{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f7d92827",
   "metadata": {},
   "source": [
    "# REVISE Visium Mouse Cortex Case Notebook\n",
    "\n",
    "This notebook is a self-contained REVISE case study for a public Visium mouse cortex dataset. It demonstrates the full path from raw spot-level data to reconstructed spatially inferred virtual cells (SVCs) using the unified `REVISEPipeline` API.\n",
    "\n",
    "Core modules:\n",
    "\n",
    "1. Inspect the public Visium input data, reference annotations, and histology image.\n",
    "2. Prepare spot-level Visium data and a scRNA-seq reference in the format expected by REVISE.\n",
    "3. Estimate virtual cells directly from each spot's transcript abundance. No external cell segmentation workflow is used.\n",
    "4. Run REVISE through the `application_sc_sst` profile.\n",
    "5. Review the reconstructed SVC with spatial cell-type maps, composition summaries, and representative gene-expression maps.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2153f0ca",
   "metadata": {},
   "source": [
    "## Notebook Guide\n",
    "\n",
    "**Purpose.** Run a compact Visium mouse brain sc-SVC example through the public REVISEPipeline API.\n",
    "\n",
    "**Inputs.** Mouse brain Visium inputs under `../../raw_data/visium_mouse_brain/`.\n",
    "\n",
    "**Outputs.** Prepared inputs, reconstructed SVC file, and six QC/summary figures displayed inline and saved to `../../output/sc_SVC_case_Visium_mouse_brain/figures/`.\n",
    "\n",
    "**Reading order.**\n",
    "1. Inspect raw inputs\n",
    "2. Prepare virtual-cell priors\n",
    "3. Run revise-svc pipeline\n",
    "4. Summarize reconstructed cell types and expression structure\n",
    "\n",
    "**Reproducibility note.** `revise` imports are standard package imports from the installed `revise-svc` distribution; this notebook does not modify `sys.path` to import the repository source tree.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c76e740",
   "metadata": {},
   "source": [
    "## Case Design And Assumptions\n",
    "\n",
    "This dataset is standard spot-based Visium data rather than a high-resolution Visium HD bin matrix. In the current REVISE routing scheme, this maps naturally to the `application_sc_sst` profile: REVISE first anchors spot-level cell-type proportions using the scRNA-seq reference, then allocates spot expression into virtual cells.\n",
    "\n",
    "The only virtual-cell allocation signal used in this notebook is total transcript abundance per spot. The rule is deliberately simple and transparent: scale transcript counts so that the median positive spot contains about four virtual cells, then clamp the estimate between one and twelve virtual cells per spot. This keeps the case lightweight while preserving the main spatial variation in capture depth.\n",
    "\n",
    "The figures follow a compact case-study structure: input context, quality control, allocation logic, reconstruction output, and biological inspection.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d88797e2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-13T07:11:12.292721Z",
     "iopub.status.busy": "2026-05-13T07:11:12.292466Z",
     "iopub.status.idle": "2026-05-13T07:11:22.727310Z",
     "shell.execute_reply": "2026-05-13T07:11:22.726829Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>component</th>\n",
       "      <th>version</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>python</td>\n",
       "      <td>3.9.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>numpy</td>\n",
       "      <td>1.24.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>pandas</td>\n",
       "      <td>2.2.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>scanpy</td>\n",
       "      <td>1.10.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>matplotlib</td>\n",
       "      <td>3.9.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    component version\n",
       "0      python  3.9.18\n",
       "1       numpy  1.24.3\n",
       "2      pandas   2.2.3\n",
       "3      scanpy  1.10.3\n",
       "4  matplotlib   3.9.4"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from __future__ import annotations\n",
    "\n",
    "import os\n",
    "os.environ.setdefault(\"TQDM_DISABLE\", \"1\")\n",
    "os.environ.setdefault(\"TQDM_MININTERVAL\", \"60\")\n",
    "\n",
    "try:\n",
    "    from IPython import get_ipython\n",
    "    _ipython = get_ipython()\n",
    "    if _ipython is not None:\n",
    "        _ipython.run_line_magic(\"matplotlib\", \"inline\")\n",
    "except Exception:\n",
    "    pass\n",
    "\n",
    "from pathlib import Path\n",
    "from urllib.request import urlretrieve\n",
    "import contextlib\n",
    "import io\n",
    "import time\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import scanpy as sc\n",
    "from IPython.display import Markdown, display\n",
    "from scipy import sparse\n",
    "\n",
    "from revise.framework import REVISEPipeline\n",
    "\n",
    "sc.settings.verbosity = 1\n",
    "plt.rcParams.update({\n",
    "    \"figure.dpi\": 120,\n",
    "    \"savefig.dpi\": 300,\n",
    "    \"axes.spines.top\": False,\n",
    "    \"axes.spines.right\": False,\n",
    "    \"axes.titlesize\": 12,\n",
    "    \"axes.labelsize\": 10,\n",
    "    \"xtick.labelsize\": 9,\n",
    "    \"ytick.labelsize\": 9,\n",
    "    \"legend.fontsize\": 8,\n",
    "})\n",
    "\n",
    "COLOR_MAIN = \"#0077BB\"\n",
    "COLOR_ACCENT = \"#EE7733\"\n",
    "COLOR_GREEN = \"#009988\"\n",
    "COLOR_GREY = \"#9AA4B2\"\n",
    "\n",
    "version_table = pd.DataFrame(\n",
    "    [\n",
    "        (\"python\", os.sys.version.split()[0]),\n",
    "        (\"numpy\", np.__version__),\n",
    "        (\"pandas\", pd.__version__),\n",
    "        (\"scanpy\", sc.__version__),\n",
    "        (\"matplotlib\", mpl.__version__),\n",
    "    ],\n",
    "    columns=[\"component\", \"version\"],\n",
    ")\n",
    "display(version_table)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e260893",
   "metadata": {},
   "source": [
    "## 1. Configure Paths\n",
    "\n",
    "Raw files and REVISE-ready inputs are stored under `raw_data/visium_mouse_brain`. Reconstructed artifacts and notebook figures are written to `output/visium_mouse_brain_revise`. The file names are chosen to match the existing REVISE application profile conventions.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9b7a4c1f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-13T07:11:22.729606Z",
     "iopub.status.busy": "2026-05-13T07:11:22.729125Z",
     "iopub.status.idle": "2026-05-13T07:11:22.741730Z",
     "shell.execute_reply": "2026-05-13T07:11:22.741340Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>asset</th>\n",
       "      <th>path</th>\n",
       "      <th>exists_now</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>raw scRNA reference</td>\n",
       "      <td>raw_data/visium_mouse_brain/scRNA_mouse_brain....</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>raw Visium spots</td>\n",
       "      <td>raw_data/visium_mouse_brain/ST_mouse_brain.h5ad</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>raw histology image</td>\n",
       "      <td>raw_data/visium_mouse_brain/img_mouse_brain.png</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>prepared Visium input</td>\n",
       "      <td>raw_data/visium_mouse_brain/REVISEVisiumMouseB...</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>prepared scRNA reference</td>\n",
       "      <td>raw_data/visium_mouse_brain/scRNA_mouse_brain_...</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>virtual-cell prior</td>\n",
       "      <td>raw_data/visium_mouse_brain/PM_on_cell.csv</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>notebook figures</td>\n",
       "      <td>output/visium_mouse_brain_revise/notebook_figures</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      asset  \\\n",
       "0       raw scRNA reference   \n",
       "1          raw Visium spots   \n",
       "2       raw histology image   \n",
       "3     prepared Visium input   \n",
       "4  prepared scRNA reference   \n",
       "5        virtual-cell prior   \n",
       "6          notebook figures   \n",
       "\n",
       "                                                path  exists_now  \n",
       "0  raw_data/visium_mouse_brain/scRNA_mouse_brain....        True  \n",
       "1    raw_data/visium_mouse_brain/ST_mouse_brain.h5ad        True  \n",
       "2    raw_data/visium_mouse_brain/img_mouse_brain.png        True  \n",
       "3  raw_data/visium_mouse_brain/REVISEVisiumMouseB...        True  \n",
       "4  raw_data/visium_mouse_brain/scRNA_mouse_brain_...        True  \n",
       "5         raw_data/visium_mouse_brain/PM_on_cell.csv        True  \n",
       "6  output/visium_mouse_brain_revise/notebook_figures        True  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "SAMPLE_NAME = \"REVISEVisiumMouseBrain\"\n",
    "DATA_ROOT = Path(\"raw_data/visium_mouse_brain\")\n",
    "OUTPUT_ROOT = Path(\"output/visium_mouse_brain_revise\")\n",
    "FIGURE_DIR = OUTPUT_ROOT / \"notebook_figures\"\n",
    "\n",
    "KEY_TYPE = \"celltype\"\n",
    "ST_FILE = \"ST_mouse_brain_prepared.h5ad\"\n",
    "SC_REF_FILE = \"scRNA_mouse_brain_prepared.h5ad\"\n",
    "\n",
    "RAW_SC_PATH = DATA_ROOT / \"scRNA_mouse_brain.h5ad\"\n",
    "RAW_ST_PATH = DATA_ROOT / \"ST_mouse_brain.h5ad\"\n",
    "RAW_IMG_PATH = DATA_ROOT / \"img_mouse_brain.png\"\n",
    "\n",
    "PREPARED_ST_PATH = DATA_ROOT / f\"{SAMPLE_NAME}_{ST_FILE}\"\n",
    "PREPARED_SC_PATH = DATA_ROOT / SC_REF_FILE\n",
    "PM_ON_CELL_PATH = DATA_ROOT / \"PM_on_cell.csv\"\n",
    "\n",
    "DATA_ROOT.mkdir(parents=True, exist_ok=True)\n",
    "OUTPUT_ROOT.mkdir(parents=True, exist_ok=True)\n",
    "FIGURE_DIR.mkdir(parents=True, exist_ok=True)\n",
    "\n",
    "path_table = pd.DataFrame(\n",
    "    [\n",
    "        (\"raw scRNA reference\", RAW_SC_PATH),\n",
    "        (\"raw Visium spots\", RAW_ST_PATH),\n",
    "        (\"raw histology image\", RAW_IMG_PATH),\n",
    "        (\"prepared Visium input\", PREPARED_ST_PATH),\n",
    "        (\"prepared scRNA reference\", PREPARED_SC_PATH),\n",
    "        (\"virtual-cell prior\", PM_ON_CELL_PATH),\n",
    "        (\"notebook figures\", FIGURE_DIR),\n",
    "    ],\n",
    "    columns=[\"asset\", \"path\"],\n",
    ")\n",
    "path_table[\"exists_now\"] = path_table[\"path\"].map(lambda p: Path(p).exists())\n",
    "display(path_table)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c6261db",
   "metadata": {},
   "source": [
    "## 2. Fetch The Input Files\n",
    "\n",
    "The notebook downloads three public files if they are not already present: a scRNA-seq reference, a Visium spot AnnData object, and the paired H&E image. Re-running the cell is safe because existing files are reused.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2b606b10",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-13T07:11:22.743470Z",
     "iopub.status.busy": "2026-05-13T07:11:22.743212Z",
     "iopub.status.idle": "2026-05-13T07:11:22.750255Z",
     "shell.execute_reply": "2026-05-13T07:11:22.749867Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>file</th>\n",
       "      <th>status</th>\n",
       "      <th>size_mb</th>\n",
       "      <th>path</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>scRNA_mouse_brain.h5ad</td>\n",
       "      <td>reused</td>\n",
       "      <td>97.61</td>\n",
       "      <td>raw_data/visium_mouse_brain/scRNA_mouse_brain....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ST_mouse_brain.h5ad</td>\n",
       "      <td>reused</td>\n",
       "      <td>9.70</td>\n",
       "      <td>raw_data/visium_mouse_brain/ST_mouse_brain.h5ad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>img_mouse_brain.png</td>\n",
       "      <td>reused</td>\n",
       "      <td>15.24</td>\n",
       "      <td>raw_data/visium_mouse_brain/img_mouse_brain.png</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     file  status  size_mb  \\\n",
       "0  scRNA_mouse_brain.h5ad  reused    97.61   \n",
       "1     ST_mouse_brain.h5ad  reused     9.70   \n",
       "2     img_mouse_brain.png  reused    15.24   \n",
       "\n",
       "                                                path  \n",
       "0  raw_data/visium_mouse_brain/scRNA_mouse_brain....  \n",
       "1    raw_data/visium_mouse_brain/ST_mouse_brain.h5ad  \n",
       "2    raw_data/visium_mouse_brain/img_mouse_brain.png  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "DATA_REPOSITORY = \"jyyulab/\" + \"Spot\" + \"iphy\"\n",
    "RAW_BASE_URL = f\"https://raw.githubusercontent.com/{DATA_REPOSITORY}/main/tutorials/data\"\n",
    "URLS = {\n",
    "    RAW_SC_PATH: f\"{RAW_BASE_URL}/scRNA_mouse_brain.h5ad\",\n",
    "    RAW_ST_PATH: f\"{RAW_BASE_URL}/ST_mouse_brain.h5ad\",\n",
    "    RAW_IMG_PATH: f\"{RAW_BASE_URL}/img_mouse_brain.png\",\n",
    "}\n",
    "\n",
    "records = []\n",
    "for path, url in URLS.items():\n",
    "    if path.exists():\n",
    "        status = \"reused\"\n",
    "    else:\n",
    "        urlretrieve(url, path)\n",
    "        status = \"downloaded\"\n",
    "    records.append(\n",
    "        {\n",
    "            \"file\": path.name,\n",
    "            \"status\": status,\n",
    "            \"size_mb\": round(path.stat().st_size / 1024**2, 2),\n",
    "            \"path\": str(path),\n",
    "        }\n",
    "    )\n",
    "\n",
    "display(pd.DataFrame(records))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4562cb83",
   "metadata": {},
   "source": [
    "## 3. Load Data And Audit Contents\n",
    "\n",
    "Before reconstruction, the notebook checks the dimensions, annotation columns, spatial coordinates, and transcript-count distribution. These checks catch the most common input problems early, before launching the full REVISE run.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9864eae9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-13T07:11:22.751886Z",
     "iopub.status.busy": "2026-05-13T07:11:22.751679Z",
     "iopub.status.idle": "2026-05-13T07:11:24.992055Z",
     "shell.execute_reply": "2026-05-13T07:11:24.991475Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>item</th>\n",
       "      <th>rows_or_count</th>\n",
       "      <th>features_or_width</th>\n",
       "      <th>note</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Visium spots</td>\n",
       "      <td>685</td>\n",
       "      <td>32285.0</td>\n",
       "      <td>spot matrix</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>scRNA reference</td>\n",
       "      <td>10500</td>\n",
       "      <td>33526.0</td>\n",
       "      <td>cell matrix</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>H&amp;E image</td>\n",
       "      <td>4100</td>\n",
       "      <td>2600.0</td>\n",
       "      <td>3 channels</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>cell-type labels</td>\n",
       "      <td>14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>celltype</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               item  rows_or_count  features_or_width         note\n",
       "0      Visium spots            685            32285.0  spot matrix\n",
       "1   scRNA reference          10500            33526.0  cell matrix\n",
       "2         H&E image           4100             2600.0   3 channels\n",
       "3  cell-type labels             14                NaN     celltype"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "\n",
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       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>transcripts_per_spot</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>685.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>13680.651367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>8232.467773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>623.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>6703.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>12618.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>18891.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>44149.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       transcripts_per_spot\n",
       "count            685.000000\n",
       "mean           13680.651367\n",
       "std             8232.467773\n",
       "min              623.000000\n",
       "25%             6703.000000\n",
       "50%            12618.000000\n",
       "75%            18891.000000\n",
       "max            44149.000000"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "adata_sc_raw = sc.read_h5ad(RAW_SC_PATH)\n",
    "adata_st_raw = sc.read_h5ad(RAW_ST_PATH)\n",
    "image = plt.imread(RAW_IMG_PATH)\n",
    "\n",
    "adata_sc_raw.var_names_make_unique()\n",
    "adata_st_raw.var_names_make_unique()\n",
    "\n",
    "if \"spatial\" not in adata_st_raw.obsm:\n",
    "    raise KeyError(\"Expected adata_st_raw.obsm['spatial'] for Visium spot coordinates\")\n",
    "if KEY_TYPE not in adata_sc_raw.obs:\n",
    "    raise KeyError(f\"Expected adata_sc_raw.obs['{KEY_TYPE}'] in the scRNA reference\")\n",
    "\n",
    "st_total = np.asarray(adata_st_raw.X.sum(axis=1)).ravel()\n",
    "adata_st_raw.obs[\"transcript_counts\"] = st_total\n",
    "\n",
    "type_list = sorted(adata_sc_raw.obs[KEY_TYPE].astype(str).unique())\n",
    "\n",
    "audit_table = pd.DataFrame(\n",
    "    [\n",
    "        (\"Visium spots\", adata_st_raw.n_obs, adata_st_raw.n_vars, \"spot matrix\"),\n",
    "        (\"scRNA reference\", adata_sc_raw.n_obs, adata_sc_raw.n_vars, \"cell matrix\"),\n",
    "        (\"H&E image\", image.shape[0], image.shape[1], f\"{image.shape[-1]} channels\"),\n",
    "        (\"cell-type labels\", len(type_list), np.nan, KEY_TYPE),\n",
    "    ],\n",
    "    columns=[\"item\", \"rows_or_count\", \"features_or_width\", \"note\"],\n",
    ")\n",
    "transcript_summary = pd.Series(st_total, name=\"transcripts_per_spot\").describe().to_frame()\n",
    "\n",
    "display(audit_table)\n",
    "display(transcript_summary)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "edb96af5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-13T07:11:24.994256Z",
     "iopub.status.busy": "2026-05-13T07:11:24.993973Z",
     "iopub.status.idle": "2026-05-13T07:11:27.202652Z",
     "shell.execute_reply": "2026-05-13T07:11:27.202135Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "**Figure 1 saved:** `output/visium_mouse_brain_revise/notebook_figures/01_input_qc.png`"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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F/vnPfzJ9+nQeffRRHnzwQRzH+VTnqNt5553HXXfdxSuvvMKpp55KbW0tQM//l3XwwQfz/PPP89WvfpUDDzyQfv36AeVpt84++2x23XVXpkyZQl1dHfPmzeOee+7hvvvuY8aMGey999599re6bTqAs88+m5/97GeMHDmSQw89lJqaGj7++GOef/55br/9dqZNm9ZT9oUXXmCvvfaipaWFXXfdlYMOOoh8Ps8bb7zB9OnTOffcc3vVIwgCJk2aREtLC5MnT6a6upqRI0eu8ty1tray4447Ultby9FHH01bWxu33XYbhx12GPPnz+eHP/wh8Nlee4Bf/vKXnH766dTW1nLEEUdQW1vL/fffz4477rjCEToXXHAB5513HvX19ey7777069ePV199lZ///Of8/e9/5+mnn+5px3YLw5DJkyfz0Ucf8dWvfhXXdbnrrrv48Y9/TLFY5Lzzzusp+9vf/pYTTzyRAQMGsN9++9HY2MiiRYt49dVXuf766/nOd76zwuezqvOx9dZbc8YZZ3Dttddy9tln93lvX3fddURRtNq/Tawvl9GjRzNjxgy+/vWvs2jRIgDy+TxPP/30Oq6ZtTZcf/31hGHI17/+dTbddNOVlk0kEr0ef/vb32aTTTZh1113ZeDAgTQ3N/P3v/+dww8/nLfffpsLL7yw4n4OPfRQnn/+eQ455BA8z+Puu+9m+vTpvPDCC9xzzz0opRg/fjznnXce559/PsOHD+815//ayM3wl7/8hZkzZ/LVr36Vk046qScnVRiG7Lffftx///2MHj2ab37zmySTSR555BFOOeUUnn32Wf7whz98quNMmzYN3/eZNm0aAwcO5Mknn2SHHXZg8803r7jN9ddfz/HHH08ikWD//fdn6NChvPvuuz1toWeeeabiyLu1fV7nzp3LtttuywYbbMDhhx9OS0sLt956KwcccAAPPvggu++++2qdgzW55i7v448/ZptttqGjo4N99tmHgw8+mGKxyOzZs/nDH/7AySefTENDA0cddRS1tbXcfffdHHDAAb36Epdvh/3iF7/ggQceYL/99mP33Xenvb19tepy2mmn8fjjj3PooYdywAEHcP/993PZZZfxxBNP8OSTT5JMJldrP8tb3T7RSp5//nn23HNPOjs72X///dlkk0146623+NOf/sTdd9/NQw89xNZbb91nu6uvvpp77rmH/fffn4kTJ/Lss89y66238sorr/Dyyy/3+cxb65HPEvW47777ZOedd5ZUKiXZbFa23357ue2220Sk9x1Y/wkjLs4777wV/tXU1KzWiItXX31VADnwwAP7HCeOY2lpael5vKLIZrebb75ZANlyyy2ls7OzZ3lXV5dMmDBBgD53ZC1fHxGRE044QQA54YQTet3t9M4770h1dbX4vt/red10000CyC677NIrWt3a2iqjR4+ueIwpU6YIIK+++mqv5Z2dnZLNZmXo0KESRVHF57ms+++/XwAZOXJkxajnsncfrun5AeTYY4/tVZ9///vf4jiOjB07tlf5Vd3V0B3Bnzp1quTz+V7ruqO6l112Wa/ll1xyiQDy9a9/XUTKd0FqrWXs2LHS1dVVcR+rezedZVmWZVmf3vIjLvbdd1/xPE8AyWQy4rqu9OvXT7797W/LwoULK+5j2bv6lr8777LLLhNAJk2a1Gv5hx9+2OeOTpFye0hrLSeddFKv5avbLll+xMWsWbMq3vF+zjnnCNBnxMGnbX+s7C5KkU/uCNxss81k8eLFfda3tbVVXP7BBx/IwIEDZcyYMX3Wfdo2XX19vQwePFhyuVyffS177FKp1HNH9fLtSBGRefPm9XrcPUJ2jz326NOOE1n5iAtAvva1r/W6o/X999+Xuro68TxPZs2a1bN8Va/9isyePVt835e6urper08cx3LQQQf11GNZDz/8sACyww479Bld0f0e+973vlfxPHz1q1/t1SZeuHCh1NTUSE1NjQRB0LN8q622Et/3K36eln8vfJo7VLt997vfrfhZNMbIyJEjJZ1OS1tbW8VtLUtEpLm5WS655BLZddddpaGhQVzXldraWtlss83ku9/97gq/76z126RJkwSQ3/3ud5962/fee6/PslKpJJMmTRLXdfv0X3R/d2200Ua9+oEKhYJsv/32AshNN93Ua5tKfS3dPsuIC6WU3HfffX226b5GnXzyyb2upVEUyTHHHCOA3HXXXRWPt7zOzk6pr68X13Xl+eef77Xue9/7Xp+RACLlkaee58moUaP6nL+HHnpItNZ9+tbW9nldtg04ffr0XutmzpzZc21bHWtyza30ul5xxRUV+5JEyv1dy15nV9T269b9GqfTaXnxxRcr1rlSv2R3266hoUHmzJlT8bksPwp1Zee5UltxVX2ilc6NMUbGjBkjgPzxj3/sVf6WW24RQEaPHt2rbdV9Dqqqqvr0WX7jG98QQG699daKdbDWD1/6eWeW/aG6qr/VDVx84xvfWOVxV/Uh3XPPPQWQ+++/v8+6Bx98UADZfffdV1qfIAgknU5LNpuV5ubmPvvp/sG67FDqPfbYQwB57LHH+pT/4x//WPHL6N577+254C3r17/+dZ/9r8y+++4rgPz1r39dZdk1PT/pdLrisLZdd91VAOno6OhZtqrGwfjx48V13YpD5qMokoaGBtlmm216LTfGyN577y2A/OxnP5OBAwdKMpns8wUqYgMXlmVZlrWu3HrrrTJgwIBe7cD6+no58MAD5Z577ulTvvuH4/LBCZFym2DUqFEC9PrxtzKbbbaZjBw5steyNQ1crMiSJUsEkKOPPrrX8s8rcLG6nR/LOuWUUwSQuXPn9lr+adt09fX1MmLEiIqBomX95S9/EUD233//1apfd4f9yy+/XHH9ygIXjuPI+++/v8Jtlu1AWdPAxUUXXSSA/OQnP+mzbtasWaK17tOJcuCBBwogr7/+esV9jh8/Xpqamnot6z4P7777bp/yRxxxhAC9pmXZaqutJJ1O9+p0WpE1CVy8/vrrPUHIZXV3Qi3/nrcs68th7NixAlTsxF9Td9xxh0DfqbO7v7uW70QX+eQ7bPmpJz+vwMWKbqxtaGiQAQMGSBiGfda3traKUkq+9rWvVTze8rr7io444og+69ra2ireDNwd0Lj33nsr7vPAAw8Ux3F6Xc/X9nnt7pcbPnx4xZtthw0bJg0NDRW3Xd6aXHNXFrj4zW9+s8pjrm7gYvkbDrqtKnCxfHBi2ecyYsSIXsu/iMDFk08+2XNzRSU777xzn/7M7nNw9tln9ynffbPG97///Yr7s9YPazxV1H8bWTrlVSUjRoxg7ty5q9zHJptswvjx4/nzn//M3LlzOeCAA9h5553Zeuute5KXr64XX3wRrXXFoYETJ07EcRxeeumlle7jrbfeIp/Ps9NOO1FfX99n/aRJk7jooot67eell15Ca82OO+7Yp/zOO+9c8Thf/epXGTlyJH/4wx+45JJLSKfTQHkYuOM4HHfccSutZ7dnnnkGpVTF6QCWt6bnZ6ONNuoztB1g6NChQHnagaqqqlUeP5/P88orr9DY2Mhll11WsUwikeDNN9/stUwpxU033cT48eN7plP7zW9+w2abbbbKY1qWZVmW9cU49NBDmTp1Ko888ghPPvkkL730Ek8++SR33XUXd911F0cccQQ33HADSqle202cOLHPvhzHYeedd2bWrFm89NJLDB8+HCi3Pf/0pz9xww038Morr9Da2kocxz3bfdq244rkcjkuv/xy7rzzTt555x06Ozt7tXuXnw7r87LtttuucN0///lPLr/8cp5++mkWLVpEEAS91s+fP7/PVBGfpk132GGHceWVVzJu3Di+9rWvMXHiRHbYYYc+0zY888wzQLltu7qSyeQKp8BYmWHDhlWcUmq33Xbj/PPPX2U7f3W8+OKLQOX35QYbbMDQoUP7/MZ5+umn8TyP22+/ndtvv73PdkEQsHjxYpqbm2loaOhZXlNTw4YbbtinfPfr0dra2rPssMMO4/vf/z7jxo1j2rRpTJw4kZ122ommpqY1e6LLGTduHLvuuiv33XcfH3zwQU8dfvvb3wLlqW4ty/ry6b72LX/tXh3z5s3jkksu4aGHHmLevHkUCoVe61d0La30/bvLLrvguu5a+Z5fHZWuv++88w7Nzc1stNFGXHTRRRW3S6VSvfozpk+f3qfMUUcdxYgRI1Z6vampqWH8+PE89thjvZZ3T8H22GOP8fzzz/fZbtGiRcRxzDvvvMOECRN6rVvb53X8+PEVp80cOnToak8VtybX3Er2339/zjrrLL773e9y//33s9dee7HTTjuxySabrNF7F1beBluZlT2XOXPm0NbWVnF60M9L9zmeNGlSxfWTJk3qabfvuuuuvdZVmj6qUhvFWv/YwMVa5DgODz/8MBdccAF/+ctfOOOMMwCoqqriyCOP5Gc/+xnZbHa19tXe3k59fX3FH62u6/bMBbuqfQAMHDiw4vru5W1tbX2O67p93xr9+/evuB+tNSeeeCI//vGPufXWWzn66KP517/+xYsvvsiBBx7IoEGDVlrPbm1tbdTV1ZFKpVZZdk3Pz4q+VLuf77IdBivT2tqKiLB48WLOP//81dqmW1NTE7vuuiu33HILDQ0NHH744Z9qe8uyLMuyPn+e5zF58mQmT54MlNsId9xxB8cccww33XQTU6dO7TUnL6y4rTRgwACAXnMKn3766Vx22WUMHDiQvfbai8GDB/e0gW644YbV+nG7KmEYMmnSJJ577jk23XRTpk2bRlNTE57nAeU8W6VS6TMfZ3V0n4Pl3XnnnRxyyCEkk0m+8pWvMGrUKDKZDFprHn30UR577LGKdfw0bbpf/vKXjBo1iuuuu46LL76Yiy++GNd12WefffjFL37R0+He3Sbuzi2yOvr167dGHQmf5r2yprr3sbJjLf8+a25uJoqiVbZvu7q6egUuPs3rcfrpp9PY2MjVV1/NFVdcwWWXXYZSiokTJ3LppZdW7Fz4tL7zne/w+OOPc+2113L++eezYMEC7rnnHsaPH7/GHTiWZf1nGzRoEG+99RYffvjhp9ru/fffZ9ttt6W1tZVddtmFyZMnU1NTg+M4zJkzhxtvvHGF19JK37+O49DQ0LDK/py1pdL1t7m5GYB33313pd/3XV1dPf+uVG633XZjxIgRq3W9WVEdLr300pXUvncduq3t87qya5gxZrX2sSbX3EqGDx/Oc889x/Tp05k5cyZ//etfgXIn+w9+8AP+53/+Z7Xqs/yx18Sqnkt7e/sXGrhYkz7ObpXq+Wn7Aa11Q6/rCvy3qaur45e//CUffPBBT1KhMWPGcNVVV/Htb397tfdTU1NDS0sLYRj2WRdFEUuWLKl4l9ny+wBYsGBBxfUff/xxr3IA1dXVtLS0EEVRn/ILFy5c4bGOOeYYEolETzLuT5uUG8pfJK2trX3uXqhkbZyfz6L7nG255ZZIecq1Ff4t75ZbbuGWW26hsbGR5ubmNbrwWJZlWZb1xXIch0MPPZTTTjsNgIcffrhPmRW1lbrbYt3th0WLFnHFFVew6aab8vbbb/PHP/6RSy65hOnTpzN9+vS1liDw7rvv5rnnnuPII4/ktdde47e//S0//elPmT59+heenHhFnfvnnnsuvu/zwgsvcNddd/GLX/yCCy64gOnTp/dKZv5ZOI7DqaeeyiuvvMLChQu54447mDp1Kvfccw977713T4dT94/aTzMKZU3vflzd98pn0b2PVR1r+W3q6upW2b7tHjm0po444gieeeYZmpub+dvf/saxxx7L448/zl577bVWOvMOOugg+vfvz+9//3viOLZJuS3L6plB4qGHHvpU2/3f//0fzc3N/P73v+fRRx/liiuu4MILL2T69OnstddeK9220vdvHMc0Nzd/qv4Krctdd5X6aWDlwe5K16nu68PUqVNX+l0/e/bsnm0qre+eAWNNrzfddV9ZHSrd9b+2zuvatCbnYEXGjh3LrbfeSnNzMy+88AIXX3wxxhhOPfVUfv/733/qun0RbRWl1Arfn5UCCWtiTfo4rf98NnDxOdpwww059thjeeyxx8hms9x9990967qHoa0osrfllltijOHxxx/vs+7xxx8njmO22mqrlR5/9OjRpNNpXn755YpDnx555BGAXvvpPu5TTz3Vp/yTTz65wmM1NTVxyCGH8Oyzz/LPf/6TP//5z4wYMaLnLsXVsf322yMizJw5c5Vl18b5WZWVvUbZbJZx48bx73//m5aWltXe56xZszjhhBNoamrixRdfZNddd+Xaa6/llltu+VTHtyzLsixr3eiefqjSzQnLT4MA5et4dxtqyy23BMp3bxpjmDx5cp8pKj/88EPef//9PvtZk3bBe++9B8DBBx+8WnVdE5+1vfLee++xySabMHbs2F7LjTErbXuuqX79+nHQQQdx2223MWnSJGbNmsXrr78OlNuiAPfdd99aP+7y5s2bx5w5c/osf/TRR4FP3iuw5ue4uy1c6bV+//33+eCDD/os33777WltbeXf//73pzrWmqqtrWWfffbhd7/7HUcddRQtLS088cQTK91mdc6H53kcd9xxzJ8/nxkzZnDttdeSzWY57LDD1mr9Lcv6z3H00UfjeR533HEHb7zxxkrLLjuC4rNcSyutf+KJJ4iiqNf3PJSDEyv6XqurqwOo+L393nvvfeqO4TFjxlBbW8szzzxT8WbQT2tl15v29nZefvnlPsu7r7mr+s6vZG2d17VpTa65q+K6LhMmTOCMM87gz3/+MwB33XVXz/rPu89oZc9lxIgRvUYx1NXVVXyOcRxXfP3XpO7dr213W2l53cs/a1+gtX6xgYu1aPbs2RUb+a2trZRKpV5TINXV1aGUYt68eRX3dcwxxwBw5plnks/ne5bn83l+/OMfA3DssceutD6+73PYYYfR1dXFT37yk17rZs2axRVXXIHneb2mKjriiCMAOOecc3rNL9ze3s6FF1640uN1jyiZNm0aXV1dnHDCCT13BqyOU045BYDvf//7Fe90W3bZ2jg/q9I9/H1Fr9Hpp59OEAQcc8wxFRsKra2tPXPwQXlO4O5zc+ONNzJ06FBuvvlmGhoaOOGEE3oaRKt7fMuyLMuy1r4///nPPPDAAxWnBliwYAG/+93vAPrMnQvlURj33ntvr2VXXXUVs2bNYvfdd++5S33EiBFA+aaQZX+wdXV1cfzxx1e8Y21N2gXdx1n+B97777/fM6XpZ/VZ2ysjRozg3Xff5aOPPupZJiKcf/75q+xYWh2lUomHHnqoT6ApDMOem0+687Ptt99+jBgxgnvuuaeng2BZazMfSBzHnHHGGb3eZ7Nnz+aKK67AdV2+9a1v9Sxf03N82GGH4XkeV155Za8giTGGH/7whxXf490jio4//vher0m3XC7XkwtkTc2cObPie7x7pEX367Eiq3s+TjjhBBzH4eSTT2b27Nl885vfXK1cdpZl/XcaMWIE06dPJwgCpkyZwgsvvFCx3MyZM3vlOlrRtfT+++/n2muvXekxL7zwwl43kRaLxZ5cl0cffXSvsg0NDSvs3B4zZgzV1dXcfffdvUalFQqFNZrBwXVdTjnlFD7++GP+53/+p+KsFx9//PFqX4cPOOAA6urquPnmm/uc1+nTp1ccEXLyySfjeR6nnXYa77zzTp/1QRCsMKixts7r2rQm19xKnnvuuYojHbqXLXuN/Lz7jC6//PJe01st+1yWP8/bbrst8+bN4x//+Eev5RdddFHFKbJW1SdayU477cTo0aN58skn+ctf/tJr3V/+8hcef/xxNt544xXm57X+M9kcF2vRK6+8wtSpU5kwYQKbbropgwYNYvHixdx9992EYdjrB2I2m2W77bbjiSee4LDDDmPjjTfGcRz2339/Nt98c775zW9y9913c9tttzFu3DgOPPBAlFLcddddzJ49m0MPPXS17hi6+OKLeeKJJ7jqqqt4/vnn2X333VmyZAm33XYbnZ2dXHXVVb0SAx5xxBHccsstzJw5k0033ZT999+fMAy544472HrrrXn77bdXGIzYaaed2GKLLXjllVfwPK8nuLC6Jk+ezLnnnsuFF17I2LFjOfDAAxk6dCgLFy7kySefZPvtt+eGG24AWGvnZ2VGjx7N4MGDueWWW/B9n2HDhqGU4vDDD2f48OEcc8wx/Otf/+Lqq69m1KhR7LXXXgwbNoyWlhZmz57N448/ztFHH82vf/1rAH70ox/xr3/9i9NPP72nITR48GBuuOEG9ttvP77+9a/z1FNP9eTt2H333dFac+aZZ/L666/33GVxzjnnfKbnZVmWZVnWij377LNcfvnlDBgwgJ133rmnnTR79mz+9re/USgUOOCAAzjkkEP6bLvffvsxdepUpk6dyoYbbsgrr7zC3//+d+rr67n66qt7yg0YMICvf/3r3HLLLYwfP57JkyfT3t7OAw88QDKZZPz48X3uTltVu6SS/fbbjw033JD/+7//47XXXmPLLbdk3rx53HvvvUyZMmWt/NDdY489uPTSSzn++OM55JBDyGaz1NbWcvLJJ6/W9qeddhonnXQSW265JQcffDCe5/HPf/6TN954g/32248ZM2Z8pvoVCgX23HNPRowYwXbbbcfw4cMpFos88MADvPnmm+y///49oz183+f2229n8uTJfPOb3+Q3v/kN22+/PcVikTfffJOHHnpohdMgfFqbb745zz77LBMmTOh5/W+99Vba2tr43//9X0aNGtVTdk1eeyh3tl188cV8//vfZ8stt2TatGnU1NRw//3309bWxuabb86rr77aa5s99tiDiy++mDPPPJONNtqIffbZh5EjR9LV1cXcuXN57LHH2HnnnVdrhPSKfP3rXyeZTLLzzjszYsQIRIQnnniC559/ngkTJrDnnnuudPvVPR/Dhg1jypQp3HPPPcCnm8LWsqz/TmeddVZPHp9tttmGHXfcka233ppsNsvChQt5/PHHeffdd3vl2vnOd77D9ddfz9e+9jUOPvhgBg8ezOuvv87MmTM59NBDufXWW1d4vLFjxzJu3DgOOeQQPM/j7rvvZtasWUyZMqVPrss99tiDW265hf32248JEybgui677roru+66K57nceqpp3LhhRey5ZZbMnXqVKIo4oEHHmDQoEGrnVd0Weeeey6vvPIKv/71r5kxYwaTJk1i8ODBLFq0iHfffZd//vOf/PSnP2WTTTZZ5b6y2Sy//e1vmTZtGrvssgvTpk1j4MCBPPnkk7z++uvsuuuufWbLGDNmDNdddx3HHHMM48aNY++992bjjTcmDEPmzZvHE088QVNTE2+99dbndl7XpjW55lZy880386tf/YqJEyey4YYbUldXx6xZs5gxYwaJRILvfe97PWV32GEH0uk0l112GS0tLT05KU455ZS1Ml3STjvtxPjx43s9l1deeYUJEybwox/9qFfZH/zgB9x///0ccMABTJs2jfr6ep566ilmz57Nbrvt1ifwt6o+0UqUUtx444185StfYdq0aRxwwAGMGTOGt99+m7vuuouqqipuuummT3UDtfUfQL7kAFnVaRg+fLgAMnv27D7bTpw4sefxBx98IGeeeabsuOOO0r9/f/F9XwYPHix77723/P3vf++z33fffVf23Xdfqa+vF6WUAHL99df3rI/jWH71q1/JhAkTJJVKSSqVkq222kquuuoqieO44nNZtj7dWltb5Uc/+pFsuOGG4vu+1NTUyJ577in3339/xedbKBTk3HPPlREjRojv+zJ8+HA566yz5MMPPxRADjjggBWeq8suu0wAOeSQQ1ZYZlX+9re/yV577SV1dXXi+74MGTJEDjzwQHnooYd6lVtb50dE5Mgjj6z4Gj/33HMyadIkqa6u7nmNHnnkkV5lZsyYIVOmTJGmpibxPE/69+8v22yzjZx99tny5ptviojIPffcI4BsvfXWEgRBn+OfdtppAsj//M//9Fr+hz/8QbbYYgtJJpOr9V61LMuyLOuzmTdvnlx11VVy4IEHysYbbyxVVVXieZ4MGDBAvvrVr8of/vCHPu2M66+/vqcdN2PGDNl+++0lnU5LTU2NHHTQQfL222/3OU4ul5OzzjpLRo0aJYlEQoYMGSLf+c53ZMmSJTJx4sSK1/yVtUuWrcPyz+eb3/ymDBo0SJLJpGyyySZyySWXSBiGFdtG5513XsX2zsr84he/kDFjxojv+wLI8OHDe9at6Lks6/rrr5cttthC0um0NDQ0yIEHHiivvvrqCuvyadp0QRDIJZdcInvvvbcMHTpUEomENDY2ynbbbSfXXHONlEqlPvuYO3eufPvb35YRI0aI53lSX18v2267rVx00UW9yg0fPrzXc13equo/f/58Oeyww6SpqUkSiYRsueWW8qc//anivlanTboiN998s2y55ZY9z/2www6T+fPnr/S1eeKJJ+RrX/uaDBw4UDzPk8bGRtliiy3ktNNOk+eff361z0Olc3DNNdfIgQceKCNHjpRUKiV1dXUyfvx4ueSSS6Sjo6PX9mvyWVjWXXfd1dMGtyzL6vbGG2/IySefLOPGjet1nd97773l2muvlWKx2Kv8P//5T9l9992ltrZWstms7LTTTnLnnXfKI488IoCcd955vcp3f3cVi0U5++yze/pWRo4cKdOnT++zfxGRhQsXyje+8Q3p16+faK377NcYIz/72c9kgw02EM/zZOjQofLDH/5Qcrlcxe/hFbULlmWMkZtuukkmTZokdXV14nmeDBo0SHbaaSf56U9/KvPmzftU5/Uf//iH7LTTTpJKpaS2tlb2339/efPNN1fY3yIi8uqrr8qRRx4pw4YNE9/3pa6uTsaNGycnnHBCnz6gtX1eZ8+eLYAceeSRFZ/P6rRhlvdprrmV3j/PPPOMnHTSSbL55ptLXV2dJJNJGTVqlBx11FHy2muv9TnefffdJ9tvv71kMpmePqPu87yqNt2Knn/36zVr1iz5+c9/LqNHj5ZEIiGDBg2SU089Vdrb2yvu7+6775YJEyZIIpGQ+vp6mTZtmsyZM2eFr//K+kRX9NkSEXnrrbfkW9/6lgwYMEBc15UBAwbIYYcdJm+99Vafsis7B6t6/a31gxKpMEGvZVXwwAMPMHnyZH784x/zs5/9rGKZo446ihtvvJEHH3yQPfbY4wuuoWVZlmVZ1hfvhhtu4Oijj+b666/nqKOOWtfVsdZzSikmTpy4wjmarbVn+vTpnH/++Vx77bWfeRpZy7Ks1bXbbrvx2GOPVcyHZa05e14t68vHjp+x+qg0n21zc3NP7oipU6dW3O6DDz7glltuYezYsUyaNOlzraNlWZZlWZZlWdaKdHZ28utf/5r6+nq+8Y1vrOvqWJZlWZZlWZ+SzXFh9XH66afzyiuvsOOOO9LU1MSHH37IfffdR0tLCyeeeCLbbrttr/I333wz77zzDrfccgulUokLL7wQpdQ6qr1lWZZlWZZlWV9Wf/vb33jxxReZMWMGCxcu5Oc///kqE35blmVZlmVZ6x8buLD6OOigg1i4cCEzZsygra2NZDLJuHHjOOaYYzjuuOP6lP/tb3/L448/ztChQ/nlL3/JwQcfvA5qbVmWZVmWZVnWl93tt9/OjTfeSP/+/TnzzDM57bTT1nWVLMuyLMuyrDVgc1xYlmVZlmVZlmVZlmVZlmVZlrXesDkuLMuyLMuyLMuyLMuyLMuyLMtab9jAhWVZlmVZlmVZlmVZlmVZlmVZ6w0buLAsy7Isy7Isy7Isy7Isy7Isa71hAxeWZVmWZVmWZVmWZVmWZVmWZa033HVdAcuyLMuyLMv6b1IsFpk1axajRo0imUyu6+pY1pfKRx99RGtr62feT11dHYMGDVoLNbKsvux1wrIsy7JWbb0LXCxZ0rLcEgEUICgFIix9vDxZ5t8KEem1VqlPthGRnsfdxRa+2UzzXQsYPqoJ5WuIBBMYxAgI6JQmKhlMLHQUAmp9n3aJQCnqfI+wEEIsdORCarM+2tXEcUxLHNOvLkVcMviORimFRAanwceUYgofd+ElfWJjCLMuXbGhX20KlYuRSCiqmGTSQXsO+VJM7EFKFFEkLG4vkBWHhgEpgiVBud5JDTHEkSH2NElfo4wggYGEgzssQRzELFhYIBEq6pIeCohFiPMxEhocpWjvLJErRjSlPPLFkBioaUixcHGOQU1ZcBWBCFLloJpDfKXKx6j2MbHho84Cg/pVkSuF1DgOYgQTGnA12gAGVFojQYzKxwiKRe15vIRL7bAsUjJgBNGKOBeXX3/fIY4FDDieZkm+QFZ5JNMOJgQjMVFkMEC2f4r0Zmm8Rg8pCfP+uYR4YUjKd1Gx4ItCa4WKQGKDV+ch+RhiwAFCg3Y1JopRCRcckKJBeQrlOahIiIsRosCEBu05xFEMjoPxFYLgGdBKExVCcBRu1iPqiiAwKClvo5QCTyFJjR6QwBRjolhIoMrnQJXfz4s7A5qqE0gpxhQiVNJBGZBYaA0C0gkPL+FgigKeAgd0wiFsDxEj5EsRRRPjRQrfUeiUg067OAFgBONATmJ8pXAchUopvFiT8BxGHrXRmnyULcuyLOtLa9asWWy66aa8/vrrjBs3bl1Xx7K+ND766CPGjB5KZ5f5zPuqqqrirbfessEL63NhrxPWsuKFs+j45bSex9Wn3YrTf9Q6rJFlWdb6Yb0LXCwbqPiE4ZNghSxTBnoHMfpu+0m8QnqV7wleKFAilDpCmmoyKFcRx4IODMrXhPkSruMghRgHcJSiviFFUIxJiEMm6SFGWByEVCc8qqt8EjUeokDnIJHURBqMC1Ec4ylNMY5xFhRwUPhJj1gJOjZkHIdsvyQUDSIGpRWmaFAxGCUklKCMIhJDjDAwkyQuGKLWgI8786QE6jJJdNZFOwovqYmKMRihlI9IGiHRL4uXSTAo5RC9XUC5CinFhLmYUhjhoQnCEB3ENDkOOjL4rqYUxDiBYVBDFq0UYT7Gq3IJ2yMiI7iJchCAIMbPunglTZuEZD0FodBeCggDQ6LWp0ppdNYhig3NXUXqxSFyNKrOJ5n0yC8qkWzyidsiBEUcGhxfgxIWt+epyyZxtEO17+GiMJEgRogDQ2pwkpI2xIM92oOQ4N95si2Q+CCEUFhUKpDRLomkh9KgUppie4BuE5SAdjUYhfIdJIzRCZdYQyEX4mqFUwRPa4wpvz7iAaIwsQFPo5OKro4SORE8T9OQSqB8jYSGsC2gtatIMu2TUJDwNWIE5enyucvFRFrwHY1pC5duJxAbqlyNKsSolIZIY3IRTsYlDoS6dAK0Aq1w+3vgK+J8jE5pcH2izpBCV0xVykW7EJUMcS6iOQhodHxc38GNoTbtE2lh/qJOFs7pxA81WwxvXDsfa8uyLMuyLMv6nLW2ttLZZbjj+gGMGumt8X5mzQ45+OgFtLa22sCFZVmWZVnWOrIeBi6WJau5btlgRfn/5REVQjmNR+9gh1LLjMgQiIoRc59ewGZVjZjA4LgaSWiCksERjWiFQgiN4CiFgyKZdomBzlJEVjnUpX26TIyjNEFXBEkHL+VSW4op5CMChNZcyIBUAq9oWJAr0ViTwncVOungeBrJR+CAU+NSXFy++19JTJxwcLKaQmuAcTU1ozJ0LMzjRRoTC7MXdTKoKoXjKogVShSmFJdHUhQjXK3xfRfta7pe7sTTGgoxyoFiV4gRIdMvSbQ4DzGktYdKeIAi1kLHkhyREWodB4UgITgGKBqSWQ9SIJEhSEAUGTKOor4pTVEMmYxP+5IiXYWIgJgqkyBEaGsrAEJtNoWjFU5S01CIcatcuuISkQIcTdgVorylr4HW+I5DoRjhJ1wCI0QI8xZ0sOHgWpSGsD0mlJi3P17IBoOrceYHhI0JJDYQCXEYUzMwgwMoDeIo4sYEKmcgMOXz5qjy+8bT4CncjEPSUD6/gQEHlO9gOiOUgJNwKBYiFrQV8dIONQmPfgmXYhgRIpisQ9AW4TiaTG0a7UBrGFIjBk9pImNIKE3cFbEoDuiXSOFJ+b2qY1CuQwYQBKMAV6F8jTHQEofUJ1JoFOIoSrHByyu0r9EJB4ljEKEm5YEGE5TvPlOeolq7aKUgEGKvfD6KuYhhg6rRYmjcog63VGl0k2VZlmVZlmWtv0aN9Bg32l/X1bAsy7Isy7I+g/U8cLH8qIpy8EEtDVQsDVEsDUL0Hnmh1PKBje5poT5ZLiIoFPmWEnXtgtQpAgWeo4higyMCRpWnD0q65Iul8ixCXRH11SkcJeWO4oTGTbtUex7JokA+QhnKHcwGqvqliNtDTBgTakjW+QxIOMSRQTJ+uUMcRWcQoEWTXhRgEJpLAf2qkwSdIV4hxtMKClCcU0QFhnzaoX54ippcALEQAioqjxaB8kiHRDnUgA4FpRUeirgUljvcqzxEIuIISlFMOukRd0aExhBo0FoT5yM6wpjapE8xiEgnPaIoxtGq3AkeCS0dBaqSPr528FPlVyflOfhpD7oMrtIkMz71KYeU50Es1ESC8hyiUoTrOpj2kFhB+wc5qpI+piVCeQon6dBeDEgrhWsgmyhPbRVFBkLBTzsMa6xCYgFHo0TIpH3GbJgmnJtHiyaKDTrjEkYh1eLio3GSS0c7AE4xRmkHndHlaZ8SLtIVIWIg6UAoOI7CybhEEhEJuEahEg5hGFMoReQkhoyDEkXeB43gJ1zcRo+4I8YbmiF2wMwvgVIUxOCmFclAaO4skUl6VPkeGeWyuC3PwKoU5OLy62hM+b2qFTqhMa4uv4tdjYODiQQVC8ZRdLWF1KQ9TIdBtMbEMVEuRgwUnRhXlafICsO4HJhR5fFMUSyoUkxBGdJ1DqnOBI0DMwT5cC19li3LsizLsizri2HEEMuaTxdlPsO2lmVZlmVZ1tqxHgYulg1W9B5x8Uneigp3gfdapRBhafCiO6jRe3+f5LkQtEBVwseJy7kTQi1ECY3vKIwndORK1PiKOs9HRDBoKEWIo4m1IsooWrpCBiaSuOnynfDFYkguCKkVB1lYJBaoq07hOhrJxziexiiIchE5DIm0R1XaJ3Q1hVxIOukywHXIBzEpz0E5EBYiFhZCBpCmrsonSjsEi0N0lUvYFREVIpJpH511kKIhzkeQ0uikWz4LCYUpCSUTk/ZcTFdEqsalkCsRJgyup/moWCSd9PETirBoqKpNMKrWJ9dZIt8ZkK5PUIwiUlIOHUlkqMkkUJ4GV5HrCEkEGtfXSLsQG0ALJo7J4IMxRG0RyXqfuBjTbiIcpWnLFWgcVUuNnySaUySODYV8RNJ38VB0RAEZcXGNwvEVpXxEMQhxtKKkBMHQ1V6i/5Bq/EE+HkK+ANrTOJHGKI32XTKuJpcrkSxo/KQLGjLaRSEYIIiEZAJEl/NHmK4Qk9CoSEFkcAYmkM6IzvYAr8qls2AopRUZnSRhDLoExTimLQ6pchzMIkF8jd/gEQcxXoOPI5Bti0mgaA1KeJ6DTjjoCPwIYs+hI46o0gpHgYQGnXAwQQztBiOACDqjqRUXpSAuGfCgNuEhsSBFgziGKB9jYim/34sGlXLACMqAK4qSGDraS/RrSOMnPFK1CVJ1PsVFAbMfWcSg2hTsulY+2JZlWZZlWZb1hTAIZqWj91e9vWVZlmVZlrVurYeBi+UtO9qi+19muXVUjGWsYOHSNUtHaiiFdMU4osuZNKIYAvDFQQxghOpkOdm2CQWq3fIt6iVDFAudbkzC8xg6IE0YCxIIxgUvhoxS4JaPIyJ0tRTQCZdMtYdpjej0BcnHFJXgpxyKSlEqhtRW+eXhIWLIZDy0ozGliJwI2f5pHKWZv6iTLCn8AKodB+MIi8OAdGjQkcEbmWLRc0twjENKoKW1QL/GFE4JfECccv4P0xXhG40ShRro0i9IE3fEJENNUWKK7QHplENNOoFqSOM0eaSDpQmgQyFOKkpBjFZCMoCEq8GUG/vFfITraHyt6N+UIY4g6gpxHUXQFdDcVaQqm8BxNYlsgiWdRdyikHE0UQxtJqK/cvEdTaSEJW15qj2PtE7geoqMOKDA8TXptEdVUwrlaNxqh8L7RYggDiMWLMpR5XlUJT3QwkedRUZWp0HKr1fslqdWksBA2uXDlhxNvoejFRItHb3jKHSDh8lq4nZBJxw6fCHt+QStRdqdkGysiASWdBQZNLK6HORpDmhdVEDeD0llXaJQcNF4ERTDiFQqgYSGKIyJah1C0ZjA0NkV4iU9HE/hOQ5EBrTCiJSThzsa0ZSn0YoMyleUwhhPFBLGICBxOUAXxYJWoGKICuV1bYUipqBpakizsLNAU/8Mi1rz9EukiT8okfFdUsM91CI74sKyLMuyLMv6z2KW/vdZtrcsy7Isy7LWLb2uK9BHr5tbVjW//jK5Klawftlk3D2HWPpPJeV8EAveb0eUJgpiTC7GNaqc9DkwSGQQB8RXuP19VMIhSpYDEq5SDNY+VSWFFIW4K8bkTDmhdq1P5Ct02kUlHZy0QyabwPc1YSwoT1FoDyhpqKpPoosGHYOrHOKkhiqXrsAgjoKsxhmVwq/xUJEQ1bs0DagiVyhPp0QgeAmXgf2r8Ks8JDCU3s0hqpzTQEWGWtdFxUBk0EahovJoCUQhinJy6AURbt7ge7o8hRIKzyt3pKsYTEdI8GGRyIePc0VwwE+5tEcRJqFBKVxXowGVdCm6QEKhvHKC7c5SiSAs55DQBmoTCZxAKHYEKIF0oNCiCEsxykBT2i8nV1eKtOPS3hWwoDOPKAEB42lEhCrPw8t6KE/xcXsXJgaJhMW5AkZBQQnpdDkIoLVmeFWKTlO+j0pnXDxfo0ODaxRJERDBuJqcXw7QiCkHeToWlWhbWKRLxyQbfLKei64uH9vXig5tcBIu6SqfYj7CxEKkQLRCa1i8IEdbEPLRok4WdBQI8xE6MtDgIhkHSTsYTxFoKPmKljBicSGg0zXEvoa0g0q7LMmXynk4lEbXuBhfoxxNssrH8TVKKbRSOAmNk3J5v7UDfI2TchAttJYCGuvSDK7PkHQc+tWnWFgo0hyV8JRCe+VgUxgYnOyaJzW0LMuyLMuyLMuyLMuyLMtaE/8BIy5W5LMlDV521ikVC8m0hwvo7kBHZ4RyNEaV73LX+Zgob1BZl4SvMAaUo8hoh1I+piUf4GtNOion7xYDOuEAECvIRzFerHCy5QCCGEW/QVnyJsZEgpNw8V2Nn9GUogjyiqKJ8I2CoiJaGONph5Ifk+yfwMwpUqdc/FiBlO8JKnoCosgkPIIlJRKDM7iFGEoGndDkgpgqz8Gp8ohzEdp3iIsRC5pzZDxNqtrFCTRuXaI8+iAyNHcVySqHQpwnioV+A6pwBifol3AptJdQrUK1dkhqTUtYpNgZMKA2TRwa0kkHlXJwXE1xSYhroN3EeKHCFUVXHONTTgrtaQffcejqLKGUolPF1GeSmMjQWQpwSoYhDVkSKRftKNCKuBSBC9pT5OKIqroE9V0Jgg9LmGJMUjtoDUOGVpHOepjFIVor4nyMp2XplElSfq0cDS6YUBgyoAqTi/Gi8oiGsBAhEQRR+bVwXU0hNpSCCB0rEp5LUIwpFmOqayDjOHS2B3zUFYGrCIKYWq2orU9Sag/RRlOKY+Z1dDHYqcJzQWcc2vIBbqyoTvmkfUNHPqCuPokTQGdnRLX2ULGhsSaFEgVaUA0u7YUidSWNhIIxS7O/CGijMEHMoEyqnHRcg4kFz9EglAMbCYdGN0OnNgxvqMat9YgWhURGaGvOkUylPtPnzLIsy7Isy7K+aEYgXukNbqve3rIsy7Isy1q3/uMDF0qtatQFfcqV02AoUIJEMTpQeEPSJBp8orkllAiiFMQGpRWuVqBBaY3kYkwXoIWShjAU3FhI+opErFBaYeIIikIKEC+mWIzwPEU+jKjHQ6UUOuOikxrTXGJ+sUA2myaMDF5BkdQacUCnHEwMWkGhFOGGUOO75D8u4KY1c2Z3sFFTFbgafE0q7aCTGkqCrnLR+RhdioljIAlpHEphTFgACWOSsaEYCw2NKSQfUuyMqK5OIwVDFBmKgUE5Gqo93M5ysunOUgRzIpykS9p18LIeXlsJx0CyJOikR5SPiFIOqbRL87wuahM+bsKhKxeRdBTFjCC5GFcrkkqVgwYxtHWWqM745REDYVwOnmio9nwWduWoSXgoAx8vztNUn6IkQmN1ChMLixYV6CyE1HYqjConcK+tTkIkOEXBaXIRQogE39H4bjnXgxRjTGCII0FpUAKu1igjEMR0BTEFV0goRU4ZslU+dEHYHJBKOkQOLOwsUOt79BONl3HIdQVUZX2ifERCytNYOUpRKhiaqjPkJaBNhGTGxdcOacchLkKpGJFIeoRJ8JTCSTi4SQ0eZGpTRB+WIBS0Vrj1LnFHhFkUknFcyCh0oTzah6j8Jo9KMe8samdQTYZiGOMmXNKNSVKhQL6csJtQiJWhf2OShO8QLgrQKLwYav0Eyv1sAULLsizLsizL+qLZHBeWZVmWZVn/+da7wEV3Ku2+lk2uvfIZrspJtysv785r0b3PqGjIz+qkdmAtUY2U7+Q3oBCUo8tFHYVJalwU4kp5uiOBD9vzpKt8kp4mEypMIUK0A0ZhShE64eAmfVKikKyiwUuiXU2cj4nCmGJbgJ9x2aC2BlOKaeksUiOgql26ggiNIhmV75z3PQep0Zg2Q+tHeRr7ZRk7vB4TCi1xgC5CYyqFyhniQowOBL8kaN8hQqDWh9aQhUFIpsYhkfZIJHzCxUW0q/FrfZJFg9aAUvh1Pm7oURVE5fOeTmJEEE/jaF3OCeFAc6FEKRdQZ4RIKYqFiLauElnPI9GYokZpPN8hNAZ36TRGmYRPXIqIRHAT5ZEC+A51NR5BZ4iEwuKOAk2NaRzXIS7E9O+XJS6W56p1VTnNSCbhIQKRQFNVCp1y8JTgZBzCMCRqcEjlBQpCODuPlvJzU7o8rqb7veBkPbSBOB+hHUUcmHJOiyqPhIHQFaLAUGtcguaIOAY34xJEBgkVtbUJanwf2kNUuyGBhxsqmksRFGLSA5OEnSFprXEiobY2idbQVgjpCiOSXQ6dYUguCgkjQ9LxKTpQXeOT9F0KLSEdzUWqEy5RRlj8UY6GJDih4AVCwnHKCbqjuByPczSxI5hYGDumiSCK8QOFMeWpwYwR5rbnGehmSbiKmgEpnIIQiMFVCsJywC7puxDYH22WZVmWZVmWZVmWZVmWZX2x1rvARRRFeN6nq9aKAhXLjsToPTJDerbpXFQkGWvCkqA+LFEolmhr7WLQwHpcXxOXTPkufFchWqF8jW/KHdn16STZlIdSgpcXSsYwrzNPtdY4ArGG6o6QQjEgVxAGDq2mua1IQyaJBDEpR9ORC0kXIhytcI3QGoe4XQY36ZARzUcLO0l3enxYLDK0XzWZWp/qkosUIgpxOTCR0A5aKUypnCdDG4hDg6sVkQHPd9AlwNFktKZee+RdwSjQSY3rakwMTrULWkMQgVaIlEdcmEJIm5Jycmu6p72CpNJU4eBXJ3AiKBVK9K9KEqUT6FhQArrKpz2KqFIOvsCH7QVGOC5OJLgu5UTermJOczsDqSLMaDI1Po1zAYGoc2kej9hgjEEEGuqSeH45u3gpjGkPQ6Iuw5BMFURC1BUxvyVHP9K4WQ+JI+J8jPgOBDHK10uDV+Upp0SX909sMLGClAtiiIqCJB3cQNBuefSDcjRRwbCoo0iV1lQrj6AU09LRSf+aJFI0EAuOp6iv8VFFoVSK8DMuztL3kwljskmXqtoESzoKOAmH4V6CIDK0dBZRJaF6VBpPKZpn5wgbNGFziJ9QGAGVdBCt8Op9CA1SilFueaorJ+uhtKLUUcKUhKgj4uO4xEYj6wgWFSksLuG4Dr6nSdf7fFws0ZR3qPFcgkKE6yyd3iyIkVyE8ta/NDiWZVmWZVmWtTIGIbYjLizLsizLsv6jrXeBi7LlG4rLByZWPC6jp8Ry00f1eUw5H0TcFZJK+RSNIeE6xGFIY00WLQpTjFEOSAxxLkZ5ArEiKsZ4WpPyHVJDktAeIVGMXwMDHEVUipBSTKkrIE5BxnfwE4piR4guGQwhXYWIjO9Qo8ujOjo6S1RnfZQBoxS6AFI0NKR82rtKjEolaF2YoxpFDkO9p5GMojUIaaxPohaH6Ngg3Qm4PU0cxMQajDGkHRdJuTR5GhMb2hcX8TwP7SiMB4VSSE0yia5ziduFoKWEm3DKr0SdR1XB4GddCGJykcETh3wuINmUgLRCLxaaUimkaPCSmqB7gIwYdNpFcoZIQXXGQ5sY0ZQThCOopGZoYxXFfExcMHR1hBgjBF0xWc9FRUtzhmiFGEE5DuIoCvkAvzGBn3Vw2hWmNURLeeqpeuVhWgPiQNAGnIQDgUFiA2hMaFAiEIGUYlDlfBCRq8mXSuiUgyuAB8mUS3spREdSTmzuKlJGkY0UaaNwOgTP8TBtYXlQemAIS+Ugl4hi4cedDOlfRWwMRkE+NGQzHjgalXDQQBBEaAXVroZYk3svRy6KqUr6JIqaPIpcIaTK9zCOQjmKUhDhhYIjChPHKK2QwKDSDukaD3Ed4lhgYUR+dg5N+RyWwojBNRmkLcT1IAoNJCGT8kAEKQnKgJf2lkkGY1mWZVmWZVn/GexUUZZlWZZlWf/51rvbqbvv+F7a683yQYxP+lFl6WNZYZCi0rpPCpV3VuoISNanEBecpEttYw2pbBLtO+iUA45GohgJ4/L0QgYCV8CBlAGzMCDEEGuhPYqY25mjEMWkkx4NNUn8Gh+dcPBicF2ochwK+YhiPqSUjwgLEWEpJpl0cZIOUjLogkBQvnO/NQioyfokEw4J1yFQkO2XJDE4Sc0WVQwaV4PvapyUhpRGIoNKOKiMSyEBKd8l4WqiOIbYEJvyvgdmkiS0JqE0OqFxMy6mGJFfXCQsRHQVIwqdIVExIleKSdb6xPkIKQhJrWnrKJB0HKQgpDoUusYDFMrTiAap0cQ+uDFkSwoVKzIpj8a6FBFQiGMKSggxKIRE2iXbP0HKdXBLQltHgSW5InjlfXa/FZRTnqZqQVcelXGo3SBFv7E1DBtRjVEgRog6QxxX46Bobi0SxAYTGvA1OuGitEIndDn2FQuKcnAncsrRFsdAToROYpJaoXyFioVCENMZBASFiP7axzNC0F7CR6GdctBAQlBolKMwgcHxNIP7ZyE0hPkYYyBb7xPFMYtacoS5iKAjpHVxARWCGwp+JDgFQzKEUhDR1R6ggdiHjjgkhaKlucD8lhxhISLKheCWRxRJJJiiwXSVR5YUjSGZdMujXzyN62uyDQkAdNKhutqjEETkChGxC+1tJeK4vJ8uE9FSLK3xZ9myLMuyLMuy1gUjQvwZ/oy9eceyLMuy/uN961vf4qijjup5PGLECK699tp1VyHrU1vvAhfL5p/45A/KWQ3Kyu3Iykm5lw1aLLusT1kpT4dTnF8iMShF46BsecodR6F8pyelhhri443IoLIuJhbiKCZOakhocDUSGprnF8h1hVQrh/41KTxPY5RgqlxKsUHVeihXkeuKiIGuIKQq61EIIwpRTEEM7e1FgsUlJDZEcYxgMGJorE6QqEqganyiOocSQla55XwNMTidhig2FDzoimOKtZq4ykE0JJWDpB2KDQ4ftRXoCiKCQkSsQLvlXAdBGFFYXCLqiinFQktLgSgwBHGMyjgoI2SVJm4LyHeGxFqRiKDe9TGhodgZ0B5FGE8RBYZ8LgCtKeUikq7DgkIRAYwRxFNEkeHjqISf8Vg66KU8XVRUDiAot9zp39iYxnc1bV0lusKQzjAiNAZE6OgsAYq6uhQFJbS93UXzogK5KMTv76O0wks4+P0TqJSmVK3xNkyXX9O0A44q/9t3QJfrFgu0F0q050q0m4ha16W2MUVeYkxWExlBh4ZMUVHnuPgo3AhcpcsjN0oxGLM0CBKXR4bEBlOKynkiFPi+g+dowlKMSTnUZxL0r05SlfGor0sRdwWooPwRqPJcGtI+9cpFu4pcGFHqDMmgqHIc6tI+ybSLU5dAp1y0q8vBiYyD0+Dh9PcRV+GmHKqGpcsjOxyF4y/NKeKUR17ktWFAdYqqpIfqjEgqhWgIlOBnPZL1ic/2ebYsy7Isy7K+MLkgWK1y+cKqyxWKAR993EYYxis/ZleRjz9qJY7NSst1tOZY+GHLim8ssyzLsizL+hw9//zzHHbYYeu6Giv0m9/8hp133pl0Os2QIUP6rH/00UfZd9996devH1VVVey000488sgjq9zviy++yB577EE6naauro5DDz20Z12xWOSII45gzJgxaK0555xz+mzf1tbGsccey4ABA8hms+y44448/vjjn+3Jrqb1dKqo7mCF9Pr/6rZxpXughlo+t0Vvxa6A0sIi1GaJWwKUKPJdIamMh3IUKIUsjjAOPcmodWTIOA7FrpgOIuqUR111AicwaKPIRi7NKiad0EghJh8a4oUFUikXJYKJhMZ0kq4MVHsao4XOlhJhyaCqNIUgpiuOiDsiiIWGqiSRiUiIxnccskkXSSgKpQi1UEiECl876ASERUNrKUS3ByS0pi0OGdw/RTKr8RYXKQUxdQkfp8ol6opQNR4mH+IEhqSvaQtCEgmX1nyRpFIsWNTJoJo0HhqTD0ilPRxfoWKNqO5ARES1cjG5kGIcMbutkw0zLuKVgyODhtUgHSFdpZhiKaL/oCwbVKeRvMG0RphCjMSCAFFrhE4oujpiMApXazJpDyWaLhPQGRjqsglqahI0uA7zP+6Ej4RQQzUuNb5P2BKiE5rm9iLVfoKOIKJaXHTSwSQddJULCKY9QmkQo8BVFIsBucjgdgeotBCVYtpVjLewQEkbmpI+2Rof0xmVgyx6aSJrRyNKgYAJy/lBtOegqnwcpzwdWaQ1vqtRKQcnqaAY4zV4mHxcnoIqqRGVKOfg0JooX0ICjduYoCoQOkxMfXWKznyIn3HxEw5di/PU1SYRMUjO4CXKASuVdfCaEoTzS3gLhSgf4PhL86AsDb5pT9PcUmT+whKDNhmAhOVlTj6mvRAQFEKaElm8Nf4MW5ZlWZa1Njz63mwefOc9BlZXcex2W5NcQS64Bz54l4c/fI8h2RqO22RbEk7fckaE37z+LP9aPJ8xtU2cssWOFcsFJuK6WQ/xftcCNq8dwTdH7IJWfe93KkYhv3zpn8xqb2GHgcM4ZpMJFXPPLSh0cPGr97Og0MHkwWM5ZqMdKz6H+e0d/PShx1iSyzFl7GiO3HrLiuXeXrCYnz/wJLkg4JvbbsG+m42pWO7B197lqplPIQLfnrw9e48fXbHc/c+/zW/+/gxawXf234lJ4zesWO7PD77IbQ+/TDrp88Nv7M74jQZXLHfVDY8y48FXyaQTnPHtyWy35cg+ZcIw5n+vmsnjz7xLU2MV5542hdEbDuhTrrNY4gd33Mdzcz5gVFMD/3fIPgyrr+1TbkFXJ0ffeydvNi9maHUN102Zykb1DX3KzZm7hB+fdwcLFraz4Qb9uPiCg2lsqOpT7pXXP+CsC/5KV67E4IG1/OKn0xjYv6ZPuScefpNLzr+ToBSx8dhB/Ozyw6iqTvUpd8+NT/CbC+/GxIatJ47hJ789Bs///H6KGpa97W3Ntrcsy7Is679LU1PTuq7CShWLRQ444AC22247br311j7rn376abbeemvOOeccGhsbuf7669lnn314+eWXGT26cjv3zTffZNKkSZx66qlcccUVaK158803e9bHcUw2m+WMM87giiuuqLiP008/nRdeeIG77rqLpqYmrrzySvbdd1/mzp1LXV3d2nnyK7Dejbj45LfOiqIUq5OI+5NyIuVE3H1+RCnoWlKkOptEukd2KEg4GvIxlASTj5BChARSnj4HcGt8wsDwUVQkdkGHIF0xWilUrYNT7VKbTdAeGZykQ+RCqzbEGRc/45JMOmhfIV0xhEKhI6AUG/pVp9BakfZdmjJJBvSron86Sam9SJQPUUpTl/AgNHR0BLj5cud7ezGgvb2IbjcUI4MbQLoomDCm3+AqWBzCrBJuDDXKQSJD3BGV79BXkMx4+EmXOONQW52gxnHo5ydIZVyqkoly/oRcSC6MiWKDCoR2HdOpDNrXpBMecVeIEkVJDP2zqfK0RbkY8gbJlwM/Cceh1vEotgQUuiKKxRiSGt3g4QzyiZUgSsAIKuMQGENDOoEKhERCU1+Voj6TJOE7OI6iPQgQT5HMeDQMTlPluygNJhSUq2isT+GWhGrfpT50iD4oYhzF4gU5gpwhNOWk1kQGIsFDkUh5NKaTDBxQBSWh2FIi2Qml5oCgLcRXGrM4QIKYKIjRvkZ5TnmEjjGoyKBFoQxIGCORwUQGXE0uWJroOjTEoUEMSIfBFIW4EGNyEdrX6JSLiWJEFMoI0hFiCjFVOOSKIXkllDwoaUNNVQLVGpenu1KqPB1WLIQtAc3/aocIlKfI+B5xV0TYFhDnIryES+wqVNZhow3rcZSCQJCuchCJXEyD72MKEZiV55KxLMuyLOvz88h773PibXdx28uvc/njT3PqnfdWLDdz3tsc/+gd/Pm9V7j05cc57ckZFctd8co/ueTFx3jwg/e46rWnmf7sgxXLXfrmXdw4+xGeWPwmv3r3Pm6a/WjFcj96cia/fu05Hpj3Hhc8+zC/e/35iuW+/fTN3P/RG7zS+iGXvv4Af537Up8yIsIxt93JA++8x0vzP+aiBx9lxhtv9SnXVSxxzE1/5Yn35vDivI/44R338a+58/uUm7O4lR/+8e/MWtjC+4taOPPmmby3YEmfcu/OX8I5N9zHnAUtvP9xC2f+/u/MW9Tap9xTr8/mF7c8ygeL2nh73iJOu/IuOvPFPuX+8fib3HLPC+TyAYuWdHLOpffQles79eatdz/P/Y++QaEYMu/DFs76f3dVPHe/ePBJHnt3NoUw4vWPFnLGnTMrlrvon4/xZvNiAD7oaOfHj/yjYrlLL5/JgoXtALz3/iKu/l3lu/R+cdU/euo9/+M2fndj37vqjBF+cdHdBKUIgHfe/Ijb/vhUn3JtSzr5zQV3YZaOyHjhsbf4x+3PVTzu2hIvTc79Wf4sy7Isy/p87Lbbbvzwhz/k+OOPp6qqihEjRvD3v/+dDz/8kD333JNMJsNOO+3E3Llze213xRVXsMEGG5BOp9lmm2149NFHe62/8sor6d+/PzU1NXz/+9/vcyP7slNFlUoljjjiCIYOHUomk2HChAk8/PDDvcorpbjhhhvYc889SafTTJgwgVdffXXtn5ClTj31VH74wx+y2WabVVx/5plnMn36dLbffns23HBDfvrTnzJs2DDuv//+Fe7znHPOYerUqZx//vmMGzeOsWPHctBBB/Wsz2QyXH311Rx99NHU1PS9SQXg2Wef5ZhjjmH77bdn1KhRXHjhhXR2dvL2229/tie8Gta7wEXZsiMtPslzUY499J0KqryudwdrhZvC+uzeCRSS1HQsKqAS5REKBoijmGJnqTxVlCgwgg4EFQmF9gAMDPQT1MQOEhpcEURDVxiXp+dJOoRJiKsdGoZkaKxK4td7ZIYmy/srlqc8CgWy6QS1KR8cygmjtcKt9dChQTmKVMIjmfAwQUyQi1ACXfPz0BHjdBlybQGOKud9yCRcqhMuLX5MHAn5RUVMPkY6IxpTCZykU85BUYrLd953xpiuCKMEuiJUe4wqxChj8FM+tUkfpRShhpwWclFEMYioyvhkHIfFnUVaJcKky0mgk65T3qYzJuu6xEFMvj1E5w26WM4RolKajo/ytHzYhWmNkFxMZyGkI18e8YIoqtI+1WkPiQS0RgzEscEBlIA4ClKaTHWC0BWa5+TQKEwotLUXUZHgolGx0FCXxMu4SGiQzpD6VIKgM0CF5XwlytWA4Hku2tEYrYgLhrYgJPQVKqkhoRhck8bTCu1rWrpKoBQKVR5FU4rL+1/63nISDirh0NpaJA4MEgk1SmO6QqQk6LzBQUFsKAYRpaRCJTSmGBN3hpiSQTuqHHoLDWnHoTGZoC7l068+jV/nsSQXUJX0iBBQCtcsTXaei4kWB1AS4pYQ0xnx0ccdn3xezNI8IEFM0neJY1N+jhkHPIUpxdSkPByliIxZ+efIsizLsqzP1QNvv9er+/TR92YTxH2n7blvbu8fDf/44N2KI46f/HhOr8dPLPe423NL3u31+NnmdyuWe+KjOSt9DFCIQt5qX9hr2UvNH/Qp114s8X5zS+9yH37cp9y81naac/mexyLwcoVy7y9sIVpm6qLIGN5b0Ny33MfN5RxwS4VRzOwFLX3KvftB76BHZ77Ex82dfcp9tKCt1+NCMaSlPden3PyPe5db3NxJEEZ9ys1r6V3ug5b2PmUAFuW6ej1euNzjbkuaey9vbq5crrOruNLHAFEUU1huyqmuzr7lcp1FjOn9fuxqz/cpZ1mWZVnW2iFhiXjhrC/8T8LVz5P629/+lk033ZQXX3yRKVOmcPjhh3Pcccfxve99j3/961+ICKeffnpP+euuu47LL7+cq6++mtdff50jjjiCffbZhzlz5gDw2GOPcfrpp3P++efz7LPPUigUuOeee1Z4/CiK2HjjjZkxYwavvPIK+++/PwcccACLFi3qVe6CCy7glFNO4eWXX2bQoEEcffTRK9znvHnzyGazK/174oknVvscrYoxhpaWFurr6yuuj+OYmTNnMnLkSHbbbTf69+/PV77ylU8dfNlhhx24++67WbJkCXEcc9111zFo0CA23XTTtfE0Vmo9nSoK+o64KCedUOqTURTdeS4qDUmHvsGMXrsCwq6YlDgkkg5KKeoGpImLhnCxwfPK+Q9wyrkDJBKUC9pThMUYL+FQCCISjlMOqBiBjphQa+JcRH3GJ0ooKBlcVxOIoXNOgVrPQxtFTdIvJ30zCt8FJ4ZcEOOb8pRRXS0x2oNiLMQSkTUOflGB49CvKkmpuUAi7dGUdulQMWEYU5UrV3lgVRqJIYgNHxSLZI2mn/IxsSGIDVoEtxgjhRCdcoh8TZjRKAOeqxEj0BkQGHCccgd7g3IwWqOUotQe4iYdqtB4rkccGSIpJ99GFERSTlQthpSjyBciPN9BC/gpDweFqlbM+6iDIV4W3WqocT0WLOrCEYWvNSrtoBxFPgoJO0u0dQVsNKgGx9N0FUMGblVHoSMg0Zil65Uu8i0hKcchqRRRPkJ7QrEYkszo8ps8MjhKoYwh7ZVzmJgIYkfhpnyiXEg65WJiQz6ICRCyJehakmNAXZokiqg9wPU0jdUpFneVqHUd3EjKIyMCg+M7GA06Wd5PdcZHChHad1BaI8UYpVQ5qCIGCQ2ZlIdT5xHMy5dHgMTlwAJxORimHY0DaM8hk3LoKoR0xQFKK1q7AtpLRUZ4GfyUUw7xhQbf1fheeYoqXE11yoOUCwYSShNqgWJMtl8KL1cegRO74ABOyinnPykZOuKQATWZz/pBtizLsixrDfWvyvZ6XJ9O4ztOn3IDMr2n+umXylZsB4+oquOFRfOXeVxb8bhD0w0sKrX3elzJiOo6WoqFXo+Xl3I9hmfqmZv7JBgwprbvlEg1yQSDqqv4qOOTYMDY/n2H8w+uraYqmaCz+MkP47ED+pYbM6iJlOdSWBoMSLgOmwzp36fc2GH9SHgOpaV5HFIJj42H9N3f5qMGLv0dUn7cUJNhcFPfu9ImbD6M6297qicYMnRQHQMrlNtmyxH87cHXeh6P33QofoVpwHYaNZyn3p/X63ElXx21Mc99PH+ZxxtVLDdx59Hc9tfnez2uZJ+vbMYfb3sGKN889tU9+/4w9X2XSXttxkMzy8/DdTV77NX3DsGBwxvYbLtRvPbsLADSVUl22nvzisddW5Y2pz/T9pZlrb4RFz+5WuXm/Hjnz7kmlmUBmJYP6fjltC/8uNWn3YrTf9Rqld1pp5049dRTATj33HO5+uqr2XPPPdl3330B+J//+R+++93v9pS/6KKLuOKKK9h7770BOOWUU5gxYwZ//OMfOeecc7j66qs5+OCDOemkk4Dy6IyVBS4ymUyvfA7nnXcef/7zn5k5cyZHHHFEz/KTTjqJAw44AICzzjqLHXfcka6uLrLZbJ99Dho0iJdffnmlz3vw4MpTja6JX/7yl2it2W+//SquX7x4Mfl8nksvvZSf//znbLPNNlx11VXssccevPfeeyscYbG8K6+8kiOOOIKmpiYcx6GxsZGZM2dWPAdr2/oXuBBZGlhYmh2b7n9/YtnfYSsMTiyzbkU5Ltrbi9TkDT7l3AA6BlcUjueAJxRFwDX4ASinPGuOn3YxkRCIkItjsq6DcTRhFJOPYpqSLrHjUCjGeDmFVxJUwiFaUELlDEUvJIlm7oIu6gdlaM8XSUbQ5HtUJTyiIMLMK+FpB9eFqkYP0UB7hGnwKLRHuLHgaQ2R0JULiEQhQF1jinhxCV+5BEGI9hSDtEci5YJS5WmMuqQ88iIy5SAECqMgao/IOC4qqdElIY5jAk9hsprcwiJ1nk9KKdq7AqrrkjgRqKyPyjiEXeW79h3PRWIhag+JxZQTQYvQHAUMzKQRIxQXFHFcTRwK2doEpWJEa6lEOnaoz6bwMi6BJ4QtIUJMyneoT6XIZpOUREALOuUQRDGurwnfLtDRXsLNGRJpyCY9HFejUFS5LnTGFBaVcByNm3AggFhJuYxTHuIeRgbjKHzlkMx6FIKAZKE8JVddwqHQUSTdkEEnlyb2jiHtaDzXAWXKeS48B3zdMwWX1hpfBJUsnwNiQfkKCeJy0CIPRgyUDFFniLgKFStMZHBSLhLFaEchAi1tBbJ1KdINPiVPcIzgu4rIFerqaki0xsRFg85qlKMhovzZcTVxoTwapDVfZEC/DEFXxMftOeoa05ggpmpoBvNRERWDIITFCM/TKN+hIfSR0M7wa1mWZVnrygk7bMOrHy3giffnUpdKcfnUKRXLnbLZjrzWvICnFsylMZnhyl32r1junG0msaiQ41+L5jO6rpFLdtynYrmzN/0aP3n1z7zftYAt6kZy8saVy1226xROfnQG77e3sP2Aofxowq4Vy12zwzc57+UZLCx08pVBY/jmyG36lFFKce2hU/nJzAdZnMszZexovrZF387ymlSSX3/zAP7fzEfJByGHbTueHSt05g+qr+ZXx03lNw8+AwLH77Etwxpr+5Qb1q+Oy759AL+f+TxawQlTtmdgfXWfcltuPISLjt+HOx59hVTC55RDdiGT9PuU22zMYC4+cyp/e+g1spkkx359x/INUcuZtPMYwjDm8WfepV9DFcd8c6eK5+6YHSfgOZrn5nzIBo31fHfi9hXLHb3FVtQmkzz/8XzGNDTyrU3HVyx30rG7MaB/DbPnLmazcUOYPGlcxXLHH7krI4c3MveDZsZvNowJ4ysHTH5w7gFsNn44SxZ3sN1OGzF6k74/xrXWXHjD8dz352fIdRaYOGVLhmzQr+L+1hab48L6tG644YaKd9Fec801PZ1gIsLPfvYzrrnmGpYsWcI222zDFVdcwfjx47/g2lqWZf3nW3Y6pP79yzeXjBs3rteylpYW4jimUCgwe/Zspk2b1qsfuFQq9SSxfvvtt3sFHFzXZauttlppHX7+859z00038eGHHxIEAYVCgQ8+6D0yeNl6DhhQvvlm0aJFFTvtXddlww0r50pb2/76178yffp0ZsyYscIAhDHlFs0hhxzCiSeeCJQTgN97773cc889HH744at1rMsvv5x3332XBx54gIaGBm666Sb2339/XnrpJRoaKt/gtLasf4ELtVyQQVgmUiHLxDKWZt/uLtO9uHuTZZYrFFJhntJE1sHJapxqF0oG8gaMYIygpBykkJSD2+Qg+Zg4FEKED4MCNclEOR/A0hEZOhSSAUQmIgxiYgWmNcBzXMJigMRCJuWi8xHKVQyqStK5pESxUKSxLosRcJtc/KoEne/n+bgtT6YqwZCta1CREL+apzMXUlPnw5ISJipPTZR1XUpRuTNfJTQkHeKuCMfX5LLgBNCWK1IqxDSkfNJakytGSBCT0polbXmqahLU+h466SBpRVQI0UpT4zk4tT61XUI5V3k5z4b2NIIqn7uERkcuhEJcitANHi0LA/KFiMG1SfKRoXZIhrgIxIpcKaJWFCow1LkuJKDRJKAYMqetkyGSJVntgVJ0xoZqPwGhUJMoT+WU00Ki3ifsikmKphAY3EiRTLuAwkmUXw/CcgBMAoNrBGUMUSlCZ3xIOeBpVGRwHIdIhEWtJUITk+oqJz/PBzEUBS+tqa4uT5klRogpJ2qvTiQw+RhEIVqhEgqdcsHT5ZEPuRCUIGF5KidEkJIBUSjllAMwSgOKOBZyUQxBTCqGOIpwMi5iDMbTFCNFjSiWLMgRJDW+p3GqHaqqPNxAcEpLE4wHMX5Unr5KuQqd1OhY6JdKEUflgFKhK6DUHpLTRTo7Y6qVi2sEnXSIuiL8tAcGdKacTJ6g73QUlmVZlmV9MVKex++/fhDFMCLhOiu8YSfrJbj5K9+gGIUkXW+F+6tNpLjpK4eu8rgDU3X8brvvrLLc8Oo6Zux/xCrLjaxq4KZdjlpluY0aG/jzt1Z9d+CE4YO548TDVllum1FD2GbUIasst93Y4Ww3tnLH/LL22nYMe21bORH4snaYsAE7TNhg1fvbfRx77V45cNBNKcUR22/FEduv/Ic3wNTRmzB19CYrLaO14qD9V70vgD13W/m+ABxHs8+Bq95fIulz4NGVA1uWtT55+OGHSaU+STC/wQaffJYvvvhiLrzwQi699FLGjBnD//3f/7Hnnnvy+uuv93RmWZZlWavH8z5ps3a3cSstExFyufK0mzfffHOv4AZAVVVVT7mV3dy+vD/+8Y9ccMEFXHnllYwfP55MJsPUqVMJw3CV9ewOCCxv3rx5bLLJyttP9913H7vssstq17OSe++9lyOOOIJbb72V3XbbbYXlGhsbcRynV+Juz/PYYIMN+gRoVqRQKPCTn/yEBx98kF13LbflttxyS/72t79x8803c8opp3ym57Iq61/gok/ajeVyWSy3XmSZMt2BimWSc3dHMtTSf4j0bIRf5dFZypEmgap2UVohHRE6qZDYoBzNx7k8iaRPU2OKqBCRTHiM8mshF2OUSxQLWsHiQkBaaT5oy9M/5ZPUDotyRapSDiqICR3wRJU7yo3QGcfUjsiS7kigBArtIalcjBnokqr2Gak0haRGFaFtThe5liKlhCJujqmlPPVQ7CgWFosMyWbRvqbUElLKhXQEEfWRixeV83N4QFM6iXFA8oaOMKQ+m8CEhiEN2fLzDmLiOCKONKUgIqnKU0fRHqMBE4NoKScyFyknI0eVp9Ba+plWrqawpERtwqc2mSiPaEgpUiWF42k04PsKFYNKOoS5GK0E1V6iUAhorEvhiKJrUYFcYEgkdHn/niI2EIvgZjXJao902qXwVp6WBTmyjouHxhEw+Rity8nYle8gJsbBIYohioV0wqGrK8SvSeAmHKKiIa8N4kJCe+V8D7GQTvukcfBiIBJMEIECN+OVAyKwdARFeUQNroaEU55WLDToTDkYZkoRiMEAylWIo4jCGMcrH0e54ChFGo2qdVElUw5wKIUoRRgaBtekiQNDXVUSSZaniArbItCKZMpDueV3t9fo45YEkzc4TS6dhYCs72M6I0QrYhOTUJqh9VmKtYoG7eIGIHE5DthSCHHTDtIVUlvSEBmiog1cWJZlWda6lqwwhVDFcisJWljWl4lBEbP6nReVtre+nLbZZpuKd9EWi0UuvvhizjzzTE4++WSgPOf3iBEjuOqqq7jooou+6KpalmWtkK4fQvVpt66T434e+vXrx4ABA5g3b17PtE3LGz16NM8991zP4ziOeemll9hjjz0qln/mmWeYNGkSRx55JABdXV3MmzevYtnV9UVMFXX//fczbdo0rrvuOqZMqTwau5vv+2y55Za89957PcuiKGLOnDkMGzZstY4XhiFhGOIsN12t1nqFAZy1aT0MXHxCAbJ8tExJOY/C8gMupOdhebapZUdkdJfqDloISCwkSg41o+uQxSEmNkRVGp3y6Gwuke8M6Z92GZDKkhicwGQ0uqRxHBdZFBJ0hbiRoEND5EA25ZFUms5ShE65FCNDY20KrR38Bg8/FKQQo7zyqIOuSEgUY/y0i5/StOYCWFBAt5RwfI/WXEASn/DfOapcTSLlo1AsaO1AXIdkyifju1QbTTzIw0s6FGcXcAzU+wlA8AKDYxRpz0NKBkc0Ku0xMJsgyEd81FlihOOgXEFEkJRD6ENVXZrWD/JIQagBcsZQVZUg7gzRiXKybOOUX4bURmmCN3KY9pg4inEp5wGJIkOMIuWAKhkUBiUaiQ3iKrTvogJDHAkmMHhVKXzPpSQxfspDnJiuMKIUhCxpzdNYlaa2f5rk0AQAuTkFTD6iQfu05Up4PjhaE7vl0JbEhlxXRGppfTtLAc2dBUYPSJFMOKhYkMiQIyYXGdxqFy9WKFcR5kK8WKjKeJjAEBmDVhpXKyQ0KFFEGlxPoxMOcSS41S4mMuCUO/yVUpB0oGSWDiISlKcxkUGn3fLEucaA0qiUgx+X62xUOaijRMrbRkLsCa5XnhrMlARc0AmHMDCkJCbwBOU7eG0xBoUpRKiSQ+OQDMG8EngOcSkkKsTEsaEtF+LGDvWDvHJS8dhgcoqko0l6Lk5Gl98vnkZV9Z3awLIsy7Isy7LWZ0Y+W54Km+PCWt5TTz1FR0cHhx76yai1TCbDfvvtx3333WcDF5ZlrVeUl1jtXBP/CZRSnHXWWZx77rlks1l23XVXWltbefDBB9l2222ZNGkS3/72t5k8eTK77747EydO5Morr6StrW2F+xw1ahS33XYbTzzxBPX19fzkJz/5zB3xn3WqqAULFrBgwQLmzZtHGIY9QZBNNtkE3/d55JFHmDp1Kueeey4TJ05kwYIFAD2Jvys57bTTOPbYY9l99917pjgE2H//T6aWfeONNwiCgK6uLhYuXMjLL79MNptlww03pLq6mp122onTTz+dK664goaGBm644QZmz57N5MmT1/i5rq71MHDxScChPEtU7zwVsjRCUV6qeqXCkOVmlFI9gY3uAuV9i4KgM8RFEXeEFBJCpsol4SmchIObSlGT8/GzLu5gH6e2PDQ/QwIESi7EjuB0CPklRbraiqTTfnn6Jaec4yCVcvFTLnEsuEkNyhCjcZIOtU0+1a0RGo2udukMQtrikKZMgsywdDk/Q96h1B5S9BWpjggnFEqRYXBjlnwY4WlN7Cs6F+Roea3I4H4ZPK1oFYMxhmzaIxGUO8pJOOV4TSwYZch3hPixQnkQKoMXQVtniSpHE7RGuEqRTbt0FiNiBMfXGE/oKAUkXZ9SW4g4muaCIdnaxSAvhURCeylAA1WOR2c+hIxDqqQJ8hFJR+MmNR+25xlSk0GMoFOaqGjoyjhUN/k4rqarYIhyMamkg9blaZlq6+txUISeompAktx7BQpdER6CdiCb8fCqfNylz6M67REGguOAKsWIQK3vkWp0MQbQ5RE1KMGtckgbTVI5tC3JE3iKro4ijSmfqBDREUbUuT6S0j2/gIzSdJZCahM+GMFJalRa47gOUjRIB0gcExmhFEakXAdcRRzFSCiI1uCX36BKgclFBGGMk3ZxPI3Jx+UvS63wPDCliKCocLJgkh7G0eWE7iiC0NAiIYklAbVpn1TCQbogmpsn+iBfDqRQHuXi+g5SMtQkPbSvUaGQD0NSCRcSimw6QdQZEhsDKIIgwpPlR0BZlmVZlvXfKFcKyCT65mxYVjEOWVToZECqGt9Z8c+IrrBESynPoHQNrl5xW6IzKNFaKjAoU73ScrOXtNJZLDFmQCO+u+LjzmptoSsoMbaxX8Uk5t3eXrCYODaMHdRvhVMKlIKIf70xD8912HrcsBWWKxZDXn5lLomEx/gtVlyuo6vIq29+SG1Nmk03HrTCun28qJ3nXptLY22GnSasuMNh1sfNvDRrPsP717HNRkNXWO6ttz7i3XcWsNHGAxgzZsXHfeaf7/LeuwsYO24wE7apPM2ViPDIzNdYML+VrbYbxZjNKt9VKSI8+I/XWbignW23H8XGowdWLJfvKnLntY/S2ZZntwMmMGbLVU/XtbrsiAtrTY0aNYrm5mZGjRrF6aef3jMn+FtvvYXjOGy0Ue/E92PHjuXWW7/4u5oty7K+bE455RQSiQT/+7//y4knnkhDQwM77LADU6dOBWD33Xfn5z//Oeeccw7FYpFjjjmmV+f88k466SSee+459tlnH6qqqvjRj37EwoULv6inU9Gvf/1rzj///J7HW265JQCzZ89mxIgR3HjjjRQKBc466yzOOuusnnLnnXce06dPB+Coo45izpw5PProowB885vfZPHixZx55pm0tray9dZb8+CDD1Jd/UlOt3322Ye5c+cC8K9//Ytrr72WiRMn9uzj1ltv5Qc/+AH7778/uVyOsWPHcueddzJ27P9n773jJLvKM//vSTdU6jjTExRGOSMkkU0WOZtsjHHGGAM2JsmAMV6xwK7X2AbsH7trsyxrmxUGg8EsyAJkkgyYjHIOI03sWOGmE35/3J6e6akehCVhxnC/+pS6763nnqq6dUvqOs953+eMH+HZqDlKjYsDP+Vqj7IDMQEHXIoDVsQhVRWH/m15yO8Hg7kDQRy0RBb3Z6QjT2k9i4OCbreL9BLVVehEEkYeNWWQHVkfdMAECWDmIswmg12y6L2SThGRWIndXWByybIORM6jg2e5sEwVEgLYWKA3GfSEplqx4AMyksQ7LbPWoGTA7i3BBRYo8V4wiyZIicfRFx5M3QJKxYq79g/YvrlFNaiQ/TpXI5WCqvTIzGOpJ6tHo4pI1q2JGFYkgEw0ygZkBL5wtOO6AqItZV3QIgMjZ+maiJYWuKGjIyWqCCgHC7YiUpJt3RYh94hU0nUKVG2QRImkzDxLRYGKJUmkkRK29lKEhjKvwEiQglwGEiBZPcFOgScQ9wzaKJDgpaB1akLwntGenLgSKC0p00A5sLhhiZOCydQgIkUhA1QCfJ1wsq+fMTXVwmeO0oCcMURe0JkxDEcV1UJJkILEKEJkSKUkihUzkUIrBbJukZVXFmPqx5FS4FfNDLu3QEQSXwZ8btFTBlV49u9eYftkG+/q3Im8tFAEUiuQUlKkEFWSJFV45+srW9btm/CeqvIYo9AdjUo1hQmMlkvMZIyPofKBaRfROsYgVyxuucJbh5CAlshU45wHV1dWSKNQRqJTSUVgOavQkSKvKpKRqAPVERS5Y9/iiLnWwf6uDQ0NDQ0NDT953D6/xMs/8HFu2bfIiZum+f9++VkcMz0e8Hfl4l38xhUfYr4YsjXt8VcPfzEndmfHdF/cfSO//dWPMrQlp/Q28b8f+WJmk/EVYJfdcQOv+tInyFzFmVOb+ZvH/xxT8fjfHe/7wtf4s89dAcAZWzfzwV9+Lp0kHtP98de+zHu++VUAzt28hQ898/m0zLgR88aPXMrHv301AI85/UTe/fNPRx1mmuRFxW++7RKuubn+8nrhg0/lba982pgpMRoV/Par/4abbt4LwOMuPIs3XvT0scfcN9/nZW/8W/bs7wPwC89+ML/x8+O9jW/dOc9vvOVD9IcFAM994v353V8Zb2/wjRt28vK/+HtKW7f0fPWzHsEvXviAMd3nP3cV7/jPn8D7gJSC33vTM3jsheOZGh+95Gu87z2fXdt+ze89jSc99dwx3fv++DN8/EP1Of7r//HPXPzuF3PBQ8bNlT/740/zj5/4dq3731/iv7zrRZx7WLi39543v+S/c823bgXgU397Be/66G9zyjlHNmEaGn6UbN26lYsvvpgHPehBOOf40Ic+xMte9jJGoxGvfvWrWVxcpNPpjLXKmJqaYjQaUZYlUbSx+bt371727du3bt+hbTsaGhoafto4MCF+KAfnb2se/ehHj+176Utfyktf+tIjjvvbv/3b/PZv//YR77/11lvXfk/TlA996EPr7v+d3/mdH/icduzYMbbvvuStb33rmgGxER/4wAf4wAc+8APHuO2228ZyL/4t52Ujtm/fPnau/r04SpdTH7gIDinRCWHVP1j9R4jDvjyEQ447WKkhVle1r2lEHbxN5imXKtJYccxUC6FAtAV6RmNmDdFxCaq3OmEtVseTgAwICVILzIxh5swOc/efoHtqi+4JbeKpiDTRTLUiKDymCiwv5lSZxVpHlYIdVuzfn1Fllr3fWcAPLEIG9leWFRWQDjZ1UmYmEnTuyUOgFILZJGLPIEdJieiXbG+3EEh8oilVwMSKdhoxMZmwUFUs+AqvIekZQksw389q4yVSaCE4drqNCiCkpLKeyln2LQ7o5yUu82zqphgjcTawe2WEtw67lBOGFVIKpmJN2a8Yjkq89aiORkWKKgRSo+m0NZO9mEmpILe4zKK9wAvIbKAsHTISzLRiRN8hlKA7mxIZRV5UrGQFo7KiP6qItxm6W2MGu3LKka07ho0sw37B9KaUJAi0kqBqc6ulFUkkkZEkEJiZalEEj9e1TqaKUgYWdo9Y2pNhRx7t4PabFkiNJNUS6cFohYwkUklUqlFtU5sCPuAzC5kj5LbO/PAgfEAQcPsLxNBx3FQHaz07d6+Qr1QMRiXp6rUrlMBIiYgFoXDgA8KBz23dKkoIMBKTakJmKVcqipElUpLFfoEdWhQCGYNbKmHgEC7UH5sAwoNdysF6ZCQYCAdSoCUYIBGSmZmUJNV0jCGairDec+OuJYKB406ZxCRH6X8iGhoaGhoaGu4T3vYPn+eWfYsA3Lxvgf/8D5dvqLv4u59mvqiDEXdlK/yX71+2oe6N3/gkQ1sCcMPKPt579Rc31L32ik+RuToo7erFvfz5968Y0ywOM979+YP7r9m1l0u+8f0x3a5Bf820APju3t18+Jorx3Tfvu2uNdMC4PJrb+YL190yprv86zesmRYAn/va9Vx7y/gKvM//8zVrpgXAZz93Fbfcsm9M97FLv7tmWgD8n7//GsNRMab7+Ge/t2ZaAHzk0u+QF9WY7m//+dtrpgXABz77jTENwIcv+Vq9yAbwPvB3l3xtQ92nVk2GA3z6k9/eUPfpv//m2u/Oef7pE98a0zjn+fSnvru2ba3nnz79vTHdvruW1kwLAFs6/uWy8ffsnuJWKy7uza3hp4snPvGJvPnNb+YJT3gCT37yk/ngBz/I85//fN72trettQ7ZqKLqwATWDwqE/Yu/+AvOPvvsdbdnPetZP5LX0dDQ0NDw08twOOSmm27ita997Y/7qdxnHIUVFz8ka8UWYjXP4oiCMU01dNz8nf2cOjdFKDxCCfAQb4+RqVpt4SMOtpgCVoMKOPTvkbU2VghkV2GOj2jnnmwx4F2duZCPcrJ+gSoduxct28tAWQV85ckXC2zlkBMGX3mSIHD9Cmc0C3cMmNveRXQjBsMc6T1VAVuEwZaBSEmkElTBk6tAW9ST8XkIRF6wqRcjgqCKYXHvCAdMTCZoIxFe4J1HCHmgsAUvBWms6cgUGUsqH5CDCmM9Sgm2zrTxQ0dZ5OhY09OKkAXQnpWyJFWSQeHpTSXklUU5j5CCMrO0I41QAld4BsLijUZUjswHyhE4IwiZxe/xCCNx1hMpjYjqVlphyeKnFYO7Mvq356jS068KWgGmujFu2RJLiYoUfmgJrj43Ski8twhTb7cjgzQSqyFfqoilIPECpRUro5K2UZy4eYKOUZTW004VOOq2VlrgvUcDoXQEKVGJJMj6ogiFB7NqcimBrzxCBYQQxEZxwtYJfOlI4xQhqCsbXECuWIQSBBeg8vjS4xOFUbWZkbYNIXN1kHcE/WFFZyJi4ti6NZYb1q2/ymWHKj2dVoRMFUKLOqjcKPCCYGB6JqVYqrAWpA4MBwW9qQQAO7T4QUCFwNymNvsWRhw/m7DhR6uhoaGhoaHhJ4Z9K8N123tXBhvqlst83fZKmf1wuiof0zjvGVTrJ+4PPw6gdHXLz0PJKzumK9wPuc9usG+D8dZ9Bziw70hfN36oY3+48YxZv5JbKYlS44tIIr1eZ/TGbbEOH89EG3/1a7fjH7i9tr8TUxxipLQ6yZhGKUmaRgwGB9/PjcbrTLQwkaYqD57/6U3dDR/3nuAR+HDPzYemVVQDwHOf+1w+/OEPc+uttzI1NUW/38c5t67qYmlpiVarhTHmiOO8/OUv53nPe966fTfeeGNjXjQ0NDQ03Ke02+17HTB+tHEULqcW9YQ6B25ru38AYd3vQhystDi48kEgkAgErvK0lj16T8lgfw5BICKJiNYfc3CMjR7qQIuqgxoZSWQiacUaVQXC0JI6wbapFu3EcFwcE408orBsasVoKZjuxYTC4VwgFpJJbZjfn5EEiSgdXgSKytHb1CKJFa7yjCqLbBmCEBSFp/QeKwUiqbMaZOnRRcAHkLmnExkiJLGqz21wgT2DjP5CRijrlf6DokQISRQEidGUq+OKSBGUJO9XLNiKKpKESOEI7BvkKCGYjWKywtEWCkZ1eHU/s+xeGFFKsDYglEQmisoIRABfelzfIauAyBwmqjMtRqOS0bDCShgOK1ixyFiStAyyDz2lUVZgM4sHrAtUqURPR4QyIDsGKyFU9RslI4UwChDctmsFW3n2LGXcOT+kX1oGpSOvPDYE+jjS1DAoHa2WoRw6bOkRBFACGWtkqhGxRsYK7yF4kEogjIRYUbQkQgp0rEAJvAQpBKEKqEihjUIZjfB1RkXIHX5o6yoJC04J+kWFD7UBEkqPrzwy0WgjmUoNwghaqSbqGioCpqhNMh9L1IRZfc2SYVnhzaqh5T0uQDYsWLIV8VRMJzWIKuCzesWeatXHdZOYqTiCkeO2fX0aGhoaGhoafnJ5/Nnr+7U/4ZxTNtQ9d8f9120/Z8d5G+qec8JBnRKCZx1/vzGNkpLnnHjO2rYWkmefePaYbq7X4Ulnn7q2Pd1Oedb9x3vpHt+b5PEnHAxC3NRq84xTxnXnH7+N+x27ZW37xE3TPOLUHWO6xzzwVE7dsXlt+1EPOJkzTpwb1z36DE7YsWnd9oknbB7TPeuJ57Jp+mC7rBc984F0NpjMf+FTL+CYLZNA/d3ilb/wqA1NiZc++cHMdFtAbVq87tmPGtMA/PpvPIZWq25d027H/PpLH7Oh7hWvfiITk/V4M7MdfuMVj9tQ9zu//0zipJ6cPXbHLC/+9UdvqHvtRU8ljmuTZMcJm3jRS35mTNPuJrzmj1+0Nt7PPOl+POmFD91wvIaGHzdCCE4//XScc2Mtnq699lpOP/30H3j85s2bOeuss9bd7k14a0NDQ0NDw08LIvwom3PdA/bvX9igzDKs+xlCQKw2jjqYdXHoyzgYSiGEqFc5hTpwWCBwfcud77+JtkmQsWaUCJJTWkyf20VEAoRcq7gIB8Y+zLAQhzgpIYTV4Gaobimwt+b4FUsYWrwNKKOorMOXjlLAyOXMhggrJJlzTMyllMsVw8rSnUkRuSOMLEpJvJHkeFpKooQiWE8Q4ITAGIkPgRAJgvVoDy6vzQAvBaOWIFUKBaAlhIBfqWrjoCURJfjS1fENWiK0ZP/CiF5iMJFCxQqp61ZLIXP1uXMelOTq+WWObbdIlEBoiSWQF46Jdsx8ljPZirEGjJAoD6IlCXkgONi9OCB4aEtdt92KJYWvQ8IdgVHh6PYiZCQoSks8EzNx3gTVzgJ/V4kwgnLFEiJBv6qYjSN0EHVVghA4FxAjiwz142KBILDeISPNrYt9pja3UUqQjSxeC5TzDEqH7VecMNlBivo9F3p1pZsRBB9YGBbEWtPSur6mfEC1NIS6V+++pZxpoxEEBsMK5zyT3ZRQeYgkqqVxVW0UCB9qA6Ssq3584fEKvAsoU2eSBO/BAUKwXJS0NrdYbnmEkvjcIaUgzutzX2SWrTNtYicIeLwLlD7gJMRIKufI9ufolqY7m6CMxM6XtUkSSYgkMpa4YYVEUFWO2/YPedzbHnTvP9gNDQ0NDQ0/RVx11VWcffbZXHnllZx11nimwNHG3339+1y1cw/nHLuF5zxw3EA4wD/deQ3XLu/h/tPbeeSWjQ2OEAIfu+173DFc5OFzJ3HB7MaZBT4EPnLT99g5XOEx207ivE0bB0d7H7j06utZznIefeqJbJnYeFW+855/vOk6BmXJ43ecxOb2eK4G1BUbn/7+dTjneeI5p9LdIC8D6pyLr3//NqJI86Czj0fKjVdRZVnJt759K3FsuOD8HUdsF7O0MuK7V+9kstfi3DM3DrUGyPKK62/dw/REm2O3Th1RtzLKufGu/WybmWDL1JErFRYWBuy8Y4Fjjp1menrjc3Lgdezf12fzXI84PvLK8UE/Y3F+yJbtkxhz5OL9fj9jaXHE1m2T6CNUhADYylHkFe3uePXGPeHAZ+/Dl23hpFOP/Drujpuur3j+43f/h/kMN/xoeOELX8jnPvc59uzZQ1mWzM3N8brXvY43v/nNAIxGI3bs2MFLX/pS3va2t/2bxv6P9v+Ju2PHO7/8Q+luvejhP+Jn8h8Tt+cmVv7kBWvbvVdfgpobzxBqaGho+GnjqGwVNd4nss4tCOvMg43SuMNhP8XB0mwh1vyHfFQRvARfP1aiNBGynjAeK+3Y6MuHOOhjBFZrvev2UEXhGA4qWhaQglFV4YuKhapiNo3ZPcgxUhBaCmMkd+7PsEuSUFh6aYSwgSp3oAXWBwbDkjTVMB0Rck9hA+lsjFso67ZIRiJDwA/rCXhRrdotkaAdatPBC5ClxxUWGUkGmcUUEE9ElIsW5QKqrCf9Z6dTFoYlk0kETmArz9Iwp6cNRV5hugbl4fjpDlIL9i3mtCJNZyam2zFgAzOTKSIIhqMCryU6CKQPKCEQUhCHOjOiDIF2y5A5S3+lDrfevKWFyQPOexZwtKYiktNb2NJRjRwu9ygnoCVxwjObpsQTGru7QBnJaFjRSjReiDqfRElQQFlnhwgb2NJrsdIvmd7UQvckC94SecNMO2I+dygjEdbjvKsrN1wAJ5GRYHIyQXc1bl9FqBxCCtzQ1teqD8wmUW04yEDaMlA4gveItqIkYIMnijUheIrckigBWiJSiROBYW5JkYRytY+qVghZX7itiQRiSUsKRpWjDB4zglwIolgya1qIwlN5kF1VVwERuOn2JY6JUvrBIZ1HDCpGhSVSglgqjBB469BWUVWwc++A42c6CCmZOEKrgIaGhoaGhoafHJ73oHN43oPOuVvdE7afwRO2j1cyHIoQgmfvGA92PhwpBM8/+YfQScGTzz7tbnVKSp65QZXF4SRG87Pn3/0kYRIbHvmAu18RnaYRP/OwU+9WN9lr8aiH3L0uTQznnn5kY+MAvVbC+SffvW56uvMDDYu1x00jjj1u5m51nW5Kpzseon443W5K94fQaVNXJN/X1DkV97y5QJNx8dPHc57zHB70oAdxv/vdD+ccl1xyCZdccgnvfve7kVKSJAkXXXQRF198MVNTU5x++um8613vwnvPK1/5yh/3029oaGhoaPiJ5ChsFXWQEMKa8VD/OFBZIdbVWNQawcH2UpIQDh5f3w7ql+4crG3LSNdtfYAg6ryK+pEOr+CoF9gHvzreIfUY9b8EwoFdqAOUfe7IK4dpR2AkO6a7dGPDjs09tk13KENAaEnSi6gKy7QxCBcIua8zJ0JAxIrZ47vsL0uuv20RO7JIIMsseSTACPLcYgcWJwQr1uOCr1tExQo7LBkulQwKW1dEVB4vBbu1ZXewDEpLFGtML8JqSeECMtHMHt/DxLo+6c7XPwhUMjB0nn3DnL39HEtgy0ybWArCyBGsp+oqvIKgoduOsM4j4jq3Ish6FX8ca6KJiGhCU2UVy0s5/bKkLBzFYgkuEKeaze2E2WPbTB7bZnFnBkMPGlQAnQXykUXFUHhfVy5kDll6sAHV1gQFwQW8DXjr6/yJtsLMROSx4I5hRu48E2nEwFn27h2SrPb+9VVd6RBswBcWnK/bgjkoFy1eQpB1iygB+JEFuxp+KKirdjzIWONVfY1IR5074hxDa4knI7zzoGDFOnYPcyamU5KpuG47ZgSj0lK5ulrDCs/u5RGLgwKXe6IKbOmhDNiRR5q66kS2FARwmUfngTO3TJFby8pCBrHETBt0W5OkBpMopBBklcPaui1VkmqQgqBg1C/vw090Q0NDQ0NDQ0NDw4+eEOqMi3t6C/ciH+MAd955J51OByEEg8HB7JgQAm9/+9s59thjSdOURz7ykXznO98ZO/7qq6/mwgsvpNVqsW3bNt7ylrfgnFunuS/H+mnntNNO4/3vfz/Pec5zeN7znsfVV1/NBz/4wXWmxEUXXcSb3vQm3vGOd/C0pz2NlZUVLrvsMubmxlvJNTQ0NDQ0NNx7jsKKi0NDtVf3rJVaHKigCAdbQG00woH966IvQr0Cn0CqDKobQwlVbokmDTKRCC3WVXuEQ8YKPiCCIIi65ZJYcyxWqz88DPbk7N+bMRNpAp598zmb04SkpSlLS6IUdlCRKZjqJYSWYFPcohyUhFC3OIokDIYVkVRoPH5/Qag8LaUQUqC0xAtJaQJeS9K2RhSepeWcQWFJJxKkEuxaHDHVSchziys9wVWkkcCHwGwl6XuHx7GsBd0MrARpJJn3RAK8CchE4oeeqVa96l5HCqsFExMJVWUxAUSqiX2dw3Hn/IBJ3UIVMNGKkXg6yiAR5ICfUrg9lgC4kcW0NKEtSErHpskWwUMZLLGRhCAY5hV6OsX2Le1loO/Be4JUdZh6pMiXbR1gPbQIIDISXziErLMmUALZ1fiVClcFBtYSZQqZSOJUMfAenVXko5ItkynaBYIIVNajVH3ZBLEaum09TgpGlcVEikgLvK+tLu89g1FFpxdTrmaTJC2Dz+pqDO9CbamFgAdipaEMiKg2zVLnUSaua4skBCUQUpJ6CA5c6YhTxWQk2DvMmZpMEbnHxBqVeZIg8UtVHW6eWdB16ykRBATHVBIx3YnJS4+Rsm6FVThUYvAmIILEGsHSoGB2Mq2NwsyRxke1t9nQ0NDQ0NDQ0NBwVPK6172OTqfDcDhct/+d73wnF198MX/0R3+0tmr/cY97HFdeeSVbttQZLIuLizzucY/jzDPP5B/+4R+46aabeM1rXoP3fl1LovtyrJ923v72t/P2t7/9B2qEELzpTW/iTW9607/Ts2poaGhoaPjp5ig0Lu6Oe7b6JYjVhlMedl23zEwZ6glpXQ8pEwlC1Dqx3vM40KMqyLrWo67mWG1lFQLBB/yKJbs5AwcLyjFdBbZNrGYbhMCSdMRa46PVaopIYANUzlF1JbHU+NwhhMTEMf2lEu8CLWnYPtuGtsIvWmzwCAcTswnlckm0o4XdmTEhErou4BPBLXet1Kv/44rpNEJJgSx9/ZpGjq5UJB6yUYWKFEEIYqOwzrPUL2hFnv6oYi5OcCKgVZ2loRKN7mpC6YmCQu+IyeZLsiJQFo5jZjoYL+gLh3ce7z26p+gvZOQ+MH/ziE1xRNzSqCAIEhCCzlRUv/YgaG1KkQic90we06I7FTO6boTIAmUUKEuP9nXCiC8cfVcSZR4yi4o1xKo2LkJARqquQJmUqGFdHVEVFbHW2CqgBWRZhS4FnShCJ4pWpMjnK1SsEN4TbJ0VoXuGEMAr0F6gu5pyf0lEHc4u24a2q00IHUk8AaHrjIz6ghIIVVdpmE0xfrnE5a4O3/YBsyUlEkBStzDLDRjnMYnE554gJKOlgvbmlO1pSl6FOmRbKyINvemEsFghIwWFxy1XCC1wISAc4AK+FCwOciZaEbERSCVwuUUlmjQ1yESwebaLX3bIlsJpaPt73hu4oaGhoaGh4d6zZ3nAl667hclWyoVnnXTEDIUflpv7+/nG/ts4tj3FQzefeETdF2+9le/s3sVZm+e48MQj676y/1vcMdrDOROncNbEkVsrfeK6a7l1aZGHHXscD9i2fUNN7ir+721fZr7o89i5czhv+oQNdaOy4n999ZssjjKectZpnH/sxvkYC8MRH/yXb5NXludccBanbJ7dUHfNXXv531/8JkIIfvVRD+DkLRvrrrptN397+bdRUvIrT3wgO+amN9R99cpb+eSXr6LTivn1ZzyE2cmNWzV97BtX8Q/fuprJVsJrnvwIjp2Z3FD3wUu/wZe/dwtbZrq8+nmPZGo1mPtQrHW8/2+/wpVX38kJx8/ysl9+FGkSjemyUcl7/uRSrr3qTk46ZY7ffu2T6WyQL7G4OOTP/uv/4/bb5jn3/OP5zVc9niga/+q4f3+fP/nTS9m5c4ELLtjBy3/zwg0zLa695i7+6B2fZGFhyKMfewav/J0nHTE35L6gbhV1z8e/t62ivvSlL/GZz3yGN77xjbzuda9b25/nOe985zv5vd/7PV7xilcA8NCHPpQdO3bw3ve+d81IeN/73keWZfz93/89vV6Pxz/+8aysrPDWt76V17/+9fR6vft0rIaGhoaGhoaGo5Gj0LioqyKOtG/VK9hAs0H1hRi/21cevViigiEokBKEhCBCvar+0McL64cKq/sEq8HdXuAHFrdQ4fdUtFY8xcgxv5IzFUeEUOdC71oacNymLsIH2lrTCoHCeYSRtLakpEsVjBwtpVgpKqbmUob9kiXraU8ZFrOCWQyho6gk7N03oqsdE1bh9pRQBXCufpYjzzFJXFdHEPDBM+pb8soRWorNQRAQ6JbBDQpaSkLhIIA2ki29FDOb0lssKYeepK0RAfQxCX7FsXNpwKY0IdlsqEYOijpYGgF7+hlzUUyvpVFaYFOJH1pK63GpZIuMUUbhSo+OJULXrZzwYCJNqAKD5QIQjNpwXCdl73dXKPeUtEpYKgsiJ1CJAimYNBFYX+d6CFm38RpVq0UwAspQh2rvLsEH9GTEpFXcuTRidmuLhaUMNfRUI8vWqTaRDQTniVMFlQAvobQopZBKELSgdU6b8tYcMfSojkIGQRhWyFgTSsAHpBJIKQgWVrKKXjtCiIA0imAEdneGjBUSyHMLAnTpEEl9vqSSpLGqcy60QOT1e2tiSZ6V5D7g0zosXMSK7qxhUDni1eoPNPRHBZEQjHJH2oloJRpbOIQPRIkimjYEB+QegkCHALFiedeIqKWIysCdK0P0UlNC3tDQ0NDQ8OPizoVlXvjeD7EwzAB4xvln8I4XPOkej/ft+Tv4la98kNxZAH7nzMfyG6c9Ykx3yZXf5/c+e9na9psf+Wh+5fzzx3R/c9s/8uE7PlMfg+B1p/8KD5s9b0z3zi9/kf/xzW8A8J6vfZX3Pe2ZG5ohr//2B/n6/I0A/P0dX+O9D/i1MfMihMBvfOjjfP22nQD83298j7/+pedz/2O2rtPlleUX/urvuHn/AgAf/daV/P1v/jzHTk+u0+1a6vPL//0j9PMCgC9eewv/8LsvYbbbXqfbuX+Jl/7ZRxgVFQBXXH0rH3nzS5jsrM9x+P5Nd/E7f/oxnK+/SHz7up38zR/+AuawyfwvXXcLb/7IP61tX7trH5/83V/EqPW6j/zzd/mzj3xpbfuu/Sv85eufP3bu3v83X+FvPvI1AL571U6Go4I3v+ZpY7r3vecyLvv09wC44/Z5AN70hz87pvsvF3+Cb3795jVdqxXz6y9/7Jjubf/5E3zve3fUujsW6PVSfukX119T3gfe8nsfZmGhrjz45Me/xfHHz/Ks5zxwbLz7Ch8kLtzzymF/L451zvHKV76St7zlLUxOTq6774orrmBlZYXnP//ge9hut3n605/Opz/96TWz4dOf/jRPfOIT15kKL3zhC3nDG97AF77wBZ7+9Kffp2M1NDQ0NDQ0NByNHHV9YA62fzo0xYJ1+2rz4vD7wxGOqTmwOm2wP2dxsUB3I3Ss0bFBtCWqqw4Zpp5MP+TotfvqvAyPW7Is3zxgeP0Qe1OO31tRDSw9L5mKNNjAYFBSOc+kkIRhxe79Qwajkv2DguGwpL+Q0985ohpa8tVA7Ty39OdzOq2IVqzIMsvmHV2s8wQEcRmYSyNU3zG/kOEXC0JpCUrSLy1VYVFCQOVRQqKNpDcRkyhJN9JUPc1SVFegTE+3kD1NNJcgY4VoaXYPMsr9FYN+xZ7+qK4Y0KtZDhaOP2ESpQUlgairiVqavYtDOse1SI2qcx9cQGiBUQqzNWFqKmVuokV3UwLOs3tlCEHg+o5QBIxUuCqgYsVUL8H0FNtOn2A4qih25rRy8NYzIQ3TnRhJQFoPmYPc4bOK4Bx+WOGHFQKBkLVJVdnA4qCArmJlT8awX9JtGYbLOSFzJBUcm6ZEDpSWhNLVHcUIiERienGdl+EDwoNdsMQnpggFUsna7NKKsJpxEUQgxApcQBCYaBnk6hU0WC5wA4vw4AtLKBwmUmgjcUslYblCbYkglehYYnoaGSvwdc6GUnV2RVtJukrT6UYkRpIvVfgqUE4plr2FWDL96FlWOpIFXxGEqI2SVBGlmrxy2MwjBFhXX+/CB9xiRUsoEqMRRnLM1h4z2+4+zLGhoaGhoaHhR8PHvnHVmmkB8IlvXcO+/vAHHPGD+T83fW3NtAD4y+u/sqHu/37/++u2P3zV9zfUXbb7irXfPYHP7vmXjce78uDxLgT+7uorxzT9KlszLWqd5/I947r9w9GaaQFQec9l1944prtu97410wJgUJR86cbbxnTfue2uNdMCYGmUc+XOPWO6b91455ppATDfH3Htzr1juq9ddfuaaQFwy64F7tq/Mqb75i13rtu+Y36ZfSvj7+23b7hr3fZ3b7wL78e/73zvqp2Hbd85pgG44frd67ZvumH8tQLcdJjuxht2b6i78cb1x9+wwXjDYb5mWhzgjjsWxnRHIzfeeCNXXXXVutvevePv+6G8733vI89zfuu3fmvsvmuvvRalFKeccsq6/WeccQbXXnvtOt3pp5++TnPcccfRarXWdPflWA0NDQ0NDQ0NRyNHnXGxxmrg9VoNhBCHbAuEEAghNyyXF+LI5kW1VDEx1SKEgFCSoGQdRByA0h80LsafzFoBRyg91e0FxfU57HGEJUvIHfg6cLuDInhPZh0ryzmxpV613zZUkaTVjhDeM2EMWI+KJHHPoFSds2GrwPywxAuJLANLt4+4aX+f2xeGlAiIBWk3phsbqGB5WCE8tFNDnBr8RES/KxmausxZI+h2YpIKJJJSgZ8w2FThAoQSHLBrJWdqpoUw0JmImJhKqajbGxWVQ85o7M6cfKmkmC+xOwvCouWE6R4pktk4IYkVlQ/gVitZyoCY0ngD5ciyZ2lIN4pYWM7IygofQl0ZogROBMqBq7tc5eB2W2InEEGgpSRFohFg61ZRIqxWGLhQB6erOqPEFw5fBupijkDsBL4fMMDiqMQCoxBQQdLSikRJROXxy1XdYsvWbaZEWL0ufECmiip3rNw4YP/XlyAPdbXJ6v1hrReZoFgpUUZBFZAIpFKwWkUhKo/QEu/qapOQWXzmUEIgy0AYeNysrkPBRw6/UiEnI1SsUFWgExtSFIkVaAu79w/xQYAULC4VLC8VUHi0kyQtw9z2idowUpLlfk5/VBE56C8X2KFjMMhxus7xkJEk9x6fO6rcEjKPisdL/RsaGhoaGhr+fYj0+uJoIRhbkf9vGk+uHy9WGxdf9+J43XY3ijfUtfT6aoP2YdtHOv7w8QFSFdFS61sbzcbdMV0njkgOOy+bOu0x3UynhTzse8JGuu3TE+u2pRBsnxpvnXPM7HqdkoKtG+i2b1qvS2PDTG+8tdPh7aim2ykznXHdSdtn1m2fsG16wxZLJxw/+wO3D3D6mdsP2964zdZph+0/4wi6009fX+lyxhnjum435ZRTt6zbd/4FOzYc777CI/DIe3Grz/GznvUszj777HW3v/iLvzji487Pz/P7v//7vOtd78KY8Zari4uLdDqdekHSIUxNTTEajSjLck13eLXGAd3i4uJ9PlZDQ0NDQ0NDw9HIUWlcrPcNwiH7Dt4hEGtGwuGmBqu5A2OmRoBdO1fqCeLKI7RAyADDQHFTzujKIdXOglCuhlj4uvIirJoZa48nJaqj6LY0+IATYBNJpkBEEhMpRKTJfWAmiQiibjPUbmsmY8NyVtJux2gj6E0k6AnDwFl2FQVhSjOfV4TMIjJLEismtebU46aY7cbsHeVoY9BC0OoYCgXtdoxQAlMGpJS0Opq5UyaYSA3JahWEBqQXxFqyvZUQBnW1gig8ofBoIdjWToi1Zlg6bCKRRqESiQey3QWD+ZLRsCQvHW0nCLmvDaDcY5ctKpWUwTOf5/ihoxhain0Fwder5rwNbN3eI6j6vWm3YkysUCUkkaSqPPhAzyrmr1uhXKgoc4cvPVIKVCwZjSze1222fOlACuREhIoUwvo6y6FwYAOu8og8kGqNkIF9eYHuaArlMaVgeaUgQhKqulVW3XIr4DOLH9naVBhafOaxixXCBzpC0RWqzkMJ4HNHcIGRtXUrsdKTIPCZQ0QSYQRBBvSxCbJrEFFdvaG0QBqJ0LLO+xg5hJGEZYvYWZCvVJQDi80co/kCj8D6gF8s69dXegrrmGunBAXeBiZiw6apBBGgvG7ItDJMSk3WtxSZJZKa6ckUk2omtK4/KT3F/EqOD4GVlYIYWRs3VqKDIIoa46KhoaGhoeHHxQsfej9OPWSC+5VPeBiTrfE8gh+Wl53+CDYntRlghOT37rdx26k3PvJRzLXrSf6ZNOUtj37MhrqXn/xC2qo2K7Yks7z4+I1bzrz9wsfRXp3EPWFyilc/5GFjGi0V/+l+L6SlalPjIbOn8oLjf2ZMlxrDH/3sk0hNbV489tQTedEDzx3THTM1wRuf8mi0rL/uPP8B5/C4M04a093v2C284WmPohNHdJOY33/WYzllg4yL808+hlc98+G0YkOvFfP7L3o8x89Njeme9JDTecHjziOONLMTbd7xm0+l0xo3ap52/9P5zQsfzLbJHmds28yf/9KziM24kfSSJz6A5z76fsxNd7n/ydv4b7+58Tn+zV9+NI995Olsmu3y4AtO4A2v2vi9/Y1XXMjTf/YCTjltC09++v155e9urHv9m5/BhU88m1NO28JzX/hgXvzL4y3FAN78pmfymMecwamnbuHnfu4h/NwLH7Kh7u1/9EKe/LT78+CHnswb3vQMfuYRp22ou6/wqxkX9/R2wLj4+Mc/zpVXXrnu9vKXv/yIj/umN72JBz/4wTzlKU85omajhXcHug4cet+RdD+M5p6M1dDQ0NDQ0NBwtHEUZlysIg73VNa3kAo/0HNZ/0fagT/eAoGwVNLzklIE8I6WlYShpew7gpKE/RY3bzHbY9SMXi38OJB3EWrDREN0fAxCcOf3FkmVJK4EtBUUgioElnPL9k7McFTRbsX40mO05Lb+AJ1olkcls7NpPfmPwCCx1tGLDNExkt58zL6FEQvLOaUMzMgWWiompxR+QtHpRfTnC/K9lumJFCqHlxCMoFypkCOPKH3d1krWb7SKBBJRtxVynlQqZAC8J/j6tAkDLavwC5ZeqnBDBwpGlWU0Kjm+k+B1oD+w5N4xE0U4ASt5xWRk8JljczAE6ygzGPRLZFbRSjRUgWADLg9MpIYgwWeOfl7SbcekqUI6wfxihveBYVGxrdMiH5ZQSFSiSIxC+fotkboO4g5l/Z7LloHS460jrGY5yJZi31JO5gQrJtDOHKKShMwypTSRgOCg8I6kHdXZFAYow+p1U5tgICitx2jQUiCMACVrgyKAQdQh2EocDHe3gaAlgYAfOMrKYToaaQTlcoW3HuUPBsdjA6GqEMHUlQ4R+P0Vdkbjlh2pkbh+gUkSAlAOLSGCTqqpRo4qBDalEZSekDu8qs037x0oSWYdvaSeNBAtzTCvsEPLTDuG0tNx4KVnz0pJpCQtJ0hMY1w0NDQ0NDT8uOilCR96xc9x9Z17mGylnLh54zDoH5YdnRk+eeHLuX5lD1tbE2xvTW6oO212lst/+Ve4qz9gS6dDa4OV4wBnT5zCXz7wYharZTbH0xi5se4Rx+/gil99KftGI47p9YiOUDXy8M1n8E+P/X1yV9ExRzZonnDGKTz2tJPIq4rOBtUbB/j5B9+f511wNpXztOPxoOoDvOQR5/OSR4xneBzOLz/hgfzyE35wLoMQgte+6DG89kUbmz2H8orHP4xXPH7cxDkUrSS/9/MX8ns//4PHarUi/uB1d59VEMeGV73m7nNSer2Ui37/mXerm5xs8ftvvnvd1FSb17z+qXeru69w9zLj4sCxJ598MmedddYPdcxVV13F+9//fr74xS+ytLQEwGg0AmB5eRmlFFNTU/T7fZxz6yollpaWaLVaa1UaU1NTa2McyvLy8lr1xH05VkNDQ0NDQ0PD0chRaFzUk8XjiEPuP+yIDVo7bbiqxAX8ikWpGCEUooD5xSFTnRgtAOFxK5YwdLiBIzo5rc2L0tWtqSIJkrUMBTWpmJtrM1guWFmp2L6lw3B3hu9qpo3Er5REiaFarTaYCIZjWym5Bh0p8n6FRrCy4oi1YutUyiCryApHHCm2zHVYHhZMRJq4hDBtaAtBkTn2Lg2ZmUxIZ0Qd6NxSuBaE4yPszgJzVwkCCgE5jkkTEbzHVx4XAk5B0ZZUfUu5XNLRiuGoZNIF6GoMgqXFAisCLniyzDE320IIQUdIVoyHTCATiV+x9BKD9VABsZIIJUi0xMym2NwipaSQDlt4ptoRQkm8ApMoup06jLyjDSPv2LM84thOiySO6tX/EpQWhCogdaivgDKsZY5UQmAShY8kIVSgNGhJMIKq8rRnEiocc1MJo6WK0bAikYI5HSE9iAhiJwiVwwuB8HXLroAg2PqcyUihlGRQVPRkhBg6CucwkYTMYUuH6Soo/cEgd6UoQyAWdYj7qLB0hYQ8oEJAaIVUrFb/SELlCVogvIchSAdBCyQQtw2qDKipFFdYXO5pb43Jh45MBHQiSLzEufqclh1BktWmXVpCVXmsEgQBOBgt57TaBpkYpJYE7ygJ+CAwRmFU3WKMDXooNzQ0NDQ0NPz7kRjN+Tu2373wh6QXJTxg9vi7f1xtOHFqvKLgcFo6oaXvvgqkG8d0f4DJcAAtFR159wsntJQ/0LQ4QKQ10VH4jafhJ48bbriBqqp46EMfOnbfMcccw6/+6q/yohe9COccN954I6eddrDq5PAcitNPP30sf+KOO+5gOByu6U4//fT7bKyGhoaGhoaGhqORo7BV1A9Trnr3T3vczIBiVKGtQKURyiiUFky3Y/AeMltXKOQWuzfD3jyiuDVnuDOnuKXOsyhvL6j2V3gf8FWdq6C1oGc0m5O6AsKFekJ9v6soI2ilhgXv6aYGm1uChmJoYeQZDity63CVpx0EMpaslJb9iznFqtkRBUnhPdZ7ZBFwIbBSWUxXE0JAbU9QWyNIJDJWZHcVrMwXDAmgJKWGXjcBCZUAGzxQh2frIjDZMsz0InSAvKyoCPQXcqx1jArLZDuiKxRbWxEtL9g9P6KYkhTtgCkCdtkhtUJUAV9akDCfl3gJK4OyNhs6up6UF2C0xLQ0Wkm0EyzuH7Kwb0RuHcv9EjVr6MYa7wOxUlQikExEaKMIB1KuJQTncaVFRpI4UuiuBhfIgSEBmWpQChFJChnoO0s1cGil2NxKmJAKmUhkqmuzQMm6vZgWiHg194TaJvOFZbCUYyvHhDGIAENrcdYjJZTWM7IWVzjywrI4KPAu4EuPVmLVlAhMxBGCwEpeYXOLdZ4SjzSrhoIU+MLhcoe3Dj+wCKBl62wPX9atudCCoAR6BKOhpZ+VKC1ZWS6prKMikPcr9i2PGEVAR2MmDZNxXQlTuLr6QwiB8IHSe0oJphvT6kbMdmM6RqNjhWhvvHKyoaGhoaGhoaGh4WjFr7Z7uje3fysPf/jDufzyy9fd3vCGNwDw//7f/+N1r3sdD3vYw+j1evzd3/3d2nGj0YhPfvKTPPnJT17b9+QnP5lLL72Ufr+/tu+SSy4hTVMe9ahHAdynYzU0NDQ0NDQ0HI38B11/5DlgXmxkUGxMYOHWPp1cIJJ6hBACGoGUiqCpQ5ZLh60cogwUt0t27iyZ0obNSYRfUtiOoN8v6QTFrtsHmFIwWQgoA5EO5AKiAJtbMcKBqwJzU5owdNxRFmyd7JBIg3GC2XaMC9DPcu7KKuaSLjNTMSv9DEaOleDoFxUzUYwIkGUVe0YVWyZTYq1g4LG7S6ypsxnKzJJW0O7GCOGogmBUVVQrlm7Q3LUywijJtm5KgiAXFhkUWtYT4dtmu6AgmYrpL+ZMRoaFxZyptkYUjpBZ2m2D2u+YkQYmNCISoAQsOIzWjLB4Bb6l8YOKwVLG/HzFllarfs4KcAFXeGRXoT20jSQYzffvmGe792yKUoyWWOeIpSAbVkSTCcJJ8IFB5eggkVrWfZaMREiJTqCdSHyA4AWjrEIawch7Ii0ZZZa5UyeQe0sSL1FKEBzItmY4KIhaEcbVweI+1EHtq9HwpB2DFIKg6uukpRQiEYTCUeKJU4NUAq0kHSWRSrB3JWOGlNDWeBHo90smejETUwlhYLGVoxhZola0al6I+icCqUBYXwd4W4/saGSQeFs/P9nVrKxkjIoSnCRIwYxRpIlhZVQQ5YFeJ8GPPK5yCAS751eYbKfEvZhICULukAiKjsAuO9rdCK2gWHKEyhMpecSg+4aGhoaGhoaG/6iEEHA+oNUPXgzlvAdAyR+ss86jpLjbvID5xSFJrGlvkHlx6HPbvzSk04pJ4yMvIPE+MD8/oNtNSJIj60ajgp13LDC3ZYKJifHw7wOsrGTs3rXEtu1TdDpHrqBZXh6xZ/cy24+Zpt0+8uu45ZZ97Nvf57TTtjLR2zi0HeDm63ezsK/PaeccQ/cH6P6t1BkX93yN3j0xLmZnZ3n0ox+9bt+tt94KwCMe8Qg6nQ4AF110ERdffDFTU1OcfvrpvOtd78J7zytf+cq14172spfx7ne/m2c/+9m84Q1v4Oabb+atb30rv/u7v0uvV4fCJ0lyn43V0NDQ0NDQ0HA0chQaFwcyBTYiHPZ7LTxSsNj6/YJqyREbQ7D1CvN9/YwtUbw6oS4JoW4JZIxCKEmVeeaMQTtB5TzaBopRYOkuS9JLmdIGUXh8YckHFUZJSARV6RFKoEJ93GjR0ooVaMloUKKNRAhJ7BVKCTb3UvYtZdy1awUXK2adRmYlBHAh1O2MEokUgjQolgvLptTUhkHu0VYgXMCgCNZB5aGlGCzk2MIy2YoRHo4/ZZKwbKEKpEKSJAoSQfAgYsFKaSl1YOX2IUoKjuu2aEUa6QXCSUoF+wcFcwXEUhB8wFtZZzUANrcoEWgbzaB07O5n9LSmoxVS1JUMPnfgwIqAWKpI0oiFpQGjqQg5lzBpIowTIMEohZTQC5KQOaSq23WpWCBGAaQkOI8U4FcqQqzwWmCiusKh8J6oE1FVgU7LoGNFtVJihxWRUowqT4RAeUGrE1GFukoluPo68DbgncMLiDoaYeHOhSGbJ1KMlHXFQqLpBoHNLSDQRhNEQGrBppkWVB4/sshY0441VfBUSxWpUagQaCcGkSiIJaotcSsWX9Yh48IFZKxwQ4sUEpEohAiIRDHoF7TSiMoIKgMz0qBHjmy5pIVEaoGwAdcvUW1DNizr1ltSUGUV/UHB9okWsRaY5YCPDZFW2NKijKxbYwkQcZNx0dDQ0NDQ8O/FZf96HR/95+/RTiJe+dxHsGPrxpkWf/2N7/CZa25gU6fNGy58JFt6nQ11H/j6t7jsuhvZ2uvyhgsfyaZOe0yTO8sffv2zfG3PHZwyOcvbH/JEZpLxCe7lPOfNn/ssV+/fx/lbtvKHj71ww+yLxUHGxZd8lht3zXP+idu56LmPIdmgV9N1y3t43df/gV2jZR677VQuvuBpRBu0iLpyfg+v+fI/sns04CnHn8bFD3nCWuD2oVxx3W1c/NHPMcxLnvvQc3jVk8eDvQEu/eLV/NH/uIyytDzzCefyml973Mbn7rPf4M//8QpCCPzmUx7Krz7xQRvq/vQDl/PRS7+NMYrX/urjeMqjxvMQrPO85U/+kS987QaUFLzqlx7Dc5983phumJX8zp9+jO/ccCdxpPlPv/YkHvuAU8d0g0HOGy76MNdccxdJYnjzm57Bwx52ypju9tvnee3v/i3z8wOSxPCH/+nZPOCBJ47pvv+9O3jzRZcwHBRMTrZ45x//HCefsmVM9+1v3cpbfv+jjEYl09Nt/ui//Rw7Ttg0pvvYx7/Je//iMkKA6ek2f/YnL2b7tvG2Yx/94Ff4n++6FIDZzT3++AO/xty2yTHdTxoXXXQR3nve8Y53MD8/zwMe8AAuu+wy5ubm1jRTU1N87nOf4xWveAVPf/rTmZyc5NWvfjVvfetbf2RjNTQ0NDQ0NDQcbRx1raJ+8EKl1T5BHOgZVAfgHWpabFSBIYRAIBgtZkhXt3iKy8BWbZA+4EPAArn3CK0YCXAS8sqiVieQ71waEFygGlqKpZL5PSNYdIi+Aw+RkmADnUgjPHglQUAcKaaTiLQbIWJBdyal7QXZUkmxWOCHDlGBtoKeitnsNZMVpJEhbkUsZhleCyoX0EowN9diUxLX1QKlpxxU5PM5YejwQ4uVvm43tFjSiTQtIVCqnvQuMsfisGRvcMzHgTuXMhg4di2MqJwjSRRRotl6TJcTTppCC0Hc0lQAkcB7z0RQ2BBYyArKSDBfFOSJQHUMUaLoxppWoukgOen4CSa3tuh1UnSqqIYVIYArHQWOkEpkVzO1bYLJNKIlBK3ZaDVLRNTvtgMpRT2RrwQq1bS8REQKIevrwGeOamRZzEuyzBKqgHeQtAyVCExvT/FR/V7MbW0z10uRNhAfqGyQdbewONZgfd0ySkmEEciWZiUEfObBQzeJUFpS4JlfzpFCgK6DwYUSENUtp4INtUFF3YYqOI8Kq7kVHnbu7yMjXeeujCwAenOMEIJoJqEwIBJNCGA6cf2aMg+pREwbomNS4s0RvdmE2U5CK9RmQ2Ydwvk6BL1wyNQQAswPClaWC4ajkiRI5tKErLR4D0iBcwFvPaKsP1q5DISOprj71tENDQ0NDQ0N9wHfvn4nb/zvn+Ib197BF75zEy//44+QFdWY7pNXXst/uvRyvn77Tj519XX8+iUf23C8j3z3St7+2S/wr3fcySeuupbf/MgnNtT98be/yIdu+C43ryxw6e3X85qvfGpD3Rs/dxmfuuF6bllc5KPXXM3bv/iFDXVv+ZtL+dx3b+S2vYt87KtX8p5//PKGut+64u+4dnkPy1XOx277Hn913b9sqPv1z3+U65b2s1zmfOiG7/KBa74xpulnBa/+359k5/wyi8OM//nZr/NP371+TLd/ccDb/+IzZHmF84G//8x3+PwV143prrljD3/68S9RWYd1nvd88it8/9ZdY7ovfP0GPvzpb+F8IC8s7/jv/8Te+f6Y7tIvXs0XvnYDAM4H/ux/Xc6+hcGY7m8u/QbfueFOAIrS8ta/unSt6uNQ/vZDX+Waa+4CIM8r3vlf/nFMA/D+v/oC8/ODNd1733PZhrr/772XMRwUACwtjfif77t8Q92fv/ezjEYlAAsLQ/7qL8evgRAC/+MvL+fAV7KFhSEf/vDXxnTOOt7/7oPPZ//eFT7211ds+Lj3BL8azn1Pb/5eBHsfyi/90i8RQlirtoD6u+mb3vQmdu7cSZZlfOlLX+K888aNrDPPPJPPf/7zZFnGrl27uPjii9eFcN/XYzU0NDQ0NDQ0HG0chRUXd8eRwrvv7qjARNDoNKAShUw1qnAs9UvS4EmMxhiDt4GVwjKQkhSJIJBIyXFTHVzumQiSNGh0ARJf5y0EKFNBNIJqqUQogc0sWko8kKlAZ+Q4brJTV2NIiTOBvvUkAmxhibQkyyoGBOZamn5h0VJxxombMZHARoIylUSzimgQkJsNbujwVqDKuvrBCfBCouM6yLoSnnQ6QSHxBJSHzlSCD4FB5Zk8sc3yroKgJcYofOVpa4kWkjB0DGVguJKxfbaNX6wIkaQlFFGQRFKgIsVMlOC6imroV1foS6rCszTIaaWabFjRjQxCwtKoZKqTELQgNgqbCoSR9Iclk0nElDHEXUOZgekqVhZyJoQiZBYh67H9yNYGASB7Gr/ikUJiosCUVlTC431gsaywGlzmqRahHFi8drQLYOSQNhCCRyURofTIyuOHrjZMjCRYD7lDRorpToSiDtHuJQbhQSpJlBpc4RBG4o1AWUm+XJIgCKUloFBtTTASMgseTKRQQZDEHYSpK1lAEJZLyhvqL6Y+s+iOQSWqNlXm6ywPc3wKEwrvPdnNBelExGChYDaKITjStoFIE6zHZZZgPcHDSlWxqRVTdWMipYgihdC1EeVHllHm2ZUXnMAESgmEBpN7UB5djn9ZbmhoaGhoaLjv+e6Nd3Ho+pu9iwPu3LfMycfMrtN98447121ft3c/g6IYC6r+5h13rdv+3l27KZ0jOmyy8qqFvYdt79nw+V29d73u6n17N9Rdu3PfD9wGsN5zx3Bx3b5bBvNjulFVsmu03gi4aWVhTLdvZcDoMJPntn1LY7qFpRHWrv/bZiOjYffiuKmwZ3HAOTsO23fYsc555peGbJ7prtu/3M/WbfsQ6A9zNk2vr5RZHubrtrOioigtrSRat39lZf14o1FJVTmMWf/e5vn6c5Jl40YYQH7Y/jwrN9aNjTeuC6FuY3Uozo8vLAsBDl9vdvhx9waPxN+rVlFH3fq+hoaGhoaGhoafOo7yv8gO/4t2LS559a/d8SMOVF+sq8QIAQHYeHXCWytC6VGxpjMRY3oRIlJILVGpYmompTcTM3lMmzTW9UR2YblrYUhVOMj9apskT9mvcKXDZhalV9tc+YCIJF6ADBBXnjuXhoSVin17huxZzkiMIk4k+ahiYV+fjodeoohaCj3XYvq4HibRyETiIsFNwyG9E1qkUwZzasqosFgFI+VZiTwjPDYEQu4IZcAWFaqtkL5+PrIKqMITOdBK0J6IkDYQRZKJSEPlcKLO/BBFYPfiENXWbJ/r4itPMIJW22CMIhAQZWAwP8Itl2T7RhgjUR2NM4KhDrRjjVGKiYmYvrVUpUcKwVI/J8iAsJBWksRLploRcaSRRnDD9fMUbVgelXTmYsxchJqIqCJJPrQII0EIhBT4EAhK4F2dRyFdgMKTDUrmhwUmUpQjx8rejFG/pDUK2H0FflARbH39uH5VZ0jEEmnq9885D1WoH2NUIasANoD39fkNARnVYeHCSLCeSIC0tcklFMiWBiPJDYjOqnkByKSuxBE+QE/hVd0WCy1XjYwAI0dqgdxBGer7laRcKKkWK9zukrbW7NszogIyWZs1rvLkvv69VNTtnhJJEimEFAQp2L0wZN+wIFQeUXmklLSk4uTpHtp7ROVQmccg8CNLyNyP4HPd0NDQ0NDQcDgnb19vUHTSmC3T3THdKZvW67b1umOmRa2bWbe9Y3pyzLQAuP/s1sO2t234/M7dcpjusO0DnLNjfYuhs48fbzmkpeRBm45ft++hm3eM6Vom4rxN65/Pw7eO67ZPT3DMzMTathSCB550zJju+O3THL/9YPutONI86P7j4517wlZmugfbZU11Uu5/0vh5edD9jieJD64DO3brFCccMzOme+QDT6adHjQfzjxlK8dtG28D9oQHn74ud+PR5588ZloAXPjYM+uK5AO6R58xZloAPOOZ56/T/eyzHzCmAfjZ5x7cL6XgmUfSPfuC9bpnXTCmkVLwCz9/sE1XpxPznJ8dH08bxQt+5RFr273JFk9/4YM3fNx7ggvggrgXt/vsqTQ0NDQ0NDQ0NNxD/mNUXBxaZBHg8IqLjVpFjeVeeDADV5sWLtQtekJd6YCsJ5O988hYYUtPJ44QZaDSguA8WgiOm+1QDMq6rVIQdTseAY5AV2mEg6gdIURgflQiQqCrNSma7VNtRO6YS2O8gMTWLaoWBxkzEykyVrQiReYrFlYyQCBjgS4s3VbMSa0edmeOa0myoWV5vmDGGCbRLEmLTASD5YJCwDZhUJHG5R5T1RPu9UQ/LK3kiFghC4d2gnZbI4yiCrZebe8CelqzVbYZDi37hyXeedKWQZSWbGDpxJpdgxHHznQQSqB1wI9cnQ2hFRNGgRY45wgWYi1BBFKtWOzndGKNiRVeBAajAtt3mG6Mj0AVgU61WiEy8Gvv56iylALidoKwAcpAUVqc8LSMIlSeoMFWnig2bGorFgcFI29RWrEtTZmINXft69OVhraRCOqcCnzAD+sKBaEU82XJbDdGFA6xWoHBqgF04BqsQ7khKi0KidtXII1ERRI3qkALkAJvPXZUsbPKOG6yg1uqQAl026AnDPmKxZQBqWTdCsoGpFG45XoFm4w1QYAblbACYrGqDY5Y4KpAFEvQgsw7REuSLzvSboQcHVzJlhjNKCvQUiISidGSqvQMq4qJNEbJgEjrXJChtbSNwhUO5zzGHOXeZkNDQ0NDw08IDz/3RF71vEfw0cu/RysxvO5Fj6WzQYjzz11wP+5YWuYz11zP5m6Htz1l44yGX3zgedy1vMJnr7+JLb0O//kpT9hQ9+r7P5zKO7625w5OnpjlDx544Ya6t134OBKtuWb/Ps7bspU3PPwRG+re+nOPpx1H3LhrP+efdAyveOrDNtS996HP40+uvJw7R8tcuO00fvb4czfU/dVjn8MfffuL7BkNeNJxp/LUHaePaWKj+cuXPYf3fuYKBnnJsx90Nvc/YdxoiCPNe//wBfz1x79Ollc8/cJzOPHY2THddLfF//rdF/DXn/8WgcCLH30+s73xfJAd22f48z94AZ/43PdJYs3PP+OBJBsEah+zdYr/8fYX8U9fuoZWGvHsJ95/w2Dwc0/exv+86AX887dvZHaizXMfs/E5Oe+84/nTP/l5/uWrN7JptsvTnz7eGgjgYQ87hfe89yVceeVOjjt+hgc96KQNdU9/5gUcc8wMN920h9PP2MbZ5xy7oe45z30Qx+/YxK237OPMs7Zz5pnbN9S9+OcfxrnnHsvevSucc/axbN68cQD0L/7WhZz34BOZ39fnnPN3MDvXBEU3NDQ0NDQ0NDQcRISNQiF+jOzff2j594GKi3riu94GEKtmhhjrGnWkl1MuFOz7mztoxykYiZACqQTBSDLvaceK0nuiWCN8IPhA5j2xUWSVxWT1fX5g6wwLAsJI9hYlLgS29VKEC6hY4w11y6HMUQEys6hE4WPJzltWSJVkRip88PjKUyWStBMjW5plHGlq8K5+POXq1xx8nfHgXaDynuFSSVcrVEvTH5YMBiVLw4Ids11SoXCVZeQ93baBwGrFiSQLDlNA0osoFwqUqfM/9g0LtJJMJhH90tKWEhcCg8LSTTXLRcVQBHbMtJFC4qyvJ9elQLY1pQ/1WA5kW1JmnnJoieJ6kry/lJMmpp7QLz2R0WQ6oG3AeBg6i041qRVEiUaq+r2Vqq6CsIC1nqit62shD/h+VQeXtxR+ZPFG0ccTacWwsuzOc5KuwWWObVHMhFZkI4tREiVWLyfrqXwgShWhCiAEuffEqUZHss4gMYJQBoQI9EcVnW6MkLXhEVyA0hFsqJ+rrg2iMgTiRDEsLFoKookYBnXwtozq6org68cjgEgUnrpqA+8h1IaZ0HXVB6IOQRepJgQPqWbvcsYKgZmJhNhI2sg6/eWQ78FuYFlZyikyR2+2xb5+xtapFqFwBAP9oWVCKaKT2tjbc1aKinbboLfEVIslEYITfvOM++bD3dDQ0NDQ8FPCVVddxdlnn82VV17JWWeNhzU3NDT8aDjw2fvj/3cGx56a3uNx7rg+4zVPuab5DDf8yPhJ+//EjndunGd0OLde9PAf8TP5j4nbcxMrf/KCte3eqy9BzW1sNjc0NDT8NHH0Vlwc8B/EgY3DDIm1LlAH94vDk73DwVKN3dcuYCrwxlMNLVGkwEikFrRkvdp84CzT0zGiCrjcMVSe2EoSJMtlhSk8OkB/KafVjUlixZbJFkKCdYFR6ZjQoI6NKe7M0QhGmcVEEp077tw/ZPNMSpx5Vvo5SkliJVFGI3saGynmVzJO3tZFxQK/YKGqXQe3WOELT2YdrvRMpBG6p7GZI/KwqRPTSQ1ppBliabdj4sISAuSZrYOsfaAjBdiAnS9wgEEQlED4wFRqcHnF8rCgVJJebCAETFeTSoiBkPu6NZMRqG5EVVjywtJKNXa5QiUaynpCP/iAs/XPwjqElYQgSIwkhEDkAvv2jZjpJnggLur3WtiAL13dUqlj8LlHtSXSirq3mROUlUdWAe88bligYo1uG1TuyLwlaWlmowRPYKA9SaIRQdDqRPiBxQePFLUHUgUQQ1tfKapetSfLQFABtCBUfu1yarWi2qxwgQAoLamMqIO8i4DLHBhJf5ARdVqYUiKcx+/PkQGCklB4ArXJIVKFLz0IWM4rploRohL4wiJ8wA0d1khUEASg8g4LGOeZ6MSUviK0BCbVyAx84VHmQBaIJNhAnltkpNEIjum2kFJCW1E5RycWKA/FdUOkhoEtkYUgusuzfyljrpXcF5/mhoaGhoaGhoaGhn83PPcuYLvJuGhoaGhoaGho+PFz9BoXB4yKsL6q4lD7QmwQciGEqM2MQws0QmC0c8jmxOC0IDKGA11g/aieIFdtzXQvYamfYzPH5omUWR8jrKcgoIWgLCyFC0xOJvVEcWIoC8uwqgOo20YTKo9bshQEgoK0rVFGoJLAdiXYt5wzE0d0N7UZ9At0JyZTnorAvn7Gtok25UJJMbJIBJGU9AcFRgBFbY4kx7VACGzh0V2N0oKQewxgU0EnSlnem2M1zESasqrQHYlXEpMHVCRwhcUXHgfgAz1tap/HwbbZNrLwtUEyk1JklqF3zGqDyx1KS0JLsTIq6cWK0npWSku3o/ADh9AShSTSkrxwaCXozSb4UUB62LeUsbmdsm95xJZuSl5ZrPUIY+rg7dXQ6uDqTAkZSwT1dRBGdXXDKK/oKAFCoKMI3Op7H0l8KgDBwDkmjeHYNCL29SS+KxwQ6n6/PhA8JJEkCIHwdVZGqBzOgixqQwIEMlUUlaMqLalRjKxDa4l1kLQ0oXR4KZA9TfAwaQ1u5JCr16KIVP1aKo8n4BEUhaclBaGs8yYmlISRq4MJHYRVM6xfeTZNJPg8oJAo6zFtideCmMAwqwhtQWtLir85x69UYD3BAEIwkcSIrq6dFyHxpUdvNpSLFe0Jg1u2mAmDl7BNaELpCUbSjgyqcxT/J6KhoaGhoaGhoaGhoaGhoaGhoaHhJ5Kjd1ZytZXPwQ1YH3bBapudDcwLavMirK6U8ZVnQqYIs9p2SQv86ip6KWq9iCQ+BIyUTMxEuJGnsJ79KzlzrZhUK5b6I9JOhEoUKAHOoUQdQjcoK7qRRmpNuVRRVY6l5YKJiYTU1xPvygamkwgTKUTlaU/E+NLjXcCPPJu6EVFeV3sUeFIpyfIKEwTF0CIFTMQanXt0YvDe4gcOnCcI6JeWxVHFsVMtHNAyCmEkk5MpVelYySqsF2S+NmLi6YissGSDitmpOvBbSdg3P6IbG1qRQviADJKWCOADpQEdQJUBmWpErDEEZN8hYknQgdFKxfKoqNtODXKGWUm3FSMQxEYx10lxpaMXZF2VQWCyl+J1gEjiA+iugdziRxYkBLF6QXgIpacbBL6qqyKkUkgjWO4XJHMJy8OcEClaicZ5T4yuDZHSM8xKkiCQsa47kPl64t/EhiRSdTsmIZCRJGQVIQuIVK+aKYI8t0S+PgfaB4S3hNXWYqKjyb3DjFZbQFV1sHXQ9esULuArh9OCzAVMrMDWuRYIoPQELRFK4rIS2Y7Q1jNZ1qHjqqMJ1JUuLrMMpaA9F2MGlglp6jZdkURNGqq9OYSAShSqcPSXC2Sq6CURwgZCEZBloCiqOhu8qwnDCrtqYhTLRW1e5fY+/2g3NDQ0NDQ0/PCEENjXH9KOI9rxeFDzobo9owHdKKZtjqwb2ZKbVubZknbZlHaOqBuWJTcvLrK122W21TqibjnPuWNpmWMnJ5hIjlypeePiPHcsL3P25jk2tcbzIg5w/eJ+7hyscL/ZLcykR37c78/vZiEfcf6m7XSj8SwQqM/JV75zCyvDnIfcbwfTvY3Hq5zjC9+5icp5Hnm/E2lvEIgNMMpKvvyNm1BK8sgHnrxhIDbA/uUhl379OoxWPP1hZ5JukHsBcPveJf75uzcy0U556oPP2DD3AuD2Oxf48r/eyNREiyc88kzUEXTf+Neb+cbXb2brtime9ozzjqj73BXXctX1uzj1hM086VFHblHz+c98nxuuuYvTztrOo59w9oaasrL89ce+zh27FnngucfzlEdvrCuKir/+8FfZtXuZBz/gRB7/mDOP+Lj3BR6BuxdVE/7wfsQNDQ0NDQ0NDQ3/7hy9xkVY/WNR/NsjOA4/ohxZRvsK0ihGBSjzijTS4ABJHaI8tIhE0WtrgoWFlYLCBWJH3UsoBGY6MVoJnA1klaXbjZCZpRckhQwMSkfP1dkEHQFSKOTAsh/PnDHsKyuKwrJjZoJizwgXBN6DTjS7FoZMmhaqkkgtmZQSJWuDxFWWWK1OfvsAQ0+obB3xIQUhlQgLsVbMDkGMPEVVIQmo0lPmjoVhQbsTkTmP7kUYLxiuFAgZaPciRCQRVkIEJmja3QgpBJ5AWVmcC/hEYa1HioDuaqRyOFnnWiRthV1x4CGKFRM2QhhBGhsircnLiqqwmHZKUIGiXxKvhmr3hyWJ1lgtmIpjTCQRCkhUPZlfBaSG5dzSMgrvPDrSCCzOCJyESAvmC0eyVIAK5ApEAXPtBGkDVe7QNtCLTG1aWV+bC1LQ68R4AiGA1LLeX3p8AOFCfQl6MFox3UvxhaurXCq32sksEEoPSxXRgUt31aRQLcNgUJBojSgdCoEuPd24bk9W2YogBfFEVOdoqLrSRBgFBJKWwfoAzuODRPc0wXvyypFPauKl+nUNigoVPKqj6nZRUxHlfEEoHUVuaXdiquAQGvzIk+/OUFJw/d5Fjp3tovasmkJSUPYrVOlJpaAauXv6CW5oaGhoaGi4lxSV5bf+9hN85cbbMErxn555Ic86b3yiObMVv/RPH+Gru+4gVor/9oin8IyTxjOqdg6XeNHn/5o7R8tEUvGnD30WTzxmPOz6lsVFXvyRv2PXYECiNe996tN47Iknjum+fecufvXvPsZKUTCZJLz/+T/L/bZuGdN95NqreMPnL8WFwFSS8KFnPZ/TZzaN6f7mmu/w5is+iw+BmaTFh5/2Qk6enBnTves7X+Ld37sCgOO7k3z0SS9mNh03Qy7+n5fyqS9fDcCmqTbv/4MXsXm6u07jvOdV7/k4X7v2dgBO2jbDB17/wjHzYpSVvOzNH+Km2/cDcN5Zx/Knv//cMbNhYWXES/7z37JncQDAp/7lav7y9c/H6PUmx627F3jJf/2/DLICgC9+7yb++GXPGHsNN9+2j9/4vb8lyysAvvqtW/jD1zx9TPflL17HH77lo2trum68YQ+vef1TxnQf/tQ3+bP/dfna9u59K/zScx86prvkf3+Z97/3c2vb+/as8LxfGA9af/ufX8plX74GgH/60jXYyvOMx99vTPe2P/oUX7ziegAuu/xqvA888cIfXV9/FwQu3HPz4d4c29DQ0NDQ0NDQcN9wFDbvDOtvG1ZdrP52aL7FoYcSVjtM1TuUFETeQ1l3K421IriA0IJcBXwkwEgy6+gPKqq+ZU9ZYGUAJeqV8UogjaxX4wOxqLMixGolQFxB2wLWs3txwDCvCAqIFZu7CQRoBcHWdoJdKDHakFUeSz0pPdWKUSWUzkMkkUHgc0dlPTb4ejW9kggX6ghmI/EKvARbePCBRCpSDyKSbEpiui2D0hK0YNNMm7bWmJbGl47+sCCOFZmHXf2CxUFJGFncyJNYGM5nzIcKD0QtQ6cTo4SglWhWjMO3BZGSuMWKO+5aYbQ7Z7BSYLOKKrNILfFFwAiJAVqxJk4ipJJIKcmyDJdbnHVsn2mRdgyzs+06JLusK0hc4UHL+jIoPV0Eo5UcLwHv8anGa4kX4LqKVtcwqCxFFSiGFdXAYlZbLplpgy8crnBrFRLI1VyUVfNItRUoWRf7KIlPFQPv8Lkl5L42sFYDs0Pl64l+F7BlIFiPzx3B+jqkm1C3axpWdJTG+EC/qFYNktoMCaVHSoFK6qySoGVtRgmBMKsfzdKjIlVf19Zjl0rsUoXXAr9kWRoWhFTRL6u65dkmU7+uWGB6Bm890oN0gW4nrq+jWNVVPz7QiQ1JYnBCgpL0raUInmrS4HyoW101NDQ0NDQ0/Fj40L9+j6/ceBtQVwW85R8+x7Aox3Tvv+qbfHXXHQAUzvHaL32awo1XTb7nqi9x52gZgNI7/uCbn9nwcf/0X65g16CeeM+t5a2Xf35D3Tsu/wIrRT3xvpTnvPPyL22oe+cVX8St/k2xmOf8+Te/tvF4X/8CflU3n4943/e+PqZZLvM10wLgtv4S/+e6b4/p9i7010wLgH2LQ/7xS1eN6a68ZfeaaQFw013zXP6dG8d0V3zr5jXTAuDbV93BldfdNab7wndvWjMtDox/7W17x3Sf/tdr10wLgMu/exP7lgZjus984eo10wLgc1+5jpV+Nqb7/GevWleIfvnnxl8r1ObCoRwwHQ7n8s98f932P1/6/Q11V3zrpnXbX/nmTRvq/uXrNx22PX6OGxoaGhoaGhoaGg7l6DUuBKzO4q67V4jaPDj4D2v/XtMgkAcKNgCp68oGAKUkSiukqSeDTVm38BEKvA/4EJCRpBdFdITCINcyHGQk2TUsKJUgUgoRQCgJQWCtJ8ssXgu2zXTpSIWWkj1ZSZ47nPX02hHCB0aFRRpJFBvirSnp8W26nRi0oJAgI0GY1sgpg48Fw5FFKoEUEqU1rrC4yhPcagSIkfRHFcNRWU+8JxKmNE6AJeCVoBUpVvISWQWyyqG0Ai2ZmorZ1IuZbEWoiYh4OmIiMbS1Qg88w9LW7axEQHhQFtpCI/da9JIjEpLj41YdVt42eCHwq9Uh1nv2DzOUlmityKxlIStBQj8rCSFgtrXonN6DVCKquk2TMgpGHuUCwtamTMgsIXf0kojUaGyA5axCBEE7NuzePWQlK/EhYAkIK5iaiuvqAwQyDwQl8IcYUMJDcK4OzR46wopFBlCRwsrASl7STiKklITSIbxHGIlEoIxExwoRKUZZiUoNarWCxI7qUHWlJcJTvwYXmIoNWqs6i6P0yBBQuUcNKqQN3LV/BS9BSIkUgiK3OLFqcrjaJNORWg0GFyyvFNhlh16u21OJzFNeNSTMV2S3DvHLFj+0eB8Y5BU2d/V7qBVRoglScOxkB5dZSmsJITDZipk8rUfYFrGvLMlXW6o1NDQ0NDQ0/PuzNFo/QV05x2AD42IxX68rnGVUVWO6kV2/L7PjGoCssodt3zudP2whhPcbL4zwh9VNOz/+d0jYYFGFD+O6jdokbdSKaaN9Ro23gFLyhzt2ozZTrWS8VVTrsLZfSgqSaLwYvnXYeEpJog10k1Pr22BNTm7cFmvqsHZZh28fYGKq/QO3DzA321u3vWVTb0Pd5s3rK13mNk9sqLuvCMg6oPse3sLR+DW5oaGhoaGhoeGnjKPwLzIBrIYxH+HeNU9jbc/GSrG6oj4IWB7l9RcdKUCBnjSESGKNwkuJVJLeREw7MoycI5oxtJSkoxV7shwc5FIwPdemVEAqUT0DSpKVFiFBG0U5tCzlFRhJJzVELUWGp28doQrELUM3MQQBSgjCkqV/+5A9iyNSIekIhdtfIucrROExw8BkbAhS4oD9vmI+L8lGFcMYqiowEp64pTGVABdwixVi4FFSsjKyjEqLzxzTkylpJ2Kum5DEipsXBgz6JT2pkEUgGEF/WJFLDw4mg6LnJHiQeUBIULGirTQ+85RlbWZU3rMYKnRHMzIBV3mklkSJphcZRnmFyz2TUUyvbdCRIu2mtI7p0D2ni+pp0BJnA9hAsKHOpNASqgNVLSB0bTYFH4hixaTRxDbgBiXHTLfp9RJ6MwntiYgoVbRKgQJE6Ql9ixYKIySh8mt+mIw1gboVmPB1RkRW1S2vZjppbRQIEDbgSw+2fvws1Nkcykg67YRQOdAClRiEUchEoVsxKtJ1vkliUInBG8mKdYjVL78BgdAaJQTHdtuoIMA6bO5wPhAqT7AeIQV+tVJEtQ3DsmIyidjWTTAl5PtzfL9CjBxUntJ6QqJwBNCK/XlOiAQiVggF81lBcmwLM5fQaUW0I43UAuE81c0Z6uaSrVMdpo7f+MtnQ0NDQ0NDw4+eJ511Kok5OEn90JOOY3N3fAL56SeeTnzIZPtjjz2RqSQd073opPOJ5EHdS0594IaP++Jzz0UfMlH/i+edt6HuF86//9rvAviF88/dUPeqBz5k7fe2Mfz6eQ/YWHfewVZEXRPxa+eM6ybjlF86/YK17bm0w8+dev8x3cxEm196+oPWtk/cPsOzHjPewuisHVt4yoMPtsu64JRjeOx5J4/pHvHAk7jg7OPWth/3M6dx1qlbx3QXXnAKjzr3YFutlzzxAk7aPjume/6jzuV+J9bHSyF4zXMfRbc1nhHy3Keez2knzQG1ufHqX7uQZIPMjF/85Udy6ml1m65uL+X1bxxvJwXw27/yWLZvmQRgbrbLa379cRvqfuv1T2Fua20ubNk2yctf++QNdX/wqqdyzJZJpBQ84H7H8+svfPiGurde9Ay2bplASsGDH3Aiv/ii8bZT9yUuyHt9a2hoaGhoaGho+PEiwkbLln6M7N8/D6yGbh+YsBZidXWVR6x6LXUznrBRNvcYNrfc9L9uYcop4lYCUiBiiQ0QFERagQgIwErBXWXGTByT5FDmFhUJnJYUlScVAqNkvZpeCdyK5faFAZumWgyykp7WFHh6StHH4xJJllm2TbaQ5eqEuZYsj0oWVwq2JwkhOIJR+ElNGDpiIeuWREJicwfeUcWKQVG3CNrUqcO28+DQRmFNYFIqXBUIfQtCoFoK2dYMFwpiLRGpZLBUUvZLJtoxIlb4AD6VBO8Z5Y6Z2OALj/ceP3JIJSgBDETU1SAayUpV1lkPAQiehaoiTSNSB1lRUZSe1BiWF0ekqabIHXI18FpIQZxqgoH0lA6m9Pi7Sgh1yLmIJUuLOYlSdQg44IYWYQShCnVItpR11ocSWALKw0jBkvSUKmB8Pcm/RRoiG+rMCFG3gPKFq80PEVYvr9oBE5FCyNos8QRkrAiZRfg6yDqstogaOE8aaUpnUdQr44KrW5qZ41Oq3TnBhtX8C4FQEj+qEJEi+IAHcu9pR7qu4ogULtRfRIUCpCQUDgT4ytUVPaq262RbEUSgrDw3Lw/ptROmIkWEwg8rlAehJbKrCLGEECj3FpQBcgNJKomNRlYB7wJBC0pbm1o6CCKtKLzHVY40rduMBQInvupHG57Y0NDQ0NDwk8ZVV13F2WefzZVXXslZZ927Pv7X7trHZ668nsl2ys898H7EZuOIuu/v382nb72e2aTFi884j2iDqgGAqxd387W9t3NcZ5ILt596xMf9/p49/Oudd3LC1CSPOWE83+IAX7t9J1ft2cs5WzbzwGOPOaLuO3t2cdvyEudv2caxvSOvtv/mnju5o7/MA+a2c0z3yLqv7LqV+XzEz2zdwUxy5BDv62/fR3+Yc9aJWzac8D/A92/ZRWUd9ztx2xFDsq3zXHn9XWglOeuUrWuLaw4nhMCtuxeJjWLb7JFfg3We2/Ys0GslbJo8clC6tY7b71qk10mYnT6yLoTA0tKIbjdB643ff6grXpb7I3qd9IgB3gDOeVaWRkxMtZHySIvFDo55d5p/i+6ecuCz99Z/PI/tpxw5BP7uuPOGIW992rfvk89wQ8NG3Jf/nzga2PHOL/9Qulsv2tjc/GnH7bmJlT95wdp279WXoOZO+jE+o4aGhoajg6MwnDusmhZwoJoihNVJ5iBW7xcEcbCl1EbmxaGNo7J+Re/ULqOdGUJA1Krb9WhAKIEUop4QV6CrwCYXE0cKkVmS1BAqR5ZZDIJIC1aWc0zLQAi4wjE302J+JWPzdIJAkdi6tVHcUohIMy0NQYGVEJ2Y0t+dA4rNNmaUl1gf8IXFeUsrVmgEQoBKJN46lJekkSLtGKrcIUpHrAWmkEjqNkbIgO5oqtLjliuU9ZT7cgaVRXUjymFgyZVsnW3X+RmVYzisWOp7Nm1uIWxg2RZESGIl8AacC2gl2V8UbEpi9g1zpnoJXR0RbADvEG3FpImQUrB/WFCNKlwViNoSr+tmXlrWLZqGztLVEUXpKHKPumZIP6toG0U8HSMCqGlNOlDsGxakASYjQ4gEwQWCpM6PSFQ9uR/qEn3rHPuyEtkx9RehSDIbNCYP4AMyqvXBHXLNrBpIofDoREFUt9gKhYesDqQOrm5YINoKCgihbrklgUQagoQQyzq8WwpGwqMDtdHga8NBKAleE6zH+cD+YVFnngCyrXHeo0JtHvmRR7Xq6hNf1a3JvA11dYaoMzG8D/jSIVwgF47CKApraXkPSHxu8aUDBd7VAeSl8xDqbJeorajyiiACuXeMBnUWSzeNKIeOofCYKQNZwFlfv7aGhoaGhoaGHxunb93E6VvHg6wP55zZLZwzOx6MfThnTm3hzKm7150zN8c5c3N3q3vwccfw4OOObFgc4P5zW7n/3HiFwuFcMLedC+a2363uZ7buuFsNwKnH3f25AzjnhLt/blpJ7n/G3b9WIQQnbJ3+ocY7adt4NcaYTitOPO7udUIIpo7Q0ulQpBRMTdy9TinJ1MyRjZLDx7wvdQ0NDQ0NDQ0NDQ1HoXHBIa6DB8RaAPZBwuq/w6Hiw8YIa9rRUo5rKWQv5pY7hkyFhG7bEElJ0taIRCEmJGHokZnDm0AwkjBrMInC7y3pFYLd+4aUQjI5mRCCwAqPjDSLecnMZIrUipXS4nLLVGSQhScrC6JIU0lRhyjvyggDRzxhMJsT2F8SDSoqKZjPC6bSGJUHcPVEdZzoetJag688O/cNOG6yhcgCUgnC0CIiARqGe3PKlZKJJCKMSoL3TGqFDbBUVmzptchGlqFzzESatlR02xGD0iPwdaumAHiJ0wGhNJEWxEGiI8VxvR7LWcmufQO2zXTqCfRYEmLF8jAnShULSyM2d1oEAr1NKcVSgZnU+Ao6XhJFisI50ixgy4pICVCr75UUlIsVUaSYdRFGiNWKB0cIECQICa5ydUXEauZERUAKibOOPQujOoRcxbS6MQKBz+xa9UMIntI6VCTx3tfZJiIgQv04UteVCmFkCVLgnUe4+jqTsWB+IWdqMsFoAQGKyhIlGhlLYqPwWiJbCrdYggBXWqyor8fgPThXB3RTm0Iq1viBRXhA1IHsAXDOsTsr2dJpIU1tToXSEyToSNKNY4alpZCWllIsBscmueriuUBROrwRqCKwuDSilURUFlQkCdZTFBW+8rQijUwkxkPWra9t2feIFuzfO2I6He/T3NDQ0NDQ0NDQ0HA04+9luyfftIpqaGhoaGhoaPixc3QaF4exVoBxAFG3kRKII7aKOqTTFMu7B+z+/Dynbpni5IkWSiuKKuBTCJnH5x7RD4wyTzuS9LqGMvfs2T+iLSU9L8hCQE4YJrXBVo5dg5ztvRbaQ1sIFvOS1GqUFLhIMCotK6VldnuXsFC3hepMJbQ8mLahqAL5QoFOJNFkSry3Ios01cgRJQY3KkELyqGlwKMnIvT2iB07ZhG3lRB5fN9CJMlGFZEQxFpiNifISuC9RjiP9w7nqFsT5Y4EiCONiCT9YUFbKCa7hoW+ZebELnZfSSjc/8/eecdLVtb3//20c860O7dsZxeWjhRBFBUQe41iTSwxaozGaKJJ1FiiiWKJJagxxESNieYXNYldYxcVGyhgAWlLWVhY2Hr7tFOe8vvjzN7l7lwQgUSM5/1yXu4z85kzZ86c4Z55Ps/3+yExEfOdnEQaploJO/spbRfRNIqxQ8axwSOlIgwcxsNEFBGkIDloHLtYIGNJIQOpdoRIEwvB3vk+G9oRSTY0C6wHKdE1DS5AU6EbAj/niK3Cpw5vy7wJGQkwsmwXFQLI0rAIISASSSHA5o4izZGRZGpdhB84pBu2fSp8aUiEgPABlzqCAB1rAgLpgTCsUpDgMl9WXChB0ArpA8GDF56ZuQGrp2ooJVCDAMEREPidKaIAN58TnEcajXCBrLAM5ge0jWHSGJASjMC7ULb0ilVZTZE7pFEII5BBkPiyNRaybGUl6wLpPVZAnpeh48qWORhJTRMoA+NRomwbFSDLclpxVAae1xSD4GhGChMCVnisFtDzmLoiijXZfFGGT9rAWKIZWLvyF6yioqKioqKiouI3krIa/hdXTtzdul8Gh8TdhTjHu/LcioqKioqKioqKu4d7nHGxP8/iVvct2Rb7799/gbuvGuPA6ot9ORmSdRNjTKxzKAuaMqw7UQrhwFuPiMvJ4XoiAYnrOXbP9xFSEPoOfUyLZG+BshIRJCbAxnYDEWDRWxIhUdbjjaCTF6xt1wjeIhGoPRlCwNpGTNGx7O1mmNUJExMJ0/MZB7USent69HLH+jVNfOYQRiKMxAvwkaARNDIIRMcz18lpFmXroMwI4kjRywp0pFgMjr17+2yq10lqil7PkWhFqEv8ogUFIdYQCTqFo1Y3KARF19ErClr98rVVJAk9R1MrcgKRkEzWY6SDmW5Kq1Fn7/yAtTpmoZ8xZZJywn7Yhsm0DXnPIgvQiWJ2R4817Tpr2w1EBguLGYmS1NTQjFAS2dY4GcgWHHla0AySYIfHgtJQUHFZWeJTR7AeLcG7QDGmkJmkl+e0opjVrVpZYYEgWA+FLc8OXWZsSCVxzkGs2ZFnbIxqhNzhncd6CLnDxLqsuCjKCghhJEVqmWgm9J3DIojWRbhrC0QsKJxn0LMIW+ZXyEgNTRKoe0GtkZQVFcDeQUqxaDloqomUgiAEIpJoY/BOQFSGZLe9AVdWZyDA9xxBC1wiaMQGIiB1ZN7TChI0zJvAmFboogwRnw+BnnW0IkmROaQAH0lCCCgpkEXZAks1DMVchhSCWZsRKQmFL42cioqKioqKiv8Vdswucu4l19BIIp54/2OJ9MqX6jd15vnajVczFiU87YjjMXLlPIMf7bqJb26/jvWNFs895uTb1J2/cxvn3bKVjY02v3f0ycuCuW/NV6+9hp/s2MExq1bz27fRk916zwevuJBr5vdyytpN/N5RKwd7587xwR9fzNbZWU7dtIlnHH/CirpukfFPV/2A3YMOj9l4DI8+6JgVdXsWurz3Kz9gptPnsScdxVPuf/yKum27Znn/Z89nkBU87WEn8pCTVu4hfvnVO/joZy4kEPi9pzyAe99r5fZV3/n5Vj709QuRQvCSx5/Gafc6ZEXdZ350GZ/4wc9pJIZXPekhHLtp5TZcn/vSz/jyNy6l2Uh46R8+nCMOWzOicc7zD+d8gx/84BrWrGnx6lc/gc2HjrbEstbxd+d8gx9euJV1a8d47asez8GbpkZ0vW7Ku9/0ea64dDuHHrGWV735KUytao3obrl5lje+4TPcuG2a447fyFlvfirj46Mtp7bdMsPr3vXf3LRjjvsct4m/ecWZjDVHg8cvvfoW3vi+LzM91+XB9zuSs/7kcUS3keFSUVFRUVFRUVHxm8c98Mpwnxmxf7S8TVR5rxi5e6VVOgIcDLb1kD2HSAzegRChfOeOMkTZKwhlqyEJDIQninVZGWA8btaico8o4Ja5LuPNhCx3TNQj2q0E8KhOQTQZ084iQregk1umezmb6zXy3DHft6yerKHSgsXpFCxsaEUU3YKaUDRWJ6QGjFH4rkO2DbbwoMswaorAwnRK0XfkUlIIjwiCoDyTDYMMgnEpGRvTSAcUjkRJrPOEnsU6D82I2cWUVSSM1yKEEWSZJ/eBDp6pgSUOEu/LA6sbBh+BzzyJVngJa1tNbtqzyMREHTtXYFRpcsi1MWQeCo/tWLq5xWiJKQRKCuwwHPr6GxfYvGYMpQVSCxb7BRNS4HtldURjwlA3Ej9nCUqCUQjhkV4SKA0mVdPISBLqmnQ+I++B9mC0pLUqYapRI9s9IO9b2pHGF3YYcl1OxqMFQmukkURWUaSOSAiEB21DGd7uPcF6pJJlNQiByCiUVsRKElKPny4gUYQCdIB0UGA8YBSLvQITKUwkUSh8DkGWAeVroojuoCAYSWcuI1EKA3gbQAvCwOELhzRltoeXwzB6We5bSqA7sIzVDQMXqAmBaBp2TQ9IYo3SEp97VEsj9was83igXzhWTdZIc0dNSLwtjYm08CQ7PVYJFvKchpZ064Go56kn98D/RFRUVFRUVPwfZMfsIr/77v9grjcA4BuXXMMHXvy0kUyAGxfneOKX/52FPAXg6zddw4cf8dsjK9a/v+MGnvfNT+GHC4J+uucW/vGhTx553W/dfB0v/Panly6rfz6zi/c86Akjuo9feil//e1vLY1vWpjnFaedPqI76+Jz+dg1PwPgC9uuZGBz/vDYB4zo/upb3+TTV14BwH9fvYXMOZ574kkjuj++4FP8cM+2UnfT5Xzg9KfziA2joeIv/pfPce3OaQAuuOZGxmoJjzjhiGWafprzkrM/xd75HgAXXnkj//qXz+T4w5bnW+yeXuQVb/40/UEOwM8u386/v/f3Wb9medD29btm+It//VJ5nQ28/J+/wGdf/zwOOiCQ+0fX3MSbPvHNpfFLPvg5vvxXz6eZxMt0P7xoK+99/7lL41e94VP817++iPiAUPHPfPpivvjF8hjPzfX467/+NB/92EtGjsl/fuJCvvK1ny/p3vjmz/ORD71gRPfP7/0G55+3pXyvF13P3735C7z1nN8b0Z39t1/mhuv3AnDZz7fzgfd/m9f+5Zkjure872tsu2UWgJ9cfhPv/4/v85oXPWpE97r3/jezC30AzrvoGo7avIbff/LouXJnCEHgw52v4gh34bkVFRUVFRUVFRV3D/e4Gth9xRZCiFtVVAwvHJd5GreutriNbQno7R3QvWIeEQKDwjLdT0FLMhHKiWxAaAEuIL3AZ46Qeeq5IJGSGEHWs2WYs4BmI6JWU7TbETKR+BCYsw6zJiGfLXCLFp956kgObia4fkZwnpoX+MKDEhQqoLRkdj5ljy2gphBCsnu2T1EE+sHTzx2zeUFhytX4NhEMvKeeKBaFJ2trJJB6B6bMa6DviGoaFUukEBTBMygcGoko/P4qlVC2avI+sOgKtIBDphpECPqFpQgeax2dwmIlzLmCQfDgwS0WbBhrkOSCKNE0lcZHkn7q6C/mYAMilK2K8tShjWJVs4YOAh9gzXi9zGDo5Fzf6TF2SAMVy7KaIAc/W0AWYNgCSfhAqCucGRoImYdhAPdgYJkpCpyAhbQMBffzBbJjqdcME6vrCC0QShFcwA0sMlJIo1BGopRgXTMmGoZry0QjYkXQErRCxwqpJbphUEaVORiFBy0RRhAGAWlBhECeWmTmGVMKl3t2zvYwSRkCX4Z0D0PgfYCBpyUknV7BYr88/gGQUxH4UJppcl9HLEU+/JZKBLqmaQiFDIHZhYyB84SmJhKCycQw3jCQlnkYfrHMBqnHGus9RglEvwyad4DXAqsEsZEILegHy/RMFyWg1vFEkUK2KuOioqKioqLif4NzL7lmybQAuPCa7dy4d25E9983XLVkWgCcd8v13NxbHNF9aduWJdMC4Cs3Xk3h3Qrbu3LZ1fQXt105Uv0M8IUtW5Y/74DxPr5183UHjLeuqPv2DdcvG593/fUjmoEtlkyLfXxn53UjuvneYMm02MfFW7eP6G7aPb9kWgA4H7jk2ltGdFdv3b1kWgAM0oIt1+0a0V1z8/SSaQGQFY7rDtgPgCu37142nusN2DE7+pldfcBrzM712DPdGdHdeOPy19ixY548H23vue2m5bqbts+s+Nluv2Hvct0B433s3rWwbLzngPE+du5dfv+uvaPvNc2LJdNiSTc9qruzOMRSu6g7d6uMi4qKioqKioqKXzX3OONiH2GYR8AB3kXJyB37HxkaHkKIssd/35IPDYM4Uqxq15BakkhJMbzAD9bjizLqe6ACi3mBCZBZj4oUOxb6ZKlHRJK+c3Qyi4oV1BU96UlqCp95TKQIsaATPE4AqcP6QAiehhR0swIpFUetbbOqETE1lnBQvYbMA1LDmmaC2RCzgKPjHataCc2mASWQAiaSiFqQTCrNhFdEWrFQWAbWoRNVtrZKPf1+gdeKuU5OPTEk4zHtqRqF9cgQ8MBNcz2sgHYcoVsa04rQq2N8gJlejm4Ymu2IyMFkI8FnHqQv2xoVgSK3pWmiJQvCEdIyZ8HbQPCBemxoxBKfWoSChTTHdR06wOJCilaKVUmMnysIdv/nHPqe0LFDk0fibcBKMA2F1AJpFFJJgoXIlaZAllvqsWaiGbOmkYAbnh5hGDauBapukDVNEAJHKKs5hkZCEGVLKNvPCdaxr5xHxAo1NC+cD/QHFh8C3cLRrwsW0xx8aehoI8knDGZdwg17Fumllht3dsqwbwlqPCo/RyXp9TKklkyOJ9SMxCtBcB6XOzr9HGoGGWmcFjgNiZQE73G5x3YKQqdspRVrRaNh6M5kUAQaq2KkEARVGivWQBELGrHGAI2aAeexAwt54Jrd81y9a4G9vQyBYCyKOOqQKUIQmCKgbUB2Ryc4KioqKioqKu5+6nG0bCwE1A9YaQ/QMMt1UgjqelQ3GdeXjdtxsmKrqKlkuW4yrq+YNzBVrx0wro9oADY2l1cbHNQYW1F30Njy+zeMjeoSpZmKl7ciOqjeHtGN1RJWtZbvz2FrJkd06yZb1A44ppvXj+o2bZhA3arSRUrBpg2juqM2rkKr/T+nYqM4Yv2qEd2BbaEmGjU2TI6+36OPWLdsPDnRYM0KLZtOPOngZeN7HbuBKBpdbHLSvZfr7n3CphU/2xNO3ny743088NTlFSwPOGC8j9NPPmzZ+LSTDx3RJJHhvsct37/T7zOqu7OEIPF34RaqcO6KioqKioqKil8597zl1LdO1YYDVgXtr7C4dTOpA6+/b/0ct1jQrieImkFFen/rKS8Iqpz4DsMfJk4EakYSpEGlUNMKEQk2HtzGdy1BCNZN1pnpZiz0C4KVNIzCKEHhHSIvczTqRpENSlNExRo13EE3sCTjhqzw9HoFjcRA4ZhPc9pGYgSInTlNqXCJwqyNUA2Jn7X4PeXEttICEyS2a5FaslZF2IHHKocMgTAoSIzCWc9UMyHRClF4VCKx/cCAQCOWHBTVMQXIRtkqSUYKikB7MqHVN4gQykl9BKkJxLECBMGVE/teCpJYU1gPGma6GattVBocShCCB6FQyqNjxbpIkdqARmIihZSSphAkVpQp0koSbCA1UHhPy0jILAhBzWiEEri8bNkk47LaouccaIELAV2XRJmgUdPMTQ+YiA3BeYQp20L5EJCJQriAsWVuxMJiTisxpSGiNP3U4bynFZXZEoUUpGlBXSrmOimtZozwAZ0HpA9lDoSDAo+qG2anO4yvSli1usl4ZokjXVZoOOgvFsRaQuZpxgYZK/zAM6EN5GXYOH1PMzKlm6gkkRAEG/D9ArRCJoLgQY0ZxuKY+ekuUkgaiabQlG2wfJnb4hEMCs/YeI28Xxo7IfXIdszqYautwxgrTZdYIYUkBE+WW6QWCCTCKJy47YqmioqKioqKiruPJz3gWM699BouvGY7QsDLfut01o6PTlr/7lEn8rUbr+aiPTcjheB1933oiPkA8McnPJCL92znx3tuoWki3nvGaEsfgD+794P4yd5buHR6Jy0Tr9gmCuD1D34I18zMcMPcHGsbDd76iEeuqPvbU3+LF3/3c1y7MM39Vh/E6+778BV1737MY3nJF7/IDfNzPGDjRl59+oNGNEII3nfa03j5jz7H3rTLow46hucfNdpKSErB+17wZN74yXOZ6fR47ElH8zun3ntEN96qcfYfn8nf/sd5pHnB0x9+Eg+692EjukM3reL1L3scH/rPH+B94IXPOp0jNo9mSBy2bop3veAJ/PPXyoyLP37CaSNtogAeeNTBvOHpj+ST5+/PuDiwTRTAqfc/nD9/ySP50td/TrMR87IXPWKkTRTAox99AoNBzvk/uIbVq8f4wxc9bEQDcObjTyLLLRdeuJW1a8d40QseuqLuuX/0ULSWw4yLNTzvj1f+zF76skezes0Y227YywknbOLMJ528ou7VL3oUG9a0uXHHLCcft4knPmL0swB45yuexL99/kfsne3y0FOO5Iz7rmyEVFRUVFRUVFRU/GYiwkr1wr9CpqdnuK1qiv1tocQB9y3XL72lALvP30P4SZdkVR1ZgLMeIQWqqZF1DbknuEAQMGsL6kiyvqUZa0RNgYRcQSQEac+CCzTrBusCRQjUIg3WI5XA98tWREXXUvRzvIda0yCEoEgti6lF1CQ9W1ZTJLGGgaXnPGbcUHQKmlLRj8rV8q3xGJ8HdObJ53IGsSDJA1pJhAQ/cIi6JgwsuXXkuWd8LEKIMuNAtDS2sIg0ICOJbGic9ZAHrC2rJ+KWLnMT+haTqDKjQga8ESx2claN1ekspmVVihRM1mN2LfZoNmJcCPSFZ6oRo5qKztVdhBIoo8i8Z+90j7VjCbImSWoR3V4OBdS0REWK2uoYusWwmmMYmh0JOjjGc4Gby0GUP1qJJCJSEAtCEViwlnnvqDU1aeqIYonseNYkEWlqSULZ9ksIEImi7wNZZplKomGWRHmCyLoh9Mvwbh9LghRoDyF1w15NUAwsmRLEiNIIsQJlJKGwUHgyD6GuuHrPApP1hE3tOlICw/ZWPnX4SCKth7RsJxAESCPLKhgEuqkJNpRZHEOzQChByD2hGJaQKFHmj7QMqfLML2Q0WhGNHHwsiFVpPgUfyDsFWgq23DhLIeDQ1WNYCfVEEwuBIICRzM0OkFoSpGRsIiZfyJC+bNW1kBbEseHebzjprn+xKyoqKioqfoO44oorOP7447n88ss57jZCrFfC+8CNe+eox2ZF02IfzntuWJylFcWsrd+2DmAm7dMyMZFaOZgbymvn2WzAWBTfZoA3gA+B2cGAiSRB3UaA9621coXV/f/TuorfbPZ99175hdNYd2TzTm9n17Vd3v2kC37p73BFxR3lzv6duKey+R0/uEO6ba8dNakrwO3eyuLfPWNpPPbyT6DWHv4r3KOKioqKewb3wIoLcYAPsZJZceBj+zX7fZiyciPPHZGWyAAIjzKC4ANBQtEvUEDuAjrAlNZYwK+OkOMGsejBBbQRJOtj7LU9pJGIukRM52gtyZyjKBwqCLJaIDKe3bv6bFrdRA0rGQJAYihmLMF6lJC4Kc3u+ZzYerJezpqaotaIcL2CuBPKUOSiQEmB6+R4Ak2rEHWNk6D7nl5WMBhkrFvfJN2Vl5HlElxWAAo3KLhhpsPa8QZjSuH7DplIgoIiBOoNwyB4ZAFJXP74DFpgGpqe8ayaaiL3WsYjjR2XCCeQRjAWEnqLKUndsGZjg8XZlLgPIZHYEOgUOe0oIpYSaQTSCcg9jUSzYHMQCukCdjaHEJCFRyiFqwuc9WhT/n+QIHzAFx6ly0D24EBEAqEksQv43FE4R9H1rNIaQUAjQIFMFPNFzoQxNDzUtURIiRBl1YiIVZk5YURZGZE6hBZ0B5aGUYTclRkXWqKlxBPYPtOjaQztRKO1QCSKOA90gkd4WFuPkKJsPyXsMFcEULkvzzuGlSzBE1DoRCO0JJMBQwDnEKrMnPBZGSoujcIVHoTA4RF45jsZKlakuaVhFcYFfAgII/G5IwsOqTTaCFr1GERAKIFR5flP7souWpHEOcrXzj0yVhgjKeYzarFGmWqCoKKioqKi4n8LKQWHrh1tSXQgSkqOGB9tSbQSK1VjHIgQ4g7ppBCsuo0WUStpfxW6igqgvGK+C+2efJVxUVFRUVFRUVHxK+eeZ1ws49bGxIGFIeU4hPKiUogD9eXqMRVLgpJ45xF5AFWuUpO9stWSSBQM2x8V3tP3niguWx6JIhBSi7CSMGep1Q3YQLpQYIxEWE+tFhELQT8rSFOHcZJ6oljopdgA6+qaoiYonCeejGhasD2LjhXR6hr57pQsLcPBfb+cyHeZRUiQQRF8YLafsaufceh4k0QLshikgnYrplY49tzcYTIy5M7jFgtQEiE9AsnmdWNoJwjAwiCjbWIGhcdrwUJeMLGhjicwu6PPZDthfn7AWJwwsT6hIz0hg0aqSdYYOrsHZPOOemKIx+ukacHiTT1EovADSxwrcu+JrafTS6lpCR6iWA5jIwRNo8hTixEC6cr2REIrCAHVUHQzh5+z1IVCNDR2IUPVyuOA8wgpCbYMlF70Bb1+gXSglKQRKQQCHQJSKULwtLWG3CGG7al87hFClGHrCFzhy9ZMPiC0wucO4wElkbWy+EEKSaCsvFjXqtEZ5NjCI11ZeVEET6YERx08QYIAKcoqDusIntIs0eUxELoMUpdBQfBIUwa8ex8QYxp6rgwSN2WAO8OICSEEwXpkTVGIgIwUszN91tcTvHfkUmCdZ8xECCXwqqzo2LihTdEtCAG0Ls/TGEEUKYLzNLRGxGU1R+E8e7op65sJhQ3kPlCX96iCrIqKioqKioqKioqKioqKXxvuSDXKYW4nn/lf2JeKioqKXzd+TVLHJKPtocpOPgdSBs6VN5d5TKGJ2xEikmAEgjK0OwxXw4fcEwuJEoJIK9o1g8sCc9MpM4sDNAIJzO4e4BcLKDwKAUai66Zs/dQpGBSeSEm0VrTjiPZ4jVY7BikYCE9RF0yMJfiGoRNg+sYu4ZYUW3jqQZLOZ+xaTFmwDiclN053WVzIEAFajYhEC0RNYV1genefzrB9kIk07VhjlaDvPbl3LAbHXFaQpw4/KFfq+4FF1RR4qI9F1FfFFH2H61jSuYKs8ISeQylVhmQXgXY7ZuLYMYIK5Ldk1NDUYk2ROXrWcsvigAhFdy4n5B6bOhZ7OVpINAIdSXSk6DhLZ1Bg+xbhBUoKRO4g80hRtl8KPsB8wZhTjJsyYyK4gDAKYSTCyLINUuEp+pbFtEDaQFDQyywNY8qqhtQhHAQbCLbMfBANjYhk+RoKCuex1sPAwcDh+xaXOnxaIIxENzQowMMgs/jh+RJJST+zdNKibCslht2kEoXRkoaUZdWLo2wpZTQqUgglEMnwPQiBELKsyDC6bPdVBCKjSAcOYSRBenrzOXnmCAS8K/c7KPCFIx84Op2UVi2inhj6oQwwXwweZ8o2aGvuM4mqKebmUgaZAw9k0M0doh1hDm0QH96kzC2Bm+b7aCVZ36iV50qs6HhbZm9UVFRUVFRUVNwO3t+xhQ53p66wjrnF/i/UZblloTP4hbo0L1jo/mLdLbvn2b5z7nY1IQS27Z5lx8zC7eq8D2zbMcuu6cXb1Q36OZf8ZBs3XL/ndnW9bsolF17PjVtvX7cw1+NnF25l582zt6u7YdtevnnelWy7cfp2dVtv2MO537mSG7fP3K7uyqtu4VvnXcnuPbf/fu8OPAJ3F25VxUVFRUVFRUVFxa+ee17FxZ0MA751preg/MHQ3ZPi6xLVKkO5ZR38okN6Ty4gqSkYBBiuKncuEPqWZs0wliQ4YfFKlm2FUkemBLVEEA0rDFRNY2dzUjzeeQwKZx3UJBIwomxpNKYVIXNI69EDR+od66fGkJ2C+fk+E0EjE40JnsGgoF2PWRVHRLHCF56oqTli8xRFUyBcYKNuoBJJ6DiEEkS1CGqSZKzBwkyPqBNwUSCua6SS5SHVksiXx8V3CuiJMusgC0Q2sG6yTrdbILREe4lfdIQsw81bQs/hrYdYIzwEEZA5TNRilBCMRwZPwAvIMkctkWghUZFEephdSMl7lnXjdSKj0IGyZdJwkt4PCuR4UhpRutw+QhBcmX3h84BQIGOJiBVWBtLcI7Sk3UhAZrQijcyAzC1lSwRdVjq43BMiWWZ42LK6wbuAcgERQnneJJLgwAXwEuJhiy9rBSaA84FeP6cVaepxjOw7enl5DhAbEgTCA1rg+wUhkkutrQBcalFBgFYIFcq8ipqk6Fp8vyARgVqkIHPIWDOGhKHhQRZwNYntFeChk2XUmhG2Z/F5acApKQiRIBiJ94FsR0bmA6um6gwGZYYHITCRRER1TbYzxQ8smQ8kRjIZRYgAvcLSMJqooVlFoN/N7uw3uaKioqKiouJ2+OGPr+cjn7gAgN9/xqmcdr+Ve1l/4aIr+Pj3L6EWaV5x5oM5cfP6EU0IgbO//n2++POrWNVs8JYnPZLjD1o3ovMh8JbzzuOr117LmkaDdz7mMdxr9Wjo9KAoeN2553L+TTdx2MQE737c4zhobGxEN98f8Kcf+yI/vXEHh66e4Jxnn8mhq0dbXW2fmedPP/pFrt01zYmb1vPe557J6lZjRHfF9t288t+/xM65Dqcfs5l3Pee3qMfRiO7Cy7bxunO+RG+Qc8KRG/i7Vz2FZn007Pqr37uSd37wG+SF44z7Hc7fvOJMtB7N8PjC9y7jHR/9FtZ5Hnm/o3jri39rxQyPd3/4W3zm65cA8OjTj+GNL/ut4aKp/Tjv+YsPfYnv/HwrAL//qPvxZ08+Y2Rb1jpe9Xdf4IeXbgPgBU95IH/4tNNGdHNzPf78xf/GjptLs+T5L3oov/u80R7xM3sWecXzPsTuHfMIIXjhKx7D0557+ohu27W7ec0ffpiFuT5aK171N0/jIY89YUT3/Quu4ay/+QLOebSWvOn1T+b0U48c0X37e1fx1rO/hPPlQpy/+euncv/7Hjqi++SnL+L9HzoPgEY94u/O/l2OPGLtiO7uwgd511pF3YXnVlRUVFRUVFRU3D3cA6/IVmoLdSCjK2BG2t4G8H1H1AkEG/BNhTw4QU5qZN2ga4bF1LIQLI4yK2FvnpEqEC3FnpCzG8teX1AYMC3DXp/jAW89IQjcoAzEbtQMk/WY8cSQSEnsBEILNIJgoD+fEToOt2gxSFbVDHI2o9PLaRhNXUk00B6LWVOLEVLSrEUkkUYkChVJICCEQCPRTc2cs3REKB9fFSMjhZsvKBYKtBbU2zGuCIQ8EDSgJXZgCblD2IDvFeS5xWWO+YWU3Tu7zM/2qRWeQVqwd1uX7IY+dmeK6xWEgcd1LXnqiJSiHismowgyV7ZdsgGFoB0bFroZC7lFK4UjcPDqJpsPHkdpSV54usEjtSLv5aQdS0gDIXW41JHuzUsDQIA0CpkobADhQQSJs4HUOSwBq8of6nWj0VoSnMellpA6CuvpphbpA6EI2Mzjco+wEMeaWl2D8xDADgrsQkEoPCp3xLFGSoGKFM3EIF1A5p7EA5lD+DIw28SGRs2QpZZaEhGcH565YlhdUWZOCC0RXpQmQ2YhBHrCsZjlCAKuoRAtU5pDLmAHltwHhBHYvmOum9FZzJgf5EQ1Qyg8SSGoR5pIS8ZrEUoJWuMRNnUUEsg8sS8Nt3xg2T3TwwNCC4qZgpA5lCnbmqWUVUTBB2hp5ESEiCW1RkRrLLkrX+aKioqKioqKFdi+Y46/eufnueranVx17U7++p1fYPuO0VX8P956M2/4xDfYcssefnbDDv7kQ59joZeO6D71k8v5yAU/YbrbZ8uuvbzk41/AeT+i++gll/Dvl1zC3l6PK/bs4Q8///kV9+/vLriA/96yhZl+n4tvuYWXf+UrK+re9dXv8+Ntt+BDYOueWV7/mW+sqDvrs9/kmp3ThACX3LSTd37xuyvqXv2xr3DL7CI+BL5/1Q184NwLV9S98Z++Sm+QA3DZtTv4t/8e1XV6Ke/4QGlaAHz/x1v5wrcuG9HNLvZ5+9C0APjmj6/hy+dfOaK74tqdS6YFwDfO38IPL7lhRPetn127ZFoA/Nu5P2brjtGKhW/88Ool0wLgXz/3I27ePT+i+8KnL14yLQD+7UPfYdDPR3Sf/dgF7N5RPj+EwL++9xsUhR3R/cc/f4eFubJSxVrHh97ztRENwEf/84e44TGx1vOx//rhirp//68f4oYVMnnh+NgnV9b9v4+fv/TvXj/nU5+9eEXd3YUPEncXbpVxUVFRUVFRUVHxq+eeV3Fxm2W5ggODuoW4dbuoA54nBTNbFphYUMgxgy08bq4gFhLZFEQ+IJxAIZBS4IRjTEpkEAQXmFQRRewJBGKj0KtjTN8wv5hTExrVK5DDFfY4j6cMDRQuMJPm2G7AFp7JWsRcUXBQLWZnlrF+TZOmjAgI2mMR6XxKv5vRwEABDFfMu8yVbaqaGrQgDDzaC+xMRrQ2IUoFvinpeU/NyDKwUEraskE0ZZBa4bsOP5fhU0+vcHhZHheXO0QimRAKYT3jjYhi4DCJQSqB6DvGk4gic2gl6fQyBsJTb0b0+wXr6g28FAyUJ00dg75jLCgWBjmtumFVo4YEFvsZEpioJUgX6A4skZY0YoNsGPq9DNt3GCnwPYuTAmMUIgdCIAAyEnglEJEq91tIaloxkAEvA0XmEYnEdyzWB/TQMDCRJpIagkcJgfbDAG6jIC+Dv1FlVUfmy6qLGBBSlC2kpMASGPRzal4iPESJwRcOhbpV0DW06xFSQIgkofDMW0vcDSQB8PtKLjxCCRYHOS2V0JASFPi1hl03L3JoX6GlKA2xSDCYS4lMgiTQlJLFnsVoicsckZCk3ZyuczRbikjAoFfQDBGqqQkFuMIiC6DwxAFW1WOC9ezc02XNVJPGpGHPXI+aMjTHY0LPIxS0JyKKhRzs8OvmqoyLioqKioqKu5vrb9y7NKEOuHZE2wABAABJREFU5YTv1m172LRhYpnuqpv3LGuNujjIuHl2nnZjeTXF1r3LW/RMd/ssDFImG8uDtK+bWa7b2enQzXOaUXS7ugPH+7hlbnnLnx3zK7cAOlC3c25l3Y47oLPOs9hdbt7MLYy2eOr2MgrrDtCNtpZa7KVLE/T7mF2hBVVvMFqF2h+MGgjddPS+Xlbcse2t8Fxnl+9bCIzs74q6YYUxZrnOHnBMbLF8vA8ll/+2knLl32gH3i9vo83ogZUpB26/oqKioqKioqKi4kDugUtJxAq3Wz8G5Yxq+diBF8H7HsVDPQflBcJCNACTBkLmsblnuptRhPKiftAvsAIyDTekfbLUsaMzQBlBHCvMOoNeHxG1Da12QpYWBClwNUXc0EQOZhYzFq0DLZhIDHUtWTdWo1ZTrNMGAWxoNxCRwI9pFrxF5B6DIG7HyERDpBFKUVhPLgEtsN6jmhoKj0gdSkmEgLzwBAUmCOxcwfxsys23dOmpgJ91+LmComfpFq4Mv1aCuKaRiUK3Yxa7Bbtm+hSpJ+3kBBcggOs4sIGZ6R5CBsSYIq0JkmaEUZKJdXXEpGGPzxENRaQkvUbAx5LaWETwniK3OOuZGK/RrEf4vKx4UEowXjMkojQPWrWIibEYWdeosQhlZNnKqVeADeDLTItaoiCA8IE8s+xc6KOUxPpA7gL5XMGgb5kZ5HgtQQ7zLLQAJcF7gg/IpiYEP8ymCKAlQQkGIiAijTAKWVPgA957RID+wOK1RGiBs55gBFIMTSopyG1pMIWBQ4iy0qLwHpk7hAt0+jn+VqdorWYIweOj0iTpDwq0kWWYdq00RKI80K5FuG5ByDzaKOqJQXmBd4Gp8Tr1ZoRVgX5wFLFkQXt0pBAdhyocrmsJqSVkZZuobi+nyBwNpSF1hJ6jkUnqRhNmLVhPHgJ7Znrs7KVQV6imRtVH2ylUVFRUVFRU3DUOO2Q1kdn/NzYyisM3rxnR3WvjmmVVxWO1mI2T4yO6+2/etGx8xJopJuq1Ed0DNi3XHbdmzYhpsZLuwPE+Hnavw5aNH3L0YSvqHnqg7l4r6x5y7PL7H3zsqE4rySMecNTSWArBIx941Ihu7aoxTjzmoKVxZDQPuf8RI7qNa8Y57tD9RlAtNjz4pNG2XScecxBHHLy/rdaGtW3uf+/NI7qH3vtw1o43l8bHH7KOe20a/WwfesqRTLX3t8s66eiDOGzjqhHdbz3xPrTH9xtQZz71vjRboxWxj3/6KTTH9n/mT/m9U4kTM6J76nNOW3b/M1/4kBENwB889wziuFzjFsea5z9ntN0VwAufe8bSuVxLDM9/9mh7KoA/euFDl0yO8XadZz79ASvq7i48Zc7Fnb9VVFRUVFRUVFT8qhEhrBRx/atjevr2QuJufQl5G57LcKW+Sz1b//la1rRaqHZUhi2H0u5wAWZ7Ga2awRRlLkPQsNflTNYTak5wc56xIU6oTRjM0TVUSzF/ZZf5G/usNhG7OwOkEayt1widvGyN1NI0irJNlEw0fqFAxBI/sITCIesGG0tu9jmTUUStCHTmUibaCTKSkJdtrfJBQZYIYinQWqFjiZstkHVdmjKCshXR8HAIF3DS4woglnigPh4z6BfcsHORQ+o1YiUJAQbW0Wgb0jww28lYlRi0C8MMhDKE2gG3LPRZPdEgNzDeNKAEMi1bH6kpQ3cxR+aBXjdnngLTDdjcESWSyApMookaEbOzfVrG4Kxn0VsOatXL6gMpUEogVBmkLWNVBmrnvmxnpQSiphEKEJJQBDyePJIs4MgV1GuKQa9AOUg6gW43pT2eYOczJiYbiHh4jHxA6LKSRgxXqYVIDM0RECIQjEIqCLlHaIXQEDKPqGus86hFR7AO73zZtgqBTBQZgSAgEgKpZZnbkTvCwEKAnnXUIo3woTzxpECNR1gfULEkLTzzecF8J+foNS0UgiwR2E5BkoH3HhykMhAiRauusSKwq5vRd5Y17Tp+YIljTaOuwULeK2DgkM7Tzx1FAGsDkkASaeJEo4xASki9R+QBoyWFFLhQVoZoI1EeRKQ49CVH35WvdEVFRUVFxW8cV1xxBccffzyXX345xx133IqaW2dcPP8Zp3Hq/VaezP/CRVfwHz+4hMRoXvnEB3PvQ0YzLgA+97Mr+PLPr2ayWeOVjzqDtWPNFXX/9fOfL2VcvOaMM1jVGM2aCCHwwYsv5oJhxsVfnHHGigYHwKcuvoyLb7iZw9dM8Qdn3BejRhc9OO/5f9//KVt27OWkQ9bzrFNPXHHxUVpYPvTNi7hldoEz7nUojz/5mBVf01rHp795KbumFznj5MO477EHr6gbpAWf/MpP6fRSHnX6MRx92MqZCt1Bxie++TN6g5zHnXovjtw0mvsB0OtnfOW7V+B94DFn3IvxsfqKur0LXb7246uJjebMBxxLLR41EAD2zHQ498KrqcWG3zrjWJJoZd303g4/vfh6xica3P/UUfNl6XV3LXDJRdczuarFfU+7bd32bXu56pLtHHTIFMfd55Db1O3ctcC2G6c5dPMq1q1t36Zux855brp5hsM2r2bN6tEslH3csG0vu/cscvRR65gYHz3v7g72fff+6LMPZ/URt70vv4i91y3ywad++3a/wwfy6U9/mve85z1cffXV9Ho9DjnkEJ7znOfw6le/mmj4/dm8eTM33njjsuetXbuWXbt2Lbvvyiuv5GUvexk//OEPGR8f54UvfCFvfOMbUbf6foUQePvb38773/9+pqenOeWUUzjnnHM46aSTfultVfzvc0f+Tvw6sfkdP7hDum2vHc3o+b/OHTk2h7mdfKbzzqXx2Ms/gVq7cvZVRUVFxW8Sv2bGxa3zL/YbFyGE5Y2iAmSdgpv/ZStTq8fBlEHJwkPQAhFJbOFw3pOgymoDI/BGoCcMIffsnkvRFmpNQ1JXzBY5jZoh3JJT82ULJxEr0sUclTsEAqUFWMpQaSXIOgU+wHwvZapdQ8SSIpLM9XPWTtbp9DP0IDA2FiNswLmAUwGVefoh4CNJuxkRepZQeGQk8UKQi0BsJFIqgveEbk6QgoFzBAcD6xlrxOQysNcWHFxLkH2LF+AAEysGBPLUMdmMwHu239xh9XgNFQTOe1RN08sdpqmpTUXoWGH35AgBPoDLHXu7KVEOOlJlKHXhsNYz209ZO9YgrkegYdAvqBlFL3dEXtCIJSIqj3t3bkCrZoatrgRYj5ASjCBoQSoDNaMhC1jn2VPkCCXJI4GoQTawxH2YkhplA1JJZPClsaAFEkEY5mW4bkGQEJSAWCIkYEPZgmFopgghEUaWAeRG4nOPzzwyDxRpQVY4Gq0I4coKibSwZEBLG4LzyKmIMF8QejnellkewZYh44QARuMjgdIKEQnSCHbM9kEKDlnVRHYswQaoSehaRBEQNUmwIJqGgbPEdcOe7oBGYvADT6thcHnZEiuzHm09ZB4FFD4wOz8gjg1BQK1uiABiSbCe66a7bGrXqYuy+qTwZU7HwDpunu1yyKYJTnzF8XfX17uioqKiouI3gv9rE1IVFb8u/CqNiw9+8IPcdNNN3O9+92N8fJyLLrqIs846ixe84AW8733vA0rj4vTTT+dlL3vZ0vOiKOLkk09eGs/NzXHcccdx7LHH8prXvIatW7fyyle+kpe//OW89a1vXdK9/e1v581vfjNnn302xxxzDO95z3u46KKLuPzyy1m3bt0vta2K/31+1X8n7m6joTIubpvKuKioqKi489wDMy6WE0I4YEWWQATKQOjh4/u1LD1Q5B5vykoBGwl0EQghII1CJGUVg+w7QlFuX44ZgvUs7B5Ql4rJyOB0QK6JELOOcafRMwGhFMGUJggeet4TO9B1idIKnAMhyRZzbCwRsWKyplFGkheWmhfoZszsTMq6VXVCrcyzkASkAIWEpiLu5OhYI6TASUHXe9pKQ+GQscTO52ijCQREXePmUpQQKFdmQEhfth1oJJq8V2CExFsHSpDnjmQsoiZkGWKeB9ZNNAixxFnPzGzGKq2wBHQRGMzm1OuGNHN0OiljrQRCoBlH6JbE9crqAhlr+kXGmrE6Sitc5ihc+ZGENBCCRwqFlBIVK5wNNNbXEb2yt65QEjFsCxU8SCUw1mEziwWMkYwrQycqu0ANrCVWmlWTBtl1SBHKdlOUpkRIfXn+GEkglCaPKN+vMAbvStPCA0ZAyAMYT0g9IlH4vDSghAcvIFpTQy7kqJomFIFQOLQDk2h8v0BIid+bld6aVkghIQSEUYhhdolINL1uRtIQGCuZ6aa4SFAfj+gv5rQjTYjKEG2XSAiekAVk2+CtwySaNHeIIEh9YNJo5joZe+YHHL1mjHqiCQMHzbLlVRhYCgFKBHyAXjdl/USdgfe064YjV7UIqSMY8MGX/Ya1YKyuOTLRxFG1EquioqKioqKiouLXCx8EPoxW9fwyz/9l+aM/+qNl44c97GEsLi7yj//4j/zDP/zD0m/a9evX88AHPvA2t/OBD3yAwWDAZz/7WcbGxnjUox7F4uIiZ511Fq9+9asZGxsjTVPe8Y538Jd/+Ze89KUvBeDUU09l8+bNvO9971syJe7ItioqKioqKioq7qncAzMulnObGRYHPO7DvqDusioj25OSUGYmREIgjSyDl0Mg+ECoSVRTIZUAIfCLBRrBWFyu/jc2EOcQ7SwQfYfyAZ9b5oNj0Tu8EUwvDBi40gwYdAtu2tnBi0A3K5h3jj3zfXzfon3AW48fhh1HrgxPdt6TWYcYU2UFQUPhozJLQRlFCJClFiEF7amE4MsJ/UhLhBJkJlAYQaefYz0kRqObmmJMU2iWJtdD4fEy4BSgy2OhE0VQkptnehTOM53l7E0zbtyzyMRkHZ1IkomIgbXo3JNPZ+yY6RDVDQjwZpj7kHtkpJBGMhjkNJOIfmHJnMV6h6lJEiug8Iw1IpK2QSTlhL4UlAHkNY1oaFDlZyh0GbCND6g8QOZQLpAJz+48w4mA8IEERTooylZcCnwIuHT4ftOyyiFYT8hc6U64oUuhJKFwkDtE4VHeI+oSZNnKKSAIUuB9wPcswXm88/i+xcSa4EBEEj8oK218Jy+rbASAGO4/eCmYzQu8BO8cXkAg0FxTQxuByywRkjxz5PM5DV1+5qKu8T0HmYdYQizRa+OyBZkQyFgiWpLxVlwGlOOpxQrZGFZ3aPC5JwSIxyPWHz9JF4cy0GhEDLynHiky5+hllqAkbhjMOF9YEFBYh5Gy/H5UVFRUVFRUVFRU/BrhkHf5dncwNTVFno+Grt8eX/3qV3nMYx6zzFR45jOfyWAw4Lvf/S4AF1xwAYuLizz96U9f0jQaDc4880y++tWv/lLbqqioqKioqKi4p3KPr7hYTtifyz1sDrW/4iKU4YVDA2PvFXNMmDLsGCHA+WGGQ0CFQOiUE9wilgQjEJmHzCERkHlkQ+EZTnRLkMOg51YRsJRVErVYkXYtUkliYE0jIsstiZLU6waXaFIbKGqSPWlKC0XNA06wdqKOTR2REvQXc1wR0ErSqwlwjoaQBOcpQkAbhYgFedcxpx3txYC00MsLEi0JMqBahjBcGSSzgIgkEPCpY1d/wOqojtaCG6c7rB2vk+62tKRhKonKqgICcRZQEwkQyAX4wlNHoj2occOhrTY+Dyz28vI5kWCxl9OODUoI9iz0WdusIwXEkUZEkkGnnJD3RtJJc9omJh4zZaXHQmk6SCHJQyCKFFIKfO5ACnxR5i2IoqxAkDVFwxg60hNcwFrP2mZCPR/mVzQ0ncUM0fPUhwYDmS2NigCIYZi7L3MpKHyZPaFVWUIz1AUBIXf0M0ttIiKdK6ip8rnB+bIyxAZEKA0pQiiPR1xWA9FQSKUQcwWTOkFEsjxPM4+3Dr/oEBr6zrPoLBZPtyaY6WesUqbcJ8r93dcDze3JkEaC8ySxpF8IXHAsZjlCCaam6ti+RQcJojxWaMHuXkpSKCZrMdJIungSIeh3c6KGQWmBURJvBAWBqCgD0aUpj2nQlXFRUVFRUVHxv8mNu+fQSnLQqtvOFEgLy89v2kmrFnOvDaPBz/vo5wU/v2UXE7WEo9etnNsAsJClXD67i/WNMQ4bm7xN3c3zC/xs+04Onmhz4saVszYArts9w5adezlq3SqOWjcaOL2PK27axY175jlh8zo2rRq/Td13L7+em/bOc8qRGzlm48rvN4TAuRdfw8xijwedcCib1k6sqPM+8LWfXc1cd8BDjj+MjVMrH+fufJ8v/cu3ybOCRz7rdDYctvLr7pnt8IXzLkNKwVMefiKT7ZVzL3bvWeQrX78UpRRPesJ9aI+NhqcDXH7pTZz71ctothKe8ZzTGLsN3aUXX895X76UsXadp7/gwcuCuW/N939wNT+6cCvr1rZ5xtMfQBSt/PPvs1/4CRf/+AY2bBjnBc87g3o9HtE46/jPj3yfqy+/hcOPXsez//AhGDO6vTQr+NAnz2fbLbPc97iDedYT7rviYrT5hT7nfPBb3LxjjvvdZzMv+L0HodTdYxiEcOeqJm79/DuLc44sy/jpT3/KOeecw0te8pJl7//DH/4w55xzDrVajUc96lG8+93v5pBD9meNbNmyhYc//OHLtnnwwQdTr9fZsmULZ555Jlu2bEEpxZFHHrlMd6973YtPfOITv9S2KioqKioqKiruqfyaGRcsTeQOZ6L3/ztAGF4QutzRbtXRnYLgAwwcKBAE/MDhMo/QAqHKyf1eViAkNIUua1Aiyd65AQ2tqcWKYmBR3lBkDuNAJhJXeOpNQxyDHTjScYV0MLm+TrZtgBrTxLFkcEOXesOwyUgYuHKlvxL4EFjMCiYTQ3c+w/pArZ3QncvQTlBrRljKcGaJwvc9UaIZLwTae4ISNJOIuTRldS0hWEeQEgnoABKJtRYnBKuaNaJYIS206oZOVrC+WcNnDhOV2RKNmmExKzA+4GxgOqSsb9aQLUXmPPVEIgeBfpGx6Aqm4pjt011C6qm1JZEUrE4StBQUeRnyLRVlOyop8TXB6jVjhL4vg7bnC9zAImuKUHiChHRQUK8bhBT4fGhaEFA1ha0r0twyNyiYGE/IIk/kBT7ziKCQEnwRSLwAJQg2IAjM9zPGp5pIWeZc2NyBFmUgN4AcVuJ46PQyolZMDRBSleZH6uk4S31Di3RPShwEwnqEK82KcjHWsDLBDU/J3OPtMDNDCURT4TIPtqzcyF0giSOSmiTt5nglCHlg0TvGrUBRtpYSiSQoiUokUkuc9+R9j/FgIoXMAhNS43OHiErTJI9BejAWfN/CwDFfFJjUEzVN2dLMCRqTCSHzxDUDNtDv5qQRID2m8GgUTsPc7i6H/q99uSsqKioqKn5z8T7wmg9/mW/+7FoAfvdh9+FVv/3QEd3iIOV5H/gU1+yaBuCFDz2Flz9utGf4XH/Asz/8Sa4f5se99KEP5KUPPXVEt21xjqd//T/YM+giheBtD3wMzzzyxBHdZTt28dx//zT9vADgdY95CM97wMkjuu9cdT1/9vEvYp1HS8nfPvNxPOaEo0Z0n77g57z1k98iBEgizQde8lTuc9hBI7r3f/WHfOBrPwJAK8k//dFTeMDRo2Hcb/7IN/jiBVcA8IHPX8C//uUzOeKgUdPkLz/6Vb72s6vLbX/th3zs5c9i85rlJkeeFrz6Ce/k+su2A/ClfzmP933vjazZNLVMt9AZ8MKz/pM9s10Avvr9K/l/b/09GgdM+s/O9XjJn/07s3M9AM799hX88/ueRy1ZHnh+zZadvPpPP04xrIT9yUXX84//+gKUXj6Zf+UlN/G6F30EZz0Al1y0lfd+/MVIuVz33e9t4U1v+fzS+Lqtu3nTG586ckw+/8Wf8g//9M2l8a5dC/zNm542ovvIP32bT/37+QBcdP61dDspL33N40d0b/vA1/nmBeUx/uHPbiCEwLOfeMqI7s1/+0V+ckkZVH31tbuoJYbnPGP0HP1Vct11143ct3r1atasuW3DsNFokGUZAM997nM5++yzlx570pOexAMf+EA2btzIVVddxZve9CbOOOMMLrvsMtrt0kSbm5tjfHx8ZLsTExPMzc0taZrN5kjA9sTEBP1+nzzPiaLoDm2roqKioqKiouKeyj2+VdQIt8qxgH3FF/tWppcGhneB3bs7Zbsc7xGRREZy2GJK0Otm2E6O6+SEvqNpBbUgCSogtGSQW7q5Q6hy1X8eoNPNmMtyXAgooKcCnUEOElLpMUqhpcR1PKqucT6wc74MUHYiICcURILpQca1C12K4Cmco+haprRmQyNBB0FbGsZiU76u8DSMIbhAbyFjsJghnccSmJOe62cXUDYQMofUElyZp6C0RIRA11u27F0oK0dcmfGwqlFjfCwhTySL1rG4mIEL5Ws3IxqRob4+ZtNUA2UFwgcK58l9oJCBfregZQwCyZpWnQ1rmsSxpMCzmBUEIQhG0Kdsd2XqGrU2Iu+XodMikshYghKotinPwBCIAwgXCM4Tcld+nrKsjBCRwoWArmvWT9SpI5EWsr5DE6BwCCmRUpRZIQikFGAD9cQg5T6TqszRUFGZs1EI8GqYmWIDY7WYyFOGtQfwsjzB1rVqqAWL8SAssK/Kwij61tMVgaBlGcBd06VZhihbkhUB33NlLoWWWCFwiSqNiEjQbse0hubBgrVkiSTI4flsBNKUlR4+88hEEU9F2NSxd1efNLNoozB1Q+49O2Z6zM6k6GFlyPTCgNXthNXtmNgouvMDxIKl28/Je3ZpKVlPliHijQzyvqWoSwZ4sszRqo2utquoqKioqKi4+/nuZVuXTAuA/zjvZ1x10+4R3WcuunzJtAD4l+9czN7F7ojuvy7++ZJpAfCP3/kRC4N0RPeBy3/EnkH5fB8Cf/Pjb6+4fx/54U+XTAuAf/zuj1bUfeg7F2FdOaFuveeD5120ou6DX7twaVV7mlv+7Vs/XlH38e/+bOnf1nk+ef6lI5ruIFsyLQB6ac4Xf3DFiG6m018yLQA6g4wvXnzliO76y29aMi0AFme7XPyNn4/ofnzl9iXTAuDmPQtces0to7qf3LBkWgBsv3mWq7bsHNFdeMG1S6YFwNZrd7Nr1/yo7rtblkwLgGsuv4WZPZ0R3Q/Ov2bZ+IIfXrcsH3AfP/3ZjcvGP/nZthENwCUXX79s/LOLrl9R9+PLblo2vviyG1fUXXn1jmXjq64ePSZ3Fo+8yzeAJz/5yRx//PHLbv/0T/90u699wQUX8P3vf593v/vdfOELX1jKoAD4+7//e571rGdxxhln8KIXvYivf/3r7Nixg4985CPLtrFiu+QDsh9vS3PgY3dkWxUVFRUVFRUV90R+jSouDrzIFvtbRu278BoWYUQ1xapWBF2HkAaflSYEUiAMNJoRZA6sJ3gLRtK1AWFhfJ2hHiIOrply1TyQ9TK8EKxWZUskEPR6Of3gOXK8haoHIi+gobhlpkcjMZi+J5FlCDgI3ExOVwXSqAzQzoF2LcaKgDEK5wJaCJx1RHWNluWEeiFAG0lQChMponZENpdRG3hWjZeT+EIJghxmd+QW6coD0Yo0x68fBxfwSjI9SBlPIpSRdF1BO9GITCBcwGiIJ2OKXSn5TMb0oGBtXEMfEhHNQRQpUluwen2DPfMpxnmUAJVIvA2IAqx1pIUtKxpcGBoQAjFdMGYMN9/SYfNkE+cDIpYII3HzGbKl8f1AHEvIQ5nTIAUoBVGZF2EamqwFoePJdIAFkCFgnCgDzDOHcB4d6bLF0dDMiaUA63GZZzGz1OqaKJSh5NJIMldmoITMQVIaNSGUx7Ow5Xs0UhBST9rNacSmNFdCQCYapcoKD60kwQYGhSUJEgq39P6lMaVh4mGAJ44MUguy3NPLClqtGFqSbq/AaYkSpclV+nHD81tCmCsQWhBCIIoVu/b0CHGM9h6rJNIGGhJ8p0AYwapVDYpezuJCRiwUY3GMDILYaLSUFMMUdN13zGSWWqRY066zfWZATWtWT9S4YbrDvf43v+YVFRUVFRW/ofTS0T74vawYuc96P3Jf4Va4z7tl4wBLhsIyXVh+X+H9ipOaUh44Xnn904E6LVeeHFV3cHu1yNAZZMvGB2K0QimJu9X7q8WjP3Nio5CirHy+ve21Jppli9Bb6VqTzRFdu5mM3tcabdm0UrunlVpFrV6zPCg5ijTtFVpPrV63vL1VUotorbS91cu3NzXVXHGyetPGydsd7+Ogg6e49qr95sLGQ1ZuA3bwhgnmrx7carzy9o48bC0/v+LmpfERt9GO687gEbi7Es49rOz//Oc/zxFHHLHssdWrb7vtGsDJJ5eVSA960INYtWoVz3ve83jlK1/J4YcfPqI9/vjjOfroo/npT3+6dN/ExATz8/Mj2oWFhaXqiYmJCTqdDs65ZVUX8/Pz1Ot1jDF3eFsVFRUVFRUVFfdUfv0qLvZxq+vQpQtwsf+WRWD7RTncN4muBH1ftvDBSERdQyQJLqALj009+c6UtGvJ+5Y9CynBQTOOyGSg08uxmcWljg1xwmG1Ot20QAYIWuD7jjXjNVqJwSCIpWCQFmTzKRpFHcWaVsIRB7WZqEc02zFGSkIemO1lOA9aSrSU+CLQHxR0BgW7FwYMBo54bYLLHbkvfwSuMhGNmkEUwKLDA7vTjPkoENoa6QUy82WgcxZoRgYzbohqmlVjdXTbYJUjEEi9x88XBCWQTrA2SVCxQLnyffRmUm6+eZGQSCbGE3RNI4LADTx96xBCMjFRwwnwHhpas7CYYedzXLdAetjQqCFNaSTgAvQc0ihUW0Mi8RLUpEFEYqnyIhRlyHRRePoLOcpAVNPUI03ba2IENvMsdjKwAckwriLWiESVn7GRqJZhbCIhNhp8QACRg0YQeOdLW8wFsAEXArOLKQSIg4TUkfVzalKW6ehSEAK4tCCONHWjCDaQ5g6ThdIQswHvPQyrHxIH2MBkHNEIgiIEahMRxJIeDlt4xpKI1kRcVloIgQhl1QgBRCLxLuBSXxor1lPXmmJQtkNbzAokgtp4jFQCn5Zh4jrWNBJTZpNLULFiMc3o9jJUHpBIslgRtQ1RpMidZ00joV3XyBCYao3+IK+oqKioqKi4+3nQcYeyYWr/RPO9Nq3hhM3rRnRPuu+xrGvvn0R/4sn3YsPE2Ijut+9zPKub+ye9f+fk45lqjk6CP/+Y+9I0+1sW/ckJp644uf2i009hvFZeF0gh+ItHjLanAviTR55KbZh7EGvFyx512oq6PzvzQeihWdGqxbzo0fdfUfe633k4sSknZtdPtHjxYx84oomN5lXPetiSGXLEQat41iNH21g1k5i/ePKDkcP3d6+Na3jmGaNtsQ46fC1/cNZvLx2Hhz39gTzoSfcd0d3vuIP57UedtDR+zhNO4bjDR7M/Hnj/w3n8Y+8NlIXiz3v26Ry+wiT9o3/rRB7z+BORUlCvR7z2jU+iucK12OOedj8e9vgTEULQaCW89m+fTlKPRnTPefZp3PfkzUBpWrzh9U8a0QA899mn8fCH3otmM+boo9bx13/5xBV1f/yqx3HfUw+n2Uo48X6b+bPXPWFF3Rte+lscd+R6Wo2Yh5xyBH/0zJXPlTe+5kxOPeUwDt44yVOecDLPfeY9q00UwBFHHMFxxx237HZ7baIOZJ+JccMNN9yu7tbfuWOOOYYtW7Yse3z79u30ej2OOeaYJY1zbqSV1ZYtW5Y0d3RbFRUVFRUVFRX3VERYqV74V8j0rUralzNcQbVvb8Wo57L0VgJs+fpN1H7aYXz9BDLRZXiyFuS5wwRRtuqRYHNHbCQ+92Spw3gYBE8S67KfrPPM55YagkhAlge8ljRriiAFc5klC45aO6IdFC4rDQStJbIpWdib0u8XUATWtBKIJKahIQhmOwMy61kbRVgXGFhPhmNVFDPAkQsYUwrrPdYFVF0zkIGFQc5UbJBBUA+qzM0gIGqazHvStmAqjih2pMiGBhewA8cNcz0OmWqxd6FHezwhBJDWU1eaAo/OgUSSpRalJFopkBAKz+wgZzbLWTfVpLUqYu+eASIE1ILFK4EaTuYLKQhK4HwgQUDqMNGwZVRTl6ZR3xKEQLUUbi6HzOMICCFRscT3LYEyP8JJgagpqCsWrSUrHESC7u6UdWis94w1Y/ABWZQB7cGFslJDiTLbZN8PgdRBKFtZISlNgeGqRZ/6MnhbCJwRFIHyHACCg24npRFphC7Dr1PnkKH84a6lACPYsTBgIjLEWpZmmfdlhoYA2TAEAZ3C0YwNcpUhNYFO3+J0oPCB6V09Tjxokmw6o9k0hNzjxfDUt4FiYBGRRNRKg2EwsNSVJOSegffoPNBcX4fUg/eELOBzi48VC/MZSgpcCMiaQkeSllDYgUUaiY4lfuAJuvwMc1MaJ1EROPRVx90N3+yKioqKiorfHK644gqOP/54Lr/8co477o7/HZ3t9PnKxVswSnLmA46lnoxORgPMdvv84JptjNUSHnLMobfZ8mVvp8f5W29kol7jIUfddmrV9s48F+7ZzkGNNqeuG82P2Md0t8cVO/ewcXyMw1dP3aZux/wi1+2a4bA1k2ycvO2Q8W175rh5ep6jD1rN6vZoRcM+ZhZ77F7osnnNBPV45WMCsGu2w3x3wGHrJ4lWCI1e2r/ZRRb6KUesm8JodZu67nyfIi+YWHPb7wFgbrGPFGLFaotluvkeSknGfoHOWodS8he28ikKi9bqDugcxtz2+/y/xL7v3rM/9TimDr/9z+32mNm6wMd/56u/9Hf4QD74wQ/y4he/mOuuu27FiovLL7+ck046ife85z386Z/+KQBvf/vbOfvss7nxxhtptVoAvOtd7+INb3gDu3btYmxsjDRNWbt2La961av4q7/6KwD6/T6bN2/mRS96EW9961vv8LYqfjXc2b8Tdxeb3/GDO6Tb9tqVjcf/6e39X+KOHJvD3E4+03nn0njs5Z9ArR39b0ZFRUXFbxr3wFZRv8BHWbou3x/Ofetenvv+3Wwl6FoBWmKtxxjFwsKApBEjwrBEPFH44AlR2cYnjgMhCxS9gsZYhPQCH6CT5iRRRJp7YimREoIU2BAYb0fYzDE7k5GMJcx0UrSWaKNYf+Q4qu+oC4kb5hGoWOJ7HhJBIzHUB6XpkErPHJa1SUyhIE0DLVNOXlvn2WtzxtZFNDKQIiYS5b6Rl0HjgbKyRFnP2ILCRTm2nxMlZTWAjCSb2nWimmSNaSDyQG9gkQoG0pFbT1tpfN8x380Ya8akmUNEkmY9YlJLxscTVBDY2YI41pA6nBJ4JYiHxzkAPnMgQWiFrOuyrEeATx2SsgWS6xaQ+dI8GFZKeGexnXIbItGgIBOB2cWcyGpyAkELRN+jtSRSEpNByByi8KAlKAlBIKQkaPbnTBQOYSRKlWaUUAJv/f7zyJRGlk4U2kh0HkCCD4JdC13WNZLSWJky+CxggipbSGWOTi+nXgjWJzEy0fhBUYaLB09QIIwkFGV7LKMVrqlQaSDrFmRJoDuds5DmRELiB456rPG2NBBEACIBCXSzgn6es6FZR2nJ3vmMcaNJUk8B3Lg4YH0Eq2oxtDRWWQSqDAD3gTjRDDopNS0ptMcLgUJA5rA+EAJoJG7gIBfs7mesjkfbJ1RUVFRUVFT8zzDZqvN7Dx+tFBjRNes88eRjf6FudavBk0/6xbpNrXE2tcZ/oW5Vs8FDjrxtA2QfG8bH2DD+iydEN6+ZGAnGXompsQZTY41fqFs32WLdZOsX79/kGBsmf/H+NcdHK1RWYmLsDurGf/F7ANC3Y6bcGnM75sxy3W+GaXFrfBD4cOebC/g70WbqsY99LI985CM57rjjUEpx/vnn8+53v5tnPOMZHH744Xz5y1/mYx/7GE94whPYsGEDW7Zs4a1vfSsHH3wwv//7v7+0nRe/+MWcc845PPWpT+U1r3kN119/PWeddRaveMUrloyGJEl47Wtfy1ve8hYmJiY45phjeM973oP3npe97GW/1LYqKioqKioqKu6p3DONiwClKTE0MZaqK8IwxE/s1x7AvozuxmRCv9aHAJ3CMhFJJAJbOGJTTqbPdDJaxkAR8IVnZj5FS8l4I8bmHukCSkg2thsIG3B4ZFJmGSgJygnEwKNdwATB9PyANcYAgkHmya/oIJ2nFim0VuTWoxYd02nOalEHETAIbN8SNTRCC7RRCOtptgzGCdCSuIB1KsYvOESsmBiP6U+nZeVG7rCZwxuByR29vKDREogeaK2xC2XegWpoTCRJZzN0pMoAae8Z+IB1UFOKzHlUTVF3hjhW5AL29AcMnEPEkjGnkMNeXAoPNQUK+gs5tUSBA+EDtUQjENieJSSSKFFYF0gLS8tohBCISNLPLUEG6oDzgZA6lFFgBMF7OplH1DTj4wndzBLaknTeIgjoUAZ9Cy3xfVdmfNuA0CCUQESCjvDkg5zxYfuDMHCEpNz/UFBmcQhZmhtKMNcryon6SOEKS5E5YqNY00jwWuAyi5kNhEjRxdEWCgQkWqFbpjx1e5aBAJOUAeJiaDApCd569mQZk4kgijWJF+ycGdDtFXhZhr3vRHHwRLMMUw8BFGX7qtwjpWCineBDQIxp3LQg71uaq+u0+oHDV9UQXVtWnQwcWkuyBtR1jOsV5LmjHhukEsSFLL/9oWybJWxANiO89xQENIIGAmWq0L6KioqKioqKioqKX8Qpp5zCv/3bv7Ft2za01hx22GG8/e1v58UvfjEAmzZtYs+ePfz5n/858/PzTE1N8djHPpa3ve1ty0yEiYkJvvWtb/HSl76UM888k/HxcV7+8pdz1llnLXu91772tXjvefvb387MzAz3u9/9OPfcc1m7du0vva2KioqKioqKinsi90Dj4taIA/69v8riwMC8fQRAiID3AVuUK/rHjMYPHE1lCDaUKiVoaY32lO2ClGCymUDh6LqA9I6GVgTr6fYKrIJxpcrta4X3AiXKFf1CCqK6phhYorisFDCFBF9WH3gC5eJ+gTSSvB8gc+ikrJTwByXMF44pXUMVAlsEVC4QIoAuJ/iTSGGUojcoMFmgyD3OWlTuUVJgM4dJNDpIXB6G7YU8OTCXFawtYmbynAYKpQQ+98jCUzOSWCrUmMEF8ApqUYII4DLL+nqNvHAktYheJ6MeRXQGBTGCtLDYmqAWK4qBY2ExpdGISGqmXL1vBCpWFDagBLRMaZiIWKBqhqQvIPcgPFIBRhIUyLbBZ55WLNmTZggrSGJN0bNoISmEp6EkUkrmuxmJh3otKqsuAELA9y2REmVYXe7KXAtVBl1LLbGpJQBKD88aB6vrCb7nCH0HRhLXNOnA0kg0eVaUx3TYkmpcSjrBEilJUtOEwoMtqyu8KmM8EiGRSuFFACGw1tHwklZk8M7T6eVMRoY5mxHwGCNYcJYgBdKD0AKfOYIHISX1CYWwZSh5PldwULtOVAvMDnKkktRsIAse4zwyC5jJCFX40gxTRWkIOUHwgVw6Ii/Be4RSyEgh6xK8JGlq8k7BxEStDC2vqKioqKioqKj4P0VvoU/STMpq5Nuh00tp1uPbbUcVQqDbz2g1bj8brZ/m7F3osW6yVebO/Q/iETju/AIcfyee+5a3vIW3vOUtt/n4ve99b771rW/doW0de+yxfPvb375djRCC17/+9bz+9a+/y9uqqKioqKioqLgncg80LsTwf8M2UAc8JvZpQjkKQ4WgnJQmAEEi80At1uWKciFZSHMm2gkq1uye7rK6XUc7wAeQklA4hBIs9lwZrG1UOWmrJZFRRAKkUhQeRARRrJB1RdorwAe0hampGn7RMrOYgxRMTiR0u55e4YispxEbRIBNjYQADAYW5UDNQLPw1NcZfOro9HO0UowZTbBlJgc+QOqoZ+ClI4kUc1iUgQkksZe4zLM4KNgzt8DGsQZ1rbDOM1Y3aC1Z1aoTcs+e+T6x1sRGEmlFv3BEVhFCIO15mnWD1JKZ+YyN9Rq1mqE3nxMC7Br0magnCA+RUdhugYw0c3lOoxWVLbUGlr2LAza1G0gJUpZmSUgdNFRZTZA7goOQOrQG0dTsHHRZW69DMTSgCmjXIkRTM72YIWNJ2kuJjEYgwUGrFSG6tsyyCBJhA0FQ5jPIYYSFL6skgg1ooyD3SAfIgHAQpERIgfeBwnqShkEoifBQjzUh8xipUBOKQa/AO0eiNa16jOsWZe5FCMiGwvUtrSgiDCyIQJABYRRCC6JIsarwsFAg64raeMSeboqqS+K6Yef2DoUOFGs8Jg/gPGo8IihwXYubLZge5KxuxegAc/0cW1esnmwwO9snPrjG3qvniVG0ago8mCBQYwq/u2yXNt3t024l5IWnEWmIJUiBamqCkohE0tndwwtQViD8PSoCp6KioqKi4v8Ms7NdvviVSwA487dOYnJy5YyH63fP8PHvX4IQguc99GQ2TY2vqLt06w7++4IraCQRz3/sKUy0Vm5f9P0rbuCbl17L6naDP3jkKbeZGfHZCy7jvEu3sm6ixUvPPJ32CpPS3gf+7bs/5sdbb+GIdZP88WNOI1lhQtp5z0e+9WMuuWEHR65fxUse90AiPapbHKS848vf5drd09zv0I28/NEPIlqhbdKe2Q7v/vh57Jrp8OD7HM4fPPEBK06s79qzwDkf+jbTM10ecvpRPPtpD1jxvV522XbO+Ydz6fcznvD4+/CsZ40GgAP8+MqbeM/HzmOQWZ7+qJN41mNHA7sBvv29LXz4o98nBHj+753OIx+6cruu//feb/D5j55PnBj+5A1P4ozHnLCi7l/e+RW+9J8/pN5M+NM3PYUHPmJ0e9Y63v22L/G9b1/F5Komr33jkzjuhE0jukE35axn/j2Xfm8LzfE6r/t/f8zJDxvtrz891+Uv3voZrtu2l9WTTf72dU/lyENHQ6m33TzDq976GXbuWWTzxkne9VdPY90KmSCXbt3By9/3BRZ6Keunxnj/y5/GpjXjK77fu4OyVdRdMC7uwnMrKioqKioqKiruHu6BxgXsMyZufb0oBISwr+pif+XFCs8EEZib7tHMPZiAdxbvfBk0bcrV+Q7PwEHdSETmkBJsz5J7T1ASgieKFSpWxEEgkeACOpHQ0HgEQQQWnSV2gsJbTBqIQsBMRPRTS3xiiw1bFfmspdtJiWKFEwKpBVnqoK6wA4e2gSRWuJ0DeiHQNJpIy/Iw+FBOwBvJTFZQ15JaQzFwjkhKWlpDzyIjSZCCtjeMb5qgO5cRvKchBFmvoGM89MvA6ShWaCdQLcP89ICxdlJmHViIQzlhnw8sDakhQHcupRZpTMOg+wLhAt3cUk80A2vpWceqyVq52l8rmgc3mGpO0r9iEWE9KlKEwiN8QFhPcOUH5QcFnsDCoKCZOda1GohI4n1AaAHDyoNu3+IERBbGmwnpoMAYQcg9ui4hVqXR4BxBBISSZd5FCCgtccMWWsHDZBiaWbI8qULYV8sT6OMRkcIH6Kele9KMNKql8T3HzN5+eX5JQaIVFB4VBH5gEaZsLzXwDpsFGnJ4MmqBj0C5gIwlGFVmexQerKfbzajXDN35lLXrW7iuQ2ShrEARZcss23eIzGOkRBJwEiIhiRPF4sDifcaajWPMFDmrGjE1ocAHfN9h+xZCYJAVtKLS5CicRw6Dv6Mxg7ee2X5OO45x/YKGVuQhsNcWtJJ76H8iKioqKioqfo3pdFL+5M8/xq7dCwB89RuX8aF/fD6t1nJzYPdCl+e+75Ms9FMAvn35dXz2L57DeGN5uPM12/fyR+/5NLktKyV/eOWN/Mfrnz0SPH3+Vdt42Yc+z76i5Z9v28k//8lvj+zfly+6ijf/xzeXxlt3zvDhlz99RPev513MOV89H4Dvb7mBvYs93v67jxvRfeBrP+Kfv3FhqbvyBuZ7A974zEeN6P76c+dy7hXXAXDFjj0YJXnFY84Y0f3F3/83W7btBuCqG3bTbib89iNOGtG95s2f5YabpgHYct0uxsfqPP5Ry82BXi/j9X/1abrdDIAP/ct3OPiQKU4/7chluoXOgFe997/ppzkA7/2P73LoQVM88ITNy3TbbprhrWd/CefKSuC3vevLHH7oGg49ZNUy3Y/Ou4r/+uB5AKT9nLNf/UmOO3kzk6uXZ3R8/6s/5zMf/h4A2aDgHa/4T/79O69lbGJ5XsbnPnkR3/zaZQDs2jHPWa/9NJ/80p+PGDqfeM+XufR7W4AyfPydf/ABPnHDP4wcu/d/9Htct20vAHtnu7z9n77Oh89+zojuXR84l517Fsv3fvMs53zkO7ztNU8a0b39499ioVeexztnFjnnM9/n7JecOaK7u/BB3sWMizv/3IqKioqKioqKiruHe+AVWYDgy0qKsC88+VaPiVuNh9fh+y/Iy2oNhCCOJdZZUAKpJBPxsE1UFmi1YqLVCXFDIYtQtp0CZKKYTCK0lHgl0VqiIokIgjy1WOeRHlQkkZHAtDWrxxJMgLqXGCnYYwtUETAdS//8WYrdGc4XzHdSskGGNCDycsI7tlCTw9SIEChcYLqXAgGfe7x1ZdC1h73TPUTu8M4TBp44BZ1BJ7VlXkUkEGMKESuEDWTKI4wkc46a0dQjRa1uEIUnsRByi14saBqJdR6ROTwe7z3dhZS5uQHtugEfaESK4Bz9QU7fWYKBRVkAgXYtZvVYgio7PoGB+dmU3nRGp5MRZgsGe3plNYwQuK6ls5iW+ywBI5icqGO0QLqyykBKUeY6BE8/eDLhiSKBdw7lPZGRxFagJIi+Q3iP9AHvyhZgKAhGQEMhI4mua8YbMRONmDQtCKo0RRCChaIoWzllnqaS1LUkBGhoTeLBdXN8VoZ5N2JDI1IkWuKBtHCISCBUaWLRUERa0dSlqQIBnzm6vRwpQRiBLzxBgnMe5aClNI26Yf3B40RaoyirRrwULPZyQs+h953ozrNmsoYRAtFQNJsR9amYeV+QdjK613eREwZdk8Ng74BuaMxURKsRgYBBWlAQCG3DzCBj93QPoyVjiaboFggCanWEmYoxcVmNU1FRUVFRUXH3cull25dMC4Dduxe59LKbRnQ/2XrzkmkBsHexx2U37RrRnX/FDUumBcDWHTNs3zM/ovvOZVu5dafVC6/ZTj/LR3QXXr18X3669RYKN3pN8KNrlusuvG77iKZ8nQN0146+V4BLb9q5bPzz7aPv1Tq/ZFrs4/Kto7pBmi+ZFvu48podI7q9eztLpsU+tt2wd0S3c2ZxybTYx/U3z4zobrp5Zsm0gDLH7abto7pd22eXjYvcMn2rc2LpdQ/QZWnB7N7OqO6W+WXj+bkeg/7oZzt7wGsszvYocjuim5nrHTDujmgApu+grjtYvi+dQbairqKioqKioqKiomIf9zjjwvvhEngRlhdV7Lsbgdj3OGFoWoSl8VBKa3UdBg4hQEainMi1Aezw11oWiCgrOYQo8wRyAj6WKC1JGL58XSHqClkrV6z51OEWLdnA4vqevGcxUmCkxCjJqg11xpoR4xMJSksyH5CRYVW7Rqw0oevABQbBsbublhkX1kMRiBPN5tUtlAWcR3iBpJzsnkwi2lpTizXCewZpjhHQkpIgJHoqot/J6XmHlVAE6JvAzizHa4nIPTJ35dEZZk4oo5BC0s0tKtGIAlIZ0EZSQ7Jt6wx+YPHWIZUgMoq2MWgP6+IEPEgEIve4ToFYKLAzBWrRs7BlkZYv20LpQDmRL8p8iUQqvA/oSBNLgZSg2hHe+dJESl1Z6WEdfVsQIWjWInrWkRNYpQ1xIsvPLYAMAt+3qJpGJKqscjDQ7edluLUAqcrzpKzGEBBJiCWTaxpEUzFSC5QSaAQqBJSCKFGYRJUNyQqHJiCMJGgJEhJE2fKKgFAQnKdjC0LqkSEgQhm23g4Kn3qyubxsveTKDJa0cLRrCVnXknUL8sIitECaoelgyhZmfmARPiAdyADWegaZZbqXknUKZAgorRBKoB30uwX91KLGDbv6KZ20IBmLMBMGoySxECQWbpnrM9WIIfVIL9g53SPtFOQzOZ1BTi1I1h87/j/7ha+oqKioqPgNpD1WW+G+0dZO68aXr74XAtYecB/A2onl90VaMbHS9g7QtesJiTEjukPWTCwbHzQ1hlGjLZs2H6DbvHpiRLPS9javnlxRd68Na253DKCV5PCNU8vuO/qQUV0tidi4YfnrHnXY2hHdunVtVt+qykEIOP74jSO6jWvHmWzvP6ZSCE44cv2I7sjD11JL9h/TJDYcdcTo6574gMMw0f7K1rUHTXDwYaPv4z6nHVG2Oh1y0OZVbDhkakR3vwcevmx87AkbqTfiEd0ZT7rfsiqMUx9/n2X7sY+Hn3b07Y6X7j/96Nsd7+MpDzp+6d9CwJNvNf6fIFDmVNzZW9Us9TebW265hWaziRCCbne/GRdC4G1vexubNm2iVqvx4Ac/mEsuueRXt6MVFRUVFRX/x7nH9YFJ+xn1Zo39YdzL2R/RHZZa/SzpxH5FYQS5BJ9aZCgndYP1CC3oDRyx0xgPRJKQeUSAWEtyAoku2yUFF8pJdFEeqOBKg6Q3N8DUNNP9Ap0H+oOCKFIEJxiLIuSEJlEgkMQ1iesUxOtqhOkcN7CgBWP1iJaJmetnTNQ12MBcmmOMRMeSWJkyr4FQTs4DYjjJrxuathb4SKLbhnx3ht2T0UgFkRRILVnbjKlFmrgFc/2MSWPwRWCXK2h7SSM2YMuEEC0Ei/2cfl6QSEWiFHGiideMgZJErYigwfYcQgoKyqDrLC1IC0fwgZqTmFjhRCDr5QQfMLFCtTWusPjhGB9ItCbNLEJKtBBgfRlALSCktjRDYkVjTNPtZ3QGBSpSjDcj5udS8pqiLssQdJQHV1Y9FKlDRRJ8wNQk7XoERuCiQLCgESQmELLhKrhYEkJADNs4ibrEL7gyO8V6VF3jOx7fK0AKnA8Yr9DDc49QmhAUDpxCOGiFANIPPzcHWSgzNobGiY/KlXciFkgLeUvQ6CgGARKtCZllYD39rGC8YZBSEgYOgiAzjtR7usKyOkpoW02nb2k0YnzuGKsZjAcRKXSs6PdzemlBPCcZcwLfD2gpCRKUFBy9dgwTa0gdtp8z20nZMNWkGBTs3N3n0DUt+ltXXjVXUVFRUVFRcec54fiN/M5TT+FTn70YgN956imcsMJk+cmHHcSfPPZUPnjuhUgh+PPHP4ij1q8a0T3u/sfws+tu4fM/uJzYaP76OY9iojlqjjznYSdz2Y27+M7lWxlv1Pjb3398Wel6AM995H25cc8c37mszLh4y3Meu+L7ePnjH8TexR4/vv5mDl87yVuf8ZgVda968kOY6w645PodHHXQqhXbRAG87WmP4awvfJNrd89wyuaD+PNHnb6i7l1//mTe8ZFvsmt2kQff53Ce8aj7rKh75xuexrv/6RtMz3Z5yGlH8cTHnjiiSRLD2Wc/kw/983fo9TMe//iTOPHEg0d0zVrM+17z27z/Uz9gkBU87REncsIRG0Z069e2eeebf5uP/tcPAfi9ZzyQ9evGR3SHHr2ev/mXP+DL//UjklrEs17ycJL6aN7Ikcdv5M0fej5f/9TF1Boxv/snjyCKR82m0844ir9661P53revYmpVi+f8wWiLLYBTHn1v/uZzr+RHX/kZqw6a4Ml//OgVdU981L1pNmIuuWI7mzdN8eRHn7Si7g+fdTrrVo9x3bY9HH/UBh79kJXzPF7w+Aewed0kW3dMc9KRB3H/Y0aP8d2JCwJ3F3Iq7spzK379edWrXkWz2aTXW15R9I53vIO3vOUtnH322RxzzDG85z3v4ZGPfCSXX34569at+xXtbUVFRUVFxf9dRAjhHrWgZNvWm2i2G0srgcKSJ3HgbgbCrWyMA02O/kLOtn+5ntVxHWNUWXERSUSk6FhHJAS1uinNiQCSQMgcwihy51nILRGC9lTCYi+jl1p0DlNagwShBLPO0awbkkjRH1hm85wYyWQjgjwQIonwgaxw2DjQGghCzyK0xAuB0II93ZSpsQQjJUXweBFwRUB56EWCMaVQptT63JOGQG1NQlh0zBc5jXZMPG8Rg7I1UdACP3BgJKGMCmFnP2Vtq4br5MymBauTCBUpunh832K1QEpBXSpms7zMs4gUUgl6acHUWIK1gXg8wi5aZvoZjbYh7eQUqaMVFL0ipzZZo585apFi294OG1t1mkHgQiDNPWNTCcao8uMqPC61yFgiY0WxWCBsKCsSpICaph8BqwydmYxeluODoLCOQxsNalJCWppAePBdi4gksqYIPmAzj2lqhJHDMHBPKIbVDsOWVGiJqmtCKI0MOWZw88X+BBURGPQsOpKEnsVnnqSmscBCWtBqRMQEfDE891xA/H/23jtetquu+3+vtsuU02/JTQ8J3DQgAQPSO4IiPKIgKvzABkoTEGmPQQSpj4g0FQtIERGQTiChCqETAukkN/3m1lOn7bLK74917sk9d85NIgQJuN+8hpy15zN79szsncys7/p+PrmCRCJSiZsvY3A3IuarrHZaeCMoJQgj6VnLgnPojqasLIlU5FawJU9RuSAzkrDicaVlT1nhlKCsLDpRbOtkDAkshZrJdoquQTiitVfhqG1gT1EyaTRGCKrCkU6kuKFFiIA0AqMk9B0hBHra000N+5aHaC+YnWmxUtTc9U/ventf5g0NDQ0NDT/XXHLJJZx22mlcfPHFnHrqePDxAZZXRhACk5MbB2kfwHmPQGxYZDiY2jm0lBsGVR+q26iDoqHhZ50D195j3/9Ypu+0cQfQbWFxxyIfe9LHbvUabvj54ytf+QqPfexjeelLX8oLX/hCer0enU6HoijYsmULL3jBCzj77LMBGAwGHHfccTz96U/nVa961X/reW7rfyd+Uhz32q/eJt21L77fT2V/P0/clvfmBLeLD/detzaeeN4HUFvudAuPaGhoaPjfwR2u40JpDayGJotVW6i1pO6DixNiddG7BMJqcDdrmrxtmJptsX9/xea0TcCTtg2irUgGgrSKOl95FsqKaRkLFjYEVCZJUExojUgleTCIOoCIHRs2BJSSEBwj51leqin7NdumcxaHFbt6Q7rdhN6o5OjZTlytv1iws7AkAjbJhBrPQr9iejojhIB3Hp1IyBU+ja8pX7aY3CA7knlfMxlS7FKB21+jtMAtWcolj3YBEWJnhlOCWgiyTOGrgPeOI/Icl0pUSNiaGFxp8ZUjOE8fzwwaJQ0Db5nuZugDZSIhmesogockVdiFClt6OlJhlx1pbsiMRtWBxGt8CVNTGUlHcywCIwV7RgVHdVpkDqQWeOuRKk7mq9wQrMcXHtNNVgO8ox0XUpIrwQ3X9Rk4y9RduizuHtKxOuafKIEwihA8QkpUJ8ET8LWIllMIQhkIlQUH2NhV4WtHCFA4R2oEorDgQbUNoQy4TCA6BrGvwtuAD4EKUEaSGoUHyqElyzQhjwUxWXj6laXdTuI5aQPBOWS6enl5YjaJgLDauaEBnSl29yswgkoGQgV9apSTFFoxkyQxyFxFq7OjjpzAjixV5egXll0rBVYG6qFFFIHpbkpiIdQWP3LUIaxalAlWRhXLZc1MP3YTIUBvSVGJZP/iMt00oeMFFJ7JzKBczIaZ2jS+WrOhoaGhoaHh9mEjy6iNUPK2ubve1mJEU7Ro+Hkn8OOFc4c7nqNyw/8Azjme/exnc/bZZzM1NbXuvq997WusrKzwhCc8YW1bu93mMY95DOecc85/u3DR0NDQ0NDQcOvc4QoXWSsDOGSlmLg5lHtdVvf6row1bYB65LD9Go1Aa0G/DhgNCrEWxm0HlhBgVhsIgUQoQggsFxbjYCglamCRAurC0fKCsvQsCccckhmdUPuArWo2Jxox8iRI8pamlWvyNEFsNoR5T1tr0q7GWUddeoSETClWehWTuQYhoQqIDFwIyM2GrIiFleGyI7RggCVtGVTPEXoWWVm01JAohBaEOiDbEoMkeko5bAWpDOjSY62nGNV4F8hTzUQ7pU1Ah4ADsiRmOkjLWoi0TBSFdexdGdJFEYRAB8HC0oiJyqBzRag9aIEg4AaWauTwQ0dZO2rpCVqiZMzyEDKGZ8u2wvVdDBXXMnY5aBm7RZSgHtVgJZSefC5heecQWznSREff4CrEnAobCwUoEErGLI3VKA8XPNIFBNE+Cg8oSTDEokK9WvAyCuc9qmWgPij4pQ60pCRY8EYhPNTDmtJ7TB2QtSIYCYmkRSy4ia7C1zGzRNiwak8WCzXee7zz1D6QtDS+9GxuZ1y/OFw9jz0K2DLdol0G/MiDEQhHLH4MHaHwaAmJEFw/HDGsa46dmiBHsvOmHnea6lJWFoGgNZVSqUBwgc5UCjVUNpAIgUwldr5i4DzJZEIoA4t1zUw7JTUKu1wTnOe6HUv8ZBv5GxoaGhoaGhoaGm5ffBD4H8Pu6cd5bMPPLn//939PURQ885nP5H3ve9+6+y6//HKUUpx00knrtp988sl84AMfuMX97t27l3379q3bdtVVV90+B93Q0NDQ0PBzzB2ucHGgXnHAwergAkZYy+sWHC4DA2LA9+4rFnBlYG6iBUHQzQyjXk1uwdQBrEMYSa0EWssYWF159KhmLtMIERhWlv2l46gkpSM1Q28RztNNFMvOMq0NMnhE7dCpISgogLb3BAuDUQkBhoslE0IQnI/WUc6RBEkrV+wblKwIzVwmCTVQeZKJFDVpqG+oQATSXNE9pYXfVzP84RDSODk+4RNCiKv5fQ1BCUyqqQWgQZUSQ0BkGu8ClYQkzZD9mjqTyNKxq1dw7FwHSkdVOpSRBARlDrL0JKmM+Q9GUw8CuxeHbO3kZLlCaEnpYj6IL2uMiBYGNgSC8+A8iYRgY7eBbClc5XHWk3iJ6GhkW8bC08AThhYRYzAQLc2otCQtg1AKQmB+ecCWIzLsSoVUElf6eL+IGRnIGLotjSBUq0WDTEHpD9SzqKzDCUGSSISOQeWVcAQlyJZqtJH4kQVCPGaj8KUj2ICzHukDU+0UIVeD4pXAGxnft8rjhx40BCMILYksVzMqtIA6WoylWhBKz7LwqKDJUkV/aMlyzXx/RFFbWlLHoPrVQG7ZikU1az2qpciArVlGladsnsjpLxd4LbAEhsIzWqnYlql4/RiJEZLlYUlqNINBjS8Em+daaCdYWC6YMwlTnRTR0jEM3CicCyxV7idxmTc0NDQ0NDT8DzEYVaSJRqtbXkHeL0oyY25dNyxpZckt2lZVtWXXvhXmptq0W+MB0QcYFTV7F3psme2SbZDbsPacg5KFhT5HbJ2KtqOHYdeeZfbt73HCcZvobBBMfYDrr9vPysqIk+68lfQWnvf6HXvpr4w48ZRtG+ZKAHjvueCbV2NrxxlnnUCabayripoLvnIF2ijOuP9dYvf2BhSjigu/fhUm0ZxxnxORh+m22bt3hW9+4yomJnLu/4Dth/08du9a4jtf38HUTIv7PnD7YW3Err5xPxdcdiNHbZni3nc9bkMNwA++cy0Xfvtqjj5uEw9+1OmH1X3luzu4/OrdnHynrdzvzMPbnZx33sXs3LnImWcex13vevRhdf9dDoRs/ziPb/jfxfz8PH/+53/Oe9/7XowZv44XFxfpdDqoQzrWpqenGQ6HVFVFkozn1AC8/e1v5xWveMVP5LgbGhoaGhp+nrnDFS5uDhhYHa5rpwird2/8RfKA1peOG743z0lTEwgkwXkCkCcaVlf0YxQowWJZ0kbjbaBVBfb1S+SgYnOSoIJHeIvLJCulJSSSrtEEBXVwLNeW4DyT7RQKh9exeLBvpWKrkuRaUe4ZIZxnkMXMiN6oIp1ICR76tWWylWCSuHI/1B4xcAhXYPeMqPoOYyRq6HBXSaQWmMJR9i1DA51EYssKgyIIGJaOCQXGgbQCX0YbpLKwXD6/wtZOi+lOAlohC4/WiqOm2yz1S7qdhBVfUjnB8krFVJYykxtAkLU1W6xEzyhaLYMbeERHUZY1tYgT23maoISgcp5r9vQ4opszNZMzMWNihoIRSATKyOj85eLnJac1ftkRUgFe4W1AKkFpPVpL8ragpzz9Xk1nIiPXGmlAOhBBxKwKI2P3ROFivoQUIMAK6C1XTHUShAR8INHR7inUgeADMlekHvAC0dGoSU21q8TVHmrHwFoSJ9A+EEQ880QICCFBS4JWyEwSei5maOjAyHtC4WnJaHkWXMDb1ZySIuaY+FRhhCQzkmULVeXwIZDmhuv6A1ySM2dMDCpPJH7oqJ1nz6BgU5YR6oCygTxRDAtLr3RoIVBCMN3KmJrMUB0du2dGLhZ7CocXismZjGJoKXuWNFd0kgRHLLBNteO5aOYMYWC589E/ujdwQ0NDQ0NDw3+PT378e/zTP3wR7z1Pfur9+Y0n3mtD3Ts/8DXe/9FvkxjNc3//ITz8ASePaax1vOxtn+JL37mKLNGc/fRf4qFn3XlMV1nL8971Sf7rsmtopYbX/tajePBp4xPNy70Rz3/DR7hkxy6mJ1q84fmP5bSTxsOpd+1b4dmv/iA79yzRzhNe9/zHco9Tx/s3r7h6D89/7X+yuDxkdqrN37z08Zx47KYx3be/ew0vf+VHGY0qjj5qhr9+7RPZtGliTPfZL1zC6978GZzzbJrr8pbX/OaGodj/9t7z+Zd3fAmA447fxBvf8mQmNrDseu9bP8f73vZ5AE44+Qhe/+4/pN3J1mm897ziBf/ON77yQwDufMo2/t87njZWvCiLihc94a1cceH1AJz1kFN4+b/8/lhRYjQo+dMn/wNXX7YLgPs+/FRe9re/PVZsuOmmRZ71x//K8vIIgIc+9BRe+n8fO/YabrhuP8/9g3fS7xUAPPJX7s4LXvaYMd2Fl9/Ic177Iao6fq//g8ffh9/7tV8c053/hct41Qs/EBfXAFf/cDe/99zxoPX/+MwF/M2/fnFt/KdPeyiP3yDc++/+/gt88IPfAuC97/saf/mKX+M+9zlpTNfQ8D/By172Mu51r3vx6Ec/+rCajQp/Gy24PJQ//uM/5jd+4zfWbbvqqqt43OMe96MdbENDQ0NDw/8S7njmnbdhccutpYl765nOc3SiCKtB2qhoRxRCnLAmk8iW4oi5FhKBT0BoQZJphtZTOoe0nhljQAgm2glTWYIjIFxgCkUSoN1OGFbRDklUnqyGyTwhaxt0IlGpxkuBrDzWB2a6Ge1E0+kaNm1q0Tq6jZCC/QsjhqWFEPClRwTBYlmxt19QpwJ7w4j6uhHBepSAjlKIXKJTja8slJa2D9Q7h6iRh6ElBEEIARUEE0LRljHfwBtBrQU+lSzaGEYtjeSIbk4aJJtmWsxMpeiOhkTgRxY9iMUfFQTKCIIRLA4LRos1duRRiUQlinY74ajZNkIJZCax8yW2X4MXuL6FykMIyLaiKhz19SWh9AQXsMMaAOc80sNSXZE4wZRTTOYZ3U5K2beI+sCpEoO8gwvRrspIShlACIQCI2AyM0DAlw5fOfAgfDwHgvP4wsX3ZGgp9xXMX7GMqgNGCtItGRN3mSCdSNAzGbKlkS2DyDRyLkG0FZQO37MxwyLEoO4sSFqJhhAtyYKSaz/wEBB8IBGS3AKlY2gt2WxK1jHoINgy3WHLVI7RCp2q+HpSiZKCbifFGwWJIE0NtvaIkaMWIYasJ5JyWBGGjuDB1w61yUCqOOLEqRj2bUG6QJCBflmjlaQ+EBa+UkXLLRffx8Te2tXW0NDQ0NDQcHtw3bX7ePPffIZ+v2A4rPiHt3+eyy7dOab71oXX8i///jVGRc1yb8Sr33IOe/atjOk+/Pnv86XvRCuSorK84h8+w6iox3Tv/a/v8V+XXQPAsKx50fvOobbjHZfv+ND5XLIjTqgvrgz5i787Z8PX8Q//8VV27lkCYrfH6/75cxvq3vSvX2RxOdplzi8NePO7v7Sh7q/f9BlGowqAG25c4J3v2Tjk9M3v+DzOeQD27e/xng9+c0zT7xW88x9vfp5rr9nHxz/y3THd4v7eWtEC4OrLdnHOf3xrTHf5xTvXihYAP7z0Js7/0mVjum+ce/Fa0QLgW1+4lEu/c+2Y7qvnXrxWtAA4/7xLuOrSm8Z05372orWiBcDnP38pCwv9Md1nP3nhWtFio/EBPnTehWtFC4B/+/R3xjQAn/3YBTd/pwU++9ELNtR9/AsXrRt/8ksXb6j79Ke/v/a394HPfPaiDXU/CiHcbBf1o9xC8xX4fxWXXHIJ//Iv/8LLX/5ylpaWWFpaYjiM/35aXl5mNBoxPT1Nr9fDufX/flxaWqLVam3YpXGAzZs3c+qpp667nXjiiT/R19TQ0NDQ0PDzwB2vcDFGOOSfB0bhsAUM0zKMpGO5V8Q6SCIRqcSawIgYsH3AbSoEWPYWE6KmlIG8a9CZpC8D1873kAG0lng8wQis84ycI9MKKQWltUgt0VqRu0BLS4phzb5hSV07VFezrDy7l4csLpdcd+MSdREtk6qVCkdg02ROO1V4AUFBKB2b2imtjsEPLMIGRCqRmUbPptQJDK1HG40yCiklMlOoIAiFRSpBZaCXgdmccOxMm3bLrNo5SVYGJaUOq4HYgXJocbWnk2omc4OZMpBIggBXeIIP+IEDF6AO2H6Fc55cKVIhwYFKJIRAPp2SGc2N1y5RFQ4bgNqjpnXsdlFglyuMB1xgtFJRlBYhBb50q103AZnGboLgo12W8TCqbezYsPGHaehbwsBGj7HKkVbxNdnax0wL73HLFUIJRKZXg9BjV4dqaaQSeA11RyG1pGWhHlVgA2Gxhp0FQgqEjMUdYQQYGJQ1VWXjFVR7Qu1iJki6qlHRwktmsYJS+4AAVCqjnZd1KK2QStGRhm7b0Gkb2qli78KIoY+5HX5oiWnaIJWkqyT9fSOGKzVJgEwJsq6hoxSdlqEqPf3CEkrH8nV9sAG3ZAkji+i7mE+yPMTVAY0kDwrpY2ZGK9N4wNVu1V5LoKY2bnduaGhoaGhouH3ZvXt53aQwwK6blsZ0N+1ev81az579vTHd/GpR4ABlZekNxyet9/fW60ZVzaCsbnV/80uDMQ1EK6n14/Hn3FhXbqwbHKLrb6yzq98ND1BVdlzj3NiE9Ia6erxwU5fjuo04XGf4mG4j2W10J0qS9U3zQrChhdahOikFeiOdWa9Lk42b8jvd9Z0pncOEy3fb2SHjjW27ut1DdId0tPw4+CB/7FvD/x6uvPJK6rrmF3/xF5menmZ6eppnPvOZABx11FE8+9nPZvv27TjnxrIpLr/8crZv3/7TOOyGhoaGhoafe+6A38jCITeIM9Bw87d5f9Dt5sKGELFFUyjodFOMXk3E0AKpBEkQ5C6uuGdkV8O5A9PthNwIlBLkrQStBSWQtQ13PmoKJCyNKgbWQWmpM4FqKaSRyDogWho1oaGjUInEOEikYHM7ZWpbi04tmMtiJ0I71xw70cKOanwiMIkkNwopQOaKQoa1H63SByYcmNLjjcer1XJN5TBDT9J3hJFDJhI5qQl1THEeBY8tXJy8F4J98yNUprHe4/o1tl+zOU8xNmBlYGomR2iBLTyUHju03LRzBT902MKBi4WLYqFkeanAlhYZYGaqRZYb0lSxPCrxIv4gsks1iYe5dkZqFGkiERJGpY0B3bnCioBwHter2b27R7W/IPRjtoRIBEHDYGRxJtCrLV4GWrkmTRToGGfhfGBxVMbuiaGFyuH7NWFQo7RAGIlMJCrXEALCgOroaKGUyNVTJxBGlnq+oC5qdK4xMoZ5i9qDC8hcIpSI770UiAAtFIlQOAmLKwVUAZlIRpXjml0rsWtES0LpURbaWsbik49Fk8o6gndY76iLmv7eEXsXBuwflJRYBsMKIQNSQhh5CCCMQNSBboBMxCKIH60WdroJeccgRUAU0Q4tFSCzGHAuVSyoLPQLZjs5xkjwnsVBQag9Rgq0hwmhUCNP6Fv2LA2Zn994UqKhoaGhoaHh9uXOdzmCycmbJ4Jb7ZRTTztqTHf3U49eNyG9ebbLnY6dG9M98B53WpdXcbc7H8mm6c6Y7mGnn4g+yLLoXicdzVR7fEL6ofdabzP10HuP204BPOZBpyEPmpV/7EPuuqHuVx9y+i2OD/Arj7rb2t9SCh71yI3395u/9gtrf2ep4dd+5YwxzdRUm0c+6ubHT062+KVfvtuYbtMRUzzooO3Tcx0e+tgzx3Qnn34U93nQzROW2087kvs+eHwC8xcfcTrbzzx2bXzvh5/Gyfc4bkx3/0eczomn3Gy/df9fWj8+wK8+9kzudKfNa+Pf+/0H0e2Of2aPe8JZHHt8PDeEgD941sPINsjg+N3/c++1c8NoxfOf8pAxDcBTn/kQjjxmFoB2J+O5fz5uOwXw/Kc+mNmpNgBz0x2e+5QHb6j70xc8ivZqUePoo2d46lPvv6GuoeEnzf3udz+++MUvrru96EUvAuDTn/40L3zhC7nPfe7DxMQEH/zgB9ceNxwO+cQnPsGjHvWon9ahNzQ0NDQ0/FwjQrhjNcLu379/9a9Dw7cl64sZBzTiIF9J1lZR7TjnBrrXB9JUI4xanagOBBsQUoIAObHaAeCJE9UhMBxaitKhAoRBnMiua08r1ai2QfuAt55gJAv7R0ynJq6Ysp6hhuHIMtfOgICcNNQjh7QBpwMm1/hJDbsLXAUmEyxUNa3U0JISjKIsLVpJxMDCgU6H4AipYgFPS0g6UoKU+ESAllQLBa2uxvYsMlEsDipyoUhaGi/AKUGaCvaulEyhqWxNGWA2SymFJ+vGPAORKULpY0YDAm0kw0FFJ9UgBDf1hky4WJzxAYZVTZpqTBBgBPuHJZnWiDowmRoWVkZsnsxRmUQKgZ4wuIWKkEjKwpIFiWyr2D2hBL5vCZVHGgmThsVRCR3DUlXFnAcX0GXgmE4OgxiYHZyPn3vhVwsagiAlsmUIpUVowBI/YyUQRmCNQNUefCCUAV9YhBaIXONWw841glC5aHnV0pSlW/38QchoASU7kqWlgmTFkSqF6GrwgapyKEA44jnnw2rTRACtcCIghEAK6IXAUAZGOrB7ZUC7lSJyybY0Q1iHEYoJoWIHyKrFVT2oKStL3k7wxOPZayv29kpOmGzTH5bM5imJUGRndKmuHSISjUigXLIsz4/i8YZY6As+oI0kbWusgeWdfbpTGYuVpaUFpz9v4wmChoaGhoaGho255JJLOO2007j44os59dRTb/Pjrrt2Px94/9fxLvD4J5zFSXfeuqHuost38pFzLiQxiqf8+r3ZtkGWA8BFV97EuV+/nMluzm896h60so07Kb979Y2c+/0rmem0eMoDzyRPNrY8+a/vXsW3LrqOo7ZM8euPOOOwQd4XXn4jF1x6A8dum+Gh977LYV/v+RdczRVX7+GUE7dy77sff1jdF750KTfuXOTMux/LaaeOF3MO8O0LrmHXnmXufvoxHHPUzIaaEALnf+UKlpdHnHWvO7Fp83heBsT8iq997lL6yyPOeuBdmLkF3YXfvgZbO+5+1gljXQ4HqErLhef/EK0Vd7/fSYcN3S6Lmu9/Ywcm1dz93nc6rG9+VVl2XLWH7kTOUYd5rQf2d/VVe5icarHtFnSDYcnVO+fZPNNhy+zGrxWgri37dq8wPdsmv4Xg9aKq2bfQZ/NM97AdHACjUcXC4oAtmyfQ+vDB67eVA9few9/zBCZPOPzrvTWWr17gvCf/x3/7Gm74+eFd73oXT3va0+j1enQ6sbD3mte8hle+8pW84Q1vYPv27bzxjW/km9/8Jpdccglbtmz5b+3/R/3vxO3Fca/d2HbvUK598f1+Kvv7eeK2vDcnuF18uPe6tfHE8z6A2jKeN9XQ0NDwv407Xjg3cHNnhTjo7wNFi4O3rarGvtAHFpZKJnSOyOJksg8BKQUijz8SgpbIjiJMaargqEaO1jIkSpLmMhZDOgaZaRjULBQ1dnHIplbK4lJJO1FkPuCtQytJEILlfomTgmJYkSpJUQiMkYSuZP/eIZtaGjdfkTgYmUBRePLEUHlPbiR1GkgyQ209y6VjbsLElfxBIgJkpUOr+IOr7yxFGZjJDFpI3IpFWIF3jgmhor3R6oR0omNxYE4bnA/olomZDyKwc77P8d1p9BEZfsUhDNRDiw6Cwnom5lrMLw7pWMFknkLpKaoYRN7ODViBqx3aaLZMtBgVNfVqcWd6JieshkMLJXHzFaFwyCBIELjSIlMBVcDXNbjYHRMEuJ6llWgWezWzx7fxPjBaqGjnChwgJCQeqjjxjlhtzV8N7A6FA+9BS7yOz0EICC/oL5dMdVKC9+A9wijIFEt1RdcYRBAE76mtR0mFqD1GSUQV8LVDdjSDytOuYFhb2nkCPsTPwAiUVhB8LKogYreG8xwwD9BKgRYE6zE+UDqPbGtOPHGO0jqSVGESySQZ1127TLvVQq92kPjSI0qBtrHzQwqofeyU2TSd08qT2FlSC5jSDHcWqBqCt+hOQq+sUUKy2CtoJxphJBrJvpWCOZ0z7FtEohBSkeeCUW9jO4aGhoaGhoaG259jj5vjz16y8Sr2gzl9+5Gcvv3IW9edtI3TNwjQPpR7nHAU9zjh8AWBAzzgHifygHvcui/73bcfxd233/r+7nvmCdz3zBNuVfeQB51yqxqAXzjz8MWPAwghuN8Dbt3WRUrJ/R5x2m3SnXmvW59cSlLNWQ+59deRZoazHnTrx5ckmpNPufVzIM0MJ2/QuXMo7VZ6m84VYzTbjr71gkCWGI7eOn2rujxPODK//a1JAwJ/W723DvP4hoZDefGLX4z3nte85jXMz89zz3vek/POO++/XbRoaGhoaGhouG3cAa2iNipawGGzLkLg4KYRQSA4EBVIEeIqexUneYHVSW+BcIHgQYnVSe2BpxCBfVWFEKCkoKwd1nlIFUELKhUDrV0qCFrQ6iRIpbA+4KRgb1kx20pIlWRQWPYtjqD21CuObXlGb1/BynxB8JAmilIHWomKtj2bDGmmoPAoD92JFNnVyCmDzBWyrZmcyEhW3bE6SiNULBBIF1ixDp8IghT4XFEQKFa9fn3p8LWnsI4l7whSsDAssbVntpVRFY4w8rjg6QVPt5WglEQkgrqOVkTJtpwgArWEvGNAC5YHFcE5goZRURN8IM8M3Tyu0rM9i1WQHN9GZXI1JF0QrMOPYi6IXSjjpP7q6zpwrC547Iwin0jo7SkIPQepZL4o6Q9qvPe40uFrh7MeTOyYCDJ+vjgfCygyFja8Xy0kJIKpdoJf7YTwlQMZ8GX8vKrK4cuYo6GMRArwpYfSMVocMexVuOWa3AGlp20V3nuQ8dwb1pZRvwQbkLnGE6grByFQrr5/Ipexw8PEosqmbkaeK5ZXRuSThnRWk0wa9KTi6NOnUNMxm8Ot1ITaU+QSc2wbhIh2ZZlCt03MGZkz5EGhJhSC2IGCEFAGXM8yc3yHzqaMTmYQRtIfVQQFE5ujp3BbKtqpJnhPPmNID7MasKGhoaGhoaGhoeGOyo8TzH3g1vC/m6c+9amEENa6LSAWPl/2spdx4403MhqN+MpXvsIZZ4zb0jU0NDQ0NDTcPtwBZyXHOyoicu3+A8WKjVyuYmxBYGsrYyBjp0VQAowkVD7u2odo91N67N4SvcvRHgpEGZiZzBBtjTQKYzT1yOJdoBskW9spbmCxtcVVjlAHbIiT0T3vOKHVIq0Dg9IigdxHC6OFXoELnqStKfDYRNDampFOGvb3SkQR8Pssfr4mjBwIQWsqQR2RoKY1YsogZhNoKdSEwdsAwZNIiQwCnwqu2duLuRFJzFJIlEAqiXOe2gREW9M+scNUbkgQbEtTpBC0M01VWqqBxaWSoXOIRFFYS0Vgvlcw1UkoTGDymDal8qhMI2ygLWIniLU+2luFWMAYOotKJFrGAMXBUgWrXSnBgx3ZVZumGHwYfMzikG0FUhCEQEmBGnr6tqYMHhz4nsUDSa7xLhaanA/YwlK6gCfQc46qdgQRCzeFc/hRnPAP1uMHFl84Br2SqnIILRiOLLUSzHUz5pdHWBdY6hdIFxAuWohVpUO5QCJiJwvWEzy0E0UyYVazMDTtRJO3DUIL3NBiBQyCh0QiAVF53HIdsylcYFRZVsqKhYUhMlX0eyWDPTUre0r8ikPtdVC4eA6HeH5nNajCo1YD1OfLilrH837l+gEhkbgAw0GNThXCg68c5pgMv1xiugrT1SghSBLD/mGBKOLOrfWIIJC1p7h+iHd+7BpraGhoaGhoaGhoaGhoaGhoaGhoaPhJcge1itqIWKQ4XCJHCDE3QCAohzV26JnuZkip4iR57QABLuZcoAPCrq70rz1CSwyBlcrSE6BqYjeEFNT9Gl85kukM3xF0a4OuA5XwLDpHJzMkRqJqiw+BgXPMaY0F7MCyNdNQBozzdKSmrjzk0NonCCOPrT039Icc22lhpESWPk7SDwVSxBBpJwMylfhhLGwEC9mERvZjgPTJR08jA7ja4erAyDlGuWSrTJBeILzA7SwQdWD/sMTUgdQF0rYhz3ScjF+xTHVTdFszYVOQEjmRUVWWYleBaSd0E4OS0MlSlntDlIlh6C54VsoSFSRV6fBBRH1tqVdqepmi2zII7zGzLfzAxeesPaKlcP0KW3iCFGBATScMnaMeWfLJlCRVOAJ1v2K4XNIWAh0C0ij86tx6qD25F6hEIrQm8YG6tCRCQSahXp35d4GW0qv2TZDK2AnSsZKJLR28C8h+7FRw1iN17KrJlIyGZUZCInG1QxqJnS+jXZnw0WYpeELpUB2DlKC1IqxaQOGjtVbwIISnv1JSrQRmuymL+0qKKUUqAq72zFYC7cCNPKG0AKgpQzWo0RaCDCyNKrpGMwiBbHPK/E1DAlAuFwwktJJolSYzRXlZH4JgJanIjskZXTnEGMG0SlgeVEykhkFZM9NOqVxAZZolX/8Er+mGhoaGhob/vXgf+O53r6GqLPe4x/EbhiYDVLXl29+/DiEFZ93tuMPmSvT7BV/+yhUoLXnIA08+bNbCvv09vv6tHXTaKQ+6/3ak3Hhl+Q07F/jOhdexeVOX+551eHuoiy+5kW9/9xq2bpnklx5x+mEzGb7xvWu4+PKdnHjcZh70ixsHewOc/+0dXHblLu58whYecO+TNtQ45/n4u8/nxqv3cvf7nMT9DwrcPpiyqPjPf/wS+3cvc99fuitn3n/jvI1iWPLhv/88i/t63P9XzuBu9934+PbcMM/73vRZimHFo3/nPtz9MLqbrt3Pv73tc9Sl5Vd+5z6cftbGdlhX/uAGPvyOLyCk5InPfBjH3eWIDXVf/PT3+fQHv03eTvndP3kEx524sS3NeR/9Lud+6Du0J3J+/4WP4qjjN22o+49//wbnf/WHbNrU5Y+e9XBmZ8dD253zvOMt5/HNr17JliMm+ZOX/ApHbBu3fiqGFW/9q49zyYXXc/ydt/Lcsx/L5HR7TLe4POT1bz+Xa67fz11POZLn/+HDyNKNz/nbgxhh+KN3TTRLdxoaGhoaGhoafvr8DBUububAD6KNOy4CZWWpWhKRKtCxA4FEwMgRiHkIvVFFp5UgqoBUgqChX1haWuGsZ+gcZRDIIoANWBFIV2qKyuJ9IGjJsPa4EKi8ZwINuWJ+qWA614DC9QqC1swXjq5WpFoy003xBFYu7tNyAu8DqvRsaSdoB3VRg1OoUqAzjXOOUnkWS89mk6LnEoSSjFZKqiWHSTS29LFoYR1SClSikRomlUIm4AqHd575YU03N0wEQUgVKlNY78FLKhFoac1KWVN7R45ArXYxmK5mUkt6/Yq6CuiBp7KeflVjEoWQkuACA1ezKc9pSYUMECSU3pGohPZUiqhDzAwRAWEEoQhUzpOW0R/YWo/KNT4EnPMU0pGlhrJ07CsdiZBoo0ilQgmBsBbkzXkPVAEFqLZmxXusgymV4AoLhYt9PDLml7jaUzpPS0tE7RktFowETNmAR6ADBBeoRSCtHa1EEwgsDktmTEo4JkONLGLZIdoaP/RQeXwVCCF29oShJUhBbT2EQBoESKgzRVXWtISknSe0gTTRhLpE14JOW3Pj/hX6XjGpYncLIQaCLy2VVM4z10nRiWSSlOVRDOu2pWXrdBtVeOZrCxW4tMInEj1hMFMGu69G+0DZFjgVSIJGGUGaaJwNDKVjSgVkHfCVJ3OHqRQ2NDQ0NDQ0/MiEEPjLV3yEr3zlCgDudKfN/O2bn0x+iNd/VVue8xf/wUVX3ATAL9z1WP76ZY9HHVK86A9K/vi57+GGGxcA+NQ53+dvXv+ksbDjPXtXePqfvJvFpSEAXz7/h7zipY8dO74fXrWH57zk/YyKuIDhCY+7J8/8vQeP6b7z3Wt40cs+iPfx+8Jll+/i+c995Jju01+4mFe/7TNr46f/9v158q/da0z30c9cyF///Xlr42f97oN54q/ec0z39ld8lE+//xtx3//+Tf7k1b/BI3/jF8Z0r3rGu/jOly4D4DPv/zp/+a4/5B4b5Fv8xVPfwffP/yEA57zva7z2P57N6fdeX6wphiV/9sS3svfGRQC+fu5F/M3HnseJh+RHDHoj/uy3/575PctR97lLeMtHn8uxhwSt77lxgRf95lujxShwwZcv5+8/92KmN3XX6X7wnWt4/Us+tPa756rLbuJfPvE8stb6c+W75/+QN77kQ2vjay7fxT+e83ySQ4oDn/7khbzj776wNr5p5xJvf8fTxt6TD73v63zk378ZNTcu8MoXf5C3v/sPx3T/9Def5XOfuBCAXTcsQAic/abfHtO95i2f4evfvRqAnbuX6LRSnvN7DxnT3V6EH9PuKTRWUQ0NDQ0NDQ0NP3XugFZRh+PmL48H20RtVLxotRM6XhAKD1WIq+SnNCGTCAfUgQmpUZVHCPBTmmEbqgSsCOy3NZNGQ+lRDqQW9EqLDQGdabLckLUSOhMJE6lmxiiGg5p+5egmGoNEakGSSG4YFtFuR0tkWyME4AVGKcyEYSLToCUZEhECQQquXxzQPzD5rUDniqSKx+1GjtHIkqSaTmYgEZS5YOdghEoNMtcIBSJ4hiOLLwLKCKRRSB8YDirS1GCEwApYcDVaSSa7KdooOkgWV0q8iLZBaEkYreZuTGa0bQztHjnH1HSGV4GVqqaSgcl2xt7eCF9ZfGERAqY2t8knDQwcrE6C+54jjBy9QUmwPnbEBI+0gTCsER5kDd0kQSvBVGJIhEDGZhOCCKhUIZCIOqDzaHuktEDEtGp6KyMuumEfYtKgUoU0EoxEeKItlRQkIXbfCCWQwGBpBM6jiNZKAqhLRxkCo9pSVZapboaznmpvhXAyBouvOEJp8aXFFVXM8KiiJRUEjJI4KXAKkJAhmMgMEslUZuhMJqy0QXUNde3ZOz9kYWHEjcsD6sohRAAfC2gIYlYI4IYeVzhGdU1HafIR+OWaQb9k01Sb1Ei8gEIF7MhS7S8JMpDMalqZIu8mpLMGX8fOI6kFs5M5WHA+4ApHptTY9dXQ0NDQ0NDw43HllXvWihYAO3bs5ctfunxM9/ULrlkrWgB8+wfXceGlN47rvnHVWtEC4OJLdnLpZTeN6c79wiVrRQuAL331CvbsXRnTfewzF64VLQA+/IkLYu7bIXz2vIvXihYAnzn3ojENwCe/sH77pz6/se5Tn1u//dOf21j31c+s3/7Vz/5gTFOMqrWiBcQOl699dnx/vcXBWtECwDvP1875/pjuxqv3rRUtAGzt+MHXrxzTXXflnrWiBUBdWS769tVjussuuHataAGwsjjgyh9cP677/vXrfu8s7Ouxe+fiuO576x+7d9cS+3cvj+kuuXj9+fPDK3ZR125Mt+PK3evGV+/Ys+Hvrquv2LX+cZfvGtMAXHXt3nXjK6/Zu6GuoaGhoaGhoaGh4QA/Q4ULAMGB7nMhxNrtwPgA0ggGgwI/sJTWMb9SEpYsIoDIVZxAD3F/MlMgYFQ5Jo2hFRSzwmBdoFfV+Dp2MeRaYT3sGVb0akeQMD8o6eGxlSf1geVeQTs1caW+9aRTGUdMttnUyki1IhjFUmUpW5DNGaiBRNGayVClx1aBonJoB60a7MgzLB21h1YtsEPLzj0DloqKioDsaPSJbdpzOXNTOVXwqE0pMtN0OhmbZnKkliBil8FkmtDppjgfKGrH0nJJu5XitWBQWISExArmujnSCnre4QuPDwJXB7z0cXK+8uhE4ZXAdAxDa1nuFUgtEUaxe3nIvkFBXThcIgEBdcCXHi8CIlcILelmCakU+KHF9+3Ndl8hUFae0cgx1c1IhcIg6Zc1Ze2QuSZ40IlGegiVJ5Sx2wEEoQwcoVPud6dtyMIhtcQ7sALIZPyB7QLSEXMvKkcqJcds6iKVjCHeMv7AbSc6dnnkBt1JUYRo5zV0FAslwa1mdHgQMlqVEQRSKlRLI7xAilh2u3pfD1tFay+BQIoY0L2/rhGJprspRwBV5ZicSGm3E9SUJiSSSgtkR9NJDZmHygVkJpFSMJ0k1N7T2ZxT4WmnCdqDyQ11qpiaaWHahlIGZFfTOjZnsVexXNTUyzGIXAiBB0aDGh9Amth5xFJjFdXQ0NDQ0PA/wm1d4L2BLknGFxqk6Xhj9aE6IQ7z2ENspoxWqA0spbrdbN240043PORue72u28kOo0tvk252y8T68eaJMU2aGTqTrXXbZjbQ5Z2M/JDnnd06Oaab2zo51r2w7dhxK6ZNR0yhzfr39IhjZsd0Rxw7t24spWDL0eO64w/p1Oh0MzZtcHyH6iam2xu+3uNP2LxufPQxMxgzfg6cfEgnyfZTjtzQBuzkux69fny3Y8Y0AKfeedv68V22bai7vWjCuRsaGhoaGhoafva5wxYuDhe+DeuLFAcXLw7ohZD0ioqVssbbQCfRqAqEkrEboRWLFWG1gCEttK1ElCHmJGhFlii2TuSETDGqHVPKIJ1nk9bMTqWoKc3WuTabu3kMjDaKLSahJtDTgj5QL1cYIyitZ/eoZMeuHpZAIiRuwbJzZcj1o4Kh8NEySgs6iWJLJ+O6XT1s5VBCMCotRkmkkRgt2TTX5qaVIStlzfw1fZCCzuYc3dYUfYsnMMKzVNRgBDuLkv6gRinB4krBwHmydkJ7OqUrJUVRU5pAVVqkEuiRA+eZyhN0SyIIDK1lcVTjC48WglQr0lwz6Fds7WRsm+ogg2BqImVyS4dNR0zgJVSlRdlYKBBKoFMNLlonCREbCYRWyNzgpWBYO4KUCA2VjRkXQ1djtKSVGYqhxRce4eP5IY1C+IB3DrzHW4fznsp5ROFil0IQmFyTELtwVMusniex2CC1Ai0IzuOFQKYGkSi8d3gCzjqK2lKWFoIAG9BSkHigdrGYpsRq+Lgn1A5hZHyNAZCxKLC5kyFqT/DRCiv4gEawbapF5qG/r0RoyeRkRifVzM+PWFyscHVgGDwuiZ0iecdgHLGjQwnmjWMFS0FgYiIlbWtq6zBSUJSW/v4Rw6WCJEjs/orh7oKVXsmwCz4BM23w3iNKT0cYBlWNqxxl7RA0VlENDQ0NDQ23NyedtIUHPejkg8ZbeeADxy2M7nPmCdzt5JsnkO99xvHc/eSjxnT3u8+dudcv3Jyj8Mu/dFfucufxvITH/NLduMtB+QhP++37MT01nkfwpMefxbbVyXElBc95+kM3nLT+nd+6D8cfFyfgs8zwwhc8esPX+8z/74FsmYsWSFMTOc//g4duqHv27z2ETat5CzPTbZ77+xtbCT3/tU9gbvX47nzXo3nqCx41phFC8JK3PmWteHGPB2zn8X84bneljeLFb38qrdUizL0efhq/+rsPHNNNzXV50VufzOyWSVrdjCc95xHc+xGnjek2HTHFC//fk5je1KXdzXjynzyCe2yQrXGXux3DM17xa3QmW0zMtHnO6544ZicFcNb978If/Omj2HbMLHfafgSveOuTaXfHCzr3fcRpPO35j+SIY2Y46bQjecXfPYXsEOsxgF/79V/g8b9xFluPmOL0ux7NK1/9G2MagMc94Sz+vz98ECefdiQPfNipnP3aJ2yoe+pzH86vPeW+bD/9KB71+HvynLPHrccAXvysR/LLDzudk0/aym8+9p78/pPuu6Hu9sIjfuxbQ0NDQ0NDQ0PDTxcRDlcd+Cmxf39sc7+5CAE3Ly070KJ+8BfJ8byLurRc9U8/5Ij2FHomBQG+9ggEQglC7aH0hCogtETkcZJZKvBliOM6Tv4jJaJnSXxcJR9CoDKSJJFILRmNLLoKGC3oD2tCC/rW05YGPbSUHvreMdHSIOMq+1xJVoInSSSj0jKlY5eGV6ARDHsVTsDkbM7QeWhLsiKgpUQmEl97aiEQmaAU0CoDvV5J8JDPJPiBp3IuFmSUYtHXTGmNqAN7+yMyrbEGeqOa6XZGt2XwIVCKQDs1sShQB5yAofbkyBgwncBwRx8fBAPhWSoKNrcyQgCTKlSiKIRnWFkmWgkTczlyxRIqt9ZhEHyIVk2JxFexsOBrh+1bnA+slDWzMy1UW1EFWHGW2sfPQiSSalBzTKdN7uNHHypPGFmEFNSlw6y+z956VKIIq88hU0WQgsI5goK0jp0SOtPxvQ8BW3tCrpFS4AcWyhqZ6bWzLlFxfzJVoCTgCSNHWD2vECKGwAsRixZGxG4XLShqRyIEajU7Y6GumZrIULMpIxPYu1RgEslSUTEY1cgyhh1ukQlHT+ZULYGsBKOqJm9rwtDTaSeMUhgOaqwSpEEy0TbIwjGqHFVp8UaCD0zmCSoRyJbmxl09Nv/iDNms4cZvLDKDotpb4WxAGklZ12RCIT1Y7zj97DN+Mhd7Q0NDQ0PDzymXXHIJp512GhdffDGnnnrqhpoQAhd+7zqqynL3M44lPUxQcV07vnvx9QghuOfpx4zlWxzA+8CVO/ZgtOKEw4QyH9jfVVfvpdNOOfqomcPqRkXF1dfuZ3amzdbN4yv8D+CcZ+/eFSYnc1qtjTsuIOZ17JvvMzfdPuxrBSgry/75HnOz3bHOj7FjHJRj3RKH4r2nKmqyWzi2/46u4Y7NgWvvvu/6bbrHj3ew3FZ618xz/lPfd4vXcEPDj8Nt+e/ET5LjXvvV26S79sX3+6ns7yfBT+sYb8vznuB28eHe69bGE8/7AGrLnW7X42hoaGj4WeQOG84dV3WF1duhK17iKvooXP8YrTUKxdCHmIEQJKRx0pwQEJnCaYXeU+N8jQuCwahmMteEA/au04ZqsWZlpUY7QT2syXzMT8g7hlD7OBFeBzKjEDpA7UknDaWFrVMGN6iR7YTEQ8s7+oUll5J2prGlI2tLSgLdPMX4QM879i4VTChNR0q6Uyl79w9pd1N0DZUI1BnkwLK1DEVgLqSE0rLUqxgOLdNSkw4C3gkSL7Eq/ghLtaSoPZmHTdMtfB3wPjC3tUVZOyoVMJkmTyRl35I4YFjjtcCWHq8UJILhikV2DFIK7PKImSTFudhVYIPHSUGeG5JEs29YYJcFm1sp3gakFPEjkxK0oOct7a5GjByidKAliRRsbun4qdvYlSAlrFQVE7M5y8MKlUlQILSMll9agBKITKGMjPZGq0UmtECIqA8+Fqmy1MTiSRazMJwPiNVjsyHWI4IUJFtTyp5kMKipXbQDm04MxgeCF8gQ4n6cp5CC/SPLMZs6hBUfLa8IMdTPO0DSShR+YPGASDXtruaG4YjOINBuG0wQKC2ZmEopC0fpLf2i4u7HTJEhyZygLGoqLciEAiPo9UvqZQ9C0PcWkoRrF4Zs3dKhPZEw2lmSSEl7JovvcRC4pTqeJxMakUnyzQa/P8TPRoGa0rDXMqwsuq3JxeEnFhoaGhoaGhp+dIQQnHHmcbeqM0Zx7zOOv1WdlIK7nDS+Yn+j/Z18l/FujEPJs4RTt9+6nY9SkiOOmLpVXWI0R269dV2aaI48YvpWdcCtFi0ApJS3qRhxW3UNPxs04dwNDQ0NDQ0NDT/73GELF+OEDf481CJKUJUlg8EQM2kIMloBeSCkAmU0vrTIEQQJmBii3UERak/oaFaGNYPre2wWhtmJDKkFoq9xiyVLLjCoLdZ7ZgeQGkVROJSCofMkqWYQLLlW7K9qOi3D/GLB3EzGqKjoCkWvX5IGMFZROoecFNSVZyA8s52UPMRuDl96VEeTaYGrPDJXVANH1pJ0lSZ1HisCru8IQrKlm6NtIPQtQQmkkYjaInQs2FQukCUaqRTSBCg9VB5vPS6XtKY0VIH+oEYIhUagg2B2IiOIuJrOCAFGxMl+I3A2sGu+x1w7Z3qyjVw1FiryQEsmTJSCelSiJzRYQbAeaSRBQhIUYhDwtacSsIJnQiqSTCMBZ6N91mJRxeKEJxaHMkPfWjJlYhi3UXhgUDnyriH0LIKArzzCS4QPCBVzNkLpCEGw0CvpdhK0kavdEaCkJAsSoSXeBnwVqCqPzBRJIZicStBCIkaWMLC41QKMmkgwPrC5Xu3SWA3PFu7AeSrASHzlY+dGqhC5xAaP7hrmtrXwQ0/tS8oqIIUk6xjymYRWWzF0nrYQlAr2DkuOPnmKKgTqnTWpkOi2wtvAJqEYWIeRkuFCQWUEe4uKIzsJUgowarXDBZJUQenRE5q5o9r4Gc9NO/ukQlEsVAydRQuB1ODusGZyDQ0NDQ0NDQ0NDRvz4+ZUNBkXDQ0NDQ0NDQ0/fX4GChcHd17ALVnuhxCwztFb6bN3ZYUtUy2SVCAnFD54agkuVbS6hnpfjaw9ogzgobQOYQSdtmG6m7J/74BJq+LEv5EEo5htKaoEXOExUiAUpJlCJoLhoEIMPB2l6M1XTErN3mHFpukWnUxhWg4dBJWBYuRoE9CFZWVQMTOTsyk1aCXwJnYPAJhhDGH2ztNREiEEKlP4ypMAftmStxN8cAgbGFpPKgXaBQIOHSS+dKRa4mqPSwJew3BomdSaIASVCJhasHfPkFwq8kwTVmqCVODADxzBCIhuWngfcEXNzGTG8vIIbVTMDgFUqlgsKxZWKjanGaNE0E01aAkEhBeE0iNMzIfwNgZD60Qx3dEoBKIO+MrFDgAdg6dLHVhcGTKqLb1hxdZWTshNLFhJYtC2EgyHFblSMbfEyNgZo6ONkzAQihic3T0wmR8CIYBMFKHwscilwemYhZEGUEESlCDYgA8OhQApEKsFiNhNAlJIgguIVBEKG89H6xFSRiurRIEQiFQSpCCzsFkZtBOUQ8dEqhmlUFuHxVENHUlLUtQBNZuRjBwTp00w2l2SIBCJjPkZFkaFZZ+rmO5kzCQZSguUD2SzinQujfkbNlBOa2ThSSYMvV7F7KwhaLAKpJJQw8BVGCGY2NQCKdDeb3yxNTQ0NDQ0NDT8nOO9x1aOJLvlDlTvPbaOi5huCWcdITAW3n0o87uX0YlicqZzi7r9u5dJM0N3qnVYjfee/btXaE9ktA8Tdg5QFhXXXrGbqdkOW27BQmzQK7hhxx42HznNzKbx8O8DrCwNuemGBbYdPcPELRzfzmv3ccOOfRy//Qi2HHnbOm1uCz78eMUHf4cyU25oaGhoaGho+N/JHbBwccAa6uBvi+Kg+1bHBwVyhxDWQrq11rTbLVqdBOcdgRBDntNAPmEoejWLg5KJLQlIWNhXsqmbki7XYGGIZRQcm8+Yws1byr7FisCKCWzJFb2VghmlEUHglWB5WDGdJEwlBldYFq2lKySJgVYNuQu4hRITABmYmDBUQxcnr3W0MRqmgu5sgrABv1IjgEHtGAVPq5UgtWZoPZV1yD0jMDGDAylQWxNWdg1oWUGaGaQNMXTceUhlzNUIgpWFIcNhxdwRXdozKb2Vml5Zk+QarQKTWcKwX9EfWiZyjQwBqTWl9CwsjShLy2QS2+cTJfELJUZLJrsZOtdx0r/09EcVoXBkCPb0BxRzGZtbOSoVzC9VtJSiJSSBgJxICEPH/HDEsvBs7uZIFRiuVEznCUtljU0luZCYTNNqp9iBZWueonScjKd04ANZrvA+vi/Bxcl2oRVoCNXqebOaraEdYH3sypASX1nE6q+Tygvmy4q5TkqtIS1tfB4EYfXzWho6jBLkFUjrY5C3C7EAEgIkCioXCyZKIMJqcLeIXUHSRAsrkyiKnSOqtmKhV6C8psKTtwx7dqwwMZVxdCdnpV/ia5gUGhJNGFlIJKNhjXTxcggIVoYWUphtZ2A9mdHIOuDLAEYyGlS0ugasJynjNWRdYOfOPpuObFHsLvE9wEjcyMZTrPnV1tDQ0NDQ8D/GtVft4QPv+ireex7/O/fhzqccuaHu+9+6mve/44sAPOnpD+ZuBwVzH8x/nXcJH/+Pb5LlCb/77IdxwmGspD7xwW/xxc9cxNRMh6c//5Fs2cD6KYTAO9/yOb7yuUuZ3dTlOf/3MRyzQZZGVVne9v8+w/e/cw1HHTvL8176GGY3dcd0ZVHztld/kosuuJZjTtjE817+OKZmxyfq9+1a4rXPfjfXXHYTJ595HC9685OZmB4PFL/2sp287g/+kT3X7+cXHnY6L3j7725YcNhx0fW8/g//iX07F7j3o+7O897yVMwGWRpf+fh3eeOz30UxrHjQ48/iT9/2tA3zRb74sQv425d+kKqwPPzXf4HnvubXkXJc9+F//CLvev2n8D7wxGc+jKc8fzxQ3HvPG57zHr70ke8ghODJf/ponvQnvzSmc87z2ue8l6+e8wOkFDztzx7Nr28QPF4MK/78D9/Jxd++BpNo/uSvHs9DfnU8u2xpvs+fPfGt3LBjL1JJnvmXj+fRv/WLY7obr97Hi3/775jfs0KSal7y1idz74eOe/Nf8v3r+fPnvI9Bv6AzkfNXb/4dtp8+Hir/9fMu5tXPeS+2dqS54S//6fe4670aT/eGhoaGhoaGhobIHdwIZqPixThi1e6HEFBKMTk9yfZ7Hk8+3QEPRkQLIy0E7aCp5mtEz8M+y1wnJQw9/ZGlso5caPqFpQoBPWMQUqASyUJZEVoKm0hCJnGZ4vqVIUvOUlae/qhGZYrObE5IFaJt8ICtouWRsx5KqHYVeB+Y74+ojWSgBUlLQe3xziNNtHnqtDWb8wRjY5izM5C0NTpVjIaW+aJCGonbXWJqUB2NSSRSggjEFf4qBla7oWXbXIeZyRQvVm2i2orN0y2mjY4T3AI6UynTExmLdc18cCyPaioXmJnImNjcQs4YbBIIWuKNAi9QNSgHwzraJB3ZbnNcp411ni0yIek56sIySuGmlSF6W4qcM8hc4QrH/PII4wSbvKFVC3IvmUoNKsCWPKWylp51dFoJAUGqFFrJGIptY5eEMLH7QJQ+dn60DEJGmygCscshrOY4BNCpAiNjWLv1CLda7EGQScnMkW3K2lPVPhbEVjMwHDHkWyaSxapiuYj5F3W/RoRYMHGFow6BvnWQKHyuGRIItUcEie/V+PmKsFQT5itUHcgRtFAM9xQwCoyWa7ZtmYIKeoOapK0ZVjV+xTJ0jkIFVK7o9UoqCdYHtrYyugiW64r0Tjl96VhcGuGrmPkhE8H0TEYYemQQqOVY3Em1YstMzv5QgRJMd1I6mUEEQRJELPI0NDQ0NDQ0/MRZnO/zwj98F1845wd86bMX86Jn/Cu7b1oc0+26YYGzn/luLvzm1Vz4zas5+5nvZveNC2O6S39wA6956Qe56ILr+Pb5V/KSP343g14xpvuvz13CW1/3aS75/g2c/8XLeOmz3rNmw3own/zgt/nAO7/KTTcscNEF13H2c9634et4zzu+xDkfvYCbblzkW+dfxWvP/siGune++TzO/dgF7LphgW9++Qr++uz/3FD3ty/6AJd+5xpGg5ILvnIF73jlRzfUvfppf881l9zIsFfw5Y98m/f/9ac21L3yyW/nustvYtgr+MJ/fIMPvfkzY5rBypA3/PG/MBqUhBD44oe+ybnvO39MtzTf540v+gDlqCaEwLkf/BZf/Nj3xnTXXHYT//RXH8fWDu8873/zuVz0zR1juvM//X2+9JHvALFQ9O43fIobrto9pvvyJ77HV8/5ARC7of/ldZ9m9w3zY7qPvvt8Lv72NQDUleVNL/swVVmP6f7zn77EDTv2xv05z9+94j+x9fiXwPe+6bPM71kBoCotf/cXHx3TAPzjm85l0I/nWn9lxD+9+dwNde/+m8+uPU85qvm3t5y3oe5HISDW7KJ+lFu4hd+eDQ0NDQ0NDQ0N/zPc4TouVte2j21hbFvcLoSIk9IEvAchYyEjyEC5Z4SeyxHO021J/KhGeJhLEtyuCpkIwijgehaTC0LlqUeOTiLxO0oWa0fuwXg4ZbKLLDxTRjPU0AKO7LaQUlBVlkoGZFujrGdXUdJyntksQVrPfFFDKphAYG3M3ZiZyOkNKibbCamX0Uap8FiI9kHCk1pBb1Qz0h7jBflUhssDU62c7mpngSsDfeEROpBIiUGDCQQRWFwp6AQJiWCxKAkOprsJvvAsuIpjpzosVRUOQV165iYztJEcMdVmflCSpgpZBSSezEjE0BOKwL5ywFSSsNAfYYNnszDRVsqFmCNReirnyNoJrXaCchCWPSdPT2LmHd4FfOkR1tGVEhcCSQWisggJKghIJBhBVyUUIVBWHhkgldEKKgRQqcAXHrQkAFJHeyhhY8CiWC3ihDqwPCjppAaRSULhkUoiWoJQBYKNwdWEWGDoqAQrJMHImIkiJUpKED6+Rh9IhERKgU40vnSxC0LHDhcCFJWj3QZqj1ECpRV+ZONEwGqgOdLTt9DpCTYLw+TmhN2uorIei2frpg57ru0hBo4jJ3NkHShKz/zikGPLwObJHJcoeoOSTjshm86ZdgF/Y4mvA1KrWJRREte3SKXJQzy+lZWKZOhYuH6Ia0m6R7aQSwXBeXzpUJkimUtwK03loqGhoaGh4X+CKy+7iZXl4dp4OCi57Ac3snXbevucHZffRFncPPlcjmp2XLGLrYfY+1x+0Q34gzonlxYG3HTjAiedvD5w+5LvX79ufON186wsD5mcWt/VcPUP96wb77pxkeGgpHVIQPaOK9frrr5yfOId4Oor1m/fccXGup3X7ls3vuna/RvrVife13Q79oxpbG3Zfd36x++8eu+YbmVhQFWsn+Dfv2u8iLS80MdW678rze9eHtPt32DbRrr+QZ//2ral0di23vL6bSEE+ivjRaneIfurK0sxrEjS9Z0o5ahaN7aVwzk3ZmlVHvKeHPoeHU5XlnZDnT+ks/fQ8Y9DCOLHCthuwrkbGhoafnSOe+1Xb5Pu2hff7yd8JA0NDT/r3AE7LjwHFybiIYabV34JNmy+EEJEy5wQ8N6ze+8S/eUC369jPkHfEgYOUQcYuRhMvWJx+ytC6XHzFQw8bmSxAwuVY9ircCNHcIHgHL724GIHBAFMACniipxESETtMQPHsRNtMi3wqUBohTGCSaPZsdhnSQeW8Mg6YHJDXTvC0BFKh5cxr8BWjrJ0jIRDGkk2DEy3UrQNVHVg9/II4T3BBXoh2gb1KgsmBmCHyhMGnhltSHKNSjXZZEo6naA6Gj2h2ZwkUDkmWyk6QNo1ZNMJovTQq+miyJTEEyiDZ//yEGqPVooUhUgkczNtNk+0CQKUkOACoXYIwGWxoEThYeAxRqKNABtwI8dgZHF9h7AeHUAoENZD7aPVk4dSg5jSOBnDs5339IPF1h5xwCpKCVAwsvFzEkqA8zGUezWYXLjAVCtDqdWMDSlQkzF7Q3Y0smWQLY1sG1SucXsqrA3Rh1hAHQLeCJyOP9600ZTO0W0n6FyjicHvSkmSRJEKwebpHDGy8ZxAECoHPnZwBC2RRoKH3MTzWwqBc566dhgXkAWsLJQELamtj9kfpWdKSI6ZaiGFQGhJWVkmuilOQlVbjBS4hZoJbZjIDLb2hL6FyiMGHmEUQgraUynCB8KEZGIqYesJHcgEu/ojHOAKR7VQ4UYb/9BsaGhoaGhouH3ZeuR0zOA6iCOOGvf8P+ZOm1H65q/wWiuOOX7zmO74Q2yhWu10QwuoQ+2j5rZM0J3Ix3Sn3PXodePjTtw8VrQAOOUQS6BTTj96TANw8t3Wbz/lbhvrzrzfndeNzzhkvKZ70Mnrxw8ZtzDSRnO3+29ft+0eDx7XbT56lpPufuxBj1Pc6xF3HdNtO3aO47cfsTZOUs0vPGj7mG77Gccwu3VybTwx3eb0e49bIv3CQ05l8iC7rBNOOZI7nTZusXTvh52yLtfipNOP4tiTtozpHvTLd1uXu3GvB5+8oc3WL/3mvck7N3+Wj/7t+5BmyZjuMU++77pixv/53QeMaQD+z5PuHX+bEX+jPe4377Wh7ref/fCYswaYRPObf/zQDXU/K3zoQx/iPve5D7Ozs2RZxl3uchde9apXUVU3F4ZCCLz61a/m6KOPJs9zHvCAB3DhhReO7evSSy/loQ99KK1Wi23btnH22Wfj3Poi2e25r4aGhoaGhoaGOyJ3uI6LjREHIi1Yl3NxmBZeAWw9bopdX99JPbJUJjDZSuJK/VVbIKEFwQE+IDwkQdAfVCQydj9gA5tyQyg9K95hvMB4WKksdfDodoouPfsGQ+rgOXoipwyr+7KBfmHxZWAYHNvaGVIKTprpEoRgX7+PmM1wgxqNIEjihL2ALgLXr+i0Nf2eJesY2pMZOE9IFYvDkq4xCCTUlqQMiNLTmUwRBdECKQG/FFvWw8gjUkXf1kx2UxYXS3Kj4pukBNZ7kiKQVgG7PIqWR0qSiBhCvehqJhLN5jxF2ABCxsd7gS9qpJYU1mMShQxgbUCrODEulz24AALqXQVSC7yPwYT9qiZTBuHjai2RKJRUuEGNaBl8aUmMRtUOW1raiYZ2LBKEWiKCAB9wlUNaaFkQWsbsitojTQwzDx6CD1Af6MwIiFzgBg6hAS3xOoZ5i8LhRzGzIm0Z3EIJ3jMUjtp5ciURStLKIJuYQEtB8HG/uNVOIQfCg/cOpEQqiSssENbO4V5tmWolq/ZlIJTEK8H+pYJSB1SqwAVK5wkiMKE1zoeYjeECwnlcqlEOkjJwzf4Vjj9qCu3Bjywq14TS40eWQfB0UkN6bAvfd4QygBNIJdh96TL62JwkVwgjyI/KSW8YoDOFSiSh8rgNrCIaGhoaGhoabn+OOX4Tf/J/f5V/fvN5OB/4nT94INs3mLQ+5oTNvPh1T+Q9b/scAE9+5sM4+oTxrIkzzjqBP/6zR/Oxf/8mWW54xgsetWFI8iN/9Qx271zki5+9iKmZNs996WM2zGh4+K/eneWlAV/9/GXMzHV4xgvHMxoAnvS0+1NXjgu/cw1HHTvHM573iA11T/6jh+Cc5+LvXssxd9rM0/904/094y9+jcnZDldfdhOnnHkcv/6Mh2yoe8m/PIN3v/qj7L5uP2c94nQe+Tsbr+L88/f8Me/+q4+yb+cCv/jou/Pg3xifVFdK8uoP/Qkfeuu59JeGPOQ37sWdzzhuTGcSzWvf9ww+9I4vMewXPOzx9+T4QzpaALpTbf76Q8/hI//8Zbz3/OpT7s/slskx3dwRU/ztp/6Uz33wm5jU8MtPvt+GOR1bjpzhTR95Dl/4yHfJWgmP/q1f3DCn46TTjuKv//2P+Np5lzA12+FRTzhrw/fk+O3beOsnns93vnw5s1smue8vjRdpAM68/51500eew8XfvoajTtjEPe5/lw11j/jVM9h29AxXXb6Lk07Zxql3O2ZD3QN++W4cc9IWrrtyN3c65UiO2iAz5UfFI/A/ht3Tj/LY+fl5HvzgB/PCF76QqakpvvWtb/EXf/EX7N69m7e+9a0AvPa1r+WVr3wlb3jDG9i+fTtvfOMbedjDHsbFF1/M1q2xiLi4uMjDHvYwTjnlFD72sY+xY8cOXvCCF+C951WvetXa892e+2poaGhoaGhouCMiwkYmtj9F9u/fz+GLEvFQxUH/H27evE7Xny+4/K2Xc9KxWxCd+EVeTyUM6xolJabnYzOHkISBJVSOIEFYCIlk6B2d1OArS5lKMq1QUsSuiMqRIlAu4AKoKkAuuW5/n9lOxkQnZc+wQMvYBdL1irK2tBzcuK/P3KYO/ZWCTChMR1EBU7nBhxC7JarYcSKMop4xpInE+0B/qaQ1kaItcbW8B1dYCuepckGQgrnJFJlK3LJjuFKRONBdTd86WhMJPWvpVCJ2a1Q11gdaSDKjYhFHS7wWkEnm949wpWMyM5iOxtceXwR2zveZns7pD0o6aYLQgiQ36FRiFytC5ek5i3WOI6bbKCkQHpQW1LVHmBgY7oYWh2c0snSlRK6GXJMovAgIIwldzXxZg5EMaosoAtuSlITVfHa/2mVRxYIFq0UKkShkoqhUQDpQxMJGbT0qUQgJUsXsClKFmFCIKuCXatzIIjen2OuHKC0RmaZf1XSMprIeqWOHTbSHil0cCGKehACUxFsHIsTw78IiVCykiJYBCS6EVUus2DkRBPSdY8fSANVS+BCQiWRh75DTWh2mE43QEldZgpYsVpap1GB8bL9XiaIoLUZJUq2QLQmpwvctei4laBBlwNeBoMFL8Ar6mwWJl3SOyUm8YNen9oADlUtCzxN84G5n3+12vMIbGhoaGhp+/rnkkks47bTTuPjiizn11PEV/Q0NDT8ZDlx7Z/zj02gdN/cj72d47X6+9wfv/LGv4Ze97GW87W1vY3FxkbIs2bJlCy94wQs4++yzARgMBhx33HE8/elPXyskvOY1r+H1r3891113HRMTEwC8/vWvXyuCTExMUBTF7bavhp8OP+3/TtzeVj4/C9ZAP61jvC3Pe4LbxYd7r1sbTzzvA6gt4515Pyv8LJwPDQ0NPxvcAa2i1hcthBBrrcYxZk2s5hHc8l6yliGbSBGZQhgZJ5ZHjjRIdC/aLIXVXYlcIoxEConsKCoR6BmwqaSeTTBdg57UVCqAEBS+xiUCkUhQgpAImNLMTeV0WwZEwGSKIofOcS20EZgyWjh5H4sOc52U0IpFi/6wAgHOeYbOs+QsQYCXgWqlZM/CEFd6nIeFYYlf3U/hPMvBo1JBKiWTQmEHlmJfhVuxLLuashWLEKajKUvHlDJIBEpCN0+Z6WaQSUrhWRhV9J2lN6jZtW9IdyJltpOSSIH0IITE1o6tM22UkkgtGLiavYMhhXfMrxQs9QqciyHpzsgYbA2ITMXcBSFxDiofUC2NQTKhFFQuTvxniloGViqHTyV17fEKjJFY6+kKSeLBlQ5vPa600R5LClSu4/mymnXhfXzPq2G0CwuVxwiBqDzUIWZT1AEqj91V4pbreF4gGNwwYigAGW2eOkKBFCSpZDSosSOL9yEWS7SARCHa0X7Ke4foaIKKBaegJEEJMNHuqnCeqrQE7/GVx5aOfmkZeMdMK8VkCpVKgvMkLYWZSeJnXljURIpJFNO5QRiJ0wKlJVoIOpnBGBkLHCsW37NIJfF1tEYDUNOaXcsjrtvbx3clbaXJM029XKOmNJ37TzIvShYGFUFDIfxP4BpvaGhoaGhoaGho+MlxIOPix7ndHszOzq5ZRX3ta19jZWWFJzzhCWv3t9ttHvOYx3DOOeesbTvnnHN45CMfua6o8Ju/+ZuMRiO+/OUv3+77amhoaGhoaGi4o3IHLFwcyLdYHYWD8i2AgF+tW4S1+8JYFUPEVf1zCWJKx/tDiDkDI0/w0YLHKrA2ToyHjkJMK4KALJFsTgxSgvZgipi5wMAhtGAmz9AIVkrLoLDsL0vc0JJpyf6FETetjBASJtoJramEqrRY7yicI9GSqrKo2RQ3p0lbirZWuIEl1ETbqFTijGToA8YFZropMoBMBd4RbY+spyQgfCBJNK1MoZXA9x2ib/GVYzZJSJHM7xqw84YVdOGp5gvK0rJiHfuLEbsWhvRGNQiY2tIiM4p2pqito7dc0reWoXe4wlH3agrnUGl8rulOxvRkzraJNqmDPFVUGkbOkrYUM9M5IpGoSYNIBaKjcAb2FgUrowoRQEogF1hnCc4RbGBY1QgjqAvLYFRRWMd8vyD4EJtkQux68JUDD75wa8HaSIHIFTKL3RuysiSpJCTRkisIEJkEzVoGhq98/GfpCFLgFGQdQ8dIhBE4uXqOlQ4CdFIT81S0YFhZnPeUlWVlUMacEcBVDk/AigAtRcgUVfAoKTAIdCJjIcM6gnWURUV/uYwB6S4GigsPxXJJr1/incdbj1+pcb1oA7ZzcRA7RrTABU9NzF5x1iJbKr4nIRCWa+q9Ba5fs3ffkB37l1n2Nbtu6nHj1Stcf90KN1yxTP/6EZNHtznhPptoVwHvAqlSNDQ0NDQ0NDQ0NPxv5KqrruKSSy5Zd9u7dzzQ/WCccwyHQ7761a/y5je/mT/6oz9CCMHll1+OUoqTTjppnf7kk0/m8ssvXxtffvnlbN++PivlmGOOodVqreluz301NDQ0NDQ0NNxRuQNmXGzUShEzLuLKl9XChgjcXM+IlkwHx18IKWgf3cH2PKqOdwTnY8dG5RFGoirABkQdEBJCW+IKh3WBRAgGKqC0RmmBX6rRAaQC1/dICcbBYr8i1I7dPUstYWs3R6cSk2nKwlP+oE9VxBX1m9KETEvaWqHmEqb2ecpRTUtIvPWETGEQtJRGaoEcOoYh4HYNmUwMiQjsXhiy+dip+Pp8INQKWzkKLegKGSfnHRB8DMZOFSNrmc0TtBTsKivaHU2eJnRMgtcWPWNg2cHQYa1HCtg0myNtiJ0KShCkpJCetkhx1qFzja8cdeGRmcSXnmRCM3OXLt00wc5XyDLgC4e0Pvo6CYEGjphu4WzMg0DHTBGVGgIxXHyileClYCgclQJjFH5k6eaGKWkIRQzwDt7jnUdJhS8dUgpkolaLUQKtBM4S71utPSktwcfuhxgCHtbOF3TMkEiUxIcAWuCHlv7IkitJkipC5bFKoKRApgKnNIwCKgQm2mnclxIE56OtlFGo1e4ZT+zyURIUAlfUyDQWWLp5gskDqiuZCAYjFAvLIyYnc1IhGVQ1EkGaSNKWos4g6QuWF4dMzbZACRbnR8wkBilFtIYyitp6pBeotsFNaX540W6Uksy1U3xbsu3oDr2dBYNRxfz+Ee0jUzontBGjwPJFfcKgCe5raGhoaGj4SeFc/C6zUT7BwSzN93HWbZiLcDDze5ZRWjF1UMDzRuzfvYRJNJMzh9dVpeXay2+iO9XiiGMPb7kzGpRc/8PdzG6dZG6D8O8DDPsFN1y5m7kjppjdenjd7mv3cc2lN3Ls9iPZdsJ46PgBbrp6L9ddvpPjTzmKrccdPhvh2ktuZPd1+zjpjOOZvYXj++Znv8/S3hXOfPCpbDpqZkNNCIFvfOb7rCz0uedDTjvs/mxt+dqnLqQsKu79S3ejOzUeiA0wWBlx3nu/grWOhzzxPswc5vNd2LPMFz7wdbRRPPy370d7g/B0gJt27OGrH/8O7ckWj/id+x/2vLr8u1fz5f/8Nt2ZDr/2jIeRbRCyDvDdL17Ktz93MVuOnuUxv/egdcHcB/OtL1zKBV+5giOOmeVXnnI/lBpfG+e952Pv/CqXf/96Tjz1SH7t9x+4oe72wgfwP0bXhF/9Xfm4xz1u7L6Xv/zl/MVf/MVhH9tutynLEoCnPOUpvOENbwBi3kSn00EdsjBoenqa4XBIVVUkScLi4iJTU1Nj+52enmZxcfF231dDQ0NDQ0NDwx2VO2Dh4tAvmAfbRsHBiRw3FzMgFjMOuk/C1tOm2fWpPUwbEyemiUHN0ijwHldZhIsr733h8b2asnQU3iOzBJEKwoyi37fkUuJsQO4vUT6GMhtgJk+olSVPJT4IQibYtTTiaJ+jEQz7FZUMYD2VdOQtzY6VIUfdoNFGkHYMQsYQ7V7tKPFsyQ2hdDgBSVej9zuECpSFpZ0pvPVUNtAznk0TCW5QY5YdNlEslRVGKbSCTEmCCExN5piWBgeb8gRZgxABX1pIBa5waAPo1VX6Hka9GpVIOlKyPKiQicb5mB3hcokMnhAgyIBbtUuymaRKQE0o6hsdvg7oVMUukiCgDghAeo8iFliECAgVLcCEBNnVuMIT8GSZJFWK+cqiMsnOXT2mjpghkwLTSaj2O6TWsRhlPSEIbAhUEoyP77lKTSzm+NVsixCtyMRqYSK4EEO1bcAHD6kmKIEyEl9AGDkmcg1BIFKFH9pY4Bo4RCWZTBQjUSE96NLh9Wr9TAjydizGCC0QNmCUwtcO0Ta4foXzgXpYIRKNLy11ItH7a2rrGISadiuhxFKqwBHb2ggRGO0tCUaSCc22mRb13hFqYCkUmGQ1dD3EEHUM0FK4nkeEwHU3rJC0DFmuqb1jttLkexzGK/I0Zf/VA3qbcrpHpXRO7WJXHCs/HNyeF3dDQ0NDQ0PDKp9+7/n8/cs/jKsdj3naA3jGKx6/oe5f//oc/v1tnwfg4Y+/J897/RMPslGNhBB44wv/nc99+NsAPOlZD+cpLxgPu/be8/rnvIcvf/x7CCF48p8+iic9ezw8e7Ay4s+e8BauvmQnQgh+72W/yuOfPh6KvXfnAn/2629mzw0LaKN4wd/8Dg963D3GdDddu48XPf5N7L9pCZNq/uytT+V+v3LGmO6CL17CK570FspRhUk1f/7eZ3HWI8aDor917g945e+8lbq0pHnCy9//bM588LhH/Dnv+hJvfvY78T7QmW7zhnNewgmnjwdFv/X57+GT//xFALrTbd70+f/LkXfaMqb7m+f+K+f+29cAmNrU5U2ffQlbj1lf1HHOc/ZvvZULvngpAEeesJk3nfuSseJFVdT82aNfy44fXA/Ax/7+c7zlv17O1Nz6zIHl+R5/8tBXsfeGeQDOe9/5/M3nXjYW2r3zqt089yGvpL80BOBrn7iAV/3n88fOlR9+71pe+Jj/R11ZAL73pUt5/cf/dEz3jc98n7986j+sdb5f+YPr+bO3P23sPfnKpy7k1c9699r42it28dzXPnFM996/PZf3vyUGyv/XJy9kab7PH7z0MWO624sf1+7pwGM/+tGPcuKJJ667b9OmWw4R/9rXvsZwOORb3/oWf/mXf8mznvUs3v72twOMvc/xucLYfYfT3RbNj7KvhoaGhoaGhoY7Inc4q6j4Berg2wHCQbWJcJB+NaR5bfvNVlMqFfTmhyzsGRAKh7ABWznKoSVYkAHwIXYoCBg6T5ZpZjopRgpaStHRilpDpaGWsLMoqbxDJAqVxGyBLNNoo0jaGt1S2Lakdp5BVbO3qmgXHiegDFCHgDaS+eWSgKCfgJg0+K5iZmuLLTMtQgjYTDHynoWlEYOqRqQa1TXMHtlh5DxiTjOdJSBBdzRZohA2MNVOyaYNcipB5oqQSkQCO/f3ox2WlCAEPsBiWbPSr+gtlxQDS/CglSIIQc9ZBjpQ1p4kMwQHrSraM/X2FlgZf5gFFXB4dEvS2zfimh/Ms+t7i4xWKsrK4XwAJZC5XO1GiCHZtFQMps40spNgZlNEoggjDwSsDyz0Sgb9mqq25NOGyZmc5bLCWYcfWJRRKCVjHnZbozoa5zzCBRwhZpDUDgqLKz2DgY1FhFRAKgkuxH1Zj8gkejKJ8/4K3MjjRy5mVFgIIlqNSSPRA48UsQvIF47caAyCEAJSKaSKnR8y10gjEUoiV6MipIm5FzrRZJkmR5J6yLUmQdDrl9SVY6aTElzAGMXCoGJ5UCOQZN0EqWJOh+5odBZrj6GlYyj7hMLNGPYOCggCM/SxuDSh2Dc/YGIuZ2ZTzjHbp+nIWNDLT2zRKQTHznVY+sEyK59fIPQtk2dNMD9hfyLXeUNDQ0NDw/9mdl8/z9te+h/UZczM+tg/f5lvnHfRmO6ay25aK1oAnPfh7/CtL1w2pvvm5y9dK1oAvP+t53HNZTeN6c7/9A/48se/B8SJy3e/4dPcePW47c0n/vUrXH3JzjXdv7z64wxWRmO6f3/zuey5YQEAWzve9rIPbvh6/+2N57D/piUA6tLyd/93Y917X/sxylG1pnv3qz6yoe49f/UR6jJ+RylHFe99zcc21L3z5R/Ery6d7y8O+MBff3JMM1gZrRUtAHqLA85517j3/9L+3lrRAmBpX49z33f+mG7HD65fK1oA7Lx6L1/9xAVjuiu+e/Va0QJg340LfOfc8XPg2+ddtFa0ANhx0fVc/p2rx3Rf/s9vrRUtAL77+YvZc/38mO78T31vrWgBcNHXr2Rh9/L4/j723XV2vV/5+Prxmu6T3ztkfOGYBuA7X1xvS/TtL42fx3dETjzxRE499dR1t82bD98JBHDmmWdyv/vdj+c///m8+c1v5u/+7u/YsWMH09PT9Ho9nFvf0by0tESr1cKYWIyanp5maWlpbL/Ly8tr3RO3574aGhoaGhoaGu6o3OEKFwcXLA4Ec4uDbaDGWF+sOHgvQQmqVJC3E4SShABaSjQQbEBqGQsftcdZz/5hgZeCIgRCFlfJUwWmgiKvoK0U27oZw+AphGd3UVHqQK+2jCoPXiBWPJ3MUPhAIaE9nSJnUrZMtliqa6RQnLh5gk1zOUEJfOnwPUfSMZSziuSEnKolWalq9g8L6qFHJwY/dLScwAwDaarJEhODpp3AjwI+l6iuwUwaLDBYHOF7ll5pufraZbpSMZwv6TlLHTyeQJ3GXIuJVsLussKqgJNQTymOO3KCFEHW0bQTTeU8Vgiwgo5RLO8dUVeOKhGMvAcF8/0C1dGo6YTWXE6+rUWvX+F6dSwE1B5beYb9mhBAtU0MNy89ItfI1Ul5qRRaS1pGYzVMtVPqRUtVW0Tt0YlCKIGUqyHtMaKC4AJppsm0JpV6tcNDoFom5oDkJhbG/Oq5ZSQq0chMIxKFP2CLVHj2zPdxpSME8ARK70FJhCdaL4XV416tnMlEI6Qk1AEp1GphQ6DaGuECyNWCTeVRA4eoo1WWzjVKxQJYmiqMVggh6DlHTSzAhEyi5hKsEOhJE8PHQ8D16tjHLgWicEghcFqiE8lsonEDi5SSVCqGe0qcECwvFvR6NftuGiG0IPQd5dUxkyXsq2kvefQwMPruCiJITrj3La8oa2hoaGhoaPjvs7B3eW1C/QDzG0we95aHY9tWlsa7ITfSbbhto8cujevKUb1u7H1YN9l9gKqob3F88/bqkP1XG+rCIe/JoeODj+eWxjdv9+v3t8HEu9Iyfqc8CL2BxZLScmyF+ka6jbaZdHxbqztu99TawAKqvZGum93q/qQUZO1kTDe9aX1HR5KZDa2nDtVNznU3XKE/Ndc9ZLyx/djmo6bXjbcexo7r9iIg8OFHv4UxF4AfjTPPPBOAa665hu3bt+Oc46qrrlqnOTSHYvv27WP5EzfccAODwWBNd3vuq6GhoaGhoaHhjsodsHBxc8Fi/cab/4j/k9Ei6DBfKoMAnSvUtoR9y0OQgpFzVBJkoqI9lAeZr4Z3eziu24qxCwFUxxCMxK/UyFHMi6hqz8B51GSCNIrZ6ZwWsfMh6Rqc9VSVJ+15EilRpWdOG4yKOQdHTbXoTiYIJciCoN8rESPPQq+i6juqhZrixpLUCSZQnLBlguO2dMkQWOe5fn6AKCyJD/hdBX7FEqr4g2y+slTW44cOXcGE1PTqGqkkd5ntxqBuIci0Ik0M2sGRrRaq56n6ls3tjGo1TLq9JSU/LuOIbR1MpqmCp56QmLZCGUmSKDpKM98r0D1Py0uUk9xpsstdkjZ7r1rEek+1r4h5FF5Qlw6VSkxbkxhJKD2hiGHapApfBqg9QkuUVhijSFNFXTtWBhWjYY2RipF1eBtW9xsIwccuiiAIHlACkQsIqzkYghjabSRK33yuhDJA5WMuhhL4gY0dPTqeVd0sYShiRogVoLRCtvVah4/QIhYQXCDI1edc3f7/s3fe8bJV5fn/rrLbtNNupRdRBBQrKvaIClhjiz9LLDGaxBLF2LtYk1hiS2IldqIY0SgSUWwooigol965l1tPnbbLKr8/1tzDvXcOJYiCZn/9HM9ZM8/es2fPHu7Metf7PESEfUkBNnzpFk6AC4UU71wouAiCpRMh6DtG0o4jlBI044g4UqSdCJ0pNu7oY9sCsVeCaCt8aTELJUvSs9gvyZA0Ck/Wd9gli9WCngyFKLynMRmxdr82OE/kBGa2pNw0xG4r8NfnlLMFS3NDIhPeC3Q9g3MWaDXGv/DW1NTU1NTU/G4cdNje7LVLLkPWSrjng+8yprvzkfux/51vsCyaXtPhPg8Zn2y8z0MOZXrNDRPN+995HXc+ctwS6ahjDmdil/yLg4/Yh4MP32dM98inHkV7srE8ftgT7z02QQ1w/LMfSJzcYFn0xBc8dEwD8NjnPmS3Cf0/f+HDV9Q949WPW85l0JHima99/Iq6Z77m8ct5C1GsecarV7Yc+ss3Pnn5O0Wjk/HUlx8/pkkbCc9761OWdXsfvJYn/s0xY7r2ZJNn73I8+91lPY97/sPGdAcdvg/HPfvBy+Mj7n8ID3nCfcZ0B999P578smOXxw990lHc//h7jOnud9yRPPTJRy2Pn/ySR3OnI/cf0x333Idy9weHa0NKwQvf9fQx2ymAxzzvodzv0cF+K8ki/uEjz1sx4+IZrzyeu97nIABakw1e/dFxmyiAZ7/iWA65+74AdKabvPKfn7Gi7u/e+ufc9V77I5XkkLvtw0vf8ZQVdbcV3v/uP7cFZ50VunIOPPBAjj76aDqdDl/5yg0dR4PBgG9+85scd9wN1m7HHXccp59+Ot1ud/m2k08+mSzLeOhDw3vsttxXTU1NTU1NTc0dFeFXWnp0O7Jjx9yKt4fvEqND9TsLFj4UHfa0lFr+S7B4dZ/iR/OkQiKyCJ9bVKLxlYXcQiQpcktZGlqJZvuwpBFpWkqypSiZaCdkWlI5j4wVLhaoVKKHPqx2Lz2msqiGor9QslgaJpoxkfdEQiK1Ym6Qo1NNR0hkQ2NKy+xSAR4mhEQlEplori9KMi9oxQolBfNYOloTleE5VaVhiGfbwpD9JhvEXiEmNYV25NajLCSFp0IwX1ZMIZGpJBk6EBLZUiBCAHZeWNIoBEMjwUvol5b2mjSsRht6er0SlShSLyiHBi9lOIZBRdqIQgeEEkSJJm1ryrkK7zz9yjAVqxAO7jwiVkSpJpqIQ8HCjjoVVOiY8GJUtPChu8aUFjLNwDsGztLIIgo8c/0SV1kOShvESuALG47VAQqEViFgO5OIocOXIcAb5yFRzBcVM50UtAAtw7E5cIMqFBqUxJY2hJEj2N4f0kliYudBCIQU7FgasDpJQUu2VTnrkxSRqVE1YznrG1/aUByLFEVhKJZK2pFCILDOIYVEtRSkCutHm1uP8dCNPfPdglJ4ooYiaiiEh70aKd3ZgvYQBB4/tMxWFRNaE6U6FEqUBOsR+yYMt+YIBGmiWcJy7Y4+Da1Y3UxoCYFfqJBC4kuHKy0mFTT2aVLN5ggXLLPkRMz+zznkNn+f19TU1NTU/CmzYcMGjjjiCC644AIOP3w8ewFC4PIpHz+TMi85/pkP5MDD9l5R110ccNqXzsZUlkc+5b6svpFA6O2bF/juV85Bx4rj/t8DaE80VtRtvW6WM075BUkac9wzj6a5wup9gK0b5zjnjA10pps8+LH3QMqV1ztdc+lmzj/rMtbuO839jjliRQ3AVRdt4jc/vYy9DljNfR+x8jkBuO6yzVz5m+s48Ih92O8ue92o7pqLN3H1hk0cdPd92feQ9Tequ+zXV3H9ldu461EHs2bfGw8Zv+7SzSxsX+JOR+5P1lr5nABcc8n1dOf63OnI/UgbK4daA1x2/jVUheHO99wfHd14rOD2jbNUpb3JIHIIYeRRrG80OByCjevmK7fR6GQ3GvS9k97igLQR3+SxQejSabSzmw3SvqW633e2ws733l3/9a/J9r/1ncPDa7Zz0d9+4ibfw3ty7LHHcswxx3D44YejlOKss87ife97H4997GP58pe/DMC73/1uTjzxRP7pn/6JQw89lPe///38/Oc/Z8OGDaxdG4qU8/PzHHbYYRxxxBG85jWv4corr+SEE07g5S9/Oe94xzuWH++23FfNH55b8u/E75MD3vOTW6S7+rUPul329/vg9jrGW/K4B9nNnNJ97/K484qTUWsPvk2P4w/JH8P1UFNT88fBHTCce89CxOjWkHi8PN71r11rL2IXXynhwRqD6xrIYpwJLe6lMERC4oVAeohjRSwFw0GFKR3doiBrZ6xpJcH+RwuW+hUdKYilQpY+TPgDIpVUhUFUnjhWtFOFsh6FZGgcSghUW5P3DImQLC0VTHdSZFMxo2PcoEJIgckNLQ84hxcKiWD1qgbFloJev6TZ0CgHvmfwWlFpgS8tzamMdLUmunyI8B4RQdJQJEsCVxikFxjv0LHAFI6etwwXS9J2RBpHKDnqSGgq5JJDVJ7+sIK+Iy8NmRc4oHKe67YvMtNMkUri8ESJZj7PWdWKMIXDOcB4fL/CVh4tJN441ESKnopwlUNkEnouFAIsEAmoXLB7sg4vZQhP1xLlIbbQqwwildjI09ARMhYhfzoNk/TehE4NEUtcaWHAqGjhEUqACivyJrMEIQS28mDtyKbKhscuHcLb0AEiBV56tBAoAc6GbA4tJdPtxnI2ivACmgpfhU6LjUt92o2ElpDIJNhGYT2RFPhEsdMGTapgdUUkg12V85A7bOHoeodFEieKQVXhceRdSyIVQ2mZ7eU0kxTZtQgpmY4j5ExMf6mimYNsSZz0FNKRro6RQ4/saIrZkrShWFqoWJelVMLjI0lSeEQkkc6TRAo7sGA9MovQe6VU28f9rGtqampqamp+d6bXTvDXb3rizeraEw2e9jfjwdh7snr9JM942XjQ9p6s3XeGZ7782JvX7TPN45774JvV7X/n9ex/5xsvHOzkwLvuzYF3Xbk4syv7HrL+JgsRy4976N7sf+jN7++Qex7IIfc88OYf987r2fcWPI/9b6KYstvjrtAVsRKr95m5RbqbK2wAKCXZ55B1t2h/rRspbO3JnqHiv6vuTzkQ+r73vS8nnXQSV199NVprDjroIN797nfzN3/zN8ua1772tTjnePe7383s7Cz3uc99+O53v7tcaICQS/G9732Pl7zkJTzucY9jcnKSV7ziFbz1rW/d7fFuy33V1NTU1NTU1NwRuQMWLm6KnVkWIeh5pV6R3YoYwOJ1PVI7ygEgdBYoEzo1hBSheKFCESBraFSs6JWGnnAs9SpWN1Ks83SdJfOaKHfYEpxxSCfwAiIp6Q0rmqlGVBZKkLGgXxlKb1k900AhWFyqSBCoTLG6E2O2FaAlLhW4rqGtFd56KDy+ITDbC7T1FJXF9DxaKyZWpdjFgtgKZKLobhzQ8BlKCNCwZCxV6WgI2JFXNHG0EVSLFfNVRS8T7LW+hag8xnoGxtJuRAiglUS4yuOARqpI4xD47CXo0rC3amGkRxdABP3CgIW5pSGTnQZqQsFQQCFwiaaqLDqLqJzD5ZY00wy7JVkWQelwIwsl58JL6guH1GBjjVACUcFSUaJTxdKgoKgszjt8HOyLnPXIWOJzC3EIDnelQ8qQH8HIJin03oQ8k531L5fb4JssCAUfSQhpB7q9glgrFns5iVDENmisECjrQCtQsNpo3EKFjyRSCdYnCRiQDRke21iEcUgIXrmRDH65Ix9mNzRIMzpEE47F4dmyOMCoUPCQqSLvG0QCc92CSaFxQ4fwgHUIJXBdGwK7E4l3noHwxDtG56TnqIAtcwOWBiWdNGG2KJhKInoNxyojkdZDIkNhaSnkj9jcYi5awpvdvaFrampqampqampq7uh4L/D+1hdJbs22J554IieeeOJNaoQQvOENb+ANb3jDTeoOO+wwvv/97//B9lVTU1NTU1NTc0fkDli4uLkPiTvvD5O/1lo2Xz/HXnvvvlpJCIHH03AK5cGVBiEVIhIhqNv4MAmuFblwNJSgX1ZoKVGRpBlpsnZE5IJFUCOLkQLswOANI/shOaqjeKoqZCbYwlCVDt3JmI5TpBT0txU4JWgliigW2H7FcKlAGZDSUxqwlSPWEuc9zgK9ChVJZFPRIgHrIZagJdNTKU4KRENSba4oN+WU2uOGjkYjIpECgSeJBJ1mFLIkjGMwNLSrhMXNfQolmU4jvPfscJYkUdiupdmJ6CvLxNomZlOJLy1eC4wURGlEkkC3P6S/VKETiZACFSniWGJLh5CSyVUtVL+i8oLCWIwQZDIURJYqQzaZhFfROFxlcKULL6sKr283Lxj2PY1IsbqZss2UxFqyOMgRXuFUyJfAe1xhkc0IW5jQeSFDh4XAh9c8knjrAIFwHqLQaYMUYfKfUcu6Eggh8d6hRyGN69sZUoKMJC63CGMRWoVsjbwCB05CkQqSyo4yOgS2MOimRkxEEAm89TSHanTtOIQKpRRKh62qG8K9vacdKYpKUylP3hKkmUIaKHNLU0smEokCuksmtPebYFmWOYHrV4hYg3IMioLYgxISW4XHXbuuSTOLmYwjGkbQkeCKKuSkSBHCXQT4oQ3Xd+WCnVdNTU1NTU1NTU3N/xJrLEqr20z3v8GPQrZ/l+1rampqampqampuX+6AhYsbj9zY2VnsvV+WSSlZv9cMIHa73/sQhBxVUDqHHjVqeOeBkH0gYomxjq6p0F5CLEmVBiUolCdLNGKUoyBHVkZSCZz3CC1YrCqakUZKQY4Dq2grzTZVUMwNacYRzVTTEpJtpkQg2N4tmYwjCuMQ1jGVxETeoa3HSYvFMwRakULNRIhM4qRjcWiQMUwQgpyF8TC0tBIJeDIktBRRqvCFo6wsU1Kx1CtJpCASgnUzTbQX6Kam6DvmBjntVsxgbkjaTlFeMOiVxG2FWzTI0aS1qSzzw4KJNMYMLZXwZJlGRyFEXcah48CWDluGc1QYixOCSEu2bu2ynjatTDPVjm94jUaT7lKHbgcZK9zQ0RTQSCO0gOHAoGNB3q/QkWRypsnCoGSNTvHGhaKC86hU4wobsirwITdDj1osvMcbi4gVPreIVOJdsJIKz3HUjeMsWNDWE2UKBg6Mx1obHkcJVBw6FLyOGBpH7D2+W1LGisgK/NAhMoVVAtOvyA5q4XoGrwWqFbImWn2/HKouZLCZ8tZifSj8JFoywOC6lrn5Amug0dBc3xswceQqBtfnNHSCzB1CgqkcuXG0Us3QW1oTKaZXIUzoSBkuFGSxYs0hHfz2iihViBzsQokQHqEBJREReOtRSodQcQmibrioqampqan5g5EPCv7n82eRDwoe9uSjWLPvyjZCS3M9zvjPswE45mn3pzPdWlG3sH2JM04+G6kEj3rGA2/UHuiK317LGV/+GY12ypP+9pE0b0T3m7Mu4af//Wtm1k/yhBc9Yrdg7l359Q8v4uzTzmfNPtM8/oV/thy4vSff/NSZ/PasS9n/0L142suPW1HnvefUj3+fC8+5goOO2IenvvTRK05yV6Xh5Pf9N9dctJG7PfBQHv+i8YDtnefkk287he0b53jAcffgiS96xIq62S0LfOrNX2Fu8wIPesJ9eOwLVg4U33jFVk468esMekOO+8sH8+DH33tF3YXnXM4n3nAy+aDg8S88huOe85AVdWefdh6fe+fXAHj26/+c+x9/zxV1p3/5bE79zI9IGzEveMMTOOw+K9thff593+bbn/sJWTPlxe9+GvdaIdzdWse/vumr/Phb5zGzdoIT3vcM7nS3fcd0prJ85I1f4WffvYDV6yd55fuewYGHjltnLc71efvfnsSF517NPget5s3/+lz2PXjc6ur66+Z428u/yDVXbOMuR+zNmz/wDGZWj4fA19TU1NTU1NTU/N/kjle4WI642LOAESbRb7CCEmG6WXhCVuAuNlKEjgsBULoQVqwE+JEnkQuT5kJ4YiVZn6UYHCoWKK1oxjJMevcsvqURHrZv7zO1OqPqWZxxZLGksI5Ee9LKs66ZQOGRCNpWc0V3wKGNmDI3RIlGDSB2sE+W0feWOJIUpUEIKIzHCUi1RHtP03pUGuGEoLs9J9MKkwgiCaIdVubPXjNgMtKoRoTB4T1EbY03Hl95vIIKMIuGUkGsFe2JDDF0mMqDgrXN0BGSNrNRt4GnsBANBT0MLa1wucNLwbrVDeySpfAeAeSVRXpJK9GkWoe8CheCsoeDErSglaowKd8VpFJhZytULFnsDmkrhZSjFu6dE+RCIGJJhBzZNnm0gKqylHimJpoUhUVHCqcJ3RQ7w7ArG6y/VAjJllKFvJChweOpgMQ4pBD4wkHlkYkAC2rUnSOFpPKW3IPqG6y3EGscoJ3HVR7pRbBoQpAJsMYRW0JuBoSsDReyM+JGhL0uD1eyBKQgMqE4gB2Fu8cK78CVlsWiQmURnUyztV+wbTBkYrKBFJ64GWFKS987Wgdk6B2Wpe1DGj0orWPTwoBD95okswK/vQjvAgE4R4QgLj1XnbuDNIlYJWOm0iiEJ2Yi5KaMLKH8zuMaRcWI6KYDFmtqampqampuG6yxvP5JH+DCn18OwNc+9j98+Mw3sXrv3cOY+90hJzzmn9h05TYAvv3ZH/Mvp7+WZjvbTddd6PPyY9/Dlmt2AHD6F87iX05/HWlz90Dpay6+nhOOfQ/FoATgnNN/wwf+53Vjoc3n//hiXvekD+Bs+MxwwdmX87YvvmTsefzyjAt489M/hBtZY1587pW84TN/M6b76odP55Nv+eryeMf18/z9B/9yTPel93+bz777VAB+dOovmdu2xN+9++ljuo+84j/4zkk/DLpTzqHMK57y98eN6d72lx/jol9cGZ7TTy4hayU8+pnj4aBvfuoHueI31wJw3o8uojmR8fCn3n83TT4oef2TP8j2TfNhfz++hKnVHY54wCG76brzfd78lA/SWxwA8C8vO4m9DlrDkQ/evYiw8bItvOOZH6YqQy7fO571Ef7t5+8cy634zdmX88FXf3l5/JbnfpxP/+SNYzkTZ512Pl94/2kAzG/v8o4XfJLP/uLtYwWsb570I771ubMAWJrr89bnf4LPnfO2sTyKr33iTE4/+efLure/8NN85kdvHDt3n3rvf3PhuVeH53Tldt7/mpP5wFdfOqb7l7efyjVXhOv4kgs28fF/Po3XvfdpY7pbg/cr2wr/b7avqampqampqam5fbkDzkru2ZYrWPkwxQp/h6DunUULb8H1HJESCCkRMoQ5g4BEQVPTEw68R2eKYQrdBMS0ZiA9RSKwlcMulHS0Rg4c0Sgrozs0OOOZLUpmnWV+YNjqKmhoaEUcuKpNLBVZGiGlINGSqBPjtaBbGjIpKV3oANGpglShlQAhUHHomuj1K6QItkX5bAEWBvMGP/C0Yg2pwjpHaSzXzHZZWipDQSYSSCmRPhRHSheyE0yvwlcOLSTOOowUzA9KloYVaIluRCSJJmlFFN4hG4pSge1o1KhQ1MliGo0YgycVgspYSu+4Yssi27sFwkOWxWRCIhINXpA4QeVcyMsoLRqBjFUIp04UvhkhM42IRjkUo/oSWqIizZSOmMoSNJBKRaMVk+MppcBpgY8VLlWIpkZlCqlG10skEZFCxZpUK2Ss8AIoHVIKROFDIaMMgdTWOlSqaWcRMhJYH1agxUqgtSJWMthFCYF1PthHWZCNiB15EfIygH5l2LQ0pLdUhqJZJBGJxBaWpAy5Hmr0nHuFoUoEIlZMt1MmU410sH5VkwMPmiJF0soirPc0OxGLm4bovsftqFjMK3xHUXYU2XSKaylkQwc7LOOhcGzZvISMFWvjBNFzLG0dMnSWfGgohxZf+FAwikB4QamhqxznXbUdv4udVk1NTU1NTc3vl6sv2rRctABY2N7lZ986b0z3m59culy0ANh0xTZ++9PLxnS/OvPC5aIFhALFhb+4Ykz38++cv1y0ALjsvGu4fpf97+THp567XLTYuV3eL8Z0P/r6L5eLFgBnffNXmMqM6X5xxm93G5/z3d+OaVbS/eK7v1lZd/rut5/znfPGNKYyy0WLnax07oa9fLlosaw769Ix3dZrdywXLQCc81xw9uVjui1Xb18uWuzk8vOvGdNdfeHG5aIFhC6SqzZcN6a74oKNu417S0M2XzM7ptt4+dbdxsN+weyWxTHddZfv/nrPbllkuMJru/HK7buNt1w7u9vx7mTb9Qs3OV6+fY9j2bp5Zd2tITRdi1v/c5sdSU1NTU1NTU1Nza3ljle4EDv/b+fPDXf4FZe+iF1+i91XBhmPH5iQhyAAFVb020SyLTL4RNJqxxAJ+pXFIsiHFUs7SkTfsmlxwLa8oJRhVb4dWq7a3sUJUJFgTSthrYpoI2lnmqnVGbnwtCJNy0vyXsXsfI4vPY1GRHpok6itWdtIUR4mG/FoNX+YNDZCMNRgM4mIQ06FtRYWKuJUszSfIxZLutuH6FEYc95RyKZin1Utysph8PgohIYPeiVTExnNSNGKYqoqZEA45yFRzFcVUaaJJ2OGSfiytaOqYOiIRt9LF5VjoarozocvtN54RBkCp7uVYWgcqvTsNdNkaibDZKEA4rSiVxiEFOy9ukVb6xC+7SCTIVDbD0MytYoEyJ3eXwLvHbZydKsq2HHFmmYSMdlI8M7T7ZeUCWyd7YfihBajVVEC2VD40escHMX8skWYrywiEqPQ7tFzUSHknEghmxGCUPhCSRpZRCol3gkG/YJqlJXh3SjsPQ72Yot5xV4TTZSUSASpEqxKYhpJKM5gHFioEomMFVIB1iM7EWkjQmuJzSSVDEUbpSStQtDJJcY5itzQ7xd0Z0v80NHdnIOAfde00Uoy5TVrsxj6Fj+ocN0Sj8MnkqF3WOGJpaLtFdZ45mdzhkODG1p8YSlLi8s93npirUiN5PB101BYbD7+ZbSmpqampqbmtqexR8cEQKOTrqC7bW+bXNPZbay0WtF6amoPXbOTEWfjVlFTa3fXtaeaY90bAGv3W3WT452su6W6A1btMV49ptGRZu+D1+522/4rWB1lrXTMpmv/u47rVu01RbOz++t2wAq69Qeu2e2cCiG4y73GrZ0OPGJf4vSGcxolEQfdbb8x3SF332+37zztyQbr9x8/L3e7/52Q8gbdmn2mWbffuP3YPR64e4fIIXffl0Zr/Fq5+wPutNv48PseuKK91wOOOXy38f2POWxMA/CAhx16k+Pfhd+paPE7BnvX1NTU1NTU1NTcNtzxrKKWGXnV7BHGzfLIj5IJwof/3e5e3tSHn0iFTIuRHZI0gr1GXzKEC4/RlIpICOJUo4RApIKDOzGiKak2FwznSrRxzCQJMpLECJYKQ2YFSSQwpWPz9oLpNRnRgmXjji5TcYQ3noEoWFowtKUlLSQRUAnBQAYLo6k0ojURUTUktlsy9J52I6JaLIL1j/dMoRBxCBeXfYtMg7dv0nX0lyqEFrRTRVU45ESEAiamM1QkaAIud1QKXAUVnrlBQZZFRFpRVRZyh/QKObTIyJMJhelWdLQmUZKcClc5uoOKViOik0QsDApkpkI2SKQotGNYVcTOoWIJhUHutH4qQtFEKIH1HkqL1BKpJcIQLJOGDiQsdAs67YTIgtKC+V4RJuGlI4oVeWnoLpW0sphiR06qFbqhkYnEdk0oflQh/8Ergc8dIlahkFV55vOSySgKQdSlwwtCQadyN1w3gJAK3VSUhcEKgTIOj8BryaAyJEoiEDRjjbAhT0JEklh4RO4oexWJA3ToXMgQoMHlgHF444hH20QthdlahswLKYi1oOUE0zJi+7BgZnXK3EJBWVpaQtGwo06RwiMkZFbirceVDjkRYzQszA45cL9ppIeytMwuDjCxpKgssZIoBzhPVVrAEbVj3NAiCosWIBKFHdaFi5qampqamj8E6w9YzbNf/wQ+965gi3TUo+7Ow59yvzHdkQ+6C8c+84F85wvB2ufYZz2Iux995zHdfR5xBI942v353igL4wkv/DMOvfdBY7pH/MUD+NX3N/CDU84hijUvff+zmFzdGdM9+cWP4rc/vZTzfnQxjVbKaz7x10g5vgbqL15+PBvOvpwLfnYZzU7Gaz7x1ys+379++1PZdt0sv/3pZex/6Hr+4aPPW1H3onc8jR3Xz3PhL67gwMP24eUr2EkBvPLfX8g7nvlhrrloE3d74F14wTvH7aQA3vr5v+N9L/0Pdmya4/7H3YMn/e3KWRhvO/nv+cBLPsPclgUe9IR787i//rMxTbOT8ZbP/R0fe+2XGHRzjn/OQ7j/sUeO6VqTDd5xyiv41Ju/wrBf8PgXPYIjVnjN9j54LW/58t/zhfd8He/hWa974lihBeCIow7iHz7wzOWMi+e//vG0J8dzSQ6770G86VN/zWmfP4uslfCXr34sSRaP6R782Hvy8l7BT759HtNrOjzvtY9b8Zwc8+T7UgxLzj5jA6vWT/C8Vz92Rd0TnvMg0kbMb8+5kv3utJYn/9XKeR5/9fJHMbOmzZWXbOGwI/fjMU+974q6mpqampqampqa/5sIv3Ibw+3Gjh1zN3LPzgyLnezRkbFC4WI4V7DjC9divWKinSAqhxcydDlkclQWEXSNAw0+EyRpRFNJVCfCC49vSfLfdtmyMGRtK0UI6FeOpbJCx4opoUiFxHiHzjTR2gTXtyxsHNCUEuXBWRusmpQgTiO8cQwKQyeLQQmsBJqKRWlJEURItBdcv6PP6laK75UsVobJJGauqpiKY2SqiHToKti40GdNKyWVAuOgLzyplCwMS6Y6MXEFHoGe1JQ7SryG0niajYi8tOTGsJCX7Ndp0qssKE8zjaBwuNLhvcd5gTUOJyW9QU6SRBTWUBpLO4vRUtI1hmG3pKkipBBMdGL63tBJI5QQwabLhhwQV7pgraREyFSIJGKU9eC9D3ZR3uMi2FpUZM2YrnLEsaIwlsFSxUHNjNiEzA2pFd6Daimw4IwHH45dmHCB+CpkU1gBOpa40oVLRQKGUGBIFb6woYNDB++nQb9Ce3CFJdYSISRChovMCY+QEh1JZDvC5w7nXOjmkIREeR9+Cy0gEuG5mVGQuA4FBw9IFe7rDUpUO6aylh15iWhpCuUp+oZqYNi/02BVEuH6VcjqSBUi0zjjkFrgjcMXlvnKMOU1Qgpm+wVXDQY0soi8dBw03aTlBcqFQolIVDgPLuSFQCgIeus58NVH/C5v6Zqampqamv9zbNiwgSOOOIILLriAww8//OY32IUd189T5iXrD1wzljGwK1uvDdZAa1dYQb8rm6/ejtKSNfvctK6/OCBKoxsN3N5Jd6FPo5WuGJB9a3Q1NbclO997B33ob0n3Gw8Ev6Xk127jypf96616D9fU3BJ+l38nbgsOeM9PbpHu6teOZwD9Ifb3++D2OsZb8rgH2c2c0n3v8rjzipNRaw++TY/jD8kfw/VQU1Pzx8EduOPipti9aLEz12JXPJ7tVy8AksmJdJeuDI/WGoFAKnACdgwKVumYqShGRIocR5Y71LqIpSt6pEj2imMW53PSWLPdlOw/1aIyLky625CjUQ0sXDPEO8egMjSTCB9JZKxRsUAPLMJ4RDNkKAyMJ00khXdkTcW66Qwzb/BzFXgfiha5RUWKiUSivMRWUApQ3rGwWJAohdKSfq8k1golBDmOnvKsaSTopoaeRRSOfEfBdcOCA9a0iIcWY0JmRy5g36nQvt6OImhK6FpER2O7BjuoQqeBB4lniEcDzSQmVobFQc5EK6XTjGk4ia8cSaLAOrJIQm7wqUY1NVQudEBEMhQN/KiAIQiFBR1yLlwVumW0FqyPNCSSFM+CNVS5RSuJbkXBhskRXtuhw3VNyLEQwRLKFRaXW5AihFEDUku8EAgtkanEDSxehmKJyw2+CkUyU3pkopDOgwcdSTwCYhmsokobCgcRVJXD9A2p97jCoZoK2zfhuotleN5OQBWuQ5VJTN/gh6FQIzONLS2DbkmURajSIRRIG7pEikGFTARRR5MekEHXE01EuG7FwnxOqyEZeku7kWDnLCpRxAOLiSCSglgKptOYXIZi0bZ+TiNrIPGgQiaGl6MmpVE2iPceX9jf83u5pqampqamZldW7TV1i3Q3V7DYyfoVLJNWojkxvmJ/JfYMgP5ddTU1vxd+x3DuOuSipqampqampub254+scBGKE35UgLgxfAg3wG6taLYSdlqUilgijEdmEl95vAcRCfafaCCloDeoaCBIdMhZKLeVpLkAYxHe044UKMH6KKEqDQmSONO43CEiQa9bID1MpDGrkxiXKQbW0YokpfckmcKXnn63RMaSeWuIh5ap1RlqTUx+9RDfs8hRoLNuKPqloSElonTgLGt1zHxpmJIRWRwzcJZJJ8MxO0DBdBLRx4XztGSYm8tpRRqVKPZqp2FFvhTkxqK1JM0idlQlU1GMBkTXgBDYecOO7oBsVYpcCsUCIWB1luLxFNISy1AEKCqH0g5bWqJYgZYYD5kSUIVsCEfI8hAyZHB4C3gBzuJLQlZFJKChUZJQUCgd/cqSNCXOgfFhk7ij2TzbY10SI4pgHCb1yI92Z7aF9TjnQ2EgVow8oUCGX14KXN/gChe6LWS4xkI+hsdag7agpaAAYi3DRL4LllnTaYSQAlNZ8D4UGeIQkO0JhRAPUIUwcJmE7gqcwPQMZWUohhWJE8zPDZjuZGgtqYpQaFm0FYPK0jcV1jjaSUra0Fx79TwHkBE3NMI4WpFGDi2tRGF7FjKF6RlM5ZASlHW0s5iYiN6gpOgonHOITCLsqGAESARoiUglairGC4/o1YWLmpqampqampqampqampqampqamj8sd7xw7htl16IFN9k6D+CMQ09nZIc0l7VCShAhM6KIQtYDHqLJGDLJQlkx1825bMsiw9Jw3XVdcmNxDoSXeCW5YnHA5qJkcVhhvMOXHpFK8IKpLCZLNF6CTBUKETosHMQidIk4AYWxFNahY0WvsOTzJd3Le1SVZ64sQyeH9ci+RSEZWkcUqdAhEEtahBBoT5jIH4qQ0zC0Dq8l0kI7UZi+wQ0sUSKRicIrmHOWonTEWtJINFGq0FIQI5nv5fRH3RW28jjvaa7OSGZiZFMx8IalQYEtbQh3LhxCCSIUcapHnRMCX3mqgWG2X7BjbkhpHUKFYpEtLV6OsiVGlkQIiUgUxApXwfULA2wi6UlHkUianRghBE4JmloRtyJsAwrn8CYEbztByABJFbKjQ3C2BZxHNiJkJEMVQYIwPhRNLMs2TmVlR3eHwgpSkpcWoQRKSoQS6EwjE41SkkYWIzpx6E5o6GAXNcqt8NaHYpYUeGdBSXItsLFENKMQEi9FKJwUBmc9Ta2QShDFmkYzIlIhO2OqndBMNZ3JhLwwbN3cpdurEKs1S4slufWotsZVnnJHgdtWUGwPr1GrEYGW9AcGkSka0wnaCvLSohNFafxydwWEAgYIaCkcHm8IRZ2ampqampqamtsAa27ZgojbUmcqw+zmBay96c80ZVExt2WRm3PRzfsF89uWbvZxt22a46qLNt3sMW66YivXXHL9zT7uxiu2cu2lm29SU5WG88+6lIt+edVN6ob9gl//5BIuv2DjTer63Zxf/eRSrrr4+pvUbd44xxn/fT4bzrv2JnWbrp3lu986n4tu5nFvC+pw7pqampqampqaP37ueB0Xu+Zxj7EzdXuFzUZ2UTs/9Auxs1gA3nikluA8QgmEFcSSsLrcA9ajpGSfdS3KvkElCmFhn2bGoFfSc562Emgn2b/TwBpLEkdgwQvP0lJJ6gWRh4HwpAqSKMKXjoFytKIoVIgkRAimLFgJ23sVM6lGGU80AFlZbOkQnRicwFtYNAYtoRXH5IWhGlS04ghiiRTgu4aWE1TWMpDQiCXziwXeCialQkSKyAvIQrdJx0hiIXDGs6MqiISmFSsmVYyXOhQBjKeKYFg5FucrzNyQVY2EOV8xmcYs9EpK71iVpMwv5jSziLQVIbzH5+EnaijoW9JOwsJiyXRhsBLy0jAhFPQriNTIkmiUdTHKgVgrE1i0yMrjnMVmCqUV3hiakaZrLWIIzVYSfLMYFbJyy8A4kjTYZ5EppAGq0OUgMonLLWrUOYIS+EpAAsO+I80UbmhBSlzlmO5kgMArSVZaXM9ApvDGk3tLUhikAFWFjAoRKYSAol8xdI5OK0ZPxDjv6RYlwwJWTaW4voFIEGcR2jewQ0MsQtR8lRuslsRTCZn3RFrQXTLs6BcMBhVImJ7MMD1HQ0rmBiVZGfJIdKKh8sRakKtwrS+VBoGj1TM4C7ITUaiKsirxMiJLIpQKmSDeW0QkqPoWqT2i8mzd0ufA2+SNXVNTU1NTU7Mrl593NR874bP0F/sc+7yH8+cvOXZF3a++fwGfectXMJXlL175WB721PuvqPvF6efzHyeegneep7/68Tz4iSsHHX/1Q6dxyr+cRpRG/M17n8nRj73XmMZ7zyff+J+c8eWfMjHT4uUffh6H3e9OYzrnHP/22i/xw6/+nMk1E5zw0edzl3uPf3LoLw048Tn/xvk/uYQ1+07zppP+ljvdfb8xXXeux9uf+REu+OmlrDtgNW/50ks54LB9xnRbrt3B2579Ma7asJE73X0/3vL5F7N6BYutK357HW96+oeY27rI+gNX866vvHxF66xf//Ai3vn8j9NfGnLIkfvxjv98GZ3p1pju+1/9OR98+eeoCsO9H34Yb/7s3xKn45kgX/237/Hpd30T7z2H3edA3vnFvyNdIRT7Y6/9Et/45JkAHH38PXjDZ/5m2dp0V/7lhM/znc8Fv/CHPPE+vPbjfzW2iKvMK177tA9z0bmhaPGIpxzFP/zLs8f2tTjX45VP+RCbrtwOwP972aP4yxOOG9PNbV/ilU/7KFuuC/mDzznhWJ7+d48Y0118wUZe88L/IB+WALzolY/mSc86ekx3wXnX8rqXfp6iMAgBL37VcTz+Kb+/MO7ftfhQFy5qampqampqam5/7oAdF36Pv/cc3zKEFFTDivyqYaiDSPCRwMoQkGwjgUolXkCeGzYOhohYEXvBlFekUqKbikaqaTQUqq2RqSJLNGkjwsaCRWfAeRqRQgsY4mlNJcxrT89ZhtYgEFTCM+iWuIFlbiFHCIiUZKoVYfC4yiGrYMTaiBVRpJBNBas1ZeaJ2hFd7UBBczqlTKGng73RVBYRK0kETGpJNTB0YkVLKeakxeIpvWNLnuNEyJseWMuWYU4jiijwVN7T65dsrwpwHm8c2+eHFMKxvpGwWmiqwrKWBCUhlpKpLEYoEMKHUOnCAoJoIkImAi8EM62UpoFVSiH7FYnx6MpTDA1EioH3yzZeLjfgHDIeBV0ryLQiQrCUV8wuDCmHFiEhEsFqauvcgL6xqIZGJzLkY8QSKcPxiMIhXThGnEfGksVhiR9ZVeE8rjQIYKqd4AYGbJiwj2JJ2a8Y9gpcZfFCMHQWaXywDfMSP7CjuJWwf1dZSh+uWeVd6CqxDoxjTRozHWt83yJiSWEcwoWJASlA+hAenk4npJFEDg1KCxTQnIjJ0og40kxOZQzyih2zA5JI0hTB2kqlwcZMdCJkLBgKR8851q9rMT2dQSwYKMsObYhbmlJ75mzJUlFhtWdgDLIVISJBnEhkaRkMSlZNpr/De7mmpqampqZmJfJBwRuf8I9s+OklXL1hI//2D5/j7G/9aky3fdMcb/2LD3Lpr67iyt9ey3v/6t+47NdXj+m2XL2dt/2/D3HZr6/m8vOv4d3P+RhXbxhf1X7eDy7kE6//MnNbF9l6zQ7e/dyPseP6uTHdd7/wE075yOks7uhy7SWbeevTP0RZVGO6b3/6h3zj37/H4myPay7axFuf/i8rdjZ89j3f4LwfX4z3nq3XzvKPf/OpFc/Lp9/2VX571iV479l81Tb+6UWfWFH3kVd9gatGz+/y31zLx17zxRV1H37VF5jbugjA5qu284k3f2VF3T+/+CT6S0MALjv/Wr74vm+PaYa9fLloAXDumRfyrZN+OKZbmO0tFy0ALvzlVZz2hZ+O6S47/5rlogXAT799Hj877bwx3YXnXLFctAD40dd/yS+/t2FM96Nv/mq5aAHwva+ewxUrdDZ86/M/XS5aAHzpQ/9Dd6E/pvvGZ89aLloAfPYDp5MPyjHd1z73s+WiBcAXPj5+TgC+8vmfUYzOnffwxU/9eEVdTU1NTU1NTU1NzU7ueIWLFRe3eHYmMAvhw2r5PYoYY9ZRUtBYHVPND3HegQoZC0Z4RCzRStAflPSGJZGSzKgINzAhZ2Fo8V2Dna+gDBPMVRVyB/rOobQkdp4ZpRBSoGwIOB5qKLsG1bdEuSO2oEvL4tyQ+WHJvKtI1iT4hmZ2WNItDf3KkjUiXAROe6x3wXpq3wS1V8I+WcakD4UIpSULSwWmcqReIrTANSQ+kah2RGksFodMFVpLskQhVSjirPMRMndEQtBsxUy2EpJUsqYTrIiySOErTy4ci4OSpheIoSMfVKRaYnPDQr8gKqCRRuhYYQtHI44QbvRaOB86RqRgaalADg3ehA4HaTwut7SyiEQLrIShCR0EIpKITLOIhTh0Hvjc4p1nW17QQBJJycyaBqUGrQXCe6QULHiDUwKkwHpH6jzChHAJbx0SULFGJwoGnul2iohGVk07g72rkIchtUIlChShgOF96NxwgHekqQ5dOxakCvZR3ji8sRg8C8OSYb9CSUEzjkLBxLhRILnFLZmRXZWgzA3eeqSUwWILEMZhFwqkEEglmesV9IUL3RuNmH3Wt0lSzVQrY66q8JliopEgpEBEkkJ55gYFlYCpKGIyiXBDS6wksqlJtcICBk8xsKxOMxIhkULgWxrRUqFwNbQID61mjO6MryKsqampqamp+d2YvX6e+dGE+k4u+9W4vc/GSzdT7DJZ7Kzjyt9cM6a75uJNVLsUFqyxXLXhujHddXtYDZV5xdZrZ1fQbdltvDTXY2m2N667bPf9zW9bor84GNNt3zS/23jbpvFiCcD26+Zucry8/ca5mxzvZHG2u/t4bvw5eO9Zmt994n7P7QCGvWK5aLGs2zG+v2JQjNk+5f1iTLfibYPx24a9/BZtu1LByKxgU7WSdZU149vuub+Q/zauU1ruMVZjmpV1v9+vof42+Kmpqampqampqbl9ucMVLla2dxXsVtHwoTtBjDIVdi1a7Pq3TCW2cmGSGY8C0kRhcot0kClFuxGhHOjSI0qH6xt8aam6FYvdAu88NrfMLuW4gWE4LJlbKkZZCJK8qDACVDsizTR6XcyaVkJcWGIHk14xpTSrmzGdNKaRaaL1CTaTzC7l7LW6gZyIyK3DCUkSR2EVfulxmwpk4aFwFH2D8yATQZwqnA/5Dju2DVnslQgtSYUidgLhQWqB9mFC31iLSmU4Z8Yjh46k9OjChxwOAb3K0JQKYSBONZ0kYlprnPdIL5icyJhsJ8hIUOAQFvLCMN8tmO0V+NKF43B+NCEPaIFXCqJg06UbEVYJXKyQqaI3rDD9CpwHAYV3eOODhZcAaWFVM+G6+T4NIZm7vkd3sWBNq8Hea1ocdMQ0USfCeh9sppQcZWw4GHU6+NHY5RZv7HJOyM5vJCINxSe0DMHgqQx5GEIQSUmiFUiw1mMLh3M+dFhUo24KJfFZRNJJaO3TDJ08icL7EAzuSofUMjwvG7bDeiZWN4haMdF0QrK+RTSdIRMd7KaUAO+ZbsRMxJp1rRSlBEoJpIPcWdJOTGEdXWHZPigQExFVR2LaEpVIpPUMqwozNFSlwy1W2LmSphXYwjI5laLXRJgodHxoB8VCiS8s3nq8F6Gjpv7aVlNTU1NTc5uzau9pZvawNjr0qIPHdPsduhdZ64buR6UVd7rnuBXTAYftQ7KLFVEUaw5ewYrp8KMPIYpvcIqdXjvB/ofuNaY78iF33f047rKeqbUTY7p77KE76G77rmixdP9jj9x9/OgjxzQAD3jMPXfX7TG+sf094Lh7rKh7xB62Wn/2lPuNaYQQ/NlTjloeSyl4+JOOGtNNre1wz4ceujyO04gHPX7cZmvNPtPc/5FHLI/bkw0e9sR7j+nucu8DufM9D1ger9t/FUcdc7cx3REPOISDDr/BLmvvg9Zwr4cfNqZ70GPuwX53Xrc8PuoRh3PI3fcd0x379PszvaazPD7+GQ9gclV7TPeY//cAJmdueC2f8NwH0WyPd+I+/fkPZmKqCYSFPX/98keNaQCe+fwH0+5kACglecFLj1lRd1vh+R0zLm7cu7impqbm/ywHvOcnt+inpqam5rbiDpdxYY1FRzsPa9cPjDeeb7EryxkXgEoVZVFQ9TVJlFLgkVowKComo4TldGvniSKJzR29hYK2CpPVeWVoK0UkBB2tkQomlN75QKAkUayRkUDgaUUaYQTVYLQay3lKD1VhaTcjRBUmv21ZsEbFTE4KlIVhr2LRGarcEbU1ae5wCxZRhn14TZgAzzQyizAVeBEKM9OtBNMrMHMFUkkoHB6DiQRaCCSeiSjClyGHwVaWcmBIY4XSArcomC1KppMYpGOwVCIdzOeGiTRGSUnfW5LCkWmFl4JkGIoNrVZMPDQMrEVHikmt8UC+WOEbktI6Ni3mrM0SUmvxi8F2SWQRlI5VUURVOUyvwheG1WmEGDrEhBo9QY/yMN1KsTZYKa1rZWy+dgndibDWoRREmUZUhADw0iFiydBYUiHBuBDs7UKlQgiFLxwuDxZRMlbhbwl5vyKNNVKJ5QBtPJQS4pmEfPsQZyBRCm8tMpY4AUoIvPOYoUOOtgkFFEtpPKkUCAS2qECAmooRDUUxX2JKS+JHXSZNRVV5MiURscBbhxtYumVJuxMx1y/pdGJkv6LXLzBTAtP1IajdQ0doMiRRLPHW04oTiqWKPK9od2KGixW2gko5KuVhLicuPO1E0kg1tnQQC6QW+Nxh5w2kd7jaZk1NTU1NzR89SRbzrm++hn9/9efpLQ549HMeyn0ffY8x3cz6KU485QROevspmNLwtBMes2JBYu1+q3jbV17B5975NZzzPP1Vj2O/Q/ce0x10xH68/ZQTOPVf/4c4jXn26/+c1mRzTHefY47gtZ96Ed87+WdMzLR47pufvGL2wgMec0/+4d9fwA9POYepNR2e++Ynr/h8H/X/jiaKFOf+4ELWH7Cap7700SvqHvNXDydOI87/8cXsc8g6nvKylXM/nvuGJzK9ZoLLf3Mtd77XATzu+Q9bUfesVz+O9Qes5soNGzn8fgdz9PErF0Je9v5nccg99mfrdbPc588O58gH3WVMI4TgrZ9/Md/41JkszfZ5yBPuvWJOhxCCN378+Xz/v86ltzjg6GPvztp9psd0cRLxj19/Jd/7ytmYyvKwJ913xaJPksX803//A9//ys9x1vHwJx9Fc1QA2JVmO+P93ziBX3z/QpI04qhjjgidvXuweq8pPvrtf+BXP7mUiakm996lGLMr6/ad5qPffAXn/exyJmda3OtBd15Rt//Ba/jEKS/m8os3s3avSfbZf9WKuoPvvI5P/uffccWlW1i/9xR77zt+Tm5Tfte2iXrtzhjf//73mZ2d5alPfSoAW7du5XnPex6/+tWveNSjHsXHP/5x0rS2ma2pqampqam57RB+z17m25nt22bDhPFu7PHJ0xPSt0eFjRuewmgCeKR1ueXKf7+Uad1AZREyVYhYYkuHVmFy17uwWh9jEQ5c4UJnghKIhgYHXhEyDIxDeqhGYd5RJwq5GbnFR4KBsbSlYska7GzJZByxuSyZFIpmqiBSlAqUcSgnWMhLJloJhXOUxpGlGtOQpE6gtKT0IWvBLRqE8JhEkntPr6zY+66TeOPIrx6SWPC5ww8MpbFEWYQ4ICMfVsiuZ2FYsCqNoQonb35Q0Ykjlpyh04jp5yWTjYRqWLFtYchUHLNUlKyabiKsZ6MpmI4ijCOcAyGIdSgGCCFxztETlpmZJnm/ouhVRInCC4hTicgdg+1DprMQUj67NGSmkwU7Jy0RSlJaT9aIwir/SGILi88UzjhUJFlaKDClJU00O7yFLHRNWO1JtWZVKYmEwBXB0qvyjgSJigW+DInvIhb4UZdM7IOFFkKEjg/AGUKIu/CjvAyBMeFaKKSnmC9oKhW6JgRIJdi+OGSmnaKUZGgdS0s5q9spEoEzLlyh0aijo3AhiyJWiIbC9iucDbkjCEFZWCSQV45mKxp1XoBpKmbzgu2mJNEKnUiSRJGUgrbWyJ5FRwIiySA3eONpWPDGYQUUpaWRhhD0jb2CK/MBM2sbaCtQheeAVoMkUth4VCAzniq3UDmUENzpteOr/2pqampqampunA0bNnDEEUdwwQUXcPjhh9/eh1NT83+Gne+9/d7/EpJ919zq/RTXbePaEz5Sv4d34UEPehCPfOQjectb3gLAc57zHL72ta/xyEc+ku985zu87nWv401vetPtfJR/PNze/07c0lXxV7/2QbfL/n4f3F7HeEse9yC7mVO6710ed15xMmrteCfm7c1t3U1xe14PNTU1fxzc4ZZT7xlVMbqV3Q71Rjt3PX4XY1IZS+L9mnjn8d7THxpsHqx6nHW4kS0OIzsoU1q8dQx9CMy23ZLSWPrDiiVj2LFU0DUh8NqPQrXznmFYGIQDYcEPLcNuRaed4KNQHMmaGuM8C4OSoley4CwlnkqH+yMvSGSY6N80O6AqLLZyXL80IB8YRHAOopgvyYaeZimoLuvjt1RoIaCpqJSncJ65XolzILZWJEugUkmaaColEYnEacGElsRKMJFEYCyTSuOGJUII1s+0SFNFI43oloaFqmR9O0NHklRKpHU0IoVxnmFlsMYipKCTxqFgJCHLIrJYkzQihkWFSBVmVEwSsWICH849HhVJylTgRsUhPLihDZkTpUNZsN0KV1jaWUySKNZnCS2l8MZRdCv6vZJtvRxj7KiI5UnaEUQjoyMtcD7YNmE8kZRACGb3jnB9OIfKZMi3kGE7Zz09byAC0ze0WzEqkvhYIbTEjbpBZBRyMCJCdkVpHF6CkCBiCTp0ZngVihkogWhIpBIoPN54TGkxxiIjGZy1KospDHlu2DE7oMgtjYmYfmXo5RWzcznbdwzoLRQIEa5fHMhIUgmPnIzAgjKQKYkZGIglq9dlTE0nVD0T7M60wLUUfpSFIqxHNjUylchVMWJdcpu8r2tqampqampqamr+UARn4d/FLur2fgZ3PC699FLuda9gj2aM4b/+679473vfy9e+9jXe/va386Uvfel2PsKampqampqaPzXucIULv2wJ5UefOG/hdn7XosVoIwHTd57A4akqx6A0IAXCEayT/KjjwnjQgtluTqVgyRpyBQjB/FKBtJ4MyZpWQqsR42JJ3zrKyuELizUe5QWTMylKS9ZlCZEQ6FiyZroBTrDkHbmxLA0qJqXCVA4dS1Qa8hx0ItkeWdasbbA9MvhMst+qFqmUoKFynizV0KswuaXoG8y2AhZCdwe5o/SWJNNIPD63qFgQNRSpEyRRCJMelqGTwVuLdpBECvA4Az1jma1KnBIkrYg0UnglMT50LPhMUvoQkt4bVKhEYYRnvixQXjC7vY+OJZEOodWia5gkQjvPZKrRjSic/yzCZ4o+4KVAlZ64dLiiwpcWkYwuS+fxuaEqLcp7hPNUhaWoLCL3xFKSKYXy0BU2NJTEMlwCxSjfwob+G6lFyJgwIfvC5SZ0Z0SjY2gn0NDIhgrh6BGIRDI5nQWbp0TQrywiCZkg3oQrVUiwlcPjiZSkvbpB3I5D1ooIGSMikswtFQz6FSKSuL7BbC3wlUfGCg8oJcgSDXnouiidwyvY3h0SF8EmK18siUqIKkE5NOTGUk0ICucxCEQkSJ1gsh2jpiPQ4CuHLz1Cq9CPFEmSZkySRSwMC2SqGHiDLSxi4FBK4rsVykCsJclkTE1NTU1NTU1NTc0fFTu/St7Kn9oqapylpSUmJycBOPfcc+n3+zz+8Y8H4KijjuLaa6+9HY+upqampqam5k+RO1zGxXIY8PKHxTBpPk4QLNcoxJ4rYzwCgZqIKAclWQadLILKQqQQ3uOMDJPPQqIVrF7VwHvBVENjHEgnmImDVjgQWgYLoliBEGzuF+zdSEgbCqegWCwphyWRVqQmHGFVGCIpyYDhoGIqjhC5JdOKWEg8AhdLXCJIY41CMKlidKoonMMPHEks6c4Omeqk+MmIiZZmsKNAjLIIpIAo0QgEs3lJ7j1GeaLc0FwTodqasjAMc0NbKLAg0yhMhucGJSQuUbSSUKQQUiIlKOvpVJJZUzITJ+zIc6YaKdZY2llEf1iRtCI6PsE5z6p2AyUlVWxwPYf0Du0ksvLYymP7Jb5yDEtLu9OgJUWwI/IeoUeZEo5wriOJ8OGclxKcAKEF5cCQS8hzQ7sTM98tiGPN0Fj6kSWKolCIYmdYd7iqEATbr8Iul+u88di+QWUK5xyiYBS+LUI3RmmRxiMqj7aeRClc4RmWFSrSxAgwBu8IXRoSJhtJuChHTUJChcdeM51h8xDuLZTAVBYbCzIpsUogJMjRNSOVZPN8j/UHT7AXDZz1lNJiC8fQeOJE4rRCRIJN2/ocnDVIvMbNVqDBlQK7aFATMT61oUgnQydLoiPMtoqyCZ2ZBO8Fg65hMo4hdzjnghWWEviexfTy2+idXVNTU1NTU3NL2HzVNvJ+zv6H7bNiRsFONl2+haow7HfXvW5UZ43lgp9eilSSI46+c1hYsQKmMmz42WXoWHPY/e50o7q8X3Dhzy+nNdngzvcaDwnfybbrZvnNWZeyep8pjnzQyhkKAFuu2c4FP7ucdfvNcMTRK2coAFxz8fVcdv61HHDoXtzpyPFciZ2c/5OLufRXV3OnI/fnng+9643qzv7uBWy8Yht3u//B3OUe+6+o8d7zg6/9grktC9znmCPY/y7jIeYAZWH45n/8mIUdXR543N05dJfA7V3pd3O+8YWfkg8qjnniPdn3oJVtjLrzfb7xyTMpi4pHP+OB7HUjumsu3czXP/MjpBA8+YUPZ68DVq+ou+CcK/mf/zybRivlL178SKZWjwdxA/zm7Cs44+vn0mqn/MXfPoKJ6fHsE4Bv/ec5/PTMi1i9boLn//2j6Ew2VtSd+qWz+flPLmPt+kme/7JjloO5d8Vax5dO+gkbfnsdB91pLc/564cRJ3e4r6c1I9asWcNll13Ggx/8YM444wz2339/9tknBMd3u93wPaympqampqam5jbkjvfJcM/vSTdqCxUyLoQgTLZyQ8LFcvaFgMJY8rwgiyJUZcPKcxk6LhZLQ0vJEK4dSXQjouoZChyTWuNKz7Z+jqsMqzsZS95SVY71nYzmQLBYOQamIlmyaC2JWxGyEYcA7qICB9p7FoclcaJYlSX0K0uKxEeS6/OCfVe1iRMJiQivxmxFMjpGPfRUAsyiYbqTQuXRQuAWDNvnB+zVzoikgFjhcahUMqkTpAPvHVGkya/J8U2Jrzx+YHFJCN6OlWKqk6KtoMTglSRKFcI4SudCkLkH6TyxkEjrWdvMqPoVxgGRIEo10sOOpSHNKGY6Vljn2bJ9yNooRkmFryykGhlrsBanBDqLEaOCEEpBbvAGRKTwEnJjSVIdrIv6jnas8cKCEDQaEW0LspGwmFfsPdHEpJLYWOacwSvFZEsjtcL3DOjw2i4tFcRW4LQguqHaFQoL4fLBWo+oHKKhQiGs9Hjh8IWnoUM+CgaSNGLRG9IoxjsR7KO0RFiPG1ah+DC6bp2DwaCimURgLcJJrLUMvcMNPOmEJGlrbBQKBRQGX3rWN1LkXAUIFILpKGLHXBebSAbGYiUUg5K8MgybDSaainK+xClFPKmZ3zpg2ktkrPHW4qxHpDoUQYyhrASZjlncUVAoSctKOl4yHFZoKYiExA8tIlO3zfu6pqampqam5mb5zJu+zBff9V8A3OuYu/OOb76GKB7/uP7x13yBr37gWwDc7/h78tavnoDSu/+bbSrDG574z5z3gwsBeODj780bv/DSsSJHWVS8/gn/zAU/vRSAhz75frz20y8aK15053q88th3c+0lmwF4ysuO5QUnPm3s2K6+cBOvPO499JeGADzz1Y/j2a97wpjusvOv4TWP+ycG3bBI4rlvehJPP+H4Md0vzriAtz/n3zClQUrBKz/yXP7sqfcb0333S2fx/heftJx997IPPJvjn/vQMd0X/+V0Pve+04CwWOQtn3oBR/3ZYWO6D778c5z+heDl/dn3foN//sarOGSFIseJL/wUvzzzIgC+/qkf8o9feSl3vdcBu2mq0vCa536SKy66HoBvnfxzPvSVF7PXfjO76Yphyase/09cPdJ9+z9+xEfPfCNr9tldt33zAv/w1I/QWxwA8LPvXsC/nv5qJvYI975iw0Ze94yPYkoLwK9+dAkfOe1VY8WBS86/ltc/9+NYEz4Un3/25Xzov/5+7Jo645u/5sPv/Oby+LqrdvC+k14wdk6+fcov+dg/nrY83rxxjvf823PGdJ/95A/50knhHJ/78yvpLg054fWPG9PdGnZaPv0u29fszrHHHsvrX/96NmzYwEknncRznnPDa3rxxRdzwAEH3H4HV1NTU1NTU/MnyR3OKmqZnVY7iD2+OInd/ocP3RZBc0Nf7877W6tTbFsjIzXaJ1A6fOnoeEE0KnKYVOK8RySKONWUQiAyyeqJlLWdLHQDWM/6ZoqyAmlhbZaQ5IKl3HD19h6l9Mz3C2wRls4LoNvNKQtDVRiWSkMUKZz3eAeTUyld4VBtFToSNhZoE3IQfNfiFw1moQwh1BaGeJwAjGPfVoYsHcZ6hsayZCxbFodoIYilpBnHWOPY2s8peoZqYBj0DdXQMa00k0mEKyyLRcnCwLA4m+OGjmKxougbXOGwzhPFCmE8CgFV6MbwQiJH584UjshISmvpOYOVwfbIDGzIDSksw24BziMbMSKJqBLFtkFBFUlEQ6NmUmQachUGzjHbK/EVeOvoVhahJHLUmVAlEpEocuOopKcylm5hiNfFTE43KFQIT/dDGwojxuG6hqaQJLEia8ZEzQgZSZQWSA/kFvoWXzlUpBBOYLxHRQpKh9QgrccPHN554kwznaboVoRMQpHDVQ4pFboZoZTEaYlTIW+iEWkoLcIL3LBCOmhKxVQrRhiP3VHgZkt8zyCFCMHvCLQBYT1UDl3Buk5Gp6Hp98pwjXjI2gnCC+zQkjvHwqCEvmNKR9CzoDw+FqiOxk0rqgQazRgtBXLoiETobCmlByWItUJ5gfCADZZjNTU1NTU1Nb9/Nl2+ZbloAfCrM37D9784HoJ51QXXLRctAH7+7V/zo1N+PqY75zvnLxctAM76xrlsGBUnduWn3/zVctEC4Ien/JxLz71qTPedz/54uWgB8NUPfYe5rYtjulM//r3logXAyR/4Nta6cd2/nbFctAD40vv+e0wD8JUPn44pDRA6Y7/8gdNW1H3jE2cuFy0AvvnJM1fWnfTj5b+ddXz782eNaYphuVy0gLBY5Ltf/umYrrvQXy5aAJjK8pNvnTemu+bybctFCwjdF+f88OIx3RUXXLdctIDQffGLMy4Y020458rlogXA/PYul5w/btNz7g8uXi5aAFx3+VY2X719TPeLH1y8XLQAuPKizWzdND+mO/+c3a+LDb++hqoy47pf7K77zblX7/baLOt+efVu4/POvXpMc6vx4nf/qdmNd73rXdzjHvfgE5/4BPe85z154xvfuHzfF7/4RY4++ujb8ehqampqampq/hS543VcjBUqxu5d/u2XixSjcoW44V4IN0ZZRGsqxQ9FWGE28i0VUqCsR5QO4QWRCCvnB/2SvnCsbiSIWLI4yNFOMN2MKLoe05Bs3tpn705GOYTZXs7e7ZTpZkpkBKURJIAc2VHNtDIQHiKJjRR9a1lyjqaETitmyRmqgUP2HI00ZCwsLZaoJUO3W7JqIqWwjn5RolMNiSBzCh0r+kslvdIwKTXCOGwFovSU1tAdelatbrA2d5QI8kTSbsXEIthjDcsQIt1pxahE4GIXwqSFoDOZ4AYWMkW/W7Jtvk97RiO1RGlJ1ARbWJRQlMKhlCfTEamQOOPpDiqmdIKpHEtliWxGxLEOxYtE0VnbwLkQZB1HClFZZFsjvKA9qWmXHiM9w4FBy7BPmSkSKRj0CowBJzyZVDQ6MbF25F0HUqDlKJPDeHzhdl40SB1so4T1YX+RwLtwrTlc6Lixfvk7ivIiWEUpCZGESMAo3NsLj7AhoF2MujZ6RUXakjjjkM2I2bkesVSY0tFMI3qDkkmlkCIU1Lyx2K4LXSWRQBYuXMTO4cNTCcUDETpGvBJMxBHdoaWTxcimIk08ZWkYFBVlKnEaYisp5kvSVLK5N2BNs403nsiHEHBhPPuvanHZbJfh0JI2NcWg5LqFAWQpk1qhRciBAY/tVrfpu7umpqampqZmZfL+uD3jcIXb8kGxwrbjt61ULNh1cnonbiWdHV+4YM0tu23PVfpy2bpzd+QeOqVW7vLcc38qWlnXaKW7jbNmsqIuayYszvZuUqcjRZRoquKGSfl0BV2SJSRpRJHf8HmpMzVusdSZbCClCJakIyZW0E1Mt0b2t7voVo1bO63ee3K3sRCC1esnV9BN7TaOEs3kClZRq/fafdski8a6NwD2OWDVbuP1+0wRReNfJ/fU7b3fzIrf7/bdf4YLL9i4y3jVmObWsmvs4a3dvmZ3Vq1axXe+850V7zvzzDPJsnE7sJqampqampqa34U7YMfFKDR7j59d7we/XLRglGGw3IEhds74ju6XgtZdJiAKWqFClsLO3844vHMU23PK7TmuckxaCX2DAGIVwqbd0NBJNM31KetWN1nKDU7B2nYCxqIcuPmSdhohtGRzP6dXWdByZIEkKIYVnYmYaO+UYWkwXcNgtqDYlmOHBlF5hjsKBqVhYC0zEylVQ1DhaEWKpPD0naVqK4QSZEoyE0dYYxn2K9pIZG6ItGI61rihIWkqGrGiFWs6jQgpBDu8oQJa7RivAAVWwsL8gD4GZxy59kSxJIsV++03hZQhzyEfBAss7wUyhlY7wcYSrQVRIknbmum1DfoJ2EggGjGdNGG+MAyNDV+YexZlHDiPqCze2FB8MhbXLbHDCmE9Fo91DmkdQkmw0HaSibUZ2Sijww4MrSJkfeRDS7YuxkyFTg45GUMmIRUQhS+BzjnQ4obg7tIinEfIcH24MhyPsi4UEUaXnIlhgRInQmHGKYGvHKZ0DAcVbSXxlQu5Flow1U6JGpqpmQZaMgoF9zjr8NaFa1aDzEJQ+7BfYp3H+ZDvAQIvQ/YHAhZ7BaX3qFjSmIgYDisGw4pWHDNvK7Z1c5ppxFQakU7HiFiyptNAKSiweO+w1pMIicod+61uIowjLyqkUqSxIm1FRLECBd5ZUAJRO0XV1NTU1NT8QTjgiP048mE3WBbN7DXFg580bol0yD0P4LAH3JAHsWa/VTzgcfce0x316CN3y6G4+0Puyt0edJcx3QMec08OPGLf5fG9H3EEd7nPwWO6Rz7rQazeZ3p5/KhnPYjVe0+P6Z7yskezaq8wYS6E4AVve+qKGRxP+/tjmVrTAUBKwV+/46ljGoBnv+ZxZKOiRJxGPO8NT1xR94ITn8rETJhsb081edG7/mJF3Yvf8RTSRgzAmr2nePYrx+2plFa89J+fhdLhuA+461485cWPGtPFieaV738mcRK8/Y88+hCe8Ffj9lRr9prkha95TFgQAzzsMXfnocfffUy398Fr+au3PDl87gYe+f+O5oGPueeY7vD7HMRzXnU8OlbEScSL3vJEDjx0PIPjYU+4F4/9ywehtKTZSXnVB561YkHikU++D49+6lEoLWlNZLzm/c+g2U7HdE/+ywdy7JPuzcRUkzvddS/e8sFnjmkA/uL5D+aRj7sHE1NN7nz43rzpn1d+LV7094/iAQ++M52JjHvc+wBOeP1jV9TV3DF4/vOfz1VXjXdjAczPz/OiF73oD3xENTU1NTU1NX/qCL9S3+7tyI4dO9iZXzHOLgUJ2EUj9lgW45dv93hmf7idtJRU1+UorbFKoCKBKCxuYLECtucFq1spc4OSVWmE9AIiycBaokQSK4kQEjKBNbDUL8MqrMITe08kBI1YUeHplY5IS1IkOsy3s1CWVA4m1zRIY8Xs/JCZJMZpKLxHakkWaXCOXmFwEqLKQ6zYvDRgXSshM4o+Dh9LOg0NfYPLPVY6tswNWK/ikAnd0CwaS6wkFk9nJsWNVvS7ytG3lsgKhPPETU2VGwalpZVqRKpYqkzIbUDQbmhEJBkOKjIp2bowRAwdE1MZ1jq88GxeHDKdJWRNTdyKWFooGC6WTAiFkgJlHVILjPXEkwkLecmgdExnCbESaBWOBS3xQ4P3AuddCOdWgIXtg5wkjZlsxbhIsH3rgKaWpJFCJBInJb4hiQ7OmL+6D13HRKLxxhPHI4/bwoWcCilwgyp0ZHiPLx1EEu9BNTWucsGiSYhg72QtpRLITBK1NDs2D5hqJYjSopQMxbXSIhGIRoTzoTiSF5aUYCPljUMhQji4EshM451HRBJTWkzfEkVhXyKSoeMhEnjnkbHCAjJVLDlDz1lmy4q0E2G8Qxkoc8NaHTNTKdRkhO9WCC0RmcQuGMxMxOzsgCaKllIsJZ45bxh6R3d7TpZq2lHEfkmCGFpUInF9gzeeg9585G35Fq+pqampqfmTZ8OGDRxxxBFccMEFHH744bd4u7KoOONzPyIfFDz0qQ9gZv3UirpiWHLGF35MmVc87KkPYGrtxI3qfn7aeUgluP/x90SvsDoeQsfGOaefj4419zv2yLEuh50sznb51ZkbaE82uc8xd7vR59Fd6HPZedewav0k+91IqDXA0lyPy8+/htX7zLDvIetuVDe7ZYGrL7qefe60lrX7ztyorr80ZMs121m33yqaEyuHRgMszffZsXmBvQ5YRdpYuTNj5+MuzvbY505rl4sTK1HkJYNucaPB1zsZ9gvK0qzYbbErg26OqQydFYoMu+Kc28Uy98ax1qHUza9Xu6W6OzI733t7v/dlxPusvdX7KTduZdNrPvS/fg//KSOl5Oyzz+aoo44au+/cc8/lqKOOWrFbq2Zlbu2/E7cVB7xn3IpwJa5+7YNul/39Pri9jvGWPO5BdjOndN+7PO684mTU2vFFBLc3t/Qc3lJuz+uhpqbmj4M7pFVUYPcChdhlvPtfI6OoFT6ve+/Bw4YNWzhy3WpEIkGHIkclHbGWeO3Z0h2wdqqB1IISQVk5Mq1xziONQ0nB7KDAx5LVUcrSUoEAVmcJZWxZ7FdIoF85okgSe9AWtPQsDQ1RM2JVM8U7z7XbB+zbzvClpzKGucSRIilzg0w8EogbwVYpryxNBAetaiM02EVLrFSwNFqyIGEoPbEUrJtuUPQrtBNEntBJEWI5wqR6pOjnhmJYUUhPaiCSEjuoUAgaSiIjhVQCbQXCCRqZpterGFpDbASJUszICFapEGQtBIW1dLs5E1GELRwuDuer04xRlpAnUjmkUkQuBIRPNFOSNEzmR4lCRIL5hQIzsMzEESgPKPr9gsRJ4mbE2vVT+J7BS0FZWlZPptheSTHqrkmT0HFT5AatJcM0ZH/EQmAQKCWgoZANFYo4iURY8JVFpgrrPSKR2FGRQY4uKW8dQgsiLcMqOQeTrZhiqSRJJJWxSAtKqmAjZSyl80RKkqYarGd+aUAn0VCFFidnHBQWFMhWjFzyxC2BsGCdZdFaJtMIlYZAcFdaxDAEe2MJxRLrSVPN0mJBlGl06di+tUe6uk1zqUI4j/cOWTmEdUSzJdNO0K0Mbjoi9R5yR5IploRgmBvaccRsUTEZKaQD1M6cmZqampqampo/BHEScfwLHnGzuiSLecwt1D3kSeOTjHuSNpNbpJuYafPwp9z/ZnXtySb3eth44PWedKZb3OvhNz9hN7Nukpl1kzera3YyDr7bfjf/uFPNFS2dblZx8LgAAQAASURBVO3jJmlMksY3q8uayY1aWO1KY4Vuh5VYqZNlJW5pMeKPvWixK3U49x+Wubk5kuTmr+2ampqampqamv8Nd8DCxa745d9+Od3ipnR7IvAeupGlLDypkggEkQKRaLyzyESyLmmijMN7yX7r21TbSoZ5RZRGxGiMs3gJU1HEsFcyoTTCOkTpiKQgkQJtPVpLZOmoSsf1wyHrOxmxD1kaVjqkhdSDjiWTTjMsLKX1mKpiOo1JLIiOxnvIJcSRCHPHlcMjGRpLI9KIgQuT30ogjWVpWJHFGicBrUIegtDYRKGFR6QapCBtxMRS0MotTnhmq4rpLCaRksJZRGHwQtNuJ1zfHWB6loG3LPYL7rRmIuQzeLBKUOQlJrdkqebg1ZP0yxJEhB8FedtugW3ESAUilngp8alEJQpjHc1EIrIIYQ1+EDoySgMmCnZX4JHeI5wLAdGLJd3KgvW0U02/MESpQhhHsViSGIEXlkFeIJRk4C2lgwmpaAkJPhRa3MAGv1slICGEgHtwuQ35F/hg7WU8Ar/TiQxvQ25GuVTgpWAYOSKlqAqDcgKdKLAObwU2EyhAuTDv355M8YUBKRCxRFqPKy1qMqKazZGJWj4m5SPaxoUimwzWVRC6LbCO1EPfhbT2YV4RKUF/dEyrD+7gjaA/X9FKovB8c4Pwwb86no6Z7BqqxQKvBJOxYvOgIokksVRkLc2gW9ISiiSR2FggyvHAxZqampqampqampqaP31+9KMf8YMf/GB5/MlPfnIs52I4HHLqqady2GE3X6ysqampqampqfnfcIctXAix60qXG7owQtCaQIhQrAhGVzeMd9kDAqgKw5rpCa7f3ueg6Q5UYcIfMwr2lgLtwSiJ0tBbKqm0x8SCpgJlIdKKBuAkJEoFiyHjAE+vNFTO0xACVZTMG8e2vODAZoN4lKXhhGDb7JCZVsJkpOkOKmKlUMrT1pBZQewEDo9fqNjmKnwimNQxbmTvFE1oRF8w3y2YTmKkgLm8ooGklcV0ncVoRSvV+MIiEs3s0pCpVox1Huk8ovREmaY/NCAlq7IEmSqu2dJlXStFe2BoEVKwKk3YunXAmlUNplBIoKoci97QkBGRkCyVBUqH4x7mliyxqFhw3aYFpqxGjiyYsnZMXhq6heGAVkQkwPQtVhiyJFgRtFA0U4WoPEQKP7QkUuE8oAUud6RCUFkockvXWjqVoDGZoE3J/GyfLI2Z2a/DcKnCe8lCN2euMjRXa7wNXShLvQqLJ5bQRCK1xBkbcifMyIrMCrwMF6FzDlEKpATnPbKh6C4WNBINWpJ6jaw8vvJ4CyKCbAheeWRTsDSsmBuUrEliYhGCuOkbhCNcR5XHK4/IFLIR4RZLolgHC6vcIVIJscT1LCCwwuGV58BVHWYxOOWJY8VwYNg2O2Sq2SRqxiG7ZWhD84oQ2IbE9i1JrNHOBysAIZhqwsaioiosqieJEsUilobULC3mTOg77H8iampqampqampqbiV+tKjn5uh2c7IsQt+IfdhOlrpDGll8s7rFpSGtZvL77+7Y02H41mxfw5lnnsnb3vY2IGTWfPKTn1xRt//++/PRj370D3loNTU1NTU1Nf8HuIPOSu7+ITp8qPbsnsax88Pu+KfKXXXOeNYeOEmyt8dekqNcyK5AhuXwoiERlSc2Hi8hiQRKeZJVKf3ZgmsHQw5qZTR0zOZBTiuLaSeKubKig6AlFJuLIXkjIbaedhrhU40WEm88aIH1ns5Uxo6lnFWtFJkoZKxQFUwJiTMVMpG43OKFoNMIk9zaCvqDio3dAQdHE2ROEEsNsaS/VLFUVFRaM+kluh2R5wZXOISWeAHTExkmFQwHJRMothclDaVRWtGzFTPtDFNaZKZw3oOQCCWxHjSCmekUYRzKgpuvWMpLkjRGOI9UgumJNHQoCE8sg81SObRMT2RkUsHAsmNhGMLBnWQiSRAO5ESEchVqGIoF3nmE8QgBrvQgPN46SucZNiWyW5IlmjTWqAQq71g31cT3DbZvkMBUO4NIMLh2QGEdi97SijSdRKGUotsrGFSWmWaCVgJbjQoVSgASOQrExgLGIaTEexO8tiJFqGSElnwfh3O0sH3AdBKhpCTyHqSgHFpK72i0IlzpaApN2tRIQl6H6ZVIC1IqXOVDQHhhEVJi8oIokuHxE4kz4Qultx6qEBSexJL1zRgvJXMLJSSC1fs02Xptj0Yr4vqtAw5oNhj0K2IlQzfHwCGSKGSmWPBWUHlPGQl2dHPK3DDZSckrg45iGs0YKSVTcYQztU9tTU1NTU3N7Ul/acCpHz2dwdKQY571YA44fN8VdZsu28xX3v/feOf585cdd6O6ay/exNc+HFZMP/nvj2ffO69fUXfhOVfwnc/+mLQZ8xcvP56Z9ZMr6s44+Wx++LVfMLm6zfPe+OdMr1s5b+P0L57FT775a6bXTfC81z+RyRXyILz3fOWj3+X8n1zKvnday3Ne9ziy5rhtUlkYPvXOU7ngnCvY787r+bu3P5n25HimRX9pwL++7mSu3HAdh933YF544tOI0/Gsiu58n4+9+RSuvXQLd7v/wfzVG54QFpLswbVXbuP9b/oa27cs8ICH35W/fe1jV8wD2fDLq/jIm75Gb2nAo596FM96+aNXPCe/OftyPvqW/2LYKzj+GQ/g6S9e2f7rW587i0+9+xt453nmy4/lKX/zZyvqvv6ZH/HZ950GwHNeeRxPeN5DVtR96h+/zTc+dxZJFvOStz6Rhxw/nmdWloY3vfkUfvGLq0jTiNe97rE8eIVw92Fe8tr3fJ1zf3stWRrxthMey9H3Hvdln53v8aq3fZXLr9rO1ESDd7/xSRx2I9febUFtFXXb8OpXv5qXvOQleO9Zs2YNp59+Ove617120yRJQqt103ksNTU1NTU1NTW3hjuskenO4sNKK4FWXhwkVvx7YbZg1T5NWutTrAn5Ba7y+DKEMvuBxVejQIMISme5eraLGDiaUrKmEeO0oNKe6YmMAg86hDHjAedZmyZkUjKQgq5x5MaSK0HPO7yS5BJMaZlJYjb1hnRLg3RgcsvWLUvYyrG0mDNwDtXWNAhWQzIWRKli9XQDZcIkt/RgBhUoyZqpBg0ZAvkSIWir8MXJCxGshiKBMp6lQYk3noaV5AsFkfdMtBPKQUU5P2T16iZRK0Y2I0IrgmS2W5BKhXCe+cUCrGcyjWmlijgSOOvCeXMgPESpZtNSn6qyDHNL1QuWTCoSRI0IrQQ61vjSYRerELytBaVzbDEVVgh8GQK5EQIhBXGqaJYeqSQLwwpiiZyJ8AZ68wXCg0QiM41QIGPJ9dt7JEKyj05IKo9zHrtQ0kQxoyMiA+QunM8q2FAJAziBD00NCC1H/lEClAyh4d4jpMD2KtygQkcS3VLEMwlVLPBRuOZ0JBlUhl6/BOMRElRboSY0RBIpBeHGkCmiphMqCegQUu6HFl86XG4JbR7ghw4vwBUW36tw2wp8bmjMJEzOpCzNFkSRwhlPLmA4ISimNd0YlpTDTmp01+ByS2+xwFQWLQSJF6zWCROdDK8Vq6YbFNYxyEts7rCAv+P+J6KmpqampuZPHmssr330O/nMG7/Myf94Kn//wDdx3SXXj+kWdyxxwsPfyrc/+T1O+/T3eeXD38r2jbNjutnNC7zymHdw2qd/wGmf/gGvfMSJzG9dHNNdfeEmXvvE9/E/XzyLb3ziTF79+H+iGJZjup9++zze95KT+OX3N3DGyWfzxqd/aMXn8YOv/5IPnvAFfnnmhfzPl37GW579sRV1X/3YGXzmnafyqx9exKmf+gHvf/nnV9R97p+/zTdO+jFXXng9P/j6uXzgVV9aUfcvr/g8Z5z8M668YCP//Zkf8qm3n7Ki7v2v/CI/+Pq5XHnhJk799I/47D9/e0Xd2172eS7+zXXMbuvy3yefw9c+99MxTT4oeOtff5qrL9nMjs2LfOFD3+VH3zpvTNdbGvK2F57EtZdtZfvmBf7jfadx9hkbxnTXXLKZj77xqwx7Bfmg5FPv+gYX/erqMd3lF2zk4yeeyrBfMOwX/PuJp3L5ho1jup+dsYGvfvKHlIWhuzDgn151MnPblsZ0p5zyS37xi6vCc8or3v3u/6aqxhe0fOkbv+Tc314LwDCveNsHv4Vz4wvLPvG5H3P5VdsBmF8c8N4Pf2dMc5vib4Of/yVf+cpXePzjH8/ee+9Nq9Xi3ve+N1/60u7X5gEHHLAcqL7zZ9268WD6Cy+8kEc84hE0Gg322msv3vzmN48FX3vvede73sW+++5LlmU85CEP4bzzzrtV+7oxsixjZmaGVatWcdVVV/HQhz6UmZmZ3X7+VIoWX/3qVzn66KOZmZkhTVPucpe78I53vIOyvOG/fbf0nNfU1NTU1NTcNtzhZyW939USCkKFQdzIB8rRfbts28wUSVORrk2opiU0FCIROONwlQXjcSZYUJWFI7GSg2c6YbW79cRe0LMW2dCknYjVnQTZiZmezCgBq0DGCms8k62UJJJMTzWI16bINSkuU2ghyWJNiaepFFNOMLelz9JiTltHeAvaCbwU7CgqBirYQDktUB1Ne1WCLy1uaEB6hHGkpSMrPQ0nkMaRlFCVFrkuxmcK37fo3CP6lr3SLARku9BhIDzoCuJI4aXELlUsLuUYGwKtF2dzZOkwQ4vx0IklvW5BZRxuEGyO4qmEaDJCrIpwKsyxr13dIok1M50U733o+uhkuEHId+j3Cpxx2MrRLQwogbEe56FQHhErBt7RlyC0QlpItCaJJOumMoQAWUEyEZG1EwQCGUtkqogmExhaVrdSShdeu4aQFAOzvGJKi2AR5guHtx6noPIeZCiGVdIjYhkKIkqE27UMX760wJcWFUuSVoKUAu0EC0sF6aizQWYKGUumJzNaqcZVFmscrrT0hiVeA6lCNCQkgmFp6C4VRFri+wZvQEYS7wApEZnEaSASDLXHDgzSg/SwuJTTbkTk1tLrhQ/Tw64hnYjJpUC2NQaYTCL0wIWukUgyW1YMEyibEiElU1MZhbHgPf28IpKwo1/SqwxLwxLZvIM2ZdXU1NTU1Pwf4LpLruficy5fHg+6Q372zV+O6S75xRW7FSC6830uOOuSMd1FP7+Mpdne8nhxR5eLfn7ZmO5XP7iQMq+Wx5uu2Ma1l24e0/3mJ7s/xlUbNrE01xvXnXXpbuNLz7uGvF+M6c7fY397breTS86/Zo/9Xbui7tLzrt59/OurV9adv/v2l50/vj9TWTZds3sx6JrLt47p5rZ16S0Od9ddOq7bsXmBQS/fQ7dlTLd10/zy96Hl2zbOjes2zu2m896zbdP8mG7LHtuayjK3vTumm5/v7zbO84rhCsWruYXddf1BSVFWK+gGN7ndnwLvf//7abVafOADH+Ab3/gGD3/4w3nGM57Bhz/84d10z3jGM/jZz362/PPtb+9eKJufn+eYY45BCMGpp57Km9/8Zt73vvfxlre8ZTfde97zHk488URe85rX8M1vfpNWq8UxxxzDli1b/tf7uiXsv//+xHHMxo0b+eIXv8iHP/xhvvjFL7Jx43iB7I+R2dlZHv7wh/PJT36S0047jec///m8853v5IQTTljW3JJzXlNTU1NTU3PbcQeclRxvp7jhQ7hnudYidv4So/tv2C7kYwSbnbQTI5RER5LO3SYwvx3gFy3Chs4E6xwCcE6As3it2GEq8LBmOiVDkwFKhNwDlYbgZpkqimGFtALvPFUs6JclnVUN1JqYqnS0Ys2W67u0vaTrHFONmKyweANKCdLSo7RncVgSC0EpHLKT0i0qOkJB3yG9R8UCryROOrwFUzg0Au9cCJ0edQjMzDTAeKTxiFSB90gk3jhy59jaz1nXafx/9s47zpKqTP/fEyrd0LknM4wEQZKCmRUFDJgwY85hzSu6a2DZXQFdZQ24uOrPVVdx1TUHTJhAMGAGJUnOkzveWOGE3x/V09Bze2RQkrv1/Xxap+o+99zqunXpW+c57/uULaxwzKU5jXpI2AxIt1ks0O4VjMYBG21BTUK/V+CdY3goAu/Z3i8YDRVYj/WOdMYQBZpA+PK8JCCFpO0tw0YjjIMhjfPQs456M0AoSc04yB1RPaTRzwlDjXAeIRRZ35BZx3AtQAGBF2WGhLfIQJJ2CnreMz4aIVKLULKsopGSUAmunW2z90iTvLBs6/dpZTkrx+pEQpYdn5TAe4fXEtcQCCmRoWJmY4tVEw2EciAFMtagPP2ZFBUo4qgMTg8RTM/0aNZDtABZL9s+FdYRhQrlyjD13JXtzZQXNJox9AwiLqtD7HxBgCAWEiEVVnucAKkkckjhtcB5T2YcYeoIegYpy1wMISXjEzX6bUtmHKvXNWlNpQzXQkzo0alnyAr8WEzfe2JV5r2IRLF6zyFE5qCh6Xdyuj2DFILcOLwE78pKmq62TI4mpL3BG8+KioqKioqKu4bmWAOpJM66xX3DE0MDuom1Y2V7yVtNXK/YY3xAN7lu9/atWDe2ZFsHirGVgy2gdm4zNTo5RH14sGXTHvsuXVE+uXaUuB4tq/vduX9c3F63z8oBDcC+B+/Bxb+85pbtQ5Zvi7XPIevZcsPULbr77rm87uB1/Prsy261PTieDhT3ue96/ngrU+OQB9xrQDexeoRVe4yx5abSIBBCcNCD9hrQrVo/zsTqYaY2l4aTlIIDHziou/d91zMy0WBuqjSE6kMxBy7zuvc5bAPNkRrtBYOgOVJj//sN/r73e+g+BKGmyE15HHuMsW6vyQHdwx+xH1//xu+wC9fe/e+/gaGhZEB39EP341s/vAi7UGXxNw/YmyQOB3SPPGJ/fvm7a5ds37ksXdD25z3/9vGtb32LiYmJxe2jjz6aTZs2cdppp/H6179+cf/q1at5yEMesstxPvrRj9Lv9/na177G0NAQj370o2m1Wpx00km85S1vYWhoiDRNOfXUUznhhBN43eteB8BDH/pQNmzYwIc+9CHe+c537vZYu4tzjuOPP57/9//+35KKDaUUr3rVqzj99NOR8h6/LnKXvPKVr1yyfdRRR9Fqtfjwhz/Mf/zHf5Bl2W6d84qKioqKioo7jnugcbErlpoTt+ZPBcs567CpQ44EoAVmPkcW4K3DK4XxniTWCCXQWVmBMS40XoBvWWRUrsAn9xSxw6Ywk+aMCkUjUGzp9lk7lBAZy3RmiAtHA8gyi0CxeriGTwsaKHClmSIUDFuJjUPQMBJIhPOkzhHNGkZGI+bmUmIly6/cvgwRF4nGWYcOVNkuSwpcUZog3njMTIYVENQDsA5jHXGkcFYQhoo41AhRnkVnHc1Ao7Sk1Suo1QNEIhmr1RC5Y89aA5taglqIcxqZOma6OVEjJPcekxtCJYmUKo9PgM0cPlR44YlHQ2zPIb3EOgehoqHC0nYqHDK3WC3QGoYiXeZNSKhJCVLQEYLcQ02V5pQtDEoFuL4lCRXKeGa29WgGGi09Cyko6Lrk3iOjCC8Icsk+NU1eOHrtApFo0IIwkAipkTXJ9qvnWDNWRzpYM1Evz6uSpSlkHd54GvUQbz2mKA0JnxrGamXVhdKSYrZASoFxjsDdcpMUCQ9S0s0MwUJYPNbj+2X1jMCXlSnOoSKFqGmEFmW7rq5BeEhChS9AN0JE7sh6BYH3ZXuupia7sYvQZbVNX1lMx5HHjubKJsXWlBtvarHPZBOjYfOmNqOjCY1AokOJigJquSdI4Iq5Nt0C8I6aCuiFjjR3xMGfDlisqKioqKiouPMYXz3K6z74Uj78hk9hjeXhz3gIj3rBYG7BXofsyave/0I+eeLncc7z/H9+OgcePphHsN8D9uLl73o2/73QMunFJx3HvocNToI/7En356mvehTf+q8fE8Yhrz/teYyvGhnQPe6FD+OmKzdz3jd+y8jkEG88/YXLhi4/6WVHsvGarfzs2xcyvmqEN53+gmV/3xe97Vhmts7z+4WMizd/6EXL6978BLK04OJfXsOG/Vbx2n89blndGz7wAnSgufbSmzjwQfvwsrc/fVndm057Hh8+8cvccOUWDn7w3rzwzU9YVvf2Dz6fT7z/LKa2tnjIUfvzmKfef0ATRpp3feaVfOo936HTSnnMMx7IoX+z74AuTkLe/ZlXccb7vkuvk/G4Zz+Ygx44+F6MjDd475dfz5c/eg7OOp768iOZXDM6oBtbMcR7v/g6vvrxHwPw9FccxdiKwUnpe+23mned8XLO+sKviGshz37N0cTJoNFw0IHr+MBpz+W8n1zO6Gidpz/tAcuek8MOXs+/n/RMfvrrqxkfrXPcEw5bVnfMUQdSq4VcePFNrF87ypOOud+yujuUuzhg+9amxQ4OPfRQzjzzzNs1zllnncUxxxyzxFR49rOfzVvf+lbOO+88jj32WM4//3xarRbPfOYzFzX1ep1jjz2Ws846a3ESfXfG2l1OOukkPvShD/GKV7yC5z73uaxatYotW7bwuc99jg9/+MOMjo5yyimn3K7f9Z7O+Pj4Yquo3T3nFRUVFRUVFXccwu9ce3w3MzU1zVKDYunh7aim2NUqmqUl0iDwZNtydFMze0ULzm8R6HJyXSIgUEgl8XjwHpu7ctV7pCgCmO7nBEIwpjR6NMQ56PcNYeawxlL0DLVI43NLARQ1xVAjJDcWLSV0LS4ziEAi65pO35YVHE5w02yHWqQYluWE9aa8YO1YHXxpYoS6rFgQzpMKTxQopHHY3DFvDE2tyfuGJJI470lzT995kkjRGAqxpReANK5sPyQABKl39IxlbDjGAxu7PUZGYuZMQSwVw1ajXVlB4bxj61yfIakI4wAhYN5Z+jjGowCMx1jP9k6fsSBEhpKoHrK13cMVnlqoGKlHzHYyVgwlCO/BOXCervfUA1VWjxiP9J40s7RzQzMOcHjiobKVVt43bJnvM9GIqNcjrBT0OhmRK2MovFIIPEJJ0CBChTQeHwh8uyhbf8WKXlMSGIhUaUgVnQLlyudZ51G+bKXlMlMaYlqCWrjwCocXAmMXAtBtWa0TNgK88XgpcMaWORYeRCzBlFUMZQi4QDiPLzwuLat6RKTKsbVENBSuoZBaoD3YeQO9so1Tr1ughMSHgkDJssqjrpju5Nww20FGC2aEl/jCsWGiQb2APLdEWrFlS5t2ahiOQibjEERpolHTFIXlopkWshHgjSNSkoZUrIxCIi/Y8Lr73IGf8IqKioqKiv/9XHrppRx00EFccsklHHjggX/xeP1uSt7Pl622uDXel4sibmvV847vy39q8Q+UK6z/mldQV/zfY8dnb/W/vpFw7fIVO7tDvnErm0/8wF/8GX7qU5/KzTffzG9+8xugzLhotVp0Oh2SJOHRj34073//+9lzz1uqY1asWMFrXvMaTjrppCVj1et1TjrpJN785jfzkY98hL/7u78jyzKUumWh0Xvf+15OOukkut3ubo+1u6xbt47jjjuOD3zgAwOPHX/88XzlK1/5X9E2ylpLlmVccMEFPP/5z+fpT38673//+3f7nC/Htm3b2L59+5J9V199NU95ylPusL8Tt5cNp/5st3TXv+1hd8t4dwZ31zHuzuvuZTfz1fa/LW4PvfGLqJV736HHcUewu+dwd7k7r4eKioq/Du55FRfLFlbsMCPETm2jbjEwdvZfTOGYne4wuapJMKzI5wsCIXB1Xd6AKQEL4dLgEd7jlcBEZdC1CAVBJEnqEa5VIKzDzmZ0rKOPZ0UYIJVGZ2WWgxoKkblHZRZX89T3rVNsyXGFR6KRdYWNJZu7faLCs1KFrBxJMIVjLi0YDSJWJRH93FBLAkTuKYQnSiT9+RxCifOgtMQYR99aakIS1QJsViCUZLrXJw40URCgEonJHFnfkAQK5xxYj0g0PodaoOinBd3CMjkcowLFHvUQ37cUeK6ZblH3ihW1mPE4wlvLfCej2YwYTULS+S5GaZQt2yolcYCuaXqFIcbTs4a8VdBY0aBXFCSxIk0NbljSPGSYaM6hb0zxaTkxL5XAzOT00hznYZu1rBqr0+oWNOIA6z2jtYDIC3xq8IFgrp+xfmWTYj5HBhIRCLz12ETigEgINm1tU7eSoVCBlXSnuoxNDoErw7mDZlBmcCiB1hpSC14gvMQVDinAS0EvNTSSAOHKbO2+sQShRBQel7vSxIgUItZQuMVr1AsQgQQP/b4l0mWLL5lofO5BS2QkSdOFjItpS9wMsNaXAd2pRQhBEmq8cchmgGhqfOHIjSMKJevWNGjnBXEY0OsbxtbXuOHKFvuPDJHUA1zuSBohSQGNeoiwOyYqBLNFzkgSs2GiyUZf4CW4nqOVG5oNSairiouKioqKioq7m6Qek9Tj29TtCPvdHd3uUJkWFX+1/JkB20ueTzm5vDOTk5OsWLHiNoc4++yzOfPMM/nkJz+5uO/JT34yD3nIQ1i3bh1//OMfOfnkkzniiCO4+OKLGR4u27HNzs4yMjIyMN7o6Cizs7OLmkajsWQCfYem1+uR5zlhGO7WWLvLzMwMT3jC8tVIT3jCE/jYxz52u8a7p1Kv18myMoPnhS98Ie9973uB3T/ny/GRj3yEk08++c498Io7jL8GE6aioqLi/wr3PONi2XZQg/sWGu+U30mXKRoJAsnERHMhwFkhhMWHEkKJDAO6vQKR27JtkoFEK3wgSD1kAdQSSTwSEOcG0bbl61lPUygaoWTTbJchramFZfsmUc6UI5MACkd+fYaVkOW2zEaQIFeHjM1pRpIAVTi8AR0IoqBsCbUty4maIY3JkLhr6GcOFWnCUQG+DLH2XqAjTc1aPIKZVp+alMQ1zeR4HVM4rIXubIHH07MW6cszOIdjAkgSja5r7HxR/t5Wsm0upVELER1L2xc0wrDMe+gZVCDxRhAGGus8zjhM7ijCsm2VEtD0mn5aEMcBvdQgtKBfg0RrdF3hhiXhlENmIG/KKdIy8FoOB7iZHNfNwVliB5ESpLkF65lrZ9TrIXFQtpNy3QKvFThLsxaw4MdglWfrTBdbeIYbUdmiSXnG6gmiZ/BS0mpljDUjgszhC4dQZRUFSpZ577nF5BYlJUJIhC6vMp97pCurN/qpIVCSbD5H+ICwEeCEgHaZwVE6G2U7MHLAle2inIA8N6hCEkyECC3w82XQOcajhcTMWwItKPopPncIBQKJkAv9vZTEZx61SmHbEDqHd4LQCYQRxJOaTienO5URjUdsnOmxeqyGigVRpghX1nFdg7Me6SUihFFZVrSI3NHp9dA1TafdYyJJ2D7bozbWvEM+1RUVFRUVFRUVFRV3GR7wf0HGxcLt5VOe8pSBh97+9rcPVDDszPXXX89zn/tcnvzkJ/PiF794cf/pp5+++O8jjjiCww8/nPvd73586lOf4vjjj198bDlzcUeG421pdn5sd8baHe573/ty5ZVX8qhHPWrgsSuvvJKDDjrodo13T+X888+n1+vx61//mlNOOYXXve51fOQjHwF2/5zvzGte8xqOO25pS7sdFRcVFRUVFRUVu+aeZ1wM/L3fVdsoscy+pUqpBAiBd2C6FqkEPtZ4LYm9XgipLscRsUJNBowkkqxvmJvLCXLDsAowBvrWESMQWpAZz+RQgjQeaz2Z99SEZ95YEqWJBEjnEZkjkBLTM8gCgjnLqA4RzpNZj16oFikCiXKwelgjEoWdLyeXu4UhGQlx1uKVoD2bMqYDlJAMBwHGekIDeVGgpUAJQRhq+sYSy9IsCb3AK0EnM8ShwjuPkALbNfQLRxRI+tagnSTulAaMCkP63uIyi7SedislSQKEhU5hSNAEoURqWfaiKjx4CLyEwtPPDONJxPBEhOmVxkkYa/SQRHpwMwYZCPSqCCJRVl1kFmcUQjnCULG2UUMKwfrROiCYdQahPM1IAwJnHXP9lMhCXAuRsWb9ZBNTOMLhkHw2Z84ZvHVESQDWMtyMQAp8IBAGiCRzrZyhSCNjhZ0tkI7SVCjKShLvS2ckDjXCUWaeOMFQI8EGHpEo/HQBDkQkMJktTY5QEYSKrLCEQWl+JJHEOYHNykwOqRYMqdQiHUSBxGYGbyn7nDmQQ6o0NzKLzR0qUBTbC4Qvr7F2J6ODRUhJe1uGM55+avHeUwBd54jnPcmKGLMxXTBSSiPE9QwmVKRNyJVHxpIk0dihECUUo4FaDG6sqKioqKioqADotvtorYiWyUW4Ne35HnESEoS7vt3IM8PmG6cYnWgyNFr/E7qCzTdMM7ZyiOYy4d876Hcztm2aY3L1CLXGYPj3Dqa3zHHzNdvYY9+VjK0YDB3fwZYbp9h28yz3OmAtzZFdv+6NV29lbrrDvgetI1kmdHwHv//F1bRnuxzykH0YHlv+93XO89tfXE2eG+7/kL1JdnGerbH89idXYIzjAQ/fjygOltW15nv85AeXEgSKIx978C5127fM8YtzL6fZTHj4Yw9eNqsEYMvmOX75i6sZGk448qgDyhapy3DRpTfz699ex6qVQzz+MYfsUnfBZTfxm0tuYO2KEZ7wiANv92T6rvBlF+C/6PkA3/jGN9hnn32WPDY5ORhmfmtmZmZ43OMex/r16/nsZz/7J7UHHXQQ++23HxdccMHivtHRUebm5ga08/Pzi9UTo6OjtNttrLVLKgDm5uao1WoEQbDbY+0u733ve3nOc57DnnvuuaTy4lvf+hannnoq//M//3O7xruzSNOUOL7tCrVdcdhhZU7Lwx72MCYmJnjRi17E3//93+/2OV+OFStW7FaVTkVFRUVFRcVS7nnGxS7ZVb2v2MV+ykn1hecWmSV0gsJ4fG5weVlFIRZa+Yi4XAnvPCgLUUNiCoeoC5xStFoZymmE82xp9VjbSFBSIKSgFikK4RluxGUmQWrJC0fbWhpBQF94whzsTX2M99QTTSf2qI5luBaSizJEW0gBFrq9jLrWjPsy0FvXFHLOEEdR2cZoIsBP58j5nHoSYFVZDdI3hqaUBKFkPstpRgG1QBGMRYRthbcOA4Ra4Lxgc7fDynpMGEnqq2PcnMHnDm08/V6B6xiSSBElAb6h8R3Dprk+G+ImjTDAFI6uh1grAqnwWUFWGOqxxhaeJNTM5X2GjMfeYHCxJB4KkEIQ9AVipsD2LIVx9LoZsZD0QkkSSMIAiGSZK+E8UaS4fr7PulpCU0iU0Kw1QM/gI8222T7jjYhuZpjLPE0hGPMaqyzTpqBmBDUgSwtu2t5mdDRmREUEhcM7h80saWrIrGc4lBCKsjJBSnxukQL6haUrHKM6QMUa7y392YwEgVAe37N4BVO5ZSRWBHiimi5zMpxD4dD1MixcGwFS4p0pDTTr8YVFqjKvxHtPnln0vEcHCiklKlS4wsKcg0Tic894LSIpLF5Cp+8opCTPLElDk/YNykIYKvo3dAljjRsPsTf3kEMRoKCh6PZy0tyyak0T4z1Z15AkAfmcJbT3qAicioqKioqK/9Vc9ssrOf1VH6M13ebRL3wEL/3X5y6r++FnfsJHjj+DPM057u+P5cWnPGtZ3VlnnMvHTvg8trA8+83H8ty3PnlZ3Wff9XW+9L5vowLFq97zPI550SMGNN57Tn/jZ/jeZ3+GVJK/fcdxPOVvHzmgyzPDv77uv/n1j/9IFAe86d+excOfcN8B3fTWed72vI9y87XbieKAt57+PB766MEV29s2zvK253+UzTdME9dC/vFDL+CBRw7mb117+Sb+6WWfZHaqw9BonXd8/CXc++B1A7rf/+wKTn7RR0l7ObVmzCmffQ0HPmiwj/g5X/sNp73xs1jjGF0xxHu+/Hes22cwM+HL//ljPvlv3wFg7YYJ3vel1zIyMVix+pGTv8G3PvNzACZWDfPvX3094yuXmibee05565c4/7wrALjXPiv4wMdfQm0nM8Q5x0mvOoPfLuj2OXAt7/38qwdCttutPm94wcfZdNMMAGd97Xe8979eQhAsvQXcsnGWNzz3/zE/2wPgZz+6lH/+wOC1d/PNM7zu1WfQbqcA/OL8qzjxn58yoPv1767jbW//CtaV3yP/eOVm3vx3jx3Q/fR3V/O2076JW3AJrrxhG2960dEDuruTffbZ53blD/R6PZ74xCeS5znf+c53qNd3bcjdmlsbNvvvvz+XX375ksdvuukmut0u+++//6LGWsvVV1/Nfvvtt6i7/PLLFzW7O9bu8upXv5o0TXnSk55Es9lk5cqVbN26lXa7zfj4OK997WuX/D5/+MMfbtf4t5cvfvGLTE9P85rXvAYoKxie9KQnccUVV3D44YfzzW9+k9HRwSD728MOE+O6667b7XNeUVFRUVFRccfxV9u4dvfalpZfAJ333HDzLP2eARZWuFOuOhdaIUIFgaS9NWPz9W1cVmYuTPVS2tYSB4oJFZKnBpxnw3ANrSU+kCAFaiQgbmqCMY2aDHCBoN+3NAJNEEgCBDqSUFMkYxFiVUhY09TqISjBUC0gWRXTHpb0cTRGY1AgpMB1DG6+AOOQiSINPNvafTLhsRqcKH/m+zmNWoiWkpCy+sIJQeoc2XSGcGCFYFueoRoBPW+JhKSmJNqWr9UvDJu6Pbo4RpOIsXpEFAUIKVE9hwoktdGI6SKnleX0vKGmFDqSmMyiY01jVUKQKKLhgNluRpqU1SzOeUTH4GZy+lMZwnrcVI6dS1GdglocIiJNEgfkTY2RZY9mjyAzjlgo1iQxSaBAC1RNoSKNiDUy1igEVklCJal1PTJzyEAgpSAUEqNAhGVFyurJBo2VCcGKkPpYVAZVxxoZKuKGRsbl+yokZYXKQuWOVoLYgpQCuVDNohGgBSJUqJEQLyiNl1ghh8ubR5868A4Kj08tLhLM9TK8ceVNihSL4d1YD8bhC0tmPM56bN/Q72S43JaZLMaxdWMbV5TVHS63BE6QFqasNKpJZlo9rPLk0pH2LMmGBnIhsFw1QkSsyLxjvpMxqgN8u2DzTS2239xBCoHIPcqCz6qKi4qKioqKiruCPCv4lyedyrUX3cDUxhk+/+6v86PP/mRAt/WG7bz/5R+lM9clTws+969f4zff//2A7uarNvPB13+KXqtP1s/59Clf5aKfXj6g+/25l/KZd3yNrJ/Ta/X599d+ko3XbB3Q/fw7F/K9z5Z9v511/OeJX2Lz9dsHdN/53Pn8+sd/BMoFI+9/yxdI+/mA7vMf+hE3X7t9UXf6P3552fPy2dN/wOYbpgFIezn/ceJXl9V97N3fYXaqA0BrtsvH3v3tZXWf+tczSXvl8fTaKWe8+5vL6j5+8texpswtm93W4gsf/P6AJu3nnPHe7y5ub7x+ijM/PdgbfW66s2haAExtmeesL/xqQHfV5ZsXTQuA667exk/OvmxA98cLb1w0LQCuvnQjv/jhpQO6X/3kykXTAuCPF9/M5RdvHNCd853fL5oWAD8/+zK2bZ4b0P3gexctmhYA55x9GbOzg4HEPzjn0kXTAuD7P7p02da+Z/30skXTAuA7Pxn8Hf5s/B3wczsxxnDcccdx1VVXcdZZZ+3WCvtLLrmEK664gvvf//6L+x73uMfx/e9/n3a7vbjvi1/8IkmS8IhHlKbi4YcfztDQEF/+8i2fm16vx7e+9S0e97jH3a6xdpfx8XEOOuggHv7wh3PooYeyZs0aDj30UB7+8Idz4IEHMj4+vvgzNjZ2u8b+c3jf+963JBD7zW9+M7Ozs7zhDW/g8ssv513vetdf/Bo//3n5ub3Xve612+e8oqKioqKi4o7jr6ji4s9HacGKNQ1sy6GcL9vs1DW2XeAKg5QahCcoBCNBiBcCm1smkxhpBD53KKDRjMg6hqm8IKgH1EYi5vo5K0c1rmdwFvS6iLlOTuQUs1lB4jxDkcZ5jyg8akiSDitqzRpqm8F1CvLcEs8aYg2psZiaZt4YRtBoJ1AIUuEJehZtHXVgi80YijRR5gg9jA0nqFjjjMd5QbMWYpwnLSxegLOgHERCITQMxQFJE4QoV8bNXN8iFJIikCR1DfMGIaDfK5gxBeuaNXwg2TOuk7UN122bY3y0jkokrmcRArAe13EYU9Zm66GAhhVs3thmop4Qa0kQ6bK6RAl8x6ADhe3nqEjjlaQwjqCAUHhcXuAixQ1bWqxf3WSkHuJzV1ZCaMjxtKyhURgiX2ZUYCHKy1BtO22Yw1KrBSgp8QhkImmEEoyAzCEiiRQC3y4IlQAhccaDEshA4zOLDCVkDmUENSvwqcMrEM5jClsaKIUH6XFKkOjS7MH5Mu8ilvjUI7wgt57NW9usHE4ADxqEkOjJELM1K7NUWjkq1IwOhTjnymqLblGe36wAYKIeoUKFd9DUmqleRiPWzOcGEQhqSUgtCtky02fEKLpXFww3AmzHEHiBSMtz3+/m1JWmOZZQW6m56o8zxHFE2jaslSHCZHfjJ7eioqKiouL/DnPb5pmfai/Zd8OlNw3ott88jTV2yb6tyxgI22+ewbmls69bb9gOR+y/076pJdvOOqY2zrB276XVBXPbWku2vffMT7dZvWFp25wd5sEO8szQ66QD1QC9ztLvGP3O8t85ep30T27varxd6Uxhdtq2u6UrltFZ4wbO8XLjLdcmSSyzbznd7u5bbrzl2kJF0eDtXxQvfW/EQvvZ2xpPSkEQqAFdsxkPbC/XAmpop8D5nbf/Irz4CzMubv9zX/Oa1/Dd736X008/nZmZGX75y18uPnbooYfyox/9iM9+9rM88YlPZM2aNVx++eW8853vZP369UtyMF71qlfxwQ9+kKc97Wm89a1v5dprr+Wkk07iTW96E0NDQwDEcczb3vY23vGOdzA6Osr+++/PaaedhnOO17/+9bdrrN3l3HPPvd3n5M7k2muvXczVSNOU73//+3z0ox/lhS98Ifvttx/ve9/7FoO1d4fHPvaxPOpRj+LAAw9EKcXPf/5z3v/+9/OsZz2Lvfcuq7J255xXVFRUVFRU3HH8FVZc7N6XyB1fjn25wfxsFz9v0c3yC7edyRALJgbWlyHNHUPazijSgrxw5K4MLROhwrpyHnrW5EQ1TS1Q4D2NJKA1lSLaDtGzpJd1ac1kSOOpF5AUHm8c7V7G9k4GXYe5qs/8VR1cx6Cbmiw3ZMbiZwvqTuNmCpJiYcW/ocxaSCROgQ4VyVBIXA8gd4RCQKAR3tPtF0znRfk9O/eowjEahWW7p1CjpGBFGGJuTrFzBb1eTrubowJJIwqoacUehKiewwULE/2hohEFFN4xNdfHdMvX3GfVKPVaiGlZfOaRSmJzh+0ZhHGktmAkDpC5Y0UtJtISGSi8ELiszM/wxiIigRqJ0MMhUku25yndbgaZxWcO0TVsGKqhc4/PLZl15AJc4ZGpYXyyXho/QqCNI/Aej8dIiYwVw7Em1goiiQgELBQ/+NThc0/Rd5gQ2tJjZZk5Qe5xPYPPLHlmyLulKSWEQOjy5kxqCVrQWFG2DCNRGO/RoUaEEu883vrFBVsylAgFzjuGvKRuRNnmKvN4Kejj8EPlDaKPFV3hme2kGLNwLLasvsCVh6i0IOvnzHdzhPBoJenmBq0k0gmM82zf0qafWcaGIwQeYz3SAolEhArnPZEVRIUn8oKg5RldmRArSeA8RWHL4PGKioqKioqKO53x1aOs3Xf1kn0HP/yAAd29Dl7P5B7ji9txLeK+Rw62stnnfhsYWzWyuF1rxhz8sMF2JgcfsT9J45YJ4/HVo+x9yPoB3QMedRCNW+VLrN9vNfc6YLAV09889mD0rSazD3nw3owu0zrpmGc+aInucc95yIBmh07eKm9hV7onPPvBS7Yf/6wHL6t7xmsevTjxr7TkGa8eDBoGOO61j178d5SEPOVlRw5o6s2YJzzvoYvbQ6M1HvfsweMbGq1z3N8etbi9ao8xnvDchw7o9tlvNUcdc0u7rP0OWMPDHzX43u5/v/X8zWNu0R1w2J4cvkybrcOP3I8HP/zei9uPf/oDuPeBawd0j3/GA7j3Qbfsf9HrHsnIeGNA9+Sn3J99FtplCQF/+6qjaTQGzYYXPedw9tmrrDZIkoC3vXH51egvf8bh7LWuvJYbtYgTX3nMsrq/Fn7wgx8A8IY3vIGHPvShS342b97MHnvswbZt2zj++ON5zGMew8knn8yjH/1ofvazny0xEUZHRzn77LOx1nLsscfy9re/nTe+8Y2cfPLJS17vbW97GyeeeCLvfve7eeITn0ir1eKHP/whK1euvN1j/TXS6/UWW3H96le/IsuyxcqHAw44gI0bB6uL/hQPfOADOeOMMzjuuON45jOfybe+9S3e/e5385nPfGZRszvnvKKioqKiouKOQ/jl6nbvRrZvn2HXc6WL08C3b1APf/zNjax0DeR1KbQdArDOIymNCaElWItsBhAraEiEFigtcanDtwv8vC1X9StRtj/KHCaQZNbSEAKpJYXz3Ly9SyPQjIQarSVOQG4s1DS1WOMyy9ZWSkNrAino5oahUKOlJE0L0Ipce4ZW1RB9iy0cIhAIJRGFJ9MwNdVnzXgN2gbbyjG5oYVHhYpRHYCx9AqHiiRhopECvBN08py4HqGNIxNQ4AkLx8bpHnuMNXA4WtbhJIzLchJ+Oi9ItGKqnTLWiKkHCuvKTA3lKCtYlCTvGbzzhLWAbb0+YSNEFJakUAjjUEoipScIFMpRZjpokEkZuI0rFzcV7RztPK6weEAlASJSeOOx1jFvLXUlifAUhQctcYBXgiTUdPs5TinqdY2uSXxedlhSpjQJ5HCAzRxWOKaLgnoSkE9lDGuN6BmEF9iA0rxxDm8EkZYIPKiyIsOr8oZNDmnS1OB7jtRYhkcifOEhENA1yEAiYo3tF5ieJdQKa8sKHl84ZDMk1+BDSVQs5GR4sN4RxBrfNwsvVFb+4D0+lGXrsFDhABFLnPOkzjONo+UKwkRRr4UUuWGyKK/D9lxKczgiQlDMZ2glMRICL8oqn8jTTzzzN3ZJrGR9FKONY8NbB2+EKyoqKioqKnbNpZdeykEHHcQll1xyu/rjb71hO5844XO0plo86gWP4NEvWL6Vy5brt/GFU79BnhYc++rHcJ8H77usbuM1W/nSad/GFpYnv/ox7HvohmV1V11wHd/4yA/QoeZZ//BE1uy1/CTcTVdt5nuf/TlRHPCUVz6SobHByW2Ay39/Iz/5zu8ZGq3zlJccMVBtsYMrL7qJC392JSv3GOPIYw9dVlOOdwN/OP9q1myY4IjHD+Zl7ODC86/iiotuZt8D13L/I+69S92Vv7+Bay+9mX0OWc8+B++xS91Fv7iKzddPceCD9mbd3rtu+/Prcy5jbrrDoQ+7N5OrR3apu+IPNzI/2+XA+2+g3kyW1XjvufjCG8gzwyGHbSBcpkICypyLS35zHUVuOeTBe+0yBN05x3VXbUVrxZ5/4ncoCsP1V22j3oxYcytjbGfy3HD9ddtpDiWs/hO/q7WOqekOQ0MxSbzrIHdjHdtnOowOJcTRrsONd5cdn73VJ72JcM2qP3ucfNMWNp902u3+DP9v48Ybb2T16tUEQcCNN954m/r16wdNzzuLvfbai+OPP56/+7u/44QTTuDMM8/kssvK1mrf/OY3eelLX8rU1NRtjHL38ef+nbij2HDqYFu75bj+bQ+7W8a7M8bc3fF2lzvydfeym/lq+98Wt4fe+EXUysH8pbubu+scVlRU/N/lHtcq6s9Z4O29X7b8eIcnI4Sg085J8pTmTIEKFGiJ8pQz2pTVDcgyDBvjyIHm+jq+cDBlcX2HDzzCe9DlavVUQ+A9IvcQKYwFLQWjjZCt7ZSkprF9QxRrWplhsrmQeaAEI0HA1HyfiVrEllYfUY8JQk2iJF0cM8YQzRRIAVlqqAcaAofzglBK1q2q43OPKzzegwwDxgOJiCRF16ADSawlHo93gJJgHYGT+L6hp8uWR8579FDIytEaHodE0AgClPO0nENmjn5hqIeaNc0ELSVCS7K+IaiH2MzQms9pKIUxDqnLc+lUmbPRcRZtIA7LgOleYagZh1CSfihpJBqUwBuPcY6orhGZJp/rU3hHqBSucORpQVIPkb2CickaTkncfIrA4Ns54XijzKWwnkYU0nOOjXN9Vg816M1nCC0ZGo7xfYttGzrCkhvHxEhMazalnxpUXZZtvdo5HoELBHGgIRTgd7SGcqVRg8AJsPOGwIOXgiAJ8Q5cIJCeRZODnilD1/s5QT3GCmh3cobjAJdbNArhfJmBkVlEoNCUoeBCK0QgyJxDa1VWB+2oBFIC4T2qphFdSzKsCIICPW/pZYbOXIYUgjCMWBGH1JTCFA5CRds5JuKAUIDQZYWI7jvacynxqoimCOjOGprhYPl/RUVFRUVFxZ3Dyj0nOfF/jr9N3aoNKzj+o397m7q1e6/kjR9+2W3q9j3sXrz5E6+8Td0e+67mFSc/4zZ1+99vPfvf77YnMO99yB7c+5BdGwe3jLcn+99vz9vUHXr4vhx6+PImzpLXvd+e3Hs3xjvkoftyyENve7wHHT1YGbMc+933ts+JEIJDDttwmzopJYc8+LYntaSU7L3f6tvUBYFm3wPW3KYuDDX33o3xlJKsXHHbrYi0kqyevH0ti3aLPzOnYsnzK7jXve7FL37xCx70oAexYcOGZe+5b421y7deuzN42tOexoknnsh5553HWWedxVvf+tbFxy666KLF9k4VFRUVFRUVf73c44wL70EIz+62hNphTuxsXnjvF/d55xkartG7oEs9l0gpERqQILSAUJQr1y1keETuiGcF2aVdcg2Rg6JnUfhyAjuA2W6OVJI4hZqxGGBOO8aGIprDNSSCWubpFg4VOCYaEVunewyHIcZaMJ6VYYhxjjGtSZRiLs2IazGBkqwcCrluU5v1UUxNS5xxSC9oG0PTB5gMvPWISGKdpNMvkJmkjsI6Rz/31AONChROlgHOSktiJ0qzI5LoSJVGTGqJERRKYDPH9l6XkSRkSz9l9WiNFSoiMGB0eS7TToalNAnitRGbtrWpN+rMW8OK4QQVKCajBC9hLG7Qn80xfYOINEVa0FaSiYkaM/Nd6krglQQJxjiCnsUHgk3SoRysjDUyUMRW4guPbITgPFJ5aITIVOCUR+SGzDqySDIUhwSFoBFoettSwlBhQwVNicsdWE+sygn56U0dRnWAroe0i4KmCxChpGcsNavKrItY0e7nxFKiE1WaEb5sA2WMRXiBikqjwaelceEFZXaGdWDKvsPNkQRvHNpBsx6SWkcoQTqHzR3SgggkLpB0i4JmEoApr2/NQli5BmtAKFCBhJ6hN5MRKAE9R2AsrjDUEkW3cMiFShEdSDIDsRAoAToMykqN1CCRZHlBLQmYm+lTxzGf9UkCRTMK2euO+3hXVFRUVFRUVFRUVPyV8MlPfnLRAPjkJz95m8bFXck73vEOOp0O559/Ps997nN5y1vesvjYt7/9bR71qOXbwFVUVFRUVFT89XCPMy7K0Ild4ZcYG7vqcnXr/Tv+PTqcsK3dQkdhaYlYhwglBGX+gXQeLz1RorB9y1QrpdnTyJqin1t6rZyRKMAXFtGFZqBptwu8B1N4ur5gZEUdIonqOhJdhmD3+xlRBghNKAXOOoYiTVoUyIaGuT6qcNjCIq2g1c0JI4Wa96yuxUS2DJ3uZAUyUDjncU5wU6/P6nqCzj3CO8aaMYV3bOr1WZnEdHo52hgSrelIT7I6Rm7NSTNDECi0h7RXBjkHQdl6q9fJGW7GrG82sX3LnqrGdJbTGKnhc8/0TJfJkRp5YUmigJmpPvPtlIl6gg4lEzqmZy3WQVILkFIgKfMYrPc45wmd4Kb5DhOrGqxfN8y2qTZy3rKiUSdeyBuRsWJsTQPfNWUOhHUQlJUe/dwSKInyDlHXzM/0qHuP6eZIpWgXZbuoUAuyzJKMhiSuDP7uzebkqSGpBRRZgdSS8ZEYZnPqSOpBSLeTk8QB9VihAslcXjCcyLKlmJZlBY7zeF1WOwAYa8m7Fu0EEg9SlRkXgQAly+sss0gPnaygloQoKZhupaxOajjjSlNC+oX2ZFBXGgqHTy148Jkl2FDHZOXr+J7Fy7IlVRRJXN9iWwaFQxhLPzU4KUAIHB5yRyIVxoNoFQjnKWZzolUxxWxBIwgwQrBmok4xJNFGYCVs3rI0YLOioqKioqKioqLiHs/dEM79v5EXvehFi/9+7nOfSxAE9xjzIkkSPvrRjy772K2D0SsqKioqKir+ernHGRe78zWoNC+W2z/YMkqIMnA5CBUi93hhIQARBxBIUuUw0lGrB+TbM+IcRCgpOg6XgG3lxKEiVBqb2bLywYIyglEkrjB4oJcZ5KY+cTMg61nmujlKQRBpCBSbi5xGPUQpicshagT0ejlSSkaSMrOgk5uyt2vuCIQksJ7c2LIaBIHxnpaxDMmQ8VrMfD+nhqQxFOE1OClpRgnKCCbqIbZruLmTsn7tMDIvMxva1hI5T4xHC0AK8hFFuj1lpBbQzwztrqFRC2g2I+o6wqQWqSSTk3Xm5jOiSDPXy5icbNBLC4xzGGsRWhAWglZWkDmH9DDaCAlGAvJ2gc0tQgoaozW8AOVgxXgdW/Qp+2zBfC9nKIhodXMCKaglGnKPCBS+VxAJiVWCKWmZ1AFJoJCFgyhEBIpVStDt5ojhmCgOiChDscETKUlcizDCERVlSTyZwRQWIcB3LZ1OSqsozY1EBfQLw4iMqA8F+MxTOIGiDOfud3N87ghMeXxzaU4j1mglsLiyRZfzOGsxziN8Ge4tlMAXniErcP0CKRXelzkmLjMIdJkB4hy+cHgpEUqSXdfFBwLVDMvjLcr2UuSmDAuvaRpesFJobuj1QAmSmiYZS5i+tsfwcEyvmzMSBtjc0MoKRuYkXgms9vR6Bc1As81aumlBrRnQmBwMXKyoqKioqKi46/Dec8GPLqbX7nPYIw+mfquA7FvjnOOCcy4j7WUcdtSB1JrL/w3vtvuc9/XfAnDk0x5IbZlwZYBOq89Pvn0hUkqOfNKhxLVoWd3Uljl+8YNLqDUijnzSYSi9fJvJK/5wE7885zLGVwzxuGc9aJe6yy68gd+cdwWTq4c55hkPRKnls+1+e97lXPKb69hz35Uc9eTDltUAfP9rv+Wy39/IXvut5tjnPBgpB8ez1vHNM37KDVdu4eAH780jn/aAZcfK0oKvfPxcpjbP8ZBHHciDd9EiqjXb5dMf+AEz21s87JiDeeRTlj++rZvn+O//PJdeN+PxTzmMB/7N8m2pNt00w2c/9mPSfsETj3sgh+2iRdSFv7qW//n4eQA89xWP4NAHL183+6vfXcfnvvxLpJK85Ll/w30PHAxZBzjr3Ev55g/+QK0W8toXPoK91k8OaLz3fPSM8zj3/CuZGGvw5tc+hg3rJwZ01jn+439+wnm/u5pV401OePljWL9qdNnXvUOoWkXdoaRpSr1e5ytf+QpPfepT7+7DAeDoo4/mIx/5CPvvv//AY1deeSWvetWrOOecc+6GI6uoqKioqKi4o7jHGRe7ti6Wfnu8PZniHojrASN1Tb+wJELhbPl8Z6EhNLZjCbxExIqZPGdiIkECvb4h7eQoA1OtPsOjNYQrsy46ecFYECCFZ9KHECo2z/UZjgImaxHWeTbNdxmaaDCmNMIKjHPEugy3zo3FG0+sJUFDM5wK5uYzXCRZ3QgprGHTXI8oVGQScgcTYwndwpZB3olkYqxOf3MPmSgKY6GhsJlFGo8SgiQJCEY1rm2RDc1E2KAzl1IYh1aSOWWZrCXU6uBzR5EXTI7EEJbtqeh4lAZvPGhIJkPCvoAgRCgoRBm7ECd64Zw6RuOAzDtumm8zPDxBrzBl+LlxhPWQ9U2N8jDXyWkWoDIHoUSGChMIcu+ZqIXM9XOyzBEDvu9ACmQ9gEihnWe+KFDdHEKFjsosDBcFNIdD5FBA03vChsLNFjgh0FKQz+V4QHsBeVnNoBohBAJvPSsmGxBrhCqrRWojCVjwrsyW6GcFdSRSiLLdVF2BF3jhGSLECY/NbXkZS0CXlRq92QwUKFm2KvPCsr2XMew8EQVJHCB1OZYzHunL17Ra4ANJqCT0DV5LKGzZ4ikJyk9LqPDCgytbnxkLtUgjIoVLHTNbe3REQSo0kRB4A11rqdUDXKtAxgrpJDWtUatDelmKNgLvBRFVxkVFRUVFRcXdyXtf+v84+/M/B2DN3is5/ScnMzTeXKLx3vPul32Mn36jNCTW77ea075/Ao2dTI60m/EPT3wf11++CYBvf+o8Tvv2m4nrS02JbjvljU89nZuv3QbAdz//C973pdcR7hSevH3zHG849jRmp9oA/OTbv+ek/3r5wEKiS393PW974ccwRdn//uJfX8sJpz9v4Hf9/S+v4cSXfxJnHVCaGP9w6jMHdGd//Xe87+8/v7h907XbeOEbHzug+8qnfson3ve9xe2pLfO87O8Hdf95yjf41n+XgaPf/9Kv6HVSjn3hYGDoqW/4LL88uwz//d6Xfs3b//MlPOSRg+bFv7zyDK74w00A/PKcPxLXQv7mMQct0WRpwVte9Wm2bJordT+9gg984qXsf9BSE6Hfy3jLK89g+9Z5AH710ys5/dOvYJ/9l+ZMbLpphn95w+fIMwPAFZdu5D+//BpWrxtborv+pmlOfOfXy/sG4PIrN/PfH3kpK3bKmfjdxTfyrg+dxY5brquv284XPvyygaDtb5z1ez7/9d8AsHnrPG99x9f44scH81e++L0L+cL3Lih121u85bQz+cJ7Xjygu8OojIs7lDiOGR8fp16v392Hssi5555Lq9Va9rF2u8155513Fx9RRUVFRUVFxR3N8kuY7nHc8s3x1vdBO1ddLFttQTmHrBLNtrRH2AgRsUKECqUlkRDQsciORZoyeHlEBUTDGh0qIinZ0s2wAiYbMa6wTPczbCSJogARlK2AtJbowrM+ioi9oGcNYaKoNyKEgdCBLjxDkYa+I0gCtJDUA40RglntUY2AkXpIpBRZ1+CNZ3UjZjIOWVdP2HfVCMNCEwUK3dCMJAF0ymqB6ZkeGonrGbZkGduVhbpmxVBEsS3Hdgzzsympc0TNEK0lRguk8TBbIEOJqUvmvKVVGNpZgZECHwuoK1wo6PUKhsOAOJJoAza1NJUmMQIzm+H6ZUWFDiXNkYip+R5T8ymbtrQhLqsGvCqzOUxqUa2CtJ2VweFK4B2IwhI4iKyghsRZT79bMN/LMZFGhBKbWepaoacyokih1UKQdSCRkcJRZkHMpxnZdA49h+o73GyBFLKszPGAFCAFhffc3E5pK8+0sfSNxRjHdC9FaElhHHlmQQmGhmKkkuW9kPNlQHYAvnAoVVbGyEjii1KPLrM5RoZjxsYThuohSPBaktQDRiZqREqC9bjU4p1HKYE3DqEFEoH2lGVGkrJNVWaRgUQ4IJAUoSBzHgEI66gV0ChUWZ1iPXnuKASImqTVyyCShDUNiUbECo+kPZ8xO9sj3Z7TuqlHPytQBTTipRMUFRUVFRUVFXcdG6/esmhaAGy6Zis/+p+fDeiuv2zjomkBcOMVmznvq78e0P3+p5cvmhYA1122kT/8/MoB3W/P++OiaQFw1UU3celvrxvQnffNCxZNC4Bfn3MZm66fGtD9+FsXLpoWAD856yKytBjQnfOtCxdNC4Aff/sPWDMY9vvDr/xmyfaPvvLbAQ3Az3546ZLtn//osmV153//oqW67188oDGF5Vfn/HHp8354yYCu18kWTYsdXPDzqwZ0m2+eXTQtAJz1/OG31w/obrp+atG0gDJf7aILBnXXXLFl0bSA0hi59sqtA7qrrtm6aFoA9NOCa28YfM8uu2ozt14nNj3XZfO2wUnia67fvvT32jpPr58P6K6+aanu+k0zmGXe24p7Lsceeyxf//rX7+7D2C02b95MrbZ8dVpFRUVFRUXFXw/3wIqLXXFr82LHvxcCi3dqEbVj3612oCPJ8KomOleoUC1MlPuyFY8FjEMogdueoRZCqn3hkVKwdqLB/HxKzUAyHDFnDDfOdFg9WkdISaub0peeUEhWxBGiZ8gDKJxnsh4hrKeXObqFgV7GaBSQzvQorCNWklBLstyTFwUMBaQzfXQhkaFECYGOVdkuqnB0ugUjYYDvWWQI1jsK6+llhlpWEChJHCgm6jFaLKzeVwJXOExuCYsy1FmECiEFGE+/XZAECqUFK4KA6W6O0VBrKmQgMfMF1nnqsca1LFhPkgR45zFFGfqdZRaHI28XaCUZi2rst2YcW1juvX4UoSTdm7u41NHKDI1mSNQIy0wI70EprPeM1qNyQt55hizkxtHxjrgR08dBZmhnhqZVJIVHhLrMnnBAqFFalpUUcyC6FqMhyDzGOvJQEkrJtnafdY0E4T3eOvqFoVbXWAOxlCSxxnhPU4dY67GxIO1bolrI/PY+trCMRiHeOnpzBVoIdCBL40GCaXlEKJntZIw1YoQq25WVFprAaQGFY2UzwfcMOgoQElzhkAvvCYEEIRDaIwX41CKcx9uFao5A4pxFCoHOQVkoCoMD6s0QieKG+R7drKCxIiZKobs9Y2IkhkAQ6wCbWoQQ5IEn74N2gtjAnkmNqRHwElqdwRvPioqKioqKiruG5XrJSzm4T+zmvjAJB/ZFyeAihSge1MXLPndwX7jMoofmTpUfST0kCAerOnfW1RrRsi2lmiNLdc3R5ScoJ1YOA7eYCOMrh5bVja8cZnrrLZPyE6uGBzQ6UIyM15mduiX/a2KZ8ZJ6yNhkk5nttxg6azcMtk4am2wSJwFp/xYDZ836sQHd5MphwkgvMSXW7jE+oNtz70m0VotmgNaK9XsNtnbaa88JlBRYV94rhYFiz3WDr7vPnkufO9SIWTnRHNAdfJ+1fPN7f1jc3nvDJLVlrotD7r2G7/70FuPogL1XoXfRLuwOoaq4uMN59rOfzcte9jJe+tKX8rSnPY3Vq1cP/DfqsMN23bbtjuDMM8/kzDPPXNx+xzveweTk0mu13+9z7rnncuihh96px1JRseHUwYUEdxSP/sQFXKs2/8XjXP+2werBioqKir8m7sHGhV/4wihuVVqx8zfIcjJ4uZu6RUNjxw4pqI+EiO3lv/FAZtFelpPGArxxyFiVgciFx+NJjaNlLTPtPvsMN/DGsXa0DlqgI40vHHUTIIxlOA7AekIhGLOKWWsYroUEQHMkpt/PEC3L5rkea1c2cAgQIJWgoQUqELTnM4aaMcJ66rWgXGFvHUGsy3yIWlBWLhSO+U6Oyj0TSrEqCum0MqySrBitoY2H0QDhPUW7QFpHIwjKN1yAiDWBEtR6Dt83bOxkjI8mODxrhxJu2NJmPk8ZTwKEgLZw9GZTJuKIpB5QmNII6fcKAiSdtEAWEIYBcRzQ7uRMJhHOe2zuUAGoQOGMozYcoBONNuCsY66dMT4eonoGojKUup8bIlW2VarHET3nUalDxRLnwTiIhqLFsGyhVfn+ZRavBW4+Z8R4ujYlVZI40NRDxUyvYNVYHRlK2t2cWhzSaEiKWNCeyQigrFBwDiEhTy2NekgoNa5d0OvmCC+gJlGJpkgLvBCI1OEQCMobQds3bJ3r0AwCnPNEsQIHhbN0+pZhGaCEKrMprC9DyfWCoaYFlrLtU9ozNOMQX5QB3kIAocRn5fH5rKzS6GcWpcvxXGbpmYIGEhsFKCco8MxnFlM4QidpCIGyHicEoYOwGTHTycl6lq4xtKzFB9DYRT/rioqKioqKijufNXuv5PEvP5rvfqLs077hwHU8+vkPH9BtuM9aHvWcw/nR588HYO9D1nPUMx48oDv04fvziKc8gPO+cUvGxX0ftt+A7kFH34fDjzmY8xcqDx7zzAdxn8M2DOgefdyDOPfM33HZ764H4PnHH8Pk6pEB3TNe/nAuPP8qrvjDTURxwN+f+qxlsyae/bdHcvGvr+WqSzcS10L+4d3HLXteXva2J3DNZRvZfMM0Q2N1Xv/Opy+re9XbHs/mG6e55vLNrN0wwRtOesqyuje99zmc9PJPsOWmGe59yB687G3HLqs74YMv4F2v/wxz0x3uf8S9eeYrjx7QCCF4+/97Ee9765eY2dbiYcccxJNfcPiAbmg44Z9OfSb/8W/fodfNeOLTH8ARy2RmjI43OPHUZ/KhU79DmuY85dkP4cFH3HtAt/5ek5xw6jP4zEd/DMALX300eyxjmOx9rxX80z88kf/+wi+QUvCKFx7B6lUjA7qH3n8v/u4lR3HmQsbFG156NPVlvhcec9SBtNop551/BeNjDV73sqOWPXdPOeoQur2cn/zuGlaON3jD845cVnfH8ReGc+9W8uL/LY455hgAzjjjDD796U8veWzHQkJr79wqmssuu4wvf/nLQPlZO+eccwb+WxJFEQcffDCnn376nXosFRUVFRUVFXc+wt+esIi7gKmpacovmgB+4Tvjji+Obie14Da/VHqPcw5TeK7+r6tZRQxJgFIKby3CUq7Y9w4RytIEEUC/DJy2CHqZoZFovPM4J0jqAU5DYT2Bg629rDQrQo13kFtX5jk0A7AC4UHWJNQUfrrAFBatJd1egfceWysrK+ZmMwpjGW1EbOtkrFvZxEhPZCDHE2tFKCU5nmgspLuxR6tXMKwkoXEYDzJW9I0jSgJmvWHVSEJ3pk8tDLCBRPlyBV7fWESsSLsFzVBRpJbCOqyHNDOsaMa43CElGAkbO33GhhLqSDJTtsuK4zK8enyshpQCZyzd1JLI0lzQCDLpGF1TRxrobc+wqaWX5vhhzUqvoHCIHaGLSuByB4Fg3jqGQ4VMHS4zFIBWEhuWrbvGh2Osc5BamrUQrC9XFkpwuYXULrRrkgi/8BpSss0ams2YpBlgCocOJf3cMNvKqTUCGkJhc4cTkHpLICWBh2Q8xrXKIG/lBSqUqFiRTfVASbLC4Y1DRwpbeISmzL7wZR6KjgOyLGdLp089CZkcivHWo0KNz8tqn7LVk8B5j8MRhLKsBrJlZZDwfnHxmOsbRLTQfkuU12IUqvIx5xGRZFta0BMOEwiCWLF1tkfoJfs26gyrsg2XBGZ7GanzDAeazHk2iYJUebyGutQcc3y1WqmioqKiouL2cOmll3LQQQdxySWXcOCBB/7l451/Bb1OysF/sx9xffkwbYBLzr+StJdz8N/ce9lqiB1cd9lGhCgNj13hvef6yzcjlWTPe6/apc4Uluuv2EytEbFmw+AK/x0455je2qIxlJDUd70wwtpSNzRSI67t+ncwhWV62zyjE82B7I2dydKCaDfaX2Zpvmy1yc7kWXGbr1lx97Djs7f6xH8gXL3r6/a2yDdvYfO/vu8O+wz/b2Bns2I5XvSiF90FR1IipeSXv/wlD3rQg+6y17wjuaP/TtxedrdaYHdX7N/R490ZY96ZFRJ/KXvZzXy1/W+L209vvpVr1eo/8Yzd446uuLijz2FVEVJRUXFb3IMrLqB0EHblqyw1LZbzXxYzLqREK0+iNcJKnBBk3hHJsmUP1jGX5YyqGDR4IZANCVMGaR3eWAgUXe+IAs1cJ0dImPeG1fWEREoya+l7j2pqRKc8sdOzKUNJSCHAtwzSKRrjAW7OY6SgpkLmvSXwgBc0kwDpAoTzrG/EZKkhGAoglnTzjCAIsJmlZy3FVkuMoB5rZnoZq+KIbjenUUhiIeh1C0LhsbIg8IK5rMAUguFQIzOP954o1CilKKwjzS2dwjASBow0QmbTgmakkYUnSBRrozqy8HjnCYRkvB7jJAzXQ3RNYwpwqSUKFcoLfM8gE00zCuhlBXWtEcrjCosWEtcyZYumsQShwMymGOcJmxH9vmU4Ungh8CMBTDm0EBhjEQiazRCnBf22pR96pPc0ahqfGvzCcZS9tQSiKN8/kUgwlkSAzh1Fp8B72J7nBE5Q15LZqR7DE02kkhg8DaFRAmbnU4JAoZwgDCTeeFzf0pnpMddKWTnRwPYLeg1JE2h7w2gc4XKHbRflcQiB1IrhsRrDSViaBqEoO0hpgUcgtMAGoI1AFh7btwhfXr9iR+WRtdjcIigNGiHLtlQhCynpQtDODCNJzGQzYmMnZbaXkbc9aw4cYfu1La5otzhgYphISwRQ60mCQGC9Z2OrSzEWYFOHk6CbfyUxOBUVFRUVFf+LOfDwwaqI5Tjo8MGV+MtxrwN2bVjsQAjBve6z5jZ1OlDss1Og9HJIKZetxtgZpSQr1ty2TgeKlWsHWxwtx+6YFqXutk0LoDIt/goQvvz5S55fsZS70pTYHZzbeVFjRUVFRUVFxf827nHGxZL2TjtKfAeKKsqWPLDQvtT7xQoN78UtLXX8Di0ICTIqywcKY+gaR5REiEAhgNF6jBDl6nNloR5o5qyjpiRJGKIiRc2XE8g+lsRS0pAh3V5OvRbQUCEzvQw5bYiRSA9JqLDWEwropzkBIabvcQKYDIiaAX5bH1d4wlCRxqAcdPsFY7WIESmhJslwrIwTipZFCMlIostV+DjqXlAfqWGMxSycJ+VgKNB00gIkiOGQbD6lEWqcEMxnBZPjCa7wyJrC5tBshoSFIgoUwnoMjl6vQAGRk8y1MsaTCCnASo/JHLlwdHKDmE1pJGXotDIOk5eh1dY4RCCgC27IEw2HuNwjCsfNUz06uWedEkhd5o04WRoNSahBwnwvRwtNKCFw5Y2s94LYeiIvaIwlWDzKl1UtrmtIvSdGgLMQB2W1TS5wxhEpQTMMIAnIvcNKT6+dMxaGNJoRw/UQaTyz8ylbs5x143WCJGB8pFaaAq6s6vACpIb6SIz2ApE5akmIyA3bi5QVwzF53yAtyIXKBmcdKtIMxyE2d/R7BfVEoyKJVArystFUlhWInLIXlihboZXVQAqfuzKzRJZh4MY6VCwQxqNiVQaUa8VwHJYXvxMoBHGgiBqCKy7cwlAjIQ40qfXUQgG5Q0YKtZD1MtSI2J4ZhsYj4lgzvT290z7rFRUVFRUVFRUVFXcKVcbFHU5RFOR5Tr1eH3is2+0ShiFBcNebemeffTZnn30209PTTExM8MhHPpKjjx5s41ZRUVFRUVHx18c9zrgQolzhvTBnu9N3xoUKiiXVFv6W//cLhobfMdYtz/TOEwQCYQSxVMRxUHaikgIhBU57hIfRJCrzLVxpXvRdWUWwzRSsasRs7WUY61kdRCgEzSAoV7xvqKE3KXrzObJvEUqQSEXLGLRSNJMQAsmssUyMJqh6iA8F4ytrqIakUFAbUmzf2GNVUUN3HKKpsdsyQufx0hMpgYwUWcfgrOP6qTZ7TwwhJWgpmRxOEMbjjcMKT70RgoMgUKxc3WBuqk+/l1OrBUx1M5CCRqapDUeYriH0go61JEJSSwJMbpnp51hbMDGaIFzpBnXyggzP+FiNvFOwKe/TDBUOh8gkQU1SBB56DqkkSgl0PcC1DEEzgLahJhX1oYDUWrCC5lCElALvFt43URoEWkiccBgJ23s540FMZhyqXWCEZ1o6VuiQSElMolHWYXOHTiIQoEKBq2siJCqStIwh8pBqR2wEeyQxUzM9EgQyVuhIM9qIaYzXCEJJ2soJtUICDo+3IMxCoLsQdL1lCMV8J2VoRY21aYAtPESKomPKoHEh8HLBwOhbhIPYlzkWeuHaFbq8WBOlacucWEEY6DKwW0tM4ZhOM8YDDYVARAGBFGXVSqigWLj+F1pO+cLjapKmkqSFYrqVMdJISIZDokyysdtnfHIMvz1HSkkwpCjaOUkQsOmGGcapMz5WRy6TH1NRUVFRUVFRUXEL3nvSfkHyJ1pbQdkGq8jMn2yBtagrbHm/8ieYme5gjGXFysEw8VszNd3Bec+KZcK1b83WrfOEgWJ0rLFLTZ4brr56K0NDCeuWCfXeQZoXXHXDdkaHaqxbObJLXaeXcd1NU6wYb7JyYvnw9Ip7Bi9/+cvJ85zPf/7zA4/97d/+LUmS8IlPfOIuO548z3n605/Od7/7Xbz3aK0xxnDqqafyhCc8ga9+9at3i5FSUVFRUVFRccdxjzMuYKFB1K3mS3cEbS/iucXZuPWzxI4HwS+aHCXOe+bSnHoUMz+TMjwalzPkWuC9IBOOWqwRqccnIEJJ1JdsbRWMakjiAJFo6sKXT1sIa7ZSkOORcwWest+ucJ5IKfqFJZfQVIJcwVZbUK8HFMIjnSctPD0Mo80El3umN3ZJlMYAckTR6eXUawrfNthOQRhqTFqwqdtjSAasnmjgYsm2PKPpIJYK5R3z1tAMyqoCJwT9PCdt9VkVN9icW5KF/IlISAIEZiql6xxKS+qRZn62T0OXmR55bhmr1TCBJJvPqQlBHUkkobWlS3MkZqwRA57UWYKaRPYNqfE0mgHelKHVviHxHVANzZbNbUZrEUoIwrEEnSjwoEIFfUe7nxMoiW6E1AKFCz2zRYGpS3rOMj3fZ30S0csK8kTSERaER0tJ7qEYDcjnDUoASjHvLWNSoiSM33eYTRfNU0hP3YEoHBO1EDufIYIa1npkXRMEApwnADB2IUhdLAS5C1BlcPdoPcZnhgSN1gqTZRAKeqkliSTOObwvKy68cTit2N7uMdKIYb4gGEowqUWFEq0kKtZEucRHArVPDXFzCkagC0fdaISSpcEjBCKU1GNZtpsSlCaD96AlXkLYdyg0QU2hAk2nnyMyyIzBK9i4uc1qGWKcRxpwhWOmlRKGipn5fpkpYu74z3dFRUVFRUXF8rTne/z3+85i++Y5Dj/mYB5z3PK927dvnuMzH/whnVafxzztATzkkYOhzgCXXngD//3hszHGcdyLH8ZDjtx/Wd1Fv7mOz3zkbLzzPPsVj+ABD1u+5dRPv3cx3/j0zwijgJf8/WO598HLt4j6+pd+zTe+8hviJOQ1xz+G+x6654DGe88nP34ePz7nMkZH67zxHx7HXnuvGNDlueHD7/8eF/zqGtbsMcbfn/gkVqwanKjvdlLe9fZv8PvfXc8ee47zT+98Ouv2GJxYn9oyz7tf/xmuvuRm9rvfek744AsYnRyc0N+6aY53vfmLXHfVFg6433r+8T3PYmikNqC75A83cvLbvsz8XI+D77eeU973bOrLZHj87EeX8r5//AppP+dvHnUgJ7znWehADejOOecy3vee75BlhqOPPoC3/eOxKDXYuvO/PnoOX/hMGcb+qMcezFv+6UmLbXJvzYf+6xy+dObvAHjiYw7hLa87ZkDjnOedJ3+dn/z4jwC86KUP5wUvPmJA1273eePxn+O6a7cjBLz8FUfx7Oc8ZEA31+7zyn/9ItdvmkEIOP65R/LsYw4b0N20eZbXnvwlpmY7BFrxL697HI986O61Rau46zn33HM59dRTl33s2GOP5YQTTrhLj+eUU07h+9//PqeeeiovfvGLmZycZPv27Xz605/mxBNP5JRTTuEd73jHXXpMFRUVFRUVFXcs98AG9o4ygthxSxi3v1X1xI6GpTs0O8orbvUDi5od/ysCwdDaGqaV0ayHCCmxEryWuEgQKEm/sLhA4NcGEIEMJZONCBREscbiGaoFNIdC0FBogZeewHny2RzbNciepRYriCRxrMgj0HvVmNUOrSWjkwluXLOlyMiVIwoV1109x9aNbdS0RVmohQpZwEgcoLVABgLfUKSdAu88a+o1BI6hWgC2HBcpMMKXVRTNsDR/tCS1DmE8a1YOY62jm+UUGqSEWEoybzHCE2hBKAW+JlHDISqQ6ECycqyGLjzCOIQWyFqAkOXkd5Jo0CAFBEpQKwSibfCFJ/bQ7+UY5/CFp3Vzj7luTt4tCIA0NWXLLCHY1OqxpdVfCAyXBOMhKpGEQuDaOXjPsFKsCiJq9YCVEzVmvMXUNKsmatSGQ8JYIz1EoSJ2giCSaC2JQ8WKKCQe1njraV/eRQnBZLhwjnKH7RtULaDlDXI0oOcdPrP4nsXntgzZFp6eM7hAQiQRUhAGAhlIZKiIlMQ5j6prpBQ0ayFhXROOhHjl2b5lFrQiUILVq4cZHo+pxwEikhgcNrVlu6zMEgpJ1AgwLYNfuMSFFGXmyEKrKm8sCHCRxAlQdVVWKHmPyXJcZhc/GtpLdNuinaQWa3SsaQyF9LQnDTw2KE0/nQQMJRE2t4SBQg1pmit2HQBaUVFRUVFRccdyyis+ybc/+3N+dfalfOAtX+Dcb104oClywwkv/gQ//Nrv+MWPLuMdr/sMl/z2ugHd9PY2//y6z/CH31zHpRfewDv//gtcd9WWAd22zXP8y2v/m4t/ex2XXHA9J7/hc9x03fYB3RUX3cSpb/o8l11wA7//xdX808s/SWu2O6D77a+u4SP//gM23TzLtVdt5V/e8iVarf6A7qzv/IHPf+58tmye44+XbeTEt34R5wb78/zPp37KWWdewNYt81z4m+v413/6yrLn7r8++mN+/YuryXPDNVdt5d9OOXNZ3X/801e47HfXk2eGi391LR895RvL6v795G9wxSU3k2eG3//qWj72vrOW1b3rX77O/FwPgIt/fyOf++RPBzRpL+e9J3yZtJ8D8PMfXcp3v/zrAV273ec9p36bLCtXjpxzzmV873sXDeiuuWrromkB8KPvXcwvf37VgO6yKzYtmhYA3/7BRfzmwusHdD8594+LpgXApz/5E266cXpA980zL+C6a8trw3v4xMd/TKcz2Fb0C9+/gOs3zSzqPvj580jzYkB3xtd+ydRsB4DCWP79jB8PaP5cdmRc/CU/FUvZunUrq1cvHxa8atUqtmwZ/O/LncnnP/95/vEf/5E3v/nNTE5OAjA5Ock//MM/cMIJJ/C5z33uLj2eioq/Zjac+rPd+qmoqKi4q7kHGhewtEFU2QKHMnd4oU3UbTQt3fFNcyczo75fk5lWt7wpkoAWZN7S7udoD4kQiFCUK9dzj80tc1lBIwnLDAEBeW4xvTL8WQhPrzCo1OFbGT61zGOZ62Q479le5KxtxMjcMRSHjASabTe1iVuO4Z7ATeckmWC9iFidBTQzsDf0mL+qRbatj92a4fsWtKBvHdFwiEoU3jqGkxCfWpSUTEQhjUCh83IyO/OeroaoqRkbj5lcU0d0SxNn3/Eh6rWAkckEGUsKX2ZL9LMy+NrMFzS8IDOWXm4IgjKvI7BQjzU+t3gP/VjglaCdGyJZnjcVKmSgEYDtWsJCYPsWlzpkxzI13ycKFSNDMVGgEaLMnqj3oZb60vApLMV8gUkNUebwXYNLDdJBIKDoF9SUohEFKOsJ2gbXM5D7xbfeZ5agABkqOlnBbC8nDSE3lt7WHsNW4DqO6akerjCoUCObAY1mhDeWyAv6xlIoEKEq81FqmsZQhFzIT7HC74hQASGQkcZbh7ce1QwIYlXmWygIJ2q0ZEFnrotUAltYtkz38KFkvpMRRhodK7wHX1iE9YjUIqYKhAOhBCiBV5SZJUIgQ4VaMC2M8JiexecObzxKlaHiHkdWGIqibE+VSElvLieWEps5aqMhF22aRgDSgdQKEwhGh2uMDdUQOQhb3bVVVFRUVFTcFeSZ4ZLfXLtk34U/u2JAt23THBuvn1rcds7zh19eM6C74Zpt9DrZ4rYxlqsu2zSgu+7KLYsT6lAaI9dcvnlAd+XFN+PsLWG47bnekuNYHO+apaZHr5uxbfP8gO7aa7Yt2d6+vb3sJPh1O+l23t7B5o2zf3J7cf9OE/Kbbhj8HQA23zSzVLfTNpQLRmanO0v2TU+1B3Sddp8sXTpxP719UNdupRSF3Wm8zoBuufPUaQ/ua9/q/V/UdZfZt9x4y+zL86WluN4zcLwAebFUZ53H2MEg5Wyn8XZ+3l+EF3/5T8USRkZGuPrqq5d97Oqrr6bZ/NOtyO5obr75Zo44YrAyCOCII45g48aNd+nxVFRUVFRUVNzx3EONC0F5aDvnWNxacUs8txC3/lkwOMRSc0MIGF7ToL4iotdOEd6jvSBGMhIGkFp818Jcgb+ii58t0IFkONbMzqdk2/tI65lpp7R6OS63CCCTMGctxTpw0rOqmZAIiS0sUQ6mb8k3pTTaFtkqGDMCZnKCLSnN7ZbrL9hOsTlj66YOol9OuAdegvW4uQIzm+Mzw9iaGrIu8XjChi7vFBz4mkSmZYWA8hI8BFrSiHW5Wt94zPYMYx3CedKsQKcOO5vjModNDToQDDcjkJ4glISNgHoSENcDWqbAeYdQgrARIHw5cT8RRBSRIIglcb3sOGZwOOMQwqOi8o3QSiLw6AIiKbAKwkaADAR4R9rJsd5Tn4jxeRlC3QwVeWpIOxkykOhEI0IBuUVnDmcdtUgxsaqGyCxx4fHW4fDMtzKUB7xDZBbfMzQQiM0ZOvXEQdkGSeaG8RV1zEjMnHVQ0/T7BdjSIAiURGuBiiUEEgrP1u095noZ0+20zNfIc3IJMlbIWBJNJuhVCcGaBFnXqLpGDQckIyEH3WcdFA6PoDCWUEq0UPT7BV1r2NTq4RW4msJ4h+safGbAeZC+/H2khEhBKJENjbMekSgakzEqlIhg4UcseHdOUNOSuhKsrcVllYnzFKllaq7H7HQfUQu4ud+HmsJKRyocWW6x3iGlJO8N3oxWVFRUVFRU3PGEkWbFmtEl+9bea3JANzrRJNmpFdHaDRMDuj02TBDdKiNBSsG99l05qNtrkiC8pXus0pIN+wzq7rXf6iWtiJJ6xOr14wO6Aw5ei5S36EbH6qxeNzqgO3CnNlPr9xxnaCi5Td2Bh+wxoAF4wIP3Xrr9oL2W1d3/iKWtiO7/8OXbZ93/8H3+5DaUi0kedtTS5x9x1H0GdOMrhjjgfusXt7VWPHQZ3cpVw+y336rF7SBQPHSZ193/gDVs2OuWa2NisskDHrL3gO7gA9ayfu0t7bJWrRji/vddP6B7yOH7Mjp2S+Dyvfdbxd7LXAPHHHPIkvfo0Y8+iNHRwaDmJz3iYJq1W67RJx95MI1ksH3W0485lPBW7bKe/YQHDGgq7jkcddRRvPvd72ZmZqmJNzMzw6mnnnqXB2JPTk5y8cUXL/vYxRdfvFiFUVFRUVFRUfHXyz0u42JHOPdCkAW3LGu/tXkhFrdKvb9VBoYf6O/qffl8GUrUXnX0ZRmucAhbhnB752FhtTyADDWirugVhlAoerkhqUfIzDEahygp6TpLI9JMCoFVDrY7ZgvDSBCiQsWmbsa68Ro5oBxo6+lnhsQL8o7BS4mQZRJHT3nGhyKEluiuQUWKvGfAe2bSgkgF6C19or5nqigYbkYkUiISVa7GX6gIMKnFGk+7WzAyHNE3Fi0lGZZhpRFaEnlJXjgyPFGkGRtJkKHAufL3pvDkbYNzjjBQ5NLDws1skVlubneoDSUo6xhphGzv9GnP5dTqUZkJUVP4eYMMFTrRSO+xuUdqybqRBnnqCAOBaCrMbIEKFaN7JASxojeTY7HUjacmJcJbXOFQgUREmmImJReQCDBTPcQUeO9wzhM0IwglKlO0uznd1LKqEdFAQGbxCFrWESlBlASQBMhQEGYWPRIzO9cnzx2NIECGChkKstmUTmYYa8aISNJsBiAkSQGBEDR0WV2CFthQMT/TJ4oVbDP08oJGEpCsiLGzBTJQ9GqKpnUkKgBrMP2CsXqMsp7maB2sZ9u2LiuGa+W1GUpIVNm2ykBuDVt6KStGEmIHKIE0nmImRVBWcghRhs17PDoQ+MKXIeWBxHYyTM+ihKRWj8jyshIji2HeW4ZGAmQ3RdUUUaSxzqEGF8dVVFRUVFRU3En888dewvve9D9MbZ7joY85mKe97MgBTa0R8c8fej4f/Oev02n3eewzHsiRT7zfgG5y1TD/fNpz+NTpP8AYx7Ne9nD2PWDtgG7NHuP802nP4YwP/hDvPM991VFsWMbgOOgBG3jDO57G1874KVEU8PK3Pp6R8cEQ5wMP3oN/POWpfPOrvyVJQl726qOXzXw46ugDaM33OXch4+KVr33ksufkGc87nDw3/O5X17Jm3RivfMNjltU9/dkPRgeqzLhYP87zX7L8SuyXn/BEhsbqXH1xmXHx9Fccuazu1W99AqMTDa67cisH3G89T33+Q5fVveVfnsK++61my+Y5HvTQfXjIMvkgQgje+dEX89UzfkprrscjHncI+y9jwCglec/7nsOXv/QrOp2MRz7qQPbdd9WALooCPvCRF3HWty6kKCyPefx9lzUQaknIR97zXL79g4twzvP4Rx3MUHPQHJqYaPKh/3wJP/r+xURRwOOPvR9hOHibuGbtKP/58Zfyq19ew/BwwhEPXz6PYsOaMf77Hc/nlxffwPhwjUfcf9B8ATj0gHV86tQXcOFlN7Fu1QgPOmTDsro/i9so0N+t51cs4aSTTuKBD3wg++67L8961rNYu3YtN998M1/+8pcpioKTTz75Lj2eJz3pSfzLv/wL69ev52lPe9ri/jPPPJOTTjqJ5z3veXfp8VRUVFRUVFTc8Qi/JPX67mdqahoQt8q0uHXVhS8rDXbsFztMieVmV3cqJll43vYr5uj+YIaxRlKGM3jw1iFDQVGUk+ChlAgl6YSeWGm0Kie/hfMgJRbPtrRgPAoIY1XaKn2LUALnPL3UECCIQoWIVNlyqpcjM8cQojxcVYY856qcVC6EJ66HbN3eY1USMtcviB0ICTpS9ArH8FDMlpkOjVDTXFi15HUZMI6xzLcyavUQn3lsQ9EYich6BT6R0HfolgEPTgt8IJFaMtvLGJ2I8T2HHg0RPUsxkyO1QiaSbm6Y76SsHaqzabbHUKSp10JmuxlBIGlbSxwqQi8RsSTrF4RKQuaRugy4xoHUElVTzCcwFgcQS2Z+O4OzkNQ1KEEYlCbRkCorLHyngNSURpQUWOtoAcJa4tyWrY2MwQ1FiFCzfT5l1XiNMHd4J1CZwWYFMglBCAprCSKNDyXXT3do1gPiUKOcwMuyIrwWBxTGEdU1hALaFotnzlrG46C8qjIPsYLcISOJqCt81+LtQqsqXVbCzKc5I8MxvmUo5nK8gyIzpUmkBCpSpeHmHTpQSGT5fjmIE00elTe6Sgpk6pGpxUqBUIB1qGaIzwzeUJonGmzqCGKFUBKMQziY66U062VWRTu3zJgCU5PY0NOeS5GxIrGSPYKEWAm2u4It3RRd04RNxWNfcb+/+HNdUVFRUVHxf4lLL72Ugw46iEsuuYQDDzzw7j6cior/M+z47K19y5sJVw2aPrtLvmULG9/z3uozvBN/+MMfeNOb3sRPfvITrLUopXjEIx7BaaedxiGHHHKXHsvs7CxHHnkkl1xyCfV6nVWrVrF161Y6nQ4HH3ww5557LiMjI3fpMd0e7u6/E7ubV3D92x52t4x3Z4x5T85o2Mtu5qvtf1vcfnrzrVyrls+UuT3c08/N7bkeKioq/m9yj6u4uDWl17CQXbDgXyxxWfzAnp2ef6tWUQvS4ZEE68ocBJQoU6q9wBsIhKTvLIWHKJaEzuMTFibOFS614D3z/QKLRyYKNRTgWgZRU5B78giu2dplhQ5Z6UJwUMSCqVafNbUY3EIfn2ZA0bfkhSUOFH0J9UgRjQY4qWhogcocDmgXlqEkoJPnjCYR/cyUraqkoJVbdKRILDQCjbICQkGvcJj5Aht54rpmc6fDCiHLXAklCQLFbDtlNAkRLUMwFMKwYn57itKeWHmccSjrmVgIbJbGE9U0vnA0w4Ai8PTTglAqTOEIjUBaSPtmoV2Ww2tBlGi8B2M87emM0QlF3rGYSJEYKLzDOkGQC5pCIhOFtQ4fKqSWpfkhwKOYnu3SiDWJl3hjUYFCLlTgjA9FKCkQQyGmY5C5wEtZVtIIR1pYpJQoLVk1lDCXFQwlir4pqNcjpqd6JFqhgW5myPqWMRngrMcrSL3H9Q21QCOtJ3eWfmoIkNREgFC+vGalQGSeEakxW7PF0OxOLycOA4QtDTLfLxBSYL2ju7VLvRYSxAHeOLJeQTJSw1lLp1PmfAx5CcZDokAKXGpK/y6SOOuxPYtUoqwmMh4Ki0ShFjJilChNj3avYGSkRqeTUuAxnYzp1FIfV6yNYoajiG3SMLq2Rm8uX/azVVFRUVFRUVFRUXFP5S8N2K7CuZfnvve9L2effTb9fp/Z2VnGxsaI4/huOZbR0VF+/etfc8YZZ/DjH/+Y6elpDjvsMB75yEfywhe+kCgarPSqqKioqKio+OviHmhclJUV3i+tmFhaFyIWTQuP2Kk1VNliaudCEu89AkE/N8z3c+IkwnsQziO0XMgRgDgoQ5UBAoACvPL0rKHbKxgPAkIpmcvKAG7XtqTOEQqBsB6TW/YcrRM5QZoapjsZK1bWGFGayAvSzJBrQWeuT60ZEo7F5B1DHUHetwglKWJJIAXz/QKZe8JYIp2n3gwpOobmSAy5QwwHDLkA1ykQ3pMJkDhqwzH0CnzhCQOB7ztWigjvC0SiAYftGwLjybMyvLlhoZjL2dbqca/xJiIv8y+s9XgtEBrCUNKfT/ES6kmA8oJVwzFpzxKvjdh8Y4chqdg032XDcKNMKvFgUosRHiUkCE+7ldNMAvSQwvQc9XqIEgJ6HrICCku3sISBJAw1s1lBPzP0C8OKtU02bm4R1mNGkpA8L3DGEwyHdFsZUgikddww12FNFBFF5SS/1IqRZgRa4p0n1oLIO3RdEeQFgfVMhAHClNU7rVZGYzRGBGWWSq9foDREgYRQ4ZUgUJrAexwCGQlmZvrUlUZLAYFEhhKhBEVqyY0nCTTCOsDhhcJLEBa0l6SJZn6+z3DhULWQONb4VtlKq4FEBAHkpRHkncdHCgX4wuGtxVMW8kjrEYHCZQbhwZqCZhLhrccLT00pJmox/VZON8/pdzJkpGnEAV3laA1D7AR23tOZyjCmyrioqKioqKioqKioqLiFJElIkoQ0Tbn88svZd999UUrd9hPvYKIo4pWvfCWvfOUr7/LXrqioqKioqLjzuQcaFztYyLhYws5lFwvx3AvbpX8hWK751Y7RkmZIPQnw1kGsUGMRrm0RGqz16EiCBSxlVoADpEdKSWocVjiSQLIyTNAIXGoJNQjryaQn8AJtBFlhaGjFiJDQMUzUQuY6OXluGYpi1g4nqIkQ0yoQoaZvLFtneqxd30TVNflMgVSKZlQe+FwvJ9KCvLCMSgVC0GsVhEqghMBbT7g2Zm4+A+mpj4b0NvfR047+jhX7oWYu79OZz1k90iAQirluRj0IcKlFNjTD9RAZSozwyECjHaT9nEBoXM8gk5Bebqg7T6A0oVDUVkblRH8toN036FAt5iqIQGJShwglLneMjkTIWOEcDI8mdGVKKzUkfYeWspx4Ty2N0YhuPycOBKGREGhG45BYataNN2g7SwtHM1ZQCHzmaEhFrCQowbrJJtp4ts51Wbd2GFFTeOcRBkRqkE4wFoVIWwa02/kcGUhcp4CaZrIe0+8YxIjGF57RKKQmFbIoqzd2GCBOAdbjC0/aMbSznDVjNawzKBWiYkUUCMK6Itue4qxHaY3zjiKzWAdBpGgkIVvbKb1Oytp6hHOedidjuB4hpCTtG6Id13vhKSKPNmXFkC8ceE/c0JiF99obi4w0qh7hegaXKGTfIK2kKSVta4iRyEbM2MoGtmtgOGDLVJ9hqWlt7zI0PArBzp/BioqKioqKirsaax15Zkhq4Z/Uzcx1yTLDqhVDA5lvt2Z6pkNhLKtWDP/J8bZtayGVYGK8+f/ZO+94y6ry/H9X2e2U2+9UGGboVbqFGlBUxJrYY49RjBo1VWNI0NhiQU00liQmMdZYoiIWFEERQRGU6jD0Yfrcftouq/z+2Hcu3Dl3BHRUyG9/P5/DzN77Oevs04az17Pe9/ml53bbrdvRgeKAA5btUZfnhttu206jGbNm3/5Q711005zb7plgbKjOqvE9n9/EdJubbt3KivEBDlnXn8mxi007Z9iwcSf7rxpl7cqRPeq2bJzkjg3bWHfQClbvt+fz+/m1d3HPPVMcedQ+rNt/z8/3yituZXKyzfEnrmPlyqElNd57rrpsPdOTbU44+SCW7UHXSwu+9r0bSLOCx598KCv38L51uxkXfet68txw1mOPYNn4wJK6qekO3/zejUgpePJZj6DZWHrF/F2bJ/nqd69Ha8VznnQcY8P9mSYAN96+lW9d+QsGajHPf+LxNGpLr3T/0c138YMb7mD5cJM/PONYwuA3eClaZVzsdf75n/+ZmZkZzjvvPACuueYanvjEJzI1NcXatWu57LLL2Hff/uyW3zSbNm3iBz/4AZOTk4yNjXHqqaeyzz77/NbPo6KioqKiomLv85AzLvxC45/7477ZF79s3727vC8nmlMsdefxhcX2LF1haUQhs2nGaKjBgbd+PifA4gqPTw02M4ggJMstmRbExtOzlrAZMLezh3XQtAK8p5s6GnVFUViyFIaFINYKJwSzeU5AiN+e45wjNZbcO1Y1Y8Sswfc8QoKX0NOSXlaQCMH2nW0CKRlUChkqXGbpFNAUArxDzTmCQhCuDmlt7pWtgWKF11AnAONooKg1aggJ0jkaQhI56LRSAiIGGyHtVk4Lw6gOkdajA4n0nkRIUmOpBZoZZxlvxnRSg5w0iJ5FaU/iBENjDaQQ6GaAtxZyV5ZehBJloZgtsFqz4fYJEisZTSLmCsuAUmitoKbxmSPRCpwgVILIa5QAkVtCIQhzTzCkEB5MZtmxvc1gIyIONFhHTUjQnlXLmqAFPpRl66vCkymJUA6tJC43iEBi2zlYQZZaer2MeiOmHil8x+AyS7IixvcsBk9QOApZhrpPYWgqTdrKiBLNeCjxmcF0LJunu6xZMYCOFGokwFtPMWPKT6eBQClyHL3corVk+fgg7V5Gz1qakWJgqIbDYwSopKzWMJ0CEUiCnmW6MNQGI4LMgRA449EjEcVkiheCvFtW1XhgaiJlfDhCecFAIJGqxlzi2JZmeAuFhnxnRhgqVENRq4ds394iqyouKioqKioqfqdcecUG3vkPX6XbzXnMyQdx3lt+f8ng5E9+4Sr+7TOX4z2c+qgD+Ye/ehpKyT7dJz71Q/7rsz8C4MzTDuW8v3wKUi42Obz3vPuCb/Ktb98AwLP+4ET+5JVn9o1ljOXNb/offnr1nQCc8+Rj+LO/eFKfrtPJeMOffYbbbtsOwEtfciovfOHJfbrtUy3Offv/sGXnLEoK3vSys3jKaUf26e64Z4I/Of/zzLVThIDXv/gMnnX2cX26n67fyOv+6StkuUEryTtecQ5nHn9Qv+6KW3nL6z9DkRuCQPG3FzyPRy0RPP0/n7uKj3/kewAEgeId734Oxx63tk/3oQ9ezFe+/FMAavWID37ohUuaHP/01q/yzS+VusZAwgc+9Ur2WTu2SGOM5XVv/wI3btgKwOcvuob/eNcLWD622JTIc8Pr//pzbLh1GwBf+uo1/OuHXsLobgHqc60e5/7lp9i2Yw6Ab3z3Rj7+vheQxItNse0Tc7zyvM/R6qQAXPrjDfzXP76IerJYt/6u7Zz7zv8hL8rfjFfecBf/dt5zUXLxZ+/yG+/kdR/5ysICsxvv2sb7XvGUvtdkr1EZF3udf/u3f+PlL3/5wvZf//VfMzIywnnnnccHPvAB3va2t/Gxj33st3Y+zjle//rX85GPfARr771mUUpx7rnn8sEPfhAp+/8NrKioqKioqHj48JD7P7nwu2ojdl8ltqsZjl/6d+SuEIsljlrj2Lh+EgSEkSKMdNlkyoMoHPVAIQNBPdKISCLrCtXUyBFNEQs6wlEYz/JGjJyf/M67BTa3mMyy+Y5ZotQx6AWxlIQOliUB3gt67RxtHdQkVkJQDxgcSUi9Ay0QgSSuaeqBZstUB+fL/A2VOZyGeFmIG1QYBavqMcubyXy+gZ1vbSXL56wkCKhpxcafTWHnDHFDM9vO0QbSwrJtrofrOXwrw8xkdDMDDlxhCUNFnhnumWwjlWBwMCJcFiECQVFYiCTxaMzwaExeFEzNpNi2xQI9ZZnMUzbPdIikJKprhBSYtmG6k2MKh+1aNmyfxuWOIBAI5Tlo9TDjIwk+s9jCsKWX4esKFwjSvCiz041DFCC9h57Bt3NkyzCkNUnHICxY78rcCylwaQHWgywvulvtjKyVw84cNWNoz2XY3OBVGQCvGiEq0qhaQCYFfjikubxBGCqEcbjUEAYCm1qywuF9mW3R7hXkxjDsFTUpiWPFQBggpUAlASGCZU4hZnNc6jDbMpRWBIlEhRICiY4VyWBIkgSEQqIENMOArbNtOrkB5/DGowFtPF4IRKQQUiAHNVqAkgIvBTYuTRw7myM8pXGkBEpJCuOYzTPmsvlMDOupS0VTK4bjiLm5nDS1qEjSKwxtYxkaShgeTpC/ZLVmRUVFRUVFxW+WorC8/a1fodstM6euvOJWvjo/IX5ftmyb4V8/ffnCpPDlP76NS364vk9318bJBdMC4Hs/WM/lV27o01390zsXTAuAL3zpam6Znzi/Lz+8/JYF0wLgoq//nA0btvXpvn7RzxdMC4D//K/LmZnp9un+++tXs2XnLADWed7335f2tX8F+MyFP2WuXU6oew8f+/wVfRqAf73wKrLcAGCs42Nf+9GSuk999FKKeV1RWD710UuX1P3P565a+HtRWP73S/3vRZ4Zvvq/9+7vdjIuuvDnfbpOK10wLQDacz2+tcR7e8emyQXTAmCm1eMHV9/Wp7v19u0LpgWUVRVX/qRfd/XP714wLQDuvmeSG36xuV93w8YF0wJgy/ZZbrlje5/uBz+7fcG0ALjpjm1sm2z16S752a2LquIvu+52ClstkHk4sXHjRg499FAAWq0WP/jBD3jnO9/Jn/7pn/KWt7yFiy+++Ld6Pueffz4f+tCHeNnLXsall17KL37xCy699FJe+tKX8uEPf5jzzz//t3o+FRUVFRUVFXufh1zFhXMeqfY0WSoAj7hPWprgvvkX/j5778UXnqlNc+x3+BgORy8raIYaqSVSS4RWeOHpOov2qlzd7j1Cw45WxpjSpMJRFBA6MIUF55CRQxeecamQvgx0DpKA1FkCpdF4xkdryEDgBTTGQnCewnu0lqRdw2w7Y6geEoWSJNTMtjPqwxE6t8QF6MyjLcQjMaGBrbM9TOZYWYuZnk1ZMZAgAgkeul1DGEpGhSZUinZqGByIaWUFRUMwqiKEASkVmXVszzNWxhF4cNaSKE3iQBuHz8B0M3zh8UpgJBTWEfYciVKMNxS+cCTARLtgLIkZiB1xoJiZ6REpTaIVcceVAduBYv9wAKXAI3A9i440NlGYuYKGCgiVoNPNGRAhRWbR3iO1wqSGoHBIrXDWI3ODdKU5YbXES2gohRLzlTLagylNqcR4dLvAS4cIJHUp8KkDA154TGHJncdFiqgRoKUkbefkUlDTEmE91sP2zXMEtYDlzRgVKEJACkAIfGYRuUMFCitBFGVweq0eIpSg3UnRShFLCQ6EEphYEQca2zWEiQQEtl0QhIqx4Tpi3rRRWuJTW37uC48oHEKA7FjqQiNzyIOyNcBAECIFZY7JvOmCdWgFq4ZrNJIQn1sQAqEF7VZOrhxDIyE60uTW0t6esWN7wdhgTC8rWL5y6ZYAFRUVFRUVFb95up2MtFcs2jc50e7TtbtZ375WO+3Xdfr3LalbYl+r1b8vz/snnvOsWGKfWbTtPRSF6dfttq8wFud9mYW2F1iqneyDEQa7tTYKw/6e/nJ+4YiZz00rdf2XXEpLpBQ4d+9jhVG/bvcKB4BGvb+1U6Pe355pSd0SbZyW0o0N1xdtCwEjQ7V+3dDi34phoBhY4jHGBhaPN9RICH6DmQhVOPfeJ8sygiAA4Morr8Q5x+Me9zgA1q5dy7Zt/ablb5JPfOITvO51r+P973//wr5DDjmE008/nVqtxic+8Qne+ta3/lbPqaKioqKiomLv8pCruFjqImYXuzIsFt9ACLGovZQQ95obQoAOJQccW5Zn60AyNBaDm6/csB6cJ8vLgGNhBdvvbtHblkHbMp6EBA6SQGMEbGr3yArLWBQgeqacXJ+/4KgnAUjBjLM4LZCJRoSKTu4wBnwg6FG2TNJSkElPGCiKwuEs1IQkdhDMmflQboUYC1h2+CC1fWqooYCRsRrN4RgdKUaGa0zkRRkEnSiSwYAw0QxoRRxIRFMxZwoGA824CBBO0DMW58tA81VhRKLK52USjZSCulDI3KPa5aQ51hI4SHuGdq8gHIiIk4DhkRinwMpyrFhpGrpss2W9J8PR6eboYD6DIbXoAoqZApE6RKLxzjM9m7IpTRFaknhB4iWtmRQtBUoqAimJPShA1nT5jjuPN6U5EGhZtvSSAuEFMpBQV4hAQKAIkwDZCBGJKnNNrJ9vAyawwGw3p50bVFOxc7rHlm1zREBdyvKzEUuEhTWDNVZGIcLDzjTnlp1zGATOOLbP9pjDMWsMPefx3pcB2s5jjWPHZAcAkzmcEkgBDaEQWiIjBV7iC48QAo9gOAyJxXzWyvz+6Ykura5BBgqhJN6VGSyusFBAQ2py70h7ZaA6gUTWAhCCMNQ0wmAhiF6IMqZjrJEwokIaWuMDj1aCpBYSNwKsAiEkrn8epKKioqKiouK3xOBQjaOP3W9hWynJyUu0MNp/zRiHH7zy3vsNJJzyyAP7dAcfuJyD7pNDMTJc5zEnHtCnO/74dSxfdm8rov3WjHLE4av7dCeddBD77HtvbsRRj9iXQw9b1ac76/FHMnyfSe8zfu8wxpfIX/j9xx5NEgUL2899wnF9LYcAnvfkExiYz2UQAl75nP62UwAvf/KjieZNA60k5z7tpCV1Lzj3DIJ5XRAoXnBuf1ssgFe/9iyCebNieKTOC198ap9Ga8WrXvO4hfZbq1cP88xnP7JPFychf/RnT1zIItl33ThPe/5j+nSrlw/xyueewi7v5tQTDuCskw/t0+23ZowX/+G9z+/3Tj2E007p/6w86vh1POmx97bfevbTjl/02dnFo49Zx3OeVLbfUlLw2hf+HmtX92d/PPW0I3nsiQcDEIWa8/7oCTSXMEJe+oQTOeGgMndgoBbxzped3afZq3jx698qFrFmzRouv/xyAL761a9yzDHHMDBQfo937ty58PffFlNTU5xzzjlLHjvnnHOYmpr6rZ5PRUVFRUVFxd7nIVdxsWfEfUrFxW5pFksviSnNi3J1+cB4uYodL/CRghhkqEEJ5vL5SoUkAgcrkghSj5ss0MaDgNw4Ag/LkpheZsDDzrRgUGtUqJhKM7COZc2I1SMNKBwUDpla6oliyhQ0Jh1ZTWJnDLOFZWgw5va0y+okQuSOANiU56wUESqQzLZy7GbP+PIEnZeZGyYEFQYEgcbljsFY4gsgEOhI4TsWpyWiZ2kIQSEU2zspK1WNUCmCROEFyMwgJORa4CJNGCpcz1LYApNbVCgxUxk9Vbbvsh6WraiTK5Beoedbbk1MpUgP5JbUW4pA4gSEmUcGiqJjkLIMTFeBQIYBQgi27OywerTO8uE6223GdGQZdwG582UVjBdMtTJG4gDpwecWN5XinSsDqUONjTTCeYJI43FlhyglISudDidANgPcfKWCTAK6nRzrHLVUYAMBgWQoCQgizUAjKsPOtcLOZuUkv1SImoeuhdwipaQeaqKRBiqQeAW1KCCwAumhlRVlTkQgEboMdx8OQyIp8dojQjnvwHnMVIaKytBwaz3eOGwkiAIFsaQ10aUeaKQQDNQjesJjAlG2OsssMpTkPUPbWZpa0+nkDCYRqnAgZGmEBOAdzLVKB2JwMMb5surDO0fPWHqzDi0V3oOMJb7riYXG1QRUxkVFRUVFRcXvlLe969l88fM/Zma6w+lnHM5Rj+gPv9Va8YG3PpsLL76eNCs467TDWb6EMRAGmg++63l8/dtlgPMTzjyC0ZH+6srBgYR/+acX8q2LywDnc84+mmSplf/NmA//y0v4wQ/WEwSK03/vsDKvbDdWLB/kox99KT/+8e00mjGnndo/oQ5w6NrlfPIfXsDVN21kxViTk4/ef0ndAWvG+O/3vJibbt3KyvEBDtl/6XDuEw9bw+ff8iJu2biDA1aN7TGc+4STD+KjX3wNd966jbUHLu/LmdjFKacdwic//Sq2bZtl7boxms1kSd3TnnECJz7yAKam2hxw4PIlXzuAP3jRyTz69EOYne6y/yEriPege/EzHsVTzjiSNDesHN9z8PpLX3gqT33SseSFZeWKPQebv/F1Z/PS55+MlILxXxK8/roXn8Ern3sKSkmCJd5XKA2hd77myXTTnDDQ6CVyVQDqcci/vuFZdNKcZL69asXDixe84AW85S1v4Stf+QrXXXcd733vexeO/fSnP+Xggw/+rZ7P0UcfzYYNGxaqPu7Lhg0bOPLI/nycioqKioqKiocXDznjIgiDX3LU3+dPeZ+/i/tUdO+qwlh8TyHu1cxZy7IwQjY03kNDqnJyPXdlm6pQgXf43GGNox1AKAU6lBTWUtOSorBMdTOSAUXdesZqMUJLOsaRUK6qlwJsKNk63WXleB3tBLFxOCkJBzVKC2q1gNlEkBSCsBmxsivRxtPtFAw2I5wVuB05OzsZA1FIM1C4SEAsiZuKKNdQlPkPFKXJIhoSn4uysgFoBhohoGUs9SRAShBo5roFWoN2Ais9QTNgZDDEdAyEkmI6Z3svY6AeMmI1fjbn1uk2Y7WEWqJJeoLIQxpLbO6II00UK4aiEGM96WSO0wJTWLwToCVy3nhoz/UohhLmipwDVw6xtZNRFJ5AaWzH0OpkNIZiiCQGiZeCtJ0RRwHGe6JQYbUgE452YejM5ixrRAxoie8abLdAJRqsJLOWQCtErAnjCF94WmlOIQTKAamjyHOkgCDUzKY5tYEymNxkhiKzCOeJQo0PBTumOywfSJid6KADRUOWQek2twzFChlpet5RtHOEg1oSIBOFy8sQbdnQ+NQiEwVeIOYfR2qFtx6nPGSWJA7K1liUlSRRINncSxlp1ql5VbbPsjAQl5+BoSRElMEXCA9egXXQKixWlNUWrZmURjNEBBLtJVZ68swQZYq5Xk7HFARKMtdJaSxPaOf97R4qKioqKioqfnskScgLX9K/sr9PF4c8+6kn3K+uXot4zjNOvF/dyEiD5z/30ferazRjnnTOMferGx9v8uQn379uzYph1qwYvv/xRhr83qP6g7Z3Z5/xIfYZH7pf3er9Rlm9X39FQd/jLhtgfNn9ryxftXqYVavv/3ms3m+M1fvdr4yRofr9i6AvjHtPLGVsLUUc/bJrs3upxUubLrtTf4C6vULV7mmv8uY3vxmtNT/60Y94xjOewZ/+6Z8uHLvxxhv5gz/4g9/q+bznPe/hec97Hvvtt9+iyosLL7yQd73rXXzmM5/5rZ5PRUVFRUVFxd7nIWdc7DkMeE+/PHcZEmKRxnsWrUZaqNbwnpHRGn6HpVtYZpRlIAgIjaNwjrrSYDy+Z/HWgxJI4WkFjkEd0OrlJL7s3zoyXOOeVsrKgYSRQIGHJFHlcxAe3/FoKVi1rI7Tgm15zsr9GnRuayPycnXcrDMMo+ji8Tj0fABzTUuywmIKiLWgIRU5jtBLOplhMJTgJM57oqNquOkCu62glzmKnmNASHxctn2qWclcO2MidAROM9NOGY5DGqECqZCJxAtwmcU4aDtLOpcxHoUss5pW5uhpQ1Ao9h2olUHSCCgctVBSSLCBJBISNaqZmU5Rc55cO2Z7GbVAoyirHuKGJm8bdKTYPtUhDBVJIhmQkpaxNFLP3dtn2XeoUbZ1QqAihfOCplZYPFlWEEswzqK0YrQWsDyMyl60vQKcRw/HZWVGNydCYJXAK8iMZ2Znm6gREipJLADrUVISDYSY1IKQ5M4hFUx0UwoHq+sxaAXWs2qgVhpdRhA5T1GUgZkTac54nFDkFmvLTI7SQJC4SOKMw1uPbxWYzOJTgwrKCph2YWhoBULQ7hVlULwvu0UZBUESEArBvrJGOzUUAwGyJSAXqEhjMQilkIiyTRW+DGIPJJEUhLWYQntsq0AkGtczWO/RQtGoa/LCkBtLIAXdtGCkHjGxs8vYwNIrCSsqKioqKioqKioesvyaGReV6dGPEII3vvGNSx772te+9ls+G3jVq15FmqY89alPpdlssnz5crZv306r1WJ0dJRXv/rVC1ohBNddd91v/RwrKioqKioqfj0ecsYFe6wa3lNzqPsaFruFcnu/uJTae7yHbregGWsm2hnRYNnmRxtPXpQTvqQOZ8tZY6UEQsHYQEJrR4oONIOxouc8NaU5dLRGp5szpx2BE7TaGeP1qAzgjspgPhErtmxtEStJcUuHxEFqLTZSrGrUiL2gZwrIBXFdM9HLiA0EQuC8Y6ZtWDaUELmyKqShFbZtEKGCmsQ5j14bo5eFpBs6SGNwWuKNR0Uh1DwN6wmdw3cNsdZ0c0McKCIBxlpEohBGIEJJM9KoyQybWrQvgxGJNFPtjBUjdUThSQvL1k6PtcubNJyicB4RSTbd0aIeKERNsXVnG+k8g06jtUQpBQjChkYbyXQnY/+kWZpJLqDjPd7BykYdJcoJ+B3TPRphQDsvGByOibVi8/ZZXD2mWQtpZYbCWVbWImx3vkVSUI7j06LMPxGC2VYGvRwLjA0lCOvJrGciK2goTUMKbGqQVjAQatqdDG1guQrpJZasV2CaoDKItCJrFwhRhslPtnsMRCFhMG9aBRJrLDWpwDhs4di+s81IFHLXllnWrRym4yz1WONzhzGWgXqEFAJrHdp4CmdQAehaQNE1yFihvMcZy0CoKSJFJ5EEOzxxAcIAtjQqTFBmguBE2UrLl599nXmiRoTLLCpUkBnQ0JpLiZfFCGdIOwZpoR4GqHrAbDv/9b7PFRUVFRUVFRUVFb+Ewtg9tqL6lfH8euZDZVw85BkdHWVsbHFbt1Wr+jN2KioqKioqKh6+PPSMiz3y6/76BOZDvHNnkSpkZT3GpY5QA7mnlntclpfhCAC6zNVInEDPWYYCjdcgnacmBaIeUDhPzwqGGxEez0BX0TOOiW7OmNb0tKeJZvVIjXBZSHZ3D29gR56zwmoSCc46YiVpZYZgeUKzZ1DaIwuPzR1RrJkyBqUkcTEfJp5ZBoZifKEoNkrUiEYoaI5HGCsxhWc2T1FCMKA1orDo3OGFZNtcm5XNBO0E3jtA4LsOVVOYdoHIBZEt222pSFN3YDLLUBKyY7rH8mZMgGBZEjEx0SNKAoQEU1h0rBGpY3OasmbNEHZHymw3Z1mzhtKKbq+AzFGzkhSByCxGCnSiUYWiZwwKMNYzNdFhxXhZ7j7ciAgChfJwyFgTKQXSwQCSNHeIIYV0osz46BmElKUJpQErGBmMmU5zRrxCtg3OOUItaBpPVBdY49Bak2YFWWaoS4kUHmPK6hMVKIa6EhXqMi/DOkRUZlksC8pzTHaFhGtJUg+gY8vqh9yxafssgytGOGC0icgsTaWYbKeMRuXzygtbGmUOPAKHR0iFyxxBpAmHQrZtbOFxjDqFnCwYOLxBIQRuSwFSYIxFAXOtnMFYl1VGvsx48cYhtcTlFhFIfGGZ6mSEwwHD9RivFJNzhqwoqDdjWsYwPJIQRQ+jfyIqKioqKir+D3DVj29jx44Wxx+/ltWrlm41ZJ3j65fdyMRMh1OPO4CD1y5bUpdmBV+/+Hq6vZzHnnooq1cuPd5cq8eFl9yA954nnXHkHtsSbdk+w5e/8TMAnnnOcaxYtnSOwq137eCi791IHAU876knMLiHLIhf3LWdi664iXoS8YInHk+z1h/qDHDJZb/g+z+8hfGxJi95wck0G0vrvnzRtVx7w0b2Wz3Ki57zmIVg7vvivefLX7qaG67fxNp1Y/zhC04mCPonzXu9nI9//FLuuGMHRx6xDy992WlL5nd0Oxkf//Al3H3nTh5xzBpe9Eeno3R/zsPUVJuP/ssl7NjZ4pRTDuaZz+oP7AZYf/s23v/v36PdTXnKYx/Bc5+ydPuvG27fwvs+fxmdXs4zzzia55x57JK67994Bx++6Ec473nFEx7F449dOofgwm9fxyc+fQUAL3/BKZzz+EcsqfvPL1zJF79xLXEU8IaXP5aTT+gPd3fO857PfI9v/3g9I4N1zn/ZEzhy//4A8Kww/MWnLuL7N9/BcC3hPS88h0ce2J/h8nDhC1/4Av/93//NNddcw+zsLIcccgh/8Rd/wfOe97wFjfeed77znXzkIx9hYmKCE088kX/6p3/imGOOWTTWzTffzGtf+1quvPJKhoaGePnLX87f//3fzy8E2/tjPVA+9alP8ZnPfIa7776bXq+36JgQgttvv/1Bj/mrctlll/3WHquioqKioqLid8P/N7OSZcZFmQExuKZGcVNGkATkHoSzSGOR1t9btKEkeF9OkEsBSpSxGh4wAmoKpzxdbxkdSQi1wHUsToKPFPv4CCEEiRbYwhMsj3Bti9OCeFlMMuUxhacZK2QgmMky6vUApgtqgcYbQyczdK1jvB4SOEfRLcOhg1ATaYXPHO3M0vIF+w5pVMfSyx1xpJDOUZea0HhyWeZ1iNQhtWB5LUJ7Qa9nKApDWA+IagGtdkEoQWcWX1hyKQi1pOk01nq2tFMaUcBsJ6MRB0Re0PFQdAqGhmNy6fHeMYmlriVzO1MGvGRUB7iuR9U8oZQY54iFZDbPaLYUo1qhlCOoae7aNsM+zQbWOJLBCKkELi9bd0kpwTu0cQghy1wI66iFCjuRISJFYT0i0UgtmWmlDOoAbcDnnloBKrd4IRBSIiJJPQ5w1pXB592CONSkOAorCC0I5xmIQ6xx9DJLTUnolSYSUkCs8LlAKYEzHlnTGGcpcktdUJplxnHIsmGiSGNyCwLahWWsmeBaZWurQEqEBK8EIgQfS0xuCUSZb+Fzy7Lh8iJdjUTkW7psvHwb05nhkLFBgsKhZWlIDNdCrLEIL7C6NIV8anHeI6VkameX0WbMssGEnZ2cJFZsnegxNJgQWEW9FlIUju5UcW+UTEVFRUVFRcVvnI987Ht84Ys/Acpsiw9e8IcceGB/8PRbPvwNvnPlLQB88qs/5l/Oew5HHLh4Ythax1+c/0Wuv3kTAJ//6k/51wteyKrlQ4t03V7OuX/zWTZumQLgqxdfx7+/+4UM7GY2TM90eNWbPsvUdAeAS354C//x/hcxNFBbpLt78xSv+tvP0kvLnKwrrrmdf//HFxAGiy87btu0kz9+1+fJcgPAj264k/948/P6zIHLr9jAP/zjhffe7/btfPA9z+97Tf7naz/lQ/9+6fzWrWyfmONv33BOn+5zn72Kf/vXy8qxL7+Fyck2f/4XT+rTffAD3+Y737kRgBtv2IQHXvGKM/p0733H17n80l+UuuvuQSrJi19+ep/uvDd/kfXrtwJww/X3UK9HnP2koxdp0qzgz9/+JWbmygnhf/6vy1i9fIhTH3ngIl27l/H6f/oKs50UgPd85lLWLBvmMUeuXaTbNDHDX3zi6+TGAvCm//om65aPcNCqxavUb7tzB+/78MULeYDv/fDFHHrwSg5YO75I96NrbuffPnfF/FaPv3vfhXzxo3/M8OBio+tLl13HFy4t2/LMdTP+7J+/yjff9wqUXPzD8r++fw2X3XQHAFOdHn/+ya/zg7ecu8fw8QeD+DVbRf0q973gggtYt24d73//+xkbG+Mb3/gGz3/+85mYmOC1r30tAO9617v4h3/4B97znvdw6KGHcsEFF/C4xz2OG2+8kRUrVgAwPT3N4x73OA4//HC++tWvcvvtt/Pnf/7nOOd429vetvB4e3OsB8I//uM/8qY3vYnDDz+co48+miiKHvyLtBf53ve+x+TkJM961rMA2LFjBy95yUu49tprefzjH8/HP/5x4nhpk7OioqKioqLi4cHD1Lh4YD9ml/zRKyWjRwwzddd2MJ6aUkx1eqjMMxBopFJ4IbCmbKfjQ0G3sNQiTbtnafcKVg4mOAHaCwbDAJ85XOHJCk9SCzAx2FlLPBaU7Ze2Z7Tu6pAEmlYrRyEYEwGiJpk1hlhIBkZiCCXpbE6UevCeXID00LUOnMdKQSwF7dwQSQke5oRlkIjWxi5JpMtzEb6cIO9acueZMAWBBRkIAgRdY4msI3SlkSC8YG46ZWees6ZZx+aOOefIehahBDjPWD1iWRyVj+E87dQglSAUILRk50zK+GDM6v2a+FDgUkcxa8inM4rcQm7RgcTnjgKIIsWQjnGhJJeeQAiUhdWjTaQVqEARNgNs1zLT7TEYBNjM4CwUuSPEI7xHhBovBbZTIK1nLs2ZyHJWDjVoDMaI3OFVaUAETuCKAkJdPi8D1lvkQAiBZFsvJc4tQ2MJRSvHGYeoB6jcIT0QaRyCPJAktRAvYcd0FxCMxCHtTs5gpEBLbOEh0iAcwkPkBVhPlltahaVnDQNaIWoBwnq8sTjrEZEiCCUOQDhkrJBe4IuyeqJlDfWdKVJJVjXqCN9DOAeirNTwkUYkCl1IsrkciyIIJDpQuNkcGcDYYLzwHRquhXRSQ2DKkPaRekyrm9NoRhQ9i3O//oVjRUVFRUVFxf1jjOVLX756YbvXy7nw6z/jDa9/4iJdN80XTAuAvLB8+4pf9BkX92yeWjAtAFrtlB9ceSvPffriYO7r129eMC0Atu6Y46c3bOTMkw5ZpLvuF5sXTAuAiak2N67fwim7Tapfee0dC6YFwB0bJ7hr0xQHr1tcFXL5dXcumBYA6+/ewaads6xdObJI95Nr7lx8HjduIk0L4nhxaPRPrl2s+/Fu27u4+id3/NLtXdxwwz2Ltm/cbXsXN12/m+66fl1R2AXT4t7xNvUZFzun2gumxS5uvWtHn3GxbXJuwbTYxS337OgzLu7YPrVgWgAY57ht60SfcbF5y/SCaQFlxcTmrdN9xsXGzdOLtrPcsGOy3Wdc3L1tsW5qrkurmzHUWGyGbZtpLdqe6aakhSEJH1gg+C/ld9Aq6sILL1zUuujMM89ky5YtXHDBBbz2ta8lTVPe9a538aY3vYnXvOY1ADzmMY9h7dq1fOhDH1owEj760Y/S6/X48pe/zMDAAGeddRZzc3Ocf/75/NVf/RUDAwN7dawHysc//nFe/epX88///M8P/sX5DfB3f/d3nHXWWQvbf/mXf8nll1/OWWedxRe/+EUOOuggzjvvvN/hGVZUVFRUVFT8ujyM1lML7jUsBL/KQpwy78AjI0lyZJOZnV2yTsFwENGMQ7wQEElQZRaGzx10HTa3ZJFAK8HIYISxjs3b27iexc8ZCCSua5m1Ba1ugQ41qqGQkcLlFqzHWU+hYGeaM9nKiIcCprEUuSsDoXsWegXazv/K9jDcCBheWUPnDpU7fFaOVXiPUYLtrmCsGWMLR24cxnrCHHzL0G0XEJdGQdzz1MOATjdnx2yXgeGEwYGIpBHRMpbZTk6oFAcMNYgCSeods+2MkSRkOAkZrYVEUtLUEuE9aVFWZnScZc46hmoho3FQhpp3DH6iwLctWoIKJFZJvPeYTsFkq1dWvhSeoTgkVZ4kUBjnKXJDvRmhE4UbULjClvkXwzVsTUKg8KFkTnjccEgnADdvrKiGBu8ZloqxgQRpPUIKRCwRkcIJSBNJtx4wg2XOWFysoBmyMy8wgUBrQVTTZaVMpAmSgNnCMJEXuHpAW8GMswSNALwvL5ojzUAckPYMcaiRxqOsp4sjd46JPMfFitxYXOEIA0Uj1KwdrKOkQAWybN3kQcy/TjYvPw9aSQrv6HVysk6BdZ66k5A5sqyAumI0CsCDagSoSCEt+FaBz0qjKA4EIrXYiR7eesxsiusanC3PR3tBU2uWhxHKeVzhCUJF3jEktYAVK5ZuFVFRUVFRUVGxd5FS9lUbBEu0OgoD3Ve90Kj1r3yu1aK+38uNer9uqX3NJfaNDvf/JliqpdTYcGPRtlKS4cFav263yW6tZN/ENsDKFUOLz2Ok3mdaAKzaTbd7ZcnCeCuHfun2LtatWzxpv27/pdtxrd1/N90B/bogUOyz72JDZt1u9wNYNtpkfGTx63fEwf0tllaNDTJ6n0oXIeDIdf26g1aOEd/nMxQoxaH79J/fYQevpF4LF7Yb9YhDD+of79gj9y2rjned71iTfZdoP/bIw9cs2j5kzbIl39szjzxw0Wf0MQev2Tumxe+I3fMWAI499lh27NgBwI9+9CPm5uZ49rOfvXC8Xq/zlKc8hW9+85sL+775zW/yhCc8YZGp8NznPpder8f3v//9vT7WA2Xbtm084xnPeFD3+U2yYcMGjjvuOACMMfzv//4v//iP/8iXv/xl3vrWt/LZz372d3yGFRUVFRUVFb8uD7OKi11LXxze32tkPLhy4jLM248HTGQ9BusROI8MRNkCqihX8oc1hc883nmkh5ltHWIviaRkZ5qxOoyga3HCs22uw7JGzHAhEAFk27oIqaARYFyZhxAogdSCA1cPoHKY2talUJ7lUiM0ZIkgmDFoL3DOM5MWJEaSO0FTSUQo2DnZoRZrJlsZa+sB+zTrSCVIQoWXgpmdKZ3cMRIE1J2AOYP3niZQpAWjOsAKT5A5ZrylpjTLh2v43GLxdApbVjFoybLRBp2ioIamXRgEEGiNzw2hUmTWMRxqtsx0cUMQxJqiW9DtGkTmyZ0jURJpYS5wjNZDtPGMDCpk6nG5Q8WS7kwPn8RMdFJWrR3CpxYvBb2dOTKUZci0kKTOoa0lkIqhWoh3MGctxngGpUJIiYw9TgoGI4GwElU4PFAUBZ12TlwPkZGkHsek1iBCSU95bCTZmaXsM9rAadi+tcNYHKKUYHAgZqqTEdRCinaPJNYI4xEOglChEkV3LqMRawIELjcoqWgGCi0kA1GAkZ5CQN7LaSYh9UCVQfHWg/E4oJ0brISGDpEObG5QRqDmA+VnW12KQLKsEVPUJVGmENbT9oYREWFTUxofwiNDhVAC3ysQXuC6tvyOaEAppNJ453C2DKGXkWZQK5yE3ENgPNoLWhMps9u6LN0xuaKioqKiomJvIqXgta8+i/d/8Fs451m5cojnPvtRfTqtJH/zisfz9o99m8JYDtt/Bc8/pz8HYdlYk3NffDof/a/v4z086vh1PPGMI/p0Rx68imedcxxfuOhaAJ782KM48ei1fbqjDl3Ni5/1aD75xasQQvDS55zE4UtMqj/25EO4+oa7+folNxBoxZ//8eP6JuMBzjnpcK7+xUa+eeUviALF37z4LIaWyMJ49u+fwJ137+QHV2xgbLTBm//yyUu+fq944Wls3THLz264hzWrh/nbN/S3fwJ45avOZOfEHNdfdw/r1o3zl3/d304K4M//4km89z3fKDMujtyHV76yv00UwF+d91Te946vlxkXx+7Hy85dWve2tz2T9773G+zc0eLkUw7iGb/f/55Foeb95z2TD33y+7Q6KU8+8ygedcy6Pl0tDvnQG/6AD37xB3TTnN8//WhOOLQ/G2LlyAAfeuXT+eg3r8I6x8sf/0jWLR/p0y0bH+CCtz2Hz3zxxyDgD5/5KJaNNft0h+y/nHe/6Rl85dvXkSQBL3v2SdSSsE932jEH8LY/Pptv/+QWRgdqvOoZJy/5mpxy6Fo+9LKnc8kNt7FssM7LzjhxSd2vxF6quLjtttv6Do2Pj7Ns2dJG1u786Ec/4vDDDwdg/fr1KKU46KCDFmkOO+wwPv/5zy9sr1+/njPPPHORZs2aNdRqNdavX89TnvKUvTrWA+X444/n9ttv7xvvd8Xc3BxDQ0MAXHPNNXQ6HZ761KcC8MhHPpLzzz//d3dy/4dY+64f/q5PoeLXoHr/KioqHu48zIyLefzCf/hVSi88gmQgJBwLsT3DDmMYH0zQ8y16pNYICViLLzx1NZ+FEEvcZMGyWoww4IzDDmhW6AQdCLyA2U5OTUt0Q5Fu6THXLhgUEmFh2442K+IEHwoksFwEKO/L9kcTKbgyz8AWHu0gt57ZbSlxLSQIJM0oQCnJirEaxGUwNA5814H18y2mIM9yOt5TCxUtYxiphVhn6WUOHyp8IEhTT0MLusKR1AM67ZQk0AjnkZStlZoqYGsvo5ZoVE1xx8YZhuKIoVpI4TxCSvZdO0RnNifPDfU4pNfO6XgHqSOsRQjrWR4GhPWAfC4nlAo5KLC5B2s4cPkgEsFII4Z2WWGhAkHuHIGWuKLMp8B4fARogUAw18tYuWoA27O4zOLaOUpKpoyhpkJCa8lcmenhMkcsFYEXSAvdLEc0NEpLjLdoAclAhJk1qEgxnIRY69k83WZ0oMZ4PYbcMj4Qs7OX0bKeVVGEMI7IQ9KMsalFeGh3chIfUI91+UnLPe1egaEM0BuSEi/Ltg5RI0AicO2CUEucFKhI4LoOpwQ6kojMgRAkWqONo9criGWIkAIVK5I0LE0bAd448KURIj2gFM7D5FzKaBIiPMhI4U3ZAkw4UIMBaW6JlWTAKuZ6ORJPIw7IsoJYPvjQvoqKioqKiopfjXOedDTHHbsfk1NtDth/GckSk8IATzj5MB5z9DrmOikrxwf6sgN28bxnPJInnnEEvaxg5bLBPS72ed3LzuT5TzsR5z3Lx/bcOublzz+FFz7z0QhBX9XHLoQQvOlVT+D1Lz2DQKslA62hNGre+sdn86YXPa7UqaWfg9aKN//lk3nzX+7xtICySuA9f/fMXy4CBgYS3v2e592vbni4ztvf8az71Y2ONXnHBfc/3r5rRvngP73wfnXr9h3jfW/+g/vVHbTvOB96w/3rTjxoX0486P4Drw89aAVvfdPT7lf3qGPX8ahj+82U3Xniow/jiY8+7H51px22jtMOu//xHiyCXzPjYv7Ppz/96X3H/v7v//4BTYpfcsklfPWrX+UTn/gEUOZNNBqNvlDs4eFhut0ueZ4ThiHT09MLE/K766anp/f6WA+UCy64gBe84AUcd9xxHH/88Q/qvr8Jli1bxq233sqpp57Kd7/7Xfbbbz/22WcfAFqtFkHw8K3eqaioqKioqCh5WBoXHhD3ybnw3vddiHm/9C/VUleGbusVMeZuz0gtwlrPTJYxPlbH5xbTtlA4vPXIUAJlPkThPcoKZto57aIg7iqGBmMKVeY6bOn2WDtQxzuP8Z6Bmsb0DLGSrIpjRG6Z7RREocYl4B2YzCLmV95vbqeMSk3Ng/OeVMDEbI+hRsDWuZRGqKhJxexcRtCMEd5jexYUZSB0pPEBJAJEXeG75cr6OAnQwpUB0AYGpUI5R9hQSC1opBqtFa5XkOUW7YBQMVCPCEIQGawZaeCsAw+NJKDQsH2iw6DUDNUjtnV6DDZq5F1DI1S0uwXNeohUgl7XlBfViUIGEr1CMdIU5Ne2kJHEW0luPcQCaTxTJiXoxoShwmSG7e2UfVY3wRkCIRkaTJCRoj2T0oxDkA5hPYM6oJMWRLWI2bSg0zHEkaRZSMKgTFevDcXsmOsSaMnwYIjJHb7tSJUjMYIwVOA8KwfraCGw1qGUQFhPMwjIAsf2osB1DatrNbwtqyJcbhlIIlACVzgy5xDe05SSXApEKPAShBaIQuCdx/YMXgqKwiIDDXkZ8J3NZsjUoZTEFhblQYcKHynSXkG9HmKmMgKxy7sTZQC9BO8cLe9JfGlgjDZDKDyyrpGhxucOlxm89RQzGT5QOO8QzjPUCCH35NYzXgvR/mHUTa6ioqKiouL/ACtXDu2xfdF9GWjEDDTuP3h2eKhOfzOffsZH+1fYL0W0RPuqpUjipU2XPl1UTS5WPHT5yle+woEHLs4YGR/vb/O1O3fddRfPf/7zedrTnsZLXvKShf1LmYe7rlvve2xPugei+VXGeiC89KUvZXJykkc+8pGsWLGC0dHRRceFEFx33XUPasxfhyc+8Yn8zd/8DTfddBP/+Z//yYtf/OKFY+vXr2ft2rW/tXOpqKioqKio+M3wMDIuyh9h5W8xcW/lr9+1/94fX/c1LZb88Tb/n4EVNeydLSKpMcqjkbieQWQOnxowHhFIclO2e5JzDpRkupfjYkEUBIwJjSscac+RhIqmU+hQMjeXIrUEJ2gXBp170sIypjUNoVBS4lKHqilQAh1qUu8IM5BekLdyfOEJI8VIPcIrzxoTw2yOlyFCS7qZoRZoWsbgETRqmunMEHlBsxHiA8nwYIzwMJ0VxB6UlCg8ndxCoIhSR7uTE1iPzy06UIQKnLM4HLHQmJrCG0/QhTtneyxv1Ag8dLsFNSGpRRocDA0n9DJL0TMMLquhModXgiKArnc04oAiEoSJpn5UHTNbkAEiUsTOY1KHbVsmswznLTvbPZY3a2itWDlSp3FAne7GLmHu8UKQT+U0ggABdJwj0gKdOgaR+MIzpjSjdcWW6R6ZkLQLy0g9Iigc480auXX0ZnKiQNHu5MwZi1SaMFCISCKcZ7qXIR00GxFYQRxKIqmYyjJGaiFFu0DPV+iIWAEC5z0EIDKPsGVbqViAlYKpboYOFLEUSC+woWLndIfBwRppXiA81EJBiCDPLVZZakpinEcrVbaWKhyTsz0GlCaIymwP69x8+y2FAMLCghF4VVaoiFAilEKEEptbnBLIefNPS4HPXbnlHUhBpCTa8LBKwamoqKioqKioqKjYmxx44IEccUR/i7VfxtTUFGeffTZr1qzhU5/61ML+4eFhWq0W1tpFlRIzMzPUarWFCoHh4WFmZmb6xp2dnV2ontibYz1QRkdHl8zx+F3xjne8g40bN/Kv//qvPPKRj+Rv//ZvF4595jOf4aSTTvodnl1FRUVFRUXF3uBhZFyUlRIPht3NjAXzQgg8nnBIc+vkLEfst4yoEeB6Bd6Btx7hy/s45ykk1L0HLaGmaAxrsKCMg5aFzFCTkiI1rFxeR+8TMypidtw0i3FQSE+sBSvjGKnKSWJvPB0c9cEIGwtm7+wysjxBTJRzx0GiEdajcFAYVBAyQ4oSmsALapRh4Zm3ECuSRJP3LCNxAIVnei6jO2NZPlbDS5CFRwpBu5XRTAKGgwDhPFiLcJ6dvZxWJ+OA5YMEWuElbE0zhrXk7ntaHLTvMEZaVo80sDhmOgUORy3U5LIM27ZzjiAQDCiNmc5pS5DDmsZoSKoVwki0gvigBCdh542tsr3TbEoUqTLbwTjGmjXGhmq0vcG1HEJK4kiy+bZpxn1E2i4QtmzVldQ0RWYJvKdVOGIliCLNVDtluBaBEDRqIYNKs7XbIzeWICirGIT0iFAxOdXFKkFDK7QQbJ1u06zHNJRiKIlAgNQSaxwqVBApBnKHaeeEWuIVtFsFuSyrd4yH2VbGaBLi8RAIZKDKVmLGECoIlKaQ0C0MjVpExxgipQgEuJ5FakmkBcQSZTzKOJwrM1eMgHotYudkm7GwTuglZj64XQlNzxhAoAOBMx4dKMgtUzvaNKIQIz3Tec6yKEZpiTPzQebe45xDKAlCICMJxu3dr3FFRUVFRUVFxf1QGItW8n5XhOeF2WPLqgerK3LD9ESb4bHGkqHoC7rCMjXdYXSkvsc2WABZVjA722N0tLEo0Hp3tkzPMd3pcdCKUUK958fdMjHLbCflwNVjBL/kce/eOkVWWA7cZwwpl379vPf89I7NGGs5Yf999jheYSw/+8UmAq045tDVe3w/ssJw7e2biQLFcQfss8dz29Fpc/nddzOcJJy5bv896vYKeynj4sHS7XZ58pOfTJ7nXHTRRdTr94bQH3rooVhrue222zjkkEMW9q9fv55DDz10kW79+vWLxr3nnnvodDoLur051gPlsssue1D63zRjY2N861vfWvLYpZdeShzff0VaRUVFRUVFxUObh5Fx8ev88uxHeBheXqM2GuIV+MKipcSmFiUEQkmy3BFIqCHxeZmxMNvNaS6LEZkr8xcUtKUrMxicg07G0D1ALKknAb2OZcVAiOoZeu2CnoMwEHTSAp8oBpuaya1taqHCDSp0HjAzmyKtZSjUtFqGWEJSWGhEFFYQSlBa0JrLcQ2NaCpS4dnWy1lFiHaOWqxQVqAKjxAwGARgPToRYBzWe7Z1UpbVIsJQsyrUZPUYHWu8EPS6FldT2KZita4TesFMZlHGU5OKpB5hrSvbNTlLOBwQtS1eS3CK2dxQH45o7hdT37/GYE2Cnw9GlzB3Tw+7o0ABoZLIAorCMNfNGYtVGQA+a8g19HAMtiUyczAEuhmgAonLwFqHF4IoDhgE0tDTSxSDUZ1ACERNMuZC3GTOPkN1hBR4CzvyHrUoIkgdgwMxs52cCImSkrE4ptMtmHAZo+N1ZAGtvCBUCtEyiMJj8BTzWSXCecJQ0ikM3gFKkGcGJzRSSZBgCktqLKO1iFoSIArHpm0tvPMsH67RVLI0HpRECIntGDyOiemMFc0EmWiKwgGeUCqCSDE2VCNPDYQaowT1JMA7T6Q1Xs+bVcrji7JSaGKmy8DKkCTURLEqk7gBvEcgEaEsczIsiFoZIF5UERcVFRUVFRW/U7ZMzvK2z17Clsk5Tj1yHa9/xqlLZlrcevcO3vsflzDbSnnSaYfzoqf1B3sDXHXbRt73jcvJjeUlpx3PM05YejX5t368ng988QcY6/ijcx7F8x577JK6T3/rGj550U8ItOJ1zzudsx55yJK6//j6T/jMt68hCjV/8Ydn8HvHHdinMcbydx/7JpdcvYFGEnH+K8/m1GP6J7g73Yw3vedrXHPjRsaGG7zjL5/KEQf1B4W32il/8/b/5bqbNrFsrMnb3/wMDjlgeZ9u4+07ePMr/pOd22YZWz7A2z72EtYe1K+7/c4d/NXffZGJyTbLxwd479ufxZp9Rvt0P7v2Lv7+779Mp5Oxbv9x3v3u5zEyUu/TfeaKn/Our12G856DV47xH698FoO1/snW/774Gj74pR/gPRy6Zhkf+/Nn0kiiPt0Fn76Uz33nZwA85qi1vO/1T+/LDvHe82f//XW+c0MZOn3culX82yv+oM80yXLDn77jC1x/yxYAznzUwbztdU/uMy96ecEf/dMXuGnjdgCefOJhvP2FT+w7t02zszzj859lstsF4LlHHsU7HndWn25vIfyvmXHxK9zXGMOznvUsbr31Vq644oq+AO+TTjqJgYEBvvCFLyxUB3S7XS688EJe8YpXLOjOPvts3vOe99BqtWg2yxZun//850mShNNPP32vj/V/kYGBPWf1VFRUVFRUVDx8eBg1gnnwIdxLrgryzLeXEuhIofaPSVOD8IIglIRDAUJ5cB4nygBqEUiE95BZEgRzm7rMTGRkbQO5QwUKFUkGltcYGozJc0dnKkeljkakkIDLHG1rqUVlxsPgYIIykG5oE884mpEmmDBMzKTszHPCoYgd7ZzBSNMuLLkD7QS1eghSIr2gORQz2ggZdJImklGtCWM53+5JEnooeqYM8LYOayzd3IAU5NbRqIU4Aambr2oYiNjU7oECLwUDtZCBoZjAQzqdUY80dlAzqxw+FKhIIhuK5roa4VF1mo8dofGIBsOHNtnv1DGWP2aYxuF1ZEOVK/oVCCVobewxe/UsoS9zHnrTOWm3INSKgUaEFhI8DA5EjDhFrQPdrsF0Ha4ow8xt7ukYy1w3Q0WCibke3kEjCWk4SW15hBzUSC0QWoIWtI3BuzKrYkWSEEtBJAUKgbcOLQTeeDSCMFCMNRK0E/hQMGWK0mBRgiy33DnTIgo1mXN4DxGCZUGICCDwsGq0jgsETkIXz93tHiaQDI7FhEiE9YzUQvYZqZMEZSBl2AwIxyLwYJylWxiGhmOKzJTVMbkjyxydrMBnlkBKesYy08mIgrLlGEKgA4n2AjwILZGRwoaC0ZE6xrryq5SXhpYP5tNiPDjnEUrgpYTcIYynm9pf61tbUVFRUVFR8evxZx+/kCt/cTd375jmU9+7lk9/79o+TWEsb3jXl7n+li3cvWWKj3zuh3z3ylv6dDtbHV7zX1/j5s07uG37JOd98WJ+fveWPt09O2b4u//4NjtnOky3erz3c5dx3W39umtv2cQHP/d9pls9dky3+fuPfZMtO2f7dD++6W7+5Us/ZKbdY/tUizd/5CJ2Trf7dF+69Hq++5MNeA+tbsbf/stFpHnRp/uPL17FNTduBGBius35H7hoydfu3z/9Q667aRMAOyZavO2CpXUffddF7NxWnvfE9jk+8o6vL6n7wL98l4nJ8ry375zjQx+/dEndu999EZ1OBsCdd+zkk/91eZ8mLQz/eGFpWgBs2DrBp374sz7dXCfln750+a7uuKzfuIMvXNafI3D7pokF0wLgyhvu4pKrN/Tpfn731gXTAuDaO7fwvZtu79N9/+pbF0wLgO/9eAM3376tT/ftazcsmBYAX7/6F9yyeWef7n9uunHBtAD43I03MNXr9ekezvzJn/wJ3/jGNzjvvPOYmpriqquuWrhlWUYcx7zxjW/kHe94Bx/+8Ie55JJLeNaznoVzjte+9rUL45x77rlEUcTv//7v893vfpePf/zjnH/++fzZn/3ZwoT83hzrwTI7O8vVV1/ND37wg75bRUVFRUVFRcXe5GFUcVEixK7civkw4j0EkO0ezn3f4zZ3CCmQWnDAscu5/dbNJJFGx5puaoilwEtBLQlwAnCeTmroZjnDgwl1L9g41WEojmjUQhLKUGmlJXY2R4oyC8Fnjq51BLlA1QPGahrrypZVQaRQAqTzKC0oegZtFSuSkDGtUd4zIYFAEihJ4SyDcdl6aNpYalFIL82pqwBnHTUrqGeerssZDAJ87tBC4oUvW15JgdGSvDDEgAoVW2c6rBxICJTAa4FoSJYPD2BnDVEgyXoeP1MQxIpMexQS7yx1HZB2DclAiBwJiI6oIZrl0nw/HkDPIQKBCCS+sOA8yLLaIp0sMDf1kN2yLZG1jqimUKKsdkiUQs6/dUmi6fUsVniiWKEFpJ0Ci6eehEy2euy7agCVKMK2whQWmSmkLA0ItMTPGVCCjnO0jaOhPN6Wrbqs8KgkAAHLDxzETebkmWXLTIdVcYzEl1UHxrO8kSCMByEIHBxQqxPljiQKEdbhHThfZnRoB0jBlDVY4xgYiVk+3kA7EIWnKy3hgKbeAilK40ALAQ7ylkHGCtmTKOdQc4ZuVjAwHIPwxJGipiUYi2iEjKiYu2fbNJoC2XboUONd2frJijK/QmiBFoK6iMqg+QwwDhGVmRllMZNHeIGRgol2yvBQTLtXMPBLWhZUVFRUVFRU/GZxzrNht0ngWzb1TwpPznSYnOks2nfr3Tt43GMWVz9snJimdx8jwPtywvyY/VYt0m2emMXaxe0iN+6Y5ugDF+s2bptetG2sY+vEHKvGBxftv3vr1KLt3Fi2Tc0xPtxYtH/HVGvRdi8raHcz4nBxgPeOycW6nVP9JgiUZsUi3W7bu5ib6S7ant3ttVzQtRZPtM/OdZfWze2mm+2foM+NwbrF1yu9JUyarDAL5sYu0tz06XpZ/32X2rf7NRKUn7N+Xd8urOtvIbr7uZXj9ev0blVCC79/f1P8DlpFXXzxxQC87nWv6zt25513snbtWt74xjfinOOd73wnk5OTnHDCCXznO99h+fJ7K3yGh4e55JJLeM1rXsNTnvIUhoaGeMMb3sD555+/aMy9OdYDwRjDueeeyyc/+UmsXXpx0572V1RUVFRUVFT8KjwEKy7Kdji/DCHuNSKEKMOHF36czt/EvLFx31uWGbZvmcUaj5vv3R/EAc4YTMdgpjLinsNl5ap0bxzkFt8z1JGMhTGdlsFnjrVDdeqBwhjHZFrQyh1CC1RNEWgJtrx4GwgUMisnywvjKaxHqjKYO0BgrEcagbaeudmMomOIDYjU0dAKgWC4EeHnn5O0gkYcMGcNKlSYjiXrWkzuiJEElFkMFtjZzhBKYoxDI4g8BPML7rWENUN1IiFpZ5ZCgEw9dC3BfjWiUIG1FLkjCFWZARJLklCjI4WMFMgy9FkmZSC0EAIpBbJWhkCX5pACAUXHMn1Hl861bcjKdlFSCorUMdfK0A1NZh07eymFdXS7BaZtyoqBYD5U2jis9VjjyVo54zrEdgy9yQwRSNRQSKubY4wjmy7IZ4r5nBKHSxQrh+uIojQZEIKp6S5daxGFw23N8D2LQrB8bABZD/DWY3PL5rkuufe4UFLUJVMDHoryfmVlDqTWgQdpQNgy6Hq0ETG4qkZ9OMJoTxYKul3LxM4uO7d0yLzHRRIrRRnsLSU61nR6OSSa+mgNmSgGRxKkkoTjNeLxpHyNA4kc1KhIM1iLaG3rLfRPFnL+PVYSlIRYISNB0ggJvShbQ4UKJGV4OMy38RIoB6P1EJdZhush6jd4PVlRUVFRUVHxy5FScOR+KxbtO2ptf0uksaE6K8YWr54+8sB+3brxEQbu02JIScER+/S3RDpk33GGGsnCdhxqjj5gVZ/umINWl1Wf84wM1Dhw3/7w3mMPWZyjMD5UZ92q/hZLpx57AOo+uQxHHrCS0cH+FkunPXJxm6lTTzygTwNw6qMP2m27vz0VwOOetrgN1llPO25J3RMee+Si7Sc+7qgldY9/wr37pRScddaRfZqBJOapxx+2sN2IQ55xYn/brvGhBmedcPC996tFnPPow/p0h+63jKMPXr2wvXJ0YMl2XEfvt5KTD95vYfvw1cs444j+1++0Ew7koP3GF7Yfc8w6jjyw/zPw+GMO4oCV976XZzziAA7dZ1mf7oVHH8MBwyML269/zEkM/CYzCPxeuD1I7rrrLrz3S97Wrl0LlNdLb37zm9m0aRO9Xo/LL7+cY4/tb8N2+OGH873vfY9er8fWrVv5h3/4h0Uh3Ht7rAfC+9//fi688EI+8YlP4L3nQx/6EB/72Mc44YQTOOigg/jmN7/5oMesqKioqKioqPhlCL/UspvfIRMTU7/kqKOckhULjaN+6dkvmnT1bL1rik+/42IGBgWnPftUDj1+FS5zXPuJ21mjIpJaiHBQOI8EpBdYUyCKciwzfwYt5xbyBLCOzDq8lgwkAaGWbG+nDCUhQc9igCI1zHhLoCUCz1gS0TMQ4smsJVRlZkFqLCJ3ZJlFhJrUO+rzbYichF5uqccBUklmc0NzIEIaVwZAA3O5IdSSutLYIY3JLUFWHs0Lh/SerXnGchGgvUBKcMYjI4msafCePBDs3NlheSOhlxm8ECRDAX5lSJIoRNvjZiymsBTC0zy8QbAuRsjyNdr1dixUuDiPd7BzQ4twi8VPFdi8NESEFzjvmOqkDNYiVCDxgaTTzRlsRAShZKZTYFOL8J62MYQGIqXZOtVmv30G0VKA8ehIIbRktpMxOpTgOhahQScaWVNMTHUxLcOKWgxCYHOD9468rmiuqdO6o8NsO2V5HCOkoFeUId5zacHAUIRTgsw4aoGkaErcnT1CARNpea6RkDhn8U5AbhFaopohndwQD8dI45ieTomRREqirKOXGUSiIZRoD4GUyFBhNOWf1nLPxhlGR+s0CkFbONqFZVBIAinoSE+nlbGqUSPPLXFNgxNIJQCHsx6hJX5QMzmV4loFw2FAEJZGkEsNQpWvH0qWraYCgcstIijfUJsWHPCXS1+UV1RUVFRUVCzNTTfdxJFHHsmNN97IEUcsnSHxQNk52+Y9X7iMrVMtTjlyHa84+1FLtkPduHWKD37yMmbbZcbF7591zJLjXb9xKx/41hVkxvCS047nrCMPWlJ32+YJ/v2iH2Os4w/POo5jDly9pO5nt2zicxdfS6AVL3vqo9l/db8hAXD1zRv5n0t+ThRq/vhpj2G/FcN71H3nqlsYaia86JwTadT6sxwALr1qA1f97E5WLRvkeU89YY/h25dcvp6f/vwuVq8c5rlPP2GPgdpXfPcmbrlhEwcfsZpTHt9vNCw87uXrufX2HRx+yEpOeczSr533nm9963o2b57mhBPWccwx+y2pc87z7es3MNXpcuqh61gzOrSkzjrHd366gZl2j9MesT+rxgaX1GW54dtXrScvDI898WCGB2pL6ox1XL7+Tox1nHLoWpLdKlp2kWYFV/78TrRWnHTsuiWzVQC6Wc4VN99FFGpOOWzdHkPBu0XB9du2MZwkHDLWb3DtDXZ999a98q+Ilq24/zvsgWzHNu782Lv3ynf4/wqPeMQjePnLX86rX/1qgiDgpz/9KccdV5p8T3jCEzjuuON45zvf+Ts+y4cPe/P/E78Ka9/1w9/6YwLc9cZTHrD2gZ7jAx3zd/WcHwj72618qfWPC9t/0Pxr7lD9CxD+r/FgPg8VFRX/f/LQ7gNTdoS6D+I+lsXCrkUrYubjn0vt/P39/GCxUhxx9H784qo7uOGyuznomJVIKWguS9CdcsJWBQofCeh6PA5f+IVHnmtn1Oshw0mAFTCVFkykOcvrEZGAnvcEUjAYhwReIKRgupsTGc/yUNOyjkAp0szRtZYwCUkiTbsocygipUgTifVQTySJVyjjERJmOjmxKttbOTxxqCC1qESCluSpJdCKOJA472lNZwSibF8lEcxhELlnVZJgOgYZl/sRDqTAC8hyRxgFhIHCSpCBJPUe1ZCMjkboVRG2a7ATBdIAziHHNQvXzh7ErgsVDziwqaM9kVGf9JgZU2ZUKIHUEptZhICxwZjZToHMPUkUkmgFDorUMtHqMagCwkBATdKeLsPKlw0kCFFmb+hQIbVkcq5LIiXFTI7UEhVovHG4nqBZDymkYsZYRlbUyHdYlFFEUlLszBCxZNhF5KkhrAUkkcZqKCzoWGNcuVqq17WEc4bCemaFY66wjGqFLMqAa4eHqKye8NaTNAMoLF08k0XBvnE83+4MYq0QKO6Z6tCYz/coMkfRtahQ03OGwTgicQI///ntesucMQx7jco8Ughm82I+m0PTLXIGVICwHhkrvPP4WcNIoNmZ97hx8wwDAzHLh2vUowA5EODaBuFEmXEhBSiJd2UrLZKH9j8RFRUVFRUV/9cZH2zw7pc/+X51a1aO8L6//v371T1izUo+8Ypn3q/uwNVjvPMV59yv7thD9uHYQ/a5X92Jh6/hxMPX7DXdGY8+mDMeffD96h576qE89tRD71d38uOO4OTH3f/k4RmnHsoZ9zOeEIKzzz76fseSUnD2MUuHmd8XJSVPfOT9P4co1Dz1tD2bLrvQSi5ZZbE7cRRwxqPu/zWuRSFnHfsAdEHAo/fd9351FQ9N7rjjDo4++mjkvIGVpunCsXPPPZfXve51lXFRUVFRUVFRsVd5CM5KLqzZ574VFv3Hl77Xfe+9u3JodZPTn3ss9WajXBkvPA6BihW9nqUuBLZnkApwEmMtUikybxCBoNGMyj5VzqMVjDRCpIDRUFN46GUWX9MEiUK0DZlxDCUB2oNwngHjsR5EIBitlSHMXeHoWEM9VuAE3VaGryvUsoggA9e1COEZ8gHSzbdjCiRWOFThKXJHNzOEOQRC0AYGByNMt0e354iNpBYoltVjOqIgEILcO3Ktidx8rkJWMNtN8VqxLFYMNWLy1DArHENxQGMwJL+zh50uCA+vIQ8sqxZC7+cDoXd5TPe+Tx6P6zqmbmlhZyy1FFQo6YnSyKiFiiK3aAlKK5JAkOWeMJJY6zGFAQSrBmvsnOmSNGo0Op6OKvsghTWNNfOmCx5TWIaiACEEPe+wAsJeAdITeU8oRdmiINT0JjNcKJHCI4cCZObpZjlNLenmhiDWEApmehmBlnTmUryUNJXEeJhOc3LvWT1UQwqBFwLvHLlz9LynPh/IPucMc1MFq2s1ClswFodkZZ8qoqaiM5VSF4LVtQQCgXUeYx09bzEzBStG6+Adwjg6eIzzhAV0e4adgUNljrHxOpum2jSkotPKCSOFo+xB253OGWrG9PKCWqAZG6nRso6oHmDHQmane4wNJmXfsLbFG1tmgwhPeEi9bK9269K9mysqKioqKioqKioe0jyk+go8/KnX6+R5jhCCkZER7r77bk466SQAkiRhcnLyd3yGFRUVFRUVFf/XeAhmXCwKqligzLXoV973z8XHygnYRQhBMhLz6OccztFPORCp5EIewE2bJjHzPUillFjpSJ1HRBKtNRoBscKGZeixsyCMZ6gWAoLMWgIJomuhZzFCkDmHtGWLqbtnOyAkXsJUbrDe43T5nEbiEKEVndAzNBgzNhCTb82YnkrJpMdHkjQqxyufnEcLUHWNtWUGhRQeJaAWKbyxJFHA6HCNIFYEUuJTS00rvHPEkWK2k2IUeC3o4RmWivF6RNdYNk61ibRkZS3CecvOO2YRxmN3FBR3pcze1SOfKcoJ7/J0yrdqV7GF9/OvP8iOpTuVMtfKyHNLr10QKYl1nlyWVQHOe7zxRAhsanGZRXqwOKJIss+6IXzhkM4zmISkOHrGkgWeYChANBUOT+osJhJkIYSBRAvQ1uNTi3NQWE/qHcJDrzA4C8wU+NwyGgeonqXuPfNi6kIhBSRC0lAKUThUbhmpRwzXIoQS1AKF1gKZKGRNM+sLOt7Tw6ILR+wlhbHEUhEFkgJPnhrMTE4t0Hjvsc7hnSccCmjEmrEgphFqfG4QzuO1RMWKoVpAuyiojcQMBZrRWgiZQRQWISW5tIQ1TaY9TkiCSOGNI5QSpEdpxQFjA6warFEzMDBUY+f6aXxdwPIAFPhQ4mOJmcjI7+ygag/BfyIqKioqKioqKioqfgnC//q3isUceuih3HnnnQCcdNJJXHDBBWzatIkdO3bw7ne/m0MOuf/qoYqKioqKioqKB8NDsOJiF/f+WiwNi/5fj2XLnV21FYv7Su26z64ewGUWRvn3IFQMjsz3t5XQLnIOWTOCapV6ESm0lEQYEKADgQw1YSDxucPmlqluzmgSIaSgcJbUWMaTkHZh6BlLXZRZCMJKdGpZ2UxQocQbjygMPeFxuWWwGSOlRwwEhD3B7ERGzTkSLbHWUHiHantmJnoMDkb4WDLZTqFwjA7XCEcjonUx6c9nIAeRWcgEdSHIIwuBQFqY7RUUkWRsbR29LWM8V1jvKZynGQXQM9hOUYY4CwGFw+eOuhAkVmDSlFRL1C2GzRMdZCwZP3aYscMb93Et/PwL78GV1SK1WOOiAI0krCvi1DCHoaYUSV0zN9VlaDgBB6ZXkLVzolqA9BBqSTAQkDlHMKiBssIkHIvQbUunkyOGNLOZYdlIgpvLUc5jC0uv54gQKAkOT4ey0iDIPcZCox7iOwUmLetElCwvUGQYIKXAOuh5RyQErmdBOIQUCAei8OAteAU1xfRsjzDRaK1YPdLAe/DOUbQLRqWimxXkUtDt5iAErdSwcjjBWo+KBNvbOcMyJJ1NCYUiBNLUkAiBjRS58jSbIe1WRhIEMJmhI8W2Vlm5MhLGtGuCQRUy285Ic8OyZkysFXhQBlzPoRIBGqTzaC3wPYfrGW6/fBP1ZsJcVjAhLOtWDjEiInQKZjbfe1/pioqKioqKir3G9sk5pmd7rNtnlCjc80/6rRNzzLR6HLDP6B5zIACuvX0Tvdxw/AH7EO9hPGMd19y6CYATDt5nj5kHhbFcu2ETUkqOP3ifPWYeTLd7/PDmO6nHIb935AF71E3Odbji5rsYrMWcdtT+S2Z8AGyanuXHd21i1WCTx+y/53ZTP//FJq5fv5n99x3jlBP23DLpmhs3ctOGrRy0dpzHHLf/HnVX/HADd989wVGP2Jejjlq6FZJznv+99Ho2bpvmxMPXcMqxS4+XG8Onf/BzJuY6nHnUARx/wNJtuFppxiev/BndPOdpxxzOwcuXzozYNtPi3777E3pZwbNPfgRHr+0P2Aa4dfsE/3XFtQC89JTjOWDZ0lklt2zeyacu/xlKCF565gnsN750Vsk3b9/AZ266nmYY8VePPoW1Q0vrvvjD6/nOz25lfLDOG55+KqMD/WHsFQ8NnvOc57BhwwYA3vKWt3Daaaex335lfksQBHz5y1/+XZ5excOEh3LORMVvnwfzeajyMCoq/v/kIWdciPlJ8F2Z4YuuS5ZY+SKEX+LALjPjvkbGffftMjM8Ugp0U7JpQ4sjlg+itMIOl2HZYkfZBskWjsI7MmBwJMDPCIaVZHIupRZo4kgyOBAihCBSijBUSONJCg/OM4OjpgRGS6ZaKTqUhFrihKCdG7rWUFeeVrdgeP8EcVfK9laPkSRiajplznqWDSeQSGyrQHYNqRQ4D1PbO4zFZZGA8EBqAImoKUIlkQ66xpI0gtIMcY4gUChjMEDHO0bjAJtbcueQhUCbsgIAU1ZNdK0hCjS33T3BijhmUAg2bu8wsk8NmDcunMflpWFhu4Zi1pSh5g2NaBhs5kh7tqx4sBAlipnpXhmUbT0+EtgeTM92GdcN4kbAxFyXwVDSxRALhcsdM8oSz3oGg4ChgRifO4bCkO7OlCDSgCDxCiHBS09hQTlPkVnytKAeBhTdgtjHKOeRgcD3LA6HcpRh1kKiYslQGODaZbspL6DAYaVnbq7HSDPGK0GWOYJY07WWkUAjPXTSAlJLIGVZuRFpasLTMx4bweBAzJ0zXZIoYCiOGFrXYHpzhyEX0Eg0hS0Nk05aEFiPTjS9dkHWswzFmtyDDiR2poeIIjLhGUpiOp2MONBEgKppfOEwgGwotNU4Yxe+A955CCQj4w1GlzUpUstkq4dPPDOxwUeShla0OgV7vkyvqKioqKio+F3wlUuu572f+C7WedatHuVf/u7ZDC0RxPw/F/+M93/6Mpz3HLRmnI+86Vk063Gf7rxPfZuv/eRmAA7bZxmfeN2zqUWLA5uNdbz2n/+XH6/fCMBJR6zlg69+Wp95URjLn7z/S1y7YTMApx+9P+/9k6f2mRITcx3+8H2fZdt0C4AnHHcw735Jf6bG9ukWL3z3Z9k52wHgKY8+nLe+6Al9uvXbdvKC//wf2lm56OJPTnsUf3rGSX26S350C3//ga/PL2qCc59/Ci98xqP6dN/6/k287UPfXNC97qVn8Oxzju/TffpTP+IT//59oMysOO/vns5pp/fnUbzvU9/ji9+9DoDPffta3nru2TzhpMP6dH/+nxfx/ZvuAOAzl/+Mf33VMznhwMXmRWEtL/3PL3LTlh3leFdfzxde+Xz2Hx9ZpOvlBS/70BfYNDkLwMXXbeCzb3g+B65cbHLsbLV50b99gdlemVnwvfW389XXvojx5mITYev0HC/98BdopRkAl918B1/5qxcxVE8W6X6yZROv/vbXcfMv3nXbt3LJH76UWC/+TH3zp+t52+cuWdi+Y+skn/nrP+x7TX4llrpEfLD3r1jEn/zJnyz8/dhjj+Xmm2/mK1/5CkIIzjrrrKrioqKioqKiomKv85DrA+O9uE91xH1Nht2Eu4V2L77fvff3nvnbbgN4X0Z9C8GaR4wxl6bkuaPnHJ2JHDNtkbGGUOGGArraEzc0hfUUGpQURLo0IGQBykrmCkOgJPFARDgSQRiglyfIULHDGqSSLBupMVKLiIRk+2yPVl4QCkmvZyF1qI5j50QHjWC6kxGFmvEkZKaVUkzkFJljMAhRmcOklvHRGn5rgSuglRq8EqTOMtkrAImcz8HwQiByh91e4AtP5jyz3pVh36FEDoTEwxHewlA9QfkyQdp1C2y7wHcLjhwdZEAp8k7GuNbEmwp617aZvqlNb3OG2ZqT39KjuCNn8q4uc/f0uGfDLKlzyFBBKImjgJEgoNUpULFauCgQTmByx7bJCVQscNZTjwJE4YkLRTQakSyLGayFNIdjVKgwgWSnLcgzQ144isJS9Ayz7ZQst7jUM9fO0PWA2EvCAkzPlsHq0z2cFHgHMlRYJzBa4QKF1+AlZBq6AmSkUKHGek/PWkYbEZEQ+NRRE4rB8RrLgojAemQiiQNFKBVaiPlSjtJYUkBTh9SkZPVgndFahBGeaM6xshZhM1cGlltPIwmQkSasB2yeaBMIybKhhO3tFBGXBpQONKpwJEKRtXKGgxDhy8/0VC8nVWVYujMeJ0CEEuEAD94K8tTScxYQhKHiyCNX8Jij9uGg5QOMDCYkB9TwK8K99dWuqKioqKio2AsUxvK+/7gE68ofUXdunuSz37imT9fLCj7wmcsWJo9v3biTz3/nZ326W7dMLJgWAL/YtINvXbO+T3fVzXcvmBYAP7rpLn6y/p4+3eXX37FgWgB8/7o7+Pltm/t0F139iwXTAuDb127gnp0zfbqvXXXzgmkBcOFVN7Njpt2n+/RPfr5gWgD86xU/XXju9+Wr37l+0XXFV75zfZ8G4CsXX7dYd/F1S+ou/Nq1C393znPR13++pO7iK29ZvH3VLX2abpYvmBYA1nkuvm5Dn+6uyekF0wKgmxdcessdfbo7tk0umBYAWWH58a3979nPN25dMC0AZrop192ztU93zR2bF0wLgMlWl5vu2d6nu3rL5kWv/eZ2i3vm5vp0P52v3tnFzffsoJcVfbpfCb8XbhULpGnK3/zN33DNNff+W7Pvvvvy2te+lte85jWVaVFRUVFRUVHxG+EhZ1zsMhyEkAgh77Mt7g26WMhS2NUqqjy+p7Lx/vFZNE5jLGH5qhoC6GQFgRdI7/DzlQeqJnESQi8RgcQGgi6eWClUUeYztFoZ092clrHctb3FtnYK45r4EU3GVjfZb1kT5z3OlJUNWyc77DtYZ0UQ0tSKUSRjKNKNPZo6oObKlkIq9yglGYkCokAwkxbY3DIaBQTW41sGEUjQgnqosNbTzi2N+TwLJGAdeasoJ+kLT7ud4S0oVwY9T7VzcjwmL/VZp8ClBtc15QWbKysXerkhzS3j9ZhltQg7l1Pc0kHdXeA3pBQbetidObNTXRq5QGVlZURcCHLtGViX0BgKyKWnXkBsJApB1i0oehYhYbgWEyQReWbZsm0WKzxxoJjb2UMPRcROIjulaSOdJ4gV8bo6zTUJd3ZabJrrgBDUlsc46xhqROSpQQaScDiigyUMNQONAJNZ0lZOx1hcXeEFWOtgMKTrPMGcoxFphFbkhSUINKPNBKVlWbGgBUpJbNuQWgcGZA6tbk7uHc6DLxzeeKbaGbVY04g0gVYEWjKT5tRRhEKihUJRdqBqdQskgkYYEDjByuEaNjM4JahrTZ45trUyVjVjAlXef3KyzeR0j9B5aqFGWIhXx3jhkd6jhjRF25YGn/F445DWE4Uab115fWZBzBrUpKXYkrJ9Y4uaf8gVZVVUVFRUVPx/jTEOY92ifekSk715YRbMjV+m61vcA9gl9i1lAvw6+7TqvwwJtHpAugeyT0vBUlcG9ST8pdsPVlerRYu369GSupHdKmKGB5I+TRRo6tHixxlp9FfSDCUJarcKltF6/3jjg42+12XV8ECfbuVQc9G2ELBqqF+3emTxPikEK3a7L8CBI4srP5phyPJ6o0+3/4rFupXDTZLdKn1+ZX7dfIvKuFhEHMe8//3vp9Pp3L+4oqKioqKiomIv8RA1LuYDnu9z69fsut332IP/lekBoQQMKIQUjMQR0fIQsTyCQCBCiZs2xIXE5Y72TEbaLQgAPRiABKklw7WQFc2YJNQ0Q8XcbIfcFhStgmBVhAwEGoFznm47Z7Qe0XMWJzxd49jczpBSkKVFGbYtJfuPNGlEAb3UMDHbw0mJFDCDwwoQWpAVlqnZMmh7eytFCMH4YExhPb1egTAwWIto1gKkK1fex7WAMBYMBppGTRMJwc7tHYLM0SssU1ikFohAIUNJczAmqQWoJEDVAggUUgqEB59amMqwUzl2tsD1HEEumJ7LyaYy0pmc3lRGPRX02gU7tnfK3BAtEc5THwxprq6RO0tQ0+xo9zDGEQSStevGGFhRY7LIGDlwgHQ2IxwKCEYUwjswngGvmLyjRT5nGanFjNdi2r0cl1nCgRAZKyZsxkyaM9vOyb2nYyw977CRYKIomM0LLAIiReEh35ERzAepewfWWBDQ6RZkElLpmcOxrZOSWVuGf4eCudzQbudEQpHECiUoX7NIMdaMqWmN8OXqOWMtY4MxSRzQSQvSwhJqiRaeAOg6h8cjjCPygkwLiumCEElNKsaHEmSisZFkU6vDyoEGznnQEmk8A4Eiu6sHWpD1LHfePIXD0/OGGVfgnUc4sK2CuaJgZrZL3ivKr5QWNAcjBjqSYmovrXqrqKioqKio2CskccDTzjxqYbsWBzzl947q0w02Es4++d5WRI1axJNPPbJPd9CqMc465qCF7f2Xj/DE4/pXTz/6sDUcc8C9+QjHHbSaRx7an+dwylH7c8Ta5QvbjzpsDcccuLpP9/RHH8khq8cXtl985vGsGO6fBH/mKUdxwMp78xZefvajGGn2T+b/0cknsGKgnByXQvDXjz99yUVN5/7hqSwbLXWNWsSf/dFj+zQAr37R6YwOla2SBhoxr3vZmUvqXvu6x1OfNyuWLRvgj15++pK6v/3jxzPcLM2Fg9aM86pn9vfqVlLyzhc8caFN14kH7suLfq+/PdV4s87fPfmxBPOmxNlHHsxTju5vO7VssMHbn/9EmklEqBUvOeN4zjiqP9PjyNUr+OuzTycJNEmgeePZp3P4qmV9umPXreZ155xMHGhqUcDf/P4ZHLCiPwvjCfsfxJ8/6mRWNhocNDzKx5/0dAaifkPnuacfw3NPO4bxgTqH77uMD577tD5NxUOHww47bCGcu6KioqKioqLit4HwSy2z+h0yMTH1S47eN4R79wuR+z6NpdZXuXvvdx9pGfANN3/7HoJbcpYNJsiRADKPVBLnSgNgx3SPFWN1jIDQAdbTzgyucAwkAcF8C5653DLQCDGxpVP0CIYTolqN3uaUASXpTabM5GWYdBEJkKCEwCmIuuA6BT1jkUISK8msM4ShRluHyB0FkHtohBphPZumO4yOJNQjzY52RqwliVJkhSOMJFFNgypX2c91c9CSppd4KegIx1y3YEUt4p6JFoPDNWItaWeGURTCOISUeA3TmaGmJQECWXicc+TeE44n6LralcdNZyZnupsy1oxRTtDr5QwMJohdlRXGEccKH0hMakkLixeebmEQnYxf3LGZk44/vHxdIoke1shI4ZqSiXu6NAKFmS3Iu4bZzDAyFKNqElGAlOUqRKEFecvijCdSUOQepwXCAs5h8AyMxrjCIUOJmTFlBYKQFMYSJxqsLytZ8AReIrxHaUkRAIVHJRrvPJ0sZ0BpGAq4e2uLNYN18tkMITxBmekNgQApMJFky2yPkSAkDhQTacZYPUYLj3cwNdNjJA7/H3vvHS/JVZ75f0+o1OnmyRqNEhoFFAgimySiwWQM2AbWCS9G67XNAjYLBoNBBgxrfsY4YGwvOcPKRCGiyCgAo5xG0uS5sVOlE35/1MydudN3JIFkM4L6fj49c6v66dPV1d33dp/nvO8DSjKfF3TCgFAJXKxQ6yLy21P2dge04hAfSMpejhECqzybWk2cFrhQMJSO22+c56SZMcJ2wPW3LzBMDSetGaMtBWlmaCmFV5LMOxpKQm6hHdA3jnZYhY770tPNcs7+07N/qvdwTU1NTU3NLztXXXUVZ555Jtu2beOMM864x8f33vPV79/A7EKfh5x9AsetXz342DnPJd+/noXukIedcwIb14wfVffta7eT5iUPPW0LzXj16oKiNHzrqu0IBA87c8uqFRIAeWn41k+2o5XgoWeesGqFxEHdtlv30IxDtm4anSg/SFqUXLV9D51GzH02zRxV180yrt69j7WdNidMrX5OoKo82bV3iTVTbVpHqZAASLOC3fuWWDvdodk4uq7fz5jd32Pd+nHi+OgVA8Y6eoOM8XZyh5XipbEM8mIkO2LkcZSG3BjGktHckiPx3t/F6vQ7554c657m4HvvxN9+BfHMup95nGz/Hm5+71v+097D90Y+9alP8YpXvIIvfOELnHTS0UPta+4a/9l/J+6MX6SQ7Lsa2nwsP+YT7W4+0fvr5e1ntV/JzWr9z/GIjj3qcO6aml9O7qV9YFYGbx+I8V5hV6xWpSGOLNA4cGNvHDqHFIcIJQyqvv8ut5TWYTLDpkaEyB3zw5zxZkQsJRPjEThBXlhMalDWkQiJKTw6jGgFEjtwDPopUVvjvUAFkiQX7Jwf0uqEOC1ZSnO2jLdwxpFLAaFirihZH8a0ZYQUYKTA5g4VSRb29lnUiplmjFQSESq6xpLEmk4zYjAsWcwN64OIfGCIxsNqNT6CVqCxgHEwu5gx04hQSrJuvIFvaryFfGARrQgpPKnzDPoFoZZk3oOH1poE080JbTWZnxlLHAdVqHQgWddqoLXE5NX+/YOMqSAkbGpU4XDGU5QWg6cvLBNxSBhqFtKcSFY9mXWiEEoyWCppTkj6vZL5NCdLJW2r6FlDpCQus4QtTT4o0InC5BaQZG1BOAShFYF0VZusSNBdLAgbAflSgfOeoNQgocgMAEFDY5xDKoELYGFQsCaMkabKCaGw2ECx1M+YTMIqgFtLfNcw1YwYpiWxVhSDAi2qsG8ciEiyUJSMt2MCBFluCGPN0Fch3qEUqEBBpPDGMxZqhPcY40kHjv5NKWNRxIaTJ3GzGXlpGZ9sIiNNHoNdsijjcYCOBRsn25Tes39Pn/FWwoktSS83ZM2QSCoIJEIJElfdn9AaCof2vmoPNrSIQDK+ZnRFY01NTU1NTc3PFyEEj3nQfe5UJ6XgcQ++897zUgoefvoJd6oLA82jzzn5TnVRoHnM/e6a7v5HBE+vRhIGPOA+o9UdR9KJYx58wuY71cVRwImbp+9Ul8QhJ24+ulFykFYrptW6c/NAK8nEKiHqRxJoxbi+Y9MCIA40cXDXvs7dk0bDsWpajHBMLc+79/Pe976X4XDIaaedxllnncX69etXvBaEEHzmM5/5OR5hTU1NTU1NzS8ax55x4X1VBnFoxxE/HwzhPuKTqFj+546HPmLfgUIJ2knIfNbFxRLtqxXyWI9cMiRaIoTAF441cQQCREMixwJwoBcdwimElQQOvLX4oSdVgkQpxmMFXcMgN/TSgslAVTZLrGiHGl9YrHcE3lN6Bw6mmhED4dGBIPGwNDvE5o7egmU61AyMpbSWNZMJ1liywhIJiY89yWTIunaAKh3CWnxqcc5jvKeUAlNaIgTrk4gwkPjcECEQOZTCs7adIBWgFcMsxytPS0uGpmpRZbslHsGSKWl2gUDivMSmJSp3aCWxxjH0nkYrQA0sxjm0E3StpSkVKhaozCGsYs/+AWsnGoSNABUI5nopOgzZ1IhQSiBbiomNMf09Q1zX4pRgstXA5QZnLNm+HGc9UgpUKBnuL2i1Q4QQuMLghWR+mDKWVCbNwdeATjQCwWI/R2qIE0WGoxWGCAd+YJhpxFB6nK8qOkCghWAiCBg6i2wquoOSKIdhWbKmk+C9Z74sWXdgtaI3Ftu3WOFpRAppPWGgkN7hhgaEoOc8cSAprcUJQdov0FR9koMA2kZXBta+DOU8iZIQSIpBQT91zM+lnDDZInCS/bsHTHUiVAE6iehbi5aCdqM6JzfM95ha32SNDpEOkNVKSxVIIle9t6QUuMLiFx01NTU1NTU1NTU1Nb/cbNu2jTAM2bhxI3Nzc8zNza24/l5jaNXU1NTU1NTcazj2jItVObzCYmW1xUrJXVhWIw6K4WBRhtAC0VQErQCPR01ozK4CXNUSyGZlFf4dySp3QEtEUyFCQdk1lBqEc4QevABhLHhH15VIodEugEDgh4bpJATriJUiTS2lg0QIXOHwHtpS4hUUAlqRRgUSMyxpBgolFLP9FBEohmnB5FhCPBUyNzskAhoKbG5Yco4xNH1jCVoaMTREjYBWINmXpozFEYSSwFQr+qUWKA8Oj/OeqkGSQESCMR0igwCsR5VVJQLSY/GMjcWIsjJFKCwhEhFXAepzSxlxoNAOJsIA7zx+aMBalsoSJTxSKqz0TIzHCOGRTtBPh9x3uoVua6z1RInCFw67aFDWM3Fci+H2IcYWSCUQSlYh7boymkQmSGKNDhXWWlSo2LujTxlK8B4tq0Bw1Va4ocW0FKEArMcXDiUlhTXkpWWsE+G9J0sLYq1wxlUvGmtQShJpMANLQyqE8qxtJswtDmk3ItaOxygAB86DiDWdQBBIkEqS9kr6gwJTGDhgQqAU2kp0qAjaIXlhCJ1jz1LKRCNmsTRMRSEqAxUqyl5JLhwdFK1mwkIvZ6oTkzQDAq0wzmAiQcsFiECRDUrKfsHayYRht6BsVq2/8B4TK5wCZT1CCpz14KvXek1NTU1NTU1Nzb0H56pFKHfEwer0O5tsvqu6xWFGoORIuPiRzA+GNMLwLleK/Kwsh2zfjdvXrOTf//3fOffcc2m3R7No+v0+l19++c/hqGpqampqamp+kTn2jItVPxMf1hZqpNricEPjoOZoH6wP1xwyQASg1wUQK9SpDcy1wwMT1B6bFoDHS6r2OqHE5w43V+K7llLAYj9nphFWFRG5pS1AWk/LKwI8RenYN5+yoZ2A8+zKcsaikLGphLxfEkpJ7jxp6UikxAeSfXnO2kgz282YSDRRqHHOsnmiRVpYtsy0Ua0QdVyDdGFAoAWxkkjjaCER2hM6DwMDSjFMDUGiGY9DtICydBALYqEovMOUjlAI0mFJOw5xeLwCrRX9QcZwWDLdiSlKh4s0aTenmQT40iGswxmHagZ441jMS/JEMpaEVQD2bI4wMBUGJAi63hMGGiHAlQ4dV0HfUagpy7yaOBcwKA2h10glMENLEgRIJYnXRpRdA9ojIskSjukkwnUNNrWoROEKixla5oYZY40QJ0AJBdohtGT/UkarEaAENKYTirkcLwTSC6xxlDj6RUkzDlChwnuB1wJ3wOyJJPjCM8xLZCIZlwHzsymh1mDAIXASkLDXWFpe0VYBmbXYzKK0wCvBdDupTBYBKpGQeQZ4WpFG4AlCTbMIGBSGvQsDorEmE60Il1u0krSExEUCEUgC5zDGk0SqaimWOYIoRLc0/W5JGEpUJmi1IxoUYDxZaYgijcwd0smqskQIUCC8gGFdcVFTU1NTU/PzxBrHZz71Q/bsWeJBDzmZ+z9g9ZZOpbF89MtXsne+xyPPPYn7n7Z6a6X5xQH/9onv0h/kPPlRZ/CAs45fVXf7ngXef9EPsNbxnCeey6mHBW4fzvZd87zv8z8AD89/wv04+bjVWytdevUtfPAbVxIFmj988kM4ef3qrZouvuEmPnjlj2gEAX/6iIdx4tTkqrpPfncbX7jyOqbbDf7nUx7BmrHWiMY4x4WXfoNLb9vOlvEJ3vDo85lpNkd0hbG85Uvf4Hu33M6J05P8xVMew2RztKXTYJjztn/7CtffspfTT17Pn7zoMSSrZFrMzff5q7d9lpu27+fM0zfyZ3/85FWzNLbvmuf17/kCu2e7POzsE3jVi85fNTfkqqt38rZ3fIFuL+UJjzuT3/+dR616Tr5++Y284T1fYpAV/NojzuBVLz5/VcPhs5++jH/82y9hreN5L3w4v3WUQPH3ff8K/uYrl+K852W/8mB+/2HnjWi897z6k1/i01dcjRSClz/xEbz4YaOB4oUxvOz9F3HpDdsJteKvnvl4fvXsrave7z3CwWjEu3P7mhU8+tGP5jvf+Q7nnTf6Orjuuut49KMfjbX253Bk9wwf+9jHeN/73sdll13G0tISp556Ki9/+ct5/vOfv6zx3vPmN7+Zd7/73czOzvLABz6Qd77znZxzzjk/vwOvqampqan5BebYMy5GnIuVbaOqMG2BEP4wE0Mc+FB+cEVQdbs7yh0/qIHqA8jU8S32rVkk95YkVPihQ84EZNtLAgFUHaLwadXKiQDwnsgLZoIQMof3VRshqwW93BBriRMSUTiaUiGkRDjHhrEGTkny1KClRODZP8iIhSAIQ6QSjI9XWQgdpUiNQ4SAqybOe9IxoRUDYxGzBdOdBv00JxmLsbMFUlePSyGQSMRkwDA1zOcla6MIf+A8yYbCZY4g9xgt8U4gHOTWkVkY7MyYDAO6eclUJ8Z58IFCCmh3qsnzYWFQCGIvIJIMhiXtKCAIIfAK5WFqpsHCrhSlJL5wtKMAZas8hlBJbM9CQyNDTSA1PVsy00kIjAUnEBL2z6aYQUEnowrjTqpsD4zDLRUMc0EsJWhBkVsGhSFRislWDA4kHldalKjagIVOEEpJOV8yLD2BFiwVJeONkCK3BJFC+qqtVr8oWTPVxJSOrHTMFjlRKlg7ntBpR7hIkhtPux3hjQMJUkhwDo9gOo4QXiBKRyQlaeCRhUdYD7FkIS8RStBEU+aOKFbY0hFb8KklLx3TrYixcUUZCEopaCQaOzCoQCHKyljz3mOMRUtJryhoao3pW4pYEuS+MppCBVYQjkfcsmsR7SXHNUOUFJiBYbEoGJ9IkFoi7LEbvFhTU1NTU/PLwlvefBGXXLwNgE99/Pu84cLn8uCHnDKie80/fI6v/PAGAD568RW88+XP5LwzVpoSxlj+x+s/yi23Vy1evvyta3n3G57PGfdZGQC61E956V9+hNnFAQBf/cENvO/NL2TDmrEVuvnukJe86SMs9FIAvnbZjXzwr17I2smVK7Kv2bGPP/rn/4dx1YKIH92yi0//+YvoNFbmQly5azcv+/RF2AOf4a/ctZsv/e6LaYYrV/Ff/KMbeN1HL17evm7XLJ/4X781ck7e/cPv8d4rLwPg+vk5lvKMDz3r10d07/rad3n/964E4IZ9cwyKgvf81jNHdG997yV88VvXAHDzjjmUkrzqdx83orvw/3yey350KwCXfucG/r7zVV7xP544onvl3/0/btk1D8BF37yKDTNj/M6vPXiFpigMf/7aT9DtVuf4Qx/5HsdvnuYJjztzha43yPjf7/4ceVHltn3qaz/hvqds4CkPXxn6u+O2Of6/t3zuQP4dvO89X+esc4/n7PtvWaG7bu8sf/XFry3P3//NV77FA4/fxLmbNqzQXXz1jXz6iqsBcN7z1i98g8dsPYnNU+MrdB/87o+49Ibt1WMylld/8ks8+rSTaIRHDzOvOba4o+/WZVki5b27Uvvtb387J5xwAu94xzuYnp7mc5/7HC94wQuYnZ3lggsuAODCCy/kDW94A29961vZunUrb3/72zn//PPZtm0b69b97GHwNTU1NTU1NatzL/p0ceiDkhCHmxV3Xl1xCLHqz0IIhFJsOW8N+25YopzPEC2JXp8Qr0twTY2XAn+wfU4scdbjDrQXEsZRlpbcVqZHIaGUkEtPjqdrLIFW7FwYkJdVO6LAQ78wDPKSsrCMSUWWGrrCEW6IyRrAhCY5o0V7Q4LpaKIHjtM+a4ItJ06ShVVWQ3/nADWwxEOP2ZvjlKBs6ap6IKiyJtKlnNJ7RKQgEtXkt4YUj40lMjyQzVEa2mGAyQxqsUQPDEWvILKesl9C4cA5lgqDdVVQdxRpokixZA0+UTSbIaKAbH9Of1Awt5RiFw1Sg88tCOgOSzLhkYHCes/+NCfrl9jCEcQB83uWEK5a+S+Ew3tPqxkQRpVpIpXADQ0itUgB2lSVG7Zw7F0YohPN+HSCU5BMh0gFElkFsXvAORrHJUghkBaGpQEpKnMmc0hR5V5EgUILyWQrwR2owGnEARvHmkw0ImzmsNbRGxQsFAVCCYQSOFslp6imhlCilUApgXMOIQUCgcUhpUBLQRhr+tZiPdyy2KPMbWUcKEnfOYgleiwgalctt0IHZmiqqpLCYqwDA0pIcmMRBpqAwDPo5tj5kgjwmUPEGtNW6OmQsXVNmmMRhfdV1VGoGAtDfOHo9nKkB3Ev+g1RU1NTU1Pzi4Zznq995erlbe/ha1+5ZkRXlIavXnbDodt5z5e/f/2Ibvf+7rJpAWCt4/s/2j6iu+6WfcumBcAwLbjy2h0juqtu3rNsWgD0hjk/vmHXiO7Km3ctmxYAc70h2/ctjOh+uGPnsmkBsLc/4NaFxRHdZTetPJYbds+yNMhGdD/Zu3fl9r69IxqAbbv23uH2Qa65Zc+K7Wtv3rOq7rbb5+5wG6pJ4Ft3rzwH2w+YGIezuDhcNi2Wx7ttdLzFfrpsWhxkz2x3RLd/79KyaXGQvXuWRnS7u92Rb1O7l3ojuvn+cMW297AwTEd1g5W6wlgGeTGiu6c42Crq7lxqoNvtctttt3HbbbcBsGfPnuXtg5frrruOf//3f7/XT9xfdNFFfPCDH+S5z30uj3nMY3jb297G85//fN7+9rcDkGUZF154IX/2Z3/Gy172Ms4//3w+9rGPIYTg7/7u737OR19TU1NTU/OLyb18WlLc5RXhQqxmdBxWQyygsSamtSZmuJjjPaQ39ilzhxEgQ1VNOkuBsCBKhx9YeoMcax1pYZlLcyyeZjvEBGBsNfk+MRWTC89UMyaQApdbXGYY85JuVpJbx3grYv1YgzEEs7f1aW2IaTywTbwlxi+UlPsK0p/0MftKTM9Q5AZnfWU4aEnmIc1LfGbZtX2RQWbIhwaTlkRC0UASZQ43dGSLOWZg8T1LsVBUBkwgAVG1fvKeplasSSIiL+jEIVJJerlh5+1L2IWSQTenn5Zct2OBMhBkAezbOyDH4W3Vrmo4qFb9hwJmlCZzjoW0oBlrhBf0rEUGEgKImgFhohlvt4m9p1yqWjB55/EG0JLGxoRce5wSqHaArXwUVEchXPXle6oZgXFQOgLrKbsGKQROOlLnEKoKd5cLlqgTEHcCxiZi9i5llEqgYkXSDpmKQ8pBiTMO5ypTxDmPyU1VuRFInARnPJETrG/GldmgJboVILUkdY5ZX+JCST8v6aclxjq0EuhmyMR4jAwkoQWzWLCwmLJ1ukMkBaZX4pynn5dMRAEDZygLT6sRImON8J7UOjLpEG2NEx7nHHuznL2LA6QVuGFJmhn6czlzsxkL3Zwd25eYnU2RQrDh1HHmZAlJddxe+KpFWEMyPh4jGxqbmpH3Uk1NTU1NTc1/DVIKxsaSFfsmxkdbGAVa0W6sbEU00RnVjXcSonBlwfW6mc6Ibu1Uu2odeSe6dZNtjvwovn56VHfiupXtnuJQs2FyVHfK9NSK7WYQsL4z2k//yPHWdJq0k9FWTGetXTmRetaa1SdW77txZRus+25YXXf6iSv3n3bi6rpzztq8cvu+m0c0QgjO3bppxb77H7ENMDXV4rhNKx/v2WePtgFbP9Xh5E2H2m8pJXnIfbeM6E4+dT3TM4fOaaMZcda5o+3CztqwjunD2mWNxRH3O27DiO4R9zmBzmHn/pS1U2xdN9ou7PFnnEJ4WBusB514HNOt0dfoPYa/By41vOMd7+CEE07ghBNOQAjBM57xjOXtg5fTTz+df/zHf+RFL3rRz/tw7xbT06Pt684991z27dsHwLe//W263S7Pfe5zl69vNps89alP5fOf//x/2XHW1NTU1NT8MnEMtoq6Iw61g1qxVxxt/+G3O9o4h10nPM21Md2gj0s9sqVZHObMrG/gugYBuLJqOURZ9e9sRQFCQDPUSCOY7xcEhWF8MiEuwS6WB4KrBf20YM44NsQhQgict0SBoiEE3jj2DDMm4xClJcmcJ/MZOhCIzDGGxA8sdmiRztNxsH1hwNokZvvOJTa1IkrvSQLNluPGyRdzvPcoKViaT4naIUVm6GtPoiX93GBSz1gUsGt/n8kgIAk0aVlWS6W0ACVYWEoZF54wUCglaU23UU6wmOdI5zmh3UBmjvFIs3f/kMWiz4mbxylyw5TQSC0pnSPNLF4JxjsxWktIFL1hQbIuZOPtoEKJlwKnYrqDIZvwmL5lkJU0ZERvPiPMPXuKjHWpxXc0XjqaUUCJgMARGInTVdg6hYdA0TeW8VYATiE1yIHHWos0iny+IGwHZN2csimwucU7QWMsYKGfMaEjbOmREnppAUISepBe4KRltpcx1YiIWiE37O+ycU2bRCu89zhTVYqMKc18L2ciCJACFrsZrfGYYVrSDhQiUhSpYaaTUAoPgaS7lNMMNR5YP91AWoEvq8wRtGSoqiyUUAnm0yqjQglBpx3R7kRQOGxhkQgmGxFaCHwgya1lXz9jYyvELxnmBxmx1uwf5lgZoK1DCYEvPEiHkx41dscBizU1NTU1NTX/ufzZa57O61/zCfr9jNPO2MhvvPDhIxohBG94yZP583d/lkFacM59NvLCJz9wRNduxrz+j5/Che/+IoNhwVMeeyZPfOTpI7rjN0zyit85n3d+4OtY63jR0x7E/VbJzDhl8wwv/83H8Hcf/Sbee37vGQ/hzJPWj+gedJ/N/K9nPJL3ffVyolDzimc8kunOaNbEI088gVc88uH838uvpBmEvPb8RzGRJCO65zzkLG7dv8gXrriOqXaT1//641YNo/6DB5xHv8j55m23smV8gtc96jEjGoA/fNSDSYuS723fwYnTE7zmyavrXv7b56OU5Prt+zj95PX80W89alXdn7z0cYy1E27avp/7nr6R3/r1h6yqu/APn8K7PnYpu+e6PPzsE3j6o84a0SgleeuFv8573vt1lropjz//TM57wIkjOq0V73rls/nXi75Hb5jzqw8/nTNWeS7anYS/+ccX89H3fRtjLE9/7nms2zA+optsNvjAi57Lv3znhzgPL37QuaxbxUTaONHhwy95Pp+8/CoirfiNB59LtErw9pmb1vG+33suX9x2PRONhN94yLn/uS1J64yLe4THP/7xtFotvPe84hWv4IILLmDz5pVGXBRF3Pe+9+WRj1w9K+XezLe//W1OP736HXnttdeilOKUU1a26jvttNP4yEc+cofj7Nu3j/3796/Yd+ONN96zB1tTU1NTU/MLiPB31Kzy58Ds7GiJ9CH8Ef8fKhg59DD8nbSQOqQ9/MOyP9BHaDCfs/uL+9m0ZQy7aHALJeiq7ZLLHBiHTy2+tAglSKUgUBIdVZkAHhCBJDeO/QspoYGoHTCuq9wCU9jqw7yE3f2MEs+mRowMJSWCgXMsBZZNE01cKAiVxM0VmIWMYeGY72W044DJZsBsYWgpydA7JqWmNywZakGQVGHLnUDRHxaESYCKJEiJECADhQOU8UjnGRaGRqIRRZWVkA9LwlYAuavaYwlQkaSbWhqdEDEwdIuS+UHOlukWNpColmZpKSd2ggCwCKzzSA2BUhjvkZGi38uZGEsQoaDsG0RDsmt+QJxDI9J0eyk33LqdhzziXGQoSPOSZCJmbn+KGFqWtGXjuhbZ7TnWWYKGBiGwzmF7pjpuIap8BglSC6wUlKmBUOKMI9AS2zWVweE9QTPElpaiX2IkxFqxrztkarKBtJ5IKFLnCKWA3KETBQ4KUY0lXfVY06ZnUsUwNPjSkpYGFWgiITCFqQyEhmbfsGBtM0I4jwolZekoUkMQSmSioWdwxmEFRDMRO/b32NxpYY0H66qg8dLhnefWfkqjHTOlNBKPChXgcQMDsWL34pD2TJPuvgFrJpsMcExsaiKHBlt6dg8zOs2IuX0DAi+QzjMZB4SBwhQOmShO/uMzVnsb1dTU1NTU1ByFq666ijPPPJNt27Zxxhl3/++oNY7+IGNs7I5XqBtj6WcF463Ryf4j8f6uZVndVV1NzbHAwffeyb/1CuLpn711UTa7hxvf95Z77D38i8DrX/96fu/3fo8NG0Yrb34RueSSS3jc4x7He9/7Xl784hfzV3/1V7z1rW9lcXFxhe4973kPv/d7v0ee54Th6ou+Xve61/H6179+1et+Xq+xLRde+l9+nzVH50S7m0/0/np5+1ntV3KzGjWff5nZ/qrRhRs1NTW/+NzLKi5gteUvR3ovB0O7j/ySNao7pBEIEJ68KNmzY4kpFSCLAy2mMo9LS5b6OW2tEQKEkiAhCRQpjtnFITPtBI2gyB1laYgjRRUrUeUbWO8JQ4UtLUorxkJNoCQq0YhAor1HAi0nsKkjRpENMsq+IReeiUaIjBVFtwADPnfMGcN4K6R0HhqaaDIgKAXjG0LK2wY0lUQjEEKxI81oRAHjSpGWBu0FWsBCURJEspqYVxIfKfAgtCQrDR5PYqqMiHKpIGoGRNLTUuATxXw/ZzxRjHUipAGXW7z32NwShhGZMfhAESM1+wRoAAEAAElEQVSYmmngDrSs6qYlS6mlGSpwlqW0pJHEiNJR5gWRjmi2I2zhkLFEGViXRMhE0jgpoXd9DyHApRYpBJkEUkMQKEQoq8BqIfAhzBWGdY0EhWJ+f0qkJZmwNKWiP8jpDnPWtBsEEszQEkSSpSwn1hprPYnW4D1eUOWaSIGUglv7fdbFCc5Bx4Ts2t1l7VgCzqMsLGUpa8cbVfi19djcEHrHbC9lTSvCGc/OfootLevbTZJYYocCGShyYyhmU6IgACWQgYAUXG4QWiICwUynSZZadi0MmJxMkNYShYpeadDeMZVELM2mrG3EKA/psEDsEkw2A7SAdc2YsnRsaics5CWJkuTW4XOD1oqFfn4PvndrampqampqfhaUlndqWkC16v6umBbAT9Vutabm3sYdL2O7a7evWclf/MVf/LwP4b+M7du384IXvICnPe1pvPjFL17ev9rvw9UWRR7JS1/6Up7znOes2HfjjTfy9Kc//R453pqampqaml9U7mXGxSrtnUYQy4bE4cbEXS0s6YwlbNg6hZYBcqKarHd7S7yp2kEhRHUY8sBhCEGzEVTl6cZjvWdvXtBphCgl6VhFLy9YyCxewJoohFCDhyQKSPGEscKGktJY2jLA5g5ZOExuCaQgGotoWo8YGBIDQiu89XSSgNRaovGYbCmnnYQMM2hFCrdoquMMFUZLtICpIMR4z+7FITNjCeGBEup1jYjAS7wAIQVRoJGAM5Zd/ZT1zRgBtGKNM5busESHisJCmRrGo5AgVljnCcYDmC0QziO9wFsHCIZpwSBQTMmAfmFohRqLJ4wUrVDjCkBYnPW0Om327Zpl0wkbwVXP6WBY0nGSbloQXpeTrI+JxiNM3xB1Alzu0dITtjSDfkmjEPSkpYxgg4/ZkCT0jWViLKaTebJBQZ5bEu1RXpI0Q3DgCsfAWFpRgFKKMNTcun+J4ybaBFLgUXjnMR4iKZkJYiJXmSRCwEwzJEuqllRREjCTBNW4gNcCrRRiYJiajBkaS6wFG5ME3axeP37RIEqPKw0+gMJ7phoxVoCykHnPQl4yrUN0BjqUdDxMb51ifjEl8hJfepyH/UsZE1MNpscTXADdjmRikCAMuMIjvSfPDN3C0ggVoZMoIegNDKmANoIoVKu/UWpqampqampqamqOZY6pvgI19xbm5+d50pOexObNm3n/+9+/vH9iYoJer4e1FqUOfUdaXFyk0WgQBMFRx1yzZg1r1qz5Tz3umpqampqaX0TuZeHc4rD/VxoSd9WYOLqu2q9DxdTaBsWgpOgaTOrwyiNCgQpUNTt9wLzwrhrP557UOYgUNBR94UjTkjaKHE8UhySNgOmphNw5FtMSH0t8J2CPKEmlxzhPPB7SN5bSOXQnQI+FqEjhSksxLPFaoJynGSoK6xHWMzcs2L+/T0tJlmxJoAX91LCzl0KkWDSOobMY40hCTaMZIqUgHZZY4/C5JV4bY/Gk3pPr6jE57ymcZ6YdkxqL8w6rBSJQdBoBsRRMJwFhoNEC+t2CwFan0UkYlJY8qMZJtGQmjJjRAdZ5nKtaUsVjIdNBQDcrsErglcAq2LxxHbt37MVZjxkY0ILQCIQXSAHN4xtQeoJ2gIpU1cLWe2IhKTJHFCp0UzGWBMzEIc5YROGxfUt3KSP1liQJmGiGBElIY11C00mMcRArklgRxBqlJaYo2TjZojAW7wAlKLzHSI9QgpauvD+tJdZUj00vGkIpGRYG4xzWOnLrmCtLnPC0WiFeC6JYM1SeUlaGVy8zVbmQPdCSLLdoB8p6fO7wHnb3U8YmYggkIpZEpjK+/HxB2wp0bgmUYGIsot0KsaZ6LZXWs+/WHsICxrK0mJIPDYUWiEiyp5+C9XQHOZNK0VKSzFSVJTU1NTU1NTX3bpy7a5+T70nd0jCjn9155WZ3mDHIijvVzfeGpEV5h5rSWq7bP8vefv8OdZktuW5pL/P54A51e4d9vrljOzv73TvU7Z/r8YMrt7NvtneHup27F/jB5dtZXBreoe4n1+/ii5dew+79S3eo+961t/H5H1zLXPfoj8M5z9euvZnP/+S6O3w+MlPyoWt/xL9dfTlz6dGPb7FI+cBNP+DDN1/GwBz9eVsYpHzo21fy8e/95A6ft+t27+f/fPFS/vUbP7zT57em5j+b4XDIU57yFIqi4LOf/SzN5qEsnq1bt2KtHcmmuPbaa9m6det/9aHW1NTU1NT8UnAvrbhwB/4XI5UVR+OgbnRIf3iKN0gPkcRq8NrjM4P0DqUVOIdwvgrpBpx34GWVVeBh6EraOmQNivFGiC8dZWlpaoWWEp85kkQjQw9SoKVkIgpYSAsmtcbPOSLrCUOJH1qQAu88hfX0+yWREEjjcdYyLC1hoGgrTeJBJZqOgGFm6HnHzHQDkVpmxhqIhiLvSNLbMmIE69oxSEE/cDT7kO3LcEBfesYaATJ1YDyBFGilMVrhBZS5JVYC4QHr0AfPgRSk3Zx2I8QsFZQa+t7SVBptPbZwZNYhlWBOOyYaAc56olAiIoHNPAv9nIGxzEwkKB1S4Ni5az/jMx1iNEXk6WiNlhAfH5PvyvBDhwmBwoLzEEq8tcSdENu34AXKAMYjvKCjNdJJEFXLp8BLnPfYoUEmiswaut0B62fa5KXFYJgbpERCMd2Kme/ntJsBSaTQSmELg3OuMhG8oMQjA1FlhRhPEii6WLJBwdpmghIKjKfEM+gbtK7uX4YSYQTxWEDuIYglg30ljUaItQ6bVZU3zsOadkyiFWkvQyUhWQQJAlEYgkCSC4EbGErnSKQgbAVkuaEsLesaEYtLGZOTCcp70syQetBOsK4ZIwpHJCQ6VvSXMiamG7jc3r23bE1NTU1NTc09zo4d87z5wv9g9+5FHvjAE/jTP3kSYTj6sf57V93Ka//p8yz1Ux533qn8xe8+Ea1G1y199gfX8OaPfoWsNLzgkefyJ8/4lVXv91Pf3cZbPvU1SuN40WPuzwW/+rBVdW/+5Ff54KVXIgT898c/mP/+hNXDqf/yIxfzie9sQwi44Fcfxu+cf96IpjSWl//zRXxj2y0EWvGaF5zPUx80Gijey3N+66Mf5yd79yKF4C8e82h+89xzRnR7hl1+6xvv49bBPJHU/M15z+DxG0cnHX+4dycv+sLH6ZcFkdL80/lP51HHnTCiu3zbbbzyTZ8izUriSPPXf/5M7n/fzSO6S75+DX/1ts9irWOsk/CONz+Pk06YGdF96LM/5J0f+DoAjSTk7179HE47cTSr4W0f/xof+OoVAEy1G/zf//U8NkyNrdB47/njD/8HF19dTbSeMD3Bh17yPDpJvEJXOstvfOGj/HDvTgD++Sff56KnvZDJeGV7sl6Z8etfey/b+3MAfOSWy/jQo/4bsVq50nxxkPL8/++D7JivDJ9P/eAq/u0PnkOgV1byXr9nlt9494dJSwPA16+9hff+7rNXDVr/aRG+utyd29f8cmGM4TnPeQ433HAD3/rWt0YqJB760IfS6XT42Mc+xv/+3/8bqIyOiy66iN///d//eRxyTU1NTU3NLzz3soqLwznYq2klRzMxjt578uD2gU+nQpCsDWluahDkHn3getdSoKq7dd4jBJQK+sIAjlAIhlqAgKlGSBApcu9w1mFtZXYoLZFKYpxjZz/FpyUTtlo170qP9xAFCoEgtZYiAWMtFI4Az6A0eAFOSqYaEZ1GwJqJGIsgy6rwZxlCKAShllVQeKhIF3Ly2zOMBpsoTCQQWjDslVUWApIAybQMCJYsC4MCL0BJiQYGRYkTgkRJpBBVxoMHW1i63mHbmnVbOthewWBQUuzPGXeK2IC0nqF3RJEibgYkXiIQdK1haVhggLEwYHqqwbqpBgmSLCsZn5hk3+7dNDohsrBEQuLKqgph7vsLLBaGorRcu2ehCk+PFMIKIi+ripLAc7tJMcKDlvhILId1eyAtLAiPMCAsKAEoiU40+aCkWCyIUpjSEdNBiMgc7UATCElROPJhwTArKQpLPy0RWhKHCofAeo/JDMJ5JqRmLI7IpWMpLzHeUwrBeCsiKT1TKmCsEOzr58glg0wtZmjplYbSOCIk2lSPgRhiCy4ztKYa+MISO4nA44BBbtiZZRAI+kXJUi9j+1yP3lJGv5cTRgEzjZB8saDoliRKMYlmYSnFlZ441LQaATQ0NBQ+d0hHTU1NTU1NzTHG6//y01xzzS4WF4dcfPFVvP8D3x7RlMbyynddxHx3iHWeL3z3Wj7+lStHdHsXevzFB75EPysw1vF/v3IZX/3xTSO6HbOLvOGjX2aYl5TW8p6Lv8+3rtk+ovv2dbfywUur+/Ee/v6L3+WaHftGdF/bdhOf+M62Zd07/+Nb3LxnbkT3yW/9hG9su2X5Mb3hg1+mN8xGdO+74kp+sncvUH1W/8uvfJVBMVoR8K5rv8mtg3kAcmd47RWfHdEA/M1ll9Ivq9vn1vDXP/j6qrp//sClpFlVKZDlhn98/zdX1b37PV/F2uqD1VI35X0fHn3OAN77qe8u/zxMCz70uctGNP00XzYtAOZ6Qz5+6U9GdDfsnVs2LQBumV3gcz+5bkT3k9m9y6YFwI5+ly/deuOI7pt7b1o2LQCuXtrD5XO3j+i+fs3Ny6YFwI9u281Pbt8zort42w3LpgXAD27ZwZ6lO65aucv4e+BS80vFS1/6Uj73uc/xmte8hvn5eb773e8uX/I8J45jXvWqV/GmN72Jd73rXVxyySU85znPwTnHBRdc8PM+/Jqampqaml9I7mUVF4fjWc24ONyYOPLn1dtErRxHALqj2VN0GetomDdIJRB9Cxa8OTCGhERpYu8RSAJrmSwFKhA463H9kiYSEUmMsXgnwVq8VASdgDUqQhqPGRrGJyMWdg5ZcJ6ZiYSitFhg/vo+a5MQgABBsxmRl5ZmErJnYcD6yTaipfFpCVqwlJWEEsadxCwW5JlBGcdCUdCKQgwOlEI5mO3naOMZi0KssQgEUguM9/RtyYQOoHSgBFoIhHHVOVQSqwTWWvSamDiWdLOSgx0DFrxlfTtkoZsRC01TSHIs3kvGDcw0I0gkgdTorkV5wd7MolqqMlUWLe1GRBKt5Yor9rPv1i6btk4xVnocHu8FzYamXHRkw5LNrTZBQ4PzFH2DQKC0IpiEDYmidBAVkrnFlPGpBOnBa0kC9LKCSGuUFPTmc1pJQEtFiEBirGdfN8VYz3FTreq14zw+t6jSESLQjQApIAygyEtCqQiEwIcSpEAEkiwzREqiEISBRioJ3iGMw5YOIy1aCtY1IiQCX1jmhyVr2wlCCkxuCZXC9kus06hAgoOhtexOM9YFEZEDKzxLw4xWGJAbR7sVIrUgcIJsWGKcQPYMXkJgPcI4lPEQCDaNNSiMoxdBYgR519Be24DFEpvVFRc1NTU1NTXHGrfdtnKC/7ZbRyf8e8OcQbpy4n733Oik8P7uAGNXrlTYPT/aGmnfUh97RIuo3QujuoV+OrpvsMq+u6ib761sW1QaSy8taDdWVg0caVJY78mMoRmGK3VmZbuk4VHaHRm38pyUbvXVHEeeuyO3l4/niHN3NN2R1QZKjq4zk0JUnWv94brR70WrVS4oMTpeQ4/25m+u0q8/UaP7Gjoc1YWr6KLRfeONlUHyWkma8eh4PxN313yojYtfOr70pS8B8Ed/9Ecj191yyy1s2bKFV73qVTjnePOb38zc3BwPeMADuPjii1m7du1/9eHW1NTU1NT8UnAvqrjwK3/0hz6NCiFWvRzJyutXdog6HJ0oJjY12LPYI+/lkDt8ZqpWUVIgpERoCapa6Y91COORqcMtFSAFmXV4YJCV9EqH946lfkEvLVlczBGZxeQWK0AsGibCgPWdBA1V3sQw57hOTBxrkkBSCri9m5I0ApQAgcACJnd01iQECETpCL2knxbI0pFoSVA6puKQhpJMNCNE5jCDksEgZ+gdZWlIc0M3K1lMS4bGclyngSlsdZpLR0cqZGHBe3xLsiPPGGiBcZ6yWzIlAnRa5TG0A43wYAJJmhsKCRPtmCCQGA1Yjx7XtCcClAVvHZ1GgOpbOn2PNmCMJYgCptdMMLt7P3ZgCWKFbGnSfkk+X4BxxNMRjUhihpY0NTATEowH+NwR7nM0w4DOZARKMNGMkNZjhg5/oG1VM9CIMY11nmQ8qowZ43HWQQDj7Zjx8RgkqEghQoVKNKGSCCWwxmKcB+sJpEQpgfOeIAmqn0uHFoJAK7wFnWiCRCEbijQzJIEiNZbd3ZwoVIhEIhPNeCciCBXzacE1s12MrKp1AueRgJWe3Xv7jGnN7DAls5YgkExPNoioMiv2dTMQEumqoPG1oUbj0VLQ6+U4PLl3LJZV5UUExF6gBeTGgQfRCVCNe+jLY01NTU1NTc09xrnnHL9i+5xzRlsTTbQT7nvS+uVtKQSPOHu01dFJ66Y4bvpQi6E40Dzo1NHx7rNxhvUT7eXtJAw475RR3YPucxzT7UMtho6bGuOs40dbHT106xYmmocmrresmeC0TaOTf4899xTi4NBaq/udvJF1hx3HQZ5++um0DjMpnnyf+zDVaIzonrvlfgSHTd6/4MQHjGgA/uCs8wgOmAZSCP7wnAevqvvNZ56HOtB+S0nBbz1ztN0VwG8899Dto0jz3Gc8cFXdy17wK8gDX1ImOgkv/LXR8RpxyEuefKj91qbpMX79V84Z0Z28Zopn3f/M5e0zN67lV88ebYu1dXKG3znj0Hl49KYTedKWU0d0j1x3Ck/YeNry9nO33I9zJjeN6B575sk86rQTl7df8LBz2LphNJj4Oefdl0fcZwtQmRZ/8fTHMnZEG6uamv8qtm/fXuVXrnLZsmULUM0nvPrVr2bHjh2kaco3v/lNzj333J/vgdfU1BwTbLnw0rt0qamp+ekQ/q6mWv8XMTs7f5RrDls24zngOvy0/U+PfKgHqy0OplYclFTZEtd/ayfNnxQ0mxFSVS2OvKkqL0SgEKpaVY8DZw+YG9YjAoktHDJWSCnopQVBqCF1OOGxkWJ8OqZ7wMBIpGRuUNBph0RJQIEj75UMB4apRCNKi1MCJySpd4QOwlDRd548K0kihS0cSaAYCJhQCuk8XgtcaugXJY1mBFpyy3yfLe0EJSRzxtBdSlk73qA0jsZ4DLkl8CCQVVsl5fF9A85XZo2AwoNUVYVGX3n6SzkzrYhuv2SiEyOVwGpB4R3KQmoscStAR4p0NqcZa2RLIaTA9gy2sDjnsdZRGo+IFEJCWZZsu+JaHvjws+kqR9m3ZNYyk0SYgWFvaJkiIAkVZVHlfqw/cwyzUIID1dC40oGBcqlAWMg1ZBo6SHyrCqW2XcOaOCZQEju0DLISGYAyIKWsXhRKsH2+x9bjJgidZHZnj7gZ4pQgiTXKgwmhyA2hUJS5pTvIGG8nGGOJA00USGSsMIXDpaZ62UnPnkHOmuM66IFBpA6hFKK0ZNaxUFbVFxJRtbYCRFOzlJckBezYvcT6yQamExC2A/y+HI1AKEGZG/qlJQsEkYXCWCZ0QOk8pbN0OjHdsmS6HZP1DQWeANhlCqZnmsz2U46fbnPK745+ca2pqampqak5OldddRVnnnkm27Zt44wzzrjHx+/3M97zL19n165FzjvvRJ79rNUnwXvDjPde9D0WuimPe9CpPOysUeMCYO9in/d+6fukRclzHn4W992yflXdrvku/3rJD8hLy/MecTanH7f6KuNd810+/t2foKTg1x92NtPt5qq622cX+dR3txEoxfMecQ4TrWRV3bW37+MLP7yWTjPm+Y86d9UV/QC3zC9wyU03MZEkPP3001atVgC4amE339l3C5ua4zxx02hexkGum9/Pj2f3snVymvtOj5ovB7nhln3ccMs+TjlhDaecMDpBf5Bt1+xkx84FzjxtA5s2Th5Vt33nHLtnu2w9YS0TnVHzZfn4bt/HfD/lvlvW0Uqio+quvG0Xw6Lk/sdvJAqOXnB/y9I8ubXcZ2J62Tw5Eu89N/b2I4XkpPb0Ucfy3nPj3jkCpdgyM3FUHcD+3oBGGNCM7v6CmYPvvVOf/wriqaM/Z3dGNreH6z70lv+093BNzX/234k7o55APbY40e7mE72/Xt5+VvuV3KxW/1v8y8r2Vz38530Id8hdfU8d64+jpuZY415nXBzKsLhz42I01+Kg+XFErgUScFVO9+FjOs9tX95LtLMgjiOkENi8rCbAnUe3AoJIgRA44VF9i80MmKqVTxFJJpMASo8zjqw0hEoRJAGirZhTBjVb0ooCLJAZS8NL9i2lTCch/aUcAcSRousNnTBEhgolQHmwCHSgSLsFqTGESUCqPZNhSNYvsNbRCBRFYUgmYvzAYJwnt5bIS3Qc4I1FKIFsBvgA/NAijMc7j3DgnKMoLTpQ5NaRIFESXCjZ08uIlGToLevGGgyUo9nzyFihWgES6JWGXmGY6ET0lGXaBSwsZESNqu2RHjqKwmClp184YifIdBV2HijJvtv3okNFOdFhppmglUAmCjd0+EQgSnC5RQqq9kyAkAK0IMMyyAwTUlctpCKFLx19b0m0OvD4PD1boteEjOmQfGfGcFBW7bLiEEoP0hMmQVWFIkCXIAOJFgInYLafsTaJsaVDdzRKSVxqccbjNPR6BeNJAMYhEkWalTRkZc44ISkKi9ICVXqW0oLJOMQ5Ryaq+5Eedg8yNkw0iYTACYeSCj8oK7PHwY5+ysx4QktK9nZTxmea3LxzkZlGTBwqdiz0EUKyvlOZICKSeAmyqSkHhoV+wfHr2+imojcoac/E7Jwd0Ak1Z7+k/rJWU1NTU1Pz0/DznpCqqfllZdm4eN49YFx8uDYuav7z+Hn/naiNi2OL2ri4c471Cf/auKip+c/hGG4V5Vc2bj3MUKhKNg8YE6v0Lz1Y0nm07cNvdHAc70eNEC9h7IwOw8xiClut3peSPLd054bIzFU9Zj3IwlPkhsI4ZEszcJa5YYGRAiJBKSBrKmaNAe8g90zkipYOmPUGqSWdJEQpwVQS4o1nPAkZa4YEWjI50cRbTzkoGA4MdmhRhQXjCJqaqBmgAoFyHqtBBwrd0Owf5uRaYApH6Tw+kPRySwFICTJW7E9zBlmBG1SB0mgJqnr8QklkIHFKELaqTAdvgaIKq0bBWBwyu7ePnC+5bWFAnhvKpQKbWSInaKFIhGIiCRn2S2TpCQaOcOAorSPHs1CaqlJFeBbKgiItsZljcmaK4dyANUiGixneemy/RAiwiwXGWZBgjcMZh0wUCA+lx1toS403VCZC4SozB4nPHOF0AMYzrgKSOY+dLxEeEB6Tm2o8CcZ4nPUgBd28wGtBOB0xkIYiNaxvNfClI4g10gpcaqt2ZLrKk4gFmLLKilAlqMyxaErKwjIY5IR4zLBkMS+YH+aIUCKUZDAs8MYTacn6TkQ5LElLgwkFe2Z7lMay5By5sUw3I2IlEUKwpt3ApYaNM02mOxFNrZja1OaUB6yh1QpxsWT6wVN0xiPC1GPxZN7SSw3DuZxBv2R+dsi0CIicupvv45qampqampqamppfDm688UZe8pKXcPbZZ6OU4lGPetSIZsuWLSMtjtetGzVZrr76ah772MfSaDTYsGEDr33ta7F2Zf6c9543velNHHfccSRJwq/8yq9w5ZVX/kxj1dTU1NTU1NQcaxy74dyr1IGsai5UZRJVT36x0tyAI/cdWX1x+FgHjIyqIRQIgUDSWZ/w43ZKsrPPiRum6fZzdu3sctLmcYT3uL4BJfC2mrjW0lEUltZ0QtwQ9BYN41HAwOQkQjOWhDgD0hpcAEMNrXaEktWkc2YtJZ7FuQFhrFmTRIjcIEzVN9crRa+bEychWsoqM6KpoK2gZ0nGQ1RDYb3ClIY14wkutywMciaDqgpiPA6ItAItkYFgzWTCfFrS7Resi2OcMyAFXlVZIJkDjCH0Cuc9SnikgRgYKI8clESiOv7mWERwoHWSjBTCOBpCYAeGhT0Z2kEr1OAc/dwxXxasaUSUQtGONJktkQsl1grmbUaZKNYet47uzkVa02MsLKS0kxBEZRqlw5IokgSxrmw4BWiBy+DG7bOcvG6CoBmCd+xcGNBohHSMREaSfK7AO48NBK5rsQODN54kDphfytjVTzlpwxgMq+cYAemSYTyOKedLXOppaon3jlxBK5BIBW4swA8NOq0C4ZtJiNASX1isdUTNEG8si1nB5FiMzSz9YcFCWrJxvIH3YLWk1YkrZ1EJ1MBhSs9AeKJFQ1NpUBKHQwWKRAm8qYy1uaygNR4zvSGhP5exsHvI9HgLub8AIdAOej9aIC8cWkjGg5CgAZH1REKQOU9YCKT07NzXY7QTck1NTU1NTU1NTc2xjfg59BW46qqr+NznPseDH/xgimL14HeAF7zgBVxwwQXL2+ERIfILCwucf/75nH766XzmM5/hpptu4k//9E9xzvHGN75xWXfhhRfyhje8gbe+9a1s3bqVt7/97Zx//vls27Zt2Qy5q2PV1NTU1NTU1BxrHIPGxcFPmKMGgxArzQfvPUVm0IFE6pXFI6uFc4+aFStucfiND92nFEydNMb+2QXyzSGTjSZiQ0Q3s0RS4UrAegrniEWV26CsQEsFA8+w8DhjGI9CEFWlSOEMoZVkucOtDZmYjOjvTLFDS5EaxqQkmWrQHxoclZlSFIaoFRJKQTjRgLAKkvbGUWawr5cxpkLCWYtMJNoJBllJSyu8Vti8RCYKUTjiSLOYFrQbCu3AeGi0AhIhqywLKbDO40MJWtB3ng1hRHdYkFnH2maEKywYS0co0hYMl3KmY0Vvrk9bSBrNEBFIstxUod6loR0odKDwzpEXnnA64vioal3kl3KGxuK1ZKyVkC9l9LpD1q6ZITOO1ppxKC09VxJLCQZ0rIhDhRSyqqFxHrtQ4oVnyRjus2Yc3dAUWYkrHU0vKZ1DtUJcapGhQDWrt4AJPCKWqIbCzJXMTCSk3qETxXyakbuSdUmDdXGMLD0oR+wFZWFJU0sUVzkbSSeowq1N1VZLhArnPN0sR3mBtZ5+aVnfiEkLQ+o8znt0HDClJc1WSG4sqYci9syEIVIKRB9iBIlS5FmJkAIpQCiBihXDwpIkGrygE8YETlDeNkRZz5pOzGAxBy3ptCI6YwEutyQnxygtMTtyitIQxpqFhZSJzS1EIune0KtaZdXU1NTU1NT8QvHDq29jbnHA/U8/junx1qqawlou+vE1DPKCJ5x+H9Z2VtcN8oKLrrgG5z1POWcrnaOEK3fTjM/++DoE8JSzt9KKV89kuHl2ns/8+BqaYcALHng2rWh13fXzs3zmhmtohxEvPPMcGsHq+Qg/WdzOpfuvYTrq8IxND64+o6/CJ27+Md/Zexsnd6b43dMeVC0QWk33/W1ctn0np6yd4oWPuN+qORrWOT70lSu4Yecs55y0gWc8/L6rjpXlJe/5yLe4Zcc8556+iRf82gORcvS7ylIv5R8+dCn75nr8ygNP5mnnn7XqeLvnuvz9p79FL835tYedyWPOPXlV3fW37uNvP/wNhlnBsx5zNk95xOptar4/dxP/eMMleO/57ZMexcPXrJ579s3rtvOPX/keAC89/8E89JTjV9X926WX8YHvXkkSBPz5Ux7Fg08aDXe/x1ilKv+nvv3PwFOf+lSe9rSnAfDsZz+b2dnZVXXr16/nwQ9ePfAd4B/+4R9I05RPfvKTdDodHve4x9Htdnnd617HK17xCjqdDlmWceGFF/Jnf/ZnvOxlLwPgIQ95CFu2bOHv/u7vlk2JuzJWTU1NTU1NTc2xyDFoXBxgVX9BIMShnAohBGGiK+mR+srhWHnr5c0DJRqr3pU49K+vujqJPjzgWSeTrIlAQuvsNmVhUQUsXN3Db8+RxgMOkWhU7qD09EuDrXpR4TKLCAUWgdQa7zzSgporKbqOYVpSmipnw2iBNJ5OFEAgESogxCMDST40qPEA1dBEGyPSG4b05zM2bp0g3ZuiLAy7JWGiaY/FOGdxxhHGGlFWAdvGeXSoCMSByoPUkeQCvMQbS+kdXitC48nxxFIiG4r2RBOzlOFLAbHCZZ69ZcGECplux2gH7ShiKTckUQB55YoI75FCsM+UTEmBaGl8u2rl5FJH11qSSOMdhAjylsQFAjXs0ooCRCwYZIZ2I8DtzcilI9aKxUHOeLPBzn09pjsNWs2QUlt87hhPIjyepWFBNBbQ2dxCbeujlUSGAi815WKBwKICxcBaxGKJGXhaQUgkNY1EUMwWNIwntGDKEhUqvK3aRykhcFIxHkukE0ggzy269KhQga1aVhnrGOSW9a2YAo8KQ1zpaXUiQq0QWnNDr8uGmSZCKLSQTEhQG2IYWHzXUJSO0nryoUEDrekmcmBp4fFSkuY5XkCJpFcUTDVCrHN0M0O7FdIVjshLTGowA0+BR17VRSPZl+Y0tMaKkn5hmSk8i/v7RIFmIj52f0XU1NTU1NTU/PT83Ue+wfs++0MAJtoJ73nt89m0dnyFxnnPH3zw03z75tsA+KdLf8DHf/8FrOu0V+jSouQ3/+mjXLd7PwAf/O6P+PB/f96IKTHIC17wTx/h5v1Vlt2Hv/9jPviS59E4ImT7tvlFnvsvH6aX5wB88dob+fB/+3UCtdJsuHFhjmd86gMMyhKAi7ffyEef9rwRE+GK+Zv5o8v/GesdAD9evIU3nPWbI+fkA9dfzv/+wReXt7f3FrjwwU8e0f37Ny/nLf/x9eXtXYs9Xv20R4/o3vGJb/DBr1wBwEXfvZpemvPCxz1gRHfhP3yJiy+9FoDvXnELznte+IwHjehe+ZZP8+PrdgHwnStuIYkDHv/w01ZoitLwB2//ODv2LwHwrZ9s5x/+5Nnc/9RNK3SDtOB/vO2TzHeHAFx9yx7WTbd5wGkrTYTd6QJ/fNn7yGx1jl9++Qf40MMv4ITWzArdrbML/I/3/T8KU7Udetm/f4bP/PELOW5qfIXu0hu285bPf2N5+4IPXMTFL/9txhurB7LfXYS/exUXP+tt5VEMr5+Wz3/+8zzhCU9YYSo873nP45WvfCVf//rXeepTn8q3v/1tut0uz33uc5c1zWaTpz71qXz+859fNi7uylg1NTU1vyjUWRM1Nb9YHIMZF0e2g6raFYmDTgJ+RfSFEOJQq6hDt1gRsn2wd2j1cMWBsQ78vKzyK+794H7nKpMkmQkREqQQSCmIEoUa00w/aAJ5VhOlJN5C6h0iVvSEZVgY+s6x5Bw6VvSGhvmFnFv398iMp58bsm6BHxrGhGBNK2KiEdDHUSJACcrcILRAj1fthvrKc/sgwxaWpav7WCEYb0Us3d6n6Jdo64mFwAJWeQgVcaSZ2NRERBoRKiQCK8EHkqJ09POymrhXAu+hdLA7zzHeo5xnKgzwTiDnDNME1TnwAhVI1rYSrBJIpZBK0ooUUaQRomqTVMjKJBFSsHZDCyNhdn7I4r6UDIdPJNmwxGWOyHik83gJUTMk7sR0F3tIYKIZorTiuDXj1Uo0AUkjwKSWSFRB03lpGBaGQkIgJWLo6IxFREjEgkVosLnDl56lvMBokKFEAO0gYKwdM06IzEFKgdcSJGgd4kPJwBqshPluxlwvJRoL0c6zf5BjvScrLb70Vauq3GGsw4YSJWBdM0YqSeAlIrXs6KWkxrFQlhQCNq9rozohs6YkCKpj2n9zl7ndQ5YWM6IkoBlpdKRJm5p+NyeXEDgIM4fWmqAZECaK6WbEMDdkWjDTiYl1wHGNBrEF58EL6FtL0AwgFhQKmu0IFSjWjCcs7huSZY5CQXEM/oaoqampqamp+dnIipL3f+6Hy9sLvZRPXPKjEd3Ns/PLpgXA7GDIF666YUT3w+07l00LgJv3z/PtG28b0X3nptuWTQuA6/fO8oNbbh/RfeX6m5dNC4Btu/Zy0+z8iO6Lt9y4bFoAXLZ3F7d2F0d0F++5ctm0APjq3m3kthzRfWnH9Su2v7xj9LECfPXqm+5w+yBf+9FNd7i9fNw/ue0Ot6EyJA6aFgf54Sq6PfO9ZdMCKvPpsht2jOh27V9aNi2gWut19c17R3Q39PYumxYApbdc3909ort29/5l0wIgN5br94xWGdywd27F9iAv2LXQHdEda9x4441cddVVKy779u272+O+973vJQxDxsbGePazn82tt9664vprr72WrVtXNmzdvHkzjUaDa6+9dlmjlOKUU05ZoTvttNOWNXd1rJqampqampqaY5FjblrSGsORtbn+iJzuynhwrGwr5fHeVSUSHKq2WJlp4Q7THxpMHHBGDpojYrm22COEIGponPfVxL7w1eXAmEJ6Jk9uoCcDhBbVXWhBGEo6zYAZpchzg1WVvhUoIiROw9BY2nGAiDT7ypLCOqJYMzWRELUChsLTdRYvq8Bn5zxTnYSJJCQPoH1SgzAQZMKiEVWrKlGFOfvSQmrpz6U4AToFEYAvLTKStOOQ1Fnmi4KpJCIOJUPpWAyAtqYRB2QChpmFSLEwSJGxqtp14cmykrSweA2Jg3RQkBeGQSyYWtvECPBK4Lynn5X0M0N/LieJNONxiG4EhLGijKA1ExGEgrleRolnYZihgHWT4+zfsQ8VSGxp8d6ThIp2K0SHilhKlPGsHWuQWEFeWpqRptUIyL0jdRYyR9Et6e5NwVWtlcrUkghZVUyYA0aYc3g8JZ6sNBjpWUpzTOnw1hGjiJUmXSoY64SsX9Miy0pEJJnsxGglMBIC55ClJz9QuWKNrfJC8OTG4ayjsI6NnYSpTkSiNV1vkU1FJ9FMTCdYV4XOt6KARiBptwKE9SgpmWiENJQkLy2D3FAaj3OesekY0ZA4YwFPsxUSRorCOpxwDK3B4bDOsaObMhUGuEAwlJ44EAQKmkAkJboVYhNJ7h0LaXY339E1NTU1NTU1xwpHLu4BUGq0zDkJgtF94WgVZhKM7juyiuLo+0ZbO403VraZkkIwvkrrqcl45Sp9JQSdVVpKjYfNlfepQ0I5eszrGytb5axvrt46Z93YynZZa8dWb5+1bnJlZcq6ifaqus0bJo/YnhjRhIFm3UznTnVTY02a8cpzevyaUd366Q6d5spzeurxa0Z0J7bWrDhXSkhObq8d0Z2ydhqtDn2lDJTi5LVTI7r7bd6APKwafrrV4Pjp0eO7x/D3wAV4+tOfzplnnrni8vd///d369Ce9rSn8a53vYtLLrmEt771rXznO9/hEY94BEtLh4ynhYUFxsfHR247MTHBwsLCsqbVaqGOqEiamJhgOBwuZ2zclbFqampqampqao5FjjnjoigOGheOleZEhRAHKzCOCNY+vFRCAMIfaCt1mObA//4wF+RgnMXhXaSWP6sKQMGGkzoU8wVIUV3EofGEAKkEoiHxeBIEovRESEIEaWaIEMihpeMlzVjTijTOeGYmYmQiSQNHpxOjtaxyGoyjh6PfEqxZ28R7jy8tu5aGlM4yMRkztrmJPj5BxgpnPHOLKbvn++R48sLQUBKNYKwVoZua+fkBaa/AWMB5Ai1w1hEKiYokSisSpRlLAuJ2SLsV0GwGTJzaZuf+LvFYhGmAiyWyoykCQe4cqvBEStJKAoQHnTrK0lIozyArsaaquIibGmFdVbYdSsakpGkFYq7EWk+hPIFWZL2cCRmQOIFWiqQRsXvHLMZXvZaRsGOpx6AwiEDiBVjryHODGlatqcquQZcQKUXeK/FA0S+xpno+i8KQD8uq5kaCtZUpZFKDKQx9YekOMybiAC0FznpK65Cmeu1oL/CFIy8sUgm88xg8iRe4AyZarBRRqNjXz0itpYfDWIt1DqpMdWxpCS00pSBA4ArHvv1D8qB65YdSoKUgTUvm8hICyb5eitaS9etbjDcCZCBYykryPSlivkR4WHAGEUCxkNPNS/TmmGBNRC8vCbVgMglQoSDUkjgHLwRmYHAGdFMSaUEjlsRjAWvHGnfj3VxTU1NTU1NzLBGFmj949sOWt9dPd3ju484d0W0c7/CHjzzUf/+8LZt4xtmnj+gecMImnnn/Q/kIv3rWqTxslXyDh5y0maecfWjF99PPPZ0HnrBpRPfUM7fyxNOr1eNKCP78CY8caU8F8OxTz+BxW6r8Bi0lf/mI85lOmiO639jySM4cq1ogxTLgNWc8b9UcvFee+ygeMFMdz/Gtcd72kKeMaABe/qu/wtmb1wNwwswEb3zO41fVvfY3H8cJ6ypT4swt6/iTZz9yVd1rLngSZ526gXYz5lceeDJ/8Bu/sqrur//X0zj5+Bk6rZinPPpMnveU0bZTzTjkbS99KsetGWeinfDiJz6QJ5w3mknRakT8nz99Bvc9eT0nbZriFS98DA86c/Q529SY5K3nvoBTO+u5T3sdbz7n1zlpFePixDWTvP0Fv8rW9TOctmEN7/iNX13VkDh783r+z/OfwoNPOo7HnHYS7/2dZ9OMVs8luUe4h4yLT3/602zbtm3F5aUvfendOrS//du/5fnPfz6PeMQj+P3f/32++MUvsmvXLv71X/91hW6116r3fsX+o2mOvO6ujFVTU1NTU1NTc6xxzDWw10HVwmkkh2I0q3s5rPvo6WmHqi4OeRUHBzjYdqq6r5HxPcu3jdZG7L92CdUJiNq6qgA5eP9C4DJL3jfoQBw60KGB1JIIgRWwmBV0VIC0nvGxCCEFdAJ8YYl95YekQ0PgPRYIlaC9JiFbLNFthRrAxjCpHkvPYKynuz+lOfA4B9LD1FhC5h2h8PS8JS1KZloxzOdoKXGlQ0+H+L7BWUe/LGkgcVIiA0lmDAPvmEgFwnhSSsSOkqbSqEVLz5c0I03U0HQmI3xX4aWv0r0PnOsYgRhaEJ7IQyPSlM4z7FcGwmI/x0mYCgPMYkEcK8KiqnNZ1DAVhwghcB4K51h//Dp+csUNtNZ0mF1MOX6qQ69XsP64FkVpuHbXHJs2TJCnBeMypBgYSgEREEYCFSjSzGACQZgobG4JA0WoKgPKG4/1Hp9bdKyJlGbQS5kbZoyrAFcYvK7OT5oa5tOMdhzglKcVBygPCvCxJEgUvvSY0rEwzJh2AZNxlTVB4QiUZlAaZKwpnCWUGhkJZCZQpcc7ix0UGKXoBjDRDmG+JA4VWkq8dbSVBiFYnM9QUpI0FKK0FFrQjDXWenqDglCW5GVllOy6dp6yNDTDEBEqZqZC9IaYYleG9oLYSUIJTgnS3BGUloZWLC3ktKLRFZI1NTU1NTU1915e9NTzeOjZJzC3OOCMk9bRbq4epn3Box7CM84+nUFRcvLM5Koh1ABvfNbj+e1HPADn/aor7aH6PP2W5zyJlzzyPIQQnDgzuapOScnfPvspzPYHxIE+ajB3oBT//MSns384INEBrVWqNwCaOuYfHvhSZvMe7SAmVqvrJqIGH3v8b1E6S3CU8G6A6XaTD/7h8yitHcndOJzNayb4xF+86E5162Y6vPuNzz/q9Qc5Zcsa/u9bX3inuvO2bubTb/xvd6o786T1/Mtr7vx+H77m1KMGch/OY884mceesXoQ+OGcf8bJnH8XdMcSJ598MmecsXp4+T3FmWeeyamnnsrll1++vG9iYoLFxcUR7dLS0nL1xMTEBL1eD2vtiqqLxcVFGo0GwYHKqbsyVk1NTU1NTU3NscgxZ1wEQXBEpvbhjsJhPy6bFwfaNvmV+pVj+OXMhZWGyBFjLxdlLDeCqlRS4CPJ4k091tx3HKGqUntPZYjY3NE6uYnZkeO7pprIL1xVzuIhE56B93RCAaWj6DuiVogtLQTVhLSKFElTI4eGfLFkIMHOZfQGOdMqxA1Kht6TaYEVnvUmIQZcZmlMhzTXh4jdBVbDfhbpyAmmGzFmaDAOGrKqBrBLJcJ6RKwZ70QoX5ktLrdIIYhL8NIiAllVSBSO8TDAl454PESEVZ6EijTWe8qlgoVewXSzMmMWypJJr0iUYk83pdMIaLVChsOSTjNkYCwuUSgdINWBXIhuiTGONUnAkrEkWqEdGCVAKFpTHfZu38vGTWvpDXNO2DRO1AwQA8/px01TGMfEeAObOoxx6ESROkNqYVwGNOOQVlNSDgzCVauLPLDbpoz7AFl6opYmiBQu90x3mkytaULfoIysKjuMJ5CSzkwHpSXSgrCeoXckUiIzB5GicB4bCMaSkNvmB6zrNMiGjnYSoEJF0pBkqSXwgjyAudkhk80ISocQkuM3jpGJqpLFpRZXOiQCnSikgIZWiIYm0JLhUo4tJJ1Y45TAx5Jds33azQDTNzRaIY3JkGIuJ1eKEInplThnme/lTLQihsISr49Zms2ZH2SsacUUEuLU0EYSHGpZXFNTU1NTU/MLwimbZzhl88yd6jZNjN2l8U5cs7oRcSQnrVnd2DiS6dZo9cRqzDTuXCeEYCZevfXTkdyRabFCdwdmxM+iq7nn+XmFc98dDq9+2Lp160j+xO23385gMFjOq9i6dSvWWm688UZOPfWQwXRkpsVdGaumpqampqam5ljkmGsVtTIa+4jS1VU6P1WmxZGR2ge9h6NsH1b+C6Mmh4eqEsMfmOT2MLWpSXcxJ++ZQ/2lvMDnDpc6ZEcjtERICaEEKRCRJkwCOlKzLokxpcMKUAi8cQxzS9TUBC2NdZ7F+YwydWigIyVRLujokKgVoiKFKRzpoGRcVfdlrSf3nv5iju55wvGYZKqBC8YQLU2gJFEzIJQC78BbV024I8B4Ii/pp2Vl6KgqLyLWCiwMegWtJCDWGhlKZKLwB8yE7Xv7DBYK/NCRl544CZBaEnYC1k820VrhlWByLMY7GGQG2hpXWNKlnP5cxsJ8SjYsmF9IKZyjuS4BIfFe4LzAmKqtlO0oNp20nqzXJy0ySu9pN0L6aYFqaJQQBFJiCo9MFEFUtWiaGItJvMIVjp1zPfbvGZANTfW0O/Clw+/O8cYjtEQWnv7+nKxX4q2j2yu4ca5PmVSh47vTjDJSGC3oG4uQEqkEyWSEdyBihXWeXf2UMjWkqWGyGeMEtGPNUlpCLCFUOOFRQdWeq9kKSaKA3DjMoAr3VqFClI7ufI5RAjUe4gNJBvSNoywc3lfPhY8FXgl2dlP6Q8N4M2RiPKKLwVuPyz37uhmziymmcAQelBOozNHdM2SxnyO8xwHtKCQrDaESiPEAVzqu33vshybW1NTU1NTU1NTUjHA320T9V7Ft2zauu+467n//+y/ve9KTnsQXv/hFer3e8r6PfOQjJEnCIx9ZtR576EMfSqfT4WMf+9iyZjgcctFFF/GkJz3ppxqrpqampqampuZY5JiruIDKZKjMhCMqIpZbQx3eOkqsyKw4yMr2UIfG8t4fCiU8rHLjYE7G8vgH9QfuW0eSLedN47w/kPEtwLrqZgbK3Tl2YLDCo/KqBZUAnAQRCLyAEoFSGikPpHd4jzeeom+QkVy+f+FF1bqpX9K3liYSiWRMKdpSo53AFIbZpazKIJAO78BJgTCOmSAkWyjxkwobC2QhEZmjZx3albQbIUhBz1j25jntsZAwkphhVS0iW4p+ZmlKQVlaXFBN3vfmU4IypBlrZN9SGEfkIWqGUDpu3tFlTTtBAEM8Skn2ZRltGzIhFV5AI9Q0myGl9zROaKFvG2KEQ0iBcx5RWpbyksw44iRgbMkjwoANJ27gssuv4rGPe3BVNWE8+/YPmYoCNIJuXjC3kHLcdIfb5/psmmohLVjjacchmbGU1hHpKnNDSdgw3a7yTaRk6CzOOrQQWCcJEHTCAFoa+pbJOCLRCp8ZYiWRocAWnnQup50E4D3ewIYgwmqPEpoQwWJeIgxMRyHkDlNUWRLDJpj5DGFhNs1IQk0vKyj7gvUqxtoqIj51lrjQ9Ho5QkiMd0gPWQi6VVVeaCnYEDXppobxUOP6lo2tBliP65aMJRG24dEIhJKEp7bZf+MCQerZPN1Ge4X3Gi8hNZZBryTVHl1a1s6sHjpZU1NTU1NTU1Pz0+G9pzfIaTejO8wWsNYxTAvardXbeC3rnGOQF3RWCTA/nPnukP4wZ+OasaO2/ALY2+1TGMNxk+N3ON6e+R7WOjbOHL0ixzrH1bfsIVCKrVtGszEOUlrLtt17iQLN6WtHQ8J/VoT3iFW+I/40t/9ZGA6HfO5znwNg586ddLtdPv7xjwPw5Cc/ma9+9au8//3v5ylPeQobNmzg2muv5Y1vfCObN2/mxS9+8fI4f/AHf8A73/lOnvnMZ/LKV76Sm2++mde97nX8yZ/8CZ1OVUEUxzGvetWreMMb3sDExARbt27l7W9/O845Lrjggp9qrJqampqampqaY5Fj0LhwHKyeWBmifWROxU/PcgDZkZ2iljcOdzIOayl1INMiaKpDEuspdhe4eYvdmSJCiZ6OcHj8LRlYi5WKxbQg8x6nBOumEuLJEDtfMt/LaRSCcueQXl7SiAK8cyjvQArSfkkAhKXDhA4tq7yGpW7KmEooFSRaYYyjbwzhWEQZQb5UsNjN2dhKEKXHdw1LpaGhNXE7IJISryRpbnCB4qSNYwSBwMSCIhKEGfQWC5QU5L2CoKEwsSAaeKJIE4YKhERZRzoskFrihyVhoFjXjIgbAUuDHC0kynrWJtEBc8fTzQviOIDcIJVkz1ULNKYiBvtyJvoOKwVSS2InUEoyGQUMvWN2mLF2vMOWDevYuXMvx5+wgXEVMTYeYYaGMvfoWHFcexwpIYpU1cLLeXQi6eiAhnF08wJ94Muac6ATjcktHKiCicdDBgs5rjAIAePtkF37e0xPJCRO4wUErRCXGeYHBZEVtEKFGxiEEkgpWCxKxlshynnwDlU6dvcyNq5vE5QObWCoPB0paStNGEpyLWg0A8KuZMlbfCyRA0snVCAEXoGMFM2GZlBYmpsbiH0pt922xMbpDs1Yo/uWCMeSMpAaJrUmLR1eSeLpGNVUcFuKs5bi5gGNJUdqPIVzOCVZ6GU0w4AokezspTQSjZYHzKyampqampqaeyW9Xsq//PPX2Lu3y0MeejK/9rT7r6q7ef88F372aywOM55+v9N5wYPPWVV3xW27ePvFl1IYy28/7P484cz7rKr7/o4d/M23voV1jpc88IE87uTVcw0+8oMf8y+X/pBAKV7+hEfw6FNPXFX3vu9fwb9973Jirfmzxz+Kh580GiYN8NbLvsGnbrqKybjBmx/6BO47vW5EY5zlzVd/nEv2/IjJqM1rz3we50ycMKLrFwUXfOUiLt25nS2dCd712F/jPpPTI7r9831e/Y7/x7U37eXUE9fypj95KjOTo4Hit+6Y4+Vv/AS793U5bsMEf/OaZ7Fh7fiI7ifX7ODP3/Rplropp52ynre89lmMdZIR3Q9uvJ3/+e8X0U1zzt2ygXf9ztNpJ6OZIJ/4yo942/u/gnWec+6zkXf+6TOJV8kw+z9f/hb/+PXvA/CEM07h7c/9VaQcNVfe8bFv8P4vXQbAkx60lTf8zhNHTBhjLP/jHZ/iB1ffBsBTH34Gr/2dJ4yMVRjDiz/0SX54+04AXnC/s3jdEx87ors3sW/fPp7znOes2Hdw+5ZbbuG4445j3759/M//+T9ZXFxkamqKJz7xibzpTW9aYSJMTExwySWX8LKXvYynPvWpjI+P88d//Me87nWvWzH2q171KpxzvPnNb2Zubo4HPOABXHzxxaxdu/anHqumpqampqam5ljjGGwVVXHkIpfR6glxIFj7aLdf3dyo8g38ciXFwfG850CVxEFj4zDFYYUfJrcMbk8Z/LhHvm2Amy/xuUc4gesb1KJBhgIfKrwQjEchSRIQaclSvySdLfClZ7EocVIgbRVIrYxD546sdLjSUQwL0tISC4nIDL1hwWw/Z6IdIwJBEmgmx2JC71G5ZdDNWdw7pKEVGyYbOO/J+iWudGA9UniS8RB5IGg6GQuJQkEoBGXP4PaVWOeRiaaRaGZaMUpI5oclZWExzuGNo1jM2Xd7D+cccSvECpgfFiz2cvYMCvID7Zh0IvGhZKk0hEoiYkVDKVSgUI0AAglNTSAl7XUN3JqIMpGYSDLWiZlqx9Vz5TydQBNowdq165i/dY5eN0MoKHLD9tkuBILSOdAeiWA8jsB7BmVJnhlELOlSMpaEoATWeHzp6A5y9ud5dT6SAKkkIhQ0GgFSCsqhY1oFSAvOOcgspl/iS4900GhorHHoSJEJT7eoqjGUE1hXhaaPJxEnTrTZv3+ALR0A41rT7+bkEnwg6aY5Fs+CtSzsHXDz9YtkaQkWsB4yR1NKcoBAUi6URAPHmokmclOE6mhEIEmkZswpWs2QzHmyAGSscMZhbhuCkBjn2bt/SFpaunmBGxqKnTnNQAEOnzu080QGOoGmqY7+Hqupqampqak5tnndaz/JRf/vCr7/vZv423d8kS98/kcjmsJYfvdfP8mlN9zKtp17eeNFX+WSq28a0c31h7zkfZ/mh9t38uMde/jTj32Oq3buHdHt6fX43U99ih/u3MkVu3fzsv/4D67bv39Ed8Vtu3j9f1zC7QtL3Dw7zx9/5D/YvdQb0X13++288YtfY8dilxtn57ngYxcx2x+M6D5+wzbe9ePvsmvQY9vcXv7blz9B6UbDuj5++7f5wu7LKb1lb7bIn//o/2K9G9H9zWWX8tXbb6Z0jhsW5/ijr/7HiAbgb957Cduu342xjqtu2M1b/+WSVXVv+6cvs3tf1YLz9l0L/O2/fHVV3Rvf8TmWuikA19ywm3/98LdW1b3yg5+nm+YAXLF9F//05e+NaPrDnLd94KtYV32rufL6nXz8K6OvgRv3zS2bFgBfvOoGvnT1DSO6a27du2xaAHz+e9fyzR/fPKL7ymU3LpsWABddehVX37JnRPcfV1+3bFoAfPDyH3P9vtlVH+9Pzd1pE3U32kVt2bLlQKvh0cuWLVs466yzuOSSS9i/fz9lWbJnzx7+7d/+jQ0bNoyMdfrpp/OVr3yFNE3ZvXs3b3jDG1aEcEO1uO/Vr341O3bsIE1TvvnNb3Luuef+TGPV1NTU1NTU1BxrHIPGxdEnSoU4dLkj3ZHc2WfPQyaHP1BQIejvGmKLw7/sCDyS3q6U7rYuKpbVRPbeHG89Zb/EDxwu8/hAosdDpBKoVkB7PEQooHTsn08ZpoaNSUJkBR5PLy0wgaAVSGJRtZgqjcP1ClRmGPRLYg+dSDNQsL8oGfRLhsMSj6AMBCpS2NSQLhR057PK6MgKvPAMBgVzw5L+7nT5vKlI0dzYQJ+aEMyEBFLSCDTeOoRSOAtZ4ImUZLiQ4j0oJNY4NrYTds8P6UtPsxEyNd7ASIjbITYQtJRCWA9S0ExCBqGgxOMjxc5uylB5XEPRjgPy3BKXkC2VWAXNyQivBfPWYAQsLqRQeHwBUSNk0wkbuOGaHSwtFgxTy0yngfCQaI0sodvLGOaGW+a6jHUS4ijAZoZmM8Q6z95hhpVQ5JZIK0IEN+3rotoa4TytKMAbjzOeUnmkFeieQ1FVgRTWIUNJJwrAeHRDMbSW2bzEegh0VZXTS0tUrPAKCCStKGC+n1UB21IyrjRNKZHWs66ZoCPJVCfkhPEmm8cTstJgvMNZD8ajEARTIb28wC+UUHrGpKIZKFzpcMozl+XMF4btewcEkSbCQ2FR7ZCyE4CWGAEoiZ6O2XzaBASSOFCEWqG9oLSO0nly67h9YcBte0cnEGpqampqamqOfZzz/PhHt63Yd8Xlt47o9vcG7DnCMPjxjt0juptn5+ll+fK2dZ5tu0aNixvm5hiU5fK2cY5t+/aN6G7cP7diYVJuLLfPL46Od8RE9rAs2bE4msF1/eJKc2Q2HTCfDUd0u9P5FdtL5ZChyUd0t/eW7nB7ebx9K/fv2ru6bn5hpdkyvzhqvqyqWxjVOeeZ7698bLO9UV2al1i70pTpD0cf6+HP6x3t66fFXdpXmlHDaLV9hb1r+34WDoZz351LTU1NTU1NTU3Nz5dj0LiAo5sSh1sQK9tIHV6hXG0f2rHc/GnZ+BBH6St7YHwBMjgs8OKw6611LOweUsyViEghPPjUInKPSw39NMeVVXUCCobDgmKxpCkVsZKMBxoRCLSA2azAeo8xHptaFktLz1qMdRTO0Ak1S3nJfFEyyA0uEIQe2kGAKF1VtdGQrJ1JSIRAI/DW0/7/2XvvMEvSs7z796YKJ3aaPJuzNigLRZBkBZKQsIQMxnyAjG2wARtsELIx2AY+hPnkANiAbYJMFqyQEMoCBRQWsdJKqw3SrjbvTuzpdEKFN31/1HTP9Jye2UUr2F1Rv+s613TVueutOqdPTZ+q+32eWyseWpvQyzXGKPYOc4ZdQ54nzex767FjT6gC7mhNDBGRSqKPYASrRc1xVxMKT18rFgcdTKZQuaLTSzE9w959fdLcsOosU+dYWszZ00nIuhofAtEDIWJqjxhZVqY1G96zN09QE4+aOIINbNQOtCDJFDIK0iqiu5p+NyHtKOYHGTURJyDLNQsHFki14PA9R5islwxSQ6oFPnoUgo7WzPVSzl/qI6VAKNhYr7j3nnWkFOzt55SFJQrQSjDspuzvZpQnSnzliQKUEqRGkXiIElaj597jG4QYibppZ6WUYL22iEBzw7+0DLsJSgtGMjBYzKkBEgWJIE8Ng06KTjRl6VhZL6lKy7h2VFmkWq3YODJlPKooYmDQTZs2XCEQrIMYMcuWg/sG6EQSrMfZgL13Sr1mWR7X7BrmLA5TFndleB8RSuFqj5x4Mifw1lNPKnIf6c0ZigcnjDdqwrRmPK5wzqGF4EAvY083Y5gn7Ns32+qgpaWlpaWl5fGPlIL9B+a3rTvvvIUZ3a5+h1397rZ1T9o/mzVw4eI8neRUiyEpBFfu3TWju2RhgUyf6karhOCqXbO6Jx/ch1GnLkWGecaluxdndE89bz/qtO/ti90OFy/Nz+ieuefgtuWLB/MsZd0Z3VctXrFt+erh+fTNbCumF523vX3UC8/buY3Vc5560TmXN3nx86445/LW+udfuf04zliG5nf7sutOtekSAl7+5Nm2Xbvmezz/yaeOu5slvOzZs+NdvX831xw41Vpod7/LC3do23Xtxfu47OCpdll7F/o85+oLZ3Rf89RLuHDfqc/a0688yNUX75vRfe2Vl3P+/KmcjOdfdAFX7Zn9rLS0tLS0tLS0tPzd5HGYcXE2Zk2EJoXiVGDFrBlxmrkxE2yxfbwzw8A7u7Ntis2qjIXz+xzhONWdY5LMnAx3Blwgxkgv1SgJfuIZeYf0oKTERJjWnsEwBRuwtW9yGGLEJwInI4mDpGM4PC1ZnOuCjaQiYS5VkCl8aAKvE6UQqaAnM2LZBFt7FyiDRxuBSTUHlvpMiprh0BCI2AWNG3m8j3gfKX1NeldFLqCjFRMXmBSOpT0d+kODCgKkoCwdQgtiKijxuHVLUkomKhACLCmNymSjqSPBemKqkDZSFxZLJNWKzEa6WpEmjQHixpZuT9PtdymsJY0CpSUPjUr2ygxFZDyxJFqSRbAxoFCEwnP5Jedx7+33k0wq6iol7STM97KTrZgU3nkSJVEJRCfo91KUUsgAMQZK63E6MhcMogajmxDtnhdkXYOvHVIqrA3IMrJ7mDG/S6OBNDN4AVUIzOcGISK1ihxc6HHCWQZdw/hESW+QkwiI1hND5NDKCCkk5+keeaIZxEBlPb4OJNEw2agoSsf+CwasLE/Z8J71acWBNCXGiIsBUwv80QLqwHhScdg6DiwN8DJijKQk0jsvQd9SEIxk3Qd6SsDEEUuHsx7pYH1aYj/vCEbSMQpvI946qqiIMqAlaAGdREL+BPovoqWlpaWlpWUb//E/vZo3/uw7OHpknWc/51L+wbc9Z0aTaM3/+q5v5mfe8cGtjIudsit29bv88j96JW9630eprOO7n/90nnze7M3o/YMBv/rKV/L/ffSjuBD43mc9iyftnjVCLt+zxP/4h6/kNz/+KYxS/MCLn8NCtzOju2bfHn7pta/gtz75GVKt+aEXPY9BNhtG/dLzL+M/P+9r+eO7bmMhy3nDM1+4YxD1c3ddyc9c9x38+dEm4+J1F79kx/fu2696ClpIPvLQvVw0mOf7nzr73gH803/wfAa9jNu+eIQrL97Dt73iGTvq/vG3Po89uwbcefcxrr58Hy/7miftqPuR7385l1y0i0NH1njWUy/iuc+8ZEfdz3zby7n64B4OrW3wgisv4vlXXrij7j//wCv4k7+4lfVxwYufcRkX7Js1rxKt+c3vfg3Xf/oWKuv5pqdcNWNmAWSJ5v/86Gt5+0dvxXnPNzznScz3Z02fXiflN3782/jgp7+IUZK/98zL0Wr2dzGXZ/zRd/1D/vzOu0iU5uVXXnrO8PC/Fo+i3dPW9i0tLS0tLS0tLY8pIp4tDOIxYnn59PLt082GiNgqgjgVsr3zwZ9uYJxZoXGuao4zFeKUPRKbJlL1xHH8Q8fproFONQiINmBrh0eQJxpbObSLFM4jlCRBMK4dK5XlgrkuSsBkavFaUNaesbX0+xm7TmYwVCpioiCsWzZsQBNZq2p0R5NnhmFiCLqZwcYksDwqmc80NkYyIZFCUDhP1AKRCiZjy+Iwo6g8EwKV8/SiwvvIINcQA85GlFYkCyknphWpAxMFdx7f4KpL54ljj3MRGSKxDiT7c/yKRTpP7SIj51nSmsm0ZqoFJlMYIXAhYozCjmu6uSGGiNaSqfeMZGQ4yFACkIKVoma+m6KBugjYaU30kV4nwceIkIIQIr722MqxdnydY6sFl1y6G50ohFYcOzFtWkd1EtJEsVZPKS0s9TpY5+mmhgfXJuwZZmit8KUj1AFvBAaQUUAAJQWEiDISbWRTiBMaAyXpGI6MCvK5hCVjKMeeqbX0Uo3MFZUNdKrYVLCECIkEJYhTz6is6WQJWgA+4CvPg5WldI7z+jnRSFwdCFqSA0YKbOWYlA6RKArrmB9klNMKhGS+nzUVM4CXApNIJrVntbLkUqDrgFCSbqpZDzW9SXMSKSOpTn6ui8rRR5F0E1wMeBdI+oai8MhMcvUbnnLuk7alpaWlpaVlG7feeivXXHMNt9xyC1dfffVjfTgtLX9n2Dz3rvmmHyGfnw1nf6QUq0e45U9+vj2HW/7GeKz/Tlz4xo/+re+z5exc7A9z/ejntpZf3X89d6vZyQF/l7n3x57/iHSP9LP9SMd7pDxW+21p+UrnCTOd+pRp0dD8fLoJsdm/VcwEc58qxGhMiFNszujZro9nKE/fV1FZihSEDQw6J29ydzUb0pN6CT4SqgAI8iCJJ2+4Z0oihGAytfQzgxGSce2Ym8sYlhqtFCiBGhrscoHKDcl8ylJfE1Zq/EpE5gk6k0xFwJWBjpBoHzBacmxaMZckRNnUoGS5JmrBMW+Z39MhFpEiBHodg1zz+BAopzUDYGSbVkMXLnaZrEfy0GQ1qAiXz/eJhcdrsGNHVymEkBRHShQQlOBEVZFrRQgRnSgoLUmiqCSUladjJDZRbMRABIZCUAlBLAPTWDHsJNREukqTKkkgkiiBzDXr6zUZkVI372v0TeWGNJJBbxGdTQguEiXIRDA/TJlu1JxYGbN7rkttI5PKspCkSA3eB+Y7BqpI8A4iSC0QqYREEjc82Ig3ILTEiCYE3tuA0QLTM4xqTz9LMFYQiIycJc81G9Yxn2hkAOci1nnqnkJIKIqafpT0+imuCoQYCaUDAUME852MPEuIlSOkmqJy5N2muiMG3VTyuEgn1YilBLEaKFZqnIuwaJBrNUYrRiGwUVnmg0QjmIpIR0i8FAQn0X3FkRMFaRDULpArSZYYVGaIA41aqxFKcqysSTuGsnJ/vRO1paWlpaWlpaWlpaWlpaWl5SuA1uRraXlseZxmXGwi2DQMYtz8d/PnSIxNe6bTjYqd6kc2tzllQJw+btxx/ewgzWM4n3HgKQuUwRFO5mH4OtIRilxLCKG52e0DwXrkrhR1XobRkjmtiL45ZgPEELG158haiSsdYd1ij1X0uwkGSRQCqoAvHD5Goox0taYjFbEK+CpA4VGVJ5WNSWJPGjzV2FKMLANj6MwneB+xhef4WkmiJP1E0XORMKlJXZNrIFyE0jMtHGJsmWxUHB4XIASqjORCEusAIdBJNNpIaiK7Bzn9zBAElC6Q9wypUiSpIh0mDDPDYj8lk5I0VYREkvQMtYo4IAjoCEHfC0QdKSaOECPWgpYCKQSdRFPGQJ7rxlTyEWUhy5peyzJr3luVaaYqMjfoIIRgKDTndbqoCMo1QeWjwgIRN/WsTypCiEgLRx8YUbuAziRJpslyzbQLa5OSw5OCoAWjwhI0WB+IQrBeNKZFrjW78hy1EZATTx08Qglyo5CJoJMYTK6Z2oDJFFWMFBLqKOh2DD2t8KOKGCKyDvQzQyEi1kcOTQpGPqBThcgVfuwZRMXSMGMcPcWoxhrJ6sqUrocFozm+NsX5QH8uQ+cKEQODKJn4iNOCfD6DrsENUupMsFJU2LFFSAmpIksNpXXIs1YotbS0tLS0tLS0tDyOiY/i0dLS0tLS0tLS8pjzhKm42IntVRjbb7DGGM8SwH1Kv70yY+fsizOXg4tkw4S4S3Ls0JTdS11GZU0aBN5FhJAEH1EdjSg8/lhFIeFEWbG/36WuLEXt6WiJGHlktCxkipVyzHzSZXXimLskI68FogpQRZwSdHIDiULOG6aHCqSL+NqClOSpIk0kSUdz5NiUeXXyxjiR3kSwfOeIJERGtSVxkUMqMvSCOaMoQsA5zyDLsBKkUSSyMUWm1tNPFPjI8XFJrjUDebJFV4xsTC0VgcRoiAIRIz2jWFMRoSHPNKF2iJ6CACYGVKLwiWBtvcRpwbR2LHVToqSpdJg6CuEISlG4mo5RSNtUsMTS4yxoo4kRjpyYsLufEWzg+EbBvqUex8cloQ6si5qD812EiMQAtnKoVKKMYEmlKK0YlQU9pcm7CQHYs6uLqiPj2jPf0RAiySRSa8lcRxMljWEToVSRqmwyOPqp5uhKQVcpulrhXODEpGKYGLpThUmgpAn9rmSkKyV5N2E8rbFErIRB1yA3BOvBIYVkrqPIpw7rAlmILHYNqqfwEw9GoKRETD0dETA1jEclEPFjy1pRMa0tpelQ1DVzVWNqSUD6SDhp1PW7CS5GekmKrWuMEBTBMykdC8OcucWc0Wr5yE/IlpaWlpaWlicEK9OCtaLg/Pk59DkyBU4UU9bLkvOH59YdLUZU3nJed/6s379DjNx8/AgCuG7X3nPoAvdP70IKyfmdnfMdACrv+NzKYfom5Yq52QyNTdbrgo8fvY+5JOM5ey48+2uYjLnx8EPs7w946p6zt+e4b3WNW48c5ZLFRa7YvXRW3efuPcKt9x3h8gNLPO3Sg2fVfepz93PvA8tce+UBLr94z1l1n/j8fdx3dJWnXXqAyw/sHGDtfOBtH/0cx9cnvPApl3DV+TuPV1SW6//iZiZlzdc980rO3zMbdg4wKWv+8IabKWrHK55+FQcXhzvq7j++xu99+CYEgm9/4VM5sLSz7q71E/zW529CCsE/ftIzOdAbnPX1PmoiiDbjoqWlpaWlpaXlCc0TyLg4o51TPPNi58w2UGdj54ukTRNj8xoqnqk7uShUU5Wx79m7uP3tDzHvQ9M+KUTkyRn546JmMRqCFySJIlWCvX2FFBEjBMcri9Ap87kheI9znqHI8CGy2DFUD5TUB1JSI1lfm0KICAWdrqY6XLB8dMSeToYXsFo7BlnCeGwZlJG5pAkM72pF6SydVLMxqpi6QCIlHRGRRMrCsqYCE+dZ6KYE67Ax0sk0tg5EAYvDjLqyjNdrlvIUlSmYBGzlWF8v6OUGEQWlhLKwzHcMwUJR1UwqzyDCYCllQ0e0bYLFVyY1aSdl3miOVZ6lXoY2kmLiGFvHFE9HG9asZUHqk1kTzW9kkGiSCHXVVAYsdlKq0uEJ9PKE1Y2KTEk6cx2iFhAlMVWUU4vSApSimlrSjkIoQbef4kqPSATKwtgFMinJEkUoI0oJUq1wClKtmNSOgTCQCHQlqI1EIcBFBqkhuib/o+MFiUmYhMjqqKQ7SHHBI9OUXf2MUAfWihrjI73csFbWVFWgrCx9oxFKcmi1YCAkHQ/7+x2kUvhJM34B5EojE8F9h8bsTlOOjwv2DDoUMTKpPYtpQt9DHWFSWdZKSydRpKlmbleONpqjq1N2ZRnjscWKiF5ISYuA8R7VUZCCrQMtLS0tLS0tXzm87ebb+Hd/+n5sCFyzbze/+e2v3jHs+vdvvZl//+E/w4XAU/fs4/++8jX0kmRG90u3f5hfvP3DALx43+X84le9dsbkCDHyz973dt5/7xcB+PqLL+d/vOQVM+aFj57/fdfPc/voswA8ff55/D8Xfv/MPse24ts/+NvcsnoEgO+76rn8m+teNKM7Xoz5++9/Mw9N1gH4jsuezn98xstndHeuLPMtf/z7rFXNhI0fe85X871PfdaM7i/vf5DvecsfUzqHEoKf+8aX88qrr5rRve+mO/ix33gXITYZfT/+D17Cq5937YzuLe/4FL/wGx8EQCnJG9/wKp7ztItndL/+vk/yC+/4GNC0c/2l730VX3XF+TO6f/dr7+b9n7oDgN987438n3/zLVx70XYTxvnAP//v1/PZuw8D8Lt/fhO/84Z/yMFdc9t01nm+51f/iFseOArA733sM/zBv/qH7Jvfbjac2JjwXf/lD1gZTZvX/ukv8JY3fAcL/e1B60cmI179rt/eeo/ffe8XeM8rX8cwnf3sfVlow7lbWlpaWlpaWp7wPM5bRZ3Jw38D3bz+2WkW17krME7uYaZtlDjtuSavQkjI5lM653cY56fNZK89HSFZGmSUITIua0LtiD6wVjuiECipyBGsbRSsTio2xjVZUAgpGPuACpFqbAmHK+KRGld6KuuRQiI3AqLy1C7wUFlzwno6CxlJP2E4TFkJDmckUitkV7P74h7OCLq5pq8kmYsM+ynDbpMpkUtBdJ6Jdwgf6WaGurCkWhEziZ3UrFceHZosiwAIDUZL5nsZppuQpU3eRL+bcMI5ShWRUrK7mzHoJ8375SIyQpIqeommuxHpZQYZYVI7jh+bEGJEJ5Jdezr0kGQOgo240oEQCEFTrSEFx6YVSdfQG6YkA8PcMKeXaDqJIk80PaPoa02IkbL2JIlmbr5DJ9P0+yl1iDgfiB46nQRlm1Du8bhGSUE31QQCa9OC0VpJGiWTqaWrNMFG1o4WFKVnKBQdrfA2EpVg7D1RNUHcwkgm1mGUBBeZkwZsIJYOnSqGuSExEukic0Gg6oBBoHKN6hm6qUYYgU0Elsjx1SlH1ws6WtEtwY8ssYpcOOyiUslCP8cTKWtHmmlIBWuTim6mGZeWPXM5vcRQGgFK4qeOpUGOEJGVoiRI+OL9a5TOs1LVnDg2xT1UIkv/yE7NlpaWlpaWlsc91nt+/J0fwIZmYsIth4/xGzd8ekY3tZafOGlaANx09DBvvvmmGd1945Ut0wLgzw/fwbsevHVG95EH7t0yLQDedfcdfPyh+2d0t65/esu0APjU6se4e/yFGd0f3vPZLdMC4Jdv/ziHpxszurfc/dkt0wLgt+78FMeL8Yzu12/+9NYNdYD/+smPz2TmAfzKJz5J6Zr8Lx8jv/jRG2Y0AL/7oZsIJ7ePEX7nQ7PvMcDvv+PGrZ+9D/zRO3fW/dYHT623zvP7H/nMjGZa1lumxabu3X/5+RndfUdXtkwLgNG04oOfuWtGd8eR5S3TAmB1UvCh2+6e0d1016Et0wJgeWPKzfccntHdcOT+be/x4emIzy7P6lpaWlpaWlpaWlo2eQJVXDQ03sPZDAixpdnpYmN2rFM5F6fG3ql91HY9gNKSS5+2iF1xxIdK/D0lhfWkSiHLQG4DeaJPGh2Cfm4QQSBSQU8mJD6g64iwnqAEZQgsaY2vPTjXZFwYGCoNuQAHbiiQieY8ekxqT7drSDqGGAO6r1GlJUsVSgtEiNQejq8V7EKj+wnlpML5wEgHRKaQQrI704Q6EKOlrB1Wgu5luBBIMgVrlggUUzA9QxYFqqOxBo5PSsYnCubyhF27OtiNAqeaVkh1HRiPK9JSMKk8++ZzrA8kUeCsQ1SCroUkl5iOYiICXScwyx4FpGlCUTmCFATrUZlBCNiwnqSfYF3AWk8v0YTQ/F5yJRvjyTZ5EH2jyBKJC4H7j21w4d4hSMGgnxBtIJhA6QJSKlSAg3M9sgXNoZUpu64YkHS6jG5YQyFYyJsZhtIIZD+ligEJTCoHNuA9DHLFHcsbXLinj6pD0/YpSEyMHJkU7M0zdCqJPjCxHl86BsYgEUgXIFHUIrK8PuW8hS74iB/VRAkuBpTS2NJhIpRE+l1NUoOfeqKMTAIMegm6cnSlxOWaKASLSx1iHagJ9OdzGHmyXHNivaRvNPsHOSpKukIwHVXMd1NULnClZ33StopqaWlpaWn5SqFyntpvn5QwqqoZXenslrmxpatndSM7+z1hp3V1mJ0IsdM6F90O6+zstv6Rjfelcra5TmeulmcRpkafc3lrfXKGLjE76rJHMF5iNJnRlPbUe9jvpDO6fp4hhdgyVs6mG+TpGW15YZDPVkfsGnYf0brdnd4jWvflQjzKVlGPqs1US0tLS0tLS0vLl4UnWMXFOcKzz1QKMfM4k1OGxZnPn30fp7QRPTSECCJXBB/QUiKlQCYKlRtiKvFSgIBq6ghaEBPJKHimITSmRqKaTkiBJiRaCAY048QQcXXg0IkCSUQWESpBIhXDYUbdUc04DoKDpfmc6AInjhaULvDAF1ZZ0gbtArFwiNKjpaBer9mTpXgt8dowkQIfBT6C7qSAwPgIE8dCasi1pvAeV3rKyhFtwDgYas1Fg5x5BHGtZm+ekQmFlIK1acWc0XSkZsEYXBVZG9cUlaOeekLl6SlNT0o6HcOc1tSpYBw9LpPEEMmkRHuBlwLpQSFIjWYuT1Gyyf3QWRMS7kNsgqUFbGQRpGgyKrSikydcsGfYVH4UkWgj0UUEgo7RSC/wdWNE2FXH7l4HDtVwe8mwm2K959iopCgdofSEOpBYQfQR6cAgSGMkAHvnOtgQUVqxYDSLRlNUjp5ucjlc4QhTTxdJRytWqpopUIXI0WlNqjW7VUosPYFA6Zv3ras1C0YzEZGN2rJWW8aV50hRs2IDtZQsdVNMaALLvRIsb5SsTGq0jdQhslxa4okaEwXVyFH4wDQGEiRVYXEBMgTSB6SN2MKye9g567nQ0tLS0tLS8sSilyZ849VXbC2nWvHKa2dbHS3kHb724su2ljvG8MrLZ3VXDPfwlIUDW8uLaZeX7L9iRvfVBy/gmqVTeQtP3rWX5+yfbXV09eCp7MvO21q+qHsFF3evnNG96sJr2Jv3t5a//ryruKA3m9PwrZc8Zdv6113xLHblszfL/8lTnsFingPNVcCPfNULdrx2+OfP/Sq6J80FLSX/6gXPmdEA/OA3PY9hp7nJ380Sfvibv3pn3etetGVeLMx1+J5ve96Ouh99zYtItAIaU+D7vn52v1pJfvI7X7alu/aifXzHS58+o9s93+OHXvPVW6bLV193Md/47CfN6M5bnOMHv+55WybOS6+9lK99yuUzuidfvJ/v/fpnI4VAScG/+MbncvUFe2d0z913Af/82kanheTfPuOFXDm/c1bHl4UYH/2jpaWlpaWlpaXlMUXER1Ka8LfI8vLKI9IJcWa49iPn7MHdm+M9kpZSzY3vE7evIY4GxB0TpGqyE0RfEyaWaCPSNDfyAxE5MMhcsoIjHrN0o0RWnmnlqFwguMBcN8FIQRSCoCRKAjYglCBGkFpSO49YyugcSCnvmKBCpPQBN7JkAYRS1AmIVFFv1FgX6ADeO1wUrNaOg4MOE+cplCBYS7cI9BMNiSbGiI0gY6TsabpVQCQKmSiIcKyq6GtDVVr6qaIqHIWPDLsJwkesFqRKIjNNEJFKREaFo6cU3gUSH5mUlvluhnWeKgTyfoJXgrr0rDvL/rkuvnCMSksn02SJxnoPFpwWrNUVsQzs6uUICctFSV8atBYE0ZgcsQ5IIxkVNaPasqvfQdNEZngfiCGiUsXatGLYTTFGESpPoWHDOYZKYUOgi8RWgSxRrK4VLM53IUac91gfyCzUlaOSkPYTjFFoKRhNa+rScWJcsdhNm0+XkXSExLrA8tqUA7v6pFo2VS2Tmk43QUqBtZ61uqYjNZkQBB9xQ4NJJPW4Jh0meBuYrpS4+QQ2LGujiqGDXmIIWjDqCRYWcsp7xxQhMuylECNxLsFAk8tiFHG1Yq2weAHDYUaVQzLyqMITPFzx00/7ks6zlpaWlpaWv6vceuutXHPNNdxyyy1cffXVj/XhbMOHwB/ffBvHx1NefPnFZw2YdiHwR7ffwomi4GUXX8plC4s76qau5vr7PkPhLN943jXs7+wczDy1Ne+5504Egq+7+DIyvXN1QekLbl77JFJonjL3LLTcWbdcTvjQoS/SMykvO3jFWasfRrbik8fuZz7NedrS2UOyl6cTbjp6mP39AVcvnT3s+9D6BrcdPc7Fi/NcvLhwVt36pOS+Y6scXBrO5D2czonVCYePrXPBwQX63bPnPRxbH3NkZcTFexfo5bMVEpuMi4qNScnehQFSnv2aZm1cUNaOPfO9c7bTXZ0UVNaxd65/Vg00rakQYJQ6p672vjEvzhH2/mjYPPeu/fp/Q2du1kB5pEzXjvC5d/1/j8tzuOUrg8f678SFb/zo3/o+W87Oxf4w149+bmv51f3Xc7fad44tWh4t9/7Y8x+R7st9rjzS/ba0tDQ8wVpFbWZcyG2mxdkMjNO/hJ+pOdO8iDGcVhYe2azuOL0qY/ZoIsl8wuffeQ+XX7zI+tESIyVSBVQUJFoi0uYmtUkUFB6hBeW4pqMlG9YzTCRdJ6krz0ArTIQQYeI8/UQSao/STQVCXXl8Fckzg6o8ky+MmXrPfD/FH2oMDOnBWsukCmhvGFcWXzpWK8eBfsqJjZKFTBOcp2c0nRhhd4cH71ynYxQ6Qh0jdy+PubifI9cCItNIHxBBgpFkdWOeDLpJMxvJSJKuRCeaMHUYJfBGcnh9yp5OQtbVrIQAUmGUYBQCvV6KkxBDE24d6sAIT19q5rKE0ntSIsPUUEaPs46NwpIiSVDMm4SQRjbGFd1+ytJCjpsEogRfNHkiacdACPS6Cf1+CnWgth6RKmIEYSSjqmYuS5AePJ4YI8bBUmKQNmIyzXRkGSS6aZ9lFMF5ogAtxUmDxKOVwOSGCYHpuKavDa50dLSCTkqna4hGUFrPZOoYSsn+xS5KCVacoxvAKoELgUnt6HUSxDQy0Y7gIkFK1o9X7FrskvQM9nhFspDQOb/D6rSiI2B/P4M6Yk6W9asysFxXLM2ldOqISjWBiK8CQUA5qpGqMVK0lpRVU4Wh1jxCy6YiqK2Tb2lpaWlp+YpCSclrnnLNw+q0lHzr1dc9rK6jE77jktkg6xmdSfj7lz/8zblM5Txr8WseVreUdXnNxU9+WF3fpPy9A5c9rG6p0+WlF136sLr9wwH7h4OH1Q27Gddd9PA3nRbnu82kmIdh97DH7uHDt1bq5ek5jY1N5nr5w2oA5ruPTGf0uQ2LTZKHMTa+XAgeZauoL9uRtLS0tLS0tLS0fKk8gVpFnR7MHU4+tpsXm49HPOJp2u2+hDhZIXwuc6Rp5dRZzOjsS6gqx3B/h97+Dp1UY4ykDIFYNZUU2EC0Ab9as1BJMqkoSoezgQgsDFJUonBGIMXJvIbKI0+aJ0I05fxT7ylKR11Ypt4jTxojMVOQSERHE7SgrprWUEtKsreTsC8z6ADzRpEaxVppEVriJJxYmZJ3DTZTVJnEGcnFJ2+qhxgaJwVBDIFQeRIEKxsl3npkrsg6hn7XIHJJ7Dave4KHRBKHBl8FitoSnWc0qpiOKmzt0VHgaofUkrF16CgwqWJ1o2S0VjX9d0OgmjiKytM1mpFwjLxHhUhdeiyR8aRmNK4JhaNar4g+cqKoOL42pYwBFUG4QDQCB6gAUkI5dc0JIJrX6etA6Tzag51YRC5xGw58YLWsGU1rkrR5fw9vFDgpODGtqbqKI6KpHMmUYr6bEp3HBc/auEQmkkQKRBmwPrBW1CAFR+qaaQws5gkiQipAVE07KpkIBkYRSs/hokZ2DXNJQjG1ECJWQmVg7YsbyCOW1dUSP7GsVTV1iExUQBuFP1rzwFrB8qQiWNeEpGcKa5rtYypYnVYEIXCJQNSe1WnF8soEJyIy/du5uGxpaWlpaWlpaWn5shG/DI+WlpaWlpaWlpbHlCeQcbETzbfKL6Vl1MNtc65qjZMrQQiEhOyCLuOjU2SqCJVDH8gQuSJNNZGItR5Xe7zzBBdQE4cvmpvmZekQiUR0FCqRTKaWoARRAkJQxcBUQQXUMdATGoNAC0UmFGmUTNdKqtrhBWyUFmkUS3nWuDFScGxUIjPNeoSpFAgl2T3IqUTA9AxpP2NwoIvcnWNDJEhIUo3uJWz4gAfKGInDBLmUkCrBgX5G4QLVyHKitEQLtfPIAFoIahHZ08u4+6E1NqzlQJYTXGQhS9nbz4ghEpwnSNBa0DeKSW2xMjLMEjodg1ACGyNOC3xPobWknyV0hgaZaTIEva7BahBSIgQoIVmdVswlhl5iSJREKMGqtQgh6KQKqQUiCJJE0u+meBdwLiB1U0UxCYE0M0jZGBxdY5ARRK6ZnqzKOLDQxdcO1dEUMrBnbw9k4/GMnActSZRm32KXodasjyqOr06Zd4KDWjOqLD2jyFOFr31jViUaebJs/q57VllZL1lIDect9UhsBAF+TuGsJwmR43eu0pWaedW08FJKoIRgFCJpakhDpC8UaYBBajiyXnJkeUI1dignEHVgfa1ESUiUgADeBQa9jN0HBmxYR5j95Le0tLS0tLS0tLQ8rhHh0T9aWlpaWlpaWloeWx5/raI2uzTt+MQOa3f0FM6WYXGKzec3qxnOHPNcW8dNQYwgYe8lcxz59AiRgawV5dGCMA6YAFSBXEqiiIxKy1BrhBSkDjIL/a5hA4+Rgm6mSLxCSIFSglh4QiaQIaJyzWppmZeK5h5zJM00QoJGsuIcNZFeZtBRIDLBsXHBWu3Zu9hj3VqkkcREMA2RJFOM8Sylijl38tVOmxv2qziCVFAG9s51EBLuWZ+wb0FjS89cbG7oVyEiK8ecUZTjksIFhBD4wpF0DXQke7MM7yJJ0hgmIpHUlWPNO0rnqWIgjYE5FAZBBGwCeaIIRuK9x2SaXqKBSO4BCyFG0JINb6mBTAuiAJUIfBmpM0ExtfTKSGIUC50MGSJBCkof0AJMohlXjuA9iRDgIUs1qiNZrmrmJwKjJW7iCETqaU2nmzKa1szrhMJ7ghSQSbSPKKM4hmVBNmaBRGCnFpRiVFh0iLipxRhFD0EMoKrAxqSmqj29RJMbyfFpySBLCM5zZFqxV+c4CcZIYqaQGYg1S1dqRoXF9BN25SnKCHpKEqVgPKqoDMx3UjpGUkwdg44BHzFSUBWWsnQQI+sxMC8k+7SmilCFgLWh+aza9qqtpaWlpaXliUoIkXd+8BaOHF/nOU+9mGuu2L+jzofAW267hSPjES++6BKevGfnbIDSW66//68Yu5KX7buWi3o7hysfKdb47Xs+jo+B117wVWfVPTBa59dvvZEY4buufhoXDmYDtgFuO3GM37vjs2RK80+vfRa78p1bK/3F4Xv43TtvoqsT/tV1z+dgb25H3U2rH+Oza5+gb+b42r2vpat3bv30zodu4s+P3srudMD3Xf5SBma2bZILgf/6qY/x8UP3cencIj/+7BcxTGezKqa15eff/xFuO3KcpxzYy79+yfNJ9Oyl2KSsedPbP8Kdh5Z56sX7+YFvfN6OuREPrKzxE2/7AIdWN/iaKy/i9V/3NagdciPuO7LK//vm93N0ZcSLnn4pP/Car94x++Lm+w/zM2/7IOOy4tXPupbXvfAZO74nf/KZ2/n593wE5wPf+8Kv4juft3MW2vU33cKbPvBRQoz8wAufw7c/6yk76n71A3/Jmz/yKTKjecMrX8RLr3v4tl4tLS0tLS0tLS1/N3jcGReRJvT6zLUnnYJzbrsZ2L3dlHikHUqb8U83Qjb3eLYxNven5wyrwTJ/xwQRBUIJVIRQ+s2oDPCCfpZAiIikuUE/lxkCoIUk7yToBYO401Nah0bgU4HKNakQCA9zcymj5ZJsLkWXDpk0WR8ilfhJpJsbjo9L9nYySCQLvRxlQGvJcAJ3LY+4ZKGP6WhkpkmUZCN4tAukQqBCwNlAt6OpieRaIKKACBfN9wnTSCfRkAT8xGGMwCCQQDVxDIYZx6salMSUnuO2AC1ZdjUBgQlQloFMSbL5lEMPbXDesEMUMAmRIEDUAVEFvPGse8/cMGF9o2a9ssw5SXCBz6+OOH+xTyYE3cygCkcdPCNXk6IQQFo3vZld6QgBChVIhUQoSVE6fAg4L8hSzSBJKSvXZDr4SHWioqcl66VlwRgKH5AhsmAMBDB5ireBJEi68ylV6ZAy4hNJGIUmpD0KECBls7+D3YzoIpGIdwGVKO49Pmb3fAfZVewa5thxjQAOLPYoYqSnUpwGk6So0iFCxK86NkrHXGbIlUBWDpFovPQoJciioAiRkCl6mUJHyXJZsZQolBJYcdJMGWp6zrAxrvEhoqVEIFgrK/rKEKceT2Rc+0d4/rS0tLS0tLQ83vi5X30ff/pnnwPgt976l7zpx1/DM6+7YEb3b97/Ht7+hdsB+JUbP8lvffO38KwD24OsQwz84F/9X25cuQeA37nnY/zf534vF55hSoxswes+8b85Uq4D8J5Dn+X3n//97Mm3h3avlgV//09/m2PTCQB/cvftvOebv4vdne05Dvesr/Cad/4OE2cB+MD9X+Rdr/ou8jPCvT934jCv+/O34GIz6eIvj97P+17xT2Z0t67fyO/c/wtbyw9O7+ZfXv7/zrwn7z/8OX7i5j/aWr5jdIRfe/Y/ndH94k2f4H985gYAbjp2mLWq5H+/7JtndD/17j/njz9zGwCfffAwIUb+3de9aEb3n/7gA7zn018A4OZ7DyOE4Ie+6QUzuh/83XfwhSPLAPz2Jz7DnkGPf/yCZ87ofvi/v437j642uvd8ij3zfb71pdvNhmlt+ee//jbWpiUA/+Vdf8EFS3P8vWu2Z37cd2KNH3/r+3CheY9/7t0f5tqDe3jaBQe26e48tsy/f8cHmolGwE+/+4Ncd3Av1+7fboh97Av38ovv/TgAG0XF63/v3Vx3wT72PIIsj4fl0bZ7altFtbS0tLS0tLQ85jwuW0X9dVo/CSG2HpvLpz/3CEc5fe8n5/0/8v2bVNJ/8hxr06q5WHIBESPkTfUERKIWKCOpYgSj2LCeWoEQkTp4NlZLHrhlFaMltY8wMKTzGSvTinLqCOsV00MTrPMkVWC9akKbyzXL2rQmyzTZMGF/P2fiHLULBB+4ZzQluIgIkQt29VmxluAC48rhrKOLoJw6bOWJwPJGiVut6Kaa2nqmzhFdYHU05ejKhLryrE0so8qRuqY1UQzQSTWh8pg6kvuAj9B30EsU+1RCKiBImFpHEAJjIwcuGaK1JPFNBUUnMfgQmTMG7wImVXglqH2gWK0JQuAFDDoJsQoUU8dktSZWgXQa6XYTtIC98z10FORSkRtNDJAqhVaKREkW8pSlQd7kZ1jfhKwjsD4gEBghyJD0O4YjG1MGuWGulzTmi1aUzrNa1hjV9IbqZgYBjMc1iReoVDOKjuNlRVl7VIz4EEFEihA4Utd4LRgs5nS6Bu0FUkSy3CC0wiiFEYIaSFND0CBThcwUmRMkVcS7xmjxCB4aFQQteWBcMtGR9bom7xqmpWdsHamQeCUhCDpKoboaGwO1D6RaEX1kwzpsIul3EkwvwQs4XFqOWfeIz4WWlpaWlpaWxw8hRN79oVu3ln2IvOfDt87oKuf4k5OmBYANYcvEOJ0Hp6tbpgXA2FV84MjseLeuPbRlWgCs24K/Wrl7RvepYw9tmRYAJ8opf3X0wRndhx+6d8u0ALh7Y5UvrC7P6D5+5L4t0wLgwck694xWZnR3jG7etvxAcReFn8zoblj+4rblz6zeR+XtjO7TRx/atvypM5Y3uemBw9u3e+DQjrrP3rN9/WfuntWFELnj6Pb34POHZ9+Tyrot02KTOx84PqM7tj7eMi02+cLhWd1Dq+tbpsUm959Ym9E9sLq+ZVpA4wE8sLI+o7tvefu2tfMcWRvN6L4URHz0j5aWlpaWlpaWlseWx51xcXbTYqf1s2bF5vJO67aP1bSI2lEnOPmNdWcT5EyzRErFZS/Yz8LzFpGpAHNytr2WVCFQ2IC0TaYDRhJjIO9rDm9MIQi8i0wmNQvDHDXUzPVT0kwzXi4xRWRaWJyIDIYZi0mCtJG+kLjKc3StYLJRk0WBLz1HywrXUyzXNSZTLA5SQuEY1665IZ8oRN9Qh8i8MAQPVoGOEEvP7sUOtfPYo1Nc6YkWrPVoqdjfzRFVQCMYdhMITRVAZT2TcUU9qZmsTqmcZ81apBKM1iu6RpEZTUcr5nZ30FoifcRUEF2gqj39Xkre00QjsRooAmoS0GPPLmnoGc10WqOE4Pxehw6C4+MKxhZRedIaelPoKY0CSucJShCUINEKWzmOr05wlYMQEC4wTA1SCqZlU11waKNkNK5IgqCuPVmULHTSJps8CmLStN+qnaeXG1Qq8TawslqAkQyNZml3h/VpjRaSfi9l7D1JrnEhUBlJ0jUcXOiRZ4a9w5yH1guKyhFDwKvI8qREuMAgiKatVKKQe0zzmUJAiPT6CVpr0kyzHjyDuZTeUsaeXT3KsWNXJ6VTRXpBMHUOXODI6pSHRiWVpDEpNhzHqhpHZF4r5lPNZGrRWqJdxCSaQZYy303Pdqq2tLS0tLS0PI6RUtDrbP87PujNtjpKlKJrkm3rdmp11NcZSmy/dBju0DppV9afqZ7enc62YtrTmZ1Vv6fTn1m39wydEoKlvDOju2iwsG05U5q9+ex4S+n2Wf9dPSCVs6/jvM7ituXd6YBUmRndVYu7ty8v7NwW68o9S2cs76y7/MD29VccmNVJKXjywX3b1j31/H0zutRorjh/+/Fdd+lsu7B9c/2ZKoenXDCru2rfbha6p96rPDE89YxqC4BrD+xlmJ/6DPXSZOZ4AZ55yUESfaoN1p5hj0v2LMzoWlpaWlpaWlpa/m7y+DMuwk7tnQSnH+pO5saZZsJONEbFzsbG5rh/3aDvLfNCS4bXDRnnEbGg8aXFT2pijHjZhGRTB1IbEFOPmUbO7+SIEOgKycAkqKljcrjAF47VBydkEea0xomI6CfInmZa1FjvWfUON6pZSBL2DzuIECnXK+qJZR7F7iRBa4Xb8CgjUUahlAQtqTUs9hJsCCRKkgiBU4JR5QiFp5caVkuH8JGNsuZQVSGJyAhTAlJIhBAcmlb4EEmspwukSjLopgz7GVIKaiXoDROCAKwn+kg9smxYhzcSUQZMR6MUTIqa8bjGeNgYVUghKUc1yysFG0WNOVl5EaumokVLuHCYMzfISIRCSkAJjo9LjtQ1/UGKQZB6kCLibEALsVUBA6AthMIzzJrsh26uyTJNzCWdXCMleAVlaNoldaRibzdjPk/o5pqQSSoXyFONjKBSSVE5Dq1O0BHsuMnfUIkiTTRpbFprrRaWqnLY0pMaxUKe4KrAdLWgG0DaAErQGabUMqKVoMojdx/bwAqwHcWxaHFE5uYy6ClCR2KUZDFP0ELiU0nSMwwSxWI3Yfdcxvx8hoqRbidl2E25dNgjaEFUgrJ0hNoTbcTWnphJRAhMJtVf63xoaWlpaWlpefzw7/7F15Jnzc32Sy/cxXe++qtmNEII/vNLv5bsZN7Ctbv38M+ePttyaD7t8iNP+oYt8+K5uy7jVec9fUZ3SX8PP3zV16GFQiL47ku+mmctXTKju3ZpLz/2jK9BC4kSgh966vN4xp7Zm+Bfe+HlfOdVT2tagSrFzzz3ZRzsDWd0Lzvvcv7FNc9lkGTs7fT5xRe8ioVs1uB43tLX8qyFF5HKnKVkH9994Y8gxewl0bdf9Dy+4cBT6aqUC7u7eNPTv31GA/DDT38+/+CKazm/P+TF513Mf33RN+yo+w/f+BJedtWlnDc/5BuuuYI3fO0Ld9Z920t50bWXcHBxyCueeRX/aoc2UQC/8O2v4Buuu4Knnr+Pf/mS5/FtX/XkHXX/5V++kpc883Kuu3Q/P/gtL+CVX33tjCY1mv/1PX+fr7nqIp524X5++rUv47mXz7YUm+/m/OY//ha+4borefk1l/Hr3/1qLlicm9Ht6nX5v9/5Gr7+miv4uqsv5zf+n1dzYG7WvLps7xK/8j3fzMuuu4xXPO0qfuN7v4Ve9uWaNBObPMIv9dH2imppaWlpaWlpecwR8a97p/5vmOXjK+dIxj69NHkzPOLcnP7yhIjEuHOVxubY3nukVIjNC5jNzcWpsYQQO3yXjRDhyEdPEG9exwgFqURHgZ5PIUZGGxVJjBihmxn8IVAZKCrPpHbs76QcLwrmMBScnCmXaB6cFuwZ5ggbWS0tuxJDdAGlJbby+ERwdKPg/PkOofZs+MjytObCgwNMHdmYWnItSQYJ64Vl0E/RWhBl0x4pUYLpRoXbcBRFjYyCtKMxvmkX4ERkkDYz8Y4UNYt5QlV7lIQMga2aao7CB6wSlC4w7CRU1uGMYrGTIFJJOXUcKSq6QtLPDRsh0M811jq8h6gFg6iIITamAVDFQN4xFETEJJBFmjZSIbJc1cz1UnwAoxQqkVQisOEcZIq0hiyC0wLlm+qOTCs4mU1yvKwYdFOSICA0rbWElEgjEa5p7+VzQZx6oos4H0BLsqQxgayKrK9XJLlmzmjC1OEDOO/RPlLbgBNgpGR1vSBNNcN+ihCS6BrtAxtTklSRG0WYOqzz7N3VxyylTGpHHSEtAqoOrNaOYTehTkB5oKPoCsV0YlmZVvQ7CT0PlQ+oEHG1pyhrsjxtWj+tTxkOMqSNzHcTtBBMS0uoPPkgo46BaAPr1lElAuObz/rz/9PO4YwtLS0tLS0tO3PrrbdyzTXXcMstt3D11Vc/pscyKWo2RgW7F/vNJJazMKoq1quSfb3+jiHPm6zXU6a+Zm82POeEIReadpxGnjtSzwZPjE3lx7movGtMjnMcW0vL5rn31Jf8azqDnUPmHwnTjSPc9IE3PS7O4ZavTB7rvxMXvvGjf+v7bDk7F/vDXD/6ua3lV/dfz91qtlKt5cvHvT/2/Eek+3KfK490vy0tLQ2Pu3DupqHoI82m2OQ0d+G0xbjNXdg0HU7TnfZc40nEpuJDiq3RtkY4vU9rjGwpNkUnn168asDyHWPKtZLYSxnGhOgj0gjyhRQ1DggviD4QtUTWnixAjSBEQV8lrFqPQtDXChcCQ60JNiIF7D1pGoSeRgdIlAQi5w06BC8QQTKfK5RRHDk+4fy5LoWMmIGmmFT0lKYa14jEUCwq5AmHiaK5CIwwlycID9EGpFZIDXbicHhiT7OkMpyG1AempUUlGoxkHCK1j3SNpq8UIkTSXkZtPd4FRK7IlGB/N0XFxjhIheDQ6pSDczm4gHQCaT0iVVjrsTEickXlA7qriUIQxp7gAyHAotJIKdECZCKxCnxH0Y+aFVuzLj378hSZCFSQuLUa7yKVDBgEC/2MER4rBN0gIFFIGxE24HxgpXQsqgxlJEKD8opx7RAhkNO0k4pGID0E0eRQUAREFPjakyQKq+DIqGAuUQy6KUUI5JlGaUOoHLuShI3o0UhMN6WMkSrC6tEJ8xd0sUdKqpGndh4hBYeWJxzsZ1gXKDZqdD8llhZpA3ps2QBWxjXn9TNEhH6aII1iFAMHLpojq6FYrQilx2eKTj9jNUypJxVFiCRGkeSao6tTMinY15ltFdHS0tLS0tLyxKGbJ3Tz5GF1/TSlnz78bPdh0mHIbCXDmWh5biNiE/MIdal6/F22tDyOacO5W1paWlpaWlqe8DxurwBmDYbNaolNY6N57lQVxJkjnPltU2z9uzk7bHtrqGZMbVTjncTNqozTNSf3HZv8C7HdJwHAzBvEwZxkw2FqRSQSvUNkktiViJNGAw5EjIhM42pHZzHBO+iUBqEEVghKKUhcpK59U5avBT5AdBFspFaCPFNMp5bx1DKXauoY6SSKRMOu/UNChCSF/iBlbeK5d1pywbDLQ+MpOhiSomlXJHxACYGSgBaEaSCGCFLS7SQIKVidWqSH+dQgEeRK8dD6lH2DHCEFaWrQQuJiwGgFpSc7uZ0jMBcEwgW8kqzXFmUUQ60Zr5R0c4NyEYREGIFAkmQKlwjS2Cyf0IFOKuiohNXVkqq27Mo1QkmCC5RAvibwqSB3gqFOMEsJfrVmslwyqi37uzneeYxW1LVjkBpCJtiwNaajSdYCaWYwMbJXmub3rQVIGJWWNNeY5u1HK0E+MJRHakbOkXcT8hywAo1GZoq6suxd7JEUAe8DWarRRlLUDoWgmxkMTRVIUAJtPUILXBnx645MaWwG6yPHXpPQN4boImvTmqVhRjmxxBgZpBpXR45MSvb3clSiCFogEE24+nrB0HlW1ipWSsuBuRyXREwVcKlkWnvmOwl51zAeVxxY6mKCIJV/XROxpaWlpaWlpaWlpaWlpaWlpaWlpeXR8TistW5cg6a9aNxmLpyjGn1mjC074rSNztUUazP/ghhOdn0KBAInc5mb8baCu0VjSGytj1u+iFAwd/WAmCtwEVyAGAkTR3moZHVaEqNHhIhQTaunlbqmIySJ0bhEULuA0IK+lvS6BqMFuVZ0tQIbSIzEGMFKXeNCpPKBPGkMkWNVzYb3aC3xE0cxrmGtYrJa0U0VHSWZWEuCYM5LisLhJ44YYGNSQRTY0jHxnigFIURcjBAiC1ITY2SjqNlQEdkx7J7rkOWGTqoJRIKRuI6CEBEShBbkiSQtPSKAqz2josYZAbWnF2HQMQgf8S4QY6Sa2OZ34AIblW0qNiIs9AwuEdy/OmHYNSzM5ayXlqp2bJSWnpCYVGICSAm2CsQHS+qjNd1EMTSasnYYwDoPoamUqApHVTvWHpqyEh3OeSLglWBDOCyR8dTS04oQmnByHwIj6TFrgaVEs2QSHnxwHV94xFJC0IIxgV0LOcFFjo1LfIhUMbJS1GyUllHtQEQsEQ0oH4lGMxaBvXMdEqGIMTJxjt29lNCXJH3NelUzzAyV9RTW0TMKEwRawt75Dv2uQRjBJHgm3rE8qTg41yF3gqXccNVSnzpEsjrS1YpeJ2FpmONcwJUBM2+YyxNSHsfOZktLS0tLS8vfeWrvcCE8rK70lvAIuuPWvibEc4/nfODBE+tMq/rcY1nHg8trlLU7p65yjvvX1qjcuXXH18bcfPdhRsW588eOrI/4zAOHmTzM8T10bI1b7z5MdY7jizHyl/c9wIfuuofC2nPq/ur2+/nYzfdQ2bOPV3vPX9x1Lx+7+75H9Pt4VMSTl2hf4qOtuGhpaWlpaWlpeex5At+X3P5tcrPV0yPddva7sgBCU1Ah4qk2UacVeYiT2QjsUA2y2TYqEkn3JNQHUqq71khVQmpyJt7SyxOOr27gOz1kFJBEZC7pLmRMncdWlijAJoKFRGErjwzgZdNaqnIRpQR1jNQx0O8mjTkioLcrx08dflJirMfYwNh7itqxkCZ0FhJGRwsWpELZCAFOrE1Zygw2RFIX6KYK6zxRCZyFsrKMgmdukGKLiiRqhloRlSAYyYna0heiCb7OFH2pKTRkWhPqmkQ3N94NgiglLngqA1FJcq1Yj47CWfKgyKSgihESyThGdqWSae1Y6qU4F1ieVgzSlExI5gdNToTzjrRv0EgOTaaktSIzirr2aANZDUoIkqxpM+UEmBCRUhNFaHIx6qYSIp1PmSthHFzzq1RNGDkRgoRUSLwNZFFS+0AC2CoifYBEYULk4LADWjE9VhJCJDHN6bVW1wx7CamUBNsEi4sg0JkiuECvk0Ad8C4gNSRdjYyC0nlUqhiajIlzkEbCiZpex6CBQ9MarRrz5a7VMbuHHRKgFJDnip5JKaeOxUVNrAMT7+kkCiUke7oZJIoagQuBE+OKfqIpakunVE01kBAU07NfpLa0tLS0tLQ88Ti0ssFPvuX9PHhineddeSGvf9XXYHbIl7j9xDH+7cfez4lyyjdf8iR+6OnP23G8jx+5l9d/8p2sVwWvufg6/v3TXrpj9sWf3HU7/+kv/5zKO/75dc/m+548GxQO8Lv3fJRfu+uDKCH5wSu+jm88+LQddT978/t5851/iZKSN1z3Uv7RJbOB4i4EXn/j2/jTB2+hoxPe+PRX8vIDV+2g8/zCnf+Hv1y5iVxl/MClr+PpC9fN6JZHE/7JL1/PF4+coJsmvOk7v4HnXXnhjO6eoyt87/98K0dWRyz0O/yPf/YqnnT+nhndF44v87q3vJWj4wm7e11+47V/nyt2Lc3oPviZL/KG//0uaufZNdflf/3wt3DBnvkZ3bs/9wVef/17sD6wb9jnza97DectzM3ofu+9n+a//f6HiBEuObjIr/zYaxn28hndj/zpe3j7rZ8H4Krdu/i9f/Rausn2tmMxRv7tL7+TD9x4BwBPumgPv/r615IlZpuudo7v/J3r+dQDhwB40WUX8cuvfSXykc9M++uxFbL9KLZvaXkC0mZXtLS0tLR8JfE4rLjYbAMVEeLU49Szp55vNI2hsFkxsVU5sUXcWm7GCcQYaMK4A6fMjjPyME4bpPnx9JZROx12JG6OZ2B4dR/rmxk7QUXKTjPeUt5BEmlSnCOpjSxWkt4ksqA0i2nCnk6KqgKrkxpfOkQV8M4zcZ6YCg5PK1RH059PkF3J3CDBF45gIxd1O+ReEEXTlqquPSEG7NGSunJoH5FSEGJzY975SCKaoG6VGTasw9aefqrRmWZpkKGqgEFRCrAiMhKBkYqECM4IhJa4GHERiuC3bnqHGEFLVssa6wNj5wlRoIKg42Gf0izkCYlWhCDodVL6StPvaIrgWS0rNtYrpoVDZ5JQB2IVyGj2WYZIMapRRnBRv0uaKB6cThFA5gRSCryPeB/ANVkhSiikgCRRoCUFge4wpVvDkfUJc4lGpwqhJVHBiZUCUwaUFkxrhwiRaWWZWs9QaZyLeBsRMTKvNd1UYRZTli7s0RsmOAlzuaHTTahDYOo9Ze3xQKg9UjfZIuPocQrm5hL6JVSloxYRm8NGaRFlRK9Hjk9KlA+s1pZUC/YMcsYElvKUQddgOgYxr6klhNic4C5GdK4Y5Am1iJj5DJlq1pNI1ROMnGMgJOFke7T1aU1VB+oYKM3ZP/ItLS0tLS0tTzz+9Zv/lBvuuJ8HT6zzBx/7LL/2Z381o3Eh8J3vvZ5PHzvEfRtr/LebPs71d94yoyuc5fs+ej0PTdYZu5rfvONGrr/nczO6B0br/PBH3snxYsJGXfHGGz/Mxw/dN6O7efV+/uvn38WGLVitJ/z0LW/lvsnyjO5Dh+/kN+68gUDEBs9Pf+a93Ds6MaP7w3s/zZ8+2Bz31NX86I1/zNjOViy89+iH+MuVm5rX5Ev++52/Rh1mJ2/8yntv4ItHmv1Mqpqf+P33zWgA3vTHH+HI6giAldGUN/7RB3fU/fSffYij4wkAx8YTfuoDH9pR9/N/8CFq5wE4vjbhV9/xiR11P/POD2F9UzFyeH3Er3z4kzOaorL899//8NZ9+bsePMFbPvCZGd0dx5e3TAuA248d509v+8KM7vZ7j26ZFgC33XOUP7/xzhndB++8Z8u02Fq+/6EdX0dLS0tLS0tLS0sLPC6NC9ieY3G6UXFy6TQDYdNUOLVdYzAI0bQL2qyM2J6ZcWrcxvQ4aZRslgfvMHZjiMQzzJHN58Spf0+2k+qd32F8wOCGCTLAwjQiOhK9O8P0EwiRaD1BCaZjSwSsdayuTJE+Ynqa4VJO6QNZR6NyTegoopEMz+vS6xmEPpmZUQa0VqQHc5Iru4x0ZK20zGvFUiel9p67D68ziBIVYX1UQYReL2FKgFQhc4MPgUwIhBT4EFnznhgjZfB4IcgSBREWpWZvUOwf5HSXMlQmUUIgckXPaISN6EQxCQEvIvO9FAF0laKfaDIjKX1A2ICuAomPpEogQqB2nmrimYxrzssyEhfJhGB0aIpdq1jzlphLiJFORzO3mLEqPV5ElBbsS1MSJZBC4LXA6siRssIDh4uKUgTKGFguLcdHBZbIiVGFF3D+gUFTJREiIoAMcOFSrzEyPHSkghjpGU1Pa5wLpInEarDAurNMY8B0FWqo0QsGFwOdfoJUAiUkkch6XXNiUmIFOCmoZMB3ZdNqqw4E1XQskwqyMjJQmizXzOUJu/MUJwVT5/CALy2xcCSpogacjqiJZzwpESHSUYpVb9mInqAFhQscXZswntYsH53gRpbF1LDQTekK6GeNoXOsqii9b9qTtbS0tLS0tHzF8IVD242AOw4dn9GslFOOTsfb1t12YlZ3opwwOsMIuG+8MqN7aLyOPaOl030bazO6B6fbzQcfA4ems+MdK7cfWyByvJrM6I4Wo23LpXes22JGt1ptP5YqVEzdrG59Wm5b3jhL26aNM3RnbrfJWnGGrtxZd2b7pbO1YyrPaDdV7qCzzs+0adqpXdRO87Uisyt3mtb1SLf9m2wX9WjaRG21i2ppaWlpaWlpaXlMeVwaF5sVFDuFcG+2bxKnhWyzZSZIQOCc29p+tiJDbHucrtnKsDitDdT2UvedxuFkaPhpGiTSKK55xUVUacQbEFrhV2v8iRq7WoERqJ4hukAWgcqhXCQ3Cls6qpElTh3T4OkMUpJUs2suQ+5P2XftEN3XsOGJq5agoXKe8UqJf6iiJyRziSbUgcSDsoHdnYTSB6IUzPVSMqPQRrHQSzlRVHgtyHflpKmmO5eijGJRKHQd0VEQhCCGyDqBGCBoCS6ixx6lJNMYGAePkwKVSEbO44RASNnM7g+e42XdhG8rAaGp2FgrLKuV5RieiogMAlN6honB+YivA6LwDPfkaA+dEmIZqWMktSBdJI4czggcoJFIJbGV48ikwCAYakNRORaNIdGSTCuGQjFQioUkwVYOqQRSS3zlcD4SXUR4kHWknFqcD9TWYwGhG+NkXDm8FOgQ2bCOQWagCoTDNe6ekvLOKXbsiBsWO66REvqdlIPDLnt7GVmqSTuaXpIy7zWD1LB6fEq54ShLx6CX4gpPVXkOj6ZUdc29G1PGtWNpkDeVM1JS20DeT3AxNFUwdaBfwJFjY6KL9IMksVDXDqsEOjfERHLZFYsspSkGgZKCsfX4CH2pOK+TM8g0ebctuWhpaWlpaflK4ikX7tu+fNGBGc1i1uGiwfZWRM/YM6vb2xlw2eBUayMpBM/bc9GM7qqF3ezKu1vLmdI8c+/BGd118xeQq1OtiOZMhysH+2d0z919EX2Tbi2f153nquFsK6YX77scI05d7lw3v599+XBG94yFJ6NO013Zv5Sh6c/ovumZT0LJU9/7X/Wsq2c0AK989vb1r3r2zrpvuW77+tdcu7PuH73kVLssoxWvfeGTd9R953OeuvVzohXf9qzZdleDbsY3Pv/UfvqdlFe8YHa/V+xe4huuunxr+bKlRb7hqitmdE+6cA9f89RLTm13/m5e/IzLZnQvuuxinnxg79byCy6+gGecP/uZ+rISH8WjpaWlpaWlpaXlMUfEc/Y/+ttnefkEp6okNi8Mzv4NcrtpcGabqNODucO2ddsNic02UHHGqGjendO3Pb0a5LTciy1Nc9GzOUunWC75xC/fzDVLu+jt7VLcvYHODSJTiFTh1mtkrhA2EqTgRFmTpQoZJd3dGW7SzKw3Q0O6kFDJgFp2SCTUgenxgmOTigODFKJAR4iumdMklCACdfCoKDhe1gzzBAW4VFET0QF0qpA2MIkB4yMyQPSRbqKJLuABjcCKyCQG3NSClogQ8SGyZ1eXiW1aWQ0yQ54pDq8WFD5w/t4OqoS68HgfyYcJUUWEjbh1S+E8qMYwckQGUmNp9imFIBECaz1lIjlR1yxlKSqVGAeqDmAkGxsV/bkMFSDawPTk9h0lWR1XZFLRTxTTEIhGoqNAxojWEmEEzkWmRLpKUVrH6qjigt19Nk5M6CjFeu0Y9DN0oigzMJlGnbBEH5BGEDzUMhIDpFLiDFBHppOaPNcoF1ibWPKupk4FXSub7JIIpiNh6okRREdTiICpIyrAelWjlMIA09rTFRIRI5X1dLqGEKGqPbWKDAc5YzwmCFQVYGoRuSaGiEgVh1YmyF6CFhErJbvTJvQdJTmyOmU+TbC1BwGZECRSsFo7+pnhitfPXvS2tLS0tLS0nJ1bb72Va665hltuuYWrr975ZvRjxcp4ys+//cM8cGKd5195If/spV+1YybF/aM1fvqGD3KiLHjVJVfxHU966g6jwbFizH/73EdYrQpefdG1vOTg5Tvq7l5f4Rdu+jh18Hz3k56+o3EBcOvaA/z2PR9FS8V3Xfw1XNKfNSQA7lg/xu/d/SkSpXndZc9mTz5rNAB86sT9/Mn9n2Muyfmey59L32Q76m5bv4OPn7iRge7xigMvI1c76z5990N8/Av3cXBxyCuf+aQd3zuAv7j1Hm6+9zBXHNzFS548eyN/kw/ceRefO3yUa/bt4aWXXXJW3Sduu4/7jq7ytMsOcPnBXWfVfeSOe3hgdZ1nXXiQy/bM5mVAMyHsz2+8k9WNKc+97iL275o1czZ1H733fora8ryLzp/Jt9gkhMgNt95LbT3PvvoCsnTniS+Vc3z07vtQUvL8iy9Ayy//HLrNc+/pX/PDdPt7H36DszAZHeFTH/4vj8tzuOUrg7+pvxNtxsUTk4v9Ya4f/dzW8qv7r+dute8cW7Q8Wu79sec/It2X+5x6pPttaWlpeFwbFzvRdHU6dcjxHNpHSlM1cXI0Ic4I+j4Z2r1lVpxuYpy+75Pr42mmxkmT48RnTnD4D+/hwAW7oA5Io5CJwtcetZQSqgBlwEuwMSITyWjq2LWUE0vPfRsTdh0cMLcr4+ihMXo9kAw0buJR0xoRBRPnWRrkxDIQppYyQtbRjLwnzzQawYlRhTESIwVBCjKjUFJwBIdbqRnkCX2t8DJiQ2RaWpSUHBsVXDHXx4fApLIkUjGxjmE3wde+yYtImzZWKoBNBbYv6ViB27BMpo5BaqicJ9ESmUhi5XGVRxpJVXgCkTSCPBlyfrQscUqyL0sJPUVFpJg6+kohJGghET4iXPN+lhKkFripY2w9JsLEOnJgbm+XeqVmXDk6/YQQYVzX9LOEqW0qLBIp2dXPcIlkba1kKBVaRFzlKetAr2OIHY3TkElFVTqOb0xZyFMyJZmoiK8iw1TjfeDYRkHHSLpCEW3g+LRicZixVjkW5ztIYKOw9HdlyDLgN2owipEMjMY1u+Zy/MhSh0APSVV7bFnT76ZUAoSRaNVkeFjnQTZtwzyBTCscAVk3LQOilOSpJskUCMFGbelrRZU1QePFWk0iQXtYndYcHHaQIjKpLJ3EcNm/e8qjPsdaWlpaWlr+LvF4Ni5aWr6SeayNiy9+8Yv8/M//PDfccAO33HILL3jBC/jQhz60TRNj5Gd/9mf55V/+ZZaXl3nmM5/JL/zCL/CUpzxlm+62227jB37gB/jEJz7B3Nwc3/M938NP/uRPopT6Gxmr5W+X1rhoOZ3WuPjbpzUuWlqeGDwuW0XtxOZsprjZK+qMNlJnPjbZFrl9Vt2p1lSn2zgxbm5z+vpT+w4hEEI4qZmt/tjcfuGqOcaLmuXlCVE0Yd2irwk+4JdrhAOZa0ymmVjH4fWCcVmz+sCYKCTDLCWuW+y9BcOxoBMFcbXGjS2ZSkiMJpOKMHEcXpviMk2a66bqQ0SCDbj1El9atBRUugl/lnVECkEvCvbmCWVRA6CNpCgdvU6C0JIL5rpNsHnlGblAVVnyTCPDyaoFLZEIlJZUImIyRV4Kqg2Hj5FES44XNUZJ6hCoa0/Uko0QWF4tCLVDE3HOY13A+sB8lqKVYI3AhnPoqWdpLscYiYyC4CK2DsTaM64sRgnWxiVVDGgj6PUTOkKSS8XGWsW4sAzyhNIFhIRhlhBdoJ9oPJFeaiidZ3VckgYQmcQLcMCKszgNIjm57mSGSldpom2ON4+SHoJgA1JKdmUJHaEINjCdlAgfqGLEGAU+4gtHBqwfm3JircRmEplJel4wMJojxydYIr3MEGVjNnSGGRApvGdDeA6PCsqqJjUamSqytMkO+eJkygaBaeVIU4PsatbGFRvjJrfi6PEJXsB0o+bE8pR+NyHrGZL5hAP9DrX3kClcFMhUP8ozt6WlpaWlpaWlpeVvmRAf/eNL4NZbb+Vd73oXl19+OZdfvnP10Rvf+EZ+6qd+ite//vW84x3voNfr8ZKXvIQjR45saVZXV3nJS16CEIK3v/3t/MRP/ARvetOb+Mmf/Mm/sbFaWlpaWlpaWh5vPP7uSkaxY8HFmWaEOC2wuymQOFktcWoDEOIR1WOcGnuzDRRstoWKcbZ91OY2O65HbB3LVl5Gqrjopedz9GPL6D1dKDx2tUakGplpTvoLRAH9PCWOa6wMFECv9gQbqApHNwVfe5yPyFQijOTQtKQjJHNGEwvLXJZQmkh/mDFdKelLQz11CCnJjWZjrWBukKMyQ6kimoiyQNewuCfBjzyUgX5mMJ6mhNtFgmvyMToRMiTTccWGj01Idjdl0DFEI0iGKVFGYunxKpI4QRLBGI0yklHh6GYJRQg4LUiCQEsoppZEK4IIRARJqkkQrE8t89JgpGC8PGUcA3Q0/SgYjQv2dHOCiCyPawyKrpBU3uNXKyoXUErQqSRRa8beUYaANwZpA6kUSN8YEMtFRTc14CPWSKa1pdwo2d/vsD/pQCIZ1Y6gBdWoQitJScDWkegE/ShII+AjzjmUFgQLUcLx0rG41EV0NJkXze/Qeu48tMpFu4doo6i7CnJFrAOJlezZ1cXVlhOjksVhTiJShAWhJMF7Bl5S91K0jU3LrtIzArqJpqs0CsFUO6IPVBOPXDBoJxh7x8XDLqKO5HUkyVI6wwRXe8w04GNACkHlQ3M6+MdVQVZLS0tLS0tLS0vLw/Nosyq+xG1f8YpX8MpXvhKA17zmNSwvL297vixL3vjGN/KGN7yB7//+7wfgOc95DhdeeCG/9Eu/xE//9E8D8Cu/8isURcFb3/pWBoMBL33pS9nY2OA//If/wI/+6I8yGAy+rGO1tLS0/F3jsapO+pvYb1vF0fKVzOOw4uJc3xJP+wYqTjMtzsK2FItH3BGrMStCaFo/bZoTp7Iszs0Z2d4gIIrI4hVDZE8iegpfB2TPNFUXRuAMxExSKJhGT+EtxkgSJUEJ+kKSRkFVWDamNSemNbYKuDrgao/qalz0oCXBB7Io8OsldeEorWPsHAIwEqSSJLKpGFmvHdYHjscaGSKxiiQHckbBM/Weo5MK4QJ1UUMiCdrT1wohArWWECIL/ZTEKJyA47Wldo4T04rgIXMCbz2h9qgQqQpLjKB9JDlpDDkiRe1wEqIPaCGxUlBPLWXtOZAYugimstkmk5I5qcmR7B52UH1N0jXsGiQsLKTgPaULECJzSpInBiEFUoFSigP7+vS7SZPrIQU+RFyM7O1l9BH0laKsHD0Li1mK9YH716ZURlBYxxDJMDOoRDPIEzqD5GSWSPPZjEBRWaZl0/4qRtg1l7M2rZEWrInYXGK05MqLd7HiHJ1hQlixrN01YmW1IMk1a6slk6ljfVrjxo65VJPkBifB+0isPeVqSV07JpOKY2sFXSVJpMSJgBMw3zGkiaKjFEOp8TGiHFgFx1cnGK3oI/GrNavLBTFEdM+QDhMSqRgOUoIIsx/ylpaWlpaWlq84Hlrb4DMPHGZa23Pqbt+4n48dv4V1Ozmn7pPH7+ODh+9k6uqzakL0HJ7ewKHJDYTozqqbWssf334bb7v9Nkp39uNbqaa85a7P8q77b8eHs3+HWR5NeOsnb+H9N99JOMfM+luOH+UXb/wEf/j5WwjnuA648e4H+eU/u4H3fu6Os2oAbrjnAf7nh2/gA5//4lk1MUb+8JOf42fe/kHe/dkvnFUXYuR3b/wsP/WeD/K+2+88q662jje//0Z+7i0f5JNfuP+suvWi5Gff/SF++C3v5H23nX28IxsjfuIdH+BfX/8ubrjngbPqvri2zL/+2Dv54Y/+KbetHDur7pMPPsh3XX893339W7nxoYfOqnuiIB8mt+PjH/84GxsbvPa1r91a1+12ecUrXsG73/3urXXvfve7efnLX77NVPjWb/1WiqLgwx/+8Jd9rJaWlpaWlpaWxyOPv4qL0276bxoFjXkQt4K3T8+gEFuVDjObbx9WbLZzOjOYe2tvp/272Trq9AqMuO2Yzs5JnTiVvhHrCAIOPGWR5Y+cYL6TEyqHygwhRuoQkD1NL0noZIq5RBNcZHmjxE0sSsGRsuBAljOXaOa1ZEqkl2qyTFOOSvJ+husKekZRrVScqGoSqTAdTacOuNqBEshcM42RQaJYMAI7dewxCUFF0lzjj9dMvGMhSRCp5kRt2T1MiVVASU3tLCuVZUEppJEI68iyBHLFgoA4DcwhUM4jlETMaeLRGiR0r+szumuED6Aqz2JUjLXFB0GpoesFSkAKpEYxDZ4HVyZIo9jVTSgFpFEQK8ckRlIbiQZigBO1p6sEG8GhhWSDSOoj0jkmlWOQG4T31MslSapYsZZcKDoIprWjLyUTAh2lmDea1XGFVoJeatgzzImFZ96YJtBcw+qoZMkotItkShEjrFQWIQRZx6AEECLBwWCpS1eC8x4ySehLVu8siUKRJoppYTkyKtjdzSicpdKRXbs7rBwZc+FcF6MVhfX4KHFGMvKOTAr6HYNJmiqRPNU4HzCJRPUTyrUSk2hcDkFI0JG6DMS+wq8Edi90KAuPFILlUc3uYQcZBcXUIrsKbETFiNJt39uWlpaWlpavdP7wU5/jP77jz/Ahcv7CHL/1j7+F3f3ejO7N97yX37znfQAspUN+6ek/wJ5sfkb3b298B39072cAuGywi99/0XfNhGKH6Pnw4R/m8PQGAHbnT+PF+38RKbZfnhTW8g/e8gfcery5+f3mz3yG3/+W15Lq7brlcsKr3vsbHJpuAPCSA5fxqy94zcz3/mPrY771F36XYxuN8fLy6y7jTd/xjTOv4VNHDvFtb/+DpoUmcMNDD/Cmv/d1M7r333InP/w779wyNr7v7y3z/S997ozuTz/3eX7kre/euuL4oRc/j3/2gmfN6P7rez7Kr334RgB+9xOfYW1a8m3PefKM7mff92H+7ydvAuC3/+oz/PQ3vpRveeo1M7of+/V38cHP3gXAWz78WX7pX3wzz3nSBTO67/vtt3HTA4cBePctd/DL3/5KXnjFxds0pXV855v/iPtW1gB432138vvf861cvW97gPrxYsJr3/u7rFRF8x498EXe+02vY393+8z++9fWeN31b6VwjWn1qYce4j3f9Z3s/zJUAIi4Nc/tS94emsyKM9m1axe7d+/+ksb9/Oc/j1KKyy7bHth+1VVX8Qd/8AfbdC9+8Yu3ac4//3w6nQ6f//znecUrXvFlHaulpaWlpaWl5fHI47DioiHGU0bFJpt5EuIs30JPz62YNSeaKoPZ9c1MeSHY2t+OvsaW7twVIXHLUDm5HAPSgFAwuLxP2KNZX58itQQfiAJWRgUPHRkRNjxx4sGFZl9KEiRoBLuzjCRRxBDxETpaIlxELxrmF3JkIpmOasLEn8wHF4gQ8CsVy0WFSyRpqun2EpKupiQgi0g/StIyoG1kul7hbGBeKbpGkgrBrsRA6ZkGT61hg8AgTQjAqPZIBEI3LbqcjGgtWHcOHyJRBOyREh8jqxsl9ecnmBqiEshUgQv0hKJnNKaKRAEuBqpEEENk6CKplAwRJDZSTxxr05oaUB4m3iMdmAirZYmsAx0v6HmYTzSVDyxPKrJM41IJcwn3FAVOSbKoMKnCJoIL5jpIKVif1k1LWxeY15qukCRGkRsJlWdtXDIpLJPgCdZjJxbpAyGRrFaWuWEKIeDrgPCRI0XFRi4ISjZXP3OGqCSdsWDQz5ASFoYZ+UKCjJFBrukazerKFFtYFoxuxq8cVelZHhWoABfMdYiq+R2Po6fCc6SqWS0t1kcOHx2xtNRBGMHIWQaDBD8NDIRibtQYaqZj6OjGoJvrGELw4DwJEjMOmAAinO1caGlpaWlpaflKIYTIz7zzg/iTlQf3r6zx6x/91Iyu8pY33/P+reXlap0/fnC23cG9oxNbpgXAnRvHedt9n5vRHSs+tWVaNMuf5tD0EzO6v7jvvi3TAuCzR4/wiQdmZ/q/475bt0wLgA88dCdf3Fie1X369i3TAuC9N9/JAyfWZnTXf/7WLdMC4K1fuJXKz1aFXP9X26sx/vCTs68V4A8/fcu2SvG3fHpn3Xtu3l61cbaqi3ff9oVzLkNTbbFpWkBTpfH+m2arQkZltWVabPIXd947o7tvZW3LtACwIXDD3bO/i5tPHN4yLQBGtuJTx2arKW45emzLtACYWMstR89enfHXZnPW2pfyOMmrXvUqrrnmmm2P//k//+eXfEirq6v0er2ZUOz5+Xmm0yl1XW/p5ubmZrafn59ndXX1yz5WS0tLS0tLS8vjkcdfxcUZbBoKm5USp7ds2kqw2DHLYrYG41TA9+mXDeIMffPz6WHdZzM0Tpkg8bTvt/Hk8YqTx95opAKk4ODL97N84wnW7q5xU48BOkqw1OuA9UQbCB6OlhUmUXQSjRCQSVgnMndhl5X1ir5UaAfl2JNmBlc4ihAItWWgNbukpKgcMQR2dzKslkglqQrLsVHJ/k5ON2lm6YcQoQ54LYjRU9lAhyYoW5jG21qtLclGwCSaTCtWaouUEqmbgOoTlaXAs8ukjDdKet0cGQWZUiij0EYTHPQ7BptIKhcZyUASPIWPqAiVFKRakTmofSBFsCdLkFIwcYHgAnuGOQ+ul+zrZdQBjmwUpIlmcamL23CcqB37jUEEGGSGoUrZqBzSORbyFDnXJRgYZhneeo4LRxkDwTn2dDMK65gTklpADBEVmmM5WtZcvNAjZoqVccVinpAWgWgjVbAkSiJtpJ8nyERSVJ7Ffk4RPUKCVhox9iQChBIcGk3ZPd9p2oZNYW8vQylBV2uwMFmtmdcSAaxNa+aGOYPU8GBZsjdpWjlVIWKEIomRXGnSVJEABwddqonDVgEdBHV0jDcqitKxt5fTMYLpsaZVlAyQIgh1AC2bfBJARZBGYdfP3t6hpaWlpaWl5YmPjwHrt7dVqtzsDfq47bvy2dlJtdO2O483uy5Rs9WfyQ4VoYmcvazZcd1O2+pZXT9Nti3n2mDk7La9LN2+3RnLp9ZvH6+f7qxb6nd5aHXjtOXOzrpul+Pj6bblMzFaMexmrE/KrXWLg1ldN0mY7+SsTk+ZDefND2d0u3odUq2o3ClD58D8bHXEge7wtDTCk+P1Z8e7ZGEeJQT+5IWUlpJLFhZmdI8lb3vb27j00ku3rdu1a9ejGnOn6v+dJt+dTfdINF/KWC0tLS0tLS0tjzcetxUXQgjiSdei+e61U7UEnIzDPmkSxJOP082IeJrq1Nibj61RoiDucP105j5j3GxbFc/QxdOMCrn172alx+bxJD3NvuftYaRrPnX7fWgjWehkUEeEFoiTdswwNcwpjXWRY+sVG9ajtSRZTOkvZoxVRO1O6QwSZCrwIpIZxcJ81uRkEDFdjc40MlEYJbBSMJcmXDbs0UNQV46V0rLmPNMY8S5QasFcL4Uo6HUMOtc8MJ6yK0+ZCMHUB3yMLHRTloYZpIbaB/pSMZ8mCAF757v4EFA9Q8gV0QWEi0jATh0uBKoQGBtB3dGIAPPDHCklKkY6QYCLjF3Ah0gAbDy5vQsspppjZcXCfJeDBwb0ugndMqKFYNhNwShciBwtagrv6SpJfy5D2ECuJIWMTCtHqiR9L9E+IgeGvJswSA1SKTIpUEaxUlmUVlw030MhcLVnoDWdRCNTRWHAppKs01RTRGA0tqRa0pWCnlQcnxa4TKC0BAtUnr3dDhpIXWS6UVMZ8DZijSA3ko5SoATWBabeU1QOZSSLWUoUoIUglwrlAlMRcQoy/f+z99/xklz1mT/+PqFih5vnTtQEpVEmCCGRgwwII8BgwGu8tlkHsBfsNfba2HwX44UFDF42Oa/jzxGDMRgWsMnBAhElFFCWJmjSzR0rnXN+f9TN3RNAAg1Q7xfN3Kp66lR1dzV0n6c+n0ezlOT005wkLwCHhyDr5Agl2daM0ApQgsQTJP0coRU4S6HBUN51mRUWqwTWWqSsfsxUVFRUVFR8L+Mpxcsfv9aKKPY9XnrlZQO6UPm8fPczV5fH/QYv3PHEAd3exgQvOOeyky6vMB09lunoytXlqfAKtsXXDOiesmcP1+47d3X5uedfwDU7dw3oXrT3Mh41sX11+acuvIrdjcE2Vi963KVcvGOtzc/PPOMqpkcG22K96tFXcfFkqfOV4ref/mzkkN8iv/isJ7BzvJy8b4QBb3jhMwc0AL987ZPZ1mwAMBIGvOG5Tx+qe+OLrmXrSKk7d8s4//kHnzpU95brn8WWRmlCXLhlkl955mAwpxCCt77iudSj0iS58vydvOIHrhzQSSn4P//ueraPNvG14vor9vNjVz96QDdei/mdFz2X8Tgi1JpXXPNYnnPxBQO6/WNTvOnxz6Lh+dQ9n//vymfwqMntA7oLp6Z4x3XP4ZzREfaMjfLfr7uOcyceHuNipVXUQ3kAnHfeeVxyySUbHt9qmygoqxza7TZmXTUPwOLiInEc43neqm5xcXFg/6WlpdXqiYdzrIqKioqKioqKs5GztOJi+S4Rt9k02Fj1sL4pE5v+PrXZcbJjnvpOsrXjb67SOF3CxkqguAAH0hPsffp2ug908XG4wuAsuNyCJ1ANRQ2FWygQgWJiJEAKgZACM5fjhCPc5hPur9O9vYcuHN4iND2NywyNhs/R412kJxnXGuVLjLEs2oKG1EShAuMItIJYE1hHp5ujGz6eEEgtuWemw5aRkLFmzN4tTURq2DIS0llK8R3gSWaTjNwrCKWk7ivipofLLCpzGCnJFzK0LxFaYJ1FWkdRWOpa0c8KvNQSBh7RqAYFJBY/9sE60sJRkxIvUGRKEPYdKlBl+HioGTUCpxytboF0jlrDh26BFqJ040TBtqiGzApsw2PRFow6hZQKmxkCqRFKouqaKFAo55Ady5wtmNQeGoUzll6eQwL1wKNtLCqQtLKcqSCgJyxeqDHGIpQkTwoOzHfZUgvI+zm5JxFSMq49aBsscP+JFpMjIb1+gWtZGlKTWsdEzQcDIpQoKZnrdWl6HiJQiBSctSy0kuUcC0Uz8plr9Ukyg6x75JnhSNJFC0HuScZ8n5a0TMQhpAV4it5CgpaCABitBRgKHBYhBLPzfZQnmG7GSGkRmQUHffkQmgNXVFRUVFRUfFfwG899Oo/few7H2x2ecO457JkYnPAH+Klzr+Oqif3MZ20uH93LmN8Yqnv7417AC3dfTrfIeMKWvdS9weoCKTRP3/6/ONr7Ag7HtvhqlPCG6AR/dP3z+frxY4Dg8unpod/vI+3x98/899wyf5RY+1w0NnxyuRb6/PWrX8ath47TiALO3zo5VDcWRrz/xS/nUHuJ8TBiNIyG6nZNjPLPv/QTHFlssaVZp7apUmOFvRNjfPjVP8mRpRbTzTo1f7jugq2TfOx1P0WrnzISh0M1ABdv28Knf/FnaCcpI9HJdddcvJtPveNV9JKMxinGe+zuHXz8tT910u0r/MBF5/EDF513Wt2PXfhofuzCQfNjMy+46CJecNFFp9V905z+p93p9/82sH//fowx3HPPPVx44YWr6++44w7279+/QXfHHXds2PfQoUN0u91V3cM5VkVFRUVFRUXF2chZW3FxMkpDQrJWzbBCWdlQtiV16/TLuRebyinW52GUrZ7c6hibqyRK/frxT3WGm80WN6B3CPwtAYfp0MkKXGpwOGxmcJnBZg5vS1j2hzJltQIWRKCQkULXNNFYQNEusJlFIOkbcErStw6XObaPxuSZQSqJM44o8FDAUj/j8HyPTECSG5Z6KSkQxZrIQGQEs3N9tsYh9QTMfEKrn7OQFmjrGGsGWCXJHMRSIQtHqCQqM2gh6C8m5P0CU1h0ILFpQc9ZhFY4JbCeoD+T4meOiTBAGgdKoJRiNApoZYYkNYyFAcFIhN4Rl22YhCBVEEU+i86gkJi+YaGXkOAokoKFfo4tLEVuaRmLKhzOkzjniHOB9BTaQJhDlhRYA7JwHD7SxvXLyo4x30MoycE0QQWSWs3HA4R1+L7CaoHzJVZAzxlaSU4NwZHZNi1rUK7M5VCubDUlpUAi6PZzXGqoOYGXWEaFQBpHZmyZoaEkubXMHutyYKaDH2q0lkhPgqfoFxbpSbxAEusyH2Q88gm0RPQLdjUjxuOA6UbEdOwjLWSFw5iy/UNnMaEWePhSoJzA9AxGCQpdXuHTIxE68MCTYMprEQd5uvEOroqKioqKiorvTZ550bn86FVXnNS0WOGy0b08dcvlJzUtoLzT/4nT+3jWjv1DTYsVpNDsqD2JnbUnDzUt1o93xdZtXLF16ylvSvKV4rFTO09qWqzqtOYxe3ec1LRYwVOKfaPjJzUtVgg8zd6p8ZOaFiuEnmbf5PhJTYsVhBCnNC1WkEKc0rRYQUl5StPiexHh3EN+fDt4whOeQLPZ5N3vfvfqul6vxwc+8AGuu24t/P26667jX/7lX2i326vr3vWudxFFEU996lMf9rEqKioqKioqKs5GzlLjYr1xsMJGM2Ll3/WP0zFMZ+1yxsMGU2KjgbF+l7XjrTcwNp7vsHPasCzACzSXXbubdjelSAtsUoB0uNzhUsP8HUvISJfmhXA4XU5CWx+KxMCsoXVXF2XBaYduKoQnEBb6aYFNDdMjEVII2tZQGMsIkhBBZi2msNjMoJGkEbhpn7wog8HHmwEL3YTD3T6tJEdaR9zw0Q2fxFrSwrDUzwiUZMtISL+TUSQ53QdayMRgejkyt9jEkBWWE0sJpjDYwmJyQ6+f02qlZMoRxx74kqSwiEASaonwJNZYMBZzPKHXzdG+pp9aZpOUptJoIbDC4cWakciDAmoND9HUECsCKemYgmPtPoV1LOUFM+2ErjEUmSHp58ikICwE2xoRqTOk0hHUPYQW4Cm8UFEPNM1aQKJAWZCZo6E0gafYNhIzMREhI8WuyQaLSca2Rvma40kKJQhHPIQCXwpIDFNxgO9AZYaacUTO4YwjaWX4QjChNaORR70egBIUwEg9WK2yaDYiCuew0mGAwjnGQh8nBKEnURJCJYl8SUNKep2MhVaKdo5OUaClQKjytXNaYGseSIEKFLkzJIUpa+M9ifAVzfjUP6wrKioqKioqKioqKkp6vR7vec97eM973sODDz7IzMzM6nKv1yMMQ173utfxlre8hd/7vd/j4x//OC95yUuw1vKa17xmdZxXvepVBEHAi170Ij72sY/xx3/8x7zxjW/kta99Lc1m2Zrs4RyrAu655x5e+cpXcsUVV6CU4mlPe9qAxjnHW97yFnbt2kUURTzlKU/hpptu+o6fa0VFRUVFxfcLZ1+rqJXCh5NsXDEWNhsQZ9oSapjuVPsOM0Q26k99XGeX9UKyar648r92X7qFz/7rg0yOxThbIIVCaY10gnhZ7++KoS5RY5r5+zrQzqlFmvR4gpEOEULRlPhCIjyH7RcsZQXxSITOyknoEd/DOigoIxZ27xll7mCLUSQ1TzO/lDHfzkh7BTuDAGUV04FP3xfEWtLt5pAZVCCoaYVWGpNmGBy2m6OVQFiHKxzak9jCgJIYKTBK4BLDjE0YDXystUS+wpcSMiAu7+pXdQ+ExOGQuUMJgYgU9By10MMYi7GWsOaTWUuWFYx6PlONEKdKw8az0M0NLrHM9zOmmwFjocIYR+wp+tZyrJewt17DWYsDZlp9RhoBvdSQK8eWSKMCyU6vhsSBV55/LCSqplFZWflwYLHLdD2kr0pDajLyOWe8TtrNKYQjDjVRJDE9Q6eTkTrLmNQIY8ECQhCPRWS9vHyuChLAkxLPU8jMspAX1CZD/Lqid7hP7hxFapFacqjTZ8dojS0uQPoK4yt6iUU6S12UlRVjvuTgYhdZ04zUQmRikErgUoMKFKJwqK7FeYqetWyJQnpYrAPfOqSzCH2WepsVFRUVFRUVFRUPidyaoYHjAzpj8IaEpK/HOYd1DiVP/d1xqZ9grWOsduoqloeMXX48lP2/BU6cOMFLXvKSDetWlu+//3727NnD6173Oqy1vPWtb2Vubo4rr7ySj370o0xPT6/uMzY2xsc//nFe/epXc/311zM6Osov/dIv8cY3vnHD2A/nWN/v3HbbbXzoQx/i6quvJsuyoZq3ve1tvOlNb+Id73gH+/fv553vfCfXXnstt956K1u3bv0On3FFRUVFRcX3PmedcXFy32JzrsTyOueW/3GDBsT6SgnK7StGxMrfYrVa4uQVG+v3OVOstcuGxRCjhPK0vbrP+c/cw9xNi2yfqOPmCxJyotBDGIdtGTr9Ll6oaNkCZQWektgQpBYEVmISS3YkoegWuMwSO8Gk1mVItHPUfIn2JHlu8bXHpFbQzok8hXOCXi8jFiB9iapHOOMoKC+MhhNYLUkCwWIvZWfuKIRASwHWkThHq5vQiAOElPh1VRpLLme2m0JR0MtytoUBS0mOCAyJLNBGYrGESpPbMhQ6yB09CkJfQ56DdWTdAllYpBA4KdC+YrwWYPoGE0uEhaJv6GEYQZMkBenyb6UgUrQzQy3UWGOYy3NGAx/PUwgpcE5QONjajEAJXKCY6yVIAb1OXr4/oqxesL4k6ReEUtA2BSNxiPAVfqBwWUGsPdr9nPluRk1KJhoBmPI9ToWlNhoQJwaRWxJjCLVHluekcz0KByrQ+KEmVIKOgKTI2dqI8DsFgZbMH+3T7WXsiEMkDicEY1MxaeaIpUT4koUkI7BQCz2kp8ADpQXjow3CRYtnwRmHyR3KV+AcQlG2IHMghcMIQU1IKJYvW+uY7SecvotxRUVFRUVFxfca3TTjDz72BY4utnnaRfu4/jHDcwhmky7/+9bPspgm/NDeS3n69uHfHE4kLf7ork/RKRJeuOsxXDM1XHdP537+8fAHMM5w/fZnc9nIxUN1nz1+N3957+fxpeLV+5/OxaOD4c8Anzx2B39z341EyuM1Fz2TC5rTQ3V/fOdn+edDtzAexPyXK57L+c3h7aZ+7+Of58Nfv4upRo03vOAZ7J0aDJPOjeG3P/IZPn/vQXZPjPLG5z+TLY3BAPD5bo9fe/dHuOXBY1y6fZrffsl1TNTjAd1Mu8uvvuvDfOPoCa7YtY3fful1jA5p/XT/zDy/9p6PcGh+iSedv4c3/9APEHiDP/e+MvMgP/+pf+JEv8NTtu/jD576QmJvsMr2E3fey6//07/QTjKuv3w/b3nhs4YaE+/62i38t49+isJaXvH4x/Cfn/7koa/d//n4DfzBJ28E4GVXXc5vPn94kPnDw0Nt9/St7btnz57TdgIQQvD617+e17/+9afUXXzxxXziE5/4jo31/c7111/PC17wAgB++Id/mNnZ2Q3bkyThbW97G7/+67/Oq1/9agCuueYa9uzZw+/+7u/y5je/+Tt+zhUVFRUVFd/rnHW3U1t76rZPg+aB2LB+/fYyk21w/QBDDrdeL8TGkO8zMTKklMsnsG6cdS2lhBQgYOfjtzB2Tkzaz/F2RYTNAJMVpRljLCazyMxhWgUagScl8/MJLWPo5QVzJ+bQizmtYx2WWimmX5BmBpoKocAV4DKHU4KjnT7WWTCCeuTjpGC2n9MqHDZ3GONwEtKsYKmb4gpH3s4pjGG759NPDZ1+TmEctcBDAp6Q2NzSz8r2VP28IIk84mbI+ETMrvE6nhBM1QI0gikvBCWYSzMW+jlLS30iW76+ijIPAiFwgHQOEQoWi4Lj7ZRG7OEM4Et6xpFahzIQd0CkFukpQgO6gK0jMWORT+QgkpIJpRnzPCZ9H+kpuhKMEljrEL6gHnlsH6/hEofwJdqWlR8gUEi0pzDOMdaM8Cd89l4yRioFSkpMKCmAZugxORohfIXTgqxn8I1EOYEXeMz0Mgg8nIRwLKQeakaaAa00RxvKu9SQTI7HtLOcWuBju4Zxpdlej5C6DBdHCOo51DyFE4Iid9QDTVc5ujicFKAl5NDsCXzjsL0Cax0FjkJLnBV0+wUEZZWLKyzSV6WL5BwsZ19MnKZXc0VFRUVFRcX3Jq/96//Hn3/mK3zk63fxund9hA9+7Y4BjbGWf/+Jv+Wv7/4qHzx4Oz/zmXfzxRMHB3S5LfjZL/w57zn4JT5y5BZe/cW/4usLhwZ0C9kib/3G/+SmxVu5ZekbvOOO3+XB/tEB3Z1Lx3j1jX/H52fu49PH7+anb/grFtLugO62xQf5pS+9ixtn7+NTx+/kZ274S1p5f0D3wUO38D9u/wT3tmf40uwBXnnD31DYwVvu//HLt/J7H/8C983Mc+N9h3jVX75v6O+WP/z0jfzNjTdx3+w8n7zzPn7l3R8e0AC86QOf4N/uOUCrn3LDvQd50weGTyy/8Z8+xo33HaLVT/nsXQ/w1g9+cqjute/6ELc+eJylfsL/+/od/MGnbhyqe82n38/xfgcHfPrIffzuLZ8f0PSynF95z4dZ6qdY53j/zd/g3V+5dUB3cGGRN37k4yRFQWEt//fzX+Yz9z4woPvG0ROrpgXAu774dT5716CuouKRQp6mWuiGG26g1Wrx0pe+dHVdrVbj+uuv58MfHv4Zr6ioqKioqHhonHXGRbfdLyf4T+pdrK+scMs+wMkMBIdY1ZSsNyHKigjKW87XbYeN5sSpTIxTUWrd8vjrHysCwBOMXTUJYworQEQCtbNGXlMU0qGEw6YFysLsUp8j8126Cyl+4ogLR13VkakjForIgl/zCHwNSwZfSYQr77TXhUMYR1JYksLgAK0lW+sBPg6hBa20QGlFLCTdwpXZEP2c2EqKpEBK8LRESYEUgkiURorSktksp+UsqXMY6Wgbg2/Bc9C3lgzHUmpopwWLaY6SksQUTEQ+UpYVJL6UCAU2kIhQIT2BqnvUI4/pZkjse2Q+9FLD0V6frrDozOLjsBKEcYRSMhp5LKUZQU2jYk1Y82kuGydCCqyGBIvyBR1hKRDkeUG3ldFNcupSEQiJpwROOIy1uFjRyQv6wlK0CxYPdUmtIQ8ExjoiKcGWz4NQIiKJCgRSUhpARcHxbInAk0gpMF1TXkepZXsc4BtQWtJLMpIkx5cSlxnUqMYpQTctmM8zTqQJ9y50ON5OOb7U496FDofaPTwL07WI2NdIATMnuqS9AlGUpoQAlBSEkYf2JaquafgK+gYhoKY9POPoZgVFTYGQ2MKSd5MzutYrKioqKioqvncw1nLD3Qc2rPvcnfcP6I7129y5NLO6bJ3js8fuG9A92Fvg/s7a3cuFs3xh9t4B3cHeg/TMmrGQu4J7Ow8M6L6+8CCFWzMWlvI+97RnBnQ3zR/CrNPNZ10e6MwN6G5f3GiOHO23mM8GjZBvHDmxYfnQ/BKtJB0cb5Pu9qMnBjQA988sbFh+YHZhqO6+mfkz0t0/u1k3P6CxznGs396w7livNaBb7PXpZflGXas9oDve7mA2mTdHh+gWe4PfKRd6gybSw8bmn1/fyqOiYh133HEHSinOP//8Desvuugi7rhj0Nhdz4kTJ7jttts2PO65555v5+lWVFRUVFR8T3DWtYpK0+Xgg6Hh3G7171N5B+uNifV3QZ0638JyskKPzeutdUh5BubFQOeqsjXVynDlsR3hlhB76Rh2vkAkDnOwj28hDySHjyyyd7JJ09O4DJwv8SxEWiIKx1yWU3NQlxJd85BSYqUlN5ZemjM2FpK0M3wr2R4GJLklVw6T5ARCoJyj4SmkhWbNo3CWrDBsa4a0naMZeERa4kxpdiy0UxqTGlE4hIOmJ0mFYNtkg+Npys5GhAglwnfMdhNqWoGWOOvoJTmxF1JTkmbdxwqB8CQ4h3GgJz2IFJ0H2sjc4UWawAiiqRDbKQAwzlEIy7mTDUgNAofwNC63tI1hJPZBCSKt6WVle6fZboaqKWxuKTJLox4ROol2Aq0lmTG084K8b9g6HuN6BTjL8XbCyEhEXPeQSUG7n9EIPQ7Nttk+GpMbizaCfi9jdDTEFwKbWDLhYEqB0hTzOd12hqcE84snsI1xhJH0rMGPPPqtlLF6gHCCvLAEUuKMxRcKIaGYT3E5hGFZaSGUZDIOwFisFEw2Y4wsr62lToqvJc5XjEYeFAVZKpDLGSQWkAJsYctcjVBjekUZJu4LkFAb9SGzFFmOkJKueijNgSsqKioqKiq+G1FSsm20wYMLaxPaO8dHBnRjQURd+3SKtX7wu2pjA7rxoE6oPBKzNhG+Mx7UbQun0UJTuPJ7n0CwMxpsAXVec2pDo9dA6qHHPa+xsd1TpHx2xKMDusvHd2xY3hmPMhHUBnW7tvK3X7h5dXnP5Bgj0WDLpst3buNTd60ZPZfvGN77/upzd3HX8TVD5/H7dp1Edw4H5hbXdOeeM1y37xw+s+64V+8b1EkheObO8/joobtX11276/wB3dZmg0u3T3PrkeMAaCl56gV7B3QXTW9h50iTw0vltVLzPa7ZM/g8Lt+5lT2TY6umy2Q95gnnDX8eDwvODf6I+2b3r6hYx8LCAvV6HbUp72VsbIxer0eWZfj+8Gr13//93+e3fuu3vhOnWVFRUXFS9rztc2eke+B1T/o2n0lFxZlz1hkXWp8s+G39zxO3bt2p+WZyKUrp5i+pa9UdQoBzAiklQrhNuRqb91vZtn77SiXJWpKHAJwSxPtq9F2f/HAfJ8GllnA0ZHezAcaBMzSkYHEpY85Z4kZEZhyBKsOnXUNhMguuwK97LC6lBFqCgSDQiMTgHMx3kjKbIXeEkVcaBwhOdBJOLGScO97ADzQLnYTJeoTFkuYGUxgy49jaCBG5xQmWTQNFmlvGlWTS81CeLkO6I0WDMicikuVrEy+bCo7y7n+kxPkCsSXg4H1L7ERjTiTUPYWxFutJDra7hC3BliAELfAs5ErgSQGeWn7VHVpoJlAgBdZBbh3WOAJfMhb7dAuDV/OoNTRBpFA9jUsN3W5GXXqMKU0qHLJXVkJIrdgyUaPQgqRbBmif04hRxrE1DNGFIHdQZIYRT+N6BiUEaW7I5gqKWUuWW1TPEPuaI72Ecyf2kaSWAEeE4ESrz9awzMNIjcEUsNBN8DKNinw8ITBOoIGZXla2lhoJOHJoifGxqKx2CRQEgu5iikYQOkGWGIR1+EKwlBrqSqK1ZLHICbUg1gohYCkpiAJBeH6D4lgCBrxQYZOc9EifJWtIdpx1/xNRUVFRUVFR8R3gf/zY8/iVv/3QcsbFXn7m6VcNaGLt83tPehG/euMHWcwSXrz3Ml6y7/IBXdOLePtjXsZ//fr76OQpLzrnsVy3fVC3JZzkF87/Gf7+4HspnOGHdvwg++q7B3SPHj+HN1zxPP707s/hS82vXPIstkaDxsrjp/bxukuv46/u+wKh0vzqJdcxEQxmTTxnxyWcuKzNBw/fwqgf8xuXPwclBgvTn//oi5lp9/iXW+5ishHz68972tDX7mef8jh6WcYN9x5kz+QYr3/ucN0vP/vJ1HyfWx48zqU7pvm5pz9+qO7Xn/c0mlHAHUdnuGLXNn72aYPvBcDvvPQ6/ufHbuDQ/CJPPn8PP/L4K4bq/s+Tn88f3nYjD3aWeObO83jO7gsHNFIK/vTHX8Qff/aLLPYSrr/iIh69a9BEqgc+f/vvX8r//cKXSYuCH33sFZwzNjqgqwU+f/MzL+PvbryZwlp++MpLmawPmkMPF6tF7w9h/4qKzQybWziTNtI///M/PxDafs899/DCF77wYT2/ioqKioqK7zXOullJP/AYbkic+s7vzf1lT/Wl4lSawX1W1cv7ALgyE3x9RYdY+0estq/6JgwWLfC3eGTH+5jFFBC4mR44gYg0ZjHHRAoTCPZuaWJmMpJ8OfcilBgN0iyHWAdlRcPsYo/aRAh9gzUWWfNpOp8C6OY5ibEsdBKmooCGVjQbNTLrEFg8T2FxtPs5S1nB1tgnlrK8O19Llqwl9hRFYcgKQ5FltLI+tcmIw/M9dns1vFBxYr5HYAWjsV++Cp5ECMocCEAGimw+Y9RJ2ge6pEXBSBjgxwoTSrbICNWxYC1kAq0ENVuaH0IJZnsJE40QJQWdTk7saYSvEO0CK0H5ZWurWCnSftl7VyaU+RXW0Qx9dOaQzuF5CpdbrAQZlpkWi92s3N/XHFvosHu8DkqQpAVOge8pkk5OICVFYZhrJ0zVo/JN9TXtXoJ0jjGtkVrSzgqck8xnKWHgIYMyLFwYi68ko82IJC1AChaSHJkI+kVBw9M0lUb0DFunGkjKc5PKEdV84lCRZgVKSqSz5TVoLGNNH5eUSeGjvk/POoQtr8eRyAMtEL7E2xaSH0txzpIe67FYZGy//hwa5w/+uK+oqKioqKj43ueSndN8+FdfcVrdk7ft4/Mv/IXT6p46fSEf/4FfO63uceOP5nHjjz6t7qV7ruSle648re7l+67m5fuuPq3ux8+7mh8/7/S6n3rKlfzUU059XCUlv/ysJ/PLpxnLU4rXXPuE0x7T14pfevbp736shwH/3/OeflpdqD3+0xWnH28kCvnPz3rKaXVbmw3+y7NOf9yxWsTPP+P0r3FFxdnI2NgY7XYbY8yGqovFxUXiOMbzvJPuu2XLFrZs2XLS7RUVFRUVFRXDOesyLuJ4udx6YK5/WCj3xjyK9Zwq4Hu4ZmWssqpi5TH8mEOOu9zJqlwlNj3cxv03BYiv/KtHfXr9FGMM/q4aLtA4X2Jyg/AEakdIPfaw3RxwNEOPQArmF/t4PYPKLCI3FLNJ2WpJK9pLSdmqyVfkOIKmT9zw2TlVx3MwFfrkeYEDwlgjjCFNcmIpsLmhsI5m7COUWH0meWFJeymFcAShx+hoiIoCRiZGkLljVxBAYkiXMupS0Qg10pMYT2J9iYw1JpTYEYW1jrRT4BnoJTmTUUgYasSIh1GOqO4T1H1EWOYumNzgnMVmZQVJI/AQhcP2DLW6j4wUAgg8zVjkY4yjkxdEgSLWkv5sQutEgjDlk9G5Kz8ExrG4mGB6OXPzPbLM4C+Hio+HHpGnmKpFCMAaR+os80t9vLIMh6NzXYQT1LVmKc1ZTAraRUFtLED5Gj/0aKUZk/WQmSxnuhYxWQtINeBLvEgjnCDyFVtqYVlNIQSxr6hrzYhUSOsoCstcltEThpFmgBGObitHI6mHGicds+0+hXNIJaFwOLGcEZ9bwtRgkwKXla2/1JiH6xRkRxMsDmMdizJn2/N3UT+vvhpuX1FRUVFRUVFRUfFdw0qrqIfyqKhYx/79+zHGDGRT3HHHHezfv/8ROquKioqKiorvbc4640KUnYtwrmzFVBTFGZsQ6x8r69Zv/1Y41X6rx8HRnelTZv+V0/vOueXZ4k37nGpM4Qh2xSQBiKZCNTyElggrEELCA32CroXE4bzyrVPWsX17A6wrJ6JHfUSkEK7M4RC5JVlMV9s3qQz8hkc7ywhCD+krekriaYVVggXtkEJQ5BYlgHppOhzpZ2QC0sKQWIsKPTo1xbFeSrswLPZzQiOwuUMIiXMgizIUXOGwvQKMhRENjdK4MLY0AVrdHFXAFs9DWgeFRXQMkZGIxIIE64myZlsK+s6xkOakmUEnFpdZZE0jRz2EJ5CTGtuQ5NIhIkmnKDCJwZOSQCmEXW7zpQVq+fnZ3DKz2MMZx2gU4CkJQuAaisUsxxaOmpI4IWh1MmpCsb0ZY1ODrxShp8CV7bckDqcEzbqPF2p0wyMMNJMjNbLMUOAQDQ+jBMY4jvZSMuMQwqETgygsyjqyfoHILAFlW6zj7T7z1mAiQbQ1Rox41KVHU+uyZZQALGzd1SDYGiJ8CTikr5C+QtU1uuGX632J8CQiUmTHE9J2xonZNvMLXepPnKC+r758+VY/2ioqKioqKioqKr67EA6EfQiP6itwxSae8IQn0Gw2efe73726rtfr8YEPfIDrrrvuETyzioqKioqK713OulZRbjUDokQptRpivUm5/O9au6bNYdzf5JGX990Y7H0m7aQEgngiLE0XymyFMrx7bbz1Y68ts+FYDsHYviadLy/QeaBFNF2j2zbErsweEE4gLFBYEmNxBkLrMO2cGZMz6QeYboEcC5CdghCFdJbZfkoTQdQSZJklWhAERmCspS0cYaxZ7OVEPce4kwTlnD1SSaY8zWKSMxL4yOVMhaUkRXqSQAuUUvSNJfAVPedo1BUitSAEsmVJrSUvDPXIxwFe5iBwqHz5Xv7CsS0OcEV5Z1NmLL6WtLsZOpHkhaEReHSXEiJPI5Rkppuys1nDU8vvlZa4QCJCAYXEZg4nBQd7PfaMNThn/yTmYIJbzBlB4SIP56CTG+Z6GRNWUQ80+3aOobTECMhyRz9LaeBR15och28FJrd4vqLIDV6oMApk39LQCmcc2pPkUmCyAtdTGClYSHNqkUfgKXwnOC/yyiwOBXmWEyqJlHC8neJrxWgoSVKD9hVOQO4sUSCZCGJS6fCmQlRamjheUGab2NSAAD3qYRKDNA4rQPgadPk62dzCSkB8blBNXV6HTcWJdovGFaNMnDtCPOZXdkVFRUVFRUXFScmNwVMny6X75nRLaUJmDFPxqfMO5nt9hICxKDqlbq7fQwnBaHhyXWEN93VOUNMBO+LxU57/PXPzNIOAHSPNk+qSvODe+XmmajFb6idvs3m83eGO4zPsmxhj15AciBWOttvcOTvLeePj7BwZzO5Y4esHjnL/iXku272NfVtO/jy+eugIB+YXePTO7eyZGAwxX+GzBw4w0+vyhF272FpvDNUYa/ngzXcw1+3xjP3nsmdy+HhJXvBPt91OPy/4wf0XMN0Y/ros9RM+cPM3EAie/6iLaITBSc+vouLbSa/X40Mf+hAADz74IK1Wi/e85z0APPe5zyWOY173utfxpje9ibGxMfbv38873/lOrLW85jWveSRPvaKioqKi4nuWs864WM9Gz2CYebGiG25YnFmGxcnNiTMxQlb2F3JdiPfy30645bt1NpoUK/utXy6PBSKQhI8bJfnKElHuGBuNcJnFJIa5PGMsCNBCEiFxPgglcc4yqjwyJzBYaKeMBD6RKisJJsZi+t0M0VfMtftsKQwCgQg1nifoFAWqrlCpIFKSTmZIMoNMDbXC0pQChCQxhiUsEyMhR+c61AtBI9CMeIK5NKWZCfLU4FlwhUH7mn6acTzN2NMMOdJNmPAFsi/oWUNTaNKsIJCSUMmyYgRFT1p8obDGMtNNia1ErZg+UrBrrIE/4iESi7U5SFhqpUTWEgiBScFp2DJZI54KobC4rqFfGFxu8SUgJdo6pmohYb+sCHFS0MkLiDRJViA9AUpCYUm7GUHs4zJD09eoQFBYh0kNhTH08oIg9EjSDKVgshmx1M/RvsL4EqUktrAktiCVAi+Hes2naTQLnZQ8lkyPx7jUYIyllxdoAX6kCSirQ3xPkfdz+scTFq1hSzMiNYaFhS7bJurgJDZ19JRDYkmxjEq5mgkv62UVj20XmEVDPymQQiLOCbjo6echQrlsoH1zn6GKioqKioqK7w++cPdBfvVvPsRCr88zLzmPd7z8uXh60Jj41AP380sf/RCtNOUHz7uAdz7ruWg5WOj9x1/7Em/7wmewzvGC8y/if1z73DJPbRNv/vin+IuvfA2An73qSn71aU8een6v/8xH+ZvbbwbgFx57Da993BMHNInJeM2X/pybFw8A8HPnP4tXnPu0AV0ny/iJf3gPNx89hgB+7WlP4acfN5htcbzd4Uf/7t0cWFzEk5K3P/fZXH/xYNuYmw4f5af+9r100gxPKf7ni57LtfvPG9B98fBh/sP7/4lenhMoxe8/73qevnffgO4fPv913vzej+McBFrx+z/9Q1x13q4B3V/e+FXe8q+fBiDyNH/68hfx2F07BnT/7TOf5k+/9hUAxsKQ97z037F3bNCU+NV3f5gP33IXAH/wyRv52599GedPT27QFNbyine/ly8dfhCAP/nil3nfT/zogKnTTTN+9I/fxX2z8wD8/Ze+zrte+e+I/ZNnBZwxD7XdU9Uq6vuOEydODARoryzff//97Nmzh9e97nVYa3nrW9/K3NwcV155JR/96EeZnp5+JE65oqKioqLie56zr1WUEKuP0ygZFnp9Zvtu1K+Mt3m/DVURsJpjcfJjLZsYK1EWm4K918k2rnEr68oqhIm9I9QvqHPk6CKmnZP3MnLtqCPxluVCibIEOlCYusarhejIwws8Gp6HE44cS09YrCgnyZ1wjNR9lCexgHUOjaQZ+DTDgKgeYJxAa8lEIyDyFDa3uMKSpzkis0xGPhrBtpEanlZIAXmvoKHLgOgTC12KXs6RhT45jnrksWMkZqnI2TVVx5MS0bfEmcS34COZ6Sa4stMSIlRorfADhe8rtjcjlBZEkYdSsmzLlWa4ToGzFrRCKEHc9NGeRAiBtoIwh9AJ+g/2OfzleWzhcKklB/qFhb4hSCzxkoFujskMRV6UbaUyw1jdx9fla+ErQTP2sNbhSYHLDK1WRpbkhFIiEeTGEUuFyB0N6ZEUlqywFA5ICuaX+iz0Mpa6Gd12Rq8wOFFeQw1fI6UgwVF4ghNpTt3XGOPodlKcFQhTth6LI58RrZmKQ0RmCQvYOlYrTRYJrrDI1OH7gl6ekzpbvrCxQvqa9Egf087JejlfueUAS2nK+CUjqEhtuJa/2c9RRUVFRUVFxfc2xlpe+1cfZL7bxzn42K338Fef+9qALi0KXv2RD7CYJFjn+MDdd/LXt9w0oDu4tMhbP/9p7PL37fff/Q0+dO+dA7obDx5eNS0A/viLX+ZrR44O6D596P5V0wLgf3/l89w2e2JA9/7DX141LQD+8O6PMpu0BnR/d9PN3Hz0GFB+9377pz/LYr8/oPuDL3yRA4uLAOTW8oaPfmJAA/C7n/kCnTQrdcbw3z/xb0N1//MLN9DLcwBSY/jvNwzX/d+Pf3F1bj0tDH/xqa8M1f3h5764+nc/L/iLL3x1QNPP81XTAmAhSfibW24e0C10+6umBZTGwwdu+saA7o4TM6umBcCJbpd/vfveAd0N9x5cNS0A7jkxxxfvPzT0eXzTuIfhUfF9xZ49ewbaT6889uzZA5S/kV7/+tdz+PBh+v0+n/3sZ3n0ox/9yJ54RUXF9z173va5M3pUVHw3clZXXAwzJlYn/VcqF1aUmyZZN7d6EmKtXdOpJmTXb9pYHbFugyvbQw26D8POWyz/R2ySiTUzZMN+DuULahc0OPj+u2lMC0ZG68iOQXgKdvjYoxk6B6EFzlcU/RxfCDJrSPs5qZKMRgE9CSKS1JWGrsXYAm1htpsRaIVpFYzWA2aThCD0ICgrMMigD/RyQ8PXJNaSZgUZAr+rcDVJmhkCWWYvBEpxuNVFxSHbaxFSSpAWNVKGdAcIfGORuaOTZDQ8TaAVBJKoodk15WMzaLVTRrRGS8mhNCFwpWEw30oZ832Ot/vUPM1oLaRfGHIcsZR4UlL0llsleQoKx0y7TxxoaoFmdDrC9R2hVnjWsZBkxL6HtVAkGceX+kzVAtq5I80MW8IAmTnqnoZuUb5TSnK01WVEe+RJzkxeECnFtshHOSiMpSgMI1JBXtBLy3Du2FpirQl0WaExEoX0rSVE0lpI0LIsh0icxQC+FBxu95mMA0ZrPpkny6BwqUGCcA4RSFxicKkFBVJK+q2c0JPYwpFbS2gUoqZIhSBbSBGLCbXQx2U5C1mGF2qmH7eFnU+Y3nC5bjYvKioqKioqKiqgnKRu9dMN644ttgd0rTSluzzxvsLRzqBuIekPzA0vJIPGwMIQs2Chd4a6IeMlZuO5ORyJzQd0vU3PwTpHUhQDuv4mXVIUWOcGKkdsGYa3itm0vLZ+46tS2OE6JTeOr9Xw+9HUpkqXYZUvUgiUEBuOPUwXeOX39PXnFPv+gK42dN1gFUUtGFw3bLxvBeHK780PZf+KioqKioqKiopHlrOu4mI9g9UXy38Lubq8phvUb5x4PXklh1gpkUAikGWWBCcbZ2WfgTXrHit/LZ8XlOMumxWC8gfCmvVSPsTyuEIIwmbARc8/l8W8AOeQnkbEGjFT4DkBpjRlZGaJhUQpgS6gWQvRVtDvZtSbAfV6QL8w9IuCzFoWk5xIKUbrAbmC1Fm2jtRY6GQknZx+bimAu48sEkrJkU7CYpKTh4qJ0RAVaFxusVLghR7CV6iaYsvOJiaSZK40S7bXI3Th6BnD8cU+PgKRWmpW4iEQSiDrGm97iN4a0DI5c85QFA5tYTz0GZ+K6DvD+NYaxhPMtBICISG3REoiUkevV2ALS2QF2ghMt8BkltBKbM9C4bBtQ6+VkSQGZQShkyz1csgseS8n1prCV4zVfXaN1RBFmVNilysmnLUIIZgMQxa6KfXAY89IjF5+5453+oyHPtqUgdp5atGeYjoKaAqFXzgK4+gJR2IN/TSn38shMSSdjFhIJn2frVFAq5+zfbSG1oqOcCRYas0Ql1lQAhErbO6wlrKSInc4C2lmcMYhHYxtjVGeolFobFJw/1wL0Te0jrf4zNfuoVd3TD1/G496wV78UG24oM+84qmioqKioqLi+4lmFHLlvp2ry0LA0y4ebGE0Gcc8Zuu21WUlBM/Yc+6Abv/kFBdPblldHg1Cnr57cLzHn7OTbY21vIVdI00eN6TV0ZN27WbLupyMfSNjPHp624DuWdsuZ9SLV5efOHUhO6LBfIgXXHwRI+vyFp59/nlsbQzmPrzsisvKG3KWefmjLh/a7upnnvC4VZ0Ugp9/0uMHNACvuvJx+Mu5IEoIXn3V1UN1v/y8p6zmhzSjgJ971nDdr137lFUTYiyO+LknDx430Jr//MQnrS7vbDZ5xaMeM6CLfY/f+MGnrZoml+6Y5seuedSAbu/4GD939VWry0/Zu4fn7b9wQHfNvnN4/hUXrS6/+LGXctXenQO6ioqKioqKioqK70+E+9bTrL8tzM7Osb4qYmOItRuoUFhbXAvrHs6KQbDRq9mYY2Fh1V5Y6fW/rlJifczG0GqLdXerr9si1v/lWFctstJ71a077vJ+zmFyy2f+901cFo6jY4+FNGcyCpCexPQNKtb0rSUIVGl4FI6lrKBmBEk3Zz7JiEdCkjRnsh6ipUAah+sb2lmOAcZqPgYwEmRmy5ZHzYDMGJJ2Tuwp5nsJuXBM1kKUlHhakwtHWhjCSOFvDWnNJqjcYZXASohTUEKSdjOssTjjCLRCBop2P0OFmqyhmNxZQyqB6RnyxOAlDhkqXCDAE6QLOYdmOmwPA1ThkFlpRqAlrbzAVxJfSlSkUJ4kSwwzS32K3DHa8GlZw47JGjaS0LcUSxmpsSgEAY48KeikOS7Q4EtGPA8jHZ4qW1BhHNKVbZqccfSTHM+TdHJDUlgavqLTzWh6Hso5nLHcN9+mUQuoRz5x5IFxpM4x008JpaQZ+URCkuYFoa/pFYbCOsLY48FeQqQVozWfUAja/YKxwMMp0FtDbGHJF3OKpMBftsEcDqkleIJiKUfGsjQ4MkvSz5GJpWcy7p1fZPcTd7DvKduRvsCtlPy4dZ+3lWt53edscsvEST5TFRUVFRUVFcO47bbbuPTSS7n11lu55JJLHunTedjoJhl/8skvMdPu8uzLz+fJ+/cO1bXSlD/48o3MJ32uP38/Tzpn91DdUprw17feRFIUvHj/JewZGR70fLzd4e9vvgUh4EcfdTmTteFB3kc6Lf7+G19HS8WPXXwF41E8VHesv8inj99OzQt5zrYr0HJ4gPihxSU+fu+9jIQhz79o/0D1wgp3zczyuQcOsr3Z4DkXnj9UA3Df7Dy3Hj3OeZMTXLxty0l1d8/NcdvMCS6cmOSiqamT6g7NLXJobokLtk0y2Th5uPmB+UUOLy5x0fQU47XhrwnAnbOzzPZ6XD49TSM4eUj2iVaHpX7CnsmxU4avH15aIikK9o2PDzVzVrh/dgEhOGVw+Jmy8tm75rL/SD0++Wt8Ojq9E3z+lt/7nvsMV5w9fLv+f6JqB/PdyT5zlH9s//bq8osbv8Z9atB8r6j4TvDA6550elFFxXeIs7ZV1Mn8FLfBJFjfwmmz/lQGxppm7Tgn82/cav9YsTxJvPL3ycfdEMe9/Ldb1+Jq3THXLW6IRRagPMGFP7Cbe/7hPi7au42RyQgyML0C6Sty6ygUqMygjUNoScMKpBDUQk1Y1wgt6WqJUWVJudMgncLlOYGQuNQA0LOWZqDIEoPKC7AQaElqLYkW7Jys0U5ysm7GWAQHlrqEoUeUCTxTVn3M5QVTEzEP3LfA1FiMW+pTZIYRT2O15IFWl63NiCDyUKEm7eXkczleTSGMQ9cUmSkQhaHXLah5CglsiQL6/QLfCaS1yNySFYZIChb7GTrWxH1LlCuK1DBWD1GqvEstGg8RgUJ7Atc34EAFmvlOghfosmJEQRB7oASmV6AnQ2bmevhC0Ax9TGHppwU9ZxnzfDppjnZQ9xVxqKnVPRbmE9pJRh1JLfAIPUWCRaQFzUCTOcdY5FNI6OcGHUqO9BP2xg0yCyeSlN2BYmst5MFWD4slEoLxOFhuLSAwx1OcAJkZtBOgyutEIrG5Ie0YtLXYnkQosMaiGx7tICM8f4wnXbqPINalf+YA53DL16Vz6yuPWPexOqt8zYqKioqKiopHkFro84vXDQZeb6YZBPzaE59yWt1IEPIfHzu8UmA90406v/ika06r215v8trHnf7H9tZolJftecJpdbtGR/jJxw5WHmzmgqlJLpiaPK1u3+Q4+yYHqzs2c/7EBOdPnP7GkV0To+yaGD2tbvf4KLvHT6+7cHKSwbqIQbY062xp1k+r2zkycgajwd7Jh25YDOAo70l7KPtXVFRUVFRUVFQ8opyFxsXwyomT3aSzPsdibX8xYHyIUzQqLcdY23+jObLmLKwfc+W4Qqyf2z2VebLyt91QdVHutXaMTd2tmDx/hK+Rk2cFkQiw0pZtlkLJ3GKfyVqIpmxrZBJTmitaghB0+jn9wjAxGtEuDC4UhAUgHCNxgMtt2bbKWUYCzWI7xVpHu5WhJKAFxuSMNSKKTkGQO7QQ5L2cc6IQoSU9a+ljyfuGXpHTWkrY0QzR1pFKSagd1ljUWMjumoe0wHKQdKwVwljMTIHQgm5hySTUah5tZ1A9S9eHPCs4dqLNtiAog6yd40C3z66RmGbsY5YrV7LCopVgIcmQocKTkkbqIIT0jjZuub2SQBFqBcZhVt7H3CGco20tCwcW2DZWQxlHr5OhDGgBo2MReS+nGWgoLMY4yCz91OB5kp1xnYVWwkQQEnmKQknQsuwXbAXNWCNjTZpbEmfZNzqGkoLRRBIGiiBQLKY5o/WQydjDWYcoHEKWFRFOgE0tzoHLDU6K0mzxFVIKTJajhMSYMrh8Ls8Yu3qS6QsmiEbLfsFuNW9lrT3Zxkt2Y1WTqzpGVVRUVFRUVFRUVFRUVFRUVFRUVHyHOQuNi/WsTOZLBk2BzUHbGysZTl6NPFihIQZTsje2etpgeqycy1rrqY3mhWTj7T2bJ4hXwrqXt7j1z2X9eZSmSVATnPfUnczd3GVr2ysbSvkSmxqmQh8Kg80t4JBaYQpTTnYLQU1JAi2hnxMJiepZUusonCVG0rYGrQRxoCiSgmbk46wjx5E5R70WUCSSXlaQpY6mr/AyyPKytZGvBN0kZ9QP8ITEC32kgTwzyAICB8e6KaOBR9JKqMUegaewnkA6CGqauW7KmOeR5YbISVqtlAaSLWgKz2FsTqgVF2xtYjKLyS1BpPELzXyek/dTotijKRUFjnqsmRrxWMwLAimZbSe0jqbsCUNc7kAIMuvQAjoS3HLI91xeMC48us4Q5A4/B20cC0t9TO5QkUfTExSpQdZ8nJN0egm9Tp9m5KOEwGIJhMBax3yS4QUaKwSh1sz2MxqFphYIEuEImx6uZ3G5RXqKwlh6vYJRrZGa5fewDNpeaGeMa68M5xYCIRw2N1jpSHqGBMdo6FPfXaf7YIcH51v4+5rsfepOoq0RUq9UUbjlbmUrlRZr7cnWrkO30W+rnIuKioqKioqKiorvMoRzDzGcuyq5qKioqKioqKh4pDnrjIsN7WpO2gZqjZVWN+Wk/9ok7PomUuvNgDVDQ2zqgrPe+Fh/7M1/D6sIWam82HzeG89g2CgwGCIOYIxFKYVDcu6Tt3Nf5xC9Qz1q9QgCjd4RUPiCuS/OMSoVSIGSAqklwgqMdSxmBb28oO4pxsdjTGLQvuSBxT47RmOaQiM9yWIrQSSGZsMnNRYpoBFppBLIUOM7SIu87E0rHFIJ5toJQeGRFIYZ69jWCImNYDHJ8aQkV2Bzy5jvoQUUuaGwilwKglyRhY5wm0+tJ5HzBb4tp9DHlYJOgfAEfqCYlgF4jpksQUaK0dhHS9gV1sk8SEMYcYqiVdDr54RG4WmJTMATAisAX2GkQGroGstiWjARanpJTuYck2MhXr8gRhKjoabJ+zkdAWNK0jaWicADJ5GeJO0UeJ7EASOhRyvJiT0PX1jaaYEfKmKtSY1jvp9BkDPVjBip+djEoD2J7jtIHZlw5FlettpKMyJPY6xFK4k15VVil80qcotTy63LbJkbIgJNU4vShmhq1JYml1y4E2/UKzPs7eA15la8iXWVP8MrksQpDMCKioqKioqKirIK+YO33smxdpunnreXC7YMb5mUGcN777yNdprxnHPPZ1dzeBuh1BT80wNfp1NkPHfXRWyPh+vms0X+5dhncTiePf1kJoLh7YaWsgPc0/p/aBGyf/SHCVRzqO7e9nE++OBN1LTPy3ZfQ8MLh+o+N3M7nzx+C+N+g5/c9wxqerjuszNf599mv85UMMqPnvMDRHp4ZsQnjv8bt7XuZGe0jeu3P2to3kZqcv7vvR/l7vZRLh7ZxU/te+ZQXVLkvONrn+GuhVmunN7Jqy+7Zmgux2K/z29/5rMcbbd5+r59/MRjHj303A53FvnNL/0rR3ttnrPrQl5z2RM3/W4pufPBGd7+vk/TSVJefPWlvPSJVwwd7zuKczyklqeVcVFRUVFRUVFR8Yhz1hkXzomhX4jLfvzrEZs2r1RnbK7A2BiTvdbLf2Xd+v7+GzMm1iQbQ7MHjYbT5WssawZiMZZDwNcfdtmAUUqtjqMjzb5n7eT4ew6RzPbxjIMJD9WFsWZImhqkAWVB+hqXGKy1GF+QCkGjGSBDzfFuwlgYsMMPcV2D8hSmZ6g5QWv53DSCmbRgwteonkE6KJzFA0zh0FIgnGC8HqJ9RdM5jrZ73Cstu8frND2ftGvIs4JelpMmOdONiJleyrbYJ1nMCGoBPQGRpxjZ5ZPKhKNHOkyhcTi0BRFpbCDpLKWM1gNGVPmjUAmJyW3ZDikXjMUaFgqCwuFLxYnFLluoUTOCxU5KI1CMxiGib1BKYZKCupSEQmGVxSiBs4Km1JBbrBCkCnLjyHNLq52ya6zGUjch74BUiijSzC30GKkFKByjtQCNQHkaXTOkEkYnY3SS05GSdC5Da420EiEcSTsnldAINb6nwRicgXaSM9oIyvfXWYR0aASRWjbZBCy1UqIAVFZWR3gCnJAYT+KPaSavaK4WSWxsgbZ8HbqNl/aGz826dmnDr+OKioqKioqKio38l//3Md79tVsB+D+f/jx//eMv5fIdWzdonHP8zIfex6cPPgDA73/1Rv75JT82YF4Ya/mpz/4dXzhxAID/e8fn+acf+A8D5kWn6PEbt/wOM+k8AJ888QX++xW/QdPbmLvQzo/woUM/S2bbABzofJIf3PUnKLnRRDjQmeUnP//HdIu0HO/YN/iLJ7wSb5M5cOPsnbzupv/falvZ25YO8vuPe9XAa3LD7C3819v+fHX5rvYhfvuKnxvQfeToJ/nzB961unwineWV5/77Ad3/uPMDvP/wFwH44tzd5Lbg1Rc8d0D3G1/4V957b/lefPboAxhree2jnzyg+/n3f4AbDx8udQ8cINSal11+2YDupz75bu5amgXgGwsnmAxr/OgFG02Ofpbzc3/0XmbbPQDe/J5PsG28yZMvGh7cXlFRUVFRUVFRUXGmDN6Cc1aw0oZpM+urMdxyXoHYsH59dHZ5o836SdiypZJzbkNexUazY235ZGexOT+jPM4mA2N9N6nlP9xKKchpWZlMXt4PUDWPxjOmWShyTEOQt3Oy+ztY4/DHPHRqsP0C1zPgKVzsEQceY7UQP1TkzmKdoNvNIVB0rME6x2K7jzOOZuiRS4HRgmaoaffzssWQKEOuCweHe32sEAhPoaRASDiWZwhPsTXwOdrq4xzU6x6NRsD0ZIOgFuAFmoaQ6NwxHgfICZ+pC0YIt/voaY/ovIgd2+r4UiFCTbemsLkjW8jwjSBNCk60+nhNH6vB5BZny/Bp0bbMFTmpJ5CBYutUE+0EWb/AGkeWGuxSQZFbiszQbAbEkSY1hk5aUHQK2osJeWqhsAjr8BEIC6F1TI/GIAX9tEAi8LUg0gpfSZayjL4nYCLAmwhJraVW85meqnG41SWxjgnp43yJzA1pJ8U5i5QCz1dlMURuIbGIwjLdDFnspnRSU14rQoAWBEricNhQUp+MEJnD+cuNymIPV9csjkF0aQPkmvEnhFjNxxhko244loeWalhRUVFRUVHxvUxWFLxn2bQASAvDP95824DuwNLiqmkBsJAkfODuOwZ097ZnV00LgLm0y78cHtR9o3XPqmkBZfXFba27B3QPdj+/aloALGT3spDdO6D79Ik7Vk2LcvwjPNCZGdD92+wdrL+V6ubF+2nn/QHdF+Zu37D81YW7yEw+oPvKwtdPuby6//x9p1xePe6xA5uWDw5orHN8cdm0WOHGQ4cGdEmRr5oWK9w8d3RAd2yxvWparHDbweNDz+87ykrFxUN5VFRUVFRUVFRUPKKchcbFirHAqsHglnvbrLWDEpTZEutPf3n90J78m6swTvZFVCCQG0yHoaNtaLuzwaEYOB1Wz1mWY6+coxM4e6ovxGuVGCutsBo7YoJHNelPaJQHbkQimh62LhGTPtZZrHC0bcGxLEMrSd0JgsRRtAs63ZSGUvSzjMBT9HPLaOyBcCRpwaETHdLMUvM1I7GHVAJkGXSunGN3PabTyeh1UwSOpU7GpNBI45hr95mOfIRdfimkJM0tTgty45AIFrsZhS9Z9CzBrgA1pRE1CXWJ1WBDQV87jsx2ODHfw1eC3DoWky7HejNQWFrzCcYT5MZyeLGDsRbPCkRmmVvoky6lmH6OsxatJTUtOd7q0u3nKAcKSeQp/FATeRpwRJkhy3KWjKVdGIyxzKSlcdOzlo6xjI9GaE9Sr/n0jaFrLNtGYgJP4QnJwlJC7hwtafG2+zQDn54v8JRkBInMDNZYnBN4niQc9VF1D5cZhHFI5yCzTKCoSYFLDe28wGQG31cI6VjspMgxjbpkBLmjjqtpFto9zIRi73U7kd7y9XVKw2LlEnQ47BDN5lZtVdVFRUVFRUVFxXC0UgR6YwF3zfcGdLHnDXyjqPv+oE4PrqsNWTfiNQbWNXV9YF2oRjetEQQD62Dcr21YVkIy6scDuq3hxn2bXkw8pAXU9Ka2VWNeA18Nvi6TwfiG5algYkADsKc2tWl5y1DduSMb9z93dHA8KQR7xzee37kTg7pQe5w/srHt12UTWwd0W0cbTDQ2vlaX7Joeen7fUezD8KioqKioqKioqHhEOSuNi9W/3Pq/B298GZz23/iTqAwyPtXE7KYtYr1mOCe/O319W6pTTfiKNfmqMbFy5/uwc1xXGaIEu5+5g/CciIVWwuhzthJfM0K0r0b8+HG8c2K8HTGZhPFmSOwrAiEQqcEzjt21GBwESlEPPaJAIXyNlRIVaOq+wgGFcXhS4ZwgtY6j3ZR+YXGFRQoH1tEzjjQrcK6sFNjRiAmNoN3NMbmhm2RoCROej3aCwFcYD9Lc0HSKzvEE27elOSQE3rjHkjbEQrFvosFkLUD5ijj2GFc1LhjZBgs5QebozvZpCMkFjTpJK2V+oY8wjiIr6HQzeklGklmWuglpWrA1CBj1FAVl/UqiBCJQHOn2MA58oTC5RQgIIg/rHOfUI6xUeL4i14JES9Bl7kTsaXZP1JFCUJOKIAPfCgprkT1LMVugLOTzCQsnukwJD505PFsaVkpLXLvAtHOkFPh1jbRQlwpp7Wr+hO4XdHsFqHK5GUjssYT0SB88iZMQXznGlmdtQ0dq4+dh5XIU4pRW3alMvI3/VlRUVFRUVFRsRArBf/3Ba/GWcxQumJrgp5/wuAHdllqdX7vmyavfKh6/fScvvWiwNdHO2ij/6ZKnri4/cXovL9x9+YDugsZeXrTj2avLz99+LZeMnD+g211/Buc2rgNAoHjc5C/Q8LYP6K7bcQXP2laejxaSX734B5kKB7MwXnrOk3jm9OUoIZnwG/y3y38MJQZ/Tr1k19N54uRlSCST/ghvuPQnBzQALz/nRVzcPB+BYHu0lZ879yeG6l538Yu4auJ8xrwaT5q6iP+0/3lDdb/zxOfyhK27mQhjnn3OBfzGY58+VPcHL3g+l2+dZiKOecmll/Czj7tyqO5Pn/4Snrp9HxeOTvELlz2Rl58/mIUR+R5/8Mof4rHn7uDC7VP8xoufzpMvfuTbRAncakD3t/Q4szL5ioqKioqKioqKbyPCbe579AgzOzvHqY2Dh5qztjkLY/3Ybjm4eH3bqZPvszI3fLLt1lrk8g+5TbEaa22sxPLRxErexrKJsXpSK+2lxHIQuaAz0+fO993D9LmTNApJfm8Xbzym080ZqQe0OimNOKDoZng1j2PHO9RHAmKhKHJLmuR4nqKfG2IpWWolOOvwI40xDuUpmkFpaGivNCOKvMDXisiBtXCi28dTAt/3UErghKAeeuXzEY4kM4RheXedSw0uMzzY7jMx1UBP+hSegGmfifNryKaAHIrDOf17e6ilAlc4hCeYme8xKjVOC5Z6Gb00Z66bsn+8SccaXG5pdTPOacYIVxohBsiMo9b0OdHuMxn4eIHGSQFSkkcC7StsUpAv5bQ7CUJJlBBIAZHncWSpRxwo4sgjSQ3NyGM2zRlFoJwgCLzSUMDRN5Yw8JB1he0bbFZWmmT9MjA8FgLfKwPUC18ReAryorxefIXNTFmpYiw2LZCRBgOypjHtFNPLsc7h721grcXmjl6SYLd47HrOLvCXy5HE2rW7MafCbVolQNjyWncry2LDtb72mRBMTm68G7CioqKioqLi1Nx2221ceuml3HrrrVxyySWP9Ol825ntdJnv9dkzMYavBkOjVzjaadPJMvaNjg0NjV7hSHeJnsnZ15hAnvSmIegWfcBR04PVEetJTQspNJ48tW4x6xFITTSkymM91lnkEMPi262rOD0rn70nXvhK6uHwypQzoZOc4N/u/KPvm89wxXeeb9f/T+x52+cetrEqvnPsM0f5x/Zvry6/uPFr3Ke2PYJnVPH9zAOve9IjfQoVFaucdeHcJWvVC845TG7Qvqas2V2pRlh/H7kcmHBdYXMQ9+oRBsyGldyLtftrVsKLxapubTJ4Zf+Vs1gxMMS6CeBhIeAr+4uV/k/Dzs06kOXxBGJ5dtkt/8dRn4q47Ecu5MDHjyDuTYm1hz3WI4o9itwwEgeQ27ICILdsGYuxwjFvc0yvYLoekjtH3VPI3DBWDxDO0bGWeuTjK4lczragcIRKoGohol/gLEjlaNZ9kiwnrmmCbTG2VUBuSYuyYiCs+chIYzTYriBbNGwbryGVwHQLpCfpzye4IsIJhfAFeloTzGmKlsFlBbNLKQ0nEdbgrCCUkkJLzqtFCFtWgIz5mpqDPM85kWQ0Ap9m7FPzJc7BljggMxYtSiMJY/E8TTdJWUpSXNdQZAVb6iGep2llOQjHjvGYJC/oZBnN0McLFEWrR1co6r7GSUchIPAUec+ghSVvFUgH3nI7MN+XzC7lSF+TWcFML8U52Ds9gkwK2nlBHPkE3nLehQRZ8xGBAmMRIxpVk5jjILRj4eASC7Zg23SDLc/biTcdrCvMWb7eVo0u1j5D6y4+V0DvaJd4a4gM5Kphttzfa+BzcZb5mhUVFRUVFRVnIZP1GpP12ml12+qDLZ6Gsb02cka6mo7OSBeoweqJYQxrDzWMMzUZHm5dxTdB+UPuoe1fUVFRUVHxfciZGqCVwVHxneAs/pa89m1RaclKo9FyItVu2H6mpsXJv7s6Bm/m2tybar1Rsumu9JMc++RZGGW+wMZxVrZZcJubqrrVcxQCnLD4Dc05T9/GbJjS76bkRYbwHMG5MbmwsNwOSeqyNZGQgtAIRiIPfEnfWVQgWLKGrivK6HJjwFqccAgtWein9Ps5WkkOz7RJlOB4t8/SUsLxmS4N5aFCBWMKNeEjtwa4hsdRm+PGPBhRzJsMax1hw0dOhXg7QoJtIfGkz5ZtNVRTrYVERxI97YF0LOQFsa/RnqTTy8uA7MLQVArhS3rGII1DCggDjR9qnFa0sTgJxjraETgtONpJscbRFmC1ZHG2h3aWMSsZF5KpyKefZCy0ejQ9jackSZrTs5ap0Rrt3NBKcqa31GhrR7cwOE/iAoWMNbkPh5Z6dALQUwEqUCx2Ex6c7+JpyUKWU4s9do1E7Juoo51D+grPU1jnsIXFFQYZKlRN4ZafQ9bJ6TjLbJKyaAyJsOx4xlamXrITb1uAExuvw7Xw903X1cqihUMfPcBN//NLzNy0Era4HG+//ONueHu1ioqKioqKioqKiu8iqnDuioqKioqKiorves7CiovNORUrq9ZXPGxmuVJiQ5XD5jFXqjWGbF2tplhfLbGuuqJcuWxurM+yKPfdbJwMVlsst6ASK9tO8jRWxlRy9bmujb22nwCcAH/E58KXXcjtf3onE1aRFxZ5LKHfy1FCEWhZTkqPaXRmoF+QSEekBGlaECnFaOSTF5Z2UeBCDxBleyvniAIPbUH6gq0jEXlmmG/3mJSa8VCjJLhRjXdhhPIVIBCHE7Yd9wimQ1ws2BHG9O7uoQvQ2wLUFg+pJU6A8CXocmJdFGBaBflcwUySMdL0EX1DYS1OQNsa0rygEQWIoiCWCh0pkNArLJFWNEMP3dDIrsV6imZWvmDbJ+oIATo3zJqMcSmRefkSGwEagTBQ9yQ2N1gpqMU+tUgx100JI007L+i0DVt8j7rvUQhQkcIJGI19IjQiA7dkMECtGdDtZNQbAaMNn3Y7pR5otK/KNzD2iDuCvF9gFejQw2mgAFc4ejWJd26EOd6n7Qp6pDz2xy8gngrLcG3n1rWFWneprS9IWr2Cl2t3JExdOsnc14+zeKDF1iuncEos71aZFRUVFRUVFRUVmzn574tvn846x0LaYyyIT9kqyzrLYtZn1I9OWbVhnKFbdGnoximP3cp7zKYtdkQTBEPCxFeYaXdZ6ifsmRhDq7P4PriKioqKioqKiorvas4+42KjL8DKTOz679gbjYK1Sf71X8Q3fCkXgFvTDRzSrVRIrBkM63cdxophMVjtYQfOwzmxbFqs3yaWj7W+kmPj+IPPde2sVsyLcNJn2zO3Ie9N8VNwSzmddko8GZeVKkJgC4v0FfXIx6YFtm8ItaLdSRmvByjnSCx4UpA5sNLiCUluDIHnceDEEmNRSFxY9sQRnlJkAux0SO3qEWRTI71yQj66ICbYFYKWUFhsYtANDUuWPLWItoOmwxSOYjbDdFOEVOhEYmdzZma66MyhDfRSw5GlHtvrIUfbGVEoUNYhtEYFHgu9lJqnSdOCWhBQR+JlYrnNVvkqCU8QWZjvpAhfMSk1csRj7kSXpDD0C8OokIxHPh1jKZIcVVhGxiNILUtZjpCSPZN1sm5BJCVCCLQvyXGgFd0cZvoJvhPsGI9ppTlRoJgYCZntJuzaHuMFEtEqEJEEDbZtyne9phFjAXYxp983RIGmbQ1yIqBxTsToBTUSCi56/BS1qYD1rcw2Xjfrw7TFxmiLdRdxtKvO5f/xSopeXq5fybgYZgxu+ixUVFRUVFRUVDyc3Lkww2996eMsZQkvOfcyfvKixw7VffLYHfzObf9CZg3/4bwn8u/2Pn6o7u/uuonfvfnzKCn59cc+jev2XPgtn5t1jtd/7KO89/bbaYYh73jWs3na3sHQ6cJafvWGD/PP993OWBjxP570PJ60fc+Arlek/OevvIvPz97L9miU33nsj7B/ZLB/+cHOAj/5qb/nQGeBbXGTP3vqy7hgZGpA90Bnlp+94a853FtkZzzKHz/hx9hTnxzQ3du5l/919/+iXbQ5Jz6H117wWka8wVZcn5u5nd+85W9Ibc7OeJL/85hXMhUO6v7hi1/nTR/4BMY6Ltu5lT/7Dy+mFpw6E+QR4aFWTVQVFxUVFRUVFRUVjzhn3y0y4uTmwmqg9dDtmysU1m/8Zk7ALRsS5WTuZnPCOXHK89hsdayYImvbVsZd2z7MHhluiqw/R1af17ZHT+KdG3L84AlMN2dqKibDobYFOGNpH+pgZlOsD3ZXgBnTRFIyFgd0uhkS2BL5jEhFM/IwhS1bS0U+eSiojQT4WjBfFEQTNXTNp7anzshzpvAn/TJ/ZOUpKIGMFbZVkHyjR+ffljh64zzZgwnuYEJyb5f0QMLCXV2Of3WREzcu0L15ieNfn2dhrkcjFzSFIutmKODcsRoWGPMUDaeQSoKDxFmC2MNv+DSbIakvOWYLMmMxWnL3UpfUl8jYw1nHqO8xgiTtZPTnU2ItqQvJtsBnfDQCT+ECRaEEjcij380orGNvs8607+M6BWlu6QHCE2SZQRaQpwbhwNOCHaMRNrMUvkQKQV5X7LlyC65vEK0cISnfh0WD7RuklAQ1Hy0E5BZTWPKkINgXs+UJ43jjHifu7zDaiInHgpV3fvn9t5uuj42VPM4utyJbWbn6280ha5JgOli3bbkVGWtalrNdKioqKioqKiq+HaSm4Mc/9g/ccOwAt80f541f+hj/evDuAd2x/hK/8uV3c7A7z7H+Em+55UN8de7AgO7m2aP8xg3/woPdFgfbi/ziZz7Awfbit3x+7771Vt51663k1jLX6/Ga//dBenk+oPubO7/Ge++9lcJZZvpdfu5T7yMzZkD3h3d9ks/N3I1xlkO9eX7tq/8w9Lj/7Wsf40BnAYCjvRZv+PJHhurefPOHONwrn9/h3iJvvvlDQ3V/cv+f0C7aABzsHeS9h987VPeOb/wjqc2Xx5vlz+//2ICml+W8+QOfxNjyO+gth4/x15+/aeh4jzj2YXhUVFRUVFRUVFQ8opx1FRfGOJQ61ZTp+mqGtZthVnMSNlUqnGm//rVKC7FhPvdk4d7DWkRtPr+VUvC1c1nbvnYMt+45bNx//ZhrT2OTMQI44Ri9dBSb5fS+uEBtXuCdW0PvCLCFIfYEQgnMQkaw3adYtKTGUWQFC60+QT2koKCVFmzZ26QeByzNJYSTPo3LmtTUCNlMysSUxrcCt1AQnB8jmrp8D1ZeG+MwsznmREH7/h7pXILtFEwEGtkvwJMcKtBXlwAAVgZJREFUT/tMWGg4QdJ3yEQwu9BjSxyikoIH5/vUPEkLy46xGq5w1J2gIyStdkpUl+TWsZgWbJuq4ZwjF3Ckn7BzqkZowKWGhq9JuhkUisJZbGHpdlOmfJ/j3YTp0ZhIa6xzHGmnbJ+oUYsk9cQickskFTgohGMhK2gqRZ5bQiWRuyJ6nZRgviAUkpoWdCLFXD+l0y8Y21OjPZ8j+gZ7bw9pHXLMx3YN7X5GXWu88RDbKzBLGYXL0YGPSgUzMuecR0/jnKN1d5ciMUxc1kQouZyLUr7nUio25FdsqkgS6wyLza3QhCyvSWst5TCizDVBrMqq1lEVFRUVFRUV305O9Doc73c2rPv63FGedc75G9Yd6i6Q2WLDuvs6MzxmYveGdfcszm34tp5ZwwOtBc5pjH5L53e41dqw3M1zFvp9Ym9jC6XDnaUNy+08pZUlTEYbw8qP9Bc3LB/dtLzCbNLdsDy3aXl1fdo95fIKrXzj82gVraG6bpGcchkgzQsKu3FGv5umQ8d75HGIh1Q1UVVcVFRUVFRUVFQ80px1FRemGLxDaZCVqoU1s2L9YzMr1Qsbt4tNfXDWVzistKdav32tZdWKGbH5uJuPfSamyZkHIZ9cJ6RAhIrJx09z3MtIewnuaJ/0YA95boy+pon1BUIK8nv70CuY76cs9BK2jkfMdhO0FkztbBBdNYLa7tPOEuzegOD8iGBfRPPxo4zuaxCfVyN+3Ahq1Nv88lEcyJj9zAKLX15AzWbEVtLwFUVuSZ3DZpaJQuF1Le12l8IYAimIEfjGIgrLaOwx2QjZu2OUdl6Qy7L1U5EbmjWfVELLGCZrAVhH0suJlCQSEmcdVgraCmTdp1738TyJDhTOl9QjH6EEU5GPzSzCl3Q1BKEmcZZ+t+BIq8+SMYhA4XxFOyvYOhbhaYkKJfF4QN4zLPQzCkc58e8L+soxNVEjijT1E4ZxqanHPi5WOOswcwk2LajVfESkyHo5KtaIWKFDH3zJoizY9tRpeicSTty+RLwl5JyrJgnH/WUzQa5eB6tm0WoGDOX1PNBmbfO20pwQq9eeWEl8X95jZfzNg1dUVFRUVFRUPHxsietMR/UN6y6b2DqgO68xxagfry57UnHF2K4B3aOmthGotXuymn7AReNbvuXze+qePah1X3Yvnppia70+oHv6znM35FBcMbmNiTAe0D1ly8a2VU/ecsHQ4z7vnIs3LF+/+5Khuh/cedkpl1e4euLqDcuPHx/eZuuFO69Z/VsJyfU7rhrQjNUinn3pmrEU+x7XP+qioeN9v/IXf/EXQ38j/uEf/uGqxjnHW97yFnbt2kUURTzlKU/hpptuGhjr9ttv55nPfCZxHLN9+3be8IY3YDZV85zpWBUVFRUVFRUV342cdRUXQp5sotSt+9dxKs/lVAbChioJtzYBvCZZWZZDQrcHKzvOnPVZFoPns7HaY9jYm5OX3eo5lmscTjj2PWsv8584TiAExWzGUitl5IpRogtrZEpQnMjIhKMZeNR3BGTHOtQDjdoVIWONCAVZJ2P0qeOMXzjKhkwF4VYzEdy6SGfnHOSO/IEE0y7I+gW+p1HOUTg42O3TIGSLp9AGRAj1egxpiuxn1ANNJzd4nmKkFqBCjRFQH/GZXegzqX1yaxkJfISnqDcCWsbge6K8680T7FQRc+0+ViukFOSpQXsSPAGhQM8VLCUFUVHefZUqi1KCkShgpCY42uoxWQ8JpaCVFhRA5oGnNakviLRPLAV5bugmlr0TdVA52UJGr52gnMWlORNWoYTDWUe3nxFrn2AsLHMt+gUgkCMae8Jge6ashOkbCt/x4EKHuRstW/Y12PWoSfxYLb/zg/UPYt1/r/y5vsrIresltnHv1ZKKtUoM59be56raoqKioqKiouI7QKA0f3ntS/mtL32MxTThJeddxrPPGZzMHwtq/Mk1P8Hv3flJMlvw4/uu4fzm9IDu3JEJ/uLal/BHt96IlpJfvOKJTG2qevhmuHLHDv7sh36If7r9G4xGIa9+/NUoOfj74wnbdvOnz3gx/3z/NxgPI37h8icO/Z3w/F2PRgrBv524m521cX76vKcMPe4rLryKqajOTbMPctHYNC/ee/lQ3U9f8CSmoya3LjzIpWM7uH7XcN3Lz3k5O6IdHE+Oc3HzYq4YvWKo7tUXPI+LR87hwf4cjxs/j/3NQXMI4Hde9lyefME3WOj2eMZF57J3anyo7hHnEc64+MQnPkEURavL+/btW/37bW97G29605t4xzvewf79+3nnO9/Jtddey6233srWraV5t7CwwLXXXsvFF1/M+9//fu69915++Zd/GWstb37zm7+psSoqKioqKioqvlsR7uRBCo8IMzPzDAvb3jjxD2dyN/j6p7Z+MtattNgRJzvGxrFP9hKdrLrjZNvKZqknO+8hPX9Oymatw+EQTiAc3PevD1J8o8PWc8fpzyeIAsLRAG9XSHpbB+MsyoHrF5g0R4Sa9pSmuTti7LET5SugVu7Cd5tu3F8zLRzLpklqye7okt3cIe8VdJIyxFoDKlAsZgWN8YC8UxBohW54GBwznQzXzZkKNJ1ugQgUI5EPoaIQjiw36MKhMksvLfC1wg80uRa0C0NWFMRKle2bLPSkRRmoaUUvLQg9j0w5qCvaJ/qMeh4qM9jlFlBB5JXVKp6kY0ujY2amx0QzBCdYyFKQMBKHzCz1aPgaKQS+VER1D9HJySJoPdhjvB6W73leZkukJkd7HjJWuEixtNinHvj4oYftFTjlcN2CTIA34nO816Fx2Siju+rUp8JlX27dtbjSdmz53R4wF9a1HhvGqa7Vge0bvD3H1NTEqS7GioqKioqKik3cdtttXHrppdx6661ccsnwO+YrKioeflY+e0/c/R9oBIOh5mdKO53h3w782Tf9Gf6Lv/gLXvGKV9But6kPqdBJkoTp6Wl++Zd/mTe84Q0AdLtd9uzZwytf+cpVU+Ktb30rb3/72zlw4ADNZhOAt7/97bzxjW/k2LFjNJvNMx6r4uzk2/X/E3ve9rmHbayK7xz7zFH+sf3bq8svbvwa96ltj+AZVVScngde96RH+hQqvg8461pFiZOEcxvjyDOzHI69Ptz61GHdOLFaWWGNwzpbTtJuyJhYaRMlYF07ntNxKs9n47jLzw252pJnUHf68PGN57mpqmStLILdz9hOb5vjxDdm8Kwg2hrRbWW0vrpA2svJkgJ8gVEQXDlGETh2Pms7Y4+bAiUQevn1kctR0NatmjzOufJYFkyr4MTNCyx8apZvvPdesiJHFZaRZdPCOehlhrFmiEocDy71WbIWh0BGmulGwEgtYDYtqMc+gaeYzQpy41hY6DN7osuh2Q7WOhbSjFaS4xwoA4ETnOilpDiy1CAKR6OQ+AVkueXu4206vQyRW1rHe9SXA8QLrSDSSF+VHZKMw1qInSKwgvFaSOAEx7o9Ik8z7QXUctjdrDMeh4yOxXSdoUjKMu3I9xgbDbFJQWuhjyscLc9BI0B6svSqMkejFuL7CocjvKyB8ASmsLQWu9w/N8+5z9vNzsdMUZ+OBj+V64LnnXVlJsU323d3s++3GTts41nlaVZUVFRUVFRUVFR8V3PDDTfQarV46UtfurquVqtx/fXX8+EPf3h13Yc//GGe/exnr5oWAD/yIz9Cv9/n05/+9Dc1VkVFRUVFRUXFdytnnXEBa5kV65FS4vkbw/DcugndYevXChPKsaQ6dYunk96B/jCx0ornm95vyPPbuG6tKsLhEJ7g0h+6gOa10xxZWMLhCKTAc4IwVPiAiDSMaYL9DaIrRukdaOOMXR3OAda58gpRa7kKLne0b1nkxAcOc+AP7uCBv7+LopszsqWGnPZxI4rEs8zEDhVrkiSl3eojLOyZqFNXChQgBdJTxLHHZByifY0XavomB2upI9kaeNSkwgjY0YgZrwX0jQFriYxjUmnqQuJSw/3Hlsh7GYvzXWZnujSFpNdJUb2CSRRBDq1OxqFOn661ICWFcXSKguOdPkVaYHuGUJZmw5YgZMQJFOXzz4xB+pK+tHTTgr41LBWGfDZBFqCaPs2pGBcpGpGPWs6QbHcypAGVWGy3QEqBTQ1Lc12OnpjDf/QIF/y7c/HG9ZpJNMQvcM6VnpdkNaR7s3Co6bVpldhYQLMh+qKioqKioqKioqLiewIH6+4M+xYe5TD33HMPt91224bHiRMnTnv4c889F601F154IX/0R3+0uv6OO+5AKcX5528Mob/ooou44447Nuj279+/QXPOOecQx/Gq7kzHqqioqKioqKj4buWsy7g42Qxq6SOsb+V0Zqy0M1rZG05dKbGiejgbaK21j1rf4unUBsqKcfJNdfJaN6T0JROPGqfV73PkKzNMugAd+zjjMFkOXU2wr44a96hPjGL6dnlSfN1Q67NBWJ70do7Zr8xw2w0H2TM1yvhl40w8Y4rko0eYW+gxkksaV48zui3kvn98kJFI41uBNRZTWIJaWYngBPS6Ob6UOA3I0s/YNdHAFQbpa6wxdPIM5SyhkNR8xdGFLrGQbI18tvk+LrVIB1OBh0gLRj2NE6LMt3BgXFlpI41hLNDUhKbwBFIIpJbEfUfkJJ1eRuxrjDEEkSa2EjLLfD9hdDQmDBVYRy/J2DYZExqJCywUFhwkhSGsebhegcOQk5MqTVD36LQStJYEdY/eYsKxe44xn/a59IX7GL90omzLNXARrMaJbFj3TbNhaDfwGXDrKoDE+j+qYouKioqKioqKR4jbDx+nm+ZcsXsrvn5oP1esc3zt+BEQ8Jgt2096c5Kzbcg+ByIG/ykn1fWKDnd1biGSERc2H3XS4y7l89zbuYMRb5xz6/tPqru3fZwbZ+9lWzTK07defFLd104c4avHj7B/fIon7th9Ut3n7zvInSdmecyu7Vy+4+QZB//8tdu558Q8V+3dyZMu2HNS3XctD1PGxQtf+MKBTb/5m7/JG9/4xqG7bdu2jTe96U1cddVVGGP4u7/7O171qlfR6/X4pV/6JRYWFqjX6yilNuw3NjZGr9cjyzJ832dhYYHR0dGB8cfGxlhYWAA447EqKioqKioqKr5bOeuMi5VJ+/WT95sUlCHW4vST+msdoTaMd6p9ywDuM8ubGHZ+68debz6ITRPIcAbnf1o2mjjObYzvFgL2Xr2dezPHsS8vMVkY4r2j2CMJwnPMH2sj5wK8miJrp0RRDSnWjzA4h90/0KF/73F2nDtOY2oM79w6M1+aJapptjxlgtvecw+Xjk+T3txi1IGPww80FsFCJ2O65mMzg8gEgRCYzJTPYLn2RxSWtHDM91OmRgJ2TjaZm+1zotPnfF1jdyPC5hZjHXlhObHYY8doDFLQzw1oiackyjgWc1OOaxxjNZ9ubpgrCnYHMUILnBS4wnFsoUeqoYulGYek/Ywo9PB98AqJcA7nK4SEceOj/LIqoygchRLURn3C2Yzg4jruS4uoeogrIFeCqObhO8iFI+tnHO91kZc2uPrqCwnHvI3+wMr1sPyWrpl1Ym37t1wZsc70WxfcPeiOsHoOZ1f6TUVFRUVFRcX3A299/yf5m8/dBMAlO6f58597CfGmquszxVjLT//LP/HJQ/cB8Jw95/P7P/CC5e+7azi7iJt7KZgHyhXh8xCj7xwYr50v8b/veT0L2QwAjxt7Gi875+cGdMeTI/yvu36TrumUx936Yq7b9sMDupsXDvKqG/+M1Jaluv9+7xP5pYuuG9B95P67+I8f/2fM8pezN17zTH7y0scM6P7qi1/jzR/5FABKCP7XS57HD+w/b0D3zo98lj/5zJcB+JNPf4l3vOw6fvCKk5sr3508RONi+bvy+973Ps47b+NrODV18uyMZz/72Tz72c9eXb7uuutI05Q3v/nN/OIv/iJw5jmJJ9OdieZk2yoqKioqKioqvps4K1tFrTBsYv90lQjD1g9rAXVyU8St+9sO0Qw9KrC5fdPJz2fzuXzrDDnexgMglOS8p+5k2/U76bsCIx3hrhFkXRNkMPO+g9z0D7fQayUIKZYjQdxqhcX68bIHe8z+0wGkDkhwJC4n9ASHbz5GP5bMf2mOrdOj9G5aIL2rRZBaVCNE7YmQW33qvuLgXJukl7M024fMoZzDJAWubyC3uMziB5KJOKCXGYqeYToMGQt8hAFhHAjB/QtdhHNsqYWkuSEOPPzYR8c+OvQ51E1IcDRHQkYnYlykCWKPicBHjHvknmOuleA8SbMeMBWFBEKy2O0TK0VgwGWOeqCRWrKU57SNwUmBGtHY3KCaCq3A9Awq0mTtAr01JF/qo5UkNI7saI+5dp87j84iL6lzwSsu4JIf3EMw4ePksrPmHP0TfbJ2hnOO/lyCNeuuPbGxfdrJrpthLdZW9aurN5pygjLQXQ5xRKofOxUVFRUVFRXfSQ7OLq6aFgC3HT7OB75y+7c83qcP379qWgB85IG7+cLRQ4PC/j+vmRYAyQdxxX0Dsi8vfGrVtAD40sKnmF+3vMJnZ/5l1bQA+Ndj/4RxxYDuvQe/tGpaAPz9gS9g3eDvj7+87WurpgXAn9365cHnAPzljV9b/ds4x1998aahuvd9beNr+v6vfuuv8fc65513HpdccsmGx5YtW76pMX74h3+Y+fl5HnjgAcbGxmi32xhjNmgWFxeJ4xjPK026sbExFhcXB8ZaWlparcQ407EqKioqKioqKr5bOeuMi/WTs4MTp2stl8S6ydzNus13oazXrM+HWDvW+jFX92Tl5TnZhPAw1hsVAzkU3wLfzOSxWNcWa8N6KahPRfRNRu94izTPiC8dIb6sSXhBkyuefymTF0yUT9muO+8N7bkcetTD2xZiF/o0EskDtx/lY+/5N7ZMN4imQo7ceJTGaMT8bJ9EWsQOn76ytI71OHbHLLFS7JxsIAsIYk0uHUtJjgLSLMcWFlMYksUMTwvyfk7Szmgv9dgaeGXehHVIHGORjx9q/EiRe3ItcFsKlBLs2DbKjl1NNNBKctCKQCuagSY9lpAmBaou6RhDs+ZjsBjpmByN0A7QgtxaOlmB6xY0CkloBE44siMJ3o4Av67RViBSR9oroGsgc5A4ilbK4kyXJZHjXV7nqldfysTVEwQNzUrFkFh5f5XAH/HRcWmS+A2/bB8l1htugNhUhbRiSJziEtmoX70glo8vVk0R2HC44ftXVFRUVFRUVHwbyTdNwJbrzvRGoiHj2cF9hx1j+JepwZ9JYsg6OUw39LfJ4DFCtbGNT/D/b+/OA6Qo7/zxv5+q6rvn6DlgYJBLLlE0Gi8MCggG8UqiCatmA65JNibR364aIwoKGCWHG1dNzLFmTWKSzReNrMd6YFTiEc/EIwaDCSiIKDAMM8PM9EwfVc/vj+q6uqpnGhiYHny/dseZrnrqqaeeKuPM86nn+SghKMJfX7xoALr4syXmKxc8ub42FvN8ronHAssNaYbc968BJoTAlClToOs6NmzY4NlXnNNiypQpvjwVW7ZsQXd3t12u3LqIiIiIhqqKC1yU1vcvj/6E1f4gSFCgo9QfEkFK1WGP8+9BgKO/8/T12dzWZwXeYA2AUCqM2mmNCB9eC7VeQ2R0DFpjCPXHNyLcGLETQxuuP/CENcBeGB9XkyGk5o5Ex5gQmmYMx9jZTWgIxdB4/Ah0vdKKkfXVUJsiOGTBaNR/aiTaM73Y3d4FTZcYdlgKmBjHdjUPGRKIRjWEExqSiTCEAQhFQVdeR1tPDq29WeQzBlo7M1ANgXg0DCgKlKgKEVKgKApSyQgMCWQFUF0dQSiqQmgKtLACqQr0GoUgQkiFLiUUFehI9yKf0xGWAjFdRVRXUD+5GqIuhGgkhLpUDDFFhRJWIKIqoAkz74cwj9ekRLeRhy6A/LYsslszUOIapCGhRRQY2zLo3dmD9s403mltgzgigVEXjMEhJw9HKKE6izXZ628J+6nW4qq5BBUk1Ihq3jtX/gnp3JR+n7PggJ5wffP+e2LNsGGCbiIiIhpM44fVYe4RzrI8o+qqcebRez8AO3PUWExrGG5//vjwkZg+crS/YOwzgDbZ9XkBhDbWV+z4utkYFmm2P89omI/acL2v3KzGM1Ct1dqfzxpxPlSh+spdfOgpGBWvAwBoQsU1h58deB1XHXcyGmJxAEAiFML1J54aWO7aeTPtZbUaEnFcfuqMwHI3nDsXtfEoAGBcQwqXz/tEYLkhTRr7/jVA7rvvPjQ0NGDMmDE46aSTUF1djXvvvdfen06n8dBDD2H+fGeZsPnz52PNmjXo7Oy0t61atQqxWAwzZ84EgLLrIiIiIhqqKi7HhdeezViQUkLXdYRCob0IIDjZHMw8F6XaUrQmrnSOAaRrwLi4fHD7y22nt87S9ZU8XhEYNqsJmx55F7FoCFIAsRFxZz6FlIBe6ENIaGHNHDf3BIMEoiMSOPHfToQEEN9eg7GfGAM1rkG8G0d0XBid2SyGxZP48K87sPmddsy49GPoebUNshuIDI9h+OgoxF97oOckhAQyOR05XUdNTRR6bx5GBNjZ0o2GUAjN9UnszucQCmnozuuojobxYboHIisxojaOdDqHXb05jI6HIRIaPujthZo1MLIqjqQuAd0ADInaaAiyR8eurizUmhjiIRWKBsQiGqBLiJiKaCoMRVWgp3NQoUL2GohGQ0iMDCP7Thro0aGkwqiBwG4jh1AiDuR16O05SAnkuvLo2NWL7d3dqJ9Shaknj0G8Puqa5dDPrZOlnpOiGRb7wErELUTxc2TO7pABeVc444KIiIgOFCEEbvnCWXhq3Uaks1nMPGw8agoD7HsjqoVwzzkX4PFNGyAAfHLsRIRVfwBBKEmg/h4g+ydAJCDC/vwRABDXkvi3iSuxqXs9omocYxKTAsvVR4Zh8WHfw6buDagN1aE5HpxMe3isBqtOvhTvdrWgMVKFxmh1YLkpdY14asGXsKmjDaOqqlEXjQeWmz5uNJ78/76Ire0dGFuXQlU0EljuY6NHYu3VX8au7h40ViWgqUPoXbYKd9555+H444/HkUceCV3XsWrVKqxatQq33347FEVBNBrF4sWL8a1vfQupVApTpkzBLbfcAsMwcNlll9n1XHLJJbj99ttx7rnn4uqrr8Y777yD5cuX44orrkB1tfmclFsXERER0VBV4YELizUrwnzzxZvsuvyEZH3lzPBuC6rL36pSOS2cOksk+ZbmLIbyQg/Fpcr4XHit37NsFQTUhIrx504wk2OrhXWxCmUUVQVUs/0K3DkPigMmgNGrI7cri90v7kTt9Eb0bO2E1pFDbEw1YhEFMCSquxQcc/oEqNUq4kfXIv1iB3pfb0dXJgdAQVV1FFvb0xiWikHkJWTOQFRREA9pmDY8BegGwjEV4ZyAoqpoz2dRHVXQoMcQluZ9iyQ1jEpqQF5CdutoDkehhKVZXyaPnlwPYpE4JAQUTcGY+iRac2ZeDsWQgC5htOUAVUBkDHSEdSSjGvK6hJLTIVWB7i1pRCMq1Low8h05CEWgOhpG1+4Mejp7Ibp1IK9jZ8RA4vAEjj6yGeH6MISq2PdCisLsFSswVrSkl67rUBW18Iy5AmiQ5nJO9n12/qgslTulrwR9zmdXAEO6nyEGKYiIiGhwKYrA3Gn+hNJ7K6aF8KkJh/VbTogYEDm533IRNYrJ1R/rt1xCq8LhNUf33z41jKk1zf2Wqw5HcGRjU7/l6uIx1JWx9FMkpGFEbVW/5YYs882sfTt+L0yePBl33XUXtmzZAiklpk6dirvvvhtf+MIX7DKLFy+GYRj49re/jdbWVhx77LH4/e9/j+HDndlBqVQKTz75JC699FKcffbZqK2txeWXX47ly5d7zldOXURERERDVQUGLgpvgO/JEa5AhaYN3CV581W431Qvp31Br9oX6kHfvwv7B6VlicBJ0Gv8ZkTEygHi1CUhZWHZo7BiB1ismRzu5a681+AOfpg/pzfvRvuLrQgnY2j5w1aEq2LY8ep2RLMCoRERyLwOPQJUTa2Cnteh1oSgjAhB/6AHojMPNRaC0p3HsEgYWk6iLZNDT84MldTHI5AhAR1ApEaDCgGjx8BIhJHvziMMAVEIXIWFADIGpBAwogJG2oBSGN+XEQW7u9OIJpLoyevQIiGoGtAIzUy7bhgQmoCIqtA7coAOpHtyqKqLQKgSaiqE/M4MEFbQmzUQz0qIsAJtTBQ9H/Ti/a4upLuzyBt5HHPmOIw5JA6hKYVAhdVvwvp/p48Lm61bJwCoqmqnyrZ7WRbCG9bxws7jXTSJRzp33htx8z8wQYTrmdzD5PJERERERBVJ7mOeir38HXjlypVYuXJln2WEEFiyZAmWLFnSZ7mpU6fiqaeeGpC6iIiIiIaiCgxcuBWP1psDu/t7+RopndwO7oF/bxn/kjre2RZWe4MUz8Bw/1jOL8nFoY9Cv5gJEFyJyF2D3VY0A33kSJB2VYVZAoW6rTfzC6eM1sfRk9+Kzs3tGHPeFOQ/zKB5bD0iY5LIt/ai45kWJI+sR+ujm6HVRZGaMQLhZBi5rIGqsAYRMqfoh/MSAgbqkhG09GRQl4giJ3S0dPRCNww07JSIJsKAVKAkNGhJAXTpQIuOvKFDxhWEtMI1pzSohoTISAhNQJMKhjc2QaoSGSFRZa0KoADQAUVTgJyE0alDCjOgY+QkFF3C6DEgoxJKVEEyEUa+V4fUJXI5HVte3YlocwyTpo9AThqoaY5Ci7n+NbI6XLg7FK63vhRfFmz/qmTmvRKlSknvdlHWM1McyCquWfQbUCMiIiIiGhKk3McZF/ytmIiIiGiwVWDgIjgxtTPgai4b1XfmiH7OUBjAzed1aJpWtERP8YCxtx32MK9rELh0IKU4+FEIGkjf2HOfF+JdFssJSgDOcLO0+kUWFiUSZupnz+/chvS8vQ/7tFbgw2mHNCSEIgpv5JuD4xKA0ZPDh49vRvcHu7HuL69BHRZBrFWFkpHo3tABLaogMiqO7Htp6O9koGY1dDz8IUKJEGRWh1oXR1fOQEwR0DQVRkZHJKygKZWApgrkczoaxiTRke1BvtOAgAKZMyANAS0VgaEY0KWEqmmAqsAQEtleHdn3e1CdDANxAHmJzo4MEtURqKpAdVKDZggYGQNKQoOhS8h0HggJ9OR05IVEVSyE5kQIMMyghhACCAF6ew4A0JHuweYPdmHEcSMw6uMNCNdoZv8U97F1p0pOHHItE+VMlXDuh31fnfsCCTtRuhXaMp8h6yTCPqe1BJnnKbbysMD9HAICitMGe5c3dMbFo4iIiGio+LClA//zf3+Cbkh8bt7RGDfKnzgbAF7Z+D5+8+xrCGsqLjntBIwfHlzuua2bcPdbryGqhXD5MZ/AuJpUYLmH3vkb7t/4FuqjcXzj4ydjWDwZWO7/bX4aa3e8gfpwNS6bdA5GxOp8ZXTDwPdf+SOe27oJ42vqsOwTpyIV9S/91JPL4dtrn8ab27dj2vDhuGb2TMRCoVJdQ0REREQ05FRg4KIvfSQuLt5TmFVgzYJwz4awAgmKa+DZm5fCm6DOMCTUQtI6dx1Wvd5ll/yBDDN4odjtl0HNLorEeNvjCqoUXZNzuBWNkHYwQnq6yIlWSMPqC6vewjV4jhH2rAtr5SMFwPr/exOdb7ShRw1h4vCJ6HyjBdsUYGRDLaoaU6g9YRh2Pb4V2dYM9NEqtN1ZyJ0Z6BEViSPqoO/MIKYLaCHFPLMAoANqCIAqEFJDQFRFYyIMmctBqVYhd5ut1HdkkM/p0Ko1CB3ohcSG7e04tDmF3a1pxEMKFEPAEDp0SMi8hAFpJtsGoIQUQDdzWwhNgYSEpghommLmuVCAltZu1FZHoUkFRlcOrR1ptEeziI+M44hPTkZ1YwyKqhSWe/IGe+x7Itx5Ldy3VXgeWQlAEd75EmYdRQ9GyeelEKWw7qNwxSFE4S0zoRSehVL/7hSeJbtRThSNQQsiIiIaKnZ39eIry/8fWnZ1AQCeeOFt/Oq7X8Dwem/C643bWnHJnauRzesAgJc3bsEDVy3yJQFf17odF625DznDzLH30odb8MRnL0ZV2Jvweu2Wd3Dp2ofsz3/ZuQ2Pfvoi398Daz78M3604f/sz1vSLfjV9Kt81/Gj11/Cj15/yayrZTt29fbg7jM/6yv3rafW4p6//BUA8Oa27dClxE3zTuujhz5iOOOCiIioIoz9znNll920eMaA1llufVS5KjBw4X1V3Zsc2xqs97w7XromT7DCgDUDwqIoiisAYDg7Ckv5OL+vunNd+JeI8qyjBCuwYLXNXd79eruwVgQqqs/6Pdt93c5xxW2ywxT+9YaKNzjnUKyIhFnMaq+VP0FKCUVRPGdRINC6/kO88/i7qEpUI1UVRVdnJ5pPmYqao1JQpUSoNgIFArFRSYRGJ9De1YZIUw3QC8QmV0FRFYiIQO+bHdAVASWsQYkpzspKeQMwJGS3+YeGElWgt+UgogpEtQb0GgipGkRYAbp1RIXA4U3DkZM6kjKKkKoBYQFVaKhRdUhDQolpkEJCHROFvj1XuM0COiTUkIKwUCANABEFMiRQ2xuG7M2jtTOLWFJB46wGjJlcBaEVOlhIc36LcN1b6xkrBA9cT69zF6wZMK4ggTk7ohBwcAUgzJkcxffQDD7Iou32jB5n4oVzrHC+OzM4XE22gizW81i4PntVsZKzRoiIiIgqy9/e2WYHLQCgs7sXr731Pk4/eaqn3KubttpBCwBo7UzjHx/uxLGHjvKUe/nD9+2gBQBsS3dhY/sufGzYCE+55z7Y5G3Hrhbs7E2jMZbwbF/XsdnzeXN6B7ryPUhq3tkUr23/0Pt5h/ez5Y0Ptnk+v/5BcLmPLAYuiIiIiIa8Cgxc9E1Ya+G4hnH7Tnkh7WCH+aW6ypt/jBiGbs+oAKzhY2dWgjmI7x7Ftf6Icc/MKA5KCFcyb1kUeLG2BQ9QO9davE/CO2jtarP1hr3dersCV56LQh3CfTVFib89ARfn+C0vvY/n/usJhHujiMcNJMel0HjkcNQeV4/IyDgyW9Nof34n0KvD6JLQEipqMnGI0Sq0ujBym3uR3dWDSHMcMiYgkiqgCsAQgCqBLICICiWmAgqQ78pDxFSIECB0cwpDaGwMRncestOAUh+GFICSVBBSBKL1BlRVgYgLGDmJ/LYMFCGg1GoIJ1Sow0Mweg0IA5CagJJQoIQEtFoNUASMbgOZv3dj1/sdMATQMULDEZ8cgVBNCMJ+Npx1nLyzJIICadIdy7K/e5aActcS8BDbz6G7Etc6U3a1wn+Uwz/TQngfiKJyrueBQQsiIiIaIhpTSedFnIJh9VW+cmMbvcszhVQVzXXVvnLja73lIqqGkUl/fYfWeMvVRWOojUR95SZVNXs+j4jW+YIWAHB4wzA89d479uep9Y2+MgBw2LBGvL1zp+czEREREdHBpOICF+7BfHu9f/fb7a5X2J2tzoC9dzkoa+kmeH4unjWhaarzoWipJmf2hHsU2hl4duefkFbyZZQoL10D19ayTQEv81h1utsdlFTZOo8r1OEeI4dhD467gyieM8E7eO4PBFnt3bW7Cx2deYyrD2PYqFp0v9+GyKhh0NM5wDCgRhVER0Vh5HSEU3F0/qkFQlGQe78HkWMiyG7PIzo6iXxPDkZIhVIdglAFjHQeWlUIRtYAFIF8XCCkCqjJMJSwAtmtwNiVB7rzyG+RECrM5Nk5A0pChZED1Khq9n9GhwEBZUwE8VERKHEFUAGjW4dQFIRGR4FuA/m0jlBjGGq9BqNLh96eR8/GNHrf78TuJuDQU0Zh/MgYhGp1j2v2goSnv+3+hfupkO7OC7i/MuB+FgWliu6oe0Gp0gnc3c940H7pLSq9TTSfGStIx7fMiIiIaOgYf0gD/u0Ls3HH/zwDQ0os+tTxOGbqIb5yxx06CleedTLuWvsnhDQVV58zEyNS/sDFzFHj8I2Pz8Bd6/6MqKphxUlzAnNXnD/5KKxv24n7N7yF+lgMN598BkKK6it3VvMJ2N7bbue4uGLKuYHXcdkx09He24s/bt2McTUpfPuUTwaWWzb3VBhS4i/btuHIpiYsm3tqf1300WJIwDVjZq+OJyIiIqJBVXGBC8AadHXnYUDAskrWgLwoCnBYP3vLuPNRFErY9Xnqdr8ML5ygiVPGCogUj0pLCP/UBd8n9/vz3twafbOGxr0JlqVvfNm9DJGQ1nC3+xhvDgX/IHfQLBCJw2dORNeHGVTt6MW7r6xDpLYWiboE2v+QRbQpjlBDBFoqDKGZLY1NGIN8Wx49b3ei/cUWxCelkNncDSEFwgkNIiqQb8vBMCdYQG0IwWjXkWnJQKuPQKnTILOAVAARUyAFYOgG8r0GwskQYEgzyXZXHrJDBwxA784jJ3T0ZHoxYloK+c48clt6YWzNordXh64B1cNjMHp1pP/cCwGJ3K5e9Og6tOoIqj85HI3NUQhNcRZmcs1wcAJOJe6zr+uCHqpSfezeVrxGkznvwp823nkW/bMughU/btLVJvsMYs+eTSIiIqJK8E/zj8Hn5h0NQ0poqlKy3EWzjsVFs47tt77Ljp6Oy46e3mcZRQjcMH0ubpg+t9/6vnjoPHzx0Hl9lgmrKr51cv91VUUiuOWsM/ot99G1j0tF8SUeIiIiokFXkYELk3B9Wfxr/MOVG8AwrCTZhV3SWrbJO0DsDkbY1QTmrrD2wVWPCCgj7XJBsySKF+9xt8UK0hS3zc0wJBShFG21FnoqzPwoCmo4OROKykvr2ku9Ve99x9/qbzWi4LjPHIaNq99GauwIbPv7Jqx/pgujx0yC+qcqRBMhAECoJgQlpkGLh5DdnoFQBCLD44AhET+6Fj1/60SoMYL8riykArR19qBBFUBShYiriENAzxpQunUzMbehADoAA8hn88hl84ikzKSIUjeAHKAL8zuiCuLj4+h6uw07Ht6BWEhFviMHTVWhqsAH73civ6MX0bCK9p3dSHemEWkIQZ8Ux/gTGqFVac5MGE+/eddOkjAnp5jJuYufE6tccdJ3uxSKAwu6LqEooo9AgXVvC89LwDNinct65oLObQXegnK3OM+Qs5lL+xIREdFQoygCCte7JCIiIiIa8iowcOEsv+OdeWENusNJ5uwarBdCwDAMqKrwlvMskVS87FLQm+9eVujBv/SUN9jhDBz763MHF8y39s036KV9bPESP9ZaUTDTaUgDBtzJxZ3rs67dT/ElNg/qB6vNwnVhhmFAUex1kux+CFWFcMjp49Gp5hDa0QqoKjAijp6uXqAzj9z2DKom1SLzQTtCqSiUGg1qTIXUNGTbcsi29CDT2oMd61tQPaoKSgZI6BJGDZBd3wlNU6DVhQEIZHZkILpUaBEFMi+BnAElZyCS1JDvziLfI4EwEE6GIPMGpC4h0zr0dTlUqSEgDHTu6EHv7gy2dfeicXItRs9uwq7WLhg5IDKhGvWjRiA5PAElIgApAp6CEjMrZOGeFo7x5yoRRYP+3lk67nssJeyghSeZPFzLQ0lzLoQURWs72SWl534DpZ4J93X4p+pIe0ZRcQCMiIiIiGgIYXJuIiIioiGv4gIXQbkc3AmtnVkJrk2FH9wJtt1vnluCxnKdHBZBMztEYEzDCQgUL00VfB12Ym648nJIWRgAdx9jntuu15rBIdSAYItVtztYIgLLuD8bhuEZJJdSIp/VoYYUGLqZ4Hpnayvq6uqgqt7cH1IAyeEJHPf5Y/DuhGr8cdXz+Pi8EYgoGj5c14Kt23chtH0XtLBArDOJukNr0bMjg3RLGtGGMIY3VyM8LgxdSSISiyLfmUfn1jTyRg6ZSB7ZdA71vcDu3Rl06gaaptQgE9XR2dmDeFogVqWitasbtYkYeqokcoaO/M5uiKyCZCyEqvEJhEeEIfNAT3ceGzZvQyajI1GvYfzZIxGKaahBlRk0spbZsmYhuK/TugeeWSnCjqlJ15103xWBoOBHwH31bLd+lsHPk9XMoJk8AoCdk8KwW1Fcl/85kJ5vnl1lBPOIiIiIPsp6MjmENLXP5agMKbGlvQNVkQjq4v4k3LSfGXLf8lQwxwURERHRoKu4wEXQUjrF+80ZAqUG50stgeQfHHa2u2opDBALozCbYx/X+Xcv32On7JBAricPoQioIdV3ucVv3hfv89btO2MfA9fwBS2EUKCFFQACqmoGhRobGwMOLNRdmOUy9sSJqB09DC3v7cKEE8egekItDp1vQBiAogpAMWe+CMUAhICiFM4H4RmVbzhGmInzBCAMAT2dR89bbUjlDNROTEJUaWg4MgXkJXJSoq4zi6p4GFU5CT2rY/OfW9COHhwyawSELiFDgCIU6ELH8RcdhkxXFrFkGFpMg/TEIKxARH/Pm7D/KaUTqrCCG65Qg38Zs6L75b8Xfb/M5W5v3810ZikFnbd0EMM1i0gKSGEFZYC++4SIiIjoo0c3DCz55WN47M9vIxJScf2Fp+HM4w7zlevJ5fCle+7Hy++9D1UILJt3Ki44+shBaPFHmDQg5T4k596XY4mIiIhoQFRc4MLIS3Pg2x43tQZX3QOz0pPPwdpi792DF2ScAXx7i+ebWZ/0/OwsXeULK0BKCUXxz/xwJwIHBEKxELz5BvacN0AhzUCBqx8c/lkaFkM3+1JRzOBCMGcmhwHDvhM1I6tRM7LaLqJFFHt6gHMO1TsCX2i33c0CkEphroIKqFUhHHLCMPMsEpBG4XnQBMKQCEVUCEVAK1Qw8bRmGIZEKKLBWdhLoK5KA4RArFqDtXSTEIX73X/X+q4/KCjhVfxE9id4ZpHzbLnLOP8+FOdrcZR+489dP+AKmAj/MQxXEBEREQV78MW38Nif3wYAZHI6lv/m95gxdRxqElFPud++9he8/N77AABdStzw+FqcddhkVEUjB7zNRERERERDVf+jnQdYOt1b+Mla/sYiCvkqnMFXOxG3a7u5zz9Qb5V3ZmQYrrq8SyxZ/xSFJBPu6orrNvTgoEYxKSWk1IvOKVCiuGcZqVJv7fvPZRRWCxL2fu81B9ShWMEb71tF3uW5nPqFOZmiRLuDdkiYOT3grLwlivYXlmSSwvoq9L4ozN6wjxEQVlCocN+VkGIGTFzPihNCcL4LUXxvip8Z67sr6OK7RmG3y5vXwp00vtzwhUTQ8lH+40sHnYKuwy7jCgw5jKKy7qlGpeoKbDwRERHRR87O3d2ez7m8jvbuHl+53b0Zz+e8YaA7l9uvbaMiEs5yUXvzxZWiiIiIiAZdxQUujMKyQX7uQWj3NulOe+wp4x1g9u73HC+s8ubPEBIQRiEg4pQLoqhmUnBzxoPhGwB3gibewW4rPbeVQFwIQBoGICVk3oCey9untI6XrinPwjPQbMAwimdfGK6fZSEQIe12CCGgKAqEkFBVFJKaG4Wv4uv29nNwbg932VKf4QoyFb4Ks13MCQZWEMPqIev/3Ocq7C+6Jqdx1v3z3qfi58N9H9xzJXRdL/RdoX0i4MtzfdYCWoanXvfzZD9Xnv4QrrJBZSQKC1qZ9bv2WXUH97dVu/sY/z0VQjp1u4JHxf3Dv9qIiIiITDOnjUck5OSAmzp6OJrra3zlzpw6GYlwyDnu0HEYnkwckDZSgfV3xb58EREREdGgqrilohQ7yZ01U8BZ2kZKZzDXXPffPwgc+MZ64QV0/zI7ff9Cai3rZAUClMLSOs5iTAIyqyPTmUGkNgJVVQITd1ufpXtwWJcwJJDL5KCoCtSwCmEAUAGhCgihuFI9m9/NPBHWoDXMpaEEkM/p0Ow/olyD8tJwBUac67Vmhgh7xN/dD06fmgP4pWaFWHUFvZVv1aHAfQ/76m8FAoWpFs4VGGYODivBhCyeqREQBAhsk3Uf3cGewrm8gRczgFNclx0csbn7zWmDq4ddbSpuM4r2BfWJNedHeoqVfmKLn2vruyuQIfz3JPi8xcELIiIiIgKASc2N+O9/X4CHX/4bkrEIFs75eGCC7okN9fjdoguw5u0NqI1F8bmjjig5K5uIiIiIiIJVXOAiFnevEVsIFEhr4N/aLgpv6gs7mGENFgcPNMNzrPWz8K3x7wzs2+/oFwa9FcUMDBiGgWw6i0giDABoXd+Gt+5bj8P/+TA0TKqHNAwr1OFZgsq9FJNZvTBzNURD0PPmElIi5CTMtq/T0zYriGAtBWXu0UJOfger/UIIM+d1oZBhSDuHhROw8PZH8TnNwIiTA8Q77O4eAC89+O5lHWP1rzP4X5xwXQgBuHKFQBYCGZ5rKH4ZyrwWXdehqmohwCVgLlUlIWDm4DCyBqCa8ywUVSmavSLgTERy92mpZZoKR+oSQkXJ453rLarBF/hx5Udx/SQ8fVd8vLduf9JvUXSMgDv85t/n1MMABhEREZHjiDFNOGJMU7/lJjTUY0JD/QFoEQUyDHMG/b4cT0RERCWN/c5zg92EA67ca960eMZ+bslHR8UtFaUqSp9Tc62ggGsBocKyQcXBCdewrHS2FSfaNr+jaJtwzRKWMAzDDmAIoSAcCyOb0SElEKmLYuLpE1A3NgUAZmLuwHwKhfoMAAag53Q7wGAGHtxvyrtnmHiv3D8ILe22WbERXTc8A+1SSjMJt7T6xT3o7wQOAMDQjcLSV17O0kwo9L13UN9LuI7xnjPoGGt/X0PkEvDkknbuh/Bu0yVUK8iUlzAKfYHCfTR0A/nePAzdG/zwBia8z0XpZOxOg/ScbndJ0HPl9IeE87wKT3DLH9gQ9nX6tzv9WvysBP/rY5V13TvXElvFhxTnfSEiIiIiGjK4VBQRERHRkFdxMy6kIQvjwdLzBr5nVSg7EOHZUPSz9blwfMA2s173zA1XvcW/q7qXqVKAcNgcHK8alURyRByiaJmofN5ANpNDPB5GPm9ACyn2m/VSAJqqBQyEF88s8Q5IO2/AC9+x7gFuTdNc22Anaw5axsqupjCYLhQgn9e9Sapd/WbNECg9OC4D9wUtKWXohXwdihm0EEUD6J774pppUnw+D9VMoC0hIbSi9huAnjGQ7cxCzeqINsQCrs8/W8d7HQEJtSWgRfyzXkrxPm9AcfzQfQ5hdYrdN+6ZKn21rTiQ4V4erLidQTNBSieaJyIiIiKqZFJKM3/gPhxPRERERIOr4gIX5lJAhXf6PQPt7rfYSw2oSkAC+YwOLaqixJhs8HGQrjfgJWTOQK49B0NIiIgAFCAUD5kzKux8CeaxQi3OGyCgaQKqGgEEXPknCnsD2uQsAVU6k0Gp5YaEFUlQvLM83EtpObkbXMEa+7N1SeY2J/DhHkB3LyMkSwQvyu1ws7+E4gzgl8oNUi5PsMeeUWA20u5bIaGFFYSiYRgwCjk0CuezTxs0O8RTufkPIQAYrmPc12HuK3Ut7kTZTh/7gxd2i0Tfs1H64p555K2z+F4FBTz4BxsREREREREREREdeBUXuLByQzjhC38J8yv4LXVpSChaYZ816O460l3eLOIst2MORItCvgIFPa09EJqCXF5HPp1H3RG1kJpE9+4eJKrjUBT/G+zutngH8qX9TxE4uF9qOaL+medzzzpxfy99THEEpbi/3UELf1ut6yue4dJX4EUWfS98MiRymRyEpkDT1EJwyGlDqZkp7vPagRQpIQ2YCc6tJgF2ZEOEVITrBGRe2rN7hASgCrses3iJa7AnQHieJhT3txUw6D8OYxUw0P/KbXsS1DHvQ9+zY/yfSi8ZRUREREQ0ROzrck98gYeIiIho0FVc4CKIs3yPd7DYMFBIOO0MONsD1gCEa10je8jckDCktIMO3sF5cyaAFfiomVADadUnJaRitiUc0QrH9L3ETtCyPUHHuLcJ0cegeZ8D18GzMUoXd5+zdNDEmQniX3rIOW//v9gLuEbQhTcgYUgDoWgIADxBi/I49VgzRqRuQKiiuBiEAkgY5qyekFlawFy6S/hG7M3LskJfEu5nsDhAI2AUEocX96UTHwqajRLcd+7nxulr72ya8nj/3fCycpaUnr0UFJQjIiIiIqp4RtDav3t6PBERERENpooLXIiAAXWgeBaDtb+wfqkuYUgDiqpAANixowWpVC3C4YgzOJ43ICGhaiqQNyCEEpDDwT0oDYiw+3V1M4AhhEAsHisxG8QZePfmCFAghD/3g3uQO+i6i5cLKtVP/Qmsr/A9KKdEcb8UD3AX1+dd5ipof2GaQvFb/q4AT6mZFe5y5RCKgBpRA/YontMLK2IBV9DCNQtFADAM87OZIsQ1k0VK76UIAUUNujZrua5S11I8S6aYa5mr4uu0G62UyEcRXGepZddkwP7yl/4iIiIiIiIiIiIiGjgVF7goxUwwLe3BZveb5IYwoKrOYHUimYCqObMipGEepxZmUmihUomxPZ98ZaxB5L4G2IMG/iEFZGEZqmL+JNveXA9WnX3lgHBmaQgYhuELBFhtKt5W6hpKlfMPogtfrgR3Oz1tLTH+LYQ1+wUQYk9nWzhtLpy9xIn6Gnx3ggdSAjBkYbaGgLs5ekaHGlbN22kAQgWsGTpBdZqBqv6CTcGzZOw8K7KvWTT+QFE5nNlLToAieMYNAxZERERENERJw/zal+OJiIjogBr7necGuwkfGeX29abFM/ZzS/q2dyPFg8VeNsc7WFy8vFAymYSiKJBW8mNFQAlZb86XHrS3lkI1v4ICCOXnoPAMpguj0Gbru79ccaCg1PfS7TZgJYT2L1XlP5+7XFDwxNrvr8K8Bl3XXdfib6O73ebPJfrccN8Tp3+s4/q+bln0ZbXPVzK4AlFURgBQimeSSEgYUMLCvI9Cupahsq7LTPTtqU33nndPgwvOElGG75qcJXv9z5NzfFDfFQVpCtv6LktERERENLRIaS4RvNdf/FWYSnjrrbcwZ84cxONxjBw5Etdff33hb2MiIiIaaENmxgVgzSwwf/bPhig9MGyXtZbvsd/MN787dcmigXrvrIfgNgW/VV96hoQ12K0EHhcUdHDP4gheFsjaJkoe597W3zX4j7X6yZmV4sxw8f9ibydKd/WreWyJGSd2WaWPpOx7wkp07eRxKJ4ZYhNWO4KuoVAkYOKDJyG6BBRh5uqwZ40UlmFyP6+e65eAoRuALgG1cN+U/gMc3uCQe8movoNQ3oCf+xmBN4m592jfrBEiIiIiooon/S//7PnxRF5tbW2YO3cupk6digceeAAbN27ElVdeCcMwcOONNw5284iIiA46Qyhw4bwVHjSYWjy4H1iDe7DZF7QAigfn3cftdasLA+BSCte5/XX3dY7iwElw8AJwD9QX119OAKP4XN4y1i/v3lF8d54Edx3eNgffF+HKDSGEAnMZsOA+Krf9nhhVmQnLS3V98bPgrdt6DgsBAWEVKPS/6j6u0H5pvcElkW5JI9+WQygUhlKlIFQbhhpRS95bKWWprBX9XqM7CGN9doJJziV4q2HAgoiIiIiIyPKTn/wEPT09WL16Naqrq3Haaadh9+7dWL58Ob75zW+iurp6sJtIRER0UBlaS0XBCVr4cigUMQzDswSON+jhH+x1lkYqPbti71kD9+5lgMoX1J7gfATWdRXPHBkohb4vY0aEe7mpcur0zgjYM/6+2JOLL7d9zs/+2SiFvSWW/bK3A4AiIFQFoXgYWiwMLRVCuD5i5s8owbk8EdBa//Jc/V9P8OwLb5nSAR0iIiIiokq2T8tEFb6Iij366KOYN2+eJ0Bx/vnno6enB08//fQgtoyIiOjgVMGBC4ngwez+ZygA/uTWRXtRPMDtzgvgjLWXnrnRZ8v7bVufu/eJK2VzyTKlZ1sAwdccHOzZV57cF3ZOhz3nDo7sSS6J8vT3DPSdRyRonxAC4aoQYs1RaNUaFE3ps2ut3CylF9Eqp99k0Xd3kKWv4/lHGxERERENMVZy7n35Iiqyfv16TJkyxbNt9OjRiMfjWL9+/SC1ioiI6OBV4UtFuXNRmNx5LtxK5Zro6+e+WHkwBnzuxQAOrHvzF1jLCfUfYOg7qBOcC8JutxQDFnkJmrVQ6vxBxwa33X184BpIe02Ivcv5ELj8kwCUkAJR9IyVfj4K19HH5ZReKi0ocAeYy38VnvSg9B+CiQmJiIj2RiaTAQBs2LBhkFtCdPA59NBDEY1G+yyTRvc+vX+TRvfeH0wHrba2NtTW1vq2p1IptLW1lTxux44daGlp8Wx76623AAz8fyey298d0ProwOjWW/C37h7nc3oLsmrvILaI6OCwbl1qQOsr939jB/q8+8NgX0s5v88BFRi4aGioG+wmEBERERHttS1btgAAPv3pTw9uQ4gOQn/9619x+OGHB+5LpVKoqqrCXzqf3+fzVFVVIZWq/IEHOrBK5iPs4+W+H/3oR1ixYkXgPv53ggDgQwCf8Gy5cnAaQnSQOeLWj9Z594f9dS19/T7nVnGBCyIiIiKioWzmzJm4//77ccghhyASiQx2c4gOKoceemjJfSNHjsT69ev7fPu9XKlUCiNHjtzneujgkUql0N7e7tve0dEROBPD8rWvfQ2f+9znPNt2796Nv//975g2bdoe/3diw4YN+PSnP437778fEyZM2KNjae+wzwcH+/3AY58Pjo9iv/f1+5wbAxdERERERAOotrYWn/rUpwa7GUQfSSNHjmTAgfaLKVOm+HJZbNmyBd3d3b7cF27Dhg3DsGHDfNunT5++T+2ZMGFCWW+r0sBhnw8O9vuBxz4fHOx3vwpOzk1ERERERERENPjmz5+PNWvWoLOz0962atUqxGIxzJw5cxBbRkREdHBi4IKIiIiIiIiIqA+XXHIJIpEIzj33XDzxxBP4r//6LyxfvhxXXHEFqqurB7t5REREBx0uFUVERERERERE1IdUKoUnn3wSl156Kc4++2zU1tbi8ssvx/Llywe7aURERAclBi6IiIiIiIiIiPoxdepUPPXUU4PahsbGRixbtgyNjY2D2o6PEvb54GC/H3js88HBfi9NSCnlYDeCiIiIiIiIiIiIiIgIYI4LIiIiIiIiIiIiIiKqIAxcEBERERERERERERFRxWDggoiIiIiIiIiIiIiIKgYDF0REREREREREREREVDEYuCAiIiIiIiIiqmBvvfUW5syZg3g8jpEjR+L666+HruuD3ayKs2HDBnzlK1/BUUcdBVVVMWvWLF8ZKSVWrlyJQw45BLFYDKeccgpef/11X7ly+nwg6xqq7r33Xpxzzjlobm5GMpnExz/+cfz2t7/1lGGfD6zf/e53OOmkk1BfX49oNIrJkyfjxhtvRDabtcuwz/evrVu3IplMQgiBrq4uezv7fWAxcEFEREREREREVKHa2towd+5cCCHwwAMP4Prrr8f3v/99LFu2bLCbVnHWrVuHRx55BJMmTcKkSZMCy3znO9/Bt771LVx99dV46KGHkEwmMXfuXGzbts0uU26fD2RdQ9Utt9yCZDKJ//zP/8SDDz6I2bNn48ILL8QPfvADuwz7fGC1trZi9uzZ+NnPfoZHH30UF198MW666SZcccUVdhn2+f511VVXIZlM+raz3weYJCIiIiIiIiKiirRy5UpZW1srOzo67G3f/e53ZSwW82wjKXVdt38+77zz5MyZMz37e3p6ZHV1tVyxYoW9raurSzY0NMglS5bY28rp84GsayhraWnxbbvgggvk2LFjpZTs8wPl2muvlTU1NdIwDPb5fvbMM8/IVColb775ZglAdnZ2Sin5rO8PnHFBRERERERERFShHn30UcybNw/V1dX2tvPPPx89PT14+umnB7FllUdR+h7mev7557F7924sWLDA3pZIJHD22Wfj0UcftbeV0+cDWddQ1tDQ4Nt29NFHY8eOHQDY5wdKfX29vVQU+3z/0XUdl112Ga6//nrfs89+H3gMXBARERERERERVaj169djypQpnm2jR49GPB7H+vXrB6lVQ9P69euhqiomTpzo2X7YYYd5+rKcPh/Iug42zz//PKZOnQqAfb4/6bqOdDqN5557Drfffju++tWvQgjBPt+PfvKTn6C3txdf//rXffvY7wNPG+wGEBERERERERFRsLa2NtTW1vq2p1IptLW1HfgGDWFtbW1IJpNQVdWzPZVKIZ1OI5vNIhwOl9XnA1nXweTJJ5/EAw88gLvuugsA+3x/SiQSyGQyAICFCxfi5ptvBsA+319aW1tx3XXX4de//jVCoZBvP/t94HHGBRERERERERFRBRNC+LZJKQO3U99K9WXxvnL6fCDrOhhs2rQJF154IT71qU/hoosusrezz/eP559/Hs8++yy+//3v44EHHsCll15q72OfD7wlS5bghBNOwBlnnFGyDPt9YHHGBRERERERERFRhUqlUmhvb/dt7+joCHzTlkpLpVLo7OyEruueN5nb29sRj8ftt6jL6fOBrOtgsGvXLsyfPx+jR4/Gr3/9a3s7+3z/OeaYYwAAM2bMQENDAxYtWoQrr7ySfb4frFu3DnfddReeeeYZ+zrT6TQA8xpVVWW/7weccUFEREREREREVKGmTJniW6t8y5Yt6O7u9q1tTn2bMmUKdF3Hhg0bPNuL14kvp88Hsq6hLp1O46yzzkI2m8XDDz+MRCJh72OfHxhWEOPdd99ln+8H//jHP5DL5TB9+nSkUimkUik7z8WoUaNw2WWXsd/3AwYuiIiIiIiIiIgq1Pz587FmzRp0dnba21atWoVYLIaZM2cOYsuGnpNOOgnV1dW499577W3pdBoPPfQQ5s+fb28rp88Hsq6hLJ/P43Of+xz+8Y9/4NFHH8WwYcM8+9nnB8Yf//hHAMC4cePY5/vBjBkzsHbtWs/X1VdfDQB45JFHcNVVV7Hf9wdJREREREREREQVadeuXbKpqUnOnTtX/v73v5c//elPZSKRkEuWLBnsplWc7u5uee+998p7771XnnjiiXLq1Kn25+7ubimllCtXrpSxWEz+8Ic/lE888YQ844wzZH19vdy2bZtdT7l9PpB1DVVf/vKXJQB52223yRdeeMHz1dvbK6Vknw+0efPmyZtvvlk+8sgjcs2aNfL666+XiURC/tM//ZNdhn2+//385z+XAGRnZ6e9jf0+sBi4ICIiIiIiIiKqYOvWrZOzZ8+W0WhUNjU1yaVLl8p8Pj/Yzao47777rgQQ+PXuu+9KKaU0DEPeeOONsrm5WUajUTljxgz56quv+uoqp88Hsq6hasyYMezzA2zp0qXy8MMPl4lEQtbU1Mijjz5a3n777TKbzdpl2Of7X1Dggv0+sISUhXTkREREREREREREREREg4w5LoiIiIiIiIiIiIiIqGIwcEFERERERERERERERBWDgQsiIiIiIiIiIiIiIqoYDFwQEREREREREREREVHFYOCCiIiIiIiIiIiIiIgqBgMXRERERERERERERERUMRi4ICIiIiIiIiIiIiKiisHABRERERERERERERERVQwGLoiIiIiIiIiIiIiIqGIwcEFERERERERERDQEPP/881i+fDna29sHuyn73S9+8QsIIbBp06Y9PjadTmP58uX4wx/+MODt+ihauXIl7r///sFuBn3EMHBBREREREREREQ0BDz//PNYsWLFRyJwceaZZ+KFF17AiBEj9vjYdDqNFStWMHAxQBi4oMGgDXYDiIiIiIiIiIiIaOD19PQgFosNdjP2SE9PD6LRKBobG9HY2DjYzTng0uk04vH4YDeDaNBxxgUREREREREREVGFW758Oa666ioAwLhx4yCEgBDCnlUwduxYnHXWWVi9ejWOPvpoRKNRrFixAgBwxx134JRTTsGwYcOQSCQwbdo0fO9730Mul/OcY9asWTjiiCPwyiuv4OSTT0Y8Hsf48ePxne98B4Zh2OUMw8CNN96IyZMnIxaLoba2FkceeSRuu+02T33r16/HBRdcgOHDhyMSiWD06NFYuHAhMpkMAGc5qMcffxwXX3wxGhsbEY/HkclkApeKstr37LPP4sQTT0QsFkNzczOuu+466LoOANi0aZMd8FixYoXdTxdddBEAoKWlBf/6r/+KQw45BJFIBI2NjfjEJz6BJ554ot/+F0Lgtddew7nnnovq6mrU1NTgn//5n9HS0uIrv2rVKkyfPh2JRALJZBLz5s3Da6+95ilz0UUXIZlM4s0338QnP/lJVFVVYc6cOSXbUE7by+kjy65du/C1r30Nzc3NCIfDGD9+PJYsWWLfHwAQQqC7uxu//OUv7b6cNWtWn31FNBA444KIiIiIiIiIiKjCfelLX8KuXbvwgx/8AKtXr7aXUJo6dapd5tVXX8Xf/vY3LF26FOPGjUMikQAAbNy4ERdeeCHGjRuHcDiMN954AzfddBPWr1+Pu+66y3Oebdu24fOf/zyuvPJKLFu2DP/7v/+La665BiNHjsTChQsBAN/73vewfPlyLF26FKeccgpyuRzWr1/vWcLqjTfewIwZM9DQ0IAbbrgBEydOxIcffogHH3wQ2WwWkUjELnvxxRfjzDPPxK9+9St0d3cjFAqV7Idt27bh/PPPx+LFi3HDDTfg4Ycfxo033oi2tjb88Ic/xIgRI/DYY4/h9NNPxxe/+EV86UtfAgA7mPGFL3wBr776Km666SZMmjQJ7e3tePXVV9Ha2lrWffjMZz6DBQsW4JJLLsG6detw3XXX4a233sJLL71kt3vlypVYunQp/uVf/gVLly5FNpvFzTffjJNPPhkvv/yy555ls1mcc845+MpXvoLFixcjn8+XPHe5be+vjwCgt7cXs2fPxsaNG7FixQoceeSRePbZZ/Htb38br7/+Oh5++GEAwAsvvIBTTz0Vs2fPxnXXXQcAqK6uLquviPaJJCIiIiIiIiIioop38803SwDy3Xff9e0bM2aMVFVVvv32233Woeu6zOVy8u6775aqqspdu3bZ+2bOnCkByJdeeslzzNSpU+W8efPsz2eddZb82Mc+1ud5Tj31VFlbWyt37NhRsszPf/5zCUAuXLiw5D73tVrte+CBBzxlv/zlL0tFUeTmzZullFK2tLRIAHLZsmW+epPJpPz3f//3PtseZNmyZRKAvPzyyz3bf/Ob30gA8te//rWUUsr33ntPapomL7vsMk+5zs5O2dTUJBcsWGBvW7RokQQg77rrrrLaUE7by+2jn/zkJxKAvOeeezzlvvvd70oA8vHHH7e3JRIJuWjRorLaSDRQuFQUERERERERERHRQeDII4/EpEmTfNtfe+01nHPOOaivr4eqqgiFQli4cCF0Xcff//53T9mmpiYcf/zxvno3b95sfz7++OPxxhtv4Gtf+xrWrFmD3bt3e8qn02k8/fTTWLBgQVl5Ks4777yyr7GqqgrnnHOOZ9uFF14IwzDwzDPP9Hv88ccfj1/84he48cYb8eKLL/qWy+rP5z//ec/nBQsWQNM0rF27FgCwZs0a5PN5LFy4EPl83v6KRqOYOXNmYMLwcq+/3LaX00dPPfUUEokEPvvZz3rKWUtqPfnkk2W1iWh/YeCCiIiIiIiIiIjoIGAtH+X23nvv4eSTT8bWrVtx22234dlnn8Urr7yCO+64A4CZDNutvr7eV0ckEvGUu+aaa/Af//EfePHFFzF//nzU19djzpw5+NOf/gQAaGtrg67rGDVq1F63u5Thw4f7tjU1NQFAWcs9rVq1CosWLcLPfvYzTJ8+HXV1dVi4cCG2bdtW1vmtc1k0TUN9fb197u3btwMAjjvuOIRCIc/XqlWrsHPnTs/x8Xi87KWXym17OX3U2tqKpqYmCCE85YYNGwZN08peOotof2GOCyIiIiIiIiIiooNA8SA0ANx///3o7u7G6tWrMWbMGHv766+/vtfn0TQNV1xxBa644gq0t7fjiSeewLXXXot58+Zhy5YtqKurg6qqeP/99/e63aVYgQE3a+A+KOhSrKGhAbfeeituvfVWvPfee3jwwQexePFi7NixA4899li/x2/btg3Nzc3253w+j9bWVvvcDQ0NAIDf/e53nv4uZU+uvdy2l9NH9fX1eOmllyCl9LRhx44dyOfz9nUQDRbOuCAiIiIiIiIiIhoCrITWxbMk+mINSruTYUspceeddw5Im2pra/HZz34WX//617Fr1y5s2rQJsVgMM2fOxL333uubYbCvOjs78eCDD3q2/c///A8URcEpp5wCoPx+Gj16NC699FKcdtppePXVV8s6/29+8xvP53vuuQf5fB6zZs0CAMybNw+apmHjxo049thjA78GQl9tL6eP5syZg66uLtx///2ecnfffbe931I844boQOCMCyIiIiIiIiIioiFg2rRpAIDbbrsNixYtQigUwuTJk1FVVVXymNNOOw3hcBgXXHABvvnNb6K3txc//vGP0dbWttftOPvss3HEEUfg2GOPRWNjIzZv3oxbb70VY8aMwcSJEwEAt9xyC2bMmIETTjgBixcvxoQJE7B9+3Y8+OCD+OlPf9pnm/tSX1+Pr371q3jvvfcwadIkPPLII7jzzjvx1a9+FaNHjwZg5ngYM2YMHnjgAcyZMwd1dXVoaGhAKpXC7NmzceGFF2LKlCmoqqrCK6+8gsceewznnntuWedfvXo1NE3DaaedhnXr1uG6667DUUcdhQULFgAAxo4dixtuuAFLlizBO++8g9NPPx2pVArbt2/Hyy+/jEQigRUrVuzxdXd0dJTd9nL6aOHChbjjjjuwaNEibNq0CdOmTcNzzz2HlStX4owzzsDcuXPt+qZNm4Y//OEPeOihhzBixAhUVVVh8uTJe3wNRHuCgQsiIiIiIiIiIqIhYNasWbjmmmvwy1/+EnfeeScMw8DatWvtt/2DTJkyBffddx+WLl2Kc889F/X19bjwwgtxxRVXYP78+XvVjtmzZ+O+++7Dz372M+zevRtNTU047bTTcN111yEUCgEAjjrqKLz88stYtmwZrrnmGnR2dqKpqQmnnnoqwuHwXp0XMHM13HHHHfjGN76BN998E3V1dbj22mt9wYD//u//xlVXXYVzzjkHmUwGixYtwk9/+lOccMIJ+NWvfoVNmzYhl8th9OjRuPrqq/HNb36zrPOvXr0ay5cvx49//GMIIXD22Wfj1ltv9VzTNddcg6lTp+K2227Db3/7W2QyGTQ1NeG4447DJZdcslfXHY1Gy257OX0UjUaxdu1aLFmyBDfffDNaWlrQ3NyMb3zjG1i2bJmnvttuuw1f//rXcf755yOdTpdMMk40kISUUg52I4iIiIiIiIiIiIj6MmvWLOzcuRN//etfD/i5ly9fjhUrVqClpaWi8z8MZh8RDSTmuCAiIiIiIiIiIiIioorBwAUREREREREREREREVUMLhVFREREREREREREREQVgzMuiIiIiIiIiIiIiIioYjBwQUREREREREREREREFYOBCyIiIiIiIiIiIiIiqhgMXBARERERERERERERUcVg4IKIiIiIiIiIiIiIiCoGAxdERERERERERERERFQxGLggIiIiIiIiIiIiIqKKwcAFERERERERERERERFVDAYuiIiIiIiIiIiIiIioYjBwQUREREREREREREREFeP/Bwiaaob4hDEhAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1680x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def add_panel_label(ax, label):\n",
    "    ax.text(\n",
    "        -0.04,\n",
    "        1.04,\n",
    "        label,\n",
    "        transform=ax.transAxes,\n",
    "        fontsize=13,\n",
    "        fontweight=\"bold\",\n",
    "        va=\"bottom\",\n",
    "        ha=\"right\",\n",
    "    )\n",
    "\n",
    "\n",
    "def plot_spatial_points(adata, values, ax, title, cmap=\"viridis\", point_size=8):\n",
    "    coords = np.asarray(adata.obsm[\"spatial\"])\n",
    "    scatter = ax.scatter(coords[:, 0], coords[:, 1], c=values, s=point_size, cmap=cmap, linewidths=0)\n",
    "    ax.set_title(title)\n",
    "    ax.set_aspect(\"equal\")\n",
    "    ax.invert_yaxis()\n",
    "    ax.set_xticks([])\n",
    "    ax.set_yticks([])\n",
    "    return scatter\n",
    "\n",
    "fig, axes = plt.subplots(1, 3, figsize=(14, 4))\n",
    "axes[0].imshow(image)\n",
    "axes[0].set_title(\"Histology context\")\n",
    "axes[0].axis(\"off\")\n",
    "add_panel_label(axes[0], \"a\")\n",
    "\n",
    "scatter = plot_spatial_points(\n",
    "    adata_st_raw,\n",
    "    adata_st_raw.obs[\"transcript_counts\"],\n",
    "    axes[1],\n",
    "    \"Spatial transcript density\",\n",
    "    cmap=\"viridis\",\n",
    ")\n",
    "plt.colorbar(scatter, ax=axes[1], fraction=0.046, pad=0.02, label=\"transcripts\")\n",
    "add_panel_label(axes[1], \"b\")\n",
    "\n",
    "axes[2].hist(adata_st_raw.obs[\"transcript_counts\"], bins=40, color=COLOR_MAIN, alpha=0.88)\n",
    "median_count = float(np.median(adata_st_raw.obs[\"transcript_counts\"]))\n",
    "axes[2].axvline(median_count, color=COLOR_ACCENT, linewidth=2, label=f\"median = {median_count:,.0f}\")\n",
    "axes[2].set_title(\"Capture-depth distribution\")\n",
    "axes[2].set_xlabel(\"transcripts per spot\")\n",
    "axes[2].set_ylabel(\"spots\")\n",
    "axes[2].legend(frameon=False)\n",
    "add_panel_label(axes[2], \"c\")\n",
    "\n",
    "plt.tight_layout()\n",
    "figure_path = FIGURE_DIR / \"01_input_qc.png\"\n",
    "plt.savefig(figure_path, bbox_inches=\"tight\")\n",
    "display(Markdown(f\"**Figure 1 saved:** `{figure_path}`\"))\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fafa69da",
   "metadata": {},
   "source": [
    "## 4. Build REVISE-Ready Input Objects\n",
    "\n",
    "The REVISE application route expects broad and fine cell-type labels in `Level1` and `Level2`. The reference annotation column `celltype` is copied into both fields, and also into `clusters`, so that all downstream routing logic sees a consistent annotation schema.\n",
    "\n",
    "The Visium and scRNA matrices are then restricted to common genes. This mirrors the usual reference-guided spatial reconstruction setup: only genes observed in both modalities can be used for anchoring and allocation.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "624e1fe9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-13T07:11:27.206517Z",
     "iopub.status.busy": "2026-05-13T07:11:27.206289Z",
     "iopub.status.idle": "2026-05-13T07:11:27.756251Z",
     "shell.execute_reply": "2026-05-13T07:11:27.755799Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>metric</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>common genes</td>\n",
       "      <td>32245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>prepared Visium spots</td>\n",
       "      <td>685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>prepared Visium genes</td>\n",
       "      <td>32245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>prepared reference cells</td>\n",
       "      <td>10500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>prepared reference genes</td>\n",
       "      <td>32245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>reference cell types</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     metric  value\n",
       "0              common genes  32245\n",
       "1     prepared Visium spots    685\n",
       "2     prepared Visium genes  32245\n",
       "3  prepared reference cells  10500\n",
       "4  prepared reference genes  32245\n",
       "5      reference cell types     14"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cell_type</th>\n",
       "      <th>reference_cells</th>\n",
       "      <th>fraction</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Astro</td>\n",
       "      <td>750</td>\n",
       "      <td>0.071429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CA</td>\n",
       "      <td>750</td>\n",
       "      <td>0.071429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>DG</td>\n",
       "      <td>750</td>\n",
       "      <td>0.071429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>L2_3 IT CTX</td>\n",
       "      <td>750</td>\n",
       "      <td>0.071429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>L4 IT CTX</td>\n",
       "      <td>750</td>\n",
       "      <td>0.071429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>L4_5 IT CTX</td>\n",
       "      <td>750</td>\n",
       "      <td>0.071429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>L5 IT CTX</td>\n",
       "      <td>750</td>\n",
       "      <td>0.071429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>L5 PT CTX</td>\n",
       "      <td>750</td>\n",
       "      <td>0.071429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>L5_6 IT CTX</td>\n",
       "      <td>750</td>\n",
       "      <td>0.071429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>L6 CT CTX</td>\n",
       "      <td>750</td>\n",
       "      <td>0.071429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>L6b CTX</td>\n",
       "      <td>750</td>\n",
       "      <td>0.071429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Microglia</td>\n",
       "      <td>750</td>\n",
       "      <td>0.071429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Oligo</td>\n",
       "      <td>750</td>\n",
       "      <td>0.071429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>SUB</td>\n",
       "      <td>750</td>\n",
       "      <td>0.071429</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      cell_type  reference_cells  fraction\n",
       "0         Astro              750  0.071429\n",
       "1            CA              750  0.071429\n",
       "2            DG              750  0.071429\n",
       "3   L2_3 IT CTX              750  0.071429\n",
       "4     L4 IT CTX              750  0.071429\n",
       "5   L4_5 IT CTX              750  0.071429\n",
       "6     L5 IT CTX              750  0.071429\n",
       "7     L5 PT CTX              750  0.071429\n",
       "8   L5_6 IT CTX              750  0.071429\n",
       "9     L6 CT CTX              750  0.071429\n",
       "10      L6b CTX              750  0.071429\n",
       "11    Microglia              750  0.071429\n",
       "12        Oligo              750  0.071429\n",
       "13          SUB              750  0.071429"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "adata_st = adata_st_raw.copy()\n",
    "adata_sc = adata_sc_raw.copy()\n",
    "\n",
    "adata_st.obsm[\"spatial\"] = np.asarray(adata_st.obsm[\"spatial\"]).astype(np.int32)\n",
    "adata_st.obs[\"transcript_counts\"] = np.asarray(adata_st.X.sum(axis=1)).ravel()\n",
    "\n",
    "labels = adata_sc.obs[KEY_TYPE].astype(str).str.replace(\"/\", \"_\", regex=False)\n",
    "adata_sc.obs[\"Level1\"] = labels\n",
    "adata_sc.obs[\"Level2\"] = labels\n",
    "adata_sc.obs[\"clusters\"] = labels\n",
    "\n",
    "common_genes = adata_st.var_names.intersection(adata_sc.var_names)\n",
    "if len(common_genes) == 0:\n",
    "    raise ValueError(\"No common genes between Visium spots and scRNA reference\")\n",
    "\n",
    "adata_st = adata_st[:, common_genes].copy()\n",
    "adata_sc = adata_sc[:, common_genes].copy()\n",
    "\n",
    "prep_summary = pd.DataFrame(\n",
    "    [\n",
    "        (\"common genes\", len(common_genes)),\n",
    "        (\"prepared Visium spots\", adata_st.n_obs),\n",
    "        (\"prepared Visium genes\", adata_st.n_vars),\n",
    "        (\"prepared reference cells\", adata_sc.n_obs),\n",
    "        (\"prepared reference genes\", adata_sc.n_vars),\n",
    "        (\"reference cell types\", adata_sc.obs[\"Level1\"].nunique()),\n",
    "    ],\n",
    "    columns=[\"metric\", \"value\"],\n",
    ")\n",
    "cell_type_table = (\n",
    "    adata_sc.obs[\"Level1\"]\n",
    "    .value_counts()\n",
    "    .rename_axis(\"cell_type\")\n",
    "    .reset_index(name=\"reference_cells\")\n",
    ")\n",
    "cell_type_table[\"fraction\"] = cell_type_table[\"reference_cells\"] / cell_type_table[\"reference_cells\"].sum()\n",
    "\n",
    "display(prep_summary)\n",
    "display(cell_type_table)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "efd367b5",
   "metadata": {},
   "source": [
    "## 5. Allocate Virtual Cells From Transcript Abundance\n",
    "\n",
    "This section estimates the number of virtual cells per spot with a transparent transcript-count rule:\n",
    "\n",
    "1. Compute total transcript counts per Visium spot.\n",
    "2. Scale counts so that the median positive spot maps to about four virtual cells.\n",
    "3. Clamp the estimate to the interval `[1, 12]` to keep the case lightweight and prevent a few high-depth spots from dominating the reconstruction.\n",
    "\n",
    "The resulting spot-to-virtual-cell mapping is written to `adata_st.uns['all_cells_in_spot']`, which is consumed by the REVISE spot-level reconstruction path.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "92e41cbf",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-13T07:11:27.758116Z",
     "iopub.status.busy": "2026-05-13T07:11:27.757882Z",
     "iopub.status.idle": "2026-05-13T07:11:27.774489Z",
     "shell.execute_reply": "2026-05-13T07:11:27.773725Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>metric</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>transcripts per virtual-cell unit</td>\n",
       "      <td>3154.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>spots</td>\n",
       "      <td>685.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>total virtual cells</td>\n",
       "      <td>2979.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>median virtual cells per spot</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>minimum virtual cells per spot</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>maximum virtual cells per spot</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              metric   value\n",
       "0  transcripts per virtual-cell unit  3154.5\n",
       "1                              spots   685.0\n",
       "2                total virtual cells  2979.0\n",
       "3      median virtual cells per spot     4.0\n",
       "4     minimum virtual cells per spot     1.0\n",
       "5     maximum virtual cells per spot    12.0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>virtual_cells_per_spot</th>\n",
       "      <th>spots</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    virtual_cells_per_spot  spots\n",
       "0                        1    122\n",
       "1                        2     75\n",
       "2                        3     89\n",
       "3                        4     96\n",
       "4                        5     83\n",
       "5                        6     80\n",
       "6                        7     42\n",
       "7                        8     47\n",
       "8                        9     30\n",
       "9                       10     13\n",
       "10                      11      5\n",
       "11                      12      3"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def estimate_virtual_cells_from_transcripts(\n",
    "    adata,\n",
    "    target_median_cells=4,\n",
    "    min_cells=1,\n",
    "    max_cells=12,\n",
    "):\n",
    "    counts = np.asarray(adata.obs[\"transcript_counts\"], dtype=float)\n",
    "    positive = counts[counts > 0]\n",
    "    if positive.size == 0:\n",
    "        raise ValueError(\"All spots have zero transcript counts\")\n",
    "\n",
    "    scale = max(float(np.median(positive)) / float(target_median_cells), 1.0)\n",
    "    n_cells = np.rint(counts / scale).astype(int)\n",
    "    n_cells = np.clip(n_cells, int(min_cells), int(max_cells))\n",
    "\n",
    "    all_cells_in_spot = {}\n",
    "    for spot_name, n_cell in zip(adata.obs_names.astype(str), n_cells):\n",
    "        all_cells_in_spot[spot_name] = np.asarray(\n",
    "            [f\"{spot_name}_vc_{idx:02d}\" for idx in range(int(n_cell))],\n",
    "            dtype=str,\n",
    "        )\n",
    "    return n_cells, all_cells_in_spot, scale\n",
    "\n",
    "estimated_cell_count, all_cells_in_spot, transcript_scale = estimate_virtual_cells_from_transcripts(adata_st)\n",
    "adata_st.obs[\"estimated_cell_count\"] = estimated_cell_count\n",
    "adata_st.uns[\"all_cells_in_spot\"] = all_cells_in_spot\n",
    "\n",
    "virtual_cell_ids = [cell_id for cells in all_cells_in_spot.values() for cell_id in cells]\n",
    "allocation_summary = pd.DataFrame(\n",
    "    [\n",
    "        (\"transcripts per virtual-cell unit\", round(transcript_scale, 2)),\n",
    "        (\"spots\", adata_st.n_obs),\n",
    "        (\"total virtual cells\", len(virtual_cell_ids)),\n",
    "        (\"median virtual cells per spot\", float(np.median(estimated_cell_count))),\n",
    "        (\"minimum virtual cells per spot\", int(np.min(estimated_cell_count))),\n",
    "        (\"maximum virtual cells per spot\", int(np.max(estimated_cell_count))),\n",
    "    ],\n",
    "    columns=[\"metric\", \"value\"],\n",
    ")\n",
    "allocation_counts = (\n",
    "    pd.Series(estimated_cell_count, name=\"virtual_cells_per_spot\")\n",
    "    .value_counts()\n",
    "    .sort_index()\n",
    "    .rename_axis(\"virtual_cells_per_spot\")\n",
    "    .reset_index(name=\"spots\")\n",
    ")\n",
    "\n",
    "display(allocation_summary)\n",
    "display(allocation_counts)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2402ebcb",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-13T07:11:27.776211Z",
     "iopub.status.busy": "2026-05-13T07:11:27.776011Z",
     "iopub.status.idle": "2026-05-13T07:11:28.432519Z",
     "shell.execute_reply": "2026-05-13T07:11:28.432041Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "**Figure 2 saved:** `output/visium_mouse_brain_revise/notebook_figures/02_virtual_cell_allocation.png`"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1680x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 3, figsize=(14, 4))\n",
    "scatter = plot_spatial_points(\n",
    "    adata_st,\n",
    "    adata_st.obs[\"estimated_cell_count\"],\n",
    "    axes[0],\n",
    "    \"Estimated virtual cells per spot\",\n",
    "    cmap=\"magma\",\n",
    ")\n",
    "plt.colorbar(scatter, ax=axes[0], fraction=0.046, pad=0.02, label=\"virtual cells\")\n",
    "add_panel_label(axes[0], \"a\")\n",
    "\n",
    "axes[1].scatter(\n",
    "    adata_st.obs[\"transcript_counts\"],\n",
    "    adata_st.obs[\"estimated_cell_count\"],\n",
    "    s=9,\n",
    "    alpha=0.5,\n",
    "    color=COLOR_GREEN,\n",
    "    linewidths=0,\n",
    ")\n",
    "axes[1].set_title(\"Transcript abundance drives allocation\")\n",
    "axes[1].set_xlabel(\"transcripts per spot\")\n",
    "axes[1].set_ylabel(\"estimated virtual cells\")\n",
    "add_panel_label(axes[1], \"b\")\n",
    "\n",
    "axes[2].bar(\n",
    "    allocation_counts[\"virtual_cells_per_spot\"].astype(str),\n",
    "    allocation_counts[\"spots\"],\n",
    "    color=COLOR_MAIN,\n",
    "    alpha=0.9,\n",
    ")\n",
    "axes[2].set_title(\"Allocation remains bounded\")\n",
    "axes[2].set_xlabel(\"virtual cells per spot\")\n",
    "axes[2].set_ylabel(\"spots\")\n",
    "add_panel_label(axes[2], \"c\")\n",
    "\n",
    "plt.tight_layout()\n",
    "figure_path = FIGURE_DIR / \"02_virtual_cell_allocation.png\"\n",
    "plt.savefig(figure_path, bbox_inches=\"tight\")\n",
    "display(Markdown(f\"**Figure 2 saved:** `{figure_path}`\"))\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd054d05",
   "metadata": {},
   "source": [
    "## 6. Save Prepared Inputs And The Virtual-Cell Prior\n",
    "\n",
    "`PM_on_cell.csv` is a lightweight prior over cell types for each virtual cell. It is initialized from global cell-type abundance in the scRNA-seq reference and receives a tiny deterministic jitter to avoid exact ties. The later REVISE steps combine this prior with spot-level anchoring to assign virtual cells to specific cell types.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4cba86fc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-13T07:11:28.435078Z",
     "iopub.status.busy": "2026-05-13T07:11:28.434825Z",
     "iopub.status.idle": "2026-05-13T07:11:29.648137Z",
     "shell.execute_reply": "2026-05-13T07:11:29.647610Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 840x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>asset</th>\n",
       "      <th>path</th>\n",
       "      <th>size_mb</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>prepared Visium input</td>\n",
       "      <td>raw_data/visium_mouse_brain/REVISEVisiumMouseB...</td>\n",
       "      <td>33.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>prepared scRNA reference</td>\n",
       "      <td>raw_data/visium_mouse_brain/scRNA_mouse_brain_...</td>\n",
       "      <td>485.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>virtual-cell prior</td>\n",
       "      <td>raw_data/visium_mouse_brain/PM_on_cell.csv</td>\n",
       "      <td>0.86</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      asset  \\\n",
       "0     prepared Visium input   \n",
       "1  prepared scRNA reference   \n",
       "2        virtual-cell prior   \n",
       "\n",
       "                                                path  size_mb  \n",
       "0  raw_data/visium_mouse_brain/REVISEVisiumMouseB...    33.07  \n",
       "1  raw_data/visium_mouse_brain/scRNA_mouse_brain_...   485.20  \n",
       "2         raw_data/visium_mouse_brain/PM_on_cell.csv     0.86  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "**Figure 3 saved:** `output/visium_mouse_brain_revise/notebook_figures/03_reference_prior.png`"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cell_types = sorted(adata_sc.obs[\"Level1\"].astype(str).unique())\n",
    "cell_type_prior = (\n",
    "    adata_sc.obs[\"Level1\"]\n",
    "    .astype(str)\n",
    "    .value_counts(normalize=True)\n",
    "    .reindex(cell_types, fill_value=0.0)\n",
    ")\n",
    "\n",
    "rng = np.random.default_rng(42)\n",
    "pm_on_cell = pd.DataFrame(\n",
    "    np.tile(cell_type_prior.to_numpy(), (len(virtual_cell_ids), 1)),\n",
    "    index=virtual_cell_ids,\n",
    "    columns=cell_types,\n",
    ")\n",
    "pm_on_cell += rng.uniform(0, 1e-6, size=pm_on_cell.shape)\n",
    "pm_on_cell = pm_on_cell.div(pm_on_cell.sum(axis=1), axis=0)\n",
    "\n",
    "adata_st.write_h5ad(PREPARED_ST_PATH)\n",
    "adata_sc.write_h5ad(PREPARED_SC_PATH)\n",
    "pm_on_cell.to_csv(PM_ON_CELL_PATH)\n",
    "\n",
    "file_table = pd.DataFrame(\n",
    "    [\n",
    "        (\"prepared Visium input\", PREPARED_ST_PATH),\n",
    "        (\"prepared scRNA reference\", PREPARED_SC_PATH),\n",
    "        (\"virtual-cell prior\", PM_ON_CELL_PATH),\n",
    "    ],\n",
    "    columns=[\"asset\", \"path\"],\n",
    ")\n",
    "file_table[\"size_mb\"] = file_table[\"path\"].map(lambda p: round(Path(p).stat().st_size / 1024**2, 2))\n",
    "\n",
    "prior_table = cell_type_prior.sort_values(ascending=False).rename(\"prior_fraction\").reset_index()\n",
    "prior_table = prior_table.rename(columns={\"Level1\": \"cell_type\", \"index\": \"cell_type\"})\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(7, 4.8))\n",
    "plot_prior = prior_table.sort_values(\"prior_fraction\", ascending=True)\n",
    "ax.barh(plot_prior[\"cell_type\"], plot_prior[\"prior_fraction\"], color=COLOR_MAIN, alpha=0.9)\n",
    "ax.set_title(\"Reference-derived cell-type prior\")\n",
    "ax.set_xlabel(\"fraction of reference cells\")\n",
    "ax.set_ylabel(\"\")\n",
    "plt.tight_layout()\n",
    "figure_path = FIGURE_DIR / \"03_reference_prior.png\"\n",
    "plt.savefig(figure_path, bbox_inches=\"tight\")\n",
    "plt.show()\n",
    "\n",
    "display(file_table)\n",
    "display(Markdown(f\"**Figure 3 saved:** `{figure_path}`\"))\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c15b204",
   "metadata": {},
   "source": [
    "## 7. Run REVISE Reconstruction\n",
    "\n",
    "The next cell calls the unified REVISE API. The thresholds are intentionally moderate because this is a runnable case notebook rather than a large-scale benchmark. The graph is built with PCA neighbors for a dependency-light and reproducible default route.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "496eaeba",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-13T07:11:29.650144Z",
     "iopub.status.busy": "2026-05-13T07:11:29.649886Z",
     "iopub.status.idle": "2026-05-13T07:11:51.309585Z",
     "shell.execute_reply": "2026-05-13T07:11:51.308975Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>metric</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>profile</td>\n",
       "      <td>application_sc_sst</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>platform</td>\n",
       "      <td>sST</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>runtime_seconds</td>\n",
       "      <td>21.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>run_directory</td>\n",
       "      <td>output/visium_mouse_brain_revise/REVISEVisiumM...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>summary_keys</td>\n",
       "      <td>artifact_keys, n_obs, n_vars, quality_metric_k...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            metric                                              value\n",
       "0          profile                                 application_sc_sst\n",
       "1         platform                                                sST\n",
       "2  runtime_seconds                                               21.6\n",
       "3    run_directory  output/visium_mouse_brain_revise/REVISEVisiumM...\n",
       "4     summary_keys  artifact_keys, n_obs, n_vars, quality_metric_k..."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "**Pipeline log tail**\n",
       "\n",
       "```text\n",
       "[2026-05-13 07:11:40] [INFO] [sc_svc_sr_application.py:95] Extracted SVC expressions using simple allocation method\n",
       "[2026-05-13 07:11:40] [INFO] [sc_svc_sr_application.py:99] Applying OT-based neighbor enhancement among single cells\n",
       "[2026-05-13 07:11:50] [INFO] [sc_svc_sr_application.py:195] Number of cells processed: 2979\n",
       "[2026-05-13 07:11:50] [INFO] [sc_svc_sr_application.py:196] Number of unique spots: 685\n",
       "[2026-05-13 07:11:50] [INFO] [sc_svc_sr_application.py:197] Shape of SVC_X: (2979, 12560)\n",
       "[2026-05-13 07:11:50] [INFO] [pipeline.py:62] [pipeline] stage=update_expression\n",
       "[2026-05-13 07:11:50] [INFO] [pipeline.py:62] [pipeline] stage=finalize_svc\n",
       "[2026-05-13 07:11:51] [INFO] [pipeline.py:62] [pipeline] stage=evaluate_if_needed\n",
       "[2026-05-13 07:11:51] [INFO] [pipeline.py:101] [pipeline] evaluation skipped by policy\n",
       "[2026-05-13 07:11:51] [INFO] [framework.py:155] [framework] finished unified run route=sST:spot_size\n",
       "```"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "start_time = time.time()\n",
    "stdout_buffer = io.StringIO()\n",
    "stderr_buffer = io.StringIO()\n",
    "\n",
    "with warnings.catch_warnings(), contextlib.redirect_stdout(stdout_buffer), contextlib.redirect_stderr(stderr_buffer):\n",
    "    warnings.simplefilter(\"ignore\")\n",
    "    pipeline = REVISEPipeline(config_path=\"revise/revise.yaml\")\n",
    "    svc = pipeline.run(\n",
    "        profile=\"application_sc_sst\",\n",
    "        runtime_overrides={\n",
    "            \"platform\": \"sST\",\n",
    "            \"confounding\": \"spot_size\",\n",
    "            \"legacy_mode\": True,\n",
    "        },\n",
    "        io_overrides={\n",
    "            \"data_root\": str(DATA_ROOT),\n",
    "            \"output_root\": str(OUTPUT_ROOT),\n",
    "            \"sample_name\": SAMPLE_NAME,\n",
    "            \"st_file\": ST_FILE,\n",
    "            \"sc_ref_file\": SC_REF_FILE,\n",
    "        },\n",
    "        set_overrides=[\n",
    "            \"preprocess.st_min_transcripts=20\",\n",
    "            \"preprocess.st_min_cells=20\",\n",
    "            \"preprocess.sc_min_cells=20\",\n",
    "            \"graph.method=pca\",\n",
    "            \"graph.n_neighbors=10\",\n",
    "            \"graph.exp_neighbors=10\",\n",
    "            \"graph.spatial_neighbors=10\",\n",
    "            \"sc.match_spot_sum=true\",\n",
    "        ],\n",
    "        dry_run=False,\n",
    "    )\n",
    "\n",
    "elapsed_seconds = time.time() - start_time\n",
    "summary = svc.summary()\n",
    "run_dir = Path(svc.provenance[\"run_dir\"])\n",
    "run_summary = pd.DataFrame(\n",
    "    [\n",
    "        (\"profile\", \"application_sc_sst\"),\n",
    "        (\"platform\", \"sST\"),\n",
    "        (\"runtime_seconds\", round(elapsed_seconds, 1)),\n",
    "        (\"run_directory\", str(run_dir)),\n",
    "        (\"summary_keys\", \", \".join(sorted(summary.keys()))),\n",
    "    ],\n",
    "    columns=[\"metric\", \"value\"],\n",
    ")\n",
    "\n",
    "captured_lines = (stdout_buffer.getvalue() + \"\\n\" + stderr_buffer.getvalue()).splitlines()\n",
    "info_lines = [line for line in captured_lines if \"[INFO]\" in line or \"[pipeline]\" in line]\n",
    "log_tail = \"\\n\".join(info_lines[-10:]) if info_lines else \"No concise pipeline log lines were captured.\"\n",
    "\n",
    "display(run_summary)\n",
    "display(Markdown(\"**Pipeline log tail**\\n\\n```text\\n\" + log_tail + \"\\n```\"))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2923e10",
   "metadata": {},
   "source": [
    "## 8. Inspect The Reconstructed SVC Object\n",
    "\n",
    "For this route, the main result is `sc_svc_dec`: a virtual-cell AnnData object with reconstructed expression, spot-derived coordinates, and REVISE-assigned cell types.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "2a6ec337",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-13T07:11:51.311880Z",
     "iopub.status.busy": "2026-05-13T07:11:51.311563Z",
     "iopub.status.idle": "2026-05-13T07:11:51.402624Z",
     "shell.execute_reply": "2026-05-13T07:11:51.402071Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>metric</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>virtual cells</td>\n",
       "      <td>2979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>genes</td>\n",
       "      <td>12560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>assigned cell types</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>source spots</td>\n",
       "      <td>685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>canonical artifact</td>\n",
       "      <td>output/visium_mouse_brain_revise/REVISEVisiumM...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>legacy-compatible artifact</td>\n",
       "      <td>output/visium_mouse_brain_revise/REVISEVisiumM...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       metric  \\\n",
       "0               virtual cells   \n",
       "1                       genes   \n",
       "2         assigned cell types   \n",
       "3                source spots   \n",
       "4          canonical artifact   \n",
       "5  legacy-compatible artifact   \n",
       "\n",
       "                                               value  \n",
       "0                                               2979  \n",
       "1                                              12560  \n",
       "2                                                 14  \n",
       "3                                                685  \n",
       "4  output/visium_mouse_brain_revise/REVISEVisiumM...  \n",
       "5  output/visium_mouse_brain_revise/REVISEVisiumM...  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cell_type</th>\n",
       "      <th>spot_name</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cell_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AAACACCAATAACTGC-1_vc_00</th>\n",
       "      <td>L4_5 IT CTX</td>\n",
       "      <td>AAACACCAATAACTGC-1</td>\n",
       "      <td>1198</td>\n",
       "      <td>2420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACACCAATAACTGC-1_vc_01</th>\n",
       "      <td>L6 CT CTX</td>\n",
       "      <td>AAACACCAATAACTGC-1</td>\n",
       "      <td>1198</td>\n",
       "      <td>2420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACACCAATAACTGC-1_vc_02</th>\n",
       "      <td>SUB</td>\n",
       "      <td>AAACACCAATAACTGC-1</td>\n",
       "      <td>1198</td>\n",
       "      <td>2420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACACCAATAACTGC-1_vc_03</th>\n",
       "      <td>L6b CTX</td>\n",
       "      <td>AAACACCAATAACTGC-1</td>\n",
       "      <td>1198</td>\n",
       "      <td>2420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACACCAATAACTGC-1_vc_04</th>\n",
       "      <td>L5 PT CTX</td>\n",
       "      <td>AAACACCAATAACTGC-1</td>\n",
       "      <td>1198</td>\n",
       "      <td>2420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACACCAATAACTGC-1_vc_05</th>\n",
       "      <td>DG</td>\n",
       "      <td>AAACACCAATAACTGC-1</td>\n",
       "      <td>1198</td>\n",
       "      <td>2420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACAGCTTTCAGAAG-1_vc_00</th>\n",
       "      <td>DG</td>\n",
       "      <td>AAACAGCTTTCAGAAG-1</td>\n",
       "      <td>631</td>\n",
       "      <td>857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACAGCTTTCAGAAG-1_vc_01</th>\n",
       "      <td>L4_5 IT CTX</td>\n",
       "      <td>AAACAGCTTTCAGAAG-1</td>\n",
       "      <td>631</td>\n",
       "      <td>857</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            cell_type           spot_name     x     y\n",
       "cell_id                                                              \n",
       "AAACACCAATAACTGC-1_vc_00  L4_5 IT CTX  AAACACCAATAACTGC-1  1198  2420\n",
       "AAACACCAATAACTGC-1_vc_01    L6 CT CTX  AAACACCAATAACTGC-1  1198  2420\n",
       "AAACACCAATAACTGC-1_vc_02          SUB  AAACACCAATAACTGC-1  1198  2420\n",
       "AAACACCAATAACTGC-1_vc_03      L6b CTX  AAACACCAATAACTGC-1  1198  2420\n",
       "AAACACCAATAACTGC-1_vc_04    L5 PT CTX  AAACACCAATAACTGC-1  1198  2420\n",
       "AAACACCAATAACTGC-1_vc_05           DG  AAACACCAATAACTGC-1  1198  2420\n",
       "AAACAGCTTTCAGAAG-1_vc_00           DG  AAACAGCTTTCAGAAG-1   631   857\n",
       "AAACAGCTTTCAGAAG-1_vc_01  L4_5 IT CTX  AAACAGCTTTCAGAAG-1   631   857"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cell_type</th>\n",
       "      <th>virtual_cells</th>\n",
       "      <th>fraction</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Astro</td>\n",
       "      <td>1097</td>\n",
       "      <td>0.368244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>L5 IT CTX</td>\n",
       "      <td>240</td>\n",
       "      <td>0.080564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>L5 PT CTX</td>\n",
       "      <td>236</td>\n",
       "      <td>0.079221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>L6b CTX</td>\n",
       "      <td>204</td>\n",
       "      <td>0.068479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SUB</td>\n",
       "      <td>186</td>\n",
       "      <td>0.062437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>L5_6 IT CTX</td>\n",
       "      <td>179</td>\n",
       "      <td>0.060087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>L6 CT CTX</td>\n",
       "      <td>171</td>\n",
       "      <td>0.057402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>L4_5 IT CTX</td>\n",
       "      <td>130</td>\n",
       "      <td>0.043639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>L4 IT CTX</td>\n",
       "      <td>107</td>\n",
       "      <td>0.035918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Oligo</td>\n",
       "      <td>106</td>\n",
       "      <td>0.035582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>CA</td>\n",
       "      <td>101</td>\n",
       "      <td>0.033904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>L2_3 IT CTX</td>\n",
       "      <td>87</td>\n",
       "      <td>0.029204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Microglia</td>\n",
       "      <td>70</td>\n",
       "      <td>0.023498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>DG</td>\n",
       "      <td>65</td>\n",
       "      <td>0.021819</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      cell_type  virtual_cells  fraction\n",
       "0         Astro           1097  0.368244\n",
       "1     L5 IT CTX            240  0.080564\n",
       "2     L5 PT CTX            236  0.079221\n",
       "3       L6b CTX            204  0.068479\n",
       "4           SUB            186  0.062437\n",
       "5   L5_6 IT CTX            179  0.060087\n",
       "6     L6 CT CTX            171  0.057402\n",
       "7   L4_5 IT CTX            130  0.043639\n",
       "8     L4 IT CTX            107  0.035918\n",
       "9         Oligo            106  0.035582\n",
       "10           CA            101  0.033904\n",
       "11  L2_3 IT CTX             87  0.029204\n",
       "12    Microglia             70  0.023498\n",
       "13           DG             65  0.021819"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "artifact_path = run_dir / \"artifacts\" / \"sc_svc_dec.h5ad\"\n",
    "legacy_path = run_dir / \"sc_SVC.h5ad\"\n",
    "\n",
    "svc_adata = svc.expr.copy() if svc.expr is not None else sc.read_h5ad(artifact_path)\n",
    "svc_adata.obsm[\"spatial\"] = svc_adata.obs[[\"x\", \"y\"]].to_numpy(dtype=float)\n",
    "\n",
    "svc_metrics = pd.DataFrame(\n",
    "    [\n",
    "        (\"virtual cells\", svc_adata.n_obs),\n",
    "        (\"genes\", svc_adata.n_vars),\n",
    "        (\"assigned cell types\", svc_adata.obs[\"cell_type\"].astype(str).nunique()),\n",
    "        (\"source spots\", svc_adata.obs[\"spot_name\"].astype(str).nunique()),\n",
    "        (\"canonical artifact\", str(artifact_path)),\n",
    "        (\"legacy-compatible artifact\", str(legacy_path)),\n",
    "    ],\n",
    "    columns=[\"metric\", \"value\"],\n",
    ")\n",
    "obs_preview = svc_adata.obs[[\"cell_type\", \"spot_name\", \"x\", \"y\"]].head(8)\n",
    "cell_type_counts = (\n",
    "    svc_adata.obs[\"cell_type\"]\n",
    "    .astype(str)\n",
    "    .value_counts()\n",
    "    .rename_axis(\"cell_type\")\n",
    "    .reset_index(name=\"virtual_cells\")\n",
    ")\n",
    "cell_type_counts[\"fraction\"] = cell_type_counts[\"virtual_cells\"] / cell_type_counts[\"virtual_cells\"].sum()\n",
    "\n",
    "display(svc_metrics)\n",
    "display(obs_preview)\n",
    "display(cell_type_counts)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b875c116",
   "metadata": {},
   "source": [
    "## 9. Spatial Layout Of Reconstructed Cell Types\n",
    "\n",
    "Multiple virtual cells can share the same original spot center because this notebook does not infer cell boundaries from images. The plot should therefore be read as a REVISE virtual-cell reconstruction on top of spot-level geometry, not as a physical segmentation map.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "493d859f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-13T07:11:51.404712Z",
     "iopub.status.busy": "2026-05-13T07:11:51.404302Z",
     "iopub.status.idle": "2026-05-13T07:11:52.282261Z",
     "shell.execute_reply": "2026-05-13T07:11:52.281543Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "**Figure 4 saved:** `output/visium_mouse_brain_revise/notebook_figures/04_revise_cell_type_layout.png`"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1680x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_virtual_cells_by_type(adata, ax, max_legend_types=18, point_size=4):\n",
    "    obs = adata.obs.copy()\n",
    "    obs[\"cell_type\"] = obs[\"cell_type\"].astype(str)\n",
    "    counts = obs[\"cell_type\"].value_counts()\n",
    "    ordered_types = counts.index.tolist()\n",
    "    palette = plt.get_cmap(\"tab20\").colors\n",
    "\n",
    "    for idx, cell_type in enumerate(ordered_types):\n",
    "        part = obs[obs[\"cell_type\"] == cell_type]\n",
    "        ax.scatter(\n",
    "            part[\"x\"],\n",
    "            part[\"y\"],\n",
    "            s=point_size,\n",
    "            alpha=0.72,\n",
    "            color=palette[idx % len(palette)],\n",
    "            label=cell_type,\n",
    "            linewidths=0,\n",
    "        )\n",
    "    ax.set_aspect(\"equal\")\n",
    "    ax.invert_yaxis()\n",
    "    ax.set_xticks([])\n",
    "    ax.set_yticks([])\n",
    "    ax.set_title(\"REVISE virtual cells by assigned type\")\n",
    "    if len(ordered_types) <= max_legend_types:\n",
    "        ax.legend(markerscale=3, bbox_to_anchor=(1.02, 1), loc=\"upper left\", frameon=False)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
    "plot_virtual_cells_by_type(svc_adata, axes[0])\n",
    "add_panel_label(axes[0], \"a\")\n",
    "\n",
    "plot_counts = cell_type_counts.sort_values(\"virtual_cells\", ascending=True)\n",
    "axes[1].barh(plot_counts[\"cell_type\"], plot_counts[\"virtual_cells\"], color=COLOR_GREEN, alpha=0.9)\n",
    "axes[1].set_title(\"Reconstructed virtual-cell composition\")\n",
    "axes[1].set_xlabel(\"virtual cells\")\n",
    "axes[1].set_ylabel(\"\")\n",
    "add_panel_label(axes[1], \"b\")\n",
    "\n",
    "plt.tight_layout()\n",
    "figure_path = FIGURE_DIR / \"04_revise_cell_type_layout.png\"\n",
    "plt.savefig(figure_path, bbox_inches=\"tight\")\n",
    "display(Markdown(f\"**Figure 4 saved:** `{figure_path}`\"))\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a97e4d7",
   "metadata": {},
   "source": [
    "## 10. Representative Reconstructed Gene Maps\n",
    "\n",
    "The marker list contains common mouse brain genes. Genes absent from the current matrix are skipped automatically, which keeps the notebook robust to small changes in the public input files.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "09208973",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-13T07:11:52.284405Z",
     "iopub.status.busy": "2026-05-13T07:11:52.284154Z",
     "iopub.status.idle": "2026-05-13T07:11:53.461446Z",
     "shell.execute_reply": "2026-05-13T07:11:53.460688Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gene</th>\n",
       "      <th>mean_expression</th>\n",
       "      <th>nonzero_fraction</th>\n",
       "      <th>p99_expression</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Snap25</td>\n",
       "      <td>21.482516</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>53.943100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Slc17a7</td>\n",
       "      <td>5.098511</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>14.137832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Gad1</td>\n",
       "      <td>2.496688</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>20.240637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Aqp4</td>\n",
       "      <td>6.177204</td>\n",
       "      <td>0.811010</td>\n",
       "      <td>45.517108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mbp</td>\n",
       "      <td>23.765429</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>665.619632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>C1qa</td>\n",
       "      <td>0.652996</td>\n",
       "      <td>0.632427</td>\n",
       "      <td>23.300546</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      gene  mean_expression  nonzero_fraction  p99_expression\n",
       "0   Snap25        21.482516          1.000000       53.943100\n",
       "1  Slc17a7         5.098511          1.000000       14.137832\n",
       "2     Gad1         2.496688          1.000000       20.240637\n",
       "3     Aqp4         6.177204          0.811010       45.517108\n",
       "4      Mbp        23.765429          1.000000      665.619632\n",
       "5     C1qa         0.652996          0.632427       23.300546"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "**Figure 5 saved:** `output/visium_mouse_brain_revise/notebook_figures/05_reconstructed_gene_maps.png`"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x960 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def expression_vector(adata, gene):\n",
    "    values = adata[:, gene].X\n",
    "    if sparse.issparse(values):\n",
    "        values = values.toarray()\n",
    "    return np.asarray(values).ravel()\n",
    "\n",
    "candidate_markers = [\"Snap25\", \"Slc17a7\", \"Gad1\", \"Aqp4\", \"Mbp\", \"C1qa\", \"Reln\", \"Pcp4\"]\n",
    "marker_genes = [gene for gene in candidate_markers if gene in svc_adata.var_names][:6]\n",
    "if not marker_genes:\n",
    "    marker_genes = list(svc_adata.var_names[: min(6, svc_adata.n_vars)])\n",
    "\n",
    "marker_summary = []\n",
    "for gene in marker_genes:\n",
    "    values = expression_vector(svc_adata, gene)\n",
    "    marker_summary.append(\n",
    "        {\n",
    "            \"gene\": gene,\n",
    "            \"mean_expression\": float(np.mean(values)),\n",
    "            \"nonzero_fraction\": float(np.mean(values > 0)),\n",
    "            \"p99_expression\": float(np.quantile(values, 0.99)),\n",
    "        }\n",
    "    )\n",
    "marker_summary = pd.DataFrame(marker_summary)\n",
    "display(marker_summary)\n",
    "\n",
    "ncols = 3\n",
    "nrows = int(np.ceil(len(marker_genes) / ncols))\n",
    "fig, axes = plt.subplots(nrows, ncols, figsize=(4 * ncols, 4 * nrows))\n",
    "axes = np.atleast_1d(axes).ravel()\n",
    "coords = svc_adata.obsm[\"spatial\"]\n",
    "\n",
    "for idx, (ax, gene) in enumerate(zip(axes, marker_genes)):\n",
    "    values = expression_vector(svc_adata, gene)\n",
    "    vmax = np.quantile(values, 0.99) if np.any(values) else 1.0\n",
    "    scatter = ax.scatter(\n",
    "        coords[:, 0],\n",
    "        coords[:, 1],\n",
    "        c=np.clip(values, 0, vmax),\n",
    "        s=4,\n",
    "        cmap=\"viridis\",\n",
    "        linewidths=0,\n",
    "    )\n",
    "    ax.set_title(gene)\n",
    "    ax.set_aspect(\"equal\")\n",
    "    ax.invert_yaxis()\n",
    "    ax.set_xticks([])\n",
    "    ax.set_yticks([])\n",
    "    add_panel_label(ax, chr(ord(\"a\") + idx))\n",
    "    plt.colorbar(scatter, ax=ax, fraction=0.046, pad=0.02)\n",
    "\n",
    "for ax in axes[len(marker_genes):]:\n",
    "    ax.axis(\"off\")\n",
    "\n",
    "plt.tight_layout()\n",
    "figure_path = FIGURE_DIR / \"05_reconstructed_gene_maps.png\"\n",
    "plt.savefig(figure_path, bbox_inches=\"tight\")\n",
    "display(Markdown(f\"**Figure 5 saved:** `{figure_path}`\"))\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1a4f482",
   "metadata": {},
   "source": [
    "## 11. Expression-Space Overview\n",
    "\n",
    "The spatial figures show where reconstructed virtual cells are placed. This PCA view checks whether the reconstructed expression matrix also carries cell-type structure in expression space.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "256dc066",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-13T07:11:53.464958Z",
     "iopub.status.busy": "2026-05-13T07:11:53.464395Z",
     "iopub.status.idle": "2026-05-13T07:12:22.611678Z",
     "shell.execute_reply": "2026-05-13T07:12:22.610800Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>metric</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>cells used</td>\n",
       "      <td>2979.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>highly variable genes used</td>\n",
       "      <td>2000.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>principal components</td>\n",
       "      <td>30.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>PC1 variance ratio</td>\n",
       "      <td>0.3785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>PC2 variance ratio</td>\n",
       "      <td>0.1183</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       metric      value\n",
       "0                  cells used  2979.0000\n",
       "1  highly variable genes used  2000.0000\n",
       "2        principal components    30.0000\n",
       "3          PC1 variance ratio     0.3785\n",
       "4          PC2 variance ratio     0.1183"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "**Figure 6 saved:** `output/visium_mouse_brain_revise/notebook_figures/06_expression_space_pca.png`"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1560x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "svc_embed = svc_adata.copy()\n",
    "sc.pp.normalize_total(svc_embed, target_sum=1e4)\n",
    "sc.pp.log1p(svc_embed)\n",
    "n_top_genes = min(2000, svc_embed.n_vars)\n",
    "if n_top_genes >= 50:\n",
    "    sc.pp.highly_variable_genes(svc_embed, n_top_genes=n_top_genes, subset=True)\n",
    "\n",
    "n_comps = min(30, svc_embed.n_obs - 1, svc_embed.n_vars - 1)\n",
    "sc.pp.pca(svc_embed, n_comps=n_comps, random_state=42)\n",
    "\n",
    "pca_coords = svc_embed.obsm[\"X_pca\"][:, :2]\n",
    "var_ratio = svc_embed.uns[\"pca\"][\"variance_ratio\"][: min(10, n_comps)]\n",
    "pca_summary = pd.DataFrame(\n",
    "    [\n",
    "        (\"cells used\", svc_embed.n_obs),\n",
    "        (\"highly variable genes used\", svc_embed.n_vars),\n",
    "        (\"principal components\", n_comps),\n",
    "        (\"PC1 variance ratio\", round(float(var_ratio[0]), 4)),\n",
    "        (\"PC2 variance ratio\", round(float(var_ratio[1]), 4)),\n",
    "    ],\n",
    "    columns=[\"metric\", \"value\"],\n",
    ")\n",
    "display(pca_summary)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(13, 5))\n",
    "obs = svc_embed.obs.copy()\n",
    "obs[\"cell_type\"] = obs[\"cell_type\"].astype(str)\n",
    "ordered_types = obs[\"cell_type\"].value_counts().index.tolist()\n",
    "palette = plt.get_cmap(\"tab20\").colors\n",
    "for idx, cell_type in enumerate(ordered_types):\n",
    "    mask = obs[\"cell_type\"].to_numpy() == cell_type\n",
    "    axes[0].scatter(\n",
    "        pca_coords[mask, 0],\n",
    "        pca_coords[mask, 1],\n",
    "        s=6,\n",
    "        alpha=0.7,\n",
    "        color=palette[idx % len(palette)],\n",
    "        label=cell_type,\n",
    "        linewidths=0,\n",
    "    )\n",
    "axes[0].set_title(\"Reconstructed expression space\")\n",
    "axes[0].set_xlabel(\"PC1\")\n",
    "axes[0].set_ylabel(\"PC2\")\n",
    "axes[0].legend(markerscale=2, bbox_to_anchor=(1.02, 1), loc=\"upper left\", frameon=False)\n",
    "add_panel_label(axes[0], \"a\")\n",
    "\n",
    "axes[1].bar(np.arange(1, len(var_ratio) + 1), var_ratio, color=COLOR_ACCENT, alpha=0.9)\n",
    "axes[1].set_title(\"Variance explained by leading PCs\")\n",
    "axes[1].set_xlabel(\"principal component\")\n",
    "axes[1].set_ylabel(\"variance ratio\")\n",
    "axes[1].set_xticks(np.arange(1, len(var_ratio) + 1))\n",
    "add_panel_label(axes[1], \"b\")\n",
    "\n",
    "plt.tight_layout()\n",
    "figure_path = FIGURE_DIR / \"06_expression_space_pca.png\"\n",
    "plt.savefig(figure_path, bbox_inches=\"tight\")\n",
    "display(Markdown(f\"**Figure 6 saved:** `{figure_path}`\"))\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45746a8d",
   "metadata": {},
   "source": [
    "## 12. Output Checklist\n",
    "\n",
    "A successful run should produce the prepared inputs, the virtual-cell prior, the REVISE run directory, the reconstructed SVC artifact, and the notebook figures listed below.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "4a526c8b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-13T07:12:22.614519Z",
     "iopub.status.busy": "2026-05-13T07:12:22.614051Z",
     "iopub.status.idle": "2026-05-13T07:12:22.627442Z",
     "shell.execute_reply": "2026-05-13T07:12:22.626963Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>asset</th>\n",
       "      <th>path</th>\n",
       "      <th>exists</th>\n",
       "      <th>size_mb</th>\n",
       "      <th>status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>prepared Visium input</td>\n",
       "      <td>raw_data/visium_mouse_brain/REVISEVisiumMouseB...</td>\n",
       "      <td>True</td>\n",
       "      <td>33.07</td>\n",
       "      <td>ready</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>prepared scRNA reference</td>\n",
       "      <td>raw_data/visium_mouse_brain/scRNA_mouse_brain_...</td>\n",
       "      <td>True</td>\n",
       "      <td>485.20</td>\n",
       "      <td>ready</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>virtual-cell prior</td>\n",
       "      <td>raw_data/visium_mouse_brain/PM_on_cell.csv</td>\n",
       "      <td>True</td>\n",
       "      <td>0.86</td>\n",
       "      <td>ready</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>run directory</td>\n",
       "      <td>output/visium_mouse_brain_revise/REVISEVisiumM...</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ready</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>canonical SVC artifact</td>\n",
       "      <td>output/visium_mouse_brain_revise/REVISEVisiumM...</td>\n",
       "      <td>True</td>\n",
       "      <td>286.22</td>\n",
       "      <td>ready</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>legacy-compatible SVC artifact</td>\n",
       "      <td>output/visium_mouse_brain_revise/REVISEVisiumM...</td>\n",
       "      <td>True</td>\n",
       "      <td>286.22</td>\n",
       "      <td>ready</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>provenance</td>\n",
       "      <td>output/visium_mouse_brain_revise/REVISEVisiumM...</td>\n",
       "      <td>True</td>\n",
       "      <td>0.00</td>\n",
       "      <td>ready</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Figure 1</td>\n",
       "      <td>output/visium_mouse_brain_revise/notebook_figu...</td>\n",
       "      <td>True</td>\n",
       "      <td>1.29</td>\n",
       "      <td>ready</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Figure 2</td>\n",
       "      <td>output/visium_mouse_brain_revise/notebook_figu...</td>\n",
       "      <td>True</td>\n",
       "      <td>0.32</td>\n",
       "      <td>ready</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Figure 3</td>\n",
       "      <td>output/visium_mouse_brain_revise/notebook_figu...</td>\n",
       "      <td>True</td>\n",
       "      <td>0.09</td>\n",
       "      <td>ready</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Figure 4</td>\n",
       "      <td>output/visium_mouse_brain_revise/notebook_figu...</td>\n",
       "      <td>True</td>\n",
       "      <td>0.23</td>\n",
       "      <td>ready</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Figure 5</td>\n",
       "      <td>output/visium_mouse_brain_revise/notebook_figu...</td>\n",
       "      <td>True</td>\n",
       "      <td>0.76</td>\n",
       "      <td>ready</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Figure 6</td>\n",
       "      <td>output/visium_mouse_brain_revise/notebook_figu...</td>\n",
       "      <td>True</td>\n",
       "      <td>0.18</td>\n",
       "      <td>ready</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             asset  \\\n",
       "0            prepared Visium input   \n",
       "1         prepared scRNA reference   \n",
       "2               virtual-cell prior   \n",
       "3                    run directory   \n",
       "4           canonical SVC artifact   \n",
       "5   legacy-compatible SVC artifact   \n",
       "6                       provenance   \n",
       "7                         Figure 1   \n",
       "8                         Figure 2   \n",
       "9                         Figure 3   \n",
       "10                        Figure 4   \n",
       "11                        Figure 5   \n",
       "12                        Figure 6   \n",
       "\n",
       "                                                 path  exists  size_mb status  \n",
       "0   raw_data/visium_mouse_brain/REVISEVisiumMouseB...    True    33.07  ready  \n",
       "1   raw_data/visium_mouse_brain/scRNA_mouse_brain_...    True   485.20  ready  \n",
       "2          raw_data/visium_mouse_brain/PM_on_cell.csv    True     0.86  ready  \n",
       "3   output/visium_mouse_brain_revise/REVISEVisiumM...    True      NaN  ready  \n",
       "4   output/visium_mouse_brain_revise/REVISEVisiumM...    True   286.22  ready  \n",
       "5   output/visium_mouse_brain_revise/REVISEVisiumM...    True   286.22  ready  \n",
       "6   output/visium_mouse_brain_revise/REVISEVisiumM...    True     0.00  ready  \n",
       "7   output/visium_mouse_brain_revise/notebook_figu...    True     1.29  ready  \n",
       "8   output/visium_mouse_brain_revise/notebook_figu...    True     0.32  ready  \n",
       "9   output/visium_mouse_brain_revise/notebook_figu...    True     0.09  ready  \n",
       "10  output/visium_mouse_brain_revise/notebook_figu...    True     0.23  ready  \n",
       "11  output/visium_mouse_brain_revise/notebook_figu...    True     0.76  ready  \n",
       "12  output/visium_mouse_brain_revise/notebook_figu...    True     0.18  ready  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "**Case status:** ready"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "expected_outputs = [\n",
    "    (\"prepared Visium input\", PREPARED_ST_PATH),\n",
    "    (\"prepared scRNA reference\", PREPARED_SC_PATH),\n",
    "    (\"virtual-cell prior\", PM_ON_CELL_PATH),\n",
    "    (\"run directory\", run_dir),\n",
    "    (\"canonical SVC artifact\", artifact_path),\n",
    "    (\"legacy-compatible SVC artifact\", legacy_path),\n",
    "    (\"provenance\", run_dir / \"provenance.json\"),\n",
    "    (\"Figure 1\", FIGURE_DIR / \"01_input_qc.png\"),\n",
    "    (\"Figure 2\", FIGURE_DIR / \"02_virtual_cell_allocation.png\"),\n",
    "    (\"Figure 3\", FIGURE_DIR / \"03_reference_prior.png\"),\n",
    "    (\"Figure 4\", FIGURE_DIR / \"04_revise_cell_type_layout.png\"),\n",
    "    (\"Figure 5\", FIGURE_DIR / \"05_reconstructed_gene_maps.png\"),\n",
    "    (\"Figure 6\", FIGURE_DIR / \"06_expression_space_pca.png\"),\n",
    "]\n",
    "\n",
    "checklist = pd.DataFrame(expected_outputs, columns=[\"asset\", \"path\"])\n",
    "checklist[\"exists\"] = checklist[\"path\"].map(lambda p: Path(p).exists())\n",
    "checklist[\"size_mb\"] = checklist[\"path\"].map(\n",
    "    lambda p: round(Path(p).stat().st_size / 1024**2, 2) if Path(p).is_file() else np.nan\n",
    ")\n",
    "checklist[\"status\"] = np.where(checklist[\"exists\"], \"ready\", \"missing\")\n",
    "\n",
    "display(checklist)\n",
    "display(Markdown(f\"**Case status:** {'ready' if checklist['exists'].all() else 'incomplete'}\"))\n"
   ]
  }
 ],
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