+Q1zdczwAUwCS+Pgh5wIA0qeY57ewXq3A+NgQ3qf+8aVlZhxInamOCd8Sd/3gz22pTdcjqebhH3o/HkFGRb+d4aDUoyNFmGEjGNDGDtavKL0fRaqptvKGEr/aj7b8j0UpDiC6L5YBgxtXudBE94lHdlBdj2LCfmxhH27V5+dKFhLo+PTiGmcAMy7xfkLHuGn3SAbk49dM/Sq50gVBEIQxhKJHOG6R7CXd0/FIqFNu0VdJdbTdyOpqqKgNSgvZB7OeprU2L+BOa+uRhDaaKxsROQ9UHKa+rJzHLCWuAxWHe33/U9ZQLt9/1zesz7ymx1Kn6Hm5qBJAKRdLoR+rH+IaPx7fNiN27FETlDb6sAZlyOBFkokHO+fgwc45eLRrFh7tmhW1Uy2RX6w+HrOqu6xCzkRjRhnSfL3GpiLtQnmKz+mokUqzMG35y4cBAM0vsD7zvH5lMnL7od8EAFzV8KeorfmFL6vXv11mdiSxjNlBmjZoo6erk6RgEj5O0NqbZyTp1q88xRO95+ekMYOfj8Yl3mUpXWDWbFJ7hEFjLpeDtBzV7BvrNhlO+fgSTNICEs+YR4Zzdr4F2kus2TPnI4dKPiYVshRSAjvag+YRJmN1hGpSWjVs8rm9baqKduL1iT63Rhn4JPOHsK8hs+CeCI1npIyqBtDi7MMmslROjXSZycaDJdSDZ7HbjKJWVAhs5Smg0nD5VX6sHbBT4KRyzvdMyUUpuqI0WgBKulZJ0nmFMrhh8AMwyk1XyUkTJv17uSLRVTbSbXTzEXPcVFx0K5NCfanL0e/QNY/mnZaBHf1C1z0MI0y6QuU45eyTbwAAXPHkCVHbIwcfgEcOVoL59KptUXvqZPUPyxxo/rmU5iqq5QGg1K5v7mLzO+Eb9U2YZ9oKW7SRhRVpjxZVPKCAxpVyTgTMeEpjADeA0PjFaydF9ZCYBw2NKaUBcVlyyV2ojetMQRMO6Bvi/rt0GH7QzaME6SDT5CcYpmjM4HWqoogjPi4kRBRFx/CFNHUD/qzTqd3okSSjCnmx8YizO0Q4EwRBEF4ZXU79iKe7p+GCJe+1d+Lz0VT9OhlxtsHO897qfM9/KmGdFTkj8bU5N6Q45whatQNKO5tEab50jxPKMqmiz0pbU5MesWpxUFosALH6HG1DSaH0Np0jNegcMd7ay/qmWN/zNT5FfFA0U5S6J4HpVd2YXtWNUye/iFMnvxg7BwBsGJyADYMmpKnJV5rYmdVKI986VBdtN/z9Yy/5t+zrUPSI194dtR37ax1RkjXyS/NyZSC5tu7YqM3fpJ9Dtk5e0KsU2/98yzXm2PuUgeScZR8wO1JKZO6IyJ0L+diRVCKGREIuC5CegGdvIF04T/GVELkQXY8oxROh2iO3dR9qGul/z+7/eS1PAABmhOYZz/s6XTb3HCTZh8tnuobjYC1Tpujvq9PmRwZD9X1m2PEmo6GJ65m0HMYj5ahYPI8UadXptcioAwBX7aeMfTXpkWh7729/DEHYGxFt9R5E7oRF8UZ3bcWcRtLNOnpkirmN2WlqsOKKxkKHne6Kp8lKl0m35fkegoEg8vAGbAMJYBtbeI0SghSgXLla7Ci/mBMUuQ85/YDX8OB0w4Twu8YO98nm86IbRULzaFI+SvIycBWVbr/kCyw33J+6nxtFQtfpo/zfKERc9tgbovcU2goAVxxyBgBgzuIvR23p2XpsYNEexWfUPz9Vb55VT6fo89eYm5s6ShtbZ5uxgaLSSt1xd30esRalYXKiyUo96rhirzme3vNr9Gt1ZFqD0ZZThJo1jmijb6mvFG0ShabRBhIrqoeeT17PCEDQnmDYoueQDelkaCmx+xd5NPGxhroMv/10GUm5afnvkuA37OxDwVJ83CIHS8l3u3uRIoCCIOxj9H3hjbG2u9sPsj5vGGgwH3QdkeWpSabtVfp1NCm7Ebahgt7z+VPP3aW1bPHsrqOZd3H1G7WinU3/4RY9ZnLlqtTZ3iFmVneht1CJXlaMnTyzXztxjVWThBtFeEoawE7TxlnRNwn16SHUp4fQmO1HIyuyfkhdG9b0T8SafqW95ka7+zrmWec5bcoLZf+GilQRFakiJlf0Wddx75YDUfBTURFn7h0uJOO1das3HUbgbfnDR9R3/1wetV2b1gaSqVETrvJ01AhzZlpVpe7tW+avi9rOWacMJM+0MO9Y/uzzZzjJoEq/yY0YVKOEl7gh3XwDayObGe8KLc53AEClV3rNln9QHJSI24a0gYTdq+bN+VjbPI8XnBoFGhaYnBTVMmLzxpoBNZlU+bxwsXoZTGcwmGa6P3rL5KnuUCkbuaHkwllKN7Vl2HjdfmLZu9QbcWbdvYgsNqaIcWRPxU1VlIYp0k7rIjbmZebo0S3hjpoiuCGCPqXcoigTPxMPHyj1FlHqtSM/0hMzSE/Uv5HyEBbVQxEpRnntER094meTzw0o4wttUlC5DC+nvkcN25KKsXOCMu8BO7KDM4jyESxupAg3drhjaPlMbMYgkwLy18si67Kzvg8A8Dba0mxRC11FJnwd1Hg5AKBlyaejNk8//6la1qEeVi/BNnbjZ6uX5RONgJ+aqldLPKMWpejjwvdIXHnu16Tg16jjuUGWjKapGrMSi4y5rL+mtMG12GnGolB/n6qWqcsld7E2qjJBiIxSMcOj3sevS4gS5H1Cf80NYFHKNT62kHzIn2sSqrgBg24lH19oXOICHM1trtGU1uRcv7AGgiAIgjDm8JpvgFIcf3/5SQCAm7YcqRrZNLp8hl4/cW9uctanAAE3pewsxCEFJJ/PNxTt83CHJpp7mXNSsEFH4NayiZnmW3I64IXZF8l6e0e5d8uBUVFlwBhMnti2PwCjSKxh3tyV2ht7rVZgdhWq0VWwo5QAoD4zGEuVRaS9ACc0rYrqlJzYtDL6zjWQbBhs2OG/a1JFHo2ZAWsTgL4bzlNvBphATUpCloO/5SZl2PjaD/Yz+1HJIhYc1H7GtwAAs3tN/qzzX1Q1Xu59yow9zzRpy4QrS9NaOClV1hbW5tYwBcy41MDa6HKTokL4+ci4IoH8ieSOVvIYFTMHYP5nbDie0assU4OVRiiKjJPcXkJfc3lITwdRAXcAC6pUNNL+Vd3mUE8La45ecVDXS+I1TprSyvrSkDYdqk4bX57tNSFF9P5snW4LAP73oN9BEPYFRMO0h5E7cVG0AVDKoAZnJx5aR0pCZijJTlcDK68bELvT/CsqlFwR7w7ZlgyyLUyT5RQU4ApXMsJkphhXAy8hJLPoFHUX4uTO1/ffrQtQzmgBxI0VBDM2xKD5j/KS8vojridAufPzNbP7OymYgsmAbdBxU+e6xhshxruufyPedb3yarz3AeO98eW2twAArj78j1HbtLbPAgCWH22MHVR83apJ8Re9cDIOS1jzVuVylD/SrMSiukMsKo2iObwsV56HsWMAY9hIs+NpHCpuNQaQTJNesLHUW3QeHgVX6pYotHJ4jep+UMoyANEYHBZC675Ezx1rCkfUjeGRg3SvUhMTBhL+LNPv9MfTcVljCr3nRW3dFIFEp/MKJKcuEXYt4W7aBEEQdiJ9X3hjtAGq7sjDHQdY+3APWprH5mWZRkvbTqx5z1UmDsJWbALxcU47HqVmshO5YhRbu1PtML+F5z/Vr3ydvRbCS3DBm39hfSZF4ZbhWvv+M+bntmB+zmiS3f1aR0m39c/OmQCA3284Ar/fEC+qDiCWKuu1E5UC9iMzHotS2gBABUu7RQpXinxZ4dTRISZmB1CTGkFNSgSyl8J7TuWp42m2vKWqiDWmmvCKqd99JwCg5Zf/zxxMMjEzZraf/B0AwK/n3hS1tTysHN1OveODZkeehWH/hAvjYwdFGnA5nQwfDQnHssLvkV6An0/rIMK1bCBbm3AeIaK9Tg/OXH1GETdsHKcoDevZG3BeGR05JjzRuZl4FkV98EdZq+eqvAKqPPPjgXZgXDVo6ozM1un1ePQIjTsfmL4kavvbyPz4xQm7FpHFxhQxjuzBREXaieqE93ywrXJeEa/zwdNfkee2l2UGDp3CJlVXPkYuGAyslC2RspOl0iEFJ/+9wEnL5aXM1vtdiR6JUQ37npOeusbZL6kwMffk5n2EBrMM1MKnnn1H72lNR4uvJM8Qj70mRYGkUb6YfDXsmiT8+CTji4D+K96a2P7Lv8wAAFz3zOFR29+mqYXKGUeZpNarT1deR96xrEh7r+oMVk0RnUt23jNGwO87Va3ivZnsRul+REp0tYN+DewZk6JG+L40ZvjMuBoZSKxIA22QYeMIRa6ESf1+nJN7n54zEp6j0hb7H8ajQVw8FplDhhTLoEJGWj690Hvm2RTVK+G6ARIKk+qMcM8mPu7wLuV4tIWFEOEqs+XOTkhPKQiCIAgvgyc/+UHrMy/Q/pP1uh4cX7fQWpqv3911ez3i5GA7KNVBrcd5Ghs34xFXmqWdVwBek55c+Vy93jlH0Wz5hyV6JImV/eaeu4YFMkJQnQ+iJj0SGUpaB+vQOmiMIhQpQtEjPELJNYrQOSdX5K0aJ4Ax0gwGmcgTHACOaVxnXRtXcFIkyZp+9duvqlPe5kNBGkOjFJYXFPm/XRJr89apUCyPpdn66p2vBgCEk81D3fKIMpAc+NQXo7bZ/drrhzk//nbejQCAZ879ZdTW/H+XRu+/3vtmszOtm7m/GI0LfO2c4AgVpfLja+82/crHrIT6gOGL5DEFIYFz3/jfAIC0z4QZLb+Ez7GboJNCVAXMWEGOyNzxLEEnk5QCb3al6k8Pdcw2jXr8f6TLNvDT/eTn6dRp+zYNmUmKxh0+vh030QnbHwF+NePmaPv9OZfErk0Q9gbEOLKnQ4WpG/RnndvWmowSUpimmtUOlLs/XZdCeoJ6TymxyBACGGMIV5hldD2SUlRw2c4xFwYhir0lq44ApdHhBZepEG9Us8T3UJDoke0nDWOEcCMz6BYOOJ+BeF7iKr3xSA7AVlwOwBa26DbSbR9txEizfcrt59Y1GWbt/JqZZTr/GxHWLIoB7r3PlbSBvm3qJv1o5eujto82vAcA8NXn3mJ2PFy9eDVMOa4i8xHySAF973NbjaY9dYjufFzoJ2MIW9gH/aUo8oPGG8Ck8fMq4x2EF1+PxowEzwSejiscDqOt4StPxHcex6Sa1P+J//8p7ZlX7cGrZvefhmMemUbF19lukSGtXIQaoccXr4EdTH2Gj0u08OfyfjlByylgG7Y7ETCCIAiCsJMoBD4e71Su2t9cdioA2zt/Xo1yKuFpSnCcfiV9+mQYhSSlWWGlSiIco0hqdjruremuz9ncGkWN8LmVHAtojT8MoHyJCsGhp6gWNlTzg0eEbG+kxdPdU7FUb1TsnHh8mx0GwKNPXLixxmXDQIPaBhuslFq8XgpgF2d3o1uas6rjlEI/2u64/9zyf9h4JAytqBHCG9IL6s2msEfLtz6s3rSZ/Q98WBlI8o3Go+jXM3TUCKsJ0lKlPAnnzrQ9g74OZSDJVzKPJOqGfC1P4wK//VnnFTDjA1+DUzcrxffzckyO6zFblPlEiOg4QMvsbDwOn9IDNwsky4VKuLJqFdH4zu+fvr9NPis4pVk1ZKI/7tuqahI9P2xyuS3p1opEJ/V6PlD9aLZvQvS5UZW4bN591uc3YVliZIsg7K2IcWRvwk1rRAtsfhdpjmRrc17cGFD1PoiUNpjwqI7sfuokPGVWqc/2Ok7Xpez0OCnPUohSG+AUBh4FiR7ZQTIwCyB+i925crT6HhTdQQsbwocxptBGuIYSfn43Tyn1x6TUAYRrMHFrlwgAgL7fnIu+3zjCSWUGv77/gNi+hx2sVircy+y9TWpxPnPxV6O2qOYEW1vP/cdm9YbJet6h6iY/2DjHNOq1nsfqVpBCHgBSjaZTkoI+NTFeaD3oMzc/igphqbkojZel5NfH+DV+tPV8R8YPAMh9WAsmvCaMTnGVmuxYHkLnFYA3Wd9P7iGm5weePs2KHiPoGC5wkVGEP9c8go1wjbklKMO/a/wvITameRkv2vI/FWPqLiMId88mCIKwC+n+/Jutz7yg9TXrlQWku2gWyoF2PiiEbM4tr8+Oar7F6oPRcfxYVw/PjSvkpM7nW3J+4Md1wCZtNqk9YuOm1uJQzT8yQhTD8moVXrSdsyw/OYo6OaZxPY5pNKE9xUCdj6KVeH0TKrpMlEvXVeEX0VOoRE+hEi2VvWipNJ2jxzGYVDJj34kTV0JIJv/w5+2GlA+vdVtsv7BejwlpMw60/JeS43rvN/c5P0k/+A3m2LY3/wgA0DRshPrXrboYr1t1MQDgl/fPNce36OP5WEDG1WbWRnIB+51I6c7ld+oiXC9Ax3B5ndJDMV1B/u8yfhBzX/13AEATV8xom6d3uBFkqvr0IM191ibpPsOjCankZ457relXJk+t1+NRihk3ns8rA8nxE1Zb1+hr2bqNjx+OLqciVcRpzbYlfX5ui2VgVTuaLf+Y9INdhshiY4oYR/YGuBIcUMW8aCFL0OKXDWiZmXaBitJA3EgRFVdmhKy4uu94ePN6AoSX9qyCy4XNIwj6SlHxd8BWbKoT7bsP1U7HNVbwFGu8UDsP23drleRRnnKpsuphhDS3ILy73ue1AdxbTXOpW2zZh4lqKTqbYBFOqUM4KWe1eSvbcd6vjovte8O6hQCArx90T9Q2y/saAOB7zSebHfU6jEd15P6prbGrzG4PHqYMJIVjmdBPynCn4BulzUpNMPtGKZt43SMqGs/qWVAUGh87XEOv8BLQc8+zn9Gi2o3wojmElymp1zVlWJotUrBY9Uho3mEBgV6LF/vtaD/+u26kSMk5hhhGzHDqzj2CIAiCsNMYNgvSO1oXAAB6i2bh0+2pxbnPwl4LC51Jjq+/yWCxibUleWsnwR2haC2d4GhUaGVWkXIOTMJ2wVNSUYQGsbRH1eojheTd7Qep180HlT3fqZOX49TJy2PtxzSux8TsACYy5eOjnaow+6/XKUcg6n/3bzVKckqJQ5w99RmraDIxq6YLU6t6MbWqF10j1VE0DKDqjnQUa9BRVB5QhzVsirY1/3pD2b9lXFKRVhtnYBjesxvi+27TDyyrR9LyQ1W4fd5V55j96FawYJ72t38/ev/wcT8zx1+vDCVzb/602bkhfnxUm4QbWUlu42MCiZX7JezHHJUiJyrRIm4/s/Qrvy8JIq2vdXCWoXVyfP/GjB4buOOpPqQ+Y27qg71zYm1EeymH9pLRJZQc425dZiiqs0QcNWFD4pgiuhphX0GGtb0N1ygyCfFQa8eQGxbCKD9/lD+eGSfofYopwMir29cFfdONaVOwfRS7RqohjRRTYBa3FlDqLpriySxqZUQv2L2sH235H4mlmci9e1G0ARhdiHENJg36tRp2/+Be2CSgkdw02mhQQLwAJKAMJrw2SlJx5aTcp05WqKArQNC1fRFG452+333Y+hw2VAMFe1Xy9Ioc7vz3dLg8n1GeI9cdeXPU9r0Z2kByCNuR7hn3NNRlSE5cbbzJiqdp7TtP/7B/Gqn9dQo/lvYoihrhAr9+b9VG0noEq5i7HqN4hBtFpIXFMNq6v3k0BCD3cT1mcENHVRlhhoZkfq/rne8AeJU61RkzVgU65WKJpVaMBC1us6DuyeV2V/FTifjimqLKXGOuB3hTHaMIT8X3E5lHdg2hSbe5q7Z9uQqgIAh7PJ29SlvI87R/b4VaR1nKaXeoKsGso2mNxfVOCQ4KoAwp1ey1GkYOTKoNSLKCKWOBwho1wfc/qRW0WZhMBOTAzqNHFsscyrnyHVdEm1uMndcLWbJtPyzZZjTLZMBY1qfW3uRpfUhdO1wojZYbYcLTYdWlh1CXNp3mxg1HAQBu3XQYAGBpzzQAwLO9LbHzHzdxLQClJE1SlK7tb0RmWwmZbWZxdljDpth+giL/yBfshrQPBE5t1fygVYeE6F2jNdr7meiflms/CgCY+X8mur+pXz+vjl7nG3OVs9ufP/CnqK350csAAI8Ms2wCZBTht5vGFK5Lou951DeNQ0kZ4/j1UI0Sz2z5e2X8IGYd+X8AjOEcALxZWn7h94D+p8wJbLBGydi8nhDdF587K9NYzjLx0bPLx6pZusg6L7wOAP1Fu3bJYDYTiwpp8vpxYkM8mmxx1k4HGMltAZB/VPrBrkFksbFEjCN7OLnXaSVXfB2jFMxcyexMYGFvGLvDPK8/RY1wz1vfrQ8CoGKmrZXnxZEptRY/r9nRi1Jr8d+LvhYv8O0m9yHHQEJzrBtVBJRPlUWCVx+U5wL3XqDbTWNdQvG1GG6aNx7B4vZNgjzdkgrDufCF1rUywbr4S9fDW23nJA6nT8TTK+3Q+l8vmo+HnrEXQgBw33yVi3TJNmNEiQq283v3rH7lxjE9BHAhCo3se9YvyNAaDrGbrd9yY0dKG2L54pxqXHDle2TYldlru/BqdZ2XCjZGu2MG0a1fmUeqVx+P9KHoQoosAYBSm75HfMygMYHfK7d+YAl22DhUGrBwIGFwSBpTgH15jSYIgiDsAfRf9kb1hnmKkxf/ij6TzyZKd6SnxEy+FE+pxR0BKDKXz280T/LoEDeDqusURe/5fKsvKxgxk2T/v5zcu3awgbADPNvbgmd7W7CmfyLW9Jt19tPdU3FM4zoc07gOJ09agZMnrYi+m1OrcprNqVGvT3QZ5aKrkCyGPoqhHzOYPN09LXrvGjtW9KubTvUCukbK3+BjJqjC7dOruzG9ujtxH0rJRZvg0DcMDDneg5UZeHk7l7TX2g2vK14jYt41F6o37Bwzn1MGko4aMyg8PP9neHi+jhph2RmW6XRJU6YYOemRtB4s+M+RaMidJKlLcf1Rg35NMpRwnULovAovSfdhepDmKjP637PukulW97LKN31isFYLbvy+6HlksNoIdbP7VOeglHyAMZa2siLrq0bieoE5NR0IKm19Xm54GE0Fu98+sHWunYaL/iapPSLsA4h6aW8iqaAt4S6SnfmXK7GiSBFW2Ji8iovdZnINhmwPiJAtrikSxcua86apgHv3KLF1Tp46SvUVBmG0CaPAFY+OQnG7FihufQ9u9xqBvUByvdjouKSUXJT+yi3oTut15klgXQvDb4orYYVk+q96h/XZ68gDNbYR0xscwa8fmmO1/WjliYkh/O+pODf+I3Q61udOfFZ5jYTdrLMdrF6eme54qum1mldvFlpkIClsZYJEwixEhbx5RAnVPeLp+opdeqxh/av7PyV6BAByn9QG1aRFuDtWUFCgm/4QSHwerWLuenxI8RpUNAbwY+16n2o+c+/9EOK1icib1b2OIdip/WBHEfX+4Nj4hQtjy672VIo8lgRBEHYfL/SqaAFekP3SZ84EAGwdNovzTMkJkeT6KPIQZpG30dy8jbW5dbfcdLPdiMuAVH93s2kaXsO9mWA7vFAgg2+2/BJxSipHb6Gq7HeTK/qsmjTErJou1KRHUJNWCzGeMsstlj6nZmvZ88+t7cDc2g7M0RvxXG8Lplb2YmplL05oWoUTmkw+XEqDE6sRgHjh946cUsjXp4dQn07yzBSI/H2ftRtGSoDvLGxLIbxN2+y2LT1AjespBLR887xYW0cFs5oyeaztncpQsrBkapcc9tilAIB33Xqm2ZGec157hNbZG/m1O/vzY7gcoXUAhY1sR+pqGbPlH5Txg8gdqeSxBo8JODT+86GEHue4DQ1Vnvl/U50QrsOJoksaTNv8HJsANIt77EiPtQMTsXZgIrpGbO+zqoECcoP2nNER1sTqJs2t3YruRmc8LJkt/7D0g52OyGJjihhH9gJyx8ZTpESDX1K4oyYYDBAMBpHBIT05HgZABhJKjwIwI4iO+vB8L8r1TzVIeJH1qA5AkhLNJyVnCn6VnXeXlFjCDuLDRIcA9kLGkX3cGhAWriGDcNfCSUXaaH4fpf9FkSVu9F0pYR8X2ic0W/5XMsHGGCrAf3SF1eQFIbyEx+qUP3zA+tw5Uo2Z1V1W25FLP4sjPWexD0R9LGR1JtL3aul8mdntmQNb8MyB2kjyKnY8Ocuw6IVChzqpl6S850EOTWrB57HZqtSrfptHsQnliQxUvF+QLbInQNDDxv/NYXxfSnXGxmt/gp4L8mzgp/vHn3HXaTHJdl5CPMox5SWn8ivFz8EN94IgCIKwM+j/+ltiioE72w6J7fdY90y7oQsmYpOc/rkuinRLvF7fkLOfB8DNluQ6NTUhFlGeaVZKWJLbKmdVoLS5aP+eBATsMKRMJAXkrJrOsvu69UnSvroXvYVKHNbQisMaWmPHtFQqN30ypkyv6i57/jk1WxMNKr2FyqjYe38xa6XPSXu20N4Q80wxbB3ORdu9D72v7H7jliAEeh3h2XUI1HjPbrQbCsVY3ZLhf6xGy/dsmS2C5HAmv7e/6TsAgKWvMbVJWv7nEgDAgU9/0exIEf587OnWr9y/bpvzCkR6p1KXWYAX1ulFOkvhJ7wE5LM4ibUlROZUter/LZenaJ7oZm3a8ayq0whMTaGyrtDYAQD/7JwFTn1mKBqHOD5CK2Iluj7Hzl+XHoql44pSrAnCXowYR/Y2aGDkCid3sZxQUDvsCxD2jV6QvaS/5wXZi122Fsr25A5i+3jaoOJbUSm2AjM9KRNFmQBGSSqMTu7di9QElaQPLkEZLAbZZ8Ldv7zDkwrXjDuzmPOk2HvCXU+XS9kDGKOOI7z5Nb75zhX2hETy937abmjvgfe8nR84rMoiTNvD/F3/aMQHbzzFavv6QfdE9UiIR+YegEeOdPM4AGGHeu49Vj+IL+gWrDOrI+9ovQ+PctKXwyPXwhE9NjH5wNcF/wqbWWfQY1NU/wiIhA+/wou23u8eE7vu8UjuY9qwzod+el5dOU6nOPOy7L7ScUk1z9ltiVIz8nHHKZ6OIuKCYhfikWgVgFdl/2DYHSDsTpAymWE1MpAUw2iTfiAIgiDsDNb31WPDYENUpBsAvvOiKlhNtUfyXgXyTlSvlZqG1sHceZ+cfbn3sOtJPAFxNsEu7J6FqjnJ6rf51Y7Yz5d9HRC2g5++R6U84gWTG7PqBlWmlDxMSsnqVHlhZkVfE1b0mXxr5JHdUtmLLcM5bBl20wOYaJNWN6VNAhsGJ2DDYLyjDJXSOKx+Ew6rj9ckoGhcUq7GIp+EGPnHv2Q3FEpAv3PfU17cAai1G95zjqFkSh2G1/RYTQt+dQFabv0UWm79VOy3F27TUSPMLnZ85WoAwNVvvT9qO/AZZSC5evXxZkdaUnN9EqljuB6AuiGz35W2qn5uyQt8zV+ptvxj4tRITD9C3Y/lQ8wqQmIwH9/pXrL7UhWqGxNwb0KSnfgjSl+z853W/IJ1HQtz6zG7wjbkHptdi2Oza+H3O45mGcR0SE2D8bCWhl6mCFqjX4tmyz8g/UDYexDjyF5C7sRF8UZKHchtC05Odj/jwWf1QOi9z5SLpFQqsXQ1oaOHKvUwA4g+B68zEurCUNywQlEmRLoxHrmSbkwntgs7gFssnZSeJHTRbeD/ZrqdNJ+Vc8AfTDg/nc+D7RnDI0DcWzrKLS4bQTQAK3JE8pqWoaYiHrI9UoyHducHcdc/Gq2mTy0+E/9onWG1fWX+vbht/0PtY6fqzeVf+tWNBtBjU3uVEe68/fV4wY1n1HdY3SPqv4U1ptOlqG4JG5eiguwF6RjbBQk7XBDS8ptf6dvjNcl1/F7p4y2jWFIxWNfY0YfkaBEnaq20uRSrS+WOS+GGIH6s1jvx+jXCLoLSZO7qTRAEYQ/i3i3zML1qG6ZXmbXYXzoPtnfiqSUb9Cv3A6DUVtz71o3k5sEBlKIrrkM3aU002Rbb6yk1iy3Kab5vgLCDuOmzWiqNhjilIzOGSrYA1DVSHasDMqu6E7OqO2PfUdq2ObUdaMwOWGmx6DtupAGAo3UdkSRKoY8S25+OjXmAM2ZnlSKV+jfv4wLD95TsxUlKPVMswWvttpq8jV2xGiWYUo8FPz83dvhlbWfgso4zYu1Lp+moEWaXua2oZLmeViNPXV3UBpIkR0m+5qfbvDr+fYk52xbb9d+c5EQlJLJ8mjKQdOfYTfCcV0A5kAHIs7CegORlJh+R8YQf2zxgC2NHTdgQGXGJJr8fx9atjV/gFsQzi7Bh5sxqVYz0xBpWoJ2uZzQHWWHnILLYmCLGkb0RWgjzMc4tVJswOIUlUysEMClSgoHydUYQAIUtatClYu3ciBJTZsEUWs9MyejPKaQa1KiZqtOLxDLptOo++1hiu5CAW3AdMIXQHcEo6g/Ud/i/31WEOk5uibjpsOh9ABXu2a0/c+Vm2mkbbSFVLkJGGBWvbwjek6vttqECUHSe03QK/+/2462mj/zrvaj07YX9svxkXDvLrt3g1fl2zQnNgqfbsOBpLdUzp5T2w1Wnuyw0i/nMfqqz8RpD0Xt2CVFUGfOWiaJGeIHwAhlnzdbzbYkaAIDchdqwzmVfmvmdeSMyePMxgMYFrqSh92wcCdzIxAHY3rCAeubd5zqLeJos7r2kxyev0oeXZMDh16BEgx71AABbuElEQVQNZl69H235a8RjSRAEQdg5zM9tseo2/H3zPOt7q54ETZPcsZxkOa4bdfXb/TARJXQ6Pid369eEdbU3y4M3y0PF9ApUTK8wtSLJwY4bbUbMljsqwSlPAABc/8HPRe8Pq2/FYfXGrb4mPYLnepvxXK8q2MCNEW2DdsTH1Co3xNbQVahGV6Ea9elB1KfLp7yay9Jp1en9yEhzVMMGAMCagcbYcVTknYq+E02ejhoplBCkPaOMFbafUgD0OZbNUkKeft+Dt9KpC7GxSxlaXAaH0fKbj9ltzYinrgXQ9u4fAwDeXvdvs+sNqs9+8w/zzY6zE649ac2vh7ewj8lsWu5KT2DGvy5ECv2o5sQ/ZQ1O5A5XY+qaflN8qrtCG0ga2I70uDMZLR8owczvZX2IDFhchnKGlFxhGO+e+LTV1hG4SkOoflSNuCMqO3cTTVZMFGsoDMavoS06INryz0g/EPYOxDiyF5F73aJoi6BJkRbLHqLBNNWotFBWChooz9+wFFpRHmFBrdizzWpW9Ct820PYRZ8y3cBS4+iJMsXCtrPTbW8ULyGKxUt50Zb/sQye24UbiVEuX/AITOSHa9BwDWhcf+6eL8teXQcjanPzq5KjCnUzrhSl69BCmVcZ94QQXpr8w59Xb7bFw1y9ZzbAf3KN3VhdoTa+X/cATvnjh6y2Z3uacf8Wu5j797yT8f25b3DON8rFPa1emp8y3iuXTdYGEhaFEuhxg1LyAYiiD6jeCAD41apz8EiRwmbVybjBVhgFMo6yKcFvihe9t/ZhAlI0JzSx3ZwIQVQhueB7UvF1h9SE+HwSG+tI8GLjl1erritVLwPILkWKAAqCMM7o/+Kbos1lZf8krOyfhEq/iEq/iCe6VGTupmZtieBiFQ1lSYqtmfq1CnEPXr4+n+C8AiZ6s3wwgFLENbDPtHZPQZyTXiYzq7uwtGcalvZMi33XmB1AXWYIdRm18OH1PtwokqQiysSagUasGWjE1uFabGXpsEqhj7aherQNqX7GiyaTcWZ6tdKkDgWjhPKTHOc42I0WjSIA+cVfVm9KCRHM/cPxeiQpX22cYgneMqf2zOAI0DugNsYNd7Wg5Q8ftfedhlhdCAB48bgrAQDt51wVtbX86iMAgE8sf5fZkeRyfg66bCazUdp0S17YwP+O+DUIcf5WUEaqFX0szdZM/cqzdej/Z85jChw9tj+fZnkR3Ux7OSAX2kVd6zNDccNIgiwGwK6JknBPT6xUUSP5LNMpNNMPlTmnsHMQWWxMEePIXkqUZosvkic6O7G76xpIovasp7yymWd2ZqK9cPK41wh5d7P5PzNJ7Z9ihpK0o6QqdbNJVB8bDO+7D9bOInfWomgDYCunXUV1kkISUAsfEn4qYHuJuxPgaLdotGxo5C3g1r9xJ0y+3nPqmYRDrK/pTbzAy+N1aInYTacFAO1uiBEQNtYCA3Ze3DUvhLjoTydaba+qa8djk2Zabd+bcjK+N+Pk2DmDfIBgfYJwkOAc5x+irjPVzMYKPUxENUgAZKaoVaCV9k8rznkNpJF2qV1UjtzH9XjBn0WSqx0beBQNyBfMScKO44jo1/ix8SYshgh7nUEkiP+mJYzp99yQ7tX55jf57yYofzw3pzpk3BAEQRDGns7PvQWAU7fBoSJVREWKTaKkxOLzHq3D+braPSUXq2ha5fP0fvqVKbW8ufZkW+ototTLrqUSJje8sEP8z4c+g//50GcAAEt7pmJpTzz37L+694siNAhKh1WZKmKolI7Sbq0ZMEK8W9w9qf4IoKKSeopV6CnGcyQdVr8Jd28+CHdvPggAIsMJANy/da61r5sejOP3h/D7QwwF6Wh7+vF4WidB40bqc4YT5JRMKmZU8XoG4xElAFBTgRsetmtBtvz0o2j5k2Mo2Qy8vfffcLlo1iOxtk/klYEkP5MpA5JS5u6vXrgsRg5qMcX8+vilC4qjjv0zAGAlqze0OKv+uZsCpiShNIssaMxPSGX0/IBdLxQlxOu29gCz8/aY0pTuj+uIQth6n6R0zHqoWZcyFvl8ve47XKdD18B1OEtFFhP2fMQ4si/gjIuWR229usWl7pde+boewLwOBKXj4spIUlBSKhMASNWp1Xtxm/o9nnaLCrfTdwBQ7ChG56Kt9/t2Gh8hmdz5WuFJ95tuV/no63j0CBHATIp52HUDUrCjQvi6z1VOlvM2K7LfTsMSAK2CboA1qYd5MaC9FPl7/l+szXtWFfkLJzLpukd3jIF4BwhrK7B6qy2J//y5o/GVJ+1IkckVfbh+/6PtgydCjUHuOBQCzY/aOU+/k70rvh8Arz4epZbWY0lSLQmuOKfxJzNJEp1uF/Ts8cVzDlFUCR/jY0Vg6xAXglKAn3OWEgXEjacFxBUw7LaTcT3Is/tNY43bZWmhzoaH1EQ9+EjpEUEQBGEXc0fbAutz50h1VJgdADrqa5TyiCuQSFfK186uE9EwzHxNcyafS+k9X5uTczBFWm4D/EnOPN0Oo4ADVOqc0Gz5x0WRtT1c8OZfWJ8rfHVTJ1X0YVIZo4NbP+SfnbMAmELuXSPqBh7DIjYowqQxM5B4DuKBrXPRX8qiv2QEtOd6W9S1pYpIe0EUucKNeoO+s4Yun/FLSCBWmB1QUSMAkGbPHhlPkqJM0imVCpnhdeTV1tbt7Ouj5ed2mq1L1r4Nl2x4m3MNQPtpV1lNZ7+5x44aob+hSSu5+VhC0QDM4OHrOpAV3KDSDZPeryF2aiGBG9cfBQCozxjFzabpegJg/9pc3haClqcmYXl2ktWGIuJ1ZAYQM5Q0ef1R6rwIV3wmuw0fXkimYwb5dTpkMVdk10fXICK5sJcixpG9mNzpWjlOY1wJZlFNC2M2iJE3NjdmuASDAYLBAJ6j5E7Vmq5CkSW8kDp9z1NxFdrsEZlSdwFAsUfNvKmcxG6PKe6tpdsRz7pkhLJyESYFxL0IqD/R5Ee3j+/jRrC49U+IIkwEixthMqJS5VC6HB7qn/+VCGxloUV1gUnOekHttW0zbXpx7vXGBSt09uEXf9zPavrg4g/gl2vs//v0qm7ctP+RscP9Zj9eILQf+E77XXbbDCB1RsLzr285ry9B6ZK4wfalZq/6Lz0++g7jjMiYyhfPNAY4RlOr5gegFuluitpuxI2hHuIeSwDCbvt8QRcbqBIc6cjwXuxk/ZhOQTnRCZL/k9L2CTsXCeUWBGGc88+PnQcAmKrrPNSnh3BHq20oqU8PoT7NBLJqqHU5X5tT4ACJVsOIOxRwpwOa8/h6ixSZfJ53lNyFjgRnOcdpSXhlpDxbGCMj2fSqbkyv6ra+q0mPoCY9EivGPqtaWbbIAMLPObO6yzrHsvzkl7ymOTVbMYfVJ3lcp3wbDtKoKhVQVdKLMdYP/M1qvi1Ux9fqEj0yCknrFIoaKfBMGnq/YoJeplCEt3ZrvH1tRzyVciaFll993GpaNX0iVnlOSpENQNv7r7Wabl8+F81LEgw7JJMz+x7J5MNrzSI7qlXrOl/q8S33Wqld5PLOU34DANgw2BC1LS8oY8e0EZbpYaN9XHshh/YKW8A+uGJzPBq/AtZ9AwBkgaY+p98wtQCXxYKktPp8yNHd1jLOkv6RTy8J3VfYCYgsNqaIcWRfwV3UJiijeRqroF9NZqNGlDidnzyKraLuFFHCjBxRsT/ah/3uyEY1c1KECQAEA7qIbs6LNkmDsoO44flJRdVJLhstD/H2ZCZy8xHTe/c3kxSUPHVWkl3MQ/z6pRbgS5J//EvRFkEGkPbuqMn71xr1upGtcoaUptnrjHu4eau24G2/eqPV9njXDKuYHHHg+i/ioOyX7cYUYsrycE2IcKU9qQ4uzGDwpAQ3Ez2UWOMUGU942kBdryQcCaKt+/KF8fMJCjJ0OGMB1amK8BA3uAaI5agNBwKEQ/aOpW2luCGe3cbou4RUITwyqNiqoxB7nUktdF4BM27ImCEIgiDsYtz6EYkMwZ5D+xCP4rCDbu05jaZC7rBA52tgbU6UZ9Bp5uOBOwcS9wGA7mxVtG14Kp4+VSgPRY0QvC6Im3qN0mu5LO2ZhrRXQtorxSJAKGqE6C+a79yi68vyU6LfcX+Lok5i0SfUz2gtxU65v2PUEeLkn/xKtMXgRhEq1j7C7gvVgR0uo5fpH4a31MlXNThiO8MBuPmmarTc8AF7vxrEahf9ovkW/KL5Fqtt7u8vQfMDX4j/tjawFtvNb9EafmSTI+RR9iZyaLxP9Dmj8cdNhwIA+otM8bGfs1M9YnJNY3YAkysdub0/vl9iNhE+TJGuxpEHA0q3z+cqMrSXq1NCUF+T6BFhL0SMI3s5uVMcizxfUCcowaM0V/zOu9a/tKc2+roQRBEl0S46aoTXBiDjCU+lFejclFGqFlZ0mdIphQk5FIXtI/feRdGGWtg5ijMw3mBudMgI2wewFZTlUt+4eYl5vRvXm5smxrTz6r7n11Iu5RdgDCblDD9CRP6BzwIATr/Q/KOiqJGM+ef72lACbijRi6Fwfjx3cv/afnzxnuOsttahOvwgdSJ+kDrR3vkgAMfYTeFwgHCFoyx/EHHvlkbAa4lPTSkdxs2V8BSN5lWINnx7yH1YzxcJAUMWAazC9wDU+OEO1QnepuFggHDAvs9hiR2on3crfZe+fdyQTr/P721pTcnsz285jWPcKWrEbFHNFWFsCXbTJgiCsAex4lPvtD7zotr3b1H1HTJBgtdaH+w1kKvIqodRUJNCiq/DKWCAj4vku9LGfkOfN9WgJ2w+J4si6xXz0/d8NdoA4FmdxgowUR1kyOgtGuGpPmNrGYuhj2IYX/9Or96GtB8g7QeozwxZx20YaLD2bak0nudu2q0NgxNQFlpXuX3S0SU80TUj2oTyUJH2cCZLf0QGElbnFXl9L4cSvBNrK+NtALz+YXhrO+zGQgk3/7XJanrtPZ9E8yNftfcrAb+ot40i7ad+G7leWwD/c+ZV+HPlqxJ/H4CJegEw9BTrx/HyN0ICl531fQCwIslitYX6EavfwsePiCzi0f0h4o7S/FC6ZXzuYLoin2cQIDUB0xXN6FN6hZoUU/7QsMfnqF6z5Q4TWWynILLYmCLGkX2FERhlEQ2GVj53bcxgC2IydtB3fo1vGUUAwMv48DK+dYyX8SzPXoIXXfedEFxeN4BCMEPeRu8LZsv/TLwNXjblCix6UOH85NzGJ0rX6MAd4FylKKXKcn+HD5pu7RK3y/CB1U3FQ2vEcim5hO3ijLP06octxL1VWwAAIVt0e0/rvMZbE5IMN8Q9Ie94cj985p7Xx9o/ecA/8ZOGE+zGAwAcaDd5aQ/4h91W9ULBpITQBP1B4gRMRteQO131xzuKRI+MQhkjo1flPKghko0pzvrca/RjQlFqAosQ7A3M+fi5oaJMovPouaXYaQRFKgCZakmIbAFsL6iAvVIRwB/LXCIIgiDsXOrSQ1EKJYoaKHFlN/mdJPmE8ZpeNYgbK7gjAk2ZSR7A61ibM8+PbDCL7YHHtDcB1wRovTpFG1T4RWxZ6qzphFEhA8lDHbPRUtmLlkqzrn6owy6m3TakbnhSMXfi8a4ZUQoszvSq7siYMrmizyqqvmWoFrOqOzGrWrnxv2nCsug712BSDMqogqqg+mAG6ClWoidJKStsF+F+2mLJjSJkDOEpjKg2ZKFM9Eg6nnLB25KPG0oaa3H8z22D7Rn//ijO2OQUbq9QhhHOpcc8jh8Mnxj/7YZ40+Bzqi8FfY781Wp/zN/3GokgGYV7NztCcgZmriD6gOYRO6SwPj2EQsbuE/mJFcjnnIGfB5XxlOoEDVFb9ObChwx9qwtNTL4jJzZ+eRRBlDWb1LES9gbEOLIPkDvTscTWx99zL2AyRIQjpo1y+pud4r/jZX0rZZaX8RAUQgSFuMHFnJgpZSvUsT4rwF3qVQsAy4tYePkk5PuPcL28SZFZAzuyhOvCaX6lNfFo5y9nSR6B8URya5i4USQ88sUN2+QT7O9lgh2N/CMqLPpXnTebRi8huqJdS8Lci1BHkvHif/1rtRA9El+wf//ZE/D9Z09AT78tyf+u89X43axXW21hyY4OAAD4QNU/bI+p4AgPwcn29QbDIfzK+DgxWg0lIU7uvc584SPR0ysYDqwoQABqUez+uxPylFvzRKW6j3yMp2KO/PxkXPecqEXASalFv+8aTvV76Q+7EMlzKwiCAAD4x4XnW5959MCtmw5Tb3hkCMlqSbW7ykHrYq7sojmYR046ud65DOhrWazqYLbYJ716PGOq8DJwozvSrF5Iygus+iFkRHu2V3kHDZfUDX26Z1rsvBQl0lLZY0WIEP2lbCxV1qvqVAhRs680lwtrlCv6cGAWb+2B7bHeXhGvbUB/10Mds6Ptg7/7YWwfwUDRI5u+dr1pTJLFhl8ipzWLKvGoyHvCWsjryMMr2Ot2b80WtFxjF25PdHoaBNpP+q7VdOF9p6N5qZ1mK+gPkJkUDzMbeKIfA08kFTgVynH1e+1U1K1DdfjL4MH2Th6AZ+2mmtRINE4Qy/udAu2AHU1SG/86+t4Vy7fohqSMICzZRKVO1+e3sRM06FcRxXYdIouNKaKR3lepjzdRKiwr6sOZpC0Flo7+IEUWx02zVeyylaZe1jPRKjr0ki/OqYYAjzCJFQEWdojcW7TSk0Kg6XU0QctVMJLXWhbljR1dzutoo4ib/qYc3CBDay7P+Sy8LFrf+Sf1+sk7TKPOaeu1bjNt5Hk0wFZD1boTBaYj3PGIymOM/uQcaD2FuHfZ4tr98eRxM+3GhMe9tLyE0lp7Ye+f5iPzHjuuPxgJY0VF03UpMbLuKG6QyGCIcDCMP9PVSK49Qqdp1Acwg2aK6lDx4+ies/PzqJHofNpAkmYCGEWPwJXX9TnDXvNDQZ9+32i2/G/FoCoIgiDsOh7YOjfeSDaT0ZyN3LU5ZUPi8x/pxrgj0WrnPIE5lmS/dJNRqoUb9QTKDDQNQVKSeuHl0jZUh7ahOgwHacsgwdNn1aeHUJ82N5IMaxQx4qbf4pzQtOqlL8KR58hAQnVJ1g4oq9jy4QQFq17qr+mfmFhvUNg+Nv7mrwCAS77IrBKUmoobNMgQUnKEpFRcvvHIwa2YkGKhFBfglzxVhZa7P2U3kuMh47PFB3Fmt62Rb37+S9gv+JrVFhZCFLcmGHZmQDSMO8ijnTPthiEA052dUsA8z7Z8c0Pr8hr1/OZ8Jp/r8T/vv0ROcjqtm+Kc7iM/XEeIWNFkWicULGL9TkcQPTJ0QLTd/Q+nHo4g7GHI0LWPkHvnIrWdrxXkfE7VhhLLI7eod6DcglV+pMwiBSNXNHraYzupPoif8eBnPISFQHn6OtbEVA1bddNXLKKEFmyevz1adGGHoFtIRg9aPyWl3aJ0W+WiO2oQr2tC3mY0P9L6PUnoo30mwvZOI8NIDZTnG3c8oWukiTpE/PqERH5/ziUAgCIrZt564R8BAF/+tMmH7W3R8bTsufWW6HokrJh7ZCDpMQv7q/5iPFy8tWbB9p/rVRH3ubVOqDcAf74fW/CVuksoLXeMIg+H8BvsKSrbnEHVfDvMwct6CAbERWVHyJ2/KNoAqEVvQ3y/VE0q/qxxbzO6PcyByatWjTyVIs0lQT+7T2n7OyC5wCN9n25gP0JjhmN8pRpYfrUsbQRBEIRdy53nfxJ3nv/JKJ88V4bf1HakesOnJ9JF0/Jnit6IPOJORrQE6mZtNLXS3NiHePQ1m36z+2tNF5fpKLVKQr1KYefg1hhpG6zDsvxkLMtPxvSqbqseQZdO10Y1TO7dYlLxHFa/yTovpdialurBtJSJMFlYtR7rihOwrjgBd7UdjLvazBr+sfxMAMDylOqUzf0mR05TYEcETK/eFm1f/KNT00Kw6LvlQgCAv9k8a2QgCQ9h0UFJBo6eQZNqK6lQOzvGW6flLea45q1oV2+q4orxzw2chc9tOstuHAA+iwetpvYzv6uMHYzs6VnUnB8PRag+rMYel4SX5LKzvh9tgIoOu6bdru+JDAD7Ece0fvNcB3qC6BphoSIN+pV1q3xW9wM+N5DB3Y1gJAfYzayNRDNmpO8qxFNvB1RfNMFRWxD2dESDsC9DgxdfELeoVS83lLipU7w6812qTo2WXKlFSq/itjI5MaEiSXg0SaTYYgvxYCQeURIp7YtA7mIp3PSyqYap3wLEi2NxRnMSq9ebK5zxLuMW7yPlKY0u2yFoBV0Bgi7WUblC1i0mL+ww60+5FQBQeMZ4+HzlHO1txoXjPrWo9jpY4tD1esHdxYSjzXpR1mN3nu/ceQgA4OdPHh61PVYzEwDQmxBRgmrEalek6lLw73M08k8BFQvsxX2mKQ3PSelU7C4hGA6jreHyxfHfFCyiIu0aL+upyD8n1aL1fNLzzm9J2nmFmTes+UO/50XbyQBiG/D19TBDerBVH+MGLekAk1JfgpFswGz5ayR6ZEyRUG5BEIRRISV2Hff+30+/8rUtC+QFoOq18RIVdXofvh/NhTxPvKMHDTaZebFipvqysNmsBcO1+nu2Vq/yC9E2+bCH3D9J2E6WdCtPoAqdfma0CJD5uS2Yn4sn/J9e1Y2nu6fi6W5VhIAb3FyOm7gmes9rnQDAqtJErCrFIz9+vPL1mFO7FXNqt2JeqLaILnvfSv8l0j8Jo9J65V0AgM8P3R+1hQe2xHfkUSPFhKgSXpNkRLexCH9vtepHHnNwW/JUVfx8mk2pemxqdDTZtUD76+00W3ec+r/415nz7N3ekEP1a2tQ/VqnIngvjH6gD8idIjqdl+K9b7jObqgGMM/ZiRlJMl3qXnIDxXOUzpEvlXV3yW1jwhPpavgjTUNLBex5hMR/JhZmOtRvN3GPVn2ugX+zNj1fHT9hdbTl/y2y2JgistiYIirHfZDcO/QExAY8r1EpmLg3r5e1IzW4AosK33r1TDGVkMvd9dh2C7iHhdBElIxynqiYe73Z8r+WwXNHyZ29KNpiZKEmNprc+PrIjfSIOwIYBvXm1jCh8H0K/+cO/vSe+iT3RHBQfSZh0JVUpjtM7tOqH/Bnbt1rfg8A+MRzRuD1dCF2r9v8k71/q7B7r5cJc73aGFJTwfbbAO/fG9SHPrPvpf84GQBwwZL3RG0PHDsfAHBt9tjYtZJSnlPYVEDhVlsY8072UXuJ7bEUFkMMbxwtR4XwkgybeYLDowWDbbofcYOWmwaPfc9rxND84lWYHX39nrdRXyXDPABkpyqtjZU2jTK+dQQIOuLzS+IYIgiCIAi7gP/50GcA2EaRv/RrT33usNTkHNiWcLJK2PNua8I+eedzBibtpJ4PeSTx0Cp1XV4tm1e14u3P7a+KthvvdYo4Cy/J7ef9R7S5PKdri1Ax9rIF0QFsGGzAhsGG6POKPtVZ7tl8EE6etAInT1oBwHY+SvtqDfTrdccAAB7J20XgOR+dtQgfnRWXF5sLeSUXjiAqyk588oBHyp5PSKZ+waPqDRNTWj+tDCVtH/1v00iGC9eAQdEgPFUW7eOz/pPXMho3lGzUFq4NnVFby10XAQBu/CsPU9NUIZ6+dhnQPssu3N58/5cwZ+6V8eMr1P7Cy2dyZR9uGzrUbqwzb6dt0A6KE0wb1RnikWhJTmuRLoWr4khH4/owkvjNfjuKBuEilp7DCqx+aN/tekIS0VzYyxDjyL5OpfMKkwueyo14voeizt8fFUtmkQC+zidv1R7Rb9MTdF2R0BRcj36nxkeKHZNuUDUBuIKLFuqpBjeeTxgzijApswhyHijBjgrhApsbhZsQ8RtRB3vypIUV1SpIynrktCUV246QVFqvmJGn9QqF/Zs3vvUOAEDr5XdGbV6XfvhrzaDhPa8l8QHmdcK9BuqNJewXt6owcW+lsYCd9+T7AABrBkwV0WvnKANJ98J4NfBSbwmlDrvDFVYVUOy12yreUYmKtzkRJftnoi3/CzGwbg+59zvCMTeiAgjz+l7zZzZg+0Yn0q98LKAMjjlmNNdRgx6bC5LmgMhgzw0vpDhyIuCoO0YpIwGEm2XQ2KkE4e7ZBEEQ9iIe3zYDALCyj1lC9tevNG82ANBZcKKIbhMIYHAdkzx9bIP+PIKYcpPLbzRHpmrZnEvLtYSSE8Irg4oup70Ay/JTojofHKobsEUXZ6e0WEm0VPZaUSFU7H1WdSduXH8Ublx/VPTdta1qnf1I/wHWvrxgewzXEKdZWLceQ0EGQ4EUgnwlfL7y/lhb60/+AgCY/WFmyCqWjAGE1xuJDCUJayFmKPHWbLH3B4yBZMQI+y1Xq7Rfr/7fj8TP14+YIfbYF9YCy+O7tnR+Ay3D37DaOqbXRNuaf70hfpAQ49Izf2A3cLG323kF4CesiR/ZpvrR8kEzoOcC3Q+YQSXS9fFHeiJr4+3UZZhvYtM2bWn5F7vcfnXBmRYTinh8j1sMSxhTRBYbU8Q4so+Se6dWdvEox8nx/fyMEz3CPMyjFCe88G467lmM7agV4kaU0KTuM4NKUj0TYSfiFnyk9JXUZ2gi5N5oJEvRhDlahIlr0KD37bBTZSVEmVPhyFgxdl2TJPc+Cc/dXiZ8Q6WW4oLwhU88AAAYaTMuHW3/8b8AgNw7WB0RKs4+xFw/BvX7PufGkbU1bX7nbT95PQCg698mNypFjXDhLv9WtdryJyYUHPQ9FNfYKfxGbhmJGWMrj61E5lUitL0i3CFY2528yoQIQm4oIUUNa/On6/vDhOzIQMIMGBQ1ErK5J92oTsijRyLlDlcKkQLJMcBGKUNkhSMIgiDsJm45VxU/3jJkNEo/aTtBveF+HXOcA7numtbgST5kbtrZMiknATOPZ5pNY2GrXls1smPK6+WFMeKPmw6zPlO0B4AotRZFmFAqrlfVt+NV9e3WcUu6p2NJ93Q8vm1GZIADgJ+tel30fk7NVsypsYs4A8CX598LANg6rCxpTX5CeL5ev+XDCuRD02FPnbwcp05ejivfcQWufMcVo/+xAgAg9wYtt9abtrY36qiRF03b7A+Z+xg2N5gvIg8gtlAnA0mQ5IFo8J5eq15Zzcgb71H9CxVmUd3y0GcBAPdl3VxOAIrAscvWWk3tB3077nwJ4AfNJ+IHwYmjXpOwA5Ahnf+fyd6wzTTNqVXP+avqTPjh8kAZSApMNo8c2HhUB+l+3Kx9ZMvlRhU6nuuHVLIJq37w8N+Gk88pCHswojoYD5DhmCuuqpxbzz4W1+vFMhuE09PUyMa9+9MT7dHOYzYSq3iug1fhW4pN7ukLQHk86S1/i3h+v1xy71sUbQCMsaMKdsorwCxu3NoiJCTxQu4ErZNJ5iNdOa914uJ4pBN+ta/S5CTVJ6HJ2zebpFx7eUTFrZnSefXRtwAARh4wq6Tcu1TtEG4AoYLr3hC7uVwwz5hnPgrjrjI39IO/U2m2vvLI66O2vxygDDHXrT3GnLPGvlZOYuH1tUDlwgQ3N+HlQQtkJ+csGTao6DkAE57NozjoGGMPi6IPrYLsBBtvvJS9vwU/VP9eOGTPHVH/bjR9MewPoy33cTGqCoIgCLse8ui30p7Mdnbia2cqmcYNF9P162h+II5jkj9Dz91svqw6RAkB3AHBTV37aOfMaLvo998a5QeFl+KH7/46fvjurwNQadbqMkNY09+INf3m5q4ZaETrUB1adbotnk7r8Abbfb+/VL6Y41ETNuKoCRtxXOMaHNdoQo9qUmaNv2GgARsGzPlX9mlFgZYNu2NComE4SEfb3f/4QNn9hFEg+0ezaWr9pIoeeXjKz6xdIwMJT6lFxdmT8v7zKBNyZmNt3jLVl7xNpqDMq/9b38etZjF/X4U2kLhp/4C4EVZz8ZyH8e3JEiEyVtzWpVJr5SuYMEY6PSZ3NfWqwbupZAbx7kA9w3NqOqK2wsRU7FgycAxm2KTSoM+Rq0J3jo0FpBfkjrXaKMIN+pVz1TEVr2HXvdFsuUNFFhP2XMQ4sg+Te9+iWLFsf5oufKuL3IYhol5A9UgspWTSvKs90OnVS3tRBAgpt7wEBTgv0E7HpXIpk+arykuMIhDGkFrnczmdsg9jrHBDrN1juDHFNYqMZjAZ0ptjMPFqWMSSpNMaEyZ+b0msjZ5Rbshc+1plKHmxhuWRpaiRYkIOWwAYYK4njcoDLdzPCHxdS/S+fWY1TQaS77x4StT2owOV8aS504Rl07VRmC4ADP+vOk/MqArg4vAduDhnttwnZAG2vUSF2Z1AQK+BIoJMW2mzHsu51xGtybnQRPI7O2dUC4RHIVKKx8kszdbklH0ODmuL5rIgTIw+9Cq9aMtfLUbVMUWKAAqCIIzKde//PAC7GPcPtpyo3tBwVoDxKCdRia+1aQnE51w6toJ95sNjBaJoa4LWVIV2syAvdeqTa8/gTel6HNWwYbQ/SRhDNgw2oKdQiZ5CXCB7rrcZD3XMxkMdyorG07LxSBHAFH1PYmJ2ABOzA5ha2YupLGp7uJTGUQ0bzP1my7LuJq0U1buXQlEZvVJyb0mQSWjNzDJ9tF72F7Repowlj33tr+aLpPUPpcjiabbIWa3SKLyjmpK8HkmbDjtgRpGW/1E1hj74fZOeDZTti40l7ZNYDZIEf9irfj8LC7777mibdeT/xXcSEjlXRxT1F42wk5+iB3r+GD6gX1mR9uOrVUhJQzgYtQU6G0eGWzXoPCwiZFD3l+eH7dR/3ZP1WMDlO9InMUfqzJQEqz1NexPNln9cZLExRWSxMUVmuvGCh1jqEb/GtmBQHniApU5hay2/QXsfsUK3ltcRgFKf+QGKMgmGzf5hmbVbOOw8ZDVsE14xubP0gozW3nz+clNjFWFHiBCVMAaTcimzCO7l7dYqGSXVLRUALPWWUOL1JaSg15hBhkyeQq/4qK45xJ7t1nf+Qb1+789Rm9farQ9wbupmHSbQ3h01hXPU4ipsaYjavnrDQeo8rB7JWx9VeW4f7ZwVtU3LflPtd1g8nVMwZK57+A61Uht5VjrImEKOQu6codOeWQZ0ckri4wjJWdzQotf4Ibt/UX9jx/ot+txmXW/GK24o0e89JzVklH5LVjeCIAjCHkRSvYlYnQ+ugCLnNh7VQTnh+Vq6wT5F4d8FFP7NPJKq4utqSmlp1ZNkEZ8A8GxvS7S9/pe/jl+7sENQmrW2QRUd0jZUj7ah+th+Q0E6VluE1shLe6aia6QaXSNq4TS9qjvah2qJUG2R4VHqgxxctRkHV5m1eMGn0F2gYXAQDYN6Ecbku7m18fRcwsuEbFtsrftwE4saMZmRsOhnjwAAgncebRpJDuNOQQXdNsye/Wq9WGbps7yVOj0br0eyenOsreU6VS/y6Gc+bfajccex5bXNUpFRXxoRI8hY8rvOVwNw5o4D9WuDaWp6QU0S+YyJ1piXVc+rVZeEhnuu59Ff8994Pq3eNwwPomGYdVJ6y/pnlPaLXWKUytutXysIeziiPhiHRMonTSlvFsuRNzbfhb5mY6Pv5PvnilZ6X+wx5y31qfdJqXIiSPHeU34XYQwggxMVbKQFzmhGi4Ey3xdRProjgF04kusw3XMl5VImqChYlbMJO0TD156INiIzMR6Z8e8NlwMARlYZgwMZSMJXm2KBXkceXoeKx/V62eCgI0noOwAIm3Rnm2hClz5yjVrkr3zC/M47vA8DAN469fmoLf06dY0V88wKKxqzmKfUyFJ1np8V/hht+d+Id8qOkDu/TKQNGTb6mKGbDOH8uab3fJinQ1hUIM0RXq052Gvy7f3Z+zDPLTTx8/nV5gf5XCTsZMRbSRAE4SW58/xPxtp+sOFEu4E7BNAwxx0CtJO3JSPxnO9A4jq9sKqAwiqjLC1uKSLTlEGmySjOw1Z7XF3SPR3HTVwbP5kwZkSprDRLe6YBUOmveAosjmswoQLuRzVsVMem48eR8aWnWGm9JlHwUijw1A/6ba532Comv2TbftH2zTu+UPZ8QpzcaxdFWwQplZ10VW1vuhEAMOOZbVFbZCCpZfdxhGQitv4lhfgIc2bLUsoAc4+951Tf8bqMBfaDPzs29htHDysDybrXslADnp2EpWr67NCDAICffPipaLvunk9A2H4oeoSzmKwQPMvKWv3KjBApbRzN+6YxE+p+wI0iWj+zKpgYNT01uJ/6yndkKfq4MuFiu9kpX6VOmp7EwonKpVoXxgaRxcYUMY6MN7QnsJfx4GU8pCdo5ahWNlJqLQAItqn3pa1sJNXPAqXIKvWVolQmNO7y1CYUNeJXMA2a/gkyxHgVXuTBJOw8cu9gCzG3iCOtf2iRM+J85lB3KGcUSTo/CXh6Qo88xjPOMYxUw2gWE+GVUPeFxwHYcxs9jzyCbO3rbgUAFP/PjAHhAcw1hKXK8p5XC2yrMKD2VPJazcLe69bS+zSzwL7qDuUG8+gLZoF24ZT3AgCa/2XSbFUcqBZ6mcmm4wwvUZ0qO7V8DmbhZUDPY6z2iE6DyAwS0cKXK2bo8WVDOxnHU81s0Uy3LWG84IaOqNYJk/29rDq5W4um2K36q5eWeUUQBEHYcyClOCnAg0oPwQF6rtLOS2E/W5xRDW6+HqevyTjSxdpIx5ngJ5CqS1kR/6lcCl6jB69R/34DMK0kHmo7E0qzRgyVzHqIDCQERYKcNuUFnDblhdh3jdkBFEPfqmNDBpPeovIiS3tGOU6GkcmVujPpr1b0NWEFS9nFCSZ4CCaYtRRFpQivnNzJCelsuTMiGwZaP6HSbLXP+bpppLqOXJijyA8un1NRWF4zkqJMKo3s5K1ToeBer1nMt1ytnNY2/LU9alt3LDOQsC77pW06amQmhDHkjtYFAICHOoyDIhboVy76rlMvuS4jm1N9onzIBDntp7iu1txHqnVUlzFWehpL0Kk3gvwXu1mbrp8TbkyYuxogCHsNYhzZx8m9f1G0lcNLe5YSqdChJs9ih1GIltrVe66sKmy2TcEUHQIARR26na7ni/B4Oh/6rYgJsPIfCjuZCiihqgvxYum0NiLhK6mWAEEKSx4p4uIUe49Sqbme4Nypibog6cJ5UfabJSpgTCCHfZZSa+jf6mbwFAzr33IHAKDtiJ9ah3tbtLsQS7UVFfxbzULwyWOJhXuvXK47S5eR+r2tqsPdueGgqG3G5O8AAM7wPxq1Ua2iVJ3pcD/r+GPSXyjsALkPL4o2Cx2t5VWyh5j+9XwlESS0UddixtCotpCbdg9AuJUZ6bt1JGI325HGJl62xPfg+axeEaHTBOYuWoTcRVKDZkwJwt2zCYIg7GX8z4c+E23ENW3H2Ttxh5UO9aG4jDmobY7vhzX2KYItTMbSESOZOfH0SqWeIko97Nxt9vd3tx8EYdewZNt0q4A6L7h+WP0ma1+eRoszP7cF82s3Y37tZnSOVKNzxOQrXZafbO1bnzau55kRexGWGVSfB2syGKyx+836gQasH2iIDDKuYUZ4BeTYeyZHz3hMOZeFXeahp3okf7pisdmRZDDLUKKF86EE1322lvJ6dX8oMDluRB3j5Y2yvOXvKs3WsVe+1T4XZaRg+pu2S34T/01hh/jkW34WbURUr6qR7eg5r0BkuMiFRnmTD5SBpNsz6TfWheqmza4y1o+KlJoX5g06afS0uB+yOQat+pVFPkbOrfx6hsyWO0ZksTFFZLExRWa0cUTu3NEHo7AUIhgMLOPFyBrt2cTrhhTsByLoZ969Os0NryHCDSRJxwCAV+3ZYXeDakssXia8bHKnL0Lu9Jf4nxZgDBmO17iV9xiIhQBbBGwfvl9KeXx7WS9ukKFdqBgzLyA/2m8JO0zD5WpRzSNFKHqEDJkAMHjjYGy/1vfcitb3qKiS//uRSdPlbVEeh1FtEgD+k47kDgC5eFj/o3/Si/hlrVFb8+LLAQBvbF4etb3rCJWzOf1GIz1Eaf5kRhtTch/VY4Vj9PRqE/7RZETl4zgdwwSm1OS0/R2Q+GxTpAjP8FDYqE/OF9y+2T+KLoEx7pfyJZTyJXR/k+VqFgRBEITdxOVvu9L63MtTHdF8yZQPxcXaiMG9d91lFEu1Qs4jIUs9mp6pI3mry0dUPlNqwTOlFsyqVj80vaob06u68Y8Lz8c/Ljy//B8k7BB/veDj+OsFH8ct534KaT+Ip7ABYkYH8uwGgDk1HdZ3kyvymFzh5lhTx1SnR1CdHkGFX7SKthdSKZPOGk7BdUcue8Ip/i6MHZFM7q6DKZCe2bXaUl9Tb1hw159++G8AQPiauaaRjBy8PmQvz8WkofRazKDitXWrN/0mTHvjX7TltMYoBFruPgctd58DAGh+xkT4R86TUmtiTDn5dTcDcJ7Tw/Qr05XkVumOtJEdrIeXhzpmR03dE5SBpGvEFPc9ok6n5+Np/cjo0QOr34Uv6pPyeUh3sRJ3ZluvX180W/6X4twq7LmIKmk8kkWsAGBYDE29EQDD64aj1FtEYYtSTJV69eLKN1EgdCxPn0XKVG5Y8bRCjAoAphvSMUOJsBupRrxAO6AUmVTrwy3Y7qbe4spRd4RhC3ELH+WLvbvGk9Bs+d/LBDsWkHEhxQpzevptVFQNwPqGH0TvS62mE/zflf9Ub7LGy8z79wb1hhUBBHkgbWNWtgbd4fY3KbXuulmnblprvFbOqfwAAOCohg1RW8W71aosPZv/htli0Q/CK8JrsVN/ADDPJ3c+pMU0f/51yLX1/NOx3DmRAkoG4vMCT6dGY0TQZ+/nZ8orfgRBEARhT6G/lMWPVr4eANB9oPbm5dEjG9X8luapKCmQYIt+DWDqkejpj8tzkYGEl6PQ83Bquj7vdL0JewRuoXZuGAGA53rVgqpcbRIAmFrZi6msPglR4RfLptFalp+slJ1a4ckjWFyoKHzXSDU+dfMVo/05wvaSg4kg4cYFvebmkdutH1KR8gs3rI/awmPn6B3ZOnhQ9xGftRUTjCcpvWCvZHLchk77HACO/d5Z5hi2b3OHMpDcVH1k1PbuyU9H2wVv/gWEseF7PScDAG7beqhppEfVZLFG7t/aUMKGib90HQzANr72FtTcE7B+U0fRZU7wCPVL70Am4JEYxvRBRUrJv+8GGAj7KGIcGWfElIUJXvt+1oOfNQNkMBwiGCghGGCTqFOIh3sn8WMj9IAbMqV6LB+8FNneZeTOcvrBaB4e/YhHjACq73BjCvcEp+6wPXavMtEjyMB4rDspuYSxYcI3FsfaKGqEP6tkwOTPOQBsOO12AMBBD5t8DF6Cd5LXqVdMrOAfdG5bbGauKEN6BddshEJvldIA/P3ZlqjtikPOAACcs+ID5tgG+gPMlr9ajGevlNw5ZQxMJMDxZ5wW4HwsJ9mJy+g0VnBHx2K8jWpgeZUJS5WEBXdpILCMKoV2nSKyq4hiVxEdnzkyfpDw8gl30yYIgrCXc+mZP7A+c2WVN00teL16NvdppReP4o2Nh2z5RU5oXsosnr1a/Z6vp511+j87Z+GfnbNe8vqFsae3WGlFEfEaJJMr+jC5wmgf2waVwaRLp896tletkdcMGEcjYraOBOovZtFfjBs8Dq7djGKYQjE0wliV9nTrKqjzU5qukqTRGnOsLBk8YwLdfr5WJnGL3cbWz6g0W21n/Ng0lhIE8KJu47IcyV0FJvTR9xlWuH1AKdq9bbZHZMv/XKDaWZaAm7rVWruQTkVb17+Pj1+PsEO4EYcAcFuTNpBwuWu1fmVDQW5Y3b/TJz4ftdWk1b0/IjRhJrOquwAAzR7rdCS6N8M4ugFG7mbqQTLgpfdjSqGl6mXgsf5o23w+M+wIrwyRxcYUmeEEZKerGTbTFM9JW+wuRsVtAaCw2fZSSdWwiZM8dpnluaAtx9ywQkV5o3NMYppx7vX9DvH63iVQCL9bK2TQ3REmKsStLVKuzghgDC/UBbZnQC1nDEmIChbGBooQKbFILh41QoysHMHISjUO0PMNAJvOVIaS1gtvNTv36RvWwRZZ7Tr1Vh+7mRSqzQsDrtbJtVmB9yeXK6PJrZsOi9rOn30uAOD9wYfK/3HC2EHjBY8wo2eaC3V027hhNT7FRKkEiutNX/L0HMG9ZTPNCQfrMaWUt3NmkxGPRzIKgiAIwp5Mx4HaRdz4giA9Tc2DJbbeCtc6C+kG89bXBhVKrQUAhZV68c4iu6MUl5pN9fXW58PqN+Gw+k1WjRRh5/Fol22QIkOGmw5rOEijLjOEuswQtgzXmqLJiBtGegrG0JJL2Xmb+ksvnfeIIkMIUqYmRaQIYwhl92D/Zq9Br2dZbZKFa1XUSOE582C3fksZSj78OWYcIYdWbjCh1Fu8dgAZUplBNSrwbtUoGTBF2/NGlmu56TwAwGeuXQBh5/K9NSp6xKonRAFmLMNaVBOE1ZRq0AqetMf6g/ZT9Fex/kDnm2L/trdQ6/G4iKWnk2I7M7KRSL8PK9KFfQ8xjoxDch9YpLZLtPGBjWMV09Viya+OK0X96hT86hS8jK82HaJJC3DunZSq08WSG8x5KAWXpxVW6YZ0PHpE2GXkzloUbQBsxSWthUmnPVpUDxlKCrBTavFbWwM7FQ+tyckAoyfVcDBhBqVz8nBjYcxovPLJWBsZSHhaPV5rKBw2C6oDblwHABjeaAynrZ+5CwDw7cu3RG3ei2pl5rHCgN5zylvF48aT+VPVa7UR3O59WK3QvI1dUdshT3wBACzB8P21YiDZGeTev8jaImjBzI0i+jkPtrFFNxWRTVpxsHy1xdVF6xwA4NXpg7gTnO6KvMYIpW9M1aWi+UedVFblO40w3D2bIAjCPsDlb7sSl7/tSkw/4n40ZgbQmBmIvvOO1nMfy6hU6lRzpFen12YTAVB2JFoycd3UNO38Nost8MmXgObjGearxqz5fWHXcPt5/xFtALCib1LZfdf0N2JNf2Os/aGO2ZEhw02ntWFggrXvsrzRdC7u2d/67lmdrst1UGvM9mM4SGM4SOPuzQfh7s0Hbe+fJ2wnubctQu5tCU6hJCfz20hLXLYuXl/3fQBA4QEji334UrVeChewnHnDeoDghhJKm1VkbTWUe49FtFmR/kyWe2R57Jwt3zo3/rcIr5gr3v6taCO+XXgDAGBxJXueaVxnRpHT+3TUCLOLz6rRqdOY3NW8Ucnk7SFTulAUk+u8Opp+iMuGSQ63wtggstiYIsYRAQAziiQU2h3NgOFGlkTps3jIJhXMZXOu5+aFt9duwu7CHeuSjBF068qnojUhd25Bd969qIYJoSfmcCC0f8dF1ybJvXcRcu+V6KIxRT+//Pmk92Fgd47iNh0VNmi89le/6n8AAIWlZnH+7Yt1fC/PY9ujV0lpFnmmjSdY2W5+hI6pMp3tl7cp40nX4yYR6puHPwYAqM9IaNGuIHdewnNHChwWcR9s1YM+N2xQ1+JOjHoKSbH5J72/Xr0n3VI2NlDBdjflG6UUcSMVBUEQBGFPJVjgqfmUl5nQMpKXZfOZG7G92bxN1euJManGF58quUMTgBs3HLWjlyvsBCjioyKlFkcbBhvK7ts2VIc2pyYJMbd2K+bWqrXyY9tmRu1bhm3hbtWgiTj53aZXW991jdRYRZuJDYMTsGFwAn76nq/ip+/5avk/Rnh50C3lwUAtCfvpZ5hn8lh3ym0AgG+l/xq1hQdr7TavR8KNIQQZSlhB9uiYlL2e9tar9Mg81dZnfvkq9SYta++dzblv/O9Y2+IDtYGEZz97Rr8y23dTRoX1NxSM1cInJ0imt2k/QI8VbrAYBRpyGa1BvaRnsslpov2dIOzpyMg1zsldHFdyVcxWizIekh0682cwGESRINE+hdDyLiflFN8vGLaPsT5Xmi1R+SbsNHLvS/h/04RWA+VpRjpwfgvd4u2OoGXBz+G2DyCatL0cLySnX4sQdiKNVz4ZbQQZQzxWQygshlGhTy9jpo/BF9WN4hEltDg/r/2JqM2jgux5sxjzuvWNZ4aSKA0XFQOEiTgJpxtJ4d571Apu6RPmWj5R965oy10k48hOJ0lYo2eZG8EpvRYfP7LOK4BwMMGgQmmSefosKjyb4LziRo9kp2SQnZJB0w//lfw3CIIgCMKexkIAU/WmCYedSY/5k0SKKjanZvbXTiZ8/e2u1Znum+pe9BYrY3VRhJ0L9wYnKN0WRXWkfbUgGi21VUtlD1oqjZf/Jl3cfe3AREyv3obp1dsAMK9xAHWZQd2mIrSf6t3vZf8dwssnd+qiaIugYB/ubEjPM68PuUT1DZ/V6Wv9okqzdfuH72HH6kU1X0AnGUoo9dYwGzBKoalJwp3e2lSf4pkA9v/WOdHWeOgj8fMLY8a3e1X0yHCQkOecB5u9oF+58UT3q7zPOphO/FCZYh2M5LhtsAq/R4b6bEIbC4Srfn1NtE359b+T/xBB2M2IcUSIIA/boM9MkBRRkplkJsDQSVPiZbzE9DulXrYS1ym36LtgIEBhqy6W2y6a7z2WIdheATRiFJzveCmagtM2WlF2JzzTq/bM70yAiSiK1xcUdhKTfvZUrI0MnQDgM2MJjRlpVq9o8AGlGecF3Vs/oRbnrRfcYRrJKJKUZovXI6Fi7sxjqbNVdyrmAfXAP3n8rrCzyb17UbRF0C1iqbJozC92sg5BUwhrIk+jKI0WYBbXbL1OBhJuiCMvWSudFoBU42jFkIRXTAiVh3pXbvtuJLcgCIKBIrA1qRPT8Bf48BfoObICZg3eoV+5g7+eh0ub2USrl2qR01oawFr1dlqRpcwRdjtFVvi8JjWCmpQRtEgBSgaSmbqIclL0dGN2AI3ZAdSlB1GXHmTtStPZUazBQDGLAVao/ZFtBwAA+otq8fXPzpkAgJs3HPGK/y5h+8l9eBTHRW4APUA92P5M02f+84U/qzfMrnHbD58DAHz3G8yiSoYSnh2gb9j+DgCK3DmJZRcYtGvZAIC3RWrS7CqufMcV0UY8AvX8gpUjIV1MuMnc54YhPR4wQ0l+pha46k1bd51O88GLsQPGQMdErfSh+gPX20gWvp2LyGJjihhHBOQ+vSjaCB41QrjpSbwEvVOpr4RSn5lASSHGPZ0sJRmA9AGiwNoTyL1zEXLv3A5Pex/2yEFrp5R+n2QMcVNxVSbsQ7ipuCj6W/9u7u2LkHu7RATsCiiyyzJ0wowFfAygNp8VcX//A8pTaGCRieVtPUcVbP/yV5kgTh5LnWaF5j2/0f4OAKao1ZrHCgAufVCPJ7xuibBLyV0Qfx6pKKxXaYSo4lp9r3hac5L3exPaeLfTY0JSmqxwaDQLrCAIgiDs2dQveDTaYlBkPeEqqfh3bk0/AKVWPfdyL/Nue968tvPYHbtgYafw+3MuibaXYs2AcQmnou2UgmtyRV/SIQCAlX2TsLJvEh7qmI2HOmZH7YfXb4reL+neD0u6TfQI1ToZLqWjjeqkCLsAkp+5MyL5pbEsDplD1Y6paUZAa3vTNQCAhfevjNrIQBIewiKEyEDCjSJUkN1Vhmb1jzMZzdui5bpCUpoIYWdz8utujjcepl8bTFN4j76Z/Wy/bvWSW2OMXc0jSq5uCNhkwv0Qea1amoN4P4ln4xOEPR4xjggWuU/FlVzZFru4BK9B4lGt3AF7kV3qLSHdkEKaFWR3leYVBzIN+LDZpI7E7iX3jkXRZuEWXAdMqizHwy1avNHEy7uQm0qHFnVTYEKHhd1K0w//FW0R7B57FWbqyExWqyOPzSbBiN6Rta2c/78AgEFmKPnyJzbGfttr7VZvhpkUv1a7RbZ3m7YGvepqNKuvO26tiLb/+dBnyv59wk6E8iTzekJ6AZ2exKxpdHvZuBHlU+fOj/o8XJHD0zcSqWp7OROleUx7QNpD3Rce3+4/Qdg+vDDcLZsgCMK+TO6o7ZCDeHQ1YBRR3PlA67lSB3JPFvs07Yeb+hMUZdCYHUhM8STsWq57/+dx3fs/b7VV+MXIEAKoe0bF0gEg5bGi2E7qrQ2D5Qt8kqHkjtYFuKN1QdQeFWkXdgu5MxdFm2nUr0xm9mfpB5unu+7Sr0x233D6HQCA9z9p1sThfJa3jygmGDiGCibaf4SdlNIiZ8w4463rjLa+my+Mn0vYqTxSq6JHni+wTqIfZe8olrKDhghe55VkMB4URF3EFdvd9OpAvF7tAFQkit5y54qebywRWWxsEeOI8NLoXuKlvSiihLx3S3mmsNI5KDNTMshMMeZkP+shMymNjFaMZSZlkNLe5ekWiRrZK9gRJ5CM3tyC6+4EygOI3FqCDfrVjSIRdjkTvrE4eu8zBTSl2uJjQDohjdHIi8pSxo2qq468BQBw4WMPmB1pwV3BFtcUDcK8mKgAIDazyJNK7r4i7A5yFyyKNsKbqO85X3RrBySrfggF/fBnvc/eH7D7UNTmNKXqU/bvCYIgCMLeCnnqkmduDrbyaRbiUduD7DuiQb/qFCf+q31gpnrfnnG1WcKeTutQHdJegDQzhlAh9yXd061C7Uu6p0f7rOybZJ2nMTOAcpDB5ImuGXiia8ZYXr7wMsi9Va+vG1jjTP3KxK/U4foD0/Idu26t+o7JaRvOVKm32s5hhb0peuSlCrcDzFDCBPqUqBZ3J6e9/sZoI55v1gYSHvVBcwSLHslt09YQlo6roZtqhbJjnZToAJTDq5sVpBlx/Y4g7OGIZlqIUf8l403Q8+1jAOiizGxuTE9Ko9CqlJ6l7hK8rIdUbSpWpD2jo05K29TEmW3OIJRoy70Gnu80f91r7C9do/Fo95W8V0j5SUYTD7ZAx9dUXFGqJ+HcWeJtsNuh+kGs9lDQHyCV8606I2EQwvM9a7/Bx9UiixtR1r3m9wCAzJsymHrpGaqRokZ49MjydqCuEugdAiboFd6QG8ok7AnkPrEI+evt8SLdklYGUQ/R2FHKl5Sh3IcZP+i7niJSVbqfOCmNKXLEY4GJKYpKkQxbu44wtAt67qrfFARB2MfJvZqtvx/T8+l0ROlPACCv60LmNulJMgBwqP5S17tNHZFWnruvAvCgavNfLQrMvYlLz/xB9P7nf7141H3duiNdI8ozratQg5MnrQAA3L91LqZW9mBFvzKUdI6osKMtw2ptvaa/EfNzm8v+xl8v+PgO/gXCmEMBAVz2Jj8xbu/qh1JcM3HqQyufRAlAaloKWKXaWr9zFwCg5clvwLvlCfu33HXX4IiSBYuBiRoJZG22p5FbuAh49GyrzXu9p5zP0jBZPvJQRgyeUZ9u51YYAwdPw0V061eeIYSM8qLv2zWILDamiHFEGJX6Lz2Onu8cE30O2eSXmZpF6cUhVM6rxPBatTCnwu1+lY/ScLKWKj3Z6XbaKJ37uCi+92S4R7il+KyFCcvMwjaalFNUDsJMtrRPP5Q3XH3iEcJupOlHKr1W15dfbX+hDSW89ojne2qcKOmURlCFsoOBAOmJaRS3KoPGhYvuV55JTEZv/f5dmPqVsxFOmwBv0zZ1vs09CJty8IYKCOu0W8q6DhUtwo0j+6l8yH1Xv2+s/mxhLKiBEtSqYcYJfc9Ttdy6oV7CQWVUA4BSexGpehZJlEmIHMn5SOX8mLHWy6p9cxfLvCIIgiDsveSOXYT802zdXQPbkxdAx9FKwd3UrTVYh8J4mL+oX08EwHTem+rrkdKL8DOaVbHmua/++9hduDDmfPItP4ve/+wv/y96/5xOfzWrpit2DC/mDgAnT1qBZfnJmFuzFZ0jNVjaMzWKQKlJKXn+7vaDUJMeiZ1L2L3k3rEI+fscZ8WJAHoQr/cwCDuiZEZajRszATyt2tpO0FEjW8x+4buOhnfrYiCbAka0hrtYMoaQUgCk9PuhAuB7tnFER/PnH/zcy/sjhTHn+copOBibsTyYhHnYqhqzULqXyTCptKiQ+hCMfL4KdnH3chk9JpVp1+m8cseKPCbs+YhxRNh+fAAB4FVoBRWzElfMrECxo4j0fmkUdeG/VIPuXnoQTVEKLVprab2mKK/2YmjirAOwDWpEKUDdc9djoA7KA5yMH0lGZ6otuM1uloiRPQseDUIEgwG8jI9UrY+iLuAeDgdAyrPSIaUnZZThxM2HBCB4lKXpmzYB3uqtdpqtLXmElRllKKFUWqu3Rt/33f2pV/y3CWND7jxmTP25FuTqoASzhIV1OBjAy6kBJXQ90HyVxi0cMe08aiQiBcvzSQzugiAIwj5FA9Q6Wyuc1vY3YgHarF2eyqoiy0dQgvgDgcXd+wMAFmI9HsvOBABMxzaUQuOhMn/hPTvxwoWdBb+HALAsPxmzqjtx75YDAQCH1bdG39244SgAJgUXfVd0zvFsbzOOaVwPAKhIKbleCrDvBZCOpRnAGv2eRKsGREbV1OEpFRXQFD9F20lfx9RbdSR/NqWi+F2ZbaRkjCLaoQmDxpiWf/xLr/QvEcaAY467I3qff0LJYsurJ2HeyFasqpiI2ehUX1ZCzSt5GKO66+CagTKS9DjtCfViCxW2kNZ46CMv4+oFYdcjxhHhJam/zKTZ6v7m0dZ3lQsqlcKbpfxPT00j2BbAn+RHeeNTzdLV9iUsxecfHA8W6gspxCdWVynaCKADdv5UICoymTtBlJt7Eo3fejJ6T1EkqYYUgj7bEpauS6G4rQi/yo+Ks6fqkrTZGtZPNr7lNkxbegHaPvobTP2iWpx7+UFV6G9gOPJI8roHjIFE2KPJfTKeZis1OaUiSiYBtDYP80EUbQQAfi4VpWcjvLQytoUjrNM06Fe79qiwswnCXZ9KQVI3CIIwDskdztbdi+359JkFLWhBL57tacGJWGl9d9PmIwEAc2pVvbbFFfsnOycJex0Xn/6T6P1Fv/+W9d3dmw+y6pGsGWjEq+psIxoALO2Zirs3q0I0pUAZSOp0aq7Hu5RBrfUzZ47thQuviNwpbCz4ux4L6mGl3AOg0httgDKAUGQIlZ/h6Wqpxh/L3NB69V2Y+umzsN97D8DGG5arRlb/UaXV0WvzYmAMJMIeS+7oRcBj9rO8qnkiZgeduG9wHk5J6/vcDbt+SILxI6o54hjX7huYBwA4oWLVGFyxsF2ILDamSNJR4WVR6o0nEkwsrl4bbxL2USaw926xLrcYewN7n+C1Iuz5NH7ryWgjwkI8j5qv0xtZKZEoHVfWtBX+pkLJSv1mbGm9UuXAXffzO6M2r6sPwl5MUt3XifZHr9pDaoozn9QCXqMtfHmNvmWYFwRBEITxQq4wHGt70JuzG65E2FO4q+1g63N/0aR5uLP9EGffQ3BXm90GAL0Ft7KysKeSe+OiaItI8keltEi8NgSlt2aOi20Lvq7etJu2/c6dF70PXj/ffFGKy3zC3sHybDwH1n3FeXbDBADOdLIuMwHrmibAZdOEemxKSV50Ye9H3PmFHaLhK6ZIV/4a7a1QgViEgD8hwe6mjYySRmvfIvfuUYq2Z2FCfBv0K+W1jM+twl5K00+eit53X74QAJCekEYwlLxwTtWkUMorI4iKArA9ENbP+SWADMKnTPu6n9yOGR99i7Wfp2uO5B/47Cv+G4SdixVt9ks9TjhGU2+injdYKRmvNsEbrQbwasS3Y7cjRQAFQRB2ObmFTI7659sBAG2DdbH9nhrYL/H4lBfg5NfdvFOuTdg9XP3eL0fvf3TXpwGYVFmPds5ES5UJrb27/SAcN3ENhH0LSx6/X6+zpyOq7RpBgfyTYFIkTYDS5TC7WOsX/oSj130aTxz+I0z97RlRe/D6+fAffME+p/Ykzy/+MoQ9l6OO/XP0/unH1T1d5dseaovrTArGCEp7zvpSd3OV+VAc08sUdgSRxcYUMY4ILxuezz3KKa+dvnOfXGQU5dqzlxf0FvZN6B67KXQsRnNI0ou03Fulr+ytNFy+OHrfdZnKbewl6LFTuRSC4QDphjQKW3TUSL4Ui2fcdNbtKLpT1YDylpSctnsnuQvZ3HHja4As4B3g23lsK3R9K2YoQQpKgCtXI1TrhnLvl/FDEARB2Pc57rW3Re/vfOBDAEw9ibee9Dssu/siAMDKPhWmfeFpV+/iKxR2NZ8+40fR++/86VLrO0qZ9WjnrFHPsX9VNx77xDljf3HCLiF3Mltn/0XL5NmEHeuhnBYnIEpxi4QA/dYfqkj+5j/Nt78IQ+Sf/MorvFphd3D4MXdF79fefy7+2TkT/8RMnFa3LGq/r1tFk5yC5VHbsvwULMtOwTFYV/bcD3XMxtkn37ATrloQdi5iHBHGhNwn48ooMYYIAICs8hrP35ZgMKFoIjGG7JM0fmdJ9J5qlCSRmZyJDCRE4YEC0g32FLXuV39V55XCbvsMuQ8sQv4WNjZQ6H8H24kMquUcVfr1uT4q44ggCIIwPnnrSb+LtYkxRABMZNFlZ30fN193jfUd1RoRY8i+Se70BEOJm+4aUClu++2mJ2b8KGFHIDjxIPRf9Y6xuUBht3P2yTfgn7d8Pfr8s1WvAwCcu79xeLyt7VAAQE2qnIcaMD+3GfMX3rOTrlIQdj5iHBEEYczhKXSitreL4nI8w2uT9Hz7GACAX5EQUqIzcTVe+SR6v38sACD9NxWvW3fpYzv3IoXdS1K62tFqipBx9UIZW3YLEsotCIIgCHssl531/VjbXy/4+G64EmFPwDKUPKgNJUkZHXTN2NzJi5B/2DgwtZ91FXKvkzX3vszd7fNjbfdtnZewp6EmPYLpR9y/sy5JGA2RxcYUMY4IgiAIu5T6Lz0evc//SC26M5OVFjz3abPoFmPI+CD3Lias/VkLYU36uzMXIX9DQi0jJBthBUEQBEEQBEEoT+5EtvZ+XK+za/R3x5jvxBgyPvj+u74RvX/b9f8FALhhvaojevt5/4Eb/v4xa//Hu2YAAN55ym920RUKws5HjCOCIAjCboMbQwQhd+Yo/UHXZs+dK31mjyBAFOm1S39TEARBEARBGBO4MUQQbj/vP8p+119SHmrnvvG/d9XlCKMhstiYIsYRQRAEQRD2WMQYIgiCIAiCIAiCsOsRY4gwHkhI+C4IgiAIgiAIgiAIgiAIgiAIgrDvIpEjgiAIgiAIwo4hRQAFQRAEQRAEQRB2PSKLjSkSOSIIgiAIgiAIgiAIgiAIgiAIwrhCIkcEQRAEQRCEHUO8lQRBEARBEARBEHY9IouNKRI5IgiCIAiCIAiCIAiCIAiCIAjCuEIiRwRBEARBEIQdIwjVtqt/UxAEQRAEQRAEYTwjstiYIpEjgiAIgiAIgiAIgiAIgiAIgiCMK8Q4IgiCIAiCIAiCIAiCIAiCIAjCuELSagmCIAiCIAg7hhQBFARBEARBEARB2PWILDamSOSIIAiCIAiCIAiCIAiCIAiCIAjjCokcEQRBEARBEHYM8VYSBEEQBEEQBEHY9YgsNqZI5IggCIIgCIIgCIIgCIIgCIIgCOMKMY4IgiAIgiAIgiAIgiAIgiAIgjCukLRagiAIgiAIwo4RhGrb1b8pCIIgCIIgCIIwnhFZbEyRyBFBEARBEARBEARBEARBEARBEMYVEjkiCIIgCIIg7Bih3nb1bwqCIAiCIAiCIIxnRBYbUyRyRBAEQRAEQRAEQRAEQRAEQRCEcYVEjgiCIAiCIAg7SAiE4q4kCIIgCIIgCIKwaxFZbCyRyBFBEARBEARBEARBEARBEARBEMYVYhwRBEEQBEEQBEEQBEEQBEEQBGFcIWm1BEEQBEEQhB0jCAFvF4dWB/tuKLcgCIIgCIIgCMJ2IbLYmCKRI4IgCIIgCIIgCIIgCIIgCIIgjCskckQQBEEQBEHYMcLdUARwlxcdFARBEARBEARB2MMQWWxMkcgRQRAEQRAEQRAEQRAEQRAEQRDGFXt05EiorVK9vb27+UoEQRAEQRB2PbQGCvcwT52wNDwuflMQxjsijwmCIAiCMF4RWWz3/uauYo82juTzeQDA9OnTd/OVCIIgCIIg7D7y+Tzq6+t392Ugm82iubkZ7c9ctVt+v7m5Gdlsdrf8tiCMR0QeEwRBEARhvCOymGJflcW8cE8zfzGCIEBraytyuRw8z9vdlyMIgiAIgrBLCcMQ+XweU6dOhe/vGdlQh4aGMDIyslt+O5vNorKycrf8tiCMR0QeEwRBEARhvCKymM2+Kovt0cYRQRAEQRAEQRAEQRAEQRAEQRCEsWbPMHsJgiAIgiAIgiAIgiAIgiAIgiDsIsQ4IgiCIAiCIAiCIAiCIAiCIAjCuEKMI4IgCIIgCIIgCIIgCIIgCIIgjCvEOCIIgiAIgiAIgiAIgiAIgiAIwrhCjCOCIAiCIAiCIAiCIAiCIAiCIIwrxDgiCIIgCIIgCIIgCIIgCIIgCMK4QowjgiAIgiAIgiAIgiAIgiAIgiCMK8Q4IgiCIAiCIAiCIAiCIAiCIAjCuEKMI4IgCDuI53mYOXPmKz7P9ddfD8/zcPnll1vt/f39+N3vfoeLL74YxxxzDCoqKhL3EwRBEARBEARBGG+IPCYIgiCMFendfQGCIAh7Eg8++CBOOukknHvuubj++ut3yzWsWLEC55xzzm75bUEQBEEQBEEQhN2FyGOCIAjCrkSMI4IgCDvICy+8gEwms9POn8vlcMEFF2DhwoVYuHAh/vKXv+BrX/vaTvs9QRAEQRAEQRCEvQWRxwRBEISxQowjgiAIO8j8+fN36vlnz56Na6+9Nvr897//faf+niAIgiAIgiAIwt6CyGOCIAjCWCE1RwRB2O08++yz+OAHP4gDDjgAlZWVmDRpEg4//HBccsklaGtrA6DCqz3Pw3nnnYe2tjacd955mDJlCqqqqnDkkUfit7/9beK5H374YfzHf/wHDj30UEyYMAFVVVWYP38+LrvsMnR3d1v7nnfeeTjppJMAADfccAM8z4s2nl82KcdtGIa46aab8N73vhfz5s1DTU0Ncrkcjj76aPz85z9HEARj9v8SBEEQBEEQBEEYK0QeEwRBEMYrEjkiCMJuZcmSJTj++OMxNDSEQw89FGeddRYGBgawevVq/OQnP8HZZ5+NlpaWaP+uri4ce+yxGB4exoknnoht27bhgQcewLnnnovVq1fHiuRdeumlWLp0KQ499FCccsopGBoawr/+9S9897vfxV133YXHHnsMtbW1AIDjjz8e7e3t+Nvf/obZs2fj+OOPj85z+OGHj/p3DA8P4/3vfz8mTpyIgw8+GEceeSQ6Ozvx6KOP4qKLLsITTzyx23LmCoIgCIIgCIIgJCHymCAIgjCeEeOIIAi7lZ/+9KcYGhrCVVddhc9+9rPWd8uWLUN9fb3Vduedd+LUU0/F7bffjpqaGgDA4sWLcfLJJ+OKK67AmWeeiSOPPDLa/+tf/zqOO+446zzDw8P41Kc+hV/+8pf44Q9/GOWP/chHPoI5c+bgb3/7G44//vgdWjyn02ncfvvtOP300638t1u3bsVb3vIW3HDDDTj//PNxwgknbPc5BUEQBEEQBEEQdiYijwmCIAjjGUmrJQjCbmXr1q0AgDe84Q2x7+bPn295KQGA7/v42c9+Fi3EAWDhwoW46KKLEAQBfv7zn1v7n3baabEFfUVFBX784x8jnU7jT3/605j8Hel0GmeffXasMOCkSZNw5ZVXAsCY/ZYgCIIgCIIgCMJYIPKYIAiCMJ6RyBFBEHYrRx11FO6++25cdNFF+OY3v4njjz8e6XT5oenwww/HgQceGGt/3/veh+9+97t4+OGHY99t2rQJd955J5YtW4be3t4o32w2m8WKFSvG7o8B8PTTT+Pvf/871q1bh4GBAYRhiHw+DwBj/luCIAiCIAiCIAivBJHHBEEQhPGMGEcEQditXHrppXjkkUfw4IMP4qSTTkJtbS1e85rX4PTTT8d5550X8zKaMWNG4nmoIF9ra6vV/sMf/hCXXXYZCoXCTrl+YmRkBOeddx5uuummsvvQolwQBEEQBEEQBGFPQOQxQRAEYTwjabUEQdit1NXV4f7778fDDz+Mz3/+8zj44INx//3345JLLsGBBx74irx7HnvsMXz2s59FdXU1rr/+eqxduxZDQ0MIwxBhGMZCxF8JP/zhD3HTTTdhwYIFuPvuu7F582aMjIwgDEO8+OKLAIAwDMfs9wRBEARBEARBEF4pIo8JgiAI4xmJHBEEYbfjeR6OP/54HH/88QCALVu24JJLLsFNN92EL3/5y/jDH/4Q7btu3brEc1D71KlTo7bbb78dAPCtb30L5557rrX/4OAg2tvbx+xvoN+66aabcMghh1jfrV69esx+RxAEQRAEQRAEYSwReUwQBEEYr0jkiCAIexyTJ0/G5ZdfDgB49tlnre+efvrpRO+l3//+9wAQLegBYNu2bQCA/fbbL7b/Lbfckug5lM1mAQDFYnGHrnm03+LChCAIgiAIgiAIwp6MyGOCIAjCeEGMI4Ig7FauueYarFmzJtb+17/+FQAwffp0qz0IAlx88cUYGBiI2pYsWYL/+q//gud5+MQnPhG1z5s3DwBw3XXXWTlun3/+eXzhC19IvB7ydKLQ6+2Ffuuaa66x2m+99Vb89re/3aFzCYIgCIIgCIIg7ApEHhMEQRDGM5JWSxCE3co111yDT3ziEzj44INx0EEHIZ1OY9myZVi6dCkqKyvxta99zdr/jDPOwNKlSzF79myccMIJ6Onpwf33349CoYCvfOUrePWrXx3t++EPfxg/+MEPcOedd+LAAw/EwoUL0dXVhX/84x84++yz8cQTT8TCwmfOnIlDDz0UTz75JI4++mgccsghSKVSOPPMM3HmmWeW/Ts+//nP45577sFll12GW265BfPmzcOKFSvw5JNP4nOf+xyuuuqqHfq/vO1tb0NbWxsAU9Tw2muvxT333AMAaGlpiULHBUEQBEEQBEEQXg4ijyUj8pggCML4QCJHBEHYrVxxxRU4//zz4Xke7rvvPtx5550YHBzERz7yETz99NN47Wtfa+0/ceJEPPbYY3jDG96ABx54AA8++CAOPvhg/OY3v8EVV1wR23fx4sV4//vfj5GREfz5z3/Gpk2bcMUVV+Cmm24qe01//OMfcfbZZ2P16tX47W9/i+uuuw7/+te/Rv07TjjhBDzyyCM4+eSTsXr1atx1113IZrP44x//iIsuumiH/y9PPfUUHn/8cTz++OPYsGEDAGDTpk1R21NPPbXD5xQEQRAEQRAEQeCIPJaMyGOCIAjjAy9MSvIoCIKwh/Hggw/ipJNOwrnnnovrr79+d1+OIAiCIAiCIAjCuEHkMUEQBGFfRCJHBEEQBEEQBEEQBEEQBEEQBEEYV4hxRBAEQRAEQRAEQRAEQRAEQRCEcYUYRwRBEARBEARBEARBEARBEARBGFdIzRFBEARBEARBEARBEARBEARBEMYVEjkiCIIgCIIgCIIgCIIgCIIgCMK4QowjgiAIgiAIgiAIgiAIgiAIgiCMK8Q4IgiCIAiCIAiCIAiCIAiCIAjCuEKMI4IgCIIgCIIgCIIgCIIgCIIgjCvEOCIIgiAIgiAIgiAIgiAIgiAIwrhCjCOCIAiCIAiCIAiCIAiCIAiCIIwrxDgiCIIgCIIgCIIgCIIgCIIgCMK4QowjgiAIgiAIgiAIgiAIgiAIgiCMK/4/1W36di6U7mgAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 2000x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ms_data.plt.spatial_scatter(\n",
    "            scope=slice_generator[:],\n",
    "            mode='integrate',\n",
    "            plotting_scale_width=10,          # the width of scale\n",
    "            reorganize_coordinate=4,          # the number of plots in each row\n",
    "            horizontal_offset_additional=20,  # adjustment for horizontal distance\n",
    "            vertical_offset_additional=20     # adjustment for vertical distance\n",
    "            )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e9bb00cc",
   "metadata": {},
   "source": [
    "### Filtering"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a48e7f83",
   "metadata": {},
   "source": [
    "Three basic methods are provided to filter data maxtrix:\n",
    "\n",
    "- `data.tl.filter_cells`,\n",
    "- `data.tl.filter_genes`,\n",
    "- `data.tl.filter_coordinates`.\n",
    "\n",
    "Literally, you could filter data on three optional levels: cell, gene and coordinate. Filter data based on quality control indicators which have been calculated in QC part."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8dc1c807",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\">\n",
    "\n",
    "**Note**\n",
    "\n",
    "Demo datas used here are all elaborately processed beforehand, so that filtering and normalization will not performed in this tutorial.\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "676fda37",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ms_data.tl.filter_cells(min_gene=20, min_n_genes_by_counts=3, pct_counts_mt=5, scope=slice_generator[:], mode='integrate', inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9444151a",
   "metadata": {},
   "source": [
    "We strongly suggest to use `self.raw` to record the raw gene expression matrix which has been gone through basic processing, as an essential data set for subsequent differential testing and multiple analysis. When you want to get raw data, just run `ms_data.tl.reset_raw_data()`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c1683d46",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2023-07-10 22:31:37][Stereo][18436][MainThread][8820][ms_pipeline][106][INFO]: data_obj(idx=0) in ms_data start to run raw_checkpoint\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<function stereo.core.ms_pipeline.MSDataPipeLine.__getattr__.<locals>.temp(*args, **kwargs)>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ms_data.tl.raw_checkpoint()\n",
    "ms_data.tl.raw"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "240aff35",
   "metadata": {},
   "source": [
    "### Normalization"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f1c75f0",
   "metadata": {},
   "source": [
    "In this module, you can choose from following common methods of standardization:\n",
    "\n",
    "- [normalize_total](https://www.nature.com/articles/nbt.3192)\n",
    "- [log1p](https://academic.oup.com/bioinformatics/article/37/15/2223/6155989)\n",
    "- scale\n",
    "- [scTransform](https://genomebiology.biomedcentral.com/articles/10.1186/s13059-019-1874-1)\n",
    "- [quantile](https://github.com/panjie-payne/test-sphinx/blob/master/docs/source/_static/quantile.pdf)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a71f0bad",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\">\n",
    "\n",
    "**Note**\n",
    "\n",
    "If the parameter `inplace` is set to `True` by default, expression matrix data will be replaced by the corresponding result (here replaced by the normalized result), otherwise unchanged.\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "395fd705",
   "metadata": {},
   "source": [
    "Run a combination method of `normalize_total` and `log1p` to normalize gene expression matrix as below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "f1211fb5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ms_data.tl.normalize_total(target_sum=10000)\n",
    "# ms_data.tl.log1p()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2dcd5623",
   "metadata": {},
   "source": [
    "If you use `ms_data.tl.sctransform` which includes the function of finding highly variable genes, you do not need to run `ms_data.tl.highly_variable_genes`. In the subsequent `ms_data.tl.pca` method, the parameter `use_highly_genes` has to be set as `False`. In brief, whether to use highly variable genes to run PCA depends on `filter_hvgs` in the normalization of scTransform. Learn more about [scTransform](https://github.com/STOmics/stereopy/blob/main/docs/source/Tutorials/sctransform.ipynb)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0106b02",
   "metadata": {},
   "source": [
    "### Highly variable genes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55a6c889",
   "metadata": {},
   "source": [
    "Identify highly variable genes in cells."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "658ee0b1",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2023-07-10 22:31:37][Stereo][18436][MainThread][8820][ms_pipeline][106][INFO]: data_obj(idx=0) in ms_data start to run highly_variable_genes\n",
      "[2023-07-10 22:31:37][Stereo][18436][MainThread][8820][st_pipeline][37][INFO]: start to run highly_variable_genes...\n",
      "[2023-07-10 22:31:38][Stereo][18436][MainThread][8820][st_pipeline][40][INFO]: highly_variable_genes end, consume time 0.4050s.\n"
     ]
    }
   ],
   "source": [
    "ms_data.tl.highly_variable_genes(\n",
    "        min_mean=0.0125,\n",
    "        max_mean=3,\n",
    "        min_disp=0.5,\n",
    "        n_top_genes=2000, \n",
    "        res_key='highly_variable_genes',\n",
    "        scope=slice_generator[:],\n",
    "        mode='integrate'\n",
    "        ) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "ef2d5e37",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2023-07-10 22:31:38][Stereo][18436][MainThread][8820][ms_pipeline][106][INFO]: data_obj(idx=0) in ms_data start to run highly_variable_genes\n"
     ]
    },
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# remember to choose a res_key when plot\n",
    "ms_data.plt.highly_variable_genes(res_key='highly_variable_genes')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4870fcc4",
   "metadata": {},
   "source": [
    "Scale each gene to unit variance. Clip values exceeding standard deviation 10. If `data.tl.scale(zero_center=False)` is used, sparse matrix will be used for calculation, which can greatly reduce the memory required for running."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "9907f5c0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ms_data.tl.scale(max_value=10, zero_center=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6339e94a",
   "metadata": {},
   "source": [
    "## Embedding"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3b718740",
   "metadata": {},
   "source": [
    "### PCA (Principal component analysis)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0347a6c9",
   "metadata": {},
   "source": [
    "As a statistical technique for reducing dimensionality of a data set, PCA finds the max axes of greatest variation, which preserve as much information as possible. Notice that if set parameter `use_highly_genes` to `True`, only highly variable genes are used to run."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "202ecc43",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2023-07-10 22:31:39][Stereo][18436][MainThread][8820][ms_pipeline][106][INFO]: data_obj(idx=0) in ms_data start to run pca\n",
      "[2023-07-10 22:31:39][Stereo][18436][MainThread][8820][st_pipeline][37][INFO]: start to run pca...\n",
      "[2023-07-10 22:31:39][Stereo][18436][MainThread][8820][dim_reduce][77][WARNING]: svd_solver: auto can not be used with sparse input.\n",
      "Use \"arpack\" (the default) instead.\n",
      "[2023-07-10 22:31:44][Stereo][18436][MainThread][8820][st_pipeline][40][INFO]: pca end, consume time 5.0780s.\n"
     ]
    }
   ],
   "source": [
    "ms_data.tl.pca(\n",
    "        use_highly_genes=False, \n",
    "        n_pcs=30, \n",
    "        res_key='pca',\n",
    "        scope=slice_generator[:],\n",
    "        mode='integrate'\n",
    "        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "29bcaf91",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ms_data: {'0': (482, 13668), '1': (549, 13668), '2': (598, 13668), '3': (713, 13668), '4': (744, 13668), '5': (815, 13668), '6': (925, 13668), '7': (1272, 13668), '8': (1263, 13668), '9': (1248, 13668), '10': (1039, 13668), '11': (1260, 13668), '12': (959, 13668), '13': (1078, 13668), '14': (1240, 13668), '15': (1110, 13668)}\n",
       "num_slice: 16\n",
       "names: ['0', '1', '2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12', '13', '14', '15']\n",
       "obs: ['batch', 'total_counts', 'n_genes_by_counts', 'pct_counts_mt']\n",
       "var: ['n_cells', 'n_counts', 'mean_umi', 'hvgs']\n",
       "relationship: continuous\n",
       "var_type: intersect to 13668\n",
       "mss: [\"scope_[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15]:['highly_variable_genes', 'pca']\"]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ms_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88d635e5",
   "metadata": {},
   "source": [
    "### Neighborhood graph "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5152a7c",
   "metadata": {},
   "source": [
    "After PCA, we compute the neighborhood graph of cells using the PCA representation of the expression matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "89cb543d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2023-07-10 22:31:44][Stereo][18436][MainThread][8820][ms_pipeline][106][INFO]: data_obj(idx=0) in ms_data start to run neighbors\n",
      "[2023-07-10 22:31:44][Stereo][18436][MainThread][8820][st_pipeline][37][INFO]: start to run neighbors...\n",
      "[2023-07-10 22:32:14][Stereo][18436][MainThread][8820][st_pipeline][40][INFO]: neighbors end, consume time 30.4820s.\n"
     ]
    }
   ],
   "source": [
    "ms_data.tl.neighbors(\n",
    "        pca_res_key='pca', \n",
    "        n_pcs=30, \n",
    "        res_key='neighbors',\n",
    "        scope=slice_generator[:],\n",
    "        mode='integrate'\n",
    "        )\n",
    "\n",
    "# compute spatial neighbors \n",
    "# ms_data.tl.spatial_neighbors(\n",
    "#        neighbors_res_key='neighbors',\n",
    "#        res_key='spatial_neighbors',\n",
    "#        scope=slice_generator[:],\n",
    "#        mode='integrate'\n",
    "#        )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e6d0423",
   "metadata": {},
   "source": [
    "In addition, we also provide `ms_data.tl.spatial_neighbors` to compute a spatial neighbors graph."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee96f303",
   "metadata": {},
   "source": [
    "### UMAP "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "52e52218",
   "metadata": {},
   "source": [
    "It's strongly to suggest embedding the graph in two dimensions using UMAP."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "02778127",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2023-07-10 22:32:14][Stereo][18436][MainThread][8820][ms_pipeline][106][INFO]: data_obj(idx=0) in ms_data start to run umap\n",
      "[2023-07-10 22:32:14][Stereo][18436][MainThread][8820][st_pipeline][37][INFO]: start to run umap...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tcompleted  0  /  200 epochs\n",
      "\tcompleted  20  /  200 epochs\n",
      "\tcompleted  40  /  200 epochs\n",
      "\tcompleted  60  /  200 epochs\n",
      "\tcompleted  80  /  200 epochs\n",
      "\tcompleted  100  /  200 epochs\n",
      "\tcompleted  120  /  200 epochs\n",
      "\tcompleted  140  /  200 epochs\n",
      "\tcompleted  160  /  200 epochs\n",
      "\tcompleted  180  /  200 epochs\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2023-07-10 22:32:26][Stereo][18436][MainThread][8820][st_pipeline][40][INFO]: umap end, consume time 11.4150s.\n"
     ]
    }
   ],
   "source": [
    "ms_data.tl.umap(\n",
    "            pca_res_key='pca', \n",
    "            neighbors_res_key='neighbors', \n",
    "            res_key='umap',\n",
    "            scope=slice_generator[:],\n",
    "            mode='integrate'\n",
    "            )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b715bf46",
   "metadata": {},
   "source": [
    "## Clustering"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf11df4f",
   "metadata": {},
   "source": [
    "Currently we provide three common clustering methods, including **Leiden**, **Louvain** and **Phenograph**."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b9d4aa9",
   "metadata": {},
   "source": [
    "In this tool, you can re-run the normalization method before clustering if the parameter `normalize_method`  is not None. Then by default, we perform PCA to reduce the dimensionalites of the new normalization result, and use top 30 pcs to run clustering. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05a17d48",
   "metadata": {},
   "source": [
    "### Leiden "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "badff475",
   "metadata": {},
   "source": [
    "Simply run:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "40b0aae8",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2023-07-10 22:32:26][Stereo][18436][MainThread][8820][ms_pipeline][106][INFO]: data_obj(idx=0) in ms_data start to run leiden\n",
      "[2023-07-10 22:32:26][Stereo][18436][MainThread][8820][st_pipeline][37][INFO]: start to run leiden...\n",
      "[2023-07-10 22:32:29][Stereo][18436][MainThread][8820][st_pipeline][40][INFO]: leiden end, consume time 2.8971s.\n"
     ]
    }
   ],
   "source": [
    "ms_data.tl.leiden(\n",
    "            neighbors_res_key='neighbors', \n",
    "            res_key='leiden',\n",
    "            scope=slice_generator[:],\n",
    "            mode='integrate'\n",
    "            )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50600402",
   "metadata": {},
   "source": [
    "Show the spatial distribution of UMAP and Leiden clustering."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "156257ab",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2023-07-10 22:32:29][Stereo][18436][MainThread][8820][ms_pipeline][106][INFO]: data_obj(idx=0) in ms_data start to run umap\n"
     ]
    },
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ms_data.plt.umap(\n",
    "            cluster_key='leiden',\n",
    "            res_key='umap',\n",
    "            scope=slice_generator[:],\n",
    "            mode='integrate'\n",
    "            )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "ca79d199",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2023-07-10 22:32:30][Stereo][18436][MainThread][8820][ms_pipeline][106][INFO]: data_obj(idx=0) in ms_data start to run cluster_scatter\n"
     ]
    },
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.holoviews_exec.v0+json": "",
      "text/html": [
       "<div id='1048'>\n",
       "  <div class=\"bk-root\" id=\"9e991fda-df54-4e65-b17c-4a6ae4a8743a\" data-root-id=\"1048\"></div>\n",
       "</div>\n",
       "<script type=\"application/javascript\">(function(root) {\n",
       "  function embed_document(root) {\n",
       "    var docs_json = {\"88077b27-5582-4fe1-9360-be2336f10fdc\":{\"defs\":[{\"extends\":null,\"module\":null,\"name\":\"ReactiveHTML1\",\"overrides\":[],\"properties\":[]},{\"extends\":null,\"module\":null,\"name\":\"FlexBox1\",\"overrides\":[],\"properties\":[{\"default\":\"flex-start\",\"kind\":null,\"name\":\"align_content\"},{\"default\":\"flex-start\",\"kind\":null,\"name\":\"align_items\"},{\"default\":\"row\",\"kind\":null,\"name\":\"flex_direction\"},{\"default\":\"wrap\",\"kind\":null,\"name\":\"flex_wrap\"},{\"default\":\"flex-start\",\"kind\":null,\"name\":\"justify_content\"}]},{\"extends\":null,\"module\":null,\"name\":\"GridStack1\",\"overrides\":[],\"properties\":[{\"default\":\"warn\",\"kind\":null,\"name\":\"mode\"},{\"default\":null,\"kind\":null,\"name\":\"ncols\"},{\"default\":null,\"kind\":null,\"name\":\"nrows\"},{\"default\":true,\"kind\":null,\"name\":\"allow_resize\"},{\"default\":true,\"kind\":null,\"name\":\"allow_drag\"},{\"default\":[],\"kind\":null,\"name\":\"state\"}]},{\"extends\":null,\"module\":null,\"name\":\"click1\",\"overrides\":[],\"properties\":[{\"default\":\"\",\"kind\":null,\"name\":\"terminal_output\"},{\"default\":\"\",\"kind\":null,\"name\":\"debug_name\"},{\"default\":0,\"kind\":null,\"name\":\"clears\"}]},{\"extends\":null,\"module\":null,\"name\":\"NotificationAreaBase1\",\"overrides\":[],\"properties\":[{\"default\":\"bottom-right\",\"kind\":null,\"name\":\"position\"},{\"default\":0,\"kind\":null,\"name\":\"_clear\"}]},{\"extends\":null,\"module\":null,\"name\":\"NotificationArea1\",\"overrides\":[],\"properties\":[{\"default\":[],\"kind\":null,\"name\":\"notifications\"},{\"default\":\"bottom-right\",\"kind\":null,\"name\":\"position\"},{\"default\":0,\"kind\":null,\"name\":\"_clear\"},{\"default\":[{\"background\":\"#ffc107\",\"icon\":{\"className\":\"fas fa-exclamation-triangle\",\"color\":\"white\",\"tagName\":\"i\"},\"type\":\"warning\"},{\"background\":\"#007bff\",\"icon\":{\"className\":\"fas fa-info-circle\",\"color\":\"white\",\"tagName\":\"i\"},\"type\":\"info\"}],\"kind\":null,\"name\":\"types\"}]},{\"extends\":null,\"module\":null,\"name\":\"Notification\",\"overrides\":[],\"properties\":[{\"default\":null,\"kind\":null,\"name\":\"background\"},{\"default\":3000,\"kind\":null,\"name\":\"duration\"},{\"default\":null,\"kind\":null,\"name\":\"icon\"},{\"default\":\"\",\"kind\":null,\"name\":\"message\"},{\"default\":null,\"kind\":null,\"name\":\"notification_type\"},{\"default\":false,\"kind\":null,\"name\":\"_destroyed\"}]},{\"extends\":null,\"module\":null,\"name\":\"TemplateActions1\",\"overrides\":[],\"properties\":[{\"default\":0,\"kind\":null,\"name\":\"open_modal\"},{\"default\":0,\"kind\":null,\"name\":\"close_modal\"}]},{\"extends\":null,\"module\":null,\"name\":\"MaterialTemplateActions1\",\"overrides\":[],\"properties\":[{\"default\":0,\"kind\":null,\"name\":\"open_modal\"},{\"default\":0,\"kind\":null,\"name\":\"close_modal\"}]}],\"roots\":{\"references\":[{\"attributes\":{\"low\":0,\"margin\":[5,10,5,10],\"min_width\":200,\"mode\":\"int\",\"placeholder\":\"Enter the dip...\",\"title\":\"dpi\",\"value\":100,\"value_throttled\":100,\"width\":200},\"id\":\"1052\",\"type\":\"Spinner\"},{\"attributes\":{\"children\":[{\"id\":\"1051\"},{\"id\":\"1052\"}],\"margin\":[0,0,0,0],\"name\":\"Row01635\"},\"id\":\"1050\",\"type\":\"Row\"},{\"attributes\":{\"children\":[{\"id\":\"1049\"},{\"id\":\"1050\"},{\"id\":\"1053\"}],\"margin\":[0,0,0,0],\"name\":\"Column01639\"},\"id\":\"1048\",\"type\":\"Column\"},{\"attributes\":{\"margin\":[5,10,5,10],\"max_length\":5000,\"min_width\":200,\"placeholder\":\"Enter a file name...\",\"title\":\"file name\",\"width\":200},\"id\":\"1051\",\"type\":\"TextInput\"},{\"attributes\":{\"client_comm_id\":\"a934f957a4db470eab83d7a895a43959\",\"comm_id\":\"dc30aa474e9c4b5d88b5f4f16d7c034a\",\"plot_id\":\"1048\"},\"id\":\"1056\",\"type\":\"panel.models.comm_manager.CommManager\"},{\"attributes\":{\"button_type\":\"primary\",\"icon\":null,\"label\":\"export\",\"margin\":[5,10,5,10],\"min_width\":100,\"subscribed_events\":[\"button_click\"],\"width\":100},\"id\":\"1054\",\"type\":\"Button\"},{\"attributes\":{\"css_classes\":[\"markdown\"],\"margin\":[5,5,5,5],\"name\":\"Markdown01637\",\"text\":\"&lt;p&gt;&lt;font size=&quot;3&quot;&gt;&lt;br&gt;Exporting the plot.&lt;/br&gt;&lt;/font&gt;&lt;/p&gt;\"},\"id\":\"1049\",\"type\":\"panel.models.markup.HTML\"},{\"attributes\":{\"margin\":[5,10,5,10],\"name\":\"\",\"width\":800},\"id\":\"1055\",\"type\":\"Div\"},{\"attributes\":{\"children\":[{\"id\":\"1054\"},{\"id\":\"1055\"}],\"margin\":[0,0,0,0],\"name\":\"Row01636\"},\"id\":\"1053\",\"type\":\"Row\"}],\"root_ids\":[\"1048\",\"1056\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.3\"}};\n",
       "    var render_items = [{\"docid\":\"88077b27-5582-4fe1-9360-be2336f10fdc\",\"root_ids\":[\"1048\"],\"roots\":{\"1048\":\"9e991fda-df54-4e65-b17c-4a6ae4a8743a\"}}];\n",
       "    root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined && root.Bokeh.Panel !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined && root.Bokeh.Panel !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else if (document.readyState == \"complete\") {\n",
       "        attempts++;\n",
       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 25, root)\n",
       "  }\n",
       "})(window);</script>"
      ],
      "text/plain": [
       "Column\n",
       "    [0] Markdown(str)\n",
       "    [1] Row\n",
       "        [0] TextInput(name='file name', placeholder='Enter a file name...', width=200)\n",
       "        [1] IntInput(name='dpi', placeholder='Enter the dip...', start=0, value=100, width=200)\n",
       "    [2] Row\n",
       "        [0] Button(button_type='primary', name='export', width=100)\n",
       "        [1] StaticText(width=800)"
      ]
     },
     "execution_count": 27,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "1048"
      }
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ms_data.plt.cluster_scatter(\n",
    "            res_key='leiden',\n",
    "            scope=slice_generator[:],\n",
    "            mode='integrate',\n",
    "            plotting_scale_width=10,          # the width of scale\n",
    "            reorganize_coordinate=4,          # the number of plots in each row\n",
    "            horizontal_offset_additional=20,  # adjustment for horizontal distance\n",
    "            vertical_offset_additional=20     # adjustment for vertical distance\n",
    "            )   "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d86d262",
   "metadata": {},
   "source": [
    "## Subset of samples"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "390e3e68",
   "metadata": {},
   "source": [
    "When it comes to analysis the subset of MSData, a simple case is shown below, using only the first four pieces ([0:4]) of data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "4a6dc306",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2023-07-10 22:32:30][Stereo][18436][MainThread][8820][ms_pipeline][106][INFO]: data_obj(idx=0) in ms_data start to run highly_variable_genes\n",
      "[2023-07-10 22:32:30][Stereo][18436][MainThread][8820][st_pipeline][37][INFO]: start to run highly_variable_genes...\n",
      "[2023-07-10 22:32:31][Stereo][18436][MainThread][8820][st_pipeline][40][INFO]: highly_variable_genes end, consume time 0.2230s.\n",
      "[2023-07-10 22:32:31][Stereo][18436][MainThread][8820][ms_pipeline][106][INFO]: data_obj(idx=0) in ms_data start to run pca\n",
      "[2023-07-10 22:32:31][Stereo][18436][MainThread][8820][st_pipeline][37][INFO]: start to run pca...\n",
      "[2023-07-10 22:32:31][Stereo][18436][MainThread][8820][dim_reduce][77][WARNING]: svd_solver: auto can not be used with sparse input.\n",
      "Use \"arpack\" (the default) instead.\n",
      "[2023-07-10 22:32:33][Stereo][18436][MainThread][8820][st_pipeline][40][INFO]: pca end, consume time 2.3720s.\n",
      "[2023-07-10 22:32:33][Stereo][18436][MainThread][8820][ms_pipeline][106][INFO]: data_obj(idx=0) in ms_data start to run neighbors\n",
      "[2023-07-10 22:32:33][Stereo][18436][MainThread][8820][st_pipeline][37][INFO]: start to run neighbors...\n",
      "[2023-07-10 22:32:35][Stereo][18436][MainThread][8820][st_pipeline][40][INFO]: neighbors end, consume time 2.0860s.\n",
      "[2023-07-10 22:32:35][Stereo][18436][MainThread][8820][ms_pipeline][106][INFO]: data_obj(idx=0) in ms_data start to run umap\n",
      "[2023-07-10 22:32:35][Stereo][18436][MainThread][8820][st_pipeline][37][INFO]: start to run umap...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tcompleted  0  /  500 epochs\n",
      "\tcompleted  50  /  500 epochs\n",
      "\tcompleted  100  /  500 epochs\n",
      "\tcompleted  150  /  500 epochs\n",
      "\tcompleted  200  /  500 epochs\n",
      "\tcompleted  250  /  500 epochs\n",
      "\tcompleted  300  /  500 epochs\n",
      "\tcompleted  350  /  500 epochs\n",
      "\tcompleted  400  /  500 epochs\n",
      "\tcompleted  450  /  500 epochs\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2023-07-10 22:32:42][Stereo][18436][MainThread][8820][st_pipeline][40][INFO]: umap end, consume time 6.5130s.\n",
      "[2023-07-10 22:32:42][Stereo][18436][MainThread][8820][ms_pipeline][106][INFO]: data_obj(idx=0) in ms_data start to run leiden\n",
      "[2023-07-10 22:32:42][Stereo][18436][MainThread][8820][st_pipeline][37][INFO]: start to run leiden...\n",
      "[2023-07-10 22:32:42][Stereo][18436][MainThread][8820][pipeline_utils][18][WARNING]: \n",
      "            The function cell_cluster_to_gene_exp_cluster must be based on raw data.\n",
      "            Please run data.tl.raw_checkpoint() before Normalization.\n",
      "            \n",
      "[2023-07-10 22:32:42][Stereo][18436][MainThread][8820][st_pipeline][40][INFO]: leiden end, consume time 0.1910s.\n",
      "[2023-07-10 22:32:43][Stereo][18436][MainThread][8820][ms_pipeline][106][INFO]: data_obj(idx=0) in ms_data start to run cluster_scatter\n"
     ]
    },
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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# hvg\n",
    "ms_data.tl.highly_variable_genes(\n",
    "        min_mean=0.0125,\n",
    "        max_mean=3,\n",
    "        min_disp=0.5,\n",
    "        n_top_genes=2000, \n",
    "        res_key='highly_variable_genes_0123',\n",
    "        scope=slice_generator[:4],\n",
    "        mode='integrate'\n",
    "        ) \n",
    "# pca \n",
    "ms_data.tl.pca(\n",
    "        use_highly_genes=False, \n",
    "        n_pcs=30, \n",
    "        res_key='pca_0123',\n",
    "        scope=slice_generator[:4],\n",
    "        mode='integrate'\n",
    "        )\n",
    "\n",
    "# neighbors\n",
    "ms_data.tl.neighbors(\n",
    "        pca_res_key='pca_0123', \n",
    "        n_pcs=30, \n",
    "        res_key='neighbors_0123',\n",
    "        scope=slice_generator[:4],\n",
    "        mode='integrate'\n",
    "        )\n",
    "\n",
    "# umap \n",
    "ms_data.tl.umap(\n",
    "            pca_res_key='pca_0123', \n",
    "            neighbors_res_key='neighbors_0123', \n",
    "            res_key='umap_0123',\n",
    "            scope=slice_generator[:4],\n",
    "            mode='integrate'\n",
    "            )\n",
    "\n",
    "# leiden\n",
    "ms_data.tl.leiden(\n",
    "            neighbors_res_key='neighbors_0123', \n",
    "            res_key='leiden_0123',\n",
    "            scope=slice_generator[:4],\n",
    "            mode='integrate'\n",
    "            )\n",
    "\n",
    "# clustering plot\n",
    "ms_data.plt.cluster_scatter(\n",
    "            res_key='leiden_0123',\n",
    "            scope=slice_generator[:4],\n",
    "            mode='integrate',\n",
    "            plotting_scale_width=10,          # the width of scale\n",
    "            reorganize_coordinate=2,          # the number of plots in each row\n",
    "            horizontal_offset_additional=20,  # adjustment for horizontal distance\n",
    "            vertical_offset_additional=20     # adjustment for vertical distance\n",
    "            )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "713aea96",
   "metadata": {},
   "source": [
    "## Output file"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d387a595",
   "metadata": {},
   "source": [
    "Save your data into a HDF5 file, including metadata of each sample object and MSData. You could get it back using `st.io.read_h5ms()`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "092c92de",
   "metadata": {},
   "outputs": [],
   "source": [
    "st.io.write_h5ms(ms_data,output='./test.h5ms')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "39066661",
   "metadata": {},
   "source": [
    "## To integrate"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2bc0af83",
   "metadata": {},
   "source": [
    "When dataset has been annotated indiviually in `isolated` mode, you could pass cell type prediction from single sample to multi-sample for subsequenty analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "e82edeec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 482 × 13668\n",
       "    obs: 'slice_ID', 'raw_x', 'raw_y', 'new_x', 'new_y', 'new_z', 'annotation', 'batch', 'total_counts', 'n_genes_by_counts', 'pct_counts_mt'\n",
       "    var: 'n_cells', 'n_counts', 'mean_umi'\n",
       "    uns: 'bin_type', 'bin_size', 'sn'\n",
       "    obsm: 'X_umap', 'spatial', 'spatial_elas', 'spatial_rigid'\n",
       "    layers: 'raw_counts'"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ms_data[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "d2bfdeb7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 549 × 13668\n",
       "    obs: 'slice_ID', 'raw_x', 'raw_y', 'new_x', 'new_y', 'new_z', 'annotation', 'batch', 'total_counts', 'n_genes_by_counts', 'pct_counts_mt'\n",
       "    var: 'n_cells', 'n_counts', 'mean_umi'\n",
       "    uns: 'bin_type', 'bin_size', 'sn'\n",
       "    obsm: 'X_umap', 'spatial', 'spatial_elas', 'spatial_rigid'\n",
       "    layers: 'raw_counts'"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ms_data[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0920df10",
   "metadata": {},
   "source": [
    "Obstain `annotation` information in `obs` from each slice, and pass them to MSData with on `scope[0,1]` with new names `id`. Note that `NaN` will be used to fill the rest of `id` column by default."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "46e4da80",
   "metadata": {},
   "outputs": [],
   "source": [
    "ms_data.to_integrate(scope=slice_generator[0:2],res_key='id',_from=slice_generator[0:2],type='obs',item=['annotation','annotation'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3dfa871",
   "metadata": {},
   "source": [
    "Check the annotation passed to MSData."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "28f43e64",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>batch</th>\n",
       "      <th>total_counts</th>\n",
       "      <th>n_genes_by_counts</th>\n",
       "      <th>pct_counts_mt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>E14-16h_a_S01_20500x62780-0-0</th>\n",
       "      <td>CNS</td>\n",
       "      <td>0</td>\n",
       "      <td>723.957825</td>\n",
       "      <td>550</td>\n",
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       "    <tr>\n",
       "      <th>E14-16h_a_S01_20500x62800-0-0</th>\n",
       "      <td>CNS</td>\n",
       "      <td>0</td>\n",
       "      <td>722.087219</td>\n",
       "      <td>573</td>\n",
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       "      <th>E14-16h_a_S01_20500x62820-0-0</th>\n",
       "      <td>epidermis</td>\n",
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       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>E14-16h_a_S01_20500x62860-0-0</th>\n",
       "      <td>CNS</td>\n",
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       "      <th>E14-16h_a_S16_61760x79320-15-15</th>\n",
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       "      <td>15</td>\n",
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       "    <tr>\n",
       "      <th>E14-16h_a_S16_61760x79340-15-15</th>\n",
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       "      <td>15</td>\n",
       "      <td>643.020813</td>\n",
       "      <td>410</td>\n",
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       "      <th>E14-16h_a_S16_61760x79360-15-15</th>\n",
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       "      <td>411</td>\n",
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       "      <td>15</td>\n",
       "      <td>613.082153</td>\n",
       "      <td>379</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E14-16h_a_S16_61760x79400-15-15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>626.735046</td>\n",
       "      <td>391</td>\n",
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       "</table>\n",
       "<p>15295 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        id batch  total_counts  \\\n",
       "E14-16h_a_S01_20500x62780-0-0          CNS     0    723.957825   \n",
       "E14-16h_a_S01_20500x62800-0-0          CNS     0    722.087219   \n",
       "E14-16h_a_S01_20500x62820-0-0    epidermis     0    768.790100   \n",
       "E14-16h_a_S01_20500x62840-0-0          CNS     0    806.373718   \n",
       "E14-16h_a_S01_20500x62860-0-0          CNS     0    818.378723   \n",
       "...                                    ...   ...           ...   \n",
       "E14-16h_a_S16_61760x79320-15-15        NaN    15    658.930420   \n",
       "E14-16h_a_S16_61760x79340-15-15        NaN    15    643.020813   \n",
       "E14-16h_a_S16_61760x79360-15-15        NaN    15    643.981323   \n",
       "E14-16h_a_S16_61760x79380-15-15        NaN    15    613.082153   \n",
       "E14-16h_a_S16_61760x79400-15-15        NaN    15    626.735046   \n",
       "\n",
       "                                 n_genes_by_counts  pct_counts_mt  \n",
       "E14-16h_a_S01_20500x62780-0-0                  550            0.0  \n",
       "E14-16h_a_S01_20500x62800-0-0                  573            0.0  \n",
       "E14-16h_a_S01_20500x62820-0-0                  666            0.0  \n",
       "E14-16h_a_S01_20500x62840-0-0                  794            0.0  \n",
       "E14-16h_a_S01_20500x62860-0-0                  815            0.0  \n",
       "...                                            ...            ...  \n",
       "E14-16h_a_S16_61760x79320-15-15                423            0.0  \n",
       "E14-16h_a_S16_61760x79340-15-15                410            0.0  \n",
       "E14-16h_a_S16_61760x79360-15-15                411            0.0  \n",
       "E14-16h_a_S16_61760x79380-15-15                379            0.0  \n",
       "E14-16h_a_S16_61760x79400-15-15                391            0.0  \n",
       "\n",
       "[15295 rows x 5 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ms_data.obs"
   ]
  }
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