sd-pp.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from boututils.datafile import DataFile\n",
    "from boutdata.collect import collect\n",
    "from boutdata.data import BoutData\n",
    "import os, sys\n",
    "import xbout\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "# file_dir = os.path.dirname(__file__)\n",
    "\n",
    "from analysis import *\n",
    "\n",
    "# from analysis.py import *\n",
    "# from clean.py import *\n",
    "# from .analysis import *\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# casepath = r\"/ssd_scratch/cases/htest/hrac-c5-10-fixbc\"\n",
    "casepath = r\"/ssd_scratch/cases/htest/c\"\n",
    "d = BoutData(casepath, yguards = True, info = False, strict = True, \n",
    "xind = 0, zind = 0, tind = -1, DataFileCaching=False)[\"outputs\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    " 'density_source_shape_d+',\n",
    " 'density_source_multiplier_d+',"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting data.../ssd_scratch/cases/htest/recycling1d...\n",
      "Complete.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "self.plot_density_controller()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ">>> System mass balance\n",
      "- Total in ---------------\n",
      "- Input source = 0.000E+00 [s-1]\n",
      "- Ionisation source = 4.757E+24 [s-1]\n",
      "- Intended recycling source = 4.757E+24 [s-1]\n",
      "- Total = 4.757E+24 [s-1]\n",
      "\n",
      "- Total out ---------------\n",
      "- Sheath ion flux = 6.937E+24 [s-1]\n",
      "- Sheath neutral flux = 0.000E+00 [s-1]\n",
      "- Recombination source = 0.000E+00 [s-1]\n",
      "- Total = 6.937E+24 [s-1]\n",
      "\n",
      "- Difference:\n",
      "---> -2.180E+24 [s-1] (-45.821%)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "self = Case(r\"/ssd_scratch/cases/mbtest/t3-nopicontr\")\n",
    "self.mass_balance_hermes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ">>> System mass balance\n",
      "- Total in ---------------\n",
      "- Input source = 0.000E+00 [s-1]\n",
      "- Ionisation source = 4.758E+24 [s-1]\n",
      "- Intended recycling source = 4.758E+24 [s-1]\n",
      "- Total = 4.758E+24 [s-1]\n",
      "\n",
      "- Total out ---------------\n",
      "- Sheath ion flux = 6.937E+24 [s-1]\n",
      "- Sheath neutral flux = 0.000E+00 [s-1]\n",
      "- Recombination source = -5.768E+20 [s-1]\n",
      "- Total = 6.938E+24 [s-1]\n",
      "\n",
      "- Difference:\n",
      "---> -2.180E+24 [s-1] (-45.815%)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# self = Case(r\"/ssd_scratch/cases/mbtest/t3-nopicontr\")\n",
    "# self = Case(r\"/ssd_scratch/cases/mbtest/t4-nocx\")\n",
    "# self = Case(r\"/ssd_scratch/cases/mbtest/bt1-strip\")\n",
    "# self = Case(r\"/ssd_scratch/cases/mbtest/bt2-atomics\")\n",
    "# self = Case(r\"/ssd_scratch/cases/mbtest/bt3-recycl0.5\")\n",
    "self = Case(r\"/ssd_scratch/cases/mbtest/bt4-recycl1\")\n",
    "# self = Case(r\"/ssd_scratch/cases/mbtest/bt4-recycl0.99\")\n",
    "\n",
    "\"\"\"\n",
    "Perform a total (system, so ions and neutrals) mass balance \n",
    "for Hermes-3. This is done from scratch and only requires BoutData.\n",
    "TODO: Figure out if nloss exists in Hermes-3 and include it\n",
    "\"\"\"\n",
    "\n",
    "# Collect all guard cells, so 2 on each side. The outer ones are not used. \n",
    "# Final domain grid centre is therefore index [-3].\n",
    "# J/sqrt(g_22) = cross-sectional area of cell\n",
    "\n",
    "boutdata = BoutData(self.casepath, yguards = True, info = False, strict = True, DataFileCaching=False)\n",
    "d = boutdata[\"outputs\"]\n",
    "o = boutdata[\"options\"]\n",
    "tind = -1\n",
    "J = d[\"J\"].squeeze()\n",
    "dy = d[\"dy\"].squeeze()\n",
    "dV = J * dy\n",
    "g_22 = d[\"g_22\"].squeeze()\n",
    "\n",
    "mass_p = constants(\"mass_p\")\n",
    "mass_i = mass_p * 2\n",
    "\n",
    "# Reconstruct grid position from dy\n",
    "n = len(dy)\n",
    "pos = np.zeros(n)\n",
    "pos[0] = -0.5*dy[1]\n",
    "pos[1] = 0.5*dy[1]\n",
    "\n",
    "for i in range(2,n):\n",
    "    pos[i] = pos[i-1] + 0.5*dy[i-1] + 0.5*dy[i]\n",
    "\n",
    "def get_boundary_time(x):\n",
    "    return (x[:,-2] + x[:,-3])/2\n",
    "\n",
    "def get_boundary(x):\n",
    "    return (x[-2] + x[-3])/2\n",
    "\n",
    "# ----- Recycling\n",
    "recycle_multiplier = float(o[\"d+\"][\"recycle_multiplier\"])\n",
    "\n",
    "# ----- Boundary flux\n",
    "sheath_area = get_boundary(J) / np.sqrt(get_boundary(g_22))\n",
    "sheath_ion_flux = get_boundary_time(d[\"NVd+\"].squeeze())\n",
    "sheath_ion_flux *= sheath_area * d[\"Cs0\"] * d[\"Nnorm\"] * mass_p / mass_i\n",
    "\n",
    "sheath_neutral_flux = get_boundary_time(d[\"NVd\"].squeeze())\n",
    "sheath_neutral_flux *= sheath_area * d[\"Cs0\"] * d[\"Nnorm\"] * mass_p / mass_i\n",
    "\n",
    "intended_recycle_flux = sheath_ion_flux * recycle_multiplier\n",
    "\n",
    "# ----- Density input source\n",
    "if \"Sd+_src\" in d.keys():\n",
    "    input_source = np.trapz(x = pos[2:-2], y = d[\"Sd+_src\"].squeeze()[:,2:-2] * J[2:-2] * d[\"Cs0\"] * d[\"Nnorm\"])\n",
    "else:\n",
    "    input_source = np.zeros_like(sheath_ion_flux)\n",
    "\n",
    "# ----- Ionisation source\n",
    "if \"Sd+_iz\" in d.keys():\n",
    "    iz_source = np.trapz(x = pos[2:-2], y = d[\"Sd+_iz\"].squeeze()[:,2:-2] * J[2:-2] * d[\"Cs0\"] * d[\"Nnorm\"])\n",
    "else:\n",
    "    iz_source = np.zeros_like(sheath_ion_flux)\n",
    "\n",
    "# ----- Recombination source\n",
    "if \"Sd+_rec\" in d.keys():\n",
    "    rec_source = np.trapz(x = pos[2:-2], y = d[\"Sd+_rec\"].squeeze()[:,2:-2] * J[2:-2] * d[\"Cs0\"] * d[\"Nnorm\"])\n",
    "else:\n",
    "    rec_source = np.zeros_like(sheath_ion_flux)\n",
    "\n",
    "\n",
    "# ----- Totals\n",
    "total_ions = np.trapz(x = pos[2:-2], y = d[\"Nd+\"].squeeze()[:,2:-2] * J[2:-2] * d[\"Nnorm\"])\n",
    "total_neutrals = np.trapz(x = pos[2:-2], y = d[\"Nd\"].squeeze()[:,2:-2] * J[2:-2] * d[\"Nnorm\"])\n",
    "total_particles = total_ions + total_neutrals\n",
    "\n",
    "case_ion_source = np.trapz(x = pos[2:-2], y = d[\"SNd+\"].squeeze()[:,2:-2] * J[2:-2] * d[\"Cs0\"]  * d[\"Nnorm\"])\n",
    "\n",
    "total_in = input_source + iz_source \n",
    "total_out = sheath_ion_flux + abs(rec_source)\n",
    "total_balance = total_in - total_out\n",
    "\n",
    "neutral_in = rec_source\n",
    "neutral_out = iz_source\n",
    "\n",
    "fig, axes = plt.subplots(1,2, figsize=(10,4), dpi = 100)\n",
    "fig.suptitle(self.casename)\n",
    "t = range(len(iz_source))\n",
    "ax = axes[0]\n",
    "ax.plot(t, input_source, label = \"Input source\")\n",
    "ax.plot(t, iz_source, label = \"Ionisation source\")\n",
    "ax.plot(t, rec_source, label = \"Recombination sink\")\n",
    "ax.plot(t, sheath_ion_flux, ls = \"-\", c = \"grey\", label = \"Ion sheath sink\")\n",
    "ax.plot(t, total_in, lw = 2, ls = \":\", c = \"k\", label = \"Total in\")\n",
    "ax.plot(t, total_out, lw = 2, ls = \":\", c = \"r\", label = \"Total out\")\n",
    "ax.set_ylabel(\"Particle flux [s-1]\")\n",
    "\n",
    "ax = axes[1]\n",
    "ax.plot(t, total_particles, label = \"Total domain particle count\")\n",
    "ax.plot(t, total_ions, label = \"Total domain ion count\")\n",
    "ax.plot(t, total_neutrals, label = \"Total domain neutral count\")\n",
    "ax.set_ylabel(\"Particle count\")\n",
    "\n",
    "for ax in axes:\n",
    "    ax.grid(which = \"both\")\n",
    "    ax.set_xlabel(\"Timestep\")\n",
    "    ax.legend()\n",
    "\n",
    "print(\">>> System mass balance\")\n",
    "print(\"- Total in ---------------\")\n",
    "print(f\"- Input source = {input_source[-1]:.3E} [s-1]\")\n",
    "print(f\"- Ionisation source = {iz_source[-1]:.3E} [s-1]\")\n",
    "print(f\"- Intended recycling source = {iz_source[-1]:.3E} [s-1]\")\n",
    "print(f\"- Total = {total_in[-1]:.3E} [s-1]\")\n",
    "print(\"\\n- Total out ---------------\")\n",
    "print(f\"- Sheath ion flux = {sheath_ion_flux[-1]:.3E} [s-1]\")\n",
    "print(f\"- Sheath neutral flux = {sheath_neutral_flux[-1]:.3E} [s-1]\")\n",
    "print(f\"- Recombination source = {rec_source[-1]:.3E} [s-1]\")\n",
    "print(f\"- Total = {total_out[-1]:.3E} [s-1]\")\n",
    "print(f\"\\n- Difference:\")\n",
    "print(f\"---> {total_balance[-1]:.3E} [s-1] ({total_balance[-1]/total_in[-1]:.3%})\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "Case(r\"/ssd_scratch/cases/mbtest/bt3-recycl0.5\").mass_balance_hermes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "A = Case(r\"/ssd_scratch/cases/mbtest/bt3-recycl0.5\")\n",
    "B = Case(r\"/ssd_scratch/cases/mbtest/bt4-recycl1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sd+_src\n",
      "Pd+_src\n",
      "Sd_src\n",
      "Pd_src\n",
      "Pe_src\n",
      "Sd+_iz\n",
      "Fd+_iz\n",
      "Ed+_iz\n",
      "Rd+_ex\n",
      "Sd+_rec\n",
      "Fd+_rec\n",
      "Ed+_rec\n",
      "Rd+_rec\n"
     ]
    }
   ],
   "source": [
    "for key in A.raw_data.keys():\n",
    "    if key not in B.raw_data.keys():\n",
    "        print(key)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['mesh',\n",
       " 'hermes',\n",
       " 'solver',\n",
       " 'sheath_boundary_simple',\n",
       " 'neutral_parallel_diffusion',\n",
       " 'd+',\n",
       " 'Nd+',\n",
       " 'Pd+',\n",
       " 'NVd+',\n",
       " 'd',\n",
       " 'Nd',\n",
       " 'Pd',\n",
       " 'e',\n",
       " 'Pe',\n",
       " 'recycling',\n",
       " 'reactions',\n",
       " 'nout',\n",
       " 'timestep',\n",
       " 'MXG']"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "B.options.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['BOUT_VERSION',\n",
       " 't_array',\n",
       " 'iteration',\n",
       " 'zperiod',\n",
       " 'MXSUB',\n",
       " 'MYSUB',\n",
       " 'MZSUB',\n",
       " 'PE_XIND',\n",
       " 'PE_YIND',\n",
       " 'MYPE',\n",
       " 'MXG',\n",
       " 'MYG',\n",
       " 'MZG',\n",
       " 'nx',\n",
       " 'ny',\n",
       " 'nz',\n",
       " 'MZ',\n",
       " 'NXPE',\n",
       " 'NYPE',\n",
       " 'NZPE',\n",
       " 'ZMAX',\n",
       " 'ZMIN',\n",
       " 'ixseps1',\n",
       " 'ixseps2',\n",
       " 'jyseps1_1',\n",
       " 'jyseps1_2',\n",
       " 'jyseps2_1',\n",
       " 'jyseps2_2',\n",
       " 'ny_inner',\n",
       " 'dx',\n",
       " 'dy',\n",
       " 'dz',\n",
       " 'g11',\n",
       " 'g22',\n",
       " 'g33',\n",
       " 'g12',\n",
       " 'g13',\n",
       " 'g23',\n",
       " 'g_11',\n",
       " 'g_22',\n",
       " 'g_33',\n",
       " 'g_12',\n",
       " 'g_13',\n",
       " 'g_23',\n",
       " 'J',\n",
       " 'Bxy',\n",
       " 'G1',\n",
       " 'G2',\n",
       " 'G3',\n",
       " 'has_fftw',\n",
       " 'has_gettext',\n",
       " 'has_lapack',\n",
       " 'has_netcdf',\n",
       " 'has_legacy_netcdf',\n",
       " 'has_petsc',\n",
       " 'has_pretty_function',\n",
       " 'has_pvode',\n",
       " 'has_scorep',\n",
       " 'has_slepc',\n",
       " 'has_sundials',\n",
       " 'use_backtrace',\n",
       " 'use_color',\n",
       " 'use_openmp',\n",
       " 'use_output_debug',\n",
       " 'use_sigfpe',\n",
       " 'use_signal',\n",
       " 'use_track',\n",
       " 'use_metric_3d',\n",
       " 'use_msgstack',\n",
       " 'Tnorm',\n",
       " 'Nnorm',\n",
       " 'Bnorm',\n",
       " 'Cs0',\n",
       " 'Omega_ci',\n",
       " 'rho_s0',\n",
       " 'ddt(Nd+)',\n",
       " 'SNd+',\n",
       " 'kappa_par_d+',\n",
       " 'Td+',\n",
       " 'ddt(Pd+)',\n",
       " 'SPd+',\n",
       " 'Vd+',\n",
       " 'ddt(NVd+)',\n",
       " 'SNVd+',\n",
       " 'ddt(Nd)',\n",
       " 'SNd',\n",
       " 'kappa_par_d',\n",
       " 'Td',\n",
       " 'ddt(Pd)',\n",
       " 'SPd',\n",
       " 'Vd',\n",
       " 'ddt(NVd)',\n",
       " 'SNVd',\n",
       " 'Ne',\n",
       " 'kappa_par_e',\n",
       " 'Te',\n",
       " 'ddt(Pe)',\n",
       " 'SPe',\n",
       " 'Ve',\n",
       " 'Fdd+_cx',\n",
       " 'Edd+_cx',\n",
       " 'wall_time',\n",
       " 'wtime',\n",
       " 'ncalls',\n",
       " 'ncalls_e',\n",
       " 'ncalls_i',\n",
       " 'wtime_rhs',\n",
       " 'wtime_invert',\n",
       " 'wtime_comms',\n",
       " 'wtime_io',\n",
       " 'wtime_per_rhs',\n",
       " 'wtime_per_rhs_e',\n",
       " 'wtime_per_rhs_i',\n",
       " 'tt',\n",
       " 'hist_hi',\n",
       " 'run_id',\n",
       " 'run_restart_from',\n",
       " 'Nd+',\n",
       " 'Pd+',\n",
       " 'NVd+',\n",
       " 'Nd',\n",
       " 'Pd',\n",
       " 'NVd',\n",
       " 'Pe',\n",
       " 'cvode_nsteps',\n",
       " 'cvode_nfevals',\n",
       " 'cvode_nniters',\n",
       " 'cvode_npevals',\n",
       " 'cvode_nliters',\n",
       " 'cvode_last_order',\n",
       " 'cvode_num_fails',\n",
       " 'cvode_nonlin_fails',\n",
       " 'cvode_stab_lims',\n",
       " 'cvode_last_step']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "self.raw_data.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f2e0f22df70>]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(case_ion_source)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6.936858592425634e+24"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sheath_ion_flux[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['BOUT_VERSION',\n",
       " 't_array',\n",
       " 'iteration',\n",
       " 'zperiod',\n",
       " 'MXSUB',\n",
       " 'MYSUB',\n",
       " 'MZSUB',\n",
       " 'PE_XIND',\n",
       " 'PE_YIND',\n",
       " 'MYPE',\n",
       " 'MXG',\n",
       " 'MYG',\n",
       " 'MZG',\n",
       " 'nx',\n",
       " 'ny',\n",
       " 'nz',\n",
       " 'MZ',\n",
       " 'NXPE',\n",
       " 'NYPE',\n",
       " 'NZPE',\n",
       " 'ZMAX',\n",
       " 'ZMIN',\n",
       " 'ixseps1',\n",
       " 'ixseps2',\n",
       " 'jyseps1_1',\n",
       " 'jyseps1_2',\n",
       " 'jyseps2_1',\n",
       " 'jyseps2_2',\n",
       " 'ny_inner',\n",
       " 'dx',\n",
       " 'dy',\n",
       " 'dz',\n",
       " 'g11',\n",
       " 'g22',\n",
       " 'g33',\n",
       " 'g12',\n",
       " 'g13',\n",
       " 'g23',\n",
       " 'g_11',\n",
       " 'g_22',\n",
       " 'g_33',\n",
       " 'g_12',\n",
       " 'g_13',\n",
       " 'g_23',\n",
       " 'J',\n",
       " 'Bxy',\n",
       " 'G1',\n",
       " 'G2',\n",
       " 'G3',\n",
       " 'has_fftw',\n",
       " 'has_gettext',\n",
       " 'has_lapack',\n",
       " 'has_netcdf',\n",
       " 'has_legacy_netcdf',\n",
       " 'has_petsc',\n",
       " 'has_pretty_function',\n",
       " 'has_pvode',\n",
       " 'has_scorep',\n",
       " 'has_slepc',\n",
       " 'has_sundials',\n",
       " 'use_backtrace',\n",
       " 'use_color',\n",
       " 'use_openmp',\n",
       " 'use_output_debug',\n",
       " 'use_sigfpe',\n",
       " 'use_signal',\n",
       " 'use_track',\n",
       " 'use_metric_3d',\n",
       " 'use_msgstack',\n",
       " 'Tnorm',\n",
       " 'Nnorm',\n",
       " 'Bnorm',\n",
       " 'Cs0',\n",
       " 'Omega_ci',\n",
       " 'rho_s0',\n",
       " 'ddt(Nd+)',\n",
       " 'SNd+',\n",
       " 'Sd+_src',\n",
       " 'kappa_par_d+',\n",
       " 'Td+',\n",
       " 'Pd+_src',\n",
       " 'ddt(Pd+)',\n",
       " 'SPd+',\n",
       " 'Vd+',\n",
       " 'ddt(NVd+)',\n",
       " 'SNVd+',\n",
       " 'ddt(Nd)',\n",
       " 'SNd',\n",
       " 'Sd_src',\n",
       " 'kappa_par_d',\n",
       " 'Td',\n",
       " 'Pd_src',\n",
       " 'ddt(Pd)',\n",
       " 'SPd',\n",
       " 'Vd',\n",
       " 'ddt(NVd)',\n",
       " 'SNVd',\n",
       " 'Ne',\n",
       " 'kappa_par_e',\n",
       " 'Te',\n",
       " 'Pe_src',\n",
       " 'ddt(Pe)',\n",
       " 'SPe',\n",
       " 'Ve',\n",
       " 'Sd+_iz',\n",
       " 'Fd+_iz',\n",
       " 'Ed+_iz',\n",
       " 'Rd+_ex',\n",
       " 'Fdd+_cx',\n",
       " 'Edd+_cx',\n",
       " 'wall_time',\n",
       " 'wtime',\n",
       " 'ncalls',\n",
       " 'ncalls_e',\n",
       " 'ncalls_i',\n",
       " 'wtime_rhs',\n",
       " 'wtime_invert',\n",
       " 'wtime_comms',\n",
       " 'wtime_io',\n",
       " 'wtime_per_rhs',\n",
       " 'wtime_per_rhs_e',\n",
       " 'wtime_per_rhs_i',\n",
       " 'tt',\n",
       " 'hist_hi',\n",
       " 'run_id',\n",
       " 'run_restart_from',\n",
       " 'Nd+',\n",
       " 'Pd+',\n",
       " 'NVd+',\n",
       " 'Nd',\n",
       " 'Pd',\n",
       " 'NVd',\n",
       " 'Pe',\n",
       " 'cvode_nsteps',\n",
       " 'cvode_nfevals',\n",
       " 'cvode_nniters',\n",
       " 'cvode_npevals',\n",
       " 'cvode_nliters',\n",
       " 'cvode_last_order',\n",
       " 'cvode_num_fails',\n",
       " 'cvode_nonlin_fails',\n",
       " 'cvode_stab_lims',\n",
       " 'cvode_last_step']"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "self.raw_data.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# ----- Totals\n",
    "total_in = input_source + iz_source\n",
    "total_out = sheath_ion_flux + abs(rec_source)\n",
    "total_balance = total_in - total_out\n",
    "\n",
    "neutral_in = rec_source\n",
    "neutral_out = iz_source\n",
    "\n",
    "# print(\"\\System mass balance\")\n",
    "# print(\"- Total in ---------------\")\n",
    "# print(f\"- Input source = {input_source:.3E} [s-1]\")\n",
    "# print(f\"- Ionisation source = {iz_source:.3E} [s-1]\")\n",
    "# print(f\"- Total = {total_in:.3E} [s-1]\")\n",
    "# print(\"\\n- Total out ---------------\")\n",
    "# print(f\"- Sheath ion flux = {sheath_ion_flux:.3E} [s-1]\")\n",
    "# print(f\"- Sheath neutral flux = {sheath_neutral_flux:.3E} [s-1]\")\n",
    "# print(f\"- Recombination source = {rec_source:.3E} [s-1]\")\n",
    "# print(f\"- Total = {total_out:.3E} [s-1]\")\n",
    "# print(f\"\\n- Difference:\")\n",
    "# print(f\"---> {total_balance:.3E} [s-1] ({total_balance/total_in:.3%})\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %matplotlib widget\n",
    "%matplotlib widget"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Could not collect Te\n",
      "Could not collect NVi\n",
      "Could not collect S\n",
      "Could not collect R\n",
      "Complete\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 792x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "case.plot_residuals()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib widget"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d08c760c626847ca900d6664fe1deb7a",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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6lXr16aM2eOJOmaa67Rrl27tHDhQt1zzz21Pic7O1uzZ88O5pgAAAANLiSOAPp8vqCe/pWk9u3bKyUlpdqyK6+8UgcPHqzzOdOmTVNJSYn/VlhYGOgxAQAAGlxIHAG0w/XXX6+9e/dWW/bpp5+qc+fOdT7H6XTK6XQGejQAAICACokjgHZ46KGHtGXLFs2ZM0efffaZli5dqhdffFETJkywezQAAICAMjYAe/furVWrVmnZsmVKS0vT448/rmeffVYjR460ezQAAICAComvgWmsuIwcAIDGh/dvg48AAgAAmIoABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGEIQAAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGEIQAAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgD8RnZ2thwOhyZPnmz3KAAAAAFFAEraunWrXnzxRV111VV2jwIAABBwxgfg6dOnNXLkSP3pT39S69at7R4HAAAg4IwPwAkTJuhnP/uZfvrTn9o9CgAAQFBE2D2AnZYvX64dO3Zo69at9Vrf6/XK6/X673s8nkCNBgAAEDDGHgEsLCzUpEmT9Prrr6tZs2b1ek52drZcLpf/5na7AzwlAABAw3NYlmXZPYQdVq9erV/84hcKDw/3L6usrJTD4VBYWJi8Xm+1x6TajwC63W6VlJQoNjY2aLMDAIDvz+PxyOVyGf3+bewp4Jtuukn5+fnVlo0dO1bdu3fXlClTasSfJDmdTjmdzmCNCAAAEBDGBmBMTIzS0tKqLWvRooXatGlTYzkAAEBTYuxnAAEAAExl7BHA2uTm5to9AgAAQMBxBBAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCAAAYBgCEAAAwDAEIAAAgGEIQAAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCAAAYBgCEAAAwDDGBmB2drZ69+6tmJgYxcfHa/jw4dq7d6/dYwEAAAScsQGYl5enCRMmaMuWLcrJyVFFRYUyMzNVVlZm92gAAAAB5bAsy7J7iFBw/PhxxcfHKy8vTz/+8Y/r9RyPxyOXy6WSkhLFxsYGeEIAANAQeP82+Ajgd5WUlEiS4uLibJ4EAAAgsCLsHiAUWJalrKws3XDDDUpLS6tzPa/XK6/X67/v8XiCMR4AAECD4gigpAceeEAfffSRli1bdsH1srOz5XK5/De32x2kCQEAABqO8Z8BnDhxolavXq0NGzYoOTn5guvWdgTQ7XYb/RkCAAAaGz4DaPApYMuyNHHiRK1atUq5ubkXjT9JcjqdcjqdQZgOAAAgcIwNwAkTJmjp0qX629/+ppiYGBUVFUmSXC6XoqOjbZ4OAAAgcIw9BexwOGpdvmjRIo0ZM6Zer8EhZAAAGh/evw0+Amho9wIAAHAVMAAAgGkIQAAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAw0TYPQDqp6LSp/OVPrvHAAAgaKLCwxQRzrGqQCAAG4FjnnMa8txGnSg7b/coAAAETVyLKK19sL8SXc3sHqXJIasbgU2fnyD+AADGOVl2XrsOl9g9RpPEEcBG4LNjpyVJI3q5NevnqTZPAwBA4N354mZ9+GWJfJbdkzRNBGAjsO9YqSSpW2KMoqPCbZ4GAIDACw9zSJJ8FgUYCJwCbgT2fXME8PKEljZPAgBAcIQ5vg5AiwAMCAIwxJ2v8OnAiTOSpMvjY2yeBgCA4KgKQE4BBwYBGOK+OFGmSp+lGGeEEmKddo8DAEBQfNN/nAIOEAIwxO07+vXp367xLeWo+n8DAABNHEcAA4sADHFVF4BcHs/n/wAA5gj7plD4DGBgEIAhjgtAAAAm+vcRQAIwEAjAEPd5VQByAQgAwCBVH3vy8VdQA4IADGEVlT7tP14mSbqMU8AAAIOEcRFIQBGAIezgyTM6X+lTs8gwdWgVbfc4AAAEzb+/B9DmQZooAjCEVX3+77L4lgoL4wpgAIA5OAIYWARgCPuMz/8BAAzl4GtgAooADGGffesIIAAAJuEIYGARgCGs6jsACUAAgGn4W8CBRQCGKJ/P+tYpYAIQAGAW/hJIYBGAIerQV2d1rtynqPAwdYprbvc4AAAEFX8LOLAIwBBVdfQvuW0LRYTzPxMAwCwcAQwsyiJE+T//x5+AAwAYqOoiED4DGBgEYIjad5TP/wEAzMXfAg4sAjBE7eM7AAEABuN7AAPL+ABcsGCBkpOT1axZM6Wnp2vjxo12jyTLsvQ53wEIADAY3wMYWEYH4IoVKzR58mRNnz5dO3fuVP/+/TVkyBAdPHjQ1rmOerwq9VYoPMyhLm25AhgAYB7+FnBgGR2A8+bN03333adf/epXuvLKK/Xss8/K7XZr4cKFts5VdQFI5zbN5YwIt3UWAADsEPZNofg4BxwQEXYPYJfz589r+/btmjp1arXlmZmZ2rRpU63P8Xq98nq9/vslJSWSJI/H06CzfbT/iHzeM+rUskWDvzYAAI3B+bNl8nnP6Mzp0w3+Xlj1eiZfYWxsABYXF6uyslIJCQnVlickJKioqKjW52RnZ2v27Nk1lrvd7oDMuFjS4vEBeWkAABqFqc9KUy+61vdTWloql8sVoFcPbcYGYJWqq4yqWJZVY1mVadOmKSsry3/f5/Pp5MmTatOmTZ3PuRQej0dut1uFhYWKjY39wa/XVLGd6o9tVT9sp/phO9UP26l+7NxOlmWptLRUSUlJQf25ocTYAGzbtq3Cw8NrHO07duxYjaOCVZxOp5xOZ7VlrVq1avDZYmNj+ZdGPbCd6o9tVT9sp/phO9UP26l+7NpOph75q2LsRSBRUVFKT09XTk5OteU5OTnKyMiwaSoAAIDAM/YIoCRlZWVp1KhR6tWrl/r166cXX3xRBw8e1PjxfPAOAAA0XUYH4IgRI3TixAk99thjOnLkiNLS0rR27Vp17tzZlnmcTqdmzpxZ4zQzqmM71R/bqn7YTvXDdqoftlP9sJ3s5bBMvgYaAADAQMZ+BhAAAMBUBCAAAIBhCEAAAADDEIAAAACGIQBDyIIFC5ScnKxmzZopPT1dGzdutHukkDJr1iw5HI5qt8TERLvHst2GDRs0dOhQJSUlyeFwaPXq1dUetyxLs2bNUlJSkqKjozVw4EDt2rXLnmFtdLHtNGbMmBr7V9++fe0Z1kbZ2dnq3bu3YmJiFB8fr+HDh2vv3r3V1mGfqt92Yp+SFi5cqKuuusr/Zc/9+vXTO++843+cfck+BGCIWLFihSZPnqzp06dr586d6t+/v4YMGaKDBw/aPVpISU1N1ZEjR/y3/Px8u0eyXVlZmXr27Kn58+fX+vjTTz+tefPmaf78+dq6dasSExM1aNAglZaWBnlSe11sO0nSzTffXG3/Wrt2bRAnDA15eXmaMGGCtmzZopycHFVUVCgzM1NlZWX+ddin6redJPapjh076qmnntK2bdu0bds2/eQnP9GwYcP8kce+ZCMLIeG6666zxo8fX21Z9+7dralTp9o0UeiZOXOm1bNnT7vHCGmSrFWrVvnv+3w+KzEx0Xrqqaf8y86dO2e5XC7rhRdesGHC0PDd7WRZljV69Ghr2LBhtswTyo4dO2ZJsvLy8izLYp+qy3e3k2WxT9WldevW1ksvvcS+ZDOOAIaA8+fPa/v27crMzKy2PDMzU5s2bbJpqtC0b98+JSUlKTk5WXfeeaf2799v90ghraCgQEVFRdX2LafTqQEDBrBv1SI3N1fx8fG64oorNG7cOB07dszukWxXUlIiSYqLi5PEPlWX726nKuxT/1ZZWanly5errKxM/fr1Y1+yGQEYAoqLi1VZWamEhIRqyxMSElRUVGTTVKGnT58+WrJkif7xj3/oT3/6k4qKipSRkaETJ07YPVrIqtp/2LcubsiQIXrjjTf03nvv6Q9/+IO2bt2qn/zkJ/J6vXaPZhvLspSVlaUbbrhBaWlpktinalPbdpLYp6rk5+erZcuWcjqdGj9+vFatWqWUlBT2JZsZ/afgQo3D4ah237KsGstMNmTIEP8/9+jRQ/369VPXrl21ePFiZWVl2ThZ6GPfurgRI0b4/zktLU29evVS586d9X//93+67bbbbJzMPg888IA++ugjvf/++zUeY5/6t7q2E/vU17p166YPPvhAX331ld58802NHj1aeXl5/sfZl+zBEcAQ0LZtW4WHh9f4L55jx47V+C8j/FuLFi3Uo0cP7du3z+5RQlbVVdLsW5euffv26ty5s7H718SJE7VmzRqtX79eHTt29C9nn6quru1UG1P3qaioKF122WXq1auXsrOz1bNnTz333HPsSzYjAENAVFSU0tPTlZOTU215Tk6OMjIybJoq9Hm9Xu3evVvt27e3e5SQlZycrMTExGr71vnz55WXl8e+dREnTpxQYWGhcfuXZVl64IEHtHLlSr333ntKTk6u9jj71Ncutp1qY+o+9V2WZcnr9bIv2c22y09QzfLly63IyEjr5Zdftj755BNr8uTJVosWLawvvvjC7tFCxm9+8xsrNzfX2r9/v7Vlyxbr1ltvtWJiYozfRqWlpdbOnTutnTt3WpKsefPmWTt37rQOHDhgWZZlPfXUU5bL5bJWrlxp5efnW3fddZfVvn17y+Px2Dx5cF1oO5WWllq/+c1vrE2bNlkFBQXW+vXrrX79+lkdOnQwbjvdf//9lsvlsnJzc60jR474b2fOnPGvwz518e3EPvW1adOmWRs2bLAKCgqsjz76yHrkkUessLAwa926dZZlsS/ZiQAMIc8//7zVuXNnKyoqyrr22murfZ0ALGvEiBFW+/btrcjISCspKcm67bbbrF27dtk9lu3Wr19vSapxGz16tGVZX39tx8yZM63ExETL6XRaP/7xj638/Hx7h7bBhbbTmTNnrMzMTKtdu3ZWZGSk1alTJ2v06NHWwYMH7R476GrbRpKsRYsW+ddhn7r4dmKf+tq9997rf19r166dddNNN/njz7LYl+zksCzLCt7xRgAAANiNzwACAAAYhgAEAAAwDAEIAABgGAIQAADAMAQgAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAwBCADfWLJkidq0aSOv11tt+e2336577rnHpqkAoOERgADwjf/4j/9QZWWl1qxZ419WXFyst99+W2PHjrVxMgBoWAQgAHwjOjpad999txYtWuRf9sYbb6hjx44aOHCgfYMBQAMjAAHgW8aNG6d169bp0KFDkqRFixZpzJgxcjgcNk8GAA3HYVmWZfcQABBK0tPTdccdd2jw4MHq3bu3vvjiC7ndbrvHAoAGE2H3AAAQan71q1/pmWee0aFDh/TTn/6U+APQ5HAEEAC+w+PxqH379qqoqNCSJUs0YsQIu0cCgAbFZwAB4DtiY2N1++23q2XLlho+fLjd4wBAgyMAAaAWR44c0ciRI+V0Ou0eBQAaHKeAAeBbTp48qXXr1mnkyJH65JNP1K1bN7tHAoAGx0UgAPAt1157rU6dOqW5c+cSfwCaLI4AAgAAGIbPAAIAABiGAAQAADAMAQgAAGAYLgIBAKAR8/l8Onz4sGJiYoz8m9WWZam0tFRJSUkKC+O4Vn0RgAAANGKHDx/mzxVKKiwsVMeOHe0eo9EgAAEAaMRiYmIkSXl5eWrZsqXN0wTf6dOnNWDAAP92QP0QgAAANGJVp31btmxpZABWMfH09w/ByXIAAADDEIAAAACGIQABAAAMQwACAAAYhgAEAAAwDAEIAABgGL4GpgmwLEvl5eWqrKxUeHi4IiMjuRweAADUiQBsxMrLy3X06FEdOnRIZ8+e9S+Pjo5Whw4dlJCQoMjISBsnBAAAoYhTwI3AwIEDNXny5GrLTp48qS1btujzzz9Xy5YtlZKSoquuukopKSlq2bKlPv/8c23ZskUnT560Z2gACDELFixQcnKymjVrpvT0dG3cuPGC6+fl5Sk9PV3NmjXTj370I73wwgs11nnzzTeVkpIip9OplJQUrVq1KlDjN7ipU6eqW7du6tatm1JTU3XTTTdp7ty5OnPmjN2jIQgIwEbo5MmTys/Pl8vlUt++fZWamqr4+HjFxcUpPj5eqamp6tu3r1wul/Lz84lAAMZbsWKFJk+erOnTp2vnzp3q37+/hgwZooMHD9a6fkFBgW655Rb1799fO3fu1COPPKIHH3xQb775pn+dzZs3a8SIERo1apQ+/PBDjRo1Sr/85S/1r3/9K1i/1g/Wv39/vf/++/rnP/+pyZMna+nSpZo7d67dYyEIHJZlWXYPgbqNGTNGixcvrrZsxYoV6t69u9LS0hQWVnfD+3w+ffzxxzp16pRat259wXUBoDFLS0u74ON9+vTRtddeq4ULF/qXXXnllRo+fLiys7NrrD9lyhStWbNGu3fv9i8bP368PvzwQ23evFmSNGLECHk8Hr3zzjv+dW6++Wa1bt1ay5Yt+6G/Ur15PB65XC5t3779kv4U3NSpU+XxeLRgwQL/skcffVS5ubn67//+by1evFgFBQVq3ry5+vbtq0ceeURt2rSRJK1cuVJz5szRtm3b/M/95z//qQkTJmjv3r2SpD179ujJJ5/Uxx9/LIfDoS5dumj27Nnq0aOHJGnHjh36wx/+oPz8fLVu3VqDBg1SVlaWmjdvfkm//+nTp5Wenq6SkhLFxsZe0nNNRhGEuOeee079+vXTuHHjdOTIEW3fvl1t27ZVt27dLhp0YWFh6tatmyzLktfrDdLEABBazp8/r+3btyszM7Pa8szMTG3atKnW52zevLnG+oMHD9a2bdtUXl5+wXXqes3GoFmzZiovL1d5ebkmTZqkNWvW6Pnnn9eXX36pqVOnXtJrPfzww0pMTNRf//pXrVy5UuPGjfN/Ln3v3r267777NGjQIK1Zs0bPPPOMtm/frscffzwQvxZqQQCGOJfLpaioKDVv3lwJCQkqLy9XQkKCnE5nvZ7vdDrVrl07nTt3ThzsBWCi4uJiVVZWKiEhodryhIQEFRUV1fqcoqKiWtevqKhQcXHxBdep6zVD3UcffaS33npL/fr10x133KEBAwbI7Xbr6quv1vTp07VhwwaVlZXV+/UOHz6sjIwMde3aVV26dNGQIUPUvXt3SdLLL7+soUOHasyYMerSpYuuvfZaTZ8+XatXr+aARZBwFXAjUl5errNnzyo5OfmSnteuXTsdP35clmXx9TAAjPXdf/9d7N+Jta3/3eWX+pqhJjc3V9dcc40qKipUUVGhm266STNmzNAnn3yi//3f/9WePXv01Vdf+X/3I0eO6LLLLqvXa48dO1aPPvqo/va3vykjI0M333yzOnXqJEnatWuXDhw4oLfeesu/vmVZ8vl8+vLLL9W1a9eG/2VRDQHYiFRWVkqSIiIu7X+2qvU5AgjARG3btlV4eHiNI3PHjh2rcQSvSmJiYq3rR0RE+D8HV9c6db1mKOrTp49mzZqliIgIxcfHKzIyUmfOnNG9996r66+/Xr///e/VunVrHTlyRPfdd5//9HdYWFiN95Sqx6pMnDhRt956q/Ly8rRhwwb98Y9/1DPPPKNBgwbJ5/Ppzjvv1KhRo2rM1L59+8D9wvDjFHAjEBUV5f+SZ0mqqKi4pOdXrd+Y/qsUABpKVFSU0tPTlZOTU215Tk6OMjIyan1Ov379aqy/bt069erVy/85trrWqes1Q1F0dLQ6d+6sDh06+H+v/fv369SpU3r44YfVq1cvde3aVSdOnKj2vNatW6usrKzaV8bs2bOnxusnJydrzJgxeuWVV5SZmem/ijolJUX79u1T586da9yioqIC+BujCgHYCHTp0kX/+te/dOjQIXm9Xh09evSSnn/8+HGFh4cTgACMlZWVpZdeekmvvPKKdu/erYceekgHDx7U+PHjJUnTpk3TPffc419//PjxOnDggLKysrR792698sorevnll/Xwww/715k0aZLWrVunuXPnas+ePZo7d67/61Qas6SkJEVGRuq1115TYWGh3n333WpXCktSz549FR0drXnz5vlP5a5cudL/+Llz5/TYY4/537u2b9+u/Px8/6ndcePG6YMPPtDs2bO1e/duffHFF3r33Xe5CCSIOAXcCDz88MMaPXq0UlNTdfbsWS1btkxXXHFFvS4E8Xq9Ki4uVteuXdWxY8cgTAsAoWfEiBE6ceKEHnvsMR05ckRpaWlau3atOnfuLOnrz7Z9+zsBk5OTtXbtWj300EN6/vnnlZSUpD/+8Y+6/fbb/etkZGRo+fLlevTRRzVjxgx17dpVK1asUJ8+fYL++zWkuLg4PfXUU5o3b55ee+01paamasqUKbr//vv967Rq1Uq///3v9fTTT+vPf/6zMjIyNHHiRM2YMUPS16eIv/rqK02ZMkXFxcVq3bq1MjMz9eCDD0qSunfvrtdee03PPvus7r77bkmS2+3WLbfcEvxf2FB8D2AjU15eri1btsjlctX7ewBLSkrUt29f/iwcADRB3/d7AJsKvgfw++EUcCMTGRmp1NRUnTp1Sh9//HGdl8t7vV7/l0CnpqYSfwAAwI9TwI1QXFycevTooV27dmnLli1q27at2rVrp4iICFVUVOj48eMqLi5WWFiYevToobi4OLtHBgAAIYQAbKTi4uLUt29fHT16VIcOHdLx48f9j0VHR6tr165KTEy85K+MAQAATR910IhFRkaqY8eO6tChg/9LPCMiIhQREcEVvwAAoE4EYBPgcDgUGRnJ5/wAAEC9cBEIAACAYQhAAAAAwxCAAAAAhiEAAQAADEMAAgAAGIYABAAAMAxfAwMAQCNmWZakr/8mromqfu+q7YD6IQABAGjESktLJUkDBgyweRJ7lZaWyuVy2T1Go+GwSGYAABotn8+nw4cPKyYmxsi/AmVZlkpLS5WUlKSwMD7ZVl8EIAAAgGFIZQAAAMMQgAAAAIYhAAEAAAxDAAIAABiGAAQAADAMAQgAAGAYAhAAAMAwBCAAAIBhCEAAAADDEIAAAACGIQABAAAM8/+J0kcU30A5EgAAAABJRU5ErkJggg==' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# case = Case(r\"/ssd_scratch/cases/htest/hrac-c5-10-fixbc\")\n",
    "anim = self.animate(\"Te\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f6f100ae5b0>]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(case.rhscalls, label = \"Eh1\")\n",
    "plt.plot(A1.rhscalls, label = \"A1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Complete\n"
     ]
    },
    {
     "data": {
      "image/png": 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Lalt+cpOUh+Vb27h24o0A9Ng28K9VR9S2kLA/9Magu7fuKkEKIya/aqTbHEjF3anLEms0Go1Go9F82jmphT3wc8AJ/Bi4I/jzz4PbvoEqgdkIPAd8PVjq8qQm0N1N61NPcZ1/OgDmhF08vqGY8uZuGL0QbEnQXAzNh6Pu31JcA0CKKCfRWUnAYKZsxfHLDXB2euhsdR23+TQajUaj0Wg0nwwntbCXUt4jpRT9/twT3NYqpfyMlDJWSpkfak51stP86KM03P97Yp97m+lp0xFGFzJmLw88t5d1L5fjH3eFGnhwedT9O6pU5c8kcz05AeXFL9tac1zOTUrJq3/cwgv3bsLd4z0uc2o0Go1Go9FoPhlOamF/OpJ8660Is5nOlSu5OfZcAGwp27Af6mL3qioqrFergVHsOL6mJrr9MQAk2eoYE7cRgNp2G8ejg3Bni4u2Jg9uV4CqndUfeT6NRqPRaDQazSeHFvafMOaMDBKuvQakZNZ7ldhNdoS9lKSAEuYtjAWTHWq2gaO2z77O9W/jtKcBkFhYQG5aCRZPBy5TAvXbj3zkc6vd0xv5r1xXMsRIjUaj0Wg0Gs3Jhhb2J4DUL38ZgO6lr3Nt8nmYfVZipBGAbfvaYOyFamDxij77ud59Dqdd9WpInDoXg1GS5SsG4MjKj55eULu3dyFRV9HzkefTaDQajUaj0XxyaGF/ArAWFRF34YVIj4drdppIcKeFt9VXddKYo4R9x4GlLD64mK31W6GriZ4Dh3DaUgFInHYGCCOjTcqOU1Xujnqs7nYXL//iDbYtXjvseTVU9JbObPfH4+r2fOhr1Gg0Go1Go9F8smhhf4JIvfNOACzLVjHZPzn8frJf8N3dcfwtJZlLA6Xcv+V+vvv+d/Fs/j86OxLxm+yYrQasKSmQM5uxaVsQAR9tpNLT0rc/lwxI3v3XWuqb7OxY6yDg8w96Pl6Pn7YeC8gAcV3VIAxUrt738Vy8RqPRaDQajea4o4X9CSJm9izss2cT6HBwTm1B+H0zggrjwzyeGE+3wYBZGOn0dLJnw5N0GTIBSMyIQQgBRYuIiekhxVUOwsCR17f3OcaOdyqorlIWH6+007Dn4KDn01ThQGIgrruWjM69AFRuLjtu1yulpPpQKx6X77jNqdFoNBqNRqPpRQv7E0jqncprby/ta6NJcaWR05XG4pp6bjOoLrPFzf7exNl0uxpYeB4AeSYVWS/b1RCeo760g81LjwIQ31kBQOXGwSPwdUc71NwdZYxO2q3mqDt+Ivzw1gaW/n0XG5cUH7c5NRqNRqPRaDS9aGF/Aok7/3wshYX0EAtAu10J81neL9FR9SWmeTycXa+q3TjaLGFhn5AWFPZ5Z4DJzhj7KgDqu+Lx+/y4nT7e/s9OpBTkVb1HQcWbAFSWDF6bvm5PFQBJziMUZe9BSD8OQwrO5o7jcq3Fb6qnAFWbjh6X+TQajUaj0Wg0fdHC/gQiDAZS7/wyTpsS7OecNQuAs1JyEIk57AkUMqerg5hAgORGQ3hcOGJvssLoM8lMrSLG1YjPaKN6fQmrHt1FV2eA+M4KZvufY/QEA0L6aXJl4XF0DTgPKSUNld0AZFjqsFmdJDrLkcJIxZtbP/J1+v0BautUOU+H147fG/jIc2o0Go1Go9Fo+qKF/Qkm9oqrcNlSQAYYRSMAnY1O/nDjdN72z8MMnNnjYky9DJe6DEfsAYoWIQwwSpQCsPaVMkr3OzD6XMxp+D9yzg0Qf97lJDiUUK/esGXAOTiaXbh8FsyeTlKK0iA+myxxAGDIRlVdbW72r60h4B9aqDeUduDDBIAURhqL60Z8fzQajUaj0Wg0I0ML+xNMd2cAhAGbuw3eeBaAtvpuzh6Thnmq6kJ7bmOAOBf0xPSL2EPYZ19gU4K9w20DYHLDa0ycdwgx8ybsM2aS3HYIgOo9A4V6fWm7mtdRhm3WmZA+gfz4PQA0tBgH7Wr79j+3sPrZYvZ/MHSX2rItVX1e123SPnuNRqPRaDSa440W9ieYjmYnAHZPG75NH2C3C3yeAJ2tLr5y/RX8v8D32FVxAX6DGa8lCWEQxCVbeyfImg72ZAoT12H0qblGte5kwfSVGK0SZt6GdcIEUjqUmK6stg44h4YDSngnOMqwzj4P0ieSn7xP+extWXQXlw7Yp7a4hfoa5dk/sHRou07FbvUkIqVVPQVoPNx8LLdIo9FoNBqNRjMCtLA/wTialBhPyleNp+wtqsRka203cVYTrQVXYm424wo2pjIngsEY8bEZDFB4Llabl8neDWS27OTCG61YzK2QORVGzcBgs5GeacHoc9LhSaezoqLPOdQFhXaiowzr+HGQPgGr0UWSv0757N/ZNuC8Nz+xKfxzsyuZjuB19KerzU2bw4DB76aoYyUALa3H12PvdvrobHUd1zk1Go1Go9FoTjW0sD/BhCL2mefMxDphAjGt5QC01qlk1nPGpTGuvTpcEacnpn3gJEWL1NjLKrnuibtI9H6g3p95OwgBQOy0qSS3HwagakNvvXuv209LqwUh/aRY2jDExkL6RABGWVUFm+p9TX0OV7+7gtp2Owa/JxyFL/ngcNTrqzzQAkBKWzFFuaoyjoMk/O7j19X29X9s59lfbqS7I3r3XY1Go9FoNJpPA1rYn2BCEfvErHiy77+PWJcqedm4V0XVzx6TqoR9sCJOjSFK06igz15UrsUYcMCRd8Fgguk3hYfYpk4lpVU1qKo62BZ+v7GsXTWm6qohdvwY9Wb6BABGxyqLTVO3nYCrNyK++WG1cBjd+QFFbe8CULy2IqoXv3xnPQCpbftJzW7B5m4mYLTQsHnwZlnHQkttF/Xl3fh9koY9lcdlTo1Go9FoNJpTES3sTzAhC0tiuh3b5MlkXzQfgKZ9VQS6uylwNhPjc9ManwNAraGcCkdfKw0pRZCYD842eOcXIP0w/jKITQsPsU2dQkoogbY5DelTzafq9yjvfYKjDOuUmWpwTArEZZJr2wEygCM2n45Nyo5T/856qn2jEAE/C3KWkJ9ahtnTSYcrluaqvqU0/f4A1YdaAchmH4b0IpJ96tzrth45HreP4lW9dfFb9pUflzk1Go1Go9FoTkW0sD+BSClxBK04CcFKN4V33QxAtzmFhj//Bff+/QC0xWUD0GFtYV3Nur4TCQFF56qf9y1Rf8+8vc8Q27hxxPjbsbpacQXiad6p7Dj1xSqxNbGjDOu4cb07pE/AYnCSbO5AGoxUrdpDwONhy5ObQRgYLfaQEt9AwrW3k9mo5iruZ8epP9qB12cgpruOtPGJkJBDmkkl4jaVtTEYAX+Adx7bz+ZlA5N2+9+/km293Xbbq1qHHK/RaDQajUZzOqOF/Qmkx+HB5wlgizVjtas67/bkWOwxBvxGK3WvvE3rM6oEpjuYPNtpa2Zt9dqBkxWd3/tzbDqMu7jPZmGxYJs4kZS2oB1n2yGklNQ3mAFIdJT2E/bKZ5+dpjrP1h5up+b/nqImdgoA8zOeAyDmsjsY1aqi+Ye3NhII9NpxKvYpf31q6wFizrkU4jLJilOR+lbH4F+96n0NHN7awLYV5bTVdw86rqHMQbfLFH7d2dIz6FiNRqPRaDSa0x0t7E8gIRtOQpqtz/speQkAdMeOwrVnDxKBwRgLQKetla31W+nx9hOxhef2/jz9ZjCaBxzPPnUKKa3KjlNV6qOjvgOXz47Z48DmbcdaWNA7OOSzz1I16ptlGrvfLiVgMJOX6SLNeBiSCxDJ2WSNi8HubKLHbaGmuDcSX7FLNaJKbd2H/bLbIT6L7AQV1e+0ZOCp7422R3J4aW/FnR1LdkUdA1CysQaApPYSALo8tkHHajQajUaj0ZzuaGF/AgnZcPo0nAJSRsUB4CmcAYDbmohRGOgWkpzEQjwBD1vr+9WOj8uA3DNU0uysz0U9nm3qNJLbi0EGqOvMoXrtRnV8Rxm2okKExdI7OBSxZzMgcSQUUJ21EIAz5gfFe+48AOIvvY7MBnU+oeo4XW0uWhu9GP1uMmy1GFMyIC6DWFMbFn8XPlMMTRt2DzhHKSWVVb1R/8P7unF2DqygE/AHOLxFJeaObXoDgB5TEgHP8au2o9FoNBqNRnMqoYX9CSQcsR8g7GMA8C+4GGGz4Z84V403SOLlNADW1kSx49z6HHxtPWRMjHo829QpWLzdJDhr8GNh17pOIIq/HsLC3tq2h+Q4H9Jgwm+yM6oghizPejUmR51X3PkXkBUU9kf3OvB5/GEbTnJbMfEzlH2HuCyEgBSjitTX7ywfcI4N20roMSZh9nSS2rIfPyb2rq4aMK66uA2XG2J6GihM3oHJ143faMVxMErVoA9Jj8PD8gd20VERvfOuRqPRaDQazcmEFvYnEEdT9Ih98ihlu+noNjHm7bewf/X/AdBuCNDYUAjA2uq1A8tLxqYNKuoBrEVFCLudpGbls+/wqKo5iY5SrOPHD5wrJhXcDvKmJIffnnvNOKgOPi0IRuzNo0aRnGEk3lGO12ekfE8zlXuCZS5b9xNzwdVqfHwmAOl2ZdFpquoccI4lr6m5R3l2U9DwNgB7Vx7F5/X3HbdFLQ4yG7YRP286sT5Va79lf/mg13+s7Fx+iMoDrbRt7zhuc2o0Go1Go9F8XGhhfwLpGETYp2QrYd9W140pI4POLiXgO01wuCqRZGsKtd21lHYMXTWmP8JkwjZ5cthnDyCkj/jOyoERewhH7fNzlABPz48nr0BAcwkYrZA1LTw09oJLw1H7g6sPU3VI2XVSWg4Qc2bQ/x+XBUBWojrv9h5rH+uM9PmoqlJlOMckbKZgVDlxnZW4PKawkAfwefyUblcLh1Edm7Hd9hvipdredjS6bz98DCmjWnv64/P6ObBBHcOnc3I1Go1Go9GcAmhhfwIJl7pMi+nzvj3Ogj3ejNftp6vNHY7sp2bGAAYKYuYA8PSBp6M2hRoK+9QpJDqOYpRK3Mb31GAMeAcR9iqBNj+umEv/ZypXfH0aonan2jZqBph6Pflx5y0io0nVva884sHrNRDbXUdiUgBTeroaFIzYZ4o9AHTG5eIKlvMEaH53Le32XETAx9jUbSR+9vPkV68CYNebh8PXWr63Ba8X4h3lZI72IXLnkGhpBqCjtn3I69/z9lEe/8E6Dq4baO+J5PDWBjx+VXHHbYztU+1Ho9FoNBqN5mREC/sThMflw9npxWgyEJtoGbA9OUtF7VvruuloVl1fx49VlhhLz5mYDCZePvwyv930WwIyMOLj2qZOxRjwkeJRXVoT2soQdjvm3NyBg4MRe9F8iLFzMohLtkG1Km0ZsuGEiJk9C7vJE26CBZDSuh/7GQsiDp4ERisJgaOYhRePJYHWzXvDmw8v3wbCQCZHsRhd2OZfQK4sxupuo63ZT+UBVae+JJg0m9W4jbhLrgQhSEpRCxWHo69lpz9H31BPFTY8tw+vJ/pYKSW734pooCWM9HTopFyNRqPRaDQnN1rYnyAiS10KgxiwPdKOE4rYz5+WAcD+shT+cf4/sBqtvFjyIr9Y/wt8Ad+IjmubOhWA3PqNxFu6GFW/CevYsQhDlK9CUNjTVNz7XthfP7fPUGGxEHvW2eHqOACpLft7bTigGmnFZSIEJMd7Aajfp8pp+lpaqG5QEfIxiWoOkZRL0tVXklu9BoDdb5fi6vZSsa8ZZICM5m3E3vhNdb/yrAB0B+KQQ1TGae9RZUBdfit7362IOqah3EFLow+Tt4vYbpUP4KhvH3ROjUaj0Wg0mpMBLexPEIOVugyREkygrS/twNXtxWQ2MGNsKqmxFuo6XGRbZvGvC/+F3WRn2dFl/Hjtj/EGvMMe1zJ6NIa4OJLLNnFp4VHiu6qi23AgQtgfAinVn36Js5HEnnsO6c27sfg7sXg6SOo4SszcOX0HBe04Gdnqq9dc042UktbXltOarI43xrYGDGaIzSDx5i+SXbcOo99FVUknW18vI+CH5PYSUvJtGBNTAEjKVX87bam4y8ujXk5PfQtOc0r49fYVR3H3DLxne99Xi43sug3Yncqz33noYPR7pNFoNBqNRnOSoIX9CWKwUpchQsI+ZD9JSLdjNBpYOFZVsll7uJn5o+bzfxf/H3HmON4uf5vvv/993H73kMcVBgO2Kar8ZMlzDwPgyE2KPjguQ9lnXO3Q1QgtR9XPcZmQONC6E3fuuZj8buZu/T1zt/8RS2oi5ry8foOCPvtcZYNxGFLx1tRSumIbfqOV5HgP8cZmSBgFBgOW/HwSxmQwqk41rdoTFN2ZDUEbTmjanByE9OGxJtF96HDUy6lbs0uN7awkqa0Ej8/Izncq+4zpcXg4sq0BZICCttXEopKAHaXRo/sfloA/gKt7+IWYRqPRaDQazUjRwv4EMVipyxChkpdelxLACWlq3DnjeoU9wKyMWTx6yaMkWBJYXb2a76767rC2HNtUJezTHOr1bxqf5AdrfjCwyo4QfaP2kdF6MdA+ZM7Kwjp+PDZXOzZ3OzFnzEf0HxevKuOkx6rylJ1xubQ+9ST1nlQAxkwOdsxN6F04JHz2DvKqV0Ewl0AEvKQ37yLumlvDYwxphcT61T1pOxQ9MbZhh7IUpZhqGFf5GgC7V5bT3dG7GDqwroZAANJa9pFZ5CTGHqxI1OiIOueHZeWje3nih2tpb9AldzQajUaj0RwftLA/QfR67KMLe3u8GVusOfw6MSzsVYWZTaUteHxK6E5Jm8Ljlz5Oii2F9bXrebfi3SGPXZVj7fO6LsPMW+Vvcd3S6/jZup9R3VnduzFYGYemYqgJJc729ddHYjird5tp1vSBA4IlL5ONlRhFAJc9jcbnX6U5VZXOLMhuCV5wTniXhCuuwO5pJb1ZdapNa9lPbLodS35+77wpRcQLZZtpr2iJem6ttUpEZ6Q7yZtmI615Dz6/YPub5QD4/QH2ralRl1izmoRbvkxcvPL9d3UOXxWnYl9LuDHXUDRWODiys4WAH8o+ODTseI1Go9FoNJqRoIX9CWI4j70QIpxAC72WnaxEG+My4ujx+NlZ2RbePiFlAt+Y8Q0Anj749JDHft3aKyaNSUk8+/kV3Dj+RgwYWHZ0Gbe8cQutLmUBGjRiPwhrcnqbTh3KjfL1ilMJwIbuBpJTlWiuyzgDty0Fe6yBDGt58IJ7hb0pJYXYs85k7NFXSWnZRlHZcuIuvqzvvPHZJFoaAeho7B5w2IDTSbsvAYDMiQkkf+sXFJUtAxlg/wfVOJqdlO1qprvDQ0xPPVmiGNsV3yAuU3nyuz0xEBi84o7H7WPFP3fw+j930VQ5dHR/80sHwj83HqwbcqxGo9FoNBrNSNHC/gTg9wfobHWDgITU6MIeeu04oKrnhDg7aMfZWNo3Onz1mKuJt8Szp2kPe5r2RJ2z1dXK0u4NOIKHtY4bx6i4UfzqzF+x7LplTE+bToe7gyUlS9SAUMS+difU7wNhgOxZUefucHfwMGuoT4LqVFgh9g0cFLTi0NVARvA6KvMvBqBwVhbCEXxaEOHhD8gAO2YnYne1MHPvE8T21BN3wSV95zUYSE5Rlpoul5GAu2+uQc+u3XTHZqtLmpSPbfoc0rMlWQ1bCQQEW5aXsne1OnZuzQckXrAQjGbiRylh3yOSVWOuQegobSSAERCseWTboP0FGiscVB7ptd+0NOoymhqNRqPRaI4PWtifALpaXciAJC7JitE8+EeQMqq3cVVkZH9iVjwAVa3OPuNjzDHcOP5GAJ45+EzUOZcfXY5P+mkrUII1siJOXnwe35r1LQCeP/Q8Xr+3N2JfuwOkHzKngCV2wLyhfRyBHh66ewI//pKRNbUfDEzmDSbP0tVARpGqy++xqEh6wfQ0cCgrTChi7/A4+O773+W35ndwBZ1JHpuJmDmzBxw/KV0NcNrS8JSV9dnWsmk3PlMMFr+DmILxACTf+S0Ky99ABHwUb66n9nA7Rp+LrPrNJNz5Y3W6WckgA7gMifirdkW9boCWPb2LmIYmOLK9Meq4LctVHkN27ToAOrwxBPwj70Og0Wg0Go1GMxha2J8AOoZJnA0RqozTP7Kflah+rutwDtjn1gm3YhRGVpavpL67vs82KSUvH35ZHftiFSWPO+/cPmMWjFrA2KSxNDmbeKv8LUjIBmtC74Cc6P76Hm9PeDHxvwt/ypjMyXR7u9lYu7HvwFDEvrOe9Pz48NtGs4HcicnQERT2iTmUtJVw6+u3srpqNZa4BBrnFgBQMSkZYTbTn4QMNZ/Tlob78JE+2xr3quo3yaIKkTEJANull2I1d5FTuw5QSb5ZDZuJL0jEUjgWAEtGKlZPBwgD3aWD++E7StTxLO52ANY/f2BAA6zGCgcV+1ox+N2Mq1mKzdlMQJhpq9cJtBqNRqPRaD46WtifABzDlLoMkZYbj9lqJC03rk9kf1SisuXUd7gG7DMqbhQXjb4In/TxQvELfbbtbNxJWUcZqbY0Xkq9ipuv+DWbQhH5IEIIPjf5cwA8feBpJPTacWBQf/2SkiW0u9uZnj6deVnzuKRAWWVWVqzsOzA2Xdl5eppJybSGm3PlTUrBbDHid9RQZjaxuHELt79xO5WdlUxMmcgLV71A1re+w/YxgvcvSI16Dgm56mmAy56GK0LYS5+Plnp1z+1JLbxRtYq719zNea9exNKpHgoq3gLpBhkgt+YDEm68I7yvKTUVq0vlMnTVRCQV96OjQfn686veJa6zku4uyY63+5bI3PpGubqFNR+QPdNJfJear7Gk7wJMo9FoNBqN5sOghf0JYKQRe1ucmZt+Oo+rvjmjz/tZQWFf1+GK6uW+Y5ISpi+VvITT1xvVD0Xr6ZzLKzsbcFhieX7rwNKQVxZdSYothYOtB9nesH1YYe/xe3hy/5MAfHXaVxFCcFH+RQC8X/k+Hn+Ej9xghBjlrTe5m0nKUteyN3Yjty2/mQVZCVyTm839ux7A5XdxzZhrePryp8mLzyNh7ET+cJOR4tTotfotmQVYZQcBg5mOw1Xsa97Hk/uf5G/PfYcuqxL9/02r4cdrf8zb5W/T7e3m6KKxmH2dzNr1D6bu+zcxznoSrv5MeE5jWhq2YBS+s7E9egKt14XDqa4jbUwi44+8CMDOt8rCSdKNFQ7K9zRj8LspqFtJ4rfuI9Gvnk40bt8f9Xo+LM5ODz7v4Im+Go1Go9FoTk+0sD8BDFfqMpKkzBhik/qWp0ywmYmzmnB6/TicA2vWz0ifwbS0aXS4O3i99HVAedXfKnsbgIqKaWTEWxECPjjcRLe77xxWo5WbJtwEBL36oai+LRFSxw443tKjS2l0NjI+eTzn5iprT0FiAeOTx9Pp7WRTsLlUmGD32UBnLRuyl1GStpUX/A+zt/UALoOBrAAsyl3EfWffx28X/habSYnmJGsSAO1BoT2AlCISDKrkZUtVC7e+cSt/3vZnGjetoSuYOCvjW1iYvZAfzvshb17/Jo99YRnx551HckcFGS0HqZqQjCktLTylMTERq0cdr9OdED2BtnIjnUJV+zFOG0386C4yG7bg9wuef2IVj+97nHVLlY0nt+YD0iZZMM68ltRYFeVvquqKfj1BqvfV8/h3VlKybvgmWU2VnTz5k3W89a+dw47VaDQajUZzeqGF/QlguFKXIyEUta+N4rMXQoSj9s8ceAYpJQ9segFPwI2vewxTMgpZ9q2zmZ2fjMcX4P3igYmeN0+4GbPBzKrKVVSlBOvFF5wDhr5fGV/Ax+N7HwfgK9O+0qch1cWjlY9/gB0nWMt+RcU7rDG/zp7pb/H9Bd/jsSnfYF1FNSsNhTx44YNcPebqPvMlWBIQCDo9ndGbcCXmkWRRtpaeLoHFK8mJy+Garon0xGSBDPDcmZ/joYsf4nOTP0duvKq8k3z77eEp3p/o6/MURBgMWFAe+E5PGtTuwh/ws71hOy8Wv8jvt/yeuzb9jh5jKsgAD9b+h1/ObGXs0dcw+N14j9p5f9lu6g50YfC7ya96l+Rv3wNCkF6QBECrK3HQKjoAuxZvxukxsubZg7i6Bu9WK6Vk9WM78Pug8mA77iiLPo1Go9FoNKcvWth/wkgp6WhW3viRROwHYyifPcDFBReTYc+gtKOU+95/jecOvgTA5LiLefGuM8lKtHH5VCWw39o30OOdZk/j8sLLkUgWOw7BHS/DVX8bMO7t8rep7qomPz6fS0b3LUEZer2qchXeQIQgjc/EJQQPVLwBwHdmfYfPTf4cZwg7iYFAn1KXkRgNRhKCibwOT5Ra8SYLiXFKhLtsqeS0wJSUyVgrA0iDkQRDA+acKQN2i124EOvkyXTEGVhV2EOFo29k3GJSVqJOXzrU7eLP2/7MF9/6Ir/Z9BuePfgs+zsDIAzYXK2YstKwzZhOy6igdx9YUHktALk1a0nMsWA7U92XxNlzMXs68YoYOqtqo16zlJKGZrW48UgL6xfvjToOoGRzPY0NyoIjhYGqXbpGvkaj0Wg0nya0sP+EcXZ68bn9WGNMfTrLHiujInz20TAbzNw66VYAFh95AIOtDquI59lbv0KMRTWGunSKEvbvH2rEFcWTHUqiffXIq3TlLwg3lwoRkAEe3fsoAHdOuxOjwdhne1FSEWOTxuLwONhat7V3Q1wWzybEUeftZHzyeK4Zc416v6NvqctoDGfHSUhWX2mnPZ3cJkl+mxGHX1XLSbVWQUrRgH2EwUDB4md5+TcX4LQJdjb2tbGYreredAVSkbU7eafiHQAuL7ic7025kx/VWQCwO5v4583PsfjKxcz7/v3kVa/C7lJPQ0TAQ37VSpK+9M3wvNbxE4jvUjkOzTu3Rb2etvoeXIY4TL4eRMDHoR1t1Jd1DBjncfpY/1IxAHGdas6y9UejzqnRaDQajeb0RAv7T5iRJs4Ox1AlL0PcOO5GTMKCwdoMwE2TPoPN3OvXz0uJYWpOAt0eP+sONw/Yf2LKROZlzaPb280rh1/ps80b8PL8oec50n6EzJhMri66Ouo5hOw4ITEM0GpP4NGkRAD+d+7/9i4IHL2lLgcj0ar2a3e1R9+epmr/O22p5DVL8ku76IpT/vrUxG4wmqLuZ7DZmJqvSnnuatrVZ5s5+FH1kEZJywEaexpJt6fzh3P/wJ2mDPK6VE+AGHcLpjRVsSf+oouwZaUyvvhFkD4KKt5GmpwkXHNdeF5LYRFxwco4TcW9ScxOn5Pi1mJWVqzklZefAiC5dR/5Ve8BgiUPr+HhXY/wwqEX2NGwA4CtK8pxdgdI6Chl4pHFAFSXdQ9p8dFoNBqNRnN6oYX9J4yjSVlFhit1ORzDRewBkmxJTIw7P/z6hnE3DBhzWTBq/2YUOw7A5yapqP3iQ4vxB/yUdpTy1+1/5ZIll3D/lvsB+NLUL2E2Rn/6EBL2qypXhX3xD3Xso8tg4GwRx1nZZ/UO7giWk0yIbsWBEUTsc1Tiq9OeTl4zZBxuCXecTc0c+gnJrAzVUbd/xN4Yb0EEfLhFPGuNKjq/MGeh8v8fXUW7R80fa+hBGNUiRRiNpHzpK6S2HeS8tf9LQcVbfDDdhN/Su7AwxsWSKNR1NFb7cftc3LHiDs549gxuXH4j31/9fepLVAUgpyihi7exuloRbXGsensHv938W7741hfZfmgvu9+rBBlg/JEXGTPmIGZvFz1+Ox2Ngy/8NBqNRqPRnF5oYf8JE5NoZczsDHLGJX2keYbz2IfHcTEyYGa0fRZjksYM2H7Z1FEAvHuwAW+UDqjn5p5LXnweNV01XL/seq597Vqe2PcEzc5mChML+dG8H3HrxFvD46WU3Lv8APetOAjA2KSxFCQU0OZuY3vDdso6ynipaSsGKfm+p5/QHkHEPiTsO9wD7SgAsTl5GPHgtcQzqtVCwsFqumLVfGkF0evfh5iUMgmr0UpZR1mfJwIyMR5rcCGx1aju1zk550AgoIS9V70XF9M3Op50/XUYEuIxBnwIYMV0H1vqt/QZk5apPsdmdzYr9jzB7qbdmISJgoQCzss6mxS36gw8bkwMuTdcwLgjSwA4u/ozzEmYj5SStS8eRgYgu24DOemVJP+/P5Hcqu5/xTA++5qDzRzdGt3fr9FoNBqN5tRCC/tPmLxJKVz21alMPW/wqPRIGDUCKw5AW0cy3Ud+yNcn/Sbq9rEZcYzNiKPD6WVzaeuA7UaDkevG3AJAaUcpMaYYbhh3A09f/jRLr13KHZPvwCB6v0YH6zp5fH0ZD39Qyr6aDoQQfarj/H373/FJP9d1djPO0dJ7ICmPi8depBSSYFQlLxPcqchWF25bMibcJBQNLNUZidloZkqqSq7d3bQ7/H4gPgGbWzWpqhKZGBEsyF4A9buhpwUH6nwTk/vmGBhiY0m++WYA2iZlU5MmeLfy3T5jkgvSMPrd9IhUXti3DIBfL/w1y69bzs/9C5HCjr2ngakXXMXCO/9CrvkoKa0HEF4z1zbeSUHrdMy1SZh8PRSVLSf1//0C45zPkulR5TXL1x0Y9HpdPV6W/307bz12iKqdNUPeG41Go9FoNCc/WtifogzXpCpEVZsT6Y+nKC150DGh6jhv7hsY3ZVSsmX3eNyNl2DvuI33blzFPWfdw8yMmX1KUYZYvqc3+vvs5kqAcBfaZUeXsapqFXaTnW+2t0NXgxL0AM428DnBmgC2hEHPdfha9oUkmJSwd9rTwzacZFMVhqzJg84bIpodJ5AQjzUo7GM8ycyQZhIsCXB0FQFpoBv1JCAhPW7AfKl3fY3Uu+4i5Rc/BZQlyR/R5Mo6ttdn39EWS6otlcsKLgMpqdqsRHlKWwm2KVMQQpD2rbsZf/hFRMBL7U4nF5bfBkBR6XKSx8Rjv/h2MBjIy1OVfOqazPi9A5/EAOx5dTt+oZ6arHlqD4EoT2wiObihlhfv2xLOE9FoNBqNRnNyoYX9KUqCzUSMxUiPx4/DFb1eeSAgqWpVnv68lJhB5wpVx3l7fwP+QN9Fwss7alh5oAVPywU01k7nQG30rq+gFgHLd/cK+2W7auhy+5iQPIG8+LxwF9wvTf0S6eZ4CHihJ/iUIOyvHzxaDxHJs4MJe0ssCTZVCtNpSwvbcFKttYOW0YwkurBPwOZSwj7Wk8Q5jjbVgfbIKrr8aQQwYnW3YRuVPmA+Y1wsGf/ve0yYdQG5cbm0ulr7JOdai3qFfVp3DjeNuwGL0QI126lqVp9LirsCc64694RrrichzsfoYOTf7LFj76kmu24dqXffG5439aJLiO2qwY+FukP1ODwO/m/3//HjtT/mcys+x4UvXMimD1TVHIPfQ4fTyv/87W5uX3E7P/zghzy480EqHZXh+Zqru1j99AGaKrvY+pxufqXRaDQazcmIFvanKEKIYX32TV1u3L4AKbEW4qzRq8EATMlOIC/FTnOXmx2VbeH3q1p7uGfZfgAmj1JR9Fd2VA86z+7qDqrbnGQmWJlXkEy3x89rO2v62HHS7el8YfIXIE51n6UrmLQ7An89RETsB6mKA5CQqCLPTntab0WcZA9EecLQn5kZMwHY37Ifr1/V3vfH90bs49zJnNPlgNqdULWZjoCa3+5swpyZEXVOUJ/XRaMvAuDdil47jqWoiPhgecr07lxuilOeeu/mJ2nwTQAZIDvXGn46IsxmUu78KqMr3ybG0wgywMTilyjPDFA9uXdhEbPoSlJDPvu1W/nBmh/wz13/5I3SN9jVtAtTfTxGMQqLu51xh1XlnelHz6e49ghvlr3Jw3se5u41dyOlxOf1s/LhXQSk+ufiyIEuPLr5lUaj0Wg0Jx1a2J/ChHz20brPAiOK1oMSnaHqOKFmVYGA5O6XdtPl9nHZlCweuFVFst/YUxe15j0QjtZfOS2bOxaMBmDx5kqklNw28TbOzjmb3y78LTHmmF5h3xkU9iOM2CfblKVo0Ig9YEpR9hKnPY3uuGDEPmfoexAi0ZpIUWIRbr+bA63KCiPj4rB51fFS3SmM93hhw4MQ8NIRNx8Au7MZU2bmkHNfmH8hAO9Vvhe2T5nS07H5lHVotCObtJod4GyjbudBAsJMfFcVCVPH95kn6cbPYo61Mmvb35i/536SO46wdIGhT0lSU1oaGUItGA4d7GJD7QbiLfHce9a9PH7p43yt66sA5DauY1bhdpLbijHJWH5s+Au/XfhbUmwpHGw9yOb6zWxaWkprowd7TyMJHaX4MXFobSUajUaj0WhOLrSwP4XJGiZiXxkS9snDl9YMVcd5a189UkoeW1fG5rJW0uKs3Hf9NMZmxDEjL4lOt493DjQM2D8QkLwe9NdfPWMUl03NIjnGzIE6B7urO8iMzeQ/F/2Hs3KC5S3j1UKCrkYlcsMR+8HtMvUdLh5do449WFUcAH+6qtXfHZNOd3xQ2BdmDXsPQoTsOLsad6k3DAYMRrV4SvOkIwAOLAWg3TYDUBF7U8bQwn56+nTS7enUddeFFw1On5NWWw0i4MfkzcRTsg52P0+1cyIAyW3F2Kb27ZZrjIsl+dbbsHocxLbVQnYmmyYIlpcux+Xr/S7kTM/F4Pfg8o7C7onnu7O+y3XjrmOydRp1lWaE9DMhrZTknz3OxIoXEdJP4xY3Z9sv5LaJyrv/0qoV7H63CiH9TD70X4qaVwKw552jw9bI93r8uo6+RqPRaDSfIFrYn8JkD1PLvqpVidH8YSL2ALPykshMsFLT7mTJ9mr+9LbqYvrHG6eREqtqt98wW4nkaHacreWtNDjc5CbbmZmXhNVk5MY5SqQv3lwx8IDBiP3bm3cx73fv4WwORoCHiNg/tq6Ud/Z2AkNH7D0Z6r64ben4hBW7oZ2Y0eMHHd+fkB0nLOwBp0lZccyexOA7SrB2SHWNMcNYcQAMwsAF+RcA8F7FewAsP7qcqmQPsT11gIGWyjbY/BDVbrVgSGkrxj5lyoC5ku+4HWFWTyay/ucuJqdPpdPTycqKleEx8WeeSXL7YQDmd8/jxvE3AnDg1XeRwkha8x4yPn8XhrELyT1rFDk1a5EI1i7ex03jbyJRppCxWZ1HQflbjM4uZcLo/VjcHXR0Gak93D7otR55v5hHvv0+6//9wZD3RKPRaDQazfFDC/tTmHD32fboVpzKEVpxAAwGEU6i/eHLe/D4A9x6Rj4XTOyNQl81PRuzUfBBSRONnX0XE8vD0frssB/81jPyAVi2u5YOp7fvAYMR+5qqcpq73HQ0lKv3h/DYby1vQ/rVtbS7OwaNBjti4+g2t4dfp5oqIGP4ijghZqbPBFQCrZSSnkAPTeZWDH43Ab8JdyB4P62JdHSo3IUYujHExg47d9hnX/kuARng2UPPUpsqwgm0zd58XC0tNPkKMQS8pIgWTNnZA+YxZ2SQ+bOfknjddSRef31YtC8pWRIe0zw+g5Tgk4Fz6vMwCgOB7g72bVMJ0Hmtm4k9V51P8g/+QmHl65i9XdQc7aFlv5sbG75JnCeZBEcZBdVvkva7R0n64t1k168HYO/bR/qck8fvocpRxYayzax6vgQpDOzZ4+bN3e+yt2kv9d31eAP9vgcajUaj0WiOG1rYn8KEk2cdg0Ts25SwH0nEHnq70EoJo1Nj+PmVk/psT4m1cP6EDAISlu3qrX7j8wdYsVd55a+e3itCi9LjOGtMKi5vgNf61Uk/6lQiOCPYedXUFZxvkK6zTo+f/bUdIE3IgAW/9NHl7Yo6ttViwWHrrZGfam+C2LThLj/M6ITRpNhSaHG1UN1ZTbGzmI5YwrXsu2KmAiALz8PRokRyQqJx0PkimZM5h0RrImUdZTx78FnKOsroyk4KJ9A2e4uo9kwFDCR0lBI7ZWLUsqIAybfcQvb992GwWrm88HLsJjs7GndQ2l6KlJL7Kh4Bj0qg7Wwfi6zdRfkLj9ETSCamp578BePCUX/zqFGkXng2RWXLAVj1372Yy9Ig4GbywSexXX8R5innYjrr84wzbkZIP6X7O+ho7eaX63/J+S+ez5xn5nDFq1fw6kNv4RWxIANIYWLjf7dx24rbuHjJxcx5eg7XvHYN9d3ROx1rNBqNRqP58JyWwl4IcaYQYqMQYo0Q4jkhhHn4vU49soa14oQ89iMT9mcUppCZYMUg4K83zSA2SiWd62cr4f3yjl6hvuFoC63dHsakxzJpVHyf8bfNV1H7UBItQKPDxZ83KI/8+JhuBAESvU1qh4SB0WmA3dXteP0SIYiI2rdHHdsW8PQV9mnH5vMWQjAjXVlQdjbt5IDzAB2xYA2WvOxKnAdAd/Zl+P1g9nRiz0ga0dxmg5lFuYsA+Ov2vwIwd/614Yh9k7eQak+vDae/v34wYs2xXFF4BQBLDi/hrfK32FK/hepR7VhdrbhIoGnZQ+zdpRYJOTVrSbz80j5zpHzlLrJr1xPXVYXXpxYqEw8vQQaaWHZh0GZkMJB1/VWkNu9FYuCh55/l1SOv0uxsxiiMTPHOpaDjHETAx+RDDyECXjJ75jHXdDZpdrW4Kuso45E9j/Q5dne7W1fa0Wg0Go3mI3JaCnugArhASnkeUApce4LP52MhO2jFiZY86/b5qXe4MBoEo5JsI5rPZDTw/FfPZNm3zmbO6JSoY86fmE5SjJmDdQ4O1Kp68aFqOJE2nBCXTM4iLc5CcUMnOyrb8PoDfHPxDkp6VMR+XGwPY+w9mPHhtyWDJfoiZFu5qnd/3cwc8Kt9j7Y0Rh3b5mrDYW0Ov07NHbzh1WCEEmh3NOzggOsAHbECW3Ah0VV0G1z1NzoyLgNGljgbSciO4wv4sBqtXLnwy8S7VVJwi7+QKsP5AKS0HcI+deqI5w3ZcZYdXcaftv4JgNHnXEZq0I6ztzidas8MDH4P2d37iV2woM/+9ilTiJ03l/GHX8IgvWR1bGdU3QaWLTDwXM1yHB71ecfd+h3yGtcBYDiQgs1g5/FLH2fzzVu4uvRL6rhV7zB/2mpyaz8AIbiu7ku8f9P7vHbtawgErxx5JRy1rz7UylM/Wcfin32Aq1tbdTQajUaj+bCclsJeSlkrpQwZz33A0C01T1ES7CbsZiNdbh8OV19BVNPmREpl1zEbR/4xF6bFMjUncdDtVpMxbLd5dWc1bp+ft/YrgXbV9IHRdovJwI1z8gDVifa+FQfZWt4WTp4VXQ2cP0qdu8MyuDjeVqGi5YsmZpBiSwLgnYOlUce2udsiIvYBkscM35hq/ZHmPs21QsL+rfK3cPgdBJITwrXsu9wxMPfLdDQrG06Ms2nYUpeRnJl9JnaTWpRdVXQVyXFpxORmYHM2EZBGHF0WTD4n8Z2V2KIkzg7GlNQpTEyZSIe7gyZnE9PSprHwyv8hJVjP/pBLJe5mNm4l5byzEBbLgDlSvvgFkjqOcvbWXzJp5xOY0tJovPIMenw9vFT8EgAGux3LZIG9p4EYXwo/Tvkp87LmsfudatpbfcT0NDDDtIyYz/2OKd7lGH1Oqo50UX2olaKkIi4ruAxfwMejex+lrb6bN/+1k4AUdPfAqkd26ko6Go1Go9F8SE64sBdCfEsIsU0I4RZC/LffthQhxKtCiG4hRIUQ4rZjnLsQuBx4/Tie8knDUE2qqtpGXhHnWLk+WB3n1Z21vH+okU6Xj8mjEhibERd1/K1nKGG/dFctT6wvx2wU/PH2c8BkA08XC5OUCK+VqVH39wck24PCfl5BMgXJqhHT+rLotdTbXG102FQ0P9lYizl76MRZKSXfeHYH335uJ6VNyrc/OXUyFoOFbm83AKNHz+j12Leqe93RpO6x3dmEaZiKOJFYjVZuGHcD8eZ4vjDlC+q9ojHEd/VWG0pqK8aUlnpMCwYhBDeMu0H9jOBnC36GtbCINNGEkL29B3Jr1hJ/2aVR54hbtAjz6HxMPQ4EkrSvfY075twJwLMHn8Xj93Cw5SAP5JeRU6ui9uZNHlpru9i+QnWynVCymIyf/QHm30XWzVcxulJV6tnw4n5kQHLXjLsQCFYceJul/9iOxytIbj2I0eei7FAXxZsH999LKdn21Ebe+c0KvB5t3dFoNBqNJpITLuyBWuC3wONRtv0L8ACZwO3Af4QQUwCEEFlCiHVR/mQFtycATwKfk1J6PpErOQGEbDb9ffaVx+ivPxZm5iVRlBZLc5eb37yuosFXz4jujQcYnRrLOePS8AdUJPaXV01mTkFKOGo/VarqKiXO6E8KSho66XT5yEmyMyrRzrh0tV9tZzMlDZ0Dxre52miMq6Qo6WkWJf4H0icMeT0NDne4as/KYI1+i9HClLTeaPmkcWeGPfadbSpS39Gk7rHqOjtyAQ7wozN+xNpb1lKYWKiOV1QYTqAFSGkvwT5lyqCJs4NxzZhrWJS7iO/P+T5TUtX+ibOnkuAoByDBUUaibCV24cKo+wujkZTPfR4Ac04OyTd9loXZCxmXPI4mZxP/3f9fvr3q2+zK8ZDo3InB76GqKY13/rqSgDQyqnY9hWdkYFlwHQAxX/wtRc6NWNztNNV6ObKlmjFJY7gs73IuPPgFutt8xHdWMLfqX0wofQGAD545iKN5YKUnt8/NWw+tYfMGJ4drbLzz8Gscaj1ETVcNHe4O/IHojdM0Go1Go/m0cMKFvZTyFSnla0BL5PtCiFjgBuAXUsouKeU6YBnwueB+9VLKs6P8qRdCmIDngHuklMWf7BV9smQlRC95WR0U9vmpx1/YCyHCUfua4HGvmj5qyH3+55wiAG6emxfuShsS9qkd+wAodiYMKKMJvTacuQWq62yqXf0tjD0Dqu0AtDhbQcC0uKX4zc0EzEOXoTza1FtdZ2VE861Q2UsDBmZNXNQbsW/rH7FvPiaPfQijobeSjnXMmHACLUBy2yFsx+CvDxFjjuHBCx/ki1O/2Pve3Llk1W8CGWB0xdvEXXABhig2nPCxb76J9O9/n9wHH0BYLAgh+NIU5Z1/cOeDNPQ0MDNzNqM/8xkyG7cD0NKViMXTwdiKpaT+8NfhuYTBQPqXv0Jh+RsAbHpxJ35vgPn7Lierswirq5Xpex8i9+o8pmW+R3rTTrw+WPn4fo62HuWHH/yQW16/hfOeP4/v3/s7Snf3uurKdxu4ZemtXPbyZZz9/NnMenoWv9v0u2O+ZxqNRqPRnC4MLHty8jAe8EspSyLe2w2cN4J9bwXmA78UQvwS+I+U8oX+g4QQXwW+CpCZmcnq1as/8kn3p6ur62OZN4SnXT2M2Lj7EFk9vZ7z7cVKfHbWl7N69cCGUh+VLHevwBqTaODoni0cHWafBy6IId7cwpo1awCY4jKSDsi6PQiUFee/b6zjjKy+X8s3dqtrSfQ0s3r1apodKjFWGHt4YVMpc611GIKRbSklTT0tIOAN9wXs9E/hwrfeJz1m8DXsuxW9+QnbK9pY9vb7JFgFNqd6GlJkLmLnwaOkeNoBcDT38P7779Nap55AxDib2Fp6lEBL84C5R4qptZWEzgoMAS/WQBcxPQ0clpL9x+G7YxKQXbeBrIatGANeKnPO4vBw844fB42N6g8QI2NIMibR7m8n1ZTKZy2f5Ui2g5zap6gbdSYA4w4vwTd3BhuOHIEjvTXuRVYuWc3bqcq9EAdZPP+jF2nvycAQcDJj738onyxoP+snZOa/y7R/PcW6hELqS+G+h15iS86bIAXnlN3I5MazEQEvBeVP0JhxBd1xuZxdfwl78jbiCrhwSifPFz9PXkce+db88PE/7t9BzceP/gxPffRneOqjP8NTg5NZ2McBHf3e6wDio4ztg5TyaeDpEYx7GHgYYO7cuXLRokXHfpbDsHr1aj6OeUPU2CtYXroPW3IWixZND7//571rAQeXLpzDrPzkj+XYS6o2sqm0ldvPmciiswuPfYLu16F5IwapvNJ1MpVkexaLFvWNVP9s0yrAya0Xz2fSqAS6S7tZsnYJMXY3LQ2SuIIZnFGoqvi8uqsUWelDBky8lPwtjjR2c3PRVBZNHNwD//7SfahCSqqfrCt1LNfMzeM8eR5jKsbQc6SHRRdcQEliLCZvDz5zDNMnzOOAbwsmbw8m6eKcq65CGEdWyz4agZ4eiu//PXN3/QWLMYAA5t1yM+aMkXv3B0P6/ZQ88CDC4cAQE8P8r30Ng21klZL6UAHPHXqOn87/KUVJ6glM6UtLKChfAUBG627G3vMmlry8AbvWbdzEmFVL2Tv1Ltp7MhDSz7R9j4O/lr8tsvHivElkLlpEV7eLSf99mt0zvs3MyotIHWfljPZLaWhwYwh4mX7gYebMXc2uIz62x32DOfUX8Y+778doNvDXbX/lif1PsE6s4+FFD4eP/XH/Dmo+fvRneOqjP8NTH/0ZnhqccCvOEHQB/esUJgADTdWfYkLJs3X9mlRVthxbc6oPw++vn86PLpvI7Qvyhx8cjfi+9pU6UtlS3tbnvdp2JzXtTuJtJsZnqjVdkjUJgLQEtSB4bZey47R2e/jNiq0AJFiSOGuMqpt+pDF6I6sQR5tUguwFQfEfsuMIIbi04FKSTWphZEpNDVfGqS1pB4L++vT0IUV9ZUsPPv/QhZkMMTGYskcR56jC0laDKSPjuIh6UL75mFmqyk/cokUfTtQDF46+kEcvfTQs6gESr76aovI3KCp/g6Rrr40q6gGSb72FtOY9JDlUJH9izTJSWw+w6/optNp9PLbvMQDeXDSfo+nF5FavwoCRotWLaNjuxuD3MH3vf5hStB7b6Gwmpm8ktquGHreRgxvrALhz2p3Em+PZWLeRTXWbPtQ1ajQajUZzKnMyC/sSwCSEGBfx3gxg/wk6n5OSaB77jh4vDpePGIuRlNjBvdQflYK0WL6+aAxW04eMVMdlhX+UCFoMKRyqd4QTWaHXXz9ndDJGg7LbhIS9zaYWMyv21uHxBbhn2X7aPWp8TkJauErP8MJebf/quUqwrj3chNMzMBHTlJYa9tnXFKu/h6uIs6m0hXP/9D5/e7dk0DEhrIW9gvnD+OuHIumWmzHn5JDyxS8c13kTrroKjEYwGkn72l2DjrNNmkTMrFlM2/MQZ9U/zagj72KbOpXzvvFbAF4ueZk/bPkD9266lycvNFBQuZzY7lr8fjD63czY+28KUw+Q+I1fw7e3k/CFuymqVk8Kti09hN8XINGayJenfRmAv2//O1JKvB4/XXUSr3v4xNryrVW8dverHFq69TjcGY1Go9FoPnlOuLAXQpiEEDbACBiFEDYhhElK2Q28AtwrhIgVQixENZoa1mLzaSJaucuqtt5o/bFWVflEieuN2Iu4TKbkpiElbK9oDb+/PdiYau7oXjtRolVVz3EFOpmYFU97j5dfvLaPZbtrsVnVAifFlhIW9ocbB3/I0+X2UdfhwmI0MHd0MtNzE3F5A6w7MtAvb0xNC0fsD+9T2+2uJsxDJM7urmoH4I09dYPfhyCWMZHCfuT160dC/PnnM/a9d7FPnz784GPAnJlB3r//Rd5D/8GSP/STm+TbbsXsc2I7tAmEIOtXv2R82kQuHn0xnoCHZw4+g0EY+PrlvyL7K3cybd8jZNVvZObuB8m0NZL19FrEgrvAZMFw3vcYl19LbHcd3d2CQ2vLAbht4m2k2dPY37KfN/ev5OV711GxRvLkD9ewZXkpzq6BBbKaKjt57fcbeeOxw9R0JbL29XrqHfW0ulpxeBz0eHt0xR2NRqPRnBKccGEP/BxwAj8G7gj+/PPgtm8AdqARVeXm61JKHbGPICnGjM1soNPtozPYpCpU6jL3Yyh1eVyJtOIk5jAv6JPfUtZrx9laHqqI09sJN9mmRH6Hu4NrZ6rqPC9sU6Uir5wZHx4TGbEfrOlRWdCGU5AWg8lo4OJJ6pxWHhhYS92UmootWPLS4A0lzjYPWWu+qVOVxixv6aE6uOAaDGtRr7A/lo6zJ5q4884j7pxzhh0Xf+mlGJPVZ5f02c9inzYNgK/N+BpGYcRqtPK3RX/js+M/S+pXv0pisonJh54hyV1LzsNPYUiOuM9CkPT9P1NQ8SYA25fuxe/zE2OO4eszvk5yTyYHH+mhpdmPwe/G7Yatb5Tz1E828MHzJdTUNrJyz2oe+ssyXrxvKzXlTky+HizudjzGWH761x9z3gvnsfC5hcxfPJ8znzuT3U27j//N02g0Go3mOHLChb2U8h4ppej3557gtlYp5WeklLFSynwp5eITfLonHapJlbLjhKL2Va0fv7/+uBBhxSEhhzMKQsJeVT7tdHk5VO/AZBDMyE0KD40xxWAymHD6nFw2rbep1RkFKUzOU/ngydZk0uOsJNhMOFw+mrrcUU8hZMMZk64WARdPUeLxvYON4br7IUzpvRH7EMNZcRo7e4+74UjLoOMALBHC/lg6zp4qGCwWsn75CxKuuIKM//1++P3xyeN57srnePXaV7kgX3XHNdhsZP3mXkxZWYy673fYxo8fMJ9txlzyEtqI6a6n0xVP8WJV+Gq+5yyu3/d9bO4EEjpKOW/PT5m162+ktuzD5w2wd3U1r9y7m4P/8eA/HIcIeMmvfJeYhnswut8GYGb9IpKsScSZ47AYLDh9Tn6/+fcE5GnZxFqj0Wg0pwknXNhrPjpZCX2bVIWbU6XYT9g5jYjYNBDBr2BiLnMKkhEC9tZ04PL62VnZTkDC1JxE7JZeH78QIuyzj7G5uWJaFqmxFv5443Tag8I72ZaMEIJxwYTbIw3Rffb9hf2EzHjyUuy0dHvYVdVXxPsSk8Me+xDDNaeKrMu//ujQ5TBt48djiI3FOmECptToXXhPdRIuv5ycv/4FY2LfZmSTUieRF9838TZu4ULGrX6fxCuvjDqXEILkm26hoOItALZvFhT/9Wes+Nd+zH4b6U27mHDoATIvbGHWvI3MrniQM7b+joyGzQgJxoCBrPpNLNh8L6MT3+DKBbVcH/cGJm83RvJ5af7rbLxtI2tvWUu6PZ19LftYUbbi47kxGo1Go9EcB7SwPw0IdZ8NR+zblM/8pI/YG4wQG4x2J+SQYDMzKSsBr1+ys7KdbUF//byCgeU6Q8K+3d3Ov26bzcafXEhBWixtrl5hDzA2KNiPNA0j7DNUEyshBBcF7TjvRDSrAnin1oPV3R5+LQIeLB7HkM2pmiIi9uuPtAxqCQIwJiVR+Oor5D/6yKBjNH1JuPoqstp2E9PTgMOfybslFxLATG7t+0zd/yiPXuLnb/M/xwdf/h1fvyuetRPrmHrwKc7Z8FMWbvw5k4ufonBaKdMnlJPi7SYxs4ucxnUA7FqmuirHmGP49qxvAyop1+kb2BU3Gl6Pn5qSNra8VsIrP1zOi999hZ627o/nRmg0Go1Ggxb2pwXhkpf9rDh5J7uwh16ffaLyyp8R9tm3RlTESRmwWyiBtt3djhACi0l9ldtCEXtrUNgPUxnnaKMSWqGIPcDFk0M++15h39jp4rnD3X2sOFZXKwJGZMWJt5po7nJTMsiTgxCW/HxM6elDjgmx8kADf11ZQiAw+GLhdMeUnEz8RRcwOhi1B5jYsYZxJUvwXHImGycbWN7+Onfv+SeNJi8HP7+Q2HvvIibGh93QRf63Lyb5B3+Hr6yCH5UjbnuGifIdkAHKDnbR3aE+v2vGXMPElIk09DTw9IHB8/d7HB42vnqEJX/YxqPf+4DX/rqTrW9VU+eIpcmdxN6nP/i4b4lGo9FoPsVoYX8akBX02Nd1OPEHJDXBiH3eyZ48CzDmArAmQu48oFfYbyxtZmdlOwBzo0TsQ8K9PSKCDgyM2GcGK+NEEdT+gKSsWQn7oghhf0ZBCol2M6VN3eGI/gPvHabOGIMx4MPsVe/F9ijhP5gVx+X10+nyYTYKLgouFqJV2/mw/GrpPh5473B4AfRpJen6G8hq2MrEpnc4J7OY7J0vYsnLY+p9/+CMrDMIEMBusvOLBb/g4UseJv+m7zF23RbGbdhC7DcehBk3Q+4csCfDpKvIunA26c27CWBg33uq7r7RYOTuuXcD8OjeR2l2Dvwcj2xv5Ll7N7Pj7UoayhwE/H7iOqvIqVlDXrOqq19e0oMv4KPT00ljTyMVjgrc/uj5HxqNRqPRHCta2J8GjIrw2Dc4XHj8AdLirH186SctF90DPyyFxFwA5gUTaDeVtuL0+ilMiyUtzjpgt1DEvsPdtznxsVhxqtt68PgDZCXYiLP2NmE2GQ3hZlXvHmigvjvAc1uq6LTGghDYXMoiFNvTgCE+HkNM9AVUyIaTHmfl7LGqWdaGIYS91x/g+y/s4l/vHxl0TIgOp5fa4BOanZWfbmEfe9aZmEdlkb1/KeYXHgCjkZw//wlTXBz3nX0fVyZeycvXvMxNE24Kl38VZvOgn1vs1x4gv0lF1ve/V4rfrRqhzR81n0V5i3D6nPxz5z/D452dHt56eB9vP7IPV5eXlI4SZux+kHPX/YD5/uUEbjey9cJDiICPZm8iZz5+Dmc9dxYXvnQhV716FXesuANfwPcx3yWNRqPRfBrQwv40INJj31sR5yRPnI3E2Cuq0+OtFKXFhl9H1q+PJNJjH0nIipNiVQuEnCQ7drORpk43HT3ePmP7++sjibTjLCnx4A9IbjyjAGNSUljY251NGNKHsuG4wte0MCjsN5W24B2kC+2KvXW8srOGB947PGyn2pKG3tr8Oz7lwl4YjSRd95nw6/RvfRP7jBkAZMZmclnSZQMSc4eczx5L/oIxxHbV4PTHcuSFXuvN9+d8H5Mw8crhVyhuLebojkYW/3IDR3c0YvS5mFDyHDN2/gN/zH4eutHFZy8v5lful1hq20FCRzEIA9NqphJjiiHNnobdZOdQ6yGWH10+7Hl1tbkp3lzPvg9q2PVuJVteL2XtE9t59743qVx7aOQ3TKPRaDSnLVrYnwaEyl3WdjgjKuKcAjacQZgXUbM+8udIogl7b8BLp6cTgzCQYE0AwGAQYeF+pKlvo6po/voQ545Px2I0sL2yjW0NfmxmA9+7aDymtFTyqlfh9daS0bQLf0raoNcRjtjH28hKtDEmPZZuj5891e1Rxz+xvhwAty9AecvQSZaH6iOFffuQSbmfBpJuvBFDXByxZ51F6le/+pHnS7zus+TVrAZg9xYvskwl1BYmFnLzxJuJcyWz/E8f8NbD+3A5AyS3FTNv229pjFvHzz5v5Fuft/JBkYlkv5+rurq5v7mFXK/qaHuV50Y2376Z9296n18s+AUA/9797yEtOYGAZOnfd/LuEwdYs7iY9UuOsPX1cvZs7qC40sr7T+n2HhqNRqMB0/BDNCc7yTFmrCYDnS5fWPCd9BVxhuCMwpRww6k5Ufz1EJE862oPvxf6OcmahEH0rlnHpsexr8bBkcauPom4/UtdRhJnNXHmmFTWlDQB8OWFhWQl2qhITSPp8CZyG9/G7OvBlRR94QG9ibPp8cpKtHBsGkebull3uGVAQvCOyjZ2VfVey/5aB2Mz4geduyRC2Dd1uqlpd578Dck+RszZ2YxbtxZhNiOMH92CFjNvHtmen3DE20UTY2l45l6yZk3BZcrgjJIiYg/8DAMmjH43hWWvUpy+nie+IKhPMVGQUMDXCy/n7JyzmZI0AWNnDVRuonbnr9kvP099ixF3jxdrjJkrCq/gif1PcLjtMC8ceoHPT/l81PM5sr2B9oYeLO4OUlv2YfK7MfrdmCyCo1kX0mVIxN3twRpr+cjXrtFoNJpTFx2xPw1QTaqUHWdrsETkKZE4Owjzi1IwCMhM6GvLiSRaxL41aJEJJdaGCNey71cZZyhhD712nDgzfG3RGABMaSpCn9tcCUBnXPSFB/RG7DMihD1Er2cfitbHB73+B+s6B4yJpDgo7EPjdwQTjT/NGGy24yLqAYTJRNIl55NdtwGAXS3nsHtNI88snczBA+kYMJFZvwW/47fce/0GnrjMxKyZl/D4pY+z7DPL+MbMbzA9fTpGsxVSimDmbaSceyZJ7UeQGCjfo74DRoOR7876LqCScrs8A3NBZECy9dViAAor3mCOfTtnXZ3HBX/+Ipe89nviXY0gDNTvrjwu167RaDSaUxcdsT9NyEq0Ud7Sw/5aB3BqW3Fyk2N46svzSY41h5Md+xNKjo1Mng2J/CRbUp+xIeF+eICwD1pxonjsAa6fncOe6nZyZRMJNjNAuHFUYlsjAG0xSVH3BWh0BIV9ghL2C4pSMQiV7Nrj8RFjUb9+9R0u3txbh9Eg+P4l4/n18gMcqHMMOq+UkkP1avtnZuXw9KYKdlS0cc2M7EH3ORbauj18c/EOPjs3l+tm5R6XOU9FEi67nNxXvkdl3kUcdS3kqGshAMldRxhzaAl12bW8fUUMd075CtdO+Ryp9qGbilnv+DOZr/6c9uTxHHl7CxMWXAvAubnnMitjFjsbd/LUgaf4xsxv9NmvdHcT7a1+rK42piS+y6hJbdB9CKorIPkGksydOID6fTXEzkqiurOaqs4qOj2dXDfuOuymofNtXN1eZSnq8mI0CQwGEB4nwuXEbvax6H8vxBZv+/A3UqPRaDSfGFrYnyaEfPb+YE3zk77r7DCcPW5w7zr0rWMfIlQRJ8XW1+YSrZZ9a7eH1m4PMRZjuHNvf2IsJv544wxWr14dfs+Y1le8NVgSBj3HcPJssKpPot3MtNwkdle1s6WslUUTVOLt05vK8QUkV04bxUWTMvn18gMcHELY1ztcOFw+kmLMXDoli6c3VRzXyjhv7K1jw9EWOl2+T7Wwj5k7h9gEIxmNO2jMnEtSho0xJUtI2PUmMTNmMO/JZXzGNnLBK+LSGJ3VTTFQVWvF296MOSkNIQTfnf1dvvjWF3ly/5PcPOHm8CJBSsmWF/cBUFD7DhlX5oFMgPYK/Jv+xcbdj+HwXA3miXywaytfsX6rzzFru2q5e97dQ57Xka111BRH+/6YATOZi9cw665LR3ydGo1GozlxaCvOaULIigNgMoiw0D9dORYrzujUGMxGQU27kx6PKitYGmHDGeypQDRMqX0XHLWm6DYegKauUMS+97NZOEYJtvXBspcur5/Fm5WF4ksLC8hNthNvNdHU6e7TtTaSkA1nQmY8M/ISEUJ58l1e/6Dn8t7BBs754yr2VncMOiZEqONvSUNneKH4aUQYjSRccimTip/hvKxDLKx7ksRdb2IZnU/uf/6N4RhEfYi0S68gwVGGX1iofOnx8PtzMudwTs459Ph6eHTvo+H3K/c209oGZo+DaRmrMX55CbV3vsm/L/g2l40Zz9ezMjgUr/JR7N5cEq2JTEmdwoX5FwLwYsmL4d+Lwahcp2w+oyveZM72PzF77wPMa3mVrB5VaaejuuWYr1Oj0Wg0JwYt7E8TIoV9TrIdo2HkYvVUJMGSgEDg8DjCNcAHs+KYjQYKUmOREkqD9ptef310G85gmPpF7CsMg+8fsuKEkmeBcD379UeUWHptZw1tPV6m5SQyZ3QyQggmjlI5AYNF7cPCPiueeJuZCZnx+AKSfTWDi/Z/rz5KVauT57YO78PeWq6ityOpznO6k3D5ZRgDXozPP4hz7QcYk5PJf/hhTCmDJ00PRcyCBaQ37QLg6P4eqN4e3vbd2cpr/0LxC9R21SKlZNOzantBw0p23n4lX9v0Ky575XL+U7aU+oCL3LhcZiR1YAh4EcYM3rt2Nc9f9Tx/P//vnJt7Lk6fk6f2PzXo+Ugpqa9VZWDH5rcx66n7WbBmCWe89CB5cwsB6G51fahrBdjzfjVP/XQDr/5lB6sXF7N7VRVVB1vpanN/6is5aTQazceBFvanCVkREfpTuSLOSDEajMRblAB2eJQADkUm+1txYKAdJ+yvHyRxdtDjpvYKe58wUOYzRx3nD0hauj1ArxUHYPboZKwmAwfqHLR0ucNJs18+uyD85GDyKGXvGYmwB5iVr55QDFbPvrbdyfZgd9pNR4eOvta2O6lpdw441qcV++zZmDKUZUpYreT++19YRo/+0PNZCgsYFVAR9nLXXPzL/hf8amE6IWUClxdejjfg5d+7/k35vjqaOyyYvF28OXEjP2hcyfra9ZgMJi4vvJxHL3mUN65/g2su/B9iu2oAaCrvXdzdNf0uAJ479Fyf6lGRdLa4cAZsmLzd5FuWYn31SsSqe8BRR8LodAC6uz+8AN/3djGdrS5qD7ez/4Ma1r14mGX/2MWTP1nP8p+t+NDzajQajSY6WtifJkRG7D8tZQ9DCbShSH2466x1YKWacf2FfWOoOdWxCftQVRyAVlsCDV3eqONau1VTq+QYMxZT76+ZzWwM1+b/y8oSihs6SY+3cuW03sTXSUFhP1gCbXGwOdXEsLBPAmDnIJVxVuytC/9c2txNfcfgEdhtFX0XB4c+5cJeGAwk33EHwm4n+89/ImbWrI82nxCkzRlPXFc1XmKoqhKw8UEIRq+/NfNbmISJ5aXLWfrvZQDEt73Pe9M8TE+bzo/P+DGrPruKP577R+aPmo9BGDCfcwcJXepJTMPmLeFjTU+fzsLshfT4enjm4DNRz6dycykASZ1HsI/NA08XbHgQ/jGdxIaXAXD6LchAb8M0f8A/omi7lJLONvX7MXX/o4w9soTs2nUkdhwFGaC6xYKnyznMLBqNRqM5FnTy7GlCpLD/NETsoTeBNlQZJyTwQ4I/kpCAP9yohOpwpS4HI9KC0WZPpMfjp8vtI87a91cpsutsf84am8q6I81hb/0d80f3Ef+TsweP2Pv8gXB1n1AZz9kREXsp5YCcgdf3KGEfZzXR5faxsbR50KTYkL9+fGYcJQ1dFNcPnsT7aSHtq/9D6pe/hDAdn38uY+fPJ/3hDXTF5VLqWkDBu/fA0ffh4l+Tnz2LG8bfwKb1mzDL8Rh9TgyzSnjj+jfJS4jePVdYrCQbmqkBGvaW9tl214y7WF+7nmcPPsvnp3yehH7J3tVbjgJxZAYOIb76HrSVw7q/w4GlJFQtBi7GbU6g/OgONvpK2FC7gS31WxidMJrFVy7GbIj+xArA3e3DJywYfU5m/fLLwYpSakGw5MFiOq2Z1G44SMEls4/5Hrq6vbzyp+34fQEyCxPJKkogszCRtNw4jCYdr9JoNJ9e9L+ApwkpsRYsRvVxnuoVcUZKOIE2aDMIJ89GEfaRVhy3z09law8GoRJrjwVhNmNMUsftSlAiv9ExMALeW8N+YILlwjG9UX+L0cBt8/P7bB+fGY9BKLtQ/4TY8pYePL4AOUn2cAnOorRYEu1mGhxuavtF46tae9hV1U6Mxcj/nFMEwMYh7Dghf/0dC5Td5HhbcZ7fUsmtD2+i0xX9ScfJyvES9QAx8xeQ3rwTgLLA+QSsyVC2Bh5eBEu+zN1jbuSmI58BoLBjNTf/79ODivoQadnq+93UmQyNB8Pvz8qYxfys+XR5u1h8cPGA/errlA0oN7sT7MmQPQtuehL5za0cGjcFpB+vJZ6fP3Mn92+5nzXVa3D6nBxqPcSK0qGtNO3Bhand1Uy8731iJhUSM3s2MbNnk5Kgjlu3o2z4GxaF8h21tNX34Gh2cXhrA2tfOMyS32/j4W+v4qWfvEPbEPkmGo1Gczqjhf1pghCC7CQlIkenHFtC6KlK/8o4Q1lxVPUbqGjp4XBDFwGpav3bzMfe0ChU8tIT7Drb4BhYvaZ/19lIpuYkkmBTQvGamdkDxtjMRsakx+EPSA439K29399fD2AwiLAdZ0c/K03IhnPhpEwumKi84htLowt7h8vLoXoHZqPgulk5mI2CitaecCWhj0ogIPnryhI2lraEk4c/jVhyc0hKNmLvacDlNlF7xRo469v4DbHU7jjArt/+g05ZhMHvZt4NuYiY4RN1U8dmYfB76DJk4Vr3WJ9td81QXvunDzzdpwFWV5uTbkMSRr+b3IvmAOD0OXm55GU+u/EnfFFWIQNKII/pyOTSgku596x7uXuuKp/56N5H8QcGr8TUVqp6PcR4mhCb/wkPzoYtj4DfS0aBetrWWPnhkrMr1x8GILd6NROKnyOrbiMx3fUEpIHGNhNbH37/Q82r0Wg0pzpa2J9G/PCyidx5diFTsgevrX46EVnLPiADQ1pxbGYjeckx+AKSVYeU4DhWG06IUMnLQKpKLgzZbiLp33U2EqNBCedYi5GvnlsU9Ri9Pvu+kceQvz5S2APMylPX3N9n/0ZQ2F85bRSTsxNIsJmoanVS1doz4Jg7KtqQEqblJBJvMzMmPQ4poaRhYDfUEIGA5Np/ruO6f68nMExpzP21jvCCp7pt4PE/TcTOP4P05t0AbHyziVf3Xs8jjc/yaut9bHd/FoAxrvWk3PydEc1nH1NIXHcwgXbHDujpLXE5N3MuszNm4/A4eL74+fD7lat2AZDUdYTGuefz561/5sKXLuSejfdQ3FZMijUZq1ALxc9aF/Hn8/7MdeOu47ZJt5Edm025o5z3Kt8b9JzaK1VJ1zh/E+SfCT0tsOJu+M9Z5OSq71Sr0/ahquPUV6vv0dhZqZz1569x8dfncu2lknPitgFQVSt01R2NRvOpRAv704grpo3iF1dNxnCal7oMEYrMt7vb6fR04pd+Ys2xWIyWqONDdpy399cDx17qMoQ5NwcAmaPsEdHqzTcNEbEHuOeaKWz/xcWMz4yPun1SuDJOXytMyPM+od9+s0cnAX0r41S29LCnuoNYi5FFE9IxGgTzi9TThmhR+61Bf30ouTe0eBjKZ3+ovpPd1R3srGxnZ9XQTbLeO9QQ/rm67dOdNBm7YAEZTcqO01juoPZwO36fJM7bTE7NB8ysWcz5v7kVRthjwVJYSHynytlocuXB9v+Gtwkh+NqMrwHw1P6n6PGqRVXFhv0AOM1lXLnyCzx54Ek6PZ1MT5vOfWffx8rPvsuoGBWR76xuCs9nNpj50tQvASpqP5iA7qhR36c4Yxt86U246WlILoTmEjL3fhsR8NFjTaOntGpE1xiiu8NNp8+O0e8m/8xcYubMIeGyS0m543am/PpbWDwduIzx1H9Im0/FvhaW/n0n298qx9H86f6eajSaUw8t7DWnLJHJs0PZcEKEKuPsr1VC9cNG7NO/+12y//RHfPMXAr22m0iGSp4FJbaGsgGFEmgP1PYV1dGsOAAz8pKCjao6wr78ULT+4smZ4WOdGRT20cpehvz1/YX9UJVxNpf1zvPm3vpBxwG8H3xSAvQpqflpJOaM+cR3VjK28g1mXJDDZV8Yy0XNj3HG+l8xzbuZ+Y/fj7lgyojnixT2jd6xYctLiAWjFjA9fTpt7jb+uv2v/GrDr6hoU9/NvWlHsBqtXDPmGp678jmevfJZrh5zNRajhfhs9V3o7uwr3j8z9jOk2lI52HqQ9bXro55TZ5v6vUiIdakFyuRr4Jtb4NL7MRl8JLrV+Vav3T/i6wSo2a++RwkdpcRsvAve/TV41GLFGBtDtk19j0ve3H1M84Kq5PPBU3uoPtTGptdKefrnG1ny+y3sXV1Nj8NzzPNpNBrNJ40W9ppTlkiPfZtb/WcerYZ9iP6lLY+11GUIc0YGiVdfTXqSivg3HGPy7EiYFNGkKhQRdXr8VLT2YDKIAYuSBJuZcRlxeP0yvHB5fU8tAFdO7y2leWaw8+2Goy19Iq1un5/dVe0AzBmtFkcTwxH7wYX9lrJey8eb++oHjd42drrYHdH19tMesTdnZmAtKiK/dAUzs5sx/v2HBPbtwJyfT/6T/8WUnn5M8xnj40kyqc+90TcROmvh4LLwdiEEX5uuovYvFL/A23vfxG/JwRDwsvCK83n/pvf53dm/Y2ra1D7zJkycDEBPIJ5AZ+8TGZvJxhemfAGAR/Y8EvWcutzqyVlSWkTisckCZ34DkvJJE6qCT93+Wt6reI/vr/4+F7x4wZD2HoCqLSoSn+4+hNHohXV/hX/Ph5J3ACiaNwqAiopjzw2pKW7D4ZBY3O1kNGzD4HfTUN7FB8+X8N8fruX9hzZri49Gozmp0cJec8rSR9gHI/b9u85GMra/sP+QEfsQmQkq4tl4jMmzIyEj3kZanJVOty8sgg83diIlFKbF9imPGSJU9nJnZRtlzd3sr3UQbzVxzrjeKjwTMuNJibVQ73BR3tLrc99X48DtCzAuI47kWCXIJmSppwaH6jujihkpZVjYx1qM1LQ72VMdvRrJ6kPKyjEzLwnQHnuAmPlnAFD97W/j3L0bc3Y2o//7BObMzA81X8qoOAx+D53+VFyBONj0nz7bz845mwvyLmBU7Ci+0nohAIk9Fdxw0f8LN3vrT1y2WmC4rUl4Ny/rs+2mCTcRb4lnR+MOtjds77PN7wvQI+NABkjIT6M//vTJ+OOOAlBe2873Vn+PlRUraXI28fstv8fjHzw6Xlum/PmjzPth0jWQOQ3aK2HxZ+HFzzPmorEYfS46jam0FFcPdcsGsGf5AQBy23dw3kIDFzueZXLxU6S27IVAgAO7uqnZXXNMc0bi9wf0wkCj0XysaGGvOWUJJ8+62kdkxYkU9imxFlJio3vxR0ooGt8/eVZKGRb7GQkfTthDb9Q+1Kjq0CA2nBCR9exXRLHhgKqgs6BIPdXYcLQ5/H6ofv3cgt4nHtmJNuJtJlq7PTR1DVy8HG3qoqXbQ3q8lc/OVfkGK/bVDRgHvf76G+bkYjcb6XT56HAev5KXTo+f7z6/kxe3HZtf+0QSO38BANLpxJSVRf6T/8WcnT3MXoNjKyokrksJ2SYxHaq3QsXG8HYhBP+44B+8c+M7jK5QvzuZ8e1DzhmXpL6/bmsy7q3v9D1/cyy3T7odGBi172xxgTBgc7dhGzsp/L7T5+TZg89yuSznr+OVjctvymNG7Hjunns3Y5PGUt9dz0slL0U9H2enB4fbhsHvISfhEEy9Hr66Gi75LZhj4cBSLE+fT6ZBfQ+Ll24b8voi6XF4KD/qAhlg4sw4Mu6+m7EvPMN5b/ybq79/BkXuPQDseH77MDNFp7vDzTM/38jiezZTd1SX49RoNB8PWthrTlkiO8+OxIqTYDOHo+wfNnE2klDFm/4R+26PH6fXj81sIN764euf929UVVLft+Nsf3pLXraHm1JdNWPUgHFnBuvoR9az7/XX9y6MhBBD2nE2B6P18wtTuHxqFqB89v0jkm6fn3WH1SLigokZ5CarPgs1w9hxpJR09IxM/C/fU8vSXbU8tProiMafDMTMPwNDbCzG9DTyn3gcS97QteqHw1JYQELIZ5+hKuvw8p3g6LfY8ntp6FGlT3PnFg45Z2xySNgn4jm0K9whN8TtE2/HbrKzvnY9+1t6vfKhpFObsxnz+Dk4PA4e2fMIl718Gb/f8nvq/D2Y7LUYAm5c9jT+kXY3X5jyBb4969sAPLzn4XCSbyQ1h9R3NtFRRly6E9IngdEEZ30bvrkZ8s8CTyeFGcqGVnF45E+GDn5QicRAWss+stv/BG/+GLwuDDExxJ55JrNun4+QfqrbYulsOLb+DlJKVv93L11tbtobenj1z9vZ8PIRfP36VGg0Gs1HRQt7zSlLyIrT4e4YsjlVJOMylFD9qDYcgKQYMxajgU63D6en9z/oUMOq9HjrgC6wx8LkUX0TaEOlLgerpDMmPY4Em4l6h4uDdQ7ibSbOHjvQqx1OoC1VPvtAQLK9om9FnBAThhL2pb3Cfm5BCmlxVipbe8Ie/xBbylrp9viZmBVPTpI9LOyHs+O8c6CBGfe+w9Mby4ccB/DKDhWpru1wnjJWB1NyMkVvvM6YFSuwFg4tsEeCtaiotzKOcTbkLQBHDTx3C3h668U7d72Lw56HkH5Gf+bSIeeMTbQCErclEVdjD7Qc6bM9yZbETeNvAuDRPY+G32+vVAmudlcz/2p9j0uXXMoDOx+g1dXK1NSp/H323ayoqSHFr56w1G4uAeD8vPOZljaNVlcriw8NbKhVta0CgNTuQ5hjjZA6JuJk8mDGLQCMH1+LCPhoNWTQWdU4YJ7+yIBk36pyAAp61mFN9MHm/8Aj50ODWrBkXLyQTOcRpDCw46noCcODcXRHE+UHHRh9TnKrVyEDAXaurOSFX2+gsUJ3d9ZoNMcPLew1pywWowW7yY5P+qjpVL7XkNgfjCk5SixPPg61/oUQYQ99pB3noybOhggJ+4P1fa04E7Oin7vBIJiZ37uwuXRKVlQv/pj0WNLjrTR3eTjc2EVpcxdtPV4yE6xh0R0i0mcfSaS/fn5RKkaD4LKpyhv+Zj87znsHlbC6cFIwSpysuv0Ol0AbivI/tKYU/xA18qvbetgUXGS4vIHjavH5uDFnZWGMj75QO1b6VMap6oFbnoXkAqjbBa98FQIBACqXvY8URhI9ddhSh/49MJoM2OwGEAY6nalw+J0BY74w5QuYDWberXyXf+78Jz/64Ee8vOFVAHyyhUcPPE6Xt4v5WfN5+OKHWXzlYi6cfBsGg5l0QzEADUfbAfU7FYraP77vcRyevqK39rCysIwyHoDUsWA09z2ZJNXFOcZfSZpoAmGg5JVNw9676kNtdPUYsLpaGZu6AWxJkDIGGg/Aw+fDpv8gpGTaOerJVPFhP173yJJzXd1e1jy9D4CxFa9z1iWZzDv0H2J6Gmhv9rLk/q1seqUYvz8wovmiHqPLS/GmOjyu49NMTqPRnLpoYa85pQkJ+dIOVWFjKCsOwDfPH8sfb5jOLfPyj8vxQx76yJKX4cTZuA/vr4feJNmqVicVLd00dbqJsRgHiO9IZgWTUwGunD7QhgNKPJ0VrI6z8WhLnzKX/Z8wTAyXvOwrsCpbe6h3uEiOMTM2+PTjiqnqeJF2HCl7G4JdMFEJ/5yQFWeYkpelzV3hcauLB4+6Lt1V2+d1bfvAKkWfBszZ2cT5WjH43XS2uHDKBLjtJbAlwqHX4d1fQiBAdan6bDLTRmYDiQvacbo8KVGFfXpMOteNvQ6A/9vzf6woW4HRoT5jaWzhyqIreeaKZ3j00kc5M/tM9R0zmiF9AqPiVKS+xWFEBhceC0YtYF7WPDo9nfx333/Dx3F1eWnvMWMIeMmOL4aMiQNPNnm0+ru9koKJ6rtbfqB92Gvc+7bqZJvTuJGk/B4Ydwnc9QHM/gL43fDWj+HZGxhz7Szie2rwGuzsX7J1+JsHrHuhGJcLktoPM+Mz00j/zreZveQhLszeT17VKiSC7e/UsOHxLSOarz+ubi+v/nkr7/73IMv/vkOLe43mU44W9ppTmpCwr+5UVozhrDgJNjM3zcuLGsn+MIR89pElL0PC/qMkzgKYjIZwI6qQeB2fGT9kA7LZwVKViXYzZ48dWI0kRMiOs/FoC1vLottwoNeKc7ihq0/UfHPEPqHzOaMwhZRYC6XN3eFutUebuqls7SEl1hKuiDNSK87Rxl77yDObKqKOkVKGbTixFpUkXO/4dJbSFEYj1tH5xIcSaCs6IX28agxlMMGGB+H179EQUPaVvDOjCOMoxAcXbj2GVHwlG8E9sBPxN2Z+g6uKruK2ibdxz5n3kO9XTdymJJr5/Tm/Z0b6jIETZ0xmVKwS1A57Np6jKj9CCMF3ZqmOu88cfIYWp/LV1xxWC9AERxnx6d3KXx+BN+ClDB+bbTZqeuoZd81sABoDGbiaBm+e1t3hpry4CyH9jI/bg9EsYexFYI2Dax6Am58BewocXYXxhRuZNEYtQPauHby8a4jKAy0Ub2nEEPAyrWs1qd7H4JELMFnc5P/+t1z8uxuZ174cgH3bOug6xkWp1+3n9Qd20lqv9qsv72L537drca/RfIrRwl5zShOqjOOT6j+yoarifBxkJgQr40Qk0PZacT6asIdeO85rO5XVqH/H2f4sHJPK5xaM5jefmYrZOPivd6ie/aayFraEK+IMvHcJNjM5SXbcvgDlLb1CO+yvDy4QQC1ELp2iovKhqjyrgtVwFo1XnW9hZFacbrePeocLs1FgMRpYXdJEVevAhcDemg6ONnWTFmfhsuATg09rxB7AEuGzb6wM2qeKzoOr/gaAc90LtMcWggyQf0EUsR2F2HBlnCQ87QEo+2DAmFR7Kvefcz8/mf8Trh93PW6f+p4mZsYMPnHmZBKNdZikC481ieaNvQ2lZmbM5Nzcc3H6nDy27zEAqoO/AyldRwkk+nnL6OVv2//Gd1Z9h6tfvZoznjmDa5bfwFdGZXBZbhaXbbweq6eSgNHC8kcfpbi1OOppHFxXg0SQ2ryXrIxgAvCYC3oHTLoavr4BYtKg5TDTbpiIxePAQSIV6w8Penkel4/3n1TzFZa9wZgbx2JoPwI12+HRi6B+L/aZM5n7+O/I6DhAQJjZ/NiGwe9XP/y+AG8+tIeGii6srlZm7fwbVlcb9eXdvP737XjdOjFXo/k0MiJhL4S4VQgxKfjzBCHEB0KIVUKIkYV8NJqPif5CfriI/fEmXBmnjxVn6K6zx0Ko5GVpsxLVg5W6DGEyGvjNZ6ZyzYyhyybmp8SQk2SnvcdLdZuTOKtpUO9+tATaLeUqijq/sG+UPySuQz77kL/+gqC/HiIj9oML+7Lg9RakxnLFtCykhOe2VA4Y98oOJfaunpFNXoqat67j+EbsX9xaxXl/ep/KlpO/9r6lsKA3gbYiIi9i9udh4feoapqENJhJkK3Yk4YQ3RHEJUcIe4cpqh0nEle3Fx9WjD4nsQVDWN4ypiAEpBrUZ1i3u+/nG/Lav3DoBdp8bdQcUjkXPnMxF+bn8IPSF3h83+O8X/U+5Y5y/NJPTlwOM6WFVJ+fHr+TOrtaLLQe8HLrG7dS3923O7IMSPYHk2bzXfuISe2G7FkQ1y/pPGEU5M0HwOYvpyhefa93vrxn0MvbtLSUrg4fcZ2VTJ0ZQ2x38L4l5kNnHTx+ORx5D0NMDHPOSQEZoLjEj6N5+O9ZICB594kDVB1sw+zpZE7Zk8x44Bec0foKVncbdeXdLP/rVi3uNZpPISON2P8WCLWY/DOwBfgA+PfHcVIazUgJRewBzAYzseaPXsbyWIhWy/54Jc8CTM5O7PN6sFKXx4oQggUR0fbZo5PDEfX+TAj77JVQrG13UtXqJN5qYtKovouBs8akkmg3U9LQxfaKNrZVtGEyCM4Z1yuUUmMt2MwGOpxeOl3RE12PNim7x5j0OO5YoHzTL26rwuPrTTD0+gMs260sSjfMzmVUorrfdR3DR+xr2p0caRy+ZKHT4+f+Nw9S0dLDOwfqhx1/orEWFZHQqWxLjZX9qq1c+CuqxSIAMkeNvIdDXGTEvtMER94dUPYyEkejEqZ2ZzOWsdMGnzhTdbXNNKtIelNNX0E7MWUilxZciifg4YX6l2jrMCACXjZlVtJpNDAtdSrfmPEN/nTen1hy9RK23L6Ft254i6cT5rC6qoY1k7/DebdcoSazTMXU4xtQaafyYCtd3aos59jxbQiBsuFEI3eO+rtmGzNvX4AI+KjtSaKtomXA0JriNva+X4WQfiZXv0bWHYug6RDEZcI3NsLUG8DTCYtvgp3PUHDnDWQ59iOFkY2PDB21l1Ky9vkSjmxvxOhzMvPQI0z4+73Ezj+DyU88wPzO17G426mr6GH5Xzbj9Xx4cd/j8LD62UOsf/kIcogEdo1Gc/IwUmGfLqVsEELYgLOBnwH3AjM/rhPTaEZCZKfZZGvyRyov+WHIiNJ9tukjdp2NZOKovkJ+/HES9tBrxwGYN3rwJx3hBNpgPf1QNZy5BQMXA2ajgYsnKzvOz1/bhz8gmVeQQqK9t3qJEIKcpKETaI82qYh9UXosc0YnMyEznuYuD2/v7xXXa4qbaO32MC4jjinZCYxKDEbsR2DF+dxjm7niH+vCTwYGY8n2KtqCtfSjlfw82bAUFhLT04gx4KGr1U2Pw0PAH6CtvpvDm2up8o8HIG9uwYjnDFlxXNZkPM5Y6KhSInUQHFUqAm93NWPKHzPoOBJywJrIKNteANoDSfhaW/sM+ebMb2IQBrqaAiAECY4KclMcvOSMZfFVz/H1mV/nsoLLmJAyAZspuJAOVsZJ6WrinLMvIjbQgc8cx9klBSwpWdKnPv6+98oByK7fSFK6+nlQYZ8zV/1dvY3UM6aT7S8HYWDHk+vCQ+qOdrDiP3t47e87AUF+5buM/cZtmA4HG27N+pzy7l//KCz8HgR8sPSbGDb8lTkXZCGkn6Pl0F43MI8hxJblZez7oAZDwMv0fQ8z8VffIcZeB/+aj6lpE5Mf/wdnut9R4r7Sxet/3kTgGEW5lJLD2xp47teb2L+2ll0rK9m8vPSY5tBoNCeGkQr7JiHEWOByYKuU0g3YgE9WRWk0/Ygsb/lJ23AgesS+8Th67BNs5rDFJC3OQtpHrLQTSaSwnxslcTZE2IoTrKMfSpw9ozA16vgrpqmSgKHGWhdG2HBChH32rdGFfWkwYl+UHocQgjsWKLEWmUT7atBzff3sXIQQ4Yh9vWNoYd/t9lHa1I3HH+Dv75YMOs4fkDy6riz8uuQYmxKdCCyFhQgk8V2qPvySP2zj/767hsX3bOadJ0vosivxmH/upGFm6iUuWd1XtzUJjzO4sBzCjtNeqWxYdmcL5lFZg08sBGRMItOqauM74vPp2bGzz5DCxEK+N/t7THcoUZ3UeZS7jC1MTJsy+LxBYU97JUII8nLVf1PTWubS5e7m1U0rOLihljXPFVNxoB0R8DMmuxuzp1RVEAoJ+P5kzwIE1O8Fn5uZlxUBcKTKzOEtdSy5fzOv/Gk7ZbubEQEfOTUfMCmhmqTLz4MDS0EYYM4X1VwGA1z8a7jyL+r9Nb8nf0ob2Y69SGFgw6MDo/YyIFn/8hG2rSgHGWDKgceZ+PXrSTh/Ibz+PbXYevELGBu3MvmRv3CWWIPZ46C20s2Bd0feuK3H4eHth/fxzqP7cXX7SOgoBRlg+5sVHNk+fE8AjUZzYhmpsP8NsB14DPhT8L0Lgd2D7qHRfAJEWnFOiLDvV+7S6w/Q2u3BICD1OInwSUHv+3D++mMlJ8nOmUWp5KfEhLvWRqMoLQ6zUVDZ2kOPx8fmsqC/vij6YmDh2LQ+HXcvmDhQ2OcMUxmnNCJiD/CZWTnEWIxsLmvlcEMnHU4vKw82IAR8ZpbKJxgVfApQ2z50k6rKiCTcZbtrB5TyDLHyQD0VLT3hbsUlDV3HHPn8pDHGxWFKTyexTS1YOltcBHyS+GQLae0Hya98h0sutQcbT42M3uTZRNytbmQAOLxy0PGO2nYAYnytGIar0Z85mThDM1bhxGeOo2Xr/gFDvjT1S4xrUwuRLEsdBiPRS12GiBD2AOMvnQqAy3wGX9vwB9qfTWHVU4fYt0YlzWY07SBrbvDfkaLzVSfbaNgSIH0CBLxQv5fR159PkrMan9HGO48fpKGiG5O3m9EVb3HWxl8wufEtcu79JWLPYrXPuEtVE61I5n0FrvgzAIbDbzD3igJEwEdZtZGWqo7wML83wMonDrBrZaWy9xx8kvGXzyDlC1+Ajf+CrgYwx6rjvHAHhpa9TPrPH5ka2AHApteO4HEOXSlHSknJ1nqe+/Umju5swuhzMaF4MWe2vczY0tcAePfxvTRVnfwLXI3m08yIhL2U8r/AKCBXShn6F30zcMvHdF4azYiITJ49EcI+JcaCySBo7/Hi+v/s3XV4VGf2wPHvO5aJK8QISQju7l6lSt27ddt22+52d9v+ul3qW90a7dZdqFDDWlqkOAR3CBCIQ9wzk5n7++POxGVCEiDp+TxPnkxm7tz7JpeQc9973nPsDrKL9QA/xNer0Zz1lhrcTQ86BtTJt28Ln90yhqUPTMVqNja6jcVkIKGLH5oGq5NyOHisBG+zkUHRDY/Hy2TkdFc6TnyYLz0a6PLbrYla9k6nVpUikxCmv9ffambmML2E4mfrjrBgewa2SifjE0KrUnD8vEz4e5moqHSSX9p4k6qagb2mwYu/NDxr//bveurBnVMSiAiwUmZ3kNJMic5TgaVHD+IO/8K0yUYu+ecIbn15Mmf6/87gLa8zJCqHnhdPbNH+zF5GvHxMaAYzNqzYy8xwZA2UFzS4fcEx/WfvZyltPjWua3+UgjCrPhOcsedYvU1sZZWUlltRTgdRwUeq3teoOoF99KgEfAxlOI0WNIMFa9kxuh7dSMKB7xi65VUGZs3DPyBZf0/P09l+bDsPLH+AO369g5t/vplrF1zL5T9dzszvZzIrOIBypSA1EWU0Mni4N2hOrOU59Dr0HadXzGX02dH0fPMlei75DWuvXpD4gb7vkTc1PN7+MwEFR9YSffFpdCvaBkqx+l29sVZFWSU/vbaF/RuyMFaWM2TbG/QaHkb4g/+E4mOw6hV9P1d/CUOvAXspfHY5htw9DHvwGgIKD1HhtLB+TuMLfQFWzz3A4vd2UV5SSXDubsZseJJBZ/akx48/MPLaMURkrMHhUMx/ZSOlhbYm9yWEOHkamZoApVTdoL+8zvPZ7TUoITxVKxXnBJe6BL3baxd/LzIKyjlWVEFeqf4Hry3ScNxunBCP2WjgilExzW/cQk3VxK+pT4Q/ezKL+NiVCjMiNrjJcppXje7Oj1vTuXxkw2NuquRlRmE5ZXYHYX4WAn2qc/OvGdOdz9cd4dtNqcSH6TP5Fw3rVuu9kUFWirKKSS8oI9i34QWi7rKZ5w6KZMmeoyzelcXmI3kMq9G1d+PhXDYdySfQ28xlI2NYsvcYmYXl7M0sIja0bRZoO50aLy7eS3yYH5eO6Nb8GzxkiY/DuG4d4fZkQuKnYEtJIe+LL0Epuj7wt+Pap2+QFxWllXo6jvdgLM6N+iLagZfU27awVE/dCQj0YN4oXE+pifA9SFpZLDm5Gk6bDYOl+tylJ+UDCv+iw/h31cun0qWJGfuAboCCwjRw2DEYzVz65GnkZxSycu/HrFjzAWP9IhkT1gPb4TJCrrsVdfifAKREDuCOX++o1/HW7QCQHh7GK6nr8eYOBt59MV1//AXfbvH4DLmw1rgB/c5G/mH9YqPnaQ2P1zcUIgdDxlZURiKjLupD2mIbR7IsHNqcydrvD5CbVYGlooAhO/5Hj1suIfTWW1AGA/z+PNiK9YZa8ZOh+3ioKILdP8InF+N90yKGdctmeWE829fmMPi8MgLC6je427suU78b4Kyk9/45xNj3Ef36c/hNmgh5hwm5YApjkz9iyZ6DFNKDBa8lctE/x2Jso34gQoi209RvZSVgb+LD/boQJ83JTsWB2iUv3Yto22LhrJuvl4nbpyQQ5ON5JZO25k4D+n2fPqM6Or7xnHz369tnnckdU3o0+HpTJS+r8uvDas/0D4gKZFj3IIrKK9mWWoC32cjZA2vncLtn7zObqIxz2FW2cnhsMDdMiAPqz9q7Z+uvHdsdXy8TfcL1sbRlnv03m1KZvfQAj/6wg0qHs/k3eMgrPh6AikP6+oBj/30Z7HYCL7gAa9/jq1Bcq+Sluaf+5N6F9bZzVDopcfiD5iQgMqj5HXd1pdhoehfXQp9uVOzaVWuTtD166ldw/n58fDLAZIXguMb3abJAQBRoTj24B/xDrMQM6Mo5595K4lBfnh+dRcWzf6fnzz8TMi4G7KWUhQ/gr4nPUGgrZGL0RGafNpt3znyHj2d8zJfnfsk7Z75DiCWANd7e3FOQSKm9FGU0En7RDPxGjawf1AMkvq9/HnEjeg5RI3pM0z8fXErEJefQvVSfXV/w1i5ysyrwKc1kzOEPGDD7CcJuv00P6nMPuvav4PRZ+vuNJrjkXUg4DUqz4eML6XPLGURkb8SJkRXvJdY7dHZqEUs/2Q1A76Sv6dPbTMIP3+tB/dHdMHsMavZoom4+jzG+W/GqyCMrpZzln+xotkFXXZpTIy+zhL3rMlnx1T7mz97K0cMNX0QJIY5PU4F9PNCjiQ/360KcNDVn7EOsTQeb7aWLawHtsaLyNl04eyqpW2azbv36hvhYTI2mYnQLajzHvm5+fU3XjomtenzWgHD8vGrfdHQvoE1vIrB3p+J0D/Hh9sk98PcysTIpm9UH9JuQh7JL+GVXFhajgT+NiwOgj2udw55mKuMcK6rgjk82siqp6RuaxRWVPP+zXuax1Oao6tTbFiw99P+WbQcPUbZ9B4ULFqAsFrrc+5fj3metkpdlrhKn+38BR+25naLMXFAGrBV5WGKbqIjj5h0MAdF0MeiBZZF/DJnPPkfh4sWU5Jaw7seD7PxdD867eOVi9NIgrHfTQTLUS8dxC/QK5IKECwC9qy0ASb+iAU+GBrMndw/d/bvz7ORnmdxtMmMjxzKs6zAGhA1gbORYPjjrfcIcDtaZNP68+PZaFXbqyU+BfYvAYNar4TSlx1T988FlKKORkZcNwujQ/y8JLDjAJNMK+n/9Ab6jR1e/57cn9Jz6IVdV3fkAwOQFV3wCMWOhMA3zz7cxcowPBoeN5EN20vZVd+EtL7GzYPZWHJUakRlr6Ds0kG7/exNTaCjYy+Gbm6GyDCrLUN9cT8KTDzC8YCEGp53d67LZsaR+b4m6NE1j628pJC9x8u5ff+fzWev49YNdbFuSSvL2HBbM3kJ5icwRCtFWGg3sNU077MnHiRysEHX5mn0xKT24qxnkn0juxZVZhRXVNewDOltgX12v3mI0MCQmqFX7C/PzwmIykFdqp6Si9qK+gzVq2Nd17uBIglzpORcNr5++Ul3ysvEmVSk1AvsgHwu3TdYD4Rd+3oumaby38iCaBhcNi6arq7Owu+NvczP2X29MYdHOTO78dCPpTYzhzWVJVf9WALak5De535awVM3YH+ToC/rCzODrrsUc1XTTsqZUl7wMwpaZB2F99Bz7I2tqbVdwKBnQ68Kboz1ML+raH19jPj5eNhwmb1KP2Fny6io+fnAliQuSsdshNGcn3SJdQXRXDyr6BLkuAPPrB57X9rsWgHkH5pFbngtJvzHH348fy47gbfLmv9P+S4Cl4WZtPUL68L4WSdfKShKPbeHOX++kxN5IydRNH+t3DfpfUL/hVV3dx+l3IjK3Q/Exul5wFsNLf6XHoZ84bUIlCe+8rgfbbmkbYedcMHrBtIfr78/iC9d8pf8ccvbT7ewexGWvAuD39zaiOTU0p8bi93ZQlGfDv+gIg712EvX0k9UX47/+G47uhJAEiB4B+Ucw/nw3A1/+F/3TfgBgxdf7a10oNGTD/GRWfr2fkqNgK3fgZS8kLHsr8Yd+IqAwmZLCSn77YGeLZ/+FEA3zOEFOKXWBUupFpdRHSqmP3R/tOTghmqOUqqplf/JScapLXlZ1nW3DspSngshAK/5W/QJqaExQk4ttPWEwqKpZ+7oLaA80MWNvNRuZffVwHj2vP5N7hTU4Tmg8Fcfh1KrSf7qH6Hn+N06MJ8TXwqYj+Xy7KY2vE1MBuGVSfNX7enb1Qyn9bkLNJll1bUzWg5zC8krun7MFRwNVdFJyS3lnhZ4m4+4QvPlI08FRS5gjI1FeXjiOZVO6bh2GwEDCbrutVfusKnlpCaIi+RD0maG/UCcdpzBV7zPgXZbddKnLmlyNqiLC9Au6bYPuJC16Mk6DmbDsbQzf9CJDtr+Bn/u6pKn8erdGZuwB4gLjmNxtMjanja+2vsuWwgM8G6r/3zFr3Cx6B/ductfx3cbyQcZRwo0+bDq6idsX306Rrc4Fn8OuB/YAI29ufrxmK3Qfqz8+tBxlMDDynSc4/ZOHiLz7TpSxxu+bpsHif+uPx9xev9KOmzWwag2EMWUpIy8bhFd5HrkFBnavSmX9vEMc2ZWH2V7M0KzviX39ZQxWVy+Afb/Auv+BwZXac8Wn4NsVDv2OZddbjHryVrqn/oaGgYWvb6Iwp+GL2H0bMtkw7xBoTvrs/ZwJqx9mwqqHGHrkSwb1qGBo7gJMlaUk78hl+7K05n9OQohmeRTYK6X+Dbzl2v4yIAc4C8hvt5EJ4aFuft1QKLr5td0CxJao2aSqKhUnoPVdZ08lSqmqdJzGyly2VGMlL2vWsG/IhJ5h3DQxvsE0n8ggdypOw4FGZmE5NoeTLv5eeFv0YMnPy8RdU/W0kX9+u42KSifT+3alV3h1+pG3xUhsiA+VNSr21OV0amx0BegBVhPrDuVW5erX9J9Fe7BVOpk5NIobXTn+bTljr4xGLLHVKUtht9+OMbB1FZV83Tn21hAq0zNwxroWgu5dWKsLbaGrdKh3eTamCA8D+656GkmU934ADEZF33ERXHRZAJN6HSXYlo7TasUnxHXx01RFHDd3YJ/X8E3l6/rrqTFfJn3L37qGUakU1/S7hnN6nNP8vqNH0L2ykg+0cCJ9I9l6bCsvJr5Ye5s986E4U78IiR1f9fTvqb+z9MhSKp0NlJ6skWcPYPDxwdy1fqlYkn6D5BVgDYJJf216rH3P1T/vXUDYZRfRp0S/w7Lyy73V9fCTPqP3q09XH6v4KPxwl/54+iMQPVxfs3DFJ3pa0drZ+Bj2Mu7K/oTk7qLCpljwysZ6HW4zDxaw5EM9xapX0rd08TtK9wfuIv67ufRes5qYN9+g13P/R98DXwGw6uu9UkpTiDbg6Yz9TcAZmqbdD9hcn88H4tprYEJ46rnJz/H+We8T6Rd5Uo7vzqfPKqqRitPJcuwBLhwaTZifV9Usc2tVlbyssYC21FZJekE5ZqMiJrh+9Y7mNDdjfySnOg2npmvHxhIRYK2aYb91Uv3lQ+4FxI3VvT9wrJj8UjvhAV68ctUwAF5avJftqdVlITck5zJ/WwZWs4F/nN2X/lEBWIwGko4VU1jednnGlh763QZTZCTB11zd6v25c+xtfvpdEpsjDHzCIO8QHNtbtV1Brl4VSp+x9/D30TVjP9Ayl7NvG8h1T47jtD/1J+q0kUQ98zS9Vq4k+6knMZfpjayarGHv1sSMPcCYiDH0Cu5FTmUpR00mhvtE8beRHlYMih4BQEz6dt44bTYACw4toNhWY53Ehnf1zyNv0htxAXtz9/Ln3/7MX5b+hRlzZ/Du9nfJK69xp8adZ39gWa2LpVqcDj1FBmDS3/Q1Ck2JGg5+4VCQgsrZw5C7ziWg8BB2h/6nv8ehHxn0fzdj7e+6WHI64fs7oeSYXmVn/L3V++o+Fs55Tn/8418IndqXsdEpeJceJeeojSXvVy+mLcwuY/7srTgcGtFpK+gTZyfvvnsJuf56rP366Xcglj+P9fvTGXy6F9FpK3A6FT+/uQVbedP19msqL7azfVkq25elsm99Jsnbs8lIyicnvZjKOhcaQvxRNFruso4gTdN2uB7blFJmTdPWK6WmtNfAhPBUpF/kSQvqAcJds/NHC8spcv1RasuqOKeKa8fGcu3Y2OY39FBDJS/dC2djQ30xNVFOszER7hz7gnI0Tas3q+/Or4+tE9hbzUbuOa0n//fdDgZFBzK2gbsSfcL9+XlnVqN59omH9SBtZGwI0/p05YbxcXy4Opl752xm3j0TsZqMPP6TXvHl9skJRLlSkfpFBbA1JZ9tKQVMbCC96Hgs9EtgjMFI2tV30Mur9f8Wq5pUmfXcc9vhI1h7nw1bPoW9C6qC7cICff2Dr6m0Oq2jOWG9QRkx5iWRMMhfT0upwejni9HidDVh8oHA7s3vs5nAXinFdX2u4tG1jxNW6eCFSc9iNpgb3LbBfft2gZJj9NSMjAwfSWJWIguTF3JZ78sgfYs+o27xhyHVrV6+3PslAFajlcySTF7Z9Ar/2/o/ZsTP4Oq+V9MvYjB4h0BhKuQcgLCe9Y+963vI2qGX9BztQXqVwQC9z4ZNH8GeBfhP/QeDPp7PGkc0YdnbGDmzHwFnnlm9/fq39DKm3sFw0Vv6+2saeRNkbIWNH6K+uo7uDy5kxK2PsMZyFUlbcgj7+TCDpnRj3uytVfXwBxq20u2VjzmUWKMiz5o3YOmT+o/T+Q3Doy4iv7gHBUTz++e7Of2mQc1+a+Uldr57aRO56Q3fQfMNtHDRAyMI7NLyCQJx6tu4caPFYDDcaTQab9Q0LRBom8YxpzZNKVXgcDg+cDqdb44YMaLBhhKeBvYHlFIDNE3bCewA7lRK5QFtlxgqRAdVs9xlcScO7NtaQyUvD7rSXHqEHV+teD8vE/5WE0XlleSV2gmpU8v+cK6+/5g6gT3AVaO64+dlYkRscINpPr1dM/Z7MxuuYJPoyq8fEavPoj44oy+rD2SzL6uYJ+fvZnj3YLanFRARYOX2GmVAh8UEsTUlny0peU0G9ql5paTllTGmR2ij2wB8vzmNpyp7YDjvaU73iuL0Jrf2jJePCZPFQKXNTKXRii05GabMcAX2C2HSX9GcTgpsQQD4B7agNKvJC8J6wbE9+kfUsHqb+Ja4AvQufeoHmw0JiAZlgKJ0qLTpJTDruNArEnt2LqOskXSJGOr5eJWC6JGwbyGkbuTiXheTmJXI3H1z9cB+zev6diP+pOe5A0W2IuYfnA/Al+d9SUZJBp/v/pwVaSv4Pul7vk/6nmcmPcN5PabAzu/0dJy6gb3TCctdjd8nP1DvAqhRfc7RA/u9C1BT/0nff96C5bobCTxjOmF3/r16u8wdsPhR/fEFr+npNw2Z8ZxeBjNlHcY1z9H3xUcpvO0xtvW5ibXfHyBp41HyMkrxKclg6NEfiP3yY4x+NdLqNn8KPz+kP46diDq8kuiE9QxdVsYa7z+xd/0xYgZk0mdM46lcdpuD+bO3kZtegk/ZUYLz91Pp5Uul2ReH2YcycwAlBf4sfHMrl/xzFGav1q0JEqcek8n0TkBAwISoqKgSi8WS02wzvE5A0zRsNps5PT39nsLCwuHAnxraztMpsUcA91+Th4C/AM8DzST4CdH5hfp5YVCQW2LD5nDi52XCx+LpNfMfV3QDJS+by6/3RJRr1r6hqjRHcmsvnK3JYFBcODS66k5CXe7KOHuzGk7F2Xg4F4CRcXpgbzUbeeXKYViMBj5fd4THftwJwD9n9Kn172NY9yCg+Tz7Wz5K5Iq31/K/5Qca3eZQdgn/9912AJwGI2sO5GBvgxr5SqnqWXuvIGyHDkHCNL0qS+oGKD5KeVY6lXhjrCzDJ7Lpi4963JVusnY1+HJ1YO9BRRzQA3n/2rXs6zIcWcvlRcXEx01t2VihKh2HtETOiD0Df7M/O3J2sPfI77BjLigjjLmjavMfD/xIWWUZYyLGkBCUwMToibxx+hvMu2geF/W8CICPdn5UI89+Wf1j7pkHx3brs/VDW5Be1WOKfqcjYwsUpGHt25d+61YR/fRTtS9gFz0IDhuMuAH6nd/4/kxecKGegsSuH/CK68bg+y4j/tBPgCI7pRizrYihSR/S481XMNdca7HrB/jxHv3x2f+B676DyCEYS1Poe46B3ofmArD0453sWpXeYKUch8PJL+/sIPNgAV7luQzd8gp99n7OgG3vMGTjywxf+zRjVs/CpzSLnPRSlnyyWyrudE4TY2NjC7y8vOx/hKAe9P+Hvby87LGxsQVAoy3EPQrsNU1boGna767H6zRN66lpWoSmaXPbaLxCdFhGgyKsRhWczphf3x7cAXTNqjjuVJyEBirieCqiiTz7qhr2oQ0H702JC/PFYjSQkltWr0TnsaIKknNK8bEY6R9ZXSqxX2QA/5yhp6kUVVQyJCaIC4dE13rvUFfp0M1H8hsNQJKOFlXV0P/Pwj28t/JQvW3K7Q7+/NkmSmwOzhscSY8uvhRVVLbZwtyaTaoqkpP1koo9pgAa7PuZgoP6BYd32TEsLS2t6VpAy9GGA3uf0hTXdi1osNVMOg5H1uqf3dVoWqKbO7DfiNVk5dwe+iLVueteAM0BA2ZWVavRNI05e+cAcEXfK2rtJjYglkfGPkKAJYA9uXvYHxanv3BoBThq/BvTNFjuym+feJ8eXHvK7A0J0/XH+/QqRqruXY+U9Xr6kFcAnPF48/sM66XfWbEVwb5FBF54IUNHBxCZsQazrYhBu9+j13P/xtqv+kIsOHeTXhdfc8LUh2HsnfoF2MXvgskba/Y8hp0dRGTGKhwOxdJP9jDv9W0U51X/HmuaxrJP9pC8PQeTvYSh214n7qH76LttK73Xr6Pn8uUkLFpI/BsvM2jfhxgry0lKPMrW31I8/3mJjsJoMBj+kFdsru+70dtQnlbF6dHYR5uNVIgOrGbdeknD8UxXfy/MRkV2sY0y10K3A20xY++qjJPRQGWcIzmuHP4GZuybYzYaqkpw7j9aOx1noyu/fmhMUL21ATeOj+O0vl2xGA38+/z+GAy1Z5e6h/gQ4mshp8TWYCdegEU79DKS7hSlJ+bt4uM1ybW2eWbBbnZlFNI9xIdnLh7E5F567XR3t+DW8nP9XMu9grAdPITmcNQqe1lV6rI8x/NSl26uBbRk7Wzw5aoZe08q4rg1Fdg7nXowC8cX2EcN1z9nbINKG5f01stK/lR8gHKlYNzdVZtuyNzAoYJDdPXuytSYqfV2ZTFaOCvuLP392RshpAdUFOgz7G57F0LWdvCLaLDZ1ZIjSzj727NZnba64fH2cVX72bOg4ddXvKR/HnVLVfpQswZdrn/e/g0AEY88zDDTZiaufoi+91+rd651O7KWgTue0Rtqjf0zTPlH9WtdesPZzwAQbPuSMT2z6b/rQ0z2Eo7szOGLx9axe3UGmqaxZu4B9qzNxOCoYMi2N4i77SqCr7wCZbFgDAjAHN4VS1wcfj396XXL6fTbo5ccXf1tEql7cj37vppQUWon40BBixb4CnGieZqKkwTsd31OqvH1/nYalxAdiruWPUhg7ymDQVWl46Tll6Jp1aUkWzNj725SVbf7bGG5nbxSO14mw3GfI3dlnH11OtBWpeHE1q9SYjAo3rpuBOsePo3h3eu/rpSqnrVvZHb9551ZADx8Tj+euFCf3X70h518sV4PWhftyOSjNYcxGxWvXz0Mf6uZyb31fP3f9zfdBddT7lScyi6xOIuKKN2wQV+YCXBgCYXpOYBeEccU0cLF7O6AvZEZ++pUnDaasT+2Ww+eA2Mg8DjK5HoH6Yt+HRWQtZ2+IX3p79WFIoOB37oP0UtEurgXzV7a+9JGF+ie1+M8AOYfnI8j3lWT4oBe9hJNg99ds/UT7m0wt/6rvV+RVpzGgyse5FhpAxdyvc/S1xwc+h3K66SSZe3SZ/JNVhh7l+c/g4EX6/vc/wuU5WHw8iL2i8/p+fNCgi+/vHq7khz4/HKMThsMuxbOeqqqUlCVETdAn3NRtgKi+u9lyK1nMHbzs4Rlb8NW7mDJx7uZ89QGNi8+gnI6GLTjHeIvnkLo7XUWEDud8Pvz8M50AlOfpO+krsQeXoSmwaK3tjdab78xlXYHqXtyWfv9Ab7+TyLv/W0Fc5/fyOez1nFwS9tcMAvR1jxNxTFommZ0fTYAUcDbQDN9soX4Y6iZflMzyBdNc9eyT8krI7OwnFKbgxBfC0E+LVh8WUdjqTg1O84eb05m73B3ycvagb27Is6IuIZr/JuMBoJ9G/+eqtNx6tcjSMsvY3taAT4WIxN7hXHduDgePU8PhB/+bjuzlybxj2+2AvDgjH4M7qbva2yPUMxGxbbUfPJKGiye0CLuVBx7vH5hUfDjT/oCy6hhUFlGQepRQK9hb45qYWAfFAtmX73yTUlO7ddKsrHYC/QqMy0JwqsC+wZq2bvTcGLGtGycNVXl2W8CRyWX5OqB3tyg6ou3o6VHWXpkKUZlrJrVb8iwrsOI9ovmaOlRNnRxVZ5y59kn/Qrpm/VKPCNuqPdem8PGpqObAMiryOPhlQ/j1Oqsq/AN079Xpx0O/Fb7tZX/1T8Pv775Drk1+UfoJTEdNtj1IwAGi6VWDwUA1r4B5QXkBQ2C81+tH9SD/twFr4FfOCplDSGxmfT59G1GFC2i3+6PMFWWkpOq3yXrt+djekzuTdd//qP273F5Acy5FpY8CegZGl0jVjGw61FCcnZSUeZg4ZvbPCqDWWlz8OsHu3j3ryv44eUtbFx0mKPJhaA5sTqLKcmvYOH/trPgzdqpQkIA+Pj4DHN/GAyGEVardbj76zfffLNtGsE0oeX15ABN0zKB+4Bn2nQ0QnRQNRtSyYy957oFufLs88raJL8eGl88W1Xq8jjy693cTbpqlrwstzvYkVaAUtULYVvKHdg3lA//sysNZ1qfrlUdf2+aGM/D5/RF0+D5n/dSWF7J6f26cpOr4RWAj8XEyNgQNA1WHWh61j6vxIazgS65Nbln7NeX6Oen8OefcZaVVaV5FNr0v1fWsuzaCyY9YTBUL6A9Wicd56je5IgufRoOChsT7AowG5qxb01+vZs7sE9NhN0/MONYClYN1hce4Eihfsxv939LpVbJ9O7T6erTQLMpF6VU1az9vIoMfSY8ZR1UFMPyZ/WNxv8FLPX/7W49tpWyyjKi/aIJsYawNmMtH+78sP5BGuoWnHsIdnyjd5gdf0+LfwQMukz/vP3rhl8vL4D17wBwKP4aMDRRncY3FGa+qT9e+gzWCCvx335L37ERjFn/JNFpy+m/6316DvAn8sknaq8TOLoH3pkOe+frqURXfAphfVB5SXS7pDtD83/GWnaM7NQSFr2zo8lUGnuFg3mzt7F3XSYOu5MAVUD3zN8ZvO0NJq14gHG/P0iv/V9hdFZwaGs2nz+2jm1LU5r9/RF/HKWlpZvdH5GRkbYvv/xyv/vrO++8s/U5Yc04rsDepQ9w/H8hhehEas/YS2DvqZolL6vy68OOP78easzYF9aeSTvsak7VUKlLT/WuqoxTHdhvSy3A7tDoE+5PgNXDWuh1DHEF9jvTCqmorD2j+PNOPbA/c0B4redvm5zA38/qA+iNuZ6/dEi9OxGTezefZ7/xcB5jnvmNC2avJKuw8dnHXKc+LqVZ2BsUg1ZSQtGSJVUBY6FDH593RS6mhjqmNsedZ7/2f3rg7XTNOh/bo39uycJZaDoVJ6UNAvtuI/XPaYmw+nX8NY0zg/SLk++SvsPutPPNXj3//Mo+Vza2lyrnJ+iVaBanLqcsaqg+u77sGb3qkHeIXkO+Aesy1gEwLWYaT0x4AoDXNr3GjuwdtTd059nv+7l6Ye7qV/XFrIMuq/55tUS/8/XKSMkroaCB6kPr39FTnuImURjoQUWjnqfpufuaAzZ9gtHPl6hnnyXu8Qfpl7GAhJ5eRP/3JZS5xu/Zrh/g3dMgJ0lfhH3bMn1c578CgGnLbOIfu4sh+z/CZC/l8PYcvntxE0W59f+t28or+em1LaTtzcNiL2L0hicZufRheu6ZQ3SojfCbrif6xefp6ZfJmHWP0+XYFuzlDlbM2c/c5zdSUdp2TeZE5+NwOHj44YcjYmJiBgYFBQ0955xzemRlZbV5LVaPavIppVbgvrel8wEGAB4snz85lFJXAa9qmtaCe4tCHJ9agX2ABPae6hZSXfKy3K4Hjj1aOWPv7j7rblLldqRGKs7xig7yxtdi5FhRBbklNkJ8LWxIrl3m8ngEeptJ6OLLgWMl7M4oqprBzymuYENyLmajYlrf+sHyn6f1ZGyPUGJDfRpM9ZncO4xnF8GK/dkNNuwCmL00CVulkx1phcycvYr3/jSK/lEBtbY5lF3CX+ft4AoMBKBYEjOCPvkpFP74E4HnvInDP57izFDQnPj5G1Gm4yj3Gj8FNn2sz7runa+Xq+x/AeQe1F/3tNSlm7uWfWGdWvaF6Xqw7xXQssW4dXUdoAe1Oa6OuN4hXDLqPn789Xa+T/qePsF9OFp2lPjAeEZFjGp2d7EBsQwOG8y27G0sjRjEOWmbqmvij78bvBq+4F2boV+kjI0cy+Ruk7mm3zV8tvsz/vH7P/j6/K/xNbt+n8J6QWgvyNkPR9boX2/+TH9twn3H9zOwBur5+7t/hB3fwoS/VL9mK9XTcEDvkutpYZqRN8H2r2DLZzDtYTCaCZo5k8BzzwWTqfa/4S1fwPeusqIDL4ULXtWrNQHEjtP3lfg+1p0v0vuRv8H/Pcu2QXeQnQLf/CeRc+4cTHi8/m+9oqySea9tIfNgIV62AoZufpnQnuEEXnATftOmYulWnQYWcNZZ5H05B59XXyUrcx37el9B1iHYMP8QEy/rfXw/S9EqcQ/OH3GijpX8n3M3Hs/7nnrqqa7z588PWrZs2d6oqKjKm2++ufstt9zS/aeffqpf5qwVPJ2xfxd4r8bHf4DBmqadkqk4SikDcCme/1ciRKuESyrOcYl2p+Lkl7VJRRwAXy8TAVYTtkonuTVyy4+0QSqOwaDo5Z61d+XZb6zRcbY1hsboFwZbauTZ/7o7C6cGE3qGNXo3YERscK1yqzX1iwggzM9CRkE5SXUq+QDszypiyZ6jeJkMDOseREZBOZf9bzVL9xyt2iYlt5Sr31nLkZIKnIDVqVgXMxSHMlC8ciWVubkUxVwIGLCW5+IVGV7vOB4ZdCncskSvKBMYozeXWvc/fXEmVKfqeMpo1oN7NL2bq5s7DafbqKZTQ5pjskDkkOqvR93CsKhxxAXEkV2WzVPrngLgij5XeLym47wEPR3nJ63GubIGwahbG9y+2FbMjuwdGJWREeF6XHP/iPvpE9yHlKIUnl73dO031EzHWTNbX/zb97wm74bM2TOHOXvmND7oxtJxNn0EpTl6ylKPqY2/v67uY/WFycVZ+t0FF2U21/45OuywVP8ZM/1fcMm71UG92+mzwD8S0hIJCE2h16y/MnLbywTl7aW00MZ3L21i/4Ysykvs/PiKK6ivyGPY5v8SMXEwcZ99Ssh111YH9Tu/g5cHozZ/SMi115CwaCG9pvdm0I639B/BkhQKs1u2QFf8cXz44YddHn/88bSEhAS7t7e39swzz6QvXLgw2G5v2zs9ni6e/ajOxzeapp3KFXGuBr4BWt+ZRQgP1Jyll8WznquZitNWOfYAUa5qOxk1FtC2xYw91M6zdzq16sC+FTP2UJ2fX7MyjrsazlkDWpiz7mIwKCa5yl4ubyAd550V+mz4ZSO78cWtYzl/SBQlNgc3f7SBT9Ykk55fxtXvriWjoJyRccH4uxbQju0fT2LXPuBwUDh/AfmRMwG91KWppaUua+o2Qq+act92Pcgffw8EdafUO1IPxFuqoXScqvz6ccc/zqrxutJxjF4w+laUUlzSS18km1+Rj7fJmwsSLvB4d2fHnY1JmViTv4dsL9fvwdi7wBrQ4PaJWYk4NAeDwgbhZ9EviL2MXjw3+TmsRis/HvixquMtAH31evvs+gES39cfT2q8z6TNYePp9U/z5LonOVzYwCJkgF5nglcgZG6DY3v15yorYNWrrv3/rWVrI5TSF/KCfgenMTu+hYIU/SJg4l8bPoY1EM55QX/82+METhlOj9deYNj+94hKX4nD7uSX93Yy58n1HE0uxFqRy/DNLxExbSTRL72Esrju8mgarHoFvr5BX4y98EHI2IYpJITIJ56gz//dSXjWBpyaYt33SZ5/rx7IPFRASX5Fm+5TnBwZGRmWa665pqe/v/9Qf3//oQMHDhxgNBpJTU09vhzORjR6v1Qp5VGajaZpjx7vwZVSdwM3AIOALzRNu6HGayHodwfOBLKBhzRN+9yDfRqBy4GZwN+Od2xCtESYnxf+XiaMRkWQd5v+jnZq4QFWTAbFsSL9D5fJoFqVA+8WEWhlT2YRGQXlmIFKh5M0V434xjrLeqpmnv2BY8UUlNmJCLBWle48XnUX0BaV21m5Pxul4PR+xzkLDkzqFcZ3m9NYsT+bWyZVtx45WljO95vTUQpunthD75R7xVDiQn14bUkS//phJy/8so+CMjtDYoL44MZR/PLqNkryKjgjvgtfxYxgTNZucn9awObh+oyvX3Ea5paWumyIUnqQ320EnPkk65ctY2ojwW2TgrrD4VW1A/uq/PpWVMRx63m6nm4y4gbw01Olzk84n1c2vUKlVsm5Pc7F3+Lv8e6CrcFMjJ7IstRlLOx/BtflZsOY2xvd3p2GMyay9vfSI6gH/xj9Dx5f8zhPrn2SSd0mEWAJ0C+OfMKq72DET6leBNyAQlthVYWd7/Z/x30j7qu/kdkK/c+HzZ/qs/bTH4GtX+h3XLr2h94zPP7+qwy5Cn59DJIW67n7gbWbulUF2qAvKq7bcKumfufpOfe7f4L5f8Pv6jnEf/AextvvwLc0k/0JF1OcV4F3eTbDNv+X8LOnEPn0Uyij626OoxIW/gMS39O/jhqmVyn67nY9n9/kReAFF9D3w+s56hzGvsSjDD2riC4xnp/3xiRvz2b+7G10jfPnsgebv7AtsZewL28fueW55JXnkVeeR255LsX2YmbEz2B81PhWj+lUdbzpMSdSeHi4/e233z505plnlrTncZqasY+p8dELeBA4DegJTHd93auVx08HngTeb+C12YANCAeuAd5USg0AUEpFKKVWNvARAVwLfKVpdet9CdF+zEYDX9w2li9uHVuvAZFonNGgiAyqvsPRPdQHs7E1a/p17lr27iZVGQXlVDo1IgKsVZVljlfNWvbVZS6Dj7uEplvfCH+sZgOHc0rJLbGxbO8xbA4nI2ODW5XeNbGXXs9+3aGcqnUMAB+uTsbmcHJW/wjiXY2vDAbF387swwuXDcFsVBSU2ekfGcDHN47G32quKnnZ08+bQ72HU2LyYpttIEcPF+FjLCfu8KJazakOHCvmi/VHsFWepP+O687YVxRB5na9CkwTAa3Hep4Gd2+sarAEEOodysxeM/E2eXNtv2tbvMuqdBxDGdw4X6+Z3wj3wtmxkfUXAV/a61JGhI+g2F7MokOL9CcNxureA9DkbD1Aka16kfgPB36g0tlINZmqZlVf6yky7hKak/7WdNDdGN8wPSDXnPoFQ137f9F7HvhHwuDL679e14zn9bsK+3+GnXPxHjKEuM8/J965h6HbXqdb6jKGb3qJiAtOJ/KZp6uD+opi+PJqPag3esGlH8AN8/UmYkd3VaUCKYOB2LtvoFva74BizTf7Wv4912GvcLD8E72vw9HkomZTfOxOO1fOu5LrF17PfUvv47E1j/Hq5lf5dPenfJ/0PXcsvoPPdzc7N9qg4iOZbHzha7QUqd3fGjfeeOPRRx55pNu+ffssAOnp6aZPP/00qK2P0+hvnKZpN7o/AAVcpWnaBE3TrtY0bSLQ/DL/ZmiaNlfTtO+BWoWLlVK+wCXAvzRNK9Y0bSXwI666+ZqmZWqaNrGBj0ygP3C9UmoR0Esp9WprxymEJwZGB9Iv8jhmFf/g3CUvARJamV/vFuVaQJuer6fitFUaDtSesa9aONtAY6qWMhkNDI4OAmBLSl5VNZzjTcNx6+pvpV9kAOV2J4nJ+oVISUUln67VUytunVy/gfilI7rx5W1juXNqAp/eMoZAH/0ulLvkZWl+BReMiWd1n8vIiByHQTkZ5ViJubIEU6Q+Y59TXMEVb63lobnbuePTjbUuKhrjyTYtUjewT03Ug8WIwfXzsY9XWM96ufr/Gvsvfr/idxKCElq8u6kxU/E3+7M7dzcH8g80ut2x0mMk5SfhbfJmSJch9V6vmRb0w4Efql/of6H+OXqkPmPfhGJbda5/dlk2K1JXNLxh3ES9K25eMvz8sP45pAcMuKjJ/TfJnY6z+RNw1vl3sfJl/fPYu8DkwUVvQCScMUt/vPx50DS8esQT98UXRIY56Z30NRGXnUfEY49Vl9EsyoQPz9EvBrxD4E8/6k25LL5w0Vv6wuxVr8LhNQD4nXYafbwPYaosJWVvASm7Gq5q6HA62HJ0C1uObuFI4REKbYW1Fvm7bZh3iOLC6gupgxvSm/wW5x2YR3JhMsFewUztNpWLel7ETQNv4oGRD3Bd/+vQ0Hhm/TO8sOEFnJqT4rwKdq5I86hM5/4fN7A2KZT0paXNbisa98gjjxw955xz8s8888zevr6+w8aMGdN37dq1bfQfUTVPSxfMQJ81r+kH4IO2HU6V3oBD07Sal71bgab/FwI0Tfun+7FSKlHTtL80tq1S6jbgNoDw8HCWLVt23ANuTHFxcbvsV5w4cg7bl6miOn/UXJbbJj/r/Ax9MdLWfckMTKgkcc1mff+2wjbZv78FisorWbRNL/Gnsg+ybFkjOcgtEIK+2Peb5VtZckT/HgKLklm2rIGSjS0Qb7WxG/j0t01UpllYnGynsLySnkEGig5tZVkjNRnGWGHbhsyqr7Nz9CBg744DRHaFvDA9BaTXkbk4y/dhBLalp2NfupTXNleQXawHZEv2HOXil3/h3mFWvEz172yUV2p8ttvGyrRKruhj4ez42ulsx/s7GJSXy1CgIHkbm5ctI+7Ql8QBKYZuHDiFf6cHeg1kjX0Ns5fO5oLghnP0NxRvACDOFMeqFasa3MbL6YVVWdl2bBtfLv6SCHMEaGZCBv2LYr8EbMuXNzmO3WW7a3399tq3UQcbvjOVEDSa6OIfqVz/NhZgT5dzyPy9+kKgxedQgzHWcLwLUtj6/SscCuiBj8GHsKKDDD+ymkqjL2vKeuLwcJ/KGcN4kz/mY7tJnPcBxf6uC9p77saUmUVWTDf2/P67a9tKRm24B5+ydMqsEWwb9G/KDpZXNw0D4mMuJvbIN5R9cQOJI1/GYfLGMnUc3X/8hYM9ZvLLR5vocbax1p08m9PGB9kfsKOsdilSAwZ8Db7EesVyXeh1GIq8ObDYCZpGt7RlpHabztbFO8n3brgeiENz8Eq6npp0gf8FjDSOBDv6RxHEEosWqvF5zud8tOsjtiVvY/r26yg5amTfvn0EJzR9t/Hopgyw9MQ7sFT+FrZQWlradvdjo9HIrFmzsmbNmpXVnsf0NLBPAv4M1Jz9vgtofDqhdfyAgjrPFQAtSlrTNG1kM6+/jd5Bl5EjR2pTp05tye49smzZMtpjv+LEkXPYvrZW7mdFmn4NP3V4P6aOimn1Ps1J2by3Yx0OayB+fhV4myKAA4wZ0IOpU1ubQQgD961lzcEcSivBx2Lk2vOmYWqDFKLS0AwWJW9iRbpGuQP6RwZw2TmTWr1fS7dsFry7juRyKxMnTeSRdcsA+Pv5w5jagjsC+/2y+GXLTrycgRTsKMOgbIRmrib6wNKqbcaeey5zD5Wx6eg2/L1MvHrVMP7x7TZ25VTwzn4v3r9xVK0KP5uP5PHvOVs4nKPPTn6bZOe6s0YzICqwapvj/h3Mi4Ot/yJQK9Dff0RPEYkZfykx/Y9jfyeIX6Yfa35ew3bHdl6Y8gIGVf/f1q8rf4UcOHfguUwdMLXRfa1evZpv939Lekg6V45w32if5tE4KpIr4CgM7zqcbce2sbt8N/1H92+42VbvQP5v7koW+/rwYaFG/8v+TV93iVGO8xwab4UlTxJuW8cNGZ/QxbsLz1fod91M425n0unntGx/5VfB+rcZad4PUxvuCwDAzu+hLB2C4/G+5VfG+IbV32bieHhnL95Z25lU9jOc/zLalCkcXHU9aRV5lBcEE+XTjz5j9N+v/PJ87l5yNzvKduBv8ScuII688jzyK/IpthdT5CxiR9kO5jnnMX3vTUAh0em/0zNvFWlRUygp9WXsqAlYfeuv4fpu/3fkHMkhLiCO+2fcj7GBak9TmcqUjCncv/R+9uUdZEyWAgWGVCdTbz6t0R+F02bn3U8KATjat5iL5W/hKc/Tv0S3AH9VSqUqpdYppVLRF6be0k7jKgbq5jQEAEUNbCuE6MCig6sXnba2hr1bVZMqV1WcIzltl4oD1Xn2oC96bYugHqor4xRV6EHu2QNbl4bjNiIuGG+zkT2ZRXy05jCpeWXEh/m2eFGuX7CrR8CBAkoLbJgjvNnryKh6XVkspGpezPpJ7x77+MwBTOvbla9uH0dUoJXEw3lc++468kttVDqcvPLrfi793xoO55TSN8KfcwdHYndo/O2rrfUadR0Xdy37ogy9rnqKPstNTCsaU50Aw8OHE+0XTWZJJj8k/VDvdU3TWJep59fXXThb14U99dSbeQfmNZ4j3wh3Kk5sQCxTYqbg0Bz8eODHBrddWpnHj/5+lBkMPBYegaM1pUTdhl4DysCm1FVUOivJKMngBnsSHwcFo425o+X7G+K6sHGvBUBPMfpm3zf8evhXthzdQnpxOrbEd/Xtxt6p5/s3xGSBi/4HRgts/AD2L0YpRcS9dxN/aB4Aa79PotLuIKM4g+sXXc/WY1uJ9I3k0xmf8vm5n7PwkoWsuXoNm67dxNwL5hLkFUT2ZgdZhwqxVOTTM/NXYp99kqCC/WgokrfX7yBtd9p5e9vbANw+5PYGg3q3sZFj+WjGR4zIm6L/XgDpGQ4c9sbXwCyc8xF2sx8mWy6LA9c2mDYkTi2elrvcjL5Q9mrgJdfnXpqmbWqnce0DTEqpmlNrQ4CdjWwvhOigutUI7Nsqxz6yRmDv1LSqHPu2qLgD1Xn2ACPjWle/vqbIQG/Ca5RObW1+vZuXycjYHvo4n12od3K9ZVI8xhYu9PYNqp6B9Q20cPHdQ1jTo/rGqCk8nL9+vY1Sm4NzB0cyc6hezSQ+zJev7hhH9xAftqUWcOXba7ni7bX899d9OJwat06K54e7J/D8pYOJDfVhT2YRr/7WBhWVa9ay37cI7CUQHA/+x19l6EQwKAN3D7sbgBcSXyCnrNYyNA4XHiazJJNgr2B6BzfdEGlol6HEBcRxrOwYq9NXt2gc7sWzfhY/Lu51MQBz98+tF9wV24p5ylUz34yBXRXH+HLvly06VoMCoqDXWew166FKrMGbSqV4Ptifezc8RUFF3Rv7zYgaDmF9oOQYJP1Gqb2UW3+5lcfWPMb9y+7nuoXXcda3ZzGCw0zs3o078jewLmNd48FsxECY9n/64x/uhvICfMeOISEWfIvTKM6zsXThFq5dcC2HCg7RM6gnn8z4hB5Btde1mI1megX34snh/2HsYT31qlfSt4RfdwW+E8YTXq7nyh1YWT9nbt6BeaQWpxIXEMeMuOYrEPUK6sWYHP2OjcFhw4mJl757vdZCaYBKZyUvJr7InuV62GXxSuWO8DtaXSRAtD+Pp5k0TbNrmva7pmlzXJ9bXVFfKWVSSlkBI2BUSlmVUiZN00qAucDjSilfpdQE4ELgk9YeUwhxanE3jArzszTYPfV4+FhMBHqbsTmcFNvapjlVTTVn7Nti4WxN7rKXcaE+9A5vmwsdoKqevc3hJMTXwiXDuzXzjvp8g7ywWI0YjIqzbx9EWJgPQyeP4EBgFABZ1iA2HcknIsDKUzMH1goCugX78PUd4+jZ1Y89mUVsPJxHeIAXn948hv87tz9eJiM+FhMvXjYEpeDNZQfYXKNZV02Jybmc/9pKnl6wu/kZxKBY/fO2r/TPbVG//gQ4N/5cxkeNp9BWyPOJz9d6zV0NZ3Tk6AbTdGpSSlXN2n+f9H2LxlBk14M9f4s/E6Im0NWnKylFKSRmJdba7rXNr5FVmsXA0IE8P/Wl6udK2iCVeMSf2OuqJ39/ZhovH83G3+TD0pSlXDHvCnZk72hmBzUoVTVrr235nFmrZ5GUn0S0XzRTY6YyMHQg4QYrRk2jwGhgVeY6bvnlFq5ZcA1LjiypKv3plleex08RPfhH915cGaBx98IbeGLNE6w9tzsJB/U7Ldt/SSO7JIcR4SP4aMZHhPs2flFZsSIIL4c3oTk78SneTOmlZ6CUIm6AnpaWerCUyhoLzCudlbyz/R0Abht8W5Oz9W7HjhRRVGjAbCuiW5q+xqJodTYXfH8Biw4tQtM08svzufPXO/lw54cE2fTGcKMnDcespJRzR9Do/whKqd01HqcopY409NHK4z8ClKGXzrzW9fgR12t3Ad7AUeAL4E5N02TGXohOJjLQm2cuHsSLlw9t4/3qs/apxU4Kyuz4WIyEttGFQ+9wPwxKL9fpTp9pKxNdAfgFQ6PbdHZscu8uVY+vHxd7XGU/jUYDM/86nEsfHElEDz3YuGxkDL/G6LP26+16KtULlw0hyKf+zzo8wMqc28YyvW9XLhnejUX3Tq4qx+k2Mi6E2yb1wKnB377aSpmtOpBxODVe/W0/l7+1hu1pBbz9+0E+W9fMnyF3ZZykxfrntqhffwIopXhk7CNYjVbmH5zPqrTqBbLu+vUNlblsyHk9zsOgDCxLWUZ+eb7HY3DP4vqb/TEajMzsORPQZ+3dth3bxhd7vsCojMwaP4vTYk9jesx0SuwlPLvhWY+P1aieZ7DHqv8u96ko47TYM5lzwTf0D+1PWnEa1y28jq3Htnq+v8GXA4pPM35nYfJCfEw+vHHaG7w2/TW+OOt9fk07yqbkFH6d9DL3DLuHYK9gtmdv596l93LJj5fwzb5v+N/W/3HNgmuYMmcKD6/6PxYaK9jp5cXywiS+2vcVT5XN5XDQLnxL0vGq9ON885W8dcZbei+BhmgaR959jP0bsjA47fTeP4fvxynuT/w/Su2ldJ0+Fr+iI1Q6DaTuqb7YnXdwHilFKfpsfbxn/QL2rNFT58KPJhIbr/+ORpYOIrs0m7///nduW3wbV86/krUZa+lVGk6FdzzK6aDHOW1QHlacEE1d6tfsYX0teqnJhj6Om6ZpszRNU3U+Zrley9U0baamab6apnX3pDmVEKJjump0d6bUCDzbgjuw35OrB4bdQ3zaLFD2t5r57xVDefmKofhb23YW6+rR3fn81jH8ZXrPNt1vQhdfBkQFEOJr4bqxsce9ny7d/Ws13xnePYidY87kv0Mv45M+Z3DThPh6wXpNoX5evH/DKF68fEijd2juP6M3vcP9OJhdwnM/66lDGQVlXP3OWl5avA+nBmf212c+H/tpZ6Mz+0B1YO/OL+8gM/YAMf4x3DFEzyV/Yu0TlFWW4XA6PM6vd4vwjWBc5DjsTjsLDi3w+PjuHHt3V1t3YL/48GIKbYXYnXZmrZmFhsafBvyJPiF9AHhozEN4m7xZfHgxv6f+7vHxGpJtyyfHoPBzOomudMDE+4jxj+GTGZ8wI24Glc5K5h2Y5/kOA7uxIX4ULwbp39MTE56oTo3ZMRfK8zFEDSe8x2ncNvg2Fl2yiAdHP0i4TzhJ+Uk8tuYxZm+ZzbZj2zAZTIyLHMc/+v6Jj9KzeLnAzkOjH+KmgTeRedVkIjP1C7BxBWfjZWy8LKeW+AErt+i/k3HJ8/HzsbN7ahz78/bz2JrH8B47li55+rzmgfV6Ja5KZ2VVbv1tg2/DZGi+Foqj0sn+tXrZzG72/fS67zrM9mKchlAe6TWLAEsAazPWklacxsDQgfzDdguaMhJiyMU7qM2rMop20ui/BFftePfjpmtiCSHEKSbS1Ql2b43Avi1dODS6+Y2Og9GgGJ/QeGB8vJRSfHX7OOwOZ4Oz6a3Z72Vj4ng6p5ze4X784+w+rd6n1WzkxcuGctEbq/hgVTJ5Pc0s+30F+aV2uvh78dLlQ5jUqwuzftzJh6uTueuzTcy7ZyKhfg0ET+7AHsA7GEJbXxXpRLp+wPUsOLSAfXn7eHPrm5wVexZFtiKi/aKJ8fe8gtTMnjNZlb6K75O+5+p+V3v0nqoZe1f33Bj/GMZEjmFdxjoWHFxAsb2Y/Xn76ebXreoCBPQLiT8P/TMvJL7AU2ufYtTM5rumNmZv7l4A+tidqP4X6p1fAYvRwhV9r2Bh8kI2HfV8uV9WSRYPmApxVCpudPpyZtyZ1S+6u8uOurnqKR+zD9f0u4bLe1/OvIPzWHBoATH+MUyKnsSYyDH4mH30Trgr34XcDAgZAv0GwAjY9eWlHNAcHN6RS2mhDZ+ABn7vsveT8sOX5FU+iJctn+4pS+gyMocXup7HVWnHWHBoAf4Wf87sUsIhIHlbNppTY/7B+aQUpRAbEOvxbP3hHTmUl2v4lqQTOa4f3r16EmZbRIa5P/G7u/DTtT/x1ta3MBvM3DP8Hhbfo8+nRsdZm9mzOJV4lGOvlPqrUmqo6/FYVxrOQaVUx5n6EEL8oUQG6H+MDhToebFtHdh3RL5epjYN6t1uGB/Pv8/vz4c3jm51Z1+3Qd0Cudt11+L7JDv5pXam9unCwnsnVa0XePicfgzvHkRGQTl/+XIzjoaa7dQM7GPGHF8n1JPIbDAza9wsFIqPd37MR7s+AjxPw3Gb1n0a/ha98ZU7WG5OVY69ufoOjbvp1ce7PubNLW8C8Oi4R/E2edd67zX9rqFvSF/SS9L539b/1XrtWOkxvtv/Hc9teI7MkkyasidXv2PTZ/A1eufXGgaGDcRsMLM/bz+FtsJmvx+7w85fl/+V3MpSxpTb+cvh3ZB7UH8xfQukbQRrIAy4uN57zUYzF/W6iHfOfIdHxz3KtO7T9KAe9Nz9HlP1xzVKv4aMHUpIzi40DfZvaGC9gcMOc29la6F+cRGdugxrF1+C4ktJWPYCT3jrC6Pn7J3Dt77LsZbnUF6hWL5pPW9tewuA2wff7tFsPcDedfrPOiJzHQGnnw5A9576nYvkbdmEWEN4aMxDPDDqAcxOA5nlerpdwukDPNq/ODV4+j/c/YB7OfYz6JVxngJebocxCSFEq7ln7Ctd6926t9HCWVGfxWTgxgnxRAV5N79xC/x5Wk9GxAZjVPDIuf14/0+jCKsxK28xGXjjmhGE+VlYlZTDi7/UD1idgdWz2ukBQ0nPL8NWWb0I0unUSM4uYdGODP67eB+3f5LIte+uIz2/rE2/l9YY1GUQV/W9CofmYOGhhUDLA3svoxfnxOt132t1om1C3Rl7gOndpxNgCSClKAWb08YFCRcwLqr+HJ/JYOLRsY9WXZAkliTy6qZXueyny5j+9XQeXf0on+z6pCqdpDF78/Rz2jd0QL0Ov15GLwaGDURDY8vRLc1+P89ueJZtx7YR4RvBc2ET9JSFra7qPYnv65+HXA2W4/i/ImG6/vnAkqqnfCdOqErH2b06o/5C7+XPknvkGEdswzE47USnr6bLg/9GXfYeGC2cte0nPjLGclnCTA4NCCYsexsAn87/npSiFLr7d/d4tr682E7y1mOgOYkq3onvaP0uSs9zR4DmJLvcn4pSW9X2Gcs2UWEJwuIoIXJ4yzsoi5PH08A+UNO0AqWUP3rZydc0TXsPaP09VyGEaAdRgbVvH8uMfcdjNhr44taxvDbdh1sm9cDQQHnOiEArr141DIOCN5Yd4JedmRSU2Zm3LZ2/fbWVcbP3UKnpf+r+ssrC+P8sofcjCxn6+C9Mf2EZA/79M1NfWMYdn27ild/28/POLFYmZfNCAxcJJ9M9w+6p1RhqdOToFu/DnSM//+B87M7mC9vVzbEHPZg+P+F8AIK9gnlg5AONvn9Ql0Fc3udyKrVKPsr+iHe2v8Oe3D1YjVaGdx0OwIbMDU2OoSoVJ6ThcMO9n41ZG5vcz+ajm5mzdw5mg5n/Tv0vIcNcSwS3fgFl+Xpte4CRTTSuaop7xv7warDr/TN8R48mrHAPJnsJOWnFZKcUV29/ZC2seJFtJecCEJG5FmugFf+zzoJBl8L1P4B3MMOTVvBoZhpf3LmcUPTOs/1yhgJw34j7PJ6t35+YhdMJIXl7CB03FOWqNBQ4YiBB5WloBiMHF22p2v7gcr1pYGRAGaqFZXEFREdHDwoNDR1SWFhYFWe/9NJLYaNHj273uNnTwD5FKTUeuBL4XdM0h1IqAGiDDiJCCNH2IiSw7xQsJgM+5qYDi/EJYfzz7L4A3P3FZoY/sZi7P9/Mt5tSySpxsMw4noOWPlRGDiM8wAujQZFfaudgdglldgcRAVam9unCHVMSeOqigZgMiu83p3HwWHGTxz2R/Cx+/N8YvWb64LDBhFhb3j9hQOgAEgITyC3PZUXqima3d8/Y163mcsOAG5jcbTL/mfQfgq1Nl3u9d/i99AvpR1dTV67tdy1vnf4WK69aybtnvYu3yZvkwmSOlR5r8L3lleUkFyZjVEYSghqeNR4ergf2m49ubnIcvx7+FYCr+17NwLCBEDdJ73GQfwTm3Q/2Uv25Lk33BWiUX1cIHwiVZZCiL242+PriN3QwEVn6xctuV0Uaygth7m2UO3zZazsDgJjUpfifcTrK6LorETservtef5y8EqPBSI9xvTHZS7DauvDLacs4I/YMj4e3Z607DWctfqdVd5pVShEdod9JOLgmuer5tDTX2qRhbdNL44/I4XCop59+uoE2ze3Ls0s9+DvwDWADLnE9dx6wvj0GJYQQrRUZWJ0WolTtDrei87ltcg+2pOSzcEcmRoNiTHwI0/t2ZVrfrvTqeg5KKb53betwauSV2sgpthEe4FVv3cH21AK+3JDCa0uS+O8VQ1s8lpTcUlYmZdOrqx/9IgPw9fL0T23Tpnefzodnf0i03/Et3FZKMbPnTF7c+CKLDi1ievfpjW7r1JwU2/ULG19z7YooEb4RzD5ttkfH9Lf489X5X7Fs2TKmjp5a67VhXYexOn01G7M2cnb82fXem5SfhFNz0jOoZ6NVZYZ2HYpCsSN7BxWOika3c1fnmdZdb86EwaiXvlz5X9jpKt9ZY9HscekxFbJ2wMGl0GMKAL4TJxL59tekdpvKvvWZTLi4J8ZFD0L+YXYa76LSYSSs7BC+pVkEnHlm7f1FDAKDGYqzwFZCwJQphG5YQVbEaDJ2FhPZLdSjYeVllnA0uRBjZRldCnbjN3lyrdcTpvVh5/dlpOdZcTqclKcfJdccCZqTBClzedzuuuuuzNmzZ0c88MADx8LCwmpNhG/evNn65z//OWbnzp2+wcHBlY888kjaLbfc0kR5L8959L+NpmkLgKg6T3/t+hBCiFOOt8VIkI+Z/FI7kQFWvExts6hTnJqUUrxy5TCuP5xH/6gAAr0bL0NqNCjC/Lxq5evX9OdpPflmYyo/bEnj7uk9W9QR2Vbp5E8frOfgsRLXuPTOuwOjAhkYHcBZAyKIDT3+0oEjwlsXaA3uMhiAjJKMJrcrtZeioeFj8vE43aOlRkWMYnX6ajZkbmgwsK9aONtIGg7odxN6BfdiX94+th/bzsiIkfW2SS5IJrkwmQBLAEO6DKl+YchVemAP4NsV+pzbum8oYRqseV1fQHv6LAD8Jk7A76WX8CvPophwkn9eTMKWz3AYfdledBbgJHrffIxBQfiMqlM9yGCE4FjISYK8ZHxGj6Jr0TtkRYzmYGI6w8+qLluraRrFy5bhLC4h4Lxza5X2dc/Wdz22iYCRwzD6+9c6TPTpo/D66icqLIGkr9pFwa4DaAZ/gsjBN6SDlLmcFXjirkBmFTSd9+UyevToksTExKLHH388/NVXX013P19YWGiYMWNG74ceeijtrrvu2r9u3Tqf888/v9fQoUPLRo4cWd7a4XlcHkAp1U8p9S+l1OuupxKAfq0dgBBCtBf3rL0snP1jsJgMjEsIbTKo90RMiA+XjYzBqcGrv+1v0Xs/WXuYg8dK6OrvRf/IAIxKcfBYCT9uTefpBXu45t11zXfLbUdBXkEA5FfkN7mdOw2nZn59WxsZrgfhG7IazrN3B/Z9g/s2uR93nn1jZS/ds/UToyfWvkjp0geihrt2cj2YWlkxqvt4MFogYyuU5gLg1bcvppAQIlypT3uWJwFwMOFZSgqdBHhVEJK3G7/TpqPMDfy7DY7XP+cewmCxENMnEIPTTlZKKcV5egxYmZ1N2l/uJfXOu0j/+985+p//VP0bK089wL5f9TSliMz1+A3trlfjqcFgMhEZoN+dSfp1J4e36alR3WIbr70vPPPUU0+lffDBB13T09Or/uHNmTMnMDo6uuLee+/NMZvNTJw4sXTGjBn5X3zxRZu0MffoMlwpdRnwBvAtcDVwN+AH/Ac4vS0GIoQQbS0y0MrujELJrxct9udpCXyzMYUft6Zzz/Se9Ozq3+x7cktsvPKrvujwmYsHcVq/cCoqHezLLGZnegHP/7yX1Lwy9mQW0S+ykS6kTbBVOnlw7ja8TAauGRPLwOjAFu8jwEs/bkFFQZPbNVTqsq0NCBuAt8mbQwWHyC7LJsy7dv+GfXn6z7KpGXvQ72J8ufdLNmU1HdhP6Tal/ovnPA9bPoPx9xzHd1CHxUdvgHZoORxcBgMvRhkM+E6YQMSipRzoeTGHi3pT0rU/W4/0AYqJyVqJAgLOOqvhfYa4Avs8vTBh0JQJBH+zh5zQQXz00Gp8rE6sxw7hXRiCb/yZUGln7+pyKv4ylxJrV8qK7EAI1rJsggoO4J+yEp57R08bGjBTL+2pFPGjYkhe4SQ1tRKbMwCs0GNa/9b/TP7gRo0aVT5t2rSCf//73xH9+vUrBzh8+LBl27Ztvv7+/kPd2zkcDnXRRRfltMUxPb2/9jhwhqZpW5RSV7ie24peIUcIIU5JUUH6AtrWpD6IP6Zuwfqs/efrjvDKb0m8dtWwZt/z38X7KCyvZFKvMKb31dfMeZmMDOoWyKBugWw8nMfXG1NZtvfYcQX26w7lMHeT3nn0i/UpjIgN5vpxscwYGInF5NkN+EAv/WKgwFaAU3NiUA2/r6FSl23NbDAztMtQ1mSsITErkbPjqtNxnJqz2Yo4bsO66udmy7EtOJwOjDXKYhbbitmYtRGDMjAhekL9N3cbqX+0lYRprsB+KQzU6+H7TZxA4U8/0bVkB1m+g1nh/D+ykovxshoI2/YTBn9/fMc2Ur60xow9gN+UycS+dAvl3mGU+oRTWm6g1D8B/OssLrYDdjsmg41ARwpRSYvx7h6EOdYfju2B3T/qH7YSGH49CReMYfny3ymwRAJgdpQRPapH2/1c2puH6TEnw9NPP50+duzY/rfffnsmQExMjH3UqFFFq1evbtntQA95morTFT2QB9BqfD559xOFEKIZ14+LY2K0iYuHt0+XWNG5/XlaT8xGxbxt6ezLKmpy272ZRXy27jBGg+Jf5/WvlePsNrWPHuwv23v0uMazN1MfQ3yYL/5WExsP53Hvl1sY/58lvLR4H+X25gvVmQ1m/Mx+tRbHgl7Pv+b7Gyp12R7cOfGJmYm1nk8tSqW0spSu3l2brQAU7htOtF80JfaSqll+t9Xpq6nUKhnaZWjVRU276uFanHtgqd6RFvAdP14f5+HV+kuH9DuIPQKzMTrt+E+fVlV+sp46M/bmiAjCI82MWf8kU5bfy/ht/2HK4AImXNqTAZOi6D8hklGjLQzd+y7j1vyLGXvvYtLhp+mSsx3/i66DP6+De7fBxPv1/a58GZwOvPy9CTPnVx023L8Ug7FjNXM7VQ0cOLDivPPOy33vvffCAS6//PL85ORk6+zZs0MqKipURUWFWr58uc+mTZvapMWvp2dtI3BdneeuRKriCCFOYb3D/bllkFetCjlCeCo6yJsrRsWgafBKE7n2mqbxxLxdODW4Zkx3eoc3PMs9sVcYRoNi4+E8isqbryNflzuwv2lCHGsfOo2nLhpI3wh/sosrePW3/XydmOLRfqpm7cur03HeWJZE338t4q9fbeFoYXlVJ9f2nLEHfQEt1A/s3Y2pmputd3MvKq6bZ788dTkAU2IaSMNpDxGDwScUClIg5wAAppBgvEIVIcd24WXSz7vBoIjY9RMA/nWr4dRUZ8YeIPDCC/X3jRvLwG8+ZOBdFzH09O5MvaYv067rx+ibJjL8lQfxNZVRkuZFYbIeL/pNd5W5DI6FaY9AYHfIPQB75gMQ2786xTt2aHjrfxaiypNPPpleVlZmAAgODnYuXLhw39dffx0SERExODw8fMg///nPbuXl5W3SMMDTwP4vwJNKqeWAr1LqZ+AJ9I60QgghRKf052k9sRgNLNieURVY1/Xb7qOsTMomwGrivtMbr4Me6G1mePcgKp0aq5KyWzyWva67Bn0i9BKa14yJZeG9k7hloh78pRd4VlCjoQW07hSfuZvSmPbCMhbtSgbaN8ceYGDoQKxGKwcKDpBTVp1i7ElFnJoaalTl1JysTFsJNJJf3x4MBoh3HevgUv3ztjn4dSnEoDmI8dG/x/h+fqjt6zH4+OA7oYEUIbdgV+WbghRwVAIQcsOf6Pnbr8S89y7mqLoFC3XegwcTe3M/jFb9Low5Jgav3r2qNzCaYPzd+uNVL4Om0eu86sIyCTOaTz0TjUtLS9s+c+bMqv8wevbsaa+oqNi0fv36vQBDhgypWLZsWVJeXt7W/Pz8LWvXrt03fvz4Nml33Wxgr/T7iTZgIDAbeAT4ABikaVq75AcJIYQQp4LIQG+uHK3P2j8+b2e9plW2SidPLdgNwL2n9ybEt+nKKtXpOA03ZWqMw6lVpQP1qXFHQClFXJi+hiS32ObRvtwz9u7APrOgnIPZJfhajJzRP5wSm4PFe5L1fRa1Ph0jMTmX5IKG04TMRjNDuurL9WoG5Z7m17sNC9cD0U1Zm6oqwuzI3kFueS7RftH0CDyB+eIJNdJxHHZY/iy+kRUAxO37nnEXJTDYsgsAv6lTMFibyMAwe4N/FDgr9eAe/Zybo6MbTPeq4nRgLV5D7PRsfEcPo8u999bffti14B0CaRvh8GqCY0MZMSWUUdPC8O9S54Ju38+gSU/SjqDZ31hN/w3ZDhRrmvaVpmnPa5r2paZpp05LPiGEEKKd3DW1J1azgVVJOUx/cTkXzl7Fh6sOkV1cwcdrkjmUXUKPLr5cPy622X1N6d0F0AP7lpS9PJJbSrndSUSAlUCf2mURQ10XEzklLQvsC2x6Ks6ag/rdg9HxIbxz/Ug+vmk0wX56EDd/az7//Gabx+Osa3dGIZe9tYZZa8r5+9dbyW1gjKPC9XScDZnVZS/dqTjNlbp0iw+IJ8QaQk55DilFegDsTsOZ3G1y00FwW3Pn2SevgE0fQf5hvPt0R3l749yznUHDvLEtWQiA/5mNVMOpqU6evUfSNkFpDl7du9H9o88IPK+BGv0WXxh9m/541SsAjL1qCKOvGFx7uy1fwOeXM2Dnc1XrBsSpy9NL8c3AcfZZFkIIITquiEAr39wxnktHdMPXYmRrSj6zftrFmKd/47mf9QD0kXP7YfZgseGAqAC6+HuRWVhelVrjib2Zes57n4j6qTHuuwS5JRUe7cudiuMuebnmgJ4eMi5B72Q6uXcXzhqsb2PAmzmJKWR6mOZT11vLD1TFgl9vTOW0F5fxVWJKrYuaqgW0WXqefX55PpklmXibvInxj/HoOEqpquo47pn/JstctqegGAjtBRWF8Mu/ADCc9hA+o/ULmIK5cynbuhVlteI3eVLz+wupn2ffrP2/6J97nal3SWvM6FvB5A37f4asXfVfT90IP92rHz5kWNP7EqcETwP7ZcAipdQspdTNSqmb3B/tODYhhBDilDAwOpAXLhtC4iNn8NpVwzitb1cUeirO5N5dmOZKsWmOUqrWrL2n9rjy+/s2ENiH+rkDe89m7Ovm2K856Arse1TXkS+t1G/K9wrTx7ruUMtLbKfklvLTtgyMBsUDI62MTwglr9TOP77ZxhVvr2W/68JmUNggvIxeJOUnkVueWzVb3yu4V63SlXUVltv5ZmMqR4v0i46ajaoySzLZk7sHb5N3g91o2507HcdeCl36wYCL8ZswEYDs/70FgN+kSRh8POixEXwcM/Y1A/um+IbpKTkAq1+t/VpRJsy5BhwVMPImMqLqdwcWpx5PA/sJwCFgCnAteoWc61yPhRBCiD8Eb4uR84dE8d4No1j38Gm8cc1wXr96WItSPab2cQf2npe9dC/cbXjGXu8Q6mlgX5VjX55PSm4pKbllBFhN9I+qrq3vLnfZP0K/YFl3KNfjsbq9t/IQDqfGBUOiGBhm5LNbxvDyFUMJ87Ow/lAuM15ZwdI9R7EYLQztMhTQZ9vd+fVNpeFomsafP9vEA19vZeJ/lvLQ3G2EW/TtN2VtqpqtHxc5Di/jSeig6k7HAZj2EBgM+E7UF8lq5fqFSJPVcGpq6Yx9URZkbAGTFeImNr/9+LtBGWD711CQqj9XWQFzroOiDL3p1tnPenZscdJ5FNhrmjatkY/p7T1AIYQQ4lQU6ufFOYMiCbCam9+4hkk9u2BQkJjsednLpgL7IG8zBgWF5ZXYHc5m91Uzx949Wz+mRyhGQ/XFibtB1bBovWHRuoMtm7HPLbHx5YYjANw+RV+4qpRi5rBofvvrVC4eHk2lU6sqIzoiQq/IsiFzg0elLr/ckMKK/dlYzQbsTidfrE/hjvczMeDFkaIjfLf/O+AElrmsK34yBHSDuEnQ93wALPHxmKL0n6cym/GbNtWzfVXN2Cd7tn3Sr9VjsHhyRyAOBlykL9Bd+6aeR7/gAUhdDwHRcPnHYGp6Ubg4dUj3ASGEEOIECvQxM7x7sKvsZfMBc7ndQXJOCUaDomfX+g2jDAZFsI8eeOV5MGtfM8d+rTu/vkdorW2K7HpgPyQqAqvZwIFjJWQXe5bDD/Dh6mTK7U6m9elC34jaXXYDfcw8fdEgAqwmtqTksyu9sGoBbWJWYrOlLtPyy3hqvl6J6LlLh/DrX6dw1egYzAYztmI9J39Hzg4AJkV7kMPeHrz84L5tcN33eglM9AsbdzqO74QJGP08bP5Vc8bek8Wrnqbh1DT+L/rnjR/Cihdh08f6jP+Vn4GfZ2lm4tQggb0QQghxgrnTcZbvaz4dZ39WMU5N7zjrZWo45zykBZVxaubYr3YF9uN71gnsXTP2Id6BjIjVGxet9zAdp9RWycdrkgG4c2rPBrexmo1cPLwbAF+sP8KgLoOwGCzsz9vPgfwDKBS9gnrVe5+maTz47TaKKyo5a0A45w+OJKGLH89cPJiV/5zGiPDhVduGe/Wki08Xj8Zck8OpMevHndz56UbmbDjC0cLjWziMwajXi68h5E/X4zNyJGF33en5fryDwRoE9hIoaWZdhsOul9kE6Hm658eIGgo9poKtGJY8oT93wWsQJfXsOxoJ7IUQQogTrGY9++bKXlY3pmq8WVR1ZZzmA/tAi56Kk12aR2ZhOSG+Fnp3rb1vd469v8Wf0XF60O9pOs6X61PIL7UzvHsQo+KCG93uytH67Pr3m9NwOIxV9ewdmoPYgFh8zPXTSOa4UnCCfMw8MXNgrbUNXQOs3DOhepb6aFYPCspa3uH3mQW7+XB1Mgt3ZPLPb7cz+unfOP+1lfx38T62pea3qExpXV49exL76Sd4Dx7c/MY1eZpnn7IeKgogrHf1ezw14b7qx+PvgcGXt+z9os34+PgM27Vr13HlP0lgL4QQQpxg/SMDCPPzIqOgnH1ZTbeFcZe67BveeGDvrozjyYx9oNWVY+8qdzm2RwiGGvn1doedckc5RmXE2+TNmB4hgGcLaO0OJ++t1IPPO6YkNLmouG9EAMO7B1FUUcm8bRlV6TjQcBpOWn4ZT7pScB67YABd/es3dhrcZTAmpc+SF+f15o2lSc2OuaavNqTw7spDmAyK+0/vzfS+XfEyGdieVsArv+3ngtdXVaUBnVDuPPvcg01vdzxpOG49psLIm2HEjXD6Yy1/v6gSHR09KDQ0dEhhYWFVnP3SSy+FjR49uk98fPyAl19+ObTue5544omuAwcO7AdQWlq6uX///p6thq+j0cBeKdXDk4/jOagQQgjxR2Yw1Cx72XQ6zp4mFs66Vc3Ye5AH72/2x6iMVDhLAQfjEsJqve7Or/ez+KGUYmhMEBaTgb1ZReSXNh1r/LQ1nbT8Mnp29eP0fuHNjuWq0d0BPR2nZlnKviG1K+JomsZDc7dTXFHJmf3DuWBIVIP78zZ587eRf+Pc7lfhLI/mg1XJHMkpbXYcABuSc/m/77cD8OTMgdx7ei/ev2EUWx49k/dvGMk1Y7pjNireXXmoRRWN6n4fh7JLyC2xtWzm39MmVVWB/RktH5xScN5LcP7LehqRaBWHw6GefvrpegsUrrzyypzPP/88rO7zc+bMCb3qqqtaXle2jqZm7JOA/TU+72/kayGEEEK00JQ+ntWz31tVwz6g0W1aUvJSKUWAl74vZSytv3DWlV/vb9YvJKxmI0NjgtC0pvPsnU6N/y0/AMBtk3vUugvQmPMGR+FvNbH5SD6WyjgsBv0CpXdw7Z6YXyem8vu+YwR6m3nyooFN3gm4tv+1/Gfaw1w8vBs2h5NnF+1pdhwpuaXc8clG7A6NmybEc6XrggP0EqfT+4bz1EWDuP8MfVx//2abRwuV6/rv4n1Me2EZw59YzMB//8zZL//OrR8n8vhPu/hlZ2bjwX6wB6k4+SlwdBdY/PQSleKkuuuuuzLffPPNiOzs7FpXSbfcckvOpk2b/Pbt21eVarNp0ybr3r17vW+66aZcAKXUiB07dhxXnVZTYy9omlYV9CulbgROB2YBh4FY4FHgt+M5qBBCCPFHN7lXmF728nAuxRWV+HnV/5OcV2LjaFEFPhYj3YK9G91XaAsWzwL4GP3JI4+QgEoSuvjWeq1mfr3bmPgQ1h/KZd2hXM4cENHgPpfuPcq+rGIiAqzMHBrt0Ti8LUYuGhbNx2sOM3djFhf2vJB1GeuqusgCJB0t5ol5elfUxlJwGvL3s/qwYHsG87dncGNyLiPjQhrcrqSikls/TiSnxMbk3l14+JzG6+ffPjmBpXuOsiE5j4e/284b1wz3uIfBD1vSeHVJEgYFvhYTRRWV7Mksqroj8/6qQ7x8xVBmDmvgZ+fJjH3SYv1zj6lgOgm1+0+iQR8NGnGijrX9T9s3erLd6NGjSxITE4sef/zx8FdffTXd/XxCQoJ99OjRhe+++27oc889lwHw3nvvhU6ZMqUgMjKysrXj8zTH/gngFk3T9muaZtM0bT9wO/BkawcghBBC/BEF+VgYGhOE3aGxKim7wW3cQV+vcP8mZ8BbsngWQHPowfzAGFO9wLTQpuf01w7s9Vn9xmbsNU3jjWX6bP3NE+OxmDxfwnflKH12fO7mNP4+4v+Yf/H8qmNnFJTxp/fXU1RRydkDIrhwaMMpOA2JDPTmtskJADwxfzdOZ/3ZcKdT4745W9iTWUSPLr68dtUwTMbGx240KF66fCi+FiMLd2Ty3eY0j8ay+Ugef/9mGwCPntefbbPOZPO/zuDHuycw++rh3DA+DoB//bCD9Pyy+jvwZMZ+vyuwP578etEunnrqqbQPPviga3p6eq2r9muvvTbnq6++CgVwOBzMnTs35Prrr291Gg54HtgbgLg6z8UCkoQlhBBCHKfpffUU3PnbMhp83ZOFs9DyGfuycn1Gt0d4/YuFYrs+Y+9nrq6zPjw2CJNBsTO9gMIGmmqtOZDDxsN5BPmYuWpM93qvN6V/VABDY4IoKq9k/vbqn0N+qY3r31tPWn4Zw7oH8dIVQ1rU4Rfg9sk96OLvxdaUfH7aVjVpSrndwY9b07nqnbUs3pVFoLeZ9/40ikDv5puNxYT48O8LBgDw7x92kprXdA5/en4Zt368EVulk2vGdOdP4+NQShHsa2FwtyDOHRzJv8/vz+n9wikqr+SBr7fWvwjxjwSjF5RmQ0VR/YPYSuHgMv1xS8pcinY1atSo8mnTphX8+9//rnWb67rrrsvPzs42//bbb77z58/3Ly8vN1x++eUFbXHMRlNx6vgvsEQp9QGQAsQAN7ieF0IIIcRxmDksmhcX72PRjkxyiisI9audQuFJqUuAED/PZ+ydTo38YjP4QVRI/VlsdyqOn6U6sPexmBjULZDNR/LZmJzHtL611wS+ukRfcnfLxPgGU4qac/Xo7mxJyeeL9Ue4dEQ3ymwObvpwA/uPFtOrqx8f3DAKH0vL9+vrZeLvZ/bhH99u49mFe+ge4sP3m9P4fkt6VSlMH4uRN64ZTnyYbzN7q3bZiG78tjuLn3dm8bevtvLFrWMbvKNSaqvklo8SyS6uYHxCKLMuGNDgxYlSiv9cMoiz/pvH6gM5fLA6mZsn1ihXaTDoHWKz9+qz9pF1ymUeWAL2Ug5Y+vDgF4cpsx+k3O6k3O6g0qFxy6R4bpnUeeudeJoeczI8/fTT6WPHju1/++23Z7qf8/f3d86YMSPvgw8+CC0vLzecf/75eVar9fjrqNbg0Yy9pmnPAzcC4cAFQARwk6Zpz7XFIIQQQog/om7BPkzr0xWbw8k3G1Prvb6nauFsM4F9C1JxdmcWUlGhX0AYTfVnm92pOAGW2ot13ek4dcterjuYw9qDuQRYTVzvSilpqfOGROLnZWLj4Tx2phdw12cb2XQkn6hAKx/fPJogn+Mq6Q3AJSO60S8ygPSCci56YzUfrTlMQZmdgdEBPHHhANY8eBoTetYrUtIkpRRPXzSIMD8v1h3K5d2V9ctQOp0af52zlV0ZhcSF+vDGNcMxN5HmE+bnxTMXDwLg2UV72JdVZ2a+iTz7tLVfAfBNyTA2JOexI62QpKPFpOaVkVlYzrOL9nDwWNNlVUX7GDhwYMV5552X+95779UqE3XDDTdkz5s3L2TRokXBN998c8O5eMfB48tfTdMWAYva6sBCCCGEgGvGdGfJnqN8vv4It06qribjdGrs86DUJUCwK/DNK7XhcGoYm8jHX3MgpyrHvsBW/+5/VSpOjRl7gDE9Qvjf8gOsO1Q7Ffi1JXqt+BsnxBNgbT6VpSE+FhMzh0Xx6dojXPPuOvJL7QT7mPn45jFEBja+aNgTRoPi0fP6c9176/D1MjFzaBSXj4phQFRgq/Yb6ufFc5cO4qYPE3l6wR7e/v0QkYFWwgOsRAR6kV9qZ9HOTPytJt790yiPLk7OHBDB5SO78VViKvfP2cJ3d02oXq/QSJ59Rm4h/od/1cc06hLmDB6B1WzE22LEajLyym/7+XZTKrN+2sVHN45qcTqTaL0nn3wy/bvvvqtVfmrGjBnFfn5+DovF4pwyZYpnNVk94FFgr5TyQq+CcxUQqmlaoFLqTKC3pmmvt9VghBBCiD+aqX26EhVo5XBOKasOZDOpl14GMy2/jBKbgzA/r3opOnWZjQYCvc0UlNnJL7U1uf3agzloDr2rq7tJVU11y126jYwNxqBge2oBpbZKfCz6DPvKpGz8vEzcNKGFnU7ruGp0dz5de4T8Ujs+FiMf3Dianl39mn+jB8YlhLL6oekEWM1YzW23PHB633DuPa0Xry9NIru4guziCranVf9MjQbF7KuHt+j7ePT8Aaw5mMPO9EJe+W0ffz/LVaWngRl7h1PjvU8/4RFKSDXHcfOFZ9QL3B8+py+Ld2Xy+75j/Lwzi7MHNlzVSLSdtLS07TW/7tmzp72iomJTzecMBgOpqanbaYCmacedWuTp4tn/AgOBawB3DtBO4M7jPbAQQggh9ODP3ajps7VHqp7f62EajluoB+k4lQ4n6w7mehbYW2of199qZkBUIJVOjU2H8wF4zZVb/6fxsQT6HN9svduAqEDG9gjBYjTwv2tHMDQmqFX7q6urv7VNg3q3+8/ozd4nzmbNQ9OZe9d43rxmOP8+vz93TEngrWtHMNnViMxTfl4mXrxsKErBm8sOkJjsSn1qYMb+zWVJxB3VK4+HjLi4wdn4UD8vHjhL7+T7xLxdlNkcLRpPen4ZF7y+krUZra7EKE4AT1NxLgJ6appWopRyAmialqaU8qxQrRBCCCEadcWoGF7+bT+Ld2eRVVhOeIDV44WzbiG+Fg5ml5BTYqNXI9vsyiikqKKSqOBgioD8ivx62zQW2INez357WgHrDuXgbzWxbO8xfCxGbp7YNgszP7xxNMUVlYQ1c4fiVGMyGogM9G512pDb6PgQbp+cwP+WH+Da99Zxz/Re3Nq/OxaomrHfeDiPV37dy2pzIgA+Qy5qdH9Xj+7OF+tT2J1RyJvLkvjrmX08Hsv7Kw+xLbUA70ophNgReDpjb6PORYBSqgvQJjU3hRBCiD+yrgFWzugXjsOpMWdDClC9cLYlgT00PWOfdFTPn+/dRV/H11Bg31iOPegBJ8C6g7lVufXXjYutOnZrWc3GDhfUt5f7z+jFzKFRlNudPP/zXs7/OAUNBQWpFBSX8JcvNjNY20cXVQBBsRAxqNF9mYwGnrhQL9H5v98PcjinxKMxFJTa+WK9fhdpRnzr7siIE8PTwP5r4COlVDyAUioSeB34sr0GJoQQQvyRXDNWT8f5Yv0RKh3Oqhr2fZqpYe8W6td8Lfu0PL35UfdAPT2ksKKw3jZNzdiPjg9BKdh4JI9fd2dhNRu4tROXUTyZvExGXr5yGJ/dMoaELr7szbGRpoWC5uT5OYtJyy/j2kC96RX9zodmFsWOjAvh4mHR2CqdPP7TLo/G8Om6w5TYHEzsGUZcoMzYdwSeBvYPA8nAdiAI2A+kA4+1y6iEEEKIP5gJCWHEhvqQUVDO4l1ZHDxWglLQ28PAvmrGvriJwN7V1TQuRA/s8yvy0bTa5bMbWzwLerfcPuH+OFwNlK4ZEysz7O1sQs8wFt47mX+e3ZcU9IWvKQd24WMxcJ4rDYd+F3i0rwfP6Yufl4nf9hzlt91ZTW5bbnfwwSo97eeOKQnH/w2IE8rTOvY2TdPu0zTND72Wvb+mafdrmuZZizshhBBCNMlgUFztWkT7n0V7qHRqxIb44G3xbKY0xFcPsHNLKhrdxh3Yx4cEYTVasTltlFWW1dqmqRl7gLE99Kp9FpOB2yfLbP2JYDEZuHNqAoMHDQWgh/Eob0w3YS5KAb9w6DbKo/109bdy3+n6CozHftpFub3xhbRzN6WRXWxjQFQAE3qGNrqdOLV4FNgrpforpdyF9cuAWUqpR5VSPu03NCGEEOKP5dIR3bAYDRzO0ctae5pfD9VVcTxJxYkO9ibAS29AVbMyjqZpTebYA8xwlUu8dVI8XQOsHo9PtJ5vRE8A/jXem6nOdfqTfc/TO9N66E/j4+gd7seR3FIeayQlx+HUeGeF3nTr9ikJUvu+A/H0X8Ln6Ck4AC8Ak4FxwFvtMCYhhBDiDynUz4sZg6rrjPeJCGhi69qaWzyraVrVjH10kDdBXkFA7SZVpZWlODUnVqMVs6HhxZJjeoSy9dEzeaAFlVVEG3GVvDTkJ8Pun/Tn+p3fol2YjQZevGwoXiYDX6w/wmfrDtfbZvGuTA5llxAT4s05Uve+Q/E0sI/TNG2v0i/ZLgIuAy4Fzmq3kQkhhBB/QNeMia167GkNe2g+sD9WXEFFpZMgHzO+XqaqwL5mZZzm0nDcAn3MMot7MribVB1eBcf2gDUI4ia2eDeDugXyzMV6FZ1ZP+5kg7tWPvoF4JvL9dn6Wyf1wGT0/G6AOPk8PVsVSil/YDSQomlaNlAByD04IYQQog2NigtmYHQAFqOhRU2amquKU5WGE6TXWg/0CgRqB/bFtqbTcMRJ5m5SVe66y9JnBhiPrwzlxcO7cfPEeOwOjTs/3URGgf7vY92hXLam5BPsY+ayETFtMeo/pJ9//tlv2LBhff39/YcGBgYOHT58eN/ly5e3ewp7S1JxlgAfAR+6nhsOHGrsDUIIIYRoOaUUn9w0hkX3TSIqyPOGR+4Z+7wSW71KN0CtNByoDuwLyqtTcYrsns3Yi5PEGgA+NRaytjANp66HZvRlfEIo2cUV3PHJRsrtDt5afgDQc/E9XbgtasvNzTVceumlPe+4446jeXl5W9LS0rY+8sgj6Vartf4vZhvzqPOspmn3K6XOBOyapi11Pe0E7m+3kQkhhBB/UMG+FoJb2PTJy2TEz8tEcUUlhWWVBPrUnsmtuXAWaDDHvqlSl+IUERwPpTlg9oGE6a3alclo4PWrh3PB6yvZmlrArR8nsmJ/Nt5mI38aF9c24/0D2rFjhxXg9ttvzwXw8/PTLr744vpNI9qBR4E9gKZpv9T5OrHthyOEEEKI4xXia6G4opKckor6gb1rxr5bsJ4N0Joce3EShcRDWiL0OgPMnt/RaXR3vhbevm4kl7y5mhX7swG4YlRMiy8sT6bdffuNOFHH6rdn98bmthk4cGC50Wjk4osvjrvyyitzp02bVtKlS5fGa4u2oUZTcZRSi2o8XqGU+r2hjxMxSCGEEEI0r6kFtI3l2Ncsdyk59h1A3/PAKxBG395mu+wfFcDzlw0GwGhQ3Dwxvs32/UcUEhLiXLJkyR6lFPfcc09cZGTk0OnTp/dMSUnxeEL9eDV1gI9rPH63vQcihBBCiNZpqpZ99Yy9K7C31F88Kzn2HcCAmfpHGztvcBRGpbCYDMSESJui1ho+fHj5t99+mwywefNm63XXXRd/1113xfz000/tuj610cBe07TPazz+qD0HIYQQQojWa8mMfZA1CGgkFUdy7P+QZgyKPNlDOC6epMecTMOGDSu/+uqrsz/88MMu7X2sRgN7pdRNnuxA07T32244QgghhDheIX4NB/YFZXaKKirxsRgJcuXeu1NxCiuq1/RJjr0Qrbd582br999/H3j99dfnJiQk2JOSkszffPNN6PDhw0va+9hNpeJc58H7NUACeyGEEOIUUJWKU1w7sE/NKwX02Xp3Y6mGFs9Kjr0QrRcUFOTYsGGD75tvvhleVFRk9Pf3d5x++ukFr7/+ekp7H7upVJxp7X1wIYQQQrSdEF8vAHJLKmo9X7fUJUCAJQCAQlshTs2JQRkotOuz95KKI8Txi4+Pty9YsODgyTh2i/sEK53B/dEegxJCCCFEyzW2eLZucyoAk8GEv9kfp+asSsFxz9hLKo4QHZNHgblSKlop9Z1SKgeoBOw1Pk45SqmpSqnflFJLlVIXnezxCCGEECdCY4tnG5qxh/olLyUVR4iOzdMZ9/8BNuA0oBgYDvwI3NFO4zpuSikr8DdghqZp0zRN++5kj0kIIYQ4ERoN7Os0p3Krm2fvnrl3p+kIIToWTwvljwe6a5pWopTSNE3bqpS6GVgNvNN+wzsu44Ey4CelVClwp6ZpmSd5TEIIIUS7C/WrTsXRNK1qoWxDqThQPWNfFdi76tj7mWXGXoiOyNMZewd6Cg5AvlKqC1ACRLfm4Eqpu5VSiUqpCqXUh3VeC3Gl/5QopQ4rpa72cLfhQE/gfPSLjlmtGaMQQgjRUXibjXiZDNgqnZTYqjvYu1NxujWRimN32imrLMOgDPiYpUGREB2RpzP264BzgO+An4E56LPiia08fjrwJHAW4F3ntdno6T/hwFBgvlJqq6ZpO5VSEcA3DezvUiAfWKVpmk0p9RvwYCvHKIQQQnQISilCfS2kF5STV2LDz8tEmc1BTokNi9FAFz+vWtu7U3EKKgoosekltn3NvhikNoYQHZKngf11VM/u3wc8APgBL7fm4JqmzQVQSo0EurmfV0r5ApcAAzVNKwZWKqV+dI3jQVdqzcSG9qmUWg/8Ten3H4cCB1ozRiGEEKIjCfHTA/ucEhsxIT5VaTiRQVYMBlVr25o59pJfL0TH51Fgr2lafo3HZcAT7TUgl96AQ9O0fTWe2wpMae6NmqblKKW+A5YDTqDRDrpKqduA2wDCw8NZtmxZa8bcoOLi4nbZrzhx5Bx2bHL+Oj45hy1UUQ7AsjWJ5B8wsf2Ynknro5XX+zkeLTwKwK6Duwg8Guh6P23+85Zz2PHJOewYPArslVIm4CpgGPpMfRVN025rh3H5AQV1nisAPCqsq2nabPRUnua2ext4G2DkyJHa1KlTWzZKDyxbtoz22K84ceQcdmxy/jo+OYct80PWFnZkpxHdow9TR8aQtu4wbNzBwPgopk4dUmvbkoMlfLPiG3zDfOnduzdkQkRIRJv/vOUcdnxyDjsGT5PoPkXPVXcCWXU+2kMxUPdeYABQ1E7HE0IIITqFuiUvG6thD7Vz7KU5lRBtIzo6epDVah3u4+MzLCwsbMgll1wSV1BQcEIWrniaY382EKNp2okKrPcBJqVUL03T9rueGwLsPEHHF0IIITqkeoF9IzXsoXaOfaGtEAB/swT2QrTWl19+uX/mzJlFR44cMZ1xxhm9H3nkkcjXXnstrb2P6+nVwy4gpK0PrpQyuRpKGQGjUsqqlDJpmlYCzAUeV0r5KqUmABcCn7T1GIQQQojOJNS3upY91JixD6o/Y1+z3GWxXWbshWhr3bt3r5w2bVrh9u3b6/8CtgNPZ+yvBd5VSv1CnfQbTdM+bsXxHwH+Xec4j6HXnr8LeB84CuSgN5qSGXshhBCiCY3P2Dce2OdX5Fel4vhZpDmV6Fhm37FkxIk61p//N31jS7Y/cOCAecmSJQETJkw4IVkvngb2NwCTgGD0+vVuGnDcgb2mabNopIGUpmm5wMzj3bcQQgjxR1Sz+6zd4SSrsByDgohAa71t/cx+mJSJ0spScspzACl3KURbuPrqq3sqpSgtLTWMHTu26Pnnn08/Ecf1NBXnXmCYpmkjNU2bVONjcnsOTgghhBAtE+KrN6HKLakgs6AcpwbhAVbMxvp/8pVSBHjpgXxasZ7+62eWGXshWuvzzz9PKikp2Txv3ry9Bw4csGZmZno6md4qnh4kCzjSngMRQgghROtVpeIU20htIr/eLcgriNzyXFKLUgHJsRcdT0vTY06kc889t/iKK67Iue+++7r9+uuv7d401dMZ+/8CnymlxiqletT8aM/BCSGEEKJlAqwmzEZFic3BwWw9b76hUpdu7jz7qhl7ybEXok099NBDWatWrQpYvXp1uy+g9TSwnw1cAKwGkmp87G/qTUIIIYQ4sZRSBPvos/bbU/Vej03N2LsDe7vTDkiOvRBtLSoqqvLiiy/Oeeyxx6La+1jNpuIopRTQCzisaVplew9ICCGEEK0T4mvhaFEF29yBfRMz9u5a9m6SYy9E66SlpW2v+9xnn312QlLam52x1zRNA7ahd50VQgghxCnOXRlnX5ZeYa+h5lRu9QJ7ScURosPyNBVnM9C7PQcihBBCiLbhroxT6dQAz1Jx3GTxrBAdl6dVcZYBi5RSHwIp6PXrAdA07f22H5YQQgghjpe7+6ybp4G9xWDBy+jVbuMSQrQvTwP7CcAhYEqd5zX07rBCCCGEOEWE1AjsQ30teFuMjW5bMxVHZuuF6Ng8Cuw1TZvW3gMRQgghRNuoGdg3tXAWJLAXHZLD6XQqg8GgNb9p5+J0OhXgaOx1j7tgKaWCgfOBaCAN+EnTtLxWj1AIIYQQbapmKk5TaThQu7ylBPaig1h5+PDhiVFRUcUWi8WuF3Ds3DRNw2azmdPT0/2AlY1t51Fgr5QaB8wH9gCHgfOAl5VS52qatqYtBiyEEEKIthHSgsC+5oy9lLoUHUFlZeWt+fn5dxYVFd2gaVoInheD6cicSqkCh8PxqtPpfLOxjTydsX8ZuEvTtC/dTyilrgBeBUa1aphCCCGEaFPucpfgQSqONajqsczYi45gxIgRNuAV14eowdMrnN7AV3We+wbo2bbDEUIIIURructdQvMz9l5GL7xN+jYS2AvRsXka2O8Hrqzz3GXAgbYdjhBCCCFaK8jbjMGVdtxUcyo3d8lLScURomPzNBXnPmCeUuov6Dn2cUAv9Fx7IYQQQpxCDAZFXJgvmQXldA/1ILC3BJJZkikz9kJ0cJ6Wu1ytlEoAzgWigJ+ABZqm5bbn4IQQQghxfD69eQyltkr8vJr/U+9eQOtnkRl7IToyj8tdukpbftqOYxFCCCFEG4lqJre+phDvEKB2hRwhRMfTZGCvlFqK3l22MZqmaae17ZCEEEIIcSLdOOBGwrzDmBoz9WQPRQjRCs3N2Dc2Qx8N/AVoPnFPCCGEEKe0fqH96Bfa72QPQwjRSk0G9pqmvVfza6VUKPAQcCswB3i8/YYmhBBCCCGE8JRH5S6VUgFKqSeAJCAcGK5p2m2apqW26+iEEEIIIYQQHmkysFdKeSulHgIOAv2AiZqmXadpmtSvF0IIIYQQ4hTSXI79IcAIPAckAuFKqfCaG2iatqSdxiaEEEIIIYTwUHOBfTl6VZw7G3ldA3q06YiEEEIIIYQQLdbc4tm4EzQOIYQQQgghRCt4tHhWCCGEEEIIcWqTwF4IIYQQQohOQAJ7IYQQQgghOgEJ7IUQQgghhOgEJLAXQgghhBCiE5DAXgghhBBCiE5AAnshhBBCCCE6AQnshRBCCCGE6AQksBdCCCGEEKITkMBeCCGEEEKITkACeyGEEEIIIToBCeyFEEIIIYToBCSwF0IIIYQQohOQwF4IIYQQQohOQAJ7IYQQQgghOgEJ7IUQQgghhOgEJLAXQgghhBCiE5DAXgghhBBCiE5AAnshhBBCCCE6AQnshRBCCCGE6AQksBdCCCGEEKITkMBeCCGEEEKITkACeyGEEEIIIToBCeyFEEIIIYToBCSwF0IIIYQQohOQwF4IIYQQQohOQAJ7IYQQQgghOoFOF9grpQxKqQ+VUiuUUiuVUv1O9piEEEIIIYRob50usAeGAl6apk0CHgLuP7nDEUIIIYQQov11xsA+FXAopRQQDGSf5PEIIYQQQgjR7k5qYK+UulsplaiUqlBKfVjntRCl1HdKqRKl1GGl1NUe7jYbqAD2AK8Bb7TtqIUQQgghhDj1mE7y8dOBJ4GzAO86r80GbEA4enrNfKXUVk3TdiqlIoBvGtjfpa5tDZqm9VFKjQReBK5on+ELIYQQQghxajipgb2maXMBXAF4N/fzSilf4BJgoKZpxcBKpdSPwHXAg5qmZQITG9qnKwUnx/VlNhDYft+BEEIIIYQQpwaladrJHgNKqSeBbpqm3eD6ehiwWtM07xrbPABM0TTt/Gb2ZQI+AyIAL+CvmqatbmTb24DbAMLDw0d8+eWXbfDd1FZcXIyfn1+b71ecOHIOOzY5fx2fnMOOT85hx3eiz+G0adM2apo28oQdsJM42ak4jfEDCuo8VwD4N/dGTdMq8TD1RtO0t4G3AUaOHKlNnTq1ZaP0wLJly2iP/YoTR85hxybnr+OTc9jxyTns+OQcdgynalWcYiCgznMBQNFJGIsQQgghhBCnvFM1sN8HmJRSvWo8NwTYeZLGI4QQQgghxCntZJe7NCmlrIARMCqlrEopk6ZpJcBc4HGllK9SagJwIfDJyRyvEEIIIYQQp6qTPWP/CFAGPAhc63r8iOu1u9BLYB4FvgDu1DRNZuyFEEIIIYRowMkudzkLmNXIa7nAzBM4HCGEEEIIITqskz1jL4QQQgghhGgDEtgLIYQQQgjRCUhgL4QQQgghRCcggb0QQgghhBCdgAT2QgghhBBCdAIS2AshhBBCCNEJSGAvhBBCCCFEJyCBvRBCCCGEEJ2ABPZCCCGEEEJ0AhLYCyGEEEII0QlIYC+EEEIIIUQnIIG9EEIIIYQQnYAE9kIIIYQQQnQCEtgLIYQQQgjRCUhgL4QQQgghRCcggb0QQgghhBCdgAT2QgghhBBCdAIS2AshhBBCCNEJSGAvhBBCCCFEJyCBvRBCCCGEEJ2ABPZCCCGEEEJ0AhLYCyGEEEII0QlIYC+EEEIIIUQnIIG9EEIIIYQQnYAE9kIIyIE6rwAACvpJREFUIYQQQnQCEtgLIYQQQgjRCUhgL4QQQgghRCcggb0QQgghhBCdgAT2QgghhBBCdAIS2AshhBBCCNEJSGAvhBBCCCFEJyCBvRBCCCGEEJ2ABPZCCCGEEEJ0AhLYCyGEEEII0QlIYC+EEEIIIUQnIIG9EEIIIYQQnYAE9kIIIYQQQnQCEtgLIYQQQgjRCUhgL4QQQgghRCcggb0QQgghhBCdgAT2QgghhBBCdAIS2AshhBBCCNEJSGAvhBBCCCFEJyCBvRBCCCGEEJ2ABPZCCCGEEEJ0AhLYCyGEEEII0QlIYC+EEEIIIUQnIIG9EEIIIYQQnYAE9kIIIYQQQnQCEtgLIYQQQgjRCUhgL4QQQgghRCcggb0QQgghhBCdQIcO7JVSgUqp9UqpYqXUwBrPP6WUWqGU+kYp5XMyxyiEEEIIIcSJ0KEDe6AUOBf4xv2EK8BP0DRtEvArcNNJGpsQQgghhBAnTIcO7DVNs2uadqzO05OAha7HC4GJJ3ZUQgghhBBCnHgnLLBXSt2tlEpUSlUopT6s81qIUuo7pVSJUuqwUurqVhwqGChwPS4AQlqxLyGEEEIIIToE0wk8VjrwJHAW4F3ntdmADQgHhgLzlVJbNU3bqZSKoEaqTQ2XapqW2cDzeUCg63EgkNsGYxdCCCGEEOKUdsICe03T5gIopUYC3dzPK6V8gUuAgZqmFQMrlVI/AtcBD7qC95ak06wEHgI+Qr+IWNU234EQQgghhBCnrhM5Y9+Y3oBD07R9NZ7bCkzx5M1KqQXos/x9lFJvaZr2oSudZwVwFLi+iffeBtzm+rJYKbX3eL6BZoQB2e2wX3HiyDns2OT8dXxyDjs+OYcd34k+h7En8FidxqkQ2PtRnRPvVgD4e/JmTdPOaeC5hzx879vA255se7yUUomapo1sz2OI9iXnsGOT89fxyTns+OQcdnxyDjuGU6EqTjEQUOe5AKDoJIxFCCGEEEKIDulUCOz3ASalVK8azw0Bdp6k8QghhBBCCNHhnMhylyallBUwAkallFUpZdI0rQSYCzyulPJVSk0ALgQ+OVFja2ftmuojTgg5hx2bnL+OT85hxyfnsOOTc9gBKE3TTsyBlJoF/LvO049pmjZLKRUCvA+cAeSgV8P5/IQMTAghhBBCiE7ghAX2QgghhBBCiPZzKuTYCyGEEEIIIVpJAvt2opQKUUp9p5QqcdXVv/pkj0k0TinlpZR6z3WuipRSm5VSM2q8fppSao9SqlQptVQpJfV1T1FKqV5KqXKl1Kc1npPz10Eopa5USu12/d95QCk1yfW8nMMOQCkVp5RaoJTKU0plKqVeV0qZXK/JOTwFKaXuVkolKqUqlFIf1nmt0XOmdM8qpXJcH88ppdQJ/wZELRLYt5/ZgA0IB64B3lRKDTi5QxJNMAEp6I3RAoF/AV+5/kiFoS/w/hcQAiQCc07WQEWzZgMb3F/I+es4lFJnAM8CN6L3MpkMHJRz2KG8gd4cMhK9eeQU4C45h6e0dOBJ9LWOVTw4Z7cBM9ErGQ4GzgNub//hiqZIjn07UEr5AnnAQHdHXaXUJ0CapmkPntTBCY8ppbYBjwGhwA2apo13Pe+L3n1vmKZpe07iEEUdSqkrgYuBXUBPTdOudXWYlvPXASilVgPvaZr2Xp3n5Rx2EEqp3cDfNE1b4Pr6efTeNBuRc3hKU0o9CXTTNO0G19dN/t65fl8/dDX7RCl1M3CrpmljT8o3IACZsW8vvQGHO6h32QrIjH0HoZQKRz+PO9HP21b3a64SrQeQ83lKUUoFAI8Df6vzkpy/DkApZQRGAl2UUklKqVRXGoc3cg47kleAK5VSPkqpaGAGsAg5hx1Rc+es1utInHNKkMC+ffgBBXWeK0C/tSxOcUopM/AZ8JFrJknOZ8fwBPpsb0qd5+X8dQzhgBm4FJiEnsYxDHgEOYcdyXL04K4QSEVP3/geOYcdUXPnrO7rBYCf5NmfXBLYt49i9FuPNQUARSdhLKIFlFIG9OZoNuBu19NyPk9xSqmhwOnAfxt4Wc5fx1Dm+vyapmkZmqZlAy8B5yDnsENw/f/5M3peti/8fzv3H3JnWcdx/P1pM5/ass2W0txUmgpSNAtCITH/CH9QEvTgj1BSQlkW0bKIjBEyfcB/xD8a5AydU6mGUuCPPxT/8QeBIs7ULZDhjx5q01mb+JTKNr79cV+j45qbyZ6dc27eL7jhPvd1n/u67ucLz/me77nui0XAQrrnJozh+DlYzPZtPwqYKed4D5WJ/ex4EZib5OSBY8vppnVoRLUqw210lcPJqtrVmjbRxW/vefOAZRjPUXI2cCLw1yTbgJ8Ck0mewfiNharaQVfh3V9SYAzHw9HAUmBNVb1bVf8A1tF9OTOG4+dgMXtPO+Y5I8HEfha0eWh/AFYnmZfkK8A36SrBGl2/Bk4FLqiqtweO/xH4fJLJJBPAL4HnfOBrpNxK94FzWttuAR4EzsX4jZN1wA+THJNkIbASeABjOBbarywvA1cnmZtkAXA53dxrYziiWqwmgDnAnCQTbYnSg8XsTuCaJMclWUz3fNMdQ7gFDTCxnz3fBz5Gt+zX74Crq8pvsiOqrc27gi4p3JZkpm2XVtV2YBKYolvt6HTgkqENVv+jqv5dVdv2bnQ/Eb9TVduN31i5nm6p0heBvwAbgSljOFa+BZwHbAe2ALuBHxvDkbaKbircz4HL2v6qDxCztcD9wPPAC3TFlLWHb9jaH5e7lCRJknrAir0kSZLUAyb2kiRJUg+Y2EuSJEk9YGIvSZIk9YCJvSRJktQDJvaSJElSD5jYS9IQJdmU5Oxhj0OSNP7mDnsAktRnSWYGXn4ceBfY016vqKrPDWFMBZxcVVsOd9+SpNljYi9Js6iq5u/dT/IKcGVVPTK8EUmS+sqpOJI0REleSfK1tn9dknuS3J3krSTPJzklybVJXk8yneScgfd+MsltSbYm+VuSG5LMaW0nJXk0yZtJ3kiyoR1/rL39z0lmklzcjn8jybNJdib5U5Iv7DPGa5NsTrIjybokE4ftjyRJ+kBM7CVptFwA3AUsBDYCD9H9rz4OWA2sHTh3PbAbOAn4InAOcGVrux54uF1nCfArgKo6q7Uvr6r5VbUhyZeA24EVwKdaH/clOXKgr0uBc4FlwCnAqkN3y5KkQ8HEXpJGy+NV9VBV7QbuAT4N3FhVu4DfAycmWZDkWOB8YGVV/auqXgduBi5p19kFnAAsrqp3quqJA/R5FbC2qp6sqj1VtZ7uWYAzBs5ZU1XTVfVPYAr49iG8Z0nSIWBiL0mj5bWB/beBN6pqz8BrgPl0SfsRwNY2fWYnXaX9mHbOz4AAT7WVd757gD5PAH6y9zrtWkuBxQPnTA/sv7pPmyRpBPjwrCSNp2m6qvqiVt1/j6raRleJJ8mZwCNJHnuflXCmgamqmjpAf0sH9o8H/v6hRy5JmhVW7CVpDFXVVro59DclOSrJR5IsS/JVgCQXJlnSTt8BFP9dZvM14LMDl/sN8L0kp6czL8nXk3xi4JwfJFmS5GjgF8CG2bw/SdL/z8ReksbXd4CPApvpkvd7gc+0ti8DT7Z19O8DflRVL7e264D1bdrNRVX1NF11f027zhbgin36+i3dF4mX2nbDLN2TJOlDSlUNewySpBHm+vuSNB6s2EuSJEk9YGIvSZIk9YBTcSRJkqQesGIvSZIk9YCJvSRJktQDJvaSJElSD5jYS5IkST1gYi9JkiT1gIm9JEmS1AP/Acuyukr9RImiAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 792x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "case = Case(os.path.join(studypath, \"6-obase\"))\n",
    "case.plot_residuals()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "YES\n",
      ">>> Loading cases: a3-b1i-6 a3-b1io-6 ...Done\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "casedeck = CaseDeck(studypath, keys = [\"a3-b1i-6\", \"a3-b1io-6\"])\n",
    "casedeck.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'a3-b1i-6': '/ssd_scratch/cases/snb/a3-b1i-6',\n",
       " 'as3-b1i-6-5': '/ssd_scratch/cases/snb/as3-b1i-6-5',\n",
       " '6-s-bm5': '/ssd_scratch/cases/snb/6-s-bm5',\n",
       " '6-s-bm4': '/ssd_scratch/cases/snb/6-s-bm4',\n",
       " 'as3-b1i-6-4': '/ssd_scratch/cases/snb/as3-b1i-6-4',\n",
       " 'as3-b1i-1': '/ssd_scratch/cases/snb/as3-b1i-1',\n",
       " '6-base': '/ssd_scratch/cases/snb/6-base',\n",
       " '6-s-bm2': '/ssd_scratch/cases/snb/6-s-bm2',\n",
       " 'as3-b1i-6-x': '/ssd_scratch/cases/snb/as3-b1i-6-x',\n",
       " 'as3-b1i-6-2': '/ssd_scratch/cases/snb/as3-b1i-6-2',\n",
       " 'a3-b1i-1': '/ssd_scratch/cases/snb/a3-b1i-1',\n",
       " '6-s-bm1': '/ssd_scratch/cases/snb/6-s-bm1',\n",
       " '6-s-bm3': '/ssd_scratch/cases/snb/6-s-bm3',\n",
       " 'as3-b1i-6': '/ssd_scratch/cases/snb/as3-b1i-6',\n",
       " 'a3-b1io-6': '/ssd_scratch/cases/snb/a3-b1io-6'}"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test = casedeck.casepaths_all\n",
    "test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/ssd_scratch/cases/snb/a3-b1i-6\n",
      "/ssd_scratch/cases/snb/a3-b1io-6\n"
     ]
    }
   ],
   "source": [
    "key = [\"a3-b1i-6\", \"a3-b1io-6\"]\n",
    "\n",
    "for path in test.values():\n",
    "    if any(x in path for x in key):\n",
    "        print(path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/ssd_scratch/scripts/sdtools/analysis.py:289: RuntimeWarning: invalid value encountered in true_divide\n",
      "  norm[param] = max((res[:norm_range]))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Complete\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 792x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "alldeck.cases[\"6-s-bm3\"].plot_residuals()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/ssd_scratch/scripts/sdtools/analysis.py:289: RuntimeWarning: invalid value encountered in true_divide\n",
      "  norm[param] = max((res[:norm_range]))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Complete\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 792x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "studypath = r\"/ssd_scratch/cases/snb/\"\n",
    "case = Case(os.path.join(studypath,\"a3-b1io-6\"))\n",
    "case.plot_residuals()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5000"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "case.options[\"timestep\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# casepath = r\"C:\\Users\\Mike\\OneDrive\\Project\\SD1D\\studies\\g_thesis_snb\\as3-b1i-6-x\"\n",
    "\n",
    "case = \"6-s-bm3\"\n",
    "# case = \"as3-b1i-6-x\"\n",
    "studypath = r\"/ssd_scratch/cases/snb/\"\n",
    "casepath = os.path.join(studypath, case)\n",
    "datapath = os.path.join(casepath, \"BOUT.dmp.*.nc\")\n",
    "inputfilepath = os.path.join(casepath, \"BOUT.inp\")\n",
    "\n",
    "\n",
    "ds = xbout.open_boutdataset(datapath = datapath, inputfilepath = inputfilepath, \n",
    "                    info = False, keep_yboundaries = True)\n",
    "ds = ds.squeeze(drop = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "module 'os' has no attribute 'get_cwd'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m/ssd_scratch/scripts/sdtools/sd-pp.ipynb Cell 3\u001b[0m in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> <a href='vscode-notebook-cell://ssh-remote%2B7b22686f73744e616d65223a22667573696f6e3133312e6974732e796f726b2e61632e756b222c2275736572223a226d6a6b353537227d/ssd_scratch/scripts/sdtools/sd-pp.ipynb#X11sdnNjb2RlLXJlbW90ZQ%3D%3D?line=0'>1</a>\u001b[0m os\u001b[39m.\u001b[39;49mget_cwd()\n",
      "\u001b[0;31mAttributeError\u001b[0m: module 'os' has no attribute 'get_cwd'"
     ]
    }
   ],
   "source": [
    "os.get_cwd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "deck = "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "case = Case()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<animatplot.animation.Animation at 0x7f382d65ffd0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "220f7f0c6a634e1c9b753b325f6b6ba5",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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2dLzp0K/lN0qJ69MZrnDAOoEVwD6AQzgB4eHoqNjVVqamq59tTUVCUkJFR4PzabrVx4k6TXXntNL774or7++us/DH+S5OnpKT8/v3IvAJfH39tdf78xWiueuU73dWokVxeLvtuZoz5vrdQz87fo8MkzRpcIALWem9EFVMTIkSM1YMAAxcXFKT4+XjNnzlRGRoaGDBkiSRo9erQyMzM1e/ZsSdI777yjRo0aKTo6WtK5dQFff/11DRs2zL7PSZMmady4cZo7d66aNGliv57Qx8dHPj4+NXyEgPmE+Xlp4u3t9HDXKL22dJeWbMvW/LRDWrTlsAZ1aaK/9Wgu/zruRpcJALWSUwTA/v3769ixY5owYYKysrLUtm1bLV68WI0bN5YkZWVllVsT0Gq1avTo0dq3b5/c3NzUrFkzvfLKK3r00Uft20ybNk3FxcW68847y/2u559/XuPHj6+R4wIgNQ3x0fS/xGpTxgm9smSnNuw7rndX7NW8DQc19DqWjgGA6uDw1wA6Mq4hAKqWzWbTdztz9OrXO7X7yClJUoN63noqsaX6dWggF5ffv/ELACqC8ZsAWCl0IKB6lFltWrDpkN5YtlvZ+eceJ9emvp9G3xStbi1CDK4OgLNj/CYAVgodCKheZ0vK9MGafZr+/R4VFJVKkrq1CNaoPtGKifA3uDoAzorxmwBYKXQgoGYcP12sqd/9qjnr96ukzCaLRbq9QwM9dUMrNajnbXR5AJwM4zcBsFLoQEDNyjhWqNeW7dKXWw5LkjzcXDS4a5Qe69lMfl7cMQygYhi/CYCVQgcCjLHl4ElNXLxDP/z3KSKBdT30xJ+a675OjeXh5vDLmwIwGOM3AbBS6ECAcWw2m77ZkaNXluzQnqOnJUlNguro2RujdWPb8D98VCQA82L8JgBWCh0IMF5pmVXzfjyoKd/sVu6pYklSXOMAjbm5ta5uFGBwdQAcEeM3AbBS6ECA4zhVVKqZK/Zo5qq99mcM39K+vp69MVqRgXUMrg6AI2H8JgBWCh0IcDzZeWc1edkufbrpkGw2ycPVRQ92aaK/Xddc/t7cKAKA8VsiAFYKHQhwXNsP52ni4h1a8+sxSVJAHXcNv76F7u/cWO6u3CgCmBnjNwGwUuhAgGOz2WxavuuoJi7eoV9yzj1armlwXf3jpta6vnUoN4oAJsX4TQCsFDoQ4BxKy6xK2XhQb6b+/40iCc2CNObm1jxRBDAhxm8CYKXQgQDnUnC2RNOW79Gs1ftUXGqVxSLdFdtQTyW2Upifl9HlAaghjN8EwEqhAwHO6eDxQk1a+v9PFKnj4aohPZrpkW5N5e3hanB1AKob4zcBsFLoQIBzSztwQi/952elZ5yUJNX399KoPtG69aoIrg8EajHGbwJgpdCBAOdns9n01U9ZemXJTmWePCNJ6hBZT8/1baOOLCQN1EqM3wTASqEDAbXH2ZIyvb9qr6Yt36PC4jJJ0q1XRejZPtFqUM/b4OoAVCXGbwJgpdCBgNonJ/+sXlv6/wtJe7q56NHuTTWkZzPV8XAzujwAVYDxmwBYKXQgoPbalpmnCV/9rA37jkuSwv289GyfVrrtqgZyceH6QMCZMX4TACuFDgTUbjabTUu2ZWvi4h06dOL/rw98vm8bXc31gYDTYvwmAFYKHQgwh7MlZZq1ep/e+f5X+/WBt1/dQKP6RLN+IOCEGL8JgJVCBwLMJSf/rCYt3aVP0w5JOrd+4NDrmmtw1yh5ubN+IOAsGL8JgJVCBwLM6adDJ/XClz8r7cAJSVJkoLfG3NRGN8SEsX4g4AQYvwmAlUIHAszLZrNp0ZbDSlq8U9n5ZyVJXZoH6blbYtQq3Nfg6gD8HsZvAmCl0IEAnC4q1YwVe/Tuyr0qLrXK1cWiAZ0b68leLeVfx93o8gBcBOM3AbBS6EAAzjt4vFATF+/Qkm3ZkqSAOu565oZo9b8mUq4sGwM4FMZvAmCl0IEA/NaaX3P1wpfbtfvIKUlSTISfxt8ao2uaBBpcGYDzGL8JgJVCBwJwMSVlVv17/QG9kbpbBWdLJUm3dYjQ6D6tFe7PsjGA0Ri/CYCVQgcC8HuOnSrS68t2ad6PB2WznVs2ZtifWmhw1yh5uLkYXR5gWozfBMBKoQMBqIith/L0/KJt2pRxUpLUNLiunuvbRj1bhRpbGGBSjN8EwEqhAwGoKKvVps/SM5W0ZKdyTxVJknq3CdNzt7RRZGAdg6sDzIXxmwBYKXQgAJcr/2yJ3v7mF320dr9KrTZ5uLnosR7N9FjPZjxNBKghjN8EwEqhAwG4Ur8cKdD4L7drza/HJJ17mshzt8SoV+tQniYCVDPGbwJgpdCBAFSGzWbT4q3Zeuk/Pysr79zTRK5rFaLn+8aoSXBdg6sDai/Gb4nb0ADAIBaLRTe3r69vRvbQYz2byd3Vou93HVXimys1edkunSkuM7pEALUUARAADFbX003P3hitr0d0V7cWwSous+qf3/2q3m+uUOrPR4wuD0AtRAAEAAfRLMRHsx+6VjP+0lER/l46dOKMHpm9UYM/+lEZxwqNLg9ALUIABAAHYrFYdGPb+vrmqR76239PC3+7M0e93lyhKd/s1tkSTgsDqDwCIAA4oDoebvr7jdFaMry7ujQPUnGpVVO++UU3TFmp5btyjC4PgJMjAAKAA2se6qN/D+6kqfddrTA/Tx04VqhBH/6ox/6dpsMnzxhdHgAnRQAEAAdnsVh0S/sIfftUTz3cNUquLhYt2ZatXm+s0MyVe1RSZjW6RABOhnUAK4F1hAAYYUdWvsZ+vk1pB05IklqF+eql29vqmiaBBlcGOAfGbyeaAZw2bZqioqLk5eWl2NhYrVq16pLbrl69Wl26dFFQUJC8vb0VHR2tN99884LtFixYoDZt2sjT01Nt2rTRZ599Vp2HAABVonV9P81/NF6T7myvwLoe2nWkQHfNWKe/f7pFx08XG10eACfgFAEwJSVFI0aM0JgxY5Senq5u3bqpT58+ysjIuOj2devW1eOPP66VK1dqx44dGjt2rMaOHauZM2fat1m3bp369++vAQMGaMuWLRowYIDuvvtu/fDDDzV1WABwxVxcLLo7LlLfPdVD914bKUn6ZOMhXT95uT758aCsVk7uALg0pzgF3KlTJ3Xs2FHTp0+3t7Vu3Vr9+vVTUlJShfbx5z//WXXr1tWcOXMkSf3791d+fr6WLFli3+bGG29UQECAkpOTK7RPppABOIq0A8c15rNt2pldIEmKaxygl29vp1bhvgZXBjgexm8nmAEsLi5WWlqaEhMTy7UnJiZq7dq1FdpHenq61q5dqx49etjb1q1bd8E+b7jhht/dZ1FRkfLz88u9AMARxDYO1JfDumrMTa1Vx8NVGw+c0M1vr9IrS3bySDkAF3D4AJibm6uysjKFhYWVaw8LC1N2dvbvfrZhw4by9PRUXFychg4dqocfftj+XnZ29mXvMykpSf7+/vZXZGTkFRwRAFQPd1cXPdK9qb4Z2UOJbcJUarVpxoo96v3mCn3P2oEA/ofDB8DzLBZLuZ9tNtsFbb+1atUqbdy4UTNmzNCUKVMuOLV7ufscPXq08vLy7K+DBw9e5lEAQPWLqOetmQPjNHNArP2Rcg9++KOGfrxJR/LPGl0eAAfgZnQBfyQ4OFiurq4XzMzl5ORcMIP3W1FRUZKkdu3a6ciRIxo/frzuvfdeSVJ4ePhl79PT01Oenp5XchgAUOMSY8LVpXmw3kzdrQ/X7td/tmZp5e6j+vuNrXR/p8Zycfn9P6IB1F4OPwPo4eGh2NhYpaamlmtPTU1VQkJChfdjs9lUVFRk/zk+Pv6CfS5btuyy9gkAjq6up5vG3tJGix7voqsi66mgqFTjvtiuO2as1c5srmMGzMrhZwAlaeTIkRowYIDi4uIUHx+vmTNnKiMjQ0OGDJF07tRsZmamZs+eLUl655131KhRI0VHR0s6ty7g66+/rmHDhtn3OXz4cHXv3l2vvvqqbrvtNn3xxRf65ptvtHr16po/QACoZjER/lr4WIL+vf6AXlu6S+kZJ3XL26v1cLemGn59C3l7uBpdIoAa5BQBsH///jp27JgmTJigrKwstW3bVosXL1bjxo0lSVlZWeXWBLRarRo9erT27dsnNzc3NWvWTK+88ooeffRR+zYJCQmaN2+exo4dq3HjxqlZs2ZKSUlRp06davz4AKAmuLpY9EBCE90QE67nF23T0u1HNGPFHi3emqWX+rVV95YhRpcIoIY4xTqAjop1hAA4s2Xbs/X8ou3Kyjt3Y8jtVzfQ2JtbK8iHa51RuzF+O8E1gACA6pEYE67UkT00KKGJLBbps/RM9XpjhRakHRJzA0DtRgAEABPz8XTT+Ftj9Nnfuig63FcnCkv01PwtGvjBBmUcKzS6PADVhAAIAFCHyHr6clhXPXtjtDzdXLTql1wlTlmhd1fsUWmZ1ejyAFQxAiAAQNK5J4k81rOZlj3ZXV2aB+lsiVVJS3aq37Q12paZZ3R5AKoQARAAUE7joLr69+BOeu3O9vL3dte2zHzd9s4aJS3ZobMlPFcYqA0IgACAC1gsFt0VF6lvRvbQLe3rq8xq07sr9uqGKSu1dk+u0eUBqCQCIADgkkJ8PTX1vo56b2Ccwv28dOBYoe577weNXviT8s6UGF0egCtEAAQA/KHebcKUOrK7/tK5kSQpecNBJb65Qqk/HzG4MgBXggAIAKgQXy93vdSvnVL+2llRwXV1JL9Ij8zeqMfnblLuqaI/3gEAh0EABABclk5Ng7RkeDcN6dFMri4WffVTlnq/sUJfbM5kAWnASRAAAQCXzcvdVaP6ROuLoV3Uur6fThSWaPi8zXr4XxuV/d9HywFwXARAAMAVa9vAX4se76KnereUh6uLvt2Zo95vrNC8DRnMBgIOjAAIAKgUd1cXDbu+hb56oquuiqyngqJSjVq4VQNmbdDB4zxODnBEBEAAQJVoGearhY8laOzNreXl7qLVv+bqxikrNWf9AVmtzAYCjoQACACoMq4uFj3cramWDO+ua5sE6nRxmcZ9vk33vb9eGceYDQQcBQEQAFDlooLrat5fO2t83zbydnfV+r3HdcOUlfpwzT5mAwEHQAAEAFQLFxeLBnWJ0tIR3RXfNEhnSsr0wpc/65731uvAsdNGlweYGgEQAFCtGgXV0ccPd9KL/dqqjoerNuw7rhunrNJHzAYChiEAAgCqnYuLRQM6Ny43Gzie2UDAMARAAECNiQz872zgbTHlZgPnrNvPbCBQgwiAAIAa5eJi0YD4Jlo6ors6Nw3UmZIyjftiu/4y6wfWDQRqCAEQAGCIyMA6mvvwuTuFvdxdtHbPMd04ZaWSeYoIUO0IgAAAw5y/U3jJ8O6KbRyg08VlGr1wqwZ9+CPPFAaqEQEQAGC4qOC6+uTReI25qbU83Fy0YvdRJb65Qp+nZzIbCFQDAiAAwCG4ulj0SPem+s+wrmrf0F/5Z0s1ImWz/vbxJh07VWR0eUCtQgAEADiUFmG+WvBYgkb2bik3F4uWbMvWDVNWatn2bKNLA2oNAiAAwOG4u7roietb6POhXdQqzFe5p4r11zlpemb+FhWcLTG6PMDpEQABAA6rbQN/LRrWRY/2aCqLRZqfdkg3TlmldXuOGV0a4NQIgAAAh+bp5qrRfVor5a/xigz0VubJM7r3vfV68aufdbakzOjyAKdEAAQAOIVrowK1ZHh33XttpCRp1up9unXqam0/nGdwZYDzIQACAJyGj6ebkv7cXh8MilOwj6d2Hzmlfu+s0bTlv6qMR8kBFUYABAA4nT9Fh2npiG5KbBOmkjKbJn29S/3fXcej5IAKIgACAJxSkI+n3h0Qq9fubC8fTzdtPHBCfd5apfkbD7J4NPAHCIAAAKdlsVh0V1yklgzvpmuaBOhUUame+fQnPfbvTTpxutjo8gCHRQAEADi9yMA6mvfXeD1zQyu5uVj09fZzi0ev3H3U6NIAh0QABADUCq4uFg29rrk+H9pFzULqKqegSAM/2KAXvtzOcjHAbxAAAQC1StsG/vpqWDcNjG8sSfpwzX7dNnWNdmbnG1wZ4DgIgACAWsfbw1UTbmurDwddo2AfD+06UqBbp67RrNX7ZGW5GIAACACova6LDtXXI7rrT9GhKi616sWvftagj35UTsFZo0sDDEUABADUasE+npr1QJxevC1Gnm4uWrn7qPpMWaXvdh4xujTAMARAAECtZ7FYNCC+ib4a1lWt6/vp2OliPfTRRj33xTZuEIEpEQABAKbRIsxXnw9N0OCuUZKk2esO6Lapa7Qru8DgyoCa5TQBcNq0aYqKipKXl5diY2O1atWqS267cOFC9e7dWyEhIfLz81N8fLyWLl16wXZTpkxRq1at5O3trcjISD355JM6e5brQgCgNvN0c9W4W9roXw9dq2Afz//eILJac9bt5wkiMA2nCIApKSkaMWKExowZo/T0dHXr1k19+vRRRkbGRbdfuXKlevfurcWLFystLU3XXXed+vbtq/T0dPs2H3/8sUaNGqXnn39eO3bs0KxZs5SSkqLRo0fX1GEBAAzUo2WIvh7RTT1bhaio1KpxX2zXX+ek8QQRmILF5gR/7nTq1EkdO3bU9OnT7W2tW7dWv379lJSUVKF9xMTEqH///nruueckSY8//rh27Nihb7/91r7NU089pQ0bNvzu7OL/ys/Pl7+/v/Ly8uTn53cZRwQAcBQ2m00frtmvV5bsVHGZVeF+XnqzfwfFNwsyujRUE8ZvJ5gBLC4uVlpamhITE8u1JyYmau3atRXah9VqVUFBgQIDA+1tXbt2VVpamjZs2CBJ2rt3rxYvXqybb775kvspKipSfn5+uRcAwLlZLBY91DVKnw1NUNOQusrOP6v73l+vN5btUmmZ1ejygGrh8AEwNzdXZWVlCgsLK9ceFham7OzsCu1j8uTJOn36tO6++2572z333KMXX3xRXbt2lbu7u5o1a6brrrtOo0aNuuR+kpKS5O/vb39FRkZe2UEBABxOTIS/vhrWVXfHNZTNJr393a+6Z+Z6ZZ48Y3RpQJVz+AB4nsViKfezzWa7oO1ikpOTNX78eKWkpCg0NNTevnz5cr388suaNm2aNm3apIULF+qrr77Siy++eMl9jR49Wnl5efbXwYMHr/yAAAAOp46HmybdeZXevvdq+Xq6aeOBE+ozZaW+3laxCQfAWbgZXcAfCQ4Olqur6wWzfTk5ORfMCv5WSkqKBg8erPnz56tXr17l3hs3bpwGDBighx9+WJLUrl07nT59Wn/96181ZswYubhcmI09PT3l6elZySMCADi6W6+KUIeG9TRsXrq2HDypIf9O08D4xvrHTa3l5e5qdHlApTn8DKCHh4diY2OVmpparj01NVUJCQmX/FxycrIGDRqkuXPnXvS6vsLCwgtCnqurq2w2G8sAAADUKKiO5j8ar0e7N5V0bs3A26et1Z6jpwyuDKg8hw+AkjRy5Ei9//77+uCDD7Rjxw49+eSTysjI0JAhQySdOzU7cOBA+/bJyckaOHCgJk+erM6dOys7O1vZ2dnKy8uzb9O3b19Nnz5d8+bN0759+5Samqpx48bp1ltvlasrf90BACQPNxeNvqm1PnrwGgXV9dCOrHz1/edqLdx0yOjSgEpximVgpHMLQU+aNElZWVlq27at3nzzTXXv3l2SNGjQIO3fv1/Lly+XJPXs2VMrVqy4YB8PPPCAPvroI0lSaWmpXn75Zc2ZM0eZmZkKCQlR37599fLLL6tevXoVqonbyAHAPHLyz2r4vM1at/eYJOnO2IaacFuM6ng4/NVU+A3GbycKgI6IDgQA5lJmtWnqd7/qrW93y2qTmof66J37OqpVuK/RpeEyMH7X0ClgHq8GAKgNXF0sGt6rhT5+uLNCfT31a84p3fbOan3y40GuH4dTqbYAaLVa9eKLL6pBgwby8fHR3r17JZ27+3bWrFnV9WsBAKh28c2CtGR4N3VvGaKzJVb9fcFPeuqTLTpdVGp0aUCFVFsAfOmll/TRRx9p0qRJ8vDwsLe3a9dO77//fnX9WgAAakSQj6c+GnSNnrmhlVws0sL0TN06dbV2ZRcYXRrwh6otAM6ePVszZ87U/fffX+6u2vbt22vnzp3V9WsBAKgxLi4WDb2uuZIf6awwP0/tOXpat72zWp+mcZcwHFu1BcDMzEw1b978gnar1aqSkpLq+rUAANS4Tk2DtPiJburWIlhnS6x6ev4WPTN/i84UlxldGnBR1RYAY2JitGrVqgva58+fr6uvvrq6fi0AAIYI8vHUvx68Vk/1bikXizQ/7ZD6vbOGhaPhkKp88aKHHnpIb731lp5//nkNGDBAmZmZslqtWrhwoXbt2qXZs2frq6++qupfCwCA4VxcLBp2fQvFNg7QE/M2a9eRAt36z9V69c72uqV9hNHlAXZVvg6gq6ursrKyFBoaqqVLl2rixIlKS0uT1WpVx44d9dxzzykxMbEqf6VhWEcIAHApOflnNSw5XT/sOy5JGpTQRP+4qbU83JziIVy1GuN3NQRAFxcXZWdnKzQ0tCp365DoQACA31NaZtUbqbs1bfkeSdJVkfU07f6OalDP2+DKzI3xu5quAbRYLNWxWwAAnIqbq4v+fmO0Zj0QJ39vd205eFK3vL1KK3YfNbo0mFy1zAD6+/v/YQg8fvx4Vf5aQ/AXBACgog4eL9TfPt6krZl5slikEde31LA/NZeLC5MmNY3xuxpuApGkF154Qf7+/tWxawAAnFJkYB3NHxKvCV/9rLk/ZOjNb3ZrU8YJTenfQQF1Pf54B0AV4hrASuAvCADAlViQdkhjPt+qsyVWNajnrRl/iVW7hkyc1BTG72q4BpDr/wAA+H13xDbUwse6qHFQHWWePKM7ZqzVvA0ZRpcFE6nyAFjFE4oAANRKbSL8tOjxrurVOlTFpVaNWrhVz376k86W8PQQVL8qD4BWq9UUp38BAKgsf293zRwQp2duaCWLRUrZeFB3v7tOmSfPGF0aajlWowQAwEAuLhYNva65/vXgtapXx10/HcrTLW+v0upfco0uDbUYARAAAAfQvWWIvny8q9o18NeJwhIN/OAHvbtiD5dWoVoQAAEAcBDnl4q5K7ahrDYpaclOPT43XaeLSo0uDbUMARAAAAfi5e6qSXe214v92srd1aL/bM3S7dPWaF/uaaNLQy1CAAQAwMFYLBYN6NxY8/7aWaG+ntp95JRunbpa3+/KMbo01BIEQAAAHFRs40B9NayrYhsHqOBsqR766EdN/e4XrgtEpREAAQBwYKF+Xkp+pLPu79RINpv0+rLd+tvHm7guEJVCAAQAwMF5uLno5dvb6ZU/t5O7q0VLtmXrz9PW6sAxrgvElSEAAgDgJO65tpHm/TVeob6e2nWkQLdOXaOVu48aXRacEAEQAAAnEts4QF8O66oOkfWUd6ZEgz7coPdX7eW6QFwWAiAAAE4mzM9L8/7a2b5e4Ev/2aGnPtnCc4RRYQRAAACc0Pn1Asf3bSNXF4sWpmeq/8z1OpJ/1ujS4AQIgAAAOCmLxaJBXaI056FzzxHecvCk+v5ztTYfPGl0aXBwBEAAAJxcQvNgfTG0i1qG+SinoEh3v7tOn6dnGl0WHBgBEACAWqBxUF0t/FsX9WodpuJSq0akbNYrS3aqzMrNIbgQARAAgFrCx9NNMwfE6m89m0mSZqzYo7/O3qiCsyUGVwZHQwAEAKAWcXGx6O83RuutezrIw81F3+7M0Z3T1+ng8UKjS4MDIQACAFAL3dahgT55NF4h/100+rZ31mjDvuNGlwUHQQAEAKCW6hBZT4se76K2Dfx0/HSx7n9/veZvPGh0WXAABEAAAGqx+v7e+uTReN3ULlwlZTY98+lPSlqyQ1ZuDjE1AiAAALVcHQ83Tb23o4b9qbkk6d0Ve/Xov9NUWFxqcGUwCgEQAAATcHGx6KnEVvabQ1J/PqK7ZqxTVt4Zo0uDAQiAAACYyG0dGij5kc4Kquuh7YfzddvUNdp6KM/oslDDCIAAAJhMbOMAff6bJ4cs3Z5tdFmoQQRAAABMKDKwjhY8lqDuLUN0pqRMQ/6dpvdW7pXNxs0hZuA0AXDatGmKioqSl5eXYmNjtWrVqktuu3DhQvXu3VshISHy8/NTfHy8li5desF2J0+e1NChQ1W/fn15eXmpdevWWrx4cXUeBgAADsPXy10fPBCnv3RuJJtNennxDo35fJtKy6xGl4Zq5hQBMCUlRSNGjNCYMWOUnp6ubt26qU+fPsrIyLjo9itXrlTv3r21ePFipaWl6brrrlPfvn2Vnp5u36a4uFi9e/fW/v379emnn2rXrl1677331KBBg5o6LAAADOfm6qIXb2urcbe0kcUizf0hQw9+9KPyeXxcrWaxOcFcb6dOndSxY0dNnz7d3ta6dWv169dPSUlJFdpHTEyM+vfvr+eee06SNGPGDL322mvauXOn3N3dr6iu/Px8+fv7Ky8vT35+fle0DwAAHEXqz0f0RHK6zpSUKTrcVx8MukYR9byNLqvKMX47wQxgcXGx0tLSlJiYWK49MTFRa9eurdA+rFarCgoKFBgYaG9btGiR4uPjNXToUIWFhalt27aaOHGiysrKqrR+AACcRe82YfbHx+3MLlC/d9ZoWyZ3CNdGDh8Ac3NzVVZWprCwsHLtYWFhys6u2B1LkydP1unTp3X33Xfb2/bu3atPP/1UZWVlWrx4scaOHavJkyfr5ZdfvuR+ioqKlJ+fX+4FAEBt0q6h/wV3CH+/M8foslDFHD4AnmexWMr9bLPZLmi7mOTkZI0fP14pKSkKDQ21t1utVoWGhmrmzJmKjY3VPffcozFjxpQ7zfxbSUlJ8vf3t78iIyOv/IAAAHBQDep569PHEtSleZAKi8v08OyN+viHA0aXhSrk8AEwODhYrq6uF8z25eTkXDAr+FspKSkaPHiwPvnkE/Xq1avce/Xr11fLli3l6upqb2vdurWys7NVXFx80f2NHj1aeXl59tfBgzxQGwBQO/l5uevDQdfqztiGKrPaNOazbZr09U6eIVxLOHwA9PDwUGxsrFJTU8u1p6amKiEh4ZKfS05O1qBBgzR37lzdfPPNF7zfpUsX/frrr7Ja//9W9927d6t+/fry8PC46D49PT3l5+dX7gUAQG3l4eai1+5sryd7tZQkTVu+R09+sllFpVwv7+wcPgBK0siRI/X+++/rgw8+0I4dO/Tkk08qIyNDQ4YMkXRuZm7gwIH27ZOTkzVw4EBNnjxZnTt3VnZ2trKzs5WX9/8Xsj722GM6duyYhg8frt27d+s///mPJk6cqKFDh9b48QEA4KgsFouG92qh1++6Sm4uFn2x+bAGffCj8s6wTIwzc4oA2L9/f02ZMkUTJkxQhw4dtHLlSi1evFiNGzeWJGVlZZVbE/Ddd99VaWmpfZHn86/hw4fbt4mMjNSyZcv0448/qn379nriiSc0fPhwjRo1qsaPDwAAR3dnbEN9+OA18vF007q9x3TXjLU6fPKM0WXhCjnFOoCOinWEAABm8/PhfD340QYdyS9SuJ+XPnroGkWHO9cYyPjtJDOAAADAMbSJ8NPCv3VRi1AfZeef1V3T12ntnlyjy8JlIgACAIDL0qCetz4dkqBrmwSqoKhUgz74UV/9dNjosnAZCIAAAOCy+ddx1+zB1+qmduEqLrNqWHK6Pli9z+iyUEEEQAAAcEW83F31z3s7amB8Y9ls0oSvftYrS3aK2wscHwEQAABcMVcXi164NUbP3NBKkjRjxR49Pf8nlZRZ/+CTMBIBEAAAVIrFYtHQ65pr0p3t5epi0YJNh/TX2RtVWFxqdGm4BAIgAACoEnfHRWrmgFh5ubvo+11Hdf/7P+hk4cUfrwpjEQABAECVub51mD5+uJP8vd2VnnFSd81Yp6w8Fox2NARAAABQpWIbB2r+kHiF+3npl5xTumPaWv2ac8rosvA/CIAAAKDKtQzz1YK/JahpSF0dzjuru2as1eaDJ40uC/9FAAQAANXi/ILRVzX014nCEt333nqt/oWnhjgCAiAAAKg2gXU99PEjndW1ebAKi8v00Ec/avHWLKPLMj0CIAAAqFY+nm6aNSjO/tSQoXM36eMfDhhdlqkRAAEAQLXzdDv31JD7OjWSzSaN+Wyb/vntLzw1xCAEQAAAUCNcXSx6uV9bDftTc0nS5NTdeuHLn1VmJQTWNAIgAACoMRaLRU8lttLzfdtIkj5au19PJKfrbEmZwZWZCwEQAADUuAe7ROnte6+Wu6tF/9mapQGzftDx0zw1pKYQAAEAgCFuvSpC/3roWvl6uenH/Sd0+7Q12n2kwOiyTIEACAAADJPQLFgLHktQwwBvHThWqH7vrNGCtEPcHFLNCIAAAMBQLcN8tejxrkpoFqTC4jI9NX+Lbp26hkWjqxEBEAAAGC6wrofmDO6kp3q3lLurRVsz8/SXWT/omflbjC6tViIAAgAAh+DqYtGw61vo6xHd7W0xEX4GVlR7uRldAAAAwP9qFuKj/a/cbHQZtRozgAAAACZDAAQAADAZAiAAAIDJEAABAABMhgAIAABgMgRAAAAAkyEAAgAAmAwBEAAAwGQIgAAAACZDAAQAADAZAiAAAIDJEAABAABMhgAIAABgMgRAAAAAkyEAAgAAmAwBEAAAwGQIgAAAACZDAAQAADAZAiAAAIDJOE0AnDZtmqKiouTl5aXY2FitWrXqktsuXLhQvXv3VkhIiPz8/BQfH6+lS5decvt58+bJYrGoX79+1VA5AACAY3GKAJiSkqIRI0ZozJgxSk9PV7du3dSnTx9lZGRcdPuVK1eqd+/eWrx4sdLS0nTdddepb9++Sk9Pv2DbAwcO6Omnn1a3bt2q+zAAAAAcgsVms9mMLuKPdOrUSR07dtT06dPtba1bt1a/fv2UlJRUoX3ExMSof//+eu655+xtZWVl6tGjhx588EGtWrVKJ0+e1Oeff17huvLz8+Xv76+8vDz5+flV+HMAAMA4jN9OMANYXFystLQ0JSYmlmtPTEzU2rVrK7QPq9WqgoICBQYGlmufMGGCQkJCNHjw4CqrFwAAwNG5GV3AH8nNzVVZWZnCwsLKtYeFhSk7O7tC+5g8ebJOnz6tu+++2962Zs0azZo1S5s3b65wLUVFRSoqKrL/nJ+fX+HPAgAAOAqHnwE8z2KxlPvZZrNd0HYxycnJGj9+vFJSUhQaGipJKigo0F/+8he99957Cg4OrnANSUlJ8vf3t78iIyMv7yAAAAAcgMPPAAYHB8vV1fWC2b6cnJwLZgV/KyUlRYMHD9b8+fPVq1cve/uePXu0f/9+9e3b195mtVolSW5ubtq1a5eaNWt2wf5Gjx6tkSNH2n/Oz88nBAIAAKfj8AHQw8NDsbGxSk1N1e23325vT01N1W233XbJzyUnJ+uhhx5ScnKybr755nLvRUdHa+vWreXaxo4dq4KCAr311luXDHWenp7y9PSsxNEAAAAYz+EDoCSNHDlSAwYMUFxcnOLj4zVz5kxlZGRoyJAhks7NzGVmZmr27NmSzoW/gQMH6q233lLnzp3ts4fe3t7y9/eXl5eX2rZtW+531KtXT5IuaAcAAKhtnCIA9u/fX8eOHdOECROUlZWltm3bavHixWrcuLEkKSsrq9yagO+++65KS0s1dOhQDR061N7+wAMP6KOPPqrp8gEAAByKU6wD6KhYRwgAAOfD+O1EdwEDAACgahAAAQAATIYACAAAYDIEQAAAAJMhAAIAAJgMARAAAMBkCIAAAAAmQwAEAAAwGQIgAACAyRAAAQAATIYACAAAYDIEQAAAAJMhAAIAAJgMARAAAMBkCIAAAAAmQwAEAAAwGQIgAACAyRAAAQAATIYACAAAYDIEQAAAAJMhAAIAAJgMARAAAMBkCIAAAAAmQwAEAAAwGQIgAACAyRAAAQAATIYACAAAYDIEQAAAAJMhAAIAAJgMARAAAMBkCIAAAAAmQwAEAAAwGQIgAACAyRAAAQAATIYACAAAYDIEQAAAAJMhAAIAAJgMARAAAMBkCIAAAAAmQwAEAAAwGQIgAACAyRAAAQAATMZpAuC0adMUFRUlLy8vxcbGatWqVZfcduHCherdu7dCQkLk5+en+Ph4LV26tNw27733nrp166aAgAAFBASoV69e2rBhQ3UfBgAAgOGcIgCmpKRoxIgRGjNmjNLT09WtWzf16dNHGRkZF91+5cqV6t27txYvXqy0tDRdd9116tu3r9LT0+3bLF++XPfee6++//57rVu3To0aNVJiYqIyMzNr6rAAAAAMYbHZbDaji/gjnTp1UseOHTV9+nR7W+vWrdWvXz8lJSVVaB8xMTHq37+/nnvuuYu+X1ZWpoCAAE2dOlUDBw6s0D7z8/Pl7++vvLw8+fn5VegzAADAWIzfTjADWFxcrLS0NCUmJpZrT0xM1Nq1ayu0D6vVqoKCAgUGBl5ym8LCQpWUlPzuNkVFRcrPzy/3AgAAcDYOHwBzc3NVVlamsLCwcu1hYWHKzs6u0D4mT56s06dP6+67777kNqNGjVKDBg3Uq1evS26TlJQkf39/+ysyMrJiBwEAAOBAHD4AnmexWMr9bLPZLmi7mOTkZI0fP14pKSkKDQ296DaTJk1ScnKyFi5cKC8vr0vua/To0crLy7O/Dh48eHkHAQAA4ADcjC7gjwQHB8vV1fWC2b6cnJwLZgV/KyUlRYMHD9b8+fMvObP3+uuva+LEifrmm2/Uvn37392fp6enPD09L+8AAAAAHIzDzwB6eHgoNjZWqamp5dpTU1OVkJBwyc8lJydr0KBBmjt3rm6++eaLbvPaa6/pxRdf1Ndff624uLgqrRsAAMBROfwMoCSNHDlSAwYMUFxcnOLj4zVz5kxlZGRoyJAhks6dms3MzNTs2bMlnQt/AwcO1FtvvaXOnTvbZw+9vb3l7+8v6dxp33Hjxmnu3Llq0qSJfRsfHx/5+PgYcJQAAAA1w+FnACWpf//+mjJliiZMmKAOHTpo5cqVWrx4sRo3bixJysrKKrcm4LvvvqvS0lINHTpU9evXt7+GDx9u32batGkqLi7WnXfeWW6b119/vcaPDwAAoCY5xTqAjop1hAAAcD6M304yAwgAAICqQwAEAAAwGQIgAACAyRAAAQAATIYACAAAYDIEQAAAAJMhAAIAAJgMARAAAMBkCIAAAAAmQwAEAAAwGQIgAACAybgZXYAzO/8Y5fz8fIMrAQAAFXV+3D4/jpsRAbASCgoKJEmRkZEGVwIAAC5XQUGB/P39jS7DEBabmeNvJVmtVh0+fFi+vr6yWCxXvJ/8/HxFRkbq4MGD8vPzq8IKzY3vtXrwvVYPvtfqwfdaPZz9e7XZbCooKFBERIRcXMx5NRwzgJXg4uKihg0bVtn+/Pz8nPJfJEfH91o9+F6rB99r9eB7rR7O/L2adebvPHPGXgAAABMjAAIAAJgMAdABeHp66vnnn5enp6fRpdQqfK/Vg++1evC9Vg++1+rB9+r8uAkEAADAZJgBBAAAMBkCIAAAgMkQAAEAAEyGAAgAAGAyBEAHMG3aNEVFRcnLy0uxsbFatWqV0SU5taSkJF1zzTXy9fVVaGio+vXrp127dhldVq2SlJQki8WiESNGGF1KrZCZmam//OUvCgoKUp06ddShQwelpaUZXZZTKy0t1dixYxUVFSVvb281bdpUEyZMkNVqNbo0p7Jy5Ur17dtXERERslgs+vzzz8u9b7PZNH78eEVERMjb21s9e/bU9u3bjSkWl4UAaLCUlBSNGDFCY8aMUXp6urp166Y+ffooIyPD6NKc1ooVKzR06FCtX79eqampKi0tVWJiok6fPm10abXCjz/+qJkzZ6p9+/ZGl1IrnDhxQl26dJG7u7uWLFmin3/+WZMnT1a9evWMLs2pvfrqq5oxY4amTp2qHTt2aNKkSXrttdf0z3/+0+jSnMrp06d11VVXaerUqRd9f9KkSXrjjTc0depU/fjjjwoPD1fv3r1VUFBQw5XicrEMjME6deqkjh07avr06fa21q1bq1+/fkpKSjKwstrj6NGjCg0N1YoVK9S9e3ejy3Fqp06dUseOHTVt2jS99NJL6tChg6ZMmWJ0WU5t1KhRWrNmDTP/VeyWW25RWFiYZs2aZW+74447VKdOHc2ZM8fAypyXxWLRZ599pn79+kk6N/sXERGhESNG6Nlnn5UkFRUVKSwsTK+++qoeffRRA6vFH2EG0EDFxcVKS0tTYmJiufbExEStXbvWoKpqn7y8PElSYGCgwZU4v6FDh+rmm29Wr169jC6l1li0aJHi4uJ01113KTQ0VFdffbXee+89o8tyel27dtW3336r3bt3S5K2bNmi1atX66abbjK4stpj3759ys7OLjeGeXp6qkePHoxhTsDN6ALMLDc3V2VlZQoLCyvXHhYWpuzsbIOqql1sNptGjhyprl27qm3btkaX49TmzZunTZs26ccffzS6lFpl7969mj59ukaOHKl//OMf2rBhg5544gl5enpq4MCBRpfntJ599lnl5eUpOjparq6uKisr08svv6x7773X6NJqjfPj1MXGsAMHDhhREi4DAdABWCyWcj/bbLYL2nBlHn/8cf30009avXq10aU4tYMHD2r48OFatmyZvLy8jC6nVrFarYqLi9PEiRMlSVdffbW2b9+u6dOnEwArISUlRf/+9781d+5cxcTEaPPmzRoxYoQiIiL0wAMPGF1ercIY5pwIgAYKDg6Wq6vrBbN9OTk5F/xFhcs3bNgwLVq0SCtXrlTDhg2NLseppaWlKScnR7Gxsfa2srIyrVy5UlOnTlVRUZFcXV0NrNB51a9fX23atCnX1rp1ay1YsMCgimqHZ555RqNGjdI999wjSWrXrp0OHDigpKQkAmAVCQ8Pl3RuJrB+/fr2dsYw58A1gAby8PBQbGysUlNTy7WnpqYqISHBoKqcn81m0+OPP66FCxfqu+++U1RUlNElOb3rr79eW7du1ebNm+2vuLg43X///dq8eTPhrxK6dOlywTJFu3fvVuPGjQ2qqHYoLCyUi0v5Ic7V1ZVlYKpQVFSUwsPDy41hxcXFWrFiBWOYE2AG0GAjR47UgAEDFBcXp/j4eM2cOVMZGRkaMmSI0aU5raFDh2ru3Ln64osv5Ovra59h9ff3l7e3t8HVOSdfX98LrqGsW7eugoKCuLaykp588kklJCRo4sSJuvvuu7VhwwbNnDlTM2fONLo0p9a3b1+9/PLLatSokWJiYpSenq433nhDDz30kNGlOZVTp07p119/tf+8b98+bd68WYGBgWrUqJFGjBihiRMnqkWLFmrRooUmTpyoOnXq6L777jOwalSIDYZ75513bI0bN7Z5eHjYOnbsaFuxYoXRJTk1SRd9ffjhh0aXVqv06NHDNnz4cKPLqBW+/PJLW9u2bW2enp626Oho28yZM40uyenl5+fbhg8fbmvUqJHNy8vL1rRpU9uYMWNsRUVFRpfmVL7//vuL/vf0gQcesNlsNpvVarU9//zztvDwcJunp6ete/futq1btxpbNCqEdQABAABMhmsAAQAATIYACAAAYDIEQAAAAJMhAAIAAJgMARAAAMBkCIAAAAAmQwAEAAAwGQIgAACAyRAAAQAATIYACAAAYDIEQAD4r9mzZysoKEhFRUXl2u+44w4NHDjQoKoAoOoRAAHgv+666y6VlZVp0aJF9rbc3Fx99dVXevDBBw2sDACqFgEQAP7L29tb9913nz788EN728cff6yGDRuqZ8+exhUGAFWMAAgA/+ORRx7RsmXLlJmZKUn68MMPNWjQIFksFoMrA4CqY7HZbDajiwAARxIbG6s777xTN9xwg6655hrt379fkZGRRpcFAFXGzegCAMDRPPzww3rzzTeVmZmpXr16Ef4A1DrMAALAb+Tn56t+/foqLS3V7Nmz1b9/f6NLAoAqxTWAAPAbfn5+uuOOO+Tj46N+/foZXQ4AVDkCIABcRFZWlu6//355enoaXQoAVDlOAQPA/zh+/LiWLVum+++/Xz///LNatWpldEkAUOW4CQQA/kfHjh114sQJvfrqq4Q/ALUWM4AAAAAmwzWAAAAAJkMABAAAMBkCIAAAgMlwEwgAAE7MarXq8OHD8vX1NeUzq202mwoKChQRESEXF+a1KooACACAEzt8+DCPK5R08OBBNWzY0OgynAYBEAAAJ+br6ytJWrFihXx8fAyupuadOnVKPXr0sH8PqBgCIAAATuz8aV8fHx9TBsDzzHj6uzI4WQ4AAGAyBEAAAACTIQACAACYDAEQAADAZAiAAAAAJkMABAAAMBmWgakFbDabSkpKVFZWJldXV7m7u3M7PAAAuCQCoBMrKSnRkSNHlJmZqTNnztjbvb291aBBA4WFhcnd3d3ACgEAgCPiFLAT6Nmzp0aMGFGu7fjx41q/fr327NkjHx8ftWnTRu3bt1ebNm3k4+OjPXv2aP369Tp+/LgxRQOAg5k2bZqioqLk5eWl2NhYrVq16ne3X7FihWJjY+Xl5aWmTZtqxowZF2yzYMECtWnTRp6enmrTpo0+++yz6iq/yo0aNUqtWrVSq1atFBMTo+uvv16vvvqqCgsLjS4NNYAA6ISOHz+urVu3yt/fX507d1ZMTIxCQ0MVGBio0NBQxcTEqHPnzvL399fWrVsJgQBMLyUlRSNGjNCYMWOUnp6ubt26qU+fPsrIyLjo9vv27dNNN92kbt26KT09Xf/4xz/0xBNPaMGCBfZt1q1bp/79+2vAgAHasmWLBgwYoLvvvls//PBDTR1WpXXr1k2rV6/WN998oxEjRmju3Ll69dVXjS4LNcBis9lsRheBSxs0aJD+9a9/lWtLSUlRdHS02rZtKxeXS2d4q9Wqbdu26cSJEwoICPjdbQHAmbVt2/Z33+/UqZM6duyo6dOn29tat26tfv36KSkp6YLtn332WS1atEg7duywtw0ZMkRbtmzRunXrJEn9+/dXfn6+lixZYt/mxhtvVEBAgJKTkyt7SBWWn58vf39/paWlXdaj4EaNGqX8/HxNmzbN3jZ27FgtX75czzzzjP71r39p3759qlOnjjp37qx//OMfCgoKkiQtXLhQEydO1MaNG+2f/eabbzR06FDt2rVLkrRz5069/PLL2rZtmywWi5o0aaIXXnhB7dq1kyRt2rRJkydP1tatWxUQEKDevXtr5MiRqlOnzmUd/6lTpxQbG6u8vDz5+fld1mfNjETg4N566y3Fx8frkUceUVZWltLS0hQcHKxWrVr9YaBzcXFRq1atZLPZVFRUVEMVA4BjKS4uVlpamhITE8u1JyYmau3atRf9zLp16y7Y/oYbbtDGjRtVUlLyu9tcap/OwMvLSyUlJSopKdHw4cO1aNEivfPOOzp06JBGjRp1Wft6+umnFR4erk8//VQLFy7UI488Yr8ufdeuXRo8eLB69+6tRYsW6c0331RaWppefPHF6jgsXAQB0MH5+/vLw8NDderUUVhYmEpKShQWFiZPT88Kfd7T01MhISE6e/asmOwFYEa5ubkqKytTWFhYufawsDBlZ2df9DPZ2dkX3b60tFS5ubm/u82l9unofvrpJ3355ZeKj4/XnXfeqR49eigyMlIdOnTQmDFjtHLlSp0+fbrC+zt8+LASEhLUrFkzNWnSRH369FF0dLQkadasWerbt68GDRqkJk2aqGPHjhozZow+//xzJixqCHcBO5GSkhKdOXNGUVFRl/W5kJAQHT16VDabjeVhAJjWb//790f/TbzY9r9tv9x9Oprly5fr6quvVmlpqUpLS3X99ddr3Lhx+vnnn/XPf/5TO3fu1MmTJ+3HnpWVpebNm1do3w8++KDGjh2rL774QgkJCbrxxhvVqFEjSdL27dt14MABffnll/btbTabrFarDh06pGbNmlX9waIcAqATKSsrkyS5uV3e/23nt2cGEIAZBQcHy9XV9YKZuZycnAtm8M4LDw+/6PZubm726+Autc2l9umIOnXqpPHjx8vNzU2hoaFyd3dXYWGhHnroIXXp0kWvvfaaAgIClJWVpcGDB9tPf7u4uFwwppx/77xhw4bplltu0YoVK7Ry5Uq9/fbbevPNN9W7d29ZrVbdc889GjBgwAU11a9fv/oOGHacAnYCHh4e9kWeJam0tPSyPn9+e2f6qxQAqoqHh4diY2OVmpparj01NVUJCQkX/Ux8fPwF2y9btkxxcXH269gutc2l9umIvL291bhxYzVo0MB+XHv37tWJEyf09NNPKy4uTs2aNdOxY8fKfS4gIECnT58ut2TMzp07L9h/VFSUBg0apA8++ECJiYn2u6jbtGmjX375RY0bN77g5eHhUY1HjPMIgE6gSZMm+uGHH5SZmamioiIdOXLksj5/9OhRubq6EgABmNbIkSP1/vvv64MPPtCOHTv05JNPKiMjQ0OGDJEkjR49WgMHDrRvP2TIEB04cEAjR47Ujh079MEHH2jWrFl6+umn7dsMHz5cy5Yt06uvvqqdO3fq1VdftS+n4swiIiLk7u6uOXPm6ODBg/r222/L3SksSVdddZW8vb31xhtv2E/lLly40P7+2bNnNWHCBPvYlZaWpq1bt9pP7T7yyCPavHmzXnjhBe3YsUP79+/Xt99+y00gNYhTwE7g6aef1gMPPKCYmBidOXNGycnJatmyZYVuBCkqKlJubq6aNWumhg0b1kC1AOB4+vfvr2PHjmnChAnKyspS27ZttXjxYjVu3FjSuWvb/ndNwKioKC1evFhPPvmk3nnnHUVEROjtt9/WHXfcYd8mISFB8+bN09ixYzVu3Dg1a9ZMKSkp6tSpU40fX1UKDAzUK6+8ojfeeENz5sxRTEyMnn32WT322GP2berVq6fXXntNkyZN0ieffKKEhAQNGzZM48aNk3TuFPHJkyf17LPPKjc3VwEBAUpMTNQTTzwhSYqOjtacOXM0ZcoU3XfffZKkyMhI3XTTTTV/wCbFOoBOpqSkROvXr5e/v3+F1wHMy8tT586deSwcANRCV7oOYG3BOoBXhlPATsbd3V0xMTE6ceKEtm3bdsnb5YuKiuyLQMfExBD+AACAHaeAnVBgYKDatWun7du3a/369QoODlZISIjc3NxUWlqqo0ePKjc3Vy4uLmrXrp0CAwONLhkAADgQAqCTCgwMVOfOnXXkyBFlZmbq6NGj9ve8vb3VrFkzhYeHX/aSMQAAoPYjHTgxd3d3NWzYUA0aNLAv4unm5iY3Nzfu+AUAAJdEAKwFLBaL3N3duc4PAABUCDeBAAAAmAwBEAAAwGQIgAAAACZDAAQAADAZAiAAAIDJEAABAABMhmVgAABwYjabTdK5Z+Ka0fnjPv89oGIIgAAAOLGCggJJUo8ePQyuxFgFBQXy9/c3ugynYbERmQEAcFpWq1WHDx+Wr6+vKZ8CZbPZVFBQoIiICLm4cGVbRREAAQAATIaoDAAAYDIEQAAAAJMhAAIAAJgMARAAAMBkCIAAAAAmQwAEAAAwGQIgAACAyRAAAQAATIYACAAAYDIEQAAAAJMhAAIAAJjM/wEkeaNgz+bY3AAAAABJRU5ErkJggg==' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xbout.plotting.animate.animate_line(ds.Te)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<animatplot.animation.Animation at 0x7f71d57091f0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a413312c98184d4aa58dfa6811a5abe1",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
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       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' 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       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xbout.plotting.animate.animate_line(ds.Ne)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<animatplot.animation.Animation at 0x7fe4e6985550>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d80011d02dee401a8bad74d3e216914e",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xbout.plotting.animate.animate_line(ds.Srec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.9.12 ('base')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "6a682ef18c43ef4e8ca96f3f61389d1a336ad35b099cf44a1678bebafd66c9bc"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}