{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "316b12f5",
   "metadata": {},
   "source": [
    "# Reproducibility in different acquisition settings"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1df68aae-5365-4fe9-a69e-e9589a2338d0",
   "metadata": {},
   "source": [
    "This notebook aims to understand whether the acquisition setting and age has impact on reproducibility metrics on mature brains. In this analysis two open-data sharing initiatives were used: IXI and OASIS-3. The analysis was conducted per acquisition setting. Therefore, four groups were analysed: three groups for the IXI dataset (one per site/acquisition setting) and one group for the OASIS-3."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "10c64c57",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fmachado/anaconda3/envs/fs-cat12/lib/python3.9/site-packages/outdated/utils.py:14: OutdatedPackageWarning: The package pingouin is out of date. Your version is 0.5.1, the latest is 0.5.2.\n",
      "Set the environment variable OUTDATED_IGNORE=1 to disable these warnings.\n",
      "  return warn(\n"
     ]
    }
   ],
   "source": [
    "#@title\n",
    "\n",
    "import os\n",
    "import math\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import pingouin as pg\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from collections import Counter\n",
    "\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from settings import RESOURCE_DIR\n",
    "from utils import get_regression_metrics, bland_altman_plot\n",
    "\n",
    "# Tables format\n",
    "pd.set_option('display.float_format', lambda x: f\"{x: 0.2e}\")\n",
    "\n",
    "# Visualization format\n",
    "font = {'size'   : 18}\n",
    "matplotlib.rc('font', **font)\n",
    "sns.set_theme(style=\"whitegrid\", font_scale=2)\n",
    "\n",
    "# Global variables\n",
    "var_compare = \"repository_and_site\"\n",
    "template_name = \"a2009s\"\n",
    "metric_analysis = \"corticalThicknessAverage\"\n",
    "path_csv_cortical_data = \"cortical_thicknesss_different_acquisition_settings.csv\"\n",
    "\n",
    "color_pallete = {\"IXI|Guys\": \"#D81B60\", \"IXI|HH\": \"#1E88E5\", \"IXI|IOP\": \"#FFC107\", \"OASIS3\": \"#004D40\"}\n",
    "\n",
    "var_analyse = [\"r_square\", \"slope\", \"intercept\"]\n",
    "\n",
    "pipeline1 = \"ACPC_CAT12\"\n",
    "pipeline2 = \"FREESURFER\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e7623873-4eae-4e98-bdda-ed4b936338ec",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [],
   "source": [
    "#@title\n",
    "\n",
    "\n",
    "df_names_rois = pd.read_csv(os.path.join(RESOURCE_DIR, \"template\", f\"{template_name}_atlas_labels.csv\"))\n",
    "df_areas = pd.read_csv(os.path.join(RESOURCE_DIR, \"template\", f\"{template_name}_rois_areas.csv\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1eba92b-bfaf-4430-ac8f-ed480426d913",
   "metadata": {},
   "source": [
    "## Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "cd463e4c-6889-40a1-ad40-ef20492e394e",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "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>repositoryName</th>\n",
       "      <th>site</th>\n",
       "      <th>subjectID</th>\n",
       "      <th>sessionID</th>\n",
       "      <th>run</th>\n",
       "      <th>gender</th>\n",
       "      <th>age</th>\n",
       "      <th>software</th>\n",
       "      <th>roiName</th>\n",
       "      <th>corticalThicknessAverage</th>\n",
       "      <th>template</th>\n",
       "      <th>cjv</th>\n",
       "      <th>cnr</th>\n",
       "      <th>snr_total</th>\n",
       "      <th>repository_and_site</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>path</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz</th>\n",
       "      <td>IXI</td>\n",
       "      <td>Guys</td>\n",
       "      <td>sub-002</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>FEMALE</td>\n",
       "      <td>3.58e+01</td>\n",
       "      <td>ACPC_CAT12</td>\n",
       "      <td>lG_Ins_lg_and_S_cent_ins</td>\n",
       "      <td>3.16e+00</td>\n",
       "      <td>a2009s</td>\n",
       "      <td>3.35e-01</td>\n",
       "      <td>4.06e+00</td>\n",
       "      <td>1.58e+01</td>\n",
       "      <td>IXI|Guys</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz</th>\n",
       "      <td>IXI</td>\n",
       "      <td>Guys</td>\n",
       "      <td>sub-002</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>FEMALE</td>\n",
       "      <td>3.58e+01</td>\n",
       "      <td>ACPC_CAT12</td>\n",
       "      <td>lG_and_S_cingul-Ant</td>\n",
       "      <td>2.56e+00</td>\n",
       "      <td>a2009s</td>\n",
       "      <td>3.35e-01</td>\n",
       "      <td>4.06e+00</td>\n",
       "      <td>1.58e+01</td>\n",
       "      <td>IXI|Guys</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz</th>\n",
       "      <td>IXI</td>\n",
       "      <td>Guys</td>\n",
       "      <td>sub-002</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>FEMALE</td>\n",
       "      <td>3.58e+01</td>\n",
       "      <td>ACPC_CAT12</td>\n",
       "      <td>lG_and_S_cingul-Mid-Ant</td>\n",
       "      <td>2.69e+00</td>\n",
       "      <td>a2009s</td>\n",
       "      <td>3.35e-01</td>\n",
       "      <td>4.06e+00</td>\n",
       "      <td>1.58e+01</td>\n",
       "      <td>IXI|Guys</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz</th>\n",
       "      <td>IXI</td>\n",
       "      <td>Guys</td>\n",
       "      <td>sub-002</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>FEMALE</td>\n",
       "      <td>3.58e+01</td>\n",
       "      <td>ACPC_CAT12</td>\n",
       "      <td>lG_and_S_cingul-Mid-Post</td>\n",
       "      <td>2.69e+00</td>\n",
       "      <td>a2009s</td>\n",
       "      <td>3.35e-01</td>\n",
       "      <td>4.06e+00</td>\n",
       "      <td>1.58e+01</td>\n",
       "      <td>IXI|Guys</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         repositoryName  site subjectID  \\\n",
       "path                                                                      \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz            IXI  Guys   sub-002   \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz            IXI  Guys   sub-002   \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz            IXI  Guys   sub-002   \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz            IXI  Guys   sub-002   \n",
       "\n",
       "                                         sessionID  run  gender       age  \\\n",
       "path                                                                        \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz         1    1  FEMALE  3.58e+01   \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz         1    1  FEMALE  3.58e+01   \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz         1    1  FEMALE  3.58e+01   \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz         1    1  FEMALE  3.58e+01   \n",
       "\n",
       "                                            software  \\\n",
       "path                                                   \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz  ACPC_CAT12   \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz  ACPC_CAT12   \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz  ACPC_CAT12   \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz  ACPC_CAT12   \n",
       "\n",
       "                                                           roiName  \\\n",
       "path                                                                 \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz  lG_Ins_lg_and_S_cent_ins   \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz       lG_and_S_cingul-Ant   \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz   lG_and_S_cingul-Mid-Ant   \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz  lG_and_S_cingul-Mid-Post   \n",
       "\n",
       "                                          corticalThicknessAverage template  \\\n",
       "path                                                                          \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz                  3.16e+00   a2009s   \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz                  2.56e+00   a2009s   \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz                  2.69e+00   a2009s   \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz                  2.69e+00   a2009s   \n",
       "\n",
       "                                               cjv       cnr  snr_total  \\\n",
       "path                                                                      \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz  3.35e-01  4.06e+00   1.58e+01   \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz  3.35e-01  4.06e+00   1.58e+01   \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz  3.35e-01  4.06e+00   1.58e+01   \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz  3.35e-01  4.06e+00   1.58e+01   \n",
       "\n",
       "                                         repository_and_site  \n",
       "path                                                          \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz            IXI|Guys  \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz            IXI|Guys  \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz            IXI|Guys  \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz            IXI|Guys  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#@title\n",
    "df_software_raw = pd.read_csv(os.path.join(RESOURCE_DIR, \"data\", path_csv_cortical_data), low_memory=False)\n",
    "df_software_raw.set_index(\"path\", inplace=True)\n",
    "# Get only the template ROIs\n",
    "df_software_raw = df_software_raw.loc[df_software_raw.roiName.str[1:].isin(df_names_rois.label.to_list())]\n",
    "\n",
    "df_software_raw[\"repository_and_site\"] = df_software_raw.apply(lambda x: x[\"repositoryName\"] if (type(x[\"site\"]) == float and math.isnan(x[\"site\"])) or len(x[\"site\"]) == 0 else x[\"repositoryName\"]+ \"|\" + x[\"site\"], axis=1)\n",
    "df_software_raw.head(4)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77956868",
   "metadata": {},
   "source": [
    "### Check preprocessing problems\n",
    "\n",
    "Some images were only ran by one of the softwares, in the code below images with preprocessing problems are discoved, and those subjects/session/run are removed from the analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6eb7fa96",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2 images were only processed by: FREESURFER\n",
      "1 images were only processed by: ACPC_CAT12\n"
     ]
    }
   ],
   "source": [
    "#@title\n",
    "roi_name = df_software_raw.loc[(~df_software_raw[metric_analysis].isna()) & (df_software_raw.template == template_name)].roiName.to_list()[1]\n",
    "\n",
    "df_group = df_software_raw[df_software_raw[\"roiName\"] == roi_name].copy()\n",
    "df_group = df_group[df_group.template == template_name].groupby(by=['path']).apply(lambda x: list(x[\"software\"]))\n",
    "\n",
    "# Get the images run by only one\n",
    "df_problems_running = df_group[df_group.apply(len) == 1].to_frame()\n",
    "\n",
    "\n",
    "software_problems = [item for sublist in df_problems_running[0].to_list() for item in sublist]\n",
    "\n",
    "\n",
    "print(\"\\n\".join([f\"{number_problems} images were only processed by: {soft_name}\" for soft_name, number_problems in Counter(software_problems).items()]))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90c99b59-79e3-4057-b732-368713d5e9d8",
   "metadata": {},
   "source": [
    "### Search subjects with at least one ROI NaN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "52857b3b-a47d-484f-977a-04f0c03e3339",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "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 tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>subjectID</th>\n",
       "      <th>sessionID</th>\n",
       "      <th>run</th>\n",
       "      <th>template</th>\n",
       "      <th>repository_and_site</th>\n",
       "      <th>roiName</th>\n",
       "      <th colspan=\"2\" halign=\"left\">corticalThicknessAverage</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>software</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>ACPC_CAT12</th>\n",
       "      <th>FREESURFER</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>path</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz</th>\n",
       "      <td>sub-002</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>a2009s</td>\n",
       "      <td>IXI|Guys</td>\n",
       "      <td>lG_Ins_lg_and_S_cent_ins</td>\n",
       "      <td>3.16e+00</td>\n",
       "      <td>3.06e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz</th>\n",
       "      <td>sub-002</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>a2009s</td>\n",
       "      <td>IXI|Guys</td>\n",
       "      <td>lG_and_S_cingul-Ant</td>\n",
       "      <td>2.56e+00</td>\n",
       "      <td>2.80e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz</th>\n",
       "      <td>sub-002</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>a2009s</td>\n",
       "      <td>IXI|Guys</td>\n",
       "      <td>lG_and_S_cingul-Mid-Ant</td>\n",
       "      <td>2.69e+00</td>\n",
       "      <td>2.63e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz</th>\n",
       "      <td>sub-002</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>a2009s</td>\n",
       "      <td>IXI|Guys</td>\n",
       "      <td>lG_and_S_cingul-Mid-Post</td>\n",
       "      <td>2.69e+00</td>\n",
       "      <td>2.58e+00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         subjectID sessionID run template  \\\n",
       "software                                                                    \n",
       "path                                                                        \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz   sub-002         1   1   a2009s   \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz   sub-002         1   1   a2009s   \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz   sub-002         1   1   a2009s   \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz   sub-002         1   1   a2009s   \n",
       "\n",
       "                                         repository_and_site  \\\n",
       "software                                                       \n",
       "path                                                           \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz            IXI|Guys   \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz            IXI|Guys   \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz            IXI|Guys   \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz            IXI|Guys   \n",
       "\n",
       "                                                           roiName  \\\n",
       "software                                                             \n",
       "path                                                                 \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz  lG_Ins_lg_and_S_cent_ins   \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz       lG_and_S_cingul-Ant   \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz   lG_and_S_cingul-Mid-Ant   \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz  lG_and_S_cingul-Mid-Post   \n",
       "\n",
       "                                         corticalThicknessAverage             \n",
       "software                                               ACPC_CAT12 FREESURFER  \n",
       "path                                                                          \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz                 3.16e+00   3.06e+00  \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz                 2.56e+00   2.80e+00  \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz                 2.69e+00   2.63e+00  \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz                 2.69e+00   2.58e+00  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#@title\n",
    "df_software_raw = df_software_raw[~df_software_raw.index.isin(df_problems_running.index)]\n",
    "df_software = df_software_raw.reset_index().pivot(['path',  'subjectID', 'sessionID', 'run', 'template', var_compare,'roiName'], ['software'], [metric_analysis]).reset_index().set_index(\"path\")\n",
    "df_software.head(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "76e6e3f1-3291-4a14-80d4-d4b4a13465f2",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "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 tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>subjectID</th>\n",
       "      <th>sessionID</th>\n",
       "      <th>run</th>\n",
       "      <th>template</th>\n",
       "      <th>repository_and_site</th>\n",
       "      <th>roiName</th>\n",
       "      <th colspan=\"2\" halign=\"left\">corticalThicknessAverage</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>software</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>ACPC_CAT12</th>\n",
       "      <th>FREESURFER</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>path</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>IXI/HH/sub-275/anat/sub-275_T1w.nii.gz</th>\n",
       "      <td>sub-275</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>a2009s</td>\n",
       "      <td>IXI|HH</td>\n",
       "      <td>rLat_Fis-ant-Vertical</td>\n",
       "      <td>3.10e+00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IXI/IOP/sub-373/anat/sub-373_T1w.nii.gz</th>\n",
       "      <td>sub-373</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>a2009s</td>\n",
       "      <td>IXI|IOP</td>\n",
       "      <td>lS_interm_prim-Jensen</td>\n",
       "      <td>2.53e+00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OASIS3/sub-OAS30979/ses-d0051/anat/sub-OAS30979_ses-d0051_T1w.nii.gz</th>\n",
       "      <td>sub-OAS30979</td>\n",
       "      <td>ses-d0051</td>\n",
       "      <td>1</td>\n",
       "      <td>a2009s</td>\n",
       "      <td>OASIS3</td>\n",
       "      <td>rS_interm_prim-Jensen</td>\n",
       "      <td>2.26e+00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OASIS3/sub-OAS30986/ses-d1188/anat/sub-OAS30986_ses-d1188_run-01_T1w.nii.gz</th>\n",
       "      <td>sub-OAS30986</td>\n",
       "      <td>ses-d1188</td>\n",
       "      <td>1</td>\n",
       "      <td>a2009s</td>\n",
       "      <td>OASIS3</td>\n",
       "      <td>rLat_Fis-ant-Vertical</td>\n",
       "      <td>2.78e+00</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                       subjectID  sessionID  \\\n",
       "software                                                                      \n",
       "path                                                                          \n",
       "IXI/HH/sub-275/anat/sub-275_T1w.nii.gz                   sub-275          1   \n",
       "IXI/IOP/sub-373/anat/sub-373_T1w.nii.gz                  sub-373          1   \n",
       "OASIS3/sub-OAS30979/ses-d0051/anat/sub-OAS30979...  sub-OAS30979  ses-d0051   \n",
       "OASIS3/sub-OAS30986/ses-d1188/anat/sub-OAS30986...  sub-OAS30986  ses-d1188   \n",
       "\n",
       "                                                   run template  \\\n",
       "software                                                          \n",
       "path                                                              \n",
       "IXI/HH/sub-275/anat/sub-275_T1w.nii.gz               1   a2009s   \n",
       "IXI/IOP/sub-373/anat/sub-373_T1w.nii.gz              1   a2009s   \n",
       "OASIS3/sub-OAS30979/ses-d0051/anat/sub-OAS30979...   1   a2009s   \n",
       "OASIS3/sub-OAS30986/ses-d1188/anat/sub-OAS30986...   1   a2009s   \n",
       "\n",
       "                                                   repository_and_site  \\\n",
       "software                                                                 \n",
       "path                                                                     \n",
       "IXI/HH/sub-275/anat/sub-275_T1w.nii.gz                          IXI|HH   \n",
       "IXI/IOP/sub-373/anat/sub-373_T1w.nii.gz                        IXI|IOP   \n",
       "OASIS3/sub-OAS30979/ses-d0051/anat/sub-OAS30979...              OASIS3   \n",
       "OASIS3/sub-OAS30986/ses-d1188/anat/sub-OAS30986...              OASIS3   \n",
       "\n",
       "                                                                  roiName  \\\n",
       "software                                                                    \n",
       "path                                                                        \n",
       "IXI/HH/sub-275/anat/sub-275_T1w.nii.gz              rLat_Fis-ant-Vertical   \n",
       "IXI/IOP/sub-373/anat/sub-373_T1w.nii.gz             lS_interm_prim-Jensen   \n",
       "OASIS3/sub-OAS30979/ses-d0051/anat/sub-OAS30979...  rS_interm_prim-Jensen   \n",
       "OASIS3/sub-OAS30986/ses-d1188/anat/sub-OAS30986...  rLat_Fis-ant-Vertical   \n",
       "\n",
       "                                                   corticalThicknessAverage  \\\n",
       "software                                                         ACPC_CAT12   \n",
       "path                                                                          \n",
       "IXI/HH/sub-275/anat/sub-275_T1w.nii.gz                             3.10e+00   \n",
       "IXI/IOP/sub-373/anat/sub-373_T1w.nii.gz                            2.53e+00   \n",
       "OASIS3/sub-OAS30979/ses-d0051/anat/sub-OAS30979...                 2.26e+00   \n",
       "OASIS3/sub-OAS30986/ses-d1188/anat/sub-OAS30986...                 2.78e+00   \n",
       "\n",
       "                                                               \n",
       "software                                           FREESURFER  \n",
       "path                                                           \n",
       "IXI/HH/sub-275/anat/sub-275_T1w.nii.gz                    NaN  \n",
       "IXI/IOP/sub-373/anat/sub-373_T1w.nii.gz                   NaN  \n",
       "OASIS3/sub-OAS30979/ses-d0051/anat/sub-OAS30979...        NaN  \n",
       "OASIS3/sub-OAS30986/ses-d1188/anat/sub-OAS30986...        NaN  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#@title\n",
    "df_rois_nan = df_software.loc[df_software[[('corticalThicknessAverage', 'FREESURFER'), ('corticalThicknessAverage', 'ACPC_CAT12')]].isna().sum(axis=1)>0]\n",
    "df_rois_nan"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dee71e10-ec88-4b82-8bdd-68a08b32d626",
   "metadata": {},
   "source": [
    "#### Exclude subjects with at least one ROI NaN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d1223cbd-8638-4c07-95f1-1f9a62028421",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [],
   "source": [
    "#@title\n",
    "df_software_raw = df_software_raw.loc[~df_software_raw.index.isin(df_rois_nan.index.get_level_values(0).to_list())]\n",
    "df_software = df_software.loc[~df_software.index.isin(df_rois_nan.index.get_level_values(0).to_list())]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6ea1c49-fe35-42cc-9673-3cb868951d12",
   "metadata": {},
   "source": [
    "### Demographics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "28f90570-71a5-4555-83dd-1f497442ad90",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "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></th>\n",
       "      <th>Total of participants</th>\n",
       "      <th>Number males</th>\n",
       "      <th>Mean and standard deviation [years]</th>\n",
       "      <th>Min Age [years]</th>\n",
       "      <th>Max Age [years]</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>repositoryName</th>\n",
       "      <th>site</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">IXI</th>\n",
       "      <th>Guys</th>\n",
       "      <td>312</td>\n",
       "      <td>139</td>\n",
       "      <td>50.73+/- 15.98</td>\n",
       "      <td>20.07</td>\n",
       "      <td>86.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HH</th>\n",
       "      <td>179</td>\n",
       "      <td>85</td>\n",
       "      <td>47.63+/- 16.61</td>\n",
       "      <td>20.17</td>\n",
       "      <td>81.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IOP</th>\n",
       "      <td>67</td>\n",
       "      <td>24</td>\n",
       "      <td>42.13+/- 16.60</td>\n",
       "      <td>19.98</td>\n",
       "      <td>86.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OASIS3</th>\n",
       "      <th></th>\n",
       "      <td>491</td>\n",
       "      <td>199</td>\n",
       "      <td>68.33+/- 8.86</td>\n",
       "      <td>42.66</td>\n",
       "      <td>95.20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Total of participants  Number males  \\\n",
       "repositoryName site                                        \n",
       "IXI            Guys                    312           139   \n",
       "               HH                      179            85   \n",
       "               IOP                      67            24   \n",
       "OASIS3                                 491           199   \n",
       "\n",
       "                    Mean and standard deviation [years] Min Age [years]  \\\n",
       "repositoryName site                                                       \n",
       "IXI            Guys                      50.73+/- 15.98           20.07   \n",
       "               HH                        47.63+/- 16.61           20.17   \n",
       "               IOP                       42.13+/- 16.60           19.98   \n",
       "OASIS3                                    68.33+/- 8.86           42.66   \n",
       "\n",
       "                    Max Age [years]  \n",
       "repositoryName site                  \n",
       "IXI            Guys           86.20  \n",
       "               HH             81.94  \n",
       "               IOP            86.32  \n",
       "OASIS3                        95.20  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#@title\n",
    "df_subjects = df_software_raw[[\"repositoryName\", \"site\", var_compare, \"subjectID\", \"sessionID\", \"run\", \"age\", \"gender\", \"snr_total\"]].drop_duplicates().copy()\n",
    "df_subjects.site = df_subjects.site.apply(lambda x: \"\" if type(x)==float else x)\n",
    "\n",
    "if len(df_subjects[\"repositoryName\"].unique()) == 1: \n",
    "    groupby_col = [\"site\"] \n",
    "else:\n",
    "    groupby_col = [\"repositoryName\", \"site\"]\n",
    "    \n",
    "df_summary = df_subjects.groupby(groupby_col).apply(lambda x: pd.Series({\"Total of participants\": len(x), \n",
    "                                                                         \"Number males\": (x[\"gender\"]==\"MALE\").sum(),\n",
    "                                                                         \"Mean and standard deviation [years]\": f\"{x['age'].mean(): 0.2f}+/-{x['age'].std(): 0.2f}\",\n",
    "                                                                         \"Min Age [years]\": f\"{x['age'].min(): 0.2f}\",\n",
    "                                                                         \"Max Age [years]\": f\"{x['age'].max(): 0.2f}\"}))\n",
    "\n",
    "\n",
    "df_summary"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35479195-cd9a-482e-900b-264fb2807ca5",
   "metadata": {},
   "source": [
    "## Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "897a50e2-3d5d-4141-8059-0b6e69098c64",
   "metadata": {},
   "source": [
    "### Overall Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d26d21e7-75c6-46ab-b2b9-fd943bec8d1c",
   "metadata": {},
   "source": [
    "#### Bland-Altman plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "831ab6d8-9dc0-43d1-83ff-e35b7cbf23ce",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABLMAAAH6CAYAAAD87Q5hAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdeXxU9b34/9c5Z/Y9yyRkgRAkhAgIkd0Npe7VWq2/W7Vobavtvdbetn6tV1F721qX2l3b3tYubnWpet3qtQqKCypCDPseIEBCSDJZZt/POb8/hoQEEkggIQuf5+PhI86Zs7xnMkzm85735/2RdF3XEQRBEARBEARBEARBEIQRQB7qAARBEARBEARBEARBEAShr0QySxAEQRAEQRAEQRAEQRgxRDJLEARBEARBEARBEARBGDFEMksQBEEQBEEQBEEQBEEYMQxDHcBIpmkakUgEo9GIJElDHY4gCIIgCANM13VSqRR2ux1ZFt8BDhfiM5ggCIIgjG5H+wwmklnHIRKJsH379qEOQxAEQRCEQTZp0iScTudQhyEcID6DCYIgCMLJobfPYCKZdRyMRiOQeXJNJtMxnWPjxo1MnTp1IMMSRhjxGhDEa0AQr4HhK5lMsn379s6/+cLwMBCfwYQTR7zHCeI1IIjXwMntWH7/R/sMJpJZx6GjrN1kMmE2m4/5PMdzrDA6iNeAIF4DgngNDG9iKtvwMlCfwYQTR/yeBPEaEMRr4OR2rL//3j6DieYPgiAIgiAIgiAIgiAIwoghklmCIAiCIAiCIAiCIAjCiCGSWYIgCIIgCIIgCIIgCMKIIZJZgiAIgiAIgiAIgiAIwoghklmCIAiCIAiCIAiCIAjCiCFWMxQEQRAEQRjGqqqqBuW8RqORGTNmDMq5BUEQBEEQBpNIZgmCIAiCIAxj119/fa/LUh+P3Nxcli9fPuDnFQRBEARBGGwimSUIgiAIgjDMybJMfn7+gJ2voaEBXdcH7HyCIAiCIAgnkkhmnWDpdJq2tjYCgQDpdBqDwcCWLVuGOixhCA31a0BRFGw2Gy6XC6fTOSjf/guCIAjHJysri2XLlg3Y+SZPnjxg5xIEQRCGj0PHm8PFUI95hKGjKAqyLBMMBgd0vCmSWSeQpmnU1dVhNpsZN24cJpOJaDSK3W4f6tCEIRSJRIbsNaDrOqqqEg6HaWlpIRaLkZeXJxJagiAIgiAIgjDC9DTeHC6f64dyzCMMnY7xZktLy4CPN0Uy6wRqb2/HYDBQUFAwbN5UhJObJEkYDAY8Hg9Op5M9e/YQCoVwuVxDHZogCIJwwMKFC3G73cP+nIIgCMLQEuNNYbjpGG86nU68Xu+AjjdFMusECofDZGdnizcWYVhSFIXs7GyCwaBIZgmCIAwjf/jDH0bEOQVBEIShJcabwnA20ONNeQBiEvooHo9js9mGOgxB6JXD4SAajQ51GIIgCIIgCIIg9JMYbwrD3UCON0Uy6wTSNA1ZFk+5MHwpioKqqkMdhiAIgiAIgiAI/STGm8JwN5DjTTHN8AQTJZ/CcCZen4IgCIIgCMPD0o8+5Lk338AX9ON1ebj20su44KxzhjosYZgTn+eF4WwgX58imSUIgiAIgjACpdNpXnzxRd5++21qamoIBAJH/LZTkiQ2b958AiMUBOFYLf3oQx594VmMSDgMJgLhEI++8CyASGgJgiAgklmCIAiCIAgjTiAQ4Gtf+xpbtmxB1/U+HdPX/QRBGHrPvfkGRiTMSma4ZlYMoKZ57s03RDJLEAQBkcwSBEEQBEEYcX75y1+yefNm7HY73/jGN5g/fz65ubmiV4ogjBK+oB+HwdRtm0lW8AX9QxOQIAjCMCM+8QjDxsKFCykvL2flypUAxGIxLrjgAsrLy3n66ad7PW7FihVMnjyZyspK6urqOre//PLLlJeXc/311x92TMd9jz766BFj2rFjBw8++CBXXnklc+fOZcqUKcyaNYsvfOEL3H333Sxbtkw0TBcEYdTQkknURGKowxD64N1330WSJH7xi19wyy23UFlZydixYykqKjrif4IgjAxel4ek1v0zZlJT8bo8QxOQIIwCYrw5uohkljBsWa1WHnzwQSRJ4pe//CV79+49bJ9wOMzixYvRdZ3bb7+dsWPHDsi1U6kU9913H5dddhlPPPEEjY2NTJs2jYsvvphZs2aRSCR46aWX+I//+A8uueQSksnkgFxXEARhqKTDETb9+Kds+/kv0cWHpmEvEolgsVg499xzhzoUQRAGwbWXXkYKnYSaRtczP1PoXHvpZUMdmiCMGmK8ObKJaYbCsDZr1iyuv/56nnrqKRYvXszTTz/dbQWEhx56iIaGBubPn8911103INfUdZ3vf//7LF26lPz8fH74wx/yuc997rCVF/bu3ctTTz3F888/TyqVwmQy9XJGQRCE4S3R2sbmn/yU6O49AOz4wx+ZeOstYkWkYay4uJj6+vqhDkMQhEHS0RdLrGYoCINLjDdHLlGZJQx7t912GyUlJVRVVfHUU091bl++fDkvvvgidrud+++/f8AGXc8//zxLly7F4/Hw/PPPc/755/d47nHjxnHPPffw4osvYjQaB+TagiAIJ1q0fh8b7lzcmcgCsIrpaMPeF77wBRKJBMuXLx/qUARBGCQXnHUOf3vgYf75u8f42wMPi0SWIAwSMd4cmUQySxj2rFYrDzzwALIs8+tf/5o9e/YQCoW45557ALjjjjsGrA+Irus89thjAHznO9+hsLDwqMdUVFQcliXvmI/d27fm119/fbf52rquc+GFF1JeXs7atWt7vdZ3vvMdysvLeeaZZzq3BYNBfvWrX/H5z3+e6dOnM23aNM455xyuv/56/vSnPx01fmF0q29p5pUVy3nsrX/yyorl1Lc0D3VIwjAS2radDXfeTaLZB4CkKJR97zsUX/VFUZU1zH3ta19j1qxZ3H333VRXVw91OIIgCIIwYonx5kEjabwpphmOcsmGNhLralFbgyg5LszTSzEVZg91WP02a9YsbrjhBp544gnuuusuxo0bR2NjI2eeeSbXXHPNgF1n69atNDQ0IEkSl19++YCd92gkSeK6667jwQcf5Nlnn2XGjBmH7dPU1MSyZcuw2+1cccUVQKZp4bXXXsuOHTvIyclh/vz52Gw2fD4fO3bsYO3atXzrW986YY9DGF7qW5p5beUneOx28rOyCMdivLbyE66YewbFuXlDHZ4wxNo+q2bbw79EO9DwXTabmXznD8g6vXKIIxP6wmg08te//pWf/exnLFq0iMrKSsrKyvB6vUc87tZbbz1BEQqCIAgnAzHe7B8x3hw4Ipk1iiUb2ogsWYPssqF4PWiROJEla+DCyhH5BvP973+f999/n+rqaqqrq3E4HNx///0Deo2NGzcCMHbsWNxu94Ce+2i+9KUv8dvf/pa33nqLu+66i6ysrG73P//886TTab785S/jcDgAePvtt9mxYwfnnnsuv//97zEYDv6TVlWVVatWndDHIAwvVTXb8NjtuGx2gM6fVTXbRDLrJNf07jJ2/O5/QNMAMLhcnHrvYpyTyoY4MqE/3nvvPd599110XWf16tWsWbOm1311XUeSJJHMEgRBEAaMGG/2nxhvDhyRzBrFEutqM28sTitA58/EutoR+eZisVi44YYb+MlPfgLALbfcQkFBwYBeo729HYDs7J6fn4aGBh555JHDtl966aWcc87x9TFwOp1cccUVPPfcc7z00kvcfPPNnfelUilefPFFgG6NB1taWgCYP39+tzcWAEVRmD9//nHFJIxsvoCf/EP+SDmsVpoOvM6Fk4+u6+x7+VX2PPX3zm3mvDym/OherEVHL3MXho8PPviA73//+2iahsPhYPr06eTk5KAoylCHJghCPy396EPR6F0YkcR4s//EeHPgiGTWKKa2BlG8nm7bZLsF1ecfkniOVygU6pxfDPDWW29x4403ntAP7oFAgFdeeeWw7WVlZcf95gKwaNEinnvuOf7xj3/wjW98A1nOtLVbunQpPp+POXPmMHHixM79p02bBsBf/vIXsrKyOO+883C5XMcdhzA6eN0ewrFYZ0UWQDgWw+v2DF1QwpDS4nGa3lnWedteOp5Tf3gPpuysIxwlDEf/8z//g6ZpnH/++fz85z/HarUOdUiCIByDpR99yKMvPIsRCYfBRCAc4tEXngUQCS1h2BPjzYEnxpt9JxrAj2JKjgstEu+2TYvEUXKGx4uvvx544AEaGxs566yzmDBhAuvXr+dvf/vbgF6jo9Syra2tx/srKirYtm1b539XXnnlgF5/4sSJnHHGGdTV1XVboerZZzMfar7yla9023/u3LncdNNNtLa2cscddzBnzhwuvfRS7r33XrHClcDssnL8kQjBaARN1whGI/gjEWaXlQ91aMIQUaxWpvzoXoxZWbimTmHq/T8RiawRavv27UiSxH333ScSWYIwgj335hsYkTArBiQp89OIxHNvvjHUoQnCUYnxZv+J8ebAEcmsUcw8vRQtGEUNxdA1HTUUQwtGMU8vHerQ+u2DDz7g5Zdfxul08sADD3SuNvHoo4+yc+fOAbvOlClTAKirqyMQCAzYeQ+lHehT05NFixYBB99Qtm/fTlVVFXl5eZx//vmH7f+DH/yAJUuWcNddd3HhhRcSDAZ54YUXuOmmm/jGN75BOp0enAchDHvFuXlcMfcMbGYLTe3t2MyWYd38PdnQRuhf1fj//h6hf1WTbOj5j7xwfCz5eUx78D6m/OheDHb70Q8QhiWz2YzT6Tys34UgCCOLL+jHJHev+jDJCr6gf2gCEoR+EOPN/hPjzYEjklmjmKkwG/uFlchWE6rPj2w1YR+BzfiCwWDnsqiLFy8mPz+fyspKvvrVr5JIJLj77ruP+I+1PyZPnkxBQQG6rvPPf/7zmM9jNBoBiEajPd7f0NDQ67HnnXcexcXFfPjhh9TX13e+yXz5y18+bJ5yh7Fjx3LjjTfyyCOP8NFHH/HMM88wZswYPvroI/73f//3mB+HMPIV5+Zx5fyz+ebFl3Pl/LOHdSIrsmQNWiyZaSAaSxJZskYktI5Tsr2d9tWHNwW3FhQgH3ifEkamGTNmEA6He/1mVxCEkcHr8pDU1G7bkpqK1+UZmoAEoR/EeLP/xHhz4Ihk1ihnKszGeclMPIvOw3nJzBH3xgJw//3309zczIIFC7jqqqs6t3/ve9+jpKSENWvW8OSTTw7ItWRZ7myE9+ijj7J///5jOk9eXiZhsGvXrsPu2759+xHPK8sy1113HZqm8de//pXXX38do9HIv/3bv/X5+rNmzeosSd26dWs/oxeEE69rA1FJllCcVmSXjcS62qEObcSKNTSw/r8Ws+X+h/Cv3zDU4QgD7D/+4z+QZZnf/OY3Qx2KIAjH4dpLLyOFTkJNo+uZnyl0rr30sqEOTRD6RIw3+0eMNweOSGYJw9p7773Hq6++isvl4r777ut2n8Vi4YEHHkCSJH7zm9+we/fuAbnmddddx8KFC/H7/Xz5y1/mnXfeQdf1w/ZrbW3t9Zodqzr85S9/IRwOd27fv38/d955Z4/n6+rqq6/GarXy7LPPEolE+NznPtf5htXV0qVLqaqqOuybgng8zooVKwAoLBQrlAnDn9oaRLZbum2T7RbU1uAQRTSyhWp2sOHOu0k0NaOn02x7+BekI5GhDksYQKeddhq//e1v+de//sXXvvY1Pvnkk84VhwRBGDkuOOscvvNv1+F2OAmnk7gdTr7zb9eJ5u+CcIKI8ebIHW+K1QyFYSsQCHDvvfcCB8s9DzVr1iwWLVrE008/zeLFi3nmmWeQJOm4ritJEr/97W+5//77+cc//sG3v/1tsrOzmTJlCh6Ph3Q6TX19PZs3b0ZVVUpKSpg1a1a3c3zlK1/hhRdeYMOGDVx88cXMmDGDYDDIhg0bmDZtGpWVlaxZc/jUnw5ut5svfOEL/OMf/+g8X09WrVrFU089RXZ2NqeeeipZWVmEw2HWrFmD3+9nwoQJXHPNNcf1fAjCidDRQLRjSWcYugai9S3NVNVswxfw43V7mF1WPmynZ/akfc1atj70c7R4piGrbDJR9t3viP5Yo0xFRUXn/3/66ad8+umnRz1GkiQ2b948mGEJgnAMLjjrHJG8EoQhIMabI3u8KSqzhGHr/vvvx+fzsWDBgiOu4nDbbbcxduxYqqureeqppwbk2iaTiR//+Me8/vrr3HDDDeTl5bF+/XrefPNNPvroIxKJBFdccQV/+MMfePPNN5k+fXq3491uN8899xyXX3456XSa999/n6amJr7xjW/wl7/8pXOO85GcccYZQGYZ1jlz5vS4z1VXXcXNN9/M+PHj2b59O2+99Rbr169n3Lhx3HXXXbz44os4nc7jf0IEYZANlwai9S3NvLbyEwKNLbh2tdG8bDX/ePx5dm3afkLjOFbN73/Ilvse6ExkGZwOptz3I7JnzzrKkcJIo+t6v/8bqH4fgiAIgjAaiPHmyB5visosYdhYtmxZt9sPP/wwDz/88FGPs9lsvPPOO4dtv+qqq7rNeT4WkyZN4u677z6mYwsKCvjFL37R431PP/105/9Hepn609EQ8Lrrruv1GhUVFd2+nReEkcpUmA0XVpJYV4vq86PkuLDOKz/hfReqarZhT+qYtzaCzUxWTg5SKMjHry6lOCt3WPeB2Pfq6+x+/GA/B1NuLlN+dC+2scVDGJUwWN59992hDkEQBEEQRpSTdbzZm5E+3hTJLEEYhjZu3MiyZcvweDx88YtfHOpwBOGoBmJqnqkwe8iTRb6AH9f+INjMyFYTAC6Xk8a2NhLraoc8vp7omsbuJ5+m4dXXO7fZSsZx6n/fgzknZwgjEwZTUVHRUIcgCIIgCMIINRrGmyKZJQjDyN133000GuWDDz5A0zT+8z//E5vNNtRhCcIRdUzN89jt5GdlEY7FeG3lJ1wx94wR1WsKwOv20Ny+i6wuSaBwKkGe23NMzegHu/+WruvUPPJ7fO+937nNdWoFFXfficHhGLDrCIIgCIIgCCPfaBpvip5ZgjCMvPTSS7z11ltkZWVxxx139NqITxCGk6qabXjsdlw2O7Ik47LZ8djtVNVsG+rQ+m12WTlhk4Q/FETTdYLJOMFEnBmOvH43o+9I8kUTcfKzsogm4ry28hPqW5oHLF5JknCWTey8nT1vLqf+6F6RyBIEQRAEQRAOM5rGm6IySxCGkW3bRt7gXxB8AT/5WVndtjmsVpra24coomNXnJvHlZdezMevLqWxrY08t4czvEUUSgEsE9qo3/QRVfVpfEkv3tzSI1ZadU3yAZ0/q2q2DWh1VsHnLyHZ3k4qGOKUb92EpCgDdm5h+NuxYwdLliyhpqaGYDBIKpXqdV9JknjyySd7vV8QBEEQhNFtNI03RTJLOClVVFRw66239rpqgyAIfed1ewjHYp3JGoBwLIbX7Rm6oI7DhCmTKM7KzTSjbw1iyI1jGddAo+bktU1BPGadfFM74ZCZ11a29jqd8kQm+cZ95VqA414qWhg5NE3j/vvv57nnnutcrfBoxOtDEARBEE4MMd4cfCKZJZyUhvOqDIIw0swuK+e1lZ8AmWRNOBbDH4mwYOr0oxw5fHVrRu97DbQCqtY14rFZcFnNoEZxSQ1gn9prpdVgJPnCu3ZR99wLTLrtuyhWa+d2kaQ4+fzlL3/hmWeeAWDevHnMnz+fnJwcFFGZJwiCIAhDTow3B59IZgmCIAjHpTg3jyvmnkFVzTaa2tvxuj0smDr9hDZ/Tza0dVZSKTkuzNNLB27lwbQPjPn4gjHyPQcSU7IF0n4crt4rrfqT5GsK+HllxfIjNor3r9/A1gd+hhqLse3nv2Ty4jtp8LcNaoN5Yfh66aWXkCSJ733ve3zrW98a6nAEQRAEQRBOKJHMEgRBEI5bcW7ekCVRkg1tRJasQXbZULwetEicyJI1cGElpsLs4090GbyghvG6rITjyUxllhYHxX3ESqu+JvnqW5r5YNsmTquo6HU1SN/yj6n5zSPo6TQAwa3b2b15E/+qqx0Vq0gK/dfY2IiiKNx4441DHYogCIIgCMIJJ5JZgiAIwoiWWFebSWQ5M9PuOn4m1tUCHDHR1SfOmdD2BrPHOnhtQyOoMRymJGGl9KjTKfuS5Kuq2YbDYum1UXzDP/+P2r8+Dgd6Iplysjn1v+9lScOeHhvMv1W9ihyXW1RrjXK5ubkEg0HMZvNQhyIIgiAIgnDCyUMdgCAIgiAcD7U1iGy3dNsm2y2orcFuiS7VHya5fR/x9bX4H3+HZENb3y5gKYbsyzKVVlNc2Cx2mtKTsDkLj1gFVd/SzCsrlvPYW//klRXLqW9p7nE/X8CPzdQ9IeGwWvH529n91N+p/cvfOhNZ1uJiTvvZA9hLxuEL+HF06ZsFEE+leHf9GqKJOPlZWUQTcV5b+Umv1xZGrvPOO49IJML27duHOhRBEARBEIQTbsQks371q19RXl5OeXk5f/3rX4/pHP/85z+57rrrmDlzJpWVlVx11VU888wzaJo2wNEKgiAIJ4qS40KLxLtt0yJxlBxXZ6Ir3RYivmYXWiKNkudBbQsTWbKmfwkt7xUUT/kuV170//jm5Tdw5fyzj5jIem3lJ31KKnndHqLJRLdt4XCYCR+tYt//vtK5zVlezrSHforZ6+08LhyLdTtuw+6d5HuycNnsyJKMy2bHY7dTVTN6lmEWMv793/+dvLw8/vu//5twODzU4QiCIAiCIJxQI2Ka4fr16/nLX/6CJEl9Wnq6Jz/+8Y959tlnMZvNzJ8/H4PBwIoVK/jJT37CihUreOSRR5DlEZPbEwRBEA4wTy/NTB0kU5GlReJowSjWeeUk1tWiReKkapuQrGZkmwktlkDxupBdNhLrageuUXwXVTXbepwC2NPKh7PLyvl07RqC0QgOq5VIMEjWa29hrdvXuU/W7JmU/+D/oXSZUtZTg/lmv5/PzTi92/kd1t6b1Asjl9fr5cknn+SOO+7gc5/7HNdeey2TJk3CeyDZ2ZvZs2efoAgFQRAEQRAGz7BPZiWTSe68805ycnI47bTTeOedd/p9jrfffptnn30Wr9fL3//+d8aPHw9AS0sLN9xwA0uXLuXpp5/mq1/96gBHLwiCIByzeD2EqjOrCRq8md5VluLDdjMVZsOFlZkm7z4/So4L67zyziRVZMka0s1+lDwPWiyBHk1iLi/OTEX0+QcldF/AT35WVrdtvSWVinPzWFA+hYTZRFN7O6UrV2PrksjKO38hE2/5dyRFOey4QxvMn3daJRajqdt+R2pSL4xskiSRn5/P+vXr+dOf/tSn/Tdv3nwCIhMEQRAEQRhcwz6Z9dvf/padO3fyP//zPyxZsuSYztHxAe/222/vTGRBpnnqj370I66//nr+/Oc/c/3114vqLEEQhOEgXg9tb4DiBmM+qOHM7ezLek1o9VRhZSrMJjW9lMjyTSR2NmLIc2OZNRFDthM1FEPJcQ1IuIeumJilGQjHYp0VWXDkpFK+28PMmTMBSJ15LhvuvIdYfT3F/3Y14667BkmSejzu0AbzHdMb4WC11tGa1Asj086dO1m0aBF+vx8Ak8lEVlaW+BwjCIIgCMJJYVgns9atW8fjjz/OZZddxsKFC48pmdXY2MimTZswGo1cfPHFh90/Z84c8vPzaWpqYu3atZx++uk9nEUQBEE4oULVmUSW4UCyqeNnqLrHZFZvkg1tJNfVYj2jguT2BpAlUruakA0GJEXGOq/8uENNNrQdtmJiRWOMZZ44FPY/qWR0Opnyo3vxr11L/gXn9yuWnqq1FkydLlYzHIV+/etf097eTmlpKffddx8zZ87sNekpCIIgCIIw2gzbZFYikeC//uu/cLvd3H333cd8no5y+rKyMiwWS4/7TJs2jaamJrZs2SKSWYIgjCqHVgyZp5cOSo+oAZf2ZSqygPq2IFW1jfiCUby2JLPnzO9zcqZjNUOj04risJCsbUL1BUk3tuP52vkD8lx0XTERQHFaGUsBF6ajbDkwdfBISaVk2+FTD83e3H4nsjocWq0ljE7V1dVIksQjjzxCWVnZUIcjCIIgCIJwQg3bWvRf//rX1NbWcu+995KdfeyDjfr6egAKCwt73aegoKDbvsLQWLhwIeXl5axcuRKAWCzGBRdcQHl5OU8//XSvx61YsYLJkydTWVlJXV1d5/aXX36Z8vJyrr/++sOO6bjv0UcfPey+O++8s9f7unr00UcpLy/nzjvv7La9vr6+c+XNoykvL+f0008Xrz1hUHRUDGmxZKZiKJbs3wp+Q8ngBTVMfVuQ19bsJJpMk++Uiaatva4K2JOO1QwBDNlObDMnYpk1ES0UJbpsHaF/VR/389H1Gh1ku4UxSZkr55/NNy++vNeVD1s+WUH1t25B3bjpuGIQTj7JZBK73S4SWYIgCILQRyfreLO8vHxUjjeHZWXW6tWrefLJJzn//PO59NJLj+tc0WgUAKvV2us+dnump0kkEjmma2zcuLFP+xkMhh6vcazXHW00TQMgHo93Pic//OEPufnmm/nFL37B7NmzGTt2bLdjIpEId955J7qu85//+Z9kZ2d3HptIZJa6V1X1sOe4475kMnnYfel0utf7ukomk537d90vFot1i68vYrHYsHkdJJNJqqurhzqMk85gPOfKip2QSEOsS0PwaBJefgd1/ikDfr2BZFRNuNVVvLk9QjwlE03oxPU4EflUAqlmnn/rTc6rmHbU8yh+HzTtB9uB5yAYQ9m4D91uRgvaoWk/zR+vYEOhQpuikmV3cGrhWPL70TD9sGtA5nk2G1CP8HtNf1ZN+s23AdBe/SerbDaUCaV9vq5wcisrK2Pjxo0kEgnMXVa5FARBGAm2rH2HmjXPI6Va0I25lFVeQ8WMY6tIFoRjZbVaefDBB1m0aBG//OUvWbBgAePGjeu2TzgcZvHixei6zu23337YeFQYOsMumRWPx7nrrrtwOBz893//91CH0ydTp07t0wfJLVu2dCbOOkQikcO2naw6mtZaLJbO5+Tss8/m+uuv56mnnuKnP/0pTz/9dLeeIA8++CCNjY3Mnz+fG2+8sdt9Hb8TRVEOe4477jOZTIfdZzAYer2vK5PJ1Ll/1/26Jk77+ru1Wq3D5nVgMpmYPl00iz6RqqurO5t/DyT/liCK14MkH/x3oWs6qs+PZxCu11/1Lc1U1WzDF/DjdXuYXVbeWb1U39JM1eY4H+97m2K3DOYcWtViAlEVlxVMFlOfnrNkQWlnPyvZbiHyyRa0nBxs8ydjyHayL9TOhkQT7nSciRNlwpEaan17OK38ixQX9e3fwaHX0CJxtGAU+4WVPU5j1HWdvc8+T/2BRBaAlOXhtHPOwZIvpgcON4lEos9fWp1IixYt4vbbb+fFF19k0aJFQx2OIAhCn21Z+w57Vv+eVMJAUrVjUgPsWf17AJHQEk64WbNmdY43Fy9efNh486GHHqKhoYH58+dz3XXXDWGkwqGG3TTDX/3qV+zevZs777yTvLzj/1Bvs9mA7tUyh+qoiBkuyQShu9tuu42SkhKqqqp46qmnOrcvX76cF198Ebvdzv333y8a3wrCIZQcF1ok3m2bFokP2Ap+x6Nj1b1oIk5+VhbRRLxz+mDnfZqDsUWn05Ao5pWNflrCOh67g0Akws7Ghj5NNTQVZmO/sBLZakL1+SGRwjq3HEO2E4DVzXW4HRoetiCTxOX04rFIVK19MbOiYh8ceg3Zauo9kaWq7Pz9H6l/4aXObY6yMkxfu0EksoR+ueyyy7jpppv42c9+xh/+8IfOSnRBEIThrmbN80QSBpKqGZBIqmYiCQM1a54f6tCEk5QYb45Mw64y65133kGWZV599VVeffXVbvft2rULgOeee47333+fcePGcf/99x/xfEVFRQA0NDT0uk9jY2O3fUeT/cE06/anaI1q5NhkphcYKXANu1/7EVmtVh544AGuv/56fv3rX3PuueeSnZ3NPffcA8Add9wxKn93gnC8zNMzFUNAt4qhgVjB73hV1WzDY7fjsmW+ROj4WVWzDaDzvklFY1m9swaL0UhbOITTZkVDZ2pJKVU12/rU6NxUmN2ZWAr9qxotluy8zxcLk2/YByYXKJkvPxx2N01trZ0rJ/aliX7Xa/RGTSTY/otf07aqqnNb1sxKyu+4nbWbRM8soX9uuOEGIFPN/Oijj/LHP/6RoqIivF5vr8dIksSTTz55okIUBEHokZRqIal2LyJIqiZMqZYhikg4HmK8KQyVYfkq0zSNVatW9Xp/XV0ddXV1BIPBo57r1FNPBaCmpoZ4PN7jioYbNmwAoKKi4hgjHp72B9Ms3RHHaZbxOmQiSZ2lO+JcMNEy4t5gZs2axQ033MATTzzBXXfdxbhx42hsbOTMM8/kmmuuGerwBGFYMhVmw4WVmUSMz4+S48I6r3xYrGboC/jJz8rqts1htdLU3o4/rhLR3IQb4zjNVlwOD1o6QUsowKSiYqaOm0C2y0lT++GrAB7NoQm+HEyEo+1kF0/q3CccT+J1eyDt62yiL7tsmSb6kXjm+F4qr3qTCoXY8tMHCW3d1rktb+G5nPLt/0A2HP/78ZGmbAqj06Gfk5LJJLW1tdTW1vZ6jPhGWRCE4UA35mJSAwcqszJMShLdmDuEUQnHQow3haE07F5hy5Yt6/W+O++8k1deeYU77riDb3zjG306X0FBAVOmTGHTpk289dZbfPGLX+x2/6pVq2hsbMTr9VJZWXk8oQ876/ancJplnObMbFKnWercPtLeXAC+//3v8/7771NdXU11dTUOh+OolXmCcLLrS8XQQOtLJZPX7SEci3VWZAGEYzEMRif7WlJIRMl22ImndeJkkW2PUXBgZdvPdm7DqBiYMm58v2M7NME3s6iUF3xb2LC3gaSqYDLKeB02vjqvBAxeEp/VZhJZzkwvvI6fiXW1fX5eE74WNv34PmJ1B6ctFl31RUpuWDQgyYWOaZkeu538rCzCsRivrfyEK+aeIRJao9iDDz441CEIgiAck7LKazI9shIHKrKUJHZzmpJKkTAYacR4UxhKI+8V1otf/vKXLF26lAsuuID/9//+X7f7vvnNb/Ld736XX/ziF1RWVlJSUgJAa2srP/7xjwG4+eabOxuQjxatUQ2vo/tjspskfGFtiCI6PhaLhRtuuIGf/OQnANxyyy0UFBQM2vV+97vf8bvf/e64ztGX5VIFYTTpayXT7LJyXlv5CZCpyArHYvgjEVy5pzO1VGdDzSqiCQmr2UqeJ4sNO3dTkm3FaDBgNhhpDQVpDrRT39Lc74RN1wRfuKUZ+a2t4FsHugF0M7oaBy0IzktQW2tQvJ5ux8t2S6b/Vh9Fdu8mtu/gVPfSm75G4eWX9SvmIzl0ymYylaamoZ6fvvB3LqqcLaq0Rqkrr7xyqEMQBEE4Jh1N3mvWPI/pwGqGJWI1wxFJjDePjxhvHp9Rk8zy+XzU1tbi8/kOu+/iiy/m2muv5bnnnuPyyy/njDPOwGAwsGLFCsLhMOeff/6oXAkox5Yp9ezIkANEkjo5tpGZtAuFQjz22GOdt9966y1uvPFGFEUZlOtNnjz5iFNPt2zZwtatW494jqMNNl555ZVjik0QhqvEur5VMhXn5nHF3DOoqtlGU3s7XreHBVOn80GdnZJsGYd5Htv21tAebKc4J49wfAoF1iDJdBq3zc6502ZgMhj63Dert2l4VTXbKC2exPTxYyG2E9QAwaSFqtYJFE8pRslpyjTNdx5cpbS/TfSzZ88i96vfwPfU32j54rcITToDKZgesG8su07ZbAkEWFmzBavJhCxJnY31R3uV1llnncXZZ58tqpUEQRBGiIoZ54vk1SggxpvHR4w3j8+oSWYdzY9+9CNmzpzJM888w6pVq9A0jQkTJvClL32Ja6+9dtRVZQFMLzCydEdmJTO7SSKS1AklNOaNPbxv2EjwwAMP0NjYyFlnnUVDQwPr16/nb3/7GzfffPOgXO/888/nO9/5Tq/3P/roo0d9c3nooYeOeP9ofnMRTk5qa7DPlUzFuXmHJVhyWmNEkjpejxevJ9PIOpTQaA/9i/MqTkGWDr5Xa7rWp75ZR5qG15kIkuxgyvTqcHQ570A00d8fTLNy3Fm4b6vAlp834P0kuk7ZrNlfj92cWR3KY3d0a6w/GpNZP/vZz3jkkUcAqK2tFcksQRCGtQ3LPmHDS0tQ20Io2U6mXX0h0xaeMdRhnRAt+9bx+vr/QTpQiVU2Ciuxtqx9h5o1z4/qx3goMd48PmK8eXxGVDLroYce6vWXdaT7Olx++eVcfvnlgxHasFTgMnDBRAvr9qfwhTOrS8wbO/Ka8QF88MEHvPzyyzidTh544AEaGhq47rrrePTRR1m4cCGnnHLKUIcoCCPKYDUMV3Jcx1XJ1PVDkSkUpnbDdjbs20kwvJV32nM4fdoUcl1uINNjy+v2HPWcR1o5sbfeXR3nPZYm+s3vf4hnxmmYPJlzdPSTsLvygYHvJ9F1yqY/EsZiNBFNxJlaUgocbKw/msTj8cPe919//fUhimbwNTQ0oCgK+fn5w/qcgiD0bsOyT9j051dJKDppq4IhGGHTn18FGPUJrS1r30H1vU4qaSSp2jGpgUzPLBg1yZ4ta99hz+rfk0oYRu1j7IkYbwpDafSVIwndFLgMXFxu5SuVdi4ut47IN5ZgMNi5LOrixYvJz8+nsrKSr371qyQSCe6++240bWTOyxaEodBRqRRNxMnPyuqcilbf0nzc5zZPL0ULRlFDMXRNRw3F0IJRzNNL+3R8x4ciYzDCxo/Xs37vWia50pyRW0DLzr28t2oVzQE/wWgEfyTC7LKjV0j5An4cVmu3bQ6rFV/Az+yycvyRCMFoBE3Xup032dBG6F/VRJetA8C2cDrOS2b2msjSdZ29z79Aza9/y+af3E86GgMy/STspu6N3u0midbowLxvdUzZtJkt6JqOpmvMLa/od9JvpPjyl7/c7QPltGnT2LdvHzNnzhzCqAbXwoULufrqq4f9OQVB6N2Gl5YQU3TSJhkkibRJJqbobHhpyVCHNuhq1jxPLGk8sHqhRFI1E0kYqFnz/FCHdkRb1r7D64/fxD8f+yKvP34TW9a+0+u+NWueJ5IwjLjHOBDEeFMYKiPvlSacdO6//36am5tZsGABV111Vef2733veyxbtow1a9bw5JNP8rWvfW0IoxSEkeNIlUrHW511LJVMhypwGVjg30tA3k1OvgWXyQyYOUsqY1OwmaqarVxUOZsFU6f3GO+hVWeyJPVafVWcm8ecsnJe+uRD9rW2UJSTy9VnnENe0tCnRvYddFVl12N/ofGtzKAksnMXe599jgk3ff2E9JPomLLZUaVlMhjQdK2zsf6CqdMH7FpDZefOnZxzzjndtm3atAnPgQq40U7X9RFxTkE42Sz96EOee/MNfEE/XpeHay+9jAvOOuew/dS2EGlr9747aaOEoS10okIdMlKqhaRq77YtqZowpVqGKKKjO1ql1aFTCq16HRE1t9s5hvtjFA4S482RSSSzhGHtvffe49VXX8XlcnHfffd1u89isfDAAw+waNEifvOb33Deeecxfvz4oQlUEIareD2EqiHtA4MXnDO7NQzvMJBT0bquFnis1NYgLVqCfKOL9pTM3oRCSMrDZXaSXejhyvln93hcT/2xGv3tSBI4rTYa2lrxBfwosszNF36e+pZmVtVs47TxEzijYgrhWIxVNdtwRhoo6EMjewAtmWT7r35D64qVnds8M6Yz7rprgRPbT6K3xvojvV/WzJkzaWxs7Lx93XXX8fOf/3wIIzrxUqkUn332mUhACcIwsvSjD3n0hWcxIuEwmAiEQzz6wrMAhyW0lGwnhmCEdJdKXUNKR8l2ntCYh4JuzMWkBg5ULWWYlCS6MfcIRw2tmjXPH0hkZWJOqmZI0FlpdWiiq9DjJ6UaCSQ8necY7o9RyBDjzZFLJLOEYSsQCHDvvfcCB8s9DzVr1iwWLVrE008/zeLFi3nmmWeQJOmw/QThpBSvh7Y3QHGDMR/UMLS9gdeWf8Q+UcOBkuMi12dmXzTFrpQZq6zjUFP4DTqxsJ39vawG2FPVWWn+GOpbfGzcU0taU8l3Z1GQncOqmm2YDYYeq9Q+27CdKyrndTt3T43s0+EIWx54iOCmzZ3bcs85m7L//Day0Qic+H4SPTXWH6leeeUVbr311s7bBoOBPXv2DGFEQycYDHL99dcPdRiCIHTx3JtvYETCrGTez82KAdQ0z735xmHJrGlXX8imP79KLKllKrJSOlZVYsrVFw5F6CdUWeU11Fb/DpIHqpWUJHZzmpLKa4Y6tF4dqZqsp0RXUziXfIePWNo6Yh6jIMabI51IZgnD1v3334/P52PBggVHXHL0tttu4/3336e6upqnnnqKr371qycwSkEYxkLVmUSW4UDz9QM/Z+dHeG1H5o+ww2odllPRzNNLmV67hw/2N2CwyZhUhVg0jDTGwdTSSb02T++t6mx3UyMLpk7vlsALRiMs37yBS2bO6dyWaguh7GqkbtdeojE35lPHYjjwrfmhjewTra1s/vFPie7Z27kt/3MXkDdxFm1/WoIWiCC7bZhPKSBneikXlx9ftdrJZvz48aRSqc7bv/rVr/jyl788hBENncLCwkE5b05OzqCcVxBOFr6gH4fB1G2bSVbwBf2H7dvR5H3DS0swHFjNcMpJspphxYzz2bt3L8bWTzAdmJZXMsxX+jtSNVlPia5gwoNJSWO0uEfMYxTEeHOkk3RRr37MEokEGzduZOrUqZjN5qPuv2XLFioqKrpti0Qi2O32Xo4QBsvLL7/MXXfdxa233nrE5VBPhOH2GujpdTpa7Q+mWbc/RWs0Uy0zvcA4JE0rq6urB6d59f6/ZCqypC69mXQNUk3UG7/AipXVNGzZSU5aYdaESUw4q+d+UEMl2dDGI29swbd/G2ElSfbYsZw65TRy3Ln4whpfqTz8380rK5ZT19JMY3sbgWgEt83OmKxsNtft4ZKZc5C7PBearvHWZ6s4a8o0XDY7qbYQiTW7CBl0rLrM+Q0GdHSsc8uRzUa0YBT7gZ5Z0fp6Nv/oPhK+g70wxn7p/8OpedFVjcT2fSDLoOmYJhUiK3LnsT0ZtNfACHT33XfzxBNPdN72er2sXbt2yOLp79964cQQv5eRZbS+x3198R0EwqHOyiyAhJrG7XDytwceHsLIhp+R9hro6JmVaerepdLq9G9nKrPihya6Ehgtbr7wtb8MYdTD+3P8cBvzDLbhNN4cDrr+/vv6Oj3a33pRmSUIwklpfzDN0h1xnGYZryPToHvpjjgXTBxZywkf2ux8dln5wSlmBm9maqHhYDVR5raXvKSB830m5Akzke2WozY4P+6YHMnDendhKT7ieUyF2UxdcDqxdCVO88EkVCih9do83agovLD8PWRFwet0E4pG2bm/gZkTJ/U4tfL0iZPwRyIAKLsaCRl0wrLGgtIKrCUG4pvrSKyrxb5gamcj++jevWxYfC/pUBgASVGY+J/fxhpzoMWSJLfvQ7ZZkG0mtFgC1RfAMKmox35bwkHhcJjy8u6rUy5btuywbYIgCMPFtZdelumRpaYxyQpJTSWFzrWXXjbUoQnHqaOiqmbN8z1WWu1Z/XtIjJxpk4IwGo2cEZsgCMIAWrc/hdMsdyZJOlaa62362nDUU7Pz11Z+whVzz8gktJwzMz2zABRHJpGlBsB9Non3ajMr9fWhwflxx/TRm1xR1kpxbmG33l1kX3bUhFZ/mqfXtzTz+qpPmDCmkGgiQSAaJhyPcWbFFLIcTvyRCK2hIPvbWmkKtGOQFW6+8PMUZOdQVbONPT4feV4vC8aMo8iZmapoP6MC1efHecnBb5MtY8ZgGzuW4OYtyBYLk//rdrJOr8T/9/cyKx8Go8juTNJMspjQ/VG0RIrYqu2orUGUHBfm6aUisdXFZZddxpo1azpvz58/n5deemkIIxIGUkfz+g8++IBVq1axe/dukskkWVlZVFZW8pWvfIW5c+cOdZiC0G8dfbH6spqhMPJUzDi/x2mCR0t0CYJwYoyMEZsgCMIAa41qeB3dq3vsJglfWBuiiPqvp2bnHduLc/MyiaLsyzIVUammTEWU+2ywFKO21qB4Pd3O11OD8wGJKdhI1V6N4jHde3fV73mfqraSHqvKOqq7tu+ro641QES14nYXMXNiORdUFHYmHLtWge1sbCAQjVBWUNTZmDOaSBBLJtF1nTll5fx5yf+hahp57iwKDzSBv2LuGVw5/2xCfhtaLImeShOt3oEejKEbFcyTCg+7Vt6FCxiraUy66es4yyYCmab1WiSO7LKhxVPINhN6PIkuQWzlNmS3PZPs6qEKTmoJEfpX9UmX7NqwYQMXX3xxt207d+7EYhn4lR6FoVNVVdW5nLnX62X27NlYrVZ27tzJ22+/zdtvv80tt9zCd7/73SGOVBD674KzzhHJq5NQb4kuQRBOHJHMEgThpFPf0sy2XRtYHvAzxpNF+bgyvB4vkaTe6/S14ai3ZudN7e0HN1iKe6x+6ki8dFRkweENzvstXo9v3/vk29OQ8oD1FDDl4jDGaIp0b5BbH9B5bfV6PAX5h1WVAby28hNUTWVX434UWcakR5jgchJsWY2atAB53arAsnUjyzftoLm9FWtLlIIJYzE4rFhMJva3tzJhTCEvffIhqqaR78mirKCYXLebYDTSmfwzTy8l8OJHpGubkT12dJMBzR8m3RJg16bt/Gv35m4VZ5+eM4f8LBcdi6qbp5cSWbIGxesmvX0fWjwJmo6eTiMhYTl1LJIsHVYFl2xoQ1lVizZlcq/JrtFo6tSptHd5rd5yyy3cfffdQxiRMFgkSeKiiy7ihhtuYNasWd3ue/PNN7n99tv5wx/+wNy5c5k3b14vZxEE4XhsWfsONWueRzpQSVQmKokEQRjhRDJLOClVVFRw6623MmfOnKPvLIwqHQmQPJuFYMKDPxrj4w2fMn3SHMzWnB6nrxGv73e/pxPB6/b02AfK6/Yc9diOxAtkKrJS9S0kttZjLPHCv6r7XxkUr4e2N9AiIZasbSWV2I7b8RmTys/FZrPitXeveKvauRuPPbvHqjIAj93Opr27cVitpNQ09U3N7G1uprx4HP+qXsXNF13WWQVmjWsk1taSZ7KTcmvsDbRh2ybhmlREUE8TTyRpDrTjC/oZ48kmkUqysmYLc8sqyHY5O5N/psJsDLkutLYwJFMoLhvmuZNoXLucnU98hufz53SLN9Ue5sN/vMml7pLOair7hZUk1tWixZKdqxmm61swz5rQuSpix3PeUQWXWFeLbjMP+JTP4erxxx/nnnvu6bxtNpvZtWvXEEYkDLb58+czf/78Hu+79NJL+fjjj3nppZd4/fXXRTJLEAZBRzPzVMJAUrVjUgOZnk8gElqCMEjEeHPwiWSWcFKqqKgYtit9CIOr6zQ4p1Wltl2hOaBT17iD/7ig6PB+WQeSNCjufvd76lFPibFjNLusnNdWfgJkKrLCsRi7mxvJc2fx2Fv/PLwhfBemwmw4kHhJ1DSQ2tOMaXIxpuLcY6sMClXzyaY23q3aw554klyrmaSu0vDpu5RXzOLrZ0mQDnb27vIF2sgvOrvbKbpWlWXrRnxbapHiKWoTISzZTiSDjCTBe+vXcMnMOZ2VaYktu5BsZibaxlC3J0hES7E91kpqXQtjCguYqrjIrWmjPZkkqgdx5ngAqNlfzxTj+G7Jv4aIn3X5KVoSERQtRMm775LlayYLiI3LhbmzAUi1hTBu2U+zlEKZeLCayn5hJc5LZuLs8rhC/6pGiyW7PdauVXBqaxCsxm73D8SUz+EmnU5TWlqKph1MbP7tb3/joosuGsKohOHg1FNPBaCpqWmIIxGE0almzfMHElmZ1cCSqhkSme0imSUIg0OMNwffyJlPIwiCMAB8AT8Oa6byJdumMLPIxEUVHort0Z4bv4eqM4ksgwskOfNTcWe291dHYkyLZhJjWhTa3sCoNh/TYynOzeOKuWdgM1toam8nlkig62Azm8nPyiKaiPPayk+ob+n5/KbCbJyXzMR8yhhs8ydjHudFlpsxuVZi9r6LuuGJTMx9ULtjM4+9shZnIs0Miwk9kWK7L4IcDWHfFCLPcRHINkg1kfJrOFvH0vjhbhpW7qJqa4D3d8X5eFcQg9GJHpFZ/kkt+5IO1sTiaLqC2hzEqsvIkkyex0NVzTayVAO+TzcT/WwHqfpWWlvb2RNqJZyKI8kyY3ULZVEFNZnGnZ1NqdVDYGcDoVY/ZqOJJn87/kiE2WWZ1fLqW5p5K7CXUHMb0q5Gcj7+kCzfwecusmEjLX4/AIn1u/Hv9+GuDxJbsxM9lUZ22Uisqz3suTFPL0ULRlFDMXRNRw3F0IJRzNNLgcyUT2Kpbscc95TPYebWW2+lpKSkM5FVUlLCvn37RCJLAGD37t1App+WIAgDT0q1kFS7T/dPqiakVMsQRSQIgnD8RGWWIAgnlX5PzUv7MomnrhRHpqF6f3VNjEHnT5u+Bbik/+cDih1Jiie2QdrHK+sDWLOKe28IT/cm5h2VW47WIIrXg0QTirwcHQeY8lBDrX2qQks2tPHpxw2kUzHyLHYIJyiPJkjYJUwmO2okTuS9JrgwU4kVWbGG6c5s/hHeRV1rEndLE8pYJ35U6pPlJBubCLCbQpebXe27iCgmcmSdvLhGJB5n9qTJNOzZx4I2E29HIlhdZmIBP2/u2YnsNHF2cRlKWifsa0c1KKz3N7Ar7ifP5uSUnDz8bVEapTRel+fgyo8HniePNwdD9RqKYnvI4mAFka94LO+dkkfWnl2cpU6kZVMtYbuBM8dMRE+miK/ZhXl6KXo0ftjz07UKTvX5UXJcWOeVd1a9maeXIn22HjUUQ7Zb0CJxtGAU67zyY3pNDCctLS1Mnz6927ZPP/2UsWPHDlFEwnDj8/l45ZVXALjwwguHOBpBGJ10Yy4mNdBZmQVgUpLoxtwhjEoQBOH4iGSWIAgnlZ6m5vkjERZMnd7zAQZvZmqhoUuVjBrObO+vXhJjRr295/2P5pApkL7AXvKd7ZC0ginzAbXr1L2uDdO7Nl3/nMlJQSSOwbUlk8jCjp5IIjtyD1ahHSGZlVhXy7awi6Cepq6lDZcuM8ao40RnXyPMGOPoVrUku2yMc+YwVnURatlLPNyOx2/kvHPPYbvfiabFWDBhOjWtexnjyCaQiKGYHWTrJqaVV2AyGLC2xhlbUMJlY7KoMm1n5frVyJJEueRGUk00JXQaFRvrmvdRaLVikGX8iRitaoTJZhelp5Qzp6ycqpptvPnZSrxuD9vq6yjd3UhevA5Tl0TWSlUhK+LgjLETWeOrZ9+mHbjcTs5y5FNkzbwuNCCxtR57LwkoU2F2r1M2TYXZqHNKkTVTj8mukercc8+lpqam8/YFF1zAE088MXQBCcNOOp3mBz/4AaFQiPnz57Nw4cJ+n2Pjxo2DEJkwGKqrj6GiWRgQ5pwzMPheh2SmIsukJLGaUig5Z5zQ34t4DQw+g8FAJBIZ6jB6NZxjEwZfx+8/mUwOyPuBSGYJgnBS6ZiaV1Wzjab2drxuDwumTu+xrxSQ6WnV9kbm/w/0e0INgPvsnvfvSUefrNA6kM1gn5ZJNiVbILwBq1oHvtf631j+kEovryeLcCyEK7azM5nVtersrepV1DTUkVJV3DY7ZYXFeOx2NpAk3we6uRlMeeiJJHo0gam8CBT7UavQ9tbVsTuuYU7lIOs+oqTYkVTICtqwyGamW3Opa2uhavVqmqNh8nJzmHPqVGTLRBaUZCGjowYiODxeNrbFaNPCbNu/i5AeZ2reRNoTIaxKFnPyFFSDAX8kwrlGD7LdQpFspWj6XFriEdx19bRHEjRqJixeG2qijXgsjZ6Vz6ScbFoizTQG2mk0JbmurJxVB/qndST2Atu3k7d2EyY9k8jSgBUmO3slC5XhGEqDn4vmzOa8nWn0IiXT6D2aRLYY0TVQfYHOqYNd9VQNd+jrTc914pzZc/+0ZENbpqqrNdjZaL6/ia6BOEdfffzxx/zbv/1b521Jkti9ezcGg/jIIXT33//936xYsYKCggJ+/vOfH9M5pk6ditlsPvqOwpCqrq5mZi/vccIJMHMmW9aOo2bN85gOrGZYeoJXMzzRr4GTdfXGLVu2YLfbj77jEIhEIsM2NmHwdf39m0ymwyr3e5JIJI74pZX4ZCkIwkmnODev9+TVoSzFmWl2oepMUsfgzSSy+pp06lo95TgdQh9DYDlYT4X4ZtAhIk3u7J/Vr8byh1R6zS4dw2trwqC14HBp3arO6luaeXf9GgqysvHYrcSTSVZu28LsSZOJKCr2C+eibliHGmpFduRiKi/CmO3MNG3voQot2dDGro/W8Nmu7byzYwNpsxFdM1NkHk9bexstqTgpo8TdpTPQIgn++fFy3A47Y3K9hCJhXv/0Y7JPsxHNLcCWTKK4bAA0N9VQXbeErGgQj81NjiOLZFLDqYRpzc6j0GxhwdTpuKvq0CJxGomzurmOjdEWEjaJPSYrnmwLZquRMAksusRYaxZBycXphjSJqEqb0UDN0pXYC924vJk/qjn7m7lk9WaUA4ksFYl/Gi3sliRmSzbCskaq3c/FZeUo/jq0WBJL5QRStU1ogQiS0YDtzIrDEkS9VcN1nd54JMmGNiJL1iC7bChezzE15x+Ic/TVpEmTun3reuedd/Kd73xnQK8hHJumpiZUVaWwsHCoQwHgpz/9KS+99BJer5cnnnhC9MsShEFWMeP8kyKZA2L1RkE4WYhkliAIwtFYio9t5ULoXj1lcIF0NoQ3gH8Z2CeDfRpqwH9wGuNRpvR1c8gUyOJsF1dMG0PV3uBhVWevrFhOvicLSQJZkrAdqGTYsHsnC6bOwFSYza7m2az69O80b9tP3s59zD29kNKxlsOq0JINbWx/9X3e9u/B7XAi2yzY2lpol9sIKCpRl0xO2MgprkLGWFw8Vr+SdoNGYb6FCU4TrlimCW1s9xqweVETKbImFVLb1MSmbe9gtZlwZ40j7fezo2UfuVnFVM4Yz7e+9PmDMUw3sP3V93mxdS8Bo5ukWsSels20G2TsjT5a7UZMVjMVpdPwSi78bTFSbS0kxrgoyMumOeDHG4iSstowWY3YX3kDOa0CkEZmveQhO6mQnUiT0sNkFeRx9qkzKc7NIzndQGTJGvbLSda6IjTrfnI0A2fOmEXWIb+irqtnQs99zI4ksa42k4RyZhYt6PiZWFfb50TUQJzjaB555BF+9rOfdd52OBxs27ZtQM4tdPfhhx/y17/+lU2bNqGqKpMmTeJLX/oSV199NbLc+7o+X/rSl2hra2Pz5s0nMNqePfTQQzz99NNkZ2fzxBNPMH78+KEOSRCEUUSs3igIJweRzBIEQRhMh/bJMuVC1gJIt4BnAaTasKkboW0XyC4wuvt+budMaPw7pFpAT4JkotiaS/GCRYclxHwBP9PGl1JVk0kwWE1mNF2j2e9ndlk5uzZt53//9xM87lLGZLcRjrbxypIAX7x8ERMKu58rsa6WdYk2VKPM1vZG6tR20tYWojGNrJSBeTkWAl6V/e1Bnt+7jjaDRtG4YlImmTWRZioL83C2J2lsaeTzOWm25Y3Hb7ZRt2sD4zwS+Z5smiM6MXMeHj1JnkfGrwd4ZcXyblP1Ps43U9fmwR1SyY+mMRVVsCK4n9pACyVJN9MnTkU3y0RcLly6TsKTS1TWOG/MOFbLEqFQGGNtE8aZE9l//rkUvLmUqMmIz13KjK1RCgw2FKsJXZIx4CSnrLRzul6dr5k3927B43QwpjifeIGLf+3ezBX5nm5JKl/AT35W9xRX1z5mR6MeaM7flWy3oPr8fXyRDMw5epNOpxk/fjy6rndue/HFFznjjDOO+9zC4R5//HEefvhhgM7nfN26daxfv54XXniBX//610dsrt/19zRUHn74YR5//HE8Hg+PP/44EydOHOqQBEEYZTKrN3afzpZUTZjE6o2CMKqIZJYgCMJg6q2BvKkI4nshtgWZJBgKIdUO6dbM1MS+VmdJOkiATuanlBmsHtqnSZYkLEYTc8sqqNlfT3skjFExcN5plRTn5vHsP97E7XLidrmAYhx2SKeDfPrxTibM6F6ZpbYGqYm2szfcht1oZqIHPtwnkUbBmuMi5bKixyI4vBAtLGGsP04skcBhtACwOx1mUn42Y0vzKLuikrID532sKUrKm0MynWZiTubbVF03ULN/H8lEhOJcb7epep81BxhTPg7D3iY0pxmbliArptBODlOKKlDbI+xP+0nqMSa0NWE9pZAFpRUUOTPJpTdCG9Hb2gkF2lkebWP8qRMonT2b+Ob9fKTV87mojQLZinF8HqYJY0hu3svOJSuo3reb9/17MRuMTLWZMU0Ygz3biTEaOaziqt+rZx5CyXGhReKd1VRA5naO6whHDfw5enL99dezbNmyztvl5eXdbgsDa8uWLfziF79A13VOOeUULrnkErKysli1ahXvvPMOGzdu5Oqrr+aPf/wjlZWVQx1uj37xi1/w17/+FbfbzeOPP87kyZOHOiRBGHRLP/qQ5958A1/Qj9fl4dpLL+OCs84Z6rBGNbF6oyCcHEQySxCE0a2j+Xral0ks9bfJ+vHqrYF87heh8XGQDGi6GbRYJhFlndLnqYZtzavY216APzUJp1miNMtAtilC/Z73eW2Ho1ufpkZ/O5IE4/PGMLe8orOf1ozSU3hlxXJe3VLN2Jw8JppkPGmFdJMfUyTBvlQdyYa2btPRlBwX/s1hZEnGZjQhGzVyTGYCUopAOo2jKJfKvIlU7dyFajFQPm0yS9/7gNpgKyk0kuk0luw0X7/0um6Px+v2EE8l2bx3DwAWOUF7Wy1tLc2cOaMclyEG0sEpe75gPXlZcbRoAtluYb+vHoeiYzE5ScRD7Ni7h5RTZ4LZxOURK/nLfZgDdpJTJLwWmUvyJ7I21MTy7dvw2B2ULJxBtstNuKYVZfokdppMnHrKaQDoms7WV95jaWI/HqcT2WyEhMrKbVtJNwYonjcV8/g8avytvLUtRmtUI8cmM27MRD7dvBLo4+qZhzBPL830tyJTTaVF4mjBKNZeVk0crHN0VVdXx7x587ptW7duHbm5YpAwmJ566ilUVWXevHn86U9/6mx6/pWvfIVNmzZx++23U1tby9e//nX+8Ic/MH/+/CGOuLtf//rX/PnPf8blcvG3v/2NU089dahDEoRBt/SjD3n0hWcxIuEwmAiEQzz6wrMAIqE1iMoqr8n0yEocXL3Rbk5TUnnNUIcmCMIA6r25giCcYAsXLqS8vJyVKzMDv1gsxgUXXEB5eTlPP/10r8etWLGCyZMnU1lZSV1dXef2l19+mfLycq6//vrDjum479FHHz3svjvvvLPX+zq0trbyyCOPcPXVVzN37lymTp3KWWedxb//+7/z2muvoWnaUR9nx3+nn34606ZNY+HChdxxxx1s2bKl12OFfupovq5FM1P9Opqsx+tPXAwdDeRlW6aBvGzL3HbPBmspGFwYCINsAccssI7LJN6O9Jh8r+Hf9RjN9W+jphK4LRJJFdbuT9KWsFK1s6azT5Msybhsdkrzx5DnzsJmttDU3o7NbGHOgRX9ook4xdle2iNhqvbupGn7bkirRGSNXIuDyJI1JBvaOkMwTy/FrSmoyRTRZBI1ZcAh62R5HJxW7GXq2DEEE2maY1YaQhJhsxXDmBxQJJLJJFaTiWiBm7c3reG3v/gdf3/of9j6wrtMd+WjyAqnjivBJEXZ37ietJZkZmkxJTkWCFdlVoAkkxjyOh20h8PEjTpqIoU/FiCl6xTbbITqNlCqRJhhNxNt2c37eRsJTl2NlF7G7v97mh0vPk52U4BLPOMpb9GYl3LhTmf+JCpOGzZNwhcLdz5mLRJnTes+3A4nLpsdl25AjySwKiZ2hdvQkmlqP61hb7OBWFrH65CJpXU2tTuZd+rcbs97X5u/A5gKs7FfWIlsNaH6/MhWE/Z+Nm4fiHN0mDt3brdE1pe+9CX27dsnElknwGeffYYkSSxevPiw1fumTJnCSy+9xLnnnkssFuNb3/oW77777hBFerh3332XP/7xjwCMGzeOv//979x5552H/ffYY48NcaSCMLCee/MNjEiYFQOSlPlpROK5N98Y6tBGtYoZ51Ny+rcxWtw4TBGMFjclp39b9MsSTtrxZnl5+agcb4rKLGHYslqtPPjggyxatIhf/vKXLFiwgHHjxnXbJxwOs3jxYnRd5/bbbz9ir5CB8uabb3L33XcTjUZxuVxUVlbicDhoaGjgww8/5L333uPJJ5/kD3/4A2PGjOn1PGeddRZer5d0Ok04HGbjxo289tpr/N///R8PP/wwn//853s9Vuijrs3X4diarB9JX6u+emsgb50EWpSgwUue60DfmF5WD+y83oGVEXeGsnEpVsbon+LXzkQy5gAye9v8+KIG8nOs3Q51WK1E4nGurCw9EPM2Xlm/Co+xGJctj8nTKljx0adowSi7FDOmtJlgIsa5885Edtk6m4XXtzRTtWcb+3OMqM0QD0dIWFyMH6fiS8pYTUZ2twTR1RDurAnENCdvra+hJCeXgsI8IokEZWOKWLt1K5H391KOkw+jrfzv5s84u6qUuV88n2Y5RbRtNZrLTbbTRVskzp72FE6jTM3ujwhQiFExMKVwLAb3dPZJG2nbuQuzYsNuz8acbEGPqzjGe4n6GxmTFSLL5WZdQGFyfZBEMvOc1FUvwVn4DRrkXNZu85OzroWJ493klmYT2r6XHKcDXdM7K5na7TJjZCMAJXEDa2Qdsw4BLU0gFmFLS5ip8SgG9y7U8fk4c5wA+JIerpzffapmf5gKs4+7UfvxnuPNN9/k5ptv7rytKAq7du3CYBAfI06U5uZmLBYLkyZN6vF+u93O73//e/7rv/6LN954g+9+97s8/PDDXHrppSc40sMFAoHO/9+4cWOvy2zPmTOHb37zmycqLEEYdL6gH4fB1G2bSVbwBf1DE9Aos2XtO9SseR4p1YJuzKWs8prOhNXJtHqjcOxOlvEmgN/vH3XjTfEpVBjWZs2axfXXX89TTz3F4sWLefrpp5EkqfP+hx56iIaGBubPn8911113hDMNjLfeeovbbrsNgO9+97vcdNNNmEwHP6Q0NDSwePFiVqxYwXXXXcfLL7+Mx+Pp8Vzf/OY3mTt3LpFIBLvdTjwe55577uGf//wnP/zhDznzzDN7PXbYGOopfEdzaPN1yEz1SzUd/7m7JJYw5memD7a9kam66utzcGAKoqxHQNcOTkF095L46JKcCyXjmM1TsSc/xp7aiF8+G7scIh4P4M2b2nOfJlu6W8y+wF7yne2QtFJQUsR85rHh/z5kXzzI6Z4CFsw4nZKxxeiajurzU9/SzGsrP8FjtzN3xmks37SepA7nTJ2ORQ9RW7+WtJoiENdwZc/l/GmZCp4n3nqOhoDKaUVupo6bQM3+epytMXztftZaE9jNZvJUmS3761CXfsi5111OgynF2HEFOKwW9rQEWLJpN1aDQrFHwWwvoTUUxOsOct54M77Cz9F8yhwSO7dRt3sltekw3rFeYnqaaLqZyZqCrT6GtyVNQj/4/hEy5VDlUxgTttGq7idssbLWlyY3uJ0Gc5SSSJLX1nzKrAmTmHBhJYVN2wnVbiPLE2ZMfguzEybWN8tgdmDa287E7OkUSQa0RJrE2l0wYwL2bAe+cO/fnI0EEyZMIJFIdN5+8MEHueGGG4YwopNT1799vVEUhZ///OfYbDZeeOEFfvCDHxCPx7nqqqtOQIS9u+qqq4Y8BkEYCl6Xh0A4hFk5OORKaipel2fogholtqx9hz2rf39g1UI7JjWQmVoIIokl9MvJMN7sMCLHm0cgphkKw95tt91GSUkJVVVVPPXUU53bly9fzosvvojdbuf+++/v0wf949HW1sbdd9+Nruv813/9F7fccku3NxaAwsJCHnvsMaZPn86+ffu47777+nx+i8XCj370I2w2G+FwmI8++mjAYk+qOoG4RmtUJRDXSKoDsKLVcJjCdzQdzde7UsO9Vz71R9eqL0nO/FTcme19dWAKoiZZuk9B7C0ZlvZlknGA0yyRUHXS2HEm15Mdf4dUMkbE8Xlmn3om/kiEYDSCpmsEoxH8kQiz8yPdYvZ6sggnTRDbCUBBSRHTK6dx1cwzuPqiiygZm4lDi8Qx5Mapqn4aT7IKV2ojeVaVBVNmkOVwUlWzFZuzkBu/8H3KZv2Yz513J3NnXI7X48WjWqg0FzEm6mZGxIxblQlEI6gtAaIGsJvMWA1GbCYLaZMBW2OIlz75EAc2zA2NJDbupjAQxWs2EUsmSGpmLCYT506bwfi8Mext3MHF5VZuODePm79xNnMuP4PtWohXfTv4tG4n2VqU/JiBwpY09gOJLB3Yl5Pm765sIjtqGOf0MCdvMm6TibZwI6vCASqsWVRecAbSvIm8aw/RbEpz5kVTiY1pJKjGaQ4b2BSN0O4KMCPLwYysAiaYbcTtdmSrCclqJr27iUhSJ8c2Mv/U/vjHP6aoqKgzkZWdnc2+fftEImuIFBQUEI/H2b9//xH3kySJn/zkJyxatAhVVbnnnnt49tlnT1CUgiB0de2ll5FCJ6Gm0fXMzxQ611562VCHNuLVrHmeSMJwoMm7RFI1E0kYqFnz/FCHJoxAYrw5Mo3MT9jCScVqtfLAAw8gyzK//vWv2bNnD6FQiHvuuQeAO+64g6KiokGP4+9//zvhcJhJkyZx44039rqfyWTi3nvvBTIlonv37u3zNRwOB+PHjwcyWfeBkFR1gnENTdcxyBKanrl93AmtgUjmDDbnzEylUzqYqXxKBzO3nTOP/9yxGghvhrYlEFiZ6eWkOI7c76onlmIChgVQcBN4rzhyVVeX5NwEZwB74jPUdICUnIWqJnAkVzM1q5Xi3DyumHvG4X2aXPHOZBhAcZaDD2p8vPrZRj7espHapv1EvQ6mm7NRQ7FMRVYohh7Zg2XcFnyBAA5HLugJCFeRa01x3mkzOH1CGVfOP5vi3DxybDKRZOa1lWoNkVi7i0J7EbIpjT8cJrZ6J3IsRbuaQpbNNEkOtuk2alQFWbFgl03srduHYY8Z1AjtUpJP9/nYuKOOep+fUNrZGb/DasUX8Hfertq+haffW0p50TjKisdit1rxhQ3kN6UwHUhkqeis96T51G5hS7SZD5qraFUj5FrczHFNZLzLy/gx5dgSGp98tpoP3n6PDctW8MoTLzLWuperLpmHmp3LR4qMZLKxsLQAh6Odt9r3kO3fQywni0AwTmJfC77q3fhW76FCjvTvNTHE4vE4RUVF3foXvfXWW2zYsGEIoxKmTZsGwAcffNCn/e+55x5uuukmNE3jvvvuo62t7egHCYIwoC446xy+82/X4XY4CaeTuB1OvvNv143a5u9b1r7D64/fxD8f+yKvP34TW9a+M2jXklItJNXug/ykakJKtQzaNYXRS4w3RyYxzXC0G+7TwPpo1qxZ3HDDDTzxxBPcddddjBs3jsbGRs4880yuuebErEzSseT8F7/4xaNm5adNm0ZZWRk1NTW8//77/apkCIczyYpDs/DHKpbSUWRQDsSsSBLIOrGUjkk5jm8XBnMK30DpaL4eqs7EZfBmpvAd77+BeD3EdoFkAGMWaPFMc3JrBZgH8d9Xl5URs7RdmOxx4pE6WtUyZLOXIkcAR+hJiBdRnFt8eJNx34FkmMFFfVuQVbVNTC1wsj9ooSnQTlsoyM0Xfp5JjnwS62pRfX6UHBeWKSoGTwFej0Q4kcZltWXOF9tJOG3F6/Z0XmJ6gZGlO+IAyLVNRMwWLEY312dL1Pv30NTeziTVRjRvDJv2N6Kl6jBIEklNpVlxkXZEsYchkjuGUKqMz5o2oaUitMdSxAIqq+I17GsOUtfSzOyyyYzt8hhf+uRDcpwuclwushxOrHtbuCRu6fxDl5R03nQm+UhLMslQTJ5qoEWJU+XbygQlhxZ/CyvUOozNChtpx7zHhNtqw2Nz8kHddi76VKN0/nwKpupcOakISyBKsqYBLeYj3pbL/skRzrVGWLvNT4tsIifLygxTCNfHDSTtx9ZwPdnQlvldtAZRclyYp5ced/+sI7nyyitZtWpV5+3TTz+df/7zn4N2PaHvzjzzTF5//XVefPHFPv/du/3227FarUdsMCsIwuC64KxzRm3yqqsTPe1PN+ZiUgMHKrMyTEoS3SgWJDnhxHhzwIzU8eZQEcms0WwgevoMI9///vd5//33qa6uprq6GofDwf33339Crp1Kpdi2bRsAp512Wp+OmTZtGjU1NWzatKnP19myZQv19ZlpepMnT+5/oD1Ia5mKrK5kSSKtHWdlluFgYqRTH6fw7Q+mWbc/RWtUI8cmM73ASIGry9vRQP5R7K35+vEIVYNtCsS3ghYD2QpqDCKbIPeKgb1WV12Tc9Gt2NON2K0GcsxhMDrBkAvJ/b03uO+SDKvatR+PWcPlUigtmQemXILRCPWtLcyeVNE9YbJ/DSj5zC4dw2trMlMSHWYz4XALflOEySVTeWtbrPP3eVq+gcawTn0gSY7HzFx7kjFmN5U5p6FrOqu2buRF434SUoJwIgSAy2jDajVRZzUxNZmkPhGmJRgmGcmmuj5AqyphRkLSoL3RRzydQlV1rvpapr9YZM0udnxQTWFCIeKycaoVpvqDnQ8hqsCy7BTbNQV7OptAWsLjgLg0hkgoxtJoNRPzJmKMOahr345B1xmf40VVJHaHWhnvyqE6kKR49258QchRJNQmPwavGT1rIs6Inaa9DbiTO1igg6TrWE6dgCHbhBo62EC/P5INbUSWrEF22VC8HrRInMiSNXCMKxEeybZt21i4cOFh2xwORy9HCCfa5z73OcaNG0d7ezvV1dXMnNm3CtNvf/vb2O12HnrooUGfHiEIwsmrZs3zBxJZmeRSUjVjVWO0rv8p/1z1O9KSB5uyaMASW2WV12SSZYlMRZZJSWI3pympPDFJB+EAMd4cMCN5vDlUxDTD0WwkTAPrB4vF0i3jfMstt1BQUHBCrh0IBDqXP83JyenTMR379WVqRyAQ4N133+XWW29F0zQqKiqYM2fOsQfcRcfUwq46phwel2Ocwrc/mGbpjjixtI7XIRNL6yzdEWd/MJ3ZYST04kr7wDoOHLNAtkDan/n3ZS0d/D/cluLMc2zygmICUwFoKYjtgKQPDPm9T3XsSIbJNnz+JhxWBzhmgynzLeah0/Y6HUhcFme7uKLyFGwmA1vq97N+f4KG9jBPfbyRupbmzt/n+qY00wuMXFPSxIW2/6PY+r8o0vtINFHX1MjTDZsw2V3MPG02Y7LzMRnNyLJCKJ3AJI8nYp2AL+VgXzjKdt9+AnqKQqONXLONmJYipKVwpSRkGfKSBny//z98dz1JXlAlaNLREilcuw+WTftkmRrvJOpDXtqCZmwGJ4F0AvP4bC6+aCbxbIW4w4rHYKFQSWKwGbEoCoFox/RACbOi4EvlQbQFrx0C9T4ks4psSiNZTyE10YvX4SK5bR+Ky4qlcgKG7MyUSNluQW0NHv68HkViXW0mkeW0IskSitPaubLkQJoxY0a3RNbXv/519u3bJxJZw4zD4WDJkiUsW7asz4msDjfeeCNbt24dNUtxC4Iw/Bw67c9qiOK1+7CZIoSTdrR0hD2rfz9gUw8rZpxPyenfxmhxk2trId/uQyFKzZrnj3iNpR99yNcX38Hlt36Try++g6UffTgg8Zy0xHhzwIzk8eZQEZVZo9lImAbWD6FQ6LAeLjfeeCOKogxhVL3T9SNXPvVWCjplyhQeffRRZHlgcs1Wo0QwroOsI0uZxJaqgd1ynMmsY5zCt25/CqdZxmnOPD6nWercXuAydP+jCAd/9lZtNBQ6qtJMuZ2JINLBTAP3EyFUDfYpkNgLaoT6sIWqPSl8kZ14x7iZXWahuJe/u/VhE1U7slnTko85aGR6qZHcA589w7FY55TBrtPbDLkmLON2YsjJ9Nki7aChRWVs0Ry2h/OQolE21KzCYZ6H15OpzPtww2qU4DIaatrxutzMKtIptixj9T4PuseOTTJQF/DRrkYxKwZMFicpax5Og42ckI+dbY3UJkMo0RSypIMGDqcDg6Rilg2M163E69rx/fQfJGqbUBwWPm8u5k/BGiSXixXYUCSVpKLzWU4JRksB5OWSiu+m2QNF2VnMr5xBrstNtdrO/HE5zC7Kon2bmZK4HV/Kjz8VpiCdQ0VOPtFUkhw5F80yndmlrby0Zhu1qpl1LdAcq8ZmMPHv087CbNMwlxejOK2dz7kWiaPkuOgvtTWI4vV02ybbLag+f7/P1ZPnnnuO22+/vfO2yWSitnZgE2WCIAjCyeHQaX/ZtnZ0XSKcsNPRoJ1EpoJroKqzOs6zZ/XvaYq4DlRo9T69celHH/LoC89iRMJhMBEIh3j0hcwCGSfDVNBBIcabQ2q4jDeHikhmjWbHMQ1sOHrggQdobGzkrLPOoqGhgfXr1/O3v/2Nm2++edCv7Xa7kWUZTdNobW1lwoQJRz2mI0Oend3zdKCzzjoLr9dLOp3GZrORl5fHzJkzmTdv3oBOBTEpEi6LTCyld045tFuk4+uX1eEYpvC1RjW8ju5vnHaThC+c+SZiRPxR7DJdD8WR+XelBjLJPBj83gFpH1jGged86ve8zWtbongsNvLdCuGUzmtb0lyR03xYz6z6lmZeW/kJ9qTO1LiZj7ZuZ+m2PSyYO4eERWHjnlqyHS4+qfoQZ8sucl06uuIkXZ9LzhoDZy4MUjouQtXeIJ7cObg8Ywm3xcl22IkmJLbtrcHr8RKNtvDZun8yq8hJQYmdtq31vFKzn1lFNv4v2Mi6oERbKITJ7EJPpgmqSRoCQXJ1GVc6n9rWerYn9hNUE4CGQdVokRLEgu2kVQ0JWGcMcEGRBcf0EIrWTqKliOnGEr5FGW/GG6kjznLNyrRzF9Lsj6GgEo2F0RIy7ZEkZ5QUYN3eTEP7dqRIEq9dRg3FsLfFKTBYiVkTOGNJ1JYg6+MRzAYj+XlGTKfNpbgwm0K3yvNrlqEoBvKsTmxGI89vWUX2KXOZGYwCmcSTFomjBaNY55X3+9es5LgyibABSIwdqqSkhHQ63Xn7T3/6E5ddJlbXEgRBEI7NodP+HKYIqibRFjv4OTipmjANcIP2nqY39pY0e+7NNzAiYVYyQ2CzYgA1zXNvviGSWcdKjDcHzGCONyHzpeVgjTeHikhmjWZHG3CPIB988AEvv/wyTqeTBx54gIaGBq677joeffRRFi5cyCmnnDKo1zcajUyaNImtW7eydu1aZs+efdRj1q9fD2Qy3z355je/ydy5c4lEItjt9gGN91AmZYCSVwOgY7W7joosgEhSJ8d2IME1hH8Uj9rLq8ORqtJORO8Ag5dUayOpPRLLN43Dbgxgd6rIplxcOWdA2kpVzbbDkllVNduwJ3XMWxux2KycM6GC9Y17efe95ThLxjBuXBHb926jee8W2mNpDIqBAnuYi0rDxFJlvPxhgi9/7Roa2peR0xYnHF6PWXYTyfFgy7LSHmzH5/fx0gevo7ftQalXGBdO4PU4COWb+GPjPhqjcfSkAyUJ4XAj0XQaZBkUAwYtyqa6tTTH/BSbszG5HNS1N5GIp4ml07QjYUfBhYTTkUBNSbzV6GRVJEy2vJ364H4+75rKYrkcTdGRDArVhbOpUPbwUe3HqKkU47LzKHF7WLVuK/tsEg6rlQm5+bTvqMOyvZkiTadBiWKRJCIeK62pFKZwmjMqJrG5wMhkU5pioEr3U2J2kZB1omoKWdMwaxJvK62cc+Gl3RroW+eVH1OPK/P00kyPLI4/Mdbhtttu4x//+Efn7cLCQqqqqo75fIIgCIIAB6ugatY8jynVQjRpI5CwE0sfrFofjAbtmemN3T9H95Y08wX9OAzdG16bZAVf0D+gMZ1UxHhzwAzmeHO0Esms0WywVnI7wYLBYOeyqIsXLyY/P5/8/Hy++tWv8vjjj3P33Xfz7LPPDnqZ5MKFC9m6dSuvv/46N9100xGz2Rs2bGDHjh3IssyCBQsGNa6Rputqd3aTRCSpE0pozBtryewwRH8UO3p5Oc0yXkcm4fbShgi5dgVNlw5PbvVWlTbA0yTrW5qpqtmGL+DH6/Ywu6ycvOgppDa9D+YsWrCSh4lUcwTtlHMwmnJxGDWa2tsPqxDztQRw7dfBZka2msjBxIIJFSyp2ch8i5e1AT+NrfVYkdElA3FVpz2psaY5wQUl7Wg+KytWVuPa2UrQJOFxuRgbSbB+j49owo5ik3hv7QrqGvbhjcWoikVZjYHTpRjb4362RiWKrSYSkRgus0IwpSOjYdbAbrETToSwqCYMabDKEvuCAdJ6EptiJKkeqCKSZcxGjRZdoaotwSct+7g9acOtwko5zP80r+OmdBGnZxVhriiiJawSSbRzatZ4bLqCsXQMrXvq2Wc0k+OycE5xGYF2P7sMzcRaQkgeO7OVbDZKQbRsN2M8OZQqNsZdNI9gNNKZJNwZbCFkVzDH09hUibQBInaFVLAFU2H2gDRoNxVmw4WVA5IY8/v9h33Q+eijjygtLT3uOIXhr729nfnz5yPLMps3bx7qcARBGKUqZpzfmdTasvYdwqt/j0lJDFqD9qUffcj7dTKRdACbwcQEl4kcq6HXpJnX5SEQDnVWZgEkNRWvyzNgMZ10xHhzQInxZv+M7EmSwtFZisF7BRTclPk5wt5YAO6//36am5tZsGABV111Vef2733ve5SUlLBmzRqefPLJQY9j0aJF2O12tm/fzhNPPNHrfslkkvvuuw+Aiy++mJKSkkGPbSQpcBm4YKIFqyEztdBqkLhgoqV7kuhAk3JSTZmfJ2BFlK69vGRJIqXq7ParbPOle25U35u0L5OEA+rbgrxSvZ3Hlu/ilarV1Lc09yumjmmB0USc/Kwsook4r638hF0rm1Dlc5HNLvJsSSKY0KRppOtSwIHeV7b0YY30vfJ2goE6ZPPBbyXDqQSyQcEaV9nR2IDDpGExW9A0DUmScRgN1AZSkArgzvLQsGUnM8dOICxrBNNxshwKEyxREs1NhBIgo2GNthNOm4mrKXZHozy738/2ICRTOs1hnYQKwaSOQdJxmCyMMdgpM9jJt+eBKiFpOtv0VvypMKa0RkRNkkbCoBgwmU04TBJOVaItnOD7MRNuNfNY5mhmShI6/1KbqA+188b+7axc9y8+3LqKbe17WKc1sq1tD1ubasmxO0hrGrIkYW+LMy43n9ysbL4+7Qy+NvMcTssp5kJjAbOyCpHtFlZs3cTHWzayZHUV9S3N6LqObpKxF3sxj8/HXuxFN8lH7V3QX6bCbJyXzMSz6Dycl8w8pkTWhRde2C2RtWDBAvbt2ycSWSehgX59CoIg9KZrg3aHKYJssFNy+rcHrF9WR/+rxrALr1VF1ZNU+2IEkxHs5jRlPSTNrr30MlLoJNQ0up75mULn2kvFNPvjIsabA0aMN/tHVGYJw9p7773Hq6++isvl6vwH28FisfDAAw+waNEifvOb33Deeecxfvz4QYslJyeHn/70p9x222387Gc/Ix6P841vfAOT6WBioKGhgbvvvpt169ZRWFjID3/4w0GLZyQrcBl6nr7X4Rh6cfWqj/2rDu3ltbs9jdsik0yDLEmHN6rvzYFpkvVBeG3NTjw2M/lOmXDCymsrP+GKuWccNv2vN1U12/DY7bhsmfJ5l81OayjI/6xaxoSCQvLs2RTaLqQ6XI9mtGANRkhFI/gjERZMjBxWITZ7QgkvbV5PwJ9Lu9GDL5FAUtOMdxQQsyhIUUAyI9lU5DZA10EHtBRawky81EXOtihj88fweYeF1c11NEdDFLnsXBQx8V6ggdqm/XiDCTZJCSyaHZkIaQ32p8FrNJBOScQ1nUAshSKBxaAQN5tJpGJMkW1UKyopRSGpJTCkUiTTcVJomBQJgyaRjCcIyCqlwGKc2A98J5NCZ7k1jWwvYm+0nWVyEGdTjHHlY3mnzc+eVh+5Wg6mqJ+WYBOzZC8uhxsAPZrAoRhpzjajR5NoQI7FTtAfoN2Q5EOtBdplrCYzXpeH11Z+QkFWDr6gn2A0gsNiJRyPEU8lmVQ4lldWLO9WSdfX3/fR9FSld6Rzr1q1iiuvvLLztiRJ7N69G4NB/OkXBEE4mqUffchzb76BL+jH6/Jw7aWXndR9lbasfYeaNc8jpVrQjbmUVV5z1MRU10qt6upqKmb0byXWI+nof6XjpCGkkG1rJ9sSZ3u7hXMW3tJjbB2/P/F7FboS482RS3yiFYatQCDAvffeCxws9zzUrFmzWLRoEU8//TSLFy/mmWeeGdRmdpdeeimapnHvvffym9/8hscff5zKykocDgcNDQ2sW7cOVVWpqKjgD3/4A1lZWYMWi9AH/ehfdWgvr1BCx6jQrbdXt0b1vTkwTbJqRxseqxGXSQUtiit7dq+9rHrjC/jJ7/IaagkG2LRnN1E5xVzFQiSdpNpXz0xvMfWtLbQoKuPMFhZMnU5x6nVQMv9m2qIqte1pQnEPpZPzeWmVFZPcjtfpptBWQjimst+1n0Ipl9qGEBb8ONxmErE0bdEI0/JsRMfNIBiLcU7URHjJGrK8Li4pLcVwipPkXh+127ZRa/exwt9AOh3GGk8SVjSaDzRsN0sQUNOE9ExJsA5oOkRSCUyqRrNdQTGHcSoyxfY82ppVtqTipCUdXQZUnThJAMokI99RHBgP/FuPovO/9hj7TDlkxZKggMtopqm9jdc37KJdSpA2yOiyzLh8G4ohxW5/A+cWjAMNMCiEQmEKKsZhGTuBZG0TpyVtvKi0siLpx+qwYTaaCMWiuO1pVE3FabNxwYxZrK/dhS8YIMfhoqK4hHA81llJF47F+p3A7E1HlZ7Hbu/TuSsqKggGg523v//973dbuVAYeZLJ5JAcKwjD0bEkVvpDrHrX3Za177Bn9e8PNFq3Y1J7XjFww7JP2PDSEtS2EEq2k2lXX8i0hWcMSkxd+1/F0jb2BW3ouk44nTzia+GCs845KX+HQs/EeHNkE8ksYdi6//778fl8LFiwoFt1waFuu+023n//faqrq3nqqaf46le/OqhxXXbZZcybN4+///3vfPjhh6xevZpYLIbH4+Hss8/mkksu4fLLLx+2S7ieVPrRv+rQXl4GGfxxjXljzZ37dGtU35sD0yR9kcfJtydA8oDjVOjay6oP6lua2dnYwMrtW8j3ZFFWUEzN/noUPUphQRKjvgI3bjAWUt/awqVZpdgvrDw4Dc2XqRDb2KTxv2vriSYSjHHomCwF5Ey7iNOTrbhiERSXjXhhHnFTGWP862kJBFHTZsaawyiKH197mpbdMu/Wfsw03UE6bwKabqLB18y6PZtps0mkdzfRosWR0mmC+GiU4mgqmFFQJJmUrpI4UORlM8hE0pkElwwYkEnoKbR4mpaUkTE2A3Pzoqz1SWwwQBwdBYmkoqOpcKVk5ruyDZnMh4g2NH5vjiOHjbQpMfR4nPGShf0BH++aA7SRJMtgJppKEAg202xIY7daiasqZquZVCBE1GsnYkyxMG8ciseBeZKBCWOyKLHlsWr9p8iSjMlgYHzeGFqCfv7vs5XkudyUF4/jqjPOxmG1Eo7F+GDjOqaWlHarpAP6lcDsTU9Vej2d+49//GO3bxVtNhs1NTXHdW1heJg+ffpQhyAIw0JfEyvHQ6x6111fVgzcsOwTNv35VRKKTtqqYAhG2PTnVwG6JbQGKhEp+l8JA0GMN0c2kcwSho1ly5Z1u/3www/z8MMPH/U4m83GO++8c9j2q666qtuc57566KGHeOihh464T25uLt/73vf43ve+1+/zH/o4hb7r7zQr0r5MRVZXiiPTi+sQHb281u1P4QtrlOUYaI1pGBUJTdcPb1R/JJZivEXnEg414KIBwqtBcRPWC/G6Cw9bNVGKdU+QdVThFOXk4g+H8YfDfLp5Fe3tu8gytDK5NAeDuQi1NYYrvolGrQz7hVd176fknEn9zn/wzAofZrOTQpdEMhbi/XqNiWVhGvOLKSzKfCg16zrJsJ2bL7qMS2bOYcXKavZ+UA2hRlodzZR4WnFI9YQ0C8vkZqbGx7IuLGOPabibU3yihmmMBTHLChOx0ijHiaOh6jp5BhuNaRUVDRUwqZmfkEluWWWduA6qpGCUwBDXWLW5BUXVMaMQVzU0RQcV/l2xcp1k7XyI+3WN+5IRLCkzKVXDa1a4yTiWhvZ2XjQ1Y1fMGGUVDZ2EBIoO0Xgcl9WOCrQVO9nVtB9Jh3EFRbzbvAu1dhN5ubnMO/cMlLooc8sqSKbTpNQ0NQ31mAxGVDVBjsuFJEE0kSASj+N1ezhlTCEled1fbw6r9agJzPqWZt7bsoFqX0Ovr+tDq/QOPXc6naa0tBRNO1g5+Oyzz560DUFHI9HvShAy+pJYOV6HrnoXSSVpTcTYHmjl64vvOOmmpvVlxcANLy3JJLJMmc80aZNELKmx4aUlncmsgUxEXnvpZZlqOTWNSVZIaqrofyUclRhvji4imSUII1xS1YmldNKajkGWsBolTMrglb4Olf5OswI6+1d1VmTBgdveHnc/tJdXR9LJF84kneaNPdCovg99uGaPc/HaB6+C3Y3D5iYcDeGPrOLU8YsOWzVxU4uF04Lpzmt3rcJxWm3U1G2mwbeDRLuPsjEG3JEoklKLuWQKwUQWYy2mwxuDW4qpap2AYojitcRJSy5U16lYogb2Ne3AZsus8pNqDeHf2YwlHCXUKJM3vZTz/VZioRTvOHdjT6bIcsdREypZSgQpYeNtZQsT42OxJ2zoSKQTCRKKRsqgUKE52aSGQE6haRKSLuFKS7QZIA1IB8bjHSmXhK5jlmUcRgVjSsPlNPNeWwCbDokUmGQJAwo3Kka+1CWRtZM0f1TjGHQDFSk7E3PyuED3kp9UUNNBdrlSWNIqugFatSg6MjbdRDKtkkqnsBhNrN21g8/PnkdjMMa/1qwnkdaZVTYNg9fCv3ZvxmwwUJCdw+a9e2hoa8FkMJJKp1FkhemlEzEZDNjMFq6cn1lp85UVywnHYp1VU3CgGb/b0/Prk4Ov61gqSdkRXtdet6fXc9988828+eabndsnTJjA8uXLe72mMDI5HA4ikQjf//73mTFjRr+ODYVCfPvb3x6cwAThBOtLYuV4da36iaSS7IuEkCQdt9FyUk451I25mNRAZwIROGzFQLUtRNravUokbZQwtIU6bw9kIlL0vxIEQSSzBGEES6o6wbiGIoNBzlQQBeM6Los86hJafZ1m1c2B/lVApiJLDYMayCwZ3MWhlVLTC4ydia3Dmr33sQ9XsWk3V1ROpqouTFMghtflZMGkAppjO3Cay3GaZVKtIQy7m3DurOfTuMrnzynEVJjdrQon1+XG40mQaHOw09iE2RwnlAxhb9UJxiFkO5UFE7uU2De0kVhXi9oaZG/jPiTvTPYZrFiNEuGERiTeysY9G9njaye414G33Uabo4ixNhdLm2OUv7AS1/rtmPP20BKzkG8OocZ00MxoWgqnEmJfwMJMZzPpwDgksxF7u07cmMao6mipGBYFcnWFtAIKKlZdwZ3WiBgymSyJTDJLBSI6aLpGcyyJIkm0hqNoemYfJAkJHbspwYq0yuc1CxZJYgMp1hrCOCQJg2omZTNyaVE5E+acxp4tO1ih7sSSlmjXUySRiAMWdFQtjVm24HV7MBoUGgNtpLHw/tYabBYnbkVib0sDGCdzigd0MomrU8eVsLu5kZSaxiArXFQ5i1yXG03vPm10dlk5r638BKBz6qE/EmHB1J6nh9W3NPPoG6/QEgygxeIUF48l1+3u8XXd07n3NOzjdz+4m67/0levXt1jvwdh5JsyZQqrVq0CYM6cOf06tr2P05uFk8NIb2zel8TK8epa9dOaiCFJOjoSORbbSTnlsKzymkwFVeJA4lBJYjenKemyYqCS7cQQjJA2HfyrZEjpKNnOztsDnYgU/a8E4eQmklmCMILFUjqKDMqBJoSKJIGcqdQabcmso02z6pGlmGTqLNQNS9Cj+5FsBSiTL8R0IOm0P5jmvZ1xVuxNkmOTmZxnIJbWWbojzgUTLT2vWtjXPlxpH8XeMRTndZlCqGvs27kXe7ZEqjVEYu0uJKsZi91Aa1Qn+u4SpDkqXm074SYrruxTSYXNpDZtJhBKUlYYZGaRkdXtVprCKfKMu1k483SK88YDmURWZMkaZJeNJksLe/zVNNS/j5RTiCe/kr1hB3sbNuOx2XCZFd5eu450Isjc4nKmjJtMgybx1p7d5MbqyYu1scEPa8waHtlIrtOM3ehEJ4LDaKfWbqDBXYjTZiSnLYCaDCCjoUYkrFZosmhouoakqeiyRErRsQBWCVoyswbRONAMXuvojaWjaplpiH4VnAYZVU5jNqiETWkeiAZYKJl4X4pTqpgZY0kxPujBKluobtjDhzUJNiVbaCo2M77eSSsB7EYTiZSGho4qS4y3uZgwppDParaR1lT+tXYjoUgrhTmZar1wNILVKOGLmSmypbhi7hlU1WyjNG8MZpOR6aUTyXVlEk6HVl0V5+Z17t/U3o7X7ck04+8h2dpRkeUL+hnjyWZvuI6VNVuYW1ZBtst52Ov60HM/ct/9tO+u60xkXX755fzxj3/s/d+CMOJNmzaNlStXsnHjxqEORRjBRkNj874kVo5X16qf7YFW3EYLORYbdqMRAJOs4Av6B+x6x+JEJiU7qqZq1jyP6UCvq5JDel1Nu/pCNv35VWJJLVORldKxqhJTrr6wc58TkYgUji4WDZKItoGeBsmA2ZaN1eY6+oGCMMwM22TW008/zWeffcb27dtpa2sjHA7jdDqZPHkyV155JV/4whf6tYrA9ddf3/mNZk/OOuss/vrXvw5E6IJwwnRMLexKliTS2ujrrXKkaVa9STa0EXmvCdk1H9luQYvE0d5rggsLaXW4WLojTm1bGq9DRpIk1jemmFFgwmmWWbc/1XMyq699uHqZ4mi05BFJ6hh2NyFZzchWE7F2A5NdLZhta0jtcTN7YjmvVW9GDb6HUp9H2C8RcQU5z+agiDbGjlORTVFIRTBo74PpXAAS62oziSzq+dfef1HoNhNIpklH2tiz+z0aU8WYDGZOLc6nPbgbJxqSzUkoXM/7u/zoOtiTUGux8EFLmlAigVU1kG2VqQtolHg1EroLPb+Q5e2tRKVa4i0JVHMKZ8KARdfYZk3QYkwTRUM3gF2TUNHRgCRg1MENxMkksyQgdeD/E2SmIarqgcosVCQ0tJRMBJ3dWoJP5BRuwKwlmSdZ2euA/QQgFUHd0MBmKYJRUZCJ4zSYiWkqChK6LDM5pwAXRvb4Gokm4tgtFjbWbiMaDyLrKtnubOxWOxaDRKM/zIwCD8W5eRTn5nVWRpkMBjRd66y6mlRYzCsrlnfr49Yx7fBQXXu+7WxsoCgnlzGebBKpzLRHu9lMzf56phjH9/i6Ls7No2bDJm79xr93bpNlmdraWgyGYfvnXBggU6dOBWDDhg1DHIkwko2GxuZ9SawMhI6qn68vvmPYNRofiqRkxYzzj/gcd/TF2vDSEgwHVjOccshqhiciESkcWSwaJBltRtckNGRkXSUZbQYQCS1hxBm2n37//Oc/09bWRllZGZWVlVitVhoaGvj0009ZsWIFb7/9Nr/73e+Q5aOsLHaIs846C6/38H45kyZNGqjQhRGgoqKCW2+9td9TNYabjqmFSpfErqYfnuAaDfo7hQsOJncUZ6bXUsfPxLpa1k04FadZJq2ByywdSI7L1LalqSwy4QtrPZ+0r324epniWFR0CRv3asj+OE6PlbAqEcXAdEc1uuJBC0JxjpsrZk3ho3dW4pP34TKW8LlxeyiwZKOldGR1N5ImoSqFpFNWUqteJbZzM+EPfSi5TqpyPiNlkGhWdWI6REJJEhYzpshO5uVNx7//Y7JNKrLVQHvYQzKYoM0QQbabccou1iUbKHR4cVuaqY+m2RVNg6zT3q5TmV9AMBGinfHEEg3oWgJdVymxFeP17+cze5qo0QRKGh2NiAImDCiSCrpG4sDTI5NJYklkVjSUVJ0oOhIwHoV7FTs/IUiTBmFNQpElvGYVi5zGr8EKTcNjixMzqJhTWey3GAiGQrTGQsgGA5qsMdHlJddooD0cJpFM4g6l2a0FGOM047BasJutqIoFTU+zefdmst3ZFOUWsSoWI9vpZnbZwfeHnqquJhUWs+rA9Nej9XE7tOfbp9s344+EmFQ4lpqGfcRSKfKMJpr87RTleHt8XU+cOJFYLNZ5+0c/+hE333xzr69/YXSZO3cud911F5Ikoet6v77Q83g8vPvuu4MYnTBSHNrYHIZHlVF/HS2xMpCGY6Px4ZqUnLbwjMNWLnz98ZuQUi2kJQ+TZy+i5PRvD3oiUuhdItp2IJGV+RuiIYGW2S6SWQNrtIw3h7Nhm8z61a9+xamnnorNZuu2vaamhhtvvJF3332XV155hS996Uv9Ou83v/lN5s6dO5ChCiNQRUUFFRUVQx3GcbMaJYJxHWQdWcoktlQN7JbRl8zqzxSuDmprEMXr6bZNtltQfX5ax2h4HTJOs0Q8DVYjWAwQiGVWLsyx9ZIoP5Ckao+p7ApYiCfCeIwhcsd+gW71WpbiTB+tUHWmasvgBffZ5FuKucCU5tPtFnwRjVyHxByljSxjG2rMAajEVleTE9/J5fYGlBIXichC9KZGdEMTijOIGsxCtY1H8eaQ2hejLSqzM7mTddmVeGIxNgXaaAyDM8dFsdVCTFaoi2uYTQnyPHvZ1xDFFjOgoOIx7saijyGYSBPzhWhQfATTbbhUPdNnyyjhtVgxWxWsZjuf+tKYKCWsGbCZcjBFmwmRYrcpimYx4rcYQIsjqykUxYgqG1A1FU1PkWmjISEDJhkkVceezGxpV1QMQAUGHlIcOCWZn+tu/pMgTeiYNBVkCcmg4pLAHzXwVquR2TkxUlqC5oCdhA5JNFQ1iSxJ1Id9eO0m0rrKGKOd8SYXEVnGHU7z/7P35nF21fX9//Psd7939iWTPSEhIZAQAlEEBFlEQNyLFm1tbfuttdv329qq/davtdbaVtuq3cDWKq3yswQCRNCAIItRsm+TkD2ZTGa7M3dfzj3L5/P7486aTJJJCFngPn3EYe6c5XPO3c7ndV7v13v+3DmE62Ic7B8kU1SQqJh6AFUL4PrQFj2x1XGzo3NrJoQ/5KHJED9KHZ5yjtvxmW+tiXoyhQJD+RzXLbiclzZvpC+ToimWOEEM+8pXvsLXv/710d/j8Ti7du066eu+xhuTurq6s24FrigK06ZNO8cjqnEpMj7YfIQL7TK62LmQQeM7nlvHjkfW4g87nZYMO51GREnT9olmPQzHxzFUesup131MU+WEzoVakSOb/4mZV/8O7/74ty708N68SA/BxGtcgYImvQs0oDcub5T55sXMRStmXXPNNZM+Pn/+fD7ykY/w9a9/nXXr1p2xmFWjxuvBheooaGoKsYA6Yd/hwKn3fSl3Pxwp+TodI4HuPbSQ6HO4skGl1ao6rUTRRmuI0RCqdhKcVaeztccFQCLRVchXBCunB8Y2eFz3wiTL2Nl/mLg+QDjQRBfXs6mrgdtMb2JpYqDjhC6HUO2aeNeN7RTXbkHkBcf2HaFUTnOseIjtiiQTSdMUCXIVJtN6ChgtP8druw6R34iXLYDSSGBmGyLZT5qFbM2FSISStDQFOdyV4qdDEikrtA5W6KiHWEBQrygUpGDI1lH1IPlsCUcoeCosCOb5WVajy0shdYlhlukpQt7xCBg6XiRE1m8kUWnlcK4PlD68SpE+J4/hOyj4WDKFWw/SVVBQEb7ExQPhIZFoqBhS5/KIRUtI0pMqs8f1yStgIZBS8nYM/kSPYA07TiKoTFNgQPr4KrhSkLd1IgbEFJVeD7rzUPTBxsbxdQxUfARSCrKeIGxrxA2NSNhnWnsrs0LN/KTrMP0pHc0DpRBCLQ4Rt5qJBpt5y+IVzK7T0LEniFLj88i0pgSiaNO9bSfTVy6BcfdcTpbjNpL5NpjLsq+nm2NDg/SmhqiLRrluweXMbmqhvrl5gpBl2zZz586dsJ0nnniC5cuXn/Y9UKNGjRqTcTG6jC4FLkTQ+I7n1tH54GoqmsQLaui5Ip0PrgaqomRpMENDysfTVBxLw3E9pqeq6413R10ozmXnwhrnEEVHlf6oMwtARYJy0coCNWqclEvyVTuSDWKa5mmWrFHj9edCdxQ0tamLURd6rOeD3pzHM/ttopZKy7xG0luO8BM/wC1NCs1uCZErEVy5gKsixuhyV7bp7El6DBZ93jrT4u1zxoW/T9K9cKB/PXbwnfih6QAYQLQiJs/ZGhbCugcOs6HbI+k00dQ4mxXzF1C5bDbr1+zmKO00OkEOl58hEipgaiGOlhWOVBTu9JvpcGys+QVc7V0oThotbON2ZagcjnG4qZ6I14eqJEgrZfZYfVAMoYZKlGWJvTmLaQUPzYJF9XDtrARr9xXZ3pNkugqLpjUyIMoc8z0CVhBTGSLlQ8Hx8IVAlYLudBlDOUbeK5D389i+gxAuCpK4ZmKpDsIXpD0dIX3KeNjHGZsEUEQw5LRz0HFxvG58w8cEJIJ3CYvfVUOjJbMpKfgsRbo1D1OAL6sJWromsB2dghCoEkq+RsoDHR8dA03XMKXE1DQ8XxKSCvWqQUw1yCopDqcTJO0sRj5PJmniCBvhZJgZayNc9Ik5ZQ6lg+RsFa8ywMrFVYFyspLV5kQdmb1dtLzlitHjPFmOW1M8wZGBfnZ1HSEcCNDR2ISUkt70ELu7ugga5gQh67777uOll14aXf+KK67gxz/+8Vm/L2pc+rzjHe+goaGBH/zgBxd6KDUuYS6ky+hMeX59J6te6mSoLGgIqrz/hsXcfO3iCz2s88aOR9ZWhSyz6qLxTIWyI9jxyFo+/JG7+fY3/528qmFoYAufsuazQIuz45G1F4WYda47F9Y4N1ih+mpGlqg6slQkqioxQ/UXemg1apwxl5yYdfToUR5++GEAbrnlljNe/5lnnuGZZ57BcRyam5tZuXLlSV1gNWpMhUupo+BFNdbj3E5El0/qYpoqI+Haz+8ZIBiKs3TOAqKNTTRcPQvtwADbe21un24SXLkAs72eNuC2eQG29bqUHIXrpltc1WacKEZN0r0w41Zo07YyyPTRxcKmcmLO1rAQ1p3VeLwzR8KStJhpCnmLh15Iogy2Mv2yDuLZQV4pu3R513Jn+Hksr4wbrKPHbeUXmsH7bYEs9OCXluHl7iQYeRUZSCBJURjooyFQoDe9hAOFXsJmkLbETFzLxbAdcgqkfYO3qDFmakO8o+El3q5G+bks8URPiM3pQQq24DLHosOG9WEP25MEDB3X9fAqHkLxcHUdX5TB99Ckj0AiEZR9G1MCAop4eMDJ2g/Y+CT9DJos02D5uEIj4/r8thLkTi049lxKn88qBfrxaVR0SqqkJKDoQQBBzgNF0ajTwfbBH74gExroSjWfS0clZqg0xhLEAkFcx2FXsh9PCRNE5dVsN+FQHUErQl7CwUwXs+oMfryjj+VLZ2EoFTTf4snH93GjP0ji1QNYV80ZFbMAZrTO47s7tmHsStEUC9MUrKAIe9K8qxXzF/D0plfQVY2gaVJ2KoQCAe659q1Mb2xmhhmio7GZAwcOcOONEyeVnZ2dJBKJU78BarzhOXbsGJVK5fQL1qhxGi6Ey+hMeX59Jw8++yqa7xDEJVsyePDZVwHOqaC1e+uz7NvyMMpwftP8iyi/yU/l8YIT7wx5hoKeynPb226k8+s/YI9uk5MeEVXnMq2OmGbip/IXaMQTOZvOhRfz8/FGYSQXq1JKVUsLFR2z1s2wxiXKRS9mrVq1ig0bNuC6Lv39/WzZsgUhBP/rf/0vbrvttjPe3kMPPTTh92984xtcffXVfO1rX6Otre1cDbvGm4hLqaPgRTPWSdxOpNZUM6bOQtAaCdf2hc/hgT4qlb3s3LeRO1e+k4UzF9JQHyFZEESXTbxD2BbTJ+9YOJ5JuhcGrAjCHZjw2KQ5W8NC2IajfSRCAWJBC/wSMaWHtLOASu9eFi9awdH+LFt6d2EXXX7itbAkJKhr7yBsSA6WBgleWyIwI45yaDNueC7CuAVV2Y01U8Xar7G/dwWKGydTOEJzwGN+a55j2SQNdSECoQZ6sz664nBNo4fipDiaDLDVUVjSnuHaQoDVBwNk/RIlBF5YJ6h4VCR4ro+lqZgqFByXgFJBkyqm1Cnhjx5mRUAd1W6FAIWTnkxJxh8igo/rq/hC5Q+UALcwdqG7X3p8XingqxDTfIq+Tkg1uczU2WmXyACKAjEdVK0qnLku+EBIk9TpJrpavUtt6AGioSCWJxnyywgvTizvInWPYCCBZRj40sEwwqhegX3pwyjpY2TdadSZMW4OLyDc6rA7WM9braPYr+xFecsC9PoofRWVXeUGrpq9nGS0Qn8mRaYU42PXXzdpKWxHYzNzWtrJlAqkiwXioTBXzJhDfSxKfzrNjKYQy5cvp6+vb3Sdj3zkI/zt3/7tKV6cNWrUqPHGZNVLnWi+g0k1BsDExfGrj5+tmHW8UFLXuphi74tjmU5+ttppD85YQHk9RBitPoqeK+KZY9dtuivR6qMANDc2Es8VR51bALojRv9+oTnTzoUnZGy9huejxqkJhmI18arGG4KLXszavHkzjz322Ojvuq7z+7//+3z84x8/o+0sX76ce++9l2uuuYbW1lZSqRRbtmzha1/7Gps3b+ZXf/VXeeyxx04InJ8KO3funNJyuq5TLBZPeHyyx2pcOvieiithvEYkhn8vFk/SEe84ztdrYCpjdRyHTZs2va7jiHsvoEoboVSAqiikyiLi6A/I6jed8fae372DvmyaQ8kBCl4QVTUouwUeXvs/3HXNO7GC9ViaZNOmM3c1xL0cqhxAKGNCmF4psScfo7v3AEFNUvYVSp7KikabTePcWY3uRlzq6TxwhIawRUFRAEmuNMQrR23KfcdIZfvoKw7SV8ghfIdMWWEonGGhGaBJyzAzdghXtckMLMLrySCDe8glr8b1OoAOPMfnYNYiFJGEtCIifBjDjHNVzOSYZ9OdPopGHCVc5Il9ksa9UQb9CqGoJOCpuElBXSlI2iiz3izQV/QxVQ8hqgKRkBLHldiA4xUJAoZUMRFUFFA00Kh2J7SBaSgcRlaFrTG9q7oQIHwPR4OU5/MZglyvjJWL71Rs/l2WaJUKJS2INAQFVdKGQSAc5BZVsLZkI/EBHxWNVKW6aQkI3yftF5luhqiP69RZQZpMg3VD3YR1wG7CRcd2HAJ6iLSdJx6eifBTmIqF7WaxVMnhniO4ej2PKD0sGDpMR8NC5oR81IODyJ8WEEum8fNiDKciCFzWSFs4QVu4hZKn8ItXhyDVM+lrSa84hAW0xKpW/kwySXf3UQ7t2ccXHvre2KnStNHvvdf7vVijRo0aFyNDZUFwWMgawcBlqHx2U5fJhJJg5mFyfuNoKdzZZjq9XiLMkg/cTueDqyk7ourIciVBX2HxB26f0t8vNCPHPtK50FMSzLz6/pOek1rGVo0aNc6Ui17M+tKXvsSXvvQlbNumu7ubVatW8c1vfpOnn36aBx54gJaWltNvBPiDP/iDCb+3t7fT3t7OjTfeyHvf+14OHz7M97//fX7913/9jMd4xRVXYFnWaZfbvXs34fBEZ0ixWDzhsRqXFsa4HKrxHQWnmkN1Pl8DUxmraZpcddWJZVLnlN4tYMwHZZyTSYpq17+2Mw+33pTsYdB3mBXoYDomh9LV8rRy7gBm5WmWzbiKRXNX0tJ4xUm30ZvzePXoYdTiJhqMFO0NLdQ3Xwt8aMxFpkWqLjI/S6t5J1uGmhkqCWaH1MlLFJPdIEoszkHJ8YgFLQYzQ+w7qhMoFola9Rzt76KrPEAg2kFK1TB8QU8+iGkOMW1GD8vnhol2vIWotCnYnQzZUdywwrbuW0gf6MZJ9xNMNBG//m4WFg+ydns/QQXaaGZmbIhoWCFfAc9SiIWjZEpN/HzI4a1dFSKWjhYq0BSLslk62LqKJisURTXjygBKQuJRFaukpuD6KlKpilsKIH0oa5CnKirZSAL4OP6J3QABpAamBu8SFtczJmT9VCnzT+Rx0AFJUPgIz6A9ZGNJGCpkOSJ8gjqYShgNjaRdRKKioWAArWqQvOrj6jptxmWYZpJIwCWgGpTLBkU/iRdwCegKjvTxpcCTFcJWgELZJmwlaGmoJ1tMoqoQD8fZkevisN3PtDlzeftNi2nanyIQa2RzrIUZ8xqxGsfubFYGc/TvH2TuUA6tIYZ11WzM9rEMipaZ03n8lXUkwmEiwSCFcpm/+c3fRi2WR5f52te+xi/90i9N6XVf4/xQqVSmfNOqRo1LiYs5k6ohqJItGaPOLAAXg4bgSToNn4bJhBJVkUTNIrlK3ehyZ5Pp9HqJMCO5VzseWYs+3M1w8XA3w6n8/WLg8qW3jp6DTZs2cfnSk1/j1TK2atSocaZc9GLWCIFAgHnz5vEnf/InNDU18ZWvfIUvfvGLfPOb33xN241Go3zsYx/jS1/6Ei+88MJZiVk13tycTUfBC8VFM1a9qSoK6eMszn6h+vhZ0BRP8Mre3bTV1aMoCnNjeYaG9mIELFK2ydIWlzrnabAnL2PszXm8vOcg89UfoVox8n4Tnb1ZrvSeIN7+7mr549BayK6rrhBZRktE452NwQnb+NGeMkMlQcOIuBVdDqk1rJge4fEdfeCXefXQMbwBk4RXRlfaOVg8QMhTKTkVwtFWLJnF92CwkmX5vBkEG2eCUqFcPMqQFkQIl1L2GDu6VpP1L2eRlSAQ1dj//MOY0/p5+4Jp9GTL9CU9DnQHcNQKQTWHbWhMi/iYdWUq+QqP5AVzK0UCms2ByGE8aVJydHxfQUFDwcdnLP+q2qMQHM2ngoIETMDzwfGrDi0f6AI4iZClUhXJHB9eDua4rKxxqxLgYVni+2oWV+gUhpfp8FzmBAMkbThUKRFRJCFFIyAscsJFxaXig4IATcHSDMLxONMMg0q5wtxgO/liHYFBl4Sjs8/pQ9NMgqqHVE3yxUES0UY0WQJPx/cdWhtaKLpFLDNE2fWwi2lcYFm0gV2pXiplmzvmzGFmQ4z40SLp7WVsO8X+zFGyThHDM7li5mVoc6rdDotrt8DtyxgwPTbs20Mym8HUdcqVCt//r++x5em1o82xE4kEnZ2dZ/X6r1GjRo0z5XxlUp0t779hMQ8++yqOX3VkuRj4WpD337DwrLY3mVBScEJErGL1bswwp8t0muq2z5UIs+SWt55SnDrd3y8lziZjq0aNGm9uLhkxazzvfe97+cpXvsLzzz+P67oYhvGatjdnzhwA+vv7z8XwarwJOZOOgheai2KswyIPMMHtRPyGs9rcSLh2Kp+nLghKfiNBWWRReyPTm1XqonXgadUMq+PErN6cx39uKtLmbORoIIzjw5HkIfpzZTaEJR9a/lM6Zr4d3AFQLJAOFHeBMwCt90OgY0IHxaaIStGRPLPf5rZ5rTS4b6Ohay1Xpo/x2LECL3anaQ/oXKOYJPIe2xWJp5v4vsNc38GPNVOUHk1qjrlt01GogNtHtmKgBcIEtSE27TKJECBRP8SAupxlTQrbDwxSPJqn1VPIJG0sxyXjmWRdlyvqdIqqw46iT6MwyBRdeis2WV2QzFkUPNBUF1dWcBgTsCSgVj1ZGL6CD6iahkCioeAhEJpERSL8kwe/o1VdXsP/iQByns7fKTl+Lis8j4Pv6+jK2DZ6EQjHJVPRkCgUfQcTQZkKcnhs4/+5vkeqnKfiB2gPRVGtHgbkQbbZ/RwVUFZVVDWEIRViRoT6+jbidXX0DfRgKR6JWAJXBUOpEA7Wky8UiXqCdk0nnsqTKeQxNIcNyQrTG5tZHBD8f9t72J/bQ31bM2ZRJW0X6e7fQk/LMqZFq3f6D768hZ+E8yTCYVrq6kimM/zZb30SzRurwXzuuecoFE6eNFajxgjZbJaPfexjZ72+oih85zvfOYcjqnGp8npkUp1LRsZQdY7pw86xhWc9tsmEkkIlQsgoY2qVKWU6ncm2LwYR5pmXX+T7T62hayiJLXwCqs6MhsaLtntlMbyMnUfXMFQuk7AkK9uzzEmUOFacy+6tz9ZKDWvUqHECl6SYFY/H0XUdz/PIZrM0Nr62L4tMJgNQK/erUeN8Eeioup3ym6qlhXpTVcg6y26GHY3N/Mbtd/Hg0z+gN72XFr2XmbEKWrmfFeFDUIxCaF51X+MYEaGGSoKrI0PszwR5Zf9BZtYHaImFGCpUeHzzdu710nTo+0FvALUOhA2V/ZBaC+2/xrZel6ilErWqPptAoUBxWxfPPXyU6/d1kpwe5ZWmFq6odxH9Bjlf56BX5pqGgywvBNleLhFQ4mDnKHpJ0jg0NansOdrFosgR+rNZBv02EhEN1TQ44jagNDSjq0W2pH2G9h9i45G95J0Cb82laalL0On4pN0ympLH1wJINUHRttnelydb1hACko6B64GPQPMnRlyNIKhmgHmahopKVI2gKwZpv4CkOLwMY7arSfGZjskxfCrDi1VD2xV+PBwbrwG+HBOzfCBZ8fHxUVARGrjI4WysaomjooCU4CHRUUmVi6Qdm45wkOe7N5LxXYalNgK6AKWE70kU3yUYacRPF1lUP5td6SM4+QJK/xANuGghj2BdiHDYZPqQT5kS8UiEiAgwkE0hXY/Kwf0czu7kqO+S7HeYqYa4xtLRcxU2DxxlWrQONRxg45atJFbOIxYK85f/98/p3rl7JD6Mt7zlLTzyyCNALRurxtTwPI/169ef9fqKcmncdKnx+nOuM6leD26+9tyVPU4WRq5qBuXEfRh2J+ZwcPvMswhuP9Og8/PBMy+/yDd+8D1c1yXtVFAVSdlz0dMpvvGDakbjxSRoPfPyi3z/5R1EtRZmJgaIWEle7gkyWOygLkAtCL5GjRqTcvF8Y50BGzZswPM8YrEYdXV1p1/hNDz99NNANfuqxoVHCMEPf/hDnnrqKXbu3Ek6nSYUCtHR0cGNN97IRz/6URoaGk67jVtuuYXe3l7q6up46aWXTuvgO3DgAN/5znd45ZVX6OvrQ0pJfX09ra2tLF26lBtuuIHrr79+wjq33HILx44d47vf/S7XXXfdhL/Zts33vvc91q5dy4EDByiVSsRiMRoaGrj88su5+uqruffeewFwfEnZlWzZvJkfP/UE+17dTV9fL5lMBsMw6Ojo4KabbuLXfu3XqK+v57xgd1fFJi9ZFZuiy89abDofrLjsctrcejbsLJFMl2mKqKyYZtARSlVdYOr7wBo3frub3kM/5wqZJBJOUBEqPcmjRAMmntTxpUJzWJAI1bPh1Q10XNUK2nBZoRYEWQ+FLQAMlQRNkaqQ5Q7lKa/bRabrKNvyA+xQu9lyeIhQtsTc6XU0hCOkkzkUVWNfCRY0+Rw+rKELn4OVIQwZIB43uLwxyeZDaeIzdCL1Co36YbL5Zg4pt1L0bZShASqOSk/vNsqOS8mpCjevDCqoqSQ56aPrEDJDDJV8DudtkgWHXEVDVSGsaSiArqn4vsAHDFXFFWJSUcvDQ1ciaFLHURU87IkLnKLXwfWYfIEYT1Phq8N9EEdC40dWm2yfLgIFhapcVV1eAVwNlOEaSEWrPuYj8aWP7gkGkt0kQg79voqHRMhqOaRUBAHTo6k5SqkoGXAKaJ7Fktg8eou9wACNWoiiVPD787Q0NmG112ErgoWtM7Bf7aU5mODI7v081buXiiwxV9Xpzh5mu+rhmgmWmPUkywWO5dNsPHKAJ5P7iKwf5Ol//FdGZASha3zum3/Pp+55/8lPWo0ak2BZFnfeeeeFHkaNNwDnOpPqYuf4MPKpCFcjzqZkLkNTLHFSR9PlS29l6949bDz0E2w/RUALcs2SW3nnBRRevv/UGgwU0p6LpakYqoYrfIqeS9gw+P5Tay4qMWtkvJIorsiRt9soORq7UgorWmpB8DVeH95sc87xje42b97M448/zq5du+jtvcBzztfARSlmbdy4kXw+zw033ICuTxzipk2b+NznPgfABz7wATRtLJvl05/+NNu3b+f+++/n/vvvH338lVdeQVEUVqxYMeGuZLlc5hvf+AbPPvssuq7z0Y9+9HU+shqno6+vj09+8pN0dnaiqipXXnklK1asoFgssnXrVv7lX/6F73znO3zpS1/iXe9610m387Of/Yze3l4A0uk0zz33HHfcccdJl3/qqaf49Kc/jeu6tLS0cO211xKLxUin03R2drJlyxbWr19/wgfLyRgYGOBXfuVXOHjw4GigenNzM5VKhQMHDvDEE0/wxBNPsHz5clraOigPh7L/Yt2LPPo//x9t7dOYM3cejQ31ZLNZduzYwYMPPsijjz7KQw89xNy5c8/sxJ4pdvdY6LnRUi0DTK2puqnOhaD1Om2/w9hLx+UK0AjuYFXpkBFwhqDYCY33Du97LWR/SrBUhx9YRFvEIZfpp1zsoy7STs7RiRs2LXGHYN2V9B/czohnKF8R9Bd8nIpDWPcwcx4NoWppYdRS8A73kxwc4BX3GIqdo1urkPQdnHKZ3i4IhwJcpQh8VafHsbluZoY/Cav8qJKjoaLjxVtY3JHBVEPYTpBdqTTz6wKUZZik3cHPe+q4PNjL9nSO7ck66gsldE2jBHi+g/AMAkJDRSMjXCpSIVIQpMo+QlaPQVfAGe5i6QmJqij4UmKoKraYqEqpPuiahYeLokgcK4JUTEy/QEWOK407iTPrLsXkjwmjKwrvJUCPFHyfIoJTlCVOQCIAEwVtuI+hAlgaVCToKKjomMO7b9CC9PlFoqgEPEh7Pr6s9j70JKAL+gspnEwJxQyTKpdwcxnmCyhaFg2eznvmLmN78hgv9R8m1ljH1Y3TMDSdQVPyllATm5NHSYQjBDI59laGiBgWiVCQ7lSWonBZXIqz5tWtRDyFl55dizKYHhWy3vGh93PHvfcQsgJTe1HXqDGOSCTCl7/85Qs9jBpvAM51JtWlwPgw8tMx4mwyUIjoJtlC/qSOphFXkUELpqrhCJ99L++gsf3FMxaMdjy3jh2PrMUfDnRfcpaB7slchohuUvE9Alp1LqUrGrbvYqoayVwGqHZi3LflYZRhgW/+WTjTzgUj4wUI6BXKboCgJsk61SuFWhB8jXPNm3HOedlll42u98ILL/Dwww8zbdo05s2bR339BZpzvkYuSjGrq6uLz3zmM8RiMRYtWkRjYyPFYpGjR4+yf/9+AN7+9rfz+7//+xPW6+3t5dChQ6TT6QmP7969my9/+cs0NTWxcOFC4vE4Q0ND7N69m0wmg2mafOlLX2L+/Pnn7RhrnEgmk+EjH/kIx44d49prr+Wv/uqvmD59+ujfXdfl29/+Nn//93/P//7f/xtN0076YbFq1SoAWlpa6O/vZ9WqVSddNplM8tnPfhbXdfnMZz7DRz/60QkiqRCCTZs2nVEZ0Be/+EUOHjzIddddxz/8wz+coGz39PTw2GOPEQqFqAgFQwdNUXjXXe/mfe//EE2tbaiKQjxQvUNaKpX43Oc+x1NPPcXnP/95/uu//mvKYzkr8puqQtNIQPvIz5NkTm3rdScGnx/f1e81bP+MEWUw60ExwUuDyINqQXB29e+pNVDcD0YrluGCswUlcA0k5hAKuSSLCq2hHDPqGwjHl5LzgjQ1zAfvGAVXcjBtENJtYnqGfuU6OvfbXNmis6/nKOHKVurZxmYlTSJWR8nbz6CwyeQ8VDQsIdBUhW2mwa0RuC6a4Z52jUor7Dtmcn2DwlC0QkLPcSQVJGSGOJI3OWzPpSQcAm4JxcwhRBOuvoic2IarOTT5kpASxvaLFGWFjAJxDIIBDeE7DDkGpuajKiq25yMkCAm6qiCFjxgOdPekQEUdFpk0dCQmoKMhtQi+EcPTQ7ilbhxZOe1T8TElwG9qY3eBjkmfF3Fggiw1ImlNHho/IgKpgIqCQBIBdMOg4rqAgqmZqD4YOHi+j6dA2vbxpSSIQlmBqOaT8UF4Gl2DA9TrFlG/hO2X6S7l8COzaSTEMbJsKSa5o20+b+vXONAwgyHpENZN3nLVtdRv72NIurS1tSL7jyAdgdpoYeg66aCKGgtxJNmHLBT48dNrRsfvxiP82p/8H5bMnE2mWOSmK17njqE1atSocQpOlUl1rgSVS5kRp5A1LARZmg6+N6mj6UyWPRU7nltH54OrqWgSL6ih54p0Prga4IzPf1MsQbaQx9J0PCkwFA1P+liagSN8mmIJdm99liOb/2m4E2MY089esHK+8eO1PQtDdck6GjFzuNP2RZBBVuONw5t1zjmed7/73fzSL/0S7e3tEx4/73PO18hFKWatWLGCT37yk2zcuJEjR46wZcsWpJQ0NTVxxx138O53v5tbb536h+y1117Lfffdx86dO9m9ezfZbBZd15k2bRp33303999/P7Nnz34dj6jGVPiLv/gLjh07xpIlS/jWt76FZVkT/m4YBr/5m7+JZVn81V/9FZ/97GdZsWLFCW/aTCbDT37yExRF4Wtf+xof+9jHePnll+nv76elpeWE/f70pz+lXC6zbNkyfvVXf/WEv6uqyooVK1ixYsWUjsO2bZ577jkAvvCFL0xq0Wxvb+d3fud3AOjNlLGGHYOzZlebEUiqjpkRQqEQn/70p3nqqafYuHEjjuNgmuaUxnNWeMmqY2o8WuSkmVPHB58vrsvT1befZDZDUzzBivkL6GhsPuPtnzHhZVDaA16+uj2jgerZDIDdBcf+Bax2wAUtQVM0wJEh0CsHCASWc/3cBr6/t4OmaQnC9RFy5XJVeFj2PvCeItnfR0QroakmtjKPUvh2or5KOtPN7Q3PcigXIqm3U5GHWN6wm9W5OobSCvVSUFB9shLaFEE2bHEgUeGDi+rQnCKGzNDWFqJsVmhQB3BFiDprgCOF6UQtkwEniHDSrNnWwsvFBhQtzuyyoF4xyKkVklYMyhkKqsDwIarrhNHJOD6u7lB0FVRFJxoQqECqBJ5U8YWKpUgq0kdVFFxfQ0PFx0VXdQJYxJC4QFb4+JUeTNcH4Y/KUaOMqDYaqPj8PlHer4y5j/ZIjz8iT3qCH+vU5SxVz5XEReIgCQNhFKSmUnJdtOHsLB2Brhqgh3F9G8NX6bF9VBU8UXWglYREkSrC9dGlB4qJ8GFQVPAVScnOYJsNKLE2pBpkc/Iod14+jwV1HaixEGo4gCjaOLMFLbZLwSmjNcdZpCToLxfIeDb1M6Zx8/XX87nf+wPM4lgZ5n3/5/eoBC3W7d5JtlDg6nmXnfSYa9SoUeN8MVkm1bkUVM4351KEG+8UGmG8o+lslz0VOx5ZWz3vZvW70TMVyo5gxyNrz/g4Pvyuu/nGD75HRDcYsMu4onojqykQwEXy4Xfdzb4t3x0WsqrX245/fsv5xrvC3tISZm1Jp+KHGComqA/14grBorowpla54BlkNd5YvFnnnOM5mePqvM85XyMXpZg1ffr0E1xXU+Ghhx6a9PFFixbxhS984bUOq8brSFdX12h22ec///kTPlTG87GPfYxHHnmEvXv38t///d/87u/+7oS/P/nkkziOw3XXXcc111zD9ddfz4svvsjq1av5rd/6rRO2NzQ0BHDO6oKz2Sye5wGcts4aQFNASIk2rgRWSImuTgzqHVHudV1HVV/nTAu9qVr6N+KYguHfmyYsdnzwedRSGMwk+Y9t63nr7AQtdXUUymUef2Ud91731jFBa/z2nUEoHwC3r/q43X327qyG2yG3GQo/AylAMUB6ELocIsshvw78TPVxYRO1gsysj5DKpxiyC7Q0zOT373gbXX376U+naYonuOmKq6rjthvo6v8ZjVYKV2sibyyjok8jrEnU9CbijXUsjcdwwwEGD5XozhvUq2WOCp2oZqBIKAF9JUG7kmNGsEy7dTnWrE4cO85bXJfH91adUlJXQWZw3ASzGlsp2Um2dTscLbTQYoborqTYUNrPTD9YdVsJm5wsExQKnqJi+AqWqdOBSVa1EJZEU33StqDoWEjpoSFQ0dDVKL6mEVRDxO0sBUq4mDgCKpqCawbwfIHtDxLUJLqiU5ZyYkXhiKql+Zho/F/i3KyMffFtlC6fIU95wpM10Yk13qM1gkRFIIkZ1W6JESEoIDE1iPgW7VqQQaOII2yKfhnHUfERWD7U+RrChDzVC3jFVzB8FRcIIlB0SU4V+L5L1AiRcgo0hhLMDNeTdDSU3ACxT9yA0ZLg4Mtb2LhlK0O6T/vlc1k4/+2s37eHSI+KqqhEFShWKhxYt54v/MdDjBx5YsY0/vof/4HBXJaf7tjK1XMv4+Yrl07+nqhRo0aNi4BzKaicT861CDfeKTTCiKPptSx7KvxUngHT43ClREF4RFSdWVqI9tQpQilPwogj7PtPrcEd182wva5+NPvryV1fw/Grza+Ceon6YApLr6AoR89p98DxotWx7dVSRoCerX9Dk1FCNX0aQxoR3eL5Y/Pozeno5gyubSvQGiyedTD/xcRU89dqvP68meecU+W8zjlfIxelmFXj3NE9OMCGfXtO7pC5SHj++ecRQjB//nyWLFlyymUVReE973kPf/M3f8Nzzz13wgfLiN3zfe973+jPF198kUcffXTSD5a2tjYAfv7zn7N3794J9cRnQ11dHYFAANu2+e53v8unPvWpUy5vqRJXAGo1u0hIiS8gHBgTsxzH4R//8R8BJs2SO+dEl1fL8aDqcPIL4GerHQfHMT74fITuvv1IJUgsVL1AGvm5Yd+esdfeyPbdFJR2AVpVYDLbX3t2VrAD1GuheBAqh0HR8Coa7s4jULFRgzm0hjr0SPXDP6oLonVBZoZsqL8VAm0sn902FoDvPgHJagB+Of5u9nqSqKWSKvkc7q+QLAhuDg2QqkynXgejPspbVtTzz2slrWaObSJETlXQdYt5hsdgtpVrEhFmGym83r1QLKCH87RGw9w912LzQJievEs4WM+7O3w8P8e6w2Wy8lqmRxs5kq0QLPRSJkBZCqbRhO8m2Y2CgUqzGUTxBX26S9Z30GxB2NZR0YgqGr6qUu0RqBEhSlgNYmgx6swIV9r1lFDYZpUZcPpBSBwc8rKChsD1FcrHdb8aRYMwOl8mwtXKWPDls7LClyiebC1gXNzWSDI8wHDwu+cDmLQETVoMj6wNBddkphFl7rQyRzIB1ueK2EgUBGHABZIahHwLqKBJiPoKQpFUNHBxKTs2dbFGVAGeJtF1i/mRaYQrMBRQueadbyG8bA7dgwP8JJwnsXIes4JBCuUy6/ft4dr5C7B0nZ9s30LMsnjib7+OOuymlMAn//qLzJ4+HSEF2w7tR1HgqllzURV18vdEjRqvI1JKXn75ZVavXs1Xv/rVCz2cGhcxfiqPF5x4s8EzFPRU/gKNaGqcaxFuxNmE743mYI04ml7Lsqdin27z00I/vqoQVXUcaVBwHaxI0+lXnoTb3nbjKQUTaTRi+lk0xWdarAfHN/BFtavKuSo33L31Wfq2/i2NRhHd8vHEIH1b/xYfnYZAipIbxPED6KrHwoYsiVCKOz/+P69pnxcbZ5K/dqlyqcw34c0955wK533O+Rq5uEdX4zXRPTjA46+sIxEOn9whc5HQ2dkJcNoPlRFGlnv11VfxPG/0jbZr1y52795NOBwerVd+xzveQSKR4PDhw2zcuJFrrrlmwrbe8Y530NzczMDAAO9973u5/vrrWbFiBYsXL2bJkiVEo9EzOhbTNPngBz/IQw89xDe+8Q2efvppbrzxRpYsWcIVV1zBjBkzJiyvq5JgQKXsSjxRdWQN9h3h7x78N6AaJrhjxw6GhoZYsmQJ/+///b8zGs9ZEeioCkr5TdXSP72pKmQdJzCNDz4foT+boSUx8Y5DJBikf3yW3cj2j/0LSBfMBgjMBbMRvNzZZ2flN0FwJlhtoBqg6/gVA7+/C1WrIAIzwT+E192NnHsHhnEYvAGIvR3qbx/b50kC6pc13MmPuxpIl31ePVJEpnL4ZRe1VWE7fVw5r536kEZHXQO3dvTz80wLdWXJwfQgQSHIS5V2zUXL2ywuz0TVt+HnAuiRAaQ0aadCx/xpaLoN0SXg59js3EV/KkckFKarp5OeYomkk6JehEkU80zXLPrjc2giiun2E66U2aIN4noeuq9gopHTPEw8DGmh+x5hLAIomK7LbNVCiw1g6t30KCpB83JCtonn9lCn6AjfJUOZMZlmchdVA5KvEmOeMva18v9Jm29SOmXQu4aBgkDgj5Uqjt+HBiYmhYJkLkGuFEF+rpaINnvsLwgGbJeCEChUBTEbQAugIrB9FwMNV5f4UsGSkhACFxW0IEGlFTUYo8gQc2It1DU2k2+JE7IEN9xRvcDcsG8PiXD4BHG2e2iQT9xxN//6pb+m98Ch0YLJZTdcz5qHfzB6YdefTlNxXG5YfCWN8fjo8Z3wnqhR4zS0t7ef8Z3X/fv389hjj/Hkk0+STCYBamJWjVOi1UfRc0U8c+wDWXclWv2ZXQudbyYT4cx4gfbYPp584D1nHG4+3tl0OjfNmSx7Mp55+UV+xCAxAUFFx5aSAbfMdGGxI+xMeTtnwvxl93Fk8z8RN5M4vo4CGJrHsVw7vtTOqNzwZEHyhzc/QGtoiLIbpOwGMFSPRGCIRCBDT74VT1RvfnnCoORKGqyjr8uxXkjOVabaxcqlNN+EN/ecczIOHz7Mv/7rvwIXaM75GqmJWW9gTjYJuxjdAKlUCoDGxqmFO45c0AshyGazo7+PKOR33nknwWAQqL7R77nnHh566CFWrVp1wgdLJBLhP//zP/n0pz/Nzp07eeGFF3jhhReAau3yVVddxcc+9rFTdrI4nk9/+tMAfP/732f//v2jjQsAWltbuffee/n1X/914sOTW1NTMLWxC8d96SEee+yxCdt8y1vewhe/+MVJa7BfFwIdpxWUrmozeGZ/NRsobCoUHYllxmgKVoAx226hXKYpnjhx+6HZYKwEZZy767VkZ41kcRU3gBoGrQ6R60c1QGgRyl6eo87lSH8AsS/FrGVvxa1bzpahZoYGBA2hcjXAvrIJhA/27qojTYuD2UKL3Mpt8+7i3386iN09SGNAZVajiuLOJ9T/Uw4bCvUL2xnq1pnW6DGdKEvtbq6oMxko+yQzJnr4GEvVRdTvVXHqL0OP9eHbJka0hETFyQ+QjCzjaOZqTEdD6Y+jdr/M3oFjxAMRWiP19PsWQ+UUQ0GDTfo+PHsjmnBRFRWphZC+TsBXUDUBmo/jS0qA8Ms0Oyaq4jBkSKShsaAlTTLnYlWgGLEoGK8iiglmiQiD5MngIZlY8nqCOKVVn+36cRlY/yxLfA/7+CWPQ8HHRx3ZvsqoO0uO20tJgSYEXZRpwCRWcenJ5xnwNAY9DzluTFUHmI2KhtAEUd/E8lVMVcOSLpqmksJHkQqhcgon3kgs1EBHfRP9ooKZdvjEfW8f/YxMZjO01NVNGHUkGGTdK+v51AfG8juEofPX//5vFGyb7sEBOhqbR7fx2M9folSZeC4mfU/UqHEKRnIxTkcmk2HNmjU89thj7Nq1C6g6sxRFYenSpa/jCGu8EVjygdvpfHA1ZUdUHVmuJOgrLP7A7Rd6aKfkeBEuFMozp/0gtmdRcKJnFW5+OmfT2S47Gd9/ag2eriDiAWRZEPIkZU2jKyKJytN9l54dI+chv+v/ogG2F2Ag10TZCwFyyt0DTxUk3xA4StkN4A6LVq4wwJW0RcvHXVmM3M86/tGpc7F0Zjyec5WpdrFyKc03oTbnPJ7BwcELP+d8DdTErDcwJ5uEvVHdAI7jsGZNtTRuxO45wvve9z4eeughfvSjH/Fnf/ZnhMPhCX+fO3cuq1atYvPmzbzwwgts27aNXbt2kc1m2bJlC1u2bOHFF1/kr//6r6c0FtM0+bM/+zN+4zd+g2eeeYZNGzfQ2bmTI13d9PX18W//9m88+eSTPPTQQ9Qd9xwBXHPNNezZswchBP39/axfv56vf/3r3H333XzlK1/hne9851mepXNLW0zntnkBtvW6JAvVboYfu/4KfrHrFXIljchwWdZJu7dNMZtryoxsz8+CngCzFdwDSDNCwbcYcNM4so2Uex/JVIyfHZ0PikJHXE4IsL838ipxuqrCmp4AYVfLIUWZtmgfK93V1Hck8fQmst5ibDGdocrb0Y50Ui6t59VdClnuJl3+CTFNkJURimUDo+Ki+Dn+h128WOxAHJrJ9ZfDFb5LS6mMl/XIqeBnj5KwtnE4uZRY9GWawh57XB1HdWi2jrBIj/MKNiUxSET6BBRBQYIQPh55JKBp1Yo9RcDIPd2sBiHTwdDAxUdF8MyASkyYoOmEbImmShZaefYUAqSUChoqKkbVOXUCkuqFp08P8Edk+QcZ5+uU+BFTuZNclaHGp4FoMGFPChCQKlHh0696bFNzuLogU/IpDS85WqY4DjH8iKsphH0V0wwRLeXp0cFApV5YtOth5k+bRzq6kKzZyNKwyy1isFpmOkxTPEGhXB69OAP41Mc/gciOldzccdNtvPOGW9BdBT0cPuECbsX8BTz+yjqA078natQ4CzzP46c//SmPPfYYL774Ip7nIaVE0zRWrFjBbbfdxm233UZz88U3sahxcTFSkrfjkbXow0Hqiy+BbobHi3Ct8T5EySCVCAPKeQ83P57TCS3JXIaQYWJLgW9VhR8pYcgu41Vs7vnUb74uWUuXL72VJ7Y8jGtnR4PgYerdA3dvfZah7X9Jc6hEQQ+zdyjGhn6NkucSPvTPvH2GpD4wcR0JlN0gQcMGV8EVOobqETRs+kpzzuo4LqbOjMdzrjLVLlbebPNNuMjnnJs20dnZyZEjR06Yc3Z0nGhSuFTmnCejJma9gZlsEnaxugFGBJ3BwandBRoJ0FNVdVRpfvbZZ8lkMsyaNYvly5dPWH7RokUsXLiQV199laeeeooPfvCDk2736quv5uqrrwaqCvzWrVv5p3/6J15++WUee+wxbrrpJu68884pH1dLSwv3f+RD3P+h20HR6O0d5JFHV/PAv/8XPT09/MVf/AV///d/f9L1VVWlra2Ne++9l6uvvpr3vOc9fOYzn2HZsmUXjVreFtNpi43/KAnSEn3raInVhBB1GMui8pIg1aoLKzDrlNlcU2Y068sAv0zBUxmS7eTzYRw1g3SiDBxZSHGgQCAmSA6UUSMBLm8eC7AHGOjrI+AMIcpF1KCF1pJAtzQod0FqDTE3S95qJqqUaDFfYGd6Ka8czlA8UqRvVgtHBuqZXfJJRg2EE2W/bWMi8BSFLkdQ1FymxeKUBtJsFUVWZsLc1GIwM+biOyYyGyLbNUQ0thslHKfgB7mrOcTBbIlcyaEpWCKYF3iKR1CTlP1qxz5v2J5UlZeGRaFxNioJ9Gg+FhouGipQklBQJZ7ngu9SLzy8RJAuTcUQBqqioCkSKUzkCQLVyJ6q7MXjQ6QonKZL4YmMdFH0kJqCikQgUX1QUMhpOezhusMO36CsSQxXwTYkJlUB7MR4XImJDigYGHhOmT7NwcFkFgmuki2I+ga0+gUsCidwpM88tcxuo455OW/0NT0iRA3lc6z54VN0PvmjsaOPRfib3/o0esBCVBwqWw5iLZ1N0s5MGElHYzP3XneK90SNGmfJzp07Wb16NWvWrCGbzSLl2BteURSeeeaZE9pu16hxOpbc8taLXrw6nuNFODNi02fEcAJjpYeOb07ZbXQumYrQ0hRL4KWHSNrVVim6opKpVMh5NjP06JSzlp5f38mqlzoZKgsagirvv+HEjpXHM1JuSGX4HGnOhO6BJxPiRo6rOVQkXwmTd0r02Gk6YoKwKSi5Cq/0BbhzdpqQEafkhtFVj5BhcyCzAA0PSy8SNGxUxUNRfXSyPPHtT5yxq2rflocvaGfGU3G6TLWL1VE2VS6l+Sa8weec99/P/fffD0Bvby+PPPIIDzzwwOic84EHHjjp+pfCnHMyamLWG5hLyQ2wePFinnjiCbZt2zal5bdv3w7AwoULR2uXR+ye+XyeD3/4wyesM/JhtGrVqpN+sIxHVVWuvvpqHnjgAT74wQ/S2dnJs88+e0YfLAD4JVA0UDTa2lv43U/9FtFohC//zdf52c9+hm3bJ6j2kzF9+nRWrFjB888/z8svv8z73//+MxvHeWR8idUEJsuichTwyiCKJ83mmjIjWVyspTT4HF2Fegrht0M6xyHfZefRFUy3AyR0BzURptQ1iDG9ARi7bWjmCwz1CmYkXNRQAOl6uIeOoMyIoJk+aHE6Yg5bky6e7VPIZ/hF6kdkMgtYZqjkjw1wUGZIhIO0RotszQ+SMCxEJcyA62OqUMLkIL206GFs4fPkPp1NR+Nc2T6TO3SBZumYRi+m24/ba2EpOsG6KCuEgrR0Dlkqa/sKxAKSeEAnn/fxpJxQbjc5VeHJGV5OoOEKyKhVH5MlQQibgxmblKg6ngwsNGGiqCaOGBOz3olJD4Ltxzm2CqcZweSomGqYisgih/8HIDQAiQ94OtRhIC0HTfGJC6igVl8+Qpxw4BomGjqNaiPTMOn1uglLkyaamWdNp7m1ke12mYM7fkjcqiduhJjb1EL9DSvZ1uuOilkdjc1cPXse995zD4Y9dvwf+KX7mdvYTkmXxFRQgyYCyOztounay084wpO+J2rUOEMGBgZ44oknWL16NQcOHBgVsObMmcM999zD3XffzW233QZALBY71aZq1HhDMV6Ee+LbnwA7C/7YVGeqbqNzzVSElhHBownIey4F16HgOcyNJKgLhIDTZy09v76TB599lUatj7fW7ydkltm4cSOp3qW8/96PnHR8I2PYt+VhzGFBZeZxgtVkQtzIcRW0MGGjzK5UiYaAQ9gEDUnIkDieyeb+IHfNzaDZHhUvRMquZ9rSPxzdRlAepS6YoSc7jWwljqmduatKcQdHOzOOcKHEy+M5VabaxewomyqX0nwT3uBzznG0tbXxu7/7u0SjUb785S+PzjkDgcBp172U5pw1MesNzKXkBrj55pv5yle+woEDB9i+fTtXXnnlSZeVUvL444+PrgdV9XnduuoH6dDQ0OiHyGRs2bKFgwcPMmfO1KzMmqZx3XXX0dnZSfpsLLPSrXbqG8f1b30L8HU8zyOfz0851HfkbsKpju+iJr+pKmSNlBXqsWpguxqCpnvPzT4CHdD+a7ySvpFAYDNxbYiyPouj6+LkCgm6fJe49BC5EnoghJrKA2P26NzBJPX6bIQeQlVSqGYenxDOQAPBWSXQItQ3lViwZQfdkTo2FqBBKzGzu5tES4RdVoDd/hA73G1EU2G602Xawy4JLcWAo1KRkpyvgpKnbAoafY2gViYScunMpLmxzaChEqVYiKMoKmqTz5XS5Egpz2Alw4FSih1pKABKRVLyXUoeiDPImRiv+7iAIkFTdZAeQ6pPyNdGS/fKsoKBhyrGyg9+mQC/rYTIS8En8Tg0aQniVDHRkShuETEyMu3EpVRAqC4l06LRUzmIS0IIun3wVI4Lj9dQUZDAdC3AV47V8XzAxm1r5hemwiuygtV/iLziEbYsmsIziYkcm4b2cH15Pk5p7IL4ox/9KM899xwj7+DmeXP4i7/9Cj3PbMCxdHIVm1S5SF8xR7JUQKu4/M6dZ+ksrFHjFKxZs4bVq1fz85//HCEEUkqam5u56667uOeee1i0aNGFHmKNGhcNp3MbnU+mIrSMFzz0XIbLmlrpGkrSFJy43qmylla91Emj1seKxk2UvSBFJ0xYK1IaXMvurc10F8yThtRfvvTWScWTUwlxI8eVKtfTFt1FztFoCKqYWgXPNyi5QSKW5GguQl8hgq56JN2FE5xHly+9lSe+/QlymdhrclWNdGY8m1LJ88HJMtUuZkfZVLmU5pvwBp9zTsL1118PVOMIstnslMQsuHTmnDUx6w3OpeIGmDlzJnfccQdPP/00f/EXf8F///d/Y1nWpMt+97vfZe/evYTDYX75l38ZgEcffRQhBCtXruQ73/nOSffzB3/wBzz99NOsWrWKP/7jPwbGgnFPRW9vL8CUbJYnbE8xGE21Hqantweo1jknEonTbhOqH0IbN24EYNasWVNa56JjJKB9PK8l8P0U9DhtNEXvoagoEIZ6dTNHTY2MEUTRoeBKoqkMuu+Qr4jRAPtszqGlYxEKgwg5GwgitRIUkxBZBn4BkS7QNLeJhmyRLaV+miIR3LYY29Ilno77NBoDpIsOeqQRz3AZrBTocsFUBaoM4wlJ2Stje2WGNI/2iM2ioIN0DPYaCm+fleHnr1xJJRci0rKPo2mXY9k0O3MpMj6oioWhVChKgeuCGC3rGxGVJlGDRh8fK8gbKRJUgLAuyToQ9CEtJXJYDKpmWPl4eCjA7xLiQ0r1izCqqPy2jPBpssft53TjGEPFxfMl3vghToKCT0FAmxREzQCi6JJh2L113O50QOLS4Wtcb5cRQmFz0GVzpZu4a9CixekSJTI6hPQYTRGHrG+TKqTpe+ZRPviBj3L0aIqVK1eO7l+oCn/3Hw8SG7aYx+sS9GUzLJ82k//c9Qq+FDTpAdrq21i/bw9t9Q2XxGdvjUuHP/qjP0JRFMLhMLfffjv33HMPK1euPO33V40ab0ZO5TY630ijkZjSi2W6YCrkvQgFJ0TeP/GaUidLS6SfZqsbLaFTciSSsQ5np8paGioL3lq/n7IXxPargdSub5JF4+UXvs2TB6IYKFMuWYRTC3EjAlLZC5F3QjQEy5R9CEqFohvEFzplz6c+IDmSmUXELPLu3/zWGe1jqlxM4uWZcDE7ys6ES2W+CW/wOeck9PSMzTkny2mejEtpznmmwSY1arxu/Pmf/zltbW3s2LGD3/iN36C7u3vC313X5YEHHuCv//qvURSFv/zLv6ShoQEp5WgXhnvvPbW7Z+Tvjz/+OL5fnQF/73vf4zOf+cyojXQ8nufxgx/8gB//+McAU+oukc/ned/73seTTz5JuVwGLQTSH/4He/bs5a++8g8A3HbbbRjGmGvrgQceIDXUD24GnGT1p3AYGhris5/9LF1dXbS1tXHDDZeW86M35/GjPWVeOBpla/cQqdI4J88ZBL6PbOe/txT50Z4yvblRCQSnJ0X+6U1k/ut58k9vIm6XKDpjHqSYXWK2KFKvS9KYhAyVu7w+3mUfI6grJAuCoK7wjjZocKL44gaQARRSSFtDBG6D+tvBzyIKg+gNYax5MdrmxrHrF2LNb+cXpkJIgOMWCOsWbTp0ROsouEFmRhIE0BCegudV8PBA8dBUSFdUtqUMwqZDseTRl5bssfbxLzLN368f4oX93WxID3K4BGXPIKDphC2FsDai/AimLiDJCf+lAhWpMuT42EDa18gLBQ8QVEUmCYTVGJ8nPCpkAWyWLl+geNz2R75WTi9kAeCP84mdYpWRRof9nsMep0zd8LiiQMSHoATLh6ivYqJhYaIGO9hTP4cHp4XoCUWxJOB7pL0UqlfEBPqF5Pm+bvbkCgw5FTr79vGnv/feCULW0ltv5u8e+jZBX6W8aT+Fn24nm85SV/TpHhrk+va5vKt9ASuircxdejmJ4RD4GjVeD2666SbuvvvumpBVo8ZpuHzprbz749/int9czbs//q0L5nSpa13MtEQfvqlT8ELE9BzzYofYXpzJ8+s7AXjm5Rd54JF/J6Z30WgJMhWLguuiaj0o5JFSUvG9CVlLx9MQVAmZZWx/7HvaR8PzNQ5l0hgoWJqOolR/Gih8/6k1k25r99ZneeLbn6Al0s+sxBGCemn0byOOp/nL7iMRzDIrcZiwUeLqliIFFzK2iaFWqPgeeVdjTrwqLnlKYtJ9SaMRU5uYyXmmrqrLl97KzKt/ByMQJ2IWMQJxZl79Oxe9u+lcHHuNM+cNO+c8jj179vBXf/VXQHXOaZpjXTUfeOCB0c6O47nU5pw1Z1aNi4b6+nq+973v8clPfpJXXnmF22+/nSuvvJJp06ZRLBbZsmULmUyGUCjEF7/4xdE3+SuvvMLRo0cJBALcfvupW0ffcMMN1NfXk0wmeeGFF7jllltwXZdHH32URx99lKamJhYuXEg8HiebzbJnzx4GBgYA+MQnPjHlN3RnZyd/9Ed/hGVZLFq0iNaWZnyvQvexHnbt3gvAZZddxmc/+9kJ6331q1/lH/7hH1hw2VymT+9AUxX6+gfYtXsftm3T2NjIN77xjdEWsJcCvTmPZ/bbRC2VYHQ5lJ6is0eyuK2Oeqs85cD38dsZ33nwtnkBGgo5imu3oMZCaE0JRNFm3rFdrJtzObRECJsKpWAQrVzmA/ZR2gISYbsI38aIR1iyYOx8OtGZFNduwSOGGr4Jp3sQ59VujJkCKfuxFr0NLbwW6QyA1cyypnew5lA/vnTJhnSink+uArPjBopp0AB0GwbxgMrRgk7Qg4gHQq/qOHW6T8VXOZTVOJoz+KkKqzSdyxoO4xcErg9HpEFZt7F9sD2PVMVDR2JpYKhQp2hkfYEz6rU6lZB04t/8SeLTq1QnygHgi8LhGmXsztXz0uGLFIYj4acoXJ244yklbI0IWQZQ9hSE6uEDEUBTNQqmgYaKjgRFJawYIAOkyXHASjBXC5PSTAJ2hKIo4lChqPhEAk0U3CFKFYVkoYBeLhIevhMFoOg6hw8coC+T4tG1z2LtHyAai1IK6BS8MiujLTyX66U5EEaNhdEXTMOoj6JJ8Ybu4lPjwnDLLbfw4osv8sMf/pCnnnqKhoYG7rrrLu6++26WLFlyoYdXo0aNk5Du6+SwWEzMLBDVC5S9EL2lVlqtQVa91MnN1y7m+0+toTmcxVANXGEQ0oFAACEdwsEce9PmabsZvv+GxWzcuJGwVsT1TXw0XAw6lF52lg1MdeJ3ddysoIoennzgPZMGu7sVnZ5KKzMTR5mZ6OJIZjq+1Cc4nkZK+l1fZ2bM5p7ZLi8dqydTETSF8ixtClNxw6iah9I4+bgnc1XVB3PYkhPGdipOVip5MXOpOsoudd7Qc87WVnzfp7u7m127dgGnmXMuWMD06dPRNI2+vj527dp1Sc05a2JWjYuK9vZ2Vq1axZo1a3j66afZuXMnO3fuJBgMMn36dO677z7uv/9+mprGnDwjIXy33norkUjklNvXdZ277rqLhx56iFWrVnHLLbfwgQ98gI6ODtatW8f27dvZu3cvqVQKXddpaWnhve99Lx/4wAe45pprpnQM0WiUH/zgB6xbt47169dz7Ngx9uzZg+u6JBIJrr/+em677Tbe//73Y5omxeKYs+XPP/dHbNi4hd179rHu5+spl8tEIhEWXX4ZN99yG/fdd98lF+i7rdclaqlELRWXDvLhu9BLm+gZ6qW+o33Kge/jtwNjnQe39bpcf/BQVciKVj9wtWiQNuCG/DEOTFtIsiCItsVZEXJoTAtEtoQaC2F0TMNor5+wH7O9nqOXzaZz3Xo0fycN6gCtC1uJdrTjFx2Kz2cwr3oPzrbqPtvDOe5u38Wmni6m1ekUaaaxMh+fLvrKWQYrPhXfoafgkyCIFrJQ8pK4XiQlVFzfw/GgIiBsKAR1QcqDFwfA9fJ4ugLCpTTcqlAw3NYaqHjVEHcBw70Jp5hdNaJ3+cNFh8dlTo2nDoW/I8oCZezrYpW0+UdKJ5XAzqXpV4Hh49MwVB9HQKPq4wgNaaiUiWIKH1XV0awEnldA0Ux0wyBoBRnyBhlUDTxiBENx2rwgxVCISiWH51fwKhkCmomxawuhVG50v9PvvIWb3vY2/uPZp2mKJ7iyEuBYNMKgrNBkRrhh4VJaCdC4L0c5oJEZHORQ3xEKUYNAPMwVM2afs3NQowbAP//zP5NOp3nyySdZvXo1u3bt4jvf+Q7f/e53mTFjBvfccw/33HMPM2fOvNBDrVGjxjgUd5A+7zJSFXfcV60kYWYYSlW/SZO5DFc1O9je2MQxqClkHYO3Txd89Ysn70I2ws3XLibVu5TS4FqyaEgfOpReGqwSqtqKI/xqiDwQ1EvUBXsJ6JJ4wCZi9lDcvYOXeneQ7uscl+NkcSQzg+bIAO2xXvoqV4yWaz7x7U/g2jEcv4lp0W7KXohEIMu9c/PYvomQGoWKTpdsZf6y+yj5k5c4HV8SqusmAknJ5pINRZ8qF1M57JuNN+Occzx//ud/zoYNG9i9ezfr1q0bm3MuWsTNN998ycw5FTm+j3ONM6JSqbBz506uuOKKk9bajmf37t1cfvnELlfFYnFKnexqvHGZ8BpwktWMrfHCgqQaIm9OrRTvtTLZ6/S18N9bijRFVNRx5TBCSpIFwS8vm/pr/1TbuatzPVpTAkUdd5koJH4yQ+ID8yG/CXfwMJUdOYR5JUpwBqJoI3IlwrcvwxwnaB3ZN8gLz29gYeM6nGyOgppHsfIEDZ2M/z4WyJm0xzRS82aya8s2ovI5LCvO7JlBjuZ28/0N3RwuT2NLdwGEQ8Eu0BgOkSl5xAqQFGVU1yds+rRYKl2uw5ArUVSFRksQ0hUsRaGraFDyTSzdRBMeZWHjDUekj3UtHHNhacP+Kjnl8r7jfp9ktWmofI0o05SxP/6bLPEQ9tT2MWFHkyhmk2lvx43DADQVEkGouCqeLwhpgKdhS4sAETxcNE0jFJtPWWTwNIFw05gyQtYt4XplEB6qFiSsR7DMENKqA7+C370da9fO0f1VWhpZdtetKEBHUzP3Xnc9hXKZ3p9u4e4rVtARH7sYdwdzHHh+A6tbbQ6WMiQ0ExyPfFOIBXPn8KvvuGPKGRKbNm06ob1zjYuDM/2uP1/s27ePRx99lDVr1pBMJkdLDhctWkRnZyeKorBhw4bTXnBfqlysz0uNyXkjfsbt3vrsaBD6qdxDT3z7E/Q4BiU/jD78xRfQypT8EPvLK/nm//kQv/bZTxNU9hIzBK6oxk+UPEHE8HnbrGbe/fETs6bOZFzdBZNv/OB7GCiYqkZ9uBspS7xrdo76gIErdIJ6GVWVpMsJBkuNHH8xGjGL3PObq0cfefKB91BwwoDCnLoD2F61vDFoVDiQmjNhnd1bn+XVDf+FLjOndVpVRbLjw9wrGIE47/74t6Z83s/2XF3qQtK5vo4/l9TmvW9uxj//U32dnu67vubMqvGmw/ElZVfiCYmuKgQNBVO7SHJHJgmLB/+EboiXEg2hakngiJMKoOhIGkLD7h27u9rl0EtWs7Oiyyd1ap1qO1pDDFG00aJBFPpRld1IbwC9SYe+VyA4E6NpDlzVh9e1HmewgpqYS3DlgglCFsDmTX1Mt3bi5vK4Wje2jOIVE2BkSQT+h2ezv8GV+TCHWgLMnzdEWJuP67oMljcyvznKh1dM52sv9NNg6fRkdBqVBqZpIYyog6u5RCsGqXKKipQUKg55H1wUEqpP0PAZtE00oVH0JR4eulBwhIuGgYvLmDerejdXx0egoSLwUUe7EI5xurLDyRdLoPCvxKhTqs+TJyV/S5kfnpGQNf5eyRTeY6P7VzHQ0IaPWJGQt1VMRSGo6eT8AAIFXYLAxcPHMIPkRR9FO4epWYS0CFm3iO+VEEJWD1A62NLGcX0iWPDyo1iOOzrS0F3vZXp9hGNDvSyfexmtiXpURSUWClOuS7Dp6AE64mN3yyqvdjO9rY3WRIaUdPB8j0gowJJAE7GWVjbs23PJBKLWuPSYP38+f/Inf8If//Ef8/LLL/PYY4/x3HPP0dnZObrMb/3Wb3HHHXdw++2309raegFHW+Nc88zLL560M12N15/xpXincw/NX3YfYtMDdGHh+RphrYipO2zNLeWDNy0G4MPvupsHHvl3grEBdEWSc3Vc4bK4sbr+mTBZud3IlHHkNTPbdLi6xRkWsqrXmGUvSNQqENQrmJozaWfA8eJPXSCDpnhkKwkqnoWuVhvF2J51wjpHNv8TwtMpTMFpdapQ9DM576fjXG6rRo0aF4aamFXjTYXjS3K2QFNBVxWElORsSSygXhyClhYCLzPyC9UJuA969BQrXdxc1WbwzP6qADLSMTBfEaycHgC7m2zPExzKhcg4cRJmmtmxJ4i3v/sEQetU27Gisymu3YKiDmBE1iMqFrIYJrCgFyo9YLWBrmI0tmMkIgRVC5omv0M80JtnWqCbcjRH0QshHBVdeuSJUWcNEbY38ax6F0stlbg3hKM2E7fX4WY99vXkCQZUGg0fNRBGsfK0hDooOxUSnkGfJpgRLCF9jSFbUhBgKj6+lGQ9DTunIRWoSB8fDQOPkNDIAhIfBTEsVCloaGgIDBXc0VrB6nJjqtAUhaxJyCB5igq/TBBbSv6cAr+YUsLVeJTR/SvD/wygMvJnTUH1ZfWYhodpEkCiYeoRHC+LwCGg6YBPGZWKDOFJgS9dUAMURAWhCnRNJxBqx5chhDNIGQ8hJapqoYgyUiqAi6IIzJ6j6Ad+MjbKWfPRFl2JaipETdDCEUJWgPntHQxms+zr7WbIHcLpGmRZwzSmt7QiijZ+MkvohsWIvgw3dsyrugYF+LkCoWCwlptV47ygqio33ngjN954I/l8nh/+8IesXr2arVu3smnTJjZv3syXv/xlrrjiCm6//XZ+4zd+40IPucZr5JmXXxx12ZxJZ7oa5459Wx4eV4pH9Wel+vgJQtLw76X1/4Njugy5DRzMzeSDN93AzddWxayR5+1/nvpvhOijOVhhdqKOa2/4+GmFlR3PrWPHI2vxU3m0+ihLPnA7S2556wnL3fa2G0f388S3P0FHcDv5yphopKsehUqYim8RtrwTcpzCrYsniD+q4jIj0Q0ZSJXrmJk4CsCRzHRMrTKa/XQm5woY7ZI4mZh2eMu/kTCT1Fk+Fc8iVa6nWNFPuq1TcabjqlGjxsVHTcyq8aai7Eo0FbThcgxNUUCtOrUuCjFLNUFPgF+qlhYqRlXIUs3Trnqx0hbTuW1egG29LsmCoCGksnJ6gLaYTqprPZ3JILoZIx6Eshdje1KyWF9P/YyOKW+HWD3cvgx/x3/i51TUSBxzWQs6A6DUQ/kAmMOdYbQIbvIg9sZN+EM5tIYYyRlRtuX6SWYz7Dl4gGgdLIx3Y1gQDNrYfpCSG8F2EwTNLAOOTthUcEQT5AbpP3yEXyQtDpUVmrQye4+U0KwoUoO92RSpcg4VE4s8fsSj5AsUBSoSfKmhAN7wP0X6SEAZFqIss8I0Ace8MUFIDP8zUZGyKmBJIKJCSUwtVH0q/CtlTKnwLA6deKdf4SSoVMdkAPXAACoKgoA6ctwqHgJQUNGQqkbJS6OoBooSxpUKUjWRvocvimiKhaZG0aWPoyhYZj3x8HSypQHieoJ0yafkDSIVECgIYWOYMXRUEj/7Gcpwdb1v6Cz80B8TMqO06A56U4lCKUddawsLp88ACa/s203YsggnYpiawQ8P7uAdWw/SbkZQ4yFEqUJTMELBrRAzA4iKgxYNUSiXaYonXvNzUKPGmRCNRrnvvvu47777OHz4MI899hhPPvkkPT097Nixg507d9bErDcA339qzWhnOqD60/f4/lNramLWeeJU7qHJmEo4+XixaTzPr+9k1UudDJUFDUGVm+d5GKnnUNxBFDuCuzVMxYnhBTX0XJHOB1cDoNeXTlpCN3/ZfRR37yColyl7QXTVw9Rcsp5JUK9Q9qAlXKHsWZSV6ZOKUrlKHV0ZiFsF0naCvvJskAqa6qAa8dHsp/3rv3nKc3V8qV9d62KKvS9OKqbF8w+Rr4Rw/AC66jEt1sOxXBvKSc77qTjT57BGjRoXHzUxq8abipHSwvGoioInLqLoONW8pMWryWiL6VXR6Th6hvrRjSaCRvU5CRpQllF6hvqpnzH17UA1uB0lBsZ8GC6NI6VAeT/4+aoKFJiLm3Oq2Vm6g9aU4Gh/Hz9c9yzagjb6MhkO9G9nS9bll+vT5D2TnlKQlpDNdc2DlOR1OMFpNHte1RlmLKPc9W+s6/YRuk97RGHdwQI7U5KS34PQdAxVwZAKqUqO5qDNYEUj51WFHQE4MNwLqNqJUFIVf8JqVaSyfYmr6IQUcPCREuxhG5MPGHIsK0tK/7hivlO4ssabt4Z/15gYYyWBf6TEa0WM+1kGjGGHmRBgA+roEhKbMoqwkLhI4QE6Dgqq9DEUBVNXqAtK0sU0nqi2HZe+j6qaxNHRc8cIug4FbIQcK7g0jxwk3pMc/T2wbCVfePvtLCmYbE4eYdC1mbXiBt5yXdWx9/gr69h2+ABB0wQUShWb5dNnIvLH2D3dYv6iK3G7Bylv2McVi1tYa2cRZYewC/aMNorFIjddcdVrPnc1apwts2bN4g//8A/5wz/8Q37xi1/w2GOPsXbt2gs9rBrngGQuQ0SfeJ1gqhrJXObCDOgi5PXOQjqVe+hc8vz6Th589lU03yGIi+rlyQzuJOCUUf0wrZkcgXlJSj1z8UpRPFOh7AheffxholcdPWkJ3eVLb+Wl3h0EMw8TtQoUKmHKJZ15oWM4eQtXNSmh46oW85eeXJTKVRIIaUzI0jqTczVZqV+x90XCbTfi9HVOCEXft+VhNCOEMnxrzxsuj2yJJEm6C8/43J6v57BGjRqvHzUxq8abipHSQu24EPHjBa4a54cht546q4AgPvpYWCswVKk/xVrD2N24R17AO/Iqfj4A4auxZgcxEgXQY+AM4ucGEJluhBtAdO9FUTfhdIexB2/EnOuhqAo/zQ6yWwY4uHEfMcOgtT6AoXTxL9tD3DW3SEfMJ1cKseZIM9fNSVNwF3FPWy/5wi7C+hCvdOfRjHqiZj+9OZNtSQ1Lk5jSx1MtspUSMQk+LhVfo+SCpYDtV91XY2HuVQFOAywVTFVS9hSGUNAADYV4wMBQBENlgUStil2AHJaDbKmduStLq8pov02QGWh8jsLUeiKeRQWjC+SoCnkeIJAYMCrlSQwkEjlaiKhiqAE86YFwQPXQNANdC2IqNpohKXs6ipfFsg9jlOBVN4WHhxxOD1Mdl9Ydh0bHUE5EufKW9+B5FRqO5NiseQzhoWoqx17ZyeP5LO0zp3Ht/AXsOHIQVVFIhCNcMXM24X1JvFiUQVlBURXMGdWmDC19ad7ZNJ1tboZ0Q4D21kZunb+glpdV46Jh5cqVrFy5ks9//vMXeig1zgFNsQTZQn7UmQXgCJ+mWOLCDeoi4nxkIc1fdl91m8e5h2aeYb7V6Vj1UieNWh+XJfYTNQs0WkkGnQaSsoUWBqCoU45AU2M/R7qqkRSeodAU6mKoYpyyhO6GO/+Q3VuXcHjLv9GqdtEW6QddUtJDuEWLcMXFqk9yePMDXL701rMWf051rk5W6if71sG4a0OoOqkGKk1Mi/UC4AodBUnYLJK44szP+/l6DmvUqPH6UROzarypCBoKOVuCKlGVqrDlCwgHamLWOWcKwe4ivBxhP4WmKPhKBE0W8L0cIvy2U2/D7sY7+AMqnSmUYBw15qG4P6W0aSbhpTZ6A3gD23GP2aiBZoQfwk8OgVDx8kGk04C95SCFq+LsyW9FcozZgRKGrqEGKmT7HUq2zjMHYkSCHqgaphVEHDL55Mx9zJiznrKu0m83MOC7TDc9HNrZ3t9F1PRQhEXKNtF8BVVUM7FmBFR8zaKnXCahQ8H3jwtqF6P/bwuwhTIqTFmaj5BVAawCuKjVwHI0HHy84fuUpxShTiI+acBnCPNOpXoh+UcyxFem4sY6uyguJFUhSyLwUIfLKUFDGz6GkUJKDQUFKT10FHRNQUgFUzWw7TKaoiGlQFMcykLhYGYAqQRwESjVNYkf7CWUzo/uO3XVYuJN0xgqZmkqFnnIT3GZHyakamxulqj5EtcfC1NqbWD9vj0sn3sZIcsiFqreiS7kj1AK6DSZY93hjI5GVEtn8f03s/jsTkmNGlNm79697Nq1C8MwuOuuu6a0zg9/+ENc12XJkiXMnTv3dR5hjfPBh991dzUjy/cwVQ1H+LhIPvyuuy/00C4KzkcW0sh29m15eIJ76FxnLQl/kOsaN1H2gmSdGLMjhyg4BXYnfXaWikwreSz0NaY1lEfX0V2JFnOmXEKnSI/MkRYaZ6cQHoQjBXxfx7EtzJLD3KbtPPnAe0jZcDifp68QJGFJ3tKeZXaiyLHCfHZvffakxz7y+Ksb/ouIlplwriZze2mKx7TwEfYNzZ0gRuq6iVORHMu1Ux9KEzQqeELlWGE+d57FeT9fz2GNGjVeP2piVo03FaamEAuoE7oZhgMXUTfDC8Dx3R39c1FyaXdDag1ocTBawC9Uf6+/e4KgtXD6LF7e8046vK3E1AFyooFu8RbeNn3WqbeR34TTbaME6+j1PDYeyzJYLtCg7ufqzutY8PYAXYdeZcOxMINuM/GMZGmknWkBE8XrBkVBSxTIVrbRESmzPpWlOaxhqTmGyib7CmC7km4bQgWdoAatdRbr7Aq/vOIltHA9mUKQ7d1DZO1jFIeKNEmNV3sDaIpG0S/hSFClDZJqgLujYOgelqIiVA9DAU/CiCdpBMnEzCsFMDSJ5yvYvoqmCDRF4Ep1WBCaohtrEvEpiM9fEuc6ZaxcJY6KDq8hIevUDPcVRB0Wskb6d1bPgkvVt6WioKCh40sfiUJIk+iYKLLq3TJQKHo+UgVJgLIoo1IBFLRikeZXD4/uMzOtGae1iYDZQL6UZ1pTgvrBMpoqOGDaaKpKtF+gBD32Zl7lpsVzIRymXKmQKRYBiASDFC2VbCHPDQuXjm5bFG20htiUj797cIAN+/aQzGZoiidYUXNw1Zgivu/ze7/3exw5coTPfe5zU14vnU7zl3/5lyxYsIDVq1ejKG/e77s3CiO5SrVuhpNzvrKQppKD9Vp45uUXqRTW83TGIairzIhr7M3G2NjnoGlFvEAdAyJHIZ9DUYIgJborCfoK2XA9plY5rYtqRPizigpCURG+hqq5NDUM4PkKIdMmpwU5krXYNlQkEdQIh3VMPc2PesJMLy8gFggzuOm/2HVkgPff+5GTnquSX8fy5ROb70zm9mqJJCk4oRPEyFBAErY8ihWdY7n2USfVrKt/Ezi70tLX+zmsUaPG60tNzDrPSClrF5IXGFN7c4tX4zm+u6MvBGVP0pvzJs2mOmEiPiNGh3n4ROdUflNVhBou96N8ANw+KB+Fab9Nr9PKtl6XoZJANdo5JNuRUqEhrPK2NqO67+S4bcDYz2GnlshDr+Lyw8OHSFhZWsMVChXBml0Rcld9mJc6p5OIGzQoBun+Y/ywd4h3tQZo06LIcgW94RCpUogVDWk2HVFJixAtZpGD6QoFDyq+h6WpGJpGWfoczmZoikX54gsZbj4myRSyzE74LG9M86MBeCVnEZQOFUXgUHVdlUVVaLJUBVe1KLtVccv2QYzr8jcmRo3Yp6puJVMBIaHgKKiAh0ACugqaVBBTFbImIYHgb0lwuWKMPva4tPkapamVGZ4NAlBBHfZfjXeT6YCvKEhFQUdBUwUhS8f3QlSEiicGQYOwpoNbwfddTBXKQhkuS1TQtQTxbRswKm51d5rK4JWXYagaumIgKRE1IsSL0F/fwAJDxRA2u4f6WKIlwBHkTI/KloNYS2dTVCT3XvdWNuzbQ386Td286aw8UqaVAFJIRNFG5EoEVy6Y0uF3Dw7w+CvrSITDtNTVUSiXefyVddx73Yldp2rUOJ7nn3+ew4cPs2jRIu6///4pr3f//fezatUqXn31VV588UVuuumm13GUNc4XJwsLr/HGyEIa6Vg5KzGEa7Rh+y7bkgW2peqZFRmgwcxw0KvDj0bBLLO+J8qyso9WH2XxB25Hry9NqYRuRPhzzQqFbJS6pkFM3Rku/9dBE0ip0l0sghoiqzTRbPQzUJlFrxcjOaSxstVExafv2FaeX3/VaIfGyZhS2LtZ5GBq1oT1qmJkkXnXfmpSJ9X5KC29lKjNN2tczEh57rKqa2LWeURVVYQQaNpZ1ufUeNNxvGsqaJxbIe747o6KECiKxrZe9wQx64SJePYYj7+wmnuXLaSjqXWic8pLVt1UziAUNoAaBiUEhY2U9v4pB4vXI8O30hTpqAapVwS3zbMm7NMdPIx7VCDyh1GjIYzZLRh1EXD7q8KZcoRXth0kavQSFkFQLKKahmjo5ZEX13BZtIWY3IDjFjBnC9SKxk89lZsOLKSh3gUxhOXPpKXO4+YrWnho6xD7BxT6Cx4WJhV8DE1FVTzKjka55BLV03gRj11HkvRlTLoNH6mWyEsNPaihS5VMxceUEl1TcMRwyLuQuKIC6BgIVKrB7zBZ58ExKcmTY3lSPiMlehq69BEq+OKEladEO5KvkmC6Mna+/0MW+Q9KnHX94FRQAR+EpqHgE1cFjlSwpY4DmKrCnESIZMkl5zp4wkfxBxGeBqrGjJCCJwRDboWKqmIikZgYSNTBIeqO7B7dVWb+NOxYtOoAU01i4UZc4XBFyzy0VJagbtLru8wtVEBVsTWJtB3q5rWSMYPs2doLMzqIHA2hBJcRDihEQyrRy4qo+4/gJzNoDTGCKxdUmw9MgQ379pAIh0fLFkd+bti3hxlm6Fyf7RpvMH70ox+hKAq/+qu/esbr/sqv/Ap/+qd/ylNPPVUTs2q8bjzz8osXhVvsQmYhnavg+dGOlYpBkzJEVk9QJMzRVIrpwTAVTxDVixS8MPvcxchwhq99+6snbGcy4Wd8d8S31s9COr1scTzorGPBrBLXtPm0BSW66pH3wwxVGvBkEWE0g1CIGQUOlecQ1KBQKVMigek71JtpVr3UOUHMGv+aaA5LbuzoJaIHTxn2fqwwn7CfZ5YYIISNKOkUymHS1OGlQrz749+a9Dhf79LSS4XafLPGxY7v++fs9VkTs84jgUCAUqlENBq90EOpcQlwvGtKSEnOlsQC6pigJRzwSyBdUAzQQmfUCfH47o7lUgFXCzBUOlElOWEirvRAOM6GowU6mtWJzim9qSpulQ9UhSzhQvlV0CL0lZpoYxMz7a2UvFmUjPn06lexrbdjVMxyelI4O3IoYYkaSyArLgdf7mR7TCEtDerUCssKG8gagzSFTPBVRLYM6izi89s41rmb6xY2kNtt4MV9dBzqPcH+VAvJpQrsHcBMajTM89nYb9LZm+OyxiC96RyHMyqu7xM3QSg+BVcipI+pgetrpIrg2zBYcjgiFOqDJr0llYDq4qk+7RHJ0YJB3lWGy+mqYpSqSFzpjZbUaYyV3E1oKThOzBrr8TcWD69T7Vwo5Gkysk7CfDT+jigNwx0ffSn5GgUex+Z1FbImoV6FtNTRFVBVqA8HCQUiqHaeuoCFokjKroNlgCHaGXRs2uI6jV6FI7aLjQq+TcvWfaPbdMMWHSuXUSzk0KSPLg1Us46AFaLBamXQU4gG65hDgMN6ltRQiemuypDMoQZNZgUb2WCDKORZMX0+m3qqd6iv7TApe5IXKgFuu/6qk3bVPBXJbIaWuroJj0WCQfrTaWY01cSsGqdmx44dANxwww1nvO6NN1YFhW3btp3TMdWoMcKIk8hAIaKbZAv5aq4XnHdB60JlIZ3KHdTntI0KSA1BlfffsPgEB9OO59ax45G1+Kk8LkNEEkFSpTqmxXoxfRdPayGllHA8je35JRS9CBIo+nD5JNXuk5XQHd8dcXOyFcfpIW4oxGJhMqUga/abvK1BoaXJpSDDFN0QzSGHY3mFerNCwQ2jqz62I2kKOsyL7adDP0bejSD8wVFBbyjXz0s9KhWnjogeIaB38/IxuKpBoyGojApOTl/nBIHqRw9+lvmBx6mULMjqWAGbaHOOgZ0tdD64GoAlt0x0NJ+v0tJLgdp8s8bFTqFQIBQ6N9e96jnZSo0pEYlEyGQy59RaV+ONy3jXlEL1p6ZWHweqQpaXAfyqkIVf/V04J93m8YyIZFBVyVPpFEW3zOXqU9D7LUg+Xs2uojoRjwSDYyv7WSKhKMncWOgoWqTqyoouBz9bLS1ULLAPV/9uzaTiusQ5gFBVdJFDk0Vmih9RynePbqay7RDCvBIt4KCoJbozOZ7cc4D0lt3Ekwq5QxtY09eMGgxQEh6qkUP49QgZInusQItzhGTvQcrxNCUC9Bfa6C230BJRIacwGO2mu6udgVKOwxkTU9gMZXK0hT2urNewdI+y52G7Al8oCAkhw8NQfWYHsxzJKmQrCo6EsCZRpEpX0SBX0WkOO9QHfRSlerfAUqslh8MVdsBYaeGI62rk36nkqRFhy8OnIkfyts6Mq9H5JrFRIasiJf+X3LCQdZ4Y1st0oOArhNTqQ6YR4B1zNHwlgKEbtNaFWd6uMq9BYUGdj6sX8dQEhcocNHs2PgFCRwcmCFn5xTMpXXEZva5HczjKtS11zIpAg6JgalFEucRQ8iDCU+gzGmmzmhCqQrsZ5dpwMysbpnO4r0jU9rlp/jKKso5EQKMuqHEk7RO1VKKWyrZe96wOvSmeoFAuT3isUC7TFE+c3bms8aYimUwSCASoO04QnQr19fUEg0EGBgZeh5HVqDHOSaTpKEr1p4HC959aM+nyz6/v5FNf/QEf/suH+dRXf8Dz6zvP6XguX3or7/74t5h37acA2L/+mzzx7U+we+uz53Q/49m35WGKo+6gqlhTrOhsWf8/fOPZAxwoxxhS6jlQjvGNZw9MOOYdz62j88HVVHJF7KBGXOiEk2X8gsWxXBue1LHI0haNsjfdTrpiIqWk7AvwSlMO/1/1UieaX8bERQG6MjaD9gw8PUHQrKD7QbxsHc/t6+DAwFwkCkG9zJy4gfQLeMJhX3Y2ishjyCxv7xggpuXwURl0Gri5+af0bP0bXDvLjkGDqOEzt36AkFGmPuBiqAYHc2PXqY5vohwnOGnde+jtb0cWTbSQR8UPkexppc4qUtYkOx5Ze8JxSaMRU5t4/XuplZaeK2rzzRoXM77vk0qliMWmnjd7Kk55a3n16tXnZCfHY1kWd9555+uy7YuZuro6crkcvb29NDQ0YJpTd9DUePNxvGsKQFUUvJGAdr8Eilb9B4yqBH5pyu6sgA6ZoodnZ8ml+vBLu+iwf0Jr8xIwZk8oHRyZiI84s9DiFEp5mmLj7vz4haorK9BRLTcsH60KWtKD4OVgxKhTt1CRMTylHl1m8NUYtiuZZWwF5lc3M5RDa5qBLwLI4mY27tlDVA0SLExH9dME+21kUwuu1kZWCDBUQglJan8au13j3gVFvtUZ4khGUPYrRIwi06JBPjpLQ0uG8RtyvJiawfZf7GaTfpSC66IiiBs6IdMlqkOvq4OEgC4RgC8kdVaJ7rxJsqwR0n0COnieRdlVqfhViWpfOoClS8K6oOiNiFgSVVGRioIiBIYKrhgrMZRV7xZT81pN0T11XPdCFfg9QoSHS0rzUvAn5NjOiDBznlxZfrU7YxQNRULA1/EMi6IneXpvnnSlgqWp9KdS9CQlFV9W88LkIHXBRmKlEn2FLpr3bB/dZKExgTq3FV9qxHSdiCKoCwchEOBtcZ0fHRJkc720BVqJ6q10Zw+gFHuZb0X5/fhlXOkE0TsaMBpi/E8pTr1nE1+8kINZScxS8PJlUr05CvsyqNEQA63NsCB48mM8CSvmL+DxV9YBVUdWoVwmUyxy0xVX0X/k6Lk6wzXeoHieh2VZp1/wJOi6TqVSOYcjqlFjjGQuQ0SfeO1hqhrJXOaEZY93B2VLBg8++yrAKfOWzpSp5iiNL7s7mWtqKpzMHVQ0JBkRJYCNJR18NDIiyreff3V0PzseWUtFk3hm9WbT9ECEnXYaK1OhaAXJpE3yQidQv4y47pAp9pF3HXQ9yn3XXXFS99tImV93roxnNFGOXkWDGSYuswSoYHsVAkaUfakGoj0qxVCFutY+hgou4Z4gGb2OuvoUcdNiZXOAp3s6yNhQF4hz1/xDNEY0XEdnX3k+aa+OlbFfYOIy4DeTc4rETRPX96gPpbE9i5jhMmiPTT9NzaGvHObXPvvp0fLUe5UcQsbQBoN4RvV2n2kVaZ3ehdviIXLmCd0TJystrQ/msCU8+cB7XlPJ56XGZPPNWn5WjQuJlBLf98nn8/T39xMOh8+Zc/CUYtaf/umfvi4v/oaGhjelmKWqKtOnTyeVStHV1YXneTiOUxO13uSc7DVQdqtd21TG3oMCiYLCgKGAn6cqQIx/jw4XrmlT/4AQ0sd3jlJ0CjQpW2mNm0TYB24czOE7WvlNrJj/lupE3EkR4RiFXBeZfB83XbMcpKgKWX4W4sMlMIEOmPbbwx0J91fH6ZdJmHkO2ovQvTLoMcqupCvl4xa3s7E3QFM8weWmoK1oo0RbKL06n950GVUq7PYLlI52ExpymJXqRmmzWD6nwOou6E4WaVHr+NA0l6TTQle+jFAEQQ1codKds+lHpz2aZe8xyXfzG8g5aSpAWkp0XcGzwNQVhAJ1liTvKChIIrqg5Gv0FjVmBEBTJAIF4UvWD6qkKiNFgDAgdcIGNIY8VBscoeI6Cq6Q6FSFGQEENFAVH1fo2GLEszWxzHDssdeOAD5DgX+RMSTwv8lw6PWLej+REXFNgwoaFhBWdXxVo4xEUwQF10JTfAqVCkKApoI1HPKuAsLpontbJ2ZpzEmWvmI+uhXEFQ6KIkgEglSAotBpNRS2pSUdoTY6yhWy5QplU6cx1kITGs1OhN3zLGZPX0jzgI3IFmmIJqgE6jAaokTtCsVMGfdIkrClodWFyZU8wq8ewrlMn3JW1ggdjc0TAuWb4gluuuIqOhqba2JWjdNSV1fHwMAApVLpjO35pVKJfD5Pc3Otc2aN14emWIJsIY+ljU0tHOHTFEucsGzVHeRgDt9MMXFxfE7IW3qtTCVH6VwKaycLnj/mLsDCRh/+ztXxsbDpc8ecCX4qjxcc+76v1y2uCCToKeXp9xyaYgn+17vuRjcbWPVSJ1YgcVrhbaT00ydAyexAijL51A70uoU4VjNNcoCAbmELSXOhhBaqEKnPUpE+7Q1lwtEKmYF6wtf/H65Zeiu3AVeNE/4C6hC7hmYACgYuTWKAoGozYgiKmQplX6IoBkHDpifXSl2wh/pA9eafqTkUvDJrD4UQIj9anvqsZ3BjzCaq66g+6OEyTdP6cBwLJx9EC7oniJLHl5bquolAUrJ50wXCTzbfvFiozXvfvGiaRrFYZO7cuUSj0XOmMZ029EPXdZYuXXpOdgawYcOGc7atSxFd12lubh69oNy0aRNXXXXVBR5VjQvJyV4DvTmPZ/bbRC2VsKmMC0oPDHf7exxEaSyrCsDLgRqCpmunPoDx20mVQW8EUQb7QFXM0qqh6x1tzdy7dDYbtv4P/UWVpvgMbrpsGh3mISgpEJxfFbICHWPbHnFoybWQ/iEIQUDTmR04xJBXT5d7Ixk3T1fvAdoTsdEOb2u9JLcMBphOG92DSXYWB9lRSNIUizMj4+Ja8POMzeU5k5/vCrCopcw1qqAQaGNDd5KfHPFpDwwRD4Cq+6BArixYcyDKO2b08t3DOr2OwFQNhHSQqociNRwfMo6CQGJoLnMSKoO2RtFV8HwYKmvkbJU6w0P6goNlHRd11GGlqhJLFUipUPI0PGngS/5/9v47TK7zvu+GP/fpZ/rO7GzDogMECRAiIVZZoiSrMLYsS7FlOXK74nQ/UfI6TyyXxLGsPLHzxvbjuDx04kd0bFlKLEambMuvrEIVSqIEigUEQRAE0cv2nZ1eTr/v94/BLgqxwAIEKcqez3XhWpwzp9xzpt7f+f6+P9JmP6w9TiQhGpwLhjcEINSKHKkuKy5dYrFaK5fZZQ7Jv6VNF8UCcL7g8VVwZV1yihbQkjG6jDGVCcTEIoUQDoIGy59x6Rgc0yKq1eGpwyx/BequG8UYHSMb+YgkogrYhkIQoymBVAGBMJjybF5naESWTdWfZ30yhKNZNEXCsBCkl7o8N1rjB+94HQC310K+HmZpB5INBZ1vvdgG3eKOrKIjFV3T5k43IDhw6prFLOgLWpPDA0FhwLWzdetWFhcXefzxx3n7299+Tfvu3bt35RgDBrwS/Ni73t3PyEpiLE0nlAkR6rLlb1VP4nJxubZJRNW7sVG+a8lRupHC2mrB8wutEm8ofZui2aAZ5TjW3spCOIq6YC6nF7MYrS6xdX7liLRYP7KB33vgIxedZ63jWi797JklTBIMXUOR0O7N49o5miJPPj1GozFLOTrL0Pg8rdBkpulQ9i0+1UmgYnF/x+KWC869fP6//pMvUxSnLhLvYqmvfKfZkrPYV/ExtQAii0Zg0YpGuH9zTMbqosxhvnWsiJTaighq6wbtpMSpYJaJrINWFwwVKwilqDSGMRJFNZWGIH5JuPuFGWF//Sf/lJ6nLhIylxoxX/r0f+PoH33qO9qg4NXg0vnma4XBvPfvNvv27bth5YXLXPVTI5/P84lPfOKGnfDmm2++YccaMOBvM+M5g3duczgwF1HpSEopjXvXO+eDp7N39F1P0BecLnVGrZXlzoMAeh6kD5p7Lo+L86WDwKR1msk7d10ioE2eE9Dee/Fx/el+GHxcAaGBs53pRpenTi5SaS5Rzre5a1fAwtkKE1lJrrgThIbrS1KVDvuWFojn63y+cpxQxaTyacKuz7FIMZnt4mka36i3Gbc1xqTB5qHvZSgcJl6qcrbR4nXrbJIkBgWamWBZDofmNI4tJcxKjQCJLzQ0LcQWOl4cE8q+mGShoXSJa8RYmqStdCSgIxiyJRlTcbplEUlWvo4r+i4sGQocU2HoGsMpjbm2pBeDJMEUOoYCSIjRUUpHU5fraPjy0YGbEp3D+sUC2cmLBLPLxSZep3h2nUggSCKWXWmWYaMJg1DGoAQ9KXGePoQb91PDpKGx/k17mIl9xjqCQJrUdImmWSil0YklkYqR5DjZniCgTcZvMq0cEqFjaSadjodmWKzzmphNn7mCi9q8G9n1GfF6vOseh8Xwb4j8RYpmh4XOVuaOlmk7LoWCwwtDadRCjcGn2YBXkze+8Y3s3buXBx988JrELKUUDz74IEII3vSmN72CIxxwKa+V7n6vBsv3ay33t+RqNHvmioAEEGFScm9slO9qTqkLc5RulLC2HHru0mM0HeDFNp5YT3psF3eq/Swk41TDIim9y12lfXyj9iZs2f+sPfjVvYi2z8TZHr6r0SiaSF3HTQSlW7bwZ//yIyS1Nnoxy+4fuf8l4eersVz6GWJineuhnNIgDhew2ExXpNk0VOQtO4apPfUM1Y5BpDQ0JLoyyUuNVqG1apD/heKdLmJGMhWGnAZhYpK3G0Cee8cEZzsJR6tF0o7LT73nxy46zoP/6p+TMS7+zhGYeZ4NJHtyPoVSG2zF7MI6OnqGdtkkdHRINKxoadXukZcKmVUvZl9FUnSi73iDggEDBtw4Bt0MBwx4DTOeM1bvmrbsemrvg2ihLzhd6oxaC8udB40cuFuh8xQk/RJA4tbFAtmFwtcy55xbK/jTUHsEml8DcwRSt0L3eaarFT5zaoJCdgOjWZ9O6ySfeXIvHbGZm7e+AaxholqbYP9JUq5FpWBxSFPowTjVho6hm3TqsyAtZjoRw8Uei0GPdWN5en6Z52yTW45Ok/ML5LUlGp5JYrtITSDihBeqLjOtNpqmkQhA9xGajyDCVzquKbB1HVNPaAU6joDTLY2iHWFqBuigoyNJmO4aK6Hu+rm/6tzfEIGMACTdICRRBroGmtKJLhCuLBKU0EnUjRePHOD/IsOdusnP0WY/a7GYX9hRcXn5lRe1+tdDABKdAEOLiWOJoYE1XyM9VVnZ1rhlko2TW9CQrNcFw3GXo8o8l0tm4CU+sz0TXbPQYkXK9chnb6LZOkiqtsBoukBFhViez32mTqmcox0bFCo9gmOz2FvHcO/IMmR+k0k9T9QcotM6SCd1nK9o72Kkm8OdqdCOh/lGfph8K76uroYDBlwP73//+/nDP/xDDhw4wIc//GE+8pGPoGlXnvxLKfnIRz7CgQMHyGazvP/973+VRjvgtdTd79XinW9685ru2/vu28WDX36RMOkLRxEmie7yvvtu7E8EqzmlNu75wMo21yOsXSqgDI3tojv3DaLAoJsMr5xn+54PcGz/Qzihh1IgEbSTPBKN29MHuPfOn1gJfvd1xfyETaEeMzYbUN+QpfQ9O6nufb6fpeXqGK3uqt38Ls39+t5tMbfnz5LR6rzePkQ9yOPrFl0FUrm4ZhlpjPHAz/0oAF9s/Cn2tMvXOjGYFr6Zo4tOdrjKuF/l0a/8F7xjH78od2r57+lnPsq6zGm6YZojS9sx9ZDRTAVTj0in1/Pmt/X3+R//63/yyc99lt9/6H+uiJ2rlafmC+t453/8TaDvsorsl4qShmmumol2qZB5shWSsxI04aw0KCCJ+eTnPntNr8fVxLMBAwZ8Z7jit/Cf+qmfuuFtPV+JYw747mKuFXNgLqLa67uNbhs3BxPC68WZvHbx6lIudHgpBTKC3jFwNoK9BUrvPn+OC4WvZS5wbvWFrM9Cez/4Fei+ALUvg57jqen1FIwaOXccsMmVbgOrwtnmBjpJihwQn1pApGy6umTEyXKi3WU2O44VepjdDim7CHaWrjhO1hqiHEu6TY1suU5kJMwWz5CSPd66aPB4y0GUfCxsppspZtptLFMHlcIRLVpxQiQhBmIVYhiKnGMAOp4RI4B2aNGN+oVtUQKQkCiJn2iEUr+kLLBfsqcBhgaGDr1QoIsEiUGCOifc9PcJ4ZySsxbBaDVh6VIBCnIIfossu0T/NfX/VRn+IS0WVvohrsblQuhfLZfW+SvjhRLiiLEDJ1ZuDXMu+Zs3MKG53BVFHBeSRpIwZEmyPYeukZwL0dcRCITQsQwbR2ikox4j2jjbDYNqo8NRMyGTHmdxbDNV2aO0Lsvbt9yCXR4h+/13nCu7zYORIzp9HGNsPVNLLTbYz1MP30gSCJy5Cu5tmzkwFw3euwa8auRyOX7hF36BX/mVX+HP//zPOXToEP/8n/9z3vKWt+A4zkXb+r7P1772NT760Y9y+PBhhBD8/M///A239w9YnQu7+wHXPXl+rXM97rPlMrW++GKcy366ec3lc2sNbL80R0mZw2y8RHxYi7B28Kt7OfjwIyS1Ns5oxNCOU0TCWRFQ3MZDtJPyihPowmwuES2hJWnGmaWl5YkwMZOQSWOG7717F3/2Lz9yPvjd0lhMmRihxM46VA6fvCgUPrYESTvk+G//b5796KdXnFpLmfxK7te4tcgt2RfZEBxg/cYGnz05hK15rC/VqHXSVNrjvH4y5tby5wh6Bn/9J4+wfc8HOCtznNKbfLMtcZ0UY5qkXOiQcTtU5XpmeorIf2nu1C23v4PTz3yUTpjG0CTFVINab4gzjQ2YTp73/KM/WnmefPbRRyl1YVuoaFer/PePf4L77r2bR5/dd8Xy1NVESaVMuoEBXYNSM8AMJaQTTnQ+xvY3//RF+/TikLKbMNs+3w12tQYFq7HWhgIDBgx49bjit/Bf/uVfvuEnfCWOOeC7hwtzoMoZjW6o+NJx/3wO1IBXn2WHV/URaH0NjBEY/SnQnb4r60KuVtrY3gcygc4L/dwt3QUiCKaoVDxGcy60QpZ6MccqHRq+RUuDXCpF1k1x6uRRlggxdJ2f3nkPBzoG6CGb0kWORl3SY4KUPEat5SMjj9c5BV7wFcWoiVqY4/CsyfOWzT1jCd9Dmr3TWSp6l0SEjGgmi0kWTbWIJRhoeDImoh80bmow000wdMga0I0tXB06sSBWAkPEGELRjfs5WH3Z58LA9r4gIwGpBJ1AEKr+m6xEXVVKOndRYc2h7AnnM6/6jKLxX8myUZwXoD5NsAYh65UVrS4e5erbCCBzdo5M5fzzrrVjO07OwNYEthCc0gWaW8D1lng2SlExdYRMsEmQZhpDdzGJMTSNQmoTt/khe0p38F79JDPVgM8Xh6m6LUK9hz1SJjW6A3MoRVKtARAtneb0Cx2ePlNhfqbK2OQwMjPCDr1Kbd5HS1lork1mLEulIwlnawQHTvU7cJZy2Ldtvq4srQED1sL73/9+FhcXeeCBB3jhhRf4N//m36DrOuvXryefzwPQbDaZmpoiSRKUUggh+OAHP8iP/uiPfodH/3eLa+nu993Ky3GfXZi9dC1ca2D7hTlKl459WYRz3CIiswVPz71EWFt2TqkoIu1JNgydRD8S4ZVdwoIgTGxs3Wdj4SydsEoQ29S8Il7srghoVtKERODKRQAsPcA0+6/XS4PfAWJTYNTaAGhCUVoIMUOJQmEFkkTX8EfsFafWt3bciq5rjFiL3D58gBFnEStJMLMO79ra4MCSzVJLJ20nvHuyxUi5hZV42LpBpdfkycd+l0dOCgyjjm9btGVAJ7AZMz1qQYleJLDtLGESQQD7n/xz/uArNaqeZEN6iX+w7iR+4OBFNqYWsy43y0xrHHFBNtlD//thxusJpmESOYKi3mNMq1E/9Wl+cGuJpxYyzLWSywqiq4mSx598ALoOpUpArGuEtobum5TrFeJaio2v/+DKPmnD4mQ9h+J884zVGhSsxloaCgwYMODVZaAeDHhVOTAXkbU1snb/V6asLVbWD8Ss6+dlT6idSbBKUPz+FddVVGsTnaoh23+KSn3fuWNepbQxrkAwDySgGSAMUDGIhLLToeNrhMFZHj8bkZI2WpinYJ6gOutwsB2iVasUI43xwhBPnTmOn7mVo5XTxCaMDLeRvaPUez3GbYfNtqRQ7uEGiuN+wIGKhmY53J4HK/SZtQPetm4z6efu5hvaCxxmkdjuZ2TJROHJpF+epsGQo1EwfU63TZQSGJZiyIYwgcRXSKFINEgS0EWCLiCUOgbJSwr4NCBRINEQiHO3X04sWqt4tJrAdeH+CVvQ+W1ylEX/tSWV4nfp8RcEazjHy8kpuboQps6d4UqSmu4FjLxwZmW5PTaEu2UdRbZh+0cp5wM2DMU0ZYjnVxhPJTxbS+Fr/Q8yJ5GgKRJdkQgTS0LWP0NgZRkiQnkRJ9ZvZlMxx+u334Hm9ieZnURwsBbwzpEc4WyNU99e5HOLFfLpHCMph+bUEieHfOzNW7B3b0J6IZpt0A0Veb9H95Hn0HIp9HIB2fXpPrIf7t8zELQGvGJ88IMfZPfu3fzWb/0Wx44dI45jTp06ddltt2/fzoc+9CHe8pa3vMqjHHAt3f2+W/lOuM+uN7D9QjeXlrSoVA6S1eJ+plTQpB08w7/+0R9/ybgPPvwIKorIN2JiQ6ANBUQNm9EZj9DR0TMBjhFgaAlLvRLGOTFnsVsiMcavWup4ueB3I1LoxSxa2yc33SG0+0JNoRZhBAnNogZCEFsCL5TEdTCHIzZnT+PFLoaWYMmYDmlG7ZAfvqlKq10AyyMUASeDDcQ9m1Gq+LOKx0IfT/mYsctwWjDfiWmFHgcXdYazKcI4ZlO5BCzRTLLEpqDZ64uJ4/ZJZqN1ZGgjgEiaAIxkKixF591tYaVFWjdIDIFte5TKC8S+wWJV57aJkB/etsjG139wVVHocqLksf0PUewtEusWidG/fpob0vHTnHj4EX78v31kZR9nRXi9eoOC1bgwh8s1ehTdGhnl4QQJD/+Tf05oT1xTptmAAQNePgP1YMB1cz3lgtWepJy5eOKctgSVztp8KwNeSjhbo/vI/mufUF8Y0G6UwTsGqR0AK9lVImWi5zuErfCCY16htNEoQ/zkOddWqy9kyRZJYrOnmPDxQxFPzAb0Qo2ULcg5Lm8ZTnPgzAvkwzHesnU3yeIZ9MwMR1svcqh+jJYaxpWzCK3NpuEMf299Hc+v87+eKxLNwGgupBsJxvMmw7bLqSBCdTVUGOBps4yv30EvrOFKsGLxtwABAABJREFUHzPw0c/lVHVk3wk05ip6UjLvmaD6bqq5rsaGTEQRi7qmGLJjbEMy39VRSpE2FXE/S/UlIs35/1/YcvZaXE8XZlatbf/bMPkv5MieE7JCpfhPdHj0klDb1RFcXTBbjbXdt2Vnlo4gudCnFStKJ6axO97KqurtW5GGgYaOYfRwbIlsg1kQ5M06cx2TxE+xKZ2hYPvMdAx6hCjZw4zBNjJsREeTPkf9LkdMQViExZvKbJUGyguQQC3p8OLcSWZbTZLhbez+ZoN9zSKFdIWsLZHlLPm4y2RU57G5DHeXI1w/INw8gRdI3rA43X/dZd3+fTv393o7HQ4YsFbe/OY38+Y3v5n9+/fzxBNPcOLECRqNBgCFQoGtW7dyzz33sGfPnu/sQP8Ocy3d/b5b+U64z64nsP1SN9eJxiKBMUpGNBAEVxThFpeWmPM6tMyIrG4iWjbj6QTRMsg2I5xyjU6YImP3MLUYM44YEVXWZ+Y4elIybx+/yCF0aanj7h+5n0MP/lVflDIFRqRwE8GuH7mf5//krxHLH5cK9EiiLvntqepmaGkZFkSePdaztMIsXuwSGga2DJHnQuaxJG2RxSIk1U7AUkwzRoTNbMOnkJZ0E5eYNCk7oel1Odvy2TiUMDE0iuXmmcZG6UCoVsTEIavBbHeUbbkeduTTky6JCWPuItP1Nn/20X/BnrvfTzHW6JgKF8jnGkSxSSvRKKm1OZwuLPVcLq/cvucDtGZ+g64LSWRhmiGWFXJmfh3ynLNtmWtpULAayy47XSSsy82ifB2nrZCazthNZ5k5oa2aaTZgwIBXhpctZvm+T6vVIo6vHDA8MTHxck814DXE9ZYLllL9bZcdWQDdUFFK3dgONn+XCA6cuvYJ9XK2lZ7vB7onHfBO9rsYupuIzmVXaW4Eauglx5xeWuSpY0eoNBuU8wXu2r6DyeGRc2WIXwTNBlGEuEUStZE9F5WUAJNOz8RCgSmJWz0SPSAK5ml1lnh64RRtAqg7nAp0PLvN226qcro3Tl5WecN4m1ac5flFyfZywOklyYGq4HRTI2fDMdXFMTXyiaTThdmoymT2MwSyQzdKyJqKSOp0pIFG35XVDCWOIenEGqHqSy22Jqj7KWpEGDpszEp0EdEKBH4i6MUCU5NIBUIJ5EXC1dW40Gm19iys1bZ5Mza/ShZb9MfQUZJ/R4v9SF4qUF3peJc6wG5s2eHy93F5LldMAna9S+nkzMo2tS2j+EP90gtdKQIpGDHaxImFjDUWpU2lqRMpSVcoRCixDAuleZCACZhSEsYdvMwYoddgozLYKD06luDI0W/j3HQ3WzetZ2bvMzw5cxAjW2D9TRsI0waffWofHVNwy/BuUDPobgfGRsmfNCkKj9R6nTOlHLXFg2T0Nk+8OMed225mEnflPmhph6TSuKHXbsCA1dizZ89AsHqNciMmz691Xg332aWZXJq9jUhLXVNg+198bh/lWkTG94ksjeNxCyeVZyG20bwKQRJhaQbN4GIn85e++Q2e1NpMBAl528RD8oU5h7+/uYo1lGfOHGG93aRBkbPV9UwaC6xzFghCi6ZfQIUmnRf+nN9/chPTsU45dxM/9q53c8vt558Dy6LHwYcfwTgn1Ow65+559qOfprM1YDK7QMrqoSZMlhbLiF5fQGwaaU44m0nRQ5CjGhVxjJAz3iT5XJNNzKI0hRfY6HYMPUG9N4Rte6DDTGOCIOWiGSchMMAAWwXEZpohTWALyevXp5lPMlixR05v4hsu327djUAxbs0zbFfImB160sUUAbUkYn6+xd+0y1SjNJuLOql9H+Xm4QJ7a/3rqxsBTd/Cj+C2Qt/JFSYW1gVliReyXOp5aRD+rn/29zlbuYViZho308MPXOamJgmbaexi+iXHWWuDgtVYdtnlrQphYpD1YjQ7YbE6jpQaQxMVZo5nOfjwIwMxa8CAV4nrErOazSYPPvggX/ziF5menr7q9kIIXnjhhes51YDXKNdbLnjbuMmXjvtA35HVDRXtQHLvemfVfQZcmaTaQi8XLlp3tQn19Jmv8dTJGpVujXLO5a7NY0ymdkH3EJhFZLuLlhMIuiRqz0XHnF5a5DNP7KWQTjM6NER9tsJHv7yXUmJAxmZiyy7eMNZg0pkGa4SkoRAi4OmlPBtyDncVOwQxOImi5yhOqwq+lzDThdFShyE74dFpOB5C0u5R9QPKqTpWrsvz8wntKMuLC3kqvZCKp1EwQBc69QAgpBbAPAlKKmIFrdCnaIfM9CycWGEbCVL0Q8ITmdCWkCiBQKHRLz3sJRq9JEIHsmZfsDraNPEj8JRAQT9oHIWpgSUVMWKNuVhwaYngxUKSzkvdWRpcRjB7Ly4/RxrtnJC1pBI+RJPja87dutrYrsT15WwpACkZO3ASTfavWORYVHZuBHH+PmoCkBGBMBCmw4ZsGt1c5HhTkNJ1lIhYCAKqvRipYiIEAg0hI9ZLEytpsMN2GZcOVjGPCWzt9jg0dZShxOKk3cHeuhEhLdZXK7h+isJQgemFGdr5IXLWraBAEhJtiXnd3bdw1/YRZp/Yy45Smow7TOXMIn9z9FneffPtrMv2Q2Vl10cvDUK2BwwY8PInz691Xmn32eUyudqtgzjFPeRNa02dED/x//4xJ09PEcs2jmGzThUZ8XXmZI352GPS8FiX7eEnIUGi88lP/QE/9qMfBPpCpMzZpGoBKlYIU0fruXz59Hq27ymSSzXxIoelsMR8OM6o32KpPUqigUwMpgKdfS2TnDZPxti8aqbY7rd9z2XFD2c0YnL0LF5i04oKtItdZvQpTi50Cf0hZHqEbOjTLcGIWuRUexOvLz1LN84w0xgj67YYcev06hmeXbqVnmEzErbI52rMNccJfRthS27JS56aM5BphaVFmEkbL4HR/CiPVd/E7szzbHLPkjK6LCQj7MgcpWHkuD13gHpYoBX2OFINmGnpzHZhWyFDIsaQMuHAfAeLLLt39rj7sSGOJB6LPYOykXBnykIvO4T0uxMqc/iyj+HBhx+5KAjfKnQo5+dpPPFruFuLtJ4t0whzL3G23WiWXWPtF34FHRChxnxvjCBwAYXr9i7KOxswYMArzzWLWXNzc/zET/wEc3NzKHW1SN8+a91uwHcP11suOJ4zeOc2hwNzEZVOvzzx3vV9N9egy+H1oZdy/Ql09rw75EoT6umlRT7zzHMUMiVGCw4dP+Qz+0/w3tu3MOluBi2FnvWQfpbEuQ/F6EXHfOrYERKZcOjsaWqLVeKpJZakz0S+xJuMDdSeb/MX3Tfxw3sSJq2jyMBDs00We8OMpNJsLz3PkzMxSS+DLNR5qurT9DUMI6Dtx5z1XQ73fOJEIDSNII6YbUkKesLeNlT9HjXPphNa+AksJCClSUyEofUzrQQ6cQJ5J0IXEYFUpAyJUopeIrC1hEAp1DlhqhdfKkT15SoJBAkcbmq0wr6bSLtgC4UglgpdE8jrqpRdFrFeGuZ+/vbV99VRK0LWlIr5t7SYW1XIWj7XhX8vt821jP1aEaTmaxRmKitrKjdtIMqaXCrWmbqFrveddDsKaUynwC2ZFl2VMNMIqIYauhAkMj4XHq9jJoI0CbfnxnjRCLG7kk2ZLMQxWspm0+Qk/qlZrPYW5kXAunSWjY4kHxvEpxYo3LSB/Nw8zVYbMpCSgnarTbBthO/bvoOnjh2hkE6TS/V/8S3u2Ejy5GGePnOCiZ13ILs+stXDvXfHdVwbVnc8DhgwYMBrkFfafXbZTC5iNO8o+fzrr9oJ8Uvf/AZfeuRRHH0UHYdE+JwwpxkxSzTaS6QzETm7xlRboxvDeCph74G/5vabdnDL7e/ol1GmLObXCcZmfExfomyNA3YJNXUL3RKkwja3Dx8gq7eQJiShwjATKo0SR3sJpmYwbAVMKfGScsardYJ0t9aQiyZSWlRkwpMNnSImwxM9ZuezvGAvsbGgkyXNuoUmZihpVcpk11dJOz5n5euxb+qXNP7ub3+KZjNkfKHNZO40t248yOTwNG0viz09xrTbZlbEdGMNS4/Zlpa86/X389dHLebaY4zZC7QbOYJuioLd457hfTQ6WQ73ihyuKtalGjSikJTR4ng9zc7hRYpZm9lujhdrFrdOdtjyAz9A6ckjWIHG2Iaz1B2djqFh6cFFOWKXktTaLFoxp4MeodFhq7uEISxGGjZBISB/Z5P4iI2/YF7kbHsluOX2d/DX+x8i8ptkawotAQwwzRA/cFfyzgYMGPDqcM1KwW/91m8xOzvL8PAwP//zP88b3vAGhoeH0bRBmdjfJV5OueB4zniJSDXocnj92Ldt7udZ0XdPXW1C3Z+QF8nZCoQg5/a7sjx14jSTd+6C8nvRb70P/1wOl5ZWFx3z6N4vcHJ+jozrku3E7Au7LEYJi/gMFTNMpnVStZCn2ruZfMO/JjqxD9WepuR8i07YopTZwOvdExzQGxxoKQqx4CZTx9YVJzzFoZZESkiUQqiQZk9RcBUnWza2nnCiriOR+LGGJkBJgAgJhFIh0BGAToKuSRQQScFkJuD5qksk+yLVhdrTxRLSskjTl666MsGKFOqc2CK5tFBQoJ8Tv66NS0Un7ZLbriQ69ff9C2BYedyJwS/QpHHFnoGXK228mrvqxnU51KKYsedOriz3ilkam8cvGdsFZ5Yx+VQBqQ0zXojpxQkHojG2j85yoqUwNQs/itCUIkkEjooxgSHD5njcZtgaYofKUh4qYm8fpx5p7GuGzJnraZMna2coaT2GTAt0i6TVIXJ1xvfsIJpaYu/JFxG2yV2vv50ffvv3Mjk8wueefoLRofNtvdtOiumNN3H29DTOmZjXjTpsvH/HdeVlLTQbfPuJqRXHY8fz+MwTe3nvPd8zELQGDBjwmuWVdJ+tlsnV8Wo88HNX78750P9+mLGGZClV5/mUS5L42KEiyZhk9Rwp4wgnmuAYgvUZHV0I9i9FfPPrf8Itt79jpYyyU7A46+hkmzFxEKLcAmFakm1KvLmEz58aouvM8k0dRqTBiMyzMxRE3ZARJybA6tfBcz5TbC2dIJXTYb6QIduMOVmPcA0IcmmMVEjTyiKUwZzfZFPTXOnm1+uN4j1f4O0feN9Fgs777tvF73z2CZrmKTrBEU4cL1DObOEOMc/2YpOedTNP1qaZ6vgEiUGkxhme2E1pap4N7jRRz8asGehaRCVI+FKjw5Elj2PtNtmUg6ZKzPa67Cy0CDE42dTYWvBIkgbzHZ1DBUneeZj87cPsurv/2NX2P0TmMjlil1JNCZ7vNLB0g1y6wdMNwZe9mNdlYVvHhoyDfXuPW/d8gGP7H+L08d/k1Jlhtl9wzMPPfplj+x9CnDvf9iuc72oslxsGJUF2TmGaCboVUjkx8Yq5wgYMGHB5rlkl+Na3voUQgt///d/n9a9//SsxpgHfBdzocsHXcpfD17pjzJoowv17+t0MKw30Ug733lUm1P40lZmvMeo0oLsI9gawymTMmIV6rZ95dZVj1jptdE0jZdssdSOqMiZltHCpkzEMjoUb2NoVVJoNYFlsa7AruofPn9pL5FQIW0McCTrUggDsmAWl4UYGtdCkEydoAiQ6JhAkgsWujmuAqSuiREMI1S8BU+e7CRpcLNfEwELPYMSVjKQTaoGOpF8OeGWSl/w/VGLVLQQQyssd89Lcq6uV/l16e3KZ9S8Vlj6Kx8dICC/a5lrKDC+Xz3W5sV+/qJU/PUe6et52P797M9IyL9hChwsEQQFYusA0N5DpWcw3Cpipee6YLHKbNcKjyUFsLaISRegSBAolBC09IedkaWiwUaxj0fEYajTQwwkeq8fMeCE7nXUYnR7VcJgv1J9k3OliagmWElhfnicrBZtGx3nX33sHgavT6HZXRlnOF+h4HrlUmlov4dm5CKUrNt26Fe3mXTweSDIZh3GunRdmpxifXLfi+lr++9SxIwMxa8CAAX8nebmZXGGlRc+CGVmn4Hl4Vo6eDu3OHDc7LoEZsinnYOv9z54gUWQMk1ONOnBxGaWyddrDOhEOZbeE1dToJB2OJvPQFizWcxiOgy+msGTMFyQsyYgjPdCrFhQ9cgWFY1XZbIV84Yu/S1bP4Rg6xVQdxwio+SZ//rn/dV7MMoch3aTqOMz2IsZCidv1CHoGUc/DV13muoKUIxnXcjjaEIFps7E7xcGHHwH6JXpWMEtYXmBMxuRKEj/Os9DJMFtr4+SLbCyZQJMFbwJkjB+FHOl5/NL/+EPeuvNeUlaPuOKiaTHziWLvUp1Y6hTtGKkEDc/nhIoYd1ss+RlsHaq9kJONAIFie67NUiXD3k4N25YcmP9dCvk9HFsoUmlpfVfadotbeGlG2o+9690cTIdkmwJfJZwMQ4zYpKRJjklFs+JzBzY77CnOPPMHRIFBmKSxkma/i+Q5VrvtegSt5X2O7X+IQF9AW7JoHh0jscfY/c8G3QwHDHg1ueYZeRRFuK47ELL+jnOlcsHr4bXa5fC7xTG2LFwFB06RVFsEB05dtB5YCX0vp3U68Qg524HgLKiQTlKiPPHGi7oUWhPFywpiQ+ksjW6bXuBTNxJy+hJ+LHANm6JxnLK+nzmxmVtTZQAWrZjHzDpTz+3DyswxFxk8oWJO9CKk1FgIHaJYIpUkQZAAtgJdA6UgVhAqHS8GDR1HjxGiX04YX9gU79zfC71JCljyTTJGzFzPJJA33kFqnDv36p6ol5tf1d8/i+CfkuK/08a/5NjhS0Llr3bMy61bLqK8nLh1fUKW0fMZOXx2Zbk5WaI7Wlpl6/5r3ULH1EyCxMRsemwiRyMcZlqN0j7eZmSiS8HUOdsJSWFhJjGRqeGTkKDjC8kt2UmyWprThonm13jx2CEq0mTMHsOMfFKuS06TnEpgcanHmBkhbZPZyOPudVvIYBA9ewp3zxZIp1cEpbu27+AzT+wF4GTNQCUeMu5x88bXrQjx1yzAn+sqGrW/SSbcCcY2sPq5IRnXZaFev/YLP2DAgAF/C3i5mVzFWONFJyTlC0wVk0vqRComkCYLI+to+0sUbYmmQMqYMFHcVIBaS+PP/uVHSGpt3pbKcDAdshj7WIaJKQTe1AGed9cTJh0czWRR6yAMh2IQESYFThptAi0CpeEFaRJlobUrDJV8wsRkIpXl+VqXsewZZnuCmaqFrRmsS0dY2hkOP/tlAEyabCqdIOjYnI4ydDHATZibLlDrNdDSBjcpyXjhGKEesiNTIF0voAsNbTbk0IN/hZ5tseHWo+ytBWxPJLm0R0UF9PQM9SDDU2gE5gi92tMM2S1OBx6e1PETm0hqfPHgN1i/J80YETWzwMlWjV4UkzNs0npE2tTpSkEc+KD7HKvlCIXC1n1yekDGVOR1OFBziZKYWq/J6XqKZvhtxp0J8pbDCwuz/NuPPsD4n30cqSR5077IrdYLQ9aVXSrVBulYx7EVnmESKUEsJV+eanG646NhsyFjM5n1KLo1MnaX6nO/Rjsp0wuMftdE1tY9Ea7s5rrl9ndct7NrwIABN45rno1v2rSJY8eOEccxhvHamcwPePW5XLng9fJa7XL4ijrGzk1ih6OnoTLdd0VdICZdC+Fsje65skC9XEB2/X7p4f17zgtS7X2g57lrW57P7D8BqQKZVIZOIGjoN/OWnWv7JWnH5HpSjs18vYZnVBmzU8wlHr2oxtdPm1hCkBta4K7SSaZnDvCn33qOmReOEuQlrgtLnomwGkg0fAUyASm0i4SpEB1bA5kIQtXvfudoCZEELxEYgCFAoUiu4LRydJBSsuDbGJrCSSQ+N+I5dV48SpmSdqRdscDvQi6XjLU6/aLGERS/TZ7NwmBCafwSnXNnv5xr60IxajVh63JOK3GF7a8RpRg+fBbL63cukppg4XVbUfrytb/cGHWscxfHlxESwbycJhBNknYb2wHfmuLx1jqIbJRskbcUcaSwYkFgGOSxSQmDrc4oWdOik0QcMiWTSRnbyKMHXU46c9wyOsLSzCkydpHN6RL3BkvYN03wN7NHmPdabBwqIYH41AKZ129ZEZQmh0d47z3fw1PHjjBdXWCyOMTNG19HudAXbq9ZgL+gq2g+VaTjdcjJpyBzF1jDdDyPcr7w8h6LAQMGDPgu4uBX93Lw4UdIznX2e/9td/PomRevKZPr8LNf5ptf/xPsdQucnlNkhM1o4GBJQcswUMNbCSwY1icRnKYZW+Q02JGLyRDCfIlAdIldnXyoeKfnEL31dv780JOYCNYHMQvaLM/EPUbd9cRJwLAMSIchKJsXkwRH6izgY4oEpTqMKo9aoPPO9QGNqM7plkYjjNiUSyi7aVqBzfNVnZ0lndP7/1+EiukFBieDjWxNZrlv+yKfPjZKbaHMkdigZmdAi9m0vkE58en5kk4ywz0T08x4m7Aim0ZGsWXTWXK5BtWFNEXNwE8EWbvDuDOPH2+kFYRk7TYVFTHfVSx5GilTUXJ71P0UzTDk8bMZ/vXoDONehW+HGUzlYQuYrU2QMyRR2KHhK4I4zagt6cmQbgJz7TT3b6hTC0wEMdWg/yGfKANX9zjdaZC3bDKmRca0ON2qkTIs0rqFrZ/PGPNlTMe1WcoKQmuI4XSDIEpQkWChF6FIyJgmiz2d56otNhVq6JpJO0iTtXvktBOcDDYC9spz5ErdE5efQzfSzTVgwIBXhmuejf+Df/AP+NVf/VW+8IUv8O5335huJQMGvFa7HL5ijrELJrERRZC9/nLx3dclaAUHTvWFrHMh8Mt/gwOnzotZcQXMUSaLGu/ds5WnTs2z0Aopp0Lecvfac3nu2r6D2VqVXRs2MWae4cR8nqUTz1MyNRAG0rFwzAC803xh329wdDZPJrSwUqNUoxoH6xWqnZAhR6fdiVEKTF2QyL7Io9GXcOIE4nPNI1w9wtIVItbwpSCg79jSrqIMlewQJQSxgl6kYyzbqF425wUYP762sr61C1n9O7cJ+G0KjIq++PQGYXGH0njygrbkF4tTqzmqrhb6fmNckE69TfHk3MpyddsEQT5z0TYCHUtLCGWycj0sAHXe5aYjCQmpqAaJ36YkYcLM0gt1pnSDfHqIMOxgWgEqAAMdqYOIEmabC6wbm6QXtPEMg4nN43TbArkU49gGs71ZOq4iWxhmyE1QL8yi2RZlN0PF6wCg2f0crUsFpcnhESaHR3CLHl6sVoRuuA4B/pzAjJFj98QQz9UTwCSjHacTuzS6Xd5y623XcvkHDHhNcvLkSR577DEOHjzI888/z+nTp1FK8Xu/93t83/d933d6eANeIxz86l4OPfhX/c51ro7R6uJ+7UX+z3/299dcunX42S/z5GO/y5NzkLLS7HLazEqPk5piQmZIueuRRY/tuSo7hyXPzFtYhkHG1PF9k0ML6ylmbyW2DMb9BfKiixdKnv7645jDBrZuENsJ5ShmnQqgc5xxIZCJIjE0QiXpBREV4WMLg4IwiZSiZ3ogPY42dbKWoOR6NCLB2bbORFqSsbq0ohSJdCnZU0w1159zEtksTa1DZWLuTGt8qV5iSvPI6Tb3lqqMlHpYsSLlRyy0LZKew1hxnvnKZmJTMFxaJPAdCoZON4EwHKZoVSjbFV5sTjLsJGxLn+Agk0x35nEMga5pCJFQdJukLINqENEpvR73xAuUUpL5nmC+WULEKdpIKtKhHdTI64KdpR735DXqXkwrTqhFJnXfxEsidGFiGgb1QKKbWVo9gZHAkK2jBwlaO2RjCNZ8ldFMjnrZJoxC4nqH2aSNrymUaxHJPKbRwTZiwsTAi3LsX/QIpEfG9HlsxuJdmw1MLaITpjG0iNFMhdON9Mrz5NLuiZe6sEya1+XmGjBgwKvLdYlZTz75JL/6q7+KlJL3vOc9r8S4Bvwd40aXLd4oXjHH2AWTWMRi/+/y+usQs5JqC71cuGidlnZIKo3zK4wyJB2QIZPGCSY3N0GY4O6Ea8jkudCdsqAsKl6d+25KMzk8RKIEjVaV6VqHX39knpNVjw0jWex0lRPdLLY5TsmpcqYOo06Moyu6SqBkPy9J0Q9HjWSCIfqClQWYmiKWGpqmsKWgR1/wSNSV86+mexYmiuF0gqsnNMMb9Xw674IKlA4vyZa6VofT5XK1FLsx+A3y5ET/+RYpxa/RvkTIupRLRavVsrsuJ26tVq549TJDkUjGnj2+4pML0g7VHetBXPwY6QKG7ASEpOH175c4J0oup2YpQCQxUoeECCWh6gO6STYHad0itAUFy2GoGFBfKNNW8yASHMvmdD7gTONFokSnUFjPyY7HicYSPb9BftEkPTSEk5rAlB7rkehDGWQQMpbOUfd7tEKfVCzo2RrBKoLSDRHgzwnMAOO5FJs3jfDUyTkW6guUN9zFW269bZCXNeBvBZ/85Cf5+Mc//p0exoDXOAcffqQvZFn9z4bYEnih5ODDj6xZzDq2/yEOLWmYmo5paYyXM0R1j1EtIfR04rJgLH2KrcUhdGOIXSMt5tptXmiOMZHyePfGJo7xPCca2zhmbGV75wR51aHXCrC0vrDRzhuUKgEbsDlEm20qzXzi0XQNFIooUAglKOgmBhoWithMeKGhcXNJZ9jtcrRmsCETcbShs29BZ0MOdhZClLAwtZByqoJtBASxjcqmiXoO63MepaFbuak3S0rU2D62SENk6GkWUlNszjfAHMYf1klaeYzWucxHodiZVXxjUdAJTJRZwKSNLtuM5CaY9cFJj+OxRKx0sprEJCJOwEpyqChBl8/gr3fZ0dQ4U7NYVBG+GdLrNNF1A9dMMWRk6YZTmJHPFjvhuVDjdCPDWCqkGSegmZhWjnTisxg4QEwPBxnpZOs9SqGG0gQdkZBrxIRdj1OmR9awGHdcTvptZtpthskyXljPdLtJJOW5rxkattlhrhtxsmmwcyhkZxkWW2VAsaV4GksP+o4sPbyoe+LlXFibStfu5howYMCrz3XN7H77t3+b3/u93+MXf/EX+Z3f+R22bt1KuVxedXshBP/5P//nazrHJz7xCZ5++mmOHj1KrVaj0+mQzWa5+eab+aEf+iHe8573IMTVgpwvRkrJJz/5ST796U9z6tQpNE1jx44d/PiP//jAZfYa4EaWLd4oXjHH2AWT2BX0DEQL/f+fK0EkrvRFqKuUIOqlHLLrrziygP5yKXd+o+wdsPAJ6DwHMui7wZTsC1r+9DWJaMvuFPZs5ncf/h1SuERRSCeMObFYI2Om8ToelSWfF2bPoJkGafE845nt6No4QtWZ7S07sQQKdT7+WyVYQq28viMUfqITSeBcphb0971Q/LgcCggRRLFB3g1ph+edX9fPpc6nS11R11Oq99J93ojF/0UO+9x16CnJv6fF0ytC1sUlei8d32qB8lcKpL++MsPM7BK5udrK8uLOjcSufdltExXTiwSmpq08DtpKRpqGUBIBCL3fJzKh/xhrQDdoM1VfYMzNstDrMZ51aYQGC3obRzPxNJcgk6KUL7AwPceC32A0P0ajdRJXSuqyx5lOHTuc5723jDIU1tC6YN2xlcaxKXRD8Q9vuYeZ2hILjRqTd9/KG+6547KC0g0R4JcF5nNi9mQxx2QO0LZC+b61H2fAgAtYWFggSRImJia+00NZ4aabbuKf/JN/wq233sqtt97KL//yL/Pkk09+p4c14Bp49MlDfPqxQ1Q9ScnVeN99u/jeu3fd0HMktTaxe/GPJ7EpMGrtVfZ4KSJaouZr5K3+Z6ebNpkwNap+j5N1yd25CluKw6SsDEaYMNp12Z7yefeGE5xqb8RsFnAI2DO2n/3ze5hzRhHtJea0kIXGEhnTpmi7ULYxGnBrmMG1bepZjdBQOJoBQZdsqDAlSA0atiIOdDpRwplWQtqSIGC6bTHiJjh6wmhKY9qL2J7roglwDB8vdjG0mNSGJeIzGVqdPD3NZYPI4dkvMh+42LaiKxUd4XDXRICZbtGMbmb3j9zPoQf/ivpCmfK6OdYngrcVNb4mPJoBdOQOavo76fSGMFLPMpLucUs5z5GlFlEUYFk2OUvQ8SWbMzYZu4W0PDL+Jm4ZsejML7C/1kAqk2GtQEl5pJM26RBOVyxuSk2QNQNMP8AVOjoaupbCiXVqcggvDrE0HSEUPd8glSRsFy5ntJAUOpEJc1EPXcBEOkVWM7k9XWJDkKIWRiihSJkW3SjE1iIC1UZXkLESTF3y+WmFJkoYWgpLD5jpbMd0cliX6Z54bP9D54Ss8y6sTpi6qptrwIAB33muSzn42Mc+xsc+9jGUUszNzTE3N3fF7a9HzHrwwQep1Wps376dPXv24Lous7OzfPvb3+bxxx/ni1/8Ig888ACatjaHTJIk/Kt/9a/46le/SiaT4Y1vfCNhGPL444/zcz/3czz77LP8h//wH65pjAP+9nNdE9a1CFGXTGKBc8vli0oQMUf7669SgtjvGLgf6DuyZNdHtnq49+44v5EzCVgQVUHTQdggImjuhbgLG39hbYLWJfdv49it9NrHycmjfOtEQCbu0ay1OdnVOdtziWWEiBICM+Lk7EE0BWnASwzCJCFSYJ7z87giIUIHBLaQKMBHw79EfbI0hZQQn3NzXZ6+2CNQtCKBRMcxEpJQELyMznyvBu/G4efJoJ8TsmpK8iGaHL2oRvKlXRdfKmoplnO3XsqVXFlrE8T0IGL0+VMrt3aG87Q2XiLSXoKgX/ZpoDDOPX4pQyNUCaHsfygJEkx0JMslh32xSxMJWtzFDwQ3FXOMmyE1bxM5t826jE4tEVQ0xXStizTyTKah3X2erJVQaUVEkYmjW+zOZmjNPsUP3/5GKiMudT2meMcO3tK1GAs17rh5PfZtmy/fEfQCXiLA+9NQWbsITfaO/msb+sJy3IKkCfmBkDXg+nnf+95HrVbjhRde+E4PZYX3v//93+khDHgZPPrkIR788ovoSYhLxGw94D988v9H+uN/yGTOXVOO1VrQi1mMVpfYOv9jtREp9GJ2zcdQ5jBFZ5FOJEgZ/eM4MiRpCcpNyaS3iB9sJysE2WZMYFi4WQ9LRbhVgefqGF5f1NhaOM5Xm7dSDeuYeRdNBfhJyHQ3JHDSWGWTf/2j/xDDKl0k9LVe/AJ+0MVD4kUxnozJajpDDrRiOFA18UKIpEU7BFvTsfSQdmjgxzYzrQkmcrNknQ6VLuytGlSkpDU7jtAWMdND3LxJ52h7mDCskLI0dpUtyilFxuoxdOsHmO7EfGnYRxzPc0u7y+7RkOHJhPv1gP2tcf7q5GaarTNYYpEnww28e/0+bl9fJlGQVvMEUqMX5Rl1NN6+oY0futgiwJpusOTD1lyOQMX4jSJO0Gad0qjGIfgGUb5LJ6cT6g5vXe+wnYB108P8qUyzZETYdorxnKDlt4mSfvOWHbGDMAzGEOQxqOkJSaC4NUkhtfPdj4csh6wK+IE7JNVWnQcPxUjlk9L7TYVacYptQz38GGZ6Hbbnc30X1us/uGp5oIiWCJP0ResWO+UrurkGDBjw2uCaxazPfOYz/Jf/8l8A2LhxI/fccw+lUgldv7GTw//6X/8rO3fuJJVKXbT+2LFj/PRP/zRf+cpX+Mu//Eve9773rel4f/qnf8pXv/pVtm3bxp/+6Z8yPNxX1k+fPs1P/MRP8IlPfIJ7772Xd7xjUAc94GKuyTG2ViHqSpPYC0sQYU0liNZEEe7f0+9mWGmgl3K49+546WQ8OA2Z20HF0D0ISQ9kQFL9OuFZRbh0H1ph66oT+emZAzz17J9ztBJyZqlJq72IUD6JPsqd626itvQEYSw52rapeTqOkDQkBInETwRKGIRKkqBBLHFNHS1JQEFalygEOgpDU/RiCNC4rPdKiSt4iC5+LxIIAglxoGFqXLFAb22sVkp4odCzLCJdO/+QFP9MnP9SNa0S/i1tZq8Y9rU8nktLB8UFyyvet6twOSHrkvuqYgonF0k1Oiur5l+3BWle+XViAClLMZGWzHsOJgpLg6ypCCW0Q4M40RAqJKL/WC1fyUT2/51ud3HMLml7I035ZtY5mxmJ9jPfPQ2ZUYYFrPfbTCmfiVSb6abHmZ5CKkXJTlDpEmExRS+Von5zmfe/4QYJR9chQuNM9m9v78OkBtqW/nvAdTaCGDBgGaXWns434MZyPQ6mL33zG3zyc5+9ppDzV5NPP3YIPQmxiOgEXeYaU2iGS2KVaXbm+h0HYU1jvjTgffeP3L9SQrjsJvJC2XdkRQo3Eez6kfvXPNasfSf3ir/gmzXQdYvQiDjeDGn3cmyyM4Rdj7nmUabNAoFhMGQKNuRmCVWZwLAwo4h23sDtQsbq0gzncEsuI/mECb1LLfCpeBqhVPzcj/5LDKt0kdB3uq6oGhuptg+R0g0soUhpklg63D3iUY9MgsikGXZZl4453XKxLZ0wNsnqowixRJj0xZuFrsajUwYZE0rZhGMFg0p0BqdQZLtR5nucDrGWI1XskrWbtEWWudZ68h2L/+dTf4YpBFZxmGdih0OVOveZkpgcXz9ikWt10Z0CdSNhbm6a5zrr2bq5zlu3tVCdhLofozTJJmw25EKiROdszeUvGwENqShEITmR0DVLtEyTQKsxhMd8JLB9m92+4HWbInLlCUp7PsAv/dI7OPCrf8hsa4k47uIYNjvKO4gwSGanibUWOSl4q15kGAs9lhxIFA1bXPRtSmgdNo7ViXyFo+e4s1xhf7WD0DRcoZG3DGLpUrB9EjqYTv4iF9blUOYwVtJccWYBJMq4optrwIABrw2uWcz62Mc+hhCCD3zgA3z4wx++5lK/tXLnnXdedv327dv58R//cX7/93+fvXv3rknMSpKEP/qjPwLgIx/5yIqQBf3ujB/60If4pV/6Jf7wD/9wIGYNeHmsVYi60iS2/oUrlyCugjVRvKqTpI8C7yTEdRAOSawj2200zmANFwnb61/aCRGYXlrkM9/8K5JYcnCqwunKApahs6WYouk3eOLwLDpZqnWL9RmPk21I65DSIVGQKA1BPx8rQaEJUCohZ0oSCQVLMu8ZSAWGBrEUnE/S6sswy/32wivO0y4Wm+TK2n7I/LKX89q6Cl7uHKstX09eVn+fH8W9SMg6oiI+RJP6VUd66fkv9+PCShrVZfZbFuCgf8VWd7yaHZ/ykZmV5caGMr3y0FXGd/7Ijib5F3uWeGJ+CKG5PDtvkLGg0svTC21SQhGJGg15/j4pzkt1SaIhEof9ixEZ9xT3FMvcmR3hfy+dJK4sksWg57fIjrRx7CwdldAJPVzbIjE1hhwfTRSIk4RKs7Gmca+J6xChgf5tziRLZyfZWL7jxo1nwIABrzqXOpiaPZMHv/wiwKqC1pe++Y2+8IAgY1g0O+1rEodeDaqexD33U9BSdwnLMDF1jRBrpePcJz/32auO93IB74ce/CsAdr/te1ZEra/8z7/gVKtKzZBY5RwlK2b3Kse8UAgcEQ63zytGhrZwR3GOs6HH07MSkhyb9SJZ3aTazbGoz1PoLbBhuEATi88vZtiWyRKYLvlAElk6uAlLySheqknJiVmXmydKDMAllgH1YIk//9z/omvfga6lsIioBhHHGzVSdhajcDPt7ikWu21GHIft2RIZUzDkLrHkeZxtOww7Om9ep2PrLrXeEI3AwtG7jGQW6YVpvjltkCQgjQQ/VkzkWvh1F2f2AHK2hLG9RVUM05tNo3SboCh5vH0vlc98jpQvKXfADEMiy6KSGeUxvQBAqV4lLWuccWxSSciSsDjaVYw3MrxxewWnaFHQWrTCJlZYpxF47KtG7J1Ks5TApGkQajYLUZqWauDqddrCwE0NY8dNtrkRRW8j2ukNuN/zNv7v//EwovlHbMn73LuugJ7Kc9IrUwkLeFFIKuURmxp2OyaKOxxSMS2R4DuCign5KMY0dKI4IV1oMD6cIkxsXKPH/Zta1MIIgSBlWkTSp+67jLoOpjB5zz/6o6s+v7fv+UC/U2HAxS6sK7i5BgwY8NrgmsWsU6dOIYTgQx/60CsmZF0Nw+gP27KsNW2/f/9+qtUqY2Nj3HXXXS+5/fu+7/v4lV/5FQ4ePMjCwgKjo1cukxkwYFUuk4VVC1xmq7McmO5SSmncNm72nV6rTWKvVIL4cknvgfZeCKZBc0AIlN9GaWOgDxEkR/lL7wMc8oYQf7PE6++yeOuWflnlU8eOULBCDtVjWr0mw2kbhEYz0NhQ0Agk7BrR+UonRaMr0EWPSgCBBIXol4iREKLQESgFoYQg1tAEBImGlH3Boh32ywI1kstKL1env+XlBKtlceu14Vu4WHT6Aj4/qBw2C4OnVMi/p4V3XSO9kqC1fPul2y+jLnM7oBQjh6Ywgv6EJjF0FnZvgAvs/1dDkrAuHZGzBVkroRN2KNg2hcwoi+JWSn6dOGrRUT0E3Yu6WwKIBGwhKZhDJAn0uqdo9aCWvR2n+Fbm649j9ZroUrDdijjmGyRCYAqJIXokCVSbbTTNJZcaX+lSGM7W+q7Gagu9lFtTieFLyom9Y5DacfE2axChBwwY8LeHCx1MABYRYdJfv5qY9cnPfRYT0ReF4JrEoVeLkqvR7JlYRPhxgGs6JBjn76emU2k1rnqcKwW8L9++uLTEk1obWbQRKYuejFYV9y4UAg0jy1zD5FhKcLNe5qbaBMNxl/HqFBnLpFPof1ZN+QK0PF3NJ0zb6LHN6cVJTtbrZOxpslJnmzDY6PRYmk6xXgiyooJdB78TMx1KYksw5BiYYoEXK2fZWhjDstPMtTrkQ0EqkLStMYbzBWbFLJaMWd9LaEmPefJ0I5e0odELHWZaNpamE8qECMXw8C6emJ9mrmNzpA47iwmmFlPtFXGMgEwI2bMVNsuEI8ZWxsuzDJkNjrcdDk4Z+PY3aHUa3B1ExAzTtrPosWKimnBG1QhtjW2hInIEgWbjJD7r7C5Gdo6f2PkcXeFwprcBX6ZYb08x78ETS3C0nqakK0IUC7HPqGGgx3kcYxEt0RCGjqPBWG6YEjUW9EXC+RQPf/wTrG+3mVi3RCM2eeFMndtGJK8b7/LkdI/uyTOM0GZsvEkn3+NzbY1NvSKes4WFtEXNblHqdah1l2hpCaMqxFswuK/eZevYAnMJTDgaX18wEEpjcxZuKfZQGIy442tySl6YnTVwYQ0Y8N3FNYtZmUyGMAxJp9NX3/gVYGpqioceegiAt73tbWva5/DhwwDs3n3533Vc12Xbtm0cPnyYw4cPD8SsAdfPJUJUrZdwaK6OYZYoZ/udEb903Oed266Qu7VcghjWIJqDaBEwYOwfrX0cq+V2ZXZD42sQLfWD380hVJhGGRvoJRqnfZ1nuhZ5K0H2Ap6aCVnqSX7k1hSzZ2Yo10OWTk4T+h0ymQyaLugGIa6do02ATLq8dfNW/vuzx6j7EJ4bjkSh1HlhStKXVWJ5TqpQoCsNUwgEYChQJOhCEVylY+HlWHZxvbyg91efFooP0eQDyuUP6F6hsPBqQfNXyhK8dueYW20wdHpxZc3S9nHCXJq1lS32MUiQwImWw58+75LIhIpnYGiCGU+xFMwjiDB1QRzr6JiYmkQpSajUymOZDxN2NSsoAXOuzulMg3XKZKtVYGPmXpqcJduZx9YV67QQciZhEHCiIwg9haYJvOgslmEwWRomnK3RfWQ/Wi6FXi4guz5H/+prHN7Yz9Iq5wvctX3HxSHwlysp9E6C5oK76YLtzkIwC3N/tLYMrQEDBlwzzz///Hd6CCtc6GBaxiSi6hns27fvsvtUWg0yxsU/zi6LQ6vt82pz54YMjxzrESZgGzaeVGi6wZDsN/4IZcJQKnPV8a4W8J6aa3Lwo39BYAiOGD6ZWCdbS6jqEuH0xb1P/PVfER6fobr3EKLloXIuXzUbmLpA6WmWtBFSSY1OvMTjUZXT6Y3cjU7asoiD85+mvkxIQp0TRokzJ9IImeCLmJSe5r6yQmhNzk4FWIyT7cKdrZjTEz3awuVMEqNJhe1LJrIORSci3RUsdBuUlE3c9cnoFj3TJhIWxZbHqMhylgWOiCyiukScUghTULJTRFKSCEEnDhlKZdg4Msa3jp1k+9AwY5k2Tjti/6LBpsIwmp2jm2R4LhohzEoep4tfn2FrzWGc7dSMWbYMzxMbKeZlimfjKnfl5pGeoEsGT8FYV9AeyrDgePjmMHUzx0SuxS25pxhJtchYTQwRcIezH6+ZolvLc6gWYYYWva5J0Wqh2bDQsaiECcNdiNIRRSfFtmyalG0SaSaWZ+Dhs2QEWM2ASrrB6brAFYIhI2Zxqc7bE8V0bRZNy7NuXRW7qjjdM7AzGnPjEYVuzERDIAONI5YgnXXI2RppPeJIpcdRpbPZh7pvsTMn+eHNHodqDrVAJ2PFbM7m6aTezoNfPnyJU/IwZ86cYfeWS+d6Q6x73f+xstRLeM28/v62Mbiuf7e50Y//NYtZ99xzD5/73OeYnZ19VTrlfPrTn+app54iiiIWFhbYv38/Ukp+5md+hne+851rOsb09DTAFcc7Pj7O4cOHV7YdMOC6uDALS89wtloja7Rpp96MJgRZuz/5PzAXrSpmhbUU0cE0evwXCFugl7dglDZDdx/Y41efDK+W3ZO+o3+M3D39EsPgBKgEjBFEMk0iOvjyFtbbM4TBMFrGwnV1ql3JvkN1cieqNO0S+cwsui8I2l0C06QdJzxxNsZUNhu7PkrrccaPiOhLLjHnXVAXdh/srzsfTp4ASvXX9L926sTq+rrrLR/5tY6FJLxEeFpA8nt017D3lQSt1USmtVzP8xMNESeMHzi6suznUtS2rQOxHM2+tgYcGgJT07H0BD8WzHc0/EjDVzoCRaQ8griJptmE0iOWfr+/pXIxhEBXPiQRGgL93JMp1gDDJRv5DPU6KMei5o4yHjsMq0nAwza+yOv0eb7RUJSFoq6Dh0UvlNw2YfLksSNku7OM51IrnUDn8fli4wz5KM3ovTvpeB6feWIv773ne5gcHiGcrZEc/BRJt46WCTA3C8xiDlK7oHsIzGLfkeWfhdbjkH3D2jO0Bgy4Afxdy8u69dZbse3Ld099tSl97cSKg2mZCJOSq3HHHZcvIy5/ukCz015xZkFfHCrnCqvu82pzxx2w8ZzDpRlO4tWPU5ANbC0mOOco+qn3/P0rjnffvn2rBrxboaSRNogtjY6XkDMM4gSGKgF6NqCQqjHT9DnwrcOc8vIYWoZt7Qg9aJEZSTOTzhNHbebjCpbSkUiE7PG4DHizaTIXh8hzpWpxHDObeJAdRhgGrXaHIA5wtCGm6yN4ZorJ1nFmeglvCn1SHcWGMYu9OZ0zvk4+5TJhaZREBy+2scMznOk1oBtgaIqhtIuV2UarWkBhoQuLCWcc358jtBzWBz5mIU/aNAmSmHw6wx//598E4P0//0u0jDJHwmFEfJS8FTLdiTncstg9Kjled+hFz5EfCpi0I3rCZamjM9MxudOIcCObJg7bdJ8zGBzuSl5vVvGrBloSc4/nckZYfFXYjMUN3pg+wvDIKRqexZ5hD9fwsUVAHJhk9IBsxieqG+RFloIKOdy0cXWN9aZkNomYMWrkNYOJosWwHpFKN7CNAKV7ON0UB+0Qv96lnI/JCsDsUFMR2VzExrJHnGQZT8VEsYnbS5gjZjE2aTdCdpqnMdhAGHcJtB5FlSNleIQ9h5bmo0vF2brGqBNyqmWwJRzmljFFgo+SeW5/47/jD75SQ0/8lzglnz4r+en3v+uVfMkMWIV9+/a9Zt7XBrz6XM/jHwTBFX+0umYx64Mf/CBf+9rX+LVf+7Vr6iZ4vTzzzDP85V/+5cqyYRj87M/+LP/oH63dpdLr9YC+A2s1loPmu921TCIv5uX+KjhQqP92YSYbSanDmKrO8dooPW0XvYoHHAf6gk091Ch3vHPbL3L8if+KqerEbQf/GZfU8AzC2Yj0LMTRCLm9jchK5NSnaBpvueL58/HX0ZSPFAHQd9Noqosr/5CTnQkOzIXUu+NMOjF3jdTZ5BwhrrjMyTHOdIvscv4XHVEklQ8p+AvoeDSPJsyGNl8/ayOVYN5XVCOfMA4ZzjrUW1WIfWbnE8bt50mkA+gr0olG/80m5EpZVQJ5gcTV58JfcJcFlOX1qwszN3YqdzUX1PWxAZ3/mzx/SJevXtfxV9vn5Tbj6JcoZqcXyS40VtYu7NpE4uis3h1xdQQKoSBIQKh+d6duBEoY2LqBH4EQBnHUQKgIoTko2SNWXYRykGhIHVTSL3Fo6hGJ0e+UVEhtIBQaxdoSejbHQiqLZ1hMLiYoNU61NM2WlMbRrsCSFindYDhv4bUr1BYX+fyh5/jeLbfAQn9y9dX5E/hJjFnvcvKEA0An8HnoC5/jbeVN6E+eYmjDi8RaEWoziOOnkdtHUVkbR5r4jTlMVceOj6GpCBrfJCZDINajhHHF1/Dgs2DAjeCBBx4gil5+q4sB18777tvFg19+kTDpO7IiTBLd5X333bzqPj/2rnf3y+iS+KJysx9717tfxZFfne+9+3x51vmcqt41BdavFvAemILY7L8HZzQDX0qyCZS9FubmBqd7GrMtjUk3YtvIImdqGvuCCFMTmM2QMG3id+YhTugEXRJN0VI6yixyxCyRye+m6c9hdxZIJ4qSbpBEitjU8SyFUga+oxNLEyfxGWlJlrSE0NbI1CXa9AZ2vzOkrQd4oSBrKCJhM3cqZiqawXYMxnIJi57gULXFPdazfO+k5Pn6ZpZaGxm1t9OQEeRGaSQJPccgp1qUVGWlPPPRJw9xyrfJmBZhnHCstZVht8rmcpsTjZBKJFhnHSSbl+QssDHI0kHKPL2gTtdStPRxYqEz1OtQSSSHQwVJwJBMuDdKsbFnMBVPcPtIDcc9jKJJRiXsmhBsHm0TKAtXhFQ6MU/PZ5nv2cx4kJGKRGogNZQBmIIxE0LHIBONkrFnsZweEWk8z0BqBnsmYe8zbZxAkQsldrFLIjR6MsJTEUMTi2zsKDqBR1QZpploLClFRwny6KD5TCV1eoToSpEYLm6vw2IIQnMx9IA6GjflFa22xUzTYF3WxnA1Fro2x598gM2p7czE4zTD87mey07JV4LDz36ZY/sfQpwrVdw+KFUcMOAV55pfzY7j8Gu/9mt8+MMf5gd+4Af4x//4H3PTTTdRLl85z+d6XVy//uu/zq//+q/j+z7T09N8+tOf5oEHHuDzn/88H/3oR18TJYEv51fBgUL9Gme1cr2r8v0AHD7i9bMK7POibzuQbDYEd+xwwZ/mzP6/YOOWW0HfTu+Zg4jdCwhbodgMaEgvRCiD1LYt/fyd8as8X+b2g7kdxAVCs5JMHzvEsw2LQk6wbsig087yldN13j0OE0N57FYBV1OQTDMdVpg70cP3amhKUe+67BmxuC9V4vOnbTCLZGjgEbDk+UxaCYkGjcjiSMci4GLfjqGBUAob0DVFrDQSuSxPLec7xVwsklwYTg5rdQHdeG68kLULg98gT0Fo/IrK0kLy9DX1WbyR4tfF6H7E6KETK8vt0QLtyZEr7HF1JBArEApsQxLFil5kYOkSTY9QCkw1T8qw8RODWC7ndiliQhSgY2KQ0LUMTpkGO30L0xljg7UJN5Sg6QwbEsPvkPJ67KpM8Wc73spcOEfZ0dB0j2FLYPkeO7yA4IxgiyZZzKbYPDa54sz6WvUs6xoJWqxwmmBsHkUfSrNQr7NdZpG7bsbKNUH4QPr863PzSL+RQ/m9/feNU/8ezA2guyB9kIt9d6RILvsaHnwWvHa52q+CrzX27NnznR7C31mWxZ5+Ro9xLqPn5it2M1wWgT75uc9ytrqEL2McTeeTn/vsRbd/J1ity+Lyv+Xbf/+h/8knP/fZq4paywHvBx9+BONcN8NdP3J/f/mcY2uTnuaArJPrSpyNVXzbZ6Er2F1SpJIUsmcwVmgTLIwQGglRGGL02vjtLj3ZQ5kwLtPEoUZddTAMjXtzJjl7Mz1tnFP+XjSh8IMaoSwgNIFEUPeazEqTuyptYhWRt01AgIAj6ibmD/RYzJ3gRK9BBptsOM4pdYpY2GxPS0RiMuZINBnwzLzB6XaGsj3Hu8sRlWAjX2ILY+YJ7is+R8rt0IgLHF6cpFy1+cQHfo7nyjeRRyOWHkK3iHsWzU4JYwjeNHKMobTkCzULP5QM2QERNnaUMKx1WZKCmiZZb4SIdpODUiIdh915jx0ZyYmZGocXbJ4eSjGlV7nfPUtheJjNQ21SrkHihiRKJy16nGqk+Pq0SUqDYVtR76Q50BKoWLDNlEwJQSdWbDAtNqe7nGyP8rbxiNnQo+F5ZE2XYjQJnQzjxhRncIgCSTaKCZwQU1OUnAiF4LZ8yBcXdDKpBtNzeUakoqFLcpZAjy2Ego4RU0gyaImHHks8TeIGGjEpLFPSaBsUMj1adkAujqnGgoxp0gnTpM0Orxt+nhdnbkYuZjFDScdxSBfDVZ+j18vhZ7/MmWf+AD0JydpdMvYM3cMHeWzuIPd9///5km0HoteAATeGaxaz3v72t6/8v9Pp8OEPf/iq+wgheOGFF671VBfhOA7btm3jF3/xFymXy/zGb/wG/+k//SceeOCBq+677LryPG/VbZbdW9+pLLABr0FWK9e7hjKh28ZNvnTcByBtCRJvmoL3DHvKTaiMQlglEemVjC3ZFmi5AhonUHhAGmGbyFZ3TSHwc62YucU8XlDFcXLYeBybX6TSqHNiRrGuVCVn1UHZ5FIZFuc9/tvBIpsKo+Qcg6xzgK/M5klrFRZaEQqDsw3BhOnzwkKEYQhuL4/SCRX7ZnUs4eIqj16SECUW3WQ58H25k2BfiIpkgkDg6gmWDrqUBEoDtSyxLAstN144un5eXr/D1XgDFv+JHM65BhqXSnhr43Ki34XLlx5xDddVKYrH5nHavZVVc7dtRRnLx7q0E+LaWS4r1TQwdA0lQAgIpaAXQSIlUgqEDMhaBpHK4wU+EQkCgxQ2hu6Slz5KSoZVhm46RU7ZnJVTNC2HjekJHDeDr5ssDJc4sGkHdugz5N8KPIdnCNJByA5CLEPHokz96BSFfIZwqoK1vowMInJnmrRlxPAtm5FhTLD/JMHNY5THhpk50uOwWyRY2sPN6UcZMwU520a2lyCx+x1JoS+AmyPnwttEX9CCfhli4b7ruoYDBgz47uBCB9NaWRaA/p9P/Rl5+oHg3+muhlfrsni9XRiXuxYe/OpeDj78CM9+9NOYpkmmHdPJGhRNizuiPD19Dm+4RUozGbcNJqwQ02jSXcphmiGO0IjjmD35UUSnxTEihK5R0rMo06Er06T8GqGhYUYSrVLjWFJB4pLXJVlDoxa1iHSDjlAUAkEprHAq6ZLDYF1P8jVznglD8Hw64VgksZo7yHoe8zQ5rodoImGdnSdvLREnJony6EYGpgavK5gstLt8fqbNaOEJtma2c5OzlxiTlp9FCzvsTB2glHkdsq7o4bCzm+J5MY8bBEwkPcRklXrcYS6wyTstyrbiYAu+1baZzHqMmBZpEZHTdKq9mBe9RZZiDWU7jKXbjBkxT85nOCF9RicavDUnGM7OUrcbbCtY6KZJ4DvY6S5hYmNpAc8uumSMCDOyWfRMljyDMDBZDCM0R7Ld1SnpKQrCIEhC7s0fZXM6Jm1PIIbA1GMWzg4Rdg1Koy7Mm/h6zHNNEz1SZMwETQn+x7Eh8spkvZGnPdbhyLzDJj/m+/SQGddlrpYlY0uGCglpt0m93iO0XCI0ZC9k1BLcVvY442n4SxmcFGA0aQVD7BxKAQIrCulFGW4WZzmc7KLtOkTKYvfxExz86t4VcfVGcGz/Q+hJyEi6SpiYtIMMruHhNh7i8LO7V8SqZdErCgzCJI2VNHnysd/ldz7158y11DU5HQcMGHAdYtb1ZDHc6PyGH/qhH+I3fuM3ePTRR4miCNO8cjetdevWATA7O7vqNvPz8xdtO2AA7X19IcvIQbgE3gmI5sGbgnX/x5oErfGcwTu3ORyYi+g0p9mhf4GJ0SEKmfG+ONX6GkJuXtley6ZQQYhyswg6fREg0NGyCpLm+cnyZdh3ao6Pf+t5pN9ie+oYuXSJZ6bb7BrRGMtKnojX0Zg6RnZjhuG8xVJ9hhcqNhEW20SLJ2eyPL0gWZ9v4RohjgFplXAy1DnimUSxRjP02ZqfJUkyRF6E0ASdOKElNWJiYnmp2NEXVhRgokiZil6ko5QEJZForF7Gd6XyvlcjEevGC1nvwuYXyGKcE7LqSvILNDl8haj3K7Padbs2rFaP4WNzK8v1DWN45dwlWy1H6l+fQ67gQBDr+DF4QJwsmwcTNAUR6lxGWoKUFRQ6Fga5xCBl5NBFhGn1iLWEUPoEcZqS2Mx4pGikYl6wF9ixeTMYJToe5Gt1zDhEpe6GIGZPfoZap0LUMWj2yqRLG/mmoXOfs5lqocg618J78gh7Suv4SrpF1+n/utsOfdrHp9h9+71843iDtBeSSZU57b2VhfAFbjNnyKdLF4vccQVSt/Yz6qAfDK8kxIt9d+eAAQMGXMJauxqu5pZ6tcfzcrowHvzqXg49+Ff9zoauThwlZDRwhE7sRXRTFsZIDfSYTCpgXFi0I5NiqOEWOnS6Jay6x8ZAMOoYfH8nYdGxmQakYSNkghV2MOOAlJUj14w5kjRwhaCojZD4R8ExiQhIBz0mI52M0kh0DXSdqozYFjnYIsW+iSJ7nUUsZx15M0taD9imC7KZOY71YorGEkL2m5yc7imWPEgweGquzZBr4hgpWmGdzanHmMinWerq9DoJBcNhV1lnvHySmS/spj6exR3XeYeYpunNoLQ6PWucUREh7RTdMKATJTiGJEh0ljxJO0rISoXSFTe5LtV2jmnRw4q7tNqSJyMDZI+SLYgMyZTb4fUFj1hYPFePGE0HTLUyqEaeN4yE3DJsMufbDNsmdQ+erGpUOhpJohBKoxrbbIxsSpYHmQaRgDenBE0xTGIZxLGJGXVQ1iz7ui4+DRbW9SAVcpMlWYxgfy1NVkhiabAhL+i2bd5d6HH/hghp+ZTaitKZAsNmAXtiFkOZvD6KeNEIec4KGWmkAZPX5zwmlI7SdI5ZiiHNwLHg7xU83EqMuRQSWT6B7BEUTFpOhlTSY4M/g0uXgw8/ckPFLBEtkbW7hIlJLPvzUi92ydpdju1/6KKOiX0hq1/RM9fROVAFS18gY0x+x0XsAQO+27hmMevFF198JcZxTeTzeQzDII5jms0mw8PDV9x+586dABw8ePCyt3uex7Fjxy7adsAA4krfkRUuQecp0NJgjvUFrWtwaI3njH7Ye+UFkMMrLiyMHBgjuOoUcDcA5uZRgmefJ1HjKOs2RHgAggXM7Xug+JZVzze9tMgff+2bmGaK4eEtVHo2Xzuwl20lC0+uQ8vuYHR0gcbcAseqkuFMl2NLEZpWQEY+Dx+LSFREJ9RZageEsc5tpYhICOqBYMnXyFmCbgz7KwpN9EjrJkGS0It10GISqYiVuEQCOi+shAiavo4QgkBdyVm0jOKlDqRXJr/q1eAncfkZkVlZnlUJP0eTqRt+fy5MKruK6CclowfPosf9fSLbpLJrU99NdFmuTcha9rZpwJhrUO3GKA3qvsJC4ugKQxPEej9TPpTgRWBrCs1I8GLo6AGa1iOjNYiUYFhaVESEZrfIOk3s4hY2Ozrh0hKzZ19gongbIrJIaRJ9KIUu0/j2fURzz1H1mowFUwQjGxi3C9yTGcPuWXz5hM87lKIAbLrtZn7QTnhmcYrFXpvhdJo3GnmmwgJDm3TMF06BptCdMkvtN/It3+cH37MdnOL5O26UQfYgcyf4JyBu9LuH5t46CH9/JbjucvABA147XKmr4TLX64Z6JcazlvGuxsGHHyHQFVoiKdVjzFAiNUGcgbF/9V7++uH/wZ3lFtnQpBcpaqFEFwGGYZB1YrxDLj0kG4aH8FXCSCviJqHIWgmtsEYYRaTiIdIUKPUssBVtLUQqnY6sE5g6dUyqQpLVbO4hw7DR//Zy1G7jBRClspzOTxA5OgktfNmh7JrcUnyOkn2Ckw2Tpmfi0UNlExxNcKbd//gsWKDrioWuYNRq043SjGS6zPYKvLWsoQ2DHoFSNkVzhi/ntnJTeJr1m07i9xxsdyffM/YYbb3Fl47GDGltHl806EURtg6OFuHFgowtiXTB967zsMI0S9ok3cYstagLyqTkgicls77iZjcmrSecaNhsLXo8sVDgLesUI5mQRtjiy9NpmkmW8XSdVmTweLPAVEeQNxI8qeO6JlIYTFkehaEAoYa4d7zFcCBpGAGmFpIIAz9pcSbqsrEkEMqlWYVpT0cTkuMdm4lURFZXzHgGIYJ1KY/Hu3mkcwvPLHUY03vsKC8wbDXx24L7NIsxoXGTk+ZtExrBpMHpE1mYmGMejfW2yX1JllLikCrbFGlxOhkltDX0GDY1lvAaFu86+iSRpdHOG4S2jlFr35DXyTLKHCZjz9AOzn/PM7WYTphCREsr60S0RJicrwI62QoxNZOiE1LviWsShQcMGHAdYtZrgaeeeoo4jsnlcgwNDV11+z179lAsFpmfn+epp57irrvuuuj2L3zhC0RRxO7du18TGVwDXiMY5b57yjvRF7J0F5IeWGN9x1Z737VNmJbFsQtJ78JUL0LcAj2DmVOIXUX8s7cQVywq2XdyZN0kzV6K0hmN28bjy3ZBfOrYEZRwKWbSCAFWepKutp4zYZ5E3cxWy2H7uMm3F/PMeyEys5OpXpdWHDBdT8jZkryV0PQFU02DkbTOtxfBT2C+K/ASQZgopBR4EgQJBctCKZ1aGKEl/cyJqxWhxQjEmg1PFwaNX6507rsDAfx/SPN+kVpZd0zFfIgm1et2mK1FALvysVOVFoWzlZXlyo71RJnVm2RcG+cdedC/BlO9NBmtRYRaea44QlLQ4JaM4GBXQwcKBiQIAmWSNRTtGLpJHVdojGomlqUQSULOgdy6F7l7chOngiECBc3qEt9nzNPNTRCmc6RlRCI1GsEITvFedgQ+d4dLZEZzZF2duNklqdbRNoxx2C3yPfYU/hNHGX3DDn5w6+v696TtobkWz/Yk5bEsibWF+PQCSbNLJpuiuWkz1kTx4ru/3NVUz0P2rv77SNKE4v036PoOWOEGlIMPeOU5dOgQ//E//seV5ePH+w1Rfud3foc//uM/Xln/qU996lUf22uFcm71robLvBw31PWOR+lpWlqeEBOSLqNutObxrkZSa6OhKC1FxIYgtDT0RFI80+ah//0wI7kmmungobAjg3W2TygS3LTk6NQIfmqILU6GjGGjeTFIxZvOwpfKMSXLoNw1qKmE43mT9X6JtB8RORpnaFBSMbE7Tj4K6IoQU3M4kEuT9SrkpWRejxi3TCpWEUtGNESKnLSQ0Sy3ZafRRIX9FQcEvK4cE4QFptotAilxdI3NhYS21/8hJ1QBJ3s+aU1HyYisfpbxtE3NLxDEWcpahUowzEJ6iI35wzw51WMpCkiZPiVniAm5wGzX4tkeHO9A2TXJp2NMoYil4D1b2zw+Z+Om0xzyHab9w/hxTJRAoqDqJWhCw9Qk7UgjiHVeaNk8XXFxDFAqwTUSFsNRdE3x7cU837su5sUzDmcaCmVb9EgIbI28m2W+N046meKO4WHCxCZvh/hGiOen0JyQ4VSVb1YSMpYi78To+KTSaXYLyUxgUrQlQ06MSjQasQW6xpnQZjqc4M5snpvLDie7AdOdBhtGGwylxnA1A1UPaOdMAqWTz9fYubtHyQEjTIgswKlwyl+H2XSJ8z00NySJLCzDxzEiWofHzolbilIlpFkwEOX8Dc2u2r7nA3QPH8Q1PLzYxdRiTD2i0c2jzPOmC2UOYyXNFWdWK1QMOzF+fD57ea2i8IABA16jYtbTTz9Nu93mvvvuwzAuHuK+ffv45V/+ZQB+5Ed+BF0/P8H9hV/4BZ577jl+8id/kp/8yZ9cWa/rOv/0n/5TfvM3f5OPfOQjfPzjH6dUKgFw+vRpfvu3fxuAn/mZn3ml79qA7yaWJ6TRPJhjdLwO1XaHGbUN2zHZml2gcOUIq4tZFseMC8q3dIeWfgclLdUPdzfKGFt+lMzOSeZaMc8eOcmk/iibRZVWt8Q3j9zOm3ZsWRG05loxB+YiPvv8AiE5zG7CcKb/mihkClQadW7ZpEG4xDAn2FVOmKlWODV7BqkXsc0zuI6BJvLUQ42s1aPVkyz6MVEc40uJLzVipZCxIL5AoDjb87BE34kV03ffXE3Muj7p5rvTiQVgAv+BLG8Xzsq6fSrk39Oi+wqUMa4FLYoZe+7MynJvKENj8wiItXwcXPhYXCwuXuwDu/g2hUUzlDSVjkuMqSWYuiJQOuNCsjvl0Y7TTPmQNqEX63TiBJkk6Jg4KBAGoakYSgeMBGCkXJKwS6bydXaGO6i3wbUK5G/bxJ5GyFcbCt9PaBgGwtYR7hA316bYp49w19w8bskhmW+iZR3kWIm9bZvq5E5S/ll2HV5gyxsyyK6PbPVw791Bqa3RDRXZUhazlAX6zRxGjMs8653JvpjS3rfyuiZ/30BceSW4sBwczv+91h8bBryidDodDhw48JL1p0+ffvUH8xplLV0NX44b6nrG81sP/TktrYCjBMgOfiwJcjfx6JOHrrkL419/cx8//z//hnYSM5FyeUvFI28IEmPZ8SvwXY2w0mK8HNLw8pRSNbqGSZw4NMOY79/QZeTwZurpAgiB5cWUKiGRrZHzLb63pXE26LLoSopawt/zE5Rm0TJdVOjhGxVO6w6Wn5DWDJRlUA/buIkFZEm6i7SNkB2+xlIKFq0azaALKiKVqdHpFfBVRIyBRDDuCKyChWbdyqy3yGJyHzP+PlIco9Hrd0kMpcZt5SUOTZncuzHENWPWaR7Kr1CMujyw8C84a2i0wiW6vkNb+iTtJU4uhuzKJGxJ9Xihm0cQUQ8TfOnSiQrcWp7neFNjMhdSD3yeWejRjiyCJCGROkJAojQ0kSCAJU/nUN3FMiWB1CiaMX9xIseQrZFLRdw01MP325xqxkQSGoGDZSTolsOWlE/o69R6isQ2WNSHyRin+epci1O1BC+O2VVK2JYrM+112VFYxNZjImWQycX0fJOlrsaQreh4LkligKMzH4wThF3W5UrUMjnSiccdtkOutI37ct/mxZMBj3UTumFMKoAx4eOrgOmGRcoe5a4NXfRSFp2YTLqFcdrghRO7yGR6uG4PZ1rj+SNjPNX2eC53hsgQbNcc7qxn2fhDO16SXXXmmT8AWFXQevTJQ+eaO8hzzR3O5+Pdcvs7eGzuIG7jIbJ2l06YotHNo+km2/d8YOUY2/d8oH+eAMLEougkxCqm7p1vtLNWUXjAgAGvUTHr7Nmz/Lt/9+/I5XLs3LmT4eFhut0uU1NTK7/mvfWtb+Vnf/ZnL9pvbm6OU6dOUa/XX3LMn/7pn+app57i0Ucf5f777+cNb3gDcRyzd+9egiDgp37qp3jHOwadJAZcwPKE1Jui253jZKdIZN6Ba5eIwxb7K3luHr68U+qyLItjAHpmxa1xrLOTZ48XqTQ1yvkCd22oMmnto3nmEHckpwmNnfj6ejJah+3qC7w49S7Gd21jrhXzzSMnmdSf5XXpA8z1bI7XtgMjlNI6mVSBxUaDEWMO2T5EJ7TQ3XH+9Ts2I/3j7JoY4Xe+6qE7IUqAwsGTw4zJHjPtKomKiGVEKEFDIC8QsqAvXPhKoXE+XeqlYtXLdVRd2tHwu4tbMXkr539t+4ry+TXa19S38EaSO7tEptJcWV64dTOJbXJxAP9q1/pyQfOsbC+v8FhJDISK+1sJ2Oro+ELRCBJeiBWdnkZDJWQNnUBaVMMYS4CraQRSJyQirUJKKY3hlIkmFGHsMdPS+VyY4KmT9GoTvHHTJqYaMSMzc7zZSvGIM0JazvOW9DO8YWSa8k1NjlVTVCpl7PkiQWmSmXU5vjx3DOI2et5lfGKMx6oKe67DutEU7r07sCaK3NaKL2rm0A0V7UBy73rnJfcX6L9/DMSUV57LOV71TF9EHPCa4Z577uHIkSPf6WG8prmwq+FqeVgvxw11PeP52FdeJGgsEkUdHMNmvDCMZVp8+rFDPPBzP3rV8S7ze594mM8em8YxNHKGTsNVfC0fMFGY4ab8/5+9P4+W6zrvM+Fn732mmuvO9wIXM0ACnEmRlERNsSbLsmQ5LSef7cRO7ESJMvrz1+kVr6S9HK9Op93tthzbcQbLsx3FsWVJlORBAylRFCmRFAeIBIgZuMCdq+rWXGfce39/FHAxECABzpLusxZQ9+w6w65Tw9nnt9/39/ZIugG9+XEW/BFGU0kz9ii7hsZglKLXI7MJI4Fkob+LxN+0Xvmw1MnIHIGTaFwjCSoFdsYG0RvQUjFRuMRO0UYYy1fLdbZZxSmVI7MRazIjcHIEOFRDSVtatiaS6YHHnJdwOjtDagx9ITFSsFmGNPUUrUgyFRg2BR4FV2K8FC8nsG1J1aZsGfc5UhuhpWMCC9OFmJyCKLHU6jPoLQ1mbIPEevz+3E/yNfcepPoKm5wmAxVRcAO0yrNST9hf9/hbozFbRcpJKzgdepjMZdtoj5Lboz7weP/OiP/2VEA3EXjO8Dp8rlxLogW+sgQqY5BJIivYV41oRw4LfQ9PWfqpZMRGfG3exRGCTaWEG0YHLE5ZjjQ9ZvIpVd/wbC8gMgl780Vk+iy/dyDmWLuAJy1T+Zh+ZjgxSNhRGtBMfKo5ByU0u8dD7pvL47pQVBlzoaRpSrjpDLVkkk3uaXaOuYCh5+aYdFdIA8mj8SyPOBFexTKCYi1J+Ho35baqh6fyzOsK88d9vl8P2FJKyZTLwfmboKdoeBIvyigcbfIXhTaLpZSiUeQiy8EgpOZb3l17kFHPYamnONEJaSSKIJdnsvVZmvetXSRUwVDI+viXD6F0Qo6U9sDl418eWu+cW+9tP/CzPPhXIGr3UvE7w/HxxIcuEscu9M7y0jp7Rkt88aSDMR6etC8oCm+wwQYX86LFrK997Wt84Qtf4OjRo7TbbbLsygbGQgi+/OUvX/W+77rrLv7pP/2nfOtb32Jubo4nn3wSay0TExN8//d/Pz/0Qz90zcKTUor//J//M5/4xCf41Kc+xde//nWklNx44438+I//OB/84AevaX8bfI8QzMLmf8KpZz9N7JVwvRLKdsmpHnX3LexfSq9ezLpMtMZ8dgP3HXuAW/aNMjUyQq+9wL0PfIYP3b6XNG2RcxTF7DBaFknVGNKxyP7jEAXUj32eN2ZfY6EzQmtQ4NsnligFp1g195Cm0wSuw//2Qx8krn2BlbZkolriHTdMMzta5qHjE0xMFrh+7x08fvQJji3N4UhBuegz0C1UFjLluhRKhq/Xh15GV4ojOidinKtYdzEvVoS6ML3wO5cnSfkYPf43SvyZHfDrr1E8lhPGTB6cX1/ubB6lNz3O8PyeO8cXpnVeypUiss5tfzlvs/PRepoMSzIs7gcsJhZrDYkVREZSlgJfGkKvQCvWICyBp4hTn8AoPOXRUD1UmBDEoCXUU9iSK9CwOXyZ0vV8DpEnW64T1Z5htXeGUGV8X3WFG4Mym2wT4ebZPR3SK46xafsiRwab+MLhI1ivyA2lAmkWcbBzkJu33MapN7+BvdefT7u8sJhDrWcYy0vetCW4+u//Bq8Ml4t4vYrKrxts8HrkPW99+/OmC15rNNTluFx0SZY0LitKGVVm16h7UdR1N27xVLPLB//5P7pqA/p7nzhI4EjyahiFNVKM2Zpf4MnYYWczQOYzCnfME5z22ZGN8lBfkyuv4giHM90RUpPy1s2w/fZ/zOy2PAc+/hnCxODGGq0Ehb6mX3Q4ant8sbhCG4MSMKEdTpiYEa2oGokTCuJCnsQvIpOEWr/OjVXYt3mAaruMtiC0eZ7124ikS+oXKBmJlRUGOiVwDdsL29jknaKkE7SjyLSDQ4+JaIp+WmNyrMcZr8J2mRD1O0x4kNgie6c1q+1RTj25iYMqYDDp8nXzVu72HiGbuI+1MKScSzBCkBlDU6ZYrfjW4hRtlacjDTnXISJDyWUeW86xraz5dl1igYJn0Vqj8NCcLdliBUnm0jGCcT/lnbMJYSY50HNohA5Vf1iEJ8pijjbz5JTk6JpmWzXhzZt6hGmB2iBPvV+kbdv0nTEiG/Fnz4ac7ioKjkZKxWoY0Ms0QiRsKvq04yKoJuN+jHQcto+meMLyjeUxrMhjnBkSnSB1izjYxpHeIq7TZ7I4hl8MKTl9Hpyboh/GbCp3ECMhzVOWXLvAWhIxM+EyojWx9vjG6TxmxiPK8szFu7i5f4weDqVWyjNBTFdqAtdFKAdhLCUM827GX59cwxU+q5FmupDDKYzSy2IG9UX6cu05QtWfP3gApRO8s9ORxSjE68Z84XceoP7f/xu5XWv4xRojuRar8QRnOpvxVEIh+9pF1QxhKGhduLz9VSrqsMEG341c8yg8jmN+5md+hgceeAC4ukqF4opmwpdny5Ytz4m6uhr+6I/+6Hmfl1I+JwVxgw1ekGCWw/p97PSewjOrJHKCVvBWlNpErXeNiXOXRGs89o0HKQYB5fzQDLKsD4Fa47GDD/GWTTU6eifWdWk1nuWR2jQr7T7bggV22S8xns6x3Pf4wtEMRzbYPrmFM2tdOgvf5J17f5gfeMM7mB2fhKVvgnvdudJxALiJQ7z0LDNLN2CafXZPbKOdZTRaTZrNLjeMBOSMYiXOcIQmvoqXdmUh68UIUueGYucM379zRa17iThpNd9+SfFYV2N8f5nzbS1jhxfx+8OIIgss37YDqy5n5H61MtvzRW8JzpnEnzN/H35DsvUjRBZ0JgicodF7qmFzOcZkFVZ0yqq2GAudSFCSBaSXo2MNgzTB9xRZJcVNE24oK1KTsr2YEqkZ4mSc+tKTNGVKM1njjmRAWunwdE+TzC+R9zw2laoYG3O9u0QmdnGi8wySLezxJSUHTOJgrGLJazEyeO53e72YwwavH64Q8fp8lV+/W7jrrruQUvLJT36SLVu2vNbd2eBV4Gqit56Py0WX/OrnHyFae5KSzJ5jKj+Wk7QH7voNfC/uc6q1SOCoazKg7+qMsnP+ujGVW8XogIXYoVO1aMcnSBNKEy2+7t5DrBOOhEcYUcfZnAvZUR3h7rf91EUCwNOf/CIshwggdQXtJOSLeoWazKhmCiNh0dF0AU+n3JIVeLqUIulh9QjSSRB0me85PNkRSB2zZUyzOynQDSx7ShKpU9aaDovpgDOhR2tlnndu3cWZxiiz1Rajbp8jrZ0cbW5hX5QnYY2nmxmDOKSifG6emGa0XGclSniy5pDL+rQdSba1QDQIKJTbvH/HX/GXxzUHaoqiJxnxW/hCMTAujbhIXzsgcxgG5DKD4zrknQRPwuZSTDsepuZPBhmxtfS0h0wtqTE4EqYKik3KoZcovnzKRTjQDB08AbUowxeKU+2AomMJPEEjydNfTbl9Gt6yJeEvToyTDAJGPZ8dUz4inedY00UKyHkGSQbCQVvoJhHg8qZZwelGjvkejOYNP76vSU3fyApvw41WOdRVGBS5JMI64zTiHGN2nqX6CaZ7VXKLI4TtJk41xwIlvEiz2lqhlAnWujCz2VAYhEjp0k8GjCUJB89so+3nyYo+fikgd2bASsESGUFOSELl0g2K9I1hXjVRkUdOxNQHglP9mE2lNXZWFULmaPeXKfhF/vzBA+tiViM05M5+D7zobHqrkjCSMFs+jFl1kfkQYwQThTqJ9gizPMRcVM3wSt/rDfFqgw1eHNc8Kv+N3/gNvvrVr+I4Dh/60Id485vfzNjY2EXeVRts8N1GvjTLyWwzJf+8CNCPh9EZL4Vau0XeO5uGltRh8AxFv8JKT1IMfLL+IY53dvLV4x10bpwxv0+gT3HvwQnessnh0XlLQayhvAl25Np4zlZ0b4XoWwtUzBmSWx089+LIhejEMhMPP8bT6Qinjh5jWgYc7TVZkZqCylMpTrNmGgibERFQdPsM9JWkjldSZLKv8P5ffq7HYQVN65Kz9eKFrKut3vhcIctv9Rk7vry+vLZrmqh6QfTKVZ/by613oaB18aNCo8Twr2T9NFwsDKVorIZACfKuYSlU9FNNoiEncxSspGYyBtaQmDbGWrAubjCLH5wiEw6TOZc1o1kzKyh1I+V8kaPRGUQ/w/MCBjmXreU1srRMM+3wVM1lfDvEqcsOWaO07x08+eR+7tw3RX2py/GWJnZ9clNVVBTytpf43d7gVeJ72J8sTVMcx9kQsr7HeCk3vpdGl3iktLuLWKfKuGgBF5vK/8QP/z0+/uVDJBpcUpb7LaSTZ1y0EJyvvPYn//OT1D5xP3qtixotcfOPvJeb33nP+nFLyiEyhvzw4kDOiahlAYUiGAVebFjLlWhsKdKqScaVIvVuIVVv5D3v3ntRuhfAze+8h5vfeQ9P3/8wh37tz6iupRwLItaUpqwdHCmQViCMoeNo2o7GiQXKOpTXevgqpj/SoxsbFm1CARgBTgrF6VJEYPL00wKejegWarhhFT8O6IgiJ3sJN1QKHGmXeeKEpRUNcLNnWc5ixsUYbrqN6dwzLPa7LEaG1cSiXMtCWKaSZnzSXeYHnWV2lgu8ceIB6r0apzpVeolLnLn0kzyt2FJwBFIFNNwSNovwVRktu+T9NRzlMlOIONnxcUSGQlMbiGG1xkivx1lvKyjuGoV6B5a0QHSKyFyeMIlpW8NIkOI5MFuEhdDgyZCZICIzGU/XR5go5qnkfK6byWhHk0yWazy54KNkSpxBpF1yKsGXGd3YIVI+k0HMvuqALYUitXgnQhgOdC3/6cj3kYUhe33JBzZv4YHja4zEBmG61G2VZnI702unOZa2mAhcKsbB1EIGk3lK7Yya61LzDHlVYq47zWa5gmN7FMnz7Jl9rIWTTA1aVGsd6jMpUdHB9XwSkZJkDt1gFKUzWrINnkddVyA5RcERZDh0opD5DqRmluVwhVXtYd0R/s4v/hb/8AfecpGwW2pnZEoSej63V58mTH2M8ZjJlqlnJVyZMZpvstDJk2gP74JqhhtssMHLyzWLWZ///OcRQvCLv/iLfPjDH34l+rTBBpflnNl5YzAUkW6dcV+1KIlbZ9xr88u5gPn6Ko8dPUyt3Rp6Yu25fhgxBUxUqqwsLQ1XDI+DqtCLLRMll3xxO8I8w7f2H+FkzUOLbzCZGzAxLqh6fY6stFjrSiqFHEL26ScC2W0x6sE8h1FmjuTrObjjHrz88Bhp29K/72HK4Ro7Wttp6BaLURcZVJgqVAhsRC3p0w0lI74hzSz9TCDIzsozG6L1lbgbl39PhTky/iVtwpcloVBf8vjCCG2Y3n8KcTZqNsn71PduvozB++Ui566cMgj6EpP34T4EoKRColEiI9ECbcGRGmHVlc+CBUdayp5hMfQoK0PgSPxUsar7xCis6YJxUEriqTwjbkpHT5KZFh2bEmjFqXCMW6da1DtVZCEgMTEFK4hzOXwRsFlF1DKXujWoJGVnIaE0swOnIpioTlLrw1y7SrEqKXnQ7A2IwyLTxWuLKN7gNeR71J9sZmaGxcXF17obG3wHcWF0yTnSrI9yy2BbRPh0ZIVYOCx1OwB85N17z6YlOqRZnxmVEJCsb19MgNUWcd5HYikfX2PxF/87B37vs9z4Uz/Eze+8hw/dcQN/+Mi3AQikoB4F6CThLmVo9lIORZozkSLX6jO1Ok/BLxIWFI1qdlF0DMDT9z/M05/8InqtS5AYJuf75HoZiY1xXYGRAAJjIfYEqyKhmik8IxhkLnPFgL7yGJgWqZWMYNFSsoqgmIOKm5GFijaWtvBwXUnqC+KWZjypcqZzAwdCBeEaUbqIhyQThoiMFbuG7re4MRDsKsLJ3rB6r0UhpSVVCQ0V8QcHfd61bRW3ucaDC0Um8jF3T6U8Vcuz2PMoewbXDZiqOMybrajeSWQac/f2PMtJgkfMwYYiMwJPOtRCQTtxz3qYShQGJaGVasKOoYyhan12OgnHBgGJI4kFhKYCpsvA+ox7TbRRtBOXQCm6UYrreOSlwkUyUmzi6AyTlQmckGakSfoZedeSk5rMCgIVcP1oxnLb8NiKQz1uE1ufh2t76UmfKSdhcZBHzj2JS4YqbiYzkm3NVSb6a1QHPdo2Q+aq6LG9HEgbFEOLp7sUlceK7jItAvxeyqF4OzLqs6s0w3HlcjpbZtPaCVI0gedSrJQJomm6/gpL+Rgvi7Cmw7LtUtBFosQi7Dh5mhSdlF6qqIVVVvtt/OIWCk4ZdI+jtSa/+nmH779pOw8da5JocJIBvVxArHw2ySXS1AMHzMDDKWSkxiHnDnMaPJVcVM1wgw02eHm5ZiWg2Wziui4f+tCHXon+bLDBZVk6a75c8iUTxWFVsS8di3jP7qvzrHmpQtiL9cuZr69y7yMPUy0Uhp5YYci9jzzMh954D7PFhLtG53im/wid5TWKskbPTtManOAdu0rglGgMCjx6+gwz5YBcThHFlkdO97hri6Zvq0wX6wySBE8k2CTPlnyDxFiEP44IphC0aR/7DPXxzdTqj3LgeIu1ecv0YDNTNqUdncZkMV0Jlb4lVy7jpYLFfoduKPCcDJtlqLOixbXHSb02Fftebd6Lz7+hhCME+3D517bIv6P7KvdCU1hpUZlvrLes7psly+cvu+7FEVVXemfVJX9fup7EYjBG46mMgmsZCFACckrQiCGzw/UulcFKnqEaWMIEjIEMg5NJRJzhI8iUgxYGx/Gp5rZgdMIgWSIobEI7HisZVNbWkMUioe0iSwNuyYfMO4v4iSRQ0+huEVFcZSxX4NZNGftuCphvWb562uHItx5mrj/JEwtfo1ScRJe30kxcMAPec/MtLPe+Nz67G3zn8s53vpPf/d3f5aGHHuItb3nLa92dDb4DuDRtEMB1ClgzIBI+NTmJQ4YwfVynwMe/fIiPvHvvutn7T/+bJ2j3BnCBAb3bTggcD6kNY/WUzBGEgSS32uer/+V/8B8//Ses2oiZxCHu5MlwsX6Vvz1xGG0kD/YMVaBQ8Xm2sY2+HHBH7FFRHqWG4bCq8JP/+yeYancxAzha3kNj9AOUCh3e//RjbBscpVt1CFyPqTRi3tVILEoKaipDacHuLGAiP8qjhYAl2mibUHZy9PSAyEoKWBypcGUMwkW6LpVCmeVWjZY1CBmTqAnKtoxNLa3wBEiXIB1QjiIajiZz8sRZnxET0Q0LCDlOJ25jLCQ2YzynyLwycSZZCyNOdGOK0mOx53G6C0XPUvQyeolAYfGU5q4tMU80JunLETqDo5SKLdqdPk/XJMLkyLspmTUkRmEYjrg8aZACAmc4yXQ4lMz6hh0G3IJhk84xYVxOFIp00gZSl5GizS0jHhLLYqpY7PmU3JBtuSXq7SKnW4abJhNUVGFGwcE0wHciRryQZixpZx4TOcNN43UeWfBpRoot+Tb7qhl/dWockSywKXDxRZEgtvSCMVJziuvGn2V6pIu1griVpx/DuEiR1S47FwsIZ4SGXKY30mGfqvMGkefx7ijHkwKTkWTW20JfuZyJT7Cr0WU6zmjnJPtNSG7sBmZiwT09wV+qASvJcTxfUBFlfDdgkHQJvAqtKEGjSFUJa1ISYMIbJ4gtk/0BGkOcnuZUM+We1iJz1U103TxBErNVLyAGEsdNMKHH2mCEvGrgypQoC/BUTMHP2HZBNcMNNtjg5eWaxazp6WlqtRqOs+EbssGrx/6llJIv19P8Sr5Yb38hQemlCmHnuJJfzvNFXj129DDVQuG8J9bZx8cOPsTs7hVmqxX+xnU7qWvDysoiE2Pbecfdb2E2twLRPI+dXGCqXELkNiNdQz6bA9fl6eWYd+wusq0ywX2HG/hqgEpG6CNpxoJ3bJsBJF0lacXz1Juavzo9i9vJ0w/qfKvR5Fi8gLCWHIpExzTCGlHaox2uIdBYa+gnZt0vy+WcGxJXmTT3nZUi+GL5MXL8M1FcX162mt9j8Kr2QSYx00/PrS/3x8u0t02fXbqSx9WF1QcVQ7Hpcql159czKBQaizorTYn1/40FbaHiGySCsqfppKC1Ql5Q6xDAA2YKhjCVtFPFmNKUXMEgAmMtLoIckljlkcoj0m1y7gSdTFHN+ozmcuzJezT6HfZVBaKY5+0jHQZ6jKVWRCNeY3dxgcTZwlpfsieIufOmKeY7CfceMWjlc6KbQ7lFlDRIE7FWf4bbdt/K3Te8lbHK+LX74W2wwavMRz/6Ub7whS/w8z//83z84x9n165dr3WXNnid8+G33XhR2mCKS6W0iWjtSepOFWVTjAlJs5St1WmUDi+KjLqcAb2bJOwpjFJqDCsLamcYH9SJIx4VEX7dYbTiUWgM6Ko+d1DklqOGoj/KAzsajOQMLW8Tc/VtEBfBzdgP3B0XWQwmmVjpsyNq8OzoFg5tuY7RsM1Yr0U7C/lPO6e4t9hhOrGM20kIjxDKDg0nRRiIrGG7CNjuFlganSGSmhJV+uECNlMI0ccAKYJAGFoxCKso5wooa+mnMTGGgnAQQjEv21SzEq5OiZREGY1RLoGOidGkOsVzU7r9kBUREmtDbDKkEMQ2xsUyiCUjfsxCF4z1cKShlyiyaHj9HPFTmkmeGcdhvgMMvsJqOoK0ilqvQzOyaKvISwsioJ1o4uzC67wZ+hlbDQJaRpGPNKmB9sAhlT5JMIlNBoybErfltuGpxzl1psq84+OpRZQMcR2fnNPljZvaPLLs8/XTRbbmSqRunU35AmVXEWYuJVcTZYbrxxLunIl4ZEnTjQW7SwlG+ORUn5srA6xYQcubSGtVopLDVNDDy/VpJAWqKmZk9DRZL4cuvJE1N2D6ujn8hVFmt65Qd8vQHMUJMj482+To3CRxXKVTyOGsfJN9UZ/RBOK8g/IUoTdGHC6yKTeNT4lC0WezeQM55eCny9R6dQbKJdMhY65HK42piJiG1uT9WSZSSSFr4qgMPxaYVotkeht90SJcWSCJYnwUolCmVptk5+YTGGlYDkoEfZgq1oljHzeosO32H31ev6wNNtjgpXHNitT73vc+fuu3fosnn3yS22+//ZXo0wYbPIfGwDBRvPhGu+CJq7rhfClC2AvxvJFX45PU2i2mRkYu2qaYy7Fy5ptw/W5wysxUirxt924IK9A/ANVbQG2F1oBalOPmrbM8tqgBSU54GGJW+z53bfYZyyVoXeab9e0cW72VMefrZDri0wdO8PkDLtsqcM/2Mke7XbQd51hzwOHVHrExjJqAFoaeiUjCBrHv08oGuK7EkxoHC2aYNmbRpGejs1zgvEBytZ5O330I4J9R4EfF+cin4zbjf6VNnVdPCKmeWiXfOB8FtnzLTozrcPH7cqFQden7dW3eWVYojL2kjeEnIdGCmaKhPoDFvkRgcSVkF5wOhcBVikFmEcZhszJsc8EvwKFMUnGLJHGfzMYEIiA2loQIIduUCzN4skFgJUmWct0NU+wiZPO4x2l3nCDJ8wM7HY70ipxcXUKny7x585v4wR94DztuvI5Pf+NBqrMRB06folhMyauYHeUmnojYtX0L5DMmqhN0XwY/vGshWVxDfeM4rWc7qLEy/q078DaNvmrH3+A7k/vuu48f+7Ef4zd/8zf54R/+Yd7+9rdz2223MTo6+rw+pj/8wz/86nVyg8vypdeoetmFldkaocNYTvLTb7udLNnNL37qIbK0Q87xma5OU/QLWFIa4flx0uUM6G+pFKgkAjeJSLzh76bKLIe8GE85lFNIOxrpuORNSr3TRWZ5upRZPKVpl7bSz3vkU0On6OBZQRp3ODJ5O56I2b28gic181s2EWQRVknCrEOrcwRTGGdldBfbTuznsBfTy4+wuZ+yEmQMAkk5ShnTLitJxLGoPvRcEkU8lSPNYixFLAMyDFpLosxlIC0lmXGs3cHYYVXENFXkSOipjDRdJFfZi20fZC2rs0qGUOCbhJxjSCX0dIxjHYpA1wwjpcLURacRkcnwHcvprsP2sibTkjiT9Kwg1oZUSxIDhxoJtiEIM40nBwRyC0Unh69Srq/AmbbAaEuYDCeYzpEaOxyrGUsgYWAsy0YxDzhpkUSvkaQDlJNnfOxt1Au72a1qPCXm6RrLdQWH1AoakaDW8ViOApIM4n7MmWiNQkXzoV0rTOU1/bjAwTVNmgiUE+OR0U1c1iLF504WuGEiIydjQlMkyTR3VQ9yPL2FVPa4Lh+yabzEgTVFkrTB9blzl0uHLsdXZ8jpmB27j7GcjrMYS55NDG69w7SbsKl0nGbyBsrNkP0qzz4nIvYtwgrCgsSqAknaQmWQehKZrqG8aWIhKbsBI8Upku4a/cE8rl/izorHeLHDsdaAcWEwmSAWQxsRk6ZIL4/s1thvWuSUQyHw6emMx22bu2slPOd6crvW8IIe2pmhsO9nuXNDwNpgg1eFa76T/8hHPsL999/Pv/23/5b/9t/+24bx6AavCmP5YUTVOSEKoJ/Yq7rhfClC2Atxxciro4eZHZ9kolKlF4br7QC9MGQinw0rb11IsBVMCDI/NDI2MRNjOxhkijduVRytRTSjHC6a79tdZHZqE6gKeyoT1EsFDrdrPPjsaVb6lpHAYcRPWOxHrGEZGIdWfJhW0ma6GHNCa07HMaEBX1kqXoJT8plr9tB2gK8smdFE+kLfII2FC5wynq+q3Xc3DvBvKPFecd4z7Smb8HN06L1KqZVuP2Li0ML6cmvLOIPJCs81Zh8KoVdfDfFy7ee3NZd5eQZIjMAThiQzeELiuFB0NauhgxIKrMFgcZSg4GryMqMiNdOe5kjkE7ddQmvpJ30yq6kahXANNgsxeCAiCs40f2PkRsTgUTYFCeVghJ5/I385v5/bx8rcNumjds+yx0zzxKlRorDG7E234E1VATiycIZWv8c3Dh1kvOiyOd9mqpDnWMPhBqXpNb9BOriNbjZzVX54LwfJ4hr9Lz4JcYaaqGL60XD5vbdvCFobPC8/93M/hxBivar0/fffz/333/+C222IWa8tX/r61/iNP/0ELuKaKgK+XHzf3Tc+x1Ad4N5HlmkPkotSEFNcxnIXj58uNaB/+v6HOfDxz2CkQGkDCBxtOVFIGCSGE9JQCiUjfo6ZAaxJTepLpLZIYzkg2ziDmIJ2qKYDGsVxwsIUi6VRrmueAmNwtCEzHvkkJHI9arZJVJjAkQF+0GbXrpMkosWYgH12lLW4jFzzaNeafLMwYCcBOa3IpKChm5QK1xH1j+GKSXTSJDYDpNaU1BgqtWgtGJCQ9wL6IXRtRl+0KGU5HO2QszmWkhUyMqwweCIlkRYHGBiN71gwkkzlyKeWVGe0oxiJpOAZWolLXmUMUqjHDsKCNYIYSaIlroR+CjknpuJrcmpAXh6mHzrkZIl2loLMSA3E+vy1+1wVYYuim2lSCRNexiRwKvLoEFLCx3NHqBR2oZxldkwsovtr3LU9ZqlfxMZwouUTqIyVRZ8bRzO251KSwHCsO8IdowKFy0rbZX/dYX9DYKyl6Po0Qnh2LSDRksTCct/BFVDKGaYLLn0V0J8OcbMedxRSvELEPdMLjBUatGyJZlrlWHdAL8izEk1wU2E/j81t5dneKk7OY/tMHW1jDnRXafY8IpOj7sRMd2PyBuZ8TTsTrPVPM+aM4GhDY9TDHwT0dIJxqjQYp+R22FfqElRmGctneGKOvOPx1ukSZ1Zi0vFlVrr7GISCvEjYmduEqT9NruSQk8NKmXmjqE16fLuY5//7H/6f53yfvvLogbOisWEsJ/nw2y7/vdtggw1eGtcsZhWLRf7gD/6Af/fv/h3vf//7ed/73seePXuYnJx83u02Bk8bvBT2yT5feKJGf9CnVAlINk8SFvJXdcP5UoSwF+KKkVfNJgB37bmeex95eL29F4a0+n3esX0cmg8AKXk9gKQK0oPcHpg460fn3Mtd1x3h3m89ibYOVkeEUUhKxG2z26BwG6iAXn2REzVD1HqYWuzgyoxBqsm7hsgoltstGkmeyYJC2B7C1WQo+tIgpAbHYyG1TMR1AqlJjMYa6KXnZZAryzPfe1FZOQT/njJvFN562wM25hfpXCD0vYJYy8TBedxoeDSjJMu3bAP5fJ/nF/s+Xf12GWC1ZMS1lMopUSo51snjSBBCYq2LERl5mVH2LA4Ki0ugQvK41LVlp1KsCo8mmthRCG3xPMlNs9OMdQ37SpKt9RMkuYxCnGD7MblOF1mZZrGkuX73DCutLl89dJKSm+EF4wziiHsfeZi791zP8eVFHKkYL1cYdOY43NNsHQvYOZEn1C6+X2HKPsVtu3e8OsUlonn003+KP1Gn4mikHEOUpgCI9598bcSsaH5YGTCrDSsDlt7wPWmu/p3AXXfd9Vp3YYMXwf/4y8/jnqsEyMXVA18NMetKXC4FUascH37b3otM1y+tVnju8Znf+yyjc12inORUXtMOQ9wUSkWPBMPptIefKapuQJhXJK0+TaVJbZ9Ae6Q245StIxKP65khWlshiAxzlc1sby9QiEN6Xo44adNqHyGVDkUf9o7MUaysES+4YC2lzQ2mV1c505ngsVxChqUB1ESK585gZY9Ud8icHGm6hnAcJtUe3tZSaOvzsFxA1UpEUpNZAyIipzK0NUjX0tYZyeAb5PwIRxsgGUZCCUHBddjlCxpZRi8zeCplLCdY7AlaicViMQYGRmGsZdAVJBkYBI60aOuChDCDkSADNKkWtEJFZi1zvZSthQYLA4+inyMxA1I7nGgUF0xkDUUthURS0pLUZjiuxU0tHQEVFbJv00muLx4nM0VOxKOUTAmyQ4zle+zULsfbPoNMIRKNzUkyo9ha6iJxONYucqgBWkcIa+kmkky7PJ1IwlTQ1Q5lN8N3DK3QIdKWm8cynlpRLK2dYWAD6okmt1wnsQVmyh5vmhlg6fBIo8WpZIkZJ+XT8xW+uThPScTcXOkipccgViw0M4LCCfbNVGlEMU+6PdLIw6aKyIAexJiiz9EqqKCAUTcQdJ5kX7CfET+mEefpZYKP/shPkh35T1S8Ho40dLIiRTXL0XbKiHOMrns7hdEd3Lp0lAO2TyBywzOcWVJP4UlFrdN6znfpK48e4ONfPoTSCTlS2gOXj3/5EMCGoLXBBi8zL2q0Pjc3x9LSEmma8vnPf/6qttkQszZ4sSSLa5Qf2s87ciUOegVqfcPIgZO84127mCkXX3D7c5UI660a88vHWGm38L0yP/mWm4DcS+rbFSOvKlUAZscn+dAb7+Gxo4dZaTaZqFR5x55JZrNnIWwBDjl9HJYPg78dNv+L8x5c9TYTss22qe189slD6KTBZFGyafwmHl3MmCl9idlt7+YTz+T52tOP8sSJHqkRbCo5BCojNIaRvMNSL8N1QekmUghW+g6e4xAZjRCKJNMYA6s9GPcytDFkSCQCzaW23TCUt16cHfx3OhUEv0KFvcJdb/uMDfkYvVclsTBY6zF6cmV9ubFnhrh8OYP3C3mxqaDXus3QDP5Yx+d6BY1E4TiKnNEIkaGNBQyZhRFXUfYVjdjhoX4OnxTPKKb0CEF5hEF4ikwllPwC1p1AZmMsRvOs1vdzptznNlGkKMuIqIc7eoIg2kGjs4oyHQ7Mr1D2NHknY8Xu4mjTZbXt8MDh+7l5disL9XlGSyW6rRhtXebqbX7wtnGU1Hzotj3MltrwKglZrH0e3W8iS5MIMYeSD6LN25CFSXSt9cr34Qp9QlXAnQLdGy6PfmBD0Hod8kd/9EevdRc2eBHUOi2KjndR25Vuil9NLkxBPN2K6PXO4KQ1/viPHmDrYkRNGXomZvpEDfOLv8czv/dZbjpbrRDAlgJaYzH5Xkq91WZrPuB4McU6LloUaWPoFBJ+PB1FZQmPej26pIx0NYtFKDsZ5RGYqS6yd6LC2jwse5PksoS6P8LexTm+sG0HUf8g2glITIbVJ3jqTI1ePofNMnJKIQaCngk5Uumw1svjemXahU2kUjCVuiwKSad/BKSLtJZAFJBJl8eKBUphjfFunR39Bp2JCkuqh6ciUm0BCRJGvYj64ASO8lDKJSdDBDAS+KRW4uaLjCYheatJM28YpWQGSFIcDLGRKCkJM0WoNQKQaFLtYAHfASE0idYMMoUUw6uxtdDPYK7n4CiDsn16ESgUGRrFMCKs6EGcWWLt4ipF4mXEVpNkIH2L0ZrxoEmv16Dru+TlGu+aPc7+ZagGMYFrmclZDq55FN2Ups7Isoy5Tp6ZQsyZbkrZBfAwaCKtMFgsgkY47FvBNXgK2qGikyp0Inh0wdCPUzargGhQYH+qkJ2A60Ys31py+OyxPHdOxeyd6mFbqzzVX2XrSJGp/DxFGXNkzeOmqT7dOGbU80hlCq6lU/dopZq2DRlRHrJUpuoYlHuSnLfItolbGQurbJ+Y41gjo9Z3qAQJ+6ZivvyHv0Z5cg5X5ZgZrVIqF7hxZpWtyRg5Qp5a0ERijZAigefStYailmcjvnwSo5koV5/zXfrzBw+g9PkoR4+URPOcypwbbLDBS+eaR+xPPfUUP/VTP0Ucxwgh2LZtG2NjY8jnjQrYYIMXT7z/JLKcZ3PJYzMpjILuGuSxOdjzwuVuZ8oON450+d39j2JFjqnqKBO5mG8efISp0j3rZu0X8nym7hc+J4Rgtd1k++T0xZFXN926vq/Z8cmLj1G7F5ztIAJo3cdSJ+GrC1VqUYzM/0+Wkx3smL2Oqcmd9No+D+z/OjdNeeyY2DMUvNwynTDmsVbKkkz4028+yYQXoRT0YsOxBkwUFCVPMF7QGHz2jMKWfIgrPY6t+WTGooQdehmJ4WAq0tBIBIHSpBqyK6adGb5X0wtD7LohPsBv2z6//yqYvQutmXnq1PpyXMzRuG4GhLjM2peKUNfibXahKfy1YREYFP0UTvegGUOY6eHRlcCVGSMetBLJXF8yaw2RjhlYUK5CxVWecCw3+otM4LKSWgIFU8EaJ+oxKoEb/QRPBnyjlXJP3GNMF3AmC1STRc5MvJVeJuh0V8kVJjgebyeSI4xry2SlwDPH62ya3sv1W/LUmkvE1SqdMASh2DJa4q4d08yWATlxza99nWuJauo+DqqCLMbYOMOYHJYiUjxL1i+jxsovvh8vlrN9wjl77HOP3cc3xKwNNniZmChXafe665FZwBVvil9tvu/uG8mSBr/xp/czgsBzFP3FNn9hu1ynC+zoSXrS8rVCnzeuKg58/DM88vABTpxOafs7KE71ubN1ip5eZcoExKLIYelj0pCqlUi3RFvuZW15P0+UB4wYh+0xjHo9euMp3thW+glsjle4buY4X6n9DZbSGc6UpthdWySoH0A4Hn1vjKzzFJ6KKLmG06GikMFWV9BYi3k8clgRUPddpnFIrKGT9Vg1Z1A6w1WKQI2iTYxKQ9bSNVyVJ/BmCbKUZ4ttUEUKssEgM8R2mLxHohEkaGOJsgTPdSj6w4Ioq4NhxcLpsSKnaimtTsR8t0s83HI4DSjE0AxeZ2cr/Q7RZ6+5AkGYWXxh6KUOxlqG7pPnnS9DDVUJ3UjhSIuUKWEKMBzXxZlBCoEgRVtNbCwIB2shyVIsmmZSJBdHnGmmvH1zxlummzwwVyXIDw/UiB36qaQdCZb7ii1lzY0jEQVPg7TM9xUVL2GQOeSVpOIZuokgMhIPwWw+oZNKQqsIlEUbyameh9IZOfIsYKhIRT8VfGvFUvItjhAcaZXw3YjOoE3elSwPfMp6itH8cSpiwKPzeZYHJUadmAk/ZrkXU8p50PNwESjfpUSOPf4yzX7GM8dC6B/k+rFlgsIk+yY3A3Bmtc1XTnQYtXVGGz5BwWepm7F3m2RT0SM/06F/aJJCJ8XzDaulItd183y72cSxEl30iHRG6kp+7P0feM73qBEacpeUSnIv8Z/bYIMNXh6u+Vv167/+60RRxO23387HPvYxZmZmXol+bbDBOrrRQU1UL2qTheDqIhfO3lyefvYJ7hnLUR69ATwf8OkM1Lq31YU8n6k78JznrIUwjulH0TDy6qZbLyuQrZPVzkY9NJlPdvGZk8tsmxphqhLxldMxrfAAm6d2IvOScnULmT/LYqzZUbgOxFA0LgYeK62Eb574NuOlKlEYoQ3DGTwDjQFYa1nqSnZPePy9mwc8elrzjq0xrnK595BFYpFiKF4oJRDGEmlItYfAPI/L0oXCyIW+TN/9JMDP0ebXbZVPE/JZolf8mJW5GoV6Z3159YYtZDnvebY4x7n36doM3l8qsYVmBJ6E6OxehRFY5dPVKb5ycWRMO3VItIuSloIHJTGN8FusZC4JlhFlmZA5lnshnhOBmWTNb+LFhsVM86g1fH/g0e5b+ipi65Y38rnVCoeTElOuJp/LU3QESdzh2aWTDMIOx05/G7F5J+/ceyPsnKJTe5h8UOZv3rF7GIWk21B524t74dca1XT2d8DdIYifPAFxhjUBJKuYzoDcm65/KW/Di+Pcb9OFqOLQw2+DDTZ4WbhcRcAUe9mb4leSK5nQX5oG2U8TcsolDBOMzBMogbGC4wyY9Kc5c8rB+JJS2sPrSZ6avI5+Z8Ci41LLzTJiDRNxExUPUKnCCWLun8kz0VRIa7FSMBV0sEmeRr3JruIIDUZoOCVGZ1c4c2oLt505Qey46HCRYtgkThfxienomMSXFCS8eTxPrt/jZGJYTRUID9dYjsgaWdLECA8lHTJShLaQtDBW0zMDlFseCj7KR0gH7VboS03Bk7RCAEng+TjKoRXGZBYshjjLaGhQUhNnMEhi1Jk6cZKyOHDQUqKMJcNigMhalNbPieS2649D8/YMSWqBsxHy4uw/T0JsQKmUCI2SFk9acsrQSRRJBgiHnZWQMFU0Yo9W6mDN0OM0RTMaaBAhqU442dJ89OY6u8o93rUVDtTzHG95HFjLs6mYMUgVnUTQDBW9oqJvHMaCiPpAMdd1mS2kBJ4l1D55X1PMIEwFy6HDIHXwlUK6mqpvaMWaohK0VAubwSATJHb4OnvawRhDJzVIWaEWRmwZKaFTw42eohYpmpHAYCgoQ09b0oFke9ngEJBhqDianA2pp6t0UkUUZpStYUQrYg1Hl5tMjIySuYpvnm6SS2HTaMqpwSRev8cOXzDXCNkaSEa9Fl9L3stoENIu5hkd9NlZN4Sz4xwTAwZpynQD3vDet142NXgsJ1lsxrT7y0RZTOD4jLsTbA0T/uhH/9fnpOpey/dzgw02uJhrFrOefvpphBD8yq/8yoaQtcGrghorY/oRqnQ+JdD0oxeOXDh3c2k0tcYCU4U+1A5A9d1Q2LPubTV3tM4Tjy/TaCeMVTxW3TmqY2dN3ZM65fQ4JHW+8cABsuUiTgvc0RH0jinKoyV2TE2T9wP+5puf/yY4WVwj3n8SMVhBlY7ijXybx47BmJtSdjxQZbqJxNiYTz91kjt238COEcVUZYTV5dNgIuoDOLrSYqXTZzyvOLIaUyps4vETx5HGIAS4CiJtcKXBdxx+fF+b+WZINw043dGU3T6eyhM4EmsNiZEYaxECMnvOJ0s+T9qcvsLf3xt0sfxDmq/4K7/U4L03VaEz+8KRiENeapXJ59v28sb/AoFA4UhDOTBI4dDLNFIolJRIJNZAzoupuMPECscVXJe3ZEkOL+hTMjFLqcfYaJVcFOEXq4TdNVwGnOy2yPt5OrZDkmoeiVPG/IhbdML2628nmJjkek+wo3QDDz79DQapYSQwPH74cdr9DqV8gTMrJ1ltNbhp+s0Ebo6W2Ms7djpDscaZGApZLzYC6VqjmpwJiE7jqhXEdSvkjzSw/QSZ20rhtTJ/dyaGIpxzwW+r7g3bN3jd0uv1+LM/+zMeeughlpeXiaKIL3/5y+vPd7td7rvvPgA+9KEPIS4b0bnBq8XlKgK+2jeqVzKhf+bIYb69fAaBIFAOo36OrmMoaUlkEowafnYKRrDmaOLSNKV6SD8nSJtdTmctGhbaYzNU1+ZJTUJOS87kSlTTAbdRZbQX8UhesE8EHJcR1hqKXkaiXeIwpLT1BlLpEhuf0aDJWrFCOTzMsaKLGCxRdwSDNEKhiG2esrRUZJ9wkPGljiRA0Y4lbWuQMkWrYXXfzPYw2mXoKZVhhAYhh0KPSdBSoP08hX5AIhISJdBGgRBIqQBBP4nQ9lyklUAKRWQM0ig8ATkHVnop3XSYFui5DliL1CnaDKOrzsZ4rXPu73Pm7QJwJRg9XP/ct9UAAwOgaUYSKSEvLNYaBFD2DWEq0MbQzxwCV7PZSTjd84g1uEqTGkVtoIGI1sBww0jKX5/yOdGu4skUT2nmugWk0FgLRS/D4KKN5HDbZ7ak6aU5tIFOLDmVeUwXDdiEfmqRwsd1ILWC2AwrH3tW0UMhsWipGRiBEBZtBViLr8BBMzAWV2T00xxJ2mOunrK9FDAx2uJ4Q7I8kATKsL2aIEXKch/qkUfOyVGQA7S1NDODzRJiXEKpGDEZ+UYbxvJUc30a8116fkBsfaq5lLYtgZPDhpYVBmyOugiqHFy+gSNxEd+eZiWD29s1OrGhnCtzBzkIwEkMav/py36/9kxKvnFykcCRBG5AFmcsN+bZay1RTuF0+hz4+GcALitovdZFIjbY4DuJaxazpJQUi0U2bdr0SvRngw2eg3/rjmF1L4YRWaYfXV3kQvfx4WggfJaJoqCXVSg7EbS+DO4IvSyH7Uv+8ktzlPMOE1WfXpjxwFMn+b437qLs1KH3GMgCgS2wcOgE0tOMj96BSbJhNMXtOymOFNYN36/EuYplspynFexAZv8ds9znaD3HVCEjDeeZy+5gtRehjUfm90m05amllNF8ldCW+czjhzlaC8n7AWN5xeaZMg+dUqzWTuMojyzzSG1Kqi15Jdk1WWBPNWWuJ6mqHqNuxNKay8pAMOEn9GOPUHt4CgpezELv/M/B1fs/nRt+fXfyTnzGkfwp4UXtr6iQZS2bnjhxUdPyzdsw3ssZnv5Sxa5zCQ/nGVrbZhgzNKIdDQwYSTMBg8EFyk6evo6ZLXtMFQxGBpiOQz2xRGmTMIHxccX7dw8oqB4PL/c4sJbS7qdYkaMxkBTzkjEsRatoe5atN8yQzb4H1x/2Z8fUFPBmvvL4fh7b/zCtXoNNhTEqMoebaGrdFe775qP8rXe/m3e89f3PH0V5Oa6USnitUU3eJqj9GTijOOUpxOY2hZE6bP47UHmNqhiW3jCcAIBh319qtNoGrzhPPvkk/+Jf/AsajcZ6VcNLxapSqcQf/MEfcOjQIUZHR3n72zduhl5rLq0I+GpzORP6QTTgjx/8Cq5UCCzaGhb6XdxAoroZHnBU9+gLg2dhNCigyFFx2vSjlPl4Cdd10f4kKrN4JiNJ+oRSkSPHROEGpteaDFyP6YEmlwk2C8VBJ+J4pJBBn0owRq+2yBkBTilgOhllstOkl8vTSU4xSZVuuoCLJHIUWZaw0Lb0hOIgGkdAwXpEEYROBkoNKw4yTNczGIblSgQ2A1c4aASWBGsgGSxRd6FBRMVW6Gc+wvZJjCHRF6eNGSyOSAnk8GrqOh5JlhFpS3ousTBLGQksHQMpYNHYK6Tx2/X9akINjrA4CIzlkoQ1RQpIowkTyPmCvJPhKMEgdTAW8o6h5FkSy7DKMJJQnz+OAMJM8kzDZ6kv2V5VuNISZ4JmpCh7BinAU4axnKY2kJxquZzueBQcw0hOMxoMPTD7qWE0l1ELFVpoAqEo+grVTQgzQdHLuH4kpT4ocLSjKPopnijSiTKMNYwHgsym6MzBOh6xVoz6mn6c0BpEPFoX1GIfKTSeY6hHkjdMJoRJwOpAsmvc8q4dCQ8tGqJIYZQL2lB2HLZZw0oSc33DIkcsp4ShITxGvD4phpP9HZQKXVTmc6brUAlGWOiV+POFPRzqf4sR3WSqp4nilIfygk1ZmVHHByBzBc5a97Lv5f5nH2VaJsRqjASXsTCjkDZZlZpZMUrmCcLE8PQnv3hZMev1WiRigw1ej1zz3dG+fft47LHH6PV6FIsvbL69wQYvFW/TKLz3duL9J9G1Fsue4emJhOa3H2Ji7mI/q4vIahAvgyxw1/Yi9z7dgFxAUbXprR2kpfbitcYo5h3KhaGhd7ngMlmqcODQMtPFFsgCqDzthTkmylWElzFIT1HM3T4cEp1cIQxm1g3fr8Q536+aV+B41GLMvYMqJ5hwTrHUC+iICVJdZ9d4lYfO5MAKMm2wOuLYWo/Zqa0cPBXiOhmeypAqoDR6J5snjnFo6SBCaKSTx7VdJJrRPBSchMOrIbtLCSER31pyMDajl7isDhReJsjksOJNL1UvUtr47hWy/hY5fkYMf+Na1vDFi9yyXhlyjS4jp1bXl3uTFTpbrjYa60Je6N18qXKcPbuPYYTVpTQji7GG0cAghaGbOGAlvSTPeDHgTTv2UevCY4vHGTOGSgCDJE9TOfzDvStsKVqeGVSRos4Pbu3yycOjdHWKSDUtOYVfbHN9URCWRvjiwnbe2omJu99GlfM426fYpHLcIWaZly6z5c3kujFROCCoVrgz7yLqXX5w241449coGj1fKuG1RjUli1B6M2QrkLUxogSl24btrxXB7PC1dB9/eaLVNnhFWV5e5qMf/Sjtdpu3ve1tfOADH+A//If/QKfTec66P/qjP8ov/MIvcN99922IWRusm9BH+HRkhQSXZrYANmY2V2Rh0METAldKIqlpBpqSNWztG/JW0FaGciekyAKNkRmOxisMijPkhaLr5fGSNebyAaHsUintZSIrIvwCq5Hl5MQ05YbkKTokYZ3ZUCHxWQhiFgmpJh5bfUs7G/DN0xWu756g51Vw1+q4I1sohzXiNKNJB4NFYKllw0kUB0UPQU5osJaUlPPTcy7DuoFDOckSo22KFMMqiAESpROWZYuSp9kSnORYJwbhoWyC5LyoJDlr66A1GoUF0iTlfELg0OUqMbByka3muYmkCwWti5fl2R5rK9YjuS681l4oVUsJRVdjrKTgDL3ABJz145J4whJmQ/nu3LEujABLjKCTKiZymuNtn14yrKqYaminDrH2CBPJQEtSMyyZNMjADCTThaE814kVa6FkseeRd+DWqZTpkuEQCbXQIyctBTeDYpeOLpJzILIRJQ/iTLAWOmRW4joa3zX4osfmfMb0SMhTDY+FMCC1hvGcxog8iwPJygnLdSXLtOtw52QdrQqIZTBCoByLcCXjSEZTQU9qKjqmWZNcP7lCz2tzPClxZHWE1BTpZCU8r4YqpGSTu/kf9T08u/YtprMetwTLaD9l1ZOMJyVO6f66mOWkFjVaumw6YK3Toux4CDMcz013BsSepGPOvxPPJ4a9XotEbLDB65FrFrP+wT/4BzzyyCP8zu/8Dj/zMz/zSvRpgw2eg7dpFG/TKPP1Ve4751mVK13kZ/UcQcuZgOxR8GaYHRF86OYxHjtVZ6VfYGI05B1338Nf//k8xeLFX4ObZ3Zw39En6PTqFIvj9MKYVmfA2/ZtQ0jL50+cwBBR9Hyaa2tk/fJFhu+XMl9f5av7H6XhGpbsCPfMLGCcTTzbq3K8nuPrjRpT5Yjd45aWeztjYxleUObYSoObN4/RHVS4dUeZfhxTLdyEFIJBHPHVw6c5PH+GOBmOlDKdkHcFMyWDsZpOv48vYz79rMtce5RQCzxl2V5KqPoaT8Fc7NI3ml4yDMPfYMhHKfB3xfkqgT9GnvuIX7EzJIxh5smTF7Ut3r5jOFJ9XXJuQH5ezBz2VKMEaA2ugOW+xVOWET/GUwXCvsdYVGZnusJarNgd5OmLmDTrk+hZdk5lPFQr8EO5lKQ1z6YgJackt03HPLYiQQviOGO6uoMzniXpZyw99QxbbtzCjvEJTJQSP3WCnnDYWVbM5qDdTIg8nxyambCNU1T02yFrv/45Cu+4Cf/WHVef0vd8qYTXGtWU1SC3FcR2APprx4bLr7U/VTC7IV59h/Dbv/3btNttPvjBD/LLv/zLAOuPl3JOwNq/f/+r1r8NXr9MlKus9BI67iQOGR4JAx3juhMoV7E5D2txSKQTlFJsGxml7w7o2YRSJtmeWFom5RvRM/S8KmnaZ1NWIFGKuhSkskXecYhtwkpympM2YhOb6FSm2dWrMR0OWDEF1goQ2DUmQkllzSPa5NP0EvzcJM3GGG4YsGrr5KKUlu1S7x8kzlqsyBCLxVxyVbZofBxSYckEnC9YY8/GSg3T3VyGaYJ5x+I7CVYGECuE6pFXXfaOwEpXoLG4CNKzBU7OXfc8NUwF7KXqgqvgpQmEV+JSIevco0KiOTcacyRk5px4Jdf/txjs2eWBkVQysBIakYM1YIygPnCwxtLPILZyvVfnRhTi7JlxgFQLDjeD4TZYeokkcMCTllbsEF/wkowxWClQwhBngtXQYZA5eNKAsYQpPLUieYvqkfccJtAIYahHDqO5jL9/4xJK5Rmr7ObB0z1WOwPCJOV426cdOwQYZvMpriNoJjASDFNFi16OhZ5PL9PknYTIOCz0XK4bERzrVWlnksS0Kas8Vjh0dMLJMKGgNLMOzEeWp0OHNb0ZYwYM4g46CxBpRM8qmmxhqvJGnm7P0l7bj+/0mRrp0OsXmOh0sIEhrLRx4gDsCE5qyWlBeyzH5//T71BJBds8l3rS4jf+9BN4jkti9HpkVeop0iyj6J6/3zgnhl2O13ORiA02eL1xzWLW2972Nn7+53+eX/qlX2J1dZV/9I/+Edu2bXsl+rbBBs/hsaOHqRbO+lnB+uPljNyHN5dfgLQJ7gizZcPsTTkI9g5v1sYnGaus0gszygWXQK5QcQ4wWa4zfmMO4zqsNJtMVEf44N6tbPJcZC7lAzt28NiKx3JzjclqhbdfTkg7y3x9ld+/7wssdhdJkoR5e4ZocJR3bn2Gx5cCgvwkM+p62mGbr81rRjcVuG7bDhZXT3Bi8QT9zinSNCLa8QYq+QK1dotmr8uZeo1Tq0tUCyXKuRyOX6bdmme04JOmMakxHG8qenGBfiaouENPhX4qObjmU3AMnWToaXTWAp7vNTP3y6GAn6PED4hgve3bNuVf037Fzkr5TJ3iant9ubl9knDs8gOcq+elphG+EM/dt2E47z3iQz/TFN3hoDjvSu6YiBnPdxixhoMr1/GN44KqPMr1QcRJfzON5Hq65S1sqT5Cu6U40arwteVFVOYxogTXFwcsBBD5myhUciy6GdbCFuNDzuWbq4eQvseWUpW+EbRO1HjjXRMsTm/m64tPMJIvEkiHQbdHo5txd3kGBJgwGaYwX61H1fOlEl5rVNOGP9UGL5EHH3wQIcRVTSzOzMwQBAHz8/OvQs82eL3ylUcP8OcPHqCuruOUWaYSRYwPEkyaUMgy8mWXjiwx6cYUXJdYZ1SKJWqdFnuyIr6jiXTCnO3hC0Hk+Uy0lzgqmsznAnw/TxitYrwSqe2TZW0qukhmJYvZUdL4GYypkGcch5S9ehTPK7N5sMbnPEXQcJnvu6TeDvq5gEx0OSlOcyo7zJiJEIMe9aDHQF5ihnB2+GKAgIyIocAD4OBhSM9asAuE9AlMhK8SIusgrEeSRnheiHIyVAbH61DLLLEBK4dqjr0gvikzYAxI9NnoKcnFMVPPx5WuzcN9JWf3FBt1tv/nCrmos6/AIs/WP0yBTuKQcw3GCqQAR1n6iWCQKQJnGDdmzxrJn5P2zolZnI1sqw9ceqkg1gKNIEsM6WXSISMryVJLlDqshYoMQeAYDAJXWaQAYzX7VwOmSwKk5qdvqjOW0xgkUarJtMv23Am+2JccqOfASnLKEKmMZizJjMtooOmngmbkoiTsdDR+aoldRT+ThFkVlxI7xxYxgSCXebSKmzna6JAHxl3JKTvO0/0GwvM4pUuMu4ooyXBwUMojyHepdx1yxd040/cwS0qlt0YY1xkp9GkkigVjWQacRJLmBO8a7RGsatRoibF9O/nmV79KUSlU4KAyy+Y1zcIopAVnmGp6tshDrQhBI+VmVQRr18WwG3/kvZf9JLxeikRssMF3AtcsZr3rXe8CQCnFpz71KT71qU/h+z5jY2NX3EYIcZEZ6QYbvFhq7RZTIyMXtSXW45HDqwyCPmN5ya0zw5TB/UtjmPaPcRN/zFhukUJhCoJtoNRQ6ALueMM0f/mlOXJqha3Vh+hFedpRhXtuKTBRsSAsBNOkbUu8/yDIlOn8O3n/ZBkTDIZGzc+TqvRXjz/KsaV5KlNVcvPzxGqFYy1Frd/nDROGymiNTm+MPZMV+s7NHKxbDpx4kkZrkcAvgZTE4SJ//cSj7Nu0lWfPzFHK5am3W7jKQWtNMZAEqo1xYnrdATkvw8FgBGRGYK2gl0oiLdcHNJ0EHDL0+jzdpWHv33vCVgD8H5R5s/DX275uY36BziuSYKiSlKmnLzYPXbxjJ7xs5swvRdC63Mzx5fEYVnLKDATOMJhsIq+5ecqj3DbM5kImCoJOT6H8HteXD7K/tZ2D/VniVh+jPHKsYlWdY6bDxEjAqegMyvXIGY2WmiODPDdMjHK4UaPTKjG2eTMzo2Okx5a4e9sOBnjMN0+Rz93BSM7hprTOZFrgPdv2sXD0FI04pGkTVJKxfaTKO6vbUOXCelGJeP/JqxOzXkiAupaopksiuaTtv2b+VPP1VR47ephau8VE5XlStzd4XbG0tEQul2N29uo+c0EQ0Ov1XuFebfB65SuPHuDjXz6E0gnjnqJV2ke6doaWWabsudytt7C2vIZec9gWdlkpC7CGW5YVRx3LoN1lVWuOOiE5CQGCjkmR/Xm8nKQdLrDNSkTSBZVnYNsU5QjSaFS8ivY8ZFDlJH3QNZSVxCImUwWWqqOUTZdY9xlTRTqjRZoipSeX8bIeZQKUDTmR11hpLjL2vNC50wA9hsO8oUcWaOLzQhYWTxhQCQMjGdiMvAQpMrTRxJlBZC7z6blEQRDm3P6HCYB5CRoNApSxSCvIMGfXubwf1sW88LX5XKSz5sIUwSEXxn8JwArO1kAU9LNh+Z6qr/GdjFbs4AiLEcOIrXMGAedjvoeeXO1Ekhmx3qv0MvYB58jWRbvhozGAsKQI8nIonDVjB0dmjOcsvURR9S2dRNHPFON+xieelTy2XMICJXeY+mktGCvoJhClitSApzTCQs0kpFJQkjkyWWC26lARbY6vCY70LFGSYHSIJwUuMWHm4XklXEdR9+oUtcdcnKJKkpliitADfGEpeXs57Y9Q8AvYtI3Q4Ms8RSfh290YZQUdoeimKWkLposRb/3nH+I9b307//Gn/xVP2S4YQS5zmJQ+VRzGu5Y5L+Ff/ujfXU8/DCqj6JEtHItKVKIem4M2d/6td1yxmuHroUjEtVJ/6Bt0Dhygf/IU/ZOn0GHIxDveznX/v2vP4rLWsvKlL7PyxfsYnDkD1pKbnWXqPe9i+vvfg7hC1kJr/7dZ+ou/onv4CFmvh1MqUdi2lZkP/iCjd77hpb7EF01cb3D6E39C84knybpdvNERRt94N1t/9G/jvATLptWvPsDRX/11AHb9s3/C9Hvf/Zx1rvVcvthz/1pyzWLWwsLCc9qiKLps+zk2Kuds8HIxUanSC8P1iKy1geaRuS6VfIWJoqSfWD75zACsZbbqUhi5kwPhNOXel7lVPEPRa0Ph9vX9bdszzvuBxQMPs9YLCIISd942wsSmMmQl0CHIPG6pBrfsIz45SlbzUGMeuTdd/4I3wE8cO8JIsUQxyKHtPOPNgF4qOdBIeOveUawzoKJarKi3UyhM0D32IKvtLoM4YfNoypapCWR5lqOL8zwRH2Xv7FZWWk06Ycjs2DglX9FoL9JoJ5gYutqe1UKGlW60lZQ8QzNSFwxAhoOj7Dlf/3PDmEtFre9+QauC4JepcINw19s+Z0P+X3qvyKufOHAGN0rWl2t7Z0kL/vNsca28nL0efh7OzUCfu3FQQMGxxFqjz46sjYUogxFP8+gixKnmRMtnW0Ew42pS6fDNDhh9AqvG6LNMSkrqOGzPe2iT0ogNm0bhuokKJ+p9JvKCihlB4/KerUUOtcep5suUagNmw4DiXJPy7BiuavG3JyJ0N8TcNE1ypkZlrcf/Ymd4Ym2OVsFlrDTGHaNbmTEu7o5hhJUsBOha6+pOxctpkH5JJJcRwXD5VU7xm6+vcu+51O2RkedP3d7gdYXneURRhLX2BcdZcRzT7XapVCqvUu82eK14+v6HefqTX0SvdVGjJW7+kfdy8zvv4c8fPIDSCUncYrFfJ+oqUhSZVyDfa2K6kik5Rk1kHPSr5MIiU6USWRAx2l7i62mfPBIhoOnCiqMpOXl8t0ziWUy4hiLCwaKloZAJdNZkRa+isThJicirgPWpF2dQyQBfh0xEPZYCl37aY8Ht4/hFgqyLjZfwbEZe+nQLI8zlFEHaoJed95WC5yb2JUAB8IQgsvKsQ9ZQFjJYBtqAsPgOTChLN43JLEhhMQrCNDvrLKUu2f/wiJEZmrOXlKZrHCxQcQ3dVL5sV94L9yMZ+mDpiyYd1XqKZagFmRX40uJLg7ZDv6tAGwaZHCZY2udWUCwoTaohsQrsMOLraqLLLnQFEwzHmZ40JEbQt8P0SHk2XbHsZXzqSJW7pmPumukzW4b/eShPoBKEHIqBsZYkGjIrUVhCI7ESXGkJhCa1Hm3jkOqMKI3ZPWJJTY5BYmlEmoLTw6gii4OUnCfpmoxIuyR6BS0zOl3L9WN52rpLOVsj1j5FIVmODHnnWdK1FXJpyKCwk4r1KLubWUg8im5Kq9sj0RohFWOB4WBT8kt/9Ps8c+QwT7VXUEohgcwYTpke250i+cQyUZ5cL/JwTkRGh8TFlAXKnFZT3FR8/t/i17pIxLUy/2efpH/yFDII8MfHCOevrAu8EEc+9mvUv/YgbqXCxNveivQ9Wk99mxP/9bfoHjrMdT/7L5+zzanf/0MWPn0v3tgYo3ffiVsuk7Y79I4fp/PMgddMzAqXlnn6X/8b0nab0TfeRW7zZnpHj7H0ub+g9cST3PxL/wG3fO3ZGHGtzonf+m1kEGCi6IrrXeu5fDHn/rXmmsWsP/zDP3wl+rHBBlfFXXuu595HHgagmMtxYKmLyQbctvNWpBCUfEGjbxAC9k0N1eOcJymkKceyu7hteuxi0+Zglm17xtlWzIG7HcQFirMqgukPb2C7j+OWa7hvSKB080U3nM8X1WAF9MKQ+XqNQXuFfFCkUBb4PZ9Ti6OMF6ep+g1md2ziG8cWqLVWyXsu101WcaRmvr7Ank2zbBmb5FRtma0TU9y0bcfwop4k1NbO0IsNFWNYE0ORKkwFvmPRZjjobMfOc2b2rp7vfiFrGsnHqLBVnP85/H3b57cZPM9WLw6vGzJ+5LzBd1zM0bj+9VgZ9tyg+fzg2TActJXc4fOhVuTcDIEh1HLo5aHBdyA1DlUVcyaWGCtphZaKMKw0c6xGMQU3YU/R4nYy6hZiEdIVEbfNzLIUNRgMVnnDeIMRZxNr/VFaqcSS8BO37+WhJ/OEjZhC6KJ1RnK6Rr+xxsjNu4ZCVmeAd+sO9IPPIIAt1VE258vYKAUpcLwCzT3bOSSqrNUk1TTi5mqV6tWclpfbIP2CSK724uOviVfVNaVub/C6Yvv27Rw4cICjR49y3XXXPe+6999/P1rrF1xvg+9snr7/YQ58/DPEypLlFE6nz4GPfwaARmjQcYul2hzlWBF0NQe8AZmUbOsLuo7PiSBll5plW2YoDiLCgceiP4keLHLLwKclMhaUoukpKkhy6YA0GCNUDmWpMfkS1zm3cCg+TtPOkdHHkAEWa7rU9DKzdpRAQV1p8qWAtP8YS9IwXQh4czjCI26J9uAYwkqm/C3IZJFVQtpZHZUlxDx/xWUHcKRLbFOGscMX+zsKhovtFHJG09PnzNUNjhYXmaVfLtJKAYkVNFIHF4sSYhilJUGby2/zXC6U456Pc6mF+opbWASJGUY1+XKYbjhMUzwXafVcgSqQmol8xkLXX085VEKsT0y9UM/VWcEqNcNzkWXybN8EUguKHowFMVOFjHbscKTps7lo+Mq84HRHMeK5dBOHQSZwhCUzAiksqRXr5vqeMoRG4gjNqIJEKjQxcR88z0UFOWqDlE2OohhkLPY0vdhijCK1AwwSJXLEWrDc6zKSS8m0SyvMcGVCvZNnk5Nwh1ii09rMfNql4F1PWNlK0t5GWXwL7cR4vsV1BT08lgYuSdLhM3/xRe7s+ZSl5JlcguM4uEayGA+YER7bT/f5mR/5adYcQ6O8hWk1wYxWpJ6kW8noBfDnDx7g++6+8So+A98ZbP/pv48/PkYwM0PnmQM887//wovaT+Mbj1D/2oP4U5Pc+v/+37jlYSS8SVMO/d+/TO2rDzD2prsZe/Ob1rdZ/uKXWPj0vUy+82+w659+FOm6F+3TZC/+LuilcuK//hZpu82Oj/wDNn3g/evtJ3/n91j87OeZ++NPsPuf/uNr2qe1lqO//p9wSyVG3/RGFj/z2cuud63n8sWc+9cD1yxm3X333a9EPzbY4KqYHZ/kQ2+8h8eOHmal2SQxAe+49U1MVM/7zKTaXlRgrZQ+iXTKrCWloVh1oWnzuZvHK6UPWXnl6mXB7PNGNQAMooivH/g21WKJmYJHt9flZK3P922ZYCbIyMIWzxxvMWh+hcVBm9u2TLLW67DaXMVYgzaClU5KuThBJgqs9SOqhSJ37ryeP/rqF2j12nhKgU6JNeQkFD3NTCkjTB1OdlySl6Xg4NUOvL6zUMB/pMqsOCvYWMuv0uPTXHmW40VhLZueOHFR0/It2zDuNf8Ev8pcLGhJNJahX0jeGUZkCSm5c1yxpRhyeMXlzMAhUtDHxZUZVSchtYK1TJATPkrHVN2MUSNZUj6z+ZhEumhhuWH8DM2VUc5Ek9wm21S8DOuMUCxYtuQSJuVN3DSY5wtri5hSieJoia40tFcbvPnkAHnzMGIy3n8Sd3aC3D4fKZ5FiCZ6UCDt72C5N8kDSYmygpE0oj9IeXDLNoqdjJnyVbwf32UG6ZdL3S7mcqw0m69Rjza4Wt797nfzzDPP8F//63/lYx/72BXXW11d5Zd/+ZcRQvC+973vVezhBgDPPvVljj75J4i0jnXH2XP7j7Lvtuemg7wcPP3JLw6FLG84CMo8QZgYnv7kFxnbdQPPrjQY7Qtcx2VVNBlNJYnrsiISdooc1dTQT09T1BNYCSPdiLDg8k3PoaxillRGRwWkOqRqciAiqr0GXVFG5reRpH32VBOqhUN8K11guWcQUuCYoVG6Tlv0vVFO5BxM2ubWiQ7HZJGk2+Hbpo+Xa+LLefJOiU46isgGpN4IDTNHZmOMEBhrL0othItHKCnQMenZ5XMmAQqH4YSfAUIUFk2ozwk9w7WfO333XHEqveBviWA8r6mFiszA5asVXg7B1UW+D58/n1qoL2q/kMyC1pLzr+jKUVahUSz3BCngiKGjRnaVY8WcYwgzSXLBa7hwdGiBKIWlQZ7VQZmiH3OqC7PVDKwhTBXP1PN4SmOsIsoEsRE4Z/vsyKHbQqyHxvUFxxK4KTv8hJm85Ux/muNpwojrE9JnMXSIQ4PKxoltE2k1vpAkwgEhcOUorbBH1Y+IraHZy1jWmio9BC578w5H1ixr1qFmVqiaGfaFhkSlOB5YV1GPQAtLIB3izOWE7rIrH7C163JrBsdKhgEGlRn2UuJZ1cNzHSYiQaelWXBOkMttYmbNZ3w5pjkaszB5jdWUX+dUb7n5ZdlP45uPALD5Qz+0LqYASNdl64//GM3HHmfpL/5qXVAxacrpP/4E/sT4ZYUsAOlcfmynw5CFez/H2jcfJVxaumKE011/8Dt41eo1v5ZwaZnWU/vxJyeZef/F194tP/ajLH/xy9S++gA7fvrvoYLgCnt5Lkuf/wvaTz/DTf/nL9L+9jNXXO9az+W1rv964fV+J7XBBs9hdnxyPWLgrw+HhJdcgV0lLrId8kyNtp6g5F/QeM60+RwXpg/pCPoHIFsFWYHCXvAvU70smOWvH3+Uo4tnSLWmki+wZ9Ms1UKBv378UeIsw3UcpsfGCJOYU82EKfpsqXhMVsqMlHN86vAyzX6VPSc7FJ2QQStiOeljlMX1AtYGKf3BabZi2TpzA4dqdRY6DTyzRpR0UULjCI2RkGgwOAz00K/AIhjoFw4Zfy6XDpK+e1MNNfAb9Pg/bRkD/CIdHiB5oc2uifxqm+qZ+vpyd2aE7tVWz3vdMBycW4afMxgOgEcDzVTBRzhV+iKH63UggswqAgUhlpXYoSih5EpumklYOCnwXUFQ7FN2LYgIMp/UphxeE9R6hm4iOdqtstnx8O0JVuMdlPPvZrFeZTpd5s7pG/liFrKURsxUNvPesd1ssYLSDwzDyAf378eZSFDyQSxFLKOIYICnv8H8lr9PeU6S6/VQ5TxjezcTFQvsX0qvTsz6LuPS1G0YRpNOVKqvXac2uCp+8id/kj/90z/lr/7qr1BK8VM/9VNYO7we9no9FhcX+drXvsbv/u7vsra2xu7du/nwhz/8Gvf6e4tnn/oyc0/8JmnskOgCnm4z98RvArwigpZe65LlLhZSMlfgrHX58N+/kV84sB/r5tFS03YsOe2Q75xh1bQJA42T85lyAnLGQ68UyRyI4iYrWZeam1LVAp8AV4U0VJOiI7CqT6InOJNaRvMBH5h9gKfnTtOKLL4EISxxlmENZCg6yTxZs8XuTR5rosDhQYNUaKTQ9FJFbDSO6jLiRNSNQ2ZKuN40g3AVjVyfVLmQS6fazi+fWzO7KEL93PMXj2zUBYLRuWit5ycG1iKFK+3ZFLnz6YmvBedEr3NXsuebgozsUPgy9vy2V8M5760h50sIDc3fhy2pHRaCqfqaRgQCxdrAY6aY0oo9JMNo7pxrSbQ4K0YK8mpYdzLRAiEEBceQWYm2mmou5bopBzuYZGlhlX6/gZYDtMpIYwisIEgyQmmInaGgYa0m1X1SHXKqJQkcjbAKN7GEviUuJqwWxuklHtVE04kblN2Yd4ys8aWaQ4c8vShDC4uxBt8M6GYCrfJ8KVdhy9R1TLcbTHfOcCo/wFjDg7JHGY/JXMJ0sUGx1KYe+cSdDMR1JD6o0GF2tcXT9z98Rd+s71XSVguAYHrqOc+da+scfBaTpkjXpfXUftJ2h5kPfgAhJWvfepzB3Gmk51Lcs4fy3usve5yk1eaZf/vzhPML5LdvY/p978WmGfWHHyZtthCOgz8+jlMurQtZR3/tN1i9/6vs/pf/jKl3vfMFX0v76aHQVL391ud4TTn5HOW919N6aj/dw0eo3nrLVZ2fwZl55v7wvzPzgR+kcuONzytmXeu5vNb1Xy98743cN/iu4tYZly8dGyrpBU/QTyxjBQnW0o0NBU/Q1mNkaZfrJy4oUnBp1bBz6UNrX4T2V8GdhMo7ofswDA4OxS9vfLjuWSHsxIEj/PUX7mNSeBRKJQYjmke6z3LXdXv51vEjvO2Gmwk8jzfsvp7ltQatfo9cfY23bK2wnEbE/YDrynfSbluCoiZfOsGh1RUmjMQf2cTRVozAUskHbC6E3JA/hi8HnJivsxCuEKWwa8xlPDdgriWphQp7diQTaYm46qHJC/HdKWSd4yESfokuKxievGjO9aUhtGHmqZMXtS3evnM44vuOZOjYIa3Ck5rEgMVnvGAZWMuIH3NGgOsOB7Q9rckrSIUgsoK2lSy1BDnXBTdlOdO0U4dGJMBEjASWMAvYUhow4sec7viE5a1s9yU3Ft5PobKZYzsm2XJ8kaP5TdzswRvRDFAcTWBqsMj02Z6qsTIiuQ/rFBm6p4CNPUR+HNd9lrG7fgh5geKtrKXWu8ywP5ofCtdZbfh7UXrDd1VUFjw3dbsXhrT6fd5x062vcc82eCHy+Twf//jH+chHPsLnPvc5Pv/5z68/d9ddd63/ba1ly5Yt/Jf/8l9wX0cD0O8Fjj75J2eFrKEnYqJ9iIftr4SYpUZLOJ0+mXf+981JLWq0xPfdfSOf+JUm8/kyqSrhOw5pvMQZ1aYSpIwhWUwEh3TIOzc/xWj3JpbtKItxh4K2pAJAUJYJBCmLEQjpkQQBJdUmiTWTQZUnl1d4pulgbUKgBFIMjdfDxAASB4lwivTiFea6Lr0swhHDSN8UgTKGfga+0tw4Knl4tYfQEqkcjKggTBdpUyzDy6nGQYgAra+1uMHlRKdhH1/YO+r8JJ8UBk9A20hYt1i/XBGdC9tefsHrUiN8JSzCiucdwV1oJn8xF09iSiAnNalVDMxzz40BsBZx9rxZIDVQD4fbekpzsOHgyoTVwbCwQKQFvhpaEZQ8Q2ZhxFcMMghsQmYEmYFMGK4rGbQj+cvTPivhcbpRwmiQkldQj6CfgKu6KE+iMkGgJR1l0HqAJYdFEmcZiYbryzAaOPQlrGk42o2BAiIdMGEEhSQiumGCXU7A6cYi3V4TT0iENWRKY1UBxxujFy4RumOc8vMcDBRF4A06xzMqIlYROytd3J7E6bsUPeiPLZCPp6hHE6TCZ3Myx9Of/OKGmHUJzln/qGhl9TnPRcvDIASrNdHKCvnZWXpHjwEgPZenfvZfMZi7uLBS+cYb2Puv/xXuJX6RR37lVwnnF9j8v/ww237y7677Tm7+mx/i8X/yz8EYbvnl/+uiCKVrJTzrJ57bdHk7kWDTDDy1n3Bx8arELKs1R3711/HGx9n2Ez/+gutf67m81vVfLzzvtMNjjz3GU0899bIe8JXY5wbfu8yUHd6zOyDnDCM6co7gR27K8yM3F9bbIv8ObpkIGfX6YA3NbpMDi3U+NXcDf304ZKmTnb9p7T05FLIKN4M/Ad40oCA8fv6gukfayfHQZ77EhJsDqcgWGvDocdTJGk89cxBhhzeGlXwBTznsnd3KG6/bx3R1hjP9mzDq7Sz1d6C6ecpOiy0TRxkp+AyMwkjLLfk2+7bs4LbtW9k3IehFGUeXDLXuKjdPn2Y0D8IKjtYzHjkjOd2WpHY4S5igzlqdfqeKJq8s+cucl78mflmFrOrJlYuErLVd0yy+Ydd3hJB1vofnyoHD+TRDiRIQakU/hUYk2b8iWGzHHK7HrPYdwgT6iUbooT3sOV+NZiJ4cs3j/7MlYdQpc3pgSY1hzFMoaTFC44iEO2YM+6Yc3ri9ys1TNd779pvY/oNvZ+yunbSDPMd27ibf7zMmFtg88jA3jd3L3uJ91PYlULsXln6bYOchRHYcEyqssZgwwQ5i3O3bGXPX6F+Se9tPLGP5Sy6H0fwwWtMMhinGZjBcjuZfuZP/GnAudTvvB6w0m+T9YMP8/TuIXbt28dnPfpZ//I//MVNTU1hrL/o3NjbGRz7yET71qU+xZcuW17q733OItE6ivYvaEu0h0voVtnhp3Pwj7yWnBU5iwFqcxJDTgpt/5L0A3ILD1uXT3DD3LHc22yzrHsLVlAOHdsElEJoxleP+tsC9cZVGvsLxYpHIyZP3p0G6uKqFNooJxyNSDplw8KTPzrwlEH3CJMUYQd4ZVsizCFJj0RgMw/Svjuky103pJX0cCdZALwNrLFIIjNa0QkO7u4y0FgdFIKu4JPjK4jouSrpYK4fVm81LvX6fu95dnQn6kOF1sZ9JmqnEXHRLdeH183Jtl3v+pXFhr4dFWuxLOMLFQpbFMjDqsrYV5wzhNRcLZ+eqQWZArGEtlBxrB3jCkNrhpJfEkHMNnlRM5GCqBJN5DRaUNFQDy4hvONqSPLmqqEUp9UFEYlJ6CTQj8BXkFKRWkgqDcjTSJlhShuYI0dBzTIASkjODYbGk2gBqfZ+TkSZLYmwaMqJmCF2PsJ9nrATbK2MU/RxpliHQlL0CxcIsJTfPhBrFDtr0wzPgFRjPbWUqUoxlinwQMtdXJNalkCQEzS554ZLf3GIpN0Hf8zhTmmat+3JNOn/3MPKGYYT94r2fI+1219tNlnHmf/zP9eWs1wcgbbcBWPj0vQDc/H/9e970J3/Mbb/2Maq33UrnwEEO/T+/ctExWk/tp/3tpynfsI9tP/F3Liqg4k+MU75hH1Zr+icunpDe9hN/l9t/89cYe9Mbr+q16MHQe1fl85d93jnbrvtX59F7+k/+lP7Jk+z5mX+O8l+4aNS1nstrXf/1wvNGZv3ET/wEExMTPPjggy/bAV+JfW7wvc1M2blsetD5tt0QBdB9nFZniadqFaLc+ygWZ+knlq8fPsF7x75MpTDC+mW59y0o3gnBLkgfhXR5ONo6W70sPrmNhqyzrzTBt44cpqOgJSPaC02y+jwffMffGKbqjMzw+SefoZt6wxsLt0K+O+AHJnZxsm/pdk8zUVpG+mUcVWJPtcPyIKbZ1UxMNRgtlTkQFUlDSyvpUvRTYi1ZSyBwBd106D9guDCc/Ls7kuql8BHyvIeAj9Jk7WWLXDuPihKmDpxZXzZKsnzbjpf9OK8ECkvJtQhhaSYKBaizaQPZ+mfKkJlhysBUDrQ1rA4kMsyYyAmkzPAci9CCDIGwGoQg7xoqvsUaRSeDiYGL5xTJgpQgkHQTh82jA3wXyjmHREzgCkW90ySdW6W3+m3mSVhy2yyGbWacM0wFp5BphZAq1dE1RrZ+DuLvg2ArbrWH3J6R1BvoTgVZyuNdvxm3bNkUTPFEffhtORfN2Y0Nb9pyiV9B9/GhV55z+RTj7yYuTN3e4DuPYrHIz/7sz/KzP/uzLC8vs7q6ui5kzb6OZk+/F7HuOJ5ur0dmAXgqwbrDSO8vff1r/I+//Dy1TouJcpUfe/8HrqmC2YV+XMthgcdWijSKmum+YE/fZ3J8nBvPVjP80m/8Ibe1m9xaXuWAn7CUeZQ7gmoeYsfBdQWjJYUjLfOxpDejWFqZZEttjrUowkgHkdvMDblDPNnPiFyPLpIAAZkgyGu6scQJFIGrGc0XONPo0U00oT6XuGdwZUBfxGSZgyd6eBJCAAuJhSwZRgW5xtIfDLipWmM1OcK4Y1gJJYNUkSDxpYvjDNe1WpNe0yX9womay1VyvhbO7eO19RW91LfKAA72JU9snotVu9KruzC663JvwVDoglYsUR0HV2nQw8ix1AxN51Or2T7iUvQt9b7FCsg5lqoHZ3oOYQquY3FSQWYsnoS1iP8/e+8dZ9lR3nl/q066OXUOk2c0CiPNCCEhCSGihEkGjIwN2Bh7bdbmhXVcv4Cxd9fmxZgFe71eB8yaJBsMFgZsWYCEBEhCWZoZTZBGk2d6Ooeb70lV9f5xu3umJydJg9Tfz0eavqfq1D1d9/S5dX7neX4PKQdWZh3Sac2Big9CYyuJRUxFGbTVjrJLyDSepTFG0woNVe3ShWTUMkyHmg5bcJVYSjXbjzSwe18B23mCi1qKVKGLR3VIyo5Q9iBa2ySiCgOih9gxZBHE6SLCNGhkJlnZsNhbjJgKHMKkAF8TEPGSKMK2Z1hSHSfMaAKdYGvHGn7wyPGN4M/12vCTStcrXs7ED39EeeMmNn7wtyi97Op2OuHmJ4lmynhdnQQTk/MC1FxqvbAsLvmDj5Doaa9l0suXcfFH/1+e+I0PUd26jerTO+ZTDsd/eC8AfW950zHpf3BYZJobew63VMQtFY/p/1xQ2/EMQ7f9KwNvfcsJUyeP5kzn8kz7XyicMs3w6A/yfPBsjLnIC4+RaszmkYippqYjJVnf55y9p82safND0y1aGUPWa1+8sp4gHWxibzXFhnwO7AKYAEQS/N2QexkkL4VweEH1snhyJ935AuVdQ6xI5bm3MYIyhhQW3cVuWkMTPGnZ7KnmqLKCqdoOGrVhZjJdDOT7ODTaYLCseMxvku/0sWQvOg5Zlk9TtC0ahPjVPeybCUmINLabZ6QS0ZEIOVBxyDqKSDl4wqClwdewMDxesihqHcYCfo8MbxFJAD5t8nyQCs3zKGj1PLkPKzo85+OXLiFOuifZ48IgITSubUhYhpayUErgCBDGYIt22sfcNFm0ayh0JSJSrmS80X7a2YwVYw3Iu7OLCmlYkw9oRha2tBjMaUAx0Yj4/kgCS1W5OdVNwUtQ9VKMF0N8Ncy07ub6nAW6yc4xjWz0oeOYIRHx432beYmlkStXIdynuXdGcn1nlt6uIslSBZnognAMksvBzjFiXcyj1c1MKJcu43F1XGNQKUrdb+amQoLNIxET9fa15fqeKXqCTTByRDphPNGOyDqSo732FlnkOeK1r30tHR0dfP3rX5/f9uijj+I4Dhs2bJjf1tvbS29v73FGWOT5YM2VP9/2yAraEVmuFZL2YpZd+fPcdf+9/NXXv4KDIGO7VOo1/urrXwE4rZvWI/24Ruoem6cq5N1p4nwfo0mPg8R86J2v4fIbrmfLPQ8w/d3vMtV/iPHQohR4vDxtsyMJ01aCYtbFUpoojjhYayGN4qFtLtWxH0CrTt0KiQnIGMOYSRHJKjEBg56LdEJ84zFUd1BOCceqImgw2dRgSZJCoyJBGNtIkiSxULHGt5LEGoKoclTJlXblPqE1Y8S8vn+YxyaTbJxwSNoBkW4bjLd0MB8VZEsAB44bYa1YmDqoWShcnU5a4cm4MNdaoTl8ky4wmHP4Hc9lX5itgIhhqiWRUmBjaBnZLiIz22emoUnYNhPNCGUESlvMBO24MM+CQAm0ZWGkjREhRrbFz/FGRM4OCLVAGtrrYduQiCGMNdiSIJrBxBBJjQdoo7EdKEoDepBJWWePqTOjNBl7CQd9jfBX02V2E+lxpJdkPMihVEDe03RZ3XixJqEcaskkVWlhZI7dxQEGxBQD3gyVMGZCCtLdHi8xkEjlqDcSRGkF0iId+VSLFv96x+OMfPFfUNM1rFKWy2+5mVE3Pqdrw08ywrK45GMfYfjb/87Ej+5l/J4fIl2H/LrLuPjD/5Udf/ZpAJxCO23QTretJDIrV8wLWXNYnkfhyg2Mf/9u6jt3zotA1e3bQUqKL7nyuMcQTE0BkOw7t+/SuYisuQito4nnIrfSx4/cmsMoxTP/669I9vez9D3vOu33P9O5PNP+FwqnVAaCIOBb3/rWc3AoiyxymJFqzF27/LboFE/xg83P8LUflXnFqk5uXn/pqaMITuB1M9XUWNLwzERELTBkPcGrUxOUmR0vuQrqj4JIQVSGuAqWBQO/sSAaw+oYY4Pu5tuNpxkxAWtTJYTSNIXikoGLGKnClhGP4VqLVvlpAn+cXKaffH419coMXw520pfrptTZS6r5DDS2s7ZDsLzk8c3dmio1WrFHLUygowZd6RaBSjJSNoRGsrbD8NQkhDFkXWj5R3ownCh7+MjF24W5+Ho28ID/QY4bxOEn45No9HkSsrxKg45do/OvW8U0Mysv7JvJdvpBewkZG4mHxpKCJIZAOAgDEYpIg2uB0G0vjFIixgiDJWDaF8RGkHcVWrdLawfGojMRE2rNhG9TDy0uLRmkDfvLHikrSVV0ocwhHiJmvWXRkwhJFR0eGipQSFuE3hqEUYjGIdb15JkWPQyV9/PSjiQDEirVaaoFRSPRz86ES9eyXkRrKwWZJtizk6iSZAT4brVBKdtJT1ZSn36Cbw9r3rpukMHap+jTVfrcAVj5NvD6YPo7x1YsNe7xK5we6bW3yCLPEYcOHSIIggXbFiPdL3zmfLF2bvxn3Nlqhstmqxn+z4/+Pg4Cz2ovxT3LBhXz1Ttun79h3XLPA2y57c4FN7pzHjtH+nHtqTZxpIMjJR3pMr4amB/Ldjv46tceJOo3lOxOSjpiUmiesHKscBT7Wk3sELR2mZzxMcAV2QT3z2RIMM3lIsMyU2CvmMHXLWaiJKsLYzQjiwSKPSYCAsphnlYwzlTTpS9TIOVUUdow1XSIRQpNTGwJJqjjGINRPthZYhVg4c+uSmZ9qIBIWGStmL1Vj7RtIQFf2ThCI2lHpM9FBYUaTixmHR1xdbQwcy5CzU9GgZxzFaNOvFo69e8vaEdhzVVmCrQgmHXXsgHbaqch7q0q9lXjtm8abb8sYQAhUKJdWMYyAqM1LSNwhEFoKIcxaUewNKPYWnHR2tBhaRwnpm5sLDSuBQbZNqcHKjpGhRZELtLyqaghDsgcoR8yqachbOGFZRp2H5PpFKo1RBxO4VoaL3sZvgRFla7McoJ0J3L6cQpRHScS7HOL5Fo13nL5JF46SahcbCtkUiZ4/OBLmMj14RDiJuokjI8cdwiqDeKkhV1t8PRf/Qv3WxUGjMb2XGp5gUgce214ISNtm8F3vJ3Bd7x9wXYdhrSGR7BzORI97YeNyYG2H5WVTh8zDoCdaW/XQbu4k1GKYGISJ587bgXBsFymvms3Xk83iXN8MJQcGACgNTx83HZ/eKTd7wSeWnOolo8/O8aDt/z8cfvs/uu/Zfdf/y19b3kTK3/1V+a3n8lcnk3/C4FTiln1ep2PfOQjz8WxLHKBcF4jos6SzSMRWU/it6Z4eNvDpJJpeoslnh5v0nr4gZN7usx53Rx9c1p6M1IUeGQopJi0yCcFfgxbZwqsLdaBVNvkPXM11LcABmQK8q84Jq3IW7+CvjvLvL64gr8c24hEkMNmycqLORhkSWQEM7UaRnsIO00mPUAUV9i95y6kMKzMG/rlQbpKOXQr4G39DS7rKvFP+xVdXWP0OFmeaa5kamyGgjtCxm7wU8vrPLhPAjG7ZiyMaZJ1DVlHMe4fHQF0qsXVT8YC7FzJIvgz8lwhDpse32F8/ozauf/2xtD/xJ4Fm0bWL8fYz18lo9PBAjKuoRWBMnN2rRKFRSml2DfTftrpSnCs9hI2YRtsoXFtCCJJ3QgkgrzbTpmR0iZlGTK2wHPg4lyIZ2l+fChDRbmUm5KWTqItqCoHKbqZ0vC43+CS7AD2SAc9xQGW5EfYdGCCKwY7eEevw9L+GG1Wsd3aTXcqi6n5JPfuw13VRFgtDlVTuJdCn5fCO7SHg36ax6YrfH/vMK6OeMm6fnIZRa5jHVTH+e6mh+hIW0xEg3Rlhri67zMMDlwNif5j0wlVC1RldtIy8ynG5F/xHH9iiywCtm0fI2bBYqT7TwKXbHjdcc3eJ6plMvbC725XWkxUy0BbyNr2uW8RWGb+Rnfb574FwOWvuX7Wj6t9o1YNDXlXEGmHpOPPj7WnGvOJO0eoYHNVBsrNBDuFhW8iZBDQcvL8VF+CO4aTTMYjuEmPS1IpWsMWWiQYd33uZ5R85CANFEyaXyq12OtnUEU4CKSrmkOBAyImjqpYXhcjQS9KN5BWgkhOIUyM7QhUXCcwrbaYYUDFCsPh81pgMWejriUsScUMVyxyKchYbV+tWjQXeX70d22ThTboJ2Kuz4WVKnOhMzdrEnCEITCnd19ggMiIY9JADW1hySjmrTIkAmv2Z2UArHYH037fZmyAGFsKHAtaESSlwbUNu+o2UhiUhLoWJFyNGyii2fNEoJFIAiyaJkFvmKFOixkq5AONJRsE5Ih1AyuskXAyVJMurWiKpOvixQmUClEzWwmS/ehEit3xKPnyGFc1FLIVUHZiZDZLzt1AcvszOBsauIk6NXq4q/xqphMlvERIgwQxWZZNjeKaOrHbfggttSJdjogSAbKYQipDx0TAVJeH8Q5fG16sTNx3PyaO6XrFDfPb8ldcDkLQOngQo/UxaYPNA23rD29OgJltVy3/uP0P/eu3QGt6X3/zOR9v/vJ1AJQ3bj7mveJmi+rTO5CeR3btRScdRzg23a977XHbGnv20Nizl9yll5Do7ye79vRSEI83l+ez/3PJSa9ER1bDOZ8UZktcLnLhcWREVFdG0ggNd+3yuWl14jkVtKaamq6MZPOOnaSSadKJFMZARSUopB0e3bnjxGLWSbxujHlte/ky+zivUp1k6yHYKTczPtXN1auWM5h3Ib26Xd3wBN44bn8Jbr6SFY7FjaP7CbIuxWX9PBkl8YIIqydDMFUnlS5SqzSIo3G6vQquNYYUEbbvUG9meE1xmmqyxX1Tg6y9boBndu2iz5M0RI6nRppMVZtUidg5rlmZD6grG1fEhJFLPTaMNSxCc3TVHIvji1XPTgWdC5VuJJ8hzwpx+Ly91TT5LOduXJgZmSE3PD3/ujLYQaOncM7jPlscubxXQC2U8/4X7apDmjCAONY4tkHH7bLYSoNlGbrTmpTU5JKaXTM2QkHWM9iyfWNhC0hY0IoFOrDJt2x8I0g5DpUoQUvbJFwHPzb4rUmK2T4GCw7TjTGmGj6etrjGuZJrblyO3XycrJjCCvL869YkU2Y3+yqTtCp1eg41kOkE6dQqjL+RgajJFQmfeNTiUGOGb2+3yISj0GwgE4KHnhrm5ZmL6Cyk8Os7+fedDitKLmE8iZsssX3M8Evx9xm89AMLJ8zKgG5A8c3t68kRKcZHXhOGJsd5dOcOJipluvIFrl6zdtF7apFnhb6+PoaGhnjyySe54orTK+G9yIVNV65ApV6bj8wCCLWiK1cAYMttd7aFrNkb3dgVtELN1i/8G1tuu5P+PGSSNZp5QTFZ5WAtItQSaZJEcUQsE4zJXrzppyjXtrMljAmJ6YgleCniWLGvMcMVHUvZkLyBR8K9aLdEODPFdHMzxplE2R7TUmPJkBkr5Bma7Kn4QJqeSckyJI6KKQnQKYcw8tBxkyiYwAiJk+zDsjPEwfhsqltEW5lwMToiNs0FlZfnagEChAqerrUfRBVjqMRgCYvQnGwtc7ri7pFC1rl4Zp2ocuELjyMrJQZHpDCezE/ryP3gxCvTOebMMswxqZ9i/j0E4FkapIVC04od9lQUsTZ40uCItnDmAmmrLYq5wkJZkqTS1JUkwnDQjWnGNTCKnBYMNASR41FVLWpSYTmdNKMKGR2BgVQsyMgsg2GSPfYYL4k0I4llJJtVqn7A5fTQ01Ukci0adpryxCiJR4uYbIInVTfZZEylYFC2hYUixmLKLrE2PlxgKluJCV1BQVuMGU0sNJOmRXOyRivnMJAtHDO/P6neWq2RUYyKSfT2Iu2F95dxsznvWzVHfc9e9n3xVuxMhoEjooYS3d2Urn4p0488yvC//wcDb33LfNvMxk2UN27CSqcpvmQDAEII0suX0dizl4l776f7VYfnavLHDzL87/9BcnCA/re86ZhjDqdniJsN3GJxPr3xZCT7eilsWE9502ZG7vgu/W9+43zbwa/+M9r36Xn9zcdEiB09N5bnseZDHzh6eAAOfPVrNPbspevVr6L35mMfmpzJXJ5N/wuBk6oTt95663N1HItcIMxFRB3pKTW3/bkUszpSbSGtXC9TzLXN9vy47XWVSbqMzcyceOcTed00n2Yg8lndNcmhVpHtkymqQ49xWSbEEYZ9h7ayZdcjvOaSZay99N10ncLk2e0v4b7nVbx6Qz/fvOO7WEGTup3FKVlUR8boDDSxGMauP4ltKgSxZqplUFpSsSKKbplQ1+hPBjzTLPNPjyieGE2Tt3OsTA9TKU+StSKmWuBZhl3lJDnLEGhNb6bFzrKDMmdqOfrCXmzNsQKLz5CnW7QXmdoY/jcNbmvbzJ41Mlb0bt63YNvwS1bOh89fiBzvObVe0G5wLaiG4CuJKw22MFizFaYEYLRN0o25vLNByXUYa9rMBBYIwYpcTDMS1EJJMxZoA1pAEDuMNC208UlaIIUiKTLgOazOTVCUHbiFZbxsMM/a6CDP7C0xdX8OZ92reNRvQfhjvOo4nTkPP5nnx9s281JZZOXgANVYUlOruWEgJN73FOGIx/1PXkIm4VPMx+RaDq3pNMlilZ0TLToL8ODeOhXfwZIWxWSILwTPTMF3n/H51bUnSCec9do7HkOT43z74QcopNP0FIvUWy2+faqo0UUWOUte85rX8KUvfYn3vOc9rF27ltTsYrNSqfDe9773tMcRQvClL33p2TrMRY7gVDeZ73rjm9s+OCrGlRahVkQY3vXGNwOgpmvEyYUCi4wVpeEmw0sVh0QfF3c8hW3K1FoZqoGk5EXohmRy8hB1p59GcpqmFVMziq01Q4cbkE2ksIUA19CJ5vHhDINRhO1kicIWO1MZxn2JURFSzQAWFUvToi0p1HEIVUhVSSaNYSaO6bQFzaYh1AqtY8AGo1HhFFoFoNs+QfNPErXPXPXAE8lPEVCPIGFrWhGEsThv9gCHORMh63h95+SZC3cN8OzQlh0FJ1+D2sx9yhbObEVBY441qz9S5tLz/5+b58PzLWkXbhFAPWifDTEQxwCCQAs82t6etRAsaTDEuDa4tmZCGQI0EBGaBlgGoWDMNSQR1BJ5Ih1APIMbBEyZKbSR5HApiCQpK0E1ikk0AorSpomPJoljFDu9KgNuJ6F0Sanmgr/VSmeGUlAjMxawr7uLppPEJcRqjbKvcpCKpchIm2tCSdFyWW6l2aYqjKuQjLTxIsOMUlSCFnfdf+/8deRcfffOJ1MPPcz0w48AEM6UAajt2MHOv/wrAOxcjhW//Evz/bf90X8nGJ/gqr//22O8rrb90R8jPZfU0iVYySStoSFmHnsC6bpc8rGP4HWUFvRf+Z9/rS24fP6LzDz2OOmVKwjGxpl6+BGElKz+4G8sEJ+W/NzP8vQn/ye7/uqvKW/ciNfZSW3nLiqbnyTR38elf/QHSPdYz9v9t/4j4/f8kNX/5f+h57WvOa15Wfnr72fL//tR9n7uH6g8+STJwUHqz+yksmUrif5+lv3Cu4/Z52Rzc6ac6Vyeaf8Lgec2d2yRC565iKgjSbuCifpzW6VlfZ/DXbt8vESOpt/CspO0IsPaTrtdJTBfOPHOdtexXjetA9DaS97toqV7uCQ3RHn/D3HyK9EijRvuIZuQBPalPDDqYWceQru99HQuO+WxrrzsIn6up8CjO3dgNh5EjQVc3XcJteDHbBn9PkR1WtpQ86EZynZ5OFugtObOQ4LVpRTjgUUmc5BLkoIHhwwP1jSRjoAIz9IMpDQjFY8xFVPXNrsrklAJIo73pOvFIVidiCuw+TPyZEX7PI6M4U+ocQ/HpuicCaWdIySqh00cJ9f0EeZObtp4IXCqpb9CECiDZs5IV4DRBKpdSCBpNJ3JdtphwlK8fNBQCSJiLdlTs0g7EhXHbJ1OUiCiL6sYqic52MiRTzRwUNRCi1rksDQXcll2mtFWB5PKZUWxRLXlEusEXQNDxMO91CMYS45z6fIukqUO4r1jLI0DdIfPeOoQM7aiw17JK/qvpS9dIBgvEw5NMF7fRK9dImrWWJU7yGPxJCnTolybpNrq4ukpm0s6FSlbg3BJORYdqsVjoxl+tXwfEIPdA15v+6brFOmEj+7cQSGdJpdqL5Dm/j1p1Ogii5wl/+W//BeeeeYZHnzwQbZu3Tq/PYoiHnnkkdMe50KrQvRC5XRuMuf+PZHgZZWy2NUGsXv4MyvMxPhJSexKxmsee0ddttTTuI5mVdqiMpWioSXZgmJXwyKKQ4yVI2VblP1pJn2XWCh6mGJKO6RND5ko4rJihVcsGWdLZS/jFUWSiLoBXxg8ExAqkJYDaELlIQiQ0iLGxuiQKaNIioiCK2kqm1ALtBEYHIjLgMaIBMynprU4nSgqX1vo2CJUMc35pc2ZRlDNxfscj9Md60SR7nPbX5zpvqdO6DTYQhCbdt/4hA9gj7duPTYCTwK2NCh14vcOAEe3SwMYZbCEoByBrQztGj1zTmuzfTBEFuxNanrVDI7bwJU+XmKCZMNQ1xGxrhHh0CtcGnbIukpAh6+IStPsz/XjygRB3ICWoBU3EZNb2NSokPIcctIh59dpNFqUm3tRU1sR3VniVJ6RaIwuFVPEpoHmEeq8ZibJkkSCfgS+K4mMwnFslmXy2FIs8M366h23n9J377misXcf4/f8cME2f3QMf7RdNMfr7logZp2MjuuvZfL+HzPxo3vRQYjbUaLn5psYvOVn8Do7junvdXaw4c8/xcGv/QvTjzxKdftTWMkkpatfyuAtP0P2ojULx7/2ZVz8kd/n0De+xdSDD4MxJAf6WfoL76b/zW/ESibPbhKOQ7Kvl/Wf+RQHvvLPzGzcyMzjG3GLBfre8iaW/vw7sTOZ8/Zex+NM5/JM+18ILIpZiyxgLiJqLiILoBEaOlInWgg8O/TlbG5anUBEF3H3pgfpzsEVvWlsfMqNBq9ct35B/yN9vvrdy3hJ8k7yaQ573TS3QfoylqZKbBoJKTLGaDNBLt1gplUn5eXAEhTlFAeDQSwnz6FDjywUs/whmLoTGhvbrzNXQulmSAwy2NlNd2iz+p4pfhh1Uh2tMl15DGlqWAJqsaAZCYwBx4K0a7ClYtt0ki3T0JmCJ8cg1CEgqfoWjqWIjSTnKobrFqMtQzSbUhgfsTB7cUtXx/LTJOeFrIbRfIQqTxzXFPb0sJsB3U8Nzb+OPYfxdUvP+TgvJFqqPV8GaMRgIXFE+6lnaCyaEVy/LGZJuhNhz3BR2ufSLsUP93tsn3JpqgIv75fsrSummobxoJtC0sYhJtaGhBDkE5ByQzxZZ2XW0N93CcJK44QtyiZDd75GuQyBlyAxuo/MJeuRKYmTCaC+k5WZbtI1xX+6vBfBOEqH7B8Z5e7xPTx+6Bn2licYDA/x8mUBJZHgJckcTwmBDkZJmR5WdHVj9EGeHtM0TYaUUybvNHDcDkhdBtFIO50wnoLeXz5hRNYcE5UyPcWFJZozyeTJo0YXWeQsSafTfOELX2DXrl3s3LkT3/f5yEc+Qjab5aMf/ejzfXg/sfzgkW18475tTLU0HUnJO15xGa++5rJzHvd0bzJvuuHGE950Xn7LzWz73LdohZrYEdiRIeErRvs9puOAzdEMKxU0/AyqaZiuSS5J2AwkPfyUy6O7p1iWSZB2pwiSHibKUAl8hhtNUlGBVaFhXyGJdmYY7B6jnFjB9lqBnDVOM9Wk7ifRsUNTRViWIItDTEgUG7AzYEJqMgBpqGmIY0PKVbiWohZpWioB2sdYKTDhrPoQcqbx5KGG8JxuV+bWS0eLI6djvXCiFZY4Sdsic0QIXKOxMUjZNn8/zJlX3hZAqBSe1LOpiHDsZ2ihUSQsTXciohGnmA7bBZMWSvmzgpY159/lM6lG8EKHjkQWx4a0VaMeaWJlmLFi4nAcnybGEmgvzXLfcFGg2Z/KYJMjOTrBqNxNRkV0+ZJyUvF0dYql09t4LJsh7Upygct0NWZnbRdLUoJmd4psJaajGYMSbE0GXJlIgza8rJYgSFmM9SQJHQtjzALfrFP57j2XLH3Xz7H0XT932v1f+rm/O2Hb4M+8jcGfedsZvb+Tz7Py/b/Kyvf/6mn173jZNXS87Jozeo81v/kh1vzmh85oHwCvq5M1v/nB0+5/srk5mlPN+5nO5dnM/fPNopi1yALmIqKgHZHVCA21QHPtkmMrPjzb9OVsfvFlS3n1qsS8L00hX+CV69YviHw42uerHPZz59TreK29lZIz63WTXAmJpZSEZEOfS220StLLEUV1co4gYWcwCPygSimdwHYyhK2xwwfjD8HYrdDaDXYREFB7AMJx6P0FwukUjTs30jk9zau6JP9nbBhjprEth5QTM+238/Yl4FoaKQwCw6QvCGNJGGtaqh2CrY0Fs5VbMq7EV5qKLwhmn2gtPlc/OZ+iRo+RLMXm96iwk/jsBjKGvif2LJjvsXVLUZ5zwl0uVGw4o1nQtKscKiAnFH6Y45mypC5cSp5iXSGNEAnesKbCLRf7jNX7GQs1f7kxZHclxI8bWEmbjKdpRBJHanKWT1ci5sruFq9Y1qKhn2T7OEiVxMsbdJwnlXJ4eZfm4XFJvdVqRzu1doNM0yo4dNan0S0H4aU5NPkQX9luOJAT5Ip5lgjBU7Vd1A/A6/pSJDozXOSUuOX1gwymyjwz2cU3H29STERk3Jh66HKwkuXtVy2F1HJgefuXj6sQHr/yzJF05QuHj3GWU0aNLrLIObJ69WpWr14NwEc+8hE8z+Ptb7/wPCx+EvjBI9v43PefxlIhSSIqTYfPff9pgHMWtI53kxkpzZOjQ7zlg+8/obfN0amJr37VxXibD2DPVjOcWWqhjWKfqpHExjUeBSegpSxSSjMUKwZtB9UM6bXrWHTRakimoyli08RX7UdhDSvNqG0wwQyFXJ1vDGmKQRW7ViWb6aZsoEu0sIxiyg9phBCKEGOS+IToSNIkJmkLOj1B0IJGLEEKEjZ0p2IaSjIdOkgngwprCN3AED8HMUyn6w96tkLWooh1JoRIbAzCHG26f7Iz4XifjUIBfgTyiGWYRKGP6m9LKLmKauzhiHZCRPvdjzZeWHgMykAUa4IoImFZBAiSxAQafBRKRHQbi5aEh5I+j1hQclJ0G583jdR42C6zP5tgr5elr8tjadiiu1rj4cQIsuExaqcYc5IUSVFozhC6LmEmz1TComMMhJtiXIesb0mKsU3NMVi0vbSciYCqA6nOw2uOU/nunS0/qT5ci7w4WRSzFlnAXETU5pGIiXq7muG1S55b8/ejGezsPmnazvF8vmoM8khrCT+1dDZUdOLb86mHpZRFqaODWy4b59tPJ/FjcHSAHxtqgcfLLuohjuo4ie7DBs+HfkiX3MfVSzMMzn2RCAH+Xmp7/5qdzySppyFxWZ2s8nGrCiuOyEooZGzKQUSgBUa3q08ZYxhv2fhaIoFWZBEYg0BiaJtpCw1+qPG1Q6DV/FfuizOY/fQJgQ9TJYdg5AyfAM+RmKlT2nNYzGx05qgs6zpPR/jcIml7jvixID6BFGod4WMxZ+aqAEeAxGIiKNAVOPTEI1y/tMJT5Sz79yXoKWgu7u6krrN8Y0eCsWYZKcpYIqbcjNGxxnMEpUSEMBHdbsyrBw3GSJ4eHeHgdIhmBTd4DZZNX457qYOImrx05UXc3agBkInLlMuSmUPTvD6dJDo4iUy5PNEcp9Kziq5cCjfSJEKDm0ox4gs2R4rXOjave+U6Bvt6IBqjo7+XwbFHCaOIhlI4SYvB1BAdRy/6rEw7Qutk+ENcXdrPt594EtIlMsVLqKvUcaNGTzYGtcfbHn92F4461p9hkUVOxgc/+EHSp2FCu8jx+cZ927BUiDsbuesSEar29nMVs46+yWxEEQcaFRKWdcK0w+OlJv7Ltkf40LvfzU033Mhd99/LP3/tNjhUZjctOiyXqVGHVrLFQW1RsNKkiejUijiKuTyZYEu1yYxS+FohDAhiNJJxKtSlQKsKdqiZlCmsoMWIjtHVaUoOXJor88yMZLTe/n5Q0pBwAhoBgMaRkoyjiExMyhaEkaAaQD2ElC3AqhPrBLaVwJIKoYNZ/6TnghP5Wy3yfBAjiM3x1h8nEwyP/bzm1yhaYDNXBfHYfpGG8ZaDEJCwFRbWbN+Tn30GcCxBgGY8DGhECq8dvIUz26EVKyxhtSt1CkMY1wlMln/tyVLRhg4stA7ZIwP8ZBcrG032eE3W1zXdhMxkqjQ05CLDTNS+NkwHLcZbTYwt6beTTPUkyMclDjam6JsJEQmLQ3bESNCk72CL//Sh/8LP/9wtvOuNb+aTt36RRlxFGUOsNJGJ6Q0CfuWjv39WItSF5MO1yCKnw6KYtcgx9OXs51W8OlNOy+crexVM397+2cqA28NgZg9v3bCeH+yus+/QFrqzFpdfcj35pEZFFezs+sMGz+mYejnkm0+UeWNXjX5bI5MROnWAEbOGVmuQZfltRJ7moeHLKbqT2AIgYrJpUUg4NKKIyEhsIZhsWgS0n1FZAmrKzGbvt4mArIQZBbFRCwpJL/wqPp0y1C9cJPBKXH5AuGB7A0PjbOZFa/o37l2waWTDCoz13KbZnk8EhrSjCJV9wlNFGo3icKphez9IWBbCgiQz3DQwhREVtk1Kcl6NK3unqLdcHjnYhbSGqIeDDKSSJIkZKisCZQgiQ2cyYmW2yfJMzDsvDghUhn/bkSef8Lmic4I9B3q5p5zjzRuKLE89CME4q9ZfSSazjkcPVDm0T1GcHOONg4P0ew7R0BTxyBDj2iV0InKui/QErOqha3QUSY31vUVuecu1OKVsO9LK7kIbwxuuehm7Rw5RaTbIp9KsyqRR8VFeanPm7yfCH4Lp2xks5HnrVRt4dPc+xg7dR1f/y3nly15+en5Zs2Ng5dvFKlSdvHoE/MtPmd64yCJzfOlLX0IIwete9zqWLFnyfB/O88fP/zwcmd77znfCBz4AzSa88Y3H9n/f++B97yOcLPMH//znxzR/75rXA++EgwfhF3/x2P1/93fhLW+BHTvgP//nY9s/9jHe9cY3c/tf/29+7b4HkAh8FaONwbNsbrvhenb297F2aIgl7/kFWLESgCV79/AJFfNPr7yR/d1dXLR/hLc/8gjmX/6dJ6RFp4n5bQm33vBKNgcRS/bv4gN7DoJtYwmNMQrHCP78pvdy3ZoJLn7wAIUnttLSBjNvtG5491UvZcpTvH3oEL90aAQpBLaUaATaGN5y3ZXEJcHPPX2I3942gTKze85+Obz+hquItOF3dx/gTaMTGDR6VqhoSYtbbrgCPxZ8eNs+Xj25BWmnsEyLWMVMOja3XN0uV/+Jp/Zw3UxlwdQNJTx+8SWXAvAXW3eyoVpf0P5MOsV/Xt8uPf/ZzTu4qNFc0L4pl+a3160C4NYnnmbQX7g2eLCY56OXtOf7tke30hEttCC4u7PIxy9aDijueGgrSb3wgdjtPSU+s6p9jf7BA08e89F/vb+Tv13eTzJW3PHItmPav7ikhy8t6aEjiLjt8aeOaf/bZX18faCLwVbArRt3HNP+mZUD3N7bwUX1Jp99ctcx7R9fs4S7u4qsr9T5X9v2HNP+0YuX82Apx3XTVT7x9L5j2n/rspVszmd47cQMH9t58Jj2/3zFap7JpHjz6BS/u+fQMe2/eOVahpIe7zw0wW/sHzmm/ZarLmHKc/ilg2O87+CxD43eeM1ltGyL39g3zDuHJ49pf/X1VyCBD+08xFvGpwiPSFtsSYs3XnsFAvjoMwd47WR5PpFRA1Ouwztfug6F4BNP7T7m3DuU8PjVqy6lpWM+/sQzXF6pzUaTGbSBnekU/8/la6nY8Nmtz3Bxo9UuoIOFADblO/jvV1yFCQM+s/lxuv1mW0DTincRszNX5FvL19FRt/mDRx8iGYcoqx0rJoXgyVI3/3ftWqoi5MbvfhWhIn46UigM2hLc19fLvRdvoAeX/+dr/0L4zdsoZLL8ebWKMprvLB3gcyuXUgL+4u7vIgSYL/8j0109lPL5+esek5Nwyy3HzC2/8Rvwcz/Hd//5K3ziW/+GPOLhp8Zw98h4W8w6yXWP170ONm2C3/qtY9s/8Qm4/nrSmze3r6FH87/+F2zYAN//Pnz848e2f/azsHYt/Pu/w2c+c2z7rbfCkiXwta/B3/7tse233QadnfDFL7b/O5o77oBUCv7mb+DrXz+2/Yc/bP/76U/D7bcvbEsm4Tvfaf/8J38Cd9+9sL2jA77xjfbPH/kIPPjgwvbBQfjHf2z//Fu/1Z7DI7noIvj7v2///P73wzPPLGzfsKE9fwC/8AswNLSw/brr4E//tP3zO94BU1ML21/7WvjDP2z//IY3QOuoYllvfjP83u+1f37VqziG0/zOZXKSi97/fshmF7bPnnsn/M79/d+Hnp5jt8/yk6NYLPLi5agIBrJXLbjhOy2fr8QglN7cHicaA28QBn6TwXCYX+yaYKY5yGMHqjy+f5xqVGH1kiuIK4cOGzxHBdJSEtTKPBYledvFBdD7qcwY4myRruw4YZRD2pKu0iTT/gBiYj/FxBRjIRgBpaRBaZhoOSgMAoGNaqccGjGfQmgAXxuUMdhSotRcqeLj8eIVslzgv5PjRuHxd6bOP55jpcLs0BTZsfL865llXbQ6cyfe4QJHAJ5oV1lqxpLIiCMKiC8sJS6lROh2VNtcZaHZavBYSAZyMwy1AhLSZV2mRTEZsXPa5cFDGUYbmpau052aYqntUnJjWvlLENUaKh4nDnyu7xrn1UtjrPQgd+0pYaU9pBPRsiJW3HALld3b+O70g1xVWE2qdwNrPMOgeBCWXsd9T3QxZQ7x+Ngwk00HShniVJ7hpzpoxRUarku2o4CdSdLsW0WmuYfBi7txium2kKUqDMWXsnv0ISaqZXoLJV66ei2duTzVco5UtKXdb85fT1VObv5ee7wtQtk5BjtgsGN9e38p4XSN348YAwA7hxLp9vZFMWuR0ySKImzbfnELWedAMSlnv4kPf48aBFn3eBEkZ8ZNN9xIZudO7AceIYpjDG0hyzrCgN8Wkig+nAAexfF8+3QEVnB4VRBrhTZgCUHNMkwkDGtsi1hKJAKtJQIbWyZYEi0nkiksuRcwWAJAEpu5OnERChskGCSxMVjGoGdnI+FY1MKQAxW4QhukEO2CvaIdWV5KQS30ZiPJDz+GM7QD1pOOQgprNi5aoeM6ZnbsZx9BO47mZGujo9Pdjm5bTCO80IkNRPr4n+HhdML2zxqQs13b56TkRLe/kWlHpFuz1wUze+YiTFscsuaqM2o07cI5sdAIBKEUJJwOgvAgTWJCIBYKLEjHklAYdnsxKyOwYoMW4FoWSrfjxbQruZQUdW2Y0SFFI0gYQWhLmihy0qHLSbTrPJr2GTxZqeBYEgebhO3Qn87gxTGx1niWhcYwPDHO+PQU3731izz5zHbee/0NvOokcztdqy4QstozJqg0G6fxySyyyHOPMMa8eO+Gz5EgCNi6dSvr1q3D87yzGuPxxx/nqquuOs9H9hPOkeKVkW3xKbGc6SDJgekyYVChkXkTFy9ZTl/OXuCZdaTP102rTz89cmhyfD4KK5NMUm+1+I9HH+K1G15Cd74I4STB9m8wWR/hsXGb9WlDZ3aUTL6PhnMDq3v2Ylcg4Uimjc/dU69gx9A+to5sYqoZkbVjlhUgm+ngB89ME8aKZtTOzzcLFk4WksNPkhwJSquzdX16wZJB8ElybBCHU7M+ZMpsPAujdxnG9G7Zv2Db8EtWtlflP+F4aLKuItCSVmyhsY5IvDx83jnCwhaKSB8O7rcluMJiMCcYzFVwpMPFJcWVvVM8M53mO3vT5JyYOM5ysAHKSFaJNB2pFfh2ARU06avPcJHp5Iorpll9xQQt2cEXtjTJJQ1ddoOqv4QD3W/Haz6Mpev8wiuuxo+hFWm6nUl+9MwY9q4CGS9kbGgz+6Tm2kIfaXsDu6tJfqT3IaMxVly2nPLkDLv27iWD4k0X5Xjj9X2sWH0pQ+Fyvr1pL0orth3Yi6VbqGCMy3o9LCfHW6++nsFsE+IJomqSYG+JeDKB1ZHDW78Ct/+oMsQj/7cdTSWOEMuNbl+n+k7PePR4Y+za+Qyrl2VPf4xFnjPOx3f9s8Eb3vAGhoeH2bx58/N9KM8L5/q5HPbMauEQEeGgrCS/9rqLzznN8Ghj+bHRJ9BBZYG3TaBi8pksn//EpwD4lY/+/nxq4tZG+8baQmEJSahijLRxhSART3OgVqFlLAIkCTsBGKSwKcki17gbWJ5t4HA3j1dhqOoTmZBhbQhigbHaUVgGgRYeoHFtj6xnECbCTeQRJqDamEFpg2NZSCHIeIJWqKiHmlDbKK1nbdA1gnYEuS0sLNlO84pPcncxt8Y5vxwvNe146YYL11zH77/IhcHxvbOAeRlVH6ff3PnV9qkFSxw+D3zlIKwMlqoQmraQZMN8CqwEco7D0o4+9o6PI0SAQhJpQ2z0rMwjsaw0UqQQGJRq4CX76fAGKNRGmBAhjbhMVubIyAwZFKXmFJW4QSQNg9ojW8xR7vbI2O58lVnXV4xNTNOII9anOrBDhbYkj6kyWWmz2sm2hTBLMNntsnVmnHXFboQQ7KpMkbAcwOCrmNX5DuphwN5amYsKHbjSItSKCMOH3vnuE6YMHnkdmuPoa9W5sHjf++LmbD7/U33XL0ZmLfK8EQ5PE2zei5qqHr5xLDUXpt/M/AhUmRnVy6ZJh6STI50AFTzBXbt65wWrk/l8zfteVcp05QtcvWbtMalAj+7cQSGdJoxiHj7wFJVmg2qrwQPbt/G2624At5Ox8ZU8OFUnzzT5ksNef4B9Ex2szYT0dWUhHeAHAQf9DPsbPjXTZMWSddSn8oxP7qA63mBprUUQKpoKjFHHfXaoaT8ZMkYR6FN5PMyVhj6yRPQLm04knyHPKnH48vVV02TTWQhZnU8N4TYPp5lNrB0gyjz3xQ6eLSIkWTfG0TZKeLSOSKmYW+zNheED2EIjjARhobUimQyZ8V2KSYvr+2L68zaVwOOxUY+co8jahv2NAnkX4rjM3sCn051EKMM0kiu6Orkpuwo5lCVYlwBZZ03OJ1aSluqgzuVMNRW5xjS+KLJ1f4OBoI7wA/59fIz+7hDX6SXcMcPTzZXskVW2j/hcbh/gooHV3HTRdWzdu5HR0TH27NrLmmI31y5ZjaMMt91R4x0/fwmbq2PzEZZZy2fn3vsZizWHqkk+9Op+BhO7IfvmdhGHBzcicymsrgS64dO4cyPcfOVCQcvumvffm+dUqYlHc5wxJC2wV57Nx7zIi5TXvOY1fP7zn+fHP/4xL3/5y5/vw/mJY06waotO9mw1w/MjZB1tLB8kL8JvbQTi+ZvKchCAZc0bwl++eg0/2PQ4qJimEriiHZFVzHQy5TdpaYtyHBM3AmKtCI0BYRFEPl6igxhNZKXYbsYZGBWUyxo7UWcSRdSWxfDRCKOxhETgYEwMQhJog4pzSKNIiLUkrCaax0HEyFl/rFBpppp69uHawkdsBmu2+i2ntRQ5/0LWHEcLWscTsY6MTFZHvV7kwuJ4AmV7vXvYfsM6Zi0tgJQFsVLY0hArEELgWNDpRUTGpty0MOh5QeywL61FZC0j0D30ZQ7hz7rHh9ql7EdoozAYLJnGstL40RQaDVGFhl1AZrpINyaoCIVtJciGLXxCal6WZVFMJVYUkIR+wPaZClpDVzJNXyoLCYfRDKSdNFMZD9dXdEwEFIxFWUdYscFWmgM5wcFamWYcsrdWpieZwbMcYtM+h+eEqHG/QdpxF1RVbfgt/seX/i//+5//8bjm7u9645vbHlkqXiCAveuNbz7jT2/LPQ+w5bY7UbMFLC6/5WbIXzgPhBZ5YbAoZi3yvBAOT9O4c+7GsTB/4yiuG8UpHJF+QwR2kanpZ0g6V5N0BNpkyTNO1pZsHonmPb7mxKuRaszmkYhvbmuyf2KCfQceZVlHjkt6czQDn28//ADXrFnLloNjbDo4hXRyVKrDrBsosnNoF2nPo5jOEJQ62Lh7F+tXrmJZdw/bWjHRdIk1uXVsm+oDu0avs40DwQwX15KsKW4kEj4Z+3KCPduptZocmBlAYChYeTxpsacBttVAx4eLCh+PwIA4aY851FH/vrBZhsWfk6dHHF7c/B9T55/PMMXQqft07Tjs9xCmPCYveeGldxlguOmgsPFmfb/aXljt6j5azyVVKPpSivGGwJ/dUWIRG0XJi5j202yaaBKjcfCYbEpylmFPNcuUjhjMhXRnk+ycbJdxD80B8nY/VuyycXKIq9ZezEBtFU7hAMn+Kf5ua4soWoK9fCn7Ruost12u7EswMdYkciVLUwkmGlVWjFrEzYDJVo3tUYt0pFHSEBDwWHUX10bdXHPJa0hUHqF+WS+F/MK00P/4zl1sSwVIISikM6zJTnDdmmVomWSs3GCwu7+dIlh7nGDzIDKXws5WkeJhRH4G5aQJnwxx+99weNCj/fdOJzXxaI4zhmUa7e2LLHKa/Pqv/zrf+973+MM//EM+97nPsWrVquf7kH7iePU1l52zeHU0xzOWzzsu2a7L8YJdTFTLuLbTDsxUat5k+YEn7+f6vhZD9SpbqzbVOIlnZRlrlKlqi3pjBN+vYmY9ItsJdS7aEfhhlZSdxbMLTMU1HpzZSagjooZDr+0xlIzxdTvlqW2ErWknlttgYlARWth4mYuQVgpfW1j2AFKNYlkhlUDRin9SjA1OtR5qp9+ffn94tmLJFjlbrJN+GgoIlCJlaxKWJpISicGxLToT4KsJ6r4g1Mz7ybVTCyVSpFieH2BNbg97hUD5NkYpCsmQvJdlpt4iEpq6quPHZTCKpGVIO2U8QlqqA6190jJD3jIkMMRKESEoG4UDVKWmGvqklGBM+ZSrPqPNOiuyBaSQZO12ucYwYTHV5ZGdimiGMQ1HU87CrqgOGFZkikwGTYZmplkROoxGLbQl6SnmCVRMI4pYkS3Oz0sjipjwGxhjWJLOMTwzzYf/4e/4s1u/wNKOrgXC1rlWM9xyzwNs+9y3CCxDnLSwqw22fe5bZF9/JSxGZi1yHlkUsxZ5Xgg270XmUky4abZWbKbjJAWR5OV77qXn6pce7mjlQfuosEpi1i/OMnVC2XWsybs/xN79D/HE/mEmoxJPNS5n7+gwggS+9nhyVLG84PD0iM9XHvoWpc5LWNGRx7NChiZH2DN8iIv7ssRKs+PQQWYadYrpNE8dPECCBnFqgpd3TNCVMRxQORw/hW6twi0eYKmzl6FgKdOBS0o2GJ6soNwVrMo3GB97hkCCZ+VIyU46kg6tqSF8DSeKqBK0PSfUT8bK8TnhMmw+RZ78bGpWbAz/HzXuIjjFnkdgDP1PLDRFHb18Gdp9YV4KDRBrQdKK8OPDdXwCrbAFuJYhMoJIw7Qv8E17biWKtGPwlcVEUzNQgO6sxXSgGExqdGzYPJPAtgSldAUHxVjT47JuhxtWXcSmQ5N0CQu/uYRxL+BH/YY3r7+KrgNr6KxU6e1xmfFmeKpSJ5tIU+h+A0udH1HGxnWSTKsmy/JNmrFNMrqPgxlNsV6iFTskjSQpPUQk2Tq6j5s2rGPXnZP0di80h4wswQ93b2fJhosRAoIo4uHd+3jZqhW4TkhXbrbS6Wz1QjWVw+4KseR9GDIYSohEE9G4a6Ex+9H+e3ZXW8g6E6+r44xRsW5Y9Mta5Iy4++67ede73sVf//Vf87a3vY0bb7yRDRs2UCqVsKwTR/W+7W1ve+4O8kXIVEuTPCpS2CGibHVR7CiQSWnGpp4h6UzjWe3v/950hZ7cPhqxxpEJXt6bZFulxYGKJgxCbDwiv4rGx0HOR5LEKKwoxEhNxl7BTHMniWCGZ9JVOoRm1EDWFdRDiSUkltFEtL3BNBbWXLohgjiuUKtsbo8sBJAC47bTqIm5cKWss3mYdya/y6KQdWFy9OduHdNajyWBkvSl2mm6OTcgMhK0AhwkFmbWNa89mqbLJEixh12VEM/y6E9FNJqGQBlsUaemNEnbA2MjCbFkhI2FbRwcqXH0ISKRoKVtdkUTpL00vUGCbBSz2iQRtmBLwuZgOksFH+No7LiMH0ccbFb56XUvYc/IIQIVEynFeNigkYgY6Cow43g8Mz1BoGMsJIdUHSuKoak5ZMWsTuSQscGejiCZ5qKOblCKRhQyHbQYadYBTdFN0YxjJoMmUhh8rY6pWniulQu33HZnW8iaNWCNXUEr1IQPbIP3ndPQiyyygDO+g6tWqyilKBaLp+4MbNq0iSiKuPrqq8/44BZ5ATLrh2X591NLDvJQZQMW3XTYmqZw2ThV4GX1CsW5JwnJVVC9D9dOMx1pMnYDR9coJ25YaPLuD1EZ/jcePuAQiW5sqrw0eRfba2kKxZVUA03Ok9y3L0TW95GI9nJ5sobfzOLm1rBmYDk/2HgfSXeQwJ+mFhrCGPpKXYxOj3LzhgZRUrKlqVD+bpzsbrz0ckLnMmyR4s59q3kyzuC6CerNCrUopFXbQcNkqTYC8p5NPRimJ9dHSswwYhv8sO02sZB2SLXAQs+vtV48KYQn4npc/pgciVlfgaYx/AEVHj2D1MLUZJXC/on517WeArXBjvN+rBcKrmhX4JFCYFv6iFPIAmPhWTGRFmjdXqoHql2EwKFdsCBhGRAabZh9qpglUj6RTFEOBFrGGKFoBopWCCnHZ1VJE5otFHLLWOFGDBW7GC7muago2Fwd4+1vaEcv9Tx8gN3bx9g3vAchDZtrS2lxMS/tPkjS2U/NOLxcN/n2IcHYWIttQpNKjtBw+lgqV2CaMaYOE/Uaa8eHmEmkqdZrCyKzto0N0VMosn75Kh7ctAmv0sIOfR4rP8XFq5byyhtmozFmUwStjhwivBtjZ4A0ACZwEanOY43ZE4PnLjwdNUZ04PFzG2+RFx0f/vCHEUIwZ316zz33cM8995xyv0Ux69mlIympNJ35yCyAOhlqZKk0R0kS0YgDQqcPTAXjClZ37MY3RR4fVby0K2BJrsJwPUPTg5FmjmYwSRabFg6WETjCoUU0a+VuY2tBrbEDjwBp+ygtaVk2nggY9UHPVlw7TPucUUgsaYGOgLgdpYXARgAtHMelFUbPoZwzl/x+up6Vx0sdPN/MHctiOuLzw+nO97EpphKFMXCw4dHhRWzoDjhYT7C/YSG1hYUiPmIfC9B2kmZUpRwLehIJLDck4SikUYw1Fd1Jl0ZooQlIWGAJB4wg4yUJQp/xpk/KNWidxYmhHFeYQeI5mhkvj8EwkS6ADkgYiN0kysmQiCfJO1Ct1fjQO9/N3932NfaWp0g7LiuyRRxLUglahCom7bg0Wj5eaHBCRcnY1KRhnVuglPKwQ42n0nT93Gv45K1fZCpokLScebN5XymGG1VcS2ILia/idiqiivnqHbefs5AFoKZrxMmFAmPsCOzquRVrWmSRozltMeurX/0qn//85xmaLffY0dHBO97xDn7t136NTCZzwv0++MEPMj09zfbt28/9aBe5IJlL65tqtv2q1vc5xzdeP7IcfbqfoUqLtakfUI5eia97SEUhvrue4ZltFJNWO2JCuuCtptDRwejkGGNhB0/717C/UcKyfH7+8lR77Nrj7K2maKokhaRgspml4MDK7Di7Gz3YVhZjNJ6Zxq89TTaRxtg5PL+BHPkR7kwfouGzedd2bMemu9DFyr4+tJFQP8i/3DNF3UTU0wGFWBAFkq3hOHkvoOgomukVDE1OcWh6koOTMyStmEgblGwRRRGtIAQUPekDtBB41okWau0L/5whZXRcv4AXFzfj8VGy2LNC1ozR/B4VdpymLb5Qmr5NexdsG75y5eHyNi9QlAFNu4Khr9rVqCxjUCg0FoGyUbO+bR0Ji8jEWLHGkRBqia8ECcsQ6bZxfDMKGW9l2D7lMBk2GEga6kbhxxJjDEVPcaAaMeZXWdk9hOi7jrzXSysyTLTAFWWg7WG3dccP2LLnIBlHk1YjNKc2M+4Wedq8ggPVK3ht6S6SiRwmaoAyeFKgY+j1ZrBZRd1NYjsRNywrElVGmZic4v6ZIXo7OrisZxBHGcZqZW5+1SvJK8kVDZc9xqdqdSKiIW4WPj3GzFc7JP8KvPUpogfG0aIH4RlMEGGaAe5Fy9vFKOY4RXXVRRZ5rlh8SHhh8o5XXMbnvv80oWLeWH5GFino6XmBK2M71HTEfns5lyW3I4Wi7KeIiJhSDvvGYbQZ0qFjsjJij2ySdTR2aKgjAYcMDg0UmohEZIilpmmF1BWkHU2FiEpwqhikEKXnar7BnAORNu3UK8KQhNXe7h8TKj6Xrnc6lginw5xocfT7nGwNJGeP4WwFphMZwx/dfqQ/6SLPPmcjHB772SgsDApLKFKuYveMzURLMBPIebP3dvECa77y4bSaxK8pQFNuSfqzLtcU6xTsiNsPJOiRNkI02GZsjNbEQmIJSGnFTOATADoMUMxVD21XA3RFFplIsYcIomkcrZHSJW6WCU1MjGBACCaqZW664Ua+esftXKT1AiP2eqOGEeAHAdnAYEkLaRRVEdPnuxxyqpSyXW3RaLrGTTfcyN994+s04hBlNAnHISUtPNtmvNWgP5UjNmr+PVxpMVEtL5jD4/leXf6a60/9aZSy2NUG8RHVYe3IYOai4hdZ5DxxWmLWn/7pn/LlL3+ZIwsfTk5O8vd///fcfvvtfOYzn2HDhg0n3H+xYOILlyMrCXZlJI3QcNcu//iVBI8oR3THiz4AAQAASURBVO+sEMw8NEoJyLvbaFaKmFaAc9E6dqglXCa3H07h6f0FiolBkgmfbz/ZImz4FCrjdIQNHplIUry2i2WZCcphnlzCECrwLKjrNJf3SjY+3aA7Y1FtJVgqdnDIcilli0S+xqtX8fUIB1q7WJ7tojUD+WQeQUyt5dOI4AoPvjupeefqgIFClp0TirDaIhc12d1MkklFDE/sIdaSehihgXpksCSEYYDWhni2gPUTIwpXgiU0cjZVYCHtxZKB+YpAL/angEMoItoXq2Gj+B0qDJ3mnOT3T5CerM6/nl7Zg188sfj+QmIudD4yYBuBJQzGzC0qFMq0F3IGi2ISQqWZUZLYgCc1kREEShIqqAWwdVzTk5UEYZO8GyIszWW5JtrAwZpDPbYYzAZUoiRPj0yiSt2kPEjYgtFynQ19BaBdbCEIalzeYxE2DzI2DUkvR5oGS8Lb6XZu4jJ3hB8cjFiS8LhkSTeXRzEbwxBMC3t0FxepJA3XsHokxx2VMXLdJV6VSfJ0WOae3dt41YpLuOmVN5LpLhI/NUJnsUh3sodq6JO2lzPY4RPvewrnypfOpwi6/SAuv5Jo/350NUZmU7hrB3ByBuSsufuRgrzT047qmr69nTK4KGgt8hxz6623Pt+HsMhxOJ6xfL1VJcvh0vad6U7GymVaQiHjSR4ZsqiGDZSxeWRU0JtKk7QrjNQEvjqEQuLHFgmpiFBEKiSIYzQGLItpGaCt9jXdE1COQWnriGrJxxNiIo4VohbWV44xGAXHlqs5Ung6XsXA88nJRKTzJWTNvT5ZpUN4sa/HnltOZ65Pfc5pLLRRDNWc2QfFZj4ucW4N3l4LzWKaNCLI2KBwaAU+T014DKY9bONRiSxaRtMrNVMIWiomBA76PhV1uDyCmK3z2X6ECDPCJ1JNlFfERDEqbhAJHyEdtBBoK8m0H9MRtv2yJqplMvbhit3Qrm6ekA5+o4HGBmEwQtBAsUQkCJshZNuikVVqe7OEUciKbAEhBI0o4lCz2r4vN9BSIcYIBtLtaPRQK7pyhfn3O5HvFXBKQevyW25m2+e+RSvUbXEtMiSVIHv9+fUoXGSRU4pZjzzyCF/60pcAuPbaa3nb295GoVDg4Ycf5mtf+xqHDh3ive99L5/5zGe46aabzstBRVHEY489xo9+9CMeeeQR9u3bRxiGFItFrrzySt7znvfwspe97IzG/PCHP8w3v/nNE7avWLGC7373u+d66C86No9EZD1J1msviLKemN9+jJgVT7RvAAGnlKW4UtMcmyEXDCM9G3vtAH4mTcrOQteaY95rtG64KhPhHDiASHrIrEe1GfLY3bvpf3WSgtsg0hlGapq0K2m0qrScJSwZuJpO7wA7x6bp7fC5esV6Ht8/Tqs8RmfyIBtHFUYLLusrYtvjjDeaNKwUQ9NVLln5UvzxQ4w3aty+p4HREoeYlgqZaCpq1LFiB6UDjJG0goiEY9HwI/Rs9RTay812uDMQamYrCZ0IgyMEyhyu1vJiZjsxf0iVXzEpPkyF6dOYESuI6Nl6YP61EYKRK1fM+oC88LEAR2gCM+utos2sT0o7jdC2wLMMaUcRKMOBmk3WFmghsLXGiPb+vrKw0MTKQktJrdUkjAOSdsx0YNGadsi67c9DCMOags+ksXjskMs3nxynt6eblOXTkwoY7FjFNx+8j288cC8T5VHWZsbpdJt0JioEGKZ8G+XavC59L6mKzVRcY2CgD4mgdGCCa1YU2TmVZPeBOuudLDeuWMvm1gzJmRbZ1XmyScmKN1xHtdkg5SW4es1avv3wA9jTM+RLJaqhTzXweUX/5Wi3QDReJtn16gXz5ix7JU52Vqw6nrn7EYI8cPjfo9MQF1lkkRc1RxvLf/AzX1+QelgyHr3uWg42hni62iLhueQ9xe6ZkGogiMOYSmBTj0BosNFMokFIEkLiipigfT9KZBRY7Sq8Bp+mPtLl6VQ2BadOHlTHiEnH+w4+VyHrZMf4bIpkR3L0+uDZFukWOT7Pxnxbs59m24i9LfMe/rz1cT7r2AiMUUipqUZwoOxyhZ3mx34dKV0SnqDViIlQSKAaBejZEQwWIDBH/H0ZYlqqiWm1sO0iRghC5SPQJNwiabeIFVWoRkV+8Mg2unIFKvXagsgsS1qkpKRXeUyriFkHe1YpF8eS5CKJHWqSSnDZLTcDLBgn7TgMpHKMteqkbBdtDN2JFCnbaXt0HVW18ES+V1tuu/PUYtZs+5bb7sSejeq67JabCRerGS5ynjmlmPXVr34VgDe84Q38xV/8xfz2V73qVbzvfe/j937v93j00Uf57d/+bT7+8Y+fFy+GRx99lF/+5V8GoKuri6uvvppkMsnu3bv53ve+x/e+9z0+8IEP8Ju/+ZtnPPZLXvISli1bdsz2rq4zKKu+yDxTTU1XZuGTvQXG7Eem5DT3ghtAajkAq5dm2GYH+M56vOwqGqGhFmiuXZI44XtlDo1D0kMm208rMimHCS0J9pZYcdFeaoGhL5OmFdTxVJ37a9dx6UAXGa+Ptf1DrFOP0p98jBVrizy8+SBDLZtYx1zVnyUlHLZrwUhtmCAokfByNJqT7JmGnK05VI0xJqYexNjCEGqbwAQ8U29ijINj2/hBjOeAJdpRVcJoLAmxVlgShGlXkfMsTRCLBV+mh2n7FGmso56Rvnh5iJCHCU9L2OvecgA7POxVMn7JIHHqxfXlmbAU2gjSUtNUEikNWrcFVMcCRwIYQiXQWmMBEknGimki8aQh7SkyTsTqQsT2mSy+cgmiEB1rhC3oSCgqvuBQXVJMaK7qC8hnU9RaWbo6SpQnd7Ha7KTHqnJpNuK+e79NR2KQnmrA2MQ+tkzWWderydkNwlBScJOs7ajT01+juf+n6UttpWnFZIWLszRDZ9Kg95VYm7F5y5JLsDvz/GBknM5EknhoEm/tAACZZJKxmRkGO7t568uu5959ZUbL0/QUi7yifxUD2SKq1sLqyB1n4k5h7n6EID/PrIH8IossssiJmEs9HG0GTFQrhM2AKGGwiJFmkHJzD1O+Q6g0SRmzpwyOlSBn+7RCCIBe22EqjggMJCW4Tg6FjwQUAnNE6v359bc6OsVOH/HzySK/zhfnOvapUgnnmFthHCkAnq8UykVOzXMjGrbTCQUJyWwhpuO/v68MNoZJ3yIl2750I66NjSApDKOBJsJGokkJiKQhVpJo9jwStB9mz6MFwjLEcZM4quN5RVLp1UhVQ+mAfOyzxC2h45Bv3LeNd73xzW1DdhXjSotQKzKui9WKWR44CKlBOgS2jfa62OYmWE8n9azhpT/7ynkx6ehxbCnoTmf40DvfDZy8auEJfa+ma6c115e/5vpjRK/HH1/0B13k/HJKMWvTpk0IIfid3/mdY9p6enr44he/yB//8R/zta99jY9+9KM0Gg3e8573nNNBCSF4/etfz3vf+15e+tKXLmi74447+L3f+z3+5m/+hpe97GVce+21ZzT2z/7sz/IzP/Mz53R8ixymI9VOLZyLyAIOG7MfnZLjBVB9sN0puZSS2+CKrhZPtF7BRL3tt3XtkuOkJx75Xo0DuImt7Bo5yHjTwdhrWFW6nHgyQeFVP81l9iMMT40xZZXIdr2SXy0M8uRYTJc9wjJ9D+XGANN+hazT4BcuG8aJB/j+kGTHdJ7vjU4wXI/Ip1yGQ0m9McUz+zbTnV9LbcomVPtx5CSOJZhs2lhSkbE1MYJaFOLpEKNsaor5KoQSMxuRZbUFLQwGQSOWJxVm1BH/fzGRRvBhsvw9DQ4e9fufSshyq006d47Mv/ZzKabX9D0LR3nhY5AYBLaMydsGWwgipWhGAl9JfAUgsQDP1iSsCCNgVSHCtTU5R+BY4FoxU0ESKSDn2ggTYmPTmQipBlDyNEYaErbmplUCWzik7RYrk0OsWJ7hTReFFKwZ7txtIVSJTPlJ1hY0h+o5huqwZzJgTUeC6aZidSnkqn4PE7cQ8TDr+27mzolHMUxRWLMaP7Oa4X1P09mV4R+HdtIZZRAYGioiVY+wV7RFpnqrRVe+AMBgZze3vP2nady5EZlLIdMJVK2FrjZJXru2PVnH88DqeuvxJ9bumjWMP0IImzWQX2SRRRY5Ea++5jK+8+DjPDEyQTJ0yEkHFUywrbqbIK7iSIesp1Daph4IglijcBFojK1RRjOlI0IBBRdKlsdYkCFQPu36hCFw9PfknAh0PkQC6yQ/nw9B62QRZKca82T+SmcjRh05zpwYsRid9exzrIH7qdfBZ3fOGeZsPCyYrw16LEJCECmUVARI/FaNnC0ILLBkBwlpE8cVIh0QK4lGMRcHb46SlA0hYaRm30vgiSSRqpJ1u+nyK3Q1W+Qtg3Qk1Zl4XlSaE5u6RYJXBGnyh6rswhBqzWjSJkr2kjIJVpJh8qJeDqWyrMvk59/36HGOFq1OZvZ+It+ruRTGRRa5EDilmDU5OUkymWTJkiXHbbcsi//xP/4H+Xyev//7v+fjH/84vu/zn/7Tfzrrg7ruuuu47rrrjtv2xje+kR//+Mfcdttt/Nu//dsZi1mLnF/W9znctcsH2hFZC6Krjk7JSS5v/xsMg+2B3UW+/xW8+jTTc67sGOfH7r38cE+NbCpNLqlpxZsZPjTFlpUvp7G/g6nm6xeY0H9lY5290zE2jxI7KQqZAikvS4o9dCTSxJNjrEzfwBeeHme64VO0DHEygysLFDKdBK0xWo0ZJqMIpToRcZ2UZVBEFByD50CgNaG2aM76W4nZqkFzZpLaWLO1eQQxZ/vE9IVfGroDyafJs0bYXGJsfp1yO63iVBhD/xN7FmwaWb8cY794F59NJQCLSFu4EqRQxFoTHrGwt2n7OuhY4klFKQHFpGZ1XjHSsnlqModjIJ9w6HQVB6o2LQUdXszqvM++RoLujCJnR4w0LCxZoGUEtdAiNhHXduxh+/6AoWYnm0ZtNhQrKO3S4U3xqoLHJkewrQzNIOLlAz43D04z4CZQTj/e2hQD9WW8YcUStqRDpqwYaQQi6ZFKJElftJzK8ARjlQrCkqxYvRSrmKbabFBuNHjluvXzv6fbX4KbryTYvBc1UcbqyJG8dm17+5l6YGWvarfD8dMQF1nkOeSSSy45432EEIsFeZ5j7rr/Xr56x+388NAkvo6wfUHopfFwENEMWkUYr0Ql1BjVwI8qWBhcGjS1QSmNEO2obktAoGBXEBAxxvOTnneq9zufUVpnOs7RAog+wfYz5cX3cPH54eh0v3MROU+0T/v8PDyqnN127Hkb61npSUNHRlByWhxoCoKWR0ATgEgr2rGT7QeJx1+r27RHat8ZSJJ0Ko/JcBK/Nc2UXaJmQZhK05dehmkkeO/HvkKuaPOLb/slOuuVtv+UZeg0LkXLI+FrHu1cS2g5OCJC2RI8g6VafOO+bQvSnG+64cazqlB4It+ruRTGRRa5EDilmGXbNkqd+iL+O7/zOySTSf7yL/+ST3/607RaLT74wQ+el4M8mksvvRSAsbHF1I7nm76czU2rE2weiY6Nrho5TkpOYilYHvT96hm/V4/ZRNV2yEgXT4QU7EmWO2UqeoJvNpbxitgsMKG/osfmwQMhXRlJhz3FjOpiZlqxvFikZl7K6sG1YH0HHZYYSJSZaVbAk7jpLi4t9dPUHuVwjENTB7G9LNpyyVg5Yh2QdtoVTAhDpn0LW4LSc19V7S/EuRo/7Xo/6jRr7x1moV/WC1vIWoLFZ8jTL9oLiV5h8TLj8h/4J90vPVYmPzQ1/7raX6LeV3xWj/XCZ26x1nY6aWlrdnkl5wue69kec8suX0tqoeZA1SZpezhWGklMJCW2rONKj86EZKhhiI0m7bn87GCFzpRmOkhQ8ZO4cZOD0RpK3kFK6SQbxzw6vIDB5CTbTRdPHAjIpaCnT4JsIH2HS/Jw08A01yyJGcglMXEJSzWxlyyhuuQV7BuJCJuapSnJ8NDDFJf38/TmHVSlopDL0FnsJxEZShvWMDYzQ1e+wCvXrWews3vBjLj9pbZ4dTRn6oF1qjTERRZ5Djmb4jqLBXmeW+66/17+7J++yFSryVi9gWvZVLSFDC1GzQyOMdhCUwimUSJJYHyMNAgEvgJjZiuimdnrtoFwfjFxIQgsR4sPRwsCp2uoPhdBdvTvdKr9j+53ojm5EOZqkdPn6PPifHL0+SlP+B5zV0uBohy6TLYkoYqwRYArPZoqwODjzI4SLTCVt9GzUV+WlcSYtn+u0Qpb2NRkRD6ymbahRYClI8gs40DvSxiYeAImd3FoSPNn257mdZMV+lzNuGN42qtT1RH5lM20K8jlBFHsoGd/hSAos2mmxls++P7jpg6eCSfyvTqdaoaLLPJccUoxa8mSJezcuZO9e/eyYsWKk/b9jd/4DZLJJJ/85Cf567/+a3z/5DeiZ8u+ffuAs/O5evjhh9mxYwfNZpOOjg6uuuoqXv7ylyPlYl782dKXs49JDRypxoyM52kFUyQSOVYUbUop69xScuIJQifBFWs1YmY7OgRp57A6QlLRE+jaxTwwXKNcL+MlcmwbWkFHqgMhBDNRB82wynSQYbopuLLfAcvD6n09TZVm3boKjX0eyunBTnSAgQNTDRqhIZIOjp3HDieJZY44HsUx4EnFeEsQKJCivQizZyNxlWmnFkrRXnyeze1De5+zKU/8k8Ul2HyKPEUxazBpDH9Gje/MPuk6HiJW9G3et2Db8EtWvmgM3k/GXKGBw+fc4cWVme/TFrVsTNsMdbbSoa8ddpXhmv4a/TmXhkpQb0XMhAZNja6ETd6GS4oNCkmX6UBRDgQre1ewNjPD6wdaTLfy/NtTISnbJm1JhInYUKrzWM1jW11hxhweqkMtsOgVitv35/jesM2vrPO4uk9jdJ7p/VPcFSyskvqdrXtJ6ElKS0uUpprUa3WecRqsXLOKn33TG85uss7GAysxuCheLXJBcPfdd5+0vVarsWXLFr785S8zPj7On/7pn7J27drn6OgWAfi7b3ydyVaTVhyRsF1irZnRLXwVghCEWuEh8SMfI0KMHeHZDo6wCA0oY9OcNZa+MDlToWFO7DqeaHUiQevoPpykzyIvXs4mIvD0+sdYNKO4/XcoJLGAQkKjfY9Ite9155zkHAHCCIoqQcO2qYsYg8GYduaG5xRBtbBUjC1d8lgkrDzFRJ6WCcjX9jDUPMDKekgp5RLoJg/okNcNl3mqy+AlbbprFnWpGK7vBmsZK5qCVtLCGZrmoJjASThkbJdKvdb2y+Lk6YQn43i+V4ssciFxSjHriiuuYOfOnfzwhz88pZgF8L73vQ/XdfmTP/kT/uEf/gFjzGxFt/PDxMTEfFXCm28+8zDHb33rW8dsW716NX/+53++uMg7T4xUY+7a5dNlb2CZ+10aEWwaTnFlT0jRrZ99So7dRVd6nKmZcUyqhJ9wSciAkVoSy07w2JZ/x+SupZgr0vRbPLL9YW65/np2lrOMtNaxlm+ze+wAwzXD9KRNl8xy6WU/T6veQWrZtXjluzk0NUxW+NR8zUStiraSLO/tJqX2EoVljPJJp0Im6j71yBAoi6RlaKm2gBCbuYiq9hdkZOaitNoLtDMXtU5ngfeTy7W4/Ak5krPXiJYx/CFVHpr1/zgexT2jJGcOlzifWt1LkE8/68d6oSKO+NcAnpwvcANwlLB1GM8yCAyuaJu/x8bQlTR0JgJqgeK6QcX2ySw7Wx2kbE3RrSNMFxEh9ZaiiofrelzRn6SiXs6o2kK3v4VsZgN++DQJ2yZQgqQ0LEnVSXZleHw84ompJLqRx0trXCMpppPMRJp/2GrRk+qnP30Zw+WQID/Fnn27KdfLFDIFavVJmhKWLylAqYAHTFWr1Kxz+Luwu4imRon2N9G1JjKbwlmWwiktjOw6rq/WoqC1yPPMwMDAKftcfPHFvPWtb+XXfu3X+IM/+AP+9V//9Tk4skXm2F+ZJmlZNKOQtBRMqwDHDom1IojAB3KRII+FLzQ1A4QR3ZkUhwIfIcVPUEXj44kJR69dTkesOtE+i0LWi49TCVRHtj97abUCUEbPu2vZCISJECgS0iLQCm/2aGwDAYaamyB2kkjt4yDJoBFGYtmdtEQVL9I0paYk8lxWE0h7mo3hFNX6dlRkkKYJTYErHTw3w/cSVeyaZDhjMSUFq+oWq4IKB6wyufwAJBSH6pNkjUtR1hCeaFdCVDFfvaNtj3Ays/ezYcs9D7DltjtRs1Fbly9GbS3yPHDKcKQbb7wRYwxf+9rXTjs8/d3vfjef+MQnznu0UxzH/Nf/+l+p1Wpcd911vOY1rzntfS+++GI+9rGPcccdd7Bx40buu+8+PvvZz3LxxReza9cufvmXf3kxbfE8sXkkIutJnNQSphJvxHEzFOxJ9la8E3rRjFRjvrujxT9tbPDdHS1GqsdJystexdpul4NTM5RbAk/41Fot9tcLVEKXghuSTqSQQmDZSbqyaQ6M7kJK2DHl8OWtRSaakrWlGEcE/NOjIwzt/gbXJL9DwQ24fv1rWb+kD1F/EmbuZq37ON1iN07rAVpRg0LK4mdWj3Lj0gaFlM1Legy9mRhku4bQ3Nne/is5MkRazZpCni1zufwvLH4Kj08eIWSVjeY3KZ9QyLJbIf2P754XspRjMXzVqhe1kAWHxaq2SxYE+oizTx4rZLUdGywCJWgpiWsJluQV1/QZludDlmYDBnOS3q5VVANNMeFxcX8/A502+WyVpFvnX/dZ/OsOxVeebPE3D5f54a7NjOsusFLM+BGpdB+25ZHAJdYlGjqHcB1e3TnI2mgNhXqWkhrEU8sxZiWFxDpivZxHx1agQ9gR5Nj8zCP4kU8xV8SPfCr1KWbqDZpBgDaGZhCgtKaUOXsj0rC5inDbdkxUQeaSmKhCuG07YXPV4U5zvlq6CcaC8n2w96Nw6PPttkUWucBxXZePfexjzMzM8H/+z/95vg/nRUb76mxbFtCi6PiEsaIata/TSUBKw5hUtLCQQqCAiSBAIvCD06vie27HdyLOdN1xOMX9+G2nM+bx2tUp2hdZ5NlbJ4sj/pv7a+lLGeJYEagIXyscaeHZLlLaRNLCciS2lcaVLuiYWEhi6SI0hP4kLh5dJsVqMUAmarGZvdyjdlH1x5mujzMVDLFPT6BUiIoVE/Eom5wmI9Kn7Lc4gM8jmRZYPh21g1hWTMPO4JsmS4IpusuHH/i60uLA1AR/9fWvUKnXFkRs3XX/vWc9L1vueYBtn/sWQbWBn7QIqg22fe5bbLnngXOZ7kUWOWNOGZn1qle9iuuuu444jtm8eTMbNmw4rYHf/va3k0ql+NSnPnWuxzjPf/tv/40HH3yQvr4+/uf//J9ntO/73ve+Ba9TqRTd3d1cf/31/OIv/iKbNm3is5/9LH/0R390xse1devWM97nSF5oZUqfGEpSdDVj8wF5F2PMxcyEEhOPAQtFw8mW5NHJBClbk7QMY0rw2FOSqzt9OpMLg+u3TFzJVf3b2Tc5zv7JFG6ilysH+3lozwFSIsVMc4RQC6brDVRrhH/fUcUulLF0FdsqsC/sx69OcXVuM83A5t8eO8Sb1oxwbfzPjPpFru0fp1xo8ZWnsoAmDicYqloY0aIjWebxEYkfgVYhU75NVzJmonE8e/a5X35x4XU83k2SD4jM/OsRo/gdKsdUMJyjd9NepDo8w2OXLUEl3Gf9OC90jqzD03Z+MOjZc08D5oS5KbPh7hakXFiSsyglqxRcRVcyJuXlKDhFetMNppsNKvWItBMx1YqYahpmAk3CbqfSBpFLVe8i2lFBimtYn7qXlyVr3L43w7TIkXUFQ7VlTA3leI/sYkKXGU7U6bKglunFa+ylGTskbZc9QweYth0enNnAUDSGH1RphT5JN4GKwBYBM1NT1P0WmUSSjnQWyw/P+BrqTu4hM/oozsg+tLSgsw4pBxVnaU6vIhrejrquneaaj3+END7CjJPW29HCa0/49A8JDuymYt1AZHWf8L0cNU7KPIVjZohEkaa45IT9X2jfBYtcOKxZs4ZMJsN99933fB/Ki4pluRK7y5MkpMV41MJXECpwaC/APaBltSO0WibEMoKkLYmERhmIn/UEwzkXRcPCyBbNmUe6HM8/Sxzx+nRluUXfq0XOhOOdd0e+PhdEO0Vw9pUEbAFaCsJZC5EYEAY8IVBGExiNrS1CJrBiB4xGEhCJFCkrhSckl09V6Ww22JQ+yJ6UJhLtCogCRWxsctjYSnLQqjNgpQlaFVpCo7UgbQQNRzDqKGxaXIXDNQd3MNWTgKhMiMY54plwqBW+VuSZjdSCBRFbZxudteW2OwksQ+zOWoS4glao2XLbnYvRWYs8p5xSzHJdly984QtnNfjrX/96Xv/615/Vvkfz8Y9/nNtuu42uri6++MUvnpVf1vFwXZf3v//9fOADH+BHP/rRWY2xbt06PM87q30ff/xxrrrqqrPa94LEH0LYD0I8gXS7qTlXEtgD1ALNCltw1drkgu4j1Zg7H29QdjROWjJYantr1QKNOU7/pzc2yCeWcXPwXSKZRYkMUtcoN8doupeRsntIRDXK9V3MRDP4scKuPYnw93L9ig46Cj0kZJ1q3EE6rZio7ybDKDNxgqGpKhMN2D0d4dqSsm8oJgKC0HCwFvPkuEXaMUw2BB1JQywFQlhIyXwa4UIWF17H4wbcBULWLhPzu1SYOs6iPVFuUNo9Ov+6WcpQXtFzTL8XK+0iA2L2TGsLWa4wKNPedvStgwAS0pBw4OKSJu9FPD0N5cBiRRaqgeBg1eO9lzRYkq1wWVeWKKqSSmoeHeolpIUSEwgpSXlz6S8G23KIhcNwuYls3chAZj9vWrODTSOKrSPLsDM5fuo6hw1jOYr7PDYVYuRgF529XTQmO2BsN2symoFSLz2v+yUy922ksmuYbDJNqVii7gdYYUjGCXjtNdeSSSapt1qUy4d46yU2g7mNp53+F+7fSrT/AegsEk4PIDyF8GuQfQNWx0pMl0FNlCnMXZdHNoKzBqqPglkGVhKMgbgMuXUgQ+g6wTXcH4LpR8HqA2vNbPXD/VC6/JjjfMF9F7yACILgnB9aPd+EYYjv+4ThiVO4Fzn//PotP8cnb/0i036DyEA0Gznr0r4e+7P/CQRGGDRQjzUJ22A/Z1auRwtZcBqJG0dwZHrgkRz9+nxZjrwwbRde3JyoaMDc61MJU89WiqFpr7NEu5Koa4NnW8z4glgppJUG1SA2inKk2mKXJYmUBHzQITY2duwQyTr1qAUq5FHPgoRNXSosI8GSxMRoQgQhdW1hrAQSjWmNU8bHEnDI0yjXw/bSSBOzTzf4uSCJE7fXz8utNFujGaqOjTGGUCsiDAlp48qFc+RKi4lq+axnRk3XiJNHVX90BPZ07azHXGSRs+GUYtaFwCc/+UluvfVWSqUSX/ziF1m+fPl5HX/lypXAYnXEc2Y2HWdFPsPGsU6y1OlQd7Bf/hS1uI9rlyQWdJ/z1to3Pk6rtptn6lUecbO87vJLWdXbzUT9WHGjIyWZjvuRiTeQjTbi6nFmKmmWimsZ37WLQrHJY9E0QxNjVENBd75I3uxl82SFH+1ocMPyQ1xeOIQj+sigKWV89lazfGdHxNL0GCUvy71lQzM6wN4Zi2ZkkXI0xaRhognN0JC0DSlHM9oUOFKQdTXNWM1GwVjo48oIi8zxY0K+b3xeJxJsNCEfoUr96PnShv6NexZsGtmwAmMtFmo4Eg14lqSlYG4BKAWkHE2soRULXKtt7u5YgoSlSTkxsZYszUkafkSPJ/CEJlCKgqcZSCY52HS40jrEYNLjn8cyKMvjUMuiGYYEysG2wEgLaRSRFqADRDDE2IRLaXANAdM47hVsWA7reiU7ppfhuAHZq0LWv++X+WB9jM/d+R+MzEzRU+pl5erLsKTFDS+7HkKb1o5v0FebxFMRxJpUIkepM0cy0U3KS7QrF6ZiXrlmisFCP1g9baFo+vYFqcxDk+M8unMHE5UyXfkCV69ZS8fTd4JXRCaKyJSPjhQyUUdG/4Qt16H8NKLz8sOTbHfNilAVsAuzE98CO39qs/gzrZa4yCLPErfffjtxHDM4uHjePVfcdf+9fPWO2xFAoxUgFRQlNFX7au3DfJVjM5uOKGYjQfz4uRRrTiQyzSWwn6ii4Nkc4/nwvTqRifwiPxkc7YF2Kk4mgp4stfX84cweqsalEQssIUglHGqBxAgPY4J2KqKQKBIgDUnyoBv4s8WMlI5ooTCWpGaBxsdTkrzxmDFBu2Tp7G/ioLDi1mxhnohYGpAWkeUSEyGiMhk7g53oIhkW0bIJxtCtHVYrjx8kG0zN1Mi7Cd5x3SvYsmsnlXptPjIL2hFbXbnCWc+JVcpiVxvE7uHPx44MVunsrR8WWeRsuODFrE996lN84QtfoFAo8IUvfIHVq1ef9/col8sApNMvbu+dc2b2xq2YzbHBUuydsZnxocfbxIbVK46peLh5JCJoTTE2+hiWlaIjV2Si1uCf7rufS1ddw4rubkaq8YL91vc53LXLB6+PVqKfymiNya0HeU2Hwqwr8vjQE2x56iESGY9l3d0E4RAHpmNKKZdGq8JUI8uD9STrOoaoOmmuGzA8PuKS98BSEtWaICGy7K0ZZnxBwYtwBOybkdhS0NACZ9aHqDMZMlq30LNPW9sL0UVOhQH+P2rsNoqv0TzGISs7PE12ZGb+dXlpJ82u/HN6jD8pzC19JNb8bYdB0IoFSoMtNGlb05OOwFhMBoJaIOlIKRqhZtqHlDDkbR8TS7SUJFyLchP2H8ywt2zIdLwKYfaxe+oQzTCimBDEWmC0AhGDcJDS4FlwRXqU7mSZhGzQ0llsaajFhzhYr7PfD9GNkHUH81w8sIEPv/qn2VwdWyA0hUM7+Mb3v86O8n6qcYuiKFAK8yRkHcuaZnnpat5+3WwBiYlvg+4/oVA0NDnOtx9+gEI6TU+xSL3V4tsPP8DN0/sY6G0/wLB6CpiDu7BShxA6QrUyGL9CYtVT4M9GT2WvaotkOKBas1k5LUhddurqrGdTLXGRRU6T4eHhk7YHQcDo6Ch33303//Iv/4IQgp/6qZ96jo7uhcnRhsdq/VJ+sP/pY0yV77r/Xv7q61/BQTAgPIb9mIywyTkxWkPFtG/DD7uDGsCZLR7jc7RxwdlxuoLBiR4SHS1kHT3mkYLSyXyyjt7/fLAoZP3kcvQ5cyqBdM5I4Uyir85fpNbc2irnQcYTDNUMkY5oxqB12+ABPAwh2hhQMUiLUIQ4s3/HPiGWMkRWO57ezG4PLM2EqmNra8FfvAFiASUnxaQxhDgoJCnLJYkiNDFKRyxPd7EjvYRL4oMkWhFTKcHmlKEjkaNPWoRa8YNNj/PqDVfxg02Pg4pxZ7dHGN71xjef9bxcfsvNbPvct2iFuh2RFRmSSnDZLWdenG2RRc6FZ1XMMsYwMjICQH9//xnv/+lPf5p/+Id/IJ/P84UvfIGLL774fB8iAN/5zneAdrrgIufAETdupZRFKWWB6WjfuOWOPdWmmpqh0V0sKWYZbXrUAkM98giNYmJyF9eu6uWuXT43rU7MC1p9OZvXL53i0KFHiOrjZKc0L+laQU9hEMEMy4szfHcozZhJo4yhWT2IUAWKsoXrWaQdl0PVJP5Ig0t6BRsPBTw1WeeinGZKpOj0mkgCbGwk7YT4RihoxTYZJ8a1DJaUaGNIOxo/dpj2D6dbmcUF1jHkENTnv7rbRMCtNBf0k1FM75P7F2wbfslKOI/VUF9oSKAjETPRMkS6fR4qDbZspxwqI3FkzMVFH6WhMZnGFYb+jKYZw1DTIS1jVuYVJZXEDzQ7Gj7XD7iMkqUEdO4FqzTIjYNNnhpvMNkUWITUwwikQ9Y15D1Y2t3D9b0xkdxLQ6ax8BmvV3liaAZHWJTQNALBnc0f8/qER+9YH2+6+Urc/hL4Qwzt+hq33/PveHaavoLBadhM+1UiY1GoltiwtpuLikecM6cQih7duYNCOk0u1X5IMffv4/s9+ktVRKKIlU1irQxRZYEJs0jXxV27DjtnDkdPJQbb0V7cCZUfgtMN6atAuu1orZNVZ52L6poT2uDUAtgii5wmr33ta0+7rzGG9evX84EPfOBZPKIXNvOGx5YhTlpUZ6bZcudu/I4kmdRhU2VoVw1zZj1qctUAS0pckWJf0EChaDvktGlHY1mzDyPOdxroiaKqznTfuf3PNaJqkUXmONMovSP7HetUe345LJ5lLBfPltQCH4sAjEOgAHwkHlrQth44Qp72hESIJlrGCN0eTs3/+S0scBVbIJRGINCzaY0GaFoaIwWxUQzYRSakICBGqBgdK+KoiUSxrcvhjz/1SQB+5aO/j6jbx3hj3b9lM4602F+dBgTL8iU+9I53nlM1wzlfrC233Yk9K+5fdobVDOeiV89nhcVFXnw8q2JWuVzmNa95DVJKtm/ffkb7/sVf/AWf+9znyOVyfP7zn+fSSy895T6f+cxnuOuuu7jpppv43d/93fntTz31FKOjo9x4441Y1uEv8ziO+fKXv8ytt94KHGsSv8gZcoY3bgLDEwcnSSaKSKEZb2giDYV0mi6vztKCQy3QbB6JDkdn+UMkqv+BNClaopuU/wyZ4sMIHKR4inKUpVgqMDQ2hGlBw49IyjK+EizJpehJSKZqgmk/yf6yYKouGK1pAp3jso7JdqU3IVhR8PGVwBaG8cgh5cRoLUk5mnosKAc2ozVDOZjzK7KYqxO3yGH6kfw5BR4l5DPU/3/2/jxO8qq+98ef57PWXtXVXb337BvMDDMDDAiKiCDighgNISTqNearX5N4f+YbTW6Se5NrTGLIDUZv1MRIYkxUVJQAimhAFgFBZhgYmBlm33uZ3qprr/ps5/z+qO6e7p6emZ5hFpZ6Ph4z3fU5n62qP/X5nPM67/frfdz1mnf2Y5eqk69HlnXixsPHXb9BHVNTVHyIW4qCY6BUPcU1kPUoQUuDtogkboPjS97cXUQC/eUoQmh0RFxAEAtZ6KEQQTmg5uscqaY5VEuzsOKSFB4bqhk8kaQrqWHre1BaGLtYv+K7U3DDmou44aJldDjPU+gdYHP1Mnpim9mRGyCmNWFaGk2Wh2UsQDmKF0ov0tm6GOeF/VjpCmTvZ+OuzcREGNeyWd08xAaviahlELdcmu0wY47F+u76fcDtz3LoqSNsPLyJEWXTPr+NKy5aQHeCyfvNcD5HW1PTtM8rFg7Tm1wMzk4kIKwEup5DJMLoS96G2Tq/vqKS06OnQt3Q+RFIX18Xufxh0JrqQtaJ0gUno7qoC20T6YonEsAaNJgjJ6swres68XicZcuW8Y53vIObb74Zw3jFB+S/YplpeLxHq2LpJvESjEbFNFPl/HCWjpIgUnVIjLokm3QOaEUqswzc1biNtCJEfarnTDHT0P1M7WtioH+ifc4mnDVSAxvM5HSvh3PT19YAFbiUJfgKhoL6z4njSxxQGlO/DxouNi5+UM8c1JgqZM2Op6vxbQNMdPQAfM0kbcYZc3NIoSN0G9fNoaTCNkxCpk05HaNY2cdDTz7O2970ZoYLOWLG9OJIXiDZmR0iopsUfYdAKmq+y9ZdO2l3jWmRpqtPUYxa/dYrT9vsfWr06tQKi0BD0GpwSpyTXs3JOlwzefjhh/nqV78KwLx58/jWt74163qLFi3iYx/72OTr4eFh9u/fz/Dw8LT1+vr6+L3f+z1SqRQXXngh6XSaXC7Hrl27GBoaQtM0/vAP/5CrrmoMMF4Wcx241XrJDm2grdzPfCtPzu9C2V1UPUkmKliQ9GmOpQGIWmKad1Z2aAPbhsM4KkauKhkLMuwcKdKjbWawcJCNWUVIDJAJKwquRUVaREWJmB1ndZvB7uES+UoFpZkUq1V6HYvBcpjDhRIHhj2KToqyZ9IZLfMrS8bYk48iRzRQiqGqgfKgOWxQ810Ol43xtMJGB202lmFwO0nSQqObMCNK8u8zorHMco3Mjr7J117IYnhlz7k+1fPM7NfPyeYdBdAcDliQ9MiEBI/0ClCCQNaD4k09oCMSELMlV3UXeao/yjXzHIqOZE9OI18zOBAIQrrAcZOM+RWipuTSJoXQ+kgaFTa5S6klDNrLFUaNFraUr6Qlto5PXR9lqfE4TmDR0b6OpuR4db4qxPV9XNjvsTO3kt2lKolEDNPR8EQHJlFiVsBwZYwBWePZFzZTKY+QiersHCqzJBKht2aQCoVZ31ZhezbFkWKFhU02yxe10d3ajdufZde9j/FfuYCmhE8rBvndfdxTyPIrl7XTvfgWADLJFKVqdTIiC6BUrdK5aCVm55sIdjyIKvVBrBm9Z/lRIQugegjcfhj4l+nG8hP/5spEVFdxU10cMzInF8AaNJgjO3bsON+n8LpipuFxSfokDAPTPXr/tjSd/HCWnqzElQGhKgwnfYajFUrl2foJU+/0dSv4oxUGzyRzjXCeSJuaWoXweJxKdcKzZdDd4NXL2eg3zya6znbcuRnK1+t8BviqHjkZKJhdcFZo47WkTcBVIFSAC8jJqMsToxGgAwYBmg6GtCn4RZSmc8gbISKaMXQbKTQC6RCxUmh6hJTMTVYlzCRS7BseYtApU/FcIqZF4PtUAx83CLB0DV3XKHoe33jopxj+i8TsEH5YxyiU2XbHvQDnpBrh1OhVODMVFhu8PnlFTtHl8/nJ37du3XrcKkKXXXbZNDHreCxfvpwPfehDbNmyhT179pDL5RBC0N7ezvve9z5+8zd/s5FieCaYy8Bt3CT+UDZEJNLO25YLHtyyiREJUbMNGVQR0mf5vDUAlF1Fc+Son0P/6CCObKa/FGAZglRzhAN7czw8vJ+OSIKYvRtNFmmNQbfu0BKxGSzpdCVt4qEKh/IeQSBBM6nKCCFbI1SrcCAHmtZC3KoSwWX3WAhBnKxjsHvMwpPQbPuYpk3JB6H0KQHFDSFrJpdi8jkSRET9b+coxZ6podVK0fncdIP3wdXzCCzzXJ7mK4TZr58JBxXvBIMQBWgSnu4PUfNAE5KwoUhZPiEzIBPySdkBMasevN5fFGzPJojokDQVSgiGazaXJQ2amiN1zwcKhHWdeVGLTVkPX73ImJekmj1ESmp0RN7A48U3YvdcxsXhByk6Po89O26yHpWsX/sh9IUrObCnRjz4MjIoM5B3+OWRArYoETM82nWLe3Y9TEJqZFLDFLx29o26hJJlmowaUmq0RisoleCipgSXXjKPeNyD+CU4j+7nBSdLMtFF3GpG0EsqnkMr+mwcXUT3yvr9Zv3S5dz3zFMAR6sflstcvWoNVksrzB+/54/fk/ALdRG+egiKT0Piinoa4yzG8qfEqQpgDRo0eEUy0/A4phl4XoBmTTdVbi8LeqwYz1VKDCabORDZT2/eP85e66KVQQiFoD78fbl9igmXHzg6cJ+rmDUhZM0Waa7P8nNmGuNcvbMaNDgbzPR0m2Dqd+JUrsdgfAo2mMy/0NCnXOUCDQNwJ6seNoUCnEBHSsCvD7Sr4/vwZzm2CXgEWNS/cf74T0M4WDJMSEtQETkc5RAEPrphY4oIugyTkUPYms9woX6WiXicnXteIqzrRHQTx3MZqJZJWSZRw8IOBJYjifrg+TX2WiVWxiMA+Jag6kq2/ODBcyJmzRZF9nIrLDZ4fXJSMWv//v2nvfNi8fTKc77vfe/jfe973ylvd9ttt3Hbbbcds7ynp4f/+T//52mdS4NT5GQDt3GT+Jxn0WJmaU/10rkqz6Yjv+DFyuUcqHayeunFNCdbKDqSoiPrVRBrvVDchFndTMKxKBsrCfRmiNgMqhxlLU3WSXBxvA+PELoRkDYrfPLiGvf2Xs2Lw2GeHu0h4GeEjADfsBhyTNxAY7gYYOkelt5EUzRNm7mdXzoGW0fDpGyfJkvSXzIYkgrL8bEMRcU/nmFqI0rrOmz+J3HMca+rgpL8D/JsGRezwqNFmg4MTa5fak1S6Gk5L+f6ymB289O65emJByCjFY2yY2OakvYwHKlq5F3QhUcmLPGBK7qKFFyLi5p9XhiuV9mxTR0n0AgbIZQ0OVgrkQYKvk7JjXNhpod42GR1s8d9uwE1CE4GTcKRsadY7HVxzcp19O7bz30bvkNcZkm7NiP7FvK9l35O80U2ye55LFtyLU888w32FsrYrkDokpxTpn/QZZ1ZJb1qBcIvEx7cz4VJjw39LumQRqlWJaw7NNnDXLt2LVW7iYU9b4BQN8HobkakQ5uZQBFCkQId7FKR4crRR1p3Sys3XX4lG3fvrFc/TKa4etUaultap3+IM0V4t78uZIUX1NsbFQgbNGjAsYbHS2SYLcEYhZSBUGrSVHmpb+Mnm4mZy8g6B9hbHMMJ5OTdfLYIDX9yGHsmKvbOFKNmGm2fKDJFzPg5k5nbTd3n1L7PzGO8vvtFDc4lsxnLzxR358rR6/t4pQ6EsJCq7nUXKBip1qO5bA0sA3QflAgIVN3kfapErI/vuW4Lf1R2NoXCFQFV4eOrAqYWxtSj1FQRA0lYKapOlkO1Ngq+QASCm//wj9k/eohMKIyvwFcBIcMipDtUvICMDuFqgNQEgSYwpSAo1mgrlREIPEujGNcJsnMfu88siHEqaYqWabG/kEMqia2bpO0whiZeVoXF80l/fz+33347jz32GGNjY7S2tvL2t7+dP/iDPyCVSp21ff31X/81L7zwAvv27WNsbIxQKERXVxc33HADH/7wh0mn09PWz2az/PSnP+Xhhx9mx44dHDlyBNM0WbFiBbfccgu33HILmvbqqhx/UjHrHe94B6JhwNzgTDFu2pw2jhBxNiGMCJFoJ2/oHqTVKbCbNxCLNjNckjRHNN7QE6LDOgJHvgXeCFGtiib3EBIDPF+6mopvs2d4lIPlLtJqD56TZHk6S9LW6KtEGXZivKn1JWrBNZT727HMOH0FDTUeaqsJgVQKQ4ORSglf2ex3o1Q8H1ODpjDUfIVC4EmBI0H5J/o+vL5LRv8aYf5/Ijb5elAFfIo8BwgQUtLx/HRxvH/dQniV3TTPPLNfK/X58amzidMRgKM0XB/CMkCaGnFL4gSComeS9XSu76iRDisKVY23dEiGHYOCo5F1dGyzhZZ4D82+w6C7m/1jkoJyqaoOSqMWrrBwvH5WZqLkKgUswsigmWwkxjMvPkjvxRobt/+cmNVOaCDBiKyx1znMkUKRQ/sHuGj1avRoiP2lFnQrQDcd8EKsrzSxwaww1h6hEI4y4C6l1dxHxRGMOWFSVhZNV1RFE6aZgtg8Llz8Btpa6mmAenOClmGbkueQsEIASMelGtLJJFP1D2dc/O72h+leMiVNcILxdvzho2mEmZvqbQP/0qhA2OBVgeM49Pf3Y9v2MUV2qtUqX/7yl9m4cSOu63LVVVfx8Y9/vFG1+WVwxPJ5qKWGO1wgXdNYmEhz7VuuOaaa4fCdj/BzL0ZvdT+HvWGkpqEJhVICedz0wQnj9zOVXjjbc+N4YtNsg/+ZTMSlHG+/s0VpzTxmgwbniuNdy6cbJXi8fr0iUJXx3+rI8XV9CWEFCQFSScqzHHvi2x6mXrQnKcAR4CHwlYauW0gpMfQwflADr0pgGJSw0PHZP3aImBWmI9nDYS9Eb7lMTyRCk3k04skNfAYqRaTjI4WGi8LBp0cZtFUFERlwsD1Nb7SdGmFU1OXRDdu45rKVJzRon1kQ41TSFB968nFylQq1wCOsm/jS52ApR0s4wsffeevc/yyvEA4cOMBNN93EyMgIb3/721myZAnPP/88//qv/8pjjz3Gvffee4yodKb2dccdd7Bq1Sre/OY309LSQqVS4bnnnuPzn/883/72t/nhD39IV1fX5Pr3338/f/Inf0JbWxtXXnklXV1dDA8P85Of/IRPf/rTPPLII3zta197VWk/c0ozPFXPqwYNjsu4SfzC8EEOVsP4QYhCtURABldLcEl8K/1yAW9bYh81fe9/EJw9YDSTTM3nQN4gzj6W6E/zSO4qNo80IT2fxWkfJwjxzJEY7QmLpqhNSYFbHWF73yBFtZiLFi5mePs2xioesZCGMAwsXafqSYpeCccv4wUGNbcuYI3WDGpe/SGlxh9QJ899f/113gTwcaL8pohMLtunfD5FnmEkicMjxIaOpg+PLWil2hw/D2f6ysYAJApdCAwNfCnQVP2KmjnEUVN+VqSO9MA2BE22RAnFG3tcRj0DTUZ5Y2dAKiFIhFsYCFawIn0ATbuIgcE8+0pVAiJ4ZZdlmTLhcJmhqs3W3Biam4WgSMSwCBkOMpTFNZqxtICNW3/GriN5Rg8fpr9YZdDR6InHieh5+rJjBE+XuHjZamo1DTOyiO6uZbQkUrTt3kF7eZhD5TLZbI1cOUdEGRzOO2SSNS6enwYzg0eYUqVAf97jWrUZqItZ9pqFrNl/kP/KHYQYRKSgWCjiLGnlhqXLj6YN6snZ0wRP1t6oQHj+mU1sbETFHcN3v/tdbrvtNm6++WY++9nPTi4PgoDf/M3fZPv27ZP9t507d/LMM89w5513NkzgT4NJs2IhsNpj9MqA/ZT47yuX8PX/9yOT63zngfsZqA7SW7aQvqIc7URWC/gqP270PhsGMyucnRsmRKjZBuqzCVNzmcib+D04yfoNGpyNid+p+3w5nlmzrX+8bWYToHUEAZ4CX+h4BNgcjZmsja9lAAY6SgQIVffasnVwJFhCYEurHqWvwHdy6EIjKqIU8JGqTEyEiBg2ccvCR8MwY4w5FTShU/Qd/CDACwJilkVQCyjoEpTCVZAXPjktYK9usqN5CVHXIVErMRyLcMfPdvDizu08vPFnxzVon1kQ41TSFL/zwP2kbJuYaZJ1qjiBT0jXSdrhV6Vf1p/+6Z8yMjLCX/7lX/KRj3xkcvlnPvMZ7rjjDv72b/+Wv/3bvz0r+9qxYwehUOiY/dx222186Utf4stf/jJ/8zd/M7l80aJF/Nu//RvXXXfdtAisP/7jP+Zd73oXDzzwAA888ADvete7TukzOJ+cNCQilUohhOAv//Ivefjhh0/p33/+53+ei/fQ4GXQOzLEPU8/wdd++iPuefoJekeGTr7RyyF+CQR54mKI+U1Rak4FQ1apGIvoakrSGR4jbms8urfGT3dW+fbzZXYd2MBLozG2DBsMliXCynDIW0UliPDk4Hw6o820h/vQxAgRs4ArI/Tlfa7pGqDDPszmkShGFAZDLZBaTVsyQiqsoYsKVjAK0qEaSJxAUXEDCjVFVdZjYrygbvXoc1TQaki709GB/0l8mpD1ovL4PXKMui6dm/ZOE7L6L170KhGyzkdHXGGMHzZmSiJm3X50An3GuhMIwJU6VV8wVNGImRpv6qyxIq24eF4TItJNVcWR6hJ8JyBbjSIqWQ6Xxih6FWKGj2EG7BgLQTDGmtQWloX3UPA0eksGQ26Infksh/NlYsFBFmaa2XV4N3uPHGas6lCWBpqA3sIou7OHWBgtkEnk6c3vJ1pSuFWfg4P9LGzS0eMRWo0wQ47P/pFdELgomWDYsSn7EfaX21F6FFPziITj7Bj266LGOFZnmmXvfQvvWnIRoYrHsF8lfcly3nf9dfUUwvFUZowECK3+U0/Wl8PJ28fvUfiFelVDv1B/Hb/kbPzBzwnn/D7/cpgQG2WlLjbKerVLar3n+8xecTzxxBMA3HTTTdOW//jHP+all17Ctm0+9rGP8d//+38nFouxZcsW7rrrrvNxqq96ppoVC1H/aSL4zgP1ojcPPfk4//Qf30TbP4oxVkP6Hge0PGPVwwS+f4J+g8bcjdTPBicTE2amCgYzfp8Z7TX1daO31OBEHO/ae7nR+hOC1pmKzjq9aC6Fjo9O1g/wAp2ogHmWzrpohIwGUcBAI4xFdPyr4gpYENHoMHXaVZwwBgkVwpYBgVYvyhASIZrCbZi6jht4FJwyNa+Gjk861k3RdxmoFgmCAKkUgVB0h+NcaCdpwsRX0GGEeINMQMjggbQiKGexlEuhySAsPfSgyn3PvXTCe16QLeKb0/vJvinmlKY4XMhhaTpR06InlmRJspmF8SZc/0xWc4Wvf/3rdHV18d3vfveYtkKhQHd3NzfffPPLOsaBAwf4+c9/Tk9PDx/+8IentX36058mEolw9913U6lUZt/By9zXbEIWwI033ggcaxf1pje9ieuvv/6YVMLW1lY++MEPAvD000+f9FxfSZx0em716tU8+eSTDA4OTgtTmwuRSOTkKzU4b/SODHHfM0+RikZpa2qiVK1y3zNPcdPlVx7rK3MCBgo+Lwx4jFbqqYFrOsyjUVUzmfSneYm48yzdpkYQW0TSMpCiQtZNs+lIjRcGfC7ttmiLCYbLAS4BmbjCl4KiCz1JDSV1YqqXdc37GXIT9BUVmirQFc4RsQwydoJdBZ1H9pvoWi8t8c1sGVqCZy5gYWozB7IevpI0R6Dq1WdEatLAxwd0anK2mcqGkelMWtC4nKMhzU8oh/9NgeS2w8Rr7uTy4RXdeFH7fJziaaJxrqPsJAJdSAwUUoGUAoXAEgpNU3gSlNKIGQGOrA+CPCmYkLwCpREoiYfBP724mO5kwGW1EdoiLn2VJYRiaa7QHfaHruSZvU/Tantc0zPKxmGPsCUpB7A3H6E95hK1qggkRyomLVGD1rhGsVxiz4ESXflmhkNHuLDV4KWyouA4pEJQrlYZcAyuSkSwLZch7SDJ1MVkx3IUvArffLzM8NBBjEIBaSdpjph4nkNIb2Zxm0vYKHEoW2RhWqArh2LQTswSx0RFWZ1pVvzatcRGVrNxd918fuPunQB0j6cyT2NqmuDJ2l9jFQjP1H3+jHKiyKupYiM0PMtOwIEDBwBYsWLFtOU//vGPEULwyU9+kt/6rd8CYMmSJXzyk5/kgQce4Dd+4zfO9am+6jmZWfF3v/cD2kc9ahrsEmVG/CoOEoeTDexOllZ4uv2OU3l2SY4VrWB6lEvD/6rB2WJm7ebjVdKcy3V3bq7NyQyNOXw9FaAU2CpCVAS0Wz47y/X6h2agU9PqRaWCeuF0QiToERaVpKTMGIYRxy9pJEUTMU0SNSzyzggCnUB56JpguDRCU6yNVMhC10METoAXuER1g+XJNKF4hFTCpKe/hB+u0tpSJOmOISsmu802DgZj2NFudF/h6WDiUQx82rTpb27qPW9mQQwAw1Po6ZNPVmcSKfKl4mQlQ6gXzzjTflkvvvgiUNcyZrJlyxaUUlx00UWTy37/93+f73//+/z93/89t9xyy5yO8dRT9UJDb37zm48RiGKxGOvXr+fnP/85mzZt4qqrrjpn+3rooYcAuOCCC+b0PgBMs16ES9dfXWPdk8rfq1atQil13IqCDV69bNy9k1Q0SiISRRMaiUiUVDQ6OSicCwMFn4f21Kj6ikxMo+orHtpTY6BwkpD5UAeEunHt5TiBSZPzC1T1EE+OruZgLiBmKg7lAn6wpca2yipiIke5VsHSIG46KD8P9nwuTfySsNHH/OgI81ua6WxZzYUZl9XpIqO1EI8cTBG2LAy7BbwBhkb20Bn16CuHaY5apEIhdGFh6JC0FFJNfCUanbW5Mojk0+SpKMkPVZW/KA7Ssmkv5riQ5cTC9F+y+FUmZJ0/bK2ejFL2BK6sdxICBKam6Ip6mJrElRpSga0rrCl3caUgrGvoVowxR0eykH996UK2ZNvoczsQ0iJeXM+1b/0o7YvWc/3lIXq6FB0tSarYmKbNkNtMiQ5G3DS1IMKV83R0XSNbCogEZRZEogwol6Ru0RVUuXReiJguGKvWiOjQYumYErBDzIvaXNk2QlSLki9n6RvaixmOEO1cQsnLgn+QyztHecNFSTq61lEJwrjVIWzvAIUa5KsFLpsXmjUqakKkqTg12pqaqDg17nvmKXoLoXpa4FSmpglOpBEer/01xpm4z59RThZ55Q/XxcWp6LFp0XkN6mSzWWKx2DQfLCklGzduBOA973nP5PJrr70WTdPYvXv3OT/P1wKZRAp3xgSXqrjMyyq++eufwtyXZcxzeMIboS+oUqCCokqAh5wWoTSXiN/Zop6Ot95s0U8nS4uaycyhwGyph40+UYOzxVyj4PVZ/s21UMGZZfJbd7LDBBBSkAoEtUAyXA7xyLAiG0AlkFTxcYWHo+pyngygt6QRaVFYFlwYTvOGdISFGZ+YqRMSOtI5Qsqroet1cT1khkAzGSvmaOsfYN2IxrurCd5utXGVmWFF0SDmwpCqMdTm0NUxjC19ioSRdsCaxD4MZ5TkqEOo6lNMGniYxHXjmHveVMFp9a9eTzgQGG49ddFwJeFAsPpXrz/p53frO9+Nh8IJfJSq//RQ3PrOd5/S3+FkbN26lVAoxPLly49p27JlS/19zCJ0nQp79+4F6ul7s7Fw4UIA9u3bN2v7mdrXV7/6VT7/+c/zv//3/+ZXfuVX+Lu/+zsuuOACPvGJT5z8TQC+7/ODH/wAgGuuuWZO27xSmFNkFtAQs16DDOdztDU1TVsWC4cZHBub8z5eGPCI2xpxu94Zitv1B8tj+2o0hfXZo7WKmyC0AKxOMuymN5ulLBIcrjZRpJN8tUbI1OuVPQT8onA1KX2EVnMMI5qjOayzdywFXo1VzTXuH0ng1WqUnB3sqSbYqppY21LlZ30OCIeWWJr9BYGhVyg5Hjv6DlGuVojEdCqepBpAzNIpeQFSTi+LfWz1oUaHbjZ24vNbagz13G6mWhweuWg+0mz4s5wIAUS1ABedlrCLjmK4aqGUwNQVtg4KQWtY0haXpEM19uRDOIEgkCCEIqTV0/w8BS4mQ6UoHRFFV8Sj4CX49u5LaIpdxXWFw0SXtHBwaIhi4RA/zEVpi/TQnFDsydYIlKDJqlBwBNValGQYLmgpsr7bZMfBUfKORsxsJWG3sLRJUqwN02w73Lg2wYa9FWTFpiVmkNNMRKB4YzJFbzFHxYVuI0FEmISMKMQlyg0oSME+olwSkqxiP6ISouYtpbdapt0a4Kp5h1ncMW/6BzYe1bNx43OkgjAJ40IQdbEGYOOgojs+HmWlx+pCVZCvR1dBXRjL3n/89pN5ar3KOBP3+TPKySKvGp5lc8bzPIJg+jNp165dVCoVlixZQnNz8+RywzCIx+OUy+VzfZqvCW5957vrfjGBj6XpqIpLaLTKIquJfsvnsF9iEyWqKOSUfwAKd8qeTpR6N1vVwYmfMyOj9BnrTW2f+Xuj39LglczpZEFMrKM49vtydoWsmXFkJ7PmcjFRwkLiMGq4VJGTkV2erJuiGoAWQAydPAWGKgmSVoRd5QKyJAiZgpRWxq9q9MtaXX4OXNpjnehGGGoV0qUiN5ST7DbCVFFQqLEt7DAsHeRhRcYMsaSzzIhuI1IhTE9ijCpk0aWzuUJtzEbHwxUmgR7mposv5OGN/ZP3PFcGqJrPRSXJN3/9U+jpOJkrVzG8fR/GeDXDlXOsZjjhi3U8c/kzQa1WY/fu3axevXpWn8jZorb+5E/+hE984hO0ts49ar1YrEffJhKJWdvj8XqkWqFQOKv7+upXv8rw8NFJv2uuuYYvfOEL0/oBJ+Jzn/scO3bs4K1vfStvectb5rTNK4WTjjIvv/xyvvzlLwN1I/hTcbdvampix44dp392Dc4qmWSKUrU6OQgEKFWrRyuCzYHRiiQTOzqrl60EvNjv8MIRn0u6LFa0GpPRWm9bEqoLWhNpPoZGPNNCWzRgf9alONZH3IZUWAdNYBmCiC0Y9Dr4hXMz3e5mDvtZtg1bHBk5gBdU6AyHaY+7PDum8D2BLirIQGNv0aCkEpi6SXnMYUlskG1jzZTy/eiWxqpWjbJvUao6lF2fqifrlQpnvL+G48OxLEEnjGDLFMPayFAedXhk8nWxo4li59wqd7xyOXfh6hWpE9IkKTOg6Os02T62ITA1QU/CZX/OoOAaxByNMTdAExDSJb4SmEikCFDoGEDENKn5kkItyr6BZdQCSW9wmI74z9kd0RiNJ9m+5WlWZjT2ZW1yDoyWhsiENQYriuaQi9CSrF8YZ+9IBd8r0ZIocXmrQmmLKLhVQobFxa3reeDAT5D5GJm1F7BKbOLFg2N0k6Y51gSGju9WcJ0InUaMLFXscAQVSKL5fbTF4vQVyoyVqxS8dqJBnsUpySXLL2WBvR3DbKc1rBHTBo+KSTApNA1XLNriCkobIbYerJZxkaZ24jTBk6URvsbS3M7Eff6McrI0z5OJjQ0myWQyDAwMcOjQIebNq4u+jz76KACXXHJsNGO1Wj3lEuEN6swcfM0rKRZZTfimxgveGDVDUCbADSDQQUqO2mGdsNt8ohVOJdXqeILXxH5m2242s+y5bNegwdnkeGJUwESd56OvJ35OvWbPLpNC1vGKg04w/lrhU9VNfOreeRaCiK5RCuoG8RMIwNI1ynjsyRVIh3wMQyOigJqH0D0cR0NoATVd0KRpWEGORVHIFANCRpRWaeIbUR4TYxzQypS8AEtpeEqS03wGvRrhQZtYi4/KuTxfCshJySLVx0a1GwebZP8gb71mLZ/84K9y4cLWyXteqwixdswgZgtqYQ2jUGb0qa2s/uh75yRgzeRtb3rzWTV73759O77vHzfy6sUXXyQWi02Lgmpra6OtrW3W9V/pbN68GYDh4WGeffZZPve5z/H2t7+df//3fz9p9Nm//uu/8s///M8sWbKEf/iHfzgHZ3tmOamYFY1Gue66687FuTQ4x6xfupz7nqnn58bCYUrVKrlymatXrZnzPpojGmVXEbcF2UrA5gGXw/mATExD1wUvHvFY22ERtzVeGPDqYtaMmfd0RCdteQg6sQ2LwbJkpBzgSEXEFJRdxZ5CKxsq15GxCxwZ2MgFlocr0pSkxrbDL6HrJtFYiNF8kZa4TlMoTDkvadddxoRO1g0IdAs93IXUm6l6z7NrqIhUgponcYKJB1Sj43YiLsbkb0gggd8lx4HAo2PzdHPB/nWLQGtUMZorgvpVV5Ea+ws2mgBTg3TIx1ewLFmm6ETZWQlxqBQQ0QU9MQ+hS44UbRQ6ATph6mmGDg6WipCWPp46yGh5FAMN0RRnoLWDLXse543LFnFhqgdDP8JT+6oM5Ayius3vrstyQVeaffr1EFS4WP8pj/e2k1YpbFGiVBui5Ne4uqefjuh1rA+t5Bej2+nd9Cgd8YA/fFOIRZ2r8fpMZCmLHo/wi4FlWOGX2D7ajxI2wupAKA8cm9ZUiogdolqrsjgOVy2M0Z3JgkyCHqm/IT833aB9XGjKJCKUXJ+EFYXqXrBajoo0oe6jwtOEP9PYT6f7Mx1PmDqZ2PIq40zc588oJ4u8eo15lp1NLr30Un70ox9x22238Vd/9VcMDQ3xrW99CyEEb37z9EHCgQMHcF33lGacGxxlZon6pUMVotEQz7ljhDGomSC98fFrMN6TOGGAycy+xokG8DPbT9W/ai4RXzOFrQYNzhcn+uIoZveZO9m1ew48gI5z2gpFmQqCCTcwRTEI6mc6/rWTgImgEHjj1aslplMhqIEjJXFDwxIaviZp1m1G8cg7VWqBR8136SkLOgOL550qSyshmuIauwwwXUFI12jXbFzdpCqrdIUUQc5lW9alWRes0gN2jQmCwh4WRRPYms7DG0e4cGHrNMHpzt/9DI5dPq3qhafLzPvuqURvTaQRTvXEmqBQKHDgwAEuv/zyUwrSmY2TRV6dLNrqTO8rk8nwjne8g9WrV3PVVVfxyU9+kkceeeS46//bv/0bf/7nf86yZcv43ve+R9OMSP5XA438n9cx3S2t3HT5lWzcvZPBsTEyyRRXr1oz3RT4JCXS13SYPLSnXmR236iHQFDzYWGTRtgQgMb+rM+6Lovh0vgDaMrMe9YJcyibg+phHNFCwv86l4fT7DEu4qWxNoZKkqgtGCwEWIbALe6jqylOVGTwKlUOFW12Zi1aIgEXRmoc9nT6SxadLa0k870UA0WZEKPFZrKVPKXcDkqyREHziOguZQd8CZbQccdnSE5mx/p65a3Y/C/iWOM3/r90I/yPFzdPRq9lF7dTS0WPv4MGsyI5aiYqlSBsSsqeRl/JIGRINhyJouuSuOmQjASETb1e5Fn6CE1HoLEgDq5nUnY8/EBi6DqOUuwYO0gy1kRnpIPlS+NUqn0U8wP8Yssog80m+ewOFsQEy9NRDuUj/GK0g2x0KV3xEaIiT1ezyW8kPLYMHOCINGnRS7y526InPsTw8H7QC1y3NIIMX0XJsRkc7aMjuZ3EipUQvhSsTlY9fBcjJDhQTHCkmCdh72Ms0MlXyyztmMevXLqCZDROojJKKqaDnwcjNf7h1Ori1VQxaVxoWr+wnfue3wvKJGbkKFXKx4o0p5MyeDppbie5T55P5nSfP5fMJfLqRGJjg0k+8pGP8MADD/Doo4/yxje+EahH0C9ZsuQYz4uf//znAKxZc55EzFcRMwdQq5cs5dHNm6aVqN+gVbikplHCJyEMKjoYUhAEakrMMkyMcCcNo6cxNWFpIl1qLiLXXMSm44lfs+2rEYHV4Hwy2/UXzGif4GT5ErN/085KAadjdmfAjG//VBRHpbiZNUwlEFA3X1eACShRr27oShj1JTqSQIciEgNBEEiK0qfgOKxyEizAYiws2VAtkavW0CwfM4BAQV9Y4gc+Wl6nrd1hmQOtpkbMlryoFJF8jJCvUSpXibakJ6sWThWOgmwRPzz9TfumwJhD9cLT4aEnH+dLd9057b77pbvuBJiToDVhjzRbVNLGjRtRSrFq1aqXfZ6LFy8Gju+JNVFN8Hg+WGdrX93d3SxdupRt27aRzWZJp4/Nlrnjjjv4zGc+w4oVK/je975HS0vLSff7SuSkYtaKFSvIZDKTJaAbvLbobmk9/qBmDgPBjoTB25aEeGHAY6Ao6UjorMjomOOVEEIG5KuKsqtojoynI47PvGeHNrBzoA9L12jSC0TVCBVZo9m0MGrb6RM309PVTdTW+K+ypDUmqFULpCLN5GsLMXmWsUKZcChK3vU44sYoGjGEM8jPdgwTklGaE3GGKy5D5QK5Sg0CRUh3cX2oeTq2CNC1ujeXgQYKPBk00gtn8H5CfJIY2riQlXVdvrR7Z/3BrGscWbvw/J7gOWFqCsaZ6/hP69AoMDWFLsCRgghQ9aE9FGAbAUqBkgEKjZqno1OvcJhzwNIUPQnQPI8+J4cjdXRhsTDRwaJkBENX7B4dwfE8wobi0NAYpZpNOmqAW2FeXGNe12UUywWWte7D0MNkdJdwOM+ShAJNJ3A8ZM1GumFyXpamtMSOwqgXI2JDxelhZ38z6xcuhcxNMHwfiVgTF6kII/NjPH34CCP5Ixh4XNEd5S2XdJNJxtBVEcwW+iqwPJWHoAJCA1mG2IXTxaRxoak7neCmdYvZuGc/g2WDTCp0rEhzOimDp5rm9irw2Drhff5c04i8OmOsWLGCr3zlK3z2s5+lr68PTdO47LLL+Ku/+qtjKiF9//vfB+DKK8/ODPprhdkGUN964mEyoRixUBgAWzeQCZvDoyV0TbKDAnnfwUOjqs8uRh0dYgdMr9Y28TyZqCh4sgH38Z4/czWWP97y44kADRqcbU6nP3U8kfdEVajPgqA1jZMUvprCbPUbAdT4KQog70sQR7+dcry9isQAdF1g6ybKD9gT8plfC4hqJiO2xx7pogfg6DBqeBAIoigCw2T3kIktyixM+aiSyfBYmJBnYaCoeh6GGzCvz2fErLLlkacmo65eTvXC0+E7D9yPiZiseGjrBgT+MSLb8ZiIzOro6Dim7b777gNmj9o6VSaeqY8//jhSymnP3lKpxMaNGwmHw7Om/p/NfQEMDtYngWf2BwC+8pWv8LnPfY6VK1fy3e9+d1ax69XCnCKzlGo84F6zvJwS6ePbdvjDdKQz2ItXkqMTLzDY3O9RdiVDJZ+qB75U/PpF4aPHDXWzodpMNaZY5n0T2x3BM5qwRTOWVmWdcQgz9DjPBh8gZAgWp3U8CYHmk3KfRlChYBgE0iEVEgyXdQ5Vu6kqhVcbQAU1umMxtg4Mknedes0TPYoW5HADMDTwAoWrQKdeEjdhSvLVgHo82fiD49z9JV6xfIwIHxJHI656q1U+t3s7I67L0IU9+GHrBFu/1phICjxdTiyECSEwNEhYEicQ+AIStuTK9ipCGuR8QbZq4ElF1BQIpZOyFSlDUKh6DLo+KSVIB5A0PdojPiGZJdHZzp7sMHFL4FaK6LURqkGVmCnYPxKms6WDVZ0tpLUtDEqdRW3dUN0DXgB+DbQYeDl8I0nNqtBvX0G2lMMNAp55aYxnh55FSVjWkmJ1upn1E5Xn/GFK7fM5MDjCqpjBpWsWUHO7OOzkifS8m0xqL5YcwtUyZOO3MlpWLA8/AYXHwGgFaxGUt4A3BMm3QHQ1lCfSDWN0J6B7Tfr4wtHppAyGuiF6CYzcC24fWF3Q8t7jiy2vMY+tc0Ij8uqMcfXVV/Pwww+TzWaJRCKEQqFj1vF9n9tvvx2Y24zu65mv/uB7DJWLCE/SVIWuwOSIFlCTVQiFKXsuWadKLfDZFpLYQYISBq5tU6sNM9v9fbpMpHNsz2Ki1zFXZqYLMss+T5Wp28+2/wYNzhezXYezicZThaqZ4uwrK/pwQvYSAVgcFbM0fXqspvKPRnTBUalOAkagcHCJo5MVPlsjDutdi0LgEdF1hKbRa7vYQT0OrBj4dOk2nV6Y/pKOVogQQcf2SnhKIpQiKjWkrlHSJMnAYNsd9wKw+q1XsvpXr2fbHfdSdWU9IstThAPByjlULzwdhgs5Ysb08YWl6QwXcifd1vO8Sc/uDRs28I53vGOy7Yc//CH/+Z//CdQnhKYyODhIsViktbV1TmmBAAsWLODqq6/m5z//Od/4xjf4yEc+Mtl2++23U6lU+MAHPkAkEplcfuDAAXzfZ/78+Zimedr72rt3L5lM5phzlVLyf/7P/2FkZIRLL730GK/ML3zhC9x+++1cdNFF3Hnnna/K1MKpNNIMX8+cLKLgRAPBWba9OPwgD45ehxnpZl5K8Og+D8dXrGozaI4KvrulwlOHXBalTdZ0mOwd9Si6ig75HGU9TjQUJmSA4/hE5RhXhe9mfrydormOVCjDrv2/ZF3HT9k6UKUSxLH1FO0R2Ftux08sI5AlpHuA5lSGXCnM4eIQqBotNgzVNPCK6OLog0IToh7pQoBQ9aiYCStWXUhQ2nGz818P6MAfEeNd4qgIuatU5LbdOxlO2Iyt7jl/J3deOBMdoZn7mN7hChkSQ4ASAtuQWIZEE4rH+5MkbY9hx6In4ZOwJLvGwjgKmu0EcS1KyD7CkZrGkGdwiyloMsJ4cZNdKovpOpTLY8haH1FR5PruXp7qj5F3TEzT5fLmg0RVlQNZha5b7MkZdOk+YbOZmlejWgNNuuQCMPQkoYhBfzXET3eVGK34RE0dpcPzAyPkqwWuLsyjuwMwMvTLMRLzW7CyeWSlRiLqoUd72OovJBm+YPK9Fx1JJC6g6yPQfD2MPnhU1EpeA3qoLmRFLwG3f25RPaebMljeBLFVoL+hvn55E9gd047TOzLExt07GT70FJlUG+sXQXd6/Dhn2GNr8lj5HJlkivVLl79yIq1Oxis4BfO1xIlmVQ3DOKbT3uBYHnrycXZlh0mi01yUjBHwC1FBuj52uULPmCJn+RAxMGyFZ1cJawWafZ3BShhFbdb9HiszTURhTXAqQtZUw/iZA/RgxvKXE4Xyyhn4N2hwcjHqeP5vc023PfdoQf2br1P/z9J9RCBwAImOicJDIMZn1y0F3vhXXwOUXn+XFhqWFBzSHboScUakpFmEaBchBsjh4aEFinSgs9KO4bVGAYlTkmAI0qEQ21UZuyrpsKLUpIde8rjEjRHWqmz7tx/Wxay3XsmRbXso/XQToZJPLWYQu+GSs+aXZRkm+4tjSKWwdYO0HcbQNDKJ1Em33blzJ67rkslk+MQnPsENN9xAU1MTL730Elu3bqWlpYXh4WG++MUv8vGPf3wy0ulv/uZv+P73v8/f//3fc8stt8z5XD/3uc9x00038Wd/9mc8+eSTLF26lOeee46nnnqKRYsW8T/+x/+Ytv4tt9xCb28vv/zlL+np6TntfT3yyCPcdtttrF+/nnnz5tHU1MTw8DC//OUvOXjwIK2trfzd3/3dtP3fdddd3H777ei6zmWXXcbXv/71Y95Pd3f3Kb3/801DzHo983JKpM+ybTIK1xpb2VDt4VBOckHG5MK2uuK8ud9DFxqFmqTqK36wpcyukYBESEMYiuGSZGfWIWWUWRbdj2ZqOCqMrspkaj/Biq7jDZ13MVoJI7Vmdg/m8P0+RLqdUFjSpzVhmJ0c9vJkEh7CHyIS8hgqWygMQl4VKT2kAlvX0QlAh4KrESiJHiiqiPqDQSgMXYBU+PL1aWRuA58lwRuFPblsU26ML+7bzYHV81DGK6tT8OphaidraqC5jg7EjICyL5BSYWiCjO0jlcZARbArG6ErFnAgb+IEGgqTtriB8DwG5BEC4dESMVkU2CxNNrFPg8Nhi07bpTJSxqn0USlnWZ4usS9v0Rb2IQjojHqE/QjZkX2MciFvv6AZv1KgryRJqjEcw8AIW5SDxSglqXkmmleh19GouGVM4ZGt9lJwwkipUUwGbByM0r0ciF+C69xNIplENrWhqxKmLBKVVzJyOKDoSKJWvchD0ZG8oWc8qiTUDVYzpN9B1o2yf8Sn6ChSZoh56cOk571vbh/36VTGm7i3SRfKG+vrYwIPQmd9lqx3ZIj7nnmKVDRKW1MbpWqJ+57fy03rFtcFrZMJZqfA9GM1UapWue+Zp7hp7UK6rQOvbJHoVZCC+VpiZGSEgYEBarUa69evP9+nMys/+tGP+M53vsPOnTuRUrJw4ULe//73c+utt86aCnEu+c4D9xM1LSIFn7JQjAoP3ZeYnkQKjeeDHFHPRpZLlJSP50POh5Du0xbVKNXqFctOHiV1tp+fMwf9pzot1xCyGrwSOZ3oqgnx92ynGJ4G41FYHgGWpohrCiEFUoEgwAI0XYdA4KAwFcSkoKwpAgFmALoOJV3H0BIIBC/5VTzNwwkk5VCIJK0Eto0lPdJulaRmMlz16NTDvKEq2KXXGLEkF+oRLBlQjOu0FSQLRZyEbaM8SdOhIlseeYoj2/bg3rsBS0I1ZlANazhPbWXLyqfOuKD10JOPjxvcB4R1HV9KDpZyNNtRPv5rt550+4kUw9///d/n0KFD3HXXXdRqNdatW8f3v/99nn76aW6//XZ6e3vp6up62ee7YMECHnjgAW6//XYee+wxHnnkEVpbW/nt3/5t/uAP/uCUqgifyr6uuuoqDhw4wIYNG9i6dSuFQoFIJMKiRYt4//vfz0c+8pFjoq4OHz4MQBAE/Mu//Mus53DFFVc0xKwGrxJeTon0sZ/Oum3aHOSGeWFGK5JMTEMTguf6HMKmIGTW/bPitka2qgiZUHYCNlZWslR/hrDWREIM4ASgqRp9/jL2FUO02D7t+n9Sc31ikXauyOi8bVmcbQMFip7B3kKaO/fbyFqO1rhOR2SI7HAJ3QoRMlxUUCAeMilUNJQKsDWPmq/hSojoPppQVH0dLxh/5CmQgcBXr880Qwv4IilWi6Ohr4+ODPF3fp7CuteDN9bL4WS+IzNLS+uARCMgotfTXkO6xDBBF4qBsoWpgalLyr7iQFGnM+ZR9U36y1DM+kRNn6XJGGHhMlhx2azVWG37LDNjJNIW20YUPUaZt8/P8vhhjYihiJsauaqHE9h0xRwOFqJ0x6pcPW8BZSfGiy8+ybAjyMR8Ls3otNbCjIaaSYVz5IMOfDeB5x+ioJroK/ikzTLpUJ7AaOFQLcLOwWr97YW6KcfeReA8R3OwE1Pl8USKVjZzbfdaQkYPwyVJc0TjDT2herXTCfxhsl4Lm4+4hE2NZEhQ9WLsHBhgQcqfvu7xOB1/Jn+4PuVZ3gRatG5GH1Qh/xikr4dQNxt37yQVjZKIRMFYQkJuBEw27hugO8HJBbNTYNqxoP7TzbJx8/fpvnTlK1skaqRgnhMeeOAB/umf/ok9e/YA9XTll156abK9UCjwyU9+EqUU//f//l+SyeR5Oc+/+Iu/4M4778S2ba644goMw+Dpp5/ms5/9LE8//TT/8A//cF4FreFCjtZQlFJ2lFHhYyqB6QvKmuBSEeepIEevKtKMJB7YVByfmlLUAkHC1mgOmQzWAs5Oz+F4FQmncrzB+us1vrzBq5u5VticWd1zIuVQcrTEzpkQsias218+GhARTI4zNKUY9QXe+OsoENEVFpAPwJT1dxZXGuEAxgyJBCwi6GYIoQO+Qa90WRtqpuw7HNHDSK+GcipU0SiG44x6YyQHPeYn2nC7I6wdixKqBYzNi6OAyFAZJQSBMf4+haAW0tn6bz8k3l+qm9JHdPRAkcz55FOw5QcPMhJLcvcT2xitSprDGu+/aiXXXLbytD+f7zxwP0nTJqpbZJ0qTuAR0k1Skcgp+WWtWbOGD3/4w/z5n//5tPY1a9bw8Y9//JjtvvjFL/LFL37xtM65q6uLL3zhC3Na95lnnjkj+1qxYgV//dd/PadjTvCpT32KT33qU6e0zSudhpj1euY0SqS7tdU4jw4iKoNo8SHMhYswJ8z/pmzbHNEou4q4LSg6ioRdr3IYtwW238diniFqjlC1WtgwdAHR0AjN5gjN1hhoCfqdJrZVlnBgbD99uRIXRPayZv48VqdcHBnmUD6g4FmktCHKxhoSmUvxJbwxPMa+vjF0FH15Dxl4FB0d26g/0HwpKDgalq6wdYmtSRIhwUAJdKXwA4GPQKqpofyvLzw/YP/oMKvbOwH4z4E+/r7NBJE6vyf2qmAug5iZKSYKQd3w3Ubjis4iW4bDjFQtfAWmBoyXfPelIOda+NgoJBPjpt5Sno6wiQ/ENNhRHGGDBn1Zj2otRj60gxZZIhxoHClDsaLojAqWd5foScJlCxSBt5jdhSqPHBghpneRiY0w6lR54ECMN3V2MVJbyYB5DZ7eSZf3Y+xknHywj2hc0ZrKgPJwfFCkGCsfrW6zomcBT+6UhLUjaEYn5SCG7xW5JvMzkp3vOWGK4KHBMZK6R5Pcj+HkkViM6st4YcCbm5gFp+7PZGQg90RdyNLHU2wFYLZOijDD+RxtE7NdVgvE1hPT9jA4sh9Ko2A21dedOP7LYNqxxonRx2BZe+WLRKfjWdbglPj85z/Pv/zLv6CUwrIsfN8/xuc0kUjQ3NzMj3/8Yx544AFuvfXkM9tnmv/6r//izjvvJJPJ8K1vfYsFCxYA9WiyD33oQzz00EN885vf5L/9t/92zs9tgkwiRb5UZJ4dZ7iWRQmwlGKeCJMMDHxNEUJnqeGT8+oDTwlUA4ldquKKicHzmWTq4HzqsglmRqtMRGG9wqJQGjQ4ZWamzZ5ovakphhOcaWF8wrHq5X23NCAuYF7M5lDRxdKhGGgIrS5eSQVlYL4dsMYzOeBEUDJgQPfQlCCNhik0SqZFCJuItFkQ7qLPzqOJMH2mjVsqYZTKGEqiibovsPBcDJLMD4rs1avEzBBuVxjDldjxEKt/9Xr6P/NtqhENlEIPFIavGG0xSQ+UEBKcqA4IAqNuSR+uSvqLivt/tgM9cAnjka+Y3PGzul/V6QpaE35Zti6IjntKKaUoee6ctt+yZQu6rjfS618nzGk0MDY2xrXXXnvaBxFC8LOf/ey0t29wljjFEuluf5byo8+jJSLosUsR/iM4m7fCmgsxk2Latms6TB7aU/ePiFqCXE2hUKxtHSFT+y+GRJiqaMWQZdbFX6RfXU1FHSGpfFzfYuPYfHYeKbCsNYzVZFCrpXhwr6QjlCfTBIOeSUTk8dEZZh2psEa2IglpVZKJDnRjD4VqCQ2FF0DFBU1AwtIp++D4AWHDxNADRir12RFDCNBAkyBfp0JWevcAoUKFbwMJw2RLVOd77a8ng/czwfGMR+s/dbRjrUu1ekRg2REMliPUpIbQBSkdPKmRd0FKhRAawxUdS1coBToBQuh4SudQBZIWjDrw06rCoEDIELh+nsfKPu3VEFd31rDwqeCzNOXSFAo4MtqE6Iqys/qbPLWvj5B2kEREkguWst9dgK1MHj5isSy+nKFUO8JTrLJHibb3APvR8Kl5HgClaon21oWkY0er23QkDK5t28qhbIKsGyduC5Znmkla5ROKL4NiLYMjX6dZ7GNYT5O0TeJ6jrg+wsFiL7D02I1O1Z+p1lv35io/X38dW1c3mfeH6iKMUiCr9X/RS+r7BTLJFKVqdTJaCquFUqVKJpmF2Mqj99MzEC11zLGAUnmUTLJ5+oqvRJHodDzLGsyZJ598kjvuuINYLMZnP/tZ3v72t3P11VczOjp6zLq/8iu/wv3338+TTz55XsSsf/7nfwbg05/+9KSQBdDS0sJnPvMZPvjBD3LHHXfwwQ9+8LxFZ936znfzpbvupJYwWVgLURQKSwQs920GNAdN14gECq8mMIwaPjqVIEACBd9B00wEAnVGI7NmDuRnq3g4sc5swleDBq92Xq1pr7NHT0qgomDIcRDUhSzTkEQNCVJQdQUKwf6qTqRicEnJ4PpKmhHN54fxEoEmWeAKdqRSmLqgLdqGH3iMlIfwdKhEEqSJkDB0XOXjioClVjshZRB4JmnLx0ejr1qgqWKz2yuTH/Z5+J4sazt05uXAciWepTHaZCL1+v3YCWvovhoXsiDQBaFKwMFFnehBFYt6P9DCww3g7ie2nbaYNTGxMFHJEMCVwZz8soIgYPv27SxZsoRwOHzS9Ru8+pmTmCWlpK+v77QPIsTrUxh4xXOKKTjOC/vrQlY8DISR2lsRoRfwD2zHXHcpJK9iwG3nhYNVRit1I+uaJ4lbglxVsjxj0KNvpuZ6tGkHCfwCWSfOiNOCofXzjP9ORvQ1pCs/ZftADiF19Owo0q1RlCsRZi/3709xjdBQzgBKavy0/BvsrLQR0hRJW9BfCrH94BY8YrREqxSq9dK2Vn0ygYpfFw0UOhVfUpUKHYGUOlUFkuB12Q00Kg6t23snX3u2yf9qhldvJ+J8opg9PD5AAzJhn6GqOTl/LwBXCjQ0lJBsy1rMj7t1z4PARBc6lhDkJMQs8HyoeHUxy9R0TK0+05etSUarEwUMNCwjoKp0DAEhQyfrBmzLmryhTYEn2Z3XuVDXSOtpnP3XcjB6Af3BGK3WZRwsKmq6yYpwwP6axmAxy+XdNkubDXYO+yijhfkxh5svXcyW3kH6x0oo5XNBZzvLllxAzxRz8oGCz+joIDmvhXhIsLDJIB3RQR1ffBko+Dx0qJmkyOBpWXTlMFBOkE9cgYbFAnMzx4hZJ/JngmNFLoDBb0J1LxhN9b9E8SlwhyC8BvwB8HNgJCGyEjQLtHqE1Pqly7nvmacAiIXDlKpVcmM7uPqi+Wc8WmrWY7kWV6+YUQ57riLRuTRkPx3PsgZz5lvf+hZCCD796U/zzne+84Trrl27FiHEZIWnc8mRI0fYtm0bpmlyww03HNN+2WWX0dbWxuDgIJs3b+biiy8+pf3/+q//OmNjY5Ovf+3Xfo3f/d3fpVKpzPq5fPjDH+bDH/4wIyMj/Oqv/ipj+TxD2VFc30cTgkUXrSLd1k7lyDDbN25ihxTktQBP1YWrsQVdBF1pRKlM5cWdaMAoICQoAWLJfFRbGvJF2Lbn2BNesQjSScjmYce+Y9tXLoFkHIazsPvgse0XLYFYBI6Mwb7Dx7avuwDCJvSNwsFZ+u6XXAC2CYcH6/9mctlKMHQ40A/9I8e2Xzlezn5vLwxmp7dpGrxhVf33XYdgJDe93TRg/YX137fvh7Hi9PaQBRePR1Ns3QuF8vT2aBjWjN/7X9gN5er09kQUVi2u//7cDqjNiORoisMF43YJG1+qP1Cn0pKCZfPqv/9yK8gZkXZtaVg8fr986kWOobMFFnSCH8CGbce297TV/zkebNp+bPv8DujKQNWB53ce276oC9qboVSBF2e5tpb2QKYJ8iXYNsu1tWIBpBOQLcCOA8e2r1wEyRgMj8HuWa6tyWtvFPbNcm2tWw5hG/qG4eDAse1n9drT4Q3j7bsOwMjY9HbThPXj1+b2fTCWn94esuHi8Wtz624olKa3RyOwZnn99xd2QrkyvT0Rg1Xj1+Zz22a99sQFS1CAt3ErI56HLsBT4KII2pLYK3rwNIG24UVcF/p8nT0K7laCrnQbyxJLCSyDJzY8jm/YeIbOAQJ8JTE7O4gvXQ41h72P/AQTHYHCJWBQCzN/4VpWta4gj8ODDz1C4Afco0BXAiEEy0eWM3jBfKKU+fnmp9A0QVjp2Ggg4B1L1nFNZB595VH+8aVH0WRdtB/e9whCk6y5+t10LV7J6MAhnvnJdwjQ2Pqjf5x8+5/73Oe48soreeGFF2ZNc/viF7/I2rVr+dnPfsamnzxE3/AgAiYnCFZf82Y+/mu38qMf/YjPf/7zx2z/zW9+k56eHr785S9TrVbp7+/nLW95y2T7D37wA1paWvjGN77BN77xjWO2f+CBB4hEIvzjP/4jd9111zHtjz32GFCvKnj//fdPawuHw/zkJz8B4C//8i95+OGHp7U3Nzdz9913A/Anf/InPP3009Pau7u7+da3vgXUfb42b948rX3ZsmV87WtfA+BjH/sYu3btmta+du3ayfTID3zgA/T29k5rv+KKK/ibv/kbAN7//vcfM+F17bXX8md/9mcAvOMd76BanX5fffe7382nP/1pgGmf6QSn8sz92Mc+Rjw+vf/6O7/zO9xyyy0cPnyYD37wg8ds/0d/9Ee0tbUds3yCOYlZ4XB4WnnIBq8hTiEFJxgtoGdSk68VbWCtISg+W/e3GdrAk4OrMCLdZGL1NMPenEdLtC4PHSlKKsZOWrRDSD2CsNJoWhlL7eJQrYqBZHuhHVm9Drd6F0vNAocqSQ56F6CpPKuNPsziED1mmKfLV3Lv8Hsw7E5kLUvf2F4qpX52VXux3TxSBcRCBn5QI2n55D2bkTJoIsDWFa4UuBII6kKrRjA+l6qPSw+vExFHKW7aN8Yb0y38A/XkhMFV8whs82RbNjiGCY8GxfHC40O6TiD0Set3AQihIxRAgKd0qh4gbTpCDjnXxFeS6vhEf80HUxdoShAEEl/WjUID9HqfW9SP7itVV201nZqvSFgabhCwO2fQHrXptiocyYdpLqzj+sTlRAcDrr4wy6F53YxWajQNF1gS82i2DajmOSDDPG21oI34XNRucknPlbS5P6HFbsPUFW9dliFmuRysLmTrwf1Uag73PP0E89qXsG0sTjJvse/ISxwpCSK2zfvXdrOqTZtVfOkdGeJrP9/CUD7HYrOP/dE1tKcSoIEsQnsMLm4aO2a7Wf2ZvCwc/FuQ+XpVxOhKkJW6wKIs8EbBTIM+XjJZCPBGIHohWNH6/mYRYbpbWrnp8ivZuHsng2NjZJIprl6VojvTPuOSePnRUrMe603vpVs8DX7h1ESic23IfjqeZQ3mzIsv1gfT73nPe066bjQaJRaLMTIyywDxLDPh37V06VJCodCs66xevZrBwUG2b99+ymLWy2Esn58cNOmiPmjyZcAf/PZvMzQ4xKdf2krF9ZA+BFLhi3ol5HCgMTGUtQBX1rsTmgLQzpHf5olSGvWTtDdo8Hrj5X4rJ/p2pzflXXfuCvDHt9cAXavbmygEgRJYmiKsBWSlQKIomAHCF1QRDBs+nlWj26/3z5NSULaiOH4VXUlMzUb3IFUtMyYlniYw0DDQkAp8Tce2iuglheZJXBSW0tDH35lR8xkrlRmM+vV7oVSUhI+VShGLRNB0nXzKQA6CFigQoLUk0KU4pliWRGBqpx/I0jTu6zgxyWAZBh94x7t525vezI9+9KMTbtve3s7SpbNE7jd4zSLUTHOFGaxYsYKWlhaefPLJc3VOrxocx2Hr1q2sWrUK27ZPvsEsbNq0abIk6Cud4k82IavueGQWCAbRvEdQRpLIxavZ3DsKQYFi9F04RhfZSsAzhx3ilsaVC2zKrmJJ/jNYFCg7cUq5Gq4niVgFCkYTXxz8U5rCOh1xjZc2/Qy8GgU9Qbu5n4sTjzBWtQmMGO+5wKPDOMjz1fVsGFnKS8PgGp0cGT6I71WoFHYRk33EbI3DeUXFlQQyIJABQtTTDUHhBWK8q1cXHOoCw4nMVV9bhMZK3FKE3563AE0Ifloc469i/sk3fNVzOhVxXs5x6teULiBkQBBAIBkPyNaodyPqt2GTgLihiNoGIZXA1FwcvcZQhXqHQej4SGQgMQ0IfDCM+iSwAkLjpZrLHmiahqnpaPhELQ1LU9jCoy1ikjINVjSl+ZB5PW1FhZ6Okfqt6xiyfO575imiriI0UCA/lqNf02DxW9HSXYRkH/P1F8hYo1zcGaIprNM7VmRjr8+usQgvHDhEWOSxdR/LilBgPsuXvoUjA8/Sqe3CCicYq2o4TpHfe1OG7sW3TBM2Jir3bRs2aE1GMYtPMVYusrR7KZFwDKXgxqUeTdE4ZG6qbzQRaTRyD1g9EFlSX158Hiov0juSZ2N+BcMVi0wkYP2Ky+luSUP+KUDU/a0mooeVAm8M4hdB0w2nFsE0fF9dKJuaUucXQIscPdcTcMrPgqkRVlIbV0blic/1ZZ7j65Uz8aw/G6xatYpwOMzGjRsnl73pTW9idHSU7duPjfq49NJL8TyPF1544VyeJv/xH//BX//1X3Pdddfxla98ZdZ1/uqv/opvfvObfOQjHzmmjPnxOBN/l4/86R8dk87iBD7JWJyvf+7/APXKWn/wtS8xmMvjoyjjIwOwJEQltHomJT1g2JDomlFvhzOQ7Xc8k/eZ1QnneqDXfr+mweuNE137x7vepxbhmSunUnBh9uMagKVJPGliMj6hKQICBf54e0ST+EqghKBNSBKByQDguNDpm0SEjhVopHzB2orNJaGFfKM9QEZSFIv92MEAfriMIyTS0+kwF1BUzdjSoVnUIC0ID1eJDZQoI0loBodtn5KmyOIRNnTyHVGWjNsYTL0XbnnkKbb84EGCbBE9HWf1r17P6rdeyaMbtnHHz3agB1VMPDxMAj3MR69bMWua4atp3NvgzHM6f/+TPesbBvAN5oy9ZiHlB+veMlo0hHBfIKiZ2GsXgdDIeXHSFsS953GMLg6M+SRDGq5fn8mM2wKMFEMjw/glD/QQUdtFI8AtWnSFFLesj6EJQdeeZn4wuB+pqqxIPU/RsRn1wlzRqkjqo+hGiEWh/XzrsE6tMsoRr4vRQgnNSmGpGoeLGqJoYOg6AS5SBnX7G6UjCQAxGR1jAZahU/FPZKr6GkIqOp/fx82d3dw8/+iAd2UsToIchdd8Dcdz9XedOoNXF0vVuB9b2FCoQMdXctr6AtA1g7ASlHwdKSBjROiJ+9iaj6FrHKqalGoOQkjClo+tK+ywQc1XSDTAwAl8EOAHARHTwJc+YUPQFQ3TLGN4KD6kLqJd2ejzYiRvfhNWZ5pumIwCGg4btCYXMTgS5dmDhwj1/4ILYnsoZLop2y2ERh3e2O3Qvfj9dK/s5o77/wNLDpCKJwhbcapulaGB5xgt5rhgyeUEZhr8fWRCBQaCKBtHF9G9corgUutl46bvkXKzLAunyHkL0WMraJO/xC3s5OpWjagYpsmxoem3JreZjDSyu8HPQ+5R6m++QG8hzH27K6Sio7TFOym5Jvdtep6b3vBWuqGeOiirRyOzZA2EVReETtU4/lyn1E2c39TP4GReXQ1D9tcUqVSK0dFRarXacSOeJhgcHKRUKp2RMuSnSqVSj2E6kX9JNFr3hCuXy8dd52wwYTQ8FUvTGS7kJl9/54H7kdQ9YqwAfHQcvX5Pt6VO3tIZsyyq1BDoSM7UpNBs/ZC5PL+Ot87MwfdrtI/T4HXEiSKljtePP50CCbNNdB/v2LMfN6DugaoR4AAaOuHxMYlExyXAlfVIqaSQlBDkAYcAW+hYEY+KXsMIdJpKIV4Keywu9TM2liOXl0QshRlz6DA1cDV0PWCRvYsLst1UajF+ukiw1y2QCFzWGhqernjOdEj6GikXBvSAkggIu0fv01PvhavfeiWr33rlMe9rQrCqVzM0xqsZzi5kNWhwNmiIWQ3mjNWZhuvX4bywn2A4h9FaxFh+4WQ1w7gtKPsxktRNkouOwtTryycIQkvZk3PpsYZIWSVqMkbe7yAbtCMLFcpukrgtWNbZzhoVZaR8CCMYJdBauLgzxop0L9XAwiFGrjDM3uEx2qOS5eFdvFSSjOb3k4yCqZv4UuL5HoZmIDSH0vizRacenaVUfX4manmETIXj6zOC8l97gla8d5TkYI7fnr+Qt2WODmpfUh5/RP51IGSda+rXj4aGJiRKQNwMCJSJqUAGR9MRNXQ0AY4EVxnYpk/YVKzKeLSGLZ7slYx6Aa0hjybDRYkQjudiioCY5ZDTwpR9DV1TJEIaZRc8oVCaTmvEIi7KJNCxdJto0I50EvyktJ9sVTHveZMrrEvobmmlO+bSvSQL/jC9hTzfeLKIGe5kSWKUsmvy7IER1iyIsjcf443zQ5OeUM/t3EhTLE4kVB+URkJR0tEyL/Vt4rrFAdJPUjUWUZBpzCYYrkzxoxgXZIbzedqaWtBqVbzcs5S5lHB4GYXsQ2h+jFS6HSJdUN4Edsf01MLwUig9C+4oCBOosrFPkYo2kQgJCHIkIp2gCmzce4DuNevqIk51b/1mgIAgC/aSo55ap8L5SqmbLb1yYvnMYzcM2V9TrF69mscee4zHH3+c66+//oTrfvvb3wbq0VmvNbZu3Xra2zZFYpRr1WOMhpsiMTZtqlckHS7kCJTCNE1MA5o9xaisEeiKim6im61IbwwDG/+MCVlTmWs1t5OlQM1sf+31cRq8VplZWAeOLXwwk7mKumeCqdYSsyOm/BsvRE2Z+kBcJxifZoeoBo7UmHCTU4AwA4roiEDHEWC3ljmUC/EtUxKVGq6Q1EIu/Y6gv6qwdcWbLZ2rgUzzGM8diKDnPZYkYrSEFZpV4YCq4kqJEVgICSFdUNEVmZKPFQ9wQ/ox98LjkdDht96yeMqS2gm3Odn+Gry2OdN//4aY1eC4DBR8XhjwGK1ImiMaazpMOjrTdVELYLhQT1kZZ2GTwbb+UfI0I5XC0CBXk7yh52hIYDZoZ7H9n1iGwpMWYTFK3O4nF4RZJfZRdOoCizW/laYjipbWdj7UoygH+xjz08SsAmN+Gjso8cxAlOaIoMXOoyNxZRTfLzNWdNGwiIfjVBwHKQMSYfArUJN183dFQNiQxKwAL9AYq4jxtK8J5loS+NWB5vq0bzmIKQS/v3gZ65vSk23PKJf/RZ7qCbZv8PIQSFypYygI2ZLLO0o83hsmkCCUQmh+3cdN6eCDZ/qENZ8rW3XScYP2UIT9YY9CWVHzakQNSU9TQOB5eKpe4CA/HBA1LCqewtI1krEWwlqNsvRosS1SoQhpQydMjI6q4JFUlVRTGx2+IL/nMPfhcNPahXR7P6n7RimXjVvLLA+bZO00tiii7CRhfPYODrOm06bywjCU+wlC3QS1EsJqOvqmgwoJPUtY9xmthUmJAlbhUWr5FTSHQzStmBIhMi7IZFJVSo5PIhKjGxis7GekVCOdXEnLvHXEI+MdRb9wNMVuItLIaoHYpVDaAd5h0GyGCxHaEhq4BRAaaBFits1gPgvpD9W3m1rNMH4lpK8/fQHqVKO5zgSnEm3VMGR/TXHzzTfz6KOP8vd///esWbPmuAapd911F//yL/+CEIJf//VfP8dnCZFIPfJxpqnsVCYisiYitE6Fl5Nm+MFqmS/ddScEPpamk3OqDNXKNDkOX7n7e9z6zneTSaTYl89i6zq1wEfaAss1KAc+FTTmkcDQdVzh4UuPvDydSMeJfsbUFKipg/RTEbROdpzXj51Cg9cKMytEz/b7TM50/322yd7jRU7Wv8caR514tfFKhhNjDUkAgY5CB72+jgl4ksk0xGB8Ww+diek/W0HW1wlCHokgQirQEWjsFw6aqm/7TqGh+QqtomO1VtluOcSkSTwbUIwbRCMWelWjxRXYAZR1SZNm41mKmgaxnMdARuGh+OB73ntG0wKnppk99OTjfOeB+xku5MgkUtz6zrovVoPXLi8nzfB4nFUxq1gs8uMf/5h7772X7373u2fzUA3OMAMFn4f21Ijb2qSZ+0N7arxtSYiOxPhlM2NglLbKXJSp8lz1KoZLkqXNBqNViakLpFIE1V6anOdQ2hLCaj9NoR040mZ/7Y2klcaKrifomLeM50dbGbWjXHvRiyyqfQ2bYVKhErmcwy/6YbDik7Lh2eFlrMm4HB6DkmPhOmXilsQLFEndoRroREMxak4ZUxdEbB3LC3Bk/WFR8wVK6dQCgT+t8ziVV39nr2V7L1bFIarr/NGS5VwQPxqV8VNV428ovgbe5Vw5052bueyvLp6CrEdoaYKorUiGAkquwFUaQtbXAnABlGJFPIMpygzUKrxUcDjkaaRtHzSfzpgiGtZZ3elTqEqSERitauTcgM64RXcoQij6Vqp+jpf2b6At5mOHouQLNbJymM7EMLGiRaKtHQyIFkqEo1E2bv5Pupf0gdEMWhPDlSILYyOo2guURZyQXsPUQwyOFugIjUBLH3o8B87drDWy/HLERbR2EDINapURio7ibRdmKBWrVPJVMmGThfH9uOVuLuztw9v5bcxEFYovQOxi1i9s577n9wIQC4XJ+COYEY+bLllbr4A4+ZHGjkY/zYw00gSEesBsJxPeRKmqkwjHQDpQ20/JuoxM5xuPik5dr/LiJqcSbdUwZH9N8da3vpV3v/vd3H///bz//e/nhhtumBSM/uM//oOBgQGeeOIJ9u7di1KK3/iN32DdunXn/DwnUhv7+/uPu86RI0emrXuumBg4feeB+zk0OsyY65AJxWiyQ+RLRb50151cs/YSXhg4hC4EpqZRrjnYgaCLCGPJpXRXIxwOxfEDl9HgSN3D7rTM1yfiNqZyKoLWXHn9PPEbvNo5XnrfbOscb/vZhOLTQXDsd/B4wvDRVMYJb94JWxNnxrYSINBBrwtfmqivV1I6IgD0eoGqKhCnLqn1KI2yGRBX9XLWRRPa0bB1yagSdJo6jhOwzQqIBhEKWoBphPADsB3FYFcY84hNLV/jYhmhFjIoJQ3Cmkc+cCm7DslY01kVlx568nG+dNedmAhihjV5vwUaglaDU+KkYtb69etpamo62WqTSCl54oknuOeee3j00UdxXffkGzV4xfHCgEfc1ojbGnA0VfCFAe+omDXLwCjZeRXXTBkYDRR8HttXY+Nhjwu0jSRSCTq6dNSRDRjKxtBCzDN62VfuoGtFExm1mRuW3wT5jbDvDqoyxK78heRz/Tx1uIhtGPTE4KncRezPGSyMZVnZZvJfewSGqOJ4AtOwyMR98jWXvJtHSnAJY1DENH0cR69X6lBQCbTXbL0fs1Qjs7NeOjltWvzJ8guYHzqaC/9tVeGrlF9niYXnvhNvC7B0naoPvgI3UOweMcYr2GgYAgxNEqh68LkpdDIRiARL2Bv0Y2lVPFEkpDt40qA1bHF5VxnNtBAyRE/K4aYlOa5dWOUnh5J0iG6iJCkKwS96s7yrReBqBoVylfaQTqsRZ3etzJLEALAS6bjo8QiRcJj+3dtx7BCyOogWtkmbBjkRo8c+wGbvJjL+JkbLDobSiUaG8K0daGI1ItTG2xYWGdmzg6wTZsyJYvkllmUs/tub30B1R4FnqTEaKDKhKut6uukJPYt3MIl58WrQbCj+gu7EVdy0bjEb9x8Zr9yX5uoL2+hOzuiATog1MyONSltAbwY9BP4o6+e3cd9LBaBELLWSkmol50e5+sI3nuOr4CxyqtFW5yN6rMFZ47bbbiOdTvPNb35zsrS3EGKyDLdSCiEEv/Vbv8Uf/uEfnpdzvPDCern73bt3H9ffa8uWLQBccMEF5/TcoD5wetub3sxH/vSPSE4xg7f1epWNLXt284GrruVbTzxKXNNZ6tg0WSaYGl7kIpJ6Ek8UeKn2PGE9Q0lWkUH2FM9irn5WsxnAn2ybBg1ez5zptMKp+xsXmwN91lXklBcTA241sV2g15Mn9fprHR3l6ygFOe3oNzyMTph6ESFNwRINbo5I/r0iGJYBMc2kbEIkCBGYZZokeJbAtBTDpqJ2oIWYrjGiJGFDx3IC3JCN356grCsOaTamoeN7HsliwDurCRLhMEuuey+r33SsR9aZ4jsP3I+JOOZ++50H7m+IWQ1OiZOKWd/85jfntKOdO3dy77338qMf/YjR0VEmiiTGYjHe8pa3vKyTbHDuGa1IdE2xe8Sj6CjitmBeSqfizhhUzmFg5ElY32OzzMtT8zVcdwvt6YBSKYHnO9S8vQzrPdyzO0amr4/1l11Bd/5eECbhUDMZX/Lo3gyaFcXXTLY5i6hobcxPD7BtSGNeWwcR4zCWBlXlE9ICKg4EUkdISUiHEA7C9Bip6hgCPAU+4mXN0bxiUYrO5/ZNW/T/rF7JfO1oGsY/qBJ3NRILzwoGCh+BhSLAQIiAalCvlCmAqit4YcQiEwZDKCxD4UtAKCxNsSilU6y20BdKU/VqXJzJodPG/JjHi0cGGCgL7t8jmZcqk7JtPryygK90ZHQt11yQ5tC2GoNBK5moxYJkM8tjh1FuBAKJ3pbEGxhjhwsV0yFedVEVB2N5F2P9wzRVyyjfRItEUJ7P2qDCT8oQiQiaQi3s6F9Bs9jHu1trpEIFXixdzKJQG02mpKtpKb8+L2BbNGDYDZGx2lm/ZAlYaZ49uJsRIchE4JLWbrrifSiVQhaop/9FV0P+CShtobvparoT7RCE62I5HF+smSmoKwfSb69XJxy+m+4mk5su6mTjgM6gXEYmHuLqbp3ultbzdHWcBRrRVq9rDMPgT//0T/nN3/xN7rnnHjZv3szw8DBSSlpaWli7di3vfe97Wbx48cl3dpbo6Ohg5cqVbNu2jZ/+9Ke8973vnda+YcMGjhw5QiaTOS+RYxOcyAz+//vIR1m1bDnfeeB+1M4jhGyLBUYMP5fl0e5lDFSLhIzFKDeHpcrUKiXG42xPgwn3HO047VMNrBsCVoPXC1Ov+QlR9zz34meKWJPLj10U0usphiaggnqkltTr70VDr6cYGgEhX5+8A+jUMxA9AyxRr3qYsYCwzxUDrfy75VEMgRsyKFUCKspkuenzouHSUtNIDaWRo2HaF5scpojuKTB1nMDHMg3euHotoy/upejVaC8LlqgozcIiH9bY8X+/z7Z/+yGe502rXnimmEvxjQYN5sLLSjPMZrP88Ic/5N5772Xnzp1AfRYwlUpx7bXXcv3113PllVdimuYZOdkG5w6BYmOvSyqkk7AFNR829rpc0mlNLwl/kpL1UyO8PJmh2f8Frh6loqXp7pb05ix+sd0mlcxiWDG2DVvcd/ej/N6ifazKNBFWLqmwxXApoC0WIiJy7PA62O+vpSQkStvOfDFAoViPwOqKBpR9yUhVQ0nFwngZNMWevE3MEEgJmpAESj/fj8CzQnikQNPB4cnXxbYUxe5m/pYS/6QMkmj8NUV+NiXQucHpMLMDM/FaTRRlJ0DUu1xKRwgQCpQANJOQcIlZPhXfJG5INA1yjoFAZ6QcRvlRqgYEQZpDxR6WpPpoa3M5OGZQrnTRV7IRIscRzeNH+zJc0hUlnSzTW7LJKkXGHGJ+01JeKHXyPAOkZZ5m3SAVsqgkIqz1yhSCKAKf1NqFVEMao1sO856eFWj2fpSyEJZNd7PGuyIFXjDX4Y3kWNEzj7WL3oa5N4/nfp9AtHHIETSZEuV4dLcuZdnqOHT8P1DrpXfv97jv2W2ETY1W4VHxHH60T3Dj4gE6jBb0RBXyz9TFKREFf3R2QeZEYs1UQd24r+7jZyQgvhZkje6ooLvDhuSauteWFjm7l8b5oBFt9bpn/vz5/P7v//75Po3j8rGPfYxPfvKT3H777axbt4758+cDMDo6yl/8xV8A8NGPfhRNO56Ac/bJJFLkp0RmQd0MvlWEuPN3P4M+kOdGVxIqxZAa7IoKNobzqEM/pmQF2JH5yFAHUeng6cMEwcvJTFCcuFoaHJs+1RC2GryWmBqFOJHeNyHxwOlVJRznZLUSzhRTjlFFrxedIqCqB5NphxPvMgGU0QkMEEH9nUqgAlgKqgqSGiQtg68YXfz2Zz7Gr+zayd1PP4FTKlIioEtFiPgh9o0KNmoaF4YXsXW+h2OMEXch8D0GkhrJWHwyhXDLI0+x5/Pfq9uwRHRGx7Nv0iMObs2n2BnGKJTZdse9AGdM0Dre/TaTSJ2R/Td4/XDKYpbneTzyyCPcc889PPnkkwRBgFKKcDhMtVpFCMGDDz5IIpE4+c4avGIRYjwUdkr5DQVEZD9kH6lXzzLbGCvl6e+9h53BDUTi3XWT+MTRy2q0IsnE6p3Tw/4azPLdjPkZhmihydzDxsOKVKwDSw4zMlYkabTRKnzu36XI13R6YgXa4hHmJXVK1SKeadHvzafoKGpulbZoKxdlJNkjNQ4XBBVPI6pr2LpOwYG+isbb57sMlBU1H3wlMAVomkJXCl+9NtIMRSDp2Lx/2rL+dYvq/kHAAJJPkyeFxrMzrO5ffZxvU/6ZVaOOX4YZ6lGAYjyXM2QYeEqMR676XNpW5qVsFIlBwoSiq1NzXeKaTsrupKRGGMz1kZNhzLzEji2j1S2Q0CAeWQGqjx0jo/RXAoouhC1Js2MwWDrE04cHaA0upjcIEW4aoTcao5ItI02f975vNcb8G9l4qMBwPkfGjnJDch4dTcuR8scIkUNQQBkGHVobi677KJXtTWRiGuGgn0jP8ySGthMV+xmQFyCrFqriYC3NHPVqCnWzcXQRqehOIpaPdzAgYlxAYEqe7dvHTV0b0MwatR1xNFugxxz0UAQiayC5fvqHOVexZmrKnb0ICk/W71/xN9aFrJdjdj4XEf8UhP4GDV5P3HDDDdx666185zvf4cYbb+TKK6/EMAyefvppSqUS1113HR/4wAfO6zne+s53TzODd2VAuVjByLr8K33YrmSRDHGFF8ZVYf6zNYYXjpKuBYRq/YzUnsbXBbqRJGK2UQyKnPqzajbfzqnPmLmaXzdo8GrmZCKufpx1ToFzJWiNY6KxOAp95QAPvW4AT30gngGatLq5e68KKCidmqiLWRKQQV3Uivg6GwsxpAj46g++x91f/Ar/30c+ys1/+MccGXXxCi790kVFI8SVz26/lw67HUt2Eqr0Ugk5vPfSK/ng/3vUK3T1W69k89fuptZq1wd/QPNgDSck6r70QuBbgqor2fKDB09ZzJpp8v7GlRdxySWXzHq/9VDc+s53n4mPu8HriDmLWS+++CL33HMPDzzwAIVCAaUUuq7zpje9iRtvvJFrr7120p3+fM6sNTgzSCW4rNvi4FhAvlpPM7ys26LJeX6yDHy2ErB5KERcj7PI2sx+v2u6SXytlwu0p6EwTEU18+zoapT5RjLaTjQl2V9bwuFqnm5rjFKpQKWynCEZpTdwiUiDmJGlr5iiUCxxeXiQ+4d0nitfTZ4QpqpgqX0s1Q7w8L4wR0oxlHQIGT5OoGEbPjEV4AWS3rJBS9hjpCLIhD3KnoFSCleJs1JE+1yTPDhMdKQw+Tq7sI1kOsFMT409kyWMX23M9Cd4JbyHufSA6utMWAELwPd80AxMM0o5MAjpDjFLp+LpVHyDrrDFguYOoqXFqMHNFKNhasKhzRX0yzJ+UMQmT7NWxi8NELVdanaaQ6NlDOWzJpWl6CfZ7RrMQ4DYxkXm9fQHCdxQnlRa8KuXXkD3/LdAqJvuqQUFc5sIyi4i/i40sR0hxgiqUZS9GkLdNEeqBNVeMvK/8GJxivIqooWfM8/fgGZdhLG0GzMeMCjW8vzOKqMVyTP7JOvmX0EiaqKiRfwDu0g4zzNYtNH0MkLzMaxRpN9EkNVQrZ0YR/4N7I7xk5pFGDqRYDQ15U6W69UJBfVpTi1y+ul3td66SDYu4hOU6q/T7z66v7ms06DBWWJkZIQNGzYwMDBAtVrlE5/4xPk+pWP4zGc+wyWXXMK3v/1tNmzYgJSSRYsW8f73v59bb731vPcdp5rBDxdyWKZFUKzSp0uaHIGuBC9qLjtamsknunHCUVprLkdsyBk2brlMIMFXARoSXUsQyCpQO4WzmG1yZDYha2rbmTaIb9DglYCkPo1+vEj4l4EeHDdFcCLBd+LoJ97P+M9pwtgsKlkAru5RqUJpyn4DoEqAg05BQrMBntIJEcXDQ1MBngwm+5CBobGfKrFSwCGvwhe+fgdrV13J7rzCqtQINAfXThM2mlGlg7imIKrrOLZgn9WEKh3iqz/5Ef/61MMYIYt5zRlufee70dNxjEIZ36qLWaYrCTTwrKP3ZN8UGNniCT+OLY88xZYfPEiQLaKn4wRr5vH9bRummbzf8/STzJs/75j7baOaYYPT5aRi1j//8z9z7733cuDAgUkfrDVr1nDjjTfyzne+k3Q6fdZPssG5pzmiUfUVl3QfvUSKjqRZZkGvD8z2j/mETQ3TiGPJIbxAsT/r86WnirytZ5SLww+yMJng+cEWxkpFLrJ+Sp+6GBW4tKbS5LUYHpvJDW1imAtxtRYOVg2qjouVmMcLxcXYwSg9pkvZuwjNX822cisVCkS1AhfEnidBmbwbpuTBkaLOkpRPa6xKfyXEkZJN2HQpOQ4tIUnVNzCEoiXsMVoz6StZvCJy7k8T3fFo23po8rUSMLBuEf9NRPkQET5Fns2v+igsOLazPrHseJytDv2pl4DWqJsx6yhQoDQNDYkbuFQ8i+dHfGxNcmlbiJhlMloxOJS3EBQR/jArnfnoi5dwZLSfsO5jMsRgcZRMcwQlBAM1g6F8lripiGkWgWYSaFWU3UROUyRjAa2xNhb3NJOK7oIOje50fNZ3YK9ZSPnB5/FJoEWvRpZryEKF6PXroNbLZeENDI08iG7Y+PYqKtEuisb1LA1tZ8gd4kD+QrLFdfS6TXQnVT2KK5LkmYNFrliQJJ2OY+o+hcoCMv1lsPIIox+FAUaAChYTjMUwYj6MPgjCPVYYil4C5U0nFozORspdcdOkiA8c/VncdPRYc1mnQYMzjOM4fO5zn+Puu+8mCI7eg6aKWYVCgWuvvZZyucxPfvKTyRS/88GNN97IjTfeeN6OfzImzOABbv7DP2ZMd/BCFqbyidZq1MIRhgyTWjBEyFzLYVtQqhwAN8CXDlK5COUghYmGIKm3UKSMlBVQHqdX5XAqMwfKjeisBq9FZl7nUyMUz8Q1rx+zuwlDHB8wBQSqbv3gTrHlMBD4qEmxa+rujvNicpECDo1vpFG3opiQtUapVzkcC6CqdExk/fSEAF1DBZKIAhUoSnpAIgiwNItvPfEoj+4q4BdHEYBt2uRNqAQD1IwqyZrDbjGIcqEsFK0EDCmXrrLJmKYwx0b50l13cvOayyj97Hl2ulXyuk+XrrjAtaH5aH/R8BT6cfqPUBeytt1xL46u8MM6RqHMCw8+SaTZQIvWPXvrKYVHTd6n3m8bNDhdTipmfeELX0AIwfz58yc7IfPmzTsX59bgPLKmw+ShPfXZxKglKLuKoiPpbGmbLANfdBTJkEBXJbJems0jHiGzLg2FnOd4sRRmZWeCtZ1w/w6FKbOsMn9EJJrG9F/iSC2O6zexvdpCTqRw0Mm5PlrgkQ53ka3W+NHwhwmVBhguHaISlDF0nYvSLbSI55FehZ05C1v3WdosKNTgYMFgtAoIhRcEuIFgt7JoC3uEdMVI1cDUFEvTAdmaJAigpl59Ylbr1kMYzlGhauiCbmTE5lPE+BVRr1h4m0rwO+TY/6qfqZ1t6ut4lZ9OpZMz0ZOZ8Bs5XoWoY/c7e+H12Y8dKIWhRfBVBaQkJDTChokYz+Ut+xr9FYnmBEQNk5jUGBIeIXeElb7FvEQbWiZFubnAt56uIJWBJwWGyuOqGLah4/oO0lZIDExKaIZJ1imw0mwlFPTTkdhDoWSRMFvqRusjd+Op9TiHluCPhNCbE9hrFhK9fh3OC/sJhnPozQnCb1iOla7g7/4a0SP76Q52UCCFCA0hk28lls6wbSxFyhjBSbyHFw865B2ftpiOJjTWLlrOo5ufZtuAxhsXJSiVRsh5Ia6L2mB0ADkUbUAVzASymgdjCZSfh+SVxwpDI/dCbNW5F4z84bp4NhU9VvfwOpV1GjQ4g/i+z0c/+lE2btxIKBTi0ksv5fnnnz+minQikeDmm2/m61//Og888AC/8zu/c57O+NXDoxu2sb9m42iCWCCRQuNgqgNNeoxZNgKJ7VdQVpy8X8F1+5HKA7S61410kCrAE5Imq40yLjWnl7mJWTMnbSaeVec4L6pBg3PO1InBqdf/2b/uFdBkaBSkACmJmKB7Og5RqlSR47FaltBRWhgZlKZtf1SaOv7+p36DBRqCgLrphMRFQ1NG3Q5eKaRQ6AhiWDi6h+4pNAF2AEVd0h6K4MmAXaOH6SbKiCjhKx9LQSlwyXljWFKn5ivK0sVAkJUeEd0iKTVcXaPke7SaFvdu34RqckkXFS2uRi4qedyqcKEKkVA6hqcIB4LmCxZx5+9+ZjLyaqop/JYfPFgXssajuXxLMOYEtBR1stGjn0PD5L3BmWbOMd2tra20trbS1NR0Ns+nwSuEjoTB25aECBuC4ZIkbAjetiREuvWyuu+MXyBuKXy3gCmLvFi+iLApEEKQCGkk9VEMM87+MZ90RGdtS5FV8T30RHMU9GVsKS6n6EcpehdjpNdRQzFYdbB0na62+cTDgjG3CSvIcmB0K4Y+yiVN+3lD8kF61D8QuLsp1aoI5TBUlhwuGiRsjZqvyDk6wxUNpSQIQdXT2JMLUXI1msMBbbGAvqJO1PDx1asrJdYqVOjctHdSyKolIvRfshgtYvMXJCaFLIDt+Bx51TuCzXUGerYZvJN1fiY6SmLGz5m/H4ukPot3stmAmCEQaJhalYgJraGA5ogHVJBBnu64QzxksidncDAXouBGCVvD2IFHQqTY4ReobNiFf/g5ovvyhIKAzoRFrgYSgyVJh6ht4UuNpK0oeTWUMnGdIprmY4h1FDKDPJ9P/P/Z+/M4Oa7y3h9/n3Nq6eq9Z6Zn12rJkiXL8r6AwdjGZnUgQBK4YHKTXMhyCSTfkMvvZruQy024LEluyEJCCCSACQRiGwzEC2Bjg7FkW5Jl2ZJl7dLsM713135+f/TMaCSNpJEtbzDv18seVfWp6tPV1VWnPud5Pg+HhEG/3ApCEvo5wqfvR8X3YhR94pZP464tAGRedwn5d11L5toeLPN+wh0fIjr8XYibWGYnXcpDju/lqSfv5XM/3M7Du59kvOUghSCMIZ+Q7JtqJ/AW80Wu2XglfmwyWiqRTHbwpg29LOntJHJ7ad+CqoCNDhpIR4Pd2z54Kn3swVRp8I/Mvz4c5znFKLZF/LlE9aP+YAtts8giZ5Gvf/3rbNq0iWXLlvHNb36TL3zhC2Qy88+cv/71rwfgJz/5yfPZxZcs37h/BynDxDdCJoISo+EUU1GJYctACUnW6oeoRew3iLVLEDaQSBQSqQXoCNDEOiYfSEx/JrnoTCbPJMfex156E2+LLHJmzDf5GvGcibnTuxO0I7JKYUwcR0RoOoREGQEahWl2kzD60Nj42iCIIsBEYAISyal/3ca0yD3zaWbeWtOubKgjiRu1qx1asUQISGIRxhHEEQYGvoyp0b6uCDQV36Xqu5TqQ2jLod/owJAKFdZoRS5KK6SUSGEQognDJpOxRxGDyJAYQrarGkrFgeoUImHQ7E0yujRFdWmGRm+SvaJFohVhZ1N0vux8Jn/8OF61gesovGlT+O3f/3H7c03VCM1jj0DSNIn8YzNEFk3eFznbnDYy6+abb+bb3/42mzZtYvPmzfzv//2/eeUrX8kb3/hGrrvuOizLOt0uFnmJ0pc1jjFzb3PUk+aczChbxnNMmC/niNeFrTRuoFnTZ+GLIinqTHntgfUKZx9HmoKDtRzf3r+HiXqLjBWTlFupchmvXnkvQ16OUpBCiiaWqrOneRljU/twnJALsk+RkCEdZhlHuIxOmRyoGERRDSmSRBj4UYApBW6k2r7nUpG1PLxI4oYw0rApEhJqGK63bz0vGc8srel/dO8xq4Y3LkcbijSCPyfLReLob/Fu7fJ/qL10Pt8zZu7AZ76orblVb/ScdXO3m2+AJJl/UHXsVgKwiVBAgDohqTNCYwowlSZvgyFCOhIRo812VRvHgD4zwMAF4bO/7NFra5ZYAQOZiIlGQNPOYKsWpYkYW5m8qkvgpfOMNyyC5hhdCQfHSLOsr4dG5RDDno0Rad6YvITH43UMOndihnkKmb18aYuLECF9bp1LOiP6UwWUfhIyrwLA27YPq7/jGP8nXT6EMBIIY5JYdzHUcrnjoE3OPkQ6twYd1vnPp0IuT4yTsbO4oabmHZ2fTCa7eO2lRV67xpndbyCTeNvqhHIJVmITcVhBxC6yeDVIBemLZiNAjx7MOlgD869/rgWjucbyKt1+z+PN5BfSZpFFziK33347Qgj++I//mCVLlpyy7dq1a1FKsWfPnuepdy9tJlsxGdNir/YJjJhcKAkIaXgjFM1+Mt3rsL2Asj+M1DHoGEMY7YdOEYGeueeEuLpBpGfuxqd14ZnD3MffhT7Ezx83vMgiLy3Otl3EqaP35/4qJZA0ErSEJMZFC42hBQjwpquGmtLG0kkiXcPnqC+qPb2PcPo/AZiY0/KTj4wgVqCnI7L0nC6JCBIYRBI8AtIoTKGQQgExhhYkhYFWggohUeBTdFLoMGK/nmIVHQwYXfimwXjlKTqVQ8LJEblVnChoj2o1WFrQSipC3b5O7KuVGG81SUiTzkSSlNlOuBRJi4OWz9/+zacAuOW3PnxC5NVcU/jjfbcAVukkj5iVWdHMjyO8eNHkfZGzy2nFrD/8wz/kQx/6EPfddx+33XYb9957L/fccw/f+973SKVS3HDDDdx0001cddVVz0d/F3kxMO1Jky/C2q6QbcMBdbfJkKcpOO2oDCe3kSXxd8mbgLbIiHGEjrlrr2Ky5dOdTlLzPA5O7iFWV7BdXEPR2cnKxBhTrTw/ab4GFAyoTVzWubc9cyFiWrFNwsqQNl0aYUwQO3QlQ4YrEVIoTCtBs+mST0S4ITRCAx3HtK+9MZaMGW0YNAOJOKNB5QtHarRM7vDk7HK1v4N6XztCshPJp8ixShz9KX9VN/kbGi+RT3cqFhpZNXf5ZNucTMiab39yTtuTE9OebZOAkBFFK2DMNWcHMIp29UyBRseQlh7lQFFqQRAp0mZIFEd0pKAe2PhxSE865uIuSbWR42Bsc1V3SCEzzkQo6UzBG5NLOKAPk4o8OnvS+J5g31SALwrsqUhq/kZWF1byX50CE1Gey5yQczIFSnbA5v1T2FaKdEJRLzW545DNyxGoRI0ttQQFZXJedYq1cIz/kw4ihJUAFFI02TzSSdaeImM0cSyHsliHrZPsOribdauu4KFDHhlLEms9m5585ZJE+6BNG7Sb5iOwbph4xMervgKZEhh9AYY9Bak3tQ3g5xOGut7c9sw6fv1zLRjNNZYPRtvi2fFm8gtps8giZ5Gnn34apRRXXHHFadsahkE6naZcLj/3HfspoNORDE36DOT6qLSq1EUVrSFh92I73eRNi1inyad6CKVktDGKHzeIBSgMYmGidYzCpqwnaBJwtDz0md6dT5ZWP99rYs66l7rFwCI/myxknDav8/pp2senbR8BKRmxwU4wTkAVm5gcXjiFRqMJgLYpe0h7fBdPi8cznlsaSAho6XaApkQTEJCI2962XgQahVbH9UUB+PgoQGIJk0E6qOBjyBbSMmnIAFf75A3IJDwShk2XnWXIazKEZKnowynVyLaq9CuDXByhQo0X2exXHp6UTKYEsQxx/YhIR1jKpDuRwosDjjSrDCSzpEyTkudSD31uet97KWbzXDDRJJVKHnO85prCb3jbjez47G20/Li9PtAMkKD72gv5wYGdx1QzBPjVP/gfi8bvi5wVFlTN0DAMrr/+eq6//noqlQp33HEHt956K48//ji33nort912G52dnc91Xxc5HS9AWfi+rIH0jxAVfkSzOU5sFhmKLuQHQ72cn7uRNy99YvbB7olSzPqBDopNSRgD2qWZ7OSgP0EiXk+p1E13UrLXSnNh7yQr9J1s8Qx0oEEKuu1hxoMiQehzYbGCjkweHOmg3NRMuZIglvhRhB/DRAMsBUEE7bpC7ZN9rCFpRgKNJnyRh+yLMKJv2/5j1g1dvHK2dO4SFH9Bjj5x9Gb4t7rOV2g9n918jnimoeSnKmN+/L5PNlha2HkhgLRlEMU+QaTwtcKWEqk1MQJLQdpOY4sqNh7nFFwOVS1GWhJDQNLUDGQCAiHJ2TDe0GSciIpIMiYzFJSLqU1WDgwyIEKabpWnhlsMqSKBN0o2rBHYa9gf95HMr8LKOVycDVmS8VlzzdWMHErRm5Z4US9PPfpPpGyTjB3jRQH5tKRZ7eDbh8e5dsUKOo2YejPkh6qLXDXEqY2yp9ZBzXcZjFfSG+7BNlNAk/GmQ4+dIGYdhZ4rOTAckDCgVC9hKsHyvKIrpRivx3QmJVcuSRwb4Tkthpv+JCSqbVNkIweJc0Ba4A9B7rKTC0N23wsjGC3EWP65MJ9fZJGT4Hketm1jGAsrTD3TfpHT89ZXrOcnX9xB2s6TTmSICsuoRnmsVouShlgoOptVeo0h4txj3FWpMOlGhLHARSCFQmiJj0+AR/tBWtKO3fA4XtCSRFhCTXt4nkzsOpWv48mY8YRcFLYWeTFzvIB1usiso6/ZMiLSYOiZuqFzx3gz5z+c3Fnn6L4EsFpG9FqA7zHpCZqM4RNM72Xmtxkfjaya3kUIGKr9Wza1Iojb6ywkWoOp2wGbsQKMdjT/DDPxlE1iwuknlpIC23bINVooBE0j5sp8wJ4aaMtASM3lvXXqXg6nmWSsWqa30cQxLISZouS6SC8gSBrUlKAeBbSkoBk0SMYmhhDkE0l6nDSgOdKoIYRm0m3iRRaHGhWWprKzVQg3ySaXuJKsc9TOZK4p/FzvLGPaU2v9tKfWzXOO9ue+/CU+/bVbjqlw+Omv3QKwKGgt8oxY2AhoDrlcjne+8528853vZM+ePdx6661885vfZGxsbLbNz/3cz3HjjTfy6le/mksvvfSsdniRk/BClYV3DzNx6Jt0JzNMyl6OlCtkw++QjTfSxzgdZhOMIuPOBrYPfZ6ivY8CJWIdYsssk84NVBt1vEKW1V0GUSxYoWN+Z91uHj7YgU+BbbsO03R9jlRMmu4wTdKkBnNEuPQ5NQ43klQ8hZImadPDDwJCFFEUHRNwH9GO1ApfAiFLhb0jOKXG7PLkql683FEHxXUYfJwceTEd7qs1f06NO+dUXXlpMlMUeS4nm4U+3WDnTCo+HRW/FhrcrgEpfDzdHsB4EZgS4thGkUCKJnHUopgK0MQMpAVrC00O1gT7q0kKdohhGJzToXh0WNOVViRti0YgEcqgP1tkn+txmZfA0yP8x+4CHVnFxfmAiWgp44aFKTSX9bXIdcYMdqXoSCqqzQabd++is+NSGr5G2gMc8FezzDGQwQ5slUMUzqNVquP6ZbzwPHB9Up6Hta6Pe/e69Ho50kadXCLLVPoKwlKFAV0iYQg6LU21kSW/9uq2H14f7BiuIVQWxxC8bUNqnvTk43APQ/Xe9rXKyEPcgvrD7WqF8fR5fzJh6AUUjPyhqbZB/mR11jTf6l+s6LvIC0OxWGRoaIhyuUw+nz9l2507d+K6LqtXr35+OvcS59rL17Pi3z1GgxhfpbAI6BWHmXSSFIRBrz9GMtOiq/NRto42WZ7qIhIVmlFAqwVCJEEGBHGDY+9rAmQa4iaOoVmZ94i1STWwqfsR+Br3pHpVzJkXOYFFIWuRlwbPrNCBF7d/YTOpfpq5Y/+F+9Qp2lKzb1hUVZIjboIyE/iEgD5RYp7+Wc2NtwyidlphgAkEZCII8DGm20SyLbppYkIkCrCm33tmGlojsBEkooDYr3DQiuiKBeuTARdlE8SWoKohZQqShsRSJcpeD5dEGS5N5gktiR41+bYc5ZDwqPpNyirCQHCuSBOlbVpRRCsM6E6kZtMKB1IZJr0WFd8FAUtTWQqJJI7RZDBZQqSbtMrjDIZLqQbZWVP49W+7cfaQbLjuZbOi1sm4b9ujmIjpyobTFQ6joxUOF1nkTHlW7tfnnHMOH/zgB7n33nv5p3/6J97whjdg2zZDQ0P8y7/8CzfffDNXX301H/7wh89Sdxc5KXPLwgvZ/qty7fXP8fuWgwwtnWasKTDMHEkz4mr7FnaN1dhbLVCuHKS6969ZYuzE8PZg6BYBNraKyAbbWN2hOaegMIIh1vAdfmvpV+lwf0BvMmBld46uzlWMVBqUWtCVjEjJiC8/BtvGMkx6NpVWSMqMSZghfqCwpIlB+4YwM4RUaDSCUD+zIP/nC6Pl0//InlkhKzIVQ5ecc4yQBbAWY1bIamnNh6j8FAhZcOwlaWZQwzzr5nttbpuFpygqFFklSUiFIRd+URSAFwmyCmINfiwxlUFaaeK4RSuIaPoBcWRybqcmZWlKvqTH0bx2aZlPvLzMFX0B5XoBUyXpzK7hsqWdXLUyx7L+fmIkiVSaVFxh23BEMsgRchHD9TVsWJbiiuUF/CDi5ctNLkhvpcMoAZB2HIYOHOGcnTsZvX8X45v24LUS3Hmgg6/uu4AdpU7KOqaUzmOaF9EopZG2gX3hSnK9GbaPBLjOxWRUHUPXsAp9NAsvZzwaJKyv49Lui6n3XEMr3UWsYwxclmV9Pviajbx2jXN6IQva1yWju32tEgJUEqQDzcdftIbp/tAUjbu2ELd8VDE/a5rvD0290F1b5GeUyy+/HIBbb731tG0//elPI4Tg5S9/+XPdrZ8a3vum15OPxykGByhGoySiEtlwlJX5DpK+y9rOnRyaaJINBX3ZTjZ2LWUwmcZWMZFugpbI2cfYmaIkERCDSnLp0iyvXjfAxhVLWF7MIYRqa10n7dFccWpRoFrkxY6a89/x60+2/MwqF87ELM6M7Q1mfkczNQRP18/2/wUWexsmu8YiRkSTWESc9IlBHX0vAK3a/4WqbQ3fFadIqiw2inQkkNNtDQQaiQMkgJk4J5v2hGgCG2vaHt6LXBKRpCYEY2bEAdMkkzRoBDFZS+JHRrsABZrVoT1rwG76MUlh0iMSpLTElgpHmiQjQayhFQaUvBZPViZoBAGNIGDKc2kEPjkrQUIq8raDYzQZyA5jiJBIJRlOwcDK/RRkGTubYv173nxa8ep4Ss06ljz2O16scLjIs+GMI7PmQ0rJ1VdfzdVXX029Xue73/0ut956K48++igTExN89atfXRS0nmteqLLw4TgJO89TEzFaayabMWvsMSwREYkMDx8c5cLU42TFFJf1uXx7b4GkgKbopO4JUrLGW891kYVJlsT34JNlb72LSCg69YNsnbqcfWVFf+9a1iUeZqrhsHlEIqRESkVHQrOvFKKFQdLQWKqBF0pKLbCkJGVGtPwYVx+9rb1YhazerfuQ0dEp2dH1S4gS8xdY+A9curTiJhL8Dyo8+VNl9T53SHKmLDSu6uhDgSkjDEMTRxIRy+kw9dPjKMjb0PAh1JKkYRELQS1soTFxZIaUWaESClpBknPzFSwEDc8g7Wg6HYurelL0p3P8aGo5ByamGB8HM2liiCoNW7G+K4VjVxja10U6n0NlE9iFI6hsB2npIJiiHhhkrRS09oDVRWlonOyeSbrPc7l+IMkPDo9xcPdBmokWqwa7wOriviM1YrOHV1x1Pemeo9eNmtc+/5QzyHj0OjLBFqx4DD+/kq3Jt7Dy0tWsAt4yMcbm3bsYLZUo5vJcc/5GBru6F57qHI5Dav1R/yuZmJ7WHGtv8yLE27YPmU2iMu2h58zfWdP8GV6AdO9Ffjb51V/9VW6//Xb+9m//ljVr1vCyl534UDE2NsbHP/5xvve972FZFu9+97tfgJ6+NJmJEvjKd+5gvFom4XRQTK8kVlkaVoJ+dYSHfEGngCYCI4op+ZpiyuJQTaJ1NO2nM3M/M0GAkjbS7mRV/jDNOE86IVnSkeTwVINYayIdEcenmnabG8Eys3wyFs3gF3mhOZXH2/HtziT6vs3xv5S2dKzQRHPO/tNNciqSEhzfoS4DDshxdBif3OVuzk/vqBte24nXwKJL5VjqW2w3JymKHKmgztOGj4ghVJogAqEiIhRCRuSMmFokcGOLfDKLjGNC16OpXVLYdFAg36ry1GSTrGOTMmDnlM8u0aI3aXHtRZfQ/fARvGkD9p2WR29ssRJFJDWhDFGxYFh4tLwIQwgcqXDDgN2VCZSQJAyFFJKMYTLmtjClZDBXIogMgtikFcUkEglGcwrr6pi3/cqHT/vdzEchmabhtmYjs2CxwuEiz46zImbNJZ1O8wu/8Av8wi/8AocOHeLWW2/l9ttvP9tvs8jxzJSFf76rfBlFVuZqPHxE4QYaUwkycoJSVKQ3o+jT2wlbwyStIVamq7yqJ8mPhyQNfxwj2c8rVhiUdIPm5ENsaiWQVoJiUiPt8zBr99PD44yVsziGwYjuZNuoohHVyVoarT0yjk0uIfHjkGUZF0nIZEtT8mR7hkOFtIR88SpYQKLcoGPPyOxysyNNeUXPKbZo8480+AYtJn/qBqvP5suK5vydL2XxWEwBSSPClNAKQEpNWihq0UzR5PmOrQQsTENQ8yO8MERJRRxFBLHGEIpYGBhmjGEnUSJitJ7gR+PL6LYaaOq8ulDgwfuv5nCgmFzRoGiVsDoG2Dyep1JrcW3nGOesypDqXElt4Aq6kgdwAxetHHLhEyDT1GuTXNxTpzy+FRKKtOFSr09QfrrKa5Zdgco49KHJiEO8oS9LpHIcShtUmg3yqTSDxS5sp5OaF5OyxKxZ+/k95mx6omcMAG2RK5k5Gqo/2NXdFq/mciapzkYR4iakL2uLcGEZMCH3qvmFnxeBQBRNVlHF/DHrZCpBNF4+tp8vRLr3Ij+TrF69mj/4gz/gox/9KL/2a7/G6tWrqVarALzvfe9jaGiIp556iiiKEELwkY98hP7+/he41y8tbrj6ldxw9Sv5waYdfPaencioha1bHEl3cpgBcs4Qbk2jZMS410QSoFQSSyn8sMIxCVBi+t/KJN33ehp8jXxUJ5YZ9o7ViOIQk4iWhlP7Zs1NmzpdFMuLePCzyE858wlR8xm4R8ctz+X0glZnAsJYU/bbMpYG2uYOc/dxelQMFeHRlNPRk9PM+wuaqUDI3JGmjUSRtItIMhwJh2iJgLRIMhiaHNA+DXV08yQKZYTt4HQkPaYi7xj4iQwTYyVCYhxM+q1ubK3x6hahbNHVYXEggA5HIwVIneeOhx6kC5N0s4XjW4zaHuuqJqAxswYqjpA6ZtyIyMh2WqFtWuRMm0rg4oYReTtBh+2QMi00gjG3TqxdJl2Tg3WXqh+zvsNmuG6yTE0s6JjOxzUbL+b2hx6AORUOAxYrHC7yzDnrYtZclixZwvvf/37e//73P5dvswgsqCz8cLVdeXCy2TZm3thnLiwl6FQPkplLKAR3cH6XzY8Pm6RpAgrD7iUtSiyVT1CP8/jaRrgxy7LjZFN9CB0y2gChbMpRJ+XKMBW6CRohw9UIQRIVXcIG+zGWS9gb5Nla3YDNj8iYikag6HYCsoZPb6aDA1NVmgFobRCGLRxlEcaKKbedT/+iJNb0b9l7zKrhC1eg1bECjAB+AYdv0johauinT8g6E041yFnY4CWhIGkKTAUVT2BKjRTRPLudmZszUDLRrmojO4jCIyQUpEwbx5SUW3V8TJCa3o5+ejpTCP8g+yYaZNwKl2Ra9HcleaT6WrIjYFuK2uM97JcWw32DdGQibgjK9PZ3MNywaA70Y0cmq5eY3LftJ0gjZl1XjmpliHL1MG/aUITYZvPuJxgtS4r963ldT4KlvU8S6yKaHsZbdbrTGXStweDa9QDEOma0VOKajMujj4xwsOLTmbO45pJerJ48dz/dPtPmilyzFQlPxtxUZzj6t/bICULOYX85m7f+O+MNSTGX57KlSxjMRdBxIyfwIhGIVGeWuOHORmQB7eXOORMIZ3AMFlnkbPCud72L3t5e/uzP/oynnnpqdv0999wz++++vj7++I//mOuuu+6F6OJPBd+4fwcq8rEIALAMn8f9c1nfNcLWRgsjEPjCI2HETDUUGaODyaiK0gqNRAsDISTSKuJk1pHpuoRx1WSF8WX2lAKm6i49jkdDxpRd8xQ9mWvmPvc+d7LIkxezscIiP70sxMB9bkrhjFn70TGtmBamTrevqgvxMVU8mS7wNNf8feY9YL7fiSSigkKr+JhtZqTj439Bc0fpphAkDEEUm0iZQscRw7JEwRAsiztoxR5DVkg2NhA6xjU0OS3JEVGKDVIC1tuKhpKsykh2yzqHoxAN9FtdGEaSjtYUR0KJVbWZ7BBk7BgpTCabSSYCTaAbNJTJmu4MbsVn3PfZk5EUVYIenWBM+owabUN6HWv8OCZt2vSnMtAEtGZJOjf7mQp2gjCOqXpNniy3SBsm53fYGEqwbbKBbeV4ply49jyWLls6G/G6WM1wkWfLgsSshx56iM2bN5NOp/mv//W/LmjHn//852k0Glx55ZWLJvDPB6cpCz9cDbn7aZeMLSmmJQ1fc/fTLjesSpxa0Drdg+T0+54XbmKkfJiW6GK/9W664i10RjvQRo68EeI2DCK60KJFRo1SCntx7BqtlomW4wyaO1gunmZH5VxqQR4tBYay+WHtKkbC1WyZ2E6fuYNK1cH3W4SxjyVMhpoGnYkGUQYmWhBEIVlbssoOONKAyebCzR+fTzJDU2SGS7PL5SVdNLtPvDmYwB+R4XqR4FJt8j+pvoScMhaa8jfTdqHbnUyoOlOfhYhcIpp2NNFYBhjTY5/jBy8KG02IKWNydkAUCZTWxDpNwQzJJyNkQqOEyXAzxlAO5bpLr6fxDIslyTKrcpIbzh1gYthGWFsZXtfJVemf8GZ9GFFzmKhfw6NTF1Ef7CXpGLyxNUFuw2q2DQc0jU5eseFKgvpems1uimzlmvVZBjvz0HicwQ022CvAimjuHiT2Kkj7SWIN3c5+mq0pstkO8PvB6qLealGIDLI/2sZ12SRyeYK4USP+0SipGy/ihlVZtg0HJ69IOB8LTHU+PDHG7Vv3kTc30JM/Qr0xye2P1XjT1W9mcD7B50UiENkbV9C4awvQjsiKGy5xtYlz5ZqjjV6odO9FfqZ59atfzXXXXcdDDz3Eli1bGB8fJ45jurq6uPDCC7nqqqsWXPFwkTY/2LSDb9y/g8lWTKcjGWqZ5DlalCWjK4zqHnx9HVekvsf+0GW3K9FuNwU/RgeTtCyHpvRBh1hGGmEVMMxO0pkVyDBgD6/ASWTJGbdQdKY4VFWUPBvTMjAF+L4HWs8zZXW8iDX338ffB+U87RZZ5LnmTCZaZ87NuQUOYjTR9Gjw1GM7/5j9nFlVREnbtyqIpoUzBWq676cyvDBpP0AHCAINIozJ2C160w6NYIoep4OstxKzCo3yLlwEvoixDElAjAVYJgwCvUpyVdpkqBXS5wucVIUSnXiGQRKTzuYkIvZwRUQhsBmup0gok0CYuEGCiUaJXpklDGscTNdoODGBZTKpQ87NW1jSoeCZNBpVtO8RxJqik6IvmSZlWigh2v6lc49pHLG0swujKbgudYBUGOG1JEFW0zIiNo+mec8pvpO7H/jhKcWqmYjXRRY5G5x2dON5Hr//+7/P+Pg4f/EXf7HgHff29vK7v/u73HbbbXz3u9/FNE8107TIWeEUVb62DQdkbEnGbl+wMraYXX/Kh9TaIxBF4D0JYQWMHBg9xz5IJgbpWDrIOcrl37Y3ieqCZakerrb+iokgS5c5QbPZjzZTKLmfDvMIjkixPziHZOgyIW2awRJemf5PLu79PhN+Nwe8ZezzBrlz/OdwDYUiRsQ1GqEk1g5KSiYDRW2iSn/KozNtEmiNJULqgWC0qbGET8D8nlMvFDII6X3swDHrhi5eOZ1+cCxJBH9GlktF+zO8TNjcpBPctmBXpxeaMxGy5huEzxd2fjoj0TPDQFDxNAlTE2lB3W8rWTOzge1aMzEpZdJterRiTYcTkHdMEnGJsLaKJ1uHiFp1tCvwtMKPfDotFxlUGKcLETcYSBQQrQLV9OXIxDgrq49w6Zp7aIx0szdYTrqrRt/SH3DtjyskV7wDYVaR2SSZrDHn95kClrb/eXAMgko7PS8OwDmvLfKEZcwV6/C21EHsQVrjXFwwuGPcQPUamLVN1NUGyoHN9Y3MST2g+l53ycKiNo85mAtLdd68exf5VIpsshtYQjYPNBtsPlhlcGCe/YbjbVfVxpPtaFOVg8SKo1UPnyes/g648aJ2NcPxMqozi3PlmmP9sl6odO9Ffib513/9VwBe85rX0NPTw1VXXcVVV131Avfqpc0PNu3gk3ft5aBcAawjLao0mmO0RBqDkE63TKYSUsbkcD7JTt3LsL2ESw/t5r8dfIQn4xF0HPP9dIRI5jG1JGv04NidVAyFH9Ugcw7xtLi4ZWqQ8sFlrE5KGnEdL6yDDtFag9YkTPDDdpERJSE4RiNY6D12Ucha5PlmIdGAc8d9x4tOEohm5ayFMFPJ8CjzCVvHthcIbB+aSiMVOEZEELeH5HE0Hck03RsHaE07Y1mAC4RoTClJWIKk2cKPxhAY5I06fZmDDE4IwpbF00nBlC3pNB1qgYsMNB2GS9aIyQpF6Gt6MhZXDSjGqoLhVpMR4eObkjqKojZYGtngmNjKpKklrs5iu03MOKIhY6pCka1BOiNpGYIptwVKUQ98+gsd/N47236Jn/7aLZgILKnwopCUYSMkeMel/V27bC333nkvrVQPRmcFW3mYJZNx2c2wPvn3e/cDP+Qfv/45ulMVNnb7lLwx/vHrnwNYFLAWeU447dPKnXfeydjYGFdccQWve93rFrzj173uddxyyy08/PDD3H333bz+9a9f8LZBEPDwww9z3333sWnTJvbv34/v+xQKBS666CLe+c53csUVVyx4f3P51re+xVe+8hV27dpFHMesWLGCt771rbzjHe9AymdV3PFFzWQzppg+9vOlLMF4/TSzJ62nwN0PKgVGHuIWtJ4A3Tyh6YUDCXoyBtuGA/ZODfBY7ZUszfgknBAqj0JUI2uu4In6axj2fh7P/z5PE1CNfdandhAKSSNOkjQq9HGYsTCPCkNG6kPYiS4kBZYWk9RamlKjRMN16cgJLBGg0CgpKbUUpvApeRbxiywDr3PXEHa9Nbs8cW4//pyUpbl0IPgkOc4VR0Xgb+gW33zehKyzWdJ77r7melEdH401t818r51dJAo3jGmFAiHbdqFufGxIuhAmppYo5TIVa0wJ5yQtfv7cFEdqZXaMjTIy1sLTAqHBFpC3bGzDIJYhkYIVOZsVyRxLOvLQcLHXLsEavouKSnE4u5JEFBLUFGHo0PuyEYRpnBjxczzOarCbbdGk8hBor/3bNHKY2Qxs7CY+uJegmqffSPGGZSaPDlc4OOzRu+xp3nTNe0j/5w5k7tjUwRM8oM6EBaQ6A4xXyvQUCsesSzsOo6US86Il1H4ERuf0NchtL2fOrILO2cDq7zhWvJqLexiCSajcC2Y3JM8HZc97DBZZ5Gzw53/+5yilePvb3/5Cd+Wngh9s2sH/ufMIh1T72qsBV3RRVXl6oyPUojxLJ8tM2DmeyJ+LEUesmdpPPWPy6Dnn4FuS5OQ4k8EQfsqjw0qTEmmaKsDTHuBgZ8/DdIqgNYE/SX3kbiK/QllCIZ2i1mwQxiECQcIArSFGtlPbUQjCaZlgvgHOqaKWFwWtRV6stM9Pk7Z8FR8jcM2NlJ//PDZpi07tdkd/AzNJi0e3P3bStC1SGdg6xJxpqyGKp32wBAjdltPSSmH7kI4U2gopcdSZFR1DFBEpScMVDFghST3F6KTNskxEEA8wEFsUXYfQh/F0jifyklE7RtujdBMxEUhe3gXl2OU/Rzuwk5J0KybWEq01eQwMW1HKW6QMkzFXYrk1ojgiZTiM+yVMZbFfCApVF521KSQcck6Sf/7LvznhmM2NmvqNX3zHCeve8fo3Mn7L93EMi6lQ0xpvV1RXoSaUMcUV+ZN+m//+nS+zLDuGKU3c0CFrBpwTT3Lgc//A9m/fhfv0Hn7k+xSveSXn/n8fOOl+TobWmtG772H0ru/RPHQItMYZHKTnhuvpfc0NiFM8y5e3Pcbwt79LbddThPU6RiZDatlS+m56Ax2XvviKD3kTkxy85d8oPbqFsFbD6ijQccXlLH37L2Kk0894v2P33sfuv/xrAM75779J742vPqHN/n/5IvWn99A6MkRYqyEtC7tYpOPKy+l7/evazxrH8fB7fgNvbHze9zTzeS7/l8894z6fitOKWffccw9CCN71rned8c5vvvlmNm/ezF133XVGYtbmzZv5lV/5FQCKxSKXXXYZjuOwZ88e7rzzTu68805+67d+iw984Mx+BB/5yEe45ZZbsG17Nuz+wQcf5E//9E958MEH+eu//uufWkGrM9lOLZyJyAJo+JrO5Gk+b1CmHXebbC+rJETu9PoT6csa9FkjPOo+iKkOkBcH8KI+yCfxxkcZatkcds/lwUnBinSVQ3E/FziPklYNpqJOiCJ6rXEiLVnt7GFj92a2Dneg7DzDtSxL7cMEQUDescjKOkuzmp8cSnLVgE/C0DRliB+1Dd/d+MXxXZoNl+LOI7PLQcJifP2Sk7YfRPEX5OgXR2+6/6AbfJETBcTnlrM9+D1+IDLjkXAmZrZnszcKW4WkrYhWpMjZGq01biSIpiedIi2RgBu5KAnLUxY9MqJQdXHsBD+KJuhyksTVFvWkQyAVBcei1mhyYV+avfVBGtFu9tYqbFi5hLDpUZUWTrKJ5+VJpUyGm4LHGgbRRMSKQp1rnCYrb7xoVjQ5PF05cLxSbvtLrV7D4FzhKLGiLe5oIHs1hFXMTARrzkO6/Xhb9zPYkWVJXyfhZJV4aA/hv23GrzRQXoi99GjU0AkeUGfCaVKdZyjm8tRbLbLJ1Oy6eqtFMZeff7+zJUj10RUvtrKkc9Oxc9dCYwdUvg/ZV0Hnovn7Is8NhUKBKIqwrBdXBPJLlc//YCcjag0hkpl7kQYamBxQKxl0h2gZJnuzy3Bij3TQoGqlacQJyk6aTavO5XqzypLaOaT7VmNMPIohHUyVpGwpQhFidFwIaEJ/itbUI0RBDcMZoOR5FMwpEqZBw4uQQpC1Nc3IxgsDBIIojrDU9JSQkLhhNGsvf5STeWctClqLvPgQRLO+VDNVAeX0eRpPT36e7lZ/NElRzQpXM6NKiSImmh5pKgzZFqtC2qNPCTQlKNWO6vIjhUk7dTGeFrKWOorlIkHWqFOpWDRbkl1OQCwVkYAojoi0xtYGOakpGIJASzKqyQHToKfh0bIl+e4ce4KQXVLi6wAjMvBYhkw0uLw4SUFbfOdAARXYpNOKlFYctEPqgc9hU/POV99I7/pV/OPt3yESDn7UwFYmyahF6E+R0ICyCII6ZS/m3GwH49XyCcfrZCl+x6/74t/czpJEim1BGWJICEldxoS+z7tOYdYexyMYol0BESCITdaOxuRcl3pzHyKbQU9MnuZbPTlP/cX/Y+KH92PmchRfcTXStihvfYy9n/lHajt3ce7vzu/Tvf8L/8qRW2/H6uyk4/JLMbNZgkqV+p49VB/f8aITs1rDI2z/0B8QVCp0XHEZzsAA9d1PM/ytb1N+dAsbPvZn8wpKp8Mbn2DvP/4TMpEgdk8eIDH0zTtIrVxB/sKNmLkssedR2/UUh77yVUbvvJsLPv7n2MWuE7ZTqST9N514fqjEaXx3nwWnFbN27NgB8IxC12fKRD/++ONntJ0Qgte85jW8+93vPsFv6zvf+Q4f/OAH+bu/+zuuuOIKrrzyygXt88477+SWW26hWCzypS99ieXLlwMwMTHBu9/9bu6++26++MUv8su//Mtn1NeXChv7zGdm6mwWICpTb9YZaVr4gYsRuzRUD09UG8cYyQ9XQ3Ye2k+q/m32VVP05VfhCJ9O/wdUVR8HnKVMVbOsFFv4oepjXHeTpUqfuZcVyd1Y0scUIZNhgVo8SFZVWGM+gIg3Up3aD4HPnrpJd9KjyxrHUiGOIbCUxd5qBke59CbqbBlP0YheBEKW1vQ/eqzB++iGpUTWyVNu12LwCXIUpvPXQ635BHW+/bynFp6tQe/xg+rj3aiOj9Caee/nWtQShEhafgJfe8Qx1HwBQmEqkDMe8MIlimMSEhKmwlcGY0LzH0MeS5MRbktTa4ZIHVCLYvKOw2AuS5TwaQVl0sYTJNAURJ1bH9/Bzr4+NqQVfck0ppFjfDTkJ/srmAZ091uUVAffS9VIWyGDTPtLPfRj8qkUPYUC9VaL2x/4Dm86z2DQqUHrUPs3mnnZ9AguBFloi0i1Rwh27kAkbaRjEdVaxGNHiKMssdvE6C3Q2rwbAGuwa34PqJPgD0210+0mq6jOLPbGFW3x7RSpzjNctnoNtz/0Y6AdkVVvtSg3Glxz/sb5N5BxW6Tz9rbTKo1ce1mEC/62F8SzqZg419fLyILdDWEVZHJRyFrkOWPdunX8+Mc/Zmpqio6Ok0QMLrJgDgWd+NJGI6ZFIjltLK2JEExaHYw7k5hxSCaoU7LzGHGIRqGIqIscT2eWkTA0ll0g6ryIhjtM5NcIzCJWbjXK7gSt8Rv7kEYaZeWJY5/QGGCi5eEHdRzTAKnwUCBisqksdbeOIQ2IXdyonQZlSoU/q2QdXxXueBaFrEVeXMyM0meEJwOwlKYViVn79qPG7jPn94nMFXPFnL9z5VtDQLJtkEowvSuJRGqN0pCQIISiGrWFrQ4DHENgKE1eSDrqAUVhYDo+m5smJgIhIZIa09I4OsYGEqakx4K1wuOw6bG/lGFFJMlaDo/FTWrpflZqm0i7TCU1S/JLsKsOD44rEtLjUQ5SSEqKrRJOGvI9NjmtqYc+N//6r/KDTTswC5exKpciW/GRWrCvuZeuoIIXuRD7mIZB0bYphZo4Ocg7PvpvdDqSt75iPddevn7B34/qyNBdbbDRLLA/alCNQ3KRYlWu55Tpgt1OQNmz28d7ms29oJIuf/hnX2fzf9xK8K9fXnA/5jL54ENM/PB+7J5uNn7y/2Jm25OvcRCw8/9+gvF776PzysvpvOpYbWDkrrs5cuvtdF/3Ks75rd9AHmd9FIdneTx5Ftj7mX8kqFRY8Z5fo/+NRwOC9n3u8wx98w4OfOkWVv3Wr5/RPrXW7P7rv8HMZOi48gqGbvvmSdte+ZUvIueZKDvwxS9z+Ov/weFv/Afn/MZ7T3jdSKVY+o5fOqN+PVtOK2ZNTU2RSqVIP4NwtnQ6TSqVYnLyzBTYU/k+vP71r+dHP/oRX//61/nmN7+5YDHrH/7hHwD44Ac/OCtkAXR1dfHhD3+Ym2++mc9+9rPcfPPNP5XRWX1ZgxtWJc7I1Hm4GjJcWka9Kgi9EXqdElrl2F5fRYUBkr2aVtg2kr+gx+Cx0ZDVPEoikSOqJ9k9GdOVd6mZ6xhqZBgyLsXpgQlqLNFPcc/I+by7519Zn9qFIkKKEElETtXoUOMcqKT54UGblZkmTwYZlILq1Dg6CmmZkmV5k3qgWdsZsbeicFWSqaCF9yIYszmTNQr7x2aX6905qktOVLDncjkmHyVHcto/y9WaP6HKj+fYW760OVn55ePXL6RC07NFtwdLgY0vQxJGu/qN1m0zeENBHAtMZRGKEMcMSRoRrTDk3pGQPjMmECHDTYfIN3lFl8VYMk05tuhJuIRmmZwaZCrIMVoZpTNjUNAxsSrz+OFxvMG388rMnex3a2SLKZJxGVOGRLkbyKdSbN69i8Gu7qP+UkYLqo/jT+1j94FDfPSpAq/ZeD6XLV3OoDNdBXA+0aR5HyJVBAyiiWFEMkDXLkLXWliXrgYgHCkR2cYxHlAzlU+fGh5jYvJp0qrG6p5OLlu9hm7foHHXlrbfVjFP3HDbxuhzoslmmUcgGuwa5E1XvIzNu3cxWipRzOW55vyNDHZ1z/9VGUWIm5Cdk1oeVtui3dni2VZMXDR+X+QF4Oabb+aBBx7g7/7u7/ijP/qjF7o7L3lckcCYtmeOmDvtIpCEKB0xYvcgRDQtZEWYUcSUaeGRIMDkcLKPQYbodKd4OrecHiNL00yikxkiodpeWEAUVJFmHmX3EFSfIPZLYBSJZAtXWji2Qz5Ro9ss0wgFhyIDaItXUoCUCiUiZDzzMP/8RTUvssjZYEaEMmj/1iIgxqBt/j638MF8xu5zOTZ1sFtBK4aWhoRopw5K1KzfnNYSA5uYECeIsLWgGWukKXDQdFjw6pUhIYLxlsavOERmgxX5JvsDaIokPg5+2O7xEssgkiGN0GeNFXFBHFF0fFJCsmIiy8VBlluTPg4GJSONilwSgaJuCCYaEySyK5ny+1nVOEAB8KKYfUYeVx6hNVYibAVkIsEH3varBLl19Jk5CnaVg+k+0k2PyK+TTJ2DbB6k16tDJkVFGYyHJstS3Ti6RaVp8tl7dgIsWNDa8LYb2fHZ2+jGpMMqYAQaB8H6d735lNutyBfYNFyhGZo4StCKNBUn4PLePGIef+AzYfInDwEw8KafmxWyAKRpsvS/vIPS5kcY/vZ3jxGz4iDg4JduwS52zStkAch5CqRErRZHbv8WUz/ZRGt4+KRRTJf9y+ew8vln9bmOpzU8QnnrNuzubvpe/9pjXlvyjrczctc9jN97Hyt+9ZfPKOJp+I5vU9n+OOf/n49QeezUgUbzCVkAXVe/nMNf/w9aQ8MLft/nmtOKWVpr4mdhPqS1nr15ny3WrVsHwOjowh4URkZG2LFjB6Zp8trXvvaE1y+//HJ6enoYHR1l69atXHzxxWe1vy8W+o4xkz41M9UPi8aFyPAQFb2Ww80USVGnYB3CpIxV+jy9nX0MGxv57lPdrO02yYWT+LKbJXnYNR5Tb1aws3liv0QriJBCsqdiI7wjTPjXkTKaTATddJpjOLSoRhkkmiWJI3zr6QuYivrpz2qerPfi18fbooMWGEaCitvEkiAJyJkBbtSubviCphfGMf1b9h2zaviiFejTCKRXYvExshjTF/qKjvkfVNjBCzVbcLZSEk43CFlIP54L2jPuZTRhLGmGmoShUQrcAEItUcok1jFSSgJt0wg8Wq2AMNY0gKeqNvUgg4gVmysJliZMUlGNvVWfICpgIai7I3TZJkrlqcUWBw5109G1mpLOE6/6DUYaX2BpZoqJZoo98ct5efca0o6Y9Y8ar5TpScVQf5iJhuShvWOEoeZwZZQ7HlV8d7vDe16+ksvMeSr7JQaJEzcg3O3I5BRxHSJ9OVE1i5y+DpiDXUjbIP+ua2c3m/nte61Jntq3CcNMUpUZkuUGQw/9mOsbGfpOYhx/jJh1CoFosGvw5OLV8SzQi+tZ8WwrJi4avy/yAnDNNdfwoQ99iE996lNUKhV+7dd+jbVr177Q3XpJ8oNNOwiEIkLgelW8xl6ioIEys5ipFaRsE0v5KD9Ga82UU8CMAgwZ0TAdQgwSNAiVYjLRSSasUXArtBIWVTOF0GDGPr5hAhJlZokjF8PKIJWDlg3QPkaiiNI1uswS5XpIw0igI5fBTEgpyBHJDsyogWGYCAHSq+OFEJ5ymP0imOFbZJGTMON3pWin9pkSvBiOJgyezCT+6PjQYMYyHpraoifRImVAX8LACJM8WPEoRxKNxCTDcjnI3vhJAqHJRpJmKGgIjRJQCSN03EQIg5TXQa9lkjQaTEmNEVl0J0yECvDrSZpaEPkxZiIkIS0utOt05jyqoWR0ZzeXVfOML7UoGR5ZobBjj1gbhEaIKQ1agctoohtT+phNn6Xk2RIcYFS1kJFC1ZoEQpASJl6lyT45xjmZmKzIsGrqCIfznRhuiigM2ACMZaAhY1rCoT/bScG2AbAI8CP4xv07zig6SxuSruE6AI2+NOvf83NsuO7UfqVXX/MrWPf/FTsmIqZcSUciZn0XXP6KX1nw+56MoFwGINHbc8JrM+uqTzxJHASzolV56zaCSpW+m96IkJKphx+heeAg0jJJr15Ndu2J2Qh+ucLjf/jHtA4fIbl8Gb2vvREdhEz8+McEpTLCMLC7ujCymVkha/f/+zRj37+XVe//7/Rcf92z+pyV7W2hKX/RxhM8wIykQ3btGspbt1Hb9RT5jRcsaJ/NQ4c58K9fpu+NbyC3fv1pxayTMbX5YQBSy5fN+3ocBIzdex/e+AQqYZNctozc+nUI9dxNuJxW2SgUCoyMjFCpVMjlcme080qlQrPZpK+v7xl3cD72798PtP20FsITTzwBwOrVq0mcRMHcsGEDo6OjPPnkkz+1YtaZMFP90LSX8MjwaznX2UoyHGe4HtOdE0iRYNxLMaAbLIv/kwfr15IaPAc/LqJ0nYyd5dwug0Y5Q84vE4gMoQYlBV2JJtsnO9FIkrLOtvrFmKLJxswj5IwKWgjcOMHm8kocO4Eb2QTeGFFsUrAl5VZIxVc0WhHlRkRHUpCzI4amDFrBCydkZQ9NkB6rzC6XlnfT6lxYPvMTBBwmYjkGozri/6PCgRd0APpcvffpqhY+P7PLAgtNSECIQqDjGNdveza0q9ZojISF63sIJH6kaUWSCIkpNX4sOVyzMKUDpskUgmCygGf30yueYumSfmpuwN5DJSYbFcphTG9akU/14HkGT+wcwahfyaT7Bra7ggjB1Sttdh3cyUh5imI2z+Ej2xD1bfzgsUcJYsVII4ktmozWJSnLoC/tMhWm+OwDe+jLCgbnuRxaF1xB4y4LGSQJWoeJqi2E9jDXtssGzueRNfPb37t/D+lkilQiSeRNEFb3UbTKbDlcZ3D962nX9mkzn3H81NgmDk4lKAcWGTtgRSFFh8XCBaIZFujF9ax4tpFVz4fgtsgix3H99dcDoJTijjvu4I477iCRSJDP508aYS6E4J577nk+u/mi5webdvDZe3aSi3O4QYWgtJtY5ZFmjjhqEZR+giisRVoJ3IREhgYD9SEmnA4qiTRaaBQ+Eo1nGGidoq4civVJRs1uis0SrmkRynaqOgLM1ApapS3AdDRwohe0TzHXyYXOD9k31mCiFmGoFNnsEjBi6vUJfNVL0ulnIBPiiBKjpYCaF1P1IqKTTjyfzYIuiyzyzDneaGIupozxYolmWthCHNNWTJ+/M6IVRO165QIc0b4OAthKYNqdGBgsaTSZDEO6kykGDJtqJYUIGvQFJcYsk5aMacm2CedMhBha8ehIiuXZFmvyFRJiircaVe4sp8lWLHLKoRm6FLMxrXo3KooZjLo5vzug0NjP/gNpnIkMK6opftIdU3MnKIkQ30nQ1ZxiJNFLMy3xYw/DSOHi0GEeYbInASTQY1OYrZBatUanNOk1bVLNmAkzIo1mtFklMhVjrcM0m09CNkEUNwi7BL0yjx9H7I87WZrrpe41mGhM4IYetmFT8Rc2btr+/R+z47O34SpNfUmyHZUVLiyw5bwL22bihS3/hggm0GY3qy96++z6Z4Mx7RHljo6d8Jo70h6v6SjCHR0lOdj+rPXdTwMgLZOtv/tBmgcOHrNddv061n7og5hzNI6nPvWXtA4fYeAtb2bZu981G1E28PNv4pHffB/EMRd84s+PiQ47m7SOtH2Wnf7+eV9P9PfB1m20hoYWJGbpKOKpv/xrrK4ult38X86oL0duvZ3IdQkbTRp79lB94kmSy5cx+Nafn7d9UCrPmsvPYPd0s/r97yN3/sKF1DPhtGLWmjVrGBkZ4f777+eNbzy54dt83HfffbP7OFuMj49z6623AnDjjTcuaJvDhw8D0H+SkwKYFdxm2v6sc0z1Q3uAx8MBEgrM+JtMRGl8kcExIZJZ3EBzQfoxGv5KauZFFN3vAmDKFJ2Ffpaam3iqsYJSI0RFNXJGlccar8AFjvi9JGWNcljgsdrFOOFenpqM2Vmy2TMyRkpGTOqVePUxtFZU45A4DJn0XBQKKaHkaqQ0aQaC4AUwhZZ+SO/2A8esG7p4ZdvUYoFU0fweFf6HzvAxaozPW6no+eZsRmcdv/zCmdEKwFCSIGr3QooIJSSmsnDjAFNE5KUklgaxESOlIAwDYi2IsYkiGwuTgJCGCEkiGTT76Tb62GVO4Nh5OpIGTx4ZIm20CLyYcReakWZ97xHceorlqptmLEgll5Gc2EQu7zE0KlFSYirFQMbgX777T1RaglIrpjNlUm5MMFYLySYMzu/PIbRPIZVgeKrE5sMhg/PcI6z+DrjxIrxt+5AZh2iqjrV2EJVPtz205vHImvntl+tlCtkCZjRJR/wo9dAh3dHFQaZQ0feJ5XVo2gLQ8aLYcDVk//AwmD3kEgI3hK3DPhf2OnSY81c6OSUL8OJ6VjzbyKrnQ3BbZJHjOHLkyAnrWq0WrVZrntZtnm2ax08j37h/Byry6cVjpFYhp2JCFdISEdow29f7+h7o3ECgFHlZxjErKJXFIMDAx8XGw8GSHsIIMfyISiJLJBS2qJJxJlmb2U3SaTDhF9javJDDXETQ2MdMRYtirpPLOp5mmRMy1cxyQcInYcSUY0FEmqxTodms49nLmYhMLumUjDXAJCYjmlSajVOYZc/4Uy4KWos8vwjAkTF+LE+aa2Cg0bp9bZpJORTESCSGmIk8bItV0ZxzOKL9INvvxIRaoQ24uCdgWfIyvPGD7CQmLTxMZU8LzmkMkWCfo0nIDqK4jgybpI2YWEMdQY+hSCuNHyToSwe8qnMCPMH9uxxyoaQnJSlhMxW7eCrANgwGw3OxDxv0HYKp3jrDXWUeXFKhN5kgV8nRPynZrqsscyBpG1RlhkYIa4vdKHMCPW1+1xafptBCYkQRHYaFIxVOHFGVmlVejW12xKTnk5SSRJykoixSYgKkoh76FLN51tpLCRsBkyN7SceKrGkxlYw4PLaDt/7u+/ADf7Zq4Xz+V9u/fhee0oTWtH+vJYiqPk9/6qts/cdvoDoybHjbjSeN0gqnktQ3DxJN5VAdGcJlyTM+b+ajcMklTPzwAYZu/xZdr3g5ZqYtbsVhyKGvfPXo+9cbs/8OKu0ggyO33k5yySAb/vyjpFYsxx0dY//n/4Xy1m3s/Pin2PB//hRoR3JVHttOdt15LLv5ncfcM+1iF9l151HZ9hiNvfvIX3jU63XZze9i4K0/j1V49hYYUbNd8Esl5z9uxvT6qLGwwmAH/+1rNPbtY8OffxQ1Ha23UI7c9s3ZiDiA/MUXsfoD7ztG/Juh+/rryK47j+TSJSjHwR0ZZfjb32X0rrt54iMf5YKP//kZvfdCOa2Y9cpXvpJ7772Xv//7v+fGG29ccNUc3/f5zGc+gxCCa6655ll3FCAMQ37/93+fWq3GVVddxXXXLSyMrzl9UjiOc9I2qVS7slaj0Thpm58l5lY/XNFhsHXYxw0El6anmPKLeGFExhY8ethHSZsVyXH+YXuDlp9hVfYaru7YTtEeJZkf5J7yxUzGh1nfOc7eagffHrmMSd1DTMS3x1/Drw98DolmohYxNB6QlDXGal0kpGBf3SGIy8R+A0EDLQIMERJMl8yNY2jGAiUVoZ47SDvV/M/Zo7jjEKZ71NNqfO0AQeqZVWwYJeb3qJy+4fPGmQx6z3SQPDP3dvw+5uvD3FnlGVvQ+drNt4+5dW3aCEBplwCNEDGBbleGklJgYJIxFOsLAc3IJkr0cbA6Qi3ykUYHmgQqauJEgqZVIPBHEVpSkGmwI/DKpHrXkzWe4rK+mKGqzZNDTUwFnelOxioR/cnDDDiXIP0ml67IUUtv4MdP3I5a3U9nNsvqvkG62Mn3DgNxyKuWxeyemMQUEMWCvANZMwRh43pNetKScf/koovV34HV30GGOcbt4+VjPLLm0m8Nk6g9ykpzG7Vqkozl4cUOlpWk7oX0LltK1GggEtvQ1g3zGsdvGw7ImUXSRoNIZHFMAMnBqTIdAy/C1LuzEVn1XAtuiyxyHP/6r//6Qnfhp4LJVoxDgABSwRDa7CKkih27CCEIpCQMa6TiGp5MkI1L1ESeVFzFlyYBJjEmjm6QoYmWoBPg4mBGdYrGGFcWNjGhC4yFHTimxw0d93C3vpZR+9LZKK1lyadpRglGWylafpmVxRyWDFC1GiMtTSZVZMw3UUaaPHs5XI4xzQy+P4EpWiggnDfCeVHAWuSFIWPEpAxNyVfzTtHOjM4CRLsioIoJYkmo2wbtAEpEoNvVCEPAAnwUCdq+VkLDYVfS7wQscUx+fXWV4UNlWhJ+omNa6RwdsceRpqYlYkR2gLg1jBFDApua6ZEVAUkNnZbi6oGYKQwO1RSPD0UcHO6lriNUSjBJFlQCyxB0hDZTcYK+VB/1RC+9B7bxvWU1nJ4Sj9YFU77iUOxzRecoeXOAVbFJpTBJwRkj31Jk4hy257NxZQcPHXKIg8PE4WMszTZwowSVmsuwr+kTCaQUpLXA9BukdBWRXoYQKaTw6BdlhCXIJVP88599HIBbPn87X/rhNgyZQJqSWBsYtYAwHuVIKFmRyVOp1/j0124BTqxkGE3VCJ2j1xGrFZIrBYgY3G4bo9pgx2dvA2DDdS/j4BwhaXTfIcYf2Ulkp3Ed64S2z4biK17O+L33Ud6ylS3v+x06rrgMaZqUtz1GUCpjF7vwxieOEaBmrI6EUpz3h/+TRE/b4iK1fBlr/+BDPPqbv0318R1Ud+4iu3YNY/f+EIC+m95wQoofHBWSjrdQsjoKWB0LF7LmHrMZuq+7drZ/Z4varqc4/PX/YOBNN82bUnk6Lv+XzwHgl8vUntzF/n/9Elt/54Os++M/IH3OymPaLn37Lx6znFq2lFW/9esoJ8HQbd9sf+bXPPsIveM5rZj1lre8hb/7u79j7969vP/97+eTn/zkac3gG40Gv/d7v8fevXvp6uri539+/lC0M+V//a//xYMPPkhfXx+f+MQnzso+zwZnWq3xeB555JGz1JOzh2hJdkwk6DaHWWrs4KqwzIFWF7FdJ6N9Sq08fgtSRkxKHOFQZYpXyM9SszrYOr6Bvxm+kp9f2iCeEky0JDtKA7Qi8FxNtRUTRS6OEOyqr+ezR36Vt3X/B7r1FKaR5v7hJZSiFB2ZmLG4E68yiiEiROwihIkXBwgdz5nhUcRxdJx09dwKWVatRddTQ7PLXjrB5JqBBW3rIPjfZPkOLt/He666eBY43oj9VK+fyb6eaR8Wso/2QH6m3LMEsobCDdtb+7Qvekkdtx9AdICUkli3yyuDoBZCEodKCAMJl5zRx54IGqEmiFukdQFXalwV48g0y9USwijEjAWd1lIO1LNMPSZZ11Xi3HRIplcz1kgQxjH1ZkQx1eJ7o0+RNZIk9nWRdfIskUnynT1IISiPjxNHu5mYLGGIMkbBZEOXT78j+I+dEZM1g1qzTjPU1MIKS4urqFbi2euImKghd48hqi101iFe3Y3umpPu2g10T0cgDe9jdOcWnhg6RKlRp8uJuKDjICOyj6SRZ/eR/RiJvVTFGhxVYfd4wPXn9jJKEnNsL6UDjx19j+F9MNz2i3v0sMOg3cly4z58nSYgiaGbVKImj/k9BAdPfs0brZRn+1NIpVnXv4SeXH5hp8uzwIyWkdRPYuoSgSjQFOcRDI8Cz5+J+4vxXrDIi5fLL7/8he7CTwWdjqTSNLEIyBiKMB5HiiSKiGxUYUI7xCrJec4k1VAyHqenI7IijHickii0U51oEaBoihQJ7WLgoWTEeZ07aEkDX1s4+PihRU2n2Zh5grumBjDtTihcRMF4nLGWiXR6Ob+nBirEMBwuTFU50Mrxk7FBlDUBaGw9RdhykVGL2A2mDesVknbtRX3SyaFFFnn+iLUkJsKaTiGcYWa6+dg0QoHQGnR77CaJAUkrbp/XyxIRfqyY8lX74VWCQ4ymHWk/4kku7qlh2i7ru7ZRoYtlqsBI0MShRZJBgkSaAB9p5hBBgwFfM4lNZAZEOmJZGqZ8l7qn0KFmPIadAVSFwFIhGo8eEWMr2O8tpaJiipnzEIHLTqdFpdhi35RkJKAd3RUJflKWvLpzhA0q5jFhI7FZkYvIWiX2liy++cB3yCYlI+EIMTZZO0UclBns8Dg0bDLVjEgEBv2uSWAEZBxBX30cMx5jsmjjo9BSMV4tHz2Ym7eQbg3hpXpwVQI79hCtg/TomIrVjtC1lQFRyFe+c8cJYpbqyGBUG4RWWxTKVENUEGFE0Hu4RWBJWo5k+9fvYsN1L+PQv33tmO1zwCYjZI8rSEuDVTjE022fDUIpzvuj/8nQ7d9i/L4fMvb9e5GWSe789az9//0+u/7vJwEw80ejhozpYJX0yhUnCEXKtslfdCFj93yP+u7dZNeuofrEEyAlhYsvmrcP3nRRO6ev91l9luOPGUDu/PUkerpnI7JmIrSOJ5yJ3EqdOuJNRxFP/dWncfr7WfrOdzyr/lr5PJ1XXUHqnBU8+pu/ze6/+msu+vRfLWjb3tfeyNBt36T6xBMYL4SYlUgk+NM//VPe9773cd999/HGN76Rd7/73Vx77bWsWLHimLb79u3j+9//Pl/60pcYGRlBSslHPvKRk/pUnQkf/ehH+frXv06xWOQLX/jCgv2yAJLTJ8WpQu9nIrJmIrTOhPPPPx/7DMP2ZnjkkUe45JJLntG2zzUXThxg4tAOykGGhN3H1TmXgiiza8JlBSamlSERHqI6/iQ7WpcQqyWcl/W4iM080rqRsrWUrC1oiYgVCc2RCZeD5RYlHCIFJpCLPQ66F/CT2hi7RgoYZpZSuI8ep4xjuKQ7ajzodZCSHi03gRf4RDHoOVnz8HzEYM28kab/0b3HrBq5YBmxuTBj/TyCT5JjrTC5RJuUiXmU4Lno6RzONGpKcfIj+kzKfp/ctPPZc3zkVfu8UEDBiGlGEns6mKtP+bSwiLUigyQO0zRllbg95YfQMVILkqZiW8VkpX8uy6MN7Cn20dtZZ7L+BH4cEwVlvKiMjD3s3Hk4qsBqo5N6pp/D6QRh4zFEMkMzTtBogFIWr+iOmYqrPBqmCEWObCJPOhHyQG2UN6ZzFLJZegb6ySanrz+VSbqGHwSZI9/ZBVGRdHKUa7wGDxyxqNob6ekf5PyOTpRUvOmKlzHY1Y0/NEVj+xZk/xLk6kQ7amq4SWrDihMrDQKHJ8b4yUOH6BscYLXjUB99gJ01hwvP6SZ0EgzoAlRqFJjknGUXc9mKXgY7stPVBNeztPimeb+V8XSLVrgcoZbTFWzBisepRMtx7Yu5YP2qebc5PDHGdx/ZxA8e20J3Ps+GleeQME32NWpccMGGhRvGPyte9zy8x/y8mO8FP+t4nvesJ63OBpdddhnFYpHvfOc7J7y2Z88egiBYNIB/Brz1Fev57D078SPoTHWxvzyEJKaPMiJukqfOb7/tv3DD1a/kB5t28JF7JnDi5vSESUySJrGGishjEJHUTfK6jIdFTWYpmmMcCpYQCIMIRSwUfmTRbY4hph/GTbtAV8c6lqgW9SiN8nOUp56kW5apBhkeKa9hsj6CnTmHguXRQx2V8HhqIgAJ3bbGDRSRbldtO/YOfrqJqUUWOdu0zzk/ighiRazBUSDR+HHbEqRdt7CNRJNU4EYCJdophwEaiwgRKVBQCQ0KQpIRGmGGtCKNIdr7MBUkVEQkYu58rItXO3mKxRFe1pHlh0ccGvEAuaCfWjKHFTRIBDHnjO8jiOpYJJmSBuekJimHMZZUVMOYLjukFCqUFmhtoqyQIKwT6wx7Wz00cOhNZLmkMUkjkeBH+QxxM8AWkrSK8XW7MmFCS0o0UFGeaqwYzEhMaRDGAWm7xGQpQUSVsh/S9D32xZoOU5CNoFt5VFoO3doiYydY69tsjSIqtibstPET08c5jihm87NHP5qq0Slj/OYQjmy3eRyXRKix1dHnVet4EWyamUqGLT8mNAXJik+yGVEtWPiWREWaXCmgHra3ffnt35jd9q9+8X1sUjUcFFkhceOYR6hw+cTZsU+RhsHgW3/+BM+m2PdpDQ1jZLMkeo56oDoDbYshdZLneyPdXh97PjqK8MYnMHPZeasE+uUy9af3YPd0k+h9dmLW3GN2PM5AOziiNTQ07+vudCXBk3lqzRC1XNzpfTz4trfP22bP3/49e/727+m76Q2s/G+/etp+J7q7SS5ZQmPfPoJqdUG+YTNtItc7vfD0DFjQPq+77jo++tGP8uEPf5iRkRE+8YlP8IlPfALLsshOd7BareL77XQrrTWWZfEnf/Inswalz4aPfexjfPGLX6Sjo4MvfOELLF++/Iy2H5g+KYZOclJAu+Lh3LaLQI/eSk9/1xwfGQdCxVRQxkmmsOIx7HiY7c1LcI2lBJHApx0Bcm5iK/dWegGFEgLpezQPlyjhEEqNFAKFpm5YWGFAUY6xy8ogdJXBZAkvlDRFCqXrrMrbTNWbRIbE8wP0CYOx50fKSo5XyB+cmF2u9RWozSMQnIx+JH9BnkHRvrGYQnCeNp4HMeuZMOOvAcce3zM1aZ9PSDtbRu/tWbv2O7SjsQzR9j0QQpK0QpZqE8OMEEpxoRWzHJPxdJ5dk53Uay61qI4SARpNEGoEYBIy7AvSYh+T1RhtCqzcIJ3OWkb0BEFLo3yPC/Od9HQ3caJDjDUV1eQNZFQ/XcY4w6Wt7B3zWJqKeEXRoieZ49HhgPVdDQ6Vl1JMxFipFHGzxU/2bkLaE+z/5jfoyRe45vwL6E/3U0x6aJmi6oakTUk9ztPVez5/dkWOw/Jqxitlirk8l61eMyv0eNv2IU9SaXDmbzRZRXVmsTeuYPOBXeRTqVkRLWu51P0U9+wc5sYNq1nV1UHsvpyCfy+FgSKFdLotZJ0mBW9jn8ndT7tg99FK9NPwNbUo5oYl809sHJ4Y4/aHfszuocP0FApIIdn81E6uWHMe+VSKzbt3PU9i1iKLvHip1WonnTj75V/+ZaampmYL3iyycGaqe33j/h1Mii5WFy38+l7cVu0EX5lrL1/P53/wdcbiND42Fj6FeIJIduORIKUbKGJKMo+jW/RHh5gKOnBUizAy24lSIiZptJgIOwGNhQ9oHqufz6s7vg9Aw+ojXTAZrQ3xcOkcGvRg2DGGXaRbf5OEiqm4GinAUhqlIqSICPXzU0RlkUVOTTQ9LaqI9PRoTUckLeg2NIcbAjQYElIqImlq/BDqkUHeiPHCtuAlsRBqel+RiZ1Q1LVLK9C0tCRnQUZpYhFhKrCVzZbJBD/X3cR1FD3pAFW/krEpTSIq0d206OzqINSbWNZdQ7QMpqoD5ITA8GPGoipFlSLluDRDiRFpLEtjaIXnJnG1Jswk8YyLEWEAHWvZb5Rw8PAPtvAjm6zjYzYF42H7aUXHEZMe6KRJUoGj2hOwQWwy5dUROEw2fYwAwiBGCUHdg6WWJE7CmlaB1wcdTBYtQiVZla6wOTdKpx0gsBmu5QhI8I7XH/W1Vh0ZVpUCHqECMSSExIwFVRWRVgaH6lW8KEAKycAcEWyGmQiq7V+/C2OqhtJQz5h4Tls2iAyBCmPseYyKdxse6VBhme1rkSMUKtDsNp7bTJTx+x9AhyHFV1x9zPrcBRtACFqHDqHj+ITUwebBQwDYPT0w/VrUcudte+Q/boM4pvc1C/PsfqbkNpwPQHnLthP6ETZbVHfuQto2mTXnnnI/wjTofvX8Okxj714ae/eRXXceif5+Mmfgb+5PTbX3f5JCM8dT2/UUAImenufkiX3BAtlb3vIW1q1bx1/91V9x3333obXG8zzGx4818xVC8KpXvYrf+Z3fOSszhB//+Mf5/Oc/Tz6f5/Of/zyrVs0/q38q1q1bB8Du3btxXXfeSLHt27cDcN555z27Dv8UMFwN2TYcUCgfxkj0sKIjoiM5PUBSaTJ2md3qDWRsSX/j87hGlmYAqXYVVHxSiGCM3owilxAcGW0wMlSn4cd00CJSDoEQxGa7OlxTGAyH3SwtTFIvPY1M2EyVY1TsEsQ2qWQnBbPJoVKdVlPPxuEc/UE8t2bpIorp27rvmHVDF60EuXAj3XMx+CQ5OsT0hVJr/oI6t+Oe1b6eyDMxfD3ep0rxzMQnddzfuft/JoLWsdso5HRqxdEqNzODJpuYumeTkhYdjuCtK2yGx5PIqkF/vYuG2cuT5jApOojiGkp4uCImjqGqLRIyTTVost+I0JVtDAQeTw1uoE/0EzoPsCpZ5aL8VqpBhsP+IDYBhv8tSqNJXDXC+UWY8rOMVes8UnJZ1m2wvJBmaT5PLe6m6UYYXkA+nmJz7Ukuzvdyfu8ytuzbw9/ccRuvXL+B91/xMvoSh9l8oMZo3aTYcS7XrOhjsKuby4rzC0nRZBVVzB+zTqYSeLuPEI6W20JXMU/ccGnctYWhxDiDK+b4PKkczaBG0wPHbJ/flp2gxCspV2wK9sLMzfuyBjesSrBtOGC8HtOZlFy5JEFfdv5bzubdbVEtiEIKqfSs38HuocNcseY8RkulU54ZP1O4h9tG8+F4+7vIXLLo1bUIcKKHxyIL59rL1y+4ZP2vXHsen71nJypqYRIwJPowdESSOr5IEGKiCEjqOl2UGK71sr7zSWztMxUXKKgKKdXg4cpFKDR6+i427nZx99T1bExvp2hOUKLAweBV6M4+knEMPEIcuWTkGIHIMOm1ULJO2gzRWmIoDVKiw/a97HieHyfRRX6amHvOSBY+2pa0o6XQEVpDoBVhDF4oGPV1e9IRKFo+XcmISc/CkBFZM8SMDVAGnVIzFUSE035ZFgZTdZ9Agy/a0VpNHxrT7zWYDGk1E6RyVToHarQii3ONXdy4JMl1PQkGUkNYwiU0TG59vIPRRoquhEemcwp72Mb3usmIfhhKETFMNXmIlAWeG5EQDoE0aEYBuyoNgsQ4XR3nkbSylAJJoTREdz1if5zEky3spCTbFFTDmAiQRppLBxW7SoJWpEkaAlMGVDyF23IpSEEkY1ASJ9T4kWbcj2i4cDCc4EhUZ8VIgrXLHC4ePIJMptlVStAIfZYXRjl/7bFG7hvediNy2qdquxGzWySIVBd1o0LFrZBVoISkFQWUm03ufuCHJ6QabrjuZbOi1ld//ndJ1QJUGE8LWe1nMd86UcwYSWmWTUEk9GzbdAQHcgu/+rSGR9BRSKK3F2kcO24Mm81Z36oZ6nv3sf8LX8RIpxk4LmIr0d1Nx2WXMrVpM0Pf+jYDb7pp9rXSlq2Ut2xFpVIULr4QIQSp5cto7N3H+A8foPtVR4/JxI8eZOhb38YZHKD/pjec0Gd/qkTYbGAVCrOpjc8Up6+X/IUbKW/dxvB3/pP+N75+9rVDX/k3Ytel5zU3nhA9dvxxU7bN6t/+rXnf4+BXvkpj7z6K176K3huPTf1rHRnCzOdO+Bw6jjn45a8QVCpk1q7BmGM71Tx0GLvYdUKf3NEx9v7jPwFQfNUrObEO5bPnjKK91q5dy2c+8xlGR0fZtGkTe/bsoTztcJ/P5znnnHO4/PLL6enpOfWOFsgnP/lJPve5z5HL5fj85z//jMWxvr4+1q9fz44dO/jP//xP3vzmNx/z+qZNmxgZGaFYLHLRRfPnyP6sMFwNuftpl4wt6XW6CYI6W4fTXNhntQWtqE5/Zw+PToeL+qKLldkqDw0nyCckWmsiv86U38HrLrR5cjxkbLxFKVJUpc056gDXZZ9AJuqMhEUecy/kcLOHHfXzeVPPrazsOsKOMUVKwGTLYlIvJ58yecMg7Bka5/anUhyqGQRhfNKqKGeT/L5RklP12eWpc3px82d2kboUkz8jS3JayPK05sNUuR//NFueLZ5JmuF8/34mnK0oLGh7YcXTA3+FAkwJ6PbAKJx+p6ShSBvgBoIDcY7Rss2/bzJJKxtfSM6tVNnQrLEn1yTjdHBQxnixgVIGsfTQOiInkmhbMWlqlvoGjdYBbL2eteylZWxiMFGj1UigbMGKxH5a1Rw/qnhknTFkkENFIT1JSUJnyCqLlFUgkRxgZ0MhHYtlRouuC/u57f6tdOQKmEoxXCqxvLuX3nyBUqPBpok1XF4MINkHWrerY8ZVyJw8FU51ZtuVBTNHi13EDZe40sTs7zwhYqsw7FLvbR1Nb3TOoda4j950FnSM0nXMuMZU+rUcdvu4uG/h535f1jipeHU845UyPYUCuWSKlu+RtBMkLItyo0691aL4PHhmvSRwD7eN6lUOzJ62Uf3UHe1KiouC1iKLPC8cE8nVMohRFPQkLTGI0iFCQIBiUvaQjeosUR6PTl7AkuwwXeYUE2GBhyqvYsovkqJMiE2AjZaCUbfIXf4NAKg4ImrnwCPQmKmVtMpbUAq8KCLWJoF2SJstLBnS5WgO12IsBXnHYqIRownJ2wLHFLRC8IMIQ8a0AjFteb/IIifnWE+r0zPXC8uPwJKgJBBHaN0WboNYIqb3HCNRhKRUwKhnsTzlUQkhL2LKrokjJQ6anNOuXO7qGBloEkADSUCMCVgYuIFBPWzxsq4IO3LJpEsoKyTpNAljiyeq68g5U3RYJX7p3MPcvqcTOzYxmwmawmDS7eYS3cGImsKQefzWGJ6rEVpREAFjStLjJHCcFMNGN7XGCD0I8l6CssqTSnXRX4dmtY6XDkmnY3qETRinecsrr6VQvwfQ/GQkxpQBjhHhBml8r0nWSlNJVCgKqAVtpW8ojsi0TGwtSUSw02jh+ZMUqybZfIrLegCSWMrDbGw55nuYEaHG//0+UmqA82SAl4lpVA5Q8gzcqEJaaZY5eQwp5/XNmkvUl6NiVHCaMZYXE1iSSsZEFE+saJcrdjAkyhTrYHkRgaVI2TFv9GN2/79PEx04CEBt1y52/79PA2Bks6z4lV+e3ceOP/kw3tg4l/zj35/gc7XjT/4UaVuzFfNahw9TevhRpGVx3h/9T+zOEzNmVv76e9qC1z9/gdLDj5BauQJvdIzJhzYhpGTV+35zVrhZ8ku/wM6PfYKnP/23lLdswe7qorb7aSrbHiPR38e6P/lD5DzF8A588UuMff9eVr3/v9Nz/cIK1J2Klb/xXrZ/6A/Y99nPUXnsMZzBQepP7aay/XES/f0se9d/OWGbUx23M6H0yKMc+OKXyZy3lkRPN0YmQ1CuUN2xA3dkFLOQZ9V//81jtpl44Eccue2b5Navw+4utqsZDo9QeuRRYt+ncMnFDLz55xh77LFn3K+T8YxSF3t6erjppptO3/BZ8Jd/+Zd89rOfJZvN8s///M+z0VWn4lOf+hR33303N9xwA7/3e793zGvvfe97+cAHPsAnP/lJLrroIpYtWwbA5OQkH/nIRwB4z3veg1xgyNxPK9uGAzK2JGNLDtUuxKrdwYQb0mj4XNuzm7SYpCP7Kl6zdJItk93sbV3IksR3uLg75umyQ7NVZ3m2ySvWv4qOjMH9+z2aQUwh9Eg5U1xQ+AmRnyCYjBlr7qI7fBg3vJhUZgAda7LpBNeu8Ghph1qQZkejh/NSuwh1sh0+r0PiWD7nrg/KC+h5/ODsciwlIxetOMUW83M9Nn9EBnM60qSmYz5EhceeFyluLmciaD0TAWrGZ2tmuDO3uuDJ9nfm7zMjZEFbvLJjsMyYMIasgr6kohEb6MhCyRgdFomiKhM0saWiS+SpO5IN400eMCsU/ApGOsnjhtsuAx2HGLTPM61hJBzCohMrsuirlViy9Cn2VLNMupPsLkNNBPQYPt2JEoaRB9FC6CLN2CAVTZA0FXGk2FuvcXmfwed3daJ1k5rl0JysUaqVuGb9Og4d2U/StFHjNWzXZ0p7eCvP47P7I65ZadCTalEPHG7f3cmbeiwGT2JDaG9cQeOu9qBGphKzlQZlLoU8rsqmTCXYaOa5d9ovMO041EOHSdawsVdhxWP4skg5cTVTUR+dyefuwaeYy1NvtVjdN8hDu58E2vqdqRTlRoNrzt94mj38jFB7pC1kzaR+z/ytPXKimLUYwbXIIs8ZcyO53vepr7GnlcXSLiXZiSJEEREBQ2qAG5dUefIQ7BjPURE5yrIToUMSNAGBoZtEQjEhuhESbN8FNFILIgG+NDHiGEcnMTIXgHgUt7KbXMLEMx0SUhEGNYopcLVBSBKXNH35GnU3RMoYS7UYSEd0OZrHRgWtQMwbqSVpR9mL6erQtVAtRnP91PFMIvaPbnGqCK2Zc2Wm7rRGg9YIAQlDkzA0TQFKQN4K0Fow1rToT4ZkUj4bO320GRCEFj8YMnFkTFaYmIZB2dAYsU3K8UFHEGsCbaCRtKKIpWkfw4SrlkTY+QZCC/ZWUmyvRoy1Iup+icKyCl3ZCYo2JLTHpj15SrJKtlBgoLqScyshOdvikKgSBV1MWqPYhgFexDLHJzIt4ng5aQmukrTKR2iZnRyJqoiggYxLLCOP39KMyvYc5LtecT3v+MX38INbFCsrd9Nr1nm0arM77KCYyhOMD9GKTaJWCm26dFoRgQ9V1yKDJJNx6XKaRC3JEzri8Ihktd1kZdai0zHwIwsrmDjhu9hw3cv4hy2HqTZ9LCR1r0W5OQ5C0hIJjLDGcFTDUgYV79RZIjMeWpWCJjQFRqBxIsH6t52YbveO17+RT3/tFoYSAkta+HHE5eWIc8tNxr5/72w7d2QUd6RdYMfuLh4jZp2KzpddycQDP2L8vh8Sez5WZwc9N97A4Nvegt3VOe82dlcnF/7Fxzn01X9natNmqk88iXIcOi67lMG3vYXMuauP7v/KK1j7P/8HR75xG5MPPgRa4wz0s/Rd/4X+N74e5TjzvsfZxunrZeOnPs7BW/6N0pYtlB7ZglXI03fTG1j69l88JirqbJPbeAHdw8PUntzJ5N59hI0GKpHA6e9jyduvoe+Nr8fMZI7dZsP5tI4cobF3H9WdO4ldD5VKkTlvLd2vuobitdccU2XybPJc+HA9a773ve/xmc98BoClS5fypS99ad52K1eu5L3vfe/s8vj4OPv27Tsh9RHgta99Le94xzv4yle+wk033cTLXvYyDMPgwQcfpF6v8+pXv5p3vetdz80Hegkx2YwppiVTzYitY110m69ljfM9eoIHOFjupq/nGgqGQ4//XV677I0M+yt4YNfrGMxt5ZzCJNW4k8PRdXR0LGPbcMBg3mSFA483FC/r3EFDZxhuap4cG6Ph+Zi4mOaj1Mo72JldwmjwGi5Kb6MZO+wbr/P4ofv4WklSbsVMNjJEOnrOZaDcgXFSE9XZ5bF1SwidE1X40/ELOHxAHL3YjOmI36PCvufVgPVsRkadDsGxItZcjjdqny/1cCH9PLaNhcAQCk8DOsGIbxGFIVkd0J9IU2k2CYQisASWG9OkjCU62G5PcH7L5scdUNCKopUjkiUaYUhCCEJ8vNAj0oIhOYUtElwwtpvUuVVarSKPj+4nb0HWlPge7PRc+tMGjcDBkz6NKEPgFunJ1gncOnmrQC5xA9f3KjaNHGTC8GlFWV553nk4BriNJukoQJuKltIURIJDW3bidTlke9uzZVmAZuOU/lFWfwfceFHbG2u8jOrM4ly5Bm/bvnkjtpYuWcKbLlvC5t27GC2VKObyvPv6m9hRyrDLkKQs0fa78mKuPInf1dngstVruP2hH5NPpbhs9Rq279/HaLnE9RdcxGsvuXzRL2uGcLwdkTUXlYbguIqXRtOzAAEAAElEQVSLixFciyzyvPHWV6znj+4p0SSJBgLa44WsrmLg8+ShiVmT+Z5onK5okinRgYtDUZao6CSxVkRMUhF5hBli+jFN5aCFIOm7qDhGaUhg00j/Eq/q/3em6uNMVJvUfBvSnTwyMUBdxOioSZc9RUeqyJKiotMYoTvjkFU1CkaJA9UkE65CTysSbcOH9l3akG0RIm1rlIgJm4IwBp+f7Ynen17OXNjSJ4zn2sysUQIsoQm1QGsBEiwZt03ajRg5LWYZhsBREZYUXNAVUXEVQ60UV/bUyCQUQ77NZN2j2wnY10zQmYqoGhE6NvB8gaUilIiIQoUKLZZKWJ4MuCQ/hJAxhyo29wzbdDgeGSuJH1V5eMinwzLpyWjOydTpXicpexkaXsDj41V6lxzhPKtCmRyVfSs5Ipfj2U/zGE0ySuCGfaREi0xxM6by2D9qMBItRYVpzos9mhjsFTXMAKR0WJbr4Pxz17D9+z9m9Ft7aamVhKZgeaA5LxKsf8+b+fd//jL3tcaIYpNWKMk0BRU8LBEicx7dWlJtSkYURFaEpQLcSPPIuMslxQR96Qhtds37XU22YhwC6l6Dg+VDGFLgRz4lr4VPky47iRcFtMJw3lTD7d//Mdu/fhfRVA3DNHGAoBWgOjKsf9uN81YnnNnHV75zB+PVMsVsnot/8R28fHr9QordXPrZz5z0tcG3vJnBt7z5lNvPh5nLsfK9/42V7/1vp23becXldF5xZtWCV3/gt1n9gd8+436dCrvYxeoPvG/B7U913I5n6Tt+iaXv+KV5X0stW8o5v/6eBe8L2pUYc+cvLFX/bPOiFLMqlcrsvx9//PGTVhG6/PLLjxGzTseHP/xhLrnkEr785S+zadMm4jhm5cqVvPWtb+Ud73jHSzcq6yzOwHcmJQ1fs28qxDEloTFANewgNG+gyynQasAl+WkD2tojbJu6ESM5SMNeyv7yOLsO7makvJ3tBw/R1bmKtQPdZHvTFMbHWaKH2R/0sWdiP6V6jaRlQ2RQbpSpej5TrsfGVRuBjYjG4/zn9nEabkQ9FExOVyc1eKZzSqfHaHp0P3l4drnenaO6ZP4bxOlYgeJ9HE3J2qdDPkiF0efY32t+Fnq0Zo7s3EDxM/1NzCdILaSa4bHr2gPrtsH7fLPCM70K0aS0IuVEVP0YIwpIy3ZK3p6WwJNVTExSOJgxVFTMCj9iSgecH3XzQNLEVxX6cnUmXUXKzhMGLZpRBa2SJHUWJ2gBgvtzTbr9DqLwML3pHhJqhEYzQCZMzk1I0rHL3uYSyuYUHaZLyjLwE51YTidd2dfSKKVZ3ZXkvEvXoTrSjNdjzk0t45O3fo247uI5iiiOqYU+r1q5nidGhuhuHSsgpR3ntP5RVn/HvJUL54vYcq5cw2BXxwliUX9nuGC/q7PBYFc3b7riZWzevYuG63LN+RuPMbZfZBqj2BamZotyML18XHXfM4ngWmSRRZ41pg6JhIkiQhGgCEnqBgk8JlvxcamJMaucKuctsfjR0xGRUDi6BVrTEkl8YeHZChGBikISoU+kDGQU4doWtUaB78m384qOH3HV0h0A/GhsJQ8ODxGFII0EjgoZrzUYSLWw8jbLurvZMVQhFim6Mi6VQDPe0MQ6nr77RqDBNiBlwGBWcrAqKCZD6oHCDSMa0aK5/EuXueOwZz6CVmhs1R4fuhGI6TGamP4vBlJKkbYCJl2BpWL8UCKkwDFivEgy5SrQAlNpOm1QCnbVUlzVAxd1NZhoWRxpGKwqJOhKWiTNmH2ei2WAHVtU3bCdXig0hojodDTpZjfab7Cy7mIR4TdMHh5Ok7NDComAUl3Tm6zTiATbxhO8LtUkCG1CoUg7DXTd4NKBhzggB6lW85hpl8E1uyntvYgLnlpCsztJIxIUEy6JwUka0qLimeioxsW5p2Ayh4wlsVTYoSJhKJZlO/CjiE9/7Rauq6fJKUE47TEVWoKWH7P963fxC7/6Top//xV2iRZDtNDSQ0SaMO1R1BJbGewlJhRgaovOnEfOak8AH6w3WdWpWHbR/JXqOh1JpWky0ZjAMkw6kh08PXkAQ4KJohK4ZKwExUTyhFTD7d//MTs+exue0oSOwgginEhw4XvfOq+INZcbrn7lKdMWF1nkbPKiFLPe8pa38Ja3vOWMt/vYxz7Gxz72sVO2uemmm57zFMnnlbM8Az9ThWy8EdOdFozXIwrBGDW7G0+HOIaAAZjyHIYmh/juoRZ9GUnOqPDknk0knRS9hQ7GKg0mq5twzMuRqRzn9icYq+eRdpOp6iQZwyQOAypeFaSFYZo0mmUOjR4ClvDwTs1oWaOEiRccFYD0dNW6s4rWdO08gtVsV9qIhWB043K0eubi5j4i/oI6v0+G7TrgQ1SoviSC9WcGPEfT+c7efs8MgUTCvJF4JkeHY24YEQaQI2B53qQamOxxY4IoICIkEgGxkIxaDpZMURIG9Z7V1LIXcGFziEb/DioyTS2ZAaV4eOQACaWxLBicatEZKHbmCsT1fVRq12JFO0jaWZRxDuf9/9n782g5rvu+F/3svWvsuc88YZ5JgABJURKpiRIlylLkQZEjS4md2Elsvzh+jpM4WTc3Tm7Wi5d9s2y95CV2suLhOvfa19FVJNuyFcmWKFETJYszSIIACICYDs489Fzj3vv90TgHAwES4KTpfNbCQndXV3V1dZ+uXd/9/X1/Q3PU3TbTS1M81RjgtsFRosYxFpoLjIwVeeeuvVTG78er7afkX/o+tRODSZeZjpfYPjbO9NPHOR81mSrX+cC2zYwVZzjpX2DMaUO6BF5fVF3Pj7pJAft6jq1riV5wc3lXrxZTQyMb4tVLUb6z//sOfUeW7ly7s+SNOrg2+K4jyzIeffTRF4S9Z1m/K+61ll3NXXfd9Zrt3/cSDz58ZF18GgwlH3rbtUPiP/W1I4wYQSKDfrYVORkOBb/H24pfZ9hb4s9+/wF23f4RfvOffnh9vZ//2CdQOqUgAjSKAjFjZo4lOcSgt8gh7wg1r0ErqnF8dQ+ngu04OscxBiMVnsp4tH0nXV1grnGCMXeWVHn4jqSgYqTwSdKUKBOknecZd2PmWi4zvSIFp3Mxy0iipEJYCB3YOwxnmwLX6REoSWZdQsdirKSrN0Lkv3u53oTizY2nNQJtwBWa0JH4MqeXO+Sm/70wKJo5tHKJA7guuI4lMpKVniEyTj8cXlocYVmIPcZDyc5Bhzu2D7PVPceeWJNJWMwl5zsB//Ncl8DJEARMBiVk3mRVG9oGakIx4OZob4FmS/LWnS2SRoj0c1ZzqBUFzayM6ycYo/Cky0Kvn2nXIyBPHTydEtqUli0xsbjKQrFOgxqD8Qpvd77B+epmJsMyz8QNxv1FUuPRTgO6uUV5ASNRByeImOtNsJRFlIykVZIIIfCVAzrndGuF/eUrJ8dzV+CstNeFocGLDih3yGW12eLw4DHOtwQelraxZEpQ1g71giC3DgNBzFzPZcsd/5B9h979gs8KWHeEdvKMkuthlIvnFvF1C6MNVggmCxUKjsNiq3HFuk9/8vN9IesaAtxLiVkbbPB68h0pZm1wE7zcGfjrXAyPVxxuG3X4+umEows52lp2jA0xEUaspmWWe5rPHuuy2GxgVYWVSDPT1kyff4qq71BNXJTImagU2Fp1eOb0c2wZmyT0v0LsLbLTm+ELKiOnRJL18B3LQjZAjmFAzeMScfjkk8wsXsCYjBiHS2159DVOu6/MpxU0ugycmlu/v7xjjOQmA96vx6eJ6VrL10h4bRvSvhKuV+73epZCXsna7N7a//18hn4Cg0RcvFDo4wKBhGYqaaMw80OcLRgSvYTFoBD9NXSX50TEhDVY3eTOaIAna7MkYZdDJc2hrEapUKJVKDHdazNgcupOwnC7xPmxEaRQuFGXWTNJN9qPF15gwE05197GtNjMhaSJUseQ4QofGqvSG34z3bDO+950D8ob4Asn+3kEa2V7T546xqmTD+A5ltFqnbeMbcMrFBirK2x2FH9V8jdVkcNxj9UzD1Ldci8dXejnR+0auULAXu00mZn+E47rH6BQnuLguHtNIep6jq2bZXppgUdOHGex2WC4WttwUL2eBFP9iYr2Y31h6nqdJW/UwbXBdx2tVouf+ImfuO7yF1sG/Y7Tzz777Ku9W99ePvIRuNyx+uEPw8/9HPR68P73v/D5P/mT/X9LS/CjP/rC5f/gH/Dgtv186pNf5x/+j/+AwGIR2N+SrNYL1P/Nv4Yf/EE4fhx+9mf5ubMLSAw5ilT4/N69f4+Tt+zghzp/xnt+9ws4JsMTGUr+Kd3SJMX/+F/gnnsYOH6MX3zg/8JzUqzoX6BGOuQ3f+jnuGX/cfZ94yS7vvIsVggcNCt5nVw7/C8f/N/ZuvksWx47zdu/8FUAkqSD0T0yLfiFt7+dZi3gQ6eP8iPPTFP1+96ZVFssil/5wUN8PS3zY8+f5ifPX0BKiSTDkRZHCH7mPQdY6Dj8+HMzvO/sCkpYMgPa9I/Evff0Mwz/6alpPjC/sn7YBBBJyfvffCsWwS8/d477lhpXHNpl1+FH7+pn4P7q0dPcvdq+Yvl04PETd/SbPf37Z05xqNW9YvlzxZCfPdjPt/mvh0+wuxtdsfzJSpF/vH8HAH/w+DGm4isb7XyzXuZ/3dfPP/3kI88ymF05XfbFoRq/snszAJ/9q2cIr2oL+ZnRAT62o/97++A3Xhhk/ImJIf7L1gnCXPPZh4+8YPl/2zTK/7lplMEk45OPHX3B8v+yZZxPTA4zFSX8wRPHX7D8Y9sn+czYILs7Pf7rUydfsPxXdm3ii8N1DjY7/Icjz79g+f+6dyvfHKhw90qHXz32wuW/eOt2DldL3Le4yi+fOP+C5T97205OlwJ+YKHBL56cRlvR701jQSD4idv3cS4M+BsXFvn5c7Os6eqOtGgLf/2OW2iHLj9+bp6fnJ7vlyEKKHxFMloOOPxLh2jmNXb95Sne+sxXENLwrkSRakmUGv7Oe95ML0v4R6fO854Ly4TCYgUYI5FKUty/m/YiDD16jo8+3iTPFUYIEgyrgcdvfXAHO2oO+re7jB07h29yEJBrh7hYYOlvbWK0+DzDn7iAcz7FStgel3l7plms1/kfH55gJYV/+IWvsLnZJcot1lh8DGeCcf63Q7eSFRT/5hvfYipO0NaSG4PJNasD4zy/8y2Mpw53PP05HB2D58C9j3EAOHDfffCfPwZA+41389efPEE3N/RySwI8vmmYZ+7biXHK/NTvfQuDxVEOe//qV4Bfuebv3juBQ+0uZ+eX+PNbDvGVA3ewR3f53x94ECEsjtSUXMiM4Mu3H+p/WOfPw0/8BO969hRGivX60advvYtzm3YwcOYs3HvvC74b/PIvw7vfDU8+Cb/4iy9c/qu/CvfcQ/HwYbgq1xqA//Af4NAheOAB+JVfeeHy//pfYc8e+PM/h4997IXL/+APYNMm+H/+H/gv/+WFyz/5SRgagv/23/r/ruazn4VCAf7zf4ZPfOKFy7/85f7/v/Eb8JnPXLksDOFzn+vf/rf/Fr74xSuXDw7Cpz7Vv/0v/gV885tXLp+agrVIpV/8xf4xvJzdu+G3f7t/+2d+Bp577srlhw71jx/Aj/84TE9fufzuu+HXfq1/+0MfguXlK5ffdx/8q3/Vv/2+90F05e8qH/gA/NIv9W9f67O/iXPu7p/5Gbgqb4t/8A/gx35s/bv3Av75P4cXaS64IWZ9t/NyZuBfxM01m47x1HzO3Vs8vnhSo63kmd5tDLsPYDONNkVOLTQpyjZ/PnMX03EGBhZWm7SLVQq+IbbQSgTFIKQuTjHQfYKn0gJtvYuGLnJo9DEen8vopoJUDxHhYnTEsjdOPLdAL2mudzxhXba4elapPwd06f7NiS9CG8aePL1e458UA5b3TPTTGl8GVfphqo2r5iwf+A6WsV7I5Rb016mcQINQa5cKl4obuez/wFFEOYDEYEkvXlo4QOAFWF1AEeEaywlniUwU8dxBjM1QeZeqNfTIyYXDlPURNuZzpTPIXoOCM8C5nkPTrHBIKmqOYr+QzIiYnhtwZlBxIlskyjVbKnsITE5i9/FsK0R2Q8YQjAy2sOlh9lTLMLyFcJMiNM/jyv08cuI4H7z7bbxnZ7BetmfSZU6d/CKVwKVeLhOnKWedmDeYEvX8Au/3C1i3AAXLVK3AE3NLXMgfYXzPe3nH/oNM2W+C6QvY/Wy7AKlL2OQRvjg/xJdPR3zkQIFDky8v42p6aYFHnn2IxYVnGC7k3LVjF1Nb7oVgiumlhfVsq9F6nU4U8elvfYMfftM9G4LW60Uw9dKu2xt1cG3wXcdLua42eHX41NeOoEy83nVNYMEalho96lc915WC3PQFJ2yCsprbSkfImw7CWrRwyK0FkxN1FtYDCMaCBgU3IsFDW4UUhpLb4dbysyzlQyyqQXagwBoMgqLTZcUOoLRmxFkgtpd+4wOVExmJqyxSSjqpQ0+HBMoSuoZ2qtDWQUpBwVP4rotQwcWkbg8sZCYlxxK6EPouYNHGYkS/mMxezEG6FgKLulhrpgTkG1/T73BefuRFhkQbkKI/ZNa2L5I7QhAgcQGFxNpLaalrX4eiA5myCNEXwaSw5EaQ5pDkki/N38stY88RBR4dESKsJbc5vUwiraLsQiO3ZLrv7Co4kGtFCmRC8AfnigzPhLz/fJsRvcSigZ4RGOPSzn3+6nyN55Zd7uu0qSlBLiVZO8ATKcV6l2VHY4zFC2KCQkSiPbx6lWKpztju3ZzebsjiJsOhg9MWhA50MkMsJN2SQ1RxyYmoBiluFpHlAovEEQIVa76qlyl5LlM2oZZn+IVr5/GWB2tIM4nbuUDZCFItqFUUbmBZ7tbW+3qPDFw78HyNlWaThZVlhMnQvRnc3gADrtOf7BU5vpRkRmCtZU99haNPPsC+wT0ACFchco297LrIySyyWoTey/76bLDBq46wGyOjl02SJDzzzDPs378f3/df1jZuJAjvRVn8NJjelTPweQtkAYZ/+KbX+YuV+4lyS9mXfPZYj15qaCaWTeEch0pP45tFHlusciY7yOneGEIIuqkhWnqENE/YPlRm34jLbFszvdphp3+EHaNDrEQBiZEYwCYLPH32As8uWGQeY1WIEJJU9xDSIU+XMckqcPmM2rUElpfnHirNrVK5cGk2ceGWKfLw5X1+AGNI/r9U6WL5BRpEL73KdxDXsptfSxx8bcQtqQUoH8P1O6kUXY+eDrCmC0gEAksGCBQKj4DQqRDnK6SA41SQQuJrTVGFODKhkApWlWRbrjjGLIicuisYLQ4SmxK31ntURMgt1U0E0QX+Mm1xNgrxcelojzwTFIJJ9k3cTa+2iXONZZqt04yaZW6dmCOLlpkq1fAdxd79I6B7GDzmzS5+5gf6Zc3pzArJ4dN8+vDD/OXKaSa3bcItFwB4/tw5JiuDTM59g5+ojKCqJdRoDVUOMVGM9FqE9//b/gGZ/d2+CC0kj11IWOkZZts5A2qRo+pv04j7FyD/6C3lmy4VnF5a4NNf/yw1e4xSoUonlTQ6bX74tjpTO36MP3niNL0kplK45F5s9boU/IAP3r0hlLwSXvG54Go2uhm+arwa5/pXgwsXLrwq25mcnHxVtvPt5rX8XD76Kx8ntNEVMdcWiETIf//lK/NpHnz4CL/zwDGUjlgVdVJc3jf2l+hUUncaDIXLFJ0OXpaS5D7v+bt/CcDv/def44ycpJeHSAyxCAlVlzeVH+HBxr0EJiVIUlLpkiifCTHD/z3/t8gch7ePPIivEjq6P47b736Rr5zsMd/OiewoBkGSp7xhZI7S8FuYnXuGTtQFGdCzNeYaK8zFYwgnwPFrRKvP4NguA36PwaJisZMjAUmGRhKlCmM1mYHU9CMf1sYJEvCEYaSUsxw59PJrZ11u8J3IleO9Gy0jdYWl7FqMdellMOBB6HvMdnOk6U9SIgzGCFxhMCLHlYC1dDKJlFD1wCIxCO4ah7vGPG4dHebLK/ewq3CKQbFKr1Xjy0caPNVVCK9E4GtwTtBLYqrApHCQvmEZQ9kP2LU0ykj9eXIVcd9QxlcXXL4U13l+OUTYArIQop1lhIh45xafOyoBW5YF9YEF6rUVwiSlONzEev3s1cZSjefznUze84/Yd+jdHH3yAc4+/lt0k4tdBFVKJ494aHaS2Zal4KZ4zgwDvsfppiUxOUpYploD0HI5kXUoG8ktskzLszR8+Kmf/3vXzZc6+uQDnHji44hsibmoyCPzJWZbluFKjY++/wMvmkv1ha9/lf/0iT/CReBJxWoSsxj3qHs+22srSJGTW4+KJ9he8Rgvadygyg/91O8ClzKzInVVB8Of/pFXVGb4qo91Nviu4uV8/i91rt9wZn2383Jm4F/EzXV5N8N+FzOo+oLMmeRZvYmZds5iplnuWTxlcSS0E/DL28lXHme+JXBUiVavR7vXZfeUZD4ukvVN+kgE+EO8cVvMqXwLeeMIU2IF4V5guRMTp/3ucC8UT9aaAb/8HCuVZIw+c279fme4Smvzywt4X2MHio9RZUj09/f/Yyv8M1ovsdarzatVFrh2jK+1rVd27K/7ispHqBCjcy5Px1oLE3WlIM4svhv0sxpsjhAWbTIEoKSHY8GajFz6/QYBRoME5VWw0mM27yIcEDrjWRKUzPARNDJQ3SaB1+bRGZ/RkuENlfNsMgG3RJMMjlbIco3IFMnILvTZJVrLz1H1Bxi0AePVfewZ8vhrU3/Mg8/XmW5HOFGTM7ZLNXAZK2o27exn06QzK3Q//wSyUmDZNQw5Ia3nLlDdM4VTCvEdlyUTcfvAKMGBMYS81AVT+Dm6dZnL6rISsnZiacaGkuqSO0MIBLUQ5tuWw7PZTYtZj5w4Tk3OUQlqoApUHEBIHjmXMDXyGItNyWj9Sl/CjYTSb/Bt4EYcXBt8V/G9IkJ9p3GtbKy14GRv3R0OGS6D4QvPg5eHu0/HRYq2i01hzJ9jsjhLon1aeYUpNU3Bjfruh0PvRqkYnUpckROJEIXG5gKNoi4bpNYj9lyMcRhghSU7iHVzMuXxVOcA7xn4IsoYWrZCuVDgfbsjPvXcJlqrMVYKNg1W2b/JZU7U6Lr76OoOcRJjdRdfuWwqdRkqx8Q64fmkTFkKtPaY7hiEaRM6Do5yCMjpJKCtIjdczC3td0CUwiIF5EbQThSeNCTI17zr9AavlH50w9XjvZcSsgT9EaexgigX1BxwXYVJA3rWx5ddjMwQQpLnPsqmSCdDCsFkQXOue1HotJZOKtBWcGAo4r7JDku9OpPuDHe6R/na0puYnG4xki7gZSu8s6E5VmyzmkuEmmQ4uEDJaN66KeFrHRcdSdJI8Yx3nih1KWnD8VjRTQWrOseTLpoynSTGNwV8P+XYckC0qJAVxc7BJeL5IkM7l/pjzNijh09QiQnPxJx44uPsO/Tu9WyqE098HC9bwrpDvPH2n+XvXHz8z37/7zO7WuT4qmA5iRn0XTaVLJO0+VpcwXF92lg6nocEqnH6guD1y7n8NQFupr/cf//sZ3C5mNsFDAQhRdelWirzg1tX6aQ1Lu9KmWqFly2t318TrJ7+5OdxVtov2sFwgw2+nWyIWd/t3GiGyuW8SJ7KYEFyoZlzYjmnFkp6maaZWDqpxinDas+ye9Dh650UJSHJQRtQ7iCbpt7A3MIpzi+vUA4rFIf20JOGQLZJdanvSTaWguoRMUlYv40azyE6p1hqCxIjyXJDQUFqDfkVLui1BKWrH7uBOSRrqZ1eoLDaWX9o7rYtGPeVff1vx+XXqFAS/cFtai3/80UcRq8uawLWq+mYup7t/LUqOfSRThlshkKuD6nWhCwJKOODcHBFkdy06DeFlniE5GRoa+nZDFcFWGPYYgZRykFLyZKjWDQp2mb4RqLw0F6MziXSgkKwkhvGspQBmbLl3ACnTyTssCUcf5U7Gg5OvYwzXqedRpweqnKh0eDdrWl2Tp/GP7id54e3EekBNpV6fOv0PGMlj+HQo9Fp8/R0j7cVpvntv/hzSqeWOVQeZXN5kJFimaXU8Gx3Fk6sUt/kELWXGRU5d+3QKPMoRo4jRYJgFWsstvQjlw7bZQJ22XO5sNxiJGxzircAEOcwVBAs926+jGCx2WDUjUBeEqxKgcd8I4V8keHqHjpRdIUzaz2UfoMNNtjgu4xLrqqUkIxmz+V3HjjGW3YO8dDJVVINLhkZLlqFfOhte6+5nXe+sR8O//Mf+wTzPTjcuY2/MfApurZAbHyKMkIImO8MoS9eGC9ng9TVKl1dwlw8CxZVl2c6t1JXDbQVdGwF108IVcxXVt8CSqKSWWZXTvPx2QI7yvPsHFhhpjFO3StycPMUuyYKFFSX0E/4VusWDpWfZstAwMLSefYPnWEibHCmGfCl6WFwdqCTFUb8FibPCCpjzK7M4wpBlqeU3H4eUmIkUghcpYl1vxGPCyAgcDSplrjSkui1cdnLi2zY4Fq82jmmL39Mtx7/oKDiKkJcDpZ9vracE+kGSvaFTccoQiQVZUkcODRWxJKT2R5zvX6IvCeh6GVsKhu0DRkO+2W2YdrjvuxbqBUHxhK2V5fwS10ONBTxUoUlW+epka1UB44zZx1mu5LFrkLlGusaShaWugXO5hlFCYm0uGHK2bhNIENKQYQrAsgsFQeeTFze3ggYGF4hiQKyxEdqmFaSp1YKzC32cJfO8fyHfx5KAU8XUxasZLiym4++/wPsO3RJiBLZEhWvyF2j/e9/rC2hI5FhhzTXCCkIVP/4F1SPwuQqi8zzZ7//99l1+0euG+T+clhsNSg5V5YxelKx2Gpg3SE83STVl1wunkqx7pUT/Afedc+GeLXBdzwbYtb3Ajc7A/8ibq6xVPAHj8dkGgaKglogWI0tVU/iKZiqCQJPsbUmOds09HJDqPqtda07QG2kTqohAQZDONE5wAH/L9ECerrAuHeBQ+XDLHUMifosPX+Z2PNp5xKdaZLM4DggDFeJWXApK2ttkLQ2q3T9E73biRk+fqk0o7F5iN5w9caP1XW4F49/TQXvYi15xxr+BS2euGwW97VHXXX76mOw5rS6EV7fwHeJwGCwTgGRtbDCB9svK7X099wBQiRZnlKwywhRIBUGMBhrMEik7R/vLI9xnRIrIqIifMbC7TQCcDrnqAVbybNlsjwjxBBLRaw1gTW4th+s6biGvaqMsjlP2TZ1GdBFU7qwjG5HVG/dzI4wYV83411iFTNSRD9/ji3bB1DFHXxm9gnePuSzVKnS7HaQNiUojDCzssSeqU3MNZ7nc702HygFTNW28OdzRxmpT9JpLrK6eh6RzPLhu+5iy8Q46ZEv4pW/iWEMk46Q98oE+xb7ZWNrf+sXBewd5XmOzBd5PL4HGY4T55YoM0wNOgwWbt5JN1yt0VkMqagYVL8EshOnDBcFOMPctWsPn/7WN4C+I6sTRf1Q+v0HX/Z3Ya38Ui+3UIMV/IPbXpWg+g022GCDl+JTXzuC0um6A8sjI9Vw9Lzmp99960XHlnPRsbX3mt0ML2ffpiGePuHgpzEL8TChinHdjG5W4Ex0B0nuM2X7Y5KFeAs7K0+hhUusfUIVEaqYr63eR92scGv5KDVvhcV8hK8038p0NkWSrBKvHsFVHqhRnmnWOb6wwha5m83FmPHRaSbCOabtBF9fvpvFdJzVZIgfGPscHx15gr+aq3C+U2BHrcV7N83wVGOOz54eomGLOF5KREKWRUip8ZWh7EuWIig6higH33NJjcahL3JZNJkW/RGIhVhLNOJiiWJ/BHJ1DuYGl3Mj47TXUsi6OaGsv7cKoyEsKsbcjKOxZf8EzDZLLGU5VmfUQpCmzsGy4LZRjzRQ/OlJTd31uGUyYjkBz+mnpM52JY1Y8bYpy0w0gVeNKfQihAqpbLqAvyJ4ZMnFcTOqW5Zwpy3bGoq/dnvGXLnG5y/EFK0hMaCsJtLQES41YIuFJ7WgRAZWk5gIIVMcFTIgI0YHW3R0hmNzglqHqFFCCc2FTPGlBRcv9pkKY06t1niYFVQTxpoeA8MhzU6b//SJPwJYd1ZdLhJtr3g8thjjyoSm8nGNpY1m0i1QUD1Gh2eZcQN8FZLFTc4+/lsANy1oPf2lb/D0xU6IaqDMgYvuqeFKjWanve7MAkiNZrhSY9ft9/dfL2G9XLLo52y5/SMv8kobbPCdyYaY9T3GDV0YXsfN1Q9/j6kGEo2lFYMSlrdv89k64LLYMdw6ovi9R3ukBjxlyTUUfUnZs7SS/u28Z/rn5lbEbK/EQngft5SfZntwkr2F52j2Ev7kWYd2kuPoiJGSoeAWyLREKUluIcszrj17dPVs33VOxNYycuQ8TtIfoGpHMX9gM8hXXir3QQL+MSXkRSFryWp+iSYnX3NB6HIR71pcfSzENR67Hpc7va7XwvnVQSKohAFVz6EjCrTyDkJKlC1gTT9VMpASxxhSelglWaXXT5RVgpz+99PBxREuUnpkOqFoFa5bx9ea83YZ5d3GQK3KNq/GYucEc41TWOHgyJxSbsiAXClyz+XWLRP4apxYzvCQ6DIlBNOk7B0ZYLyZsjI9R1tn/MDwdkS1gOyl6NU2JkqwPY+FeDvb9xv2FjJQVb553uIajzTPkUJSH6gjOh0eXzhPOPAG7tnkMj1/kvagYsfOJoPqFuoD23AHfcSOAfTCLkzPw/qH8G8bxanYSx1KL8tCqpVHuXP3fv7g6AB52zBUEEwNOigpODju3vRnc9euPXx6/hR0j1Eq2PXMrN2bA/7kqOH4/AOcW5ynHfUoBSF37Nz9isLfLy+/nAvgsWNPsPBXX2Lqjfu5+013boTKb7DBBq8py5EhvGoSyiVjOXLW3VY3w9HzS4waQSQKnIs3E4iEhqkR2Jg6q3gq5WS+k7/97z5JJ5vkbDbEgdJTDHmLnM+38pXWPtLYJWaCmZUJFJrYeizJMSwQd89hVYncKeLSJXAkrnWJ26eZCw5yuHErctXSdXysEFgpWEhHqDsNZsUBJsZc/mbtq7giAwy7h5fYOejz2ectq2mJZ+a6hE5OaiSDoUPNT1jpCQoueI6iWgyp+j1akaGdaQrC9PORrCXWkkBpcuPgK0Os5bpM0x+92IsTWRtc4vU8GleO50KhiewLn/Fi06IChSeh4ErGij5xHOMHORNlh7pv8TxNnGb4bs6Hd2asrm4jDyx7Sid5askQGEXNdyk7CdNxQC/NEVLwxjEPqwdpZSVqxRWclk99oEUr9ZiIBIdqDo8an5MiZ2h/znvcFrtsh8MzDkMSer6mk3uUkSRWEGnNmIQBJRlVLp0cCjomEQ5V4RE4EdtHIyINY5lmJpN8+XSNxeWA8VrMTOzj5iEDIiN3JGk8QMdmoGCTcKm0NNmoDzq/okxw1+0fWReJBkOPN48JznU0z7UHKI8GBKtdCqmlMLzKvPVImoK3BZryjCQZFOvljDfKWq5Voix5qHBaXY78zp8C8NH3f6AvtukcTypSo8mwV7jJLi+X3PIqO8M22OD1YkPM+h7i8gtDNVzDdGO6n38C7r/92oLWVW6uw2cjyr5kS91hNTJIDI3Y8OiFDFcJxssOo2WH3UOKoaLExudRvcepyGWsrdM0O4h6dR6Mi/Q0NLQhEQ4mGuLzyXu4f+gLqHyOJ6e7rCY5g4EliWCmmTDoG4QoEWXQiQ36FYgo4XKb+pmF9ftLu8ZJK4WXvb3L+WkK/B1xqcTqnM35JzSZe80GJDd7HG7m+deaobv6fbz8rCwJVFxNJ1Pr+RkKcF0HrMR1QrLOWaSsYQlx7AKZFQgrSI2hQD8kFGOwiaErwRpwBUSOC2gCWUebFgJNwfWYKm+n2mnzLDFp7yxlPyQ1gsHCBHG7SSQVw84yEs2ydRkKJO+uexQH7+DRXkwzOceoKHDr5E5qMuFoZ5kuOdsXDD+w91amav3OMVYI3E3DOANlyu+7k03fdOglMd7F8rvmqYfxHUH14n1n2yjFxzvMr65SKQsmnQJTg3vwD21nS/BJzsxr2kl/VOmEKc723X235MDO/oGzpi88X6MT6a3eF/jHd72PJ5ZHWO4ZBguSg+PuTedlAUwNjfDDb30/jzxbZf5iN8Pd26d4eDZAK8PphRmUUBT8gH2bt5DmrywZJTl8ui9kEfPZs0eo+AGj9QGaJ8/zaZKNLokbbLDBa8rNZGPdCMuRoURE2XZoN8uMDi0hc0PXFAllhOvkfLl5iFZWYsLO0klKfCF7L5lV+MQ49IPXMxTSGqxwaMk6YBEIdNZCuTUkeX+6yhoyp0LCDK42jLeXWS5UUNYlFf2S+0gGjPgLXEgm2BaeQQiLQZFZn1DGFIMi79na5UsX6iyZCW4f77LaMyAsvRw8JenlcMtgTDNJWDGKzCgqrmGsmGOBpUjSTBUIGApzOtmlEPi16AC7IWR9h9CXq2LbH6cJLglYFou6KD0qAZkFRyi05WL/PPAcKLmCmjA81rOMlDNykxN6UPMa4GqmOy7j5Wnqyz0atkxnvsKu0gonV2PSWLCyvIO8KJGizZuHYhR1WrZAyWsRpikryyOMDq9gohoxit7gJHfkKXlo2DZ1khMruwm7RTrMM1YMaSXQyXI6RuJLQQmDAxx1DR0XylGdHFhRKUlW556p00jpYFe7TNRTPt/y8LIC9VLC8wtjfKWpGS+mCOMSdYcoJw7C6RAEXTaNzePLhNVCkVZS4myzu35kpzsef3xyBGPmGAm7bKvV2b/33cw+eZZF3cCbqLEgBJ47x1BbcXvRpVZQyBzKs5ZEvUgn+mvw9Cc/3xeyvP7vVe4JotTw9Cc/z9/8z/8G6GdnLbYaLwiNvzqPa4MNvlvZELO+h1i7MFTlEGD9/+Tw6Rsq21kLf6+Hgoenc0qeoBr0H39kOuNn7nI5PJsxVXM5NDjLcPwVVvMSz1wYpLu8zF3FL/EI96EaPpU0pe36WCWoJxGOdRiVixyfWWWmpehFPVQeUw980jxGW40wST8QMYCVm4qe6osyIk8ZP3xm/dG4XGBl11i/d/ArRAG/RIkfFOH6Y8/ajH9Gk+ZrZp5/pa6oNYP/zbitXrlzbaQASZb1ywClInQg1ZrMKjQgspzYQCt2cMhopQ0gIsfiCYGjJLE2GKmoCwiUoWkUnrFk0oKQlLRHjiXImmhPskOMo2WBahrRdhYZMT5aSBI1woXuaUbkOEE4yWq3zUwvp+BIthcFU34Rr3YHStVZ7D5G7BV4V3kAVQjYTIBNc2YKDZZbCU92FpGeyxgBNkrwD25DL/fD/q8uv3OVw3K7xb0HDgHgDpRp7RtnZKaJ3+0QlwrU9k7iDpZJo2Ewpyn7F7+nqgp5A9zapYN6MdOO9mP95Wt5dxf/H7VP8gN7rtO99CpmWzmHZ7PrCl9TQyNMvf2DwAcB+JNvfo1aLebIuTOUgpCCH9BebnDu0WfZ5VX46pkGP/rBH3pZpYF6uYUarvH46RNU/ICKF4ADxVaHsFjkkRPHN8SsDTbY4DXjQ2+7ld954NgNZ2O9FJeLY420zteWx9lbPkbdXWUxG+FbK3eylA0RkCKAMh3atkwATNrZ9e2kuEyLKVybYoTCJ8EgkG4VdITjOKT4FOli8hRTqtAJCqgsxyLx04Q0dHBNSiZ95pIxqk6LUEZoIym5LRSaxPh4MmJzJWVrtomhle1MVRfYJ5aJogYriUfFh7MrKWmuKfk+BV/RyTVCw2zPoeYbBgJIck1m+tlZiEtjCctGieEr52ZiI67HC8PeHdZEqv74w1xW/aBtf7kUOSAIHEPF7X/WjdhntifwpMUVmvMrLruGGnQSwclGgJSGJxfa1JuDqDSgk4QcAi7onBOtInHiUY0Sto4IthbGII/Z7E4jU8PTz95OJZFcGGoTJBELZhhPp+ShxfEzHKuxscM5NUnY6TIpYnqeZKsjODlbxTEJJRHRcCDIBKV8gC4FjBvzxvJe3CxHt6YZ9hLeOdjiK7ZC2y2jvADjtZgLCyw1Oqx0AralJaLEo+k1CAoNCgqKQReDoOR1aSWC3YMxR598gOmOd7F7oMSTmzje03xrJkEcewwXQTvP6HVaCAH31h1uG5HEtj/20g64rkYuXZlx9ZKf6EqbPLxyTJ+7AmelDfTLH1+s4+EGG3wvsCFmfQ+xdmF4ObIYoBcbN7T+YEHSTS2rkWXnoEMrMTRjy0BB8oYpl2cXcp6ZzxAS3uB/C6dYIhdl3O4y86aGzBwC5yiDSZGW8vG0pp5GGGPIPY/VOc2RuYxKaNlSzZhuCbodxUTBZ6lnwWpCR9E0g8AqN3PiLl9YoDx36X3O37oJHdzcSeHFUMDmy/5cvmkT/hWt1yHufW3w8XKErcuFqdcqxP1KSg5srcBs10FYQdnTXOi5lBxNM+5/ogZQQqB1D2MzuGxGPLWWVPfdPh2TM+EIkhy60hIYcCx4BnKbYv2AHBimQOZICplipHmMzcNFulnKojPMcBBwXG5hrrNAnq0ylnY5qAeYL4xhsphOHpBNbSUv+Kj2AFvamxlor2DijJUs4lhjEV3yeNP2PXRWGnx25jjvH9/Nltt3IlwHGRZJZ1aoHj7PvRfgcHaB6cGAWzdvZaG5iuc4GGvoRBFdT/DuH3s/yhvgCydjYl9SyKbR8SKb5NfZ5sxAcht4oxA/D+GeviPr8g6lq39x3U6kN8L80lmOnforRpxlxtxhZpNDfOHkOO/ZGVzXybXYbDBar9PsdakXS+SdCDW9SoOc6thW5hor13eAvgRqsILpxixGHUYKZQBMkqLKBQobXRI32GCD15jLOxHeTDbW9bhaHFtJ6zywfB8KQ0hEQ9awQCRDIu0TkqCFJLMuC2KELgVy4aJsxoqsM2BWLhbWC1wMQXELvdUnyXBRKqCcz+HnGWH9dhzVo+VWKWQ9LIJyr0Pqeiz4g3xh8V38van/k4LoUpAR2iiUMkTGZ9KfYzmrsat0kp/ffYoHz/pMVWJuqcaspppeCr5QrEQCbS2ugoqv6CYWbaDiSSLjYbFkRrMUBzhqTcC6dsyBJyy57Tu1brCVz2vKqx2x/urz6nvaJGAFaHv9CV9Df0Jxa1UzGFiUyDjb9BnyI8qOQ2glq70AVcw525S0MhdtLO/dmtGNHE6kXd5gHArfqnNs4h7qniDx53FZZKQbUot3MtibQZqMs/EOzi3uYEfrDGNT03hOG3+8xbloEDkX4DspnhtzYWmSimgzXRxiqDPAiRVLybE045RaBImxVChQDAWFWkJSWiFQBrddx8k1+9jM9mqPnb2zRN0K880Ef8BFBBnttMyRpTKODVlJI5bdgIHIYLwu3UyyrZTSzSxhVWOJCdyMXZUhTjzxcf70xMAV3QN95dDNWyS5RkmJpyQl1yPSGZ+eVkzeGlGTkGUerpuivJTmc2M39RmqgTJOq0vuXfoMncyiBsov5yuxwQbflWyIWd9DrF0YrjmygP79wcqLrHWJg+MuXzgZs9g1jJQEJc+hHlgOTbgYa3noTMpgoV/65eplnlkcxJKispzdBeiYACNWca1mMO3SdcusOAFhnmKBL7eGGfCL+KrNgK+RUrLcNUx3fILyVgqqQtk0WJoPgTaQvvR7jlNGj5xZv98eq9GeHLy5A3cDpMD/QpPfsjWOkfPvaL8OA5/LBy+vdufCV59QQTUUjJYyEA65Bm0UvjCsJgpXanzpk1vITUaSW+LrHEQFZFi6UhDoAI+M3DEUXcsIKT0UbqbQ7gCCgNlsmfd0Y5KSACFwBgPuySQdm1CSDidFh1EJ1a1bCTJLlnt0CRChS31klLfedg9JDjPTp/i67UGzxXljievDjE6Nke3bTf3oaRzH8pDvcCous7ycM7J9kD2ffZrxAY/NW7Yw1R3FtHoUD9zOgpfzyInjHDt/jpVOm3qxzDe/9RgHuh5v7HmcLqT4I0+gakMQ3E7J60DzQajeC5P/CNKZF3YofZFOpC9JPM3S+T+j5JSR3ijKdthm/hKc93J4duq6YtZwtUYniqgWikRpgjPXIFZQC0t0dMJovY6sFG7YAXo5/sFtdD//BIN4dJKEkpXYXoKzZ3KjS+IGG2zwuvBysrFebFtwSRwbcTucy0Ncm6LQSGvIhUPJtGiLKqFdQFtJVxZRRhPJAGEhkS5YTUeW8WxMJEpAju/XcOoHyLvPE6TnCZWlXtuG8ENcGjRlBdfr0BNFJJZBf547iw9Tc5s83bmVd9S/jEWQozjd3UxqfbYE53HI6eQFakXDvVszFhsuzy6HRFnOYJDR1SXKQcZoMSYydZpxxmJXUFAGi6GTZAROv5RQG7DmypO75EqHVn6ZgPLtFrLgO13IenVZ83gZAPvC4+/2I9CQwjJU0LgK9g8nrKQFhj1DWWUMFRTtuEj7+QLloE0iNM83XbbXc+4chYmih5flbBpYpdluc+/mNmG6zMGZInObCuDVwLWYbsYT7duJmz7FvMf+7BhTB08SaZ9kuY7sCbZuO8fC5DAryyMcWXgzPdfnzqlHEDajNbaZO50F5jurPNOcYKQ+wvtnVniuOM3wziadQoFI+liZwcAiJ846+FGO/7xF7e2R2pByT5JGCU5RsNAaJtERgeMwqkqgHBZJ2R5oxjKXv7FjmWdTy3zqUvMc3ru1Q6Akjdiw2JIv6B6oraWdxYwUSriyP4YPVV/QeuhkiffuiAnDHnESsnhqAu3fnJh14Efv58jv/ClRavqOrMwSasGtP3r/y/x2bLDBdx8bYtb3EGsXhtB3ZJlujGn1CN+854bWH684vGdnwIWmZrFjGC4JRkuSM6s5f3U2ITWWXCs6mWVLbRCTtemaCjXXYZPMWFIpS706Db/I5Pwc+0yTJ8e2EikXAyxkAV31Nlq9RwjVOaq+JjJVlvIi+zbfTrc9zcxqCaUXkaQvPg9lLQMnLxC0eusPzR7cjnVeu3bQbSz/kAbt123odfXrfGcKWhIQQlL2DLlRFFy4e8Ky0ISnG+AoiysFA76ilbtonZAbizUCY+FaQ9m14shG6uIqn0BllIOY7YFhUEMr8Vh0I0Zkykjm4cohItlFlEuI4TJv2rSVWq7Izy/RSnokVQciQ6FSQrkuxXaX08sdomZE+sXPo85HzHXn8cMMObiZs03N6enjTA3VGJnYzDORx/5927DnTnBs9VHu3HKazTu3Mn1+iq/IYe7zLGPSXFHaO/W+OwGYWVlmamgYP9IsffVJ/qTZ4b3hOG/e+jxOLAgmpzib1KF+F+QtkAWo3nXtg/0inUhfkvZjNLIyhbACQqBFXxAb50mO9Cauu9paCeVYfYAj506TNVexnsfWQplWEvO2iR0v6gB9saYU3sQA3H87d34dPvPsY1CvUTu0jSiQr7hL4gYbbLDBt4OrxbEP/sofk+H3ywJth8T6uOSkeKS4aBwCExOJEGX7hV7aKjxysDDkr7K39A0G3FWWswGe7txK5m5hm4Wy16ReXWLEOUorL5O2XeayCZQ1THgXeGv9m6zqCqvZIJEOWc5GeHD1nUwGs2zzzzLkLjETjbOcDONZTUNXqYZdRt2cz3VHmKq0GAsbHG9Jml2J1rCSugyXFfPtFkpYVmKJxFILLH4m6GlFbgNknmCxCC6lb66Vtq2LKbw6BXSvDmvjq+9Eaevysd/L379+T/DLywqvjRDgSMtQmOMpyz2bNXO9nJACZ+YTOm0PNzI41sFkBe4bavMt3+Mdmw1WKDybELgpBQtnZodx3IwtY6c5x3agn2HrZBZ/SPHr/+lnAfijn/s3jE5OE2kfKTX1sRV8J0Z0AublMH+cfRC/2K+HaDffyq7ySaaK54EShdZO3pCXiJTH8/tGUfVzzDgFXOn334+BzMTcVTzFiAjpiALPz+1ieGie/cNdvj4rWFwZwdgQKRIinbGlVKPoelCCaiGi6BiGxg33yYxUC5TI0dallwlCJ7lm90AlBMYKnMvKbnOr8Uo+jbbiwsntV4hQB3765kSoA++6B+hnZzkXuxneerGb4QYbfL+wIWZ9D7F2YZgcPo1ebKAGK4Rv3vOSbomrM3Tet9vnqfmc3FieW8rx8wvsUY+yrbJKjyGWwkM81trPPvWXBI5gx2QI04v0MEy330COoJT2WPBLiDwnUS5GKRxVpm0DWs57WGieYojjtFODVD7d9jQF0WOunTJV1jwfcZnGcaWI47V6DJ2YXr+/unWEaLB21bt6ZYORbSgO4PJnVxUSvvZC1vW6Cq5xM2WHl8evvjasBbtKa0hSy3ZHs6URsGl8mTElEW5AKzEsdBVnWgP0tCDLLa5MyMwLj+VauYEFAjwECoecoWrOB4oZ1VzxjViyqZ7wVl1gqOyQTNdp1H2O7Btia6R4fmmJ5ebz+KJAN42JRkrcMTLG0eY83fkV0nbEND0KSiHDIiYo8NWTX+eNpSpb7tjFF6eXkCTUy2U8x2dI+nSmFzibLuAHR5iYHMbffivKdtiqPg/F9/JMb5Qxv+8kvFzYeeTEcWrFIpVCkc7DTxMsRVRDj6dklx1+h3TGQzx1BqYuuilfqmTwOp1Ir27mcE3yRQK/RpxD6PbdlWF2CpWfZ18IxHdfcztTQyP88Jvu4ZETx+nFCfNzXarSY6pc546RTUyW6+h2dE0H6I00pfAmBtj74fsoLR3gkRPHWWw2GPaLvGP/wY28rA022OC7nskwp9nrrYfMx/isiAGMgGro0Y1WCWzEGbENKwBrsVi6osKEN8199QexuWAlG2BYLfK36v+dI6uHyI1l7+BxGnmVdlqmqLq8d+CLfHb1B+jFAYfKT9HUFRIdUrYtOrbMUj7IuD/PQ8238BD38Lba19G5JLc+YKioJlJbTixYiq7EigKtHA4O9ngkc5mON3HbmINvWkSxZLEjWEkUSvZHJwaLAiKrsMj+SEVorFUXBS19jWD474xSw1c2bry5QkUFKNl3QJnL3FE3Juq9fNGtX9Z5aUx4LSHRWJAClJREuWRTOeG5lYBTzQIzqxo3A61ztns5lVJGrgTNrsPdwyuozFI2IB2NMJKZM0MMSHC2tCn7PRjrsfr8HaTN0gscRHqljbspxhjB8PA8eeYQ5wGhTTk0cZhvNt7EUjqKR4qKNd9M30xoDzFqF2AIGOofx0iE3F82fPWCInQMoRJE2hLlircP57ROWpYLJY7J7fSaBUpxl1o+TStMWWw1mKzUaPR6OFJirSU1moVulQ/sWEZbgSsMrkqRwrIaV4hVkdlslMTfSbv1NHCpe2DR8Sm6GZHOCJVHbjWpMVQKBagUCBqK0vkOAN3x0k1/ntAXtDbEqw2+n9kQs77H8CYGXlS8ulq4GisJnprPKfuS4VI/M+upec1tow6fey6hYGbYIf+SRrFEIkcoqi6j4vPMl97Pc6vv5U3FZygWVnm8OMHXZvZyvlVDYpkeHGVZBhTyjES55FLilLeTrT6BVAVidzszvRZlsUDVyzkxt8ByN+fgYJuyn3Ju4fLT9MUTtzGMPn0alfeX5L7Lwq1bX5WA98u5DYd/R5WykMTW8nmSV3X710dd9v+NDFKu59R6JTlbN4e9+GoeAs8GCJHwcBLSPLuJPSMzjIVdFuJB5pMRWjoDGwMZGItzcV171fYAXOlSdkp4VrK7pNk9LPiQcBiXlsE2RK6irHKESogOTvGQXmRldZXnL6zSzmKeY5Y7qXJHdYJ37j4IUcr0qaOcrQmaQy5iGUQas2Ogyjs3j/CNmdNEIkKfXyTS4EoYqY+yuDBLMz1DEJZI3WmaPYd3lgN0O4FKBeMNMJoc5mj+A+vv4fLS3rW8KYDs7CKyGFLyHRazHogBVKVLdnYBprb0V76RksFrdCK9IZxhtlfbPLEQ4JlVBszjpBo6ZoJt1aTv+Br4wHUFrTVhKX3LJYFKFgN0O7quA/RmmlJc/hobbLDBzXHkyBEeeugh5ubmiOOYX/3VX11flqYpS0tLCCEYHx//Nu7l9ydX52hJDHXZ5affvZd3vvE9/PzHPkGzZxi0K0TWoyfLZHgERBwsPc2KGSCzLq7N8LKMIbHCuwcfA+DZdBSjHRSGWBcwKG4rPc1j3M6h6pNkwqWVl5mJJ/DTlEajzO6hU1RFg64uoI2i6jU43DyAIyx3lh5HCMOZTgWtBqioJU51dxFnLsrXLK02+NLZAivpFDsqMzjJMoEVxDm0k5Re1h+PpToFBEJaPClJdb8z3ppDSwH9WPFXMyD+1Ui+6m/jtXKLCUBiKTma1DoUXUMrk2jT33MHi74oN116/euN5W7u/fbfk8JeXMcBXGkxQGKuLPu0KLSBVuoxVDA8sxSQ5xrH5ihPkqWG4y2PmhLcPdyi4sH0+QHO+JbbSjFTnmZxpkYvhw/sWiX3XRpZCaeSsnP8JOecfez94Y9cIcKogTJZJ2B48gJ55qC1i9SgPUkzrfHm0sM8uXz7+vNDGxMTXPEe1zqRDlZGebNe5viqoJlaKp7g4JDEd4aIKHIq2IYrUipxB20dnp88wE99YP+6o/ILX//qVV0AP8pUKWX5qV+BoIHC0DMhc3oSnUJNNXnX5CM8XypwblHR6KQMV2r8vz78UZ557jh/+LUHaWcJRcdjyA/wXId7bz2E+PIxlsbCi+4szZHf+VOADXFqgw1ugg0x6/uI2VbOF07GVwhXH38qZvewQ9nvW2DXOqrNdSybaw63Dj7LiYUaNa/IdNOwGhdxjMZPHuFo435a5j386TwsdTLaFlpuhp8mRH6BLi5SQJo3iJpnyEwXhMLohKx3FmNK9IzPkqgQihakh3lmtsdgqXhxhHPpJF1YbFE7t7h+f3HPJrJSyLV5+YOZt+Hxb6jgXxTI/hElHiKle8NDrcudVTe6LzcrOr2UePf6liJKIEUQGZe5WNBWmmwuxixPsCJuZaG8k9X4iwjhIm2CxEUhGPEt3RxaWq+LWvLiMDdwShhHUcBn1wQsNNr82zzgjmrAZNWw1MtRlYwgrfCtpXOcWJ0j6GUMeAWCYoGVVpMLJuHvJCHVLz+HCD1+tLqDr7lNPhWfwzeG3cUhDsohBsMSw2GJM6tLrPY6OJNbkF6RJO3gZZZUQVtH7CtF7JrcSsUN0QsNVCXEDk0gzh+jlsVYY19Q2ruWN1UpFOFiuUVHZwy6IXl3HKfwLXDcftB73rrxksGXQ/lO6tlnuH0EVhZPEWUQOJZNI/uol+uQq77j6yWEsptxgL7SphQbbLDBi7OyssI//+f/nIceeggAay1CiCvELGstH/7wh1lZWeFTn/oU+/bt+3bt7ncVDz585GL2lbkYDP/ysrVeKmR+TewKdY9FOYi1AiMcPBtTcdu00hIBCYGNaVOhqcsMZ0skeCzbvRghcclRNqdtSmwKzzLsLuOYnK4IKIget5ee5MTqTrp5jaML+5iyM+wtn0DajAwH18mIogIz3TG2Fc8g3RFmO2Uea72RZT2AYwxZtEA3XaBa2o6tlOjlf045kAwGKacaoBEMFGClJxBYfGURaBLd74y3hq/67h910ZV0o6wVagVSkxpF/oJn3NjY76VdYH3B51qClgOU3Bwh+7dXE+fiftzYaxccTa4lqVYoackN5Kb/3lzAk5bUCrCsC1pXBum/cHy3Jg7q9f194fhToK54LwFgJVgrUNKurx9iyYVACgHSwwjBc60iZZWyOeyRKsVcz8X2NI5W3DkS4wuX3JdsHrUkS1UeWwhp1dtsnox519QqoyH0mh46FDS8Ks1SmVp2gSd/+1M8/cnPc+BH72epVOWbI9upt6v8SPET5JHCSy2ezEhKltnuKAUvouatsr/+DFvK58lwebpzK+dWNtFJy1d0Ih3zBvAe/y2GQkWqPTyVUvRzttzxk/zlygzeSkopisk8SbcK1s341NeOrP9NXq8L4FHg7OO/hdYpOnAYC2YZ9JZ5ZnUf3bTIZCljb63LG+78cfYdevf6tvbv3nOVOPYBFv/oS0TKknv9b3buCaLU9I/Jhpi1wQY3zIaY9X3E4dmMsi/JtOXJmYx2YjmzmqOkZXPNXX9e0RMsdvrOLdNZRLoDZDFAfwYnskX8dInAFdy1yeMPH++yEkPZgcGkxwoOHbeIxiK7C3TazyClj/Rq5PESWXQenbUAiXCK6KyDSY4SpRprwFUxUvRPwjLLGXvq7Pq+RbUSq9vHX8SN9fKFrB8i4J9SQl3c9oo1/BLNmxSybnQ/Xkpwut6MW39e78rXeaXiVX9od3VA642u6dL/ZmjRJRWG0RwWE59HdMitxUFG3DaifCvtrEMvO4X06pi8S2CgHET4eY9WkhEQ4qsiTZljUaROhZZf4OFmgxFbpOQ2sSrjmcTh1iGLTg0X5kJmgoh6JggyQVBwwXGoGsViFvOkXmTSK2FbEUifoeJO9heGUcUmuz0YyPvvdqxY4YmZswwMjLCpHnB8MULlHe6sx4zVn+XQ1D4OlYaw1vBk18F2Y1xrMUFOZ3Q3B1r2msLOWt4UgNo8zOpz52mHgrtHdpK3fPK5PRTvSnFZAbn9xksGXw4XSxTr7ceoR3PgT0G4C7yh/vKb6Ir4Ug7QNV5pU4oNNtjg+kRRxE/+5E/y3HPPMTw8zNvf/nY++9nPEsdXlsf7vs9HPvIRfvM3f5O/+Iu/2BCzboAHHz7C7zxwDKVTQjKaPZffeeAYwMsWtK633uVi12ycXzwPR2TCpZsVqKoWHd3/zfRISF2fNqNcyKvUVYNlBtFW0ZMFqrJB2enQTcqc6O5kZ+UUiQ6QaN4y+Fc0TY0zq1MM+A3aFPBMjp9EvLH4GAtiiLPRNj63cj9Pp+PEzcdxpUSpnERoonSBulMnMArht/BMzIAPM50C24clM6tdJBYhJQOe6Qs1uQUrkKIvaCn6JWz5RZXmUonhjY2fXAHjZUOUQ6ohygWesqwm1xoHXXsc9eJjnP6YSlxcWyARwlB2DFbAoG9oJAJXGdqpwhMKa0FffJ01AUwAZScnMX2Hk0WghMWVMOglLMQBuTW4QNm19DKHjH62ky8NXeviCvAFxEZfJVJdiSdAyf5xVhKi3JKtS1cKF41Fk1+2vrw4jFRK9zOdAF9Y3j6U0NGCovE5lxVwPFhdGSCOPUwKXWVRlWlUlpJJeD6yvLWgqRRifCehEGvGjM9Evcc7RiVBKcNkDgP1JZao0l4apTxrCYMO7VaGP7/Ek7/xZzx4221kRUkWlDi2tJfRyjwDxQZN6TMfDRHaHi0qvGn0W4yH87TzEhrFPeVvsMWd5MGFeymo4mUicf9v6sQTH8fLlrDuEMWxWznxxMe5bUoRj/icaW+lkfad8y4Zy9FLXxLvO/RulmafJmx8nJYs44qMxWSIgaBNI+3Qycs0UZx44uPsO/TuFzi8fuEjP74ukv3Bb36aPLzyM81dgbPSfsn92GCDDS6xIWZ9H7HcMyhpeWo2J3QFFV9QcOHZec3Bcc1Aof+j2k0tgwXJwXGXY0cHGfR6nF7xkVJQUeATEdth9lY8WgnYi+HfQZzQQTEQLHFr+QgD7jJPnG0zVywxUkhw9BLPRzErapB2JtBZG5u1MbpD0cnQxqCNYLmjyYyicm6e0mJzff/n929D++713h6vRMj6KQr8PVFcvz9tNf+EBjM3bTS/ERFLc2Mi1NWDu2sN9tYeuxToefP0h3aXh7S+8F2vyVbp+j0uPre/nsZB4wqYzyPGKpbQ3cTz0qVnU1xZZzcuHW8ETEaHgCXTIY8UU13BFqeIlB4qyznmtukqUE6AlpbFSFEseNSoUlIxnp+wmsLW2Xt4Z6PG8a2rHNdNXC3Il1vIYgDa4ErBsk6QxYC5TPHVtEw5NxwanOAbaYNHW5Y7yoJKHKMyw8HyCN7UGN28x566ZtjtQDtgpmV5s+hxPmkRyibbRM4x4/JXTzxNkjTZsvmt7H3LJLWh219w1C7Pm5rZUqPU6nGPLjEWK6xrUeN78O5+K0uzp9kyfOfL/PxugstLFE3v5XVFvAleaVOKbwvxdN+hli/2j0f5ztdOYNxgg1fAH/7hH/Lcc89x4MABfu/3fo9KpcJXvvKVF4hZAPfffz+/+Zu/ySOPPPJt2NPvPj71tSMona7nXHlkpJor3BuvJmtiV7/kMMUgOaF281x7F28deAiLwGiHETmP62Qcbh0iSg23Dz1FkTY1v0HJ62GtIEo9HJ2xKgY42YKtpbNsD8+gInh69RYOjDzD1vA8hxfG+Oq5YeZTn7FyjnBrPNa+m4Lq8r7hJ7CDSzy/mHK6VWfAz5iYeIo3jiyhraJpynxtZpC5rEA7WWCqKoiKBVqZw7BIKTkZs+2cDAchQF20QwmhSTXkdk0w0usOq0uOqStHIYq+wKOtIHQMK5GDxcGTKSDxHYNKrjf6ejmlh/3nWwFSCBwBtdBQ8TRCKBZjQUFYpsqCmQ6QrQlf4EjIDLjCIKWg6mraqSLTfYlyOMzYVEqIFiXtTNHTCkcYHKXxhCI3Ct8L6caWQGiyFx3W9ceFvgSsJjcwFqZoJZhNXGIUARolILkoJBZlPzMz0orc9sdsZceQXmzUEycONVczVYjxmyHG7mUm6YIPqzqnScJYYlAuZBqmE4UsdvAs6MjFupap+iIzywXmsyGmtiYoP6PtBnSzEHfJxXUi5JKHNBAXFWfLE0ydb7C41SUNHB7LD3BACk7kW6jGLTyVMuj38I2h5LZo5hW0cSiYLhjJpDPDDww/zg/91O9ecXT2HXr3ujvq6JMPcPbx3yJLHLp2Ck+lHBo6zJNLB2mk9fXyxBthde4IC/FmzttN3FJ/liQP8GTGaLiIjhRj4RxbvPP8zv/vb/H50w7GFCg5Hs1Om//0iT8C+m4tNVDGaXXJvUsfspNZ1ED5hvZjgw026LMhZn0fMViQfOt8QugKQrf/4zlScuhlGUcXMu7e0i89bCeGN28KGK84yB1vZun8n1F1MxJbpOr20FmbXvBWBj1JK+mfoDsprKSCeqHBOwYepJ1XWMiHUZzh/SNPcCrZybFVS+hadgXznCEE1SJN2nR0Rjc3aHsxHrTbY+zZS26s1sQAnfGh1+SYSOCfUOJHxCXnyDGb80u0adywkHW9wdL1xKiX46S6unzx6m2Yl7ndPo6UWCOQ6GsIWgKJs+4H0/RlrbVuRPHF9x5YgS8MVuZUfUW12uJ0L6eqPZxoFe0WGCkOs9I7j2MsE7aGMBFSwrC7mYFei6f8ZaT08KWgbEI6eUKUh5xZydlRKxF3WqR2lLNzBbTdx+3eEntXBUd7Ee0cSlqQOCkdnTGlPQZQqJEqRxckhW5M0XUIgipvHdrDU/oMz8qMty222Z8pzqY5s+emmdgyxd7xLkOlYc7PpcRRF5sHoMZoxT1OLltmmWbzcJnScIVO7zE+/cWn+eG3/ghTky/svreeBXU3pG+/Tme/2dM394G9UsHllXRFvAleblOKbxvxdP+4qCq4o/3j8iJZYhts8O3kc5/7HEIIfvmXf5lK5cXdjjt37sRxHE6fvsnfmu9TliNDeFHIWuNG3Rs3y9EnH+DEEx9HZEvcUx7l6+Z22nGJmllhLh3lC6vv5lDpMNvC56k5DXTmMBKc5UI6zrnWBG8Z/yZaOMymYyymQ9xeeBLhQy8pspoPMKFnudCbwOsaxosLDHirnFgt840ZTaga1MIxlpMQ3T2NtkvcNXKceTtET09yYLzFh3YeY3flGN84Z1iJfGphzu7CSdzRZb48XSVSLhfiAboo4nSZUlBhKTY4chlfAcoihSXXmjhTZFyaCAuUwsq+a0tbKHuSZmTWR1QSKLs5Zc8w13PJDaRWEKiUOBd40iKRuBL0C4Zsl0/6XV42qPCFxliu+oQvYQBs33VlgIXIIXSh4mgGA0voOdT9viC0GjkYA440hNLQygSpFkS5JHQ0Fa8v4LnSsn+wx2hRM9Px8RyINCRa9p1RCmIUUergkJNj8ISLwZBxLee8wgVcoSlKg+cbuloROIZtFlw340IiiXV/zOYLjbCKPQOKpUgz3wVtBQZDxbXk2vJ85DAWu9RWFZvjIRKvB0GVeU+w0DtLJU/JhEvqZwwLQaGoOdZyectoQtYOyT1Jbi1lX9KzRZ5M9zEZzJAmDq7SFGxMkZi5+S0sFyqcK49zeGAXw90mXqcDATTSOk8t7WeyMsukN4t1h9hy+0c4+fBvUqdBnAesTalmxiF0Y9Ksxc9/7BPXLQk+8cTHyRKHVPtUaLFIP59za/kMDy+PrJcn3ggiWyLVRSo06eQlfJmQGJea18B1U0q6TTOpcGKlzZZKxmo0QZQX+l0Odc5//+xneM9b386BH72fI7/zp0SpuaKj4eWh+N9Onv7SN3j6k59HX+ySeGCjS+IG36FsiFnfRxwcd/mfx3oMlxQWiPO+1fid233ONsx6aeGakAUwOrSF0dIHSeQ3IV9EeiM8tPxWYjMBOQgsCoux/aHCwdLTtHWFjul35RgvRiynBapOizT3cZ0C2jS4c2CaZbuFw6fbpFmK70oCaQmeOYPf7c8qW2Du0A6sulGR5uZm4Dzgf6PKO4S3/tjDNuNf0ia64a1w2WvebPD6zbqpLs9BuPo11MvYXp/+bKKDpu+MW2vc3MejH9MqL+6xwrkoePXDSte2oUgFrGhLCTCOJjXL7Al9hpd9TsolpOOSqBqHzp7kmxXJSCSoW59lqWgXylRyRagbVIujyKEtdPKEuHcecMjdcU7mO6jMTdPTMUIWGAwtNte85azmZKnOU3aVhrQEeUbVKKpI2puq/OHCsxzP6tw2OoISBWw3ZqhU576tW1lsZ9zpz/KXjbNsqk/SXrzA4nNnWVld4sCObVyI4U0HtlPINXlXUigJnnIO4foNhs1TfOtMj2ZscWWLv3joD/j7PzT4oqLHjZbnvSivhuDySroi3iSvynt+vWg/1j+ua461tf9vIEtsgw1eb86cOYPjONx2220v+VwpJaVSiXZ7o4TlRhgMJc2eu+7MAm7KvXGjXO4YSXURX61w/8CX+Gbr7XS7RRLrESUhF8w4m93znEp2gbZUVYvbhp7BasHx5l6W9SARIZlwOWtX2FE8w0o+xJwZZchdQmKwhZy6alBzGnx1pUbNz7FWomSDVI/gyYxa+xEa+RQzsaLROE+a9KgOn2K702KqPsrZtkCmlhHfMhoss3/AEtWKPLcyg/KHGSxM0k1iQt0hyRVl35IhQWs8pUgMoDXGqaFUCSVm8aUhN4JOamhFfblJ0s/QrPkZSlpWYodAahwHHJsjAS1AW0vZEySZRaf9HK1rdUe8PDNKAAVPkesck4sXGTX2BTBH9sWgJJfMZD6jJUHVT+mmhtVYYayl6luEleQphDInMS5FpZEWejnkRjJRTBkKNUpaBgqWMLPkOud828OVmiQHdIDFMkidXK2Q2f5er70niUbQH5UFWEpOP/+qiyW3kFjFkAMlN+NtAzlHmz6PtmV/sk9Y6sB2F+pWUhY5Ua6pFxLaucLXgl5smVSadqdIaA0y7fGuICDF4bN5Tttq4lyyyZY4VE8pDzR4aD5gwXPwA0kjU8SNCvdNpHDBEOUFLrQmGC0tALDkVnj87Bs5NriDpaDOeG+RwahFJwjI3CI+DQISFtMR0t4U//Sf/jpf+PpX+fVPfAZpLDtqDnvrOQNBv0rDlTmRCTidb6XZu35J8JoAtRzlPN/qsZy2UH6JPUOCasG7IsPupbDuEJ5ughakXZd6rUkqHQIVoZIcT+Rc6I2wEluGAstAYZULrQIAnlQsthrApZD3pz/5eZyVNssFwdeLCf/3H/83hh/4Uz76/g9cM7fr9eDpL32DI7/zpyTKkocKp9XdCKff4DuWDTHr+4jxisM9W3yOL+Y0I8u4P8vBwacoiGXuGh/mjj13X/uCLZhifNsH++HxUjJYN5yaTi/OqkE9VDRTTZoLhtwlFrJLpUq3Dhu+cd5jwO9ijMdSc5GCaFIdAOFVKIUl8jxDLa1QOTmzvt7K9lHievXivdemO9+vUeVNlwlZn7cJv0rrGqGiV/NiotmLdZ25Hjebe3W9596skNV/H77j4SlBbPpddqSUaGPoR7j2HV/mYgKDQOITokWKKzSp0RdnTjW5VUgUFak5244ppIbxoRHmCwtE1qWlm5CGqKFd3Bv57E1yUIIVE/NEu8vZkk/YLuAF48TeJG4oGRM1Wvk5UhEyF5RZDhwy7bDDneSWrIlu9hgXAX+/tocvtc7zjOqCtkwFAdZR1PZtoVIqc/roAg/H53nHwbsZHel382p1M2pRg8OsUK2UqXgBpcDn5MIcS80FLqw0uHPPIbaNVhBCoEwLLbaQNhJE9yTfmutQDAvUig5RmvHF4w1+4OyXmdrz4zf5Odwkr5bg8nK7In4vky/2BcLLuYkssQ02eD0xxuA4DuIGOvpaa+n1eoTh9RqnbHA5V3cgvDxc+mZ5MYfD5Y4RgFT7eGnCW2pP8u/+8c/zt//dp1jMiuysPE8vD/F1gsQQ6RCDZE/lOb7RuAcLOOQUbYez6TYclSM07HeeIcpCGrrMbfWjtNIyjbRGKzYMF3q0Moei2yY0XWbjUXwWWOhMML1yHtdxKfoBmU14cNph+7jD2zZlzDXbzHddJktd/vq+GOvU6MUtHprx+PTsbbiFEj+85wJPn5/BpvMYA/Ntw2wHPNUXogoFyGXIiFeipLrMtKDkGlpJP7YAFCUPdg3kdDMIHctImHCqGZJZQY7AExojJKnWOFLgKIMwgtyKq3z1+qpMLnBEQC5iHAHa6vUywbXxX3DR6VXyDEhFQRnGKh6pLRLlFhJBPfC4a7zH4XnLTNcBCxUUQkqUNSRGYjXUAkPNS0mtx8PzZfbWY+4eb/PpUzUcIan4hk4qiLVCAZ4s4smQQA5i3FW8RBBnOcnFkkwBF51clr21hNhKnmt6CC0oKhgtCloRPNsRTJQy7g4M0z1FJ1XUJLQ6LstxQEl1ud+LabqSnhT4rmTBMbQihZSCaZ0wHpR4XHWoxg632ALVyOL6HjkC5iyZhr1FQ7sbcq5jqTqSOwd7jHsrzBZzvDin2suRSyFPLR3iG/4hppImqeuhrGYxGGSks0yzUEAraIoq0q6u/6194etf5T994o9wEVS9QZpJm4fne7xx1DJagNCNuRBv53x76kVLgq07RKuzzGOLltARDHma3Cxy/ILioz84dlOlw7tu/whnH/8tSCDNPaK2z0hpkdB2WdZDXOiNEOUFKl7/72swvNQRPTWa4Upt/f6Bd93DgXfdwxe+/lX+x8X3WVIvLEl8vXn6k5/vC1kb4fQbfBewIWZ9HzHbyrG2n521tTDHmwpfwIoqjXyI2weTF3V3jFcc3rMz4PBsRi8V7BpQTDc1j11IaaeW0aIgShWr2SBF1aOj+84sxx/gnk1LfOmkYLm1RJKn1EsZrbTEYneOLOox8PARhO3PoaWhz9K+zRcD3tcK3m6Um8tF+GMi3mBdlBB83Eb8FtENhp+/XHFtTbS6fD8VL+64em0RFAjCEfL4fL/7kOMS59llx8EAHr5TweQ9QCKFC1IRqgib95/iKk1RabJM4TmWnoVePsjq6mlUtUbbbsdJWgz2ligUttB0fVrxNJU4YsDxeWfbZdodIcwl/4cXkukeBePhIDDeAMark2ZtFrwa92eKt2QdxmseaUciKyHjKuQnb7sHVS6AsXz62UeJQ5feyQscSdssBy7zMuCb88/xQ0NjdKKcVi/n7UXDA3nCqNsXhAbDEoObdpK3QzqDi+wegigzlJwurmnTCN5KEJzmwvkLjFYr5Nrw3PIqjV6M70g+d/hpfvq1joPaEFxeO5zhi9lhr22W2AYbvBqMjY1x9uxZFhYWGBkZedHnPv7446Rpyq5du16nvfvu5qU6EN4oL+VwWHOMXE6qPbxsCYAsyxi3s2xzztJMK/T98KBRlLIWCS5WWSJTIDQRAQkDcoVWr87/++f+AwD/8f/4XbYX/pxI+whpWTF1SoUGK5liKGjQ0hU6WZHz3SG2VBeY7Z2kJKvghAiT4SqfUMacX4p522a4Z3QFeTG9fTF16JoYghJ3b/b4s/SHcenxTLyEFz6I6xranQa5teyoGyIGWOoahIBN5TZxFvDcUhfI8RV4Tj/kveJrHMdhtCA4ugJRLjnXCRgOMwySdiJoZ4q6r8GC74Crbb8738UBzJqgtRaLoOmPKEt+gUogUSlYC3kuMFc40vsB9Upa9g4mhG6JnnEZLBgyFKvdjO31GudWK3SzLoGIEDbBdTKkgjRTuEphhcaRhrIvaSYhmdGUPMFTSwWmOwFbyobZjsRXhtxReJmgpzMKCNqOwYoCMo7wdBOLJlCGzAgQUJAGzzFkRnKu51ByDWWlqCtoaEngGZ5oOwzX2mwuWowMOdpW+IWYTqfAvl4VjWRiR4fTsUKkivMrPi0k2rEcGs/5VlxgwngMpZa2Z2kEliUXtroRI5UmSZCxiuBdYynVLCAyPjLMCJXi+Wf2ITblTHVX6aRFTjZ2ctzsYCDu0atDYnzKUY/Ucei5IfvmznN6dIi5fIBqubsuGv/ap75MS26h7GtK4TTGrRLYjNPthG3VnFT7pHjsKp980UD3Xbd/hG/92ceoeApX+rgyo6gMS92h9bK/G2Uth2stXD53xiju+8W+MB0314Xp7RWPw8sdVmIXay2p0WRYPvr+D1xRWmzdIT5zQuEi+6WI8IKSxNcbvdLeCKff4LuGDTHr+4TZVt53VvmSt2z1YOlJjiyF7B5MuKt6knLWhtwF+3mY/LsvWPfwbMap5YxWYhEYGjGMlSWlQNKIc1YjKHrwdHQbd7ifYX7lAo3Y0i4Y3ji4ynSnxlC1gi8NMr/AhZYlffYxgguL66+zuG8zWSG4eO9yIetmygzXGhm/sDXx1TxEyq/ToWwV/521wNyXExb6YlwvuP1qLDcnZF0tiN0ol78/SVDeixuOoIxBpXMI2R80KumjTU5/nlKTG4sAxqxHZjQ9EVF0PMpS09ApWIWvNENBRgmHvFsjdn38UpkuIY7WBEaxudGmXTiPcHYzPTTKLRfOgLVEXkA5jaj4VSYre5hO5zBZA1Gosbl4K/VSDTfweHvjPO9/9lGEo/APbkMNltGrbWwrxsYZtmRJLyyzuNqguHk7T2WrWFMlTx2M5/Gt2ROMpBMcdF3eubPCqOMxtOBzrrXCQq9NK4koCYexSo2B0kGeOj/HkemnqJVH2LnjXTjuOOPDihPPCprdDucbCVIIlBSMlT0efK7B+5YW+hlZrxUbgstrx+uUJbbBBq8Gb3nLWzh79iwf//jH+YVf+IXrPk9rzb//9/8eIQTveMc7Xsc9/O7mxToQ3igv5XBYK1lauwAG8FSKdfs5oWvlju20RKBiYh2iL57ze26JJ7qbqKgWRdsjJiBXLoGT8Gizv98PPnyEP5/dyocnR7HGsqV4nqau4AdbON9ZxJGGhXiEM50RGqnHzoGtFOLTVFUBmTWo2g6tqMZgsYeNmxSNg2cShILZZJyTzd20dJVi2GQimOXHRj9Bmrl8q3MXx+0P0Vn5Or3GUXyzQDs2JCZhvFpiIOjRjZcg7weSZ9rBVzlJDolRtFKDSHOeNA4KQ9XTtDNJJ1MMF3IkDhqYKBsOjlpm25qvni+glMBYULafUaWtQAiFQ/+CZ6AgKHmCbppTch2acY5ErncjhP7IUwnLHaOaiYpDjubu4RSJ5alFQSuGc+06I2WHXmSIxWaUXqQsumytaM60EmLjkGTQyRWdDDKjwUqMdZHCMtdzGS9k3DoQs9rzON/yCAKf1U5/D0TaIsAh9jy6poKxLYa8nPTi+6i6/UD65ayf61XxNUNSEbrQFYrFWDNazDFOiQuZZaSWc8tYDyVr3DExTvJkgZPuLJGr0S2f07mkVEpwIh+L4uEoQ3gOvXqB3sXjMnxOk5Zj6qOrzMaKkihyV8UwFmQsDjoU2hG65THd28Pev/4Rnv7k55lrdde/+51qkUrcwSLoDAmytk+tldAOQ/JyxnDaYP/qcW4ffgTv5BIdUWIsrOKxg83FGRITMJ+O4Ikqq8kMyzE0oiqLdviKQHeATeVpal6DP/v9B9h1+0fYd+jdPPf7/xdbqm1CNybOfRZawxgbrpf93QyXh8tfzrpjS3uMlzTlAB6aHaWTpwxXanz0/R9gqpReUVrs6SaeaFP1Joj1pcvyy0sSX282wuk3+G5iQ8z6PuHwbEbZl5R9SaYtFbVMQ0m83mFEpQJODXQPWl+GwfvX3VlrIlhuLOdbGiUEZ1dzhouKh85mxFlf5OhmkOQwH3lMNwfYVlxkrBCzmJT5j09ux7VNRsuGpS4szClKjzyyLsHkg0XELZNkvcv3+OXmUlweU/7CJVfng36G5AZf6+oA9hsVvNR1bl+es7Umwl3redfiarHuZhxd8uJzJa4qUnAqJMKgvQlErshMD1zTd1/pNsbkWCuwJsJFIp0iUsd4Tg9H+ShhcLRGCU0nVXhGsdgtMahdPL1E3W+QS0WRHIugWxlkwaSkY+NYDV3PxxX92dgwywjiDnt7Kcnw7ahSwJRvoNWhlxpG64LR+iCVrW/AO7iN9PBp5M4J0udm0J5HOr2Eakfo1Q5j+3fyCE1QPgs2xHVzKmlEGBRYLbW58+ABRrIe+dwJxu1h/mR6lnqxREUMs9qJec522bcQcGj7IfbufSNH57r8z6dOc9+hMX7szimK3bfy6W98DqMllWKR8aqLK3JK1a08cuI4U0Mj6yLwcs+sdwddy6J7RWwILq8dr2OW2AYbvFL+7t/9u3zyk5/kt3/7txkfH+dDH/rQC57z1FNP8eu//us8+uijVCoVfvzHX+My6A2u4KUcDleULGkPT6UU/Zwtt38EuFTu+Fx7J3cNPUaOoq3rhCpCOPD4yu1YBLeUjzPuzdHMynxp+V5qqh+h8KmvHWHAM9ScJp7KONPdjEUyUDC8bVLz+PQgJ1YHiINhdg0XqQddZCGmlB1jymuQZCEz8RhHO1vYXZumLFuYTBGnIY8ubOKxJYnNptlTXyCuDDLhzzBUWuS22tP8wdn7eDxtkmUtCo5GWoUwCSLrUQlcWlqxawiCpstMs4Or+vlUWktyI9AmpxUbbh9NWE0kQ4Wc8y2X+V7fUT9VzmlnAX+1PM7C6gKpgaLSoAxaC4QAX0KGwlqDEJZdAwLpwDONTYTyAgUvBWvItCWzAoklcAzaSrTJSWLBWD0gNSnPLuS0EoPEZa65zFw7INJVvLCKa2foZBnHViVRLsnMpTFdbvph8wCJkRSdjKqnWYodTrZc9jgF9oZlnIrl3OkpztNC4TPvxMQkZCYhdPqi375SSq4FngMLsWQ81BwcjDjfDnGtJVcSYTXtTHDXeMrW6iCJDDBIJAmNXo7IlhgugFE+T0YBuTVYa8mlQRV6jLoOz3R9SuLKsbHyXCqFBd5cCcnCvviqckszUSQjQ7z356/sJvjkb3/qiu9+QfeIPI9yFDNZPMtUbZGa26CTFGkuDuIpy1uHHmTYX+R5O4G1kl0Dy6T5Ak09QVuXkRjyLGW8DAWnx4IeuSLQ/db6M0gFrbyCiSFTzf7fF1AujnG6UaTmpwwUVpmozLESu5TtVU73l8nVji3rDuEV7yWfPQs01p93rdLigpNgWSHuXXJpXl2S+HrynR5Ov8EGl7MhZn2fsNwzDJckKz3Nk7MpB71BtgffpJ2GnGp4bB+wlB0JzsgV2TtrItiJpYyiKwldwelVQZQZlruGdmLo5WB1P3cga58mseMcibezZnbq5Y+iM5/ZxCV89E8oNS7ZVJt37GRswON0Q3N1n5YrudnSvssD0TX34PGzFPnHNFi54nUuP1m/mED1arq11vbv6uD4tcdfjKtLL68l0V0fKTQQ4PmbMMqhk04jUonnjkJ5B1njMawV5LaLEB5SKTAWISwFVSO3MUZn+G6IcCXWegwi6WYxrk4JtEslreC4PiqztJrHGS7sxA+hXJmnki8xkoWs+rcxY6aIgxA3iVgsV7m1t0LVddlfNHQGXc7gMAeMF0KqacKE7nGgZine1e+OJysF3HKIKgWkp+fRroMaKCFv3cLdYwU++bVPsZAIUqPxlcLvaA7uOEBsexyJXCbqLbzgGPPHc+6eHGO22aDNeYZ33obtauaOPs9jxy7QyhIqrs+kW+aZVo6N3kMwfC9u4Qi7KymhmxHnHl07xl07DrLYbFzhhBwu9buEfuFkzHt2Bq9c0NoQXF5bNrLENvguYXJykl//9V/nn/yTf8K//tf/mt/4jd+g2+0C8MEPfpDZ2VmazSbWWjzP42Mf+xgDA98lzRi+R3gph8O1LoC3XHSSwOXljppvLr+JfaXnGPEW6KYlHmq9mTgJacsqX10eWc/MimSBv3dv39ll9BLvGDzKXDKC52Rk0sFBc6q7lbvKK7xnS8wbtqzSzDXLWY0txRkWlMtfXciZESWGVIxjG3hCsHnb3+K3vhQSD0luHXyAp5balIMmo6U2zZ7HmWbM3tElFgsjDDgr7Fef5ojaiReMUvKXCaQh73WJMsFsJFBS4+HgqQBrOzQSD6UELjmhY4lzRegZNldztgvN2VbApkpfqHGkwFeCxLpEWY4WBUInItb9bE9EP1PLcwWeUOTWxVEOiSpxcKjLcneaNGmSG0mS9/OnXNEXsUquJVAZO8sJw75Ptdfj2JKGTohSDo4sshQJtM3JzSKlLEPahNRqpAGJwKKx9LO35FpqBpBpKBcsUgi0lRipuG1rSmu5S6ZT3r/f50tzEc93C6zqNmXfUPVSpNUsJ5KRokC4knoJtpUsbxzqEHUVjY5HR4KxlswohkPNaOiSKZ9O1zDfTFiNLUNFw9nlAncNzrLXSRiVEb9vBJtTQTdVFD1DpSjZ5VvmupeyngCWyoLbgxQTheBYVA6ONiwXCutlsQ8+fORiaa5hang3k+1ZiqLfUmk8nudUsA1VW+VNQ0+TLZVouQH7B55heHQJepaCjNFdn8gv4pAzUfE5vXQBZdsIW6WnBU6es3tQXBzPQkjCsFmgRYWd9VM839pGKWsTkvYFo6T/9/XR9/9tfvuTv0c9XEDhsBx5ZCbjrZMXOPrkA9d0Wt0slzu2vvD1r/K7azlYzqUcrA/umCdQV3af3VwKeWa1RaJzPKmuKEn8dnB1OL0aKHPrRjfDDb5D2RCzvk8YLPQvqE+v5ISuZFXdwS36z8AbxVew2OpQrqVQvLOfyXORNRGsfbG8cKZlaUSamaahnVp6Mbgmw+YGhEPam8XoHtbE61pS1lvAWThK/djJ9e02J4fpjo0AgvNNi7HXErJuNjPravqDx79GyD+jiCMEv2Gr/DxNeuuC1s04rNZcUGv3ucb9m+VmyxqvPh5rA+SXdmdJwBMGJXsozpDkZWSwBcctoTHYvI3rjyGFIEuX+wqlNViR4ssiVesRkZN5AldIfCfi4MQw1ViRLV3gaGoZWAmoxZbEHcFHc7o7TxScZmpckK1mNFOXHRM1DpYf5Myp/Qh3iAMq5mv+ICuizCbfo5Zm3FtJeDaXnOhJRlzNoTeM8+47BteFoN6XDqOGawA4A2WcgTLWWPRiAzVYwSwuUFAePR3jSwG5wQIpmqGwykoukeIo1q2xGLXZ+cZd7BYCdI+8a/j4F+Y5n7Yp1ycpLvVYpMfpimZSO7zp2Gn0rduoj76RdnKBRBiq1SL7J6bwHIdCqXyFExKg7Pc/p8Oz2avjznoFgsv00gKPnDjOYrPBcLXGXbv2vLZlkRtssMFrxv33388f/dEf8Wu/9ms88cQT648fPXp0/fahQ4f4l//yX3LgwIFvxy5+X3MjDofrlSytcXW540d/5eOENqItqigM25xTbKmco+T0yDLJUneMd77xH/S3XXqOKPe4YDfRaNfZEp6j6jYZL8zSiQsUvIhY+xRll72Dx+hmRcKix9DWmGeXJZ0oY7Ao2OmOYBtP0QzuYzWpc+bULvziKonOCfUF3P8/e/8dZsld3/nir2/lOjl0DpOjZkYzo1FCARCWhAnXYAtYYM1dc228a+NdX9aX3XXY9fp393qvbTDXQbZB2OyyttFiMCIsQRLICggURprRaDQ5d+4+ffKpXN/fH2e6p3tyUkLn9TzznKk6VXW+Fbq76n3en/dHeuiK5HjJYa3tM1WV7Bx1kN4h8pqFElUpmC1IBxytGbQCj2u6I5qhwDY8hrOCA7MxxIKsGTGQiqi4EYamUg4K3NY/jReGuJaJpWs0I4PDsxHZdIq9s3lC6ZDWWnihiqm2M7TcUEKosqZHwbCXsrY3QVE9xKRjYCp1pjwVSwvxI4VWqBBJgYak7KnYqkIYKSzJBEzOZIjqEeOhgvQifKWKiDOEcUwkQxrONDlDJ20kaUQ+ATECsIUgaYTEUuL7AlNpN9mxhcCJYTAR4kmdUhyxdMkkXbVefJmj2A3NzASqG6AIiRJHjDY1smrEjK+T1UMUEfKh9U08tZ9/2NXL0q4yU45K2RUkjJh3LXXY3ejBajQ5PgNSqFhaRJcBjx3W2XBdmaFkky4t4m5i3FhgC4V6lOR4vQ9FcZHM0J92EJiM17O0LIuu3gJq4KI2NQJDoVQwIRki9S4eeXo39z28FzVqdxWczZq48QpWNg+TFC2KrTqJ1iHEDbOEqKwu7mVZ6hhhoNFqJchkqmgiohT0oBIRo5C1TW4dhmcmHY40QlKGxpruHN32DLE8dc9r45EVI+RklWxQY2FDpLkMurtuezNHt3+WA7M6M65KxhBck0+R0iIOPH//OX8GT8+3Wr1AbD4fX/r2t9ARZ+RgvTijc8uAv6i0uD8VYxoFfkSa6VplviTxauZlPfTEY3zp29+66O3PhdN36PBapyNmvUHY3K/z0EGX6WZMT0owHfSzP76NjakDWKJKPUxDajMoBiiJ+fXmRDCImSmPsNF+gW2FafZXcuwIrmU27sGNRFvI8kqE3hRCqEgUIneUOHDIPf0Iut/uMhIrCtNbVqEbGgTt3jF+LM5oo9xmYcngpXQDPDX9v2Pxy+LU/qRQyCIWiFlz67X3cTEXW1J4sULW6eM8fb0rCX8/v+inAzmr3dGnEYAa+/SmfCrhLH4YoxgFwmgGkOhaGqG0O/PosU/oz2KrSWI1QtGKbBRFKkqFhK5gagaICTw9yXXTOptEgahRpdaaZqTYw2BqCa6+j6iUICEthrJ5pJrHrk1zTfYlnpl4MzLwyZsO9eF+EkMKwdgsyaTCtZUqb+qzeNebBzAGFrsJ1GKGuOmipk915oqbLmoxg7l5Odu/8GOuzw9QE1VUqZGUULdcjs6Ocu3wdRS0GCHKxG6KnnyahuuTsU1QLKKp/VRlRMK0sRo+JEyaJDB8l1C6qAkTfWyKN11zPTv2x9yyPEfKtmk4DpVmk7ds3MyjJ9oi8EKShmC6cfEuupeDkZkpvv7Uk+SSSXrzeRqOw9efepL33HRLR9Dq0OF1yrXXXsuXvvQlTpw4wXPPPcf09DRxHNPV1cWWLVtYsWLFqz3ENywvh8NhLkcrI6vEpsItxR8jiMkbZXrS0yRyLR7/jsvt7/gE/doYL0TXYkmHpkyxs34tCLgt9wTPO9fT5U5TtEtoWoQvTWbjPIP2BKZucmtCIR35mIrDj46up+HqoAWsrB3n0UCnolyP6kCY3M76/G7iMMOs61Juuewc95CKQY/ZoBqBLgNaoYZJyFDKY23OIZs02Vc1WJkLcAxJywcnCumyI2xdoc9qMunqJBXIajGr8x7PTdlYmqTUhCNVA79qEuKhxyqOUChYARKJkAKhqqzOwrKEy8BAlncs305er7CvuoYTkz59KYGMIxq+QnyyA2KIQFfAUASH6wnShs3Ts0UGFQ+fFk0ZUHUhKX1sUwV06r6PH8ckTYOUlSatmRytz+JEbSGry/ZQhIIbKphC4gaCUEBKU7itCz64xkEA+9QiER492RQHDx+h25ZMNAwUoZDXAiLNwgki7l4SckuvypH6XTzeuJkZSyMXPULRnmB9IWB5rsi6NW9nZtczPLzHpxEF9NgBG/OCZnMtxVyF/ZWITUN1TNXnJg2+cbRAoCk4kUUQe+Qth5sHY56YXkEr9OktNNnatYlb3rSZY8/dS9NTzyiLvff7u1Ejf76rIKaklY8ZVfq5dno/aiFNz41rMeL/Rs6qkFPryJaKEArpVANFxsSBjlFokPCaVJUsCaWJULu4cUghkemCMCKhusSBSosEhuotGkfJHcZQ/XNm0PXZTVLdaRaLXeq8s+x09ux4+Ix8q7myxQsJWtO1CinNWDTPUFSO11Lctbx+RmnxNW/6l3zsKrjDzsbCrpALXWLw6nRL7NDhatIRs16DvBxZO3PdCEerEdONmO6UwMi8nUYQ8WItRTNOEE56LM+UyQ6cyt6ZE8GMaIxt1oP4ZKjJbroTDX6K71EJ7mTa6UMnptE8gm4PE7qjRN40+uEXyBw7Mr+t2VWD+Lk0pm6iqQpB6BBJ4LQuMmdyIZHnTFFIAX6dBPcIa37ufhnyf1FnFsFioWquKfO5Pkc97fX08sCLzay60PYvltOzu05ff/E8FcjaEMQqQdS2vCtK24puKw2aro8m2846IQIiFCQagT9GEMeIwEEELQJFwzItynIKV/WJtC52TnXRW++jS+1hwP0hTT3E1SVH1SqNxiwJEtxcaLBJFvEti6Qdc9RvEpIkbZdIBj5KNkFPSqFRa1GegmxfnnDjCmIv5uZVFsZZrn1z83KaD7ZdCErSIm66xLUW9s1rMQYK1FYWWTrr8ZZI5/GmQ82WZKwsSslHF2k22AFRK4l0q9x0/Wq+fWQCgJQeUqkqqLpCVjdwSi6mbVGLY5TAJ2UlUCydqNpkac9KnOBGEuZxJstlurM53rJxM0NdPRRLDk1fzjuyAJq+pJi4EqfhlfPMgX3kkkkyiXYuw9zrXM5Xhw4dXr8MDw8zPDz8ag+jw2lcbYfDXI6WGjlsS21HEDOYHEeNImJXoGoReuV+9uzYhKFnyMkSjShLKHUMPHTVR5MRTmxRkxlG64M0RIKt4Q7WpfdRC1NEaNihQxgniKKIJbnjPFm7hWacx0hNkazpZPz99BQbZO1ZMkaNZhijm0WOVlwyZoxtKNQ8GxEGqIpGFCsouqTbqtKTEvRmFDb1OfjBNDsmC/QkWpRdBUOECBkToLChGDKUFYy0EvSnW3ykUOHh0Sz1uIBm2LieREZNECEZK0YRGmEkyBgxmywQQqUawvvST9MV1tlfX4UiBZqMyOoxipRM6jFIgXsyZ0tX2x26Q8Xk2RmNbi1iUEtwXIbU/QAlVghkhIKCrerEuiSS0G0n0RWVWLbImj6uE2EJsFSNohkz7oOhgwesTsT0K0muc1Mkq2WmjHbZmY3HzbkpZvIR2yd1mkGMkJIBS5JKw7BpUpC3MFGu8PjE2xCxRMkV+Nz//dlF18hDTzzGk6OHiaI6aVVhsqlwomLTZyZ577rdVHyBj4ZE0pvzedeqCk+O5Tg8Y7EkO8WGrphs2qaYqzLtFPFljmY0yYTfz9LrPn7WstjSt+7HnhOyTiJNyUhvlj/6s08DsH37dpzdXjuLVYemZWK4EjUMCFWdmpogk6iRDJro+Cia5LgzzDPlbfRbk/QZUxixzrIt/ycAzdPGAZw3g+5CDRdOZy7fShURg+lRTM0jlipHn//sBcWs7kyOaqM+78yCdg5WNtXH0uv+93OWFr8cnMsl9mp1S+zQ4WrSEbNeY7ycWTv9GY13rDG5f1eL6UZM1S3SrN/BkLKD4cQke2d6eK5xM+/o6qPfOrXOXassHp55AalncOM0GUPgaVlKNZcbkrv4rtdHEEEU1NCsLkSrQvYHp/6whgmT3ne+g+r4MRTfQ1EUgjAiljFtEUmj7Yw6l6Q1l311Pk4JOAYR/5EMd4hTf6y2y4DfpE7rjPXOLwSd//OuJpdSrriwNPFsy5+ap3AyNSyURAiCCDJWO2S15rhEUUAs8iBk21EnI5RoEj2aoWgplJoOIZIYhThWCJzjoKRYllyPl15KJqgxpHWRMrO4y6/nWPkZJp0WWU+iIanKgP2liKZ1jJFEDzmRptCdAVtn0s+iZS2e7ypQ1i1Wtco0x33YuJweTXDz8LmveWOgwMgNw/zwW99n4tBxujSbG7ZsZs3J9weWDtLqc9l0/WoGWxFHyhFT1Qb5AcHb8iHd1QqyaxPWyj0sLyZ5T3YFzxw6ymR5lnRyNW/vA0+HkeZxat7Jzo3pAQbTvcRugJpJ0PQla/p7+Om1S88Y35wIDG1HVtOX1L2Ym4etM5Z9JZmuVujN5xfNS9k2k+XyqzSiDh06dHjjcLklSws5laO1m7TRoM8YJx3UEXH7PskJbdJmgwPP38/qrR+kuv1vsfAJIx1PNUioDgcbK0gpdbQoQiIwpU/Vz6CKiGqQps+cAkVFx6fkFFATIc9NbmHWzOBGGuaQTtp7kECkmPB68EOPPv0oNwzo/NMRC0PL05ucoZBfRso8xlhFoemH5C3BtT0RBdsgki5HyzrXD2UopiGrN9hXznCinoSgQcaIeffqFpt7A2pehmrQyw+OqfxwfCmBNLFNm1DWMAMDW68QRRaW7rMiExNHKjk9QIqICa+br+y2eftwk1wuJoxUui2bQFY4XDXQFbA0ScqICKVK0Y6pBCau7KfpBtycFfTYDteQ4EQtQJPtjFdTNfEUC80q4LsVqqEkpdRx4gqqIliS1EDE1HzImypvH/AxEwopQyNFkVWY9NotlBDqnAr+bnl1iCVFK2S11b43rgQqfZbD+uIwuC7VIEOsClzVoqtRPeMa+dK3v4XwIybdDKqMMYRKQMRRd4q622DAlsSotAITL4roSdR576oa63LdrOkaZ9Lr43izC1PxWJk5wuHaMkzD5wuP7CWjRZScOynaCvfcvoH1W9rX45xj0FggaAXoFO3FX+I5oYmpOURSAT0mNkNUwyWOVLxWllIrh6ZGaISUWsNs2/ov+Plz/Iyc62fnXELRhRounI4IZlCFYDAzjh/puKGFpgQMJg9dMGfrQ+98d9v9dJYcrPVb3vyyilency6X2KvVLbFDh6tJR8x6jfFyZu2M10JemAxZ26UzWY946kTArNND1P9OZELHDaFcjbAPu3xoS2p+vf6Mxppsmd2VPJ4PXtjOzxqPMnSr04goIhYaqp6B7/5nEuWp+XUr195E10ACS4tIJ1LIk9lYUoYIRFu+EuL82e8nQ9zPL/S030si+K/kuE7o8+98X3r8F5qnfV90/u2cm3OJWJfSUfByPvfilhcn/83JhJbS/n8k22WUlqKQ0CSqqtKKJL4EGbeIwxBVNbGYIauUkIokiFRkFFDQVbQoiec1CXWNlgw4EU6ytp7GljBq1XmXp6ALi6OeScaT+IokYycZjHX21h3ipMu6ZMAuXWf/xGG6pMuh6ipK6TKbWxq36jUMS6NlZrnrusKpa90daQedO/shqICeB3s1I/4yvrVzN6bnMXjNKlqK5Hszh+GBiDXvfSs3rF7L1596EoCcbbOagG4jPLOczt0E9e0MpacZun4DpLfhzybY/8A/8b3KMa5Zugzj0AxjUrIrlaIvMUDU8vCXD+CcR5yaE4F3jgdMN9oOy/OJc68U3dkcDceZd2QBNKqjdIsRGP98O0w+va0TgN6hw+uAI0eO8LnPfY5ly5bxL//lvzzvsvfeey8jIyP8yq/8CkuWLHmFRthhIVdSsnQ6czla3/jCgwzqE9S9U7/TNSWk4SURwQzrt9zJS8emmBjdQcEoMxsU2FnaRITO3cWHCdCQcYGU0iJFi72lteTMKs0giYgVXM+ipdnIUPC23CMcywzxdPN6rs3P4HnLOVL28X0XXfayKp/GVxUCFWquoCWXYBs2K9JZVuZDTpR9ruuvQGzz3IRBKzKRQkfiktdmKLkJNE2wukthTU4jjGO+e9jmhSkboWbpT2cYrYMXqRiqiqbZJC1BK6ogwha6opNRbYRw6TVCwkijGaoszxh4kc0z4wrvy06jBpLNxRwPjfloSsjKbMTeikoYawykJLNBlpJrkzT7yaoh5ZJCs2IQxR4pAU1m8VWVSMlimlnU2Kc/vwrLsGjWn0JIhaGkzvKsScZQgTppK2Rl4hq8lsXxqsZUPMuPhMORaYWVM+sY2uxQ85vsKwuO1HWSesyabLvJUhAG9BiSlUmPNy1xUeN9bJ/ciuXVmQ2z3D6+64zrY7pWwQ9dugyoupJAUTAlREGdvSWLt99URsYCIWJkLAhig1gq9KRm8QMDP9bosyfxI4NmmGAoOcru6jUcD7q4lp3cUjhIwnB49tlnmR3fwj3v+fC8Y9CPQCcgQCdSbe65fd2isTlimKCpE0mV4ewJEpqLH6vEsYKleky3+unb8snLFnvOl0F3oYYLpyP1Lnr1vfiRThi3nysEgoafYOY8OVtwqnzvUnKqXi7O5RJ7tbolduhwNemIWa8x5gLXF3K1snYWCmXDOZ2XpkPSpiCMBQJBFMVUWhH/uLtF3lbnyxvHayHHW3lm6zUikaYZSGYaElttMRPkCIRGtO87GA//3vxn+Zk8rZt/ljhyqMch/dE4K1I1AtMliKHiwXgrjec7IHSQ/gVGf+HMrCKCT5FmtTh1Wf+DdPnTBQlZV8bCnK2r7cy6cuaErDks3SClBXRrFrrqInEpuypaJDAk2JpKwxcQR+hAxjJYl2pwcLpdchlHIbYOmowxlSZ1QjKBJCRAqElmjQpLu5aS81rkg3br6ZZicIfIo6oqej7Hc2qDXCVNa1rDX9tHX3OGsek6o06WQrYbXdaZroyhbNhKPp3H1PR54XZkdCfP7PgHpmstuo1pbhhOMpSrgGLzzHOPkCq5ZIqAnkNnCJQ0O71Zlu48wtA7tvGem27hmQP7zigBXMRZgtSNAVjz3reiPfE8zx7ez/RwmiVWklvTw5QLXdT7eujpSXPbBcp/+zPaqy5enc5CkS9l2zSqo1RmnuYtW9eB3gtRA2a/1e6W2BG0OnR4TfO1r32NBx54gN/7vd+74LKJRIIHHniAvr4+fv3Xf/0VGF2H05krWZorcVrYae1yH9xXb/0gzT27sDUHJ7TRlBBDDZhyM/OlU/e858M88vRmvvr4bna73XiYmLj8U+l2NqdeoGDMUgky7JjZDMCWrp3UGykatTxFu8Sm7p3UvRQrUofIixn6MuNECI6zlNV9ChKBJT182WLGbfFi8BYa1V30GA1W5ceYaKVIK5MUdB8/iHlxOkne8siaEX4U8KMTCqpIUUya9NgOdT/mR6M6QujYWoCrr0e4DV4sCRQJlhpgK9OI+ASlUCGIBTlVZ2UhhWZkODA5ivAVrHyKfsMkGRlgCcabFrMnesh3lXhzT4VUlOKzL9qMahLbiGmFgtGwQEgCy9SRmo6pSPbJWXKhST326RIW0rBw9AIyCtDiAFWxiYwuJE260jprEiYZc66cyyNvN5gOFHK5SQxjkuNhTDbIozp9HG72sk91uaG+kgOTL5A3A9zQxFDgaN1nS3fMgO1haQ7TDZ1kw+GgXE5PfoY79YeZfHGYHls/47rozuQYHTtO2jZIKDFuo44bhSQVlYSRJm21cGNImw2iSKXlW5Scbmy9hRtk0Y0IJ7RQRUiPNYUb2Tw3upVB4wQ3FLfjhDZNP0lSbdKaeZA9O3q448b2NdzuZqiddG6tW9S8YO6aPfbcvcy2CvQmp+avWQVJVzJAVQJKL/wX9nBukXdh18Q5h9jpn3MuLtRw4fSxBvs/ScNLAhJdCdHVgNFaP6py9pythdx125tfE2V853OJdejweue19aTVYT5w/eXI2jldKJOy7dg5Vo4oOzE1R5IywVIFTniqvHHneMDxcAtDyW9zrBLjNE3SskFaqfGNxl2Ef/VmiE6JUe5dn0BkihhCBQkJxtE5iq21QFMwNPDK0JeKGWtmCQLnPKNeKBqdL3Mq4udJLhKy/ko2+Fsczp8vdb75ZxuD4NUUsvSTI1gs/bXj81XA1EyiOAIEahzhhCqOoYBvMhOoqGqIFQdUPUEoVZJqkchQsYwsRX0KW5WkTJM+U3CsGtOSEh8IY4lUdFxU1DikL4gohgHhyEsUlR7UwjBBIcegf5zQDrAihbjuUBU1tCgm5RkcHVvB6IxEyCy+Dpptk9MUKqTZd3A3XetuIrN5gFIrbgeVP/EAOcugNzlLwzH4+t6Idy2HfveHjO2boRhI4uRGFMNH4SXS+nomPIWoVANgqKvnsnOgjIEC6z7wU6zjp67gbL32GOrqWSzyiRHesnUdQz0D7QW0k+2i69s7YlaHDq9xnnjiCQDe9ra3XXDZd7/73fzBH/wBjz32WEfMepUQwQx+lFw0b67T2uWyfsudPD6+C7tyP2mzQcNLMuVmUFWDFQtKp+Ye9EcfOkiNNIb0mPJ7+Nbsu7GFg0FAKq6jE/DEzM30ZabpSU+TS5XwYgMnTOJFNp5lstw4Siu2kTFkjAZprUEjTIEXcdxfhm8NIQoJZhp7qc6aDGfqbCoIHDnGC+NJTD2k6nVjJyfRlIhIqriRjearTDUV/ChmsgkpPWBlVxI/tkhbIVrcYryRo98eYc9sjKrZhGGAhstsqJNzG+QUlR7TIK+6XG/VGYsS9OZHWGZNo2RMTJYzVe9h2eQYR6duYUU4y6QeIUUKNdOFjCp4rUnioImiqJgyImcKJvUTZEzBSiRZeykngjxhUEWRKpZhYagCoeSJggQHqmVW5xJkDJWU0cCNQnoTgnyixIu1Jl3JCNtw2VPJolsxhycFP376EKnEErrtDJE3gaGeIKHDvrJG1oCSb5FQQQkDumtNhBEwEM8wkKxRuPvfnXFdfOid72bnX/8FThRgmwamoSLimC4zgW73MtNSMLUmDS+JrXlIBFPuUorxCCBxPRPNirFVh1BqlLwcI+EwP5P7Bk5o40bt5jtBZFBFnRdkT++8ea5rFqD0wn9BVwOiSKfsJzC1AIEkazYJ48o5XYv3fvkHPHAgJqaIjUvUanHfw3vnr/MrEbrONtbvPLearDGGrXu4oclUrZtIqih69rK2eTHs+sGT7PrKg0Qnm0ZsusKmEa8ll1iHDlebjpj1GuPlzNo5XSjrSsCzYzFpQ+AGkhCYaki2DmjzZY5zQfSzUT+T1TsYdJ5iyJxmopnly984Rum5e059QN9mjJ/7S0zaQlmstL1Ct9hfQ1RNLGMARbXxwpi4PEEY+iRUlWoA7UsxPG3EpwtZ5xed/pImq6TGJnT+gDrfwTtt+bNt43zbnMvqWujEOpvH62JKBGMu1HHwfGiALgApCBEoxCd7LwpAJyE0bluWZdjI8YMTozQiD19KZGTTDAxacYkISZcq0JtZtDBDS0gqdhqpWrTCKk23TEU1uK5LMt2ISOsKzSAkANwgBlXFJcJSbXKRgR9DRfq8Pc5TawQ4qsc7e3t46tAIUuiYQYCRNakELuv8NJOVGrXQw9Y0kpqJnTFp+ZIsMVWvgbllBW4qSVET7aBywyeT7IbGETKJJJHn8OPnKvzc+gm6M73UZ6rYoxW0oQKKbdEMjtKlrEctZi77OF8ScyWQ4fTrqjxvkcg3/vm2I2shagqCyVd+YB06dLgkxsbGSCaTdHWdPbx4Id3d3aRSKSYmJl6BkXU4G5caPn2x3P6OT7Bnx6ZFWVwrzlI69dXHd5OKfWya1EUWHwMDj6LW4qN3rOerj+9m1EnQCIcpz3RxgmHem36AUX8QEasIEeFgQxQzYIwwaI4iRDvTSTElJGDXsU3k4zKzZjfC7OL6xI/4qa499BuTHFMtHjiSx9N6GbQrmFqFKNZAMYlCGK95JDQJiknVN6l4Gr2FXoa0FnGoMNpaSUIbI6GmGdQdpkJw/RBD07B1nZkwRxqH0AzZ70r8iiCZ3k95XCGrJ/jn15RZ3vUkB46u5sUXl7A7mkVYCfqtFOM0Cb3jaPYQqtHC1vMUo5CkqKIlS6QdGJKSzTlJb7GMXhtgspVmqryXWESEUYBu91DQ+onCEtNulaF0naMNjxlHZWOXjohnmPZs0qYNqkvSGOXIVB/CShE0QJMh040SttmDE43hh2nCGGYykhiHbcM+RrZB3oyRvsCPDdzB6Kwix123vZkX9+/jbx9/hHrgkdQMukwLQ9d4/zs/TF/Kb18vrVPZbe/YcicP/c3b6U5Mk1brSCFwYpt6lKXi51miTpM1ajT9U4JshIqM2kLtpbB+y5188+k/J+9m0ZUQU/OIYhUpFUzNRRExTU87w7X4yNO7eWB/jCAmgU+ESkXkyUVlvvr4boCTzRF8bAKqLX2R0HWpmXV7djwMQMpo0vSTzLZyRFI9b87WlbLrB0+y+74H8FRJaKtotSa773sA4IoFrY541eEnkY6Y9Rrj5czaOV0o01SFpAY5W2GqGaPSzlUaq8U8N+qxJKfS8gXFhIKuCg7O5JmVdzLSarHrT9+1aNvGL3wTmSgiZEwkVBRFQnRSAGkco8eUSNVq29F1lRgNL2xh61B151KeLsS5xKC20OQD/4Ea69DYft6ErDkBKzrLvIWI0/5/OWWGF+o8eGEUwNYBUSAK64RxgCLAUlUsRcWLQVXT7C6lSfQaoEW0/Bg/bgebqlEVz4deoXO7avJ00keptXD0LH7UwNYTFO1rGU4blOojpLItunIKYawx4wXIUOIIE00qGCiYWBy3bFaUy5iZZezMr6Pbb/C22iQ3vnkN+VqV7UcPUlIj1mgZpgOFxJIeliQMts9Y1PWQZekeIt9jNpUnF4cUkktxU8l54fabRyr0JosQu6AmIPZJOA6TYYjQVLb1mXyzkiYIQ9LTNbzeDLVmmTvTBczNyy/5GF8y7ki7HE/Nvr7L87Tu9ti1BQJg1GjP79Chw2uaVquFaZoXXvAkQgjq9frLOKIO5+NSw6cvhYspnYqjGW4s7iVjNKj7KY7Ul1H28ziBPe+o+bVPf5lqa2I+xNtWXFzdJlQUFEAjIEYhp9eZ9fOoWoSKREiJjCT9qUmqTh4Dj03JnXxk4H/SCm0mvF6yeZ93rJ7k2yNZ9riDuIrO6qRDKpilEfvkUyncIMANQVE0XAo8V1tLVbG4xnqJAfswa8wRDk91s7FQxNEtdo6NIcMA0/QZc0Jm/UFaXo0onOKaXJkAjUjVCBSozHZxPJEj6pX8cHkvesnBjVP0RRLFHqSuSmreDAkRklUVumvjSHua2WpEMxAkNEFjMElKb3BN+oeU62myWovluSaNwGTKqaMYKkvSSUrBGM9MtbsdZo2QgxWPA88n6U1q6GqMKkxGaoKs4dGKNFQthyIEhirQmWV9t2S6XqYZGJgq3DrgsK6rDALibDtxVsQucck+67ne9YMn6X12lI80CxzQPCZ0STZf4K4tS3EOfJGDwQzoXay68dcWXTehyKAp4yBAIyIhW5h4NGU3H71jPc8++zRJtUkQGUSoBOgMifHLEmSl3kUsj4KIMVSfY1WbF0sqJc9CI4GJwlJ1sUj21cd3Iyli4Z9sH9W+F2+JBCWnzlcf340a+fPXr0GAH7XX6zPGF2XWZcQ4zT2/zUPP/RGOGD5D2JrLuGt5Gof9ZfSkplnbdYCal6LmZTnw/P3ApefdXYhdX3mwLWQZ7Wee0BA4fsyurzx4Vbuidujwk0JHzHoN8nJl7ZwulOmK4Gc32FRc2D7iUXElQ1kdVQEvhGdGfLYNGGzu19lzpIpfbvDIP/6fuFP75repbLiHxO2/jhbFhEGAp+sIKUk4LTzDJEBhxtEYzKpIAnxMGm7AbNOh2pLENLiwkCVOe22zDpW9p7m3mkQXELLOxYVEJoVTAtaldh6cW39u3UsTtAyl3dq5IZN4cROBjq2FaIrE1EKyAoJ4liAweHQsRd1RQZpomk3C8JCxRkbAgGYwkDR5q9Zgj95kzItQY5uC2k1SsQiDlSzLVdnbNNmY9XjzSo+hssULU0ux6waqN0tCyxFoCZq6zrhR5N1+hnUzh2m2IvYM9rA8kWHp2pUU904j0jZ6Js9YosXunGA2aPIWw+KQ7pLOHKNb281KK8/RSoG+be/DXtDBsDubo1EfJBO/CGoOwhPUWlW6Uxon6nmem6zSkD0ctyTpWoN1BY03r1zBklveijFQuKTje1nUt7eFrDkR6PVanpfe1hbhoO3IihoQVSF7+6s7rg4dOlyQrq4uxsfHGR8fp7+//7zLjo+PU6/X6evre4VG1+F0LjV8+mqyZ8fDvKn4NPUwSdXPYKkuW7p28szMNhLaKadNyYmxF9xDjdSHWJ47wjQ9uJFJTqliaQ4xChNBP55nIlEQsp2juiZ9EDkNCpI7io8xG+VxQxsXk0aYZvNAlZi9jHmrSMeQpEYQGrieRkJPkLIkE9EAjq4AEi2aYHXKY8ZPEPg6Hygcpqt/PwdqacqtLLORThTFmA2JKwOmG9OEfoWCofOm5R5BzUSJYmpS4dlY5xZ0cmaN6vQsK2ZjauYYM3aevF8jjYbrjZI1DUQwwbjhkBUhrieoxDF1RWE4rLFUWoxUfIpGiYGEQjVIY+mwTj2G66bpT1fwawY5w+BEM0JXauQtj7IXc6BkADF5W6fqKZiKx4yTJp0eIvRGSKghWW0SR2YYTtW5bcBlOOPRk6xh6y51L0kswVDbHRV1pXnGuV7o7EkmE1wf2NgNQe8dK/Aa36N5vgYEsh0GX/NsglhDV0Js3QEpuOPGDcyOb6E18yDVk46sITFO0WyxdOtHL/manMt7i2KVWSfkkRGNlAGGSFBqWUy2mpjG4lK+khNj4RKhzgtZKhEtYbPMap5x/UI7jL7kaIsy62ytRU+yRBwLTM2j1jzzWCzOuDOZaghszSWWGjOtLgz18hs4nI9otk5oL35OCHWBNtv5IqJDh7PREbPeYCwUyr67T8EJJSu7FJp+zIFSiKoIbF2AgJYv2T3pE1ZbTDz0v3j6/v90akOKTvLDf0/DH6U2/gN6pEZWH6aeH0b3fSJFxRECJZZMBmuY9koU1UmeP+5yqBRS8edEnfMJWecWfT6ExcdFgr+ULf6O5lnWOZtz6myOLHGW5eaYKw08XYC6kq6Fl4ag3T5XqkmMuO1sS5kCRZHECFQpsKKIWAYEygy+62FrKRRUBCE5w0WVKaywTjohiHOzTE2FLNdD9sU6lhHgMkoQJ0n5NnV9G4p9jA0rcgR1iwPHPZqJlayjRESJE4mYwG8iZEh3dhM1P6bemiU3oOEQsuNQndvGZrG2rUJJJxAK9O0dZYgCai6BNlxltn83T+2pMV2X9PdK3rfVozc6SvjMBGoxg795+cmg8hLoG0kpozRaTepxi9VGhm8cUskZHmsKWeqmpF4wuf3uVQyt/GdgvQJCFrRLC38SyvOsobabrL69PXatuy1kvZ4EuQ4d3qBcf/31fPOb3+Sv//qv+Z3f+Z3zLvv5z38egG3btr0SQ+twDi4lfPp0riQL6MDz96P4AXWZQSfAiWxCVIbTI1x//alsSF3XGQ9yxELBkAHby1tJGk2SehNLa+FJixPOEIIYXfpIqaDj42GgyhBFRlh4APSaU0x4vSRwiUWCtFplZapOv+nwxZ06jbBJKmPygWKNp9WIHRWfQ+U0Ja2JZvViqjZD5kFmWxqKYbG5XyGbNXH0Bl8+oWGIgOVJj+NNnbGmhm1ICkpIU4FQwolWgu5MgBOZCAklD2zNoe5l6GsKGirg11GrU5hxiI1glQlGf54DrQaxiJmWKrEeY0uFoZTkpXGwAw9V+mzsskloHvtKJxCxgSoUmsSEeFiqxYwHulCJZAJBQNEKqQcRGUOS1kIieTK43VxDXslhaC6a3IcfG4RxktX5LrJWjZgYISTTzQKGGqEIKDsZGn6ajFE641yfy9kT7nuIZt/iBgRW1KL0wn/hm0//OVLvwqbKscowhURlPiPqWGUYVWkntd7zng+zZ0fPolK9pVs/elnX9MK8tx+N52gFEQfKFhVfJxBpUqbBN0cGWfX07vnrvGgrhK0mVSUPsi1keRgoSNYPd/Gd/S5TSjcJ6ZKRVSw8AnSKtrIos65gz57sUKhh695ZmzGcnnFXSJRxAgtVaefSXo0GDmdDLaTRak1C49TziRZI1EL6qn1Ghw4/SXTErNc547VwPteqmFDmOxBeDH0pwf0vuIQxTDZCirZgsilxgpjZVkQsJULR+N1fvRXfa82vt/SWjyMGb6RUeoZuxaSqKIx7xzFLz5KqrUIWt+Fnh1BljJQSz9jCE5MTJN0ppqoebgAXLwjFLOzTJ4CPk+CDop0h9isiwYgMeBSfc4tOc/PVBfPPl4E1h3KO9y/FmbUQef51Thv+XFpXICVN18eyFIYZJDQOMeuBqYIfSyY8EEJlKOsy6phkhEkjbpA0UqRinXRCx3E1+lMOJ6Z90khkoGJGEk0YWNEYs9UmZJbSDHowo608Ub4BKWOM+EGC+osckAG2rpLW+xFqkUhPkAlcjtcPcSBscI1msHbZeupdBRJL1iGDEPf5w2CbaIMFgsNTMFQkeW2JAaOL927sw9y6AgBvx4sIaxdq913ETZfmg8/Tc/fWU0Hl1QTdgzfwv63v5YcPPETCECS0GOEfIUMVbXCIZ0orGNrwCgowr6HyvJGZKZ45sI/paoXubI4bVq+9tOD7s3R07NChw2uff/7P/znf+MY3+Lu/+ztSqRS/+qu/imEYi5bxfZ97772Xv/u7v0MIwYc//OFXabQdroRHnt593iygCyGCGZQoSTdT1JR2XpaMYLl2lD5jnG984TP4QY316VV4zc3UvAwhCi8FG6hOptmQ3kfOmGUiHOCZxjZuyT3JtvQOGmEaJQ7QlJCE4bKzugFDurREikmvl6xWIwgMJDCkj2PiEpkptuXzeFo3huGRnT2ANtNL2R1neRRj9tgE0TQVX2Xbcpt8ZghNBqxL76fq5fhROcfGrjIjDQ03DIgDSU4kMQ2bLjMminWSqsaO6QLvWjkCQNk16En42IaLl/pnrA4P8XhYouw4pISKp0ompIvhQlwVKAjcOCaKNJKaxzoNClkoObA8K1mvhnhqBdPUMLoEh2dCymFMbyLm+m6TQ4bPP50wKVrghyZ1kQThk9I03FjlpiHJYEblvpdWUaObonRQFIXBhMKS4hJWmzVs0ozW0oAkZ88yUe8jiA1M1SNlNsjbVSKpsGfHw4vElHM5e1Jqg5noVDlg2500g6pITtQGMaIqA7kKfqQxWhucX85QvUVh51ciyJ7OXN7b08/+f9T8JrYBkZqk7tkcrVpoeswXvvUiL37hG+TKM6zNd1HrXgF6GUckcbARSK4vuPzwoIctI3yh46EzJXrIyzKa2u6qWN99KrPO1Dzc0EJXQtxwTtxb3Izh9Iw7S/MIIgUvPFXafaUNHM7Gpvfdze77HmgLkLpACyR2JNjwvruv6ud06PCTQkfMeh0zXgt56KBL2lToTrXD3ec6EF5I0BqvhbwwGbKmW2OqETNahZFaRE9SYThvMloJ2P7t/8GPvvOp+XXMRI6NP//3bJw8wSP1A2QjQd2E0D1K5Dt47hQTwRiy8k+gWFhmAc3oIVIEbuMQoVfn0gWgU+V5GvDbZLhLnPpD8rz0T5YVzglUZxOaLvSZ5yv9E5xdBLsczucCWzwETSggYxAKXqyhaCns1GqqnGDQUmlFMY1AQiyJRTsc3g0koSqQikKKFK7vMyN1lhs1blFdfjo9w6fqNlKHpGOzVZU87obYhsQzTGpqRL12kNuXvpX1SpPpsMkJOyDrNKmGSZoKOK3DdIk0aWUd081d5COBZmYpeZPcP/IEg6XdWCv62Na3hN6tKwiOTCJdFW0gj33DahT2gz6AsbUfvZCmtf0gMrKQ00dpHdyFkkmgdmfxdh5h6B3b6PE1vJ1HiA7VUIt1Kj0JugOFqOagpjejreoll08yWS5fwXm5DF4j5XkjM1N8/aknySWT9ObzNByHrz/1JO+56ZbL7uTYoUOH1webN2/mF3/xF/nrv/5rPvvZz/KlL32Jm266iYGBdnfSsbExnnrqKWq1dofXf/Ev/kXHmfU65XxZQBcSsx55ejdHw2UIPSaMNDJxFRsPQ/VIaGI+R2hEDpFVq7y98BCPlm5nwh/AwONEMMzMbC+xUEBCTaR5snwL3VqJVdZBuhKzhEKh5Bc42liGRCUpGzw2cwsfGfyftKRJGAqyehWdkO3VtfiaRiB0Mk4Ny3SoEDCs5hmzTBqxiq7myNoZqq3jrMzN0ohSJLUmpThLyW/Soxaw9CX05QSed4jjrkUrClCFzopUnlnfYaqpsmdqFcXkGJFwWZk1qaT+Bbe/4xOc+OZ/pvfwLL6iUlUiqoQMSBNLUSi5kpotiWVMwUwzHFjkbRc/9siYgkOVPB9Yc4LHJ8EXgoQuWJJW6YsjbuqLyBS28eb0t3huOosfK2RMCGXERKtAf8bEkzY/nl7BwcYKejIaZv04s15ErGdYU+xiVWIKJTp1v2ioPjONbmzdxYgDMlYVpEASU/MyzJxW6mb1BgykjqCnXFzPZnqmF7+SpBGlMFR/Xpwp2LNIKWj4CeacRlONbnpT07hh4qy5blezU+Ac67fcyYl7v4gXpfH9HmIUVCIC6aJ6LXqmahwXeSy7TKo+y811jz2rVjCjxSyzm9xz+4b5nw+bAD0OqYssDhYtkeQ37lzaDn83TmXWeaGJrTkIAVO17vnjvDD76/SMuzBWSOguxypLFp2bK23gcDpzuVi7vvIg2sluhhuusJthhw4/yXTErNcxO8cD0qYy33lwrkvhzvHggmLWwnWX5GBFQeOru1o4IWihxzf/zba2mHKSd/wf95JKDnMk0mgm08StJp7VTdMfoRl4uP44qogIoyagoEgfz4VW6zhCyxBH7qII9cVcOEfKRuX3SXOD0Ofn/ZP0+P/RxEdy8W6phctdjjB1+vYv16V1Ogptsau9vVC25wlsdNUiq/chvBkcTcXXuygmZ6DVFr0abkAUg++CHkmmoykskcAUOoOym94JQdny+PSkxfFAoa9lsjKdY8xIsCZwOBZAENZoyPa3m6FzAq13A6UDeyjqWVJpk4F4hpk4xHMsuqRFvnqEKctCpmyE6nGsXiMiRdLyaTSb/K8ju3nX8g0MbltFVHd4wXF5yIpoTdoMZGrc3dfDRiAcLxNVJkFLoWSTxG5AuH+U2PExx2ZpPvj8SYErR9x0yU21cK8ZoDi4ev7I1VpNurO5yzrql+1sfI2U5z1zYB+5ZJJMom2Fn3t95sC+jpjVocMbgE9+8pPk83nuvfdeqtUqDz74IEK07wWkbP/FtSyLj3/843zsYx97NYfa4Qo4XxbQ+ZhzdHWpK7ihazt1UkzTzZA4QdIMkUKj6bZLzwLFQETtUO0bUtt5vhTjYLJXXY8dT2DIdvc4S3o0vSTPla9ldf8BSn6OGb+Lab+LTendjIUDlL08x5rLeWjkzdzc9SxrjQO4gcULjVWc8JagGRG5ZoO+eJJDyjJ2Gl3IVBHLdFihSyoiTwuT/TWHW5eUCYVOK7RJGQ26EiGj5SJ6HKEYIUqygC5S9Kk6wyerwlRFoRH6nGhYuMpNfOid717UyW3T++7mqd/fxyY9yV7pkpMathQ0LRVbRqzJ5NlfLZHUNcyGwmRs4bkhS/tiEppJztS4c6jBczWYrOsMJips62+RNXQmmi/SlMPcs2qSbxxRccIYRU2TsrpoBoJrug0ONlfx/rfefoYQNBc63s61OiUmeYUP0Jz8Lv2pEVQR40c6RyoZHjnRSyNo0j/xfzPw6J/Ql7Ho3VBGPW7h1G00O2DFwCEmWsvQ1t5F0v0eeDDeUBhzXGYcBRknGUqGFG2NqpdFVwN0K3tGrtvp7kAlrPPss89S2nEUQ89csDPg+bAUFScMcWOJKUJCGYGUZHwV1QypWSnwBKEhsP0mb5o6zIf/4j/Pr/+5B3fN/3zYeNhyCgk4wp4/xguzsLyoRsJwmGp044Q2huqd0Yzh9Iy7qj+AE1aIpArIq9rA4XQ2ve2WjnjVocNF0hGzXsNc6EG71IrpTi3u8Jc0BNONC3cGLLViVEVyYCag7rW7GLpBxHP//bf5we7vzi+XWXE913/sr1hWm6I02SSt1tjVOkTVHaMUz9DwSwRBGaIQT7pAjCJUpIQoriNUE6IGAuU8BX3nF4LyCD5FmrXi1L5/Tbp8htbJxK1zCVOSs7uh1NNeX20EbVO7Qjs2VSAJAR3dKJCwBuhCpxlLmsSM1BNc35NnSdrhcMXDC9p74oQq3TKiJkxquERKSCqIqTqCCSdJvqTR3+uyB4WRIMYQTRLCR22YXJ9IU7X7QJccrhxk5ZFjlJUQr6uf8mSDN8Uat3oNjqdsnJlxNBEx5CtMZzK0/HHShRyDmoS8TtoXoClsnzhOHxbPj0zz+bBKV0+B7q5rceo/5q8ff4FfvG0jw14FxXAJvetAESgJg9j1iatNvJ1H2kJWut2tR03bbBtewXcOHkDPp0jZNg3HodJs8paNm896ZM9XgnclzkZgcXmeO9IWtsrfbQtb6W2viLA1Xa3Qm88vmpey7VfeqdahQ4dXjV/6pV/innvu4Xvf+x47d+5kZqZd9tLV1cXmzZt5+9vfTv603xMdXl8UbYVqS593ZgHzWUDnY86x0ozSPDVzA/2ZKWyjxeFgJVZxHcbkl+dzgXQCIlTcyCJrtN18s6KALVvzYQ8aETYOHgaD1gS7qxsIIw0zdigrRTQ1YFvyeb7vvZVAaoz7a8mtfQ833biB+77w51jxs/QoU4SaSj45i6LFJOotNg8eYSqeYjpehgggJ8uEkU1FXcGTJY1NqV3MRAXqvsORRpZdsx4F02OZqVBVluEGUwwbClIq+MInnXW4Y8AkoSUYGNyySMiCk+6Xv/g8TjPAi0MsRaNlKfgCDEUja1oMJFI4UUBJjclFKgUSBLOwdKmBEycx0Lil16Nn+RRuYNL0M6iiRcGaZbLRzbJMil/c0OK5ks2MA5Y+g20sIWVYrFH389XHC2eIWedrErBnxyZqL/0OUgpO1EwePJYgqUuWZRu4keSxUYX32uP0ZVzGugfRZwRqQ8NNgr6lyR0f/lfs2bGKJx79Ai+WZ+m2TXQsZnyd7S2Xbd0W/akIRwzzMx/9/DmvJYOAnFFmS9dO6mGKkXCQ4WiEY8/dy8z4LsoTu+fztC5W4FpS7EYvlwgiiRuF2KpG0k7QE+g4hkEiOhV1crYw9Iv9+VhYIrlnx8OEz99PSp67GcPpJZV7djxM81Vo4NChQ4dz0xGzXqNczIN2MdGeP+fIAmj6kmLi/Dc3AALJMyM+OUtFEPP8/mM891/fvWiZG3/3UTK5HLYuCLO91KZfpD7yDNc7DZ6KE5zwR4hCjyhonkyX8gHtZGx6TCxDVJEhki4Slbb76MJC20IGUfhj0gyKU8LTfbLFf8c9bcmzCVMXKOub51yi18VyuaLYXAljiKQdKKkpSVQUQkVBN3rQZIghalhJlx49xGzGTDdhZHaI7mSdkBK6pRDUA4woQItjYl0lLVVuCgdxMyaj2X6GWjXM0RJRRSeVdTkeOKgu2GGSPgoUe3qIdIuaH7DUSnOiOUpJWqhBnWGvjhb7jNgZim6JlmbRSiaxLLh5pc32sYiM0PGISHcXMXuWIA5PMDE9jbJ8Iw9lVLq0AsV0kpgkevZNZMUeHn5xLx8107iHloKWQlgS6foQS5RsgqhUQ+3OLTpiw719/LTrsd+0GDkyQr7k8lY9R/aZE/ibtUWdDC9UgnclzsZFuCPtkkM12w6Fjxrt6cK7X3ZBqzubo+E4844sgIbjXLZTrUOHDq9P8vk8H/zgB/ngB6++S6DDq889t2/gvof34kdt0SlAJ1Jt7rl93XnXm3N0uZicCIY5XFqJQoSLzZ5yhXd39WKqs/iRSSauMq30YKkONT+Fj46LTW88TkPJzgduSyBSNNarewl8HRBMKj10a1MM2BMUzFl65ST766uoMMBXH9/N5x7cRUYvcPe6u8nO/gARzDCtdeEbLlXVwtSLxNMjLLde5Hi8ltj3yIQVsukCqrT4buWd1CeaUHuSZakZNvS4nKgGPDZik0ml+MCmPsrlEWaaswwXmwykU1haElUNqMz8E1/9eju8fCHX33Ub33/wEXx0fEWgxBDGIZlCDj+OWNPTz4fe+W7u/59fgdEKNgbDUZLCQYPZ4yrp68dIGmXGan0IBLoa4IQWrcBiODtK1c3Snwy5OWGQUB0mWnnCuMzh+nJyRoXS7Nnvh8+VSbV+y5184/n7CdwqT45FaIqkJ1Fu30kKC1tT2FuWdNsW6XyNUXUu90qSMhrz2/ijLz9ItZEhCHwGM+NkjXZ1xPFGi1VF9ZxOo4XuwOXpozihTRAZBBjtDoGRg125nyl3ybm7JZ6DD73z3fzZl/+eYV2lqg0hY4c4dMik+gmkwRJ3dH7Zs4WhX87Px+Vkf13NvLAOHTpcHTpi1muUi3nQ3tyv89DBtqiTNARNX1L3Ym4eti64fSFOlvwJ+Lt//x7cqcPz7+Vu+QUyd/wapVii+TEFW8NO2yhilL5SnZWlSapqg/GuXmZpUqaEEDqKNE6KMhJ50ocVRzWEVFAUiEiAbFz0MViLyh+RpiDaxyCSkk/R4psnO+VcmLOJVOpZ5l+pmHW5SNqlhO2ufwoaigAhdYgdRNRACo8kLaqOTitMktIka/oV9pYV9rf6cTyDmBg9PoFUNXwzTZ9q0OVpLIvSPONOoWFS81VUTXJEgtlIktZMdHRm4wZFJSaYrKAWQiKhsLR7mAmvyeb0Wg5X9tCbiDHrEa7XYArBv0rYhCPTPLpKJzrYwJwpMy0DtDUDXNc/hJ5N41gKS80VpN+0jYn7vsJwtji/14FahOyt7JopoQwtRwtniaaryEoLkbExBrvmRam46c47s+amlwwPs3rpcpr7fJT+BErSmg+O5+6t8+teqATvSpyNi6hvbwtZc2Hwc6/17S+7mNXu+vgkwEU51V5trjisvkOHDh3egMw5eNp5RdrJvKJ1F8wrmnOs1EQWjQCNiBAVGxc1ctjZ3MQd2e+DB0SSIXGcWNP5UfVGsgkDEc4gfRcr9qmLLD4mgogl6jSGnkHMB2q7rM4cJpYw6+UxVJ8tXS/w7fIAstUuS2v5Ol/dbfOxOz/BHTdu4NN/+UkCT8OLbAqWjugaZLY+RVIdwRH9FHNDDOQsJjwNX2rMNqeIxAo8ZxgTHwzBQLbCsF7j05/8LfbseJinnvoMx+stxismUuToSRXpTumMjT4NnBKz9ux4mKzxJHfeVOLZI5Jnp1QskSRfzBLbOgFyvjTxrtvezK4fPMmurzxINFtHLSRZ9b6fRSu0qL/0H1EBN7SYqnVTSJSZdQJemJUcmtUYSidY3+OiJEyCWCehtbBUl4qfu6Cr7mzM5Ti1woCkZmDrLrFUaHhJbFUw3dKRhFjaqfvkrFklYzb45ufei9S7qDd9DCWDEyYYrfVTSJQpWC4TLZ2l1338nGLNQvdT2mhQ9TNEqOgnBa6U2UAR8aJuiRfb7W/OOfelb3+LoDZCqHeTyq8mqRqsP3gIm+Z8GHrOqKGvG5/fn9VbP8gdN7a3f6k/Hx06dHj90xGzXqNczIN2f0bjrlUWO8cDphvtUsSbhy+uRCqWAv3Io/zVf/21UzM1ixW/+UNylqDhxVQ8WGEIblpiwMgMzx48yjpiXsoP8Lw6g5foJimLNOImUewgJIQEICUKEgUFGQeoaESxCgRcijtLBeyTIpMnJb9LgydOy4w4P+cSqBbOjzkVMn85XEmpogBhIAQIRSMXabSEJFRCNJHCUCwyep1WEAMRZuTypuE1DBsenvDY0+jFi1w0b5oEGpZi0Uok6FVMlgdJXAVyvk6oRNQUjTCjYQYSgSAbhRhGDwLBMbXOuOdhzdS4fcU6DE3D92yGij2sM3xmwknK2iyZliCvLWFpX0SU78JoVtnZmiabSVMVLqs9g3QoqLWaiwSVwUKeSrNFMX3KPVRpthgs5DE3LyecrKCtGZwXpeJaC3PzcoC2QAWL3rNvXnvWEkQAb+eReTHrQiV4V+JsXEQ43XZkLURNtbO0XmaGunpOdX0sl+nO5njLxs2vSYGoE1bfoUOHDpfPHTdeetj2nGOlJS1s6RCiEgqNXDyNTsDxZhdm79tRjz1ESp2hEaXQ1t7OX/y7fwW0M7f+7OFDOLGBIwwCTISU9NAkKLyNZOkfwINBe5RAKugiYtLpxY1sHEyuTe7imLMMODO0vqiXmPXzaMT4TpnRKrR8jb6ky6zah5XopmhMYSRdtmlP81izwlS0hpm4lzhuYIiAJZRxnTp7djzM04//fzxXdtEUi6IdEcRT7C9FSLoZzDrzx2QulyrwNNREntuv9dkaOvxwPMd4TdKdSp+ZsXWODKM5p9ScgLO/FHGoPknB0umyQ2q+wVOjLVb25MhZIWGsYmg+O2pbeP9bzn8uFwtoaTa97242va0t2iSP/AUIFzc0cQIbLzJxopiMmiKhT+CEFrbWZCg7Sl9qkslGDzOtPJFbZU2xwdGygiR9UtBK4EUh2VT6vKLTQvdTzU+hqQFOZNMdTwGQMlo0vOSidS6l29+ccHiu46DN1rF6A9Jrx6gKC99f7P6648Y7O+JVhw5vQF6zYtbhw4d5/PHH2bVrFy+++CJHjx5FSsmf/Mmf8NM//dOXvL3/8B/+A1/72tfO+f7y5cv57ne/e873X2ku9kG7P6NdWknUSX7r564l9E+V6q177++hLL8Dw3MYytoEaQMniBFC8MJ4wOadBxnwGjxq+oSywXQcI8MagZ7CtnvRY4HvTdGKBEKGCGI0YTMUWjTUiHEaXGrg+ktE/Eca/JZM8ts02IXH1c+5uhIh68owFIikTxQrWHFELAKCOCIUKkkzT1orkjNnqPgJMjJmg1BZm0gSyQQ39FfYt6tEQgiWKhlUJFM4qEJFVy30hE3Ta3GDGGZnpkXLK1GTMQnVoBl5dKOyNHJ51jJRlJgV5Cm4TWamDrJa9/nZwvUU1uSxxgJWekWUpQaNSGArElOr0npmP0O5AkPJDEomwVSPxY7qBKO7D7Lk1s2LBJX3XHcNf/K9RwHIJRNUmi1mG3U+cut1beHp7q3tjoXTFaQQoKu0frATtZjB2LyceKJMNF1BLWawb16LMVBov39aCaKStIimK/PTFyrBuxJn4yK07nZp4ZwjC05Od1/adi6Toa6eyxaDXkmnVCesvkOHl4fHHnuM733vexw4cIBqtUoYhudcVgjBww8//AqOrsOrydzD/acfPIaLjY1LLp7GxsNHpyv0mfzmYRx1xSnny4nn+dbMzyOtBnV6yak3UomX0hQZVBlg4eH6MV/dbXLPhvejz/6AQeMFJqMuQqnRk56iFrpsnx2kWTvE3ikfSzPpSnaRNJPzofVGrKOpES23xkxtnGV2hEhZTDQyjFeOcs9gE9s4ClE31SBLzqxQlC+w391ETWbokiWUuEV3JseB5+9n94yCphukDYilgaEK+hMNxuoWRbvInh0Pc+D5++kzXyRjaLh+D3Nd/FIavHt1dNasqHPx0BOP8a0DKoaok9A8lqRsjjckipKgFaTJ2xXU0GK62cWR6ZCfWllhZ2Uj060Bbss+T2PHd/nG7rPnSu36wZPsvu8BPFUS2iparcnu+x4AYNPb7uSnGwZ/9uW/Z6LusiI/SRB7OKHK5i6dWbeAFDorCkcxVJ+Jeg9eZDGYGWe0NsCSlMV4s0zVsTEUFT+O5p1oF3MtffXx3exprONNxafJxhUU2l39Yimo+4vFrKvR7W+hkPiNL/wSVde6LPdXhw4dfjJ5zYpZX/rSl/jiF7941bd73XXXsXTp0jPmd3e/Mg+eF8tVe9A+jd/+7d/mv/23/zY/ncr38u9+5XM84OepotFLQGuiQlTMsrLfou62XVRjtQOM9pUwGiUSWgq3bjPmjBAEaYSRoxVOoqkW3TJJTs9A5DMc5+kK6hxUGzTxqRKcLEO8+DKuHxPwz6jQ/k7ttRLYfnUIY4lBgIKORMHWwI8U4jjA8cZRiEnFOgMJlcCXLBMqvc0qzYyKL3roVhQ2qGl69ZBY7WEmDpgwfGZlC33lMFuPeCRT3Qgzxjv+Y57wQlopjdVRjo1ximOax+qExnojT8KTVP0Ya9ohrzZ4y8okTwbAQA/q7iM0YkFTN7hONAhGpgnGyxjLelFPdiAs7i/xzs1rEFFE7k23L9rPbcv7+fW3v4WvP/cSJ2ZKDBbyfOTW69i2vB8AY6CAMVDAX9C9cM6JFe48QnJB6eAcajFz1hJEtXhKULpQCd6VOBsXkd7WzsiCtiMrakBUbXc3fA3zSjulOmH1HTpcXYIg4BOf+ATf//73gVPdC8/HXKfDDm8c5kSIdic6B50A/2Sm0Jqx/TiqJDTaX+wZuQZ9A0dxKyYThTQ1XeHNXT8kKmlM+6fKFB2RIBeVeeSgwZ//xuf5zt98gFxilNF4GC80aTk1vNpz1IJhVD1NGLc4XjlBf245A/m24LH1xvdzZMdneK7eJGXYJFRBjml6whrZ2ZD6nhfx121FIoiETi7dx4mZE/TqR5gJbsAMSgRI7tqylL7wMRRFo0tXEJqKG1qEUqVo1whbAeuTEzT3/Ag17EIa7ZyNwcwYo7UBnDBxSQ4iaAtZf/blv0dHIWsMIJnlxXKNqqdii2W4URJba1FIlDFVl6OVJG7wDoovvsTW7sdpVW1mEwlInj1XatdXHmwLWSfPS2gIHD9m11ceZNPbbllUlre3FLMk0+DNgwHFTDcDWz7Ogefv50ApwXB2FCcwmatIKNizOOEgtw/UeHwyzXStQncmd4YT7XzX0tz1tGfHGg48f/982LuT+yCq8xgZs0zaaJIym8RSwcldvRw/EczMNyyY41LPXYcOHX6yeM2KWWvWrOEXf/EX2bhxIxs3buS3f/u3efrpp694u+9///v5uZ/7uaswwpeXq/agfZJGo8HatWsXzfvlP/lfLHF0oiBmnRFzzIsIULHUmEGvjh9ajNcjbuyZJLR+RD62sGUvM2GTvkwJt5JmPGzg4+L5FYSM8IhRoh5WmavpcgMO2pIJ3aAZCmQcwjl6GgrgF7D4Pj7HTxO7nLOu8fpGBSwh0IWgGUdIFBKKjotEyhg/9pFBk6ZrEwZTpI0E6+0ES1sjKJbg2ZFhVtNC9xqIrjxRTx6zGXDngEJopPAS17E7qlKslnlrbZSN3av4WTHMd6cOkUkkSbgRzxoOpqayySyQiyRxKoOST1FdkqU/rXLL4T0c3HANs+uWk56YYps7w0AhQRhmMJb2IBROdSAE/L0jJG5ee9b93ba8f168OhcXUzo4h7l5+TlLEOe4mBK8y3U2LsIaaoe917e3Swu17raQ9Qp0M7wSXmmnVCesvkOHq8t9993Hww8/jBCCt7zlLdx555309vZimuarPbRFtFotHn74YXbt2sWuXbvYu3cvjuPw1re+lc9+9rOv9vBeF8y5ii61S9wc58rcGvnjJ3HtU18UdndN4kQmoqlBQVCPMgiqLE8fY7bUzr5UifCFgS6DeZcVQhIKnaRsYuGyv+yQ0UMqwmRUHcJUfGIcWq2Qn7q27dRZv+VOjj73OWrNGr12HXwFfzpNJDQK3XVa0idbj/ATkoTaRLMtZPcwjcYoZnWM3pTBXVtWk288TGhoZA1BI1BJ6ZJAqCS0FnHkY8ochmgQx4KeZIkoFkgEQaRTSJQZrSUu2UH0pW9/Cx2BqWq4kYbbSuJFIZNOk17bxFRZVMKXkzqT3zxM94oRmtImdg2KTZ8SJk3OdBZFs3VCe/EXuKd38TtXWR7Awaf/HD9K4oYmuhISxDphrGFpLobqk0z28je//ocXvb9n42xh6I9/B+zK/ShC0vCTNLwUivMYe3ZsuirOKal3YUSnyjrh6ri/OnTo8PrlNStmvf/973+1h/CqcyUP2gvLh/76M3/CyIt75t9Lr3srt/zKnzCuCezaCD+7BN4qHB4omRzzNLIqxC2Po+WQXEJlm/4M3/E1kpGBZqnoMkkyrjMbOZwoh4jII6GliIWGH1SZlJMQqhzLDuF7Hp70iOIAOHvpgwr8Jkl+Wpi8U5r8K2qUziF6vZ7QRYyUkvAsjjIJ6ELgS0lATBqdZNLGdSOkoWA2PZSoQdoXNNQ0w2mL1JDJ/miQqrIF1dBYlijzo8Z+tjd2YTcDlncVmHCH6DLvYG1GsqEnpBHDof41DOo1lngN3qlpvLTEoFKw6H7iWXrjBCgqz7ZGqTktjDjBevqRQyH9BYPBynHS79gGnBI3Kn/7COa6IbydR4gBYRkgJdF0dT7r6nI4W/fC00sH5zi9PHFhCeJCrqQE75Kwhi5evHJH2sJXON0WvtLbXt6xnYNX2in1egur79Dhtc43v/lNhBD823/7b/nYxz72ag/nnBw7doxPfvKTr/YwXrcszHi61C5xCzlb5tbfF9JotSah0XbuWKaDX7eJT07rBDSjJEWjRNROQCVCxZDtjnFzIeZhELC7up4he4yE1mLa0XCVYQwlJERHRYKqgD/KDw+Wuebpdm5WGPqEYTdHKpJcS6GhpQg0DY0KSd9kWXiUF8JNSDXCli2yCZ+6vZQ3rb2Bj3/gbXzjC79E02uXDK7vmuK7oxa+E5PQPJohHG8sYWsugaXN4gQ2mhKiighDDfCjOXHHI2mGmOb1/P2v/memZmY4oHlMJCXZ7sJ8+d2Xvv2teSfT8dI03fZpJXWKiqWoBEiIwvkSPkVp8VNWheFen1z3NNMzvQSaABTS1YCSZZ7hLFJPOy9w9i5+52JO9Jlt5RnMjLXnIYmlStIMz9mx8EopT+w+2c1wodjkXbUywLkAfLyTjizVf1n3p0OHDq99XrNiVofLZ658qD5T4k9/6z/Nx51LoXDHf/0x2bSFH0G1FTOm2eyabXH3gOTWdMCkr7C7rmJpCTImvHW5Se7YMXKFbso1F68lEAIqepZZf4owUtCMFDGCOGgQSR+AimzSFVYJcKlFPvE5OhDawH8hxU3CAKBfqHxQWtx71fxYczld6mnzXt6SRQHoioITLf68uYQuTQhCJL5UEERYSGZqNVoyQtESqLqJFzjISEFLDHHCz/DjieuxEjrqzdcwUS0xvucrFLRxkpqOq9mMhy66cZRVzcMoz1cJ6w6p5T0IKdnd1OhN6Ky4bSsro4jcz9/B4Vtu5Qv/+I/8eOQEyaaDmU1SM2DGbXL4qRdYfsMmZMs9Y9/UYobY8bG2rsA/MomstJC6in3r+jPEpEvhYkoHFzJXnvi6wh1plySq2XZofNSA2W+hR2eWPl/Utk4XxS7BDfZKO6VeT2H1HTq8HhgdHUVRFD7ykY+82kM5L8lkknvuuWfeaf/SSy/xu7/7u6/2sF43HHj+/pNC1tXPCdr0vrvZfd8DOH5MqAuChoWteExk26JJJq5S0XNMB0VmlG5UGWBKjx45TaTa3HP7OqAtnggfDtRXoxFRjn2IPEItRVK2SMkGXhSg6ynUyJkPgZd6F2vzJR6fUGmJFAkFRNigFJqE+mYyxg/Z0tjFTnMNihaRVuskxAo+/oG3AQvLzgRN5Rpu6J9kpNqg7AlCpYdiYRVNW6cWTpBQHIJYQ9NCRmsD9KbaweW6lcU0r2fym4cZx2W7WicVqiydhTFR4f/9H/8NoUBWN0lpBtVGnbLvoSsKeSsxfyz9OGJJsZsPvfPd88JXf0Zwa3+JJZPQ8BOkI5X+vlHGJ4bwsDC8+KzOotPPixZI7Eiw4X13X9R5nRN9mp7GaK2ffKqCYQa8UNnI4cZGftrvZ/0VXTln50rLAB964rFFouHp5Y9z1/uB5+/HOOlSXHqJLsWzcaXOxw4dOrx6vOHErKeeeop9+/bRarUoFots27aNW2+9FUV59YLArzbPHNjHH/3WfySYmZ0Xsgpv+RmSm95JS+pUKhGmCgldMGOlKDVrjM7G7ApNtugt3mS5RBuWs72p4gQSp5lg8wB8v1TFtkwsqTDrNwhCBakoSAQybBJLHyFUpABPjbFSa1Clz0z5+2cdZw7BH5LmGnHqMvyGdPmryxayziZSqVxq8PzVQAKhBE1ExFKdH1lSBVMFP1QxYp0sGl7k4KsxUQS+BDvykKZBt1ZghcxzJPBw5SxBwSXT34s6W2XGOUGoT7NuzVISVvvGoTZV4fhImdnidrqL9xDXHfzdJ0jdsJrakj4S3S5R3UE5+W3iig1rWDqykZLbxPUlCc1kU6aILlR2RlUG9o6QPEvZ4FyJn5JJYG9dOV/il7zj2is6ZhdTOvi6p769LWTNhcWffE3IPcA7Ln475xDFKLz7ogWtoWIX9z34vwjjiN5snv5CEVVRX1an1CvmlOvQ4Q1AJpPB930s68qyNF9ulixZwu///u/PTx88ePBVHM3rj5czJ2guWHuuW9xsY4j82iMgQogUTNUlqTk8V9pKQtbwsQgVHUsVfPSOdfNOr9VbP0i8/XMcxySMVJYVLY5MlTnYWIsRtwhijzj0SRTWoVOfL09cvfWDGM/dy6yS5fhIhO83KSYjEuFa/KCbH42/iZvTz3KdtuOsIsPCsrNymMcgSVc2RMpuFBlhKw7VOME+dzVbUzuxFQc3tIikStXvZul1HycNjHztLxne0GLPtEqumkEJTCIh6W7AUdsDBD0n77VMVaPbSjDlNkjoxhkh6kMpn/eunkUEM+StClUvSUvYqCHMlrvo6xulkJ+mOl0ku6REsRgw2lzJnh0Pz+/b6edFLaQprl/Brq88yI7PfXVBd8MzOyzCYtHHD2o8XbuBE/UhGn6aAJ37Ht4LcEXd/84mPF1JGeCpHDIxLxr+2Zf/HuAMQetqCk1Xy/nYoUOHV4c3nJj1wAMPnDFv1apV/PEf//EZmVKvR/7sc1/k//293zw1I5nkY3/wOb6+u8GxmQoNMwTRdgiZKvRmVPq3LuWlY5MkGk0yOQtt/Qr0Ypo1lYB90yF5cR3LzB9wUzHBjqbEHj9CT0LDifr4rlIm8msoikooZbsbXSyQCkw0d2HZcw/WKguD3/tR+GPSDItT4tMXpMNfX5Ej62LdVlfDlXV2kWxOEtUBUwMRq+gKGBr0GlCrF1EjC0QFTXNQdI/QjzkaqQjpA5IGEbnAoluVVMQoqohYlbWIeBir9TbKwVIaVDBlC8s81bhAm6oRS0FVaSEUgd6fxz86xeHdByitOsbnj01TjDVufe9dzBnVYym5NTOAkl9CcGQSEWtIXWXSqZ9RNriwdDXfrbGpCX3T7jlL/C6Viy0dfF0TTrfFp4WoKXR5iaV95xDFqG+/KDFrZGaKpw/sY+PS5YzNlpiqVijVa3zs7nd1xKYOHV4n3HDDDXz3u99lfHyc/v7zZxJ2eP3ycucEbXrbLWiF1rwzJdAtElJghE2Ohss4MLMC0w9YyTEAfHQyprFICJl76G89/Q/4RkBNLMMzV4PjE4YNbM0il19KyrAJpDtfnji33u4ffY9bV04hpgscqyxllH7Kao6j2jBTYpCf27KNO27cwCNP7+beT3+ZkhNTtBXuWPU2kqV/AA906aOrPkJTOFRajkrEDcXtEIIXWhxyVnBt6kV01cfSPUruMDPju2iOP0YqCmjIBPW4yXDPFDMzKh42hhcRWRLk4izXvGkRxjHZ1OIQ9aGUv0gYGcyMYWoOU119JMdUwqbNxMQAgz0jpAaPM6NmGJsdIJKcIaAs7OJ3/u6G5xa01m+5k1/79JeptnwMAgRgEOBHzLvjLodzCU8fum0refnwZZUBLswhg7ZoSBTypW9/66LC6S+Xl9P52KFDh5efN4yYtW7dOn7nd36HW265hf7+fhqNBi+99BKf+cxn2Lt3Lx/96Ef52te+Rm9v74U3dhovvvjiFY1t+/btV7Q+QBiGvO997yeOTwks6973y4S9G3li7zTj5YhISVIPIjRAE+AEEAY+9WaVI7ZOPmvREEB5EsqTSAlKQ2VvlOORQ2+i19zHquQU+dYQzlgPu4rr0Wo/olF/ERG1PWCxFCiKiqmm0aOQ2JuFOAKC+XGtQuVTpOkSysl1JH9MiwfOUYp4aUhgYbemmKtfUqjTFrLEyX8xbRlLECOBmKwNUgpSoaQVQk7RSZPEjlI4cho96VJBJwxhVolIiwgZGjgIAiIcKSmJgJVqhYySoFoN0Zjl1oEf4EzdSC4T40iFQydGqLgSJ4gxpqqkUhoyzDNarmPLkLFkyHOlw1wzaiBTJrtSkq/9w98w+FCBpV09VFpN7GqZlFQRKQGzNZqOg6XqTK9LMDF+BMaPMFmt8Oi+3aQsi4RhMul7POu6vGXtBnqzwMnlrgo9QM9JceZqbvc1QDasocgpYnHqW3ZFNolF/pJ+D3QFzxJQADF1aqaM0Zll5viFxaxH9uzCCXxSpkWvbtHb1UfDc3n06adQ6q1L2qcOV4+r8begwxuHX/mVX+GRRx7hU5/6FJ/+9Kdf7eF0eJl4uXOCznSm+CTNgFU3/hp//60ZbOksuqvSWRD8voCFjplHnt7N/of3sjofUVXyIGW7a7MsLypPnFvv3u/PsqPlk/IclEhjUu8lUkGxHCqqwn0P7+Wlo5P88GAZNfKxCai2dL662+ZnltzAkPYgy8xjHPeH+N7MnZT9PDEqT5Ru5YbUMxSMMs04wYzTRcXJzh/H7sr91KKueedUShjUfEE2U6E0bhEYKqoQIBZXb7RLCrv4m99fHKL+jS/80iJhpOEnsVSHdK7KdNBPuhqgOQpNJ8WJuI+GdqpM8XwCyoW6G56PkhNjL7gHP985vFjOJTw9tOMYn/zAxxeVASb7NnDg+fs5+PSfE4ocCfXnz7qP07UKKc1YNM9QVKZrlcse58XQ6ZDYocPrmzeMmPULv/ALi6YTiQQ9PT3ccsstfOQjH2HHjh189rOf5T/9p/90ydveuHHjZXcP2r59O9u2XVkA9L/+1/+af/zHf5yfzg4s5c6Pf4LJlkHZMzg0XUfBxUxvQBUqsQQpwNJgIKeTH+4lDzihJG2e+oNd92JyQcxMM0LoA0xOLOPFcYdJVUNdJlhWPkifmse1BgjCCoQ+kghNy6OrNqpTpyVmQctC2M5e2orGfyVF6uSNgSclv0eDx077Q3thzpaFBaeErLnCvqtfPtqWrBZ+S6chFPNkt8YYHRU/iDCEgilj8krMOjtGaZlsSuQYTzdoqWkOeBEv1KpEMSRMm8hUMcMiatxAQWVJt83SWh0ZKxzWVWQrYKgRUSzsQ2ncxDE3zY7qBIVsioxlMEOEaPlsLedRei2qdpJq8wQ39yXZ+KG3MFOrsm/fHvrSvSSTSfqHBnEnJ4hW6FhjLdKZNK1BSdCoc1duKWve+9Z5V9TXfvQ4165fvyhfqdZq4pnG/PW70LnVnc1xw+q1HZfPafjHTKL9X2qXe6YK6EtT6GmTF0aWnvv3wNmyserXQ9w65cgCCGugrGBp94V/n2yfHmN1Po+y4AY9ljGT5fIV/z7qcHlcjb8FHV4ePM+74i+tXg7WrFnDvffeyyc+8Ql+6Zd+iY997GNs2rSJRCJx4ZU7vG54uXKC5jifM6Vo3021pWMsuEdbGPx+LhZ2TwydOgEWBh49Cck9t687wxF0z+0buO/hvTQsKNt5fDQQgq64Mu8k+s5+m7x05sdiEJBUZwm8/Uz63fg1g1iFTZk9lMMCLS+N4sXs9jbio3Nj8VkqYXbRfipC4oRNHvV1orJPLKAsYUnCRQ0jJrMaSWEiFPAWhLrPlRSezunCSDuAvUXKbDJqKdSTgtjUcUjTaNmL1j2fgHIx3Q3PRdFWLuscno/zCU8LRc0zhFK1ec4Svu5MjmqjPi+QQVs07M7kLnpcl5N91emQ2KHD65s3jJh1LgzD4Jd/+Zf51V/9VR599NFXeziXxMzMDJs3L863+cP7H6W3f4jpyjRffXo3k5USqCkKPeuJ1CJCQBC3hayupKCQUCm1Yt620uShg23BKWkImr6k7sVoAmYdiZU2GZO9WIUAfbSOW2nyQjDLJlVDz9/AtHMCTTGoNI4RyYAodqgnUuh6Hius0GpMshqVT5PGEG3BqS5jfpMGO87R5bCNAsRnmS/gpAvq7ILVyxnwHiNQUNCJCEliImMFH0EMGBiEoc9yW0c3ArRAYUhdxvvs5fRLi+dWNnl2AoQdcaBZb4fBKwYFSyDDPkrOOK24gUKTipYi7TTIIcmYacoiR9w8QWLSppYQJMjTKlWJtQYbu/Pkp1I81UiwUm1RTLgkqhOseMcNABwYGyFpWdiGQbnZIJNIsry3j1bOI9evMrbnEMVQ5bZV17Litq2Lyvsu1PlurulALpmkN5+n4Th8/aknec9Nt3QErZP4Y7M0H5lEzd2Inj6M9KfxdjaQN/0sgXoOV+K5srGS26B50sWjptrzoypkb7+osbzS4e9XG39stl2OWqqhFjOYm5f/ZJWjduhwEaxffyrC+Yc//CE//OEPL7iOEIKXXnrp5RzWK85rUWi8+uQZvPZX5qda0dVzcp7PmXL9khQPHmjhR203T4BOpFpcvyRxwc/PqPDRt648yzvuGetmVLh7tc2PDnu4SoubU7vo0ydwfYsj9WWU/TxNkaBHTi5ab3X6INUwgxa17yOVCHL+LNcnn+MF91p0AvyTY+7XxvD9xQLM4UqCZ6c9GqogUzCQ9RDdc6n7OscLCslcig9vvg6AR3c+R7nVIJ9I8ZbN11Gwk2fsRyhyGGpzXhhxwgTTzW4yZoOU0SQUOUTXm2lMPrZoOWgLKKHInfW4yoyN1vLO6G4oM/YFz8OVnMOzsevwJE19iBkJSUWQiatYePhxRD6RWrTN48/9LXF4plC695m/pRUtvqe8dcO1fO1HTwCnREMvlty64dqLGufM6E6i6W8Q+Pp89tWR7X/O8ePH6Ro8dxaoWbwFbfob4J9yPtpGgFq8peOWfpnoHNc3Nlf7/L/hxSyAFStWADA5OXmBJV87vO1tb2Pfvn3z03feeScf+q2/wgklAN25bm645k1Mqw45JGEMZUciBCTUtgykqYK+tEoxodCf0bhrlcXO8YDpRkwxoXDzsMUPDnk4NZeZiQY0PUQQIlUbzTbwcInVJH2qQSI5yHRzhnQMDd2mO3M9VX8UW5rMhjOAzkFiHiPgTgymZcxvUOfwBcPZzyZkyZP/WPB6qbTLAi8nHF6gklLaN35WHBNHAZ6uo8URRiRJqCqK3seYSOBFLutSWSwjx9J1a5ENF1XMcndXmShOUnNcTggNYRrEsUrdS6HFFpavohBS1xp0pyy22CYDhsbQ+G4eDHXSSUhbNt3JFdRGprnO6MZeu5bn0y6t8VHyjRqulqG07Qamc0mWAtVWk1wyheN7ZE+KGCnbpum6vP9d74B3nXufLyR+PHNgH7lkcv79uddnDuzriFkn8XYeQckkUJJFIpaCAZHn4L3ktUsrz8a5srH8sXbYe307BJNtx1b29osOf79h9Vq+/tSTQPsaaDgOlWbzZQ1/v1r4Y7PzDQjU7hxx0203Drh7a0fQ6vCGQspL//t3qev84R/+IT/4wQ8u+XP++3//75cV23A5XIk7/o3I6e4VXTMwIv+szpRfeP87Wfr0br76+G5KjkbRVrjn9vWLnFUX64a5kPt02za4acfDPLv9b6mHSVp+Akt12dK1k2dmtpEMWgQsdhglDIe6n1q0HSWC5cZRZlJL6LGOUdRLGLFOUoNW5FONMjhBGuGpHC83SJtT6EqAo5no3THZWKcWLuGrv//ZRdv9xX/+8xc8tgn1588oCVVUneK1v8NtC47Jnh1Lzl46et3Ps37LmcfI+KB39u6GH3wnmy7g6N22jQuew4vlkad38+ABh1yyB6dyBAcbV+kmG46jEvCRn3nvonM8tr1C4yxCaUqtnHEtbNu2jSVLl5y3m+H5+MYLf3lSyFognPmgl55k28/8H+decds29uxYssj5uPx13M3wQh0hX206LvQ3Npdz/i/kju+IWUClUgHa7aNf6zz55JO8//3vn58WQnD06FE0TWO8Fi5yV/WkFISApC7wQomjQitolxjqGgykVZZkVTb36wD0ZzT6M9p8udg3j1Q4NqFQn0xTU3tJOS4SgYgCZCzJJtI0jYi8J7HUNMNCo+RGHFRaGCgoik3sVTEjB1/NEkSz/D80aMoEX8Rl8qxC1SkUQBcC74yb77n1BJdXRji3zqULWTowZK9mSRzi1qaYMlSmVJ+MsFhqDlKLa8wI8FUNXYXuwgqsVD87nQZjJZfCkRHcvj4KG+sorYg319L8TW0Wm5CyXIUnPDTDYCgzhJ5LcZv6LKnZBnUp2WIGPN9qkZTrEX19VMrT1J0QTSR50anR66koKYXMyl72mDrl8ghkBnnm8Bh5WyVjJyjX68RINi5pC7gX68a5kPhxIedWB9ouou7conlK0iKarpzKCDudcwTGE0y2hauLFK9OZ6irh/fcdAvPHNjHZLlMdzbHWzZufl0Ij3OioJpul2jMvXo7j3TErA5vKL7//bN3Cr6aTE1NceTIpecWBsGlRgd0eCU4W+e2pF3FsgWzTuasmVx33LjhnMLH1eoENyeI9Zm7WWKavBhtJETDiWxCVIbTI6zt2sgPD9qLHEazfp4BMcrCrFRD9UnocEf2+zQ9Dd81MNQ6hlEF22Cy0Y/diLC1OjukwkjlOlbKUdL5Fg1pM9vqYtq9vC9K5/b5+af/AV8PGAsGmKou5af9ftafZbmLLR09W3fDDefpZng65zuHl8JXH9+NGvnkTRM9N8xMc4ZGUMPRCvzmPW89QzS51BK+u25782ULL1eSfXW1OyS+WlxsR8gOHX6S6IhZwHe+8x2g/e3ea5m1a9fSaDTmp//9v//3/Jt/82/mp093V/WnNX71xgT37/JQRYyejKgFAjeQXNOjcfdqmztWWvRnTl0Gp5eLndi+nWfHpqlHebJ6kR6zHyXRi4ZCrz1Iafp59KTNjGqTFg6hlWA4uZEwrKJ5Ic3ARVGSaEY3M80aEQF/RAv1ZKSVhY1HO2vrdCSAUNBldFqi1lwJ4bnEKAUhbJDRye1Gc1tDQaedehWcWlbJIhRJHNZPLqvMR7mf2iJYCuR1MESNHVGVhOYShjFZFAzR5HgU0VRipGGSzvaQSvaQT+jM1k9gJgbZNR3zFl1jVa6H5yt9LLF2ccN1JkdPdPNIzSJq+fR1Fdm69n8j8m2O79uJy0p6s8e4TVbpCdJMxmtIDK3nRdIUklCfPUqoCPbFKm7TQ/olhAQ9VijmiwS2xUxV4ngeuWSKUr3GxqXLKWTS1FpNjpfqDA2t5e+eb1JMKGzu1xddDwDjtZAXS2mi5Fb2lQ6SUmdY3VtcJH683svWXgnUYoa46c6LL0B7ungOIQvajquosTgbK2q0518hQ109rwvx6nTOKwp26PAGYnBw8GX/jE996lN86lOfetk/p8Mrw9nysSpOloQFupW95Eyu07dXjTJMBwa7f/Q97v3+LPfcfnYR5ZF5p1DMkuQMb8o8RuRLMEGTIVtTO9ndWEclLCAjWK4d5X0feBvXnOYwWjG4hWTpQFu0WiDESamfnLd4PytqBqMhyVoV6mGaem0Js0GSVpRnsDRJqdfEi0K6M+kzxnyxTPj9fGvmbtTImRfd7nt4L9AWlRY62dC7WHXjr13UsV7Y3fDVYmGYfMpMkjKTSMAR9lnFkpe7ecFCOtlXr15HyA4dXk1+osSsT3/60zz00EPcdddd/MZv/Mb8/D179jAxMcGb3/xmVPVUllIYhnzxi1/kf/yP/wGcGRL/WuFP//RP+YM/+IP56WQyyf79+8+67Jy76hQ2a7pdvrPfY6Ie0ZdWeccaky2D1lnXf+bAPqRicaCsM3Zohr0jR5F+g6B6gvHMUireFLdEaxlqwWxPF8P0E2p1ultHQUlirbyRyYqPnBnl55wjTGoJ/kJqNN0RdMUmITPIsImCoIkPhKiohAuEqYVdc2QckVF1qlFwlmSt03OxTEADJUZIsI1+epQMMgo5FhxC4hLjI1BRUJEoSDQGMgNkrRojpSb1IEIikYj2uwIstZ0xJgA/VJgKR0lENoqq4KgxMYIeXacuQhqoRMQIGeE7Y8RmL5qpkugRMHyYxyv7maruQAtWcmDwLeiyn0I0ws+/6yZShmCyHjHTkmgK/O7mHtaNrVuUC7Ti+ad44sdHsaKAQiKJGQ5yuHUUQ0qCSCOjp0kJhYRU0XrzxJrF8t5+ipk0v/T2d8+77ibLZTQ9jV24jlSqaz4n7aGDLnetOiVwzrn90qbCusEemt3d1L2Ym1ctFkFfS2Vr47WQneMBpVZ8ToHu1cDcvLxdDkdbfImbLnGthX3z2nN3bExva2dkwWVlY/0kclmiYIcOHTp0OI97pcnP/PLnr2h7DibTSg965FM0Suxo+fzDo48zvuNPSTM538luwu/nvof3zncl7DcPczwcIBXV6Q4tNBEiI1hrHmDUH8JQPXQ9C5zdYbRnR88ZDqfdT3+OETlEoBjoBGTiKkSSWNc4cngdgdmOmsjQZDoco6olWeqFeJF6znD3i2XOvbQwqN6P2vP7jPGr4mRr7/elh51fKZcaJn+6Ay0UuZOllFd/nBcrnL3Wy/CuhFerI2SHDq8mr/4T3jnYvXs3v/d7vzc/ffDgQQA+85nP8Dd/8zfz87/85S/P/396epojR44wPT29aFujo6N8/OMfJ5fLcc0111AoFKhUKuzfv5+pqSkUReGTn/wkt9/+2npADMOQZcuWLcq4+PKXv8ytt956SdvZMmidU7w6nQOTJcZaaRKGZGLmECW/heIr9Eif5c0pjilTtMKANcnVXOMeoTsuo8oU6tBajOW97JIxf/70Dn7W3c1wXGOtX+OEmuBLikJvYFOLajTw24JRFOOpgsXyVVui0oAAkAiCOCSpGVTD9pw2gsV5WdpJN5UDsYJER8gW5dAliPyTS6u0w9vb3QgFOpoCujyK51voRgIjbmCogrofEwOxbPcttDSN29N5nqu0qMcBhhox5StYWhJTwITq02WnyfoSR9NIJ2ycVpnx6aN0Z7OUJx7lh4kEN2S7GewR///27js8qjpr4Ph3eksvQOgthF6kI4gLKIgFUREssAqCrui6i6hgWbv4qoiKuiC7FlgFREQWUdEIuihIKKFK7wmB9DYlU98/hhkT0kmZlPN5Hh8md+69c2YSkztnzjk/zPZznMr5icjcSHJzMomyalCr2tMqLJLezQslYHoVrZwZrO3LuqPpRFrtuPJBq9fRtkc3BsT2I/Mc7DiykZCwCFQxYdgNeqwODz2bmUjLyQaKVuN8d9hKeKEVLIN13u/DnhSHP/mzJ8VBsE5Z5j6+89aFtrXCybfoIGWJCbpA0TaPgGv7eAeXp2WjigzBMCjOu720ZJa+ZZVmYzVEZSYFhWik0tPTSUhIICUlBavVykMPPRTokEQdVN3VK4XPl6sMRYODIJWZfHsQTbSp9IjYT65Th8LhXcnu/O7XOWFvycgmShxmHelJzWmjSyXNFYlVH3xx9b9zOFxqdOoCtKqCcit5Lm0R25RwgJPOtphUZhQucKEiTdmElooz2OwGzHo9BocdlxpCNCZaKduSab5AusZNaFBwicmNwpVk3plTpbftFa5e8tHgIMOqLnPlyMq2ZVZXUqwyfKtOFh0mb+DWYZ1LPabw92fnzp0lzgSrDhVp3WzobXjVsSKkEPVNnU1m5efns2fPnmLbT506VelzxcXFMWXKFPbt28exY8fIzs5GoVDQrFkzbrnlFu66664612J43333+dsfAWJjY/npp59q/HHzXcHgtmHQmEhJTyE4LJiCc1k49cFEFLjQO5zYCo5wdWQMmAswTx7Ctl+3keHJQ5WUxtEzR7nzbBJRrj8qrZq4XHSyWXC57eSp7Wg8bhwqsKu8KxV6m/r+WLWw8CQtFR4sHlA5CyevFBfbBZ24/Xs7C6W2PHhQUuDIwYEG8KBVmrC7c1CiQwsXK8GUNNGqyLI6CDIYCNLriQ4JIznzPGqFC5dHTbDGjcKjROXRc8riIM/lJFJnwKRykO9UAUoKFAry7WZ0SjWgQqFQodOFY7dbUbrdROksZOV5yNIrsFvtKLRB2F0ajmUcJ9VjI7ZTe3QqB9npu8pd/a9lVBOuGTyc/aePYLHlEhYURr/WsegNkTRtoyC0VTcOpVowK3QEqxTERalRYyOshHa/DIub6KCin6aZtArS8t0l7pOWncbhM0fJys9CoQqhe2TRZJUvUear/vpmxzaiQ8PoHxtXa0mtiibfAkXbPKLyc52qMBurISozKShEI1NQUMArr7zC6tWrcRX6u1s4mZWbm8vIkSMxm818++23tGnTJhChijqgutu+Cp/P4VETosrFoLZyOLsT7YJPUeDUkucKIZQ8VAoXYfoMmmm0nEprS7TFTLNmByjwqAh25ZNnDsXl0pFMc5oEpaJQeNDoQ2nTZxJJ+Vpef/LxClXTrN58AKWzJf2jdnoHlLv0ROrSaGE6T6glF2dHDXknozHbgrFqtegVJka7Mhg2Y0aJbXybEg4UqSTLsRRtG7xUWdVLVZnrVFh1JcUqy/d8iw6T71wt87iqQ3mzry5tw/OoTGR7DDz/5a+s3Xa+zCRlfXDH2Bu8yTnXHytCVrXSUIi6LvDv7koxcODAIqv1VcSrr77Kq6++Wmx7q1ateOqpp6ortFpROJG1Z88eoqJqp+c7KrIjmScTMNsUeDweXErwGDUYCEapskKBB4VKhdqoJy02kp/NSZi6Nif/9+Ps3rODP+eaifB4Ewhu4EuPi+352ehcHpIMLkIUaoKUkKJS4sGGCiUaVDhw+xsN3eC/BLDjTWE5i8zHUuDGXubz8Ka7lDgpwIMHI1psqFDg8rcratAQqSwg3+4iROEmyhSM2e5ErVATpHNjdWrxKBy4PS4Udisqt4pIpRKrowBQoUNFntNGgcobpAEVTqMGJS7slmRcHlCptJhUGYRHhdA83MQpu5kmmiSOn88k0qTAHtweRaixyOp/Texq7xv1Qu2Fhd+oj+rSHI8mgmCd0t8emFfgZlArPd0ju2LdtoUwk4Ygg7bMdr9Io5LTqakkXzhOdn42YUFhtGjagVaFEk+RRm91k82aztb9v2E0mDAawnE5bazdtqVY8u3SmWv5VmuJ+9WUiiToRP13WUlBIRoYp9PJ9OnT2b59O3q9nn79+pGYmIjdXvTvY0hICBMmTODDDz/km2++4S9/+Uutxzpz5kx/1XxmZiYAu3bt4vbbb/fv8+CDD3L11VfXemyNSWnVK5VJFpV2vmhXOtn2MI5kdyLbHk6wdj8Z9nA0F6/oIoxZWB16dGo7GqsKq8uAw6VEo7KjMjoxWXIJzrGTZ1KRa4+mzRUzGdB7VKWraTKsbgyeYHan96Jd8ClijClE6dM5aW6LOTOf0/nHydcfJ8PWkZj8JnTVOhg2tfRh6oXbBsO0WbQLPoVBa2X/js00095QLHly67BurPp5M51MRwjTZntfE3Mnbh02jLwD1VMZV11JsctRXcPky1MTbZSF2/BsF9tiVR4HTkcuORZ7mUnK+sD3/0NDbaMUoiR1NpnV2M2bNw+LxcIDDzxQq4/bKaYJBs0Aki8cJ9QURkZuGpFNWxBmcePQa7G4jAyKaIE2pikHo+243BZ2XDhL0ondzMyzYbyYyHIAnysUbPMUoA+2kasGlUdDplMBqFCr9GhcTtx48AAqlLgumZvlwZvYUuHNFrn87YjlrTKjRKVU4FIoUKHG7iogz52N8uKPuwINbhwocJDi8BCtgZYqJQoUHM3LRKdyY9AGoSQYhy0LpSuPHBd0M2jpFBXO1tQ0HI4gInQmsguseDwQbohEFaohPDiYNk2asvfYMWI8arqZIugXFswJHNhdNvLtqWibRmHOdKJTQZAxA5Xbm+QJMhhIOpmE+bDdu1pbdBhus83bUnVtH/+b90sH/UcalQxq5Wujq3i7X7Q2m8/2bSUiKJiw4HCyzRZO7NvKI6OHA955RL1iNPxwzMaBE4cx6E0oVQasDg+9Y4JRY2P70cNFzr396GHCTCZ/cq5wkq42klm+5JuvIgvAbPcQabycVS+FEKLu+uKLL0hISKBt27YsWbKEVq1aMXToUDIyMortO3bsWD788EN+++23gCSzDh48SHJycpFtubm5RSrwfUkuUbMurV6pauuV73ybEg7wffwh/+DzLHsYapWLIEceAHp1AQ6XEuweXG4VBRpwOUGldZF44QoG67cSrMnHpm9VpD1s+Tdf40KPRROJHQ1alQOdI6PYUGt/KyCRKBUubHYd2RnhDFVvJkiTj95zhr25DhSYiNIq0UUc4WxeLuNvv5MeQ0sfrO5rGwzTZtE7ag9Wp4F8uwmVyl1ia18zbQrXRmzkvDOSNHsUwao8ro3YSDNtR5pVU2VcQx92XlNtlIXb8HKVoahx4nZbMah1RWab1ddkFlRtRUgh6iNJZtVRU6ZMCcjj9orRkGqOpFdcNLGtOrJ+6w9k5OViDLbhyXfSXmHi2g7dMQ3tw4kt33HifApBJ07xt3QrmovnsODhTZWTA84CdBo7dpRYPFo0ShfhOgdOtwGbviluswubOw/fyHVfCkvpurimoOqPpJYeHaDEhgOlUovT7b048k7cUvjP4OXC6bbhBpSoLt4PWgW4PA7cF+u8HIBBraetwU6Sy06EyoNGBQV2FzkuNTotmExGtCYdNksO+UoXrVRaIsM6ciIrnWCNgpiwljRr2poQg5E24RrvkPg8C82caq5p25X20c3w2NNoZ93Flvw8IkJ0uD0eNConGc4Irm4Wjd1yFuhLvtVKeIYNZYzRP9za92/BnpNFKlGKD/r/Q0VXqTtz/hgD2oSRbtOTV+AmzGSiY6SKM+eP0bddjP9xrumoZ8feHNS6MAwXWxcjjCrcHgMXsrL850vJdbLpcCpqXRghejvtwlVEGFUEGYruV5N8yTegWNWaqHt8LalpOdm13pIqRH23du1aFAoFzzzzDK1atSpz386dO6NSqTh+/HgtRVfUxo0bA/K4onzVtQLapS1oKQXtvasUuj3YXVqcbiVGjY207CY0c1wgyx0GRrDaDESnZ5FlaYElpBN3/uO5IudNyrVi0bZEgwstdlyoyVHH4MhN8u9TuBUwijTOK2K4oGxGZ/XvdAo/SoY9gkOpNoJ1bsJ0WWRYIojQOzifpyj3efraBtsFn8LqNGBzGXChwuNyY3ari7X2HU1cgcvuIdSVRyh54AaX28PRxBXcdO+//PtUduXIwmpzlcBADJqvqTbKwm14BQo1CrcZh9NBs7BmwB+zzYQQ9Yf8HyuKKFz1Y1FHct3Aa3Dkn8DpyCv2ZjMzP4/OyRfod/wcvrqXLDzMVZg55wIHdkI84FCoUaqhwKVArVQRrXNg1Wswu4JxW3IBD0qlGtwOcHswADYVgBIt3sHtHpUCBWo0btAq9NjIw6NQoFQoUAAON0XSWeAd3B6scmJ3K/B4VOiVCuwuJU7ctFCZcOvVNDeGccyaj0ZtJzMnFY1STZ5Kg0apwKQyg8uKxQ5hEdFEN23H9nPp2JThNG3SinZtOnAh9xitmrThmq6tiDB6V1e8sHU/3ToYcepU5DptBOmiUNm70cGwmRZNTVzIh25tOpNqVqLVGnGaU8m1mMk2m7laE4bSVDTxojTpcaVlV/v3Oi0nm1YR4bRR/FG15PaoiyWeYkLU/CmuCZYCGyHGP1aQy7daib44i8s3eN1gDAV3AXaXgd0pDnrHgBqbf7+aVnbVmqhLAt2SKkR9d+zYMVQqFQMHDix3X7VaTVBQENnZ2TUfmKhXqnMFtEtb0A7u7uxP3GTammJQ5+HyqCDISVz2KZQqByeS2xNpycPgUtDttmuLndOpicbjtqJWea9V1Dixu+04NdH+fS5dQTDGk0ImEUSFZpJvDyLEnYu5AMJ1KhxuCDPkkGqOrtDz9A09N2it5NtNuFDhQEO0OxU7xVv7ymsBLG+uU1kKD6JvbRpJL9M+glUXLjspVp5ADZqvqTbKwm14KXm5aNQmWoc1I0jnfayyVmYUQtRN8g5PFOOr+vFWTZwmrYREFkC0WkePY2f8iazzCpijtHIBDya3CrcCdAoVGo2aGI2WdKeDULUKrV6BrSAPk8KFVh+N2WlGrdGgs3Ox/Q90KHAolag8F2d3ocDjcaBXmYg2tiXHbMfiyUGJApfn0kQWGBVQ4AGnW4FGocCkcRGtDcbjUpFSkEcXfTgX1E5yXQXY9cEUKLUolR4idHaiFDk4CrIxu/Qo1VoMOOnVVEWOx0qORk1MVBBRUbG4FMFo9S2w5J1BTTRuj8E7oyormxu690ehhF2pZ0m15BFljGFSkz7Eje4G6hAAkjJz2X7sJCfNGrrp9Azv3ovQ7Wdxm23+iizA+3VkSLV/n6NDw8i3Wv2tgFA0QVVY/9g41m7bAnjbIS+dxeUbvN67fdzF2VqgV+s5kJJHmxB7iTO7akpZVWui7gh0S6oQ9V1BQQE6nQ61umK/73z7C1FYTa6AdulKdkZVFubEFShU6WRpw7Aej8CdoUEXYaLbbSXPrQoKao416yh2NGiUGhxuB26ng6DwWP8+l64gqKeAGE8KLdXJWPP0RIRkEanXYnaoCFF50KltZFrCK/Q8fcm5/Ts2E6LLJVKbQaQyC5dTSZ7dhEsdU2T/mmoBvHQQ/bn8MM5ar2X6qJobwB6oQfM12Ubpa8P74/W04qngyoxCiLpH3vGJElWkaqJDhw6cum4EHb/+gQsaFW/pPORalASptThcTsLdKkKUoFVrCA4y0Nap44A1nzB9CG20LQh259FCryQlLxODQk1BQQG78i/gcLmJMBixu13YnKBye1CrNAQZWqBVhaK35xNlak6mVUWqOw+3x3sBo0KFRqWnpdGDw24j3eHG7fYQqlJg8SjIceVjsSkwelSYPU5CjEZSPU4cDjWOgjzahDoxaE10CNPjtHuwe9zENW9FZEg4GXk5rN+XTFhIO/rFdiU0yJtcsthbcj7dg1Gn98+ouqFrX2KUelTBBloEhwPgyrOiMjYB12nvC6wKomUItOwVQYfIPvQcMAwAey+1d0YW3oost9mGO9eCYVBclb6fKblO9qQ4yLB4q5V6xWjKTVAV1jKq7FlcvsHrwbpoBncfVGTVw3ED+1UoOSEtZ41LWk42TcPDi2yrzZZUIeq76Ohozp07R3Z2NmFhYWXue+jQIWw2G7GxsWXuJxqf6l4BrXD1kHe1uz+qtS6nKql1WAhqTztyzOexOmzo1Toiw1rSPOyPD/lKW0HQZjfgUqhJzm1ObHgWCecdmJ0Ksm3RnC8IJtOtx6HqyEPzPy9zJbs/DeiGOqMNYfmfYLXrsTr1GNQ2wo3ZZAcVfT411QJ4afVZbcx4CtSg+dpoo6zrKzMKISpGklmiRBWpmugfG8fazAzSJozDHBKEdsN3hObbaOY24NYqiTCoUbpTSXPa0WvC6NQ+jFBs6OnJ2VwlzUkjNiQEh7sF8ScPgdtDtNaEzePCpNHT0RSC2e4kKT8PBSZ6hHSkeYEVqxoUOg0dI9qQlp5KgdrOYWsKHaPbEKR24XSc4HiuDr3SSY7Vgc0NbgVkFDixeqC7MpiYqGjS7GZMTgOZLhsaj5nQoGhaRjUnkkN0iW1FUno2naMLCAqPoFmokR2nMlAEhXDk7FFMBhMtopqjUqkJDWnO+MHD/K+dvU1mKQmpgRDRA/J2guMCqKMhdBiOlAv+Y7XNI+DaPt7VDNOyUUWGYBgUV6WV23wtgME6JdFB3gHpPxyzcU3HiAoPi4eyZ3EVHrweHRZNdFg0eQVuDGoFLaMMJR5TmLScNT6VqQwUQhQ3YMAAvvrqK9asWcO9995b5r4LFy5EoVBw5ZVX1lJ0or6ozhXQLq0eyrFo/CvEhaguLz5fm59JF4SmlAqaW4d1Y8HX28jJO4fDaUajNhEa3JzmLQZgyliFuUCNw9WcDiEWzuTb2J/ZnGxVM2JCwgjTqiq0kl3W+QPkOVsSpDNj0BRgcxpIz47CmX+gyH6lrRhZ1UqmS6vPoOZnPNXmoPlLk6B/6jgBTebGan0NL1VbKzMKIWqOJLNEiUqqmghGQfax43AxceOr1vl2ZwLb9+5DbbbTLao5KoeTXKuF7Dw7uSHh2DUFdG2pJSvYhC5oMP0t7ZnWWYvbkcn6kwcIN5i4tdMV7D1+FLs5jRZBoUSFhOFyOglxqwga2ILzZ9IxK3WEaEPRJCej0JhQqIwMCHURarUQ30TFaWcOQWoTidl28j1urE43GrWKXKcLk1pJiEpNuCeEXFMwzaOaU5CVTHKOFaPKyNXdTBiCWpBncxKkD6ZTBLQPb0J+fgYXss0o3FaaRURw1uoiSK/G7ihg3/F9RIY347oB1wBgP5fpTUJl5IJGhdtagMdiuyQhFQH6lpe82heKfKVtHlGl5NWlfC2AwTpvQ6hvpb89KQ7GxFVsWHx5qjp4vaItZ1K91XBUpjJQCFHc1KlTWbt2Le+99x5xcXEMGVK8RSs1NZXXXnuNH3/8Ea1WG7DFZUTdVl0roJVVPXTv1R0u65wVqaBx2jOwZSbiUYeh0oTgcVuwZSYSEjmBlm1m+hNLJlMUV42YxHs/ZhJqqVyVk8KRTo49lJyCsEJbPQR5ilcpVWUuVmlKqz6ryRlPtTVovqQk6OoDBqaP+rskm4QQZZJklijRpVUTitw8gj5dRbjFgmX4CIytW/v3tTudDNBG0qOjid8yz2Jx2jEE6ziclozOpuXKvv3RaPWczsll9oiedD5uwW21oAoO5/p23diVepb8PDPDu/ZkSu/O/LYlgSC7h9DwMGwxIZi1Cu4ZOgr71hR+14SyxmqhqcVFq+zzNIlrirp1ZwYnp5B5ZC/pBWZcOhMGtwWr04Vapcao0xBl0mAikpiw1qRZ8jhjddGvWRusyiw8qhh0+gucSztNpsVNaItwzLZ0ujcz0Da2JZjasWbHAQZ1HYT2gp6snPM4HGY0WiN6XRijujTHfs5bjaUMMaKKDvNXYxmv7VOtianL4WsBLMykVZCW7662x6jq4PWKtJxJ9VbDUl7rqhCibLGxsTz55JO89NJLTJs2jdjYWHJzcwF46KGHOHfuHEeOHMHlcqFQKHj++edp3rx5gKMWDVlNVQ+VV0Gz/JuvCVY6iVJkgycbFFCg9K7I+OErrxVLLGV8vaLScdZmlVJJfBVqdhelVqhVt5qqMrtUIFoohRANgySzRIl8VRMZebnknTpNv83b0RbYAfj9hZfp8947qHQ6tm7bie5YKuq9SYRFBDMkrCUHbBkczrzAVa1iMTg8aPQGQo0mOrdqTVJGOr16dfO34TU3hdGsiR633oLpYuKnTVz7ItU3oy5W39jDo2ix5ySWFAW2pjoi4gaiiQgGIKxZMOO7t2H1Lz/TwRNChEFNRvY5DqZkgkJJjkNHbHRrlG4FLUOiCTJGMatff4afTeXdU6fZcspC+2AHPVo2oQAD8SdtxEZYQB0KSiNp7k60aNIKU7CHk1nh5BW4CdIqMClziAlRk/frSW8i6+Lgdt+/BXtOBjyZVbgF0Mds9xBprN5P86oyeL0iLWcyMLzhKat1VQhRvrvvvptmzZrxyiuvcOTIEf/2+Ph4/+2YmBieeeYZRowYEYgQRSMSiOohqPyKjJcTZ21VKZUmUDOeaqLK7FKBaKEUQjQM8ltClKhlVBMGxMbx1ecrGJl4EJ3TBYBHoSDo5htR6XScOHCEb77/AaVGQ5DGQdtcN5EWPVe2a0mG1cx1zeNQ6zQYrugIgNvj5kJWVrlzoUp7g+trv7u6fyvWbtuCVa9E5XH725PGDRzCzuNHMGp1mPR6cqNbcTpvNw6XC61KjSYsGPP5NIJ1kdiUIaw4qyLcHkr/LjFEF8RgtuWjV5ykvTGfYEMLfnd3Jq71eACiozaTb7USYTQRYfQOfsi1mDHqIgFwZeSiig4rEq/SpMeVll0T355KqWoLYG2oSMtZoxoYbkvyzlZzpnlnqwX3LaE9VVRFfn4+ixcv5ptvvuHMmTOoVCrat2/PTTfdxNSpU9FqteWf5KIWLVpUeN/BgwfzxRdfXE7IdVZ1vpalycvLY+nSpWzYsIGTJ0+Sn59PREQE7dq1Y/Dgwdx3332EhoaWeOz//vc/Pv30UxITE0lPT0ehUNCkSRP69u3LXXfdxeDBg6scXyCNGjWKESNGsG3bNhITE0lLS8PtdhMVFUXv3r0ZPHhwhVc8FKIqyq4estXY41Z2RcbLqXKqrSqlsjTUGU+BSoIKIeo/uboRpUr9bRtjdh1E6bqYyNJouHDjtaRFhhKUnsqab75Dr9djUbg5orCwLescXfVhdDhtJSY4iLzcPKIHdPGfz1dpk5SeyvbTh0lTZBPdIYz+sa1oGVW8eqm0+UhltSf169CJzb/vQ6FQEGQw0LNNa7YcOoQhyIjGZCKsTSTJGU7GGKKJNiqwx7bj4MGzXBUbTZQpAvC2T/oSbz7lJVtUkSG4zTZ/RRbg/Tryj9V2AqWqLYC1oSItZ/VtYHhJK0hW6DW3JUHm16AKBU1TcOV7v464QRJa1SQpKYnbbruNs2fPAmAwGLDb7ezZs4c9e/awZs0aVq5cWeIKcSX9XoqOji7z8RwOB9nZ2QD07t27mp9NYFXltayoX3/9lZkzZ5KWlgaAVqvFYDBw/vx5zp8/z9atWxk9enSxZJbH42HOnDn85z//8W/T671J/DNnznDmzBnWrFnD9OnTee655y47vkBZunQpAKNHj6Zp06YMHjy43ifmRP1WVvXQzp07a+xxK7si4+VWOdVGlVJjFIgWSiFEw1B33s2KOuX89/GEfvk1Co8HALfRQN7EW1DHNOFCVhbbjx4myO6hVVgk604dIFijJTw8lJP5FtJTzdzdeRTnwzXFqqc6NW9ZoblH5c1HKq16a0zfAVzIySItJ5us/DzaREUQM3gYGmMz8gvcFBDEzVfE0btNDAAmoElKGAfPmxnWIcx/nkuTJOUlW3S92pWygmFcNX9nLk9VWgBrS3ktZ/VpYHjpK0hWIImYt9ObyFJfTIT6/s3bKcmsauB0Ornnnns4e/YsTZs25a233uKqq67C7Xazbt06Hn/8cfbv38/DDz/MsmXLihxb2u+lr+O/L/Nnd9GiRbz44osAKFs2Zc3WzQFbvGD+/Pm8+eabzJo1i0cffbRK56rKa1lR27dvZ8qUKdhsNsaOHctDDz1Ez549USgUWK1WDh8+zIYNGwgJKf7Bweeff+5PZF1//fXMmTOH9u3bA3Ds2DFeeeUVNmzYwJIlSxg4cCDXXXfd5b8YATBv3jxUKhWTJtVOm5MQFRGI6qHLWZGxoVY51UeBaqEUQtR/dfvdrah1Ho+HpFWrOfPpcnwTllxhoeTdcSvuiHDyLWaiQ8NIy8kmNDyMI8kniQtvQk6BDQsFqIL0DG3XBc0V7bklNq5Y8qe0uUdbt+1kjLKJt10vMoSt7tTLmo/UMqoJfx4xutQV7z5NNBcbht6zXSd+2LWVXIumzCRJWcmW8lonRdXVp4HhZa0gWW4yy5nmrcgqTBUEjgsl7y8qZdWqVRw8eBCADz74gH79+gGgVCoZN24cHo+HmTNnsnHjRjZv3sywYcP8x17u3LZln3oTKm3jOtGtS5cGs3hBVV7LirBarTzyyCPYbDamTp3qTwj6GAwGevfuXWq126pVqwBo27Yt77//fpFWu44dO7J48WKGDx/O6dOnWbduXb1LZoWHh+NyuaqljVOI+s63IuO+jVvY98X3nH93LZ99tpEet11LjxHFV/qsbpsSDlxMxrgvJmMkWVYZklwUQlwOaUYWfh6PhxOL/8WZT5f7t1kiIzh3+zic4aHkWsxkm83etppQ70qDOeZ8otQGOoU1oWNQBD2DomnfswtpOdm0jGrC+MHDmDHmRsYPHkbLqCak5WQTZDAUeVyd1UVSwn7cVrt3JUCrnaSE/eisriL7BRkMpOVkl/s8SnpcH98w9MKMxihG9h6MUafnQlYWRp3+st5kaptHEHxdX8Lu/hPB1/WVRFYNKOt7W5dkWNyYtIoi20xaBRmWCqwgqY72thYW5sr3bq8j0tLSaNGiBS1atOCnn34qc9+nnnqKFi1acNNNN+HxeMrctzb4EhxDhgzxJ18KGzduHK0vrtZ66Wyrkn5/lfd7afv27Zw6cRKA4ddeg1KhJMRoIsxkYvvRw/59brrpJlq0aMF///vfEs+za9cuYmNjadGiRbGkTqBU5bWsiC+++ILTp0/TpEkTnnrqqUofn5qaCkDXrl1LnBml0Wjo1s375slsNlf6/IHWtWtX8vLyyMzMDHQoQtQJ+zZu4cCSryjINWMzqCjINXNgyVfs27ilRh93U8IBlsQfIsdix+CxkmOxsyT+EJsSDtTo4wohRGMnySzhp1AoUOr++IQ3tGcP4p5/Gl1ERLEkT//YOMxaBYY2zbB5XOTl5mLDTeeBvSkwqEqdY+Sbe1RY9pEzNAkLRxVsQKFUoAo20CQsnOwjZ4rsVx3zkXrFaMgrcJNX4Mbt8Q5CP52aiiP/RImVXJdKSk9lzdbNfPDdOtZs3UxSemqV4hENU0lJ0wqvIBncF1w54MwFj9v7ryvHu72OiI6Opk2bNgAkJiaWut+BAwdYtmwZSqWSl156CYVCUeq+tcFqtbJ9+3aAUld2UygUXH311YB3cHhhJf3+Ku/30ooVKwAwGI30vfKPeUaFk2D9+/dnwIABgLcN0OUqmsg/duwYU6ZMwWKxMGHCBJ5++umyn2gtqOprWRG+BNgNN9zgn3VVGb6f0d9//x2n01nsfofDwYED3jebvXrVvXbl8kyePBm32837778f6FCEqBP2ffE9VpUHp1YJCgVOrRKrysO+L76v0cddvfkAKpcVLQ4UgBYHKpeV1ZtrNpl1cHc8//3oPtZ9cDP//eg+Du6OL/+gStqUcICH5n/OHS+t4KH5n0uCTghRp0gySxTR9s+TiR5+FVHDrqTrP56idas2JVbC+Fq+enXtTEaYBm3nlgwZORRTdJi/eqsk/WPjyDabybWYcXvc3mqvrGz6tupQZL++rTqQnZVddL8yzluelFwn3x22svF4ARolWO1u0vLd5OenY83chU7loGl4OJYCG2u3bSkxSeWbl2MpsJW7r2jcSkqa5hW46RWjKf9gfUvvsHel0dtaqDTWyeHvvkqcXbt2lbrPM888g8vl4o477qBnz561FVqpjh49itvtrY6Liyv9d4nvvtTUVLIuWQii2O+vMn4vmc1m1q1bB0CvwQPR6nT++y5Ngk2ZMgWVSsWxY8dYvXq1f/v58+e56667yMrKYtSoUbzxxhsBTwpC1V/L8hQUFLB3714AevToQXJyMo8//jj9+vWjbdu29OrViz//+c/Ex5f+5m3y5MkAnDp1igcffJCTJ0/67zt27BgPPPAAp0+fpm3btkyfPr3CsdUVw4cP54knnmDFihU89thjHDp0KNAhCRFQrsw8nJo/fj/mqE3sD+/AVkXbGk3EZFjdaAqtxAfeQeYZ1gpUY1+mg7vjOb3rPRy2HPLtJhy2HE7veq9aE1pScSaEqOtkZpYoQqFU0vGvM1EolSiUZec6W0Y14b7RNzCm7wD/jCpjkL7MOUYlzT26oWtfYpRFP3WPUeq5oWtfDuq0VZ6PVNIw7rwCN9d01PHbgdO0jgyu0Aycy52XIxqfKq8gqW9Z55JXl+rXrx+rV68utTJr9erVbNu2jbCwMObMmVPu+VauXMmsWbMuO55Vq1YxZEjZc1HOnz/vv92sWbNS94uJifHfvnDhAuHh4UDl57atXbvW377WZdAAci3mUufytW7dmttvv53ly5ezYMECxo8fj8Vi4e677yYpKYkBAwawaNGiEtvlAqGqr2V5zp49SPaHjQAASoxJREFUi91uB7wrDz7zzDPk5+ej1WoxGo2kp6cTHx9PfHw8d955J6+99lqxJN+1117Lc889xyuvvML69etZv369v8LLZrMRGhrKlClTePzxxwkODq7wc68rRo4cCYBKpeLrr7/m66+/Rq/XExYWhrKUv98KhaLMBKAQ9ZkqIhh1rhmnVkGO2sTRoA4YC2zoFVbOW9QsifcmfKt7NlOkQUmORYO2UELLgYZIQ83VDBxNXIGjQI3d5f2QxO7SQYF3e3WtuOitOLP7n5cWB3aXd7vMtxJC1AV146pYBIQlKZmUr7+h/fSpKFQq/3ZlJd8slbcKXXn729tklrgSYPtr+9C5GuZOlTWMOy0nm6aXvLkKMhi4UEIFQWX2FaI+rCBZFf379wcgKyuLkydP0q5dO/99+fn5vPzyywA89thjRESU//+xXq8nOvry54JpNOVXvRWei2S4ZPZVYYXvy88vOr+sMr/vPvvsM8A72+iB2yeVmwR79NFHWbNmDWfOnOHjjz/mu+++4+DBg3Tp0oWPP/64zJhrW3W8lmXJycnx33777bcJCQlh8eLFjB49Go1GQ3JyMi+88AJff/01n332GR07duT+++8vdp7p06fTrl07Hn30UdLT07HZbP777HY7ZrOZvLy8CifZ6pLk5ORi26xWK9ZLWmELqwtVfULUlB63XcuBJV9htbtJMTXBWGDD5LCREa2t0UTMrcO6sST+EHaXtyLLgQaXysCtwzpX6+MUpnCkY3eZimyzu7RoHenV9hgZVjeGEivOqnZtc3B3PEcTV6BwpOPRRBHbZ1K1JeCEEI1Lw32nJcqUd/gIv7/4Cs68PDwuJx0efCBgF7k1vRJghsVdbAVDk1ZBWr7bPwPHV2UFpc/Aqcy+QjR0cXFxhISEkJubS2JiYpFk1ptvvsmFCxfo0qWLv9WrPOPGjWPcuHE1FW6tO3z4sL9q7c4776xQEiwmJoZp06bx3nvv8dxzzwHQqlUrPv30U0JDQyv82GvXruXZZ58t8T5fEmrRokUsW7asxH2WLFniT1YGiq+F0Xd7/vz5jBkzxr+tRYsW/POf/+TEiRP8/vvvLFy4kGnTphWpXLNarfz9739n3bp19OrVi4ULF9K9e3cA9u/fz6uvvsrq1avZtGkTK1eupGvXrrX3BKvB0qVLAx2CEHWKb9XCfV98j92tR6+wkhGtxa73/l6ojkRMSXzJMe9qhuqLqxl2rtHqJY8mCq0rx1+ZBaBV2fFooqrtMWqi4szfHlmgxu4yoXV52yMBSWgJISpNklmNUOaOnRx+bT7uggIA0n7eTIubx2Fo0TxgMWmbR9TY6n++Ydy+iiz4Yxh3pCmKJd+vx+X2JraaR0SiUqqKtP/49I+NY+0274o4pbUKCdFYKJVK+vTpw88//8yuXbu45ZZbAO8spQ8//BCAl19+GVWhqs9AM5n+SESXVb1S+L6goKDLeixfVZZer/e/NhUxdepU/vnPf+J2uwkLC+Ozzz6jadOmlXpsm81GWlpamftYLBYsFkuJ9zkcjhK3F1bTr2Xhfdu1a1ckkeWjVCp54IEH+Otf/0pWVhZ79+7liiuu8N//4osvsm7dOjp06MCXX35ZZIj8VVddRf/+/bn22ms5ceIETz31FGvWrKlwfHWBb9EAIcQfeowYQo8RQ9gy/3POW9S11vr3pwHdarX1LrbPJG8SqOBiRZbKjknnpE2fSdX2GDVRcVYb7ZFCiMZDBsA3MqkbN3Hw5Vf9iSx1cDDdX3wuoImsmlbaMO5obTYJRw/TvU07moSGkZqTxf7TJxlQymqGvnk5Rp2+2OqOQjRGvuqdwnOznnnmGRwOB+PHj2fgwIGBCq1EhWc7FZ75dKmUlBT/7comksDbvvbll18CMHbs2ApXVTmdTp544gl/VZLNZrusVfwmTpxIcnJyif/55pLNmjWr1H3Kmz0GNf9aFj5/x44dS92vU6dO/ttJSUn+2/n5+Xz66acA3HPPPSW+jgaDgXvvvReAhIQE0tOrrz1HCBFYtw7rhktlwI4GD2D3J2IaxqynLr1H0eaKmWj0oQRpzWj0obS5Yma1JoT+NKAb00d1JtSoxaowEGrUMn1U1SrOvO2R2iLb7C4timpsjxRCNB5SmdVIeDwekr/8itNL/+PfpmsSTddnn8HYskUAI6t5pQ3j/u1Aon+ge7um3iHFuRYzSRnplNZgU9n5YDUlKT3VP3Q/OjSM/qUk4ISoSX379gXg999/p6CggPj4eDZv3ozJZOLpp5+u1LnKao2riIq0xsXGxqJUKnG73Rw+fJgRI0aUuN/hw4cBaNKkyWXNUtqwYQOZmZkA3HHHHRU6xuPxMHv2bOLj44mMjMRkMnHmzBnmz5/P/PnzKx1DTavp1zI8PJxmzZqVmSgD7+vmU7hV/sSJEzidTgDatGlT6vGF22PPnDlDVFT1tejUJqfTyYEDB0hJScFms3HzzTcHOiQhAioQrX+1rUvvUTVezVTdFWe10R4phGg8JJnVCHjcbk5++DEp69b7txnbtqHrP55GF1kzrX11TUnDuOvrQPek9FTWbttCmMlE0/Bw8q1W1m7bIlViotb17dsXlUqF3W5n+/btvPDCCwA88sgjZa5wV5KKtMaVpSKtcQaDgf79+7Nt2zY2bdrEX/7yl2L7eDwefv75Z8DbinY5li9fDkDbtm0ZPHhwhY75+OOPWbNmDSaTiaVLl3Lq1ClmzpzJqlWruP/++4tUINUFtfFaDh8+nJUrV3L06NFS9zly5Ij/duvWrf23C6/mV7hi61KFf+Yut6U00D744AP+/e9/k5ub699WOJmVm5vLpEmTcDgc/Oc//7msakMh6qPabv0T5auN9kghROMhbYYNnNvh4Mj8t4okskK6d6PHKy82mkRWaXwD3QsrNtDdlgRpayHlX95/baW/Kaot248e9leUKRVKQowmwkwmth89HOjQRCNjMpno3Nk7O2P27NkkJSXRrl07pk+fXulzldUaV5H/KtIaBzBhwgQAtmzZwq5du4rdv27dOk6fPg3AbbfdVunnkZyczObNmwGYNGlShRbWWLRoEWvWrEGj0fCvf/2L3r17M27cOLp06YLL5WLevHmVjqM21PRrOXHiRABOnTrFd999V+x+t9vNokWLAG9bYo8ePfz3dejQwd9auHz5cn+VVmEul8vfihgWFkaHDh0qHWOgPfrooyxYsIDc3FxatmxZ4oy6kJAQ+vfvT1JSEt98800AohSN0aaEAzw0/3PueGkFD83/nH0nLgQ6JFEH1EZ7pBCi8ZBkVgN3YvG/SP/lV//XkYMH0e3Zp1GbTGUc1Tj0j40j22wm12LG7XGTazGTbTbTPzbOu4MtCTK/BrcFNE29/2Z+HfCEVlpONkGFlrsHb0VZWk52YAISjZqvte/s2bMAvPDCC2i12rIOCagJEybQpUsXPB4P06dP9yee3G4369at4/HHHwdgxIgRDBs2rNjxK1eupEWLFrRo0YItW7YUu3/FihW43W7UajW33357ufGsWrWKl156CYVCwYIFC/wVTAqFwh/L999/z/bt2y/7OdeUmn4tBw4cyPXXXw94k6Xr16/3J6WSk5N58MEHOXjwIABPPPFEkWosg8HAnXfeCcC+ffu45557OHjwIG63G7fbze+//87kyZPZsWMHAPfdd1+dWqygItavX8/69euJiopixYoV/PDDD4SFhZW474033ojH4ynxdRaium1KOMCS+EPkWOwYPFZyLHa+P2phU8KBQIcm6oAuvUdx073/4sYZX3HTvf+SRJYQ4rJJm2ED1/K28WRu34EjO5tm142h/fSpKOrZBXtN8Q103370MBeysogODWN4915/tOrl7QRVKKhDvF/7/s3bCfqWgQmaPyrKQox/JCSLVZQJUUv69evHxx9/DMA111xT6uykukKtVvPRRx8xYcIEzp49y6RJkzAYDHg8Hmw2GwDdu3dn4cKFlT632+1m5cqVgDeBU147148//sjs2bPxeDxMmzaN8ePHF7n/2muvpU+fPiQmJvLyyy/z1VdfVTqmmlSTr6XPW2+9RUZGBr/99hszZsxAp9NhMBjIzs727zNr1qwSE4dPPvkkJ0+eZNOmTf7/dDrvnJaCi4uggLcl769//etlxxgoX3zxBQqFgieffJJevcpeVbdHjx4olcoyWzaFqC6rNx9A5bL7VxLU4sDu8m6Xtj8hhBDVRZJZDZy+WTO6PvsU2Yl7aHHLzRVqeWlMyhzo7kzzVmQVpgoCR2BL5fvHxrF2m/fT9SCDgXyrlWyzmeHdy34zI0RN8LVy6XQ6nnvuucAGU0GtWrUiPj6eRYsW8e2333LmzBlUKhU9e/Zk3LhxTJ069bKqyzZv3kxycjJQ/uD3HTt2cP/99+N0Opk5cyajR48ucb8nnniCSZMmsX37djZs2FDqfoFSU6+lj9FoZNWqVaxYsYLVq1dz6NAhzGYzzZo1Y+DAgdx7772lDv43GAwsW7aM9evX8+WXX7J3714yMjJQKBQ0b96c3r17M3HiREaNqp9VAb///jsKhYKRI0eWu69OpyM4ONi/MIEQNSnD6sZA0TmGGhxkWOVtR3U4uDueo4krUDjS8WiiiO0zqVh106aEAxeH37svDr+X+WFCiIZH4Sm8FJColIKCAvbv30/37t39n/ZW1s6dO/0rglUHl9WK6pIWNHGZ0tZ6Wwt9FVkAzlxQGiF6XLU9zOX8DMhqhg1Ldf8eqC0ul4vRo0dz8OBBHnnkEX9bmai8+voz0BhUx9/6mtCjRw/0en2RFtShQ4eSkZHhb78srE+fPgAkJibWWow1qa5+XwQ8NP9zcix/VGYB2NEQatTy7qPlt1+L0h3cHc/pXe9hLlAXHaBeaO6Ur81T5bKiwYEDDS6VgemjKraaY00lwuTvnJCfgcbtcr7/5f2tl49IGpCsxN0cefNtOj8xm9Du8ulLlQX39c7IAm9FlisfXDkQWnz2S0lqMuFUZkWZELXk3//+NwcPHqRVq1Y8/PDDgQ5HiEYlIiKC1NRU8vPzy12J8dSpU1itVtq2bVs7wYlG7dZh3VgSfwi7i0LJFD23DusS6NDqvaOJK3AUqLG7vG/q7C4dFHi3+5JZVWnz/CMRZseAgxyLhiXxhwCksksIUefIAPgGIvWn/3HwxVdw5uZy8JVXMZ86HeiQ6j99S4i4wVuJ5bjg/TfihgrNy0pKT2Xtti1YCmw0DQ/HUmBj7bYtJKWn1kLgQtS8r776ildeeQWFQsFrr72GQSpChahVV1xxBUCJKz1e6t///jcKhYKBAwfWdFhC8KcB3Zg+qjOhRi1WhYFQo5ZrY42SDKkGCkc6dlfR1m27S4vCke7/OsPqRlNim6e73PN7E2FWtDhQ4E2EqVxWVm+W4f1CiLpHKrMagOS1/+XUh5/4v1YZjCiUkqesFvqWlzXsffvRw4SZTP4h7b5/tx89LBVVot6Kj4/nqaeeIicnh7y8PAD+9re/+VfgE0LUnrvvvptvv/2Wt956i549e9KpU6di+9jtdt577z1WrVqFUqnk7rvvDkCkojH604CirWk7d+4MYDQNh0cThdaV46/MAtCq7Hg0Uf6vIw1KciyaIm2eDjREGsp/byDzzoQQ9Yn8ZqrHPG43pz5Zxrmv/uvfZmzdiq7PPoMuKjKAkYm0nGyahocX2RZkMHAhK6tCx8tMLFEXbd++naSkJAwGA927d+eee+4pd9C5EKJm9O3bl2nTpvHvf/+b22+/ncGDB2M2mwGYN28eKSkpbNu2jdzcXAD++te/EhsbG8iQhRBVFNtnEqd3vQcFFJ2Z1WeSf5+S2zwN3Dqsc7nnr0oiTAghapsks+opt8PBsYXvk/bz//zbQrp2octTc1CXMztD1Lzo0DDyrVZ/RRZAvtVKdGhYucf6WhTDTCaahoeTb7WydtsWxg0cIgktEVBz585l7ty5gQ5DCHHRY489RpMmTXj77bfZtGmTf/vSpUvxre9jMBh49NFHpSpLiAbANxfraOIKtBdXM2xzyWqGvoo47xB39cUh7hUb/n45iTBZOVEIESiSzKqHXFYrh159nezde/zbIgb2p9Ojf0clK/rUCf1j41i7bQvgrcjKt1rJNpsZ3r1XucdKi6IQQoiK+vOf/8wtt9zChg0bSExMJC0tDbfbTVRUFL1792bMmDGEhYUFOkwhRDXp0ntUkeRVSS5t86yoyibCZGC8ECKQJJlVz9izczj44svkHzvu39Z09DV0uH86CpUqgJGJwlpGNWHcwCFsP3qYC1lZRIeGMbx7rwolo6raotgY2M9lUrDnJK6MXFSRIeh6tUPbPCLQYQkhRI346quv0Ol0XHfddSXeHxwczG233cZtt91Wy5EJIRqayiTCqrJyohBCVJUks+qZrJ07iySyWk26nVaTbkehUAQwKlGSllFNLquSqiotio2B/Vwm5u8TUYYYUUWH4TbbMH+fCNf2kYSWEKJBmjNnDtHR0UWSWVOmTCEsLIx33nkngJEJIRozGRgvhAgkmeZXzzQdOYKWt90CSiXtH5hB6zsmSiKrgekfG0e22UyuxYzb4+bkhRR+3r+HI8lnWbN1M0npqYEOMaAK9pz0JrKCDSiUClTBBpQhRgr2nAx0aOIy7Nu3j+eee45Ro0YRFxdHjx49uOWWW/juu+8CHZoQdYZCofDPwPJJSEhg165dAYpICCG8A+MdaIpsk4HxQojaIr9p6qHWd99Jz9fmEXPd6ECHImqAr0XRqNNz8MwZ9p8+Sfc27ejcqjWWAhtrt21p1AktV0YuSpO+yDalSY8rIzdAEYmqeP/991m9ejV9+/bl6aef5q9//St2u51p06bx2muvBTo8IeqEoKAgsrOzsdvtgQ5FCCH8bh3WDZfKgB0NHsDuHxgvLYZCiJonNaD1kEKhIDi2Y6DDEDXI16K4ZutmWkVHyzD4QlSRIbjNNlTBBv82t9mGKjIkgFGJyzV16lTeeustdIUWr5g6dSrjx4/nvffeY/r06YRfMkNOiMama9euJCQkMHfuXG666SaMRiMADoeDHTt2FKvaKkv//v1rKkwhRCNTlZUThRCiqiSZJeqslFwne1IcZFjcRBqV9IrREBPSuH5kZRh8cbpe7bwzsvBWZLnNNty5FgyD4gIcmbgcJb2xVqlUXHfddezcuZPjx4/Tr1+/AEQmRN0xffp0tm/fzjfffMM333zj356bm8vkyZMrfB6FQsHvv/9eEyEKIcqwKeHAxYSP+2LC5/JWG6yLLnflRCGEqKrGlRkQ9UZKrpMfjtkI1imJDlJitnv44ZiNazrqG1VCS4bBF6dtHgHX9vGuZpiWjSoyBMOgOBn+3sCcP38egKioqABHIkTgDR06lKVLl7Js2TKOHTuGzWYjOTkZpVJJ06ZNAx2eEPVWbSSZNiUcYEn8IVQuOwYc5Fg0LIk/BCBJICGEqII6mxU4ceIEmzdvZt++fezfv59Tp07h8Xh4++23GTNmzGWfd926dSxfvpzDhw/jdrtp164dt956K3fccQdKpYwQqyv2pDgI1ikJ1nm/J8E6hX97Y0pm9Y+NY+22LYC3IivfaiXbbGZ4914BjiywtM0jJHlVRwwYMIDk5ORi241GI23atGHkyJE88MADlWoVPHfuHCtXrqRPnz60bdu2GqMtWX5+PosXL+abb77hzJkzqFQq2rdvz0033cTUqVPRarVVOn9eXh5Lly5lw4YNnDx5kvz8fCIiImjXrh2DBw/mvvvuK3bMypUrmTVrVrnnXr58OVdddVWV4hP1Q79+/YpUKXbu3Jnw8HA2btwYwKiEqL9qK8m0evMBVC472our/mlxYHd5t0sySwghLl+dzQosX76cpUuXVus5n3/+eT777DN0Oh2DBw9GrVazdetWXnjhBbZu3co777wjCa06IsPiJjqo6PfCpFWQlu8OUESB4RsGv/3oYS5kZREdGsbw7r0a7bwsUbdkZmb6E1lhYWFoNN4VjRwOB9nZ2Rw8eJCDBw+yZs0a1q5dS0xMTLnntFqtzJgxA4fDweuvv16j8QMkJSVx2223cfbsWQAMBgN2u509e/awZ88e1qxZw8qVKwkLC7us8//666/MnDmTtLQ0ALRaLQaDgfPnz3P+/Hm2bt3K6NGlL+ahVCqJjIws9f7Cs8aEEEJUXG0lmTKsbgwXH8NHg4MMa519GyaEEPVCnf0t2qlTJ6ZNm0b37t3p3r07Tz31FAkJCZd9vg0bNvDZZ58RHR3Nf/7zH/+n/enp6UyZMoUffviBZcuW8ec//7manoGoikijt7XQV5EFYLZ7iDQ2vmSjbxi8kDlqdc2+ffv8t7/44gu6dOni/zorK4s33niDjz/+mOTkZF599VXefvvtMs9nt9uZPn06+/bt44MPPihyvprgdDq55557OHv2LE2bNuWtt97iqquuwu12s27dOh5//HH279/Pww8/zLJlyyp9/u3btzNlyhRsNhtjx47loYceomfPnigUCqxWK4cPH2bDhg2EhIT4k12Xat68Odu2bavqUxX1XOfOnYmOjmbz5s3+bfPmzUOv15dxlBCiLLWVZIo0KMmxaPxJMwAHGiINje+aVgghqlOdfRc4YcKEaj3f4sWLAZg9e3aRtpWoqCiee+45Jk+ezJIlS5g8ebJUZ9UBvWI0/HDMBngrssx2D3kFbga1kgv3xkrmqNU9e/fuBUCv19OpU6ci94WHh/PSSy+RkJDA77//zs8//1zmuRwOBw888AA///wzb731VpnVStVl1apVHDx4EIAPPvjA38KlVCoZN24cHo+HmTNnsnHjRjZv3sywYcMqfG6r1cojjzyCzWZj6tSpvPjii0XuNxgM9O7dm969ewOUmswSwufSFQvnzp1LdHQ01113XYAiEqJ+q60k063DurEk/hB2lzdZ5kCDS2Xg1mGdq/VxGvKQeSGEKEmjyNqcP3+eAwcOoNFoSpy3NWDAAJo2bUpaWhq7d++u/QBFMTEhaq7pqMeg9rYWGtQKSVrUAUnpqazZupkPvlvHmq2bSUpPrbXHLjxHTalQ+G/vSXGUf7CoEb7KrK5du6JSqYrdr1Ao6Nq1KwA5OTmlnsflcjFz5kw2bNjAq6++yq233lozAV9i1apVAAwZMqTEFRPHjRtH69atAW/lWWV88cUXnD59miZNmvDUU09VPVjRqGm1WiwWS7Htlya4hBAVd+uwbrhUBuxo8AB2f5KpehNAfxrQjemjOhNq1GJVGAg1apk+qnO1Jpp8879yLHYMHis5FjtL4g+xKeFAtT2GEELUNY0imeVbhjo2NrbUkvwePXoA+D+lF4EXE6JmTJyBu/qYGBNnkERWgCWlp7J22xYsBTaahodjKbCxdtuWWktoZVjcmLSKIttMWgUZlsY1R60u8SWzevbsWeo+586dA7ztciVxu9387W9/Y/369Tz//PPcddddlY7j7NmztGjRghYtWjB//vwKHWO1Wtm+fTsAI0aMKHEfhULB1VdfDcD//ve/SsXkS37dcMMN0gomqqxly5ZYrVbi4+MDHYoQDUZtJJkKP9a7j97O8qcn8e6jt1f7Y3jnf1nR4kCBd/6XymVl9WZJZgkhGq5GkR1ISkoCSn8zBfgHE/v2FUIUtf3oYcJMJkKMJgD/v9uPHq6VmV4yR61uyc7O5syZM0DpyayEhAR+++03AK6//voS93nxxRf58ssv6du3L+Hh4axevbrI/f369aNNmzbVGLnX0aNHcbu9idC4uLhS9/Pdl5qaSlZWVoVWZSwoKPC3YPbo0YPk5GTefvttNm7cSHp6OqGhofTu3ZvJkyczatSoMs+VkZHBmDFjOH78OG63myZNmtCvXz/uuOMOhgwZUtGnK+q566+/noULF/Lwww8TFhaG0WgEvLPpRo4cWeHzKBQKSYgJUcifBjSMVjwZMi+EaIwaxW84X2m+wWAodR+TyfvG3Gw2V/r8+/fvv7zALtq5c2eVjhf1R7pVybE8DTl2JaFaNx2DHUQZ6sfPwI69e4gICiZV8Ucyye3xkJmfR2utscYfX2FVciBdj1HtxqDyYHUpsDiV9I+ysbMBrHJZH34GCtuzZ4//tlqtLhJ/VlYW8fHxfPHFF7jdbpo3b86wYcNKfI5btmwBvM+/pPsfeeSRct+sX7hwwX/73LlzFXotCy8okpmZWeoxhf8mbNq0qUKJtaSkJOx2OwDbtm3jySefxGq1olar0el0pKenEx8fT3x8PNdeey0zZ85EoVAUieH06dOAt4Js3759BAUFYbfbOXPmDGfOnOHLL79k5MiRPPTQQyW2eIqGZcaMGaSkpPDVV1+RlZVFVlYW4G3R9a0oWhEKhaL8nYQQ9Y4MmRdCNEaNIplV07p3737Zy6Pv3LmTvn37VnNEoi5KyXVy4JiN5uFKYi8Otb9Q4AbLUUYP7RPo8Mp1xm7BUmDzV2QB5FrMtNfpa+1nuGeh1QzbNaDVDOvj74HCyaAXXnjB/ybZarWSn5/vv++qq67izTff9Fe/XmrDhg3VEk9l3tAD/qoygL59+9KuXbsS9yuczGrdunWlv0+ff/45ISEh/qH2Go2G5ORkXnjhBb7++mu+//57Bg0aRL9+/YqcOz8/n1mzZnHdddfRoUMHdDodLpeLXbt2MX/+fDZv3syPP/5I69ateemllyoVk6icgoKCKn9oVVUajYaXXnqJOXPmcOLECWw2G1OmTCE0NJSFCxcGNDYh6ruGMDi9tobMCyFEXVL/3wVWgK8c32q1lrqP7w2Lr0JLiOpWeIA54G+XO3ZBQ82v21Z1/WPjWLvNW0UTZDCQb7WSbTYzvHuvWoshJkTdIJJXDYFvXhZAenp6sfuVSiVz587lwQcfrM2w6gRf+6Lv9vz584ssPtKiRQv++c9/cuLECX7//XcWLlzIhx9+WOQcw4cPZ/jw4UW2qVQq+vfvz2effcZ9993Hhg0b+OSTT5g6dSrt27ev2Scl6oSgoKAibb0ajYYBAwYEMCIh6jff4HSVy44BBzkWDUviDwHUq4SWL1ZvUk59MSlXM/O/hBCirmgUtactWrQA/hhEXJLz588X2VeI6lbaAPMce/3437BlVBPGDRyCUafnQlYWRp2ecQOH1Mq8rPIEcpXFxso3E2ratGkkJyeTnJzMyZMn+emnnxg/fjxut5t58+axefPmAEdassIfXJT1QUfh+4KCgip07sL7tWvXrsRVdJVKJQ888ADgbcs8duxYhc7tO/aZZ54BvMmyH374ocLHioZj3rx5PPnkk4EOQ4h6rSENTq/pIfNCCFHXNIoSB9/S8EePHsVms5W4spSvyqBLly61GptoPEobYB6qrT/znlpGNakTyavCfKsshplMNA0PJ99qZe22LXUm0dYQ5eXlcerUKQC6dfvjYlmr1RIbG8vChQs5fvw4e/fu5e2332bYsGEBirR0zZo1898+f/68/+/EpVJSUvy3mzZtWulzd+zYsdT9OnXq5L+dlpZWoXP7tGvXjoiICDIzM4u0TIrGY/z48YEOQYh6TwanCyFE/VU/SkKqKCYmhm7duuFwOPjuu++K3Z+QkMD58+eJjo6mT5+6P7tI1E+9YjTkFbjJK3Dj9nj8tzsGO8o/WJSq8CqLSoWSEKOJMJOJ7UcPBzq0Bmv//v14PB6gaDLLR6FQMG3aNAC2bt1aJ5MtsbGxKJXeP4GHD5f+s+K7r0mTJhVayRAgPDy8SEKrNL7XUAghRGBEGpQ40BTZJoPThRCifmhQHzvMnz+fH374gWuuuYZHH320yH0zZszgkUce4Y033qBPnz7+FakyMjJ4/vnnAZg+fbr/zY0Q1S0mRM01HfXsSXGQlu8m0qhkUCs9547Wn8qsuigtJ5umlyQZggwGLlxc7UtUP18lq0ajKVJdVJhv2LnD4WD9+vX85S9/qc0Qy2UwGOjfvz/btm1j06ZNJcbn8Xj4+eefAe8g+8oYPnw4K1eu5OjRo6Xuc+TIEf/tilZ9+Zw6dYrMzEwAWrVqValjRf3jW9GzTZs2/vlq5a3yWRKFQkF8fHy1xiZEfSaD04UQov6qs8msAwcO+JNMgH+eyIIFC4oMyv3888/9t9PS0jh58mSJ7RpjxozhjjvuYPny5dx4440MGTIEtVrN1q1byc/PZ9SoUdx99901+IyEKHmAeemT3ERFRIeGkW+1FlllMd9qJTo0LHBBNXC+ZFZsbCxarbbEfYKDg+nfvz9btmzh22+/rXPJLIAJEyawbds2tmzZwq5du7jiiiuK3L9u3TpOnz4NwG233Vapc0+cOJGVK1dy6tQpvvvuu2Jzs9xuN4sWLQK8bYkdOnTw3+fxePyrQ5bE4/H4VzBUKpWMGjWqUrGJ+se3WmfhlZMru4InUObPlRCNkQxOF0KI+qvOJrPy8/PZs2dPse2+OS2X47nnnqNv3758+umnJCQk4Ha7ad++Pbfeeit33HGHVGUJUQ/VhVUWGxtfMqukFsPCRo4cyZYtW0hMTCQ1NZUmTWpmhtnZs2cZNGgQALNmzSpWmVuaCRMm8O9//5uDBw8yffp03nrrLYYNG4bb7Wb9+vU8/vjjAIwYMaLY3K+VK1cya9YsAFatWsWQIUOK3D9w4ECuv/561q9fz+zZs3G5XIwePRq1Wk1ycjIvvvgiBw8eBOCJJ54o8vcnKSmJBx54gEmTJnHVVVfRunVrFAoFbrebxMRE3nzzTX766ScA7r777jLncomGYenSpQBFZn76tgkhquZPA7pJ8koIIeqhOpvMGjhwYJlzTEry6quv8uqrr5a5z4033siNN95YldCECIik9FS2Hz1MWk420aFh9I+NkwHn/LHK4vajh7mQlUV0aBjDu/eS16aGWCwWjh8/DpSfzBo1ahQvvvgibrebDRs2MHny5NoIscLUajUfffQREyZM4OzZs0yaNAmDwYDH48FmswHQvXt3Fi5ceFnnf+utt8jIyOC3335jxowZ6HQ6DAYD2dnZ/n1mzZrF7bffzs6dO4scu3v3bnbv3g14q3FMJhNms5mCggL/PhMnTuTFF1+8rNhE/TJgwIAKbRNCFLUp4cDFqiv3xaorSVwJIURDUWeTWUKIP8iKfWWri6ssNlQHDhzA7fbOeSsvmdWxY0fatGnD6dOn62QyC7zzpuLj41m0aBHffvstZ86cQaVS0bNnT8aNG8fUqVNLbaUsj9FoZNWqVaxYsYLVq1dz6NAhzGYzzZo1Y+DAgdx7773079+/2HFRUVG89NJL7Ny5kwMHDpCRkUFOTg46nY5WrVrRr18/Jk2aVOKxQgghvDYlHGBJ/CFULjsGHORYNCyJPwQgCS0hhGgAJJklRD1QeMU+wP/v9qOHJYkjalX//v0rNatny5YtNRiNV6tWrS5rfpBPUFAQs2fPZvbs2RU+ZuLEiUycOLHc/ZRKJXfeeSd33nlnhc9tMBi49957uffeeyt8jGjcXC4XOTk5AISGhqJSqQIckRCBt3rzAVQuO1q8q0ZrcWB3ebdLMksIIeo/SWYJUQ/Iin1CCCEK++mnn1i3bh07d+7kwoULRe5r1qwZffv25cYbb2T48OEBilCIwMqwujFcTGT5aHCQYZW3P0II0RDIb3Mh6gFZsU8IIQTAhQsXeOSRR/yL5Hg8nmL7pKSksH79etavX0+fPn14++23iY6Oru1QhQioSIOSHIvGX5kF4EBDpEEWfBJCiIZAkllC1AOyYp8QQoisrCxuv/12UlNT8Xg8REZGMmjQIOLi4ggJCQEgNzeXw4cP89tvv5GRkUFiYiITJ07kyy+/JCwsLLBPQIhadOuwbiyJP4Td5a3IcqDBpTJw67DOgQ5NCCFENZBklhD1gKzYJ4QQ4vnnn+fChQvodDoef/xxbr/9djQaTYn7OhwOPv/8c15//XVSUlJ48cUXmT9/fi1HLETg+OZieVczVF9czbCzzMsSQogGQpJZQtQTsmKfEEI0XklJSWzYsAGVSsV7773H0KFDy9xfo9Fw11130bp1a+6//36+/fZbHn30UZo3b15LEQsReH8a0E2SV0II0UBJ07gQQgghRB23fv16PB4PY8aMKTeRVdiwYcMYM2YMHo+Hr7/+ugYjFEIIIYSoPZLMEkIIIYSo4/bu3YtCoWD8+PGVPvaWW27B4/H4h8YLIYQQQtR3kswSQgghhKjjjh49CkDv3r0rfazvGN85hBBCCCHqO0lmCSGEEELUcTk5Oeh0OoKCgip9bFBQEHq9npycnBqITAghhBCi9kkySwghhBCijjObzZeVyPIxmUyYzeZqjEgIIYQQInAkmSWEEEIIUcc5nc4qHa9QKHC5XNUUjRBCCCFEYEkySwghhBBCCCGEEELUG+pAByCEEEIIIcqXk5PDlClTLuvY7Ozs6g1GCCGEECKAJJklhBBCCFEPOBwOEhISLvt4hUJRjdEIIYQQQgSOJLOEEEIIIeq48ePHBzoEIYQQQog6Q5JZQgghhBB13Lx58wIdghBCCCFEnSED4IUQQgghhBBCCCFEvSHJLCGEEEIIIYQQQghRb0ibYRV4PB4A7HZ7lc5TUFBQHeGIekx+BoT8DAj5GaibfH/jfX/zRd1QXddgovbI7zghPwNCfgYat8p+/8u7BlN45OrssuXl5XHkyJFAhyGEEEKIGtapUyeCg4MDHYa4SK7BhBBCiMahtGswSWZVgdvtxmw2o9FoZLlrIYQQogHyeDw4HA5MJhNKpUxnqCvkGkwIIYRo2Mq7BpNklhBCCCGEEEIIIYSoN+QjRiGEEEIIIYQQQghRb0gySwghhBBCCCGEEELUG5LMEkIIIYQQQgghhBD1hiSzhBBCCCGEEEIIIUS9IcksIYQQQgghhBBCCFFvSDJLCCGEEEIIIYQQQtQbkswSQgghhBBCCCGEEPWGJLOEEEIIIYQQQgghRL2hDnQAjc2JEyfYvHkz+/btY//+/Zw6dQqPx8Pbb7/NmDFjAh2eqGEOh4MdO3bw888/k5CQwKlTp7Db7YSHh9OnTx/uuusuBg4cGOgwRQ1btmwZO3bs4MiRI2RmZpKfn09wcDCdO3dm/Pjx3HTTTSgUikCHKWrRm2++yeLFiwF4/PHHmTZtWoAjEkKIyyPXOkKuc0RJ5FqncZkzZw5r1qwp9f527drx3XffVekxJJlVy5YvX87SpUsDHYYIkO3bt3PvvfcCEB0dTf/+/TEYDBw/fpwNGzawYcMGHnzwQR555JEARypq0pIlS8jMzCQ2NpY+ffpgMBg4d+4cv/32G1u3bmXDhg28++67KJVSPNsY7N27l3/9618oFAo8Hk+gwxFCiCqRax0h1zniUnKt03hdccUVtGnTptj26OjoKp9bklm1rFOnTkybNo3u3bvTvXt3nnrqKRISEgIdlqglCoWC0aNHM2XKFPr161fkvm+++YbZs2fz/vvvM3DgQAYNGhSgKEVNe/PNN+natStGo7HI9qNHj3LPPffw448/smbNGm699dYARShqi91uZ86cOURGRtKzZ0/i4+MDHZIQQlSJXOsIuc4Rhcm1TuM2YcIEbrnllho5t6TDa9mECRN4/PHHGTt2LK1btw50OKKWDR48mHfeeafYxR3A2LFjGT9+PAD//e9/azs0UYv69etX7AIPIDY2ljvvvBOALVu21HZYIgDefvttjh8/zvPPP09wcHCgwxFCiCqTax0h1zmiMLnWETVFkllC1CFdu3YF4MKFCwGORASKWu0tmNVqtQGORNS0PXv28NFHH3HDDTcwYsSIQIcjhBC1Qq51Gje5zmlc5FpH1CRpMxSiDjl16hRQPT3Eov45e/YsK1asAJA/+A1cQUEBTzzxBKGhoTz11FOBDkcIIWqNXOs0XnKd07jItY4A2LZtG4cPH8ZisRAZGUnfvn258sorq2VmniSzhKgj0tLS/Cs+XHvttQGORtSG1atXs337dhwOBxcuXCAxMRG3280DDzzANddcE+jwRA1asGABJ0+eZMGCBURERAQ6HCGEqBVyrdO4yHVO4ybXOgLgq6++KratY8eOvPnmm8TFxVXp3JLMEqIOcDqdPPbYY+Tl5TF48GD5tKqR2LVrV5Ela9VqNY888oh/FSjRMO3atYtPPvmEUaNGMXbs2ECHI4QQtUKudRofuc5pvORaR3Tu3Jmnn36aIUOGEBMTQ35+Pr///jsLFizg0KFD3HvvvaxZs4amTZte9mPIzCwh6oBnn32WrVu3EhMTw+uvvx7ocEQtefnllzl8+DB79uxh/fr1TJkyhXfffZfbb79dZok0UDabjblz5xIUFMSzzz4b6HCEEKLWyLVO4yPXOY2TXOsIgHvuuYfJkyfToUMHjEYjTZo04eqrr2bVqlX07t2bjIwMFi9eXKXHkGSWEAH20ksv8cUXXxAdHc3HH38sMyQaIb1eT8eOHXniiSeYNWsWhw4d4sUXXwx0WKIGvPnmm5w6dYo5c+bQpEmTQIcjhBC1Qq51Gje5zmlc5FpHlEWr1TJjxgwAfv755yqdS+HxeDzVEZS4PJMnTyYhIYG3336bMWPGBDocUcteffVVPvroIyIiIli2bBkdO3YMdEgiwLKyshg0aBBqtZrdu3ej0WgCHZKoRiNGjCAlJaXEJetPnDhBeno6rVq1IiYmhtatW/Pyyy8HIEohhKg+cq0jCpPrnIZPrnVEeU6ePMmYMWPQaDTs37//ss8jM7OECJDXXnuNjz76iLCwMD766CO5uBMAhIaGolarcTqd5OTkEBUVFeiQRDVzu90kJCSUev/Zs2c5e/Ysubm5tRiVEEJUP7nWEZeS65zGQa51RFmys7MBMJlMVTqPJLOECIA33niDf//734SGhvLRRx/RuXPnQIck6ojt27fjdDoJCQkhPDw80OGIarZx48ZS75szZw5r1qzh8ccfZ9q0abUYlRBCVD+51hElkeuchk+udUR5vv32WwC6d+9epfPIzCwhatmCBQtYsmQJISEhfPjhh3Tt2jXQIYlatGPHDjZt2oTT6Sx2386dO3nqqacAuO2221CpVLUdnhBCCFFlcq3TeMl1jhDi4MGDbNq0CZfLVWS70+nkww8/ZNmyZYB3SHxVSGVWLTtw4ADPP/+8/+tjx44B3j/6H374oX/7559/XuuxiZr3448/smjRIgBat27Nf/7znxL3a9++vX8wnmhYzpw5w9y5cwkJCaFr165ERUVhNps5e/as//fB1VdfzSOPPBLgSIUQQojKk2udxk2uc4QQycnJzJw5k7CwMLp27UpERATZ2dkcOXKE1NRUlEoljz32GMOGDavS40gyq5bl5+ezZ8+eYttPnTpV+8GIWpeTk+O/vX///lIH3g0YMEAu8Bqo/v378+CDD7Jjxw5Onz5NYmIiHo+H6OhoRo8ezU033cSoUaMCHaYQQghxWeRap3GT6xwhRFxcHFOmTGHfvn0cO3aM7OxsFAoFzZo145ZbbuGuu+6qcoshyGqGQgghhBBCCCGEEKIekZlZQgghhBBCCCGEEKLekGSWEEIIIYQQQgghhKg3JJklhBBCCCGEEEIIIeoNSWYJIYQQQgghhBBCiHpDkllCCCGEEEIIIYQQot6QZJYQQgghhBBCCCGEqDckmSWEEEIIIYQQQggh6g1JZgkhRCP15ZdfEhcXV+S/OXPmBDqsanPw4MFiz2/y5MmBDksIIYQQtWDhwoXFrgMWLlwY6LCqTXx8fIO+jhOiPOpAByBEYzNnzhzWrFlT7n5z587lnnvu8X89efJkEhISiuyjUCgwmUy0atWKwYMHM2XKFGJiYko8X1JSEiNHjqxQjMHBwezYsaPItri4uAodC7B9+3ZCQkKKbMvOzmb58uX8/PPPnDhxArPZTGhoKFFRUXTs2JH+/fszdOhQWrVqVeQ43/MeP348r776apmPW9a+I0aMIDk5ucg2pVJJUFAQbdu2Zfjw4dx9992EhYWVeO5t27YxZcqUcp97586dWbt2rf/rL7/8krlz55Z7HMDIkSN5//33y31MjUZDeHg43bp1Y9y4cVx33XUVOn9pNBoNoaGhAAQFBVXpXHWJWq0mKioKAJvNRn5+foAjEkIIIUpW+PpQrVbzv//9j8jIyFL3j4+PZ+bMmf6v582bxy233FLjcdZHOp2O4OBgAIxGY4CjqT5ardZ/nWOxWLBYLAGOSIjaJcksIQKkcAKhJKX9sS38B9nlcpGdnc3Bgwc5ePAgn3/+OYsXL6Zfv35lPnZoaCgajabU+8tKaAQFBaHX68s8v1JZtOhzz549/OUvfyEjI6PIeaxWK4cPH+bw4cOsX7++WDKnJhiNRv9r63Q6yc7OZu/evezdu5cVK1awdOlS2rdvX+Y5wsPDUalUpd5XGt8FR2nK+nko/Jhms5nU1FRSU1PZtGkT3377LQsWLCg1pvL06dOHZcuWXdaxdVlsbCy//vorULmkohBCCBFITqeTdevWFflQ81JfffVVrcVT340dO7bcD0Tro6uuusp/nbNw4ULefffdAEckRO2SZJYQAXK5CYRL/yAXFBQQHx/PCy+8QHZ2NrNnz+b7779Hq9WWeo6FCxcycODAy4r7qaeeqtQnf7m5uf5EVtu2bXnooYcYMWIEJpMJgLS0NLZv3863336LQqG4rJgqY+rUqTz88MP+r81mM1999RX/93//R1paGk888QSrVq0q8xxffPEFLVu2rPRj+y44Lselj3n27FneeOMNvvvuOzZs2MCKFSu46667Lvv8QgghhAi85s2bc+7cOdauXVtqMis7O5uffvoJo9GIVqslOzu7VmMUQoi6QGZmCVHP6XQ6rr/+ep5++mkAUlJS+O233wIc1R/Wr19PRkYGWq2WTz75hBtvvNGfyAKIjo5m7NixLFy4kNdff73W4zOZTNx11108+OCDAOzdu5fjx4/XehyV1apVK9544w06duwIUKS1UQghhBD1U+/evWndujW///47R48eLXGf9evX43A4GD16NDqdrpYjFEKIukGSWUI0EFdeeaX/dl1Kxhw5cgSALl260KxZszL3DeQFWV19/cqi0Wj8FXbHjh2rsccZMWIEcXFxbNu2jdTUVP7xj38wfPhwevbsyXXXXcfHH3+M2+327//tt99y55130q9fP6644gpmzJjh/zm41Jw5c/wDWe12O++//z7XXXcdvXr14uqrr+all14iJyfHv//+/ft56KGHuPLKK+nZsye33nor8fHxNfbchRBCiNo2btw4oPRWQt8HWL79yrNx40b+8pe/cOWVV9K9e3cGDx7MAw88wObNm0s9Zvv27bz00ktMmDCBoUOH+o+bNm0a3333XanHFf677nK5+Pjjj7npppvo1asXAwYM4P7772ffvn2lHp+QkMBf//pXrrrqKrp3707fvn259tprefDBB1mxYkWR643q4huenpSUxIkTJ3j00UcZOnQovXr14uabby7yffB4PKxcuZJbbrmFPn36MGDAAP7+979z7ty5Es89efJk4uLi+PLLL8nPz+e1115j1KhR9OzZk5EjR/L2229TUFDg33/r1q1MmzaNgQMH0rt3b+66665ic2yFEF7SZihEA+RyuQIdQjFpaWl4PJ5aaSW8HB6Px3+7Lr5+pfHFXRMXd5dKSkri0UcfJS0tjaCgIJxOJydOnGDevHmcPXuWZ555hjfeeIMlS5agUqnQ6/WYzWZ+/vlnEhMTWbVqFW3bti3x3A6Hg3vvvZcdO3b4k5opKSksW7aMxMREPvvsMzZv3szf//53HA4HQUFBFBQU+JNbb775JmPHjq3x10AIIYSoaePGjWPhwoWsW7eORx99tMgs0pMnT7Jnzx5iYmLKHRnhcDiYO3cu69at828LCgoiMzOTTZs2sWnTJu677z4ee+yxIseZzWbuvvtu/9cmkwmdTkdmZia//PILv/zyCxMnTuSFF14o9bGdTiczZszgl19+QaPRoNFoyMnJ4aeffmLr1q188skn9OnTp8gxK1eu5B//+If/a4PBgNvt5vTp05w+fZoff/yR8ePH19iHn3v37uXpp5/GbDYTHBxMQUEBBw8e5IknniAzM5N7772X2bNn8/XXXxd5Tt988w2JiYmsWbOm1Nmpubm53HbbbZw8eRKj0Yjb7SYpKYn333+fgwcPsmjRIj799FNefPFFFAoFRqMRq9XKjh07uOeee/jkk0/o27dvjTxvIeorqcwSooH45Zdf/LcvXREwkLp37w7AuXPnWLBgAXa7PcARlazwPKu69PqVxeFwsG3bNqB2Yp43bx4tW7Zk7dq17Ny5k507d/LII48A8Omnn7Jo0SI+/vhjnnzySXbs2MGuXbtYt24d7dq1Izc3lwULFpR67s8++4zTp0+zePFidu/eTWJiIu+99x4mk4n9+/ezcOFC5syZw4033sjmzZvZsWMHW7duZeTIkXg8Hl555RWcTmeNvwZCCCFETWvVqhVXXHEFFy5cYOvWrUXu81UJ3XjjjcUW3LnU66+/zrp162jTpg1vvfUWiYmJ/r/fzz77LCaTiX/96198/fXXRY5TKpWMHj2a9957j23btrFr1y527tzJ9u3b+cc//oHRaGTlypV8++23pT72Z599xv79+1mwYAG7du0iMTGRtWvX0qlTJwoKCnj55ZeL7G+1Wv0zYW+99VZ++ukn//XAtm3bWLJkCTfccEONfij6j3/8gwEDBhAfH8+OHTvYsWMHkyZNAuCdd97h7bffZuPGjbz22mvs2rWLXbt28emnnxIdHU1KSgpLliwp9dy+4eyffvopiYmJ7Nq1i5deegm1Ws2mTZt47733mDdvHjNmzGDbtm3s3LmTjRs30qdPHxwOB/Pmzaux5y1EfSWVWUIESGJiYpHWtsKuuuqqCv/R8g2A910UhIWFcdVVV5V5zMMPP1zmaoa33367P0lxqZdffpn58+eXeuylsd9www0sWbKEkydPsnjxYpYvX86gQYPo2bMnPXr0oFevXhgMhjLjrUlms5m1a9fyz3/+E4COHTvSrVu3Mo+57bbbSl05cMOGDaWuBlna99tn3rx55X7vfHwD4H0tkTfeeGOFjqsKpVLJBx98QEhICOD9xPTBBx9k27Zt/PbbbyxYsICHH36YP//5z/5jOnXqxEsvvcRdd93Fxo0bsdvtJS5OkJeXx/vvv8+AAQP820aNGsW0adN45513WLJkCQMHDuSVV17x3x8REcEbb7zB0KFDSUtLIzExkf79+9fgKyCEEELUjptvvpldu3axdu1a//WDx+PxV1ndfPPNZR5/6tQpli5dSkREBJ988gkxMTH++4KCgrjzzjsJDQ1l1qxZLFq0iBtuuMF/v8Fg4J133il2zpCQEO666y5MJhNPPPEEn332Gdddd12Jj5+bm8unn35aZIXtzp07M2/ePG699Vb27dvHuXPnaN68OQBHjx7FYrFgNBp58cUXi1xn+a5tK3qNdLkiIyN59913Uau9b5GDgoJ49tln2bp1K6dPn+af//wn//d//1ekvbNfv37Mnj2bJ554gg0bNvD444+XeG6r1crixYtp06YNAFqtlgkTJpCYmMjq1at55513uOWWW5g1a5b/mBYtWjB//nxGjhxZ7PUSQkgyS4iAcTgcpKenl3hf4RlBl/rmm2/8Mw7cbjdZWVn+VjOdTscbb7xRbnKorPMD5Ofnl3lfWfdfem6dTscnn3zCP/7xD3766Sdyc3P5/vvv+f777wHv3KehQ4dy//33Fys3rwkffvghK1asALwl8IVXAAoLC+P1118v91O/rKysUu8rq92vtO+3T1lVa4UTaGazGavV6r9v2LBhZS7fXV0mTZrkT2QVNmTIEH777Tc0Gg333ntvsfuvuOIKdDodBQUFnDlzxj+0vjDf3ImSzu27oL7//vuL3W80Gunduze//vorR44ckWSWEEKIBuG6667j5Zdf5ocffvAneRISEkhOTqZ79+506NChzOO/+uorPB4PY8eOLZLIKmz06NFotVqOHj1KamoqTZo0qVBsI0aMAGDPnj24XK4SP+Dr169fkUSWT/fu3WnWrBnnz5/n6NGj/uSMb3Egh8NBdnY2kZGRFYqlOk2dOtWfyPJRKpUMGjSI06dP06xZM2666aZixw0ePBjwjmPwfa8uNWbMGH8iq7AhQ4awevVqoOTrnBYtWtCmTRtOnTpV5PUSQkgyS4iAGTBgAMuWLav0cQUFBUUGRfq0aNGCjz/+mNatW5d7jqVLl5Y7Z6E08+bN45ZbbqnUMU2bNmXx4sUcP36cH3/8kZ07d3LgwAHS0tJwOBxs2rSJn376iblz5xap6qkJFosFi8VSbHu3bt3417/+RURERLnn+PHHH2nZsmWlH/vw4cOVPsantATaQw89xMyZM8ttNagOnTp1KnG77zVr0aJFkZUqfZRKJeHh4Zw/f77URGpp5y58MRsbG1vmPrm5uaUHL4QQQtQjISEh/OlPf+K7777j+++/LzKIvLyqLPB2AACsWbOmzIHtvhb98+fPF0lmOZ1O/7GHDx8mOzsbh8NR5NiCggJycnJKvHbq0aNHqY/ZtGnTYtcEbdu2pW3btpw6dYqJEydy9913M2zYMNq3b19r81bLu87p2LFjiddbUVFR/tt5eXklJrPKu87R6XQlJrt8+5w6darcD6OFaGxkZpYQ9cz48eM5fPgwhw8fZvfu3axYsYKBAweSnJzMM888U2dnUgF06NCBGTNmsHjxYn755Re++eYbHnroIQwGAx6Ph1dffZUDBw7UaAwPPfSQ//XbuXMnH330EV26dOHAgQN1eh7Bjz/+yOHDhzl06BD/+9//mDt3Lnq9nsWLF5e5GlF1io6OLnG77xPZsj7R9e1T2lyr0s5d+KKxtPOXd24hhBCiPvIlrdauXYvNZmPDhg1oNBquv/76co9NS0sDvNXc6enppf7nqygvXPHtGwD/9NNP88svv5CWloZKpSIiIoKoqKgiyZvCxxVW0odbPr4B7oX/bqtUKt544w2aNm3K2bNnmTdvHmPHjmXQoEH89a9/5ccffyyyWE9NKO86p7z7gWIJv/LO7bvOiYqKKjVpJ9c5QpRMKrOEqMcMBgN9+vRhyZIl3Hbbbfz222+89dZbpfbr1zUdOnTg4YcfZtCgQUyePBm3282aNWuKzKzyzVey2Wzlns93QVXRVW6CgoIYMmQIH330ETfeeCP//e9//csg11UKhYKmTZtyzz33EBkZyezZs3nsscdYt24dTZs2DXR4QgghhKgmw4YNIyIigt9++43//Oc/mM1mRowYUaEqcl+Sau7cuZUeRfD++++TmJhIeHg4c+bMYdiwYUUqpV0uF127dgWo1gRTjx49/KMofv31V3bu3MnZs2fZsGEDGzZs4KqrrmLRokWlzi0VQjQuUpklRAOg0+l48sknAW8L4enTpwMcUeX079/fX1p96tSpIveFhYUBf3zCWBbfPr5jKio8PJy//e1vALz99tv1poz7xhtvpF+/fuTk5PDWW28FOhwhhBBCVCO1Ws3111+P2+32/50vPHy8LL7qqZSUlEo/rq8t8ZlnnuHmm28uNr+qvBmgVaHX67npppv4v//7P+Lj44mPj+f+++9HoVDwv//9zz/3VAghJJklRAMxePBg//K9CxcuDHQ4leabL3DpKou+T/5+//33EmeF+aSkpHD+/Pkix1TGzTffTPPmzcnJyeHDDz+s9PGB8uCDDwLeQa8nT54McDRCCCGEqE6+VkOHw0FoaKh/+Hp5evfuDXBZowguXLgAQJcuXUq8f+vWrZU+5+Vq1aoVs2bNYuzYsQAkJCTU2mMLIeo2SWYJ0YDcd999gHfFwzNnzgQ4Gq+9e/eSl5dX5j5Hjx7l0KFDQPELp1GjRqFUKrFYLGV+GudLQJlMJv8S1pWhVqv9w+c//fTTcmOuK6688ko6d+6M2+1m8eLFgQ5HCCGEENWoe/fuPPzww0ydOpUnn3zSP36hPDfffDMKhYLjx4+XW810aUV6UFAQAEeOHCm2r9ls5p///GcFo6+48ma++kZI1OXZsEKI2iXJLCEakBEjRtC2bVtcLledSWx8++23/OlPf+LZZ59ly5Yt5Ofn++/Lysris88+495778XtdmM0GpkwYUKR49u0acNtt90GwGuvvcbixYvJzMz035+SksIrr7zC0qVLAZgxY4b/IqyyJkyYQGhoKHl5eZe10mSgTJs2DYB169Zx9uzZAEcjhBBCiOr00EMP8cQTT1RoFUOfjh07+mdlPf/888yfP99fwQ6Qn5/PL7/8wuzZs3nkkUeKHOv7UPDVV18lISHBPxdr79693HPPPWRnZ1fp+ZTkf//7HxMnTuTzzz8nOTnZv91qtfL555+zbt06AIYOHVrtjy2EqJ9kALwQDYhSqWTatGk888wzrF27lpkzZ9K8efNi+z388MPF2vku9cUXXxATE1Ns+8svv8z8+fPLPHbhwoVcccUVgLfiKS8vjxUrVvg/GQwKCsLlchVZASckJIQ333yzxMd86qmnyMjI4Mcff+TNN9/kzTffJDg4GLfbjdls9u83adIkZsyYUWZsZTGZTNxxxx0sWrSITz75hD//+c9lrsZTWeVVjDVr1ozVq1dX+rxjx47lrbfeIjk5mSVLlvDCCy9cbohCCCGEaCAee+wxbDYby5cv54MPPuCDDz4gKCgIhUJBfn6+P0k1YMCAIsf97W9/49dffyUlJYXJkyej0+lQqVRYLBb0ej3vvfee/4O06rR79252794NeGdn6XQ6cnNz/XEOHz6ciRMnVvvjCiHqJ0lmCdHA3HzzzbzzzjukpaWxZMkSnn322WL7VGTAucvlKnF7fn5+keqqkhRelnjWrFlcffXVbN68md27d3PixAl/ZVVERAQdOnRg6NCh3H777aWuzuO7cNq4cSNr165lz549ZGZmolQqadmyJX369GHixIn079+/3OdVnsmTJ/PRRx+RnZ3N8uXL/a2b1aG8gakVXYXxUr4WyVdeeYUvv/ySBx98kGbNml3WuYQQQgjRMKhUKp577jluvPFGVqxYwc6dO/2L5TRv3py4uDiGDh3qn0fl06pVK1atWsU777zDr7/+Sm5uLmFhYYwcOZL777+f2NjYao910KBBvPbaa2zdupUDBw6QmppKfn4+YWFhdO3alZtuuombbroJpVIai4QQXgpPda6nKoQQot748ssvmTt3LgMGDKhXbZWXozE9VyGEEEJ4OwXeffddxo8fz6uvvhrocGpUY3quQvhIalsIIYQQQgghhBBC1BvSZiiEEI1cQkICcXFxAA3qE72DBw9WaliuEEIIIRqeNWvWsGbNGsA7TP/hhx8OcETVIz4+npkzZwY6DCECRpJZQgjRSOn1eqKioopsu9yVIOsitVpd7PmFhoYGKBohhBBC1Caj0VjsOsBoNAYomuqn1Wob9HWcEOWRmVlCCCGEEEIIIYQQot6QmVlCCCGEEEIIIYQQot6QZJYQQgghhBBCCCGEqDckmSWEEEIIIYQQQggh6g1JZgkhhBBCCCGEEEKIekOSWUIIIYQQQgghhBCi3pBklhBCCCGEEEIIIYSoN/4fGGVFcb2Du4MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#@title\n",
    "y_label_txt = \"Difference Freesurfer - CAT12 [mm]\"\n",
    "bland_altman_plot(df_software.copy().reset_index(),\n",
    "                  ('corticalThicknessAverage', 'FREESURFER'), \n",
    "                  ('corticalThicknessAverage', 'ACPC_CAT12'),\n",
    "                  var_compare, color_pallete, x_label_reg=\"FREESURFER [mm]\", y_label_reg=\"CAT12 [mm]\",\n",
    "                  y_label_diff=\"Difference Freesurfer - CAT12 [mm]\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d5e2d557-7e85-40c4-b4a8-71f0e33ddbd7",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#@title\n",
    "y_label_txt = \"Difference Freesurfer - CAT12 [mm]\"\n",
    "\n",
    "for var_compared_value in pd.unique(df_software[var_compare]):\n",
    "    bland_altman_plot(df_software.loc[df_software[var_compare]==var_compared_value].copy().reset_index(),\n",
    "                      ('corticalThicknessAverage', 'FREESURFER'), \n",
    "                      ('corticalThicknessAverage', 'ACPC_CAT12'),\n",
    "                      var_compare, color_pallete, x_label_reg=\"FREESURFER [mm]\", y_label_reg=\"CAT12 [mm]\",\n",
    "                      y_label_diff=\"Difference Freesurfer - CAT12 [mm]\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1fd7072d-326f-4e99-bde5-702dd998721e",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fmachado/anaconda3/envs/fs-cat12/lib/python3.9/site-packages/pingouin/bayesian.py:146: RuntimeWarning: divide by zero encountered in double_scalars\n",
      "  bf10 = 1 / ((1 + t**2 / df)**(-(df + 1) / 2) / integr)\n",
      "/home/fmachado/anaconda3/envs/fs-cat12/lib/python3.9/site-packages/pingouin/bayesian.py:146: RuntimeWarning: divide by zero encountered in double_scalars\n",
      "  bf10 = 1 / ((1 + t**2 / df)**(-(df + 1) / 2) / integr)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"2\" halign=\"left\">Cortical Thickness Average Mean</th>\n",
       "      <th>Difference FREESURFER - CAT12</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>software</th>\n",
       "      <th>FREESURFER</th>\n",
       "      <th>ACPC_CAT12</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2.39e+00</td>\n",
       "      <td>2.36e+00</td>\n",
       "      <td>3.20e-02</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<br><p>One sample t-test to verify whether the means difference is equal to zero</p>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>T</th>\n",
       "      <th>dof</th>\n",
       "      <th>alternative</th>\n",
       "      <th>p-val</th>\n",
       "      <th>CI95%</th>\n",
       "      <th>cohen-d</th>\n",
       "      <th>BF10</th>\n",
       "      <th>power</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>T-test</th>\n",
       "      <td>5.29e+01</td>\n",
       "      <td>155251</td>\n",
       "      <td>two-sided</td>\n",
       "      <td>0.00e+00</td>\n",
       "      <td>[0.03, 0.03]</td>\n",
       "      <td>1.34e-01</td>\n",
       "      <td>inf</td>\n",
       "      <td>1.00e+00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Confidence interval (95%) of the means difference: [-0.435;0.499]\n"
     ]
    }
   ],
   "source": [
    "from IPython.display import display, HTML\n",
    "\n",
    "\n",
    "df_soft_filter = df_software\n",
    "diff = (df_soft_filter[(\"corticalThicknessAverage\", \"FREESURFER\")] - df_soft_filter[(\"corticalThicknessAverage\", \"ACPC_CAT12\")])\n",
    "test = pg.ttest(diff, 0)\n",
    "\n",
    "\n",
    "df_means_diff = df_soft_filter[[(\"corticalThicknessAverage\", \"FREESURFER\"), \n",
    "                                (\"corticalThicknessAverage\", \"ACPC_CAT12\")]].mean().to_frame().T.rename(columns={\"corticalThicknessAverage\": \"Cortical Thickness Average Mean\"})\n",
    "df_means_diff[\"Difference FREESURFER - CAT12\"] = diff.mean()\n",
    "\n",
    "\n",
    "test = pg.ttest(diff, 0)\n",
    "\n",
    "display(HTML(df_means_diff.to_html()))\n",
    "\n",
    "display(HTML(f\"<br><p>One sample t-test to verify whether the means difference is equal to zero</p>\"))\n",
    "display(HTML(test.to_html()))\n",
    "print(f\"Confidence interval (95%) of the means difference: [{round(diff.mean() - 1.96*diff.std(), 3)};{round(diff.mean() + 1.96*diff.std(), 3)}]\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "804cf71c-596b-40c9-b8cd-79f3b2251efe",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_29414/928943096.py:3: FutureWarning: merging between different levels is deprecated and will be removed in a future version. (2 levels on the left, 1 on the right)\n",
      "  df = df_software.reset_index().set_index([\"subjectID\", \"sessionID\", \"run\"]).join(df_subjects.reset_index().set_index([\"subjectID\", \"sessionID\", \"run\"]))\n"
     ]
    },
    {
     "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></th>\n",
       "      <th></th>\n",
       "      <th>path</th>\n",
       "      <th>template</th>\n",
       "      <th>repository_and_site</th>\n",
       "      <th>roiName</th>\n",
       "      <th>corticalThicknessAverageACPC_CAT12</th>\n",
       "      <th>corticalThicknessAverageFREESURFER</th>\n",
       "      <th>path</th>\n",
       "      <th>repositoryName</th>\n",
       "      <th>site</th>\n",
       "      <th>repository_and_site</th>\n",
       "      <th>age</th>\n",
       "      <th>gender</th>\n",
       "      <th>snr_total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>subjectID</th>\n",
       "      <th>sessionID</th>\n",
       "      <th>run</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">sub-002</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">1</th>\n",
       "      <th>1</th>\n",
       "      <td>IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz</td>\n",
       "      <td>a2009s</td>\n",
       "      <td>IXI|Guys</td>\n",
       "      <td>lG_Ins_lg_and_S_cent_ins</td>\n",
       "      <td>3.16e+00</td>\n",
       "      <td>3.06e+00</td>\n",
       "      <td>IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz</td>\n",
       "      <td>IXI</td>\n",
       "      <td>Guys</td>\n",
       "      <td>IXI|Guys</td>\n",
       "      <td>3.58e+01</td>\n",
       "      <td>FEMALE</td>\n",
       "      <td>1.58e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz</td>\n",
       "      <td>a2009s</td>\n",
       "      <td>IXI|Guys</td>\n",
       "      <td>lG_and_S_cingul-Ant</td>\n",
       "      <td>2.56e+00</td>\n",
       "      <td>2.80e+00</td>\n",
       "      <td>IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz</td>\n",
       "      <td>IXI</td>\n",
       "      <td>Guys</td>\n",
       "      <td>IXI|Guys</td>\n",
       "      <td>3.58e+01</td>\n",
       "      <td>FEMALE</td>\n",
       "      <td>1.58e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz</td>\n",
       "      <td>a2009s</td>\n",
       "      <td>IXI|Guys</td>\n",
       "      <td>lG_and_S_cingul-Mid-Ant</td>\n",
       "      <td>2.69e+00</td>\n",
       "      <td>2.63e+00</td>\n",
       "      <td>IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz</td>\n",
       "      <td>IXI</td>\n",
       "      <td>Guys</td>\n",
       "      <td>IXI|Guys</td>\n",
       "      <td>3.58e+01</td>\n",
       "      <td>FEMALE</td>\n",
       "      <td>1.58e+01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                             path template  \\\n",
       "subjectID sessionID run                                                      \n",
       "sub-002   1         1    IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz   a2009s   \n",
       "                    1    IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz   a2009s   \n",
       "                    1    IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz   a2009s   \n",
       "\n",
       "                        repository_and_site                   roiName  \\\n",
       "subjectID sessionID run                                                 \n",
       "sub-002   1         1              IXI|Guys  lG_Ins_lg_and_S_cent_ins   \n",
       "                    1              IXI|Guys       lG_and_S_cingul-Ant   \n",
       "                    1              IXI|Guys   lG_and_S_cingul-Mid-Ant   \n",
       "\n",
       "                         corticalThicknessAverageACPC_CAT12  \\\n",
       "subjectID sessionID run                                       \n",
       "sub-002   1         1                              3.16e+00   \n",
       "                    1                              2.56e+00   \n",
       "                    1                              2.69e+00   \n",
       "\n",
       "                         corticalThicknessAverageFREESURFER  \\\n",
       "subjectID sessionID run                                       \n",
       "sub-002   1         1                              3.06e+00   \n",
       "                    1                              2.80e+00   \n",
       "                    1                              2.63e+00   \n",
       "\n",
       "                                                             path  \\\n",
       "subjectID sessionID run                                             \n",
       "sub-002   1         1    IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz   \n",
       "                    1    IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz   \n",
       "                    1    IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz   \n",
       "\n",
       "                        repositoryName  site repository_and_site       age  \\\n",
       "subjectID sessionID run                                                      \n",
       "sub-002   1         1              IXI  Guys            IXI|Guys  3.58e+01   \n",
       "                    1              IXI  Guys            IXI|Guys  3.58e+01   \n",
       "                    1              IXI  Guys            IXI|Guys  3.58e+01   \n",
       "\n",
       "                         gender  snr_total  \n",
       "subjectID sessionID run                     \n",
       "sub-002   1         1    FEMALE   1.58e+01  \n",
       "                    1    FEMALE   1.58e+01  \n",
       "                    1    FEMALE   1.58e+01  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#@title\n",
    "\n",
    "df = df_software.reset_index().set_index([\"subjectID\", \"sessionID\", \"run\"]).join(df_subjects.reset_index().set_index([\"subjectID\", \"sessionID\", \"run\"]))\n",
    "df.columns = [\"\".join(el) for el in df.columns]\n",
    "df.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4cb2b0a5",
   "metadata": {},
   "source": [
    "### Participant Analysis\n",
    "\n",
    "<img src=\"../resources/images/analysis_participant_simple.png\" alt=\"Participant Analysis\" style=\"width: 70%;\"/>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "4c42ed70",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of subjects in this analysis is: 1049\n"
     ]
    }
   ],
   "source": [
    "#@title\n",
    "print(f'Number of subjects in this analysis is: {len(df_software.reset_index()[\"subjectID\"].unique())}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1ecdd38-3112-4601-aab6-00752b05ee17",
   "metadata": {},
   "source": [
    "#### Compute metrics "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "cc206c69",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "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>slope</th>\n",
       "      <th>intercept</th>\n",
       "      <th>r_value</th>\n",
       "      <th>p_value</th>\n",
       "      <th>std_err</th>\n",
       "      <th>r_square</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>path</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz</th>\n",
       "      <td>9.76e-01</td>\n",
       "      <td>1.71e-01</td>\n",
       "      <td>8.71e-01</td>\n",
       "      <td>5.04e-47</td>\n",
       "      <td>4.54e-02</td>\n",
       "      <td>7.59e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IXI/Guys/sub-016/anat/sub-016_T1w.nii.gz</th>\n",
       "      <td>1.07e+00</td>\n",
       "      <td>-9.83e-02</td>\n",
       "      <td>9.00e-01</td>\n",
       "      <td>1.88e-54</td>\n",
       "      <td>4.28e-02</td>\n",
       "      <td>8.10e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IXI/Guys/sub-017/anat/sub-017_T1w.nii.gz</th>\n",
       "      <td>1.04e+00</td>\n",
       "      <td>1.58e-02</td>\n",
       "      <td>8.27e-01</td>\n",
       "      <td>2.77e-38</td>\n",
       "      <td>5.87e-02</td>\n",
       "      <td>6.83e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IXI/Guys/sub-019/anat/sub-019_T1w.nii.gz</th>\n",
       "      <td>9.44e-01</td>\n",
       "      <td>1.59e-01</td>\n",
       "      <td>7.79e-01</td>\n",
       "      <td>2.11e-31</td>\n",
       "      <td>6.29e-02</td>\n",
       "      <td>6.07e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IXI/Guys/sub-020/anat/sub-020_T1w.nii.gz</th>\n",
       "      <td>9.85e-01</td>\n",
       "      <td>6.31e-02</td>\n",
       "      <td>8.65e-01</td>\n",
       "      <td>1.53e-45</td>\n",
       "      <td>4.73e-02</td>\n",
       "      <td>7.48e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OASIS3/sub-OAS31164/ses-d0069/anat/sub-OAS31164_ses-d0069_run-01_T1w.nii.gz</th>\n",
       "      <td>8.85e-01</td>\n",
       "      <td>2.83e-01</td>\n",
       "      <td>8.30e-01</td>\n",
       "      <td>6.43e-39</td>\n",
       "      <td>4.91e-02</td>\n",
       "      <td>6.90e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OASIS3/sub-OAS31165/ses-d0426/anat/sub-OAS31165_ses-d0426_run-01_T1w.nii.gz</th>\n",
       "      <td>9.27e-01</td>\n",
       "      <td>2.26e-01</td>\n",
       "      <td>7.04e-01</td>\n",
       "      <td>1.91e-23</td>\n",
       "      <td>7.74e-02</td>\n",
       "      <td>4.95e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OASIS3/sub-OAS31168/ses-d0148/anat/sub-OAS31168_ses-d0148_run-01_T1w.nii.gz</th>\n",
       "      <td>9.60e-01</td>\n",
       "      <td>1.11e-01</td>\n",
       "      <td>7.94e-01</td>\n",
       "      <td>2.43e-33</td>\n",
       "      <td>6.09e-02</td>\n",
       "      <td>6.30e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OASIS3/sub-OAS31169/ses-d0620/anat/sub-OAS31169_ses-d0620_run-01_T1w.nii.gz</th>\n",
       "      <td>9.00e-01</td>\n",
       "      <td>2.07e-01</td>\n",
       "      <td>7.98e-01</td>\n",
       "      <td>6.83e-34</td>\n",
       "      <td>5.63e-02</td>\n",
       "      <td>6.36e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OASIS3/sub-OAS31172/ses-d0407/anat/sub-OAS31172_ses-d0407_run-01_T1w.nii.gz</th>\n",
       "      <td>9.13e-01</td>\n",
       "      <td>2.33e-01</td>\n",
       "      <td>8.37e-01</td>\n",
       "      <td>4.61e-40</td>\n",
       "      <td>4.94e-02</td>\n",
       "      <td>7.01e-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1049 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                       slope  intercept  \\\n",
       "path                                                                      \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz            9.76e-01   1.71e-01   \n",
       "IXI/Guys/sub-016/anat/sub-016_T1w.nii.gz            1.07e+00  -9.83e-02   \n",
       "IXI/Guys/sub-017/anat/sub-017_T1w.nii.gz            1.04e+00   1.58e-02   \n",
       "IXI/Guys/sub-019/anat/sub-019_T1w.nii.gz            9.44e-01   1.59e-01   \n",
       "IXI/Guys/sub-020/anat/sub-020_T1w.nii.gz            9.85e-01   6.31e-02   \n",
       "...                                                      ...        ...   \n",
       "OASIS3/sub-OAS31164/ses-d0069/anat/sub-OAS31164...  8.85e-01   2.83e-01   \n",
       "OASIS3/sub-OAS31165/ses-d0426/anat/sub-OAS31165...  9.27e-01   2.26e-01   \n",
       "OASIS3/sub-OAS31168/ses-d0148/anat/sub-OAS31168...  9.60e-01   1.11e-01   \n",
       "OASIS3/sub-OAS31169/ses-d0620/anat/sub-OAS31169...  9.00e-01   2.07e-01   \n",
       "OASIS3/sub-OAS31172/ses-d0407/anat/sub-OAS31172...  9.13e-01   2.33e-01   \n",
       "\n",
       "                                                     r_value   p_value  \\\n",
       "path                                                                     \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz            8.71e-01  5.04e-47   \n",
       "IXI/Guys/sub-016/anat/sub-016_T1w.nii.gz            9.00e-01  1.88e-54   \n",
       "IXI/Guys/sub-017/anat/sub-017_T1w.nii.gz            8.27e-01  2.77e-38   \n",
       "IXI/Guys/sub-019/anat/sub-019_T1w.nii.gz            7.79e-01  2.11e-31   \n",
       "IXI/Guys/sub-020/anat/sub-020_T1w.nii.gz            8.65e-01  1.53e-45   \n",
       "...                                                      ...       ...   \n",
       "OASIS3/sub-OAS31164/ses-d0069/anat/sub-OAS31164...  8.30e-01  6.43e-39   \n",
       "OASIS3/sub-OAS31165/ses-d0426/anat/sub-OAS31165...  7.04e-01  1.91e-23   \n",
       "OASIS3/sub-OAS31168/ses-d0148/anat/sub-OAS31168...  7.94e-01  2.43e-33   \n",
       "OASIS3/sub-OAS31169/ses-d0620/anat/sub-OAS31169...  7.98e-01  6.83e-34   \n",
       "OASIS3/sub-OAS31172/ses-d0407/anat/sub-OAS31172...  8.37e-01  4.61e-40   \n",
       "\n",
       "                                                     std_err  r_square  \n",
       "path                                                                    \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz            4.54e-02  7.59e-01  \n",
       "IXI/Guys/sub-016/anat/sub-016_T1w.nii.gz            4.28e-02  8.10e-01  \n",
       "IXI/Guys/sub-017/anat/sub-017_T1w.nii.gz            5.87e-02  6.83e-01  \n",
       "IXI/Guys/sub-019/anat/sub-019_T1w.nii.gz            6.29e-02  6.07e-01  \n",
       "IXI/Guys/sub-020/anat/sub-020_T1w.nii.gz            4.73e-02  7.48e-01  \n",
       "...                                                      ...       ...  \n",
       "OASIS3/sub-OAS31164/ses-d0069/anat/sub-OAS31164...  4.91e-02  6.90e-01  \n",
       "OASIS3/sub-OAS31165/ses-d0426/anat/sub-OAS31165...  7.74e-02  4.95e-01  \n",
       "OASIS3/sub-OAS31168/ses-d0148/anat/sub-OAS31168...  6.09e-02  6.30e-01  \n",
       "OASIS3/sub-OAS31169/ses-d0620/anat/sub-OAS31169...  5.63e-02  6.36e-01  \n",
       "OASIS3/sub-OAS31172/ses-d0407/anat/sub-OAS31172...  4.94e-02  7.01e-01  \n",
       "\n",
       "[1049 rows x 6 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#@title\n",
    "sub_grouped_by, sub_grouped_by_stats = get_regression_metrics(df_software, ['path'], (metric_analysis, pipeline1), (metric_analysis, pipeline2))\n",
    "\n",
    "df_ct = df_software.reset_index()[[\"path\", var_compare, \"roiName\", \"corticalThicknessAverage\"]].melt(id_vars=[\"path\", var_compare, \"roiName\"])\n",
    "\n",
    "all_subjects_icc = []\n",
    "\n",
    "for path_sub in df_ct[\"path\"].unique():\n",
    "    df_icc_roi = pg.intraclass_corr(data=df_ct.loc[df_ct[\"path\"] == path_sub], \n",
    "                                    targets='roiName', raters='software',\n",
    "                                    ratings='value')\n",
    "    df_icc_roi[\"path\"] = path_sub\n",
    "\n",
    "    all_subjects_icc.append(df_icc_roi.loc[df_icc_roi[\"Type\"]==\"ICC3\"])\n",
    "\n",
    "df_icc_sub = pd.concat(all_subjects_icc).set_index(\"path\")\n",
    "\n",
    "df_subject_info = df_subjects.join(sub_grouped_by_stats).join(df_icc_sub[[\"ICC\"]])\n",
    "df_subject_info = df_subject_info[~df_subject_info[\"slope\"].isna()]\n",
    "\n",
    "sub_grouped_by_stats"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "399617eb-8b05-4d36-8c85-b57f0ba9ed91",
   "metadata": {},
   "source": [
    "#### Reproducibility metrics analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6da3ffe4-845a-4543-9c2a-c9cb388bbe52",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "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>repositoryName</th>\n",
       "      <th>site</th>\n",
       "      <th>repository_and_site</th>\n",
       "      <th>subjectID</th>\n",
       "      <th>sessionID</th>\n",
       "      <th>run</th>\n",
       "      <th>age</th>\n",
       "      <th>gender</th>\n",
       "      <th>snr_total</th>\n",
       "      <th>slope</th>\n",
       "      <th>intercept</th>\n",
       "      <th>r_value</th>\n",
       "      <th>p_value</th>\n",
       "      <th>std_err</th>\n",
       "      <th>r_square</th>\n",
       "      <th>ICC</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>path</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz</th>\n",
       "      <td>IXI</td>\n",
       "      <td>Guys</td>\n",
       "      <td>IXI|Guys</td>\n",
       "      <td>sub-002</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3.58e+01</td>\n",
       "      <td>FEMALE</td>\n",
       "      <td>1.58e+01</td>\n",
       "      <td>9.76e-01</td>\n",
       "      <td>1.71e-01</td>\n",
       "      <td>8.71e-01</td>\n",
       "      <td>5.04e-47</td>\n",
       "      <td>4.54e-02</td>\n",
       "      <td>7.59e-01</td>\n",
       "      <td>8.66e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IXI/Guys/sub-016/anat/sub-016_T1w.nii.gz</th>\n",
       "      <td>IXI</td>\n",
       "      <td>Guys</td>\n",
       "      <td>IXI|Guys</td>\n",
       "      <td>sub-016</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5.52e+01</td>\n",
       "      <td>MALE</td>\n",
       "      <td>1.46e+01</td>\n",
       "      <td>1.07e+00</td>\n",
       "      <td>-9.83e-02</td>\n",
       "      <td>9.00e-01</td>\n",
       "      <td>1.88e-54</td>\n",
       "      <td>4.28e-02</td>\n",
       "      <td>8.10e-01</td>\n",
       "      <td>8.87e-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         repositoryName  site  \\\n",
       "path                                                            \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz            IXI  Guys   \n",
       "IXI/Guys/sub-016/anat/sub-016_T1w.nii.gz            IXI  Guys   \n",
       "\n",
       "                                         repository_and_site subjectID  \\\n",
       "path                                                                     \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz            IXI|Guys   sub-002   \n",
       "IXI/Guys/sub-016/anat/sub-016_T1w.nii.gz            IXI|Guys   sub-016   \n",
       "\n",
       "                                         sessionID  run       age  gender  \\\n",
       "path                                                                        \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz         1    1  3.58e+01  FEMALE   \n",
       "IXI/Guys/sub-016/anat/sub-016_T1w.nii.gz         1    1  5.52e+01    MALE   \n",
       "\n",
       "                                          snr_total     slope  intercept  \\\n",
       "path                                                                       \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz   1.58e+01  9.76e-01   1.71e-01   \n",
       "IXI/Guys/sub-016/anat/sub-016_T1w.nii.gz   1.46e+01  1.07e+00  -9.83e-02   \n",
       "\n",
       "                                           r_value   p_value   std_err  \\\n",
       "path                                                                     \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz  8.71e-01  5.04e-47  4.54e-02   \n",
       "IXI/Guys/sub-016/anat/sub-016_T1w.nii.gz  9.00e-01  1.88e-54  4.28e-02   \n",
       "\n",
       "                                          r_square       ICC  \n",
       "path                                                          \n",
       "IXI/Guys/sub-002/anat/sub-002_T1w.nii.gz  7.59e-01  8.66e-01  \n",
       "IXI/Guys/sub-016/anat/sub-016_T1w.nii.gz  8.10e-01  8.87e-01  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_subject_info.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "77dcfc25-bc4a-44df-afb9-d60694ea2a5a",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "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>ICC</th>\n",
       "      <th>$R^2$</th>\n",
       "      <th>slope</th>\n",
       "      <th>intercept</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>repository_and_site</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>IXI|Guys</th>\n",
       "      <td>0.82+/- 0.04</td>\n",
       "      <td>0.69+/- 0.06</td>\n",
       "      <td>0.95+/- 0.07</td>\n",
       "      <td>0.17+/- 0.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IXI|HH</th>\n",
       "      <td>0.79+/- 0.07</td>\n",
       "      <td>0.65+/- 0.09</td>\n",
       "      <td>0.97+/- 0.12</td>\n",
       "      <td>0.09+/- 0.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IXI|IOP</th>\n",
       "      <td>0.60+/- 0.08</td>\n",
       "      <td>0.38+/- 0.10</td>\n",
       "      <td>0.78+/- 0.12</td>\n",
       "      <td>0.54+/- 0.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OASIS3</th>\n",
       "      <td>0.80+/- 0.06</td>\n",
       "      <td>0.65+/- 0.08</td>\n",
       "      <td>0.89+/- 0.08</td>\n",
       "      <td>0.27+/- 0.19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               ICC          $R^2$          slope  \\\n",
       "repository_and_site                                                \n",
       "IXI|Guys              0.82+/- 0.04   0.69+/- 0.06   0.95+/- 0.07   \n",
       "IXI|HH                0.79+/- 0.07   0.65+/- 0.09   0.97+/- 0.12   \n",
       "IXI|IOP               0.60+/- 0.08   0.38+/- 0.10   0.78+/- 0.12   \n",
       "OASIS3                0.80+/- 0.06   0.65+/- 0.08   0.89+/- 0.08   \n",
       "\n",
       "                         intercept  \n",
       "repository_and_site                 \n",
       "IXI|Guys              0.17+/- 0.17  \n",
       "IXI|HH                0.09+/- 0.25  \n",
       "IXI|IOP               0.54+/- 0.32  \n",
       "OASIS3                0.27+/- 0.19  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#@title\n",
    "df_subject_info.groupby(by=var_compare).apply(lambda x: pd.Series([f'{x[\"ICC\"].mean(): 0.2f}+/-{x[\"ICC\"].std(): 0.2f}',\n",
    "                                                                   f'{x[\"r_square\"].mean(): 0.2f}+/-{x[\"r_square\"].std(): 0.2f}',\n",
    "                                                                   f'{x[\"slope\"].mean(): 0.2f}+/-{x[\"slope\"].std(): 0.2f}',\n",
    "                                                                   f'{x[\"intercept\"].mean(): 0.2f}+/-{x[\"intercept\"].std(): 0.2f}'], \n",
    "                                                                   index=['ICC', '$R^2$', 'slope', 'intercept']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "1a6f5f8b-0c9f-423f-9945-9c84df3f10ab",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [],
   "source": [
    "def latex_float(float_str):\n",
    "    \n",
    "    if \"e\" in float_str:\n",
    "        base, exponent = float_str.split(\"e\")\n",
    "        return r\"{0} \\times 10^{{{1}}}\".format(base, int(exponent))\n",
    "    else:\n",
    "        return float_str"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "da4f23fd-dfbe-4a17-b65c-c353f9cc1b37",
   "metadata": {},
   "outputs": [],
   "source": [
    "#### Analysis of age effect on reproducibility metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "67b63fdb-cbc5-4c45-b880-a5f4b9595093",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$\\displaystyle R^2_{IXI|Guys}=-8.5 \\times 10^{-4}age +  3.5 \\times 10^{-3}SNR +  6.9 \\times 10^{-1}$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$\\displaystyle R^2_{IXI|HH}=-3.3 \\times 10^{-4}age +  3.0 \\times 10^{-2}SNR +  1.7 \\times 10^{-1}$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$\\displaystyle R^2_{IXI|IOP}=-3.8 \\times 10^{-4}age +  2.2 \\times 10^{-2}SNR +  2.4 \\times 10^{-2}$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$\\displaystyle R^2_{OASIS3}= 9.7 \\times 10^{-4}age +  2.3 \\times 10^{-2}SNR +  3.7 \\times 10^{-1}$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$\\displaystyle ICC_{IXI|Guys}=-3.2 \\times 10^{-4}age +  2.6 \\times 10^{-3}SNR +  8.0 \\times 10^{-1}$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$\\displaystyle ICC_{IXI|HH}= 1.1 \\times 10^{-4}age +  2.6 \\times 10^{-2}SNR +  3.6 \\times 10^{-1}$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$\\displaystyle ICC_{IXI|IOP}=-2.2 \\times 10^{-4}age +  1.8 \\times 10^{-2}SNR +  3.0 \\times 10^{-1}$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$\\displaystyle ICC_{OASIS3}= 9.1 \\times 10^{-4}age +  1.9 \\times 10^{-2}SNR +  5.6 \\times 10^{-1}$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import re, seaborn as sns\n",
    "import numpy as np\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from matplotlib.colors import ListedColormap\n",
    "from IPython.display import display, Math\n",
    "\n",
    "reproducibility_measures = [(\"r_square\", \"$R^2$\"), (\"ICC\", \"ICC\")]\n",
    "for rep_measure, label_measure in reproducibility_measures:\n",
    "    \n",
    "    for el in df_subject_info[var_compare].unique():\n",
    "        legend = el\n",
    "   \n",
    "        data_filtered = df_subject_info.loc[df_subject_info[var_compare] == el]\n",
    "                \n",
    "        x_values = data_filtered[[\"age\", \"snr_total\"]]\n",
    "        y_values = data_filtered[rep_measure]\n",
    "        \n",
    "        model = LinearRegression().fit(x_values, y_values)\n",
    "\n",
    "        \n",
    "        age_weight = latex_float(f'{model.coef_[0]: 0.1e}')\n",
    "        SNR_weight = latex_float(f'{model.coef_[1]: 0.1e}')\n",
    "        intercept = latex_float(f'{model.intercept_: 0.1e}')\n",
    "        \n",
    "        eq = f'${label_measure.replace(\"$\", \"\")}_' + \"{\" + legend + \"}\" + f'={age_weight}age + {SNR_weight}SNR + {intercept}$'\n",
    "        display(Math(r'{}'.format(eq)))\n",
    "        \n",
    "    x= df_subject_info[\"age\"].values\n",
    "    y= df_subject_info[\"snr_total\"].values\n",
    "    z= df_subject_info[rep_measure].values\n",
    "\n",
    "    # axes instance\n",
    "    fig = plt.figure(figsize=(6,6))\n",
    "    ax = Axes3D(fig, auto_add_to_figure=False)\n",
    "    fig.add_axes(ax)\n",
    "\n",
    "    # get colormap from seaborn\n",
    "    cmap = ListedColormap(sns.color_palette(\"husl\", 256).as_hex())\n",
    "\n",
    "    # plot\n",
    "    sc = ax.scatter(x, y, z, s=40, c=[color_pallete[el] for el in df_subject_info[var_compare].values], marker='o', cmap=cmap, alpha=1)\n",
    "\n",
    "    ax.set_xlabel('Age', labelpad=15)\n",
    "    ax.set_ylabel('SNR', labelpad=45)\n",
    "    ax.set_zlabel(label_measure, labelpad=15)\n",
    "\n",
    "    ax.view_init(elev=10., azim=45)\n",
    "\n",
    "    plt.subplots_adjust(bottom=0.2, top=2)\n",
    "    plt.setp(ax.get_yticklabels(), rotation=30, horizontalalignment='right')\n",
    "\n",
    "    plt.show()\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86943ed3",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "source": [
    "### ROI Analysis\n",
    "\n",
    "<img src=\"../resources/images/analysis_roi_simple.png\" alt=\"Participant Analysis\" style=\"width: 70%;\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb35e3da-e8db-4662-b3d9-1babc5f43021",
   "metadata": {},
   "source": [
    "#### Compute metrics "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "79ac3205",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "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></th>\n",
       "      <th>slope</th>\n",
       "      <th>intercept</th>\n",
       "      <th>r_value</th>\n",
       "      <th>p_value</th>\n",
       "      <th>std_err</th>\n",
       "      <th>r_square</th>\n",
       "      <th>ICC</th>\n",
       "      <th>CI95%</th>\n",
       "      <th>name</th>\n",
       "      <th>hem</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>roiName</th>\n",
       "      <th>repository_and_site</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">lG_Ins_lg_and_S_cent_ins</th>\n",
       "      <th>IXI|Guys</th>\n",
       "      <td>4.43e-01</td>\n",
       "      <td>1.71e+00</td>\n",
       "      <td>4.91e-01</td>\n",
       "      <td>2.44e-20</td>\n",
       "      <td>4.46e-02</td>\n",
       "      <td>2.41e-01</td>\n",
       "      <td>4.88e-01</td>\n",
       "      <td>[0.4, 0.57]</td>\n",
       "      <td>Long insular gyrus and central sulcus of the i...</td>\n",
       "      <td>Left</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IXI|HH</th>\n",
       "      <td>2.48e-01</td>\n",
       "      <td>2.13e+00</td>\n",
       "      <td>2.69e-01</td>\n",
       "      <td>2.76e-04</td>\n",
       "      <td>6.69e-02</td>\n",
       "      <td>7.22e-02</td>\n",
       "      <td>2.68e-01</td>\n",
       "      <td>[0.13, 0.4]</td>\n",
       "      <td>Long insular gyrus and central sulcus of the i...</td>\n",
       "      <td>Left</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IXI|IOP</th>\n",
       "      <td>2.29e-01</td>\n",
       "      <td>2.09e+00</td>\n",
       "      <td>2.97e-01</td>\n",
       "      <td>1.46e-02</td>\n",
       "      <td>9.12e-02</td>\n",
       "      <td>8.83e-02</td>\n",
       "      <td>2.87e-01</td>\n",
       "      <td>[0.05, 0.49]</td>\n",
       "      <td>Long insular gyrus and central sulcus of the i...</td>\n",
       "      <td>Left</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OASIS3</th>\n",
       "      <td>4.76e-01</td>\n",
       "      <td>1.62e+00</td>\n",
       "      <td>5.30e-01</td>\n",
       "      <td>5.94e-37</td>\n",
       "      <td>3.44e-02</td>\n",
       "      <td>2.81e-01</td>\n",
       "      <td>5.27e-01</td>\n",
       "      <td>[0.46, 0.59]</td>\n",
       "      <td>Long insular gyrus and central sulcus of the i...</td>\n",
       "      <td>Left</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lG_and_S_cingul-Ant</th>\n",
       "      <th>IXI|Guys</th>\n",
       "      <td>5.44e-01</td>\n",
       "      <td>1.28e+00</td>\n",
       "      <td>5.91e-01</td>\n",
       "      <td>9.88e-31</td>\n",
       "      <td>4.22e-02</td>\n",
       "      <td>3.49e-01</td>\n",
       "      <td>5.89e-01</td>\n",
       "      <td>[0.51, 0.66]</td>\n",
       "      <td>Anterior part of the cingulate gyrus and sulcus</td>\n",
       "      <td>Left</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rS_temporal_sup</th>\n",
       "      <th>OASIS3</th>\n",
       "      <td>8.28e-01</td>\n",
       "      <td>3.38e-01</td>\n",
       "      <td>8.24e-01</td>\n",
       "      <td>6.46e-123</td>\n",
       "      <td>2.57e-02</td>\n",
       "      <td>6.80e-01</td>\n",
       "      <td>8.24e-01</td>\n",
       "      <td>[0.79, 0.85]</td>\n",
       "      <td>Superior temporal sulcus</td>\n",
       "      <td>Right</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">rS_temporal_transverse</th>\n",
       "      <th>IXI|Guys</th>\n",
       "      <td>7.02e-01</td>\n",
       "      <td>7.90e-01</td>\n",
       "      <td>4.96e-01</td>\n",
       "      <td>8.15e-21</td>\n",
       "      <td>6.97e-02</td>\n",
       "      <td>2.46e-01</td>\n",
       "      <td>4.68e-01</td>\n",
       "      <td>[0.38, 0.55]</td>\n",
       "      <td>Transverse temporal sulcus</td>\n",
       "      <td>Right</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IXI|HH</th>\n",
       "      <td>7.15e-01</td>\n",
       "      <td>7.17e-01</td>\n",
       "      <td>4.46e-01</td>\n",
       "      <td>4.06e-10</td>\n",
       "      <td>1.08e-01</td>\n",
       "      <td>1.99e-01</td>\n",
       "      <td>4.00e-01</td>\n",
       "      <td>[0.27, 0.52]</td>\n",
       "      <td>Transverse temporal sulcus</td>\n",
       "      <td>Right</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IXI|IOP</th>\n",
       "      <td>5.92e-01</td>\n",
       "      <td>1.12e+00</td>\n",
       "      <td>3.64e-01</td>\n",
       "      <td>2.46e-03</td>\n",
       "      <td>1.88e-01</td>\n",
       "      <td>1.33e-01</td>\n",
       "      <td>3.25e-01</td>\n",
       "      <td>[0.09, 0.52]</td>\n",
       "      <td>Transverse temporal sulcus</td>\n",
       "      <td>Right</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OASIS3</th>\n",
       "      <td>7.91e-01</td>\n",
       "      <td>6.32e-01</td>\n",
       "      <td>5.63e-01</td>\n",
       "      <td>1.89e-42</td>\n",
       "      <td>5.25e-02</td>\n",
       "      <td>3.17e-01</td>\n",
       "      <td>5.32e-01</td>\n",
       "      <td>[0.47, 0.59]</td>\n",
       "      <td>Transverse temporal sulcus</td>\n",
       "      <td>Right</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>592 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 slope  intercept   r_value  \\\n",
       "roiName                  repository_and_site                                  \n",
       "lG_Ins_lg_and_S_cent_ins IXI|Guys             4.43e-01   1.71e+00  4.91e-01   \n",
       "                         IXI|HH               2.48e-01   2.13e+00  2.69e-01   \n",
       "                         IXI|IOP              2.29e-01   2.09e+00  2.97e-01   \n",
       "                         OASIS3               4.76e-01   1.62e+00  5.30e-01   \n",
       "lG_and_S_cingul-Ant      IXI|Guys             5.44e-01   1.28e+00  5.91e-01   \n",
       "...                                                ...        ...       ...   \n",
       "rS_temporal_sup          OASIS3               8.28e-01   3.38e-01  8.24e-01   \n",
       "rS_temporal_transverse   IXI|Guys             7.02e-01   7.90e-01  4.96e-01   \n",
       "                         IXI|HH               7.15e-01   7.17e-01  4.46e-01   \n",
       "                         IXI|IOP              5.92e-01   1.12e+00  3.64e-01   \n",
       "                         OASIS3               7.91e-01   6.32e-01  5.63e-01   \n",
       "\n",
       "                                                p_value   std_err  r_square  \\\n",
       "roiName                  repository_and_site                                  \n",
       "lG_Ins_lg_and_S_cent_ins IXI|Guys              2.44e-20  4.46e-02  2.41e-01   \n",
       "                         IXI|HH                2.76e-04  6.69e-02  7.22e-02   \n",
       "                         IXI|IOP               1.46e-02  9.12e-02  8.83e-02   \n",
       "                         OASIS3                5.94e-37  3.44e-02  2.81e-01   \n",
       "lG_and_S_cingul-Ant      IXI|Guys              9.88e-31  4.22e-02  3.49e-01   \n",
       "...                                                 ...       ...       ...   \n",
       "rS_temporal_sup          OASIS3               6.46e-123  2.57e-02  6.80e-01   \n",
       "rS_temporal_transverse   IXI|Guys              8.15e-21  6.97e-02  2.46e-01   \n",
       "                         IXI|HH                4.06e-10  1.08e-01  1.99e-01   \n",
       "                         IXI|IOP               2.46e-03  1.88e-01  1.33e-01   \n",
       "                         OASIS3                1.89e-42  5.25e-02  3.17e-01   \n",
       "\n",
       "                                                   ICC         CI95%  \\\n",
       "roiName                  repository_and_site                           \n",
       "lG_Ins_lg_and_S_cent_ins IXI|Guys             4.88e-01   [0.4, 0.57]   \n",
       "                         IXI|HH               2.68e-01   [0.13, 0.4]   \n",
       "                         IXI|IOP              2.87e-01  [0.05, 0.49]   \n",
       "                         OASIS3               5.27e-01  [0.46, 0.59]   \n",
       "lG_and_S_cingul-Ant      IXI|Guys             5.89e-01  [0.51, 0.66]   \n",
       "...                                                ...           ...   \n",
       "rS_temporal_sup          OASIS3               8.24e-01  [0.79, 0.85]   \n",
       "rS_temporal_transverse   IXI|Guys             4.68e-01  [0.38, 0.55]   \n",
       "                         IXI|HH               4.00e-01  [0.27, 0.52]   \n",
       "                         IXI|IOP              3.25e-01  [0.09, 0.52]   \n",
       "                         OASIS3               5.32e-01  [0.47, 0.59]   \n",
       "\n",
       "                                                                                           name  \\\n",
       "roiName                  repository_and_site                                                      \n",
       "lG_Ins_lg_and_S_cent_ins IXI|Guys             Long insular gyrus and central sulcus of the i...   \n",
       "                         IXI|HH               Long insular gyrus and central sulcus of the i...   \n",
       "                         IXI|IOP              Long insular gyrus and central sulcus of the i...   \n",
       "                         OASIS3               Long insular gyrus and central sulcus of the i...   \n",
       "lG_and_S_cingul-Ant      IXI|Guys              Anterior part of the cingulate gyrus and sulcus    \n",
       "...                                                                                         ...   \n",
       "rS_temporal_sup          OASIS3                                       Superior temporal sulcus    \n",
       "rS_temporal_transverse   IXI|Guys                                    Transverse temporal sulcus   \n",
       "                         IXI|HH                                      Transverse temporal sulcus   \n",
       "                         IXI|IOP                                     Transverse temporal sulcus   \n",
       "                         OASIS3                                      Transverse temporal sulcus   \n",
       "\n",
       "                                                hem  \n",
       "roiName                  repository_and_site         \n",
       "lG_Ins_lg_and_S_cent_ins IXI|Guys              Left  \n",
       "                         IXI|HH                Left  \n",
       "                         IXI|IOP               Left  \n",
       "                         OASIS3                Left  \n",
       "lG_and_S_cingul-Ant      IXI|Guys              Left  \n",
       "...                                             ...  \n",
       "rS_temporal_sup          OASIS3               Right  \n",
       "rS_temporal_transverse   IXI|Guys             Right  \n",
       "                         IXI|HH               Right  \n",
       "                         IXI|IOP              Right  \n",
       "                         OASIS3               Right  \n",
       "\n",
       "[592 rows x 10 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#@title\n",
    "roi_grouped_by, roi_grouped_by_stats = get_regression_metrics(df_software, [\"roiName\", var_compare], (metric_analysis, pipeline1), (metric_analysis, pipeline2))\n",
    "\n",
    "all_rois = []\n",
    "\n",
    "for var in df_ct[var_compare].unique():\n",
    "    for roi_name in df_ct[\"roiName\"].unique():\n",
    "        df_icc_roi = pg.intraclass_corr(data=df_ct.loc[(df_ct[\"roiName\"] == roi_name) & (df_ct[var_compare] == var)], \n",
    "                                        targets='path', raters='software',\n",
    "                                        ratings='value')\n",
    "        df_icc_roi[\"roiName\"] = roi_name\n",
    "        df_icc_roi[var_compare] = var\n",
    "        \n",
    "        all_rois.append(df_icc_roi.loc[df_icc_roi[\"Type\"]==\"ICC3\"])\n",
    "        \n",
    "df_icc_rois = pd.concat(all_rois)\n",
    "\n",
    "\n",
    "roi_grouped_by_stats = roi_grouped_by_stats.join(pd.concat(all_rois).set_index([\"roiName\", var_compare])[[\"ICC\", \"CI95%\"]])\n",
    "\n",
    "map_abbrev_to_name = df_names_rois.set_index(\"label\")[[\"name\"]].to_dict(\"series\")[\"name\"]\n",
    "hem_label = {\"r\": \"Right\", \"l\": \"Left\"}\n",
    "\n",
    "roi_grouped_by_stats[\"name\"] = roi_grouped_by_stats.index.to_frame().roiName.apply(lambda x: map_abbrev_to_name[x[1:]])\n",
    "roi_grouped_by_stats[\"hem\"] = roi_grouped_by_stats.index.to_frame().roiName.apply(lambda x: hem_label[x[0].lower()])\n",
    "\n",
    "dfs = []\n",
    "\n",
    "rois_info = roi_grouped_by_stats.copy()\n",
    "rois_info[\"label\"] = roi_grouped_by_stats.index.get_level_values(0).str[1:].str.strip()\n",
    "rois_info[\"hem\"] = roi_grouped_by_stats.index.get_level_values(0).str[0]\n",
    "rois_info = rois_info.reset_index().set_index([\"label\", \"hem\", var_compare])\n",
    "\n",
    "for var in rois_info.index.get_level_values(2).unique():\n",
    "    for hem in rois_info.index.get_level_values(1).unique():\n",
    "        df_areas_metrics_var = pd.concat([df_areas, df_areas[\"Label\"].apply(lambda x: rois_info.loc[(x, hem, var)])], axis=1)\n",
    "        df_areas_metrics_var[var_compare] = var\n",
    "        dfs.append(df_areas_metrics_var)\n",
    "df_areas_metrics = pd.concat(dfs)\n",
    "df_areas_metrics[\"hem\"] = df_areas_metrics[\"roiName\"].str[0]\n",
    "\n",
    "df_icc = df_areas_metrics.pivot_table(index=\"name\", columns=[var_compare, \"hem\"], values=[\"ICC\"])\n",
    "\n",
    "df_ci = df_areas_metrics.pivot_table(index=\"name\", columns=[var_compare, \"hem\"], values=[\"CI95%\"])\n",
    "\n",
    "df_ci_icc = df_icc.join(df_ci) \n",
    " \n",
    "df_ci_icc.columns = df_ci_icc.columns.swaplevel(0, 2)\n",
    "df_ci_icc.columns = df_ci_icc.columns.swaplevel(0, 1)\n",
    "df_ci_icc = df_ci_icc[[df_ci_icc.columns[0], df_ci_icc.columns[-8], \n",
    "                     df_ci_icc.columns[1], df_ci_icc.columns[-7], \n",
    "                     df_ci_icc.columns[2], df_ci_icc.columns[-6], \n",
    "                     df_ci_icc.columns[3], df_ci_icc.columns[-5], \n",
    "                     df_ci_icc.columns[4], df_ci_icc.columns[-4],\n",
    "                     df_ci_icc.columns[5], df_ci_icc.columns[-3], \n",
    "                     df_ci_icc.columns[6], df_ci_icc.columns[-2],\n",
    "                     df_ci_icc.columns[7], df_ci_icc.columns[-1]]] \n",
    "\n",
    "roi_grouped_by_stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "4db9663d-5c9e-4efc-829a-b2f44fcfcd1d",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "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>Contrast</th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>Paired</th>\n",
       "      <th>Parametric</th>\n",
       "      <th>T</th>\n",
       "      <th>dof</th>\n",
       "      <th>alternative</th>\n",
       "      <th>p-unc</th>\n",
       "      <th>BF10</th>\n",
       "      <th>cohen</th>\n",
       "      <th>roiName</th>\n",
       "      <th>repository_and_site</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>software</td>\n",
       "      <td>ACPC_CAT12</td>\n",
       "      <td>FREESURFER</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>-7.13e-01</td>\n",
       "      <td>3.11e+02</td>\n",
       "      <td>two-sided</td>\n",
       "      <td>4.76e-01</td>\n",
       "      <td>0.082</td>\n",
       "      <td>-4.08e-02</td>\n",
       "      <td>lG_Ins_lg_and_S_cent_ins</td>\n",
       "      <td>IXI|Guys</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>software</td>\n",
       "      <td>ACPC_CAT12</td>\n",
       "      <td>FREESURFER</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>-1.83e+01</td>\n",
       "      <td>3.11e+02</td>\n",
       "      <td>two-sided</td>\n",
       "      <td>1.85e-51</td>\n",
       "      <td>9.934e+47</td>\n",
       "      <td>-9.42e-01</td>\n",
       "      <td>lG_and_S_cingul-Ant</td>\n",
       "      <td>IXI|Guys</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>software</td>\n",
       "      <td>ACPC_CAT12</td>\n",
       "      <td>FREESURFER</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>7.73e+00</td>\n",
       "      <td>3.11e+02</td>\n",
       "      <td>two-sided</td>\n",
       "      <td>1.45e-13</td>\n",
       "      <td>3.845e+10</td>\n",
       "      <td>3.97e-01</td>\n",
       "      <td>lG_and_S_cingul-Mid-Ant</td>\n",
       "      <td>IXI|Guys</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>software</td>\n",
       "      <td>ACPC_CAT12</td>\n",
       "      <td>FREESURFER</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>5.18e-01</td>\n",
       "      <td>3.11e+02</td>\n",
       "      <td>two-sided</td>\n",
       "      <td>6.05e-01</td>\n",
       "      <td>0.073</td>\n",
       "      <td>2.17e-02</td>\n",
       "      <td>lG_and_S_cingul-Mid-Post</td>\n",
       "      <td>IXI|Guys</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Contrast           A           B  Paired  Parametric         T       dof  \\\n",
       "0  software  ACPC_CAT12  FREESURFER    True        True -7.13e-01  3.11e+02   \n",
       "0  software  ACPC_CAT12  FREESURFER    True        True -1.83e+01  3.11e+02   \n",
       "0  software  ACPC_CAT12  FREESURFER    True        True  7.73e+00  3.11e+02   \n",
       "0  software  ACPC_CAT12  FREESURFER    True        True  5.18e-01  3.11e+02   \n",
       "\n",
       "  alternative     p-unc       BF10     cohen                   roiName  \\\n",
       "0   two-sided  4.76e-01      0.082 -4.08e-02  lG_Ins_lg_and_S_cent_ins   \n",
       "0   two-sided  1.85e-51  9.934e+47 -9.42e-01       lG_and_S_cingul-Ant   \n",
       "0   two-sided  1.45e-13  3.845e+10  3.97e-01   lG_and_S_cingul-Mid-Ant   \n",
       "0   two-sided  6.05e-01      0.073  2.17e-02  lG_and_S_cingul-Mid-Post   \n",
       "\n",
       "  repository_and_site  \n",
       "0            IXI|Guys  \n",
       "0            IXI|Guys  \n",
       "0            IXI|Guys  \n",
       "0            IXI|Guys  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pingouin as pg\n",
    "\n",
    "all_df = []\n",
    "for var in df_ct[var_compare].unique():\n",
    "    for roiname in df_ct['roiName'].unique():\n",
    "        df_posthoc = pg.pairwise_ttests(data=df_ct.loc[(df_ct['roiName'] == roiname) & (df_ct[var_compare] == var)], \n",
    "                                        dv='value', within='software', subject='path',\n",
    "                                     parametric=True, padjust='fdr_bh', effsize='cohen')\n",
    "\n",
    "        # Pretty printing of table\n",
    "        df_posthoc['roiName'] = roiname\n",
    "        df_posthoc[var_compare] = var\n",
    "        all_df.append(df_posthoc)\n",
    "df_f_p_value = pd.concat(all_df)\n",
    "df_f_p_value.head(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "da0ebe61-a48c-448b-9dd6-78686d47770c",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "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 tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"8\" halign=\"left\">r_square</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>repository_and_site</th>\n",
       "      <th colspan=\"2\" halign=\"left\">IXI|Guys</th>\n",
       "      <th colspan=\"2\" halign=\"left\">IXI|HH</th>\n",
       "      <th colspan=\"2\" halign=\"left\">IXI|IOP</th>\n",
       "      <th colspan=\"2\" halign=\"left\">OASIS3</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hem</th>\n",
       "      <th>Left</th>\n",
       "      <th>Right</th>\n",
       "      <th>Left</th>\n",
       "      <th>Right</th>\n",
       "      <th>Left</th>\n",
       "      <th>Right</th>\n",
       "      <th>Left</th>\n",
       "      <th>Right</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Angular gyrus</th>\n",
       "      <td>6.29e-01</td>\n",
       "      <td>6.28e-01</td>\n",
       "      <td>6.89e-01</td>\n",
       "      <td>6.09e-01</td>\n",
       "      <td>4.25e-01</td>\n",
       "      <td>3.62e-01</td>\n",
       "      <td>5.78e-01</td>\n",
       "      <td>6.87e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Anterior occipital sulcus and preoccipital notch</th>\n",
       "      <td>4.92e-01</td>\n",
       "      <td>5.44e-01</td>\n",
       "      <td>3.70e-01</td>\n",
       "      <td>5.21e-01</td>\n",
       "      <td>4.99e-01</td>\n",
       "      <td>3.88e-01</td>\n",
       "      <td>3.45e-01</td>\n",
       "      <td>5.30e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Anterior part of the cingulate gyrus and sulcus</th>\n",
       "      <td>3.49e-01</td>\n",
       "      <td>3.31e-01</td>\n",
       "      <td>3.20e-01</td>\n",
       "      <td>4.29e-01</td>\n",
       "      <td>1.13e-01</td>\n",
       "      <td>1.38e-01</td>\n",
       "      <td>1.87e-01</td>\n",
       "      <td>1.98e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Anterior segment of the circular sulcus of the insula</th>\n",
       "      <td>1.10e-01</td>\n",
       "      <td>2.46e-01</td>\n",
       "      <td>8.89e-02</td>\n",
       "      <td>1.70e-01</td>\n",
       "      <td>5.75e-02</td>\n",
       "      <td>1.25e-02</td>\n",
       "      <td>2.34e-01</td>\n",
       "      <td>2.22e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Anterior transverse collateral sulcus</th>\n",
       "      <td>3.67e-03</td>\n",
       "      <td>1.26e-02</td>\n",
       "      <td>1.49e-02</td>\n",
       "      <td>1.97e-02</td>\n",
       "      <td>2.35e-03</td>\n",
       "      <td>2.21e-04</td>\n",
       "      <td>5.20e-05</td>\n",
       "      <td>5.61e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Temporal pole</th>\n",
       "      <td>1.77e-01</td>\n",
       "      <td>3.16e-01</td>\n",
       "      <td>4.99e-01</td>\n",
       "      <td>3.75e-01</td>\n",
       "      <td>1.85e-01</td>\n",
       "      <td>9.46e-02</td>\n",
       "      <td>2.09e-01</td>\n",
       "      <td>2.70e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Transverse frontopolar gyri and sulci</th>\n",
       "      <td>3.25e-01</td>\n",
       "      <td>4.72e-01</td>\n",
       "      <td>4.36e-01</td>\n",
       "      <td>5.17e-01</td>\n",
       "      <td>9.51e-02</td>\n",
       "      <td>2.84e-01</td>\n",
       "      <td>1.87e-01</td>\n",
       "      <td>1.25e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Transverse temporal sulcus</th>\n",
       "      <td>5.10e-01</td>\n",
       "      <td>2.46e-01</td>\n",
       "      <td>4.22e-01</td>\n",
       "      <td>1.99e-01</td>\n",
       "      <td>4.97e-01</td>\n",
       "      <td>1.33e-01</td>\n",
       "      <td>3.74e-01</td>\n",
       "      <td>3.17e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Triangular part of the inferior frontal gyrus</th>\n",
       "      <td>6.30e-01</td>\n",
       "      <td>6.75e-01</td>\n",
       "      <td>5.94e-01</td>\n",
       "      <td>5.83e-01</td>\n",
       "      <td>5.60e-01</td>\n",
       "      <td>4.84e-01</td>\n",
       "      <td>6.28e-01</td>\n",
       "      <td>2.83e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vertical ramus of the anterior segment of the lateral sulcus</th>\n",
       "      <td>2.76e-01</td>\n",
       "      <td>2.35e-01</td>\n",
       "      <td>2.55e-01</td>\n",
       "      <td>2.40e-01</td>\n",
       "      <td>2.01e-01</td>\n",
       "      <td>1.89e-01</td>\n",
       "      <td>3.46e-01</td>\n",
       "      <td>1.78e-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>74 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    r_square            \\\n",
       "repository_and_site                                 IXI|Guys             \n",
       "hem                                                     Left     Right   \n",
       "name                                                                     \n",
       "Angular gyrus                                       6.29e-01  6.28e-01   \n",
       "Anterior occipital sulcus and preoccipital notch    4.92e-01  5.44e-01   \n",
       "Anterior part of the cingulate gyrus and sulcus     3.49e-01  3.31e-01   \n",
       "Anterior segment of the circular sulcus of the ...  1.10e-01  2.46e-01   \n",
       "Anterior transverse collateral sulcus               3.67e-03  1.26e-02   \n",
       "...                                                      ...       ...   \n",
       "Temporal pole                                       1.77e-01  3.16e-01   \n",
       "Transverse frontopolar gyri and sulci               3.25e-01  4.72e-01   \n",
       "Transverse temporal sulcus                          5.10e-01  2.46e-01   \n",
       "Triangular part of the inferior frontal gyrus       6.30e-01  6.75e-01   \n",
       "Vertical ramus of the anterior segment of the l...  2.76e-01  2.35e-01   \n",
       "\n",
       "                                                                        \\\n",
       "repository_and_site                                   IXI|HH             \n",
       "hem                                                     Left     Right   \n",
       "name                                                                     \n",
       "Angular gyrus                                       6.89e-01  6.09e-01   \n",
       "Anterior occipital sulcus and preoccipital notch    3.70e-01  5.21e-01   \n",
       "Anterior part of the cingulate gyrus and sulcus     3.20e-01  4.29e-01   \n",
       "Anterior segment of the circular sulcus of the ...  8.89e-02  1.70e-01   \n",
       "Anterior transverse collateral sulcus               1.49e-02  1.97e-02   \n",
       "...                                                      ...       ...   \n",
       "Temporal pole                                       4.99e-01  3.75e-01   \n",
       "Transverse frontopolar gyri and sulci               4.36e-01  5.17e-01   \n",
       "Transverse temporal sulcus                          4.22e-01  1.99e-01   \n",
       "Triangular part of the inferior frontal gyrus       5.94e-01  5.83e-01   \n",
       "Vertical ramus of the anterior segment of the l...  2.55e-01  2.40e-01   \n",
       "\n",
       "                                                                        \\\n",
       "repository_and_site                                  IXI|IOP             \n",
       "hem                                                     Left     Right   \n",
       "name                                                                     \n",
       "Angular gyrus                                       4.25e-01  3.62e-01   \n",
       "Anterior occipital sulcus and preoccipital notch    4.99e-01  3.88e-01   \n",
       "Anterior part of the cingulate gyrus and sulcus     1.13e-01  1.38e-01   \n",
       "Anterior segment of the circular sulcus of the ...  5.75e-02  1.25e-02   \n",
       "Anterior transverse collateral sulcus               2.35e-03  2.21e-04   \n",
       "...                                                      ...       ...   \n",
       "Temporal pole                                       1.85e-01  9.46e-02   \n",
       "Transverse frontopolar gyri and sulci               9.51e-02  2.84e-01   \n",
       "Transverse temporal sulcus                          4.97e-01  1.33e-01   \n",
       "Triangular part of the inferior frontal gyrus       5.60e-01  4.84e-01   \n",
       "Vertical ramus of the anterior segment of the l...  2.01e-01  1.89e-01   \n",
       "\n",
       "                                                                        \n",
       "repository_and_site                                   OASIS3            \n",
       "hem                                                     Left     Right  \n",
       "name                                                                    \n",
       "Angular gyrus                                       5.78e-01  6.87e-01  \n",
       "Anterior occipital sulcus and preoccipital notch    3.45e-01  5.30e-01  \n",
       "Anterior part of the cingulate gyrus and sulcus     1.87e-01  1.98e-01  \n",
       "Anterior segment of the circular sulcus of the ...  2.34e-01  2.22e-01  \n",
       "Anterior transverse collateral sulcus               5.20e-05  5.61e-03  \n",
       "...                                                      ...       ...  \n",
       "Temporal pole                                       2.09e-01  2.70e-01  \n",
       "Transverse frontopolar gyri and sulci               1.87e-01  1.25e-01  \n",
       "Transverse temporal sulcus                          3.74e-01  3.17e-01  \n",
       "Triangular part of the inferior frontal gyrus       6.28e-01  2.83e-01  \n",
       "Vertical ramus of the anterior segment of the l...  3.46e-01  1.78e-01  \n",
       "\n",
       "[74 rows x 8 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#@title\n",
    "\n",
    "df_sorted = pd.pivot_table(roi_grouped_by_stats.reset_index(), index=\"name\", values=[\"r_square\"], columns=[var_compare, \"hem\"])\n",
    "df_sorted"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fcbbace1-d188-4a15-9560-7810628dc4cc",
   "metadata": {},
   "source": [
    "#### Reproducibility metrics analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "7dca8477-8d12-4a3d-9cb8-e5c1d36e919b",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "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>ICC</th>\n",
       "      <th>$R^2$</th>\n",
       "      <th>slope</th>\n",
       "      <th>intercept</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>repository_and_site</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>IXI|Guys</th>\n",
       "      <td>0.60+/- 0.18</td>\n",
       "      <td>0.40+/- 0.19</td>\n",
       "      <td>0.68+/- 0.22</td>\n",
       "      <td>0.82+/- 0.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IXI|HH</th>\n",
       "      <td>0.59+/- 0.18</td>\n",
       "      <td>0.39+/- 0.19</td>\n",
       "      <td>0.72+/- 0.23</td>\n",
       "      <td>0.67+/- 0.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IXI|IOP</th>\n",
       "      <td>0.44+/- 0.18</td>\n",
       "      <td>0.24+/- 0.16</td>\n",
       "      <td>0.56+/- 0.25</td>\n",
       "      <td>1.09+/- 0.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OASIS3</th>\n",
       "      <td>0.59+/- 0.20</td>\n",
       "      <td>0.39+/- 0.21</td>\n",
       "      <td>0.64+/- 0.23</td>\n",
       "      <td>0.88+/- 0.59</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               ICC          $R^2$          slope  \\\n",
       "repository_and_site                                                \n",
       "IXI|Guys              0.60+/- 0.18   0.40+/- 0.19   0.68+/- 0.22   \n",
       "IXI|HH                0.59+/- 0.18   0.39+/- 0.19   0.72+/- 0.23   \n",
       "IXI|IOP               0.44+/- 0.18   0.24+/- 0.16   0.56+/- 0.25   \n",
       "OASIS3                0.59+/- 0.20   0.39+/- 0.21   0.64+/- 0.23   \n",
       "\n",
       "                         intercept  \n",
       "repository_and_site                 \n",
       "IXI|Guys              0.82+/- 0.63  \n",
       "IXI|HH                0.67+/- 0.61  \n",
       "IXI|IOP               1.09+/- 0.76  \n",
       "OASIS3                0.88+/- 0.59  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#@title\n",
    "roi_grouped_by_stats.groupby(by=var_compare).apply(lambda x: pd.Series([f'{x[\"ICC\"].mean(): 0.2f}+/-{x[\"ICC\"].std(): 0.2f}',\n",
    "                                                                        f'{x[\"r_square\"].mean(): 0.2f}+/-{x[\"r_square\"].std(): 0.2f}',\n",
    "                                                                        f'{x[\"slope\"].mean(): 0.2f}+/-{x[\"slope\"].std(): 0.2f}',\n",
    "                                                                        f'{x[\"intercept\"].mean(): 0.2f}+/-{x[\"intercept\"].std(): 0.2f}'], \n",
    "                                                                        index=['ICC', '$R^2$', 'slope', 'intercept']))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "647c71ab-92f7-4fc1-8185-d0ad3008c29d",
   "metadata": {},
   "source": [
    "##### Mean per lobe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "a04d6e40-48e9-4d72-bd28-d51b7fd1a67d",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "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 tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"4\" halign=\"left\">r_square</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>repository_and_site</th>\n",
       "      <th>IXI|Guys</th>\n",
       "      <th>IXI|HH</th>\n",
       "      <th>IXI|IOP</th>\n",
       "      <th>OASIS3</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Area</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Frontal Lobe</th>\n",
       "      <td>4.01e-01</td>\n",
       "      <td>4.18e-01</td>\n",
       "      <td>2.55e-01</td>\n",
       "      <td>3.31e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Insula</th>\n",
       "      <td>3.42e-01</td>\n",
       "      <td>2.34e-01</td>\n",
       "      <td>2.02e-01</td>\n",
       "      <td>3.65e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Limbic lobe</th>\n",
       "      <td>3.23e-01</td>\n",
       "      <td>3.23e-01</td>\n",
       "      <td>1.90e-01</td>\n",
       "      <td>3.11e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Parietal lobe</th>\n",
       "      <td>5.14e-01</td>\n",
       "      <td>4.92e-01</td>\n",
       "      <td>2.99e-01</td>\n",
       "      <td>5.69e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Temporal and occipital lobes</th>\n",
       "      <td>4.15e-01</td>\n",
       "      <td>4.26e-01</td>\n",
       "      <td>2.49e-01</td>\n",
       "      <td>4.21e-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               r_square                              \n",
       "repository_and_site            IXI|Guys    IXI|HH   IXI|IOP    OASIS3\n",
       "Area                                                                 \n",
       " Frontal Lobe                  4.01e-01  4.18e-01  2.55e-01  3.31e-01\n",
       " Insula                        3.42e-01  2.34e-01  2.02e-01  3.65e-01\n",
       " Limbic lobe                   3.23e-01  3.23e-01  1.90e-01  3.11e-01\n",
       " Parietal lobe                 5.14e-01  4.92e-01  2.99e-01  5.69e-01\n",
       " Temporal and occipital lobes  4.15e-01  4.26e-01  2.49e-01  4.21e-01"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#@title\n",
    "\n",
    "to_group_by = [\"Area\"]\n",
    "df_areas_metrics_grouped = df_areas_metrics.groupby(to_group_by + [var_compare, \"hem\"]).mean()\n",
    "df_lobes = pd.pivot_table(df_areas_metrics_grouped.reset_index(), index=to_group_by, values=[\"r_square\"], columns=[var_compare])\n",
    "\n",
    "df_lobes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe9f905d-3514-4ccb-8316-3b6964a7cac4",
   "metadata": {},
   "source": [
    "#### Paired t-test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "d0c5f805-df7b-4a34-ac4b-9da066744153",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "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>Contrast</th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>Paired</th>\n",
       "      <th>Parametric</th>\n",
       "      <th>T</th>\n",
       "      <th>dof</th>\n",
       "      <th>alternative</th>\n",
       "      <th>p-unc</th>\n",
       "      <th>BF10</th>\n",
       "      <th>cohen</th>\n",
       "      <th>roiName</th>\n",
       "      <th>repository_and_site</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>software</td>\n",
       "      <td>ACPC_CAT12</td>\n",
       "      <td>FREESURFER</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>-7.13e-01</td>\n",
       "      <td>3.11e+02</td>\n",
       "      <td>two-sided</td>\n",
       "      <td>4.76e-01</td>\n",
       "      <td>0.082</td>\n",
       "      <td>-4.08e-02</td>\n",
       "      <td>lG_Ins_lg_and_S_cent_ins</td>\n",
       "      <td>IXI|Guys</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>software</td>\n",
       "      <td>ACPC_CAT12</td>\n",
       "      <td>FREESURFER</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>-1.83e+01</td>\n",
       "      <td>3.11e+02</td>\n",
       "      <td>two-sided</td>\n",
       "      <td>1.85e-51</td>\n",
       "      <td>9.934e+47</td>\n",
       "      <td>-9.42e-01</td>\n",
       "      <td>lG_and_S_cingul-Ant</td>\n",
       "      <td>IXI|Guys</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>software</td>\n",
       "      <td>ACPC_CAT12</td>\n",
       "      <td>FREESURFER</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>7.73e+00</td>\n",
       "      <td>3.11e+02</td>\n",
       "      <td>two-sided</td>\n",
       "      <td>1.45e-13</td>\n",
       "      <td>3.845e+10</td>\n",
       "      <td>3.97e-01</td>\n",
       "      <td>lG_and_S_cingul-Mid-Ant</td>\n",
       "      <td>IXI|Guys</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>software</td>\n",
       "      <td>ACPC_CAT12</td>\n",
       "      <td>FREESURFER</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>5.18e-01</td>\n",
       "      <td>3.11e+02</td>\n",
       "      <td>two-sided</td>\n",
       "      <td>6.05e-01</td>\n",
       "      <td>0.073</td>\n",
       "      <td>2.17e-02</td>\n",
       "      <td>lG_and_S_cingul-Mid-Post</td>\n",
       "      <td>IXI|Guys</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Contrast           A           B  Paired  Parametric         T       dof  \\\n",
       "0  software  ACPC_CAT12  FREESURFER    True        True -7.13e-01  3.11e+02   \n",
       "0  software  ACPC_CAT12  FREESURFER    True        True -1.83e+01  3.11e+02   \n",
       "0  software  ACPC_CAT12  FREESURFER    True        True  7.73e+00  3.11e+02   \n",
       "0  software  ACPC_CAT12  FREESURFER    True        True  5.18e-01  3.11e+02   \n",
       "\n",
       "  alternative     p-unc       BF10     cohen                   roiName  \\\n",
       "0   two-sided  4.76e-01      0.082 -4.08e-02  lG_Ins_lg_and_S_cent_ins   \n",
       "0   two-sided  1.85e-51  9.934e+47 -9.42e-01       lG_and_S_cingul-Ant   \n",
       "0   two-sided  1.45e-13  3.845e+10  3.97e-01   lG_and_S_cingul-Mid-Ant   \n",
       "0   two-sided  6.05e-01      0.073  2.17e-02  lG_and_S_cingul-Mid-Post   \n",
       "\n",
       "  repository_and_site  \n",
       "0            IXI|Guys  \n",
       "0            IXI|Guys  \n",
       "0            IXI|Guys  \n",
       "0            IXI|Guys  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_df = []\n",
    "for var in df_ct[var_compare].unique():\n",
    "    for roiname in df_ct['roiName'].unique():\n",
    "        df_posthoc = pg.pairwise_ttests(data=df_ct.loc[(df_ct['roiName'] == roiname) & (df_ct[var_compare] == var)], \n",
    "                                        dv='value', within='software', subject='path',\n",
    "                                     parametric=True, padjust='fdr_bh', effsize='cohen')\n",
    "\n",
    "        # Pretty printing of table\n",
    "        df_posthoc['roiName'] = roiname\n",
    "        df_posthoc[var_compare] = var\n",
    "        all_df.append(df_posthoc)\n",
    "df_f_p_value = pd.concat(all_df)\n",
    "df_f_p_value.head(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "e29157fd-db35-4cbe-9dc6-129fb840779e",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "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 tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"8\" halign=\"left\">cohen-p-value</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>repository_and_site</th>\n",
       "      <th colspan=\"2\" halign=\"left\">IXI|Guys</th>\n",
       "      <th colspan=\"2\" halign=\"left\">IXI|HH</th>\n",
       "      <th colspan=\"2\" halign=\"left\">IXI|IOP</th>\n",
       "      <th colspan=\"2\" halign=\"left\">OASIS3</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hem</th>\n",
       "      <th>Left</th>\n",
       "      <th>Right</th>\n",
       "      <th>Left</th>\n",
       "      <th>Right</th>\n",
       "      <th>Left</th>\n",
       "      <th>Right</th>\n",
       "      <th>Left</th>\n",
       "      <th>Right</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Angular gyrus</th>\n",
       "      <td>0.73*</td>\n",
       "      <td>0.88*</td>\n",
       "      <td>0.5*</td>\n",
       "      <td>0.55*</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.25*</td>\n",
       "      <td>0.69*</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Anterior occipital sulcus and preoccipital notch</th>\n",
       "      <td>0.02</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.31*</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.28*</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Anterior part of the cingulate gyrus and sulcus</th>\n",
       "      <td>0.94*</td>\n",
       "      <td>0.73*</td>\n",
       "      <td>0.81*</td>\n",
       "      <td>0.48*</td>\n",
       "      <td>0.64*</td>\n",
       "      <td>0.56</td>\n",
       "      <td>0.21*</td>\n",
       "      <td>0.44*</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Anterior segment of the circular sulcus of the insula</th>\n",
       "      <td>0.82*</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.42*</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.42</td>\n",
       "      <td>1.14*</td>\n",
       "      <td>0.89*</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Anterior transverse collateral sulcus</th>\n",
       "      <td>0.67*</td>\n",
       "      <td>0.48*</td>\n",
       "      <td>0.88*</td>\n",
       "      <td>0.85*</td>\n",
       "      <td>2.38*</td>\n",
       "      <td>1.85*</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.44*</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Temporal pole</th>\n",
       "      <td>1.19*</td>\n",
       "      <td>1.35*</td>\n",
       "      <td>1.06*</td>\n",
       "      <td>1.1*</td>\n",
       "      <td>1.91*</td>\n",
       "      <td>2.04*</td>\n",
       "      <td>0.83*</td>\n",
       "      <td>0.95*</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Transverse frontopolar gyri and sulci</th>\n",
       "      <td>0.76*</td>\n",
       "      <td>0.35*</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.65*</td>\n",
       "      <td>0.51*</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Transverse temporal sulcus</th>\n",
       "      <td>0.25*</td>\n",
       "      <td>0.57*</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.33*</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.45*</td>\n",
       "      <td>0.75*</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Triangular part of the inferior frontal gyrus</th>\n",
       "      <td>0.82*</td>\n",
       "      <td>0.82*</td>\n",
       "      <td>0.54*</td>\n",
       "      <td>0.62*</td>\n",
       "      <td>0.42*</td>\n",
       "      <td>0.65*</td>\n",
       "      <td>0.28*</td>\n",
       "      <td>0.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vertical ramus of the anterior segment of the lateral sulcus</th>\n",
       "      <td>1.09*</td>\n",
       "      <td>0.42*</td>\n",
       "      <td>1.07*</td>\n",
       "      <td>0.31*</td>\n",
       "      <td>1.53*</td>\n",
       "      <td>1.4*</td>\n",
       "      <td>1.32*</td>\n",
       "      <td>1.12*</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>74 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   cohen-p-value         \\\n",
       "repository_and_site                                     IXI|Guys          \n",
       "hem                                                         Left  Right   \n",
       "name                                                                      \n",
       "Angular gyrus                                              0.73*  0.88*   \n",
       "Anterior occipital sulcus and preoccipital notch            0.02   0.02   \n",
       "Anterior part of the cingulate gyrus and sulcus            0.94*  0.73*   \n",
       "Anterior segment of the circular sulcus of the ...         0.82*   0.11   \n",
       "Anterior transverse collateral sulcus                      0.67*  0.48*   \n",
       "...                                                          ...    ...   \n",
       "Temporal pole                                              1.19*  1.35*   \n",
       "Transverse frontopolar gyri and sulci                      0.76*  0.35*   \n",
       "Transverse temporal sulcus                                 0.25*  0.57*   \n",
       "Triangular part of the inferior frontal gyrus              0.82*  0.82*   \n",
       "Vertical ramus of the anterior segment of the l...         1.09*  0.42*   \n",
       "\n",
       "                                                                          \\\n",
       "repository_and_site                                IXI|HH        IXI|IOP   \n",
       "hem                                                  Left  Right    Left   \n",
       "name                                                                       \n",
       "Angular gyrus                                        0.5*  0.55*    0.22   \n",
       "Anterior occipital sulcus and preoccipital notch     0.09  0.31*    0.01   \n",
       "Anterior part of the cingulate gyrus and sulcus     0.81*  0.48*   0.64*   \n",
       "Anterior segment of the circular sulcus of the ...   0.17  0.42*    0.48   \n",
       "Anterior transverse collateral sulcus               0.88*  0.85*   2.38*   \n",
       "...                                                   ...    ...     ...   \n",
       "Temporal pole                                       1.06*   1.1*   1.91*   \n",
       "Transverse frontopolar gyri and sulci                0.12    0.0    0.45   \n",
       "Transverse temporal sulcus                           0.04  0.33*    0.17   \n",
       "Triangular part of the inferior frontal gyrus       0.54*  0.62*   0.42*   \n",
       "Vertical ramus of the anterior segment of the l...  1.07*  0.31*   1.53*   \n",
       "\n",
       "                                                                         \n",
       "repository_and_site                                       OASIS3         \n",
       "hem                                                 Right   Left  Right  \n",
       "name                                                                     \n",
       "Angular gyrus                                        0.34  0.25*  0.69*  \n",
       "Anterior occipital sulcus and preoccipital notch     0.13   0.09  0.28*  \n",
       "Anterior part of the cingulate gyrus and sulcus      0.56  0.21*  0.44*  \n",
       "Anterior segment of the circular sulcus of the ...   0.42  1.14*  0.89*  \n",
       "Anterior transverse collateral sulcus               1.85*   0.19  0.44*  \n",
       "...                                                   ...    ...    ...  \n",
       "Temporal pole                                       2.04*  0.83*  0.95*  \n",
       "Transverse frontopolar gyri and sulci                0.25  0.65*  0.51*  \n",
       "Transverse temporal sulcus                           0.26  0.45*  0.75*  \n",
       "Triangular part of the inferior frontal gyrus       0.65*  0.28*   0.11  \n",
       "Vertical ramus of the anterior segment of the l...   1.4*  1.32*  1.12*  \n",
       "\n",
       "[74 rows x 8 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_f_p_value[\"hem\"] = df_f_p_value.apply(lambda x: hem_label[x.roiName[0].lower()], axis=1)\n",
    "df_f_p_value[\"name\"] = df_f_p_value.apply(lambda x: map_abbrev_to_name[x.roiName[1:]], axis=1)\n",
    "\n",
    "# Bonferroni correction\n",
    "significance_level = .05\n",
    "\n",
    "df_f_p_value[\"p-value\"] = df_f_p_value[\"p-unc\"].apply(lambda x: min(x*df_f_p_value.shape[0], 1))\n",
    "df_f_p_value_rejected = df_f_p_value[df_f_p_value[\"p-value\"] < significance_level]\n",
    "\n",
    "df_f_p_value[\"cohen\"] = df_f_p_value[\"cohen\"].astype(float).round(2).abs()\n",
    "df_f_p_value[\"cohen-p-value\"] = df_f_p_value[[\"p-value\", \"cohen\"]].apply(lambda x: f'{x[\"cohen\"]}*' if x['p-value'] < significance_level else f'{x[\"cohen\"]}', axis=1).astype(str)\n",
    "\n",
    "\n",
    "df_p_value = pd.pivot_table(df_f_p_value.reset_index(), index=\"name\", values=[\"cohen-p-value\"], columns=[var_compare, \"hem\"], aggfunc=lambda x: ' '.join(x))\n",
    "df_p_value\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "87707960-2ac8-42b7-b4e4-91a137c34bde",
   "metadata": {},
   "outputs": [],
   "source": [
    "##### Number of regions per site in which the hypothesis was rejected"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "6c7650fc-448b-4f5c-87e6-0cc5fe71190d",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of ROIs with at least on group that rejected the paired t-test hypothesis: 145\n"
     ]
    }
   ],
   "source": [
    "#@title\n",
    "print(f\"Number of ROIs with at least on group that rejected the paired t-test hypothesis: {df_f_p_value_rejected.reset_index().roiName.unique().shape[0]}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "4453fdd4-0a26-4728-96ff-9021ba302c2c",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "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>name</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>repository_and_site</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>IXI|Guys</th>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IXI|HH</th>\n",
       "      <td>116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IXI|IOP</th>\n",
       "      <td>94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OASIS3</th>\n",
       "      <td>130</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     name\n",
       "repository_and_site      \n",
       "IXI|Guys              132\n",
       "IXI|HH                116\n",
       "IXI|IOP                94\n",
       "OASIS3                130"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#@title\n",
    "df_f_p_value_rejected.reset_index().groupby(var_compare).count()[[\"name\"]]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e43a69f-f7f4-4d83-aebc-d7eb31b27130",
   "metadata": {},
   "source": [
    "## Modelling age using cortical thickness values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "06dff037-8962-4369-aa83-db8df34a4542",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [],
   "source": [
    "df_cortical = pd.pivot_table(df_software_raw, index=\"path\", columns=[\"software\", \"template\", \"roiName\"], \n",
    "                             values=df_software_raw.loc[:, ~df_software_raw.columns.isin([\"software\", \"template\", \"roiName\", \"path\", \"age\", \"run\"])])\n",
    "\n",
    "\n",
    "df_age = df_subjects[[\"age\", \"gender\", var_compare]]\n",
    "df_age.columns=pd.MultiIndex.from_tuples([(\"age\", \"\", \"\", \"\"), (\"gender\", \"\", \"\", \"\"), (var_compare, \"\", \"\", \"\")])\n",
    "\n",
    "\n",
    "df_feat_raw = df_age.join(df_cortical).dropna().sample(frac=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "47f751f3-5819-45ba-9792-ad2a7efffe55",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:                    age   R-squared:                       0.750\n",
      "Model:                            OLS   Adj. R-squared:                  0.709\n",
      "Method:                 Least Squares   F-statistic:                     18.25\n",
      "Date:                Wed, 31 Aug 2022   Prob (F-statistic):          3.28e-190\n",
      "Time:                        18:17:09   Log-Likelihood:                -3706.6\n",
      "No. Observations:                1048   AIC:                             7711.\n",
      "Df Residuals:                     899   BIC:                             8449.\n",
      "Df Model:                         148                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "==============================================================================================\n",
      "                                 coef    std err          t      P>|t|      [0.025      0.975]\n",
      "----------------------------------------------------------------------------------------------\n",
      "const                        162.6633      9.607     16.932      0.000     143.809     181.517\n",
      "lG_Ins_lg_and_S_cent_ins       1.8801      1.641      1.146      0.252      -1.340       5.100\n",
      "lG_and_S_cingul-Ant            4.5904      3.015      1.523      0.128      -1.327      10.507\n",
      "lG_and_S_cingul-Mid-Ant       -1.7949      2.650     -0.677      0.498      -6.995       3.405\n",
      "lG_and_S_cingul-Mid-Post       5.8002      3.221      1.801      0.072      -0.521      12.121\n",
      "lG_and_S_frontomargin          2.8552      2.409      1.185      0.236      -1.873       7.583\n",
      "lG_and_S_occipital_inf         2.7777      2.210      1.257      0.209      -1.559       7.114\n",
      "lG_and_S_paracentral           2.6367      2.489      1.059      0.290      -2.248       7.522\n",
      "lG_and_S_subcentral           -2.3093      2.655     -0.870      0.385      -7.520       2.902\n",
      "lG_and_S_transv_frontopol     -2.8722      2.117     -1.357      0.175      -7.027       1.282\n",
      "lG_cingul-Post-dorsal         -3.1601      2.608     -1.212      0.226      -8.279       1.958\n",
      "lG_cingul-Post-ventral        -0.7145      1.508     -0.474      0.636      -3.675       2.246\n",
      "lG_cuneus                      5.5720      3.505      1.590      0.112      -1.306      12.450\n",
      "lG_front_inf-Opercular         1.0811      2.909      0.372      0.710      -4.628       6.790\n",
      "lG_front_inf-Orbital          -2.1892      1.857     -1.179      0.239      -5.834       1.456\n",
      "lG_front_inf-Triangul         -6.1017      2.592     -2.354      0.019     -11.189      -1.014\n",
      "lG_front_middle                0.0196      4.144      0.005      0.996      -8.114       8.153\n",
      "lG_front_sup                 -13.6879      4.716     -2.903      0.004     -22.943      -4.433\n",
      "lG_insular_short               2.0511      1.581      1.298      0.195      -1.051       5.153\n",
      "lG_oc-temp_lat-fusifor         2.4719      2.424      1.020      0.308      -2.286       7.229\n",
      "lG_oc-temp_med-Lingual        10.1881      3.884      2.623      0.009       2.565      17.811\n",
      "lG_oc-temp_med-Parahip         1.4166      1.825      0.776      0.438      -2.166       4.999\n",
      "lG_occipital_middle           -2.9110      3.264     -0.892      0.373      -9.317       3.495\n",
      "lG_occipital_sup              -1.5066      2.536     -0.594      0.553      -6.484       3.471\n",
      "lG_orbital                    -4.8121      3.059     -1.573      0.116     -10.816       1.192\n",
      "lG_pariet_inf-Angular         -0.3133      3.173     -0.099      0.921      -6.540       5.914\n",
      "lG_pariet_inf-Supramar         4.6408      3.338      1.390      0.165      -1.911      11.193\n",
      "lG_parietal_sup               -1.6273      3.845     -0.423      0.672      -9.173       5.918\n",
      "lG_postcentral                 6.1216      3.115      1.965      0.050       0.008      12.235\n",
      "lG_precentral                 -2.4811      2.685     -0.924      0.356      -7.750       2.788\n",
      "lG_precuneus                   3.5276      3.454      1.021      0.307      -3.252      10.307\n",
      "lG_rectus                     -0.1284      2.189     -0.059      0.953      -4.425       4.168\n",
      "lG_subcallosal                -7.0937      1.605     -4.419      0.000     -10.244      -3.943\n",
      "lG_temp_sup-G_T_transv         2.3114      1.772      1.305      0.192      -1.166       5.788\n",
      "lG_temp_sup-Lateral            1.5336      2.593      0.592      0.554      -3.555       6.622\n",
      "lG_temp_sup-Plan_polar        -1.8756      1.576     -1.190      0.234      -4.968       1.217\n",
      "lG_temp_sup-Plan_tempo        -0.6424      2.186     -0.294      0.769      -4.932       3.647\n",
      "lG_temporal_inf               -0.4700      2.750     -0.171      0.864      -5.867       4.927\n",
      "lG_temporal_middle             0.1601      2.927      0.055      0.956      -5.585       5.905\n",
      "lLat_Fis-ant-Horizont          2.0188      1.392      1.451      0.147      -0.713       4.750\n",
      "lLat_Fis-ant-Vertical         -1.3088      1.477     -0.886      0.376      -4.208       1.590\n",
      "lLat_Fis-post                 -4.6103      2.637     -1.748      0.081      -9.786       0.565\n",
      "lPole_occipital                4.5192      2.968      1.523      0.128      -1.305      10.343\n",
      "lPole_temporal                 3.4046      1.988      1.713      0.087      -0.497       7.306\n",
      "lS_calcarine                  -6.7020      3.972     -1.687      0.092     -14.497       1.093\n",
      "lS_central                     2.2414      3.620      0.619      0.536      -4.864       9.347\n",
      "lS_cingul-Marginalis          -3.8176      2.916     -1.309      0.191      -9.541       1.906\n",
      "lS_circular_insula_ant        -1.5289      1.790     -0.854      0.393      -5.041       1.984\n",
      "lS_circular_insula_inf        -1.1256      2.191     -0.514      0.608      -5.426       3.175\n",
      "lS_circular_insula_sup        -7.2360      3.542     -2.043      0.041     -14.188      -0.284\n",
      "lS_collat_transv_ant           1.9131      1.589      1.204      0.229      -1.205       5.031\n",
      "lS_collat_transv_post         -3.3025      2.076     -1.591      0.112      -7.376       0.771\n",
      "lS_front_inf                  -0.1988      3.695     -0.054      0.957      -7.450       7.052\n",
      "lS_front_middle               -2.4258      3.015     -0.805      0.421      -8.343       3.491\n",
      "lS_front_sup                   0.7728      3.837      0.201      0.840      -6.758       8.304\n",
      "lS_interm_prim-Jensen          0.0441      1.090      0.040      0.968      -2.096       2.184\n",
      "lS_intrapariet_and_P_trans     5.5417      3.293      1.683      0.093      -0.921      12.004\n",
      "lS_oc-temp_lat                -2.8196      2.153     -1.310      0.191      -7.044       1.405\n",
      "lS_oc-temp_med_and_Lingual    -5.8314      2.859     -2.039      0.042     -11.443      -0.220\n",
      "lS_oc_middle_and_Lunatus       1.3533      2.410      0.562      0.574      -3.376       6.082\n",
      "lS_oc_sup_and_transversal      1.2080      3.207      0.377      0.706      -5.086       7.501\n",
      "lS_occipital_ant               1.8708      2.214      0.845      0.398      -2.475       6.217\n",
      "lS_orbital-H_Shaped            4.9365      2.056      2.401      0.017       0.902       8.971\n",
      "lS_orbital_lateral            -0.7144      1.585     -0.451      0.652      -3.825       2.396\n",
      "lS_orbital_med-olfact         -4.2319      1.787     -2.368      0.018      -7.739      -0.725\n",
      "lS_parieto_occipital          -0.8894      2.988     -0.298      0.766      -6.753       4.975\n",
      "lS_pericallosal                1.3095      1.791      0.731      0.465      -2.205       4.824\n",
      "lS_postcentral                -4.8329      3.797     -1.273      0.203     -12.285       2.620\n",
      "lS_precentral-inf-part         1.3758      3.033      0.454      0.650      -4.576       7.328\n",
      "lS_precentral-sup-part        -3.4558      2.399     -1.441      0.150      -8.164       1.252\n",
      "lS_suborbital                 -2.3545      1.564     -1.505      0.133      -5.425       0.716\n",
      "lS_subparietal                -0.8569      2.720     -0.315      0.753      -6.196       4.482\n",
      "lS_temporal_inf               -1.0085      2.565     -0.393      0.694      -6.042       4.025\n",
      "lS_temporal_sup               -6.4322      4.668     -1.378      0.169     -15.593       2.729\n",
      "lS_temporal_transverse        -0.7816      1.255     -0.623      0.534      -3.244       1.681\n",
      "rG_Ins_lg_and_S_cent_ins       2.9556      1.346      2.195      0.028       0.313       5.598\n",
      "rG_and_S_cingul-Ant            4.1536      3.124      1.330      0.184      -1.978      10.285\n",
      "rG_and_S_cingul-Mid-Ant       -5.3265      2.928     -1.819      0.069     -11.072       0.419\n",
      "rG_and_S_cingul-Mid-Post       2.6477      3.295      0.804      0.422      -3.819       9.114\n",
      "rG_and_S_frontomargin          3.7501      2.035      1.843      0.066      -0.243       7.743\n",
      "rG_and_S_occipital_inf         4.4235      1.828      2.420      0.016       0.837       8.010\n",
      "rG_and_S_paracentral          -5.7832      2.389     -2.420      0.016     -10.473      -1.094\n",
      "rG_and_S_subcentral           -2.2775      2.486     -0.916      0.360      -7.156       2.601\n",
      "rG_and_S_transv_frontopol      0.7548      2.394      0.315      0.753      -3.944       5.454\n",
      "rG_cingul-Post-dorsal         -2.9330      2.376     -1.234      0.217      -7.597       1.731\n",
      "rG_cingul-Post-ventral         0.2480      1.683      0.147      0.883      -3.055       3.551\n",
      "rG_cuneus                      3.2595      3.669      0.888      0.375      -3.942      10.461\n",
      "rG_front_inf-Opercular        -0.9917      2.838     -0.349      0.727      -6.561       4.578\n",
      "rG_front_inf-Orbital           1.1768      1.769      0.665      0.506      -2.295       4.648\n",
      "rG_front_inf-Triangul         -1.1011      2.409     -0.457      0.648      -5.829       3.626\n",
      "rG_front_middle                6.2971      3.817      1.650      0.099      -1.194      13.788\n",
      "rG_front_sup                  -0.7769      4.769     -0.163      0.871     -10.136       8.582\n",
      "rG_insular_short               1.3954      1.394      1.001      0.317      -1.341       4.132\n",
      "rG_oc-temp_lat-fusifor         2.3353      2.456      0.951      0.342      -2.486       7.156\n",
      "rG_oc-temp_med-Lingual         9.7579      3.494      2.793      0.005       2.901      16.615\n",
      "rG_oc-temp_med-Parahip         3.5787      1.883      1.901      0.058      -0.116       7.274\n",
      "rG_occipital_middle           -1.2176      3.435     -0.354      0.723      -7.959       5.524\n",
      "rG_occipital_sup              -5.0534      2.799     -1.806      0.071     -10.546       0.440\n",
      "rG_orbital                    -3.0277      2.906     -1.042      0.298      -8.731       2.676\n",
      "rG_pariet_inf-Angular         -9.8900      3.534     -2.799      0.005     -16.825      -2.955\n",
      "rG_pariet_inf-Supramar         4.4915      3.400      1.321      0.187      -2.182      11.165\n",
      "rG_parietal_sup               -1.1754      3.331     -0.353      0.724      -7.713       5.362\n",
      "rG_postcentral                -4.2514      2.873     -1.480      0.139      -9.890       1.387\n",
      "rG_precentral                 -0.3874      2.537     -0.153      0.879      -5.366       4.591\n",
      "rG_precuneus                   4.7898      3.189      1.502      0.133      -1.470      11.049\n",
      "rG_rectus                     -2.9699      1.973     -1.505      0.133      -6.842       0.902\n",
      "rG_subcallosal                 1.6878      1.608      1.050      0.294      -1.467       4.843\n",
      "rG_temp_sup-G_T_transv         3.4824      1.760      1.979      0.048       0.028       6.936\n",
      "rG_temp_sup-Lateral           -5.5556      2.598     -2.139      0.033     -10.654      -0.457\n",
      "rG_temp_sup-Plan_polar        -2.2680      1.539     -1.474      0.141      -5.288       0.752\n",
      "rG_temp_sup-Plan_tempo         0.6442      2.243      0.287      0.774      -3.758       5.047\n",
      "rG_temporal_inf                2.8384      2.507      1.132      0.258      -2.081       7.758\n",
      "rG_temporal_middle            -4.6515      3.245     -1.433      0.152     -11.020       1.717\n",
      "rLat_Fis-ant-Horizont         -2.8900      1.604     -1.801      0.072      -6.039       0.259\n",
      "rLat_Fis-ant-Vertical         -2.8662      1.319     -2.173      0.030      -5.455      -0.278\n",
      "rLat_Fis-post                 -3.8852      2.928     -1.327      0.185      -9.632       1.862\n",
      "rPole_occipital               10.1364      3.558      2.849      0.004       3.154      17.119\n",
      "rPole_temporal                 4.2463      2.067      2.054      0.040       0.189       8.304\n",
      "rS_calcarine                  -6.8774      3.641     -1.889      0.059     -14.024       0.269\n",
      "rS_central                    15.9589      3.721      4.289      0.000       8.656      23.262\n",
      "rS_cingul-Marginalis           0.0957      3.132      0.031      0.976      -6.052       6.243\n",
      "rS_circular_insula_ant        -4.8856      1.695     -2.883      0.004      -8.212      -1.559\n",
      "rS_circular_insula_inf       -10.7969      2.090     -5.167      0.000     -14.898      -6.696\n",
      "rS_circular_insula_sup        -6.5451      3.239     -2.020      0.044     -12.903      -0.188\n",
      "rS_collat_transv_ant          -0.8794      1.613     -0.545      0.586      -4.046       2.287\n",
      "rS_collat_transv_post          0.0118      2.062      0.006      0.995      -4.034       4.058\n",
      "rS_front_inf                   2.1303      3.471      0.614      0.540      -4.682       8.943\n",
      "rS_front_middle                0.7142      3.278      0.218      0.828      -5.718       7.147\n",
      "rS_front_sup                  -6.7213      3.816     -1.761      0.079     -14.211       0.769\n",
      "rS_interm_prim-Jensen         -1.3392      1.604     -0.835      0.404      -4.487       1.808\n",
      "rS_intrapariet_and_P_trans     4.6399      4.084      1.136      0.256      -3.376      12.656\n",
      "rS_oc-temp_lat                 1.2472      1.937      0.644      0.520      -2.554       5.049\n",
      "rS_oc-temp_med_and_Lingual    -7.0609      2.794     -2.527      0.012     -12.544      -1.578\n",
      "rS_oc_middle_and_Lunatus      -3.9183      2.388     -1.641      0.101      -8.605       0.768\n",
      "rS_oc_sup_and_transversal      7.9981      2.938      2.722      0.007       2.232      13.764\n",
      "rS_occipital_ant              -4.8187      2.128     -2.264      0.024      -8.995      -0.642\n",
      "rS_orbital-H_Shaped            3.2383      2.130      1.520      0.129      -0.942       7.419\n",
      "rS_orbital_lateral            -5.6681      1.693     -3.348      0.001      -8.991      -2.345\n",
      "rS_orbital_med-olfact         -1.0335      1.755     -0.589      0.556      -4.478       2.411\n",
      "rS_parieto_occipital           2.1148      3.251      0.651      0.516      -4.266       8.495\n",
      "rS_pericallosal                3.6538      1.657      2.205      0.028       0.402       6.906\n",
      "rS_postcentral                 4.4598      3.438      1.297      0.195      -2.288      11.208\n",
      "rS_precentral-inf-part         0.3042      2.953      0.103      0.918      -5.492       6.101\n",
      "rS_precentral-sup-part        -5.6903      2.430     -2.341      0.019     -10.460      -0.920\n",
      "rS_suborbital                 -1.7873      0.974     -1.835      0.067      -3.698       0.124\n",
      "rS_subparietal                 2.2839      2.675      0.854      0.393      -2.965       7.533\n",
      "rS_temporal_inf               -0.2761      2.528     -0.109      0.913      -5.238       4.686\n",
      "rS_temporal_sup                6.7630      4.679      1.445      0.149      -2.420      15.946\n",
      "rS_temporal_transverse        -2.8381      1.178     -2.410      0.016      -5.150      -0.527\n",
      "==============================================================================\n",
      "Omnibus:                        1.996   Durbin-Watson:                   2.024\n",
      "Prob(Omnibus):                  0.369   Jarque-Bera (JB):                2.069\n",
      "Skew:                          -0.096   Prob(JB):                        0.355\n",
      "Kurtosis:                       2.897   Cond. No.                     1.04e+03\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
      "[2] The condition number is large, 1.04e+03. This might indicate that there are\n",
      "strong multicollinearity or other numerical problems.\n",
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:                    age   R-squared:                       0.769\n",
      "Model:                            OLS   Adj. R-squared:                  0.731\n",
      "Method:                 Least Squares   F-statistic:                     20.24\n",
      "Date:                Wed, 31 Aug 2022   Prob (F-statistic):          9.85e-205\n",
      "Time:                        18:17:09   Log-Likelihood:                -3665.5\n",
      "No. Observations:                1048   AIC:                             7629.\n",
      "Df Residuals:                     899   BIC:                             8367.\n",
      "Df Model:                         148                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "==============================================================================================\n",
      "                                 coef    std err          t      P>|t|      [0.025      0.975]\n",
      "----------------------------------------------------------------------------------------------\n",
      "const                        130.9484     11.135     11.760      0.000     109.094     152.803\n",
      "lG_Ins_lg_and_S_cent_ins       2.6798      1.377      1.946      0.052      -0.023       5.383\n",
      "lG_and_S_cingul-Ant           -1.1407      2.441     -0.467      0.640      -5.931       3.650\n",
      "lG_and_S_cingul-Mid-Ant        1.1020      2.447      0.450      0.653      -3.701       5.905\n",
      "lG_and_S_cingul-Mid-Post      -1.3026      2.999     -0.434      0.664      -7.188       4.583\n",
      "lG_and_S_frontomargin         -4.3803      2.881     -1.520      0.129     -10.035       1.274\n",
      "lG_and_S_occipital_inf         3.0928      2.296      1.347      0.178      -1.414       7.599\n",
      "lG_and_S_paracentral           9.8718      3.250      3.037      0.002       3.492      16.251\n",
      "lG_and_S_subcentral            6.9062      3.591      1.923      0.055      -0.141      13.953\n",
      "lG_and_S_transv_frontopol      2.4260      2.452      0.989      0.323      -2.386       7.238\n",
      "lG_cingul-Post-dorsal          2.7937      1.968      1.419      0.156      -1.069       6.656\n",
      "lG_cingul-Post-ventral         0.5031      1.338      0.376      0.707      -2.123       3.130\n",
      "lG_cuneus                    -10.6294      5.027     -2.115      0.035     -20.495      -0.764\n",
      "lG_front_inf-Opercular        -6.8663      3.558     -1.930      0.054     -13.848       0.116\n",
      "lG_front_inf-Orbital           1.1076      1.543      0.718      0.473      -1.920       4.136\n",
      "lG_front_inf-Triangul         -8.6061      3.366     -2.557      0.011     -15.212      -2.000\n",
      "lG_front_middle               -7.0279      5.205     -1.350      0.177     -17.242       3.187\n",
      "lG_front_sup                 -13.8983      5.282     -2.631      0.009     -24.265      -3.531\n",
      "lG_insular_short               1.5305      1.039      1.473      0.141      -0.508       3.569\n",
      "lG_oc-temp_lat-fusifor         4.8297      2.577      1.874      0.061      -0.228       9.887\n",
      "lG_oc-temp_med-Lingual         9.9359      4.348      2.285      0.023       1.402      18.470\n",
      "lG_oc-temp_med-Parahip        -1.1773      1.785     -0.660      0.510      -4.681       2.326\n",
      "lG_occipital_middle           -4.3728      3.708     -1.179      0.239     -11.649       2.904\n",
      "lG_occipital_sup             -11.2158      3.737     -3.001      0.003     -18.551      -3.881\n",
      "lG_orbital                     4.0717      3.029      1.344      0.179      -1.872      10.016\n",
      "lG_pariet_inf-Angular         -1.8394      4.162     -0.442      0.659     -10.008       6.330\n",
      "lG_pariet_inf-Supramar         6.2437      4.741      1.317      0.188      -3.062      15.549\n",
      "lG_parietal_sup               -9.5152      4.616     -2.061      0.040     -18.574      -0.456\n",
      "lG_postcentral                 0.0385      3.795      0.010      0.992      -7.410       7.487\n",
      "lG_precentral                  6.8333      3.709      1.842      0.066      -0.447      14.113\n",
      "lG_precuneus                  12.8999      4.295      3.003      0.003       4.471      21.329\n",
      "lG_rectus                     -6.6429      2.695     -2.465      0.014     -11.932      -1.354\n",
      "lG_subcallosal                 0.0105      1.032      0.010      0.992      -2.015       2.036\n",
      "lG_temp_sup-G_T_transv       -13.5879      2.435     -5.580      0.000     -18.367      -8.809\n",
      "lG_temp_sup-Lateral           15.5119      2.457      6.312      0.000      10.689      20.335\n",
      "lG_temp_sup-Plan_polar        -1.7194      1.522     -1.129      0.259      -4.707       1.268\n",
      "lG_temp_sup-Plan_tempo        -7.1905      2.966     -2.425      0.016     -13.011      -1.370\n",
      "lG_temporal_inf                5.0976      2.805      1.817      0.070      -0.408      10.603\n",
      "lG_temporal_middle             3.0762      2.996      1.027      0.305      -2.803       8.955\n",
      "lLat_Fis-ant-Horizont          0.0620      1.332      0.047      0.963      -2.552       2.676\n",
      "lLat_Fis-ant-Vertical          1.2540      2.113      0.594      0.553      -2.892       5.400\n",
      "lLat_Fis-post                 -4.7467      3.142     -1.511      0.131     -10.913       1.420\n",
      "lPole_occipital                9.4395      4.227      2.233      0.026       1.144      17.735\n",
      "lPole_temporal                -0.1191      1.820     -0.065      0.948      -3.690       3.452\n",
      "lS_calcarine                  -7.4732      3.487     -2.143      0.032     -14.317      -0.630\n",
      "lS_central                   -28.0741      5.301     -5.296      0.000     -38.478     -17.670\n",
      "lS_cingul-Marginalis          -5.2068      3.110     -1.674      0.094     -11.311       0.897\n",
      "lS_circular_insula_ant        -1.9856      1.549     -1.282      0.200      -5.026       1.055\n",
      "lS_circular_insula_inf        -1.9640      2.205     -0.891      0.373      -6.291       2.363\n",
      "lS_circular_insula_sup        -2.2063      3.656     -0.603      0.546      -9.382       4.969\n",
      "lS_collat_transv_ant           2.5332      1.575      1.608      0.108      -0.558       5.624\n",
      "lS_collat_transv_post         -1.2532      2.262     -0.554      0.580      -5.692       3.185\n",
      "lS_front_inf                  -0.8407      4.029     -0.209      0.835      -8.749       7.067\n",
      "lS_front_middle                0.2424      3.163      0.077      0.939      -5.966       6.451\n",
      "lS_front_sup                   1.2222      4.170      0.293      0.770      -6.962       9.406\n",
      "lS_interm_prim-Jensen         -0.4008      1.683     -0.238      0.812      -3.703       2.902\n",
      "lS_intrapariet_and_P_trans     4.0641      4.463      0.911      0.363      -4.696      12.824\n",
      "lS_oc-temp_lat                -0.7334      1.967     -0.373      0.709      -4.594       3.128\n",
      "lS_oc-temp_med_and_Lingual    -2.3131      2.578     -0.897      0.370      -7.373       2.747\n",
      "lS_oc_middle_and_Lunatus       4.6986      2.783      1.688      0.092      -0.763      10.161\n",
      "lS_oc_sup_and_transversal      6.9038      3.255      2.121      0.034       0.516      13.291\n",
      "lS_occipital_ant               6.7092      2.143      3.131      0.002       2.504      10.915\n",
      "lS_orbital-H_Shaped            4.3004      2.641      1.629      0.104      -0.882       9.483\n",
      "lS_orbital_lateral             2.3065      2.071      1.114      0.266      -1.757       6.370\n",
      "lS_orbital_med-olfact         -3.7949      1.578     -2.405      0.016      -6.892      -0.697\n",
      "lS_parieto_occipital          -0.5678      3.519     -0.161      0.872      -7.475       6.339\n",
      "lS_pericallosal                1.2107      2.267      0.534      0.593      -3.238       5.659\n",
      "lS_postcentral                 5.2739      3.988      1.323      0.186      -2.552      13.100\n",
      "lS_precentral-inf-part         9.6395      3.478      2.772      0.006       2.814      16.465\n",
      "lS_precentral-sup-part         0.4949      3.101      0.160      0.873      -5.591       6.580\n",
      "lS_suborbital                 -0.7684      1.656     -0.464      0.643      -4.018       2.481\n",
      "lS_subparietal                 1.7525      3.060      0.573      0.567      -4.253       7.758\n",
      "lS_temporal_inf               -7.0254      2.436     -2.884      0.004     -11.807      -2.244\n",
      "lS_temporal_sup              -11.2065      4.091     -2.739      0.006     -19.236      -3.177\n",
      "lS_temporal_transverse         3.8177      1.759      2.170      0.030       0.365       7.270\n",
      "rG_Ins_lg_and_S_cent_ins       1.1106      1.183      0.939      0.348      -1.211       3.433\n",
      "rG_and_S_cingul-Ant           -2.6747      2.617     -1.022      0.307      -7.811       2.461\n",
      "rG_and_S_cingul-Mid-Ant        0.8564      2.374      0.361      0.718      -3.803       5.516\n",
      "rG_and_S_cingul-Mid-Post      -2.6059      3.123     -0.834      0.404      -8.735       3.523\n",
      "rG_and_S_frontomargin          0.5559      2.649      0.210      0.834      -4.643       5.755\n",
      "rG_and_S_occipital_inf        -0.2058      2.134     -0.096      0.923      -4.394       3.983\n",
      "rG_and_S_paracentral           1.1009      2.930      0.376      0.707      -4.650       6.851\n",
      "rG_and_S_subcentral           -0.0187      3.228     -0.006      0.995      -6.354       6.316\n",
      "rG_and_S_transv_frontopol      0.5471      2.725      0.201      0.841      -4.800       5.895\n",
      "rG_cingul-Post-dorsal          0.9095      2.090      0.435      0.663      -3.192       5.011\n",
      "rG_cingul-Post-ventral         1.8786      1.440      1.304      0.193      -0.948       4.706\n",
      "rG_cuneus                     20.2956      4.706      4.313      0.000      11.060      29.531\n",
      "rG_front_inf-Opercular        -0.4540      3.290     -0.138      0.890      -6.912       6.004\n",
      "rG_front_inf-Orbital          -0.7970      1.509     -0.528      0.598      -3.758       2.164\n",
      "rG_front_inf-Triangul         -0.3777      3.186     -0.119      0.906      -6.631       5.875\n",
      "rG_front_middle               -4.7727      4.804     -0.994      0.321     -14.200       4.655\n",
      "rG_front_sup                 -17.1571      4.961     -3.458      0.001     -26.894      -7.420\n",
      "rG_insular_short               0.3925      1.014      0.387      0.699      -1.598       2.384\n",
      "rG_oc-temp_lat-fusifor        -3.4502      2.520     -1.369      0.171      -8.397       1.496\n",
      "rG_oc-temp_med-Lingual         3.1739      3.774      0.841      0.401      -4.233      10.581\n",
      "rG_oc-temp_med-Parahip         2.1334      1.747      1.221      0.222      -1.296       5.562\n",
      "rG_occipital_middle            9.7241      3.922      2.480      0.013       2.028      17.421\n",
      "rG_occipital_sup              -9.4860      3.732     -2.542      0.011     -16.811      -2.161\n",
      "rG_orbital                    -5.9737      3.071     -1.945      0.052     -12.001       0.054\n",
      "rG_pariet_inf-Angular        -13.4195      4.020     -3.338      0.001     -21.310      -5.529\n",
      "rG_pariet_inf-Supramar         4.1626      5.112      0.814      0.416      -5.870      14.195\n",
      "rG_parietal_sup               -2.1805      4.345     -0.502      0.616     -10.708       6.347\n",
      "rG_postcentral                -6.9020      3.570     -1.933      0.054     -13.908       0.104\n",
      "rG_precentral                 -2.4905      3.558     -0.700      0.484      -9.474       4.493\n",
      "rG_precuneus                   8.0284      4.060      1.978      0.048       0.061      15.996\n",
      "rG_rectus                      3.4696      2.483      1.398      0.163      -1.403       8.342\n",
      "rG_subcallosal                 2.5969      1.049      2.475      0.013       0.538       4.656\n",
      "rG_temp_sup-G_T_transv       -12.4157      2.089     -5.942      0.000     -16.516      -8.315\n",
      "rG_temp_sup-Lateral            3.4355      2.655      1.294      0.196      -1.775       8.646\n",
      "rG_temp_sup-Plan_polar         2.1193      1.613      1.313      0.189      -1.047       5.286\n",
      "rG_temp_sup-Plan_tempo        -9.1953      2.874     -3.200      0.001     -14.835      -3.556\n",
      "rG_temporal_inf                0.7054      2.620      0.269      0.788      -4.436       5.847\n",
      "rG_temporal_middle            -0.3558      3.404     -0.105      0.917      -7.037       6.325\n",
      "rLat_Fis-ant-Horizont         -3.1008      1.687     -1.838      0.066      -6.412       0.210\n",
      "rLat_Fis-ant-Vertical         -1.2958      1.563     -0.829      0.407      -4.364       1.772\n",
      "rLat_Fis-post                  9.4423      2.859      3.303      0.001       3.831      15.054\n",
      "rPole_occipital               11.2538      4.340      2.593      0.010       2.736      19.772\n",
      "rPole_temporal                -2.1337      1.628     -1.310      0.190      -5.330       1.062\n",
      "rS_calcarine                  -8.1572      3.350     -2.435      0.015     -14.733      -1.582\n",
      "rS_central                    -6.5683      5.282     -1.244      0.214     -16.935       3.798\n",
      "rS_cingul-Marginalis           4.1916      3.707      1.131      0.258      -3.083      11.466\n",
      "rS_circular_insula_ant        -0.5190      1.837     -0.282      0.778      -4.125       3.087\n",
      "rS_circular_insula_inf        -1.8573      1.957     -0.949      0.343      -5.697       1.983\n",
      "rS_circular_insula_sup        -5.0688      3.248     -1.560      0.119     -11.444       1.306\n",
      "rS_collat_transv_ant          -1.4828      1.596     -0.929      0.353      -4.614       1.649\n",
      "rS_collat_transv_post          0.1848      2.355      0.078      0.937      -4.436       4.806\n",
      "rS_front_inf                  -4.6702      4.045     -1.155      0.249     -12.609       3.269\n",
      "rS_front_middle                6.4926      3.885      1.671      0.095      -1.132      14.117\n",
      "rS_front_sup                  -5.2126      4.366     -1.194      0.233     -13.782       3.357\n",
      "rS_interm_prim-Jensen          4.6899      2.517      1.863      0.063      -0.250       9.630\n",
      "rS_intrapariet_and_P_trans    -4.0581      4.494     -0.903      0.367     -12.878       4.762\n",
      "rS_oc-temp_lat                -0.2339      1.761     -0.133      0.894      -3.690       3.223\n",
      "rS_oc-temp_med_and_Lingual    -1.7311      2.537     -0.682      0.495      -6.711       3.249\n",
      "rS_oc_middle_and_Lunatus      -1.3691      2.482     -0.551      0.581      -6.241       3.503\n",
      "rS_oc_sup_and_transversal      6.9599      3.199      2.176      0.030       0.682      13.238\n",
      "rS_occipital_ant              -0.7138      2.227     -0.320      0.749      -5.085       3.658\n",
      "rS_orbital-H_Shaped            4.4708      2.829      1.580      0.114      -1.082      10.024\n",
      "rS_orbital_lateral             0.3258      1.970      0.165      0.869      -3.540       4.191\n",
      "rS_orbital_med-olfact          4.2423      1.826      2.323      0.020       0.658       7.827\n",
      "rS_parieto_occipital           1.0090      3.560      0.283      0.777      -5.977       7.995\n",
      "rS_pericallosal               -0.8188      2.622     -0.312      0.755      -5.964       4.326\n",
      "rS_postcentral                 5.9814      3.678      1.626      0.104      -1.238      13.200\n",
      "rS_precentral-inf-part         8.0933      3.627      2.232      0.026       0.976      15.211\n",
      "rS_precentral-sup-part        10.5917      3.095      3.422      0.001       4.517      16.666\n",
      "rS_suborbital                 -2.4750      1.381     -1.793      0.073      -5.185       0.235\n",
      "rS_subparietal                 2.8485      3.015      0.945      0.345      -3.069       8.766\n",
      "rS_temporal_inf               -2.4824      2.442     -1.017      0.310      -7.275       2.310\n",
      "rS_temporal_sup               -5.4213      4.509     -1.202      0.230     -14.271       3.428\n",
      "rS_temporal_transverse         0.8230      1.896      0.434      0.664      -2.898       4.544\n",
      "==============================================================================\n",
      "Omnibus:                        8.905   Durbin-Watson:                   1.983\n",
      "Prob(Omnibus):                  0.012   Jarque-Bera (JB):                8.960\n",
      "Skew:                          -0.211   Prob(JB):                       0.0113\n",
      "Kurtosis:                       2.833   Cond. No.                     1.23e+03\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
      "[2] The condition number is large, 1.23e+03. This might indicate that there are\n",
      "strong multicollinearity or other numerical problems.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_29414/546213685.py:7: PerformanceWarning: indexing past lexsort depth may impact performance.\n",
      "  X = df_feat_raw[(\"corticalThicknessAverage\", soft, \"a2009s\")]\n",
      "/tmp/ipykernel_29414/546213685.py:7: PerformanceWarning: indexing past lexsort depth may impact performance.\n",
      "  X = df_feat_raw[(\"corticalThicknessAverage\", soft, \"a2009s\")]\n"
     ]
    }
   ],
   "source": [
    "import statsmodels.api as sm\n",
    "from scipy import stats\n",
    "\n",
    "\n",
    "map_df_p = {}\n",
    "for soft in [\"FREESURFER\", \"ACPC_CAT12\"]:\n",
    "    X = df_feat_raw[(\"corticalThicknessAverage\", soft, \"a2009s\")]\n",
    "    #X = X.rename(columns={el: f'{hem_names[el[0]]} {df_names_rois.loc[df_names_rois[\"label\"] == el[1:]][\"name\"].iloc[0]}' for el in X.columns})\n",
    "    y = df_feat_raw[\"age\"]\n",
    "\n",
    "    X2 = sm.add_constant(X)\n",
    "    est = sm.OLS(y, X2)\n",
    "    est2 = est.fit()\n",
    "    print(est2.summary())\n",
    "\n",
    "    map_df_p[soft] = pd.DataFrame(est2.summary().tables[1].data[1:], columns=est2.summary().tables[1].data[0]).rename(columns={\"\": \"roiName\"})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "86963a5a-2885-4988-ab89-5492669b142c",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overlap ROIs\n"
     ]
    },
    {
     "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></th>\n",
       "      <th>r_square</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>roiName</th>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>lG_front_inf-Triangul</th>\n",
       "      <th>Triangular part of the inferior frontal gyrus</th>\n",
       "      <td>6.03e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lG_front_sup</th>\n",
       "      <th>Superior frontal gyrus</th>\n",
       "      <td>6.60e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lG_oc-temp_med-Lingual</th>\n",
       "      <th>Lingual gyrus</th>\n",
       "      <td>2.66e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lS_orbital_med-olfact</th>\n",
       "      <th>Medial orbital sulcus</th>\n",
       "      <td>2.67e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rG_pariet_inf-Angular</th>\n",
       "      <th>Angular gyrus</th>\n",
       "      <td>5.71e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rG_temp_sup-G_T_transv</th>\n",
       "      <th>Anterior transverse temporal gyrus</th>\n",
       "      <td>2.81e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rPole_occipital</th>\n",
       "      <th>Occipital pole</th>\n",
       "      <td>3.43e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rS_oc_sup_and_transversal</th>\n",
       "      <th>Superior occipital sulcus and transverse occipital sulcus</th>\n",
       "      <td>4.81e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rS_precentral-sup-part</th>\n",
       "      <th>Superior part of the precentral sulcus</th>\n",
       "      <td>4.31e-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                              r_square\n",
       "roiName                   name                                                        \n",
       "lG_front_inf-Triangul     Triangular part of the inferior frontal gyrus       6.03e-01\n",
       "lG_front_sup              Superior frontal gyrus                              6.60e-01\n",
       "lG_oc-temp_med-Lingual    Lingual gyrus                                       2.66e-01\n",
       "lS_orbital_med-olfact     Medial orbital sulcus                               2.67e-02\n",
       "rG_pariet_inf-Angular     Angular gyrus                                       5.71e-01\n",
       "rG_temp_sup-G_T_transv    Anterior transverse temporal gyrus                  2.81e-01\n",
       "rPole_occipital           Occipital pole                                      3.43e-01\n",
       "rS_oc_sup_and_transversal Superior occipital sulcus and transverse occipi...  4.81e-01\n",
       "rS_precentral-sup-part    Superior part of the precentral sulcus              4.31e-01"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "areas_relation_age_fs = map_df_p[\"FREESURFER\"].loc[map_df_p[\"FREESURFER\"][\"P>|t|\"].astype(float) < 0.05][\"roiName\"].to_list()\n",
    "areas_relation_age_cat12 = map_df_p[\"ACPC_CAT12\"].loc[map_df_p[\"ACPC_CAT12\"][\"P>|t|\"].astype(float) < 0.05][\"roiName\"].to_list()\n",
    "\n",
    "areas_relation_age_fs.remove('const')\n",
    "areas_relation_age_cat12.remove('const')\n",
    "\n",
    "intersection_areas = list(set(areas_relation_age_fs) & set(areas_relation_age_cat12))\n",
    "\n",
    "print(\"Overlap ROIs\")\n",
    "df_overlap = df_areas_metrics.loc[df_areas_metrics[\"roiName\"].isin(intersection_areas)].groupby([\"roiName\", \"name\"]).mean()[[\"r_square\"]]\n",
    "df_overlap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "a618d08e-639e-4560-9913-754de1b4298d",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<br><h5>FreeSurfer</h5>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>r_square</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>roiName</th>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>lG_subcallosal</th>\n",
       "      <th>Subcallosal area</th>\n",
       "      <td>2.40e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lS_circular_insula_sup</th>\n",
       "      <th>Superior segment of the circular sulcus of the insula</th>\n",
       "      <td>4.40e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lS_oc-temp_med_and_Lingual</th>\n",
       "      <th>Medial occipito-temporal sulcus  and lingual sulcus</th>\n",
       "      <td>4.03e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lS_orbital-H_Shaped</th>\n",
       "      <th>Orbital sulci</th>\n",
       "      <td>1.38e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rG_Ins_lg_and_S_cent_ins</th>\n",
       "      <th>Long insular gyrus and central sulcus of the insula</th>\n",
       "      <td>1.19e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rG_and_S_occipital_inf</th>\n",
       "      <th>Inferior occipital gyrus  and sulcus</th>\n",
       "      <td>4.15e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rG_and_S_paracentral</th>\n",
       "      <th>Paracentral lobule and sulcus</th>\n",
       "      <td>3.20e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rG_oc-temp_med-Lingual</th>\n",
       "      <th>Lingual gyrus</th>\n",
       "      <td>3.08e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rG_temp_sup-Lateral</th>\n",
       "      <th>Lateral aspect of the superior temporal gyrus</th>\n",
       "      <td>4.63e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rLat_Fis-ant-Vertical</th>\n",
       "      <th>Vertical ramus of the anterior segment of the lateral sulcus</th>\n",
       "      <td>2.10e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rPole_temporal</th>\n",
       "      <th>Temporal pole</th>\n",
       "      <td>2.64e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rS_central</th>\n",
       "      <th>Central sulcus</th>\n",
       "      <td>2.89e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rS_circular_insula_ant</th>\n",
       "      <th>Anterior segment of the circular sulcus of the insula</th>\n",
       "      <td>1.63e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rS_circular_insula_inf</th>\n",
       "      <th>Inferior segment of the circular sulcus of the insula</th>\n",
       "      <td>3.34e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rS_circular_insula_sup</th>\n",
       "      <th>Superior segment of the circular sulcus of the insula</th>\n",
       "      <td>3.45e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rS_oc-temp_med_and_Lingual</th>\n",
       "      <th>Medial occipito-temporal sulcus  and lingual sulcus</th>\n",
       "      <td>4.84e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rS_occipital_ant</th>\n",
       "      <th>Anterior occipital sulcus and preoccipital notch</th>\n",
       "      <td>4.96e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rS_orbital_lateral</th>\n",
       "      <th>Lateral orbital sulcus</th>\n",
       "      <td>1.36e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rS_pericallosal</th>\n",
       "      <th>Pericallosal sulcus</th>\n",
       "      <td>1.28e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rS_temporal_transverse</th>\n",
       "      <th>Transverse temporal sulcus</th>\n",
       "      <td>2.24e-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<br><h5>CAT12</h5>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>r_square</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>roiName</th>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>lG_and_S_paracentral</th>\n",
       "      <th>Paracentral lobule and sulcus</th>\n",
       "      <td>2.72e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lG_cuneus</th>\n",
       "      <th>Cuneus</th>\n",
       "      <td>2.41e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lG_occipital_sup</th>\n",
       "      <th>Superior occipital gyrus</th>\n",
       "      <td>5.13e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lG_parietal_sup</th>\n",
       "      <th>Superior parietal lobule</th>\n",
       "      <td>5.50e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lG_precuneus</th>\n",
       "      <th>Precuneus</th>\n",
       "      <td>5.06e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lG_rectus</th>\n",
       "      <th>Straight gyrus</th>\n",
       "      <td>1.35e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lG_temp_sup-G_T_transv</th>\n",
       "      <th>Anterior transverse temporal gyrus</th>\n",
       "      <td>3.11e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lG_temp_sup-Lateral</th>\n",
       "      <th>Lateral aspect of the superior temporal gyrus</th>\n",
       "      <td>4.32e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lG_temp_sup-Plan_tempo</th>\n",
       "      <th>Planum temporale or temporal plane of the superior temporal gyrus</th>\n",
       "      <td>5.82e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lPole_occipital</th>\n",
       "      <th>Occipital pole</th>\n",
       "      <td>2.97e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lS_calcarine</th>\n",
       "      <th>Calcarine sulcus</th>\n",
       "      <td>3.48e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lS_central</th>\n",
       "      <th>Central sulcus</th>\n",
       "      <td>3.41e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lS_oc_sup_and_transversal</th>\n",
       "      <th>Superior occipital sulcus and transverse occipital sulcus</th>\n",
       "      <td>5.12e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lS_occipital_ant</th>\n",
       "      <th>Anterior occipital sulcus and preoccipital notch</th>\n",
       "      <td>4.27e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lS_precentral-inf-part</th>\n",
       "      <th>Inferior part of the precentral sulcus</th>\n",
       "      <td>5.07e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lS_temporal_inf</th>\n",
       "      <th>Inferior temporal sulcus</th>\n",
       "      <td>2.33e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lS_temporal_sup</th>\n",
       "      <th>Superior temporal sulcus</th>\n",
       "      <td>5.80e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lS_temporal_transverse</th>\n",
       "      <th>Transverse temporal sulcus</th>\n",
       "      <td>4.51e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rG_cuneus</th>\n",
       "      <th>Cuneus</th>\n",
       "      <td>2.87e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rG_front_sup</th>\n",
       "      <th>Superior frontal gyrus</th>\n",
       "      <td>6.49e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rG_occipital_middle</th>\n",
       "      <th>Middle occipital gyrus</th>\n",
       "      <td>5.27e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rG_occipital_sup</th>\n",
       "      <th>Superior occipital gyrus</th>\n",
       "      <td>4.86e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rG_precuneus</th>\n",
       "      <th>Precuneus</th>\n",
       "      <td>5.60e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rG_subcallosal</th>\n",
       "      <th>Subcallosal area</th>\n",
       "      <td>5.11e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rG_temp_sup-Plan_tempo</th>\n",
       "      <th>Planum temporale or temporal plane of the superior temporal gyrus</th>\n",
       "      <td>5.97e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rLat_Fis-post</th>\n",
       "      <th>Posterior ramus</th>\n",
       "      <td>5.31e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rS_calcarine</th>\n",
       "      <th>Calcarine sulcus</th>\n",
       "      <td>4.16e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rS_orbital_med-olfact</th>\n",
       "      <th>Medial orbital sulcus</th>\n",
       "      <td>8.59e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rS_precentral-inf-part</th>\n",
       "      <th>Inferior part of the precentral sulcus</th>\n",
       "      <td>5.03e-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cat12_rois_important_non_overlap = [el for el in areas_relation_age_cat12 if el not in intersection_areas]\n",
    "df_cat12_important = df_areas_metrics.loc[df_areas_metrics[\"roiName\"].isin(cat12_rois_important_non_overlap)].groupby([\"roiName\", \"name\"]).mean()[[\"r_square\"]]\n",
    "\n",
    "fs_rois_important_non_overlap =  [el for el in areas_relation_age_fs if el not in intersection_areas]\n",
    "df_fs_important = df_areas_metrics.loc[df_areas_metrics[\"roiName\"].isin(fs_rois_important_non_overlap)].groupby([\"roiName\", \"name\"]).mean()[[\"r_square\"]]\n",
    "\n",
    "display(HTML(f\"<br><h5>FreeSurfer</h5>\"))\n",
    "display(HTML(df_fs_important.to_html()))\n",
    "\n",
    "display(HTML(f\"<br><h5>CAT12</h5>\"))\n",
    "display(HTML(df_cat12_important.to_html()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "9d78e6be-966b-43c3-890b-f87e971ff220",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [],
   "source": [
    "df_cat12_important[\"type\"] = \"non-overlapping\"\n",
    "df_overlap[\"type\"] = \"overlapping\"\n",
    "df_fs_important[\"type\"] = \"non-overlapping\"\n",
    "df_fs_all = pd.concat([df_overlap, df_fs_important])\n",
    "df_cat12_all = pd.concat([df_overlap, df_cat12_important])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "7c887529-d8a3-4bc5-95af-2e6112242dbc",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(1, figsize=(10, 5))\n",
    "\n",
    "ax = fig.add_subplot(1, 2, 1)\n",
    "sns.stripplot(data=df_fs_all, x=\"type\", y=\"r_square\")\n",
    "plt.xticks(rotation=20)\n",
    "plt.ylabel(\"$R^2$\")\n",
    "plt.xlabel(\"\")\n",
    "plt.title(\"FreeSurfer\")\n",
    "\n",
    "ax = fig.add_subplot(1, 2, 2)\n",
    "sns.stripplot(data=df_cat12_all, x=\"type\", y=\"r_square\")\n",
    "plt.ylabel(\"$R^2$\")\n",
    "plt.xticks(rotation=20)\n",
    "plt.xlabel(\"\")\n",
    "plt.title(\"CAT12\")\n",
    "\n",
    "plt.tight_layout()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "593f6c2e-7909-4a6a-85b0-15cf7420e490",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<br><h5>FreeSurfer</h5>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>T</th>\n",
       "      <th>dof</th>\n",
       "      <th>alternative</th>\n",
       "      <th>p-val</th>\n",
       "      <th>CI95%</th>\n",
       "      <th>cohen-d</th>\n",
       "      <th>BF10</th>\n",
       "      <th>power</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>T-test</th>\n",
       "      <td>-1.67e+00</td>\n",
       "      <td>1.17e+01</td>\n",
       "      <td>two-sided</td>\n",
       "      <td>1.22e-01</td>\n",
       "      <td>[-0.28, 0.04]</td>\n",
       "      <td>7.65e-01</td>\n",
       "      <td>0.997</td>\n",
       "      <td>4.51e-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<br><h5>CAT12</h5>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>T</th>\n",
       "      <th>dof</th>\n",
       "      <th>alternative</th>\n",
       "      <th>p-val</th>\n",
       "      <th>CI95%</th>\n",
       "      <th>cohen-d</th>\n",
       "      <th>BF10</th>\n",
       "      <th>power</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>T-test</th>\n",
       "      <td>3.79e-02</td>\n",
       "      <td>1.15e+01</td>\n",
       "      <td>two-sided</td>\n",
       "      <td>9.70e-01</td>\n",
       "      <td>[-0.16, 0.16]</td>\n",
       "      <td>1.61e-02</td>\n",
       "      <td>0.356</td>\n",
       "      <td>5.02e-02</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_test_fs = pg.ttest(df_fs_all.loc[df_fs_all[\"type\"] == \"non-overlapping\"][\"r_square\"],\n",
    "                      df_fs_all.loc[df_fs_all[\"type\"] == \"overlapping\"][\"r_square\"])\n",
    "\n",
    "df_test_cat12 = pg.ttest(df_cat12_all.loc[df_cat12_all[\"type\"] == \"non-overlapping\"][\"r_square\"],\n",
    "                         df_cat12_all.loc[df_cat12_all[\"type\"] == \"overlapping\"][\"r_square\"])\n",
    "\n",
    "\n",
    "display(HTML(f\"<br><h5>FreeSurfer</h5>\"))\n",
    "display(HTML(df_test_fs.to_html()))\n",
    "\n",
    "display(HTML(f\"<br><h5>CAT12</h5>\"))\n",
    "display(HTML(df_test_cat12.to_html()))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}