{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tristan Hoellinger<br/>\n",
    "Institut d'Astrophysique de Paris</br>\n",
    "tristan.hoellinger@iap.fr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Non-regression tests towards implementing P3M gravity"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Set up the environment and parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# pyright: reportWildcardImportFromLibrary=false\n",
    "from wip3m import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "workdir = ROOT_PATH + \"results/\"\n",
    "output_path = OUTPUT_PATH\n",
    "\n",
    "L = 64  # Box size in Mpc/h\n",
    "N = 64  # Density grid size\n",
    "Np = 32  # Number of dark matter particles per spatial dimension\n",
    "Npm = 64  # PM grid size\n",
    "n_Tiles = 8  # Make sure Npm/n_Tiles >= 6\n",
    "\n",
    "go_beyond_Nyquist_ss = True  # for the summary statistics\n",
    "\n",
    "force = True\n",
    "force_hard = True\n",
    "run_id = \"notebook1\"\n",
    "\n",
    "# Good set of parameters for the force diagnostic\n",
    "# nPairsForceDiagnostic = 5\n",
    "# nBinsForceDiagnostic = 30\n",
    "# maxTrialsForceDiagnostic = int(2e9)\n",
    "\n",
    "# Faster force diagnostic\n",
    "nPairsForceDiagnostic = 3\n",
    "nBinsForceDiagnostic = 20\n",
    "maxTrialsForceDiagnostic = int(1e8)\n",
    "\n",
    "# Simulation parameters\n",
    "nsteps_pm = 50\n",
    "nsteps_cola1 = 10\n",
    "nsteps_cola2 = 3\n",
    "nsteps_spm = 50\n",
    "nsteps_p3m = 50"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In principle nothing needs to be changed below this cell."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Automatic reloading of modules\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "from os.path import isfile\n",
    "from pathlib import Path\n",
    "import numpy as np\n",
    "\n",
    "from pysbmy.power import PowerSpectrum\n",
    "from pysbmy.fft import FourierGrid, read_FourierGrid\n",
    "from pysbmy.field import read_field\n",
    "from pysbmy.correlations import get_autocorrelation\n",
    "\n",
    "from wip3m.tools import get_k_max, generate_sim_params, generate_white_noise_Field\n",
    "from wip3m.params import params_planck_kmax_missing, cosmo_small_to_full_dict, z2a, BASELINE_SEEDPHASE\n",
    "from wip3m.plot_utils import *  # type: ignore"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "k_max = 5.442\n"
     ]
    }
   ],
   "source": [
    "corner = -L / 2.0\n",
    "RedshiftLPT = 19.0\n",
    "RedshiftFCs = 0.0\n",
    "ai = z2a(RedshiftLPT)\n",
    "af = z2a(RedshiftFCs)\n",
    "k_max = get_k_max(L, N)  # k_max in h/Mpc\n",
    "print(f\"k_max = {k_max}\")\n",
    "cosmo = params_planck_kmax_missing.copy()\n",
    "cosmo[\"k_max\"] = k_max\n",
    "\n",
    "TimeStepDistribution_pm = 0\n",
    "TimeStepDistribution_cola1 = 0\n",
    "TimeStepDistribution_cola2 = 0\n",
    "TimeStepDistribution_spm = 0\n",
    "TimeStepDistribution_p3m = 0\n",
    "\n",
    "wd = workdir + run_id + \"/\"\n",
    "simdir = output_path + run_id + \"/\"\n",
    "logdir = simdir + \"logs/\"\n",
    "if force_hard:\n",
    "    import shutil\n",
    "    if Path(simdir).exists():\n",
    "        shutil.rmtree(simdir)\n",
    "    if Path(wd).exists():\n",
    "        shutil.rmtree(wd)\n",
    "Path(wd).mkdir(parents=True, exist_ok=True)\n",
    "Path(logdir).mkdir(parents=True, exist_ok=True)\n",
    "\n",
    "input_white_noise_file = simdir + \"input_white_noise.h5\"\n",
    "input_seed_phase_file = simdir + \"seed\"\n",
    "ICs_path = simdir + \"initial_density.h5\"\n",
    "simpath = simdir\n",
    "\n",
    "# Path to the input matter power spectrum (generated later)\n",
    "input_power_file = simdir + \"input_power.h5\"\n",
    "\n",
    "# Paths the the force diagnostic CSVs\n",
    "OutputForceDiagnostic_pm = simdir + \"force_diagnostic_pm.txt\"\n",
    "OutputForceDiagnostic_cola1 = simdir + \"force_diagnostic_cola1.txt\"\n",
    "OutputForceDiagnostic_cola2 = simdir + \"force_diagnostic_cola2.txt\"\n",
    "OutputForceDiagnostic_spm = simdir + \"force_diagnostic_spm.txt\"\n",
    "OutputForceDiagnostic_p3m = simdir + \"force_diagnostic_p3m.txt\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate the parameter files"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first preparatory step is to generate all the parameter files required for all the simulations.\n",
    "\n",
    "To this end we use the `generate_sim_params` function defined in `params.py`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "common_params = {\n",
    "    \"Np\": Np,\n",
    "    \"N\": N,\n",
    "    \"L\": L,\n",
    "    \"corner0\": corner,\n",
    "    \"corner1\": corner,\n",
    "    \"corner2\": corner,\n",
    "    \"h\": cosmo[\"h\"],\n",
    "    \"Omega_m\": cosmo[\"Omega_m\"],\n",
    "    \"Omega_b\": cosmo[\"Omega_b\"],\n",
    "    \"n_s\": cosmo[\"n_s\"],\n",
    "    \"sigma8\": cosmo[\"sigma8\"],\n",
    "}\n",
    "\n",
    "lpt_params = common_params.copy()\n",
    "lpt_params[\"method\"] = \"lpt\"\n",
    "lpt_params[\"InputPowerSpectrum\"] = input_power_file\n",
    "lpt_params[\"ICsMode\"] = 1\n",
    "# 0 : the codes generates white noise, then initial conditions\n",
    "# 1 : external white noise specified, the code multiplies by the power spectrum\n",
    "# 2 : external initial conditions specified\n",
    "lpt_params[\"InputWhiteNoise\"] = input_white_noise_file\n",
    "\n",
    "common_params_num = common_params.copy()\n",
    "common_params_num[\"ai\"] = ai\n",
    "common_params_num[\"af\"] = af\n",
    "common_params_num[\"RedshiftLPT\"] = RedshiftLPT\n",
    "common_params_num[\"RedshiftFCs\"] = RedshiftFCs\n",
    "common_params_num[\"Npm\"] = Npm\n",
    "common_params_num[\"RunForceDiagnostic\"] = True\n",
    "common_params_num[\"nBinsForceDiagnostic\"] = nBinsForceDiagnostic\n",
    "common_params_num[\"nPairsForceDiagnostic\"] = nPairsForceDiagnostic\n",
    "common_params_num[\"maxTrialsForceDiagnostic\"] = maxTrialsForceDiagnostic\n",
    "\n",
    "pm_params = common_params_num.copy()\n",
    "pm_params[\"method\"] = \"pm\"\n",
    "pm_params[\"TimeStepDistribution\"] = TimeStepDistribution_pm\n",
    "pm_params[\"nsteps\"] = nsteps_pm\n",
    "pm_params[\"OutputForceDiagnostic\"] = OutputForceDiagnostic_pm\n",
    "\n",
    "cola1_params = common_params_num.copy()\n",
    "cola1_params[\"method\"] = \"cola\"\n",
    "cola1_params[\"TimeStepDistribution\"] = TimeStepDistribution_cola1\n",
    "cola1_params[\"nsteps\"] = nsteps_cola1\n",
    "cola1_params[\"OutputForceDiagnostic\"] = OutputForceDiagnostic_cola1\n",
    "\n",
    "cola2_params = common_params_num.copy()\n",
    "cola2_params[\"method\"] = \"cola\"\n",
    "cola2_params[\"TimeStepDistribution\"] = TimeStepDistribution_cola2\n",
    "cola2_params[\"nsteps\"] = nsteps_cola2\n",
    "cola2_params[\"OutputForceDiagnostic\"] = OutputForceDiagnostic_cola2\n",
    "\n",
    "spm_params = common_params_num.copy()\n",
    "spm_params[\"method\"] = \"spm\"\n",
    "spm_params[\"EvolutionMode\"] = 5\n",
    "spm_params[\"TimeStepDistribution\"] = TimeStepDistribution_spm\n",
    "spm_params[\"nsteps\"] = nsteps_spm\n",
    "spm_params[\"n_Tiles\"] = n_Tiles\n",
    "spm_params[\"OutputForceDiagnostic\"] = OutputForceDiagnostic_spm\n",
    "\n",
    "p3m_params = common_params_num.copy()\n",
    "p3m_params[\"method\"] = \"p3m\"\n",
    "p3m_params[\"EvolutionMode\"] = 4\n",
    "p3m_params[\"TimeStepDistribution\"] = TimeStepDistribution_p3m\n",
    "p3m_params[\"nsteps\"] = nsteps_p3m\n",
    "p3m_params[\"n_Tiles\"] = n_Tiles\n",
    "p3m_params[\"OutputForceDiagnostic\"] = OutputForceDiagnostic_p3m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[21:20:30|\u001b[1;36mINFO      \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Generating parameter file...\n",
      "[21:20:30|\u001b[38;5;113mSTATUS    \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/example_lpt.sbmy'...\n",
      "[21:20:30|\u001b[38;5;113mSTATUS    \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/example_lpt.sbmy' done.\n",
      "[21:20:30|\u001b[1;36mINFO      \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Parameter file written to /Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/example_lpt.sbmy\n",
      "PM nsteps = 50:\n",
      "[21:20:30|\u001b[1;36mINFO      \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Time-stepping distribution file: /Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps50_ts_pm.h5\n",
      "[21:20:30|\u001b[38;5;113mSTATUS    \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps50_ts_pm.h5'...\n",
      "[21:20:30|\u001b[38;5;113mSTATUS    \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps50_ts_pm.h5' done.\n",
      "[21:20:30|\u001b[1;36mINFO      \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m TS.ai = 0.050000, TS.af = 1.000000, TS.nsteps = 50\n",
      "[21:20:30|\u001b[38;5;113mSTATUS    \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps50_ts_pm.h5'...\n",
      "[21:20:30|\u001b[38;5;113mSTATUS    \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps50_ts_pm.h5' done.\n",
      "[21:20:30|\u001b[1;36mINFO      \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Generating parameter file...\n",
      "[21:20:30|\u001b[38;5;113mSTATUS    \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps50_example_pm.sbmy'...\n",
      "[21:20:30|\u001b[38;5;113mSTATUS    \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps50_example_pm.sbmy' done.\n",
      "[21:20:30|\u001b[1;36mINFO      \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Parameter file written to /Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps50_example_pm.sbmy\n",
      "COLA1 nsteps = 10:\n",
      "[21:20:30|\u001b[1;36mINFO      \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Time-stepping distribution file: /Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps10_ts_cola.h5\n",
      "[21:20:30|\u001b[38;5;113mSTATUS    \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps10_ts_cola.h5'...\n",
      "[21:20:30|\u001b[38;5;113mSTATUS    \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps10_ts_cola.h5' done.\n",
      "[21:20:30|\u001b[1;36mINFO      \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m TS.ai = 0.050000, TS.af = 1.000000, TS.nsteps = 10\n",
      "[21:20:30|\u001b[38;5;113mSTATUS    \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps10_ts_cola.h5'...\n",
      "[21:20:30|\u001b[38;5;113mSTATUS    \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps10_ts_cola.h5' done.\n",
      "[21:20:31|\u001b[1;36mINFO      \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Generating parameter file...\n",
      "[21:20:31|\u001b[38;5;113mSTATUS    \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps10_example_cola.sbmy'...\n",
      "[21:20:31|\u001b[38;5;113mSTATUS    \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps10_example_cola.sbmy' done.\n",
      "[21:20:31|\u001b[1;36mINFO      \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Parameter file written to /Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps10_example_cola.sbmy\n",
      "COLA2 nsteps = 3:\n",
      "[21:20:31|\u001b[1;36mINFO      \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Time-stepping distribution file: /Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps3_ts_cola.h5\n",
      "[21:20:31|\u001b[38;5;113mSTATUS    \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps3_ts_cola.h5'...\n",
      "[21:20:31|\u001b[38;5;113mSTATUS    \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps3_ts_cola.h5' done.\n",
      "[21:20:31|\u001b[1;36mINFO      \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m TS.ai = 0.050000, TS.af = 1.000000, TS.nsteps = 3\n",
      "[21:20:31|\u001b[38;5;113mSTATUS    \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps3_ts_cola.h5'...\n",
      "[21:20:31|\u001b[38;5;113mSTATUS    \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps3_ts_cola.h5' done.\n",
      "[21:20:31|\u001b[1;36mINFO      \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Generating parameter file...\n",
      "[21:20:31|\u001b[38;5;113mSTATUS    \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps3_example_cola.sbmy'...\n",
      "[21:20:31|\u001b[38;5;113mSTATUS    \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps3_example_cola.sbmy' done.\n",
      "[21:20:31|\u001b[1;36mINFO      \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Parameter file written to /Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps3_example_cola.sbmy\n",
      "SPM nsteps = 50:\n",
      "[21:20:31|\u001b[1;36mINFO      \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Time-stepping distribution file: /Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps50_ts_spm.h5\n",
      "[21:20:31|\u001b[38;5;113mSTATUS    \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps50_ts_spm.h5'...\n",
      "[21:20:31|\u001b[38;5;113mSTATUS    \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps50_ts_spm.h5' done.\n",
      "[21:20:31|\u001b[1;36mINFO      \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m TS.ai = 0.050000, TS.af = 1.000000, TS.nsteps = 50\n",
      "[21:20:31|\u001b[38;5;113mSTATUS    \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps50_ts_spm.h5'...\n",
      "[21:20:31|\u001b[38;5;113mSTATUS    \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps50_ts_spm.h5' done.\n",
      "[21:20:31|\u001b[1;36mINFO      \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Generating parameter file...\n",
      "[21:20:31|\u001b[38;5;113mSTATUS    \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps50_example_spm.sbmy'...\n",
      "[21:20:31|\u001b[38;5;113mSTATUS    \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps50_example_spm.sbmy' done.\n",
      "[21:20:31|\u001b[1;36mINFO      \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Parameter file written to /Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps50_example_spm.sbmy\n",
      "P3M nsteps = 50:\n",
      "[21:20:31|\u001b[1;36mINFO      \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Time-stepping distribution file: /Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps50_ts_p3m.h5\n",
      "[21:20:31|\u001b[38;5;113mSTATUS    \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps50_ts_p3m.h5'...\n",
      "[21:20:31|\u001b[38;5;113mSTATUS    \u001b[00m]|Write timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps50_ts_p3m.h5' done.\n",
      "[21:20:31|\u001b[1;36mINFO      \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m TS.ai = 0.050000, TS.af = 1.000000, TS.nsteps = 50\n",
      "[21:20:31|\u001b[38;5;113mSTATUS    \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps50_ts_p3m.h5'...\n",
      "[21:20:31|\u001b[38;5;113mSTATUS    \u001b[00m]|Read timestepping configuration in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps50_ts_p3m.h5' done.\n",
      "[21:20:31|\u001b[1;36mINFO      \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Generating parameter file...\n",
      "[21:20:31|\u001b[38;5;113mSTATUS    \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps50_example_p3m.sbmy'...\n",
      "[21:20:31|\u001b[38;5;113mSTATUS    \u001b[00m]|Writing parameter file in '/Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps50_example_p3m.sbmy' done.\n",
      "[21:20:32|\u001b[1;36mINFO      \u001b[00m]|\u001b[38;5;147m(wip3m.tools)\u001b[00m Parameter file written to /Users/hoellinger/Library/CloudStorage/Dropbox/travail/these/science/code/simbelmyne/simbelmyne2025/WIP_P3M/results/notebook1/nsteps50_example_p3m.sbmy\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 500x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x100 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "reset_plotting()  # Default style for Simbelmynë\n",
    "generate_sim_params(lpt_params, ICs_path, wd, simdir, None, force)\n",
    "\n",
    "print(f\"PM nsteps = {nsteps_pm}:\")\n",
    "file_ext = f\"nsteps{nsteps_pm}\"  # \"pm\" is already in the filename\n",
    "generate_sim_params(pm_params, ICs_path, wd, simdir, file_ext, force)\n",
    "\n",
    "print(f\"COLA1 nsteps = {nsteps_cola1}:\")\n",
    "file_ext = f\"nsteps{nsteps_cola1}\"  # \"cola\" is already in the filename\n",
    "generate_sim_params(cola1_params, ICs_path, wd, simdir, file_ext, force)\n",
    "\n",
    "print(f\"COLA2 nsteps = {nsteps_cola2}:\")\n",
    "file_ext = f\"nsteps{nsteps_cola2}\"  # \"cola\" is already in the filename\n",
    "generate_sim_params(cola2_params, ICs_path, wd, simdir, file_ext, force)\n",
    "\n",
    "print(f\"SPM nsteps = {nsteps_spm}:\")\n",
    "file_ext = f\"nsteps{nsteps_spm}\"  # \"spm\" is already in the filename\n",
    "generate_sim_params(spm_params, ICs_path, wd, simdir, file_ext, force)\n",
    "\n",
    "print(f\"P3M nsteps = {nsteps_p3m}:\")\n",
    "file_ext = f\"nsteps{nsteps_p3m}\"  # \"p3m\" is already in the filename\n",
    "generate_sim_params(p3m_params, ICs_path, wd, simdir, file_ext, force)\n",
    "setup_plotting()  # Reset plotting style for this project"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate the initial phase"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "generate_white_noise_Field(\n",
    "    L=L,\n",
    "    size=N,\n",
    "    corner=corner,\n",
    "    seedphase=BASELINE_SEEDPHASE,\n",
    "    fname_whitenoise=input_white_noise_file,\n",
    "    seedname_whitenoise=input_seed_phase_file,\n",
    "    force_phase=force,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generating the input power spectrum"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The second preparatory step is to compute the initial power spectrum to be used in the simulations, given the cosmological parameters and prescription specified in ``params.py``. The power spectrum is saved in `input_power_file`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[21:20:32|\u001b[38;5;113mSTATUS    \u001b[00m]|Setting up Fourier grid...\n",
      "[21:20:32|\u001b[38;5;113mSTATUS    \u001b[00m]|Setting up Fourier grid done.\n",
      "[21:20:32\u001b[00m|\u001b[38;5;113mSTATUS    \u001b[00m]|Computing normalization of the power spectrum...\n",
      "[21:20:32\u001b[00m|\u001b[38;5;113mSTATUS    \u001b[00m]|Computing normalization of the power spectrum done.\n",
      "[21:20:32\u001b[00m|\u001b[38;5;113mSTATUS    \u001b[00m]|Computing power spectrum...\n",
      "[21:20:32\u001b[00m|\u001b[38;5;113mSTATUS    \u001b[00m]|Computing power spectrum done.\n",
      "[21:20:32|\u001b[38;5;113mSTATUS    \u001b[00m]|Write power spectrum in data file '/Users/hoellinger/WIP3M/notebook1/input_power.h5'...\n",
      "[21:20:32|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mL0=64, L1=64, L2=64\u001b[00m\n",
      "[21:20:32|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mN0=64, N1=64, N2=64, N2_HC=33, N_HC=135168, NUM_MODES=1914\u001b[00m\n",
      "[21:20:32|\u001b[38;5;113mSTATUS    \u001b[00m]|Write power spectrum in data file '/Users/hoellinger/WIP3M/notebook1/input_power.h5' done.\n"
     ]
    }
   ],
   "source": [
    "# If cosmo[\"WhichSpectrum\"] == \"class\", then classy is required.\n",
    "if not isfile(input_power_file) or force:\n",
    "    Pk = PowerSpectrum(L, L, L, N, N, N, cosmo_small_to_full_dict(cosmo))\n",
    "    Pk.write(input_power_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[21:20:32|\u001b[38;5;113mSTATUS    \u001b[00m]|Setting up Fourier grid...\n",
      "[21:20:32|\u001b[38;5;113mSTATUS    \u001b[00m]|Setting up Fourier grid done.\n",
      "[21:20:32|\u001b[38;5;113mSTATUS    \u001b[00m]|Write Fourier grid in data file '/Users/hoellinger/WIP3M/notebook1/input_ss_k_grid.h5'...\n",
      "[21:20:32|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mL0=64, L1=64, L2=64\u001b[00m\n",
      "[21:20:32|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mN0=64, N1=64, N2=64, N2_HC=33, N_HC=135168, NUM_MODES=51\u001b[00m\n",
      "[21:20:32|\u001b[38;5;113mSTATUS    \u001b[00m]|Write Fourier grid in data file '/Users/hoellinger/WIP3M/notebook1/input_ss_k_grid.h5' done.\n"
     ]
    }
   ],
   "source": [
    "# k grid used to compute the final overdensity power spectrum\n",
    "Pinit = 100\n",
    "trim_threshold = 100  # Merge bins until this minimum number of modes per bin is reached\n",
    "log_kmin = np.log10(2 * np.pi / (np.sqrt(3) * L))  # Minimum non-zero k in h/Mpc\n",
    "if go_beyond_Nyquist_ss:\n",
    "    k_max_ss = get_k_max(L, N)\n",
    "else:\n",
    "    k_max_ss = get_k_max(L, N) / np.sqrt(3)  # 1D Nyquist frequency\n",
    "Pbins_left_bnds = np.logspace(log_kmin, np.log10(k_max_ss), Pinit + 1, dtype=np.float32)\n",
    "Pbins_left_bnds = Pbins_left_bnds[:-1]\n",
    "input_ss_file = simdir + \"input_ss_k_grid.h5\"\n",
    "Gk = FourierGrid(\n",
    "    L,\n",
    "    L,\n",
    "    L,\n",
    "    N,\n",
    "    N,\n",
    "    N,\n",
    "    k_modes=Pbins_left_bnds,\n",
    "    kmax=k_max_ss,\n",
    "    trim_bins=True,\n",
    "    trim_threshold=trim_threshold,\n",
    ")\n",
    "Gk.write(input_ss_file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Running the simulations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are now ready to run the actual simulations using the Simbelmynë executable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "vscode": {
     "languageId": "shellscript"
    }
   },
   "outputs": [],
   "source": [
    "%%capture\n",
    "\n",
    "if not isfile(ICs_path) or not isfile(simdir + \"lpt_density.h5\") or not isfile(simdir + \"lpt_particles.gadget3\") or force:\n",
    "    !simbelmyne {wd}example_lpt.sbmy {logdir}lpt.txt\n",
    "\n",
    "file_ext = f\"nsteps{nsteps_pm}\"  # \"pm\" is already in the filename\n",
    "if not isfile(simdir + f\"{file_ext}_final_density_pm.h5\") or force:\n",
    "    !simbelmyne {wd}{file_ext}_example_pm.sbmy {logdir}{file_ext}_pm.txt\n",
    "\n",
    "file_ext = f\"nsteps{nsteps_cola1}\"  # \"cola\" is already in the filename\n",
    "if not isfile(simdir + f\"{file_ext}_final_density_cola1.h5\") or force:\n",
    "    !simbelmyne {wd}{file_ext}_example_cola.sbmy {logdir}{file_ext}_cola1.txt\n",
    "\n",
    "file_ext = f\"nsteps{nsteps_cola2}\"  # \"cola\" is already in the filename\n",
    "if not isfile(simdir + f\"{file_ext}_final_density_cola2.h5\") or force:\n",
    "    !simbelmyne {wd}{file_ext}_example_cola.sbmy {logdir}{file_ext}_cola2.txt\n",
    "\n",
    "file_ext = f\"nsteps{nsteps_spm}\"  # \"spm\" is already in the filename\n",
    "if not isfile(simdir + f\"{file_ext}_final_density_spm.h5\") or force:\n",
    "    !simbelmyne {wd}{file_ext}_example_spm.sbmy {logdir}{file_ext}_spm.txt\n",
    "\n",
    "file_ext = f\"nsteps{nsteps_p3m}\"  # \"p3m\" is already in the filename\n",
    "if not isfile(simdir + f\"{file_ext}_final_density_p3m.h5\") or force:\n",
    "    !simbelmyne {wd}{file_ext}_example_p3m.sbmy {logdir}{file_ext}_p3m.txt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "vscode": {
     "languageId": "shellscript"
    }
   },
   "source": [
    "The logs can be monitored in the corresponding files in the `logdir` directory."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot the evolved dark matter density fields"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[21:21:14|\u001b[38;5;113mSTATUS    \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook1/lpt_density.h5'...\n",
      "[21:21:14|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(-32.0), np.float64(32.0), np.float64(-32.0), np.float64(32.0), np.float64(-32.0), np.float64(32.0), np.int32(64), np.int32(64), np.int32(64)]\u001b[00m\n",
      "[21:21:14|\u001b[38;5;113mSTATUS    \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook1/lpt_density.h5' done.\n",
      "[21:21:14|\u001b[38;5;113mSTATUS    \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook1/nsteps10_final_density_cola.h5'...\n",
      "[21:21:14|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(-32.0), np.float64(32.0), np.float64(-32.0), np.float64(32.0), np.float64(-32.0), np.float64(32.0), np.int32(64), np.int32(64), np.int32(64)]\u001b[00m\n",
      "[21:21:14|\u001b[38;5;113mSTATUS    \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook1/nsteps10_final_density_cola.h5' done.\n",
      "[21:21:14|\u001b[38;5;113mSTATUS    \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook1/nsteps3_final_density_cola.h5'...\n",
      "[21:21:14|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(-32.0), np.float64(32.0), np.float64(-32.0), np.float64(32.0), np.float64(-32.0), np.float64(32.0), np.int32(64), np.int32(64), np.int32(64)]\u001b[00m\n",
      "[21:21:14|\u001b[38;5;113mSTATUS    \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook1/nsteps3_final_density_cola.h5' done.\n",
      "[21:21:14|\u001b[38;5;113mSTATUS    \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook1/nsteps50_final_density_pm.h5'...\n",
      "[21:21:14|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(-32.0), np.float64(32.0), np.float64(-32.0), np.float64(32.0), np.float64(-32.0), np.float64(32.0), np.int32(64), np.int32(64), np.int32(64)]\u001b[00m\n",
      "[21:21:14|\u001b[38;5;113mSTATUS    \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook1/nsteps50_final_density_pm.h5' done.\n",
      "[21:21:14|\u001b[38;5;113mSTATUS    \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook1/nsteps50_final_density_spm.h5'...\n",
      "[21:21:14|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(-32.0), np.float64(32.0), np.float64(-32.0), np.float64(32.0), np.float64(-32.0), np.float64(32.0), np.int32(64), np.int32(64), np.int32(64)]\u001b[00m\n",
      "[21:21:14|\u001b[38;5;113mSTATUS    \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook1/nsteps50_final_density_spm.h5' done.\n",
      "[21:21:14|\u001b[38;5;113mSTATUS    \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook1/nsteps50_final_density_p3m.h5'...\n",
      "[21:21:14|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(-32.0), np.float64(32.0), np.float64(-32.0), np.float64(32.0), np.float64(-32.0), np.float64(32.0), np.int32(64), np.int32(64), np.int32(64)]\u001b[00m\n",
      "[21:21:14|\u001b[38;5;113mSTATUS    \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook1/nsteps50_final_density_p3m.h5' done.\n"
     ]
    }
   ],
   "source": [
    "slice_ijk = (N // 2, slice(None), slice(None))\n",
    "DELTA_LPT = read_field(simdir + \"lpt_density.h5\").data[slice_ijk]\n",
    "DELTA_COLA1 = read_field(simdir + f\"nsteps{nsteps_cola1}_final_density_cola.h5\").data[slice_ijk]\n",
    "DELTA_COLA2 = read_field(simdir + f\"nsteps{nsteps_cola2}_final_density_cola.h5\").data[slice_ijk]\n",
    "DELTA_PM = read_field(simdir + f\"nsteps{nsteps_pm}_final_density_pm.h5\").data[slice_ijk]\n",
    "DELTA_SPM = read_field(simdir + f\"nsteps{nsteps_spm}_final_density_spm.h5\").data[slice_ijk]\n",
    "DELTA_P3M = read_field(simdir + f\"nsteps{nsteps_p3m}_final_density_p3m.h5\").data[slice_ijk]\n",
    "diff_p3m_pm = DELTA_P3M - DELTA_PM\n",
    "diff_p3m_spm = DELTA_P3M - DELTA_SPM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "max(DELTA_PM) = 598.9951782226562, min(DELTA_PM) = -1.0\n",
      "max(DELTA_P3M) = 747.01904296875, min(DELTA_P3M) = -1.0\n",
      "max(diff) = 148.02386474609375, min(diff) = -37.60849380493164\n"
     ]
    }
   ],
   "source": [
    "print(f\"max(DELTA_PM) = {np.max(DELTA_PM)}, min(DELTA_PM) = {np.min(DELTA_PM)}\")\n",
    "print(f\"max(DELTA_P3M) = {np.max(DELTA_P3M)}, min(DELTA_P3M) = {np.min(DELTA_P3M)}\")\n",
    "print(f\"max(diff) = {np.max(diff_p3m_pm)}, min(diff) = {np.min(diff_p3m_pm)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 7200x1200 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# fields = [\"pm\", \"spm\", \"p3m\", \"diff_p3m_pm\"]  # fields to plot\n",
    "fields = [\"lpt\", \"cola1\", \"cola2\", \"pm\", \"spm\", \"p3m\", \"diff_p3m_pm\", \"diff_p3m_spm\"]  # fields to plot\n",
    "\n",
    "figname = \"_\".join(fields)\n",
    "slices_dict = {\n",
    "    \"lpt\": DELTA_LPT,\n",
    "    \"cola1\": DELTA_COLA1,\n",
    "    \"cola2\": DELTA_COLA2,\n",
    "    \"pm\": DELTA_PM,\n",
    "    \"spm\": DELTA_SPM,\n",
    "    \"p3m\": DELTA_P3M,\n",
    "    \"diff_p3m_pm\": diff_p3m_pm,\n",
    "    \"diff_p3m_spm\": diff_p3m_spm,\n",
    "}\n",
    "titles_dict = {\n",
    "    \"lpt\": \"LPT\",\n",
    "    \"cola1\": f\"COLA1 $n_\\\\mathrm{{steps}}={nsteps_cola1}$\",\n",
    "    \"cola2\": f\"COLA2 $n_\\\\mathrm{{steps}}={nsteps_cola2}$\",\n",
    "    \"pm\": f\"PM $n_\\\\mathrm{{steps}}={nsteps_pm}$\",\n",
    "    \"spm\": f\"sPM $n_\\\\mathrm{{steps}}={nsteps_spm}$\",\n",
    "    \"p3m\": f\"P3M $n_\\\\mathrm{{steps}}={nsteps_p3m}$\",\n",
    "    \"diff_p3m_pm\": r\"$\\delta_{\\rm P3M}-\\delta_{\\rm PM}$\",\n",
    "    \"diff_p3m_spm\": r\"$\\delta_{\\rm P3M}-\\delta_{\\rm sPM}$\",\n",
    "}\n",
    "\n",
    "npanels = len(fields)\n",
    "fig, axs = plt.subplots(1, npanels, figsize=(3 * npanels, 4), sharey=True)\n",
    "\n",
    "ims = []\n",
    "for i, key in enumerate(fields):\n",
    "    ax = axs[i]\n",
    "    data = slices_dict[key]\n",
    "    title = titles_dict[key]\n",
    "\n",
    "    if key.startswith(\"diff\"):\n",
    "        norm = TwoSlopeNorm(vmin=-np.log(1 + np.abs(np.min(data))), vcenter=0, vmax=np.log10(1 + np.abs(np.max(data))))\n",
    "        im = ax.imshow(\n",
    "            np.sign(data) * np.log(1 + np.abs(data)), cmap=\"RdBu_r\", norm=norm\n",
    "        )\n",
    "    else:\n",
    "        im = ax.imshow(np.log10(2 + data), cmap=cmap)\n",
    "\n",
    "    ims.append((im, key))\n",
    "    ax.set_title(title, fontsize=fs_titles)\n",
    "    for spine in ax.spines.values():\n",
    "        spine.set_visible(False)\n",
    "\n",
    "axs[0].set_yticks([0, N // 2, N])\n",
    "axs[0].set_yticklabels([f\"{-L/2:.0f}\", \"0\", f\"{L/2:.0f}\"], fontsize=fs)\n",
    "axs[0].set_ylabel(r\"Mpc/$h$\", size=GLOBAL_FS_SMALL)\n",
    "\n",
    "for i, ax in enumerate(axs):\n",
    "    ax.set_xticks([0, N // 2, N])\n",
    "    ax.set_xticklabels([f\"{-L/2:.0f}\", \"0\", f\"{L/2:.0f}\"], fontsize=fs)\n",
    "    ax.set_xlabel(r\"Mpc/$h$\", size=GLOBAL_FS_SMALL)\n",
    "\n",
    "for ax, (im, key) in zip(axs, ims):\n",
    "    divider = make_axes_locatable(ax)\n",
    "    cax = divider.append_axes(\"bottom\", size=\"5%\", pad=0.6)\n",
    "    cb = fig.colorbar(im, cax=cax, orientation=\"horizontal\")\n",
    "    if key.startswith(\"diff\"):\n",
    "        cb.set_label(r\"$\\textrm{sgn}\\left(\\Delta\\delta\\right)\\log_{10}(1 + |\\Delta\\delta|)$\", fontsize=fs)\n",
    "    else:\n",
    "        cb.set_label(r\"$\\log_{10}(2 + \\delta)$\", fontsize=fs)\n",
    "    cb.ax.tick_params(labelsize=fs)\n",
    "    cax.xaxis.set_ticks_position(\"bottom\")\n",
    "    cax.xaxis.set_label_position(\"bottom\")\n",
    "fig.savefig(\n",
    "    simdir + f\"{figname}.png\",\n",
    "    bbox_inches=\"tight\",\n",
    "    dpi=300,\n",
    "    transparent=True,\n",
    ")\n",
    "fig.savefig(\n",
    "    simdir + f\"{figname}.pdf\",\n",
    "    bbox_inches=\"tight\",\n",
    "    dpi=300,\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "full_field_p3m = np.log10(2+read_field(simdir + f\"nsteps{nsteps_p3m}_final_density_p3m.h5\").data)\n",
    "\n",
    "if N <= 128:\n",
    "    fig = plotly_3d(full_field_p3m, size=N, L=L, colormap=thermal_plotly, limits=\"default\")\n",
    "else:\n",
    "    # Downsample the grid for visualisation\n",
    "    downsample_factor = N // 128\n",
    "    downsampled_field = full_field_p3m[\n",
    "        ::downsample_factor, ::downsample_factor, ::downsample_factor\n",
    "    ]\n",
    "    fig = plotly_3d(downsampled_field, size=N, L=L, colormap=thermal_plotly, limits=\"default\")\n",
    "\n",
    "fig.show()\n",
    "clear_large_plot(fig)  # Uncomment to clear the Plotly figure to avoid memory issues"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Compute and plot the power spectra of the evolved dark matter fields"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[21:21:16|\u001b[38;5;113mSTATUS    \u001b[00m]|Read Fourier grid in data file '/Users/hoellinger/WIP3M/notebook1/input_ss_k_grid.h5'...\n",
      "[21:21:16|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mL0=64.0, L1=64.0, L2=64.0\u001b[00m\n",
      "[21:21:16|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mN0=64, N1=64, N2=64, N2_HC=33, N_HC=135168, NUM_MODES=51\u001b[00m\n",
      "[21:21:16|\u001b[38;5;113mSTATUS    \u001b[00m]|Read Fourier grid in data file '/Users/hoellinger/WIP3M/notebook1/input_ss_k_grid.h5' done.\n",
      "[21:21:16|\u001b[38;5;113mSTATUS    \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook1/initial_density.h5'...\n",
      "[21:21:16|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(-32.0), np.float64(32.0), np.float64(-32.0), np.float64(32.0), np.float64(-32.0), np.float64(32.0), np.int32(64), np.int32(64), np.int32(64)]\u001b[00m\n",
      "[21:21:16|\u001b[38;5;113mSTATUS    \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook1/initial_density.h5' done.\n",
      "[21:21:16\u001b[00m|\u001b[38;5;113mSTATUS    \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores)...\n",
      "[21:21:16|\u001b[38;5;113mSTATUS    \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook1/lpt_density.h5'...\n",
      "[21:21:16\u001b[00m|\u001b[38;5;113mSTATUS    \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores) done.\n",
      "[21:21:16|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(-32.0), np.float64(32.0), np.float64(-32.0), np.float64(32.0), np.float64(-32.0), np.float64(32.0), np.int32(64), np.int32(64), np.int32(64)]\u001b[00m\n",
      "[21:21:16|\u001b[38;5;113mSTATUS    \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook1/lpt_density.h5' done.\n",
      "[21:21:16\u001b[00m|\u001b[38;5;113mSTATUS    \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores)...\n",
      "[21:21:16|\u001b[38;5;113mSTATUS    \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook1/nsteps50_final_density_pm.h5'...\n",
      "[21:21:16\u001b[00m|\u001b[38;5;113mSTATUS    \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores) done.\n",
      "[21:21:16|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(-32.0), np.float64(32.0), np.float64(-32.0), np.float64(32.0), np.float64(-32.0), np.float64(32.0), np.int32(64), np.int32(64), np.int32(64)]\u001b[00m\n",
      "[21:21:16|\u001b[38;5;113mSTATUS    \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook1/nsteps50_final_density_pm.h5' done.\n",
      "[21:21:16\u001b[00m|\u001b[38;5;113mSTATUS    \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores)...\n",
      "[21:21:16|\u001b[38;5;113mSTATUS    \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook1/nsteps10_final_density_cola.h5'...\n",
      "[21:21:16\u001b[00m|\u001b[38;5;113mSTATUS    \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores) done.\n",
      "[21:21:16|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(-32.0), np.float64(32.0), np.float64(-32.0), np.float64(32.0), np.float64(-32.0), np.float64(32.0), np.int32(64), np.int32(64), np.int32(64)]\u001b[00m\n",
      "[21:21:16|\u001b[38;5;113mSTATUS    \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook1/nsteps10_final_density_cola.h5' done.\n",
      "[21:21:16\u001b[00m|\u001b[38;5;113mSTATUS    \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores)...\n",
      "[21:21:16|\u001b[38;5;113mSTATUS    \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook1/nsteps3_final_density_cola.h5'...\n",
      "[21:21:16\u001b[00m|\u001b[38;5;113mSTATUS    \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores) done.\n",
      "[21:21:16|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(-32.0), np.float64(32.0), np.float64(-32.0), np.float64(32.0), np.float64(-32.0), np.float64(32.0), np.int32(64), np.int32(64), np.int32(64)]\u001b[00m\n",
      "[21:21:16|\u001b[38;5;113mSTATUS    \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook1/nsteps3_final_density_cola.h5' done.\n",
      "[21:21:16\u001b[00m|\u001b[38;5;113mSTATUS    \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores)...\n",
      "[21:21:16|\u001b[38;5;113mSTATUS    \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook1/nsteps50_final_density_spm.h5'...\n",
      "[21:21:16\u001b[00m|\u001b[38;5;113mSTATUS    \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores) done.\n",
      "[21:21:16|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(-32.0), np.float64(32.0), np.float64(-32.0), np.float64(32.0), np.float64(-32.0), np.float64(32.0), np.int32(64), np.int32(64), np.int32(64)]\u001b[00m\n",
      "[21:21:16|\u001b[38;5;113mSTATUS    \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook1/nsteps50_final_density_spm.h5' done.\n",
      "[21:21:16\u001b[00m|\u001b[38;5;113mSTATUS    \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores)...\n",
      "[21:21:16|\u001b[38;5;113mSTATUS    \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook1/nsteps50_final_density_p3m.h5'...\n",
      "[21:21:16\u001b[00m|\u001b[38;5;113mSTATUS    \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores) done.\n",
      "[21:21:16|\u001b[38;5;246mDIAGNOSTIC\u001b[00m]==|\u001b[38;5;246mranges=[np.float64(-32.0), np.float64(32.0), np.float64(-32.0), np.float64(32.0), np.float64(-32.0), np.float64(32.0), np.int32(64), np.int32(64), np.int32(64)]\u001b[00m\n",
      "[21:21:16|\u001b[38;5;113mSTATUS    \u001b[00m]|Read field in data file '/Users/hoellinger/WIP3M/notebook1/nsteps50_final_density_p3m.h5' done.\n",
      "[21:21:16\u001b[00m|\u001b[38;5;113mSTATUS    \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores)...\n",
      "[21:21:16\u001b[00m|\u001b[38;5;113mSTATUS    \u001b[00m]|Getting auto-correlation in Fourier space (using 8 cores) done.\n"
     ]
    }
   ],
   "source": [
    "G = read_FourierGrid(simdir + \"input_ss_k_grid.h5\")\n",
    "k = G.k_modes[1:]\n",
    "AliasingCorr = False\n",
    "\n",
    "DELTA = read_field(simdir + \"initial_density.h5\")\n",
    "Pk_INI, Vk_INI = get_autocorrelation(DELTA, G, AliasingCorr)\n",
    "Pk_INI, Vk_INI = Pk_INI[1:], Vk_INI[1:]\n",
    "Sk_INI = np.sqrt(Vk_INI)\n",
    "\n",
    "DELTA = read_field(simdir + \"lpt_density.h5\")\n",
    "Pk_LPT, Vk_LPT = get_autocorrelation(DELTA, G, AliasingCorr)\n",
    "Pk_LPT, Vk_LPT = Pk_LPT[1:], Vk_LPT[1:]\n",
    "Sk_LPT = np.sqrt(Vk_LPT)\n",
    "\n",
    "DELTA = read_field(simdir + f\"nsteps{nsteps_pm}_final_density_pm.h5\")\n",
    "Pk_PM, Vk_PM = get_autocorrelation(DELTA, G, AliasingCorr)\n",
    "Pk_PM, Vk_PM = Pk_PM[1:], Vk_PM[1:]\n",
    "Sk_PM = np.sqrt(Vk_PM)\n",
    "\n",
    "DELTA = read_field(simdir + f\"nsteps{nsteps_cola1}_final_density_cola.h5\")\n",
    "Pk_COLA1, Vk_COLA1 = get_autocorrelation(DELTA, G, AliasingCorr)\n",
    "Pk_COLA1, Vk_COLA1 = Pk_COLA1[1:], Vk_COLA1[1:]\n",
    "Sk_COLA1 = np.sqrt(Vk_COLA1)\n",
    "\n",
    "DELTA = read_field(simdir + f\"nsteps{nsteps_cola2}_final_density_cola.h5\")\n",
    "Pk_COLA2, Vk_COLA2 = get_autocorrelation(DELTA, G, AliasingCorr)\n",
    "Pk_COLA2, Vk_COLA2 = Pk_COLA2[1:], Vk_COLA2[1:]\n",
    "Sk_COLA2 = np.sqrt(Vk_COLA2)\n",
    "\n",
    "DELTA = read_field(simdir + f\"nsteps{nsteps_spm}_final_density_spm.h5\")\n",
    "Pk_sPM, Vk_sPM = get_autocorrelation(DELTA, G, AliasingCorr)\n",
    "Pk_sPM, Vk_sPM = Pk_sPM[1:], Vk_sPM[1:]\n",
    "Sk_sPM = np.sqrt(Vk_sPM)\n",
    "\n",
    "DELTA = read_field(simdir + f\"nsteps{nsteps_p3m}_final_density_p3m.h5\")\n",
    "Pk_P3M, Vk_p3m = get_autocorrelation(DELTA, G, AliasingCorr)\n",
    "Pk_P3M, Vk_p3m = Pk_P3M[1:], Vk_p3m[1:]\n",
    "Sk_p3m = np.sqrt(Vk_p3m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "kmin = 0.33615824580192566, kmax = 5.199185848236084\n"
     ]
    },
    {
     "data": {
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J9rLtUtFZIe2O9t5endkZkhyfLEm2JGPeziR7Ut/1ZHty7zpbkrHe/br7dq7bibZEo8egVdqNnNjJ8iVH5zTf1bJL3m9+Xz5o/kBaHa0SayZUpMjpO3Mkrd3712RZrQky/8AoeX9GaHsnAlal82I3djcaiz/infGS0JwgafY0o2f92MSxMrtltkxKnSQ58Tkhm38+mt5LYyWnpaXFGNq5q+vDYdgbGxuN3qDRfDzlneWytWmrbG3eKgfbD4pTwjMaRV5Cnpyacaqcnnm6jEka07uyWaSmucZSr4ORkLM4cbGcM/oc2dC8QZ6vfV5qumoCfh98tepVea3qNVmSsUQuzL5QUppTfD4eHUFIs493HPdYqrqqAnodb6rbJHftuEtuHnuzxNlCcyah1V4Lg6GuAn9QeAcAxDT9gzsjw7NXSqj+CLc62i4wVms3joccK+aYmUXOyMpp62kzvqzd37ZfDrQekEPth6TT2WkM62hM6XSy40i7tEtzV7PYukN3TFp814J+QleCUZTXYUq1EDErcZbMSJ1hFCZG+s+nP/2Z6JeSB9sOyv72/XKs/ZjRC0hPZshs7x3eOj0u3Vgy4j687rqdFpfm1xDJI+k9TttxW/M2o9i+s2Wn8f8guCCRuNR+X/6Go+n65SR32uWM93NlSkW6z08x72CmHB7TInWZXVF3POSQY4kcHR1BuqQzsVNapEUqnZWyt2OvvFb2mvH+o+/RE5ImyMSkiTIhufdydOLogIa0j/R7aazmqLi4D18L6enpUXc8xnQnbSXGCWFabK/oqgjba1s/M2hB9bTM02Rq8tQh99Fqr4ORkJMYlyhnjTpLlmctl/ca35Pnap7z/lryQovkG5s2Gs8zL3GeXJhzoUxKntSX7fpb40THCY8C+4nOE8aJvYEd1OCv7S3NW+Tv5X+XTxd+OqD3Tqu/FoBg2ZxM+AxYkg5dVFDw4fwx6q233pK8vLyI7RMAAAAQS+o662R3027Z07RHdjfuNoZw1F4r0Wh00miZnTlbZmbMNC4LkwpH3BdRDV0Nsr95vxxoPtC3NPc0BzUna1p8mjEftWsoZNf1/vNT66XepydEWLXddXjwjbUb5d26d2Vn405jju+Y5RQpPp4uS3aPkqRu/3t7HS5skdcWVYdl1wBf6TDuqfGpxvuOniik71f6/7KsvUzqu0bWqAw6koz2htehvV3LhJQJDKUcBjrH+/XXX++x7sEHH5SsrCyJNB16e1vDNmMIeR1K3t+RFvx9zZ2ac6qsyF0h87PmS7yd/o0jgb7HbqjZII+deEyOth0N+vkWZi2UovSiviHjKzsqxUwXF14sn5n0Gct+dg2l6upqWbFihce6yspKyc/Pj9g+IXrxGwEYQfSXaKwOHQwAgDd6Lmlzd7Pxh6ou1R3VEm+Ll9HJo2VGxgzji0iMvNeEFomaupskOS5ZchNz+fIVw75mSttLjQK7sTTtlvL2cokVFR0VUlFVYQxlqbQHvBbgXcuE1Akh6dESLYzRB5oP9hXa9bKqI7TzpmrPJP3doouvdMhO1xzFSXG9UwYYIxXYe0cqMG6fvK7rPW7bEwZd1/e4Qe7T33Xaq0+nPTAWR7fHdZ1Tu/86b9e7HF2D3q9tva95X0jbd7C2m5M5xyiYtfa0SlNXk9H22rvedT3gHl9uMlrijbnax9Qm+/1Yhzhl15RG2VrcIKEuoOrrxTW9hP7eMq7H9bt98roxZYXbOt1Of176O0/bqe+yq6nvutGW3S1Re/LQSKT/f/UzqhbNtYDuKp7rYhTTB7mvb318mlH4G6pYoj/r0rZS4/eaXp5oO2EU5PW6Tg9hNfresLd5r7G4t6/+7puaNrWvGD85bbKkxHkO8Qzfh5jfsmWLtLa29o7y4+a9996T1NRUWbRokaSlpZl+kqQOna0nhmnRvdMR5Agsw/yeOmXUKca87UtzlhrvwxhZ9Pf1yoKVsjx/ufG6e+TYI1LSUhLw821t2GoskfJc+XPG75NPTPxESJ9Xp6IoKyvzus2YMWMkISF2/j7n5AT4gx7vwAjq8b5+/XrOwgIAxCT9yKpfvFe29xbWtbhS0V7Rd10vtQgzVI9F7QEzK3OWUXzSy5zEHNOPAeGhP3fXF8quL5iNL5fbyjwKNPo6GJUwSvKT8iUvKU8KkgqMS/fbVu6pCk86F+mLa1+UuoQ6qUyslKrEKqlMqJSOOOsVI1zS49NlVkbv+6AuU9OnhmxeRzN6F2lPIKPA3rTfKLIfaz1GAdECtICsRYzTck6TJTlLjNepN3pigBYUXYVk9yLzUIver4+x9ThlzqFMWXhglMQ5/H+vb8xyyv7FNunI6z2hwp9luEK6FgjN+P2jJ2noSQ3uRXn39nOd4OCx7mT7hWs+ZKvRE2Ryk3IlLzHP+Hyhi578p4uOmuFeQNfXhtmfO/Q1oCcm9n12OlmY10U/U1v9fVU/D45NGevRM14L8zpqCbw7evSo3HLLLV63uffee2XixIlh/7vwWNsxo9D+Xu17xmeCcNPPTyvzV8qy3GW8VjDg9bi1fqs8cvwRY4SsWPXpSZ+Wy8ZdFtKRMZ599lmv21xyySVRMVKGP7WW5cuXe6yjxzuGQo93AAAARAX9UtfosX6yuO5eYNdL/aI4EPpF8eHWw8byfPnzxrrC5MK+ApQW4sckj6HgGuVFN31d9P+CWG/XddX5/DrQbXUZqtem9oAyCvGJvQV5V1HedT07MTtmCpXRRHseNXY1GsOA66UO+2lcdjUaBR392QzWm7d/z2BvPYbde/8O9X9ZT9LQou2uxl2yo26H7B29V3rsMTxUtp+0gKZDr+qitKekjgjiKsQXZxQb7RgNX2Dq+79+ka4/Ly22a0+icPZgg7m08KhF9tNzTpeFoxYaxWhf6f/zUYmjjMUfZXt2yI5nn5C2ulq/99ceHy8zzrlAilacI3a3OY1jkY56oSc36KKfhfz5Pdza3dpXqNcCveu9XG8PdqnvOVYr1mtPR/0sYBTU+xXW9XOCXmYlZEX1Z0p9Dbj2e/6o+R736fusjvTi+pzlOplRr+vP1Qr0NanHpMtb1W/1rdef5/jU8cbJue6Ljh6jl/qew2fAyNH3oD2Ne4xCu36OMWNEIp2q4Mz8M43e7QXJnh2bABd9vz8l+xTj84z+jaEFeB15Idb87cjfjNFVzht9XqR3BbAECu8AAAAwhX5h6yqo9y+u623t0W4W/bJGF9eQzNoT2jUvshbidRhKvlwzv9imX+K7F9VdX/jqyRc61HG4aWFWe9XqMtQX7tqLzVWI71+k155s2ntRi5dWGtK7/89JRxLoK6L3K6Qb6/vdDsXQ0P70ZBtsaG6lryWPnnzW/BH5TH8uHzR8YCxKT1ooTi/uK8TPzJwZ9HC82rNSeyhrMUcXHfa8o6fDuNT1Otyx6379+biK7eGckxWRoYUrnQtXe7brcPJmzYXbXF0lO557Qir37Q7o8blTpsmCy66W9LyR3ZvJmEIhIcNY/CmU6UmV3orz/S/N/Cw4mMz4zN4Cer8e667rVj8BT39fTkydaCz96ckW7sPW13TWeIyQEOsjI1R3VhuLt88XelJFX0E+MXtAcV4X7Q1t1c+AZtPX0/v17xtzteviz7QvgdLRD3QIef1dpX8PAv4U4OdkzTGWvU175bHjjxlD0UeSfrYfnzLe+M7Fl04Mfyj5g/HZf0We5zzmAPxH4R0AAAAhoUVL94J6/+K6GV+WBKq+q1421G4wFqV/cLp6gmrP+GjpCRouWhyr7qg2TkbQgpcWV917a9lO/uu7bfvwdt/lye19Wa/r9PXSNzz8yV5V0fwaUVq01deyL/NIG0ML23vn4dXenHrdff7ewa73zdt7clv36+7bugoa7ov+DPVST1BwXR9sG6/3i8OYI9j1PPrzcBXW3QvtWjSNVvqFv6vIC//oz1zntdflsROPGSea6BC80zOmG1/c6c/dKJ67F9L7FdX7rzfjhBlEr7HJY+W03NOMAsa09GmmFqO6Ozpk3+tr5eD618TR4//IFgnJKTL7wo/JxMWnRXXv5WimBWotQvozLLP+DtLfPfo7R99T3GfHdBV03Qu7rvs91rm28/Gxup9aMNViu5U/6wVLT7qYkTDD+Hzsz8gIrmkLhrqt1808QS9Q+trRvxd0OdhycMjt9PWkJ/R6K867PssN9vnatd7jcpjP5IOt1/db/Xsmlk4C0P+Tx9uOG0V2LVhqD/dwT32gn2/mZs2VpdlLjYK7nmADBEvfJ78565tysPmg8Zl6Q82GsJ+UpO8tOr2enjCil7qMSxlnnOioJwL8YOcPhn2v1X389f5fG39/6shEAAJH4R0AENN6enqkrr7O+ICof5RpMSEjM8PoxabXXcUF133GcvK6qwjR/76+9f3uC/fz+PKcodwXbbvO5k6j7fQPcv2SICEtQeLj4o3rrnWuS+O6uF13W++6Pdz9/Z/HY13/7fttM9T9HvlD7Ksv++vrl6oOh0Pq6+s91o0aNUrs9tj5UiPQ49FCqat3untx3RgOvqMiKoqmTodTelo8v2CPS4sTm92/L831WHWuNl1cX8po0cDVI3562nTpau4K++sglK8315yeZe1lRqFbL3UedL0sby2X9ub2oNvNrJ9PNGUNldMpoS3+Rvp4yBk+J7sr2yhSa09B/b1rT7NLp7PT6NWti76vaG9v/dJLL3Vde097321fvlw283g6WzqNL+r2lu8Na47VXgcj5T1uqBztLaiF9tNzTzd6WZn9+UoLNye2vS+7XnxK2hsbBuY4ndLW6fn7OyUxQexu+zl27gKZe8kVkpwR+Dy+Zn1etFqOfjZ3NDskQzLMPZ42kfik0H9FarWfz3A5gYyMoPRkLfdCvF5v6GyQytrevzMOtxw2CrLOVGfE3+OGo7//dTQAXcKZMxT3HB31Rz+TzBszT2ZmzTRGstHiXEhynE7j9eAukNebflbe0bCjr1e7/n0Z7nbT6U4WZS8yRmE5ZdQpxvDartd2bUvtiPi/So45OVPTp8rXZnxNjrUek8dPPC5vVr1pfN4P5nWtJ4jpNAh9Bfa03iL7UCe56THld+XLFwq/IL/Y9wvjpFhvWfoe9rN9P5PvzPqO0Xs/0LZramoy1kX7zwgIFwrvAGKKfrjv+3fyuhYSXOv6rusfAfphxu2y/7b91w33PIM9fqj7htsPXx8/1H54e7wvxxHqx/vTDsE8Xg14TodTuhs8e1PFZ8WH5QtOq9E27Onu/bBv9HKUbulJ6fE4U34kMcrwQ5wI4H4SgN1pN15z7oX+tOy0D09Y6Ffwd38+Ld72PwGgf57XbYZ47qFOLuifPdhxqa6u3i+gtQhU01EjJc4SY6jF/sX1WBn619kd+rPJ9Q/UPU17jEVOGP9pZHTnaKPIpgV57R0xIWmCpCf0zpsayiF0XT8fX/9fu4rr7oV1o7jeXj5kIdh4Dw5Duw2aZVKOmVnkjLwc/V2pX2briTh6Qo6ejONs9MzJz8/3+Usg/T/oGobdVYjXS6Mw39PeV6Rv626T6qpqY7jIQy2HjLnPw9WDJpZ/PoNJdCQaPfgnpE4wvlR0Zjilqad3nmrXfNWhOFlmpL3H6WcJ/X+gxXYtYgQzD64/v+8G01B2wpjHveZwidftuvsVi1ySM7Jk3seulDGz5kkoBHs85JAzUnJ0ihhXb3D34kqV/cMRhnocPdKe3i6H2w4bv/9ci57UZoX30nDk6EmgBxoOyGE5LM9UPGOs02kTtACvPXJ1mZw6OeC/W9xHlfCHjrK1pW6L0at9e8N24zNOuNutIKnA6NGuv6d0NLPBjjmW/w+RE905+tnzS8VfkqvHXy1PnHhCXq14Vbq7hx8VSv+/aoHdvRf7mJQxfk95osdUnFIst0y6RX5/4PfDbq+fh3+0+0fygzk/MEb+8ydnsOux+loAgkHhfYQ577zzZNOmTVJXVyexZN26dXLvvffKwYMHjUXPbJo6daqx6DHdfPPNxtlNVt+HaLepdpM8ePRBv4q6yt+CNwCEg2skgOGGxTVO9mjrd7JHXOye7KEnEjgaHcYX564vPTh5ZXj6+0h73ujySuUrxrr40g/bTYdnS4tPMxYtxGvPisFuG9d1fdyH13U4cW89BPV3Y11nnUdh3dWDXYvrw315BcB/rvnPtcCoy8yMmcb/V48CgQw/BcFQ9P98oq13Xnr3np79GTnxVR7DMjekNMie5j2yq3GXMUx8KIoQsU6/kNRigp4YpV8YFqUWSWJzoseQu4OdGKEnN7jPN+1elO9/6Zp6IdzD4EYj7UW5MHuhUWzXoUh13uNI6mxtkT0vvyCH31uvvyQDeo7Jpy6XWedfYgwxDyD6xNnjjOLT1Iypfev0bzf97OsqwusQ8Dq0c6ycLBwJenL1W9VvGYvSzx36u1I/1+gJxVqMD/V7up7sdqD5gPGdofZqP9x6WMygx6VDyGuxXU+WZNoQRJoWzb8w7Qty5bgr5V87/yUbazcanyX1/2FRepFMyZhifH519WJ3/1sjFBaOWiifnfJZub/2/mG31ROAf7j7h/LDOT809geAfyi8jxBbtmyRm266ybhUWjSOhSLx3Xff3Vfs1v0999xz5ZprrjGul5SUGMXwO+64w1j0Pt1WC+FW24dY0dLTIkdaj0R6NwAAfjDmcnZYbw5e/eNVjytSBRGjp2pn+4BhJn0t8LmK8an2VIlrjjOu689KRyCoTaqVDqG4DoRTQk+CzM6aLfNy5hmFdv0yLBrn/tUeW9pzbfao2XKFXGG8TxxpOWIU4V3LSChAjEkeY5wYoUV2/aJde7a7/7yMExZahj8xIjku2VgKxLde23oilI4+4CrSN3Q0yPHK40ZxXkcn0KkGkkYlGaMKae8hHU5ZL43rzq6+da71rnWhnKZiuJEbtKep/t4xFnv8gOtxzjjj96lez0/KN4oz50w7R9ISQvtlcKBKd26TbU8+bBTfA5Gemy/Lr/2U5E+dFvJ9AxBeejLV2JSxxrI8b7nH6E99hfiWg8Z1Hb0LA+nvG9fnBfffqa4e8bpob11/e9i2dLfI+/XvG4X29+veN+WziP6emp813+jZviR7ieQm5YY9EwiEfp76xIRPyDXjrzFOINL/XwUFBaYMl65TAWlHiz8f+fOw2+rUH/+967/lR/N+JIXJhWHfN8BKKLxbnBaLtSD86KOPSqztt/Yi10t1++23yze+8Y1BTxbQwvctt9xiXBYVFcldd91lbG+FfYg1I3V4akSYTSQutd8fgbwUfUPbBcZq7Rajx6O9wnXIQP2jdXTyaOPSdTvTkWn0Htden/ua98nBzoNGb9D9TfuNoka0t5uOutDQ1WAsxsgvXU4Rt922OW2h77Fh1usgzDn6cx+bPFbGpYwzvhzIt+Ubrwn98k+HtWywNUhNV43x5ave1svhRrkYKW030nOy7FkyOWGyTI6fLFMSpkhBXIFMnTJVEhN9K7br/8mMDM+e6uHoWTVcjn5xp/NJ6nLp2Et757tuO9H3pfrOxp2+nRAUZT8fd9oTT4vsRm/2k5fDzSccrp+PPodrNJMxMkac6U6ZmzrXY5uUlBS/s/Tnpu9N7sX6/oV6nY6gua3ZKIq7ppBJS00zTjgYrIA+2HVfCim6L21tnqMopMSHvld4oD+jxJQUv4ru+ozJCfESn5QsM84+TyYuOUPS0tMD2udYeE8gh5xYzAkmS7fRgqsuOiKHi54Q5SrGu3rI6+9Hp80Ztb/vIpXjmqbqtarXjNspcSnG79tCR6HYi+ziOO4QaR84p7stzyavNL0iB3YckD2Ne0JzAvQwx6Of/RdnLzZ6tWtvXt3XgGIs9n+IHHK8ZV2ccrF0ODvkgaMPDPv4uq46+f7O78uP5v7I68ks/XP0+vXXXx/y4zKz7YBg2JyBTsiCqKRFYu3VvnHjRqMI7Orh3p8ONR+tPd51n1etWmX0ylePPPKIrF69etjHaZFcj1npsO/a8zyW9yFYVVVVxtly7tavX28MqRguOlTVL/b9ImzPDwAYObRwoIV0VzFd54wdnXSywJ5cIJnxmX7/gaUFi5Lmkt7hmBt3G/O1a09FxBYtGGlR3ejhdLLI7urt5O/rQnsY6AkOrkK8jijgKsjrUJx6qWf6I/T0i1ItoOrPTAuA/Xv+9i80hnq6oQkpE/qGjde5PoOZlzqW6J//+rrWAry+D+r7YWl7qUTzSVY62oDRm/1kkV1/D/AFG9xt+r/7pXTHBz5vP3HRacaw8knp3k/YAGBtOr2Ijtqow9NroVmnctIik/aY18Ws0UdikaPKIY5jDnGUOcSebxd7sV3s2eHvrav07wDXEPI66o+/vfEB9HrgyAPy+InHfdp2fMp4+eHcH0Z8eqFI0lrL8uW9o6u4VFZWhrXWgthF4d0CsrOz+wrE/bmKxf17vEdr4V2PY8qUKX3Ho4VrLWD7Snubu3qoB9rrPBr2IVYL7+ur18vP9/08bM8PALBWYd3VS929uO66rX/QhbuwokMyH2092leI18v6rsE/U8F82QnZfUV1vdRhL/VSXydmfsGmIye495B3La7b+sXsSJzj2Z1d7JKZkNm7xPdeGkX1k7f1uvZIdr/uz8/Qp96/jo7e627r+wr4J6+nxqca8yXqUNnD9ZAeSbTQoO+BrmK8FiFCfaKDr78X9GQaHS7eVWgfnzqeL9QxrNb6Onn113dKT5f3UW1GjZso8z56hWSPZ65SAL5NJeIqwuuivy911Bi9dK3Tvx2CHj0Jw37O1CHvtWe7jmKgJ09yAh4Qmve5+w7eJy9WvOjT9lPTpsoP5vwg5HPPxwoK7/AHhXcLcH3Y0EK6zi2+ZMkSo+e1zjeu63SOch1uPhYK7+49xhctWiSbN2/26/H6WH0OF52D3d/51qNhH2K18P529dvys30/C9vzAwBiR4Itoa+YbgwHnzS677qrsK7zMkYT/Vhc3l7eW4hv2m0UoLT3y0jkmj4m3MW3ZHuyjEnpLahrwc1VZNfLQIeKNJuewOH68lWHfm53tBtFXtd1vdSisLEMc117XhmPdXSEve31S0z9P6gjCOila6hq90XnujYK5fEZHxbTByms65cv0fb/GYHTUR50iFh9LzzQfECaupuMecC1MK6Lvr/rbe2N7rG+3zaDrR9qO13HawjB2PvqS7L35ecHvS8xLV1mn3+pTDhlqdhMmD8VwMihoyfp70lXYd69SN93vatO6jvrR/yJmv6OjLRo1CKj2K5DyHPCJBC+97Df7P+NvFH9hk/b60hh3539XUmKS5KRhsI7/MEc7xZglXMntGDtKngrnU/dX3qygRbLXUPsX3XVVX4VzqNhH2IZX5ZhpHAVK1yFCvfbruvGerfbrut96/vd5+/z+PKc/uyLftjW4pHr0rguH1533ed+f/9tBtyn2w9zv/vzDHe/6zqigxbr+nqsuxXUXfOtj0oYFXO/F/RkRi0C67Jq9CqPnqBaiNci1JGWI5b40kwL67mJuUaBW3uSG8etl8ljjJ+hFsEG+7ypxWBXQdh9ncell/XuxWTdBy2ux3qPFX0v1de8LqGibeXqre0qyLsX6bXNBiuU63u7a95m1/v8oNudfO8HhvqyW3uUuc+NC0S7aSvOkWNb3pXWutq+dVpkn3L6CplxzoWSkBIbJ3MBiC36eUpPRtRlStqUIbfTv2N1eiNd9O9c41Ox2/e57p+xffmcPdRjXLdbultkf/N+2du015hqS0cEinY6KpEW2nWZnjGdEW8Ak97D/mPafxgnjL9X+96w2+v3InfvvVu+PvPrA74zAPAhCu+IGu698rU3vi9zqg/mmmuu6St666UuWgiPlX2A9dhc/2y9l/qhxrWu77rNZnxBPtw2/j7efdtAH6982TfXNv239eXx3vZjqMd724/hitnBFsEROfplgqtI7+tJAH0nFQxyIoG3Iv9wJwJ0O7qH3Lb/MtT9/fdpuMeZOfSvFtbzkvL6hn53L67rkp2YPSL+P+hxLstbZiyuL7H0CyxXMV57g0bz/I9aXO9fWNfrOjei9jL1las47uoJf/IGwkTbW3sR6JIh9PABgOHEJSTInIsvl40P/sW4nTe1WOZe8nHJHD0m0rsGAMZ3CTmJOcZiFtffLzrlzqGWQ8bfMLrsadpj9MSPNP1bZF7WPFmSvUQWZS8K6UmsAHynJ27fNv02+fHuH8u2hm3Dbv9+/fvyq/2/Mh7DCTLA4Ci8Iyq4itPuvcYDpcVy9wK6ztGuSyzsQ6zToWFXj189bFE3kIKzv4/3Vrj2tWDsy+N9OY5Y78kHRBOjl6f+G6Ef7t1HJtC5BL0V/PufHDBcUV+fT7/8cM23rgXnkdrO3uiQ2vrFkC5K21GL8To0c0vPycvuFo91fddPXup8ka7boeg9r3OhuxfWXb3Ytbg+EoeAAwDE7gmWlfv3SMG0GQENCV84c65MXHyaFBTPlDFzFvB3GADoFGD2BKMHuS4flY8a66o7qo0CvKsYr4V5M0aXy0vM65urfW7mXP5WAaKEfhd0x8w75Ps7v2+MljGcd2rekT+U/EHWFK0ZER0yAH9ReEdU6F+UXrp0acDP1X8+9fvuu8+nonc07EOsm5A6Qa6beF2kdwMjjMPhkMbGRo91mZmZYmf+xmHRdrHXbu7DQydJUniOxyHGvM2x+seTWT+f/jkpkiKjM0f7laMFBh3STYvwRkG+u7cg716cb+pskrrGOqNIr1+G6RD+k/ImyfjU8X0910MxF3qk2i1cOWZmkUMOOeSYnWNmVrhynA6HtDc1SktttbTW1khjZbkc2PyetDfUGz3XdT52f3O00L7w49daut3IIWck5JiZNVJzdGSzFUkrZEXeCuO2TmVU0lIiexr3yL7mfcZlY7fn87hzOpzS0+pZqI9LjROb3fOEJ+2gMiNjRt8Q8hNTJ/p1UlS0tRs55MRSjr9Z+r3Ct2d9W76787typPXIsM/9cuXLxmM+M/kzxncbVms7IBgU3hEVHn74YY/bwQ7LroXvgwcP9t1+9NFHhx02Phr2AUBgOjo6Ir0LMYu2C4zV2o3jiUyOfumkf6jqMtTQivqHZVVVlce6/Pz8sPxhGSvtFo1Z5JBDDjlm55iZFWhOd2entNbVGIV1o8Bep5e9t/W6o+fDoo3D6ZSm9t6cXS+/INlTi40vUkdiu5FDDjnmZpEjRs/z2ZmzjUVpEa2io8IowLt6xWshzmNO+a7Bp0FLj0+XU0adYgwhv3DUQslIyLBsu5FDTrTn+Jul/1+/O/u78u0d35ay9rJht3+m7BlJjUuVq8dfbcm2AwJF4R0Rp8Xp+vp6rz3G/aVFc/ei99q1a70WvaNhHwAAAAAAGI4WRGoOl8iBLZukubrC6HkYl5gkeXm5kpSSKvFJyZKQnCLxSUknL/V2siRlZklyekZI96OjWXutu4rrvQV1Vy/2juamgJ63s61VSt56VcZ+4tMh21cAgH8nCOvIWrqcXXC2sW7f4X3ylbu+IvbxdrGNs4kzwym25N7e645qh3Tt7JL/+vh/ycppK5myDIhhOu3g92Z/zyi+V3dWD7v9w8cflhR7ipyecLop+wfEAgrviLh169YNWBds0TsnJ2fYjGjbBwAAAAAAhqI9xEt3bJWS9a9J3YljfT3EXVqSk8TuZQjfKaevkHmXXulXZk9Xp5Tv2SH2uHhpb2yQtoY6OdjdKe11tUaRvaerS8Lh6PsbpeGc8yR77PiwPD8AwD/J9mRxHHYYi5541aOjluiMV90i0iUSFxcnU6+dStEdsICC5AL53pzvybe2f8vrtBMu9x++X7qyu2Rl3kpT9g+IdhTeEXHaEzzURo0a5XHbved5tO4DgMDPxE5PTx+wDsOj7QJjtXbjeMixYo6ZWeSQQw454c7pamuTI5vekYPvvCntjb0jtemzJsd7fqUzXFJ8klZI/KO91vc992+PdYnxcSFvv8GOZ+ezT8jyz/9HSLNi/bVADjkjIcfMLHICZ0x95Tr/K0zTK1ut3cghx8ycYLPGpYwziu/f2fEdae1pHSZI5MGKByUnI0dOyz3Nr5yR/P0VrIvCOyKuf0G6f8E6ELm5uQPWbdmyZch526NhHwAERj9gpaWlRXo3YhJtFxirtRvHQ44Vc8zMIocccsgJV44O2X7wnTfk6OZ3paezc0BWUoJ/X+nEJyf5vQ89HR1+5wRisOOpPXJQSre/L+Pmh+5v6Fh9LZBDzkjKMTOLnMBzzCh2WbHdyCEnlt5Lp6RNkW/P+rb8YNcPpMMx9NzqxvtBssgfTvxBRmWMkkXZ4al/WO37K1gXhXdEXP+id/8h2gMxWOFcc3wtvEdiHwAAAAAAI5sO31t79JAcXP+6lO3eritC9twJAfR47+pol0ja/8bLMnbeKfRmAgAAiICZmTPljpl3yI93/1i6nTq3xND0/rv33i1fm/I1ad3nvZe81kgoosOqKLwj4urre4fKCzdvQ71Hwz4AAAAAMEdzc7O89tprXrc5++yzBwxlCIRz/vayXduMgnvd8SNhyYhPSvb7Md3tESq822wy+dRlMnPVRRTdAQAAImjhqIVy2/Tb5Gd7fyYOcXjdttPRKT8/9HNZVrFMcjqH7tw4f/78MOwpEB0ovCOiBit4h2KY98F6rNfU1ETtPlhFR0eHHD16NNK7AQAAAHjV1NQkBw4c8LrN2LFjJSMjw7R9wsjU09kh9ft3S+3ubdLd0hzWrKraWmnbv9+vxzQcOSxmiE9JlYSMTEnMyJLknDzJmFQkCWnpcuREqSn5AADvysrKpLPftCf9HT582PhuEID15EqurM5YLQ83PTzstu2Odnkr7y1Zsm2JxDsGL0GWlJSE9G+tiRMnSlKS/9MqAeFA4R0RVVtba1rWUL3No2EfrEKL7pdcckmkdwMAAAAI2u9///tI74IlJSfES256quSnp0leRprkpacZt+02m5Q3NMnbB47IifpGsbrs1BRZUTxZTps6QZITEkzJvOOb35LDNXV+PWbZtElyxaK5QWd39fRIbXOr1LScXJpb+27XtrRKV4/33lMAgOj3+c9/PtK7ACDMclblyNgbxg67XWdip/y77N9S+VilKX9rPfvss1JcXBzS5wQCReEdEWXWEO/Rvg8AAAAAYBVJ8XGSm57mVlxPNS71dnry0D1RJuVmy2lTJ8qGg0fluW17pLWzS6wmJy1FLpk/U+aNGyN2e/BDqLd1dsn+imqJj7MbBXw9scFY4vUywSOjvdv7vJyD0efyVVN7R29B/WRh3SiqN7dKdUuLNLV1SOhmqwcAAEAk1L5cK3GpcTL6ytHDbpu9IlsqH68UPgRipKHwjogys7f5UAX2aNgHsyxfvtzvx/zHf/yH3HrrrWHZHwAAAACxKTFOi+upkp+hPdZ7e67nZ6Qal5kpvs0l7nA6pb2re0Ch9/SpE2X+uEJ5bvteeffQUXFa6Mu67h6HzBlbGHTRvaa5RV7dUyJbjpRKZ0+P159TbzE+wSiE+yvBbu87AUL3vaGtVZrbO6W2ta23qH6y0K5LR/fQ+wEAAABrqHq6Suwpdsm/ON+47XQ4xdHmOXqR3p+QnSCp01Olda//n0GBWEbhHZYUijnarbAPAAAAABDq3uy3X3i2ZKX6Vlz3ZQjywXpYpyYlyuol84yh2B/fvEOO1TWIFTS2d8jWY6WyZPL4gB5/uLpO3th3ULYfL/ep85AW5XXR3EC8uHO/vLRzvyTE2aWT4eABAAAgIhUPV0hcSpzknJNj3HZ0Diy8q6zTsii8Y8TpffUDAAAAAAAMQ3s1J8THmZY3IWeU/Oe5y+XKxXMlNdGcudDD7Y19h/za3uFwygfHSuV/X14vv33lbdnmY9E9VDSLojsAAADclf69VDqrO71uk7UkiyokRhx6vMOSIj2ke7TsAwAAAACEWnVTi0zMNW+EL7vNJmcUTZL548fIk1t3yZYjJySWldY3GvOyF4/O87qdDsP/3qGj8tb+w1Lb0mba/gEAAADDcoo0vNsgeRcN/Zk2PjNe0melS/POZlN3DYgkCu+IqJyc3qFIRvo+AAAAAECsqG4OTeFdZzlPivf8WsLbzOdpSYmSkmCdXu9DFd7rWtrkrf2H5N1Dx4ziOwAAABCNGt5rkLyL88Se3K9bu9uHeh1unsI7RhIK78AIsn79esnPz4/0bgAAAACIAtqT3OF0BlR4DwWbzdY3p7svTtQ1yDslRyQa5KanyrKiSRIfZ5cntuz0+/F7yiqlorFZRmem9607WlMvr5+cvz2QnwsAAABgpvYj7dJZ0SlJhUlDbpO5OFNK/1Yqzh4+32JkoPCOqBOuIdpHjRoVU/sQiyZOnCjPPvtspHcDAAAAwBCcTqe0lB6T6g82Sfr4iZI3f4nfz9FwcJ+Uvrku6H2xJyZJYkaWVuClvbpi2O2XXXejnPvlb0ikOB0OaT5xVOr27pCWE0d7V9rtcuM3vy/xKal+P1/dvp1S/s7rkjFxiuTMWSgz8wvlApu3Pv8AAERWU1OTfO1rX/NY99Of/lQyMjIitk8AIuullpfk5daXh7w/Li1Orr7jasmtz+1bd+aZZ4b0fUPrEkC0oPCOiApXIbq2tnbAuqlTp0btPlhFUlKSFBcXR3o3AAAAAAxScK/cv0f2vfKi1B3v7TXe3dwoSy/9uMQnJfv1XHUpiT4X3uOTkiQtN99Y0nPz+q6n5eZJYmqa0etd961893bZ8ey/pa2hbtDnmbDoVFmw/EyJhM7WFjm65T058u5b0lrX7+88h0Piaiqk+Jzz/X7ensmTpP30FUZbAAAQCxoaGiQxMdFjXVFRkWRlZUVsnwBEVlJrkry8dejCu2oa2ySzEmf13eZ9A1ZG4R0RZWYhOjc3N2r3AQAAAADCQYvaFXt3yb5XX5J6Vy/tk7raWuXQhrek+Kxz/XpOLZy7i0tMHLSwnp6bL4lp6UZx3Ru9f8zs+ZI/bYbsf32dHHjrVXH29PTdn5CcIrPPv1TMVl96TA5vWC/Ht20RR3fXkNsd3vi2TDtzldjj4vx6/rgEbTeK7gAAAIhdE1MnGsvRVs+/NdyVppZKj61H4pz+fV4GYhGFd0Sc9jh3H9p9sJ7i/hpsqHhvPdujYR8AAAAAIFSMXuR7dhgF94bS40NuV7L+NZly+kqjZ7qvElNS5ZQrr5PU7ByjyJ6UnjFscd0X8YlJMuu8S2TCwqWy/ZnHpKpkn7F+5nkXGxlmcHR3S+nOD4wTEuqOHfbpMe2NDUZbj52zIOz7BwAAAESb5bnLvRbeu+3dUpZSJuNbx5u6X0AkUHhHxOXk5HgUqUMxv3pNTc2AdUuWLInqfQAAAACAUMxDXrZbC+4vSmN5qU/DqB9+b71MW/kRv3ImnLJUwiU9v0BOv/H/SdmubXL8/U0yeemygJ+rrb5OUkZlD79dQ70c2fi2HN74jnS2NPudo4V6Cu8AAAAYiZbnLZd/HfuX122OpR2j8I4RgcI7Im7RokVy8ODBkD7nYIVzb0PKR8M+AAi8N1dTU5PHuoyM0PS6sjraLjBWazeOhxwr5piZRU705+x7d73sfuk5sdltkjlmnExdsEhGz5wjySHsQR0N7WYU3Hdtk32vrfWp4O5Oh3affNpyo8f5cDmh5C1HFy1kB1PMrjl8UN7+y+9k0tIzZNypKyUhJcUjx9jmUIkcevdNKd+9w2jDgLMOHZCG8lKxpaYPejyhFg0/I3LIIYcc3uNGbo7D7XemZmZmZsb08ZBDjtVyzMzSnPSudJkgE+RwS++IUfZU+4Cc8pRy6bJ1SYIzIeAcK31/Beui8I6IW7p0qTz66KMDitbBDMvef6h4LXh7e75o2AcAEvCHrra2No916enDzyUK2i5QVms3joccK+aYmUVO9OfEZ2RJU0OdcbuxrlYaDu4Tu90u2eMnyugZc6Rw1lzJKCgMKjuS7ZaWmirlu7cbQ8o3VZYH9Lzaw/vIxnekaPnZlnkdOHp6jOHqtZh+cMNbsvu9DVJ81nkyds58Yzj5qp0fyNGNbwfcZoMp27lNsuee4rGO9zhyyCGHnOjNIie4LJf29nbjdqweDznkWDHHzCxXzqK0RXKwrrdzoz3FLtIvpsfeI2WpZTKxZWJQOVb5/grWReEdEXfuuecOWKe9z7UXeqD6914frqd5NOwDAAAAgNDTOchTs3Oltc5tKiinU+qOHTGWPeuek9RROTJ61hwpnDFHcicXiT0++v9U1oKyziu+/YNN0lpdGdRzxSUkSE9Xl1iJDp/v3vNfh9Tf+fy/5eimd4xh5fW7QHsIvqSzxcXJ2LkLZcppKyRr3ASprq4O+jkBAACAWLM0e6k8etyzc+Ngw80HWngHYkX0f5sAyxusuL1p06aQFr2vuuqqqN8HAAAAAKGnPSBGT58ph95dP+Q2rfW1cuidN40lPilZCopnGsPRj54+SxJT0ySa6NCuOiz6oXfekJbaaslITgq4gByXkGgMMV+04pyQDr0fae1NjbJn3fOD3tdUVdF7Jbl3WP1AJWdmGXPPT1x6Rl/buQ+7CwAAAIwkuUm5UpReJCXNJUNuo8PNd9o7Td0vwGwU3hEVVq9e7THUe0nJ0G/Ow9Eh4vvPr3711VfHxD4ACOzL9LQ0zy/EGWLIN7RdYKzWbhwPOVbMMTMrlnOMofrq64xewaPGT5TkjMyoPR4dNrz60AGpP35Upp99nt85k+afIqWbN/SuG+Yx3R3tUrpjq7HY7HbJmTjFKMIXzpwj6XkFITkeX3R3dkhzdaU0V51cqiuksbJCaivKjKHSVVJ83LDHM5i4xESjh7YW3JPSPOckd+17NL4OfLXrxaeNn2Pfc55sK4+cAJ87d8o0mXL6CimcOVfscf2ek/c4csghh5yYyiIncDptj0tKSkpMHw855Fgxx8ws95wVY1fIoaOHhvyw7bQ5pTS1NOgc93VAtKHwjqjwjW98w6PovW7duoCfq/9jtaDuy9zq0bAPAPynH7B0Ph/4j7YLjNXajeMhx4o5ZmbFSo4WcZsqyo0ie0N5qXHZWFEq3e29xclFqz8p4xcu9junuaZKqg7sk8zRYyRjdKEkpqSG7Hi6Ozul6sAeKdu1XSr27JSu9t75/MYvXCKpo7L9ykmbPktG5eRJe1OD+Duce83hEmPZ9cJTkpaXbxRcdUj67ImT+wqvoXoddLa1yuaH/m4U2ttOzkvfX6J+uZSQENDzxyclyZTTV8rUZWcNWnCPtdf1YGoOlcjxrZsG5CQH2GauExUmLFxqjA6gr/Wh8B5HDjnkkBNbWeQEnuNe7ArXHMtWbDdyyLH6e+lHJn1E/lX1L3GK0+tw88HmANGMwjtCRnt4uwrOOme6P4VmHdJdly1bthi3XZeBWLt2rcftW265JWb2AQAAAAhVL/a+Ant5qTEkuc5rPpSG8hMyXhb7nVddsl+2P/2ox/DbGaPH9BbiCwqNy/T80RKfmOhz4VmL7Fps16L7YPOOl+/eLlPPONOv/dSe64Wz58phL8PN+6KlukpK3nrVWBJSUo2h6LU3vA5Nn5CcIsFKSEo2ivyuHu2hosPna5tNXXZm1A2dH+rX/47nngjZ8+mJFjoywIRTlobk5wsAQKzq6uqSsrIyaWxsHHDfsWPHpKGhQcaMGSMJQZzoBiD25STmyPTU6bK3de+Q21QmV0pTd5NkSZap+waYhcL7CFVbWxvSHthapF61alXf8Or63C+//LJfc6Rrj3P3edDvu+8+ufnmm/3eF32ci+brSQCxtA8AAABAKHqx+6OxoiygfWiq9Hxce2ODsVTt3/PhSh0SMCe3tyBf0NszXgvyabn5Ro9x3b5s93aj2F5z6IDRy9wb3c7fwrsaM2te0IV3d11trXL8g83GYouLk9zJRZI/tVjScvOk52ThfMLCJX6fIKDD2evPMhS0WKzF9qlnnCUJKdYvHGsvmFNWXy/bn3nceC0F+CTGtAKTT1th/Dz1ZwIAwEinRfehOhZ97WtfMy7vvfdemThxosl7BiDanJZ1mtfCuw43v6lxk4zPHW/qfgFmofA+AtTU1IQ9w73orvS6rqurG3x4xMHocOzuPc7vuusuv4ved999t8ftRx55xK/HR8M+AAAAAEMOeX7kkM+92P3RWHYisMeV+1CwdzqlpabaWMp3be9brUX35KxsadXj8IO2Q0dLs9eh0j3iHQ6pPXpYKvbuMoqowxX2A+HUOehL9hmLe29pfwvvKhSFd+2NX7TsLJlyxsoR11NbT+pY9tkvyIlt78vOF56UjqaBPfMGoyMBTFxyukxeukxSs3PCvp8AAACAFS3OXCz/KP2HUWAfynuN78nlcrmp+wWYhcL7CDDYkOm6burUqSF5/oMHD3oU3V10nd7nT44WqRcvXtz3WC1i33777T49Vh9zxx139N3WonkgxxgN+wAAAAColtoaObblPTm65T1pbxz4mTtUOpqbjCUpPcOvYb2bKssDznT09PhddD8ZbAxHP3HxaT5trsX23MlTjWXGqouMIeyPbXtfyrUQ3xPaId3dtdbWGEPG2+P9+7M7Pb8g4EwtHhctP9vorZ2QnCwjlfZ8H79gkYyeMVv2vvqiHHrnjSFPuBg1boLRXuPmnSJxDI8LAAAABCUzPlMK2gukIqViyG32tuyV2s5aY2h6wGoovFuYFtd1iB/XvOvubrrpJmO4eR0CPdjCcE5OTkD3DUb3RYeo18K30iK2rtOe6N64eti7F7x9LZZH4z4AAABg5NJhynUe8yObNnj0oA437WWdP22Gz9trob6ztUUioWzXNp8L7+60GD127kJJmzBFSpyJYm9tlvjmeolvqhd7p/9D9HujhV49cSKjYLRfj8vI92/7voL7inNkymnLjfnc8eHPe+5Fl8nERafK3ldelMp9u6Wnq9MYBWD0zDky5fQVkj1+UqR3EwAAALCUCS0TvBbeneKUd2rekUvGXGLqfgFmoPBuAVoYdp9TfLDe5/3pNv3n5XGf892f+dn1cVqUfvTRRz3W67pA5pHX3M2bNxtzrWuPc730VsTWEwxc24aq4B0N+wDA9952zc3NHuvS09ONnk7wjrYLjNXajeMJTHN1lex4da1UHdgrPV0dkpFfKPPPv0Tyi4pj8nislmNmVihztEirPXOPbd1kzB/eP6e9y7N3dnJCfEiPR+d5zyua7vPxNAU4L3wojqeqZJ90d7QPW2Qe6udjsNnEkZYhnbqMniA2fb7meolrqpe41iaxheB4mqsr/C68p3spvPfPSR2VLTNXniy4JybJSP7/401GQaHMvPRKKe7qlK72dmNkh4yMjJg9HjOzyCGHHHLMzjEzi5zAcxz9RpKx2+0hzbBqu5FDzkh4L9XrY1rGiC3X5nW4+beq3/Kr8G61769gXRTeLUIL6a4idyDFbvfnCYQOz66F/Icffti4rfOia/E5mMJ3SUlJ30kFennnnXfK1Vdf3dcTXe/X3vyuofS10B/Kod2jYR8A+Pahq7XVsziRlpbGhy4f0HaBsVq7cTz+aaqskP2vr5WjH2z+/+zdB3Qc5bk+8Eer3rssy03FvcsN03Gng3GjhVTbmJSb3AQcuC33JjfBDuT+bwrGGG5IIIAbEFrAjWow7r1Llrus3uuW/3k/eWWtrF1tnd0dPb9z5kgazc4zM2qrfed7P9Q2XhkdW1tdjdpzRci79kYMn3W319oVa/X10VuOllnezJER5IVffdZ1DoAWk8lmXaQUquEdMt+6FPtdOZ8aD9rMe3I+Mgd65vBRqlV9tzl2zqfLbSOj0BqZidbUTGk7gAkDc1Bz5pQaJS1FfnfOp660BK6KTU1XNwVIS/2Oc7ZLC/rYlHS0RkQhNjVNLdFJKcjIyPD6i93B+PPjdE5oGBobG332oiN/xzGHOcxhTvBkMcezLF/T23VjDnO0zNEyq3OOPNcON4UjszETF2Ps36x9rPYYSptLkR6Z7lZOsL9+RfrFwrsOSKHXkyK3t0hbe1l8cW4ymn716tXYuXOnKu5bbzSQAreMLF+wYIHTI/SD8RiIiIjIv6qLL+DEJxtw4dD+tmKYnReaTm37AuWnT2HC/Ec8mqeZfEPN8eyD0TjektxvgBrtXFdqvyWfN0TFJyIhszcSMrPaFylmS/G98+glR+TljejEZDRWV8LXErP6ovfw0WpxdQS5W0LD0Gv4aAy+9kY1T3v56UI1r3zx0YNoqKxweje1bnwtwyIiMGTKTETGJyA+rZf6XRIR21Yklq9PaWmpy/skIiIiIiLSut28o8K72Fq2Fff2uVezYyLSAgvvFBRkJHl3c6z3hGMgIiIibUnR7MiG91B85KDTj6m5eB6frngWo++ai375E316fOSa/e+sQ8XpQiRl9UVin35I6tMPib37qnmgA4EUVgdMmIxD//i7V/YnhXRpsZ2Q2edyob3tbWTs5VbrHsq97ma1tDY1orakWLWqr71UrFrQy/sezf8eEoLU7Dz0Hj4KmcNGqZbq/mIIC0N63mC1jLj9XnWubUX4Q6g8d9rujTjCnRHvYsjUWz04YiIiIiIiIv/q3dAbBrMBZoP9m7tZeCc9YuGdiIiCmhQpYmJirlpH3eO1c4/erhvPxzEZ6dpV0V32GBEaetU6K1NLC/asf03NAT/67rndzkPt76+P3nLsZVVfOIv68lK1nD+wp329jPZWhfisvu3F+LDISL+cU9+xE3B4w3uwdGpb3t33nKNR7K5w53zCo6KR0j9HLR011dWqInxbIb4YtSVtb00tzV2eT2hYGDIGDlGj2nsNHeGVGwTsnU9ERAQGDhzo8LGyTVf7S+jVWy2Dbp6upge4dOwwLh49COORQ+pn3yoyJhYRdtrau0tvP6vMCfws5jCHOczROkfLLOZ4luVrertuzGGOljlaZnXOMRqNal24JRy9G3vjfOx5u48tqC/AxcaL6B3d2+Uc6zqiQBNi0WJCFiLSnLSglPkeO9q6dSvS052bM8Vbqs6fQWh4pHrxOiyi7W1IALd4JSIi6uzrV19Uo1vdJfMwj1/wCJKy+nn1uMg1ptZWfPCrJ68qaHcpJEQVraUIrwrxMkK+dx/1XMZZ0o5c5uV2ZzT9jtdfxsVD++x+PjopGWk5g3wyil2Ldv+N1VWXR8dfVIVruU7SPj5j0FC3b1IJBCajEc21NaoDQFRCYtB8TYiIiIi6c+bMGSxevNjhNjIFaf/+/TU7JiIKTNXV1Xj//ffV++dizmFbxjaH2z/Y/0HM7Ts34Gst119/vc26kpISzWstFBw44p2IfPrC6mcr/ueq9aHh4QhVRfgoNYelKsqr920L9KHq/SibdWFdrGMhn4iIfGnwLTM8KrzXl5fhi5X/i+Gz7kLOtTfxjmw/kUKvU0V3YbGoedZlObd3Z9u6kBDVtr19VHxWPzWqXJ7LdCy8Fh85gDM7t6G08ARG3Xkfcq65weVjlXbznQvvMnI9c/hoDBh/DdJyBwXt8x857pjkFLVkDh0BPZER+3JeREREREREBGQ2ZiLUHAqTweSw3XygF96JXMHCOxH5jKm1xc76VrW01Nd5Jae9kN+hOC8vhMvcuu7cLBCsL2QTEZFvJPcdgPSBQ1TbeHeZTSYc/OBtVYzNv+8BRMR4t/00da/q/FnPdmCxtLdNP7tnh1olzxmkGC8j4kPDI3DhwB6bec2lAO9O4V3mEo9OTEZjdSXie/VWxXZpQc/vGyIiIiIiIgoWYZYwZDVk4Wyc/f/HTzecxtmGs+gXwy6BpA8svBORzxibmzXJ6aqQbzG7N4vGpmd/ieb6ettR9p1G24dGRlwZdX/Vdm3rQzusc3VuVSIircj8yyXHj6j5ietKi9Ha1KQKe5Fx8bZLbFyHj+MQERPX4363Db5lpkeFdysZOf/JH3+L8fO+gdScPK8cGzlH5nf3Nrlhr6b4glq6zLx4HlUXzro8zYAU9EfddR8iY+OR1Lc/uyQQERERERFRUOpX389h4d066v3+/vdrdkxEvsTCOxEFfeG9K1L0doexpQVmYytajN4bkW8IC7+qpX5op4J+ZEwcBk+Z6ZU8IiJ7LBaLKhBK8VeK7ZXnz6hRvB011VR3v6OQEEREx6givBQGrUX5rFFjkdI/B4FKRp03VJarubtdlZqdi9ScgSg/dbJtRUgIskaMQd4NU3Bu306c+upzp/cl13jr//0JQ6bMVAV9dloJkhHvbjqz62uXC+8ic+hInxwPERERERERkVZ6NfZCuDkcrYZWu9t8UfYFFvRbwJvOSRdYeCfqYQUXs9msWV5LUyP8RUacu3qucn2MzU1eP5b2Qn6H1rOdRcYnYODN013e9763V6OurOTyCPyIy0X9tuJ+24h7KfhH2YzAt761Fv972qhVop7G1NKCslMnVaG95Phh5wrr3bFY1O80WWpxqX11nMx/3XeAS7uSfcjvsbaR9fFu3zjliNloxLl9u3Dy883q/Sk/fkrNxeyqQTdNQ8XpQmSNysfAm6YhPr2XWi9txqUov++t1WhtbHBuZxYLjm35CKWFJ5E/9yFEJyS6fDzkPOmMU1tS7Jds+d4bNuNOhHaYC56IiIiIKJjIa2zdFcRkGy1fdySiwNT590AoQpFVn4XT8aftPuZC0wUU1hUiJzYwB3NI3YDIWSy8E/Ug1dXVCNWwyFpVXgZ/kT/vlZWVrj3GaFQtY/1BRsW7eryi4uxp1JdeKXq5IyQ0VBXmZW5aKQq0v1Xrwtvetq+/si4lb3BAjNKUJz4NDbaFrpiYGN4h6QReO/1et+baalQUnkTlqROoPlMEs8no8HyajbafjwwLc+t8WhHi8u+y8hNHcfS9dTa/D8NjYhAeIy3tYxEuS2xs2/vRbe/LOvlYbjTqfJwdvz7ye73kyH5UHNiNlrra9m2Ob/0UmaPHuXx+huQ0jP/29xGZkIhWiwXnzp278sm4JIx+8Ds48eHfUePCyOqKogJ8+sffYtCsu5GSO8hv32/BltNYWY6oxGSHf4dsvhdMJmTfNhvmmirUlxSj7tJFNFVVuHkWrv0MGZuacHLHV8gYPrpHfY2Ywxzm+C5HyyzmMIc5zNE6R8ss5jivvr4eycnJ7TmdC2sGg0Ft485rW3q+bsxhjr9ytMzqnCO/C2RdxxxpN++o8C42n9+MOelznM7R8vU4qasQOYuFdyLyGXNLi9+y3RlVZmrxX2t8d0fBmVo9v8YWkwnGxga1uOK6f3rK5aziA7vRUFbaZUHfEBGO0PDL69oL/xHdjsjv6klXdHR0QBVBAxWvnf6uW3NdDY68vdqlG3Lknt1mo8lmXYQUDd3Il4K4qzp3A5EuIc011Wpx5sah8Ggp0l8uzEsxPioG9SYzLCYjSg7tR0tDHeKjImHo8PU5t2MrMkaMcbnjh3yNpehu7/sgNTUVI+d+A2e3fY6zXzvfet7Y1Igjf1+N3vmTkH3DVBg6jMbX6vstmHJqiy/g0Jt/Q0rOIHXDgr3ie+es8OQ0pA4col4UFNLlpu5yEb7+0sW2Yny16y8UOvMzdOnQXp8U3gP1a8Qc5jDHtzlaZjGHOcxhjtY5WmYxx30mk+3zX+tzbG/S23VjDnO0zNEyq3NOY2PjVYX3jKYMRJgi0BJq/7XsHbU7cF/afXaPL5BfjyPqiIV3oh4kJSVFFQW00njOfy1V4xKSXD7Xej/+jY6MiXXra2PpNMJOKzIiNS093eXHFZw/i+IjB1zLCg1V7fI7tsdX7fLV+1EwhIejtrmlra1+RARCwsIR01iL8MhIhIaFq89LoT8xs49NMYu6bgMn34e++IdZTwL5ulmSk7G/vs5v+Rl9+iImqW0UhLNKLWaPbhySkeyyWMv3ZosFtU2Ob6SSon7juSL0HzfJJ98HaXfdh34jRmH32r+hqdb5u6Iv7tmOhksXMH7+I4hLS9f0+y1YcqounMWRt16HqbkZpUcPIiI8XLXq7+omCmeyemX1sfl8S2MDqi+cU/PBy1J94SwaKj0bGS83iMQlpSA5Kcmj6V2C5WvEHOYwR5vnCHo7J+YwhznM8UcWc5wnI1grKirai1+dC+/SYTM+Pt6rrzvq4boxhzn+ytEyq3NOWBevvxpgQN+GviiML7S7n/LWclREVmBw/GCncgLp9TiijnRbgSgqKkJhYaFaCgoKUFVV1f7kQN4XSUlJqhApb60/pLm5uWoZO3asX4+fSA8yh43CtJ/8C4wtzWpUmbGlpe1tc7NaJy+at32u0+fb1zWrUejysast4N2ZI1hy/MXdOY3lGgXX8Ta5/BhpD2ydS7rLz3dRZOs8ulXM+vl/qTmkXXHq660oLTimCvhqlH54uLrpQL1vLep39TkHn/ek6ELUHRn5mzF4GM7t3emX/MjYOJcf01x/pQW8lk58tgn9xk7w2ZQZabmDcPMPfoY9619DyfEjTj9Oir6fPvcspvzwCcQkp/jk2IKVXJuv/vw8Wpsa29edP7BHvfA3bt7DXvn9GhEdg/S8wWqxkr8/bUX4KwX5RidGxsdn9EL/8ZPRd+wEt342iIiIiIiIiPSib73jwrvYWrbVbuGdKFiE6aXIvmnTJmzcuBG7d+9WxXZvsBbhx40bhxkzZmDq1Kle2S+Rv6SlpSHdjVHK/qbupG1tVS+0tzY3t71tarL9uNn24wEjRiEjI8OlHHON9+ahclVcQqLrx2s2e6XVvDsio6NdPl4R4uINFE7tUwolnYotXTUv6JWVhYioaJf2fbSyDMWHXRuh350QQyjCVFv9thH66q1qtx9++W3bx+PvmYukzCyX9t1UX4eW+vq2fVzej4zyd9SiKSoqymZdYmIiWzR1I9Cv2+BJ17lUeHf2Z8iZgmXvPrajh53i5d9jzp5PfVkp6s4UIm/SdT78PshA35/+Cw5u+hA73nxd3UjkjNzxk5A9ZKgLOZ4L9Jzys6ex7S8r0drFtCgXDu5FREQ4pn7vB1e16ffWOfXNzrH5uLG2BmWnT6HsdCFKi07h7IljaKyuQlR8ArKGj8L4GbciI3eQV69foH+NmMMc5mj7HEFv58Qc5jCHOf7IYo7zZO720tLS9pyuyIh3d14r0vN1Yw5z/JWjZVbnHBkA21VGelM6ooxRaAqzPzBrW+U2PD7pcRhCDAH1elygvOZHwSEoC+81NTVYs2YN1q5di507d7aPYO/qD787PxDWfVhHzEtRf/ny5Wrd9OnTMW/ePPU2Ozvb43Mh0pK0XQnW1ivSsiqi0x9Wb0vp3QfTH/2ny0X9JrRYC/zN1kK/tbh/+W1TW5G/pblJtTv2RER0tMtfG3dGj3tLeJTrxyvk2nmb/J6PjgjvdruIyCiXj9nc2gpvs5hNaG2SxfG1GDPrTpeP98SXn+HrtX+zXRkSYlPYby/22xT9IxAVF4eYhCREJyQiOjGx/f2YxCSE+/hnLxhJxxxfaaqrxdmD+3Bm/25c/+C3EeVip4b+I8eo1tbO/l6Sn6HY6Cj0HjIcvfIGq1bbjTXVaKqtQYO0ZJf362rlCZLD/cj3izu/F5pqa/3yO0Hs/eDvGDjpOrdHvTv7fTBm1h3IGjIUm1f+ATWllxxum9grEzc89B2ba+nL77eOAjWn4twZfPA/v0azg2kUinbvwJZVf8S0xT9CaIfiu6/OKTYxCbGj8zFgdP5V/0P48h/yQP0aMYc5zNE+R8ss5jCHOczROkfLLOY4R/4/sVdw9+XrjsF+3ZjDHH/maJnVMUcGi3X1f3EIQlS7+ZMJJ+3up7SpFAcrD2Js2li/X7uOgrWmQv4RVIX3LVu2YNmyZaoQbtXdH/zOn7e2lZcf0M6t5x09Vn5RyMeSbc2XkfBPPfUUZs+e7cFZEVGgkFFquRMmuzci39hqW5y/qmDvuJCfmJHpcm53hVtfF97d0bE9sJakCOlOC2KZ/sBfpDDuKlNXx2uxtE3f0NKMZg+mFlBFeCnGJyYhJiHh8tsrxfn49AxExye4mdCzye+QqovncXrfblVsv3TyePtzkAFjxmPgNde7tL+ImBj0HjQUF44ecridfL36qcLhOPQZMcphRwgZqS3FdynC2yy1Ne3vxyS598+PPNYf5Ht3yPU3q38IQzX4Byo9Ow/3/fuv8fkrL6Fg+5ddbiOjtaVwzJtdrqg4fxbvPfvfaK6zX3S3KtqzA0c+3YSR026FP/AOeCIiIiIiIiLH7eYdFd7FpnOb7BbeiYJBUBTeX3zxRVVwt7aQ76rYLgX1CRMmqNbweXl57W3iZZF2E86orq5WxXjJkWK8vN2xY4dN+/qO2bJ+7ty5KlsK8AsXLkRCAosORD2NvNCuRhKHR2haeJTRymNvuxstNsX+TsV/L43I78zd7gP+ullAvjbu8Fcrf+vX11VGHx2vsbkZtaUlarFn3J33YcK983ySr0cyfcbF40cuF9v3oLas62srn3e18C76jx7XZeE9tX+2KrT3H52P9Oxcp0d6y40rcoOFLN6mdeE9NjkFY267G0NvmOLWDS6ekHb8Uxf+AH2Hj8LW115WN8R0NHneQ0jrb9vSvCervHAe7z/zK9V9wRnyszJ8ykyfHxfpg3RR+/TTTx1uc/PNN/P/OyIiIiIiIi9JbU5FjDEGDWFXTyNn9fH5j/Hj0T9GmCEoypdEVwno79w333xTFbOtI9I7Fr2loC7t3mXudRl5npPj+YuUUqCXxd6+9uzZ0z6XvLy1Ho8c3xNPPKGWxYsX4+mnn+YLNETkc9IafNKcB5wu8qkifPso+7Y2+bYj9C8X6p0o5IdFul54l9+Z/hrxHhbuXNvpYB/x7s/jldHDrpL20ZtX/REx0t7+8sh5GUnfNrr+8scJiarVurutwANJQ3UVzhzYgzP79uDc4f3qhobuSMt5GW3uaseGAWPysW3NK2oagT7DRqpie79RYxGXkopA89Bv/9hhFH3bCPoGO6PqPfkdEp+WgbG3343B191s04rcHzdrDbnhFjX/9+YXfq9+DsSAseMxYuosl/Ylv6PLzxQhLjVd/by409kjUFUVX8B7z/5Kff2dkTfpWtzynSVs/0ZOa2lpwYkTJxxuc+2112p2PERERERERHqn2s3X98XxxON2t6lsrsSesj2YmDFR02Mj0nXhfe/evargLiPKOxbbpcAuhW0puHuj0O6q/Px8tTz++OPq482bN6u55letWtW+zcqVK7F69Wo1Sp8t6IkoUISGh6tF2ul7g7RmdpWMus8aNtKmyG8t5kth0Zek+OgOX40g99WId3+O0Jd54V1VV1mByvNn1eKIFN2lm0R7cb69xX3i5Zb3UriX0diJiIiJDZh2z/IcRoqip/fvVsX20qICl/fR0lCPSwXH0XvwMJcel9irN27/56eQOXCI5qO63RkFLoscszM3l3Rud2+vSG+dDzw9Jw8jbpmhRkNLK/dAkZzVB/c+9UtsW/sqTu/dhZu/tdjl793K8+fwzrL/bP85kdH8cSlpiEtNQ3xqWvv7bW9TEe7GTVP+UFV8Ee/99pdorO56OqjOZJqYKd/9vq5uPCAiIiIiIiLSo371/RwW3q3t5ll4p2AVOK8+Xvbkk09i+fLl7S9YSxv3RYsWqYK7P4rtjkybNk0tUmxft26dGukuNwtUVlaqFvQyGl8+N2DAAH8fKhGRV7kzolAKXnf881P2R+R3GF0vo+6NzU1o6Tgqv9Poe+s2HUfpywhiKZbLXOcdb9xyu9U8R7w7TeZ7d5WzRTWL2axGi8tSfvZ0t99n7fPR2xTnO3yckITYpGQ1d723yffp+SMHVft4WRqqKj3ep7Sbd7XwLqSdud7Iz0V8WrpaumM2GlUxOpC7Jcj53PDQdzDx3vmIjI1z+fF1FWU2Pyd15WVqgZ1BvNI9or0Yn5qKuJT0tgK9vJ+a3tZdws83rlRfKsZ7z/xS/bw7I2f8JEz9HovuRERERERERMEgqSUJmVGZKG4qtrvNJ+c/wc/G/gzhBve6mBL5U8AU3ouKijBv3rz2Ue5ScJd53WXkezCQQrsscvxLly5Vo+E3bNigWuK/8MIL+O53v+vvQyQiCvwR+XHxLj9W/mbU1bWNbLWKjY1VRSgpnEshXt53R79R+Ujq3ae9mG9sbW3fp4wul0K39XPeHrUv18PXI97l2jUbbY87MizUrcKbO63mG2qcK6y5Qoqt9RXlanFk/N1zMP7uuW5ldP6ek+JnecFxnN2/V82rbjK2wpukgC9zf/tKVz9DcXFxfi/ABvr5eDPHUdHdUU6tFNld0FRXq5ayM6e6zDEaDIhLloJ8qvrdlztqLLKGDHPrpgB3zqem5FJb0d3JG1ay8ydi2sIf2u1kEIzfC8zRLsfb/H0+zOlZOVpmMYc5zGGO1jlaZjHH/Rwt6PG6MYc5PeF3qbwv6+zlSLv5m9Jvwpqza+zus7a1FjtKduC6zOvs5gT761ekXwFReN+yZYsqustI8WAruHcm7fBlDngpwMs5yLzwMmJ/165deO655/x9eEREumOv8C5zOMsSgRi3933N3Adcar/fXpS//FYK8yabt602n796u1b1Vor47jxplMe7Qv5VbjYabdZFSOHd5WSoFvCuaqyuhr/IKHhXyWj7ra+9jKj4eDTBoEbYXjx+VM1FHR8VCYOPnuhXXTyvCpIJGb00/RkK1n9ctDqfQMhRo9u9lSM3wzQ0oqHhHErOnwMO7MOJzzarDiep/QYga8hwtWQOHorImFivn09tWSnefeaXqK+scGo/A8aOx7TFP3I4fUAgfI2YE7g53ubv82FOz8rRMos5zGEOc7TO0TKLOZ5ldcTvA+YwJ7BytMzqnFNfX++w8C5uyLjBYeHd2m6+u8J7ML9+Rfrl98K7zIUubeTlh0ZGjMt86YluzBMbiAV4KbbLaPdHH31UtZwvLCzEhx9+6O9DIyIiH5DilCEqCuFR/ptD+boHvolxd93XqdhvLfJ3KPq3tLXkb2lqRllFhWrZ31Rbi8a6GoRJ4d/FkfPSst2d85a5uYOpNX5teSmKTxyF2WJBbVMzfE1apGcOGooBo/MRHh3t8zwKPh1bzfuMxYLyM0VqObDxA3lFDWn9sjFw8g0YPfN2r0TIz9b7z/yq204VVv1H52P64n9SN1cRERERERERUXAZEDMAOfE5OFV7dUc+q88ufIZmUzMiQ70/VSSRL/n11apnnnlGtWWXQrsU3OfMmQO9kdHu06dPVyP6pfX8pEmTsH37dn8fFhER6VBCeoZaXBmlf+nSJZt1vXr1UsV5mV+5saZatYOXkent78vb6ivrpK26O23mXZnj3RfcOWY5X1+Tlt79Ro3FgNHj0HfkaI9GFpP+eXPEu9MsFtWqPiNvoFd2JyPct/xlJeqdPJd+I8dixpKfuDUdBxERERERERH5n4xSn9Z3Gl488qLdbRqMDdhWvA0397lZ02MjCtrCu4x0f+KJJ9Qc6NKaPScnB3ol5yij32Vkv9xgwOI7EZF3RflxlLker52MXk+MykRir0yHj5VuNS2NDWpxh19HvHvYGj88NNRrx5Lcp58a1d5/9Dhk5A1S3RO0prefIa3Ox9853i68u/J9nTVkhMfnU19ViU9W/QHGmiqnpmroO2I0ZnzftaK7v79GzAncnIiICAwaNMjh42QbT3N8gTnM0TqLOcxhDnO0ztEyiznOiY+Pxx133IGWlhY1uKxja+dbbrlFtXuWbbwt2K8bc5jjzxwtszrmyO8C+V/L0etb8r9Wd4V3a7v5joV3vb1+RfoUYuk8IYsGNm/ejBkzZqh27PK+HlrLO2v58uX4+c9/jvnz5+ONN97w9+GQjpWWliIjw3bka0FBAdLT0/12TEREHR36eIOa17ltBL11hH01mupq1ahaX/rOc39BmIsFlS/+9n84/PFGj7NlTuo+Q0eoQru0zI5P4+9lcl1rUxP+/INv+y3/G7973uXOEeomnZAQRERFq5Hu7/72l6gpKXbqsX2Gj8KsH/zM5Z9bIiIiIiLynvLycowePdpm3f79+5Gamuq3YyKi4PXNzd/EieoTdj8fFRqF9+94H9Fh0X6vteTl5dmsKykpYa2FAmfEu4z8lvbrcndcT2Md5S+Fd2lDP3XqVH8fEhERkV+MmDKzy/Vmo1HNN9/W1r66Q1G+qu3jmrZ1UqRvaah3OTciOsat4p0nreajE5PaR7X3GTZSdRUg8oR8D337T39GXXk56ipK1dva8jI173vd5bdS3LaYzV7PTs7q69Z0Dce//AxfrX4FaQNy0FRbi9qyEqcelzV0BGZ9/6csuhMRERERERHpyPS+0x0W3ptMTfji4heY0W+GpsdFFHSF97Vr1yI/Px891dy5c9XI45SUFH8fChERUcCREeGxSSlq6Y6xtQVNNTVXzUkvRfnGToX61uYm9Rh356SXfblCiotSaB8wZhzS+mcjxA8t5EnfwiOjkJzVRy1dMZtMaKiqVEV4VZTvVJiXdcbmZpdzew8Z7tbxXjh2RN0IUHqqwKWsW3/4OMIiI93KJCIiIiIiIqLALbyvOLTC4Tabz21m4Z2Cil8K7z256G6l5zntiYiItBIWHoG41DS1dEcK71KEN7a0uJUlxXuHxxIRqdphy8j2fqPHOnXjAJEvGUJD238+MruYylpmnGqur7tSjC8vR03ZJVwqOIGy06fsjpbPcqPwLvu6eOywS4/pPXgobv0Ri+5EREREREREetQ7tjdGJI/AocpDdrf56tJXqGutQ1x4nKbHRhRUhXciIiIif4wODk93v8X74OtuQm25dU76ajQ31iM6PgFpA3IxYEy+GpkrNwIQBYuQkBBExcWrJa1/zlXzsRefPI4LRw/h4rEjKDtdqAr1oveQYS5nVZw/q4r8zsocNAS3/mip+rklIiIiIiIiIn2a3m+6w8J7q7kVn1/4HLcNuE3T4yJyFwvvRERERE4Yd9d9/j4EIs1ERMeg/6ixamkvxJ84pgrocsOJq6R476xeeYNx6z8tVfPYExEREREREZF+Te0zFb/f/3tY0Hazf1c2ndvEwjsFDRbeiYgoqMkIzPr6ept1sbGxaiQnOcZr5x69XTeeD3OcyVGF+NH5anHHhWOH2nNajCabz0WEhbbnZOQOxG0/XoqIqGjo5doxhznMYY4v/qbq7ZyYwxzmMMcfWcxxP6cjyUxJSQnq82EOc/SWo2WWpznp0ekYkzYGe8v22t1me8l2VDVVIcwYppvXr0i/WHgnIqKgJk/uamtrbdbFxMTwSZcTeO3co7frxvNhjq9z2uZ3bxvxLi/RNRmNNp8Pl8K7/LOdnYfbf/ykKvJ7gx6uHXOYwxzm+DuLOcxhDnO0ztEyizmeZVnV1dWpj4P1fJjDHD3maJnljZxpfaY5LLybLCZ8fP5jTI6Z7FEOkRYM0Jm9e/eiqKjI34dBREREREQAqi9dRHNjg8Nt0gbk4PZ/fhIRMd4puhMRERERERFRcJjSZwoM3ZQrt5zbotnxEHlCN4X3N998E6mpqRg/fjzy8vIwePBgnD592t+HRURERETUoyX17oNv/r8XMPMHP8XIabciOasvcPmO9LCICAy/ZTrueuLfERkT6+9DJSIiIiIiIiKNpUSlYHzGeIfb7C7djarmKs2OiahHt5rfs2cP5s6da7Pu5MmTqghfVlbm0r5OnTqF+fPnIzc3F/fffz9mz57t5aMlIiJvi4yM9PchBC1eO/fo7brxfJjj65zI2Dhkj52A/qPHYfitd8PY0oym+jrExCciJS0NBoNv7gfWw7VjDnOYwxx/ZzGHOcxhjtY5WmYxxz0dWzv79P8InV035jBHyxwts7yRM73vdOwo2WH382aYsb1iO+7KvsvjLCJfCrF0nJAlSM2cORNJSUnYvXu3KpwL67wya9euxX333efS/pYuXYr169ejsLBQ7WPevHl48sknMWbMGB+dAZH3lZaWIiMjw2ZdQUEB0tPT/XZMREREREREREREFJzKy8sxevRom3X79+9XnWiJiDxR01KDO96/Q83nbs+Y1DFYcfMK+KPWIp22OyopKWGthfTbal4K5FJ8X7x4sSq4d7zrrqKiwuX9LVu2TI2Yr6ysxIoVK9Q+8vPzMWjQILz00kteP34iIiIiIiIiIiIiIiKinighIgHX9LrG4Tb7yvehpKFEs2Mi6rGt5qXwnpKSgu9973vYvn27Gq0uZBS8tI13V2JiIhYtWqQWyVi5ciUWLlyoRtGvWbMGCQkJXjwLIiIiIiIi0kJdXR22bdvmcJvJkycjLi5Os2MiIiIiClTHjh3D1KlTu/ycdQT8li1bMGTIEI2PjIgCjUz//Ne//tXhNo888gjS0tKuWj+t7zR8Wfylw8duPr8ZDwx6wOPjJPIVXYx4HzduHHbsaJv7QYri0k5748aNaqS6t4rjMue7dST8iRMnMH36dK/sl4iIiIiIiLTV1NSk2qI6WmQbIiIiIiIi0sZNvW9ChCHC4Tabz23W7HiIeuyI9wkTJqj53a1ycnLU4gtSgN+1a5d6++yzz+KnP/2pT3KIfEGmYrBOx0BERERE1FM585yYz52JiIiI2vC5ExFp8fsiJiwG12Zei08vfGr3sYcrD+Nc3Tn0ie0DrfB3G/W4wru0gp84cSL27duHMWPG+DxPWthLy/k33niDhXcKKo2Njaivr/f3YRARERER+f15sTPb8LkzEREREdDc3IzY2Nhut+FzJyLy9H+tG9JucFh4F/8o/AceyH0goM6JSFeFd2k1f99992Hp0qX48MMPNcmcNGkSnnnmGU2yiIjI8R2HnZ/8REdHIyQkxG/HFCx47dyjt+vG82GOHnO0zGJOcOZ4m7/Phzk9K0fLLOYwhznM0TpHyyzmuJ/TefQnvw+Yw5zAytEyq3NOQ0ODWuduzqS0SYgKjUKTqenq3z0tbb97Np/ejHsy7wnq169Iv3RReBcy//rAgQM9bv9eU1Oj5oZPSUlxOD/86tWrVcGfKJjInalxcXH+PgwirzKbzairq7vqe91gMPjtmIIFr5179HbdeD7M0WOOllnMCc4cGZHVnZiYGKefO/v7fJjTs3K0zGIOc5jDHK1ztMxijvOioqLaR6faK7zLNt583VEP1405zPFXjpZZnXNMJlO3hXdH/2vFIQ439L4Bm85tsv2EBTA1mNS7BQ0FKKouwoS0CZq8ftXUZHsTAFGPKLzLnOtr1qzBggUL1PuzZ8926fFPPvkkXnjhBVRVVdm0lJ8+fbraX15enlonn5eiu8wpLy3uiYiIiIiIiIiIiIiIiMhz0/tOv7rw3skXF7/AhLwJmh0TUY8rvIu5c+fiN7/5jXq7adMmTJkypdvHVFdXq+K6FNI736lXWVmJdevWXfUY69060tqeKJhwxDvpUVd3b8r3ebCO1tUSr5179HbdeD7M0WOOllnMCc4cZ0YseDriXY/XjTmBkaNlFnOYwxzmaJ2jZRZznCej2a377vwaesdtfD3iPdiuG3OY468cLbM65zgzH3p3/2tNz5uOuF1xqGu1Pf6Otl7ain+J/ReEhobC1zjHO/XYwrt44oknUF5erorpzhTf582bh127dqn3nZkLwvrEQkbXZ2dne+moibQh3+Oc84T0Rr6nIyMjr1rH7/Xu8dq5R2/XjefDHD3maJnFnODMiYiIwIABAxw+VrZx9nj8fT7M6Vk5WmYxhznMYY7WOVpmMce1fdsruHs7S0/XjTnM8VeOllmdc1JTU9XgWEcF/sTERIfHERkWian9p+Kdgndss8KuPOZsw1mcqDqBYWnD4Gu++PqQfoVYuvuLGaSWL1+u2sfLiHV7befXr1+vCu/WHxpnLoXM675q1Srk5+d7/ZiJvKm0tBQZGRk260pKSpCenu63YyIiIiIiIiIiIqLgcujQIYwcOdLhNgcPHsSIESM0OyYi0rfPz32OxzY/5nCb7436Hv5p3D/5/FhYa6GgG/E+a9YsNZ/6xIkT1Z0w3hhJLiPfZZ+yP5m7/bvf/e5V20hbemvBXbaVgrqMlJe7bU6dOoXCwkLVgt5acJe53nNycjw+NiIiIiIiIiIiIiIiIiK62uSsyUiMTER1c7XdbT489SF+lP8jjkingBIQhfeNGzeqHwwZnS7zpksRXArgM2bMUG/dLcQvWrQIKSkpmD9/PqqqqvDTn/60/XN79uxRRXXJldHrmzdvVgV3KymwyzJt2jSvnCMRERERERERERERERERORZuCMf0/tOx/sR6u9ucqzuHQ+WHMDLNcUcOIi3Zn2RBQzKSXEadW5fKykpVhF+8eDHy8vLUnBALFizAiy++iKKiIpf2LSPeN2zYgMcffxzPPvts+3qZ/11IkX/nzp02RXciIiIiIiIiIiIiIiIi8o/bcm7rdhsZ9U4USAKi8C7FbyGjz62LsFeIHzRoEJYsWYI333wTNTU13e5fRs1bi+8vvfSSzSh7mQeeiIiIiIiIiIiIiIiIiALDhF4TkBqV6nCbD4s+hNli1uyYiIJmxLtVx5Hv9grxBQUFat72efPmITk52alCvBTfn3/+edV+fu/evWqUu/jZz36m0VkSERERERERERERERERUXdCDaGYmT3T4TaXGi5hX+k+zY6JKCjmeJd52K1WrlypPl69erVqBy9zs1tZC/BCCvBWUogvLCxUxXhrIV9azMsc8VOnTm3fToruMtJd5m2vrq5WxXgiIgpu8vegsbHRZl10dLTN3wzqGq+de/R23Xg+zNFjjpZZzGEOc5ijdY6WWcxhDnOYo3WOllnMCWx6u27MYY6WOVpm+Trn1uxb8frR19sG5rZcqQuKkIi2gbv/OPUP5GfkeyWPSBeFd2ureSmYL1y4UL0/Z84c9fbUqVPYvXu3KphLIV4K7M4U4pcvX64WMW7cOFVknzlzplon7erlsbKeiIiCm/z+73iTloiKigrafyy1xGvnHr1dN54Pc/SYo2UWc5jDHOZonaNlFnOYwxzmaJ2jZRZzApverhtzmKNljpZZvs4ZmzEWvWJ6obiuGKYGk83nwsLDgBDgi/NftHfRJvK3gCi8SyG8c8t5q5ycHLVYC/EyUl0K8K4U4nft2qWK99ZCvFVqquO5IYiIiIiIiIiIiIiIiIhIe4YQgxr1/vLBl23WR4RGYNqAabg191bc1PcmFt0pYARUq3nryHdHEhMTVRHek0K8df3SpUvVIiPfJ0yYoFrTy8j4hIQEr54fEREREREREREREREREbnm1py2wnuYIQwTe03ELf1vwfVZ1yO3Xy4MBoO/D48o8ArvUuyW0e4TJ050+bHuFuI7FuOtI+I7zhEvxzR+/Hj1Njs728MzJCIiXwoPD/f3IQQtXjv36O268XyYo8ccLbOYwxzmMEfrHC2zmMMc5jBH6xwts5gT2PR23ZjDHC1ztMzydc6I1BH49Y2/xoioEUiI5MBZCmwhlo5DwXXInRHxnT8nI/GlAC8j4mVk/NixYzU6eiL3lZaWIiMjw2ZdSUkJ0tPT/XZMREREREREREREFFwOHTqEkSNHOtzm4MGDGDFihGbHRESkFdZayBW6L7z7qhC/ePFi/PrXv9boqIlcxz8GRERERERERERE5CkW3onIWU1NTSgoKHC4TV5eHqKiohAsWGuhoGs1ryVvtKavrKzEsmXLVHv6Dz/8UOMzICIiIiIiIk/U19djx44dDreRqdBiY2M1OyYiIiIiIqJgV1NTg3Xr1jncZsmSJUFVeCdyRY8rvHtSiO9YjJcivGxDREREREREwVd4//TTTx1uM3z4cBbeiYiIiIiIiMhpPb7w7kohfufOnWqUu9W0adP8eKRERERERERERERERERERBQIWHh3oxAvBXjBwjsREREREREREREREREREbHw7kYhngV3IqLAIVN/NDU12ayTOYKsU4OQfbx27tHbdeP5MEePOVpmMSc4c7zN3+fDnJ6Vo2UWc5jDHOZonaNlFnMCm96uG3OYo2WOllmdcxobG9W6YL52RJ5g4Z2IiIKaPOmqrKy0WZeZmcknXU7gtXOP3q4bz4c5eszRMos5wZnjbf4+H+b0rBwts5jDHOYwR+scLbOYE9j0dt2Ywxwtc7TM6pwjXaN9VXjX0+840i+Dvw+AiIiIiIiIiIiIiIiIiIgomLHwTkRERERERERERERERERE5AG2micioqAXFsY/Z+7itXOP3q4bz4c5eszRMos5wZcj69LT011+nDe3dxdzmKN1FnOYwxzmaJ2jZRZznBMZGYnhw4fDaDTi+PHjNp/Lzc1Vn5fF24L9ujGHOf7M0TKrY05oaKgmOUSBKsQiEyMQke6UlpYiIyPDZl1JSUm3LzASERERERERERERdcbXG4moO/I7YcWKFQ63WbJkyVW/SwIZf/dRwLeaf+aZZ1BTU4Oe7MUXX0RRUZG/D4OIiIiIiIiIiIiIiIiIiIKx8P7GG29gwoQJqK2tRU/085//HIsXL/b3YRARERERERERERERERERUbAW3tesWaNaM+Tk5GDfvn3oSebPn4/f/va3ePrpp5Gdne3vwyEiIiIiIiIiIiIiIiIiomAsvOfm5mLz5s2oqKjA+PHj8fHHH0PvpLX+xIkTsX79eixcuBCPP/64vw+JiIiIiIiIiIiIiIiIiIiCtfAuxo0bh507d8JsNmP69Ol47LHHoFdbtmxRo/t37dqliu7PP/+8vw+JiIiIiIiIiIiIiIiIiIi8JAx+ZC2+T5s2DStXrsSmTZvU2ylTpkAvlixZghdeeAEWiwVPPPGEajFPRETeI79fm5ubbdZFRkYiJCTEb8cULHjt3KO368bzYY4ec7TMYg5zmMMcrXO0zGIOc5jDHK1ztMxijnc0NTWp7GA9H+YwR485WmZ1zgn23wlEQV14txbfZST4jBkzcPLkSTX6fd68eUE/B/ozzzyD3/zmN6iqqlK/EKT4/r3vfc/fh0VEpDvyO1amLukoMzOTT7qcwGvnHr1dN54Pc/SYo2UWc5jDHOZonaNlFnOYwxzmaJ2jZRZzvENe/+7Tp0/Qng9zmKPHHC2zOudYa2LBfO2IgrLVfOc53wsKClQbdvnhWbt2LfLy8nD//fejqKgIweTFF19Eamoqli5disrKyvYW8yy6ExERERERERERERERERHpU0AU3q2kzfyGDRvUSPeOBfhZs2bhrbfeQqDau3evaikfGhqKxYsXq4K7HL+8L6P48/Pz/X2IRERERERERERERERERESk11bznUmreRn9vnz5cvz85z9X62Tud1nEokWLVFt62S4hIcGvxfbVq1dj3bp1KCwsVOuk2G4dwS83DbDgTkSkDbnxidzDa+cevV03ng9z9JijZRZzmMMc5mido2UWc5jDHOZonaNlFnM8ZzD4bmyf3q4bc5ijZY6WWR1z9PA7gcgTIRZrtTgAnTp1Ck888QTWr1/fvq7jfA0yP7wU4CdOnKje99Wc8DU1Ndi5cyd2796NHTt2qGJ7R9ZLmJSUhFWrVmHOnDk+OQ4iV5SWliIjI8NmXUlJCdLT0/12TERERERERERERBSc+HojEXVHfiesWLHC4TbSQbrz75JAxt99FNQj3juS+dFl5Hh1dTV+/etfq6J2VVVV++elEC5LR1KAlxHnskib+pSUFPW+tTAuZJ2oqKhQb637lI9l9LqMuJd18r4U3Dtmis73Kkjmk08+yYI7EREREREREREREREREVEPFNCFd6vExEQsW7ZMLS+88IJapOBuLYDLKHjr+10V4z3RVYa1iC9t72Ued7lBgIiIiIiIiIJDY2MjDhw44HCbUaNGITo6WrNjIiIiIgpUJ0+exD333AOj0XjV52644QaEhYXh73//OwYOHOiX4yMiIgoUQVF470iK3bLIKPg1a9Zg48aNNq3fOxbKO37sLHuPk4+tre1ljvlp06Z54WyIiIiIiIhIa7W1tfjHP/7hcBuZyoyFdyIiIiKgubkZhw8f7vJzx48fb9+GiIiopwu6wnvHUfALFy5Ui9izZw82bdqk2sRLe3hpE9+5RbwzrAV3a7t6Kbaz0E5ERERERERERERERERERLorvHeWn5+vlo5kVLwU4GXu9o7zuHcsyEvLeOuc79ZiuxT1iYiIiIiIiIiIiIiIiIiIelThvStSQO9cjCciIn2RTiUtLS026yIiItqnDiH7eO3co7frxvNhjh5ztMxiTnDmeJu/z4c5PStHyyzmMIc5zNE6R8ss5gQ2vV035jBHyxwtszrnyLQTsi6Yrx2RJ3RdeCciIv2TJ13l5eU26zIzM/mkywm8du7R23Xj+TBHjzlaZjEnOHO8zd/nw5yelaNlFnOYwxzmaJ2jZRZzApverhtzmKNljpZZnXMqKyt9VnjX0+840i+Dvw+AiIiIiIiIiIiIiIiIiIgomLHwTkRERERERERERERERERE5AG2micioqBnMPA+Mnfx2rlHb9eN58McPeZomcWc4MuRdTExMS4/zpvbu4s5zNE6iznMYQ5ztM7RMos5gU1v1405zNEyR8usjjm+zNTb7zjSpxCLTIxARLpTWlqKjIwMm3UlJSVIT0/32zERERERERERERFRcDl06BBGjhzpcJuDBw9ixIgRmh0TEQUmqUGsWLHC4TZLliy5qnYRyFhrIVfw9hAiIiIiIiIiIiIiIiIiIiIPsPBORERERERERERERERERETkgR4xx3tRURHWrVun3v/Zz37m78MhIiIiIiIiIiIiIiIiIiId0X3hffPmzZg5c2b7xzt37sQbb7zh12MiIiIiIiIiIiIiIiIi8oWWRiNOHyxHxcV6xCZFYuD4DETFhvv7sIh0T/eF98WLF8NisSAkJES93bVrl78PiYiIiIiIiIiIiIiIiMjrSk7X4IPn9qO+uqV93ba3C3D93EEYdl1vvx4bkd7puvC+Z88e9Xb69OnYtGlT+/vdefLJJzFjxgxMnTrV58dIpHdFB8pgMVsQlxyF+JQoRMaGqRthiLxFbqoyGo0268LC+H3mDF479+jtuvF8mKPHHC2zmMMc5jBH6xwts5jDHOYwR+scLbOYE9j0dt2YwxytclqbTXjvT/vRUN0Ms9nUvr6h1ojNfzmM8gt1uO6+gTAYQnxyTq2tre2DYb1Jb7/jSL90XXgvLCzE+PHjsXr1aqxfv16tmzNnTrePW7ZsGVJTUz0uvEvm008/jR07dni0H6Jg9vU7hSg7W9f+cViEQRXg45IjEZcSZft+ctv7YRGhfj1mCi7ypKu0tNRmXWZmJp90OYHXzj16u248H+boMUfLLOYwhznM0TpHyyzmMIc5zNE6R8ss5gQ2vV035jBHq5zDWy+gsaYFFlhQ21Rl87mEmBTs23QWlRfrMfN7IxEZHeb1cyovL/dZ4V1Pv+NIv3RdeM/NzW0f6e5Mwd0Xhf/du3drnksUSOoqm20+NraYUVncoBZ7ouPD1Qh5KcKrwnzKlfdliU6I8NodeUREREREREREREREenBqn21xuitnDlVg/bKduH3JaCT1itHkuIh6Cl0X3vPz81FZWYmXXnoJ3/3ud/19OEQ9TmuLCU11rS4/rrG2VS2lZ2q7/LwU3WOtRflOI+ethXpv3K1HRERERERERERERBQMmhuNuHii2qltZWDcumU7MWvhSPQbluLzYyPqKXRfmZKR7osWLVLva118lxbzSUlJmmYSBZL6TqPdvcVstqC2vEkt9iRnxuDBX0z2ST4FHrYUch+vnXv0dt14PszRY46WWcxhDnOYo3WOllnMYQ5zmKN1jpZZzAlsertuzGGOr3POHq5Qr523Z8FxVnODEe/+YR9unD8II2/u4/axdXycL89Pb7/jSJ9CLDIxgo5VVVUhJSVF/UBKEfzJJ59ULehlkY/lcx3J5UhOTsbixYsxb948j9rMS8Ff9iVzWhBpTeY7ycjIsFlXUlKC9PR0zY7h7JEKvPO/e+EPvXISMHfpBJcfd/ZoBSKiwtpa2seH8485ERERERERERH1aIcOHcLIkSMdbnPw4EGMGDFCs2Mioqtt/usRHP3yoluPHXFTH9y4YBBCQw0eHYPUIFasWOFwmyVLllxVuwhkgVBroeCh+xHvUlxfs2YN5s+fr9rOL1261KnHvfDCC2ohIvfVVtgfke5rUjh3x4YXD7W3xw8NM1xuaR+JeJlzvmM7e/VxpCrSExERERERERERERH5i8VswemD7g8CPfTZeVQV1+PWRaMQFRfu1WMj6kl6RMVo7ty52LlzpxrBfurUKace42kjAI6SJQLqfNRq3hlSJPd0TnqT0Yya0ka12BMZE6aK8FKctxbjOxbmY5MiPb5LkIiIiIi8q6mpCQUFBQ63ycvLQ1SUezdzEhERERERaan0bC0aa1o82sf541VY+/QO3P7YaKRmxXnt2Ih6kh5ReBfjxo1TL6ysW7dOjYCXFvQVFRVdbrt79241Ul7a0bvDum95S9STmVrNatS4FLC1JiPTXVXnxgh9mQenuaEO5efruvy83IMTk9g2ar5txPyVIr0q0KdEIiqWLe2JiIiItFRTU6P+N+yu/SEL70REREREFAyKDnhnyuOasiY1few3fnktwiJCvbJPop6kxxTeO45+l8URg8GAp556Cj/72c88yho/fjyKioo82gdRMLt2dh4m35urRpFL2/m6iua2t5VNqK1oVm+l2F0vd+J51mTCK63mfTFCX5pn1Fc1qwWFNV1uExZuQPboNMxa6HiuLCIiIiIiIiIiIiKizrprMx9iCFHt6J1x0/2DWXQnclOPK7xr6f7778fPf/5zfx8GkV/JSO7o+Ai1ZAzoehsZES+FaWtBvq0436yK8tb3WxqNPh/x7q856Y2t7ncEKD5VjbikSDWq3mDgqHkiIiIiIiIiIiKinqShpgUlp7se9GU19NpM1T5+67oTarCYPdfcnYO8/AzvHyRRD8HCOxH5nbSjT0iLVos9zY1GVYiXInzb6PkO78vI+cpmmE0Wz0a8+6nw7smc9OuX7VLvS9Fd5pOP69jGPvnyfPOX35f56PXa0t5otL0xIyyMf96cxWvnHr1dN54Pc/SYo2UWc5jDHOZonaNlFnOYwxzmaJ2jZRZzApverhtzmOOrnDOHyrvsKGsym9rf7zs0CYMn9kZyZgw+evFQlwPdBk3IwPjbsj06p87n5016+x1H+sTvyi4sW7YM06dP93g/0tJe5oonIs9FRochsk8cUvvEdfl5aZPTUNvS3tI+Ki48IFrNO0vmfffkRgGz2aLOvW3UfnWX24dHhqoifHxy23zz1rnm299PikJouAHBxmw2o6SkxGZdZmammjaEHOO1c4/erhvPhzl6zNEyiznBmeNt/j4f5vSsHC2zmMMc5jBH6xwts5gT2PR23ZjDHF/mdNVm3mwxo7axUr1vCA1BRGqryu8/IhVzl47H+3/aj+rSxvbt0/vHY8ojw1weuNX5nMrKytS6YLl2RN7GwnsXHn/8ca/sJycnBwsXLvTKvogI3c5RE5sYqRbkuLcPKdz7ixTAXSU3GLiitdmEyov1arEnOiFCFebbRsxLUd72/Zj4CHWtiYiIiIiIiIiIiMi/TCYzzhyucLhNZk4iIqKulAOTM2Mx9+cT8NGqgzh3tBIxiRG4fclohHNedyKPsfBORHTZHY+NRnODsX2u+bZ29pffV2+bUF/VokbXe5s7rfFrK73fGr+xpkUtJadru/y8ISxEzSk/9NremHiHm3c4EBEREREREREREZHHiguqu2wb31HfoclXrYuKDcddPxyDL98swKAJvdRUpUTkORbeXVRUVISqqiqMHTu2y89lZ7s+/wURBQZpoyNPOGRJ6xvf5TZmkxkNNS3thXkpfsvI8/a55iua0VTf6nK2jCYPhjnpzUYLasqa0NJkcv2xJrNq5x+bHInQULYAIiIiIiIiIiIiIvLE6QNXt5nvrO/QlC7XG0INuGHeIB8cFVHPFWKxWLw/dFNHtmzZgpUrV2LTpk2q4G4tzhmNV99BNGHCBOzZsweLFy/G008/jYSEBD8cMVGb0tJSZGRk2KyTOVDS09P9dkw9RWuLqW20vBTkVTFeCvTWEfRtRXpTq7l9+7BwAxb9/maX58/Z/NcjOPrlRfjDjQsGYfSUfi49prK4Hq/94msgBGpKALmLsq2NvXXO+bb35W1UXLjL14OIiIiIiIiIiHyHrzcSBZ7X/+trVFywP7VoYno0Hv7ltT7LlxKj3l/H5e8+cgVHvNtRU1ODefPmqYK7cOb+hJ07d6rtly9fruZ3l6L9mDFjNDhaIgokMheOzJMjS1fk94mMireOlJdWQO48OfHHiHevzElvAeqrmtVy6VRNl9uGhhuuFOY7FOSvvI1CeCTnHCIiIiIiIiIiIqKeSTqMSht5GeRVXdrY5TYDRqX6LF86wL7/3H7c/MAQZOYm+iyHKJiw8N6F6upqNXq9sLDQpuCelJSElJQUnDp1yu5jp0+frhYpvo8bNw67d+9m8Z2IbEiRPTouQi3p/btuae8MGT3vL76ek149WSxpVIs9kbFh7UX4+A6j5rMGJ6kR9URERERERERERER6Ja3ib5w/GDfOB6ouNeD0wXIUHSjDhRNVMJvaalsDRqb6rOvrBysOoOxsHd7+3R5MeXgIhkzu7ZMsomDCwnsXZKR7QUGBen/RokWYMWOGKqYnJrbdsRMa2v0oyyeeeEK9nTt3Lk6cOOHjIyainmjekxNs2tlb29i3t7avbFJzsvtCIMxJ31xvRHN9nXpyZyMEGDAiFdfOzkNqnzivZhIREREREREREREFmqReMWoZM60fWpqMOHe0EmcOlaPPoGSvZ8mA1S1/PYLSM7XqY5PRjE0vH0HFxXpcc08eDAZ9t54ncoSF9042b96s2sWPHz9evbUW290hxfcXXngBb731FmbPnu3V4yQiiogKQ0qWLHZa2pstaKhtUQV5VYy/PO+8FORrLxfnG2taXM6VNvBRseEuP07yNGGBurtTnlgOuyEL19yVi5iECG2yiYiIiIiIiIiIiPz8unHu2HS1+MKufxTh5M6Sq9bv/ugMyi/U4/o5A+1Ow0qkdyy8d7J27Vrk5eVhx44dXtnf4sWL8fzzz7Pw7gZp17906VJs3LhRdRwgIteEGEJUy3VZemUn2G3pXlclhfi2gnxbgd5anG8r2Lc2m2weI+3cg2FOepkp5PDnF3Bi+yWMu3UAxk7rh7AIzgtPRERERERERERE5I6CPSX4+h370zGfPlCuln7DkjFqSj/V6p4j4KknYeG9ExnlLgVfb5GC8dNPP41AObeVK1equetlqaqqQm5urlqknb601Zd57AOFtd2/tP63tvyXY01JSdH0OOVaSQcEOQa5kUKOwVVyraX7werVqzFhwgT1dSAKBDJ6PTE9Ri322ga1NBrbi/BSkJe5gwJtTnqz2fbmAIPhSoFdbhzY/k4hcsakITWLrec7M5lsr50z06mQ/q4bz4c5eszRMos5zGEOc7TO0TKLOcxhDnO0ztEyiznez/TlvoP9ujGHOVrm+CKr9GwtNv35sFOvzZ49UqmW+NQojLy5D4Zfl4WoONe7qOr59SvSpxCLVFWoncFgUIXW7Oxsu9vID7OzTyj27NmjCq2+fALSHbmRwFpwl4K13AwwceJE9b4Ut6Ugv3v3brWtfE62dae47G1S7LYely/JlADLli2z+3m5PlL0t5JrI9dJjk++tvJx5xsB5FrLsUvnhI7XV+zatQvjxo2Dr5WWliIjI8NmXUlJCdLTfdNehsgR+VOz8kefqhH23ma2mFHTUGGzLiEmBYaQKzcIjLipD255cIjXs4Od2WxGcXGxzbrMzEz1t5B6znXj+TBHjzlaZjGHOcxhjtY5WmYxhznMYY7WOVpmMcc7rzfu378fI0aMCMrzYQ5z9Jrjq6zP1xzH/i3nXH5t1joAbPDEXhh1S1+k948PqtevWGshV3DEexdkRLW3WIvd/iDZUjCWt9YC85NPPtnl8UhxWEZzy1tptS+FaNnen6zH7WupqakuH5eMXnd3KgMtiu5Egej+f53UNre8GjnfYd75y+8bfVCUF+FRoZh0Z45P9k1ERERERERERETUE9wwbxCiYsOx/V37rebtkQFZR768qJbM3ESMmtIHefkZCA0LzoEfRPaw8N6JjF7evHmz1+Zkl9HjMipaazLCetq0aarFubXgO3fuXLvbywhuGf0uhXopvsvc6vKxv1qiy3Fbj93XX28tbjCQmx3ka8C56qmnkjnhk3rFqMXeiPim+lbUVTRfLsbLfPPNqL0877wU5+urmtW87a4af+sAxCREeH4SRERERERERERERD34Nd6Jd+QgOTMWm18+7PZAquLCarV8kXASI27Mwsgb+yA2KdLrx0vkDyy8dyKF0V//+tdeKbyvX79eFfG1Ll5Lwbpj0V3yHRXdO9q4caMa8W4d1S3v+2Pku1aj3eV8fU2u/apVq/zW+YAoWJ60RcdFqMVeqyGTyayK751Hy9eUNeDsmWZUXaq/qjAfnxKFMdP6aXMSRERERERERERERDo3cHwGEtOj8cGK/aipaHR7P401Ldj5fhF2/+M0cvPTVRv63gMT1WvFRMGKc7x3IqO9Z86ciUcffRTPPfec23O8b9myRRXx5RdEZWUlEhISoBXrqHUhbc1lTnFXdJ7TXEa+az3nuxT9pfW9kIK1tP+3Fq49nQrAem2cbaff+Xo4S77+kuGv1vKcd4R6EvlTVn6hDl+uL8CZQ+XtT85mfncEBk3s5e/DC2idnwbwiW3PvG48H+boMUfLLOYwhznM0TpHyyzmMIc5zNE6R8ss5nj+euOlS5euWucterluzGGOP3K0yKqvbsYnfzuGU/tKvZaT2icOo27pg8GTMhEeGRoQr1+x1kKu4Ij3Loql+fn5apS4jLqWwumYMWOcfnxRUZF6jBSO5Yde3tey6C5FYmthWcic7u5cAykWS7t6MW/ePJeL956SYr/w9lzz69atU9dHztHV/cr2UoCXUfJybXbu3NneVcB6c4BcN9lm/vz5HOFOpCH5fZvWJx53/2isKrxvXX9SPTEbOMG9f/xaW0yoLmlAWt+uR9/rSbAXWP1Fb9eN58McPeZomcUc5jCHOVrnaJnFHOYwhzla52iZxZzAztTbdWMOc7TM0SIrNjESdzw2GsWnqnHwk/M4sesSzEbPxvqWn69Txfyv3irA0Ot6Y9TNfZCYHqPL169InzjivQtScB84cGD7D7EUU6VQO3HiRDXye/z48WobuXRSeJX3d+zYoYqx1qK3fE4KsB999JGmxy7HZi2YS+FXRtu7Y/ny5WqedyspvGs5cts6at+b357ytcrJyVFv5bo4Wxi3jnj39k0Avsa7sKgnM5vMaKxrVU/+3LHj/VPY/t4pDLu2N665O5dzDBEREelMS0sLLly44HCbrKwsREREaHZMRERERIHq7Nmz+Od//mc0Nzfj3XfftfncXXfdhcjISPzud79Dv36c7o+oJ2uoacHuzYU48MlZmJttR6u7LQQYMCIVY6b2Q7/hnnVDdhdrLeQKjnjvghTXN2zYoFrOS/FdCtnWYraQYrC91uvWQrEUwLUuunc+TrlZwJN5yTsW3qUDgJZz1cvNDJ4cf1dk5L4U3deuXcvR6EQ6Zwg1uF10lxZJuzecASzAkS8v4sTOSxg3awDGTu9/VXsjIiIiCk7yf8Ff/vIXh9ssWbLEZ21TiYiIiIJJTU2N6iTaFWsh/he/+IXGR0XU81jMFnz04iE1D3r2qNT2keCBIiYhAoOvT8HmfasR0ZSKqIYsRLR4WIuxAKcPliMmMcJvhXciVxhc2roHkaKvtBKXNvHWYrq8lUWK8db3rYv180LmJpcR8FrrXBiXEfru6nxjgbTO15IU3r05wl6OX0auyw0FshAR2fP1O4UwNpvaPza2mLH93VP4239sw9FtF9UTXCIiIiIiIiIiIiItlZyuRcHuEnyx5gRe/bdt6vXKL9aewNmjFTAZzQgYIUBLdDlqUg+gMm0XGmMuwhJy5fVWd4y6ua/XDo/Il1h4d0AKv9KS/Omnn0ZiYmL7+q7an8s6KdZLS/YVK1bAH9asWWPzsaeF687Fd3t3Nfqi6O7pjQOd9yc3Q8go91WrVnlln0SkT2XnatUo967UVzVj88tHsPbpnTh/3L1pPIiIiIiIiIiIiIjcUXSwzObjqksN2Lf5LN75f3vx0s8+xz9WHkBzoxGBxBTegPrEk6jI+Bp1CQUwhTa4vI/eeYlI7x/vk+Mj8ja2mneCzOsty549e9So6YKCAlRUVCAlJUUVc6VALEX3jsV5rUlxWdoldmSvHb6zpHBvLYKLjRs3ajJa3Nou31sj3qXFvGCLeSL9Mptt7+g0GFy/r0xuoNq67qRqX+RI6ZlavP27PcgZk4br7huIpF6B1dLJH9euJ9LbdeP5MEePOVpmMYc5zGGO1jlaZjGHOcxhjtY5WmYxJ7Dp7boxhzme5pw5WG73c61NJpQU1SAiKtSv59Q508piMKEp9gKaYi5g9oyHcXZvHYrkfJxoLjrqlr66/B1H+sTCuwvy8/PVEojkhoDOPC28y40F3WX4ghT35eYGT49fyDz1UsiXGye8PWc8EQUGecJVXFxssy4zM9PlJ14yV9C5o86PZD+1rwynD5SrJ34T7shGVGw4euq162n0dt14PszRY46WWcwJzhxv8/f5MKdn5WiZxRzmMIc5WudomcWcwKa368Yc5niaU1/drFrNO9J/ZKqaKtnTLFd0zikrK1Pr7OaEAJmD4jH6+jxUlzbi4GfncWTrBTQ3GO3OG5+bn66733GkXyy864SMRve2zqPDO45+9zVvFN2l4L58+XK1r2XLlnnluIhIn2S0+7a3C1x+nNlswb4tZ9Xc7xPvyMHIm/sgNIxP9oiIiIiIiIiIiMh7zhyyP9rdKntkKoJJYno0rp8zEJPuysGJHZew/+NzKD9XZ7PNiBuz1Out9kbSEwUaVge68OKLL6r28ZMmTcK+ffsQDDoXxb3RUj01NdVuG/hg0LHFPBGRI3In6KyFI5E9Os2tx8sdmV+sPYHX//NrFO4tVYV8IiIiIiIiIiIiIm+QzpuOGMJC0GdIMoJReEQohl+fhQX/MhH3/WwcBk3IgMEQopYRN/bx9+ERuYQj3jtZtWoVHn30UfW+FE6keHv8+HEEW+G9c5t4d3RVvJccb8297kvydZNjlZHuwXC8ROR/yZmxuOOx0Th7tELN9d757kpnSHukfzx/AFmDknD93IHIGJDgk2MlIiIiIiIiIiKinsFkMuPMkQqH2/QZnIyIKP+X/CIiIjB8+HCHLeAjIyPtDo7qPTBJLdJa/+LJasQmdb0tUaAKsXBYno2BAweqgq38gMulSU5ORnl59y08/M06b4eVtFeXedI98cILL2Dx4sU266SQLfOlBzKZi37GjBmq4L5r1y6v7a/zuVdVValrJG3+5XtGFrlZQa69LHLt/DmvfGlpKTIyMmzWlZSUID093W/HROQrnVsNeTq3j7SQP7btIrb9vRAN1S1u72fI5ExMvicXcclR6CnXrqfQ23Xj+TBHjzlaZjEn+HJkXWNjo8PHRUdHu3RMPeG6MSdwcrTMYg5zmMMcrXO0zGKOcw4dOoSRI0c63ObgwYMYMWIEvCnYrxtzmOOtnHPHKvH3/9njcJsb5g/CmKn9PM5yh95yOmOthVzh/9tfAowUT6W4unLlSlRXV6sR8IFOCsCdeaPVfFej5oPhJgRri3lffe3ke2Tp0qVYt26d+nju3LmqyC7F9oqKClXsl4K8fF6+DlKwX7RokU+OhYh88yRL2hgNuy4LeeMysGfjGezdcAbGVtfnETq2rRgFu0owdmZ/5M/oHxB3nXYW7AVWf9HbdeP5MEePOVpmMSf4cmRdbGysz3N8gTnM0TqLOcxhDnO0ztEyizmBTW/XjTnMcTfn9IGybrfJHpUaVOcUyDlEngi8CoCfSfH0/vvvx9NPP+3xvvbs2YPNmzfjZz/7GXxJir3+amkfaKQgLjciSDHcFy3mpZguhX0pqMvc8ZJj7zhku927d6uivGwrizduiCAi7Uih/Jq7cjHihiw1+l0K6a6Sgv3O94tw+IsLuObuXAy9trcq7BMRERERERERERF15/RBxwMik3rFIDE9RrPjISL7eHtIJ1JIldHu3iAtyqUA648R7z2RXIfly5er92WUubfJ94UU02X0emVlpd2iu/UGDhn5bi3+y/fCtGnT/P61knYoMi2BK8svfvELvx4zUSCQVvHTvzUc856coOZvd4e0rP/4laNY8+sdah55IiIiIiIiIiIiIkeqSxtRWdzgcJsBI68e7U5E/sHCeycy0l3m7H7rrbcQLLQc8e7vwrEj1pscpNgthW9fjPaXorsrN2bIKHcrGf0uxXciCl4ZAxJw7z/n47ZHRyExPdqtfZSfq8M7/28v3v/TPlQW13v9GImIiIiIiIiIiKhnjHYXA7poM09E/sHCexc2bNiAxx9/HEuWLEFRUZHb+ykoKEAwC6a26FIUl3nVhbR294Xp06e73A1BbgDoOPpeiu9adEEgIt+RThC5Y9PxwH9cgxvmDUJkjHuzthQdKMfr/7Ud294O7r8VRERERERERERE5BunDzqe3z08KhRZA4OnlkOkdyy82ymWnjx5EomJiRg/fjxmzZqFF198EXv37nW6EC/brVmzJqiK18GsY3F7/vz5Pim4SycEd8go+Y6kHb7cKEBE3mOxWGwWLYSGGTBmWj88/MtrMWZqP7fmbbeYLYiMCffJ8QXytdMDvV03ng9z9JijZRZzmMMc5mido2UWc5jDHOZonaNlFnMCm96uG3OY42pOa7MJ54857kLcb1iKep3S0yxP6C2HyBPuDdPzk5qaGiQkJPg0Q4rsHeXk5KiCq8zR7Sr5wU9OTkawCuS28p2P0zraXdrM++Jmh87Fc1fI8chxyWh3Kxn13rENPRG5z2w2o7i42GZdZmYmDAZt7i2Lig3HDfMHYeTNffDVWwUo3Fvq9GMT0qIwekpf9NRrF6z0dt14PszRY46WWcxhDnOYo3WOllnMYQ5zmKN1jpZZzAlsertuzGGOOznnj1XCZDS7Nb97oJ5ToOcQ6b7w/swzz2D16tU2RUspZE6YMAE///nPMWXKFK/m7dixA9XV1Ve1FRaBegdNSkoKerLf/OY3NqPTA5F8v3b8Hl63bp26YUDrjgglJSVIT0/XNJOop0jqFaPmfj9/vBJb151E6Znabh9z7eyBCA3nk0MiIiIiIiIiIiKyVeTM/O52Cu9E5B8B+2r/li1bkJqaqkYG79q1y6Z9RGVlpRqBLkXWwYMH46233vJ6Ebtzy4pALboT2ke7i4kTJyIQyZQFnclUBESkP30GJ2Pezydg2reGITYp0u52vfMSkTeON8IQERERERERERGRLalJnT7geH739P7xiE20//ojEWkvIAvvq1atwowZM1SB3VrwllHnHRdrMVzmYp87dy4ee+wxr83vLiS/oKBAHYM7y86dO/06v7uv2sQH2pz1cgNGx3OVlu7B0pXA3TnjiSjwhRhCMHRybzz0X5Mx6a4chEVc/ef2+rmD2juqEBEREREREREREVlVXKhHXWWzw2042p0o8ARcq/nNmzdj8eLF6n1HBYmOn5MC/MqVK1Wxe/v27V4pLMv+srOz3d6PFIAXLlyoWuX7mq+K4RUVFXZvTAgU8nUK5ONz9DWSmwaIyHMyj0+vXr2uWhcIwiNCMfGOHAy/Pgtfv1OII19dBCzAoIm90Csnwd+HF9DXLpDp7brxfJijxxwts5jDHOYwR+scLbOYwxzmMEfrHC2zmBPY9HbdmMMcV3NOe9hmPhDPKRhyiHRVeJe51efNm9ftvOqdC/LWEfDSkv7WW2/Fhx9+6PHIZE+K7lZpaWnQgpbFZmn/HyhkpLvMlR6oo/G7G/Huq64ERD1RaGgoApm0nJ/6yDCMmtIXX/+9EJPvdf/39o73T6miff/hqT3i2gUqvV03ng9z9JijZRZzmMMc5mido2UWc5jDHOZonaNlFnMCm96uG3OY40pOUTdt5qPiwpGRnRBU5xQsOUS6KbzLXN1SjLQW0oXM4y6jx6XgW15ejsLCQpv24tYivPUx0r5b2s4/99xzbh2DtJjvaqS3O+S4p02bBi1I0bljIdcb59BVYTiQitudR4xPmDABwUa+nwN1lD4ReV96v3jc+YMxbj++9Ewttr93So2a7z8iFdfPGYiUrFivHiMREVFPYDQau/2fSW6eDQsLqH+ZiYiIiIioB2iqb0VxYY3DbQaMSIXBEHjTWJaUlGDFihUOt1myZAkyMjI0OyYiLQXUqwi/+c1v2gvoUrReu3YtcnJy7I6OX716NZYvX66Kl8L6WGk/LiPnp0yZ4vIxzJkzRy3eIEV3rQrv8qJQx0K5N0ZTy40OnQVScbvzHOneLmDL95Z8T8q1nDt3LlatWuX2jQf2HsdR70TkLPn7tnXdCVV0F2cOlePskQoMvyELk+7MQUxChL8PkYiIKGhI0Z0vBhERERERUSCS1/ws5qu7QXc0YFTgdCcmoisMgTS3u7UIOX78eDVfu72iu0hMTMSiRYtw8uRJta0UuKUoYS2+W1vW9xRyo4K3dVUUDqTR2WvWrLH5OC8vz2v7lhb2S5cubb8G8rEn31P2CuyBdD2JKLCd2leG88dtf5fIE/BDn53Hq//+FXZ/dBrGVpPfjo+IiIiIiIiIiIg8d/qA4/ndQwwh6Dfs6ulticj/DIE4ellGFrtadJbHP/300+3F98rKSjz11FPoKSZOnOj10dSdWy9KkThQWs1Ll4PO5+fNY5NuCt21tveGQLmeRBTYTEYzvnzzpN3PtzaZ8NVbBXjtP77GiR2X2qdrISIiIiIiIiIiouBhNltw+pDjwntmbgKiYsM1OyYiCsLC++7du9uLu2PHjnVrH0888YQa/W4tOEjL+Z5i+vTpV62ztuB3V+fHB9LobF8UwX3ZAr6rrwWL7kTkrIOfnkd1SWO329VWNGHDS4ewfvkuFBdWa3JsRERERERERERE5B0lRTVoqmt1uE32qDTNjoeIgnSOdylMykj1xYsXe7QfGf2+YcMGzJw5UxVPX3rpJXz3u99FT2w1LzcheNKCvnOxOJDa9+/atavLee69paubDGRqA291DxDz5893e39EdIXZbEZxcbHNuszMTBgMAXNvmUea6lux4/1TLj3m0qkaVXwfOCED196bh4S06B557XxFb9eN58McPeZomcWc4MzxNn+fD3N6Vo6WWcxhDnOYo3WOllnMCWx6u27MYY6zOacPOh7tLgaMTA3YcyorK1PrgvVrROSpgPmOtBYmuxq57SrZx5w5c9TId2k/31PMnTvX5uOCggK39yU3LXQe9R1IhWJfjyC3zhcvNy7IIt0UPOmg0NWNAjNmzPDoGImoZyg9Uwuzyb3W8Sd3luBvv9im2tQ3Nxq9fmxERERERERERETkPd0V3uNSIpGSFavZ8RBRkBberUVebxVPly9f3l6grampQU/w5JNPeq0de+fHSlE/kFqjy2h+X7LeACIdGKRovmzZMo/21/l6yrXsfKMEEVFX+g1LwUP/NRnDb8hCSIjrjzcbLdiz4Qxe/bevcOCTczCbzL44TCIiIiIiIiIiIvJAfXWzGoTjyICRaap7NBEFpoApvFtlZ2d7ZT85OTmYNm2aJvOBBwrr6Gyr3bt3u72vjRs32nzszhQAcjPFunXr1OLtOdO72p83W83LdZR2856McreSmz86j9D3tJBPRD1LbGIkpjw8FAv+dRL6DUt2ax8yN9RnbxzHG7/cjqIDZaorDBEREREREREREQUGmT4S3dTUs51oM09E/hNiCZBX3mUeBrlLx2QyeW2fL7zwAh599FFVNF6xYgV6Ailyd5yLXQrH7sxN3vGOKSlCd9Uq3REp+suNDx07GWzevNmjOeetZJ/JyVcXnuQYvbH/ztdy7dq1Ho1Ol33IvqykoO/JNADOKi0tRUZGhs26kpISpKen+zybSGtGo20b9bCwMOiV/Nk+c6gCW9edQGVxg9v7kQL+9XMHIbFXVI+5dt6kt+85ng9z9JijZRZzgi9H1lmnO7NHbux15Zh6wnVjTuDkaJnFHOYwhzla52iZxRznNDU1qdcz5fnTTTfdZPO5LVu2qNcgZerOqCjb1xh6+nVjDnPcyWmsa1Gv/Z0+UIYzhyvQ3HBl+9BwA7777I0Ijwj1Spa3dMyRGsSqVascbr9kyZKraheu5mj5+hVrLRS0hXcpppaXO56/whXV1dVqn+PHj8eOHTvQU8j5Wke7u1PklTb9S5cubf9YHi/7cYVc986j0qX4XllZCU/J6HHrHOwduXOczl5Ld4v68ljZh6+Psyv8Y0Ckb9Iy/vAXF7D9vVNorG11ax9yj9Ww67Mw6a4cNaqeiIiIiIiIiMgevt5IpP3rf8WnanD6QDlOHyxDbFIU7vrhGAQy+Z3Q3UBYdwvv/sLffeSK4B7O1I3ExERV4PR2m/NAJyO0pdgr5y1FaimkP/HEE049Vh7TseguLdFdLRJLZlfX3Ho8nhadtfx6yrWUIr9cT1eL73Kc1ukOOu5Pi6I7EemfIdSAkTf3xaBJmdj9YRH2bj6r5nN3hdx6J8X7EzsuYcy0fkhMj0aIIQQhBmDQhF4uzxdVW9GE1mYTDJf3IY+X/RlCQ9T77esN1vcvLyG2nVaIiIiIiIiIiIh6Onn9L2tgklqunZ0HY6v3OkZ7wtzYCGNpaYelDJaWZoT36QMz6x/Uw+m68C6kyCktznsS6zlbR1pLIV3WddcuvXOhWIruzhbsnZ1r3RvzsHfXEtKb5LrJfPczZsxQ19PZa9K51b6Q/UyfPt3HR0xEPU1kdBiunT0QI27sg6/eLsDJnSUu70OK5Ts/KA/HkxcAAQAASURBVLqyIgQYPDHT5f1sXXsCBXtKXX6cigzpoiBvkI44l4v3qkDfdeFe3r910UgkpEW7lFm4txRF+8s67e/y/iUr1Jrbtq7jdtabCCJjwpGUEYOkzBj1tSAiIiIiIiIiIvKFsHDnWsy7Q5pjm6urrxTTy8ra3paUXrXOXFdndz8hiYnIGj0KF/r29dmxEgUy3b9CLO3NeyLrvOwyv7iMMpe3jorGUii2butJ0d16zaXI33FecyHrvPH1sFe890ZRvytSLJdrKYV0uYnhN7/5DZ588kksWrToqvOR6yif7zynuxTdOdKdiHxJis6zvjcSY6ZW44u1J3DpVI3b+5KiszvMZvdnr5HR9xaTBWaTe/swGc0uP6bkdA2OfHkR3hKTGIHkXlKEj738Nka9jU+JUsV6IiIiIiIiIiIiLVmMRhjLKy4Xz0uuFNQ7LKbSMrXe0tLieV51Na7d+iU+vON21MfFeeUciIKJ7gvvvirGBkvxXeYTl2LxCy+80F40nj9/fvtoePn8pk2b2ueEl+K4O+3lO5OW6osXL8aaNWvUx1Kklv1667yk4N1xNLkcry9vspBMmZ9erqG07pe3skim9XvMetOClXxOzlnOnYhIK5m5iZjzxHic3FWCr94sUO3fXeVukdjiQeHdU+4cs7ePt6G6RS3nj9tOiRIWbkBir5grxfjMGKT3i0dyZqxX84mIiIiIiIiIiGT0evWbb6Hy9dfRdPiwjJbRND/UbMbwgwexY/JkTXOJAoHuC+/UNnpdFhmFvXr1auzcuVMVxKVwLcVhKVrL6PYFCxa4NId5d1auXKkWX5BW+gsXLlTF7gkTJvgspzO5jjLaXa6f3Fwg+dL6Xq6ltfgvI+S9fS2JiFwhLdlljvacMWnYv+Ucdv6jCK1Nzs8BJS3U3aHxc3gb0vo9UI/X2GpG+bk6tVgNmtgLM787QpsDICIiIiIiIiKiHqNk2XJUvPyyX4+hz7nz2Gk2w2Jw84VGoiAVUIX3jiOYyftkNHt387wHWyt9f5Diuoxi50h2osBgNptx6dIlm3W9evWCgU/q1LxP42YNwNBre2PHe6dw6PPzqqW7ldliRm1Dpc1j4mOSEWIIdftu2p4w4t3edTO4cMeCjHp3OddsgdloRliEd+fz0tvPkFbnw5zAztEyiznMYQ5ztM7RMos5zGEOc7TO0TKLOd4hmampqUF7Psxhjt5y6r/eroruZosF5SbbgTipoaFuTzFpj72ciNZWpJSXozw93Ts5Onv9ivQroArvREREwVbwDQYxCRG4+cEhGHlLH3y5vgBnDpW3f84Ci1dGj/u71bw7x+zJ8XZ13VyR1Mv1wnvlxXq88avtSEiNQlKvDvPIZ8ao/cnXWboduENvP0NanQ9zAjtHyyzmMIc5zNE6R8ss5jCHOczROkfLLOYEdqberhtzmOPrHNl36f/8j9dev3I6105O7wsXvVZ41+PrV6RPAVd4f+uttzB79mx/HwYREZHupGbF4a4fjsGZw+XYuu4kys7Xdrmd28XbHj7HuyvcGfFeWdwg/8mgpqxJLR1voBAR0WHtRXh5m9wrVhXmE9OjERrGu3+JiIiIiIiIiPSs7tNP0bh3LwJF7wsXcHDMaH8fBlHPLrxLK3SZI3vGjBnq/ezsbH8fEhERka70H56Kvv+agiNfnseXHx5EdWkDTEaLKkQbQkPU4g5phe4v7sxL77fDDQESM1wvvFddanD4+ZZGIy6dqlGLTZwhBAlpUUjOjO1QlG8bLR8dF+HycRARERERERERUWCxmM0o/f3vEUiSq6oQ3dCAxhjXXwcjClYhlgDpzSDzMMgIOzmcjiPtZD5tayFe3rpaiH/00UexatUqmDrNMUGkd6WlpcjIyLBZV1JSgnQvtnYhCgTyd8NoNNqsCwsLc3vUdk/i7WtXU9aIliaTKuDLvqUQbzFZ328bYS6LWq+WtmK9fL7L9Z3Wte+z83qzBRPvykG4i3Of79tyFqcPlsMsx2hzHOiUIZ+7fEwmWW9Gq9EIU6sZLQ1t189gCHX6usWnRuGR/77O5eu78c+HcPxr27msPBUVG46kXtGIT4tAYmYMUnvHoe/QZERGud+2vqf8TmBOYOdomcUc5jCHOVrnaJnFHOYwhzla52iZxRzvvN54/vx59O7dOyjPhznM0VNOzYcf4fyPf2yb1cVIXFeyQpOTEZae3mFJs/m45fRpXHjqXxzm7Jg0Eafy8mw+v2TJkqt+lwTya8CstVBQj3i3Ft+tKisrsW7dOrV4oxBPRET6In83wsPD/X0YQcnb1y4hLRrBZMzUfmrxRFN9qxqJXllcr1rByyIfV5c22m1l706beVElrea9TI6/uFCWK+ui4sLVdcmf1R+hocHXol6r3wnMCewcLbOYwxzmMEfrHC2zmMMc5jBH6xwts5jjHZLpi8KX3q4bc5jTVU5dZTMqqmqRMSDerWkUrSwmE0r/8Iers7raODwcYWlpbUvHorp8nNHh45QUhEQ47pQYNWIEiv/rlwhvbra7TebFi1cV3t3B14ApWARc4V10/kPNQjwREREFIhkxnpmbqJaOTEaz6gBgLcRLYb7tbYNq9+4qeS5U2U2reW9pqmvF1+8U4uTuEkx7ZBjS+8drkktEpCXpXtLY2Ohwm+joaNWZjYiIiKink5Gdzz33HOrr66/63PLlyxEbG4vHHnvM5RGsRD3dsa8vYtvbhYiOD0f/EakYMDIV/YenIDLGtQJzzXvvoaWgwOE2hthY5Pz97wjP6o0QL/2fY4iORsw1k1D/2ed2t8m8WIwQsxkW/m9FPUTAFd47FtmtBXhPCvG+sGDBAnVMb7zxhk/2T0RERMEtNMyg5lSXpSPVLt/k+iw/DdUtaG3Sdtqc8nN1WPv0Toyb1R8Tb89BaDj/QSIi/SgrK8OKFSscbuNO+0MiIiIiPZI2y//5n//Z5eeeeeYZ9XbevHl87kTkotMHytXbxtpWHNtWrBYZ+d47L1EV4XPGpF312lJnltZWlP7xT91mpXzzm4jo2wfeVNdsxAcxubgZ9gvv4UYjjp+PQWFGP0SFGBEJI8K/Oo9+GQ1Ijo1ASkxE29vYCCTFhCMyzLWpJIkCTcAV3ufOnauK5rt27cKmTZtQWFjoUSHe6qmnnlKF+KlTp3p8jBs3bkR1dTUL70REROQSeQ4TGuZ66zAZMe8P0i5/1z9Oo2h/Geb9fCKL70REREREREREXuo4WFxY3eVrMRdOVKml4mI9pn9ruMP9VL35FlrPnnW4jSExESnf/ha8qcVoxrf/vB1nTVm4uZttBxcX4Yu0ke0fH/nqAgBZrhYbEdpeiE+OuVKQ71igt65Pjg1X74cH4VSJpF8BV3iX1jTSLn7hwoXqYylwSwFeit3uFOKtli1bphYxbty49lHx3ijEExEREflSxoAE3POTfFRZ55K/1KDmfK+taNIkv9/wVBbdiYiIiIiIiEjXmupbUVfZhKSMGIRF+Hbk9Zkj5eiilGVDRr07Ym5uRlk3nbxE6ne/i9B4704l+NuPjmJHUSUQm4pzcenoW1dqd9uJl47g/0be6dR+61tMqG9pxLlKx1ODdbThJzdhcC9OlUiBIeAK753naE9MTMScOXPU4kkhvmMxXkbT7969WxX53SnEV1VVITk52cMzJSIiInJORHQY+g5JVktHrc0mVJW0FeHbivH17UV5Y6vZK9mJGdG45q4cr+yLiIiIiIiIiCjQNNS0YNPLh3HuSIUqhkuJqe/QZIy6pS8GjEqDweB690Jn28zbIy3nZb53R6reeAPG4mKH24SmpSHl4YfgTZsOX8Kqz0+1f7yj11CHhffs2ktIb6hEaYxv6mpJ0eE+2S+RLgrv3dGqEC/zuEsxfuzYsTaPlTwiIgocZrMZJSUlNutkTjGDgaNzu8NrF/zXLTwyFOn94tXSuS1ZXVWzalEvI+SrLjW0vS2uR311i822ZosZdY1VNuviopNgCDEAIcDUR4b5/C7vYPz6MCewc7TMYk5w5nibv8+HOT0rR8ss5jCHOczROkfLLOYENr1dN+YEbk5jbQvWP7MT54psW5+bDptx9kgl8sal49ZFo7x6PmazBQe2n0Bzg/HKazCdyDzvkTH2C8rm+nqUvbDK/uctFpSbTEifPx8lNTVATY1Xrt35qkb8dO2+9o8tFjM+j++DG4zG9nWpoaEwdKrLTbh0FP/IudbtXMkx19vW5wyxiQgJMSApJsLt/RLpuvCelJQUUIV4K+to+NzcXOzYscOtcyMiIt+RJ63kHl47fV43uSs6PiVKLf2H27Yla2k0qlHyqmV9cT0qLtbh+KF61Fc1X7Wf0bf0RdZA15+f9ZSvD3MCO0fLLOYwhznM0TpHyyzmMIc5zNE6R8ss5gQ2vV035gRejtSFPn3tmBqwIAMTupKbn+7187lUVIPGetuBEa62ma949W8wlTseNW9IT0f8XXd67Rq2msz4wWu7Ud3YarP+aHJ/NBnCEGm2Xd/RRA8L79bie2fxkWGICAvOG4xInwKm8D5t2rSrCuLusFeIX716tXorbeJdLcTL42TpKCXFcYsPIiIiokBtWy9zxssi5J+vUWdTsW/LWez/5JwaLS8S0qIw+d48Px8tEREREREREZFvnNxVgoI99lukRydEIC/f+x2zzh2t6HabAaPsF95NNTUof+mlbveR8s1HYIiMhLf89qNj2HPGtmuiaDWE4kBqLiaUHrP72LGlJxBuMqI11LtlyeRYjnanwBIwhXcZoe4LnQvxp06dshkR72whnoiIiEivQsMNGDdrgLqb+vO1J2CqBqY8PFS1siciIiIiIiIi0pv66mZ8+rr9QrEYcWMWQn0wmvrcsUqHn5cOhim9Y+1+vuLll2GW9vEOhPfvj9jbboO3bD5yCS98dqXDdGf70/McFt6jTS0YUV6IvRmD4U0svFOgCZjCu1ZycnKwcOFCtQgW4omIgpv8jk5Ntb0D1BsdVHoCXjv36O26dTwfeZs3vB8uFdSh71D3u/vIXGUGQ4iuvz7MCewcLbOYE5w5Ms3ZN7/5Ta9Nhebv82FOz8rRMos5zGEOc7TO0TKLOYFNb9eNOYGVY20x31zfNi95CEIQG9XWGdAq1GDAyBv7wJvk2CMNcWiuCG3Pk+yuRrvbO09jRQUqXv5Lt1kZP/g+ojMzr8r3xrzutkIQGp2AQ/3GIunoR5fXdG1KyT6c69UH4fHJqGkyob7F5MJRtOV0XpcSE+7CPoh8r8cV3r1RiCciosChnrB6sWVST8Jr5x69XberzicSyBkd7fb+ZF609/60DzfMG4TsUWnQ69eHOYGdo2UWc4IzJyIiAtnZ2T7P8TbmMEfrLOYwhznM0TpHyyzmBDa9XTfmBFbO8e2XcGpfmU1OeKjtyGkZfykj04dcY1u87o5M4Xd8ezFy8zOu6iQoOcUnaq/KcmV+9/JVL8Lc0ODw8RED85B4550ICQ31yrzuP3xtN6oaup6/XdXNwsJRFt8LdZn9kVJyzu6+Jl86jKqJOVjyvSXIyMhAs9Gk9ltR34LK+hZUNLSgsqG17X1Z13DlbWV9q3rb0KlYzxHvFGh6fOHd2UL82rVrr5rnnYiIiIhs/7n8+NWjqC5pxPt/2o/B1/TCjfMHIyqWdx8TERERERERkf/VVzXj89XHndq23zDXuwGePlSOTS8fQeSaExh2XW+MvLkPEtNjrnz+YHm30wH2GZLc5edaL5Wg8rXXuj2G9B/+yCtFd/HMR8ewu4t53TsbmBGH7NtnoOblP9vdJqG2FrG1te0fR4aFoleCLFFOH09Tq6m9IC9F+8RovuZEgcX7k1PotBC/YcMGVFRUID8/39+HRERERBSQDnx6HhdOXPln7PjXl/Daf36Ngj0l0IPaiiZ/HwIRERERERERedBi/uO/HUVzQ1uLeUdmfncEYhJcH0194JPz6q1k7N10Fq/++zbVGVAK8sZWE84edTy/e98hyQiP6LpoXr7yeViamx0+Pmr4cMTPnAFv2HL0ElY6mNe9PTPcgOceGoekW27udtveFy96dExR4aHonRiNEVmJuH5gGkb2SfRof0TexhHvLpA5/latWoUJEyb4+1CIiIiIAkpNWSO+ervgqvWNNS34cOVBDByfgZvuH4zo+OBsAXb2cAU+WHkAE+/IxriZA/x9OERERERERETkoqNfFeP0AccjzkXeuHQMnJDh1vR7Zw512r8FKlOW6IQIGJtNbrWZbzl3HpVr13V7DOk//ievTJt8oaoR/7zG3rzutv7rnpEY3CseluR8hMTEwOKgFX6mh4V3okDHEe8uGjdunHoro9+JiIiIqO2O8S2vHHX4z+PJXSVq9PuJHZfU9sHkxM5L6u50Ob+v3izAkS8v+PuQiIiIiIiIiMgFdZVN+GJN9y3mo+PDcfMDQ9wqXh/8tG20uz0yOKE79grvZc89B7R2Pc+6VXR+PmJvvBFemdf99T1253Xv6L5xfTBvfF/1fkhEBMK7Gbiacamk21H7RMGMhXciIiIi8sjhLy7g/DHHrdJEU10rNrx0CP94/gDqq4Pjn6yDn55Tx2w2XblZ4ONXjqJwb6lfj4uIiIiIiIiIXBsw0NLkeLS5kKK7O936WpqMOPKVZ6O5k3vHIiEt+qr1zYWnUP32290+Pv3HP/bKaPdnNhzDrtOVTs3r/qt7R9pkhk+e7PAxYSYTWvfs8fgYiQIVW8272XK+qurK/KVEROQ/ZrMZpaW2BbD09HQYDLy3rDu8du7R23Xz9HykgL51/UmXMk/tK1Nzwd8wfxCGXJPplX8Kvf31kX/Kd35QhO3vnuric8CHqw7g+of7IDM3yaOcQPl+01uOllnMYQ5zmKN1jpZZzGEOc5ijdY6WWcwJbHq7bszxb44MGJAp5OzmWMyoa6xC7tg0xPWx4NKlSy7nHN9+CS2NjueOt+Z0FBedBENIW062vdHuf/yjXAyH+4697lrEXjPJ42un5nX/1Ll53f/04DhEhRnU9bKqHpgHg8UCg4PXelq3bQPuvhs9+Xcc6RcL725ISUlBdXW1vw+DiIguM5m6v1uVusZr5x69XTdPzicmIQI3zB2EretOOHXnuFVzgxGbXz6CkztLcMtDQxCXHIVA+fpYzBZ8vvYEDnx8zn6G0YwNLx3ErYtHIbVPXPfHZDQjNMwQ0N9vesvRMos5zGEOc7TO0TKLOcxhDnO0ztEyizmBTW/XjTn+yakpb8TWdd0PGIiIC8PEu3LcypOb9w98Yv81hM7Fd3sGjLq68N507BhqPvig2/2m/9M/XbXO1XORed1/6uy87nePxJDMeFUQ75hjSUpCZVISUh3U0Fq2fa2umasDMfT2O470ibeCuGHOnDmYNm2avw+DiIiIyO/kn6ThN2Th/n+/Bv1HdH1ntiOnD5bj9f/8Wt19Hghzv0uBfOOfDzssulu1NJuw4c+HUV/luG1+6ZlavPaLbbhwovs2bURERERERETkHXJj/Za/HkVrc/cF2+vuzUNUbLh7ORZgzLR+SO3b/Y359kREhyEzL/Gq9aX/+/tuHxs3ZQqix4yBN+Z1r3RmXvf8Ppg3oW1e964UZ/V2+HjzhQtoKSpy6ziJAh0L725YtmwZNmzY4O/DICIiIgoY8SlRuPMHozHtm8MQGeNaUyUZKf/xq0fxzv/uRU1ZI/xF/hH/YMV+nNhxpUVad3JHpapR//YU7S/Dm8/uRk1ZEz5YcQCVxfVeOloiIiIiIiIicuTQ5+dx/lj3N8EPmZSJAXbavDvDYAjB8OuzsOBfJuK+n43DoAkZap0r+g1LQWiobcmucf9+1G3Z0u1j03/0Q3jq2Q3HnZrXPS89Fr/sNK97ZxezsrrdT/1nn7l8jETBgK3miYgoqMmTPJkCpPM66h6vnXv0dt28eT7yuKHX9ka/4Sn49LVjai53V5w7WonXf7kd183Ow8ib+iDExX9SPTmfpvpWvP+nfSgurHEuByG4Zc5ojJs1oH3/nXP2f3wOX6w5ru58t7bXf+9P+zF36XhEx0X49HxcpbccLbOYwxzmMEfrHC2zmMMc5jBH6xwts5gT2PR23ZijfU51aSO2vlnQ7XYxiRG4ccFghISZPT4feUzvgUlqqa9uxqHPzuPQ5xfQUNPS9nmEIDYywfYxaMsZccPVxerS//e/3WbG33YrooYN8+jafXy0BM9/2v21igwz4E8PjUNsZJjdHKPRiIrUVLSEhyOi1f7o+bpPP0PKN7/Zbaa9HOs6okATYgmEnp5E5HWlpaXIyMiwWVdSUoL09HS/HRMREfUc8hRT5m//7I3jqqjtqqxBSZjyjaFIyoiBr9VVNuPdP+xFxQUnR6OHADc/METdHNAVs9mi5rzfv6XrdvW98xJx94/HIiw81JPDJiIiIiIi0sShQ4cwcuRIh9scPHgQI0aM0OyYiLprMf/2/+zBhRNV3W57x/dHI3tUmk+ntCvcU6rmgL9Y0PW857lj03Hbo6Ns1tVv344zj3RTmDYYkPveu4jMzXX7+C5WN+L2//3cqRbzy+aMwoKJ/R1uIzWIFStWYPLWreh/5qzd7ULCwzF421cwxMYi0LHWQq5gq3kiIiIi8jq563jQxF544D+uQd44239OnCH/HK/+5Xbs3XRGFbJ9pepSA9b/dqfTRXdDaAhmfW+k3aJ7S5MR/3j+gN2iu5B/tGWOOd7/SkREREREROR9+z8551TRfeh1vX1adBehYQb1+sh9j4/H/KcmYtj1vRGXHNk+bd/EO7Ixa6HtTSvyeoEzc7sn3n23R0V3o8zr/ppz87rPzu+D+RP6Ob3vi70dt5u3tLai/uuvnd4fUbBgq3kiIiIi8hmZ//zWRSNRsLsEn75+DI21zo9+N7aasXXdSfXYqY8MQ3Kmd++CLjldg3f/sA9Ndc4dU1hkKG5/dJSad80eGeUv87p3R+aRT0yPxjV3u/8PMhG5zzoKw5ElS5ZcNaqBiIiIiIgCm9xgv+2t7tumS/H7hrkDoaX0/vGY+o22tvCtzSaER3bdCa/+iy/QuGuX452FhSHtB9/36Hie3XgcO52Y1z03PRa/6mZe986Ke/fudpu6zz5D/NSpTu+TKBhwxDsRERER+ZyMen/wPyZj8KReLj9W5l1f/asd2P3RaZhNtnOuuevc0Qq8/bs9Thfdo2LDce9P8h0W3YXcuT7suu7/uRQ7PyjC0a8uOrUtERERERERETkmHfO2/PWIupG/O1MeHorImHD4i72iuxrt7sTc7klz5yCib1+38z8+VoIVnzg3r/tzneZ1d0ZzdBQqOs3J3lXhnd0ASW9YeCciIiIiTUTFhWPGd0bg9sdGIzYxwuU50b56qwDrl+9C+fk6j46jYE8J3v3jPnV3uTPkLvj7Hh+HXtkJ3W4rd3/f/NAQ9BmS7NS+P371KM4f6/7uciIiIiIiIiJybN/ms3bnUe9o+I1Z6D8iFYGodtMmNB065HCbkMhIpC1Z4tG87j9ds8+pbf/z7hEYmpngXk6W44EJxgsX0XLypFv7JgpUfim8P/PMM5g4cSKeffZZ1NTU+OMQiIiIiMhPckanqbnfnR0Z3lHJ6Vqs+fUO7Hj/lFt3RR/6/Dw+euEgzEbnHpucGaPmYXOlzX1oqAG3LR6pHtsds8mCf6w8gMpi5+aYJyIiIiIiIqKryf/VX/+9sNvtZF716+do22LeWRaTCWW/735u9+QHHkB4L9c7Clrndf/R63tQUd/S7bb3js3CgonOz+ve2UUn280T6Ylf5nj/9a9/jerqauzevRtPPPEExo0bh0cffRTz5s1DQoJ7d84QEVHPZDabUVZmO59yWloaDAY2dekOr5179Hbd/HU+0s5N5m0fOD5Djfquq2x2+rFSrK4pa+xybjF75yPbSqv6bW93/0+4VUZ2Au76wRg1Ut/V6ybnd+cPxmDdsp3dzmvf3GDEe3/ch7lLJyA6PsIvXx+95WiZxZzgzPE2f58Pc3pWjpZZzGEOc5ijdY6WWcwJbHq7bszxbY5MS7fp5SOqW153pjwyFBFRYQF5PjUf/APNJxyPAA+JiUHqwu+5nfW7jcexo8i5ed3/e/aobud175xTWlqq1sk5VaakoDkiApEt9ov8dZ99jtTvfrfH/Y4j/fJL4X3NmjVYunQp9uzZoz6WAvyiRYvUMmPGDCxevBizZ8/2x6EREVEQMhqN/j6EoMVr5x69XTd/no+0dnvg36/Bl28V4NBn5516TExiBK6fO8jp87GYLWr/0nLOWf2Gp+DWRSOv+mfcUU5nCWnRuH3JaLz9P3tg6mZ+uZqyJnywYj/u+Uk+wsJD/fL10VuOllnMYQ5zmKN1jpZZzGEOc5ijdY6WWcwJbHq7bszxXc7pg+UoKeq+u/LIm/ug39CUgDwfS2srSv/4h24fn/LINxCWmupW1ifHSvCck/O6/+lB5+d175hjMl2Z1s9iMKC4d28MOH3a7mMbdu2Cqa4OoXFxLuUQBSq/3Aoyffp07Nq1CwUFBXj88ceRk5OjWoXKsnHjRsydOxehoaF47LHHsGXLFn8cIhERERFpJCI6DLc8OAT3/HgsEtKiut1eto2KvXoUeldMJjM2/+WIS0X3gRMycMdjox0W3Z2VmZuI6d8a7tS2xYU16ljlRgEiIiIiIiIick7OmHTctngUouPtv1YgrzdcOzsPgarq7bfRevqMw20MCQlI/c533Np/SU2T0/O6/+LuERjW2zvdqbub5x1GI+q//NIrWUSBwK89GKTgvmzZMpw8eVIV4hcuXIjExMT2IvzKlSvVCPjU1FQ89dRT2Lt3rz8Pl4icVP3OO6h8YzXMjY3+PhQiIgoifYem4P5/uwajp/QF7HQyGzSxl/qH2hmtLSZs+esRHNte7PQxyN3vM74zAqFh3nuaLO30nf3n/uTOEnz9rvPt8ImIiIiIiIgIyM1PxwP/cY26mb4rMt2dN26w9wVzSwvKnlvR7Xap3/k2Qt2Yrlnmdf+3tw+ioqH7ed3vGZuF+z2Y170zGfHe3fACzvNOehJikQp3gNm8eTOef/55rF+/vn2ddR6J3NxcNR/8nDlzkJ2d7cejJApsMpdKRobtk4ySkhKkpztXrHCXxWRCwcxZaD1/HobERCTPm4vkBx9EeFaWT3Op55I/Y01NTTbroqKiup1/iHjt3KW36xao53PhZJUqmleXXLmJS+5cf/A/Jnc553rn82mqb8WHLxxQo8jDQyOcOp+Jd+Zg4h3ZTm3r6nWT7T959SgOb70IZ0x9ZCiGXZel2ddHbzlaZjEnOHOam5tVBzZH8vLy1Lae5OjtujEnMHK0zGIOc5jDHK1ztMxijvOqq6uxYcMG1NTU4Hvfs51b+rnnnlMD52bNmqUG1XmLHq4bc/yXc3JXCT59/Ria6lrVx3KD/40LBns9x1X2cipf/Rsu/fd/O3xsaHIyBm7aCENsrMtZ/7PxGJ7/tBAhYY5fH8lNi8U7P7wBcU62mO+cI+T98+fP2+SEPPkUQo4ft7uPsIwMDPz0E4fH5s/Xr/xVa6HgFJCF947WrVuHF154AZs2bWpfZ/1BGjdunCrCz5s3Dwlu3OVDpGf++mNQs3Ejzv/wR7YrQ0MRP326mn8metw4vxdziIgoOBhbTPj63VPYt+kM5BnrrIUj1ejx7tRXNePdP+xF+fl654JCgJsWDMaoW/rCl6Tt/Xt/2IdzRyu73dZgCMFdPxqjugAQEREREREFAhafKJg01LSo4nv5uTos+LdJCI8IRSCSrrEnZ8yEqazM4XYZS5ci9dvfcnn/nx4vxTf/b7tT87q//f3rvdZivqPS555D2e8dz1+f8/ZbiBo6FIGIv/soaFrNO0Pme5e76SorK9UoeCm2W1vR7969G4sWLUJycjJuvfVWvPXWW/4+XKIer/Ivf716pcmE2o8+wumHHkbRnLlqvhppn0NERORIWEQorp8zEPc9MR75M/s7VXSX54gy0t3ZorshNAQzvzPC50V3ERpqwK2LRyG5d/d3p5vNFvxj5UFUXHTy5gEiIiIiIiIiaheTEIFbF43EnKXjA7boLir/9rdui+4yIjz5gftd3ndxdRN+stq5KZz/4y7vzeveWdxNN3e7Td2nbDdP+hDwhXcraVMjRfadO3eqloBPP/20miPeWoTfuHGjKtKHhobi/vvvx5YtW/x9yEQ9TtORI2jYudPxNocP4+LPn8TJqdNQ+oc/wlhaqtnxERFRcMrMScR19w10alvpqnLTA0MQEdX9P9VhEQbc8f3Rat54rURGh+HO749WbfO709JoxPt/2qfu0iciIiIiIiIi18hrBNFxEQhUptpalK96sdvt0h5bAoOT02B1nNf9R2/sQUV9968p3D0mCw9M8t687p1FDR+G0LQ0h9twnnfSi6ApvHckBfcnnngCJ0+exK5du/D444+rwry1CL927VrMmDFDzS3z2GOPYe9e5+7oISLPVPz1Fae3lbv4yv70J1WAv7B0KRoPHvLpsRERUc+R3i9eFdRDw+0/1Y2MDcM9P8lH/+Gp0FpCWjTueGyMw+Ozqilrwgcr9qu2+0RERERERESkHxV/+StM1dUOtwnv0wdJ993n8r7/36YT2H6qotvtctJi8ev7Rvl0etgQgwFxN9zgcJvGPXu6vRZEwSAoC+8d5efnY9myZaioqFCj3hcuXNhegJf29CtXrsT48eMxaNAgPPvssygqKvL3IRPpkrG8HDXvvefy4yytraj++zsomjsXRQ89jJoPP4LFaPTJMRIRUc+RNSgZs743AiGGq/9xjEuOxH0/Ha9G0vtLr5wEzPj2cDW/fHcunarBppePwGK2aHFoRERERERERORjxspKVPz5z91ul/aDHyAkIsLled3/9MnJbreLCDPgTw+OQ1xkGHwt7uabHG9gNqN+61afHweRrwV94b2jadOmqUK72WzGmjVrMH369PYivLSnl1HyeXl5mDhxIl566SXU1NT4+5CJdKNq/ZuqiO6Jxl27cP7HP8bJmTNR/uKLMFVVee34iIio58kZk44pDw+1WZfUKwb3PT4eKVndz7Pua3njMnDdbOda6BfsLsG2vxf6/JiIiIiIiIiIyPcqXnoJ5vp6h9tE5OYi8e67XNpvfbMRP1u7DxYn7t3/j7uGY3iWb+Z17yz2uuuAUMfTAtZ99rkmx0LkSyEWqUrrWHV1NVavXo0XXngBu3fvVus6tsyQlvSLFy/G7Nmz/XiURN5XWlqKjIwMm3UlJSVIT0/3SZ65qQk177+v2s03HzvmlX2GREUh8Z57kPKNhxE50LnCBPU8crNVeXm5zTqZasRg0NW9ZT7Ba+cevV23nnA+Z3bVY9vbhcgYEI87fzAG0fERAXPd5Kn4J68dw+HPL3SdYzGjvunKzaI3zBuE624f4fWvj1bfB1p+v+ntnJjDHOYwxx9ZzGEOc5ijdY6WWczxzuuNhw8fxpAhQ4LyfJjDHH/lGMvKcGrefFiampAUGgqDnTbvff7nd0i47TaXMlZ9Voj//uAILBYzzI21Np8zRMcjJKTtnO4ak4Xf3z/W4xbzrly7oocfRuPOXXb3FZqaikGff6Za03uSE+y1Fgpuvu8f4Wcy9/uiRYvUIkV4GREvRfjCwrYRQ9KeXhYxb948td3UqVP9fNREwccQFYWkOXOQeN99aNi+AxWv/BV1m7dIRcHtfcoTj6rVq9Uid8QlP/INxN10U5d/eKlna/Ww20JPxmvnHr1dN72fT/7M/qrYPnB8BiKiwgLqusk/uDfdPxi15U04e7jruddM5itTsHy+9ij65fTGgBFpCNbvAy2/3/R2TsxhDnOY448s5jCHOczROkfLLOZ4zujDKSP1dt2Y436OsdWE1iaTV26kd5SjBckp+fPLaG1qdLhd5NChiJ81y+Wb+1/fcebKxyaj/XndZ4/02rzuzl67uJtudlh4N5WXo+nQYUSPGulRDpE/9ajqlRThpd38yZMnVev5xx9/XK2ztqNfu3atGgEvd8k89thj2Lt3r78PmSjoyB/r2Gsmod8f/4i8jRuQ8q1vwRAX5/F+67/8EuceXYLC225HxSuvwlTnuA0PERFRR8Ovz/Jq0d2bQkMNmLVwpFPt781mCz5945h67kpERERERETUE+zZeAZv/88enNpfhmDXWlyMmnfe6Xa79B/9yOUBaDtPV6KwtJv29WEG/PHBfMRHhUNrcTfd2O02dZ99qsmxEPlKjyq8d5STk4Nly5ahoqICu3btwsKFC9uL8JWVlWpk/Pjx4zFo0CA89dRTKCoq8vchEwWdiL590evnSzHwk0/Q61//FREDBni8z5bTp3Hpv/8bJ2+5BZd+8xu0nD3rlWMlIiLyp8joMNUGPyah+7v3ZV54b92VTkRERERERBTISk7X4NBn59FU34pP/nYUH714EI11LQhWFX/9KyxGxyO3o8aMRtyUW1ze9+vbr4x2t+dfbh+GEVmJ8IfIIUMQ1qlle2f1nOedgpzu53h31fr169Wc8OvWrWtfZ31hc9y4cbj//vtVkT4hIcGPR0kUnPOOWMxm1H/+uZoHvn7rVu/sNCQEcVOmIOWRbyDmmmtYiOiB5M9YY6Nta6bo6Gh+LziB1849ertuPJ/AypEXFN56ZjeMreb2nFZjc/vnB1/TC7cvHBc05+OvHC2zmMMc5jBH6xwts5jDHOYwR+scLbOY453XG2XAWv/+/YPyfJgT+DmtzUa88p9foPpSQ/u68LBIddP6LQ8NRe7Y9KA6n+ZTp3Do9jsAk6l9XVRIyFU5/f/8f4i99lqX9l3d2Iprfr0JTR1eT7B0eD1BpCXGY9tT09Wod29x9dpd/Ld/Q9XaK/W3q4SEYNCXWxGWnOxRjt5rLRS4WHh3QOaClwL8pk2b2tdZf4ilJf3ixYsxe/ZsPx4hUfD+MWguKEDFK6+g+u/vwNLpD6a7IgcPVgX4hDvvVHPOExERBaPCvaX4x8oDQKdn6fEpUbj/3yYhIjowW+YTEREREZG+BfrrjaQvMq/7Z68fx5EvL9rdZvCkXrhxwWBExWrfNt0VlpYW1G7ahLIXVqH56FGH28ZMmoT+f3nZ5YLyK18V4d/+fsjhNotuysVTtw+DP9Vs3IjzP/yRw22yfrsciXfdhUDB333kChbenVBdXa1az69Zswa7d+9W6zr+0ps3bx4WLVqEqVOn+vEoiYLzj4GpuhpV69ah4m9/g/GC/SdRrghNSkLSggVIfvABhPfq5ZV9EhERaWnvpjPYuu6kzbp7f5KPPkNs7/gmIiIiIiLS4vXxDRs2oKamBt/73vdsPvfiiy+q7rAzZ85UU7kSeUpKVqf2lWHruhOoKWvqdvsBI1PV1G2BqPXiRVSuWaNGeJvKnJuffsBrryFmXL7L1+yO33+BwxdrHG63+ac3Iy89Dr7U1NSEgoIC+xs0NMDw7e8ARqPdTWRgXZ9nfotAESy1FgoMLLy76NSpU3j++edVS/rCwkKbInxSUhIWLFigivBjx47185FSTxdsfwwsRiNqN29BxSt/RePOXd7ZaVgYEmbOVKPgo/kzSUREQUSeosud/Qc/O68+HjOtH26YN8jfh0WkG2VlZfjzn//scJtvf/vbSEtL0+yYiIiIiALVoUOHMHLkSIfbHDx4ECNGjNDsmEifKi7W44s1x3H2SKVT2xtCQzD/qYlI7ePbYrLL061++RUqX38ddR9/DJjbWr87I/bmm9B/5UqXMw+cq8Zdf/zC4TaTslOw5lHX2te7Q2oQK1ascLjNg0ePwbhnj93PhyYmqnbzIaGhCATBVmsh//LeRA49RE5ODpYtW4aTJ09i165dar53uZNPXhytrKxUI+PHjx+P1NRUPPXUU2qOGyLqXogUyWfNRParryJ7/Tok3nMPQsI9bBFkNKLmgw9QdP8DODV/AarffU+19SEiIgp0cmPnjQsGYeD4DCRnxmDyPbn+PiQiXTGbzWhoaHC4yDZEREREROR7zY1GfLH2BFb/crvTRXcx6a6cgCm6m6qqUP7nl1Fw2204+73voW7zZpeK7iL9R45bsNvz+o4z3W5z/6R+CBQRkyd32yW36cABzY6HyJtYePdAfn6+KrRXVFRg48aNmDNnjirAW4vwUqDPy8vDoEGD8Oyzz6pWPETUvegRI5C17GkM/HgL0n74A4Smez7SqGn/flx4/HGcnDYdZStWwFhR4ZVjJSIi8hVDqAEzvzsC9/w4H2ERgXGXNxEREREREZG3WMwWHN56AX/796+wb/NZmM3ON2jOGBCP/Bn94W+NBw7iwlP/ghM334KSZcvQerr7InhX4mfOVK+Lu6qhxYh39l5wvO+oMNw+qjcCRfi1jgvvou6zzzQ5FiJvY+HdS6ZNm4a1a9eqUREyF/z06dPbi/Ayn8UTTzyB5ORkzJo1Cy+99JK/D5coKISlpSH9+9/HoM2bkbV8GaK6aWnlDGNpKUr/9/c4ecsU9YSo6ehRrxwrERGRL4QYQhCbFOn24wt2l2DDS4fQVN/q1eMiIiIiIiIi8kRxYTXWLduJj185isZa1/5nDQ0zYNq3hqsb1v3B3NSEqjffwql581E0bx6q33wTluZmt/cXEhWF9B//k1uPfW//RdQ1258vXczO74Oo8MC5oT90wACEZ2U53KbuUxbeKTiF+fsA9Gju3Llqqa6uxurVq/HCCy9g9+7d6nObNm1Sy9KlS7Fz505kZ2f7+3CJAl5IRAQS774bCXfdhcY9e1Dx11dQu3EjYDK5vU9pOS9PiGSJmTRJzQMfN2VKwMwbQ86TG56k80hHKSkpMBh4b1l3eO3co7frxvPRb059dTM++dsxVXS/cKIK0x4Zhn7DU7yeE6jfb3o7J+Z4N8fb/H0+zOlZOVpmMYc5zGGO1jlaZjEnsOntujHH9n/VbW8V4Oi24u5zLGY0NNXarIuPS8SsRSOR0jvWjSP37HxaTp9G5RurUfXmmzBXV7ueY7GgutNr2kkxMcj6718hMte9KeZW7zjb5XqLxQxzY9u1m5UXi7KyMk2+F8rLy9U6RzkyvV7sTTei6o3VdrdpOnRIDaILuzyPut5+x5F+sfDuQzL3+6JFi9Ry6tQpPP/881i/fj0KCwvVLwh5y8I7kfPkD3LMuHFqab14EZWvvYbKNWvdepLTUcP27WoJ79sXyQ89hKQ59yE0IcFrx02+19LS4u9DCFq8du7R23Xj+egvR7ouffLq0faR7vVVzXjn93sx6uY+uPa+gQiPDA2q8wn0LOYwhznM0TpHyyzmMIc5zNE6R8ss5gQ2vV23np5jMpqxf8s57PjgFFqbnB9QZTRfGQ2fnBmDexfnI2tgMrQ6H4vJhLpPP0Xla6+j/osvPM5pRVs7/ZDIKMRNn4bcH/8YUTk5bu3r+KVa7DpdaffzFpMRw7MSkJMS6dPvi477bm11rntB3E03Oyy8i7rPv0DSfbO7zCEKVCy8ayQnJ0fN+S7LHhmxW1GBqVOn+vuwiIJWeO/eyPjpT5H22GOofuddVLzyV7ScLPBon63nzql5eEr/8Ack3Xsvkr/xMCLdfNJDRETkT0e2XkTRgfKr1h/49DzOHKnA9G8PR2ZOol+OjYiIiIiIiHqW04fK8cWaE6i61ODW4yOjw5A/sz+GXJOJzD7a/C9rLCtDzZtvonLNGhgvXPTafsP79EXi7HuRcOutavBXRGam2/uyN9q9o3vG9EEgip18DULCw2FxUKiv+/wzm8I7UTBg4d0P8vPz/X0IRLphiI5G8oL5SJo/Dw1ffaXa0MsdiLC03TnoDktDQ9to+tdeUy1vUr7xCGJvuF6NuCciIgp01aWN+GLtCfufL2nEm8t3Yfxt2Zhwe7aaG4+IiIiIiIjI26pKGrB13UkU7S9z6/HycuzQyZnInzkAUbHh8DXpHte0fz+q3noblV9+CYPR8dzpTjMYED9tKhIXLEBNdjZCvNAevdlowpu7zzncRuZ1nzE8A4HIEBOjpoCt37rV7jb1X2yFxWhESBhLmRQ8+N1KRLqg5oW57jq1yFw7Fa/+DdXr18Pc4N5dlFb1n32ulojcXKR842Ek3nOPelJAgfW1l6k9Oq+j7vHauUdv143no68cs9mCzX85jNZmx2375P60nR8U4fTBckz/1nAk944JyPMJhizmBGdOfHw8brvtNoePlW08zfE25jBH6yzmMIc5zNE6R8ss5gQ2vV23npbT0mTErg9PY++mMzAb3Rsg1XtgIm6YPwixqaE+Ox8Zbd1cUIDGQ4dVwb1h+9doLii8kuNhVmh6GpLnzUPS/PkIz8xUhX1Dp9er3T2fjw5dQmWDo7buIbhzQh769ErzOMuV7wV5/xe/+IVTWXE33+Sw8G6urUXj3r2ImTBBd7/jSL9CLPKTTkS6U1paiowM27vZSkpKkJ6ejp7CVFeH6jffRMUrr6L1bPdtd5xhSEhA0ty5SHnoQYT3Ccw2PURE1HPJixoymsAVMuJ98r25GDO1H0IM/KeViIiIiIhsHTp0CCNHjnS4zcGDBzFixAjNjokCk5SbTuy4hC/Xn0R9tXvzcccmReL6OQMxcEKGVwur5vp6NB07hqbDR9B05DCajhxBy4mTDludu0tGcic/cD/ip01DSEQEfOGhF7dh68mrp5jr6M3HrsO4/skIVM2nTqHwttsdbpO6cCEyfvrP8CfWWsgVHPFORLoVGheHlEceQfJDD6n289KGvmHbNo/2aa6pQcX//R8qXn5ZPXFKeeQbiL58xx0REZG/DZrQC2ePVODMoQqnH2MymlWx/tS+Mkz75jAkpEX79BiJiIiIiIhIfyqL6/HxK0dxsaDarccbwkKQP6M/xt+ajfBI21HurjJWVLQX2JuPHFHvS5dUT6Yn7Y4hNhaJ996L5PsXIHLQIPjS6fL6bovug3vFIb9fEgJZRHY2wvv3R+uZM3a3qfv8c78X3olcwcI7EeleSGgo4qdOVUvTseOofPUVVL/zLizNze7v1GxG7caNaokcPgwpD38DCXfcDkNkpDcPnYiIyOWRAXf+YAwOfX4BW9edgLHF7PRjL5yowhu/2o4b5w/C0Gt786YyIiIiIiIicpr8D3mpqMatx+aMScP1cwciMT3G5RH2recv2BTYZSS78dIlaCVy8GAkP/ggEu+6UxXftbBmZ/fdXe+f2D/g/6+X44u76SZUvvqq3W2ajx5F66VLCO/VS9NjI3IXW80T6RTbnzhmrKxE1Zq1qHztNa89EQtNTUXyggWqjVAYrzMREflZVUkDNr98GMWFNW696HHLQ0MRk+CblnhERERERBQ82GqenPXVWyex+yP7o5c7S+oVo27+7j8itdttLUYjWk6dUoV1a4G96ehRmKvdG2HvkfBwJMyaheQHH0B0fr6mBW6jyYzrnt6Cklr7g8oiQg34+qlpSI4N/P/pZUT72YWLHG6T+cv/QvK8efAX1lrIFRzxTkQ9UlhyMtIWL0Lqd76tRq1LG/rGvXs92qepvBxlzz2HslWrkHDbrUj5xiOIHuX4nxIiIiJfScqIweyfjsOejWew/d1TMJucv99W2s4XF36tRs9nDEjw6XESERERERGRPoy/LRtHtxWjoZv53cOjQjHpzhyMuqUvQsMMDovtNf/4EFVr1qBx/37POph6QVhWbyQvuB9Jc+cgLLX7mwV84eNjpQ6L7uLWkZlBUXQXMRMnIiQy0uHXtv6zz/xaeCdyBQvvRNSjhcjdibffrpbGAwdUAb7mww+B1lb3d9raipp33lWL3PEo88DHz5iBkDD+yiUiIm0ZQg1qfjwZPbDpz4dRcaHe6cc21rbinf/dizlPjEdypjbt8oiIiIiIiCh4RUSF4br7Bqr/P+0Zel1vTL4nF7GJjqfstJjNuPgv/4rqv/8d/hZ7441IfuABxN18k5rW1J/e2N59R4H7J/ZDsDBERSFm8jWo//Qzu9vUb/0SlpYWhEQEx80E1LOxCkREdFn0qFHo89vlyHj8Z6h64w1UvrEapooKj/bZuGcPzu/Zg7DMTDXXT9K8uWq0PXmP2WxGVVWVzbqkpCQYDPbvlqU2vHbu0dt14/n0jJz0fvGY9+QEfP3OKezddAboNPjdbDGjsbnOZl10ZByaG4x49w/7VPG9uxdFAu37Ldi+RsxhDnOYE4hZzGEOc5ijdY6WWcwJbHq7bj0pZ/CkXjj46bmrpj3LyE7ATQsGo1eOc13VKl7+Cyrffhs1ZrPN+gSDAQYvt3Y3WyxX5SQnJyN57lwk378AEf37B8TXp7i6CR8fK3G4zYDUGEzOTQ2I7wVnyTzvjgrv5oYG1O3chdahQzzKIdKCbgvvRUVFKCwsVEtBQYH6wa+4XECz/hKQH8qUlBT1VqSmpiI3N1ctY8eO9evxE5H/hGdkIP1HP0Lq4sWoef8DVLzyCpqPHPFon8biYpT+7neqFX3iXXepUfCRgwZ57Zh7uqamJn8fQtDitXOP3q4bz6dn5ISFh+L6OQORMzoVm14+gtpy2/22mmxbAUZffivbvf+n/bj3n/PV6IVg+n4Ltq8Rc5jDHOYEYhZzmMMc5mido2UWcwKb3q5bT8mR+c5vXDAYa5/eqW76jk6IwLX35mHo5EyEGJwrmLdeKkHZH/+o3m+x2BbEAd8UWo3x8YgaPAgRAwcieuRI5N59N8JiYgLq67N251mYu5lFbv6EfjAYQmA2W/z+veBK4f1SN9vUffYZLNkDPMoh0kKYXorsmzZtwsaNG7F7925VbPcGaxF+3LhxmDFjBqZOneqV/RJRcDBERiLpvtlInH0vGnfuRMVf/4razVvkNj6392lpakLV2rVqibl2MlIeeQRxN9+MEN6ZR0REGskalIz7/3USvlh3Ake2XnTqMaVnarHhxUO4fcko1b6eiIiIiIiIyJ6MAQkYeVMfhIUbMOGOHERGu1aKKnnmGTXK2VfCs7IQOXwYooYOQ9TwYYgYMgRll28a6NgCPZBIIX31zrMOtwk1hGDe+L4INhH9+iEiNxctDmp7dZ9/hthHvqHpcRH1mMJ7TU0N1qxZg7Vr12Lnzp02bSwsFtvbfTr+onSWdR/WEfNS1F++fLlaN336dMybN0+9zc7O9vhciCjwye+RmIkT1dJy7jwq//Y3VK1bB3NtrUf7bfhqm1rCB/RHykMPI/G+2QiNi/PacRMREdkTER2Gqd8YhpzRafj41aOor2nu9jGnD5bj09eP45aHhrj1HJuIiIiIiIiCR3OjEcYWk9vTjt10/2C3/nds2LEDNe++C68wGBCRm4OoYcMRNaytyB41dChCL3dB7tguPaS4GIFsa0EZzlU2Otxm2tAMZCQE1g0Dzoq78UZUOCi8t5wsQPiFi4jI6q3pcRHpuvC+ZcsWLFu2TBXC7RXaO+v8eWtbeWkx37n1vKPHyh8I+ViyrfkyEv6pp57C7NmzPTgrIgomEX37oNfSJ5D+g++j6u9/R+Urr6Ll1CmP9tl6+gwu/frXKP3f/0XinPuQ8vDDXps3qCeQ388JCbZzQ7Eg5BxeO/fo7brxfHp2Ts6YdGTmJmLzXw7j+B7b4nsIrs45/MUFxKdEYcLt2QH//aaXrxFzmMMc5vgziznMYQ5ztM7RMos5gU1v1y3YckpO1+CjVQcRmxSJe3+Sf1XnM2dy3BoUaTSi+Je/urIPALGGUNv92nlsSGQkIgcPvlJgHzZMfWyItk6kFtxfnze2Ox7tLu6f1M8rWa7wVk7czTeh4i9/sZ8jI/oP7EdCh3neg/l3HOlXiKW7ynUAePHFF1XB3dpCvqtDloL6hAkTVGv4vLy89jbxsiQmJjqVU11drYrxkiPFeHm7Y8cOu+3rrT/Uki0F+IULF171C4bIX0pLS5GRkWGzrqSkBOnp6X47Jj2ymM2o37oVFX99BfWff+6dnYaEIO6WW9Q88DGTJ/MJBBER+ZzJZFbzuJ893HZjanemf2sYhkzmXeZERERERD3BoUOHMHLkSIfbHDx4ECNGjNDsmMg3pPZy8NPzamoys7GtDjPu1gFqjnYtyGusMkCpOwaZj10K7JeL7JFSZM/NRUhYUI01dVp5XTMm/2YzWk32y3mZCVHY+vOpqt18MDK3tOD45GthcTDFQNyUKei34jlojbUW0k3h/c0331TFbOuI9I6HKgV1afcuc6/LyPOcnByfH8+ePXva55LvOOq+Y1Fs8eLFePrpp1mAJ7/jHwPtNRcWovLVV1H11tuwNDpu++OsyEGDkPyNh5F4111O3Z1JRETkrpZGI958djfKz9V1u63BEII7fzgG/YalaHJsRERERETkPyy895zW8h+/cgQFu0uv+tydPxiDASNTfZpvLCtDwa23wVzn+H/S+BnT0ef3v+9Rg5VWfVaI//7giMNtfjR1IP555pXR4P4iA1w3bNjgcJuZM2d2OWD27Pd/gLrNm+0+LiQ6GoO3fQVDpHvTH7iLtRYK+sL73r17VcFdRpp3PDwpsEthWwruWhTau7N582Y11/yqVava18kvexkBL6P02YKe/Il/DPzHVFODqnXrVRG+9cIFr+wzNDERSfPnI/mhBxGememVfRIREXVWX9WMdct2oq6y+znfw6NCcd/PxiOtb5wmx0bkTdLp7I033nC4zf3336+mKCMiIiLq6Vh417/SM7X4cNVB1JR2PZgoKjYcC/51IuKSfTd/+IWn/gXVb77pcJuQqCjkvf8ewvv0QU8hNbLpv/sUBaX1dreRexA+e3wK+qXEwN+kBrFixQqH2yxZsuSq2oWofGM1in/xC4eP7ffii4i74XpoibUWcoXtxBwB4Mknn8T48ePbi+5SxH7iiSdQUFCAnTt3qoJ8IBTdxbRp07By5UqYzWZVgJcbA+SYKysrMXfuXNx66604ffq0vw+TiDQWmpCA1O98G3kbPkKf3/8vYiZM8HifpupqlK9ahZPTpuPcT36Cht17upx2g4iIyBMyf5+MZI+I7r49X2uTSc0Nz79HFIyMRqN68cTR8v/Zuw/wKMqtD+D/rem9kAoJCb1XFQULKFixIGC9XhEU+1XBfu0F7OWKgOWzg4C9UVVs9B5qSCCNkN7btu95JwaTkGT7bPv/nmeehM3MnHcmy2Z3zpzz6vV6Vw+TiIiIiMipxOe53b/kYfn8LZ0m3YWGWh1WvZMhTVPmDHXbt5tNugvRN8/yqaS7sOVoeZdJd+GM9Gi3SLrbK3jcWLPr1Kz/VZaxEHl84v3IkSMYNWoU5s+fL73YizYTIqktKhFE63Z3SbZ3RiTaxY0BYhEJeXEMop2GaIn/7rvvunp4ROQCYk6h0PPOQ4+PP0Lql18g7LLLoNBo7NupwYDqH3/C0auvxpErp6Lym29gampy1JCJiIgQlRCMC24ZBKW667Z9YTEBmDhzoE+19yMiIiIiIvKm6cZEMn39koMn5nPvyrHDldj0TZbDx2EyGHD8qafNrqdJTkbkjTfC13y2KcfsOleN7g5voElIkKZe7Urt+t9kGw+Rxybe161bJ1W5b926tU3CXVS3expR9S7mgBcJ+GHDhkkJ+FmzZuHWW2919dCIyIX8+/VDwnPPIv2XnxF95x1QxUTbvc+GPXtQMPd+HBo/HsVvvQV9aalDxkpERJTYJwLj/9Wv0593Sw3FFXNHIDzWfe+oL8yqlOYn/OrlbVj1bgYKMitcPSQiIiIiIiK3aS2/9NnNyNxaZNV2RUerYXRw1XvFsmVo2LvX7HrdHnpQ9rm9Xa2yXocfdh/rcp2oIC0m9OsGbxF85rguf9505Aia2Gma3Jj5HpJOJuZCF/O2iwS1qBoX86WL5LunEwl4cSPBokWLcMstt0g3E2RlZeGnn35y9dCIyIXUUVGIufVWRN90E6pWrkTZhx+hYfduu/ZpKC5ByetvoHTB2wi96CJEXn+dlOj3FWK6j8rKyjaPib8jSqVb3Fvm1njubONt543HwzidxUkfEYuaskb89eXhNo+nDonGuTMGQKNVufXzLe9AGbasO3ji3zt/z8SoCb0x7qq+UCodV6XvC88Fb4zjaK4+HsbxrThyxmIcxmEcxpE7jpyxGMe9edt5c5c4Ig+T8VsBfv/8EAx6KxLoCmDUhakYeUGK9HnKUcejLy9H8Suvdn48JhOqjUYEnXEG9EOHStP8evPvp71vduSjQdf17+mKEUnQqpVuc0wVFRXSY7bGCRo3DqXvvNvpc0HI+/EnREyb6tGvceS9XJp4f/HFF3H//fdL/zlEwv2KK66AtxHV7hMmTMCVV14ptZ4fPXo0Nm3a5OphEZGLKbRahF18sZQor9+xA+UffYSqlaukVvK2Mul0qPzyS2kR88pHXH8dQsaPh0JlfWLE09TXt52Dyhtu4JILz51tvO288XgYp7M4w87rjurSBuxZny89NuisJJwxtZddiWu5jmfohGRs+XUfSvNrTjy2e30+GusNmPDv/lCpHPfh3BeeC4zDOIzjXnHkjMU4jMM4jCN3HDljMY5787bz5uo4orX8z5/sR+YW66rcA0K1OPfG/kjuG2lRHGsUv/oaDO2Sw+01qdWIu3X2iXje+vvpyJLNuWb3N21UskNi2aN1nIaGBrv2FThsGJTBwTDW/PNZvkWjqTnxXrp+PfwvudjjX+PIOyldWek+d+5cae52URnujUn3FmKed3GMonW+aEEvku9ERIKYF1e8mUh8+WWkr12DqFmzoAoPt3u/dVu2IP/Ou3D43PNQ+u57Zt/AEhERdfZ3auz03lKV+5jL0zF2mn1JdzkpVUqcMSX9pPGKi0w/vr0b+ibbb3YjIiIiIiLyJMW51fhctJa3Mume2Ccc0x4edVLS3RHqd+9Bxeefm10v4uqroE1MhK/ZnVeJjIKqLtcZnRKJtJhgeBOFRoOgMWO6XKd++3YY291UQOTTife1a9dKleAt7dhF8t0XiHbzzz//vJR8nz59uquHQ0RuRhMXh9h7/iPNAx/31JPw69XL7n3qCgpQ9MILOHTW2Tj2xBNozMpyyFiJiMh3iMT1+TcPkqrfRSLek0QmBGPgWSdfoDm6uxTfvbkTTQ16l4yLiIiIiIhIDqK1vOhgtmLeVlQWW5GoVAAjL0zBJXcNQ1CY4+dVNxmNKHz6KTHALtdTJ8Qj4uqr4YuWbM4xu8700Z1Xu3vzPO8mXZPURZbIHbmk1byY0120Xxet132NqPIXFfBTp06Vbj4455xzXD0kInIzSn9/RFx5JcKnTEHdxo3SPPA1P/9s9o1oV0z19aj4bIm0iDmRxDzw4qvCC+bAEUmgkJCQkx4j83jubONt543HwziWxFE4qMpdzudbS6wzJvdH0cF6VByvh0JcPfpb/sEKfP3Kdlx8x1D4B2vsjtP+MUdjHMfGCQoKwplnntnltmIde+M4GuMwjtyxGIdxGIdx5I4jZyzGsVxMTAwee+wx1NbWStPHtnbnnXciPDxcWseRvOG8uTqOuNH4t88PIW9XtVWxAkI0OPfGAUjuF+m04xFTZTbs3GV2vbgHHoAyNtbmOJ76PKhr0uPrHQVd7ivEX43zB8bbHcte7eOIVvP2xgk6Y+zJccTjra5lK7Zth+Lyy+2KQ+QMCpO45Ulm27dvx7Bhw+DLsrOzERkZyTkoyGmKi4sR2+5NSVFRkcPfBJM8mnJyUPbxx6hc8QWMtbUO2ac2NRUR112L8MmTobTiwjIREZGnOZZZgS9e2gZ08MknMiEIl9w11ClVHERERERE3oTXGz1HSV41flq0B5VF1rXjTuwdjnNnDHDq5yMxJebh8y+Aoaysy/WCTj8dye8s9ujiAFst25KLOcu7vjHh+tN64MnJA+FuxGvCggULulxn9uzZJ72WtJd12eVo3Lev059rEhORtma1LM8PvvaRNVxS6ujrSXdBtNdn0p2ILKXt3h1xDz2E9F9/QbeHHoKmR3e799mUnY3jTz4ltaE/Pm8+mvLyHTJWIiIiV9M1GrDpu2xsW3kU+/48hqYGQ6fVGmUFtfjixW2oKuH8cERERERE5NlEnWXGb/lY/vxW65LuorX8BSm45G7ntJZvrfiNN80m3aHRoNvDD/tk0l1YsjnX7DrTRnlnm/kWweO6bjevy8+Xrm8TuRvP7zFMRORDVMHBUpv4tB9/RNKCtxA05jS792msrkbZ++/j8HnnIe+OO1C7aZP0Jp2IiMgRygtroW8y2LUPvc6ADV8dRtHRKovW1/ipkDIoCttX5WDdh/uk+dxz93Z+YaequF5Kvouxuqu6qibsWJODNe/vxa+fHcDePwp4swAREREREZ1gMprw62cH8csnB2DQG61qLX/JHUNxyiU9oXTQNGOdadi/H+Wffmp2vah/XQ+/nqnwRQePV2Pr0fIu1xmcFIYBCd5d2Glunneh5tf1soyFyO3neCciIvuIudlDzj5bWhoPHULZRx+j8ptvYGposH2nRiOqV6+RFr++fRF53XUIvehCKP3YepeIiGyTd6AcP769G8n9IjDxpoE2zRUv2sSv+2g/Ko7X4cjuUlz50EioVObvH47tEYrL7h2Ob17bjtrKJrPr11Y0Ssn3S+4cipjubefBcyWjwYhdP+dh4zdZ0DedfPEsJNIfiX0jkNQ7HIl9IhAc4e+ScRIRERERkWtt/j4bGeut62iZ0Csc54nW8uHOv/4nCn0Kn3paugbZFXVsLKJnz4avWmpBtfv0UfZ3Q3V3AYMHQxkWBmNlZafr1P62HlH/vkHWcRGZw4p3IiIP59erF+KffALpP69DzL33QB0XZ/c+G/fvx7GHH0bm2eeg6LXXoDte5JCxEhGR7zi4qRDfvr4DTfV6HN5WjD9WZFq1fVODHuuXHJTmZhdJd6E0vwbbV+ZYvA8xf/vlc0YgNNqyZHRDjQ5fvbxNSva7g+KcaiyftxV/LM/sMOkuVJc1YP+fx7Dm//bhgwf/xMeP/oU9Vl5sIyIiIiIiz5a7vwybfzhi+QYKYMT5PTD57qGyJN2Fqu++Q/3WrWbXi71/LpRBQfBFjXoDvtiW1+U6ARoVLh4SD2+nUKsRfPrpXa5Tu3kLjLXu27mOfBMT70REXkIdEYHomTORvmY1El99BQHDhtm9TzHfUumCt5E5fjzy75uD+l27HDJWIiLyXqKKYetPR7D6vb0wGv6ZumTn2lxpsURORik+e3Ijdv+SB7Sb/WTzD9koO2b5B+vQ6ABcft8IRMRbduFGzAf/zes7kLO3FK4ibjr4fdkhLHtus5R8t0Zlcb1VbSWJiIiIiMiz1VY2Sp+/2n926ox/sAYX3z4Ep05Og9KCbmKOYKipwfH5882uFzh6NEIvuAC+alXGcZTX6bpcRyTdQ/w18AVB48Z2vYJOh9oNG+QaDpFF2GqeiMgL7wYMnTRJWup370H5xx+h8ocfpTciNtPrpbtSxRIwZAgirr8OoeedB4VG4xYJnsp2LYfCwsKgUDh3TipvwHNnG287bzwexnFkHNEW/belhzqtuP5t2UEY1Q1IHRLTYRxRcf778kM4sKGw8xh6E37+aB8uu29El/MPtj+ms2ek4rcPj6A4p8bscYjq8u/f2iW1XEwbFivr7+jI7hJpDveassaT4tQ3tb3hIEAb1GGcpD4RNsX2xOcc4zCOL8aRMxbjMA7jMI7cceSMxTiOIWJGR0d77PF4ehyj0YTV72WgvqrJos8NorX8uTcOQHCEn6zHU/K/t2AoLul6pyoVuj3ycJt9ePrvx9o4Szab7/A2zcI28646JvG9eMwRcYLH/pN4F/usbjdNQYhSKc3zHjJ+vN2xiBzF6xLvO3bsQHh4OFJSUlw9FCIilwsYNBAB8+Yh9r77UL5kKcqXLIGh1L4KvvqdO1F/704UdeuGiKuuQvi0qVK1vauIN111dc0tiFuEhoZ6bNJQTjx3tvG288bjYRxHxdE1GrDqnT3SPOxdxVn5fzsx8aYB6JYadiKOINrRr19yAPXV5m8UK8yqkqrhh5yTbPkxKYFL7hqKH9/eg4JD5lvJiwT/ykV7cM71/dD3tHin/45ElYq4aeHwto6ndzHBhCZ9Q5vH/LWBUIgeka0EhGikFvvWqqtqglqrlBZPec4xDuP4ahw5YzEO4zAO48gdR85YjOMY9fX1DkuyefN5c1acLd9nI/9AhUWfG0Rr+dEXpTqkyt2a42nMzETZRx+Z3WfktdfAv3dvm+PYwx3i5JTW4Y/Mrq/b9u4WjOHdw+2O5Ujt4zjyNUEdFQX/QYPQsHu31NChwdQ28R4MJWrWr3fKaxARfL3V/BdffIGoqCiMGDECaWlp6N27N44ePerqYRERuQV1TAxi7rhdmgc+/rnn4Ne/n9371B8/juJXX0XmWWfj2KOPouHAQYeMlYiIPFN9TROOHzXfFl20QV/74T5UFNWdSDj/+PZurFy8x6Kke4sNXx1GVUm9VWPUBqhx8R1D0GNglEXrm0zA2g/2YdfPXc+xZw+T0SR1CPj08Y2dJt2tkdArwqYLDpu/z8Y79/yGFfO3SFMF5B8qh67JYPd4iIiIiIjIeZ8lSvLMd/RSqhW4SObW8i1EQrTw6WekbppdUUVHI/r22+HLlm6xrNrd1xLMwePGdflzfWEhGg8dkm08RD6ReN++fTumTJmC8vJy6YVcLJmZmVIS3lrZ2dkYNWoUpk2bhi+//NIp4yUichWlVovwyy5F6ooV6PHxRwg57zxAad+fAlNjIyqWLUf25Mk4esO/Ub1uHUwGXqgnIvI1oVEBuOi2wVD7qcyu21inx5r3M7D3j3x8+sRGZO8003KwA+HdAqWW8NZSa1U4/5ZBSB/RdQv51n5behBbfjgifc5wpNKCGnz50jb8+ukBNNV3fSHKUkl9betCk3+gXLpwV5hdJd1osOqdDHz6xAbp2CuL21ZJEBERERGR6ymUCumzzelT0ruchuv0y3tZfPOxo1WvXIk6C+bgjr3vXqhCQuCr9AYjlm3p+oZvrUqJy4clwtcEn9l14l2oXb9elrEQ+Uyr+fvvv19KvG/btk1KnAviophIxItK+Msvv9zifaWmpuKcc87BihUrsGzZMunuoSuvvBIPPvgghgwZ4sSjICKSj3htCxw5Ulp0+fko+/RTKXlurKqya7/ijbRYNMnJUnuosCuugCo4GM4+luB2MXztzk9b8dzZxtvOG4+HcRwZJ7ZHqNRG/ocFu6Uk7klxoICfJkD6vqka2PFjIfw1gVbFUqmVGHVRCoae2x2qLqo1ujomsY9zZwyA1l+FvX8csyjuxm+ypOT4aZentRmvLedOrzNg649HsW3lURgNliXzW587qbu8qfmx9hJ7W9Z2sDXRdaC8sO7kOAByd1dj6dObMebydAw6M0m6uOeLz23GYRx3iiNnLMZhHMZhHLnjyBmLcRwjKOif+cMdydvOm7PiiH0MndAdcWlhUhex6tKGNu/nUwdHY/DZSXbHseV4jLW1OP78PLP7Chg+HGGTJ9scxxFcHefn/UUoqm7sctuJA+MQEaS1O5ajtY8jWs07Mo7/wIFQRUTAVFaGQEXbawAtUcQ871E33eSwmET2UJgcXbbhAunp6XjggQekRLtIwrf+T71w4ULcZON/uMrKSixduhTLly/HmjVrpBb2Is6MGTMcOHoi5yguLkZsbNtKrqKiIsTExLhsTOTejHV1qPzmG5R99DGaDh92yD6VgYEIu/xyKQmvTUlxyD6JiMj97f29AD9/vN/h+41PD8PZ1/ZFRJz1c5h3RHwU+mNFJnauybV4mwFjEzDuqj5dVpR0Je9AOX75ZD8qi6xrky+ImMPO647hk3qgrKAW+QfLpUr1Y5mV0OuMCAzT4obnT7f6IsfBzYVY/e5es+sl9ArH2df1RXhsoNVjJyIiIiLPx+uN7q2hVidNlXVkV3NHsdBof0x9eDT8AlxTf1n08isoXbSo65WUSqSuWA7/fvZPi+nJZvzfZqzd3/XUY5/edArGpEfD3YnXhAULFnS5zuzZs096LelK/ty5qPrm2zaPKYOCEHT66VJFfNAZY6HpZvn+rMXXPvK5ivesrCxERkZKCfZNmzZJ1epCeHg4pk6davN+w8LCMGvWLGkRMUQSf+bMmVIl/Oeff47Q0FAHHgURkWuJJHnE9OkInzYNtX/8ibKPPkTtr+vtTuaXf/wxyj/5RJqPJ+L66xA0ZoxHV9MSEZF5/c9IQHVZg9Se3RE0fiqcdlkaBo5LdFjFtSD+Hp1+Rbp0IWrTt82ds8zJ+K0ATQ0GjL+hX5cV9+011Ojwx4pD2P9XoU1jjesZirOu6YuoxOZKgrieYdIyYlIKDDojjh+pQn1Nk01/Y/MPVFi0XsGhCix9ahNOvSwNg89yXPU7EREREbm3hoYGHD58GGVlZSf9bP/+/VICShSt+fv7u2R81Mw/SIMLZg/CzrW52PhtNibOHOiypHtjdjZK33/f7HoR06f5fNK9sLIBPx/oOuneIyoQp/Z0zXQB7iB43JlS4t2vV6/mRPvYcQgcPgwKjcbVQyPyzor3kSNH4txzz8Vzzz0n/Vu0mxeJ8vHjxzs8ltiviBUVFSUl+YncFe/CIke9SS7/+BNUfPklTHWOmd9Vm56GyOuuR9glF0MZ8E/rKyIi8i7iY4aotjiwwbZEc4vuA6Jw1jV9EBLp3It44uLU78sOWbx+yuBoTJw5AGqNyux5OLjpuLRvkXy3lmiHf9rl6RhwRoLTEt0fP/oXKovrre4+cM71/Ty2+l10S/v666+7XGfy5MmIiIiQbUxERERE7iojIwMDBw7scp09e/ZgwIABso2JuiY+e/gHuyYpKT4D5c6chdrff+9yPdE+PO3HH6AKt366LG/yxtpDeGn1wS7XmTOxD247Ox2ewBkV72LaAkNlJTQJCXAF5lrI5yreReJdzO/eep52sThDz549sXXrVunrSy+9hHvvvdcpcYiI3IFfairiHn0EMXfdiYoVX0jV62JOeHs0ZR5G4WOPofjllxE+9UpEXH01NPHxDhszERG5B1F5LdrC11Y0Im9/uU3VGmdM7YXeo7vJ0illyPhkaPxV+OXj/bDk1mTRvvG7N3figtmDofXv+GNVZXEdfv30AHL3WX/8QtrwGIyd2htB4X5wFtGZwNqkuyDa20vV75emSXNGelr1u06nw9GjR82uQ0RERETkiVyVdBdq1q0zm3QXYu75j88n3Y1GE5Zu6XrqM5VSgStHJMGXibbyYiHyBJb3RnRjohW8mIN9586dssQTLexFy/klS5bIEo+IyNVUoaGI+vcNSFu1EklvvoHA0aPt3qe4S7F08TvInHAu8u7+D+q2bZPuiCUiIu+hUisx6eZBiEq07gNyr5GxuOqxU9DnlDhZpyfpf3oCzrtpIJQqhcUt2r95bYc0l2JHio5W25R0D47wwwW3DsakWYOcmnQXinOqARtPsZhXXlTyf/nyNlQUOaYzDhEREREReS5jQwOOP9vcmbgr/oMGIfyKK+Dr/jhcgrzyrm+EPqdvLGJDOY0DkafwisT78OHDcfnll+P++++XLebo0aPbVNkTEfkChUqFkAkT0OPDD5D61ZcIu+JyKLRa+3ZqMKD6p59w9OprcGTKlaj8+msYm5ocNWQiInIxMafgRbcPkZLJ5gSFaaU5CUXyOzDUzr8vNkofEStVsas0ln1UOp5dhT2/5nW6L9Eq31LiHoMh5yRLNx2kDo6GHHoOjcGMF8fi/JsHYdDZSYhMCLK5+l206zcZeRMdEREREZGvEkU2ZrtlKhSI+++jUCi9Ij1llyWbu652F64anSzLWIjIMbyi1bwwb948pKen293+vaqqCmVlZYiMjERoaGin6y1dulRK+BMR+Sr/vn2R8MwziL33XlR8/jnKP/0M+qIiu/bZkJGBgvsfgOqFFxExfToipk+DOrrrxIOokhev3a2J1285KyQ9Fc+dbbztvPF4GEeOOMER/lLyfcX8LSfF8dcGSXH6n5GAMZenwS9Q4/Jj6jEwCpfcOQTf/W8XdA2GLtdNGxGDtNMiUFlZeVIcsZx5VW989uRG6JuMXe4nOjlYas0f2yNU9t+RaOvfc1iMtIg4e7ccxW+fHURNeUOb35El1e+HtxfhnOv6IbxboFs/tx3N1cfDOL4VR85YjMM4jMM4cseRMxbjuDdvO2++EMdf6m652Oy24VOuQMCgQfD181ZW04gftx6GSR3QaZy4UH+M62XbPOKuOnfie/GYp/6OiOzlNYl3Mef6559/jmnTpknfX3bZZVZt/+CDD2LRokWoqKho01J+woQJ0v7S0tKkx8TPRdJdVLuLFvdERL5OHRmJ6FtuQdSMGahauQplH32Ihp277NqnoaQEJW++idKFCxF6wQWIuP46BAwY0Ombrtra2jaPhYSE8E2XBXjubONt543HwzhyxYlKDMblc0dg2evrUVbwT6yElBiMm9YHSX0j4U7HlNArApf+Zxi+fX1np63kewyKwvgb+qG4uKjTOKHRARh9cU/8uSKzw32otUrp50POSYJSpXSL50JEohaTbu+LLT8ewYENhfDTBkJhYT96Uf2+5OlNOHVyTww+JxnKTuZ+d/Vz29FcfTyM41tx5IzFOIzDOIwjdxw5YzGOe/O282ZLHKmblAJWjcWVx1Px3PMwmeliqQwLQ8w993jF78feOMs3HkVTQz1UwaKNfMdxpo5MgrqLz4mWxpLz3NXV1Tkt8e5Nr3Hkvbwm8S5MmTIFzz33nPRVzPl+9tlnm91GVKaI5Pq2DuYWLi8vx/Lly0/apuVFQ87W9kRE7k6h0SDsogulpX7nTpR9+BGqVq4E9Hqb92nS6aTW82IJGDECkdddh5AJ46FQe9WfLyIinxEZH4SLbhsiJd6ryuoRERuIfsPSoFKp4I5E9fll9w7H169tR11l2wtIib3DMWmmZfPBi6T6wU2FKMmtafO4aEMvKuJFct7daP3VGHNZunRzQcaP5agtt3waGIPOiD+WZyJrezHOud589TsREREREZ1s8w9HUFlUhzOv7iO9P3dntX/9haZ166A0kwSNuetOqCMi4I5qG/VYu/84quv1CA1QY7wqGGmxzrvB6OsdXbfkF2GvHMk280Sexr1frW0wd+5clJaWSsl0S5LvV155JbZu3Sp9b8kLaEtyXlTXp6SkOGjURETeJWDIECS+NASxc+eg/LPPULH0cxjKy+3aZ/3WrcjfuhXqhHhEXn01wqdMgSo83GFjJiIieajUSsR0D5EWwd3vThdznl9+3wh889p2VJU0t16P7RGCC24dDLVWBaOx6xbygqhkF23klz+/BeLjRECoFmOn9pLmgHf3409Mj8CgR3th41fZ2LPezFyN7Rw7bFn1OxERERERtZW3vwybv88GTEDR0WpMnDkQ0UnBcEfGpiYUvf46zF2l8+vXDxHTpsHdGI0mvPt7Nl74cgPqmv6ZauzZXwrRLTQAp/SMwimpkTi1ZyTSYoId8hluZ14FjpTWdbnOGenRSI7kTcxEnsbrEu8t871HRUVJyXdRsd5Z2/kVK1ZIyfmWF8r2Fe8dEfO6L168GMOGDXP4uImIvI2mWzfE3n231Iq+6vvvUfbBh2g8eNCufeoLjqHoxZdQ/L+3EHbJJYi49hoExca2WcfdkxjuQpynoKCgkx4j3zpvPB7G8cY4jo4VFhOAy+4dgW9e3yFVHVx8x9ATFSeWxhHV84PPToauyYDTLkuT5lV31fFYG8cvQCNV2aQNj8G6j/ajurT5BgRrqt8PbyvG+H/9U/3u6udcQEAARo4c2eW2Yh174zga4zCO3LEYh3EYh3HkjiNnLMZxb9523qyJU1vZiFXv7ZWS7kLF8Tosn7cF46b1Rr/T47scnyuOp3Tp59AUHINC2XVL9LhHH4HCym5nzj6eo6W1mLNsFzZml8IEDZTa1p/TFCiqbsS3OwukRYgO1mJ0aiROSY3CKT0j0Ts2xKobjFuO54d9WVBq/U/E6chVo7t75HNbtJp39f8hIldSmCzJNjvZxIkTpfnUR40aJbWJd1QluZizffbs2dLXGTNmnPRzcaFFtJgXRHyRUBfJ+rCwMGRnZyMrK+vEz0XCXcz1npqa6pCxETlbcXExYtslI4uKihATE+OyMRGJPzl1Gzeh7KOPULNunXjAIfsNOv10RF5/HYLGjjX7Jp+IiMhW9TVNMBpMCArzs2l7Z8xzJ7emBj3++vIw9vxqXfW7oNIoWf1ORERE5IEyMjIwcODALtfZs2cPBgwYINuYvJWovv7mtR3IP9Bx58jeo7u5Vet5XUEBDl9wIUwNXd+cGzZ5MhLmPQ93Os+fbDyKZ3/Yj3rdP1Xu1ooI1LRJxPeLCzX7WaeyXodTnl2DBl3n3dOigrT468Hx0Ko97zqnyEEsWLCgy3VE3q597sKdMddC1nCLV+fVq1dLF6BEdbqYN10kwUUC/Nxzz5W+2pqInzVrFiIjIzF16lRUVFTg3nvvPfGz7du3S0l1EVdUr69du1ZKuLcQCXaxjB8/3iHHSEREf9+ZeOop0tKUm4vyjz9BxYoVMNa0nfPWWrV//CEt2pQURFx9lZSAF997enKDiIjcS0Cw1q7tveHvkrjAd+ZVovo9Fus+3Gdj9XsRzr9lMAJD7TufRERERETeZssPRzpNugsHNx2XWs9PmjUQUYmubz1/fN58s0l3ZXAwYu/7Jzfjannldbh/xS78kVlq977K63RYmXFcWoRQf/WJRPypPaPQPyEUqnaJ+G92FnSZdBeuGJHkkUl3InKTxLuoJBfV5S3Ky8ulJLxYBHsS8aKCftWqVTjvvPOkf7ck30WL+ZZ9b9myxcFHRERE5miTk9HtwQcQfccdqPzqK5R/9BGajh61a59NR47g+LPPAXgO6pgYBI4aicBRo6RFm5bmFQkPIiIid5DUJwLTHx2NDV8exm4rq9+NRsA/yC0+ihIRERERud+87mZUldbDoO86cSuH2j//RPXKlWbXi7njduk6nauJDmRLN+fi6e/3oaZR75QYVQ16rNlXJC1CiJ8aI1MiTswTPzAxDEs25Zjdz9SRyU4ZHxE5n1tc7RDJb6F9QqSlC377RLxI1LdOxIeGhna5f7FOS/JdxBJt51uq7B988EGnHRcREZmnCg5C5LXXSJXqtb/9hrIPP5Kq1+2lLy5G1Q8/SosUJzISgSP/TsSPHgW/Xr3Ylp6IiMjO6vdxLdXvH+1DVYn56nelWoHx1/eDUsW/wUREREREnc3r3pXTr+iF2B5d50SczdTUhMKnnzG7nl+vdERcfTVcrbCyAQ98sQu/HCiWNW51ox4/HyiWFiFAozLb2n50SiTSY13fzYCIPDjxLhLpLXOpt55yvrNE/OHDh6UKeTF3u6WJePH422+/LbWfHzFixIkq9/vuu8+px0ZERJYRSfDgM8+UlsbMTJR9/DEqv/4Gpvp6h+zfUFaG6lWrpEVQhYUhQErENyfj/fv2hUKlckgsIiIiX5LYJwLTHhmNDV9lYfcveV2ue8rFPRGZEGTxvrO2F+P40SooVQqoVAopYS++V7b6/qTH1R0/HhzuD/9gjQOOmIiIiIjIsfONr35vL+qrmsyumzYsBoPOSoSrlX30MZpadTHuTLdHHoVC47r34CKn9MW2fDz+bQaqG5xT5W4NS+aTnzaK1e5EnswtEu9iHvYWCxculP69dOlSqR28mJu9o0R86wR9R4l40WJeJOLPOeecE+uJpLuodBfztldWVkrJeCIicj9+6emIf/xxxN59NyqWL0fZJ59Cf+yYQ2MYKitRs3attAjKkBAEDh/+TyK+f3+XfjAgIiLyuOr36b2lC4GdVb/HpoRi6ATrLiId3VOCvX847j1AVGKQNM6EXhEO2ycRERERkTPndW8RGu2Ps6/v5/KpFMVUjyX/+5/Z9UIvuABBp4yGqxRVN+ChL/Zgzb7m+dc9QYi/GhcMinf1MIjIW1rNi4T5zJkzpe+vuOIK6Wt2drZUDS8S5iIR33ou+K4S8fPnz5cWYfjw4VKSXbSaF4+l/T3Pr3iciIjclyo8HFE33YTIG25A9Zq1KPvoI9Rv3dpmHfH6Xysmi20lSKm0+kOIsboaNb/+Ki2CIjAQgcOGnWhNHzBwIBRaLbyJOHfV1dVtHgsJCXH5Bzh3523njcfDON4YR85YjHNy9fv0R0/BX2Lu91bV7+1bzFsax2iwoNdmF0ScBl3diX/nZdfii5dqcM61/dD/jAS79u2Jvx/G8Y44csZiHMZhHMaRO46csRjHvXnbeessjki4WzKvu3g/PXHmQPgFqF16PI1Z2cj5179gqK3t8nqcuK4WO3eO3fFsOR6xzbe7juG/X+9BRZ3O4jimpuaum1NHJuHSYYnYX6rHpuwybDpSZvF+rInTQqENOHE8lw1LRIBW5dHPbfG9eMxT/68SeUXiXSTCWxLv7aWmpkpLSyJeVKqLBLw1ifitW7dKyfuWRHyLqKgopxwPERE5lkKtRuikidJSn5GB8g8/QtUPP8Ck00lTX9WZ2r7RD4QS9r7lMtXVSXPNt8w3r/D3R8DQoScq4gOGDIHSzw+eTPytrKmpafNYcHAw37D62Hnj8TCON8aRMxbjnEzjp2qufh8eg3UfNle/j74otU2LeUvjGOxNvMOERl3bC1t+mgD8/PF+6BoNGDI+2ed+P4zj+XHkjMU4jMM4jCN3HDljMY5787bz1lEchUHj8HndnXk8jYcP4+gNN8BQXGL2elzMrbOhiYuzO6a1x1Na04hHv96DH3YXWhsJsf5GPHxhf5zSszlvNKZvEm4a21OaCuBgUTU2HC7FRpGIzy5Daa35aQE6i2Nsl3hXaf3Fs8HhbeZd9dyura11WuLdm17jyHu5Vav5lsr3roSFhUlJeHsS8S2P33///dIiKt9HjhzZ5RzxRETkHgIGDEDAvOcRO+c+lC9ZitLPPgOOW/tm2nqmhgbUbdggLYKofg8YPFiqhpcS8UOHQhkQ4PRxEBEReYrE3s3V77t/zcNQGxPcRkPbi3mO9PuyQ1LyfcT5PXixhoiIiIhk5WnzujdmZuLoDf+GoaTE7LralBREXn895PbTnkI8/OVum5LiU0ck4aaRkQjxP3naSaVSgb5xodJyw+mpUq4ps6gGG7LLsDGrFBuyylBS02j3+AcnhWFAQpjd+yEi13KLxLtIdotq91GjRlm9ra2J+NbJ+JaK+NZzxIsxjRgxQvqakpJi5xESEZGjqaOjEXP7bYi4aQbw2Weo/vkX1O/cCVNt2zsfncXU1IS6LVukBVgAaDRSO3qpNb1IxA8bBlXwP5V9REREvkhUvw8/r4fN29vbat6cjd9kQdeox6mXNk9HRkREREQkh51rc5F/sAZKRfNUTO48r3vDwYPIEUn3sjKL1u/2yCOyTtdYUdeEx7/JwFc7CqzeNjbED89fMQhn9Y5BYaFlhT3id9GrW4i0XHdqDynPlFVSi41ZZdiYXSp9LaxqsHos155q++cmInIfbpF4F8nzzMxMh+3L3op4MUd86/VEJb5IwIuKeFEZP3ToUIeMlYiI7Kfy80PcZZdJi8lgQOOhQ9Ds3y8lxOs3b4GhslKegeh0qN++XVpKxY1cKhX8BwxA4EjRmn4kAkeMgMrNOqqIv4OBgYEnPUa+dd54PIzjjXHkjMU4zo1jb+JdAQW0av+THmtt28ocNDUYMG5abyiUCq84b4zj3XHkjMU4jMM4jCN3HDljMY5787bz1jpO/sFy7P21CAGaIIfM695ZnNaP2arhgEi63wBDeXnbfQLwb3fTgHgs7NJLEXzG6XAUc8ezbv9xPLBiN4qqra84F/OpP3Zxf4QHaqX8kK3nTayXFhMsLVef0l3aV05ZnZSA35DV3J4+v6KlvbwCSk37qSsVGNc7BlOGJ1l9DO74fyggIECWOC2PEbkbhal1xtkH2JKIb/8zkYi/+eab8eyzz8o0aiLrFRcXIzY2ts1jRUVFiImJcdmYiORmMhrReCgTdZs3Ny9btsBQWuqawSgU8OvXF0EtFfEjRkAdEeGasRAREXmIb17bjtx9bS/yOUvfU+Nw9nV9oVR1XXVERERE5GsyMjIwcODALtfZs2cPBgwYINuYPFVtZSOWPrPZohbzY6f1xuCzHZuMtUbD/v3Nle4VFRatH3T66Uj635tQ+re98dUZqhp0eOrbvVi2Nc/qbaODtXj60kGYNND+OegtlSsS8X+3phdfRWJe0KgUuGp0d9w9oTcig+TrEuBMIgexYMGCLteZPXv2SbkLd8ZcC3lcxbucHNGavry8HPPmzZPa0//0008yHwEREVlKoVTCv09vaYm89hrpdbwpK+vvRPwW6au+qEiewZhMaNy7T1rKPvhQesivd+8TrelFVbw6KkqesRAREXmI0JhARNfoYNCbpPneRQV889L8vaHV97DzlvL9GwqhazLg3BsHQKVm8p2IiIiIfHde94a9e5Hz7xst7iQZNG4skt54A0q/9tXcjrf+YDHuX7ELxyqtb+d+4aB4PDl5AKKCnT/O1pIjA6VlyojmGylKaxrRZDAiUKNGWODJ88oTkefyucS7PYn41sl4kbwR63gScTwLFy6UjkksFRUV0nz2YhFt9GfNmiVV87sTMc4RI0ZIYxNdBsRYrSWOc9GiRVi6dKk0VYA4B756Pol8nXgN90tLk5aI6dOl13JdTs6JivhakYgvOCbbeBoPHpSW8k8+kf6tTUtrbkv/dzJe40F3fhIRETnDWVf3sepC5onkvF4k5Zu/z8koxa+fHhD3wJl1eFsxco+uQtigakw8/zzp8yIRERERkSNs+eEI8g+Y7+bk6nnd6/dkIGfGDBgtTLoHn3kmEt94HUonz+te06jHsz/sw6cbc6zeNjxQg6cmD8TFQxLgDuRO/BORfHyu1by1Wifit2zZIlW5txDzvq9atQrubv78+ScSxC3z1Y8aNUr6XsxnL46v5bjEz8S6tiS4nUGMTSSxW4hxiTGKZLxIoot/t09ui+MUx7N58+Y2xyZs3boVw4cP94nzyfYnRLZpysv/pzX95s3Q5ea6bCzaHj0QOPrviviRI6FJcI8PB0RERJ4mc2sRVr+bISXnLVETmol/33epR7U/JCIiInIWtpq3X97+Mnz92g6zXZrEvO5XzBmB2B6hcIX63buRM+MmGKuqLFo/+Oyzkfjaq05Puv95uARzl+9CXnnLXOmWO7d/Nzxz2UDEhji/BT6x1TyRz1e821IRLxLwwvjx4+HORGJYJK1bqvbnzp2LBx98sMMqbJEsFhXl4mtaWprUSl+s727EsYjqdVssW7bMrqS7N55PIjqZNilRWsIvu1T6t66wsDkJv6k5Ed905IhsY2k6elRaKpYtl/6tSUz8pzX96FHQJCW57O5nIiIiT5I+IhZqrRI/LdoDg87Y5boNAYVoCJSvAw4RERERebeqknqsem+vRVMjnX5FL9cl3XfuRM5NM2GsrrZo/eAJ45H08stQODHp3qAz4Pkf9+P//rT+elyovxqPXzIAlw1L5PUzIpINE+82JOLdPeEuiIprMU7R/rwl6TxlypRO1xeV2aJaWySWRbL4/vvvl/7tqLbsriQS4+L4xTHaiueTyHdp4uIQdvHF0iLoiopQv2WL1JZeSsRnHpZtLLr8fFSK5auvpH+r4+JOzA8vvmpTUvhBgoiIqBMpg6Jx0e1D8P1bu6BvNHS4TqN/MWrCDgH8c0pEREREDlB2rBbfvLbD7ed1r9u+HbkzZ8FYU2PR+iHnnovEl1+CQuO8+cnrmwz49/9twoasMqu3PatPDJ6/fDDiwljlTkTyYuLdC4nkcOsksUj2dpUkbk201BcV2i2V5eJ7T67UFse9ePFiu+Za5/kkcm9ixpSadh8KgoODnZaAFvOuay64AKEXXCD9W19WhrrNW060phdztls0iawD6AsLUfXtt9IiqGNi2swRL+aM7+o8yH3uvIW3nTceD+N4Yxw5YzGOZ8UJS1DjkjuH4Ns3dkDX0LbyvcmvFNXhB2xKunv7eWMc94ojZyzGYRzGYRy548gZi3Hcmzect6KjVfj29Z1oqNVJcRp1bduk+2kCTsRx1LzuthxP3TaRdJ8JY22tRTFCJk5EwgvzUdPQAIjFwjjWHsec5Tvx1+FSmJranjeF9p/z1l6wnxqPXtQPU0cmWzUWb3i+uSpW+zjie/GYJ587Insw8e6FrrzyyhNJYtFafdasWVZtLxLLLfOqi0ptkWR2lznfLSUqzkV7d3vncxd4Poncm3jTVd2uBVZQUJBsb7rUkZEInXietAiGigrUbdt2ojV9w759gLHrlraOoi8uRtUPP0qLoIqMlOaGb2lN79erFxRKpducO0/lbeeNx8M43hhHzliM43lx4lLjcNa/U7Fy4T4ojc1tMZu0FaiK2AcobLt5zhfOG+O4Txw5YzEO4zAO48gdR85YjOPePP28FRwqx3f/2wVdQ3OnJRNMaNDVtVlHq/GHAgppXveJMwfCL8D+dI21x1O3dWtzpXtd27F1JuT8SUicPx8mlQrVJSUWx7HWm+sy8d0uMf2TCcZ2iXeVVlSxnxzn9PQozLtiMJIiAn3u+ebKWO3jODPx7k2vceS9mHj3MqKtuVhaiDnIbUlaiwSzaK/eknjeunUrXElUiYvktaggF+PasmXLiWS4qGaPjIyUxizWmTp1ql0V7r5wPonIeVTh4Qg55xxpEQzV1agXifjNm6X29A17MgBDx+1tHc1QVobqVaukRVCGhSFwxIh/KuL79JZlHERERO4mPD4AlVG7EFo6CEZVI6oiMmxOuhMRERERtXZkdwl+WrQHBp1lhRiumtddXKvKufkWmCxMuodeeCES5j0PhVoNkxOLTH7acwwvrT5o8fqBWhUevKAfrj2lO5OwRORyTLx7GVFR3UIkny1tid7etGnTTiSKxVexOKJ63FZRUVFSAtueedpt4a3nk4jkowoJQfCZZ0qLINp21W3fcaI1ff3u3YBOJ8tYjJWVqFm3TlokQUGo6dcXAUOHImDYcPj37SPLOIiIiNyBQV2PyqidMCn1gFKe7jRERERE5N1EVe7uX/ItTrq7al732o2bkHvLLTDVt60m70zoxRcj4blnpaS7M2UUVOI/S3davP7o1Ei8OGUIukdZX+VOROQMTLx7kZaEbgt7ktQiwdw66SzapYvFl/B8EnmOgIAAeAplUBCCzzhdWgRjfT3qd+480ZpefG9qapJlLMaaGhg2bkKNWESLs9RUBNxyMyIuvhgKjUaWMXgqT3rOWYLHwzjeGEfOWIzjeXH8/PzQv3//LrcT69gbxxkYh3HkjsU4jMM4jCN3HDljMY5lQkNDpeubjY2N+Pbbb9v8bOLEidI8y2IdR/PE8yYqrifOHIBvXtuB49lVbX6mVbd9f5mQHo7xN/R3eJW2ueOp3bABubfMhqnV/OxdCZs8GfHPPgOFSmVVHGsVVzdi5gdbUK9r2ylSoTn5fbmfWom5k/ri32NSoFQqfPb55i6xWscJCwuTPmspW013ae9nrY7iELkrhUncgiWzF198UZon2xl/jD3FO++8IyVyU1JSHLbPm2++GYsWLTrxbzHHuWjRbqv2f/Bd8FSR2ryL9vH2Hosvns/i4mLExsa2eayoqAgxMTFOjUtE9jE2NqJh1y6pLX39li1Sdbyldx87iiYpCVE33YSwyy+DUts89y0RERERERER+TZeb7RcQ60OX728DaX5tR3+vMegKEyaORBqbdtktrPV/vkncmffClNjo0Xrh112GeKffuqkpLujNeoNuGrRBmzLaZ5etivRwVosmXUa0mODnTomohZ87SNrdH7LiRMtWbIEI0eORHV1NXzRAw88ICV1He3zzz9v8297W5n37Nmzzb+XL18OX8LzSUSuoPTzk+Zfj7n1VnR/7z302bgBPT77FDH33IOgsWOhDHR+6yxdXh4KH38chyeci7IPPoDRwrm+iIiIfIm4kbY0v8ap+yciIiIiz+QfpMHFdw5FaMzJFbq9Rsbi/FsGyZ50r/n9D+uS7lOuQPwzTzs96S7e9z785R6Lku5alRILrxvBpDsRuS2lqxKa4g6R1NRU7Nxp+Xwd3mDq1Kl44YUX8Pzzzzu02j0rKwsVFRVdJnqt1T7RvHr1avgKnk8ichcKrRaBw4YhetZMdF+8CL03bUTKss8RO2cOgs86C8qQEKfF1hcV4fhzzyNz/ASULFwEg4/eMEdERNTRxcE/V2Ti82c3I3NrkcP2W3G8DjvW5OCrV7Zh49dZNu+nMKsSefvLYDIyeU9ERETkKkFhfph811AEhf/TVnvA2ARMuHEAVCp5UzM1v/2GvFstT7qHT52K+CefhKKLduGO8s5v2Vi+Nc+idZ+9fBBG9Ih0+piIiDxqjneRwFy7dq1U9T5ixAgpAXn22WfDm1VVVWH8+PHSnOEzZ87EnDlzHN6SvT17E8WRkZFmY3grnk8iclcKtRoBgwZJS9SMG2EyGNB44IA0P7zUnn7zFhgqKx0a01BejuJXXkHpO+8g4tprEHn99VBHRDg0BhERkSfZ/P0R7FiTK32/6p090DX2Q78x8Vbvx6A34lhmBY7sLsWR3SWoLPpnepm6yiacemmaTePb9F02cveWISTSH31Oi0PfU+MR1kG1FRERERE5V2h0AC65ayi+fHEb+p8RL72/c/Sc7uZU//IL8u+4EyadzqL1w6+ajrhHH5Ul6f7z/iI8++M+i9a9eVxPTBmR5PQxERF5XOK9pfp3y5YtUvJdzHUuWq+/9dZb8Ebr1q3DlVdeifLycmlu+7ffftvhMZxRPR0eHn5SFbiv4PkkIk8h2n359+8vLZH/+hdMRiMaD2VKiXhp2bIFhtJSh8QyVlejdMHbKPvgQ0RMm4bIf98ATbv5jYiIiLydqEjf/F32iX+LjvDrPtwHfZMBg84yfyGwvroJRzNKcWRXKXL3lqKpwdDheuWFdagsrkNYjHXTzNSUNyB3X5n0fXVZA7Z8f0RaEnqFo+9p8UgbHgOtv8suBRARERH5nMj4IEz/72ipAl5u1et+Rt5ddwEWJt0jrr4a3R59RJabAw4dr8Ydn22X3k+bc07fWMyd1NfpYyIispdLP223JN9FJfjChQulCmDx1Zuq32fPno1FixZJrQjnzp0rtZh3hvZJ3PZJXltERUWd9Jio2Ld3rnNPwPNJRJ5K3I3s36e3tERee43096cpK+vvRPwW6atoIW8PU10dyt5/H+WffILwKVcgasYMaBITHXYMRERE7irjt3z8sTyzw5+tX3IQukYDhk/s0cFc8LVSRfvR3SUozK4CLOwALyrhh5xjXeL9wMbCDvdfcKhCWtYvPYj0YTHoOyYeCenhUCjlrbgiIiIi8kUuSbqvXYu8u/9jedL92mvR7eGHZEm6l9c2YcYHW1DTqDe7bq/YYLw2fShUfN9KRB7A5be5i6Tj1q1bce655yIzM1OqfhfV4Y6eA11uL774Ip577jlpnnBxoUUk32+66SbZEsXt25rboqNks4jjC4link8izyFeY2tra9s8FhQUJHvbLnclzoNfWpq0REyfLp0vXU5Oc2v6TZtQtO5nGKqqTqwfqFBYfO5MTU0o//QzlH++DGGXXIKomTfBLzUV3s7bnnM8HsbxxjhyxmIc34kjEtq/fHqg0zhN+gb88vkeVJRXYvh5PVCe14ScPWVSwr2m3LK5NNsTifoh5yRbfDzi5/v+PNblPvWNBuzfUCgtodH+6HNqPPqeGie1QbU0jqMwjvvHYhzGYRzGkTuOnLEYxzFqamoQHR3tscfjrXGq1q5FwQMPAgaDRdd6Iv91PWIfeMDya0J2HI/OYMTsT7Yip6zO7LrhAWq8fkU/KPSNqKlp9Jrfj7PjyBnL2+IQeXzivWXu7MOHD0vt5hcvXoxly5ZJiycm4N955x3cf//9JxLu4tjEsQwbNsypcUU8ObhLe3RxvOJmBtESXoxJLCKxLc63WMRzSdzEYc/+fel8Enky8Vpb1SpxLAQGBvJNVyfEedH26CEtoZdfDlNWFiq++RYVS5bAUFaKAJUaVp85vR6VX3yByq++QuikiYi6+Wb49+kDb+VtzzkeD+N4Yxw5YzGOb8QpLajB2g/2dVqpboIJ9U3NF4H++n4/Nq48gGBtBJQK++bFzD9YgaYG/YnW8OaOpzCrqs088eZUlTRIbfPFktjn71b0w2Kh0ig86vfja3HkjMU4jMM4jCN3HDljMY7jEu8itqcej6VxxI2UBZnl6D0qzqlx7CXi5H/9DQqfeAIwNk9pZO5aT+S//43YuXOsGoutxyO2e+ybDGzIap4aqStqpQL/u3o4wjS6NrE8+f8PX0vdPw6Rvey7CuBgos38qlWrpES7+E8kEtZpaWmYOHEivvzyS7irHTt2SC3lVSqVlPAVc7mL8YvvRRW/K5LujmiN3lGVd6mD5gm2J1EtbsiIiIiQbnAQxynOs3iuzJs3DyNHjsTy5culDgpiHZGct5YvnU8iImVgICKnT0PK0iWIueceaBISbN+Z0YiqH35E9uRLkXvrbajftcuRQyUiInKZqIRgjL7Y8q4uRr2FveTN7cdgQu5e8xclW+z/q+tq967kH6jA2v/bh/fn/o61H+5DYVbzzeREREREvq6yuA5fvLgVq9/bi4ObC+HOqn78sU3S3Zyom2ZYnXS3x0cbjuLTjTkWrfvk5IE4Le3k6VuJiNyZW1S8tyaqlEX1+/z58/HAAw9Ij4m538UizJo1S0qqivVCQ0NdmmxfunSplORtqVpuuSghV5V7i7Iyyy/EeHKFtjjXIukukuDi/E6ZMqXD9URCXqwn5k9vScqLxdLkua+cTyKi1pR+fgi/9FJ0mzED1T/8iNKFC9F05IjN+6tZt05agsaMQdQtNyNw1CjegUpERB5t5Pkp0GhV+H3ZIVnjilb1acNjza6nazLg0JbjdscT89SLBH7V2jKERPohfUQ3pA2PQZxtxV1EREREHq00vwbfvLYDdVVN0r/Xvr8PWj81UgZHw93U/vkn8ufMtTzpPmsWYv5zt2zXa34/VIInvt1r0br/Oq0Hrj6lO4xGo9PHRUTk1Yn3FnPnzpWSp+LrihUrTjwuKphbqpjF3NgiAT9q1Cjpe2e1pBftK7Zs2SIlcjdv3iwlgFtrSbiLxK5olX/FFVdATnK1RXd1NwSRpBY3XojvuyJufNi6dStGjBgh/c7ETRvjx4/H2rVrLUq++8L5JPI2/v7+rh6C15w7hUaD8MsuRdglF6N61SqUvL0QjQc6ns/W0g99YgkYPhzRs29B0BlneEUC3tueczwexvHGOHLGYhzfiTNkfDI0/ir8/PH+k9rOa1Rah8XRBqjRfUAkUgZFS18tOR6j3ojBZyVJc7fXVtg2p3z742moNGHPukLs+bkQA0bVYMSkFMT1DIOvPw/cIY6csRiHcRiHceSOI2csxrGfn5+f1563wuxKfPfGTjTW6U88ZjSa8NPiPbj49iFI7BPhkDiO0JSbi/z/3CPN6a61YLqjqNm3IObOO+26RmPN8WSX1OLWT7bCYDTfUemM9Gg8elF/m+LYw9viyBnL2+IQ2UNh8oDecZWVlXj22WelpHbrpGhHfxREAr5lnm/Rpl609xbfCy1J15aW3y2VzS37FP8WyV1RcS8eE9+LhHv7RGz7UyZiPvjgg7In3FuIxLLoAtB+TCL57IgK89bEjQ5iXnVXHJslSffWxO9PPAesPSfecj6Li4sRG2u+Msacxx57DI8//rhDxkREnkf8zav5+ReULHwbDTvtbx3vP2CAVAEfMn48FEq3mvGGiIjIYqLF6Jr398FkwYVDS4V3C0TKoCgp2R6XHgaVyra/k+JicN7+Muz/qxBZO4ph0Dm2Sig+PQzDzuuBlIFRUCg9/2Y6IiIisu96Y1FREWJiYuBtcveX4YcFu6Fv7Lh6XOOnwuT/DEO3FNd15W1hrK3FkauuRuPBgxatH33bbYi+/TbZCiMq63W47K0/kFVca3bd1OggfHXr6QgL1MgyNiJL+NJrH3lxxXtrYWFh0vzdYmmpeBeVzC0JcPEHouV78bhYHKWjGC1JfJEIFq3MU1Mtn+vPkzhiXnNHEQlqa5LugrjhQjxnROt5QTwvxPfiMV8/n0RElhJ//0LOORvBZ5+Fur/+kirg6zZtsnl/DRkZyL/jTvj1SkfUrJsRev4kKNQe8XaEiIjohN6j4qS286Laydb53JVKBRJ6h0uJ9h4Do6TEuyOI/XbvHyUtjXU6ZG4tklrHF2ZVOWT/xzIrcSxzFyLiAjH03O7oMzoOKg1vpiMiIiLvIW5eXPlO1+/zxPQ8376xA5ffOwKRCUFwFZGzKHjoYcuT7nfcjpjbboNc9AYj7vhsu0VJ9xB/NRZfP5JJdyLyaB53pVsku8UiquA///xzqVq4dev31ony1v+2VGfbiX+3tLYX1dCidTnJl3AXv3NbiO1aEu/C/PnzpZslWrogEBGR5X8fxXztYqnbtg0lb7+N2vW/2by/xkOZKJgzB8VvvIGomTchfPJkKLSOa9FLRETUlerqaqxfv77LdcaNG4eQkJBOf546JAYX3TYEPyzYBX2TZVXl/sEaqVK8x6BoJPePhF+Acz+S+wVqMGBsorSUF9ZKVfAHNhxDbWXzHKX2KC+sw88f7cfGb7Iw+OwkDByXKMUjIiIi75ORkYGBAwd2+LOWKtA9e/ZgwIAB8HT7NxzDug/3W9TZqLFWL70XOv+WQXCV0oWLUL1ypUXrxtx1J6Jnz4acnv1hP9YfLDa7nmik9ObVw5EeGyzLuMh5RCX4ggULulxn9uzZDunWS+SOPC7x3roKfubMmdIibN++XWoRLtrEi/bwos24LXN1tyTcW9rVi2S7ryba3WWuc1uT7i1V5uJ32LoLgkjEL1u2DL56PomI7BU4fDi6L1qE+oyM5g94q1bZvC9dTg4KH/0vSt5agKgbb0T4lVOg5HxNRETkZPX19dLnxq6MGjWqy8S7kNwvEpfcORTfv7WrzdyfrUUlBZ9oIR+bEipVpLtCRFwQTrssDadM7om8fWXY99cxZO8ogUFvXyv6usombPgqC6HRAeg1spvDxktEREQkt10/5+K3pYcsXj+pbwTG39APrlL9yy8ofu01i9aNufsuRN9yC+S0ZFMO3vsj26J1H7mwP87szbbdROT5PDbx3t6wYcOkpTVRFS8S8GLu9tbzuLdOgIrEbMuc7y3JdpHU9yQt46eOjRw5sk3iXXRIEM+Bzlq/83wSEVkmYMAAJL3+GhozM1GyaBGqvvteTCxr0770x47h+DPPSJX0Uf++AeHTr4Iq2HWt2oiIiCwVnx6O6Y+ego3fZklzq4suMaLdaEsL+ZBI97qhTGpFPyBKWhpq/2lFfzzb9lb0odH+SBvOihUiIiLyTKIYb8sPR7DpW8uSxELqkGicd9MAqDUquEJjVjYK7psjBm923bDLLkPUzTdDThuzSvHo13ssWnf6qGT8+/QUp4+JiEgOXpN474hIoLdPxpPvGTFixEmPiWkK7Kmk9+Q2LzExvHOQiBzLLz0difPnI+b221G6+B1UfPUVoNPZtC9DaSmKXnwJJYvfQeS11yLyumuh6uRGKSIiIncRHOGH8de7rtrJVv5BGqlFvFjKCmql1qoHNhZKVezWGDqhu8sq+YmIiIjsTbr/sSITO9fkWrxNn1PjcM51faFUKeEKhupq5N12G4w1NWbX9R88GHGPP3Ziil055JbVYfYn26AzmL8pYHRKJJ6cPFDW8REROZNXJ959mbPamndWJe7OOqpgX716tVWJd55PIvf+gFRXV9fmscDAQL5hd8G503bvjvinnkT0rbNR+t77qFi2DKaGBpv2ZaysRMn//oey999HxNVXIfKGG6COjoY78LbnHI+HcbwxjpyxGMcz4ziaq4/HEXFElf6Yy9Nx6uSeyNlbhh0/H0b2rpITRVRatX+HccS89X3HxPvseXNFHDljMQ7jMA7jyB1HzliM497kOJ66qib8tvQAMjbktHm8s/c9wqCzkzD2yl5QWHnToaOOx2Q0omDu/WjKzu40Tv3fb+BU0VGIf/45KLRaq2LYczy1TQbc9MEWlNWav5EzKSIAC64dDq1a6TP/f3zhtbS2tlZ6zJPPHZE9mHj3As5K3oq2/O2JVvzecH7WrFlj1fqO4C3nk8jdiDddYmqR1gICAvimy4XnThMfj7iHH0L0LTej7P8+QPmnn8JYW2vTvox1dSh9512UffQxwq+8ElEzbpT270re9pzj8TCON8aRMxbjeGYcR3P18Tgyjqjc6j4gEtqoJvQ7JxoZ6wtwaPNxaOAHBU6OM+isJGi0trVY9abzJmccOWMxDuMwDuPIHUfOWIzj3px5PAaDEXt+ycem77LRUNeE+qa21yw06o7f94y8MAWjL0q1aQyOOp6SN99Ezc8/dx4HQI3RAKg1SHrscdT5+yPUSUnQ9sej9fPH3Uu248DxarPbB2lVeOdfIxEV7OdT/3984bW0urraaYl3b3qNI+/lml4o5FByJm+joqLgDRXvXVWw83wSETmGOioKsffeg/R1axF9x+1QhoXZvC9TYyPKP/4YmedNxLFHH0VTTtu70YmIiMjxQiIDcOqlaZjy0EjpIrOobm9NrVFi0FmJNu27vLAW9TXWtbQnIiIislfu/jJ8/sxm/L7sEJrq9RZvd8aVvXDKxT1dmuSrWrUKJW8tsGjdmLvvQsCggZDTi6sOYM2+IrPriVP46vRh6BsXKsu4iIjkxMS7l2hfpd1RdbW1OkpOe1Nr9KysrE5/xvNJROQ4qrAwxNx2G9LXrkXsnPugsqdlvE6HimXLcXjS+cifMxeNhw45cqhERETUgYAgLUZdmIrrnx2DM6/qjdCY5q4B/cbEIyDYttalv3xyAB8+9Cf++ioTVaX1Dh4xERERUVvi/cZPC3fjm1d3oKzA8q58Ikl8zvV9MWR8Mlyp4eBBFDzwoEXrhk6ejPBLLoGcftxTgLd/PWzRunMn9sW5/bs5fUxERK7AVvNeQlR1t07sOmJO8tLS0pMeGzlyJOQwf/58PPfcc9JxTJkyBYsXL7Y5Sd3Zdl2dI287n0TeTuuEuap8hZznThUchKgZMxBxzTWoWL4Cpe++C/2xY7btzGhE1bffSkvIuRMQdfMtCBg4AHLxtuccj4dxvDGOnLEYx/PiaDQa9OjRo8vtxDr2xvG686ZVYeCZSeg/NhFZ24sR2yPEpn0XZlei4FAFjCYjMjeW4vCmUqQMjpbmTI2Lg1N42+9HzliMwziMwzhyx5EzFuO4N0ccj77JgG2rcrBt5VEYdMYO11ErO37fp1QpcN6MAUgbHgtXHo+hogJ5t90OU7v5rTsSMGIEYu+91ynzund2PDvzKvDsT5mAJsjsNpcNS8QtZ/b06f8/3v5aKnIrIqejVHZe9xsaalu3A297jSPvpDCJiRHI41155ZVYvnx5m8fs/dXefPPNWLRoUZvHysvLnV6lLY5DHE9rEyZMwOrVq23a37Zt2zBixIiTHu/qWLzhfBYXFyM2tu2bwqKiIsTExDglHhGRtUxNTaj85huULF4M3VH7W8cHjR0rzSsf2MFrPhEREbkPUW12eHtxhz8TCfix03ohNKq5qp6IiIhcLyMjAwMHdt22fM+ePRgwQL4b4s0R13Kzd5Tg9+WHUF3aYPX2aq0S598yCN37u3aqUJNej9xZN6P2zz/NrquOi0Pq8mVQ29Np0EoFFfW45M0/UFLTaHbdocnhWDLrVPhrVLKMjchRmGshr201X1VV5eohuK1Ro0ad9Ji9Vdrt26uLuc/laI2+dOnSkx5bs2aNw+N0dSzedD6JiNyVuPs6fMoUpH3/PRJefBF+vXrZtb/a337D0WuuxdHrrkfNH3/YfcMUEREROV5FUR0O7+g46S4c2VWCz57YiB1rcmA0dFyVRkRERNSVsmO1+Oa1Hfhx4W6bku5+gWpcctcwlyfdhaKXX7Eo6a7w80PSG2/ImnSva9Jj5odbLEq6x4f5Y9H1I5h0JyKv5/aJ9xdffFFKgqpUKkREREhfo6KiMHHiRPz888+uHp7bEBXh1sxhbon224tEsRwc0dbd3Hkwl/D2pvNJROTuFGo1wi66EKlff4WkN9+Av5m76M2p27wZuTNuwpFp01G9bh0T8ERERG5kx5pcwMyfZn2TEX8sz8TyeVtRnFMt19CIiIjIwzXW6/H7skNY+tQm5O0vt2kf3QdEYepDoxCfFgZXq/z2O5S9955F68Y/+QQCBtl3PcUaRqMJ9y3biYwC88WS/holFl8/ErEh/rKMjYjIldw28b5u3TopwX7//fdj69at0kXzlkW05xYV0CI52rt3b3z55ZfwdcOHDz/psS1btjg0Udy+/buzdJSQnjVrlsMqzYWpU6f6zPkkIvIUCqUSIRMmIGXZ50hevBgBI+1rGd+waxfybr0N2ZMvRdUPP8BkMDhsrERERGS9uqom7P/rmMXri6T7suc244/lh6Br5N9xIiIi6trRPSXYuTZXSgpbKywmABfeNhgX3zEEodGun/KmPiMDxx55xKJ1I//1L4RNngw5vb7uEH7YXWjRui9dORQDE11/IwMRkc8m3hcvXoxzzz1XSrC3VKkpFIo2S0sSPjMzE1OmTMGtt94KXyfOQ2uHDx+2q+q8feW5uWS1o6SlpZ1Ifotl7ty5WLhwoc37EzdutCeeX75yPomIPI34Ox889gykfPwxenz0IYJOP92u/TUePIj8e+5F1oUXoWLFFzDpdA4bKxEREVlu9y95MOisax8vLgmIKnnRfv7I7hKnjY2IiIg8X6+R3ayuVFf7qXDqpT1x1X9PQcog+dq0d0VfWoq82++AqdF8C/fA005F7Jz7IKef9xfh1TWHLFr37gm9cOHgeKePiYjIXbhd4n3t2rW4+eabpaR660R7e+2T8CIxO3r0aPiyBx980GHzorffViSh5ZqPvKXNu3geiKT5vHnz7Npf+2MRx9E+qe7N55OIyJMFjhqF7u++I1XBB48fb9e+mo4cwbGHH8bhiZNQ9umnMFrwAZaIiIgcJyE9HAm9bPscVF3WgO//twur3tkjVc4TERERtSdyBWOn9QZOTid0qNeobrjm8VMwYlIKVBr3SJWIYoH8u/8D/THzXYI0SUlIfPllaQo/uYj53Ocs32nRuhcOised5/Ry+piIiNyJwuRGE59WVlYiNTVVqgxuSbZ3NLyOEvEtiXpRyfzTTz/BV40YMQLbtm078W9bf70i6b1o0aIT/169enWH8553RfweWxLOYltrEs2i6l2s31G1urXt3Vsq6FuImzQsbV3vTufTWsXFxYiNjW3zWFFREWJiYpwal0hu4v9lfX19m8cCAgI6/FtBnn/uGg4cROmiRaj68UcxoZhd+1LFRCPq3zciYtpUKIOCvPq8dYXHwzjeGEfOWIzDOIxjvcLsSuxYlYPM7UXQ6dreCKdR+5mN4xeoxpjL09FvTDwUSoXPnDdXxGIcxmEcxpE7jpyxGMdyGRkZGDiw6/nD9+zZgwEDBsAdjueXT/Yj47eCTn8elRSMcdN6SzcEutvvp/Cpp1H+ySdm96cICEDKks/g36ePTXFsIfY988MtWLOvqLkjsb7t+zhFq/dxAxNDsezmMQjQquyO6U6/H0+JI2csb4vTEeZayBry3QplAZGYbEm6tyQ4RXJStBsX872XlpZKiVSRzG1p293yn6plG5HQFG3n33rrLfgiUaXdeu5wcU5tmR+9dZJYnH9rk8QiWT1+/PgTvyeRRBfdDDqaO70jospdHMfy5cstqk7vzP3333/S/PHWnA93OZ9E1Dnx2t9+Kgd/f3+PTRrKyRPPnX+f3kh86UXE3HE7ShYvRuXX3wB6vU37MhSXoGj+fCmRH/mv6xFxzTVQhYZ65XnrCo+HcbwxjpyxGIdxGMd6calhmHTzIJQdq8Gqzzbj8PbiEz8LVWuhMFOm1linx88f78eBjYU465o+iIgL8onz5opYjMM4jMM4cseRMxbjuDd7jueUyT2RubVIes/Q/ua9Uy7piQFjE6BUKd3u91OxYoVFSXch4blnT0q6WxrHVp9typWS7n9HgrGhts3PVcFakalBTIgfFl8/0u6ku7v9fjwpjpyxvC0Okb3co3/K35577rkTCXSRnBRzaq9atQrPP/885syZI339/PPPUVZWJs3//vbbb0sV8i3zvbduO//zzz/DF4kkdevkti1t2ufPn9/m38uWLbN6H62T7oL4Xjxm7XGIpHfrinNriO1E4r41cWOGJ55PIiJqS5uSgoRnnkH6yp8QcfXVUGjFhzvbGCoqUPza68g8ZzyKXnkV+rIyh46ViIiIOhbeLRDjpvfBeTMHICTK3+rtCw5VYMnTm7Dpu2yr544nIiIi7xUQrJUS7CcogAHjEnHtk6dh0FlJJ5Lu7qR+xw4UPv6ERetGzZqF0EmTIKes4ho89d1es+tp1Uosum4E4sMCZBkXEZG7cZu/MKIauiVRK9p7b9myRUqqdyYsLEyqPM7MzJTWFUnd1sn31lXKvkYkdlvauosOAe0Tv10Rv4PWVeIi0SyqxK0hYra/86hl3+JnlmpJULdv926JjhL9Yn/WHos7nE8iIuqcJjERcf99FGlrViPyxhuhCAy0eV/GmhqULlyIzPETcPy556A7ftyhYyUiIqKOJaZH4NK7h2Hw2UlQWtA6vjWj3oTN32Vj6TObpEQ8EREReQ97bqwTVe1RicGITw/D1AdH4ayr+8A/WAN3pCsqQt4dd0rzu5sTdOY4xNx1J+SkMxhx99IdqNcZzK77xCUDMKx7hCzjIiJyR26TeG9dibx48WKrthUVyWJ7URHfknwXFfEPPfQQfJFI7IobGVqIxG/7ym9LktUiSTx37lyr40dGRtr0s46Oo+V5IZLvlia8RZJe3LTROvkv9mNry3pXn08iMk+j0bRZyPfOnSY2Ft3mzkH62jWIvvVWKC1oGd8ZU309yj74EIcnnItjjz2Oprw8rz1vLXg8jOONceSMxTiMwzj2xwkI8sepF/fC1IdGoVuq9X/Hywvr8OVL26QW9A21Oq8/b3LGYhzGYRzGkTuOnLEYxz2Ja/xZO4rx9Ss7cexQlU3HI6raL7lrKC67dzhiuoe47e/H2NSE/DvuhL74n6l3uur+l/jCC1CoVLIez+trD2FXXuVJjytU6jbLef26YfqoZDiat/3/4Wup+8chsofC1DKZuoudd9550tztaWlpOHTokM37EUnXkSNHSsl3UaUs5oX3VeJciMr/lirzrhK/1qxriZb52VsTiW9b2qy3ni9e/E7FvOui20FLFXrr9cR0Ba3jtiTvHVFl7srzaYvi4mLExsa2eayoqAgxMTGyjoOIyBUMNTUo//QzlP3f/8Fgb+t4lQphF12EqJtnwY9dS4iIiJzOaDQhY30+/vrqMHQN5iur2gsI1WLs1F5IHxHLOR+JiIgcICMjAwMHDuxynT179mDAgAF2x6osrsdvnx/E0d3N1/XDYgJw1X9PgUrjNjWEDiNSM8cefRSVy1eYXVcZFISUz5fCLy0NctpypAxTF/4Fo5kskpjXfeXd4xAZZPtUgETuirkW8sjEe3p6OrKzs6UE5X333WfXvkQCXyTyxQfsRYsWYcaMGfBlokJbnIeWxPXUqVOlCnLh8OHD0vlqaeUukuOOaod+88034/PPP5e+F4lyW+ZHb38cravexbG0VNC3b2Evfibiibjecj6txT8GRESAsb4eFcuWofTd96C3t3W8QoGQiRMRffMs+Pfr56ghEhERUSdqyhvx29KDUsWbLXoMjMK4q3ojNIpzjBIREbl74l20ld+26ii2/nT0pBbzp17aEyMmpcDblH36KY4/+ZRF6ya99T+EnHMO5FTdoMP5r/2GvPJ6s+t+cONonNmb150JaGhokPIkXREFuP7+/vAUzLWQRybeRQK1srISW7duxdChQ+3en6g2XrFihd0V9N5EVIIvXbpUSlK3zMMuEsciKTxhwgRMmzZNatvvzsSYRTJfVM6LYygrK5MeE8cgjkXO43D388k/BkRE/xCt2yq//AqlixdD10HreGsFn3kmom65GYHDhjlkfEREJK/a2lps3ry5y3VGjRqFoKAg2cZEnROJ9/VLDqK2otHqbdVaJc67aSBSB0c7ZWxERES+wNmJ95y9pdLf+sqijhO8aj8Vrnn8VARH+MFb1G3ejKP/vhHQ682uG33nHYi59VbI7d7Pd2LFNvPXUG4Yk4LHL7G/2wF5B5GDWLBgQZfrzJ49+6TchTtjroU8MvGuVCqlCnVxJ0xKiv13r4nqeZF0b5nvPdSOuV6JPBH/GBARncyk16Pqhx9QsnARmszcfWuJwFNPRfStsxE0erRDxkdERPLwxotB3q6pXo8NX2dh9695gBVXMTT+Klz9mDwX6sXlFb3OKLXHFx3u/YM1bHVPRERewVmJd9Hd5vdlh3B4W5HZdXuN6obzZnhHcldXUIDsKVdaNDVeyLkTkPjaa1Ao5W21//2uY7jt0+aurl3pFRuMb+84A/6aruedJ9/hjZ+1mGsha6jhZhyRdBdSU1OlecHXrVsntf6+/PLLHbJfIiIi8lwKtRphl1yC0IsuQvXqNShZ+DYa9+6zeX91GzYgZ8MGRFx9Fbo99JC0fyIiInI8bYAa46b3Ru9TuuGXj/ejNL/Wou1OuzTN4qR7bWUjSvNroGs0NC8NhjbfNzXqO/mZHk1/f9/6pgCtvwrJ/SORNjxWanuv9ef7BCIiIsFgMGL3z3nY9G12899PCxzafBwDxyUioVc4PJmxoQF5t99hUdLdr1c64p97Xvake2FlAx76crfZ9TQqBV6dPpRJdyKiVrz6U59oN7927VqsXr2aiXciIiI6QXxoDZ14HkLOOxe169ej5O2FqN++3eb9lX/6GXSFx5H48ktQetAcVURERJ4mLjUMVz40CjtW52Dz90dOmgO2zbo9Q6UL9JbKySjDug9tvyGvvaYGAw5vK5YWlUaJHgOikDY8BimDoqUbCYiIiHxRQWYFfv30AMoKLLuJrrX1Sw9i6kOjoFR6ZkcZ0R3n2KP/RcPevWbXVYaGIunNN6EKlnfqI6PRhHuX7UBlvc7suved1wcDEsJkGRcRkadwq096Yn5sRxJzbN9yyy3YsmWLQ/dLRETu9aGloaGhzWP+/v5s62kBnjtIxyrmaw8aNw51mzaj5O0FqPtrg9nz1thuph4/hQI169Yh96aZSFrwFlQhIfAU3vY8kOt4GMe948gZi3E8M46jufp4fC2OSqXEiEkpSB8Ri18+OYC8/eUnrSMuyJ91TV8olAqL44gKdXuPR2doavOYRqWV4ogbBMRc9WJRqZVSJXy6SMIPjoZfoMbrfkeMwziMwzieEItx5FVX1YS/vszE/r8Kbfq76heoRv/T4x0+Ljl/P/mLFqP466/bXEvoMI5SicSXXoK2Rw/Zj+e9P7LxR2ap2fVOSY3ANSPjUV9fb1McX/3/4wuvpeI5IR7z5HNH5DWJd0cLCwtDz549UVFR4eqhEBGRk4g3XeXlbS+2xsXF8U2XBXju/iGOOeiU0dJSv2OHVAFf88svHa4rUu5Vxrat8KJVaoizVrdlC45e/y90X7wI6uhoeAJvex7IdTyM495x5IzFOJ4Zx9FcfTy+GicsJhCX3DUUBzcW4vflmWio+acya9h53RGVGGxVHI2fnYl3mFDXWN3msdDASCikdwn/MOiNOLKrRFqUKkVzO/phsVI1vKXt6D3ld8Q4jMM4jOPOsbwxTkHucTTVG6BSKxAU5of4hHiXf7YTFdR7fy/Ahq8Oo7FOb9Pf1fSR3TDy/B5ITU90eLW7XL+f6t9/x+EXXwRMxpOuJbQXe+89CB57huzHs7+wCvN/OmB2vRB/NV66cgiqKiu86v+PN8WRM1b7OJWVlU5LvHvT9SvyXl6deBdE4l20myciIiKyRMDQoUh+ewEa9u9HycKFqP5ppXh3b/H2jfv24cg116D7u+9Bm2R5e1siIiKynrjQ1ufUeHQfGIU/l2di/4ZChMUEYOQFKVbvy97Euy2MBhOO7i6Vlu79IzkPPBERWayhVofio9UoyqlC0dFqFB6pQEHesRM/9w/SoP/wNPQYEI3kfpEIiZR/WrSio1VSW3kxPltExAXi1EvTpKlmPFntxk3Iv+feNkn3zoReeCEib7wRcmvQGXD3kh1oMpgf4zOXDUJCeAAKCytlGRsRkSfx+k90jm5fT0RERL7Bv29fJL3yChrvyELposWo/PZbwNC20r0zuqM5OHr11Uh+ZzH8e/d2+liJiIh8XUCwFuNv6I/ep8ZJrdzVWuuT6Bo7W83bIz4tDEHhfi6LT0RE7q2xTofinGopgS2W4pwqVJW0bblsbJfUFYn5zK1FyNpWIv07vFsgkvtGIKlfJJL6REAb4LzUgIi98Zss7Fmf39w2zoab4UZe2BMx/dTSFDOeSlToln3wAYpeeBFGvflqf7/+/RD/9FMuqeB9YeUB7C80f4PEpUMTcMmQBBiN5hP0RES+yOsT75GRka4eAhEROZla7fV/zpyG5848v549kfD8c4i+/TaUvvMOypevgMqCBLy+qAhHr7teqp4PHDYM7szbngdyHQ/juHccOWMxjufFEY/FxMRYvZ0j17cV43QtuW+kzXE0fvaPRaW0LXmfNjzWZ35HjMM4jMM47hTLHeM01etRnPt3gv1oczV7ZfE/82jb+neo4nidtOz+NR8KpQLdUkKl6U5ENXy3lBAou0hw+/n5oX///tDr9Th48OBJHWfFz8UiEs0HNhbizxWZqK/+ZwoYa6SPiMXpU3ohMEyDkpLmmwY88XlgrKvDsUf/i6rvvz/xmKrDxvJ//ywiAslvvAFlQIDsx/P7oRK8+3u22fUSwwPwxOSBNsexFeO4f6zWcVQq593M6m3Xr8g7KUzir6EbUCqViIiIQGlpqUP3e8stt2Dx4sUwWFihRuQtiouLERvb9uJNUVGR2QuMRETUtYaDB5E74yboi4stWl8REICk11+3eX42IiIikkddVRPen/u7S2Jf/+wYl7QAJiIi9/PZkxtRVlAra0ytvwqJfSLQfUAUBo5LtOl6Y2l+DdYvOYiCQ23n/bZUWGwAzpzeR7oZwNM15eQg74470XjA/HzpEpUK3d97D0GnjIbcKuqaMPHV9The1djleqIIf8nMU3FKzyjZxkaeSbwmLFiwoMt1Zs+efdJriTtjroWs4Va3h1RU2PZHmYiIiEguonV8j88+Rc6MGVJLeXNM9fXIvfVWJM57HqEXXCDLGImIiAh2tZpXKhXSv6XFTy21vBWLSEy0fC8t/v/8rOXnaj8VSvNqpPa+x7OrzMbtlhpqU9K9JK9aSnCIavl+Y+I5PzwRkZeI6R4ie+K9qcGA7J0lqK1s6jLx3hFdowF/rMjErrW5MBqtr/FTaZQYeX4PDDu3h/S9p6v57Tfk33sfjFXm3wO06Pbggy5JuouazIe+3G026S7ccmYak+5ERBbgpzIiIiIiK2mTkpDyySfImTkLjfv2md9Ap5M+eBsqKxFx1VVyDJGIiIispNYoMeOlsVICXcwTb2/L+6ETuqO6rAFZ24txeFsRjh2udFibeUEk9o9lVkrLtpVHcdbVfZA6hFU3RESuIpKYYm5zMfd6VUm9tKQMjkZUQrBV+4ntEYIDGwrhCsn9Iqxaf2jqWPz0+iHUV9nWVr7HoCiMndobYTH2t1d3NZPRiNJFi1D82uviyWDxdmGXX46Ia66GK6zYlo8fdpt/rg1MDMV/JvSWZUxERJ7O7RLvX375JS677DJXD4OIiIioS+roaPT48APkzb4VdVu2mN/AZELhE0/CUFGBqFtugUL0aSMiIiK3If42+wdpHLpPUck+ZHyytNSUNyJrR3MSviCzAvj7mnzasBibkjuHt/0z7U1dZRN+eHs3zpjSC4PPSeL7DCIiJ2lq0KO6tCWx3oCq0uav1X9/FdXfrfkFaqxOvMd0D4WriPneLREZ3A3Txt6NAd1H25R0D470kxLuqUOiveJvlqGmBgUPPICaNWut2i5s8iWIf+Jxl5yDnNI6PPb1HrPr+WuUeHXaMGjtvCmRiMhXuF3ifcqUKZgwYQLOPfdc6fuUlBRXD4mIiIioQ6qQECS/sxj5/7kHNT//bNE24u53fXk5uj3wABRKfnAlIiLyFcERfhh8dpK01FY2IntHMUoLahEabX2Vn2hBXHG8ru2DJuD3ZYdQWVyPM6b2ktrlExGRdQx6Y3NivV1CXUq0lzagoca6JLPYzlrRycHSfNpWFE07hJgqJa5nmGXrqjTokzjM6hhKlULqCDPyghSpw4w3aMzKQt7td6ApK8vyjVQqdJs7BxHXX++SpLveYMQ9n+9AbVPbG0U68vAF/ZAea93NI0REvsztEu/iru01a9ZIy/3334/w8PATiXjxlYl4IiIicidKf38kvf4ajj3yKCq//tqibco//EiqfE945hkoNI6trCMiIiL3FxTmh4FnJtm8fea2ok5/tvuXPClRdO6MAZz3nYioC+ImKDEdyPEjVVKCXCTcayoaT3QkcQSRtLeWRqtCZEIQSvMtm+dd5G0j4oMQ2z0EMT1CERkfKG2bu68M+QfLoW8yWrSfxN7hFk+1UlSZhzU7l2LS8GstWl/af59wjJveB5HxQfAW1WvWoOD+B2Cstex3JagiI5H4yisumdO9xdu/HsaWo+Vm1zurTwyuPbWHLGMiIvIWbvcJTNzhJZLvLcrLy7F8+XJpEZiIJyKi1sTfjMbGxjaP+fn5eUWrMmfjuXPseYt/7lmowsNQ9sGHFu2n6ptvYayqRuKrr0jJe1fxtueBXMfDOO4dR85YjMM4jMM4csdpmd9dp286qfqwJdaR3aX46uXtuPDWwQgK97M5jredO8ZhHMZx/zhyxBKJ9l3rcnFoy3E0NXX+WuoI4kYoW45HJNA7TLyLJHu3QMT0CEFs91BpPvjo5BCperx1nOiUQPQ5PUY6nuPZVVISPndfOYqPVnVaSZ/c17I28y1+2vYJhqSORXRIfJfnLTBUi9OnpKPXqG5WnVt3fm6bDAYUv/EGSt9eaFUc5cCBiH/pRaji4tDQ0OCS49mZW4FX1xwyu5/IIC3mTxnc6fjc+ffDOPLGah9HPLfFY5587oi8KvEutP+PwkQ8ERF1RvyNKCsra/NYXFwc33RZgOfOsedNqVQi9oEHoIqIRPGrr1q0r5pffkHOTTch+a23oAp1zTx+3vY8kOt4GMe948gZi3EYh3EYR+44os182bEa1DZWtXk8NDASCpGR+VtxTjWWz9uCi24fgqhE21rEetu5YxzGYRz3j+OsWAaDUapuFwn3wqzm10+jyWj2tdQRFe+2HI+oXt//5zGExQYgtkdzgj1GVLQnh0Ab0PEl/c7iJPaOkJZTJwMNtTrkHyj/OxFf1qYi39L53VvoDU1Y/sf/cN3Zczs8b+LwBp2VhNGX9IRfJ2P2xOe2obIS+ffNQe1vv1kVJ+zKKTDNmIFqrRb4O57cx1PXpMfdS3dAbzTf1mHeFYMRG+Lvcb8fxpE/Vvs4FRUVTku8e9P1K/Jebpd4b51kb/kPY08i3hmmTZsmjWnJkiVO2T8RERF5JvH+IPqWm6EKD0fhE09YNClf/ZatOHr9v9B98SKoY2JkGScRERF5rq7azLdXU96IFS9sxaRZA9G9f5RTx0VE5K7EFBzbVh6VXhPlJhLdTQ16q7frc0oceo/uBr9Ax05N5h+kQdrwWGkRKovrpEr4oiNViIgPtHp/B/K3Ii49GHUFbR/vlhqKM6/qI90s4E0aDhyQ5nPX5eZavpFGg7hHHpES74WFhXClp7/fh+wS823xrxrdHef27ybLmIiIvI3bJd6nTJkiJc23bt0qzfOelZVlVyK+xUMPPSQl4s855xy7x7h69WpUVlYy8U5EREQdipg+TWo7nz9nLqDTmV2/cf9+HLnmWnR/711ok2yf75WIiIi839DxyWioacJvP5RZNA+xrsGA797chbOu7oP+ZyTIMUQiIrcizd3ugqR7C6mq3Mqr8J1VtTtaWEygtGBcos37GHhON2xbWgmjHvALUmPMZenoNyYeCqV3VaFWfv89jj3yKEz19RZvo46NReJrryJw2DAYjUa40uq9x/Hpxhyz66VGB+HRi/rJMiYiIm/kdon3+fPnS+3iZ86cKf1bJLhFAl4ku21JxLeYN2+etAjDhw8/URXviEQ8ERG5lkqlcvUQPBbPnfPOW+ikSVCGhCDvjjthqqszu74uJwdHr7oaye+8A/8+vSEnb3seyHU8jOPeceSMxTiMwziMI2cckYw5Y2ovBMUb8fPH+6FrNJjdxmQ0SetWltTj1Et6WpUM8aZzxziMwzieEcfRsQaelYgda3I6bEimVCjhzNfr0Gh/GHRGqPy873fUIjjSHyMviEBNaSNOvSwNAcFar3pum/R6FL30Msref9+qfQaMGIGkV19p09nOVcdTVN2A+1fsMr+dUoFXpg1FoFbtMb8fxnGPWK3jiKkY5YhD5K4Upo6y1C4g/jOKBLrB0PUHRksS8e11dIit17U2ES/GGhERgdLSUrPrErlKcXExYmOb20a1KCoqQgzbGBMRyap+507kzrpZmgfOEsrQUCS//TYChw9z+tiIiIjIs5Xk1eD7/+20qpIzfWQsxv+rH9QaXrgkIt/x08LdOLy92KH7VGmUCI3yR0hUgJRgD235Gh2AkCh/qa27r1xvjI6O9sp5lvVlZcj/zz2o27jRqu0irrkG3e6fC4WYz93FRG7kxv/bjJ8PmH/+33tub9wxvpcs4yLvJV4TFixY0OU6s2fPPum1xJ0x10JenXiXKxEv5nEXyfihQ4eeFE8k3Zl4J3fHPwZERO6jMTMTOTNugv74cYvWV/j7I+n11xA8bpzTx0ZERESeTSTdv39rJ0pyayzeJj4tDOfPHuTQqkQiIndWcKgCX760zaptRHeQ4Ai/Nkn15iR78/eBIVqva6duji9db6zfvQd5d94J/bFjFm+j8PND3BOPI/zSS+EuPtpwFI9+tcfseiN6RGDprFOhVjmvWpl8AxPv5OvcqtV8eHi41duEhYXhiiuukBZ7WtO3TsaL+eW3bfvnjVhLNXzPnj2xefNmm46NiIiIfJdfejpSPv0EOTfOQNPRo2bXNzU0IPfW25Dw/PMIu+hCWcZIRORL6uvrsXv37i7XGTRoEAICAmQbE5GtRFLosnuHY9W7GTi627ICgWOHK7Fi3lZcdPsQhHcLdPoYiYhcLT49DNHJwZ3epJTcLwKxPUKbq9X/TrQHR/pBxSSkJDMzE5MnT4Zerz/pZ2eccQbUajW+/vprpKenwxtUrPgChU88AVNTk8XbaBISkPjG6wgYMADuIrOoBs98v9fsesF+arwydSiT7kRE3pR4Hz9+vEPa0XSWiF+6dKn0taKiwupEvNhOLK1FRkbaPVYiIiLyHZrERPQQyfeZM9G4d5/5DfR6FMyZA0NlBSKvuUaOIRIR+Yzq6mr8+OOPXa6TkpLCxDt5DK2/GhfcMgi/fX4Ie37Nt2ibyuJ6rJi/FRfMHoT4dOsLIYiI5KRrMuDgxkLs/jUfF946GCGR/lZtL67/DjknGWs/+OezmNpPhX6nxmHQ2UmIiAtywqi9R2NjI/bu7TiBe/DgwRPreDqRaC987jlUfLbEqu2CxpyGhJdegjoiAu6iSW/E3Uu3o0FnNLvu45cMQPco3ohHRORViXdRoe4M7RPx2dnZbSriLU3EExEREdlLHRWFHh9+iLzZt6LOki46JhOOP/U0DBUViL71Vq+cM4+IiIgcQ6lSYtz03giLCcAfKzIBCy5lNNTq8PWrOzD+hn7oNbKbHMMkIrJKdVkD9vyah4zfC9BY21xtvfuXPIy53PrKavE69+cXmVBrVRh8dhL6jYmHX6D3zcNOttEVFSH/rrtRv327VdtF3TQDMXffDYXabVItklfXHMSe/Cqz610wKA5XDE+UZUxERL7Avf4ayCA1NRUzZ86UFoGJeCIiIpKTKjgYye8sRv4996Jm7VqLtil5400YyivQ7aEHoVCy9RsRERF1TFy/GDqhO0Ki/LH6vb0wWFDlZtAbseqdDFSV1GP4xB680Y+IXE5cey08XImd6/KQtaMYJmPba7F7fy/AqAtTofFTWbVflUYpTc0RFhsIpY/NzU5dq9u2Hfl33QV9cbHF2ygCA5Hw7DMInTQJ7mZTdhkW/HrY7HrdQv3wzKWD+LefiMiBfC7x7ohEPBERudcH8qZ2c25ptVq+ZluA5851503p54ek117FsUf/i8ovv7Rom/KPP5Yq3xOeexYKjeOqMrzteSDX8TCOe8eRMxbjeGYcR3P18TCOb8WxJFbasFgE3eOHH97ahfpqnUX73PBVltR+/syr+5yY09jbzh3jMA7juG+c+uom5O4vQ+7eMuRklKKyvLbNz9VKzYlYjXV6HNhYiIHjrK/Sbd1S3lvOndxx5CLH8ZgMBpR++CHyX3wJ0P3z91KjUHQZR9OjO5LeeAP+vXu73e+nsr4Jd32yCcZWxwOVusM4L145BBFBtr039rbntbfFkTNW+zhi2gnxmCefOyJ7+Hzi3dJE/LJly06a552IiFxPvOkqLS1t81hcXBzfdFmA58615020oYt/9hmowsNR9v77Fm1T9d13MFRVIum116B00LzD3vY8kOt4GMe948gZi3E8M46jufp4GMe34lgaKy41DFPuH4nv3tyJ8sI6i/a7749jqClrwMRZg+AXoPa6c8c4jMM47hNHdOQ4llUpJdpz95WhOKf6xM+MJiNqG9q2yA4NjIQC/8Ta9XMeBoxNsOs4PfXcuTqOXJx9PPW7d6PwscdRl5GBCkPzNAYtokWiupPtgs88EwkvzIcqNNQtfz+PfbUHuceK2jymChZzz7eNM+OMVIztFWNzHG97XntbHDljtY9TXl7utMS7N73Gkfdir1ILE/GrVq1CWVkZhg0b5uohERERkZcQHw5i585BzL33WLxN7frfkDPjJhgqK506NiIiIvJ8odEBuHzOCCT2Drd4m9x95fjiha3SvMpERI5MmJQX1mLnulx897+deOe+3/D1K9uxbeXRNkl3S5Ufq0XevnKnjJW8m6GqCoVPPoUjU6ehYe9eq7aNvu02JC14y+qku1y+2VmAL3fkm12vT7cQzJnYR5YxERH5Gla8WyE8PByLFy/GyJEjXT0UIiIi8qLke/TMmVCFhaHw8ScAo/m5WOu3bcPR666X5orXxMbKMk4iIiLyTP5BGlx851D8/NF+qTWzJcoKarF83hZcMHsQ4PjZGYjIRzTU6Jrbx+9rbiFfU97o0P3v/DkXyf0jHbpP8u6bP6q+/wHHn38ehpISq7ZVBgcjYf58hJxzNtxVblkdHv5it9n1tColXp0+FP4alSzjIiLyNUy8W2n48OHSV1H9TkRE7kGpZAMXW/Hcuc95i5g6FaqwcBTcdx9Mredi60TjwYM4es216P7uO9B2725XbG97Hsh1PIzj3nHkjMU4nhdHPBYYGGj1do5c31aMwzi2xFKplRh/Qz+ExgRg83fZFm1TV9mE1e/vxTk3p0CpdH4LT2/7HTEO4/hiHIPBiONZVcjZWyol2otEJbvJxlgK88dUdKQKTfV6aAPUHn/uPC2OXBx1PE1HjqDwySdR++dfHf689TQG7WnT06T53P1SU93296M3GHHXku2obmxuma/o4v/P3El90C/eMRX73va89rY4csZqHceZMb3tNY68k8IkbvUiq/9zR0REnDSfBJE7KS4uRmy7KsiioiLExNg+dw8RETlf7Z9/Ivf2O2Cqs2wuVlVMNLq/8w78+7BNHBEREZm3f8MxqfrdaOj6cpBIZF0+ZziiEoJlGxsReZ6K43VSRXvO3jLkHyiHrtHg9JhRiUEYfE4yeo/qBrWWVbtyyMjIwMCBA7tcZ8+ePRgwYADcibGxEaWL30HpokUwNTVZvX3IxImIf+YZqIKD4M5eXn0Qr689ZHa909Oj8NGNp8hyQx35LpGDWLBgQZfrzJ49+6TchTtjroWswYp3G1vOV1RUuHoYRERE5IWCxoxBj/97H7mzbobBgvcbhuISHL32OiS/vQCBI0bIMkYiIiLyXH1PjUdIhD9+XLgbjXXNlXHtiQvyk24eyKS7jQw6I2oqGtFYp0NAiBZB4X5McpDXWv1eBoqOWj9Hu9UUQOrgaCnhntg7XJqyi8jcTe2FTzyJpqNHrd9YqUTMf+5G1E03uf1zbVN2Gd5cZz7pHhagwYtXDuHfIyIiJ2Pi3QaRkZGorKx09TCIiIjISwUMHowen3yMnBk3QV9ofi5WY3W1tG7Sa68i+MwzZRkjERERea7EPhG4fM4IfP+/nagqaTjp52dd2xfJfS2fN7k4pxrHj1TBL1AN/0AN/ILU0vd+gRqpct6bLvKLttYiqV5b3tj8taJBmre6tqLl342or247bZB/sAY9h8YgfXgsEvuEQ6lim1TyHsn9Ip2aeA8I0aD36DgMOisJYTEBTotD3kNfXIzjz89D1fff27S9JjkZ8U89haBTT4G7q6zT4e4l22G0oKfxc5cPQnwY/w8RETkbE+82uOKKK7B9+3ZXD4OIiIi8mF9aGlI+/URKqDdlm5+L1dTQgNzbbkfCc88i7OKLZRkjERERea7I+CBcMXckfliwC8ezq048PvKCFPQbE2/Vvo5mlGLj11kd/1ABaP2bE/H+QZq/E/LNSfn234ukvcZfJc1Jr9IoodY0fz3xb7USCicl8cVMjA01ujZJ9JryhubvWz2ma7C+jbbY797fC6RFnINrnjxV+krkDZL7R2LrTzZUFHdCqVIgPj1MSuh37x+F6KRgp/2/J+9iMhhQvnQpil95Vbo53WoaDaJn3oSoWbOg9PeHuxN/tx78chcKKk++ga696aOSccEg6/62ExGRbZh4t8G8efNcPQQiIiLyAZqEBKnyPXfmLDRkZJjfQK9HwZy5MFRUIvK6a+UYIhEREXmwwFAtJv9nGNa8vxdZ24vRe3Q3jL441er9dNayXmJqrhIXS3Wp+eSAJUm5E0l5tRIX3DoYMckhVu1D3GiQua0IteUNJ6rUxVej3oKSQTsFR/ox6U5eJa5nGNR+KujtmNs9Ii5QSrSLJH5Cr3DpZh0ia9RnZKDw8SfQsHu3TdsHnnIK4h77L/x69oSn+HxLLn7Ybb5DXs+YIPz34v6yjImIiJh4JyIiInJr6shIdP/gA+TddhvqNm60aJvjzzwDQ3k5ou+43e3noyMiIiLX0mhVmDRzIPasz0f/0xNseu/QWNu2tbozGQ0mGA2GE5XntrzVyd1fhh2rc+AK6SNiXRKXqDO1lY3SjTeZW4swfFIP9BgQZdX24gaYpN7hOLK71OJtRIeLpL6R6D4gUkq4h0S6f3UxuSdDTQ2KX3sd5Z98AhiNVm+viopCtwfuR+hFF3nUZ+fMoho8/s1es+tpVUq8Pn0YArVMAxERyYWvuERE5NFEay29vm2FjVqt9qgPTK7Cc+c5500VHITkRQtRcN99qF69xqJtSt56C4aKcnR75BEolEqfeR7IdTyM495x5IzFOIzDOIwjdxxnxBJtnMX8ybbG6bLi3QIijtHYtlpWqVRZdDwi6WdNHHE8jfWNMBj0VsVx1PGkDXNc4t3bntuMI18ckWw/vK0Yh7cVoSCzQupMIYRG+3eaeO8qjqhU7yrxrlQq0K1nKLr3F4n2KMT0CJEec+Qx2YJx3FtXxyN+Vr1yJY4/86w0p7vVFAqET5uK2P/8B8rQUI/6/TTqDbhryXbU6wydxsHff4PumdgXfWIDpcfc9XgYx3PeL1oaR6fTefRzjsheTLwTEZFHE2+6itt9yIqLi+ObLgvw3HnWeVP6+SHxlVdw7PHHUbl8hUXblH/6mdR2PuH556DQan3ieSDX8TCOe8eRMxbjMA7jMI7cceSMZWmcxjr7Kt5NMKG6oaLNY6GBkVCICeLNEG3nrT2ektKSE/EsjeOI44lOCkF4t0Cr91dd1oCSvBp07xfZ5njd7XnAOO4dR0ypcHh7kVTZfuxw5Ylke2vZO0tg0Bs7vKGlqziiar29sJiA5kR7/0gk9o6ANkDtseeOcVyjs+PR5eai8KmnUfvbbzbt169vX8Q//hgChg6V/m00Gj3q9/PCTweQUVDVVSQY6ipxas8oXNQrWIrpzsfDON73frG0tNRpiXdveo0j78XEOxEREZGHUKjViH/qKajDw1H6zrsWbVP1ww8wVFcj6bVXoQy0/kIvERERkTkNdla828OaivcWIrHoCunDbat2P7CxEBu/zoLWX4WUIdHSfkQyU8x3T9SVmvLmZLuobO8s2d6+e0Xe/nL0GGhdu3lxQ0lUYjDCYgOa52rvFykl3okcydjUhJK330bZwkUwNTZavb0iMBAxd96ByGuvlT5be6JfDxbjnd+zza4XGaTFfy/u12VnCSIicg7P/AtDRERE5KPEnbyx990HVXg4il58yaJtRCVAzo0zkPz2Amk7IiIiIkeyt+LdHmorKt5bGPRmso9uNr+7SJoKTQ0GHNx4XFo0/ippfuywHkBi73CotSoHj5Y8lahs35mRi+wdJc3JditlbiuyOvEuPqNMe2QUqw7Jaeq2bkPRyy8jrKAAShueZyHnnotuDz0ITXw8PFVJTSPu/XynRes+elF/RAf7O31MRER0MibeiYjI4/HDve147jz3vEXddJOURD/238dEbzyz69fv2IGj112P5HfegaZbrNsdjyPJdTyM495x5IzFOIzDOIwjdxw5Y1kSR6NVQe2ngr7RYHscG9u9W9NqXoqjUMCoNzmmvbwCCAzVIjjcD0HhfgiO8EdQuBaBYVrU6Sul6uHSvGoc3VOKyPBgm9rMVxTVoSS35qTHdQ0GHNpyHNXry6HxUyGpbwQS+0TAf2QoIuKCHP78cKfnG+OcrL5Gh+wdxTiyqxRFR6sQEhgBpcL6m1IEsR/DNX2gUimtOh4+53wrjlwM5eUoeestVK9c1fyAyrqbjDQJCej26CMIOftsj/79iBbb9y3bKSXfzblhTArO6BUNObj7efP1OHLGah3HmTG97TWOvJPCJF61icjriPlOYmPbJlaKiooQExPj9NhFVQ14de0h3H52OhLC2VqMiMiZqlavRsE998Kks6zSTJOYiO7vvQttjx7wFsb6ejTl5kpz/TUdzUFTzlHoRCWEnx/8+/dHxDXXQBUa6uphEhEReT3Rwl0km0UFfPPX5u8bals/1vZn4qtoVW9r0v7WBWdbfRH2p0V7TlSRd0apVvyTUG+TWBdfm/8tEuwdJSfbE5feGmv18A/WwFpbfzqCDV9lWbWNX5Aacalh6JYairieYeiWEmrV/NrkOeprmrBtZQ52/5IHg85xUyhcdMcQ9BhgXdU7ebeMjAwMHDiwy3X27NmDAQMGOCSeeN2s/OILHJ83H8aqruYz74Rajah//xvRt86GMsDzr02+93s2nvxur9n1+sWH4qvbxsBPzS4o5DoiB7FgwYIu15k9e/ZJuQt35spcC3kevusmIod7fd0hfLoxB8u35kl3Wd56VhrCA7WuHhYRkVcKPfdcqBYvQt6tt8FYV2d2fV1+Po5ccy26L14E/3794CkMNTXQ5Yikes4/yfWcXOnf+uPHO92uevUalP3fB0h4YT6Cx42TdcxERES+Rsy3LirAxWJL0r6pXg+9ziglEMW/T3yvM0Kvb/ne0Py4+LeoXLeh8km0aY+IC/wnqR7R8tX/RJI9IFgDhYPmxhVjtCXpLmRu7foGgY6IJL+oshdL8wCAyPggxKWGolvPMCkpL47fUcdH8hP/V3asycGOtblS9wNHO7y1iIl3chl9eTmOPfooatastWn7gJEjEP/YY/Dr1QveYG9BFZ7/cb/Z9fw1Srxx1VAm3YmIXIyJdyJyqCMltViyKVf6vklvxKL1WfhsUw5uOTMN/z49BYFavuwQETla0KmnovsHHyB31iypFZ85hpKS5rbzby9A4MiRcAeiosFQUdFpct1QVmbzvg2Vlci9+RZE334bomfPhkJpW9tNIvIeDQ0NOHz4cJfrpKWlwd+fc2MSyZm0DwiR54bt8dd7xs2HlcUdt5m3mgkoK6iVlr1/HJMeEhXwUkX838l4URXvH2TbzQEkH12TQapu37byqHSDhSMpVQok949E+vBYpAyWp001UXs1v/+BYw8+CH1xsdXbiqnYYufORdhll3pNO+r6JgPu+GwbmgzmO1r896IBSI8NkWVcRETUOWbAiMihXlx1AHpj2xksqhv0eGHlAfzfn0dw1/hemDYqGRoL2vEREZHlAgYNRI9PPkHOjBnQH2u+oNoVY00NcmbchMRXXzE7350jk+viAoruRGI9B7rcf743Vlc7MzhK3ngTDbt2I2H+PKjCwpwXi4jcXlVVFZYvX262/SET70TkSoe3WZ94sqZiOndvmbS0EFXwzRXxzS3qI+KDoGRVvFsQHR72/l6ALT8eQV1lk8P2K6ZU6N4vEmkjYpE6OBp+gbz5glzD2NiI4pdfRtkHH9q0fdiUKxB7771QR0TAmzz1/V4cLq41u96kAXG4anSyLGMiIqKuMfFORA6zJ78S3+3qPNlTXN2IR77ag3d+y8K95/XBhYPi+SGeiMiB/HqmIuVTkXy/CU1Z5ucCNTU2Iu/2OxD/zNMIv/RSh4zBZDBAX1jYqmq9VXI9Nxem+nq4Us2vvyJ7ypVIev01j2q1T0RERL5HdACISgxCab75pIsjlBfWScv+P5s/1097ZDSik4JliU0dMxpNOLixEJu+y0Z1aYPjku39o5A+PAYpQ2LgF8DLw+RaDQcOomDOHDQePGj1tqKdfNwTjyNw+HB4m5/2HJOm8jQnLtQfz18xyGuq/ImIPB3fWRGRw8z7yfx8Q8KR0jrc8dl2LFx/GHMn9sXYXtF8c0hE5CCa+Hj0+ORj5M66GQ27d5vfwGDAsQcehLGyEpH/+pdFMUxNTdAVFPyTXM/Nga4lyZ6XB5NOB3emy83FkelXSRdoHHXDAREREZGj9RsTLy3lhbU4vK0ImVuLUZrvgNbzFtD4qxCZECRLLOpY1vZibPj6sHQzhCOmcpDayI9obiPPZDu5A5PRiPKPPkLRSy9LnzGtoQgIQMzttyHy+uuh0Hhfp4aCinrcv8L853lxOfWVaUMRHijPVC1ERGQe32URkUP8mVmC3w6VWLXNnvwqXP/eJoxJi8L9k/piSHK408ZH3k2vbzu3nVrNP2+W4rnzzvMm2ut1f/995N1xO+r+2mB2fb3JhPxnn0NDaSli7rgDGo0GxoYGKUHdYXK9oECU38BdieNpTd3BzV2i2l/ccFC/cye6PfgglFqt2z4PGMf9YzEO4zAO48gdR85YjOP6OBFxQRh5Qaq0VByvQ+a2IikRL+Z/NxgNbdZVKVVwBDHne+sOdZ543jw9TtaOYouT7h09D0SyvfuAv5Ptg6KhdUCyna9xjOMouuNF0lzutX/+afVnu+Czz0bcIw9Dk5jolb8fg9GE/yzdgcp68ze033ZWOk5Li7IpjiMwjnvHkTNW6zjtYzorjju/xpFv47OSiBzi10O2zz335+FSTP7fHzh/YBzum9gHaTFsZUeWMxqNKCoqavNYXFwclEqly8bkKXjuvPu8qYKDkLxwIQrum4PqVas6Xc9oMqHM0PzBpeytt3B05SpE1tfD2O4YPUXr42kRrVJD2UlnlYrPlqBh714kvfYaNHFxbvc8YBz3j8U4nhnH0Vx9PIzjW3HkjMU47hcnvFsgRp6fIi1lhTXYtDYDxw5XoiSnGk2NBoQGRkKpsD9Ot9RQm45n/4ZjUGtUSO4XYfV84d7w+3FknFEXpeLQ5uNSu/ku45iMqK4vP/Hv2B4hGHvxAPQcEgutv+Mu/fI1jnEcpWr1ahQ++l8YKiqs+mynjIjAoKefRvjEiV79+1nwSyY2ZpeZ3d/Q5HDcNaGXzXHsxTjuHUfOWO3jlJSUSI958rkjsgcT70TkEA+e3w/j+3bD8z/uw7acrt84d+bHPYVYtfc4po5Mwl3jeyMuzN/h4yQi8iWiijvxlZdR+PgTqFi2zKJtmg5nQt9FotrdKfz9oY2NgS43Dya9ZS3vG3buQvblVyDx5ZcQdOqpTh8jERERkSOExwZi8NnJ0mIymlBeVAfUBqDoSDWOZ1eh7Fgt0HXOtlNxPcOs3sZkMmHj11moKW+EQqlAXM9QaS7xHgOjpLnixWNkubCYAPQ7IwEZ6/MtWl9MDTD8vB5I6huB+HgmIsj9GGtrcfz551GxbLnV2waeNgbd7p+L0P794c225ZTjlTWHzK4X7KfG69OHQaPi/3MiInfDxDsROczo1EismD0Ga/YV4YWV+3HwuPVzz4l2Sp9tysUX2/Jxw+kpmH1mGucpIiKyg0KlQtyTT0AVHo7SxYvhDZTBwdB27w5N9+7SV22P7if+rYyKwvGiItTv3Ytj/30MhqLjFu3TUFaGnBtnIPae/yByxgwoPPTGAyIiIvJNIqkdGRckVX4NHNuciGms16MouwqF2ZUozKrC8exKNNbpra54t1RZQa2UdBfEjQDHMiulZeM3WQgI1aJ7/0j0GBCF5H6R8A/2vjmZnUF0Ntj/1zEYdMYuuyAMOy0GqYOieXMDua36XbuQP2eONH2ZNRR+/oi+7VaETZ7s9Z/Rqhp0uGvJdunaqDlPXzoQ3aMCZRkXERFZh4l3InIo8Sb43P7dcE7fWHyxLQ+vrD6IgsoGq/fTqDdi4a9Z+GxjDm45Kw3/HpOKAK1j5qojIvLF1+bYe++BKiICRfPnwxOIsXaWXBc/6+yii2g9JgT074/uixeh8MkngR07LQsq2pa9+JI073v8c89BFcypT4iIiMhz+QWokdw/UlpakuEVRXUnkvDia1lBDdpNoYyw2AAEBFt/A3xORuetkeurmnBgQ6G0iLdxsSmhUiW8qIgXrdGZMO5YcIQfBp2ZiB1rck/+WaQfRl+Uil6jYlFU7JnTRJH3MxkMKF20CMVv/g8wGKza1r9/fyTPnQO/Hj3gC/771R7kltWbXe/yYYm4dJjj5rcnIiLHUphEHygi8jrFxcWIjY1t85iYAyUmJkbWcTToDPh4w1H87+dMlNdZ1vK3I7EhftK8RVNHJrONEhGRHSq++BLHHn3U6osezqCOjT0pud7yvSokxGEXeopfe1262GMNbUoKkt54HX69Tp4zj4iIiMhbNDXoUXS0GoVZlVJ7evFVVKVP+Lf17Zy/emU78g/8M9e4pUT1u6iG7z5AJOIjERDCrnet1dc04aOH/4Kusfn9u+geICrhB5yRAJWG10fIfa83NuXlo2DuXNRv22ZdEIUCUTfNQMwdd0Ch9Y3XA1G8dM/n5m8Y7x4ZiO/vPAMh/uwaQuSLuRbyDEy8E3kpd/tjUN2gw+L1WXjn92zUNdme7EmNDsJ95/XBBYPivL7FFBGRs1SvXYv8/9wDU1OTcwMpldDExzcn1JNbJdfF98lJUAYGynrMBfc/AGON5dOgKAIDkfD0Uwi94AKnjo2IiIjIXYjLhPomIzR+KqsT+O/e+xuMBjsvM4pq+O4hUpV+cLgfVBoV1Fol1BqxqKBq9b30uFYFrb/4XuXWifNtK3Ok6vUh5yTbtI+N32Zh9895GHZedww+O9nq3w+RnNcbxetI1bffovDJp6z6/CWo4+OR8PzzCDplNHzF0dJaXPDab6g1c71UrVRg+ewxGJocLtvYiMg9cy3k3ph4J/JS7vrHoLi6EW+uO4RPN+VAZ8cH8kGJYbh/Ul+c0SvaoeMjIvIVtRs3Ie/WW2GsrbVvRxoNtImJ0HRPhrZ7jzbJdU1SIpRuVKHQdOQI8u64E42HDlm1XeS/rkfsffdBoWFVAREREVFHsnYU48e3d7sk9sgLUnDKJT2t2qa2shHbV+ZAqVZILfiNRhNMRvz9teXfJulGAnHp1GRo9ZhRtO03/v213fpttgMaanRoqG3u/ucXpMZ1T4+RpgCwlrixQezXL5DvR8m9rzcaqqpQ+PgTqPrhB6v3LW54jnvsv1CFhcFX6AxGTHn7L+zMrTC77pyJfXDb2emyjIuIPCPXQu6Jc7wTkaxiQvzwxOSBmHFGT7y0+gC+3lFg035251fi2nc34oz0aMyd1AeDk3i3JxGRNUQFQfcPP0DerbdBf/x4l+sq/P2hTU7ucL51TVwcFGrPeEsp2senLF2CY/99DFXffWfxdmUffIj6PRlIfOVlaNp90CIiIiIiIGdv5/O7O5st7dbrqpqwc93J86Y7U2OtHjvW5OCUi627SUDQ+nvG+23ybbWbNkldxvTHjlm1nTI4GHH/fRShF1/sc90tX1l90KKk+2k9o3DLmWmyjImIiOzDd21E5BLdowLx2vRhmDWuJ15YeQC/HCi2aT+/Z5bg9zdLcOGgeNx7Xm/0jAl2+FiJiLxVwIABSPvhe5S+9z7qd++CsboG6m7dTkquq2NioFB6x/yRor19wgvzETBkCI7Pmwfo9RZtV791K7KvuAJJr76KwBEjnD5OIiIiIk8SnRSM+LQwaY54uXtritbz1jLojHCFnWtyMfjsJAQEu09XKCJ7mXQ6FL30EkrfeVf0mbdq24Dhw5Ewfz60SYnwNX9mlmDBr4fNrhceqMHL04ZApfStmxKIiDwVW80TeSlPa3+yIasU837aj+055u/y7Ix4Azp1ZDLuntAL3UL9HTo+IiLyPnXbtiH/rruhL7bi5i+1Gt3mzkHEddf5XDUGERERkTmirXruvjKpAj4noxR1lU1Oj3nm1X0wcJx1Sbu8/WX4+tUdcIWhE5Jx+pReLolN5OjrjalaLX6aOAmGgwet25FKhZjbb0PUzJke00HNkcprmzDptfU4XtVodt2F143AxAFxsoyLiLwj10KuxcQ7kZfyxD8G4uVo1d7jUgV8ZlGNzfvx1yhxw5hUzD4zDWGc/8wnGAyGNv9WqVQuG4un4bmzjbedN18+HpF0z//PPajbssXq+QdjH38MyqAgi+J4wu/H2+LIGYtxGIdxGEfuOHLGYhzGsTWO+IxfklcjJeBzMspw7HClNE95V4zGtnGUSvNxxt/QD31PjYc1Du84jh/e2mVVHFt0dDwqtRLXPnUagiP8fOJ54O6xGMf2641XhoZhTmwsApRKqKy4KVnTozsSX3gBAYMH+8x5ax1HvDbe/PFWrNl7HAozrz3XnNIdz1w2yKY43nbeGMe9Y3lbHG/ItZDr+N7tZETktkTloLiDc0K/blixLQ+vrj6IgsoGq/fToDPi7V8P49ONR3Hr2em4YUwK/DWenUSizhmNRhxvNz91XFwclF7SFtuZeO5s423nzdePR7TR7/7+eyh66WWU/d//WRyn4vvvkbN7F+Keegp+3bubjePuvx9viyNnLMZhHMZhHLnjyBmLcRjHnjjiM35Mcoi0jJiUgsZ6vVRpnrOnFEczylBb0bbS02gyoqq+vM1joYGRUCq6jqO28vO+OJ7CwuNtYlkSx1qdHQ/0wJYfj+Csq/v4xPPAnWMxjvVMRiP6abW4JjISZwQFoc5kRJ3BiGiVGkoLku/hV05BtwceaHMDsy+ct9ZxVmzNw8rNB6THVMERUHTy2tMrNhiPXNjf5jjedt4Yx31jeVscInsx8U5EbqelZfwlQxLw8YajePPnTFTU6azeT1WDHs//uB/v/5GNuyf0xpUjkqBW8Q8xERG1pdBo0O2B+xEwZDAKHn4Epro6i7Zrys5G7sxZ6PbwQwgZN87p4yQiIiLyZH4BaqQNi5UWUfFZVlCLoy3V8JkVMOrlnOO9bcWc3MqP1cJoNEHJOZvJAxiqqlD7xx+o+XU9qtavx7KUVJQYrPsPqwoPR9xTTyL03HPhyw4X1+DVNebb8mvVSrx+1TAEaFlIRETkaZh4JyK3JarUbxrbE1NHJWPRr1l49/ds1Nvw4VjMl/TgF7uxeH0W7pvYB+cPjOO8vEREdJLQ88+HX69eyLvjTimpbglTfR0KH3kEjVdfg26PPAxotU4fJxEREZGnE5/JoxKDpWX4eT3Q1KBHzt5S7PjzAIpzq1FfrYNRb5TaspvMXAZQaW1IvOuNcIXopGCcdmk6egyM4nUJclvixpjGgwelRHvN+l9Rv32H6O9s8/6CTj8d8c8+C023tm2afU2DzoBHv9qDRgtefx48vy/6xYfKMi4iInIsJt6JyO2F+mukhPn1Y3rgjbWZ+GxTDvRm5oXrSFZJLW79ZBuGJIXh/kl9MSY92injJSIiz+WXno6UZZ/j2EMPo3rVKou3K//0E+TkHEXyK69AHRHh1DESEREReRutvxo9h8YgMM5wUgtZBRTQ640wNBmh1xmgl742fy8ei0oKtjqeX6AGMd1DYDSYoFAqEBkaCpVaJVWgi39LX1UKKTmubP1VibbrdPC1ZR0TTCivCpG21Qao0C01DH0Gpco2Hy2RNQw1taj960/UrhfJ9t+gb9fO2RYKrRax992LiGuvhYKtoDHvx/3ILKoxu97ZfWKkaTOJiMgzKUziFjYi8jrFxcWIjW17J2lRURFiYmLg6Y6U1OLl1Qfxzc4Cu/Yztlc05k7si0FJYQ4bG7lG+z9lrBywHM+dbbztvPF4Ot5H2XvNc7/DaLQ4jiYpCUn/+x/8+/S2OmZXY2kfxxm8LY6csRiHcRiHceSOI2csxmEcxmEcuePIGctX44j1mrKy/q5qX4+6rVsBnc5hcfx690bCCy/Y/bnI3c6brT766wge/TrDbJzoYD/8dPdY6as9vOW8MY7nxPK2OL6UayHHY+KdyEv5wh+DPfmVmL/yANYfLLZrPxcOjsd95/VBanSQw8ZGRETeoXbDRuTfcw8MZWUWb6MIDETCvOd9fv5CIiIiIiJyH8a6OtRu3Ija336TEu66/HynxIn81/WIueceKP3sSx57A5F6eXNdJl5abX5ed+HDG0djXG/vuXZL5C18IddCjsPEO5GX8qU/Bn8eLsG8nw5gZ26FzftQKxWYNioZd43vhdhQf4eOj4iIPJuusBD5d92N+p07rdou+o7bET17NtsqErmhpqYmFBR03T0pISEBWq1WtjEREREROVrT0aP/VLVv2gRTU5PTYikiI5E0fz6CzzjdaTE8idFowtPf78N7f2RbtP7Msal4+ML+Th8XkbNVVlZilZmp+8477zyEhXlOF1pfyrWQ/Zh4J/JSvvbHQLyUrcw4jhdW7sfh4lqb9+OvUeLG01Nx85lpCAvQOHSMRETkucQFquPPz0P5p59atV3Ieech4fnnoAwMdNrYiMh64n3xggULulxn9uzZJ72fJiIiInJnxsZG1G3egpr1v6L21/VS4l0Oq6qrMWH5Mgw47TRZ4rk7vcGIuSt24YttlnUVGJgYii9mnw6tmjdtk+fzxs9avpZrIfuo7dyeiMgtiPlcJg2Mw4R+sVixLQ+vrD6EwqoGq/fToDPirV8O45ONObjt7DRcf1oK/DUqp4yZiIg8h0KrRdx/H0XAkME49tjjMDVY9jemetUqHDl6VJr3XZuU6PRxEhERERGR7zE2NaHs3XdR9n8fwFBZKUvM4zodfqutxYrKCuxsaMCe0FBZ4rq7Bp0Bt3+6HWv2Hbdo/QCNCq9NH8akOxGRl2DinYi8ilqlxLRR3TF5aCI+/OsI/vfzYVTW66zej9jm2R/24/0/juDuCb1wxfAkad9EROTbwiZPhl+fPsi7407ocnMt2qbxwAEcufJKJL72KoJGj3b6GImIiIiIyHfUZ2Tg2AMPovHQIafG0ZtM2FFfj/W1NVLC/UBjo1PjeaLqBh1u+mALNmaXWbzNs5cPRFpMsFPHRURE8mHinYi8kqhSnzUuTUrCL/z1sDSfkqhmt9axygbcv2I3Fq3PwpyJfTBxQJxUXU/uxWhs+7tVcj5li/Hc2cbbzhuPxzr+ffsidfky5P7nHtT+8cc/cbr4+2AoL0fOjTMQ98jDiJg+3S1/P94WR85YjMM4jMM4cseRMxbjMA7jMI7cceSM5clxxHRYJW+/jZKFiwCDoTlOu1llu/qMYglVVBSCx45Fec+eOGP2LahqdxzO5km/n9KaRvzr/U3Yk1/V6Tom0z9xxK/m2cuG4LJhSfDl88Y43vda2j6ms+J4w/Ur8k5MvBORVxPztM+d1Bc3jEnBa2sPYcnmXBiMbT+EWELMG3/Lx9swJDkc90/qgzFp0U4ZL9n2hquwsLDNY3FxcXzjZQGeO9t423nj8dhGERICzeOPQf/2QlR8vlR6LFql7vrCll6PwsefQMP+/Yh76CGpfb27HI+3xZEzFuN4ZhxHc/XxMI5vxZEzFuMwDuMwjtxx5IzlyXEa9u5FwYMPSd21TsQxmVBi0LdZz+xnlPYUCvgPHoTgceMQPO5M+A/oD4VSifKMDJck3T3l95NfUY/r3tmIrJLaLpPuhppy6XuNSoEnLhmI6aOSfPq8MY7z4sgZq32ckpIS6TFPPndE9mDinYh8QmyoP565bBBuGtsTL606gO92HbNpPztzK3D14o0Y1zsGcyf2wcDEMIePlYiIPINCrUbM7bdBm5aG4hdeEFdSLNquYslSNGUeRuLrr0EdGen0cRIRERERkXeQqtwXLkLJwoXSjb2OoAwLQ/AZZyD4zHEIOuMMfkaxUmZRDa57d6PUNdPSLp3zrxiMU9OinD42IiKSHxPvRORTUqOD8ObVw3HzuErMX7kfvx0qsWk/6w8WS8vFQxJw77m9kRId5PCxEhGRZwg7fxK0yUnQPfkkTCWlFm1Tt2ULjky5Eklv/U9qXU9ERERERNQV0TlLqnLft8/uffn374+gM8cheOw4BAwZDIVK5ZAx+ppdeRW44f3NKKttsmj9UH8NXpk+BIMSw50+NiIicg0m3onIJw1KCsNHM07Bn5klmPfTfuzMq7RpP9/uLMCPu49h+uhk3Dm+F2JD/B0+ViIicn8BAwciadkyFNx5Fxp277ZoG11BAY5cdTUSnnsOoZMmOn2MRERERETkeUw6HUoWLcL/s3cf8HEUZxvAn+s69S5Z1ZbcJRfc6cWNXm06JIQWJ0AqEFIIJCQEAvlCCg4lCYRuSGjG2NimF3ewLbnLVrXVe7l+329Gli3Jsqxrq7u9558sJ63u9tkdyVf23ZmpX/oPr3u5a6OjEXXqqXII+ajTT4MhNdXv+xluviypx63Pb0KHzTmk+6dGm/D4ReMwOjU64PtGNJyMRiMmTpw46BDwJpNJ0X0iUpLG7R7imJhEFFLq6uqQ2u9NdG1tLVJSUoZtn4KVeBpcWVSNP67aPehcTCdiNuhw82mjcNuZefIKVlKOmOOnN87tM3RsO++ord14PP7LcVksOHT//Wh9512PtpX8ve8h+Y7vy/kTh5ITCGrLUTKLOaGXI9Z1dXUN+jiz2ezRPoVDuzEneHKUzGIOc5jDHKVzlMwK9hzL7j04eN/PYN0xtF7uYp73HoacHMQvXICoM85A5EknQWPw/lxVcXExCgsLB71PUVERCgoKEA6/n1XF1bjzla9hcwxt3vvcpEi8ePNsZMZHBOXxMEedOUpmqS2nP9ZayBMsvBOpFF8MPOdwuvD65kr8ec0e1LRavd5OfKQB3z9rNG44OVfO20REROFFvL1u/Ne/Ufv44+JT4ZAfFzN/HkY8/Afoojl9CRERERFROHM7HGh49lnU/f1JwG737ME6HZJvvx3J370dGqPRL/szXIX3YPT6pgrc+99tcA2xqjI+PQb/uXkWR8kkCmGstZAnQrs7ExGRH+l1WlwzKwef3H02fnbeeMRGeDcbR3OnHb9bsRNnP/Yxlm2skAV9IiIKHxqNBkk3fwfZ/1gKbUzMkB/XtnoNyq65BraKioDuHxERERERBS/Lnj0ovepq1P35CY+L7qaxYzFy2WtIuetOvxXd6ahnP9uPu98YetF9Rm4CXrv9ZBbdiYjCCAvvRET9iF7q3z0zH5/dcw6WnJWPCIN3T5WHWiy457/bcO4Tn8khqDjACBFReBHzJ4587TUYR44c8mOse/eidNFidKxbF9B9IyIiIiKi4OvlXv/U0yi9YhEsxcWePVinQ9J3b8fIN16HOQx6nStNnNN7bNVuPPTe0Ib8F84al4IXbp6NODOnoyQiCicsvBMRHUdcpAH3njte9oC/dnYOdFqNV9vZV9uO21/YjMuXfol1+xv8vp9ERBS8THmjZI+TqNNPH/JjnC0tKL/5FjS++BIv2iIiIiIiCgPWfftQes21qPu//4Pb017uY0Zj5KuvIvWHP4SWvdz9zuly45dvFeFvH+0b8mMunpKBp2+YAbORU1ASEYUbFt6JiE4gLTYCv79sElb/6AxcMHmE19v5urwZVz+9Dt/61wYUH2zx6z4SEVHw0sXGymHnE2/+ztAf5HSi5qGHUH3//XDbbIHcPSIiIiIiGs5e7s88gwOXXQ7L9u2ePVirRdJtt2Hkf/8L86TB518n79gcLvzg1a/x0vryIT/mhjm5+PNVU2HUs/RCRBSOvJvAmIgoDOWlROPv107D7Wc049GVu/H5vnqvtvPJnjq5XDI1Az+ZPw45SZF+39dw079HqJhfmYaGbecdtbUbjyfwORqdDml3342IceNw6Je/GnIxvfn1N2DZV4KsvzwBfXLyCXPU1m6hksUc5jCHOUrnKJnFHOYwhzlK5yiZNZw51pISHLzv57Bs2+bx9oz5+ch4+PcwT558wpxQNpy/n06bA0te3CLP4Q3VXeeMxo/mjz3ufobD3zVzgidHySy15RD5goV3IiIPTc6Kx4u3zMbne+vxyMpd2F7lXe/1t785iPe2HZLD2N95zhikxJj8vq/hwOVyobq6us+69PR0aLW8svhE2HbeUVu78XiUzYm7+GIYR41C5ffvgKO29sQ5bjfKN25A1SWXYsTvHoJ53LigOp5gzVEyiznMYQ5zlM5RMos5zGEOc5TOUTJruHLcTieMK1ei4a9/83x0K9HL/ebvIPmOO6A19T2PxM92/ssxxybhlhc2Y3NZ05C386sLJ+Lm00aF7d81c4IrR8ksteUQ+Yp/kUREXjptTDLeueNU2Qt+VHKUV9twuNz4z1dlOPOPH+FPH+xGm8WzebyIiCj0mCdNwsg3XkfElL69UwbjrK1B1R13om3t2oDuGxERERERBY61rByVd9yJ2sce97jobszLw8hXXkbqT35yTNGd/Ke+zYKrn/5qyEV3nVaDxxdPGbToTkRE4YM93omIfCCGsxHzvi8oSMPrmyrx5zV7UNtm9Xg7nTYn/vLhPrywrgzfP3s0rp+TiwiDLiD7TEREw8+Qmorc//wH1b9+AC1vvTWkx7itFlQ/+CCcjz0OQ1wcdHGx0IrbWPG1uI2FLj4OWnEbFy9/3rNe3i8mBho93/4TERERESlN9HJvWvY6Gv/5T7htVkTrPHhfrtEg8Ts3IeXOO6GNiAjkboa9qsYu3PHqFlTbI6DRnLjPopjHXXTImT8xTZH9IyKi4Mczb0REfmDQaeWQ8ZedlInnvizF0o/3odXi8Hg7TZ12PPTeTvz7i1L8cN4YXD4tS145S0RE6iN6qYx4+PcwjR+H2kf/KMZNG9Lj3BYLHFbrkIaqPyYzOloW47VHivLdRXtNTDQaxc9jYqCPj0eEmCsyPd2LoyIiIiIiot6s+/ah8p57YCkq8vixxpEjMeL3v0fktJMCsm901L7aNtz5ytdoaLdBF33iCxyiTXo8c+MMnJyfpMj+ERFRaNC43W73cO8EEflfXV0dUlNT+6yrra1FSkrKsO1TOGnptOPJT/bhuS9KYXUMrZAykDGp0bh74Th55azoXU8Dczqdfb7X6ThawFCx7byjtnbj8Qx/TvvnX6Dqxz+Gq7X12Jx+b9d1AXo96JOj0SD21FOR8uMfwVxQELJ/b6H4t8Ac5jCHOcGWxRzmMIc5SucomRWoHHHKvfOrr9Dw/PPo+ORTz9/Ti17u3/oWUn74A496uQfqeIqLi1FYWDjofYqKilAQop8dNuyvw83PbTzSiUajHTwnMcqI52+ahUlZcWH1d82c0MpRMkttOf2x1kKeYOGdSKX4YhAcqlsseGLtHizbVAmny/un22k58bj33PGYnceraImI1MpWWoqK798BW0kJgoZGg7hLLkHKj34IQxqHTyQiIiIiGozLYkHLu++i6T//gXXvPq+2YcjNQcbDDyNy2jQEi+EqvCvhkz11+O4Lm9Fl71vQO56MuAi8cMts5KdEB3zfiCg4sNZCnmDhnUil+GIQXErq2vH4B7uxYnu1T9s5e1wK7jl3PCaMiPXbvhERUfBwtrfj4E9+ivZPPkEw0ZjNSLrpJiTd/B1oo6KGe3eIfOZwONDYKCZYOL7ExETo9ZydjYiIiE7MXluLpldeQfOrr8HZ1OTdRkQv9xtvQMoPfwit2YxgosbCu8vlxtJPSvCn1XuG3FkmPyUKL9w8GxnxwfX7IQomogaxdOnSQe+zZMmSY2oXwYy1FvIEzyIQESlAXAX75HXTsbWiGY+s3IUvSxq82s5Hu+vw8Z46XDo1Ez+ePxbZiZF+31ciIho+uuhoZD35d9T9+Qk0PPMMgoW7qwv1Tz6J5tdflycC4y69BJoQn5KAwpsouqvtZBAREREpr6u4WPZub1nxPmC3e70dQ04OMn7/O0TOmOHX/aOB1bdb8aPXvsFne+uH/JhJmXF47qaZSIo2BXTfiIgotGmHeweIiMLJlOx4vHTLbLxw8ywUZnrXa12MU/Lm11U45/GP8cA7xfLDAhERqYcoaKf+5MfIeOwxaEzBdVLHUVeHQ7/4BQ4sWoyOdeuGe3eIiIiIiBTndjrR+sEHKL3+epResQgtb7/jU9E94YYbkPfWmyy6K+Srkgac/8RnHhXdT85Lwsu3zmbRnYiITog93omIFKbRaHD6mBScmp+MFUWH8Niq3Sht6PR4O3anG899WYplmypwy+l5uPX0UYiJMARkn4mISHlxF14AU34eqh/8Dbq++QbBxLpzJ8q/fROizz4bqXffDVPeqOHeJSIiIiKigHK2taH5v/9F0wsvwl5V5fP2DNnZGPG7hxA1a5Zf9o8GJ4aT/9uH+/DE2j0Y4sjy0vyJafjrNSchwsARv4iI6MRYeCciGiZarQYXTs7AwoJ0vLaxAk+s3Yu6Ns97r3fanPjL2r14cV0Zvn/2aFw/JwcmPT8MEBGpQcSECRj56iuw19TAduAAnC2tcLa2wNXScvjrVjhbWuBqbYGzueXo921tiuxf+0cfof2zz5Bw1VVIvuP70CckKJJLRERERKQUW3k5Gl98ES3//R9cHR1+2WbCtdfKUa60UVF+2R4NrrbNIoeW/2KfZ1M/LpqehT9cPgl6HQcOJiKioWHhnYhomBl0Wlw/JxeXT8vEv78oxT8+KUGbxeHxdho7bPjt8h341+cH5Pzvl56UCZ1WA7VzuVyorq7usy49PR1aLT8UnQjbzjtqazceTwjl5OQMOUcMfymK8K7DhXhZpBe3omgv1vUu0re0wN7cjOr6ejgbGgC3S24jWaeHVjOE1xGHA00vvYSWd95B8pIlSLj+OmiNxhMfT4D/3lT9t8Acn3P8bbiPhznhlaNkFnOYwxzmKJ2jZNZgOW63G50bN6Lx+f+g/cMPu+f98zbH7Ua90wHo9Ig+5xwkXHUlUs84I6R/R0rw1/F8sa8eP3j1m+NO1eh2u+Bsb+qzThedgFtPz8fPz58gO86o5e+aOeGTo2RW/5z6+nq5LpTbjsgXLLwTEQWJSKNe9li/dlaOLL7/+8tS2BzdxQ9PVDV34Sevb8XTn+7H3QvHYe6EVDm8PRERhdc88bL3+RB7oIsPsJHV1bCWl6P+H0+h8/PPPM4UvexrH30UTa+8gtSf/AQxCxfw9YeIiIiIQorLZkPr+yvR+J//yOmV/EEXF4eE889H3GWXwpCS4pdt0tCGlhejS/71w70eXTeh12rwiwsmymkd+XmGiIg8xcI7EVGQSYgy4r7zJ+Dbp47En1fvxeubKzyae6rH7po23PKfTZiRm4B7zxuPmSMTA7G7RESkIqacHGT+/nfo3PI18M9nYd+5y+Nt2CsqUPXDH8I8bRrSfnYvzJMnB2RfiYiIiIj8xdHYiJa330brivfhFqNA+YFxdD4Sb7wRMRdcgNqWFr9sk4amttWCu179Guv2N3r0uBFxEXjoskLMnz6KRXciIvIKC+9EREFqRJwZjyyajFvPyMNjq3ZjZXHfoXSGalNZExb/4yvMHZ+Ku88dh/HpsX7fVyIiUpfIaSch7dzX0fbuctT93//BUVvr8Ta6tmxB6ZVXIfbCC5H64x/BkJERkH0lIiIiIvKWZd8+NL/+BtrXrIHbbhv6dEuDiDrjdCTe+C1EnXqKLN6K0aXAwrtiPttbJ+dzr2+3efS4M8am4P4LJyLWbAjYvhERkfpp3GLCGiJSnbq6OqSmpvZZV1tbixQOaRWyvi5vwiMrd3l8tW5v4rPjZVMz8aP5Y5GdGAm1cDgcfb7X63ld2VCx7byjtnbj8TBnsBxXZyca/vVvNPzzn3B3dXm1bY3JhMRvfxtJt94Kd4RpwBw1th1zgjdHrGtsHPw9VWJiokf7FA7txpzgyVEyiznMYQ5zlM4JdJY4Hd7x2Wdo+Pe/0frlV31zvCy6ayIiEHfpJUi84QaY8vNV9zuyWCwoKSmR75/OOOOMPj/78MMP5TnI/Px8REREYLiOx+F04c9r9uLvH+/zaGh5g06De+aPkSNP9vRyD7XfD3OYM9xZvXNEDeKZZ54Z9P5Lliw5pnbhaY6S569YayFPsPBOpFJ8MVAn8ZT96d56PLpyF4oPtnq9HfGh4rrZubjznNFIiu5bACEiIhqIvaYWdU88gZY33xQvSF5tQ5eUhJS77kL8FZdDE+IXeBARERFRaHFZrWh99100PPccbPtK/LJNfVoaEq67DglXLoYuPh5qF6znG6tbLLjrla+xodSzzipZCWb8/dppmJKt/t8dkVLEc8LSpUsDUngfLsH63EfBiWe7iIhCiLjy9syxKTh9dDKWbz+Exz/YjbKGTo+3Y3e68dyXpXh9U4Ucyv6W0/MQbeJLAhERHZ8hLRUZv/8dEm+4HjV/eASd69d7vA1nQwOqf/1rNL34IlLvvRfRp50akH0lIiIiIurhaGpC86uvovGll+Gsr/fLNiMmT0bit25E7IIF0Bg4NPlw+nh3LX68bCsaOzwbWv7cgnQ5xWMch5YnIiI/YpWFiCgEabUaXDwlQ35IeG1TBZ5Ysxf17VaPt9Nhc8phuF74qgx3nDMa187OgUmvC8g+ExGROkRMmICc5/6N9o8+Ru2jj8JWWurxNqx796LillsQdfrpSLvnbpjGjAnIvhIRERFR+BLvUxuefx4tb74Ft8Xi+wZ1OsQsmI/EG29E5Ekn+WMXyQd2pwuPf7AH//jEs9ELjDotfnHBBNx4cu6RoeWJiIj8hYV3IqIQZtRrccOcXFwxLRP/+vwAnvpkP9qsfee6GYqGDhsefHcH/vn5AfxkwVhcPCUTOi0/fBAR0cDECaqYc85G9OmnoenV11D/t7/B2dLi8XbE3Jr7v/oKSd/5DpK/twRaP88JSUREREThN0Vf15Ytcv729rUfej1FUm/a2FjEL16ExOuugyEjwy/7Sb452NyFO1/5GpvLmjx6XG5SJP52zTRMyooL2L4REVF40w73DhARke8ijXrccc4YfHrP2bj19FGyIO+NyqYu/Oi1rbjgL5/hw1018gMrERHR8YhhNcXQ8/kfrELiTTcB3gyz6XCg4emnceCSS9GxYUMgdpOIiIiIVM7tcKD1/fdRetXVKLvuerSvWetz0d2Ym4u0+3+FMR99iLS772bRPUiI81Xn/+Uzj4vuF0wegXfvPI1FdyIiCij2eCciUpGEKCN+ccFEfPvUUXhizR68sbkSLi8+Z+6qbsN3ntuEmSMT8LPzxmN6bmIgdpeIiFRCFxeHtHvvQcI1V6P28T+hbdUqj7dhKytD+Y3fkr2JUn/6U7lNIiIiIqLBONs70PLfN9D4nxdgr6ryyzajTjkZCTfeiOgzzoBGy35rwTS0/B9X7cbTn+736HGic8r9F07EdbNzOLQ8EREFHAvvREQqlBlvxqOLpuDW0/Pkh5IPdtR4tZ2NpU24YulXmDchDXcvHIdx6TEINi6XCzU1fY8vLS0NWn44PiG2nXfU1m48Hub4M8eYk4OsJ/6Mzs2bUfOHR2DZvr1vjtuNBqezz7oknQ7aXifAml9/A20ff4z0X/5KzqHp7cmxUGs75jCHOcwJxizmMIc5zFE6Z6hZ9upqNL34IppeWwZXW5t3Ob3fm+r1iFm4AOO+uwSRE8b7dgBh8DvqTWQmJSUF9HgONnfil28VYUezFhrN0HNGJUfhb9eehIKMuLD5/TCHOUpn9c+pr6+X60K57Yh8wcI7EZGKjUmLwdM3zsCW8iY88v4urD/Q6NV21uyswdpdNbj8pCz8aP4YZCVEIphwSHzvse28o7Z24/Ewx985kdOnY+Rrr6L1vRWo/dOf4Dh06GgOTpzjrKtH1Q9+gOi5c5F+/69gSEsLm7ZjDnOYw5xgy2IOc5jDHKVzBsuy7Nwp529vXfG+nLLIVxoxf/tllyLussugT0xERHo6AkGNvyMlMsW2P9ldi98u34lWix266IQhP/biKRn4/eWTEG3Sh93vhznMUTqrd06gnxOIgh0L70REYWBaTgJevW0OPt5Th0dX7sbOQ60eb0O8r/nvlkq8u/Ugrp+TizvOGY3EKGNA9peIiEKfGJYz7qILETN/Hhqf/w8annoKro4Oj7bRvnYt9q9fj9Sf/gTxV17JoT6JiIiIwpAotLR/+imann8enV+t88s2xfzt8d+6EXGzZ0NrNvtlm+RfNocLf/pgD17dWO7R40x6LR64uABXz8zm0PJERKQ4Ft6JiMKE+LBx9rhUnDkmBe9uO4jHP9iD8sZOj7djc7rwry8OYNmmCjmU/S2nj0LUEK4eJiKi8KSNiEDy7bch/orLUfPEX1D/6quA2zXkx7va21H9wINoeXc5RvzmQZjy8wO6v0REREQUHFxWK9pWr0bTsmWIq6jsMz2Rt8wzpiPpppsQffbZchwma3W1X/aV/Kupw4bv/Hs9Nu70rOielxKFv187DRNGxAZs34iIiAajcXNsBiJVqqurQ2pqap91tbW1SElJGbZ9ouC7clhcNfyXtXtR327zejvJ0Ubcec4YXDMrB0a98j0RxcuYo9/wcnq9nlc1DwHbzjtqazceD3OUzmnftg2Hfv2AHCZU5hy+OGwoNAYDkpZ8F8m33AKN0Rh2bccc5jCHOUpnMYc5zGGO0jmCvbER9S+/jMaXX4GzocHj94zH0OkQu3ABEm+6CeZJk1TbdkrkDHS+saqqCiNGjPBbTkuXHdc+sw5FVS2Ay9n3h1rdcXMuPykTv7200OPOIWr6/TCHOcOR1T9H1CCeeeaZQXOWLFlyzHOJpzlKnr9irYU8wcI7kUrxxYCGqsPqwL8+P4CnPt2Pdqv386NlJ5rxk/nj5BxaWm1oFuyIiEgZbodDDj9f99e/wm2xePx405jRSP/NbxB50kkB2T8iIiIiUl7X9iI0vfQSWlesgNvmfQeBHtrISMQvXoSEG26EMSvTL/sY7gJ9vlGcl7rhn+vxdXnzkB8TYdDiN5cUYvH0rJC9gJxITcRzwtKlSwe9jzeF9+HEWgt5gmMDExGFOXEl8J1zx+C6Obn4+0f78MJXZXI4eU9VNHbhh699g398UoJ7zx2Ps8al8AMPERENSKPXI+nm7yBmwXxU//rX6PjyK48eb927D2XXXoeE665Dyg9/CF10VMD2ldTJ5XKhq6tr0PuYzWZotcqP5kNERBRuw8m3vv8+ml5+BZZt2/yyTX1aGhJvvAHxixdDF8shx/1BFJiefPJJdHR0HPOzRx99FFFRUfje977nUyGt0+bAd/690aOi++jUaDx53TSMTYvxOpeIiMif2OOdSKV4FRZ5q6q5C/+3eg/+t6USLh9eIWaNSpQF+Om5Cf7cPSIiUhnxcaTlrbdR+4c/wNnS4vHj9SNGIP3X9yPmrLMCsn+kTmrshUFERBRK7AcPounV19D8+utwNjX5ZZumiRPk/O2x554rpygi/ykuLkZhYeGg9ykqKkJBQYFX27fYnbjl+U34fF/9kB+zaHoWfnNJASKN7FtIFEzU+FmLtRbyBF+ViIioj8x4Mx5bPAW3nZGHP67ajdU7arzazoYDjbhi6ZeYPzEN9ywchzG8+piIiAYgRkeJv+xSRJ9xOmp+/zBa33vPo8c7Dh1C5XeXIPb885H28/ugT04O2L4SERERkW8XXHZ+9RUaX34Z7R9+JIag8ct2o848QxbcI2fP5sh7IcjmcOF7L20ZctHdbNDhoUsLccX0rIDvGxERkadYeCciogGJYbqeuXEGNpc14pH3d2NDaaNX2xGF+7U7a3D5tCz8aP5YWdgnIiLqT5+UhMzHH0PcxRfh0AMPyoK6J8RcoO1ffIG0e+9F3GWX8qQrERERUZBwtrej5c230PTKK7Dt3++XbWqMRsRdcjESv/UtmEaP9ss2SXkOpwt3vfI1PtxVO6T756dE4akbpmN0Kjt3EBFRcGLhnYiIBjU9NxGv3T4HH++uwyMrd2FXdZvH2xBD1r+xuRLvbD2IG+fk4vtnj0ZClDEg+0tERKEt+swzkffuu6h74gk0vfii6Bo15Me6Wlpw6Oc/R8u772DEgw/CmJMT0H0lIiIiouOz7t0re7e3vv0OXJ2dftmmLj4eCddei4Rrr+FIRyHO6XLjx8u2YmVx9ZDun5cShVdvOxkpMaaA7xsREZG3WHgnIqITEr0Gzx6fijPHpuDtrVV4/IM9qGzq8mr4sGc/P4DXNlbIoey/c9ooRJl8eylyuVxyTp3exJw7Wq3Wp+2GA7add9TWbjwe5gRjji46Cum/+DniLjgfh351vzxp64nOr9Zh30UXA9+6EQlXXgmNXh82bcecoeX423AfD3PCK0fJLOYwhznM8TTH7XCgbe2HaHrpJXRu2OBdltuNBqezz7oReXlI/s5NiLvkEmjNZlW2Xajk+IPL5ca9/90mO2gcj9vtgqujRX6dmWDGny8qQFKUIQD7oq7fD3OYo3RW/5z6+nq5LpTbjsgXLLwTEdGQabUaXHZSFi6YlIGX15fhrx/uQ0OHzePttFkdeHz1Hjz/VRnumjsaV8/MgVGv9emNF3mHbecdtbUbj4c5wZpjnjoVo/77Bhr++U/UP7kUbrt9yI91Wyyof/JJtKxejdR77oF53DiEU9sxhznMUXeOklnMYQ5zmDOUHEd9PZpffx1Nr74GR02Nz1ludI96ZJ42HfFXXI68K66A7vDFlGpru1DM8YXb7cb97xTJkRFPfF8XRsRF4G/XTEVydOBGTlTb74c5zFE6q3dOIDND4TmOiIV3IiLymCiSf/vUUVg0Ixv//OwAnv60BB22vlejD0V9uxX3v12MZz87gJ8sGIuLJmfI4j4REVHv+TuTlyxBzMKFOHT//ejatNmjx9v27kXl7d9FzLkLEX3FFYg5+WS5TSIiIiLyvYDaueVrNInh5FetAjy4SHIw2shIxM2bh7jLLoVp5Ei5TsMejar5m3novZ14cV35kO4viu1/u3YaMuL9M8oBERFRoPEdSxhZs2YNFi9ejOnTpyMhIUEOHZ2fn4/58+fj0UcfRXNzM0LlOG6//fY+xyFuxbGI43v66aexf/9+v+WJbYnt33vvvV5vV7StaGOxz2LfidQi2qTHD+aNwaf3nI0et7MGAAEAAElEQVTvnDoKRp13LyvljZ34wavf4MK/fo6Pd9fKD2JERES9mfLykPuf/yD9gQegjY727MEuJ9pWrEDFbbdjzymnouonP0XrypVwdXQEaneJiIiIVMvV1YWW5ctxYNEilF17LVqXL/dL0d2Yn4+0+3+F0Z98gtQf/fBI0Z3UQZzr+eOq3fjn5weGdP+kSCP+ft00ZCdGBnzfiIiI/EXjZnVD9UTB96mnnpJF4/j4eMybNw8zZ86UX5eUlMhC9pYtW+R9xc/EffPy8hBs3njjDdx6661DvkBAHIsolotbX4j2ERcn9BBtI7YpiugzZsyQ34u27E20tWjTjRs39mlfYfPmzZg2bRoCra6u7pj5K8UcKCkpKQHPpvBV0diJ/1uzB29+XQVfXl3m5CXinnPHY1pOwgnvK17GbLa+w90bjUZ5UQ4Njm3nHbW1G4+HOaGYY6+pQfVvf4v2NWsHzbL3ezEyaDR9skTP96hTTkHM/HmIPucc6BNO/LoT6m3HnO4cu92OgwePP6eokJGRIe/rS47a2o05wZGjZBZzmMMc5vQe3rdtxw60vPMuWt58E66WlmPeW3lFp0PMOecg4brrEDl7ltye2tpODTnFxcUoLCwc9D5FRUUoKCg47s//snYv/rR6z5Dy4iMNePmW2chPigjpdmMOc4YrR8ms/jmiBvHPf/5z0JwlS5YcU7vwNEfJ81estZAnWHhXMVH8FQXjnl7a99xzD+67775jisS9e5H33PeRRx6R9w8W4jjEPgq33Xab3NfexWux36Iw33OBQW+LFi3CM888M+Bxe1N498Xrr78u90cJfDGg4bS7ug1/XLULa3bW+rSdhQVpuHvhOIxOjfHbvhERkXq0fvCBLMA76+p935hWi8jp02URPmbePBgyMvyxi0REREQhS5w2thTvQNsHH8jFVlrqt23rkpIQv3gREq66CoYRI/y2XQoMXwvvYorC36/YNaSsGJMeL986B5Oy4rzaVyIaXqIGsXTp0kHv403hfTix1kKeYOFdpUQP67lz5x7pHT7Ugm//ArcoZA8nsf/iOMTxDLU3vujlLnr59yYes3r1aq968vuj8C6K/uJ34Gvve0/wxYCCwabSRjyychc2ljZ5vQ0x5fui6Vn44byxnNOLiIiO4WxtRe1jj6N52TK/bjdi4sTuIvz8+XLY01AdBYKIiIjIE26XC11bt6Ltg9Wy2G6vqvLr9s1TpyLhumsRs3AhtEMcWYZCu/D+/Jel+PU7xUPKiTTq8MLNszE91/ORqIgoOLDwTuFOP9w7QIErVvcU3UWxeqi9rEVxWsyVLnqNi7nSxdfD2fO9p+juyUUAore+2O/ec6mL4xFDwx84cMDrnu/e8rXHPVEomzEyEctuPxkf7qrFoyt3Y3dNm8fbcLmBZZsq8dY3B/HtU0ZiyZn5SIjih3MiIuqmi43FiN88iNgLL0D1/b/2W08sy44dcql74i8wjhx5pCd8xKRJ0Gi1fskgIiIiCgZupxOdmzZ392xfvRqOWt9Gr+tPYzLJ92oJ114L8yBDkZP6vLqhfMhF9wiDFv/69kwW3YmIKKTxjJEKLV68+EjRXQzHLorWnuhd4Ba9x/sP3a4Ukd27p7snxDH3v2BAtIkovitF7LeYz130dGfRncKZ6CE4d0IaVvzgdPzpyinI9LLXus3hwtOf7scZj36Ev3+0D502h9/3lYiIQlfUrFkY9fZbSPru7YDev9cXi2J+wzPPovSqq7HvrLNR/ZvfoOPLL+G22/2aQ0RERKQU8T6m/bPPcehX92Pv6Weg/FvfQtNLL/m16G7IykLq3Xdj9McfIeN3v2PRPcy8+XUl7ntz+5Dua9Rp8fQNMzAnLyng+0VERBRIHGpeZfoPi+7tnOKiQC2K3j3Fe1FAVpIo9ote62Jo+JKSEq+309N7vzdP56/vaVPxGHErRgUQbbNp06YjFziIwnpiYqJsK3GfK6+8ctiL7Rz+hIKV1eHES+vK8beP9qGxw+b1dlJiTLhr7hhcPTMbBh2vIyMioqMsu3ej5rcPoXPTpoDmaOPiEHPWmYieNw/Rp50GrZlTohAREVHwclmt6PjiC7St+gBtH30EV2trQHKiTj9dDicfffrp0Oh0Acmg4B5q/r1th3DnK1vkKIYnotdq8NQN02WnDSIKfRxqnsIdh5pXGdFLvIco/HpTdBeuuuqqI4V3cSsWUVRWiiiO9z8eb4jH9x5yXnj44Ydlj3hPC+NJSUmyF7uS87QTqZFJr8N3ThuFK2dm45lP9+PZz/ajw+b0eDt1bVb86q0i+fifLBiHCyeNgFZMCE9ERGEvYtw45L74ghwqvnX1arSvWQPr3n1+z3G1tKDl7XfkoomIQNTs2XI+eGNONgzZ2TDm5MAwYgQ0fu6BT0RERDRUrs5OtH/6mRxGvv3jj+X3gaCNjUX8ZZch4Zqr5TQ9FL5W76jBD179ekhFd51Wg79ecxKL7kREpBrs8a4iojjeeyh1UXQXPd596XHew5M51v01NLXgjz/Pnm31Jo5lqEPw9/R497Sn/HDjVVgUKurbrfjbh/vw0voy2J2e/5t3u11wdbZgXFoM7jhntByWTPztazn/7gm5XC75XNGbeI5g24VXu/F4mKPGnIGybOXliPj6a7SvXQvL1m3+y3G70ejsewFZok4Hbc97UJ0OhowMGLOzYcjJ7r7tKcpnZUMXHeXV8YT674g5zGFOaGQxhznMCc2cxIgIdH76aXex/bPP4bZYAvaexzxhAhKuvQZxF14IbWSkzznh8jsKtZyh9nivN6Ti1uc3weZ0nXCb4u3yn6+aikumZqq23ZjDnOHKUTKrf474WtSlBsvxpsf7cJ6/Yq2FPMGuFyrSvzA+c+ZMr7clhnjv7emnn1as8C4K3YLoWe6Pnvbi8T2993uIJ/6hFt6JKLCSo0144OIC3HzaKPzf6j1485sqeHrNjdvlwq5DLbjjpc2YkZuAn146G6eOSRnwwhvqy9nvxAmFZ7vxeJijxpz+WbrMTCRNn46U226DvaYGbWvXyp7wHRs2Ag6HTzkuDPLC5XTCXlEhF3x57I91iYmHi/I5vYry3bf6lL6vZWr7HTGHOcwJjSzmMIc5oZHjaG6Ww8i3f/IJGr7ZCo2P728Ge8+jjYlF1GmnIffGGxA1Y0ZAPnur8XekppyBbKvuwgMfDa3oLjxy+eTjFt3V2m7MYY6SOUpm9c4RBXIlcoiCFQvvKrJs2bI+3/tasBbF997zo7/xxhteD13vCTGHek8BvqcHvyc91PvrKeAPVNwnouCRnRiJP101FbeekYc/rtqND3fVerWdTWVNuO6f65GfGoPrZudi0bQsxEUa/L6/REQUugxpaUi89lq5OFta5LCrbWvW+K1HmCecjY3oEsvWrcf8TAxfb8zOgiE7B/rMTDTFxcKYkQG96EGfnq7ofhIREVFwsuzeg4OPPYaOzz4DXN0FiUid3u/FcF1SEmJPnoOYM86AeepUaAwGRKan84J3kowZ4/HgR7WwOobWk+I3lxTIKQiJiIjUhoV3lRAF8ubm5kF7rXtKFO57F95FQVyJwnvvzB5innZRQPfmmHoPmU9EwW/CiFj869szseFAIx5ZuQuby5q82s7+ug78dvkOPLpyFy6akoHr5+RiSlYcTwoQEVEfurg4xF1yiVxcXV2yp1jb6jVoE3OgtrQM676JiwDE3PRiEcO71jt79VzTaNGRlQWT6Ckveshn9fSUFz3ns+RxERERkXpZDxxA/V//huYVK9DhsAckQ5+ejpj58xG7YD5MU6eipt8Qv0SCIWUkUhf/GpYhFt1/ecEE3HjyyIDvFxER0XBg4V0lBurB7WvhPTEx8YQZgdD/AoLe+d70eu9/HL0L/L62EREFzqxRiXjjuydjzc5a/HHVLuypaT/OPTXQmWOOWdfD6nDhjc2VcinMjJW94C+ZmoFII18CxUUI/Z8jeWFC+LUbj4c5aszxNktrNiNm3jy5uO12dG7a1F2EX7sWjpqagXMAxGl1x6zzt4FyHAcPwnnoEDrXrz/m/tq4uMND12fBmJ1z5FYU5/VpadDodGHxt8Ac5qgxR8ks5jCHOcGXY6+qQt2TT6LlrbfllDYat9uv70XEdDcxC0SxfQEiJk2C5vDcuW63m89xzDmGPjkXqYsfhNYUPaT7/3TBWNxyel5YthtzmKNkjpJZ/XMcDkfItx2RL1h1UIme4dn9KT4+/oQ90QOhf+6JCuhEpF7izdP8iWk4Z3wq3vy6Ss4BX9Xcdcx9oDcOaXtFVa2473/b8fv3duLyaZm4bk4uxqb1L9qHD9F2ERERw70bIUdt7cbjYY4ac/yRJYZPjTr5ZLmk/fIXsBQVdRfh16yB7cCBPjkmBT7se5ojeutbxFJUdOy2DAYYMjNhyMmGMUvMLy96y+fAkCWK89mIMJsRaGr7m2MOc5TMUTKLOcxhTvDk2Gtr0fDU02gSU03a7X59L2LMzz9SbDeNHz9gIYPPcczpz5CUjbSrfwdd1MDncvu74+zRuOOcMWHbbsxhjpI5Smb1zxFfB6rwrqbzV6ReLLyrRP+i+PGK155ISko6Zp2YK93XueNPRAwrL+aT7388Yqh5bzQ2Ng64noV8otCh02qwaHoWLpoyAi+uK8ffPtyLpk7vh9Jrszrw/Fdlcpk1MhHXzcnBuYXpMOkH7v1HREThTfT0Mk+eLJfUn/wY1pKSI0X4gQrbwU705reVlsqlY4Cf61KSu3vH5+YiYlIhzFOmIGLsWFmwJyIiImU5mprQ8OyzaHrpZTkNjb+IAvuRYvvo0X7bLoUHfUIGUj0out9y2ij8ZMHYgO8XERHRcGPhXaWFd38UlQcq3oucQBfeRYH99ddfx7333ivzxPePPPKI1xcTlJSUDLjeHxcnEJGyRGH85tNG4coZWXjmswN49rP96LQ5fdrmhtJGuSRFGXHlzGxcOysH2YmRfttnIiJSH1N+vlySv3s77IcOof3jj2HZsRO2igrYy8thr64GXC6EKmddPbrEsmULWt58U67TmEyIKCzsvgBhyhSYp0yW876G6tB+tbW1WLp06aD3WbJkCVJTUxXbJyIiot6c7e1o/PdzaHzuObg6BrpUznMRkyfL+drFvO3iAjsib+hiU5F29UPQRw/t/PMNc3LxiwsmhOz7RiIiIk+w8K4Sx5sX3d+UGm5+0aJFcvEH0Uu/P297z/dv86effloO8y/aRSyimC/mjReL6LnvjxwiOlZMhAE/nj9Wfnj7+0f78NL6Mtidbp+22dBhw9KPS/CPT0pw5tgUXD87F2ePT5W97YmIiI7HMGIEEq65ps86t80G+8GDshBvE4X4isojRXlbZSXcXX2nTQkFbqsVXZs3y6WHPjVVFuC7C/FTEFFQAG0kL14jIiLyhaurC00vvYSGZ56Fs6XFt41pNDBPnyZ7tYtiu3jfQuQtfVwaoqeeh+gpC6Azxw7pMVfNyMaDFxew6E5ERGGDhXeVFt390Zt7oF7zDQ0NCDVr1qw5Zt38+fO93p4osIve+D3D4YsLBESRXRTbxbD2mzdvlgV58XPxexC99W+77TafjoGIBpYSY8IDFxfg1jPy8PL6Mry2sQL17Taftul2Ax/vrpNLRlwErpmVg6tmZSM1hnMIERHR0GiMRhhHjpRLf263G876+qNF+fKK7qK8+L6iAs4Qer/tqK3tHnJ/9eH32zodTGPH9ukVbxw1Sg7VT0RERINz2Wxofm0Z6p96Sr5X8JpWi8jZs7qL7fPmQZ+S4s/dpDDjcrnxyZ46PPlhDTJufwYazdDf110yNQO/v3wStOzQQEREYYSFdxU43hzmodzj3V9EAXwg99xzj1fbE8X0xYsXy4K6GA7/eL3yRWFe3E/0thdFeXFfsXB4e6LAyIw34+6F4/GDuWOxqrgaL64rw/oDvj83Hmyx4PHVe/DE2r1YWJAu54I/OS+JV2oTEZHXxGuIOAEulsgBpnBytnfAXnm4GC+L8oeL85WVsFdVAU7fplgJKKcT1p075dL82mtylTYmBuZJk2CeerhX/OTJ0CckDPeeEhERBQ23w4GWt95C3ZNPwnHwkE/bijn3XKTceYecEofIF00dNizbVIEX15ehorF7tCZPiu7nFabj8cVTOIogERGFHRbeVUCpYeZDkeht7q+i+1NPPSUvPBC918XXgxG930XP9+nTp8viu+h1P3fuXKxdu5bFdyI/c7lcqO/VG2D2CD0uuHU29td34MV15fjvlkq0WRw+ZThcbry3/ZBc8lKicN3sXCyaloW4SAPU1HZCcnIytOyZGFbtxuNhjhpzlMzyd44uOgq68eMRMX78MTl11dWw19TIYeztlVWIaW6Cs+rgkWHs/TH/q8vtRlO/4n6CTgetlxedudra0PHll3LpYcjNgWnSZHSOGoWIgokwiZEBtFokJyV1t5sYfsbtljfdur8/sshV4udHvz5y2+s+4ucupwv1Dd2/H63ZDG10NFIC0PMvVP/emBOaOUpmMYc5zAlcjtvlQuuK91H/17/CVlbmfY7bDdvs2Ui69RYYx42DGJw+2eUK2XZTMos5x/qmohkvfFWGd7cdhM3hGvA+brcLrs7WPuu0kbFHCvNzx6fiiatPgl6nDZt2Yw5zgi1Hyaz+OXV1dXJdKLcdkS9YeFcBJXu8h1KRXxS8+/fQFwXxgYrxQzHUontvopd7/uGrjMX+iOK7KMgPl9TUVI8f8+tf/xoPPPBAQPaHyF8cjmML66NTY+Qw9PecOw7vbj0oi/Dbq3ycH088F9R14LfLd+CPq3bhoskZuH5OLqZkx6uq7Sj82o3Hwxw15iiZpVSOKIdr09JgEstJJyEtPf3oyXsxhH1zc/eQ9eVi6Ppy2Coqj8wr76iu9iDnSMU7IOxl5bCWlqHe2bfdGnR6rwv8gxUjeudooqLRnpcHpKdhUnUNOqKj0S6WmGh0mc1w+3DSRm1/b8wJ7hwls5jDHOb4N0e8ZrevXYu6J/4C6969Pm0/UhTc77oTrYfnbg/0cfE5Tp05FrsT78jzJmXYVjm08yZu18CjMJ0+Jhl/v24ajHqt6tuNOcwJ9hwls3rnOAM4Spvazl+ROrHwTscV6j2zb7311gEL4d6aN2+eR0X33oV+MfR8T/FdfO1t8Z+IPBdp1OOqmTly2VbZLD9Iig+UFvvAV24PlXj865sr5TIpMw7Xzc7BxVMzZB4REdGwDGGfkCAXMcd6fy6rVQ5Vf2Re+cqKo7cVlXBbrQgH7o52WHbsgHbnTkzo9zOnVovOqKjuQnx0NLqWLUPbhAkwZGfDmJ0te8wTERF5SxbcP/8CDX/9Kyzbt/u0LTF9S8qPfoioOXNkD8BWDy6wI+pRWt+Bl9aXYdmmSrR02X3e3qQ0E56+YQYiDDq/7B8REVEoYnWAVEnM7S6K3P2L7tMGmEdzqAV30dvdG+JxPYV34dFHH5XzvouiPBEpa3JWPB5dFI9fnD9RDkEvPmCW1Pk+LK/oSf+z/23H71bsxBXTsmQRfkxajF/2mYiIyB+0JhNMeXly6U8Mdeuoq5e95C2lZXDt3AHr/v2wFO+As7EB4ULnciGmrU0uQufevejs/fOUZBizc2QR3pDTXYyXRfmcHGhC/KJlIiIKrK6tW1H/zDOILt7h0+gupvHjkfKDuxB91lnyojsiTzldbny0qxYvrCvDJ3vq/LbdrpJNuP+aRTAbWXQnIqLwxsI7qWJY+f77LQrbvYke5osWLfJ6m94W3XtGDhAF/94XAohCvC+974noKHGyISEh4Zh1gxFzs3/ntFG46dSRWLe/ES+uL8Oqomo5l7svxFzyz31ZKpdZoxLlMPTnFqT7bYi1YGg7Ul+78XiYo8YcJbPUkKPRamFIS5WLefp0mC3nH+mZJ4aod+/eA8u2bbJoYCku9kvveLHnsdq+J2YD8ZfgzxxnXT26xNLvAl+5TbMZrsxMGLKzYMzNReSMmWKeJzl3vT+p4e+NOaGVxRzmMMc3ptJSNDz9DDq+/BJGH3KMeXlIuetOxCxYIF+31d5uajumYMhpaLfitU0VeGldOaqau3xNgjYiWn5lbyjHZRPiceYZBRg7KsfH7QZfuzGHOaGao2RW/xyz2YzFixcPmhUbG+tzTs86omDDwrsKJCYmDvcuBBXxpN6/6H7PPfdgOM2YMaNP4f2NN96QFwiE+nD+RMFAvMESb+i8fezJ+UlyqW2zYNnGCryyocIPH0KBDQca5ZIcbcTiGdm4dlYOshMjoZa2C2dqazceD3PUmKNklupzRA/5vDzEnXeu/NZtt8Oyew+6tn7TXYz/ZitsZWVe5UQocJJEqRx3Vxc0+/bBIRbRW/6559GcMQIJV12N+EVXQJ+U5Jcc1f+9MSfospjDHOZ4zrpvH1qWL0freytgr6iQ6yK8vBDLkJmJ5DvuQNxFF0Kj16u63YYjS+054iLKLeXdU+69t+0QbE7fptw7wuVEV8kGtG15D9aKIjxYW4uUlBT4m9p/P8xhjlqy+ueIr/sXyAORQxSsWHgnVRE9ydesWRNURXdh+vTpx6xbtmyZTz3pvVEboDfCRGqQGhOBO84ZgyVnjcbHu2vlB9OP99TB7VsneNS327D04xL845MSnDU2RfaCP2tcKnRaXpFJREShR2MwwFxYIBdcd51c52hqknPVdm3t7hXftW0bXK2tCHeOg4dQ93//h7q//Q2xCxci4dprYD7pJPbKICJSIXtVFVpWrJDFduuuXT5vT5+aiuQl30X8FVdAYxR95YmGrsvmxNvfVMnh5IsP+u89WVqsCZcUJuP+6+bC2d7ot+0SERGpCQvvKhWoYeKDuYe2mNddzJ8ebEX3441KsHr1asUL70R0YqIgPndCmlwqGjvxyoZyLNtUIQvovhAF/I9218klM96Ma2Zl48qZ2bLgT0REFMr0CQmIPuMMufTMGW8rLTtchN8qb6279wBOJ8KS3Y5W0fNx+XI5N2/CNdcg7sILoI2KGu49IyIiHzgaG9G2ahValr+Hrs2b/bJNXUICkm67DQnXXA1tBD8rkmcqmzrxr89L8cbmCrRaxBg8/nFKfhJumJOLeRPT0NzYgF+w6E5ERHRcLLyrQKCK4Y2Nx76JyhNDTQYhMYx773ndn3rqqaAqag/0O+rdM5+IgpMYGv6ec8fjh/PGYmVxtewFL4aP95UYyv6xD/bgz2v2YmFhOq6fnYs5eYnsAUdERKog5p415Y2SS/xll8p1rq4uOT+8LMaLnvHffANHbS3CjegFWf3rX6P2j39E3KWXysKKKT9/uHeLiIiGyNnegfYP18qh5Du++NJvF5VpY2KQ9J2bkHDDjdBF88Is8szB5i78/aN9stOA3enjsH2HxZj0uGJ6Fq6fk4PRqTF+2SYREVE4YOFdBZQshif5aW5Cf9q/fz/mzp175PvXX38dixYtQjAZqMd7oEYlICL/M+q1uHhKhlz21LTh5fXl+O/mSrRZfbuC3OFyy3nWxJKfEoXrZufKD7ZxZoPf9p2IiCgYaM1mRM6YIZce9upqWEtK4LZaD6/RyP9Dozl6MZq4lV8fvj2yWtP3Z0fu2/9nh9e73bLQbyuvgK2iHHZ5WwFHdXX3sDQKc7W3o+nFF+USOXu27AUfM/ccOZQ/EREFF5fNho7PPpPF9vaPPobbYvHbtjVmMxJvuEEW3XVBPMokBafqFgue/HgfXt1Q4bf528enx+CGk3Nx6dRMRJlYOiAiIvIUXz1VQvSo7l3IHai3uqcGKgwH21DzYh/F/Ok9+yqGb583bx5ChbhoIFhHESCigY1Ni8EDFxfgnnPH4Z1vDuLF9WUoqvJ9zrSSug78ZvkOPLpqlyzwiyL8lOzges4lIiLyJ0N6ulyGu5hir6yCvaL8aFG+ovLI7dGLAgKnc/16uYj5fOOvvBLxixfDkJYa8FwiIjo+t9OJzo0b0free2hd9QFcrf6bJ1sQ87aLUU/EsPL6IOzkQsGtttWCpZ+U4KX15bA5fC+4G3QanFc4QhbcZ+QmcDQ+IiIiH7DwrhKiR3XvQrk/elM3NDQcs25Grx4qwVR0FxcErF27FtOmTfPb9sV88Q8//LDcvuhB/8wzz3h94cHxHsde70S+c7lcxzxfidE5tFptQHMjjXpcPSsHV83MxrbKFjkM/TtbD8Lq44dei92FZZsq5TIpM04O63bRlAyZp5a2C3VqazceD3PUmKNkFnNCO0drNB4ZFr8/MVe9o64O9vJy2HqK8Yd7yot1zl7v5V1uN5r7DTccr9NB68GJa9Ejv/5vf0P90qWImTdP9oKPnD2rz8nvYGk35gxvjpJZzGFOOOWI51tLURFal7+H1hUr5GuATzkDvTaYTEi84gokL/kuDCNG+LR9tf5+lMwKtZy6Niue+qQEL6wrG/Dcg9vtgqurrc86rTkGGs3AORlxEbh2tjivkYOUGBO8VV9fH9TtxhzmhGOOkllqyyHyFQvvKiEKzqL3tD8NVBQOpt7ZYnh5ccyiqL1582a/7tsbb7yBe++9t8/3oj1Ej3pvHK/AHkztSRTK7Hb7sGWLkzOiZ7pYfnnBRLyxpRIvrS/D/roOn7e9vaoF9/53Ox56byeumBaYudWGs+1CmdrajcfDHDXmKJnFHHXmiLnqDWlpcomcOfOYnzvb2mCvqJA95S1lpbDt3IWODRvgrK3xbYedTrStWiUXY36+LMDHXXIxdDExIdFuzOFzHHOYE2o51rIyuF56GW3vr4C9rNyvOQ50T2eiTUiUU4rkf/e7iBg5Ev6mtt+PklmhkNPQbsXTn+7Hf74qQ5e978Uc/bmdJ54S7/QxybhhTi7OGZ8Kvc73gpXD4ds0fKH++2EOc4I1R8ksteUQ+YKFd5WYOXOmLA731tMT3Fv9h6sXReJgGWp+/vz52LJli9wnUXT393699tprx6xbs2YN/C1Y2pOI/CMu0oCbTxuF75w6El/tb8BL68qxqrhazuXuizaLA899WSqX2aMScf2cXCwsSJdzzxMREdHwEIVw3cSJiJg4EdGid3x1NdwOBzrWrUPLm28BW7b4nGErKUHNQw+h9k9/QtxFFyHuqivFhwi/7D8RUbhyu92wlpej44sv0L5mLax79yBZp/dolJKh0MbEIOaUkxE7dy7M06ZBo9PBOMxTrFBoaeqw4enP9uP5L0vRaRu84H4iMRF6LJ6eLS/oz0uJ9ts+EhERUV8svKvEQPOai97gvgy93r8HfbD0zl68eLEsgntbdBcXKIhtlJSUHPeY/D0E/ECjEbDoTqReohf8KfnJchFzr722sQKvbCjHwRaLz9tef6BRLsnRRlw5IxvXzMpBdmKkX/abiIiIfKPR6xF92mlySbRY0LLsdTS/+SZcLS0+bdfd2Ynm115D46uvon3CBMRdeimizzpTDpVPREQnZqusROe6dehYvwHt69ah+tDBgOSIudujzz4bsRdegMjTTkNtU1NAckjdWjrtePbz/fjX5wfQ4WPBvWBELL516qiATWFHREREffHVViUGKrBv2rTJr4V3UawebrfffrssnIvjEnO6e1O83rhx4wkvJBjoZ7fddhv8NXqAcOWVV3q9PSLqW+Tu/1zQey7U4ZYaG4E7547B984ejY921eLF9WX4ZE8d3L51gkd9uw1PflyCpZ+U4OxxqfKq9TPHpkKn1aim7YKV2tqNx8McNeYomcUc5hwvx2Q2I+1n9yLlB3ehdcX7aHr5ZViKi33LAWDYsQOdO3bAunSpLMDbFi9CxOjRPh5B+P1+QjlHySzmMCdUc+yHDqFj/Xp0rt+AzvXrYT94sE+P9xitrm8OfKDTIerkk2WxPWbePOiio4/khFq7BUOOklnBltPSZZfFdrG0Wb0Zvl0DbUSU/OrU/GR87+x8nDouI+DzH8fGxobF74c5zAmlHCWz1JZD5CuNW7wLJFUQhfHew83fc889eOSRR7zalujxnZCQ0GddU1PTsPbSfvTRR+W8674U3XuGqRcXFYge70PJ6hlRwNu27Llg4Omnn+6z7vXXX8eiRYsQKHV1dUhNTe2zrra2FikpKQHLJKKhqWjsxEvry/H6pgo0dNj8tt3MeDOunZ0je8KnxJj8tl0iIiLyj67t29H08itofe89uG3+ew9gEr3gL7xQFn3EnPREROHGXluLzg0b0bm+u1e7vdy/c7UPxHzSSYi94ALEnrsQ+uTkgOeRerVZ7Pj3F6V49rP9aLX4Nl/6KflJ+NH8sZg5MhGBwPONRBSO+NxHnmDhXUXEnOfTp08/8r0oGouh2L3RMxx7D1EgFoXi4SKK1qJ47csx9RAXFIhC+mDH09OWTz31lE893Xvk5+f3GUFAXDQgLmQIJL4YEAU/q8OJlUXVci74DaXHjozhLYNOI+eAv252LubkJfLqTyIioiDjaGpCy//eRNOrr8JeUeG/DWs0iJw1C3EXXYiYBQugi43137aJiIKIo7ERnRs2HOnVbhtgir9AMI0Zg1hxodMF58OYlaVIJqlXu9Uh529/5rP9aO60+7StWaMS8eP5YzEnLwmB0NLSgg8++ACtra245ZZb+vzs2Weflb3eFyxYgLi4uIDkE1HosFgsg3Z67KmXREREIFSw1kKeYOFdZUSxWBSNe3j76+3fQ3v16tUDziN/ol7zYi52QTzW2x7qYhuil7rYhtgPX4jit3hSH8poAOJ+Yp99LfT3ZPbmr4L+YPhiQBRadle34eX1Zfjfliovh5Qb2OjUaFw3OweXT8tCnNngt+0SERGFsvr6evz73/8e9D433XQTkgPcg9HtcqHjiy9kL/j2jz8WH+D8tm2NwSDngY+98KLu+eBNHA2HiEKXs6UFnRs3yt7sYq526969imUbMjIOF9svQMS4sYrlknp12hz4z1dleOqTEjT5WHCfkZsgC+4n5ycF9KL74uJiFBYWDnqfoqIiFBQUBGwfiCg0iBrE0qVLB73PkiVLjqldBDPWWsgTnONdZe67774+PdVF8dybAm/vorvoZe5p0V0U/+fOnSuL74IoYIvh4T2dc15sRxTd/dXjvqfYPnPmzCHdt2f4fl+GhBdD1vefPz7QRXciCj3j0mPw4CWFuOfc8Xhn60G8uK4MxQdbfd7uvtp2PPjuDjyychcunpKB6+fkYnLW8E0bQkREFAxcLhc6OztPeJ9A02i1iD79dLnYKqvQvGwZmt94A85G30fCcdvtaFu9Ri7amBjELJiPuIsuQuTMmdDo+s5tTEQUbJzt7bLQLnqzd2xYD+vOXX69OOlEdImJiD33XFlwN580laOIkV902Zzys/4/Pinxedq5k3Li8aN5Y3H6mGT+fRIREQUR9nhXod693kWR90TDehxvfvMe4vFiO54O595TdPd2eHXRU1wci9iOp4X/3hobG+U2eg/1LnqxD+UigJ62HOr9TzT8v7ft6Q1ehUUU2sTL89bKFvmh/N2tB2F1+O/k/+SsOFw/OxcXTcmA2cgT70REFH6CuReGy2ZD26pVshd819df+337+tTU7jmJL7wAERMnDsvJemdbG2wlJbCKZV+JHCJa9GbVGI3QRJhk73yNKeLw171vI6CN6P5Zz638WUQENKae2whoTWI7EUfvp2efAyJfR+cQz0dd27bD2dgAt9MFOJ1yPVwuuF1OQKxzu477M3nrch/9mbh1i9tej5f3d8FtscjnB/G9krSRkYiZP18W26NOnsPnDvIbi92Jl9aXY+nHJahvt/q0rSlZcfjh/LE4a2yKoq/h7PFORGr4rOUt1lrIEyy8q1DvgnVPz20xtPpQiMeIonkPTx472NDqnhadxX6MGjXqmOK9vwz1z773sXhafB/oGESvfV96z3uCLwZE6tHcacMbmyvx8vpy7K/v8Nt2YyL0uGJaFq6fk4PRqTF+2y4REVGwC5WTQZadO9H0yqtoefdduLu6/L59Y16enA9eFJmM2dl+376zuRnW/fth3bdPLrZ93cV2R00NFKXXdxfzReHebIZhxAh57MZRI2ESt3l5ch1HAiDqe97EumsXWt5djtYVK+CoroYaiRFBoubMkXO2R591lryAh8ifVu+owQPvFKOq2bfX8YKMWDmk/DnjU4flojkW3olIbZ+1PMFaC3mCl26qkChsi2Hde3pai97rYt2JCr6iQCyGh/el6C4kJiZ69bPe+9H7wgF/86S3ubivmFdeDHcv9mmobdJ/qH1BbMeXnvtEdPxhYMXIFv2fa7RaLdQiPtKIW07Pw82njcJXJQ14cX0ZPiiugUP0GPFBa5cN/1yzVS4zRibg8pOycMUp4xFp4lzw4fQ3x+NhjhpzlMxiTmjm+FugjidiwgSM+M2DSL37p2h58y00vPwy6vbt63OfOJ0OWi9PwIue5nVP/EUu5qlTESuK8OedB218vEfH42hs7C6sH+7BLnuyl+yDs65+0HyX240Wp9Nvx3PcHLsdTRYL0NLSvaK0FHEbNvTJEb3tjSNH9i3Ij8qT63TRUUPL4XMcc1SQYysvR+t776Fl+Xvy37Si/1YVyBG92k3Tp8FWUADztOlyznZx0U10iPx+wiFHyaxA5lQ2deKBd3Zgzc4aObqDq6utz8+15hhoNCfOmTAiFj+cNwYLJqadsODOz3bMYQ5zhiOrf05DQ4NcF8ptR+QLFt5VSvTMFj20xRzlote2uB2saCwKxT339aXo3jOkvCjyi7nRexPrxM9O5NZbb+0zLLy/eTrMuyiWi7YUhXRxEcPDDz+M++67T87T3v94RDuKn/c+9p7ivRLDyxOFK5vNt7nRQoX4kH3K6GS51LZa8OrGCryyoRyHWixeb9PtdMjbjSV1cvnjx1W4bFoWFs/IRmFmnB/3Xl3U9jfH42GOGnOUzGIOcwKdo4uJQeKNNyDuumuhWfE+WletQvsnn8DdNfg89Z7o+uYbudT8/mGYTzkZllNPlXPPix7iPb1fHXV13UX1vftkYb2nB7vTgynF+rNDmUH4TpTjttlg3bNHLv3p09JgzBsF06hR3cX4UaNgyhsFfXo6NP1O9PE5jjmhmCP+bbe+vxIt7y2HZeu2oP636ikx0kXktGmInD0bUbNnIaKgAG6dDtWHe/DbRaG/X7E/XP8OgilHySx/59gcLvzz8wP4y9q96LI7j/nsPVRj06LlHO4LC9Kh1Q794hN+tmMOc5gzHFm9c+x2uyI5RMGKhXeVF9/F0O6iWPz0008fKRpfeeWVR3rDi5+vWbPmyJzwojguiu6+FonFkOq33347li1bJr8XRWqx3aEIVE/3Ht7M1S4eI+anF2346KOPyluxiMJ7T4+Z/hcLiJ+JYxbHTkTkb6mxEbhr7hh876x8fLS7Ts4F/+neOvg6gUyLxY7nvyqTixjK7qqZ2bhkSibiItkLnoiIKBguwoucPk0urh//CB1ffYWIL79E56efiTNc/glxOtHx6Weo/+gj1EaYYZ4+Ha6WFrQcPAi0tiIciaHxxdL51bo+6zVms+wRLwvyeXnQ5+bAEhsLY1bWkQsWiIKVs60NbavXoHX5cnSsW6f4fOqBIkavECN4RM6eJYeQN0+aJNf1JueYJwqAdfsb8Ku3irC3tt3rbYxOjZY93M8vHOFRwZ2IiIiCAwvvYUAUf8UiemG/9tpr2LRpkyyIiwK3KA6LIrvo3X7VVVd5VZQ+nqeeekounhK9w4OVaEfR2120n7i4QBTbxfAmoi1FO4r2FD3k/d2WRETHo9dpMX9imlzKGzrx8oZyLNtUgcYO368ALT7YivvfLsZD7+3EuQXpsgh/cl4SP/wTEREFATEPcczZZyP9mmvgbmuTveBb312Ozo0b/ZbhtnSh84vP5dfROr3fh5UOde6uLlh37pRLzzDZ9Yd7NOrS0mDKzoZ73DhEjBwFY24OjLm5MIiivMk0zHtO4cpltaL900/Ruvw9tH/0kRzpIeQZDDBPnix7s0fOmg3zSVP5b4wUV99uxe9X7MT/tlR5vY285Cj8YN4YXDg5Azp+5iYiIgpZGrcYL46IVKeurg6pqal91tXW1iIlJWXY9okoEMTLWGdn32FWIyMjTzj3mZpZHU6sLKqWveA3ljYN2nZuu7XPOo3BNGjbZSWYsXh6NhbNyEJmfHj25FLb3xyPhzlqzFEyizmhmWOxWLB9+/ZBHztp0iSYh9hrebiPp3eO/dChI/MzW3ft8jqnq9+pArNGE5DjCbscjQb6EemyCG/MEUsOjCO7bw3Z2fKCilD7m2NOcOe4nU50btiAluXL0fbBarja2kL735BOh4jCAkTNmo3IObMRedJJct72UP39MGd4s3zNcbnceGVjOR5duRstXXavPnvnJkXiB3PH4OIpGfLC+mBtt+LiYhQWFg56n6KiIhQUFCDc/g6Yw5xgzFEyS205A2GthTzBwjuRSvHFgIiE3dVteGl9mbzyvt3q2ZxygxHvaU8bnSx7wYve9ia9zm/bJiIiIv+w7t2LlneXy6Gk7WKoeAp6+hEjuovxYsnNgeFIgT6bw9fTkIlTfZaiIvlvv2XFCjjr6hGyNBpETJx4ZI52Mf2FLjp6uPeKCEVVLfjlW0X4psK7KTOzE82465wxuOykTJ8L7koYjsI7EVGwYK2FPMHCO5FK8cWAiHrrsDrw9jcHZS/4HYf8Oz9rfKQBl07NlEX4CSNi/bptIiIi8p2Yz7jr66/R8u67aHt/JZwtLQgW+pQUGEfny+Ky4LZY5HDY3bcWuC3WI7d9f2YFHP67qDAU6NPSunvGHx62vqcgL+avdjsccNvscNvtcDsO39rtso16vnbbe38t7ie+tw1+v8Pr4XRCl5gIk/hd5efDNHoMDBkjoNEGf7FIcLa2wrqvBNaSfbDt2wdHXR2g13e34aiRMI4cCdPIkdBGRSGUWfcf6C62v7cc9rLygGToU1PlAp0WGq0O0IpbreyJLm/l14d/NtT7aHr9TN5q5O/CNG4cImfMgC6WnzEoeLRZ7PjT6j14/stSuLw4qx4TocfdC8fhmlk5MIRAwb0HC+9EFM5YayFPsPBOpFJ8MSCigYiXfXFF/ovryrF820FYHS6/bn9yVhwWz8iWw+TFmQ1+3TYRERH5Tszp3P7FF3I++LYPP5RFbKV6cptEwTY/XxbaTfmjYcrPgy4uzuttiqKwSxTkbYeL8eJrq7i1wG21dt8eWdd9Kwqu1gMHYNt/ALby8rAr3vuTJjISpry8o7/T0aPlYsjMHLaCvLioxFpSAuvefUeK7KLg7qitHfrFDSNHHi3GjxoF46hRMGRkQKPXI5iIi0/E37M4tq6t22TB3VJcHJAs8e805rxzEXfhhTBPmxYyF1wQ+fuz9HvbD+G3y3egprXvsPFDJXq3//z8CUiJMSHUsPBOROGMtRbyBAvvRCrFFwMiOpHmTpscgn7ZpgrsqvZ8rsfBmPRanD9pBK6ckY3ZoxKh1YbmfOFERERq5mzvQPvaNXI4+o4vvxST1fq8TVF0PVpYzz/SQzoYh4YWPbltlZWwyUL8/qMF+f37g2pUgFCjiYjoLsiPGQ2j+Ds4XJSXBXmdf6YncjQ1wSYK7KIXuyiul4gC+76ADamuMRhgEMP/j+ruGS+K8XIZORK6hAS/zi3q6uw8UlCXt4cXe+/va+vgavXvKFb9acxmxMydi9gLL0D0KafIkRWIwlVpfQd+9XYRPtvr3XNMfkoUfntpIU7JT0aoYuGdiMIZay3kCRbeiVSKLwZENFTircD2qha8trEC73xzEG1+nAteyEmMxJUzsrBoejbS4yL8um0iIiLyD0d9PVrfX4mW5e/CsnXb4HfWaGDIzj5cWO8urMoCa94oaCMjoQaysCuK8fv3w3ag9HBhfj/sFZV+uUAhHGlMJhjzRQ/57p7xsiCfny//lo5XkBe/B+vevf2K7CVw1gfPnOXauLjuYnxPQb7nNjcH2oiII++3XR0dsmDep6Der7guvhf3GzZ6PaJPPRWxF16ImHPODvmh94l8ZbE7sfTjEiz9pAQ2L0aLExek3zV3DG49PQ9GfWiPFMHCOxGFM9ZayBMsvBOpFF8MiMgbXTYnVhYfkkX4dfsb/bpt0en9jLEpuGpGNuZOSAv5Ew9ERERqZSsrQ8vy5ehct14WAQ2ZGd3zeh/uvSyKij0FxXDjstlgLy/vV5Dv7iXvam8f7t0LSaIntVH0kB89WhatnY0NR4rszkb/vh9VlLhAZcQIwKCXBXd3VxeClXnGdDmMfMzChdAnJAz37hAFhU/31OH+t4tQ2tDp1ePPGZ+KBy8uQHaiOi5IY+GdiMIZay3kCRbeiVSKLwYULlwuF5qbm/usi4+Ph5bzDvrcdmUNHXh9UyXe2FyJ6lb/zv+aGGWU89tdNTMbY9NiEErU9jfH42GOGnOUzGIOc5jDHEGcWhFDgdds3QZ7eRls5RWwV1YioqYazopKuG02+JPL7UZrv573sVottH4c8pw56s4xjR+PuAsvQOz558s57MPl3ypzgj9HyayBcqzaCDy0Yhfe23bIq22OiIvAAxcXYMHEtCPTUKjhdzQchXc1tBtzmDNcOUpmqS1nIKy1kCf0Ht2biIgoCFks/i0Kh5PB2i43KQo/XTgOP5o/Fp/urcOyjRVYs7MGdqfv1+w1dtjwz88PyGVqdrycC/6iKSMQE2FAKFDb3xyPhzlqzFEyiznMYQ5zRHFFn5ICXWGBXHrGA0hPTxc9HuCoqYGtvBy2MrGIwnwZ7OLr8nK4rVavMm3u/sMeB+akI3PUk2PIypJztsddcAFMY8aE5b9V5oRGjpJZPTkOpwuvb67Ev7Y0ocPm+bDyeq0GN582Sg4tH2XSh8XvSAlqazfmMEfJHCWz1JZD5AsW3omIiGhQOq0GZ49LlUtDuxVvfl2FZZsqsKfGP8OpflPRLJffLt+B8yeNkPPBzxqVeKR3ABEREVEoE/OXix7FYomaM6fPz9wul5zXWxbkZTG+7PDXh4vyQTw8OYUGXWIiYs87TxbczVOn8j020QCKqprxh/d3Y09NG3TRCdBoPLtQZubIBDx06SSMSw+t0dyIiIjI/1h4JyIioiFLijbhltPz5JX8oli+bFMl3t16EO1Wh8/b7rI78d8tlXIZlRyFxTOycMW0LKTFhuccskRERKR+Gq0WhvR0uUTNnnXM8PVibvDuoevLYSs9fFteDktpKdDWOvQgvR4ag+Ho0vv7Xl+L+ciPrjfArdfDYrPJofLtFRWwVVSIHUMo0yUlwzgyF67OLtmWUGHPKW1kJGLmz0fshRci6uQ58ndMRMdq6bTj4fd34q2vq7x6akuINOC+8ydg0bQsaLW8qIWIiIhYeCciohAnemzExsYes44C23bififlJMjlVxdOwIrt1bIX/IYDjX7ZtwP1HXh05W48/sEenDU2BVfOzMY541Nh0A3/vONq+5vj8TBHjTlKZjGHOcxhTqByxGMNaalyiZw585g5LjPKyuBoaAC0Wlkoj46Lg3aA4jrE117uhyj+J3Z0HP3eboehsRG2khJY9+2Dbd/h2wMH5M+8PlYAUVrdMet8oU9Ph2n0aJjy82EcnS+/NublwaLT9Tm+CKsV9tJS2EpLYT1woPsCB3ErLjLw8pgCcTwnytHFxiJy+jSkX3opYs4+G9oI/128Gqr/hpgTmjlKZLlcbvn59ZGVu9DQ3AqNMbLXv9Gh5VwzKxv3LByPhChjWP6OlKC2dmMOc5TMUTJLbTlEvtK4xacMIlKduro6pKam9llXW1uLlJSUYdsnIlI/UTAXJzD+u7kStW3ezVd6PMnRRlw+LUvOBz86Ndqv2yYiIiIi77kdDlmolkV4UZTfuw/WkhLY9u+XveUDSZ8xAqb80d1F9p4Ce34+dNHRPh+Tvaqquxh/oLswLwvypaVyegClaGNioE9JgT41tftWfn34NiUFhsPrtVFRiu0TUSj7urwJv36nGNsqW7x6/Pj0GPzuskmYnpuAcFJcXIzCwsJB71NUVISCggLF9omISCmstZAnWHgnUim+GBDRcHI4XfhkTx1e21iBD3fVwuHy79sNcZJDzAV/weQMRJs4gA8RERFRMJLF68pKWYTvKcbL4rwoyFs9u0jTkJl5pOd6d6E9H8Y8UWBXvuDsbO/oLsT3FOMPF+TF4ursHNI2dHFxhwvohwvqPV/3KqrLgrrZHPDjIQoHdW1W2cP9jc2VXj0+yqjDj+aPxbdPGQl9EIzEpjQW3oloqFpaWvDBBx8Mep8FCxYgLi4OoYK1FvIEz1QTERGR34kTEXMnpMlFnOB48+tKWYQvqTs6VKkvNpc1yeXBd3fgwskjZC94UYznEFNERDQUjY2NePXVVwe9z9VXX43ExETF9olIjcRw98aRI+USM3fukfVup7O7N/m+fbDK4er3ymHrHY2N0JiMMI3K6y6s9xTZ8/PkvOXBQhT7zYUFculN9G1x1NYdKcTbDx2So1brk3v3UheF9mRoTaZh23+icGJ3uvD8l6V4Ys1etFkdXm3j/Enp+NWFEzEijhfCEBGdiNVqxY4dOwa9z5lnnqnY/hApjYV3IiIiCqiUGBNuOyMft56ehy3lzVi2sQLLtx1Eh83p87Y7bU4s21Qpl/yUKFmAv2xaJlJj/DenJRERqY/D4ZC9Fk50HyIKDI1OB2NOjlxizjkHaiEuAjWkpcolas7s4d4dorD3xb56PPBOMfbWtnv1+JzESPzmkgKcNa5vL0ciIiKi42HhnYiIiBQ7ESl6pYvl/osm4r3th2QRflNZk1+2L3rTP/z+Ljy6ajfOGZ8qi/Bnj0sJy2EAiYiIiIiIwlVlUyd+995OvF9U7dXjjTotvntWPr53Vj4iDDq/7x8RERGpFwvvREREpLgok14WxsWyr7Ydr2+uwH83V6G+3bO5PgfidLmxekeNXERv+yumZcn54PNSov2y70RERERERBR8LHYn/vFJCZZ+XAKrw+XVNk4dnYTfXlLIz49ERETkFRbeiYgopLlcLrS0tPRZFxcXB62WvZxDpe1Gp0bjvvMm4KcLxuGjXbVYtqkCH+2ukwV0X4n55cWJF7HMHJkgC/0XTB6BSKM+5NvNX3g8zFFjjpJZzAnNHH8b7uNhTnjlKJnFHOYwhzlK53iT5Xa7saq4Bg+9twOVTV1DznG7XXBZO+XX6bEm/Hj+WFx5yjjodP7t5a7G35ES1NZuzGGOkjlKZvXPaW5ulutCue2IfMHCOxERhbyurq6An1BXq2BqO4NOiwUF6XKpbbXgv1uq8PqmCuyv7/DL9jeWNslFzPF30ZQMXDkzGydlx8sh8EO53fyBx8McNeYomcUc5jCHOUrnKJnFHOYwhzlK53iSJUZQe/DdYny2t96rHIPLjmvn5OCmU0bCbNR79fkwXH9HSlBbuzGHOUrmKJnVO8disQQko3+OGp7jSJ1YeCciIqKgkxobgSVn5eO7Z+bJOeBf21iB97YdQpfd6fO2O2xOvLqxQi5jUqNlL/jLpmUiOdrkl30nIiIiIiKiwGqz2PGXtXvx7y9K4fBytLS541Jx+6wJyE6M9Pv+ERERUXhi4Z2IiIiCluhtMHNkolweuLgAy7cexGubKvB1ebNftr+3th2/W7ETj6zchXkT0nDVzGycPiYZeh2HqSIiIiIiIgo2Lpcbb35dhT+s3CWnFvPGyKRI/PqiApw5NhnV1dV+30ciIiIKXyy8ExFRyBdmY2JijllH6mu7aJMeV8/KkcvemjY5F/z/tlShocPm87ZFD4mVxdVySYs1YdH0LNkTPjcpKuTb7UR4PMxRY46SWcwJzZyoqCiceeaZgz5W3MfXHH9jDnOUzmIOc5jDHKVzBssqqmrB/W8XYYuXF2JHGnW445zRuPm0UTDpdXJueDW1XSBzUlJS8Otf/xodHR147LHH+vzsrrvuQnx8vLyPP6mh3ZjDnOHKUTKrf44Yaj7U247IFxq3eIdBRKpTV1eH1NTUPutqa2v9/iaYiGg42RwufLirBss2VeLj3bXwcoTB45o9KlH2gj+vcATMRp1/N05EREREREQn1Nhhwx9X7carG8vh7Znsi6dk4OfnT0B6XIS/dy+s8HwjEZ2IeE5YunTpoPdZsmTJMc8lwYzPfeQJ9ngnIiKikGXUa3Fu4Qi5VLdY8N8tlXh9UwVKGzr9sv31Bxrl8uu3i3HR1AxcNSMbk7PieEUtERERERFRgDmcLry8oRyPf7AHLV12r7YxPj0GD15cgNl5SX7fPyIiIqL+WHgnIiIiVRA9F75/9mh876x8WSwXQ9Gv2H4IFrvL5223WR14eX25XMSJm8UzsnHZSZlIjDL6Zd+JiIiIiIjoqA3iAuh3irHzUKtXj48zG/CTBWNx7awc6HVav+8fERER0UBYeCciIiJVEb3R5+QlyeWBiwvw7taDcij6rRXezQPY367qNvx2+Q784f2dmD8xDdfNzsUp+UnsBU9EREREROSjyqZOPLpyN97ZetCrx4uPZVfPzMHdC8fxQmkiIiJSHAvvREREpFqxEQZZGBfLrupWLNtYiTe/rkRTp3fDFPZmd7qxYnu1XETh/RcXTEBBRpxf9puIiIiIiCictFrs+PtH+/DvL0phc3g3atm0nHg8eHEhJmXxcxkRERENDxbeiYiIKCyMT4/F/RdNxL3njcPanbV4bWMFPt1bB7fb921/WdKAC//6ORZNy8JPF45DWmyEP3aZiIiIiIhI1exOF15aV4Yn1u71+gLp5GgT7jtvvJwOTKvlSGREREQ0fFh4JyKikOZ2u9HS0tJnXVxcHIf9HoJwbTuTXofzJ42Qy8HmLvx3cyWWba5ARWPXkNvNbe3os05jihL/xeubK7F82yHcfmYebjsjD5HG4H+rpba/A6WOhznBnaNkFnOYwxzmKJ2jZBZzmMMc5gQqR2xvVXENHlm5CwfqO4b0mat/ll6rwU2njsRdc8cgJsIQNm033Dn9iczk5OSQPR7mMEeNOUpm9c8RX4t1odx2RL4I/rPBREREJ3jT1dnZ2WddbGws33QNAdsOyIg34865Y/D9s0dj3YEGLNtYgfeLqmEddGhDN1x2a581OlOkLLwLXXYn/rxmL17ZUI6fLhiHK6ZlBXWvC7X9HSh1PMwJ7hwls5jDHOYwR+kcJbOYwxzmMCcQOd9UNON37+3AxtImrz5zCaePScavL5qI0akxHueHctsFQ05/XV1dASuyqandmMMcJXOUzOqfE+rPCUS+YuGdiIiIwp4ojJ+SnyyXB7vseGfrQVmE317V90paT9S0WnH3G9vw3Jelcv53sW0iIiIiIqJwVdHYiUdX7ca7Ww96vY2sBDN+deFELJiYxmILERERBR0W3omIiIh6iTMbcMOcXLnsONiKZZsq8ObXVWjp8m6+weKDrbj2mfWYNyEN950/Hvkp0X7fZyIiIiIiomDV0mnH3z/eh+e+KIXNOdjoYsdn0mvx/bPHymm9Igw6v+8jERERkT+w8E5ERCFNXOEeHd23kMmr3oeGbXdiEzNi8cDFBfjZeeOxekeNLMJ/trcOWqO53z1P3G5rdtbg4921uH5OLn4wdwwSoowIBmr7O1DqeJgT3DlKZjGHOcxhjtI5SmYxhznMYY4vOTaHCy+uK8NfPtyL5k5PLmTW9PnMtWBiKu6/fAZykqI83u9QbbtgzukvKioqpI+HOcxRY46SWf1zxFDzod52RL7QuMXECESkOnV1dUhNTe2zrra2FikpKcO2T0REalDZ1ImnP92Pl9aXw+ny7m1UbIQed54zBjeekguTnr01iIiIiIhIPcTp5pVF1fjDyl0oa+g7H68nTsqJxy8vmIDpuYl+3T/yHs83EtGJiOeEpUuXDnqfJUuWHPNcEsz43EeeYI93IiIiIg9kJUTiN5cU4saTR+LhFTuxdletx9totTjwuxU78cK6Mtmb/rzCdF6lS0REREREIW9LeRN+995ObC5r8nob2Ylm/OzcCTh/Ej8nBQuLxYKSkhI0NjYe87Ndu3bJAlR+fj4iIiKGZf+IiIiCBQvvRERERF4YnRqNf357Jr7YV4+H3tuJnYdaPd5GeWMnvvfSFszITcAvL5yIqdnxAdlXIiLqq6mpCW+//fag97nkkkuQkJCg2D4RERGFsvKGTjyyahfe23bI623EmQ2485zRuOFkjgwWbETRvbCwcMCfnXHGGfK2qKgIBQUFCu8ZERFRcGHhnYiIiMgHp45OxvI7T8N/t1TisVW7Udtm9Xgbm8qacOnfv8AlUzNwz7njkRnffw55IiLyJ7vdjrKyshPeh4iIiAbX3GnD3z7ch+e/KoXd6d1UXAadBt86eSTuOGc04iONft9HIiIiIqWw8E5ERETkI51WgytnZOOCSSPw1Kf78fSnJbDYXR5v5+1vDuL9omrcctooLDkrHzERhoDsLxERERERkS+sDide+KoMf/1wH1q6vL9Y7YLJI3DPwnHITYry6/4RERERDQcW3omIiIj8JMqkx4/nj8W1s3Lwx1W78b+vK+H2sNOHzeHCkx+XYNmmCvxo/lhcNSMbep02ULtMREREREQ0ZG63Gyu2V+ORlbvk1Fnemp6bgJ+fP0HeEhEREakFC+9ERBTyH/pbW/vOrR0bGwuNRjNs+xQq2HaBa7f0uAg8fuUU3HTqSDz03g6s29/ocU59uw2/eLMIz39ZKk9InTUuFYGgtr8DpY6HOcGdo2QWc0Izx9+G+3iYE145SmYxhznMYU4Pq92JD745IEf32lrZItdpjJEe5+QmReJn547HuYXpx32s2tpObTlKUVu7MYc5SuYomdU/R3wt1oVy2xH5goV3IiIKaeJNV0dHR591MTExfNM1BGy7wLdbYWYcXrl1DtbsrMXDK3Zif33fxw3Fnpp2fPvfG3HG2BT84vwJGJceA39S29+BUsfDnODOUTKLOaGZ42/DfTzMCa8cJbOYwxzmhHeOxe7EJ3vqsLKoGqt3HEJzfV2fn+uMZlF+H9K24iMNuOucMbh+Ti6Meq3q207NOUpRW7sxhzlK5iiZ1T+ns7MzYIV3NT3HkXqx8E5EREQUQOIDwPyJaThrXApeWleGP6/di+ZOz+dA/HRPHT7fW4erZubI4exTYkwB2V8iIiIiIgpf7VYHPtxVi5VFh/DRrjp02Z1yvdvt8mp7Rp0W3z51JL5/1mjERRr8vLdEREREwYWFdyIiIiIFGOQJp1G47KQs/O2jvXjuy1LYnZ5NAO9yA69sKMc731The2ePxs2njUKEQRewfSYiIiIiIvVr7rRh9Y4a2bP9s331sDm8K7L3d9GUDNyzcByyEyP9sj0iIiKiYMfCOxERhXxv4qioqGPW0Ymx7Yan3UQvj19cMFEOsfjIyl1Ysb3a433osDnxx1W7ZQ/6e84dj4unZECr9e53p7a/A6WOhznBnaNkFnNCM8dsNmPGjBmDPlbcx9ccf2MOc5TOYg5zmKPenNo2Cz4orsGq4mp8VdIAh7jKd/AkaI0Rx6wbyMyRCfj5+RNwUk7CCfcjFNsu3HOUorZ2Yw5zlMxRMqt/jhhqPtTbjsgXGreYGIGIVKeurg6pqal91tXW1iIlJWXY9omIiI61sbQRDy3fga2VLV5vY0pWnCzmzxqV6Nd9IyIiIiIi9ahq7sKqomrZs31jWSP8fVZ4ZFIkfnbeBCwsSGMxRGWKi4tRWFg46H2KiopQUFCg2D4RUXASNYilS5cOep8lS5YcU7sIZqy1kCfY452IiIhoGM0cmYg3v3cq3t12EI+8vwsHWyweb0MU7a986iucV5iOn503HrlJfa8AJiIiIiKi8HSgvkMW2sWc7b5c7DuYhEgDfjB3DK6dnQujXhuQDCIiIqJQwMI7ERER0TATw8RfMjUTCwvS8c/PD+DJj/bJ4eQ99X5RNdbsrMG3Th6JO88ZI4e1JyIiIiKi8CEGN91d03a42F6NXdVtAcsSRfabTh2J7501GnFmfvYgIiIiYuGdiIiIKEhEGHT4/tmjceWMbPzfmj14dUM5TjjVYj92pxvPfn4Ab2yplL1OxFzyBh17nRARERERqbnYvr2qRV6IK4rtopd7II1Ojcb5hem4elYOMuLNAc0iIiIiCiUsvBMREREFmZQYE35/2STZc/33K3bikz11Hm+judOOB9/dgf98VYb7zhuP+RM5zyIRERERkdoK7h/trsVjq/Zgx6HWgGYVZsbi3IJ0nFuYjtGpMQHNIiIiIgpVLLwTERERBalx6TF4/juzZOH9d+/twJ6ado+3IXq73PbCZswelYhfXTgRhZlxAdlXIiIiIiJSzjcVzXh4xU6sP9AYsIxpOfE4r3CELLZnJ0YGLIeIiIhILVh4JyKikL/Cv62t75x1MTEx7Nk7BGy70Gm3M8em4NT807FsUyX+tHo36tttHm9DnJC76G+f4/KTsnD3wnFIj4tQ5d+BUsfDnODOUTKLOcxhDnOUzlEyiznMYU7w5ZTWd+CPH+zGe9sOHclx27r63EdjNHuVo9UAs0cl4bxJ6VhYkI602O7PDD05fI5jjpLU1m7MYY6SOUpm9c8RX4t1odx2RL5g4Z2IiEKaeNPV3t63F3B0dDTfdA0B2y602k2v0+La2Tm4aMoI/OOTEjz72QFYHS6PtuF2A//dUon3th/Ebafn4fYz82E2aFX1d6DU74c5wZ2jZBZzmMMc5iido2QWc5jDnODJqW+34q9r9+Kl9eVwuNy9k+DqV3jXGUXBfGg5Bp0Gp45OxnmF6Zg/MR2JUcYB78fnOOYoTW3txhzmKJmjZFb/nI6OjoAV3tX0HEfqxcI7ERERUQiJiTDg7oXjce3sXPxx5S689c1Bj7dhsbvwlw/34ZWNFfjJvDE4NVMPnejeQkREREREQaXT5sA/PzsgL77tsDn9ss0Ig1aOqiWGkT97fCrizAa/bJeIiIgo3LHwTkRERBSCMuPN+PPVJ+GmU0fhofd2YGNpk8fbqGuz4t7/bcOoSDt+OHcsZuUlBmRfiYiIiIjIMw6nS0419ec1e1DbZvV5e9EmPc4Znyp7tp85LgWRRp4WJiIiIvI3vsMiIqKQJoYTioyMPGYdnRjbTh3tNiU7HstuPxkri6rxh5W7UNbQ6eEWNNjfZMddbxTj9LEp+Mn8MRgRwn8HSv1+mBPcOUpmMYc5zGGO0jlKZjGHOcxRPkcMpfvBjho8unIXSuo6hpIErcF0zDohPtKA+RPS5JztYjh5k17n0TH02SKf45ijMLW1G3OYo2SOkln9c8xmc8i3HZEvNG7xbo6IVKeurg6pqal91tXW1iIlJWXY9omIiALL6nDiha/K8Je1e9FqcfhUzF9YkIZzC9KRlxLt130kIiIiIqKBbS5rxMMrdmFTmeejWfWIMelxyUkZchj5WaMSYdBp/bqPFJ6Ki4tRWFg46H2KiopQUFCg2D4RUXASNYilS5cOep8lS5YcU7sIZqy1kCfY452IiIhIJUQPlltOz8MV07LwxNq9eHFdGRwuz6+x3FrRLJdHV+7G2LRoWYBfUJCOgoxYXk1MRERERORnJXXtsof7quIar7dh0Glw/Zxc3HnOGCRGGf26f0REREQ0NCy8ExEREalMQpQRD1xcgBtPzsXD7+/C6h3en8DbU9OOPTX78JcP9yErwSyL8OcWpmNaTgK0WhbhiSg0tbS04IMPPhj0PgsWLEBcXJxi+0REROGnts2CJ9bsxasbK+D04oLZHhdPycBPF4xDTlLfIXiJiIiISFksvBMRERGplBgm/pkbZ+CrkgY89N4OFB9s9Wl7lU1dePbzA3JJiTFhwcQ0LCxIx8n5SRzCkohCitVqxY4dOwa9z5lnnqnY/hARUXhptzrw9Kf78exn+9Fpc3q9nVPyk3DfeRMwKYsXihEREREFAxbeiYiIiFROFMbfveM0vPl1Ff64ajeqWy0+b7OuzYqX1pfLJTZCj3kT0rCwMB1njEmB2ajzy34TEREREamJ3enCKxvK8Ze1e1HfbvN6O+PTY/Cz88bjzLEpnAqKiIiIKIiw8E5EREQUBsSw8FdMz8L5k0bgmc/2Y+nHJeiye9+7prdWiwP/+7pKLmaDTp4AFMPRnz0+FXFmg18yiIiIiIhCldvtxort1fjjql0obej0ejsZcRH48YJxuOykTOg47RMRERFR0GHhnYiIQv4ERnt7e5910dHRvOp/CNh24dluojf6XXPH4KqZ2Xj8g91YtqkCLmtXn/tojGavj0cU81cWV8vFoNPglPxkORz9/Ilpcnh6tfx+mBPcOUpmMSc0c/xtuI+HOeGVo2QWc5jDHN9zNh5owOOr92J7ZbPX77PFCFPfP3s0vnXKSEQYdKpuNyWzmBPc1NZuzGGOkjlKZvXPEV+LdaHcdkS+YOGdiIhCmnjT1dbW1mddVFQU33QNAdsuvNstLTYCjy6aghvn5OLxt9fj0z11sDpc8mc6Y4Qov/ucYXe68cmeOrn84q3tmJmbKIejX1iQhqyESITy74c5wZ2jZBZzQjPH34b7eJgTXjlKZjGHOczxTqvFjpXbD+HVT7Zhw4HGI+s9fZ9t1GnxrVNyZdE9PtKo+nZTOos5wU1t7cYc5iiZo2RW/5xAFt7V9BxH6sXCOxEREVEYm5gRi99dNgldNgfW7W/AR7vqsK7aiXZbdxHeX9xuYENpo1x+u3wHJmXGyQK8GJJ+dGoMQlFVUxf21LTKofYnZ8UhPX2494iIiIiIhkuH1YE1O2uwfNshfLJbXNTqgLO9yattiRrCZVMz8eMFYwN2wSoRERER+R8L70REREQEs1GPs8enySUxORXrDjRiVXE1Vu+oQX27ze9526ta5PLYB3uQnxIlC/DnFoxAYWZs0F6t7HC68HVFMz7cVYu1xdXYsb+8z89nTqjBLy8qwPTcxGHbRyIiIiJSjsXuxMe7a/Hu1kNYu6sGFrvvF6+eMTYFPzt3vLxAloiIiIhCCwvvREQU8sxm83DvQshi23lHbe3W/3iMei3OGpcql4cudWNzWRNWFlXLQnxVc9/54P2hpK4Df/+oRC6Z8WYsED3hC9IxY2QidFrNsP5+Wjrt+GRvHT7cWYOP99ShudMu17vdLmgMfees31LRjCuWfoULJo3AveeOR05SZEj9vaktR8ks5oRejslkwsSJEwd9nLiPrzmBwBzmKJ3FHOYwpy+bw4XP9tbJnu0fFFejw+Y87n37v18cTEFGLO47bwJOG5OsynYL1izmDE1sbCwWLVoEq9WKd999t8/PFi5cKOdZFvfxt1BvN+YwZzhzlMzqnRMXFyc/a2m1Wr991hoohyhYadxiYgQiUp26ujqkpqb2WVdbW4uUlJRh2yciIgpt4m1jUVUrVhYfwqriGuyrbQ9oXlKUEfMnpsl54U/JT4JJr4MSxyguBPhwVw3W7qzFprImOF2ev13umY/zjrPHIC7SEJB9JSIiIiLlRj76an8D3t16UF6QKqYa8pesBDPuXjgOF03OgNaLi06JlMTzjUQUjvjcR55g4Z1IpfhiQEREgbavtk0W4MXJRzFsfCDFmPQ4Z0Kq7Al/5rgURBr9N3CT6LW04UCjHB5UDCNf1tDpt23HRxpw1zljcP2cXDmSABERERGFBnHx5cbSRizfdhDvb69GQ4d/p18S7xPvlO8TcxS5wJTIH3i+kYjCEZ/7yBMsvBOpFF8MiIhISZVNnfhAFOGLq+UJykC+wzTptXLuS1GEnzchzase5XVtVny0uxYf7qyVQ4UONkSoP4xMisTPzpuAhQVpQTuHPREREVG4E6dJv65olj3bV2w/hJpWa0Dey37ntFH47pn5iDNzZCQKLTzfSEThiM995AkW3olUii8GREQ0XERRe83O7p7wX5bUw+4M3NtNvVaDk/OTsLAgHQsmpiE1NmLA+4m3vMUHW2WP9rW7arG1ohnDYdaoRPzyggmYnBU/LPlERERENPD7xHe3HcTyrYdQ1dwVsPetl0/LxI/mj8WIOM5RS6GJ5xuJKBzxuY88wcI7kUrxxYCIiIJBq8WOj3bVyiL8x7vr0GUPXM9y0ZF8Wk6C7AkvCvHJMUZ8sa9BFtvFnO2B6LHkrUunZuDuc8cjM54nXYmIiIiGw56aNtmzffm2QzhQ3xGw96czRybioskjcN6kEUiONgUkh0gpPN9IROGIz33kCRbeiVSKLwZERBRsumxOfLq3DquKqmWP+FaLI6B5Bp0moL3tfSXmfL/5tFH43ln5iIngMKNEREREgeJyubG3th0bShuxqbQRGw804mCLJWB5U7PjcdGUDFwwaQTS4wYekYkoFPF8IxGFIz73kSf0Ht2biIgoyIjrxzo6+vZOiIqK4hzKQ8C2847a2k3J4zEbdbInuljsThfW7W+QPeFXFdegvt3qt+Nx27tPovZsUWOI8PvxZMZH4IyRMZidnySPQcwB6mmOzeHC0o9LsGxjBX44fyyumZkNvU47LL8fteUomcUc5jCHOUrnKJnFHOaEao54n1V0sEUW2DeKYntZE5o77ce8X4Qf3y8WZMTiwskZuHDyCGQnRh45nvb2dp+PR22/n2DJYo5/iL/x5OTkkD0e5jBHjTlKZqkth8hXLLwTEVFIE2+6Wltb+6yLjIzkm64hYNt5R23tNlzHY9BpcfqYFLn85pJCfF3eJAvYK4urUdnky7yabrisnX3W6AxiSE/fjkerAabnJuCc8WmYOyEV+cmRqKmpkT+blTkKlxcm4KkNjdhc0eLxths6bPjVW0V4/stS/Pz88Th7XOqR9lfq96O2HCWzmMMc5jBH6Rwls5jDnFDJ6bA6sKW8SRbaRa/2byqaYbG7Av5+cUxqtOzZLorteSnRfjseT6gtR8ks5viv8C6yQ/V4mMMcNeYomaW2HCJfsfBORERERMNKp9VgxshEufziggnYcahVDkcvivB7ao72EFJabIQeZ41LlYX2M8akICHKeORnLlffE7mFmfFY9t1x+GBHLf6wchfKGvqezB2KfbXt+M5zm3Dq6CT8/PwJKMiI88txEBEREamNGC1JDhlf2iR7tBcfbIXTpcwUQyOTImXPdlFwH5ceo0gmEREREYUGFt6JiIiIKGiIK5VFwVksP14wDvvr2uVQ9KIIv7WiOeD5o1OjMXd8Ks4Znyp7uPcf+v1E+37epBGYOyEN//mqFH/9cB9aurqHNPXEF/sacOFfP8cV07Lw43ljPH48ERERkZqIHm5iRKQNh4eNFz3a99f1HWo20DLjzbJXuyi4F2bGsncdEREREQ2IhXciIgp5ERERw70LIYtt5x21tVswH48YsnPJWWLJx8HmLnxQ3N0TXpx4PV6nJo3+aM/0EzHqtJidl3i42J6GnKRIn9vNqNfiltPzsGh6liy+iyK83elZDyy3G3hjcyWWb63C9Scl41unjESUSa+KvwMl/97UdkzMYQ5zmDMcWcxhjtI5Lpcbe2vb8HVFM4o/PIjN5S2obu07J7uvhvJ+MTXGhPMnjZA920/KjodWzD3kITX+fpSitmNSW05vJpOYqiEw1NZuzGGOkjlKZqkth8gXGre4bJSIVKeurg6pqal91tXW1iIlJWXY9omIiMhfGtqtWLuzVhbhP99bD5vzeHN4His52oRzxqfIQvtpY5IRHeCCdml9Bx5ZuQvvF1V7vQ1x4vcnC8Zi0fRsOTQ/ERERUagSpyIbOmyoaupCVXOXvLiystfX5Q2daLM6hmXfEqOMOK8wXfZsnzUqke+7iPrh+UYiCkd87iNPsPBOpFJ8MSAionDRZrHjo911cl74j3bXotPmPOY+kzLj5PDxYr72wow4r3os+UoMjfrQezt9GjJ/fHoM7po7BvMnpsHgwTD4REREREqxOVyoabX0Kab3LrKLW6tj6BdNBlpshB4LC9Jlz/ZT8pM8mmqIKNzwfCMRhSM+95EnWHgnUim+GBARUTiy2J2yB/yW8iZY7C6MS4/GWeNSkRYbHMORiaFT3912EI+u3C1POvvSA/7qmdm4ZnYORsSZ/bqPROGgra0Nn3766aD3OeOMMxATE6PYPhERhdJFjwebLahq7kSVuO1XYK9ps8hpc4JVQqQBM0YmYtbIRMwclYiCjFhe0Eh0AsXFxSgsLBz0PkVFRSgoKFBsn4goOIkaxNKlSwe9z5IlS46pXQQz1lrIE5zjnYiIiIhUI8Kgw7yJaXIJRqKn/SVTM2Wvque+LMXfP9zn1VCqtW1W/OXDffjbR/swd0IabpiTi9NGJw9LT36iUNTV1YVNmzYNep+ZM2ey8E5EYU/0XF+3vwHrDzTKUXsqGjvRahmeYeC9lRlvlsPGzxTF9lEJyEuO5nsmIiIiIgoIFt6JiIiIiIbhAoHvnpmPxdOz8MTavXhpfTmcLs+7homHrN5RI5fcpEhcNzsHi6dnIyHKGJD9JiIiInWrbrFg/YGG7mL7/kbsr+9AqBmXFoOZoxJkoV0sGfEcHYiIiIiIlMHCOxERERHRMEmKNuE3lxTixpNH4g/v78SanbVeb6usoRO/X7ELj32wBxdOGoHr5uRiWk48NBr26CIiIqKBHWrpkgV2UWgXS2lDJ0KJXqvBpKy47mHjRyZixsgExEfyAkQiIiIiGh4svBMRUUhzu93o7Ox7cigyMpKFpiFg23lHbe3G4wmOnNGp0Xj2WzPxZUk9fvfeThQfbD2S47Zb+9xXYzANmmNzuPC/r6vkMmFELK6fk4NLp2YiyqRXXbsFQxZzQjPH34b7eJgTXjlKZjFHfTliHvaeIrsYPl5cuDeUHE/fj3hjKDmRRh2m5x7tzT41Ox5mo041vx/mKJvFnOCmtnZjDnOUzFEyq39OR0eHXBfKbUfkCxbeiYgopIk3XS0tLX3Wmc1mvukaAradd9TWbjye4Mo5JT8Z795xmiyaP7ZqNw61dMJl7TvEq84genENLWfnoVb84s0iPLxiFy6flonr5+RibFrMsLRbm8WOXYdasXHHfpTUtaPL5kB6rBk3zJ2CUSn+n0c71P8WmBPYHH8b7uNhTnjlKJnFnNDPqWzqPNqj/UADKhq7vEny6f2ILzmpcdGYlZcse7KLedonjoiFXqdVze+HOcObxZzgprZ2Yw5zlMxRMqt/TltbW8AK72p6jiP1YuGdiIiIiCiIaLUaLJqehQsmjcDTn+zD31dsQqfN6dM2260O/OerMrmIoVivm5ODcwvTYdJ71kNsKCx2J/bVtmNPTRt217RhT3Ub9tS0o6q5C263C872pj73f25rM66elYsfzh2D1NgIv+8PERFROKlo7MSG0ias298o52qvbPKm0K6sKKMOmQlmjIg1IQ6RSI+LwIjYCIwbEYvZE/Og0/n//QoRERERUSCw8E5EREREFITEsKl3zh2DBXkmLN96CP/bUokKP5w831DaKJekKCOunJmNa2flIDPe84K3w+mS88Duru5dYG9DaUMHXO6hb8fpcuPl9eV4c0sVbj0jD7edkYfoQYbFJyIiom4ulxtlDR3YWtmMLWVN+Lq8GbVO0fPLtx7h/pYcbZLvNURxPTPejIz47tue7+PMBtlbzeVyobq6us9j2YuNiIiIiEIJz2gREVHIMxrFMIfkDbadd9TWbjye4M5JiYvGTWeMwbdOGy17rr2zsxVrd9d5VNweSEOHDUs/LsE/PinBWWOScfGEGJySnwKdVnPMSX3RW713D/bdNe0oqW2HzenyOFejG/gjSJfdib+s3YuX15fhB/PG4uqZ2TD4OJSs2v4WmOO/HIPBgNzc3EEfJ+7ja04gMIc5SmcxJ3hyatss2FrRgq0VzbLY/k15I5qb+o4ko/X/bBqDvn7rtRqMEEV1WUyP7FVgj0RGfIQsskcYdGHx+2FOaGYxJ7iprd2Ywxwlc5TM6p2TmJiIRYsWQas9/uf52NhYn3OIgpXGLSZGICLVqaurQ2pqap91tbW1SElJGbZ9IiIiIv841NKFVzZU4NUN5ahts/ptu+Kk+TWzsmE26g8X2Nuwt6YNHT4Ode+NvOQo3HPueCwsSGNvNyIiCjtimpjtlS2ywC4L7RXNONhiGbb9Meq1mJYTj1mjkjA6Nbq7wB4fiZQY0zEX7RGR+hQXF6OwsHDQ+xQVFaGgoECxfSIiUgprLeQJFt6JVIovBkREROpnd7qwZkcNXlxfhi/2NUCNpucm4L7zxmPGyMTh3hUiIqKAvZ6LqVt6iuzfVDRjb207hvOMnUkW2hMwJy8Js/MSMTU73qOe60SkLiy8E1E4Y62FPMGh5omIiIiIQpQYiv28SSPkUlLXLudKf31TBVotDqjF5rImLPrHV7Lnu+gBn58SPdy7RERE5DXR/6W8sVMW1+Ww8ZXNKKpqgdXh+fQt/hRh0MqL3WaPSpLF9inZcTDpWWgnIiIiIvIEC+9ERERERCogCtK/unAifrpgHN7ddhAvrSvD1soWqMWq4hqs2Vkr537/wbwxSI2JGO5dIiIiOqGGdiu2Vbbg68PDxYtCe3Onfbh3C2aDThba5+QlYnZeEiZnsdBOREREROQrFt6JiIiIiFTEbNThyhnZchFzw764rgxvb62CxT68Pel6S4oyoqHD5vHjnC43Xlpfjje/rsJtZ+Th1tPzEGXiRxoiIhoeNocLde1WVLdYUNtqQY1Y2qyoaRG3FpQ1dKKyqQvBQBTaZ4zsHjpeFNsnZcbLeduJiIiIiMh/eJaKiIiIiEilJmXF4ZFFk/HzCybgf1sqZRG+pK5Dsfz4SAPGpcVgXPrhJS0GY9JiEGc24PO99Xj4/Z0oPtjq8XY7bU78ec1evLiuHD+cNwZXzcyWw+4TERH5g8vllheIyUK6XKy9vj76vTcXkSkl0igK7YndPdpHdfdo52slEREREVFgadxicikiUp26ujqkpqb2WVdbW4uUlJRh2yeiQBAvY11dfXuRmM1maDSaYdunUMG2847a2o3HE145Yntf7W/AS+vKsaq4Gg6X+8h6t8Pa574avWnIOeLk/lhRYE+LwdjDBfax6dFIie67jf7HIwoba/Y24Y+r9qCq2fsegXkpUbj33PFYMDHtSF6o/o6YwxzmMCeYstSY09zWjoqGTtkjvbbNhiYrUCt6qfcqqNe1WY+8Rnqb48vrqjc50SY9TspOwKnjM3ByfhIKM/1XaFfj3wFzgjdHySzmDF1xcTEKCwsHvU9RUREKCgrgL2poN+YwZ7hylMxSW85AWGshT7DHOxERhTR58qy5uc+6iIiIkC0aKolt5x21tRuPJ7xyxONOyU+WixgS97WNFXhlQzmqmjvhsvTtCa+LNopH9Fln1Gllkbt3D3ZRcM+MN0Or1Xh1PBdPycB5k0bgha/K8NcP96Gly/N5b/fXdeD2FzbLuWp/fv54TM9NDNnfEXOYwxzmBFNWqOc4nC7srW3HtspmOc/6toomFO0rg915tKiui06ARuPvnuDuIb2uesug02DCiFhMzohFTqQNBRmxyE2Mkq/F6enp0Gr9ezyh/nfAnNDKUTKLOcFNbe3GHOYomaNkltpyiHzFwjsRERERURhKjY3AnXPHYMlZ+Vi7swbPrtqCjaWNsoefqKHnJUVh3Ii4Iz3Yx6VHIzcpKiDD1Jr0Otxyeh4WT8/Gkx/vw7+/LJXz5npqc1kTrlj6Fc4tSMdPF4xBpN/3lIiIgpUYRWV/fcfRIntlM3YcaoXFfvT1xO12wdmr6B4q8pKjMCU7HlOy4uStKLpHGHRwuVyorq4e7t0jIiIiIqLDWHgnIiIiIgpjep0W8yemYVLiSeiyOdBqsSPObMTI7Ey/95g7kbhIA+47fwJuPGUkHv9gN978ugreTIy1srgaH+w4hIvGmHHLaXlIijYFYneJiGiYiB5PFY1d2FrZjO1V3UX2oqpWtFsdCHXJ0SZMzY7H1OzuIvvkzHj5+khERERERMGPhXciIgp5BgNPRHmLbecdtbUbj4c5PTliiY0yBzznRMTQ9X+6cipuPm0U/vD+Lny2t97jHKfLjf99U4OVxXW4elYOcpKikFLrQqTRIHsJRhi08takP3x7+PsIvU4O4evJcHVq/FtgDnOYE9w5SmYNd44osle3WrC1ogXbq7p7s4tie3On51OTCBqdMqfChpITadRhUmYcpubEY2pWvCy0j4jzbMjU4f79MIc5oZ7FnOCmtnZjDnOUzFEyS205RL7QuMUnGCJSnbq6OqSmpvZZV1tbi5SUlGHbJyIiIiJvfLa3Dg+v2CWHDFaCGGpfDH/fU5zvKdCbZGG+Z93RQn1P0V57uFAibnpKJj21E43435Gvj/6w9/16vut9vyNf99p2bIQBWQlmuWTGR8Js1CnRLEREiqhvt/YaLr57EetCnU6rwfj0GFlc7ymyj06NluuJiIJdcXExCgsLB71PUVERCgoKFNsnIiKlsNZCnmCPdyIiIiIiCmqnj0nBqXcm4+2tVXhs1R5UNXcFNM/lBrrsTrkA3vWoVFJSlPFwIT4SmUcK8ke/jzbxYx8RDS8xCklzpw2NHTbUt3ffNnRY0dDv64rGThxssSBUiR7s6bERSI01IS02Qn4terBPyorDxBFxvFCKiIiIVM9isaCkpGTQ++Tn5yMiIkKxfSJSEs/AEBERERFR0NNqNbjspCycVzgC//mqFH/7cB9aLaE/l68/NMiilQ1bK1sG/Hl8pOFwIf5wMf7w191F+kjEmcNvuL6Ojg5s3Lhx0PvMnDkTUVFRiu0TUagW0uVzkCygW3t9LQrsVnkrlqZOm7yoKVSJKUhSYyKQdrigfnQxHS60d38dExF+z6dEREREvbW2tuKNN94Y9D5Llixh4Z1Ui4V3IiIiIiIKGWJI99vOyMeVM7Lx5McleO6LUticruHeraAm5kEWS/HBgYfqjzHpj/SU712Y7+kxnxBp8Gi+4VApvH/yySeD3mfixIksvFNIcjhdsDq6F5u8dXZ/b+/+untdr/U9i9153Md12R1HiuiisB7qhfQe4qktOVoU001Ii+kuoItCet8CuwkJkUZ5ARgREREREdFgWHgnIiIiIqKQEx9pxM/Pn4Ab5uTiT6v34M2vq4Z7l0JWm9WBXdVtcjne0Mn9i/G9h7NPjjaqrjBP5Emv755e3mK49J6h1Fu77PLnLnf3Ir4W1wgd+Vqsl+uO/lwUso/et9fjxPpe63rf3+HqKZIfvRU/o2OJi4gmZ8VjclacvJ0wIkYW1g067XDvGhERERERqQQL70REREREFLKyEyPxf1dNxc2njcIf3t+Fz/fVD/cuqU6nzYm9te1yGYhJrz0ybP3RAv3RQn1KtClseopa7E44XG45LLVRp+UFCSFGFLdbuuyHC+mHi+iil/fhonrv9Wrq9a1GYiQPMa96T6F9UmacfE7iv0kiIiIiIgokFt6JiCikud1uWCyWPuvEHEE8qXZibDvvqK3deDzMUUtOYWYcXrxlNj7dU4eH39+FHQdb4HbY+txHozcG5JjCPUf0sN1f1yGXgYgCdEZ8RHdxPr67x3xmfARSIsV6syzMi0K12WxW7G/uRJxuDeo77GipaUOTHKrf1j1kf5cotnYP3d+zThRf5VzXre2w2F192s2k18Go13Yvuu5bWZQ/vN50eF3fn3ffmvqtlz8TFzA47fJxJqMWiZFGpCfGIjmmeyhscR+1PieI+9qdbtnD2+5ww+5yweEU61xyERc8iB7f4lYMtS6moHAcvr8YKr2zq1N+Ly4kEYXzVrsGjZ32owX2w4V0X3qLK/XvVMmsUMgxG3QozIztU2QfmRQ14AU/wfi3zRzmMGf4spgT3NTWbsxhjpI5Smb1z+nq6pLrQrntiHzBwjsREYU08aarqampz7r09HS+6RoCtp131NZuPB7mqC3njLEpOHV0MpZvrcJbX+3AtoomdFi75zR26g2ilAP/csNl6dsTXBedwJxeRAG0tKFTLkBDd4rbBWf70b8FUR+LSkhGhEGPCINOFp17bk39vvfk1qAF2pvrZfFa7IfozayNTEBVfTO22DNgdethhV7eWtw62CBu9XBAh/889c3QW00eT+sx7SYyxQKr1803QE7TMTkaTXfBPSZCj6QoIxLlYur+OtrYa5342nRknWgjf/9bFY/tsDnlUOutFjvaLI4jX7d2OdAmbg+va+m0ora2Bu0WhyyIi4K5JjIBDjmEuht2h+tIgV18H6h2C71/p0pmBVeO+Lc8ISMWUw4X2EWxfXRqNHRDHFVDTa93zGGOWnOUzGJOcFNbuzGHOUrmKJnVP6elpSVghXc1PceRerHwTkREREREqiIKMBdNycDMtL5FtZTUNNhdbtkrWQwJLnpqi9vuxQWLwyl7xlodvdb1ud/R+3TfOtFldaC5QRRX3ZD/cwPG6FhotFq4e50g6CG+FPfr+Vre9rqP/G+v9T2Pd4l5nA0WWZisa/etV24wEocjCq9ddnFcdr9td/CCawbURhS5xdJ9kcOJRRp1h4vxvYr10UbEm/XQWpoRbzbK3sQdNgd0lXa021yyYC6L6bKQ3qu43quwPtQ/zwF/P3bRa4VzblP3c/n49FhMyRZF9u7e7GPTYvw2sgMREREREZG/sfBORERERERhU8Qx6HWINPpvm6IgXl1dfcxV91qtfwtDvXO6i+9W2I1xONhiQVVTFyqbulDVLG47cbDZ0t3LmugExMUOnbbuv5/h6SFO4SxKXPghR18wIdGsh8kegYQoE9JiTRg/IganTx6DSJMYqYSIiIiIiCg0sPBOREQhT6/ny5m32HbeUVu78XiYo8YcJbOUzhE32SYjkpMTByzwu1xuWZgXxVRRiD9alO9C1eHvRS/+49FoBx5+3N+YwxzmhEbWUHN6F9J7RlFIiu799fGnOhAXF9XX1/fZ3vGmQvCVWl8bmMMcNeUomcWcoTGZTJg4cSIcDgf27NnT52d5eXny52Lxt1BvN+YwZzhzlMzqnaPTBe49qtrOX5E6ady9xz0kItWoq6tDampqn3W1tbVISUkZtn0iIiIiouEnPgI2dNgOF+K7i/M9hXn5dVOXnKObiNRPTI1u0utgMmhh0otFJ2/FcO5Hvjdo5dzqcWaDLJoni+K5KKb3fD1AIZ2IiNSJ5xuJ6ETEc8LSpUsHvc+SJUuOeS4JZnzuI0/w8hAiIiIiIqIwotFokBxtksvU7PgBC/PNnfYjQ9d3F+T7Dmcv5vQmomNFm/SyZ3dCpFEWr0VhW0xzodVo5K1Oo4H28K1cL3+GPuvlrfbYdd3bOHa9qV+R/GjhXHdM8bz75z3rtdCLDRIREREREZFfsPBOREREREREfQrzCVFGuRRmxg14n5Yu+zG95eX3zd2FelG4J1IDs0F3eIj0XsOm9+r13TN8urgV37PXNxERERERUfhi4Z2IiIiIiIg8IoacFsvEjNgBf95udchCfNXhQnz/Ye3r220INQadBvGRoiezAfFmI+LFbaRB9myOO3wbbzbIwqvN6YLNcXgZ6Ove63p9b3W4YB/oPgOs67JzOgBPiR7mote3+B2KIvrRwrnxyPfJPfOQH/5ZpJGnTYiIiIiIiGho+AmSiIiIiIiI/D7c9rj0GLkMpMvmlEX5g80WdNocsNhF0dl53Fur3QWLKEzbncfcWgdY73S5j7tvYlhvUUCXhXPz4YL54e9FQTbuOMX1SKNOjgYQLETxvanThoZ2Gxo7bGjosKKpo+frvrdiEfd1H79ZAk60e0yEAbFmPWJM3bex8nsDYiLEOr0cHl0Mfa4XBXLxtVZ8310sF7fie6Ne02997/trYDh8X3FrOHw/ue7wsO5EREREREREgcLCOxERERERESnKbNRhdGqMXALB4exbqLfYnbIIK3qmiwKvGgqwotCcFhshl6EQFyM0dw5QmJeFe2ufIr34WhTxHb0uYBA9/nsK5bGiUB7Rr3hu0nf/7PC6/j+PCrILF4iIiIiIiIj8jYX3MLJmzRo89dRT2L9/v1yam5uRl5cnl/nz5+O2225DfHw8QkEwHEsw7AMRAW63G1artc86k8nEE7tDwLbzjtrajcfDHDXmKJnFnODMEb2go3VaWeyVORE9H32d0Gj8/zE4FNpNDLMu5yiPNmHMEHIsFgtauxywOp3dxfMoM7RarY9HEHrtFow5SmYxhznMYY7SOUpmMcc/xHsGkR2qx8Mc5qgxR8ms/jmh/pxA5CsW3sPAo48+eqRALArB8+bNw1VXXSW/LikpkQXke++9Vy7iZ+K+ongcjILhWIJhH4io75uuxsbGPuvS09P5pmsI2HbeUVu78XiYo8YcJbOYwxy15jQ1NR05adBphyy8+5sa243PccxhDnOYEzpZzPE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JLQHNEtRsepW/570lcJLKbzUIvOrz1c+uqtiWwOyq5ZTf19NdpuKQ3yUQmyBtlp8KRMk20KaCnvfn8yUovOozpYzrXkPPl1U6AmS5ZYRQGiMyIinnaSn7ph0MtqV8N2nsybmQbUiZsy9XlTf7v3wfSfuWDkhlu9PB5dWrV2+D+ZvO/QdMK/Ded3RUNN2XdcwB6KYpy1mezYYcHVeu21LL7688u9frxqm/zGVU71xG5q9TrZfOaZ7wppT4Q057UR9xnmVvo50rdeFVgzXYrblfrzZh1DtzcnrXBYCqv/jLv1j88z/757suBjPz+3/j9xe/8ZPfWMzdqtFNu6zQp8LQppfkqrLvagTAqvUm9dch9tAtwfOT5vzO3+vvSeN/XlNvWCqNC10bGfp+vuty0nEglfM+FeYEd0uQphz7q9Z/0jnZNPKyqzQuZJtSEaxX0rPN+X1Gwec9JVidf5vShO5C6QRRvW5kOxIwz/5OeRNUr1Zo8/5sd86XputNtjspAkvKwTQovXz5claNSXDIttWQLfAO0E2ey/IsWe/cmGe0vOpzJMOqOtPz58/fzqHdZjDClMz9OaI6R/3c9n2kjlev25dpL/peg1IfrXeWT3vPmO1cZSDHoU/fOFVzv151OQdyjy+ZFXUIYaoE3pmUBN3//f/Tv7/rYjAz/+Tf+yeLPzj7B4s56xokm4Ip9qZOYGwuZd2GUmktaRFXyd+bgvOpyE01MJgKRvluM5ddU/lzHqWSWK+M5vdHR0dvP58KbNMo5mz7Sentks4vldGmSnbWk2BrtXdukd9VKwr5/KajoMs+qEqFq34epIzbqoDle8j+SNnWrTPB6RLILtufBtNdd5ApHQHy3dTLkv8vx0mC7CWVY5nzLp9Zlykix0CZViDyfefnfa4cwz5oeoYY4jmtadR8OuQA0E2e3VP/qQcfMzouz3FzqGMzDbuuk3T19ddfL+YsHcuLkwYPzOm4yXb1DbyXdO/VNodc7/KcOta1rQT21Venba7Xq02VbJHRNMgDpkKqeYAJSOrhJkOkMN1V2Xf5UL5qv82953cXJWV5m0amVXN2zWHupJR9VcAzD+MnVULy+Xy2XhHO5zJqps3xnIBxAsnVZeRz33///XIZbSrCKevcGwMTgE4niJOC7qsaU4ZOd99FCaw3dTipfj9lOoCSMj/fc5vpGeqdYKbasQU4+XlnDIf4vAIwt5TzMEVtpyubsmpn+LlmqWhK813aZvpq6oww5rRtpYM5TEHamMr5lfPpUKcUZfoE3gEmYNXD9xwCcFMs+6p1b7PRfCoePXq0/LftnGJN7yupxeagb2/XISqUGd1eJBC/6bkw557kOceyD9PY2Xa7640pOdZ23VhUevU3bUO9bBm5kPMmx17bAHp9uXMflQKHYNfXJQA2TzlfV1LOw76a+/GdIG955przSNZVdfoh2lVSf67XJ9t0/u5zPM21AwT7qdpuZxADUyXwDjABcx7ZNMWG6FUj3qdY1rGVns8npZkvVr1vrIrcGOqVwk3KXg+2lvnHN1E+n4aCOQfRu+iSKr5pH+0yEJ3rcZnDfdXfq5LmLNvc5xyZS8cWtqdMF3Hq1KlJv86ePXswI2C22XnvEJ9XAIaWxvim58yMenedZV9V07TPUbVO9dFHHy3mauwsjPVOCWMNlsj30bYtCbal2t7Upc0OtkHgHWAC5pBSftOG6F0++Kwq06GNeC8PoJvMZbgq3XxSh89FPQi06QjqeiV2020vqa6mkDJ927KfqyP+26o3iu6yM1Lp1b+q80BTp4CmdKbQx1CpKLdxzkvv188cshsBzJWU8xyS6mjxOUrZq8HjfZyz+uXLl4Msp6nj69CDJcpz/qF0smU+0n5UbUOaU3slh+P0rgsAwLwbXVeN6N1lkHtVZfPQRh+XhqZNK0p5fz2QUipdc6j8NpUxjRBN6SbbyH7cJM1d3p8R0Id2vBVd0tDVr4G7bDDK9Az5/pquy01zJua42vS7nkNAld2fR7mWTP1YWdVZCwCmlHI+GYqaUs5Ln8y+WJexay6qwbNV9bG5WNUeloxWQ85zXe2okDaPIYPvWV7W0TRfPexa6qAlw+embXawDQLvABOwKmgzh97Kc0rrPufMAn0qrps2KK16fx5m5xJgyUN3eQgvwdS2gff6vHglc0Cbin/poHCo80wNVSkfaiRAF2m8WHWs1NP35Zjo8l3Xl3OonTRYTzDgMEzxeQlgn+RZLc/39c5sGfW+SWYwmPKzxJzTshdPnz59+/Nc2h02fb67fPnyYOtIR4t6Z4shOxQliH+IWfzW1eHT1vPixYtlx4orV650HtxBf7nmlTa/XU5VCKsIvANMOCA8h9ToCVGvWgAAmL5JREFUUwwYrRoheEiNKiVY3LXSlc/VA9AJ5M9lrvcbN24cC7yXtM0nHa/V91WPo2x7mx60XTs77IspXg82Ub7zW7dundgYFF3nu6svxygCmL5D67wHsE/SgfjSpUuNKedNGbS6Ppl9k4BGyfqU+nSe9/OsnLrRqvp16mEJCCZAtap+UOqrWXY63ebntH+UdeXnTGF1UmCr1N/WLSdlPamzbJkjO+9PuZuWk2V0GVWZZaRunTpAfs6ySmC2jFzO/qoGm1OfjZOOzyw3x/E+dOSrtj8kqDlnTYHA8l0PJcdiPfB+//79Qdoicn7mWN23+d1zjmdQRtm+6nUt51/2Z/2alfemA0I+W/0O87ss6/nz5+8cx+UcL0H66vUknS/q7QH5fa4vpVwpU96X3zUdM2Ner1btt7QF5rgu1+1SxnL92nZbUHW/lDLNvT2K/SLwzqT8/t/4/cU/+ff+ya6LwQyPm7lbVWGdQ+VpXTC77SjhoeXBs8khPYSVAHnXdHNpTKkH3ueWbj7HXvUcyvac1HCTilNT41z2Z5tKy6GnmZ/7dqf8R0dHrRtQuo4sqU/lsOsRKqmk5nh//fr1TssBADCGPJ/XM2JtM+V8nrMSuCh145M63qcOk6DJurpLnifzDLlumSXgs+75ti77KAGlaj0q+6c852c78vcE+D7//PPGfdems3bqqUNMqZOgcz2bVBfZ3/Xjo6+yr/Jd5XtKEDPbnZ/zfZUgfOqQ+S5znObnfCbH5aogbQnilyDdKm3SmucYm0K2tvp3OOeOyU3Tk8UYUwHUr2ttBxycJOdwzu19GbxSPRcj+yf77vz588v2w/w+U5LklbakbH/ek+8s+zf7Ite7clyW7zLLrd5Dsu9Lp5m2SkelrC/LyXmb9adMuXc0tUWNcb1qcz/I9pcyRnXfZb/l+rWtYyb7q9rml3JIN8+UCLwzKb/xk99Y/MHZP9h1MWAn6vMzFXPotVcfHVzkd7uoMK2qfM691/QmStC8a5B8VeNTHvrnEHiPNGxUKyMp+0mB91KpKnOZlXOyTQX20NPMRyqu+yrfb/0a3eVcKL2x+y5nG41DwHpjnTf70sgJMCUlkLHLlPPlvjHk/WOoZeY5NwGj6v5ZFfzPuhKMyftTd6qOyi4jMU+SfV46BpRRlF1kOQliV0d7dpEAV7al1OmGqI+XANyqTtylrSR/KwG7NsHydHoo31M5bldt90nH9VTqb/V9PvU2sHWa2gOyPWOkJS+B4aocb33aJHIslc4d+6AEtotcr5rau8r7cizmPCztQdkP9fp69XitXjNzLape207qXJSAda6l1Wttfle9hqZMaduqnstDX69Ouh9km1aNvo+UIeV8//33tzpFZUbcl+3P9yTwzpS8t+sCALBYm9p4iN7bXeUhLg90Jz0srgrSjvEA2Maq+X12HdxqIw+rm/aQrauOVD916lTn10nLnrr6fiwpCFfJuZZjvpyL9XPypG0vaeY97O+n+nWl9LDeVP26WFLb7dIQo41g340VkGmaVmjX1wSAfdU0EruknB9TUhFn1HleCQ6sCl4k8JIRhHnfSUG61G2TragpwJZ7VrY1f28z2j31nGq9P59PmVeVoSw/AZZ8tjoPdNupycrnsz9Szq51qGx/lpHyZjldg5tZfylPm/1/0vN+qYumXG22Lff+vLdNm0XZ1uqrKetffld/X/01lTmqq+Wf+2j3ppHIYwWxm7Lt9R0JnXaNknp934Lu+R5WtV/mPK1ev0p69ab9UF1mdXm5NpbrUTn/1k23kWtnrjvV87DpWKm3IQx5vTrpfpBlr7tvRfZRtjeB8GTv2FZbcHXf7rLtHJoY8Q4wEXlYq1ZYi2fPnu1svugEmtqM9M2DVXplNpV921b1cs9D4hxGkGWf951HtlpZ6LPNq3rNbyMd41jp5tf1/i77rWxb/ZxMGvp1FZp8fi7HGbubl32oeeKHVJ+XDljsNBg+ldFnTNMvf/nL5TzGcNJ15L33jLVpqh+sSjm/rSm1so6vvvpqOTKwWk9JHWLTUar5TAnWl23KM2qW37ZOUg9MlaB7m/te6kupA+XzaRPItnUN+g2VOjnLaWqb6FqeLiPoS9A9x9qmdYYE0+rHxqF1cp5rB8R8Z01TiLU9n7rK+Vdtt+g7RWA5p+cubZnV7cj5eNI+KcH3EsTNfq2PNo9cd6tTcKxSOik1HRcpW9Y3RNtan+vVuvvBSVOeNLV1ZFu3NZVeNUOIwQRMjcA7wETU56fZ9ajx6oPLSQ+Tqx5ed1H2VetclVFgarLP00u0q1LJyrE0xHzNZ8+efeeYLPN9zTHdfBrVVjVopWd3dbty3LdNN1/SkLcd4cH8DDUve8mM0Hc5Q6qXCWhWf05rGq2+qaYGMh24WCdB99/+7d/edTGYuD/+4z9e/OxnP9t1MWaVcj7B0u+//34r1+CsIwGXaoC4T8AkZU+dJ8vdJOheD0yVwO8mQcIy8jLLST2r63akzE3tIUNO47ep7IdNl5P6ZtmGLs/5TcfGIaiej3MMvJcsB/XONDkfxx7Bn+OlPoin6xSBZaqIlHvu6plMmgY6Ncm1rFwXS0aU6nQamx6nTe/L9Tr1iKb2o5LuvnoctWl/63K9Wnc/yPHTZST9NjsP1fftHKZq5XDo/gowIU0pyEr6612m+2rb270u5d522VeN3JxDmqyyv9rM63ZSAG2oUbRNx2QqAXPpgV9vSFo152A9zXzRNt18Ce5PYfQy053fvel6vutOLLu8x8Dc1DPSDHHuNI1c7tMBD4Dpppyvunfv3ju/6zriuwQtE/huG3TP9l69evWd59Iuz7jZnylD3/3XN/PbFFSzW3UNAO3DaONN1NuN+rSHbFvaB8oI3+o2pB0lAyG2kTY/53z9vK12ANlEriElc+Ccpc2qWn/fZHq3pn3ZZzR1/bqWgHv2c9M9oFyHy3zlCXynQ9jYmu4HXQeVdMneMmTgHaZC4B1gQlY9eO1qNGIeVNs+cE+l7E3ry4PzHOYJq86p11XpiTtUZX1VpoC5jJBtSv2elPEnpZlf1fFgVeUjy9yHCirt5nfvOi97/dibQoeg+/fv77oIMBtjPEs0NYoaqQGwnZTzdSXl/DY0Bcu6BjoSpCkjpdvK6M/6Pejzzz/vtP4yH7TOnMfrDV2DQCUb4qGo76dddMAo6dVPemVUe+a/TueAU6dOLf+/es3IOZgBLNvOhNc0mrtLR5608+xDx4/6CPVNnq2b3rtqAEbX4z2vddfrXE/LNInbuBbU7wdt0uivs61OxALvTJlU8wATUuZoq6cVywPXJpXooaQC0Xa9aYzOw2G9oSIPitsq+6pevdvqbTlUJb3rA25JM19SpA8hy8ny6g+wuzomu6in6ksFtH5M1NPMV8/JaqrCUkmqfkdlFP0+pJlPI0K2rSmV2iGrz8veNWBer7DvulEj5RmyEYFhlTS4U27ELvebQwkUX7ly5Z1zJt9Pnwaxerr6Q2tsB9iVPLunDlC/zyaQNsSUXW2DHdX6c+oUeW1Sl0v5102nteoz9aBc6kJ97j/1ACT9pmg7lGerVc9C27bpsVs6YpcONBnxvstO1WUQQPV6luNvk1Th5Rl31xnZxug4v+kxVZ+u4tmzZ4OVLd/RlJ73m+4HfdsptrVt9fWUrK0wBQLvABOTkeP1wHse+FIR2OaDfHnwSgW6rVT2E7irStBgW2VvGrk5l9Hu1eBe1x7e5TsbuqKUh+56D+qSnnoqlYWTRu3X50+sNmiV1PmrKhfVOb6i9DyuV1Clmd9fQ8zvnmOu3oGl63WxVI5zzag2KuTakWXmfE1lvqQ9bGpwyTnRdp67TfdVOm5U504to6ByP1m3zTmXsk1pfMs25t8SeD46Onr7vmx71lE6wuQ6lF71Wf6mHYKG2JdjyL7Y5P67S9k/h9LI0XT85hjs85xRvy4cUkM73Zw/f345fzecdJxwsjxP1J/rSr1gG51qVwXLNll3qQNu8gzUVG/uG2gxTcq78yznebjrsZTlTLnz5ZCmsJ2p32/rOX9bAw7KAIG2z6lzGlxxkqFHPg+9vClkvjupHXWOpnAtgULgHWBiynw49YBI/n/V/OVjNUKUYElbeaBP0Lc+GiwP8GM/uK2au3suo92rwb2uje4ljfXQo2hT+VqVumwOldOmUfvVBq0c602pHosE1Kv7tD6ipBzfc+iEQDf1a0uXhsWmNPOrjpky+qnpml8CsiUonLKU5aSimZFb6QCVwHE9IJi/57MJMDdVSpMusUmu6ydlQci6suzSuFPmB0zwPL9LWXPNyO/KOde0j9aNwM8+yTqybSUgnp/z+zQY5N/8PmlS23RA6rMvx7Yq28jUrLt27qOmYyDn05CB97l0uGB33nvvvcXPfvazXRcD9irlfH20X/7/pA6DQ3a8r9a1su5NArVlVPUmdZGm562+26rj2K+kI0d1/+b7zL0+z8abPC8ccgYy9epu0mbRlD2zzfWkZE/chyx+c5CpCqaifj+Yy8ClNtkzYJfM8Q4wQQlm1iu+CVxsKyVwHrhLAGNTCXjUK0opd1NQfEhNweZNK7e7VE2T36WiWe3NPHSjR0m3Xtc0V/pU1YNw1Tnq8/O60er1wFK1k0cZcbvrlOFD0UP4XU3Xri7XlU3St+W9TcH9lCWNwLlHZIR2PXhf5vb8/vvvGyud+XsaA9PA2zSqI79rep10fOd+kcaDlC/rT4eB0gCc61F+zojo7Le8N8HspmMtDYwZ2Z70rvVzNvskZU95sqysp2Q0yXZkm8vcotlHJ92/+u7LbY0iz/6Y8ivf1aE10NWPzT6j/XO81s8F2VMAtiv3sab617Y6QjWNMG07N3PJMLRJXaTUX6qGqDMLlv7V91nfF+X5N68ERsduG5kbwbJhNE052PZakk7M+zR91NAZOIbeL1PZz033g6mUrS33HqZK4B1gohIIqD/wfPzxx1sZ/ZaKe9bdJc1UHnq++uqrrTZcJGhdTwWdIMocRmMXJUjU9aGxdMoYKwDctNym1NlTVS9/6dFd0syfdHzW/146HZSA09TmQes6XUEaPbp+dl81XVs2VaZmqFp1zJT3NqWzL8fhSZk8ch1JJ6gmuS6WV/28qP6t+lq3zSlvKWvety4IW+4NZXT8uvLXtzFlzX1x1X0pn6neN09KpT/EvuQwpeNKVZ/5bOuf7Tu/LgDdNI0uXjcV1djZY9p2aiudBjZ5Pm26b0kTP6xVz44lC1QC8Mk0lX9zjFU74R+i+rarj3bXdM1qE3zPe/ZlMEHU21I37exSb+e6cuXKYkhTCW433Q+G3tZtOuTrKNMj8A4wgzm/i1XBmCGlIpiHzD6pzdJTtt5YkGWOMZ9w9kk6JFSl8WFOqdlK+rk+D+Blf481Um5VsGtbWRj6yn6t79scIyelmS/q+7VUXrP9Uwu6R1Pgpk0lJO+ZUtqzKV6Hu1yD69fDdcdMOnXk+6u/p3R0aTsiaVvH5dWrV9/+3CaIXa4lpePLKvUGt5K6fpN9neB70zqmui+Zhxw31WOnz6i1+vVlnxo8AeYkzxhN9/s88/fpYNVWvZ6ce8tJ95c8t6cuUu8QdpKmOoHn/2HlWGoz5V2+4zKtwdmzZ5f1DKPhGbrd5qSOPGUwwr7M7970TL3pgJG2nea7mkpH230IVOuow1QJvANMWAKFSdlbfSjLA+OqNL19JUiR1xAp2vPQXh9xnmUPHahNJbW6L7Kv6vtsylKxrlYKugTeS4rBfGdjbndTZWNOKYbrla+kmD8pzXxRD87nmMvxnP1+69atxRTVj4XMQ7xOOY+m0vt6n0a81/f9umMmjW9NjR5lGZs0Gow9L2nOgXLc1IORq1Q7Lmxy/Wjb2JFtrh7DTYHMKe5L5pXGtB7kaJvGs676uZw/jjOA3WmaMm1bKefrU960eU4q95BNg2VNU6TMpe48J2kLKZ282yop6Q+9I57U8/3UrwknZSrMtWafgu7RlDa/bSeqpoxUQ7eRTCVYvA/3g+r1Ym5lZ78JvAPM4IExgeTqg14enFMhG7I3dEnLm4fKoVK0J4BfbzBIw8VQwffsg+pDcfZR5uOdS+Aw+6E6WrTrA3ipmI+d9r2pAaA63/nU1QN3ZW7dtg0b9feVkSljj4bt2smmHsDJdWSdci716XTz8uXLxT4Zan73+ne4KriWBtS8d93IpU2O2VwLz58/vxhL5gIs2gYMq+/bZATZJtfG6qixXKNW3XOmtC8Z1tjXolz3q9eCNqPamp67quaUqQdgH63KmratlPObdupKPbvLFCWCmtuT7+f169fL54RN2ijy3aet41AIlg2r6Xq1qiNPyZyxj5096tfztp2+68/1XZ7z56LpfjCVTgFdzLns7B+Bd4AZjXyvNvKWke9907eX9PVZTnq5Dt3w27TMBN+7jg4rZa53PCgdFIautK0KZvfJOFAab+qj9TdN81f2Qylj/r/Pfu36EDvGFAJjnUf1oGmOlz7ppscIutePua4BpPqo6pOCnKmINvUM36SsXTt/DLWcodX3WddOCfV9umoqgJxL6fjU9Pfq3JulMe6kTkz5TofqSHXSvPVt54LLtpXtGyu1XT2LRdL3T3lfsp1OM0N3EquOYss1qx5IX6ec78WmDfIA7F/K+aYRp6vqdiXjWZdgmcDE9uUZMiNL8yqji0+679cz4+2z+jG5D+mvd6mpTr/qWpIMgE3tJPsg21Stv6W+d1J9IO+pXuszLdQ+P6M33Q/m1jmrngEVpkLgHWAmSgr1VNSqDxNp6E2wtoyUbKukyn7//feXD5Z5IB0rbXgaL1LJrI50TCUyAf9NA2zZzpS5+sCcBusxgu5Zx6rUgtlXbcteRoWXAE/mb1tV8TlpG/K9ZVlpsM9y6hWH7Ne8hgxcloD+qn2R4yd/m8PI93owetOUavVRvUOmmS8dMurn8ap5qjcdkZljYtVyyt/azhG5qqEvFdW82l6LVm1zlrHpNW0Mz549O/b/XdNAV7+HVRX3jz/+eG2P+iyj2hBcrk+nTp1623lqm+dg/VjapEGiWsEfo5NF/Tra1IFiSvuS4ZRG6qZrXc6xXFeGOuZyzH/11Vdv/z/HTZuMPrmuVbPd5JzXqQNg+innxw6CZp31oP+q58LURXMf6vJsuqoDKOPLd5b6Z76/tI8cHR0tA3urOt5uo8MH+6l+vSoj2+tyjdnnDh7Vac4iz+Crzql6m1fOzX2fBkqgGkZ0BC39+OOPRz//+c+PvfI7YPtev359dOfOnaNcxuuv69evH3366adHz58/f+dzL168WP4t7ynv//DDDxvfO5YnT54cXbhw4ViZb9++vbYM2d6UO2Wtb2v+NoSnT58enTlzZvlq2q/rXuVz9demy8kr5VilyzK7frc5VrpuQ9knOUanJsdLn/2T47f6+b6uXbu28X7O+7t+j/m5vs3lPTkv18n516WsDx48GGSbd3E81cu57vw86birLqsu17L8Pd/FSerXz1X3gTbLynu6Hs+5bne9PrQ5B+vn6qbX+vp+Gntfsl25HvS935ZrS3l1vV/mc9VjqX7N6/peANrJ9TTPJUOqP/OXV1lPeUYYWp41T3pWKs9IXe8hqVev2q6+6svd9Bmq/mzWdRvr7QZd6xH15WTfnSTb3PXZMdtb34epO7VRf65vu/+zjWMcy5vIMT5EnautpmfHKT+T5TvKaxP1ulTTsVT2+6b1rGp74ra+s65yTcn1LeWrns/5OdeFnNP5t3rtyX4asv7X9F0M1Y7Z93rVdD8Y4lzoej3qu2+nfB5zeLHM02MG9QEYr1dieqZmdGp6ZSaNbhmdV0acniQ9N9Ozdez5qeuyvrxSxvT0Tm/TbENe2a6kAE5P8PycUWn1OcTzt3w+ZR865VPXnv5DjhBYt01lPW17pfYtVz7ftQdsmT99akpq+RxTm6SZL6rnyxDnTtJ4bbKfN92vZZqKkpGgTE+QsudvJZtBfk6P7jbr3uSYyPvrqfI33ebquncp5e3a4z2fzeip0oM+/yZbQq5vuQ5mn2TkbJtrWr7PjNxdd50v94GSynIM9RR0GbUzpTR8KUt1ZHN+rpdvKvuSbqrXkT6jNfpeW3IfyfGfEe+5nubf+/fvL6c8KPOz5u953inPM7kGSy8PMF3VOmvVuixgQ8izZv0ZJs8g1cx0JXNa1+eSpufZr7/+utOyeFeOj3yHXabwy8j3fLZ6jB3CiPf689BUph2bs5JBo3oNy7FUfX7OdSXv2ddRz2VKjjybl3aRPIuXdsgyTVS2P3/P+Zc6+j6m3V+lOgVbkXrLXNTbJNStmBKBd4AZywNiHg7zygN05mfKw2QJWJcAVwlk59+kWkpj8K4frktjRqQykKBfKXMq/tVylyDhmA/BaYD4VSf96dpm+bK/p74/ukqwI40Zq1I3niTnWxq82qZlXyfn69hKJTOVyzJFQql0529t0xwPVQHbxjYPJfumVNS7NJ41TblR0pjnuldSnm9yLOaamLLkeyzXzlUNcumglLTuY3Sw2of5QaeyL9lczpmu1/Cxy5RjKR0i8yyT57LSwHmoDXoAc5VOk+WZuWrstMxZfp4Xi9Q7cn8ZKlhW6tjV7dq3KXZ23WG3T7A8322eF0pQsHw/+/zsUD+W5xT4m7JcS5o6D5W6f34+qfP9nJUOS9VgbM6jsabYnKPsj/r9YE4dseqddATemRKBd4A9kYeluY7GqwbhYWzpZPH69eu9Cvi03e59n6NsaLmmDnldHSKAX11W6XgVpUNFGhKqjafpZDJGJ5p6A9muGzj79H7f9b5kv3imAdgP9YxF2xqNm2fPauA90pErvy8jOPsGjtIRv4ycHyq4O8Sz4FCDA3Y9Yjr7oinbUlupa1YD71nWWIH3qTzDVzM9TKVMc5e6fz2ommtH6jwJyPfJ6DYHJcshm90P5tQRq36t2OcOSszPe7suAAAAsF4ZJb+usSoNsskoUB+5UG9Y3VQypdSXceXKlUk1cNZVy1NvcNnlvgQA5mMXnalKxreq0uk3QbM8p/QNltUD+5FsLX1M5VlwKkGjNtP/rVP9jtsED7tmo0pn1Slksqp2UpjKsbQP6p3Iy1SOmRZprgN32ioZQHXk2Px+0Pc6uq19Xr1WGO3O1Ai8AwDAxGWEU+Yjb9tQV03pP0Z6/3qD77NnzxZTUW9gSS/+Ke9LAGDYTDdDyqj3bY+arKezL9Pi5DVEqvsEKOrB/b6dC/sG7qMeAH758uVOyjGEvuWoHnNtAuNNx2ib4Ffec/HixcWuVUeqzinV9bZ0DWQ2XS9SD0pgdexpM3atnDfJGMJqTZ25+l6/xrwnr2qDEHhnagTeAQBgBkrayraNV6UC3bfi2/T5emrCLr3iL126NMqIlnrjSj1F7C73JQAwfDBqzNF1JeX8NuW5ox5EKM8zQ41SrU+dlX1YTW++iXx2iKxA9W3u8r1OJTtRno37jBqtPqe2TZ9cD76fFMAu+3cKAatk2CqMUn73WOhaB2kKqpZpJabwvY+pbF9GdDue1qtPX5J7QZ991nc6lLaq11hp5pkagXcAAJiJTdJWlsrnqkaVtmklU+luWka1wbbMOdpW3p+KctsGn00am6oV/TQ0rUrHOuS+BAC2r3S2y3PFmIGVXaScbxqNmjIMNfo+zzT14EjST3fZj+kUMMT+rwZfY9NgY4LuKUf92W+oY2PT5bTNsLQuoLTJcVff7pMyNeW8mUrAql72MUe9N32PXbIrbEOOg9IRoWtHjqZryb179zqXaS5B7HJcp7zp8J2631zKPoRNtnXV/aCLXFf6TrXRVrX9oX7/gF0TeAcAgJnYpAJcKqL1+djXzX2+ajlNQfo0ZlRHXdVHTq2T924yYqtt5T3vq27Hut72Q+5LAGD7QYXq3LR9gpxTTDnf9Jw0dGrorKO6nuzTpkxB62RkZAItmzwHrlIPMm8avMnxkHLUv6euGZbqn9s0OJtn0i4j8Kvbvcl+vXXr1rH/L4H1VfKcPKWRz9UOAH3nmN40GDnVeeWr17Wu17imzht9OhI17auxvq8+qp0LUuZc286ePbs4derUylf+nqkXEqjP+8v1rY+m/TVGx5K+16v6/SDbvun3mjIkAN7UmWfoY6S+vFWd7WFnjqClH3/88ejnP//5sVd+BwDAuB48eHCUR/e87ty50+ozZ86cObpw4cLa91y/fv3tcj/99NN3/v706dPlctb58MMP3y4j72+zLVnm69evV74nfyvLzCvvf/78+drl5jN5X/nMkydPtrovAYDx5Xkg9+/qc0J55V6d55kXL16Msu48W5R15RlqbNXntDGfQ+r78/bt260+V56p8m/2ef376PI9VJ/T1j3P1V27dm35TFrfb5supzxTZh80HWMnPetWn4s3eT4uss/K82zb59R161+17vJ9bbJfxlY9Dsc4v3LtyHHS9L2WutC6+sm25Lsp9aV6GfO7cr5tono8tz2/m8q16tqbcuVYmsL+W3c96frK9mXbN92+HHNN14Rczze5Lox1vWpSXVa2u+2xVtoNsr3Z7qZtHvL4qH63Oa9harFMgXdmc7ACAByqeqNBU5C8qjQ4nlTZrlaKmwLsqcS2afSrNmKta8Ar29EmiF7d3tL4tKrin/dXGzXalGHofQkAjCP34K7BkqGVZ55tBN6r253nlzHleai677Kdq5678vvyfFTKNVTgvf5cme9w3TNY1pFnwGpQpynwXgI/WXb+Xn/+y++bAp2bHl/V59E875aytHmezvNrKUOf4Gh1O5o6r5b3TK1Taf087yPbnG3c9Dutf7/bCujV6z6bvNoEM6t1vpPqYUWf/Vc+26XzyNBWdRbo+lpXdyznVpdrSem80MZQ16sh6ss5/so+LvfFpvtBeeUamffl1ScQX71PnFSf5zD9uONY5undjbUHAAA2kbSASTOa1HdPnz5dppRMKrekgk9qt6StS0rK/PzkyZMTU67ls0kzmWUm9WJSw5W0rfl95tZsk+IyZUk6unw2Zct6s8ySujIp+kra98w3uelckkl7l2Ul7V9+LsvOdiYdZ5mTNMtNKtg2yx96XwIA49ok1ftYc/nmmSDPI9tIz51nj/K8s8kUPV1k+Tdv3lyms86zVZ7dknI5z0uZaqeUI89M+Vv+v8szXRtZR54p82xZnk+znjyr5Rgoz2qlLCljm6kA8pmSjrk+jVKeebOutsdYmXf7pDTuOV7KM3L+re7PUqZnz54ttyPLy++zLV1TgZfvJc+3ZX7wHK9ZXv6W/0/6+/yc/TclOd6z/8t+Tfn7HF/l++w6RUQ+n+NimzYta9vrXPZjOaY22aebnBNNn93lnOo5t1KXK9M95JjPq2l7quWsXiealHrznTt3Bj3uNjnehr5e1WXbck8o94Nsc65huUfkepLrZ65bpS6e/ZprXZvrVs7rkia+aWqQtqpTAKinM0WnEn3fdSGYhzdv3iy+/fbbY7/74IMPFqdP678BADCmVGjTgFcayEqjWX5XGgZSaU2lN42SqShvUonNMrKsrCc/57OpWK+bI71JyvX48eNlxTuB69IgcPny5WWFvW0jYj6XOfaK169fv22IS5A9Fe1U2EvjayrbJeC/630JADCUPA/l+SbPVttSfZ4rQajybJRXnunqz1x5TwL1VS9evOjdQSHPaHlmy3NfCTZFlpsAYlNZ8kyYZ8U8I5ZnxfJvylieTcfoNJB1p2xNHVcTeM+2lGfkKPs125AOBkMGkErH1/IdlsB+9tmqoOGulQ4KkTJuMsc9VK8bOc6jdIDZ9FqUcybXnZyzJXg/9PVtDpruB9VrcOrL9Tp+uR+U627p8FCuxefPn3/b3tClnp1rW66XkTKksxFMLZYp8M5sDlYAAA7DqsA7AMChKMGFBH6mPqJvrMA7h6V6HOXYyTEEXTtv5Lo5VGaHdKpJB+5CwHd30qmidIZoO9Kew/Nmx7HM97ayFgAAAAAAWslo3zIaGg5BGUVbHXEMbeV4KUH3dNoecjqFBHirU35kXetS0jOeEnTPdyzozlQJvAMAAAAATEQCOhnxXtIlw6G4d+/e2583nfaKw5Y5yZuOo6HUj8fqCHi2o7rPx/iOYSgC7wAAAAAAE1ECPNURlnAIMoK1TDHVNLc2rJqqrJohYayR0CUjQ5gKYfvu37//9mf3R6ZM4B0AAJi0V69e7boIAABbk4BjNQAJh+Tzzz9/+7PgO13qi+fOnRtlPZcvX165TsaVjhWlc0WC7u6PTJnAOwAAMCn1+fIyggEAYK5u3LixOHXq1OLixYvLFPInpdLNs480uhyqdDrJfO9x9+7dXReHGagH2seaf7263CtXroyyDpqVa0EC7g8ePNh1cWAtgXcAAGDn0gj98OHDZYU6jdNV+f/8Pn83lx4AMCfV55cEbT766KMTU+leu3btWEpjODRPnjxZ/ptOKDmHYJ0EY6vXzEePHg2+jhyL1Y5TuU6zHRnpXvZ9MmIY7c7UnTo6OjradSGYhzdv3iy+/fbbY7/74IMPFqdPn95ZmQAA2A9phC6V6aaKdBn1ngaOp0+fbr18AAB9n3GqcwOXEb1VCdCnw+Hz589nFXhPUOTSpUutthHa+uSTT5ap5lM3eP369a6Lw8TlOlvt2DT0NSjX5tKJSp10u3J/yX3GfmcusUwj3gEAgJ1LBTp9gvNKw1r9Vf6mog0AzEk9gJ4gYlMwKJ0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",
      "text/plain": [
       "<Figure size 2100x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Pk_ref = Pk_PM\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(7, 4))\n",
    "\n",
    "ax.set_xscale(\"log\")\n",
    "k = G.k_modes[1:]\n",
    "kmin, kmax = k.min(), k.max()\n",
    "print(f\"kmin = {kmin}, kmax = {kmax}\")\n",
    "log_pad = 0.02\n",
    "log_k_min = np.log10(kmin)\n",
    "log_k_max = np.log10(kmax)\n",
    "log_range = log_k_max - log_k_min\n",
    "xlim_min = 10 ** (log_k_min - log_pad * log_range)\n",
    "xlim_max = 10 ** (log_k_max + log_pad * log_range)\n",
    "\n",
    "plt.xlim(xlim_min, xlim_max)\n",
    "# ax.set_ylim([0.2, 1.8])\n",
    "# ax.set_ylim([0.5, 1.5])\n",
    "dark_grey_bnd = 0.05\n",
    "light_grey_bnd = 0.1\n",
    "\n",
    "label_ref = f\"PM with $n_\\\\mathrm{{steps}}={nsteps_pm}$\"\n",
    "\n",
    "line1 = ax.plot([kmin, kmax], [1, 1], color=\"black\", linestyle=\"-\", label=label_ref)\n",
    "\n",
    "line2 = ax.plot(k, Pk_LPT / Pk_ref, label=\"2LPT\", color=cols[0], linestyle=\"-\")\n",
    "\n",
    "ax.plot(\n",
    "    k,\n",
    "    Pk_COLA1 / Pk_ref,\n",
    "    label=f\"COLA with $n_\\\\mathrm{{steps}}={nsteps_cola1}$\",\n",
    "    linestyle=\"-\",\n",
    "    color=cols[2],\n",
    ")\n",
    "ax.plot(\n",
    "    k,\n",
    "    Pk_COLA2 / Pk_ref,\n",
    "    label=f\"COLA with $n_\\\\mathrm{{steps}}={nsteps_cola2}$\",\n",
    "    linestyle=\"-\",\n",
    "    color=cols[3],\n",
    ")\n",
    "ax.plot(\n",
    "    k,\n",
    "    Pk_sPM / Pk_ref,\n",
    "    label=f\"sPM with $n_\\\\mathrm{{steps}}={nsteps_p3m}$\",\n",
    "    linestyle=\"--\",\n",
    "    color=cols[4],\n",
    ")\n",
    "ax.plot(\n",
    "    k,\n",
    "    Pk_P3M / Pk_ref,\n",
    "    label=f\"P3M with $n_\\\\mathrm{{steps}}={nsteps_p3m}$\",\n",
    "    linestyle=\"--\",\n",
    "    color=cols[5],\n",
    ")\n",
    "\n",
    "ax.axhspan(1 - dark_grey_bnd, 1 + dark_grey_bnd, color=\"grey\", alpha=0.2)\n",
    "ax.axhspan(1 - light_grey_bnd, 1 + light_grey_bnd, color=\"grey\", alpha=0.1)\n",
    "\n",
    "for i in range(1, len(k)):\n",
    "    ax.axvline(k[i], color=\"black\", linestyle=\":\", linewidth=1, alpha=0.1)\n",
    "ax.yaxis.set_major_locator(plt.MaxNLocator(6))\n",
    "ax.yaxis.get_major_ticks()[0].label1.set_visible(False)\n",
    "ax.set_xlabel(\"$k$ [$h/\\\\mathrm{Mpc}$]\", fontsize=fs)\n",
    "ax.set_ylabel(\"$P(k)/P_\\\\mathrm{ref}(k)$\", fontsize=fs)\n",
    "ax.tick_params(which=\"both\", direction=\"in\")\n",
    "ax.tick_params(axis=\"both\", which=\"major\", labelsize=fs)\n",
    "ax.tick_params(axis=\"both\", which=\"minor\", labelsize=fs)\n",
    "\n",
    "# Characteristic vertical reference scales\n",
    "nyquist = np.pi * N / L\n",
    "nyquist_PM = np.pi * Npm / L\n",
    "epsilon = 0.03 * L / Np\n",
    "particle_length = 2 * epsilon\n",
    "xs = 1.25 * L / Npm\n",
    "xr = 4.5 * xs\n",
    "particle_wavenumber = 2 * np.pi / particle_length  # Too large to be shown\n",
    "xs_inv = 2 * np.pi / xs\n",
    "xr_inv = 2 * np.pi / xr\n",
    "if nyquist <= xlim_max:\n",
    "    line1 = ax.axvline(\n",
    "        x=nyquist, color=\"black\", linestyle=\"--\", lw=2, label=\"Nyquist (density grid)\", zorder=0\n",
    "    )\n",
    "if nyquist_PM <= xlim_max:\n",
    "    line2 = ax.axvline(\n",
    "        x=nyquist_PM, color=\"black\", linestyle=\"-\", lw=1, label=\"Nyquist (PM grid)\", zorder=0\n",
    "    )\n",
    "if xs_inv <= xlim_max:\n",
    "    line3 = ax.axvline(\n",
    "        x=xs_inv, color=\"gray\", linestyle=\"-.\", lw=2, label=r\"Split wavenumber $x_s$\", zorder=0\n",
    "    )\n",
    "if xr_inv <= xlim_max:\n",
    "    line4 = ax.axvline(\n",
    "        x=xr_inv, color=\"gray\", linestyle=\":\", lw=2, label=r\"Short-range reach $x_r$\", zorder=0\n",
    "    )\n",
    "\n",
    "empty_patch = mpatches.Patch(color=\"none\", label=\"\")\n",
    "handles, labels = plt.gca().get_legend_handles_labels()\n",
    "# handles = [empty_patch, *handles]\n",
    "# labels = [\"\", *labels]\n",
    "plt.legend(\n",
    "    handles,\n",
    "    labels,\n",
    "    loc=\"upper center\",\n",
    "    ncol=2,\n",
    "    bbox_to_anchor=(0.5, -0.2),\n",
    "    fontsize=fs,\n",
    ")\n",
    "fig.savefig(\n",
    "    simdir + \"power_spectrum.png\",\n",
    "    bbox_inches=\"tight\",\n",
    "    dpi=300,\n",
    "    transparent=True,\n",
    ")\n",
    "fig.savefig(\n",
    "    simdir + \"power_spectrum.pdf\",\n",
    "    bbox_inches=\"tight\",\n",
    "    dpi=300,\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Force exerted by particles on other particles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Newton prefactor = 6.37e-01\n",
      "Nyquist: 2.00 Mpc/h\n",
      "Particle length: 0.12 Mpc/h\n",
      "Split scale: 1.25 Mpc/h\n",
      "Short-range reach: 5.62 Mpc/h\n",
      "Figure saved to: /Users/hoellinger/WIP3M/notebook1/force_diagnostic_comparison.png\n"
     ]
    },
    {
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bb7dTE/hOMSrWpOONOw7X24s6/ajSC5tOUvVFUxCNGDHCLFq0yFxyySV2SqxaPPzww2bvvfc2w4cPN//+979Nlvny2Y5b2vLtS7xZaoNdpJ33NhjVyWs5pS3fvsSbpfbXRfq0v0BltEKY6qYeaVgtzJd4447D5fZcpB1VmmHT8aW+oLy8llPa8q0Ym5sGHPnROukAAGTLW2+9ZTp27JiaL8TXX3+9/nle4nC9vajTjyq9sOkkXV+22WYbc/nll9tOUnWQ6uJUtXFoLZgpU6aY3/zmN+b888+365jq85o1SZdVUtKWb1/izVIb7CJt2mBUI6/llLZ8+xJvltpfF+nT/gKVS1vd9CXeuONwuT1X7boP6fhSX1BeXsspr/lG+rXYTO0FEOHi0X/5y19Mt27d7LqILVv6PShdnUTz58+3z5OMN+44XG8v6vSjSi9sOr7Ul8CLL75oOzbDrB+6/fbbmyuuuMKuRdqqVSuTFb6VVVzSlm9f4s1SG+wi7Ty1wXV1dWbx4sVl39OrVy/Tvn37yLedFb58ruOWtnz7Em+W2l8X6aex/VU7Gry3bdu29mefPn1MmzZtTK10yaq5y1ZagkKPPFM5rV27tsFrmmnG9/YoCoV1JA11wZd4w8RRy+fSZb5dpB1VmmHT8aW+oLy8llPa8q1Y161bZ2dkEz0Pjm9cnuOVun6+bNky06NHD2fbRPPoGAVQMxp2IFn6Cn/00Uft6M8w64d++tOfNuPHjzeHHXZYpPEBAAAgP1x0jKIyee4YBQCgUpr2d8GCBfY5HaP5xhESAAAppbvxDj/8cPPCCy+YW2+91Y4ArYU6VZXOwIED7UhUAAAAAAAAAMgiOkYBRL7G6BtvvGHvWPWdYlSsSccbdxyutxd1+lGlFzYdX+pLKZoG97TTTjMLFy40l112Wc3rhs6cOdP069fPfPe73zX/7//9P5NWPpeVS2nLty/xZqkNdpE2bTCqkddySlu+fYk3S+2vi/Rpf4HKZ9FR3dQjDZPi+RJv3HG43J6LtKNKM2w6vtQXlJfXckpbvoN4AaFjFECk7rnnHvOrX/3KbNiwwfhOMSrWpOONOw7X24s6/ajSC5uOL/WlHHWIXnrppbaDdNiwYTVNnaUDReVx1113NZdccol5//33TdqkoaxcSFu+fYk3S22wi7Rpg1GNvJZT2vLtS7xZan9dpE/7C1ROdTNN9dOXeOOOw+X2XKQdVZpK45133kk8DriV13JKW77pGEWAjlEAkerSpYvp1q2b9wtui2JUrEnHG3ccrrcXdfpRpRc2HV/qSyU0pe7kyZPttLhHHHFETWlojaIrr7zS9O7d20yaNClVB7ppKqs859uXeLPUBrtImzYY1chrOaUt377Em6X210X6tL9A5VQ301Q/V6xYYW688UZz5JFHmgMOOMDsuOOONv5OnTqZPffc076mm1Tfe++9ZtO6/fbb7fuj3m8PPPCA+cY3vlEfn2LTe/Vcr+n/tO2otheWi7SjSvMrX/mK+cQnPmEefPDBROOAW3ktp7zmG+nXYnMaxjkD8BKLRwPpMGvWLHPeeeeFWj9Ui9Ffd9119uSdg14AAAAUq6urM/Pnz7fP27Zta3/26dPHtGnTJuHIsk8jYHRjY6EOHTrUNIMM3Ln++uvNbbfdZl555ZUGr2+zzTa2w1E3mq9atcq8+eab9TP37L///mbcuHFNdn6qw7Jz5872b8J65plnzM0332weeuih+u0ffvjhZsCAAaZXr1729+XLl5u5c+c2es/pp59ujjnmmFDbV2erZiHT/iimPBZavXp1o/conpEjR5oJEyYYX6hzO7hGprLUPgaQnPXr15sFCxbY5+vWrau/3tW+fXtn2+T6uZ9aJx0AAABw65BDDrEnr3fddZe56KKLalo/VBe5jjrqKPPVr37VjB8/3vTv399JrAAAAACQJRpZqRGgb731Vv1re+yxh/nud79rvvOd75htt9225PnXb37zG/u3Bx54YMkOP3UkqjOwuNOwls67s88+23ZKijomNX32KaecUvbvNKr0wgsvNI888oh9qOPv1ltvtZ0Mtdh3333N66+/bp8XdxCXWuKlsEM56CT+7Gc/a3yikcGBZ5991u7rUuUNAIgXI0YB1Iw7XoD0+fDDD80NN9xgrr32WvPBBx/UnM63vvUtO9XuTjvtFGl8AAAASCdGjCaHEaN+0udh0KBBDUaI1tJ5qE5VnXvtsMMO5vnnn7cdaxp5qA5T0eu1jhhVx6s6RYOOx1pGXCqNU089tf73iy++2FxxxRUmCsEo0mK/+93vQo9QjYOmRi4sf91kfO655yYaE5BnjBhFgCMkAJG699577V2NaViPUDEq1qTjjTsO19uLOv2o0gubji/1JaytttrKjhpdtGiRPelt1apVTenceeed9kLXmDFjSk5jlKSslFXW8+1LvFlqg12kTRuMauS1nNKWb1/izVL76yJ92l+gMhrvobqph09jP9Rx+bnPfa5Rp9jTTz9tdt1116riVSej/k7nXf369bOjDocPHx4qPm1b54Xq0Aw6RTVKtJZpaDWyVPEFU+CqE1cdmlGUkzqFi2nq3sJOURd1IIo01TFePG3yfffdF3sccC+v5ZS2fAfxAsJUugAitWTJEtOxY0d7x6rvFOPChQvrn+clDtfbizr9qNILm44v9SUqH/vYx+xJr+4OHj16tHnwwQerTuOjjz6yI091x/NPfvITe3Luw4iArJVVVvPtS7xZaoNdpE0bjGrktZzSlm9f4s1S++sifdpfoHJB3az1ps+oFY+gVIfhc889Z0cl6cJ8LfFqjVGloSl4e/bsWXJq2WqceeaZZuLEiZGNwAziU2ewYtMoT02LW7imZi35LjWiqmvXrrHUgbBp3nTTTY1eq2U6Xd/qN0rLaznlNd9IPzpGAURKd+5169YtFV+IijE48E8y3rjjcL29qNOPKr2w6fhSX6K2++6727Vh/vznP5vzzjvPrkVaLZ3Yff/73zc///nPzdixY+1+atGihUlKVssqa/n2Jd4stcEu0qYNRjXyWk5py7cv8Wap/XWRPu0vUDmf6qbOrQo7ReXhhx9uMHVurfEqDXVgHnvssaFiPOOMMxp0imrkaBTT0io+zSwUxKdOQHWYBp2jLsvJVbsexu9///sm1x2tZqphn+o3mpbXckpbvpliHgHWGAVQM+ZIB7J3p5/u7L3wwgvNG2+8UXM6X/ziF+00UZ/97GcjjQ8AAAD+Yo3R5LDGqB9U/zWi0/VamMXrblazxqg6bgs7VhXvyy+/HGl8xR2vYdYc1U24xdeYTjrpJDu9t8+CNWCVd00tXMjFPgdQGdYYRYAjJAAAYOnCyTe/+U3z6quv2pGfnTp1qimdp556yk6hpBP21157LfI4AcDVBX1dpCr30HsAAPEJph0t9+B+f/hi4MCBjTrwou4UFc3UE6znWW0n47e+9a0Gr82YMcNETUu2FManjsHCKXXz4O6777Y/zznnHLP//vs3+D+tOxrcRAIASAYdowAi9c4775i33347FevPKEbFmnS8ccfhentRpx9VemHT8aW+xEF3yo0aNcosXrzYnHXWWaZ169pm3tddzLvttps5//zzzcqVK01c8lRWac63L/FmqQ12kXae2uA1a9bYi4PlHnoP/P9cxy1t+fYl3iy1vy7Sz1P7W446PTds2FD2QcdovhV2nidZF3RT6FtvvVX/uzoGS41qjCJerU+pDrdqqZO2cG1SddjpfK3aOBS7Rl2Ve5x99tkN/ubEE090Vk4u6kDYNO+66y67f7t3726GDRvW6P8rHfHqS/1GeXktp7TlWzGmIU7Eg45RAJH69a9/bSZNmmRPUH2nGBVr0vHGHYfr7UWdflTphU3Hl/oSJ51w625kjZI67rjjakpDU5NoWt3evXvbtVSCqUpcymNZpTHfvsSbpTbYRdq0wahGXsspbfn2Jd4stb8u0qf9BSoXdJInRaP/Cqe2lXIdl1HEW23HqEZsas3PQueee27NcQQdDE09iuNTp/H111/vrJxc1IFa09R0xeqADjpE1Wle7Pbbb3ceB+KV13JKW743btyYdAjwBB2jACK19dZb2zsjW7RoYXynGBVr0vHGHYfr7UWdflTphU3Hl/qSBK0Ndd9999kpcmtdN3TFihXmBz/4gV1PRaOuXN6ll9eySlu+fYk3S22wi7Rpg1GNvJZT2vLtS7xZan9dpE/7C1ROdTPJ+vmjH/2oqo7LKOLVTazFU7SWoxmBCmld0qOPPtrZftNIycMPP7zBa7rp1tX2XNSBWtOcOnWq/XnKKafUp1O8L9RRXOn0wknXb1Qmr+WU13wj/VpsZvwwgBqxeDSQPzpsmDZtmhkzZoxZunRpzel84QtfsHcM6ycA+EDHMBMnTiz7npEjRzY69gEAbKF1mIN189q2bVt/g12bNm1qTlPT8zU3EkXLPrRsme/7/rWf1q5d2+C1Dh065H6/xEF1Xjd/FlKHZRxraup86rzzzrOdnG+++WaT71MsBx54YKP1TyudzrXWz+UNN9xg4yuk2YQ0UrWadVGLrzGFiT0OQUfoww8/3GAU6bHHHtvouFLrsQKIj6b6XrBggX0ezGjWt29fu6SUK1w/9xNHSAAAoKqTvKFDh9oLADoR79KlS03p/PWvf7UXDIYMGWLXMgUAAACAtLnpppsavXbQQQfFsu0jjzyyovfdfffdjV4bOHCgSSI+zUSUZcEUuTpnLl7fVSPvi9chBQAkg45RAABQtXbt2tkpo9Sp+cMf/rDmkQDTp0+3d+cpjeXLl0ceJwAAAAC48uSTTzZ6rXjaVFd0HlWJ3//+941eO+qoo0wc8RV3Bhavc5o1xdPoltvnWodUI0kBAPGjYxRApB588EHb0ZGGhbcVo2JNOt6443C9vajTjyq9sOn4Ul98061bN/PTn/7UjiDV6M9apzL52c9+Znr37m1HoX700UehYsprWaUt377Em6U22EXatMGoRl7LKW359iXeLLW/LtKn/c2hD9415rlJxsz4rjF3Hm/Mr47c8lO/6/X/vJd0hN4u9aG6qUfcq4VpmtdXXnml0esHHHBAbPEWT+NbKkatZ1lInZVaAzSO/bbXXns1ei3qzkAXdaDWNB955BE71W+pdM4888wmO1KjjgPxyms5pS3fQbyA0DEKIFKvvvqqPTHQmhO+U4yKNel4447D9faiTj+q9MKm40t98VWvXr3sSZ3uANYUubVYtWqVXYNm9913N7/97W9rPrDOa1mlLd++xJulNthF2rTBqEZeyylt+fYl3iy1vy7Sp/3NkX+9YMzDo42581hj5txmzDsvG7Pm/xnz4fItP/W7Xv/1MVvep/ejAdXNJOrnHXfc0eg1rfcZZ7wzZswwv/jFL6qKcccdd4w8jqZ86lOfqrozsBYu8lJtmrrJt9Q0ukE6Ok8uHkH70EMPRR4HkpHXcsprvpF+rZMOAEC2HHzwwaZr166mVatWxneK8Ygjjqh/npc4XG8v6vSjSi9sOr7UF9994QtfME8//bRdO2b06NE1rR/62muv2btsb7jhBjN+/HjzxS9+saq/z2tZpS3fvsSbpTbYRdq0wahGXsspbfn2Jd4stb8u0qf93aJly5ambdu2JpN0IflvNxvzfME6gxs+Muaj943ZtN6YzZuMadHSmJZtjGm3zZYreEv+vOXR72RjPn+mdlCSOfBGUm1ZqXOdnXbaKdZ4NV1tuSl1S8XYpUuXUHG0aNGi2b/Vewq3Vej11183UXPVrldD58Dq+NR6ok2lc/LJJ5uJEyc2mk63+G/CxIFk5LWc0pZvHVcA0mJzGsY5A/DSu+++a7bbbrsGry1btsz06NEjsZgA+GPdunXmlltuMZdddplZsWJFzekce+yxZuzYsaZPnz6RxgcAxccwhReqShk5cmSjYx8AwBZ1dXV2eQUJOjN1/FbrWvSZpk7RJy435tWHt/z+0QfGfLTamI3rmv6bVm2NadfZmHZbb/l9tyOMOehS2zmq0Tpr165t8PYOHTpwAdgx3TSgqVOL1xd9+OH/lqsHko7xkksuMVdeeWWjUbVvvvlmRX+vqYCLrzHpJtrf/OY3xidBnM3F9swzz5gDDzzQ6zoDZJmWclqwYEH9NSvRzSXt27d3tk2un/uJIyQAAOCELoidffbZ9i7l888/v+a7/X/3u9+ZPffc05x11ln2gBIAAABINY0UDTpFtXboh+/+t1O0hTFttzZmqx7GbP2xLT/1u17X/+t9wVqj+nulg8SsWbOm0WuaQcsnScdYasTo6tWrTdYEUxaXWke0eP3Z4umWizuuAQDu0TEKIFIaFbZ8+fLULLqtWJOON+44XG8v6vSjSi9sOr7UlzTSyfC4cePsGsTf+MY3akpjw4YNdu2c3r1729GjxXfEF8prWaUt377Em6U22EXatMGoRl7LKW359iXeLLW/LtKn/c0wrREaTJ+rTs5172/p+Gzf2ZjOOxrTsceWUaFtttryU7/rdf2/3qf3B52jSifna46qXhY+4vTGG29U1BGYZLxNxRhXHN27d2/0mqaPjZKLvFSb5m233WY7PNXx2Vw6p5xySqO/v/322yOJA8nIazmlLd9piRPxoGPUGPPCCy+YW2+91U6Nddhhh5n99tvPfnFryhetc9ac559/3v7NhRdeWNH7gSz75S9/aTsvNDWB7xSjYk063rjjcL29qNOPKr2w6fhSX9Js5513Nnfffbf5+9//br70pS/VfMfzBRdcYHbbbTdz11132WnDiuW1rNKWb1/izVIb7CJt2mBUI6/llLZ8+xJvltpfF+nT/mbYi/f8b/rcoFNUnZ8duhnTsom12vS6/l/vCzpH9fc2vakm71Q301Q/k4531apVscWhmyri4CIvlaapKcRfeeUVc/TRR1eUTqmbhadMmRI6DiQrr+WUtnxv3Lgx6RDgidx2jKoDc8yYMbYDdN999zUjRowwkydPNrNmzTLz5s0zK1eutFP/BQcL5ehOKz2uvfZa06tXL3PiiSc6WUgcSANNldmuXTuTForVh3jjjsP19qJOP6r0wqbjS31JO91M9Oc//9lOkVvruqFak+Zb3/qWTetPf/pTo//Pa1mlLd++xJulNthF2rTBqEZeyylt+fYl3iy1vy7Sp/3NoA/eNea1p7c815qi0r6TMW07Vvb3ep/eX/j3r/3FmA/j6XxCQzvttFOj1yq5jhinTp3+W18K6JpnXHzbHy4Ea4pq6ZdKaD3DPfbYo8Frzz77rF2nFAAQjxabczh+WCND1Qkqxdlv0aJF/et6PnfuXLPPPvtUlK7myL/66qvNddddZ/9W2zjttNMc5ADwA4tHAwhLdxbq7tgf//jHoU4EdXeuptjVSSYA1ELHMBMnTmz2PKL42AcAsEVdXZ0dOSXB2vK6Ca5NmzYJR+aR5yYZM+c2YzZ8ZMz7/9oy+lPT5DY1UrSUTRuNWf2mrlwZs80njGndzmwecJr58NPfbPC2Dh06mJYtczseIhZHHHFEo/UhDz/8cPPww/9dP9bTGPfff3/zzDPPxLL9M844o9Hxlaac1Y2uldA5YvE1ppNOOqm+M9IHO+64o/1ZaZ7kkksuMVdeeWWD18aPH2/OPffcyOMD0PAa1IIFC+zzdevW1d+s0L59e2fb5Pq5n1rmbcpcjRBVh2Uwp7Q6MINH2LmmO3fubC/K6s6r733ve2bYsGH2AAAAAJSmC2X6rly0aJGdyaHWg9Hf//73Zq+99rKdFu+8807kcQIAAAChvfnclp8fvf+/EaDVdIqK3h+MMA3SefNvUUaJCu2yyy4ll/7wSdeuXRMdxVlqW6VGsaaVOpjfeuutkuuGlnPOOeeUXKcUABCP3HSMPv7443bK3GC6iOKOUD369+9vDjnkEDNo0CAzfPjwmrelDtJJkyaZW265xT7oHAUAoPnvTs26oDv3vv3tb9e8VoS+d3v37m2uuuoq8+GHH0YeJwAAAFCztf/tJNr03/XYWneoLZ3g74J06v47rS5ipeW0ir3xxhvG9xirGdkYVqmlxkpNQZxWd999d5Prhpaz7bbb2pG7hbROKdPpAkA8ctEx+vzzz5tDDz20foRo0BGqTlB1YGot0U2bNpk5c+aYxx57zEybNs1eWA07y7A6V4O0fvnLX0aWH8Bnf/zjH+26gRs2bDC+U4yKNel4447D9faiTj+q9MKm40t9yTpNQ3THHXfYqey/+tWv1pTGBx98YC6++GJ7wq3vX3WY5kHa6qgv8WapDXaRNm0wqpHXckpbvn2JN0vtr4v0aX8zakPdlp+bN235WetUt8HfBdet1q81eaVrd6qbesS9Wth3vvOdRq9p9GCc8Wr66uuvv77J/y/VYff+++/bDrg49ttLL73U6LWhQ4dGuo0w+1QjPoPBM7Wkedddd9mfWjO0cFbCSh5aV7TYjTfeGFneEJ+8llPa8h3EC+SmY3Tw4MENPgCjRo2yI0fVCarpbktNfREVjT49//zzbSdpqbukgKx5+eWXzYsvvmhvNvCdYlSsSccbdxyutxd1+lGlFzYdX+pLXmgWB8328NBDD9mTzFosX77cTm2vGSNmzZplsi5tddSXeLPUBrtImzYY1chrOaUt377Em6X210X6tL8Z1fq/y0a0+O/luFr3afB3QYdOmxpHnmaE6mYS9VOj/kqdqzS3fmeU8WqtzZ/97GdN/r/Wzttmm20ava7zLNf7TZ226oQtdtRRR0W+rVrzsnDhwprTVDkrf6oDWlu2lkex++67L7K8IV55Lae85hvp19pk3HXXXWeWLFnS4CKrpuuLk9YdnTFjhhkxYkSjBc+BrPnSl75k17Bo1arKdVISoBg1cjx4npc4XG8v6vSjSi9sOr7UlzzRXbRf+9rXzGGHHWbXW7n00ktrWj9UF/I0c8QRRxxhxo0bZz796U+bLEpbHfUl3iy1wS7Spg1GNfJaTmnLty/xZqn9dZE+7W9GdehizJr/Z0zLNpr/1pgNa41pt3X16ejvxKZjjGkf73Uu3yRZN7/85S/bKVAL6drfAQccEEu8mgWvuTU71RF5zz33NHjt73//u/nWt75lXHruuf+uqVtAnYjdu3ePfFu17lPthx122KGmNG+++Wb788knn7Sd5KVogE7QadSyZctGo1NVTwpHjqouqUNZHdqVxgE/5LWc0pbvUiPEkU8tNqdhnHMI3bp1M6tXr7YjN6dOnVrV3+oLa968eWafffYJHYc6RjVVhEaqZmmRceTbu+++a7bbbrsGry1btsz06NEjsZgAZJfuxtUNT+PHjzdr19Y2XZi+27/73e+ayy+/3Gy//faRxwggvXQMM3HixLLvGTlyZKNjHwDAFnV1dfaCvrRt29b+7NOnj2nT5r+ddzDmuUnGzLnNmA0fGfP+v3RZzpjOOxrTsooLy5s2GrNaa0RuNmabTxjTup3ZPOA08+Gnv9ngbR06dLDHvnBLdb541KjWjmxu1GhU9txzT7uEyMMPP9zkex544AFz7LHHNnhNMWvGL5c0jW9xh6yWPLniiisqTkNT/hZfYzrppJPsSNko6OZZrQtby77Q9d299torVFnffvvt5tRTT210vDlhwoSa0wTQtPXr15sFCxbY5+vWrbM/dSNC+/b/ndHBAa6f+ynTR0gaHbpq1SrTs2fPqjtFo6aOWfVBT5kyJdE4AABIK00BpQ5NTXekzs1a7vTT3bq33nqr6d27t7nsssvseqQAAADwf/2yph6put9/z+ONadnadmaaVuo83mzMR6urS8O+f7MxrdptSadla7N5z+NcRYxm6IJ68ZSoGgGoDr04aIRhMKq7Kcccc0yjzttgZKJLmq63+Hyumk7ROKhTVB3L1VJns27cPf7440Nt/5RTTmn02u9///tQaQIAct4xOn36dHvRVD99oAMVrWsKZJkODNesWZOKk1PFqFiTjjfuOFxvL+r0o0ovbDq+1BcY88lPftL88pe/NM8//7wZOHBgTWl8+OGH5ic/+YnZddddbUfpxo0bTdqlrY76Em+W2mAXadMGoxp5Lae05duXeLPU/rpIn/b3f9sP1i9r6pGGz129rXsYs/OBW563++/0t3VrjFn3n8r+Xu/T++3f/3c2sp2/ZMxW0U9NmhYq/8JHEn760582ek3LgLiOV51z8p3vfKfZ91599dWNXvv5z39eUxx6v0ZdlXtoJGTx+qJnn322k3IKs0/VQbzLLrtUneYtt9xif5577rmhYyvuWH/rrbfqR6H6UL/RvLyWU9rynZY4EY9Md4xqbVGtKxrFVLhR0MjVFStWJB0G4JQODm+44QZ7IOw7xahYk4437jhcby/q9KNKL2w6vtQX/M/ee+9tHn30UbuGj6YwqsXbb79thg0bZo8VlE6aD5LTVkd9iTdLbbCLtGmDUY28llPa8u1LvFlqf12kT/ubYXuftOWn1hZtu82W0Z//edeYtSu2TJNbil7X/+t9er/+LlibdO+hJu+CzrgkR41qetdCd911l/N4df1FI0GbWt+yuVGjd999d01xFHeGlHpoCZTi0aLqLHZVTrXs06Bjuak1T8ulqXPH4g7NWmM7/fTTm1y/tJK/hx/yWk5py3cWbopHNDLfMdrcdBJx6tKli40JyDKtYZKmdUx8iTfuOFxvL+r0o0ovbDq+1Bc0dNhhh9nRoxpFWuu6of/85z/t+jIagfrCCy+YtEpbHfUl3iy1wS7Spg1GNfJaTmnLty/xZqn9dZE+7W9GfWIfY/qdvOV5x23/1zlat3rL2qHq/PzoA2PWf7jlp37X6/r/oFNUfydKR+khcVrzcocddqj/XaMltcamK5oGV51zpUaCNmXGjBkNfleMWl4kan/961/tSMzi0am+GTdunP3Zq1evqv5Oo2Fl6NBobkpQp7U6jstNQwwAiFaLzWkeGtEMHbhPnjzZfO9736v57+fNmxfZiFPdAaQ1RrkzAVnB4tEAfPOf//zHXH/99fYkV89roWn4NR2V1r8pvLgBINt0DDNx4sSy7xk5cmSjYx8AwBZ1dXX1axa2bav1M43p06ePadOmTc1paqpcrSNaTuvWrdPXcbtpkzFPXG7Mqw9v+V0doFo7dOO6pv9Ga5Jq+t1gpOhuRxhz0KW6eGX309q1axu8vUOHDunbLymn+l88KvN3v/ud7fiK2gEHHGBWrVplXn755ao79U499dQGr6kTU6Neo/pcqqNR08EGNJpWHce10FqtxdeYwqRXqqyqLSPte60jG+Ul9TPOOKPRcairugPkmUa3LliwwD5ft27Ld67av/bt2zvbJtfP/ZT5I6Ru3boZX8yZM8dOpwsAANzo2LGjnaJp4cKFZvjw4TVdDNIJri4Y6ELeJZdc0mhtHAAAACAUHaOqUzMYOarOzk6fNGabT2wZEdq6vTGt2m35qd/1uv4/6BTV3/23UxT+0MV1dWYVOvbYY+vXi4yKbgRVx1zxCNBKnHLKKY2m/a11QEkpusG0sFNUnY9hOzFdGDRoUP1znfdV01GrfV/pNLqV+uY3v9notalTp0a6DQDA/2T6CEqdkLNnzza+0OhTOkYBAHBPU+pOmjTJ/OMf/zBHHnlkTWnorvsrr7zS9O7d267f09xoBQAAAKBi6tTc/yxjjptkTM+DjGnZ2pjW7bZMk7vN9sZ0+sSWn/pdr+v/9T69X39Hp6iXNMLvV7/6VYPXtGRHMJo6LN3Aed5555nx48dXNcqzkDoqCztH1dEXxbS/N954o/ntb3/boFP0ySefNL5RXgun+q1mP5599tn254ABAyKNSaNQi2cruueeeyLdBgDgfzJ9FKVOyFmzZhkfBIuO9+/fP+lQAKdmzpxp/vCHP6SiA0ExKtak4407Dtfbizr9qNILm44v9QXVldVuu+1mf+p4oNap8TXFiabP/MxnPmPXevF1FYK01VFf4s1SG+wibdpgVCOv5ZS2fPsSb5baXxfp0/7miNYIPeIaY779gDH7nWbMx/Y0pvMOxmzVfctP/a7X9f96H2uKNqBjc9VNPXw5TteozKeffrp+3UjNQKNOQo30DBOvZrPRNLg6Nzn33HNDxXj33XfbJb8KO+HCdI6qU3TUqFH1v++///52mt9tt92yHm6t+dYUlM2pNG2N9txzzz0r6nAslaY6pYO/feKJJyqKv5p8f/GLX2z0muqMb/Ub6WiH4pC2fCtGljhELjpG+/XrZ0dpvvjii0mHYq655hq7ZllUC3MDvnrhhRfstNFac8J3ilGxJh1v3HG43l7U6UeVXth0fKkvqK2sDj74YDN37lxzxx13mE9+8pM1pau7vI8++mhz0EEH2bR8k7Y66ku8WWqDXaRNG4xq5LWc0pZvX+LNUvvrIn3a3xzSyNDPDjdm0G3GnHyvMaf+cctP/a7X9f8oSXXTt/qpEYDPPfdcgzVHNdLzwAMPtOcV1cSr9ys9zWZz8cUXmwkTJkQSozozx40bV/+7Ov20HXUgVjt9bmGn6IgRI8xTTz0VSTldccUVjV4rdZ23XNoPPPCAHbWr9fwKR4pK8SjNUmkuX77crgFauDarRtnqtUpUkm+VsW7CLXbZZZfZqZh9q99IRzsUh7TlOw0duIhHa5NhuvNJIzVHjx5tHnnkkcTi0J1cWhBdi4/XOloFSAvdFdilSxfTqlUr4zvF+OUvf7n+eV7icL29qNOPKr2w6fhSX1B7WWm90W9/+9t2PZmf/exn5tprr61p/dA///nPduqkk08+2Vx11VVmp512Mj5IWx31Jd4stcEu0s5TG6w1ioNtlHsP/P9cxy1t+fYl3iy1vy7Sz1P7C4Tla93UFK0aNamRhhrtqbU31aGmmWjUYXr++eebo446qn5UZakOPS3poWua6sDT+qWaqjfK/fajH/3Idvhpilh1jCo+dSCqA/acc84pGZsGfuhvf/3rX9v3BOdUuh40efJks/vuu9v3lNpeORodqZl+1qxZY6+jvvnmmyXP19S52alTJ7PXXnvZn8Wa+/tCpf5e/u///s+eN5ZLY+LEifahslS+1alcSlP5VmetYn3jjTcarMtaSNv+yle+Ystf552Kd5dddomscxzZb4dcS1u+S7VNyKcWmzPeTb7vvvvaEWzqHL366qur+ltdQNWI0zCdmbfeeqsZPny4/dCNHTvW3h0GZIWmNNluu+0aTTmpg2gA8J3aK92Bq7VIa51OpV27duaHP/yhueCCC0znzp0jjxEAACAt6urq6tdRbNu2rf3Zp08f06ZNm5rT1CiU5qbwbd26tb1+k2faT2vXrm3wWocOHXK/X3yjjr/bbrut0ahFTbm744472pvMpbCjTP+nzsdSIyejppGJGpVaOLhEnZ177723HezRvXt3s3jxYjuCvPg9w4YNs1MIh6GpfONeV/Pwww83Dz/8cMl9odG9EkyJ3BR1XtbSaa1OTv1tc+kXb0sdsepwB1C99evXmwULFtjn69atq7+JpX379s62yfVzP2W+Y3TGjBlmyJAhtmNS00NUMwd/2I5RLYSuDtlgvdOFCxfWlA7gKxp2AFmgu4H1ff3ggw/WnIbupP7xj39sp40Kc/EPAAAgregYTQ4do+miqWq1xEcwOrKwIzQYGajOyG9+85tNjkJ0TaNVp06dal5//XUb3+rVq22nXOHIxUMOOcROo9vUiFcA8A0do8hNx6gMHjzY3HvvvbZz9NBDDzXTp0+v6G6cWjtGdVCjbeoAR7tX2505c6ZdkwzIklINuw6Y1bBrFJXv0xPo8/nRRx/Z50nGG3ccrrcXdfpRpRc2HV/qC9yVlabI1cwOYdYP3XXXXe2NWLpbOO46krY66ku8WWqDXaRNG4xq5LWc0pZvX+LNUvvrIv00tr90jCYnzx2jxZc109AGF0qyDY4zDpfbc5F2VGmGTceX+oLy8lpOacu34lXHaDB4jY7RfMv+EdJ/p7MNprd77LHH7NQUF154oe3AjNJrr71m1xPt2rVrg05RTaVLpyjy4qabbrLTRuuLxneKUbEmHW/ccbjeXtTpR5Ve2HR8qS9wV1Zau+Xvf/+7ufvuu2teN1QH2Mcdd5z50pe+ZNOKU9rqqC/xZqkNdpE2bTCqkddySlu+fYk3S+2vi/Rpf4HKqW6mqX76Em/ccbjcnou0o0ozbDq+1BeUl9dySlu+a11GCdmTi45RdYo+/vjj9R2V+qmDenVg7rfffnbKW61DWgv9nTpeDzvsMDvfvhbbDu6W0La0ULcW4gYAAP7TXfVa2+bVV1+1xwq1rhv69NNPm8997nPmpJNOMkuXLo08TgAAAAAAAADVy8VUugFNiztgwID6ztFSw7w1mlTrgeqhKXc1Ja6ey6pVq8yKFSvszyVLlthHocIOUT3XtL2PPvpobPkD4lZqKoB///vfdioAdS6kYQoFTTkkScYbdxyutxd1+lGlFzYdX+oL4i0rrf9zxRVXmAkTJjQ7jVtTNJXcWWedZS666CJ7U5YraaujvsSbpTbYRdq0wahGXsspbfn2Jd4stb8u0k9j+8tUuslhKt3/SUMbXIipdP1Mm6l0UY28llPa8s1Uushtx2jQOarOTo3eCD6spXZB0LnZ1Ae6qb8J/k+jTM4///zI4wd8QsMOIC904HzBBReY++67r+Y01Cl66aWXmjPOOKP+YiEAAEBW0DGanDx3jAIAUCl1jC5YsMA+p2M033J3hNS/f3+zePFiM2zYMNuBGXR+Fj4KOz6D9xQ/iv8m6EjVlHtz586lUxQAgAzZddddzb333mueeuopO0VuLVauXGl++MMfmj322MPMmDGj5E1WAAAAAAAAANzJXcdoYNKkSbYD84QTTqjv7AyU6vQs1Xkqwd/usssuNk1NtduvX7+EcgUk709/+pN57LHHUrGYtWJUrEnHG3ccrrcXdfpRpRc2HV/qC5ItqwMPPND89a9/NVOnTrXf/bXQDVqaveKAAw4wzz77bGSxpa2O+hJvltpgF2nTBqMaeS2ntOXbl3iz1P66SJ/2F6iMrslpVLEeabjx0Jd4447D5fZcpB1VmmHT8aW+oLy8llPa8q0YOZaByXvHqKgDU+uI6gKlRnjqAmdTI0RLPTQ6dNCgQTaNRYsW2VGoQN7NmTPHdhqk4YtGMSrWpOONOw7X24s6/ajSC5uOL/UFyZeVbpAaMmSInSru+uuvt+uT10LxqXNUnaQ6jggrbXXUl3iz1Aa7SJs2GNXIazmlLd++xJul9tdF+rS/QHVTCQdr4aaBL/HGHYfL7blIO6o0w6bjS31BeXktp7TlOw0duIhH65i24zV1iGpNUD1Wr15tZs2aZWbPnm1WrVplR4Dqp/Ts2dNe/OzVq5cZMGAAI0OBEvTZ0OekVatWxneK8Qtf+EL987zE4Xp7UacfVXph0/GlvsCfsmrXrp350Y9+ZE455RRz1VVXmZtuusmuV1EtTav7wAMP2LVHL7nkEtO9e/ea4klbHfUl3iy1wS7Spg1GNfJaTmnLty/xZqn9dZE+7S9QubStpepLvHHH4XJ7LtKOKs2w6fhSX1BeXsspbfkunAkU+dZiM93kAGrE4tEA8D+ageLCCy8006ZNqzkNzUZx8cUXm+9///umffv2kcYHAADgUl1dnZ1RQ9q2bWt/9unTx7Rp06bmNDUKRVP0ldO6devUXZiNmvbT2rVrG7zWoUOH3O8XAAAK6Wb2BQsW2Ofr1q2zP/v27ev0+gvXz/3EERIAAEAENKOE1h4NpsithWau0PT+OjC/5557UjUlDZB2uvCuE9Ryj+YuzgMAAAAAAL8xlS6ASGndGT10Z6rv0xNowHzQ6ZBkvHHH4Xp7UacfVXph0/GlvsD/svr85z9vnnrqKXP//feb0aNH17R+6GuvvWa+8Y1vmBtuuMGMHz/efOlLX/I+39XyJd4stcEu0s5TG6wlNCZOnFj2PSNHjmx0ty/8+1zHLW359iXeLLW/LtLPU/sLhFE8EZ7vddSXeMPEob+tZCR3YZou8+0i7ajSDJuOL/UF5eW1nNKWb8XL5KkIMGIUQKR++tOfmiuvvLKmdfbiphgVa9Lxxh2H6+1FnX5U6YVNx5f6gnSUlU4Ijj/+ePPyyy+bG2+8seZ1Q7Xm+Ze//GVz3HHH1U/34nO+q+FLvFlqg12kTRuMauS1nNKWb1/izVL76yJ92l+gcqqbaaqfvsRbaxxB50Jzj6i2VwkXaUeVZth0fKkvKC+v5ZS2fGswDyB0jMZEd5cfdthh5oknnkg6FAAAEBOtr3X22WfbUaOjRo0y7dq1qymd3/3ud2bPPfc0Z511ll2fAgAAAAAAAED1Wmxm/HAsunXrZtcNmzRpkvne976XdDiAs8Wj33jjDbt4tC7+p2EKhY8++sg+TzLeuONwvb2o048qvbDp+FJfkO6y0hS5F110kfnNb35TcxqdOnUyY8aMMeecc47p0KFDKvJdii/xZqkNdpF2ntpgrSHKVLrZ+FzHLW359iXeLLW/LtJPY/tbV1dn5s+fX39zmPTp08e0adPG1ErT+FYyZaem+c0z7ae1a9c2eE3HiXnYL2mcyjHtU+nW8rlkKt3a0vGlvqC8vJZT2vKteDW6deHChfb3devW2Z99+/Y17du3j/X6uc49df0cycn+EZJnVq1alXQIgFP6ItHD9y9DUYw+xBt3HK63F3X6UaUXNh1f6gvSXVY777yzufvuu+0UuZWsG1rKmjVrbMfobrvtZu688876db98zncpvsSbpTbYRdq0wahGXsspbfn2Jd4stb8u0qf9BSqjeln48J0v8cYdh8vtuUg7qjTDpuNLfUF5eS2ntOU7LXEiHnSMxkAjRYMO0eXLlycdDgAASNiAAQPMn//8Z/PAAw/YDs5avPnmm+bb3/622W+//cyf/vSnyGMEAAAAAAAAsoaO0RhMmzat/jkjRpF1zzzzjL3Yn4bFrBWjYk063rjjcL29qNOPKr2w6fhSX5CdstKdil//+tfNSy+9ZCZMmFDzNCrz5s0zBx10kDnqqKPMHXfc4X2+fSunLLXBLtKmDUY18lpOacu3L/Fmqf11kT7tL1D51Iiqm3qkYbUwX+KNOw6X23ORdlRphk3Hl/qC8vJaTmnLdxAvIHSMOqAp7vTQOmKa6u7000+vH6a9YsWKpMMDnHr22WfNk08+mYovGsWoWJOON+44XG8v6vSjSi9sOr7UF2SvrLTultYtXLRokbnwwgtrXtviD3/4gzn11FPNeeedZ/71r38Z3/lSTllqg12kTRuMauS1nNKWb1/izVL76yJ92l+gcsGF+bTwJd6443C5PRdpR5Vm2HR8qS8oL6/llLZ8p6EDF/FobTyhBbmzOsdz4QduyZIlicYCuLbPPvuYzp0728+07xSjprMMnuclDtfbizr9qNILm44v9QXZLatOnTqZq666yt5QdfHFF9v1Q6s9aNf7586da/bYYw8zevRo86Mf/chstdVWxke+lFOW2mAXadMGoxp5Lae05duXeLPU/rpIn/YXqFza6qYv8dYah67fNve3pa7xusy3q3bdh3R8qS8oL6/llLZ8Z7X/CdVrsdmTbvLevXtnttMw+MBpV/fq1cssXLgw6ZCASLz77rtmu+22a/DasmXLap4OEgDwP88//7wd/fnEE0/UnMYnPvEJ29n6rW99y7Rq1SrS+ICs0THMxIkTy75Ho7uLj30AAFvU1dWZ+fPn2+dt27a1P/v06WNnx6jVpk2bzIYNG8q+p3Xr1qm7MBs17ae1a9c2eK1Dhw653y8AABRav369WbBggX2+bt06+7Nv3741z9xVCa6f+8mbI6QuXbrYDsQsPgoxlS4AAKhEv379zKxZs+wUuRoBWgtNqavpdfv3729mzpwZeYwAAAAAAABAmnjTMdqzZ88G08XpuauH6200lb6sWrUq5j0LAADSSjdYHXnkkebFF180kyZNMh/72MdqSucf//iHGThwoDniiCPMSy+9FHmcAAAAAAAAQBp4s8Zot27d6p+rE/GQQw6xa2PpdY0mjcqIESPs6AulOXz4cLPffvtFkq5Ggi5evNimPW/ePHshU/EHa3EAeXH99debjh072vofTJ/kK02ZMHbsWPs8yXjjjsP19qJOP6r0wqbjS31BPstKU8TpuOWkk04y48ePN9ddd12j6dIq8cgjj5jHHnvMjiK9/PLL7VS7eS+nLLXBLtKmDUY18lpOacu3L/Fmqf11kT7tL1AZXUPU1IiiaZt9Xz/Ol3jjjsPl9lykHVWaYdPxpb6gvLyWU9ryrXibm54f+eFNx6jW3gwMHjzYTJ06NfJtHHbYYbbjUgfz11xzjXFFHaPKw7hx48yMGTPMcccd52xbgI9rm+iRFr7EGnccrrcXdfpRpRc2HV/qC/JbVttss4257LLLbCfppZdean71q181mK2i0n3zy1/+0txzzz3m/PPPt+uYbr311s5ibi4WH2SpDXaRNm0wqpHXckpbvn2JN0vtr4v0aX8BAACA6LXYXO3VNEemTJliR3PqzgKtgXXQQQdF3ik6e/ZsM336dHPwwQebOCg/t956K52jyKxSi0dr5PS2225rL96n4U6h999/3z5PMt6443C9vajTjyq9sOn4Ul/QvDyVlabIHTVqlHn00UdrTuPjH/+4ueKKK+wo0latWpm8lVOW2mAXaeepDV62bJmZOHFi2feMHDmy0bEP/Ptcxy1t+fYl3iy1vy7ST2P7W1dXZ+bPn2+fByNL+/TpY0eRhOmUbW50h2bWaNnSm5WiEqH9VDybSIcOHXKxX4ova6ahDS6UZBscZxwut+ci7ajSDJuOL/UF5eW1nNKW72CE68KFC+tnxZC+ffua9u3bx3r9XOeePXr0cLZNpGjEqNYYLfU8CqeffrodKaoOm5133tnERWuByaBBg+wo0r333ju2bQNJ0clyp06dTBroC9uHWOOOw/X2ok4/qvTCpuNLfUHz8lRWn/nMZ+z0uOoY1ejPWtYPffvtt82wYcPMz372MztF7+GHHx7LCY0v5ZSlNthF2rTBqEZeyylt+fYl3iy1vy7Sp/0FKuP7hXhf4407Dpfbc5F2VGmGTceX+oLy8lpOacu34k1bzHCnpY9rjBY+D+vxxx83kydPtiNF4+wULewc1ehXTa0LAADggmbGeP755+0Uudtvv31Nabz88svmyCOPNAMHDjQvvPBC5DECAAAAAAAASfOmY1SjRPv162cfUdJ6ouqUPP74401S1Cn73nvvmeuvvz6xGIC4PPfcc+aZZ54xGzduNL5TjIo16XjjjsP19qJOP6r0wqbjS31B8/JcVrvttpv59a9/bX7yk5+Yjh071pSGZtno37+/OeWUU8xbb71lsl5OWWqDXaRNG4xq5LWc0pZvX+LNUvvrIn3aX6DyqRFVN/XwZLWwVMQbdxwut+ci7ajSDJuOL/UF5eW1nNKW7yBewKupdDt37mzmzp0baZoaOaGH1vhMUpcuXcwFF1xgrr76anPuuecmGgvg2l/+8hd7MX6//faLda26WujLUB0AkmS8ccfhentRpx9VemHT8aW+oHl5LavCfI8ZM8audf7jH//YrneudaeqPWG44447zLRp08yPfvQje6OZpkp3FS9tsL9p0wajGnktp7Tl25d4s9T+ukif9heoXHChOy1rqvoSb9xxuNyei7SjSjNsOr7UF5SX13JKW77T0IGLnHWMujB16lQ74iGJKXSLjRo1ynaO3n///ea4445LOhzAmT333NPe6JCGL0TFGKz9m2S8ccfhentRpx9VemHT8aW+oHl5LavifH/84x+3U/qfffbZtmPzD3/4Q9Vprl271lx11VVmypQpdhSq1iJt3bp1psopS22wi7Rpg1GNvJZT2vLtS7xZan9dpE/7C1QubXXTl3jjjsPl9ly16z6k40t9QXl5Lae85hvp12JzhrvJBwwYYO9onDhxovHBkCFD7AK/6rAFsuDdd9812223XYPXli1bZnr06JFYTACAptddP++880KtH7r77rubcePGmaOOOsoe0wBZomOY5s4bRo4c2ejYBwCwRV1dnZk/f7593rZtW/uzT58+pk2bNjWnqVkvNmzYUPY9umkr7xdmtZ90Q1uhDh065H6/AABQaP369WbBggX2+bp16+zPvn37mvbt2zvbJtfP/ZTpI6QlS5aYfffd1/hCnbTz5s1LOgwAAJBDBx98sF22QFPk7rDDDjWl8X//93/m61//ujnooIMiXwIBAAAAAAAAcC3THaOrVq0y3bp1M77o2bOnWbFiRdJhAACAnNKogW9/+9v2DkmtfV7ruqF//vOf7cwc3/rWt8wbb7wReZwAAAAA/KTJBzWSu9wjwxMUAgAyINMdo126dLGjRn3rrAWy7MYbbzTXXntt/XQEPlOMijXpeOOOw/X2ok4/qvTCpuNLfUHz8lpW1eRbU6uNGTPGLFq0yJxxxhmmVatWNW3zrrvuslPkaR311atXO4vXpSy1wS7Spg1GNfJaTmnLty/xZqn9dZE+7S9QGXXAqW7qkYbOOF/iDROH3q/pm8s9itN0mW8XaUeVZth0fKkvKC+v5ZS2fAc3dQCZ7xjVCM3Zs2cbX6iTVp21QJbpy/Cjjz4yaaFYfYg37jhcby/q9KNKL2w6vtQXNC+vZVVtvrXOxc0332z++c9/mmOOOabmbY4dO9b06tXL3HTTTXbNDlfxupKlNthF2rTBqEZeyylt+fYl3iy1vy7Sp/0FAAAAotdicxq682s0ZMgQc++995qNGzcaHwwcONCsXLnSq85aIOrFo7X+3LbbbmunsW7RooXxmZq/YHrrJOONOw7X24s6/ajSC5uOL/UFzctrWUWR7yeffNKcd955Zs6cOTXHseuuu9qO0mOPPbZsDL6UU5baYBdp56kNXrZsmZk4cWLZ94wcObLRsQ/8+1zHLW359iXeLLW/LtJPY/tbV1dn5s+fb5+3bdvW/tTMEm3atDG10siz5kZ3tG7d2i4XkGfaT2vXrm00Q0ge9kvxZc00tMGFkmyDa42jls+ly3y7SDuqNMOm40t9QXl5Lae05Vvx6kbuhQsX2t+DmTD69u1r2rdvH+v1c5179ujRw9k20bzWJsMOOeQQM2PGDPPLX/7SnHbaaYnGsnTpUjNr1iwzYsSIROMAXNPJcvfu3U0a6Avbh1jjjsP19qJOP6r0wqbjS31B8/JaVlHk+8tf/rJ57rnnzNSpU+1Uu6+//nrVaegk4/jjjzcHHnigGT9+vPnc5z7nLN4oZKkNdpE2bTCqkddySlu+fYk3S+2vi/Rpf4HK+H4h3td4447D5fZcpB1VmmHT8aW+oLy8llPa8q140xYz3Mn0rWNDhw61P0ePHm3WrFmTaCwaOaEP3uDBgxONAwAAoBzd2X3SSSfZGQDGjRtnOnfuXFM6Tz/9tPn85z9vTjzxRHuDGAAAAAAAAJC0THeM6kLewQcfbKevHT58eGJx3HfffWby5Ml2fdGDDjoosTiAOMybN8/8/e9/92YK63IUo2JNOt6443C9vajTjyq9sOn4Ul/QvLyWVdT51lQy559/vlm0aJE5++yz7XRYtdDo0913391O0atjMlfx1ipLbbCLtGmDUY28llPa8u1LvFlqf12kT/sLVD41ouqmHmlYLcyXeOOOw+X2XKQdVZph0/GlvqC8vJZT2vKtGDUVOJD5jtFgpKYq/fTp080ZZ5wR+/aff/55M2jQIDtaVFPSAVn3+OOPm4cffjgVJ82KUbEmHW/ccbjeXtTpR5Ve2HR8qS9oXl7LylW+tW70jTfeaF555RVzwgkn1JSG1u64/vrrTa9evcwNN9xgPvroI2/KKUttsIu0aYNRjbyWU9ry7Uu8WWp/XaRP+wtULrgwn6V4dQ0zmPYxqseOO+5o9txzT/ONb3zD3HHHHXaNu1r226WXXmratWtX9tGqVSvTqVMn895771WV71rtvPPO9eualtsHl1xyScVpRhVv2HTSVr/zKq/llLZ80zGKXKwxKv379zfDhg0zU6ZMMZMmTTJLliwxjzzySCzb1jZPP/10+7xnz552pASQdbvttps9+NXBqO8U4x577FH/PC9xuN5e1OlHlV7YdHypL2heXsvKdb533XVXu3b7M888Y84991y7Fmm1NGL0Rz/6kfnFL35hrrrqKtO3b197gYI22N+089QG6yJesI1y70HTaH/TkW9f4s1S++si/Ty1v+VUcpzAemFIQ9tbbby6oXD//fe3z1etWmXefPNN8/7775d87zbbbGP22msv+1zXYwppaTH9vX6+9dZb9jXd8HjPPffY51pCQ52FOi6v1H777VdRbHpNnagTJkyoON+1+OlPf1qft1L7Rh3CmsUv2K+VivJ4Osm/RzzyWk55zTfSr8XmNIxzDmn16tX2zqFgnVF9GWrNrNNOO83J9l577TUzYsQIM2vWLDtaVQfpM2fOZBpdZM67775rtttuuwav6Y7DHj16JBYTAMA9Hd+ok1TruIdZP1RrkGokaXBhBQAApFddXZ2ZP3++fd62bVv7s0+fPqZNmzYJR5Z9GgGzdu3aBq916NCBC9YZo1GkEydObPCablx4+eWXK05DNznefffd5q677mrQmTly5Mj6DsxaqHP1yiuvtPGo47WwYzK4HuuKOj4//elPNxoIc/HFF5srrrjC6bYBpMv69evNggUL6me2Et0YoqWEXOH6uZ9ycYSktUY1vWfQBxysOdq9e3d7MU4dmWHpS15riR522GH27qPCTtFrr72WTlEAAJAZOr4ZPHiwvfipO7S7du1aUzp/+9vfzAEHHGCXHdBapgAAAABKu/zyyxu9tvfee1eVho691QGqGfUKb05Uh6um2S2c+rYaQQfk8ccfbztDA+p8feCBB4wr6ujVgJihQ4c2GRMAALnsGA2m1H3sscfqOyv1Ux2ko0aNsh2Z6iTVl+j48eNtB+cLL7xgOzsL72oKfldH6hNPPGFuvfVWe0eVppDQBUFdIAw6REXbUfrnn39+gjkHAABwQ9OK/vCHP7SdmpoiNxgdUq17773X3l3+gx/8wCxfvjzyOAEAAIC023bbbRu9FkwRW0ta6lQs7BzVSM9+/frV3DkaOPnkkxv8fssttxhXbr755kbbAwCgObmYSreQOi6HDBli7yaSwuzXui5FqTT0mqaXu+aaa0LHDPiq1FQAl112mdl6663NWWed5f2USZo+4aabbrLPk4w37jhcby/q9KNKL2w6vtQXNC+vZeVDvnXn+YUXXmimTp0aaqaPiy66yObB5XQ2WWyDXaRNG4xq5LWc0pZvX+LNUvvrIv00tr9MpZucPE+lq+tvGzZssM9bt27t/ZqzYeMtfn+tU+AGceimxO23377B/x1++OHm4YcfrjpNrW96zjnnmG984xuN1m1XHXVRTtrmc889Z/761782WjItzCXvqOpV2HTSVr/zKq/llLZ8K14dq+i6hTCVbr5l/wipyCGHHGIr/z777FM/ejR46PdaHlKYhi7oaU1ROkWRRx988IGdKiUN91woRsWadLxxx+F6e1GnH1V6YdPxpb6geXktKx/y3bNnT/Pb3/7WXpjQNF210M1rmnFj9913N/fcc4+9iOJSltpgF2nTBqMaeS2ntOXbl3iz1P66SJ/2F6hc4fW5NPAlXsXQrVs3c9JJJzV4XWt13n777TWnq06G4o5RLWUWdb4Vo9YX1XmDC1HFGzYdX+oLystrOeU130i/3I0YLTRu3Di7/ueqVatC39EQ7EatXTp27FjbOQpkXak7Xl566SU7JYte9/3uVF1s1x06kmS8ccfhentRpx9VemHT8aW+oHl5LSvf8q1jo/vvv9/OoBFm/VAtWaClDr70pS8ZF7LUBrtImzYY1chrOaUt377Em6X210X6aWx/GTGanLyPGC0etJDleKMcMRrE8fvf/94ce+yxDf5fHZsvv/xyTSNGtbanOkLPO++8BunpelGU5aQbMbWmqZb0uOOOO8ypp57a4P+j6owME2/YdNJWv/Mqr+WUtnwrVs2EsXDhQvs7I0bzLdcdo6U6SAPNfZCLd5tGNowZM4YOUeQKDTsAoDk62Zg0aZKdaj3M+qHHHHOMvflst912izQ+AAAQDTpGk5PnjtG8iapjtLl0gzVH1WFQS8doqTSrTa8crYOqa0+6LqWb8zV6NMqOUQDZpI7RBQsW2Od0jOYbR0j/7dRcsWKFmTt3rr3g1r9//2anz9V79HeaMlcHoOpYpVMUAACgIV0Y1ZpkGjWq0aPt2rWrKZ0HHnjA7Lnnnub73/++PbEAAAAA4I7W7gxDa5UWCtYrjsKNN95o01enKAAA1aJjtEC/fv3M+eefb+bMmWM7O/VYvHix7TDVQ8+D1/UedYYefPDBSYcNeEVTo7zwwgtm48aNxneKUbEmHW/ccbjeXtTpR5Ve2HR8qS9oXl7Lyvd8d+nSxR47vfrqq+ab3/xmTWkoXzfffLPp1auXXcu9eGRE3ttgF2nTBqMaeS2ntOXbl3iz1P66SJ/2F6iMBi+obuqRhhGCvsRbHMc222zT6D26DhrG6aef3uD3u+66K7J8a4RokL6LNQ6jKqew6fhSX1BeXsspbflWjOrXAaQ1u6G8XXbZJekQgFR55JFHTMeOHe36Ea1atTI+0xe3RiBJkvHGHYfr7UWdflTphU3Hl/qC5uW1rNKS70996lP2osiZZ55pTjrpJPP6669Xncb7779vLrzwQjNx4kRz1VVX2Y7WWqeKy1Ib7CJt2mBUI6/llLZ8+xJvltpfF+nT/gKVCzrt0zJ1sC/xNheHbmwMQ0th7LDDDuatt96qP4ZXe3LccceFSveZZ54xq1evtukHXHTKRFVOYdPxpb6gvLyWU9ryTccoAnSMAohUz5497boSafhCVIy77rpr/fO8xOF6e1GnH1V6YdPxpb6geXktq7Tle7/99rOdmvPmzTN/+MMf7EjSar355pvm29/+trnhhhvM+PHjzUEHHZTrNthF2rTBqEZeyylt+fYl3iy1vy7Sp/0FKpe2uulLvIVxqNOyWO/evUNv45RTTjFXXnll/e9TpkwJ3TGqGWROPvlk41qUx9M+xAG38lpOec030q/F5jSMcwbgJRaPBgBEYf369ebWW281P/7xj0OtH/q1r33NjBs3zo5oAQAA8aqrqzPz58+vX2Nc+vTpY9q0aZNwZNmnETDFSwx06NCBC9YZ1KJFiwa/jxw50kyYMCFUmu+9917J6zjVXjLWTfLnnHOOueKKK8qmreP9MGuDah+88sorpm/fvg2m1j311FNDxQ8gH9ceFixYYJ+vW7fO/lRb0r59e2fb5Pq5nzhCAgAAQKJ0wVQXdRYtWmSnyK31pEQjT/faay+73tDbb78deZz/n73zgJKiyvr47Z48TB5AQIIIDklUgqsC7iqCgq6CATDgoqwSDOAuAiYwwCci6IqRYBZEwmJCUMGIoq4EFQEdQCRIGBgmwUwzoec7/zdTbU3T07Gq+lXV/Z3Tp1P1rVv1Xr+ufv9372UYhmEYhmEYfyBV7G233UadOnUSQiFEPNzjef/+/YWAp4DHLVq0oGizfPnyE15DyQstgADao0ePOq+99tprYdvDOcMiSLUoyjAMwzChwql0GYZhGIZhGCnApBHS60LYnDRpEr3++ushr/RGxMScOXNEHdOJEyfSv//9b1H7mmECgVW7qFvrDwj43qt9GYZhGP3A73plZaXfbWJjYy0RGZlflk8f/f4R/ZD3AxWXF5OrykWJMYmUFp9GZzU+i/qd0o+ykrKi7Sbjp+7liBEjRCRjv379aPz48XTOOed4IoJQNuLDDz8U17gzZsyg4cOH0913300ygPS23sDP+sD1uVJX0Nd7+M6iHrES3XrrrbfS2rVrPds89dRTNG7cuLB8xbnDuWUYhmGYSGBhlGEYzS+oU1NTxaS27CmTkD5h9uzZ4nE0/TXaD733p7V9rexFakeW/sIExq5tZbbj9ucvVs5jNThScWHi45NPPgnZ/rFjx2jy5MliH6hrhFqkmKAJxQ890HN/etjmMZgJBbu2k9mOWxZ/rTT+6mGfx1/7sCV/C7234z1ad2AdVbpPFIEPHDtAuQW5tGzbMurepDtd0eYK6pjNZQO8hThFJPdONWtUlOjAgQOpefPmJ6R4VUdO9uzZkx555BG64YYboi6KKuftm2++qSNagldeecVvRCY+i0UL/t7DYgWlLVBnVJ3mdu/evUJIxvkIBaTqxvmFvWD9iXa/itSODP2bCYxd28lsx632l2FYGPXB77//Ths2bKDffvuN8vPzxX1hYSGdeuqplJGRQW3atBGPe/fuHW1XGUY68F3Bn2cz1HKAj0eOHPE8tosfeu9Pa/ta2YvUjiz9hQmMXdvKbMcdjL9dunShVatWidX1mDzCREio7Nu3T6zIx8p0rDC/+OKLQ/ZDS/Tcnx62eQxmQsGu7WS245bFXyuNv3rY5/HX+kDIeX3r6/TOtnc8r5VXldPRiqNUWV0pzjcmmWMdsZQSlyLe/3bft+I28LSB9I8O/7BEpKwWRLNvooYmRFHw1ltvBZXiFQsACwoKxDVuNPnll1/o73//e53XZs6ceYLwqAVIzbtw4ULP8+eeey5kYfSZZ57RLMVvMGh5PS2DH4y+2LWd7HrcjPlxVHPvFXz66ae0ZMkSWr16tRBCg6VPnz40ePBg+uc//6mrfwwjI76KR2NRQXZ2tlgpKfufNPwRxUpFEE1/jfZD7/1pbV8re5HakaW/MIGxa1uZ7bhD9RcrO7F6HWm9Dh48GPZ+L7nkEiGQohZpOH5Eip7708O2ncZgTqVrv3HIrscti79WGn/1sG/G8dflcomILhAfHy/uc3JyIooytWoqXRzX0xufps/3fC6eH6s8RkfLj1K5u7zez8Q74yklPoUaxNaUCLigxQU0pssYceywV1ZWVmf7pKQk052XcMC0pjK1CSHZ6Igl1BPF9QPqaCIKMlh/IUqi7qjyWrB4Hx+uTZ5//vmQ/YY4O2bMGCopKRHPkfnr6aefDkoUre97iajYO++8kx588METvpc4N7169fI8x/6Ki4tDLruxcuXKEwRVnD8cDxZDer8e7X4VqZ1o928mOOzaTmY7bvhaXl5O27dvF8/xGGBBS2JioqHz5/jvqaRaZ6KD7SNGly1bRtOmTRNiTjg/mhBScZswYQLdd999YefIZxirgD/LZhnYcZHesmVL2/mh9/60tq+VvUjtyNJfmMDYta3Mdtyh+ovJFdQnwipxCJtYzV5aWhryfj/66CMRhYp0Xkhl1qxZM8uMwXrY5jGYCQW7tpPZjlsWf/ka2Bh7PP7KCSJFFVH0iOuIEEaBgxyUFJskaovGOGKoqrpK1BotqywToim2LY8tp8zETPH5jMQMuqmT9tF9ZiLak/FffPGFuG/VqlVI/nbs2FHcwsmIEk5UKybmc3NzxbXw/PnzPYIoQE3UN954QwibegExE/NFykIL7B9iZrDRqUhXnJ6e7jPKVI8+oJXNSO1Eu38zwWHXdjLbccNXOywYYoLDaed0uaeddhoNGjRIiKLKCgflCx3sTfkcUmBAHMVFxNtvvx3tw2MYhmEYhrEkKSkp9PDDD9O2bdtExo5w/ohhlftLL70krgWxov3o0aO6+MowDMMwDOOrpqiSPlcRRSGIpsWlUdMGTSk7MZsaxDWgxNhEcY/neB3vY7ujlUepwFUgPg87sMdED0XYxLxgqFx11VUR7x/RqoHmLrF4HSIsUv5ie4iSECkRbQrBFFGYeoqiCt4i6Lx584L+LGod65Hil2EYhrEntowYxQ/vqFGjxGO1GKoQTNSosr3351B745prrqGRI0eGlcqCYcwO0sEgHQDSEMi+CgcT40qqp2j6a7Qfeu9Pa/ta2YvUjiz9hQmMXdvKbMcdqb+I9HzxxRdFCjAsTsPq91BBxCmiRnHNdscdd9C9997rSf1nxnbSwzaPwUwo2LWdzHbcsvjL18DG2OPxVz7e2/GeuIcgqoiiWYlZlBybXO9nED2anpBOcTFxQkyFOBpfGS/S6r6/431q37092ZVopnJEJKYC6oXieSCBUe1vmzZtIvYBgqd3Ctn6QNkjLAxs166deKz4ocyN6gn2gTS7U6dO9by2du3aoM4ZtsH5RVRrfba1rhTHqXSZULBrO5ntuOErrmsYxpbCKFZDzZ07t86PvvrH89RTT6WMjAxxn5WVdcLnIXyiBmlhYeEJtUjV9ubMmUPr1q2j//3vf7ofE8PIxPvvv08NGjQwZHI5UlATY+nSpeJxNP012g+996e1fa3sRWpHlv7CBMaubWW249bK3zPOOENMlHz88cc0fvx4+umnn0K2gcmWhx56iBYtWiRS9Pbv31+3P3V6tpMetnkMZkLBru1ktuOWxV++BjbGHo+/cpFflk/rDqwTj1FTFKTGpfoVRdVgu4q4CiquKBafhzD6/YHvqdBVSAmUQHZFqXcZST3bcICgh1qZSlraLl26iGtSLCIIxt9zzjlHCJuRgFTX4ZT1wtyl0ecN863nnXceffPNN57XZs2aRVOmTPH7uddee03UcPUnoGotjAKtzk+kdqLVv5nQsGs7me24WRhlbCmMKqKo+kezT58+1LdvX3GPC5hQ2blzp6gxun79elq8eLEQTJWJNLyGPP2YrGMYu4B0LGlpadKvEgLwUakDEk1/jfZD7/1pbV8re5HakaW/MIGxa1uZ7bi19vfiiy+miy66iF5//XV64IEHaN++fSHbQETMZZddJuxAID3rrLPITO2kh20eg5lQsGs7me24ZfGXr4GNsWf28Rf7RJ3xQNuYhY9+/4gq3ZVUXlUuaoYiWjQlPiUkG9i+pKJEfB52wIe7PqQBLQeQXYlmH/j73/9OCxcuFI9RPxNCJ+YfER1Zn0Cq+Nu+fXvavHmzof768iOcz/n7bH3v47VbbrmljjCKOqOBhNGXX35ZLIA0Gi2vp2Xwg9EXu7aTXY+bMT+Oaj2W1EgIVjZOnz7d8xzpbvFaOGKoP7CS8rHHHhN1S5WBAXVM33rrLU33wzAygFoUjRs3rvMa0uiifgXDMAzDRItjx47Rf/7zH3FNhsfhgOu4f/zjHyLdFxb9MNYH1zCou+UPTHR6X/swDMMwNbhcLk/aXSWyNCcnxzRRJEYw4YsJlFuQ66ktighQ1BANlXxXPpVWloqIUaThzcnMoQe7P1hnm6SkJE59bADo8/VFfeIa8vTTT6fu3buLwImePXtqLkLALmqEygAWyY8dOzag0IntlChb8NVXX9V7bnB+EVlbXFzs1yYE1ptvvrnOazaZ8mYYJgQqKiooNzdXPC4vr1lchEUsiYmJuu2T58/lxBZXSBs3bvSIokiRu2PHDhHdqbUoqgiuSKEL+0qe7SVLltDbb7+t+b4YhmEYhmGYE0FKd0SNbt++XdR9D2dSENdwSNuFOkz3339/wMkYhmEYhmGYQBSX11xPVFbXpB5MjAlvIlb5nGKnpPxPkYkxFkyov/POOz7fQwQpsshhoV2vXr2EqAkBECKenRk6dGid588991y92z7zzDMiKpdhGIZhtMQWwigiNnHxgXS5SG/bunVr3fcJgRSTcdgXJtZuvfVW3ffJMAzDMAzD/EmTJk1o9uzZtGnTJpEiN9zol0cffZTatm0rogmxwpRhGIZhGCYcXFWuOpFsMY6YsOw4Hc46dsqqyjTzkQmdAQMGCHEU9UYDsXbtWhHZ2KlTJ0+Etd1AmmE1SipiX8yfP59uv/12A7xiGIZh7ITlhdF58+bRb7/9JiJFUQA9PT3dsH1jnxBisc+CggJ64oknDNs3w0QLrHzEJLQZJo7hI3yNtr9G+6H3/rS2r5W9SO3I0l+YwNi1rcx23Eb6i/Rmy5cvp08++STsjCFIf3PbbbfRGWecQe+9917Yqbn0PG49bPMYzISCXdvJbMcti798DWyMPR5/5UKJ9FTSoVZVV4Vlx13trmMnKSaJ7AquydA3cYtm6lSIo8gwgjr19aXWVbNlyxax3ddff012OG/q/aG2qvc58hVF++6771KLFi0CpiCGbbfbLeX5idSOLP2b8Y9d28lsxw0fKytrMi0wjOWFUaTQxYXiqlWrorL/jIwMkUoXXzxEGzCM1cHE8cGDB03zgwhfo+2v0X7ovT+t7WtlL1I7svQXJjB2bSuzHXc0/O3du7coefD666+HXTf0l19+ERNfF154obAl03HrYZvHYCYU7NpOZjtuWfzla2Bj7PH4Kxdp8WniPtYRWyeCNFSUzyl2UuMDRypaGaWUlQyMGzeONm/eLPxBFCnqk/sTSvv370+HDx8mO5w39f6GDx9+QmCLN1iQ4b2dGc9PpHZk6t9M/di1nex63Iz5cVRbuOfu3LmT2rRpQxMnTqRp06ZFPZ3vsmXLRATpWWedFVVfGEbP4tHfffcdZWdnizTS4dR0MxKsKMQ4AaLpr9F+6L0/re1rZS9SO7L0FyYwdm0rsx13tP0tKyujWbNmiYVrJSXh1+W64YYb6P/+7/+oVatWUT9uPWzbaQzOy8sT6ZL9gclN72sfRp7vdbQw23HL4i9fA1tv/EX6eSU1aHx8vLjPycmhuLi4sHy3Im9ufZMW/7qYyqvK6WDZQXKQg5o2aBpSSl1Eme4/tp+qqZpOSjqJ4mPiaXC7wTSg5YA62yUlJUk/Hmk9KY/ACCWKVkYQAQmxD3VH1Vx33XX05ptvBmXD+/j69etHK1eulOK8paWl0dixY2nKlCkB95efn0+NGjU6IYoWNVsBxGK8j3mnhg0bBjwWRJx6i6haiZGRnJ9I7Zipf9sZu7aT2Y4bvpaXl4vyhwCPAcadxMTwan6HO3+O/57eYyBjLJYWRu+55x6aMWOGSGOLH+dosmHDBurevbvwiSNHGavAAzvDMAxjdvC79cgjj4hJqqqq8NLZJSQkiEmge++9V2QLYcwJC6MMwzCRwcJoYPLL8mnkqpFU6a6kg6UHqdxdTmlxaZSeEHzZp6LjRVRcUUzxzng6KfkkinXG0tw+cymhOsGWwmi0QcTnG2+8EVC8U4P0uficenFeMAKglsKoHvgTRn2Bc6AWiXGd9fzzz4vHkyZNEtlZgj02CKOo3arGwlPeDMOECdL+5ubmiscsjNobS18hQYzs06dP1EVR0LVrV0/NUYZhGIZhGEYO8Afl2WefFSnPkCI3HI4fP06PP/44tW3blp555hnPHyyGYRiGYRg12UnZ1L1Jd/E4JT5F3JdUlFBpZWlQn8d22F79+bObnE0ZibwwKxogqhHCHmrZhwJqZkJMVfPrr7+S3Rg1alSd5/Pnz68jdHq/zzAMwzBaYWlh9LfffhOCpCzAF/jEMFZmx44dYuWN1oXv9QA+wtdo+2u0H3rvT2v7WtmL1I4s/YUJjF3bymzHLYu/ih9YfY+yB1988QWdffbZYdlCSrAxY8bQ6aefTm+//bbPVep6HrcetnkMZkLBru1ktuOWxV++BjbGHo+/8nFFmyvEfYPYBpQSmyJS4h5xHRGRoEiT6wu8jvexHbbH5/B5cHmby8nO4HoLfRO3aEUIfvzxxyH7e/nll4sUugrffvutTt7Jcd587Q+LElNT/6yPiwhapBtGRG1RUVHQixb1qHGo1fmJ1I4M/ZsJjF3byWzHrfjLMJYXRo8cOSJqjMoCIkZZGGVCZfXq1TRy5EjRl5V87Xjct29fEZ1SWFhIMoFJ5YULF1JlZSXJDnyEr9H212g/9N6f1va1shepHVn6CxMYu7aV2Y5bFn+9/fjrX/8qJqZQ5ynYuqHebNu2ja666io6//zzRe1tf/vTEj1s8xjMhIJd28lsxy2Lv3wNbIw9Hn/lo2N2Rxp42kDxODMx0yOOIj0uaofmu/LpWMUxKqssE/d4jtfxviKK4nMAdmDP7qBvRrN/rlmzJix/hwwZoptPofihFerUwMHub+jQoXWeo7zFc889d8LrgdBDlNHq/ERqJ9r9mwkOu7aT2Y6bhVFGIZYsjGyCEcOEAkR0CKIQRhFtjLTQEEQRkYnXlNvEiRNpxIgRNGfOHJKBJk2aiBV/shfcBvCxWbNmnsd28UPv/WltXyt7kdqRpb8wgbFrW5ntuGXx15cfqMeFFfxXXnmlSLM7depUsWo9VLDa/dxzzxWTXqgxj0Vyeh63HrZ5DGZCwa7tZLbjlsVfvgY2xh6Pv3Lyjw7/oEJXIX2+53MhcsZXxtPR8qOi5ijS5fpKrYuaokifq0SKXtDiAmGHiX7f3Lt3r7juQ4rcUPxV1xRFSQarnzdf+7vzzjvr1HhHamLMKXkvLowGWl5Py+AHoy92bSe7HjdjfhzVZohzDhNcVAwaNIimTZtGMnDxxRfTzp07RRQBwwSqj3vRRReJCdR58+b5TAk9d+5cIZwqKDVsMzKMqy3CxaMZhmEYO4AUuVOmTBGr18NdDRsXFycmfu6//37KysrS3EcmcnANo56Y88Xo0aNPuPZhGIZhanC5XLR161bxOD4+Xtzn5OSI30DGd9TK61tfp3e2veN5rbyqnI5WHKXK6koRAYcJ51hHLKXEpVB8TM05VSJFIYpiMZdiq6ysrI79pKQkz/uMfjVGlfmPfv360cqVK0P6POpo3nzzzZ75FbVQGqwIEc5+9TwX4fjTqVMn2rJli+d5x44dafPmzWGfSwULT3kzDBMmFRUVojwAKC8vF/cdOnSgxMRE3fbJ8+dyYukrJAhFEJhkigCETwwTKNJZEUUhdNZXJxdRoqtWrarTv7p168aR0gzDMAyjMdnZ2fTUU0+Jyd5rrrkm7D9gTz75pFi495///IeOHz+uuZ8MwzAMY+X6ZfXdzCp+QLS8qdNN9Oj5j9J5zc6jWGesED+zErOocVJjOin5JHGP53gd72M7bI/PsegpF4h0RNRoOLVJe/ToEZQoCvHRm+LiYpKByZMne86DLz/9MXz4cL/Pg13IyDAMwzDBYumrqC5duohUozJcJGzcuJGFUSYokBoXfPLJJwG3RXpdCKQK6GPK5xmGYRiG0RaImkuWLPGkyA2HgoIC+ve//y1Wwi9evNi0k7kMwzAMYwT4nVTql9V3M/tvKWqETvzLRJrbdy4NaTeEcjJzqGlKU8pIzBD3eI7X8T6245qi8nLttdcGLQpiwR1q94IXX3wxJPFRzdq1az2R2kaB71xVVZW4IeoJGTXUWTcwH/vuu+8GbW/cuHF+nwfDyy+/fMJrkyZNCtkOwzAMYw8snUoX0aLdu3ene+65R9R1inYaXQhdiAA866yzouoLIy+I9szMzKTp06fThAkTQvqMGtQhNUKE95UKABE1qAdx4403Sp8yCdE7b7zxhngcTX+N9kPv/WltXyt7kdqRpb8wgbFrW5ntuGXxN1w/cAm9dOlScZ2JhUnhAoF15syZQdekMvqc2mkM5lS61vleG43ZjlsWf/ka2Hrjrx6pdBERGiiNfWxsrO2jJ+2cSlcRz5W+YGS9O3UqXSx6Q2mj3bt3i0hQpGasz1+kie3fv7+oTfrKK6/QTTfddMJ2TzzxRJ1gj02bNlFJSUm9vjRv3pxatmxJaWlp4jm+t/6iUCM5bxA9MW+1Z88ecQz+UM7LV1995Xd/119/vRCKg0nFi22x2BDnBnNi6jS83mB+qnPnzp7zMmTIEJ/nW69+FamdaPZvJnjs2k5mO274i2sV5f87p9K1N7FkYZCCtHXr1uLH+t577xU/htGKFsXFDMQrFkUZfyByBKAuLtLkzpkzJ6DAiQtMRI6ijylgojZYYVVr/vjjD2rQoIEpVu3CR1zIK4/t4ofe+9Pavlb2IrUjS39hAmPXtjLbccvib7h+4E8fatlfccUV9Pzzz4sapJigCZVvv/2WevXqRVdffTU99thjIipVpnPKYzATCnZtJ7Mdtyz+8jWwMfZ4/GXsQLT7JuYbv/jiCyFEQrSDGAiBD8EauGGBwJEjR8R1H+ZukG4WQibEwvoWx2HBO7ZTz2X6m9csKiqqI54GU7M03PP2/fff0zfffCP8CTTXqhYt/e3v9ttvp+XLl4vSE4FYs2aNEGSVfQfyAecF4NygPYJFy+vpaH6eMQa7tpNdj5sxP5aOGAWPP/64WMmPH77//e9/hu9/586dou4jLlAgVEHwYpj6GDlyJM2dO7eO6BnMJKv35yCUquuPGrniBekFs7KyxIW/7KtTsapWKbgdTX+N9kPv/WltXyt7kdqRpb8wgbFrW5ntuGXxVys/8Hv9f//3f/TMM894Vp6GClbZ3nbbbSLtVzB1pow4p3Yagzli1Drfa6Mx23HL4i9fA1tv/OWI0ehh94hRZWoTC9eMjlhCJCIiHNUCJ74HWDSnCHiKeJeenk7nn38+DR48WCyui4a/Wpy3cL6XeraTHra1shmpnWj3byY47NpOZjtu+Ir/6tu3bxfPOWLU3lheGAVt2rSh33//nfr27StWWxmFsk+s8kK0KBcCZwKByBNEe4aaFhcLANS1RREtjbTNesMDO8MwDMOcuCjuvvvuo7feeitsG5g0u//+++nOO+/U9Q8aUxcWRhmGYSKDhdHoYWdhlDEe/l4yDGNWUCJAWfDFwqi9scUvFNKRQv9FBB0uynft2qX7Pv/73/8KQRaiFlZLzJs3T/d9MuYHQroaRIwaUSuUYRiGYRhtQBkH1EdSUuSGg5JppH379vTmm2+KySeGYRiGYRiGYRiGYRgmcmwhjCKt6Pjx44U4ilBpCE1IU4aITq359NNP6ZJLLhFpMbA/iKLXXHMNXXXVVZrvi7EeI0aMEDeAfrpkyZKgPgcBXg1S2UaL3bt3i++WGSZx4SN8jba/Rvuh9/60tq+VvUjtyNJfmMDYta3Mdtyy+KuXH+eccw59+eWXtGzZMjrttNPCsoHFfDfccIOwhbpV0TgWHoOZULBrO5ntuGXxl6+BjbHH4y9jdTD3hr6JmxmS4snir9F+6Lk/PWxrZTNSO7L0F8Y/dm0nsx234i/D2EYYBdOnT6dbb73V8yVAFCkiOiFivvjii2GLpMXFxWLC69577xWTXoj4QyF1RRRFStNFixZpfDSMGpxzpCo2CrQvUt6idiz2i3ZGX4IfSGlbWFioSYQzxE6I+sHw22+/+Y08NRL099deey1gWhUZgI/wNdr+Gu2H3vvT2r5W9iK1I0t/YQJj17Yy23HL4q+efuAa4corr6TNmzeL2qPZ2dlh2Vm3bh1dcMEFNGDAAPrll18MPRYeg5lQsGs7me24ZfGXr4GNscfjL2MH0DfN1D9l8ddoP/Tcnx62tbIZqR1Z+gvjH7u2k9mOm4VRRiGWbAQEpyNHjog0twDiE0Qu3BQQpafclFSmCorgBREKdnCvFsHUxYaVVGqffPKJQUdnPzZs2CDEbtwDtIW6vbQGoif6ENod+4FoOWTIEPEYIib6Eep84ob3sK0RaXBx3Oo+DBClHC0w6Zuamip9wW0AH5V87tH012g/9N6f1va1shepHVn6CxMYu7aV2Y5bFn+N8AO11e644w668cYbaerUqfTUU0+F9efxvffeow8++IBGjhxJDz744Al1SvQ4FjuNwaiFFajOC7Zh5P9eG43ZjlsWf/ka2Bh7Zhh/GSZSzNY3ZfE3XD/wuUCf9fW+nset17gugx1Z+gvjH7u2k12PmzE/jmozxDnrIHDdc889ni+u9ykI5gvt67Sp7SGikCNF9QHCJMTHpUuX1nm9oKBAF2EU+0MEphKViZpfiBD2tS8IlJisVLZFpDK217s/43yoRdFgU/BGChePZhiGYZjwUuTef//9tGDBgrBtYBESrkfuuusuSkpK0tQ/hmEYhgkHl8tFW7duFY/j4+PFfU5OjlggFElkR6DFRFi04nTaJiFaveeprKyszmu4PrD7eWEYhmEYNRUVFZSbmysel5eXi/sOHTpQYmKibvvk+XM5seUVEoQqpCQ75ZRTPClv1Te8FugG6vscIgVZFNUOiIwQQSH+IX0t0tZ6i6J6gWhU7FMROiE4QuysT4BFpKg6BS58hlCqJ+hvCvBr3rx5uu6PYRiGYZjIaNWqFc2fP5++//57kSI3HEpKSui+++4TE86vv/46pwRiGIZhGIZhGIZhGIYJAlsKowC1PyFgzZ49W6S89Sd41ncDarEUgiuiFpVapkz4KLU7lfqdiMBFZCSESkREGpEqFilqL7roIk+6ZAiQwe531apVnjS6c+fOFb7rAeyq64tCuNUznTDDMAzDMNrRvXt3+vTTT0WK3Pbt24dlY+/evTRs2DBhi0s4MAzDMAzDMAzDMAzD+MeWqXR9gQjExYsXi1So6rqhwQisqDM5YsQISk9P19VHO6EIzxD5IDBisg/pbBGJide808fqkUoX+1Nqd6Kd169fH9Ln8VnYUIAQr2XNUQiiEI3VoqjRtUV9pQJ49tlnKS0tja699tqIUiYZlT7hrbfeEo+j6a/Rfui9P63ta2UvUjuy9BcmMHZtK7Mdtyz+yjIGI03giy++SJMnTxa/r+Fy5plnimvTu+++W5Nj4TGYCQW7tpPZjlsWf2UZf2W1b8bxl1PpRg87p9LFtGZVVZV4HBMTI329O1n8NdoPPfenh22tbEZqR5b+wvjHru1ktuOGv7hWUYKMOJWuvYmNtgOyoI5C3Lhxo0i1CyELIqnyZYHolpWVJcQoCFxXX311lL22LtHW6yFqKqIoQA2vUIGIC0EVUa4AUa+hiqv+gD2FUKJZjaib1qBBg6i3YTDAR+X7HU1/jfZD7/1pbV8re5HakaW/MIGxa1uZ7bhl8VeWMRiTuqNGjaLrr79eLAB74oknxJ+2UPnxxx/pp59+EtexU6dOpSZNmujir9F2ZOkvjH/s2k5mO25Z/JVl/JXVPo+/DBM8SkkBTMybAVn8NdoPPfenh22tbEZqR5b+wvjHru1k1+NmzA8Loz7o0qWLuDH2RR2NCkE8XNERERuKMIp73CCWRgrqlip2IYoiYlkWLr30UrGAABO8sgMfr7zySs9ju/ih9/60tq+VvUjtyNJfmMDYta3Mdtyy+CvbGIysCxA0IZI+8MADon5oqBPR2P6ll14SET64pvn3v/8tFi3p4a9RdmTpL4x/7NpOZjtuWfyVbfyVzT6PvwwTPGabkJfFX6P90HN/etjWymakdmTpL4x/7NpOZjtuO2RSYIKDU+kypkTPVLoQHLt16+Z5DlEUaWq1SHcLARNCZiSgZimE0Wilz1XDqQAYhmEYRl9++OEHkRY3kvqhzZo1oylTpohapGb748owDMOYB06lGz3snEqXYRiGYUIpEZCbmysecypde8NXSAzjhbdwefbZZ4dty7umKETNSGvhKqLoqlWrpEmfyzAMwzCMPpx11lniN3/FihXUqVOnsGzs27eP/vnPf4qMKB9//LHmPjIMwzAMwzAMwzAMw5gFFkYZxovFixfXeR5p6ltvcRTiZriRrKgriqhY1A1DDVMZ2b9/P/3xxx+eHPMyAx/ha7T9NdoPvfentX2t7EVqR5b+wgTGrm1ltuOWxV8zjMEOh4P69+8vokfnzZsXdt3QTZs20SWXXCJuqEOql7962JGlvzD+sWs7me24ZfHXDONvNO3z+MswwYFEeOibuJkhKZ4s/hrth57708O2VjYjtSNLf2H8Y9d2Mttxw0cz+MkYAwujGoGowttuu41+/PHHaLvCRABS3xYWFvoVNkPFW1hF1Ec4fl100UXCl507dwb0yfsYjGT+/Pn04osvBkx3JAPwEb5G21+j/dB7f1rb18pepHZk6S9MYOzaVmY7bln8NdMYjFSBt9xyC23bto0efPBBSk5ODssHRI0iEhVRpIgm1ctfLe3I0l8Y/9i1ncx23LL4a6bxNxr2efxlmOBB3zRT/5TFX6P90HN/etjWymakdmTpL4x/7NpOZjvuqqqqaLvASIJthdFly5aJ1fKnnXaaqLWE+yeeeCJse6eccgrNnj1biGB/+ctf6LPPPtPUX8YYVq9efcJrkQqjWVlZAfcRSOREzVPYWb9+fcA6qkjXi8jSaJGWlkbp6ekiukV24CN8jba/Rvuh9/60tq+VvUjtyNJfmMDYta3Mdtyy+GvGMTglJYUeeughIZBCKA2nfhhWyr788sviGnjy5MlUUlKim79a2JGlvzD+sWs7me24ZfHXjOOvkfZ5/GWY4EHfNFP/lMVfo/3Qc3962NbKZqR2ZOkvjH/s2k52PW7G/DiqbRY/jFWOEydO9ETUqQ8fX+LHH3+cxo0bF7Z9iFKwgag+1IJ8/vnnNfGbqQvOMdpRTUFBQUDRMBAQFL1T3Ub6FYGf8Ddcm23atBH3wYiiQKlB6l0rVQ+4eDTDMAzDRB+kyJ0wYQJ9+OGHYds46aST6JFHHqHhw4eLyFSGYRiGCRWXy0Vbt24Vj+Pj48V9Tk4OxcXFhW0T6fkCRaLgdyucRUJWAueprKyszmtJSUm2Py8MwzAMo6aiooJyc3PF4/LycnHfoUMHSkxM1G2fPH8uJ7a6QhoyZAiNGDGCMjMzRR1JiFPKqgbc8BxRn5EA+9u3b6dp06YJW4geLS4u1uwYGH1Bylo1kQqtIDs722e90GBApCh8CFYUBevWrROfYxiGYRjGHnTu3JlWrlxJH330EZ1xxhlh2Th48KBYXHXmmWfSihUruPYKwzAMwzAMwzAMwzCWxDbLwS+++GL65JNPxGr6xx57TLwGoamoqMizjZZh39jPNddcIwSq7t27e1YiMOYSRr3T4IaDL0ET+/GuPeqNkg4X/TZYURSR0BBdI03/yzAMwzCMOa93UZP8jTfeoPvvvz9g/VBfbNmyhS677DJhZ8aMGdSlSxeyC0eOHKG33nrL7zbXXnutJteHDMMwDMMwZgUL6BCl7A9EK3N6TYZhGEZWbCGM3nPPPaKuI1KaIpJTLTzNmzfPEy2qTkOqBRCnkFIX95hECTTRwkQfJcWy0QKsN+iHSOmLCGR1n/XnMybzlPqlEOOjxdtvvy3qjGJhgOyp+JCSSUmdHE1/jfZD7/1pbV8re5HakaW/MIGxa1uZ7bhl8ddKY7BiG2mAkMrw6aefpunTp9PRo0dDtoWFWVjgd8MNN9C5554rMmBYfQzGPpDmKNA2jPzfa6Mx23HL4q+Vxl897PM1MMMEB+bzqqqqxOOYmBjpxThZ/I3ED/Vng607qOdx62FbK5uR2pGlvzD+sWs7me244S//n2MULH9Fu3HjRlHfsW/fvicITKjBCDEJEz9Y+Q0x6u6779Z0/4j0g1gFoQqpfK+88kpN7TP6iqJapNL1FVWQn59f7/bor6hVC5T7UNHC73BBKukGDRoEXD0oA/Dx119/9Ty2ix96709r+1rZi9SOLP2FCYxd28psxy2Lv1Yag9W2r7rqKnrggQfo1ltvpYceekhcU4S6P/xxnD9/vljcB3G0T58+1LBhw4h94zHYuti1ncx23LL4a6XxVw/7fA3MMMGj9E1MzJsBWfw12g8996eHba1sRmpHlv7C+Meu7WTX42bMj+WFUUSJoqbokiVLfL5f3+tagpSpV199NT366KMsjEoMRHKjqC9iFCtx0WcjIVCKXiPS+OE7Z4YfRPj497//3fPYLn7ovT+t7WtlL1I7svQXJjB2bSuzHbcs/lppDPZl+6STTqIXXniB7rzzTnGNsXz58pDtYlXtV199RR07dhQiK8TWuLi4iH0z8vOMMdi1ncx23LL4a6XxVw/7fA3MMMFjtr4pi79G+6Hn/vQa12WwI0t/Yfxj13Yy23EjzTfDAEe1kkPWgiCNbZs2bU5IoRsNIISddtpp4r5Vq1ZR9cUKIKrSW0AsKCiIKFIStTmRMs5bZFy/fj1FAsROpV6oAlIQ+RLlsZ2Spihc6rOtB0g317hx4zqv5eXlUaNGjQzZP8MwDMMwofHpp5+KDCnIqhIu7dq1E9dil19+ufTpkkIB1zAQkf0xevToE659GIZhmBpcLpdI5Q7i4+PFfU5OTsiLabwjUQKlvUN6X7tPdOI8lZWV1XktKSnJ9ueF0Qf+XjIMY1YqKiooNzdXPC4vLxf3HTp0EOVo9ILnz+XE0r9QEJgwWaNl3dBwQZ3R1q1b0+zZs6PtCiNBxGh9tUwhaGKtQiQ3o0TR+sBAr9SSCPaG6BPkpMcPkvfFNV7DTb2Go75t8eOG19UpnvAYr+E92baF/3hdXZsjlG1xTpTzo9e2vs57KNtG0p6Rtr2V+4kRbR/KttFsex4j6t+Wx4g/4THiz2179epF3333Hb3xxhvUokULCgekVBwwYABdcMEF9P3331tmjAil3oysbc9jRHjb8hgR3W3NMkbI0J6yjxG+xlHlf6r3c3+vq18LhWDtWn3bYM+NLP4G2lZm3+y8bSjo1fbcT3hb2X3jbaPb9vVtq37fqGtIRj4snUp31apVQpA85ZRTSAbgC6ISGXsRzXqfZgITqx999BF17txZ1EVTmDVrFpWWltaJ0Pjhhx9EKkBErFx77bWebZ977jkqKiqiW265hU4++WTx2s8//0xvv/22+P7deOONnm3nzZsnVuxcccUVYlus0sGKoUWLFomJ4uHDh3u2ffXVV2nfvn103XXXiRXPSkQ66q4hReGoUaM82y5YsIB27dolInc7deokXtu7dy+98sorot4sUhkqLF68mLZt2+bxQfkRRR241NRU+ve//+3ZFsewZcsW6t+/P/3lL3/xiPnPPvssJSQk0D333OPZFufmxx9/FLXgevbsKV4rKSmh//znP2LFJmrO4diV875u3Tr629/+Jia4wfHjx2n69OniMbZV0mKgHvM333xD5513nkiZrEyuKBH5iOLGCitcFHz44YfCLuorX3bZZR7fYBef+de//kVpaWnitW+//VbUYj7zzDNp4MCBnm2ffPJJ4cvtt9/umfz5/fffaeXKlSKdozoS+5lnnhHHiIUwTZo0Ea9t2rSJ3n33XRGtf/311wu/cNxvvvmm6Cc333wztWzZUmyLle1YTIOI/ptuuslj96WXXqKDBw/S0KFDRR/C59G+K1asoGbNmol0kgoQGfbs2SPqSbdv3168tnv3bnrttddE/7rttts826JeHzIIIL36GWecIV7bv38/vfjii5Senk533XWXZ1v4BRECKcyUqHb4gaim5ORkGj9+vGfb9957Txz3JZdcIuoBAhwrvkdYqX/fffd5tsUxIGLswgsvpL/+9a/iNXzXZs6cKR4/+OCDnm3RPhBSIKhcdNFFngs7pe3vvfdeT1TA559/LlJunnPOOdSvXz+PDWVbRKqhDjH4+uuv6bPPPqMuXbqI74ECfID9sWPHesbQcMYI/P7/4x//8ES0hTNGDBs2zHMdEa0xAgLUWWed5VlViBrp9Y0R559/Pp1++umiz4U7RkyaNMmzLc651mMEWLNmDX3xxRfiHKD/wV+0UzhjxB133EHZ2dniNWR5CHWMaNu2rahFD+AHFrHh3IU6RiBLiVJre+HChfWOEYMHD/b4e+zYMXr99dc1GyOQ6QL9Fv6jr/obI+AzSj089thj4uY98R0MX375pfhNQt9A+yCCtL4xAmMQfMNYguvhUMcI2FZ+u3AetBgjvK8j0G7BYtYxQovrCH9jBH5r4e/LL7+syRihxXVEpGOEch2h4G+MwPcevzHK7044Y4QR1xHoJzgOnO8JEyZ4/I3WdQTOGc4H/ND7OgLtib6t/O5o+V8D7ayMUzjvWowR6Lv43VD8jdZ/DcVf+OFvjMDvDl5Xg31iHFCn2lMmCNWRpNgO32+MM4g0C3fRirdd2IRtb7uhbAsfML7hNeX7Esq2eI7X8Vy9Py239ZXK0Hty2Jdd5byr2yiUbdXnUvk/oPW2gdoI/sra9vX5G61+Ul97wj+8H2rb+0P5Pnufd8U33EJp+/rGCLVd+A+7WrS92i7wZzdQ2yvnAe+F0544N8o507rtw/nem22M0HNb9XlXxlzcm/W3JNS2VwRHbBfttg80Rqj9VX9Gva1e/zVwjc7Ih6WFUfxZ9E6NGk3wZwkTAgzDyAMmgJRJ22iBH2IldZ96kkQvcFGg7E+PmrSwj0lSoF7NHi646MIkL1AmUsP1K1CKRD0/zxiHEsEAIR3tpr6wtjoQE3CL5pgWCps3bxY3tbhuNPhjpHy3jThv6jFfLbZoQajjFFLs4U8fUu+h32DsDmUCWgFCBj5/4MABce3ta1GYlmNwJCkZGX1BOymiqJ1QvjcQt8zwu6P4i7SnMviLySKjfgcgFOKmx/7U41TDhg01sZmfny9sRuKvFv81jPydZBg74CtyKVooooyRv0F6XMspv21a29bC30h9U/7f8jWw3CjtbLaam5ESzv/HaKLOeMHYG0vXGMUPuwz1RRWwEnvGjBn8BZS0xihWfygRI3rXGMUqWkQ0mx1fOdLDASvKEX3ga5WUEsGCC0BlNRO2q29Vl7LySbmwV2pfeK98wrZY2fP888+L97CiHJ+rb9tQ7Aa7LV5TVodhNTbAKm9ltaavbb1XavlaURVoW4DV8QDRmPC1vm19nfdA26LNnnrqKfEaVk5h5Xg47alsi308/fTTHnvKitZAbe9tF/Zw3NgOURfwK5T2xPvqz2P1vJH9RIu212vbUNrTiG0h8iD6ByBqRjkWvdrIyLb3ty0muNVjGt6PRtsHuy3aSe0v9qtXP/E3RuAYEQUE4IeyEluvtsf7Sv+sb8wPt5/geNTjFM5pKO2JCCVcr77zzjsULlgtO3nyZBF5p7SL0hfVviFSLZT2hN/Kbxciu3BcWvcTiFqIBPWHElVmxjHCiN8H9UTb9tsAAQAASURBVDUA2hmRfeGOEUb+lgRzHeFvW4y/yrWKbL87vtoT18DK90ntr9HXEYiax++A2g892z7S351A5x3vKecV/R82I2lPRLJ6+xuN/xo4R4owCj+UMbm+bSE8q/sAonTV59d7CsrX6+rXlOgUfyjnoz4b3q/5259Zt8VjfzVGZfM3lG0D2VD3Ee8oKJmOQ0Z/vf0I1q4ytvhD+d+u/nww+wu17RXUtn193sjzE6pvgezqcWxW2lYW33y1kwznR89tvb8nRvsQyIb3tsp1O4LplGtibKvUGNXrvwb+ZyrZOxS4xmj0sbwwikkZWSJ8kCYLky0sjMopjCKtm3eEMQujxgmjqDPKMAzDMEz0QfTnuHHjROrJcEGKYqToRVpb9Z9bmcGf00D/G9TpNhmGYZgTJxuRWlotjCI9cCRRTorw6w+1UGxXcJ78CaMMwzAMw9QsSEN5A7W4qQijRs6fszAafSx9hYTUtcoKABlAejL4xDBWBgO7srI32BuLogzDMAwjD6hVi1oqqIOIuqrhgDqKqIGHmoKwxTAMwzAMwzAMwzAMIwOWF0aRHlUGkJoMEYksjJqLwsJCXexGEtnKMAzDMAyjN4gwufbaa+mXX34RpSDCvXZZu3YtnXfeeTRkyBCpFiwyDMMwDMMwDMMwDGNPLC2MdunSRdy/9NJL0XaFpk+fLtKIITUrIyd6iZVHjhw54TUrC+TLly+nZcuWmaL4NnyEr9H212g/9N6f1va1shepHVn6CxMYu7aV2Y5bFn+tNAbrYRvpCXHdgrqRY8aMCTsd4uLFi6ldu3Z0xRVXiOwSZu0vjH/s2k5mO25Z/LXS+KuHfb4GZpjgUGrc4WaGamGy+Gu0H3ruTw/bWtmM1I4s/YXxj13byWzHHUzdcsY+WFoYRU1PdHjUoiwuLo6aHxs3bqS5c+eKx1gtz8iJkWJldnY2WRXUlNm0aZOocSI78BG+Rttfo/3Qe39a29fKXqR2ZOkvTGDs2lZmO25Z/LXSGKyHbcXm77//LiJHt2zZIlLkhgP+hL7//vvUvn17evLJJ+n48eOm6y+Mf+zaTmY7bln8tdL4q4d9vgZmmOBB3zRT/5TFX6P90HN/etjWymakdmTpL4x/7NpOdj1uxvzEkoVp3bq1iBr94YcfaMSIEfTWW28Z7kNRURENGjTII7ydddZZhvvAhBY1qk6f6yvaU4t0vFZOpXvhhRdSZmYmxcTEkOzAx0suucTz2C5+6L0/re1rZS9SO7L0FyYwdm0rsx23LP5aaQzWw7a3zbZt29KSJUtEitxx48aFVT+0oKBAfPbZZ5+lxx57TFwrI7NKKH4wcmLXdjLbccvir5XGXz3s8zUwwwSP2fqmLP4a7Yee+9NrXJfBjiz9hfGPXdvJbMcd6H8nYx8c1WaIc46ApUuX0uDBg0Wnx6SLkeIoRNHu3bvTjh07xP7nzJlDt9xyi2H7tzKPP/64iAT2nmSLVHBs06bNCfWvIv2KwE/4q2b9+vWWSKt86NAhaty4cZ3XkB6vUaNGUfOJYRiGYRhjwDXSf//7X3GtE0n90HPOOYdmzpxJvXr1omiCa5gXXnjB7zajR48+4dqHYRiGqcHlcokMQiA+Pl7c5+TkhJ2GHSAKJVDaO6R9R21sO4PzVFZWVue1pKQk258XhmEYhlFTUVFBubm54nF5ebm479ChAyUmJuq2T54/lxPLXyEh1ddFF10kJm6wur1fv360a9cu3ff76aef1hFFES3Koqj86CFW+ooYtXKNUYZhGIZh7AGucXGtjUnw//znP5SVlRWWne+++47OP/98uvrqq2nbtm2a+8kwDMMwDMMwDMMwDGMbYRQgUlPh448/FqLUE088ocu+UMsUK8n79u1bZ+U8RFlGfs4+++yghM1Q8E7Hi/5n5VS6iJTGOTNDMDp8hK/R9tdoP/Ten9b2tbIXqR1Z+gsTGLu2ldmOWxZ/rTQG62E7GJuICrrrrrto+/btdPfdd3uihEJl2bJl1LFjRxozZgwdPnw4ZD+Y6GPXdjLbccvir5XGXz3s8zUwwwQH+qX6Jjuy+Gu0H3ruTw/bWtmM1I4s/YXxj13byWzHbRY/GWOwhTAKIQqCKDo+VrbjfsKECSIH9rXXXitqkGoRITpkyBBRW3Hu3LmeLxr2h9pJXFvUHPTp0+eE1yJJDefr81aPFkX/nzVrlkhNIDvwEb5G21+j/dB7f1rb18pepHZk6S9MYOzaVmY7bln8NdMYXIWJ6WVv0/5Jk2nvmLG0e8QIcY/neN2Vn6/5sYTiL66DZ8yYQb/88ou4xg4HpEt85plnRHkDlCJAWsZQ/WCih13byWzHLYu/Zhp/o2Gfr4EZJnjQN83UP2Xx12g/9NyfHra1shmpHVn6C+Mfu7aT2Y67qqoq2i4wkhBLNhK8Fi9e7Kk3qqwOQCSnEs2JbZBKFVGD6qg+pAVLS0sT0aCI/sNKSYhd33//Pa1evZo2bNjg2Y9iVy3Ajh8/PirHzGiTSnfdunURpdj1FkZR69bKoH5MJDVkjEYWX432Q+/9aW1fK3uR2pGlvzCBsWtbme24ZfFXCz8gWpZ8+hmVbdxIVUVF5HaVkTMxiWLS0ympSxdK7t6NStetp+KNGyk2xomLRvrj7vGUWPt+6kW9xba+OL59OxV98AGVrv2Gqr3qrOFvXcUff5BryxaqXLyYYju0J0dMDEXz/LRu3ZoWLlxI//rXv0QE6Zo1a0LeJ667Ubv0ueeeo2nTptFVV10lTX9h/GPXdjLbccviL18DG2OPr4EZhmEYhmEY5k8c1TaLH166dKlHHAXqw1deCwXv06e2i8kcTOQw2oMIApxfNQUFBZqkqIVwiX6iAHF7+vTpYdmCiI7oCT38lAEuHs0wDMPYCV/iJ1VWUWVBAbmPHiVngwYniJLu48drtj12jJzJyUL8dCYmnmDbERtLyT3Oo/TLLqOEtm3/TF+4eAkVLl78pz2Xi9wlJVRdUUHVbjc5nE5yxMWRMzW1jt2MwYMpY/CgsK5vtQTH8O6774rrqUjqh3br1o1mzpxJF1xwAekFrmFeeOEFv9ugZIb3tQ/DMAxTA6L8UXcaKGnVc3JyIhJW3W63yCbgj9jYWHI6bZEQze95Kisrq/NaUlKS7c8LwzAMw6hBdGtubq54XF5eLu47dOhAiT7+o2sFz5/LiW0iRhWuueYaUf8I4tfGjRvrTBaFqxF724DohSjUiy66SBOfGWO599576wijiAoOF+/Pov9ZRRRlGIZhGLtQX8QmBNEqdS3xvDyimBghchKyh0C8LC+vEUsdDiFoQlx1YLIYk7jYViVqHvtyjbhB1EwfdA0dmTuPSlatEqar8NmiIqo+fryOb+LqtayMqoqLyZGQIITXmNRUIaZWFRRQ9sgRURVHse+BAwdSv5496el776PpC9+kI6WlIdtZv349XXjhhXTFFVeIBWvt27fXxV+GYRiGYRiGYRiGYayNLZeOIU0uJldQ+zM9Pb1O+ttwbkCpKQrha+fOnSyKmhikzVWnzlWnSg6VVbWTmQojR46MyDeGYRiGYYwD13YFixbTvon3CMESoigiNisPHaLjO3ZQ5cGDNeJnrQAqbmVlQgAVUZ0QAKuqal4/flzci+dlZeK9KtyKi0Uq3PK9e4X4CSBq/nHnGCr++GPxHPurzMurEUUdDiGkxjZuTHFNm4p7PBdC7PHjYjtsDyCqIuI02qJy3qxZdOCOO2lQQQF9elEfGpXTjuLDjGB577336PTTT6fbbrtNrLJlGIZhGIZhjL9GRpSyv5vNEhQyDMMwJsOWwqgCUnqhZujs2bNFLSRF3Az2x1u9/YgRI2jHjh2ijinEVsZ40JZaRo2qmTt3blh21J+D2Io6tlbnww8/FJOWgdIdyQB8hK/R9tdoP/Ten9b2tbIXqR1Z+gsTGLu2ldmOWxZ/6/MD13f5c+Z60thCtIR4CRETkaJCpHS7hdApbniMa0gsmoPoh8fKvepWFRND3//lL7SuezeilBSfoqb7uIuOff21iPjEc4in2CYmM5PiW7WiuMaNRVSoSM2bmiqe43XKyqLvu5xF37Y5lY4fPiz8hv8QJ7U+P6GKypVVVbS2SRPa1KQJjcnOppWdz6ArGjYMy6eqqiqR8rZt27b06KOPUmkYEaiMtb/XRmO245bFX74GNsYeXwMzVgfXHOibuBktxmGhVrhBFvXdWrRoQZ06daLrr7+eXn31VTpce00n03lTf1a5TZo0iWJiYjw3pHH2dXxpaWmaH1N9x4JzGcw5h+/B2tTKN6M+zxiDXdvJbMcNH/FfkmHI7sKoAkRNpNeFsInUXBCv1KKnrxuEVHwOEYFYCaWIq4wx5Ofn62ofkb/qqNFwaoyiDqoapFe2A5s2bRJpqvG9kB34CF+j7a/Rfui9P63ta2UvUjuy9BcmMHZtK7Mdtyz+1ucHIi2VNLZ1IjZrPiRS4QrhUwGCKG74Q6j82VIfF7aFAEpEO09tTb+1bk1VLhfFpKUJUROiJ94XEaT79ouPVOXnU2VhoXgdkaGxWVkn1DD17B4TUFlZ9Nspp4hb5dGjngjU4hUrND8//vAlKh/ft4+2N25EO05uRlXHj1MzXF+d3JyWnpZDf2mQEpZvJSUldP/991O7du3otddeM0W/tzqyfK+NxmzHLYu/fA1sjD2+BmbsgBKlaDRt2rShHj16iFvHjh0pFQve6gHvKdv269evzk35fPPmzWnv3r20ZcsWWrhwId18882iBh1EUqV+rxbA1u23305//etfKSsryyNiQrSEKAvB9+uvvw65Hvx5550nbv7OBa7fJk+eTHr3gSeeeEKcS1/AN/iotAfaMRibWvlm9OcZY7BrO5ntuM0g4DLGYLsao/6AsDl+/HhxUygqKqLffvtNPEZtSFwwcERo9PGV3havIU2yVkDIxIVdYWGh6AMQOhFlHAz4zMSJE+sIq1r6JjO9evUS3xWsEJQd+Ih6Zcpju/ih9/60tq+VvUjtyNJfmMDYta3Mdtyy+OvLD0RYKqJenYjNjAxyIx3usWNC9KzGH0CsNI+Lo2qIohBElWga9R+uuDghXFZXVZHD7abTf/qJHM4Y8Ri24xTRMz6+Jj1vWVmNzVqBNSY7m2JSAouHkGnPOnCA3KVlNbaLikRE6bGv11LWsGGi/qgW5ycQ3qKycv46b9kqjjGuYUOKdTrF8XUuK6NXk5Pp8+IimrlvH/3mVUM1GDDpddNNN9FTTz1FM2fO5JIWUUSW77XRmO24ZfGXr4GNscfXwIwdiFbfHDdunLipgaiIzBZqIMJt3ry5ThpaoAiS3kCUXLBgAc2fP18IiRBJcRs9ejQ9//zzEQmi//73v0WmL4iDnTt3phtuuEFk4cA81rp168R7EGZxDBANMRfWs2fPgLb//ve/i5tCbGwsPfjggzR16lRx/LCpgOOK5DiC6QO4LoTojONR88ADD9CUKVPCsqmVb0Z/njEGu7aT2Y7b15jL2BNHNcvkjImA+DlnzhyfqW0hxikRv1qJkNgfxFG1WIpoUn/gYhITcop4C5+CFVTNxqFDh6hx48Z1XkO9L6xoZBiGYRizgpqYSP+KSEdEiioRm86kJCrftUuInqgrqkSOqqM4q12uusZqU+tC6BTvQziF4Km85nCIiFHFBtL1umuFREVcjW/blpzx8UH7D8FR8TOu+cnkTEikzKFDKePKgaQ3EJWRPteXqAxh1lfEK/yFiHu8oICWHj5Mz+YdpHyc3zC59NJLxSQeIh5CAdcw3hOZ3mBC0vvah2EYhqnB5XJ5otria3+3cnJyKK72NzAcICAFSuELAQYCk53BeSorK6vzWlJSku3PSzRAmljvOZHrrruO3nzzzbBsDRgwgNauXet5DSLjF198QQ1DLEmAdLGKSImAECwqq2+fY8aMEUKsAgTGlStXhvW9hAgBMXLWrFlC5FV45513xLHpAYTl/v3709NPPy2ibtXwNDjD2JuKigrKzc0Vj8ux6JmIOnToQImJibrtk+fP5YSvkBgpQbRlZmam56bk/YdIWV+9TwiSI0eOFCkwlO3VNnxFmQYC6XTXr1/vEVoHDRp0QopcX0KqHURRhmEYhrEiVYWFVLr2m5rHRUXiXoh6KSnkxmSOUi+0dqV/HaEPgqevFaiILlUmYZTtlZqkiBpQTRKpP6NsXx1iDU2RVrc2wtRdXGO7LIzroHAo+uADcQ9RWRFFg0kDjPcTTzqJrm3UiD5q155ua92aEsOczF2xYgWdccYZouzFgQMHIjoehmEYhmGYUPAlWGIhf7i2IPIhclMBkZddunQJqU4nolghiiKzBiJX6xNFlX1CxIWYq4Coy1AXnHkzdOjQOs9RkkwvnnvuuRP2xzAMwzBqWBhlpAVCp/oiMpybYkdtKxxxFPVnIXDCpiLaQoSFSIsbXoMgihvS7iKqVPmM3Th27Ji4mWEVHnyUwV+j/dB7f1rb18pepHZk6S9MYOzaVmY7bln89faj5NPPRFSn2+WqqSmKaMfaFLTuWoFSSXHrETkVW/5qqyjvORzkSkokV0ICuWvtKHZrHfqzdml1NTmczrrv+zsWROvExIibIymp5rXayEshUurcTv5EZbVv9VnBdtg+2emkO1PTaGW79nQlBNUw/EYkw7x580RquEceeUT4z9jne200ZjtuWfzla2Bj7PE1MGN10C/VNyv6++67755QRuDGG28M6rMQVpER45VXXqmT9jeQH4i2VANBFgJrqCi1Ru+88846r3unuI0E72NZvnz5CfuL1Ga07Jitf9sVu7aT2Y7bLH4yFhdGsUoJtxdffDFaLpgaq58/RFpioCooKIj4pgx6EDgj9Qn2kE4X6XpRewGCqCKQAgihiDDFNnapKeoN6kSgbyI1gezAR+W7FE1/jfZD7/1pbV8re5HakaW/MIGxa1uZ7bhl8dfbj7KNG8XrShQnIi+VSEePIFr7ZwqiZR18/clSXqsVRqtiYui9AQPovSsHUlXt5z12le287NZ53w+VDgct7tRR3NxK6t7a/brLQos6Daed/InKat/wuD7E9oiwLS+nJnGx9H9Nm9GyNm3p3NpJtVDBRD7qW5122mn00ksvUVWQ55Ix9/faaMx23LL4y9fAxtjja2DGDqBvmql/huovojjVEZyKsPjqq68G/CwiRQFSyiLqE0JpMH5gn+pIVRCo5IA/2rdvL9L4qnniiSdIK5Rjee2116hFixYiNaZWNqNtx2z9267YtZ3Mdtz8f5CJujAKAQmiEm5M6PD5ix6IBoXwCQFUEV5xj+cQTyMVYBmGYRiGiR5KpKMSaYm6oh78RYQGwt/KVLVdiKLewmEY+1XEVEW8dSYlk974E5WDRZz32nNVXVFTj7VdQgK91P1suuGGG8Kuw7J//3665ZZbROq5jz76KCwbDMMwDMMw0WLIkCEnvDZjxoyAn1MLoYj6RO3NYDnzzDMDRq+GgncK35dffpm0BhlDhg8frrldhmEYxlo4qqMUP6wUgEdK0vz8/Gi4YGr4/DEywMWjGYZhGKuxe8QIqso/QuV794qox7imTcmZXCMqlu/ZIyIZhXjndpMDUZmq6E6856lBqgZCJ+qfx8f/KVpWVorPwgZej2/RQrxXsW8fVR09iqW3NZ+NjRX7V94Ploq8PCFQxqSlUWyjRpTYsSM1nfII6cneMWOp4o8/xDG4y8pEbdGYECM9Kw4eJHdx8Z8CKc5bUhIltG4t3q90u+m/u3bRk1u20KHjrrB9vfjii8VkImqRMgzDMNrgcrlo69at4nF87W9eTk4OxdVmMWD0Aynky8rK6ryWlJTkmTtijMXhtcht9OjRIruW1nYVsdNfdGQ4n1GYNGmSJ+JUAdHj6pS8gUhLS6OxY8fSlClTfPoTrC/BgLqrmI/CXBUiXhFRi0hZNZxGk2HsDaJbc3NzxeNy/H8nEmNQYmKibvvk+XM5ieoVkq8fZyZ4+PwxDMMwDMNoizMxqU6kpTqNrSf6sfYa7ISaosFem6nqjdaxi/1DhMX7ii3sP8RrPvjshrgKe2k1wmSSARkt3K6yOucl5GhRpOFVaoEqk1aol6qa1I11OmlI69b06SWX0NgOHSgpxH0ofPzxx3TWWWeJiII//vgjLBsMwzAMwzDR5rvvvvP7fvPmzU94LZqT8f369avz/JlnntHM9qxZs4R9iKIMwzAM4w9eOsYwDMMwDMMwtSg1MUU0qKjN+Wf0hRI56hH8vOqTeAQ8X0KmIqZC8PMSDhW74jU8VkTBMKM8RDrg6mpyJCSQMyGRHLGxlNr7QoqmqBwMVUjBi9rwasEZ58jHeWgQG0tjO3Skzy6+hIacckpYf2rQFq+88oqoPzp58mQqqU0BzDAMwzAMIyOpPjJx7Nixw+9nnn322TrPH3jggaCFQ1+227ZtS5EwatSoOs/nz59PWoEIUW/7DMMwDOOLWJ+vMgzDhMknn3xCGRkZ1KdPH4qNlXuIqayspNWrV4vH0fTXaD/03p/W9rWyF6kdWfoLExi7tpWv464qLKSSTz8TtR8hliGiD+IVxL+kLl0o9aLeHiFQBn9l8APnxbVlCzlTU6mquFhEXlZnZwsRE6/RkSM1H4RY53YL8c8jlOIeKXJ9peiqFfeqqqvppy5diBxEZ279hWKqq2vs1iIiPbEthM2YGJFS1n38uEivG5OS4vdYqhwOWpedTe4GyXRmUREl1LZtg549wm7nUNoJ+0AqXSEql5UJUVlJpQvfNjRpIh53PXBAHLc31YoIrYqoRYYUnIf6Pt84KYmmde1GN7VpS4/9vIm+OHgw5GNE6kGkd5s7dy49/PDDdNPVV1PZl2uk/N7Ijizfa6Mx23HL4i9fAxtjj6+BGauDhU5VtYuxYpBpQvLsalr7i/kXfwwYMECkcUSt0Z49e3pE0WD82LVrl0974aDs77LLLhNRrHv37hWvY2Ea6paGa1ex/dVXX1FRURFdccUVYdvx5W+k7RSpHbP1b7ti13Yy23Gr/WUYjhhlGEZTNmzYIFK5oMaJ7MBH+Bptf432Q+/9aW1fK3uR2pGlvzCBsWtbqY+7bPt2yps1i/aMHEUFCxYIoQ+CFWpn4h7P8fqeESPFdse3b4+qvzKNwYisRISlMzFRRFxCoBQRmLURns5acdIjhkII9Y5w9IXTKURURENua5dD23JyqNrhEPYUWxA/IWbjuXgNNUiTkqChUmVeHlUeOVJvFCZerygooF+bNaVtbdqQMy3NI0qmXXqpZufHHxANxaHW7leIyrX+4pNbGzUUt/qseI5N2Y8qojbQ59ulp9MrPXvRaz17UfuU0OqaKhw8eFBEGZzepg39d+ZMKtu8WbrvjezI8r02GrMdtyz+8jWwMfb4GpixA+ibZuqf4frrK7tFMBGcEEMhPHpHigbyY+3atX7T4IaKsr9hw4bVeX327NkUKajhev3115OM/SpSO2br33bFru1ktuPmOsOMAi/1YxhGU8455xyxYhErhWQHPvbq1cvz2C5+6L0/re1rZS9SO7L0FyYwdm0r5bhdW7fSwQcmeSLq3C4XuUtKROQhRDmkOUVEH8QriH/HvlwjbhmDB1PG4EGGrfKUpZ28/YjJyKDkHueJc4KoQAiSQqyMjxcRm3gN51NEdcJviJ0VFUSxsTVipq/zh7bANogCdTqpw9atNaKn200xaWlCEIT4iv1gGxGNiIjfI0cormlTsT9Er1YVFIhtIKY6IZgiohT1RBGdefSoEAw7/PorOeMTKA4TX9XVol0TIkh5Fko7QVQuXLTIIypXI9K1qIhis7LEaszOB/P8r8ysjcD1gHMM8bhWaA34eSI6/6ST6NyePWnZli301IH9dBDnPUS2FxfTLd+spXPTM2hCyxbUMSlZmu+N7MjyvTYasx23LP7yNbAx9vgamLEDZuub4fh7+PBhn69HEmnpzw9EmHqDNLyRoOzvrrvuov/7v//zvP7hhx+K44ukNuhbb71FP//8M8nYryK1Y7b+bVfs2k5mO27+38YoOKqjJJM7MblQ2xGvueaaaLhgapYsWSLuMzMzKT8/P9ruMDYF6VgaN25c57W8vDxq1KhR1HxiGIaxIsGkxEWEYP6cuVSyalXNZyCmFRUJcao+IF7BhhJZmNq3L2WPHGH7PwuIBNw38R7xuPLQISFKQqCDaIrzJUTK2pS61YgYhZjn65Ia59H79VpBFedYRJ/GxNSkz63dDkJpbO3vaGyTJlR54ICp2hORlBAM4S9EZZyD2MaNA6YBBsd37qxJp4tzAZ9jYyk2I0N8PhSUfR+Pj6c3jh2j2dty6VgYAqnCFZmZdFeTptQ0Pl6a88wwDCMjLpeLtmLxDxHF146ZOTk5FFdbt5vxT2V+PhWvXEmlGzeSu6iY3Mddola4Mz2Nkrt0obT+/Sk2O9vnZxGtg9TwapKSksTcG2M83tcEo0ePFhGNkdbPvPnmm+u8dt1119Gbb75JeoC0u+qI0XD3lZaWRmPHjhVlC/zZnzlzJo0bNy7sczNjxgzavHlzwHPG0WIMY28qKiooNzdXPC4vLxf3HTp0oMTERN32yfPnciJFxOjSpUuj7YIpL7L4x5xhGIZhrC/QFX3wAZWu/aZGgFOBuDolvaeI0stAfcd95ExI+FPMA7UCnK8IQ4hsEJCqXS4hxkFUjcnMpMwhg8nOIMISkYCFixd7RErviE2IYziPQsDzJYAC5TX15Bheq6ykatTNPHbMM3HmS2zLGnErFS1ZKvzA67hhktRd7CMCOC1VTJ4qRCuSMf2yy2qibVNTRb/CeRN9rLxcHJ8nBbEKJWLWI/rW1lhFBKkzjFqeol2IKDkxkW5v0YL+cfHF9IKrjObNmxdWTZn3Cgroo6IiuqnZyXRLZial8PeGYRiG0RCkbi96910q/d//qLqy7u+UeHbgAB3/NZcKly6l5L/8hdIHDKCkTp2i5S4TJXAd482kSZN02ReiRdWiZY8ePTQXYG+99dY6+3jqqafCFkYhio4fP15D7xiGYRirE1VhlIU9hrEeWG2DG1YFyx45gTEIK4VANP012g+996e1fa3sRWpHlv7C2KOtcAyFi5cIQUzBX0pcUPbrr1SFSES85nKJ41YiHL3FKCFaZWd70rcqIipEHuwzuVvXiNKvmqmd6vMDoiKEUIheOC+OxESPeCdS6dZ8uKbGKFAEUvVxQOBDW8XGesRTN4TppCQRDYn4GWcAURNiG9qjeMUKOvb1WnJSIjkb1bOaNTaWEnqcR6mXXEIp7dppck5Dbaf6ROXKggI6XlJCzgYNKC4hgZxeIr0nSrS2viqEVJFuGOcOfiCSpnbfsUhJXJ+/sAl7OLdpNd+Nln/9K71w5UAaM2YMTZw4kd5///2Qz8Nxt5vm7N1DS/IO0p2tTqGrk5OJovC9kR1ZvtdGY7bjlsVfvgY2xh5fA8sLojwLXn2NCpct87wmrjOOHatJ01/72yiu7Ro0wK8sHVv7jbhlXHUVZd40jCNCfcwtyt5Hw/HXW6gEr7zyiohy0toPpLS99tpr69QVXblyZdj7qW9/N910U51ozr1794rjRCRpKCBKfcuWLaJuqbIPra6B1UQyBkdix2z9267YtZ3Mdtzwl/UoJurC6Pr166O1a4ZhdGTWrFnUoEEDuvfeez3pk2QFf/CnTZsmHkfTX6P90Ht/WtvXyl6kdmTpL4z12woX6sGkxBWX82VlQnTCZ6qcTvrvFZeL965a9jYlnXSS3/SlEJ9Q+xG1M0UdzeJiIf5BNIUI12jMGFu0U31+4E8d0qMiEtBfxKYnAhSRiKo/gvgcbhD43BCgjx0Tk5qOjAxa0r2b2Oa6TT8LkU/sLzaWGvTsQWmXXnqCuIbnaI+sYcNqUipv2CDay11WSs6kZJF+N6lrV0o4vxc9/txzRIsWaXZOw2knX6Ly8aNH6b+XXCzev/q99ynWK3JTRMxCrEeKYgifCQnidaVGKUTRhZ1P95y3uHr+0GJ75fMQm3FeUfsUYPLwvffeo88++4zuvvtu2rBhQ8jn40h5OT28LZdeT06mcSedRL2xLwO/N7Ijy/faaMx23LL4y9fAxtjja2B5RdFD/3mKjn72Wc3zY8c8C+C8EdcSyDKh1Lpu0ECIqVh01Ohfd7E4WttPgVnSNofiL4S//v3713kNaWchLGrtB4RJiKIQKfVI1eu9P9hfuHCh5/3nnnsuZGH0mWeeEXb06ANa2YzUjtn6t12xazuZ7bjDySDEWJOoCaNdunSJ1q4ZhmEYhmGkBZGiiigaTEpcCKdUXi5Ss6rxNbHmC4inmHATaWKLioTAg8hEiHCINrUzoURsivaA+JmSQjEQnGOcdUTL5O7dqHTdeipWiXFxJ59MibXvQ7wLdL7xfsaVA8XNF0qNlGjjS1SOS0vzvC/6cEWFzzTAWAAAsR6CphDsCwvFc6qNjPZH1dGjYnugnEuIzd7n9cILL6RvV62iZy+9lGb89BPt96rJFgw7S0vpjp07qXuDBjSxspK6tW/v+d5AmA1UE9ju3y2GYRi7g0hRRRTFoiBcQyg4kpPJmZhA5IwhcleR23WcqktLxbUdtsVvJa418PnYzEzKHl63hiJjHVAjExkvSmqzlaSmptLTTz+tiSj6yy+/CNF1x44dVFRUJBaOKVGpiBJ94IEHQhYpQ+X222+vI4wuX748ZBvz58/XJKKVYRiGsReOao4fZhhGw+LRWFmI4tFmSLMkS1ooTiNmjD1OI2YfzNxWqCm6b+I9dUVRPylxxXb5+eKGGqSIGgUxsbHkdDgornlzUXM0EBD1ynftEoJOXPOThUiVOXRovQKcldopFD8gcvmL2AxG3NTzuPWwHalN9GmIyke/XksVtatzfaXCVSJmE08/nQ4/9/wJ3wFnRgZVZ2YKMdX780qNUiGKVleL9lDS+Dab/pjP9LaFy96mggULqPTYMXr5px9p7sGDdBQRwGFyebNmNC6nHZ3avn3NpLVXTWDvY03ucZ6ox2q11LuyfK+NxmzHLYu/fA1svWtgl8slhBagRJbm5OSYJorEyJqiyvWeWhQV0aCpqfXW40ZEqZLOH1GjEEc9v3UdOlCZ10KfpKQkW0STypjK0duH0aNH0/PPPx8whS3mWHJzc+mjjz4Sgp8iiCpi5RtvvEENGzaM2L8nnnhCZM/wRceOHemqq66i66+/PqJUvQppaWk0duxYeuSRR3wed4sWLTwRqkqK4GCF33fffZfuuOMO2r17t0/bEJbV6XpBsNPgnEqXCQW7tpPZjlu5ptm2bVudhcUY6xIT6ylXo9P8eV5enpg/Z6IHC6MMw4QND+wMwzDakjdrFh37co2IAkW0HASh2MaN/abErdi3T0SOigjRWuFJRNg5nSJSD58Phoq8PDHZpohKiR07UtMpdScwGCZcQhGVCxYt9tTXDSZq2lOjFIsCVKIoap0i4tcX+ydNJteWLR77hYkJ9MKhw/Tmzt+oMsy/R3EOB/2jSVO6s1s3SnG7660J7Ez0XU+WYRjG7LAwGhwHHn1U1AmFICpSyOP3KzuLnMmoI+ofd+kxqsqv/UxWlhBIG/ToQY3vmWhbYVRGtPpdb968OV1++eVCVNRCEPUHhFmk0p09ezZ9+OGH4rUePXrQ448/HlHkqCKMTpkyxef7kyZNoqlTp3qeY5/wIxiQYrh79+712o5EGGUYxppAGMUCFMDCqL2JWipdhmEYhmEYs4GINL1SZMJ26dpv/qyTiAkvRIr6EUWBqG2pgEmY6mrxGoQYpBZF3UZfkQfeQGxS17byiFEMowGB0gAHqlGq1NlVR8ucUKM0PV0sBgCpffsKO/WhfMeU/t4wLZ3Gn9Kazr60P/1aXEwH60mviwiO4nq+GxXV1fTS/n20dGUe3XbSSXRtdjbF105Iq2sCq32FAIxjRephFkcZhmFORNRRD1APLCYmxjRjKLJ8lP7vf+KxJ/oTi2aCEEXFtskNqLq8wvN7CGG09H/fUdWRAqIk/SZ1mchAFObw4cOD2jY7O5tOO+00ateune5iqBrsa8CAAeKGSMyBAweK1Lq9evUSaXXV4iO+l4EERnwng/leQjRVC6PYJ0TaQMeObSDgIoqWYRiGYUKFhVGGYTTlyy+/pIyMDLrgggvEH1SZwR/szz//XDyOpr9G+6H3/rS2r5W9SO3I0l+Y6LQV0oEWffCBEC69U2Riqq7ijz9E9FnhokVhp8iE4ArbbpdLCEAihW4wImtt+s8qp4O2dOosJJiOm7eIdKPibUSBZmQENKOIp4huE58rKyU9keU7ZaUxWA/b0RiDfdUopbQ0+jE7i6qPl1On3Fxy1or/3jVKg43CxKIGdX9H/69wOim/YUMxEVffVJxyDP4oqqqkafv+oAVH8ml8Tjvq17Sp+J4q0a34fiMivNrlEsIvBGAca33RrWZClu+10ZjtuGXx10rjrx72+Rq4Bogv7gCpzhEVaRZhtHjlSqqurBK/BcriHAijoYDtPVkJcM1ICVTy4UpKuPJKsiPqPiJrX2jZsiWNGzdOKn/9+QFx9J133hHiKIBw+emnnwrBFNdJ+Gyln7IBIDY2to7N+vYHe4gSVeqbglmzZtUbBarw2muvic8p/mh9TrWyGakdWfoL4x+7tpPZjjuYxVaMfeCcGgzDaMp3331HX331lSl+aOAjfI22v0b7off+tLavlb1I7cjSXxhj2woXzkjriTpQSHGrCJdIv4kUtuV794p7PBeCZmWl2A7b43OhpGpCFGqd6IGUlKAiPZEyV/jqcNLWTh1pa6dOVO1weCJJ3aXBCZzK9hCbhNmkZNITWb5TVhqD9bAdrTEYf6ohFKJuWsrf/krVsbH0c7NmtLn1KRTTrBnFN29Occ2aCWERoijqdmI7bI/PBfpTjkhvsR/l+6ND2+92uejOn36ka7//nn6qKKe4xo0pvlUrIYJi4QOiRzF2AAjAWIBhdmT5XhuN2Y5bFn+tNP7qYZ+vga1JqXK9V1tX1JGcHNz1ngpsj8+p7Sh27Qr6ppn6pyz++vMD4igiXRUgXOI1PfZ36623npACNxAvv/xync/pcU61shmpHVn6C+Mfu7aT2Y6b02kzChwxyjCMpnTt2lVEjJqhlgl8POecczyP7eKH3vvT2r5W9iK1I0t/YYxrK1ww58+ZK6K5AOp+Kuk862ynUYpM79SeSG0bDKLWIu6J6LRfc8UDh+piP1jBB9Fswl5tHTDUatQTWb5TVhqD9bAd7TEYkdeNxoyhtBtuoLPeektEWiacfDI5/NQoDQZsi0hv0d8RyVlP6lwtWH8kn67+/HO69OSTaXyn06lVVpaoA4xjEeNGYqIYM4pXrBDHamZk+V4bjdmOWxZ/rTT+6mE/2uOv1n4wNbiLiute7yUmhGUHn6sqLaXqyho77uIT08zbCbP1TVn8DeTH+PHj69TohDh622230bPPPqvp/m666SYaM2YMldQuEN27d6+oM1pfbVPUMt6zZ4/4XLDHoqW/RtuRpb8w/rFrO5ntuGWPamWMw1HNMjnDMGHCxaMZhrEyiPiEuAkQ1eWpuelwiGhOCJdClKyq8qTIRH1PALEGkWxKWs9gUmTuHjGCqvKPiChUiK9xTZuSszYawB+VBQVUdeRITW3R8vKaF+EHogni4kQkHaLU/IFjKN+1S3wurvnJIgIvc+jQoOpBMowZKVz2NhUsWCAivSGQ4ntd2q4dvd+hvd/P7Xv/fXplwwZRTzQc4hwOurFNG7qjfQdKOXpULJ7AggpEwOK72mLunLDrFDMMw0Qbl8slBAsQHx8v7nNyciiudtFVOCBFXzApO80yMfv7jTdSVUEhVR44IMTRmIYNg14MpwbXnlWHD4trvdgmTSgmM4MazZ5dZ5ukpCTTnBer4T3x3q9fP1q5ciWZkbS0NI9gqZ73SQ9wvaJ8L/F51BENlBoXgusLL7zgeX7dddfRm2++We+2hYWF9b6vjjxVC7uAp8EZxt5UVFRQbm6ueFxeO3/SoUMHSkzUr043z5/LCV8hMQzDMAzDeIGUlieIoqj5mZkpREakxESEF4RL3GuRIjPc1J6i/iImX3DzNfkVxISYiFatrhYCjZKWFBF4DGNV0L/Rz52JiaLfo/8jKjwQo3La0cd9L6b+jer+sQ0WCKovb99OF3z0Ib1yKI/KsaDh+HFyH69JxY1awwzDMIx18dTEVoQzd5jpB5XPOR11riMZRms6d+58wmuoAao1d955Z53nCxcurHfb+fPn0+233665DwzDMIx9YGGUYRiGYRjGi6IPPvgzfW6tKBrbuDHFIgVmPXWg8Drex3aKOKoILUiRGQglSkxJZRtsak8h7jRo4PFBiVpV7gPVrapC1FphYR0fGvTswVFrjKWJycig5B7n1Tyu7etKfd9AtEpJoSdbtqQFLVvRWWFORBdXVNC0zZvpsl9/pRWI+q5NrVi2YUNY9hiGYRhz4ExPq3u956pboiFYlM85YmvsONNSNfORYdS08pF55u2339Z8P4jYUtc0ra/W6LvvvkstWrSoN80uwzAMwwQD1xhlGEZTZsyYQQ0aNKB7773Xkz5JVpAyYdq0aeJxNP012g+996e1fa3sRWpHlv7C6N9WEAlL135Tp+4nRJSYlJSgPo/tkNIWKTLxeUR0Hvt6LWUNG+ZXbEzq0oVcW7aQMzVViKpIzVudnR1Q2BT7TE+n8rIy+m9t6turFi+hWLdbRKChfqEvEJEK/4QoWl0t0v+K6FOkzLr0UtIbWb5TVhqD9bBt5TE4/bLL6NiXa0S/r3a5/lxU4IdqpHQ8coSqS0upS3IyLWjVij4uKaEnDx+iPUoq6xDYe9xF43bvoteP5NN9XbtRDyVltwp8RxFJWrZxo/jOul1lIjII33uMG6kX9ZZmIYMs32ujMdtxy+KvlcZfPexbefy1M8ldutDxX3PFojb3sWPi96Q6IyOo6z31NRw+B5TFcbBrV5AaFakRAdI2y14/zkh/kdr6mWeeoZ07d1KfPn1o3LhxIfvRpk2bE15Dfc9QCWZ/w4cPp7vvvtvzfN68eXXqiILZs2eL7UK1rYe/RtgxW/+2K3ZtJ7MdN/wNlJ6fsQ8sjDIMwzAMYxqCEQgojDpNamAfgiJqDyLFpUihG6LogO3hq5Ii00mJwq6/mp1I7Vm4aJEntSc+i2NEFGog8BmItx6UPyQQP+FHZWVINVET2rYN6XgZxoygn6O/I901+r+zdpLZHxX79v1Zbxh1fKur6ZK0NOrTqhUtPnaUnvnlFyoMQyD98ehRGvLlF3TJ7l309O23iZp8SMGN6HUs1MB3WA0SKKI2KhZTYNxA9CuEXv7uMgxjNTDJGqhOpuwTsWrS+venwqVL8SskokZRZxQZC+pcxwVAyXAgasknJJAjNoZS+/Wn0H99GCtz+PBhOuecczz1QT/88ENav359wLqc3mT46JveNUe1YtiwYXWE0bVr1wpxF9GkyjHhON544w1d9s8wDMPYB0c1V51mGEbD4tFYiYji0cnJydL/QcXwV1o7CRpNf432Q+/9aW1fK3uR2pGlv9gVfwKBd1rZpPPOpfg+fSi+deuw2mr/pMlCbFBqizpra4iGSkVeXs1EV63omNixIzWd8ojfz+TNmiUi2JCCtzIvz5PCN5ho1YqSEjp2+DCR202JbjeJo1Zqj9YDJtMg4iqRoql9+1L2yBGG9G9ZvlNWGoP1sG31MRh28+fMpZJVq6gwIYHea5fjd/t+qz+hjPJyERWOhQWY0MZ3LK5ZM/E9Kiovp+d//YVe27GDyt3usHyKjY2l4X360IiYWMpC/VORMtElxhPsD1GrqEWMCXGMT1gYoQChN2PwINt8n2TBbMcti79WGn/1sG/G8dflcgkRAyiRpVjogSgS5k8OPPooHVv7jYgYrTpyRLwWk51FzuSa6E9/uEuPUVV+7WeyskTEaIMePajxPROpzKsMQ1JSUkBR2Qp4T2vKMAZ7+9CvXz9auXKlof5OmjSJpk6desLryv6D9cOXnVRc89Rm1vEHbKalpdHYsWPpkUceCWp//fv3F+KnwujRo+n555/3+LJu3TrPufQ+Jm/bSMV78803+922PrRqp0jtyNi/mROxazuZ7biVCNdt27Z5smIALL5IrCfTll7z53l5eWL+nIkeHDHKMIymII0ubmYAP9gy+Gq0H3rvT2v7WtmL1I4s/cVu4MK1cPESEdGlEEggKF3zlbhBIEgePCjkfSrpc4XggWjMMCNQ8TnFT2HXR4rMQKk98RkIpBBhIGD6SrOmpMR1FxYKQdQZH+/ZZ1zz5tiC3MU+zldaKjkToieoyPKdstIYrIdtq4/BsIvFADGZmVT47rsBt489qTHFV9dEjiLy2pmcXBPtU1Ymvrfp8fF0b+czaOipbWjm5s30/t7QU80hvdPcDz+kN2NjadQprenGjAyKr/1OK4gpiLIyMUaoFzhgrEQab6MWOMj6vTYasx23LP5aafzVw77Vx187kz5ggBBGIWqK7CIQSPOPUHV5hbiere96D9eVSrQoPquk0U0fcAXZGdkn4qPl744dOzTxIz8//4TX0vG/JMTjCHb7UaNG1RFG58+f7xFGIXQ+++yzYdsOBa1sRmrHbP3brti1ncx23PDXbD4z+sHCKMMwDMMwUqKO5AKIooQAKNLbqrfTWCBAel5htzbaK5SaT2qUzyl23GWlIaf2BDguUa+0sJCcKSl+U+LGpqeLz0E8hijqVtLoNkqsN8K2Qc8eoqYop+Bk7ArGh8whg+lYm1OJPvjA77bO+ARyVFVRUpezqHz3HvHdQ0pb75rALRo0oFl/+QsNb9uWHt20ib7PPxyyX0crK2nm9m20IC6O/tW0GV3eogXFIlrL6/uPMVEsoHC5xPcfYyaEXhwTwzAMIx9JnTpRxlVXUeGyZSLqE0AcVYRPR3IyORMTiJwxRO4qcruOe2qKAgiiyudgB/bcYWYpYKyLr9qgHTt2DNkOsoJ5c/7555NeDBgwQESkKul6cf/uu+9Sw4YNRZQq3mcYhmGYSGFhlGEYTfnmm29EDYqePXtSTJhiglFUVVXR119/LR5H01+j/dB7f1rb18pepHZk6S92ApGiiiiqpLUVoNZUPQIhBILjhw5RbpOTxKRRp9WrQxYIULMU9fsQWQm5EfbDQfkc7Ai7SclBfQ5RmxBCcewQORyJiR5BWB0poAaCMGVk0JZTW4vn555xJjUeNZLcxcU1NVk3bBDnD+Is/EB636SuXUVd01Drp2qFLN8pK43Beti20xgc37JlwG3SLr+cWlzaXwiie0aOEgsP/NUEPjMri976619p9f799NjPm2gnFjKEyP6KCpqwexe9XlxE93U+g86tXTQhIsuzs8V+sXBCGSMxbmBxRXK3roYveJDle200ZjtuWfy10virh307jb92JPOmYVRZUEBHP/tMiJz4LfFkRCktpSofda89GVJqI0VTLrxQ2LE7WEypCMNIHSx7NJBR/nbv3r3O8x49egiBMVQ/fv755xNeu/3224P2QxE4QznuoUOH0gsvvOB5Pnv2bMrMzBSvG3VOtbIZqR2z9W+7Ytd2Mttxw19c1zAMYGGUYRhN+eqrr0SqpXPPPVf6P834Mfzss8/E42j6a7Qfeu9Pa/ta2YvUjiz9xU41RZX0uR5R1OGgmIwMnyll1QJBZUkJ/VS7QrrDocMhCwSwjwgwTD4hElVJkRkq+BwQdmA3LS301J6LF4t94+Y+7vKbErfC4aAfmjQRNvoNv1nYwbFkXDlQ3GRDlu+UlcZgPWzzGFyX1It6exYTJPc4ryb1dXq6iNiEOOmIjz+hJjC+i32bNaMLmjShhTt30tNbt9CR2no2ofBzYSFdv+ZLuqhJU5p4+unUNi1NjIUQY7Ff4QMi5xMTxZhRvGIFNRozhoxElnYyGrMdtyz+Wmn81cM+j7/WBhPIjf51F8Xiem/ZMk9qXCW1bnVlBZG7msjpIEdsnHhPLISrBZGiEEXtUEM0GJSJbrOcDyP8VSIvkfZ2z549Yflx+PBh2rt37wlRp1gkoedx33nnnXWEUaTWxbF89913EdvWw1+97Zitf9sVu7aT2Y472DrDjPVhYZRhGE3p3LmzuPA2ww8ifOzSpYvnsV380Ht/WtvXyl6kdmTpL3ahqDadpUifWyuKxjZufILgoEYRCNwJCXTq77+L16qxQjklJSSBIKlLF3Jt2SJW5IsoS68UmcEgolhrI8MgXAq7XbuGnNoTgi58P/b1WnJSot+UuGk9zqMzs7PJmZZmiklLWb5TVhqD9bDNY7B2NYHjnE668ZRT6PLUVJqdm0uvH8qj42H8Mf/kwH76/OABuvaU1jS2QwdqCCE0JUXsV6TdLioSPmHcyBo2zNCocBnbyQjMdtyy+Gul8VcP+zz+Wh+cz+zhN1PyOX+honffo9L/QfRJoBiVAKrGERtDyX85R9QURfpc5k/M1jeN8nfs2LE0depUuv766+nNN98M2Y/Jkyef8NrcuXOD3j+EVbBu3bqg9qfQoUMHIcBu2bLF81qLFi3E6/Wh17gugx2z9W+7Ytd2Mttxyx7VyhiHo5plcoZhwuTQoUPUuHHjOq/l5eVRo9oUbwzDMOGAqCslRWX53r1i5TyiJ71TVPqj8sgRIRBgZX188+ZCOGwxd05QAkG09+/Tp6IiaVPiMoxVwDWMOjrBF6NHj65z7VOwaPGJ0e0BUn4rNYEPxsfTrIMH6O3du8P2OSU2lkbmtBO1TBMdDirftUvYj2t+sogkzxw6VMqIcYZhrInL5aKtW7eKx/Hx8eI+JyeH4mqzZzD+qczPp+KVH1Lpxg0iSwjq3qPEAxbZJXfpSmn9+1FsdrbPzyKVYVltthKFpKQk001YWwGIgd5zIkhjq6SkNppOnToJgXHmzJk0bty4oD+H77J3TdIHHniApkyZErSN2267zXNthfkj1AkNlieeeILuvvtuz/NQ/fdlA/A0OMPYm4qKCsrNzRWPy2uz+GDRRWKi70XoWsDz53LCwijDMGHDAzvD2BMIh0Kk27hRCHbKpA2EOURbqlNNhkPhsrepYMECcrtcIqUtBIb4Vq1CjtiMRCDImzVLRIIhYhURYMFErCpUHT1a85nq6prPpKZSyt/+anhKS4Zh9BdG8Vcqf85cTz1kEeVeWxO4PrBgAmOkkqL7t3btaPKbC2gtxqwwaZKYROM6daLLEhPJcfSoWDSBWqOJHTtS0ymPhG2XYRgmFFgYjR4sjMqDWgxUA3HSX8SjnkLt3/72N7H/fv360RtvvBFQoFR/RuG6667zGXVa3+cRbao+D82bN6dnn31WpPgNJ7IrnOlrRRSORNxlGMZasDDKKHAqXYZhGIZhgq77iRS3pWu/EdGUalBVAiImUtAWLlokau8hzWSwdT3VQHAFbqTBRWqWlJSQRFGA7fE52MCKe6SgRbRlsMJoqCkyFTEWggiEY4iiECYU4SPt0ktD8p9hGHMQbk1ghYzBg6n34EGUU1JCH69fT9N+2Eg7vCa2g+GAq4zGr19HL6em0t2NGlOvpCTxuieClWEYhmEYzUFE4urVq6m49vd206ZNVFL7H8YbRF9CHGzZsiWlpaWJ14IRKSMF9r/44gu68cYbRa3OU089lYYOHSrqePoSahHZeu2119apLRpMtOa7775Ljz/+OO3evfuEuqQArw0cONBzLjIyMgJG0UKMXbhwoRB0A4F0wQUFBaItCgsLTxBEFZBaeNasWaIMlNIOQ4YMoZtuuingPhiGYRjrwMIowzCa8tRTT1GDBg1EuhJllbCsYGUQLvBBNP012g+996e1fa3sRWpHlv4SrajQ4zt3UuXBg0IQdCA1ZHw8VZeWnjjpn5pKzsREISrihkn/jMGDQqrjgP0B2AZIRRkKFQ4HLenUkaqrO9LAD1aQs9ZOKAIBBF34DqEDUVfK50X9vsLCgCkylWgtADvhCMShYrY+Kou/VhqD9bDNY7A+NYEb9OwhFkwoY0P1cRf1btqUzq2spKX799EzeXmUX7uCORS2lpTQP0tK6K/5h+neBg2oY3bwKcC1QOZ20hOzHbcs/lpp/NXDPo+/DBMciCREBBBAdLKR9eN27NghxMbU2sWQQP3Ym6KiojriaajpZcMF+1i5ciW9+uqrNGPGDBHJiRuEWtTuPOWUU4So+PPPP9cRNSFIPvnkk0FFuqKO6Nq1a8Xx+zsHoD7R0pvbb7+dli9fLnwI1AfWrFkjfFf2HcgHtANAW3Tv3l23fhWpnWj2byZ47NpOZjtu+FvptcifsS8sjDIMoyn4QVR+FM2ALL4a7Yfe+9Pavlb2IrUjS38xOipUXTcPImg1HrvdREjNBaHU6SQhB5aVie3UaSIhLEJMRERVsBfJSM2r7AuEGi0qfFalDVPsoC5nKEDQhe9IkQmR05GY6EmRKSJRfawG906Rmdq3r7BjFGbro7L4a6UxWA/bPAYHB0ROpMzOGjYs5JrASEeOyPu4mBgakt2QBpyWQy/v30fztm0jVxXeCY0vi4roq09W07UHTqeZ+/dT06ZNyShkbye9MNtxy+KvlcZfPezz+MswcvP888+LWyRCgpEgKhI3RGouWLBARJJCDP3mm2/E+xBKUQ+1d+/eIgIzlNS/SE/rL0VtOAJKz549PdG4wYjUodhmGIZh7A3XGGUYRtMc6du2bROrEdORalLyi1EMf1ixCaLpr9F+6L0/re1rZS9SO7L0F73A8RUuXiKETAXU+ET6WHdpraAIgRGXDcqx14qiiBJ1JCeLlLP+oiYRURUMe8eMFWl5K/btE5GYSp3OoI+FiI7FxVHVsWOUsGcPxSQlUVyzZhTXvDk1n/VU5OclhBSZoUbLRoLZ+qgs/lppDNbDtp3G4HBqjGrF/kmTRSpyZSEKxtW4xo3pQFkZPbllM/13166aBShhgEwe48ePF5FeeGyH77XRmO24ZfHXSuOvHvbNOP5yjdHoYecao97TmmYYg9VEcww20g8996eHba1sRmpHlv7C+Meu7WS241YWaGDuGnCNUXvDEaMMw2gK/iyjVoQZwA+2DL4a7Yfe+9Pavlb2IrUjS3/R6+Iwf85cERkJqkpKaiIjXS5RU7N2o7ofcjiEIIioUfexYxQTE1MjgmZne+psKlGmeB3CItJMBpNSFpFUEEYhNiIKFeJoKMIoLsVTEL1eWEiIFRV2aoXaaKTINAqz9VFZ/LXSGKyHbR6DjSGpSxchjEIQFVGmR49SdXY2NUlKose7daeb27SlR3/eRF/n5YVs+9ixY/TQQw/RnDlzRCQHIkUwZuuB1dvJKscti79WGn/1sM/jL8MEh+wT8bL6a7Qfeu5PD9ta2YzUjiz9hfGPXdvJbMcNf83mM6Mf1l86xjAMwzCMXxARqYiiiFZClCjSxaJ2ppIu14Oy6ry6uiZisjbdrlJ/E2lvY7OyRJQnxFPxem3KWQiLwQoEYle1YqgQCEJMJSnqfiJ6FXbSauwghWWkKTJbzJ1DmUOHUmLHjiICNSY7S9zjOV7H+9jOaFGUYRhzg/S6WFiBGs1IyY0xVqm3DDpkZNDrPXvRKz16Uk4YizzA/v376ZZbbqGzzjqLPvroIw29ZxiG0TcSEhEd/m7YhmEYYxfW4nvn78YJChmGYRiZ4YhRhmE0Zd26dZSZmUlnn322btEIWlFVVUXff/+9eBxNf432Q+/9aW1fK3uR2pGlv+hRU1RJE+upJepwiOjKyqIiEX0JAVSkz42NFcKn+JMLobL2hr+8mNCHMOpMThYT+zEpKSLaFK9hch8Rn4i2RO0979p6vgSCwkWLPAIBRFrYgOAaDJga25KaQu5TT6WcP/4Q6W3hH+xGCnzPuHKguMmG2fqoLP5aaQzWwzaPwcYQk5FByT3Oo2NfrhHjDBaoIPLeER8vxlOA1c1/a9KEep10Ei3d9Tv9Z8sWynO5Qt4Xaon169eP+vbtSzNmzKAzzzxTs+OwejtZ5bhl8ddK468e9nn8ZZjQRDqA1MGyRwPJ4m8kfuCzlbULZOsjFv8dVTb1PG49bGtlM1I7svQXxj92bSezHTf8xXUNwwAWRhmG0ZTPPvtM1K/q2rWr9H+a8WOoRExE01+j/dB7f1rb18pepHZk6S9aU/TBB3+mz60VRUW0Z2WlEEVFCt3aC12IouK+ViStxj3+ECuRpU5nTW282toMmNzHxD6ETdTlRArakk8/CygqBiMQ+KOitJQ2nNFZPG537Ji4R3rbQIKs2TFbH5XFXyuNwXrY5jHYONIvu6xm3EtNFanMMZ6KCP7ycjF+KWNwjMNBQ05pTZc3b0Ev5v5Kc3O3Uak79D/4q1atoi5duojUukixe/LJJ0d8DHZoJysctyz+Wmn81cM+j78MEzzKRLdZaqrK4q/Rfui5Pz1sa2UzUjuy9BfGP3ZtJ7MdN0ezMwosjDIMoykoWI06o2b4QYSPnTvXiCfR9NdoP/Ten9b2tbIXqR1Z+ouWQGwsXftNzePalI0QJSE+VuzbJ557Utj6mARTR49iO9QcVeri4T3cnCkp5C4pIXdxiajLWbZhQ1DRlsEKBGrgg6hvWlxMLffsEbVFYyGkVleLmp9Wx2x9VBZ/rTQG62Gbx2DjQArujMGDRRS/qNmsSlOO8RrjqTMpqWbsraqiuLIyGpmYRFe2b0/PHjhA/z2SLyLmQwFj+CuvvEJvvfUWjRs3jiZMmECpIdR0tmM7WeG4ZfHXSuOvHvZ5/GWY4DFb35TFX6P90HN/eo3rMtiRpb8w/rFrO9n1uBnz46hmmZxhmDA5dOgQNUZkmYq8vDxqVDuZxzCM3BQue5sKFiwgt8tFFX/8IaJF41u1EpPu5Xv2CBFSpNF1u4XI6KkvqkJcRpSXi8eI6BQRp9nZQmBVIlEhaGIyP65ZM1GPs/msp4Lyr2DR4hPT/IodOU4QCNxlZTU1RWsva5AKWBEWIDRkDhmszUljGMay4BrmhRde8LvN6NGjT7j20RKMqflz5nrqPoto/qIiEXlfH0g5jgUj291ueuznTfTFwYNh7x/H9sgjj9A///lPkQKPYRgmFFwuF23dulU8jsd1IRHl5ORQHK4jwwQp+oJJ2Wn3iVmcp7KysjqvJSUl2f68MPrA30uGYcxKRUUF5ebmiseoU64E+STWZj7TA54/lxP+hWIYhmEYm1K2caO4R0QngNjoicSsTZ8bCJFWt/YPrxJd6i4t/fP9WnvVtfbcZX++F4iMwYMotW9f8RgiJ1L8QgCA+OmuFVwr9u8X9+IYqqvF+9hOEUXxedhhGIYxAxhTs0eOEAs6AKLm45s3p7jmJ4sFH2JBSEKCuMdzvI73sV279HR6e9bT9PHHH4ddNxR/0EeNGkVnnHEGLV++nFNNMQzDMAzDMAzDMJaDlwEzDMMwjE1R0ueKqFAIo0lJf74ZyupebAvhs3YC3ZN+V/UYaXZr9pEcskAQk5kpIkcx8Y8b6pUiNS/8huAK24hodaalkjPhz1V+EBYgigrxlmEYxiRgzEKUe3K3rlS8YgUd+3qtqNGMdOQ+t4+NFXWUkTIc6XixnGT9+vU0f/58uv/+++kPZAQIEUR8XX755XThhRfSzJkzRV1BhmEYhmEYhmEYhrECLIwyDKMpzz77LKWkpNDYsWM96ZNkBSkTZs2aJR5H01+j/dB7f1rb18pepHZk6S9a4naV1YnmVNftFClqxYMaUVERIH3iLTyqok2R4lZsUptCDRFOegsE8T3Oo/llZeTYvYvGVlRYoq2s2Edl8ddKY7AetnkMjh4QORuNGUNZw4ZRyaefiRrNSCmOyHssMsF4mtS1K6X2vlCk0lUTExNDw4YNo0GDBtF//vMfeuyxx+go0o2HyGeffUbdunWjG2+8kaZOnUotW7b0u70d28mMxy2Lv1Yaf/Wwz+MvwwQHshsoaV2RvlX2RZGy+Gu0H3ruTw/bWtmM1I4s/YXxj13byWzHrfaXYVgYZRhGU1DXxEx1JEpVKT/t5Ife+9Pavlb2IrUjS3/RCmdiEiGeE4JntVekpzM5WYiaSg1Pwq2+enPeqRZVqXVF3U+8lJYq7jGJr7dAUJWURGXTppEdMVsflcVfK43BetjmMTi6QPTMuHKguIVKcnKyiBq95ZZb6OGHH6a5c+dSlWqsD5Y33niDFi9eTP/617/onnvuoXQvIVaNXdvJbMcti79WGn/1sM/jL8MEh9lSv8vir9F+6Lk/PWxrZTNSO7L0F8Y/dm0nux43Y34c1dx7GYbRsHj05s2bqWHDhqKAtBlWCuEYQDT9NdoPvfentX2t7EVqR5b+oiX7J00m15YtVHnokBAZnampFFf7nYaoWb5rlxA9RapdRIFiBaAqqlTB835MjIjYREreuGbNqPLIEaoqKBD18FADD++1mDvnhMgmrbFiW1nxuGXx10pjsB627TQGY/XwkSNH/G6TlZUlVkOblV9++YUmTpxI7733Xtg2cJ330EMP0YgRIyiuNhuAbN9rozHbccvir5XGXz3sm3H8dblcIhU3UCJLc3JyThgrQsHtdgeM7sC4bKbFuXqA84RFymqSkpJscV7QR5WpTfRPM4zBMvgbiR/qz9aHt009j1sP21rZjNSOLP2F8Y9d28lsxw1fKyoqaNu2bZ6sGKBDhw6UmOg7K5le8+d5eXniuoqJHiyMMgwTNjywM4y5KVz2NhUsWEBul4sqUIPO4aD4Vq084mdFXh65S0qE6KnUIRUpcVUTLOIyovZi0oEJMIeDYrOzhYhamZcnhNXYxo1FbdCUv/1VRH0yDMMw0eXzzz+nu+++W9QiDReIHdOnT6cBAwb4nASpKiysifDfuFHUtEb6dmQqwOKYpC5dKPWi3rovlGEYxlhYGI0edhZGGYZhGCZYIIzm5uaKxyyM2hu+QiKiH374gV588UUaPXo0XXLJJXT22WdTdna2uID//fffA35+48aN4jP33XdfUNszDMMwjAwg7ayI8ExMFFGdEDExea3gmbDGhEqtWAqBVJ1yV6TYVbapnRh3V1Z6RFGkuIUoCtIuvdS4g2MYhmHq5YILLqD//e9/NH/+/IB1Q+sDEwpXXnkl/e1vfxO2FI5v3055s2bRnpGjxOIbZCbA4puq/CPiHs/x+p4RI8V22J5hGIZhGIZhGIZhjMK8eaAiBALmnDlzRJ2dwsLCE95HBAxe9/WeNxkZGeL22GOPiVXTgwYNEvetWrXSyXuGkZcff/yRMjMz6ayzzqIYHyk3ZQI1trAwAkTTX6P90Ht/WtvXyl6kdmTpL1oSk5FByT3Oo2NfrhEiKMRMRPgg8jMmJYWcCQkUk5VFVUeOCAG1WhFCKyupGiv3IYQqiSccjprXIIzWiqsQRWNrV8BlDB4s6oQagRXbyorHLYu/VhqD9bDNY7B1QRTRDTfcQFdddRU9/fTT9Oijj1JxcXHIdtasWUPnnHMOXXfddXT3eefRoZ9+Eq+3xW+CyyUyD4hFNW63qGmNzANI3Y5FOfj9wQ2/ERmDB0mffssq/VMWf600/uphn8dfhgkOzN8hYlb5bZP9t0QWf432Q8/96WFbK5uR2pGlvzD+sWs7me241f4yjC2FUUSGQhAF3pmEw/kCt27dmlatWkVFRUViQmHGjBm0ZMkSsY9//vOfmvnNMGbg448/pgYNGlDnzp2l/9OMP/nLly8Xj6Ppr9F+6L0/re1rZS9SO7L0F61Jv+yyGmE0NZWqXS5RaxQCaXV5uRBLYzMzhRCK1yGOIjJUCKC4mFT/hiqRo3FxIvoUn1UiRVP79hUT3kZh1bay2nHL4q+VxmA9bPMYbH2QahF1R/G/5ZFHHqEXXnghYNpKXyxcuJCWLlpEZ597Lp1//vnUfPMWiiktrbON+NUoK6v5TVH9VhQuXixqUmePHCH9hIoV+qcs/lpp/NXDPo+/DBNaPwVmSR0si79G+6Hn/vSwrZXNSO3I0l8Y/9i1ncx23CyMMrYURrHK8aKLLhJRoOrCwKEUD/dHenq6iBRFSt0JEybQrbfeKur2PP/885r4zzBmoG3btpSWlmaKH0T42K5dO89ju/ih9/60tq+VvUjtyNJftAZRnIjUwaS0Et2JCWtMUCN61InIUdQnqqoSr3sEUSVaFPe1N2dyMsWe1JicCX/WZohGFJBV28pqxy2Lv1Yag/WwzWOwfWjYsKGIHL3jjjvonnvuobfffjtkGxVuN61du5Z+RO3Sho3o+uxsSsR1YVKSqF+NVOzusjJyHz1K1ceP1yzEcbnE70/JqlUUk5lJmUMGk9kwW/+UxV8rjb962Ofxl2GCx2x9UxZ/jfZDz/3pNa7LYEeW/sL4x67tZNfjZsyPozoSJdBEfPLJJ3TxxRcL4VOZnPU+9K5du1JWVpZIi4v7efPmCWET6WLCARGjo0aNEjcWRxkrwsWjGcYa4Pcwf85cMSkNqkpKRK1RTFp7bVhTXxQ3pElBxEDtRbCoJdqwofiNRWRpg549RE1Ro9LnMgzDMNry1Vdf0bhx4+rUDw2Vlg0a0ITTT6f+zU6uuyAVi22KisQCHKUetbI4p9n0x/i3g2FMisvloq1bt4rH8fHx4j4nJ4fi4uIiiuwIFMUeGxtr+4lZnKeysrITMgLY/bwwDMMwjJqKigrKzc0Vj8vLy8V9hw4dKDHxzwX+WsPz53Jii4jRjRs3Ut++fcVj/CFXBNE+ffqIeqC4Rzpcb5R0u+EyYsQIIbAOHjyYunXrxml1GYZhGCnBbyPSFyJSB5GjSGuIm/u4i9zFPmrDNWggUu26S0vF5DaiRONbn0qx6emU1LUrpfa+UKRHZBiGYcxLr1696Ntvv6XFixeLCNLff/89ZBu7jx2jO777jrpmZdF9nc+grtnZ4nUsrInNyhI1rUV9a6TWTUwUvz3FK1ZQozFjdDgihmEYhmEYhmEYhrGJMArxUwGiKNLc3nvvvSL1rd5cc801NH78eCGSQoBt1aqV7vtkGIZhmHDEUaQvTO7WVUxKH/t6LTkpkZyNfK+ac6SlcVQowzCMDX4bhgwZQgMHDqTnnnuOpkyZIsqShMqGI0fomi8+p0tPPpnGdzqdWqWkiNdjUlLEQhuRvr2oSAij+P3JGjaMF9gwDMMwDMMwDMMwumD5VLozZsygiRMnelLlIqVusIIoUo5s2LAh7FS6atq0aUOnnXYaffjhhxHbYhhZ8JUKABNmKSkpdPvtt0eUMsmo9AmY5APR9NdoP/Ten9b2tbIXqR1Z+otRYIK65NPPqGzDBhHJ4y4rJWdSskh3KHtUqN3ayqzHLYu/VhqD9bDNYzCj5siRIzR16lR69tlnRZuEQ5zDQUPbtKE72rWnzIQEkXmgfNcukVI3rvnJok515tChlHHlQDILZuufsvhrpfFXD/tmHH85lW70sHMqXUxrKn0EfUGdul1GZPHXaD/03J8etrWyGakdWfoL4x+7tpPZjhv+4lrlt99+E885la69sXzE6LRp08SXEpGbixYtipof06dPF6uti4uLKS0tLWp+MIzeoI9XVVWdUMNXRuBjUVGR57Fd/NB7f1rb18pepHZk6S9GAdETk9Jmmpi2a1uZ9bhl8ddKY7AetnkMZtSgTMiTTz4pxBFk4FmyZEnINiqqq+mV7dvpv7t20R3t29ONp7YhZ0oKuUtKRPp2ZCrAohwz/f6YrX/K4q+Vxl897PP4yzDBY7a+KYu/Rvuh5/70GtdlsCNLf2H8Y9d2sutxM+bH0hGjiA5FbVFEa27bti3kz2sZMarYQwTruHHjNLHHMNHG14qXH3/8kbKzs6lp06bSr07Fqtr9+/eLx9H012g/9N6f1va1shepHVn6CxMYu7aV2Y5bFn+tNAbrYZvHYMYf7w4aTFM+/ZTWH8kP20bz5GQa16YNXeJwUkxyMsU1a0ZxzZtT81lPkVkwW/+UxV8rjb962Dfj+MsRo9HD7hGjytQmAiPMELEkg79G+6Hn/vSwrZXNSO3I0l8Y/9i1ncx23PAVmTAUnYgjRu2NpYXRUaNG0bx582j9+vVhiZtaC6MXX3yxGCA++ugjTewxTLThgZ1hGIZhGMa+7B4xgioP59PyTZvoid27aHft5EI4nJGcTBNataIeHTpSTHYWtZw7V1NfGYbRHxZGo4edhVGGYRiGCRYIo7m5ueIxC6P2xtKpdJEvGnVFtRI2I+XUU08VIi3DMAzDMAzDMHJx7Ngx+v777/1uc/bZZ1ODBg0M80l2nIlJYuFnv4YN6YKkJFpSfpye3bmTCsMQSH8qLaWhW7fSxYVFdH+fPtRSF48ZhmEYhomUYGNsZI8eYxiGYeyL5YXRQYMGkSxkZGR4ivsyjFXZvHmzqD91+umnS786Fatqf/75Z/E4mv4a7Yfe+9Pavlb2IrUjS39hAmPXtjLbccvir5XGYD1s22kMhjD6xRdf+N2mY8eOLIx61aOu+OMPcsTFUbzTSTc0Pom6dz+b3vzpR3p782aqcLtDtvnx/n306YL5NCo9jSZPnmyKldSyjGdm89dK468e9u00/jJMpCId+ilA/5RdjJPF30j8wGeDieRW29TzuPWwrZXNSO3I0l8Y/9i1ncx23Gp/Gcbywijqi8pCYWGhuDGMlVmxYoWYMGzfvr0nfZKs4EL+7bffFo+j6a/Rfui9P63ta2UvUjuy9BcmMHZtK7Mdtyz+WmkM1sM2j8GMP5K6dCHXli3kTE2lquJiqiwtpR9Oa0sdT2tLI09uTk/9/DO9v3dPyHYr3W569tln6fXXX6f77ruPxowZI1JCyorZ+qcs/lpp/NXDPo+/DBM8VVVV4t4swr0s/hrth57708O2VjYjtSNLf2H8Y9d2MttxszDK2EIYBYhck4V169aJdLoMY2VatWpFaWlp0q8SAvBR+U5G01+j/dB7f1rb18pepHZk6S9MYOzaVmY7bln8tdIYrIdtHoMZf6T2vpAKFy0iZ2IiORISULSHmhwpIEdcLLVo0IBm/eUvNLxtW5r28yb63+HDIdsvLi6me+65h5577jl69NFH6frrr5dy0sVs/VMWf600/uphn8dfhgkeGX8bzOCv0X7ouT89bGtlM1I7svQXxj92bSe7HjdjfhzVwSaGNyFt27YVqXSnTZsW9hd7w4YNmtUohb2+ffvSRx99pIk9hok2XDyaYRiGYRirgGuYF154we82o0ePPuHax+7kzZpFx75cQ1UlJVSZlwflhGIbN6aYlBTPNvjLuXr/fnrs50208+jRsPfVtWtXmjlzJl144YUaec8wjJa4XC7aunWreKxElubk5FBcXFxEkR3BpOy0+8QszlNZWVmd1xBpb/fzwugDfy8ZhjErFRUVlJubKx6Xl5eL+w4dOlBiYqJu++T5czmx9C8UVjWuXr2aZGDGjBmeP/MMwzAMwzAMwzBWIP2yy8R9TGoqxaSlQQUVAmnlkSNUXZtaC1FmfZs1ow/79KWHzjyLssJMxYlFq71796YrrrjCI74wDMMwDMMwDMMwTChYWhjt0qWL+PP8448/RtsVEbWKCYEhQ4ZE2xWGYRiGYRiGYRhNSGjbljIGDxaPYxs18oijVQUFVL5rF1Xk5YloUndpKTmPHaPrUlPpw3btaUTjxpQQZlrO999/nzp37iwieA8ePKjxETEMwzAMwzAMwzBWxtLC6KhRo0TapokTJ0bVD/xhLywsFBGsWqXlZRhZefnll+n5558XqQlkBz7C12j7a7Qfeu9Pa/ta2YvUjiz9hQmMXdvKbMcti79WGoP1sM1jMBMMGYMHUWrfvlTpcNAHPXvQh5dcTFVJSUIgddem2K3Yv1/c43mq00n/PqU1rep1Pl3VsmVY+6yqqqLZs2eL8ilTp06l0tJSihZm65+y+Gul8VcP+zz+MkxwYN4PfRM3M1QLk8Vfo/3Qc3962NbKZqR2ZOkvjH/s2k5mO274GCgNOGMfYsnCtG7dWkSNrlq1iu677z569NFHDffhxRdfpDlz5oho0ZEjRxq+f4Yxmvz8fFFbxiw/iMjzrjy2ix96709r+1rZi9SOLP2FCYxd28psxy2Lv1Yag/WwzWMwEwz4r5M9cgS509OpKPdX8VrcySdTjKuM3MUlVI3JErebHE4nOeLiyJmWSs6ERGpORDMbNaI7R4+mRz7+mD777LOQ93306FGaNGmSEEkhkN54440UExNDRmK2/imLv1Yaf/Wwz+MvwwSP2fqmLP4a7Yee+9NrXJfBjiz9hfGPXdvJrsfNmB9HtcV779KlS2nw4MHiz/rjjz9O48aNC/qzKBKOVLzhRnnOnDnTE62KaNFt27aFZYdhZMVX8eh169ZRdnY2tWzZUnyHZMbtdtPu3bvF42j6a7Qfeu9Pa/ta2YvUjiz9hQmMXdvKbMcti79WGoP1sG2nMTgvL49eeOGFgJlgvK99mLrttP2bb6j0228p7X/fk8PPimxHbCw16NmD0i69VKTjxd/SFStW0IQJE2jLli1h+3DmmWeK/2F9+vQhu41nZvPXSuOvHvbNOP5igaxS/ze+tpZwTk4OxcXFheW7sv9A0R2xsbHSf+/0BueprKyszmtJSUm2OC/4/VCmNjH3h5vMyOJvJH6oP1sf3jb1PG49bGtlM1I7svQXxj92bSezHTd8LS8vp+3bt4vneAw6dOhAiYmJhs6f479no0aNdNsnExjLC6Ng0KBB9N///ld8Ofv27UtLliyh1NRU3YTR4uJisc/Vq1eLLxz2i6jV3r17R3AUDCMfPLAzDMMwDGMVWBjVlqqiIir59DMq27CBqoqLyV1WSs6kZFGDNKlrV0rtfSHFpKef8DkIICjNMHny5Ijqh/br149mzJhBp59+eoRHwjBMsLAwGj3sLIwyDMMwTLAg7W9ubq54zMKovbHFFRLS2abX/un++OOPKSMjQ6TWhYCpJb///ruYLMnMzKwjio4YMYJFUYZhGIZhGIZhbANEz4wrB1LTKY9Q81lPUcu5c8U9nuN1X6KoInDg/xOy7SBFLib2w+HDDz8U0aO33nor7d+/P8KjYRiGYRiGYRiGYayCLYRRiKKffPKJR6jE/fTp04WAefbZZ4tUSz/88ENYtvE5CK+XXHIJtWnThubOnVsnhPyaa64JuPKcYawEJrF++eUXsWJVduAjfI22v0b7off+tLavlb1I7cjSX5jA2LWtzHbcsvhrpTFYD9s8BjPRaidk+HnkkUfEteXw4cPDSs0FH/BfrW3btvTwww+LeqR6YLb+KYu/Vhp/9bDP4y/DBAfm4NA3cTNDUjxZ/DXaDz33p4dtrWxGakeW/sL4x67tZLbjVvxlGNsIo6Br166i9qFaHMVt/fr1og5ot27dKCYmRtRGhFg6ZMgQ8blp06bRvffeK26IBsXrEEFPO+00sT0+N3LkSE+EqNo+6tosWrQo2ofOMIbyzjvviH4fKN2RDMBH+Bptf432Q+/9aW1fK3uR2pGlvzCBsWtbme24ZfHXSmOwHrZ5DGai3U4nn3wyvfTSS7Rx40a6+OKLw7JRWlpKDz30kPgPB6G0qqrqhG2qCgupcNnbtH/SZNo7ZiztHjFC3OM5XkdqYKv0T1n8tdL4q4d9Hn8ZJnjQN83UP2Xx12g/9NyfHra1shmpHVn6C+Mfu7aT2Y6bhVFGIZZshCKOov7nzp07PauO1SsaCgoKhFiK2qJg6dKlPm35WgWhtoeI1PHjx+t0JAwjL5i8wgp/2QtuA/jYokULz2O7+KH3/rS2r5W9SO3I0l+YwNi1rcx23LL4a6UxWA/bPAYzsrQT0uJ+9NFH4ob/WZs2bQrZxoEDB0Rq3VmzZtHjjz8u6pCW79hBRR98QKVrv6Fqr0kdyKcVf/xBri1bqHDRIkrucR6lX3YZJbRta+r+KYu/Vhp/9bDP4y/DBI/Z+qYs/hrth57702tcl8GOLP2F8Y9d28mux82YH0e1GeKcdQBRnvPmzfP5BQ7mlPj60uNzqF+KtL1dunTR0FuGkRMuHs0wDMMwjFXANUygEhjIION97cMYDyI+X3vtNXrggQciqh/6t86daXyjxtQxI0M8d7tc5C4poeqKCqp2u8nhdJIjLo6cqankTEz0fC5j8GDKGDyIJ4IYxguXy0Vbt24Vj+Pj48V9Tk4OxcXFRRTZESgSBbWJnU7bJESr9zyVlZXVeQ01mu1+XhiGYZjo8fXXX9Nzzz1Ha9asob1794rXmjdvTueff77IyjlgwADDfaqoqKDc3FzxuLy8XNx36NCBElXX+lrD8+dyYtsrpDlz5ojI0KuvvtqTAlcBf3AD3RSUz7Zu3VrYPHLkCIuiDMMwDMMwDMMwOoGSJqg7ivqjqB3aoEGDsOx8sWkTXf7pJ3T3t9/Q7t92iOjQquJicpeVUfXx4+Iez/F6+d69VFVSIj5XuHgx5c+Za4paSgzDMAzDMAxjNJMmTaJevXqJ7Jx33XWXKL02c+ZMatmyJS1cuJAGDhwoMlJAPGWYaGBbYRRAwFyyZAnt2LFDpGOCuKkIncHc0tPT6ZprrhE2tm/fLtIyMQzDMAzDMAzDMPoDQXTy5MlCIB0xYkRYkVGQNpft20f9fvyRZh3YT6VJSRTbuDHFNW0q7hEtSg6HEEor8/Ko8tAh8bmSVauocPESHY6KYRiGYRiGYcxLz5496dVXX6UtW7bQypUrady4cSI6FPcQQpH1BSCKFOIptmUYo7FVjdH6gCCKmqC4FRUV0erVq+n777+nwsJCEQGKe3DqqaeKVLlt2rSh7t27c2Qow/jgjTfeEDVGb7rppohSJhmVPkH58Y2mv0b7off+tLavlb1I7cjSX5jA2LWtzHbcsvhrpTFYD9s8BjNmaKemTZuK7D1jxoyhCRMm0IoVK0K24aquptkHD9KSwkK6q0NHGnLKKRTrdFJMaipVZ2dTVVERVRUWighSENuokYgcTe7WlZytWpmqf8ryfbLS+KuHfR5/GSY4ELigpFtGWmXZ05zL4q/Rfui5Pz1sa2UzUjuy9BfGP3ZtJ1/HjUjR3bt308aNG6lhw4Y+PzdlyhRxP3XqVHF/880302mnnSYEVaP8ZRgWRr1AFCjS6+LGMEzoHDhwgEpQm8kEqcXg4759+zyP7eKH3vvT2r5W9iK1I0t/YQJj17Yy23HL4q+VxmA9bPMYzJipnTp16kQffPABffLJJ3T33XfTDz/8ELKN/OPHadIPG+nVHdvpntM7U+8mTcgRE0OxWVnkiI8XUaMQRx2JiUI0LV6xgtJHjTJV/4x2O0XLD74G5vGXsS5m65uy+Gu0H3ruT69xXQY7svQXxj92bSf1caPOOMTOV155pV5RVC2Ozpo1S8whA2R/2bx5s+7+MoyCo9qu31qGYXQpHv3NN99QVlYWtW3bNqx0ZkbidrtFGmwQTX+N9kPv/WltXyt7kdqRpb8wgbFrW5ntuGXx10pjsB627TQG5+Xl0QsvvOB3m9GjR59w7cPI971WfJk/fz7dd9999Mcff4Rt59yGjejezp2pc2ameF555AhVFRSQIyGB4po0IXdpKSV27Uq7Kyupuvw4tXA4KS49nZK6dKHUi3pTTHo6yYYs7WSl8VcP+2Ycf10ul5gUBfHx8eI+JycnoihT7D9QdAeiVGS/7tEbnKeysrI6ryUlJdnivCjlrgCilWSP1JLFX6P90HN/etjWymakdmTpL4y87YQoy7Vr14o52kBipN7Hffvtt4vr7++++446dOgQ8PO33XZbnf9fX331la5Ro/C1vLzcc12DxwC+JiYmGjp/jv+ejRo10m2fTGBYGGUYJmx4YGcYhmEYxiqwMGpNSktL6amnnqLHHnvMsyI9HAa2aEnjOnWiZgkJdHznTqLKSnLExor6o7HZ2RSTkXHCZ/B+co/zKP2yyyihbdsIj4Rh5IeF0ehhZ2GUYRjGrqBeJ2p0gmgIo76yt6CuKOjRo4fwL1j/AWqPKml29QIlAnJzc8VjFkbtDafSZRiGYRiGYRiGYSxJcnKyiBq95ZZbaMKll9H8DeupKoy1we/s2U0r/thLw05uTrc0aECpWHVeVSXS7Fbm54vI0Wq3mxxOJzni4siZmkrOxEQ69uUaccsYPJgyBg/iSA+GYRgmKJ544gkqLCykHTt2UEFBARUXF4vne/bsEe/jOcMw9ua5557ziJDRFkWBMj4BRLFC+PQXAdquXbs6z9etW6erfwyjhoVRg8Dq8t9++40mTpxIvXv3jrY7DKMbO3fuFBforVu3ln51KlbVwl8Qib9VhYVU8ulnVLZxI1UVFZHbVUbOxCSROi2YNGpa+REseu9Pa/ta2YvUjtHtxISPXdvKbMcti79WGoP1sM1jMGOVdsIq7ak9etDQrEyatm4dfVpQELKNcreb5u3ZTUtjYui2hg1pcEYmxVVVkdvppAO1K74bHzpEzrKymjqkCQniGhC1SAsXLxYpeLNHjoi6OCpLO1lp/NXDPo+/DGPNVKPB+IvIa9TKro/U1FRD/NAykptT6XIqXSsTrXZavny5uL/11ltJhuNu0aKFJ2IUoNSaP7zFXL0XfMBXjF8MA/iK1iAWLVpEq1evFuIow1iZpUuXinzygS6SZQA+wtdw/T2+fTvlzZpFe0aOooIFC8i1ZQtV/PEHVeUfEfd4jtf3jBgptsP2evgRKnrvT2v7WtmL1I7R7cSEj13bymzHLYu/VhqD9bDNYzBjpXbC4rU2qWn0/Gk59FqbNnR6WlpYdgqqquj/Dh6kK37bQatLSqgqNpa+6NVT3JxNmohoUaTYrT5+nCrz8qjy0CHxuZJVq6hw8RKKNrK0k5XGXz3s8/jLMMGDvmmm/hnIX6R1fOWVV2jmzJki0EILITQcP8y0Pz1sa2UzUjtm699W5vDhw0L8u/7666PeTu+++66nTMRNN91E0UJ93HPnzqXmzZuLMQtpcQPVGVXS7yu0atWK9IaFUUaBI0YNBmkvGMbKID86fgDNsIoNPp500kmex6GsMMKkFlb+K7hdLnKXlFB1RUXIadTC9SNc9N6f1va1shepHaPbiQkfu7aV2Y5bFn+tNAbrYZvHYMZK7YSMHlXwzemkv6Sk0n9bn0origppxs+baV9Zacj2dlVU0Jg/9lLX4iK6YMcOatWsGcWkpFBsgwZUnZ0tMokgswiiR0Fso0bi+jG5W9eo1hyVpZ2sNP7qYZ/HX4YJHrP1zWD8VQsdd955J3Xs2DEqfphlf3qN6zLYMVv/tipIC3vttdfS3r17adeuXVFvp9mzZ4v7fv36UTRRHzfS5qrT6Qbiu+++q/O8W7dumvrGMP5wVCvxzoxuFBUVUWZmphgoJkyYQNOmTYu2SwyjCXYsHo0hM3/OXLHiH1QhSqCoSEQE1Ic6jRpI7dtXijRqDMMwDMPUvYZ54YUX/G6DqA3vax/GPOyfNFlk9EAEJ8RKLGCLa9yYjldV0as7ttPzv/5KJRUVYdv/e/PmNL7T6dSiQQPPa1VHj4qoUaquptjGjcX1YMrf/kqNxozR6KgYRh5cLpcn+iM+Pl7c5+TkUFxcXNg2w0nZaUdwnsrKyuq8lpSUZPvzYiUQpQZBBmAxejRrjPL3krET+F2bMmUKLVy40PMaanpCKI0mypziO++8QwMGDCAzAiEVtUjV88x610qtqKig3Nxc8bi8vFzcI7I1MTFRt33acf7cDPAvlAEsVkWVccQow5gbRIoqoigm1TDRJURRh0NMrmHCK65pU3Evexo1hmEYhmEYO4Ha70Bco2Fi9+hRqq6qooSYGBqZ044+u/gSuqlNG4oNc/Ha8r17qe+qj+nRTT9RUe1ECyJIYzIyxGMspgPHvl7recwwDMNYE6TaxKS/VqSFmf6dYZjQhVCkqZ00aZJYkIBobbUoKgOvvvqqZ5GEWUVRCMtqURSpd/UWRRlGDQujOoBVW7j9/vvvdO+999KoUaM8qziOHDkSbfcYhgkT1AhV0ucqkQYQPmMyMym+VSsRcYAoAGdysrjHc7yO97EdtlfEUdipr+YowzAMwzAMoz2pvS8kByJYEhNFRg9EcaoFyqyEBJp85ln0Ud++dEmzZmHto9ztphe3baMLPvqQXt6+TTxH5hBlsZz7uIuqKyup5NPPNDwyhmEYRjZ8pdqMhIzaRTYMw+gDFjJg/h5C6MCBA2nq1KkiShupapE1RibmzZsn7v/+97+TWUFWTXUELqJyGcaWNUaRXsGqaSXV2Yp/++23qPrCMHqDVVRYyXjDDTdElDLJCJA+YcGCBeJxMP4WffDBn+lza0VRkRItJaXezzhiYig2K4sc8fEiahSfcyQmCuG0eMUKkUYtVD8iRe/9aW1fK3uR2jG6nZjwsWtbme24ZfHXSmOwHrZ5DGas1E6I3EzucZ6o+w6xUlybFRaK6zT19VzrlFR64dzz6PvDh+nRDevpx6NHQ95XUUUFTf3pJ3pjxw4af/rp1Ad1R48eJXdxCTkbJVLZhg2UceVAsnM7WWn81cM+j78ME/ycm5LWFelbZZlbRMY4X2KmLP4a7Yee+9PDtlY2I7UjS3+xA7179xbzmSiH16ZNGyGIKlHfiCD1V3LDyHY6fPiwJ9Ly9ttvp2gS7nE/8cQTnmOAEG1UWmK1vwwjjTB66qmnWlY0VAYFfPk4lS5jdbCaqgEmfkxQvhg+Kqs4A/mLSbPStd/UPK6NLMDkmj9RVA22qy4vp6qCAvF5CKNIo5Y1bBhVJyUF7YfRxy2Dfa3sRWpH7/PGaIdd28psxy2Lv0b7oef+9LDNYzBjtXZKv+yyGmE0NZWqXa6ajB4ojVBeLsRSLGpTOLthQ3qrfQdaeSiPnty3j/aGUX9017FjdMd331GX9HQa36gxdUtKEq+LRXY2bycrjb962Ofxl2GCR8a+uWfPnnqjPGXx12g/9NyfXuO6DHZk6S9WJ9KIRaPaadasWeK+efPmmqbrNuq4kar47rvv9oiimzdv1skzhjGJMIqLBTuseuFUuozVufzyyykrK0usFJId+HjNNdd4HvsD6c6Q9sztcnlqioq0aCGA7SGwKmnUnJQo7KYNuCJoP4w+bhnsa2UvUjt6nzdGO+zaVmY7bln8NdoPPfenh207jcFYIa7sw982jPzfa38ktG1LGYMHi7IGsY0aeURKsXitsJCcKSnkTEoSAinqj+K6rV9SMvU+pTW9WVhIs/MPU7HbHfJ+NxYV0fVFRXRJfj5NTEujNmWlZPd2stL4q4d9O42//sA8UaD92mEuifGPbL85iOgqKSmR3t9w/Qj3e6nnces1rstgR5b+wsjRTsuWLRP3N910E5ntuDE2nnPOOZ70uUZFinpnLWUY4KiWZNnJ4MGDaenSpXWiK/VC7334s4/3qqqqdNkvwxjNoUOHqHHjxnVey8vLo0a1k0xWYv+kyeTassVTW9RZW0M0VCry8shdUkIxaWliMi6xY0dqOuURXXxmGIZhGIZhTgT/0/LnzKWSVav+LJNQVFSz+M172/JyUYtUAfl/5uYfpgWHD1NFmP8n4xwO+seZZ9L01aspOzs7giNhGLlwuVwiEgTEx8eL+5ycHE6/awBut5vKysrqvJaUlMQTwFFi0qRJoj6hlhP/iAxTUk+mojRPFDMPMIzdQCpd1B1ViJaoh99YRFmCLVu2UIcOHcgsQBTt0qWLyDR43XXX0ZtvvhkVP1AiIDc3Vzwux3U+kTiPiYmJuu3TTvPnZkKaJSeIMFP/Ue3Tpw9NnDhRvK5lgfGRI0fS6tWrhc0RI0bQ2WefrVkk6I4dO4TtDRs2CAEU/nfv3l0T+wzDRBclfW51bQo1RBKEAz4HYVSxE800agzDMAzDMHYE/9WyR46gmMxMETmKtLq4IaMHaoDiOq3a7SaH00kiNrS6WkSPUlUVZTiddN/pnWlYXBzN3LyZPvhjb8j7h6D60g8/0NI2beiBBx6gO+64Q9fJGIZhGMZYXn311Wi7wDCMBXnmmWfEPcRRM4mi4G9/+5sQRXHtG2naYoaxlDCKosYKgwYNokWLFmm+j0suuUQIlxAsp02bRnoBYRTH8Pjjj4so2CuvvFK3fTGMbOBHDitVkete9tWpWFULf0Egf92umtW3mCQD6vpToaB8TrHjLisNyQ8t0Ht/WtvXyl6kdoxuJyZ87NpWZjtuWfy10hish20egxmrthPE0cwhgym5W1cqXrFC1H5HmQNno7oCZSVS7B45UpNaF5+LjRWZP1rFxNAz55xDw4+0pUc3baL1+fkh+1BUVETjx4+n5557jh599FEaMmSIIedMlnay0virh30efxkmOBBcoWRsw9ge7dTKiOhSvjMy+2u0H3ruTw/bWtmM1I4s/YWRo53mz58v7ocPH05mOm5EvCPC9Z133qEBAwZQtICvuK5hGCDNFa06KhRRnXqIot9//z2tWrVKV1EUdO3aVUSP3nLLLaIWx9tvv63r/hhGJhYuXEivvPIKVVZWkuzAR/gajL/OxJoIUUQOABE1EAbK5xQ7zqTkkPzQAr33p7V9rexFasfodmLCx65tZbbjlsVfK43BetjmMZixejuh5mijMWOoxdw5lDl0qChzENe8OcVkZ4n75LPPFuUP4lu3JmeDBnUyiYAuWdm04G8XiNIw6ixIofD777/T9ddfT+eeey59+eWX9W6HGqiFy94WJR72jhlLu0eMEPd4jtfVfpmhnaw0/uphn8dfhgke9E1Z+megeuUy+Wu0H3ruTw/bWtmM1I4s/YWJbjshda9Su3jYsGFkluOGKLpp0yb66quv/Iqit912G/Xv35/0hoVRRrqI0VNPPdXnYy0YNWqUiBSFWHnKKaeQUcyZM8dzUYQo0jPPPNOwfTNMNBc5oN6FGVaxwUdlAiuQvzHp6VTxxx/kQH2csjJyl5WJlGuhgs+J/dXW2UHEQSh+aIHe+9Pavlb2IrVjdDsx4WPXtjLbccvir5XGYD1s8xjM2KWdcK2XceVAcfMmb9YsOvblGrFNZV6eECgd8fEUk5Ii3nc6HHROmzbU7ZRTqOSjj+jZrVupsLZmUShgIS/SjKGG1fTp00VtRnB8+3Yq+uADKl37DVV7TTxhyR2uUV1btlDhokWU3OM8Sr/sMiH4yt5OVhp/9bDP4y/DBI8sfRMT+4iKMou/Rvuh5/70GtdlsCNLf2Gi207IMAL69etHDRs2JDMcN4ROiKLfffddwNS/P/74I/Xu3VsHDxnGN45qJd45ymzcuJG6desmvkwFBQWUlpamid1PPvmE+vbtK1LaXnXVVRQNsP9du3Z5CvsyjFWwU/ForMIvWLCA3C6XmHwih4PiW7UKKaUuokXLd+0Sdarimp9MzoREEZngawKOYRiGYRiGkQMIk/sm3iMeVx46VFMj3uGgmIwMIZZ6Xw8Wl5fT87/8Qq/u2EHl1eGtSo+NjRWZlMaeeRbFfvih53Vciyr16pU6qFhw50xNJaeqTmnG4MGUMXgQT6YyhuJyuUQaURAfHy/uIfDH1S4KZfSNgEFJGzVJSUmc+tggDh8+TDfeeCN9qBqvQY8ePUSUlxYg6mrt2rXiMRajF+O3SAW+e6jbt2bNGpGqHZFl2K5z585CbBg7dqxmYgr2hVqHX3zxBe3Zs8ezrxYtWogFPjfccIPwN1Leffddmj17Nu3evduzH6T0btmyZcjHBJ9XrFghgmYKCwvF3DPs4jzifD344IM0btw4z/Zot6lTp9LPP/8sUiNjvzfddJPtayPiPGJ+G+cvMzNTtLMeIh2+U7/++itt27ZNPD/ttNM06VOR9EUsXNPjux0syjUdMjigL4ZT+3jGjBli8Qb68+WXX06PPPKIz/bD+Z81axYtW7ZMfPcAvt/QVoL9DiAbCsYjaD7B9BFoQW+88YbuqXYrKio8Gk157UJGiLaJqutorbHT/LmZkEYYxY8QftTwJf/00081E0a7d+8u6pfqUbM0WPCDiyjY+++/v86PLMOYHTsN7IgM2DNylFilX753L1UfP04xmZkUG0LKtMojR6iqoIAcCQkU37y5qFGFtG2YUGMYhmEYhmHkpWDRYipcvLiuOAocDnKmpJAzKammDmlVlcgQ4j56lP447qKn9h+g5YUFYe83JTaWRrdrT/846SSKO3pUXIPWB64xcV2pZDVJ7duXskeOYHGUMbUwWlpa6rHJ1A+m9pQJXgW0gVm//5ikTk5OJtlBhCiinBTBMhyCnZb1J4zCD9Qe/Pvf/04XX3yxEJEgbGAuFOWOFMIVVOoTgK+77jpRHxuiBwSsjz/+2LM/CEcQk8IRzZ544gl6+OGHhRDasWNHUU+xbdu2dfazfPly8T6i5yCmBNoPRKGbb7653vdnzpzpmbNVtoVtHF9+fj7dfffdPgUx5TuGNlFIr53jwVy3dxuuXLnS5/4xzuFY1XYUW2o73oK4UaBNnnrqKZ/1c+EzRGotxHfs5+WXXz4h8trXYgA7CaNKnwz3PEyaNEkInVgAgNINEP3xPYY972hOtAH6u/Ldw/bg22+/FX0Ams3mzZsDiqL4jgb6bmJMgciujB1o90CRpZHCwigjXSpdDPTr16/X1CZWJOCGaNFogtSi99xzDz366KMsjDKMSUFEAFKT+Uuj5o+qo0fF9sJW7UVyg549WBRlGIZhGIYxAYi+xAK3klWrRM1RR2KiqOkJoRIRnLh50zw1jf7TvAXdUllJj276if53+HDI+z1aWUkzNv9M83N/pbFNmtLlWVkUi+hQH0IsfME1arXLJXyEr1jIlzlksEZngWGMB2IBFrwz9mLdunUiq5zs7Ny5U4gEENAABAu1SArRQe8ot06dOol5x99+++0EAQKRVziPiqinCIPhiKNqYQiCCeZa1QIGjhN2b7/9dpE+E+cBQSLBpNBUiySIOIU4gnP3zjvvnBA9puxHEV8gpkBcCCT6nnPOOWIbiJwot+Yd3estyqIeotJ26uAdHBfOheIX2h7tjuhTRTRU6kAqKNG0/sYyHAOi+LyFR8UW3jv99NMpGmMwSsT5SxENHyG04fbAAw+EFVUL4W/MmDGe40UfQ19AsFN2drZoNzszb948cY/FD6GiRD+rv08Q6CHq43xjMYUSFaoImt7fPXw3YUPpnxBa62tnLNRQFkioxeRg0FsUZRgpI0b1AGIkUumiVosMIIXJf//7X7ryyiuj7QrD6Lbi5YUXXhAXjYMHDxYpwGQGxcEX1678D8bfUNOoAUxWYdJMiKLV1aKmKCaqQLPpj4n6T6H6ESl6709r+1rZi9SO0e3EhI9d28psxy2Lv1Yag/WwzWMwEwpWbyf8dS5cvMQTOQrcx11UcfQYrenUiaqpms7/4UeKjYkhZ1qqKJugkD5oEK1JSqSJEyeK1HDh0ik9ne474ww6r1HjkK85ZWsnK42/etg34/irR8QoFtCzMGo/QhFGMTZXVaHiMlFMTEzUo2TV+/cVVRauv74iRiFAIp3pm2++6fez2E4RApXPhuKHOtoSAp0iotQHjrlXr16e/UEcbd++vd/9YeyAQKOkrQ02/SYEGgg24PHHHxcicDDn1DuCFBGjl156qRDkIAKq/fUew+oT/7yjCgHsIaq4vuP2d+4AzsWCBQtEXzK6f6NNICirI3dxjiBeQSiDr0h17C0yY1ukWQ42elQRuBWh+cknn5ROIAsUMarnOIRzrUQWqgX7UBZPnHnmmSeMExDrFaETdtGOiCr1tZgBNtTiuHL83seNtlMWYoRKMGNLpMBfXKtgIQngiFF7Y61/ql5gBdDZZ59NsoAVNm+99RYLo4ylwY9LgwYNRI0T2YGPSr2CYPzFhBLqNWEyTJlogjiK6AFMQtWXRg2TU0A9QQU7ygRVqH5Eit7709q+VvYitWN0OzHhY9e2Mttxy+KvlcZgPWzzGMyEgtXbCZNciL5M7taVilesoGNfryUnJZIzMYn2Na65xotp2pRia6/9UDYBGULSLr1UXPdh3T0mFLHq/6GHHhKTJKGyuaiIblizhno3aUL3nN6Z2tZGseD6EyUekM1EZDYpLhZRrUirC18bjRkjXTtZafzVwz6PvwwTPErfxMS8XfxFZCOiFOtLzaoG6WAV8QoiF0TBYcOGBeUHxA+1gIiUl4GAcDN69GixcB77u+WWW4TwUt/+IPwoApyyj2BFNQiUENJxfBMmTBBCQzARsdjGO7Xuv//9byF6QiSBgKL4q4ilCkqEsDeIsFOOWwFRj6G0N84dUhRDKMR+UeMUqT9hw+j+DaEabeJLCEb74Hhxg2iIFMtK++FcIVoYfTOQiKcI/hDQjagvacZx6LXXXgs7Ah3iNtpj7ty5J7ynTtE8YsQIsR2+p96iKL6f3hHDEFp9HTeircMlGhHRjL2JtbpAM2rUKJIFiLS+BiKGsRK4QMzKyjLFHxL4qFx0BetvOGnUfNV7gp1I/IgEvfentX2t7EVqx+h2YsLHrm1ltuOWxV8rjcF62OYxmAkFu7QTRE4IjVnDhlHJp5/RsQ0b6Pyjx6i6opwSTz6Z4tLSKKlrV0rtfeEJZRMQdYIUY0OHDqXp06eLlfVYuR4qnx44QF8cPEiDTzmF7urQkRrVrnJHiYfq8vKahXtFReL6EwIufFV8kaWdrDT+6mGfx1+GCR6z9c1I/YUABQEiGFHUV/pNCI8QRoPx49prr60z3xNsJN8jjzziEQghfL333nv1pgHFGKOIahAWQ40WhKCmRF5B7ITIGqoNRKdDXIUtBeX8IPoRwh8ibW+99Va/4pT6uMH7779PzzzzTEi+IDUyUErDRaN/41oF0YTq2qv1gfbDHLySBhmgPRH56i/CUS2KhpJyWVb0aifUXAW4dgwVRIlCYPfVBuqUz2g3fPd8bee9SAHthX7u67ijWQc2lIyeDGP5VLro6PgRueqqq0gGkEYXKzDsnhedsQ52TQVQXxo1d3EJVVdUULXbTQ6nkxxxcSekUUOkKETRaKf3YRiGYRiGYaIPUoYhEgMTseH+NW8QG0sjc3Lon21Po6TYWJG5pHzXLpG1JK75yeJaNHPoUMq4MrQ6TwwTKpxKl7FbjdFwUumGizqVLoDYsXnzZl39UqepDSeNpzr9JkRVX0Kud0pbzDMFGy1aX7rgYI9PfU4g9nTu3FmT9vJuq3DOW8uWLYMWvrUG4zj6FyJXA6Vp9kadnlU5r77q30J4hYBsFlE0UCpdvdsC4LsU6nlCX4Jg/fzzzwdM2ewvjS38UAR+iKLhfEdlARHYubm54jGn0rU3lpbIleLjMlGImi8Mw1gijRrqNaX87a8iTRomnBBBGtesGcU3by7u8Ryv431sh+3xORZFGYZhGEbOCX1MMPq7hRPZxzCBJhCRIg0iQO/evcOycayykp7csoV6f/wRLd31O7mdTlHiAWDhHijbsEFTvxnGKCy8lp9hIiKSIJBg5yZRb1AhnDSe6nSb3nUo1eKrWmwKV3BBumAFiJKhilaInkM0qBYgpa8atbgcbOpTLJqKFooA9vTTT4f8WdSGRV9Rn1fv9LgQGZWoWoi/soui0UQRpiGOhnqelBS4N9xwwwnvffvtt3We+6qZqwb7hriKm5lFUYaxTSpd5DP//vvvSRYg0irpEBjGqhw8eFAU3sZKGNnTEyAPPlbogHD89U6jhgkn1HNyl5WSMylZ1BStL42aln6Eit7709q+VvYitWN0OzHhY9e2Mttxy+KvlcZgPWzbaQxG6iclZVl9IMWUnquJzY4s32szHnfXrl1p9erV9MaAgTT1889om4/yDIE46HLRhPXr6eXt22lim7Z0LkSligrxHq5RtfRXC6w0/uph307jL8NEKp4rAjoWIcu+EFkrf+urc1kfEKuU1Jm45gnkByI51ak21aIoxgXM+/gD6TVRoxK1MtWC2OWXX+7ZH56rowvVQmoo4Dguu+yyE8TIUCMu1al+I2knCIHq8w1RWImEDWQHApU69Wk0+vf8+fPFNW84Ahg+g/OujkaEUA0BXBHfkJYYQPwNVWyXFb3aCd9DMHz48JA/u3z5cnHv6xzjmlNNMHV5rTb+MozT6sJooMkNI1m1apXwiWGszOuvv05z5syhyspKkh34CF8j9ReiJ1KTNZ3yCDWf9RS1nDtX3OM5XvcnimrpR7DovT+t7WtlL1I7RrcTEz52bSuzHbcs/lppDNbDNo/BTCjYtZ20Om5MJl3Q5CT64KI+9PApralhbHjrmH8pKqKbN6ynEb/toF+OHhWvYeGe1v5GipXGXz3s8/jLMMGDvmmm/qmFv1lZWbr6sWjRojrPvVNaKwJDfTeAWp9q/ve//9XZn/c+/vKXv4R9LOle8y71Raj6w1sIjKSdxo4dW+f5U089FbSY5S2CGdm/EWkLQffOO+8M2waEOAir3kI1omGRQhf2If4GilI0G1q3E9pCWTiAmsChgu/fK6+84vO9n3/+2fNYSdVrl/E30KIOxj5YOmK0T58+Qhh96aWX6J///GdUfdm5c6dYjTFy5Mio+sEwepOSkiJusq8SAvBRSfERTX+N9kPv/WltXyt7kdqRpb8wgbFrW5ntuGXx10pjsB62eQxmQsGu7aTlcTsTkyjW6aRrmzShy1JS6NXSY/Tirl3kCmMSZ01JCX398ya6pqSExl90EbXUwd9IsNL4q4d9Hn//TN/nnfLPV2SancYcX0CIUmqlKaDOq1nPS6gpI812nFr4q0VtOn9+eKeibdOmTcTteOTIkTr7XLNmTZ33MzMzKVxgF3US1RGoiEj1TuNaH+r0r2qb4QJhVJ1CF0EEgVLqKlG648aN08yPUMF4i3MRaXpbpFz94osvPDVmwTXXXON5/uijj5LV0LqdnnvuuYhSTKMNfbUjUuyqvyeoQRoJZht/GUbBUW3h+OGioiLxo4pVVEhjm5aWFjVfRo0aRfPmzRNRo+HWjmEY2eDi0QzDMAzDWAVcwyj1juoDq9+9r30YRkv2T5pMri1bqPLQIZH+1pmaSvmpqfSfLVtE/dBw/7wnxcXRhPvuo7vvvlssYmQYPUAdZkQEKaIcyMnJobi4uLBtImVnoEiU2NhY26f4xXkqKyur81pSUpLtz0s0UIsEEDRCrXXpLwoPKUkVQp3OxZyoktoVAuKePXvq3RbCife8DiLPlFSz2Hcw30ucC7Wd6667zlMz0ZegAtEsEkGuU6dOdYQ4pGr1F5Wo3j+i5lBPXkv69+9fJ3L1nXfe8SvUwn+kE1afI6O5/vrradeuXZr0W9hQp9TV43thFBDZBw4caOgxKN9ZfPfCTXVbnwB/8803e55rbV92KioqKDc3VzxWFhRh3NGzXArPn8uJpa+QkEbhoosuooKCAhoxYkTU/Fi2bBnNnTtX1BdlUZRhGIZhGIZhGIbxRVKXLuIegihwHz1KJ8XH0/Ru3Wj5RX3or41PCstuWUUFPfzww3TaaaeJBbtmSnnGMAzDGAsm8b2BkIJJfNwwwd+sWTO/N2zjPemPeVEFZRGFnuTn5we9rdo3LYNk1MyePbvebXE+IOrefvvtFE0wh96qVSvNxHyI4d5MmDBBE/tWBkKsspBBa9Hy448/rre2LsPYCUsLo2D69OliJdOSJUtEHnOj2bhxo0gVgFVI9957r+H7ZxiGYRiGYRiGYcxBau8LyYHot8REciQkICyHqoqKxHsd0tPp1V696NWePaldmNmQDhw4IBYNn3XWWbRy5cqQI44YhmEY64OUt95AtFPqh6JG3/Hjx/3esI133VGkV/W3Dz3KmkUTRIciOlcB0aOIxvXFM888I6JWISZGk+LiYk1FYkS/eqcp9icQM3XPUb9+/TS3rU5hjf4ZTppehrEClhdGu3btSrfeeqv4AZ4zZ44uA0p9YCWuUpz81FNPFWmLGMbqvPfee2IhghlWocNH+Bptf432Q+/9aW1fK3uR2pGlvzCBsWtbme24ZfHXSmOwHrZ5DGZCwa7tpOVxx2RkUHKP82oep6eL+6rCQqo6etSzzV9PaiKiRx/r2o0ah5n2C+kCL730Uurbty/98MMPFA2sNP7qYZ/HX4YJDiWtK25mWOwhi79G+6Hn/upL7RtJzVKt/B02bFid57NmzfK53fz582n48OG6+RFN3njjjTrPIRAjnauV0LqdlBTM3lHHkeJdX/T888+PyJ7Z+mcwacAZ+2B5YRQ8/vjjIq0uQI3P7Oxseumll3Tb3++//06XXHKJGLzwhUO0KERZhrEDv/76q1hJiBonsgMf4Wu0/TXaD733p7V9rexFakeW/sIExq5tZbbjlsVfK43BetjmMZgJBbu2k9bHnX7ZZeI+JjWVYhAZikmcvDyqPHKEqquqat5zOGjwKafQpxdfQv/q0JGSY2LC2tcnn3wiFhMjTZt6oswIrDT+6mGfx1+GCR70TTP1T8VfpHqNZq3F+s5bu3btTnhNqcmn1f587SOSKFLYRbSjmjZt2oRtT6t+ddddd9V57ksQxGtImzpu3Djd/AilrmVhYaGmNn1FJI4ZM6be6FmzolU7KX0Ekbb+atKGw/Lly+s8v/jii203/jKMQizZAIii+MOH6E2IlErNUeQ0v+++++jqq6+mU045JaJ94Md39erVQgDFPVBE0ccee4xrizK2AXV9sSovJszJGSOBj/379/c8tosfeu9Pa/ta2YvUjiz9hQmMXdvKbMcti79WGoP1sM1jMBMKdm0nrY87oW1byhg8mAoXL6bY2vpsVcXFVFVQIKJHnSkp5ExKIkdMDCVUVdGo7Gy6sn0Henb/flp6JJ9CnZrC/9bXXnuNFi9eTP/+97/F/2RMjOqNlcZfPezz+FuD0+mk+Ph4w/fLmAuz/eYo/kKkgEDkLegZ7UcwQhbmUhUw1xnonGMbf/vztY9IhDLYLqpNPa+VMKpFv0JwDrIXKhGAWISE+pFqwWvGjBk+a3Fq6UewtG7dmr744gtNbfqqKQohGH0fqXatglbthAyUYOjQoaQ1etQXNdv4i+sKhgGOajPEOWsEBEushMCPs3LYyg818qf36dOHzj77bJH2VrkB5U+hcqGCFUy//fabuK1fv57WrVtHGzZs8OxHEUSVwX/atGmGHyvDGMGhQ4eocePGdV7Ly8ujRrUTOAzDMAzDMGYB1zAvvPCC321Gjx59wrUPw+gB/lPmz5lLJatWiedVJSWi1mj18eP1fgY1SX+LiaEZO3+jzw4cCHvfuJZ/+OGHRUma2FhbrKVmNMLlctHWrVvFY0XMzMnJobi4uCh7Zn0QrVNWVlbntaSkJJ4AjgJqQbBHjx5+I0IRGRasMIrak2vXrvU8D3U6F3ObEKOUuoJ79uwJaX8zZ86sN6IxXLTeh7cYizkrf/UTQ2mrSIAQOnDgQM9zCKWo8w0wZqK2KKLyO3ToQNEGffLmm2/WLC2q+tgfeOABmjp1ap3333nnHc2jIo1oQ736CxYHKHOqX331leY1Zzt16iT6mhKRGq1FGdGkoqLCEwFfXl4u7vHdSwyzPEUw8Py5nNjqCgnCJ1ZGIIIUP36KQIobVj4tXbqUJk6cSIMGDaJu3bqJqDcl8g035TlWHKEWy8iRI2nu3LlCHFXsAMUui6IMwzAMwzAMwzBMqOA/ZfbIESJyVEmrG9+8OcU1P1mk1xURowkJ4h7P8Treb9+0Kb3Uoye9ff8DdNZZZ4U9eXPbbbdR586d6f333zdFzSiGYRhGW6666qo6z5XseHruA/Or4eItUkFs9CeKGgmEP4jRCogeVaJjn3nmGeGrDKKoOoJQK9Hvjjvu8IiiU6ZMEYKimhtvvFGT/VgFpQYt+ovWoihQRFGgh32GMRO2EkYVcRSRnviTqER2eoukod6A2gaEV9QyZVGUsSOIqEadDDNMoIiV+Pn5UffXaD/03p/W9rWyF6kdWfoLExi7tpXZjlsWf600Buthm8dgJhTs2k56HTf+X2YOGUzNpj9GKX/7KzliY8mZkCjS68Y1a1YjlDZrJp7jdbyP7bD9wKlTxAQzUuSqJ2ND4ZdffqErrrhClIWJZLLaDuOvHvZ5/GWY4PA1RycLvmo1qn3F90rW8zZs2DARUaYQqVCGlNzIvKHeH/ahZs2aNWHZhr1vvvmmzmvDhw+Xol8pn/c+VkUAmz9/vl9fje7fEJMh1C5YsCBiW9dff71IHYzrEIiiSuSlul8hillJ125mtGonpb4oar9rDc69t0Zi5fHXF2bxkzEG2wmjStpc/LFD7U+ImN7iZjg35YuF2qU7d+4UdRYZxo689NJL9Oyzz4rUBLIDH+FrtP012g+996e1fa3sRWpHlv7CBMaubWW245bFXyuNwXrY5jGYCQW7tpPex42ao43GjKEWc+dQ5tChlNixI8U1b04x2VniHs/xOt7HdtgeIIXmP/7xD5Eu7NFHH60zERkKn3/+OXXv3l3Uutq1a5dmx2Wl8VcP+zz+MkzwoG/K0j+DGWsVf3fs2EEtWrQwxC9/ftQnkI0dO7aOgOUtrAQLoiMRJYmSZer9YR+IJFSAiKak4w6VV155xfMYQpwWaX+16lewcfvtt58gjCoiWCBfje7fEGpRXiKSmq84toULF4rHb731Vp02f/rpp+tsi74xadIkMjuRthP6Pr4DQP3d04qPPvqozvNLL73UcuNvMFRVVUXbBUYSbCmMKiDVLaLb1AJpsCsHvFdEwBbS8c6ePVvYYhi7gloyCQkJZBbgqwz+Gu2H3vvT2r5W9iK1I0t/YQJj17Yy23HL4q+VxmA9bPMYzISCXdvJiOOOSU+njCsHUtMpj1DzWU9Ry7lzxT2e43W87wvUGbz33ntp+/btIkUuysSEA6JH2rVrR/fccw8VFRWRFlhp/NXDPo+/DGM+1EKnOm1lfRGlLVu2JFlBlJ8668B9990Xlp3JkycLwdiX2OO9DyWyMNQMB+pzjYUcspGdnS1qi6qFZtSXVVLXygSEWrQX2i0cIKCjTqlSN9Y7ZSuiIRE9rAa1RxWh2K4grTJAumE90kB/8cUXnsdoX1nSNzNMtHBUc/ywh40bN4qc+YsWLaINGzb43bZr164i5By1Rjk6lLErXDyaYRiGYRirgGsYrI73ByZxvK99GMZsYAIZ4ma4kT/KBO+DDz5Io0aNori4OE39Y8yLy+XyRHthwSzIycnhPmIAbrebysrKTlgUgchxxlgQ+QaRRwGCXX0CRFpamhhLg4luhOCqRJMFsusLZLtTgBC5Z8+eoD6H7zRSqypA6AolGhMpeHv16uX3c977eOedd0RdzmDp1KmTRxjFtdrzzz8f8jnB/jdv3kx6gt/dgQMH1nkt1HY0CoiUEDdDbQv1MQZqC6TQRbSomlDaLxrnI5zvULBgPIBgHup3LFjU/R0i/cqVK8mOILoV2VRAeXm5uMd3MDExUbd98vy5nPAVkoouXbrQ+PHjad26deKiEjektUDaXdzwWHkd2yDSlEVRhmEYhmEYhmEYxiy0b99eTHQqKXLDAXXxEOmCyei3336b6zUxDMPU4h0VWV8EJAQkiCDBCCDqFJsKb775ZtA+eUfiwVawNUMhGOA3Q0kRfPfddwe9sAZ+Q/yCCOPvOJV9KNx4441Bp9SFfUUUve6664IW1Z544v/ZOw84N6pr//9m1HdXW73r3g3GNGObZiCAseklEFyAkAAh2JgkJCEBQvKSvCTvHzqE8BJjQwJJqLYhj26wKaFjXLGxAfdu73qbtLvqM//PubMja/tqpZFmpPP9WNasNDr3XN2rq9H85pxzf5u/yUaqdVR7ggTGxOhYEmPNKIrqUZ00bjQWvR1vykrRW1GUIGGufeQoXaRIxxZ9TalsBJRSuH2qX/oMpTPCVV8PCCNE0fZzu6/HfwyTS3DEKMMwfYaveGEYhmEYJlfgiFEmH6GLfiljEqXaTaV+qB4NdNJJJ3V4LtbQAP/b7yCwejVijY1QggHIbo9I/euZMAHeqWd1mQaYsRYcMZo9OGLU3FGjH3zwQZt0oiS0UHDGxRdf3Kl4RM+TIEXs3Lmzy5S8JLJRKl6KNKMIfj2yj0QQat/n84nXtxdVO3v9Aw880K1IR5/tc845J26rJ+FLfw+SiUxr3wbVDSWBrqt9p0+fHn9vqFZpd2l4SXii8mfJvCdET+9LKnOju/6ZBZq3H330kRjv3//+9x1SvNJc1eul9mbcuhobmu+6MKhDKWXHjx+P0aNHGyYYdjZHCJonRHdzhaALBiiau7S0ND5nRo4cmXTU61VXXSVqshoVydnTmpRPcMQoo8PCKMMwaV3Y6WCI6uxSnQS73Q4zE41G8corr4jtbPqbaT+Mbi/d9tNlL1U7ZpkvTM/k61hZrd9m8TeX1mAjbOfTGszCaO58rjON1frdmb8kaFFtq//3//5fSvVDZ82ahTvvvFOcFAxt3ozGV19Fy0cfQ41GO+wbkyR8MngwIEuYOnw4yi+6CK4xY2AUfAxs/PrLwmj2yGdhlE5rxmIxsU01lBPTRWaT9kIEHUOceOKJot7zP/7xDxx99NF47bXXOvVXTy2rR2n2BAlKicKgnvYzmdf3NmVqYr/IPq0LJGaWlZWJvlHGPRJ46LnENMHJjFNiGyRUkoBM753exgsvvCDEOl08e+yxx3DYYYd1azvZ90R/X9577z1x8U9f51X7flPGBRJDyA9dfDP7/KZIUP0YWReOqT4upZJNFDNJ1PvXv/7Vp/qYJLBSJgqaO53R2/crXelyk5knidD70Ze0zPq4Jpu6OFnhNd3vpRnmZ7L+0rHK1q1bxd8sjOY3uX+ExDBMRqEv/7Vr14ofZmaHfCRfs+1vpv0wur1020+XvVTtmGW+MD2Tr2NltX6bxd9cWoONsM1rMJMM+TpOVut3Z/7SySAqK0MnnOnEZF9FOIo+pVS9P7zoYmz86S1ofu99IYoqwSCiNTWI7N2L8O7d4j5y8CC2lJdhS2kp/B98iL23/wL1zy00LC0vHwPz+svkLnrZKzNBIiVFM5IgSkLJk08+KUQXEkW/+93vdpuelE7S01pI4kVvbrRvYrQkRev19Hq6CIbEKLrRe9dbMYbaIdsUFUgRZ++//7743qAUqn/6059E9gF6jtpoH+HX23FKbIME5JdffrlNGwQJwXr6W/re6cl2b96T9u9PKBTqNBNCsiT6RqIhiYtXX311n16fDSj6kYQdmssUFblu3Trx3lNQBAnTNBb0PEU69kUUJeh1lB6a7JA9spsoTlJUptHocySZedL+80RzZv369Um1q6fkpf4aIYoSP/jBD8S8o7Uo3RGp2Z6fDNNXzH0pK8MwluP0008XV/HRlUJmh3ycNm1afDtf/DC6vXTbT5e9VO2YZb4wPZOvY2W1fpvF31xag42wzWswkwz5Ok5W63d3/tKJSUqJ98Mf/lCk133++eeTtk9X3//l1VfwpMOBH4wchSuKi+GIRNrso1CEQVMTjl27luIkENm2DarDgZo//QnNH3yAAX/4PeylpUgnfAzM6y+Tu5h1bpLA2T6lJokuZhERUnnfSERKNg1ssu0l04ZR63q67ZCQS6lZf/SjH2Xcj1Sg44Nk08P2tR0SxrtLi2xW+jpOjz76qLin6GujoIsYKMLXCMwwP5PB7FGtTObgVLoZYsyYMdi2bRvmz5+P73//+9l2h2HSAqcCYBiGYRgmV+BUugzTETqBSxE/n376aZ9tDHU6ccugQTh/8BDIDgeUQABqSwtUEgZa068JKAVba6SqvV8/FF98EUouvNDQ9LpMeuFUutkjn1PpMoyVoJSmFIGfbKpVJjehKFP9HGo+1/3MJFxjlNHhI6QMUVdXJ+4pBzvDMAzDMAzDMAzDmB06Qffxxx9j4cKFom5oX9gVDuOn27fjinWfY8Xu3VCDQUCWIVGEgR5lQNdrR6NQ6QSVqiJ68CD8S5cZnl6XMT809lTntLsbzw+GYawiglGdR0pdzzAEpdYmKM0ti6IMk1lYGM0QuiBKRbYZJpehQuN6jQuzk1g3IJv+ZtoPo9tLt/102UvVjlnmC9Mz+TpWVuu3WfzNpTXYCNu8BjPJkK/jZLV+J+svpRybMWOGiAR84IEHRNmMvrDG58NVmzfhx9u2YXtzE5RwGC1OJ1o8Hqh6WjNFEeKoGokgWl0tHmpYuBC18xek/N7yMbA111897Wh3Nyt87hjj0GsC6jezYxZ/U/GD9qeoq+5u7W0a2W8jbKfLZqINEsGojmQyKYjNMl8YY8bp73//u7hPNi21WbDa/LSKn0xmYGE0A1AKXR2OGGVynUceeQQPPvigOBA2O+Qj+ZptfzPth9Htpdt+uuylascs84XpmXwdK6v12yz+5tIabIRtXoOZZMjXcbJav/vqr8vlwk9/+lNs3rwZt9xySzxVarK86WvExZs344/V1Vh49jS88s1LEKP0ZYnRoyR4+f2IVB8QD/mXLkXDwkVIBT4G5vWXyV10Mc4qmMXfvvrRXgzp6pau9nqDEbZ7a5PSzj/xxBMiIrQ7O3/6059w9dVXG+YHk12SHSe64GzDhg3xFMtWxWrzM5ZYxoHJa1gYzQB33313h5S6DJOrUA0TK9UxMYu/mfbD6PbSbT9d9lK1Y5b5wvRMvo6V1fptFn9zaQ02wjavwUwy5Os4Wa3fqfhbXl6O+++/X5zQmzVrVp9sRAE8VVeLPz/0ED784ANQhSeJ6lDqkaOtIqnS0IhoTU08cjS0eTNSgY+Bs+sHwzBMrvHrX/8ap512Gq677jqMGjWqS3GU0tLv3r0bv//97zPuI2NOHn74YXF/5JFHihqXDMNkFknN4fjhxx57LKvtb9myBYsXL8bWrVvFlVKUgmjatGl44403suoXw6QLLh7NMAzDMEyuQMcw8+bN63afuXPndjj2YZh855NPPsHNM2bis927+mxjkMOBWwYOwnlFRZAVRRNGSSRVFCGY2quqYPN6UXTG6ai8+ea0+s+kj2AwKARzQo8oPvzww+Eg0buPUKpcqiPaHXa7Pe+FW3qfAoFAm8c8Hk/evy+MMfDn8hBDhw4VgqfOfffdh5/97Gcd9jvqqKNwxhln4K9//WuGPWTMPne6mjOMMVB069dffy22w1TbHhDCtJuylxgEnz83J3bkMLfddhsaGxuz6kOi7kzbHDHKMAzDMAzDMAzD5Aonn3wynr/0Urzy2We4e+0a7AgGk7axNxLBz3fuwD88HtxaWYXji4og2e3xyNFYY6MQRps//Ajl11wDW0mJAT1hGIZhmOQoLi5u8/eYMWM6jSrdtWsXR4sybdIv64L6Nddck213GCYvyelLdyjFT2/z3ht1oyhR/UZwjVGGYRiGYRiGYRgml1BDQZw3eDBePvoY/GrQYJT1MUJwXSCA7+7cgR/u2oltJLC2Ro6qoRCUUBBqNAr/2++k3X+GYRiG6Qvf+9732mQW+eY3v9nmeUo9/z//8z94/fXX0a9fvyx4yJiRv/zlL+L+lFNO4XnBMFkipyNGKbc7pbHVRclMR4l21i5HjDK5ztKlS1FSUoJzzz1XpE4xM5T6RU9tnU1/M+2H0e2l23667KVqxyzzhemZfB0rq/XbLP7m0hpshG1eg5lkyNdxslq/jfBXdnsQA+Cy23F1ZSW+dfjheOTrr/CPffsQ7kP1nrf9fvznqy8xq6oKPxo5EqXBEBSfH3KlG4FVq1B62aVJ2+RjYF5/mdyEzsHFYrQC0bUUtoyfA7Sqv5n2w8j2jLDdW5uUAnXlypV45ZVXUFFRISIB9TTzL7zwAtatWyfuTzrppHgATbb7xqSfZMeJ5gtxww03wMpYbX4m+sswOR0xWlpa2ubvTESIEqNHjxai7MiRI9vc9McYJpdZs2YNVqxYIWpOmB3ykXzNtr+Z9sPo9tJtP132UrVjlvnC9Ey+jpXV+m0Wf3NpDTbCNq/BTDLk6zhZrd9G+KuntqV6oERRNIqfDR6C144Yh4v6mPaWTls9XV2NaStWYMGBAwiEtBS9MZ+vT/b4GJjXXyZ3oblppflpFn8z7YeR7Rlhu7c2n376afzrX//C22+/jSuuuAKnnXYa/v73v2P8+PGixNuFF16Y8jpuhvnCpGecXnzxRfj9frF97bXXwupYbX4mlj1k8pucvtSPhMjEST979mzcfvvtaRMn6cuNIkApKpWi5FatWoVly5aJx+644w78/Oc/T0s7DGMlKA0EXZRAVwqZHfLxjDPOiG/nix9Gt5du++myl6ods8wXpmfydays1m+z+JtLa7ARtvNpDS4sLIy30d0+jPk/15nGav02wl/PhAkIbtgA2esVwqXS1ARJljHY6cQ9g4fgu6VluPdgDT5rbk7adnMshgf378OzdbX4uaLgW+VlffKRj4HNu/4yTKpYbW6axd+++kFRYT29trPIMSP7bdS63lsohW77NLr6+ehUfTPLfGHSM06PPPKIuL/yyiuRC1htfpo9qpXJHJKawzL5vffeK4RQmvAkis6bN8/wNkksnT9/Pu666y6RI5y2p0yZYni7DJMNampqUFVV1eax6upqVFZWZs0nhmEYhmEYhmEyS6yhAbvm3ChqgIZ37xY1QXXUSITCCaDabHi3uRn37duLbQnPJ8vRlZV46NlncdZZZ6XJeyZdBINBbNy4UWw7nU5xf/jhh8PRx5qzBEWhUDrf7qD0vrKc0wnRevU+BQKBNo95PJ68f18YhmHMxqmnnoqPPvoIH3zwgdhmMkskEsHXX38ttsPhsLgfN24c3G63YW3y+XNzIudLxOiMGTMy0ibVVrzttttE1Ohll12GadOm4W9/+1tG2mYYhmEYhmEYhmGYTGMrLUXBKZO17dbUubogitYr8yVVxVklJXhx7BH4zeAhKO9jrcr1NTWYOnUqLrroImzYsCGNvWAYhmEYhjEWqkNLQhmLogyTXfKmxmiiSJop7r77bjz33HOikDKLo0w+XSVMNysEo5OPZvA3034Y3V667afLXqp2zDJfmJ7J17GyWr/N4m8urcFG2OY1mEmGfB0nq/XbKH9LLrxQ3Nu8XtiKi4UgKsRRHYoaVVU4JAlX9uuHJUeMw/cHDISrjynNXn31VRxzzDG48cYbsX///h7352NgXn+Z3ITmZeLN7JjF30z7YWR7RthOl81U7ZhlvjDpHSfKMpkLWG1+WsVPJjPktDCaKIaWl5dnxYfp06dj4cKFIpXv2rVrs+IDw2SShx9+WFwUQKkJzA75SL5m299M+2F0e+m2ny57qdoxy3xheiZfx8pq/TaLv7m0Bhthm9dgJhnydZys1m+j/HWNGYPSmTPFtr2yUkSRCmIxOhOl3SglKkWRKgrcsowhN87BTT/5CS4pLYXUx/ShVL5mzJgx+MMf/oDmLmqYUqrfg8+/EO/31htvxO6bf4x9v/4NGl74N2KNjUgVPgZmmOxBc9NK89Ms/mbaDyPbM8J2umymascs84XpnnwdJ6v1O0bHpQyT68IoiaGXX365uBXTFatZgsTR73//++LGMAzDMAzDMAzDMLlI6cwZ8J59tth29O8P2esFqMahHhUai0ENh7VI0tYTU1SO5v+NGInFhx2Ok4uK+tQuCaK/+c1vRD3Lxx9/PH7SK7R5M6ofekjUP61/9tn4/rHaOkT27EFwwwbUP/UUds2eI/aj/RmGYRiGYRiGyW0kleOHM0JDQ4MQalevXo3x48dn2x3GYixevFhcCb1161ZxozTRxx9/vKidO3PmzDZpozNJZ8Wj9+3bJ4pHy7IMqY9psTIFLX90lTmRTX8z7YfR7aXbfrrspWrHLPOF6Zl8HSur9dss/ubSGmyEbV6DmWTI13GyWr8zcSzYsHARGhYuhBIMCgGSokXjNUcJSrNLgqnDIbap/ih5IZeV4YNgEHd+vhabW1r67MOxxx6L31x4ESZ+9VX8sVgwiFhTU1yUFX13OIR4K7vd8f0o6pUE3myvU1Zcfynd7saNG8W20+kU9yRWO2ic+wi1HaVI426w2+3Ct3yG3qdAINDmMY/HkxfvS/vTmlZYgxPJ5jFwJv0wsj0jbKfLZqp2zDJfmO7J13GyWr/JX4pu3bRpk/g7HA6L+3HjxsGdcCyYifPn1dXV4vw5kz1y/wjJJJBwRZGjjzzySLZdYSzEsmXLUFZWJgTQiRMnYunSpaivr8fKlSvF33PmzBHPL1iwAGbBZrOJm9m/DAny0Qz+ZtoPo9tLt/102UvVjlnmC9Mz+TpWVuu3WfzNpTXYCNu8BjPJkK/jZLV+Z+JYsGzWTAy6+y4Un3sO7FRHi8RPEsrs9nj0qKQokCIRSLEYbG43bGVlItXuKcEg/j3mMPxuyFD066Og9vnnn2P6nX/EtR98gA179yK8ezeie/ZApZS5JLiGQlACAcR8PiHc0vMxv1+8lgTd2vkLkq5BxcfADJMdaF4m3syOWfzNtB9GtmeE7XTZTNWOWeYL0z35Ok5W67dV/GQyAwujGeSEE07AihUrsu0GYxFI7Dy7NQ3Vli1bRE0XqptLIjvd098kktI2CaR0YxiGYRiGYRiGMQNUc7Ty5psxYvEiFJ1+OmSKXisogORyaQIpRR+23iiyNFZfD4XESVWFw+3GVePG4Z3zL8CPjhiHgtbow2R5r/oALvnkY/xq8yZUR6MiOtReVQXHwIHiXqT6pejVUAjR6mpEa2rE6/xLl4qoV4ZhGIZhGIZhcg8WRjMICViUBpVhehMpqgudixYtEnOnM0gkpShSXUg1Q+ToO++8gzfffNMSxazJR/I12/5m2g+j20u3/XTZS9WOWeYL0zP5OlZW67dZ/M2lNdgI27wGM8mQr+NktX5n2l97aSkGP/QnVP7kJ3AOHQrX6NFwH344bKNG4vMTjsfa48ZDcbuFcGorLoZjyGA4hwyBzetFod2O3/33f+PrrVtx/fXX9+kqf0oC+3xdHc77ciN+FQzg4xHDoRYWCvuOqio4hw/XolUlSUSQ6uIoRY4mU3OUj4EZJjtQdDelW6abFaqFmcXfTPthZHtG2E6XzVTtmGW+MN2Tr+NktX6Tj3wsw+iwMJqFWqMM0xOUOpegdLnTpk3rdl8STWfPni22SUzN9hyjqOiPP/7YEl805CP5mm1/M+2H0e2l23667KVqxyzzhemZfB0rq/XbLP7m0hpshG1eg5lkyNdxslq/s+FvYnrdojNOh0QRoy43Ng4fji9HjoR9yBA4Bg2CvbISssstnqf9aH963eDBg/HYY49hzZo1OPfcc/vkQyAWw+IVKzD36afx7LatiLbWzZRsNtjLy0UEqS6O6ml1fa+91mv7fAzMMNmtsarXwrUCZvE3034Y2Z4RttNlM1U7ZpkvTPfk6zhZrd9WEHCZzGDPUDsMwNGiTK+455574uJmb9Pj0n56tOjtt9+O+fPnI1scf/zxIpKVatCYHfJx8uTJ8e188cPo9tJtP132UrVjlvnC9Ey+jpXV+m0Wf3NpDTbCNq/BTDLk6zhZrd/Z9FdPr1t+zTVoWPYWjv18LdRQGI7yMjg8BSJi1DNxIrxnTYGtpKTD64899lgsWbJERC/eeuutopZosjQ3N+PXq1bhn5s24RfHHIMz+w/Q6mgWFUENh0VK31hjo4gobf7wI+FrZ760h4+BGSZ7yLK14j7M4m+m/TCyPSNsp8tmqnbMMl+Y7snXcbJav7nGKKMjqSyTZ4wbb7xRpEWtra3NtiuMiRk9enRcRKfaol2l0e1uYc/Ux7qmpgZVdGV1AtXV1aisrMxI+wzDMAzDMAzD5CcUvfjPf/4T//Vf/4W9e/f22c4plZX45THH4sjSUqixGMI7dmh1TocMFtGrZVdfjdLLLk2r77lKMBjExo0bxbaztS7s4YcfDofD0WebFIVCKfq6w263W+7EbLqh9ykQCLR5zEN1ffP8fWEYhmGYRCKRCL7++muxHQ6Hxf24cePgdrsNa5PPn5sTPkLKIAsXLhTRdAzTFatWrWoTWdxbUbT9vosXL067bwzDMAzDMLkMnXinH6jd3Xo6Oc8wTOag6MXrrrtOnNz6/e9/j4I+im8f1dTg4rffws9XfIZ9oRDkoiLxuOLT0ukGVq1Kq98MwzAMwzAMw2QXTqWbIR599FGRHpVqRjJMVyxbtiy+Telok4GEUV1UXbp0KaZPn45sXblNN7oy1ezpCSiyVs+Dn01/M+2H0e2l23667KVqxyzzhemZfB0rq/XbLP7m0hpshO18WoPr6uowb968bveZO3duh6t9GfN9rjON1fptFn/T5UdhYSF+/etf48LtO3DfO2/juW3bkGylK8q388LOnXh19258b/hwfK+wCMWRiHiOao7qxBoa4H/7HQRWrxbpdpVgALLbI1Ltuo87DoVTzhTb+XoM3Fl0opXqjjHWpH3GLCuswYlkcw3uqx/02t5EcneX2Szdx8Dptp0um6naMct8YbonX8fJav1OPKZJhLMr5CcsjGaAt99+W9SApMXh7LPPzrY7jIn57LPP4tvl5eVJvTZRSE0UWDPNAw88IE5O3HHHHfH0SWZOn3DnnXeK7Wz6m2k/jG4v3fbTZS9VO2aZL0zP5OtYWa3fZvE3l9ZgI2zzGswkQ76Ok9X6bRZ/0+1HP5uM/zdhIr5dVIR7t+/Af/yHBM3eElIUzNu2Dc/Z7fjR4CG4asAA2AItCG3ejMZXX0XLRx9DbScGxKgve/bAv3Ej/rx+nXjsllmz4D3iiLxbf0kISTz5SOdAWBhlMgHNUyKVtM356G9f/aDPd08lnPQ1IB3t9QYjbKfLZqp2zDJfmO7J13GyWr9DoZC4T1zDEo9fmPyB5XCDBdFZs2bFxVCK6DvrrLOy7RZj8lS6fUmj215ITUzHyzAMwzAMwzAMk+tQ5CZxWGERHhk1Cv+cNAlHlSSXhUenLhrF73ZsxwXLlmHJunXYc9vtaH7vfSGKKsEgojU1iOzdi/Du3eKe/lZbT7QR+/7r16h/bmGPwkGu0VlEqX7ClGEYhmEYJttQlsNE6LiFI0bzE0nN4SP1c889V6TEyiSULpfapPv2V0lRelMWRtMPCc8rVqxAfX19RtqjaMz58+cL8ZFuNNYkYtKNfJk9e3bSaXB1En9ETps2TcyZ3nL77bfjnnvuif9N70df/UilePTOnTtF8WiXy2WJFAr6lULZ9DfTfhjdXrrtp8teqnbMMl+YnsnXsbJav83iby6twUbYzqc1mGqIcird3PhcZxqr9dss/qbbj32//g2CGzYIkZLS38peL2yVlXhx107c98UX2BcI9Nn2Sf364fZRo3Ek+Z0ggCZCJ1aihYWwFRfDXVAA6o337LNRMWd2n/pm1fV33bp1IsUmRV/QicaysjIMGjQIfYUiTnuTsjPfT2rS+xRoN8c9Hk9evC9WTOVo9VS6fflccirdvtkxy3xhuidfx8lq/SZ/9+/fL7QbfR2jSNejjz464+fP6bcnnT9nsoc919OSNjY2ZvUqTVoQ6EZiGYui6Y+uvOGGG+JRliRQGikEkuioC6LUDgmXFBFM21u2bBGCKYmTdKPnaN9koz4TSbUvtMgbLYx2htvtFjcrQJ9NM/iaaT+Mbi/d9tNlL1U7ZpkvTM/k61hZrd9m8TeX1mAjbPMazCRDvo6T1fptFn/T7YdnwgQhjJIgSsKo0tQEe0UFLhs2HOcPHoLHN2/GvK++RFMPJ/M749ODB/GtgwdxUWkZfjJoEIaWl0P2eCDZbFBjMSiBgGjP0dwMNDcjVlwMe2Ul/EuXwlZWhrJZM/Nm/S0qKhK/zemEI4kiTU1N8W2GMQKzn4g3q7+Z9sPI9oywnS6bqdoxy3xhuidfx8lq/SZ/6biE0FP9Uzk4Jj/JaWGURCkSzWjS6+JoJj+wes59qi/a09XnTO8hYZLEx8WLF2esPYoE1dPT3nbbbaK2SmeiI4mjNN50P3r0aNx9991i/2yQGLXMMAzDMAzDMAyTy3jPmoKG556D7HZDcrlEZGessRH28nK4bTbMHTsWM4YPx8NfbsTT27Yh1ocLqF9pqMebvkZcO2YMbjp8LIpb623avF6oFRWivVhDgxBmCRJHGxYuRMGkiXCNGYN8gEq86MKonkqXIk4pepFhGIZhGCZbBINBhMNhsa0fp5SUlGTZKyZb5LQwmlhzURdEMxk9OnHiRDz66KOYMGFCxtrMRUiQJIGbIoBJcEysw2k01NbUqVPjIuOiRYswffr0LvenSFGKHiUhVY8gpb8pejTTQmam00jrfPjhh0I0/sY3vgGbzQaz55V///33xXY2/c20H0a3l2776bKXqh2zzBemZ/J1rKzWb7P4m0trsBG2eQ1mkiFfx8lq/TaLv+n2w1ZaioJTJotaoLaSEkSrq4VIKTmdsBUVISZJ2D18GC4bPgxXb9mK+9Z9jqX79iXdTlhRsODrr7Fo+3bcPG4crhw5Ck5ZhmK3Y/24I6CGwxi7ajXg80Fyu4Vo6nvtNVTefHNerL9er1dEh9IJRz1StLa2FkOGDOmT/wzTE3SeTz/B3VmdW7NhFn8z7YeR7RlhO102U7VjlvnCdE++jpOV+k1+7ms97qNt8p18zka2RcYc5LQw2j6NKU14EitTSW/anfhKEYL0YSL7JKYxfYfqkHQlFOrCpNERo9R+oihK4mZ3omgiVBuU5gOJugsWLBDbPUWOplvIzFbE6EcffSTSEJxyyimWOCn0n//8R2xn099M+2F0e+m2ny57qdoxy3xheiZfx8pq/TaLv7m0Bhthm9dgJhnydZys1m+z+GuEHyUXXqgJoxTBGQyKyE0SSEmsVMrK8Hn//mK/K6trMH/yKVh+sAZ//PxzfN6H30714TB+t3Ytnti8GbcffQzOGjw4bn/ctu1Aba2IICVfmj/8COXXXCME21xff+kkY0FBgUhVR6+lv6nEEUWMVlRU9KkPDNMTNNcIq6RsNou/mfbDyPaMsJ0um6naMct8YbonX8fJCv0mIfTAgQNoaWmJR47S8Qyl/zez34yx5LQwqiv+JIjSFQsrV67k6E2LoIt6utB8/PHHiyhMisikx6jep9HC6IwZM+J+kKBOdWKTgYRU8pmgyFESVbsT5XMl9e1xxx0n0hBY4YuFfKS5pW/nix9Gt5du++myl6ods8wXpmfydays1m+z+JtLa7ARtnkNZpIhX8fJav02i79G+EHpaktnzhTpaymNLUHiaKy+XtwfRhc2221ASwti0SgmKCqeGT4CrxfX44F9e7E3Ekm6zR3Nzbjp008wqaICl8oyxgwYAHtxMWJ1dSKdrxIKQoYb/rffQelll+bF+ltVVSWEUToXQydM6eTj/v37EY1G0a9fP9NfPMBYDyusvWb0t69+0DnWnl7bWeSYkf026tyGGeyYZb4w3ZOv42T2fpMISpGiuihKKf51v4cNG5Zl75hsIqmZzC2bYSiNLdV7pC9jqvX485//PNsuMWmChFESGxOpr69PW/g7pcHVRc3epNDtikmTJsVT/5K4SuJ8V1B0KUWW6lB71G5vofeD3pfEqFUSko2kpqZG/OhNpLq6GpWtJyEYhmEYhmGsAh3DzJs3r9t95s6d2+HYh2EYc0GnOGrnL4B/6VLxd8zvF5GbJFJ2BdUkjRYV4anqavzvxg3wt0Y/9IWLhgzBz486CgObW6D4/bAVFwuR1n3kkRj4h98jX9i7d6+IziDsdnv8xCndU4YhitJwuVxtnusMXVztDhJazZy+LxPQ+0QnfxNxU73dPH9fGIZhmPyBIkPpmIEuxGpubhYXaek1RQl6XE/9O3DgQAwYMCAjfvH5c3OS0xGjiWlujRaImNwiUXQlsbUvoigxa9asuDBK93QjgTTT859hGIZhGIZhGCYfICGoYs5s2Kg8y8KFIpUt3ShyU/H5oUYiUBUFEtXCcjggF3shu9xwArihtBSXDxuG//3qKzy5dQuifbiO/JXdu/HGnj34ztBhuMHrRXlrZAJFrOYTgwYNEtEZfr9fnIgk8ZMETDohSY/RjWEYhmEYxmjo2IOORXT69++fMVGUMS/mjnVOkcS0pemsK8rkNrqAmQ5Rvb2gSul1eytkpppal4tHMwzDMAzDMAyTr+Jo2ayZGHT3XSg643RIFJXocovITcegQXAOGSLu6W96nJ6n/Wj/ysGD8Jvx4/HKMcfinCRqgiYSUVX8fecOnPflRvx9zx6EYjEoAS2FWz5B52G8Xm/8pCSlr6MbRXNQhGMOJzBjGIZhGCYL6McXuhhKEaO6KErHhxQpShdvMUxOR4yyMMT0hfbi5QknnNBnW+0F+QULFnQpjqY6X9sLqdmKGL3//vtFaiSKunU66bpr80JfjpRmm8imv5n2w+j20m0/XfZStWOW+cL0TL6OldX6bRZ/c2kNNsI2r8FMMuTrOFmt32bxNxN+UM3RyptvRvk116Bu2TLMW7dOPP7tffvgcntEmlvPxInwnjUFtlYRVHZ7QIlbRxYU4KERI/G504m7tmzG6rq6pNtvjMVw966deLr2IO44/QzcqKq9Tm2aC+svRYmOGTNGlL3Zs2ePEEX11Lg9pcfVof31emBd4XA48j5lLL1Pev00nYKCgrx4XxLniBXmgln8zbQfRrZnhO102UzVjlnmC9M9+TpOVuk3+UUp/EkQpfPWVjlmZ4wlp4XRkSNHijqLRHFxcbbdYSzCwoUL2/ydaupbEkepfqjO4sWLu0zNS+KoLnDWJfnDu/3+2bowgK7I0fO1WwGz+JppP4xuL93202UvVTtmmS9Mz+TrWFmt32bxN5fWYCNs8xrMJEO+jpPV+m0WfzPlB4meJRdfDHX9evH30Icf7vJkGO0b2bNHpNlFIIDjXC4sPuNMvL5nD+75Yj12Njcn3f6ulhbctOR1/POUU3Dffffh1FNPzav1t6ysTNwCgQBqa2vh8/mE4MoRowzDMAzDGCGEUg1zCtwpKSkR58jpYi069jDLMTCTfSSVj0QZC3LPPfe0qQNK0FWoqYqBJGCOHj26zWNbtmxJKRXzjBkzhBiqM3v27C6jRs8++2wsW7ZMbFOb1HZvmTRpUjwFcLKvTWfxaGq3X79+ImWSWa8U0qHlT69tk01/M+2H0e2l23667KVqxyzzhemZfB0rq/XbLP7m0hpshO18WoOrq6sxb968bveZO3duh2Mfxnyf60xjtX6bxV+zrr8NL/wb9U89BSUYFAIpJAnO4cMh2WwiJe6TW7fif7/ciMYeohi74/LLL8ddd90loilT9dfK66+e5q67k5R0AfCTTz7ZrZ2rr746axmTzAKdD6FzAomsXLlSCNK5Ds3R5tYLFugkuBXWYDP4m2k/jGzPCNvpspmqHbPMF6Z78nWczNZvEj9JEKV7Mx0Dd3b+nH57VlZWZqR9Jg8jRhkmWXRRMpFU69O2/4HWWRudCaPJRowmptJNNco1FeiLxSoR2vQFaAZfM+2H0e2l23667KVqxyzzhemZfB0rq/XbLP7m0hpshG1eg5lkyNdxslq/zeKvWddfSqvb8NxzkN1uSC4X1FAIscZG2MvL4bLZcP1hh2H68OH4y1df4p9btiDch8iD559/Hi+++CJuuukm/PrXvxYXlvbVXyuvv3Tisqc0dnSCkyJNe9rH7XYjn6H3YN++fXn7vng8HlgJs/ibaT+MbM8I2+mymaods8wXpnvydZys1G+zHAMz5qBz+Zxh8hQ99XI6aR/FmphWtz3Tpk3rsmZoTyTaJYGVYRiGYRiGYRiGSQ5baSkKTpmsbbfWHY01NCDW1BTfp8TpxC+PORZLzz4HFw0Z0qd2KFLyz3/+s4gavffeexEMBtPUA4ZhGIZhGIZhuoOFUYbpRrRMR53OioqKDo/pKW/bQ5GeiRGqXe3XnvYi6syZM5EtPv30U3z44YeIxWIwO+Qj+ZptfzPth9Htpdt+uuylascs84XpmXwdK6v12yz+5tIabIRtXoOZZMjXcbJav83ir5nX35ILLxT3Nq8XNoosUFVEq6sRrauDmvDaoYWF+POJJ+GFM6dgUie/+3pDY2MjbrvtNhxxxBF4+umn42llef1lmNyco2bx18xrsBls8xrMJEO+jpPV+m01fxlj4VS6DNONMJqOOiWdiavUTlfpbufMmROvn0ppdXuTFjcxPe/06dPTIuj2lffee0/klT/hhBNgs9lgZuhLUH/vsulvpv0wur1020+XvVTtmGW+MD2Tr2NltX6bxd9cWoONsM1rMJMM+TpOVuu3Wfw18/rrGjMGpTNnomHhQthb6z/FfD7E6utF9KhcVATZ4xF1R0koPSoaxePDR+D/TZsmshAlWxaF2LFjB7797W/jwQcfxH333YfJkyd38Jfa9r/9DgKrV4v0vkowANntEZGtngkT4J16VjzKtS/9TvV9Y5hsYLU5ahZ/zbwGm8E2HwMzyZCv42S1flvNX8ZYWBjtA4899linj5OIRtF+xx13XMZ9YtJDsulr+0p36XTpauE777xT+DJ//nzxd08899xz8e27774b2eSoo45CSUlJl4WuzQT5OH78+Ph2vvhhdHvptp8ue6naMct8YXomX8fKav02i7+5tAYbYZvXYCYZ8nWcrNZvs/hr9vW3dOYMIYT6ly4V4qjkdgsxkmqOKn6/uLW3f77Xi3Onz8D2Tz/Fwxs3oD4cTtrPFStW4Mwzz8TFF1+Mc845B0OGDEFk2zY0LFmClo8+hhqNttmf4h0ie/YguGGDqI1KaYAp4pXE3b7026zzhWFyZY6axV+zr8HZts3HwEwy5Os4Wa3fVvOXMRZJVVUVOYzP5xP36Sys290Hh4r4EiSQ3njjjbjhhhu4qK8B3HPPPfGoSp36+vqUIiVJiCwrK2vzGEVrrly5EqmwePFizJgxo81jJHZ2J2BSCt1JkyaJbRJHZ8+e3eW+dKWLXlOUbPZGSE0XNTU1qKqqavNYdXU1KluvqmYYhmEYhrEKdAwzb968bveZO3duh2MfhmFyFzpd0rBwkYgc1VFCQSg+P9RIBKqiQJJlSA4H5GIvZJc7vp980UX465cb8dBDDyEUCvWpfYpkuHbqVMyxO9DPrdlWgkEhynZo3+uF3LoPQRGvJO7q5yisCq/NvYN/mzMMwzCMOeHvaHOS89I4CWUUybl9+/a02aSaH+1vJMqRgLZw4UI88sgjImr01ltvFULbL3/5y7S1zRhHX9IdGRExqguyunBKqXW7qjVKdnTRlcTTTIqiDMMwDMMwDMMwuQyJimWzZmLQ3Xeh6IzTIdntQvykCFLHoEFwDhki7ulvepyep/1o/+HXXSt+03311VciRW5fU7797c03cdabb+Avn6+Fb+dOER1KaX2VQECLXg0ExN/0eHj3bsRaI1lJzK2dv0CIuwzDMAzDMAzD5Fkq3Uz8EKDUoRMmTBA3giJF9cjGX/ziFyKqj24cPWpeMpVGt7eQyEkCKQmfFD1KwieJpPQYCaIUiapHzfYUVcowDMMwDMMwDMP0DUpLW3nzzSi/5hqtxueqVa3iZAtkTwFsxcXwTJwI71lTOtT4HD58OJ588kn85Cc/ERdPv/vuu0m33xSN4v7Nm/GUw4EfDxyIS4cOg72gIF7jlMRRpalJCKXR6mqowaAQaykNsK2sTIi7DMMw6aKxsRFvvvlmt/tQKnA6V8owDMMwZiQvhNFsi1vTp08XBwQzZ87EkiVLsu0SY4KI0d6KsNOmTRPRyAsWLMCiRYswdepU8VqKhKZ0zXQFMgmiqaQQTjd9SWH029/+Fr/+9a/FFdGUqtpuP7Q0hVvr8jgcjngaKNqvs30jlE5KVcVjespriuiORqPitWQjcV9KafXwww+L52655Rbxuq72TcZub/elx+g56gul2CLohAm9rqt9KZ2WXhyc2qH2CKfT2et9iQceeEDc33zzzcLXrvbt7H3vaV8as/vvv1889uMf/xgFBQV9Gk99X2rjwQcfjNujtnsz9u3tkj3qN+33ox/9SPiVzHjS84mvd7lcGZ0n6Rh7o/ZNZjwzsW8gEMCf/vQnsf2zn/0s3hejxiiTY9/dvsFgsM2aRs9nY+x7uy+NU6K/1K5R86S7NYL6+Oc//1k8Rn6QLSPHnp7X52dXa35f5wn1J3Gdovc01bFP/I766U9/Gn+vk50ntJ3om9vtTmo8yb7+3fXDH/5QtJ/ueUL96C1WXCMy8f2QeAxA41xYWNjnNSKT3yW9OY7obl9af/VjFbN973Q2nnQMrH+eEv3N9HFEc3Oz+B5I9MPIsU/1e0e87x4Pir95CUovu7TD+059urf1faX5TzYTx4gucKXzAa+99prIKvXll18iWfZHIrhj5078q9GHO445BqdWVUGhJ4qLIffrB6mhATG6+XyIybJ47MCiRZi/ZTPVBOrTbw16j/73f/9XPEbvm74mZ/o4ojeYdY3IxOe+M+j5xO1c/a2R+N1Dc5R+p6Vr7I04H5HoLx1b0TFRpuZJ4r4tLS3xYzx9De7tPKHvkQ0bNqA7vvGNb8SF0cQ1P3ENTtcaQe9pom39uDiV8Wxqaur1d5SRvzXMct7KymtEsmOfyfNWVj8f0f48m8fjyfrYG/mbNJXvB8Z8sDCaAUjAoiupxowZg3//+9+47LLLsu0Sk0HSIVqS+JnrEaGfffYZ3njjDRxzzDH41re+FX+cDtTpgD2xbsyaNWvwyiuvYOzYsbjiiivi+/7lL38RVy5+//vfx+DBg8Vj69evF587+hx+5zvfie/76KOPihzviXz99dd47rnnMHToUHzve9+LP/7EE09g7969uPLKK3H44YeLx7Zt2yau/O7fv7+oJ6zz1FNPYceOHeKCiKOOOko8tnv3bjz++OMirTd98epQ6u1NmzbhwgsvjNcdIp/+/ve/w+v1ioNeHeoD/fA4//zzceKJJ8bFfDpJQT/8KDJdh96btWvXCmH91FNPFY/5/X5xkEZfzhRprLf31ltviVTNZ5xxBs4880zxGD2np3L+r//6r/gBBe378ccfY/LkyeJiD4IOUO68806xTXb1H3X6AQK95uKLL477RnbpNfQDUI+g/+STT0REPRVAv/RS7SQTQQcr5AtFSuv+0tjTenrkkUe2qd1LPxSoj7TvgAEDxGPr1q3Diy++iMMOOwxXXXVVvG8E/RC97rrrMGzYMPH3xo0bRRQ2XdF/7bXXxu3+7W9/w4EDB3D11VeLeZH4+kGDBsWzAxD/+te/sGvXLsyaNQtHHHGEeGznzp34xz/+IeoG3HTTTfF9n332WRH5Td8Hxx57rHhs3759eOyxx8SPRzpppUN+UQq2iy66KF57mOYJ1VoicZciD3Reeukl0e9zzz0XJ598sniMPhP0OaKDtcTU7nRSbvXq1ZgyZQpOP/108Rh91u677774BQs6ND6ffvopTjvtNHGBhn5gp4/9HXfcET94pSiIDz74ACeddBLOO++8uA1935///OfiRDnx4Ycf4p133hHZFi655JL4vuQD2acfFPoamswaQe+BPgcT6csacc0112DEiBFZXSO++c1vihT9eh0KyhLQ1RqRSF/XCLpQRYfe8xUrVqR9jXj//ffxn//8p8MY9WWNIJGsoqJCPEZlDV5//fWk1ojRo0e3qf1GJRHovUt2jSA7xObNm/HMM890uUZcfvnl8fbo76effjptawR9PhLXqXSsEbQ+6DZJVNBPoCW7RuhzR/ct2TWC9tVfTyeXUlkjujqOoHHrLVZdI9JxHNHTGqGvvzTOqa4Rxx9/vDhOyuYakXgc0dUaQZ/Bzr53+rJGZOI44uDBg536m+njCF0YSMTo44j2pPO3Bo2dvk7R557e567WCHqfabx+85vfdPhN0hs2NDbgOx+8jzP7D8DsE07A18dPgjcUwmVffQ2JxIbqarw37gjsGzAAJ+3ajVDrCbm+/tZI/J7M9HEEvU+9xaxrRDqPI7paIxL91aF26XsmH35r6GsaHavowqhRvzXScT5C95fGlOZQNo4jXnjhhQ7fBckcR/QErRP650VfI9qTzt8aiaTjOILWv/bvT7Z+ayRihuMIK64RRp+PoM+9Ps70HtA8Scc5Syv81kj8jZeJ3xqpnI8g+4n+Zuq3RjLHMkzmYGE0Q9ACRx94+gJkYZRhzAN9qQ2h2kAJV0VlGvoSpy9SorOTVOmG+qq3R1/wRtg/4YQTxIGjfgVaKtBVVrq/W7ZsSckvskM/GOhgtK+vp5rVdCDHmBf9wHjkyJFZ/WxnA/pRST9urdJv+mFJP3Ky6S9d3amvMZnwI3HN9/l8abWtr1O1tbVJiXy99Tfxqte++kY/VukHY19fT9CPccac0DjRSTo6mZNP6J8NOklphfVX95eEaDP4SyeSM+UHnTCkk2VGtJe4TtGJy57GgE5UkqBGJzLpwr9kotZ13j2wH++9+gom7NuLi045RTxmKyqCmvCbwgYVl23ejIF/+AOifVzHM/k9yTDJkjgvUzlWyaS/JECQaJBNf/UIJxKaMvXZpvMDJNAZ0R4df7TP6pQO6MKFVGym47cGiXYkovIabF4Sz1vROaN8QT/2ITEwlfN1mfaXhHY6Z8nkN5KaiQKcWURPE0MfTv0Ki2xBV0fQSQI6WcWkBtVu1etr6lDK2VSiM+nqj7PPPrvNY5TuqC8n7xKhq6vaX71JIvnSpUthdejqpb6kzjVLKt1s72vGFHjpTJOZ7bRFuTxPOHUNrxFmmSe8RmR/X14j0rcvXWndk6CnR4yYdezNNk94jcj+vrxGWOM4gqJ8fve734kL+Pp6iqbAZsOcw8fi+sMOg0eSENi1C2TJNWgg7E4Xyq6+WqQBttoaQWtzT5EW+tqcz2sEldxp/9t8//798YhRXiOsvUaY7TiCosYoYrA7EqMn+Tgit+YJrxG8RphlnlhljaBjGT1KWIfWUYrmZrKH+S+lyiEoTUFva0symYeu2GOyR+IXVyKJX4g97dvZ1XP0ZdSZDTPs29nVocnsS1+8mdy3s/c9mX0Jo/bt7H3P5XmS6bFPdZ4QZtjXDOPJa0TX+xK8RiS/rxnGPlfWiGSiNsw69maeJ7xGZGdfM4x9rqwRRo4nZZiidIeUuu1Hl30LH2zfhmRpicXw4MYNeHrbVvz0yKNwiccDqakJaPQBlZUIrFolaqNaaezbn3jtCV4jOj7f075mGHteI6x5HNETifOPjyNya57wGtG3fc0wnvxbo+t9Mz32TPZhYTSDUB0/+sHDMLnMkiVLUFZWJmoPdPZlYCboKh49Ijib/mbaD6PbS7f9dNlL1Y5Z5gvTM/k6Vlbrt1n8zaU12AjbvAYzyZCv42S1fpvF31xaf9Nln2p4PX3RRVi2ahX+uHoVNgcCSds4EAziF6tW4vGiItxaVYVTCwqwuaIctlAIVa2RFFacLwyTK3PULP7m0hrMx8BMtsnXcbJav63mL2MsLIxmiOeff15EjLZP1cqYG6MifFNJ+Wt2qNg1FTKnH/VW+EKkPPhENv3NtB9Gt5du++myl6ods8wXpmfydays1m+z+JtLa7ARtnkNZpIhX8fJav02i7+5tP6m074aCuLMAQMwcfxx+HVlP7zzzjtoosjPJPmqqQnfb2rCKbV1OHb8sRhQWIAz2wmjsYYG+N9+B4HVqxFrbIQSDEB2e2ArKYFnwgR4p56FmMdjivnCMGZf06zmby6twXwMzGSbfB0nq/Xbav4yxsLCaAZ44YUXRI1JCt+mmpWMOTFKrKyrq+vwWC5HDo8dOxbFxcVt0qaYFfLxyCOPjG/nix9Gt5du++myl6ods8wXpmfydays1m+z+JtLa7ARtvNpDXa5XPE2utuHMf/nOtNYrd9m8TeX1t902idhMkYp2mQZ3xwwAOdfdRU2vv8+Hvv6awRi9ExyfNTYgI8feQSnjR+P6667DsOGDUNo82Y0vvoqWj76GGo02mZ/aiGyZw+CGzag4bnn4Jx8MsYOGwZbUVFW5guvzYxV1jSr+ZuKH335XPIxsHmPgZnUyddxslq/reYvYyySSlVocxia5CRIbtmyBSNGjMi4IDp//nwsW7ZMFPvNlh+5yD333IPbb7+9zWP19fUpi5t6seREAZPGLBUWLFggis4ncvfdd+O2226D1ampqUFVVVWbx7h4NMMwDMMwDMMwTN/Y9+vfCFEyWlODmM8H2euFo6oKBwIB/GnjBizavh1KH20XFBTgpvPOx3cjERS11rtSgkEofj/USASqokCicygOh2hXdrvjry2dOROlM7ULvhnzwb/NGYZhGMac8He0OTF9xCiJi5999lnKdkiIMjp9KaVdpehASplL9UR1dFF0+vTpLIqaHJojielzO4v2TEc63lxOpcswDMMwDMMwDMP0DUphS8IoCZMkjCpNTVArKtDf48GdEyfhmtFjcPf6dfjPgQNJ225pacF9LzyPJ1wu/HjUaFxWVARbONxmH3HlfCAg2pZcLpFW1+b1omHhQsTq61ExZzaLowzDMAzDMIylMb0w+uyzz2Lx4sUdHk/mQJyESYrayxSJQbi6nxR5+Oijj2bMB6ZvlJeXtxEy01FjtLa2tsNjxx9/fMp2GYZhGIZhGIZhmNzCe9YUkcKWojVJmFRDIVH/015eLp4/oqQEj596Gt4/cAB3rl+HLxsbk27jYCiEX2/cgCdcbtw6eBDOHDgItoICSDYb1FgMSiCgCbKhEKLV1VCDQdgrK+FfuhS2sjKUzZppQM8ZhmEYhmEYJjOYXhhduHChuG9sbBTRexSJSRGZFEVKKWp14UoXILvKDJzJjMGJoi21S3VF33rrLVF3kTE3NFY0v9JJZ+JqLtcYnTdvHoqKivCjH/0Ijtb0TGYlEong4YcfFtvZ9DfTfhjdXrrtp8teqnbMMl+YnsnXsbJav83iby6twUbY5jWYSYZ8HSer9dss/ubS+ptO+7bSUhScMhmN73+AF6eeBSgKLlj2FiSnU9T51PlG//44paoK/965A/d/8QUOBINJt7UlFMSNW7dist+PXx5zLI7yejUfvF4RpUqCbMjvx0unTAYkGZdt2iQiRwsmTYRrzJg+9Y9hcnVNs5q/ubQG8zEwk23ydZys1m+r+cvkuTCqU1JSIm4jR45s8/i2bduwaNEi3HXXXUKAah9JqguimUr1Qu3pbVK6VErhe8MNN2SkbSZ1TjjhhA4RyjSvUkl92z4dL4miuZxKt4muLE74HJgZ8tHv98e388UPo9tLt/102UvVjlnmC9Mz+TpWVuu3WfzNpTXYCNu8BjPJkK/jZLV+m8XfXFp/022/5MIL0fD+Bwi4XLpxLXIzHBapbSmyk7BRyZ7hI3Dh4CF47OuvsWDT12iOxZJu7+OaGlzy9lu4bNgw3HLkURjUGj1KUaoxtxsBj0fsF9q5U9Q33XXTD+A+4gjhC6X+9U49S2wzTD6vaVbzN5fWYD4GZrJNvo6T1fptNX8ZY5HUHJoFJGjNnj27jUCq1/ckUTUTaVhJ9KKow7PPPhtTp041vM185Z577sHtt9/e5rH6+vqUBUeKSJ40aVKbx1auXCnGtK+QvcSas9OmTcPSpUuRq8Wj161bh379+onHZVmGmVEURRS7JrLpb6b9MLq9dNtPl71U7ZhlvjA9k69jZbV+m8XfXFqDjbDNazCTDPk6Tlbrt1n8zaX11wj7tc8+h+0vvyy2i3btgurzaU9IEuSiIsgeT4fUtwfDYfzvgf1YVFsrBMy+4JJlfG/MYbhx7FgUxmKIUPYueiIWQ4nfB5vdIXxwDh8eF2glu11EuZKgy5Gk5vltTvOxsrISuY5Z1jSr+ZtLazAfAzPZJl/HyWr9zpa/+fwdbWZyShjVmTNnjqjnSYKoLoxu2bIFI0aMyLZrjMmF0c6ii+fPny8E975SVlbWJp1uqvbMBC/sDMMwDMMwDMMw6YfOZdTOXyDqehIxv1+ktqW6n11BNUkpcnOrquLu9evw9v79fW6/3OHAD6r6Y0ZFBRx0boXapdNHdBJRkrS2SKD1ekU9VJ3SmTNROnNGxrJ2MRr825xhGIZhzAl/R5sTc8v4fYSEp1tvvZVDopk+MX369DZ/k6jeV0gQbV9jdObMmX22xzAMwzAMwzAMw+Q+JCxWzJkthEa97qdzyBA4hgyGrbhYixh1ucQ9/U2P0/O032HFxVj8p4ewbNkyHD1gQJ/ar4tE8Ic9u/HNr77EsrpaqEprDCrdK4oQSmM+HyJ79iC8e7cQbgmqQUqCLp+PYRiGYRiGYcyKZWqMJgvV9ty6dSuef/75bLvCWIw77rijTZ1R+jHZV9q/lkTXXK4vqqfSpbTSxxxzDGytqZXMSiwWE/4S2fQ3034Y3V667afLXqp2zDJfmJ7J17GyWr/N4m8urcFG2OY1mEmGfB0nq/XbLP7m0vprhP24vbGH4/A7/4jmJUvQ/OFHkOGGXHkoQjMRSmlbeOopKL7gApHSlor7vDx9Buat+xyPL1+OmkAgaT+2hUL40a5dOLqsDL8qLsH4ggLAbhdpdCmlL6XwJZFU1EANBmGvrBRRrrayMpTN4ouCmfxZ06zmby6twXwMzGSbfB0nq/Xbav4yxpKzwqiebpWFUSZZqJ4o3fS6oIn1QZOlfS1RSvOc6yxZsgSFhYU48sgjLfGF+OKLL4rtbPqbaT+Mbi/d9tNlL1U7ZpkvTM/k61hZrd9m8TeX1mAjbPMazCRDvo6T1fptFn9zaf01wn6iPbp4t/Lmm1F+zTXwv/0OAqtWiWhNJdAC2VMgIkY9EyfCe9YUkUq3jZ1wCAVTpmD2aaeh6fEn8NiB/WiOxZL2Z319Pa6sr8eFxSX46eBBGOJ0wlFVBbWiQqT4jTU0CJ8IEkcpcrRg0kSuOcrkzZpmNX9zaQ3mY2Am2+TrOFmt31bzlzGWnBZGR44cicsvvxwvvPBCtl1hMkBdXV3aojHph+eMGTPify9YsKBPdUHpdToktk6bNg25zqhRo1BMqZ1MXnCbIB8PO+yw+Ha++GF0e+m2ny57qdoxy3xheiZfx8pq/TaLv7m0Bhthm9dgJhnydZys1m+z+JtL668R9juzR6Jn6WWXiltvsbncGOzzQQ2GcEr//rjysMPwl1078fS2bYj1Id3tq75GLPX78N3+A/DDgQNR7HTCXl4OyekUUaMkjkput0jp63vtNSHoMkw+rGlW8zeX1mA+BmayTb6Ok9X6bTV/GWOR1Bwv/PDoo4/ixhtvFHUiR4wYkW13mDRx++23i4jgRGiMSZRLF5MmTYpHi5LdZGuNkn/kp1H+mQEuHs0wDMMwDMMwDGNe9v36Nwhu2IBoTY0QLWWvV0R6bvX7cc/69Xhz394+2y5zOvGjI8bhqlGj4JRlROvqEKuvF7VPqd4ppfYdumB+hyhWJv3wb3OGYRiGMSf8HW1Ocl4aP/7445Hj2m9e0ll621RS3nbGokWL4hGoVK+2vRDbHQ0NDW1EUap5m2uiKMMwDMMwDMMwDGNuPBMmiHsSRAlREzQWwyivF49MnoxnTz8Dx5aV9cl2fTiM33++FucufROv79kDubgYkCRRc1QJBaFGoyL1L8MwDMMwDMOYiZxOpUtMmDAB9fX1KOErFHMCEj/nz5+PZcuWdXjuhhtuEOl0KV1tOkRIsvHWW2+JyFGChE56bPr06T2KolOnTm0jit52220p+8MwDMMwDMMYB121O2/evG73mTt3boerfRmGYcwM1R1teO45yG63iOQk0ZJqglL6W+LEfv3wwplT8NK6dbhvx3bsjUSSbmNHczN+8OknmFRegduGDMGxkgTF54dc6Rb1UJNJ/dseXpsZxnz4/X6899573e5z+umnw9t6QQbDMAzDmI2cF0YJFkWtB4mQifU5SWzsCdpnzpw5bR5LrDlKIifV+UwG2n/lypWi3ihFjdJ9d0InCbf6vvkqilL6ajr4pRTWDocDZiYSieCRRx4R29n0N9N+GN1euu2ny16qdswyX5ieydexslq/zeJvLq3BRtjmNZhJhnwdJ6v12yz+5tL6a4T9dNlTCgvxf0cfBSUQwAXNzcD+/Yg1NIiaoLaiIrGPLEm4oKwMZ3k8ePLAAcw/WAO/oiTd1sq6Wsyqq8V5JaX4+ciRGFVZKdL3Mkw+rGlW8zcVPwKBAFasWNHtPieccEIbYZSPgfkYOJfJ13GyWr+t5i9jLHkhjDLWhIROXdhMFDj7YicVSByl+qC6WEv3d955J2bOnBmPJqXnKYpVT+dLUaX5mj6X3m/6orFCCmvykaKM9e188cPo9tJtP132UrVjlvnC9Ey+jpXV+m0Wf3NpDTbCNq/BTDLk6zhZrd9m8TeX1l8j7Kdz/W0kkdPlglxUBKm4WIiV0epqqOGwqP8p2WyAosAly/hev374VkkxHqmrx9N1tYj2oe0ljQ14a+0afKfJjx8XFmBIJ/uQOEtpdgOrV4sIViUYgOz2CH8o/a936llcm5Sx1JpmNX9zaQ3mY2Am2+TrOFmt31bzlzEWSeVZwDBJsXjxYjz33HMiKpRuuoBLIiil8Z01a1bSkam5VDyaxOGKigoMGTIEsmzuMsaKomD37t1iO5v+ZtoPo9tLt/102UvVjlnmC9Mz+TpWVuu3WfzNpTXYCNv5tAZzusbc+VxnGqv12yz+5tL6a4T9dK+//rfehvuVV0BWojU1hyI5JUkIplR7FLGYqAtKIimxIxLBgzXVeNPv73M/Slwu/OaPf8QPfvADuFwuhDZvRuOrr6Llo4+1trpAsttRcMpkhE89FX979dVu2+C1ufPf5vS9VllZiVzHLGua1fxNxY++HDPxMbB5j4GZ1MnXcbJav7Plbz5/R5sZFkYzQGNjo4gulCQJS5YsybY7DJM2eGFnGIZhGCZXYGGUYZhchk791M5fAP/SpeLvmN8vIjWp5qh4nmqLkiCaeIrIZhPRpKsDAdy9dw/WtrT0uf2RI0fivy75Js7cuVOcGyGUYBCK3y/aVhUFkixDcjgge72iJirR4HLhpbGHd2ub12b+bc5kFj5mYhiG6T38HW1OOJVuBqAQ7aVLl6KsrCzbrjAMwzAMwzAMwzAMk2eQGFkxZzZsZWVoWLgQNq9X3JRQEIrPj1hTkyaSkjBKAimJl3a7uJ9QWIiFJ56EpYEW3LN+PXZSrdIk2bZtG65/6E84rqwct48ejQmyHBdldYQkGwiIaFbJ5dJS6bpc6XsTGIZhGIZhGIaF0cyQao1LhrESX375pbjqZdy4cZZIobBx40axnU1/M+2H0e2l23667KVqxyzzhemZfB0rq/XbLP7m0hpshG1eg5lkyNdxslq/zeJvLq2/Rtg3av0tmzUTBZMmwvfaa2j+8CPIcEOudAvBNLxzpxBG49GjFMVZVoY9w4dDcthxXqMPUwcMxFPbtuLhjRvRSPslyZr6Oly5og5nl5TglkGDMKqiH2SPR0SmqrEYlEBApPUl0ZTqoEap/inDWGBNs5q/ubQG8zEwk23ydZys1m+r+csYC49+BqA6lER5eXm2XWEYw3n55ZdFHdZoN/VizAL5SL5m299M+2F0e+m2ny57qdoxy3xheiZfx8pq/TaLv7m0Bhthm9dgJhnydZys1m+z+JtL668R9o1cf11jxqDy5psxdMF8lF19NdxHHgnniBGwV/aD5HRqQqXdromVhYV4f8xovDd8OGKSBJfNhu+NOQzvnnsebjjsMDj7eFJxaWMjLv7yS/xx3140UpsFBSKC1VFVBefw4UKopWhVUfuUYSywplnN31xag/kYmMk2+TpOVuu31fxljIUjRjPA/Pnzs+0Cw2QMKl5dXFwcrxtjZsjH4cOHx7fzxQ+j20u3/XTZS9WOWeYL0zP5OlZW67dZ/M2lNdgI27wGM8mQr+NktX6bxd9cWn+NsJ+J9ZdS1ZZedqm4EaHNm7H39l+I7WhNjUhpS1GbVQ0NkGx2JL66xOnEHccci28PH4F7P1+LV6urk/Ytqqr4x5YteH7HDvzgiCNw7egxQnglQdZeXi5EWk9dHU75dDnkkhLIHrcQcYvPP7+NHfr9yeQvZlnTrOZvKn44HI74a7vbJ13t9QQfAzPZJl/HyWr9tpq/jLFIqkoFJMzHmjVrcOedd4poyxNOOAF33XVX0ge7s2bNQrZT6K5YsULc09s8evRobNq0Kas+MUw64eLRDMMwDMPkCnQMM2/evG73mTt3bodjH4ZhmFyi/rmFogZpojgqkCTIRUWdpr2l9Ltrm5txb/UBrNT37wODPAW49eijcPGQoZBbT1hG6+oQq68XNUedQ4aISFaKdBX1R5k4/NucYRiGYcwJf0ebE1NGjK5evRrHH398/O9Vq1Zh4cKFQiRNRhxdunQpGhsbkU1MqjszDMMwDMMwDMMwDMO0oXTmDCFE+pcuhb2yEpLbjVhjo6j5qfj94tYeEi0nVVVh4THHYOm+vbhn61Zs7UME6d5AC3762Wf426ZN+OUxx+LkykohgMboYnNqPxQUNVH9b78Tj3JlGIZhGIZhmJyoMXrDDTcIQVEXFem+vr4ev/iFltKlt4waNSpuJ/GWSSgsm0OzGYZhGIZhGIZhGIYxO3T+omLObJTOnCn+prqfFKnpGDIYtuJiLWLU5RL39Dc9Ts/TfvTamT/5KTbu2oWHH34Y5QUFffJhfUMDrnr/Pcz++CNsbWkWkaqE4tNE2cCqVWnsMcMwDMMwDJNvmDJilCJEE8VEffuzzz5Lyk55eXmb1xOZFkdZFGXyjSeeeAJerxfXX399h5oSZiMSieBvf/ub2M6mv5n2w+j20m0/XfZStWOW+cL0TL6OldX6bRZ/c2kNNsI2r8FMMuTrOFmt32bxN5fWXyPsZ3P9pfMYZbNmomDSRNS9+ioW7d8v0uWev3kLHK3nU2KKCl8wguZADJFACFuHH4Vtx5wCxTECEz8/gO98bw7OWrceD7/7Lv6+6WuE+3AeZtm+fXhn/37MGjwYNxWXoDIS0dpOIV0vk3uYZU2zmr+5tAbzMTCTbfJ1nKzWb6v5y+ShMDphwgRRY1SHhEw6ME9Mr9vbiNFEG8S0adPE46WlpTASqitaV1eHZcuWiW2Gyae86S0tLZZII00+HjhwIL6dL34Y3V667afLXqp2zDJfmJ7J17GyWr/N4m8urcFG2OY1mEmGfB0nq/XbLP7m0vprhH0zrL+uMWNQMXcu6u+8U/t73Di0VNfiQE0DDkQktHgqsH3UGGwYMR4Bd6H2oj0+rN/jw9PLd+InNX7cfMQ4zPB48KedO/ByfX3S/sdUFU/v3o0X5b24YdAg3FBVBVugJWk7TO5iljXNav7m0hrMx8BMtsnXcbJav63mL2MskmrCWUBi4jnnnBOPttSF0S1btmDEiBG9tnPvvffi9ttvF68lMfTNN9/EyJEjkWnOPvtsvPXWWxg9ejQ2bdqU8fYZJpPFoz/99FNUVFSIz5osmzJbdxxFUbBt2zaxnU1/M+2H0e2l23667KVqxyzzhemZfB0rq/XbLP7m0hpshO18WoOrq6sxb968bveZO3duh2Mfxnyf60xjtX6bxd9cWn+NsG+29ZfOy3x60I5nP9sdfy4YicEXiCASU6CogCwBDpuMYo8DbocNVy+Zh3JfLfoH6uGMhvGl2427t2zBJwdr0FcGejy49bTT8OMlS0z/Wcv2b3P6XqusrESuY5Y1zWr+5tIazMfATLbJ13GyWr+z5W8+f0ebGVMKo7o4SqImTVaKFL377rtFJGkyPProo5gzZ44QRhctWoRvfetbyAbPP/88ZsyYwcIok3Pwws4wDMMwTK7AwijDMEwCLXXAV68Duz6FGqjHzgO12N0E+KUirFYPx2vhiTgY67qGqMsu46ZVCzGybje8zQ0oigbhLCmGvbISb+/fj7vWr8MWv1YztC8cd9xxuO+++zB16tQ+28gl+Lc5wzAMw5gT/o42J6ZMpaunvF25cmVKNhJT6U6cODENXqXmB6XWZRiGYRiGYRiGYRiGMSXVXwLrFwNb3wViWk3PuuYwws1h0Cm9cmU/hiibcD6W4GP5GLzrOB0HXCMgSxIUVUVLOIamUBShqII1xcMw5OBOBFwF8IQDCPv8sFdUYOrAgTijf388t307/rRxA2pDoaTdpPJLdN7oggsuwD333IOjjjrKgDeDYRiGYRiGyUXMHd+cIuXl5Z1uZxqj65kyjJmglNdff/21SE9gdshH8jXb/mbaD6PbS7f9dNlL1Y5Z5gvTM/k6Vlbrt1n8zaU12AjbvAYzyZCv42S1fpvF31xaf42wn/H1l5KJrXgc+PccYNNSTRSNBhFu2I9dfgnNigPlsWqUK3VwIQyXrGCa/XP8j/q/mI5lKHTa4HU70L/YjREVhSgrcOCzQUchrMoIyHZEbA7EYgpCdVqdUbss49ujRuGdc87FD8ceAbfN1qf+vfbaazj22GMxe/Zs7N+/v69vE2NhzLKmWc3fXFqD+RiYyTb5Ok5W67fV/GWMJaeFUYrUpHzR2agr2hkNDQ3ZdoFhDOeFF17AM888g2g0CrNDPpKv2fY3034Y3V667afLXqp2zDJfmJ7J17GyWr/N4m8urcFG2OY1mEmGfB0nq/XbLP7m0vprhP2Mrr8kir5/P7DyCe3vkA9o2CFukWATXsS5eBHnw65GUYxmDJVqMBgHUKg2i93PDS7BjMBCzQ4AmyyhosiFosoKfN7/cMQUFc1OLe1utKEBsaameNNFDgduOeoovHX2Obh82HBIfegjndykUkpjxozB73//ezQ3a34x+YFZ1jSr+ZtLazAfAzPZJl/HyWr9tpq/TJ6m0k0HJSUlInot25AwawY/GCYTDBgwAF6vV9T2NTvk46BBg+Lb+eKH0e2l23667KVqxyzzhemZfB0rq/XbLP7m0hpshG1eg5lkyNdxslq/zeJvLq2/RtjP6PpLgujGl7XtpgNAULuoW4WEZrjRD7VC86xBGUqkFhQhAKcaQblaB5cUQp1cjsnhj+CTi/GG+/y42SKXHWsPPxET9m9Ek8MNVywMdyiAlr37EPB40eIugGSzCyG10GnHXRMn4XtjxuCP6z7HhzU1SfeVBNHf/va3eOSRR/CHP/wB1157LWx9jERlrINZ1jSr+ZtLazAfAzPZJl/HyWr9tpq/jLFIqtp6SR/DMEyScPFohmEYhmFyBTqGmTdvXrf7zJ07t8OxD8MwjOVrilL63DaiqAR4ylGPQhxsjglRNBzTUs657DJkNQav2oRi1Scea5YKhThKPFj0M+yyD4ubp2jR0cuX4uwtH4to0LKgD0WRIOh8JAmvIacbYbsLiixBVlUUqRG4QgF86Pfhnn17sTkY7HPXjhlWinuvOx3nfnMmcMQFgKcMuQr/NmcYhmEYc8Lf0eYkpyNGGYZhGIZhGIZhGIZhmC5Yv/hQ+lxdFPUOBFxeNDcExFOxhBS5hCLZ0CiVIKw60E+pFSl1Q6pLCKSnh/+Dp+zfEfvRdfiNgQheH3YSCgJNOHXvOtR7ihGyO+ENt8AZIxG0RdxIKdVjNyIATi6rwMujRuHfPh9eCofgi9CjnUMZukKhUIfH1+1swHm/ewnnLHof9874M449/WLg6OlA1RHpfhcZhmEYhmEYC8HCKMMwDMMwDMMwDMMwTL7RUgdsfVfbDtRr955yIYrq0Z6EnmisVReNE5AK4JMiInK0SPULYfS4yBr8n3IpmqQi1DSF4AtEIcsyFh52FnzOQpy//RM0291ocbiFMFoYDsCuxCBDhSpJUGx2BF0FiNqdKJYdOG9MFcJjD++2G3/5y19ENEZXvLmhHkt/vxzXTt6BP1z8CgZPmwNMulaIsQzDoE9pqz/77LNu9znhhBNQWFiYMZ8YhmEYJhlYGGUYJq08/fTTosbod77zHTgcDpiZSCSCf/3rX2I7m/5m2g+j20u3/XTZS9WOWeYL0zP5OlZW67dZ/M2lNdgI27wGM8mQr+NktX6bxd9cWn97ZZ9EyK9eB3Z9qomQkQDg8GjpXYee1CHVa0bWX/InFgGiQe0mUuge8kFRVURVGW/jVPHUFPUjOKW21Zj8UhG8ql/UHHUijLAKnBT+FItjpwtRVIUqIk5J9Hx9xMnYUDECZ+5ZixNrN0O1yWhyuqAo2j46FJkqyzYsrzoCFRecBWxajlQh849/dADPflaDn7+/D7f+aA+85/6KxdEcwCxrmtX8TcUPEkb/85//dLvPkUce2UYY5WNgPgbOZfJ1nKzWb6v5yxgLC6MZYNu2bRg9erS4SjIajWbbHYYxlD179oiDXyuULyYfd+3aFd/OFz+Mbi/d9tNlL1U7ZpkvTM/k61hZrd9m8TeX1mAjbPMazCRDvo6T1fptFn9zaf3t1j7V8KR0tRSZSSJkexp2AvvWAisfB0adGU/1mpH1l0RaQqTQpQKiXkC2xZ+WhWgooVaqaH2E/m5rg9LqtkgeFKotKFKaRK3Rw8NfoC54sng+GlOF8CleLQEHygbh31VDsLEAOHL7WozYtxmeUAsckRCaJQfqZBe+7DcSX446DkX9yuE+0ISjkT4CEQV/eG0nFnzwe/zuB5tw/e//BrudT41ZGbOsaVbzN5fWYD4GZrJNvo6T1fptNX8ZY+GjvwxSUlKSbRcYxnAuvfRSlJeXW+LHJfk4a9as+Ha++GF0e+m2ny57qdoxy3xheiZfx8pq/TaLv7m0Bhthm9dgJhnydZys1m+z+NsrP5KMsky5vRToYJ9OuK18QrvpUFQmiZAkkKoKIMmAzQG4S7XnNy3VbpOuhX3Cd41ff/X0ubpg62ib9lJEbkLBqfgUMYWUUvqvI0HJLYRRO7QLwV1Rv2a2NRJUP/VoozqikgS7JCHgLsDKI04Rt0SaQlHsbwwCCtA/GIHboCl6wBfBjXf+Ew89/yHufeAhXHDBBcI3xnqYZU2zmr98DJwZm3wMnB/k6zhZrd9W85cxFklledxwVq9ejUmTJqGsrAy1tbXZdodh0gbVcamqqmrzWHV1NSorK7PmE8MwDMMwTF+gY5h58+Z1u8/cuXM7HPswjJVpaAlj6YYDWLWzHg0tEQQiMXgcNpQWODBxWBnOOXIASgqykGaspyhLHRIVE6IsTQOdZnn/fmDjy9rfIZ8mQop0tV1gd2sir6tY+3vcxcA3fmZsqtcnpwPNNUDDDs234iGA85A4WtcSRm1TWHQnLJRRwGWXO5hxqwFUKgcRlpzYL/fH/mgR5ih3IBxVoJAsSmedJMBpk0UUakWRE2UFzi7dqm0Kob4lIto6rFjB0b7WyNYuGLTjBfzu319iT0O4z2/F6WdMwYMP3IeJEye2eTzW0AD/2+8gsHo1Yo2NUIIByG4PbCUl8EyYAO/Us8R2tuHf5kwm4WMmhmGY3sPf0eaEpfEMsHXrVnFPUXQMwzAMwzAMwzAMk002HfDjpbV78cHmgyLVaXt21wewfo8PTy/fidPG9MMl4wfhsP7e5BtKNuIzxShLcTND1B/5r4uiTQcOpaoldZDS1VJkJqWsVWJApBkI+bV++vdp71FRf+31BRXA8dcZ5yeNhXCrVewkfxIodjtQ16yJjfS20vBEFRV2ue17TFGlhApJpM1tgUvUJ9VFUZphNkhaal5Js9sdpQVONAQiCEUVIa72xDcnDsa3J3jx4LI9uOuNXWgKte1Hb3jvP++IC9q/Of0KPPzAPagKhdD46qto+ehjqO1KIpH1yJ49CG7YgIbnnkPBKZNRcuGFcI0Zk3S7DMMwDMMwTOZhYTQDPPfcc9l2gWEyxs6dO9Hc3Ixhw4aJurpmRlEU4S+RTX8z7YfR7aXbfrrspWrHLPOF6Zl8HSur9dss/ubSGmyEbV6DmWTI13GyUr8pYdTTn+7Aqx+tE39H7aUIRhX4AhFEYgqoFCRpXg6bjGKPA27Y8O5XNeJ25YnDcOWJQ3uXbrQXdTWVvWux86MXgIHHYdgpl0PuP05EWUa/eAm+YARKoBHuqA8OtVWYIwFOllrTsVL+1sa2UZYkRrbUdhllmbFj4PqdGLbiCfE+HhJFJcBTrvmaUMNT4C4GCqs04ThQFxdRlcL+2PnR/wG20Rg2/jRj1l/yh2qcktBMw0QiLfnTCgmgBU47tgZLoEgqytSDIj0u9U2rP9raBVWLhI3CLgRRn1ok9osHi0paWl7C67LHt7uCni9y2eEPRkVq3d5Q4LThVxcMw/dPG4D/fmUHHv1gn5b+N0leXPwsXv+/53H9qFG4cexYeB0OKMEgFL8faiQCVVEgyTIkhwOy1wvZ7Ubze++LW+nMmSidOYNT8mYYK63BZvKXj4EzY5OPgfODfB0nq/Xbav4yxpLXwuj27dvR0NAgIjrr6urSbp9sL126FMuWLUu7bYYx84UAhYWFuOOOO+B0dp0eyQxEo1H84x//ENvZ9DfTfhjdXrrtp8teqnbMMl+YnsnXsbJav83iby6twUbY5jWYSYZ8HSer9JtE0b++uwVvrtuDif5V4rGXcCJaoh1FnEBEgS8YFalMKZUuRfg9s3wn6lvCuOnM0V0LP0lEfEZdFfhH7bHAQQV3HPgBgsXD0bJnA5rCMZTF6lCkNouXK5DQInlEHUtFlWFTFRTbwihQA5CTiLLM6DFwlQxnuOGQKOodqEWKdgWJpYX9ALtL60+wAVF7Ef7RcBbw0ju446iTD/mbZBRut/2m/fet1aJvSWimyFUSaRPE26ICN94KnCq2vyW/AihRRGIqbLImnMpqTIwF0SQXQY0Bq3C4EEgTa4vqYmiJp3epmT1OmxBGO4to7o7+xU789arD8O0TK/Hbl3fg7a8akSzhaATzvv4Kz23bih8MGoQZJaVwJMx54VEggJjPB8nlEql0bV4vGhYuRKy+HhVzZrM4mkGssgabzV8+Bs6MTT4Gzg/ydZys1m+r+csYS94Jo/fdd58Qblat0n4IZgIu48rkExUVFfB6vZb4IUg+6vncs+lvpv0wur1020+XvVTtmGW+MD2Tr2NltX6bxd9cWoONsJ1Pa7Ddbu+xzgvtw5j/c51prNLvZ5bvwpL1+yFBhR8eER0aiimQJJuIzqOIO4oCJEGrJRwTkXqUyrTaF0IwEkOl1yVeT7UhrzppWGp1NSOAFGhGpVQPSDY0NjXBe+A1hKVClKkqCtEixKcGeNGAIqiqDAmHokWblULIajH6OwMojPkg6alqSRwlUXbY5A41RzNyDFxRDjTu0gJWqe8ERYp2J4omQvtFQ0CgFlKgHpX2JiGsiv411PUYhStEzpWPt6m72m2/x56v7U9Q9C2NFflNIm0rHruMctkvIkDt9HpZEtv6rZ/kF1JhGA4EVAfCiowlkQlifhE2CbDTf1ReqNAJt6NdxGwX0FgTIh1vklD63/7Fdjzy7dH4cIsP97y5Bxv3BZK3E4ngDzt24F+u/bh11GicPXgwZLsdaiwGJRCA0tQENRRCtLoaajAIe2Ul/EuXwlZWhrJZM5Nuj8ntNdhs/qbiR1+OmfgY2LzHwEzq5Os4Wa3fVvOXMRZJzRPV7u2338aMGTNEFGemu0wfNGpz9OjR2LRpU0bbZhgj4eLRDMMwDMMwDGONmqK3LFwrtqt9QRENSpQVOEQ9x85Sm5Lo1dASRn2LJsIVe+yo8rrF9gMzx3esObri8UORor2sq0kxhRQRGFEkUadSq1WpIKracQDlaEZrDcwE9LSsunDWzxFGaeygEHy1yMxi4LBzgLN+hYyz+ilg+QJNYGzYofW9fHTH9LndoUSBuq1aXGLpcE2wrDoSqN7Qu7qrtL9Ob+quvv0/Wo1WErIpWrWTCFc6g1LjD6ExoM0FEs+p1ihFivZHnXjvq1EOPwrwdmw8HozNaA2r1NIy03hp88fVmhS5ZyidMonyVfYQzsKabvedW/EpqhxahDGlht5V16K9Ta3iLfn7+voGPPT2Xuxr7ERU7iUn9uuHO44+BuPLy7X3JRZDrLERsYYGMQ42jwP2AirGGsOgiwfCNais63q6aYZ/mzMMwzCMOeHvaHOSF5c8P/roo7jxxhvjgihfEcAwDMMwDMMwDMPkCy+t3RsXm3RRdECJW0SKdgWJWRVFLrgcNuxvDMIXiMLjiMDrduDltXtxyzlj29YU7SCK9lxXs7mxBvZIPdwIIQaZrtyGDBUNcCMoF8CR8NOdIhBJ5KKf9SSmqq2pXA9GnHA4ilEUa9SiHUkY3foOMPmmXglRJP4u3XAAq3bWo6ElgkAkBo/DhtICByYOK8M5Rw4Q6YR7BaW3JXRRmMTFZERRQrZrryOhUn8fG3YBpUN7jMJNtu6qgCJLSRil/SktL7VJAilFrnpKhT/0SooYpjlB0Zh2KCiTmlAMn9A//ShCEwpAlbrelE6F0yZrEaWqJkpWFrpQXkjvYe/PxQTCMXEvok21zV5B40lQ26LOKQ2DXca3JlTggqPL8M9PqjH/vf3wh5IvQLr84EFc9u47uHjIUNx61FEYUlgIe3EBpFgTonVNiPlDkFQbbE4JvjX7UFng7zKSl2EYhmEYhskeOS+Mrl69GnPmzGkjiGYjYpRhGIZhGIZhGIZhMg0JRR9sPti6HYlHinYniiZC+9H+FDlKrydh9P3NB3H9aaMOCYaU4pVIFPN6qKsZVCTsixShQgrCqYZF7VAKM1QlCSTFkeiZCP1Jj+lRgLroRY8dCHtQIPu0mqO6aEh1OI+7qtsoWhKM6b3prI7l7voA1u/x4enlO3HamH64ZPygjlGy7dHT5+qpbilKti/Q6+i9pJqf9L7YnL2OwkUSdVcFJNJRVCmJqLQ/Qe0EaoFAXbwdSZZRYVNQ4mqCEvRDEeMFtEiFaJTLQVW63nCfh4bYaMjNYRHESgHAND5aXdHenxehsaVUzoSYp1oAaI9EE16nzw8ScylFNOF2yJj9jQH4/nEy/vTuQTy2Moho8vooXt69C2/s3YNrhw/CTQO8KLbboLolxIIqYoEobDYVzVvDKB9TD1tBayQvQQI03XoTycswDMMwDMMYRs4Lo5Q+NzGd7ahRozB9+nScffbZYru8vBwlJSWGtN3Y2IilS5di9uzZIoUvw+QDCxcuRHFxMa644go4HL28sjpLRCIRPPvss2I7m/5m2g+j20u3/XTZS9WOWeYL0zP5OlZW67dZ/M2lNdgI27wGM8mQr+Nk9n5TNCQJf1QnNBxVYJcUnKx8AcknYZP3WKhSzxGNlG63IRARNUfJjhs2LN14ANMnDQFa6rS6l0iurubB5ijeVibDoYYwS/0/eBAWOhEl1PUgAFmNQenENxLaSCSNxDRxVOinkg0tkgdFpKBR1GSRG9j5SRthVB8nOi8gjzkNz63UomgJ6pMvEEEkpojIVLJJKWCLPQ7R13e/qhG3K08chitPHNrpxc/C/o7+QKwcV0i7IWZBstGiOrKMiCLjWeV8IZ5dEXsVjljvonDFGJCg2SqiRgoH4tmla4C1j+CK717f+fwkkY4iS0lEJXHU4YlHpkaCzXi25XSx2xXy63BIMYC0WGcBmmUvAqoHTkXFZ55TsaHfZTjRacPK7Q0odNmxtyEg5gyJ8xR93Ftof7qenSI9nb05a9W4C7A1IhqTUBRzogmFUFVtjDoI7GoMQwrCePACL2ZOHoo7l1Zj6cZGJEtYUbBg224s3GXDj4b2w1WVxWQdapSyIStiePzboigd3Ton7W7EXKVoVD1oeWseVn60Dv8umgWP09636GTGMmuwWf3lY+DM2ORj4PwgX8fJav22mr+MsdhzPVp069at4kfLyJEjsWjRIkyYMCFj7ZPgSiIs+fCLX/wiY+0yTDbZsWMHCgvph6j5yxeTj/T51LfzxQ+j20u3/XTZS9WOWeYL0zP5OlZW67dZ/M2lNdgI27wGM8mQr+Nk9n5TiliChD+iyGlDSVR7jCSj3nhMUXcUuecPRoUdt8OGlTvqNGGUIjMpQjIerSn1mMJWi+yLYT8qxe5R1RYPnlMhCb8K1Wb4JRKbOkIRgDZZiwokW06bBF/MiQK5BeFQEAejARzwbcPDjy+Pp8U9blBRfJxWNQwXYiqlFm5s0QTf9gQiikg7TOIciVXFbgeeWb4T9S1h3HTm6A7iqJgHAU0MVt2toiVFcvYFRYGqxLAVw8QAqaAoSHuPUbhCjSvsB9iK0QvNAAEAAElEQVRdWtRosAGqvQhbw+XA7gNdz0/qC6XbpchSihyltLp0iwahBpqwtXmo1i+KULXLgLsEst0N8kR4M+laDJ90Laa3vif3v/mVEJLpfaM6oRRtTCmZexOlTBGfel1bGjcg1PP7RWpkLAw5qqBUDaAYjWiCB37JCwVtBVmv2iRqooYlJ4b08+LPV5XhqTcqsGjNh/iqyYdkaYjG8IdtB/DPvXX42YB+mFbohRKxQ3bKaKl3wiUHIYWbgEgL1EAzIiiED2UYG3wXE4MeLPWc37foZMYya7BZ/eVj4MzY5GPg/CBfx8lq/baav4yx5LQw+txzz4n7iRMn4rPPPsuaH5MmTRL3dXV1WfOBYTLFBRdcICKx7XbzLy/k42WXXRbfzhc/jG4v3fbTZS9VO2aZL0zP5OtYWa3fZvE3l9ZgI2zzGswkQ76Ok9n7rafPpWhIwu10YKt8lNhWkkhv6nHahDBKkZpEY6vQ2pe6miRISqqCyViJUqVe1KwkqyL4k/KvwgYPgvCjc2FUjwTUa45SPcmwIiGkKIhIUQRiMahyC2qbtHqTQnja3QC3Y6x4H1qE6Hmo3irpeSTaFThtQnSlupgt4ZgQ6Ug0JXGPokqpzuaS9ftRVuDEVScN6zgPhms1Je1RGULLpPS2FMmZLOEm2BHBZXhDSMX0/vQmCjcO7Uc1QgO1sAdqcVnJF2JM7BE/4Kzo/DX0JlC63WGTgfXPa3VaqV9FHlxm/0Lbdg8CpNYTiTYHMGoKcPTlHWpmkrBHwiiJyVo0blTUqaWUzBR9TEJ7e2gsKVJUF0WLPXaRtln0oydiNM5hyEJEloW07kULihFAo1IMHwnskgSP2oJiVRM/m6Qicb/GcRyOLm7CaeNPxopdm/HXfbuwN9I6t5NgRyiCm3fswwRPA24f3B8TCgoQapbgC5dAUYpQCj9KQXVZm8Vcr1FKMaXpVbzhH4H9zhEoL3T2OjqZsdYabFZ/+Rg4Mzb5GDg/yNdxslq/reYvYyySmsPy+DnnnIO33noLW7ZswYgRI7IauUriaFlZGWpra7PmB8Okm5qaGlRVVbV5rLq6GpWVlVnziWEYhmEYhmGYQ1z7+HIhEO6qaxEi38ASt0hzmizNoSj2NQZFBOXQ8gJUFDnxp1nHoemfVwGNO1ES2g+nGkSDrR8ijiIhMpIw1j6VKbG7IYBAOCaiPQcp++GUonCSsAVVpNKNwIEI7NhvG9itT1FFidcH9UoB9JfqEJLc2IdK7FYrcav0s3haXIpYrPFrIhuJo6Q3kW8kciYj1lV53WL7gZnjO0b1rX4KWL5Ai5xt2KFJveWjk0upq0SBg18DSgSQHYfu+41N3k4dRUWoQOlwkcoVJ83ptu5qGyiVLkUDU0piEr3DLYCzQKuXOexkYOz53UYGP/3pThFhq0IV7zuJo4kiNAntNkkSonagVYTWz07R+0wiNAmc3xpXhJ0fvtitq3PVf6AKdUJSF10H2ZXjaaKbpQLEVBuK4W/9uxB1crnYfrDoZzj79X+jKOBHme8g1EgIf29qwb/27kRzTPO5L5xbUYyfjqnC4HOL4lEpBQhgoKRdMH9ALYMfBXhXOQ4PxmaIuVjQmlaXPjfEeUcP6DQ6uTP4tznDMAzDmBP+jjYnOS2NU2j0tGnTsiqKEqWlpeKe64wyDMMwDMMwDMMwmYRSyRK67kfRkH2BBCzNjiSiAHfXteC6Jz7Dr+rrUaLEUKzGhLAVVoBgOCbErrrmsBDBSHh0UwpW3RYV8mxNYxYTEX5aCl3t/9Z2epHkl8zokaYUYUrth1QbYlBRrxYipCrxtLiRZq1uJWlMoi+qJtCRwKtZ6AiJpVQbk0RVingkcc/jiIhIxpfX7sUt54xt+wISC1c+rm2TEEkCKQmMlN62twQaAJVS8MpAq/+UujbpeqWyXYscDfm6rLvaLSR60r693b8dFO1IaYcpwpbEZHrfKHqZxHmKPKZbe0h0J2HQmyAMXoC38EivWtRmkD53NJGd3j8JZWoDYqB5YWsjir7hPg+77MMQdjiBAKBKEpyyjFkDBuO0qiFYtHc7Xt2/C9E+fGbeqPXhrTofrkA/zP5Gf5R47GiGB/WqF2WSH6VSE5rUAnxDXo8nlAvQoBSKiw/C0ViP0ckMwzAMwzBMauS0MEqpa2+88cZsuyHSil5++eWcAoXJC/bt24dwOIyBAwdClg+d/DAjiqIIf4ls+ptpP4xuL93202UvVTtmmS9Mz+TrWFmt32bxN5fWYCNs8xrMJEO+jpPZ+01CE6WSpahJEghbQlH0twfEcy02r6YUdkKR4sdJ4U9wRHSjqMtINRKbZAf8ihcrGw7Hh7YTEXVWoUV1olBREVNJ0lRFbcyopIpoQEIXwShVKN2kVnGWRM1alCIEJ8Ziu5CytFg/EqFI1Or+9zOJq0qrbighhiJStihNLwqFoLnFcRQGOt2iLVG3sjmKMqlFCKK1agFssoxgREFdc0T41R0koFIaWIocJXGPhLv3Nx/E9aeNEnU04/OgPgBUnoGB+5ZBJmGR6nwG6rSan71Jgxvya/urgCLZsU/V0t4OdLjFu5M0jkIoQT/2RbxAxIuBgYak7fR1ftP5D4p2JGGPIkfpPfPGU+tGREpmGhsS2h02CcUeh6hdqyNSyY5sRs1CihY9qfvGKKJWtUEVQrImYtI8sokZqf0lQ0G9VIpGWbtw/WPnKXjDdZ7YDrgKQbMx1io+O8MhFHuKMXvEWFw2aDj+sWsT3qnen+Q7R7VzgSc/PYgX19bjhtOqcNUJ/dBgLxQpdV2IwIWw8G+qvBIv4QwxnymKWo+uJUGZ3rsTRpRxzVELr8Fm9ZePgTNjk4+B84N8HSer9dtq/jLGktOjTxGao0aNyrYbKCkpwaJFi7Bw4cJsu8IwhvPkk0/iscceQzTa97RDmYJ8JF+z7W+m/TC6vXTbT5e9VO2YZb4wPZOvY2W1fpvF31xag42wzWswkwz5Ok5m7/fEYVq6UxKeiEA4jCN9n4kbiUXtGRrdiW+3/Au/9f83Lgy+gtHRLaiKHUCJ0ohBag2OULfh29Ib+F/1Tlxc+3dRi5NEyrBqF5qUWw1qf8cUcdMjTSl6lFKq0l+ijidseFs6Ey/JFyACWzxSlP63UaxfaxrUziCTJCDplKFZvD4Mp4jUlGwOrC08RaQMJjHObbfBbQcudm3Exe6Nwr6a4BeJdT1BUa+k9VLEI+1PKXyXbjzQcR6sURBVZcBVrKWdpR6RQNp8UEtv2xn0OD1P+9H+sh1R2YnHcIW40XafkGVEYcNjoYvwWO0JiIY08ThT85vEUYp2pLTDU8ZWwm6ThPhZVezG4DKPSMlM9/Q3PU7P0360P71Oolqnvewn7E4oslPMK0rHLIT11ilCkaKUnpliRvVI0UWemfGLArYPGC3uA64Cce+OBCGrihDYB3kKcN/EE7DojDMxsZgE1OTxB2N4YNk+fHPeV3h9gx9NqlvI/iUk1NNnVPoKVALYbtPqo5JgTOKoP6ilcKboZMa6a7BZ/eVj4MzY5GPg/CBfx8lq/baav4yx5HTEKImiFDXKMEzmKC4uRlFRkSUipMlHunBB384XP4xuL93202UvVTtmmS9Mz+TrWFmt32bxN5fWYCNs8xrMJEO+jpPZ+332kf3x9PKdcMMmUpVGozEE4ILcvqamquLc0BKcG1wSf4gi2gqVJthUEmhIrKT6n3b41AJQtc5TsBqlkh82CWhBIUrQAi8CotpjRJGEgKkoKiKSJFL5HmwKCWGRhFGiAFoEZwtc8KIlngyVBCxKsdsVuthKLy5EQKQmJXxSkbhf4zgOzfKhCLvmcFQITk2qU7RHryZJmARcEr8aA5E20YqdQftR5ChFv/pa91+5ow7TJw3pOA8mXg2s+SdQ1F97MdXoDNRq0aAUOeoo1MQ8ChGMNGuRorqKR2JqpAVSVEGJqImpQlJ6Fm47RdHibkukJkCyQaIaoVmY3xTtSGmHKcKWxGR63+g9J1GdatGWeByYNLwcZ4/rH4/ARUsdsPVdit/suQFnERBpEFHAIUU7zaVS1LIag71VJo3CLqKSHym8EV87xrV5+YaRx+HkL94T4mpYtsMei6A43IKgo0RkWaaan5MKKrBo4uF4ff9B3Lt9P3a0ipbJsKchjFuf34GnPnHjvrNdmDAsqr2/arOY03LrfKSbVt+28+hkxlprsFn95WPgzNjkY+D8IF/HyWr9tpq/jLFIqn6ZZA5yzjnnYNKkSbjzzjuz7QrD5CRcPJphGIZhGIZhzM/9b36Fd7+qgS8YQbWPJE1gQIlbCH0CVcWMwEJMDn8k/ixUm1Gk+uEUgqhWC7T9iQOKzvRLRQjbPBgU24dmqQBONQQHoqhXi1CHkjavkxJOQpHwo0WOQkReVqEO/aTG1gqjWtrTMBzwSSWijfbRo0JcRQwlalNcFPWjEPVyubD9YNHPRO1InR21zSJ1K0WwaulbtfqkFJ/npNqnEjCyQkvB2x36+0d1W7WIRw/++u1JHXek0yzv3w9sfLnVYZ9Wa5RqjnYF1SSl9LsUadq4C7CRiKtor6XHvAORNBSBSq8nsZVE2oHjgUv+DEuw+ilg+QJUB+2Y13B6t7vOrfgUVXatlmpLkw+xWIROdiGmkvgehCrJOCAPQFBy4xX3xXjbPa2DjXM+/T8ctn0dnMEWlAUaxVz1FZbCWexF/2K3tlPdFiAWRTgSwlP76/Hw7no0RPsoWgO46Ag35kwdgaLyKlwXuS0+H+lTQ0I+MaTMI0T4a04ZERfhO4N/mzMMwzCMOeHvaHOS06l0p02bhsWLF2fbDYZhGIZhGIZhGIbJGpeMHyTuKfKt2KOJofsbg6htConINIoU1UXRcqVO3EgUpahKn+rBfrVM1Ls8oJbDD4o6lOCWIqhEPUqVRgQkjxBTI6pNiIJUQ5EiOQldahSVQ1uvy6Z7iiQlUZT2o/qglPKVUp5SZF8QLvHKYtWHQco+lCu1KFCb4VYDcMeahJA6HPvbiKI1KBXCJqVJTRRFiXjW3dZ7qn8qap1SLVPySdVEz57Q66aK11BQY7gLUYz2+8bPgEnXan+TsFk6XLuRSOko0IRQuqe/9edoP+Kwc4HCKk0oJSiiNNmoUUrPKyJRKQpVi47AsJNhGXZ9qt3rfegJEs895ZDLhmG/PBD7bIOwVx6IehQjpspwK1ra2nHRDR1eSp+Bdwcfh0hMQbPDjYCzQIu0bW5ASagJaqz1vZe0U2hOWcJ1A0vx9sRR+F5VORx9jDp55csgLpv3JR58YxuUlsb4fKTZSWmFCYpOJijKlmEYhmEYhkkPOZ1Kd/r06fjFL36BtWvXYvz48dl2h2EYhmEYhmEYk0IlOJ599tlu97niiitQXl6eMZ8YJl1QKtMrTxyGZ5bvRKXX1Sq4RFHfEkFFYBum2l5HTAL6qfVCgCTZr171ogFFIhGpiGCTKDWuiibVgwa5FGVSsxAuSRClVLgkiFJ0XhPcKEQQ/VELJ7yoRyFU2NqIo6Qr2mVFRHySiErPUHuU3terNqNGroIDkXjUaqHaIm6ajUNRqBSf2qgWoUnSoj0/dp6CN1zndeg/BYIKaYu0JvFiLbUvpS8lUUy2SWgJRVFW0H3aVj2FbzwVsLOb9Lu0z/HXAcMmA1Qrc+s72uNFrdGH7bE5gFFTgKMvB4qqgKdba2CSgEqRphRxWtgPvSbQoHWWXk83sj/2fFgG6i/RVV3WLnDbZZQXOkXtWLssIai64VVbRDpoijR2KD4hgpPITeMZCMfQFIpCdfbD0lGTcd72T9BcVAK5RUJRJADJ14iw3we5qEikupViKlRFghKW4YlK+Hm/KlxRXIqHDh7Eqw2+pLsZVYCXlu+CvPYGlEyeidITvgmXyx2/iIAinQlKPdwZDS1hLN1wAB+s29LhuZfW7MH0U0s5BS+TdgKBANatW9ftPscccww8Hk/GfGIYhmGYZMj5GqOXX345brjhBixfvjyrvlBRX+L73/9+Vv1gGKP597//LeqM0oUJdru5lxgqtK1HlWfT30z7YXR76bafLnup2jHLfGF6Jl/Hymr9Nou/ubQGG2E7n9ZgaoPSHPW0D2P+z3WmsUq/rzxxKOpbwnhj3R5MxleIulR8FBuDC2IfCnGQanwWokkk8TyAcjTDI3Q5ipHTKlVqkEAq22xoRAnCqgMVSi08ahAtcMODoBBSfShEMZpFRCcJn03woEV1ibqhNigokEJwq2G8Ip0jbJ6hfiCEUUmRsNJ2NEZLe0Wq3mapEE6EUaQ0wQ6qE6oKISncWuc0CKeIriPvlrjOxdueCzQxsR2iZmMshin2TUIXfT86GrJkE8KYLrJGe1FliEQ0wtEazUe1MXucB1VHAGf9Cph8E/DV68DOT7Sao+EWwNkaMUqRnCRa6hGiZG/EGVi84gCgjMN09WXYqT6p3aXVKO0JirKk/cmOuwKL648RYut0hzfpk0BZm98RLeJYpBNOEhJGaU6TmCjJNjGvSN6nfw4lEE8nnQjV3/18/JkYYY/gmK2rIVX0gxthxBoboYZCUPx+KBS1KyJ3pXj0MWn+Q0pcuKffYFzdVI779ldj5UFNxE8GJdSC+nefgH/Vq6icci1KjjlTJHnrKjp50wE/Xlq7Fx9sPigir0P+jpG1z322C69sasZpY/qJqHG6QCIXscoabDZ/U/HD7/fj9ddf73afESNGtBFG+RjYvMfATOrk6zhZrd9W85cxlpwf/UcffVQIpL/85S/xxz/+MSs+bNu2DbNnz4YsyyyMMjnP5s2bUVhYCEVJ/gdspiEfv/rqq/h2vvhhdHvptp8ue6naMct8YXomX8fKav02i7+5tAYbYZvXYCYZ8nWcrNJvEjRvOnM0SpwStix7Vzx2RMkInOH/QghHpSpFbgKNKEKQ6oVSulmJIta0PgkpUJLa1OFsQQFkNYQy+EUiXBJESWDdrvZHUHIJUdSFMIrRAq/UViwicXOzNEpsH6V+IZLovqmcgEeVyzBG2oNv2j/GZKyDAgcCUpmIMiWxK7FuKaXf/QjH4mPXmfAVju6y74VOOyKRCIbaGlpFN0XUnRS0Gutp6KhtiiwkilsF0UnDy3s/D0j0PO4q7dYLlHGX4asPn9e2C0uBUK1WMzQaAjylgNzJ6RyKrqRIUSGKqkJ0VZzF+KqhEgip1lp/Ha2Cij5OSUAzlCKjaa4Gm5q1xyQZTllGRPXAY7O11pqVhMhN40l1PIl3Jl2Ao8YNR9Vny0guhc3rhRIKQvH5oYZDUIM+8bmQ6BIApwLFJov0zzRBjxlfhMcvLcY7m/x4YOle7KjrKMD2RNRXg30v3ou6T/+Nqmk3wHPYhDbRyTT/n1m+S0R/6wQjMZEWuz0UIeuKqaK+MN0oapwukNBr/eYKVlmDzeYvHwNnxiYfA+cH+TpOVuu31fxljCXnhdHS0lIsXLgQ55xzDioqKvCzn/0sa76UlLTW9WCYHIY+a2VlZbDZukkrZRLIx4suuii+nS9+GN1euu2ny16qdswyX5ieydexslq/zeJvLq3BRtjmNZhJhnwdJyv1mwSRK08egTfD07B2dyNOOrAcDsTgkiNwxSJQIaNFLoa9VTihOxKX7JAQVRQhTibooiLKktLtlqAJTkRQrZYiJtlQIgXQAC+aUNAqjDbD0RrxSdGnJCTR6yYqq4UuKakKFmEaXrRNg0uSsTk6BPdHZqAY52OKtBIT8RWKJbIWQjNcQoBdoRyON2MTIbnLMKTIkxDT2hGvx466ZgnLYyOFwEmeSPr5sNYXyj3ob5SylPpPkYUkolENyLPH9TfuGHjAOFx0TDmw4yPYPJWAFNMiTQO1mvBJkaOOQs1xOrkXaW6tx9mq9FIkalF/2FRVszP8FGutvyQkN+zsXADuBTSsFYVORKMxqEFtzgmh31GMwUUd03vSeH5jTD9cLCIrv4HQ5mnwvfYamj/8CDLckCtbUyCTOB30aW9zTIEkxSAPlBEa6oRaLIsI67PGluC00V4sXlWLR97bj/qWJOvDkqi5fzN2PXk7/EecjOJv/QAlg48Vouhf392CJev3i30oJXBji5YiOBrsmNFgb0MAjWqLSKVL9YVJTKWocbpAIpfEUSutwWbyl4+BM2OTj4Hzg3wdJ6v122r+MsYiqXrhghxn1apVmDZtmhBtKIrU681cCpHVq1dj0qRJQiyqra3NWLsMYzSUbq6qqqrNY9XV1aisrMyaTwzDMAzDMH2BjmHmzZvX7T5z587tcOzDMFYm/MIP0bRjFezNB+CK+dEiFcLn6CfE0AKnHcVuO3bVt4hUneGYJoxShB1F2tGJhDDltaXoPNSJSFE/ClGDMuxWq7AVg3GK9DnsWnXPeH1RkmNIlBHlPmU73osdjdfUU7EFQ8R+I/sViihVXyAi6iu2j+yjyLhARBH7kLZT6nFgQEnPdez2+4JoCkaFMBppFXkJqkPpsMnwOGQMLivo9LUUKbq/MSi2+xe74HU7MGVsJW45ZywMhZx8/35g48va3yGfVnuTao52BdUTJVHRVaz9Pe5i4Bs/6zTFsKlZ/RSwfAGqg3bMazi9213nVnyKKocWGdohgrZuq5h9seJhaIza8Zb3m3jHM02kpqUoTEqHTJG/JHJ3VouTUun6334HgVWrEPP5oDTUQK77AjaXBE9FAK5+9ZAcdIGAF3VqIVTJFp9bNHebgjE8/tEB/OuTgwi11gtNFkoHfPa3rsKl3/sJXtvcIqrs1vhC8LWKoTS0rmgT1tw5o83rDrvlGdgKSsV2sccuomjpk0eRo1edNKxPvjAMwcdMDMMwvYfPn5uTnI8Y1Zk4cSK2bt2KqVOnijz399xzD66//vqMtL1ixQpxX15+KM0OwzAMwzAMwzAMw2QTZ6QR5SQGRVQgIsNVVIoyd1txkERJEpa0/w+hKIf+ovqhlCqXokIFkoqHlZn4h3pBPOKT4kfdahAByY0mtQify2PxdfHpWF+viaxVXhcCkZgQIUsSUpu2p8jtgN0WE8/X+ENoDseE2JmY4rczSEAlYZT2U1SpTU1REmwLXB1Pj5BdihStb4nExSUSRQmKLDQceu9J1CyoAFY+oYmddCNhNNgIxMJaDU5KN2tzAu4STRjVmXStdrOaKEpQzdWVj2v96iuUVphml90Nm9ODco8DM749GzMSarn2hK2kBKWXXSpucVY8ro0HJYmui0EKNaIUfhTDjybVI+rtUq1dGTH094Twp6nArceX4nfvtODpz5NPr6sqMby5+F94++XnMXrat1E06RI0K9p8LStwoLTAiWizNkcTGVpeiIDsEPNXCjTgxNgqnGjfDO9bTWj+wonCQq8mog89CTjigjY1bhmGYRiGYXKZvBFG9bS6K1euxIIFC3DrrbeKup9z5swRkaR0Ky5uvaIyjWzfvh1333132u0yjJmvgqETC3TVi9nT85Cf5C+RTX8z7YfR7aXbfrrspWrHLPOF6Zl8HSur9dss/ubSGmyEbV6DmWTI13GyTL9b6oCvXoe681PUNDYLca3y4HJIFNEZCWiqp9xRjNQFR9EvlSI4tXS6FA2n9z8mEogCcqt0SilvCR+K8KJ6Bl7EGSLCM6aqsInoTxkeScJoqBjgDGNfyCHqJPYvduPw/kWYPLofVu6oQ2Mg0iGy78QRZfjxc2tEFCtFlVIaURIvK4pc3XbfbZcx1BMRNutwaF/ySYmpon1KTUr+0WOBsCbS6vqpHnFHUMTdYf29mTsGnnQtpGGTgfXPA1vf0XYoShBAE7E5gFFTgKMvB6qO0OxUV/fZr6zN74JyYNSZwIaP+vZ6Sissaq22puUl6H1Jh/hHYnNLrYjkdZYORPVBO4oUHxwIw6u2iOhpQk14q6pKPPjjpZX45knA/Uv3Yvl2raZvMkRDLfjq1Udhf+8FVJ55DQ4/7QJ4Pdqc7JhIF7BJwHHuAzhZeQfHhlfDHo3BoWoR3/5aOwoj9Vq64n1rNRGa3u+jp4t5YyUsswabzF8+Bs6MTT4Gzg/ydZys1m+r+csYS04Lo3fccUeXz5EoSgLp/PnzxU1n1KhRQkBNBw0NDSJKlWHyiSeeeAKFhYXi8+d0pnB1bwaIRCLx9C/Z9DfTfhjdXrrtp8teqnbMMl+YnsnXsbJav83iby6twUbY5jWYyfY4keC1dMMBrNpZj4aWiIgo9DhsKC1wYOKwMpxz5IBO019mEtPPz+ovgfWLga3vArEIIoqMedVniqfucH4Mp9ICRMNaZF1zjSaOJkQdkihJIqEQDCklqaKK9LOJ0aM2aCl1qX4o0ZIgPBKU+lMXUnWhtcgl42ifJnotwvEibS5BYzx90hBx64rTxvTDu1/ViLGv9oVERJzLYUNRJ1GfOjIUnBpZJc6CPBmdAEmyiT6RW3RerDkUE7f2UE1Rmm96pOh5Rw/AlScOzfwxMIlVZ/0KmHyTELix8xOt5mi4BXAWaDVFh52sRVomiH+WXn9JpEtWGKX0uRQpKkRRVXtf9LTCJBanOZLXvvIJyO5iHAgWwK6EUKA2ichpukiAPg9h2OFTCxCEU3w6jhwo4ZyrZ2PvpmJUv/U3hA/uSrr5qL8W+15+AM2rXsa4S29C5djjO93vv/y/w8TIXlHbN6bPdbqyQbJBaqGobwdkO0Uat54D27RUu1ks0tj0a7BJ/eVj4MzYtPQazPSafB0nq/Xbav4yxpLTwigJno2Njd3u077E6pYtWwz2imFyG4/Hg4KCzmvzmBGz+JppP4xuL93202UvVTtmmS9Mz+TrWFmt32bxN5fWYCNs8xrMZGOcNh3w46W1e/HB5oMiMrA9u+sDWL/Hh6eX7xQi2SXjB3WI4Mskppyf9FuX0n2KlJ+tUArWgB8k0wgidB/RBBBKyRpuAhp2AAX9tPStFCnpdqCumYTT1t1UIEriSsKwFEhahGik9RSDTy1q4wqJqSIgFVq0GilEZDcSdrSpx0hQhGhP0HiTMEo2RKRnQKsBqqcV7SytLvlAIhW5Ts+rqha5itY0vmSns5qmiSl9KVKURNGuIgwycgxMoudxV2m3VOyk6kcmIDH4qG8C7+3vfr9ICxDzAZFmLVJUn5wk+BX117ZJ6EtnJCTNgeOvA4ZNhuPTpxFb+wZNcNTBqc331vlMc4VmfxQ2fKAcg1eUydiKoXCPBgaPmIDGNW+i4f2noLRQ2t/k8O3ZhE//8lNUHnmySLHbnpHR7bCrlNJXgRsxIZDqbw2l+lVCdsjRgJaWObE2La0ZFBFrodq0plyDLeBvX/2QZbnH19I+6WqvN/AxMJNt8nWcrNZvq/nLGIektlcGc4jjjz8eq1at6vL5TIZL09s8evRobNq0KWNtMozRcPFohmEYhmFyBTqG0a8g7oq5c+d2OPZh0v+76Znlu/DM8p3xxzThKyJSseppXEnQSla0yivoZ/7794tUn4KQDwjUa8Jo++g6uomzAvSfBNhdmhiSICrt9wXhD0ZFitn2QrWkRjFCOiBElz2oQghOPKmeJ1LoEvQaGjvCIctClPS67SJtLkHpaynqkyKBB5d5MLTcg79+e1KPXXz6051inpDoRLVGSRwV/kgUjWqHx2nrNi0u+UCv0SJCu44YsNskfGNMP1FTNJvie75SfeAA5j3ySLf7zLU9iyqp/tADiSIfMe5iw0W+RR+sw+6Pn8e46AY4wj7YYwEROd2gFmCVOhZvKZPQoBaKOdj+JJwSaoFv+fPwLf8/qNHka5B2xd6fl6B/IX2qW9NeiwsQZMSoJi1dpAAVDleBtgZ0JSaT+MswDMMwTJ/h8+fmJKcjRsvLy8V9+x/GuhacCU2Yf5QzDMMwDMMwDMP0DP0+++u7W7Bk/f64YNbYotWQbE8gosAX1EQtSqdKkYMkktW3hHHTmaO7/x3WWmsTuz7VxEKqr+nwaELK0JOAIy5ITx3CbEIRX7oo2nRAS7kqkACXF3AUailzKYWufy/Jl5qYSuJILKyJo/Qa2S4iR0k4JGFUpJ6VWyNAW39Pl6FZCC8kiNKNIuPeUScJwZL2E9Glot6hFI/kpHqhOiRaEhSh2f657iARnMab5kuV1w2PIyLSLdN8IV/p1lNa3MsmDMG3TxqGZRuru6xpeva4/llP15zX9Oacis0F2AoAG6WFLWmTCjpTaWGnn3o0/hrx4C+t65c/GEF9cxgtkVj8M9Ae8ojcsnsK0X/KNRh52qWo/c+/sGv5662fx9SQRZSoFrWnW9PqACtQKAG2ZAOUiCYgyw4t/bC+VpA4SusI1ba1WM1RhmEYhmGYvBZGqV5oIvTDjR6bOHFiRtqnGqMrVqwQ9wzDMAzDMAzDMEzXUKQoiVwiAtAXEsJnYgQgiVWU4pRSnba0RgCSCEbRhhRVWul1ideXFThx1UnDeqy12YGGncC+tcDKx4FRZ2r1Da0oCFA/9fS5cVFUAjzlmuBLgqiOsxCIBYGgTxNEVRJIFU0wpdqDLQfFPm67G+WFTpFSl+qLEhQ5WoAAyiRKXQotGg4qPlCPQW2sAIqqxMUYEkUp8pIgO3qkLwmnNI4ERQATJEb2BhK/SQSn8SZRnMROuh2KMO59WtyeapoyJsc7CHCUHPrb5gBGTdFqimboM9zdfKxrCqE5rKVqJp2SPgl0kYBIK90KfS6qvEPxnd8/gDH2X+HhO3+LZcuWpeTT059H8MOTXOIzr4pE1iKBrhBHZURF9Cjg1CLKKX22dyDg36etGXSxCAmm65/XatsyDMMwDMPkEDktjJaWlsYF0bKyMixcuBBTp07NqA8kik6bNq3blL4Mk0u88sorKCkpwSWXXAK73dxLTDQaxUsvvSS2s+lvpv0wur1020+XvVTtmGW+MD2Tr2NltX6bxd9cWoONsM1rMJOpcaKaonr63ERRtKuakSQ49FNUNLSEUd8SiadRpchBsnPCiLJDaU+7qrVJJ/9JICUhkFJLkphCaSSFQ0u1Wy+izUw3P0n8JUjs0EVREjwoUpT8VWW81KiJRZeUfAm7u0zbl4TQqC6OxrRtek8oqtY7UAg3JGRSVKVTUlAm+1Gs+oQdn1oIqlxKvBg7WaSvJUiKobHTx49S2JYXagKopMYw1PcF+ksK1trGCNGSxFOK0ExGjCIRnMb75bV78f7mg3DD1kYAje+rxjCy+QtRT/TyS7+JIwanNyqYj4GzSEEZUNRP+/wOOxkYe35Wor67mo+DyrTPBn1+SLRvDkfFNkHz8fD+Xpw1rn+b6OSLp7yJN954A7feeivWr1/fJ39ueTOEv62J4s6zi3D2GLuQQyl21IYYVdsVIiliUcBm1y6CKB2uXUARqNU+9ySMbn0HmHyTqaPoLTFHTegvHwNnxmZerMFM3o6T1fptNX8ZY+lYCTuHoJqe+sHpHXfckXFRVBdn58yZk/F2GSZbbNy4EevWrYOidEx5ZjbIR/I12/5m2g+j20u3/XTZS9WOWeYL0zP5OlZW67dZ/M2lNdgI27wGM5kap5fW7o2nz9VF0QElblQUuTqIokWKH1ODS3Fzy8O4V70fjzvvwZ/kB/Cz4F9xqn8JChW/ECXa1NrURVESABt2aLdgIxBp0URSuqe/9edoP4JeR6/vJq2lqeYnpQmmiFiChA2ChI5WUZQgPWZdcIC4CW3G4RbpcgWUilTUH6T3LqZFkbbUAsF6SOEmVDpCGGxrwCBlH0rhF7+1/ShEDTRB+ZnYWdiiDhERok6bDKddqyl6KCLO1ZpAFGgORTFIqcEIuRalHu3EFNXy7EvaWhLBbzlnLJ649kRcc8oIHD24WNQqrShyinv6++qThqE8tB/RgzswqrIQ6YaPgbPIRQ8CM/8JXPJn4Lirsi7idTUfq4pdOHZoCc47egB+c/FReP+2s7DsZ2fir1dPEhHLiXOfPlvnnXce1qxZg/Pn/hau4tbPaJJ8UR3DJU814qJ/NeDz/draSrJoVI+TUKnOcOzQmuGhz7KkrYt0o4tHKPW4ibHEHDWhv3wMnBmbebEGM3k7Tlbrt9X8ZYwlL2qMEhS1mS2OP/54cV9XV5c1HxgmU0yZMkVEaNtsHa/SNhvk47nnnhvfzhc/jG4v3fbTZS9VO2aZL0zP5OtYWa3fZvE3l9ZgI2zzGsxkYpwo6vODzQdbtyPxSFFKn5vI0OhOnB7+D46LrIGNTuYnUCJTPcsaHBXehkuVpfh8zXHwH/EjeKs/612tTRIGIs1AyK+JAZROkmqPUp09ej0Jh8dfl9Z+GwIJGCRk6KKGSKHbViSySSrO9X4d3xZ4KrT3gN4fEkejIa0qoRCEY4Bvn3ifSNKk2DfFLol6onVKIepjHhFQ+2bsBDyrnHWodmLrhtdlF/U6E9Pn0pg3tISwShomHi9yO0Xa3YvHD0qp+yQsdZUWNxaL4TOVj4Gz5Uc+0t187C30nl/3veuhjjoVXy97BtvefgZqhD7byfHW1gjenl+Pq49z4bdTCjG42AZVojW2VRildZDWv6IqbW0UEeeNQJEb2PmJJjibFKvNUbP4y8fAmbHJa3B+kK/jZLV+W81fxlgklfLM5iirV6/GpEmTxJV2W7ZswYgRI7Lix7Zt20T0KolFtbW1WfGBYYygpqYGVVVVbR6rrq5GZWVl1nxiGIZhGIbpC3QMM2/evG73mTt3bodjHyZ1Fq3YhX9+vEPU4ttdHxAi24iKwkORoqqKc0NLcG5wSfw1LoRRqDSJuCeqm0cpIoOKDT4UQrW5hY1Kj4pSW1gTNbuotRml1JbBiKhZSoKdqkThVZvgjfkgy4DsKYXsHaA1etl889ccfelmrU5q035N1KBUmJRGtzfQqQFKoUkRoiLFcAyQWk8akWjiKGhNOewE3CWA3S3ev32NQfwjdAYWqlMRjKqIxhTxG5yiRil1bqHLLrYpvW6gtTasfhaCnqfasBIkUfOz09qwTF7Da7N28ch1T3wm6vpu3bELe97+J3xr3hBlo/oCBWj/eHIB7jijAMV2ushEBWwuLWV4YSVAgmnTPu0zXzIUKBuuReQyDMMwDJM0fP7cnOR0xKheY9QsUL1RhmEYhmEYhmEY5hCrdmopX6n2HkGRoomi6IzAQkwOfyT+LFSbUaT64VS1fRNxSkCx2oyw4kSz7IUcDANSCxBuOhQ92VprMxhV0NAUbCPSacioQzECkh39YrVAUz0CUTs83nK41z8PnPUrmBo9fS4JmwRFxPYWEkUK+gGOIk1YDTW2CiZO7Ub1BxOxOWA/bAqGHP0tlH3hwPD1+8XD/mBERP6GogqaQzFxa4/LLqO0wCFqxRKUWvTKE4f2udsMk8tQneXTxvTDu1/VoF//AVAu/DH+68QIXn77M7y3qTXtdxJQSea73m/B31cF8fspblw/wQ67FNNqjYabD0WZU/1lItyS5h4xDMMwDMNkl5wWRkeOHImlS5eK7WxFi7b3g2FyncbGRjgcDpSUlIgrxc0MXWFL/hLZ9DfTfhjdXrrtp8teqnbMMl+YnsnXsbJav83iby6twUbY5jWYycQ46elzIzHtJHyB81BqK4oU1UXRcqVOCKOiLUhokTwISm4okCFDgUsJogAtcCIMl1ILO9UOcjiAoA8i/LOwP1SXF3XNYXE75DdENCP5TxopeR2VPHBIxShRfbCFGrAr4kbZ50tQcfJNkArKzDs/Kf1voqBBkZ7toP42xtxiu8QWFHpoG6jmaGE/TUymCFG7R7NDkWTOAsBdCgw7GRh7vhBQ6OU3VaooK3DimeU7hdhJN4oAJrE7ElOhqCpkSYLDRlGkrWl1VRXOWACXjB+E75wxytLrrxH2ef1lEqHPCQmjxa2frWP6yzjvylHYvG0XfvtmAz4/0PEChJ6oblZw4ysteOgTGfec48GF4wohKZRat3X90OsN0+fexFhtjprFXz4GzoxNXoPzg3wdJ6v122r+MsbSepSTu0ydOlXcso1Z/GAYo1mwYAEeeughRCIdr+I3G+Qj+ZptfzPth9Htpdt+uuylascs84XpmXwdK6v12yz+5tIabIRtXoOZTIxTIKKd0FdaIzdJQNNriurpcxNFUZ9UjL3yQNTJFWiRChGUPOK+Vi7HdgxEPbywCbk01ho5qYgaeqrDgxp/KC6KkhgajiniRml0qX0SDeme/q5VCuiVcKgRIbbW+1vw1otPdEhfaar56fC0FTSodmA7IqqMhw6eIm603SkkjNA4kL3SocDwycDVi7V0mpf8Was3mFC7lE4sURrcB2aOx5SxlbDbJCF+VhW7MbjMg6HlBeKe/qbH6fkzDyvHsY0fYft7ixGNtq0ZawR8DMzrr5U5rL9XpJsmKP20V9bWsTNHuvDhDaX47/P6nkp440EFFz/djKl/r8eq3UGt3jJBkeIEXQxhYqw2R83iLx8DZ8Ymr8H5Qb6Ok9X6bTV/GWPJ6YhRhmEyD0WL0s0qmMXXTPthdHvptp8ue6naMct8YXomX8fKav02i7+5tAYbYZvXYMbocfJQ9KAQRLW/KbqQOD38H3FPgqguih6UKxCQOo9eoleRHNqAEkqGiwIEAIp+aiVWvwOFqh0FkIQg2Ky64UcBYrCJ1L16+5oPJI7a0KR64EULPLEmhG3liG7/GM8sv7xDLUzTzE8SKxt2ijS3oPM9JHC4izvs5qC0md3RR2GExJtbzhmL608bhaUbD2Dljjo0BrQarhQJXOJxYNLwcpw9rj88dhX3rc6d9dcI+7z+MolQuun6ljCWrN8P1VEAR9QHVZHE+nXRUUX47yXVKdl/Z1sEk/5Sg+8c58f/TCvCsBEl2hMUIW5yrDZHzeIvHwNnxiavwflBvo6T1fptNX8Z45DUvlZrtxBr1qxBXV0dzjrrrGy7wjA5BRePZhiGYRgmV6BjmHnz5nW7z9y5czsc+zCpc8cLn2P9Hh+qfUH4glF43XaMLorgt/7/hk2NYoCyX0RtUqRoo9x6or4ToooqIj1JJBim7oUHIZFil1Bb0++G4RD38cKiEqXkLUCT7EUYrSJgAq5YEyrVOgTgwgG5CrWOAbjb+0sRGUkioOlY/RSwfIGWBrdhh5YYuHx0pyl1u4TE5Lqt2rtGdUXtbuCkOVqUKMNkGF6b20Kn8J5Zvgvlb/8co6Nb4tH025pdOPK+3W32pXjw1qS4SeOyAz+dOhS/uGAUSm74N2IhCY2vvArfG28guncvlFBIrBGyyw37oEEoPu88lFx0IWwlXa/RDMMwDJOP8Plzc5LzEaPnnnsuli1bJrZHjx6Nr7/+GmbC5/Nh69atQrgdNWpUVmuhMgzDMAzDMAzDZJqJw8qEMEq1J0kYbQpFcYLjEyGKukjKVCNCzPRLRd3aIVGUTtSXww83QpCEHHoI+tuJCBSVtiQokizuC9UWFMZa4JOL0Si1PakvyTZIigRZ1URXe0yr4fny2r0iMtJ0UN3PlY9r2yRokkAaqNdqhvaWQIMmitLr6UbRp2SXYZiso6et3h88V1wE0RwsQmGsGYUIdtj3P98rxD0fhvDyV8mnqg5Fgbve2IXHPjqIny75Ni71N0Fuajp0UUkrSlMzorW1CK5fj9r581E45UxUfOc7cI0Zk1I/GYZhGIZhjCSna4z+4he/wNKlS+NX1W3ZskUIkdmGfLjjjjtQUVGBsrIyTJo0CWeffbYQbm02G2666SZT+MkwDMMwDMMwDGM0Zx/ZP16T0mWXxXn30cEvxHOFSpO4b5E8UCRbt9GiJOZVSg0oUdv+lko8jU+SKMmhNkmBA1E4EIlHlRYrPpQp9W1eG484ba176o9pUaXvbz6IxhYT1iYqKAdGnalt6zVAA3VAyN+719N+tH/i60dNaVNPlGGY7DPghMswoMyLQf3KIDncsEkdk8GNqXDgxSsK8c41hZg0KImo8QQO+gP41euv48LPlmNZfT2UcBhqKNT2RnXaFAUxnw++F1/Czhtmo+7Z5zrUY2Zyh2AwiC+++KLbG+3DMAzDMGYlpyNGFy9ejIkTJ2LVqlXi72nTpqG4uGN9lUxy7733CsGW6Oogcf78+ViwYIEQdadMmZJhDxkmNZYsWYKSkhJccMEFsNvNvcREo1G89tprYjub/mbaD6PbS7f9dNlL1Y5Z5gvTM/k6Vlbrt1n8zaU12AjbvAYzmRin0gInThvTD+9+VYOSAgeqfSG4Yz4oNhV2aJFOQcnd5euV1mjOMvhRghbxmBYT2vb3lpBOVQlRqikqBFJF7ENtUG3SKOwoUpugqHI8ctStaid2Y5JDGKhXChGMxOCGTdTQnD5piPnm59HTgU1LAVcxEAkAwQbAvw+IhgBPKaKSA6/5tGjXC4q/gp0EFUqfS5GiQhRVtZqi9Hph73JD3Myl9dcI+7z+Mr25CMK+aSns3go4mzuKUDabA5Icw5kjgeXfL8Qz66P45VtB7GxMPsHu9lAIP9qxHZM8HtxaWYVjPZ5DT8ZiUGMxQJYh2e2I1dej9q9/Fff9bpwjolyNxGpz1Cz+puIHBXPQOdeeUly73Ye+u/kYmNfgXCZfx8lq/baav4yx5HTEKKWo/eUvfykiRUlkfOONN7LqDx0UkCiqC6JdHRzS84qiCCH33//+d4a9ZJjUWLduHVavXi3msNkhH8nXbPubaT+Mbi/d9tNlL1U7ZpkvTM/k61hZrd9m8TeX1mAjbPMazGRqnC4ZP0jcF7sdKPbYRX3QSEwFVM0OCZddRYrSfpRyt1zSoiJtiHYQRdv4KdEedlFvNAYtiopEUl2EpchRJ8KQ1RgKVC11brNcJGqXrsJY+AJapOjKHXXmnJ9VRwCTrtW2i/prIie9H4FaUTtU8R/A6sAgcVOCTZpoSjVF6XldFKXXEWSH7BlALq2/Rtjn9Zfp1UUQBF3EoF/IkAidcqJU2LIDsmzDt4914MsfFOGuqW4Uu/rW5MpAAFfs3IGf79uH3TQf5IS1WVGgUkRpNCqiRxsWLkTDwkUwGqvNUbP4m0trMB8DM9kmX8fJav22mr+MseS0LF5aWipqd44cOVLcsgmlzqVIUF0QJfGTaorefvvtOP7448U2+bpy5UrcddddIsqV9pk+fboQeIcPH55V/xmmt5x22mnis0dpoc0O+ahHZWfT30z7YXR76bafLnup2jHLfGF6Jl/Hymr9Nou/ubQGG2Gb12AmU+N0WH8vrjxxGJ5ZvhOVXheiETeg+BAT9UBVqEoMMZmiQPXIT72mqEaZ1Cye0wROigQl9AtRD+1HFg5dnioJYZQeI1GUXks3+t+r+IV4Sq2HJZJJnUJQfUedpAm2ABpbBVJTzk8SNFtqgY0vayKnw6PVGo0GYQs1Yor8qdjN1rQXkFpPDFE9UUqZqwss4y4+JLAaQC6tv0bY5/WX6fVFECufAAorAWxp+zylH6docFr1ZNoGPA4Ft5/mxPUT7fj9f8KYtyKMaB/ODb/ma8RSvw/f6dcPN1RWoYQu/KeoUVqco1Gx6lLEaN0//4mCSRMNrTlqtTlqFn9zaQ3mY2Am2+TrOFmt31bzlzEWSc3hpP8kOJ5wwgmYN29eVv3Ytm2bqB+qC6J0T+Lnrbfe2uVr7rnnHhFdSvtSDdLly5dn1GeG6Q01NTWoqqpq81h1dTUqK+lHGcMwDMMwjHWgY5iefjdQBpj2xz5MajS0hLF0wwGs2lmP+pYIvtrvR21TCL/FfIzDNvRDPbxqM/woQDXKO7yezsU7JQVD1H1C8HQiAkmi31x0DbCWIjbxB6+iSohIWp3QRGxCIo0JkTQCByQoItkuUSeXo1kqxMfyRNwZvFzUQR1aXoCKIieeuO5EmBb6qU+CCd10okEg2AjEwlo0riQDNifgLtGEUR0SW+hmcApMhukJXpt78Tl//37ULH8eVbd+0uap6jsqUVlACx8JlrGEZ2RNKJVt+PpgFL9YFsK/12v1nPtCic2Gm/oPwKzSUjgpAod8kiRIDgfkkhKUzZiOyptvTqGTjNngzyXDMEzv4fPn5iSnI0anTp2KF154IdtuiKhQQhdFb7vttm5FUYL2oSjSmTNniijSv/3tb7j++usz5DHDMAzDMAzDMIxxbDrgx0tr9+KDzQcRbY3AJIpcNoSjDqxoORxjpW1oRCG8UjOKEEAdFMQgCwGUflfZ6MS7BHiVJvGYnSJK6TeXHh3VmoY3EYoAJQGU7ByKKIX4mx4nQZQS7dpEWzb4pGIhihLL7N8Q93KrWFjgNPmV5uTn8dcBwyYD658Htr6jPV7URb1WSrk5aopWU9Sg9LkMwxjwOf/Gz4CQA0BbYVREfzuVQ2th4prYemHE4ccchxe++x18UFeOW27/NT5buTJpFxpjMdy5dw+eOliDn1b1xzmFhWItppS6SkMD6p5+BsGNX0KNRSG7PbCVlMAzYQK8U88S2wzDMAzDMJkmp4XROXPm4N5778XatWsxfvz4rEWLUkHyxPS5d955Z69eS2l0KbKUIkfvvvtuFkYZS9Dc3IyCggJx66qOrlmgz2RLS4vYzqa/mfbD6PbSbT9d9lK1Y5b5wvRMvo6V1fptFn9zaQ02wjavwUy6x4n2eWb5LpEyVycYiYm6nZGYAsqOK0vAJ/YTcaWyDCHVKW5UQ7RUaoLfRvUyD0FNFNtCcEKGrGipbUUUJD2RkGr3UBJeKR4dqiXOJamUpFRtXyGwtkaO0l4ULUq84T4PX4apDmoUDpvWrxKPwxrzk0TOs34FTL4J+Op1qDs+QUuzD4gEUOB2QfKUAsNOBsaer6XSzRC5tP4aYZ/XX6bX0JgcdxWAn7R9nNLrep29ugjiNFrn7gjgn7/9Le79+mvsiYSTdmNnOIyf7t6F4zwe3FZZJe5p/qjNzQh9/TVspaWguNXInj0IbtiAhueeQ8Epk1Fy4YUppdq12hw1i7+5tAbzMTCTbfJ1nKzWb6v5yxhLQpX03INESIoa1SM227N9+3ZR+/Pcc89FRUWFyC1N94cddhhmzZqFxx57DD6fLyUfSBRNjBbtypfuIkepPuqWLVvwzjutV/gyjIn561//ivvuuw+RSOuJKRNDPpKv2fY3034Y3V667afLXqp2zDJfmJ7J17GyWr/N4m8urcFG2OY1mEnnONFvor++uyUuivqCEeyqa8Hu+gB8wSgCEQWhqCLu90cK8KFyjDjf75OKhGJZDD/cSjOcdhkepw0VRS6MqChEgV0TU0X6Rl0YFekctdSRKtXZo2ySsCFCsaCqdhJEq0cag0NUEz2UZpJEUXokItLxAh87T8FrjnPRFKJafUBxqyA6aXi5teYniZ7HXYXI+ffhvk0jcd/2IxG57DHgkj9rokoGRdFcW3+NsM/rL5My/Y8GyoZrAindDxwPnDQH+PYi7WKJdpHhwTVrcL7Xi1fHjBHCZrHct1OGawIBXLVzB36yZw92hkKi5mi0pgbh3bsR2btXbCvBoIgobX7vfey9/Reof26h+I7oC1abo2bxN5fWYD4GZrJNvo6T1fptNX8ZY8npiFFi/vz5GDNmjBAV9eK6a9asEQLlsmXL4vvpB2D19fXitnXrViFqUtQp7UtRm8XFxUm3v3Tp0jZ/f//73+9TH8455xxxr/eBYRiGYRiGYRjGSlCk6JL1+6FCRY0vJMRQgsTPIpddpKalNLUKXc0djuG10Kn4hroGPhTALYVRjGZUqnWISiqKivsBsr2T9JCt9fTEBoWfOiBJNkRjUS1CVASSypBFBVE9XlTbmyAZgB6hfWkfihR9w3UeGprDQnel+qJuhw12m4Szx/XPwrvIMAzTS877I5BE/bJYYyPUWAxOScK15eW4tKQE8+vr8XRdLSJ9EC3fbPLj7SY/riorw439KlEm06oKIBBAzOeD5HKJVLo2rxcNCxciVl+PijmzOYKHYRiGYRjDkdS+XpJlIUjYpCsBSOxcuHChEDmJxK63P/Bq/1xZWRkWLVqUtDApy3I8je6kSZPw2Wef9akPo0ePRkNDA2pra/v0eoYxAi4ezTAMwzAMw/S2pugtC9eK7WpfMC6KlhU4UFrghE2EfLYlpqg4w/8KLoy8KeTKKqlRiKOE026D7PYCjkKg+QAQi2g3XeKk33cU8WnTxNNGqQQNUScKFT8K1BZNEG33G1CLINUE1EapGNvtI/Dfxf8jIkX3NwbFPv2LXfC6HZgythK3nDPW2DeNYRgmg7/Nd86ejcCq1VACASCmRdFLTid2RiJ4cN8+LGls6LN/xTYbbhpzGK4eMgSOUAhKU1M8yt9WXAx7q5+lM2eibNbMPrfDMAzDMGaDz5+bk5yPGCWoPueqVatEat3EtLbdXYWW+BztX1dXh2nTpoko0ssuu6zX9UUT7dHr+wpFrlLaX4p2Pe644/psh2EYhmEYhmEYC9FSJ+pCYtenQKBe1IWEw6OlPR16EnDEBRlPgdoXXlq7N54+VxdFB5S4RaRoV5BY+kHxRahoasLJoY9QrZYiLLtESl2bEoUc8gF0i1ItPIoa1S9ulUSkKGQthS7cpXC5+yFcF0DYVoHaWAkK1WYUqEHYJUqwq4rYUQciiMKGJhShTq5AtVSF2qYQ6lu0VFvFHrsQRYmLx1O9UYZhmNxBdnvo6v4Ojw9zufDgiBH4bnMz7t27F6tbtAtUksEXi+Gur77Ek7t24tajjsaFw4ZB8fkQa2gQ0aMEiaMUOVowaWJKNUcZhmEYhmHyusZo+4hLPQpUj+BMvJWUlMRv7Z9LfM306dOxdq12pXNPUIQqods44YQT+uz/jBkzhJ0VK1b02QbDMAzDMAzDMBah+kvg7f8Bnp4JLF8A7FsLNOwEmmu0e/qbHn9qhrYf7W9SGlrC+GDzwdbtSDxStDtRNI4k4cWiK/Cq4xzxZ6PqwQF5APZJVVBcJYCjALC7tLqiIrUuRYrSrfWnbkE/oKg/3HYbygud4iHZZodfLsZeVGKn2h/b1AFim8RRkkkbJS+iior3gqPbiKKVXpfYvvLEYTisv9eQ94phGCZbUFpbyWbT1tBWVKrX3MqEwkI8NWYMHho+AsOc2nqaLLtbWvDjz5bj8vffwypFgZ0iaCTp/7P3JnBylHX+/6eq+r7mnslB7nAkgOTghkhCSEBUWCUJgovHcgkeu4sKorv/9beHKOqurqvI4cp6gBBQBOUKkHAIBHJKIISQhNzJ3NP3WfV/fZ7qmnQmc0/3TB/PG9vu6VQ99X2qqp+ufj71+X5BcTQTCollgk8+mYfeSCQSiUQikVS4Y/TRRx/FPffc0y1uVldXY8WKFViyZAnmzZuHadOm9brexo0bhRDJFLpWPVKuv3jxYiF6DlRz1BJGLbjd4cIYuf769euHVadUIhktnn/+eXGu0iFtsxX3EJNOp7s/22MZ72jHUejt5bv9fLU30naK5XyRDEylHqtS63exxFtOY3Ah2pZj8BjAmyrX328+LNJxIN5ppoplPU2KfpodGUcVutJJRN98HJm1f8QL3kvxRs3HUe11YN7kGiydPQ5VHtPhOBr0dZxWvXMY6YyBeCqDZFoXc+5MnztoFAUv+j+GV9qOx0eMV7FQ28JkuujU/Kj12wE9DbTzt5eRTc1oiP2DwETA5upuhsIo0/N2xVKwqQqYvZcCKFfxGyGRXjcOByKGHWmoeMGYL2qKVnvs3U7RS04Zh6vOnDSofhcrxRJvOY2/hWhfjr+S0cY9dy4ir74KPRoVtUbF4JhOAznHnPNqS6ursTAQwENtbfjp4UPoyqbdHQqbOzrwqZdexNLxE/DVSZMwOZEQNU5ZbzTyl1dR+9nPCqG2HM/RYom3nMZgeQ0sGWsq9TiVWr9LLV5JYamIo3/99dd3i5pMq/v1r399UOvNnTtXPLg+RU7WKqXI2tHRge9+97v4zne+0+/6O3bsOOpvK5XvcDn99NOlY1RS9DBttdfrxYUXXohiR9d1rF27Vrwey3hHO45Cby/f7eervZG2Uyzni2RgKvVYlVq/iyXechqDC9G2HIPz45akMLhhT4dwS8ZSGbjtmhDbjhEvOQn98g+BrU+YfzNNLNPnUhjNQTfM+puZUAdsih2q4kdM8eL8rj9Bi7VjpXsFtuwP4oE39uD8mfW47LQJo+Jw7Os4se8kGDPdl3SK9lZTtD+4/GHnVPwkfhx+r1yGjzo34TztfZxZowLJKJBJAtE2wOEDEmFAz5hCco4wyi3S9cm22iNJqIoCh6bApUdRY4TNGOETaZXWq6chUNUAlz2bjjfrFKUo2rMkS6mdn8USbzmNv4VoX46/ktHGf+EidDzwANLt7WZK3azgSZFUOElzcKgqrmlowOVVVbj78CH8uqMDqWy2tKHw7MEDeOHQQVxZV4ebm8ahKRGHChdCTz+B6hOUQaWRL7VztFjiLacxWF4DS8aaSj1OpdbvUotXUljKXhilkNnZ2YmamhohKvblDh0Iipp0jtJ5+oUvfEEIrN/4xjcGdI3mUltbO6xt58ZAN55EUsycddZZwjGq9fjhVIwwxvPPP7/7daXEUejt5bv9fLU30naK5XyRDEylHqtS63exxFtOY3Ah2pZj8PDZfjgk6moyhSzdkj3Z1xE7Vrzc+8gRUTR82HSJChTA6Ydh9yKY0BGOJ+Ay4vAgBoeRQo3RDhviaEUNTo+9gv1JN17wfhQuaFizrUU8+hL18klfx8lKn5vKmCkZPY7hHUO3Q0Monka77sULrouwvfbjOHPFfPMfmUr4Dzceve9CB4F0AnBXZ9PsmuJondcBr9OGrkgMSrwTAcOsbxdRfEioPlCmXu9bLNLv2jQFC2bWi5qifYnLpXZ+Fku85TT+FqJ9Of5KRhutuhreBecjdfgw9K4uM40uxc5Uykyv20v9Ub+i4GuNTbiquho/amnFn0PmeDoU0oaB37a24o/t7bgxHMS1M8Yj9uh/oXqxT7j6WZs6msyIG4J0w4D69mtQVv0U4YnnY9KCz8AzcVZJnaPF8pkqpzFYXgNLxppKPU6l1u9Si1dSWBTDKoBZpixdulSIiUxBO2fOnLy0SefoD37wAyGSXnvttX0uRwGVyxBOQNBpOhQhtScUYu+99160tbUNuw2JJJ+0tLSgkTVBcmhubkZDQ8OYxSSRSCQSiUQylvDn1YNv7MWDb+zpfo8pZOmWpDBItyfNknZNRcBt73YkTkrvwb8ZPxHpXpVuUVQB3LXCFWOoGlpCCZEGlmQMA4aeQZURQjXCIg1sEF60wHTQfEP/IvbZJgs3aiAnDezNC2cUVBztjc/98g20hZPY2x5FIq1jfJVLCJNDJZJI42BXXKS3nVTrQZ3Pgfs/f+aRBdb98kgK4l6EZdi95sQ+J/tTESAREseL+5KiaKdWKybdX63+OLaM+wTmT6nFkllNo5qOWCKRSMbyt3ni/fex7x/+Eal9+2AwjS4fFjYblB5pB41k0hxTs7wVi+H7Lc1YF4sNtysY77Tj1pPG4eora6ClgrAZaVEB2oCKNGyIqD4kYKZj59fZzsnLMW3pzTh+3PDn2yQSiUQiKRRy/rw4OfZ2rzKDeaOXLVuWN1GU0C1aVVWFZ599dkjrjUQUJXV1dcL9KpFIJBKJRCKRSIoPimw/W7OjWxSly4ViIN2hwXgasZQuhEE+82++z3/nch9OvijSu3Z1tMGwRFH/eMBbD6ia+W9ZUZQOGrpQM4aKdlShRakVs8NVShTVakykir1UfVVsqzmYQHMoDgMGnt5ySIi2ow1TBxMrey7Fx+FAAdNsR+ndeTr/c8Csj5uvfU3m/hOpdA0zLXH4IBDcbz7zbxhQ7C7YqiagquE4TKn1YNr5n8Knb/r/cMcnP4Rl84+ToqhEIqkonDNnovaaa6DV1poiaK4Qmk7DiMeFGErRVAinOaIoOdXtxv9NmoyfTDwOUx1DqCWdw8FECv+4eS8u+ck7WLejA04jAbuRgoOZEowwGjKH0Jg5BI8eEYbWabtX4rX/+xYeeH23+B6WSCQSiUQiqehUuhs3bhTPV155Zd7bZoFe1lLsj3bWZcgjTE8qkRQ7yWRSPOx2+6i7EYYKfzSlmBYIGNN4RzuOQm8v3+3nq72RtlMs54tkYCr1WJVav4sl3nIagwvRthyDhwZFR4qPFCFbggkhfhKGy7qaFPIo6lEYZFrAcCItxMtEsA0n2zaI21a1RAcyigGbr850OdJxmtaFMGqJokwnSCiA2lQFSXgR0tMiJWwAIcRULxapW/BH7XLsiTkRjJlxNPpdQrQ9Y2pNQWqO9nWcWE+VIjBdshSF2Xd/1sU6FGJJs96dXTPbrXL3aIPbW/BVwFNnOkedAfPBGq3xLrMOqaEDCne0A3BVHVWDVAirfJTp+Vls8ZbT+FuI9uX4KxkrqlcsR7qjHZ0PPIhMMCic9keJoHzuIYjmoqgqFldXY9GUKXgkEsZ/b92KdjpLh8jGg2lc8qsuLD7Bi68vbsSJDXZ4EIePaeSRRK3RBrsRR7tSizMSa/HSi/+N53dOwGLfbigD1CUdS4rlM1VOY7C8BpaMNZV6nEqt36UWr6SwlLUwSmGSJzhrc+absaj3uWPHDimOSoqeH//4x/B6vbj99tvhGOYdoqMFvwzvuOMO8Xos4x3tOAq9vXy3n6/2RtpOsZwvkoGp1GNVav0ulnjLaQwuRNuFHoM7o0mseucwNuzpEHUoY6mMcBdSSJs3uQZLZ48Tjr1iOV8GqilqOUUpirJ25d8o63C27X3UaRG4kEQi5URI8eFd2yy87jsbQZ9P7IMLYuug6GloRhJ2pJAyFKTtVbAkOy5jOSYtUZTioOWcJGzXb4REzVFOGAMOXGLfiMcdC3GoKy7EUbc9JQTJJzYfwC1LT8z7PujrOPFYsp4qUwdTLKYgXK8bQtgdLOw31yNshzDV7TFwn5z+eWDyOcCWR4Gdq833fTkCaC6aHZi+CDjlCqDxJAyHUjg/izHechp/C9G+vAaWjBWcR6u/8UbYamrQevc9yHBujcedKdx7ukR7c2hqGrT6ejhra/EZZRz+ZvIU3L1tG/73/e1I9COo9sXz70WwZvsuLJ9fjy8tGodGbzX8RhgBIwS/EUHGUHCP+jkgDix+/9do97lFLeluOvcABzcD638JTF8InLJs2ON9PiiWz1Q5jcGleA082nFICkulHqdS63epxSspLGUtjFoUQkwci7S23F5tbS8//iUSiUQikUgkkhKCIuLjmw/glfdbRUrYntBdSCHtgTf24PyZ9bh0dvHXX2F/SE10Jy5NrMY56ltwa7opXubMAzfiMGakd+CSxNPYZJ+Dl1wX4LzMDiAFeI2IyKAbVdxIxTMY57ALh6glCOY6RXNFUaIrmljPa0Th08NoV2sxK/0OXvBdhBqPHR3RlBCfKYy+/H4rrj1/+qiliV0yu0kcSxc0UR+ULlmKvXU+56Db4PKcf+f6rMtq0xRR/7NPOOl94beAc24Gtj0F7HndrDmajAIOD+CqBiafDZz4kaJwEEkkEkmxiaM1V14Jz/z5aP/NbxBevUa4RxV7j++NTMYUSwkHaU2DfdIkaB5P9yIBux1fP+UUfHr6dPznO2/j93uO1OAeLLxU+N26Vjzx13Zcf34TPn9uE9I2OxqNFtQYoe7lqo0uINSFdBKwKUY2Q4DdHPPJ9lXmY5gZAiQSiUQikZQHilHGCfiZSnf+/PmizuiFF16Y17a/8IUvCMfo9u3b+1xmxYoVeOSRR7ovKjMZM/XTcFm6dCk6Ojrw5ptvjqgdiaSQxaP37dsnikeXQkqCYkmhUE4pbArRvkxhIxkqlXqsSq3fxRJvOY3BpZBGjM+PbDyE3715pM5lPJVBMJZCKqODuh9NhEy5SlcgBbBsA7hy/gQsP/04cWdvsZ3fFO0+/8s3sDj6FBZFnjTnhlUFXjUFrx6GDWko0GFARRo2RFQfEjhyh7ICAykdaNKb4VYSaFfrRDrcqXVeUX+0LWyKgsmMqbBSHOwNjxFBnd6OhOJEs9qIw1oTvuf/phBUP2gza7EdV+MW+/Wz504VNTTzSX/nyw+f3YY121pEf1j3lIyrcokUwwNBYZiuV9IUcApxd9GJDQVxvZbyeFZq8ZbT+FuI9uU1sGSkv82bm5vFb/N8kOnqQtef/4zgU08jffAg9Lg5JisOOzJdQWiBADKRCGvrQKupga2fm/q3dHTgji1v4bWWlmHH0xSw41uLArj+Qzrsqo6kYWPVaDiVFFKwQ1PV7rTr3TB1Om+EYYp1wprUTL8+yud0sXymymkMLoVr4OG2Uyzni6R/KvU4lVq/xyreQn9HS4ZHWTtGrRS6FEjzLYxSbJ0xYwZGk3Xr1hWkXqpEkk84WVkqqQj4BVgMsY52HIXeXr7bz1d7I22nWM4XycBU6rEqtX4XS7zlNAYXou18jsH88fmzNTtEDU5CgawrmhLuwZ6wDiVTrlIApKsx4LLjoQ0H0ZU0cPPC0b0GHwyr3j6ET4QfwtmJV5E0AD+iqEEYjoz5wzsXJxLwZiJIKnaEFT8iihfjMwcRU9xQYYD/yxiqEDG5D1iP00qjS/pLP6uzSGlWaCUuI9G9DgXIUDwtRGgKo+t3t+ddGO3vfLnstAlCGOWxNMVwU+ykm7Xa4+i1XxR0KTrT7UoCblt3bdKPnzYBxUKxjGelFm85jb+FaF9eA0uKCa2qCrVXXy0ePWn+8Y8Reell4SZNNzcj09kpUu9qPl+vbZ1SU4PfnL8Aq3dvxx3vbMOO+NDrjx4OpvCVP7bhvtc1fH+pE0umGzAM89uPNyC1owqNPi9sTNmQigCJkFlvOnTQrD3qawK2PmHWpGb69VGkWD5T5TQGF/s1sByDy59KPU6l1u9Si1dSWMpaGK2qqsK8efPwne98B9dffz0CgexdYSPk0Ucfxc6dO4VrdLTo6uoSqXRHW4yVSCQSiUQikUjywYNv7BWiqAFD1OCk6Ed4oy5FO49DE+lhdcMQYiBdghRN6S6kkNbgd4r1azwOXH3W5IJcbz/77LMDZnDhb4yeaJt+hXOSryKt62hABwJKFMzgR/cK09vGFZcQLVXocBlxeIyYqAVaa7TDqSSgQ4HPCEPnzuCsrmGKodFkujt9rpXop7+ynGxfLMt8vHTjKkdS1bodmhBGU9nUxV2xY0XbQnJ8kx9XnTlZ1GHlsSQUR0WK31hKnAOMUWOmHcNALHsOWPmNKIpa67EdtieRSMqfkYzNktGh6qMfFcKo5vfDiMdFyl0KpAbdo1VVULRs9odcdB0ftqk4a/o0PNrRif9paUVreuhZ1v56OIOLfx3FJTM1fPciN2ZUuRA86EKw2YZIKAHE+WVsB5Qa2FwGHP4EvOOj8M88DK2uCVh/v1mTegxrjpYiyWQSBw6YJQT6YsKECVKAkEgkEknRUtbCKFm8eDG+//3v44YbbsDvfve7Ebf3wQcfCJGVdxgsW7YMo8U999wjtkmhVyIpZl566SVR13fhwoXQevsBVEQwvfWaNWvE67GMd7TjKPT28t1+vtobaTvFcr5IBqZSj1Wp9btY4i2nMbgQbeerzXcPdOKlNasxEcCm1HgEE6aA15dbkK7A+hy3YDiWxAmZ3fA6bPjdWh1nTK3JuzCWSCTwzjvv9LvMBbGnAbULsLvNdHyTzgLqjsf81j+Cfpc6dMCPiPBsBpUAQopP1P7MJap40Wlk4DfCCBhBs65oFjtSyECFG3Ek4BOiKIViMpj6JxRdkXXLkLByxK1DwZFY7VlO1Hwy0Ply1ZmT0BFNCoG70e+C227WPaUATtGWj57QNVztsXc7RS85ZZxop5golvGs1OItp/G3EO3La+AhjM0XXDBq8UiOxTlzJqpXrEDnww/Dlk0LSHE009Eh3KOqzwfV7RYCqZHJQI/FoIfDQDoFm6LgqqYq/M1xXtxzoAv/e6gd8V5qjw/E0+9n8OyOMK6oV/HlBhX1SgZplhjNubzIxIFEpxORg3a0v5OBb0Ybqk6ugnPLo2ZN6lFirD9T+YiDxo3/+7//63eZm2666ajUkZV6DVzqY7BkcFTqcSq1fpdavJLC0ntxmjLim9/8pnheuXIlLrnkEoRCR4qyD5UXXnhB1CzlHYsXXXQRpk6d2u/yGzZsOCpXNUXV4fLQQw+J53ynBJZI8s3atWvxyiuvjLim7mjAGBnrWMc72nEUenv5bj9f7Y20nWI5XyQDU6nHqtT6XSzxltMYXIi289Xmnzbvx/j4B+IRTqS660vW+Zx9pobl+/x3LsfkeDP1fWJ9vn5ic/8uhYIRPAhEWoDOPcDBzcAb9wArP4NAqhVVeqcQRenWbFVq0aVWHSOKWvB9/nurWif+1oQcqgtXqQYdXsSgGhkhYtJFSwaqgMPl6UQlYdUURLfaZnf/u5WK12qPDt18M9D5wt9GTIVMxyeh2Dmp1iPqngZcNrjtmhBC+cy/+T7/3RJFuR7XL7b6RcUynpVavOU0/haifXkNLCklqlcsh3/JEvGa4qitsRGK0ylqhOuhkHCQpg4eFM/8m+8rmgKbT4PqNuDTVPzDOQ3405dm4Yq5tcMq+8kECytbgrh46y789HArImkdRhpHHhnA0AE9pSIZ0tD1bgr7n+pCxx/+BCPajtGiWD5T5TQGF/M1sByDK4NKPU6l1u9Si1dSWMreMcp0Kl//+teFa3TVqlXCyXbjjTcKB+mcOXMGXD8YDIp6onfccYcQOpnCij/Ev/e97/W7HuuaMt1u7o92rj+QmNobzz//vFh3+fLlQ15XIhlt6Grm50xVi/++C8Z41llndb+ulDgKvb18t5+v9kbaTrGcL5KBqdRjVWr9LpZ4y2kMLkTb+WiTrs9Xd7ZjnHMSQomUEA7pFGXqVJ8ewlnJ13FSeqtwUDqNBBKKUzgt37XNwuuOswGnH0m3A9sS46CpZprYl99vxbXnTxf1R0eV8CFAaQcUFdDsgMMPxLvgMTKwGXR7KmhFFaKKZ1B3oMYUD4JKCgGjCzakkYJdiKQUf7k/YkpNt3AsfldwgtnoPZ0ul+d6ScWBJBzIKDasdZx1ZFtZh6hdM1eucud/3w3mfGE/mAqZrl8K3DyWLmii7mlv2DQFC2bWi5qixZo+t1jGs1KLt5zG30K0L6+BJaUEx/a6G2+AVlMjnKNMq8uHnohDD4ZgpFIwdB2KqopapGrADzV6EEgnkUkD/hlxRGd40AQX/uNvpuAz5zTizmf24y87hm5uiBkGftraioc6OvCV+gZ8oqrKzJogUtVnMzAoQCbG70MdHZtCyHzvn1D37Z+Oyo03xfKZKqcxuFivgfPRTrGcL5L+qdTjVGr9LrV4JYVFMaxiNWUOa3PSsWkJm7kizvTp01FbWyvEHCslBEVN60Gs3cR1KareddddfW6LjlI6S3ft2tW9LttesmRJt/NzKJx++ulCaKXr9ZOf/OSQ15dICkVLS8tRqVFIc3MzGrLpcyQSiUQikUhWrtuLX722W9QJ3dcREy6QBdVtWJR6CXNSm6DRxtEHFPc22edgtf3DeLmzTtSbpIuQItpnz52KZfOPy1ucvIbp7xqf3KT9Do1Kx5E39Ix4pA0FKjJisrXNqEKbUgsbVdxBQKfnBP2gSKObhsofaGIf6dAQcjRAcwfQFk6KviczZgpiuipzcRtR1Ott4nW7WouI4sV6x+n4reca8R5T8n7QFino/hsuXdEUVm09jPW720XdU6b4pZuVwu38KbVYMqtp9AVwiURSNAxqbO6RsrMSKabf5on330fwyScR+curMNJ9f8croX3wjk8BDZ3w+0IIwY3DRq24gcfKbvDy9iC+98w+vNdspoofDsc7nfhqQwMWeLw584HZqVAVsHk12AJeVN/wNdRcuWLY26kk5OdSIpFISvM7WlJBjlELukUpVtIBmit0rl+/XrgxeyNXM+bFE//mg/U+KVZee+21x6zz+9//Hrfddlu3KEruvvtudHR04Pbbb8fmzZtx2mmnDTruH/zgByK+mpoaKYpKJBKJRCKRSEqODXtMITEYYwpdA39rX43lkee7/92JJLx6WDgmFegwoIoamRHVh4QBzE+uE48p9sX4dXKRaIfCHoW0URf2PA2A3WsKoqkIEKUYSQnTyBpRNPgRRcqwIQrzpsuBYFrdqOKGz8hAM3SkoUHJJs6tybRBYa1V4QDVhGDKnyhp3YBNVYSoatUqJRRE+SAvOS44yrXL9Sioct/RhUnBsRig6MnjWAwirUQikUjyU3O04StfQe1nP4vQC6sR27BB1BzVY1Gobg+0QADuefPgr2+F9s6vcbg9DSRCZhp5ppU3tO7MCAuOD+DcGbPwh01t+NHzB9EcMtPxD4XtiQS+sG8fzvF68LXGRsxyuLIJ6g1+hSMd0aG6UsLp6pk/T8QvkUgkEomkvKkYYZSuUIqgdG1StMx1jfZlmu25DFPZ0vF555134vrrrxfOUdYapRuULtN169aJ59w2mXKXy9JF+o1vfAOLFy8WcUyZMmVQNU1vvfXWQaXulUgkEolEIpFIipHOqDmJmUpncIPyGC413uSFNrxGBD4jBIdxZJLTvII24KAGmQ4joTgQhA9RxYtP4jm4lS78On2FWIruwrzSfuTGxr7I2L1oT9PVqCKjV6HeCMNhJLKibrYHClBrBBHPuKFrzkFtOq644DGiwjGqKgZSig1JxYVaJQol3o7jDCBkuBBVnEgZKlRdh89IiElkps8lFETpFiXPuC7BXptZxzOcSKMjewyqs85LpqaVLkyJRCKRFBKtqgrVn/gb8egV1vXc9jvYXR4kk3ZxPVCNENr1KnHzT3c7qoJl8+px6Sk1WPnKDvzoL2FEhnEJ8FokimW7PsDlVVX4Sl09xtmzU6IUR0NJOBohnK4UdSUSiUQikZQ3FZVMmeLojh07hFBpuT8JhcfeHtYyrFPKNLZWGlyKle3t7fja174m2uO/0ZFKV6i1PEVT/hvrmxK+d8UVV4j1mL539erV/cZ67733ChGXcTDu6667bhT2kEQycljP9//9v/+HZDKJYocxMtaxjne04yj09vLdfr7aG2k7xXK+SAamUo9VqfW7WOItpzG4EG3no81YKiOcjZfjdQS1CUgbGmr1dvHgJChrhobgwSGjBgeMOpFGL2R4xPtOI4kGox0+PYiHcLlY/3J9lWiXKVfzyvZnB1xkf2dMpLVlvc5kmmltDWSgQc/KoqpBv6uZ7tZvhKAPsmpJxjCtoCnYEFZ8UGEg5W6AEhgP2Fxg5lyvEUWD0YHxShua0C6EZW4/qdiFIGqJoq85zsUzzktE+ty2cAKHusz0gwG3DX6XKYayXmc5f65Hm1Lrd7HEW07jbyHal9fAkrLHUwtMX4iAy46wataQrlbC4qYfZkY4ZnGHhtsu8GPzjXX4VJN/WBOabPWxri5cumsn/ru1FRHd/M7WEzqMTEak/810daGQFMtnqpzG4GK9Bs5HO8Vyvkj6p1KPU6n1u9TilRSWinGM5sLUtnRv/vznP8ejjz7aXUe0JxQwmf6WgmZP6BKli5MPukGtNvj+tGnTem3vvvvuw3PPPSdcpXSaUvi0XKeBQECk+aXrlKl4mT7XqodK4VUikUgkEolEIilF3HYNnvTe7r9r0JkV9YBO+NFu+KDnTG/yGph1xlpQhWqEUaOE4Ie5PLnMeAHvhU6Bu+bk/AVJ18q+NwHM73cx6pycVM1kb6DMgLVFmUZXOZJM19CRgQofYmjNpKGrtqOcLz3h5K89OzFrKCo6lRp0KsAkj0OIonAGoKbj0INtSCUTYkuUhJOGDUHDi4ThEG4avv9n+8V4XFmCWCghnKKWLktRtMFvulevOnMyjm8yJ6AlEomk2HE6nZg9e/aAy0hKlFOWwbZ9FVRXFSLRBDxGRNz806knEYEfUG3HpJ8PdLnwH9Oq8bfV1bhzXzteihy5RhgsccPAz9vasLKzE1+sr8ey6mpo7W2wNzSK9L99ulwlEolEIpGUBYrRVx7ZCsISNvmgsEmHZl/i5kih4Mn6pLlpenvDOiwUcelwlUhKpXg0U1WzeLTH4xnwPB9r+DmLRqPi9VjGO9pxFHp7+W4/X+2NtJ1iOV8kA1Opx6rU+l0s8ZbTGFyItvPR5u2//ys+9N5PcVJiMzx6FJOUQ0IGPQw6Q93Z7Yj/zyaFPRo6R8Yp7YjBhRajGiloeAXz8HTj3+GPXzwvP/tw42/R/Jff4q62s/pdbInxPAJGqPvvCWiBG0ylS9+o6WClSErnJ12kbUYAXUpAvC/ES6W7qpnoM12dpBHt8CsxkTKYzk9lwmmY+fFbgS2PAjtXAxk6a4GWUKI7hTDdqBRVU4aGV40P4UnjXOzA0XU6WVOU6XMtp+glp4zDzQtnFOw8L5bP9WhTav0ulnjLafwtRPvyGlgy0t/mzc3N4rd50bPul4iv/V/sbY+KbBIUR/klye/TiOJBUnWJG6iYkaFK70LwDQfiHTYkgzYYGQWvRSK4s7UV2+JmhoThMN3hwNcmTsTFc+bCffLJGP9v/4pCUSyfqZHEoes6YrFYv8u43W6oqlrR18D5aKdYzhdJ/1TqcSq1fo9VvCX9HV3GSGF0DKBr9MYbb+yudZp7CHL/plO0N7eqRFIsyIFdIpFIJBLJQDz26hac9MK1UPU0GjMH4URKiIWthikYivIV2WWP/DTN/ZFqoBZB4RxNwI59RiMyig23u/8/XLNoDq4+y6ylOSIe/wqa97w/sDCqP48AQkLkpAmUImmN0QUFOuxGOit5KsIxmoaGGJw4gP6vizQlg6k4JHp8WGuC2+1Fw+IvQ5n7aXOBWAew7Slgz+sw4p042NKGnV2GSLm71TYbL6ln4EDciVTGEGKpqiiwawoCbjtcdq17O3SKXnXmpKKfsJBIJBJJhf025xzYyz9E27pH0R5JiqwSXp01yHPSHGa/u5gdoeUVL1IRGxJdNlEflPD774lQCD9qacHhNL+Ph8fZ9Q3454sW49IHHxxxtyQSiUQiKfnv6DKmIlPpjjVMncv6oxRHWUs0F04MLVu2TKToLZRrVSKRSCQSiUQiGS2WautxAGk4lCScSgqGoaBN9wrts6co2rtop6DT8Iq0uhRVnUgiYQAXqRvw4Bu1OGNqzchTw1J8HASqqsCZ436IKT5UZ4L8FxiKmc6WE7xWYl1WHyU2jTc/Humv1VdNUVBthKAYQFJxwOf1oTbghXLSpUc26q4B5lwtHlyP1UEjh0N4Y/MBvPx+K9IZA42O3uPldhfMrBc1RWX6XIlEIpEUJfzuX/BV1HrqkFlzN7piXkQ0L2x6Al4jDJuRFjW89WxGhmSGWRCyue2zqIqKy6ursLTaj1+3teOe1nZEs2nqh8LrrS346O9+h7+12fAf//EfmDx58rGp93mz0t615rVDKgbY3eZ39aSzAH5/87VEIpFIJJKiRjpGi4CNGzeKNL5M4Tt37tyxDkciGdEdL3/84x9FSurzzjsPmnbEpVCMZDIZ/OUvfxGvxzLe0Y6j0NvLd/v5am+k7RTL+SIZmEo9VqXW72KJt5zG4EK0nZc2H/8K9r/7BrbEmmA3kjjJeBetRlV3SllCSbEvI6NZ0xM4oEwSouhJeA/tRgAfOGbinqp/wKITG3DL0hNH0EsAv1mG5s7ogI7RS5XVqFaOpNIldXobPEZUpPizISX6pRsKkrAjrWjYbYwXDtPe6oy6jSjq9Tbx74ZvHBzeauD4pcCF3xpU2F3RFFZtPYz1u9tFit1oMgOPQ0OV2475U2qxZFYTqjxmGt1K+lyPNqXW72KJt5zG30K0L6+BJZXoRjGat2LLM7+EffeL0EQmhmzq+Wxtb3HT0Stx2CNpJLs04RjNqCq2nXSSuOvopPe2iVrfrek0ftrcipUdndlE90OHtWv/4R/+AbfffjuqEgeBLY8AO9eI9PZ9otmB6QtF7VQ0nlTUn6lyGoOL9hpYjsEVQ6Uep1Lr91jFWy7f0eWGdIwWARRDpSAqKRdeeeUVeL1enH322SXxhbh69WrxeizjHe04Cr29fLefr/ZG2k6xnC+SganUY1Vq/S6WeMtpDC5E23lpM9YBv8eJ12PzxKTlcfoH4u2jnaK9r2pNgurQ8KY6X7x3iv6ucFu60qZASdfktedPH5kASLcHzHozQyWk+uHJREX9MwOqSKurKgY0IyOcLazzyQldprVlqj8+6CT1GyH49RA0mwrFXQ1QFBUdHHwpDfZ52fzjxKMYKJbP9WhTav0ulnjLafwtRPvyGlhSiSiNs3DqNXdix5692P7Sw1D3vQGPHoLLSCCuOEUaedUbQXWsFX6FGRsgMjZsOe008frE7duEklpvs+FfJozDNXU1+OHhFrwQCg85lkQiIbK5/eLun+JfLm7CjR8eD7umAuk4EO+Enk4ilc4grUN830dUH9KqE1rb4/Bs/jNcZ10LzznXHnORUyyfqXIag4v2GliOwRVDpR6nUut3qcUrKSxSGB0hLCTeW8ovOuZOP/10rFixAtdee+2YxCaRjAWnnnoqqqqqxGej2GGM1k0JYxnvaMdR6O3lu/18tTfSdorlfJEMTKUeq1Lrd7HEW05jcCHazkubqRg8NgWnKdtg6GlAUUXqWEsYFc8iiY1iqqTmG0f+zUxUi5nGDngQh03JiH9wGnHEUxm4oAnX5IjEQZH2rm1YqybhQFANIKAHwSS6Vtw26PAYcdRm2hBXXfBrLgQcCpCKAAmKugY7BriqAV+T2dj8z/XpMCkFiuVzPdqUWr+LJd5yGn8L0b68BpZUMjMmT8KMv/1qr5kR5p34F8wNPQefJwklFBfXFNPe3yG+VxWRt/7IFcR0hwM/nTQRb0SiuPNwM96OJ4YcS2tnGF9+KIz/fmEf7rwkgI8fr0Cni5X/J9Lmmw9XJoykYkdY8aMt6YXywl04+O77GHfpN3H8OLOuejF9psppDC7aa2A5BlcMlXqcSq3fpRavpLDIVLoj5M477+xVGG1ra8OGDRvw3HPPoaamBvfddx8+8YlPjEmMEkmhkKkAJBKJRCKRDMhD1wCde2B07UUiGsYhowYhw51bGqxPzKtsM82uD1E0KR1IKk4cQAN26/X4F8etaAy4cMrEAO745IeGH+PG36L5L78dVipdCwqgNegUrzPQhHOUKXUzik30g5l0HbacH+A2lynIOrOTpbM+Lmqs9WmflUgkEomkDyrpt3mmsxN7b/wC9EQCife2MX/9kX9Uef/V0fVHzYsJipkGnuwK4j+bW3AwZabpHQ7nTrbj20vrMHtSFTKGChgZuBGHFzGz1jgURBQvOtRasfxTzouxe+qVsGuKEHdjqQzcdg3VHjvmTa7B0tnjRjXtvUQikUhGl0r6ji4lpGN0hNx6660DLnPbbbdh2bJleOSRR6Q4KpFIJBKJRCKpLCj+de6BotmzAmdCCKO5tUV7u1ez582HPiUh5jbTsIl1goYPKRYfZa3NWD/1vgbDiR8BXn9oRE1QAM0Ymqg1SmGUCXMPoA5+xOBUMtAUAw67A9AcgKvKFEYt6BTlQ4qiEolEIpH0i1ZdDc+55yDy0stQfX7ooVA284TIvW9+l/bydaoqKj5WW4uLqmrxm5YW3N3WirDOFYbGq3tSWHrfIXzklDi+smg8jqvxIAiP+P6vRgjVCMNrhIWjtFWpwYWRp/CNt6ajxT0VjX5n921f+zpi2LI/iAfe2IPzZ9bjstMm4Pgm/4j3j0QikUgkkoGRnuFRgDUJPvnJT+K6664b61AkEolEIpFIJJLRZVLWhcmUsYBwVNjUbNJZ5YgI2vNhoakKXKoh1iNh1SdW24AThfuDMLXeiPDUAsedMezV3UYUASMoBNE2tQ5RxYMQfIjBhRbUoFltRIttHFA1yUybS1FUswPHLwU+cTdw+uelKCqRSCQSySCp+uhHxbONDhzWiMv5DjWYcd8QFcxF+n7xUO0wNAcMXYFT13FtXR2emTYdf1tTM2zHyFNbOnHZz97FD1cdENchrFUX0qrRrNQK36gfEXj0iLj56yPKX9AWTmJHSwR726PY3xFFc9AsCZDOGFizrQW3PLwZD6zd0+vNYhKJRCKRSPKLdIyOEl/4whfw6KOP4he/+IWsOSopa370ox/B6/Xia1/7GhwOB4qZZDKJH/zgB+L1WMY72nEUenv5bj9f7Y20nWI5XyQDU6nHqtT6XSzxltMYXIi289LmiR9B8s3/ww/aLoABHV/G/wpHRZtSBRvzy9LgYRhHSoJljR6qoghRlLj1OP4L14PznJ80nhWGkNXGfLEM8ThY3WuEUKTc8PSQVlGNDPxGWIiihKnzupQq0YEf2q9HdXQ3zlTeQ6MWQ7UtBdSMNwXiyWebLlVR27R8KJbP9WhTav0ulnjLafwtRPvyGlgi6RvnzJmoXrECnQ8/DDQ14dFzzxHvX/77P8CWyQCZ7HWFRmFUAfiekT7iLAVQY7fjmxMm4jPHn4Af7tuLZw4cGHIczFxx/2vN+MOmNnzxgvG4+sx66KoHnUbSdI8qYYQMD87BX3GPcQmCKR+gp3GFbaNwt/4hPg82m12k0g247HjwjT3oiCZx88IZvZbtyiflNAYX7TWwHIMrhko9TqXW71KLV1JYpDA6SuzcuVM8r1u3TgqjkrImlUqJR6lQLLGOdhyF3l6+289XeyNtp1jOF8nAVOqxKrV+F0u85TQGF6LtEbdJN+a0BUgdpJxpCphMMxeHA3F4hDjKipz9uTH9RhAp5Uj9rddwKoLwIaCZ61W581Cbq3bagIswFhdiIl2ey4jDY1j1xExRtD1bT+wZ1yXYkJyJkDEVq+2L0ejPQx3UEqFYPtejTan1u1jiLafxtxDty2tgiaRvqlcsR6ajA6nnnkPGlp3epHuU6XEtAZSCaE8oOKoqFE0TaXln1NfjN5//PLaePBtf//rXsXbt2iHH0hXL4DtP78Nv1jbjK4sn4JJZPlQpYTiRggtJcc2zRN2Ax7EQLCdqE7d4maEk0jqagwnhHm3wO/H0lkOo8Thw9VmTUWjKaQwuymvgPLUjx+DSoFKPU6n1u9TilRQOxZA5GkaFmTNnYteuXbjhhhtw1113jXU4EknBikdv374d9fX1qKqqKvgdjiOFw19XV5d4PZbxjnYchd5evtvPV3sjbadYzhfJwFTqsSq1fhdLvOU0Bhei7byNwYe3ouuRf0BnPAVfeBd8RgS6AXQy3awWgK5o/box+YPlkNKETqVKpNT9avomvG8ch+Nq3HDZNXz23KlYNv+4EfW1ubl5wOv0vzMeRAPaj3ovqdgRVvxCGCWvOc7F75zL8UF7VMzL5jPGYqdYPtejTan1u1jiLafxtxDty2tgyUh/m/N7raGhod/1uhJdWL13NTY1b0IwGUQsHYPb5kbAEcCcxjlYNGkRqpxVKFZ4fnY89DD2P/YY0l1dcB08yIlOGBREcwXSHoIoX2s1NeJRc+WVQmTluc32Vt52Kb7xyzXY1RofdlynHefBvy/x48JJGQThRbNRjXeMafh/uJEzsTixWhNZMWJwojOWQkfUnKgPuG3iZirynytOK2jN0XIag4v6GliOwRVBpR6nUuv3WMU73O9oSWGRjtEC8sEHH+C5554TNUbpGOWHbcaMGWMdlkRSUPjFUl1t1hArdviZLIZYRzuOQm8v3+3nq72RtlMs54tkYCr1WJVav4sl3lIdgzujSax65zA27OlAZzSFWCoDt11DtceOeZNrsHS2V6RlK5Z4laZZqD7rU/C9+Ut8EKuFkgE8CKPGCKFaDyOmeBBXXNCh9urGjCpepFWHqNr5e+UiIYo6baoQHG2agiWzmjAa0LWahAOskJqGTdQ75d8WdIo+47wEnZGkmIsdixjHkmL5XI82pdbvYom3VMff0WpfXgNLCsmOzh14cteTeP3g60jr6WP+fT/2Y2v7Vqx8byXOHn82Lp12KWZUF998Fs/P2k9dCe/p8xF88kmEnn8BmfZ2ZMLho0XRIytA9flgq62Ff/GFCFx6qUjLm9veivn1uHzy6fjp0+/g357vQGd86H6Szfui+Pgvo/jELAe+uViDswYIICxKB6hQ0JqyCVcobwur8znhtGs41BVHMJaG256C32XHE5sP4JalJ6JQlNMYXIi25RgsGQqVepxKrd+lFq+ksFS0MPr73/8eb775phAtrVS3nZ2dI2qzvb39mHZyTbl0jEokEolEIpFIJMNh++EQHt98AK+834p05tiJun0dMWzZH8QDb+zB+TPrcdlpEwrqNhgS8z8HW7QNvrUr0R6vRUx3wmeE4DSS8CIKrxE9ZpWebswXtbNxf2yheE0RmCyYWZ8XEXgwtCl1yChH16LJKDZsss/BS44LsNc2GeFEutv5MRYxSiQSSTkxGDf/TTfddIwTQ9I7nJ96ZPsjeOS9R7rfS6QTwi2a0lPi3zlxbFftwjXKWcNX9r8iHstOWIZlxy8rSkcQxc2Gr3wFtZ/9LEIvrEb09deR2LED6dZWUyBVFNjq6+GYMQPes8+G/8JF0Kr6cMKmYnDaVdyywI+rT1bw/71s4JdrO5Bmqosh8oetSfxp22GsOD2DZee7kXEaUDUF0URaCKMWPieFUru4fuANbxRGX36/FdeeP70orx/S6XT3/Gdf1NbWwmalOJZIJBKJpMiouG+oYDCIO+64A/fcc0+f4mW+sS4aH374YQQCgYJtRyIpBlhHt6amBmeccQY0pqgpYjKZjLg5goxlvKMdR6G3l+/289XeSNsplvNFMjCVeqxKrd/FEm+pjMG8Vn3wjb148I093e+xFlUwlkIqo4u0tBp0zFSb4bKr6PBMxpptLeJx1ZmTcdWZk4Y1kZn3Mdh+HibP8wCv/gIx1YsQa4zqCQSMCBxKGiwZ2psbUzcUPIKL8UZ8pnCR+t12MWlIPn7aBIwWh4wakYYvoboQVnzYapuNtY6zEFH9yOgGOsOJo9LhjUWMY0mxfK5Hm1Lrd7HEWyrj71i1L6+BK4PRTGXLa4n73roPz+15TvwdTobF9hOZxDHLxhFHKBmCU3OK7fscPiGmdsY7cd2p1xWVONrzHK3+xN+Ix7Cxu81nRUWNR8W/XFKLT57ehB89fxDPvDN0M0VKB377Rise29wJ53mPouHMj2OqrRM1cQdanMfBUFSxXLXHIdLqsuYor/Fc0LBq6+GCpeEfyWebouhQb1go5FhSiLblGCwZCpV6nEqt36UWr6SwVJQwumnTJixevFgIoj2F0EJd1HE7fNx999244oorCrINiaSYWL16NbxeL+bNm1cSX4jPPPOMeD2W8Y52HIXeXr7bz1d7I22nWM4XycBU6rEqtX4XS7xFMQZH24FtTwF71wKxDuFUEJNy7hpg0lkwTrwUP1vbhqe3HBLrBeMpdEXNibNcNGQw27YLSACPJ+rg87gQcNmFmNoRTeLmhTOGfM17VLwHH4CWPDY+nHSp+XqQ7dx+++3YYMxCeP3vMCe1EUzg16I7qIiKB2tuMUzFANLQ8BpOxRPpszBPO4h52h602Cag1u8UbVH0HU1H7L+nr0Eo4xHODqYu1hQFmaSBWDIunKLWTwyKog1jFONYUiyf69Gm1PpdLPEWxfhbxO3La+DyZixS2dIpaomiLdEWIXwSXht47V4hyGqKhoyREQJtJBURomlztBnxdBz1nnqxfrWrGstPWI5iIe/nKK9pOvcAmnlzE9P7T6qtwQ+WTcXnD0Rxx7P7sXlPZMjNRhJpRF74X4TW/wmnXLQAx518MlqdE7NFA8zrH15fhOJpceMbU/Gv391eUGG0XMbgQrQtx2DJUKjU41Rq/S61eCWFpWKE0Y0bN+L000/vFkRzJ4Us8bInVuH1wdKzzenTp2PZsmVi8od1FyWSSmDWrFnifFdV867HYoYxnnrqqd2vKyWOQm8v3+3nq72RtlMs54tkYCr1WJVav0c13n6ER3XCGTh11omAzTH6Y3DrduDdPwA71wAZ02V4FJyUO7gZbS/+HHWJ2TjO8WFsiDYhGDcnUHnpyQk0j0ODyj/0DPbH60WK3bhuIBpMwJHsxKWOTZjx+lbsfVfHZOpzgxU1m9+F+teVONXdDBg61MPvAop+THxY/0tg+kLglGVA40kD91tV8dHFC/EzbRK+/dftOCu5FjMTW+BKM61uHFHdiaDhwwaciNXGfAThE3VHG5CCXVNQ73cJV+klp4wTTtjRxGFTYaQhJi356AlrijJ9ruUUHYsYx5JSG4cqtd/FEq+8Bh6d9uQ1cPE5QttibTgYOQiPzQO/wy+E0UKnsqUQa6XPzRVFKXJWOaqgqUdPDjOujJ5BV7JLuEQZH6E4ynbmNc4rmpqjeT9HeX3E6xtXNRDuEDXPo2oAT/uANyc64Dp7KmZuDGLvysNINCeH3HyqqxmPPvooXl67DjM/UYfa4+d1/5vboYnri1S2XEJXrJfrwzxRTmNwIdqWY7BkKFTqcSq1fpdavJLCohiFzCFbJHR1dWHatGnCKdpT7KR4aT2IVYCXNUd5oXL99df3W5SXbTKFBJ+ZQpTPTCO6cuVKXHjhhaPQO4lk7GhpaTmmlgtrwDQ0NIxZTBKJRCKRdNP8LrDlkb6FRws6AgYQ9vIKr0XX328+LNJxIN5pxmnoIn0b40rY/NgTNK9dWdvqwcyFWGksFnWpmHKN7oKeMKVrdXgHFiRexDnKW3CqOmzZ5SbVeuCyqf33fQjxiUlDm+vIcvM/Zz4GMWnbf3pgA7phCMGXYmjAbRfOCYuRpAceSR27LYGz0Gm4xyxGiUQiqTRKtcZoX47Q1mhrt8ioG7pwZxI6NdVsStVcclPZkosmX9RrKtuBfpv/ZONPhLjK9Ll0gJImb5Nwig4EnaOHI4fF60ZPo4hlwcQF+NLcL6Es4Q11D6wQ1zxb2nfhWbeGp3wetGvm8eGe521i6YyOttUdOPzHZmQi5nEcDk0fWoBZl30BvsbJwlUa7WrFUm09znXuQJ0WxRkTXEPO1FFoSvVzKZFIJGOBnD8vTirCMbp8+fKjRFFapenivOiii/p0clrC6J133jmkuqC7du3Cz3/+c9H20qVLRQrdKVOm5LE3EolEIpFIJJJ+GaqwR7avMh9DEPaGHdvLPwS2PmH+nQiaLlbG15MUoGY60WTYEIQfnbobK5TnMdkVwx+9n+o9RsPApcmncbH+NHSbIcQ7m55ENaJwIA2jg7ZHe999n/dZ4JX/HHR8iHeZwign6JwBc59H24AFXx1wH/La/OqzJuOMqTV4YvMBvPx+q6inlSsu5mLTFCyYWS/qdY5ValrG4FKKO0aJRCKRjB2cc2LKWsudSRLphBBDrdS01nL8z0KBmc6WLlEdel5T2dK1SoGWdCbMGplsYzCiKOFyXJ7OUbZFYfS1g6/hmtnX5K3+aVHhqYUx7QI8sutPeKihCu1KBiGV2f4NZBRFiKICm4raJXWoPq8azX9qQduqNhjpoXtPDv/1ZTRveRUnn3MhbvhwAxbYt8GBDOxpFQ6oQMQDUFznNdfWPwHPfsu8hquZClRPLhqxVCKRSCSSUqLshVGKm88995yYeKEIeu+99w6q1mddXZ24UKUbdCjCKJ2p3/ve94TwettttwknKre/aNGiEfZEIpFIJBKJRJJv4XEkwt6wYPtWbOHDplgrUACnH+AkJdPZ6RnoyQjSkS44kEId2mCHFx1qDS7IvI54ohrPuD5yTN+Xxx7GOclXxZ9+ROFVQnAYSVG7k5OuLOhpIGV2rbe+UyDt2mf2fYD4kIoAiZC5b0MHzRTFviazf5464PTPD2qXUEC8ZemJuPb86Vi19bCop8XUcdFkRqQJrnLbMX9KLZbMakKVx0xRO1b8x9+cig0telHHKJFIJJKxgXNI9711X3cdT7ozKSRS3KSolsyYaVd7CqI21SYcoxRD+breXZ/XVLZM5UvXKgVaxiDmxxxDEzS5vNUXtsPZxDV71+DymZejLI+jR8NzWgJdUNAJFRlWLDD/NesZPYLq0TB+xTjUXViLQ48eRtfrXUPfpp7Blr+swu1vqrju/CbccHYVapU43Kkk0JIWwii3nIEG3QCMeBToPICw9g5iW1+H+8W74Z11EVxzV4xO9hOJRCKRSEqcshdG77jjDvFMgZKpbgdb69Najs7RqVOnDnm7TL9Lt+j8+fNFndEXXngBp5122pDbkUhKjf/5n/+Bz+fD3//938PhcKCYSSaT+PGPfyxej2W8ox1HobeX7/bz1d5I2ymW80UyMJV6rEqt3wWLdwjCI4W9ZDyGH8c/BcSBv/c+AYe/fsjC3qBpfhfJN3+FH7ecL1yrf6/9Gg4KkO5aU5zsUd+rU3ehQ/XAZ4Th14MIIAINCjpQi4vjT+Md28nYa5vcvfzS+NM4EPfjUVyMz2Elqg1zYk6HgrDhRlJ1w1BUVDs0+NXEsaKmqwrY+YLZd+6feCeShh0/1v+W0374e++rcKg5NUZdAcDbaArPsfYj+5riKI/D5HO6J+cGc7wpKC6bf5x49MRc/0f9rj8a+Fw2LJvf2GuMktIbhyq138USr7wGHp325DXw6EGnqCWK5tbxpBBpCaAU3dIsVp0VRQlFS0MxxL9zHT7XuGpE3c9aV61Ip8tUthRHXTaXcGw+teupQaeyZX1TYomrdID2rCk6EFye61HsZTsNtgZsbN5YFMJovs9RcRzbNiPhqkJroh0ZKEeJ2SrT6FspdbsFU8BRb8fUG49DbEkt9j98GJFt0SFvO5LU8eMXDuLRdYfxrxe68ZkPaTB0bj+7baTFtllrnY9AulVcwx2K1UN57Q/wrH8CyumfxZQlXxzwBr9yGoML0bYcgyVDoVKPU6n1u9TilRSWsq4yu3HjRmzYsEHU/Fy1atWgRdFcKIyOhBtuuEE4R1lvNBg0L0IlknImFoshGh36D4CxgrEWQ7yjHUeht5fv9vPV3kjbKZbzRTIwlXqsSq3feY+XNUWt9LndoiiFxzqgdgbgH2+KeQ6v+cy/a6chCrd4CAcl1yNsh+3lE9Y7Zb8NB6JgXU7FjMFbf4woKpZLZqArGtoRwGHUigkunxGB14iIf/9w8sXuZSel9+Ci+Cok4BQPT3aZoBLAXmU8mlGLEDyIK250Ge5s32eY+4ZxcF/RKSr2XbMpdIr4xiFquETMvcK4GT/bs9qhS1f099Gj+yPH4IqgUo9TqfW7WOKV18Cj054cf0enpqiVPjdXFGUK2om+ieI1XaFMk2uJpA7VId4jrDVq1SLtiHeYrsweqWwJXZuEqWyt1wNhCaIp3ay37ra5h9VHaz0rTqvdYiBf52jucTyox4VTFDkytt0AHDBggwENBuyGAYdhQMsqlxRJ3dM9mHnrNEz+ymQ4xw1v0n1fUMffPRbBGfdG8NyuTNanSikUUIysOGvo4lGNEKYZ++E1oggn0gj95Rd45Mf/iPcOdlXUGFyItuUYLBkKlXqcSq3fpRavpHAoBm9XK1O+//3v4xvf+IZwbl533XVDXn/mzJlYsmTJgAXFBwPbOf744/Gzn/1sxG1JJMVcPPrtt99GfX29KCDNO2OLGQ5/7AMZy3hHO45Cby/f7eervZG2Uyzni2RgKvVYlVq/CxLvC/9upoKlMEcXpCU80inaZxzMUOYV7tGGyHtQONsk1gkAxy8FLvwW8kK0HXhgBYx0Ci0dXUAmgQa3CsVX3+cqu9ujSKZ1pDK6SJvWoAZRZYSQVOw4rI5DRrHh2/5vI6L68enorzEvsQ5JQ0OVEUQ92tGm1iGmeJChOyVjQFUAu6bCYVMxpdZzZEN0jgYPiJig2ky3KI+HbxwMT725f3icbJH+zQeRViDWZqbnrZ5i1jH99Erhhi2FMTidTosyGv1RW1sLm63sk+5UzDhUqf0ulnjlNfDotFcK429/NDc3Dzgnc9NNNx3zu3S0+cnGn+CV/a8IRyVrgpImb5MQNZkKtz3eflQ6XYfm6HaM5oqiVlpdukIbPUf6xLS6e0J7xPGg0Oq0OXH1SVd3OzZ7+23OfcdjdtNzN4nt7w/tF6lwx3nHwWPPuQ4YJNFUFIcih4SDdaJ/onCz3nXRyOfLRko+z1HrOFJ0PhA+IN5Tstug+GnK2L1Po1IUTWe3rRpMe8tLKgMdL3Wg+bFmZELmMR4OHz3BhjsWu3BSg3kNonb7VI/0NQUbOuFDKyiiK3jCtgSTl34RV585udd9MpL9NpxrpkKOJYVoW47BkqFQqcep1Po9VvH29x0tGTvK+lc9XaJMaTscUZRY9UHzAeuOnnHGGfjud787pJqlEkmpwUG9VAZ2fgGO9Q/osYij0NvLd/v5am+k7RTL+SIZmEo9VqXW77zHS+Fx5xrzNVO7Eqao7UcUNeMAGu0RgGUhjVpT2OP6FEZ3rgbOudlMcztStj0FZFJQMnE06ofMDXv6rw2mZ+9ftKbfgvAhgDAcRgoOJJE0gLOSa/GG4yzMSW0STU4x9sOOlHCKUhQVfcyub/RotxvuI4qZmbioYSWWNJh6OHBk/wwGd7XpNGV6XqumK/s95+qSGIM5eVdKn6FipNTGoUrtd7HEK6+BR6e9Uhh/Sx2KaK8ffF287kyYaeXp8KQoSqLpaLe4SSh8WqKo9TdT6VIg1Q1d/B1JRcTyVsrbkaSytZye1gQwtzMcrPVURR2R8zTf5OsczT2ObbwezPaVx4QXRJZAyle9SaOKJYgq5kO4PG0Kai+sRdU5VWh7shWtz7TCSA3dn/Ln99J4ansYn5/nwrcu8GC8T4VdSK8sH6+KbdOPzLILpMWoxsfTq3DH8yejM3oebl444xgBYCT7bTjXTIUcSwrRthyDJUOhUo9TqfW71OKVFJayTqXLNLgrVqwY9vrz5s0TbeQjBS7bmjt3Lu65554RtyWRSCQSiUQi6V14PCLKKUMXNCnscT2rDbbHdvPB3rXms1WHk2LkAPW91OwEljWNxbS6UcWchPTpYfE8K/0Ozkq+Ds1Iw4kk7EZKJFoLKb7udqzpN6VHu0ch3uIsnp6dyVOBpLmNQUO3qSVEMy0x2WNOMEokEolEUq6s3rtaOD6Z/paOUE68VjmqjhEUrTqVvTlUrJS6FOH4HwU4Kx3vSFPZBhzmzfl2lXeBAbF0bFj9tNajqzW33XI8jlbaYQsKpJrNCUNzIC2S6IqktuLfrHqfGWjIiCS7x3pKNbeGpk+Ox/F3fAg150zMNXoOGmYP+cX6OD70Px2446U4QimzEUbDmMzqoxDiqA9RcQ6dG1+Dxzbux4Nv7B3ubpFIJBKJpCwpa8coRc358+cPe/0ZM2aIC4mVK1fi2muvHXE8F110Ed58880RtyORFDObN28WdX3nzJkDTet/wnesyWQy2LRpk3g9lvGOdhyF3l6+289XeyNtp1jOF8nAVOqxKrV+5z1eS3ikY5EThooN6NpjCn0U+fi3wwO4qkwBz4rDULApxvqYwBz3QWgU9piKl8Kez2UKe3OuHllsOS7WTDqNTfosQK/CHKMTGlP39oHG3LfWBKphiAmxuOISNaRsMCdFfUYYJ6W3itcuPYJNmI2k4kAT2qFmp+Usg6g1EWu1exTWfuIz1xPCaAQZd93R+6efeAV0x3D/ZVMFWkKwHIMrg0o9TqXW72KJV14Dj057xT7+0qVHQWpT8yYh9FF8owBI0W1O4xx8yPWhAdugi7IRY+cAYey5QiWdnZbTk/SsYJXrFu1+T1G63Ym6rkNVVeE0rRZpUY8VT4cicHI/bm3fKvYpxdaebtTBwOW5Xq4gOrdxLoqBfJ2jucdRpM6lkzd7LWW5ZDVVFa/T4jgd20bPLB1H/qZ4qsFeY8PEz3wIp58zG1ue2IiD21uHHGc4aeBf10Rx7/o4/n2RE9d8yA5VZaQKEnCIG+WqlTBChgfn4i38PtqBB9/QcMbUGhzf5C/LMbgQbVfKGCzJD5V6nEqt36UWr6SwlLUwauW0H4mQSVijNB/CKIXW559/fsTtSCTFzLPPPguv14tTTz21JL4Q//SnP4nXYxnvaMdR6O3lu/18tTfSdorlfJEMTKUeq1Lrd97j7dxj1hVlSl06Myj+WeKcIAkwlV20zXQ1umoAu0sIo38KnmTG4ToErQ9hb8SkzMlLsT19IRADTvWv6Vdo9Dg0xJIZaApdCAYyugFdMyfmrCRuLiNxxAkKA88oi8TrFfgz1GyKNa5H2I7Zrq1vYbQbirHpY/fPQMKomm0jO2mLZDZ9oByDK4JKPU6l1u9iiVdeA49Oe8U6/u7o3IEndz0pUpdaDshc9mO/EKoyoQxOx+n9tvVva/8N81rm4dJpl2JGdf9p6guBJYhaLsOeKWZ7OkQtsa0nljBq/XvPlLfDTWW7aNIirHxvpZgBZH1Q1hntSnaJGqGDhctTLOT6rG9K1+jCSQtRDOTrHO15HHncLFE7V8zm4bQrKgwV0HltZmSPmKhEYC1/tG20e32F8qiC8wLn4dyrz8Wq1vux5fcHETyYe806OA6GdFz7eAw/XpvAPy/1wji1GhtdToRVD+KqAkNPw63rGBdbiTbjM3hi8wHcsvTEshyDC9F2uY/BkvxSqcep1PpdavFKCktZC6OsEUrX6HCZNm2aqFG6fv164YI77bTTRizSbtiwYURtSCTFzsyZM0UdXd7hWuwwxhNPNH8YjGW8ox1HobeX7/bz1d5I2ymW80UyMJV6rEqt33mLlxNW6+8H9q8znaL8mxNRrOOVreXVPYtFZwQnEyl88uGpg+pqwInOFjMOpW9hb8TY3d3bOFHZBWguc3v9EHDZ0R4xJ8qyplEY2T6ZKdzoIHUKcVS0jQyON3YioTi6hdN0VhTl+tYj4OrlJ8BRoqi5Be4DEW/u/hkIyz5htUeXrhyDK4ZKPU6l1u9iiVdeA49Oe8U2/lJoemT7I3jkvUe632PqUopSFKREDUdFEWJpUk8ikAoMys34yv5XxGPZCcuw7PhlvaarLRSWc9MS0SxnpwX/TiHVLY6J5XrNat9DQO3hNB1uKtsqZxXOHn+22D983RxtRme8U4icVh3U/qBTlMtbbZFzxp/T/Xqsydc52vM45h6P3sRsUddTVYTQacHzljeVieV72Ed5TiqGCrtdQYfrIBTDwIRTvRh/8lTsfDWEdx5vRiI49Pqvfz2sY/mvQ2g6WcepVzQgMNENFToyqo40FMQc29Ci/g8e2z0bFx76O8wZd2LZjcGFaLtcx2BJYajU41Rq/S61eCWFRTF6XmmVEUuXLhUpPR966KFht8EapY888oho6+mnnx5RPPfeey++8Y1voK3NLOIukZQ6LS0txxStbm5uRkNDw5jFJJFIJJIKgpexL/8Q2PoE0LHLdGWyLqhZJLOP+k2qKZBa6eNc1YC30VQMSTwIhA8Cdg9QNQmomQKs+NXIY338K8DBzUD4kJmm1xkA/GaK2v44FIwjFOckm4F0xkAj2hFQYogoXrSrtdhhmwG/EUZj5jAa9WY4jQTa1FpEFa9wMKQy5qW+XWOKPgV+lw3jAq5jN9S1F0iEjjhlOenq8AI104bWT7p2KTpzv/qagPGnAZf999DakEgkEklZwumn+966D8/tea47BS5T6dLBmIspLpkCUSAZwJIDS/pt99Upr8IWsMHnMOtrXzT5Ilx36nWjJo7esuYW7A/vx4HwAcTTcTR4GuB3HElZSlGxPd4uxDLWICUOjTcxHR0f+8y+0xHKeqB2zY5J/knmv+kZ7AntEftwom+icG1efdLVuHzm5YP6bU6H7jdf+aZ43Rpt7XZHVruqRT3U3tLqcpt0ilqiKIXYek+9eP2d878zJu7c0TqOTDnM48D9zeNiHZOBoLif6/q1UIV8yocDDqMOTen9sLEiqUHB3AA0B1KROLY9045tz7YjkxrmVK0CNJ5fjcmXN8BZY4dKITajoRnj4bCpqPM6cf3cq0b95gGJRCKpZOT8eXFS1tI4U+FS1BwJV155pXhetWoV/vCHP4yoLbYxktS+EolEIpFIJJIjRF/7BdrXP4p9nTEkEnHomZSYiOJUkngodkDNPoR7gxNAOsAUaRRQuRAn+2I5N61l62dxgkpAgS8fTDrr6PYoQuY6Wvug2uPoToNrV3T4EBOTdF0wnZhbbbMRUsyJ4HQ2GYzLiAunqCWK0s1AUTS3vWOgY0S4ZJU+UusOAjp22S8RRNZFMvnsobUhkUgkkrKFTlFLFG2JtgjnIkVRCjQUNSko0sFo1ds0v9MHFojoLGVbFPwIt8FtjRaWc9MSznrW/qRIKtyCMPvVW5rc3NqhlmCa6zwdaSpbiph00xKKm1bMFD0puHL/UQyMpqLimX/z/d5EUbZTbqJoz+PIY8D9bTmKhNg5CF8Jl+ntnLVrNtg1FY3eAKbWe+F2UPhWj4iThgG7S8PJl9XjI/82FcedV9XHDX4DBQA0v9yJDd98Hzv/2IJgMoMOewaGrQ06Yogm08KtzRsUytgnI5FIJBJJZQujy5cvF1/0P/zhD4fdxhVXXCHS6bKd6667Drt37x5WO7t27RIiLdP7SiQSiUQikUiGz/bDIfzysadw4IW70BZOwh1vgZqdYExD6xZGkzqQMlTonFjU7KbYqWTTyHL5bA0pUXc0FR+WsNcZTWLlur24/fd/xU2/WY/P/fIN8cy/+X5XNLuNEz9ixmBzmQ9GGOsYsK8um4parylm1igRYWxNwIGo7kAkreBPiTnYaJwg3KFBeEW/3Xq0O+UuRVFbNgcu22F7vUKXjRBDrTS42ZTEQyHGyVPjSB/ZX/ZbIpFIJBUPHYtW+lyKohTfLMfiZP9kNHoa4VAdIm0rBcGebsrBCFp0QVriKLfFbY4GcxrnHBUH+0C3pQXdmFbKWkvs5L9bQijhnJP1tyXGeWyevKaypUuQblpCkZP7nEIrt033Lo/Locgh8cy/LSGWy1miKNdnO+VI7nHkcaJ4PZCYPRhMSVwRImi3kzibDvmoG9KyuGvsmPPZcZj97emoPmXgVMe9oScNHHy8Be/cvh1tL7bD0FPIqF2I6R1jcvOARCKRSCTFRlnXGGWN0Ouvvx7f+c53cMMNN8DvP5LKxOKDDz7odpXSYTpnjnkhlAvT3/LR0dGBJUuWiJqjvbXVHzfeeKO4CJLCqKTcufvuu+Hz+fDFL34RdvvAqWbGklQqhZ/+9Kfi9VjGO9pxFHp7+W4/X+2NtJ1iOV8kA1Opx6rU+j2ceDlB9+Abe/HgG3vw6ehjIpOuR4/AY0SQFhU2mYxM3OMP+kxEfSVdQUY3hDioaQoUzQboiimKGhmkMg781LgaaFfxRe8zsA9S2KM4+/jmA3jl/VaR4rYn+zpi2LI/iAfe2IPzZ9bjstMm4PjpC5F673n8NHmlEGG/GH0YdpsTcPZ/XUlBU02G4WaaX6YeVP1QDOBV/UM4kHDhj5iDj6hPIwYX/qB8Bopi4Ao8jpjq73aKVrnt3QJrrzD9LSf+uFOZTo/7Jx1HKh7FT4OLzePUsFa4VntfPwTE2s3X7hrzefqi7tdyDK4MKvU4lVq/iyVeeQ08Ou0Vy/j75K4nxTMFN0sUbfI2HVXjkq5IQoHQEqUGk76UAmHGlsHhyGEhjrpsLuFAfWrXU/jS3C+h0CyatAgr31spZtgoJNIFy77Uuo5kDGO6WvadIpslujHtKkVT62/Cf+d/nD+iMMoUvLmuTStd8EemDf3GI7bJFMMUoykcsy0+rBqvTOPLfc8Y6Ejl9uhOtRiL+q2jeY7mHkeeQ+mUmdKZ+6P7nDSUY2rI5tKbW9SqCctzncdb0RXM2HOByByyY9xzMBA1b9izrsMowiqAZ5ILp/zjZGBzCFsfaUbbgWy5gyGQ6kpjz/8dgHNVJ8ZfOR7+Uw1x8wCF7kfffRS7/7RbxFfqY3Ah2i63MVhSWCr1OJVav0stXklhKWthlNx5551YuXKlcI/2rBH6/PPPi9qhuVAk/cQnPnGMqElhlBd/77//vhBc2eaiRYsGFcMPfvADPPfcc2J9CqsSSTkTDAaRyWRKIi2LSEXYZf74Hst4RzuOQm8v3+3nq72RtlMs54tkYCr1WJVav4caL5f52ZodeHrLIfj0EE5NbERS19FgUCw00AG/qNXkRxQZMaXIiawM9KxMytSy3IqN4iiFP27TSMMwMuhCwDRIRtvNfCq9CHu9ibMW8VQGwVgKqYwOnbqiwpRpKgJuO1zQsGZbi3jcOOs8LDGeR5duOkBERKzJmU4A7uoc90AOehpKrBPVmXZkVAVdhgcx1QtKnOu9ixBI2pDMVOEN/UM4G39FSDFF1mojAhU2xOARgigffU5jWqImt0/HAvcP3bVGBkboELp0d7bvR4wNufEJp6gQRQ0zVTDrp5JTrhj28S7187tSqdTjVGr9LpZ45TXw6LRXDOMv64i+fvB18bozYYp8FOdyRVE6KOmMJGkjLZ6FiDRIEY5tsU2KiNweBb/XDr6Ga2ZfM2Rn5VBh+2ePPxuv7H9FvGYaWsZBkdTqIwXGGlcNOuIdplCmmw5E9juN9FHOQr5vU2zYH9nfvc/zlcqW+3P5Ccsxr3GeEI65jzgz2GDrvc4ZY6U7lUJssabPzddnpedxZEpkitcU5y3xmuKxoRimq7nHudlbbVFiCakUx80gAUcqW+9dtEFBVD8qU0cs61K1GUD9yV4smD4Rk59vwW0vxhAMDt25mjgQxQf/tQO+k/3IXDUJrlku+DU/IqFIWYzBhWi7nMZgSeGp1ONUav0utXglhUUxKuAsoChJAZSPhx9+GIGAOVlz+umnY8OGDUctO3PmTLz33nvHtHHbbbfh+9//vrjw4S4TF5PLlwvBtDeXqSUQcRlu31qHrlNr+xJJORaP3rx5M+rq6jB+/PjuFEDFiq7rOHjwoHg9lvGOdhyF3l6+289XeyNtp1jOF8nAVOqxKrV+DzXeB9buEWIkJ5zO7HwKn0w/BSeSOA7NMBQF+5XxsCkZjNebTQHUYFJdTlDRIKoJsZRTjnSOUhw1qGBmEsJlegDjhLu0AW2I26qQ8TYi4LLDdsU9QONJvYqzJBhPiVS5iXQfLkoxEaqiymMX7ZF/rPkLTuh8WeiL4+M7oCasdLqK6RzlBCr3hc48wJFsat/s5bqrGnFXPTqjKfxeXYKnHJd0b2dSeg/+PvRDdKAaAaMLU429YNZcxVMLu7e2T9H1GFGTyzENYdUUINEFPdaFg+BErILxzgRUh6ff+OBrMl/P/xxw+ueHfbxL/fyuVCr1OJVav4slXnkNPDrtDbcdiour967GpsObEGmLIJ6Jw15tR8AZEClH6a4brOD42PuP4cF3HxTOxP3h/WJuhOlzKXxaUEikO5Lf88mM6YxzaA74k34s3Nt/Lc0ds3cg4U4IkZF1Mfl9PdE3UYiRV590NS6feTkKDdP2fvOVb4rXdOTRgUko1lIQs/qa+29CFOVNWjmKmJVCmGIcnYoUV7mfLacoU9nS9dlTlOvtt3lzczMaGnoXPHOP85q9a7CxeaOIi2Kg2+YWQuzcxrmijmmhheVi+uz1PI48JymIiuNnHJ1OV7h7c9Ls5qZGzj2eTBFd664VwriAl1xRFxBpRRz7jyrvwBlabmGv3SwNMSGdgcMAVnRFsCCawJdrqvDO8x1495l26IlhTucqQOOCRpz5uTPR4G3AbWfehuMnH1/SY3Ah2h7rMTjfcUgKS6Uep1Lr91jFO9zvaElhqQhh1HKCrlixArW1tbj33nuFK5SvrbsEiCVe0u3WGzNmzBCpd3OXJaxByrb573zd2dmJN998sztFr7XssmXL8NBDD41KfyWS0UAO7BKJRCIZDZi29paHN4vXzcE4vpr4GWYru9Ck0CcaRUTxoF2tE/9eZXQhoJsTjhorjmYnqQyF81CUP5mezpx4siEt/KTmxbCCJBzYq00Sf63yfASxU68xU+A2+Y8RZ1uCCQTjWYeHAvicNngcmkhdy3qf0WQG4QQdqWYfAm4bGvxOkQL33+qfxZzQS0dS2LLWaDre9w5gWl86Vy0n5qyPo2v+V7Dq3Was392OrlhKbG9J7ClcEPqziIMOUzXRNSTRtVvUDEwEgvtHFB8WfDXrgpBIJBJJKUFhiGlv6fCkO64v6CSku+7SaZcO6CT89qvfxtb2rd21RSnysW5lLgfCBxBPx8U2hRClaGIbvqRv0MIooVuTKWtZy7HB04BZtbPw7XO/jdGAaVitOqq5Aijng+gcpeDIflGM5L/lCmlWDUpiOU2HkspW/jYvzHFsibSgI9HRLYiKfS/KsJvXT705RMVyOSk2eCwnByYfuxDr23fuNl9nzBIPvHBsU1V0aSqcFPjTGWgG8J+HOvCyx4WHqzxIKsDuiIEDjzWj5aXOodeEz6I5NJzwNyfgn7/xz7hq7lXDa0QikUgkAyK/o4uTsk+la0FRct26dcLBydcUMHNFUesCZ968eX22sWrVKuEy5XqWc5TQBXrPPfccs3yueEpuv/32vPZJIpFIJBKJpBJgLU/LoUkxskoNw64pcIgJJCCuuI44H5QqqIoOnxFGBjYYig6V9aHEdRlf597Nf2QmKQUNSUqluoHXHOfgKfvFQDYF7lVnTsbpU6q70+fmiqI1HjuqPQ5ozJ+bg99lR71uoDOaREc0hWDMXL7R78I/ty7FfadOQNN7vzPFRD4oPMa7ALpkGCMdCExn66oyhUcLOjHnfw5VvOlu/nHicaQ7ZwAve4GtTwAYB9DdaYmaFDj5GIyoef4twIb/A9bfP+z4SlEUjUQi4ubG/jjjjDPg9R5J/SiRSCTlAucvHtn+SLcgRKzak0wnas1v0MlIwY6zSUw5ysdAtSctgZDtEAqEPbGEp+7blYb5PcK2KYxaoq617dGA+4DO1+f2PCfS3rJOJUVQ1hxlTHxYUPSlY5T9teqOEgq69e767v6XQirbciP3ONJRyePYGmsVrulcb0lPp684jqomjmuu0M1zkWmic1NHC+wugOmRmamDde0zQETRhShKAhlesxo4JxZHnZ7CWy4vVBgIqSrsVRpOvmY87Aur8dbvW3DoLTMl7lDIJDPY+vBWXPfsdTj4rwcxZckUvNX+VrdzuDqh4cS3Qzhxv4FxGR+0ZBqqyw2tqgrOOXNgO/ccaP1kxHO73UXvHpNIJBJJ5VIxwiih6Lljxw4hYt59993YuHHjUf9OsZS1Q/ti+vTpIi3uRRdd1C2OWvRmvLX+nc+33nprnyl3JZJy4u233xZu7FNOOaUkUihs2bJFvB7LeEc7jkJvL9/t56u9kbZTLOeLZGAq9ViVWr8HGy+FxVfeb82+NidU/VpKODOVrMhJF2guHWoNdEMVzlH+W0ZRxbJ0j9IhKuaxlKyNFMAWnEhvKY7HTjyoX4iV0cVwJmPdKXApiD6+2azzFUqku0XRcVUu4RTtC4qldT4nnHYNh7riQhz12JKYrLbj/gPT8fXL74L6zh+AnavNFXyuPhqym/VOWbMzJ7XvMfvUMLCleikwzoVTDj4CdSSiJtPgTj4H+luPYMvbbwN6Bqd4m6HS8jqM+EphDKYw+uKLL/a7zOzZs6UwWkbjUKX2u1jildfAo9PeYNrh99t9b90nhCBCAc8S9BRDwYTwBPH+Ad8BxJW4cH3mpnilmEohqbcUr4Qii7UdYomAPWPoy3E3FKy2LTemte3RgH3nPmD6XO4T7hs+LIGZAhnjooBGwZMCM5+5P6PpKMZ7x6PWVQuP3VNSqWzHmnx/9noeR7/TLx6hRAht8TbxueheFopZCzfnfK12V4vjzBTKPLY89ocjh4+kVVY0BNpNQTFYa5Y2yMQ70KVp6OQ1mqHDr+vwZz8THwlHYIMuBFFexKaynzG3ocM3wYEFX5qIQ1ujeOvRFnTuPRLbYIl2RvHVr3wV/uP8OO3zp+FDk2pw2uYuTN8ehpYxEAWwEwp8dq84F/nZP7RjBx7f8la/7d50001HOaQKOQYXom05DyEZCpV6nEqt36UWr6SwVJQwanHDDTeIB8XNnTt3igdFz7lz5w5KXLWcpxRWc8XP3uDF/ZIlS3DHHXfkvR8SSTHy5JNPignDk046CQ6HA8VMOp3GH/7wB/F6LOMd7TgKvb18t5+v9kbaTrGcL5KBqdRjVWr9Hmy8q945jHTGQDyVQTKtC81O11yAHhSpcQkT5PaEztGY5oZfD8FlRGFAgY6ciViDqXZ1UZ/0j8pHxFtLsAZP2y6BkkiLuqHNwYTYbq3Xgc37wqj1OER6XMsp2p8omguX4/KmczSB6Xgb8feB9o+ej/oLvwWcczOw7Slgz+tAvBNIRk23J9PbTj4bOPEjpqtzKPv0uv+BY9sfRya6Np6E9IJb8YdXzOvYk6aMgyM1vPjkGFwZVOpxKrV+F0u88hp4dNobTDt0ilqiqJXu1prn8Nv8mNtszpWkG9KI6BHhfqM4xLS1TH9LdyTXp/Cz/ITlx7RvOUSteZPcOo0WPedU+kpROhBW21btx97cqYWE/eA+mNc4D0/tegqvHXxNzLw12HpPl0dhlOKndIQW12e7t+NoCaR0hFpiNs83zvtR7BzvG4+lU5ZixYkr8OzuZ4WoaqVCpjjKmwd4w4Ff82P2B7PF+29630REUxDRNBhZR3UAGmp18xNwRTCKaSk6i4G4yE7C61kTptglvMZtnOXDBbf7sfuNIN7942HEO/pOg90XoX0hvPJvryBY7cWJM5qQ8XtgSwPeuAGN99UZCYSVdiSdHugTekkNPIZjcCHalvMQkqFQqcep1PpdavFKCktFCqMWVVVVQgwdjCCaC0XU9evXixqi3/3ud7Fhw4Y+l73tttukKCqpKKZMmYJAIDDs1EejCWPk59l6XSlxFHp7+W4/X+2NtJ1iOV8kA1Opx6rU+j3YeDfs6RDPwViqW2QMq3406c1IwwYnEnAZcUSVY118rBnaqtQhowfgQxQexKEhI9KQUVRVlRToIZ2E/UjBgU57I5r8rmNS4MaSZsre1nCi2wnK9LlDgct3xlJIpA10OGugKQpeeK8FK870mqLinKvNR772aeOJwMSRi65HtfmxbwJ2+8hjk2Nw2VKpx6nU+l0s8cpr4NFpb6B2WFO0u55ijihqudtssCHsN1PA0v3oVb1CGOpKdgmhx0pVS3GU7VBI6inw0f24H/tFGt444sLFyZSxuVBYSiHV7bwTDtJhdNtyiFJwtLY9FnAffGnul3DN7GuwZu8abGze2J2ilGKtdISWxmd7uMdxoLTKLe6W7s+cruqAqgkRtcoAfMk4T2CcH07g4+EkkrALYdShA4bGGwJNUooKu25mTuH1LP9h0tk1cM2biB3Pd6DtmZ3Q48fehDAQf+2M4O/X78Ql1QF8ubEBtQ7z2q/7s5kMI3HwIHDqqUVznArRtpyHkAyFSj1OpdbvUotXUlgUo7ccsJIhsWvXLpFil2l6LffpjBkzsGLFCiG+SiTliiweLZFIJGVOtN0U1fauNWtVpmKA3W0KaZPOAk66dFBOxpFw02/WY19HDPs7ooildDQFnPgbrMFH43+CE0k0Zg6LO+UPqOOh95KajzVDM7zr3jjiPeGPIJuSwVQcFql1D2tNQkT9k+vjeMF1Ufe6dIcyBW4yowshk6lqCR2kTYE+HJj9cDgYRyieRsBlQ2PAhVMmBnDHJz80gr0jySe8hrnrrruGlBZOIpFISp2fbPyJqBNKsYYOUNLkbTq2HmIv0DnKFKGk0dMohNMFExcIISmXx95/DA+++6BIKbs/vF98D0/2TxYpSC0oIrXH28WtS0mmfqcQpDngT/qxcO/CfuPYMXsHEu6EEGz3hPaI7/yJvolCaLr6pKtx+czLUe7I3+alVbe3t7TKlruU5QuWeafhinAch/ZsR6ZtF/xGGN+r92Kb045WTUVEBTw6UJM1hvJaOAw3OuFFwnDARndpNIWDj29H24t7YejDm/p1KApWNNZgxaR6eBwabIYKd0pBwuHDC0sv6Xddec0kkUgkJvI7ujipaMdovpg2bRquv/76sQ5DIpFIJBKJZNjQIcm0tXRoujq3Y27X8zglvhEONSMmQlhrU0yyiIX3AAc3A+t/CUxfCJyyrN/alyMhljLvdLfmc1hbdK39bFySeBoJA0gqdjiMlJgwYvrcnlAU7Ql7UWWEoSgGkopDiKIZxYa1jrN6TYF7KBhHJluXlOKo0za8WiRuhyaE0ZRoDOjKumAlEolEIhkL6GB7/eDr4nVnorPbKToYUZRwOS5vpQilMMqUo3TX5brnFk1ahJXvrRQzUKxPSNccHaesp2lBB2lHokNkaKBYRNGot5S7/fYn2SXEKG6DIpOVplYiGQuGk1b5nPHnHJVWmdV93zsUxPf+9CY6On6JsONdOPQMwmoaUVWBA3RhuxCEVzhHeSOf06aI62UEnJhz4zzYls/GX//vrziw9sCQ+5A0DPzmcDseb+/CVVMacOmEGsRdNiQ9w8sgIpFIJBJJsSCFUYlEIpFIJJIKZvvhEB7ffACvvN+KdFrHxYmncXH8afFvnI7UkYQRDyMSTMOhAXabDTa7w0zFKhpYZT7mf8585DkljdtuukksTZbCJFPpbrLPwfzkOoQVP2qNdgSMIJKGHTHF06so2u0W5UQuYqhWzLSAYcUnntleRD06rZ+VApfCqM578bONsO7ocOBkldUHEmWKXolEIpFI+oBi4+q9q7GpedMx6TvnNM4RguNI0rCybTrX6GKjS5NCDtPnDgUub6UIZTucZWLK0VyXJmM8e/zZwpnK13SmUkylgGmJsHSP8jWdq0yrK4RR3azfOBjoXmWb1vYIRSaZplYy1ow0rfIJ4wL4n+sW46X3Z+K2v/w9IokEDKMdhpJCs+aBovtEmQe7oojLcF5t+lw2VLsdcNpVwOvA+f90Pprfasab972JyM7IkPsQTGVw9/uH8MT+dnx+eiPmTz32mlkikUgkklJCCqMSiSSv/O///i/8fr9wUduHWYdstEilUrj33nvF67GMd7TjKPT28t1+vtobaTvFcr5IBqZSj9VQ+82Jxgff2IsH39hjvYFPRH6Hc5KvIWUYoiZnFcJwiHpfWdJAmpOeySi0eBcUm8tMpesMAOvvB6JtwIKvDkocHWy81R67SKVr11SRSpdiot9lx0uOC4QwGlG8cCoJeI0I6vU2BJUUQopPpNW1BEhrUlVFBjWIoAZhkUI3ovjQhQCe0RegLVkP1Z05Jh0vJ5rolE0xHW8PF+tQyRiGqHG6GH+FvUtFsPrDKPZzX47BkqFQqcep1PpdLPHKa+C+Yd3PP2//Mw69cEiklt01axcM9YhAyHqdW9u3ChcmBcdLp116TF3PwcRFwZVYdUIpTOamtyWKrmDa1mnidc84egqabIduOAo/PdPXMkYKo3SVxtNxsSzT8Fq1TNkOn9kOHaMUR9NGGil94OwKFGYPJ8yUvhSZuA1C552k/CmWMW0gKHryc3HplEuHFe+HZ07B1aHFeHHvy2iJ6OhKtsJQo7AbDtgVj7hm9ThsCLht4nVPXCe6MO2fpqFrbRcOPXIIqbahZy45EEviP97eh3NiCi4+o3iOk7wGlow1lXqcSq3fpRavpLBIYVQikeSVtrY2xOPxQd/ZO5YwRuZ5t15XShyF3l6+289XeyNtp1jOF8nAVOqxGkq/+e8/W7MDT285JP4OxlO4KPIkzjReRQYGGtCJACLdNYtCcCOmuABFg03R4TLiCGTisCEOJXTQrD3qawK2PgF46oDTP5+3eOdNrsGW/UEE3HYE42lR97NeN7DXNhnPuC4R7tZ2tZbWViGO0jnqN0KIKm6E4UQGqhBE3UoCPsSgZuXNMHzo5HoGhDhq0816Zr3hsKlI5bg7rVS4QyWWbSOAmLDjKm5b0Z/7cgyWDIVKPU6l1u9iiVdeA/dfk1DJKJgVnyXeb422IgG6xAzh6rSrdiEAckaHYiMfy05YhmXHLxP/Pti4LEHUEh/pXjs2KMAVz9bV7qNbXI+CJt2nue3mQuGWMbJv9Z767uWsNLwUV9kOn/n+kduRBkZsz2GKolbb3FZfYrGkvCiWMW004rVuMBjnr4Ytms5+1oLwudTuGwx6Quc100xzHFFUBbXn1iIwP4COVR1oe7wNiURiyH14PxTHxUV0nOQ1sGSsqdTjVGr9LrV4JYVFMeRZIJFI8lg8et26dairq8PkyZOhqsOrwTZa6LqOPXtMp9RYxjvacRR6e/luP1/tjbSdYjlfJANTqcdqKP1+YO0e4RTlpGNLMIGG+Af4rvpT8W+NiimK8gIxqPjRafiQMtRjHJSqkUGTIwZfJpidNa02xVHyibsHrDk62HhZ+/Tz97+JdMbA3vYoEmld1P2s8zmFy3V57GGck3xVLEth1GeERM1RYl3m5l7ssp5oF3xI2kw3yav2c/GMfYlwuYZs1b26XQ8FY2gNJ4VzNltqFCeNC/R6N35fMK3vB20REfNsfwIOm4ZPfPg0LD99Mor53K+kMbi5uRl33XVXv8vcdNNNx1z7SI4gx9/S6HexxCuvgY+G31n3vXUfntvznPg7nAhD7VSFaNnmajO/fHrAVLR0oVkOyYsmX4TrTr3uKHG0v7hueu4mtMfbsT+0X6TCHecdB4/d0yMwwBM234v6or3GEU1FcShySMQz0T9R1A6966K7Bu5jMtydhjcXCqxWfdFAMoAlB5b0u+9enfIqbAFbv/uhEn+b83utoaH3epblRLGMaaMVL53ivMGAUOy0bkTg+W7dYEDHNT9DTNfLNNP87HEsUbIfYP6b1+bF8mf9eP4v7+KZnXsxlPv+6LKaOHGieE0pdml9PT7m8yPg90OrroZj6hSc+k//BIfDkbd+94e8BpaMNZV6nEqt32MVbyV/RxczUhgdBbq6unDDDTeIi5Tf/e53Yx2ORJI35MAukUgkpVlT9JaHN4vXzcG4cGF+RXkIC7XNCChR1Ont4t9a1bqj6nWmdaO7ZqcljpIpPh2OKJ2nBuAfb6bVPX4pcOG38hbzD5/dhjXbWoSztTloTp6Oq3LB57QJoTG3LipxIAmfHoZipKAaBjJQkDJsCMKDpOLsjp+O02eclwyY+pfi7L7OGFQuZ/B/BsYFXKY4O0jawgl0RFNw2lRMqvXApim4/3Nnosoj0/cUC1IYlUgkY1kTNFfsaIm2IJQMDUrsID2dkstPWD6oeG9Zcwv2h/fjQPiASG/b4GmA3zH02oGMlTEzxvG+8Zjom4j/XPifA7piLViblPuLgihrizKVLkWcpJ4UwujCvQv73f6O2TuQcJvXB305Z8sd+du8chjsDQa58KYFfp5yBVJ+Vq99sB3VHUl0HQzhrn2H8VzQHHeGQ5Wm4ebjjsNn5syFb8oUHPfjHw27LYlEIikn5Hd0cSJT6Y4C7e3tWLlypRRGJcPiueeeE+cPn3fu3Cnemz59ungsWbJEiO7V1dVjHaZEIpFISoTHNx8QzxQZKYqyjuiHbW/DpigI6OZkSFAJHCWKEuESVcw0shRI+ZpCYXvagXHuWiDWBsQ6TGF052rgnJvN+qN54LLTJghhNOCyI57KIBhL41BXXDhHqz0OPOP6CN6xnYwPJ1/EnNQmJA2I9Lp0l1p1RgmnSDPQsMk+D6+6F4p0vIOB7WjZCVZVVZDRYYqcds0UZweA6X+5vFUzlSyYWS9FUYlEIikTYZM1QZ/c9SReP/h6dzrZXAaqCcr1exNFc+tv5kLx0kqPyVS0lmOM4ijbmdc4b1BpZNkvxsbUvHHERX+HI4xyPWJTze9Ekea3DzgvQuGWMT616ym8dvA1MTPF2qQ9oWCaCQ1c15v7Z8HEBaKmqEyfKyl3+BmiI5rjAz/vdErz0dsNBvxM8vPotDmxJ7hH1O11aA4hkPJGC3tKF21OcTrxg8nH4RU1if/54CDeDUaHHFdXJoM7du/Gb1tb8Y2zz8YXsqm/JRKJRCIpRqQwOopI8UoyFCiC3njjjUIQnTdvHi666CLMmDEDO3bsEO9Zj9tuu02Io3fffTeKge3bt4s6oyeccEJJpFB47733xOuxjHe04yj09vLdfr7aG2k7xXK+SAamUo/VYPpN5+Mr77dmX5tC3cecG+EwMnAiCbuRMmuKKmYqOgsNOrxGWNQWVZQMFEOHoaswFA3xmAvp2jrYYu1AOm4+yLangDlXjyhei+Ob/LjqzMki/W+D33RpUhyl2NgZSwlxMugYj3e1q+BWPoYzE69jVnor/NmYWR+1S/dgvXEi/uo9F05/3ZHGDR3VqTZzn9jrAOXoOCgCU9i00uZSDHbZVSEQ54qzvaXV5brc55YoGnDb4HdqqE62YE7AK/ZBvtOI5fvcl2OwZChU6nEqtX4XS7zFdA08XGHzKPcjEyd0+ZHKpLDXtRcpfqcOsiYot205vyxRtMnThHHRcUAcCFWFjklhSzGQKWvpBDscOSwEEZfNJQQSCo5fmvulAftNsZf9YmzcLl2oFFyPEmKz/SK9xcHluV6uIDq3ce6Ax4P7jzFeM/sarNm7BhubNx4jRrOdU12n4tc7f91vW/981j9j+nHTB9ympDwpljFtNOMdyg0GhAIpHeEqVLTF24RDnJ/dttpxiDvT8HfuFRPEp/m8+MnpJ+Cl5k7c+/4BHIonhxzbnkgENz//PH517rn44Q9/iHPPPTdv/e4LeQ0sGWsq9TiVWr9LLV5JYZHC6ChgufwkksGyYcMGLF68WLhC169fL4TRntxzzz1COLVeUyTlsmMtwD/22GPwer24/fbbj6onUYyk02k89NBD4vVYxjvacRR6e/luP1/tjbSdYjlfJANTqcdqMP1e9c5hUauTrstkWhcZZOer22mjhFcPi2Wiihu6onWnpPXrIbiNGJScSp1MJQuDCWrTcBoJoCNEK6UQGRHvAnwuYM/r/QqjQz1OV505CR3RJJ7ecgiNfhfc9pQQd+nmDMXT4mFix04soCcTdpuCeEqHBgXJjNnfBjiQmwBXhYGZ4b+K1xtqFsK8b/4IFDZpOnXbNXidNrRHkphY4xbPPcVZt0MTztKMYSCWzAhB1TKsUhSlqKsautjey8/8FefPOzmv52chzn05BkuGQqUep1Lrd7HEWwzXwP2ldWW6yX6FzeOXoSPegef3Pi/WiyaimL1jtni9bdo2ZNQjTke6MSk85tYE5Tbp9qS4QUGWdCY6xTOdYD7Nh0k7Jom/t87ZCkPrvQoS0+xyebZFxyvbpkhCwZHb6m8/0wFLsZf9YmxMxUkXKgVXC0VX+o2Dy3M/cX260ijALJzUf+rbXBjj5TMvF4/eYKq5gbBqi0oqk2IZ08Yi3sHeYMDP5H+t/y9xI4TlEE+kEtgz5SzRzsQ9B+BMZOBI6ki4NVzQVINzGqrw+L5W/HbXIYTSAzu3e/L666/jvPPOwxVXXIHvfve7op5foY6TvAaWjDWVepxKrd+lFq+ksEhhdJRELlJbe+THhUTSF52dnUeJon1Bl6iVTtcS4OfPnz/m4ujEiRPh9/tLImUKY5w0yfyRP5bxjnYchd5evtvPV3sjbadYzhfJwFTqsRpMvzfs6RDPwZjpYKSYF4ApiNpgCotxxSWeq4wuBHQzNZ9oEwY0KqgURdm8qLWpgLIj77wU6qqeAhJBwNcExDtHHG/P5W9eOAM1HodwjvpddvEwU+umhIOTaXPp6LRrCgJuO1x2DYeDcSGaMm1tNJFGZywNlyPdnQKX07thm5kW0RggBa7fZcPkWo94v39x9gisKWqua6bNXTK7Ce7dx4n+5Pv8LMS5L8dgyVCo1ONUav0ulnjH+hp4KHX6ehM2733rXuEurXfXozXWikg8gnaXWafb6/DC6XAeUxOUbTdHm4Vbi2lvue0Pgh+IdijIJjNJERvT55KoN5vOcoDdw+Wt2NkOZ3ooklBs7G8/sy90wFLo5WvGRoGV/aTgam27rzjYJy5vtUXOGX9On3VUJZJyHtPGMt6BbjDoyyEOowv+YBoJlwpfGHAmdIR1A4aqwKGqWDa5EUvH1+KBDw7hsb2tSOeUqBgsjz76KB5//HF84QtfwMyZM+Hz+eQ18BjEISkslXqcSq3fpRavpLAoBn8NSApCMBjEww8/jFtvvVWIXUyDyjSjEkl/0AXK82bXrl2DEji5PB2jFqOZVlcWj5ZIJJLS4qbfrMe+jhj2d0QRS+loCjjxg+S/o0rvRJN+CA4jhRa1Hm4jDp9hCqaqkD7pDu1xycg/s78lKJBqwjFK4VQFfI1A0ynA3x5x4OST7YdDeGLzAbz8fqtwwPaFTVMwe3wAb+xqFyJpcyguXJ5kqClwKYSSHy7/ENbt7hTirMVA4qwF0wHT+Sp/hBUnvIa56667+l3mpptuOubaRyKRlCZ0SvZW15NjNEVBuq16CpvW9InH7kE0ZYqFdEha6Xf7qglKcmuCEooTFEcPhA+gzlUnXF6MgaJro2fo4wxFTYq7rBHKlJmzamfh2+d+e8D1mEb4m698U7xujbZ21ysdTl/Id87/Tl7rfMqxeXDI3+aSgeDNEzc/f7MYr/aH9osbKSboAXzxt53QMgaq25OwpXREvTZEfcf6aA7EEvjF+/vxYnPXsGOoqqrCt771LXz5y1+Gy2VeW0skEkm5I7+jixNbpYqVq1atEg47PihaFhKpPUsGC89Fipzf+973Bu365LK5wihfs+4o3aQSiUQikeQSS5lpsPTspQkFvIRiJpY1KGgC8BshuJgeN+sipTBqoYu/mHzWWoMuUt0UTcWksCJ0UeEWjQyc+m64sOboLUtPxLXnT8eqrYexfnc7umIpRJMZeBwaqtx2zJ9SiyWzmoRT9IG1e/qtTzqYFLiWsHnCuIB4nDG1plucdUE7SgDtKc4umFmPj582QcQtkUgkkrGHYmBvomhfYiDFxlwxMMjsCOJ7VBWCKVNTjveNP+Ky7IW+aoJSeGW7lrhKQXY4cD0Ko1Y7lsA5EBQxWe+U+8MSN7mulZp3IJE4VxRlO/kURSUSSf7ozSF+QA1i23QnZm+PI+bW4E/p8ETSSNsUJF1Hj4NNLjtunT0Rl02swf/ubMbbXVkn+RDo6uoS5pGf/vSnuOOOO3DllVd21/jjeLN672psat50TDpgul2Z+lu60SUSiUSSL2yVJIhSLMoVkEZLsLTS9EgkA0HRnvACkeI9nZ8DCZwUUC+66CJRY9TikUceERebEolEIpHkwjqZxDJJ0t0YUnxoxGGkYYMLdIpGxOtcUTQjPKOctDBXtIRRM4GuBpuQS9PZ/LrZa57OfUDzu0DjSQXrD0XPZfOPE4/81CftOwXuJaeME+0MV5yVSCQSSfHw5K4nxTOFREsUbfI2DUrYtCk27A/vF+9RKCR2zd7vuv3VBOVcgSWuiu1k63wPFWs9nfW+eTNUOjbodVkvlfEwtS9FTgq2Vmpe7iM+epKbVphcNPki0Y5EIileLp12qRBG+bllSm8KkM+dkMAJ29IwXBrsKQ2uWAaBrhSiaQMxjwZdMcc6a7w7udqPH8+twhv7O/Dz3YewJ5kcchy7d+/G1Vdfjf/6r//CP/7LP6J1QquotcwbO9zRNE58O4hJH0ThjmZgT+lI2Z/Gn7w/gHPOaZjzyRswc/JpBdg7EolEIqkkKkIY/eCDD0QdRrpDLYGyEHWdJJKRYtUUpXOUQidrhnZ0mPXg+qOneEpRdayE0V//+teixujnPvc52O3FPRGcSqVw//33i9djGe9ox1Ho7eW7/Xy1N9J2iuV8kQxMpR6rwfSbQh9T6do1VaTSpYj3rmMWZqR3IKL6UJXpynpCKYOaE6sUSflO75jXUua/W4VH6R7NAA4vsOVR4MJvDTvefNFffdJwNI6zMm+J5V7BKdBstiGlwB2sODsa/S5E23IMlgyFSj1OpdbvSr8GpvNz7cS14r3OhJk9ikLlYIVNCo+We9IQyeQV0aae1jFju+mW/ODED2CoxqBqgrItzlNYTk9LfFB0BVO3TR1Ue7nr0cWa6zwdzH7m99t1p14n9gOdoxRN+GC90nA8jNN2nyZi3DB5A1SbKhxcTpuZTcFyilIUlXMskkoe00oh3lyHeIOrAXN3zRVjx3NzXsSijQl0eFVUGyrccdM56oqkEHMCCbsCXQVs/LeUAWcihcvcVfjoidVYGYngp/v2omMYAumbb76Jqz92NSacNQELP3YSPnwgganvBaFkdKgZA564AVfKgKazFhyAjS+g41ersXZ6A0752r/Ce/YFoh15DSwZayr1OJVav0stXklhKXthlGka5s2bJ56JdaE+mg5O+eNAMlja29uP+psCKQX9gVyjrF/bXzujyaFDhxAKhUrCJc0YDxw40P26UuIo9Pby3X6+2htpO8VyvkjG9lix7uSqdw5jw54O4Thkalq6MCk4zptcg6Wzx42ZO3Aw/WaMW/YHhfAXjKdFythXPWfhEuVppIXDxFzPBnNylW7QXkVR60az7J+aYqXb5bJZYdQVAHauBs65GXDXDCvefF+PXX3W5GNS4HoCLtR0RMQyE2vc0LOOm0KlwC1kvwvRthyDJUOhUo9TqfW7WOIdy2vg9Lg0EkYCyUxSfD9QqBws0XRUiJlpI32UEElXpTuaTYM7QHfoPqUQy3UsQTPX6cnUvWxjsO1Z61k1TwnFy6HsZ+6H5Scsx7zGeXhq11N47eBrYsbI5XYhEDfbGucdB0PLXiuoNpwz/hx8ZNpHZPpcyZhSLGNaqcRrOcSf3/U8/HHzGvf5eT74oxmcvi2Ndh9vrAB8MQP2DOBJ8GHeBMLbIQnHQJvLA2dVFf7O78ey2bPxi2QC97z4IhIJsyTHUDiw9gB+t/YAuibU4DMT6zElpYntCjE0i6FAuFdZDxXvNmPn9V9A1Qnj0XjrN6DOXSivgSVjSqUep1Lrd6nFKyksZS+MXn/99UJcyk1na6UepdhUV1cn/q6trc3rdilMcbt07uWmOJVI+oPOZqbBteC5WWq1Qj/5yU+Kz5PNVvzDC2O86qqrul9XShyF3l6+289XeyNtp1jOF8nYHKvth0N4fPMBvPJ+K9L8Md4DujApOD7wxh6cP7Mel41BPcnufidCsL31MLD/DSDWAaRigN0txMmPNs3HH5UmwO4TqWKZSnZf3IlN9jlYlHgBOjSREpc1Q9lLM33u0XT3PquKCocpJ3X5Nydj6XjhTWF8zqSAbU8Bc64ums/UMSlwP2hFh+sMsS8mBjyo8jgLmgK3kP0uRNtyDJYMhUo9TqXW70q/Bn5g6wPCfRmMmTU4KVD2rCnaHxQyRQaq7Lel+Y0JRDIR7Jm5R7weyN2ZWxOUwqpwoaqacJ4yrS6f+fdg27PWyxVE5zbOParf1uuBoMj5pblfwjWzr8GavWuw8dBGRE6JCBF5QmACAs6AaHvhpIWy3p+kKCiWMa1U4rUc4rwh5JnwM+K98YHx2HBxDVKBwzjvzQjiLgMJlwJ7GvDGAZtuCJGS4qTD6YG7phGqy9Xd5uS//Vv8eMVyfHXPHnzrW9/Cb3/72yHHRcn1zwc6sOZQF66rrcM1NTVwqWr3jZgcajlSczSke5WP4LaDSNz8j6hZvhif+tQXRd/kNbBkLKjU41Rq/S61eCWFRTHKWB6nS7SmpqZbFL3hhhtw4403Yu5c8wfCaLF8+XI8+uijwtW3ffv2Ud22pPTgOcpauBREWWOUIv5g17HgOhTlC01LSwsaGxuPeq+5uRkNDQ0F37ZEIpGMBrx+ePCNvSL9qgXTrwZjKaQyOnTDrNfJ1LRDSb9aEFjPc8sjwM41piDZBwdCabyUOQVP4jy8GTbH8LP8zfhx7FtwGgnYkYSaneRlGt3c2qLkSFkCTk5QSs2YNUvptNTs5rY5weyuBXxNwPjTgMv+u+Ddl0hGCq9h7rrrrn6Xuemmm4659pFIJKXFLWtuETVCD4QPiBp7DZ4G06E5SPYE94i0txQKdd4cpKhwqA5RZ3SS/0gt6oGIpqI4FDkkaovSfUoHFh9Mr8uUtqxnOlja4+3CAca6nxP9E4Wb82eLf1YWwqUcmweH/G0uGQ47Ond0O8StdN4Nh+I4ZVMnpm8Pm+5MgQKf3SvGFI4z4h2bDd7zzkXg0kvhnDnzqHbXrVuHr33ta3jxxReHHds4mw1fqa/HxwIBqNmbUXIRN3FqgI2/xdwqahbPRd13fgVF7asEiEQikYwN8ju6OClrafzhhx8+qnbjaAuiFp/61KeEMFpOrkZe5Aym9mU+oOOWAiFTyvJBJy5FQz4YCwVvOivLBfaVj6HA/ZIL94tEIpFIRgYFwJ+t2YGntxwSfwfjKXRFU8JZ2BPW62RqWrow6TIMuOxCTO2IJkVty4KKoxQq199vPizScSDeaYqUTM3HNH8ULTnR6nZgfvs6zMc6POJYjF8lF2FtqBEHbXWYigOiWprpflGE6MmHWXVUETMQwhiqGEIUJaJnFEXVrLvSVQ3QtZLJ1hliHBKJRCKRFAlWylnrRh+KkUPhmO/0rG4w1HvOrRS6FDGdqlMIohQdmqPN3SLnYOqe0inK5YklhDLFbTmIohKJpLAc4xBv3oigL4jNU2P4IGHDSe8EceI+YJzug5ZIQXV7oAUCcM+bB/+Fi6BV9T7OnH766Vi9ejWeeOIJ3Hrrrdi2bduQYzuUTuObhw7h1x0d+MdxjTjL6xXjrZp9cCS2ZQwYKpCO6eh6aRO0H/wjam79cR72jEQikUjKnbIWRleuXCl+tPB5rERRYqVCHcu6j/lgw4YNIjUxnwkFykIKknfeeWe3IGqlP77yyivF6x07dgjB9LbbbhMP/huXLbW0s/mAx6FnuuZly5aNWTy7du1CMBjEtGnToBb5nXq6rot4yVjGO9pxFHp7+W4/X+2NtJ1iOV8ko3es6BSlKEqRsCWYEMIn4Xyoz2mDx6GJu5d1w0A0mRH1OimaNgcTwlXa4HeK9Ws8DlHbsiBwEvblHwJbnxDu1V0RJ5AIY5q+R4iXR0ETabwLLpsL45x+HEo4sAzPo8oRwk+Sl6FZD6AGnahTWJddEU5RSqR0j6pGTqXR3PlgRYVCd6iVgpCiqN1jCqPZWmlIRov6M1VOY3Ah2pZjsGQoVOpxKrV+V/r46w/60W5v7xY4LYFysFBITYkvVRMrlS7dTN6gKWRG/JGjvy8HqAnK9Ldt8Tb4HD7hYg0mgzgcPoypmanw2ryIVcWOaY/pc7uSXd2iKNvg+oR1P3v2m8jxV1KOlNo5Wizx9ozj8pmXi8dRfLT3del0+vcf/WhAJ/dll12Gj3zkI7jvvvvwL//yL8I1NVS2JhK4YfdeLPB58Q9NjZjuckLRAbt1r6pupuHd52/AoVe3YN7aZ+E+aylGirwGlgyFSj1OpdbvUotXUljK+uhTiKRQxpqHY0mpuxkpTDId8Pz587tF0UJvj2mHKXjyNe8u46BFgZuv6RD93ve+J1zATBfLY0xhkOtQTK00clPoWqLoWArErJH6m9/8Bum0KSAUM4yRsY51vKMdR6G3l+/289XeSNsplvNFMjrHijVFrfS5uaJojceOqXVeNAVc8Lvs8Dpt4pl/833+OwnG0mgJJcRrtsP2CgJdolufEC/T4Vb8JnwefpO6WKTAhTMA+MYDgePMZ/7NWdV0HL5UC8ZrFECBJXgD17pfREJxoQXVSBh2cTe2bihIGTYkDTOdrk4RmI+saKordig2xxFR1FMHeBtNsZbQpUocnqL+TJXTGFyItuUYLBkKlXqcSq3flT7+et/yQtEVkcI2V6AcLB6b+b1mCatWnVE77JiyfYp4sP2h1AR12py44LgLxN/1nnrxnmZoOGX3KZi2YxpaI60IJUMi/S6f6SrdE9pzlCjK9ciyE5YJF1jPfsvxV1KulNo5WizxjlYcdrtdiKTvvPMOFixYMOy6fi+HI1i+Yxf+48AhtGTSSKscf80EuxlFxZpzF+K5uR9Gx+9+kZe45TWwZChU6nEqtX6XWrySwlLWjlGKaqy9WEzOvlLZbxRA33zzTSE4joYYasFtLV68uHtfUQztz/1Ipyjdo0wdazlI+fdQU9GWMrl9pQh/7733jmk8zI/u9/tHr6beCGCMTU1N3a8rJY5Cby/f7eervZG2Uyzni2R0jtXjmw90p8+1RNFxVS7hFO0LTVVQ53PCaddwqCsuxFG3PSWE0yc2H8AtS08Uy3VGk1j1zmFs2NOBzmgKsVQGbruGao8d8ybXYOnscSId76Bqilrpc8OHocRDaEKrECqV2mm0tBy9vCtgCpexDiixdniNMCbaFOxPB3B5ZhUO2ZvgyGiI6h6RJtd0jIq9mK0zegSbqkDTsrV+nH7AVQPYXeY/Zid6oTmy260u6s9UOY3BhWhbjsGSoVCpx6nU+j2W8XYlurB672psat6EYCwIj9cDFSq+s/Y7mDN+DhZNWlSwFLBWv+my5NcXxUSKjBQoKVRq1o0+A8B6pKzpqWczI/C7kK5TCqZxdzy7sf7bYAxMvct0uRRF6Rr92ulfw8r3VuK5Pc8JkdOtuhFyhsR2wskwgungMe1wfe4vyyl60eSLsOz4o38/y/FXUu6U2jlaLPGOdhxVVVW48PILcer5p+KlJ1bi7S0tVibyQcNR95GOTvy5qwufq6vD56tr4VXN3yzVLPelAtG/bkPm8G5oTVNGFK+8BpYMhUo9TqXW71KLV1JYFGOohTBKCNqh6aa77rrrxjqUoqempqZP4dYSJukEzIU1RvPphuX2aWO34qDgR3foYKFj1Kq1SUcp3aXlDh2yFIMt6KClWDxayOLREomkHKFw+fn730Q6Y2BPexTJtC6coBQ9B0tbOIGOaErUHJ1U64FNU/DPH52N1dua8cr7raLtvuCy58+sx2WnTcDxTf6+N/LCvwPbVwGJIBA6aM7C+ukM7Wcdi0Qou46BpLsJ7RkXdqeqUJtpgxNJNGYOizuwDymNcCMuHqw1alcZnw2aZgMcXlNsVXPEYj0NtPO72ACqpwA2F3DWjcCcqwe97ySSsYLXMHfddVe/y9Dx0PPaRyKpFI4SNZNB4bR029xCYJzT2L+ouaNzB57c9SReP/g60vyu6AMKhGePPxuXTrv0KNdjvvtx8/M3izj2h/aL2p7VrMHtqh10G7uDu4V7k6KolUp3on+i2BcDQSH2cOSweN3oaRSi5oKJC0SdP07PPLL9ETzy3pHf3ol0QuxvxkuRVFXU7vS7FFUt6BSlKFpuE31ybB4c8re5pBQ+l7esuQX7w/ux8LfbkHwviN++dxhvhnsvuzEYGm02fLm+HpcHArApChSHAme1DTVXXIrqv//esNuVSCSSfCK/o4uTsnaMlnoK29HEEiO5z5iGlYXS6cKkyMb3KMD1FEbzDdP1WnHMmzdvSKKoJaQyZkKxcKxTyhYaisC5oijdtaMpikokEkm5QjcnhUvWCaUoyvnFak/W/ThIuHxnLCVqjsaSacRSOr7yu42i3ihh28FYCqmMLmqDqgpg11QE3Ha4oGHNthbxuOrMybjqzEnHTnJG24Gda8zXsQ7z2V07OFGUcLl0Aoi1wZHqwrjqatQbCQRjTkSTGjIJB2xGEgEtjpi9BhmHDV6XTThF+yXG73HDFET50OzAiUfqnEkkEomk9BhI1NyP/djavlW4HXuKmv0JfSk9Jf6d33FMaytERRvwyv5XxKNQQh/FW8bJbfA109IyJS3dl167WSN0IGHT2g90mbIP/K812irer3JU9eo+HUxNUPZ1+QnLMa9xHp7a9RReO/ia2CcNtt4nziiQnjP+HLF+oYRkiUQiyRdW6nJPNINJfjfunTQJrwUj+EFLM3Ykk0Nurzmdxj8fOoRftXfg1sYGnKeaY3hs/Xr0nBHOW9YeiUQikZQFZS2M1tbWlkz62rFmrI3DTIPLh8Xtt98+5DYoClJQtVL/UmhlHdJyhf3LFYX7SzkskUgkZQeFwW1PAXvXmsJgKgbY3YC7Bph0FnDSpebrYcAfy4TCJWH6XKbJHQpcnuuxDabVpUHUbVfF+11RUzDtCcVTpu2ly5Q/ygMuu6hP2hFN4uaFM46eGGbfMylRL1Q86BYdan/d1UCsvbsNm82F2qbJqKWTNNEgHKVOhAG3H3C6B+dCZXui7Wws0xcN+zhIJBKJZGwZqah5xcwr8IstvxCpYQnTwdKtSYdmT+KIi7S2ualhuV2KiNedel3exVGKt4yT24mn46JPdHHSOToYYZNOUZ/dJ/YDv4KZRjeajop/Yx8psNJNqymaSLNLMYCCqvW7u7+aoIR/00F6zexrsGbvGmxs3niMS3du41wsnLSwYKmHJRKJJN9w/CIO82eWKNyxwOfD2V4v/tjViZ+0tqItkxlyu9uTCVy/bx/O93rwTfcEnBo54kLdfjgkyqQwa48rFcRZyddxQXor/EYYTiOBhOJEaJsP//fibKizPoqL55/Uf9YeiUQikZQFZS2MUihjatGvfe1rYx2KZABynY90qA5X5Lvyyiu7hVE+80GxdCDoNLXS8BYauljp7hyJo5m1c61+DjXlcKF58MEHEQgE8OlPfxp2e3HfbZdKpfDb3/5WvB7LeEc7jkJvL9/t56u9kbZTLOdLxcO6mlseMd2SFAZ70rkHqQNv4bdPrxPC36dXXAH7hFOGtAneQUzo5iQex+BqjvXE7dCEqJlKG7BrCiLJjBA/Ced3KZyybVVRoBsGoskMwom0EE2bgwnhKm3wO/H0lkPCaXr1WZOPNE5BmGRdJ3SAphQ7ftt2mvjz07WbYVeOFV+Pgilw6RxlKt54F+CjyzPrjHUGTLGZ7VMopbuUQmpu2lwLumboFBWiqGHWFOX65JQriv4zVU5jcCHalmOwZChU6nEqtX4PJl4KePe9dd+IRM1X9r2CQ9FDYpmWaItYhlDkpHDoUT2Y9cEs4bbcdNwmhDIh0T4dnBQrKRxy+xQr6aLMd78pSDJOS6Ck8DgkYdNdj9ZYqxBRa1w1iMQjmLFzhlhm7fi1CKvhYdUEzY33Dw/+Qbz+1qe/JcdfiaRMztFKvgYO/DUAW8qGuOM9+KNHHKJMg7usuhoX11Thl21t+FVrO+LDMHC8EoniYxvex/LmTvxw/368uC8jbjSdlN6DK5Mv4kPJjVD0dNbpb5aD9ioKGhQFM9I7kNnwFNa/NQfb5n8KSz98Hh544AHRrrwGlgxEpR6nUut3qcUrKSxlLYxSXLv44osRDAaFUCMpTiwB02Ik6WB5zHNFVoqGfAwERdHREkbb27NummHCurl8EAqsxeYU3bdvH7xe75i7kAcDY9y9e3f360qJo9Dby3f7+WpvpO0Uy/lSjgwqrZHbBqy/33xY0OlI4Y4CqaEDiipStxrOOuxOVgNJwPjjl4EzPgPM/5ypRg4Cbp8wxS2hcDkcMhkDad0Qd0IzNS/FT6dNE/VKmWq3pwvV77KjXjfE/mB90mDMTNPX6HeJH/RnTK05cveylT7XEoftHHeB3SnTnSlO0cGEzZSBFEYzOamruK+4n31N5t/cx7E2U/ikkMp1VBXQdSAVMZ2i2fpqQhS11mM7jScV/WeqnMbgQrQtx2DJUKjU41Rq/R5MvHSKWqJob6Jmb6Jhrqjpd/jx6oFXhWDI9LLW+rmOTCWjwB8xv9ca3A2oUWq6HZkUKQlFS4qXTC070lSxPftNQZLbYj+5HZfN1S3+UgjmYyBh88qTrkS1sxqPbn9UOEhrY2adUvY/ieSIaoLK8VciKc9ztJKvgZUOBV54EXM7gM4kdIWu0SM/WzyqipsbG7Csphp3Nbfisc4u61fGoOGtoQ/ta8UfZh6PKRdciRvPr8dH9eeR0fl7DHAiiQAisCMNFXxPQQo2hBUvMqoT85PrgNfW4aWDK7B7NzPzyDFYMjCVepxKrd+lFq+ksChGmZ8FM2fOxIoVK/Cd73xnrEMpaVhjNFdwJB0dHXmp40r3oyX0ke9973u49dZbh91ezx+W5XSKs86rlUKXbuixrinaW/Hol156SaSxnjVrFlROnBcxuq5j69at4vVYxjvacRR6e/luP1/tjbSdYjlfyonctEYUDvvCpgK3uP+EM2J/gYt/UMijMChSyB4Lf9xuVU8EHF7M8kWgKgYw6+PAgq8OShy96Tfrsa8jhv0dUeHwbAo4hWg5VPa0R0RqXG7R0imn1HmFU3Qg6BxlCl5ibX/RiQ24ZemJ5gK/WQZEWoDO3eZ+CBwH3e7D1oTpepnlbDX7PRCc9A3uN+uBVk8BvA3Ap1cCL/8Q2PqEucwA+1vA9Zky13KKDmJ/F8tnqpzG4EK0XUljcDwex44dO/pdZsaMGXC5XHnfdrlQLJ/r0abU+s1417+1Hm+3vo0PnB8gmD46ResE3wQ8+8GzQrzMFUUHm2aWUAykKEjhlK+ZerbJ23R0DU8D8HeawmioOtQ9M06RlWltSaOnUYiQCyYuEKll832c+ksXTEF3sMKmqMO640ls2bpF9Dm3P8OtCVpJ429/yLF5+L/Nm5ub0dDQe33acmKsz9FSjXckcQznc2l99zAbQdWm9/Dhdc1o6tDhSZjDpajWrCrI5ITxXjyOHx1uwavhCIZLndeGLy0aj2vmuFCnRuBUUkcNz+IXU3beMAEHQooPcc0nflO+33Qppp5/ZUWPwZLBUanHqdT6PVbxVvJ3dDFT9sIo61bSNUpH4mmnmenlRptdu3aJCwJ+2NJp0/1RahRSGK2pqTmqFuxIBT/u61z3ZzG6KocDz+H58+eLfc7aqUzJO9bIgV0ikQwHXno8+MZe4YK0YNpY1uNk+lreyUszpV1TEXDbcXnmWVwcf1osN9HWBbcezv6YVXIcjBqgZwZ2MJ7++QHju/33f8WW/UE0B+NC2PS7bGgKDG2yLa3r2H44jAwvs7KqqNumYkbj4OvVtIUTwjnKmqOTaj2waQru/9yZov4oHrpGpA1G114gFQV84wHXMLJjxINA+CBg9wBVk4CaKcCKX5mTA706dLtMd2m3Q9cBuKpMYdSC+3kIDl2JRCKRjB5CwNv1JF4/+LoQ/nqDrk+Kk6wdSvcnhcFjRM0+4HqHwoeQ1JNi/bRBR44qHJm1LtNNORja4+1CZKVDc6J/ohAUf7b4ZwWrp8n98tSup/Dawdf63C+DETbpOJU1QSVjgfxtLikVfrLxJ3h+0yr83a8/QFU4hTreR2Kqk+I3U1o79jcEhdEfHWrGe4lj07kPllkNGr6zxIulM52IqR7EFRd08Q2lw2XE4TainCQXy1Ic7dLM76zA+dehadFNw++wRCKpeOR3dHFS1ql0CQW26667DhdeeCFeeOGFMRNHSVWV/AHUEwqYuaIoGangx5qiucIohdZSF0bZn8WLF4t9Q1F0IEGa+zQforVEIpEUQhT92Zodom4mCcZT6IgkRfpaZmY1q72Y0F1SG92JRfYnkVEVNBgdUBMRpFUFNl89FDoUe7pWKA56G02HI1O/WjU4KY5S5Jt8Tr/pXQnT91IYpShLYZTuTaa47Zn6tj+6oimROtfqDtes9mbrdw4SptvtjKVEzVEKxy5oWLX1MJbNP850Z1IY1ewAs+lSEB6OMMr1CAVOS0gWASumiMz9teVRYOdq833WIe0NxjF9kVlTdID9K5FIJJLRpz9nZEpPmSkOFQU2xYZQKiS+g8OpsHifaWE9Ns+gtkPxlK7KZDIpBEZ+r+vQRZrZoUBnqpXWlnFy5oKC4+UzL0choMhJR+o1s68ZkbDJf2OMhYpTIpFISp1Lp12KF/e+jLeneDFnRwjVkQxsGfO3H79zVB3Qe5i4zvV5ceaMqfhTZxd+2tyKlmGYTra2ZPCJB4I4d7oPt15ch9njj3yvRRUvVKMaPiMEvx6C3whD0YFOtRbGuvuBkxfJ3zgSiURSZpS9MEpYY5IiEcVRpiJdtGjRqG6/p/AnOdrR25ORCqNM4zrQNkoJnj90irJfgxFFmZaYLlkKwmNVYzQWi+G4444riRQKjJeMZbyjHUeht5fv9vPV3kjbKZbzpdShU5SiKCdKD3bE0BVPC1elkq3lqdGFmM09S2HxUuUvoh6MV4/Ao7LWl4LDqIUbAdT1ksqP6IqGfXa6OMbjuOg7UCmO2t1mmleKfBd+q98Yl8xuwgNv7BFCJN2aFCZZ97POdyR93kCwVmq3xMvaOYqCatbSGQIUYpl2NxRPCzety65h/e52UxiddBZwcLMpZNLFmQhB9zRiX8b8DjzO3iVct/1CR4xw11IQzU7yTj776GU4AcD9dc7NwLangD2vm2JzMgo4POb2uc6JHzHF2hL8TJXTGFyItuUYLBkKlXqcir3fnGhm6kKrZmg4EQa6gFQmhZDr6JSvTANLQZMiqZVciuJka6wV9e76Puth5sLJbUJBlK+5TjQVhcO6Cac7MMAdcYuXMW/sqDiYrpciK+t8UqBssDUIsXIkguNgjtNIhE15DSyRjA2ldo5W+jWwHXasOGEZfj/nf/GhnVFEXRn4YhCCKL8z+Mxvn57iqKYouLy6Ghf7A/htazt+0d6G2DCSIL66M4xP/PxdXH5aLf5x8QSMr3J0/4YMKtWIG3Y0GO3wGBHs1SeiJe5GYMND8FzyLyPqN5FjcPlSqcep1PpdavFKCkvFHH3WrbzjjjuE6+7mm29GKJSdCBwFLPdiT8FOYro5801P4TDXPVqKDEUUJWOdZvfBBx/EL3/5y5JIG80YGetYxzvacRR6e/luP1/tjbSdYjlfSr2mKNPnioL3rVG0x1JCFLXRAaqZlyT8O5MxxHMVwjhfe1vMk1YpdK0A7fAhpnjQHkkintZ73U7aUPHL9vn4ZWgB0m6z5qZwkBI6H63X/Tg1z59prifS1jJ9fDQlnKODgcvF0xnx2po/9jq1ITlOLdwOU/xNZWuwdsVoD4UpRNKlyRS2Io2tgXQsaPa7fb7YBwMS441bxpE22B7b7TWQGmDO1cBl/22m2v3bR8xn/s33hyiKFtNnqpzG4EK0LcdgyVCo1ONU7P2mU9QSRVkztC3ShjP3nonzDpyHgD2ABk8DxnnHiWemzSWsrcmbmISwCUXUGe1MDO6GXwqimmJ+f7ENthlNR49ZTtEVTNs2TTz4uid0ahIrtS0F0pEgr4Hl+CspT0rtHC2WeMfyGvjyaZfjtDM+htWnBRBx2URdUUsI5beBTQds6axYyjIrOqBlAHsG8EPFF+rr8dSM6VhRVTWsiW3+rnxsUzuW/vht/Odz+xGOm7/dSFLzohM+pA0NT2AJVunnI/juwL8hB9NvOQaXL5V6nEqt36UWr6SwVIwwSm644QasW7dO5HWmwPSpT30KmzZtKvh2H3rooYJvo1TpKVrmI/1rXV1dr/U5S5HcmqKD3Tc8x7neWME4KeQO5m7ysYYxMtaxjne04yj09vLdfr7aG2k7xXK+lDKPbz4gRNF9HTGEk+nuO3+ZQpe1RSmG0iXKqVg+L1LWQTPScCIJJ+jAVNCu+5DMmIIoXZy9wcNTq0XFQ3HTCcliNXHzkUmZzscBuOy0CeI54LIj4DYTbBzqiou6n3Sw9gbf579zOatvlmvG7zIF1qHCNohIy8s0T8nsj3ZPLTB9ofk6K0oqsQ7UqmGz3wOdonSKMtVwzvoiFe4wBM7hUiyfqXIagwvRthyDJUOhUo9TMfebtTOt9LkURSlwUqyMOWJIOBNCDBWpcu0e8UxXp0N1dH9/cVlLmOyId5hpbQfASstrwbboRD0GBSIGPnLdohaWuEqRljCt7UiQ18By/JWUJ6V2jhZLvGN5DUyX1jfO+SKUSz+Nv8z2I+xWhTCa1rorkYgJawqkFEM1HVBzfoIpMNCo2fDtcePwxxlTcEGNf1gxJdIGfv7SYVz047fxwBst3TejhhS2p6Da6IQfIcTj8UH9hhyo33IMLl8q9TiVWr9LLV5JYVEMKz9OhfH8889j+fLl6Orq6q5FSpfdjBkz8labkSlQ6YhkKlfuZra9fft2lCJ33nknbrvttqPe6+joGPG+qqmpOSrVMI/Bjh07RtQmU8neeOONR73H1LKlVmeU5yeFY56rg93P3JfcpzzveE4XGlk8WiKRDBaKmJ+//000B03hkEIfr0OtixArlS4fFv+q3oOTlV1oUDoRQAQheHDYqBHL2jUVNk3B1DqvcJz2S+ggkAiaaV9Za3T8aabTcQAeWLvHdLjCQEsogWDMnBhmiExxSzcnhUsKurFkRjhFrasqq3/8cc3wJla7hyWOsgYr95nbrmFijRuTat342aezN780vwv8Ift9Fz6craeqAO5awF0NqL1UTODkNp2iQhQ1juwT8om7Ze0ciUQiKTN+svEneGX/KyIlbXO0WbzX5G0SaWp7Y09wjxBCWXeUYqYlkNpUmxAqfQ4fGj1HX//3ZG9orxBQk7p5A5NdtcOpOTE5MHlIsVPEpZhL5+h433hM9E3Efy78zyG1IZFUCvK3uaQU4Vzpvz+7GtHHf47L1m6BJ27+mKJD1Eyt2/uUtfhmUgDFASg+DQ5NxaaJTbjhtX1o3b1t2PFMr3fi60sn4oITAqjT2+FXoogqPoQd9Zhy8jmD+g0pkUgkPZHf0cVJRdQYtQgGg0I0Y81Ry6lo6cKFrENZodpzUdVfLbV0uhR2WQ+XLmemgB7MPmxvb+8+j08//fRRiVMikUgGy6p3DiMcT6M1nBCOUGJ9O9pYW1Q1a5DlUqNGxISsA6YgGTWc3euldQqOCoLxNGqz6W77hJO/FEYzWYepEBAH5qozJ6EjmhQ1URv9LrjtKVE7lDVHWfeTj56wJmm1xy5S3sZTOlx2OmIN4fQcjjBKwVV0QTP3TZU7pw2KmPM/B6y//4i4yb7F2kzh0+k3+866GcKWG8nWFM3u+VxRlO1IUVQikUjKiq5EF14/+Lp4baXBrXZV9ymKkp5OT6vWKF2bFEYjqQgyekbUAO0LLsebiiy47nDuyrccohRlScARGHIbEolEIile+N3wT0sX4cHqmbin/gWseP3nmLi/C6wKklbpElXo6DHT6eau6FAAlwLNroqbZKs/diH+5mv/hcd++QYmP30j7n12Kw4HsyVIhsDO1gRuemAnzpjqwz9dVIslEzlxnjaz9wzyN6REIpFISoOKEUYfffRRrFix4hih0vqBVkjx0voxKRlYFM2HW7e3Wq5tbW0oJXcuBXxiPQ+VfLmeJRKJJF9s2NOBTtYUZRpa83+m81NV+6y96YaZrk/NTq5mcn4O83uVTs1ochDCKIVBsVK2Jmny2DpnfX1/37xwBmo8DuEcpbDJRzyVQTCWEm5Q/kimQEvhMuC2w2U3J4rTGQMeB+BxaGbq4EQa9boxpDqj3FdWXVO2TeZP6fEdR0Ez2gZsfcIUOe1us/4N0wZTDOajJ6wnypS5zuwE86yPm+1IJBKJpKxYvXe1cH8K92YmKb7XqhxMMY9+Rc0UUt1OUcWgX8cURvmfaqjCyUmBtS88No9wqLINa111iFV8KL5ShM0VROc2zh1SGxKJRCIpfvjddPVZk3HG1CvwxHnnYN2ax3HRm4+hurmDd9ZY/tBsbl0FsAOaTYHNpsE/9yQErroezjOXiEU8Tjsun1OPT5wwC398fRf+65UwQsmhz8e++UEYl98XxpWnOvFPizX4G5VjfkNmOjsRemE1Yhs3ItPVBT0eg+pyQ6uqgnvuXPgXXyheSyQSiaQ4qQhh9Pvf/z6+8Y1vdIuTvd2tKvNKjz50OI4WpeIYpUu0Z8rioTJv3jyM9U0IgUBA3IhgsxX3EMNC2w8//LB4PZbxjnYchd5evtvPV3sjbadYzpdShelg6RjlN7H189ZyivZFDKZDVM9Oz2rICps5wiEFyJ6kDRUPd54iXq+o3gIb3ZJEyU7KOjzD+KFegyc2H8DL77fCBa1bAO0J0/sumFmPC05swL//eauIjy5SukyZTrjOZ/ZpMHB5XrpwfW6PbS+Z1dQzQGDBVwFPHdLrfoWHo+eb/a5aB1uiw3TJUhBm3zUH4KoyhVELCqJ8jMF1ULF8psppDC5E23IMlgyFSj1OxdrvTc2bxHMwad4kQ6conZ6KruC4HceJ9/bN2Acjp3AbRc14Oi6Wy2QyphiqqKYwquuiLlw0HUU1+hdGrZqiXLevm4T7i6Mr2SXWYwpep80pXKMLJ2Vraw8TeQ0sx19JeVJq52ixxFts18DHN/lxy9IT0XX+P2DV1quwess7OG3dQxi3ZxucyTi0dAY2lwPuah98p58O/6duhtY05ai2G5qDiMKFBoeGvz8/gL+b58C/vJTBb9Z1InP0T8lB8dBbCTz6TiuuPU/Fdz83Q3zzJd5/H11//jOir74GI310BiF+86X270f8nXfQ+dBD8Jx7DryXXII/rl/fZ79Hut8kxUGlHqdS63epxSspLGV/9FmfkUITJzZHwx3aG1J0Hds0uqXEQw89NOI2WKd1LKEI7fV6xcRJscMYrbq/YxnvaMdR6O3lu/18tTfSdorlfClV9nX+/+y9CZwU5bX+/1T1Oj3TszIzLLIvCm5sKhhRUEAlicYIEr3xxiRu+OMmN4nGaDbzT4IalyzmilsSc5MbVNAYNaCCgkoEFwSDyg4yMCCzz/RM7131/5y3poaZYbae6equqj5fPk33dFedOm9X1dv11vOec0In/Ab3Fj3ZqOZhmFSNGJwiejRXiiCgdhQ1owlFpNWlWpyUrpbE0ogiY098kPi8NhhDaaJFi1MhYZDoIcqlO/SB+jfPG4O1O45hy8E6kS6XtklRoZTilqI5SbgsaI1gPW/cIGzYVS3+JmG4PhiDx+UQ9Ul7gyJFaXmCUvMSJLjqtjtA1xnTvw5lyFnY88Sz4i2lwHs8TW5nHC5gzBzgtCszmj7XLOeUnfpgI2xzH8wkQ7buJ7O2WxdEqV4oQbU6BSrgb/K3vW6P3+1HPU2sobSFrYKonhZXf9ZFz+5ojjeLdQl6jqtxRBIREQHaIY1vN37Qcg2tKQsLPFq0zcwhM9te9xe+Bub+l7EnVjtGzeKvWa+BabyzcNpJAD2+Nj8p2zR1NeDKw2BJEmPIMp+EBxYU4OoZQ3Hfq5V4bWdj0n7HEwk8+uZRrNr6D9z25tfxpYZGuFszEinhMJRAAGosBiWRQAxxRGUF4RwnYk5A/ucB4OVV2DNjbq/t7q1t/V2fSQ/Zup+s1m6r+csYi+2FUarVqEM3Y0k0WrhwIebNmydeU9rVAoNSGzQ2NmLt2rWiTiSLgJmNGLXK979y5UrYIUKbuOuuu/q8zk9/+lP8+Mc/FrPSaRZ6+xk70ahWE9DlcrVNMqDlulo2FouJ85zeo8/0HzqaEUTrko32y5KNyy67THzmcDh6XDYZu31dlt7Tf4gvv/xy8UzLUJu7W5b8pAdB26HtEW63u8/L0nv69uh92l53y3b1vfe2LH32xS9+UfjQeSJKMvtTX5be1/3V3+/Lvu9sV283fT8iAqI16qGv+1Nfn5al9emzdB4nqdj3Ri3bl/0ZDkfgQKL1pipNVqJ0fSokUXGU/j+eYo+WI7ZiAibhAJqQi1yE4MbxOjF61GkoIWFvTRiymmgLeqTZwGfhQ5HArynQgny1EU4ZiDgK4FZkOIef07a1ZPdRjlPF5WeUa4P1XpZdMKkUb+z8DPlt6XfjqG4MIp7jhN/nafsuKSxUbo2GjamyiBQlUZTeK/A6kO+hWm3AF88c2uNxkigeK849OR6CwzkO6qF3EAs1irRPbm+OJgiPmIH42HlQPAXa/tS/zxTu+2SW/cIXvtBh+f70Ef39fdCXpff1Pob8MOpc1pel93vr8wfSR5BtkWo6kRC2B3reE7q/5Iv+vSd7nHTuQ2mdZPZn+98uvW3pOE7SfW0w0N+HTP+W0IOurdqfXwPpIwayP1PVR/RlWbL/+c9/vu06yCzHCdXopKhMKUE12iSRJld875KKI8OPaK/bRWnSsk7ViTxnHgKxgFie7NL7lApXdbQKpLRfFUlLjd++8JtKtbFDCAS1dXVhlKI+VUVFVXMVCnIKRDpf8bkK4QfZID8ofW5TuEk8aL08Tx7y3HnCzryT5qXkvB/I705v33v7foreJ9sD2Z9d+ZuJsQb50f530uhrSDv2Eek477ui/U3fTP8+pPo4af+90zrUBxP6d2OW46Sr7729v+33XbqvI2g58kO/zjL6OKHvjLanj637u++766fo+iMUS+C9N1WMje9Dg5QPnxpCjhrEuJJCLL9mLDYfCOK+Vw9he6WWqj0ZagNh/ODJJ7E8Nw/fGzcO86jN0aiYQBSWW2txJxTQyC23BYi4ZARzXYh4Exi/6wN8NjwXj/x7OS4eeQlGF4y23H0rK/cRRp73A71vZfWxhn7to38/+jmayX1v5Jh0IL8PjPlw2j1alKLX6OAcPXq0EJ2mTElfXRISXEmEJR8olS+THri+pjV577338Morr+D000/Hl7/85bb3f/vb3yIYDGLJkiUoKysT723btg0vvfQSTj75ZHzlK19pW/Z//ud/xISE66+/HsOGDRPvffTRR/j73/8uJkJce+21bcs+/vjjqK6uxte+9jWMGjVKvLdz504RtTt8+HB84xvfaFv2ySefxJEjR3D11VdjwoQJ4r0DBw7gr3/9K8rLy3HzzTe3Lft///d/OHjwoDj3Tz31VPHe4cOH8ac//UlMxPiv//qvtmUpfQPNVKIf5cmTJ4v3PvvsMzz66KPw+/347ne/27YsteGTTz7BpZdeirPPPrttcsHvf/97eDyeDn0MfTcffvgh5s6di8997nPivUAggF//+tfix5lEaH17//znP/H+++/jggsuwOzZWnqySCSCe++9V7z+0Y9+1HZBQX3qpk2bMHPmTMyfr83cpIuJu+++W7ym6Hyv1yuWb2pqwhtvvIFjx461DfoIskvrfOc73xEpl4nNmzdj3bp1OPPMM/GlL32pbdkHH3xQ+LJ06dI2f999912sWbMGkyZNwqJFi9qWfeihh0QbaTLM4MGDxXvbt2/HP/7xD4wfPx7XXHON8Ivs0LLU7q9//esYMWKEWHbHjh0ilfXIkSNx3XXHay3+4Q9/EG346le/irFjx4r1d+/eLWoBDx06FDfccEPbsn/5y19w6NAhLF68GKecokXhVVRU4M9//jNKS0txyy23tC371FNPid+GK664AmeccYZ47+jRo3jiiSfEb8d///d/ty1Lfu3atUvcGJs2bZp4j47d5cuXw+fz4bbbbmtb9oUXXhDtvvjiizFjxgzxHp0TdB7Rxdqdd97Ztuzq1auxdetWzJkzB+eff754j861+++/v23Cgg7tn3feeQfnnXceLrroorYLO33f33HHHW0Xrxs2bMDGjRtxzjnn4JJLLmmzcWHkbXHVsSJ+JsJUGAbAKdJRnOE4jH1KKd5Tjke7X+H4AE5JwYb4GVgsraNLY7yHyXhTPhdjlf04Q/1QO/5UFaul+YgqHizAeuSpTeLCdx+G4wPpTAzFUUzFdiGQhlQ3HmucjRb48M38adBlzWT6CNr3yfQRz/z1r5jpL8bbriko9WspdKdH/42yWAD/qhuHGk85ctwOFClNmBLehhZ48VLiTJE+l5jt2ouyeD0ORCdi/qwZImq1b30EnfefQ+3IS7ruI55/vtc+Qof65VT3EcRbb70l+ojp06enpI8oKSkR723ZsqXffYTOww8/LPrX/vQRxN69e7FixYoe+wi9T/v0009T3keQ7aqqKtFPpbqPaGlpGVAfQb7RcUK+de4j9GVvvfVWkXmC+Ne//oX169eL63e6IaR/b8uWLRP2v/3tb7dd95nhOiLZPsKI6wja9+m4juiuj6D+YOLEieJcpt9aO/YRjzzyyAl9BO17ai/1Efpv9UD6iFRdR1CEqG+/DxMbJ+Lfpf9GKFfL3uCJeDD00FDEnXE0lB2fQDr04FAU1BXAP9SPbTnbhDjpT/gx//B8xKU4/jHyH2KCE42vBx8ajKKaIlQNrULNkBqtJmiwBTN2aX3LmxPfFOl468P1mNo4FWU1ZdhTuAe7SnahMdIIv8OP83dpfct7p76HllCLiBSdUDMBn2v4HA4XHUbTGC3ideGEhXjq4ad67SN0qJ/KVB+hn4v0W2LGPiIVY43n+Toi6T4i1dcRXfUR7f3Voe3SMWT3sQYdQ9QHE/QbpN+MNmMfoftL41r6ngcNGpSxPoLKIOl9hH4eZvo6IhV9xNZqBR9t2YuPpfE4Ax/jEpXGiQE0SYU4MPIqXPFN4JpPVuD36w6iskETNpLhYEszvvXhNkz1+fCdIWUYU+jFG/MuQ9Trw5R/vYJBtfXIiQLHhozE1rPPQcmxIxi3422UHnNgq6sKf847Jn6HqS+gPiHZPoKOk3RdR9ilj+jrWGOgfYT+W0u/Jdky1tDvs5HmQm22Qh9B/tJxQmPSdF1H0LnFmI/jU6lsiB59RzUX6eIynaJoe/QfjnRGSDIMwzCMGdHnRJP411ti+wBysUk9vUO9UbcUE9GjnYnRjD+FZuoeT8fnUBPwK03iJm4TtIgTYtXHWt2ydFDkc+GS0waLKqllfi9cjuOXXoFwXKTYrW2Otgm9ek3R8nwP3BTmCuD0YQW4+uzhafGXYbIZvV+gG0Uff/yxeFRWVor3mpubxd/hcDjDXjJM38l3azd0dCiCtC9QPc8ib5F4TeKmDv2eRhNR8YgltJnvlCK3KliFikAFmiKakEkM8g1CoacQM4fObLNBaXRF9KiqoiV6PFqnJliD5mizeF9fNselpf2dO2IuFo5fOIBvgbELNIlV75vpZrF+j4X7ZoZh2jN/+kR8JmsTGKKtE3L9SgDuhPa7Q8LLpaeX4uX/moTb5w+Dz9tFqZI+8EEwiGv3fYo7Ko6gtjVLXditos4PHC0CQtrwFQ4F8Afi4rfzjLePwRHXrjdf3P9i2ku9MQzDMMeRVBv3wjQ7gGYL7Nu3r212RSagGTAkjhYVFaG2thZWhGZR0MyK9tTX1w8oOpNmW1BK4/aQiE2zKwYCzWbqPFuSZqFQWmMmtdCAVJ81ORAymUqXBtO0rN6OTKSloPf1voFmjOrvGZW+hHyjWV4EzQgjUpneirZNsw3pmWantfetP2kpaFv6zQ+ahUXb7E96K/KH2k3L0oxJ8iuZ/UnQ+rQsfW/kF6eu6Xvqmhv+tAmbDtQhFNdS3RIehwqXLHWbSjcBGWNRiXvk/4ECCUVoQgGa4UQC9aof9chFDG4trRAScMoSqGwppTGKwoM8tQWD1So0w4dqFEGVnVju/xYOOUfh6nNG4ppzRqQlHQ29v+LdQ1jxbgUkSvlLs2FjCprCCcQSWtolF1Q4HRLyfF54Xdp3TMteNe0kfOWckW3fZU/HCT2oL6F9RH0aLWO21DXtl6X32/vbPk1rOlPgtZ+8Rn7o6T+NSltEy9XU1PTY5/e3j6DPqJ+idem6k9Yd6L5v/xtFfaf+nSV7nNDf5ButT305tS2Z/UkP/beLrj/p71QfJzTTmmZn94QeMWKV9FYD2ff9WZZeU2QDvU/HC80Qz4Y0mdReuvah7VAEh/5+po+T5/c+j6c+eQrRWBSHg4fFtOgR/hGgROreoBZ5F84Nt81aakuPS+l1JU2wbAw3tp33iqzVG3VKTrgkl0jPq0iKlk6XftdlD4rcRUIApbS7JGp+87RvYuWulfj77r+3pd2NxCNCRFXiCnxhn3gv7Asj35MvbJBd2v6Vp1wpRFE9/etA9z19b9T/0rL9+d3pSypdvZ+iPli/Bujv/iTfOvubibEGva+XpiE/6O90XkdQ39xbpIXeN5u1j0jHeU/7qPPYnCKE9YjRTP8+pPo4af+907r6RCbqg3UbZvgt6ep7b+/vkCFDer3ON+qYorbRbzYtR37Qc1+PE+qbKMJMv6XcOZ0zvU+RbvrxR39TZBWN68mu3qelaqxBNugeJS1Ltl9atx7jN98hMgcVKzXwq81izFmNQjRLeWLMSA/yvqYlgeVvfIZn3qtCvJ8lB52ShAUnFWPx8BLku7TvXZUkeGIyigJAS54fTbmAFG3CRxO8+HDBePE7ufDkhVg0YZEl7ltZuY9IRyrd/t63snoqXf0+G71H1xh6utpM7nsjx6QDGWfqUcI65AeNl5jMYetUujTbmwSxTIqihC4eWqXOZbrQBRmGIdr/cLWn/Q9ib8u2/wHX6XxTuP2y9IOo3wDVU290t2wydvu6rP4jST+mlIqivR/dLdse+uHtz7K9ba87u119710tSxcu+s0Lst/f/dlXf7v73jvbJb/a22lff6Yv+7OzH523afRxkop9n45lu9ufgwpy4fO0IByPigEqDUKjigRVkuHoNJBOtFW+BPbhJDyjXoRF0mtoUPPgQhz5UguKpAANa9GMHEQkLyTZIWpyetUwnGoMv5FuFDdVb5T+ikaKFlWAlYkLsCU8BGV+SYiUZ40qEulp03HekwhL23vxwyN4a28NvJIKr7vr2ckkkM4aN0jUFCX/+uKDLv63P/e669PSue97WpYGDH3x16jfB33ZvvQxqTiX9WX726f1pY/ozXZ/9n2qfqNoQNreTud1etufvfmRiuOkq3Z0h1F9/kB/HzL9W0K/tY899ljbfmp/ozTZPmKg+zNVfURflqX+949//OMJx2emj5M5w+dg5e6VcMkuuKNuEd3ZGG1EiasEY3ZpKex3TN5xvHZou3qjetRnOBFGQA2ItLpu2S1+wfNceWJSDz3ofYowpehUj1MLj6FlKP2tLmounrgY04dMx5oDa7Dp6CZxF6LUWSpqn07cO7GDH2Rr5pCZuHT0pRhbqKUNTNW+p98dSkvY39+d3r733vqpZPcnPTr7m4mxRl/WN/I6oqs2d4dZ+4h0/z60/7y3Zc0wfhjocUK/Pe37YP1zM/yWdPW9d/a3p2WTsZvsskTn366+Hif0u0fpQ3ui/TUAvSbbnbeXqrEG9VPtrz++OO9CbKheiJP2P41GRzEkBchTm1Gm1qNUbUCzmoMgvGJy7kleBb++2IvbzyrCT19rwfM7kk+vG1dVvHCoFq8frcfiEaX4wrBCMQE46lTQ7JPx5nwtpevkN1Zh0t4QXqv9FCXlI7Fq9ypMLZsqfu/Mft/Kyn0EYfSyqR7jWWWs0fk+W/vvyAz7PtVj0v4um8y1DJM+bC2M0oya9nm0MykAXnnllSfMoGIYO/Kzn/0MeXl5Ii+92Tt+OicpL77+Olv8MHp7qbafKnsDtWOW48WqTB1RhPc/rUdjKIZEax5deoolFKiyBIdMyWZP/F7p5uqKxBz4pUZcLL+HKhSKeqGFUjM8iCFfCkKi1LrtZvfG4EQuWsSs4AapCE4pgY2uGVgZuojyCCLHFYPf6xIi5Xfnn5y274BETtreN88bg7U7jmHLwTrxfQSjCfjcDhTkuDBtZDHmTSxHgc9l+2PULP7aqQ82wjb3wYxd9xPVuVx/aD22VW1DU7RJpJmlmpwk8E0umyxExQJPgaXbTf7PGDIDGys3iteU8rYh3IAcKQcxlzZ7vouf3jao5iel/nM73CIFbkyJCVG0zNd1xpjuRE2C/l46ZSmunXQtNhzagK1VW9EUakLCTZkUJJxSfAqmDJmC2cNn9/l7Txa+Bub+l7EnVjtGzeKvna+B6TH76lvx4VMB5O5bjQa5GDGVMgoF4FJj8CMoHq1ri5/C/BIn/rx4ENYfcuIX6+rw/sHmpP1ojiv4w/5jeOlIHb4+pgyfK81HiwfwhrRtueMqEjJwyifNeNvxGTxSPm5b82dcPf4GzJ80uMsxoFmOF6ZnsnU/Wa3dVvOXMRZbp9KlWQyUVrV9UWTGPKl0P/jgg7b6qzpUbJpSH6c6lS4VldZrzjLGptLlVAAMw3RFQzCKrz/5nqip+VljGJSMjy5D9YsQei3TTGK6OG39gGpuirqbYgkVX5Ffx9WO19ts5iCKIkdIRJFqUagS4nCiWc5DFMdn773ivQSveC5BbUsU9cGYqOE5vNgnIjOfvO7sfomQDMPYD7qGWb58eZ/SNTLWZV/DPqw+sBqbj25GXImL9xJKAoFoAMF4EAlVS6ftkBwYkjcE80bOw+KTFxsm1qWjvXduvFO8ptS4JAIThd5CFLgLOtQQ1aHvgyJLSUQlSCym6FF6/+JRF6OyufIEMXlKI8g6EwABAABJREFUmbGiJpO9cN/cN3hszqQTy5yXqopjGx6B+v6TaI7ExcRcN6LIU6g8S8cxZIucB7fXh0IfTQaSsKrhNNx271M42FDf782fkp+Db4wpx7myF74IQFns6/MkHCgHHr/UC5cyBJLqQFnw/8HjyMN54wbhsi6yBjEMY234N9qc2DpilEQ2vWYUYz4GIqr2RFf7nI4FhmEYJnPQAJMGeht2VaElGheRkiR4UhpdGqCSUEqRpCKatBOyGLICKxIX4T3lZHzRsQmz5O2IyR7Uyzldbi8hObHNNRlvui/AIeeINh8aQjFE4grCsQS8cIjIzYXTTjK8/QzDMExmIbFz1Z5VIm2dTiASQG24VqSYRbu4ERIL44jj08ZP8fi/H8dze57D50d/HgvGLDghEtLskL+U1pbaTeImQaImiZ4UNUv1QEncJCGYRGESOylSVJ8/rYuixOJTFotaaAzDMAxjCSQJ5XOWAKfOQXjrM2jZuQ6hsAPNildMwKVJuZS5yOd2YqjXCafLDYyZA5x2JRaVnYKphyT86a2N+P0nH6Oxtd52MuxsCuH72z7FrGI/vldcisFkHwCV9/aFYpi+qxanVCZQGPw1cmN+RF1u/MuTi33nno251y+E06D7pgzDMEwWCKMDjT5kjCOdYiUVVGYYhmEyC81+3bCrGsOLcpBQVDFrl4RQJw1IJQmKlmFX+681cFSWWlPutqbK3aeehN/EF+HP8gJ8Jf8jnKHuFPVivGoEYcmDZikPO5yT8I77HLTIHWfa0qA3z+NEIBxHUygGr8sh0tmyMMowDGNvSOR7YvsTWFexrk0QrQnViPqZHZZrzVEQT1AUCWUxkIVIWhuqxfN7n8fGIxs71M60CuQvCaHUfhI5vU6vEEVJEG6ONotHZyh1LkV/5rnzxN9zR8wVdhiGYRjGcpSdAu/FP4H3/P8Cdq0BKjYDlBUhGgTcPsBbCIyYAZx8KZBT1LaaKxbDN8ePx6WyiscOV2JFXT1i/Ui8+FZdAJvqAvjyoCIsdJdgVNiJO1Ym4EgEANUJqDWQEgpyZAnFUi3wjwq8/9pLGHPxHBR84fPwjBuX4i+EYRiGsbUwOnfuXFGg+u677860K0wPUaMNDVqKJiIVEb7t7bXfDpMeXnjhBeTn5+OKK67oski2maAi4X//+9/F60z6m24/jN5equ2nyt5A7ZjleLEylBLo6rNHYMW7FRhZ4sPRhrCIHI2rKiRVS6VLAqle74xm8cYV7Ta1EElbVVLSSKWcIryVOx9vYf4J25HUBEY3fyJeH8ibBFU6niYwx+0QwmgsoQ1oaft2wWrHqFn8tVMfbIRt7oMZq+ynnmqGUm3MXXW7hMhZ1VKFhkiDiI4khMApJuZQMj0tqR5Bz7RMIpEQ0ZT1kXqxPkVeksh4/enXt4mjZj8+yU/yl9Lnkv9+px+nHDpFtG/74O2IIQZFVYQQTHVC6TvzOD1t6xslBtup/zXCPve/DGPPY9Qs/tqpD+6zbRI9J1+jPfpgc/2gUqi5eTjt0D58d0g55g8vwmOV1Xizuil5HwE8U1OP1XWN+HpZCWaPL0ZOQkZuOAFnIgFJqYUCCYrDiYjXh0AzcOjl19C0cSPeOXcmXCedJErFmf34zlbMcl6nG6u122r+MsYiw8ZQXUmKGP3www8z7QrTDcXFxb2KmslSW1t7wnvTp08fsF2mb+zatQuffPIJFKU1vMvEkI/ka6b9TbcfRm8v1fZTZW+gdsxyvFidq88ejktOGyxuPg8tzMFJRTnwe10impNuRccVpe0hUu3Kkvjc65LhdtBliyae5nu7v4Cl27bFsSrx6HwLVwivraIrEYwmnxLJrFjtGDWLv3bqg42wzX0wY/b9RDU0H9r6EG557Ras2LkCO+p2iBqYdeE68UxC6aufvoqKQIVIjVsfrheCIImcJHhSNKkuhpIw6JJd4kGvdWh5qkdaHaxGJB4RkZeUljeT7U4WEjUpDe6y85bhc0M+h/yGfBQ1FqE0p1TUUh3mHyaeS32lQhQlgXTWsFlieVrPiAhZO/W/Rtjn/pdh7HmMmsVfO/XBRl0Df+px42BhAeJO7ZpgtOzCbZOG4f4pozApv+uSLr3RrCh46LNqLN28D+8fbEBOOAFPXIErEYMnEUVONIjCphoUNFYjUNuAlpiCvYEAduzYISZrMebELOd1urFau63mL2MsTrunar3yyitxww034N13382oL0888YR4vv766zPqh9mYOnUq9u/fn1KbXYmrXGM0fVx00UUoKiqCw3E8QsuskI+XXnpp2+ts8cPo7aXafqrsDdSOWY4Xq0M3Vm+ZPRZFPreIHCXRkx5U85PS21Ikp17vxeWQkJ9DoqgDB2tbxGcelwylNYq0Oyjm56BvQtvr9ug1TMk+4XPbZ19a7Rg1i7926oONsM19MGPW/dRVzVASLSlalCJE6XP6zYkmolAo14BCadmpvrWqCaIKZSDQbojQ3/RoL/7R3xRFGVWiHQTSoy1HMapglNju1LKpooanlY5P8veWqbfgX7F/YXf9bqgFKpriHSNsp5RNwezhs0UqXSOxU/9rhH3ufzXKysrw05/+NO3bZaxDpo9Rq/o7ED/8fn/buj0tk6rtZeoaePbQoQi+9x6iHgk5ASAnCsiKipPzc3DP5JHYXBvAk/urcSR0/FqhrxyNxfHDyqP4S309bhlRjvPz8iDTWDUOSDEVjoQCdzCGwKEYJhYUiDFx4O/Pw/OVxSlpH2PP8zrdWK3dVvOXMRZJpRGjjSGRjESxm2++GcuWLcuIDwcOHMDYsWMhy7II2bYiv/rVr3D77bd3eK++vn7AKWqNsLto0SKsWnX8BgnXmjWO6upqMVBtT1VVFUpLSzPmE8Mw1mHPsQBe/PAI3tpbg3hratuucDokROOKeJB42hSOw+91ojzfm/Q2jzWFRSpdijgty/fitGH5uPvLZwywJQzD2AG6hlm+fHmPyyxZsuSEax8m8zVDqUamXjOzw3JQhTDa/m+ifcpcig4lEbQ74mocCSXRYZ1hecOQ78kXEZVLpyw1pI0MwzDJwGNzhkk9iYYGHLrpZlTUH0BuTQsc0QSafECTT5tIRf/HVWDNkXqs+LQaTfH+R3TOKcrDd0eUYXSOR5SPQQSQojSvS0bI40NDbgmKc9049aEH4B0/PoWtZBjGaPg32pzYOpUuQQLbM888g3vuuQcPPPBARn0pKDB2xq1V68B2ZqARpJ3X52hRhmEY89Yc/e78k/HkdWfja+eOEiLl8OIclOS5xTP9Te/T59edO0rMkqUIUqI5Qjeqk5vbRcvTeoRuZ9rIjindGYZhGPNDkaK6KErpbauCVUIUpYjPPHeeSAc7OHcwcp25bSlx2+caaEudC7lHUZTQP9cjTYnasFa6Y9PRTUKQZRiGYRjGfjgKC+E7d6b4/Q/lOIQS6g8BORG9HjnglCRcdlIxnpgxDguHl8DVz9Tz6+ub8aUP92PZgSNoikchewE1h65VFORGmlEcqUFdSxSvL/8/MUGMYRiGGRi2TqXbXnx7//33xfN7772Hxx9//ISUDkaSirqZdk6l2xnaV129319hlCJImfRRV1cnoqOpfqwRtYhSCV1Mkr9EJv1Ntx9Gby/V9lNlb6B2zHK82JECnwsLp50kHt0xb1I5/vZuBbxwwOOUEYkraAhGUZLnOXFhVYVHCYmXETmH8veK17Q8jSFpfRJZKRJ13sRy2AWrHaNm8ddOfbARtrkPZsy2n6imqJ4+l0TRQDQgXhd6C1HgLhC1Q3UaIg0iIjSWiCGBE6M4SOykdLnt64l2hiJF6YYopdHVb0RSFCql7aXR9IZDG3DZ2MssdXya5XyyU/9rhH3ufxnGnseoWfy1Ux9s5DVwYtYs5Kx9EfU5YTijDnhCCRQ3A4GEimYSL8UlhIRcpwPXjSnHpUOL8Jf9VdhQ3ZT0NulK5W/HGvGPmibcPLQIXxtSCIfbhYDbD5qbVajUoXbLe3hm/SdYfOGpA24jY7/zOt1Yrd1W85cxFttHjHauZblnzx6MGjUKf/jDH9K2bRL69BOOOZGFCxd2+HsgaW9JhO4sRF911VX9tsckD51bv//97xGLxWB2yEfyNdP+ptsPo7eXavupsjdQO2Y5XrKVQp8b540b1CakEvXBWFsEaHtoVu3pjZvEg14TtBwtr9nS1p81blCbLTtgtWPULP7aqQ82wjb3wYzZ9tPqA6vb0ufqomh5bjmKvcUdRFGCxExBD/c82pbpgbabJhLVqJaFoEq1TImtVVstd3yaxV879b9G2Of+l2HseYyaxV879cFGXgM/9uKLKFn8H+IioCXfjaBXEqGi+UFgSD1QGFDhDSvwRFURSXpyzIkHy4fir2NGYrovp1/bbkmoeOBQHeZvO4gXmhux+pIFWHPxF+BVQihK1GHHs/8UZWkY82CW8zrdWK3dVvOXMZasEUb1tLpbtmzB3Xffjdtuu00U2b3lllvw3HPPoakp+Zk8feHTTz/Fvffea4htu3DHHXd0+HvdOi0tVn/ovC6JrgOtg8okh9vthsfTRQSXSSFfzeBvuv0wenuptp8qewO1Y5bjJVu57Myh4jnf60J+jpb04rPGMGqbIyek1Y1LTvGg9+lzWk6sm+OE36uJoV9stWcnrHaMmsVfO/XBRtjmPpgxy36itLWbj25uiwbVI0VzXbldLt851RxFf3aGIkZ7S0nXfj09ujSuaBNzdIHUasenWfy1U/9rhH3ufxnGnseoWfy1Ux9s5DXw4KuuQfBzp4sJUs35TtT7gagTkFTAFwGKAkBJo4qigCr+JuF0vD8Hy8eMwAOjRqC0pKRf2/8smsAdez/D448+iopdu6BGVeQrjTi1chte/PBIStvK2Oe8TjdWa7fV/GWMQ1JtnJi8s+DWHmr2Y489hsbGxhPqUaZKSKPIRT2tK21v7NixImLVivzqV7/C7bff3uG9+vr6lH1X06ZNwwcffND2d38Py5tuuknsV521a9d2WceUSQ1cPJrJSoJ1wK41wKF3gFA9EAsBrhwgpwgYfg5wygLtNWMIf3unAiverRDROtWBCJpC2o1pCubJ8ziR43bAIUlIqCpC0YSIFNV/UkgULfV7xA3uq88egWvOGZHZxjAMYyroGmb58uU9LrNkyZITrn2Y9PH83uexYucKkca2srlSRHKO8I84IVJU51DgkEijG1NiIjKU+v/2tUZ1wdMpObu1QdC6JISSKEppdeNqHH6XH8P8w0Sk6vK5PR83DMMwRsNjc4Yxlr31e/HcAzdj2uY6kVI/oSpwx1XkhgFnQhNJVQmIO4AWj4SoCyivV8VnMaj4R20DHq6pQUO890wV3XG+PxffG12O0iFD8avL7sGT151tqwxIDGNX+DfanNi6xuijjz56gvDZmc4C3EDSuGYblJM7VcIoidjta4GSuHnjjTcmbae9KErpk1kUZRgmZVTtBD5aBezfACS6SLnRUAEc/RDY8idgzGzgtIVA2SmZ8NTWXH32cNQHo3j5o89Q5vcixxVDQzAmao4GwnHx6AzVFKX0uXqk6CWnDRZ2GIZhGGuxrWpbhyhNihTtSdAkETOGWJsA2l4U1f+mzxQocMDR65hRF1bpWY8czXH2L00ewzAMwzDWYVzROIz+z5vw91F/xanbGnDSjlpEoSCa134p/TpDRUIGAjlAzAkUNUtYWFKEs4fnY8WxOvz9cB2inTIe9YU3Ay3Y+O/9uLKmHsrnPsXaHSOxcNpJqWoiwzBMVmFrYZSiP9tHIXaGZhinq8iu1QNza2trDbVPKW9JyNT3F6UfTlYYpajW9qxcuTKlPjIMk6VQ/73lSe2hEw8D4QZNIFUVgG6OOlyAt3WyyJ612mPaddqDC7qnDPrdvmX2WBT53CJylMROeoRjCTSFYoglVCiqClmS4HJIyM9xwes6frObIkVJFE3X7z/DMAyTOnRBlCJA+yJK+pw+hONhIZ7GEydOnOnLWI2EUL0OqbDTGjnqlLWhdL47v19tYRiGYRjGWiwcvxAN4QasG7wOnlmDMGTrIQz/tAW5YRWeKBB2S2jxALtOkvDeeAk3r1FQ2qiKSFIafeY7HLhuVCmuKSvEHz+twQs1jZ2mbPWOQvc7j9TD/Yuvo+7j63HpH+5Dbm7XJQUYhmGYLBVGi4uLxXPnm5/6wDcdYqVdbrx2JTDTeyQ+pwoSMimlrp6CmITO73//+31al9Zpn+qXhNVU+sb0ndWrV6OgoABf+MIX4HSau4uJx+N46aWXxOtM+ptuP4zeXqrtp8pev+zQ78RbDwA7XkRclfBS/VggHsEXpNfhlGhI0g66RxtuBJxeLZWuJ18TU4O1wKzvsTia4t9WSoN71qgiUVvlrb018MLRJoBKqoKRLTvF64POU+BwSJg1bpCoKTq+3A+7YpY+zWr+2qkPNsJ2RvtgA/xgjMXo/RSKhzqM4ygitCf8bj/qI/UigKNzGt2+oouiIkKU0uTR5BtZbhNEp5RNsdzxaRZ/7dT/GmGf+1+GsecxahZ/7dQHp+samMah159+vahvvmr3Knx63mjsmhFBXbgOgWhAm0zVLhK02QsMagI+nDZdpNSdtP1dlEoJyE43lo0bimuHFOP+g8ewuSmYtH/RaAwbn16O8W8+j1/84hf42te+Boej5+sixv7ndbqxWrut5i9jLLbe+52FMRrE0nsUmZgOSKx7//33xbNVIfGTUhKvW7fuhM9uuOEGkU6X0tWmQoQkG6+99poQRwkSOuk9iibtCfp+L7roog6iaF8FVSb1fPzxx2K22oIFC2B2FEXBhx9+KF5n0t90+2H09lJtP1X2+mWHhM0dL2rrN1fjw+gcbX3HG4AnD3DlApTCT6HCIS1AJKBFkwaOarVH88q19X0lwPSv99t3pmtI5Pzu/JPxzfPGYO2OY9hysA6NoRhC4QgG1R8Vy8y6cB4uPv2krKi9YpY+zWr+2qkPNsJ2RvtgA/xgjMXo/aRHiOqTT3XRsjsowpPS7TZHm0WEpx5p2lcUVUGCfuNbRVjaHgmkXocXHqdH2Jw9fLbljk+z+Gun/tcI+9z/Mow9j1Gz+GunPjid18B0DbJowiJMLZuKNQfWYNPRTeKaoEwpE+JobTCAqBIX96B3DY1jdFUcR4ePFuueveVdOJySiCAlJuZ68cTEEdjY0IL7K6qwNxRJ2s+jR4/im9/8Jn7zm9/g/vvvx/z581PSfsaa53W6sVq7reYvYyy2Fkb1+pf0Y1RUVIRnnnmmg4CWDki0I+Gwp5S+ZoBEyPb1Ofsi5tIyN910U4f32tccJZEzWRGalt+yZYuoN0pRo/Tck9BJ36u+LMGiaOY5//zzxflmhZlq5KNehzaT/qbbD6O3l2r7qbKXtB2qKaqnz20+Bke4CXPlTYDLB0f+KLrb2nF5bz6QWwaE6oFQnZZqlyBxlOyMmMk1Rw2CRE+qraLXV0kkEti8WZupO2P6CEv0R3bq06zmr536YCNsZ6wPNsgPxliM3k8UpVmJSrhkF8IIiwhSigrtiQJ3gRBGhbCJhKgn2pkTMgy1ps9tL4rq77kdbhR4CsT7M4fMFK/pd8dKx6dZzic79b9G2Of+l2HseYyaxV879cGZuAYeWzgWS6csxbWTrsWGQxuwtWqrSPlf29KMnUcjkFUf/l1ehm/E/o7Yzm2QYiokynhB2qe34zXIrKI8zCzMxd+rG/D7Q9WoifU88asrtm/fjosvvlgIo/f8+McYXVWN0NatSDQ2IhoMoEYJoMoZxKFRudh1Wj7k/HxxXTW5bDLmDJ/Tdm3DWPu8TjdWa7fV/GWMRVKtXvyyBx5//HEh3NGPDAlmt956a0b9GDt2LPbs2QOzCqOUura9sNlfdFGVBM6BROfqYi3ZI7+uuuqqtmjSffv2iShWXXCmqFJOn5t+qqurUVZW1uG9qqoqlJaWZswnhkkZr/9CqxMaadIiQKkqiH8I4OlDKlaKHBXrqK3r5APj5wMX/jAdnjMMwzD9gK5hli9f3uMyS5YsOeHah0kfz+99Hit2rkAkHkFlc6UY543wjxCRoT1RH64XDxI3I4kTozEoza5Tcoqfehoet49ElSGL7dB7FCFa5CnCIN8g8dmy85aJG6MMwzCZhsfmDGMe/vZOBVa8WyGuO36y4VbkHQnAGYtDCVFafwlqjgS4Ok/K0ggmFDx5pBZ/OlqLULu0vMlAlheOHIX/d/JYeOUomim7VbtyAgmHhP3j8/DR5EJUD/aK65sZQ2ZgwegFfF3DMAbAv9HmxNbC6LPPPiuiCWkgSyLd5MmTM+LH1q1bhaBHUXS1tbUZ8cHKrFq1Ck8//bSICqWHLpSSCEqzPBYvXpy29MhMR7hjZ2xLsA7421VAIgY0HNTS4+aUALnajdA+0VIDhGq1mqOFIwGHC/iPlVr9UYZhGMZ0sDBqfhojjbjltVsQV+KoDFQKkZPqfBV7i3tdtyZYIyI5okpUpMjtDRJECb0uKUWNFnmLUOrTrnMXTlgoUukxDGMsjY2NePXVV3tchiKkCgqyO9qJx+YMYx7oVvvDG/bh5Y8+w38f/hWGvLkXTiSAsIpEVNbEUTcAesiaQNpBJlVUVAdjeOhwDf7e0NhFrou+4ZElfLVsEP6zrAQ+hwMxh4qgV0JU5I+UtPvl5xTj3+eWUehq2/XNwvELT8imwTBM/+HfaHNi61S67aMHUxEJ2V8yuW07QNGgvdUZZcxDIBCAx+OB3+83/YUUXaySv0Qm/U23H0ZvL9X2U2UvKTu71miiKAmi9KCBi7cIgQSNXAC/HNXHDd2TU6il1G2z0Wp38jX98p+x3rmdbqzWbrP4a6c+2AjbGemDDfSDMRaj9xOleaOIho2VG8XrqmAVGsIN8Dg8opZoT1CUZ1yNIxKOtEWJCp/F7UmK4Dg+X7jz316nF6U5pchz54m/546YK24apqvdqcYs/tqp/zXCPve/GpFIBJ988kmPy1xwwQVp84cxH5k+Rq3q70D8qKurw1NPPdXjMl/5yldQXFycldfAtOwts8eiyOfGv0NTUHzKMYQOxFCAJvF5POqAFAVAD5eq3Z0n83TpEQekOFCmuvDzoUPw1fJi3Fddi7frtHWTIaKo+MNn1Xi+pg5LSktxeVEBSkISYk6gOQcIeSRM2VQFqbER/7poCPI8fqzavUpcW11/+vWmP5fMhFnO63RjtXZbzV/GWDoVSLMXZhMk+1K3k2GsziOPPIJf//rXiMViMDvkI/maaX/T7YfR20u1/VTZS8rOoXe0Z71OqMePmOTCr6vPE4+Y2sXPpxIHgrVAwyGg/oAWaUq1yeJRLa0ufV6xud/+M9Y7t9ON1dptFn/t1AcbYTsjfbCBfjDGko79RGneCBIpqTYWcazlGOrCdW01QTtD79PnwVhQ1Aj1OX0ibRzhlt1CWKX3KZ0uRYbKkiweOc4cnOQ/CaMLRreJohRJ0flmodWOT7P4a6f+1wj73P8yjD2PUbP4OxA/4vG4iIDq6UHLpGp7RrbFKJt0nXDNOSOw4Mv/iRdGLcBLcy5H3OGCw6tAzlEAvQoAmQ5R1ipACgFSrFUgpc9zJIwtzcP8b30XX/3qVzGpzNWvttTGE/jF0c9w1f4DeKu5Ga6YiuIAUNRMG1Ix+ZMwJm08hJpmKgcErKtYh1V7VvVrW9mKWc7rdGO1dlvNX8ZYbB0xOnr0aKxdu1a8HjVqlCn8YBi7I8uyeFgFs/iabj+M3l6q7afKXp/thOq1Z4oaJVqjUOSuktjEwkC4Xqsr2i66RIP+VoBoM1C3H0hEgaqdQNkpA2oHY51zO91Yrd1m8ddOfbARttPeBxvsB2MsRu8nqn1F4iRFNOi1PilFLkU3UKpdihwlQZMETqoLGoqH0BJrETPEiQJ3gViPxNJhecNwpOUIjjYfFctKDkmsR8Kp3+1vq11KIurMITNx6ehLu629ZbXj0yz+2qn/NcI+978MY89j1Cz+2qkPNus18OgRw7VsuaoCaYwE7AFcLgUxlwQlIQNRFZKmT2pRo7QwJapyaBOwZDUBWVUwYexo/OSmsXjuoxDufa0a9U3BpH05EI7iWwcPY5rfh9tKy3AKvCJiqiFPwpytceweVoeaIVEMKhgprrOmlk3lmqMWPK/TjdXabTV/GeOwdY1RhmGMhXOkM7blrwuBlurj9UXzTwLcnVL00c8n1RClKNG29xQtSrTtp1XV3pNkwOkBKDqleCww7TrtwWk7GIZhTAPXGLUONIR9YvsTIqKBaI42C1GUao52B0WFUvrd9ulw9chPWnfDoQ3YWrVViKwkppK4ShGpU8qmYPbw2WJdhmHSD/fNfYPH5kw64fMySWhy9N9vQm1LFPHDx6AcTCD0mQtxxYF4a+joCbcGJMBTHkPxiGZ4CuIISHlodGipiT+c8gvs3LYF9/ziF2iJdH/t0xO0uc8X5GNp+SDkFrkR9ABbxkp47nwHylx+5BUMx6xhs7B0ytIBN59hsh3+jTYnto4YZRiGYZh+4crRnknQJDqn5iPhs6XqeKpd+lws0ymitE0fVbSUus5We1ue1ATVWd9jcZRhGIbpFyTmrT+0Htuqtp0g5k0um4w5w+fYVswjMZNEzUJvoYhoILGTHpF4RHwXcSUORVVEOlyK9qTvxEMTlFqhiFOqEaqnw6Xv6fJxl4sHwzAMwzBMSqGMUdOuQ/GWJ1E9tAzugmPIPzmAYKUb4WonolEn4gmHiBKV3Cq8g6IoGtYCp5smWQPNJIrKmih6eMxiXPn5S6CcNxMXv/c+frP933jqwIGuclv1CN2qeKmxCWubArimtAhfGleMMz914uWzVTSiGXkttdh0dBOunXStba8nGYbJblgYZRiGYZjO5BQBDRWAw6XV/Ii1AF6tjpmAIkVJFBWZcmOAqgunkiamtgmq8dboUbrxqgCJMNB8DMgrB3a8CPhKgOlfz0gTGYZhGGuyr2EfVh9Yjc1HNwsBsDOVqMSOuh1YuXslZgyZIWpy2jENGomaiyYsEmne1hxYI27e0ei21Nn1zOu+pMNlGIZhGIYxhGnXQQrWonTHi6iTB6NRqkfemAD8o1vazalun9RRQkxyo1nyo0XSsle1jF2A2V+5VVwDBV5fj0FOJ/6/iZNwtduD+49W4o0mKu+THBFVxZ+q6vD3ukZcO6oEZ+4oxqYpEiLBapE1izJq8MQxhmHsCAujDMOkFKqnW1BQgIsvvhhOp7m7mHg8jldeeUW8zqS/6fbD6O2l2n6q7CVlZ/g5wNEPAW8hEG4U9UPjvnK80nIKkEjg4vgeOKVOoqjkBKgWmR4BqqfTpb9ld2tKXel4lCmJoxQ5OmIm1xy16bmdbqzWbrP4a6c+2AjbGemDDfTD6uljV+1ZJSIkdfQIyZgSE5/TjTKX7BIRkjTS21i5UTw6R0gaRSb2E4mclOaNIhoylQ7XasenWfy1U/9rhH3ufxnGnseoWfy1Ux9smWvg+d+G01eCki1PIuwpRUOwAA3hIHKVZjgRhwQVKiTE4USznIco3FAg49/y6ZBKT8GXFn0HUmt9xNDWreJZCQQwzuvFg6eMxeuRBjyy7yj2NSefXrchnsBDe6tQ/qcG5KmDkTc5H2WhenFdxcKodc7rdGO1dlvNX8ZYeO8zDJNStm3bhtzcXMybNw9mR1EUvP/+++J1Jv1Ntx9Gby/V9lNlLyk7J18KbPmT9trpFXVGlVAj3g+epK3vkDuKorJLE0U7bJA+I3FUpuruANUOITGUIkZJHKV0vZ584KNngQt/2O92MeY9t9ON1dptFn/t1AcbYTsjfbCBflg1DW4yNTXDCCMQDXSoqUliakO4oa2mplFkcj9lMh2u1Y5Ps/hrp/7XCPvc/zKMPY9Rs/hrpz7YUtfAlDFqxEx4P3oWg/evRzzmQVPYj0A0joSiQlFVyJIEhyyh2OuFa/xFeOo9AEdDuEyffA0g0dgontUYpbgCoi4JU3Jy8Nupo7G+qhH/e6Aa1ZETM4v0xrFAFMceqkD1ybk4+6oomspr+932bMIs53WqaQhGsfaTY/igoh4NwRhCsQRyXA4U+lyYOqIIc8YVW6rddt1PTP9gYZRhmJRy7rnnorCwEA5HJ5HIhJCPF1xwQdvrbPHD6O2l2n6q7CVlx1cMjJkN7FmrpdUNHIUjVIsLPDuAaAsclBZX6RQp2h5FaSeatn7m8QPeAiAR01Lxhuo1YXT/emDmLdp2GFud2+nGau02i7926oONsJ2RPthAP3qCJnbp2+hpmUykwaVIUV0UrQ5WC+GTIJEz15UrRFWH5EBCTQiRtSXWIkTTqmAVwvEwBvkGifWpJieln7X7eZ1urNZus/hrp/7XCPvZ1P8yzECw2jFqFn8H4kd/rpn4GridHcoYRZOjZ94C5641KK7YjGKaPB0NAm6flrlqxAwxYTvhzscFvrdO8EMJh8SzSvceSCiFdl0pS8CF5QWYXeLH85X1WHGoFsFEshVIgaZdLVj38934dEMLvjX2exg1alS/v4NswCzndarYcyyAFz48go17axBPqMhTAjgnuhmnxHfArzbDo0YQ2enB+2v9GFZ0JopHnmqJdtttPzEDQ1Jp+jHDMEw/qK6uRllZWYf3qqqqUFradW0nhrEUVTuBv9+kvdajPEkMpZ9NqiGqRLXaoQ53x/S5YpnWaFESTR2tc5AKR2rRp3QjvG6/9rn+3jk3AZOvyVxbGYZhmLSkwX1659NC1AzGgyL9bSwRE0nTCEqB63P6ROSjx+lpW/eCky4QKWJJBG0vipLIWeAugKPz5By6OaYk0BhtFFGiBEWikjhKLDtvGdfYZBjGMtD4cvny5T0us2TJkhPGpdkGj80ZJrs4/K1vI1ZZidiRI1BCITTkxNDiURBtvbJ0qoBDktAQjeMvB2vw4pF6mt7dLzweD7797W/jjjvuEIEQjL3HLCvePYQV71aIv4fHK3BuaD3OjG2DQ42LY4vuftG4hI4v/VZYQnIiPvJ8nHrxNyCVTcxsI0wI/0abEy0xOcMwDMMwHaFZnNOu015TClyatSlEzziQiB6vIaqLoRQJKt6PnyiK0s1oEkAJ2alFjxJUv5So2Jz25jEMwzDpu8Fw73v34uFtD6MiUIHqkCZuBmOaOEqRo/SgSM/acC0ONh1ERVOFSJdLUPRoTagGgUigTRQtzy1Hsbe4S1GUoPfpc1qOoHS9ur01B9akre0MwzAMwzBM6nEUaCUXJJdLPLtjmuwptd6mUFoFq0K3E/81fjD+cNYYfK4kr1/bikQi+NWvfoVx48bhd7/7HaJRmiTO2HHM8vCGfZooqqq4IPAS/l/jfZgceR+SEodLjWKQWo/BajWGKMcwKHEMBYlaOJWIEE09n76O6v/9OtT3/3T8fhnDmBgWRhmGSSnhcFg8rBCMTj6awd90+2H09lJtP1X2+mWHhNGJX9TWzy1H2JGPMLxt0T1QKaVutF29Ub2mqOu4KEqCqq+ko11Xa1ohElKJ1ogexl7ndrqxWrvN4q+d+mAjbGe0DzbAj3RDvt6x8Q48u/tZIUxShCiJoJTyVv8tkSBBhizETFmSxWeUCvdoy1GRCpdekyBKgqoeKUrpc/sCLUfLE1STlNh0dFPbayPaa8X9lG3tNou/dup/jbDP/S/D2PMYNYu/duqDs/EaOGfKFPEs+7VJ154IICkq9ClzJJO239pwnwc/O204fn3mSJzsb520nSS1tbUicvTUU0/Fs88+a4nzLdvO64FAkaIvf/QZVFXBpQ1/wyWRV4S+6UcQw6UqDJeqUSAF4ZOi8Egx5CCCPLUFhUo98hN18CktaAzFUPfmY8BbD5hSHLXDfmJSBwujDMOklIceegj33nsvYq0F4M0M+Ui+ZtrfdPth9PZSbT9V9vplh/KCzPqeEEhjqox7E1/HvViCmOTWEohQSl36KaVnESHqAZzu43VFKVKUok07I8vHhVWCaokwtju3043V2m0Wf+3UBxthO6N9sAF+pD1S9N178drB18TfIjpUpKDqOAinvxUoIv0t4ZScol4oCah14bq2dLtUM5SeKX1uMtDylO6K1o/EI8IupeY1Aivup2xst1n8tVP/a4R97n8Zxp7HqFn8tVMfnI3XwP4L50ByOiF7vZA8HiGI5oS1G/161Kh2ZdmR0wt9eGjKKPxw4lAMdrdO5k6SvXv3YuHChTjvvPOweTNnvzLTeT2QmqJ6+tzPNb6E8xO0X1WUSw0ol+rhAY1HJLRIPtTKxaiRB6HOUYIGqQC/k2/EI9J1yFObUKzUoa4livD2fwBbnoTZsPp+YlILC6MMwzAM05s4Ov3rwGUPtX9TK6xAaXFJCKU6oxQhKgosSIAnX6sf2jlSVEdpFUSFsEp5b3zGt4NhGIZJK1RT9JWDr4jXUSUqIkF1SPykmqL0cMqaEEooqiLEU7GM7BR/03okqhIUUdpd+tzuoOX1CFNKqUtsrdqaolYyDMMwDMMw6cZRWAjfuTPbpdWV4A8C7ijaokYpP0lX4qgsSbi4IB//GDcG3ykvRZ6jf/LA22+/jZkzZ2Lx4sXYv3//AFrDZJoXPjwinouC+/HF+FrxulxuhB8t4nWTlI8j8hDUySUISrkISzniuVEubrNBAZi5aosQRxuCUU0YrdqZoRYxTO9IKscNMwyTwuLRR48eFcWjZVkW0Qlmhro/pVWgyqS/6fbD6O2l2n6q7A3Ujlj/hW8DR7ZCbjgIKdasRYmSMEoCJ4mk7lzAWwC03uDulsBRINKkpdmliNIhZwKX/a5f7WLMe26nG6u12yz+2qkPNsK2qfpgExwvfWVfwz7c/ubtoqaoSJ/bKnaSsEliKKXP7QxFg5IIqkeOkljaOeUurTu6YHTS4qhIxRusRo4zB0PyhmBY3jA8OPvBlLTVyvspW9ttFn/t1P8aYZ/7X42qqiosX768x2WWLFlywrg02+hqbE7fHY3N7U6mj1Gr+munPjhbr4Eje/fiyO0/EK/jRw4iHmgGFesJ5qgIeCXEWy8XHZCEWCqmcSuqiCz1hbRcu2EvUOFJ4P8O1uCFzxqgJvonE7hcLixduhQ/+tGPUFx8XCzLFsxyXvcHEjG//uR7iCdUfLH2jzhX3SpS5paiXnxeI5cgJHU9mZ9UJYokjasqcpQWDJbqRBQeRZOWDSqF8+SLgQt/iGzfT9n8G21mOGKUYZiU4nA4xMMKFwHkoxn8TbcfRm8v1fZTZW+gdsT6I86Bgy6e8odoUaJ0Y7pwFFA0GigYDuQU9y6KKnEgEtBek4hKjJjRnyYxJj+3043V2m0Wf+3UBxth21R9sAmOl76y+sBqIUaSyKlHigphU+paFNU/1yNJifaiaHvIbrK0j0glQnG6G5Z6rLafsrXdZvHXTv2vEfa5/2UYex6jZvHXTn1wtl4De8aNQ+FVV4nXzsHD4PTKoOS4vpCE8gYVxQEgJwI4oyocERW+gIriesBHlXxUIOgFavOoJr0D4xcOwTk/H4uTpub1q52UlvTXv/41xo4diwcffBCRSATZhFnO6/6w9pNjQhR1RRtwtvpv8V6B1NwWKdqdKEpQU2VJhVsGgshBg6odP3lKE5rCcWD/eiCkCaxmwMr7iUk9LIwyDMMwTF85+VLA4QKcXu1Bo4lkL/JCDdp6ug2yR3YZhmEYW9AYacTmo5sRjAc71BSlaNG+DMC7S5ertv4ju8mii7Nkm6DIUYZhGIZhGMbaFF61CP5580QGK2dxITx5skhsRZefORFNHC1pAopaRVJ6P+oE6vxAfasGum2CjE9OlzBikAPn3jwMt982FjNG+/vlT0NDA773ve9h4sSJeOaZZ0SEHmNuPqjQ7mlNDr4NJxLwSVG4Va2maEDqu1DukCU0IA80DZPWj4VbgEQM2LXGQO8Zpv+wMMowTEpZv349Xn31VSQSXVUyMBfkI/maaX/T7YfR20u1/VTZG6gdsf7G9/EqzkdClYCcIu2DUN3xCNDeoOVoeUJff8yc468ZW53b6cZq7TaLv3bqg42wbao+2ATHS19Yf2g94kpcpNDVbwZRNKguSiYT4dkZste+Vmlf0SNEqW4pke/OhxFYaT9lc7vN4q+d+l8j7HP/yzD2PEbN4q+d+uBsvgamSXclN92oRY7mFMHhluHPd0LJlxD2ADGXioSTnoEQRYgWAjWFEiIeCTIkbD3TgQ/Ppgg/rezDwoiEu8cOxdvfn4yVT/wGY8aM6Ve7Dxw4IGqPUg3SjRs3wu6Y5bzuDw3BmHg+LaHVA/VL2iTMoJQDpZeMaHRvbKsySTwUSFDgQAu0CZieeOt9sorNMAtW3k9M6mFhlGGYlPL+++9j06ZNlviBIR/J10z7m24/jN5equ2nyt5A7bStX0k3pSXAk6/VCKUpl1QztKVGS5PbFfQ+fU7L0fK0Hq1PnHZlv9vEmPvcTjdWa7dZ/LVTH2yEbdP1wRY4vrdVbRPPMUW7yaCnzu0uhW5X0LJdiaMkiup1cfoKpfNtibV0EESnlE1JyoYd91M2t9ss/tqp/zXCPve/DGPPY9Qs/tqpD872a2ASR4sWX4WhD/wGeeeeJar7FDqdKPABiTwVDQUqmvJVBHNFwVE4ZODT0cBLlwD/Pi0Op5LArHAUy1qARa4ycR0qTf86Fn7z2/jkk09Eityiov5N5n7nnXcwa9YsXHnlldizZw/silnO6/4Qimn++qGlz3Wp2n2tsERZ0npGhYwdGCceuswUhLae3GoHYcqaZg6svJ+Y1KNNGWYYhkkR06dPR2FhocjXbnbIR5q9pr/OFj+M3l6q7afK3kDtdFi/cDiw9c9AXvnxC71QrRYN6vEDrlyq5A7QzWu6GS0iSltTyJAoqq837Tqg7JR+t4kx97mdbqzWbrP4a6c+2AjbpuyDTX58N0WbxLOeQpduVlGkZ1f1QnuC1pNU6YT1KD1vMjRGG8X2PQ4PPE6PiBqdPXw2jMBK+ymb220Wf+3U/xphn/tfhrHnMWoWf+3UB/M18PGao6V3/wHFLy9DYM0/EDriRF4oimgkhhq3iqocGYeGArvGqpA9wCBFwbzmGGbHJBR4i4Cc1snbE7+o3asgmx4P/vu//xtf+9rXsGzZMvzud79DNBpNuh3PPfccXnjhBSxZsgQ/+clPMGjQINgJs5zX/SHHpfmbA22/yiIZLqD0IZ6OYkQnYm/rXx3X0+0gmnwZEKOw8n5iUo+kcrJvhmH6SXV1NcrKyjq8V1VVhdLS0oz5xDBpgX4633oA2PGi9nekSas1Gg93vw7VE6WUuZ52g41Z39Oq1TMMwzC2Ycm6JagL12FP/R6RUpdS6CqqIp5dsqvPdmgdijptL4zqKXlP8p+EXJqE0wsUKXqs5Zh4XeYrQ547D7OGzcLSKUv72TqGYZj0QuPL5cuX97gM3WjvPC7NNnhszjBMh/sVW57UHjp0ryLcCCSigKoAVOLB4Qa8Bdq9Ch0SROnRzX0KSpF755134qmnnuq3e/n5+fjhD3+Ib33rW/B6e49KZIzljuf+jY8qm/Cdup+jTKnCMKlaiKS1cjGCUu/jDZ24oiKhqMiXgihDPeIOL/LKRgNFI4Gr/hfZDP9GmxOOGGUYhmGYZKFBAomavhJtsEFiJz1SNNhgGIZh+kZjpFHU9KT0tRSpSbU0c5w5ImXs5LLJmDN8Dgo8BX2yFY/HUVfXWge6G4qLi+F09jyEou0TFJlJwihFfpK2SUInzUkVf/cBLcb0uCgq0z+JqkFJQuws9BaiwF0Ah9xFyl0lISJFG1pTV9H3QaIocenoS/u0fYZhGIZhGMaC0LXm9K8DI2YCHz0L7F+vvZ/XjQjpcAFj5mhlfnrJaDV69GisWLFCRJHeeuut/aof2tTUhNtvvx3/8z//I6JQr776asiUcYvJCFNHFAlhNOTMB6JViKpO5EhReNVwUsIoiaJELiLi2eH0aB+IElQMYz5YGGUYJqVQjnZ60EVNX2/8ZQq6OanX6cqkv+n2w+jtpdp+quwN1E6X6xs02GDscW6nG6u12yz+2qkPNsK2Wfvg/Y37sfrAamw+ulmIj52pRCV21O3Ayt0rMWPIDCwYvQBjC8f2uA0SRVMRlUQiJG3f5/QhTBNmVLRFjVKNUKfUtyFY+8Q+otaTJMHlcCHXmYvmWLMQPUkYpshREmOpJinZJ3GYIkX19cmfQT4tXdnCCQt7/R7scF6nG6u12yz+2qn/NcK+Wftfsx/fTPZhtWPULP4OxI/6+nr84x//6HGZyy+/vENdSr4GzkAfTPcdLvwhMPMWYNcaoGKzVgaIUpu6fZpgNWIGcPKlWnarJDjnnHPw5ptviuPg+9//fr/qh1ZUVOCrX/2qqGF6//33Y/ZsY0o9ZNN53R/mTSrH396twB73JIyK7UWTmot8BOFTQ2hQE1CoaG030HBDhYS4KBsCOKUEfAiJz9x5rccUHWMmwcr7iUk9LIwyDJNSHnzwQeTm5uKOO+6A2+2GmYnFYrj77rvF60z6m24/jN5equ2nyt5A7XS7voGDDcba53a6sVq7zeKvnfpgI2ybsQ8+ZdEpeG7/c22fReIRES0q0s62RmRSyloSBGm0s7Fyo3iQKLhw/ELDB8AUqUqibKGnEA2RBk0MlZ1twijVDSURsyfo1oJeS5REUVrf6/SKOqGUEtcX9QlRNJKIoDnaLB6doWUpWlaPFJ07Yq5ofzac1+nGau02i7926n+NsG/G/tcKxzeTfVjtGDWLvwPxg9Y9ePBgr8ukant98ScbroH77Qfdh5h8jfZIIXRN/aUvfQmf//zn8eijj+JnP/sZampqkrazZcsWzJkzB5dddhnuvfdenHKK9SaSm+W87g+FPjfOGzcI7+yYgXmhNYgkgIjqgleKwa82o1HqPvtOAg48o35evL4cL6JMaqK6jVCdHjjcOVqAAN0LMwlW3k9M6mFhlGEYhmFSgUGDDYZhGKYjf9/zd8ABIQbq4mBnwggjEA10EAdX7V4loiyvP/16Q8VRSt9Lkao00qJIThG9CbUtopMiXFVJ+7srP0jcjanHbybSciSMDs0digtHXIg3Dr8h2kMPXRQmm3odU1qWRGGPnr6qNVI0HaIwwzAMwzAMk124XC4sXboU1157Le655x4RARqJnHh93hsvvPAC/vnPf+LGG2/EXXfd1efa0Q3BKNZ+cgwfVNSjIRhDKJZAjsuBQp9LpImdP2kwCnwuw21YmcvOHIoNu6qx3TMFZ4bfQ6OSB49aBz+aEFVdCEm+LtejSFGdPCmEAjUgXjt8xdqblDWNAwQYkyKp7XM0MQzDDLB4NKXCoOLRHo/H9DffqPvTL9Yy6W+6/TB6e6m2nyp7A7VjluOF6Z1s3VdWa7dZ/LVTH2yEbTP1wU9//DT+sfcfUBwKqkPVQvgkyFay6WQXTVh0wjaqqqpSkkqXeGjrQyJKlcTbI81HhE8UxapHjeqQkKnXDSXxlD4XtUhba4tSe2g9EkFvmXyL8Htfwz6sObAGm45u6jKNsA4JpDOHzBQ1RY1Mn2vG8zrdWK3dZvHXTv2vEfbN1P9m8nhJZd+cbWNz+u5obG53Mn2MWtXfgfjRn/OSr4Gt2Qf3B4om/tGPfoS//vWv/bbh9/vxgx/8QNQy9fm6FuX2HAvghQ+PYNvuA5gW2oRT4jtEhKNHjSAieRCQ8rDTORHv58zElAmjhfg3vtyfchtW3U+d+ds7Fdj49kZ8p/kBxBUVxUod8kETPCU0SX40SXlQJYcYpdAQi2qK0usEZBRJLShDHajViqcAvuKhmtErHjVVKalM7ads/o02MyyMMgzTb7hjZxiGYRgmHZAYeOfGO8Xr6uBxUbTQW4gCdwEc8ompaRNKAo3RRhEl2lkcXXbeshPEwlTefO/gb0s16iP1QhAlP0kE1QXQzuiCaHtRlLhywpW4/azbOwzeKVp2w6EN2Fq1VUSNkhhM4jC1c0rZFMwePltEyzIMw1gZFkb7Bo/NmXTC5yXT1xS5t956KzZs2NBvG8OGDcMvf/lLEY1KNSEJkjJWvHtIiHjnR9/A5Ng2yEocCUrh2lrrkq6Y6brZIUlQZCe2uSbjTfcFOO/c83D12cOFnYHasKL42RPU7oc37IP6/p9wcfhlKKqKIqUOfrVF+xwSmpGDILxQIEOGAp8Uhh8h8V0RcXc+ckuGaX9Puw6Y/vVMNsk08G+0OeFUugzDMAzDMAzDmJrVB1aLZ4rA1EXR8txyESnaHSRCFnuLRTrdYy3HhHhIdTop+pIiLpdOWWqYvyS6UmQqpe8tzdUGvEIcVRJtoif5p9140W/AaKIoCad6+lziopEXnSCKEiR6Xj7ucvFgGIZhGIZhGDMxbdo0vP766yI97m233YadO3cmbaOyshLXXXcdfvOb3+D+++/HhRdeiIfX74W65Ul8J/yyEDIpctGhRlGMFrgQh0xZWCAhpjrRhFwkFDcmK+9hWvR9vPLmx/if5q9pxj/4c79tPNxyHW6ZM85W4ii15ZbZY7Ei50ZseqMJM6Nvo9FRgpjiRZ4agBtR+BEUD23Ecpyo5IKUU4y8gmLt/Ylf1IRRhjExLIwyDJNS/vWvf6GwsBCzZs2Cw3Fi9IaZSCQSeOutt8TrTPqbbj+M3l6q7afK3kDtmOV4YXonW/eV1dptFn/t1AcbYdsMfTBFRm6u3IzSI6XwRDyoLqxGQU5Bj6Joe2g5iiylyFGyRcIopaG9dtK1hkZUUk1P2ua6inVCHM1x5aAuXCciO0U63U55e+j2AqXV1UVT8vvikRfj9rNPFEXNilnO63RjtXabxV879b9G2DdD/5tKPxjGKKx2jJrFXzv1wXa9Bk6lH5mCrmG/8IUv4JJLLsETTzyBn/70pyJSLlm2bduGuXPnYvK5c7DonMFYVLRLpHv1KS0oQDM8iNLGOoh1KqLIV1sQUd1oTOQhKOeKSMjX364Tn1+Id/ttY9N7TVjhuxXXzBhpi/3Ufn9Rm/aM+iU+ffVhjK5YKdocRK4QRvOUZjgRby0CIiECN953nAW324M5+QfF+0IQpYcJxy922U9MamBhlGGYlPL2228jNzcX5557rul/YOgH8Y033hCvM+lvuv0wenuptp8qewO1Y5bjhemdbN1XVmu3Wfy1Ux/c3vYGxwY0JTqmV51cNhlzhs9JSgw0Qx+8/tB6sX7p0VLQvz2Fe0T63GSg5UkUjSQiiMQjYhREaWiNjLakGwvXn369EGUpcpQEWXrQ9hsiDWLfxJSYtiwkkTbX5XDB5/TB7/Zj8SmLhbhqFVHUTOd1urFau83ir536XyPsm6H/TaUfDGMUVjtGzeKvnfpgI2xzH5xanE4nbr75ZvzHf/wHfvWrX+GBBx5AKBRK2s62t9fj35uAbVNK8KMLvCjzR1oFOBlBKQdh6XiaV68ahg8heBBDmVqHJiWCWrUIX1BfFbYapXyUqPWijmYyNupQJKIpX3nrMewZ/QNRc9Qu+0ln/OB8jP/PHyBQ8QUceusvyKt8C2pCRpPqgUzphWUJPrcTeR433queCISA86eMh+PMhaaqKdoZu+0nZmCwMMowTEqZPHkyCgoK2nL/mxnycfr06W2vs8UPo7eXavupsjdQO2Y5XpjeydZ9ZbV2m8Vfu/TBVNPyn3v/iYayBlG78lj9Majy8ZDESlRiR90OrNy9EjOGzMCC0QtOqLFppL8DsbOtapso8lNZVIlYIiYiL7uqKdoTegQmpeKllLqlzlJRm9PoNLQkai6asAhTy6aK9L0UqUojsHJneZfLU/rcmUNm4tLRl/Zp/5gNs5zX6cZq7TaLv3bpf42yb4b+N5V+MIxRWO0YNYu/A/EjJyenbd2elknV9nrDCNvcBxuD3+/Hz3/+c9x000348Y9/jD//+c+ipEQyKCqw8oNaPP+RhDPmF2HKhaXwu9w4OSrj7KCMPFWbVBiUctGgJuBXm+FHk4j8lNUEchEWn3vUqPZaktAYzUfTkRwoNSoQIQVNBRxOBDx5kAf5kT8shAKXZgMK0CAVi8jRf206D+O/dKnt9pOOf8RpmPQf9wKhemDXGqBiMxBuAKJBwO1D3F2I6bkFQNEIyHMuIwUcZsau+4npH5KabO/DMAzTChePZhiGYZjMQpfyq/asEhGJOhSRSOIfRSPS5yTOUTQiRY16nJ625agGphUiEr+74buobK7EkeYjCMfDKPWViojKZKHapNXBahFBOyRvCIblDcODsx/scA2zfPnyHm0sWbLkhGufZKCoVYpUJVGW9lH7iN4pZVMwe/hsQ9P7MgzDWI109M12gMfmDMNYkQ8//BC33nor1q1b128bngInJl5WjhHnFsEpSzgjLGFWiwPD48fHODlqECVKLZxqTESDElRHNNjkQU1FIaLHZCF4dosMuMsVDBrRAHd+HNVSMSKOPGz1nIWLlz6EAp+r3/4z9od/o82JuWX8NEF5yt9//31s2bIF+/fvR11dnXguKSnBq6++ilGjRvW4/tatW3HjjTdi3rx54rm35RmGYRiGYRhmoJDo+cT2J0QNS4KiIfV0sZ0JIyyEQY/DI4Q3SulKYirVwKR0r7o4SutT6lqK0uws3PUnFW8qIB/09hJUg7M/6OtRRG17u+mEvjuKUjU6UpVhGIZhGIZhzM6ZZ54p7r2/8sorQiD9+OOPk7YRaYxj218qsff1Gpx+5RAkTvVjqzeOec0y5rXIomRFSPKhCWEMQj0kKKBhRdN+L2r35SMmSWiRVcSgwh0B5ARFkolaF6CgQpdLAlmJHpVx7Gg+Cse0wD+mGWE5D2dEt2LDh7tx+cxTDfl+GIYxjqwVRj/99FM8+uijeOyxx9DQ0HDC53Tjhd7v6rPOFBYWisc999yDe++9F4sWLRLPI0dqBZgZhmEYhmEYJtVQpKguilIkJAmfBImclDaWBE0SAxNqQoiALbEWIZpWBatE5OUg3yCxPtXApFSvqw+sxuajmxFX4idsq7+peFMBtUNvF0Ht6Q/6erIkd7DLMAzDMAzDMExmoGv8Sy65BHPnzsWTTz4pUux+9tlnSdtproxg0+8+RfGkPJxx5WCsPSkHTQ7gyiZNHFVI6RTpMxXU78hDTWUO6p0SEjEVviDgOXEIJIhHVagOFQ63BMnlQGBfDnyRCByTQpCkHEQ/fglgYZRhLEdWCqOUZoUEUaJzJuH+pBIbPXo01q5di8bGRixbtgz33XcfVq5cKbbxzW9+M2V+M4wVoALqubm5uP322+F2u2FmotGomMRAZNLfdPth9PZSbT9V9gZqxyzHC9M72bqvrNZus/hr1T6Yaorq6XN1UdShOHDxgYvFwH/n5J1iAK9DqWcTSgKN0UYRJUrRoERJTgke//fj8Dl9bWl226filRIS5uydI97fftp2wANsrNwoHsmk4h1Iuyla9UjiCC7cdaH4e+PJG/uVSlePEKU6nrpdxp7ndbqxWrvN4q9V+9902edrYIax5zFqFn/t1AcbYZv74PTjdDpx/fXX4ytf+Yq4t3j3vXcjEjoxE05v1H3SjA079mL4zCKELitHfq4H8+pkKBUKPqspQKTeiWCzE1FZQm5CgqwAigQoMhB2AxGX9resAt4Y4I0CUgJQQipCCUD2yAgedsPliSBycg6GNH2YVfupPVZrt9X8ZYzFmW0pcy+66CIRBaoLou1v5NB7Aym5WlBQIE6uO++8E9///vdxww03iPS8Dz/8cEr8ZxgroCiKeFgFs/iabj+M3l6q7afK3kDtmOV4YXonW/eV1dptFn+t2AdTdKeePlePFC3LLYPcWjOnKxyyA8XeYpFO91jLsba0u/SIuWPwKb4TUvGS2KrbPNJyBM6os8dUvEa0m1L47qze2eZHMBYUIi+1p6/Q8hQx214QpZqejH3P63RjtXabxV8r9r/ptM/XwAxjz2PULP7aqQ82wjb3wZkhLy8PX/32V7Fl9BZ89H8f4cDaA0Cyt+tV4NDb9TjyXgPkiSWY4iuGDBeQAMJBBz3BHQOk1q9WdQAhF9CcA8TaqSUtXsCRAPxhIC8EyFGgBTLyPQlE9jmgDlbg8TRl5X7SsVq7reYvYxySOhAl0EK89tprmD9/vhA+9Rs3nZs+depUFBcXi7S49Pz4448LYXPy5Mn92iZFjN58883iweIoky3Fo/ft24dBgwbB7/f3KwI7nVAfEAhoN5Mz6W+6/TB6e6m2nyp7A7VjluOF6Z1s3VdWa7dZ/LViH0zi5S2v3SJS3h4OHEY0ERXpcIs9xXC2juTjrrioi9MddeE61ARroEKFS3YhrsZF2l2KNu2QihcOyDFZpN6tV+vF8rq4SKl4CYocXTRhkWHtFu1ddwsQAT5r/gxNUhMKcwqFyNtXqL0k4pIoPMw/TESNPnzRwx3qpVZVVWH58uW9Zp7pfO3DmO+8TjdWa7dZ/LVi/5tO+3wNrMF9c//H5vTdlZaWwu5k+hi1qr926oONsM19cGZ5aOtDIkMNTQI9uOsgDq04iKbtzf22V+J04L/KSvClgkI4VBrxkCiifZdxWYsW1WnJ0QRS+jjR7uvOjQBF2q6A4lPgd6iID/MgfvZgnHrbq1m5n6x2fGbK32z+jTYzWRExunXrVsybN0+8pgNeF0QpdznVA6VnSofbGT3dbn+58cYbhcB61VVXYdq0aZxWl8kK6IclP98aqemoPzCDr+n2w+jtpdp+quwN1I5Zjhemd7J1X1mt3Wbx14p98PpD64UoSilvSRQlmwXuAiGExt3dFMfphNfhbau5SSlzFVWBJEsitS7Z6hCN6Qa88MKv+E9IxUviKEWOUo3SnmqODqTdJF7OGDpD3Bzx5nnRFGxqEzlJwO0NihSl5XVbxMwhMzuIooy9zut0Y7V2m8VfK/a/6bTP18AMY89j1Cz+2qkPNsI298GZgyZFbj66WbxuiDQgZ3gOpvz3WET/3YhPnj2KxsPJp9etjSdw15Eq/G9NA24tLcX5uXli7EQKgUOhtLkqFFkSYihFhlJFkoAPoBERjZhIIG3xAM444A8BSlRCxKdC/kyBqniycj8RVmu31fxljKX7XFs2gsRPHRJFKc1tfX09Xn31VZHutitRNFUsXLgQt912mxBJDx48aNh2GIZhGIZhmOxgW9U28ayLkyQOJpNWlmiONYsIUUIXSN0Ot4jC7M6Wnoq3PLe8bfs0i5tYc2ANjGTB6AXimVL46qlwKR0wRYJSmtyuoPfpc1qOoPVofeLS0Zca6i/DMAzDMAzDMKmZBOqX3Sib5MeFPxyN6V8bDG9h/2K99kejuKWyEt84fAifhMNazl2okFRKmatCVrS/c8IqckPaOpRTx9madDLQGklKAmmLSqGmgLfK3FGSDMNkacTofffdh/3797elyqWUulQLNJ1Q3dFVq1bhpptuwssvv5zWbTNMunnnnXdQVFSEGTNmwOFI7iZtukkkEti8WZuFlkl/0+2H0dtLtf1U2RuoHbMcL0zvZOu+slq7zeKvFftgXRClSE+CUt4KFKCkqkS8rC2r7XYKpF5vs30mFRJJZamLFbqwSUIspe6lKEya0U1i46ajm3DtpGu7jcIcaLtH+UdhdmI2tldvB8qOfw+6D22pfyWHEHpD8ZBoo96+zql/e4puZax/Xqcbq7XbLP5asf9Np32+BmYYex6jZvHXTn2wEba5DzbXJFCv04FYLAxVdmLUuQU4abofO9c1Ys/LNUhEkq8Z+W4wiEUHP8UX8/PxrdJBKHe7IFPkaKspSq2bG1IRdQNxJw2BJDhUFQkZCLkBXwRQoxIUjwpvMC8r9xNhtXZbzV/GWGwvjN59993ipg9Fbj799NMZ84PE0cWLF6OpqYlDthlb8+abbyI3NxdnnXWWJX4Q161bJ15n0t90+2H09lJtP1X2BmrHLMcL0zvZuq+s1m6z+GvFPphEP6K9qInWOjnllVo0Z11pXVs90M4EooG2dXXIRuf3erJJ6XZJkIwkImI2N40qNhzagMvHXW5Iu2n9qm1VKEe58INETq/T2+YDRa7q0avtoXS7JNbqkaJzR8zFwvELk9o2Y73zOt1Yrd1m8deK/W867fM1MMPY8xg1i7926oONsM19cOboahKo7PRBDlSDAjpViuB0y5i4oARfKi7CRy8fw+qjDTSfM2lebGrCq4EAvlpchG+UFKOAJosqWlQoPXLCQCCPtqjNOaVthIUwKonlQg4JBc6irNxPhNXabTV/GWOxtTBK0aENDQ0YO3ZsRkVRgoRZutn0+OOP43vf+15GfWEYIzn11FNFVLYsmz9TN/l45plntr3OFj+M3l6q7afK3kDtmOV4YXonW/eV1dptFn+t2AfrEaI0+a99KlwasTeUaLU0xei9G4LxYIf1JPonaY8T6MYmpdWl2dskRtLNi1JnKbZWbe1WGE1lH3zKhFPw3L7nhNhJDxJmyQdKuUW1Uiny1Sk7RZSox+lps0GRoiSKdtlOxlbndbqxWrvN4q8V+9902udrYIax5zFqFn/t1AcbYZv74MzR5SRQ2QHJmw8EG6FAhgMJDK5VcOE+CReOH4JrCovwyKEqvNnckvT2IqqKP9TW4bmGRiwZVIJFBYVwKhISDsAbBZpJKJVVyKqkiaOttUllFQg6XVCi8azcT4TV2m01fxljkdSupobbhJtvvlkIkVu2bMHkyZOTXp9OkA8++KBf63bF/PnzxY2YV155JSX2GCbTVFdXo6ysNZ9dK1VVVSgtLc2YTwzDMIz5oKg+qhVDaZFIwKLBLol7JFxNLpuMOcPndJuClTmRu96+CzvqdqA6WC2iP0kcLPN1/D3uiUOBQ4glYiLSkiJAZciivihFYA7NG9pnO7Rt8oH25ZC8IRiWNwwPzn4Q6WBfwz5R15RS+JIg2h0kkM4cMlPUFO0tfS5dwyxfvrzHZZYsWXLCtQ/DMAxjHNw39w0emzMMYxe+u+G7qGyuxJHmIwjHwyj1lcLv9gOxMOJ1nyKRUOFAHHP/pWD8p4AnIiG/WUuD+06wBQ8eq8KOcKTf2x/lcuG7paU4vyAPkCW0+IBgjjZHlKaVOqMSigNA3AUEB+VhzKTP4aTf/ial3wFjL/g32pzYOmKUaotSXdFUCZsDZcyYMUKkZRiGYRiGyQZIvFp9YDU2H93cpXhViUoh8K3cvRIzhszAgtELuPZjHyAxmb43EpZJnKRamlQ3lKI4+wLNi9T/Efp6PqcvKT/0FL4Updl+dnc6oONk6ZSloq4ppfClaNXOovuUsimYPXw2i+4MwzAMwzAMYxHoOp7GiS7ZhTDC4vpeCKMuL5x5pUCgGu4WB8ZU0FhGhS+sjWkSDgln5eViRc4orGlowm9rqvFZvPsJlN3xaSyGbx05gmkNOfjO4FKc7MpBSEvYI1LoUBSp2J5TFql1HVwyj2Esie2F0UWLFsEsFBYWCp8YhmEYhmHsDAlvq/aswqrdq9re09OdUq0Y+pyyaNBglwa+dEW6sXKjeHC6096hCFsSk+l7oxqaFPnZGG1Esbe4T+vTd9uWfrfde+KGQxLoNih1bfsUv+mERE9K39tdCl+GYRiGYRgmtTQ2NuLVV1/tNWselVlimJROAs0tgVOJ49SPayArEpwxwBmneqAqFEmFQwVo6uYXC/JxYYEf/1dfjz/W1KJZSb4C6ZZgCF/dX4GLC/24dkIpyr0uSAqQ0yqMhn0uMQ7KmTo19V8CwzCGY3thlOqLmgWqd0oPhrEzv/3tb5GXl4fvfve7cLvdMDPRaBQPPqil/Mukv+n2w+jtpdp+quwN1I5Zjhemd7J1X5ml3SR6PrH9CayrWCf+phqUlEqXxLv2OBQHLjh4gXj95pg34c/xi5SwJKY2hBtw/enXp0UctWIfTGIgRdiSkEyvq4JV4jvLkXIweYeWKWX36buh0p2BbvYR3VzQ64tSxCfVC+0q4lRKSJiwfUKXNvUIUUpXSwiR26B2m+X4ZnomW/eT1dptFn+t2P+m0z5fAzOMPY9Rs/g7ED8ikQg++eSTHpe54IILUra93jDCNvfBJp4E6i/HqKoAJISQ0zrEjLgluGMd7XgcEr5eWoIvFeXj0epaPFvXgOTjR4FXGgJ4/b1mXDGsENcNGgRJdSDukhB3yXC7XPBfOCcr9xNhtXZbzV/GWGwtjBLFxX2bOZ8O3n//fZFOl2HsDP3I0EWyVTCLr+n2w+jtpdp+quwN1I5Zjhemd7J1X5mh3RQpqouieg1MgkROEt8oqpBSsKoJFS7FJT6LJqJC3KMaMoN8g8T6hd5CLJqQnswfVuyDKe0wCaMkJtP3RtG4VS1VcCS6T6dLYijdVKDlCdoPJIrSI8+V1+16XdkkWzR7u70gSqlre4L74OwgW/eT1dptFn+t2P+m0z5fAzOMPY9Rs/hrpz7YCNvcB2eG7iaBkkhK40kiJ+qC5EzAoVL4poqoC3B1Uj0lms8pAcVOJ+4cUo5riovxu2NVeC3QnLRPMVXFM4fr8crRRtxYOgiXjNJqQ0pnnQlHQQESFrsXmkqs1m6r+csYh6TSlHGbMm7cOJFK9+677+7X+rIs44MPPkhZjVKyN2/ePLzyyispsccwZiwevXPnTgwaNEhMSjB7GkTq/urq6sTrTPqbbj+M3l6q7afK3kDtmOV4YXonW/eVGdpNNUXv3HjnCaIoiZwF7oKOEYkq4I64hcBWLVWjIdLQJrKROEosO2+Z4TVHrdwH00xqPV1xTbAGTZEm5MZyxQ0AySchx6WJ0JTylqI7ScgU9UUpYlRNiEhPSm1MKaBKckq6TsXbup+IqCcqbBN14bq2GxTD/MOErYcverjbep5W6IOrqqqwfPnyHpdZsmTJCdc+jLn6oUxgtXabxV8r97/psM/XwBrcN/d/bE7fXWmpdvPezmT6GLWqvwPxoz/npZHtNsI298GZpf24Uoxzok0dxpX/+ccK5DbHUVgXhTOmoLFAhq9FgTOmwqEAsgIoEqC0Dj9dqoqYJAmxdFsgiPuqq/BRWJss2h+G5rhx/bhhWLriWZSeOiVr95PV2p0pf7P5N9rM2DpilKIz161b129hNJXcd9994nkq5x1nbA79sJSUlMAK0A+gGXxNtx9Gby/V9lNlb6B2zHK8ML2TrfvKDO1efWB1W/pcXRQtzy1vm9nbAQmIerUCLcUohsfpwbGWY2LQ63V6RSTkmgNrsHTKUkN9tnIfTLVYSZykCFsSk+l7a0tbHAOaYyfOhiYhk8TLYDwo9hNFitLynWdhd7WfdEhgpeUJXQidOWRmt6JoKtpthuOb6Z1s3U9Wa7dZ/LVy/5sO+3wNzDD2PEbN4q+d+mAjbHMfnFlocuzCCQvFJFB90iyNE2kMQuOdgByFV1Wh0CxOAIqiIugG8uOAIgOyqj0UqjkqqZBBD0mIpVPyfPhbzki8HAjgtzXVqIx1ysHbB46Eovj/th/AuhuX4oEHHsCMGTOycj9Z7fi0mr+MsciwMVOmTBERnx9++GGmXRHiLJ18ixcvzrQrDMMwDMMwKYcGqJuPbhav9ehPmtHbpSjaBbQcLa/bIjYd3dT2mjkRurakWqx004AgMZmiN4flDYPf7Rdpi0nspGf6m96nz2k5mmld5C0Sf+upcEmYpkhQvf5oZ+h9+pyWI2g9skVcOvrStLWbYRiGYRiGYRh7Q5NA546YK16TOFrmKxNjG4r6a/QkEFfiiMkq6J87qiDoFcluaJAEtTUQ0EHCaGuuTEdr0kwSTuGQsCA/Hy+NGo3bSkuRL/dPInn77bcxc+ZMXHXVVdi3b19qGs4wTFqwtTB68803i87y9ttvz6gflD6ioaFBRLCmKi0vw5gVmozw7rvvIpHo+qaqmSAfyddM+5tuP4zeXqrtp8reQO2Y5Xhheidb91Wm273+0HoxOI3EI6JmKIl2JL51B/norfRCPiTjcNNhVDRViAhGSu1KEYnBWFDY23Bog6F+W70Ppu+ZarFS2uHzhpyHkuoSDK4bjNKcUgzJGyKET3ou9ZWKqFxKeTtr2Cw8MPsB3HDGDW03GnRxlGZhVwQqRC0fivoNRUPwHfXBediJQ02H2iJF26c8JmG2t5TH3AdnB9m6n6zWbrP4a/X+12j7fA3MMPY8Rs3ir536YCNscx9s7kmgh0flQoaMUI4mbeREJDhlF2JeLTmmSmlzSf9UtNIgwh793WqbxFF6uGUZ1xWXYPWYsbi2qKjfqTVXrlyJCSdPwLwvzcO+w9kjkFrt+LSav4yx2DqV7ujRo0XU6Nq1a3HnnXdi2bJlaffhiSeewKOPPio685tuuint22eYdPPaa68hNzdXTAJwONrVkjMh9CO4Zs0a8TqT/qbbD6O3l2r7qbI3UDtmOV6Y3snWfZXpdm+r2iae9fovFAHaoaZoKyScNkYbEY6Ecclnl4j3DuQeQELWBiY0hKX6l4cDh0UE6RuH3sDl4y43xfdG0askAFNbqZ1Ut5OiMUkknFw2GXOGz+kxnWyy20sGEiZvOv0m3P2SVkJi8PjBaEp09HFK2RTMHj67zccxBWO6TcVLIjU9HIoD045ME8vv8+2Dx6Wl4tUjRWkWN83m7g3ug7ODbN1PVmu3Wfzla+D02OP+l7E7VjtGzeKvnfpgI2xzH2wO9EmgU8umijIrlFGI1IwjU4ZB/uBTEQ6acGl1RnNDKkI+J3wRwOFyQFVjlGNXFBtVqbiopAmjFE1KeimOa6YodDjwg7JyXF1YhN/UVOPVgFYWJhmUhIJ1/1iHSesmYcGNC/DL23+JSeWTYGesdnxazV/GWGwtjBJ33HGHCGe/9957RQ7p733ve2nb9v333y+iVakTp2jRW2+9NW3bZphMcfLJJyM/Px9yP9NQpBPycdIk7SIlk/6m2w+jt5dq+6myN1A7ZjlemN7J1n2V6XbrgihFfBIkxrWHsnhQit36cL3moyrjSO4R8X5UiUJpHZ5SKiT9mYS5zZ9txsrdK4X4RtdUmfje9jXsE/VTKVUwRbF2phKV2FG3Q/g5Y8gMLBi9oNsISiP3U3vbV8y8Ak6ns0+zsEmApvo9JHbSg8Rr2p+irQngWN4xyJIsIk/dbnfb+jR7u6/7xQp9sMfjadtGT8sw5u2HMoXV2m0Wf/kaOD32rND/9gT3zYzZj1Gr+jsQP/pzXqbrGjhVtrkPNhc0tlo6ZSmunXStyCi0tWorqk+NYNj2Y4jleuBujCA/BLgKSiGVxJGorwdcLiAa0dRPUkPpWVLhlGgirngpokh1cZTqjw7xufGL0cOwuDmI+2qqsbMplLSv0ZYonv/181j7t7W44Qc34IFvPWDbfWe149Nq/jLGIql0N8rmLFq0CM8++6y4aTNv3jwR3u73+3tdj04QSguabPrbpqYmsc1169aJm320XYpavfDCCwfQCoYxH9XV1SgrK+vwXlVVFUpLSzPmE8MwDJMZlqxbIupPVgYqRcTh4NzB8Ll84jO6HqoJ1YjUrARFhCqqIh5dQaIoRY5S2leqIzMif4SITCQRzwhxtDvI71V7VgnRUEcXDUkA1q/zXLJLRGRSqtr+iIZmgMRffRZ2V+KvDu2TmUNmipqivaXPZRiGYRgmPfDYnGGYbCOydy+O3P4D8TpeXY1EU5OoLyoXFADxOJTmZijxKCSKGiX5o4MCIrX9qeumDXlAY6723rsTZDw3Q0XTlgA+W1WFaFW0336OPn00/vw/f8asWbMG0FrGyvBvtDnJCmmc0tkWUKcI4NVXX0VhYaFIrUsCZir59NNPRT3RoqKiDqLojTfeyKIowzAMwzC2Ro8Q1YVAEj91KFJUF0VJdKOHLopSJCKJbSQu0rNWDUYTR2k5PQKV0r2SSJku6Druie1PtImiFL1Kom9lc6VoSzgeFgIwPdPf9D59TssRtB6tb5U5iPos7IcvehjXnHINJhZPFPV7ir3F4pn+pvfpc1qORVGGYRiGYRiGYTKFZ9w4FF51lXjtLC2FIz9fCKBKQwMSzc2Ak8aWrdIHjVE7zFelibitb8tAJBcI+LQo0tfPlPH8TMAhyyibno+JvxiLk64eDEdu/9KuHth+AOeffz6+/OUvY/fu3SloOcMwqSArIkYJivycPn26uFmnC5bE1KlTsXjxYsydO/eEyNC+RIxu27YN77//vohCJTGUaG9/4cKFePrppw1tG8NkCp7xwjAMw+jc9fZdIp1sdbBaCIWUkrXMVyYiLEk0JEjo1AVTh+QQj84RlUI4VeOQIQtxlITTEm+JqIFJLDtvWVpEOUqLq4uiepsI8pfqp5IQTP5Te6iOZ0uspU0EpehR3V+KHKW6OAzDMAzDMEbBY3OGYbIRGn/VPvoYAmvXir8TgQASjY1QIxHtc0WBGo9BUtrFhwpFVBNFRXZdN1CTL+HDUcC7E4FPyjUxtSihoE7UoJQQl4BYMIGqF6tRu64Warx/cgqVOqGgqp/85CcYNEgbLzL2h3+jzUnWCKNdiaM67W/IUTQp1QOlB4mdlBKXXhMNDQ2oq6sTz/v37xeP9ug2dfuUtveVV15JW/sYxgwd+89+9jPk5eXhv/7rv+CifP4mJhaL4aGHHhKvM+lvuv0wenuptp8qewO1Y5bjhemdbN1XmW7383ufx4qdK9qEULoeGuEfgdpwrYiiJAFRT9EqIkRVFy6s0DJqvD7idSiyIoTQaEJLU+R2uNuiSkmAJJGVxNZZw2aJiEUjvzdKK3vnxjtPEEWpFmeBuwAO+cTZwgklgcZoIxrCDSeIo+3FXCP3kxG2uQ9mkiFb95PV2m0Wf/kaOD32uP/NDrL5pqvVjlGz+GunPpivgbMbugff8MxKNDzzTNt7SiQMpSkANRYT4mg8EoSciB2PFm2tN+ouiMMxNoq7pvrQnCPhiNOBqATkJ1TEJRktsgSa1ptoDS+lLEex6hgqV1WiblNdv33Oz88X2Sy//e1vw+v1wqpY7fjMlL/Z/BttZpzIIig6lKI7Sew8cOBAmyDaXiStr6/Hli1bhIhKrFrVdcq2rvTk9vbuvfde3HbbbQa1hGHMS3NzszgHrDDngnwMBLSb3Zn0N91+GL29VNtPlb2B2jHL8cL0Trbuq0y3e87wOSLKkq4uqS4opZmtj9SLSErihEhRVYI3oQ0C9fS5+jIUJarXGPW7/KKmZ2OkUQijVAPz2knXosCjlUkw4ntbfWC1eCZBVxdFy3PLRaRod5BYSmlnqe3HWo4Jn71Or/CZanfqYq6R+8kI29wHM8mQrfvJau02i798DZwee9z/MnbHaseoWfy1Ux/M18DZDd2PL1p8FXzTpqJp9Wq0/OttyPBCLj0uOLoBtNQfgyNcpxUWHCzDPVJBnj+KdXkuBHJkRCQgImkjU68q41jrXFhFltrGezRO9ZR5MOaWMSi7uAyHVxxG8y6tlEoyUHm/H/zgB3j44YexbNkyXH311SJzpdWw2vFpNX8ZY8mqiNH23HTTTXj88cfF684p3PrylXReR1+PIk5fe+01TJkyJYXeMow56WrGy/bt20U6CHrf7D/qiqKIGTpEJv1Ntx9Gby/V9lNlb6B2zHK8ML2TrfvKDO1+aOtD2Fi5UQiKVcEqESFKg0caXcZaZ+i6Zbd2HaUC+dF88V6TuwkKlLZ6ojQTl9YjUZHS6FYEKsR1FtW69Dg9otbl5eMuN+R7C8QCuOW1W4TvhwOHRQQrRYqS6NlX6sJ1InKURNJh/mFC4KXanCTmGrmfjLDNfTCTDNm6n6zWbrP4y9fA6bHH/W92kM3RKFY7Rs3ir536YL4GZtpDqXQDr69H6IMPkGhqghIKQs7xiRqkwcFFqFb3o6jhXciqls1oeXEc+10q6hwqgjLgU2iur4RGhwRVdogyL3pGI31Cb4do1Q8acPipw4h8pqXv7W8w1wMPPIDZs2cj3SQaGrTva+tW8d0p4RBkbw4cBQXImTIF/osuFK/tcHxmyt9s/o02M1krjBJbt24VszKeffbZbsXO3tC/Pkq3e/vtt+OGG25IuZ8MY1a4Y2cYhmHa0z4FbU2wRqTRpXS4epkBEjtJ9GwPpc+lSFFKRUtQNCkJiYQuhJLISmKr3+1Hqa8UE4sn4q5z70prSuCu0ud2B7XFSDGXYRiGYRimPTw2ZxiG6TuNddXY/ebTUCs2Y7l3D2qlKKqdCqKSikKHHxGnJDIg0WRZGqu2H6N2hRJXULW+Ckf/fhSJgDau7Q9f/OIXRRbKiRMnwmgie/ei8Z//RPDtTVDjmvjbFZLTCd+5M1Hw+c/DM26c4X7ZEf6NNifmlvENhqI6qY7ovn37RNrb0aNHt6UA7cujoKAACxcuFDb27t3LoijDMAzDMFkN1dFcOGGheE31NZ2SNngkcZQEULp+ooEl/a3XHKWIzK5E0SJvkRAUiRxnjnjWa5RSmlqj2Fa1rcM2KH1uMqIoQcvraXd1O1urtqbcV4ZhGIZhGIZhGCY5CopLcdaXluLsb/0V3jFTkTNkAhxeP2SnB768YpHNiKAxbF+CqWSnjLK5ZTj53pNR9vkySK7kg6+IF198EaeffjqWLFmCY8eOwQhoTF7/9DM4cvsP0PLmW0IUjYeCCBytQMPBPWg4sBv1n+5G7eG9OFZ/CPUtNWh6Y4NYntbL4hg7xmZkVY3R7iBBlGZj0KOxsRHr1q3De++9h4aGBtTV1YlnPSqUUuWOHTsW06dP53S5DNMFlEq3uLhY/JA7HMndSE43iURC+Etk0t90+2H09lJtP1X2BmrHLMcL0zvZuq/M0u6F4xeKNLLrKtbB5XCJwSSlyKVnGmCqSuvgUpUwonmEeH3Yf1iksRFpdwHku/OFMKpDgilBgioRiocM+950IVNP66uLsslC61GUa2cx18j9ZIRt7oOZZMjW/WS1dpvFX74GTo897n8Zu2O1Y9Qs/tqpD+ZrYGYg6OM9XfykCbydxb/OKXTbkxtSMWV3Aic1DYU7qqIYEo7NLsAze6rxzqeappDsPn/kkUfw17/+VdQh/c53vgOfz4dUQO2qffQxBNauFX+HG+sQra8DojT2VTtE0DmigCsYRdzVgmO+Gjj9+Yis+AsS9fUouelG8X1Z7fi0mr+MsbAw2gmKAr3yyivFg2GY5Hn55ZeRm5uLSZMmWeIH8R//+Id4nUl/0+2H0dtLtf1U2RuoHbMcL0zvZOu+Mku7aYB0/enXi7qcv97yayF20kOk1KV/rQNOh+rA9Nrp4nV1fjUSkhY1SoJoe1FUH5wSunDaX7GyL9+bLrrqg2FdlE2W7sRcI/eTEba5D2aSIVv3k9XabRZ/+Ro4Pfa4/2XsjtWOUbP4a6c+mK+BmYFAk3IrUSlKvoQRFuO2zhGieuRoe4ZWK5j5cQynHkgAqowPLjhbvD/yYAWKFCd+OnII9peU4NF9R7G9IZi0X83NzfjRj36E5cuX45e//CW++tWvDnj/NzyzUoii1J7mo4egBpq1DyQJYY+MkAtQJEBWVHhiKrwRwBlTkNcYRThaj0p/M4IvPQNHUSGKFi+23PFpNX8ZY2FhlGGYlEKR1fn5+aYvuE2Qj+PHj297nS1+GL29VNtPlb2B2jHL8cL0TrbuKzO1mwaSiyYswqYjm0QK2YZIA40mxft6jVEZMo75WtMDSUCeOw8F7oK29Lnt0UVFPc0uDV6N+t66mjHcH7oTc43cT0bY5j6YSYZs3U9Wa7dZ/OVr4PTY4/6XsTtWO0bN4q+d+mC+BmYGwuSyydhRt0OMMQPRAFpiLXDL7g6RomLSrK6Vqipmb41jzgdalCU9HAmg5NgRyCpQ1qBCojJ8DuAUjwt3nzEcW+qC+MP+KlQEI0n7V1lZieuuuw6/+c1vcN9992Hu3Ln9rina8Mwz4nXTkYOQmjWxttknI+BVoZDz7Qh6JUi5KvJCgD+kwhvSxrf1Uj3if16OM6ZOhXP0aEsdn3w+Me2RVE4MzTBMP+Hi0QzDMExPPL/3eazYuQLBWBCVzZUierK98EhRlT6nD363v9s6nlR/tCJQIQajw/KGCeH0mlOuweXjLjfE57vevksMjKuD1WJgTIJtma/jb11fqApWiVS61LZSXykmFk/EXefeZYjPDMMwDMNkNzw2ZxiG6R+NkUbc8totogRKZaASkUQEHodHPFNkZTQRFcu5HW5IKvDFf8UwfacmiuZEIIRDV1yTSNvHmdJrei/mBMI5QMgNvFEVxuOVtagOBPrt76WXXopf/epXOO2005Jar+q3vxU1RRvrjkKqqRfv1efLCLqPS0N6ticShEUpHFURD29ERXFAa2FzgQsRrwPOz52NC372SL/bkU3wb7Q5YWmcYRiGYRiGMYQ5w+eIKE+fyycEUIoWJaFxRP4IDPcPx9C8oSLlbneiKNEYbRSiKA1OSRQle7OHzzZ0xnD7qFSaMUzibDLQ8rReeztTyrg2PcMwDMMwDMMwjJko8BRgxpAZba8JEkX1UjB6BiDKCESRorooWtAMFAVaRVEJCHqAOj9Qmw805AEhj/Y+fZ4fAApagK+X5uK1s07F9664Ajk5/SsPs2bNGpx55pm44YYbcPTo0T6tk2hoQPDtTaJdiYZG8V7AJ7WJojRhmaJkabxOr6nN9Ex/0/sxrxOBHE3q9bZQ+4HI5vewt+LDfrWBYcwAp9JNEWeddZZ43HTTTaJzYhiGYRiGyXb0QebGyo3iNUVRNoQbhMiZ68rtdX0SF2l53RYxc8jMttdGibkrd68UV8n6TGESZ4u9xX22kW4xl0kNNGuXavj0xJIlS06Y7cswDMMYB/fNDGM+AoEA3nzzzR6XOf/88+H3+9PmE8MMhAWjF4gxK03iDcfDaIo2tUVLUgkYBQoGV8Ux+4NEmyiaG9aEz0AO0OwVZUbbokSdKqWiBSQFKAgBuSEVuWFJjBHzcpvx/0J1uOXVV/GLP/4RTz75pJaqNwkURcETTzyBFStW4LbbbsOtt96K3Nzux9eB19dDjccRCNTCHVc0v71aBKhTiKHdx85Rpien5EQ4V0JeKApnXIUcjQNuJ7Y99zjG/ffvk/KdYcxC1gqjzz33HB599FHs379fPKgu4s0334zvfe97/bI3atQoPPLII8LmtGnTcO+992LOnDkp95thzM7jjz8uLn7pfHK5tDpyZiUWi4nzlsikv+n2w+jtpdp+quwN1I5Zjhemd7J1X6Wj3ZRmaP2h9dhWtU0MFqn2J6XGpahIirQkUbGzaNnVIPNYyzEUu4sxbf80scz+SfuhtqtpQhGXJC7qoijZp/WJS0dfauj3ZrSYa+R+MsI298FMMmTrfrJau83iL18Dp8ce97+M3bHaMWoWfwfiRygUwvvvv9/jMhQ80l4Y5Wtg7oPNzNjCsVg4YSFW7V6FQb5B4j0aj+ppdInPfZwQ6WUpfa4uita1RoYqsgOfnHWJWO60d19GHFrGIZkiSX1A3AkMalKRCCeEGuNELfxvvYo//vGP+Pa3vy2EzXXr1iXtd0tLC+666y6hR/z85z8XtUgdjhOzMYW2bhURr2qgWfvbTUKuVtqmJ1G0PbLDgYhHhjeiwBOKI+R2IvThv/Hb3/1WRJha4fjk84nJamGUZlPcfvvtaGjQbljpMzL27duH73//++J1f8TRlStXiufHHntM5PmmQsgUPfrwww+n1H+GMTt0btEPjRXKF5OPdXV1ba+zxQ+jt5dq+6myN1A7ZjlemN7J1n1lZLv3NezD6gOrsfnoZlF7pTOVqBR1OSnSkkRFEkNpcNndIJPE0cZwIzwRj/ibanFKDkkM1khsJXFRbwOJovp6ZEe3a+T31p2YS2l/C9wFXab+7auYa+R+MsI298FMMmTrfrJau83iL18Dp8ce97+M3bHaMWoWf+3UB/M1MJMKFo5fKMZy6yrWifGn1+lFdahajAcp4vP0T7Xvn2qK0iuKFCVRVK8rGvFpEwEUCXCorQ8RQSrB6wCc7gSUqIxEKAG4JDS/uR7FtzSKzJOvvvoqXnnlFRH9+dFHHyXtO6XUvf766/Gb3/wG9913Hy6++GIR6amTaGxEIBqAnFDE3+FWPZCE0WSIeRxCGHXEtfqjnmACDfUdNRYzw+cT0x5JzaKjYPHixULApOhQiuhctGhRh06CvoqxY8diz549A94WiaM/+MEPMH36dDHjIz9fqy/FMHYvHv3BBx+gpKQEJ510EmTZ3GWMKfXE4cOHxetM+ptuP4zeXqrtp8reQO2Y5Xhheidb95UR7aZro1V7VglRUycSjwihMKZok2DoWopqj5AQSGljdUjEpMElfU7LPbH9CTHI1IVQEkZ9LT7xd723/viIshWK0KQoS11cnDtiLq4//foO125Gfm8k8urtrgnWiDYTtH2KHKVIWRpI9kXMXTRhUa/bM7ItZrBphT6Y0zUOHO5/rdFus/jL18DpsWeF/rcnuG/u/9icvrvS0lLYnUwfo1b1dyB+9Oe85Gtga/bB2UZX49/PWj7D5PfqMP/9OFwxoJRKdErA0SKKFG1dDxJaCkrEa39DLZxQoe+p3ISEwgTgUBJQm7WxrJonw+GSUfZfd6Bw8X+0bSuRSIjUuj/+8Y/7XD+0K+bNmycEUr3cX8WNN+LQwY/grW6CI6aIOqgkctI4PhnckQT8DVHEHEBtsQuRfC+23rgA3zjtG5Y4PjN1PmXzb7SZyRphdP78+XjttdfEzIt77rlHvFdcXIzGRq3gsA6JpqkQRglK0Utpdekg3717d0psMoyZ4I6dYRjGvnQpZkYaRc3N7uhJzOxJZKUoVFG/RZJFPc6eRFartp8xP3zznWEYxnxw39w3eGzOpBM+Lxm7QxmT1hxYg01HN4mx6vy/7cKQIxEUNgO+MBD0APV+LXKURnqSCiGE0kNqN+M3PwH4KUizVX1xhBJQYxLglqDmyIiMOQWT//pslylyH3jgARF4Ra/7A41BKbUupdhV7/0V9u/cDF9tC5zRBOrzJMR8rqQjRj2hBPxNMYSdKuoLnWguzcXbt5yLB2c/2C8fswX+jTYn5pbxUwRFblLUJqXK1UVRgiJGdV2YnulB6W9TBYmsBw4cQE1NDb7yla+kzC7DMAzDMIzRkIipi4LVwWpRa5NEQRpgkfBX6ivF4NzB4pn+pvfpc1qOIiwJWp/sEPQ5RU4uO28ZZg2bJQRQEj9p/SF5QzDMP0w809/0Pn1Oy9HytF66xUXaHomaJMoS1EbycVjeMPjdfhExSkIoPdPf9D59rouitB6LogzDMAzDMAzDMNaCyrcsnbIUD1/0MK455RoMD8nwqRJcWulQRF1aqlx364PiLh1CEtVkUZ8ClMWBfKX1PYkeVNSQdAgVUDQ9Il59GHuOBU7Yfm5uLn7yk5+I4K0bbrihX5GNpHP86U9/wvjx4/HA1g/QHIsh4dDGpp4YxbgmP051R7VUvHGHJOqthnMcInsSw1gR29cY3bp1q5hdQSHkd999d4fPqDAx5ZWmSFKKHiVRlIodp5LCwkIhylJKXUrle8UVV6TUPsOYjZ07d4pZLxMnTrRECoUdO3aI15n0N91+GL29VNtPlb2B2jHL8cLYa19RBOL6Q+uxrWqbiJykQQUJbRQxOblsMuYMnyMiENPdbpohq0d2kihK9UiI7mpskjDYvsamnnaW0smSnallUzvUHKVB5n+c8h944e0XcKDpAJoKmxBKHG/7lLIpmD18dp/bPhB6+t50MZf812cM09VzqbPrmZ0k5s4cMlPUFO2uFqqRx6cRtrkPZpIhW/eT1dptFn/5Gjg99rj/ZeyO1Y5Rs/hrpz6Yr4EZo6Dx6OXjLkdFfBkSagxRJSY0Tb8qQVYkJKTWYFBJQl3pMLgUYMyxSk3/PAEJqkT7TyXVUjy74jG8+OERfHf+yV1uf8iQIXjsscfwrW99SwR8rVmzJuk2hEIh/GbjRvzZ7cR1I8pxjScPOREJLYoCOPp+PEmKCk9EE0aDXi0y9uAoH/z1fnz88ceWOD75fGLaY/u9f/vtt6OoqEjUFu0Kep/E0b1794o0u0YwdepUXHnllVi2bJkh9hnGTLz44otYtWoV4vE4zA75SL5m2t90+2H09lJtP1X2BmrHLMcLY499RcLjQ1sfwi2v3YIVO1dgR90OVDZXoi5cJ57pb3qfPqflaPl0tnv1gdVt6WN1UbQ8txzF3uITRFEdep8+p+UIEkdpfYJExc7kOnLx6cZPIf1bwj2fuwfL5y4XKXjuOvcuMfhMhyja1++t84zhicUTRYQotZee6W96nz6n5boTRfu6PSPbkimb3AdnB9m6n6zWbrP4y9fA6bHH/S9jd6x2jJrFXzv1wXwNzBiNPgQWaXNF3VBgUBwojwFD4kCp4sDHp38O28783PGFu0LVLND/pI3KDhVv7a1BYzDW4/ZPO+00rF69GmvXrm2rG5os9dE4fr23ElftPYC3mprhbUnueMoJJoTTUScQc0ki+nTPxALkfpJrmeOTzycmayJGKY0tRWuSOJqfn59RX+69914Run7w4EGMHDkyo74wjJFQ8Wo636yQOpB81M/HTPqbbj+M3l6q7afK3kDtmOV4Yay9r3qqsxlTYuJz8tklu0TkJF2pbazcKB691dlMVbspinXz0c3idUOkoS1SNNeV26f1aTlaniJHyRallqVIy2snXdtB7DTLfkrGD33GMD3SsT0z2OY+mEmGbN1PVmu3Wfzla+D02LN6/0tjy4ULF/a6DJO9ZPoYtaq/A/HD5XL1em+TlknV9nqDr4EZo3HkuhGrCwKyVlVUjVP+XH1/aGGjpXVV2p9dRou2fhSnFLbHQ9VibifiCRVrdxzDwmkn9erH3LlzsWXLFvz1r3/FD3/4Q1RWVibdlgORKL5dcRhn1fpw47ihGD3I3+s67nACvlYhtdnbamdCPsI+J3LLcjEoZ5Aljk8+n5j2SKpeZNOG3HfffaK+6L59+zBq1KhMu4Nx48aJuqadU/oyjFXh4tEMwzB9hy65ntj+RFvdToqmJOGQ6nJ2B9WwJDFOr1s5d8Rcw+tWPr/3eRGtSoItRa/Stkb4R3QbKdoVlFa3IlAh2kwRlVQzlCIqByIoMozR0DXM8uXLe1xmyZIlJ1z7MAzDMEym4bE5wzCMcTT8ZCHqN+xCPBJFopnqawKqX4Ik6zGkfYBy8DYrkChSNFdF3OHAZxOG4NfTf4bThuXj7i+fkZRPwWAQv/71r3HPPfeguVnL1NQfLhlUiP8cPxRlPk+X6XMpUlQXRYNeCfV5WszrP/9jLOqH5omsSenK9mRV+DfanNg6lS6Fl48ZM8YUoihBvnzwwQeZdoNhGIZhmAxAkaK6KEp1O6uCVUIUJeGRhM9SXykG5w4Wz/Q3vU+f03I1wRqxHq1PdoyE6p0Sep1QigBNRhQlaHk9wlS3s7Vqa8p9ZRiGYRiGYRiGYRgj8c+7BJIDUB0OSI7WqM/u5zd3TVQVoiitrzhlocr866Sp4qPGUM+pdLvC5/OJqFEqD0iTNx2O5MbsOi/XNOC6zTvwvx8fQiwQhTuSgCeUgL8xhpKaaJsoGsqRUd+aROq9c4pQPdiLmUNmsijKWBZbC6P79+8X9T3NAgmj5BPDMAzDMNkF1QjV0+eSKKrX7aSUsxSNWeYrg9/th8/lE8/0N71Pn+vioi6Okp2+1BztL7qQSal9iRxnTr/s6OvFlXgHuwzDMAzDMAzDMAxjFRzTvgzfyBwokgTJLeJFIUVVINbHRJy0XERbltYnaTVR7sSrrpnivWA00W/fysvL8fDDD2P79u344he/2C8bUVXF/35Wg2u27MTqfcfgbYzCE9ZqisadMhr8MupySdUFtk/KxcefGyLWu3T0pf32m2Eyja1rjJIISalrzUJhYSELo4ztefLJJ+H3+/HNb37zhJoSZiMWi+EPf/iDeJ1Jf9Pth9HbS7X9VNkbqB2zHC+MNffV6gOr29Ln6qJoeW55j3U7Keqy2Fss0ukeazkmhEWv0yuiSdccWIOlU5Ya0u5QPCSe9WoLDpoa2w/09RRV6WA31f4OFDv1wUbY5j6YSYZs3U9Wa7dZ/LVT/2uEfe5/Gcaex6hZ/LVTH8zXwIzh+IpRMO8C1O9ZDbhlyAkFSlSCGlQBj4q414HXZ14kFr3wndfhVBLH0+dGKbpUizKV3YpYn9gyfBJaZD9oKrTP3b8xd3smTpyIF154ARs2bMCtt94qapEmS30igXuOHsPf6upxy0nlmDbYj6jruPi7+Sw/ds0aQQU6sXDCQozIHYFHHnnEMscnn09M1gijRENDA8yCmXxhGCPzplOeeyuULyYfjx071vY6W/wwenuptp8qewO1Y5bjpb9QLcv1h9aLNKkksJFIRRF9+e58TC6bjDnD59gmBYrZ9hV995uPbhavGyLatQBFgvYkiraHlqPlG8INwhYJo5uObsK1k67tsM9S1W490lOvY5pQ+zd7VV9PluQuI0/Nsp/s1AcbYZv7YCYZsnU/Wa3dZvHXTv2vEfa5/2UYex6jZvHXTn0wXwMz6cAz75twvbYWkZ2Aw6tCBomjMtSIAiRkNOQXaQvG1XYPsePaRFHJKyEOBzDWgVX5c+FyaGPugpzUCXSzZ8/Gu+++ixUrVuDOO+9ERUVF0jYqIlH8YN8hnFrjw9fHlyMxpRA7p5SgZXix+HzuiLlYOH6hEBr14/OXm3+JpoS57zXx+cS0R1JtfBSMGzcOY8eOxSuvvAIzMH36dDQ2NmLPnj2ZdoVhDCse/c4776CkpASjR4+GLJs7W7eiKDhw4IB4nUl/0+2H0dtLtf1U2RuoHbMcL8lCKVcpWpGEOT2laVc4ZSdmDJmBBaMXYGzhWFgZs+2r5/c+jxU7VyASj6CyuVIIjpQmN5m6nQklgYpAhbh4H5Y3DB6nB9eccg0uH3d5ytt919t3YUfdjraUvyTEUmrfZKHaqBQhS6mBqW7qxOKJuOvcu1Lu70CxUx9shO1s6oOrqqqwfPnyHpeh+j2dr30YmO68TjdWa7dZ/LVT/2uE/Wzqfxljxub0u1ZaWgq7Y7Vj1Cz+2qkP5mtgJl28v+oB+Ff+GcqhOBxqAlJME0cTioxjZeVimbKqKsitWZNI9qSaojKl33WTKOqEPNyBv02Yh2cwDycV5cDrcuBr547CwmknpdzfUCiE3/3ud1i2bBmamvpf2mb4+cNx+rWnI29wnogUJVF0f+N+/HP/P7F913YxKbrF36I12MT3mjJ1PmXzb7SZsbUwOn/+fLz22mtIJPqfpztV0ElHIu28efNMI9QyzEDhjp1hzAv9vK/as6qtriVBwhxFi1LtSPqcBDqX7BIz+Uho09EvdPWIQWZgpEtotJqQyzBmg4VRhmEYxqrw2JxhGMZ4GloieOl/bsVZH72JxJ4YHFDEAwkVSkyCqkhUflQIhJKsQqY0tE4JCmQk4IA8zon142bit7HL4XE6MLzYB6dDwpPXnY0Cn8vQ34if//znYqwTj3c/Yb4nnC4nrrvpOtz7s3vxWs1rfK8pCfg32pzYeprJlClTxLOeOzqT3HvvveKknzp1aqZdYRiGYWwOXYg+sf2JtgtVEtMqA5VC5CJhLhwPI5KIiGf6m96nz2k5gtaj9W08dyqt0ACBoEFCVyll+4q+nh75q9tNNZTqhmZ10gCG6pvScdAYbUzKBi1P69H6ZIfszR4+2xB/GYZhGIZhGIZhGMZoCnM9OHbm/8Pa078A6Vw34kOciMpOxJ1OSDkSHLkqHHmqeKa/E04nYrILylAXHOe68dLEBUIUJeW0sFUInTVukKGiKEECHEWOfvzxx7jiiiv6ZSMei+OJ3z+BEWNGYNn9y5CIJfheE2NpbC2M3nzzzeJEu/322wcULj5Qtm7discee0y8Xrx4ccb8YJh0sG/fPuzevVukJzA75CP5mml/0+2H0dtLtf1U2RuoHbMcL32BIkXXVawTrylKkSIN6eKUJuhQtCJFGw7OHSye6W96nz6n5WqCNWI9Wp/sWBGz7SuqsUHoF/8Oqe+Rl+3R11Na0/LodlPdbqr/Qalu9NcE1TdtibX0aX1ajpZvv/7MITNPqCtilv1kpz7YCNvcBzPJkK37yWrtNou/dup/jbDP/S/D2PMYNYu/duqD+RqYSSeXTR6GV7yX4qGTvo/Nk89B9PwcxMa5UTFqOCqGj0DU60Y8z41EsQs42Q3MycUH08/FXUXfxhPBC4Qomp/jhN+riaFfPHNo2nyfMGECnnvuObz11ls4++yz+2WjpbEF2x7fhtVLVmPX+l3Ib8xHebAcfpff9Pea+HxiskYYpVzRFDVaX1+PG2+8MSM+UE3RRYsWiddjxozB5MmTM+IHw6QL+oGlAt/9Tc2QTshH8jXT/qbbD6O3l2r7qbI3UDtmOV76UlNUjxTVU7cShd5CkQ6VUrhSKlafyyee6W96nz7XoxD1C1ayQ/ashtn2lR7pqaeLofob/UFfT5bkLiNPU9luqv9B0GCG0t8Qx1qOoS5cJ9LkdumfkhCf03IErUfrE5eOvtS0+8lOfbARtrkPZpIhW/eT1dptFn/t1P8aYZ/7X4ax5zFqFn/t1AfzNTCTTsaX+3H12SNwyDkCfy+6Drfm/Rj/N2oBNp48C29NmoWaC8rw2azh2DtjIp4dfxmWeu7EL4JXYGt4sFifRNFSv5ZeluyQvXRz3nnnYfPmzXjqqacwatSoftkIHQth3+/3Yfsvt2Pwu4NR5jX/vSY+n5j2OGFz7rjjDlx11VVYuXKl+JtO+HSKotOnT8f+/fvFzVCKXGUYuzN48GD4/X5L5IsnH4cO1WZmZdLfdPth9PZSbT9V9gZqxyzHS2+sPrBaPFOqEl0ULc8tR64rt9t1qHZksbdYpD0lUYsuWL1OrxC11hxYg6VTlsJKmG1fkUBYiUpRYyOMsIj0pIFCsugRopSWVrdrVLvHFo4V9T9owDLIN0i8R8cFRYI2RhrF8UTCLEWxkmBLvlGkqB4VS77p65EdsmfW/WSnPtgI29wHM8mQrfvJau02i7926n+NsM/9L8PY8xg1i7926oP5GphJN1efPRz1wShe/ugz5OQPwruhi3BGaBsUFbglcSsSXcSieZyySJ+rR4pectpgYSdT0PFEmS2/9KUv4fe//z1+8YtfoKFBy/yUDIcPHxZlDE/acRLOuO4M5A3RJkeb8V4Tn09MeyQ1C5I6z5s3D6+99po44On1o48+ipEjRxq6zddffx033XSTSCtK26Vo0T179hi6TYZJN1w8mmHMBQlWt7x2i6hBeThwGNFEVMzOowvRvkIRfyR+0YXrMP8wIcI9fNHDJ6RBZfrO83ufx4qdKxCJR0SNDbouoJmTNEjoKxSNWRGoEMLjsLxhom7nNadcg8vHUX0SY2vV6mmZSWynY4xS4XQHHTd0rOiRonNHzMX1p1/Pgw7GEtA1zPLly3tcZsmSJSdc+zAMwzBMpuGxOcMwTHqh8fKKdw9hxbsVbe+FYwk0hWKIJVQoqgpZkuByUOpcF7yu4+N/ihQlUdRM4+S6ujohjpJIGovF+mVDdkgY+/lxmLR4Ejz5no72s/heE/9GmxNbp9LVISFU59VXXxUi5QMPPGDItqiWKd0wIQGWIkV19IhVhmEYhjGK9YfWC1GUBDgSRekiu8Cd3EUmLa/XgSA7ZG/DoQ2G+ZwNzBk+R1z0k5hJgwAaQDVGG5OyQcvTerQ+2SF7s4fPhpHQcUCiJkV8EiR20gCGhFmKeKWIUfKHnulvep8+10VRWo9FUYZhGIZhBkI4HMbHH3/c44OWYRiGYZh0QuPca84ZgQevOhNzTi6F0yEJ8bMs34thRTkYXuwTz/Q3vU+f03K0PK1ntnFycXExHnzwQezYsaOtLGCyKAkVe17Yg9U3rsauv+9CIna8DA/fa2LMhu1T6RIkhJIgOn/+fHEC0o3F73//++JBJ/oPfvCDAdf+pAhREmBXrdLquumBuLS9e+65h2uLMgzDMIazrWqbeKb0JASlO00mKpGg5Wk9ig4kO6XOUmyt2mpoZKLdoRmQM4bMwMbKjeJ1VbCqbaZkTymOdShFLS2v2yJmDpmZlpmVdB2zaMIiTC2bKlLdbDq6SVw90nHRFSTYkm9UU7Sr9LkMwzAMwzDJTj7X77N0B01O93q9afOJYbKdlpYWvPfeez0uc9ZZZyE3t/exDsNYHaoR+t35J+Ob543B2h3HsOVgHRpDMQSjCfjcDhTkuDBtZDHmTSxHgU9Lo2t2HeXhCy/C4qpq3L19O7bU1SZtI9YSw4d//BB7X9qL0792OobPGs73mhjTkRXCKDF37lw888wzot6oLo7qkZx6NCctM3XqVPHjTZ1AYWFh24yJ/Px8cUFOYeWUb5uiQekiYN26dfjggw/attNeENUF2Ntuuy0jbWaYTPC3v/1N1Bi99tpr4XKZ+wefUkP85S9/Ea8z6W+6/TB6e6m2nyp7A7VjluOlJ3RBNKZoaU8okq8/0Hp0sUoz+NrbtQpm3FcLRi8QwihFU4bjYfGdUo0NSnVMMye7ErApfS5FiuqiKNXt1KMxSXhMZ7tJ5KT6H9dOulbM6qQBDLWBaovS8UK+TSmbIqJY+yrYmmU/2akPNsI298FMMmTrfrJau83ir536XyPsc//LMPY8Rs3i70D8IGH0jTfe6HGZSZMmdRBG+RqY+2A7Q/vp2ae0/fT/WXw/NTyzEoG1azG1pAR/mzQJLx86hPuPVuJQNPn0ui1VLdh832bs/sdunPmNM5EzPrP3mvh8YrJSGCUWLlzYQRwl2pdYJZGTHsnQuURre7u333477r777pT4zjBWobKyUlz8WqF8Mfl46NChttfZ4ofR20u1/VTZG6gdsxwvPUEiVXv/HFJy0aI6+nqKqnSwaxXMuK9IWKTUsqt2r8Ig36C2QQCJnlS3k2ZOksBI331CTYjvnCJFdf9JeNTXIztdRWOmo90ketKMzlTM6jTLfrJTH2yEbe6DmWTI1v1ktXabxV879b9G2Of+l2HseYyaxV879cF8DcxkGrvsp8jevWh45hnxOl5dDSUQwPyiIkwt9+Op+jr874HPEIgfT4/bV+p212H9D9aj/OxylC4sheckT0buNdllPzGpIauEUV0c3bt3r0ihu3Xr1g75vPt7QnS2QZGmFIV60UUXpcRnhrESX/rSl0SUtdNp/u6FfFy8eHHb62zxw+jtpdp+quwN1I5Zjpee0CNE9d8lEtj6g76eLMkDijzNFGbdVwvHLxRC6LqKdULk9Dq9QhSlGhs0a5IenaF0uyRG6pGic0fMFXas1O7uMIu/duqDjbDNfTCTDNm6n6zWbrP4a6f+1wj73P8yjD2PUbP4a6c+mK+BmUxjl/3U+M9/iudEIIBEUxPdXIKzrAyKWo8r/GW4oCwfT1dU4YXDdYj1Q0c59u4xVG2pwogrR2DYtcPSfq/JLvuJSQ2SmsXy+K9+9StR/5NS4w604LH+NZLw+vjjj6OgwPi6XwyTaaqrq1FWVtbhvaqqKpSWdl17jmEYY7nr7buwo24HqoPVCEQDQkwr83U8R/sC1cAkkc7v9qPUV4qJxRNx17l3GeJztkHXC6v2rBKRozqReEREj1I6GYrSJUGaanVSlKjHqc2k1CNFSRQd6DULwzBdQ9cwy5cv77WOXedrH4ZhGMY4uG/uGzw2Z9IJn5cMYz8SDQ04dNPNUONxRA8fhhqJwFFUBGdxMY40H0E4EUZM3LNIoDocx58PVGP9sfp+bWvi/zsZp19yZtbca+LfaHOihYJkKVT/k2qGPvLIIxg9erS4Wak/+kL75W+88Ubs27dPpOplUZRhGIbJBJPLJotnEtQISsVKdSqTgZan9drbodqRTGogUXPRhEVYdt4yzBo2SwigJH6SAD0kbwiG+YeJZ/qb3qfPaTlantZjUZRhGIZhGIZhGIZhmFQSeH29EEWVcFiIohQt6mjVOHwun3h2tGYVK/U6ceepI/H7sybgjILjtYT7gm+kF6PPdCEeqMaU1ntYDJMJOGYYEKImPQ4cOIBVq1Zh7dq1vdYaHTNmDObOnStS8nLKXIY5TkVFBVpaWjBixAjIsrnnXiiKIvwlMulvuv0wenuptp8qewO1Y5bjpSfmDJ+DlbtXil93SsFKKVobo40o9hb32QYtTxN+aH1dmJs9fDashBX2FdUIXTplKa6ddC02HNqArVVbRdQo1digdDIkSpMgTd89pdK1S7vN6K+d+mAjbHMfzCRDtu4nq7XbLP7aqf81wj73vwxjz2PULP7aqQ/ma2Am09hhP4W2bhXPVFeUkPPyIDkc4jVlE6sL14vsVhIkqFBFCaaTc9348QVT8d7RWvzto704HIr2up1RVw2GS5WAQA0GvbMJ6pjLIKXp+7LDfmJSB+/9dlDU6G233YZXX31VnCj0qK+vx5YtW8SDIkLpb3qf6pRSpCmLogzTkaeffhp//vOfEY/HYXbIR/I10/6m2w+jt5dq+6myN1A7ZjleeoIEtBlDZrS9JqimpR4B2hu0HC3ffv2ZQ2b2WZgzC1bYVzr03V4+7nKRPubB2Q9i+dzl4pn+pveT+e6t1G4z+WunPtgI29wHM8mQrfvJau02i7926n+NsM/9L8PY8xg1i7926oP5GpjJNHbYT4nGRvGsxmLiWc45Xv/TITmQ59IiQx2yJpYmlDhiEvDx1Ivg+/xVeOSssVg6rgwFTu3zriiYnIcRE7xwII4zwxLK9q/DhhX39zl750Cxw35iUgdHjPYCpcWdMoVTCDJMXykpKYHf77dEukfyUc/nnkl/0+2H0dtLtf1U2RuoHbMcL72xYPQCbKzcKOqLhuNhEYV4rOUYCr2FKHAXtF3Edk6fS5GiuihK0Yq0PnHp6EthNayyr7K93Wbx1059sBG2s6kPdjqdvdZ5oWUY85/X6cZq7TaLv3bqf42wn039L8MMBKsdo2bxdyB+9Oeaia+BuQ+2M3bYT0o4JJ5VRRHPerSoDk3abo41C5FUhYIE4ohBRU6zJqg6ZQmXDy3GJYUFeO7TOvxfbR0i7QVPGRj/5XLkKfSeiktEZGoRTtr/NP752ln4wtw5hrfRDvuJSR2Smi5JnmEY28HFoxnGnFA63VW7V4nXNcEaIY7qF365rlyRqpUuZin1CaVupUhR/XKARNFBvkHi9cIJC0VdS4ZhGIZhGIbJBDS+XL58eY/LLFmy5IRxabbBY3OGYRhmIBz+1rcRq6xE7MgRKKEQnGVlcPj9HZapj9SjPlwPJGKIqQkkoEKXF2UV4rU3AhQ0A4fUGH5TW43Xj2n3o4bMLsZZVw+DjAQWNjXjy4EgaqRihB152OKejmnX3Y/x5R23Zxf4N9qccCpdhmEYhrEZC8cvxNwRc8VrEjnLfGWiZiiJn83RZlQHq/FZy2fimf7Wa4rScrooSuuTHYZhGIZhGIZhGIZhGMa+OAq0Mj6SyyWeSRztTJGnCH5XHqAm4FQBF4mhKsV/AgkJiEuAS8vEi+IcF757ylDcMXcUBp3pxxmfLxPC6dkhFy5q0SLK/WozFFXF5Ng2vLplZzqbyzDZkUq3qakJ69atw3vvvYezzjoLX/7ylzPtEsMwDMMYBkWGXn/69SJ9LkWOUlpcekTiERE9GlfiUFQFsiTDKTtFlKjH6WlbnyJFSRTl1CIMwzAMwzAMwzAMwzD2JmfKFIQ/+QSy349EUxOU5maoJSUnpNQthQMOVUIdFMhQRdSdokqgBLySAuREteXCHk049U7KxedO1SJB5zXLmNcio0XyI18KwKNG4VAiUCUJiR2r0Th7Mgp8mjDLMEZje2F027ZtuOiii9DQoNVNI+bNm4eXX345o34xjF155plnkJ+fj6985Stwtc4yMiuxWAxPPfWUeJ1Jf9Pth9HbS7X9VNkbqB2zHC99hURNSoM7tWwq1hxYg01HN4lf/VJn16k6SCCdOWSmqCk6tnAsrIzV9lW2ttss/tqpDzbCNvfBTDJk636yWrvN4q+d+l8j7HP/yzD2PEbN4q+d+mC+BmYyjR32k//COWh4+mnIXi8kjwdqJIJEYyOcxcUdF4y2ID8hwaMqaHQ68N6ZF4gcuqf8eyP8wbhIqRt3AopTgioDu8ZKmBqWcF6LA8MppJSEVMmBkOSDT22BX21Bo+rFhOjHWLvjGBZOO8mwNtphPzGpw9bCaGNjI6ZOnSpuDrcvpbp27VohmE6ePDmj/jGMHTl48CByc3M7nHNmhXzcv39/2+ts8cPo7aXafqrsDdSOWY6XZCGRc+mUpbh20rXYcGgDtlZtFVGjVFuUao1StOiUsimYPXw2Cjxa6hSrY9V9lW3tNou/duqDjbDNfTCTDNm6n6zWbrP4a6f+1wj73P8yjD2PUbP4a6c+mK+BmUxjh/3kKCyE79yZaHnzLZFWN15VhURDAyS3G468vOMLqgmR/tarqnAlFDSWDBZv50ZV5IW0tLoRD+BRgdAQGbc2uZCnnpiNLCx54ZOCcKlxJFQVeWoz3jhYZ6gwaof9xKQOWwujd999d9trPR2gftDX1dVlzC+GsTMLFixAcXExnE7zdy/k4xVXXNH2Olv8MHp7qbafKnsDtWOW46W/kOh5+bjLxcPuWH1fZUu7zeKvnfpgI2xzH8wkQ7buJ6u12yz+2qn/NcI+978MY89j1Cz+2qkP5mtgJtPYZT8VfP7zmjDq90MNh0VKXRJI1WhUiKUira5KSXM1ZCWBc7ZtAhJAcaMiokXhluB2UMFRwDHUBakLUZSgRLzCBlSh13jVCBpDrQVKDcIu+4lJDZJqY3l8+vTp4vmDDz7oIIwWFRXhwIEDIt0nwzD9p7q6GmVlZR3eq6qqQmlp16k6GYZhGIZhGIZhGKav0Phy+fLlPS6zZMmSE8al2QaPzRmGYZhUUP/0M2h45hnxOl5dLcRRgSRBzsuDnGhCLE61QeNQ44ASI4GzVfx0S0COWBjyOCfk8d2Lj5RGt0SpQ1B14+j/396/xdqV5/dh52J1datbre4iWeoW5EniblL2jCUYcRdZDpDMWLZZ1ZaRGwTxojzFRlIstx8CzMRmiQ8DOy+hSCMPngd3s+gHDZAHkyxZQJCLLVZpknmLSVYbMUaaoMUqCYOJxy2RrK7WrdWtOoPvlv7U4uLa++zLWnuvtfbnA2yew3P2Wfu/bv/1//9//8uRz1WPP/HD1T/84b9b/dxf//PV1HhGD9MfhuYnKgHRv/E3/sZs6twvfOELs6BoptZ9++23BUUBAAAAAACqqjp6/lz1mVdfnX3//Oc+Vz3/+c/P1hytDg6qj7797ep73/5uVf32QfUHv/tcdfDdPwqIfqyqqk8lKJr/H6me+9c/Vh35kfxwvk8e/N5s2t3vVs/Pwqq/deQHqu//xOK/gS5Neszw0aNHZ1/PnDlTPXjwYNfJgb3wL//lv6x+//d/v/rhH/7h6rnnht334qOPPpqlN3aZ3m2no+/P63r7XW1v0+0M5XrhcPt6rsa230NJ75Ty4D62LQ9mFft6nsa230NJ75Ty3z62L/+FaV6jQ0nvlPJgZWB2bUrnKbNuvvj6xepjx47NRo5mWt28PvrO71Ufffjt6uB3v139we//7h+OEn3uoPrwB49W33vu+erotz+YTYubkaIJipbZO9s8d/AH1fcfZBtV9WH16dl7f+X5H61e+NTHe923KZ0nNjfps3/ixInq/v37u04G7JX/+r/+r6t/+A//YfW9732vGrqkMWnddXq3nY6+P6/r7Xe1vU23M5TrhcPt67ka234PJb1TyoP72LY8mFXs63ka234PJb1Tyn/72L78F6Z5jQ4lvVPKg5WB2bWpnacEKo9dOF/9ias/W/3Aj/+F6sjzz1fPfd8nZyNIP/6v/RvV8599vqo+/VxV/cBz1T/5P/7V6u1/+9Xq4H/3fPWxf/sTs+lzFwVF4zMHv1UdqQ6q7xx8vPpO9Ynq4Lnnq//5E/9WdepPHu91v6Z2ntjMpEeMZqToP/7H/7gagtxw8Z/+p//prpMCvco01T/wAz9w6ENwCJLGF1544cn3+5KOvj+v6+13tb1NtzOU64XD7eu5Gtt+DyW9U8qD+9i2PJhV7Ot5Gtt+DyW9U8p/+9i+/BemeY0OJb1TyoOVgdm1qZ6n7/uRH6k+95/9Z9Xx//g/rr79S/+P6nfffXe25uiR6sPqD377m1X1fc9Vn/nut6sjzx9Un/qx71YffeyTh27zUwe/U3324MPZNLrfqtJ+XFX/yye+VH3n45+tXv0zP9Tr/kz1PLGeIwdZeHOi3nvvvepHfuRHqp//+Z+vfvInf3Jn6Xj//ferkydPzoZn643AlFg8GgAAgL6kfvnVr3514Xu+8pWvPFMv3Tfq5gBszTf/39X/7//+H1ff/r3vVUc/elT9wEe/VR1UR6pvP/eZ6reOfKb66MjHWqfPzUjRBEXjWwffX/1Gdaz6+MeOVH//M3+r+pEfO1X9X778v6+myDN6mCY/le5rr702G6X567/+67tOzpMeCQAAAAAAAKPy+f9DdeT0X5t9+8Fzx6tvH/mB2dS4n/3ow+qHP/rfquMfPay+/+C3q08e/O7sa/7/Jz76l388UnQWFD1afey5I9WdT/3V6v/z/L9R/fv/5p/Y9V6xZyY9lW5cv369evvtt6tXX311tt7oZz7zmV0nCQAAGJhHjx5V/+gf/aOF7/npn/7p6vjxfte+AQAYst/93d+t/sW/+BcL3/Nn/+yfrT71qU9tLU3Adv3QX/wb1b/8l/9b9ekH/331rY8dr77zB5+YjQj9voPfnwVDv//I78zelwlry3Slv3fw8dn0ud+uvn8WFP1nn/x3qn/6fT9R/Ud//t+o/tQPidmwXZMPjMa7775b/eW//JerL3zhC7O1Prc9re4HH3ww+6oRhX3wC7/wC7N1Rs+ePVs9//yws5hMbf3WW2/Nvt9leredjr4/r+vtd7W9TbczlOuFw+3ruRrbfg8lvVPKg/vY9j7lwfmMTHN02HsY/n29bWPb76Gkd0r5bx/b36f8FzYxtmt0KOndJB3f/va3q//hf/gfFr4nbbD1wKgysDx4yvbyPB05Uv3Y2f9rdf3/9onqU7/9/63+nefuV79Tfbr62EffqT5z8NvVxw++Vz1XHVQfVUeq71bPVx9Wn66+U31itqbox/9opGiCoj/xZ3+4+o/+/L++lSTv5Xlirr04+5nCNqNFr127Vv3UT/1U9eUvf7l64403qr/0l/7SVj7/3r17W/kcGIJf/dVfrT796U9XH330UTV0SeP/+r/+r0++35d09P15XW+/q+1tup2hXC8cbl/P1dj2eyjpnVIe3Me25cGsYl/P09j2eyjpnVL+28f25b8wzWt0KOmdUh6sDMyu7et5ykjQh7+d/f3h6t1PnKpe+t7Xq4MjR6pvHXyy+oODg+ogrz8aNXrkyJHqueeer/6XT3yp+n9+4sdn0+dmpGiCovndNuzreWKPA6PFpUuXZr0BXn/99erMmTPVyZMnZ/+/cOFC9ef+3J/rdTpf2BfpeHDs2LHqYx97dqHtoUka/71/79978v2+pKPvz+t6+11tb9PtDOV64XD7eq7Gtt9DSe+U8uA+ti0PZhX7ep7Gtt9DSe+U8t8+ti//hWleo0NJ75TyYGVgdm1fz1N9v3/gh09Wb//zb1R/8Cv/ffWnf///Vf3AwW9Vnzz4TvV7R76v+q0jP1D9yvM/Wv3Pn/i3qu98/LPV/+lHfrD6P/+bf2Lr0+fu63mi3ZGDhO4n6td+7dfm/u7BgwezgOXP//zPP/nZiRMnqpdeemn2NV588cXq6NGja0+f+/Dhw9nw7Pfee2/WQyKB2G984xtrbQ+GKNPNff7zn3/qZ9/85jerz33ucztLEwDAOlKG+epXv7rwPV/5yleeKfsA0B9583LUzdkm9yUwz7d+57vVnV/5V9X9X39Ufet3v1v9zu//QfX9n/hY9cKnPl6d+pPHq1f/zA9VL3z/x6t94hk9TJMeMZog57e+9a2F76nHhRMsTRCzSxOOOwMAAAAAAMyCnmdP/WuzFwzZpAOjx48fn43cXKQ5h3XXgcyyfQFS9qkXTK739HrZ1hzx60o6k97YZXq3nY6+P6/r7Xe1vU23M5TrhcPt67ka234PJb1TyoP72LY8mFXs63ka234PJb1Tyn/72L78F6Z5jQ4lvVPKg5WB2bV9PU9j2++xpZd+PVdNWJkSNxd52ytmiwDXXl2pfwbsk5/7uZ+bTany3e9+txq6pDFp3XV6t52Ovj+v6+13tb1NtzOU64XD7eu5Gtt+DyW9U8qD+9i2PJhV7Ot5Gtt+DyW9U8p/+9i+/BemeY0OJb1TyoOVgdm1fT1PY9vvsaWXfk16xGhzfdAS+EzAdN21Q5eVkaqPHj06dMQqTM2nPvWp6vu///ursRhKWredjr4/r+vtd7W9TbczlOuFw+3ruRrbfg8lvVPKg/vYtjyYVezreRrbfg8lvVPKf/vYvvwXpnmNDiW966bjueeeO/Rv856uPm8ZysDs2r6ep7Ht99jSS3+OHEx4jtef+Zmfqa5duzb7PqM3v/a1r1WvvfbaVtOQNUu//OUvz76ePHmy+sY3vrHVz4c+WTwaAJiKlGHSe3iRr3zlK8+UfQDoj7x5OermADBMntHDNOmpdF988cUnQdFLly5tPShaRqfmswEAAAAAAIDd2Ys1RuPVV1/dWTpefvnl2ddMrQsAAAAAAABs396sMVoPku4yHTB1/+1/+99WL7zwQvUf/Af/QfX888POYr73ve9V/81/89/Mvt9leredjr4/r+vtd7W9TbczlOuFw+3ruRrbfg8lvVPKg/vYtjyYVezreRrbfg8lvVPKf/vYvvwXpnmNDiW9U8qDlYHZtX09T2Pb77Gll37tzYjRIfjggw92nQTo3a/8yq9U/+Jf/Ivqo48+qoYuaUxad53ebaej78/revtdbW/T7QzleuFw+3quxrbfQ0nvlPLgPrYtD2YV+3qexrbfQ0nvlPLfPrYv/4VpXqNDSe+U8mBlYHZtX8/T2PZ7bOmlX5MOi3/xi1+srl+/Pvv+C1/4wiDSAVP3l/7SX6qOHTtWfexjH6uGLmn8K3/lrzz5fl/S0ffndb39rra36XaGcr1wuH09V2Pb76Gkd0p5cB/blgezin09T2Pb76Gkd0r5bx/bl//CNK/RoaR3SnmwMjC7tq/naWz7Pbb00q8jBwcHBz1/BjBRv/Ebv1F9/vOff+pn3/zmN6vPfe5zO0sTAMA6Uob56le/uvA9X/nKV54p+wDQH3nzctTNAWCYPKOHadIjRgGgK3/37/7dpX4GQPfkwQC7If8F2B15MEA/jBgFOu3x8o1vfKP6wR/8weqFF16ojhw5Ug1Zsr9vfetbs+93md5tp6Pvz+t6+11tb9PttL3fI3SYhnJvb9vY9nso6Z1SHtzHtvcpDzYqaTr39baNbb+Hkt4p5b99bH+f8t9F5M3L2efRKEPJ08aW3inlwcrA7NpQ7uttG9t+7yq9+/yMHrLndp0AYFrefPPN6u///b9fffe7362GLmlMWned3m2no+/P63r7XW1vKOeb/u3ruR7bfg8lvVPKg/vYtjyYVezreR7bfg8lvVPKf/vYvvwXpnmNDyW9U8qDlYHZtX09z2Pb77Gll36ZSrfFr/3ar1Xvvvtu9d5771UPHz6cff3ggw+qEydOVEePHq1Onjw5+/4v/+W/vOukwuB8/OMfn73GYihp3XY6+v68rrff1faGcr7p376e67Ht91DSO6U8uI9ty4NZxb6e57Ht91DSO6X8t4/ty39hmtf4UNI7pTxYGZhd29fzPLb9Hlt66Y+pdP/IL/3SL1W3b9+u3n777VkgdFmvvPJKdf78+eo/+U/+k17TB0NkKgD2iSlsAHbHVLoA+1kGljcvR90cpmnXeTCwOc/oYdr7qXT/8T/+x9XLL79cvfrqq7MpQB88eDB7wCz7SiD14sWL1Ysvvlj9V//Vf7Xr3QEAAAAAAABaPL/P0+UmGFpGh5beNqsuulv+7vHjx9WlS5eqK1euVDdu3Kh+8id/sodUAwAAAADsxu/93u/NBpYskmXIPvnJT24tTQCwir0cMZrAZR7QCYrWA6IlKLrMSNGi/F1e+fmjR4+qs2fPVn/zb/7Nne0f7FKmBij3RKYKGKqkrX7/7iq9205H35/X9fa72t5Qzjf929dzPbb9Hkp6p5QH97FteTCr2NfzPLb9Hkp6p5T/9rF9+S+r+s3f/M2lfjY1Y7vGh5LeTdPx4YcfVm+99dbCV97T1ef1uS99bnMo55t+7et5Htt+jy299G/vRoxm7YlMmZsgZm6AqAc6T5w4UR09enT29fjx48/8fQKfCah+8MEHz6xFWt/e9evXq3v37lX/7J/9s973CQAAAAAAAFjs+X0MihYJYL7yyiuzKXXz9Utf+tLK23z//fdn64zev3+/unXr1ixgWgKk+dlP/MRPVP/kn/yTTvcDAAAAAAAAWM3eTKV7+fLl2SjOMhVuprtN4PIXf/EXq7/9t//2WkHR+OIXv1i99tpr1de+9rXZaNIER7OtMgr1zp071U//9E93vDcAAAAAAADAKvYiMPr1r3+9unr16uz7TJGbBcJLALNrCbhmCt1svwRhb9++Xf3CL/xC558FAAAAAAAALGcvptI9d+7cbHrbM2fOzIKUL7zwQu+fmQDpr/7qr86m6c10uxlV+pM/+ZO9fy5s00cffbTw97/5m79ZDVVb2naR3m2no+/P63r7XW2vr/22UPvwDOXe3rax7fdQ0julPLiPbe9bHpw0/fZv//ah7ynLZjDM+3rbxrbfQ0nvlPLfPra/b/nvIvLm5WQGs7afTb2+MpQ8bWzp3TQdq96XysCbbadp6vf12Azlvt62se33LtPb9jmHtanTvyMHZc7Xibpx40b1+uuvVydPnqy+8Y1vbP3zs+Zoptv98MMPq2vXrlX/+X/+n289DdCXX/mVX6l+9Ed/dNfJAAAAAACAwfvlX/7l6s/8mT+z62TstclPpZspdNNDKWt97sLRo0dno1QTf/4v/8v/cidpAAAAAAAAgH036cBoprB97733qkuXLlVf+MIXdpaOV155pfqpn/qp2ejRf/7P//nO0gEAAAAAAAD7atKB0evXr89Gi16+fHnXSZmlIaNGb926teukAAAAAAAAwN6Z9BqjX/7yl2eB0X/6T/9pNQQ/8iM/MlvrdCjpgU1973vfe2bt3uPHj1fPPTfpPhcAAAAAALDQRx99VD169Oipn/2pP/Wnqueff35naaKqJn30M43uuXPnqqF46aWXqq9//eu7TgZ0Jhm4haIBAAAAAOBZP/RDP7TrJNAw6WFdicRnhOZQnDhxYhasBQAAAAAAALZr0oHRDz74YNdJAAAAAAAAAAZg0oHRjNB88OBBNRTvvvvuLE0AAAAAAADAdk0+MJpg5FBkGl2BUQAAAAAAANi+SQdGv/SlL1Vvv/129eGHH+46KdXXv/51gVEAAAAAAADYkUkHRi9cuFAdHBxUP/uzP7vrpFRvvPFGdeTIker111/fdVIAAAAAAABg7xw5SORwwk6ePFn92q/9WvXBBx9Un/nMZ3Y2WvTUqVPVsWPHqocPH+4kDQAAAAAAALDPJj1iNDJCM7HfM2fO7OTz33///dlnZ7ToxYsXd5IGAAAAAAAA2HeTD4xeunSp+uIXv1jdv3+/+omf+ImtfnZGqn75y1+ejVY9evRodeXKla1+PgD7Ketrp2NQZk1Ix5y88v2rr75aXbt2bfZcAmA73nvvvVkenKU1AGj31ltvzcqqpfyaGbfy/zfffFPZFWCLlF2BfTD5wGhcv359Nmr0zp071Z/+03+6+vVf//XeP/Pnf/7nZw+RBw8ezAr1N27c6P0zAdhvqcCkASmve/fuVa+88kp19erVJzMWJGCayk0amqx5DdC/NOinTpD8OS8Anpbyacqm586dq1566aVZu83jx49nndvz/5RZ8/vkpwD0S9kV2BeTX2O0SEPw3/t7f2/2fQKVKVxnNOkXvvCFTj/nl37pl2aN0Cnc59Dms86ePVvdvHmz088BgLp33313NnX7iRMnZp1x0pDUVsmpB0Tz3jQ6ZVYDADaXBqTkx2nYbzbip05w+/btnaUNYGhK2TRl0ZRJUzZtymjRU6dOzfLXdPZLx3cAuqHsCuyrvQmMRgrcZeRmApaR0TTpmZiv6wRJP/zww1kQ9O7du7OpX0pvmhIUTcN0fgcAfUmDUaaNL4HORfLMyojSQnAUYHOlZ32RPDUN+PX6gcYlgPYyaRrk0yZz2LSOkcBomQ0FgPUouwL7bq8Co5EgaKa5TdCyBC/r0kBcXlFvKC7rWuQB8ejRo9nX+loX5VCWbWcb6XXz2c9+dkt7B8A+SsefW7duVe+///5SAc68v94bVO97gM2UPDXl/9OnTz/JizPKKfWB0LgE8McyPW7aU9KZ/LCOfc3ya6ba1akPYH3KrsC+27vAaFy7dq36mZ/5mSdB0eYhaAZL27Qdtvr2EoA1fS4AfUuDUhqWMo17pohf5W/qsiZ22/RlAKxP4xJAe5tMljtaZQRo8tLkqaFTH0A/lF2BffFctYfScHzv3r3Z1Lll1Gj9lZ8d9op5f5cCuqAoANuQkaJx5cqV2XRk9elw5klv0OZ0ZZkyBwAA+lYPai6aQrcuI0uL5jp4AACwir0MjJZCdUbHfO1rX5uty7Yo4DnvFfVgaQKumdLltdde2/HeAbAvytRjGQWatZpKT/rDNEeHZm0nAADoU0Yi1TvyrTJjSf29OvUBALCuvQ2MFpmC5Vd/9VdnI24yRcALL7yw1IjR8kqANdMXJiD6sz/7s7O/B4BtyZrXdQmQLjNq9OTJkwu3AwAAXUtHvmLVdULrgVGd+gAAWNfz1ch8+OGHswbfNODma0Z9lkbg8vPjx49X3/jGN1baboKiecXXv/712VS79W2XQnu2ncbkFMh/6qd+qpd9BIBlZfrceo/5PKusFQoAwBDdvXv3yfdpX1lFPZBaD7ACAMBoA6Ml6FleDx8+fPJ92wiYMvVtZORmpsQ9c+bM0tMIzvOlL31p9gKAMcx8kOl0s9ZSAqL1NZsWSeefulUbpgAAYJ2pdItVO/PVy6vLzJACAACDD4wmuPn+++/P/X0JhKbwnNGdL7/88pOAKADDHtWYkfiZdnwb0oM8AcJ655o8O/JKWhJMXHXqriHLvi4bEJ3XmJTjAkyTPBhg3KaUj28S0Gx+ZtLleQL0bUp5MAADXWO0uYZn/WeXLl2ajXDJmqBZzzNT2QqKAgy7R3hG8adgn8J8Xn26du3abLrzVBbymak4XL58eVapSIeaTLf+xhtvVMeOHZu9Z197muc8NKcfK9PJA9MhDwYYt6nn45s27Cc9AH2Zeh4MsM8GNWI0jhw58tT/ExBN5n/jxo3qhRde2Fm6AFheCugpsNfXvuz78+oVg3SkSQWirbElFYzXX3999jWVjqtXr87ev08y7W5dnrPWJYXpkAcDjJt8fDl9BymA/SQPBpi+wQVG6wHRBEmT2X/1q1/ddXIAWCAF+PSmvHv37qyAXl87qG/5rKwvXRpGbt++vXD04yuvvDKbfaD0wkyFJ/9fdSraMavvaypb6XwEjJc8GGDc9iUf7zqQacQo0IV9yYMBGHhgtARF8yAQFAUYpkzfMq9xoxTk++5hmc+vVyLKFDPLuHPnzqyHZSpBGUGZ7/ehp2Wm56lPuZOKl/VJYHzkwQDjto/5eNeBTCNGgXXtYx4MwIDXGK3LdAAADFMpvCeo9tJLL1UXL16cBdkeP348+/ryyy/3noZz5849SUdJwyrqvSrT03Lqa3SUKYGKnKf0OAXGRx4MMG77mI8LZAJDsY95MAADHjFaRovmYfCFL3xh18kBYEF+vUuZNiavImtwrCpBwVRAylQ5qZjcv3+/mqrsX7FKb1RgeOTBAOO2j/l417OUmPUEWNc+5sEADDgwWmRtUQCYpz7yMY0i6wb5Lly48KQika95pXJxmKzpsa0emSdOnNh4yts8V8t+Jii6am9UgDp5MMC47Tof78Lx48e38jkAXZtCHgwwZoMNjP65P/fndp0EAAaqFPiLTaaDTQWkXilJ0LA+Jc08aZDfVqP8pusxZc2RvCKN+0aKApuQBwOM267y8WYgc9OpdXVYAcZoCGVpgH03uDVGM42uni0ALNIs6G+y/kdGAtWVAOJhHjx4MJt+ZxuvrHOybsPPW2+99WQWhjt37giKAhuTBwOM267y8U3z0mYg1YhRYIyGUJYG2HeDC4zG6dOnd50EAAbs1q1bT/1/0w41zcpEgolTkF6oWWckjVAJImzSExWgkAcDjNsu8/F6cHTVEfnN9+u0AoyRsjTA7g1yKt1NC7d/5a/8laprWcfob/2tv9X5dgFYTaZObPYWb1YEVpWKSH1KximMrMz+nDlzZnZs7t+/f+izNcdU4xJwGHkwwLjtOh9PR/i33357ral065+xaZoB9jEPBmDAgdEXX3xxo7//zd/8zdmUvHnQpEdh/YGTny+S6bKKNBBnahYNxQDDURpSuqxINKfhavuMMclz79SpU7P9WiYomul2svZoKlAAi8iDAcZt1/l4Op2X3686YrTetmMJJmCMdp0HAzDgwOimgcg0Ajd9/etfr772ta9VN27cmAVH6wHQ+udevnx51qvmi1/84kZpAKAffQTvms+dem/LMVolKBp5n173wDLkwQDjtut8vL60wyYjRhNgBRibXefBAAx4jdFmT5cufOlLX5otbv2rv/qr1QsvvDALjpbRo/maRuT0Vvzbf/tvC4oCDFizkN/FqP62mQqyPucY5XmWY7JsUDTu3bs3+zuAw8iDAcZt1/l4RnrWO+Qtm983g6jnz59fOZ0A+54HAzDgwGifUgDPlALNEaPvvPPOztIEwPoViS4607RVRsbYy/LcuXNPnmnLVrDSyJRKkxGjwDLkwQDjNoR8/PXXX195ysf6+zLLlyWPgDEaQh4MwECn0u1beijmlYbgjBa9ePFi9dnPfnbXyQJgCatOubWusVUk0sD01ltvzZ5pV65cWeoYZqaE0sh0+vTpraQTGDd58DCPF8CY8vFLly7NyqtJS2b2yv8Pc/PmzSffX716tbN0AuxbHryIsiuwL/YyMFrWtSjTClibAmAc2grpXfQWb+ul+fDhw2osrl27Vr355puz78vXVel1DxxGHrz68ao3SpnSDNi1IeXjmeEkSzkkn0z5NZ375klHvnQALEFRM50AYzSkPLiNsiuwT/Y2MJpgaBqSI6NHARi+jHDclrGMVkoj0RtvvLHRNjwHgWXIg6uFjfZJc2nwevDgwTPTQ+b3CQKkg2ZZCyqNYRmxLx8G9i0fT76XIGfKsZn5ZF5emO2U5SISPF1mdCnAEA0pD1Z2Bfbd3gZG671pupjPHYD+mdZl8bRi69LrHliGPHi+27dvz0Y8NXv9N/9fRkbVj2kCAxqXgH3MxxPkTP6XwGca3xP4TJA0P0t+We8AmCl3F40qBRi6IeXByq7AvtvbwGg9o+97fdFvfetb1c/8zM/M1jP9B//gH/T6WQBTts0elkOqtBxWoQHYBnnwfGmwzwtgyIaYj2ck0uPHj2cN7ynXnjlzZva3abNJ5700wCcgatkHYOyGlAcruwL7bm8Do9t+8OVhIzAKMEwaWgB2Rx4MMG5d5OMJfhoRCrA6ZWmA1T23xt8AAAAAAAAAjIrA6BbpwQMwTGObshFgSuTBAOMmHwfYHXkwwOoERrfAAwqgG8ePH991EgD2ljwYYNzk4wC7Iw8GGA6B0S0uru0BCAAAAAAAALvx3JADiVPx7rvv7joJAJPV16h8058DHE4eDDBu8nGA3ZEHA+zGIAOjUwsk3rx5c9dJAJiEvgr3bR1yTpw40ctnAYyVPBhg3OTjALsjDwYYjuergTk4OKiuX78++/6VV17p7XPqD41f+IVfmH1uH5+Rffn617/e+bYB9tE2C/cvvvji1j4LYAzkwQDjJh8H2B15MMBwDC4weuTIkSfB0RIg7VM+6+zZs71uH4Bue1nWp5vpYvr1tulrTD0D8Cx5MMC4yccBdkceDDAMg5xKtwRH+34VfX9G9geAbhw/frzzNTkePnz4zM9Onz698XYBpkYeDDBu8nGA3ZEHAwzDIAOjJZjY92tbnwVAd1566aXOt9lWGbEmB8Cz5MEA4yYfB9gdeTDAMAw2MLoNApcA4/Pyyy8/87NNe1k2p69JJcLUMwDPkgcDjJt8HGB35MEAwzDYwOg2ptLd1guA7rzyyivP/Oy9997baJvNv9e7EqCdPBhg3OTjALsjDwYYhuergUkgMaM486B44403Rp2Zp8fP1772terGjRu7TgrApKeeuXfv3kZT0jQrEufOnVt7WwBTJg8GGDf5OMDuyIMBhmFwgdEERfMw+MVf/MVqCq5fvz77KjgK0J2zZ89Wb7311pP/P3jwYKNOLM2pa86fP79R+gCmTB4MMG7ycYDdkQcD7N4gp9K9cOFCNSUeSADdunz58lP/f/vtt9feVvNvU0mxHgfAfPJggHGTjwPsjjwYYPcGGRidWgZ+/Pjx1sWwAVhPZhaoTzXz7rvvrr2tO3fuPPX/119/faO0AUydPBhg3OTjALsjDwbYveeGHEiciqkFegHW1WUHkWYvyzfffHOt7dT/LpWTrHENMEXyYIBxk48D7I48GGA6BhkYnarmnO8AU/bw4cNet58pYuq9LK9evbryNq5du/bU/2/fvt1J2gB2TR4MMG7ycYDdkQcDTNugAqNf+tKXZq+pjbDMCNiybwD7om06mE2miGmTgn95Zrz33nvPVAwO66zyxhtvPFUROXHiRKfpA9gVeTDAuMnHAXZHHgwwbUcODg4Odp0IAKYjlYXr16+3TgWTQn8K7JnepatCez7v1KlTT1Uu0vvysErEmTNnnlRskqZLly51kh6AXZIHA4ybfBxgd+TBAPtBYBSAtaR3Yr2ysO504fVZAt55552nppNZVioE586dm/WyPKxisMp7AYZKHgwwbvJxgN2RBwPst+d3nQAAxiuVh1IR2GQa9E3XYE7l48GDB08qN/l65cqV6vz58096X+b3b7/99pNelemFaboZYMzkwQDjJh8H2B15MMD+MmIUgMl56623qps3b856UeZVKjypNGTamwsXLqzVkxOAw8mDAcZNPg6wO/JggP4JjAIAAAAAAACT99yuEwAAAAAAAADQN4FRAAAAAAAAYPIERgEAAAAAAIDJExgFAAAAAAAAJk9gFAAAAAAAAJg8gVEAAAAAAABg8gRGAQAAAAAAgMkTGAUAAAAAAAAmT2AUAAAAAAAAmDyBUQAAAAAAAGDyBEYBAAAAAACAyRMYBQAAAAAAACZPYBQAAAAAAACYPIFRAAAAAAAAYPIERgEAAAAAAIDJExgFAAAAAAAAJk9gFAAAAAAAAJg8gVEAAAAAAABg8gRGAQAAAAAAgMkTGAUAAAAAAAAmT2AUAAAAAAAAmDyBUQAAAAAAAGDyBEYBAAAAAACAyRMYBQAAAAAAACZPYBQAAAAAAACYPIFRAAAAAAAAYPIERgEAAAAAAIDJExgFAAAAAAAAJk9gFAAAABiFd999tzpy5MhSr2vXru06udC5t99+uzp58mT1+uuvV1OT/Vrm3s77AADWJTAKAAAAACOQgOh7771Xvfnmm9UHH3yw6+QAAIzO87tOAAAAAMA6jh49utbvYKwjphMULdf31K7xw/ZJIBgA6ILAKAAAADA6Z8+erW7fvr3rZMDW3Lx588n3Fy9erKbm/v37C3+faXQBADYlMAoAAAAAA5fpc4sLFy5svL2MwMwI1EePHs2+5v8PHz588n35Xb6/fv36JIOxAMD+ERgFAGD0Xn311ertt9/e2udlmrcTJ05Up0+frk6dOlWdP39+ctPZAUx5jcZ6gOkwL7300qEj2bYt6c9+rOLg4KC39LCdaXTLVLIpg+S63MQbb7xRXbt2ben3m8YWAJiK53adAAAAGJs0DqaBsjRMHzt2bBYgXaWhHYBxSH7/1ltvVUOSoBb7JSM269NId3Fdr+KVV17Z+DMBAIbgyIEugwAATCBQmane6t9n3bl5gcqM7rx69epsxOeyIz3LdvP17t27sxGqbY2K2d7ly5erS5cuVX1LGtI4nnRk5MiNGzc2HkECMGTJ79IRZZM1RtueGXfu3Hkyei75eHN0XIJCec8QJO/PTAnJ79ueQ0lrOu1kVGH9GZf/M17phFWuywcPHmx8PrOte/fuPbkHss15ZZsYQvNhWWM0+570AgCsQ2AUAIDJmjdNXJfrZCX4miBr1uGqS4N1Guz7aoguDeNNme5RcBSYqi4Co/PkeZHnRrabz2nm648fPx7EtOnnzp2bfU1AqzmN/BCn/aXbZ37fQcF6AHZoHQMERgGALphKFwCAyZq3/lqXwcoEWNM41wyCplH95MmTK63f1cU0ileuXOnl8wCmrt5hpm2q0iFMl56AVab1nfd8W3XdUcah3gFgF+e4rSMWAMBYCYwCADBZx48fX+nnm0gjegKkzSl0E8Aso3u61BzJdNjPxybHbGhr+gHTVh8N2hZ8qq/xuCu3bt2apXPeeo99PN+oBnHeu1xfdFHgvTlaNKwvCgBMicAoAACTtYspDzOtbnNqxwT4ug6OZn3UVX4+NjlmWcsVYBcyA0BzWvJ0PJm3/uK2JDh7/vz5naaB7U+jW4KVuSb7XCu2OTVzYYp+AGBKBEYBAKBjGc3RXOOt6+BoArBtgeC2n49N22gVgG0b2qjREpg1Xe5+qV9zFy5c6PWz2tYRNVoUAJgagVEAAOhBRlc0Gxi7DI5m+5m6N2vi5ft8ff/993cySrZrjx492nUSAFpHZtanNN22PEPaRrIybfVp5evr4G5rxKj1RQGAqREYBQCAnmSURXPN0TRwvvnmm51sPw3kGUmS0an5OoWgaOx6qkqASJ7aXM8xI9rnTTfat+TzRovub1A0AfE+n/O5ttvWKTdiFACYGoFRAADoUaa2bY7uScO26WLna2uYBdjn6XTTYSR5Y98jBhmWmzdvPvm+76C49UUBgH0hMAoAAD27cePGMz/rcr3Rqbl79+6ukwDwZLRcc5ReRvFtu3NLgrFtaWF/Roy2Te3cJeuLAgD7QmAUAAB6ltEWzcbFjMzoakrdqdnVNJUAQ11rNJ+nQ83+BkW3ERS3vigAsC8ERgEAYEtT6ja98cYbO0nLkGWqSNMMA0Oy6+l0ywhV0+jul/o11ndQ3PqiAMA+ERgFAIAtjRptrtOVhkijRuePkAEYguTdJ06caF3zc1sBsrNnz27lsxiGlA/qIzj7nkbX+qIAwD4RGAUAgB2OOmobSbrPrly5suskACyVf2+jI0cJkLV9PtNVn6p5G9PoWl8UANgnAqMAALAlbSM+MuLImppPTxcJMDRt09huYzrdBMgSFBOk2i+3b99+8v02guLWFwUA9onAKAAAbEkat5vTMYZRo3/otdde23USAFq1BSfTsSVT6vYpwVdri+73NLp9T6NsfVEAYN8IjAIAwBa1NXAaMfqHI2KMFgWG7Ny5c1sdNVoCr6bR3d9pdLextqz1RQGAfSMwCgAAW/Tyyy+3/nyfg6NvvPFG9eabb+46GQALtY3crAexupaga2YZaJtpgOmqB9svXLjQ++dZXxQA2DfP7zoBAACwT+aNwEjD5GENkWW6u0ePHs2+5v8PHjx46mfZRn1tsk2m8Uua7t27N/t/tl9GdKaRPvuR9cfaAgUZ3XTy5Mnq0qVLCz8n6U1QNGuLDkXSlPRk3/N9mV6wBCeyzznGXY6kKeeynMec0+a5znGeN+VyW5oz7efx48efnKs0rm9z9E/SkMb9jHabdxwzEqrPgM9hacgrIwDHFgBIJ4Lc47k3yznOfiw73WqurWyjfr2U45Fr5PLly7Prh3a5but5Vo5n/t/HyL6cp5yPbSnXQ8l/Hj58+Ez+lHxo3rWWe+3mzZtPRrqWvKh+32et7V1cX0PIk5aRY12fnnlXI0bnrS9a8o+7d+8+db2U85z8dNvPGwCAlR0AAMCEpcjbfN2/f39waXrppZcO/bsTJ060/m39dfbs2bXT9eDBg4OLFy8+2dYrr7xycPXq1YPbt28f3LlzZ3bc8vX69euz9x09enT2vrynyPf5WX7fJtvI3yedh+3Lqq/Hjx+vve/52/q+J31l35v7W85XfrepHM9l9u3SpUutaS7HMddG3pO0Jl1Je85ffRt5T9/Xfj47x6b+uUlHjl/Sl/TWr+P8rus0NdOQ7/PZ5Vzm+/rvc17r1/BQ5XyXdCfNOXb1a/Kw89u8xsvfZDvN45HjNFTZxy7yu3kO227bPZtj2LXyOYvyteY9nte6+VLO+TJ5Udu1Ub/nyrVZ7vnmdVqOb5432zCEPGkV5Rna1/XdlOtrmXJSrsfmc7st/6gfxz7Ocf2zAQDWJTAKAMCkDTEwOi/AucvAaGkUXzVIVP4ujaBpgC7paAuMzmuA3XVgNA2+2e9l9j37W2/kz35vEpBdNzBa0pwG6UXXcxqmm43WfQS98jn1IM1hwbW8P/tUjmVb4HdV9UDxMgGO/K5+T20jcLyJch6b12jzuLcFI8r1UgLF84Jn9eBYF4H/KQZGoxno2yT/mSd56GEB110HRrPPJQ05ZrnOFm2/+Qzrs0PCEPKkddTz60XHsyv15/a88ki9Q0W+n5euHLP6NnIsu85TBUYBgC4IjAIAMGlDDIy2NWYvk640QueVBtw0ZrYFStcJFJTGzGxvnREeSXczUDBvxGi2P+/Vto1F72++NmkUXiXAmc+qH/tNG39L+rONBAragi71RvoSGFql4b55rXTZ4N4M7uYaXPZY1gMrm4y6a16Dqxyb5iiobQQj1r1H2/arHihsCxjUAx+LAkPNay/fD9EQAqPNAFAfHQ6WCXJ2GRit50W5B9r2sb6f5Z5btUNBM80JBHYdVB5CnrSOHPtt33/NUeT1/a4/6w7rhFM0r5uuA5gCowBAFwRGAQCYtCEGRtsaItdp0K43oq4bKKgHTTaZ9q4ZnJkXGF2kGRDse8ROSfM6jd9pPG+mt6vrqm0UaTkW5XNXHWnVPD9dNbo3RxutG6gqjenr/H1z39YZhdYcVbvrPKJtpPWiQMC8vKR+LS0K+M7Lk4Z0HIYUGG3Le5eZDn3V++owXQdGF03rWg+Mlv1fN3DYNiVrV8HRIeRJXRzvdZ6h62jrYJV01DsrrRL0b5sZosuRwQKjAEAXnlt9VVIAAGATR48ebf35o0ePVtrOiRMnqldeeWWjtLz22muzrxcvXpxtb10vvfRSdenSpWpMzp07NzsXt2/fXvlv83c3btx46mdnzpypPvjgg43TlXM671zkM/L7VY91zk99m0nntWvXNkrnW2+9NTuGRdK1zrGMq1evzvYp23zzzTeX/rt33323OnXq1FNpWOc6fOedd545zkNx5cqV2dc33nhj6Tzl5s2b1XvvvVe9+uqrs//fuXNnbl6RYzjvmK+aJ+2L3EvNezTHMce8C9evX5/lybvWdi89ePBgds8lT8l1tY7kE/Xjl+NWv4/HnCdtet6L+n70Jc+Btms25ybnI7/P8VvlWkxelGujLQ8DABgKgVEAABiIdYJqmwQz0+BbPrOLRtjLly9XY5GG7jQIJ7g5L1B9mLNnzz7VAJxj2VUDcLNhuZnmddPbDJ6tK+loXjP1Rv11AxG5nhcFAJuaaVg3CJJroB4Eyrl8/fXXqyEoQZlFwYlm3vH2228/OTY5Jos6UCy6Dk6fPr1GivdD2/Wx6T1QzmX9/O1a8xlTOlQ0OxOsqhlUTZ6yyT03lDxpk/SXIGXyo007PS0j11mb7G8JijafG+tcM/MCsAAAuyIwCgAAW/biiy+2/jwjcVa1blCvGRDpIgCyrcbcLqTBPOldp9F3UTC4z5FFaaxOQ/2657yMHqyPcFtXMwBRAgibynbSiJ6g/WESRKk3tiewucn90HYud92Yn8BFjscqQdHys5zfXN/rXuP5u02O59S1nZMu7v9sY0h5ads1sEk+VCS/aI5Izb7PC9aNIU/aRD2Ie/78+Wob5o34Tb6X/V437zh+/PgzP9vkeQMA0DWBUQAAGIhtT1vZR0PlUEY5LVKCRvl67Nix2ZSB6zbGN4MXfTWgJ2BwWIDsMG1BgnUCfxkx1rx2Np1GOUHOnIty/Rw20qtt+tdNRyy3BaO6GAG4iTICdtF9de/evaWne27TNkovI5bXHZm8L9qulzLacwrT6C7a767S13bPrvMMGUKetKn6c2Nbo9XnXavrTkm+iGm5AYAhERgFAIA9VW+onBdcWdUYpt6sBwNLkDSjKdcJEiZI0Aw43r17t+rapkHReaN41pm+uTld8KajbhN4KIHf4rBz0UxDAnldjG5sBmW2tbbgPLdu3Zp9XTR6cF4Hh2VH9eX6zWj1BEJyjSUYe//+faNFl9AWwFp3Ouf6dKpDmca5TZcjWZtTWEfygVXvuyHkSZuor0/btkZnHxZNb7vJNRy7HmkPAHAYgVEAABiItsDVtj6vq9Ew22jQ3dS8Rtt1R3o2A6N9NQo3p8JdVVuga9W0NoMFXYzUbBu1tChd+V3zXF24cKHqQtsIwF1NAZn9zOcfFohqC8TnPlwlkJ5rOIHU5AObBpX2Sdux2iSYnuOfc9fFFLBjeU613bu5FseUJ22qPq39tkYLzxst2sU0yW3HasjXNACwfwRGAQBgyx4+fNj685MnT241HfWGygSa+l5DbSi6bqDdVmC0jzUHV53esC1gsWkwvC3QsugctQXxuzo2bZ/b1WjqVZX78bCpRdsCHEMecTg1bYGsdfPSBPn27dy1BYKThy47JfEQ8qRN1YPpXXXyWGd90bYRvOsQGAUAhk5gFAAABmLbU1c2RyCW6QO7GEW16ejGPs2bdrWPwGOXdj21aZnms+tj1hYIWhQcags6dTlSubmtTCu7C2Uk6KJjnJFybdMhnz9/vte08cfaAtfrjMBPIDDnch/PXds13ha4G2qetImy3nUJHm5r1oW2Dh9djFadF9AWGAUAhkRgFAAAtmzeiMJtNxy2NYKm8ffUqVMbjR7N+mRDn44zwa7SAJ3jnjSv2yDdDFius27nYYbQqNxXQDIjlDLqK/tYpnSdN2qpbV28rgPGzdFiu1ovLyPHchwWnfu2IESOx66D6Pskgbjm8S5BzlUkmNq2rX2QZ07TMiNGh5AnbaoeRN/Wc3PeFOFdjFZtC2iPYYp9AGC/CIwCAMCWzWsw3/Yao/OmzUuDaUZBHTlyZBYoTeNzH8G+XUpjd4KjBwcH1YMHDwYfyB1CsKStwfvll1/uZNu5DnMe8loUgGgLlnQdNG4e61WnG+5KrsnD1lpsOydDH/k8RW2dTFYdfZ98dt+m0V10zdZHUg45T9rUrVu3nny/rfM/b3rwLgKYbXn0tqYHBgBYlsAoAABs2bwRaLsYVZHAy6KgYBr3EyQ9duzYbA3UqQZK11FGL+5qROG2bSMouez0sn2mYSgjRtc9J0Oexnqq2gJaq0ynm3w2Afmhd9Doy7x7+LB7bwh50ibqI4vL6NRt6LNDRdtIVJ01AICheX7XCQAAgH3T1ti7y4bDTCObhv3DRjgl3XlPeV8acZPuBE6n2vCZfU7jdUYNpcF3nwKhQxzJ2haQT6A+o5v7su2R3Mtqm1Y4pnovDllZG7IeFCp5xTLBruTB+7i2aDMvad7fOX6rdhgawuj6ZeW8F9scLdxXh4p50x+bShcAGBqBUQAA2KJ5QbVdj/LK6Kak4Y033lg68FcPlKbh88aNG5NoAE2g7ebNm8+sE1gCwVkPr4zuSdAsx2zVaTPHZigjhNumtc0ou8uXL/f2mUMNtMxbX3RMI+amJIGtZnAr+eph0yHn3sq5zNTe+yx5aTOfWTSN9VDypK6m0d3maOG+RnXWA73Fvo6CBgCGTWAUAAC2aN6IiiGM8koDZl4JDKZBf15a5zW0JmCYv2tbb2/o0sie4OaVK1eeanBPoDfBjozmmhcgG2rgrEvzguXbHk3ZFgwpo/X2jfVFhyV5RDMwmjzlsMBo3rOv1/Bh+eii4OdQ8qR11Tve5Nxvq0NDn6M664HeoXT6AgBoY41RAADYorZRQWkQHlKjeIKjCbo8fvx4NgIkgc5l05fAwLVr16oxyYjPrKGar6WhOgGmnKu8sv/7EPxch+OyO9YXHd690AxMl9Ggi6QzyTanUZ26seRJ9TVoL1y4MPoOFekc1RbI3vcpogGAYRIYBQCALWobUTHUhsM0MCdImgbcBAgPDg5mXzMCalFD6limls2Io5MnTz4VyM0+JxicxuMhBauHGmzY9nSWbaOqpjCl5qqsLzpMbQHOegCsqaxbbLrR9vt4UZBzKHnSujIzQ7HNWRb66lCR6efb8qOxBKoBgP0iMAoAAFsyb0RFAoljkWDhpUuXZoHDBEoTRGwLICZAsOxapbtQpv6tpzFBtwR+BSmWn55y0RqAfWhrZN92GobawcL6oruXvKN5jdYDYG1B021OozpkbffxouMylDxpHfVrIud/m8HDvtYXbbvOz507t/F2AQD6IDAKAABb0jaiIg3pu2oUz6jOtkbSVST9CSYmWNp02Np6XTty5MhSI1UTDD1z5sxTQeo0TGc/BCiGPTorI3x3nYYhsL7ocLXNADAvOJoAt2l059/Hi9YLHUqetGlZYJvnv6/1RfNMbesINdTZMAAABEYBAGBL2oJ2ly9frnYlI1WvXLnSybYSBG0GQoc6nW5GsTQbzzPy1ZR/i7UFjbc9Kvj06dM7T8MQtHVosL7ouKbTTZAq+dA2p1EdqnkddA4L2A0hT1pHPVC+zeBhW4eKLqaMb7u+TaMLAAyZwCgAAGxBgoTNYFwaDne9juW8ESTryKjR5jS0XW6/qwbpZiN80my03eHajtHdu3e3moa2aSfHEAjpkvVFh61tatwSBG0Gk0zb/Yfu3bu31vU8hDxpk6DotoOHbc/jXU2jm/shnbPGMMIXAJgegVEAANiCtnVE20ZZbFsaJTedTreuOWp0aEGrthGym47aXaVh99q1a7Mpf8eoraF7F4Hvtob8Lq/hoWs75tYXHf6o0foI+uQZCSaZRvcPZRrzdUZADyVPWkX9ub/tNTj7GGmebbY95w8bCZ1ncZ6HQz9fAMA0CYwCAEDP0vjdNnXrUAIZXTZMZp/qgasHDx5UQ5HG22bDcAJKm47affToUbUPhhKQvHDhwlIjzvq6ZnbN+qLD1zYStB4Qy9qiyXuctz8+Hk3LjKYdSp60rJQD6s/bbU6jO+85v+k12NbBa5lzV0aZugcAgF0QGAUAgB6lkba51mYaDYc0hWJboGUTu5geeJlRm20Nw100TO/TVIBto4D6GPGTkVSnTp1q/V3unWangnQ06KtTw2uvvVYNSVsQ+OWXX95JWmiX67OZD9aD7AkmWVt0/jTDCZYt23FoCHnSOgHgbU+j29f6om1B7cNGQudeyKttanQAgG0QGAUAgJ6ksffMmTNP/SyNgDdu3KiGpOtG5JMnTz75/sUXX1z6744fP752wLFM5dfcRl3b6NV6WtfV12jFfZ4SOqOJTp8+vXQ6cg13PW1zGd01pBFN86a+HlIamR8cyr1SAqRtI5/HoOsR8m35R3NK9jHkScuod+DY9jTKfawv2hbUXmYkdBktaippAGBXBEYBAKAHaSzM6JJ6o2EaDLOW2hBHSDRHtW6iHoBcZURKc4TQKg3wJSi2aJRRW+Bs03ORbTYbhqc8tW6Ob3O0cxq5uxw1W67FRY3mGSXWPHerBFNWWY92SI3389YX3cUo7Snr4npuG42e0XUJ2rWNKB2LLqeqTf5ZgmRFgmqrPjeGkCetOo3utmeN6GN90bZRqMvMwlDy1m1OJQwAUCcwCgAAHUtj7xe/+MWnAnFpvE1QdCjrivY5wqbeALvKiJS2qSeXVYKRixrU2479po3nOW5DDHT3KSOem/vcNmprXQlw5jweFhx55513ngledBUMyXauXbvWOm3vLrUFIjYdxcYfK9dPF50bco80g1/luhpSsH1VyZe7mmVg3qjaseZJy045u+2gaF/ri7Y9ow8LtpagdVvnFgCAbREYBQBgsnax9mOCM5metf7ZfQZFu9rHBDObI3c2nVp21UbXZoPqKiOTEjA67Pi2TZt79+7dal0lyNFc33LROXn48OHoG4OT/uY+57rvIliS45nG9mVGfyZI0Xxf1gHsQgmqdD0KdVNtx3jTUV88m3d1NSpyXgB07OuLdhHYzbXcvJ6Tr6zznBxKnrRIPeC77WmU+1pftO1Zd9hzf6h5KwCwXwRGAQCYrHmjfvqY6jQN6QlQNBuMMzKkz+lzm/uySaD0tdde2zg99SkMV234TINq8zgtG6zN+w5rrG+btm+TKRfTwJs059VszJ832jXXyTIj/Jpp6iIA3raNdbebfb506dJTP8vx3ySdOWY5pgkaLRtUTxrq700gJIGMTSSgkleZ8nQocmzbrivri3anPspw0+toXp7W9rN1tT3L+p7KOwG1XIebdEJo+/vcy5uMpBxKnrTM2sBDGDHaRb7RFlxddG0nX80xzXkaewchAGDcBEYBAJiseVPyrTJF6zINjgmIZj3ReuNjGv0ySiOjWPpsAGw2eJYRT6tKACiNt5uMPsvfl+BqGpLXGZHSDKYuM61iCWAcNgor56HZcB7rNPDXg2dtDd3zRirl54d9Xo5j8zzmmt30um1LU9tIolXOVf14Jn3NdXVXXZM318yqU2lmH+rHP4GMddfMLQH2XEtDG9U3794e61qVQ5P7sh682uQ6WtQho6tpdHO/tY1s7XJa9Dbp2JF7LvfKOsHj8pyp5xPJR7oYQTiUPKmpfh1tOygabdfJyy+/vPF2m7MwLCrr5Fzk2k9Zw2hRAGDnDgAAYOQeP3588ODBg9nr/v37B3fu3Dm4dOnSQYq7ba+jR48eXL9+/cnfLPvKtm/fvn1w9erVg1deeWW2nbbt57P70ExH0tD2+fl5fp/35f05Pm3q6S/bzPdnz55dK20nTpx48vmbeOmll57an6Rr0eeueszbjlvO6bLy3hy7XGdFjnF9ezkWTUlj/m7Rec112dz/+jbz+3Je8zrsnij3Q0lz23ZzvuvXy6LtzjsezXRmW8vKe5O2/N28a3UZFy9efCod+f8qSp6x6t9tS1uetum9Nka5XurX7jpynZU8L+d73r2RV+7HXOO5j1a5rtvSu24TTPM5lHxgUZqbz4B17uuimR+V+6Pc96vcL/XnRHllX7o2lDyp7RjWnxvbkM9ru0a62K9oXofzznt537rXYbHoGQsAsCyBUQAARm9egHCbrzTSpTG2q8bGeQHAdV7zgielobLesF2Co9mfZRtw643QXQSFcwybjedtwdHSyJ5G566CTIsabdNYXgLibY3saeBvC2TmOCaA07Yf8xqtl33NCyqUz1v3taocj+Y5y3W16HjmdyWd6wa4mnI86+nIuTos6J1zUv6mjyBNn/nckNM75MBoM4i+ymudwFa5vtZJb8mTu3h1GRiNHIvcY3nPouOSPL0ZrMzfrBNoHlueVH92t3WM6VvzuVSeTV1pXp/NZ1z+X8oaXZzvPvYBANg/z+96xCoAAIxNpovLdHCZUjBT7bWtMdnnZ8fx48cPfe8ya81le/Vp7TLN34MHD2ZT3mW6w/w+U0Fmyryyj9lu3pOpWcsUfTkG2U4X03rmM7Mua6blLWuMZprLfH62n6/53Hx+PjfTFa8qab1w4UJ15cqVJ5+R7WU/cwyy7znGzX3N9KrzpkfO7/I3ZarcMnVg2af83bxpFNc5r8tMD9nXdptyXnKcMmVkjm32vUw3nN/lXklayjqZ5ZXfLTouq8r1kHRkis9Mf1nWCMyrLR1leuH8XaYHHdKaok3Nay7/H9p0v2Oz7P2xyb0RuSdyDW4yhWj9/C9zPzefAV2sU9yU++b999+f5dXJM3P/5F5OPpo05h67e/fuU2tF5z68fPly71PKDiVPqu972zrXfWvL07qcyjbHKXltedbl+VfWL8303zm+OaY3btww7TcAMBhHEh3ddSIAAIDtS0N2GjPnNQCnQTONyAkY1de4TGNyGr3TyJlt9BkYzmem0TVByZKGfH4atRelfRXZzwTI6vuZgEJp0M2+ZT22BKGWWS+2HLc0ykeC5/sWwMr5unnz5lPnLXIsS4C7rDe37XSUjg25hnP9Lntedy1pL+tg5p7LfTHkQG5fsv+5pyL3/zodI1hejnV9jcrcL21rbrY9L8qzItdp7rWcr11ds7vKkxIkLp+VY1OChtuU/cq5yb4lQN/H8yj7mIBrnqX1fLas2dyVI0eOzL5m2+UZCwCwKoFRAAAAYBQERocZGOVZCRAmMBoJFD5+/HjXSRo9gVEAoAvPdbIVAAAAAGCmHkDexTS6AAC0ExgFAAAAgA7V1xcta3ACALB7AqMAAAAA0JGylmmZRjdrmAIAMAwCowAAAADQkZs3bz61LisAAMMhMAoAAAAAHXnzzTeffH/hwoWdpgUAgKcJjAIAAABAR9PofvDBB7PvT5w4YRpdAICBERgFAAAAgA5cv379yfdnz57daVoAAHiWwCgAAAAAdODWrVtPvn/99dd3mhYAAJ4lMAoAAAAAG3r77befmkY3LwAAhkVgFAAAAIBnvPfee0/9/9GjRztLyxjcvn37yfdGiwIADJPAKAAAAADPBEXL6Mfi3Xff3Vl6xjaNrvVFAQCG6fldJwAAAACAYYwOTTD03r171dWrV1vf8+qrr85GQ2aa2KNHj85+bsrYp6fRfemllxwTAICBEhgFAAAA2GNvvvnm0lO/JgCYV939+/dnwcB9dv369SffX7hwYadpAQBgPoFRAAAAAJ6MAD1+/Pih7y3rjTan291Xb7311pPvL168uNO0AAAwn8AoAAAAwB5LIE8wr5ugaEbOlgAzAADD89yuEwAAAAAAY3Xz5s0n3y87JTEAALshMAoAAACMcpTekSNH5r6uXbu26ySyhyNGz58/v9O0jNnJkycX3tMAAF0QGAUAAACANdTXWD179qxpdAEABs4aowAAAMBoLBt4EqBiG3KdXb9+vbp//3519erVXSdn9MdymfvWvQ0AbOLIwcHBwUZbAAAAAAAAABg4U+kCAAAAAAAAkycwCgAAAAAAAEyewCgAAAAAAAAweQKjAAAAAAAAwOQJjAIAAAAAAACTJzAKAAAAAAAATJ7AKAAAAAAAADB5AqMAAAAAAADA5AmMAgAAAAAAAJMnMAoAAAAAAABMnsAoAAAAAAAAMHkCowAAAAAAAMDkCYwCAAAAAAAAkycwCgAAAAAAAEyewCgAAAAAAAAweQKjAAAAAAAAwOQJjAIAAAAAAACTJzAKAAAAAAAATJ7AKAAAAAAAADB5AqMAAAAAAADA5AmMAgAAAAAAAJMnMAoAAAAAAABMnsAoAAAAAAAAMHkCowAAAAAAAMDkCYwCAAAAAAAAkycwCgAAAAAAAEyewCgAAAAAAAAweQKjAAAAAAAAwOQJjAIAk/Pee+9Vp06dqq5du7brpAAdevfdd6uTJ09Wb7/99q6TAgAAAIyQwCgAMLnASYKiH3zwQXXx4sVdJwfo0EsvvVSdOHGievXVV6s333xz18kBAAAARubIwcHBwa4TAQDQZVD06NGj1fvvvz/7CkxP7vPc71evXq0uXbq06+QAAAAAI2HEKAAwqaBovPPOO4KiMGG5xzNy9I033jByFAAAAFiaEaMAwGTWFM30uXfu3KleeeWVXScJ+CNZDzT3aO7Phw8fPvn+0aNHs6/5/4MHD2aBzlW47wG2J3lt8vObN2/O8t+Sl6cj2vHjx2d5cKY5z9dFndPynryM9gcAYFcERoFJSCU9FexlZd3B69evd/KZpeKfBoF50vhb9/jx440+G3jayZMnZw10y97b9dGlfUi+kCBP8oXSSJi1EdeVhsdjx44t/f581v3796tte+utt6pz585tNS9m2Ja9dtcJjNavudxzuebX2QYAi/PxttH5JSCa8ldTgp6XL19+JkBa8uyxPf9TbizB4HTwKZ176h19MrW7te0ZAtcrABzu+SXeAzA5qdgnWHH27NmNt5XKRf3rYUzvOQ1p2EkjUSqYCXqlcUeD/G68/vrrs/OQ479KI1vuxWXv27a/bapvK9+nUaJ0oih/k0bCNEKskw+skt58dq7RLvK4VeSeWIX8cPr5Vc5xrsPSEFfui65k23mVxvZddAgAmKpmh6fktyl3NUfol9H/KfNcuXKlunbt2qy+dePGjafKIquWE4bitdde6/z5BX1xvQLA4awxCkxCKucZAF9/ZfTJ7du3F1YY1g2KND8zDbHzpoMqwZqkJ+81WnQ6jUSlh3wagfocfch8OfZlBMMqQdGMqMy9WM8zch/Pm4oz7y/3cLmPm6/677Kt5D/17ZURFxk9lwbDVYNLzfQmPaWxsS3AuO2RGKV3etsxTPpyPJr7kN7qTD+/yrnPVLe5L3Leu57yNg3vucZyDY610R1gaFJWKUHRMiq/WbYp8vuUlVIfyrO+1MHy9yVfTnmtbXTpGGSfU+bKPnbZqSvP6Mx6cuTIkVmn3bEeH/bjegWAKTGVLjB5qWjOG2mVSkMaa7tSX+8sUiFZFJxlnHKO23rhJhA1himJyhpR2x5N2OcUul3da/Om/dz03GZ0RXMKujRWJM2bjtxLerONvNLA1sX0pOvuY5k2vJmOBECtJbYbQ8yv2qay3vRazf2VazDSeL/J1NUA+66epyZvTr66aoAl5bMS7EsZINssdaSxTaXblGBvs5Pbqs/VtuUHSkc4GNr1CgBTY8QosBfOnz/f2iif4FCzAX8TaTioj4DKKBamZ95I401GIG/TrVu3nhpBNlap4Jd96Grk4bxGv0VrCC8jjQ/NThglOLTpeShpyzS9bZ+7i0bUJkGq3RliftVHsL4+RXVmhABgPSmf1J/nKb+sM+oseX3p9JIy21jKycvootyZKYebcoyaHelWlW10Wb9l/MzQAgDPEhgF9qpC0NYYu+mUum1B2DB1zXTNmway6+kh+5JGqrFLMLFMzZbRol0GWvq6b3N9NEe1Ju+pjzLfJL3Jc5rHYdPGtWXlc5KOsdwD+2SI+VVf91hp+Ctr7AKwunrnknQs3bSM1eXsPEOy6XHpq+PSVDpA0q1tzSADAGMhMArslbapNlP57HJ0SWnwVfmYrjS+N0fApeFoLKPiptBjv76O4Jh6QSeI2wxI5Xw0p1JbV3PEZpk2uW+m4xqusedXqzBqFGAzKTPUp19vm41iVakTjXna3L46+fTVcWkKHSDpng7bAPA0gVFgr6QhuG1K3YwsMbqEVSqWWWspPeDT0JMGiDEF58beg7w+RVgaj8bWCaEe1O16Wu+24GTfjZG5nprT7jEcY8+v1r0HupiOEGDf1MsMKWN1FUxJ3jy28tpYOy5NoQMkAEDfBEaBvbOtKXWZvjQYjbGh5969e9WY1ddkGmMwbt5IgLa1plbVNp1tAq595m1pRB1jgHrfjDW/WlU9T5hyABigD/VOWl3PLNDWMWyf9dVxaewdIAEAtkFgFNhL25hSF4YojSVj7wBQHwWWqWnHqK2xMaMuu2jMagsW9zlyLtseY4CaaUrgt9xfuZ+2MZU0wBTUp9CNF198sdPtnz9/vtPtTUXXHZfG3gESAGAbBEaBvWRKXfbV2K/vBOFKYHfMa1rOa/xqNkquI8Hi5tR3fU2nW66nsQaomSajRgFW9+jRo6f+//Dhw0633zarBd2aQgdIAIBtEBgF9pYpddlHXUzXukv1AN+rr75ajdXx48d7nf6sGTQu64D2cT6MAGFo6g3vGTHqmQ5wuGYZpI8pWcdcdhuDsXeABADYFoFRYK+ZUpd9Uh9tOUZJez24N8VRB12Nzmib2rbrUaM5Hwk6mUaXoUmnp3rHp1u3bu00PQBj7LTVx1TkUyy7DcnYO0ACAGyLwCiw10ypy75Ir/+xB7DqwY3cu83pYsc8XV1x8uTJztdZ7Gud0Wwvn9G2XirsWr3xva0TFABPa5ar0gHq2rVrnX6GMkN/xt4BEgBgmwRGgb1nSl2mLtfxFKYuu3PnzmRGHMzLW06fPt3ZZ7QFwrvs8JERqGMPtncpo5nTgJxjcu7cuc4bk1lNPc+7d+/eTtMCMAZtZZA33nij8/rQmDu2DdUUOkACAGzT81v9NICBymiSU6dOtU6pa6RJu0yvlWOTBudUxnO80tCRIPOFCxdmaxzOa/hIj+ZU3h88eNAalC7bzzaz7Uwvmu8zyq58Vr6/fPly64jfZrAif7NoO0lrAuSLlDUa8/6ku2072UZzbcdlZBsJWCXwl++zrdIIVUb+5XjVg4EJvMRh12e2O5Ugfz2o9/LLL1dj1haoaRvluYlci81Gskyxdvbs2Y23nfsz1+rU1hfNPX7z5s0n+1fP13L/5Xg286y8Nw3H+dv6OczPsq379+8/cx2Xezx5Sfm+5CdpmK53Aoj8PPlLSVfSlPflZ23XTJ/51bzjlkB5ruuSb5c0lvxrXl7fl/pxKWnadhoAxiT5dvLO5prkZ86ceeZZtol33nlHftyhqXSABADYJoFRgD9qQE0DcXOqyTKlbheBhEUSlE0jRAkkNtf4aU6/mQpwGrUXBQXTgJ5K8qJtlgb5g4ODpdOaY9TsPZ7jUxo4sh/5fQIwN27caD12y6x1mIb0NGRvKkHBZgPPOnK8u56KtByrnKucpwSZst/5PuerBEkT/My5zHWa7/M3uS7nBdFKkLUEUeZZZtrWXGOHBY23oXkOxzwVWwlONfXR07+Zr5WOAps2SOYezr09lVEf9Xsxcnxy7F588cVZYDE/zwjQvBIgzf7nPTlnOb45FsnvynVZzmW2W3+G5NiXTg3LKh1J8nnZTu7bfH7SlGdHvm8GOPvIr5Z5HmT/Sxqjfuxy3JJ/beuayfHKZ5W0JR1dBYIBpirPm2Z5JM+yPG8S0OwiD1+mDFfvRJSOjfWOPaWzy+PHj59JT/4unZJK56C8t6w7nbJ0vc6yC113XJpSB8g+O4oeplw3pTNtvWNcOnnlc7uqe6Q8Uq+nlc9K3S/7Vq7TKXSWzrHLORr6TD/1fKN07iv18kXnPfue+7V0DCzXaTpvj7muCrAvBEYB/khpaG4GklLZTGF+G425pfLXZeW2q22mopCKTf34zAvO5rPSWJ73p2JXr6yWBoHD5JiXCnGpbKwj20lFs97osI40CGVf8vcleLJpBaxU5tsCG1EqVPldCagsE8xMULqcp3Ldztvvw67rBIaGoHnMxzzSoC3QnP05bPTzOkrgri7X2ybB7lxLpeFqCkrgsUh+1dYgVd6XazH3YRlVk+PQbPCpX6/1PLM0etUbdhdJQDF5aT2vzc/qeWjSlMab+r3cdX512PMg+zRv9GokDUnnF7/4xdnx3VYDWRrkyv7nPAmMso5vfvOb1dR89rOfrT75yU+u9De/93u/V3344YcL3/P5z39+5bR861vfqr7zne9UY7POvo5BmUWl+XxKvn/s2LHZ7/Nc6rMctm4notJRp8zyUDrHpB6RZ0GZ4aHewWnbuui4NLUOkH11FD1Mqa/Wz0fpLF06xuWz8/u8DivrLLOfpcNufSaSso8JzJXPyr53ObPHNjrHpdxZ9ufu3buz/azvz7wO07tUL8+W85G0ZoR8SXuzLaPIvqdMnt/nXGW/c1/eunXrSadIM48BDJvAKEBNKsnNqYi2MaVufXqq+rSMbZXXZackTOE+PalLpaWuVLaajenLBPHK36fX+LyKYX5fjmX+rjTsLztatO19bQGeZTQr+6USs6pUTOuV03W3U85xOZ4598tUsHPO894c08MCHW3TnaXC12wgWTSV8dAkrcWYe+CWBpamvoKMOVY5x/WGs3z+Jo1gqfCXBp2pBUXbgpxFuf/ro0GTT7W9P+8p+W69ESh5Y/1c5/mSIGZbw2Z5FjQDtW3XSt5bf0+X+dVhz4NlGlVzjHIPJ//Ka1tB9Xr+1sXMAeynr371q9XUJL/4sR/7sZX+JvfwYetU/52/83dWTssv/uIvVr/8y79cjc06+zrm+lBRggUpX5TRbV2XB1bpRJTfZ6rf5PElQNFWtq0HpUoHp10EBbvouDSlDpB9dhRdNaiXwN2841XKZOX8rdouUJ/9Y15ZM9djqSMmXXl/Pmebs20so5yDUq5qO3alTFoPPJaRo0PpWFmuvVxfbXXinOucg/K++jnP//PzZhm95EHpCJjf19tAABgegdEJ+uijj2bTzcBhlaDnnntu18kYnBTW502pm4rKNgIB+YwEHVOgrldySzBzFfmbVLJS2C/7lML/KlNhNQMHpRflMgG1VA5Syc3fl4aTdXtJdzU1ZLbTRYCgpGedEailASDX2qpBvlTAmtfGPqivyTmWYO6ya0Atez+tqx6kK+nYJD8r9/TYpbGmvh+5Hw87JnlP9r80BuW4tnUwSb67zHR99U4kTUlbPq+L3vWb5FeLngeHTenelMawEhzdhnrDaRdTswPsgzwLk7cvKi/nOZhXeU+XgdK2TkQl+FlXgi0JoC7q2FTSl/JWCWhE0p5tbHNUVxcdl6bSAbLvjqLzNI/5vIBsXa6tMoqw1GuXDfCVvyllyMM+5/33339S18s+5vv8bAjB0dyDuRdLefKwcmC570onwLLUz66Do+XaWxTkrpf568sr5Xzm+7Zrttl5MNeZwCjAcAmMTlCColOd2odupwX73Oc+t+tkjGpK3RRyt1UpyWekMF6vtG3SoJ20l2lsVgmKNgMHkcrDKpXs7Ef+JttJxWDd/Uia6+vFbaJMgbmpHIdVt5MKU9mHdYIDbdfGPqjfj0Nu5Jmn3gN82ZHXXSnT3tXNG+l4mDIVdtI9dhk5Utc8Rsusv7ZoRoFlr9O29yW/TkNvWwNamc63fh0tEzxdJ79a9DwoDeer2mbnjuax7WJ9XYB9UKbTPWyU8KJA6YULF2ZlkE3rTqVzaLPcXEairRIAzDMoQZryPMz+7TJQ01XHpTHaRUfR5gxEywRF580eku0c9re5Psu6qMvOmlTqB7lO67OL1GfP2YXsS0lTpOy5TDmwdHQogfsy+nZXAcPsR+nAcViniHqZPyO1yzq32e/mNZvz1DYFeFlzFYDhMVwMoEVbxaU0gG/L5cuXn/nZuiMmS1ApFZBlC+ald3ZdKkDrBFNyPJOGTY9fptYau3rDy7oN9FMYrbeKXIv1ho9Np8/aptLglld9H9KQkqmutzEtcO755n1bD9CvInnIttZc7lMaZepBwuzPsvdj27HcZDRiM19LQDTHue0ZUPLhsl5mGmbSYadvbc+DZRv4mtaZ/aDLwCgAy0nQYN01Dsu6kVmXNOXWTQN/bc/o5Ol5Hq5anm52Ek2ZYJcdDvexw05XHUVX/cx6XbrMFLVqYLDUw5Ypy5T3rNopN++vd3rLZ++6U2zzPGX63FWu8fr+ZF92tcRBgpe5fpYZKd5ckqH8bdu5z1Ij8zp2AzBMAqMALeZVlMqUutvQFsxYtyE6jQarViDr666sUwGqK+sR7mNv6EVTwq7bSJ/juU+VrOZx2kWAvEwfe9grFeY0miR4e+TIkdn/63lG7sH0+F73Xl5X22jIdTpapNI/hcB8szFklUbJtvcuO6Jm2es9r0X5dRl5sEpnl000nwfLTBO8yOnTp6ttEBgF2EyeNesEH5vljQRIN3lWtpX9lpkCv02em83OR3nOWYt6uh1Fy7TLdauWxesjjcs2DytXlGBZAoH5+7YRhcvuX0Ys7krSUt/XdcqfzXtuF/uTvCjncNF6sovkb+eVz9vyKNPoAgybwCjAHKkstRWYV6nQdB3MKNNUrSKN2WmImDf6aN7fNIMmaQjfpAF+m8dtLDYJju1T7/KMoNv1vie4mXvisFfutdyjSXPSmR7fGdWXBqCDg4PZOd9F+ttGea56/ZUGzS7WvBxSB4VY9Zw0R/revXu36kry3yF1fmh7HmwaHN/WvjU/Z9fT0AGMUcoQyT9TltmkDFCW9ujKJnWLlM2az4hlp9RnfB1Fm+c21/QqZb+ksa2D76K0N2e8WXWWkWbQv6w5um1Jb/O+XWckecrO9fO17uw1m0igsjkad5G29M0rA2eb5bjk2lp1mmYAts8aoxP04osvztaPhMOuE5YbVdScNiYF5BSItzHiqwQz6oXyfO4qn10qMqsUzNt6cG7aEL6tEUJDV1/nL5Xbda+lbGdfRuAOYT9TkV5nPcUhaa5NW9YLXXY63ylV8LseOdj19tYZAdOXtufBkNI3trwEYKyS95f8P+WHlGNv3ry5UqfNlHszsqqLTlabziDSLBeVafa3scwBT5cv170elglutq2Vu2oQfN61tk5nx1XWO8/76mXMXcx80Rz1uEnnvfPnzz8VZM2I2m3VLUpQepkpdOd1fMy+Lzp3q7bTALBbAqMT9Nxzz1Wf+9zndp0MmNSUus1ekvl/eilvo3E4Iz3rlbd89ioF7lLZXKUC0zbV1ab7uk8jHBdJoL1+fHM+U0krPViXtUqlbmqGMpJubNIY2VyfaNkKfOmlrrK/HUNaR7f5PBhzg3Fz9DkA68mzoMyKUQ8qZlTpYaPaXnvttUGsV37hwoVnykXpDLTPZewpdhRtm8501Q67uVZzrdevl7QRLKrflvXrm8HMVT67+fe7mPmibRapdWU64br79+9X21Kur1XS3+z0MdaOgQC0ExgFWKIQnd6MzUpXAqOPHz/u/fNT6Wr2ak0FZZnelalopjK1SkWzbb2ULhrCd934MRTlfNavp5ynVBRznNNIk0rXmIMPXRPM6EaZ2rdeyV+2o0UaCvO3U+ngkEapLqcj6/q4DOU4tz0PhpK2ZTVnXYBVfeUrX6mm5rOf/exaHTb6OBZf/vKXqx//8R/vfLvsZjRpPVCagFTbszZ5coKjuw5Alqk968+ILtcMZxgdRcs6n5uOeEzaUk/LNMDZxjJBsnQUSJtByt5letVN6sTbLs+03b+bdN5rliG3OTVwztuqo1ObS280ZxIDYNwERgEGPqVuKk+peNUrDstOaVkqX6v0bmyroJgGt1s3btxoXRepuYZsGgZy7HPtDaFn/a40GwE2nTptnyXPak6LvUxHi7ynrcf9WDUbZlZdu7kZLHz55ZerLg0l+Nj2POh6X7dJgJR1fP7zn991Egbhk5/85OzVtRdeeKHzbTKcQGmCX21l3jKt5a6fd20dpUynO52Oom1rg26yzTJSelm5vjcZFbnrul9b4HmTe7b5t9vs/Pr++++vdDyTDzSvHSNGAabluV0nAGAMUghum3YlwYJt9HRsjhhtBtDapCCfRodMxbtpw/GQpnWcglxLywSZco7LtM3Hjh2bBUhXDeBAXVsA9LDOHcnjki9MZX3RaAaHV12zqZlPdrFW2pAawqYUSNSRAmB38nycN/3nEDpctQW5tjmKbd87irZJXSd13wRJjxw5MvuaclvqtauWS9rO5a6D8ZsEdbetOWJy0+PXLJNtc/9WLVs3r50ywhyA6RAYBVih8tZWGG7rBd21ttGChwUzynogqwYz2hovVAK6l6nG0gt3lWNbelI3gzr7xtS6m2nmCWmAWhQYXHaE+pi0TQu8bENo831p9O26kW0owbwpPA/q+cXY0g4wBXlGto08G0IA8sUXX3zmZw8fPtxJWvbNNjqKtpVj2s75rtT3LR2Rs38JBueV/+/6HpnXYbqkcdVX9m8s7t69+9T/jRYFmB5T6QIsKQ2qu5xSNyM/6yNHD1sbML9LhXPVhmBBp+3J+cnr2rVrs/O17Ki1nPv04N1kaqYxEczoVvKr0nGiyPXX1jhVRp5P8VpLfp6OBvVjsEyjR/M4DWHES1/angdDCdquY8xpB9iGBGL6CACkvNtcGqSsY73LEXxtZcxVZ5Fgs46iOf9Zc3bZ0YOlo2g67R1W/27b5q7rFUl/yqDNsnjuj5TRS+e9lFkSMN1lcLTtXsi6qV0Z8ujd5nG3vijA9AiMAqwxpW4CBXWlp2efPQnLWizNz20byZWCfCoy6wRrNRzvplEgr5yznLsEoco5XNTDeBsB+SHY5bRLU1QaXOrX17w1RG/dujV77xTX2so+5b5Lx4RIvn7YumJ5T72hJI1DQ27U2VTb82BsnWfq+cWuG0MBhixlgZQtHz9+3Et+mXpMM9iw68Bo23NOOXM6HUWHVGbJtZ/7q75/JRg6b0mGIZZb9mHkZNs0xvuw3wD7xlS6AB1Nqdv39Kb5zGalad5IpVQq08iwTgG+bd80EGxHzlnp/Zypnw4ODmaBlwRv2s7Ltta4ZXqa+VUZGdqUPGbKUzc3e3+fOXNm7j1VOsAUuTen3kgyxAY5APrVVzApz8xmEHTXozPb9tWzbzdS30n9J6+yjMNhQfPSUXTIHX5Txk55M69yvacTXgK6KUt2vU59l/a1XaBtfVEApkdgFGCNCkKCo02p6PQdQGhuP5/ZXGOlBDjWTUvWDVlmfRbWU6YNW6URKcGp9N5vC4T3PY1npqraxjq6izQbRYbU+3us2kaaN0cfl7VHp7a+aF3yyexfGqbS6FEar3LdZ2RLgqH5mnyx5Km5J5MnTj0oOu95MKYGsWZah7SuGMBQ9RmsbAYYdv1Mafv8Kc8EsW8dRXcd2Mu9lDJlPX0JhCYoOoZgW9u9sA/1sOZ0wftQ5gfYRwKjABtM+bPtEXxtPa2bwYyyXsm6wYy2gn+mKaIbCTI2p0ReVhoEsiZN3T6MGB3a6IIpaBuBnmup3li07jrFY1Gmq879mHwvjVR5Je/McciUbmU91hyD3H+ld/++NJqePn161B1lmo13+3LeADbR7HTZpWY+vOt8+eHDh8/8bJ860eyqA+S2OorussNvypI5vvX9TBmzWZcbsrb7c9edGbbB+qIA+0FgFGBkU+o2t59G+y6DGakANf+2zwaSXdh1hW6TYGbObQI0Uz4/Tc3rcUyBmSFry6tKx4ry/ZSn0S2dSuqNPum9Xx+hkFca4RIQTaPbGHr3dyn727z/xtRRptnouusGeIAxuHv3bm/bbgaqdt35qq0MbXTYdDqKtp3LbXWwzD421zlvdmgeuraA4NQ7qHaxvuimbQ25nnP9JL88cuRIdezYsSez2QDQHYFRgB6m1O1T20jQW7duPTUCatNgxvnz55/52abBty6CkV01nuy6QpdjsUkamr2i+9yfXQeR2wIaQ0nT2KWS37ynSoNNpuPO76bcOJg8bdcNsmPQfB6MqSNGM6/Yt8A2wDra1hzvK19um5lgm5oBtZQLPCum01G0rcPvNjp4Zd+a+9fWbnCYZeo8ZfaTPupHbfWAPjtODEHzvK3aqS7tMGfOnNl4Pdqsj5sOAOmg+f7778/q/znXCZKOqSwOMGQCowA9TKm77SkwS6AsQY0U3jcNZrT1Rrx58+aog5HFUCoSmzY61c/xMsGdVK7WnYpy3b/tUr1SOpRraQqaHS3KusVXrlyZ9Nqi5dpOA4RA++rPgyF0lFlGPa8wWhRgefUZJLpUD6q0Ba22qe1Z1tY5dMp2WQbaVkfR5jnd9HPr25lXn2sbGbpOm8Ey63nmOs7yD32s/Zl7tFl+6moZl5yDvvKZXa4vmg7r63T4KFMv5/gmDbmGyswtpbNqAqWpn60beAXgaQKjwF7oo6Jw2JS6fWqOCE3FIhWzvLqY+jIVoGblbdOKy6aB1WgG6NrWBdpGOrqwaTrq19wygcu2a3SZxpC8p219nm2r994f01SeQ2/YassvXnvttVkjy5Sn0a3fN2XEPe3aOttsmn/1+Uxe1AAPwHLmrdm4qXpQZdudS5cJXo11qsqxdoDcRkfRtnPaxajodCKcd71sOuqwGELnvWZe0FUn4xy7IdY1mucuwcpl5brKOVtn3d7Uv9Kmk+O9KBib0aT5jK4C1AD7TGAUmLRSmeizUjFvSt0+pbDcrGCVAnhXo7yalaAcw/RGXUf+toseoc19Xue8DqVnaiqVm1Qs6z2dl53ya9WppMrxHUJAob7GjVF+z14L6waa2oJeuS5zTQ3hvPep7F9f049NSbPxOM+CTY7ZttbYquexpkYEWK1ssW65f5405NefHZcvX95oe5uO+mvWCVKHGmvZZ6wdILfRUbStw28X5ZBcP/MCWM1jv+51NYRZcnLsmunftD5dRttuq3NE0lvW61wUjG3mUbHK6M8Ey1PeXHWUacqrJVjfnCK6LmkvdeKhzIIFMGYCo8Ck1dfe7LPhexdT6rYV6pOGrkavpgLUrDSmsL/OcUzQtovjXw+OxarBoFSKko5mZaWra2PV7aRn6LpKZWiV66653/fv31/4/tITdQgBhWba+xw12nYe1xmdvA25DkqgeN0Kcltesklj5ViCjOW6LlNXlV7e+2KVfZ33PFhH8pU+16+b16DYfH4AsFg6DnU5Kqne6TJByE3rLJsE1Zoj/ZKWvkbJbssYO0Buq6No27S7m5RFSpmxzxHGbelbVPftc+Rvswy46X6XMuSmnSOWkQ4eqeuUayXtAfPytUxV27RsPpXzlWt5nXyk5GWH3Yv1gPQQ6ucAYycwCkxWs7KySRBqiFPqto0M7Xo6mnxG/XPWmRomlZFUPrpobGgGAVet0OZ6SDqa52nd3rjNv1s1eJbK0zo9buv7vcpxvXDhwlP/P6yxq6xtMpTe8/UKYF+9ZOcFi4bQY7tNPV9bN49rC65v0tGj7VgNsVdzvTEmaU7eduzYsVlv8nmv/D49zhNIzftL/raJtuPVR+B/0/yq+TzIvq96XpOGBCjbGnO6vkaa29t07W2AfZQ8u4vOLPVgRFdByKRrnfJZ22jYBEQ2rcftqqPl2DtAbqOjaOoyzaBXPnfdY52/bRtJWf+8unXKigkeNverLb0lWLrq9bvKvufaqt+zm8wkVe6/7Ns2rr22jnxt+UaZ4aqZpmVHXueayHFap7xZruPD8rPSoSRflWsBOnAAMDH3798/uHTp0kGyuObrxIkTB9evXz948OBBL599+/btJ5919uzZg77lM+r71pfm8bx48eJSf3f16tXZ+/M1x7x5PtY5D2Wb5ZVjvoxXXnnl4KWXXnrmuK26nXj8+PHsGLRdY3fu3Fn4t0nDqn9Tl2N29OjR2d/lvKyq+fnzPrucr1WOS9/q12Ef91fyjlwnbec1r+QdOfe7lnOT+6BcB/VXflbut1XUr+dl7++2dM3Le5OuXEtDOH6L8pN1X9m/7Puq+5drri1PSH6+Sr7QV37Vpr6t7Pey11o+K+/P/ma/2/a5y+ujfm5zXwOwWMo5zXLPpmWDkv/Xt5tnwKryfJhXt1t1O/mb+jbyvFhHsxy2Trm8y+3U66HLHJt63WjbmmWfXGub7O+yZZFmOXWd+kSpKywqs7SVL1cpc+V45LqIZnmzKffmMvdBF9dZsw69ajmy3H9JyzbqBPPyjbbPznEs6aofq2XqwrkmNtmnep6UbfXVVgXA0wRGgUloVrhXaczuWqksbSMwWt/vdSv16zaWLCq05+el4lTS1VVgNOrBq5zDRZWyfEYq3/VG97bAaGlAyLbz+2YFvVR4Nr2+6g0BaRgqaVmmcpqKWUnDJsGr+n7k+2YDVXlPn8H2Lu7zTWSfs4+rntPm+d1WwGVexX6Z1zKV9HqgatkGy02OX/nbdRv/ujQvmLvua1HjXrm31slLSnB5GV3lV8s2+C3a51x/5RiX52Lb86C8kkfmfXlt0mhWf06s0+AKsG/aAqH1cmPpfLVK3tx8Xqzb6aetHFTKxXluLJOmvKeLgFz9udaWpl11XBpTB8hddhTdJDhayhbLpLUZgF82cFbqO+UzmvXW+jkr98WiY9DV9Vo0r9llt5FzVoKi63SOWGVNlXsAADbvSURBVNcy11k55mVfVulcV87PJvvU1jaRY5Xz1lVHSQCeJTAKTEIpzJbG42VeqzYEr9oTclsN/qXSta1el82Ce/6fykMqEvlaKoxJV72C0GVgNJoVvFSw8/lp4GimpdnAPi8wWn81A4+lAr/K9ZVXU9lOvSGmXvmqH8+yH/lZ2WaO66aNGCVY3DyPOaalspvPGWJv1fqx3aQCWgKBq+QZbed4Wz3tS8PHOmlcNm8owahl1fPRdY/fJiNQNpXru964U+8Y0Xzl5+XVbOhqe83rqFLywXWP17INuF3lV6s8D7KdHM+SByc/Kb9v5luLAqNdPSO62g7APgZG62WHtsBK6UTYVhYrM1vUn5fNekEXgdFsrx5sWVQ+LrMW1NOzSsBh3Q5HfXW0HHsHyF13FK1vY5nrIeexXGfLXjdto5MP+5xynzWDn81zWspaOY5t10dX1+uyHR5yHhaVtcr7tx0UjXrdtq1OVPKGZtm93sGuLW+p16c3DV62zaTSfG3aYRCAZx3JP11MyQvAbmTNu6wx0Vw3pU9ZR+PWrVuzz8xaGHllvYusp5JX1jptrnuR92RtvroHDx5svH5l1gK5c+fObG2OrLFS1gHJdrNGSFtasjZg1no5fvz4LN31r0ljvj99+nQv657ks5O2trWVst5K9iXrC5b9KMc1+5B1nrpcTyTHIOuIlnOYzyzn79KlS9UQZZ3YsqZN0tjFGlXsn+QbZU3m3OfJy1bNi3LPJN/JPdu2VnAX+dsYtD0P6nlw1jZurpFVngcl381763nxiy++OPt6/vz5tdZ8S96W/DKShsPWWQPgj5+NKVu1lQOTd+d3yfNXWZ9w3vZWkc9LnacueXvy+LK+X9YczfMkz5xS58izuL4WaZ4pWWN81fRkbfE881d5JiVdzX1fdTvlOK/SbFfWTa+vtV3WwyzrKOb7lF92VU4pxyH1kLJ+ecr3KeeX9L788stP0pd9unv37uz5XuorObaHrS26SLaTz6uX4UrZI9dP1mJPGku9rNS3Vy2XZL9KfavItnLt5nOy7exbrtP8LPvVrO8lHWfOnHnmvptXhu3qej3s/eW+q6cnaU85Lvde9rmsr5rznOOwC7kfks6yPmeurbQb5B7Iz+ftd/m7yLVWypY55tmvdesQbfI5+bxFkv73339/4/WQAfhDAqMAI1Yaf1Oo7zJg1oe+AqPsl/p1lGsn1xCsG1xPvpn8swv1xpMQkNudNOyXhs40WG3ScAqwT/WK5J/LlK0SdLl58+aTjomlg129o2Rbx5g+AqP191y5cmWWpmbHzXR4zHN66PWlLg25A+SQOopGym+5npvHqt7RdtM6a/2eabs+s1+L7pekKee0lFsPe/+uOsiVjsrl+CWdCUbuOphX7ody/JOeXEfpKLGoM3TeX89XFnW+3lTpuFCukzZd1l0A9p3AKMCIpaKRAvoYgkMCo3Sl9IJuaxSDRXLd5PqJNIg8fvy4t4BcyON248iRI72dYwC2b5nAKMCUlFHVzZlp1C8AuvFcR9sBYMvK1DRlOkjYF+nZW+xqSibGKVN+tV1HXWlej/URpGxH/Zj3cY4BAKBv6fiRukU6gdRH3M4bTQrAagRGAUaqNMCXdVlgX2TaqFI5bFvbEeaNNmmut9WH+uiVMYzmn5pMd1Z4PgIAMDSpw2YUfGbUOizQmbqFMi1A9wRGAUZcmK4HiGCf3Lhx48n3gqMsI2se1R0/fryXz8k6UfM+k36lYak0Lg1hPSsAAKhLWTWzfqXTZmYBq3fqm+fll19+8v0+rZUM0CeBUYCBOHfu3GxdtPQazBS5h00VmIK0aQLZV+kUUNZWeeONN3adHEagGQhNQ0Qf6tutN2LQv5IXJCB69erVXScHAACe0mzrWWa90FK/yOhRHf8AuiEwCjAA165de7IuWgq9r7766sL3p1dhegrWp2yEfXP79u3Z13QSyD0Ei6QRoZ5n3rx5s/PPyLVYb+zQo3u7ve/Lsc+Ico1GAAAMWeoKy3TmK8so6RgP0B2BUYABuHPnzjM/mzeaKQHUNACPbTRMAgbQpfp6K8tMQQT1fDPB9K5Hjb722mtPvtd5ZbvKsc9x72v9WAAA2ESpHzx48KC1Hagpy8akzpLyrTIuQHcERgEGoNl4npEubVOqJLiYxt8UiMfW4N4WgOhrKkv2R3rP5l7JvZG1WmCRBM0uXbr05P+nTp3qLB/KNK5l5H+uyTKimf6lwaisLVp61AMwHW1rdlvHGxhrfSSvLKW0TBk3ddy8X90CoFsCowADUJ86Nw3q77zzTuv7UnjOOnljKxSnwbptHcgU8ktjNqyr3A+pOB62Pi9k1GgZOZqAetZ1zrWzrjL9eZnOOZ1W0vvbVK7bkeNfOkWUjhIATEvbzDNmowHGKnWFtOscO3ZsVoeot4mkbJu6STpwpoybTp3LjCwFYDVHDg4ODlb8GwB6kEJvCsBp2C3Tg9Yr/gmKJuhz//79wY8WTcH+zJkzKzValCBC9k/DNqsqvWlzHb3//vuCUiyVT2UEfmmISL6TDhznz59f6vpJfpz8uowSjTRcjG2a87FLo1HOYZ6bRosCTE+CBKkHNTtTltkZhl4vApgn+VqWhEk+l1faTpK35ZV8b9l6CQCrExgFGJAUftPIngr+hQsXZoXg9A5MA3x6FOb7MQQNU8BPY/WqhfhUBLLWxhj2keFJUCs9bnP/JMAOy0j+mmBmfbRx8qBMWZXRpCUfS/708OHDWf527969J50+8t4E5ROY03Cxmw5FOVd60gNMQ4IDqUes08Eys+4IlAIAcBiBUYCBKaOQ0viehoHS6F5fFw9YHCjJOrxjm3Ka3UvHlLt37z7Jf7N+WWmUTaNrOqjk6+nTp2eNtgnI6cixG+kEkc4QOkIATEuev/WOScvK8zqdZPJsBgCARQRGAYBJBkdNawrTDWBnhgVBUQAAAGBVAqMAwOSU0WRta/YC4x9JZFQ4AAAAsA6BUQBgsgGUMNUpTEemSswar6ZKBAAAANYhMAoAAAAAAABM3nO7TgAAAAAAAABA3wRGAQAAAAAAgMkTGAUAAAAAAAAmT2AUAAAAAAAAmDyBUQAAAAAAAGDyBEYBAAAAAACAyRMYBQAAAAAAACZPYBQAAAAAAACYPIFRAAAAAAAAYPIERgEAAAAAAIDJExgFAAAAAAAAJk9gFAAAAAAAAJg8gVEAAAAAAABg8gRGAQAAAAAAgMkTGAUAAAAAAAAmT2AUAAAAAAAAmDyBUQAAAAAAAGDyBEYBAAAAAACAyRMYBQAAAAAAACZPYBQAAAAAAACYPIFRAAAAAAAAYPIERgEAAAAAAIDJExgFAAAAAAAAJk9gFAAAAAAAAJg8gVEAAAAAAABg8gRGAQAAAAAAgMkTGAUAAAAAAAAmT2AUAAAAAAAAmDyBUQAAAADm+uCDD6q33nqrOnfuXHXq1Knq2LFj1ZEjR2ZfT548Wb3++uuz3+d9i7z66qvVtWvXtpZuAABoOnJwcHDwzE8BAAAA2GsJdL7xxhvVm2+++dTPjx49Wh0/frx67733nvmbS5cuVZcvX569p64EVi9evFhdv3597me+/fbbs8/Nth8+fPjk+0ePHs2+z9cbN25UZ8+e7XBPAWAznl8wHs/vOgEAAAAADEsJZBZpyM3I0FdeeeWp95WG3zQIX7lyZTYiNIHUZuNvAqzLyGe0BVwBYMg8v2A8TKULAAAAwBMJbpagaEZ+3r9/v7p9+/YzQdHy+5deemk2UvTx48ez90X+vgRDEyhdtrE4n5GAarbZHHUKAEPl+QXjYcQoAOzAu+++O2scqk+xkmlV8v/y/dWrV2dTje0Dx4NVmaYIAPqRIGYJaJ44cWIWFF2lgbc0CtfXE21OxbtIc5rdpMW6pAAMnecXjIfAKDCZoMqpU6d6234aAtIokHV0UsFPL7BU9mFdr7322uy65Q85HqzKNEUA0L2Ux/KMLe7cubPWqJfUnR48eFCdPHly40bhdI7TsLxb6XSWTmk6nAEsz/MLhstUusBkbDJNRf62+WpWBNNIkMpgenwlCHvs2LFZASe/YzjrIKXx5ciRI7MA9pCDJqZYeZrjwapcM38sz6Y0YpdnU/LAfE1+mGkMV5m+EID9ls5qRabGTYBzEwmsdmHfn/W7duvWrVmZQnkCYDWeXzBMAqPAJKRhPOvZHBwcPHllyqe2NXDK+9ODubw3f9t81X/XtqZOAqIJkpYAKbsPitYr6wkU9DmKuIueg7mmcm3lGkvD0z5zPFhnmqJ9v2aS7+UZlI4gCX6mA0/prFOmFs57EjRNkDTvS94IAG3yjKjP4HH58uWNt5nAanNqwXVk5h52J3VnAFbn+QXDJDAKTFaCn2k0b5NG4mV7P6d3V7aVkUnp8ZxgaXOdwzKKVA/a5aTBPo31Xbpy5Urr56yyntGuA4P8Mcdjuvq4//fxmkmQM51BcjzzTEqAuN45KA2YOSb1Z10avOt/BwB19QBmOoR2Ncolz6lNR56yW8oNAMCUCIwCkzavMr9pj600GjSnhSrrnAqO7mYqpnmV9TFV4jUYPc3xmKY+p2Lbh2mKkqflWZMgZxqtEwDNM6m57nXun4yize+bo2kTmPa8AqCp3nGp+VzZVDqSMl7KDADAlAiMApPXV0N5GqSbI1JLg/WYgnFTmYpp3rTJ834+RPsQ1FmF4zFNfU7Ftg/TFJ05c2bWESejb9JBZ5kOBBk52pzGMA2cnlcAFPUpdOPFF1/sdPvnz5/vdHts171793adBACAzgiMAmwg0+s2A29pZM5oKObroyE+Df/Nnu0ZJdV1b3dgMwJxm422ScN1njurrteWQGpz5GjpzAMAjx49eur/Dx8+7LzD25g6LPJ0ZyrlNwBgSgRGAXqYFipTHPaxht5U9DWFZtbYywiqBAzK+nrAsJiKbf3jdu3atdkI0eZU7stqrjla3y4A+635fO7jeZ11rhkf9VoAYGoERgE2NK/n85UrV7aelrHocyqmnI+MjLI+JQyTqdjWUzp6bLpGW9vf53llJAjAfmtOR5+Onl0zYnSc1GsBgKkRGAXoQNt0rZnu0MioZ5mKCfaX+399b7755uxrOn5sou3vc05u3bq10XYBmNba7nk2dD2jgCUuxln+UHYDAKZGYBSgA/NGJyY4ytNMxQT7y/2/njJqJyNtuniutDVM3759e+PtAjBep0+fbp1loOugWDMAy7A7tL3++uu7TgYAQOcERgF6mHqqMGL0WaZigv3l/l9PWVM0AdJTp05VR44ceTKCtKupDPuYMhGA8UjAsq3jzJkzZzr9nHfeeefJ9PAMVwLi1oRll9IZMKPWE5w/d+5c5yPYAdhvAqMAPXr48OGukzAopmKC/eX+X19bJ5s0Eq3b+ebkyZMdpAqAqWkbHZjgRDrldPUMT/C1r1GjSWPKGwnoHTt2bNaRKK98n8DKJp2Klp0ZI5+T41U+P8/cpCejbzeZ9SHbTvrrgaJst3xWWxCzjPhMGspxyPsOS0c+64tf/OKoOvlu8/jMk05mOc/185+v2X4+p4uZU/IZZT/zWdlu2c+yH23nrX5vlPdt497IsWw7Jvl/ft6W1tIRMK/r169Xjx49mv28bGcd2WaOVVs68vMhdBAcwjW8i2O1jftmkzy8vu99zgi36+dXn8ezfn0ucxxzTdSPQ/4+2zEjH507AJi4o0ePHiS7q79u377d6WecPXv2mc/I6/r1651+zpg9ePDgmeOTn/HHXnrpJddPjeMxHdu6/0+cONFrXr8rr7zySqfPmByXtu3JkwFoPkvrr4sXL+7sWXHYMz7/T70vr6Qzz8j87NKlS0/9bX7fZZny8ePHs88r289n5TPL51+9evWp53h+f+fOnY3LUc1XPqMun99MT71s3TwGSWv2Y9H5X/aVz9umbRyfRe7fv//kb7O9+vWX81/f7qbX3zLnp3mPJg3ls7d1b+SYNK/7fF7S0rzO8r6S5nIvpX0l2yjq99gq5fvsT709KNut7389jXnfruoOu76Gd3GstnnfrJKH55XPrl+v9X3P9/Vrc8zPr77k+JR053jlOCbd9eOc66tN9rl5/eXvyrU57+9gHQKjwORtIzA6r9F61QLTVKWw2VaJ0wj/NIHApzkew5M8rVQQUynJ90O6/6caGJ3X+Wbd/RMYheX9q3/1rxa+fvd3f3et7f7Gb/zGwu3+zu/8zlrbffjw4cLt/tZv/dZa23306NHC7X744YdrbfeDDz5YuN38fh1Jz6LtZn/WkeOXv5+yBO0Oa6AvjcarBvj6esbnOXlYg3GzvrZMGeYwJTBRGvYXHY9m43vSk58tI+/L+3Pc5wXG6kGTEgir72P5Wf1V//xsuzTMl9e88998X/PVxbFdxTaOzzz14NSi85/f1Y/pKue/rgRpmvWkeeW5Xdwb9ftiUXm1+b6yT23HsX5el0lfjkH9GOU4zDve9SBO81rZh2t4F8dq2/fNKsHgRdtPesqxWiVAN8TnV19KPTPHqa1uWb/vm8ew1Hnb8oycl3Kutt35huk6kn+6H4cKMByZfqE59dPt27ers2fP9voZJ06cqB48eLDytjJtRNaTy9dMjZLtZrqprGOadeEypcSmac+UFpmSJttOGsv3+ZrPPH369JM17Yr8POsBlXQlTXlffta2HlH9s1577bXW6bfy2TlO60o6Mp1G0p1t1fehfJ/0Xbx4sepC9uXmzZuz7dfPTfYhxyLTgiw6FofJFC316UEydVAXac85yzV/79691nRnWpK2NQd3bSzHo36vZvrsfM3/y32V79uu9fzu1q1bs7SUayqSlnKvd3Xt1uWY5jpu5jFJXz4313EzrWWKo/xtfleu89wT+f7+/ftbv//bZJqd+pRcbXl9/bjnGihp6/u4b6JMJ1SX9L7//vtrTUeYqZjapkt8/Phxb9Mbwlj9F//Ff7Hw98ljfuzHfmzl7f69v/f3qt/5nd+Z+/u/+lf/avXn//yfX3m7/+Af/IPqN37jN+b+/sd//Merv/gX/+LK2/25n/u56td//dfn/j7Pz3/33/13V95u8uJf/uVfnvv7H/3RH509l1f13/13/90sj5/nT/7JP1n9tb/211be7v/4P/6P1f/0P/1P1d/5O3+nmrI881dZzy9lgfIM7atMOe8ZX6Z2TN3lsHJFcxv5m3XTm88tUxsmHUnPqs/0PHNThlq1PJSyS8rJ9X3JfpQ6ZLbfLAPlZ80pMA+rE2f7zen3+yi/dW1bx6eUp1JuTD1lmXRliuJ62XPdslyR/LE51Wg5R2XqyW3eG80y5mHbab5/Xn2vTB1c3795ss9ZG7kc57QHXLp0aaVrplwvU7+Gd3GshnDftD3nVmlrKPuw7L4P7fnVl3JtHvZMrLfzlGNRjmmeic02tTIlb51wFl2wxijAhkpgoamt0XmRsn5PChJ58JegYwoKly9fnhX8UlhIgSCB2HXXGEh6s42kL4XBbCefl0JM0tC2L3lPCmJ5TwotKTSm4FbW/2imJdsra13ks+atSVRf32Teq1SA2uT4lH1JobbsS/Zj3nlZVbaR7Sct9YpnCs35/PPnz8+C1vnscv6GsvZB0lTWGcn3OWflmkr6S7rL+g3bXL9jSscj10e5n8p1WO6neWsz5X35jPxN0pGvSUcqoklHuYc2udebkp6yTk0+P9d2/TrO//PzshZWSXtZuyjpTEUljRFJa9JZtls/Vtu6/9dR1swqx72c/z6PexdS6U06S4U5/3/nnXfWbhCY12mny6BoWVOqrGVVXyunrDEzlLwSgKfl+bhKR8zk5ylDJM9PHl8va/Qpz+p0dlo2uNisn61bzqiv95YG3GWDolFvSC8BhlWfh3lezwsolIBDl52Ax2Ybx6es7ZjzuUxwp6Qr5beinP9N3Lhxo/Xnuf9SH9nmvZHruL6dHOfDAjd5Tz0Iks9tyzdSVk/5NcGQRfuT81JfEznn+bBAXzk39QBX6RQ69Wt428dqKPdNaT9atwN2CeqWNX/H9PzqS85t6Rx12DOxvi9Xrlx5cl3k+msGRXO+2zrI9V2+YD8IjAJ00HDQlILNMoXKogTV8nBPITOF/lI4KwXUFJjyuxQMS7AuBY9VCwRl5GkKHMsUwFJgzGdlP5OufM1n1ivw+X09HSncpJCXEXNJ76LG9vL7ea8XX3xx7t/mmOX49NVTLuclQZR6b/CMqMq5KL0pc55yXlJJy9fsc9K1zuiGrpRKTjkvJd0lAJj/J/1JbymIlwJnc1TaFPR9PHL9lXtqGdlu7pFcO0lH/V4v91m5psu9vsqojUV5TOlFnH0v93O5jku+E3lfglml40OOTf6mvo/1Hsn1APC27v9V5bhn9Gr2eVvHvUtJZ2kQyvnYZHR6WwNsV/loCfqXRvH6yOQo5zb3mdGpAMNVykmbdI7J86BZT+hKyhnZdtK57POkGUiY1yl0kTzb6h3C6g32y8ozt9QVS5lz1XS01eNSZstxaQs4NBvVc8ymHDzt+/iUNoCUx1YJbOf99e2mjLRJebOUqeqyzdLpcpv3RsrZ6wRu6sc+n9ncTrFM20Wz7jYvcDxv+/XjkPOyy058fV/DuzhWQ7hvkn/Xg5nJj1d51tXbFua1Bw71+dWnPMeyL8t0FKpf29mP8rdtxzLtCk2HtTHAsp5f+p2M0je/+c2dfO7zzz//ZCTJqg+H733ve9UufP7zn1/5b771rW9V3/nOd6pdyPHNcV7Fb//2b1ef/vSne0vTPkqhqK2HWF9TiaTQlmlDylQiaXDO96tMJdLs4dc2TUuz919zCpa2/SujSaNtWs0+pmLKMasXYled9qvrqVVyfrLv5ZymsrHtKXhWnQ6nTINaroEy/ckupw4a2/Fo3rdtU1rVf5c0HdYzNJ9Xny4n12OZpq7PKa3KNV7en7Rm/9reX0bJRj1/2Nb9v4qkddvHfcia02zFpp0ikl8mKF4PgGYkcq75zICg8gowPikDlNlZ5s2CsUw5JK+ulzJZ5xndVgbIlMvLbqMEfIuUKdd9vmVGoFLXyLFNMGiVkafN9payhEi22ybHvnR0S5rnvW8q+j4+pbE+5zCvVaZTzv1Uryuk/LRKp+rDlKVutnlvlNlyFgVs52l+Ro5N7olV6wnNfCrHYdX7M+e9eW5WuS/Hcg3v6ljt+r4ps6fVLTtytaiPsi3bXPV63cXzq095xuf+XyXQW5e/nXcu22IL6wSjoY3A6MR99atf3cnnfu5zn6v+5t/8myv/3T/6R/9o4Zo4fVpnnZhf/MVfXLgmTp++8pWvrBzMvXv37lprCtEuhaG2huRV1onZZCqRMn1ICWyus55p2V4+u21fxjYVUwpIKZRt2nOuvmbQulOr1LezrfUKS+/FYtXpcErgqgTEx17g3NXxSG/btsBoGT23bEeGeuAx8v28tTy7ntIq13xp3MjnJsDVTHOOZY7p0NeZKtMUbfO4D9m86Z7WbZBLfpvOB/XGsGxr7PkHAH8o5YbUM1KGSflg3aUX0hjd1Xrx5fmzTnAv5ZZ6QGCVgG+zQX2T4GLKJDkW5blcljZZt5G7zM6w6PiWWU72UZfHJ9tp1jdXCeY1P6N0eO7q3GRb6wTzNrk3mp+3Sv2g7b05nquUTds6rK+T1yRYVWboKunI90Po4NfVNbyrYzWE+6Y5ijl/u8q1Om+5plUDo7t4fvWpdMZYtt1wlaXIss3yrCxLEG2rfY3pM5UuwBrKSM16QSQFwLaFwoc+lcjUpmLaNEgzhKlV1jWlqYPGfDxMaTUcU5ymaFNtedK6QdHyLCz3RnkOCooCTE9ZNyxTupe8ftVp3Zsjfja1Tv2jWR5Y9hlfGvDrx2PTYEkz0LrJmnHZD9PU7/b4rBKkaKsrdGmb90YZubZJHaGZl6RT/yqaZc9NznU6hB42leeYr+GhHatt3Td5b/P5s2qeO29mxHXqxNu+R/tSno2rBHqb93eO36JjmDbJlD3SSUtQlC4JjAKs+NBPsKW5tmcezlmzbtXGgfpUIquuS9kMTmYqkW1P05L9ToN6RmJNQVdTq9QDaGVqlb51NR1OV9fUrg3teHQ5pdWy+pjSamy6nKZoCnI9NM9j9nedQGa21XwWZjaDTdY+BWAcktenDpAAaVn7Os+SZZ636WzVRWNuV8+bhw8fLvW+Zjmwi89vHq88W9umu193e/RzfOaVqbN0wLKaf7/u7E9DuDei63rCqttrjoDcpNN2fcahGNLMMV1cw7s6Vru+b9rqO6t8dtmHZofStIlt2hFgG/doX0p72SrXUbPDuWcXu2IqXWAv5eG9zBqKCRCW6TLaCucpBKXhfZ0eYkOYSmSefZ2KaShTq6xqH6YOGvvx2McprYZgatMUbapt5O8612WOR6bPbW5HUBRgP5V6QSknpNyTRui2IF+ZiWLTdfu2OWtFnnvNhtxN1+aeV+bIcVm3jtVcz53+jk/aEtKhNtdFzmHaFzapM3U58mvoM7p0rS2f2eRcN4/fJp0VhnYN7/pY7fK+aY5mXXekbJ5tFy5cmHWczTbWya+ndI/mOKza1tLsdNzV8xRWJTAK7KVVC7eld1u+puCTB3dfQcFVgmh9Nd7v41RMQ5taZZfT4dSDiqlAjG26kqEejzFOaVVvBFx1SquhmMo0RZvKddxs1F03mNkcKZpjPJTp1KFrX/nKVxb+/rOf/exa2/3rf/2vVx999NHc33/mM59Za7s//dM/XX3ve9+b+/tPf/rTa233P/wP/8Pqu9/97tzff+pTn1pru1/+8perH//xH5/7++/7vu9ba7t/4S/8herll1+e+/uPf/zja2032/zRH/3Rtf52HwOlKVu3zYizSmfQITQst9Ud55X7V9Wsz20ShJlSY3sfujw+2dYmIwn7rGfv4jrIyLsuA4ir7ENbJ4su85Z0lh+KTc/tro/Vru6btg7sm3TozN9u8vdTyqsze9wq56VtmZqpDbhgPARGgb2UwMmuRz6VYGszmLnqVCL1v+9yCp59K5x0ObVKfb3XdaZWWdW+TB005uOxj1NaDcGUpinaRCqfzenXk+etc28kf2teC+uMyoWx+PznP9/Ldn/wB3+wl+12FaxpOnbsWC/bfeGFF3rZbgLL6waXF0lged3g8j7Kcyb1k7YRSXkOrbpkRd2LL75YbUvbTENdle+bDcplGY51tj+lxvY+DOX4zJtlqCvbvDfmHdtmZ7zDNMuWizq2LLPkxSbnuvkcHVIHyU2v4TEfq03um7ag/S7zg13co31ZNVjdPBdlli7YBYFRgB0a8hQ8+zYV05CmVhnTdDhDM9TjMZSGmH3juP+h5middTsH5RnTHEm/aY9pAKb/LM4opeazaExlzLbOYV015LZ1Zlg3MKpxeTjHJ/X71AdT38/3GUk3pABb19IBr945ddUOlc1js0rnvbbjOtW2jE2v4aEfq77um7YBBFMKTo5JcxaqfRuQwbAIjALskCl4hmFoU6uMaTqcoRnq8di3Ka2GYoxp7loCmfXrYJMZE65cufLMz5ojUQEYrzwv+mikTJAj260/jzYZGblt2541Y91AQF8jxruQc9/FOnIHBwdr/23fxyf7mLpIc/aaXPspL6V+mOs96UhHgTF1DjhM2bfmtNDL5CfN45D8YpV8oe3+bBvlva4h5VGbXsNDPFbbuG/a8lQdSXajef6sL8ouCYzu+Zo4fXn++ed7WRNnaA5bE2doBaJVpiNh+PqegmdIFYC+DW1qlX2ZDmefjse+TWk1FPveEzgNDPWpvTedRr65DnOMbQ1iAOY/M9II/fjx414ajJsddWIsgdFtl4fH1jFx3+W6zr1TLzuXoM68kY9TDMokuFVfhiSzYS0TGG0uadO2xM2qjEIb/rHa5n0jTx1uG6Z7lV0SGJ24vtbE6cuQezhuc02cvlgPZ3x2OQXPFCtrU5xaZejT4Wyb4zGMKa3YvTwz6qM50zi1SRAz22u7ho4cObLScyWNZirAAMOV+kYf9YDk/c0RZWNcvxzqZeXmCLaMbrtx48ZeLjOQfU4HvNIpLx3qUn5cdCzynvrxS7vHqp0lkl816y35/z61Z4zpWO3ivhlbW/NUta0vCrskMAowMEOZgmefCo9jnlpliNPh7JLjMYwprditnPMzZ848+X+eKZsGtm/evNn681XyylxDriOAYetzFGfKJvVyyVhmJmmWp7oMJrSNZJriszL7NKVZJnI9ZArI+nWRslbbsh77JMekPltJyqPzOsWVUer1Ots6nedybTVnxumrg8fY7fpY7eq+adu/sTx/pqTZLqOzLLsmMAowEKbg2Z2pTa2igPm0fT4eQ5rSiu1IJT/nvFT2121kWqbTQUbbT7HxFmCfpdG8r7JT85kxlmdIW52rq2BCW+P82DuophySc1sPduT/KYdOsawVCfpOZf82kbaLHIt04M702clPEghLp4jkK5nJJ+XHjBQtZcv8PMdu3fygLdgn6DW8Y7XL+6ZtBqm2WcPol/VFGZrndp0AgH2XgmEKBPWec6k43L9/f9agbfrK/o258UHvx6c5Hu1TWhVlSqtFupjSit2oNzjkXshzpKvG7bbAqOsCYHru3r27tcbpsXTybHuWdlW+bOugaXrBYUvQr37+cx0Liv5h0CPlxQREc8+kHJpXgl85XhlJWpb6yDFLHaW0eWxSpmwLrpime3jHapf3TVse7hoZ3/qiyz53k8ekvHHs2LHZNd/W/pH0JD/K+7I0TOrQzVn7mD6BUYAdysM4D+B6ECKB0FQQVIi3Z8zBtLZK5NRGwK7C8Ti8ApwpreZNwZ3KQCqtRVejDdmOnNs8V0pQtMvnSDNPFBQFmKZ0kOpL81ly+vTpaqzBhHv37nWy7WbjvHLXsKUM3SxHZ23EVS1T1yxBxrHUS0uQq15GTFk0P8/ovIODg9nr8ePHs3JqZqTpoqzads/02cFjzHZ1rHZ93+SabLb5dJWHs5zm+V+1LpkgZn2pmHnSnpG8JflO8pmc57S51ss2eU9+lmsi7R3Jky5fvjy7burTezN9AqMAOx7ZU68Mpzflvq9L0pRjVA/U9GHMU6u0FSjHUnnug+Mxf0qrFPrT+FBGqefeSuE/FYN8zX1QKgKpNOce2HXj3Dbu/6kovWFzD7z//vudBy6bHQwERgGmq69RE/UG+LaG6qFqKw+lwbWPETRTKPdMuezdNsJtnRmelum4mXJdRlmOpZNn0ruLe7ptDft5nUDXuUenNIpsV8dqCPfN+fPnn8mnuhg1mu302aFoKjZdX/TWrVuHdqbKuUi7RlnXONd6Oe+vvfba7GuujQROS+eMvCfXSgmm5xqe8jOMpwmMAuyIKXiGY8xTq5g66GmOxzCmtGL7z5Oc65yznL9VG6VSmc8UQovuleaU42NpzAZgdX2tLd6cJWdM6ksTdBVMaE7vl2drymhjX24kjcxjXqqkz1FPxRQb3nPes1+72LdmnnXY0iHLmuIIsl0cqyHcN0lfUxcBzStXrrRum8XXQDpALyvnKef+sI5DadNI8LQ+Er3UWfP3uT5zvpptHfVlzWIsnVHYnMAowA7seioRnjbmqVVMHfQ0x2MYU1qxPangpbJY1qZeJ2BZ7pFFjRTN7U61wROAP6w/pPNUl1L3qddHMm3dmDTTm2O0aUCh2Sl2aMdk3eVG8p62GXmmoKulBabYcbOUDTOya9vS0aJ5LjYd6VlGAo6tE8cQj9UQ7pt8ZjN9XQxMyLHb9SxLu1LW8kwH20UdCJrP/1Wn0k8wM3Xdw47zzZs3n0lH/XOT3owmbV5/9esqzz0dxPeHwCjADgxhKpGx2FZAd6xTq5g66GmOxzCmtOqKDh2LJW/PNZmK4jvvvLP2uS5T8C6iggiwX9KxsqsyVHOUUkZFjq18kvQ2R1pt0qieMk79+OY52xyVOgSrdh4tZTflhvna6oaL6upj6YxWzvmuOmU378dNR/ElGDPEDgv7eqy6uG+aeXjq95u01ZSRjPs4YrTMPFXazFInnVdmaFsubNkyQI5x6qqHzWRROis121Xrz6z8ri24Wp69pU7N/hAYBdiBIUwlsm1Dn4ppzFOrmDroaY7HMKa0GtP9P0ZlbdhNRorWK4yHjRS+cOHC5Ec6APC0TC/XRXm43mDaFmBcx8OHD6ttS+NpvdE1+7VuObOsdzZv/bWhaDYiH7a2ajnPU52BpIsOmKkfNhvv28rqJeizahlvF/dG/ZxnXzJNZgkabfNarectZdmQTUbN5zxN8Vre9rEayn2TdDSDdMmL171O87dtI3CHeo92qQTDD6sflnU7m9fGsrMP5Bjnej1stGiZQamp/oyeV/bIzzOLVp5vU7zfmU9gFGAHhjCVyLYNfSqmMU+tYuqgpzkew5jSakz3/9ikMSFB+rJu7CbyHMlxPuw51MzHxvT8AWB1pRycNb026RhWnlnFujMcNJ876z6HNt1OGtXrDadnzpxZuVE9QYR6wLltar/DtKW7j6VAmh2jDgto5LrJ8dn1iNG+jk/bvbBKkCd1kqStGZxpS1vKeMscx6HcG/XRgvnb5B3Hjh2bTbM575Xfp6yfQGren3tjk5Hqzc4L64x8z/2cTiHJp9ZZ7qgrfd/j2zxWQ7pvss/10fkl+Laq7Hf+dplrZCj3aFfmdbxuzsJWrqtcH81n/zJpL2uKto04bQs2N6+z+jVmilxaHQBM3NGjRw+S3dVfV69e3Wmamul55ZVXVt7G7du3n9nO2bNn577v8ePHc7eV3zW3tej9XZ2L69evL3x/SVf2YVkvvfTSSp9R9+DBg2eOwyqfPe/YZ7t9p/3OnTtP/W2O9SYuXbo02879+/cPdmXMx+PEiROd5DnNY5B0rCJ5S9n/Pu7pod3/Qznufco1OC+/X8fFixeXPs7lvX0+JwDYjTyXS/6e/D5Shi3P73zNc3WVvD/vrz83Uj5bVdLQfP7Uy+nLpifvm7ed7Puqz7RSxsor5YZl/76LY5KyQLOsklfKQets7zDNz5r3GaUutUn9qQt9H59meXPZcnapn5Q0pCw3r95ZysGLyqBDvDea1/e6rxzT7Pu6Zc3m/ix7TeaY5vzm83dZD97mPb6tYzWU+6ZZvy+vVepWJf8/7FwM8R7tSjMdbceinLtyjur5w2FtoOU8b3If1j+vq7oz0yIwCkxeW+Fh143czUJhXqtKQblZKGwrXJRGjkW2FRhtprc0unQVWIxmBWLVwEgz4LxJQCl/u0oBbNO0Nyui6waFSqPGrguPYz4ezXt83Txn0wBdvcKXNK1SARvj/T+U496XegN18vt1X9m/5rFaptLZ7Dyy605GAPQTGK2XFfJ9WwNy3t/27MizIs+H+nMm36/SuJnnVFvn1sMCKc3nUp5562xn2ed+/bjk7xZ1+sr+14OpqxyT8vxfZ1/y2jRQWS9/lO02017ek/3atm0fn9wTzXLUYQGrcq00gzjN45prKO8p98AY741mfrHpa5XOsYvqgql7LKpXlPfvIii663t8G8dql/fNPPmb+rYOS08+pwSD571vDPdoF0qgNsejrX0hx2fefpX0tl23ue5KXXzTTgD1z1o3H2HaBEaBSWsL+A0h4NPWk3KVh34e6qXA1ywItRVYDquglhFI66Zn3aDjYekqDfiraBYe1ykYbtJ7sFkIWyUI1UXam8GnVc9jqbAMcYThmI5HV3lO8xisup15eeBhFarsc+l8kfyqi/xgG/f/UI57H5qNAF2/1mk4H0I+AUA3Sv4+r9NLGfmy6rNonU40pfG8NPov82orK5bG1VW3c1jnreZxaZY38/+kJfte6mL1Z+eqDbSlY9Iq+1Hfny4ahOuN1c39rDeQr9KhrSu7Oj7NDgB5pfyaY5Jt5vfl2sixaytPpx7edk/l/W3Hcsj3RnN0XNKa45Fj0HzVO+y1dRrvIh+JlFOb92f2vX5/1oMnq9z7XRrCPb6tY7WL+2bV0ZjZdn6WtCRd9SBlvl9U/xnyPdq1cp5KQDb1/ZzD8vN59239OisdrfIq19c657FN/Zzu4tnE8AmMApPV7JU7lCknhjaVyFSmYlo0vcg6+7GNqVXqaZ/Xs3ad3p9jnzpozMdjiNPlDGVKqz7v/yEe9y619bDu8rXq6I76MVplKvjS4NLWiQeA3cozednnQcpFpbG4PjomX0vHql1Pp7ptecaVht1SfizP2BJc2GX5usvrJOe3ft6zj/s8i0T9fqgHRXKMUmY67F7ItZP35L3LvH+I6h3n1g1q5G/KcWgrr24S2Fh0f+Znq04TPmXbOlZDvG+yjbb8rQRuBdfmPxPq5zD/P+x5l9/X/y5f8/+u2iDrgz/UPZlHYBSYhNJjrK3X2CqN/uus9bmuXU0lMqWpmNadXmSXU6tsmvZle4OOaeqgsR+PMUyXM5Qprbq8/8dw3LvS7ADT9WudZ1/9mjqsASy/K+9fJn8EAGAc6mXCLttT2kYvAixjlfVM2V/PVwAT8cEHH1RHjx6dvdb9+0ePHlXbknQ+ePCgunbtWnX9+vXqvffem71effXV6pVXXqleeuml6uTJk7N03b17t3rrrbdmP7tz587s9/XtvPPOO9WZM2dm783r9ddfn/0u779//35nx6qLY3TixIlZms6dO1e9++67s22eOnWqOnv27Ox3+f+bb745+z77ukjSUvZl2fTntaykKcf6jTfemKWpnJ983vnz52fn5+HDh7P9uHfv3mzbeX/277A0rZr2VdN/6dKl6uLFi9Vrr702u3aS/rxyTSSNL7744uz6yz69/fbbs7/J+3Mt7sKYj0dJx6ppz7XT9zHI/ly9enW2r5H7Kq+2z6hvp+RH8ySPyftzXHd1/w/5uHet78/KfbCqXFfJD5M/5lwmP6w/uyL3VO6n/D7HN9fL5cuX135OAwAwHCnjpT0jUr47rPy+itu3b8/qHKUek89K/ST1BIBF6nlR6qzQ5kiio62/AWCrUtC/efPmkwJ/XqlcpOB/+vTp2cM8wYNFDedpgC4FgMPePwRJbz0onH3I/qYCtGrAZRsSUMs5aqY3rwQDku4hVtSSzlu3bs0ql0l3CQSVtOdaSRBwX4IV+3I80ohQ7ySR/V31+szxSZ6UfKU0StQl8LXuNT+2+5/Dn185p+Vc5v7JsyvnNIHweoceAADGLx0cUw4sneb6KMMfOXLkyfd9fQYwLceOHXvSuTgds9fpCMz0CYwCAExMRvGV3tsJSHXVezsBrnQQKOaNSgcAAKYrQYcEH7roMLls8HWXMxwB45COumUGoxD6Yp7n5v4GAIDR6XtKqzRI1D9r0ZS7AADA9DSX2Dl+/Hgvn5MZSOZ9JkBTWRopjBRlEYFRAIAJyTqqRdZz7Fqzl3Z9BCkAADB9zUBoX50l69t9+eWXe/kMYDrqHcMt58IiAqMAABOa0qpMNRV9rTNc73mZabMAAID9kZlp6nWCrDffR92mPvpLkAM4TD3PePXVV3eaFoZNYBQAYCJMaQUAAGzD1atXn3yfpTy6HjVanwknQVHTYgKHdabIq9CZgkUERgEAJsKUVgAAwDYk6HDp0qUn/z916lRn9Y833njjyZIdJ06cqG7fvt3JdoHpunfv3pPvdaTgMAKjAAATYUorAABgm6NGy8jR1BNOnjxZvfnmm2tvL4HVTH+ZEaiRuk3WDEw9B2CRtE2kI4XOFCzjyMHBwcFS7wQAYPAStKyvpZE1QFMx6Mq5c+ee9N5OxSMNFQAAwP569913Z1Pf5muk/pFRn+fPn18qqJk6zPXr15/UMyKjUevT9QJAVwRGAQAmJo0QpZd1GiLu37/fSXC0vt1sL9vVexsAACgBzgQz6zPMpN6QDpUZTVrqDhld+vDhw1kgNdNflnUB897XX3+9unjxonoGAL0RGAUAmKAEMBPILNIDOw0M605plQaK0sCRKa0yNU2XI1EBAIDpyOjPu3fvzoKfqU88evToSQA0Qc/jx4/Pvp4+fXq2PmmZBhMA+iYwCgAwUaa0AgAAAIA/JjAKADBxprQCAAAAAIFRAIC9YkorAAAAAPaVwCgAAAAAAAAwec/tOgEAAAAAAAAAfRMYBQAAAAAAACZPYBQAAAAAAACYPIFRAAAAAAAAYPIERgEAAAAAAIDJExgFAAAAAAAAJk9gFAAAAAAAAJg8gVEAAAAAAABg8gRGAQAAAAAAgMkTGAUAAAAAAAAmT2AUAAAAAAAAmDyBUQAAAAAAAGDyBEYBAAAAAACAyRMYBQAAAAAAACZPYBQAAAAAAACYPIFRAAAAAAAAYPIERgEAAAAAAIDJExgFAAAAAAAAJk9gFAAAAAAAAJg8gVEAAAAAAABg8gRGAQAAAAAAgMkTGAUAAAAAAAAmT2AUAAAAAAAAmDyBUQAAAAAAAGDyBEYBAAAAAACAyRMYBQAAAAAAACZPYBQAAAAAAACYPIFRAAAAAAAAYPIERgEAAAAAAIDJExgFAAAAAAAAJk9gFAAAAAAAAJg8gVEAAAAAAABg8gRGAQAAAAAAgMkTGAUAAAAAAAAmT2AUAAAAAAAAmDyBUQAAAAAAAGDyBEYBAAAAAACAyRMYBQAAAAAAACZPYBQAAAAAAACYPIFRAAAAAAAAYPIERgEAAAAAAIDJExgFAAAAAAAAJk9gFAAAAAAAAJg8gVEAAAAAAABg8gRGAQAAAAAAgMkTGAUAAAAAAAAmT2AUAAAAAAAAmDyBUQAAAAAAAGDyBEYBAAAAAACAyRMYBQAAAAAAACZPYBQAAAAAAACYPIFRAAAAAAAAYPIERgEAAAAAAIDJExgFAAAAAAAAJk9gFAAAAAAAAJg8gVEAAAAAAABg8gRGAQAAAAAAgMkTGAUAAAAAAAAmT2AUAAAAAAAAqKbu/w+7XCLZlVG1egAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "r1, fmag1, _ = load_force_diagnostic(OutputForceDiagnostic_pm)\n",
    "r4, fmag4, _ = load_force_diagnostic(OutputForceDiagnostic_cola1)\n",
    "r2, fmag2, _ = load_force_diagnostic(OutputForceDiagnostic_spm)\n",
    "r3, fmag3, _ = load_force_diagnostic(OutputForceDiagnostic_p3m)\n",
    "\n",
    "rr = np.array([r1, r4, r2, r3], dtype=object)\n",
    "ff = np.array([fmag1, fmag4, fmag2, fmag3], dtype=object)\n",
    "ll = np.array([\"PM\", \"COLA\", \"sPM\", \"P3M\"])\n",
    "\n",
    "ix = [0, 1, 2, 3]\n",
    "\n",
    "Newton_prefactor = (L / Np)**3 / (4*np.pi)\n",
    "print(f\"Newton prefactor = {Newton_prefactor:.2e}\")\n",
    "plot_force_distance_comparison(rr=rr[ix], ff=ff[ix], ll=ll[ix], L=L, Np=Np, Npm=Npm, a=Newton_prefactor, title=\"Particle's contributions to total force\", save_path=simdir + \"force_diagnostic_comparison.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "p3m",
   "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": "3.13.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}