{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "**Base Solvex Development** Cortix Tech 03Oct2025"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Use-Case 02: TBP-Diluent-H$_2$O Mixing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "<img alt=\"Cortix Tech Logo\" 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\" style=\"display:block; border:0; outline:none; text-decoration:none; width:160px; max-width:160px; height:auto;\"/>\n",
    "\n",
    "**Developer**: Valmor F. de Almeida, PhD <br>\n",
    "\n",
    "[Cortix Tech, Lowell, MA 01854, USA](https://cortix.tech)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Revision date: **02Dec25**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Objectives"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "- Develop usecase scenario for water extraction by TBP without a vapor phase.\n",
    "- Test implementation and present results.\n",
    "- Use AI assistants to help with information and reporting.\n",
    "  + AI requests below may need to be executed multiple times if the result is not satisfactory or incorrect."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''AI Assistance options'''\n",
    "# Set all to False if you do not have access to OpenAI API and/or AI codes below\n",
    "cortix_ai = False\n",
    "stage_ai = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''Generate proprietary knowledge database?'''\n",
    "db_save = False # set this to false if going public (online) with this notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''Other Helpers'''\n",
    "fig_count = 0\n",
    "tbl_count = 0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Base System"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Single stage mixing of water, and TBP with inert diluent."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[13917] 2025-12-02 13:51:51,807 - cortix - INFO - Created Cortix object \n",
      "_____________________________________________________________________________\n",
      "                             L A U N C H I N G                               \n",
      "_____________________________________________________________________________\n",
      "      ...                                        s       .     (TAAG Fraktur)\n",
      "   xH88\"`~ .x8X                                 :8      @88>\n",
      " :8888   .f\"8888Hf        u.      .u    .      .88      %8P      uL   ..\n",
      ":8888>  X8L  ^\"\"`   ...ue888b   .d88B :@8c    :888ooo    .     .@88b  @88R\n",
      "X8888  X888h        888R Y888r =\"8888f8888r -*8888888  .@88u  \"\"Y888k/\"*P\n",
      "88888  !88888.      888R I888>   4888>\"88\"    8888    888E`    Y888L\n",
      "88888   %88888      888R I888>   4888> \"      8888      888E      8888\n",
      "88888 `> `8888>     888R I888>   4888>        8888      888E      `888N\n",
      "`8888L %  ?888   ! u8888cJ888   .d888L .+    .8888Lu=   888E   .u./\"888&\n",
      " `8888  `-*\"\"   /   \"*888*P\"    ^\"8888*\"     ^%888*     888&  d888\" Y888*\"\n",
      "   \"888.      :\"      \"Y\"          \"Y\"         \"Y\"      R888\" ` \"Y   Y\"\n",
      "     `\"\"***~\"`                                           \"\"\n",
      "                             https://cortix.org                              \n",
      "_____________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "'''Setup the Base System'''\n",
    "from cortix import Cortix\n",
    "from cortix import Network\n",
    "from cortix import Units as unit\n",
    "from cortix import ReactionMechanism\n",
    "from cortix import Quantity\n",
    "\n",
    "system = Cortix(use_mpi=False, splash=True) # System top level\n",
    "system_net = system.network = Network() # Network"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Stage\n",
    "\n",
    "Instantiate a single stage."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''Import Stage'''\n",
    "from solvex import Stage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "'''Create Base Stage and add to Base System'''\n",
    "from solvex import Stage\n",
    "\n",
    "# Initialization\n",
    "mixing_volume = 1*unit.L\n",
    "# Aqueous phase\n",
    "mixing_vol_flowrate_aqu = 500*unit.mL/unit.min\n",
    "# Organic phase\n",
    "mixing_vol_flowrate_org = 600*unit.mL/unit.min\n",
    "# Vapor phase\n",
    "mixing_vol_flowrate_vap = (0.0*mixing_vol_flowrate_org/100, 0.0*mixing_vol_flowrate_aqu/100) # percentage of (org, aqu)\n",
    "\n",
    "mixing_vol_flowrates = [mixing_vol_flowrate_org, mixing_vol_flowrate_aqu, mixing_vol_flowrate_vap]\n",
    "\n",
    "stg_temperature = unit.convert_temperature(40, 'C', 'K')\n",
    "\n",
    "stg = Stage(mixing_volume, mixing_vol_flowrates, stg_temperature) # Create solvent extraction module\n",
    "\n",
    "system_net.module(stg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Flow residence time [s]: average = 5.455e+01\n",
      "Aqueous volume fraction = 4.545e-01\n",
      "Organic volume fraction = 5.455e-01\n"
     ]
    }
   ],
   "source": [
    "print('Flow residence time [s]: average = %5.3e'%stg.flow_residence_time_avg)\n",
    "print('Aqueous volume fraction = %5.3e'%stg.volume_frac_aqu) \n",
    "print('Organic volume fraction = %5.3e'%stg.volume_frac_org) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
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       "<!-- Generated by graphviz version 12.2.1 (20241206.2353)\n",
       " -->\n",
       "<!-- Title: network&#45;0 Pages: 1 -->\n",
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       " viewBox=\"0.00 0.00 65.25 44.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 40)\">\n",
       "<title>network&#45;0</title>\n",
       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-40 61.25,-40 61.25,4 -4,4\"/>\n",
       "<!-- 0 -->\n",
       "<g id=\"node1\" class=\"node\">\n",
       "<title>0</title>\n",
       "<polygon fill=\"lightgrey\" stroke=\"black\" points=\"57.25,-36 54.25,-40 33.25,-40 30.25,-36 0,-36 0,0 57.25,0 57.25,-36\"/>\n",
       "<text text-anchor=\"middle\" x=\"28.63\" y=\"-13.32\" font-family=\"Times,serif\" font-size=\"14.00\">Stage</text>\n",
       "</g>\n",
       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<graphviz.graphs.Graph at 0x7f79ddbf8590>"
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     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''Draw system'''\n",
    "system_net.draw(engine='circo', node_shape='folder', ports=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''For help purposes'''\n",
    "import solvex.stage"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Documentation options:\n",
    " + Live in this notebook run on *code* cell: `help(solvex_ustc.stage)`\n",
    " + On the web: [source](https://github.com/dpploy/solvex/blob/main/src/stage.py)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "tags": [
     "scroll-output"
    ]
   },
   "outputs": [],
   "source": [
    "#help(solvex.stage)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reaction Mechanisms"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Water extraction example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: ReactionMechanism: user must implement a H2O*[C4H9O]3PO(o) product partition function with signature <product>(rxn_mech, temperature, spc_molar_cc, arg_dict) function for [C4H9O]3PO(o) + H2O(a) <-> H2O*[C4H9O]3PO(o) \n",
      "WARNING: ReactionMechanism: user must implement a [H2O]2*[[C4H9O]3PO]2(o) product partition function with signature <product>(rxn_mech, temperature, spc_molar_cc, arg_dict) function for 2 [C4H9O]3PO(o) + 2 H2O(a) <-> [H2O]2*[[C4H9O]3PO]2(o) \n",
      "WARNING: ReactionMechanism: user must implement a [H2O]6*[[C4H9O]3PO]3(o) product partition function with signature <product>(rxn_mech, temperature, spc_molar_cc, arg_dict) function for 3 [C4H9O]3PO(o) + 6 H2O(a) <-> [H2O]6*[[C4H9O]3PO]3(o) \n"
     ]
    }
   ],
   "source": [
    "args_dict = {'water_activity': 1.0}\n",
    "file_name = 'tbp-h2o.txt'\n",
    "rxn_mech = ReactionMechanism(file_name=file_name, order_species=True, args_dict=args_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#'''User input'''\n",
    "#rxn_mech.cat_input()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#'''Show Mechanism'''\n",
    "# Jupyter Book does not render LaTeX through IPython.display(Markdown)\n",
    "#rxn_mech.md_print()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "5  **Species**\n",
    " \\begin{align*} \n",
    " &{\\mathrm{H}_{2}\\mathrm{O}}_\\mathrm{(a)}, {\\mathrm{H}_{2}\\mathrm{O}\\bullet[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}}_\\mathrm{(o)}, {[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}}_\\mathrm{(o)}, {[\\mathrm{H}_{2}\\mathrm{O}]_{2}\\bullet[[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}]_{2}}_{\\mathrm{(o)}}, {[\\mathrm{H}_{2}\\mathrm{O}]_{6}\\bullet[[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}]_{3}}_{\\mathrm{(o)}}\\end{align*}\n",
    "3  **Reactions**\n",
    " \\begin{align*} \n",
    "{\\mathrm{H}_{2}\\mathrm{O}}_\\mathrm{(a)}\\ + \\ {[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}}_\\mathrm{(o)}\\ &\\longleftrightarrow \\ {\\mathrm{H}_{2}\\mathrm{O}\\bullet[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}}_\\mathrm{(o)}\\\\ \n",
    "2.0\\,{\\mathrm{H}_{2}\\mathrm{O}}_\\mathrm{(a)}\\ + \\ 2.0\\,{[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}}_\\mathrm{(o)}\\ &\\longleftrightarrow \\ {[\\mathrm{H}_{2}\\mathrm{O}]_{2}\\bullet[[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}]_{2}}_{\\mathrm{(o)}}\\\\ \n",
    "6.0\\,{\\mathrm{H}_{2}\\mathrm{O}}_\\mathrm{(a)}\\ + \\ 3.0\\,{[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}}_\\mathrm{(o)}\\ &\\longleftrightarrow \\ {[\\mathrm{H}_{2}\\mathrm{O}]_{6}\\bullet[[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}]_{3}}_{\\mathrm{(o)}}\\\\ \n",
    "\\end{align*}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "#'''Species and Reactions Manual Output'''\n",
    "#print(len(rxn_mech.species_names), ' **Species**\\n', rxn_mech.latex_species)\n",
    "#print(len(rxn_mech.reactions), ' **Reactions**\\n', rxn_mech.latex_rxn)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Sanity check"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Is mass conserved? True\n",
      "# reactions =  3\n",
      "# species   =  5\n",
      "rank of S =  3\n",
      "S is full rank.\n",
      "S=\n",
      " [[-1.  1. -1.  0.  0.]\n",
      " [-2.  0. -2.  1.  0.]\n",
      " [-6.  0. -3.  0.  1.]]\n"
     ]
    }
   ],
   "source": [
    "'''Data Check'''\n",
    "print('Is mass conserved?', rxn_mech.is_mass_conserved())\n",
    "rxn_mech.rank_analysis(verbose=True, tol=1e-8)\n",
    "print('S=\\n', rxn_mech.stoic_mtrx)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### User-provided partition functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''Equilibrium constants involved in the reaction mechanism'''\n",
    "\n",
    "from solvex.partition_func_local import partition_h2o_tbp_org\n",
    "from solvex.partition_func_local import partition_2h2o_2tbp_org\n",
    "from solvex.partition_func_local import partition_6h2o_3tbp_org\n",
    "\n",
    "# Equilibrium constant for H2O*TBP complexation\n",
    "rxn_mech.data[0]['tau-partition-function'] = partition_h2o_tbp_org\n",
    "\n",
    "# Equilibrium constant for 2H2O*2TBP complexation\n",
    "rxn_mech.data[1]['tau-partition-function'] = partition_2h2o_2tbp_org\n",
    "\n",
    "# Equilibrium constant for 6H2O*3TBP complexation\n",
    "rxn_mech.data[2]['tau-partition-function'] = partition_6h2o_3tbp_org"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Add reaction mechanism to stage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "stg.add_reaction_mechanism(rxn_mech)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Verify Species Groups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "#'''Aqueous phase'''\n",
    "#str = stg.rxn_mech.md_print('(a)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "#'''Show aqueous phase'''\n",
    "# Jupyter Book does not render LaTeX through IPython.display(Markdown)\n",
    "#print(str)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\\begin{align*} \n",
    " &{\\mathrm{H}_{2}\\mathrm{O}}_\\mathrm{(a)}, \\ \\end{align*}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "#'''Organic phase'''\n",
    "#str = stg.rxn_mech.md_print('(o)', n_species_line=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "#'''Show organic phase'''\n",
    "# Jupyter Book does not render LaTeX through IPython.display(Markdown)\n",
    "#print(str)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\\begin{align*} \n",
    " &{\\mathrm{H}_{2}\\mathrm{O}\\bullet[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}}_\\mathrm{(o)}, \\ {[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}}_\\mathrm{(o)}, \\ {[\\mathrm{H}_{2}\\mathrm{O}]_{2}\\bullet[[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}]_{2}}_{\\mathrm{(o)}}, \\ {[\\mathrm{H}_{2}\\mathrm{O}]_{6}\\bullet[[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}]_{3}}_{\\mathrm{(o)}}, \\ \\end{align*}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Mass transfer data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''Adjust relaxation times for mass transfer'''\n",
    "stg.rxn_mech.data[0]['tau'] = 1.0e-0 * stg.flow_residence_time_avg\n",
    "stg.rxn_mech.data[1]['tau'] = 1.0e-0 * stg.flow_residence_time_avg\n",
    "stg.rxn_mech.data[2]['tau'] = 1.0e-0 * stg.flow_residence_time_avg"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Meta data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''Names and info of interest for species'''\n",
    "  \n",
    "tbp_org_name = '[C4H9O]3PO(o)'\n",
    "tbp_org = stg.organic_phase.get_species(tbp_org_name)\n",
    "tbp_org.info = 'Free TBP'\n",
    "\n",
    "tbp_monomer_org_name = 'H2O*[C4H9O]3PO(o)'\n",
    "tbp_monomer_org = stg.organic_phase.get_species(tbp_monomer_org_name)\n",
    "tbp_monomer_org.info = 'TBP Monomer Hydrate'\n",
    "\n",
    "tbp_dimer_org_name = '[H2O]2*[[C4H9O]3PO]2(o)'\n",
    "tbp_dimer_org = stg.organic_phase.get_species(tbp_dimer_org_name)\n",
    "tbp_dimer_org.info = 'TBP Dimer'\n",
    "\n",
    "tbp_trimer_hexahydrate_org_name = '[H2O]6*[[C4H9O]3PO]3(o)'\n",
    "tbp_trimer_hexahydrate_org = stg.organic_phase.get_species(tbp_trimer_hexahydrate_org_name)\n",
    "tbp_trimer_hexahydrate_org.info = 'TBP Trimer Hexahydrate'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Initial Conditions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mass_cc_tbp_org [g/L]  = 291.75\n",
      "molar_cc_tbp_org [M] = 1.09551e+00\n"
     ]
    }
   ],
   "source": [
    "'''Organic phase in the mixer (diluent is inert)'''\n",
    "\n",
    "vol_frac_tbp_org = 30/100 # free tbp\n",
    "#TODO: look this up at 40 C # W: TODO: look this up at 40 C\n",
    "rho_tbp = 972.5 * unit.gram/unit.L # pure liquid TBP\n",
    "stg.rxn_mech.args_dict['rho-tbp'] = rho_tbp # for future use in the reaction mechanism\n",
    "tbp_mass_cc_org = rho_tbp * vol_frac_tbp_org # per volume of organic phase in the mixture\n",
    "stg.organic_phase.set_value(tbp_org_name, tbp_mass_cc_org)\n",
    "print('mass_cc_tbp_org [g/L]  =', tbp_mass_cc_org)\n",
    "print('molar_cc_tbp_org [M] = %1.5e'%(tbp_mass_cc_org/tbp_org.molar_mass/unit.molar))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''Aqueous phase in the mixer'''\n",
    " \n",
    "h2o_aqu = stg.aqueous_phase.get_species('H2O(a)')\n",
    "h2o_aqu.info = 'Water'\n",
    "#TODO look this up at 40 C # W: TODO look this up at 40 C\n",
    "rho_h2o_aqu = 992 * unit.gram/unit.L # per volume of aqueous phase in the mixture\n",
    "stg.aqueous_phase.set_value(h2o_aqu.name, rho_h2o_aqu)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Inflow Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''Aqueous phase in the inflow'''\n",
    "#TODO here the concentration must be larger than in the initial condition in the mixer for lower temp #   W: Line too long (105/100)\n",
    "# look this up later, 1.01 factor may be incorrect\n",
    "stg.inflow_aqueous_phase.set_value('H2O(a)', 1.0 * rho_h2o_aqu)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''Organic phase in the inflow'''\n",
    "stg.inflow_organic_phase.set_value(tbp_org_name, tbp_mass_cc_org)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Start-up Simulation\n",
    "\n",
    "Define the start-up simulation period as one flow residence time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "'''Getting ready to run'''\n",
    "\n",
    "end_time = 1 * stg.flow_residence_time_avg\n",
    "import numpy as np\n",
    "ave_tau = np.mean([data['tau'] for data in stg.rxn_mech.data])\n",
    "time_step = ave_tau / 15\n",
    "show_time = (True, 5*time_step)\n",
    "\n",
    "stg.name = 'Stg-1'\n",
    "stg.save = True\n",
    "stg.verbose = True\n",
    "\n",
    "stg.perturb_flowrates = False\n",
    "\n",
    "stg.time_step = time_step\n",
    "stg.end_time = end_time\n",
    "stg.show_time = show_time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "tags": [
     "scroll-output"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[13917] 2025-12-02 13:51:52,390 - cortix - INFO - Launching Module <solvex.stage.Stage object at 0x7f7a380b56a0>\n",
      "[13958] 2025-12-02 13:51:53,759 - cortix - INFO - Stg-1::run():time[m]=0.0\n",
      "[13958] 2025-12-02 13:51:53,837 - cortix - INFO - Stg-1::run():time[m]=0.3\n",
      "[13958] 2025-12-02 13:51:53,900 - cortix - INFO - Stg-1::run():time[m]=0.6\n",
      "Total mass rate density (mixture volume) residual [g/L-s]= -1.38778e-17\n",
      "total mass inflow rate [g/min]   = 6.710e+02\n",
      "total mass outflow rate [g/min]  =  6.711e+02\n",
      "\t net total mass flow rate [g/min] = 1.041e-13\n",
      "[13958] 2025-12-02 13:51:53,977 - cortix - INFO - Stg-1::run():time[m]=1.0 (et[s]=0.2)\n",
      "[13917] 2025-12-02 13:51:54,169 - cortix - INFO - run()::Elapsed wall clock time [s]: 2.36\n",
      "[13917] 2025-12-02 13:51:54,170 - cortix - INFO - Closed Cortix object.\n",
      "_____________________________________________________________________________\n",
      "                           T E R M I N A T I N G                             \n",
      "_____________________________________________________________________________\n",
      "      ...                                        s       .     (TAAG Fraktur)\n",
      "   xH88\"`~ .x8X                                 :8      @88>\n",
      " :8888   .f\"8888Hf        u.      .u    .      .88      %8P      uL   ..\n",
      ":8888>  X8L  ^\"\"`   ...ue888b   .d88B :@8c    :888ooo    .     .@88b  @88R\n",
      "X8888  X888h        888R Y888r =\"8888f8888r -*8888888  .@88u  \"\"Y888k/\"*P\n",
      "88888  !88888.      888R I888>   4888>\"88\"    8888    888E`    Y888L\n",
      "88888   %88888      888R I888>   4888> \"      8888      888E      8888\n",
      "88888 `> `8888>     888R I888>   4888>        8888      888E      `888N\n",
      "`8888L %  ?888   ! u8888cJ888   .d888L .+    .8888Lu=   888E   .u./\"888&\n",
      " `8888  `-*\"\"   /   \"*888*P\"    ^\"8888*\"     ^%888*     888&  d888\" Y888*\"\n",
      "   \"888.      :\"      \"Y\"          \"Y\"         \"Y\"      R888\" ` \"Y   Y\"\n",
      "     `\"\"***~\"`                                           \"\"\n",
      "                             https://cortix.org                              \n",
      "_____________________________________________________________________________\n",
      "[13917] 2025-12-02 13:51:54,171 - cortix - INFO - close()::Elapsed wall clock time [s]: 2.36\n"
     ]
    }
   ],
   "source": [
    "'''Run system in parallel'''\n",
    "stg.monitor_mass_flowrates = False\n",
    "stg.monitor_mass_conservation_residual = False\n",
    "stg.mass_bal_rate_dens_res_tol = 1.e-8 * unit.micro*unit.gram/unit.L/unit.second\n",
    "\n",
    "system.run()\n",
    "system.close() # Shutdown Cortix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''Recover stage'''\n",
    "stg = system_net.modules[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Organic Phase Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 3600x1800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 1: Organic phase species history dashboard at start-up.\n"
     ]
    }
   ],
   "source": [
    "'''Plot organic phase'''\n",
    "# TODO: time axis normalized by phase flow residence time.\n",
    "stg.organic_phase.plot(title='Organic Phase Start-Up', legend='Organic Phase', nrows=2,ncols=3, show=True, figsize=[12,6])\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Organic phase species history dashboard at start-up.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 1: Molarity history of TBP in the organic phase at start-up.\n",
      "Time [min] | Free TBP [M] | TBP Monomer [M] | TBP Dimer [M] | TBP Trimer Hexahydrate [M] | balance |\n",
      "  0.00e+00      1.096         0.000e+00        0.000e+00               0.000e+00          +0.000e+00\n",
      "  3.03e-01      0.939         2.419e-02        5.303e-02               8.904e-03          -4.441e-16\n",
      "  6.06e-01      0.885         3.443e-02        7.103e-02               1.124e-02          +0.000e+00\n",
      "  9.09e-01      0.867         3.892e-02        7.730e-02               1.177e-02          +0.000e+00\n"
     ]
    }
   ],
   "source": [
    "'''Compute molar concentration of TBP species'''\n",
    "import numpy as np\n",
    "\n",
    "tbp_mass_cc_org_history = stg.organic_phase.get_column(tbp_org_name)\n",
    "tbp_molar_cc_org_history = np.array(tbp_mass_cc_org_history)/tbp_org.molar_mass\n",
    "\n",
    "tbp_monomer_mass_cc_org_history = stg.organic_phase.get_column(tbp_monomer_org_name)\n",
    "tbp_monomer_molar_cc_org_history = np.array(tbp_monomer_mass_cc_org_history)/tbp_monomer_org.molar_mass\n",
    "\n",
    "tbp_dimer_mass_cc_org_history = stg.organic_phase.get_column(tbp_dimer_org_name)\n",
    "tbp_dimer_molar_cc_org_history = np.array(tbp_dimer_mass_cc_org_history)/tbp_dimer_org.molar_mass\n",
    "\n",
    "tbp_trimer_hexahydrate_mass_cc_org_history = stg.organic_phase.get_column(tbp_trimer_hexahydrate_org_name)\n",
    "tbp_trimer_hexahydrate_molar_cc_org_history = np.array(tbp_trimer_hexahydrate_mass_cc_org_history)/tbp_trimer_hexahydrate_org.molar_mass\n",
    "\n",
    "time_stamps = np.array(stg.organic_phase.time_stamps)\n",
    "n_startup = len(time_stamps)\n",
    "\n",
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Molarity history of TBP in the organic phase at start-up.')\n",
    "print('Time [min] | Free TBP [M] | TBP Monomer [M] | TBP Dimer [M] | TBP Trimer Hexahydrate [M] | balance |')\n",
    "np.set_printoptions(precision=3, suppress=True, linewidth=100)\n",
    "for t,a,b,c,d in zip(time_stamps[::5]/unit.min, \n",
    "                 tbp_molar_cc_org_history[::5]/unit.molar, \n",
    "                 tbp_monomer_molar_cc_org_history[::5]/unit.molar,\n",
    "                 tbp_dimer_molar_cc_org_history[::5]/unit.molar,\n",
    "                 tbp_trimer_hexahydrate_molar_cc_org_history[::5]/unit.molar):\n",
    "    balance = a+b+2*c+3*d - tbp_mass_cc_org/tbp_org.molar_mass/unit.molar\n",
    "    print('  %1.2e      %1.3f         %1.3e        %1.3e               %1.3e          %+1.3e'%(t, a, b, c, d, balance))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 2: Volume fractions of free and total TBP in the organic phase at start-up.\n",
      "Time [min] | Free TBP vol frac [%] | Total TBP vol frac [%] |\n",
      "  0.00e+00         30.000                  30.000\n",
      "  3.03e-01         25.701                  30.000\n",
      "  6.06e-01         24.244                  30.000\n",
      "  9.09e-01         23.734                  30.000\n"
     ]
    }
   ],
   "source": [
    "'''Volume fraction of TBP at start-up'''\n",
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Volume fractions of free and total TBP in the organic phase at start-up.')\n",
    "print('Time [min] | Free TBP vol frac [%] | Total TBP vol frac [%] |')\n",
    "np.set_printoptions(precision=3, suppress=True, linewidth=100)\n",
    "total_tbp_molar_cc_org_history = tbp_molar_cc_org_history + tbp_monomer_molar_cc_org_history + \\\n",
    "                                 2*tbp_dimer_molar_cc_org_history + 3*tbp_trimer_hexahydrate_molar_cc_org_history\n",
    "total_tbp_mass_cc_org_history = total_tbp_molar_cc_org_history * tbp_org.molar_mass\n",
    "for t,a,b in zip(time_stamps[::5]/unit.min, \n",
    "               np.array(tbp_mass_cc_org_history[::5])/rho_tbp*100, total_tbp_mass_cc_org_history[::5]/rho_tbp*100):\n",
    "    print('  %1.2e         %1.3f                  %1.3f'%(t, a, b))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 3: Mass concentration and molarity history of water in the organic phase at start-up.\n",
      "Time [s] |   [M]   |  [g/L]  |\n",
      "0.00e+00  0.000e+00 0.000e+00\n",
      "1.82e+01  1.837e-01 3.309e+00\n",
      "3.64e+01  2.439e-01 4.394e+00\n",
      "5.45e+01  2.641e-01 4.758e+00\n"
     ]
    }
   ],
   "source": [
    "'''Total water extracted'''\n",
    "water_molar_cc_org_history = tbp_monomer_molar_cc_org_history \\\n",
    "                           + 2*tbp_dimer_molar_cc_org_history \\\n",
    "                           + 6*tbp_trimer_hexahydrate_molar_cc_org_history\n",
    "\n",
    "water_mass_cc_org_history = water_molar_cc_org_history * h2o_aqu.molar_mass\n",
    "\n",
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Mass concentration and molarity history of water in the organic phase at start-up.')\n",
    "print('Time [s] |   [M]   |  [g/L]  |')\n",
    "np.set_printoptions(precision=3, suppress=True, linewidth=100)\n",
    "for a,b,c in zip(time_stamps[::5], water_molar_cc_org_history[::5]/unit.molar, water_mass_cc_org_history[::5]):\n",
    "    print('%1.2e  %1.3e %1.3e'%(a, b, c))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Aqueous Phase Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WVFSUnnjiCT3//PO5dlFGQfPuu++qf//+uVKYKsg/dNuLj4+PYZ+tBamrV6/qvvvu0/jx43P8WCYnJ+vZZ5/VDz/8YFMuy5Yt044dO2yKcaeUlBR99dVXateunS5fvmxTrLS0ND311FN6+eWXrb7YyRK2vJZnz56tevXqaenSpTbnkZaWph9++EFt2rSxeLro3Fa0aFHDvi1btuRhJgVPQX/fZGfVqlVq3bq1Dhw4kKvHQcESHh5u8/fptLQ0vfvuuwoJCVFqaqods7MfCt4AAAAAAAD3oBMnTig0NNRsn1Fhu2XLlqpSpYrZPqO1wHMqPDxcXbt2zbROd059++23+uabb+wSy1HFxcXp/vvvt/tzJUmfffaZhg4danOcUaNGadSoUUpLS7NDVv/n119/Vb9+/ZSSkmLXuAXN559/rg8++CC/03BoV69eNezz9PTMcdzExEQ99NBDWr9+fY5j3GIymTR8+HCrR4jnla1bt6pz5842jVoeNmxYrnxW2erbb79Vnz597F6E3717tzp06GCXC5FsVbJkScO+v//+O1cuQIB93jdZ2b17tx5++GGrR/fCsUVHR6t79+66ePGiXeJNmTJFw4YNs0sse3PN7wQAAAAAAACQ9yZPnmx2hJu7u7see+wxw/369++vsWPHZmpfvHixoqKiVKxYMZtzi4+PV8+ePbMsPFWpUkVPPPGEunbtqnLlyqlYsWKKjIzU6dOntWTJEk2bNk0REREZ9nn99df15Zdf2pyfI7px44a6d++eZbHN1dVVrVu3Vvv27VWvXj0VLVpUvr6+io6O1tmzZ7Vq1SotWbJE0dHRZvf/6aefVKVKFb388ss5yvGHH37Qp59+muU2QUFB6tevnxo0aKAyZcrI3d1dZ8+e1aFDhzRz5kyFhYUZ7jt37lwNGzZMP//8c47yK+iOHz+ud99917Dfzc1Nbdq0UXBwsKpVq6bAwEB5e3vLxcVFsbGxiomJ0ZkzZ7R3717t27dPO3fuvGdGxd/uwoULhn3+/v45jjt48OBM7z83Nze1bdtW3bp1U9WqVVWiRAm5urrq4sWL2rFjh+bOnWv4mjaZTHruuee0d+9eeXh45DivO5UqVUqNGzdWkyZNVL16dfn7+8vf319ubm66evWqLl26pO3bt2v9+vXavn27YZxdu3Zp8ODBhjOJZGXjxo1Zvk+9vLzUoUMHtWnTRlWrVlXJkiXl7e0t6ea08zExMTpx4oT27dunvXv3as+ePXa5iObXX3/NdraQqlWrqmPHjmrVqpVKlSqlokWL6vr16+nP6eLFi7Vv3z6z+x47dkwPP/yw1q9fb9fn1Fo1a9aUn5+f2WnfIyMj9corr+jXX3/Nh8wKroLwvslKQkKCHnvssUwXK7i7u6t9+/bq1q2bKlasqJIlS8rNzU3R0dHav3+/Fi9enOujzpG7Bg8erP/++y9Dm4eHh7p3767//e9/qlWrlsqWLauUlBSdPXtWu3fv1tSpU7Vy5UrDkdw///yzGjZsqGeffTYvTsFy+bd8OAAAAAAAAPJDWlqaqVKlSiZJmW6PPPJIlvseP37c7H6STN98841d8nvhhRcMj+Hh4WH6/PPPTampqVnGSElJMX300Ucmd3f3DPv7+vqajRscHGxVjgMHDjQbZ+LEiTk/8dtERESYjR8UFJSjeC+++KLhY+rq6moaOnSo6cSJE9nGiY+PN40dO9bk5eVlGGvXrl1W57djxw6Tm5ubYY7Fixc3/fXXX6a0tLQs46xbt85UpUoVwziSTDNmzLA6v6CgILOxIiIirI5lzsSJE83GHzhwoMUxnnjiCcNzfuGFF0xnz561KqeYmBjTzJkzTf369Ut/H+3evdu6E8sFRudozWOVldKlSxse48iRI1nua/Q8BgYGZrjv5ORk+t///mc6efJklvHS0tJMkydPNhUuXNgwp++++y5H5zlkyJD0GBUqVDC9/vrrpp07d1oVY9euXaaePXtm+X5btWqV1bm1bt3abCwXFxfT6NGjTZcvX7Yq3qVLl0wTJ040de/e3eTs7GySZLpy5YpVMdavX5/lZ1TLli1N//77r0WxlixZYqpZs6ZhrJEjR1qVW2546KGHsnxe+/fvb/VjmFvWrFljl7/rlijI7xuTyWQaM2aM2Xh3fvdxcnIyhYSEmC5cuJBtzKw+p4zydyRGrx/Jft/pjBh9l7T2MTQ6B3PfeVu1amU6duxYtjG3b99uqlGjhmF+3t7epv/++y+np54rHOuVBwAAAAAAAJutXbvW8AesuXPnZru/UTGiQYMGNue2e/fu9IKEuR/XtmzZYlW8devWmTw9PbP8YTknP4w7UsF7yZIlhuddpkwZ04YNG6yOuWXLFlOxYsXMxmzatKlVsVJTU02NGjUyzLFhw4amixcvWhwvPj7e1KNHD8N4JUqUsLpgVtAL3klJSYYXc3z//fc253f+/HnT22+/nW3BNy8YPa/2KHjv2rXLMH7hwoWzvdDG6Hm8/ebm5maaOnWqVXlt2LDBVKhQIbt+7g4ZMsRUr14906xZs7K9kCQ7v/32m8nFxcVsfm3atLEq1tmzZ01OTk6Z4jg5OZnmz59vU54m082LtoYPH266du2axfvEx8ebKlasaPb8nJ2dTe+++262r407Xbt2zdS1a1ezMV1cXEx79+619tTsau7cudm+lv38/EwjR440hYWF5WuueV3wLojvm1uMCt53fgbNmTPHptxvMTqGI7mbC9533h5//HFTSkqKxXETEhJM7dq1M4zXq1cva085V7GGNwAAAAAAwD3GaKpMf39/Pfjgg9nub7TG9549ewynarXUu+++a3bqWRcXF82aNUvNmze3Kl7btm01ffp0OTk52ZSXo0pOTtaQIUPM9pUsWVIbNmxQ69atrY7bvHlzLV++3Oy0u9u3b9eCBQssjjVjxgzt2rXLbF/lypW1dOlSlShRwuJ4hQoV0l9//aVWrVqZ7b906VK2U6c7mk2bNik2NjZTe/v27e2ytnqpUqX0wQcfqGrVqjbHKsjGjRtn2NeqVSs5O9v+c/rMmTP1xBNPWLVP69atNXr0aLN9Of3cffXVV7Vnzx717t3b5s/HZ555xnAK8g0bNmS51MCdli9fbna5jYEDB+qhhx7KcY63VKpUSd9++618fHws3uejjz7KtETGLT/88IPee+89q18bPj4+WrhwodnPqdTUVLNLh+Slhx9+WHXr1s1ym5iYGH355ZeqW7euqlSpohdffFFTpkzRkSNHzD6Hd4OC+r6xxsyZM/Xoo4/mSmwUXMHBwZo0aZJcXFws3sfLy0vz5s1TzZo1zfbPmTNHu3fvtleKNqPgDQAAAAAAcA+Jj4/X7NmzzfY99thjcnd3zzZGVtvZsu7k0aNHtWjRIrN9zzzzjLp165ajuI888oiefPLJHOflyP744w+zhRoXFxfNnz9fFSpUyHHshg0bGhaOv/nmG4vjGBUZnZycNGPGDKuK3bd4eXlp9uzZhkWtn3/+2WyB2FGdPHnSbHu/fv3yOBPHtXDhQs2aNcuw/5FHHrH5GC+++GKOC02vvvqqihUrZrZv1apVVserUKGCXS8EevbZZw0/o6dPn25xnIL2Wo6KitJ3331ntm/IkCF68cUXcxzb1dVVM2bMkK+vb6a+efPm6cSJEzmObSsnJyf98ssvFn0nkKTjx49r/PjxGjhwoKpXr66iRYvq/vvv1+jRozV//nxFR0fncsZ5o6C+bywVEhJCsfse5OnpqUmTJln8fr6dv7+/JkyYYNhvzfe93EbBGwAAAAAA4B4ye/ZsxcXFme0zGrl9J39/f3Xv3t1s37Rp05SSkpKj3KZOnWp2VJivr68++OCDHMW85ZNPPrFqRN/d4ttvvzXb/vTTT1s9Wt6cwYMHq2zZspna165da1i4ut22bdu0f/9+s32DBg1S06ZNc5xb6dKl9fbbb5vti42NzbK46WguXrxott2WCxruJWvXrlX//v0NR6UWKVLE6lHZdypcuLBNMwu4u7urT58+ZvsKygi7999/32z7ihUrLI5R0F7LEyZMMPs3s1ixYvr4449tjl++fHmzRXOTyaQ///zT5vi2aNmypX755Zcc7XvlyhWtWLFCH3/8sR5++GEVL15c9erV07Bhw7RmzZq7dgR4TtjjfWMJb29vffnll3aNCcfw8ssv2/QZ2qpVK/Xt29ds3+zZsxUfH5/j2PZEwRsAAAAAAOAeYjQCu2LFilZNbW1UHL906ZKWLFmSk9QMR573799fxYsXz1HMW0qXLq3HH3/cphiOZvPmzTp06FCmdhcXF7tNl+vm5mZ2ynSTyaR///032/3//vtvs+1OTk569913bc7vpZdekr+/v9m+mTNn2hy/oDAacXjt2rU8zsSxREdHa/To0brvvvuyHPH/+uuv23zBzFNPPaXChQvbFKNLly5m2wtKwbtJkyYqU6ZMpvY9e/YoKSnJohgF7bU8ceJEs+2vv/662ZHZOTF8+HCz57148WK7xLdFSEiI/vzzTxUqVMimOCaTSWFhYfrhhx/UsWNHVapUSe+9995dM/LbFvZ431iid+/eCggIsFs8OAZnZ2cNHz7c5jgvv/yy2faEhASLvu/lBQreAAAAAAAA94iTJ08qNDTUbF///v2tivXAAw+oaNGiZvsmT55sdW4XLlzQwYMHzfbZayrbe63gPX/+fLPt7du3V+nSpe12nM6dO5ttX7NmTbb7Ll++3Gx7mzZtFBQUZFNekuTh4WE4KnbDhg26fv26zccoCIzeiwWhYJZXrl69qv3792d527Ztm5YuXarvvvtOffr0UVBQkD7++GOlpqYaxm3cuLFGjhxpc372+BwzWlM5P6e+vpPRmtTh4eEW7V+QXsuHDh3SkSNHMrU7OTnZdYr1wMBA1a5dO1P7jh07DGdkyUv9+/fXrl271KlTJ7vFPHHihMaOHasqVaro66+/1o0bN+wW2xHZ+r6xxL26tMu9rn379ipVqpTNcZo3b65KlSqZ7Vu9erXN8e2BgjcAAAAAAMA9YvLkyYbTiFpb8HZ3dzec3nDRokVWj9ratGmT2fZixYqpTZs2VsUyEhwcbFhMuRsZFZPtsRbx7Ro0aCBvb+9M7dmNOo2JiTGcztzotZUTRhc6XL9+XTt37rTbcfJTnTp1zLZPmTJFy5Yty+Ns8sf8+fNVt27dLG/NmzdXt27dNGLECIumYS1fvrzmzp2bo3VPb+fp6alGjRrZFEO6OROHi4tLpvb4+HilpaXZHN8eSpYsabbd0qK80Wv5iy++0J49e3KYVc4YfYY2btxY5cqVs+uxzP2dS01N1b59++x6nJyqXr26Vq5cqRUrVqhLly52W8f66tWreuWVV9S8eXOdOXPGLjEdka3vm+y4uLioZcuWdokFx2LP73wPP/yw2faNGzfa7Ri2oOANAAAAAABwDzCZTJoyZYrZvmbNmqlatWpWxzSa1jw5OVnTp0+3KpZR4bNhw4Z2+2Hd2dlZ9evXt0usgi4pKcnwMbX3Y+Di4mJ29NDx48ezXM99//79hhdgNGvWzG75NW3aVM7O5n8GDQsLs9tx8lPjxo1VpEiRTO1paWnq0aOHRo0apcjIyLxPzIE1b95coaGhKl++vM2xateubXPRXLo5stjc1Oomk6nATF9vNGXyhQsXLNq/Q4cOZt+vcXFxatu2rT799NMsp5+3px07dphtz42/I+amtJZkdlmK/HTfffdp6dKl+u+//zRu3Di1bNnS7EUY1tq9e7eaNWtWYKbnz2u2vm+yU7NmTXl5edklFhyLPS62uqVhw4Zm2w8fPpzlTCl5hYI3AAAAAADAPWD9+vU6fvy42T6jwnV2WrRooSpVqpjtM1or3Ii5aWMlqV69etamlaV7peB96NAhwylia9SoYffjmRs5n5aWpvPnzxvuY/Scu7q6Gk7dnBPe3t6qWrWq2b7Dhw/b7Tj5ycXFRc8//7zZvhs3bujTTz9V2bJl1atXL02dOpXidxbc3Nz0/vvva+PGjapQoYJdYhYrVswucSQZrgNuryLw5cuXtWDBAn300Ufq16+fGjVqpCpVqqhEiRLy8vKSk5NTlrf333/fbFxLC/LFixc3XIYgLi5Oo0aNUpkyZfTkk09q7ty5iomJyfG5Zsfogpi8+gyVpLNnz9r9WPZQoUIFvfHGG9q0aZOioqK0ePFivf322+ratauKFy+eo5jnz59Xjx49dPHiRTtnm/vy+32TnVq1atklDhyLk5OTXb9PGX0nT0pK0smTJ+12nJxyze8EAAAAAAAAkPuMCtCurq42rUU6YMAAjRkzJlP7rl27tH//fsPpae9kVBg1KlTmlL3jFVRZ/fCY02JETkRHRxtO/Xvu3Dmz7RUqVJCnp6dd86hdu7bZ4rZRDo7o1Vdf1ZQpUwzfS8nJyZo7d67mzp0rJycn1apVS23btlWrVq3Upk0bVaxYMY8zLljKly+vZ599Vs8884xd1ju9nb+/v91iGY2mtWV0XWpqqmbPnq1p06Zp6dKlubKe8vXr1y3e9v3339fixYsN16+Oi4vTn3/+qT///FPOzs5q0KCB2rVrl/5aLl26tF1yNvocfe211/Taa6/Z5RjZsXZ5kPxQpEgRPfDAA3rggQfS206fPq0dO3Zo/fr1Cg0N1e7duw1n9Ljd2bNn1bdvX61Zs8Zus7vkloL2vsmKuRlACrqIiIhsl53Ijre39z39t61kyZKGF0nlRFbfoc+fP2+4xndeoeANAAAAAABwl0tISNDs2bPN9nXt2tWm0Yf9+/c3W/CWbhbZv/jiC4viREVFmW339fXNcW55Ea+gKiiF3MTERMM+o1HGufHDvFHMu2mkc7FixTR37lzdd9992RYJTCaTDhw4oAMHDmj8+PGSbq4P3bFjR3Xr1k3du3eXh4dHXqSdpzw9PVWkSBH5+fkpICBAtWvXVtOmTdWsWTPVq1fPcOp7WxXkx3LdunUaOnRork/vb01Bvlq1apoyZYoee+yxLJdFkG7OJLFr1y7t2rVL33zzjaSb0zd36tRJDz74oDp37pyjKbevX7+uK1euWL2fvWX1GVqQlStXTuXKlUtfP/jUqVOaPn26fvzxx2zX6g4NDdXChQv10EMP5UWqOVIQ3zdZccTvPoMGDVJoaKhNMYKDg7V27Vr7JOSA7P28e3l5yc3NzezFHUbf4/MSU5oDAAAAAADc5WbPnm04LWZOpzO/pVKlSmrdurXZvmnTpmVbrLjFaBSTPUemSI75o29OFJT1fJOTkw37jAo5ufEcGcV01GKSkRYtWmjz5s2GSw1kJSIiQr///rt69+6tUqVK6bnnnjOcdr4gGjhwoEwmU5a3xMREnT9/XocOHdKmTZv022+/6bnnnlODBg1yrdhdUKWlpem1115TcHBwgVzL/pFHHtHKlStVsmRJq/cNDw/XDz/8oG7duqlMmTIaOXKk1VODO8JnqCMpX768Ro0apWPHjumzzz7Ldk37Dz/8MI8ys05Bf98Y8fb2zu8UkA/s/R06q5gF4fvUvfVXHAAAAAAA4B5kNJ25h4eHKlWqpP3799t0a9u2rdn4Fy5c0NKlSy3K0WgqUC8vL4v2t1ShQoXsGq+gSkpKyu8UJCnLKWyNnvPceI6Mfuy/W4pJt6tbt67279+vL774IsezN1y9elW//fabatWqpaeffrpAjHSFfQ0bNsziGTjyS3BwsI4cOaLRo0fLx8cnRzEuXryor776SlWqVNFrr71m8RTRjvAZ6og8PDz02muvad26dVkW47Zv366jR4/mYWaWcYT3DayT1cVO9hphb8Toe5C9pvO393doyfg7Wm5M6W8tpjQHAAAAAAC4i508edJwOsekpCQ1bdo0V48/adIkde/ePdvtjEZ72bp+452M1oS92zjCaFU3Nzez7QkJCXY/ltHrKLtRho7Kw8NDI0eO1LBhw7RgwQJNmzZNq1evVmxsrFVxUlNT9ccff2jVqlWaO3euGjVqlEsZIy9NnTpVP/30U5bbeHl5qVmzZqpfv74qVaqk0qVLq2jRovLx8ZG7u7vh+/enn37Szz//bLdcfX199eGHH+rNN9/UrFmzNGPGDK1fv97q0YTXr1/XF198oRUrVmju3LnZrjXrCJ+hjqx58+b6888/9fDDDxtus2bNmizXDM5rjvS+geWy+h6Q2xfFGcW31zIY9v4OLRl/jy4I36coeAMAAAAAANzFJk+enK8jxBYuXKjLly8rICAgy+2MRqHYe1pZawt+jiqrUdI7d+7Msx8mK1asaNhn9JznxnNkFDM3Rj8VJO7u7urdu7d69+6t1NRUbd++XWvWrNH69eu1adMmxcTEWBTn5MmT6tKli7Zu3ZptoRAFW0JCgl599VXD/kaNGumtt97Sgw8+KE9PT6vj53RWgex4e3srJCREISEhSkpK0qZNmxQaGqr169dry5YtFl8os3fvXnXp0kVbtmxR0aJFDbfL6jP03XffVZ8+faw+h5zw9/fPk+Pkh549e6pDhw5as2aN2f4NGzboueeey+OszHPU9w2yl9XzdfXq1Vw9tlF8e303yY2lGYxiFoQZlCh4AwAAAAAA3KVMJpOmTJmSrzkkJydrxowZGjJkSJbblShRwmy7vX9szO0fL+3F1ul0syrkBAYGqlSpUjbFt4fixYubbc+N58goplEOeS0vpk92cXFRixYt1KJFC7355ptKS0vTnj17tG7dOi1atEjr1q3LckrSqKgoPfHEE9q8eXOu54rcM3XqVF28eNFs3+DBg/XNN98YjkK1RF5Mf+/h4aEOHTqoQ4cOkm5Opbt9+3aFhoZq0aJF2rJli9LS0gz3P3bsmIYMGaKZM2cabuPr6ys3Nzez7wkvLy/VqVPH9hOBBgwYYFjwPn/+fB5nY+xueN84GqPZiewtq4sNIiMjc/XYUVFRZtvtdQGEvb9PXbt2zXCad6Pv8XmJeTkAAAAAAADuUuvXr9fx48fzOw3DNcRvFxgYaLY9PDzcrrnYK56Li4vZdnut93j58mWb9i9fvnyuxbYXo+f8xIkTFq+za6mDBw9alcOdCvrznRPOzs5q1KiRXnrpJa1cuVKXLl3St99+m+UI7i1btmjx4sV5mCXs7e+//zbb3qlTJ/3www82Fe2k/Hktu7m5qVWrVnrzzTe1ceNGnT17Vh9++KFKlixpuM/ff/+tsLAww35nZ2eVKVPGbF9B+Qy9G7Rp08awLzo6Og8zydrd+L7BTaVKlTJcwuDEiRO5euyIiAiz7ZZ+N8lOVFSUYVE9Jw4dOmTYZ6+cbUHBGwAAAAAA4C5lSaE5L+zYsUMHDhzIcpvq1aubbd+3b59dc7FXPB8fH7Pt9loj3NYf+mvWrGnYd/ToUZti20u1atXMtqekpGj//v12O05CQoKOHDlits/odXengv5820ORIkU0fPhwHTx4UIMHDzbcLqtRsSjYUlNTtWnTJrN9Y8aMkZOTk83H+O+//2yOYatSpUpp9OjROnz4sB555BGz25hMJsMi5i1Gn6MF5TP0bpDVbCMFZQmSe+V9c69ydXVVUFCQ2b6sCry2unDhguGyIvZcu96e36P37t1rtt3b21tly5a123FyioI3AAAAAADAXSghIUGzZ88229ejRw+ZTCa73yIjI+Xqan4FvcmTJ2eZb7169cy27927N8tplq2RnJxs+GOdtfz8/My22+sH+l27dtm0f4kSJQx/wA0NDbUptr3UqVPHsFCwbds2ux1nx44dhtMb161b16IYBf35ticPDw/9+OOP6tKli9n+1atX53FGsJfTp08rMTExU3tAQECWI20tlZiYqJ07d9ocx178/Pz0119/GU4/nt1ruVmzZmbb169fL5PJZHN+MJ49Q7LfOsa2utfeN/cio++ghw8fzrULL7L6nmOUT05s377dbrF27Nhhtr127dp2ufDDVhS8AQAAAAAA7kJz5szRtWvXzPY98cQTuXLMYsWKGRbJpk6dmuX0z61atTI7pWRsbKyWL19ul/z+/fdfu43I9fX1Ndt+7Ngxu8TfuHGjzTE6depktn3lypU2x7YHPz8/w4JzdiMvrWE0ItnT01ONGze2KEZuPt8pKSl2LfDby6uvvmq2/dy5c3a7CAV569KlS2bby5UrZ5dixfr16wvca8PNzU0jRoww23fy5Mks9zX6DI2Ojtbu3bttzg1Zr9Nt6TrGRkXz5OTkHOV0p3vxfWMpo6nA7fXY55WWLVuabU9LS9OqVaty5ZhZfbc1yicnjC5+tVZqaqr++ecfs31t27a1yzFsRcEbAAAAAADgLmQ0nbmPj48eeuihXDvu//73P7Pt58+f17Jlywz3K1KkiJo0aWK2z15TKM+YMcMucSSpQoUKZtvtMXXkxYsXtXbtWpvjGE3lGxYWpjVr1tgc3x46d+5stn3dunU6ffq0zfFv3LhhWDxv27atPD09LYqTm8/3woULFR8fb3McezN6P0oFYwp2WM+oCGWvkbQ//vijXeLYm9FrObu1bVu1aqXixYub7fv2229tzgvSnj17DPuqVKliUQyjz3Fzo7Jz4l5931gitx/7vHL//fcb9v311192P15KSormzp1rti8gIECNGjWy27F27Nhhl4vzVq9ebXjxx3333WdzfHug4A0AAAAAAHCXOXXqlGFB85FHHsnVaUJ79uwpb29vs33ZrSnep08fs+1///23jh8/blNe4eHhmjNnjk0xbtewYUOz7fv27ctyxJolfv75Z7uMjuratavKlCljtu+DDz6wOb499O3b12y7yWTSRx99ZHP877//3rA4269fP4vjGD3fWV3EYamCWjhzd3c37DN6j6NgCwgIMNt+7tw5m2OHh4dr0aJFNsfJDUav5exexy4uLho0aJDZvunTp7Push1kNZuH0ZTydzJ6XZ89ezZHOVka/25/31gitx/7vNKwYUNVrlzZbN8///yjM2fO2PV4f//9t+F3xV69ehmOnM+pTz75xOYYH3/8sdn2gIAAw9kw8hoFbwAAAAAAgLvM5MmTDdcXNRqBbS/e3t7q2bOn2b4FCxboypUrhvv279/fbGEiOTnZcHplS73yyitKSUmxKcbtKlWqZHZd57S0NJtGkh8/flxfffWVLamlc3V11bBhw8z2rVmzRl988YVdjmOLpk2bGq6v+9tvv2U5+i87ly5d0vvvv2+2z9fXV71797Y4ltFoq/DwcJvW3/77778LzJrqdzpy5IjZdh8fHxUuXDiPs4E9GI1WPnXqlE0jAG/cuKEnn3xSaWlpOY6Rm4xey4GBgdnuO2TIELN/l1JSUtS3b19dv37d5vwKmoiICH311VdKSkrK1eNs377dcLplJycnwxlA7lSmTBmzU4tHRkZmO4rfEvfq+8YSZcuWNdseHh6ex5nYzujiluTkZI0aNcpux4mPj9c777xj2P/UU0/Z7Vi3TJo0yaZlGObNm2c489CAAQPk5uaW49j2RMEbAAAAAADgLjN58mSz7SVKlMiTaQeN1ghPSkrKcnryUqVKGRbk582bp59//jlH+Xz11VdaunRpjvY14uTkpI4dO5rtGzdunK5evWp1zMTERP3vf/8zXHs9J4YPH274g/SoUaMM12O0RVJSkubPn2/x9kY/JKelpenxxx/P0fTZSUlJeuyxxxQTE2O2f/DgwYbrcptTt25dw6JHTn8IP378uJ5//vkc7XunyZMn230E2h9//GG23egCBRR8xYsXN5z14bPPPstRTJPJpBEjRmjHjh22pJZu/Pjxdp8y35bXcvny5TV06FCzfTt27FBISEiurL+8efNmnTp1yu5xLREfH6+RI0eqevXqGj9+fK4Uvi9evJhlsbdt27aGS0ncydPT03Bbe4yedoT3TX6pWbOm2faFCxfmcSa2y+p7wbRp0+wy9XxKSooGDRpkODtEhw4d1KJFC5uPc6e0tDQ98cQTWV50aiQiIkIvvPCC2T4XFxcNHz7c1vTshoI3AAAAAADAXWT9+vWG038/9thjcnV1zfUc7r//fhUrVsxsX3bTmo8ZM0YeHh5m+4YNG2b1et6TJk2yeXS4kZCQELPtkZGRGjRokFUjyi9fvqz77rtP27Zts1N2N3l5eRleKJCamqpevXrpnXfescsIs6tXr2rcuHGqUKGCRo4cafF+jz/+uBo3bmy279ChQ3rwwQd1+fJli+MlJibq8ccfNxw5XaJECb3++usWx5Nujpbv37+/2b4VK1boyy+/tCrenj171KZNmxxdGGHOxIkTValSJYWEhCgsLMzmePPmzTP8cf+xxx6zOT7yT5cuXcy2//7771bPTnHjxg0NHDgwxxcjmTNu3DiVL19eI0aMUEREhM3xvv/+e8Pim6Wv5bFjx6pSpUpm+/766y+1a9dOp0+fznGOt5hMJi1atEjt2rVTq1at8q3gfcvJkyf14osvqkKFChozZozdLqrZt2+f2rZtq0OHDhlu8+abb1oVs1WrVmbbx4wZY5fHsaC/b/KL0eM+bdo0rVy5Mo+zsY2/v7/eeustw/6hQ4faNDV4QkKCHn30Uc2aNctsv7Ozs8aNG5fj+NkJDw/XQw89ZHghoDlnz55V165ddfHiRbP9zz33nOFnY74wAQAAAAAA4K7x1FNPmSSZvW3evDnP8hg8eLBhHgcPHsxy3/fff99wX0mmp556ynTlypUsY0RFRZn69++fad9y5cqZjRkcHGz1Od64ccNUqlQpwzwfeOAB06lTp7KMkZqaapo8eXKmvAIDA83GDAoKsjpPk8lkGjFiRJaPac2aNU0TJ040JScnWxX38uXLpokTJ5q6d+9u8vDwSI9XuXJlq+Js377d5ObmZphfqVKlTP/880+2cTZu3GiqXr16luc6ffp0q3K7JSwsLMu4b7zxhik+Pj7LGNeuXTO9++67pkKFCln0fA8cONCi3IKDgzPsV69ePdOHH35oOnLkiFXnGBUVZXrttddMzs7OZvPx9vY2nT9/3qqY9mb0+Fv6WOWmiRMn5npuQUFBZo8RERFh0f6rV682fAxdXFxMb7/9tikhISHbOIsXLzbVqFHD4s/YMWPGWH1+Tk5OphYtWpi+/vpr0+nTpy3a/5bTp0+bBg0aZHiuZcqUMV2/ft3ieJs3b87wGXfnzcfHx/TKK69YnWdKSopp9erVpiFDhphKly6dIeb69eutimUvRp91Li4upo4dO5rGjx9vOnnypNVx9+3bZ3rhhRdMLi4uWX6W9uzZ0+rYf/31l2G8woULm55++mnTpEmTTOvWrTPt2rXLFBYWZvZm9DewoL9vbhkzZoxd4ljq3Llzhn8vnJ2dTT169DD9+OOPppUrV5q2b99u+Lhn950ur9y4ccPUuHHjLF+fTZo0MS1fvtzimMnJyabx48cb/p2/dXv11VdznPeaNWvMxixdunSm91u5cuVMy5YtyzJeWlqaadq0aSZ/f3/DfEuWLGmKjIzMcc65wclkMljQCQAAAAAAAA4lISFBpUqVMjslduXKlW1aa9JamzZtUuvWrc32vfHGG1mOYklNTVVwcLA2btxouI2np6d69Oihrl27qmzZsipWrJiioqJ06tQpLVmyREuWLMk0Dauvr69++uknsyN1g4ODDdcnzMrkyZMNR3pLUqFChdSzZ0917dpV5cuXl5+fny5fvqwLFy5o/fr1WrJkSaaRgV5eXpo9e7YefPDBTPGCgoJ04sQJq/NMTU1V7969NW/evCy3K1KkiNq0aaN27dqpUqVKCggIkL+/v65fv66rV6/q6tWrOn36tHbv3q3du3fryJEjZkeH5+T19v3332c7NWalSpXUr18/1a9fX2XKlJGbm5vOnTunQ4cOaebMmdq7d2+W+z///PMaP368VXndbtCgQVnOUlC6dGn16tVL7du3V+nSpeXh4aHIyEidPn1aK1as0PLlyzONrqpZs6aGDh2qIUOGZIo3cODAbGdFkKT27dsbjmgvVaqUmjZtqiZNmqhy5coKCAhQQECAPD09FR8fr8jISB06dEjr16/XqlWrslyT+IcffjCbZ14yt1avZPljlZsmTZpkdh1Ye+ZWoUIFnTx5MlN7RESExVNAd+rUSatXrzbsDwgIUN++fdW6dWsFBQXJx8dHV65c0YULF7R161YtWrTI7Ewi7du3V7t27fT+++9n6hszZozGjh2bbW5G5yfd/Pxr0qSJmjRpoqCgoPTXspubm+Li4nThwgWFh4drzZo1Wr9+fZazbCxatMjsZ2xWZs2apX79+mU5I4aLi4saNmyo4OBgNWzYUEWLFlVAQIBcXV3TP0MjIyMVFham3bt3a+/evYqPjzcba/369WrTpo1VOdrD/v37Vbdu3Wy3q1Klipo2bap69eqpQoUKKlOmjLy9veXs7Ky4uDjFxsbqv//+0759+7Rx40YdPHgw25iVKlXSli1bDJeQMJKcnKyKFSvq3LlzVu13p6zeRwX5fXPL2LFj9d5779kcxxp9+vQxXIvdUhMnTszyu1ReOnXqlJo1a2Y4qvmWwMBAderUSa1bt1apUqVUtGhR+fj46OrVq4qOjtapU6e0Zs0ahYaGKjY2NstYnTp10tKlS3M8C9PatWvVoUOHTO3BwcFq3Lixvvrqq0x9NWvW1OOPP67atWurTJkySk1N1ZkzZ7R7927NmDHD8HNYuvl3eNGiRXrggQdylG+uye+KOwAAAAAAAOxjypQphiMx3n777TzPp0KFCmZzCQwMNKWkpGS574ULFwz3z8nNycnJ9M8//xiOgsnJCO9bOnfubLc8nZ2dTbNnzzZFRESY7c/pCG+T6eYoo379+tkt16xu1o7wvuX111/PtZweeeQR040bN3L8+JlMJlN0dLSpZMmSdsupePHipiNHjtg8MvjOEd65cevdu7cpLS3NpsfPHozyY4R3hMUxDh48aPLz87Pr66NixYqm8+fP2zzC1Oj87Hl75ZVXcvbgm0ym2bNnZznS2563gjbCO7dvFStWNB09ejTHec+cOdPmHLJ6HxXk980teT3C22QymY4dO2by8fGx6XGYOHFiruWXE/v27cs040J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      "text/plain": [
       "<Figure size 3600x1800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 2: Aqueous phase species history dashboard at start-up.\n"
     ]
    }
   ],
   "source": [
    "'''Plot aqueous phase'''\n",
    "# TODO: time axis normalized by phase flow residence time.\n",
    "stg.aqueous_phase.plot(title='Aqueous Phase Start-Up', legend='Aqueous Phase', nrows=2,ncols=3, show=True, figsize=[12,6])\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Aqueous phase species history dashboard at start-up.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Overall Stage Efficiency"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ":::{important}Note:\n",
    "Stage efficiency measures how close to chemical equilibrium the system is as a whole. This is a direct result of the reaction relaxation time which is dependent on the mass transfer coefficients of the system. Much more needs to be investigated in this project with various degrees of theory but these results represent the beginning of a solid development.\n",
    ":::"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8uvqGTF+8PlNnrsq0WatStXHHbvfsUFbI8aP6ZsrEgTl7wsAc0LNzC0wKAAAAAEB7J3QHAAAA7JO219TlnnlrM3XWytwxZ3U2bq/d7Z5dKstz2tj+mTJhUE4fOyA9u1S0wKQAAAAAAOxNhO4AAACAfcb6bTW5ffaqTJ21KvfOX5OdtQ273bNft8qcNX5gpkwcmMmj+6VTRXkLTAoAAAAAwN5K6A4AAADYqy1bvz1TZ63K1Jkr88ji9Wko7n7PEX275JyJgzJlwsAcObx3yssKu98UAAAAAIB9gtAdAAAAsFcpFouZ9ezmTJ353Il2s5/d3CJ9DxvaM1MmDMyUiYNy0IBuKRQE7QAAAAAAeCGhOwAAAKDdq6tvyCOLN2TqrJWZOnNVqjbu2O2e5WWFHD+qT6ZMGJSzJwzM4F6dW2BSAAAAAAD2dUJ3AAAAQLtUVyzLUxvKctfv5+aehRuycXvtbvfsUlmeUw/unykTB+aMsQPTs0tFC0wKAAAAAMD+ROgOAAAAaDd21tZn6px1ub16dKoaeqR+fnmS1bvVs2/Xypw1fmCmTByYE8f0S6eK8pYZFgAAAACA/ZLQHQAAANCmisViHlm8ITc/vjx/+Ouz2bKzLknv3eo5vE+XnDNxYKZMHJRJw3unvKzQMsMCAAAAALDfE7oDAAAA2sTitdty0+NVufnx5Vm2fsdu9zt0SM9MmfBc0O7ggd1SKAjaAQAAAADQ8oTu2lhNTU3mzJmTxYsXp6qqKlu2bEltbW169OiRvn375rDDDsv48eNTXt4yj76pq6vLww8/nKeffjrr1q1LeXl5DjjggBx11FGZOHFii+wBAAAAL2Xj9pr8/q/P5uYZyzNj6cbd6lVeVshxB/bJORMH5awJAzOkV+eWGRIAAAAAAF6G0F0b+PWvf52//OUvuf/++zNnzpzU1dW97PqePXvmTW96Uz784Q9n3Lhxzdpz69atufbaa/Ptb38769evf9E1Y8eOzSc+8YlcdtllTgMAAACgxdTUNeSuuatz04yq3DFndWrqG5rdq3NFeU49uH+mTByYM8YNSK8ulS04KQAAAAAAvDKhuzbwkY98JFVVVSWv37RpU77zne/kBz/4Qf6//+//y1VXXdWkUNxTTz2V173udVm0aNHLrps7d27e+c535le/+lV+9atfpWfPniXvAQAAAP+oWCzmyeWbctOM5fn9kyuyYXtts3v17twhZ08clCkTBuWkg/qlU0XLnAYPAAAAAADNIXTXTnTq1CnDhw9Pz54909DQkLVr12bp0qUpFouNa2pra3P11Vdn2bJl+cEPflBS37lz5+aMM87I2rVrd7nfrVu3jBo1Kjt27MjixYtTW/t/H37cdtttefWrX5077rgjnTp1apkXCAAAwH5h+YbtueXxqtw0oyrPrN3W7D6VqcuB5etz1kG98q4LTkrvXn4xDAAAAACA9kHoro0MHjw45513Xk455ZSccMIJOfDAA1NWVrbLmg0bNuTXv/51/uu//ivLly9vvH/dddflpJNOyjve8Y6X3aOuri4XX3zxLoG7Pn365Mtf/nLe9KY3paKiIkmyfv36fOlLX8o111yThobnHvHz4IMP5oorrsjXvva1lnrJAAAA7KO27KzNn59amd/MWJ6HF61vdp8OZYWcPm5Azh7TI09P/WXKC8WM7tEz5WWln/YOAAAAAACtTeiuDfzpT3/KoYce+oqPiO3du3fe/e5355/+6Z9y1llnZcaMGY1f+/d///dceumlLwjq/aPrrrsuTz311C797r333kyYMGGXdX369MlnPvOZTJgwIW95y1sa73/729/Ohz70oRx00EFNfYkAAADs4+rqG3LvgrW5aUZVps5cmeq6hmb3OnxYr1x05JC89vDB6dO1MuvWrcvsacVXLgQAAAAAgDYgdNcGDjvssCat7927d66//vpMnDix8XGzzz77bO6///6cfPLJL1pTU1OTz3zmM7vc+8IXvvCCwN0/evOb35w///nPuf7665M8d1Lepz/96fzsZz9r0rwAAADsm4rFYmY9uzk3zajKb59YkbVbq5vda0ivzrngyMG58MihGTOgWwtOCQAAAAAArUvobi8xfvz4HHXUUXn00Ucb782ePfslQ3e33XZbli1b1ng9cuTIV3wcbZLGkN3fw3033nhjvvWtb6Vnz567+QoAAADYW63avDO3PF6Vm2ZUZe6qLc3u061jh7z6kEG5aNLQHHdgn5R5bCwAAAAAAHshobu9yOjRo3cJ3a1du/Yl1/72t7/d5fod73jHKz7O9u97nHrqqbnrrruSJLW1tfnTn/6UN73pTc0bGgAAgL3S9pq63DZzZW6aUZX7F6xNQzOf9lpWSE4+qH8umjQkUyYMSufK8pYdFAAAAAAA9jChu73Izp07d7nu1avXS6794x//uMv1lClTSt7n7LPPbgzdJckf/vAHoTsAAID9QH1DMQ89sy6/mbE8tz69Mttr6pvda8IBPXLRpCE5//DBGdCjUwtOCQAAAAAAbUvobi9RLBbzyCOP7HLvqKOOetG1q1atysqVKxuvO3bsmEmTJpW814knnrjL9RNPPFH6oAAAAOx15q/akt/MqMotj1dl5eadr1zwEgZ075gLjhySC48ckvEH9GjBCQEAAAAAoP0QuttLXHfddVmxYkXj9bhx43Lssce+6NrZs2fvcj1mzJhUVlaWvNeECRN2uV6wYEHq6urSoYO/LgAAAPuKtVur87snVuTmx6vyVNWmZvfpXFGecyYOzEWThubEMf1SXlZowSkBAAAAAKD9kaLaC/z4xz/O+9///sbrsrKyfOMb30ih8OIfZMydO3eX62HDhjVpv/79+6dTp06Nj7OtqanJokWLctBBBzVxcgAAANqTnbX1+cvsVblpRlXunrcm9Q3FZvUpFJITRvXNRZOG5lWHDEq3jn68AAAAAADA/sNPxduBefPmZenSpY3XtbW12bBhQ55++un89re/zaxZsxq/VllZmf/93//NmWee+ZL9Vq9evcv10KFDmzzT4MGD88wzz+zSsyVCd6tXr86aNWuaVLNgwYJdrrdu3ZrNmzfv9iy0rG3btr3sNQAk3i8A2kJDsZjHl23O759enWmz12RLdX2ze43q2zmvPXRgzjtkQAb16Phc/+rt2VzdUtM+x/sFAKXyngFAKbxfAFAK7xew99m6dWub7S101w5861vfyle/+tWXXVMoFPKqV70q11xzTQ4//PCXXfv8v1Bdu3Zt8kzPr2mpv6Tf+ta3cvXVV+9Wj+nTp2flypUtMg+tZ/r06W09AgB7Ae8XAK1n9Y7k0TVleXRtIeuqm//I164dijmqXzHH9m/I0K5bUqjektmPLcjsFpz1+errdw0Ger8AoFTeMwAohfcLAErh/QLav3885GxPE7rbS1x88cX5l3/5l1cM3CUvDMh16tSpyft17tz5ZXsCAADQ/myrTR5fV8gja8qyeGvzg3YdCsUc0qeYY/oXM75nMeVlLTgkAAAAAADs5YTu9hI33HBDbrjhhpx88sm57rrrMmbMmJdcu3Pnzl2uKysrm7xfx44dd7nesWNHk3sAAADQ+uoaklkbC3lkTSEzNxRSX2x+2G5U92KO6d+QI/oW08VPDAAAAAAA4EX5EXo78JWvfCVf+cpXGq937NiRdevW5cknn8zNN9+cn//8542ht3vvvTfHHHNMpk2blqOPPvpF+z3/ZLuampomz1RdXf2yPZvr/e9/fy6++OIm1SxYsCAXXHBB4/Wxxx6b8ePHt8g8tJxt27btcrzuscce26xHGwOwb/N+AdAyisVinlqxJX94enVunbUmG3fUNbvXsN6d8tpDBuQ1hwzI0N6dX7lgD9i4cWOeeuqpxmvvFwC8FP/GAKAU3i8AKIX3C9j7zJ49u832Frprhzp37pyhQ4dm6NChOe+88/LJT34yF198cZ544okkz334cMEFF+Tpp59Or169XlDfrVu3Xa6ff/JdKZ5/st3zezbXgAEDMmDAgN3q0a1bt/To0aNF5qH1dO3a1X8nAF6R9wuAplm2fntuebwqNz9elWfWbmt2nx6dOuS1hw/ORZOGZtLwXikUmn86Xmuora3d5dr7BQCl8p4BQCm8XwBQCu8X0P61VJ6pOYTu9gJjxozJtGnTMmnSpCxbtixJUlVVlc9//vP57//+7xesf/5fqG3bmv5BzPNr2vIvKQAAwP5s887a/PmpZ3PTjKo8vGh9s/t0KCvk9HED8vpJQ3L6uAHp2KG8BacsTaknsf9j6K6hoSG1tbUl11ZWVjZrNgAAAAAAKJXQ3V6iX79+ufrqq/POd76z8d6PfvSjFw3dPf8kueXLlzd5vxUrVrxsTwAAAFpPXX1D7p2/Njc9XpWpM1emuq6h2b0OH9Yrr580JK85bHD6dG3bQNo111zT5JqZM2dm5syZJa+/6qqrmrwHAAAAAAA0hdDdXuTCCy/M5ZdfnmKxmOS5YNySJUsyYsSIXdaNHTt2l+ulS5c2aZ/Vq1fv8kjaysrKjBo1qplTAwAAUIpisZiZKzbn5ser8tsnVmTt1upm9xrSq3MuPHJILpw0JKP7O7kcAAAAAABaktDdXqRXr17p06dP1q1b13hv5cqVLwjdjRs3bpfrhQsXpqampuRH7MyePXuX69GjR6dDB39VAAAAWsPKTTvz2yeqctOMqsxdtaXZfbp17JBzDx2UC48cmuMO7JOyskILTtkyrrzyypLWbdmyJXfffXfj9amnnpru3bu31lgAAAAAANAkklR7uYqKihfcGzRoUAYNGpSVK1cmSaqrq/PYY4/lhBNOKKnn/fffv8v1EUccsdtzAgAA8H+219Tltpkrc9OMqty3YG3+dqB5k5UVklMO7p8LjxySKRMGpXNlecsO2sJK/WWwioqKlJeX73Jdai0AAAAAALQ2obu9yJYtW7J+/fpd7g0cOPBF15533nn5wQ9+0Hg9bdq0kkN306ZN2+X6ta99bRMnBQAA4PnqG4p56Jl1+c2M5bn16ZXZXlPf7F4TDuiRiyYNyflHDM6A7p1acEoAAAAAAOCVCN3tRf74xz+m+A/HH/Tv3z8HHHDAi649//zzdwnd/fCHP8ynPvWpFAov/3ihhQsX7vIIn4qKipx77rm7OTkAAMD+a96qLblpRlVuebwqKzfvbHafAd075sIjh+TCSUMyblCPFpwQAAAAAABoCqG7vcSOHTty1VVX7XLvNa95TcrKyl50/TnnnJOhQ4dm+fLlSZLFixfnhz/8Yd75zne+7D6f/vSndwn2vf71r0/Pnj13c3oAAID9y9qt1fndEyty0+PL83TV5mb36VxRnlcdMigXHjkkJ47pl/Kyl/9FKgAAAAAAoPUJ3e1hV1xxRS6++OIcc8wxJdesX78+l1xySebNm9d4r7y8PP/6r//6kjUdO3bMv//7v+d973tf472Pf/zjOf744zNhwoQXrfn5z3+e66+/fpc9rr766pLnBAAA2J/trK3PX2avyk0zqnL3vDWpbyi+ctGLKBSSyaP75sIjh+ZVhwxKt47+6Q4AAAAAAO2Jn9zvYVOnTs3nP//5HHvssbnkkktyxhlnZOLEiamoqNhlXbFYzNy5c3PjjTfma1/7WtauXbvL1//1X/81hx566Mvudfnll+cb3/hGZs6cmSTZsGFDTj755Hz5y1/Om9/85nTo8Nx//vXr1+fLX/5y/ud//meX+ve85z05+OCDd/clAwAA7LMaGop5dMmG3DRjef7412ezpbqu2b3GDOiWiyYNyQVHDMngXp1bcEoAAAAAAKAlCd21kenTp2f69OlJksrKygwZMiS9evVKZWVltmzZkmXLlmXLli0vWnvppZfms5/97CvuUVFRkRtvvDEnnXRS1q9fn+S5gN2ll16aD3zgAxk9enR27NiRRYsWpba2dpfaY489Nl/4whd281UCAAD7u5qamlbfo7KystX3eL5Fa7fl5hnLc9PjVVm+YUez+/TtWpnXHj44r580NIcM6ZFCweNjAQAAAACgvRO6awdqamqyaNGiV1zXo0ePXHvttXnve99b8gcx48ePzx133JHXve51WbJkSeP9rVu35sknn3zRmrPOOis33nhjOnd2sgIAALB7rrnmmlbf46qrrmr1PZJk4/aa/P6vz+amGcvz+NKNze5T2aEsZ08YmIuOHJJTDu6fivKylhsSAAAAAABodUJ3e9gvfvGL/P73v8+0adMyffr0bN68+WXXFwqFHHrooXnb296WSy+9NP3792/ynocffnieeuqpXHPNNfnOd76TDRs2vOi6gw46KFdccUUuv/xypysAAAAkqalryJ1zV+emGctzx5zVqa0vNrvXsSP75MJJQ3LuoQekZ+eKFpwSAAAAAADYk4Tu9rDx48dn/PjxueKKK9LQ0JD58+dnwYIFWbp0aTZv3pza2tp07949PXv2zMiRIzNp0qT06NFjt/ft3r17/ud//idXX311Hn744Tz99NNZt25dysvLc8ABB2TSpEk59NBDW+AVAgAA/J8rr7yypHU1NTX54he/mCT52Mc+1iaPjP27YrGYJ5ZtzE0zqvL7v67Ixu21ze41sm+XXHjk0Fx45JAM79ulBacEAAAAAADaitBdGyorK8vYsWMzduzYPbZnRUVFTjrppJx00kl7bE8AAGD/1ZzwXGVlZZuE7pat355bHq/KzY9X5Zm125rdp2fnirzmsANy0aShmTS8l5PEAQAAAABgHyN0BwAAwH5r887a/PmpZ/ObGVWZvmh9s/tUlBdy2tgBef2kITl93IB07FDeglMCAAAAAADtidAdAAAA+5W6+obcO39tbnq8KlNnrkx1XUOzex0xrFcumjQkrzlscPp0bbtH4gIAAAAAAHtOm4Tuysvb32/8FwqFTJ06NWeccUZbjwIAAEALKxaLmblic26aUZXfPbkia7dWN7vXkF6dc+GRQ3LhpCEZ3b9bC04JAAAAAADsDdokdFcsFttiWwAAAPYzKzftzC1PVOXmGVWZu2pLs/t069gh5x46KBdNGppjR/ZJWVmhBacEAAAAAAD2Jm32eNlC4bkPKNo6gFcoFNp8BgAAAFrOtuq63DZzZW5+vCr3LVib5v6Tr7yskJMP6peLJg3N2eMHpnNl+zu1HQAAAAAA2PPaLHT3d4cddlh69+7dZvvffffdbbY3AAAALaO+oZgHF67LTY8vz61Pr8z2mvpm95pwQI9cNGlIzj9icAZ079SCUwIAAAAAAPuCNg/dfelLX8oZZ5zRZvuXlZU1nroHAADA3mXeqi25aUZVbnm8Kis372x2nwHdO+bCI4fkwklDMm5QjxacEAAAAAAA2Ne0eegOAAAAmmLt1ur87okVuenx5Xm6anOz+3SuKM+rDhmUiyYNyeTR/VJe5heyAAAAAACAVyZ0BwAAQLu3s7Y+02atys2PV+XueWtS31BsVp9CIZk8um8uOnJozjlkULp19M9iAAAAAACgadrs04VisdhuHuvanmYBAADgOQ0NxTy6ZENumrE8f/zrs9lSXdfsXgcN6JaLJg3NBUcOzgE9O7fglAAAAAAAwP6mTUJ3l156aeOfBw8e3BYjNGpPswAAAJAsXrctf3hqUW56vCrLN+xodp++XStz/hGDc9GRQ3PIkB5+2QoAAAAAAGgRbRK6++EPf9gW276o9jQLAADA/mrzjtrMqeufBXV988OvPtDsPpUdynL2hIF5/aQhOfmg/qkoL2vBKQEAAAAAANrw8bIAAAAwZ+Xm/OTBJbl5xvLsqB3R7D7HjuyTiyYNyasPPSA9O1e04IQAAAAAAAC7EroDAABgj6qrb8i0Wavy4wcX56Fn1je7z8i+XXLRpKG58MghGdanSwtOCAAAAAAA8NKE7gAAANgj1m6tzi+nL83PHl6aZzftbFaPnp0r8trDD8iFRw7NpOG9UigUWnhKAAAAAACAlyd0BwAAQKt6YtnG/OSBxfnDX59NTX1Dk+srygs5feyAXDRpSE4fNyAdO5S3wpQAAAAAAACl2edCd7W1tdmwYUPKysrSq1evdOiwz71EAACAdq+6rj5//Ouz+fEDi/Pk8k3N6nHEsF55/aQhec1hg9O7a2ULTwgAAAAAANA8+0Qibdq0afnRj36UBx54IEuXLt3lawcddFBOPfXUXH755Tn22GPbaEIAAID9w4qNO/Kzh5fkl9OXZd22mibXd05tLj3l4Fx8zPCM7t+tFSYEAAAAAADYPXt16G7JkiW57LLLcs899zTeKxaLu6yZP39+5s+fn+9///u55JJL8u1vfzs9e/bc06MCAADss4rFYh56Zn1+8uDiTJ21KvUNxVcuep5Jw3qm+8rHM6J8Qz561rmprHSyHQAAAAAA0D7ttaG7xYsX55RTTklVVdULgnb/qFgsplAopFgs5le/+lXmz5+fO+64I927d9+D0wIAAOx7tlXX5ZYnqvKTB5Zk7qotTa6v7FCW1x0+OJdOHpmD+3fONdfc3gpTAgAAAAAAtKy9NnR32WWXZfny5UmS8vLy/NM//VPOP//8jB8/Pj169MiOHTuyaNGi/OUvf8mPfvSjbNmyJcViMTNmzMgVV1yRb3/72238CgAAAPZOi9Zuy08fXJIbH1uWLTvrmlw/pFfnvPX4EbnkmGHp0/W5E+1qapr+KFoAAAAAAIC2sFeG7h566KHcc889KRQK6d+/f/7whz/k6KOPfsG6iRMn5jWveU0++clP5vzzz89jjz2WYrGYH/zgB/nMZz6Tvn37tsH0AAAAe5+GhmLunrcmP35wce6au6ZZPU4a0y9vP2FEzhw/MOVlhRaeEAAAAAAAYM/YK0N3t912W+Ofv/71r79o4O4fDRo0KDfeeGPGjBmThoaG1NfX5y9/+UsuueSS1h4VAABgr7ZpR21ufHRZfvrQkixZt73J9V0ry/P6o4bm7SeMyJgB3VthQgAAAAAAgD2rzUJ3t912W0aPHp0xY8Y0uXbZsmWNfz7vvPNKqhkxYkQOOeSQPPnkkykUCo2PpgUAAOCF5qzcnB8/sCS3PF6VHbX1Ta4f1b9rLj1hZC6aNCTdO1W0woQAAAAAAABto81Cdw899FAuuOCCfPSjH81//Md/pHPnziXXlpeXN/65pqYmXbp0Kamupqam8c9lZWWlDwsAALAfqK1vyLRZq/LjBxbn4UXrm1xfKCRnjhuYSyePyImj+6XMI2QBAAAAAIB9UJs+Xra6ujrXXnttfvrTn+aLX/xiLr744pLqDjzwwMY///rXv8673vWuV6x5+umnM3v27BftAQAAsD9bu7U6v5y+NNc/tDQrN+9scn3PzhV54zHD8tbjR2RYn9J+KQoAAAAAAGBv1WbHvY0ePTrl5eUpFotZvnx53vjGN+ass87aJRj3Uv7xkbIf+9jHcuutt77s+jlz5uT1r39943XHjh1z1llnNX94AACAfcATyzbmX3/1RCZfc0e+MHVekwN3Ew7okc+9/rA8dOWZufLc8QJ3AAAAAADAfqHNTrp761vfmkMPPTQf+tCHct9996VYLObOO+/MEUcckQ9+8IP59Kc/ne7du79o7aGHHpoLLrggt9xyS7Zs2ZLzzjsvJ510Ul7zmtdk7Nix6dGjR3bs2JFFixbljjvuyO9///vU1dUlSQqFQj7ykY+kW7due/LlAgAAtAs7a+vzx78+m588uDhPLt/U5PoOZYW8+tADcukJI3LUiN4pFDxCFgAAAAAA2L+06eNlDz/88Nxzzz352c9+lk984hNZsWJFamtr85WvfCW/+MUv8tnPfjZve9vbXrT2f//3fzN37tzGk/Huu+++3HfffS+6tlgsNn4QdOaZZ+bTn/50q7weAACA9mrFxh25/qEl+eUjy7J+W02T6/t375g3Hzs8bz5ueAb26NQKEwIAAAAAAOwd2uzxsv/oLW95S+bOnZuPf/zjqaioSLFYzMqVK3PZZZfl5JNPzpNPPvmCmn79+uXee+/NJZdckmKx+LL/S5KysrJ89KMfze9///tUVlbu6ZcIAACwxxWLxTywcG3e+9PHctJn78i37lrY5MDd0SN652tvOjL3f+KM/OvZBwvcAQAAAAAA+702PenuH3Xt2jWf+9zncvnll+fDH/5wpk6d+twHRA88kKOPPjr//M//nM985jPp3bt3Y02fPn3yi1/8Iv/xH/+Rn/70p7n//vszf/78bNy4MWVlZendu3cmTJiQU089NZdddlmGDh3ahq8QAABgz9hWXZebH6/KTx5cnHmrtja5vmOHsrzuiMF5+wkjc8iQnrs1S01NaSG/f1xXas3f+cUqAAAAAABgT2o3obu/Gzt2bG699dbccsst+djHPpZFixalvr4+3/nOd3LDDTfkf/7nf/Lud797l5qJEyfm2muvbaOJAQAA2odFa7flpw8uyY2PLcuWnXVNrh/Sq3PedsKIXHL0sPTu2jJBtmuuuabJNV/84hebtP6qq65q8h4AAAAAAADN1S4eL/tiLrjggsyaNStXXXVVOnfunGKxmHXr1uW9731vjj322EyfPr2tRwQAAGhzDQ3F3DFnVS69bnpO/8Jdue7+RU0O3J00pl++9/ajc88Vp+e9p45uscAdAAAAAADAvqjdnXT3jzp27Jirrroql112Wf71X/81t9xyS4rFYh577LFMnjw5l156aa699tr079+/rUcFAADYozZtr82Njy3LTx5ckqXrtze5vmtlef7pqKF52wkjMmZA91aY8DlXXnllq/UGAAAAAABoC+06dPd3I0aMyE033ZRp06blwx/+cObMmZNisZgf/ehHufnmm3P11VfnAx/4QMrK2u3BfQAAAC1i9rOb85MHl+SWx6uyo7a+yfWj+nfNpSeMzEWThqR7p4pWmHBXlZVOzQMAAAAAAPYte1VK7eyzz85f//rXfPazn0337t1TLBazcePGfOQjH8mkSZNy7733tvWIAAAALa62viF//OuzecN3H8yrv3pvfjF9aZMCd4VCctb4gbn+8uNy+0dPzaWTR+6RwB0AAAAAAMC+aK8K3SVJhw4d8m//9m+ZO3du3vzmNydJisVinnrqqZx22ml5y1vekmeffbaNpwQAANh9a7ZU5+u3z8/Jn70zH/j5jExftL5J9b26VOQ9p47KPf92er5/6dE56aB+KRQKrTQtAAAAAADA/qFdhu5qamqyatWqrFu3LvX1L356w6BBg3L99dfnnnvuyeGHH55isZhisZhf/vKXGTt2bD7/+c+nrq5uD08OAACwe4rFYh5fuiEf+eXjmXzt7fnitHlZuXlnk3pMOKBHPvf6w/LQlWfmylePz7A+XVppWgAAAAAAgP1Puwnd3XnnnXnb296WkSNHpnPnzhk8eHAGDBiQjh075tBDD82HP/zhzJ49+wV1J510Uh577LF84xvfSJ8+fVIsFrN169Z88pOfzGGHHZZp06a1wasBAABomp219fn1Y8vzum/enwu/9UBueWJFauuLJdd3KCvk/MMH5zfvOyF//JeT8oZjhqVTRXkrTgwAAAAAALB/avPQ3Zo1a/Ka17wmZ511Vn7+859n6dKljafWFYvFNDQ0ZNasWfnGN76RQw89NB/96EdfcIJdWVlZ3v/+92fevHl597vfnbKyshSLxcyZMyevetWr8vrXvz5Llixpo1cIAADw0qo27sjnbp2TydfekY/f+GT+unxTk+r7d++Yj5x1UB745Bn52puOzFEj+niELAAAAAAAQCtq09Dd+vXrc/rpp+fPf/5zY8juxfz9fkNDQ7761a/mjW9844uu69OnT7773e/m4YcfzvHHH99Ye8stt2TChAn5f//v/6WmpqZ1XgwAAECJisViHli4Nu/56aM5+bN35Ft3Lcz6bU37t8rRI3rna286Mvd/4ox85KyDM6BHp1aaFgAAAAAAgH/UpqG7j33sY5k1a1bj9dChQ/OZz3wmd999d+bOnZtZs2bl1ltvzcc//vF07949hUIhxWIxN998c773ve+9ZN+jjjoqDzzwQK677roMHDgwxWIxO3bsyKc//emMHz8+v//97/fEywMAANjFtuq6/PShJZny5Xvy5u89nNtmrkpD6U+QTccOZXnD0UPzhw+dlF+/b3LOP3xwKju0+QHmAAAAAAAA+5UObbXx6tWr89Of/rTxsUdTpkzJTTfdlC5duuyybty4cZkyZUr+5V/+JWeccUYWLlyYYrGYL3zhC3n3u9/9sntcdtllef3rX5///M//zDe/+c3U1dVl0aJFueCCC/LVr341H/zgB1vt9QEAAPzdM2u25qcPLcmvH12eLdV1Ta4f2rtz3nb8iLzh6GHp3bWyFSYEAAAAAACgVG0Wurv99tvT0NCQJKmsrMz111//gsDdPxo6dGi++tWv5rzzzkuSLFiwIMuWLcuwYcNedp/u3bvny1/+ct797nfnQx/6UO68884kzz3aFgAAoLXUNxRz97zV+fEDS3L3vDXN6nHyQf3y9hNG5oxxA1JeVmjhCQEAAAAAAGiONgvdLV++PElSKBRyyCGHpF+/fq9Yc9ppp+1yXVVV9Yqhu7+bMGFCbr/99tx44435+Mc/3uR5AQAASrFpe21ueHRZfvrQkixdv73J9d06dsg/HTU0bz1+RMYM6NYKEwIAAAAAALA72ix0V1n5f49E2rlzZ0k11dXVu1x36ND08S+++OK85jWvyfz585tcCwAA8FJmP7s5P3lwcW5+vCo7axuaXD+6f9dcOnlkLjxySLp3qmiFCQEAAAAAAGgJbRa6GzVqVJKkWCxm9uzZmTlzZiZOnPiyNb/+9a8b/1woFDJy5Mhm7d25c+ccdthhzaoFAAD4u9r6hkyduSo/fmBxpi9e3+T6skJy5viBufSEkTlxTN8UCh4hCwAAAAAA0N61WejuzDPPTJcuXbJjx44Ui8VccMEFueWWW14yeHfbbbflYx/7WOOHUMccc0xJj6QFAABoaau37Mwvpy/Lzx5eklWbq1+54Hl6danIG48ZnrccNzzD+nRphQkBAAAAAABoLW0WuuvSpUs+8YlP5KqrrkqhUMjChQtz5JFH5qyzzsqJJ56YQYMGpaGhIUuXLs3tt9+ehx9+OMlzJ+MVCoVcffXVbTU6AACwHyoWi3l82cb85IHF+eNTz6a2vtjkHhMH98ilk0fm/MMHp1NFeStMCQAAAAAAQGtrs9Bdkvz7v/97nnzyydx0000pFAqpq6vLbbfdlttuu+0Fa4vF//tA66qrrsqUKVP25KgAAMB+amdtff7w12fz4wcW56mqTU2u71BWyLmHHpBLJ4/IpOG9PUIWAAAAAABgL9emobuysrLccMMN+dznPpf//u//zrZt23YJ1z3fwIED85WvfCWXXHLJHpwSAADYHy3fsD0/e3hpfjl9aTZsr21yff/uHfOW44bnzccOz4AenVphQgAAAAAAANpCm4bukueCd5/85Cfz/ve/PzfccEPuueeezJs3Lxs3bkx5eXn69OmTQw89NGeccUZe97rXpaKioq1HBgAA9lHFYjEPLlyXHz2wOH+ZvSoNTX+CbI4Z2TtvP2Fkzpk4KJUdylp+SAAAAAAAANpUm4fu/q5Hjx5517velXe9611tPQoAALCf2VZdl5tmLM+PH1ySBau3Nrm+Y4eyXHDEkLx98ohMHNyzFSYEAAAAAACgvWg3oTsAAIA97Zk1W/OTB5fkN48tz5bquibXD+3dOW8/YUTecPSw9OpS2QoTAgAAAAAA0N4I3QEAAPuV+oZi7pq7Oj9+cEnumbemWT1OPqhfLj1hZE4fNyDlZYUWnhAAAAAAAID2TOgOAABoUTU1Na2+R2Vl00+V27i9Jjc8uiw/fWhJlq3f0eT6bh075J+OGpq3Hj8iYwZ0a3I9AAAAAAAA+wahOwAAoEVdc801rb7HVVddVfLaWSs25ycPLs4tT1RlZ21Dk/caM6BbLj1hRC6cNDTdOvonFAAAAAAAwP7OJ0YAAMA+p7a+IbfNXJmfPLAk0xevb3J9WSE5a/zAXDp5ZCaP7ptCwSNkAQAAAAAAeE6bhO5GjRqVJCkUCrn++utzwgkntMUY7W4WAADYF1x55ZUlraupqckXv/jFJMnHPvaxZj0y9vlWb9mZXzy8LD+fviSrNlc3ub5Xl4q88ZjhectxwzOsT5fdngcAAAAAAIB9T5uE7hYvXpzkuaDbjh072mKEdjkLAADsC5oTnqusrGx26K5YLGbG0o35yYOL86ennk1tfbHJPQ4Z0iOXnjAyrz18cDpVlDdrDgAAAAAAAPYPbfZ42fb0eKb2NAsAAFCanbX1+f2TK/LjBxfn6arNTa6vKC/k3EMPyNtPGJlJw3v5dwEAAAAAAAAlabPQHQAAQHMs37A91z+0NL96ZGk2bK9tcv2A7h3zluNG5E3HDcuA7p1aYUIAAAAAAAD2ZW0eunOaBAAA8EqKxWIeWLguP35gcf4ye1Uamv4E2RwzsncunTwy50wclIryspYfEgAAAAAAgP1Cm4buisVizjrrrLYcIYVCIcViUfgPAADaoa3Vdbl5xvL8+MElWbB6a5PrO1WU5YIjhuRtJ4zIxME9W2FCAAAAAAAA9jdtGrr7e+CtrWcAAADal4VrtuanDy7Jrx9bnq3VdU2uH9anc952/Ii84ehh6dWlshUmBAAAAAAAYH/V5ifdtbX2MAMAAJDUNxRz55zV+fGDi3Pv/LXN6nHyQf1y2eSROW3sgJSX+QUbAAAAAAAAWl6bhO5OOeWUdnnCXO/evdt6BAAA2O9UF8vzg/sW5+ePLs+y9TuaXN+tY4f801FD87YTRmR0/26tMCEAAAAAAAD8nzYJ3d11111tsS0AANCOzFu1NffVjMgz9X1TP3V+k+vHDOiWS08YkQsnDU23jm16iDcAAAAAAAD7EZ9MAQAAe9STyzbmG3cuyLRZq5L0b1JtWSE5e8LAXHrCyJwwum+7PEEbAAAAAACAfZvQHQAAsEc8/My6fOPOBbl3/tom1/buUpE3Hjs8bzlueIb27tIK0wEAAAAAAEBphO4AAIBWUywWc8/8tfn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      "text/plain": [
       "<Figure size 3000x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 3: Stage efficiency history at start-up.\n"
     ]
    }
   ],
   "source": [
    "'''Stage overall efficiency'''\n",
    "\n",
    "quant = stg.efficiency_history(mean=True)\n",
    "quant.plot(title='Stage Efficiency @ %2.1f C Start-Up'%unit.convert_temperature(stg_temperature,\n",
    "           'K','C'), x_scaling=1/stg.flow_residence_time_avg, x_label=r'Time [$\\bar{\\tau}$]', y_label=quant.latex_name+\n",
    "           ' ['+quant.unit+']', show=True, figsize=[10,3], error_data=True)\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Stage efficiency history at start-up.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 4: Stage efficiency history at start-up.\n",
      "Time [min]  Stage. Eff.(+-std) [%]\n",
      "                   \n",
      "                   \n",
      "0.00   0.000  0.000\n",
      "0.06   6.507  0.111\n",
      "0.12  12.589  0.377\n",
      "0.18  18.131  0.711\n",
      "0.24  23.077  1.052\n",
      "0.30  27.417  1.359\n",
      "0.36  31.171  1.611\n",
      "0.42  34.380  1.797\n",
      "0.48  37.096  1.919\n",
      "0.55  39.378  1.982\n",
      "0.61  41.282  1.994\n",
      "0.67  42.862  1.965\n",
      "0.73  44.167  1.904\n",
      "0.79  45.242  1.820\n",
      "0.85  46.125  1.720\n",
      "0.91  46.848  1.610\n",
      "0.97  47.439  1.495\n"
     ]
    }
   ],
   "source": [
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Stage efficiency history at start-up.')\n",
    "print('Time [min]  Stage. Eff.(+-std) [%]')\n",
    "time_name = ''\n",
    "import pandas as pd\n",
    "df = (quant.value.apply(pd.Series).mul(1)\n",
    "       .rename(index=lambda i: round(i/unit.min,2))\n",
    "       .set_axis(['',''], axis=1).rename_axis(time_name)\n",
    "       .round(3))\n",
    "print(df.to_string(max_rows=20, min_rows=20))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 5: Reaction efficiency history at start-up.\n",
      "Time [min]    Rxn Eff. [%]\n",
      "          r0      r1      r2\n",
      "                            \n",
      "0.00   0.000   0.000   0.000\n",
      "0.06   6.372   6.506   6.644\n",
      "0.12  12.131  12.581  13.054\n",
      "0.18  17.270  18.111  19.012\n",
      "0.24  21.807  23.042  24.383\n",
      "0.30  25.779  27.366  29.107\n",
      "0.36  29.232  31.105  33.176\n",
      "0.42  32.218  34.303  36.618\n",
      "0.48  34.790  37.011  39.488\n",
      "0.55  36.997  39.288  41.849\n",
      "0.61  38.886  41.190  43.768\n",
      "0.67  40.501  42.772  45.312\n",
      "0.73  41.880  44.080  46.542\n",
      "0.79  43.055  45.160  47.512\n",
      "0.85  44.058  46.048  48.270\n",
      "0.91  44.912  46.776  48.855\n",
      "0.97  45.641  47.373  49.302\n"
     ]
    }
   ],
   "source": [
    "'''Individual reaction efficiency'''\n",
    "quant = stg.efficiency_history()\n",
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Reaction efficiency history at start-up.')\n",
    "print('Time [min]    Rxn Eff. [%]')\n",
    "\n",
    "col_names = [f'r{i}' for i in range(len(stg.rxn_mech.reactions))]\n",
    "time_name = ''\n",
    "df = (quant.value.apply(pd.Series).mul(1)\n",
    "       .rename(index=lambda i: round(i/unit.min,2))\n",
    "       .set_axis(col_names, axis=1).rename_axis(time_name)\n",
    "       .round(3))\n",
    "print(df.to_string(max_rows=20, min_rows=20))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Total water extracted in equilibrium\n",
    "From reference: **1994** Naganawa and Tachimori Anal. Sci. 10 p 607\n",
    "\n",
    "[H2O]_o,E = 0.4265 M"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total H2O extracted [M] = 0.2661\n",
      "Error (compared to measurement) [%] = -37.60\n"
     ]
    }
   ],
   "source": [
    "h2o_e_molar = water_molar_cc_org_history[-1]/unit.molar\n",
    "\n",
    "print('Total H2O extracted [M] = %1.4f'%h2o_e_molar)\n",
    "print('Error (compared to measurement) [%%] = %1.2f'%((h2o_e_molar-0.4265)/0.4265*100))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reaction Rate Density\n",
    "This quantity only makes sense per volume of the mixture."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NsXLlSqxevVryWHx8vNJEPqJPwZQpUzB58mRRsrKJiQl+/vlnvHjxAlOmTEGFChU06tvW1hY//PADXr16hZkzZ4oqdkVFRaFNmzZam1ZWm0aMGIG4uDj58pw5c1CtWjWt9b927VpJ248//qhyNbSWLVviiy++ELW9ePECZ8+e1Up8eYmNjcW+fftEbYaGhpg7d67KfcydOxcGBgaitg0bNhRKsmFMTAz+97//SdqbNWuGgwcPolSpUgUew8HBAX///Te+++67AvelzIcPH3Dx4kVRW6lSpSRJkERERERERFS8GeS/ChEREREREamqc+fOkrbs7Gw8efIETZs21bjfrKws3L17F69fv0ZkZCRiY2NhYWEBOzs7VKtWDQ0bNtRa1Zcc7969w5MnTxAcHIz4+Hh8+PABFhYWsLGxQaVKleDh4aGVG5t5iYyMxJ07dxAZGYmoqCikpKTA3NwcZcqUQY0aNVCzZk2YmJjoNIbClJ6ejps3b+Lt27eIiIhAcnIybG1tYW9vj9q1a2s1YSAvISEhuHXrFl6/fo2UlBTY2NigbNmyaN68uaRKUknTrFkzWFhYICEhQdT+6NEj1K9fX6M+P3z4gGfPnuHJkyeIiopCQkICDAwMYG1tjTJlyqBBgwZwdnbWQvSFJy4uDrdu3UJ4eDgiIyORlpaGMmXKwN7eHh4eHihXrlxRh6h1Y8eOxe3bt7F161ZR+99//40LFy6gbdu2Beo/JSUFfn5+CAsLQ2RkpHz/trOzQ4MGDVC5cuUC9a+K+Ph43LhxA8+fP0d8fDzMzMxgZ2cHNzc3uLq6am2cjIwMPH78GIGBgYiJiUFCQgJkMhlKly4NKysrVKpUCVWqVClx+8WnZPHixVi8eLGorX79+ti7d69WPwsmJib45Zdf0KtXL3h5eckrVSYlJaFHjx64ceNGoXz2VbFlyxacPHlSvty4cWOlyV2aSk5Oxl9//SVqK1WqFIYOHapWP6NGjcLx48dFbXv27EGnTp0KGmKeDh8+jPT0dFFbr1691LoucHBwQM+ePXHo0CF527t373D58mW0bt1aW6EqtXDhQlEiJgCYmZlhx44d0NfX19o4enp6OkvWe//+vaSyYfXq1WFubq6T8YpKVlYWXr16hSdPnuDdu3dISEhAVlYWrK2tYW1tDVdXV9StWzffapTa8vz5cwQEBODt27dISkqCkZERHBwcMGTIkEIZ/7/s0aNHuHfvHkJDQ5Geng57e3s4OjqiefPmMDMzK+rwiIiIiIg0JxAREREREZEQFBQkABD9tWrVSqO+LCwsJH0dO3ZMo77Onj0reHl5CVZWVpI+P/6ztbUVhgwZIjx+/FijcQRBECIjI4UNGzYIX331lVC2bNk8xwMgGBkZCZ9//rmwf/9+ISsrS+NxFYWGhgrTpk0T6tWrJ8hksnxjaNOmjfD7778L0dHRkr62bt2a7/PI7y+3z4Gvr69kXV9fX42e89mzZ4UePXoIZmZmecZSpUoV4fvvvxdCQ0M1GsfJyUnUn7e3t+jxw4cPC5999lmu48tkMqFx48bCyZMnNRq/oBTjcXJy0qifevXqSfpasWKFyttnZ2cL//zzjzB58mShcePGgoGBQb6fI0dHR2HixInC69evVR5Hl59fZVJSUoRly5YJTZs2FfT19fPst3bt2sLChQuFpKQklfvXllmzZkni2bp1q1b6TklJEezt7SX9d+/eXaP+MjIyhI0bNwpt27YVjIyM8nxNXVxchGnTpik9luXH29s7z33D399f6NOnj2BoaJjr+E5OTsLKlSuF9PR0jZ6rIAjChQsXhL59+wqlS5dW6fNZpkwZoVu3bsKGDRuEyMjIAj/PjxV03wEgBAUFCYIgCFlZWYKzs7PoscqVKwvZ2dkav1aCIAi///67ZMyjR48WqE9VnDhxQnJ+/fLLL4UPHz7odNzw8HDBw8NDNG6DBg2EjIwMnY6ripCQEMHS0lIel5GRkRAYGCh/XNnxeNasWWqNcfz4cUkfXbp0UTvWjIwMyfWCg4NDgT+P+fHy8pLEv2/fPrX72bNnj6SfyZMn6yDi/5OcnCx6f3P+5syZo9Nxte3atWuS59C0aVOdj6vsvKvun+I1p6KnT58KCxYsEDp27CiYmprm25+lpaXg5eUl3LhxQ+Pnldc+nZSUJCxYsECoUqVKrjEU1mtTUIrnTkB7102tWrWS9K3K96G8vpOkpaUJv/32m1C5cuVcX7PSpUsLffr0EQICArTyPIiIiIiIChunwSUiIiIiItIyZb/yV6zilZ8HDx6gXbt26NChAw4ePCipBKIoOjoa27dvR506dTB69GikpaWpNd6AAQNQrlw5jBw5Evv370d4eHi+26Snp+Py5cv46quvUKdOHTx8+FCtMRWlpKTg+++/R5UqVbBgwQLcv39fNDVfbjH4+vrif//7H8qXL4/3798XKIbC9urVK3Tq1AkdOnTAsWPHkJSUlO/6v/32G6pWrYq5c+dqbdq4+Ph49OjRA56enrhx40au6wmCgJs3b+KLL77A0KFDJdVdSoqC7KOXLl2Ck5MTWrRogcWLF+PmzZsqvQ5v377F8uXL4eLighkzZhTKlH/q2LRpE1xcXPDDDz/g+vXryMrKynP9hw8fYurUqXBxccHBgwcLKUrdK126NMaNGydpP3nyJGJiYtTq6+jRo6hZsyZGjBiBCxcuSCpSKXr58iUWLFiAypUrK52SVxOCIGDGjBlwd3fHoUOHkJGRkeu6r1+/xoQJE9CkSRNERESoNU5sbCw8PT3Rtm1b7Nu3Dx8+fFBpu6ioKBw/fhwjR44s1tMN6+npYfTo0aK2oKAgnD59ukD9rlu3TrTs6OiIbt26FajP/Lx//x7e3t6i8+uQIUOwZ88enVfLtbe3x+nTp1GnTh1527179yQV/orC8OHDER8fL1/++eefUbt2ba2OceXKFUlbixYt1O7HwMAAn332magtLCwMz58/1zg2VWgr/pYtW6rUtzYdPnxY9P4C/07hO2LECJ2Oq23K9tHXr18XQSTaEx0dDTc3N9SoUQPTpk3DmTNnkJycnO928fHxOHjwID777DP06tUr3+9K6vDz80OtWrUwbdo0eTVQKhwvX76Em5sbvv/+ewQFBeW63ocPH3Do0CE0atQIP/30U7G7riYiIiIiyg+T9YiIiIiIiLRM2c0idaan+uuvv9C0aVNcuHBB7bGzsrKwfv16tG7dWq1ki2vXrhUo8erx48f47LPPcO7cOY22f/PmDZo3b47ff/9d5SQPRWlpafkmwxQnd+7cQbNmzXDmzBm1t01OTsbMmTPRt29ftRMzFUVHR6NFixaSqfnys23bNrWn7isuCrKPBgUFISQkROOxMzMzMW/ePPTs2bNYJDtmZGRg+PDhGDFiBEJDQ9XePjw8HF999RXmzp2rg+iKxtixY2FgYCBqy8rKwqlTp1TaXhAEzJo1C71798aLFy/UHj8hIQHjx4/HqFGj8k2azEt2djYGDx6MefPmqdWPv78/Pv/883yTh3PExsaidevWOHLkiKahlgjDhw+XJMqsXbtW4/4uXLiAp0+fitpGjhyp1ek4lfnf//6HqKgo+XLbtm2xefNmnY+bw9raGn///Tesra3lbXPmzNFoX9GWjRs3ihIv69evj6lTp2p9nDt37kjamjZtqlFfzZo1U6l/bXn37p3khxyVKlVC+fLl1e6rQoUKqFSpkqgtICCgQMe7/Bw7dkzS1rNnTzg4OOhsTF1QFu/79+9x9erVIohGOxITE+Hv71+gPv788080btwYb9++LXA8OVMyv3nzpsB9kXqCgoLQvHlztX4AlpmZiQULFmDo0KFM2CMiIiKiEsUg/1WIiIiIiIhIVS9fvkRKSoqk3cXFRaXtd+/ejcGDB0tuNhgZGaFt27Zo0qQJKlasCEtLSyQlJSE4OBjnz5/HP//8I1r/xo0b8PT0hK+vLwwNDdV6Dvr6+nBzc0Pt2rXh6uoKW1tbWFhYQBAEJCQk4Pnz57hx4wauXr0qijMpKQn9+vWDv78/KlasqPJ4b968QePGjZVW8ytdujRatmyJzz//HGXLloWlpSUSExMRFhYGf39/XLt2Lc9qejY2Nqhfvz6Af6vwPX78WPR4xYoVYWNjk2d8VatWVfm5qOrx48do3bq10mSYatWqoXfv3qhatSosLCwQFhaGmzdvKq28d/DgQaSmpqqdaJcjMzMTvXr1QmBgoLytYcOG6NSpE6pUqQIrKyvExMTAz89PaVWaXbt2oVevXvDy8tJo/KLw4cMHpUkhqu6jihwcHNCoUSPUrFkTzs7OsLCwgImJCZKTkxEREYEHDx7g1KlTkuTZ48eP46effsqzopSuP7/Z2dno1asXTp48KXmsfPnyaNeuHRo2bIgyZcqgVKlSiImJgb+/P/7++2/RTWxBEDBz5kyUKVMGY8aMyTOekqBMmTKoX7++JPHl2rVrGDBgQL7bjxkzBuvXr5e029jYoEOHDmjUqBHs7e1hYmKCuLg4PHz4EKdOnZIkbm3YsAFWVlZYtGiRRs9j+vTp2LVrl3y5YsWK6Nq1K+rWrYsyZcogKSkJjx8/xqFDhyTVa54+fYqpU6di1apV+Y7z/fff4/79+5L26tWro3379vLziLGxMZKSkhAXF4dnz54hMDAQfn5+BU44zk3OvgMAL168EFVqMjU1VenYbmRkJP+3ra0t+vXrBx8fH3nbiRMnEBISotY5L4diop+BgQGGDx+udj/quHTpEvbv3y9frlChAvbv3y9JTlWUlZWFw4cP49ChQ7hz5w5CQ0Ohr6+PChUqoGbNmujXrx+6d++ucmU+R0dHrFq1CgMHDgTwb7L9smXLCpT8qKk3b97ghx9+kC8bGBhgy5Ytal87qeLJkyeSNk2vMZSdsxSPIdqkzdiBf+P/+DySkpKCkJAQODs7a9xnXi5evChpa9u2rU7G0qVy5crB2dkZwcHBovYRI0bg4sWLsLe318m4Dg4O8mNqUlISXr58KXrcxcVFadXijykmaObGzMwMHh4eqFmzJqpVqwZLS0uYm5sjPT0dsbGxePToEXx9fSXXRM+fP0ffvn1x6dKlfI9puQkLC4OnpydSU1PlbY0bN0bHjh3h5OQEc3NzhIaG4tGjRzhw4ACAwn1tPmUZGRnw9PQUfR+sXr06PD095a9hWFgYrly5gpMnT4reIwDYsWMHrK2tsXz58sIOnYiIiIhIM0U4BS8REREREVGxERQUJAAQ/bVq1UrtfhYtWiTpx9raWsjKysp328DAQMHExES0rYGBgfDjjz8KEREReW7r7+8vNGrUSDL2pEmTVIq7WrVqgqenp3D48GEhLi5OpW2Cg4OF/v37S8bs2rWrStsLgiB8+PBBcHd3l/RhZGQk/Pjjj0JMTEye22dnZwvXrl0TRo8eLZQqVUoICgrKdV1l7/HWrVtVjlWRr6+vpD9fX998t0tNTRXq168v2dbGxkbYsWNHrtvFxMQIQ4cOlWwHQPjjjz9UitnJyUm0XalSpeT/rl69unD+/Plct42IiBA6deokGdvV1VWlsbVBcWwnJye1+9i3b5+kH319/Xz3sRxbt24VqlSpIsybN08ICAhQaZvMzExh586dgoODg2hcmUwm3Lx5U6U+tP35FQRBmDlzpqRPR0dHYf/+/UJmZmau22VkZAgbN24UzMzMJPvtnTt3ChSTKmbNmqX110LR+PHjJWM0bdo03+22bNmidN9ev3698OHDh1y3y87OFg4fPizY29tLtv/rr7/yHdfb21vyXshkMgGAYG5uLmzYsCHX9zQtLU2YMmWK0v3i7du3eY775s0b+Tg5f3Z2dsKxY8fyjVkQBCEpKUk4cuSI0LVrV2HAgAFqP09VjwGtWrUq8PldEATh9u3bktdpxowZavcTGhoqGBoaivrx8vLSKCZ1tG3bVjTm4cOH893m+vXrQt26dZWeez7+K1++vHDkyBFBEKTnx9zOje3atZOvY2Jiku85X9uys7OF9u3bi2KdOnWq0nW3bt0qec6zZs1Seay0tDRBT09Pco2X17E2L8quQQYPHqxRX6rYtGmTZLyvv/5a4/4U92UAeV6DFMSbN2+UfmZv376tk/F0bdKkSUqfT5kyZYRly5YJ0dHROh1f0+vf3AQFBQlWVlbC+PHjhYsXLwrp6ekqbXf16lWl3yGWLFmi8tjKzns5/65Xr55w7dq1XLdVdk7X9mujLcr2N21dNymeX1V9znl9J7GyshJ8fHxy3fbdu3dCt27dJOPKZLJi8XoTEREREamC0+ASERERERFpSWhoKJYuXSpp79+/P/T08v76lZ2djX79+omq8pmamuLMmTNYvHgx7Ozs8ty+QYMGuHbtGjp06CBqX7FihUpTQt26dQuHDh1C7969YWlpme/6AODk5ITdu3dj9uzZovaTJ0+qXN1l9uzZuH37tqjN0tISp06dwuLFi0XT5Ckjk8nQtGlTrF27Fq9fv9ZZRRFtWrZsGQICAkRtNjY28PX1xaBBg3LdztraGlu3bsVPP/0keWzKlCl49+6d2rHkVKXw8PDA9evX86wyY2dnhz///BN16tQRtT958kRS2bG4SkpKwqxZsyTtnTp1yncfy9GnTx+8ePEC06dPR7169VTaRl9fHwMHDoSfn5+oeoogCPj9999VC17Lrl+/jnnz5onamjZtisDAQHz55Zd5TomZUwHsn3/+gYWFhbw9PT0dP//8s85iLkweHh6StlevXuW5TXBwMMaPHy9qq169OgICAjBy5Mg8q47JZDL07t0bt2/fhqOjo+ixqVOnQhAENaL/970QBAE2Nja4cuUKRowYket7amRkhIULF2LEiBGi9qysLGzdujXPcY4dOyaJ7cCBA+jevbtKcZqamqJXr144fvw4Nm7cqNI2RalRo0b47LPPRG2bNm1Se0rrTZs2ISMjQ9Sm66qUd+7cwYULF+TLHTt2RO/evfPc5vjx42jTpg0ePHiQb//v379H7969sXDhQpVj+riiXUpKCnbu3Knyttqwbt06nDt3Tr7s6uoquabRlsjISEnV5PLly2s8/bCyao7KKhRrS1hYmEoxqKow41d2TWpoaKjyOby4mTRpktJKbVFRUfjhhx9QtmxZtG7dGrNmzcLJkycllX2Lm/Lly+P9+/dYuXIlWrVqpXJVy2bNmuHKlSvo3LmzqH3FihVqH5Nz5EzF3Lx5c1y5ciXPaapVrSRKqsn5TmJubo4zZ87A29s713XLly+PP//8E/379xe1C4KAkSNHcjpcIiIiIioRmKxHRERERESkBS9fvkTnzp0RGRkpajc1NcW0adPy3f7QoUOiqUgBYOvWrWjTpo3KMRgZGeHAgQMoU6aMvC09PR2//fZbvtuqmqCnzMyZM0WJLYIgYPPmzfluFxMTg9WrV4vaZDIZ9u/fr9bzzpEzrWRxlpGRoXRaSR8fH5VvGs+fP19yYzItLU3yWqrKysoKBw8ezHc6VQAwNjZWOm3r6dOnNRq7MEVERKBHjx6Sqfz09PQwZ84clfsxNzeHTCbTKIZKlSphzZo1orYDBw5IphcuDPPmzRPdzCxfvjxOnjyp1rGgfv36kufz999/S5JRSyJlib8RERGSBKuPLVmyRJJwferUKUnyXV4qVqyIvXv3itoePnyo8VTXW7duFU0Hm5eFCxdKkg/y27cVExirVauGVq1aqRfk/1fcj985xo0bJ1oODQ3F0aNHVd4+KysLGzZsELXVqFFD51Nybtu2TbSsLPH7Y/7+/ujTp49kqkEAsLCwQI0aNeDs7CyaKhgApk2blm+SZ47OnTujcuXK8uWzZ8+qtJ02BAUFYfLkyfJlPT09bN68GcbGxjoZLyYmRtKW39SYeVG2bXR0tMb95ackxx8SEiJps7W11clUx4WhbNmy2L59e64/BMrMzMSlS5cwZ84cdO3aFWXLlkWlSpXQu3dvLFu2DDdv3tQ4mU0XjIyMULp0aY22LVWqFLZt2yY6f4SEhODMmTMax2NpaYl9+/aJfoxAhWflypVKfzChSE9PDz4+Pqhevbqo/fnz5zh58qSuwiMiIiIi0hom6xEREREREWkgNTUV7969w4kTJzBy5EjUq1cP9+/fl6y3YcMGlRI1Fi1aJFpu3bo1vvzyS7XjsrS0xMSJE0VtR44cUbsfdchkMgwePFjUpkqltdWrVyMpKUnUNnLkSHTs2FGr8RUnhw4dQmhoqKjtiy++ULkKVY5Vq1ZJqvFs2LAhz0Si3EycOFFU7S0/HTt2lFShu3Pnjtrj6lp6ejrCw8Nx7tw5/PDDD3B1dYWvr69kvXnz5qFRo0aFFleXLl1ECbWZmZnw8/MrtPEBIDAwUHIj89dff4WVlZXafQ0YMADVqlUTtamTuFRcKXstBEFAYmKi0vUjIyMlCUo//vijKBFJVc2bN0e7du1EbZocx1u1aoUePXqovL6NjQ2++OILUdu9e/fyrFCj+HrY2tqqF2QJ9NVXX0mSOdeuXavy9idOnJAkD40aNUorseVGEATs379fvtygQYM8kyrT09MxcOBApKeni9o9PT3h5+eHuLg4PHnyBEFBQYiLi8Phw4dFVVe3b9+uUlwymUyUnH/58mV5ZStdEgQB33zzjegaZMKECWjWrJnOxkxOTpa0aZqglNu2HycLa1tJjj82NlbSpsn5rjjp3bs3Dhw4oHJCWUhICI4ePYpJkyahSZMmKF++PCZOnKhS1czizt7eXvIjloJUfP7+++9RoUKFgoZFGnB3d8eQIUNUXt/IyAjLli2TtK9bt06bYRERERER6QST9YiIiIiIiHJx6dIlyGQypX+lS5eGo6MjunXrho0bN0puMJqYmGDXrl0YMGBAvuMEBwdLkp2GDx+ucdxdu3aV9P/69WuN+1OFYrLO3bt3800cO3bsmGhZJpNh0qRJWo+tOFFWNWjs2LFq9+Pi4oJOnTqJ2qKjo3H37l21+1Kc+jI/+vr6kuQ2Vac91rbXr1/nuo8aGxvDwcEBHTp0wG+//Sa5Wa+vr48lS5aoVPlSm/T09ODi4iJqu3HjRqHGcPDgQdGyubk5+vbtq1FfMpkMXbp0EbVdvHhR09CKjdym4P7w4YPS9hMnTkge0+ZxXJPXVN19GwAaN24sWk5KSspzim3F5LwHDx4USaXIwmRkZCR5bX19ffHs2TOVtldMIihdujSGDh2qrfCUCgwMFE0x6uXllef6e/fuxePHj0Vtq1atwqFDh9C4cWNRddHSpUvLp3Du06eP2rF9nDQYHx+Ply9fqt2HulatWiXap6pUqYJff/1Vp2MquyYqyDSaypLdFJMrtakkx6/suF2QitLFhaenJ+7fv4+hQ4eqPZ1yZGQkVqxYgfr162Pw4MF5HudLAsXvIZpeV8lkMnzzzTfaCIk0MHz4cLWrV3/xxReSH8adP39eox8wEREREREVJoOiDoCIiIiIiOhTkpP0MnPmTFSsWFGlbS5duiRpa968ucYxKKvk5O/vDycnJ5X7SEpKwuXLl3H//n08evQI0dHRSEhIQHJystIqS4oV8tLS0hAeHp5rVcGEhAT4+/uL2po2bYqqVauqHGNJdPXqVdGyqamppBqIqr766itJdbSrV6+iSZMmKvfh4uKiUfUQxWSzkpScY2xsjJ49e2LWrFmoVauWVvoMDAzErVu3cP/+fbx+/RoJCQlITExEWlqa0vVfvHghWn7z5o1W4lCV4jHHzc2tQEkXisccxX27JMqtmlxuN5EVX1MnJ6cCVeZRfE2Dg4MRFxenVjUoTaajVdy3gX/379zOZ4rHm+TkZPTr1w+7du1SaWrtkmr06NFYtGiRfCpJQRCwbt26fKedDwoKkkwt3Ldv31yTQ7XlypUrouX8qrkqTtc+duxYyfS/ioyNjbFz5048ffoUgYGBKsem+NmKiIiQTGuoTS9fvsTUqVPlyzKZDBs3biySaZg1nVI9t20FQShIOFqJoSDb6ip+Zf0WJPbixMnJCVu3bsUvv/yCXbt2Ye/evUorfedGEATs3LkTZ86cwcGDB9GyZUsdRqu6d+/e4dq1a7h//z6ePXuG+Ph4JCQk4MOHD0rfz7CwMNGyptdVVatWVWvqetKuXr16qb2Nnp4eevbsidWrV8vbUlNTce/ePZWm0yUiIiIiKipM1iMiIiIiItIid3d3TJgwQeVEPUCawAVodrMiL1FRUSqtd+fOHSxZsgTHjh3LtYKUquLi4nK94XXz5k3JVHcFSVAsCZKTkyWVlxo2bKh2NZQcym5AqVtZT7ESiaoUK9KUpGS9WrVqYezYsQVO1EtLS8PKlSuxdetWPHr0qEB9xcXFFWh7dWRlZUkqzty/fx8NGjTQuM+YmBjRcnx8PDIyMmBoaKhxn0Utt/ckt2kfFY/jUVFRBXpNFROgc/pUNVmvVKlSGiUcKKs2ldf+3alTJ5QrV040vfepU6dQpUoVDBw4EF5eXmjRokWJ/iwo4+joiJ49e+LQoUPyNh8fH8yfPz/PqUHXr18vSQQdM2aMzuLM8fDhQ/m/S5Uqhdq1a+e6bmxsLG7fvi1a/5dfflFpnFKlSmHu3Lno3bu3yrF9PC048G/FL13Jzs7G119/LaqGPGLECLRt21ZnY+ZQtg8U5DpL2bZGRkYa95efkhy/sn2yMM+7haFSpUqYNm0apk2bhsjISPzzzz+4fv067t69C39/f8l5WlFERAQ6deqEK1euSKonF6aDBw9izZo1uHTpUp5TsOdH0/fXzc1N4zGpYCpUqICyZctqtK2y9+3OnTtM1iMiIiKiYo3JekRERERERLkwNTVVWuktIyMDsbGxouSEHL6+vvDw8ICPjw/69++v0jhv376VtAUEBKgfcB6io6PzfDwjIwP/+9//sHbt2gLdHPtYXgkeH0/Hl6Nu3bpaGbe4io6OllQDqVmzpsb9ubq6Qk9PT/R+qZqUmUPTyleKN+1zqksVNkNDQ6VJd5mZmYiPj8e7d+8kr7m/vz/atGmDxYsXazzt8tWrV+Ht7a216RoLM9kxOjoaqamporbY2FjJNMEFFRMTo/FN1+JA2euhp6cHMzMzpesrHseTk5N1chxXtfqotvZtQPn0lzlKly6NVatWwcvLS7SvxcfHY82aNVizZg1MTEzQtGlTNGnSBE2aNEHLli11XkmuMIwfP16UrBcbG4t9+/blOqVteno6tmzZImpzc3OTTD2sC8+fP5f/u1atWnkmid+4cUP0XrZv316SUJeX7t27w9zcHImJiSqtb2xsLFrOrSKpNixfvlxUZdDR0RFLlizR2XgfU1a5T9vJbqamphr3l5+SHL+y4+Gnlqz3MTs7O/Tu3VuUNPvq1StcuXIFf/31F06ePKn09f/w4QN69+6NJ0+eFHqlyffv32Pw4MG4cOGCVvrT9LrK3t5eK+MX1MyZM3Hs2DG1thk9ejRGjx6to4h0r0aNGhpv6+rqKmmLiIgoSDhERERERDrHZD0iIiIiIqJcuLu74+LFi7k+HhMTg7/++gsLFy7EkydP5O3p6ekYPHgwzMzM8p1qDsg/kU4b8rqhmpGRgS+//BJ//vmnVsfMK8FDWYWPTyF5Iy/Kkn/UmdJSkZ6eHiwsLEQ3nPOrnKKopFe7Kl++PO7du5fr40lJSTh9+jSWLFkCPz8/ebsgCPjxxx9hYmKCsWPHqjWmr68vunXrJqrMVFB57SvaVhjHG6BgSRzFgbKE4rJly+ZaXaownq86YxTmvu3p6YmdO3di5MiRSE5OljyekpKC8+fP4/z58wD+PXY1bNgQX375JQYMGKBWJdripHXr1qhdu7aoat26detyTdY7dOiQpGpcYVTVA8TV6hwcHPJcVzHxVN3KRPr6+nBzc5NMDZ0bxaQpOzs7tcZT1fPnzzF9+nRR2/r162FhYaGT8RTZ2tpK2pRV0FSVsm2VjaEtJTl+ZVVGY2JikJmZCQOD/8btkSpVqqBKlSrw9vZGdHQ0Fi1ahN9++01S5TokJARr1qzR+McMmnj37h1at26NFy9eaK1PTX9EUljHg/y8efNG7YR/xamASxpllX0Lsu2nnJBLRERERJ8GvaIOgIiIiIiIqKSysbGBt7c37t27h379+okey8rKwqBBgxAcHJxvP9quaKWuRYsWKU3Uq1ChAsaOHYudO3fi+vXrCAkJQVxcHFJTUyEIgujP19dXrTETEhIkbblVrPpUKKsyVNAqMorbq1rJ6L/CzMwMffr0wfXr1/HDDz9IHv/uu+9w8+ZNlfuLjY1F3759JYl6enp66NixIxYsWIBTp07h4cOHiIqKQlJSErKysiT7S6tWrQr83DRV1MebkkLZ56JKlSpK1+VrCgwYMABPnz7F2LFjYW5unue62dnZuHPnDqZOnQoXFxcMHz5cp1Of6tK4ceNEy35+fvD391e67tq1a0XLlpaWKlfgLaiPkyjzS0ZRTPrWpNKUOlU1Q0JCRMvqVPFTx8SJE0UJr4MGDcIXX3yhk7GUsbOzg56e+L/iQ0NDNa5mrPi6Aeq97upS1reyytCqKsz4lVXsSk9Px/3793UyXnFna2uLxYsX4+TJk0qnHt60aVOhxjN06FCliXoNGjTAtGnTcOTIEdy9exdhYWFISEhAenq65Lpq1qxZWonlU03eVPa8FKssa0rZDwk0eR0L8p1I2bb8TkRERERExd2n+e2DiIiIiIioEBkbG2PHjh0IDw8XJa0lJCRg2LBh8mpCuSldurSk7cOHDyhVqpTWY1UUERGBBQsWiNoMDAywZMkSjB8/XuWbLepWlVKWLFCQCi0lgbIEFmVVqNShuH1+STL/VTKZDEuXLkVERAR27Nghb8/IyIC3tzcCAgKU3rBW9Ouvv0qSitzd3bF7925Uq1ZN5XiKsuqcsuNN3759sXfv3iKIpvi6fv26pM3NzU3puspe0yZNmuDGjRtaj6s4q1ChAlavXo2lS5fi1KlTuHDhAq5cuYLAwEBJ9aYcGRkZ2Lx5M06cOIETJ07k+hoXV4MHD8a0adNEUy6uXbsWGzZsEK338OFD0fSrOdvqctrS3CgmjBW1W7duyf+tr6+PypUr62Sc9+/fi5Zv3LiBBg0aqLy9ssq169atw9GjR0Vt7u7uSpOdjIyMUL58eVGCW0ZGBt6/f6+08lt+3rx5I2nT1WuXW9+vX7/WuL/CjL9SpUooU6YMoqKiRO03b94sccccberYsSNmz56Nn376SdT+9OlTvH37VqPPpbpOnDiBc+fOidrs7e2xY8cOdOzYUeV+Sno1X11TVslbW9+7lPWjSbX0gnwnUrYtvxMRERERUXFXvP53hoiIiIiIqIQyMDDA9u3bJUloFy5cwL59+/LcVlkVGXWnM9XUsWPHJFXCFi1ahO+++06tqgjqxqtsqrNPvTqVshtXBZmiKTs7W1Kh0MbGRuP+/gvWrFkDJycnUduTJ0/w+++/q7S9YkJbxYoVce7cObUS9YDC27+VKcrjTUkRHh6OwMBASXvz5s2Vrm9lZSU5Xv6XX9PSpUujd+/eWLlyJe7du4e4uDicPXsWs2bNQpMmTZQmi4WFhaFr166FNk2ztpiZmcHb21vUtnv3bsmxWbGqHgCMHj1ap7F97OOkwPwSNBTPVZpUPVRnm2PHjsn/7eHhUWjTUL548QIBAQEq/ymrBBceHi5ZL6+pPJVVeNN06s+XL19K2lxdXTXqSxXajB2Qxl+6dGlUqlRJ4/7y07p1a0nbhQsXdDZeSTF27Fil1/vPnj0rlPH37NkjWtbX18dff/2lVqIe8Omdc318fCTVA/P7mz17dq79afs7SH79aJKs93HSuza2VZagSERERERUnDBZj4iIiIiISEscHR0xZ84cSftPP/2EjIyMXLdTNu1XQaqVqOPs2bOiZWtra0yYMEHtfl69eqXW+g4ODpK2T306sjJlykAmk4naHj9+rHF/T58+lUyfp6vpAz8VZmZmWL58uaR9wYIF+d7offz4sWTKv2+//RaWlpZqxZCRkVGgqQMLys7OTvI5LKzjTUmxatUqSSU4Q0NDdO7cWen6MpkMdnZ2orZ3794hMzNTZzGWJGZmZmjfvj1mz56NGzdu4PXr15g2bZqkemxYWBgWL15cRFFqbty4caJ9Kjk5WVTBU3EZAD7//HPUrl270GL8OJH73bt3ea6rWE3r9u3bao2VnZ2Nu3fvqrTuxYsXRefBDh06qDVWSdOoUSNJm7Iqnqq4du2apE2XVeIcHR0lUyK/fv0aoaGhavf1/v17yXmnfv360NfXL1CMeenRo4ek7ejRowgPD9fZmCWBpaUlqlevLmlXrEKoK4rfQzp37ozGjRur3Y+630P+a5R9P3jy5EmB+01ISJBULZXJZBr9eKggCaJPnz6VtGkyhTsRERERUWFish4REREREZEWjRkzBlWqVBG1vXr1Cps3b851myZNmkjaLl++rPXYlFGsFNOkSRMYGhqq3Y+6N5s9PDwklTyuXr2q9rgliYmJiaQyzb1793KdHjI/H08dmENZIgCJ9ezZEy1atBC1xcfH55skpKyqUsuWLdUe39/fH6mpqWpvpy2lSpVC/fr1RW3Pnj37zycs5EhJScG6desk7d27d88zMVPxOJ6SkoI7d+5oPb5PgaOjI3799VecOXNGkpxz6NChIopKc9WrV0f79u1FbR9/hpRV2hszZkyhxJbj4+uSZ8+eQRCEXNf97LPPRMmH586dU6tq1alTp1SqkJSZmYmJEyfKl42MjDB8+HCVxymJlJ0z/vnnH7X7ycrKklx3lS1bVmnSlTZpK35l23z++ecaxaQqT09PyTE8IyND6ZTF/zXKzm3qVNfWVFpaGiIiIkRtmlxXZWVl4ebNm9oK65OkLJFXGz+SUlaFuHbt2pJkfFW8fftW8nlQlbLrLX4nIiIiIqLijsl6REREREREWmRkZISZM2dK2n/99VekpaUp3UZZJZnDhw9rPTZlFCtnaFIJISoqCr6+vmptY25uLrlxdOPGjQJNqZYfZTceNU2U01SzZs1Ey0lJSTh16pRGfR04cCDf/km5efPmSdpWrVqV59SNyqrMaLK/5Dctdm60+fktymNOcTd69Gil7/V3332X53Z8TdXXsmVLdO/eXdT28uVLydTs2qC4/2j72D9+/HjRcmBgIK5cuQIAkuRPe3t7eHp6anX8/Hw8PWpiYiIePnyY67o2Njai83NKSorSY6YyGRkZmDVrlkrrjh07VpQsMmLECJ1Og3rv3j21p5X8+G/r1q2SPmfNmiVZ7+LFi7nG0Lp1axgbG4vaLly4gNjYWLWey+nTpyXTGXfq1ElSNVXblFUXPXjwoNr9KNsmt8ql2mJqaooRI0ZI2hctWoSgoCCdjl3cKUvWV1b1O4e2rkeUTXuuyXXVyZMn853eu7AUh+8ayjRs2BAmJiaitufPn+P58+cF6vf48eOStubNm2vc39GjR9XeJjs7G3/++aeorVSpUmjQoIHGcRARERERFQYm6xEREREREWnZoEGDUK1aNVFbSEgINm7cqHT9WrVqSda/efMmLly4oLMYc5iamoqWNZn2avXq1RpVCuvdu7doWRAELFmyRO1+VGVubi5pK+ybe506dZK0KavilZ+goCBJkl+ZMmV0OgXep6RVq1Zo27atqC05ORmLFi3KdRvFfQVQf3+Ji4vDli1b1NomhzY/vz179pS0LV269D8/beuKFSsk05UC/1bVy6/aT9euXSVV4tatW4e4uDhthvjJ+TiJLIcqVdnUpbj/aPvY361bNzg7O4va1q1bh5s3b0qmhB02bBiMjIy0On5+FJMnzp07l+f6Y8eOFS3/8ccf+VYgy8rKwqhRo/KdNjcpKQne3t6iayJHR0elP3T41JiZmaFbt26ittTUVGzbtk2tftavXy9p69+/f4FiU4Wnp6fks3vkyBG1qmGFh4dLEnLKly+PVq1aaSPEPE2dOlVSRS4xMRHe3t7Izs7W2jjZ2dn4448/tNafLgUHByudQlaxSvjHtHU9oo3rKgD47bff1N5GV4rDdw1lDAwMlF7HKLvmUVVWVhb27NkjaVe8vlaHJpUu//77b7x9+1bU1q5dO40qxRMRERERFSYm6xEREREREWmZvr6+0pvOCxYsyDWpbfr06ZK24cOHqzX1nCbKlSsnWr527RqSk5NV3v7hw4dYsGCBRmOPGTMGFhYWoraNGzfizJkzGvWXH3Nzc0nFC2U3KHWpd+/ektf8+PHj+Pvvv9XqZ8KECZLEqlGjRvHGlBp++eUXSdvatWtznQ5W8X0DoPZndfz48Ronb2nz89u8eXO0bt1a0tcPP/ygUX8lXVpaGsaPHy+akjOHjY0NVq1alW8fTk5OGDx4sKgtISEBX3/9dZ5Tjv7XhYaGipZlMhnKlCmj9XGsra1Fy0FBQVp9X/T09CRT2x48eBBz586VrDdy5EitjauqRo0awczMTL68e/fuPNcfOHCg6EcEgiBgxIgR6NevH27fvi167dLT03Hq1Ck0b95cafW5HO/fv8dvv/2GWrVqYfv27fJ2U1NTHDt2DPb29po8tRJH2RTIixcvVrm63tWrVyXVrFxcXJRW99Q2GxsbfPXVV6I2daopAv9WI8zIyBC1jRw5Enp6ur9NYWtri99//13SfuXKFXz11Ve5VsBWR1hYGLp06aKzZL34+Hjs3LlTa9XalF3Du7m5Kb3myaF4PAU0ux6xtLSUVHtT97pq06ZNeVazLGzaem10QbECLAD8/vvvCAkJ0ai/P/74A8HBwaI2R0dHyY+x1HHr1i21EggzMjIwadIkSfvo0aM1joGIiIiIqLAwWY+IiIiIiEgHBgwYIKkY9P79+1yrqA0aNEiyflBQEL744gu8f/9eoxgSEhKwePFi7Ny5M9d1FKssJCUlKU1iUiY4OBg9evTQ+OampaWlJDlGEAT07dtXoxtvEREReU6fqKenh1q1aonaTp8+rdVqKvkxNDTEhAkTJO1DhgzBo0ePVOpj5syZOHHihKitVKlSkkpIlLcWLVpIkhtSUlJyTT5t2LChKNkFAJYvXy6p5pGbOXPmYNeuXZoFC+1/fufNmyeZMnHFihXyaR01ERgYiCFDhqg9pWNRSUtLw44dO+Du7o7Vq1dLHjcyMsKePXtUnppz5syZkikujx49ipEjR2p8nAwODsaECRMQGBio0fa6Nnv2bPj5+Wm0bUhICI4cOSJqq1mzpk6SjuvWrStajo+Px7Vr17Q6xrBhw1CqVCn5cnp6uiSpqnPnzpIKfIXB0NBQVFHz1q1bkop/HzM2NsbOnTslCcL79u2Dh4cHrK2t4erqiqpVq8LKygpdunQRfQ6++eYb0XZeXl6oUKECfvjhB1FiiI2NDY4cOYKGDRsW9CmWGO3atcNnn30magsNDcWYMWPyPZ7HxMTg66+/lqz3008/SSp75sbHxwcymUz0p5i8nZepU6dKxlq/fr3S6TAV/fXXX5KqgFZWVkqvi3Tl66+/xoABAyTthw4dQseOHTWeEjcrKwvr169HnTp1dPajEwD48OEDBg8ejJo1a8LHx6dACYYrV67Ehg0bJO3KXp+PVaxYUVKh8OTJkxrF0KJFC9HyxYsXVe7r1KlT+PbbbzUaV1e0+dpoW9euXVGzZk1RW1JSEvr06aN0SuK8nDp1CjNmzJC0T5w4scDn8PHjx+d5fsohCAKGDRuGJ0+eiNqrVq2KL774okAxEBEREREVBibrERERERER6YCenp7SSiOLFi3Chw8fJO36+vo4cOCAZPokPz8/NGzYEGvWrFFpqtnMzEycO3cOI0eORKVKlTBlyhSEhYXlun6fPn0k1UyWLFmCGTNm5Dkl5p49e9C0aVN5tQjFCnmqmjFjhuSmdVxcHDp16oSpU6eqlPRz8+ZNjB07Fs7OzvlOxdasWTPR8tOnTzF8+HC8fv1a/eA19MMPP6BBgwaitqioKLRu3Rr79u3Ldbu4uDgMHz5cUqkJ+PdzVb58eW2H+smbM2eOpG39+vVKE2QNDQ3Rq1cvUVtsbCzatWuH+/fv5zrG+/fvMWDAANHxQNP9RZuf3+bNmys9Rs2ZMwdt27bFlStXVOonOjoamzZtQocOHVCvXj3s2LFDaxV/tC07OxuPHz+Gj48PxowZg0qVKmHIkCFKE+FMTExw8OBBdOzYUeX+K1eurHR6yk2bNuGzzz7D8ePHVUqETExMxO7du9GrVy9UrVoVq1at0miq8cJw9OhRfPbZZ/jss8+wfPlyvHnzRqXtrl27hrZt2yIhIUHUPmjQIF2EKdl3gH8Tynx9fbWWsG1ra5vvVKTKqqoVFsXXdv78+Xmu37hxY+zbt0/plL3x8fF4+vQpXr58KbmmWbx4saTKpLJEkM8++wz+/v6FUhGuuFm1apUk4W3fvn3w8vLKtfrq48eP0axZMzx//lzU3rhxYwwdOlRHkUrVrl1bUqFLEAR4enpi8+bNSo9xgiBg48aN6NOnj+SxefPmwcbGRmfxKrNlyxalU3VevnwZrq6umDBhguR1zk14eDiWL1+O6tWrY/To0WonPWnq+fPn+Prrr+Hg4ICRI0fi8uXLKk9l/+DBA3h6eipNdKtRo0a+yZMymQxNmzYVtZ07dw7Tpk1Ta0pkAJJKjQDQt29fHDx4MNdtPnz4gDlz5qBnz57y44+m11Xaps3XRttkMhk2btwoScK+desWmjRpgkOHDuV7jRIbG4uff/4ZPXr0kBz73d3dC5R4m5PsnpCQgPbt2+f5Y7PQ0FD07t1bUoVPJpNhw4YNhVKpk4iIiIiooGQC5+IgIiIiIiJCcHAwKleuLGpr1apVgaZWys7ORr169fDw4UNR+5IlS5RO2QP8W3XE09NT6Q03KysrtGrVCk2aNIG9vT0sLS2RnJyMuLg4vHnzBnfu3IG/v78k+SGv8QDA29tbNCVdDkdHR3h5eaFevXowMzNDTEwMnj59imPHjuHly5fy9UxMTLBs2TJJEoKvr69K1Vrevn2Lxo0bS6ZDBIDSpUujVatWaNmyJRwcHGBhYYHExESEh4fj3r17uHbtmqhKT1BQUJ5Vi27duoXGjRsrfczOzg52dnaSihDu7u7YtGmTZP2LFy+iTZs2ojZVn/Pjx4/RuHFjJCUlSR5zdXWVJ+mYm5sjPDwcfn5+OHbsGBITEyXrd+3aFX/99ZekSpoyzs7OosQub29v+Pj45LudotmzZ0sqMBbGfy8oPkcnJyfJFFzq+uKLLyTTEI8bN07p1KfPnj1DnTp1JFP46enpoXPnzmjbti0cHR2RmZmJ0NBQXLx4EefOnRNVvvnmm2/w8uVLXLp0Sd6m6rFGm59f4N/3bMCAAdi7d6/Sx6tXr47WrVujdu3asLGxgbGxMeLi4hAbG4tHjx7hzp07ePz4sSQ5LzIyUidTmeZQ9vmrWLGi0oSPrKwsJCQkIC4uDomJiSp9TuvUqYM9e/agTp06GsU3depULFq0SOljlSpVQps2bVC/fn3Y2trCxMQE8fHxiIuLw7Nnz3Dnzh08ePAA6enpou1u3boFd3f3XMccOnQotm3bJl/WdN9Q97jWoEEDBAQEiNpq1KiBBg0aoG7durCzs4OVlRUAyJ+jr6+v0qo51apVw7179yTTIn6sIM+zdu3aSiuYli5dGo6OjkrHPXnypFqJ0Hfu3Mn1fXJycsKrV6+KLIlAEATUqlVLVIXowoULkvdb0ZUrVzB69Oh8q786ODhgzZo16N27t9LPUY6mTZti8uTJ6Nmzp0rnreLCx8cHX3/9taht1qxZmD17tkb9LVy4ENOmTZO0m5mZYcCAAahXrx5sbW3x9u1bXL58GSdOnJAkllpaWuLOnTtwcXEp0PNQ93o3NTUVTZs2xb179ySP1ahRA3379kWVKlUgCAJevXqFvXv3Kk1+6969O/78888i+RykpqaiX79++PPPP3Ndp3Llymjfvj2cnZ1RpkwZ2NjYID09HVFRUXj+/Dlu3LgBf39/pQnq2rg+USYsLCzXKWpLly6NRo0awcPDA+XLl4etrS0sLCyQkpKCmJgYPHr0CFevXpV8L8lhbm6Os2fPokmTJvnGceDAAaWJdgBQrlw52NjYSJLCevToIfmRREZGBmrWrCn6XpHDzc0N3bt3R9WqVWFoaIiIiAjcuXMHx48fFyVF1q5dG926dZOcd1U53yt+9gqyT+fQ1mujK7/99ht++OEHpY9VrFgRbdu2FV2jxMbGIjw8HFevXsWVK1eQnJws2c7GxgZ37txRq3Ks4neSAQMG4OHDh6JrCldXV/Tu3RsuLi4wMzNDWFgY/vnnH5w4cULpj9++/fZbLF++XOUYiIiIiIiKlEBERERERERCUFCQAED016pVqwL3u3//fkm/dnZ2QlJSUq7bXLp0SXBwcJBsp+nfkiVL8owxLi5OcHV11ahvQ0ND4cSJE4Kvr6/kMV9fX5Vfpzdv3gj169cv8HMNCgrKd6yhQ4eq1Wdun4OCPudbt24J9vb2BXq+np6ewocPH1Qe08nJSbS9t7e3ytt+bNasWZJYCoPimE5OTgXu8+bNm5J+jY2NhTdv3ihdf926dRq/X23bthVSU1OFVq1aaXys0dbnN0dWVpYwffp0QSaTae2YExkZqcY7oD5lnz9t/Dk6OgorVqwQMjIyChzjqlWrBCMjI63FduvWrTzH8/b21sq+oe5xTRvH7ZzXPjAwMN/4CvI8z58/L+jr66sVlyrnFEWfffaZ0r7mz5+vdl/atm3bNlFM1apVExISEvLdLiMjQ9izZ4/w5ZdfClWqVBFMTU0Fc3NzoUaNGkLv3r2FPXv2CCkpKfL1L168KJiZmQlOTk6Cm5ub0L9/f2Ht2rXC48ePdfn0dGrr1q2S93TWrFkF6nPixIka7zPm5ubC1atXtfI8NLneDQ0NFWrUqKFx/J9//nme18KFITs7W1iyZIlQqlQprZ5LypcvL/j4+Ogk5tDQUK3GmvNna2sr3LhxQ+U4srKyhHbt2qk1Rm7XnHfv3hVMTEw0irtChQpCUFCQxtel2t6ntf3a6MrKlSsFQ0NDrXx2atSoITx69EjtGJR9J3n16pVQtmxZjeIYNGiQkJWVpYNXi4iIiIhIN1gPmoiIiIiISIdyKtN9LDIyEitXrsx1m88//xx3797FoEGDJNOkqUMmk6FNmzZo2bJlnutZWlri3Llzkulo81O+fHmcO3cOX3zxhcYx5qhYsSKuXr2KCRMmwNjYWKM+LCws5FMo5WXdunWYOHFikU+R5O7ujuvXr6N9+/Zqb2tqaopffvkFBw4cUOk5U+48PDzQrVs3UVtaWlquU0SOGjUKa9asUTo1ZF6++eYbnDx5UuPPdw5tf3719PQwb948nDx5EvXr1y9QX5aWlhg+fDjMzMy0ElthMDU1RZ8+fbB//368evUKEyZMkFS80cS4ceNw5coVtGjRokD9lC5dGv369UOlSpUKHJMuODg4FLiP7t2748aNG6hdu7YWIspd27ZtceTIEZQtW1an4yhOEQr8O432sGHDdDquKgYPHiyqzvn8+XMMGzYs3wpUBgYG6NevH/bv34+XL18iKSkJCQkJePLkCQ4fPox+/fqhdOnS8vVbtWqFxMREBAcH486dO9i9ezdGjx4NV1dXnT23kuiPP/7AqlWr8qwmqUzdunVx48YNpdM7FxYHBwdcv35dMj18fmQyGUaPHo0zZ87A1NRUN8GpEcukSZPw+PFjDBw4sMDH/goVKmD+/Pl4/vw5vL29tRSlmLW1NebOnQs3Nzet9Kenp4cRI0bg6dOnKlXU+3i7gwcPYsCAAQWOoWHDhjh9+nSuFQNz89lnn+HGjRtqVXMrDNp8bXRl/PjxuHjxIjw8PDTuw8jICCNGjMDNmzdRs2ZNrcRVuXJlXLlyRa3+DAwMMGXKFPj4+BT5dzsiIiIiInXw6pWIiIiIiEiHZDKZ0umUli5dqnRK0xzlypXDjh078Pz5c3z33Xcq37QwNzdHt27d8McffyAoKAgXLlxQ6eZbhQoVcPnyZaxatQpVqlTJc10nJyfMnTsXT548weeff65SXKowNTXFihUr8Pz5c/zvf/9DtWrV8t3GxMQEXbp0wcaNG/H+/XuVEkeMjY3xxx9/IDg4GIsXL4anpydq1KgBW1tbtROwCqpKlSo4e/Yszpw5g+7du+d747pKlSr43//+hxcvXmDmzJm8KaUlilOqAsCWLVtyncJuzJgxuHv3Lvr27SuZdvZjRkZG6N69Oy5fvozNmzcXOFEP0N3nt3Pnzrh37558Km5lU8oqU6VKFYwYMQIHDx5EaGgoNm7cWKwSSA0NDWFqagoHBwfUrVsXHTp0wJgxY7BixQr4+fkhLi4OBw8exJdffpnne6mJxo0b48qVK7hy5QoGDhyo8nSq5cuXx+DBg7F9+3aEhoZiz549sLe312ps2nLq1Ck8evQIS5cuRbdu3VSe/tjS0hLe3t64dOkSjh07hgoVKug40n91794dwcHB2L9/P4YNG4bGjRvDwcEBpqamWpuKU9k0uJ6enjpPElSFTCbD+vXrRceKAwcO4Pvvvy/CqP7bxo0bh6dPn+Lbb7/N97hbv359bNiwAXfv3kWtWrUKKcLcWVtb48iRIzh9+jQ6deqU5w9MjI2N4eXlBT8/P6xdu1Yr50NtcXZ2xs6dOxEcHIxFixahadOmKp8PXFxc8PXXX+Ps2bN48+YNfvrpJ7WTL9VhbGyMn3/+GXfu3MGbN2+wadMmDB06FNWqVVP5GGZoaAh3d3csXLgQQUFB2LBhA2xtbdWOxcrKCrt27cKTJ08we/ZsdOvWDS4uLrC2tlb7fNqiRQsEBARg8uTJ8qnTc+Pu7o5t27bh6tWrcHR0VDvuwqDN10ZXmjVrhps3b+L8+fPo27evSsmSenp6qFevHqZOnSr/7FhYWGg1rmrVqsHf3x+LFy/O84cKpUqVgqenJ27fvo2FCxcW6AduRERERERFQSbk99NJIiIiIiIiKhbCw8Nx9+5dREVFITo6GklJSTA1NYWFhQUqVKgAV1dXODk5aSXh4OnTp7h16xYiIyORnJwMU1NTODo6ol69eqhRo4YWno1qXr9+jfv37yMyMhJRUVHIysqCubk5ypYtixo1asDV1bXQE+x0KT09HX5+fggJCZG/9ra2trCzs0OdOnVQvXr1og6RFCQnJ+PatWt49eoVYmJiIJPJYGNjg2rVqsHDw6NEVZn7mCAIePDgAV6+fIno6GhER0cjOzsb5ubmsLKygouLC2rWrJnvTXUSe/bsGR4/fix/TTMyMmBubg4LCwtUrlwZrq6uxTYxT1Vv3rzBy5cvERwcjLi4OCQnJ8PQ0BAWFhawt7dH3bp1UbVq1U822finn37CggULRG0XL15Eq1atiigiqRUrVmDixImitvHjx2P58uWf7PtSEmRlZcHf3x+BgYEIDw9HRkYGTE1N4ezsDHd3d1SsWLGoQ8xTXFwc/Pz88OLFC8THxwMAbGxsUKNGDTRp0kSnSWzalpaWhsDAQLx69QqhoaFITk5GdnY2rKysYGVlBQcHB7i5ucHa2rqoQ5VLSUnBixcv8OLFC0RGRiIxMRGpqakwMTGRn7urV6+OmjVrFutr56ysLNy+fRsPHz5EVFQUMjMzYW5ujsqVK8Pd3V0rFV1JuRcvXuDRo0eIiYlBTEwMPnz4AEtLS9jY2KBs2bJwd3eHpaWlVsZydnbG69ev5cve3t7w8fGRrBcYGIiAgAC8f/8eGRkZsLe3h6OjI5o3bw5zc3OtxEJEREREVBSYrEdERERERERERERUQBkZGahUqRLCwsLkbTVr1sSjR4+KMCrlhg0bhi1btojavvjiC/j4+MDOzk6rY6WmpmLOnDno0KED2rRpo9W+iYio5FE1WY+IiIiI6FPFn0oSERERERERERERFdCBAwdEiXoAMHbs2CKKJm8bNmyAl5eXqO3kyZOoV68edu7cCW39vvvSpUuoX78+FixYAC8vL7x48UIr/RIRERERERERlVRM1iMiIiIiIiIiIiIqgOzsbMn0t5aWlhg6dGjRBJQPfX197N27FyNHjhS1h4WFYfDgwWjUqBF2796N9PR0tfvOysrCoUOH8Pnnn6N169Z49uwZACAmJgY9evRAWlqaVp4DEREREREREVFJxGQ9IiIiIiIiIiIiogJYvXo1AgMDRW0jRoyAmZlZEUWUP319faxfvx7Lly+HsbGx6DF/f38MHDgQZcuWhbe3N7Zt24Znz54hMzNTaV/v3r3D0aNHMX78eDg7O8PLywtXrlwRrWNubo7Zs2dLxiIiIiIiIiIi+i+RCdqa04CIiIiIiIiIiIjoPyQlJQUrVqzAzJkzkZGRIW83NzfHq1evUKZMmSKMTnX37t3DiBEjcPv27TzX09fXh4ODA8zNzWFgYICUlBSEhobiw4cPeW7XpUsXrF27Fk5OTtoMm4iISiBnZ2e8fv1avuzt7Q0fH5+iC4iIiIiIqJAZFHUARERERERERERERCXBzJkzcezYMQBAfHw8QkJCkJWVpXS9kpKoBwANGjSAn58ffHx8MH/+fLx69UrpellZWXj37p1a/c6bNw9du3bVVqhERERERERERCUap8ElIiIiIiIiIiIiUsGbN28QEBCAgIAABAcHK03Ua9OmDb7//vsiiK5g9PT08M033+DZs2c4cOAAunXrBiMjI7X7MTExwZdffonz58/D39+fiXpERERERERERB9hZT0iIiIiIiIiIiIiLejQoQMOHjwIPb2S+xtpfX19eHl5wcvLC/Hx8bhy5QquXr2KwMBAvHz5EuHh4UhOTkZmZiZMTU1hb28PFxcXNGzYEC1atECbNm1gYmJS1E+DiIiIiIiIiKhYYrIeERERERERERERkQaMjY3h4OAADw8PDBo0CD179izqkLTK0tIS3bp1Q7du3Yo6FCIiIiIiIiKiT4JMEAShqIMgIiIiIiIiIiIiIiIiIiIiIiIi+pSV3PkYiIiIiIiIiIiIiIiIiIiIiIiIiEoIJusRERERERERERERERERERERERER6RiT9YiIiIiIiIiIiIiIiIiIiIiIiIh0jMl6RERERERERERERERERERERERERDrGZD0iIiIiIiIiIiIiIiIiIiIiIiIiHWOyHhEREREREREREREREREREREREZGOMVmPiIiIiIiIiIiIiIiIiIiIiIiISMeYrEdERERERERERERERERERERERESkY0zWIyIiIiIiIiIiIiIiIiIiIiIiItIxJusRERERERERERERERERERERERER6RiT9YiIiIiIiIiIiIiIiIiIiIiIiIh0zKCoAyDShbi4OFy6dEm+XLFiRRgbGxdhREREREREREREREREREREREREVJTS0tIQEhIiX27VqhWsrKwKbXwm69En6dKlS+jVq1dRh0FERERERERERERERERERERERMXU0aNH0bNnz0Ibj9PgEhEREREREREREREREREREREREekYk/WIiIiIiIiIiIiIiIiIiIiIiIiIdIzT4NInqWLFiqLlo0ePomrVqkUUDeUmKSkJN2/elC83btwYZmZmRRgREREVRzxfEBGRKni+ICIiVfGcQUREquD5goiIVMHzBVHJ8+LFC/Tq1Uu+rJhjpGtM1qNPkrGxsWi5atWqqF27dhFFQ7lJSEhAWFiYfLlmzZqwsLAowoiIiKg44vmCiIhUwfMFERGpiucMIiJSBc8XRESkCp4viEo+xRwjXeM0uEREREREREREREREREREREREREQ6xmQ9IiIiIiIiIiIiIiIiIiIiIiIiIh1jsh4RERERERERERERERERERERERGRjjFZj4iIiIiIiIiIiIiIiIiIiIiIiEjHmKxHREREREREREREREREREREREREpGNM1iMiIiIiIiIiIiIiIiIiIiIiIiLSMSbrEREREREREREREREREREREREREekYk/WIiIiIiIiIiIiIiIiIiIiIiIiIdIzJekREREREREREREREREREREREREQ6xmQ9IiIiIiIiIiIiIiIiIiIiIiIiIh1jsh4RERERERERERERERERERERERGRjjFZj4iIiIiIiIiIiIiIiIiIiIiIiEjHmKxHREREREREREREREREREREREREpGNM1iMiIiIiIiIiIiIiIiIiIiIiIiLSMYOiDoCIiIiIiIiIKD+CICA7OxuCICh9PCsrCzKZTLScmZlZWOEREVEJwnMGERGpgucLIiJSBc8XRNohk8mgp6cn2p8+VUzWIyIiIiIiIqJiJysrC8nJyUhMTERycjKysrLyXd/Ozk6+/O7dO+jr6+s6TCIiKoF4ziAiIlXwfEFERKrg+YJIu4yMjGBubg5zc3OUKlXqk0zeY7IeERERERERERUbWVlZCA0NRWJiYlGHQkRERERERERERESFKD09HdHR0YiOjoahoSHKly8PExOTog5Lq5isR0RERERERETFQkZGBkJCQpCWlqb2tnp6ejA3NxctExERKcNzBhERqYLnCyIiUgXPF0S6k5GRgTdv3qBSpUqfVMIejxJEREREREREVOTS0tIQHBysUaIeEREREREREREREX16BEHAmzdvkJKSUtShaA0r6xERERERERFRkQsPD0dmZqaoTSaTwcTEBObm5ihdujT09fUhk8mUbp+VlYWkpCT5spmZGfT19XUaMxERlUw8ZxARkSp4viAiIlXwfEGkHYIgICMjA0lJSUhISEBGRobosffv38PFxSXX/x8uSZisR0RERERERERFKiMjA8nJyaI2IyMjVKxYEUZGRir1IZPJRP8RamBgwP8YJSIipXjOICIiVfB8QUREquD5gkh7DA0NYWJiAjs7O7x79w6JiYnyxzIyMpCWloZSpUoVYYTawWlwiYiIiIiIiKhIxcfHi5b19PTg5OSkcqIeEREREREREREREX0aZDIZKlSoAENDQ1F7QkJCEUWkXUzWIyIiIiIiIqIipZisZ2FhAQMDTgZARERERERERERE9F8kk8lgYWEhavu40l5JxmQ9IioyerGv4BhzFRCEog6FiIiIiIiKiCAISE9PF7Up/icMEREREREREREREf23mJmZiZbT09MhfAL5JfyZOhEVjcx0lD45Ho3CH6BsQgACKg4t6oiIiIiIiKgIZGdnS9oUpzcgIiIiIiIiIiIiov8WZbOvZGdnQ19fvwii0R4m6xFR0fCdD/3wBwAAx9gbsEl+AaGmPWDRrogDIyIiIiKiwqTsl5B6epwIgIiIiIiIiIiIiOi/TNn/E38KlfX4v99EVPiCLgNXl4uaTNKjYLLfC/D9FcjKLKLAiIiIiIiIiIiIiIiIiIiIiIh0g8l6RFS4UmKAw6MASLOdZUI2cGkRsLULEBtc6KEREREREREREREREREREREREekKk/WIqHC9uQEkR+a9ztubwNoWQMC+womJiIiIiIiIiIiIiIiIiIiIiEjHmKxHRIXL9Qtg+FnAtmre66UnAkdGAoeGA6nxhRMbEREREREREREREREREREREZGOMFmPiApf+YbAqMtIrzsg/3UfHADWtQDe+Ok+LiIiIiIiIiIiIiIiIiIiIiIiHWGyHhEVDSNTpHZYhJuVJyBd3zTvdePeAFs7A74LgKzMwomPiIiIiIiIiIiIiIiIiIiIiEiLmKxHREUq1MoDvq7zEWlWM+8VhWzg0kLA5wsg9nXhBEdEREREREREREREREREREREpCVM1iOiIpdqZINrVacgtcU0QM8g75VD/P6dFvf+gcIJjoiIiIiIiIiIiIiIiIiIiIhIC5isR0TFg0wP6Y3HAsPOAjYuea+blgAcHg4cHgmkJhROfEREREREREREREREREREREREBcBkPSIqXiq4AaMuAw0H57/u/X3/VtkLuan7uIiIiIiIiKjI+fj4QCaT5fl38eLFog6T/gNmz56d72cxODi4qMP8z/vnn3/k74eZmRnCw8OLNJ69e/fK46lYsSJSUlKKNB4iVcyfP1/+uW3cuHFRh4OFCxfK4/Hw8IAgCEUdEhGpgNdOVFwMHTo0388iFb1du3aJrptTU1OLNB5efxCRtuUz3yQRUREwNgN6rgKqdQCOfQukxuW+btxrYEtnoNUUoOUPgD4Pa0RERERERFQw0dHR8Pf3R3BwMGJjY5GWlgZLS0tYW1vDyckJjRo1gomJSVGHWSJkZmbixo0bePHiBSIjI5GVlQU7OzvUq1cPjRo1gp6ebn5LHBYWBn9/fwQFBSE+Ph6CIMDc3ByVKlVC/fr14ezsrJNxNZWQkIAnT57g9evXCA0NRXJyMgDAysoKDg4OcHNzg5OTUxFHWTCvX79GQEAAXr9+jcTERMhkMlhaWsLZ2RkNGzZEuXLltDpednY2JkyYIF/+/vvvUbZsWa2Ooa6+ffti0aJFuHfvHt6+fYuFCxdizpw5RRoTqSc7OxsvXrzAgwcPEBoaioSEBJQuXRo2NjaoWbMmGjZsCENDQ52NHRgYiMePH+P9+/dITk6GkZERbGxs4OLiAnd3d5ibm2t1zLdv3+LXX3+VLy9cuFCr/Wvi22+/xYoVKxAaGorbt29j69at+Oabb4o6LPoPysjIwNOnT/Hw4UOEh4cjMTERZmZmsLW1Rb169VCnTh2dXedkZmbi3r17ePr0KcLCwvDhwwcYGxvDzs4O1apVQ6NGjVCqVCmtj9u6dWtcunQJ3t7e8PHx0Xr/2vD+/Xvcv38fr1+/Rnx8PDIyMmBlZQVra2tUrVoVDRo0gJGRUVGHWSKkpqbi6tWrCA4ORmRkJPT09ODg4IAGDRqgXr16Ohu3sK8ZCyo6OhpPnjzBmzdvEBERgeTkZOjr68PKygoVKlRAo0aNil3M6so51oWEhCApKQn6+vqwtrZG5cqV0ahRI9ja2mp1vKSkJEyePFm+/Msvv+jkmKYOXn8QkbYxq4WIiq9aPYEKjYAjo4HgK7mvJ2QBF38FXl4APDcA1iX7P6+JiIiIiIio8IWHh2PDhg04cOAAHjx4kOe6+vr6qF+/Pvr164eBAweifPnyWonh9OnT6Ny5s6Td19cXrVu3VqkPxUoQQUFBGiemFaSvN2/eYO7cudi3bx8SExOVrlO2bFmMGTMGP/74o1aSH+Pi4rBu3Trs2rULgYGBea5buXJl9OvXD+PHj9fa+6eOlJQU+Pj44PLly/Dz81OpkoyzszO+/vprjB8/HjY2NiqPNXv2bPzyyy/5rmdqagorKys4OjrCw8MD7dq1Q7du3WBgoPl/IYeGhmL16tXYs2cPXr16lee6tWrVwqBBgzB69GhYW1trPGaOzZs34969ewD+TXqcNGlSgfssKJlMhrlz56J79+4AgCVLlmDEiBGoWLFiEUdWvPn4+ODrr7+WL7dq1UrjKqqa9BUWFoZDhw7hzJkzuHjxIhISEnJdt3Tp0vDy8sL//vc/NGzYUKMYFd29exdr1qzB4cOHERsbm+t6+vr6aNmyJYYOHYqBAwcWaN/NMWXKFHkFyLZt26Jt27YF7rOgTExM8NNPP8mTcX/66Sf07dsXpqamRRwZFQbFc1pBksY06SsoKAhHjhzB2bNn8c8//+DDhw+5rmtpaYlBgwZh4sSJqFatmkYxKrp48SLWr1+Pv/76S57Yr4yxsTHat2+PYcOGoVevXp98pbCgoCCsX78ehw4dwosXL/Jc18jICB4eHhg4cCD69u2r1jVVXtavX4/Ro0crjU2V6+fg4GBUrlxZ1KZp5a6C9vXo0SPMnj0bf/31V67VzJydnfHdd99h3LhxWjnfFOU1o7qioqKwfft2XLlyBTdv3sT79+/z3aZ27doYNmwYRo0apdb3nqFDh2Lbtm15rpNTQdrKygqVK1eGh4cHOnfujHbt2hVo33/+/DlWr16N/fv3IzQ0NM/x3d3dMWTIEHzzzTda+V63YMEC+etarVo1eHt7F7jPguL1BxFpnUD0CQoMDBQAyP8CAwOLOiRSIj4+Xjh69Kj8Lz4+XvmKWZmCcHmZIPxiIwizLPL++9VREAL2F+4TISIinVL5fEFERCVSRkaG8OjRI9FfRkaG2v1kZmYKsbGx8r/MzEwdREtFbevWraLv+z/++KNw9uxZ0V9MTIxafSYnJwtTp04VSpUqJepb1T99fX3hm2++Ed6/f1+g55aYmChUqlRJ6Ri+vr4q96O4bVBQkMYxadrX5s2bBWNjY5VfwypVqgj379/XOM6srCxh5cqVgqWlpdrvn7GxsTBjxgwhNTVVrTFfvnwp+ex17NhR5dfr+fPnGn3eAAj29vbCoUOHVI511qxZGo9VoUIFYfv27Wq9NoIgCGlpacLMmTM12q8sLCyE5cuXC1lZWWqPmyM1NVWoWLGivM9p06aJHi/Kc0Z2drZQp04deWyjRo0qtLFLKsVjf6tWrQqtrx49egh6enpqf4719PSESZMmCWlpaRrHGhYWJvTt21ejfdfFxUU4c+aMxmMLgiA8ePBA9NxPnz5doP60KSUlRShTpow8tgULFhR1SFRIFM9p3t7eOu0r53wRFhYmuLu7a7Q/GhkZCUuWLBGys7M1jvX58+dC+/btNRrfzc1NuH37tsZjf6xVq1Yav+6Kr/fSpUsl11IfPnxQq8+oqChhxIgRgr6+vkavjbGxsTBp0iQhLi5O7efzsZCQEMHCwkLpGKpePwcFBUm21VRB+po7d65a5z03Nzfh9evXGsdaFNeMDx8+lHz26tWrp/LrdfbsWY0+bwCEypUrC5cvX1Y5Vm9vb43Hql69uvD333+r9doIgiAkJCQIY8eO1Wi/Klu2rLB79261x/xYRESEYGpqKu9z/fr1BepPm/K6/uD/SRHpjrb+71hRUecU6ab+MhGRNunpAy2/B4adAWyq5L1uWgJweDhweCSQmvuvXImIiIiIiKjkq1WrFtq3by/6U6e6wrNnz+Dh4YGFCxcqrRphYmICZ2dneHh4wNXVFZaWlpJ1srKysGXLFlSrVg3h4eEaP5epU6fizZs3Gm9fXCxYsADDhg1DWlqaqN3Kyko+ZZbiNI2vXr1C69at8ejRI7XHS0xMRM+ePTFhwgTEx8dLHre2tkbt2rXRoEED2NvbS6pLpKWlYe7cuWjVqhXCwsJUHrdKlSqSz542preysrJCzZo10aRJE9SvXx/29vaSdSIiIvDll18WyvRz7969w5AhQzBs2DCVK7KEhYXh888/x5w5cyT7lUwmg52dHRo0aIA6deoorWaTkJCAiRMnokePHrlWZczPhg0bEBISAuDf6kITJ07UqB9dkMlkoip/W7ZsUamyIhWNq1evIjs7W9JuaGgIJycnuLu7o06dOpIqMtnZ2Vi6dCm+/PJLZGZmqj3ujRs30KBBA+zbt0/ymIGBASpUqAB3d3dUr14dZmZmknVevnyJTp06YdasWWqPnWPWrFny596gQQN07NhR4760rXTp0hg/frx8ecmSJRofL4hUkZGRgdu3byt9rFSpUvJqVrVq1ZJMsZqeno4ff/xR9JlVx7Fjx+Dm5oZz585JHjMyMkKlSpXg4eEBFxcXlC5dWrLO3bt30bRpU2zYsEGl8SIjIzWKU93tGzVqJLmWUmeayxs3bqB+/frYuHEjsrKyJI+bm5vDxcUFjRs3RrVq1ZQeK9PS0rB06VJUrVpV5XGVGTNmTJ5VV0uKUaNGYcaMGZLzXpkyZeDm5obatWtLPmN3795F69at86y8lpuiumYs6HfI3JQpUwa1a9fGZ599hnr16intMygoCB07dsSZM2cKPF5+nj17hi5duqhUYTvH06dP4e7ujjVr1kj2q5xpkN3c3FCzZk1YWVlJtg8PD8eAAQMwYsQIZGRkaBT3woUL5ZVDy5YtWyyq6uXg9QcRaROT9Yio5KjQCBh1BWg4KP917+8D1rUAQm7qPi4iIiIiIiIqcR48eIAWLVpIEsTKly+PuXPn4s6dO0hKSkJQUBBu3ryJx48fIy4uDuHh4di8eTO6desmSvxKTk7Ocyq0vFy9ehVr1qwB8O9NEHVuVBYnf//9N6ZPny5qq127Nv7++29ERUXB398fAQEBiI6OxtGjR+Hi4iJfLyYmBp6enrlOtaVMcnIyOnfujOPHj4va7ezsMH/+fLx48QIxMTEIDAyEv78/wsPD8f79e6xYsUJyU9bPzw+tW7cuUMKlJurUqYMff/wRx44dQ1hYGGJjY/Ho0SPcuHED9+7dQ3h4OF69eoUZM2aIbo5mZ2dj1KhRePLkidpjduzYEWfPnpX8HTp0CIsXL8bnn38u2WbLli2YOXNmvn2Hh4ejVatW8PPzE7U7Ozvj999/x9u3bxEREQF/f388ePAA0dHRePXqFRYsWICyZcuKtjlx4gS6dOmS5zR/ymRlZWHZsmXy5d69e0v6Lmp9+/aV38DNyMjAH3/8UbQBkUrKli2LH3/8EefPn0dCQgKCg4Nx69YtPHjwAHFxcTh27Bjq1q0r2ubYsWOYOnWqWuP8888/aN++vSSBuEWLFti1axdiY2Px9u1b3Lp1C0+fPkViYiL8/PwwceJEUZKQIAiYM2cOvvvuO7Wf6/Pnz3HkyBH5srKpHYvaiBEjoK+vD+Dfc8jmzZuLOCL6L6lcuTJmz56Nq1evIiEhAa9evcLNmzfx8OFDxMXFYceOHXBychJts2bNGqxatUqtcQ4cOABPT09JMki3bt1w9OhRJCQk4PXr17h58yZevHiBpKQkXLhwAUOHDoWe3v/dAs7IyMCoUaPyPd/ExMTA1dVVo+SzsLAweHl5oWnTpkhPT1drW3VduHAB7dq1w7t370Tt1apVw7Jly/Do0SMkJCTgxYsX8PPzw7Nnz5CYmIjXr19j5cqVaN26tWi7qKgojWPZvXu3/Fq0JE+HuX79eklCZ7NmzXD16lVERETgzp07CAwMRHR0NHx8fETXVkFBQejfv79a4xWHa8aCkMlkaNKkCWbMmIEzZ84gOjoakZGRCAwMxPXr1xEQECD/HjJhwgT5+QoAUlNTMWDAAI0+d4MHD5Zcw585cwYHDhzAnDlz4ObmJtlm9uzZKp0jnzx5gs8//xzPnj0TtderVw8bNmxAREQEQkNDcefOHTx69AixsbEIDAzEzz//LPkx1qZNm9CvXz+libR5iYuLE30Ov/76axgbG6vVh67x+oOItKZQ6/gRFZKiLllJqinQtIaBhwVhQcX8p8WdbS0IFxf9O5UuERGVSJwGl4jo08ZpcEkditMXbt26VaN+4uLihMqVK4v6kslkwvTp04WkpCSV+/H39xdNfarJlLOpqalCjRo15H1MmDBBcHJyEsVWEqbBzczMFKpUqSJav1mzZkJiYmKu20RFRQn169cXbbNkyRKV4xsyZIgkRi8vLyEyMjLfbVNSUoTvvvtOsn3btm01nqZOcZqqvF6vpKQk4fnz52r17+/vL1hbW4vG+Oqrr/LdTpMpA//++2/JWIaGhsKrV69y3SYrK0to06aN5DUdN26cSvtVdHS00K9fP8n2Q4cOzXfbjx08eFC0/fnz5yXrFIdzxvjx40XTuCUkJBR6DLnJmeZQ1c+LrhXlNLi2trZCnTp1hAMHDqh0ffLhwwehW7dukn3n6dOnKsUXFhYm2Nvbi7Y3NjYW1q9fr9Kx6eHDh0LDhg0l+5GPj49K4+f4+PNpamparD6fH/v4tXZxcSnQ9NlUMhTVNLghISHya5vTp0+rtD/GxMQIHh4eojGsrKyE6OholeJ7+PChULp0adH2NjY2wuHDh1Xa/urVq5LrXT09PeHChQu5bjNlyhT5uuXLlxeOHDkielzZNLjZ2dnChg0bBCsrK/m2q1atkvSt+Hqrc337seDgYMk1ipGRkfDHH38I6enpKvfj6+sren80ERkZKZoSc9myZRpfixflNLhxcXGCpaWlaH1PT888z3tBQUFCxYoVRdscOHBApfiKyzXjxz6+9snv9YqMjBTevn2rVv9nzpwRjIyMRGNMnjw53+0Uv1/MmjUr3222bdsmGBsbi7aztbXN8//UU1JSBFdXV9E2MplMmDNnjkrXPyEhIUK7du0k78ns2bPz3fZjS5cuFY3/4sULtbYvLMquP4rD9wuiTxWnwSUiKk5q9wbGXAOcWuS9npAF+M4HfLoCcSV/OiEiIiIiIiIquOHDhyMoKEi+bGBggG3btmHevHlqVcRo0KABTp8+jbVr18LQ0FCjWH755Rc8ffoUAODo6Ij58+dr1E9R279/P169eiVfNjMzw969e5VOOZbD1tYWe/fuFVWCWrhwoUqVXPbv34/t27eL2gYOHIh9+/ahTJky+W5funRp/P777/j5559F7RcuXMDSpUvz3b6gTE1N1Z5yrUGDBliwYIGo7cSJE2pVI1RV586dsX//flFbRkYGVq9enes2S5Ysga+vr6ht6tSpWLVqlUr7lY2NDXbv3o0hQ4aI2n18fHDw4EGVY8+pUgkAFSpUQJs2bVTetjB9/DwTEhKwa9euIoyGcrN582YEBATAy8sLBgYG+a5fqlQp7N27F46OjvK2jIwMbNu2TaXxvv76a0RERMiXDQ0NcfDgQYwcOVIyjbcytWrVwvnz51GvXj1R+4QJE0TH6LykpKSI4u3Zs6ekYk5x8fF+9PLly0KZVpD+m4yMjLB3715cvnwZHTt2VGl/tLa2xtGjR0XnwLi4OBw6dCjfbdPT0zFgwABR1WYLCwucOnUKvXv3VinmZs2awdfXV3Q8ys7OxpAhQxAbG6t0m6lTp+K7776DoaEh3r9/j969e8PLyyvXKU6fPXuGNm3aYOTIkYiLi4OpqSl++eUXfPPNNyrFqK7MzEz0799fFL+pqSlOnDiBiRMnqnU93rp1a/j5+WHGjBkqvZ/KfPvtt/LqaI0aNcLEiRM16qeorVmzBvHx8fJlR0dH+Pj45Hnec3Z2lpzbfv75Z5UqqRWXa0ZNlSlTBhUqVFBrmw4dOuD7778Xtekq1iFDhkiqeEZHR0u+O33s+++/l1TsXrNmDWbMmKHS9Y+joyNOnDiB9u3bi9rnzZuHGzduqBz72rVr5f9u2rSpqBJ7ccLrDyLSBibrEVHJZekIeB8D2s4A9PK5WHxzHVjbAnig+wt1IiIiIiIiKr6OHTsmuTEyb948DB48WOM+R48ejQsXLqg99dW9e/ewZMkS+fLq1auLbUJEfv7880/R8pAhQ1CxYsV8t3N1dYWXl5d8OTo6Ot+b2CkpKRg7dqyorVGjRvDx8RFN+aaKuXPnok+fPqK2n3/+GW/fvlWrn8LSv39/0XNMTk7Gmze6+XFi+/bt0aFDB1FbbjeiQkJCJNPk9urVS5JcmB+ZTIYtW7agcePGovYxY8YgJSUl3+3fvXuHixcvypd79+6t8Q14XXN3dxclUOzcubMIo6Hc9OzZU+3jiqmpKb799ltR2+nTp/Pdbt++ffj7779FbYsXL0a3bt3UGt/a2honT56EhYWFvC0xMRHjx49Xafs///xTNOWmp6enWuMXpi5duoimxyvJ+1FsbCzWrFmD4cOH63Sco0ePYvz48bh9+7ZOx/nUGBkZoVOnTmpvV758eXh7e4vaVDke/P777wgICBC1bdu2DR4eHmqN7+TkhL/++ks0Befbt28xffp0petbWVnh999/R2BgILp37w4AOHToEGrVqoWNGzdCEAQA/yYh//rrr6hfvz4uXboEmUyGwYMH4+nTp5g5cyZKly6tVpyqWrNmDa5fvy5q27x5syRBSFUymQxz5sxRKYFS0fHjx7Fnzx4AgL6+PjZu3Ch6nUsSxev4b7/9VqXvJG3atEGzZs3ky0+fPsXly5fz3Ka4XDMWhUGDBomWX716hbS0NJ2MNWzYMNSoUUPUltt1vJ+fH9atWydqmzhxIkaPHq3WmMbGxjhy5IhoCvDMzEwMHz5cfuzIy/Xr1/Hy5Uv5Mq8/iOhTx2Q9IirZ9PSBzycB35wBrCvnvW5aPHBoGHBkNJCWmPe6RERERERE9ElavHixaNnDwwOTJk0qcL8tWrSAnZ2dyutnZmZi2LBhyMzMBAD06dMHPXr0KHAcReXSpUuiZXWeS87N4ByHDx/Oc/1t27YhOjpavqynp4d169apVPVBmeXLl4sqAKanp0uqURQXFhYWks9ZTkUXXVBMEnr48CGys7Ml661atQrp6enyZTMzM6xYsUKjMfX19bF27VrRDe+oqKg8q4Hk2Lt3ryi+nj17ahTDx54+fYq9e/dixYoVWLBgATZu3IgTJ06IKtBoQiaTifaTa9eu4fXr1wUNl4qJli1bipZVSar97bffRMtubm6YMGGCRuNXqFABc+bMEbWdOnUKjx8/znfb3bt3y/9tZGSEzp07axQD8G8VsX/++QebN2/G0qVL8euvv2LNmjU4ePCgVj7vZmZmaNeunXz56NGjxTZJQ5nMzEycOHECX375JcqVK4dx48bpPIkuLi4Oq1evhoeHB+rUqYMlS5bkWjWNtEPd40FGRgZWrlwpauvRowd69eql0fgNGjSQHEu2bduGmJiYXLepXr06jh07hrNnz6Ju3bqIi4vDyJEjceXKFQDAnj17MH36dKSmpqJ58+bw8/PD9u3b1a42po6srCzJcdLT0xN9+/YtcN+qVivMkZCQgDFjxsiXv/vuOzRs2LDAcRSF5ORk3LlzR9Smy+v44nLNWBSUVYn7+DuNNslkMnzxxReitgcPHihdV3G/qlChAubOnavRuGZmZli+fLmo7eHDhyolKX98/QFo5zr+3r172L17N/744w8sXLgQW7ZswdmzZ0VVSzVR0q8/iKh4YLIeEX0aHBsBo68ADQbmv27AHmBdC+Atfz1IRERERET0X+Ln54erV6+K2mbMmFEkVTCWLl2Ku3fvAgAsLS0lN2VLkoyMDISFhYna6tevr/L2iuueO3cu1xsogiBIbgD17NkT7u7uKo+nqEKFChg5cqSobePGjcX2hovitLdWVlY6G6tKlSqi5ezsbMnUeSkpKdi4caOobcSIESpVVsyNm5ub5Abd8uXL863Kcfz4cfm/jYyM0Lx5c43GT0tLw9KlS1G1alW4urqif//+mDhxIn766SeMHDkS3bp1Q5kyZdC+fXv8888/Go0BQDRFryAIOHHihMZ9UfFibW0tWs4vufP69eu4efOmqG3WrFkFOj+NGzcO9vb28mVlx09FqampOH/+vHy5cePGaleN9ff3x5QpU9CwYUPY2NigZcuWGD58OH788UdMnz4d48aNw5dffglnZ2e4uLhgxYoVBbpp/vF+lJycLKquWVwFBgZi0qRJqFixIrp164aDBw/qrLpSXh4+fIjJkyejYsWK6Nq1K/bv318kcXzq1D0eHDx4EO/evRO1aZo4k+Pnn3+GkZGRfDklJQUbNmzId7v27dvD398fa9euhZ2dnfw8LAgCnJycsGfPHvzzzz9qV/zThLIk39mzZ+t8XGUmT54sr8Ls7OwsSY4uSd6/fy//8RDw73Tu1atXV3l7xev4Y8eO5bpucbpmLAqK1/BA4V7HK/uBT0hIiCTBcvLkyQWq9t6zZ0+4ubmJ2v744498t/v4OrhixYqoWrWqRuMnJibi559/RoUKFdCwYUMMHDgQ//vf/zBt2jQMGzYMHTt2hI2NDXr37o3AwECNxgBK5vUHERUvTNYjok+HsTnQaw3gtRUwtsx73dhgYHNH4NISIDurUMIjIiIiIiKioqV4I6JChQqSigOF4dmzZ/jll1/kywsXLkS5cuUKPQ5tUVYRwsbGRuXtbW1tRcupqam5Vn96+PAhnj59Kmr7+uuvVR4rN0OHDhUtx8TEwNfXt8D9atvTp09FN/nNzMzUuqGqLkNDQ0nbxzd0AeDChQuSBD5dvCdPnjzBo0ePcl0/KSkJ165dky97eHhoNA3fw4cPUatWLfz444+iqbgUZWZm4vz582jZsiW++eYbZGRkqD3W559/Llo+deqU2n1Q8aSYaKN4nFOkOAVj2bJlC3x+MjAwkEy5l1/Fo8uXL4sS51q1aqXWmKtWrYKbmxsWL16Me/fu5Zss8erVK0ycOBHu7u548eKFWmPlFmNx3Y+io6OxcuVKNGrUCHXr1sWyZcskie4ANK4Sqypl/WdlZeHkyZPo27cvypUrh7Fjx8LPz0+ncfyXFPR44Obmhnr16hUoBltbW0m1XFWnfpXJZLlOB67uNOEFoXj8atKkCerWrVto4+e4dOmSKNFx7dq1MDExKfQ4tEXxOt7a2hoymUzl7RU/z2/evMm1amNxuWYsKorHVVdXV51+dhSv4xWv4YF/p0D+uN3IyAgDB6pQFCUfiu/J2bNnkZCQkOv6z549Q1BQkHxZ8RpZVZcuXULVqlUxf/58vH//Ptf1UlNTcfToUTRo0CDXacHzo3j9kds0w0REuWGyHhF9eup4AmOuApWa5b2ekAX4zgN8ugFxIYUTGxERERERERWZnKm7cnTt2rXQq+oJgoDhw4fLKys0b94co0aNKtQYtE3ZjdqsLNV/GKcsySm3ZD3FKmalS5dGly5dVB4rN3Xr1kW1atVEbYpVGIuDefPmiZYHDhyo08QOZTe5FBMxFd+TatWqaeXmeZcuXSTJdnm9J35+fqJp1TSptnj79m20bNkSr169ErUbGhqiWrVqcHd3R/ny5SXbbd26FT169BCNrwp7e3tRNRnFYxSVXIrvZX5JtYr7UY8ePbSyb/fp00e0HBkZiWfPnuW6vmLc6u5HyqoGmZubo0aNGmjcuDHc3NyUVlB69OgRWrZsiYiICLXGA/6t6vTxa3X58mW1+9CVjIwMHDt2DJ6enihXrhy+/fZbeVXdj8lkMnz++efYtGkTLly4oNOYBg0ahH/++QejRo2SVHwDgNjYWKxduxafffYZatasiYULF0qSzUg96h4PFM91ivuxphT7uXfvXr5VhC9cuICGDRti1KhRiIyMlCdxyWQyvH79Gn379kXLli0l06jqguLrqI0pMtX14cMHjBgxQp6I3L9//wJNFV4cKF7Hq3MNDxTsOr6orhmLQnZ2NhYsWCBq8/b21umYitfxyhKFFd+TVq1a5ZtQrArF4012djZu3LiR6/oFvf4A/q3M17lzZ8m1RKlSpeDq6go3NzfY2dmJHsvKysKvv/6KYcOGqT2e4vUHr+OJSF26/YkO5UsQBAQHB+PBgwd4+/Yt4uLiYGxsDGtra1SrVg0eHh4oVapUUYdJVPJYVQSGHgf++Q3wXfBvYl5u3lwD1jYHuv8O1NHOF18iIiIiIiocmVnZCI1PRXZ2FpKS/u8GsVmmPvT0Cn9q009VOctSMNAv2b/5/PDhg+RGYkGmTtXU2rVr5f+Rb2RkhA0bNqhVvaI4UlZFLyIiAk5OTiptryw5I7ebfIo33hRvkhREo0aN8Pz581zHKkqpqamYOnUqdu7cKW+zs7PT+bRritM5OTo6Sqp0KL5OjRo10srYBgYGqF+/vujG3tWrVyVTFudQ3L/r1Kmj1niJiYn48ssvRRVfTExMMHv2bAwbNkz0Ob9//z5mzZqFo0ePyttOnTqFmTNnYuHChWqNW7duXYSE/Psj0ri4OLx48ULjab+oeMjKysL27dtFbXlVyfvw4YMkgUtb+1GDBg2gr68vSr64evVqrslCBd2PAMDY2Bg9e/ZEt27d0KpVK1SqVEmyTnR0NA4cOIC5c+fKkwnCwsIwYsQI/Pnnn2qNZ2RkhOrVq8urKD18+BCpqalFel8lICAAPj4+2LVrFyIjI3Ndr0aNGhg0aBAGDx6s8jlTG5o3b47mzZtj+fLl+Ouvv7B9+3acOnVKknTz5MkTTJs2DdOnT0eHDh3g7e2N3r17856VGhISEnDw4EFRW17Hg5cvX0oqLmrreKDYT2ZmJvz8/ERTOX4cx6RJk+TnOUtLSyxevBi7du3C5cuX0b9/f9SqVQtz586VT4Pr7e2NX3/9VSfVol++fInQ0FBRW1Fcx8+aNUt+rWhjY6PS1J7FneJ1fGxsLDIyMpRWV1Ymt+v45s2bS9qLyzVjYYuLi8Po0aNx6dIleZurqysmTpyo03EVr+MrV64sWUdX70n58uXh4OAgOp5dvXoVHTt2VLp+Qa8/QkJCMGjQINGPBmxtbbFw4UL069cPZmZm8vbr169j8uTJokTFLVu2wMPDA6NHj1Z5zOJ4/UFEJQuT9YpAbGwsjh49ilOnTuHChQtK54jPYWhoiK5du+K7775Tu+S8ppydnfH69WuNt/f19UXr1q21FxCRpvT0gc9/BKq0AQ4N+3fq29ykxQMHvwGenwO+WPzvlLpERERERFTshcanouXi4jdV5afmyuQ2qGhTcqd3Av6dak+x6lXDhg0LNYaQkBBMnTpVvjxlyhTUqlVLp2NevXpV46kFVWVgYICKFSvKE44A4NatWyonHty+fVvSFh4ernTdJ0+eiJa1+R42bNgQe/fulS/nljCoK35+fkhMTJQvp6amIiIiArdv38ahQ4dEN0MdHBxw8uRJ2Nvb6yye169fY9++faK2tm3bStbT9Xvy8Y3XvN6T+/fvi5Zr1Kih1lg//fQTgoOD5cuWlpbw9fVV+nzq1auHI0eO4Oeff8b8+fPl7UuWLMFXX30FNzc3lcd1dXXFyZMn5csBAQFM1stHbGwszp07p9G2hTEt3vr160XVGQ0NDTFgwIBc13/16pUkSUpb+5GJiQmqV68u2ndU3Y8MDQ1RpUoVtcbr0qULhgwZku+xydbWFqNHj0bfvn3RoUMH+U36Y8eO4dGjR2qfG11dXeXvbWZmJh4+fKi1hANVRUREYPfu3fDx8UFAQECu69na2qJfv34YPHgwmjRpUogRShkbG8PLywteXl6IiorC7t27sWPHDsl5OTs7G6dPn8bp06dhaWmJr776CkOHDkWzZvnMbFMIQkNDNT4eKFZR1YV58+YhKSlJvlymTBnJdLQfUzynAto7HlSvXh2mpqZITk6Wtz1+/FiUrJeQkIC5c+dixYoV8utmT09PrFq1CuXKlcPu3bsB/Ht8mD59Or788kuMGDECly9fho+PDw4ePIhp06bh+++/12rCii5fF1XduXMHv/32m3x5yZIlOr0OA6DxZzu362hlcn6IkXMeysjIQEBAgMrJkMXpOl7Va0ZduHTpkuhcnpKSgtDQUNy4cQNHjhxBfHy8/LHq1avj1KlTkmqA2nTjxg1JpVnF6/jk5GS8fftW1Kbt9+Tvv/+WL+vyOn7s2LGIi4uTL1esWBFXrlxR+n20adOmuHTpEoYOHYodO3bI23/44Qf06NFDaRXt3Chefzx58gQNGjRQK3Yi+u9isl4hGzduHDZt2qTylAgZGRk4evQojh49iiFDhmDlypWwsLDQcZREnxhHd2D0P8DJyUDA7rzXDdgNvLkO9NkMOBbuf+gQERERERGR7sTExEjadH2DTdHo0aPlyVg1atTA9OnTdT7moEGDdD4GALRs2VJ+AxcA9u7dCy8vL5W23bNnj6Tt4xvbH1N8H7VZvcXBwUG0/HGFtcIwatSoPBM8gH+ncRo6dCjmzJkjmcZJm8LCwtCrVy+kpaWJ2ocMGSJZ9+MbY4Bu3xNl+3GOoKAg0bKjo6PK48TFxWHLli2its2bN+d7w3LevHm4e/eu/EZkdnY2fv/9d9GNv/wo3hD8OGGQlLt//z46dOhQ1GEo9fLlS1FSNvDvPYG8Po/KPtfa3o8+vkGe236Unp4umjKvXLlySqc5z0vt2rXVWt/a2hp79uyBq6srsrOzAQA+Pj5YvHixWv0o248KI1kvPT0dJ06cgI+PD06ePInMzEyl6xkZGaFbt24YPHgwunbtqnLFqsJUpkwZfPvtt/j222/x+PFjbN++Hbt27RIl4gNAfHw8Nm7ciI0bN6JatWrw9vbGkCFDlE5vXBjOnDmDM2fOFMnY+bl27ZoouQsAfv75Z5iY5P4DGMX9U19fX2vXqzKZDPb29qLzpeJ48+fPx9KlSwH8u1+tXr0avXr1yrXP6tWr4+LFi9i4cSOmTJmCuLg4TJ8+HZaWlhg3bpxW4lYWp76+vlam6lRVRkYGhg0bJq9S2rp1a3zzzTc6H7cwznWlSpWCh4cHrl27Jm/bu3evSsl6giBIftgB5H4dX1yuGXWhZ8+eooQ8ZSwtLTF27Fj89NNPokpv2vbs2TP07dtX1Kavry/54UBhXH/kN16Oj49Lenp6asXx9OlTnDhxQrT9wYMH8/zhmJ6eHrZs2YJ79+7hwYMHAP5NsFy7di3mzp2r8tiK1x9v3rxhsh4Rqaxkz19SAvn5+SlN1NPX14ejoyMaNWqEevXqwdLSUrLO9u3b0aFDh1wvcogoD8bmQO+1gNcWwFi6f4nEBgGbOwCXlwDZeUyfS0RERERERCWGspsDVlZWhTb+zp075dWzZDIZ1q9fD2Nj40IbX9cUb+QePXoUfn5++W535swZ+PpKq2Oqmqyn7P/QNKXYV2ZmJhISErTWf0EZGRnh22+/xaRJk3SSqJeUlIR79+5h3rx5qFevHu7duyd6vEOHDmjXrp2oLT4+XpKcosv3JK+bfIoJJerc5NuzZw9SUlLky82bN0efPn1U2lYxEWP//v353qz9mGKcis+DSo6UlBR4eXmJKmQ6OTnlO121ss91UexHb9++hSAI8mVdTGWpTLVq1dC4cWP58scJI6oq7P3o7t27+Pbbb1G+fHl4enri2LFjShP1mjZtijVr1iAsLAyHDh1Cr169imWinqKaNWtiwYIFCA4Oxvnz5+Ht7a00seT58+f4+eef4ezsjA4dOmDnzp2iY+l/WUREBPr16yeagtrDwwPjx4/PczvF/VPbxTvyOx5MnjwZ1tbWGDVqFB4/fpxnol4OmUyGkSNH4tGjR/D09ESVKlUwYsQIbYat9HWRyWRaHSMvixYtkv+gwtjYGOvXry+0sQuD4vu8fv16lX48sGnTJrx8+VLSruw6vjhdMxYFCwsLTJ48GRMmTNB6op4gCIiPj4efnx+mTJmCRo0a4c2bN6J1vvnmG0m1uuJy/ZGZmSmaLtfOzg4GBqrXm9q8ebPo+qV///6i64rcGBgYYMmSJaK2jRs3ivrKj+L1x7t371TeloiIyXpFyMrKCmPHjsWJEycQGxuLkJAQ3L59GwEBAYiOjoavry9atmwp2ubmzZsYOnRoocVYtmxZnD17Vq2/+vXrF1p8RGqr0wcY8w9QqWne6wlZwIV5wLbuQPzbvNclIiIiIiKiYu/j5IkcpqamhTJ2REQEvvvuO/nyN998g1atWhXK2IXF09MTlStXli9nZWXBy8sLz549y3WbgICAXCv/ffjwQWm74vuozfdQWV/KPjdFJT09HYsXL0aNGjUwfPhwjWPbtm0bZDKZ5M/c3BwNGzbEjBkzEBkZKdqmevXqSisg6nq/Uuwrr+f8cYKcvr6+WtPvKU4Tpk61HFdXV9FUkOnp6aJp2PKjeMNWnUQ/Kj4EQYC3t7coydXAwAC7du2Cubl5ntsWl/1I8bOny6o/ij4+f/j7+6u9fWHsR4mJiVi2bBnq1q2LRo0aYeXKlYiOjpasV6VKFcycORPPnz/HtWvXMGbMGFhbW2s9nsKgp6eHtm3bwsfHB+Hh4dixYwc6dOggqbiYnZ2Nc+fOYfDgwXBwcMCwYcOUTo35X5GWlobevXuLkkbNzc2xe/du6Ovr57mtLq9zlPWnOJ6trS2ePn2KdevWqZ0oWK5cORw6dAg3btyA0f9j767DoujePoB/l0ZaBQRU7C5UTHywUDGwGwXbx8Lu7u7GQBS7ULG7HgMBW1QEpFEEpHPeP3yZH7O7LNu76v25Lq6LOczMOczszJzZuec+Ojoyt7UwRW8XUd6/f4/ly5ez0/Pnz0e1atWUVr8yjB49mnOtSk1NhYuLi8jhdG/evMm5vylMWD9eXa51qvLz50/MmzcPFStWxOzZs8UegY/fkiVLBPrwGhoaMDU1RbNmzbB27VqBYMkWLVpg69atAutSl32SkpLCZtcFJO9/3Lt3jzMtST/eycmJk/04Li5O5P0rP/62qtOLXoQQ9UfBeipQoUIF7Nu3D9HR0dixYwc6d+4scMOuqamJ1q1b486dOxg9ejTnb2fOnBH6xrEi6OnpoX379hL9/K43nuQvYloecPcD2swHeKJvjhH+CNjVAnh7TjltI4QQQgghhBCiEMKCJdLS0pRS98SJE9kH+paWlgJv8CtSaGgoGIaR6kcSmpqa2LVrFyfLSWRkJBo2bIiFCxfi9evXSE9PR1paGgIDAzFz5kw0a9aMDQrjz3JY1EMa/v0oz30obF3FBdnIU1BQEGf7//z5Ex8/fsSRI0fg7OzMzpeXl4f9+/fDwcFBaKCIvPXp0wePHz8WOtycoo8r/nWJ2h+Fsznp6+tLVM+zZ884023btpVoef6Mg5IE6/EPh6iI81JYWJjQAM2ifgo/9CwquFPYT4UKFeTedmEcHR2lPq8dPHhQIW2aNm0aTp8+zSnbsmULWrZsWeyy6nIc8WdEk/Q44hcXF4dt27Zh8ODBqFu3LiwtLaGvry/0s1M4GDg9Pb3IgO2iKOM4evHiBaZPn443b94I/M3U1BSjRo3C/fv38fnzZyxZsgRVqlSRextUqUSJEnB1dcX169cRERGBtWvXom7dugLzpaSk4MCBA5zgJkVyc3OT+nywaNEiubcnPz8frq6unAyRmpqa8PHxEeszoch+jrD1CTsfyJq9VxHZfxW9XYqSn5+PESNGICsrC8Cvob5nzZqllLoBSP3ZLjykqDhMTEywYcMGTtnr169Rp04drFu3Dh8/fkRmZiZ+/vyJx48fY8yYMejUqRN73RCnH68u1zpFSUpKYrd/fn4+kpKS8ObNG3h6enL6AllZWVizZg26dOmCzMxMhbaJx+Nh3LhxuHHjhtCXWNRln8jS/8jKyuK8KKGtrQ0HBwexl9fQ0ECbNm04ZerWjyeE/LnEzyFK5GLJkiVwcnIS+60STU1N7Ny5EwEBAZw3kfbt2ydw8SCESEBDE3CcAVRqDZwZASSFFz1vZjJwyh34dBNwXgPoKu+tUkIIIYQQQggh8lGyZEmBsuTkZLkPL8bvwoULOHnyJDu9efPmP/ZFx44dO2LVqlWYPXs2W5aWloZly5Zh2bJlRS7XoUMH1KpVC5s3b2bLihqiuGTJkkhKSmKn5Zk9iX9dWlpaCv98iGJkZAQjIyNUrVoVgwcPxo0bN9C/f38kJiYCAF69egU3NzdcunRJrvXyeDxUrlwZ7dq1w6hRo9CoUaMi5zU2NoampiZnmD9F7hNhx7EwkgSbMgzDyX5kbGwscdAZ/0gj/EOPFVc/+b2tXr0amzZt4pQtWrQI48aNE2t5RV+flHEcFfb9+3fMnDkT3t7enHODJJKSkiR6WK+q40hDQwPz5s3DvHnzlDK0/YsXL9hrQHEaNWqksP6GtbU1ZsyYgRkzZuDOnTtwc3OjIbz/37hx4ziBuzweD56enujWrZtYy/Mfn/LO0iTt+UDVFL1dirJt2zb8999/AH7ty7179/4WQ1lLY9SoUQgMDMSuXbvYsoLz+cyZM4tcbvjw4UhOTsaZM2fYMmH9eHXtMyoCj8eDiYkJTExMULt2bYwcORI+Pj6cwM+bN29i2rRp2LFjh1zr1tDQQM2aNdGxY0eMHj1aYOjbworqf8iLMvofsbGxnCyFNWrUkDizZ/369XH48GF2mvrxhBBloWA9JevSpYvEy2hqamLmzJno168fW3bt2jV5NouQv1c5e2DsQ+DyDODVcdHzBh0Bvj4Geu8DbIr+opoQQgghhBCiPFYmengwsw3y8/OQmvq/t5gNDQ2goVFMJm0iNisT8YeTVFfCHg7Ex8ejXLlyCqszOTkZ//77Lzvt7OyMAQMGKKw+dTBr1izY2Nhg/PjxYj1IHTBgAPbu3YsZM2ZwykUF63358oWdjo2Nlam9hfGvS92CKp2cnODn5wcHBwd2qCg/Pz/cuHEDTk5OYq+nQ4cOAtubx+OhRIkSMDExgbW1dZHbnx+Px4OZmRm+f//Olilyn4h6yFeiRAn2MydJppKfP39yht4SlkGwOKVLl+ZMixtMAwgOFafMof2I7Pbs2YM5c+ZwyiZNmoTFixeLvQ5hn+vY2Fi5XZ/EPY74s8NIk/EnJCQErVu3RmRkpMTLFlYQzCAuVR1H+fn5WLZsGS5evIghQ4Zg0KBBKFOmjMLqmzZtmsBwf0W5c+cOWrdurZB25OTk4OrVq/D29sbFixcl3l9/qjlz5mDPnj2csg0bNmDYsGFir4P/+MzLy8O3b9/kkq2OYRjEx8eLrE9dCdsuCQkJUl2zxRUWFoZ58+ax02PHjuUMe/8n2rlzJypWrIgFCxYUe1zzeDxMmjQJ69atEwhGFdaPVKc+oyoMHjwYWlpanHvBXbt2YdKkSSID6vgNGTIEQ4cO5ZTxeDwYGBjAxMQE5cuXF/saWFT/Q16U0f/g73Pz98nFQf14QoiqULDeb6JVq1ac6YSEBKSnpwtcwAghUtAzBnrtAao6AZemAFkiHib8+ALs7wC0mQu0nPwrQx8hhBBCCCFEZbQ0NVCuZAnk5eUhRet/b+kbGZWApib118n/VKpUCdra2sjJyWHLAgMDRWYNk9WmTZsQHR0N4NcX94UzVfzJXF1d0blzZ2zatAnnzp3D27dvOX/X0NBA+/btMW7cOHTv3h0ABIZzLWqouOrVq3NGnwgMDJRbu/nXVbNmTbmtW16aN28OV1dXeHt7s2VeXl4SBetZWVmhffv2cmtT9erVOQ9eVbVPTE1N2WC9vLw8ZGRkiJWZKzU1lTMtzUM2/mVSUlLEXpa/fhMTE4nrL06ZMmVw48YNseefNm0aXr16BUB4cGdRZB029Xdz9OhRgex5bm5unCyh4ijq+mRvby9zG9PT0/Hx40dOWVHHEX9whSSfYwDIzs5G586dBQL1qlatCkdHR1SvXh02NjYwMDBgh8MtsG7dOly/fl2i+gpTxnFUq1YtjB8/HseOHcOPHz84fwsKCkJQUBBmzpwJJycnDBkyBD169Pjjnt88f/4chw8fxrFjxzjn/cJ4PB5at26N0aNHK7l1qrV69WqsXr2aU7Zw4UJMmTJFovUIC9oJDAxEhw4dZGofAHz8+FFgiEZJ+zp3796VuR3SqFGjhkBZYGCgXPsz/BYvXsxuL2tra4H9+6eaMWMGBg4ciPXr1+PixYucl2QAQEdHB127dsWkSZPg6OgIQLJ+vDr0GVWlf//+2LlzJ+7fvw/gVwCtt7c3VqxYIfY6KlWqJLfPvYGBAWxsbBAVFcWWBQYGom/fvnJZv7j7xMjICBoaGuzLM7L0o1Xdj1dlVnZCyO+HgvV+E8Le5E1OTv7jbvYIUam6fYCy9sDZ0UDEk6Lny88Fbi0FPt/+FeRnUlZ5bSSEEEIIIYQQIhV9fX00btyYHcoKAPz9/TFy5EiF1Vl4uNa0tDSJh9Ys0KZNG860h4eHxMEgylayZEl2+NuEhARER0cjMTERpUuXRvny5WFoaMiZ/927d5zpxo0bC12vg4MDfHx82OmgoCDk5uZCS0v2rzlfvHjBmW7ZsqXM61SEXr16cYL1Hj9+rMLW/Nonjx49YqcLB1PKIjc3Fy9fvuSUidon5cqV4wxbFRMTg0qVKhVbD/9nkT+QQRz8yxgZGYm9bEFAb4Hy5ctLXH9x9PT0JHqwW/i7aHkHd/4pfH194ebmxsnK2Lt3b+zfv58ThCYOfX19NGzYEE+fPmXL/P395RLsFBQUJDAUbVHHkY2NDXg8HjukW0xMjER17d69mxMYaGlpCS8vL3Tq1KnYZffv3y9RXfyUcRxZWFhg+/bt2LhxIy5evAgvLy9cvXoVubm57Dx5eXm4evUqrl69CkNDQ/Tu3RtDhw5F69atoaGhIfc2KUN4eDh8fHxw+PBhfPjwocj5qlSpgqFDh8LNzU0h21+d7dixQyDDpoeHB5YsWSLxuqpUqQJLS0vExcWxZf7+/nIJ1uPv52hpaaFJkyYyr1cZKleuDCsrK855yd/fX6HXp8L9+OjoaKmDgCtWrMiZ3rRpEyZPnixDyxSvbNmy2Lx5MzZv3ozY2FjExsYiJSUFlpaWKFeuHCc4n2EYvH//nrO8qH68OvQZValXr15ssB6gHv34EydOsNPy2ifR0dECmfWK2idaWlqwsrJigwa/f/8u9v2duvXjy5al58WEEPH9nncHf6HCUe0FFJnemZC/lpkt4O4HtJ4L8IrJwhH+ENjVEnh7XilNI4QQQgghhBAiG/6RC/z8/ASCGIj8lSpVCnXr1sU///yDWrVqCTxUycrKwqdPn9hpLS0tNGjQQOi6+B/yZGRk4MqVKzK38fXr15w2CKtLXVSuXJkzLc/hqqTBv50+ffqE169fy7zeK1euCAwtJWqf8AfDijsMp7GxMSeIhj87jDj4M0xJMoQy/0M+aYN6ifLcvHkT/fv35wRpdezYEUePHpU6qy//Z/vChQuc9UvrzJkznGlzc3NUq1ZN6Lw6OjqwtrZmp2NiYjjBiMU5fvw4Z/rcuXNiBeoBEMhUJyllHkc6Ojro3bs3Ll68iMjISGzYsAH16tUTmC81NRWHDh1Cu3btYGtri9mzZwtkmpXU3bt3wTCMWD+yDIH78+dPHDhwAG3atEHFihUxb948oYF6xsbGGDFiBB48eIBPnz5hwYIFf12gnre3NyZOnMgpGz58ODZt2iT1OvnPB/zHsbT419OgQYPfashG/n78hQsXVNSSv0uZMmXQoEEDtGrVCtWqVRPIohsaGsoJdrKxsSlyOHB16TOqkrr34+/duydVX5gf//lGQ0MDzZo1K3L+wtft/Px8get6Ufj73Krux/9t10BCiGwoWO838eDBA860ra0tdHR0lFb/9+/fERQUhPv37yMoKAgRERHsG3aE/HE0tYDWs4DhVwFTW9HzZiYBp9wA3/FAVqroeQkhhBBCCCGEqFTPnj0505GRkbh69aqKWkMKXL9+nTP8Y+vWraGnpyd03jp16ggEmhw8eFDmNnh5eXGmzczMZAp0UCZtbW2V1t+2bVuB4TMVsU+qV6+OWrVqFTk/f7BMcHCwWPXweDyUK1eOnf758yfCwsLEbicAgWwutrbFfJ9UCH8AjLCgH6I+Hj16hO7duyMrK4sta9WqFc6dOyfT9/W9e/fmTMfFxeHy5ctSrw/4lWmocCZSQPA6yK/w5y83NxchISFi1ZWfn4/nz5+z0w0aNEDz5s3FbqusQWyFjyMtLS2R5wp5srS0xNSpU/Hy5Uu8ePECkyZNQunSpQXmi4yMxJo1a1CnTh00bNgQmzZt4mROUwe5ubm4fPkyBg4ciDJlymDEiBFscGBhGhoacHJywpEjRxAbG4t9+/bBwcFBRa1WrTNnzmD48OGcbdSvXz94enpKnGGzMP7zQUBAADs0ubQSEhJw6dIlTlmvXr1kWqey8Z+//vvvP5nPHUR2fn5+nGlnZ+ci51WXPqM6UXU/vnv37pwXDbKzswX6DtLg3yft27cXOUSstP14KysrTv/rw4cPyM7OFr+hkF8/XktLS+hQ5oQQUhQaBvc3ceDAAc50586dlVJvfHw8atWqJZDCGPg1nEmrVq0waNAg9O7dW+q3BglRW+WaAGMfApenA69OiJ438AgQ/h/Qex9g01A57SOEEEIIIYQQIpFmzZqhRYsWnOGGli9fDmdnZ4UMTzdu3Dh07dpV4uVcXV05D/HXr1+P+vXrs9N/2hv7/NmYRA1NzOPxMGnSJEyYMIEt8/X1xYsXL9CoUSOp6o+KioKnpyenbNSoUWqbbSY8PJwzbWlpqaKW/GJgYICRI0di/fr1bJmnpyemTp0q9VBQgYGB8PX15ZR5eHiIDH7g3/+SZGpp2rQpZ7vevn0bw4cPF3v527dvc6ZFZQ7hV7idpqamqFKlitjLEuUKCAhAly5dkJ6ezpY1btwYly5dEsg0JKkWLVrA3t6eE/C2ZMkSdOnSRerv3Xfu3CkQEObh4SFymUaNGnGylb5+/RpVq1Yttq6EhAROJkBJHlZ//PhR6MhC4uLPzlq7du0iA74VqWHDhmjYsCHWr18PPz8/eHl54fLly5xgdODX+S0wMBAzZsxAhw4dMGTIEPTo0UPmz5C0AgICcPjwYRw7dkxkAGG1atXg5uaGoUOH0jB/+JXJa9CgQZwMzV26dMGRI0dk7lP27dsXM2bM4GRsWrhwIc6fPy/1OlesWMEJYNHX18eYMWNkaabS9enTB7Nnz+Zcr5csWYKTJ08qpL6lS5dy+pvicnJy4kwfOXKE01f704J5JOnHq0ufUZXUrR9fvnx59OzZE6dPn2bL1q1bh+HDhwtkQxfXhQsXEBAQwCkrbuhnYf14/mNJGB0dHdjZ2eHp06cAfgUbPnz4EG3bthWrrQzD4O7du5wycfvx6tL/IIT8vihY7zdw+fJlzvj1AODu7q6UujMyMoQG6gG/UtP7+vrC19cXlStXxv79++Ho6Cj3NsTHx+Pbt28SLfP582fOdGpqKn7+/CnPZhE5KJwaW9i02mi/Hlo2LaF/ax542SlFz/cjBMx+J2S1mI7sxmMBDQpgJYQQefhtrheEEEKkkpeXxz7kKniwlZeXJ/GX6/xDmdLQpn8m/uH48vPzJd7X06ZN4wTrPXnyBOvXr8e0adNkatvz589RoUIFmJubs2WVK1cWGOpIHPxf8jdo0EAgy5u4/3fhY0xW8lxXgTdv3uDEif+9IFe6dGl069ZNZD1DhgzBwoUL2WET8/PzMXbsWDx8+BBaWpJ/3Tlp0iSkpPzvfl9bWxv//vuvxP8rf/YhRWwvQHDYt7p164qsh/+4YRhG7u0aN24ctmzZwgalpKamYsKECVIN3ZeXl4cxY8Zw2liqVCm4urqKbHfjxo2hra3NtsHf37/I+fnLHRwcOA/7Dx48CDc3N7HaGxwcjEePHrHTurq6aNy4sVjbOC4ujjNcr4ODg1pcvwp/lhXxeZGUPD/D0q7r3bt36NixI5KTk9myOnXqwM/PDwYGBnLZRh4eHnB1dWWnAwICsHXrVkyaNEnidUVFRWHBggWcso4dO6J69eoi29qiRQvO9PPnz9G9e/di6+MfsjcrK0vsbbJjxw6BMknOnwEBAZz6W7VqpdLPrIaGBrp164Zu3brh27dvOHbsGLy9vREUFMSZLy8vD1euXMGVK1dgZGSEXr16wdXVFY6Ojgp5gaCwqKgo+Pj4wMfHR2RmMlNTU/Tt2xdDhw7lZEpU5fZV9vlA2PS9e/fQu3dvTvBb69atceLECWhoaMi8fTQ0NDBu3DjMnz+fLfP19cW5c+fg4uIi8fqCgoKwdetWTtnQoUNhYmKi1H3Jv70l7ScVvLBRuM9+6tQpnDx5UiAboaQuX74skCSldu3aqF27tkzrBX4F/vAPzS3s/xa3TBzyXJcoV69e5dxX1a1bt9g+kDr0GYUR1o9XBP5+fJ06dUTWxd8uae5/i+Ph4cEJ1ouMjMS8efOwceNGideVmpoq0G+pWbMmnJycJOp/iOrH82vVqhUbrAf86seLG69w/fp1REREsNNWVlaoXLmyWHXz9z/4hxRWdf+ZkD9JXl4eez4s6E+kpKTInEwsNVW1oyZSsJ6a+/Hjh8DbLT169ECTJk1U1CLhQkJC0K5dO2zYsKHYt/MktXPnTixZskSmdTx79gyxsbFyahFRlGfPnqm6CSKYokSVxWgYvhul0j4VORcvPxd6D1cjJcgXAbZjkKlTUoltJISQv4N6Xy8IIYRIisfjscFNRkZGAH59WSLrFy6Fs96QP0dmZqbAdOEgK3G0bdsWXbt25QwFNm/ePJQsWRJ9+vSRql0nTpxggwDl8TY9/8PMjIwMif/PAmlpaVIvq8h1Ab/+r1GjRnEeZMyfPx/Z2dnFDl+0evVqjB49mp329/fHkCFDsHv3bomCHFauXImzZ89yyubOnQtTU1OJ/1f+7Eny3l7Ar8Aw/mGlOnToILIe/m2Zk5Mj93aZmZlh1qxZWL58OVvm6+uLGTNmYOHChWKvh2EYjB8/npNdDADWrl2LvLy8YtvdtGlTPHz4EADw4sULxMfHi5WtysXFBXPmzGFfDHr48CGOHz+OLl26FLvslClTONM9evSAhoaGWNv4+vXrnOl//vlH7vtGGoWPSUV8XiTFf+4X57Mgz3WFh4fD2dkZ379/Z8sqVaqE06dPQ0dHR27bp3PnzmjXrh1u3brFls2aNQvW1tbo2LGj2OtJSkpC165dOS+vGxoaYuXKlcW21c7ODvr6+sjIyAAA3L17V6z/T0dHB1paWuxD6ydPniAxMbHYAOrXr19j165dAuWSnD9v3LjBmXZwcFD5Z7aAnp4ehg0bhmHDhuHNmzc4duwYTp06JZCcICUlBYcOHcKhQ4fg4OCAixcvKqxNly5dgpubm0Bfo4CmpiZat26NgQMHokuXLmy/Rl22qTyvadKs69GjR+jRowd7jACAvb09Dh8+jJycHIG+gLRGjhyJo0eP4t27d2yZm5sbfH19YWdnJ/Z6vn79iu7du3PO69bW1pg1a5bS9yn/9pamfztkyBAcPXoUL168YMtGjBgBfX19tGrVSuI2MQyDHTt2YMmSJRInDRGXuOczYS8ny9L/l9e6ipKQkCAQlLVkyZJi61GXPiM//sAqRRwf9+/fF+j7tW/fXmRd/OeU7OxsubetTp06cHNzw6FDh9iyrVu3omLFihIlD8rKysKAAQM42QM1NTWxcePGYgNirKysUL58eXz9+hUAcO/ePbH/z/79+2PDhg1sIM/Ro0cxYsQINGjQQORyeXl5mDlzJqfM1dVV6v7HP//8w5mm76QIkZ+8vDxOkB4APHjwQCCgWVIF5xxVUezrOUQm+fn5cHV15bxdaWJiIvAGjCIYGxujX79+2L9/P/z9/ZGQkICcnBwkJyfj/fv32L9/PxwcHDjL5OXlYcqUKQIpjwn5U6TrmuNR1bn4UKYnGIjO8mGe+h5tPsyDVdJzkfMRQgghhBBCCFG+7du3o1y5cux0bm4uxowZg9WrV0v0pXpYWBiGDBmCsWPHUvZfAD9//hT7ZcmkpCS4urpyHrA1a9YMQ4cOFWv5vn37om/fvpyyU6dOYcSIEWzGPVEyMjIwb948rFu3jlPesmVLqbJYSSIlJQXTpk2TeNjHd+/eCWTyKVeunFhZr5RhypQpAlkxNm3ahJkzZ4p1fCQlJWHUqFE4duwYp7x///7o1auXWG3o0KED+3t2djYny4YoJiYmGDx4MKdswoQJePPmjcjlVq1axXnoWpANSVwFgYUFCrefqIeYmBj06NEDMTExbFnZsmVx/vx5uQ9dx+PxsGPHDpQqVYoty8nJgbu7Ow4dOiTWw6jg4GD06NFDIFvaqlWrUKlSpWKX19PT4wS8BAQEiHX8ampqcoawi42Nxfbt20Uu8+XLFwwaNEjm4KbCx1GJEiWkCthRhjp16mDFihV49+4djh49im7dukFHR0dgvqSkJIW24+fPn0ID9apXr45Fixbh9evXOH36NHr37k3D+fF5//49+vTpwwnkqFu3Lk6dOiX1cJFF0dXVhaenJ2cfpKSkoHfv3vDz8xNrHc+ePUP37t05/Y2C84yZmZlc26ss2tra2L9/P4yNjdmy1NRU9O3bF3v37hXI8inK69ev0a1bNyxYsECi5f5U8fHxnOyxokRHR6NXr1748uULW9anTx+0adNGrOXVoc8orU+fPmHp0qVITEyUaLlHjx4J3Oc0btxYYDuoysqVK1GlShVO2bRp07B+/Xqxjo+oqCgMGDBAYEjZqVOnij2sbOF+cHR0NOfzJUqVKlU4LzXk5+dj6NChIu+1GIbBpEmTOH19AwMDDBs2TKw6gd+n/0EIUV8UrKfGZsyYgStXrnDK9uzZw/kyWRHWrVuHqKgonDhxAsOHD0ejRo1QsmRJaGlpwdjYGDVq1MDw4cPx4MEDnD17FqampuyyDMNgxIgRlMWO/LEYniaCrXriQdX5SNMpLXJenbw0NAndhgZf90MzL1PkvIQQQgghhBBClMfExAQ+Pj4oWfJ/2dDz8/OxZs0a2NvbY8OGDXj9+rXQZRMSEnD8+HEMGTIE9vb2nAx9f7vIyEjUr18fI0aMwMWLF4U+xIqJicGePXvQpEkT3L59my0vVaoUdu7cKdEQ2Bs2bEDjxo05ZefPn0fTpk2xYcMGhIWFCSwTHx+PvXv3wsHBATt37uT8rVKlSti3b5/Chx/Mz8/HgQMHYGdnhwEDBuD48eMIDQ0VGohTEHA2depUtG7dWuCB+5o1a8TKHKcMGhoa2L9/v0BAkKenJ1q0aIHdu3cL/c7w69ev2Lx5M5o1ayYwBJq9vT3Wr18vdht69erF+QyJG9AA/MrqWL58eXY6KSkJnTp1wvbt2wWCZ969e4ehQ4di7dq1nPKJEyeiXr16YtXHMAznu197e3vY2tqK3V6ieOnp6ejVqxfnXKKpqYnJkycjJCQEd+/eleiHP6ufMJaWljh06BDnuM7MzMTkyZPRuXNnnD59WmggQ0BAAObMmYN//vkHL1++5Pxt5MiRnOF1i1M4y2x2djZu3rwp1nIDBgzgTC9duhQLFiwQyFaVkJCA7du3o02bNoiMjASPx0PVqlXFbl9hqampePDgATvt7OyMEiVKSLUuZdHS0oKzszO8vb3x/v17rFmzptjsP4piamqK4cOH4+bNm3jy5AkmT54MKysrlbRF3cXGxqJ3796cFwIMDAwwadIkBAYGSnw+EEetWrWwfft2Tr8kMTERrq6uGDhwIC5fviyQrS4/Px8PHz7E+PHj4ezsLNAXWrJkCVq3bi3tZlALtra28PLy4pwns7KyMGvWLLRo0QK7du3Cp0/CR0eKiorCgQMH0Lt3bzg6OnKGsf/bBQQEoHbt2vDw8MDNmzeFZhcLDQ3F+vXr0axZM7x69Yotr1SpEtasWSN2XerQZ5RWZmYmNm3ahDp16mD48OHw9fXlJN0pLCMjA3fv3sXIkSPRrVs3TjCkrq4u1q1bJ9G9jyKVKFEChw8fRunS/3vumZ+fjxUrVqB169bw9vYWem/34cMHrFixAs2bNxc4t3Xu3Fkgc50o/FnuJenHr1+/HiYmJux0REQEHB0dceTIEYF+0/Pnz9G1a1ccPXqUU7506VKxr4G/Y/+DEKJ+aBhcNbV161aBseBnzpyJ/v37K7xu/reSRenZsyesrKzQtm1bNu13eno6VqxYgW3btsmlPePGjZOoTQDw+fNn9OjRg51u0qQJatasKZf2EPlJS0vjDGXYpEkTGBgYqLBFkmiDvKwByL41Hzofzomc0zbhHsrmfUVG523IL1NfSe0jhJA/x+99vSCEEFKcvLw8Nvik4EGUoaFhscOmCVtP4YxoJUqUkHkoXaJ++DO86OnpscMnS6pFixa4d+8e+vTpg+DgYLY8Ojoay5cvx/Lly2FoaAgLCwuULFkSaWlpiI2NLTKLgomJCczNzaVuT2H8wWL6+vpSr9fAwEAubRJnXQYGBsjOzsbZs2fZoWXLli0LCwsLAL8edMfExAgEpZUuXRp+fn5iBzkVMDIywvXr1zFo0CBcvXqVLf/+/Tu7D0uVKgVra2toaWkhOjoa8fHxQoPiGjdujLNnz8La2lqiNhSmra3NmS5qexUMs5WTk4Nr167h2rVr7P9TpkwZ9kFTcnIywsLChGad4vF42LNnD/r161dsu/gzN2lra8vtM8HPyMgId+/eRa9eveDv78+Wf/36FXPmzMHcuXNhYWEBKysr5OfnIzo6mjO0aGEdO3bEsWPHONlzilOjRg20bt0ad+7cAQBcuXIFu3btEngQKuyaYWRkhJMnT8LZ2Zk9ztPS0rBgwQIsXboUFStWhLGxMWJiYoRm6ujYsSNWrVolNFOWMM+fP0d0dDQ7PXToUIXtF0kVvn4q8vMiLv5zv6amptRtkmRdCQkJ+PDhA6csLy8P06dPl6ruz58/w9zcvNj5OnXqhCtXrqBfv36Ij49ny588eYInT55AS0sLVlZWsLS0REpKCqKjo4scsm327NlYtmyZRMEAAwYMwNSpU9kh665evSpWsN/YsWNx6NAhBAUFAfgVkLp9+3bs3LkTVatWhYmJCX78+IHQ0FDOcIOzZs1CdHQ0J7hG3GvXtWvXOEGQbm5uKv+8SsLIyAjTpk3DtGnT8PbtWxw6dAjv3r1T6P9gZGSEzp07Y+jQoejWrRt0dXUVVpciyPOaJs66Cq4Xnz9/5mTYBH5dI0aNGiVV3eJmcnN3d4epqSnc3Nw4ASdXr17F1atXoaurCysrK5QuXRpJSUmIjo4WmiVaS0sLmzZtwr///itVe+WBf3vL0r91cXHB1atXMWDAAM5++fTpE+bOnYu5c+fCxMQEFhYWMDU1RXJyMmJiYoo8V5YpU0Zhx5245zNh33XK0v+XdF36+vpIS0uDt7c3vL29wePxYGtri9KlSyMnJwexsbGIi4sTWK5SpUq4du2axC8cqLrPyI//u4OitldBQFZ6ejrOnTuHc+d+PR80MzODhYUFjI2NkZeXh6SkJISHhwsMrwv8CtQ7ffq0WJnY+O8vdHR0FPZZtbe3x507d9CjRw+EhISw5W/fvoWHhwemTp0KS0tLlClTBllZWYiOji7y3tjNzQ27du0Su18M/BoSuFKlSmxGvcuXL2Pu3LliLVujRg14e3ujX79+yMrKAvCrHzdx4kTMnDkTFStWhL6+PiIiIjh9qwLDhg2Dh4eH2G0V1v8oUaIEfSdFiILk5uay35MVnANr1Kgh8zH2/v17mdsmCwrWU0NHjx7F5MmTOWXu7u5YvXq1ahpUjGbNmmHmzJlYsmQJW3b06FFs2bJFLm8iW1hYsF/qSsvQ0FCmThpRDgMDg99sPxkDA7yAl86A3zQgW/iNHgBoJoXC8HgPoO18oIUHoOC39Akh5E/2+10vCCGEiJKbmyvw5YqmpqbMX7jIYx1E/fB/z6ChoSHTfq5Tpw5evHiBxYsXY+vWrQLZSVJTU5GamipyCB5tbW2MGTMGixYt4mQikCdZPs/yPBaKW5ewv0VGRhaZbQL4NezskSNHUKFCBanaZGZmBj8/P2zduhULFy4UeAibkJCAhISEIpfX1dXF1KlTsWjRIpkDFviDYYraXkVtw5SUlCIfIhdWtWpV7NmzR+yhxviPGx6Pp9DzY7ly5fDw4UMsW7YM69evZx+YAb+Cd+Li4oQ+7C1gZGSExYsXY/LkyVJ9tzhu3Dg2WC8qKgr37t1Du3btRC5TsK+aNm2K+/fvo3v37pzjPicnBx8/fixyeXd3d+zdu1fggaoohbN5GBkZYejQoWpz3Sr8WVb050Uc8vwMS7Iuef/fkpyPHR0dERQUhIkTJwpkD8rNzUVERAQiIiKKXL5ixYrYuXMnOnXqJHE7jYyM4Obmhh07dgAALl68iPT09GKDAzQ1NeHr64v27dtzAu/y8/M5QfGFTZ06FStXrhQYdk7cbeXj48P+XrFiRXTp0kXh2VEVpV69etiwYYPC6xkyZAiGDBmi8HoURVXnA3mTpJ7evXujbt26GDNmjEDmqqysLISFhQnNJlygfv362Lt3L5o0aSJla+WDf3vL2kf9559/8OrVK8ycOROHDh0SGN45OTm52GFdDQwMMG3aNMycOVNh+17c/1OSPqMi1sX/d4Zhiv1subi4YP/+/VLfA6m6z1iYsH68MEWVJyYmijU0buPGjeHp6Sl2RlX+dsl6/1ucgvvjWbNmwdPTk3Nc5eXlITo6mvOyCT8LCwusX79e6uvMv//+ixkzZgAAnj59itDQUIHheYvi4uKCa9euCbzskJGRgXfv3gldRlNTEzNnzsTKlSslaqew/gf/C2H0nRQh8sMwDHs+LDiujIyMJH7Rm5+hoaHMbZPF73nX8ge7dOkS3NzcOCf0Xr16Yd++fWqTClcYDw8PzgXnx48fnDchCPmj1e8PjH0AlC3mZjc/F7i5GPB2AZIF38AmhBBCCCGEEKJ8BgYGWLduHcLCwrB48WLUqlWr2GW0tLRgb2+PTZs2ITo6Gtu2bVNYoN7vpGzZspg6dSqqV68ucj4ej4eWLVvixIkTePDggdSBegU0NDQwefJkhIeHY+XKlWLtQ1tbW8yaNQufP3/GypUrlZpZyMTEBPfu3cOsWbPQpEkTsTJOaGtro127djhy5Ahev34tdqCequjq6mL58uUICQnBnDlzxNrHNWrUwPLlyxEWFoapU6dK/dC1Z8+enOwu+/btk2j5OnXq4N27d1i3bp3A8GyFaWlpoV27dnjw4AEOHjwoUaBeVlYW5yHfsGHD6IUkIsDKygqnT5+Gv78/hg0bBlNTU5Hza2pq4p9//sHBgwcRHBwsVaBeAQ8PD/Z5RFpamsBQcUUpX748nj9/jgkTJghkMSysWbNmuHbtGjZs2CD1c4+YmBhcvnyZnZ44ceJvG6hHSHGqVauGO3fu4NatW+jbt2+xwy1qa2vD2dkZZ86cQWBgoMoD9RSldOnSOHDgAD5+/IgZM2agYsWKxS6jq6sLR0dHeHp6IiYmBkuWLKERPPArqPPff/8tNkOepqYmOnbsiGvXrsHX11fmeyBV9hmlUbt2bVy9ehWTJk1CvXr1xArG0tfXR/fu3XH+/Hk8efJEZUOfi8vExAS7d+/G+/fvMXHiRFhaWoqcn8fjoVGjRtiyZQtCQ0NlCggfOXIkezwyDIP9+/dLtLyjoyM+f/6MuXPnisyYrqenhx49eiAwMFDiQD3qfxBC5IXHCBv3gajEnTt30LlzZ07aVCcnJ1y6dEmiNLGq0qRJEzx//pyd9vb2VtkbWm/fvkWdOnXY6Tdv3qB27doqaQsp2s+fP9k3nQGgTZs2v/cXk3m5wP21wP11AJMvel49U8BlG1DLRSlNI4SQ39kfd70ghBDCkZuby8m+AvzKGiXNMLiFM1IZGRnRW8x/IC8vL072nYMHD8Ld3V3u9Xz79g2BgYEICwtDYmIicnJyYGxsDDMzM1SqVAkNGzaEvr6+3Ov9k3z79g1BQUEIDQ3Fjx8/kJubC2NjY1SsWBFNmzaVeRSF4kRHR7P7MDk5GQzDwNDQEOXLl0f9+vVFBmFJy93dHYcOHWKnQ0NDxXrgmJWVhXfv3iEkJIQzRJuJiQlMTU1Ro0YN1K1b97f4flCU0NBQvHz5El+/fkVKSgp4PB6MjY1RoUIF2NnZwcbGRm51bd++HRMnTgTw6yFwWFgYypQpw/5dkmvGhw8fEBgYiPj4eKSnp6NUqVKwsbGBg4MDO2SxpLy9veHm5gbgV0BFcHCwWAEG5O+Wn5+P169f4927d+xQlzo6OihZsiQqV66Mxo0by/VeuU+fPmxWv/r167PD24orNTUVDx48wOfPn5GcnAx9fX2UK1cOzZo1Q/ny5WVu39KlS7Fo0SIAQMmSJREaGkrfFRC5U9d7jJycHAQGBiI4OBhxcXHIyMiArq4uSpcujapVq6Jx48Zq11ddvHgxZ4SuO3fuoHXr1nKvJzIyEq9evUJ4eDiSk5ORl5cHExMTlCxZElWrVkX9+vV/+z6VokVFReHly5dsPzo/Px8mJiaoWrUqmjZtWmzwuKyU2Wcs0Lp1a9y7d4+dFjd8Ii0tje3Hx8fHIzU1FRoaGjAxMYGZmRlq166NWrVqqcV5Qxbv37/H27dvERkZidTUVGhqasLU1BSVKlVCo0aN5Pri2vTp09lMsxYWFvj69avUL1YFBQXh7du3iI+PR1ZWFszNzVGuXDk4ODgUG/RclKL6H+p6vSDkTyCv7475qTqmiIbBVRNPnz6Fi4sLJ1CvRYsWOHfu3G/TaSxXrhwnWO/bt28qbA0hKqCpBbSZC1RqA5wdDSR/LXrezCTg5BCg4VCg02pAh97cIoQQQgghhBB1YW5ujg4dOqi6Gb81c3NzODk5qax+a2trkdkU1Imuri7s7OxgZ2en6qYoVMWKFZUWkDZq1CisWbMGkZGRyMrKwtatWyXOmlGgRo0aqFGjhlzbt379evb3YcOGUaAeEYuGhgbq16+P+vXrK6W+xYsX4+zZs2AYBi9fvsT169clujYaGhrC2dlZIW3LyMjA9u3b2enp06dToB75q2hra6NJkyZ/bMY8WZQtWxZly5ZVdTN+azY2NgoJiBOXMvuMsjIwMIC9vT3s7e1V3RSFqlmzJmrWrKmUumbOnIndu3cjLS0N8fHxOHToEEaPHi3Vuho0aCDXTIbU/yCEyBPl5FQDr169grOzM1JTU9kyOzs7XL58+bdKvcw/1ENOTo6KWkKIitk2/zUsbp0+xc8b4A3s+QeIDlR8uwghhBBCCCHkDzNs2DDweDzOz927d1XdLPIXWLx4scBnr3BWPaJaurq6WLhwITu9a9cu/Pz5U4Ut+h8/Pz+8fv0awK8huObPn6/iFhEiXJ06dTBw4EB2es2aNSpsDdeBAwfYZAEWFhZsJk1CyO+jTZs2An2psLAwVTeL/AXc3d0FPnuFs+oR1bKwsICHhwc7vX79euTl5amwRf9D/Q9CiDxRsJ6KBQcHw8nJCYmJiWxZzZo1ce3aNamHUVCV2NhYzrS5ubmKWkKIGtA3BXrvA3ruAXSMRM+b8BnY5wQ83AzkFzN8LiGEEEIIIYQQQggp1ogRI9hMGklJSZxsdqrCMAwWLFjATk+fPh3lypVTYYsIEW3NmjXsMHG3b9/G7du3VdyiX1ltCmfKXLlyJQwNDVXYIkIIIYTI05w5c9gs6Z8+fVKLl6Ko/0EIkTcK1lOh8PBwtG/fHvHx8WxZxYoVcePGjd8u0C0rK4szBC4A+qKJEB4PqD/gV5a9ssWkwM7PAW4uAg73AH5GK6V5hBBCCCGEEEIIIX8qDQ0NbNu2jZ3euHEj4uLiVNgi4MSJEwgM/DW6QtmyZTFnzhyVtoeQ4pQtWxZz585lp2fPnq3C1vyyZcsWREf/+v60UaNGGDZsmIpbRAghhBB5MjQ0xNq1a9npxYsXIzMzU4Utov4HIUT+eAzDMKpuxN8oJiYGrVq1QkhICFtmY2ODBw8eoGLFiipsmXQOHToEd3d3dlpXVxc/fvxg37pTtrdv36JOnTrs9Js3b1C7dm2VtIUU7efPn7hz5w473aZNGxgbG6uwRQqUlwPcWws8WA8wxWTP0zcDXLYDNbsqp22EEKLm/qrrBSGE/IVyc3Px6dMnTlnVqlWhpaUl0Xry8vKQkpLCThsZGUFTU1MubSTqIyYmBm/fvhU5T6NGjWBmZqakFpG/1ZcvX/DlyxeR8zg4OEBPT09JLSKSoGsGIYQQcdD1Qn6o70TUxbt379igq6K0b99eSa0hfwq6XhCiOPL67pifqmOKZGs9kcqPHz/g5OTECdQzNzfHjRs3fstAvdjYWMybN49T1qFDB5UF6hGiljS1gbbzgMptgLOjgeSIoufNSARODAYauQMdVwI6BkprJiGEEEIIIYSoMysrK1hZWam6GYSgUqVKqFSpkqqbQQghhBDyW6C+E1EXtWrVQq1atVTdDEIIIX85GgZXyVJSUtCpUyfOW+Cmpqa4fv06atasKde6wsLCwOPxOD9hYWFFzh8TE4NFixYhMTFRojo6deqEqKgotozH42Hx4sUytJyQP5htC2DsQ6BO7+LnfeEF7HEEYl4qvFmEEEIIIYQQQgghhBBCCCGEEEIIIUSxKLOekrm4uOD58+ecsqlTp+L79++4efOmROuS97AuWVlZWLp0KTZu3AgXFxf07t0bzZo1g7W1tcC8nz9/hpeXF7Zv347k5GTO3zw8PNCwYUO5tYuQP46+KdB7P1DFCbg8HchOLXrehE+AZzug3UKg+QRAg2KsCSGEEEIIIYQQQgghhBBCCCGEEEJ+RxSsp2R3794VKFu4cKFU67pz5w5at24tW4OESE1NxdGjR3H06FEAQKlSpWBhYQFjY2NkZGQgJiYG3759E7ps3759sWHDBrm3iZA/Do8HNBgIlG8KnBkFRPkXPW9+DnBjARByC+ixGzCmIZ8IIYQQQgghhBBCCCGEEEIIIYQQQn43lKKJFCshIQHv37/H06dP8erVK6GBerq6utiwYQNOnDgBDcr8RYj4SlYChl8F/pkB8Io5dr7cBXa1AD74KaVphBBCCCGEEEIIIYQQQgghhBBCCCFEfiiqirAsLS2xZcsW9OjRA5aWlmItY2tri/nz5+PLly+YOnUqeDyegltJyB9IUxtoOx9w9wNMyomeN+MHcHwQcHEykJ2ulOYRQgghhBBCCCGEEEIIIYQQQgghhBDZ0TC4SsYwjNLqqlChgkT16evrY9KkSZg0aRIAICYmBsHBwfj69Su+f/+O9PR06OjowMzMDBYWFrC3t4e1tbWimk/I38e2BTD2IXBpCvD2rOh5XxwEwh8BvfcBVvWV0z5CCCGEEEIIIYQQQgghhBBCCCGEECI1CtYjRbKysoKVlZWqm0HI30XfFOhzAKjqBFyeAWSnFj3v94+AZzug/SKg2XiAhqAmhBBCCCGEEEIIIYQQQgghhBBCCFFbFNlBCCHqhscDGgwCxtwHbBqJnjc/B7g+HzjSC0iJVU77CCGEEEIIIYQQQgghhBBCCCGEEEKIxChYjxBC1FWpysDwa0Cr6QB4ouf9cgfY2Rz4cFkpTSOEEEIIIYQQQgghhBBCCCGEEEIIIZKhYD1CCFFnmtpAuwWAux9gXFb0vBk/gOMDgUtTgex05bSPEEIIIYQQQgghhBBCCCGEEEIIIYSIhYL1CCHkd1ChJfDvQ6B2z+Ln9d8P7G0NxL5WeLMIIYQQQgghhBBCCCGEEEIIIYQQQoh4KFiPEEJ+F/pmQJ+DQPcdgLaB6Hm/BwOebYH/dgD5+cppHyGEEEIIIYQQQgghhBBCCCGEEEIIKRIF6xFCyO+ExwPsXIGxDwDrhqLnzcsGrs0FfHoDKbHKaR8hhBBCCCGEEEIIIYQQQgghhBBCCBGKgvUIIeR3VKoyMOI64DAVAE/0vCG3gV0tgOCrSmkaIYQQQgghhBBCCCGEEEIIIYQQQggRRMF6hBDyu9LUBtovAtwuAsY2oudNTwCO9Qf8pgE5GcppHyGEEEIIIYQQQgghhBBCCCGEEEIIYVGwHiGE/O4qtgLGPgRqdS9+3uf7gL2tgdg3Cm8WIYQQQgghhBBCCCGEEEIIIYQQQgj5HwrWI4SQP0GJkkDfQ4DLdkDbQPS83z4Anm2A/3YC+fnKaR8hhBBCCCGEEEIIIYQQQgghhBBCyF+OgvUIIeRPweMBDYcAYx8A1nai583LBq7NAXz6AClxymkfIYQQQgghhBBCCCGEEEIIIYQQQshfjIL1CCHkT1OqMjD8OuAwBQBP9Lwht4BdLYDgq0ppGiGEEEIIIYQQQgghhBBCCCGEEELI34qC9Qgh5E+kpQO0Xwy4XQCMrEXPm/4dONYf8JsO5GQopXmEEEIIIYQQQgghhBBCCCGEEEIIIX8bCtYjhJA/WcV/gH8fATVdip/3uSewtw0Q+0bx7SKEEEIIIYQQQgghhBBCCCGEEEII+ctQsB4hhPzpSpQE+nkDLtsA7RKi5/32HvBsCzzZBTCMctpHCCGEEEIIIYQQQgghhBBCCCGEEPIXoGA9Qgj5G/B4QMOhwJgHgFUD0fPmZQFXZwM+fYDUeKU0jxBCCCGEEEIIIYQQQgghhBBCCCHkT0fBeoQQ8jcpXQUYcQNo6QGAJ3rezzeBnc2Bj9eU0jRCCCGEEEII+d21bt0aPB6vyJ8KFSqouonkL1GhQgWRn8XWrVuruokEwKhRo9h90rdvX1U3B506dWLbM3XqVFU3h5Df3sOHD9ljytDQEHFxcSptz3///ce2x8jICNHR0SptD1Eu6qf+PhYvXixyX/F4PISFham6mQrh5eVV7P9+9+7dIpcPCwsrdvnFixcr7f8hf6+7d+8W+1n08vJSdTP/KrKeX1TNx8eHbWe5cuWQmZmp0vasXr2abY+9vT0YGrFPYlqqbgAhhBAl09IBnJYCldsB58YAKTFFz5v+HTjaD2gy+tcy2vrKaychhBBCCCGEFINhGISFheH169eIjIxEUlISdHV1YWZmhqpVq8Le3h56enqqbqZcMQyD4OBgvH//HpGRkUhNTQWPx4OZmRlKliyJOnXqoEaNGuDxinlBiwAAEhIS8PDhQ8TExODHjx/Q1dWFra0tmjZtinLlyimkzvz8fLx58wbv379HdHQ00tLSoKOjg5IlS6Jy5cpo3LgxjIyMFFK3tL5+/YrPnz/j69ev+PHjB9LT06Gvrw8TExNUqVIFjRo1Urs2SyI3NxeBgYEIDg5GbGwsMjIyoKurC3Nzc1StWhWNGjWS+7nE398fBw4cAABoaWlhxYoVcl2/NFauXInr16+DYRhs374dY8aMQfXq1VXdrN9OVFQUXr9+jbCwMCQlJUFTUxNmZmaoUKECmjZt+lsfK7JS5bYJDw/Hy5cvER4ejpSUFPB4PJiYmKBChQqws7ODlZWVXOvLz8/HxIkT2empU6fC0tJSrnVIqnnz5nBxccGFCxeQmpqK2bNnw9vbW6VtIkRa3759w+vXrxESEoLExEQwDAMzMzOULVsWzZo1Q8mSJRVWd2xsLAIDAxEaGork5GQwDAMjIyOUL18e9evXV7vAx5ycHAQHB+Pt27eIi4tDSkoKDA0NUapUKdSrVw916tSBhob88vu4u7vj0KFDcHR0VOvAF1lkZGQgMDAQISEh+PbtG9LT02FgYABTU1NYWVmhcePGKF26tKqb+dt48+YNXr58iW/fviEtLQ2mpqaoUaMGWrRoAX19xTyXTE1Nhb+/P0JCQpCQkIDs7GyUKFECNjY2qFGjBurWrSvX40JW2dnZ+PDhA8LCwhAVFYWUlBTk5OTA2NiYPZZr1qwJTU1NVTdVaomJifD398eXL1+QlJSE3NxcGBoaomzZsqhduzZq1Kih6iZy5Ofn4/Pnz3j9+jViYmLw8+dP6Ovro2TJkqhZsybs7Oygra0tl7pSU1Mxc+ZMdnrJkiUq/65r0qRJ2Lp1K2JiYuDv74+DBw9i+PDhKm3T74aC9Qgh5G9VyRH49zFwYSLw4ZLoeZ/tBcIeAr33AZa1ldM+QgghhBBCCBEiMTER58+fx9WrV3H79m18//69yHm1tbXRpUsXTJ48GY6Ojkpspfw9evQI+/fvx4ULF5CQkCByXhMTE7Rp0wZDhgxB165doaOjI5c2DBw4EMePH+eU2draip3Zw8vLC8OGDWOnZXmAJ+u6rly5guXLl+PJkyfIz88XOk+zZs0wb948dO3aVao28gsICMDOnTtx9uxZJCYmFjmfpqYmWrVqBXd3dwwePBhaWsr/Cvft27c4efIkHjx4gICAACQnJ4ucn8fjoW3bthg7diz69OkjUV0VKlRAeHi4yHk0NDRgYmICMzMz1KxZE/b29ujbty9q1aolUV38Hj58iIMHD+LatWtIS0srcj5dXV20b98eI0aMQI8ePeQSDDt58mT2szd06FBUq1ZN5nXKqmHDhujVqxfOnDmDnJwcTJs2DZcuFfOdEUFaWhouXbqEK1eu4NatW4iMjCxyXk1NTTg6OsLDwwMuLi4Kb1tYWBgqVqzIKZM264U061L1tomJicGOHTtw7NgxfPnyReS8tWrVgqurK8aOHQszMzOZ696/fz+CgoIAAKamppg+fbrM65SH5cuX4+LFi2AYBkeOHMHEiRNhb2+v6maR3wT/9S80NFTqwDRJ15WdnY1r167Bz88Pt27dwufPn0Wu297eHhMnTsSAAQPk0pdKSkrC7t274ePjgzdv3oict2LFihgwYAAmTJgAa2trmeuWRmhoKE6fPo0bN27g4cOHyMjIKHJeExMTuLq6wsPDA1WrVlViK38vmZmZOHLkCI4dO4YHDx4gJydH5PyVKlVCjx494Obmhnr16smlDbGxsahVq5bAvcSiRYvEzhjYunVr3Lt3j50+ePAg3N3dpWqPLOtKTU3Fli1bsHPnziIzverr62PAgAFYvHgxypcvL1UbC8vNzcWxY8dw8OBBPHjwALm5uUXOa2Zmhp49e2LcuHFo1KiRzHVL4/Tp07h58yYePXqEDx8+iGwv8OtYHjhwIDw8PCQKbLt79y7atGlT7Hy6urowNTWFhYUFGjZsiJYtW6J///4wNjYWuy5+GRkZOHDgALy9vfH8+XORfcsyZcqgb9++mDBhgsrunWJjY3HmzBlcv34dd+/exc+fP4ucV19fH3369MGUKVNgZ2cnU72rVq1ij5OqVavCzc1NpvXJQ4kSJTB37lz25ZS5c+eif//+MDAwUHHLfiMMIX+gN2/eMADYnzdv3qi6SUSI5ORk5vz58+xPcnKyqpv0d8rPZxj/gwyzvAzDLDIW/bPUnGH+2/VrGUIIURK6XhBCyJ8tJyeHeffuHecnJydH4vXk5uYyiYmJ7E9ubq4CWktUbdy4cYyOjg7nnl/cn6FDhyq8H+Ho6Mip88aNG5yfhw8fSrzON2/eMK1bt5bqfwbAWFpaMrt375b5mLhw4YLQ9dva2oq9joMHD3KWdXR0lLo90q4rJSWF6dmzp0TbcMiQIUxGRobUbY2NjWX69+8v1f6rXLkyc/36dYnrfPjwocDnT5LtNW/ePKk/c23atGG+fv0qdlttbW2lrqtdu3bMx48fJd4+Hz58kPq4atiwIePv7y9xnYX5+fmx6+PxeMyHDx9kWp88PXv2jPP//vfff6puklpbuXIlY2BgINVnqVOnTkxMTIxC2xcaGipQr7LWpcptk5WVxSxcuJDR09OTuG5jY2Nmy5YtTF5entT1Z2ZmMuXKlWPXOWfOHKnXpQidO3dm29axY0dVN0et/Un3GPLop/IfL6GhoVK3R5J1HTx4kDEzM5PqfGJvby9VX6FAXl4es23bNsbExETiunV1dZkFCxYwmZmZEtUZEhIisH86dOgg1vbKzMxkmjZtKtW20tHRYdatW8fky/j8x83NjQGk6+vz9/FnzJghsC1+/PhR5PL816oOHToILB8SEiJVuywtLaXargXbQtb+I8MwTK9evYSuf9GiRWKvg/9ccPDgQanbI+26nj17xlhbW4u9/QwMDJgTJ05I3U6GYZgbN24wVapUkWr/9e3bt9h+Cf/14tu3bwKfvRkzZki0vWxsbKRqr7a2NrNo0SKxj+U7d+5I/dk2MDBgZs+ezWRlZYm7K1jHjh1jypQpI3GdmpqazL///ivx9zvR0dEC+2TIkCGcdd+5c6fI5V1cXBgNDQ2J26uhocFMnz5dqm3EMAwTHx/P6VPv2bNHqvUoQnp6OlO6dGm2batWrVJIPfL67pifqmOKKLMeIYT87Xg8oJE7YNsSODMCiHlZ9Lx5WcDVWcDnm0CPnYChhdKaSQghhBBCCCFPnz5Fdna2QLmmpiasrKxgaWmJnJwchIeHC2QC8/b2xocPH3Dr1i0YGhoqpb3t27eXafl9+/ZhwoQJyMrKEvgbj8dDyZIlYW5uDiMjI8TFxSEuLk5g3ri4OIwdOxY3b97EqVOnpGpHcnIy/v33X6mWVSdpaWlwdHREQECAwN9sbW1hYWGBpKQkhISEcLLtHT58GD9+/ICvr6/Ewwo9efIEPXv2RGxsrMDftLS0YGlpCSsrK/z8+RPR0dFITU3lzBMSEoKOHTtiwYIFWLJkidj1tmzZUqJ2ioPH48HGxgalSpWCnp4eUlJS8OXLF2RmZnLmu3PnDpvpUB4ZMES5desWGjRogNOnT8PZ2VmsZS5cuABXV1ekpKQI/E1HRwdlypSBpaUlfvz4gejoaIFMNAEBAWjevDm2b9+O0aNHS9XuhQsXsr+7uLio1VCz9vb2aN26NZupcuHChbh+/bpqG6XGXrx4ITQrI4/HYz9LPB4PERERAplgr169CgcHBzx48EDuQ7CqA1Vtm9jYWPTo0QNPnz4VWnfp0qVhY2OD3NxcREdH48ePH5x5fv78CQ8PD1y/fh3Hjh2TamjevXv3IiIiAsCvLDQeHh4Sr0ORZs6cicuXLwMArl27hkePHinkukHUm6z9VGV68+ZNkVmJLSwsYGlpCR0dHURHRyMmJobz9+fPn6NFixa4f/8+atasKVG9KSkpGDRoUJFZZs3MzGBtbQ1tbW1ER0fj27dvnKxQWVlZWLZsGa5fv47z58+jTJkyYtVbqVIlVKpUiVN25MgRsZbNyckRev4DAD09PVhZWaF06dJIS0vD58+fOfdW2dnZmDFjBkJDQ7Fjxw6R9Xz79g3m5uZitUmW5WvVqiXTZ9XKykqm5VNSUjB06FCcP39e6N91dHRgbm4OCwsL5OXlISYmBgkJCQKZu+/duwd7e3v4+vqiW7duUrXl9OnTOHv2rFTLqpM7d+6gc+fOAvcQurq6qFy5MvT19REZGYm4uDj2b2lpaRg4cCDy8vIwcOBAietctGgRli1bJjRrm4GBAaytrWFiYoLY2FjExsYKZLA7deoU7t+/j3PnzqF58+Zi1WlmZibw2ROVYVhcenp6KF++PExMTJCfn4/v37/j69evnP8tJycHS5YsQUREBPbv3y9znaKkpaVh9erVuHbtGm7duiVWduKcnByMGzcO+/btE/p3ExMTWFlZwcDAANHR0YiPj0deXh7797y8POzatQs3b97ExYsXxb6XsrKyEuhXPnz4UKxlgV+jHQjLyq+trQ1ra2uYm5sjMzMTX758QXp6Ovv3/Px8rF+/Hh8/fsSZM2ckzva6evVqtk9taWmpFln1Cujr62PChAlsZs9169Zh/PjxUvWf/0bqM9A2IYQQ1SpdFRhxE2gxqfh5P98AdrUAPtKXtYQQQgghhBDVMDU1xbhx4+Dn54fExERERETA398fL1++REJCAu7cuYNWrVpxlnn27JnUQ/wo2+rVqzFq1CiB4Lu2bdvi4MGDiImJwffv3/H+/Xs8e/YM4eHhyMzMxIsXL7Bo0SKBL6y/ffsmdVtmzJiBqKgoAPithzQZOXKkQKDesGHDEBISgrCwMDx79gwfP35EbGwsFixYwBk+2M/PD0uXLpWovocPH6J9+/YCgXoODg7w8fFBYmIiIiMj8fz5cwQHByMlJQVPnz6Fh4cHp26GYbB06VJMnjxZ8n9aBrq6uujcuTPWr1+Pp0+fIjU1FREREQgKCsKTJ0/w9u1bpKSksA/cCgsNDcXQoUOlqnf9+vW4ceMG5+fq1avw8fHBtGnTYGNjw5k/PT0dffv2xatXr4pd96lTp9CrVy+BQL0uXbrg/Pnz+PnzJ8LDw/Hs2TN8/vwZqampuH37Ntzd3aGh8b+v0nNycjBmzBhs3rxZ4v/v5s2bePHiBTutjoGwY8eOZX+/ceMGO5QnEU1fXx9Dhw7FmTNn8O3bN0RHRyMwMBABAQGIj4/H8+fPBYZ3DQkJQffu3YscjvtPoaxtExcXB0dHR4FAlQoVKmDTpk2IjIxEfHw8AgMD8fr1ayQkJODLly9YtWoVLC0tOcv4+fnB2dlZ5BDZwuTl5WHDhg3sdM+ePQXWrWqOjo6coKV169apsDWESEZbWxs9e/aEj48PoqKiEBcXh1evXsHf3x/R0dF4//49hg0bxlnm+/fv6NSpEyd4ojhpaWno1KmTQKCeubk5VqxYgc+fP+PHjx948+YNAgMDERcXh+joaGzduhVVqlThLPP06VO0bt2aE3ykLBUrVsTixYvx6NEj/Pz5E1++fMGzZ8/w9u1bJCUl4fDhw7C1teUss3PnTmzfvr3Idebk5KB58+bo27ev0BdSRCl4Cah69epISEiQ6n9SluTkZDg5OQkE6unp6WHChAm4ceMGUlJSEBkZiYCAALx8+RLx8fFISUnB+fPnMWLECM69E8MwUv/PiYmJmDBhAjv9u96TRUZGon///pxAvZIlS2L37t34/v073r59C39/f8TGxuL58+do164dO19+fj5GjBiBd+/eSVSnh4cHli5dyglm09bWxvjx4/H48WOkpKTg48ePeP78OSIiIpCUlITjx4+jdevWnPXExcXByclJouAuebC2tsaoUaNw+PBhfP78GWlpaQgODsazZ8/g7++PsLAwJCQkYO/evShbtixn2QMHDuDgwYMS12lpaSlwP3bjxg1cuHABu3btQr9+/aCtrc1ZJjAwED169Ci235aXl4cBAwYIBOoZGBhg9uzZePnyJZKSkvD+/Xv2vP7t2zfs379fYCjZT58+wdHRER8+fJD4f5SVpaUlZsyYgVu3buHnz58ICwvD8+fP8fr1ayQlJeHChQuoW7cuZ5kLFy5g9uzZEtWTlJSEvXv3stPDhg2Drq6uXP4HeRk1ahT7UuOPHz8UHiD6R1FqHj9ClETVKSuJeGhYQzUWcodh1lcvfljcRcYMc3kmw2RLPxwQIYQUh64XhBDyZ6NhcIkkGjVqxFSoUIHZt28fk56eXuz8ubm5zOjRowWGIbl9+7ZC2sc/DJC0fH19BdpctmxZxs/PT+x15ObmMvv27WOHzpF2yNk7d+4wPB6PHb5l7dq1nHb9LsPg3r59W2CbbtiwQeQyV65cYbS1tdn59fT0mIiICLHaFxsby1hYWHDq09XVZfbs2SPWcERv375l7OzsBNrs5eUlVv3CSLK9QkJCmJ8/f0q0/iVLlgi09/Lly8Uuxz8Mrqihhxjm1/CWHh4eAnW1b99e5HJv375l9PX1OcuYmZkxhw8fFuua8ejRI6ZixYoCQxpJej7p2rUr5/iRZahNRcnKymJKlSrFttPd3V3VTWLxD29X3OdF0Xr37s2Ym5szGzZsYJKSksRaZvny5QKf3wMHDiikfaocBlfZ2yYvL49p06aNwPLjx49nUlNTi10+ISGBGTBggMDykn7+T58+zVn+1q1bEi2vLOvXr+ecy758+aLqJqmlP+keQx79VP7jQ1nD4E6bNo0xMjJiFixYwMTGxoq1fm9vb7YPW/CzcOFCsds3dOhQgTb26dOH+fbtW7HLpqenM5MnTxZYvm3btlIPMVswtGxx2yslJYUBwLRs2ZK5du2aWPX9+PGDsbe356zf1NSUSUhIEDr/rl27OPN5enpy6ilqGNxz585xhj6dPn26wLr5+/iSDtHKf61yc3OTaPnChA052717d+br169iryMmJoYZO3Yso6WlJdX/U6Dw/rezs2NcXV057fpdhsHlP64sLCyY9+/fFzl/Xl6ewGe/S5cuYrfvwIEDAvuwbt26zMuXL8Venv/+wcLCgomLixOYV5zrhaSf75cvX0p0zvjx4wfTsGFDTh1WVlbF3m/wD4Mrzj3+p0+fmLp16wps3yNHjohcbuHChQLLODo6MmFhYcXWmZuby6xatUpgKNqaNWuK9f2QMIsWLRL73qJUqVJMnTp1mFOnTon1vWVGRgbn3g/4NURxcHCw2O0r3F/j8XjM58+fxV5WmQr/n5UrV5b7Pe6fOgwuZdYjhBAiqFJr4N/HQI2uxc/7dDfg2RaIk+xtFkIIIYQQQgiR1JIlSxAcHIwRI0ZAX1+/2Pk1NTWxc+dONG7cmFNe1HAr6uDr168C2UCqVq2KR48eCWQvE0VTU5PNPNC1qxj3dkJkZGRg5MiRbBaCiRMnwt7eXqp1qdrq1as50927d8fUqVNFLtOpUyfMmTOHnc7MzBR7KNphw4YhPj6endbW1sbp06cxevRo8Hi8YpevVasWbt26hXr16nHKJ06ciC9fvojVBllUqlRJ4qFrFi5cKDAs1OnTp+XZLAC/hhvbvHkzBg8ezCm/efMm3rx5I3SZ7OxsDBo0iDOkrZGREU6fPi328dGiRQvcuXOHk7EiPz8fQ4cOLXJoPn7h4eHs0JMAMHjwYE7GPnWho6OD/v37s9PHjh1DUlKS6hqkxsaMGYMvX75g6tSpMDExEWuZefPmoWfPnpwydb4uSUvZ22bdunW4c+cOp2z27NnYvn27WBmISpYsiaNHjwpkBfXy8pLoXLZz5072dxsbG7Rp00bsZZWp8PknPz8fe/bsUXGLCClajx498OXLFyxdulTsTJVDhgwRyEosbrafkydPwtvbm1M2ePBgnDhxAqVLly52eX19fWzatAnz58/nlN++fRvr168Xqw3S0tHRwaVLl/Dw4UN06NBBrH6nmZkZzp8/zzlXJiUl4cyZM0Lnd3Nzw9KlS2FgYICkpCSMGjUKbdu2xadPn4TOHxMTg969e6Nnz56Ijo6GtrY2Jk2ahLlz50r3TyrB9u3bBYacHTt2LM6ePYty5cqJvZ4yZcpg165duHfvntjDIPO7fv06Dh06BODXPZ6npyebxep3EhERgaNHj3LK9uzZgxo1ahS5jIaGBnbv3o1q1aqxZX5+fnj06FGx9YWEhGDSJO5IYnXq1MGdO3cE7rGKMmzYMJw5c4aT9Tw+Ph7Dhw8Xa3lZ1atXT6xjuICZmRmOHDnCWSYmJkas7SWpKlWq4Nq1awLDWW/atKnIZR4/fowVK1Zwytq0aYOrV68KZPgURlNTE7Nnzxbos7x//x7Tp0+XoPXS2b9/P16+fIk+ffqINZStnp4ejh8/zrl/zMnJYY9ncezatYv9vXnz5qhcubJkjVaSwv3nkJAQXL9OI/OJQ/2+CSCEEKIeSpQE+h8Bum4GtIp5CBb/FtjbGni6FyiUSpoQQgghhBBC5KlLly6cL8rFoampiZkzZ3LKrl27Js9mydXkyZPx48cPdtrAwABXr15F+fLlpVqfsbExfH19pRpCdcGCBQgJCQEAlC9fHsuXL5eqDapWMJRpYfPmzRNr2SlTpqBEiRLstI+PT7FDqJ04cQJXrlzhlK1du1bioEkzMzNcvnwZxsbGbFlKSgpnCCx1wx9A9/79e4XVtXr1aoFAt6IeCmzatAkvX77klO3atQsNGzaUqE5bW1tcvHiR84A0MjJS7M/T0aNHOUND9erVS6L6lalwwFRWVpZCAi//BE5OTjA0NJR4ucKBwADw5MkT/Pz5U17NUgvK3DYRERFYuHAhp6xHjx5YtWqVRHXzeDwcOHAATZo04ZT/+++/Yg2fGRUVhbt377LTPXv2lOghuzKVKVOGE2B99OhRzhCBv5Ps7GycPXsWLi4uCj2OoqKi0K9fP1y6dAm5ubkKq4cIcnBwECtIjt+sWbM4x2BUVFSRgf0F0tPTMW7cOE5Zo0aN4OXlJXGA/bJly9C7d29O2fz58xEZGSnReiSho6ODLl26SLyctbU13NzcOGVF3TPp6+tjwYIF+PjxI9zc3MDj8XD37l3Uq1cPK1euRE5ODgCAYRjs3bsXNWvWZAPfunTpgtevX2PLli0wMzOTuJ3KEBcXhxkzZnDKnJ2dsWvXLqlfsmjRogX8/f1Rq1YtiZZLS0vD6NGj2elJkyahUaNGUrVB1fz8/Djnztq1a6NHjx7FLqenpycQiFV4WNCiTJgwAampqey0oaEhLl++jFKlSonfaPza94WHtwd+/S8nT56UaD3KUrNmTYHPiKLuyaysrAS+ZwgICBA63DPDMBg1ahTy8vLYsnLlysHX1xd6enoS1Tty5EhMmzaNU7Zz5048e/ZMovVIqnv37hKfAwwMDASCRsX9Puq///5jv48B1Pve0dnZmTM875EjR1TYmt8HBesRQggpGo8HNB4GjLkPlCnmTZO8LODKDOBofyD1m3LaRwghhBBCCCFiaNWqFWc6ISFBrIfuyvbx40f4+vpyylatWoVKlSrJtF4NDQ2xHoQU9vz5c2zevJmd3rFjh1RBF+rg0aNHnAdDVlZWYmcINDU15Xx+MjIyBALx+G3cuJEz3bBhQ0ycOFGCFv+PjY0Nli5dyim7evWqQoPgZMH/pv/3798VVlfZsmVRv359Ttnr168F5svJycG2bds4Zd26dZPqQTYANGjQQGB/Hjp0iBNkW5TC2URsbGxkftianZ2Ne/fuwcvLC2vXrsWGDRtw+PBhPHnyhBMUKI3WrVtzsqHxZ0IhsmncuDEnQ2x+fr5Cgzd+J9Jsm+3btyM7O5udNjQ0xNatW6WqX1NTE7t27eIE5X7//l0gy5Ywx48f5xx73bt3l6oNwK9srgEBAfDx8cHmzZuxYsUKbN26FT4+Pnj16pXMxzh/+yIiIvDgwQOZ16lML168wMSJE2FtbY3evXvj4sWLctkuRcnLy8PZs2fRrVs3lC1bFtOmTRN63SHqw9LSkpORC/iVxVqUQ4cOcQJNCjJ7iZNFSZgtW7Zw+tDZ2dnYvn27VOtSNP57puK2lbW1Nby8vPD8+XM4ODggMzMT8+bNw7FjxwAADx48wJgxY5CcnIzatWvj+vXruHTpEqpXr66w/0Eetm3bhszMTHba2NhYrOCw4tjY2AgEgxdnzpw5CA8PB/DrpZFly5bJ3A5VuXfvHme6W7duYi/LP+/FixdFBk2/e/cOV69e5ZQtXbpUoqyIhY0bN06g385/z6dOlHlPxv9CGsMwQoOir169infvuCO0bdmyReJs7gUWL17MyVgHqO8+kfTcWoD//kuWfmWBoKAgHD16FJs3b8bq1atx4MAB3Lhxg5OBXhqGhoZo164dO33+/Hm1/M5N3VCwHiGEkOKZVwNG3gRaiPFw4dM1YFcL4NNNxbeLEEIIIYQQQsQgLGtDcnKyCloi2qZNmzgPmS0tLTF27FiltyMnJwcjRoxg33rv27ev1EPpqgP+L8PFHfaoAH9A2IULF4qc97///hN4o3/RokUyDVU1fvx4WFhYsNMMw2DLli1Sr0+RCj/YBH4FOyoSfyCrsAdRp0+fRlRUFKdM3OGMizJ//nxOls/09PRiH+KGh4dzHlzJMjRmaGgohgwZgtKlS6N169YYNmwYZs2ahenTp2Po0KFo3rw5LC0tMWnSJKkfzmlpacHBwYGdfvDgwR+X+U2VeDyewNCw6nhdUgVJt016ejo8PT05ZaNGjZL6gTzwK8ia/4Holi1bis08d+nSJfZ3HR0dtGzZUqJ6IyMjsX79erRp0wampqZo1KgRXF1dMWXKFMyfPx8eHh5wdXVF/fr1Ubp0aUybNg3R0dES1VEY/3mocPvVVWxsLNavX4+6deuicePG2L59u9AMPooWFxeHjRs3ol69emjUqBG2bt2q0GAIIj3++wBR5xNhfazu3bujcePGUtdvY2PDyYwGAJ6enmoZxCDJtiqsUaNGePDgAU6cOIEKFSqw50qGYVC6dGns2LEDL1++hJOTk9zbLG/p6emcYSeBX1m8+IOClOHx48fYsWMHO71z506xhnVXV/z3ZPz3WKKUKVOGcz+UmJgoMsCc/zi2sLCQKTu5hoYGFi1axCl7+vQpnjx5IvU6FUmZ92TCXiwUdj0s/CIgANjZ2XEyeUvK0NBQYASFM2fOICIiQup1Koq051Y/Pz/293LlyqFKlSpS1Z+SkoL58+fDxsYGdnZ2GDx4MKZMmYI5c+ZgxIgR6NChA0qWLImePXsWm31WlML9yrS0NE62aSIcBesRQggRj5Yu0GE5MOQcYFhG9Lxp8YBPb+DKbCAnU/S8hBBCCCGEEKJg/IE6ACQe/kYZzp07x5l2d3eHtra20tuxatUqNlOMqamp1NmJ1AX/Q/ySJUtKtDz/ZyUwMLDIec+cOcOZtrS0ROfOnSWqj5+WlhZcXV05ZQVDiambp0+fcqYVPUwX//EhLMMG/z5p2LChxAGb/EqVKiUQwMpfDz/+4Y4cHR2lqnvz5s2oUaMGjhw5gpSUlCLn+/79O7Zt24bKlStL/Xkp3Mbc3FzcvEkvZspLTk4Ovn3jjkyhjtclVZB029y+fRuJiYmcsmHDhsncDnd3d870hw8fBDLCFJaamorHjx+z0/b29pwMgcV59eoVypcvjxkzZuDu3bvIysoSOX9iYiI2btyIWrVqFZvxtSh2dnacjDb8WYjURVZWFk6dOoUuXbqgbNmymDFjhtCHyTweT+ohKsVR1LoDAgLg4eEBa2tr9OrVC76+vuwwoET1+O8DRJ1P3r59i+DgYE6ZIs4nP378wJ07d2Rer7xJsq2E0dDQEDr0tyKPS3m7d++eQLbkkSNHKr0dWVlZGDlyJPsiV//+/WW+p1A1Zd6T8fd9XV1dZb6vdnZ2hqWlJaesuP6/KjAMg+fPn3PKFHlPJmy78t+T/fz5U+A+Qh7n1kGDBnFeoMrNzRX5Yp2qSHNu/fjxI0JDQ9npf/75R6q67927hypVqmDFihUiX/DIzMzE+fPn0aBBA8ybN0+quvjvb9W1X6lOfp+rIyGEEPVQuS3w72Oguhg3Bk93AfvaAfHqOTwPIYQQQggh5O/A/9a9ra0t50tddfDx40fExcVxyuQxzImk3r17hxUrVrDTa9asQZkyxbywpeb4HxAWZAwUF/8D948fPxa5jocPH3KmXVxcpB42rbDevXtzpr99+4aPHz/KvF55io+PF8gu5+bmptA6+R84CHvw8ejRI840/7aUFv96goKCRGbJ4T8PSZOlZ8GCBZgyZQpnuE/gV1Bt/fr1UadOHYHhqn/+/Il+/frh4MGDEtfH/2Dv/v37Eq+DCPf48WPOeURXVxfly5dXYYvUh6Tbhv+8W7VqVdStW1fmdjg7OwsE2/GfTwp7+vQp59iU9BjPzs4WyNyno6ODypUrw87ODk2aNEHVqlUFrinJycno2rWrVIE/mpqaaNCgATv9+vVrJCUlSbweRXn27BnGjRsHKysr9OvXD5cvXxZ6/a1RowZWrFiBsLAwGBsbK6w9ZcuWRXBwMBYuXCg0k1BOTg7OnTuHHj16wMbGBpMnT0ZQUJDC2kOKFxoaKjCMdtWqVYucn/98oq+vD2dnZ5nbUbduXYF6RZ1PVIW/r8I/hHBRAgIC4OjoiL59+yI0NJQN2OPxePj+/Tv+/fdf2NnZ/RZB/8K2Qc2aNZXejmXLluH9+1/P1czMzNQ2q7Yk5H1PVrB9+H348EEgs5s8+v9aWlpwcXHhlKnjcXzgwAHOPVKNGjUkHn5ZEsICwPjvyR4/fiwwTL089kmpUqUEAsTUcZ9Ic26Vx72jn58fOnXqhPj4eE65np4eatSogYYNG8Lc3Jzzt7y8PKxcuRIjRoyQuL769etz+ql071g8CtYjhBAiOYNSwICjQJeNgFYxb4jGvQH2tgaeeQLFDBVBCCGEEEKIxPJygcRwIOkrNJIj2B8kff1VTj/y+ckTzFb1Ozlw4ABnWh2zEvB/GaulpcV5gK4M+fn5GDFiBBts0KpVK4waNUqpbVAE/qwN/F9WF4d//qysLM5b7gUyMjIQEBDAKZNXFoMGDRoIDKWrTg8iPnz4ACcnJ04mEjc3NzRr1kxhdaanpwtkjahYsSJnOiQkBLGxsZwyee0T/vXk5uYKZBYs7MWLF+zvmpqaEj/4vXjxIpYvX84pq1OnDq5evYrv378jKCgIr1+/RkJCAk6ePMkZAjQvLw9jx47Fq1evJKqTP+DJ399fouVJ0fivS23btoWenp6KWqNeJN02/OdCeR3jWlpaAkP0iTrvFj7GgV/HpzQcHR2xadMmvHnzBmlpafj8+TMCAgLw9OlTfPz4ESkpKTh//jznwXt+fj5cXV2RmpoqcX3qdpxHRUVhzZo1qFWrFpo2bYpdu3YJZE4EgNKlS2PChAl4+vQp3r9/j7lz5yol4LVy5cpYsmQJQkJCcP/+fYwaNUro8ILfvn3Dli1bYGdnhwYNGmDTpk0S9z+I7Ly8vDhBsDVr1hToKxTGf4zzBx7Igv/cpE79OOBXcP/p06c5ZcXdM8XGxmLEiBGwt7fH/fv3oaenh+XLl2PgwIEAft1L7N69GyYmJnj9+jWcnJzQvXt3fPr0SWH/h6zkESAjq1evXmHt2rXs9Nq1awUyuv2OZL0n48+6W1SwHv+xxR+YLgv+4/jFixcCQ86q0qFDhzBu3Dh2WkNDA9u3bxea8VJehA11yn+e5d8nZcqUgbW1tVzqV/dza15eHry9vTll4nwfJWu/MiIiAq6urpzPZ6lSpeDp6Ylv377h/fv3ePHiBeLj4/H48WM4ODhwlj9w4AB2794tUZ06OjqcQMS3b9+q1fGhjuTTwyCEEPL34fEA+xFABQfg9Agg7nXR8+ZmApenA59vAt13AAallddOQgghhBDyZ/sZBWypB00AisujQeDxCjCzVXUrpHL58mWBN3r5h6JSBx8+fOBMV69eXaLh8+Rh69atePLkCYBfX7Tu3btXoV/sJyYmSp1hQ9RQhPz4s98EBAQgPz9f7CG5hAUuxMXFoUqVKpyyL1++CGR8sLOzE7udopQoUQLVqlXjPJQq6gGVIqSmprKfDeDX8EqpqakIDQ3F3bt3ceXKFc5wRy4uLtizZ49C27Rt2zZkZGRwytq2bcuZ5j+uAPntk2rVqsHAwABpaWls2fv379GmTRuBebOysjjD6tna2kJXV1fsutLT0wUCZ52cnHDx4kWB9ejo6KBv375o3749HB0d2SGts7Oz4ebmJnLIMH7m5uYoWbIkG4T58uVLsZclRXv16hV8fHw4Zcq8Lkl73uXP/qoI0mwb/uNcXsd4wboKn/tEnXf5g2GrV68uUV3ly5fHmzdvULt2bZHz6enpoXv37ujWrRvGjBmDffv2AfiV2ebw4cP4999/Jaq3Ro0anOmXL1+iffv2Eq1DVgVDr3l5eeHGjRsC2XcK6OrqomvXrhg6dCicnZ1lHtJQVq1atUKrVq2wdetWXLhwAd7e3rh27ZrA8H8vX77E1KlTMXPmTDg7O8Pd3R1du3ZVuyzP0nj06BE+f/6s6mYIFRMTg82bN3PKVH0+OX78ODutzH6cOJYvX84J+C1dujS6du0qdN6srCxs3LgRq1atQkpKCoBfgcZ79+5FtWrV2O3M4/EwZswYuLi4YPz48Th37hwuXLiAK1euYOLEiVi4cCFMTEwU/r9JQpGfAXHk5eVh+PDh7D3FP//8I1WGK0m8e/dO6r6BsGDqolSqVIkTSPX8+XOxs3B/+vQJycnJnLKi+iX8+7BatWooUaKE2O0Uhf/zkJ2djS9fvqBWrVpyWX9xPn78iK9fv7LTOTk5SExMxJs3b+Dr68u5Ry64n2/Xrp3C2pOTk4NNmzZxysqXL4/KlStzyhR9bi3s69evSE9Pl9s+l9WePXvw5csXdlpbWxuDBg0qdjlZ+5Xjxo3jZEsuV64cHjx4AFtbwe/1mjdvjnv37sHd3R2HDx9my6dNmwYXFxeJAitr1KjBfg5zc3Px9u1bhQ7D/LujYD1CCCGyMa8OjLoF3FoK/Ldd9LwfrwI7mwM9dwFVlPulDyGEEEIIIeTv8+PHD4wZM4ZT1qNHD4UOAyOtwhnJAMDCwkKp9YeGhmL+/Pns9Jw5cwQe4Mvbq1ev4OTkpNA6AKBZs2bQ1tZmH3r9/PkTly9fLvIBZGFhYWGcQI0CwrIX8e9DALCyspKixcKVKVOG82BXWH2K8vnzZ7H2VcWKFTF37lyMGDFCoYGeFy9exIIFCwTq5s8IwL+NNDU1YWFhIfGwW8LweDxYWFhwsiwWtU++fv3KCT4pW7asRHUdOXKE80DS2toap0+fFhnwZ2ZmhgsXLqBWrVpsUGNQUBBu3bol0UM7a2tr9v9KTU1FQkKC0OGGiXiysrLg7u7O+Qw2bNgQffr0UVoblHHelYa024Z/2FZ5n3cLE3Xe5c+4KulxbmFhIdG1X0NDAzt27MCdO3cQEhICADh48KDEwXr8D2DDwsIkWl4W//33H7y8vHDixAmBIIzCWrRogaFDh6J///5Cs9ipmp6eHvr164d+/fohPj4ex44dg7e3t0C23dzcXFy8eBEXL15EqVKlMHDgQLi7u//WD7FdXV1V3QShGIbByJEj8fPnT7bMxsYG48ePF7kc/zGuyPOJJEFOivb48WNs3LiRUzZ//vwig10OHDiAuXPnAgBMTU2xdu1ajBw5ssi+n5WVFc6ePYtz585hwoQJiI6OxsaNG6GhoYF169bJ95+REf81Rdn3ZBs2bGAzaunq6ir85SkAWLdunVL2Q6tWrTiBQGfOnMGmTZvECrw+duyYQFlR2WSVeRwLq0+Rdu7cWeyQyDweD506dcKqVasEMgTLU05ODkaOHMm+GFRg6NChAvOqYp+oQ7BeSEgIZs+ezSkbP368WH3Ewv1KDQ0NibZZcHAw/Pz8OMufPn1aaKBe4XkOHDjAZmsHfr0wtmvXLixbtkzsuoX1K3/nfo6i0TC4hBBCZKelC3RcAbieBQyLScedFg8c6Q1cnQPkZimnfYQQQgghhJC/TsGQcJGRkWyZiYkJtm7dqsJWFY3/C2xlP4wePXo0myGsRo0a7AO4P0GJEiUEglMWLlwokAVPmHnz5gnN8CNusJ48s4Xwr0uZD4bEUblyZSxcuBCDBw+W+0PFvLw8fP/+HdeuXcOgQYPQvXt3gf23fPlygYd9/NvI2Fi+OVjF3ScRERGcaUkfUBVkziqwZMkSsf6XChUqwMPDg1O2d+9eiermbyv//0IkM2nSJE52Qy0tLXh6eoqd6fNPJs22SU5OFshipqrzrqzHuTQKMmkWCAwMFMg4WhxlH+MRERFYuXIlqlevjhYtWmDv3r1CA/UqV66MRYsWISQkBI8ePcKYMWPUMlCPn4WFBTw8PPDixQu8ffsWM2fOhI2NjcB8CQkJ2L59Oxo3boy6deti/fr1AsO2E+mtXr0aly9f5pTt3LkTBgYGIpfjP8YVeT7Jzc3lBBOqSnx8PAYMGMAJlLa3t8eECROKXGbEiBGoVKkSevfujXfv3mHUqFFi9f169uyJd+/eYcyYMTAzM8OsWbPk8j/Ii7BrijLPO58+fcLixYvZ6blz50qcTUudde7cmdNXj42NLTbwrGA+Yffw4gbrKfI4FlafqvXt2xfz5s1TSKBeZmYmQkJCsG/fPtjZ2QkM72pubo5p06YJLPc37pP09HT06dOHzT4K/MquvnTp0mKXzc3N5fQJzM3NJRqSff/+/Zwh4AcOHCjWC6taWloCgbuenp6cdRWH7h0lQ3eAhBBC5KdKO+Dfx0A15+LnfbIT8GwHxAsOSUMIIYQQQgghspoxYwauXLnCKduzZw/KlSunohaJVvhLXADFPkyUp/3797NDH/F4POzdu/ePGJqtMP6HBoGBgRg2bJjAA7nCVq5ciaNHjwr9m7BgCP59CMh3P/KvS1h9qhQSEoJhw4bB1tYWR44ckXo9bdq0AY/H4/xoaWnB3NwcnTp1wrFjxwQeGEydOlXocEKKPq7E3Sf8gSiGhoZi15GamsrJzlSiRAkMGDBA7OWHDx/OmX7w4IHYywKCbRWV/YqItm3bNoFgyeXLl6Nhw4YqapH6kHbbqNN5t/CxoampCT09Pbm1Q5SKFSuyv+fm5uLNmzcSLa+sY9zHxwdOTk6oUKEC5s2bh48fPwrMY2pqitGjR+Phw4f4/PkzFi9eLDCU/e+kVq1aWLNmDb5+/YobN25gyJAhQj+fb968wYwZM1C2bFl06dIFZ8+eVUFr/xy+vr6cbNEAMHbsWLi4uBS7rCL7DcLWpeq+XFZWFnr27MkJpjAyMsLRo0ehqalZ5HI6Ojp48uQJTp8+LXFgsomJCXbv3o3g4GCULl1a6rYrgqKvKaIUZIMsuMeoVauWQEau352NjY1AH3bevHk4f/58kcskJiaiR48eSEhIEPhbUcHpf9txzO/kyZNwcHDAP//8I/Uw5eHh4QL3YzweD/r6+qhSpQpGjRqFt2/fcpYpUaIELl68KDTA9W/bJwzDwM3NDUFBQWyZlpYWfHx8YGRkVOzyKSkpnBcGJbl3BIB79+5xpvnvB0VxcnLiZP6Li4sT2mcrCt07SoaC9QghhMiXQWlg4DGgywZAq5gvpeJeA3sdgef7AAki8wkhhBBCCCFElK1btwoM5TRz5kz0799fRS0qHv+XtgVZ7hQtJiYG06dPZ6dHjhyJVq1aKaVuR0dHMAwj1c/Bgwclqqtt27YCwVw+Pj6ws7PDkSNHEBUVhZycHHz79g0XL15E+/btMW/ePAC/Hkjq6+tzlhX2hbmwL97luR/51yXOF/3y0qBBA872z83NRUJCAv777z+sWrWKE0zx7ds3DBkyROBBuSIYGBhg586d2LBhg9C/K/q4EnefpKenc6b5P0+i+Pv7C2S7keSBTdWqVTlByjExMQgPDxd7ef4hpBRxblq8eLHQB4LCfgoHJgHCgzuL+imcrUbZzp07h8mTJ3PK+vfvj5kzZyq9LdKed/mHeZUXWbaNOp13Cx/nkhzjRa3r+PHjGDNmDJo1awZra2sYGRlBQ0ND4HM9ZswYzrLfv3+XqC5lHOPAr+FSb968KZCtVltbGy4uLjh16hRiY2OxZ88etGzZUiFtUBUNDQ20b98e3t7eiIuLw6FDh9CuXTuBrJF5eXm4fPmyRA/VVS00NFTqc4oiPHnyBIMGDeJ8zlq1aoXNmzeLtbwi+w3C1qXMvhy/gizkjx8/Zss0NTXh4+ODKlWqFLu8ubm5TPXLurwiKPqaIsru3btx//59AMp/eergwYNSH8eOjo4S1bVq1SrOvs/OzkavXr3g5uaG+/fvIykpCVlZWQgJCcHWrVtRu3ZtPH36FIBglsOi+sN/8nG8efNmzvZPT09HREQELl26hBEjRnD6Hw8ePIC9vT38/f0V3q569erhv//+Q9OmTYX+/U/eJ8JMmzYNp0+f5pRt2bJF7P6NLPeOWVlZnCBBbW1tODg4iL28hoYG2rRpwyl78uSJ2Msrq1/5pxA/XyIhhBAiLh4PsB8J2DoAZ0b+CsorSm4m4DcN+HwLcNn2K9iPEEIIIYQQQqR09OhRgYf+7u7uWL16tWoaJKaSJUtyppX1BvL48eORlJQEAChTpgzWrl2rlHpVYc+ePfj06ROeP3/Olr158wZDhgwRuZynpyemTp3Kyd4gLGMA/z4Efu1HeQ29yv+ZEFafsmhqaqJkyZJo1qwZmjVrhqlTpzBMbc4AAQAASURBVGLOnDmcINkVK1agQYMG6NOnj1zr1tPTg52dHXr16gV3d3eRWVn4t5G8h5uTdp9IEqTAH1hXr149sZctUL9+fU7WnK9fv8LW1lasZRUVUPE3uXv3LgYOHMgJHunQoQO8vb3lPmT070bWbWNsbAxNTU1OQKs8r5/KOMYLy8nJwcaNG7FixQqps8IUXNPFpcpjvHv37ti7dy8sLCwUXteXL1/w5csXseatVKmSwjL6GRgYYOjQoRg6dChCQ0Ph5uYmccZTItzbt2/RpUsXTpBD/fr1cfHiRejq6oq1jpIlS3KOIUWeT7S0tOTWR5TGuHHjOMEkPB4Pnp6e6Natm8rapGqKvqYUJTIykjMk8OjRo/+4oOUCNjY2OHHiBLp168YG8TAMA29vb4EhVfmXW7RoEUaPHs2WFTVEsSLvq4WtS5X3ZPr6+ihbtiybmXX27Nno27cvG6yVlJSEHj164M2bN3If0tnS0hItW7aEu7s7OnfuLDIb59+0T1avXo1NmzZxyhYtWoRx48ZJvU5J+mqxsbHIzs5mp2vUqCFx4G/9+vVx+PBhdvrr169iL0v3jpKhYD1CCCGKY1EDGHULuLkEeLJD9LzBl4FdL4Ceu4HKbZXTPkIIIYQQ8vsztgE8XiEvPx9pqalssYGhITQ1aEABuTG2UXULxHLp0iW4ublxviDs1asX9u3bp/YBEfxfKMfHxyu8zlOnTuHcuXPs9JYtW+T+Jb46MTQ0xL179zBy5Mgih7fln3/r1q0YOnQo58EQIH6wXmxsrNyGXo6NjS22PlXR0dHBhg0bkJ6ejt27d7Pl06ZNQ8+ePUU+vOG3fv161K9fn1OmqakJIyMjmJqaokKFCtDSEu9rbf5tlJeXh2/fvsll2zEMI3CcFrVe/gwDmZmZYteTmJjImZZmyDj+ZfjXKQr/EGPKHKL7T+Dv7w8XFxdkZWWxZc2bN8fZs2f/uOHGJSWPbcPj8WBmZsbJJsd/rpSFJOfdEiVKsAHBkhzjBTIyMtC1a1fcvn1b4mULK7w9xa23MGUe476+vvD398fgwYMxZMgQ1KlTR2F1eXt7Y8mSJWLNu2jRIoVm4nz27BkOHz6M48ePS5wJkQgXGhqKDh064MePH2xZ1apVce3aNZiYmIi9npIlS3KCOhV5PjEzM5PbuiU1Z84c7Nmzh1O2YcMGDBs2TEUtUg/CrinKuCcbO3YsG6BtZWWFNWvWKLxOVWrTpg0ePHiAvn37IiQkpNj57ezscPz4cQQEBHDKxQ3WU+RxLKw+VapSpQpu3LiBhg0bsi/qREVFYd26dVixYoXY67G0tMSRI0cEynV1dWFiYgJzc3OJhsD+W/bJnj17MGfOHE7ZpEmTJO5T0L3j34OC9QghhCiWli7QaSVQpS1w7l8gTcTNTWoccLgn0GQM0GYOoK+6G1ZCCCGEEPKb0NQCzGyBvDzkaxbKQGJkBEgQHEJ+f3fu3EHfvn2Rm5vLljk5OeHYsWMSBQqpSo0aNTjTHz58QGZmJvT09BRW54wZM9jfu3Tpgn79+imsLnWhr68PHx8feHh4YPPmzbhx44bAg/KSJUtiwIABmDp1KipXroy0tDRO8AOPxxOacadSpUrQ1tZGTk4OWxYYGAh7e3uZ252eno6PHz9yymrWrCnzeuVt9erV8PHxYR84fv36Fbdv34aTk5PY62jUqBFat24tl/ZUr15doCwwMBDt2rWTed0fP34UGNanqH3C/zBRkoxZqYUC0QHpHnjwLyNL/ZIEPYhr6NChYg/PFBcXB1dXV3ZaWHBnURSVKasob9++RadOnTjbu379+rh8+fJf/+BKntumevXqnPN4YGCg3NrJvy5R511TU1M2WC8vLw8ZGRkSDVs2btw4gUA9c3NztG7dGvXr10e5cuVgbGwMfX19Tr/m+vXrWLdundj18FPGMQ4Ay5Ytw6FDh/D582dOeVRUFNauXYu1a9eiQYMGGDp0KAYOHIgyZcoopB2qEh4ejiNHjuDw4cMIDg4ucr5atWph5MiRSmzZ7y86Ohrt27dHdHQ0W1auXDncvHkTlpaWEq2revXqnCEjVXU+UaTVq1cLZBxfuHAhpkyZIrc6vLy84OXlJbf1KVONGjXw8OFDdlqenwFh7t69Cz8/P3Z669atCjsPqxM7Ozu8f/8eBw8exOHDh/HkyRPOfTzwq18wfPhwjB07Fjo6Orhx4wbn70UN18zf/w8ODkZ6erpAAJQ0+D8POjo6Su9fFqd06dJYsmQJZ0h1Ly8viYL19PT00L59e7m1iX+fKPLcWr58ebnsa0kdPXpUIHuem5ub2MOwF2ZkZAQNDQ028zTdO/65KFiPEEKIclRpD4z7D/AdD3y8KnreZ3uA1ycBx9lA4+GA1t/9pjEhhBBCCCFEtKdPn8LFxYXzxnGLFi1w7ty53yZzUatWrTjTubm5CAoKQrNmzRRWZ+Fhvvz8/KTKPhgeHi6wXGBgIBo0aCBj6xSrSZMmOHr0KPLz8/H161d8+/YN2dnZKFu2LGxsbDiZ2969e8dZtlq1akKHLdPX10fDhg3x9OlTtszf318gK580goKCOENyAVDL4bFMTEzQrl07nD9/ni17/PixRMF68lSlShVYWloiLi6OLfP395dLsN6LFy8401paWmjSpInQefmzK8bExIhdj6GhIWeaP0BQHPzLGBkZib1s4eAH4NcDMHmTZMjJsLAwzrQ8gzvlKSQkBE5OTkhISGDLqlWrhuvXr//RGUzFIe9t4+DggEePHrHThQNtZJGbm4uXL19yykSdd8uVK8cZJiwmJkbsz3VQUBAOHTrETmtra2Pt2rUYN25csf0YcbISiaKMYxwA5s+fj/nz5+Phw4c4dOgQTp48KTA0eVBQEIKCgjBjxgw4OTlhyJAh6NGjh0oeusvDz58/cerUKRw+fBj3798vcmi4gpcE3N3d5RLg/zf5/v072rdvz8mGZ2FhgZs3b0r1WXZwcICPjw87HRQUhNzcXLEz+orC329QRT9ux44dAlmfPDw8xM46+Tdo1aoVJ1hPXteUovAPXd63b1+p1rNkyRLOfqxfvz47FKq60tbWxujRozF69GikpaUhIiIC379/h4GBAcqVKyeQ3Yv/nqxx48ZC18v/AkheXh6CgoLQokULmdvMfxw3atRIoS/XSatnz54YMWIEe92Jjo5GeHg4bG1tVdIe/n0SExOD6OhoWFtby7xudTi3+vr6ws3NjQ2uA4DevXtj//79Un3HoqWlBSsrK0RFRQH4da0T91r0N9w7/kloPBhCCCHKY1AaGHgc6Lwe0CqmA5uRCFydBexsBry/CNA494QQQgghhBAhXr16BWdnZ84bvHZ2dr9d5qJq1arBwsKCU3bhwgUVtebvoaGhgQoVKsDe3h4tW7aEra2twJfgr1+/5kwX9WAIEHw4cOHCBYEsEdI4c+YMZ9rc3BzVqlWTeb2KULlyZc60PIc5kgb/PuHfltLiX0+DBg2KPOeUK1cOGoWGZo+MjBS7Hv5h8goHOImLP3ukJEPvFX7gYmRkpFZDfamriIgItGvXjhOUWb58edy8eVPgPP+3UcS24T/GP336JHDelsaVK1cEhvIS9QC4QoUKnGlJjvOTJ09yArmWLFmCyZMni/XCQeFhP6XB/1CV//+QNwcHB3h6eiI2NhY+Pj5wcnLinB+BX4EVV69exeDBg1GmTBkMGzYMt2/f5jwEl9TixYvBMIxYP7IMgZubmws/Pz8MGDAAlpaWGDlyJO7duycQqKelpYUuXbrg1KlTiImJwY4dOyhQT0LJycno2LEj3r9/z5aZmpri+vXrUveR+I/xjIwMXLlyRaZ2Ar/6kp8+fRJZl6J5e3tj4sSJnLLhw4dj06ZNSm2HuuN/gSo4OFhkNkwiHwYGBqhRowYcHBxgZ2cndOhOce/JqlevjlKlSnHK5NH/z83NFbg/V8eXp4Bf50JFDj0rqebNmwtc6+WxTxISEnDv3j1OmbL3yc2bN9G/f3/OPX/Hjh1x9OhRmUZ4KNwfy8/PF+ivFUWd7h0Bxfcrf3cUrEcIIUS5eDygyShg9F3Aonbx8/8IAU64Al5dgKgAhTePEEIIIYQQ8vsIDg6Gk5MTEhMT2bKaNWvi2rVrv+VwGz179uRMHzx4UC6BXkQ2hYemAgBnZ+ci5+3duzdnOi4uDpcvX5ap/tzcXE6WF0Dws6LOtLW1VVo//z4JCAjAq1evZFpnQkICLl26xCnr1atXkfPr6upyhn/6+vUrJxOoKPwZMPgzfYmDfxlxs2rEx8dzzq/16tWTuO6/TXx8PNq3b4/w8HC2rEyZMrh165ZAhsW/jaK2Tdu2bQUy8h08eFDq9RXgH8KxevXqqFWrVpHz8x8fkgR3PHnyhP1dQ0MDY8eOFXvZt2/fij2vMB8+fOBMK+s419fXx6BBg3D9+nWEh4dj5cqVQocuT0lJgZeXF9q1awdbW1vMnj1b5v9ZEQICAjB58mTY2Niga9euOHHihNDzfN26dbF+/XpERkbi0qVL6NOnz2+TBVqdpKWloUuXLggI+N/zAkNDQ1y5ckXsodGFqVOnjkCgnyLOJ2ZmZkrNCnvmzBkMHz6cEzTar18/eHp6SpX16U/m6OgoEOS0b98+FbWGFPjx4wfnWmliYlJkpjwejyfQLz9y5IjM99VXrlzhZOsGRPf/1Y0q78kKsq8XJo9z69GjR5Gdnc1Oa2lpwcXFReb1iuvRo0fo3r07srKy2LJWrVrJZYQHafuVVlZWnLo/fPjA2UbikPbesaC+AlpaWiL7zoSC9QghhKiKRU1g1G2g6b/izR/+CPBsA5wZBSRFKLZthBBCCCGEELUXHh6O9u3bIz4+ni2rWLEibty4AXNzcxW2THpTp07lPDCLjY3F3r17FVafr68vbty4IdHP+vXrOeuwtLQUmKdKlSoKa7Oy/fz5kxNsZ2ZmJhD8VViLFi0EMuMsWbJEYAhbSezcuVPgwZCHh4fU61O0woE4wK/PiCr17dtXYIglWbImAcCKFSs4Dz309fUxZswYkcs0atSI/T0vL09gKK+iNG7cmJOV4fnz55xMosX5/PkzIiL+9z2KlZWV2MMRSZJVkgCJiYlwcnLCx48f2bKSJUv+cedFaShy2xgYGGDkyJGcMk9PT4ky2/ELDAyEr68vp8zDw0NkUEvhYxwQPH5EKXyONzc3FzuDSX5+vkBGGUmpw3FetmxZzJkzBx8+fMB///2HMWPGCB0SOTIyEmvWrEGdOnXQsGFDbN68WeD6qEyRkZFYvXo1ateujUaNGmHLli2cfmmB0qVLY+LEiXjx4gVevXqFadOmqfza+DvLyspCjx49OMNf6+npwdfXF82aNZNp3TweD5MmTeKU+fr6CgyzKImoqCh4enpyykaNGqW0DOBXrlzBoEGDOH3RLl264MiRIwKZrghQokQJgYDpffv2iZ3VSlItW7aU+H7sxo0b6NChA2c9Q4YM4fx9z549Cmmvqpw5cwY5OTns9MCBA0UOkc5/rxQfH4/t27dLXX9+fj6WLl3KKWvSpAmaN28u9ToVKSUlRSDzrqqvO/z7JDAwEOfPn5d6fWlpaVi3bh2nrFevXkp7OSYgIABdunRBeno6W9a4cWNcunQJ+vr6Mq9f2n6ljo4O7Ozs2Ons7GzO0N7FYRgGd+/e5ZSJe23NysriZJGtXbu2Wg4TrU6KH9iYEEIIURRtPcB5NVClPXBhApASU/wyr08C73yB5uMAh6mAnrHi20kIIYQQQghRKzExMWjXrh3nQbyNjQ1u3boFGxsbFbZMNtWqVYOLiwsnQGDWrFno3LmzzMOHXL58GZ07d+aUOTo6Srwe/iFi9fT00L59e5naps5WrFjByYzj6upa7BfOU6ZMwaBBg9jpgIAAbN++XaoAu6ioKCxYsIBT1qlTJ7V9Qz0zMxM3b97klKk6G5u2tjYmTJiAuXPnsmUXLlwQekyIIygoCFu3buWUubm5FTs8bKtWrXDkyBF2+sWLF2jYsGGx9RkaGqJRo0Z49uwZACA9PR0nT57E8OHDxWrvgQMHONOSHPf8wQn//POP2Mv+bVJTU+Hs7MzJ2mhsbIxr166hTp06KmyZ6ilj20ycOBFbtmxhH+SnpqZi4sSJOHfunMTrysvLw9ixYzmBLaVKlYKbm5vI5Zo2bQptbW22DZIE9xTOdiVJ9pMLFy7IFJSYl5fHyZ5St25doUFyytSsWTM0a9YMmzdvhq+vL7y8vHDjxg2BoPfAwEAEBgZi+vTp6NChA4YMGYIePXrI5QG5KKmpqTh//jy8vb1x9+7dIofm1dbWhrOzM9zd3dG1a1eVZ5n9U+Tm5qJfv36cvoa2tjZOnTqFtm3byqUOd3d3LFy4kA10yc/Px9ixY/Hff/8J9IPF4eHhgZSUFE57J0yYIJe2FufevXvo3bs357zSpk0bnD59mj6TIkycOBEbNmxgs2UlJSVhzJgxuHjxokzr/fbtG8LCwjgv9pibm0t1L1W4TwkAlSpV+mPvyTIzM7FixQpO2ahRo0QuU7t2bXTo0AHXr19nyxYuXIjevXtLFcy1c+dO+Pv7c8qmTp0q8XqUxc/Pj9O3MDc3h5WVlQpbBHTu3Bk1atTgZF6bNGkS2rVrByMjI4nXt2jRIs4LSYDy9sm7d+/QsWNHJCcns2V16tTB1atXYWwsn2fW/ENyS9KvdHR0xNOnT9lpLy8vsa+RN27cEHjRS9yh5V++fMnJYEn3jsWjkHlCCCGqV7U9MMEfcJwNaBf9NgwrLwt4uAnYagc83wfk0bBQhBBCCCGE/C1+/PgBJycnhISEsGXm5ua4ceMGKlasqMKWycfmzZs5D8oLghykfRifmpoKV1dXrF27Vk4t/Hs8ffoUmzdvZqfNzMwwf/78YpcbMGAAOnbsyCmbMWOGwHC6xUlMTETnzp3x8+dPtszQ0BDbtm2TaD3KtHLlSiQlJbHTJUqUUIsHh1OnTkXdunU5ZWPHjkVgYKBE6wkPD4eLiwsnaMTGxkbgAaIw/J+J+/fvi10vf9awhQsXipVdLzw8HFu2bOGUFfdws7DCGbu0tLQEhq8iv2RmZsLFxYXzUExfXx+XLl3667MRKmvblC9fXiBj5vnz5zlBuuJgGAYjRoxgg2ML7NixQ2QGH+DX+blly5bstL+/PzIyMsSqt0yZMuzviYmJYmXeTE1NxbRp08Raf1ECAgI4QUT85ylV0tPTQ//+/XHlyhV8/foVa9asERqonpeXx2YOs7S0lCjzqKRiY2NhbW0Nd3d33L59W2igXoMGDbBp0yZERUXB19cXPXv2pKAoOcnPz4e7uzsuXLjAlmloaODIkSPo2rWr3OoxMDAQ6Gv5+/vD3d29yODMoixcuBBnzpzhlC1btkwpmZ/8/f3RrVs3znmoWbNmuHDhAmU6KkaZMmWwZs0aTtmlS5cwceJETgCUJF68eIFmzZqp5TDe6m727NmczN2DBg0S64WX7du3czJYpqSkoHPnzgIZ54pz9epVgeuts7Mz+vfvL9F6lCUjIwOLFi3ilHXt2lXlmTR5PB727t3LaUdERAR69OghdNh4Ufbv34+NGzdyysaOHYumTZvKpa2ihIaGwsnJCd+/f2fLqlSpghs3bqBUqVJyq6datWqcFzYluXccMWIEJxu0j4+PWMF+eXl5mDlzJqeM/z5UFP5sz+rUr1RXFKxHCCFEPegaAm3mABNfAA1cARQ9rAQr/TvgNw3Y1RwIvgpIeaNECCGEEEII+T2kpKSgU6dOnIccpqamuH79OmrWrKnClslPhQoVBDJhffjwAS1btsS1a9ckWtf58+dRr149+Pj4yLOJv62QkBDOm96iPHr0CM7OzpxMJGvWrIGFhUWxy/J4PHh5eaF06dJsWU5ODvr06QNPT0+xHvK9f/8e7du352SiAoAtW7YofDjNU6dOYe/evZyhporDMAy2bt2K5cuXc8rHjx+v8CxH4tDV1cXRo0c5D6dTUlLQu3dvsYMo//vvP7Rt25aTaaBgXxeXVQ8AbG1tUbt2bXb6zp07Yrd/8ODBnKGroqKi0K9fP5EZuJKSktC9e3fO0Ex2dnZiZ1XIzc3lDDHYsmVLmJiYiN3mv0Vubi769u3L2Z86Ojo4d+6cQEaMv42yt83s2bMFMnisWrUKEydORFpaWrHLJyYmYvDgwTh06BCnfMiQIWI/kO/SpQv7e3Z2NucYEqVFixac6ZkzZ4oMCkpPT0evXr3w5csXsdZfFP5hzgq3X51YW1tj5syZePv2LZ49e4Zx48YJPe+mpKSIfZ2XRnZ2NuecWsDCwgKTJ0/Gy5cvERgYiMmTJ8Pc3Fxh7fhbjR8/ntOn5fF42LdvH/r16yf3ugYNGoTBgwdzynx8fDBgwAAkJCQUu3xGRgamTp2KZcuWccodHR0xY8YMubZVmLdv36JTp06cYNwGDRrgypUrMDQ0VHj9fwIPDw90796dU7Z9+3b06dMHUVFRYq8nOTkZc+bMQfPmzWU+Z/8pCmdWEyUvLw9z587lvHhiZmaGTZs2ibV81apVOS9eAcCbN2/Qpk0bsYcU9fLyQq9evTh9bnNzcxw8eFCs5WUxc+ZMPH/+XKJlfvz4ARcXF3z8+JEt09TUxJQpU+TdPKm0atUKc+bM4ZTdvn0bzs7OnIDMouTl5WHt2rUYPXo05566evXq2LBhg9zbyy86Ohrt27fnDItdvnx53Lp1i/PihbwU7pdFRkbi8+fPYi1XrVo1ThB7fn4+evfuLfIFUIZhMHLkSE7GZQMDA4FhwUUp3K8sUaIE2rRpI/ayfysaBpcQQoh6MbYGeuwAmo4Brs8HQu8Vv8z3j8Cx/kDFf4AOKwAr1Q6xQwghhBBCCFEMFxcXgS+sp06diu/fvwsMvVmcRo0awczMTJ7Nk5uePXti2bJlnOFPv379ik6dOqF9+/YYMmQIOnXqJDRw7NWrV7h48SJOnDgh9kOIv8WuXbtw4sQJdqg8Ozs7TrYbhmHw7Nkz7N+/H/v37+cESvTq1Uuit8rLlCmD06dPw9nZmc1okpmZidGjR8Pb2xvjxo2Di4sLJ9sDADx//hw+Pj7YtWuXQCDW+PHjxR76VBZRUVGYMmUKFi1ahL59+8LFxQUNGzYUGhiRkJCAa9euYceOHXj8+DHnbxUrVsTChQsV3l5x1alTBwcPHsTgwYPZfZuYmAhXV1ccP34co0aNQqdOnaCjo8Muk5+fj/v37+PQoUPw9vYWCJ5Zu3atRJkDBw0ahHnz5gH4tZ39/f3Fyi5WokQJeHp6wsXFhS27cuUKmjRpgnXr1qFdu3Zslors7GxcvHgR06ZN4zz00tHRgZeXl9htvXv3Lmdop8JDO5P/GTVqFC5duiRQpqmpKfF1qXbt2iofokyelL1tNDQ0cPz4cfzzzz+ch5nbt2/HpUuXMHnyZPTr109gPWFhYThx4gQ2b96M2NhYzt+aNWuGnTt3it3OAQMGYObMmewD5PPnz4t1jnB1dcWqVavYc4yfnx+6deuGdevWcbLJZWZm4tKlS5gzZw77P9asWRPv378Xu42F+fr6sr+XLVv2txiuzN7eHvb29ti4cSMuXrwILy8vXLt2TaFBesLo6Oiga9eucHNzQ+fOnaUaHpWIb8mSJdi9ezenrGA4S0nPJ5UqVUKlSpWKnW/Xrl34/PkzJzPoqVOncPfuXUyePBkDBgwQWE9cXBxOnTqFLVu2CARVVKlSBceOHVN4dquYmBh06NCBE1RoYGCAmTNnCgzjKQ51yJCsKl5eXnBycuJst7Nnz+LKlSsYNWoUunfvDgcHB07fEfgVrHn79m1cvHgRx48f5/SnyK+Ardq1a2PgwIFwdnZG+fLlOX9PTU3F5cuXsXr1ak4WbA0NDezfv1+sl6cKjBw5EoGBgZxr+atXr9CoUSOMHj0arq6uaNasGWeZ9PR0XLp0Cbt27RIIai9RogROnTrFeYlGUa5fv45169ahSZMm6N+/P9q2bYvatWsLZGtlGAbBwcE4deoUtm7dysn4BgBTpkwRyDCuSosXL8br1685WVLv3r2LOnXqYOLEiRg4cKBAe5OSknDu3Dls27ZNIDO6ubk5zp49W2wGZFmlp6ejQ4cOnKBbTU1NzJ49Gx8/fuQESIrDwcGh2CyngwYNwo4dO9jp8+fPY/r06WKtf+fOnXjw4AGb9T48PBx2dnZYs2YN+vfvz/ke4smTJ5g1a5ZA9r7169fD2tparPpSU1Nx+/Ztdrp79+4K3yd/BIaQP9CbN28YAOzPmzdvVN0kIkRycjJz/vx59ic5OVnVTSLqJj+fYYKvMcw2e4ZZZCzmjwnDnPuXYZKjVN16Qoic0PWCEEL+bDk5Ocy7d+84Pzk5ORKvJzc3l0lMTGR/cnNzFdBaomqF7/Vl/blz547c2+fo6MipQ1a7du1idHR0hLafx+Mx5ubmTK1atRh7e3umQoUKjJ6eXpH/74ABA+TwHzLMnTt3OOu1tbUVe9mDBw9ylnV0dJS6HdKsa9q0aZxldHR0mOrVqzNNmjRhatasyZiYmAjddp07d2YyMjKkaueDBw8YCwsLoevV0tJiypUrxzRu3JipXr06Y2RkVOT+mzt3LpOfny9VGwqIu702bdoktA1WVlZM7dq1mWbNmjH169dnbGxsimxv+fLlmdDQULHaZWtrq/Bjs7CzZ88yBgYGQtutq6vLVKhQgbG3t2eqVKnClChRosh9t2PHDonrDgsLY3g8HrueOXPmSLT8/PnzhbbHzMyMadCgAVO3bl2hnyMNDQ3mwIEDEtU1btw4znb58eOHRMsrSmhoqFI/L8Xh//zK8nPw4EG5t49/e8lybZJ0XaraNlFRUUzjxo2LvHZaWloyDRo0YOrVq8eULl26yDo7deok1fcPbdu2ZddhY2Mj9rm78DFX+KdcuXJMkyZNmFq1agmck/755x/G09NTqm0VGxvLaGhosMvNmDFD4v9VXcTGxjLr169n6tatyyQmJsp13YXvMV6+fMk0atSI2bp1K/P9+3e51qMM8uin8n8+xb3Wy7ou/rbL8rNo0SKx25icnMw4OzsXua5SpUoxdevWZezs7BhLS0vONb7wT+PGjZmoKNmeV7i5uYm1vfj76rL+KBt/H1/SayP/tcrNzU2m9iQnJzNdu3Ytcvvo6Ogw5cqVYxo2bMjUr1+fsbS05JxbC/9oamoyfn5+MrWnAP/nQZLPNf/xJEv/Q5p1lSpVirNMyZIlmXr16jFNmjRhKlSoIPT+V1NTU+K+bIH8/Hxm7ty5Re5DIyMjpnr16kzjxo2Z8uXLM9ra2kLnMzc3Zx4+fFhkPeJ8JyXJ57t+/fpCP28VK1Zk7OzsmKZNmzK1atUSeQ/p5ubG5OXlFbuNZLnHl0ZWVhbj7u5eZLtNTU2ZWrVqMY0aNWJsbGwYTU1NofNVrlyZeffunUxtWbRoEWedRd1bCOsHy/Ij7vWzUqVK7DLNmzeX6H+7dOkSo6urK1C3vr4+u32L+q5i+PDhEtV18uRJzvLyOtcVkNd3x/xUHVNEw+ASQghRXzweUK0D8O9joMtGoETp4pcBAwT5AFsbArdXAFmpCm8mIYQQQgghhCjC2LFj4e/vL3S4QIZh8O3bN7x79w7Pnz9HWFgYMjMzBeYrX748Dh06hKNHjyqjyb+V7OxsBAcH49mzZ3j//r1A1gstLS3MnTsXvr6+xb71XhQHBwcEBQWhd+/eAn/Lzc1FREQE/P39ERwczBmqrEDFihVx5coVrFixAjweT6o2yEtMTAzevn2LJ0+e4OXLl0UOATZw4ED4+/ujQoUKym2gmHr27Innz5/DwcFB4G9ZWVkICwvD8+fP8fnzZ6HDHdavXx+PHj3CuHHjJK7b1tYWnTt3ZqePHj0qcqhLfsuWLcOmTZsEMrgkJiYiKCgIr1+/FvgcGRsb49SpUxg2bJjY9WRnZ+PkyZPs9IABA9Q2Eykh/KytrfHw4UPMmzcPurq6nL8xDIO4uDgEBQXh1atXAtlnAMDIyAgbNmyAn58fjI2NJa7/33//ZX+PioriZBkRZdOmTZwhywpERETg2bNnePfuHeec1KZNG/j6+kqd0c3Hx4c9/2hoaEg0zJm6sbS0xLRp0/Dq1SuYmpoqrJ7y5cvj6dOnmDhxIkqVKqWweoj6MDY2xqVLl7Bp0yYYGRkJ/D0hIQGvX79GYGAg4uLiOMMyAoCuri7mzJmDhw8fip2diKgXY2NjXLhwAZ6enkKHt87OzkZERAQCAgLw8uVLxMXFCe3bOTs74+XLl5x+IPnlx48fePXqFZ49e4awsDCB7OJly5bF9evXJerLFsbj8bBixQpcvXpVaFbNlJQUBAcHw9/fH1+/fkVOTo7APL169UJQUBBatmwpVRvkJTs7G6GhoQgMDMTTp0/x7t07ofeQxsbG2LlzJw4ePKjwbJ7S0NHRwcGDB3HkyBGhmRKTkpLw7t07vHjxAlFRUcjLy+P8XUNDA6NGjcKLFy9Qs2ZNZTVbJQr3K588eSL2ULjAr2F0r127JrCNMzIy2O0bHx/P+ZumpibmzJmD/fv3S9TOw//H3n1HNZG2bQC/QuhVVESwdxQ79rX33l137dh7XXXVXdtadtfesPe2a+/dtXfsoFiQooKAoALSId8ffOZlkgCTkJCA1+8czmGGPDM3SWbmmZl77mfnTvnvJUqUQOvWrdVq/70yvK2TiIhIkdQYqDkIGPsQaDAJMBZxkyQpFrj6N7CqOnB/O5CSnHkbIiIiIiIiA1OpUiVcvXoVV69eRb9+/UQlzOTJkwfdu3fHiRMn8ObNG/Tr10/viV6GoEuXLujRo0em76GVlRUGDBiAp0+fYv78+Vke2s7JyQkHDhyAp6cn3N3dM00kkEqlaNiwIbZu3YoXL15k+4Vud3d37N69G3379hWdcJc/f34MGzYM9+7dw549e1TezDQkZcuWxfHjx3H06FF07tw50yF6TExM0KZNGxw8eBAPHz5ErVq1NF73+PHj5b8HBATg/Pnzard//vw5+vTpA2tr63Rfly9fPowZMwavX79G165d1VrHkSNHBElM48aNU6s9kb6ZmZlh3rx58PX1xbRp00Tty1xcXDBv3jz4+/tj4sSJGt/c7tKlC4oVKyaf3rRpk6h2pqamOHr0KJYtW4aCBQum+7rixYtj9erVuHDhQpYS09LehG3fvr2oYUGJvkdGRkYYP348AgICsGDBAsHQ1OkpVqwYpk6ditevX2PBggVKicOUs0gkEgwePBgBAQFYv349GjVqBKlUmmm70qVLY+rUqfDx8cGpU6fg6uqaDdEavunTp6Nu3bqZnmOVLl0af//9N168eIGmTZtmeb2tWrWCj48Ptm3bJuoztLOzQ//+/XHv3j0cPHgw2xNu9+7di7/++gvNmzcX9fCARCJB5cqVsWjRIrx+/RojRoww+GsAvXv3hp+fH1atWoUaNWpkGm+BAgUwatQoPHv2DBs2bICdnV02Rao/gwcPlg9ZK5PJ1E6ia9SoEV6/fo3p06dn+B02NzdH586d8fDhQyxYsECtdQQHB+PUqVPy6TFjxhhkkqghksgU0/yJcgFvb29UrFhRPu3l5cVOkAGKjIzEpUuX5NNNmjTR6GlF+g59fgv89wfw5F/xbQpUAFr+AZRurru4iEgneLwgIsrdkpKS8OrVK8G8MmXKqJ0ck5ycLHii2MbGRtQFdCJtaty4Ma5cuSKf1sVlN5lMBh8fHzx79gzv379HVFQUjIyMYG9vj/z586NSpUooW7aswV+Y16e07+G7d+8QFRUFqVQKBwcHlC9fHjVr1lSqXKZNKSkpePr0KZ49e4agoCDExMTA1NQUefPmRalSpVCjRg2d9HfTficaNWqEy5cvi2oXFhaG58+fw8/PD+Hh4YiJiYG5uTns7Ozg4OCAqlWrGmwVvfQoHjPMzc3x5MkTvHjxAiEhIYiNjYWZmRny58+PMmXKoEaNGrCwsNDa+mvUqIH79+8DADp27IijR49qtJyEhATcvHkTfn5+CAsLg5GREQoUKICyZcuiVq1aGt8kadq0qfwcrFmzZrhw4YJGyyEyJH5+fnj8+DECAwMRFRUFiUQCW1tbFC9eHNWqVUOhQoW0tq7Vq1djzJgxAFITB/39/TNMwFOUlJSEe/fu4cmTJwgPD4dUKkXBggVRtWpVVKlSJcvxXb16FY0aNZJPX7t2TWW1Ucpd5xjZ0U/9XgQFBeHhw4fw9/fHly9fIJPJYG1tjaJFi6JKlSo6SX4dMGAAtm/fLp/28/PLcf0vMbZt2yaooLZ161YMGDBAdHt/f3+UKFFCPt2/f39s27ZNixGm+vr1Kx4+fAhfX198/PgRsbGxsLS0hL29PZydnVGjRg1W4MxETEwMHj58iNevXyM0NBRxcXGwtLRE4cKFUb16dZQpU0an64+MjMT9+/fx+vVrREREICEhAZaWlnB2dkb58uVRqVIltfb3Yo4Xmn6/U1JS8OrVK7x+/RqBgYGIjIxEYmIibGxsYGdnh+LFi6N69eo5/p5JeHg47t+/jzdv3uDz589ISkqClZUVChcuDFdXV5QvX17r1zlmz56NOXPmyKcvXbqExo0ba3UdWfXLL79gyZIlAFITFgMDAzVOAn/06BG8vb0RGhqK+Ph4ODg4oEiRIqhfv36mD7ClZ+7cuZg1axYAIG/evPDz89P6d1Fb144V6TunKGvRExER6UOeIkDXDUDt4cC534CAG5m3CX0G7OoGlGoGtJwHOGb+BBwREREREZGhkUgkKF++fK4f7kWX9P0eGhkZoUqVKlpJuMgODg4OcHBwQMOGDfUdis6YmJigVq1aWaqYp465c+eiXbt2AIDjx4/jxYsXKFeunNrLMTU1RePGjbV6Q8nT01PwsNQff/yhtWUT6VOJEiUECRy6NGTIEPz111949+4d4uPjsXLlSrWqlBgbG6Nu3bqoW7euTuL7+++/5b+3bNmSiXpEanJ2duawtt85Kysr1K9fn/vPLLC0tMQPP/ygt6FlbW1t0aRJEzRp0kQv61eHkZERypUrp9H5Qk6SL18+tGzZUt9hGJwpU6Zg3bp1+Pr1K0JDQ7F9+3YMHTpUo2VVrVoVVatW1VpssbGxWL16tXz6l19+yfFJo9mJ9QeJiCjnKlQdGHAS+GkPkK+0uDa+F4F1PwDHxgBRIbqNj4iIiIiIvmsSiUTwkxurX5BhKl68uNL3jwxH27Zt5TcmZTKZIHFG3/766y/5723bttVZshBRbmZmZoaZM2fKp9euXYvIyEg9RvQ/Xl5e8qHKJBIJE3K/Y+ynGq7Zs2crfT5pq+p9T9zd3ZXeC7HVoQFg+/btSu1nz56ts3iJvrl8+bLSdy9tVT3Kftu2bVP6TNJW1TNUBQoUwLhx4+TTixcvRnJysh4j+p8tW7YgLCwMQGqc3ypLkzhM1iMiopxNIgFc2gEjbwNtFgEWeTNvI0sBHuwAVlYDrvwNJMToPk4iIiIiIiIiov+3fPly+TC1O3bswMuXL/UcEfDw4UMcPHgQQGq1wW/DLRGR+gYNGiSvXPL582csXrxYvwH9v99++00+/Gnv3r2zraIoEREREWlm2rRp8oqur169MogE7tjYWEHl6AULFsDa2lqPEeU8TNYjIqLcQWoC1B4KjH0I1BsLSE0zb5P4Fbg0H1hVHXi4G0hJ0X2cRERERERERPTdq1GjBgYOHAgASEpKwowZM/QcUepNoG9JPKNHj4aLi4ueIyLKuYyMjLBq1Sr59NKlSxESot9RPm7fvo2jR48CAKytrQWVNImIiIjIMFlbWwuqsc+ePRtxcXF6jAhYsWIFgoKCAABubm6sHKkBiezb2TdRLuLt7Y2KFSvKp728vODq6qrHiEiVyMhIXLp0ST7dpEkTjmNO2vMpALg4B/A6KL5NwUpAy/lAyUa6i4uI1MbjBRFR7paUlIRXr14J5pUpUwbGxsZqLSc5ORlRUVHyaRsbG0ilUq3ESCTW/fv38enTp3T/bmFhIR/6kkiXbty4gdjY2HT/bm9vDzc3t2yMyLDwmEFERGLkpuMF+6k5x5s3b/DmzZsMX1O/fn2Ym5tnU0TZJzg4GN7e3hm+xs3NDfb29ir/FhcXh+vXr2fYvmTJkihZsqTGMRKponi8SEpKwqNHjzJs4+rqCicnJx1HRt9kdf9C+qOta8eK9J1TlLXoiYiIDJV9MaD7FqDOSODsdODtnczbfHgK7OgIlG0NtJgLOJTTfZxERERERJRrfM/JT2RYeLOdiIiI0mI/Nef4npPJnJycspS8ZG5ujubNm2sxIiLN2Nvb87toYLK6fyHSNg6DS0REuVvhGsDAs0CP7YB9cXFtXp4BPOoCJyYC0WE6DY+IiIiIiIiIiIiIiIiIiIi+D0zWIyKi3E8iAVw7A6PuAq0WAOZ5Mm8jSwY8NwMrqwHXlgKJ6Q8fRERERERERERERERERERERJQZJusREdH3w9gMqDsKGPswdXhcI5PM2yREARfnAKtrAk/2ASkpuo+TiIiIiIiIiIiIiIiIiIiIch0m6xER0ffHMi/QeiEw6g5QvqO4Nl/eAoeGAJuaAQE3dRsfERERERERERERERERERER5TpM1iMiou9XvlJAz52A+xmgkJu4NkEPgK1tgH96A+G+uo2PiIiIiIiIiIiIiIiIiIiIcg0m6xERERWrCwy6AHTbDNgVFdfG5wSwphZweioQE6Hb+IiIiIiIiIiIiIiIiIiIiCjHY7IeERERABgZAZW6A6PvAc3nAGa2mbdJSQLurANWVgVurgKS4nUeJhEREREREREREREREREREeVMTNYjIiJKy8QcqD8eGPsQqDkEkEgzbxP3BTj3G7C6JuB1CJDJdB4mERERERERERERERERERER5SxM1iMiIlLFKj/QbjEw6g5Qrq24Np8DgAPuwOaWwNu7uo2PiIiIiIiIiIiIiIiIiIiIchQm6xEREWUkfxng571A/+OAUxVxbd7dBTa3APYPACL8dBoeERERERERERERERERERER5QxM1iMiIhKjRENgyGWgy3rAtpC4Nt6HgTW1gLMzgNhPOg2PiIiIiIiIiIiIiIiIiIiIDBuT9YiIiMQyMgKq/ASM9gSa/gaYWmfeJjkBuLUaWFkNuL0OSErQfZxERERERERERERERERERERkcJisR0REpC5TS6DhZGDsQ8DNHZCIOJzGfgLOTAU86gDPjwMyme7jJCIiIiIiIiIiIiIiIiIiIoPBZD0iIiJNWRcAOiwHRtwESrcQ1ybCF/i3D7CtHfD+gU7DIyIiIiIiIiIiIiIiIiIiIsPBZD0iIqKsKlAe6HMA6HsYcKwork3ADWBjE+DgEODzW93GR0RERERERERERERERERERHrHZD0iIiJtKdUUGHYV6LgasC4ors3TfcAqN+DCbCAuUqfhERERERERERERERERERERkf4wWY+IiEibjKRA9b7AmPtAo18BE8vM2yTHA9eXASurAfc2AclJuo+TiIiIiIiIiIiIiIiIiIiIshWT9YiIiHTBzBpoMg0Y8wCo1geAJPM2MR+Bk5OAtXWBF2cAmUznYRIREREREREREREREREREVH2YLIeERGRLtk6AZ3WAMOvASUbi2vz8SWwtyewoyMQ/Fin4REREREREREREREREREREVH2YLIeERFRdihYCeh7BOi1H3BwEdfG7yqwvhFweAQQGaTT8IiIiIiIiIiIiIiIiIiIiEi3mKxHRESUXSQSoGxLYPgNoP0ywMpBRCMZ8HgPsLI68N98ID5a52ESERERERERERERERERERGR9jFZj4iIKLtJjYEaA4ExD4AGkwBj88zbJMUCV/8GVlYD7m8DUpJ1HiYRERERERERERERERERERFpD5P1iIiI9MXcFmg2ExhzH6j8k7g2X0OB4+OAdfWB1xd0Gx8REREREall9uzZkEgkGf74+/vrO0z6DgwYMCDT7yLp3+7du+WfR5EiRRAXF6fXeP788095PDVr1oRMJtNrPEQ5XWJiIipUqCDfrtasWaPXeFJSUuDq6iqPZ+XKlXqNh7LXtm3bMu0bXL58Wd9hEgB/f/9MP6vZs2frO0ydKV68eIb/e+PGjTNsz34wGYrGjRtn+D0sXry4vkP87mR1/6JvQ4YMkcfao0cPfYeD1q1by+OZOHGivsPJcYz1HQAREdF3z64w0HU9UGc4cPY3IOB65m1CnwG7ugGlmgEt/wAcXXUfJxERERGRgUlISICPjw/8/f3x/v17REVFITExEba2tsiXLx8qV66M8uXLQyqV6jtUrQoKCsKTJ08QEBCAL1++IDExEXny5IG9vT1Kly6NqlWrwtTUVN9h5ghxcXG4ceMG/P39ERYWBiMjIxQsWBBVq1ZF5cqVdbbegIAAPH78GAEBAYiKioJEIoGdnR2KFy+OatWqwcnJSWfr1kR4eDh8fHwQGBiI0NBQfP36FVKpFHny5EGhQoXg5uZmcDGr68WLF/D29sbbt28RHR0NqVQKe3t7lChRAm5ubsiXL59W1xcdHY0pU6bIp+fMmQNzcxGV93Vo7NixWLlyJYKDg+Hp6YmtW7di4MCBeo0pN/j06RPu3LkDX19ffP78Wf7dKlmyJCpXrgxHR0d9h5htoqOj4e3tDR8fH4SHhyMuLg558uRBgQIFUKNGDZ3etI6Ojoanpyd8fX0RHh6OhIQEWFpaolChQnBxcUGlSpVgZKTd+harVq3C8+fPAQClSpXC0KFDtbp8dRkZGWHevHno2rUrgNSHDHr37q31/RtRdoiLi8Pz58/x7NkzhIWF4evXr7Czs0O+fPlQvXp1lCtXTqfrfvDgAV69eoWwsDDExcXBwsICjo6OKFeuHKpWrQoTExOdrV8bAgICcP/+fQQEBODr168wMzODg4MDypQpgypVqsDa2lrjZfv7+6NEiRIAgEuXLhl88oum/Pz84OXlhbdv3yIyMhIpKSmwt7eHvb09ypcvj4oVK+a681BdiYqKwvXr1/Hu3Tt8/PgRxsbGKFy4MGrUqIEyZcrobL3Z3f/PquDgYLx8+RKBgYH4+PEjYmJiYGpqKj+PrFGjBvLmzavvMDWWkpICLy8vPH/+HEFBQfj69StMTU2RN29elCpVCjVq1ICNjY2+wxQIDAzE69evERgYiIiICMTExMDCwgJ2dnYoXbo03NzctBazp6cntmzZAgAwNjbG/PnztbLcrFiwYAHOnTsHmUyG1atXY9iwYTo9/uY2TNYjIiIyFM7VgAEngBengfO/A+GvM2/jexFYdwmo1gdo8htg8/1c4CUiIiKi79OBAwdw4cIF3LhxAz4+PkhKSsrw9XZ2dvj5558xbtw4uLi4ZFOU2ufn54f169fj4MGDeP0643MFU1NT1KxZE71790bPnj21dsF+/fr1GD58uMrYxCRYpL1x942mlbuyuqxnz55h9uzZOH78eLrVzIoXL47x48dj1KhRMDbO+mXU4OBgrFmzBnv37sWbN28yfG2FChXQp08fDB8+HPb29llet7o+fvyIHTt24Nq1a7h79y6CgoIybePq6opBgwZh2LBhsLS0FL2uAQMGYPv27Rm+RiKRwNraGnny5EGJEiVQs2ZNtG7dGs2aNctSdRRfX19s2rQJR48eRXBwcIbrr1GjBvr164eBAweq9f+lZ+HChfL3tUyZMujfv3+Wl5lVlpaWmD59OsaMGQMAmD59Onr27AkrKys9R5YzHT9+HCtWrMDly5eRnJyc7utKlSqFNm3a4Ndff0WhQoW0Hkfjxo1x5coV+fTWrVsxYMCAbFvWnTt3cOTIEVy8eBH3799HSkpKuq8tVqwYhg8fjmHDhmll35eUlIS9e/di69atuHbtWoZ9Bnt7e3Tp0gUjR46Em5tbltf98eNHzJ07Vz49a9Ysg0je6dKlC2rUqAFPT098+vQJs2bNwurVq/UdFuUQisfsWbNmaVzhTZNleXl54dChQ7hw4QJu376NxMTEdF9boEABDBo0CKNHj4azs7NGMaYlk8lw7NgxbNq0CefPn0d8fHy6r7WyskK7du0wbNgwNG3aNMvr1paEhARs2LAB69evh5eXV7qvk0qlqFatGtq1a4eZM2dqPZE5J3v69Ck2bNiAw4cP4/379xm+1tLSEj/88AP69OmDbt26aa0/NW3aNPz5559K88WeC12+fBlNmjSRTxcrVkzj6u9ZXdatW7cwZ84cXLx4Md1jdMWKFTF58mT07dtXK1URX716hTVr1mDfvn3Z3v9XV0BAAHbv3o1r167B09MTHz9+zLRNrVq1MHToUPTv31+tc1jFPp4qEokEtra2yJMnD8qUKYOaNWuiU6dOqF27tuj1qPLgwQN4eHjg0KFD+PTpU7qvk0qlaNCgAQYMGIDevXtr5RxdXd7e3ti3bx+uXbuGBw8e4MuXLxm+XiKRoGnTphg+fDi6d++epXWPHz9e3o/u168fypYtm6XlaUP16tXRtWtXHDx4EImJiZg0aRJOnDih77ByDhlRLuTl5SUDIP/x8vLSd0ikwpcvX2RHjhyR/3z58kXfIREZjqQEmez2epnsz+Iy2SxbcT/znGSyy3/JZPFf9R09kVbxeEFElLslJibKnj17JvhJTExUezlJSUmyT58+yX+SkpJ0EC0ZgkKFCgnO+cX+mJiYyGbNmiVLSUnRWWyzZs0SrHPx4sWy8+fPC35iY2PVWubHjx9lQ4YMkUmlUo3+bzMzM9kvv/wi+/z5c5b+t7dv38psbW1VrsPPz0/UMvz8/JTaaiory/rjjz9kRkZGot/D6tWrywICAjSONT4+XjZz5kyZubm52p+fra2tbMWKFbLk5GS11unt7a303atcubLo9+v8+fMafd8AyEqUKCG7evWq6Fj79++v8brKli0rO336tFrvjUwmk3369Ek2aNAgjbYrR0dH2Z49e9ReZ1qhoaEyKysr+TLXr1+fpeVpU0xMjCx//vzy2BYuXKjvkHKc9+/fy1q0aKH2d0uT77IYjRo1Eqxn69at2bKshw8fykqWLKnRtl2wYMEsvx/nz5+XlS5dWqP19+jRQxYcHJyl9U+ePFm+vKJFi2rUv9WVffv2yWMzNTXN0jEut8tN5xhbt24VfM8nT56s1FeIiIjIcBmKx+xZs2ZpHI86y3r37p2sYsWKGm3Ptra2su3bt2scp0wmk92/f1/m5uam0fqbNm0qe/XqlVrri42NVfpsFi9enKX3/tatW7JSpUqpHb+65y4ymbCffunSJbXbFytWTNDvUnwvPD09M2yv+N3atWuX0jLUFRAQIOvatatG34Fv38MFCxZo9H6m9eDBA5mxsbHKdYh16dIlQbtixYppHI+my0pMTJSNGDFCrfewZcuWme6jMhIZGSkbOXKkzvr/qo4Xnp6eSt89R0dH0e/Xxo0bNf7OVa1aVfb06VPR749iH0+dHzc3N9ndu3dFr+ubDx8+yHr27KnROkuVKiU7d+6c2uu8fv260meSdrmNGjXKsP2MGTM0fp+aNGkiCwwMVDtmmUwmO3nypHw5EolE5uPjo9FydOHu3buC//PWrVtaX4e2rh0r0ndOESvrERERGSKpCVB7KFClJ3BtCXB7LZCckHGbxK/ApfmA5xag6e9AlZ8BPvVGRERERN8Bc3NzFC1aFHZ2dkhJScHHjx8RGBgoqC6QmJiIOXPm4O3bt9i8eXO2xOXm5palYZ9u376N7t27p1u1wcbGBgUKFEC+fPnw6dMnBAcHIzo6WvCa+Ph4LF68GNu2bUNYWJjGsYwYMQKRkZEatzcUw4YNw4YNG5Tm58+fH0WLFkV8fDzevHmD2NhY+d8ePHiAxo0b48aNG2oP9frhwwd07twZd+7cUfqbRCJB/vz5UahQISQlJSEoKAgRERGC10RGRmLcuHE4d+4c9u7dK3oInQoVKqBChQqCedqoUpU/f344OjrCxsYGMTExePv2rVL1Az8/P7Rs2RJHjx5Fy5Yts7zOjLx8+RJt2rTB7NmzMWvWLFFtXrx4gY4dO+Lly5dKfzMyMkKBAgXg7OyM2NhYBAcH4/Pnz4LXhISEoFevXvjvv//g4eGhUaWsP//8E1+/fgUAODo6GkRVvW8sLCwwevRoeXWjRYsWYdSoUQY35JSh8vb2RsuWLZWqUUokEjg5OcHR0RFGRkaIiIhAQEBAhlXmcrp3796lW0XUzs4OBQsWhJ2dHT5+/Ag/Pz/BMfvDhw9o164ddu/ejZ9++kntdc+aNQt//PGHyipDVlZWcHZ2hp2dHT58+IAPHz4oVfPZv38/rl69isOHD6Nu3bpqrz8kJARr1qyRT0+YMEEv1V/S061bN5QqVQq+vr5ISEjAvHnzVB4bKXerUKECmjdvru8wRPn06VO6leCsrKzg5OSEvHnz4suXL3j9+rWgmmlkZCT69++PkJAQTJ48We11b9iwAaNHj1ZZxc/CwgJOTk7Ily8fQkNDERwcjIQE4TX8//77D9WqVcPu3bvRsWNHUes0NzdX+myysg/Zt28f+vTpo/Q/mJiYoFChQnBwcEBCQgJCQkLw4cMHUctMSUnB58+fNa7gHRMTAwCZVitT9V6o64cffsjSMOsnTpxAnz590q2gZW9vDwcHB/kxLSQkRP7/fRMZGYnp06fj0KFDuHfvnkZxJCUlYeDAgZlWljd0ycnJ6NSpE06dOqX0N2dnZzg7OyM6Ohq+vr6C7+y5c+fQokULXLlyRe0qhfrq/6uq1Gtubq5W7Ko4OTkhf/78sLKyQnR0NPz9/ZWuAzx69AiNGjXCxYsXUbVq1SyvMyP3799HvXr1sG7dOgwaNEhUm9u3b6NLly4q9znGxsZwdHSEk5MTIiMjERQUpPT/+fr6olWrVvj9998xZ84c0bH+8MMPol8rlkQiQaFChZAvXz6Ym5sjKioKb968Uargf+nSJTRq1AiXL19G0aJF1VrHzJkz5b937NjRoIaarVmzJho3bozLly8DSI313Llz+g0qh+AdfCIiIkNmbge0mAuM9gQqdhPXJioYODoS2NAQeJNx2WoiIiIiopzI2dkZQ4YMwc6dO/H69Wt8/foVL168wN27d+Hp6Ql/f3+Eh4djw4YNKFy4sKDtli1bsHXrVj1FLt5///2HZs2aKSXqlSlTBkuWLMGzZ88QGRmJ169f486dO3j58iWioqIQEBCAVatWKSUJihkyJz179uyRD2WSk4fDXL9+vVIyQr169XDjxg2Ehobi/v378PLyQnh4OLZt2wZHR0f56/z8/PDzzz+rtb6QkBA0atRIKVGvePHiWLZsGd69e4fQ0FA8fPgQT58+RXh4ON68eYOFCxcK1g0AJ0+eRJs2beQJXtlBIpGgdu3a+P3333Hu3DmEh4cjLCwMXl5euHXrFh4/foyIiAh4eXlhzJgxkEql8rZxcXHo1auXRt+7vn374vz584Kfc+fOYf/+/Zg7dy6qV6+u1Gb27NmiknB9fHzQsGFDpRt1lStXxoYNG+Q32u/fv49nz57JkwN+++03pWS1TZs24aeffspweFNVPn/+LPgeuru7w8zMTK1l6NqQIUPkn2dERES2JTjndG/fvlVK1CtcuDA8PDzw/v17vH//Hg8ePICnpyfevHmDqKgoXLp0Cb/88ovaicA5UZ06dbB69Wp4e3vj8+fP8PHxwZ07d+Dr64uQkBDMnz9fkLSRkpKCfv364eHDh2qtZ9y4cZg7d64gUc/ExASjRo3CzZs3ERUVhZcvX+LevXt4+/YtPn/+jH/++UfpuBkSEoIWLVrg+vXrav+vq1atkidqWFhYaDzssK4YGRlhyJAh8unt27cjJCREjxERqadixYr4+++/cf/+fURGRuLVq1e4c+cOfHx8EBERgdWrVyNfvnyCNlOmTFF7aL5ly5Zh2LBhgoQhiUSCPn364Pz584iKioKvry/u3r0Lf39/REVF4fjx4+jcubNgOdHR0ejatSsOHDig8f+sqbNnz6J3796C/6FOnTo4ePAgIiIi4Ofnh7t37+LRo0cIDg7Gx48fceDAAfTr1y/DRLpt27bBxcUFe/fuVTumc+fOoWLFili4cKFG/1N22r17Nzp37qyUqOfm5gYPDw/4+/sjIiJCfi765s0bfP36FT4+Pvjrr7+UkrWy8vDU33//jUePHgHI2edkv/32m1KiXocOHfDkyRO8f/8e9+7dw/PnzxEWFoZly5YJ+uD379/HyJEj1VqfIfT/s0IqlaJJkyaYN28erl69ii9fviAoKAhPnjzBrVu38PTpU3z58gV3795Fnz59BG0jIiLQs2fPDIftTs/kyZOVzsnOnj2Lf//9FzNmzFAagjUpKQnDhg0TlaR1/fp1NG/eXClRr379+ti9ezc+ffqEd+/e4d69e3jx4gWioqJw584djBs3DqampvLXy2QyzJ07F+PHj1f7/8sKMzMztG3bFosXL8adO3cQHR2Nt2/f4tGjR7h9+za8vb3l/fy2bdsK2vr5+aFfv35qre/ChQu4f/++fHrEiBFa+T+0afjw4fLfz58/L99XUSaytY4fUTbRd8lKEofDGhJp4O09mWxTS/FD486ylcl2/yiThRpOSWQidfF4QUSUu3EYXFLX48eP1RrKNiIiQla9enXBdQInJye1hxUVQ3EYXE2GfZLJZDJ/f3+Zvb29YFmmpqay5cuXyxISEkQv59KlS7KaNWuqPTRSWmFhYYIhMZcsWaI0nEtOGAb38+fPMjs7O8Hru3btmuH+xs/PT1akSBFBm/3794uKLzk5WdakSROlGEeNGiWLjo7OtH14eLjsp59+Umo/YMAAUetXRXFoo4yEhYXJ3r17p9byz507JzM1NRWsY8qUKZm202RIve3bt8vMzMwE7fLly5fhuUJMTIzMxcVF0EYikcimT58ui4uLy3Sdb9++lTVr1kzpM5k9e3ambdNKO4ydRCKRvX79Wq322aV9+/aCYaZ0sc/UVNrh8bIyBKO2NW/eXPDd6Nmzp6jtXSZL7Q9FRUXpJC59DYN7/PhxmZGRkaxPnz6ir88/fvxYljdvXsE6GjZsKDq+LVu2KG2jlSpVkj1+/Fh0ewsLC0H7AgUKyEJCQkTHEBsbKzhu9u3bV3Tb7PThwwfBUIrq7su+F7npHENxGFxN9gX6Ggb36dOnMgCydu3aiR5eLzAwUFaiRAnBOkqVKiW6L33x4kWZRCIRtC9atKjsypUrotofO3ZMsC8AILOwsJA9f/5cVHtFisONinnvw8PDZQUKFBC0W7x4sehzqc+fP6t8bWJioqxw4cLyZbZt21YwnHZ6w+CGhYXJ+vbtK3g/QkNDlZaf9jivyRCtit8tsecqiu7du6fUt7Wzs5Pt3LlTrfPRQ4cOycqVK6fx/yOTyWQ+Pj6Cvq+qczKx9DkM7qtXr5SGoR07dmyGbe7fv690Hnfv3j1R8aXX/587d66o607q9P/FHi/U+X6/fftW9vHjR1H/6zfbtm1TitfDwyPTdur2F5OTk2V///230n7SxcUlw2Plhw8flPZLZmZmsvXr14varry9vWXVqlVT+h+3bduWadv0pF1OZsPg+vr6yiIjI9Va/pw5c5TiPXXqlOj2ac/LihUrZlDnZd/Ex8fL8uXLJ48zK9ctVMmtw+Cysh4REVFOUrgGMPAM8OMOwL6EuDYvzwAedYETE4FozZ/cIiIiIiIyBJUrV4ZEIhH9ent7e+zatUvQJjg4GDdu3NBFeFmWlJSEn3/+WTC0qJWVFU6ePIlx48apNeRm48aNcefOHfz+++9qvWdpjR07Vl4dzc3NDePGjdNoOfrm4eEhqIhRuHBhbNu2LcMhxYoXL47t27cL5v3222+iKiksWrQIly5dEsz79ddfsXr1alGVMPLmzYs9e/YoPXW/bdu2bKnK8m14XnW0aNECEydOFMzTVaz9+vXD6tWrBfPCw8OxY8eOdNtMnDgRPj4+gnmLFy/G5MmTRQ0tV7hwYZw8eVJpKLZ58+bh9u3bomNfu3at/Pe6deuiVKlSottmp7TfPV9fXw5llInt27fjwoUL8ukOHTpg9+7doivfGBsbw9raWlfh6UXZsmXx5MkT7Ny5E66urqLaVK5cWan67dWrV/H69etM2/r6+mLs2LGCeRUrVsSlS5dQuXJlUet3d3fHwYMHBVVbQkNDMXDgQFHtgdQhdNNWFe3bt6/ottnJ0dFRMFT5hg0bcvWwzJSzOTg44MaNGzhx4gTq1Kkjqk2RIkVw6NAhGBn971a4r6+vfJi+jERERKBfv36CCp3Ozs64dOkSGjZsKGr9HTp0wNmzZ2FnZyefFxsbi169eikNlasrkyZNQmhoqHz677//xqRJk0SfF9jZ2al8rbGxMQ4dOiQfTvLUqVNwdXXFihUr0t2P7N69G+XLl8fOnTsBpA7DfPjwYTg4OKj7b2WLyMhI9OzZU/BZFShQAJcvX0afPn3UOrfq0qULnjx5Inp4UEUymQyDBw+WV0fr1KkTunbtqtGy9G3RokWCcyk3NzcsXbo0wzbVq1fHsmXLBPOmTZsman2q+v8eHh74/fffs7X/r6nChQsrVQnNTP/+/fHTTz8J5uninMzIyAiTJ0/G9OnTBfN9fHxw+vTpdNu5u7sL9ksmJiY4cOAAhg4dKmq7qlChAi5evKjUtxszZgzevHmj5n+hvpIlSypVXMzMzJkzUbduXcE8sZ9JQECAoBJl7969Bcc1Q2FqaoqePXvKp/fu3as0nDQpM7xPkoiIiDImkQAVOgGj7gKtFgDmeTJvI0sGPDcDK6sB15YCibE6D5OIiIiIyFCUL19eaQii58+f6ymajHl4eODWrVuCeZs3b1a6QSCWRCLB3LlzcfDgQbXbnjhxQj60lVQqxcaNGwVDneYkR48eFUyPHTtW1EX2Jk2aoF69evLpFy9e4OrVqxm2efv2LWbOnCmY17lzZ7WH+pJIJNiyZQtq1aolmD9ixAj58IqGRnHopTdv3mg07JIYgwYNQrly5QTz0ksou3PnDtatWyeYN3z4cLUScIDUIY8OHz6MYsWKyeclJSVh8ODBghv66bl16xZ8fX3l04Z8o7VNmzaC4Xl37dqlx2gMW0JCAqZOnSqftrW1xfr163Ps/lJbypYtKzpJL62OHTuiQoUKgnlnzpzJtN3o0aMRHR0tn7a2tsapU6fUvsndpk0bLFmyRDDv5MmT2Ldvn6j2abcVe3t7NGnSRK31Z6cuXbrIfw8KCsJ///2nx2iy5smTJ5g4caLO91Xjxo3D8uXLszSUJanP0dFR0B8Tq2rVqmjdurVg3tmzZzNtN2PGDLx//14+LZVKcezYMZQsWVKt9VevXl3pO/nw4UMsX75creVo4vHjx9i2bZt8unbt2pg0aZLWll+zZk1cv34d//zzD4oVK4bo6GiMHz8edevWxdOnT+Wv8/f3R5s2bdCnTx98/PgR+fLlw+rVq/H48WO0atVKa/Fo2+zZswWJP0ZGRjhy5AiqVq2q0fJMTU2xadOmTBPTVFmzZo18SHYbGxulB1ZykmPHjgmmp06dKqq/1K9fPxQpUkQ+feHCBfj5+WXYRlX/f9y4cYLhOsXIav9fHxTPyXR57WPatGnIkyePYF5652T//vuvUiLf33//jfbt26u1Tnt7e5w6dQq2trbyeVFRURg9erRay8lOvXv3FkyL/Uz27NkjSII25PPHtP3K+Ph4vQz9ntMwWY+IiCinMjYF6o4Cxj4E6owCjERU2EiIAi7OAVbXBJ7sA/jELBERERF9JxSrV6WtemMokpOTlW7gdO3aVfCEsqbSXjgVIzIyEiNGjJBPjx8/HtWqVctyHPrw9etX3L9/XzCvY8eOott36NBBMH3o0KEMX7969WpBFQ5ra2usXLlS9PrSkkqlWLt2reAm1sePHzOsIKdPqqrEhYeH62RdEokEbdu2FcxLe3M4LcXtqlChQkpVIMSytrbGihUrBPO8vb1F3fzfs2ePYLpTp04axZDWo0ePsGfPHixfvhx//vkntmzZgvPnzyM2NmsP6VlbW6NZs2by6SNHjhhskqi+HT16FCEhIfLpoUOHwsnJSY8R5XwNGjQQTAcGBmb4+mfPnikl9M2dO1dwY18dI0eOVEryF5NgERoaiosXL8qn27ZtK6pyT3r8/Pxw4sQJeHh4YOHChVi0aBE2b96MCxcuCBITNdWxY0dBFRvFfZShCwsLw4oVK1CtWjVUqVIFy5Yt03n/7unTp5gwYQIKFSqEzp074/Dhw0hMTNTpOilr1N2fhIeHK1VWHjVqlNI+Qaz27dujc+fOgnmrVq1CUlKSRssTa8OGDYLp33//XSfVmHr27AkfHx/MmzcP1tbWuHv3rqB/M3DgQJw5cwYmJiYYP348Xr9+jVGjRmVp36hrnz9/xsaNGwXzviUiZpW6iTaBgYGCKnILFixA4cKFsxyHPrx48QIfPnyQT0ulUrRr105UW6lUqtTvz+ycTFX//48//hAZrVBW+v/6kJ3XPqysrJQeTBB7Tla9enWMGTNGo/UWKlQIc+fOFcw7c+aMwT6UqelnkrZvVqhQIY2PRd8kJCTgypUr2LZtG/7++28sWbIEO3fuxO3bt7NcYblx48aCarI5rV+pD0zWIyIiyuks8wKtFwCj7gDlRd5w+vIWODQE2NQMCLip2/iIiIiIiAxAXFycYFrx6W9DcODAAQQEBAjmzZ49Wy+xTJkyBe/evQOQOhys4oXwnCQoKEhwQ9Tc3Bxly5YV3b5KlSqCacWKEGnFxMQo3dwbMmSIxgkjQOpNDMWkrhUrVhhkJQfF7QzQ7bamWOFG1U2Pt2/fKt3M++WXX9QeviitTp06oXr16oJ5YqrknDx5Uv57kSJFULp0aY3WHxUVhd9++w2FChVCtWrV0Lt3b0yYMAHTpk3DoEGD0LJlS+TNmxddunSBl5eXRusAILjx9vXrV1FDB36PNm/eLJhWrGZC6rO3txdMpx3GXBXFG+gFChTIUnUVIyMjzJo1SzDvzp07mQ55d/r0acHwfupW1YuLi8PBgwfRu3dvODk5oWTJkujQoQNGjRqF6dOnY8qUKRg8eDBatGiBPHnyoFWrVlnaLgsUKCCoYnjq1CmDPLaklZiYiCNHjqBz584oVKgQxo8fj0ePHukljqNHj6Jr165wdnbGuHHj8ODBg2yPgzKn7v5kw4YNgoR3ExMT/P7771mKQbEf/e7dO51WHIqNjRUkSeTPn1+nVezMzc0xY8YMvHz5Eu7u7oIkYJlMhvbt28PLywvLli0zyHMwRevXrxckRJuamooedlXbhg0bJo+lTp06GDlypF7i0AbFRNnSpUvD0tJSdHt1zslU9f+nTJmil/6/PmT3tQ8x52S3bt3C3bt3BfNmzZqVpUrUo0aNQoECBeTTMplMqU9oKDT5TAICAgTnclmp1uzn54e+ffsif/78aNy4Mdzd3TF16lT88ssv6NevH+rWrQtHR0eMHTtW4+ROY2Nj1K9fXz597do1REZGahzz94DJekRERLlFvlJAz53AwLNAoRri2gQ9ALa2Af7pDYT7Zv56IiIiIqIcSCaT4d69e4J5WX0iWRcUbyjUrl0blSpVyvY4rly5IqjGsXbtWrVupBgaxcpu9vb2gpuImVEcQjEwMBAREREqX/vff//h06dPgnnu7u6i15WeAQMGCKZ9fHzw7NmzLC9X2+7cuSOYdnFx0el3x8REWGFeVZWao0ePCuabmpqiV69eWV634mdy/vz5DG9GvHz5UjBcV8OGDTVa75UrV1C6dGnMnz8fQUFB6b4uLi5OPlzbjBkzNFpXo0aNBNNihiL93sTFxQmGDrW3t1e6mUzqSzv8JKC8H1akePzs06eP0v5BXW3atIGjo6NgXmZDyitW2FHchjJTv359dO/eHXv27BFUH1IlOTkZ586dQ5MmTTB69GiNq3SljTEkJAQPHz7UaDm69vDhQ4wbNw7Ozs7o0qULjh49qrKina6rdala/sePH7Fy5Uq4ubmhcuXKWLJkiaDaJumXuvsTxe28Q4cOyJ8/f5ZiqFSpklKST2b7k6y4efMmPn/+LJ9u0KBBtlSyk0gkKvvYRkZGavW99U3xmNKlS5csfwc0sWPHDnnfy8TEBBs2bNBJdcTsonhOljdvXrXaK267GSVqq+r/Kw5Dqgl1+//6onhOputrH2LOyRT3eY6OjkrVEtVlbGys9JBMZhUX9UWTzySr/cpvli9fDhcXF+zatQtRUVHpvu7jx49YtWoVSpUqpfH7mDbGpKQkXLhwQaPlfC9y7h6diIiIVCtaBxh8Aei2GbArKq6NzwlgTS3g9FQgRvVNJyIiIiKinGrLli2CpBYXFxfUqlVLjxGpdu3aNcG0NobIVFdsbCyGDBkir6zz888/o3Xr1tkehzYp3tRKW/VIDFXJAOkNr3P9+nXBdJkyZbSScNmmTRtYWFgI5t24cSPLy9WmlJQULFy4UDCvf//+Ol2nYrKaqhvwip9Jo0aNMr1RL0a3bt0E0ykpKRlW3VLcvmvUEPmQXRonT55E69atERoaKphvbm4OFxcXVK9eHQ4ODoK/JScnY8GCBRg0aJDa66tSpYrg5v7Vq1fVXkZu9+jRI8E+Im2iXnh4OFauXIlGjRqhcOHCMDMzQ8GCBVG9enVMmDCB72c6ZDKZ0nabUTVUHx8fpQogitunJoyNjZWGTM9sv5t2O8+TJ4/a1TNVVSd1dnZGxYoVUadOHVSqVEkwvNg3a9aswdChQ9Va1zeKN4sN6XsZEhKCpUuXonLlyqhevTpWrlypstqLra0t3N3dcenSJYwaNUqnMR0+fBjbt29Hs2bNVCbNPH36FL/88gsKFy6MDh064MCBA0hISNBpTJQxxeNvRvuT6OhoPH78WDBPG/sTVcvRZT9O8SGltMemV69eYfr06XBzc4ODgwPMzc1RpEgRNGzYEH/88Qdevnyp9vri4+OxcOFClC1bFlu2bBFU6JRIJDh27BhcXV0xadKkTCsb6tvXr1+VqmTq45wsNDQUEyZMkE//8ssvenmIS5u0fU4WGRmplIz7jaH0//UhNjZWabhZQzwn69ixo1aSiBU/k7CwMI32Y7oUGhqqNDS5mM9EG+ePv//+OyZMmKDUF8mTJw+qVKmCihUrwtraWvC3yMhI/Pjjj9i6dava6zPkfqUhYrKenslkMvj5+eHYsWPw8PDAggULsGTJEmzZsgXXrl1TeXKmD0lJSbhx4wbWr1+PBQsW4K+//sKOHTvg7e2t79CIiEgViQSo1B0YfQ9oPgcws828TUoScGcdsLIqcHMVkBSv8zCJiIiIiHRt+/btguGCjIyMsHr1aoOr7uDr64vg4GDBPE0uxmbVrFmz8OrVKwCp1Q4MdWgfdShWbfj06ZPKBLz0KCZGAekn6yneeNVWFQNjY2Olal2GlKz3+fNn9OrVC1euXJHPc3Fxwbhx43S6XsXhH0uUKKH0Gl19Js7OzihYsGCG60rr/v37gumKFSuqtb63b9+iT58+guvF+fLlw8aNGxEWFobnz5/j/v37CA0Nxc2bNwVDEAGpScvr1q1Ta52mpqaCpAZvb2+DuV5tKBQTIr4NA7Z3716UKlUK48aNw9WrV/H+/XskJCTIK5ctX74cjRo1QvPmzQ3uhqK+Xb58WVCFUiKRZJg0rrjdSaVSVK1aVSuxKO4v7t+/n+42EBoaKh8+HgBcXV01WmfRokUxadIkXLx4EV++fMH79+/x9OlT3Lp1C0+ePMGnT5/w+PFjjBgxQjB03NatW3H48GG116eY/OHp6alR3NqSkJCAgwcPokOHDihcuDAmTZqEp0+fKr1OKpWiTZs28iqEW7ZsQePGjXXev7OyskK/fv1w4cIFBAYG4s8//1T5WSclJeHEiRPo0aMHnJycMGrUKKX9Bemer6+voG8CIMNKTnfu3FGqCKWtfoPicoKDgwX7Om1SdWxKTEzE9OnT4eLigoULF+LBgwf4+PEj4uPj8e7dO1y7dg0zZ85EhQoVMGzYsAyrL6V14MABlC9fHtOnT0dUVBRq1aqFI0eOyP++ZcsWtGrVComJiVi6dCnKlCmDdevWqZ2olV1u376t9B3QxznZ6NGj5ZW8S5cujZkzZ2Z7DNqmeE6m6hwrI4ZwTqZu/z+7vX//Hu3atRP0LRs3boyePXvqbJ0ymUwpIUvxnCw2NlYpCVZbn0nVqlWVhtI1pM/Ex8cHLVq0EFTm79+/P+rUqZNp27Tnj1KpFOXLl1dr3cePH8e8efME8ypWrIgzZ87g48ePePToEZ4+fYrw8HDs27cPRYoUkb8uOTkZw4cPx5MnT9Rap6H1Kw2d7mvekpJPnz7hyJEjOHPmDP77778Mx302MTFBu3btMH78eI1LW2ZFdHQ0/vzzT6xduzbd4T3KlSuHqVOnYsCAAQZ3oZuI6LtnYg7UHw9U6wtc+RPw3JKalJeRuC/Aud+AuxuB5rMB1y6pyX9EREREBigpJQkhMSFITk7G15iv8vmRkkilC3akOUdLRxgbGeZlpJcvXyIwMFA+nZiYiE+fPsHLywtHjx4VDBVqamqKDRs2oFmzZvoINUM+Pj5K86pVq5atMdy/f1/wFP6iRYtQoEABna5T02FR1BlernDhwjAxMZEn6CUmJuLx48eib7ypusCc3voVP0dtfobVqlUTVG5I7+aUrly5ckWQ5BgTE4Pg4GDcvn0bhw8fFlRKKVu2LM6cOaNUDVCbbt++rXRjqGnTpoLpr1+/CpJnAO1/JqdPn5ZPZ/SZKN7oKFeunFrrGjlypGBIuyJFiuDatWsoVqyY0mvr1q2LK1euYMCAAdi5c6d8/qRJk9CxY0c4OzuLXq+Li4t8P5qUlARvb2+DHEZcX16/fi2YtrW1xYIFC0QPPXzx4kXUrVsXx44dww8//KCLEJU8e/ZM432v4jDf2paSkoJp06YJ5rVu3VrpxnhaivvdsmXLam34bcX9RUJCAt68eYMKFSoovTar2ziQOux8vXr1MuzDSiQSVK5cGR4eHujSpQs6dOiA+PjUB27//PNPdOnSRa11uri4CKYVq4plF09PT2zbtg179+5N914UkHpTvl+/fujVq5fSMMXZrVChQpg6dSqmTp2K+/fvY8eOHfjnn3+UEkoiIiLg4eEBDw8PVKhQAf3790ffvn3h5OSkp8i1582bNxrvTxQfUtGFadOmCaq8VahQATVr1kz39Yr7Eysrqwwr8alDVf/j+fPnKh80yCrFY5OlpSU6duwoajj75ORkbNiwAXfv3sWpU6fS/Z4+ePBAUCXWysoK8+bNw9ixYwXnZsWLF8eZM2ewa9cuTJgwAWFhYRgxYgQ8PDywdOlSNG/ePAv/qfYpfgesra3VrpKaVUePHsX+/fvl0+vXr4e5ubnO1hcXF6fxdqzOMePbAw3f+Pv7IywsTKkqdHrEnpMZUv9f25KSkpQeVoqOjsa7d+9w/fp1HDt2DLGxsfK/1alTB4cOHdJp/sa+ffvg7+8vmKd4TvbmzRulh+W09ZlYWlqibNmygs8hOz+T6OhowTm6TCZDdHQ0/Pz8cPnyZZw+fVqQANyxY0esX78+0+XGx8fjxYsX8ulixYrBzMxMdFwxMTEYMmSIYF6LFi1w/PhxpeWYmpqiR48eaN68ORo1aiR/SCIhIQH9+/fHw4cPRa/XwcEBefPmlffl9NWvzCkM8yprLjZq1Chs2rRJdNnrxMREHDlyBEeOHEG/fv2watUq2NqKqI6kBU+fPkWnTp0yfbLjxYsXGDhwIP7991/8+++/KsuwExGRnlnlA9ouAmoNBc7PAl6czLzN5wDggDtwey3Qaj5QxPCGCSMiIiIKiQlB64M5e4jOnOBMtzMoZF1I32Go5OHhgRUrVmT4mm9VeRYuXKhUncxQKN6YlkqlWhmqR6zExEQMGjRIXuWicePGGDhwoM7X26JFC52vw9zcHDVr1sTNmzfl8/755x9RyXoymQz//vuv0vzo6GiVr0+bTAVAqzfiFZNVMkpm0IVOnTplOnSZnZ0dRo4cienTpysNp6NNL1++VKoQIZVK0atXL8E8Ve+Rvj6TtNdYjYyM1IrjxYsXOHnyf+fxRkZGOHDggMpEvbSv2bJli7xiApB602bt2rX4448/RK9bMbHP39+fyXppKG7zV65cwaNHj+TT5cqVQ69evVChQgWYmZnhzZs3OHTokCDRNCIiAh06dMCjR49QtGhRnce8aNEiLFq0SOfr0cTixYtx584d+bSRkRHmz5+fYRvF7U6X27iq9X2jeB+lcOHCaq+vQYMGar2+RYsWmDx5srxqyt27d/Hs2TOVyYTpsbGxgbW1tfy4FhAQoFYMWREcHIxdu3Zh+/btGY7iVKhQIfTq1Qv9+vVTuyppdnFzc4ObmxuWLFmCM2fOYMeOHTh+/LhSJcZnz55h6tSpmD59Olq2bIn+/fujU6dOOk3E0aWdO3cKksINyb59+wQJTwCwYMGCDJNWFLdvR0dHrSW5ODg4wMjICCkpKemuT1sUj00LFiwQVLVq1KgRunbtihIlSiA+Ph7e3t7YvXu3vLo2kDrMe5cuXXD9+nWloSqTkpLQsWNH+RCkbdq0wdq1azPsl/Tp0wetW7fGhAkTsGvXLjx9+hQdO3ZEQECA6GSt7KD4mTg4OGRroZovX74IqsL3799fKfFJ20JCQrLlnKxkyZJwdnYWDJn677//YvTo0Zm2jY6OxokTJ1TOV2RI/X9ti46OFvVZOTo6YtKkSRg/fjxMTEx0Fs+dO3cwbNgwwTxbW1uloaOz4zNJm6CXnZ/J69evRX0mJUqUwPTp0zFo0CBR+5TAwEDB8ULdfuWuXbsEyazOzs44cOBAhgl/9vb2OHbsGCpUqCBP+nz06BEuXryo1gOvzs7O8s8gOjoa4eHh2XptKyfhMLjZ7M6dOyoT9aRSKQoXLgw3NzdUrlxZZcLbjh070KJFi3QvBmrTixcv0LRpU6UTTGtra1SuXBllypRR2rmfPXsWbdq04VAIRESGLH8Z4Oc9QP8TgJPIm5Tv7gKbWwD7BwARuinNT0RERESkSz169MCMGTMMNlEPUL6gbGtrm603hv766y/5U89mZmainvbOSTp37iyYXr9+vVIFAFU2bdoEX19fpfmqrs99+fJFadgsbT7Uqris7E7Wy4ytrS2mTJmCMWPGaD1RTyaT4cuXL7hz5w6mTp0KNzc3QdUWABg4cKBSJStV75E+PpOkpCR8+PBBPu3g4KB04zsjmzdvFlQG+vnnn1GrVuYP1BkbGyslZW3cuFGwrMwo3kh7+/at6LbfA8WEiIcPH8rf3+nTp8PLywszZ85E9+7d0aFDB4wbNw5XrlzB3r17YWpqKm/36dMnDBgwIBsjNzzXrl1Tqkg4fvz4TCuvKG53utzGVa3vG8VtI7uqpvXp00cwnTYxXay0sUZFRSl9r7UpPj4e+/btQ9u2bVGkSBFMmTJFZaKelZUV+vTpg3PnziEwMBB///23wSbqpWVsbIz27dtj3759+PDhA9avX6+yamZycjJOnz6Nn376CU5OThg+fLigMg9lzYsXL5QqCnXt2lUpgUSRLvcnEolEqRhLdiXrfUvUMzc3x4EDB3D58mWMHTsWHTp0QPfu3TFr1ix4e3tj0qRJgnZ37tzBggULlJZvbGyMOXPmwMHBAbt378apU6cyTNT7Jn/+/Ni5cyfOnj2LEiVKYOLEiQaVqAcofyZ58uTJ1vVPmjRJnszm4OCAJUuWZOv6dU3xnOzPP/8UdcxZuHAhIiMjleaLTdb7ns7JHB0dMWPGDAwZMkTriXoymQyfPn3ClStXMGLECDRs2FDpYa6pU6cqDXn8vX8mpUqVwsyZM9G7d2/R13iy2q/ctGmTYHrOnDmiCoIVL14c48aNE8zbsGGDWuvm+aN4TNbTozx58mDkyJE4efIkPn36hLdv38LT0xOPHz9GeHg4Ll26pPQk1d27d3V+0p6UlIQePXoIhufNmzcvtm/fjoiICDx+/BgvX77Ehw8fMGPGDBgZ/e9rdOvWLUyZMkWn8RERkRaUaAAMuQx02QDYiqyQ4n0YWFMLODsDiNXtsCdERERERNq0b98+1K9fHw0bNlQaFspQREVFCaatrKyybd3Pnz+XV+UBgN9++01rQ34ZiqFDh8LGxkY+HR0djY4dO2Y4nO6FCxcwfvx4lX9LO7zQN4qfIaDdz1FxWarWp0+RkZGYMWMGSpQogV9//VX0yCKK5syZA4lEIvgxMjJCnjx5UKdOHfz9999KN+bq1auHlStXKi3LUD6TqKgoQWUEdZMZr1y5IphWp+plixYtBJUYQkJC8PLlS9HtFWPNrLri9ya9B+tHjRqF+fPnp5uU+dNPP2Hz5s2CeZcuXdIo0So3ePPmDbp27SpIeK5atarKJBFFujx+qlpWetu54rahy+qiaSkOoanOUGXfZMd2/vTpU4wYMQIFCxZEz549cfr0aXk132+MjIzQrFkzbN++HR8+fMDOnTvRokULwT2onMTOzg5Dhw7F9evX4evri9mzZ6scTvPz589Yv3496tatCxcXFyxcuNDgEg1ykm/VStMm9hQuXFhUsoGu++PZ1ZdL79i0c+dOdOvWTeXfTExMsHjxYgwaNEgwf/ny5fj69avS693d3eHj46NU1ViMli1bwsvLC9OnT1e7ra7p85zs4sWLgr7B0qVLc101qgkTJgj26e/fv0e3bt1Ufse+2blzJ/766y+Vf+M5mbKQkBCMHTsWRYsWxZIlS9R6SCctd3d3ledkefPmRePGjbFu3Tql873u3bvj119/VVrW9/6Z+Pr6wt3dHcWKFcOuXbtEtclKvzI6OlpQTdXS0hI//fST6PaK55rXrl0T3Rbg+aM6cmYPN4crXrw4Nm3ahKCgIKxZswZt27YVXCwEUivtNW7cGJcuXcLQoUMFfzt48CAuXbqks/i2bNkiHxoBSC15ee3aNfTr10+QgZ03b17MmzdPqcT12rVrBaWSiYjIQBkZAVV6AmPuA01/B0xFdPaSE4Bbq4GV1YDb64AkzW6+EBERERFpy/LlyyGTyeQ/MTExePv2LU6cOIFBgwbBwsJC/tpr166hZs2a8PT01GPEqileG8rohoU2paSkYNCgQYiPjwcAuLq6YurUqdmybgCCz06dH8XRIDJjZ2enVJni6dOnqFixIhYtWoSXL18iLi4OkZGRuHnzJoYNG4bWrVsjJiYGgHJVDVUXyxU/Q0C7n6PislStT5c+f/4sf/9TUlLw+fNneHl5YePGjYKqQfHx8fjrr7/Qrl07nY/AIZFIMHLkSJw/f17lEIKG8pl8+x59k3a/lJn4+HjBsKomJiaoX7++6PZGRkZo0qSJYJ461ZssLS0F07rYN12+fFnpZmBGP2mH6VSV3JneT+PGjbUeu6rvXd68edO9qZxWnz59lGJSt3KFJrZu3arxvrdRo0Zaj+fjx49o06aNoHiAo6MjDh06lOFQXd/o8vipalm62M5VuXv3LqZPn462bduiZMmSyJs3L0xMTJS+14rvUdr3Uazs2M6XLFmCdevWqayg5Orqij///BOBgYG4cOEC+vXrl23JjtmlZMmSmDVrFl69eoXr169j2LBhsLe3V3rdixcvMH36dMFQ2YZs1qxZGu9P+vfvr/V4YmNj0bFjR8E9SisrKxw6dEhU0pOu++PZ1ZdTdWxq1aoVunfvnmnbpUuXCqovffr0SWk4YQDypB1NWVpaKu17DIG+zsliYmIE1SBbtmypVDlVV4oVK6bxdqxuvkLp0qWVkrn+++8/uLq6Yt26dfD390dCQgI+ffqEixcv4scff0S/fv2QnJwMiUSiVEHtezsny5Mnj+D9T05ORkREBB48eICVK1eiUqVK8tdGRUXhl19+Qf/+/QUPDemCsbExZs+ejb1796pMsM/Nn0nVqlUFn0lSUhLCw8Nx69YtLFy4ECVLlpS/NiwsDH379sVvv/2W6XKz0q/09PQUPBBRs2ZNtfpVZcqUQZEiReTTwcHBgvOvzGRHvzK3YLJeNpszZw5evHihdLE4PVKpFB4eHqhRo4ZgvmLpSm1JSEgQPEkNAIsXL0aFChXSbdOrVy9BhyEpKQmzZ8/WSXxERKQDJhZAw1+AsQ8BN3dAIqJ7EPsJODMV8KgDPD8OaPh0DhERERGRtllYWKBw4cJo164dNm3ahCdPnqBq1aryv3/+/BmdO3fW6RBvmlC82aVqmB9dWLVqFW7dugUgNfFpw4YNWh8ux1AMGTIEI0aMEMz7+PEjpkyZgnLlysHCwgJ2dnb44YcfsGHDBvkF7oEDB6JZs2aCdqqGxLK1tYVUKhXM0+ZT5IrLysoN0qz6drPM1dUVgwcPxvXr17Fr1y5B0siFCxeUhlPTBiMjI7i6umLixIl4/vw51qxZk+7NXlXvkSF8JupUuPjw4YOgaoWLi4tg+FQxFIcAVxxCOCOaVuP4Xqi68dWrVy/R1UIUH9RXrKKY20VFRaFNmzaCao92dnbyIRLFUNzudLmNq1pfejTddq5du4YqVaqgdu3aWLhwIU6fPg0/Pz98+vRJaah1VTTp3+hrOy9cuDAuXLgALy8vTJ06FYUKiRz9QwNxcXG4cOGCqJ8bN27oLA4A+OGHH7Bu3ToEBwdj9uzZSn0H0kxSUhJ+/PFHwednamqKQ4cOoWbNmqKWocv9iUwmU+rf66ovp+rYpDgscHpsbW2VKjB9T8cmXX4HMjJjxgz5w0iWlpZYu3ZttqxXH+bOnYsOHToI5gUEBGDEiBEoUaIEzMzMkDdvXjRv3lyQKDpnzhyl6qSqzskMtf+vC0ZGRrC3t0e1atUwZswYPH78GIsXLxYMtbpz506dDKdsYmKC6tWrY+bMmXjz5g1mzZqVbkXp7+kzkUqlyJs3L+rUqYNff/0Vz58/x8SJEwWvmT9/Pg4cOKDWctXpqykm1lWuXFmtdQE8f8wuqrcY0pl27dqp3UYqlWLKlCn48ccf5fPOnj2rzbAEy007bnTx4sXh7u6eabvZs2dj9+7d8o1v//798PDw0Op440REpGPWBYAOy4Haw4HzvwOvzmXeJsIX+LcPULQe0GoeUMhN52ESEREREamjdOnSOH/+PKpXry6/5vH+/XssWrQI8+fP13N0/6N4QTk5ORnh4eE6HfrI398fM2bMkE8PHz4c9erV09n6DIGHhwdKlCiB33//XV5NMD0SiQRjx47FokWLlG4oqboxJJFIYG9vL6hq9OHDB63ErWpZ+rwJoUrv3r1hbGwsuMG7du1ajB07FuXKlRO9nL59+6Jfv36CeRKJBFZWVrCzs0PRokVFJ0Kpeo/08ZkoJhOqU3Hw06dPgun8+fOLbpteG8VlZkRxeLHsHA4uJ1CVEKFO9TnF1/r7++t8328o4uLi0LFjR0G1W0tLS5w8eVLpBmFGFLc7XW7jqtb3TVa282/Wr1+PESNGZOkmZ2bHNlX0tZ2/e/cO7dq1Q/v27dG3b1+0bdtWZw8MfPjwAS1atBD12mLFisHf318ncQCpQxTu3bsXO3bs0GjYYlL2rVLfiRMn5POkUil2796Nli1bil6O4vYdGhoKmUwmSHzRVFhYmFJ1K10m64WGhgrmqXtsSlvp1RCrkuuK4mcSFham83XeuXMHK1eulE/PmjVLUI0rt5FKpTh8+DAmT56MlStXKg2JrsjExARz5szBtGnTsHv3bsHfxCbrfS/nZBKJBJMmTUJSUpKgguGcOXMwePBglRVd0zN58mSl/aeRkRGsra1hZ2eHYsWKqaziqUp6n0na6m1ZYcifiampKZYsWYKYmBisW7dOPn/SpEno0qVLugn7PH/8PjBZL4do0KCBYDo8PBwxMTFaLxF89OhRwfS38cgzU6pUKTRq1AiXL18GACQmJuLUqVP4+eeftRofERFlgwIuQO/9gO8l4NxvQIhX5m0CbwIbmwKVegDNZgJ5iuo+TiIiIiIAjpaOONPtDJKTkwVDK1hZWbFKhRY5WjrqO4QsyZ8/P+bMmYOBAwfK523bts2gkvVcXFyU5j18+BDNmzfX2Tpnz54t326cnZ3x559/6mxdhmTy5Mn4+eefsXjxYhw/fhxv3rwR/N3U1BTt27fH2LFj5Tc2w8PDBa9RrOrwTbly5QTJetq8Ca+4rPLly2tt2drSs2dPeHh4yIfvk8lk2LFjh1rbWsmSJbX2vbeyskKhQoXw/v17+byHDx+ia9euWlm+2M/ExsYGRkZG8pv0UVFRotcRHR0tmNbkZodim6ysXxcPZ1epUgXnz58X/fo+ffogJCQEgOrkzvSoc4NSLEdH5eNj2bJlRbd3dnaGtbW14H0ODQ3N9cl6iYmJ+PHHH+X3E4D/VcBKO6y2GIrJwC9evNDavRPFbdzU1DTdBArFhAF1tjMAuHTpklKinrGxMerXr4/atWujWLFiKFCgAMzNzZWGvhWbhJae7NjO+/Xrhw8fPuDChQuCxIz4+HgcPHgQBw8eRL58+fDTTz+hb9++qF27ttZj0KfY2FgcPXoUO3fuxLlz59KtkmhnZ4cff/xRabQtytjIkSOxZ88e+fS3atFihn1NS3F/Eh0djVevXqm1X0+Pqj6hrvpyjo6Ogv6tvb29Wskaiu+DYuJfZooXL55jKyspnpNFRUXh9evX6fb9tWHq1KnyPmKVKlWUqnDlRlKpFEuXLsXQoUOxePFinD59GkFBQYLXWFlZoVu3bpgwYYK8Ur6Yc7L0+v89evTQSuw54Zxs0qRJ2LBhg3w/8PXrVxw4cEB0hU0AqFChgtbOyUqWLAkTExMkJibK5z18+FB01dOMxMTECCo0A4b5mfz555/YvXu3vH8YGBiI//77L90+XFb6ld/D+WNuwWS9HELVhYQvX75oPVnv5MmTgml1njhp0aKF4OT6xIkTTNYjIsrJSjUBhl0FHu8FLv4BRIt4+ujpfuDZMaDuSKD+BMCcnTAiIiLSLWMjYxSyLoTk5GREyf538cjG2obJeiTQpUsXDBo0SH7jKCgoCAEBAShWrJieI0tVqlQpODk5ITg4WD7P09NTp8l6aYfKCwoK0vgiquJQhcuWLcP48eOzEJnuFS5cGMuXL8fy5cvx4cMHfPjwAVFRUXB0dESRIkVgYWEhf61MJsPz588F7dO7iV6/fn3B8GvaqkSSlJSEx48fC+apm9CSXbp27SpP1gOAmzdv6jGa1M/k33//lU9r6zMJCgpSquKQ3mdibGwMJycn+U3Djx8/IikpKd2hotJSrNyWNjFdLMU2NjY2otsq3jgtWlT7D+fZ29urta9LW8VDm8mdmlB1M9DW1latZdja2gpuaqlTuSInSklJQb9+/XD8+HH5PKlUij179qBVq1ZqL69+/fqC6eTkZDx69EgrlWLv378vmHZzc0u3ioxidZi0x3MxJk2aJEhuadeuHdatW4fChQtn2E6TSnqK0sZqY2OjslJRVjVt2hRNmzZFUFAQdu7cie3btysdW8PDw7FmzRqsWbMGZcqUQd++fdGnTx/RQyIbGplMhitXrmDnzp04cOCA0hCo3xgZGaF58+YYMGAAOnfuLOiDUOamTJkiqFYEAEuXLhU8pCNWnTp1IJVKBQmlnp6eWknWU9yfODk56ey7Xb58edy6dUs+rclxKa3cflxKq06dOjA2NhYk1Hp6euo0WS/tOdnjx481rjCqWHzn8OHD6Ny5cxYi0z0XFxds2rQJQGq11dDQUMTExMDJyQlFihSBqamp/LVhYWGCh6KsrKzSTcoyhP6/PhkbG6Njx45Yvny5fN7NmzfVStbTJgsLC1SvXh137tyRz/P09MTQoUOzvOxHjx4pVWc0xM/Ezs4OzZo1w5EjR+Tzbt68mW6yXlb6ld/D+WNuYaTvAEictNnf32j76bqQkBDBAcbMzAzVq1cX3V5xx/fo0SNthUZERPpiJAWq9QHGPgAaTwNMRCSJJ8cD15cBK6sDdzcCyaqfFCUiIiIiyk558uTR6VB52qA4ssKxY8f0FMn3pWDBgqhatSoaNGiAsmXLKt0k9/PzE1ysLlSoEAoWLKhyWYrXx169eoWnT59mOcbTp08rDSdjiDchgNTE07T0vZ0pvk9XrlxRqsqhiYMHDwqmjYyMUKdOnXRfX7x4cfnvKSkpSjcx0qP4ELcmsae9salqmRlRjDPt/0GpVUcUqZs8pTislbYf0DckMpkMQ4cOxT///COfJ5FIsGnTJnTr1k2jZZYrV07pXoni9qmJpKQkpeNwRvtdxW3j3bt3otf18uVLQaWeihUr4tChQ5km6gFARESE6PWoEhkZKUgW1fU27uzsjKlTp+LZs2e4ffs2RowYoXKf9OrVK8ycOROlSpVCw4YNsXHjRkFCi7q+VfoS85PVIXB9fHwwY8YMFC9eHE2aNMGWLVtUJuq5uLhg4cKFCAwMxNmzZ/Hzzz8zUU9Nf/zxBxYtWiSYN2fOHI0fGrG2tlYahlsb+xNVy9FlP07x2MTjknhWVlZK98Z5TpY9ChcujOrVq6N+/fooVaqUIFEPgNI5VdWqVdN9QNNQ+v/6ZOjnZMeOHUu3yqw6FD8TBwcHrSRY64I6n0mRIkVgZPS/VC51+pWGdP5oY2NjUMMSGxom6+UQ165dE0wXK1ZM6SCVVYpPMZUuXVqtdSh2/l6/fq2VnSwRERkAUyug8a/AmAepyXvIfIh0xHwETv0CrK0LvDgD5NDS90RERESUe2latUBXunTpIpi+desWvL299RQNfaM4EkWbNm3SfW3Tpk2VKhJt3bo1yzFs27ZNMF2uXDmVSUKGSN/bWadOnQQ38hISEgRD5WlK8TNp3rx5hpVrKleuLJh+8eKFqPU4OTkJrtH6+PggISFBfKCAUlVGdSqK+vj4yH83NjbOMd+77FKhQgWlSmvfhugVIz4+Hl++fBHMy81D4E6YMAGbN28WzFu5ciUGDBig8TIlEonS0Na7du3K8r2J06dPK32WGQ2hrek2DgC3b98WTA8ePFj0vZms9hPSbuOA8v+hS7Vr14aHhweCg4Oxb98+tG3bVinxQiaT4dq1axg6dCgKFiyIHj164NixY4Kh9AzBx48fsWrVKtSqVQvly5fHggULEBgYqPQ6e3t7DB8+HLdv38bz58/x66+/olChQnqIOOdbvnw5Zs6cKZg3adIkpXnqUkwcPn78uFLSgrq8vLzw4MEDwbyM9idZpZhsFhERodY+UXHY29x8XFJF8Zzs0KFDWkn0oqxR55xMVf9/9+7dWY5B3f6/IdH3OZnivjUkJASnTp3K0jKTkpKUPlfF7deQZfSZmJmZCYYkDwwMVEqkTo/iuZ7iuaAYmp4/hoaGCqqxZme/Midisl4OsWXLFsF027Zttb4OxZNHxfKamXFwcBBcmEhISICfn59WYiMiIgNh6wR0WgMMvw6UbCKuzceXwN6ewI6OQLD6nUIiIiIiIm2IiopSqj7j6Oiop2hU6969u9JF0Dlz5uhsfXPnzsX58+fV/lG0a9cuwd81rY5kqNJWgAJSkyjSY2VlpfT3jRs3qvUkvKKHDx/i6NGjgnnjxo1TGurKUAQEBAim9b2dFS1aVOmmzZIlSwSVpNR17NgxpZvumVXxcXNzE0yLrbhoamqKatWqyacTEhJw/fp1cYEiNdHl8uXLgnliK4DEx8fj1atX8mlXV9d0hwD9XllYWCgNw6s41GFGHj9+LBi6y8bGBs7OzlqLz5D8/vvvWLFihWDeggULMHr06Cwve9y4cYLp0NBQrF69WuPlpaSkYO7cuYJ5tWrVQt26ddNtU6BAAUElPC8vL9HrU0wKTHtzNjP//fef6NeqorgvSm+Yd10yMzNDjx49cPLkSbx79w6LFi1CxYoVlV4XHx+PAwcOoFOnTnB2dsaYMWNw9+7dbI83bTz79+9Hx44d4ezsjLFjx+LevXtKr5NKpWjTpg3+/fdfBAcHY+3atahdu7YeIs49Nm3ahIkTJwrmDR06FIsXL87ysocOHSo41iUmJmLevHlZWqZiAmGhQoXQo0ePLC0zIw0aNBBUQUpISFCr0rPicUydfVJuMGzYMMEwkvHx8fjrr790tr7169erfT62a9cupeUovsZQq3BrIjk5Gfv375dPS6VSuLu7p/t6Vf3/RYsWZXv/X58M7ZysXr16qFmzpmDenDlzlIawVYeHh4dSH0qxT2hI1P1M0p4/Jicn49mzZ6LWU6NGDUGy6r1799T67r9+/Rpv376VTzs5OYkeytYQ+pU5ibG+A6DMnTp1ClevXhXMy8qTZulRfFJCTIl1Rc7Oznjz5o1gmWXKlMlyXGFhYWq1ef36tWA6OjpaZZlx0i/F8c41GTOdiPTEsijQaTuM/S/D7Oo8SMNfZt7G7ypk6xshsUI3xP8wBTIbJ93HSbkCjxdERLlbcnKy/OLctyEekpOT1U5CUbzAl5ULfpQ7HT9+HLI01Z4dHBxQoEABrX5XUlJSBNNpv99iSCQSjB07FpMmTZLP279/P/bt25flBLhTp04pPfzp6uoKV1fXLC0XSE38URw2T9X/LXaeGNpcVkbOnDmDmzdvyqcrVaqEGjVqZLiukSNHYsWKFfKqP9HR0Rg9erRGw6glJydj2LBhgvXly5cPffr0Ufv/lSlUO9fVflJxqLCKFStmuC7FuFJSUrQe27hx43DgwAH59Lt377BgwQIsWLAAgHrvRXR0NMaOHSuYV758ebRo0SLD5dSrV08w7enpKXq9DRo0wJ07d+TTW7duRaNGjUS1PXfunNLNllKlSola94MHDwSVeBo0aGBwx1ddfF/U1alTJ5w4cUI+feDAAaXvSHr+/fdfwfS3G+va/J+0uY1puqzFixcrJbtMnToVU6ZM0cr/6uLighYtWggSymfOnInOnTurXZQAANasWQNPT0/BvPHjx2caa/369eUJ3pGRkfDx8RF1f0RxuXFxcaLel/j4eKVCDzKZTK33VPH//OGHH/S6TTk4OGDChAmYMGECPD09sXPnTvzzzz9KVa0+fvyI1atXY/Xq1Shbtix69+6N3r17a30YX8X3IikpCdevX8euXbtw4MCBDIfmdXV1Rd++fdGnTx8ULFgw3WVmF8V+qib7AkPYn/z7778YNmyYoH2vXr2wevVqrby39vb26Nu3LzZu3Cift3r1avTq1Usp8V6MEydO4PDhw4J5o0aNgkQiUStexddm9H5JJBK0a9dOkNC1f/9+0RWO0iZFAUDDhg31ul/QRp9XnWXY2tpi4MCBWLlypXze0qVL0blz5ywn2qo6J9MkmUXVcN1NmigXV8gt52Tr1q0T9GfbtGkDR0fHDNelqv8/Y8YMLF26VO31i+n/a3pNShfvl0wmE/RNAcM5J+vTp498+sGDB1i5cqXofnNa79+/x++//y6Y16pVK5QrVy5LcavbjxIrLi4OFy5cEMxzdXXNcF0//PCDYD9+7949paHaVbGwsED16tXlDxDExMTgn3/+yTDBNa1NmzYJptU5Big+tFC/fn2tvJ/Jycny7+i3/kxUVFS6Q2GLlZUEXm1gsp6Bi4iIwLBhwwTzOnfujFq1aml9XYpfRisrK7WXodhGG19wDw+PLD9FfvfuXb2PxU6Z0+dTcESkOUmRaShqeQUuwYdgnpRxYrQEMpg+OwCj58fg69gGrwq0Q7KUT+WTeni8ICLKXSQSCRwcHACkVpMBUs8ls3rBJSYmJsuxUe4RGxuLWbNmCea1bNlS6w8BKA5NGRsbi6ioKLWW0bdvX+zZs0dQ0WLQoEGwsLBAgwYN1I5JJpNhzZo1mDNnjtoPQ4r19etXUf+nqvdb3fdHF8tKT3h4uNKNgzlz5mS6Hnt7e0ydOlWQmHL06FFMnjxZraHZZDIZRo0apXTB+++//0ZycrLa/6/iRXJtv18AcPXqVZw7d04wr3nz5hmuS3Eow4SEBK3HVrFiRfTv3x/bt2+Xz1u7di3Kli2LAQMGiD5mxMfH46effhJURZBKpVi6dGmm10G/VST4NizilStXRP+fPXv2xJIlS+Q3KPbs2YNBgwahatWqGbZLTk7GlClTBPP69Okjer2KlTTr16+vk++NutImnOji+6Kuli1bwt7eXj7k082bN3Hq1KlM99kfPnxQGhK2Q4cOWv9/VCWCaboOTZa1detW/Prrr4J5Q4YMwa+//qrV/3XhwoW4efOm/PgQFRWFtm3b4uTJk4IKU5m5cOECJk+eLJjXvHlztGnTJtN4GzZsKKjGev78eUGSVnoUh0//77//0Lhx40zbzZw5U6mijLrHh7SVNx0cHFC6dGm9b1PflCtXDvPmzcPMmTNx9uxZ7NmzBxcuXFAazvPly5eYNWsWZs+eLU+q0pVu3bopDcWYVt68edG1a1f06tVLUBXVEN5TxeHzNNkXaPOYrcmyzpw5gwEDBgiOA+3atcOKFSu02q//9ddfcfz4cfl9xeTkZHTp0gWnTp1Sayj5J0+eoF+/foJ5FStWxKBBg9R+32JjYwXTmb1fvXr1EiR5rF+/HoMGDcp0SNvz588LknilUilatWqVrd/htJ9vSkpKlr+nYs9V0po4cSKOHDki77clJyeja9euOHjwoEYPOyUmJmLu3Lk4duyYRkNSKsrKuZDid0mT91gXy0qPn5+f4BzKxMQEM2bMyHQ9qvr/K1euRIkSJdQqiqRp/z+984usfr/F2LVrl9Iw902aNMlwXdrsL6anbdu2aNasGS5evCifN3XqVDg7O6NVq1ail/P582e0b99eUKjJ2toaCxYsyHLMmpxni7FgwQJBgr+lpSVq166d4boUH/b677//0LNnT1Hr6927t+A6wqxZs9C6dWtB1VBVAgMDsWrVKsG8Xr16iX5P0lZ8NjY2Rs2aNbXyfiYnJwuS9ADg2rVrSkmm6vq2j9cXDoNrwFJSUtCnTx/BMBl2dnaCTH5tUjygaDKkgYWFRYbLJCKi3EcmkSIgf1NcrLAILxw7IllikmkbY1kCyn04iubPJqPYx0uALCXTNkREREREM2fOVBp6JjOfPn1Cr169BFX4pVIpRowYoe3wtMLExASbN2+Gra2tfF50dDR69OiBDRs2KN2gzsjTp0/RoUMH/P7772q1y61CQ0Px5csXUa8NCgpC165dBSNIdO/eXWXFClUmTJigdHF92bJlmDJliqibyZ8/f8aQIUOwd+9ewfyePXuia9euomLQ1KtXrzB37lx54pFYN27cULohXaNGDaX3QV8WLFiA0qVLC+ZNmjQJixcvFrV9vH//Hj/99JPSkLITJ04UPaxsy5Yt5b8HBQUJvl8ZKV26tOAGVkpKCvr164f379+n20Ymk2Hs2LGCoTitrKxEV1QAIBhu19LSUqOE4e+Bra0tJkyYIJg3YsSIDG/+xMTEYPDgwYJ9kq6HRdSH/fv345dffhHM6927t06GEyxVqpS8WuY3z58/R4cOHeDt7S1qGXv27EG/fv0Eyff58+fHmjVrRLVv1qyZ4IGTa9euiWqnWJxh27Ztme4ftm7dmqWhfgEgLCwML168kE83b97cIIdYNzU1RYcOHbB37148e/YM8+fPVzlMrkwmE32c15SqSnrGxsZo1aoVtm/fjufPn2PRokWCRD3SjuvXr8Pd3V2QiNW0aVNs2bIFxsbarU2TN29eeHh4CLaHoKAgdOjQATdu3BC1jDNnzqBr166CZBJzc3Ns2LABpqamWo1Xlbp16wr6HRERERgyZIhS0mZab968UXpQpVOnTihRooTO4jRUdnZ22LJlC0xM/nevIyQkBO3bt8eBAwfUShC5ceMGmjRpgtWrV2c5sSQ3ePv2regHZV68eIFOnTohIiJCPm/MmDFwcXER1d4Q+v+aunHjBlasWKH2g6hHjhwRVOoHUgtBiR3GVJckEgnWrFkjSBpOTEzEgAEDsH37dlHbx4sXL9C5c2elvt3ChQtRsmRJrcec1pEjR7Bt2zalhOCMyGQyrF+/XmmY9m8PZGakaNGigu962nOzzPTo0QMFChSQTwcFBcHd3V3pAdO0vnz5gt69ewu+c5UrV0bDhg1FrTMpKUlQDb527dqws7MTHfP3iMl6Bmzy5Mk4ffq0YN769es1KtsuhmIHTZPOopmZmWBaMaOeiIhyrySpBXycu+NChUUIzPuDqDbmSV9Q9e1WNPH5DQ6RT3QcIRERERHldJcuXUKzZs3QvHlzrFmzBk+fPlV5oVQmk+Hly5dYtGgRatasqXRxfcSIEVoZ/lVXihUrhm3btgku3sbHx2Pq1KmoV68e1q5di1evXqls+/79e2zZsgXdunVDo0aNRN9Q/B48ePAArq6uGDduHC5cuKDyCW8/Pz8sXrwYderUwZMn/ztHKVmypFrJJUZGRti8ebPSDYONGzeiXr16WLduncpRIAIDA7F8+XLUqVNHadjcmjVrKl3k14W4uDgsW7YMFStWxMCBA3H06FHBw8RpxcbG4vLlyxg8eDA6dOggSJIwMzPDokWLDCbxw9LSEjt37kT+/Pnl81JSUjB//nw0btwYO3bsUJmg6OPjg/nz56Nu3bpK+5K2bdsqVa7LSPfu3QXTGVVnUrR48WLBzY63b9+iUaNG2LVrl1IC6L1799C+fXvs2bNHMH/u3LlwcnIStb7o6GhBolGbNm1gaWkpOt7vzZAhQwTDnb5//x4tW7bEP//8I7junpKSgqtXr6J169aC/bNEIsHy5csFSQE53eXLlzFy5EhBBZmyZcuiS5cuuHLlCi5fviz659GjR6LW2a9fPwwaNEgwz9vbG02aNMHkyZOVKpUCqYmThw8fRocOHTBq1CjBPQ1LS0ts27ZNcLMzIwUKFBDc0Dx//ryoG7olS5ZEzZo15dNRUVFo164djhw5opRM8PTpUwwcOBATJ06ETCZDuXLlRMWmyunTpwU3xhX3UYbIwcEBI0eOxLVr13D16lUMHz5csF/PTq6urpg3bx6ePXuGf/75Bx07dsyWJKzv0bNnz9CrVy/B/tTR0RGDBg3CzZs31dqf3L59W9Q6mzRpgtmzZwvmvX37Fh06dMCwYcNw5coVpUpUiYmJOHv2LPr27Yuff/5ZMHyzVCrF6tWrUb58ec3fCDXNmTNHcD5x6dIltGnTBtevXxds+7GxsdizZw9atWol6J/mz58ff/zxR7bFa2jc3NywYsUKGBn9L53i2wM1zZs3x9atWwVDs6bl6+uLNWvWoGXLlmjfvr3opPHvwenTp1GpUiVMmzYNN27cUJlL4O3tjZkzZ6Jhw4aC97hmzZpK1W8zYgj9f019/vwZs2fPRoUKFTBmzBicOXMGoaGhKl8bFRWFU6dO4ccff1RKyLK3tzeo7djR0RHbt28X7Jvi4uIwfvx4tG3bFgcOHFD5cNuDBw8wbdo0NGzYUKk65eDBgwXD6+pKcHAwJkyYgEqVKmHq1Km4fPlyug+4RUREYP/+/WjdujV+/fVXwT63WLFior9DaftmQUFBePjwoah2lpaWWL58uWDehQsX0KxZM1y6dEmpUvmxY8fQoEEDwYNepqamoh9YAVKTCdMmqOeEfqW+cRhcA7Vy5UqlMdOnTJkiurSlJhQr6WWUWZue+Pj4DJepiZEjR6r9ROHr16/RuXNn+XStWrWytQNM4nz9+lUwlGGtWrU0Gn6ZiAxRN0SHPIX5lT9g/O5Wpq+2jXuHer6LkVSsEeIazkCKA/fZ9D88XhAR5W7JycnyykDfLoJbW1urXR0hOTlZ8PSnpaVllofSJcPz7TO9f/++fJhYU1NTFCpUCHny5IGJiQmio6Px9u3bdIfa6NevH5YuXSq46aItijdoLSws5MM7q6tjx444c+YMfvrpJwQHB8vnv3r1CtOnT8f06dNhZ2eHAgUKIE+ePPjy5QuCg4PT/b8LFiyocSyZsbKyErVsVX04TWPSZFkWFhb4+vUrduzYgR07dkAikaBYsWLInz8/EhMT8eHDB6XhBIHUJIqzZ8+qNezZt3guX76Mrl27CoYTCwwMxLRp0zB9+nQUKFAATk5OSElJQVBQED5+/KhyWa1atcLevXsFFRfVpbhPTO/9+paQ9S2B5fDhwwBSb/QUKFAAtra2SE5OxufPnxEQEKB0oxpITdQ7cOCAqEpsislJpqamOvuu1qxZE5cuXUKnTp0EVau8vb0xbtw4TJw4EY6OjihYsCDi4+MRFBSU7g2Y/v37Y+3atWolZjRv3hwlS5aUr/vUqVOYPn26qLYuLi7YsWMHfvzxR/k12PDwcIwZMwZTpkxBiRIlYGFhgbdv36q8kefu7o5x48aJjvXs2bOCpIj+/fvr7HNRV9r9ty6/L+qwsbHBwYMH0aRJE3lyRkhICEaMGIFJkyahZMmSMDU1RUBAgCB545u5c+eiS5cuOolNcds3NzfX+D1TZ1kPHjxQOVypJjfuGjZsKBhWKyPr1q2Dg4MD/vzzT/m8xMREbNq0CZs2bYKNjQ2cnZ1hY2OD0NBQBAcHq0yoc3BwwIEDB/DDD+IeSP2mf//+uHTpEoDUG+2enp6C6lbpWbJkCZo1ayaP5cOHD3B3d4e1tTXKlCkDIyMjvHv3TnCcsrKywq5duwSJflKpVPTne+bMGfnvTk5OaN++fY7qP9erVw/16tXDsmXLcPr0aWzfvh02NjZa3SconmMULFgQY8aMQb9+/XJc9TzF+3Wa7Au0ecxWZ1k+Pj5KfdyQkBD07t1b7fUWK1YMvr6+ol47Y8YM5M2bFxMmTJDvz2QyGfbt24d9+/bBwsICzs7OsLe3R3h4OIKCgpTukwKp2+r27dsF9y3VpViBScx7X7NmTWzcuBH9+vWTJ2Y8evQIHTp0QL58+VCsWDEkJCTgzZs3StW7LCwssHv37iwlBGsq7XHeyMgoy99TsecqqgwdOhSOjo5wd3cXJKE8ePBAXvE9b968cHBwgK2tLSIiIhAcHJxuNbRvx5+sysp5leJ3SZP3OCvLMjc3R0REBNatW4d169ZBKpWiRIkSyJMnD+Li4hAcHKyyr1SjRg2cOHEi06GcFX3r/3fu3Fmw7Wu7/y/2mpTY7/e39/bLly/YtWuXfFhrBwcH5M+fHzY2NkhMTERERAQCAwNVVqXLkycPzp49KypHQpv9xcy0bt0ap0+fxo8//ig4b7l9+zZu374NY2NjODk5wdHREVFRUQgKCkr3Osevv/6KP/74Q2sPiGXUj/pWtCokJAQbNmzAhg0bAKT2ofLmzQtra2vExcXh48eP6VZAL1q0KC5evCj6ASp3d3fMnz9f/vmePXtWdKW7H3/8EV5eXoLK015eXujatSvs7e1RrFgxJCcnw9/fX+n9NTIygoeHB+rWrStqXQBw7tw5+e9mZmbo06eP1r5DSUlJ8m3n2zJdXFyy3G99/vx5lmPLCibrGaA9e/Zg/PjxgnkDBgwQnFzqguIY1RmVQk6PYvZ7ZuNei1GgQAHRT66lx9raOksXMyl7WFlZ8XMiyk1sfwBKnwZengHO/Q6Eq678kZZxwBVY77oGVOsDNPkNsHHMhkApp+Hxgogod0lKSlK6uCKVSrN8wUUby6CcISEhAX5+fpm+ztbWFn/++SeGDx+us0pfigmAWf0eNmzYEE+ePMGUKVOwfft2wdPPQOqF+8yGe7OyssKkSZMwZcoUnW0TYv9PVa/RNCZNlqX4d5lMBn9/f/j7+6fbpmPHjti8ebPGVXuKFCmC69ev448//sDixYsFN3BlMhlCQkJUJgh+Y2Njg9mzZ2P8+PFZTjBV/N6n936lN//Tp0+ihsatUaMGNm7ciKpVq2oUl5GRkU733xUrVsS9e/cwadIk7NixQ7BdJScnIygoCEFBQem2L1CgABYvXoy+fftqtP4RI0bIK4LcuXMHfn5+SsNzpadjx444e/as0o2t2NhYPHv2TGUbqVSKKVOmKA0Pmpndu3fLfy9RogTatWunkyTnrNL190UdlSpVwuXLl9GlSxfB0OsxMTGCKhVpfatYMXjwYJ3Fpc1tTJ1lafP7IpFI1Ip54cKFaNy4MUaOHKk0nGxUVJRg6FdVunbtilWrVsHZ2VntWHv27IlffvlFnny9Z88etGnTJtN2DRo0wMaNGzFkyBBB8mB0dLTKKir29vY4dOgQatSoIZgv9r0KCQnB+fPn5dNDhw7NsVXhpFIpunTporOE17T+/fdfg9nnqEtxm9RkX5Ab9ieAev3P0aNHo3bt2hg6dKhSlc/Y2NhME/8aNWqE9evXZznpTTFmse997969YWZmBnd3d0RHR8vnh4eHq0yIAlITTw4fPozatWtnKWZtyer3NKvnZF27dkX16tUxfvx4HD16VOnvERERgmFaVcmXLx9+++03jBo1Siv7kKycV+n7nExxe05OThb0mxRJJBIMGjQIy5cv1/gB/ooVK+L+/fuYOnUqNm7cmC39/6ycIwPp7/fCwsIQFhaW6XJbtGiB9evXix7GOrvPyRo1aoRHjx5hzJgxShXlk5KS8Pbt23QrVwKp5yceHh5o3bq1VuPKqB+V3mcSHBwseMAyPT///DNWrFgBBwcH0fGULFkSbdu2lVdk/+eff7BgwQLRx8X58+fDwcEBU6dOFRTqyujc3tbWFlu3bkXXrl1Fx5mQkID9+/fLp3/66SetVj6WyWTy7+i3z8fGxkbtB70VaSOXKSsM7+z6O3fixAn0799fkP3ctWtXbNq0SedDRih+GVWVGM2MYht9f8GJiEjPJBKgXBtg5C2g7WLAUsRTT7IU4MEOYGU14MrfQIL6xyMiIiIiyp327t2Lv/76C82bNxeVvC+RSFC5cmUsWrQIr1+/xogRIwxmSE6x8ufPjy1btuDly5eYPHmyqIvtZmZmaNSoETZu3Ijg4GDMmTOHlYkBVKlSBSNGjMi0Qp5UKkWrVq1w9uxZHD16NMsXmc3MzDBv3jz4+vpi2rRpKF68eKZtXFxcMG/ePPj7+2PixInZmiTl6uqKM2fOYOzYsahcubKomzQWFhbo1KkTjhw5gtu3b4tO1NMXOzs7LFu2DHfu3JFXTMmIRCKRD4Xm5+encaIekDpM07ftUSaTYfPmzWq1b9SoEV6/fo3p06dnmEhkbm6Ozp074+HDh2on6gUHB+PUqVPy6TFjxhhkop4hqlixIp48eYJ58+ZlWDHD2toaAwYMwMuXL3WaqPc9a9WqFXx8fLBt2zY0atQo032ZnZ0d+vfvj3v37uHgwYMaJeoBqdvesGHD5NMHDx7E58+fRbXt378/rl69mmHFFHNzcwwcOBDe3t5o3LixRjECwPbt2+WVwkxNTTF8+HCNl0WU29WsWRMPHjzAoUOH0LZt20wTWy0tLdG9e3dcuHABly9f1kt1urS6d++O58+fY8iQIRkOae/k5ITZs2fj5cuXBpOoZyiKFy+OI0eO4OHDhxg5ciQKFiyYaRsrKyu0adMG//zzD96/f4/x48fnquHuNdW4cWP0798/0/fQzMwM3bp1w+3bt7Fx48Ysn8/a2dlh3bp1eP78OcaMGZOt/X9NtGzZEocOHcKQIUNQrlw5UdcxbG1t0atXL1y8eBHnzp0TnainL05OTjhw4AA8PT3h7u6OPHnyZPh6qVSKhg0bYuvWrXjx4oXWE/Uy4+7ujt27d6Nv376izumB1Os5w4YNw71797Bnzx61EvW+SVvkKyAgQPCwhdj2z58/R58+fTLM3cmXLx/GjBmD169fq5WoBwBHjhwRjBKgTkX375lEpqomJunFpUuX0LZtW0FFuxYtWuDEiRPZ8kTT+vXrBSdk30qQqsPCwkIQ/4sXL1C2bFmtxSiWt7c3KlasKJ/28vKCq6trtsdBGYuMjJQPCQAATZo0YaUkotwu7gtwbQlwex2QrDwkgEqW+YAag4CagwCbzE+CKffh8YKIKHdLSkrCq1fCCrxlypTRaBjctMM22NjY5NiqFyROSkoKXr16hdevXyMwMBCRkZFITEyEjY0N7OzsULx4cVSvXj1b+w2zZ8/GnDlz5NOXLl3K0o309Lx79w5PnjxBQEAAvnz5guTkZNjZ2SFv3rwoU6YMqlSpkmOr42SX9+/f4/Hjx/D398eXL1+QkpICOzs7lClTBrVr1870RkFW+fn54fHjxwgMDERUVBQkEglsbW1RvHhxVKtWDYUKFdL6Ohs3bowrV67Ip8VeFv769SuePXsGX19fhIaGIjo6GkZGRrCzs4O9vT1cXV1RoUKFHLXPVXXMePnyJby9vfHu3TtER0dDKpUiT548KFmyJNzc3LRaGeCXX37BkiVLAKRW6ggMDJQPq6SuR48ewdvbG6GhoYiPj4eDgwOKFCmC+vXrZ3hDPiNz587FrFmzAKQO7ebn58dzMA2kpKTgwYMHePLkCUJCQmBkZAQHBweUKlUKdevW5X46m0VGRuL+/ft4/fo1IiIikJCQAEtLSzg7O6N8+fKoVKmS1vZjISEhKFmypHw4vKVLl2LChAlqLcPf3x83btxAcHAw4uPjkSdPHpQrVw716tXTeNv+JiUlBeXKlZNXMho0aBA2bdqUpWXmVrnpHGPbtm1wd3eXT2/duhUDBgzQX0A5WGxsLO7fv49Xr14hLCwM8fHxMDc3h6OjI8qVK4dq1appfR9/+fJlNGnSRD49a9YszJ49W+3lxMbG4tatW/Dx8cGnT59gYWEBBwcHVK5cGVWqVNFixJorXrw4AgICAKQOW5xRFWxVBgwYgO3bt8un/fz8RCfWqMPX1xdeXl54+/YtoqKiIJPJkCdPHuTNmxcVKlSAq6trjt1fZJc3b97Ay8tLfj4PpPY9y5Urh9q1a2f5eJeZ58+fa63/L/Z4oen3+/Pnz3j27Bn8/PwQGhqKr1+/wtTUFHZ2dsiXLx8qVaqEsmXL5riHE9NKSUnB06dP8ezZMwQFBSEmJgampqbImzcvSpUqhRo1aujknCTte9aoUSNcvnxZVLuwsDA8f/4cfn5+CA8PR0xMDMzNzWFnZwcHBwdUrVpVa/ueGjVq4P79+wBSq62rqvIpRkJCAm7evAk/Pz+EhYXByMgIBQoUQNmyZVGrVi2NH9Bq2rSp/B5es2bNcOHCBY2Wkx5tXTtWpO+cIg6DayDu3LmDjh07ChLd6tWrh8OHD2fbSbvikx2BgYFqtQ8NDRXEb2pqipIlS2olNiIiyiXM7YAWc1OT7y7OBbwOZN4mJhy4+jdwfRlQsRtQZwTgXFXnoRIRERGRYTMyMkK5cuX0XqlCHwoXLozChQvrO4wcrVChQjpJiBOrRIkSBl/p4BsrKyvUrFkTNWvW1HcoOlW+fHmUL18+W9Y1ZcoUrFu3Dl+/fkVoaCi2b9+OoUOHarSsqlWrarWSYWxsLFavXi2f/uWXX5iopyEjIyPUqFFDaZhS0g9bW1s0adJEkOyiK46Ojhg1ahQWLVoEAFi+fDnGjBmj1g3F4sWL6yS5BAAOHTokT9QzNTXF77//rpP1EOVWFhYWqF+/PurXr6/vUNRmYWGBpk2bomnTpvoOJccrVaoUSpUqpe8wcrSSJUvqNZcgO/v/WZUnTx7Uq1cP9erV03coOmNkZIQqVaoYTOJwZhwcHODg4JBhRWRtmTt3Ltq1awcAOH78OF68eKHRtTBTU1M0btxYqw+Venp6Copt/PHHH1pbdm7H2vUG4MmTJ2jTpg2io6Pl86pVq4ZTp05l6xAlLi4ugmlfX1/B2NWZef78uWC6VKlSWc5mJSKiXMq+GNB9MzD4IlCkjrg2KYnAk3+ADY2ArW2B58eBlGTdxklERERElAVNmjSBRCIR/KhbGYJIEwMGDFD67qWtqkf6VaBAAcHQQIsXL0ZysmGc327ZsgVhYWEAUuMcM2aMniMiypmmTJkiT3QNDAzE3r179RzR//z999/y3wcPHpzp8PCUO7m7uyv1FcRWEyLd8vf3V/pssiPR2BAFBAQovRfqJpmUKFFCaRlE2aFx48ZK371vVfVIP4oXL54j9wdt27bFDz/8ACC1Qn7avpy+/fXXX/Lf27Zti7p16+oxmpyFyXp69uLFC7Ro0QKfPn2SzytfvjzOnj0LOzu7bI2lYMGCgvHh4+Pj5eU0xbhx44ZgWptPdBIRUS5VuAYw8Azw407AXo2qEgE3gH/7ACurArfWpA6vS0RERERERJRDTJs2Dc7OzgCAV69eCYZr05fY2FgsWLBAPr1gwQJYW1vrMSKinCt//vzy4aQBYM6cOUhMTNRjRKmOHDmCe/fuAUit0jNnzhw9R0REREREmVm+fLl8mNodO3bg5cuXeo4IePjwIQ4ePAgAMDExwZIlS/QcUc7CZD09CggIQPPmzREaGiqfV6JECZw/fx4ODg56ielb+cxvzp8/L7qt4ms7dOiglZiIiCiXk0iACh2BUXeBVgsB8zzi234OBM5OB5a6Aqd/BSLe6CxMIiIiIiIiIm2xtrYWVESYPXs24uLi9BgRsGLFCgQFBQEA3Nzc4O7urtd4iHK6MWPGyIfX8/X1xYYNG/QaT0pKCn777Tf59Jw5c5A/f349RkREREREYtSoUQMDBw4EACQlJWHGjBl6jij1ATSZTAYAGD16tNJInpQxiezbu0fZKjg4GA0aNICvr698XqFChXDt2jWUKKFGZSEtO3bsGDp16iSfLl68ON68eZNpCVBfX1+UKVNGvjGamJggLCws26sDfuPt7Y2KFSvKp728vODq6qqXWCh9kZGRgjHMmzRpIh8agIi+YzERwPWlgOdWICE689cLSIBybYE6I4Di9VMTASnH4/GCiCh3S0pKwqtXrwTzypQpA2NjY7WWk5ycjKioKPm0jY0NpFKpVmIkEuvNmzd48ybjB0jq168Pc3PzbIqIvlfPnj2TJ12lp3nz5tkUjeHhMYOIiMTITceL4OBgeHt7Z/gaNzc32NvbZ1NElJ64uDhcv349w9eULFkSJUuWzKaIsteNGzcQGxub7t/t7e3h5uaW7t/ZDyZ9UHW8ePTokWB0RUUWFhbyoU0pe2R1/0L6oa1rx4r0nVOUtehJIxEREWjRooUgUc/BwQHnz5/Xa6IeALRq1QqFCxfGu3fvAAD+/v7YunWrPEs3PbNnz0bavM9u3brpLVGPiIhyOMu8QMt5QMPJwMPdwJ11wOcAkY1lwIuTqT8FKwF1RgIVuwHGZjoNmYiIiIgIyN03zShnqVChAipUqKDvMIiIiMhAODk5wcnJSd9hkAjm5ubfdTJZVpOX2A8mQ8GkL8PD5EgyJBwGN5tFRUWhdevWgqdX8uTJg3PnzsnLoWuLv78/JBKJ4Mff3z/DNmZmZkolM3/55Rc8e/Ys3TZ79uzBrl275NNSqRRz5szJUuxEREQwtwPqjgTGPgR67gKKqdmJ/vAUODICWFYRuPwXEB2mmziJiIiIiIiIiIiIiIiIiIhEYGW9bNaxY0fcu3dPMG/ixIn4+PEjLly4oNaydFWOetCgQVi9erU8ofDTp09o0KABli1bhl69esnLSUZERGDZsmVYsGCBoP2wYcNQtmxZrcdFRETfKSMpUL5D6k/Qo9RKe08PACmJ4tp/DQUuLwCuLQYq/QjUGZ5adY+IiIiIiIiIiIiIiIiIiCgbMVkvm12+fFlp3syZMzVa1qVLl9C4ceOsBaSCiYkJ9u/fj/r16yMiIgJAamJe//79MWrUKJQqVQqxsbHw8/NDYqIwUaJWrVpYvHix1mMiIiICADhXBbqsA5rPBu5tBjw3AzHh4tomJwCPdqX+FG8A1B0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      "text/plain": [
       "<Figure size 3000x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 4: Reaction rate density history at start-up.\n"
     ]
    }
   ],
   "source": [
    "'''Reaction rate density'''\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "quant = stg.r_vec_history() # mole/m^3-s\n",
    "\n",
    "quant.plot(title='Reaction Rate Density @ %2.1f C Start-Up'%unit.convert_temperature(stg_temperature,\n",
    "           'K','C'), x_scaling=1/stg.flow_residence_time_avg, x_label=r'Time [$\\bar{\\tau}$]', y_label=quant.latex_name+\n",
    "           ' ['+quant.unit+']', legend=stg.rxn_mech.reactions, show=True, figsize=[10,3], error_data=False)\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Reaction rate density history at start-up.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 6: Reaction rate density history at start-up.\n",
      "Time [min]      r [mM/s]\n",
      "             r0      r1      r2\n",
      "t [min]                        \n",
      "0.00     1.0955  2.6403  0.4865\n",
      "0.06     0.9820  2.2626  0.3985\n",
      "0.12     0.8889  1.9681  0.3330\n",
      "0.18     0.8122  1.7365  0.2836\n",
      "0.24     0.7490  1.5533  0.2459\n",
      "0.30     0.6966  1.4076  0.2169\n",
      "0.36     0.6532  1.2912  0.1944\n",
      "0.42     0.6171  1.1980  0.1770\n",
      "0.48     0.5870  1.1231  0.1633\n",
      "0.55     0.5620  1.0627  0.1527\n",
      "0.61     0.5411  1.0141  0.1444\n",
      "0.67     0.5235  0.9748  0.1378\n",
      "0.73     0.5088  0.9430  0.1327\n",
      "0.79     0.4965  0.9173  0.1287\n",
      "0.85     0.4862  0.8964  0.1256\n",
      "0.91     0.4774  0.8795  0.1232\n",
      "0.97     0.4701  0.8658  0.1213\n"
     ]
    }
   ],
   "source": [
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Reaction rate density history at start-up.')\n",
    "print('Time [min]      r [mM/s]')\n",
    "import pandas as pd\n",
    "col_names = [f'r{i}' for i in range(len(stg.rxn_mech.reactions))]\n",
    "time_name = 't [min]'\n",
    "df = (quant.value.apply(pd.Series).mul(1)\n",
    "       .rename(index=lambda i: round(i/unit.min,2))\n",
    "       .set_axis(col_names, axis=1).rename_axis(time_name)\n",
    "       .round(4))\n",
    "print(df.to_string(max_rows=20, min_rows=20))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Species Generation Rate Density\n",
    "\n",
    "This quantity is on the basis of mixing volume so all species generation values can be compared."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3000x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 5: Species generation rate density history at start-up.\n"
     ]
    }
   ],
   "source": [
    "'''Species generation rate density'''\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "quant = stg.g_vec_history() # mole/m^3-s\n",
    "\n",
    "quant.plot(title='Species Generation Rate Density @ %2.1f C Start-Up'%unit.convert_temperature(stg_temperature,\n",
    "           'K','C'), x_scaling=1/stg.flow_residence_time_avg, x_label=r'Time [$\\bar{\\tau}$]', y_label=quant.latex_name+\n",
    "           ' ['+quant.unit+']', legend=stg.rxn_mech.species_names, show=True, figsize=[10,3], error_data=False)\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Species generation rate density history at start-up.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 7: Species generation rate density history at start-up.\n",
      "Time [min]        g [mM/s]\n",
      "             a0      a1      a2      a3      a4\n",
      "t [min]                                        \n",
      "0.00    -9.2949  1.0955 -7.8355  2.6403  0.4865\n",
      "0.06    -7.8984  0.9820 -6.7028  2.2626  0.3985\n",
      "0.12    -6.8231  0.8889 -5.8240  1.9681  0.3330\n",
      "0.18    -5.9866  0.8122 -5.1359  1.7365  0.2836\n",
      "0.24    -5.3306  0.7490 -4.5931  1.5533  0.2459\n",
      "0.30    -4.8128  0.6966 -4.1623  1.4076  0.2169\n",
      "0.36    -4.4020  0.6532 -3.8188  1.2912  0.1944\n",
      "0.42    -4.0748  0.6171 -3.5439  1.1980  0.1770\n",
      "0.48    -3.8132  0.5870 -3.3232  1.1231  0.1633\n",
      "0.55    -3.6037  0.5620 -3.1456  1.0627  0.1527\n",
      "0.61    -3.4354  0.5411 -3.0023  1.0141  0.1444\n",
      "0.67    -3.3002  0.5235 -2.8866  0.9748  0.1378\n",
      "0.73    -3.1912  0.5088 -2.7930  0.9430  0.1327\n",
      "0.79    -3.1035  0.4965 -2.7173  0.9173  0.1287\n",
      "0.85    -3.0327  0.4862 -2.6559  0.8964  0.1256\n",
      "0.91    -2.9756  0.4774 -2.6061  0.8795  0.1232\n",
      "0.97    -2.9296  0.4701 -2.5657  0.8658  0.1213\n"
     ]
    }
   ],
   "source": [
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Species generation rate density history at start-up.')\n",
    "print('Time [min]        g [mM/s]')\n",
    "import pandas as pd\n",
    "col_names = [f'a{i}' for i in range(len(stg.rxn_mech.species_names))]\n",
    "time_name = 't [min]'\n",
    "df = (quant.value.apply(pd.Series).mul(1)\n",
    "       .rename(index=lambda i: round(i/unit.min,2))\n",
    "       .set_axis(col_names, axis=1).rename_axis(time_name)\n",
    "       .round(4))\n",
    "print(df.to_string(max_rows=20, min_rows=20))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Steady-State Simulation\n",
    "\n",
    "Pick up from where it left from the past `run()` and continue to the fully developed state of 5 flow residence time. This demonstrates how to continue a simulation from where it was interrupted. Note that the state of the system is automatically used as the initial condition for the next `run()`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "end_time += 4 * stg.flow_residence_time_avg\n",
    "time_step = 4 * stg.flow_residence_time_avg / 10\n",
    "show_time = (True, 10*time_step)\n",
    "\n",
    "stg.time_step = time_step\n",
    "stg.initial_time = stg.end_time\n",
    "stg.end_time = end_time\n",
    "stg.show_time = show_time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "scrolled": true,
    "tags": [
     "scroll-output"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[13917] 2025-12-02 13:51:56,791 - cortix - INFO - Launching Module <solvex.stage.Stage object at 0x7f79dd878a50>\n",
      "[13985] 2025-12-02 13:51:58,019 - cortix - INFO - Stg-1::run():time[m]=1.0\n",
      "Total mass rate density (mixture volume) residual [g/L-s]= -9.02056e-17\n",
      "total mass inflow rate [g/min]   = 6.710e+02\n",
      "total mass outflow rate [g/min]  =  6.711e+02\n",
      "\t net total mass flow rate [g/min] = 1.041e-13\n",
      "[13985] 2025-12-02 13:51:58,127 - cortix - INFO - Stg-1::run():time[m]=4.6 (et[s]=0.1)\n",
      "[13917] 2025-12-02 13:51:58,300 - cortix - INFO - run()::Elapsed wall clock time [s]: 6.49\n",
      "[13917] 2025-12-02 13:51:58,301 - cortix - INFO - Closed Cortix object.\n",
      "_____________________________________________________________________________\n",
      "                           T E R M I N A T I N G                             \n",
      "_____________________________________________________________________________\n",
      "      ...                                        s       .     (TAAG Fraktur)\n",
      "   xH88\"`~ .x8X                                 :8      @88>\n",
      " :8888   .f\"8888Hf        u.      .u    .      .88      %8P      uL   ..\n",
      ":8888>  X8L  ^\"\"`   ...ue888b   .d88B :@8c    :888ooo    .     .@88b  @88R\n",
      "X8888  X888h        888R Y888r =\"8888f8888r -*8888888  .@88u  \"\"Y888k/\"*P\n",
      "88888  !88888.      888R I888>   4888>\"88\"    8888    888E`    Y888L\n",
      "88888   %88888      888R I888>   4888> \"      8888      888E      8888\n",
      "88888 `> `8888>     888R I888>   4888>        8888      888E      `888N\n",
      "`8888L %  ?888   ! u8888cJ888   .d888L .+    .8888Lu=   888E   .u./\"888&\n",
      " `8888  `-*\"\"   /   \"*888*P\"    ^\"8888*\"     ^%888*     888&  d888\" Y888*\"\n",
      "   \"888.      :\"      \"Y\"          \"Y\"         \"Y\"      R888\" ` \"Y   Y\"\n",
      "     `\"\"***~\"`                                           \"\"\n",
      "                             https://cortix.org                              \n",
      "_____________________________________________________________________________\n",
      "[13917] 2025-12-02 13:51:58,301 - cortix - INFO - close()::Elapsed wall clock time [s]: 6.49\n"
     ]
    }
   ],
   "source": [
    "'''Run system in parallel'''\n",
    "stg.monitor_mass_flowrates = False\n",
    "stg.monitor_mass_conservation_residual = False\n",
    "system.run()\n",
    "system.close() # Shutdown Cortix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''Recover stage'''\n",
    "stg = system_net.modules[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Organic Phase Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3600x1800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 6: Organic phase species history dashboard at steady-state.\n"
     ]
    }
   ],
   "source": [
    "'''Plot organic phase'''\n",
    "# TODO: time axis normalized by phase flow residence time.\n",
    "stg.organic_phase.plot(title='Organic Phase Steady-State', legend='Organic Phase', nrows=2,ncols=3, show=True, figsize=[12,6])\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Organic phase species history dashboard at steady-state.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 8: Molarity history of TBP in the organic phase at steady-state.\n",
      "Time [min] | Free TBP [M] | TBP Monomer [M] | TBP Dimer [M] | TBP Trimer Hexahydrate [M] | balance |\n",
      "  1.33e+00      0.859         4.144e-02        7.991e-02               1.180e-02          +2.220e-16\n",
      "  3.15e+00      0.856         4.280e-02        8.068e-02               1.163e-02          +0.000e+00\n"
     ]
    }
   ],
   "source": [
    "'''Compute molar concentration of TBP species'''\n",
    "import numpy as np\n",
    "\n",
    "tbp_mass_cc_org_history = stg.organic_phase.get_column(tbp_org_name)\n",
    "tbp_molar_cc_org_history = np.array(tbp_mass_cc_org_history)/tbp_org.molar_mass\n",
    "\n",
    "tbp_monomer_mass_cc_org_history = stg.organic_phase.get_column(tbp_monomer_org_name)\n",
    "tbp_monomer_molar_cc_org_history = np.array(tbp_monomer_mass_cc_org_history)/tbp_monomer_org.molar_mass\n",
    "\n",
    "tbp_dimer_mass_cc_org_history = stg.organic_phase.get_column(tbp_dimer_org_name)\n",
    "tbp_dimer_molar_cc_org_history = np.array(tbp_dimer_mass_cc_org_history)/tbp_dimer_org.molar_mass\n",
    "\n",
    "tbp_trimer_hexahydrate_mass_cc_org_history = stg.organic_phase.get_column(tbp_trimer_hexahydrate_org_name)\n",
    "tbp_trimer_hexahydrate_molar_cc_org_history = np.array(tbp_trimer_hexahydrate_mass_cc_org_history)/tbp_trimer_hexahydrate_org.molar_mass\n",
    "\n",
    "time_stamps = np.array(stg.organic_phase.time_stamps)\n",
    "\n",
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Molarity history of TBP in the organic phase at steady-state.')\n",
    "print('Time [min] | Free TBP [M] | TBP Monomer [M] | TBP Dimer [M] | TBP Trimer Hexahydrate [M] | balance |')\n",
    "np.set_printoptions(precision=3, suppress=True, linewidth=100)\n",
    "for t,a,b,c,d in zip(time_stamps[n_startup::5]/unit.min, \n",
    "                 tbp_molar_cc_org_history[n_startup::5]/unit.molar, \n",
    "                 tbp_monomer_molar_cc_org_history[n_startup::5]/unit.molar,\n",
    "                 tbp_dimer_molar_cc_org_history[n_startup::5]/unit.molar,\n",
    "                 tbp_trimer_hexahydrate_molar_cc_org_history[n_startup::5]/unit.molar):\n",
    "    balance = a+b+2*c+3*d - tbp_mass_cc_org/tbp_org.molar_mass/unit.molar\n",
    "    print('  %1.2e      %1.3f         %1.3e        %1.3e               %1.3e          %+1.3e'%(t, a, b, c, d, balance))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 9: Volume fractions of free and total TBP in the organic phase at steady-state.\n",
      "Time [min] | Free TBP vol frac [%] | Total TBP vol frac [%] |\n",
      "  0.00e+00         30.000                  30.000\n",
      "  3.03e-01         25.701                  30.000\n",
      "  6.06e-01         24.244                  30.000\n",
      "  9.09e-01         23.734                  30.000\n",
      "  2.42e+00         23.455                  30.000\n",
      "  4.24e+00         23.453                  30.000\n"
     ]
    }
   ],
   "source": [
    "'''Volume fraction of TBP at start-up'''\n",
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Volume fractions of free and total TBP in the organic phase at steady-state.')\n",
    "print('Time [min] | Free TBP vol frac [%] | Total TBP vol frac [%] |')\n",
    "np.set_printoptions(precision=3, suppress=True, linewidth=100)\n",
    "total_tbp_molar_cc_org_history = tbp_molar_cc_org_history + tbp_monomer_molar_cc_org_history + \\\n",
    "                                 2*tbp_dimer_molar_cc_org_history + 3*tbp_trimer_hexahydrate_molar_cc_org_history\n",
    "total_tbp_mass_cc_org_history = total_tbp_molar_cc_org_history * tbp_org.molar_mass\n",
    "for t,a,b in zip(time_stamps[::5]/unit.min, \n",
    "               np.array(tbp_mass_cc_org_history[::5])/rho_tbp*100, total_tbp_mass_cc_org_history[::5]/rho_tbp*100):\n",
    "    print('  %1.2e         %1.3f                  %1.3f'%(t, a, b))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 10: Mass concentration and molarity history of water in the organic phase at steady-state.\n",
      "Time [s] |   [M]   |  [g/L]  |\n",
      "8.00e+01  2.721e-01 4.901e+00\n",
      "1.89e+02  2.739e-01 4.935e+00\n"
     ]
    }
   ],
   "source": [
    "'''Total water extracted'''\n",
    "water_molar_cc_org_history = tbp_monomer_molar_cc_org_history \\\n",
    "                           + 2*tbp_dimer_molar_cc_org_history \\\n",
    "                           + 6*tbp_trimer_hexahydrate_molar_cc_org_history\n",
    "\n",
    "water_mass_cc_org_history = water_molar_cc_org_history * h2o_aqu.molar_mass\n",
    "\n",
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Mass concentration and molarity history of water in the organic phase at steady-state.')\n",
    "print('Time [s] |   [M]   |  [g/L]  |')\n",
    "np.set_printoptions(precision=3, suppress=True, linewidth=100)\n",
    "for a,b,c in zip(time_stamps[n_startup::5], water_molar_cc_org_history[n_startup::5]/unit.molar, water_mass_cc_org_history[n_startup::5]):\n",
    "    print('%1.2e  %1.3e %1.3e'%(a, b, c))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Aqueous Phase Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 3600x1800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 7: Aqueous phase species history dashboard at steady-state.\n"
     ]
    }
   ],
   "source": [
    "'''Plot aqueous phase'''\n",
    "# TODO: time axis normalized by phase flow residence time.\n",
    "stg.aqueous_phase.plot(title='Aqueous Phase Steady-State', legend='Aqueous Phase', nrows=2,ncols=3, show=True, figsize=[12,6])\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Aqueous phase species history dashboard at steady-state.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Overall Stage Efficiency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3000x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 8: Stage efficiency history steady-state.\n"
     ]
    }
   ],
   "source": [
    "'''Stage overall efficiency'''\n",
    "\n",
    "quant = stg.efficiency_history(mean=True)\n",
    "quant.plot(title='Stage Efficiency @ %2.1f C Steady-State'%unit.convert_temperature(stg_temperature,\n",
    "           'K','C'), x_scaling=1/stg.flow_residence_time_avg, x_label=r'Time [$\\bar{\\tau}$]', y_label=quant.latex_name+\n",
    "           ' ['+quant.unit+']', show=True, figsize=[10,3], error_data=True)\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Stage efficiency history steady-state.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 11: Stage efficiency history at steady-state.\n",
      "Time [min]  Stage. Eff.(+-std) [%]\n",
      "                   \n",
      "                   \n",
      "0.00   0.000  0.000\n",
      "0.06   6.507  0.111\n",
      "0.12  12.589  0.377\n",
      "0.18  18.131  0.711\n",
      "0.24  23.077  1.052\n",
      "0.30  27.417  1.359\n",
      "0.36  31.171  1.611\n",
      "0.42  34.380  1.797\n",
      "0.48  37.096  1.919\n",
      "0.55  39.378  1.982\n",
      "...      ...    ...\n",
      "1.33  49.276  0.855\n",
      "1.70  49.800  0.437\n",
      "2.06  49.947  0.211\n",
      "2.42  49.987  0.099\n",
      "2.79  49.997  0.046\n",
      "3.15  50.000  0.021\n",
      "3.52  50.000  0.010\n",
      "3.88  50.000  0.004\n",
      "4.24  50.000  0.002\n",
      "4.61  50.000  0.001\n"
     ]
    }
   ],
   "source": [
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Stage efficiency history at steady-state.')\n",
    "print('Time [min]  Stage. Eff.(+-std) [%]')\n",
    "time_name = ''\n",
    "import pandas as pd\n",
    "df = (quant.value.apply(pd.Series).mul(1)\n",
    "       .rename(index=lambda i: round(i/unit.min,2))\n",
    "       .set_axis(['',''], axis=1).rename_axis(time_name)\n",
    "       .round(3))\n",
    "print(df.to_string(max_rows=20, min_rows=20))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 12: Reaction efficiency history at steady-state.\n",
      "Time [min]    Rxn Eff. [%]\n",
      "          r0      r1      r2\n",
      "                            \n",
      "0.00   0.000   0.000   0.000\n",
      "0.06   6.372   6.506   6.644\n",
      "0.12  12.131  12.581  13.054\n",
      "0.18  17.270  18.111  19.012\n",
      "0.24  21.807  23.042  24.383\n",
      "0.30  25.779  27.366  29.107\n",
      "0.36  29.232  31.105  33.176\n",
      "0.42  32.218  34.303  36.618\n",
      "0.48  34.790  37.011  39.488\n",
      "0.55  36.997  39.288  41.849\n",
      "...      ...     ...     ...\n",
      "1.33  48.246  49.241  50.339\n",
      "1.70  49.274  49.784  50.343\n",
      "2.06  49.692  49.940  50.210\n",
      "2.42  49.867  49.984  50.110\n",
      "2.79  49.942  49.996  50.054\n",
      "3.15  49.974  49.999  50.026\n",
      "3.52  49.989  50.000  50.012\n",
      "3.88  49.995  50.000  50.005\n",
      "4.24  49.998  50.000  50.002\n",
      "4.61  49.999  50.000  50.001\n"
     ]
    }
   ],
   "source": [
    "'''Individual reaction efficiency'''\n",
    "quant = stg.efficiency_history()\n",
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Reaction efficiency history at steady-state.')\n",
    "print('Time [min]    Rxn Eff. [%]')\n",
    "\n",
    "col_names = [f'r{i}' for i in range(len(stg.rxn_mech.reactions))]\n",
    "time_name = ''\n",
    "df = (quant.value.apply(pd.Series).mul(1)\n",
    "       .rename(index=lambda i: round(i/unit.min,2))\n",
    "       .set_axis(col_names, axis=1).rename_axis(time_name)\n",
    "       .round(3))\n",
    "print(df.to_string(max_rows=20, min_rows=20))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Total water extracted in equilibrium\n",
    "\n",
    "From reference: **1994** Naganawa and Tachimori Anal. Sci. 10 p 607\n",
    "\n",
    "[H2O]_o,E = 0.4265 M\n",
    "\n",
    "Comparison to steady state:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total H2O extracted [M] = 0.2739\n",
      "Error (compared to measurement) [%] = -35.77\n"
     ]
    }
   ],
   "source": [
    "h2o_e_molar = water_molar_cc_org_history[-1]/unit.molar\n",
    "\n",
    "print('Total H2O extracted [M] = %1.4f'%h2o_e_molar)\n",
    "print('Error (compared to measurement) [%%] = %1.2f'%((h2o_e_molar-0.4265)/0.4265*100))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reaction Rate Density\n",
    "This quantity only makes sense per volume of the mixture."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3000x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 9: Reaction rate density history at steady-state.\n"
     ]
    }
   ],
   "source": [
    "'''Reaction rate density'''\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "quant = stg.r_vec_history()# mole/m^3-s\n",
    "\n",
    "quant.plot(title='Reaction Rate Density @ %2.1f C Steady-State'%unit.convert_temperature(stg_temperature,\n",
    "           'K','C'), x_scaling=1/stg.flow_residence_time_avg, x_label=r'Time [$\\bar{\\tau}$]', y_label=quant.latex_name+\n",
    "           ' ['+quant.unit+']', legend=stg.rxn_mech.reactions, show=True, figsize=[10,3], error_data=False)\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Reaction rate density history at steady-state.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 13: Reaction rate density history at steady-state.\n",
      "Time [min]      r [mM/s]\n",
      "             r0      r1      r2\n",
      "t [min]                        \n",
      "1.33     0.4445  0.8237  0.1164\n",
      "1.70     0.4348  0.8117  0.1157\n",
      "2.06     0.4310  0.8082  0.1158\n",
      "2.42     0.4294  0.8072  0.1160\n",
      "2.79     0.4287  0.8070  0.1161\n",
      "3.15     0.4284  0.8069  0.1162\n",
      "3.52     0.4283  0.8069  0.1162\n",
      "3.88     0.4283  0.8069  0.1162\n",
      "4.24     0.4282  0.8069  0.1162\n",
      "4.61     0.4282  0.8069  0.1162\n"
     ]
    }
   ],
   "source": [
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Reaction rate density history at steady-state.')\n",
    "print('Time [min]      r [mM/s]')\n",
    "import pandas as pd\n",
    "col_names = [f'r{i}' for i in range(len(stg.rxn_mech.reactions))]\n",
    "time_name = 't [min]'\n",
    "df = (quant.value.apply(pd.Series).mul(1)\n",
    "       .rename(index=lambda i: round(i/unit.min,2))\n",
    "       .set_axis(col_names, axis=1).rename_axis(time_name)\n",
    "       .round(4))\n",
    "print(df.iloc[n_startup:].to_string(max_rows=20, min_rows=20))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Species Generation Rate Density\n",
    "\n",
    "This quantity is on the basis of mixing volume so all species generation values can be compared."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
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A1IxsTDzgi0WnnyJbIn/1+Uc6IuDnr1zx+6B6MDPU02CERERERERERERERERERERERHkrEYl6np6eCAwMBABZpbwVK1bgl19+gYODg2Cus7MzBgwYAC8vL1y+fBkVKlQQJOc1aNAA9vb2ctX0Pt1bKpXi8OHDuHr1qgYfJRGR5iVnJmPMxTF4Eq38yu8qllWwtf1WmOmbaTAyICUjC8N238Wph7lXOLUy1sfe4Y0wtlVFuSqqRERERERERERERERERERERMVBsU/US0xMxP79+wXJF/r6+hgzZkyea1u1aoWbN2+idu3asgS86Oho3Lp1C0+ePMH8+fNhY2MjS9DLafPmzUX6WIiIipOUzBSMuzgODyMfKp1T0bwitnXYBnMDcw1GBiSlZ2Hozrv473V0rvPqlLXAqYnN0LRSaQ1FRkRERERERERERERERERERJR/xT5R799//0VycrKgz87ODgYGBiqtt7GxweHDh6Gvrw+RSITAwEB07NgRTk5OmDt3LgICAtC9e3dBst7HpL6TJ08iPj6+yB8TEZG2pWWl4YcrP8AnwkfpHGczZ2zrsA1WhlYajAxITMvEkJ13cCcoJtd5Az3K4a/RHnCwMNJQZEREREREREREREREREREREQFU+wT9d69eyfXFx2de4WlnCpXroxevXrJrrt99uwZxo8fDwAwNzfH4cOH0axZM9lVuB+lp6fjwoULBQ+eiKgYysjOwBTvKbgdelvpHEcTR2zvsB02pWw0GBmQkJaJQTvu4H5wrNI5BmIdrOpTB4t61IKBWFeD0REREREREREREREREWmGi4sLRCKR0o9WrVppO0T6QuT2OhSJRBg6dKi2QyQA7du3lz0n06dP12osEokENWrUkMWzfv16rcZDVJyItR1AXmJi5CsqpaSk4ObNm2jSpInK+3h4eODAgQOyann79u3DTz/9hBo1akAsFmPt2rWoX7++3DofHx/07t27UI+BiKi4yJRkYtrVabj+/rrSOWWMy2BHxx0oY1xGg5EB8SmZGLzzNh68U17JtLSJAfYMa4AaDpq9ipeIiIiIiIiIiIiIiAonPj4ejx8/xvv37xEfH4/MzExYWlqiTJkyaNSoEezt7dV2dmxsLO7du4fXr18jLi4OWVlZMDExgZOTE2rUqAFXV9ciPzMoKAjly5cHAFy5cqVYJtZlZ2fj8ePHCAgIQEhICJKTkyEWi2FpaYnSpUujTp06qFChgrbDLDFCQkLw33//ISwsDHFxcTA2Nkb58uXRpEkT2NiopzhGVlYW/Pz8EBAQgLCwMKSmpsLAwAA2NjaoXLky6tWrB0NDQ7WcXRBSqRSvX7/Gq1ev8PbtW8TFxSE1NRXGxsawsLCAq6sr6tatCyOjknujVlpaGnx8fPDixQtERkYiLS0NRkZGsLOzQ9WqVVG3bl3o6ekV6ZlHjx7FxYsXAXwoVuXp6Vmk++eXjo4OFi1ahF69egEA5s+fjwEDBsDa2lqrcREVB8U+Uc/cXHEyxpw5c3Dp0iWV9zE2Npbr27VrF1auXAkAcHd3R82aNeHv7y+7AhcAfH198xkxEVHxlCXJwox/Z+DK2ytK59ga2WJHhx1wNHHUYGRAbHIGBu28Df/3CUrn2Joa4MAoD1S0MdFgZEREREREREREREREJZuLiwuCg4Nl7cIkjeVnL4lEAm9vb/zzzz+4cOECnj59muve1atXx/jx4zF06FCUKlWqQPF9KjU1FTt37sQff/yBu3fvyt2u9qkyZcqgT58+mDBhAqpUqVLos4u7s2fPYs+ePThz5gwSExNznVu6dGl06NABQ4YMQbt27aCjU/hL+yQSCZo3b46bN28K+lu2bAlvb2+V9pg/fz4WLFggaw8ZMgS7d+8uUDyF2UsikeDgwYNYvnw5Hjx4oHCOSCRC+/btMXfuXDRt2rRAMebk7e2N33//HSdPnkRycrLSeQYGBmjXrh2GDx+OHj16CHIhNOXWrVs4duwYrl+/jgcPHuQaLwCIxWJ07twZ48ePR/v27fN1liqPTywWw9zcHFZWVqhVqxYaNmyIvn37wtnZOV9nfUoqleLEiRPYvn07Lly4gPT0dKVzjY2N0blzZ4wePRpt2rQp8JkfZWRkYNq0abL21KlTYWVlVeh9C6tnz56oX78+7t27h9jYWMybNw8bN27UdlhEWlfsr76tUaOG7N9SqVRWEc/b2xujRo2CRCJRaZ+cb4pSqRSXL18W9DVr1kz274/nBAUFFTx4IqJiIluSjdk3ZsMr2EvpHCtDK2zruA3lzMppMDIgJjkD/bfnnqRnb26IQ6MbM0mPiIiIiIiIiIiIiKgEOH/+PJycnNC2bVusX78+zyQ9AHjy5AnGjx+PunXr4u7du4U6/+DBg6hQoQImTJiAO3fu5JqkBwBhYWHYsGEDqlevjnHjxiEhQfnvLLTBzs4OFy5cEHysWrUq3/vcuHEDbm5u+Prrr3Ho0KE8k/QAICoqCvv370fHjh1RuXJlHD58uCAPQWDjxo1ySXolUUREBFq0aIEBAwYoTdIDPuQmeHl5oXnz5vjpp59UznFQ5OXLl2jfvj1at26NgwcP5pn0lp6ejtOnT6NXr16oX78+7t+/n+8zc7729u3bl6/1GzduxPLly3Hz5s084wU+VAn8559/0KFDB/Tp0wdxcXH5jjmv/aOjo/HixQscPXoUM2bMQIUKFdCnTx+EhYXlez8fHx80aNAAPXr0wKlTp3JN0gOA5ORk/PXXX2jbti3atm2Lly9fFvShAAC2b9+OwMBAAB+SAMePH1+o/YrSTz/9JPv3tm3b8ObNGy1GQ1Q8FPtEPQ8PD5iamgL4X/Lcx//dsWMHWrRokeubHgA8f/4cu3fvlmVPf/zfT//aA4DCv44obj+EERHll0QqwYL/FuD069NK51gYWGB7h+2oYK7Z8uVRSenov+0WnoYq/17raGGEQ6Mao3xp+cqoRERERERERERERERU/Lx48QKhoaEKx6ysrFC9enU0aNAA5crJFw948eIFWrZsiX///Tff52ZmZmLkyJHo16+fwoQbc3NzuLq6ol69erC3t4eurq5gPDs7G1u2bEH9+vUREBCQ53kSiQQxMTH5jvOjlJQUpKSk5DnP0NAQ7dq1E3zUq1cvX2f98ssvaNGiBfz8/OTGdHR0YGNjgxo1aqBevXpwdHRUeDXn69ev8e2332L69On5OvtTwcHBmDVrVoHXFxdhYWFo2LAhbty4IegXiUSoWLEiGjRoILv6+COpVIoVK1Zg3LhxBTrzxIkTcHd3l11x+il9fX2UK1cODRo0QMWKFRVeHevj44PGjRtj69at+To352uvKKoC6urqwsXFBXXr1kXDhg1RtWpVha+5v//+G23bti3yZL2cJBIJ/v77b9SsWTNfyYxbt26Fh4eHwjVGRkaoUKECGjRoAGdnZ+jr68vNuXz5Mtzc3HDixIkCxZ2WloYlS5bI2iNGjCgW1fQ++uabb1CxYkUAHyr/LVq0SMsREWlfsU/UMzAwwIABAwR/5fBpst7Nmzfh7u6O5s2bY/ny5bh06RL8/f3x4sULXLp0CbNmzUL9+vWRlJQkt3daWpqgbWZmJjcnPj6+6B8UEZGGSKVSLLm9BMdeHlM6x1TfFFvbb0Vly8oajAyISExDv6238CxM+V9rOVka4eAoD5SzLnyJeyIiIiIiIiIiIiIi0jyRSITWrVtjw4YN8PX1RUREBB4/fow7d+4gODgYwcHBmDp1qiBpLjU1FV27dkVISIjK52RnZ6Nv377Yvn27oN/Y2BgzZszAgwcPEBcXh6dPn+LevXsICQlBZGQkduzYATc3N8Gaj8mCz549y/XM3bt3w9XVFQcOHFA5zo+8vLxQs2ZNLF26NN9r82vs2LGYN2+eXCW3nj174uDBg4iOjkZERAT8/f1x7949vHv3Dmlpabh+/Tp++uknlC1bVrAuMjKywLGMGjVK9rt7Y+OSWaQhKysL3377raAwkK6uLqZNm4b379/j5cuXuHPnDl6/fo03b95g3LhxgitZf//9d+zatStfZx4+fBi9evWSq4LYpUsXHD9+HAkJCQgODsadO3fw8uVLJCUl4fLlyxg6dKjguuLMzEyMHj0aa9euLdiDLyATExP07t0bGzduhJ+fH5KTkxEYGAhfX1/cvn0bz549Q2JiIk6cOAEPDw/BWh8fH0yaNKlA5+7bt0+uIuCZM2ewZ88ejB8/HpaWloL50dHR6Ny5s0rfe9asWYPRo0cjMzNT1icSiTBw4EBcuHABiYmJePXqFe7cuYOgoCAkJibi5MmT6NGjh2CfpKQk9OrVC3///XeBHt/79+9l7bFjx+Z7D3XS0dHByJEjZe09e/YgPDxcixERaV+xT9QDgJkzZ8repD++gX1M1vv475s3b8LT0xMdOnRAnTp14Orqig4dOmDZsmWyN/qcJY1tbW0FbUX3lWdkZBT54yEi0gSpVIrld5fjUMAhpXOM9Yzxe7vfUc26mgYjA8IT0tB36y28iJBPov6onFUpHBrdGGWtmKRHRERERERERERERFTS6OvrY+LEibLrJQcOHAgXFxe5eeXKlcPKlStx/vx5GBgYyPoTEhLg6emp8nm//PILjh49Kuhr2bIlHj9+jKVLl6J27dpyaywtLTFs2DDcvXsXS5cuFSQ0hYeHo1evXkhNTVV4XlZWFubNm4fIyEj0798fnTt3Vulax6ioKAwePBgdO3ZEYGAgVq1aVajEt7ysX78ev/32m6CvRo0auHnzJo4ePYrvvvsOFhYWcut0dHTQtGlT/Prrr3jx4gVWrFghl9SUX7t374aXlxeAD4lbn16LWZLs3bsX165dk7V1dHRw8OBBrFixAvb29oK5ZcuWxaZNm7Bt2zZBv6enp0rXwAIfroUeMmQIsrOzZX1WVlY4evQoTp48ie7duwu+dj7G1Lp1a+zatQvXrl2Tq+43depUXLlyRaXzC2vOnDmIiorC4cOHMX78eNSpU0cuXuBDEaeuXbvixo0bGD58uGDsjz/+wJMnT/J9dtOmTeUqAnbq1AmDBw/Gxo0bERwcjG+//VawJjw8HPPmzct138uXL2Pq1KmCvnLlysHb2xt79+5Fu3bt5Cp26uvro0uXLjh27BhOnDiB0qVLy8ays7MxePDgPJODc1q/fr3s382bN0fVqlXztV4Thg4dCrFYDOBD/k3O70dEX5oSkajn5OSEFStWyCXafUzW+1hdT9lHzgS8j305ywHHxsbKnV2qFBNEiKjkkUqlWOuzFvue7lM6x0hshC3ttqCWTS0NRgaExqei79ZbeB2p/D8+ypc2xqHRHnC0kC/LTURERERERERERERExVuTJk3w/PlzrF+/XmFyniJt27bF8uXLBX2HDh1SeHNaTjdv3sTixYsFfa1bt8a5c+fg7Oyc53pdXV3MmDEDv//+u6D/6dOnmDZtmsI1YrEYR48elV0DeubMGdSoUQPr1q2Tq1z30Z9//olq1aph7969AIDq1avj2LFjsLGxyTPGgvDx8ZG7ptbDwwPXrl1D48aNVd7HwMAA06ZNg7+/Pxo1alSgWMLDw/Hjjz/K2gsXLlR49XFJsGzZMkF74sSJ6N27d65rhg8fjsGDB8va4eHhKlW1y8jIQP/+/QUJo2ZmZjh37hx69uypUrxNmjTBlStX4OTkJOuTSCQYPHiwwhyJola1alWFiXnK6OjoYNOmTXLfO44cOVLEkQGmpqbYv38/WrZsKejfvXu30ut2Y2JiMHjwYEH+ioODA65cuYIWLVqodG7Xrl1x/vx5mJuby/pSU1PRv39/lYtJXbt2DY8ePZK1Bw0apNI6TbOzs0OHDh1k7a1btyr9Hkn0JSgRiXoAMGbMGIwfP16QnAdAkIyn7OPjvJxyvnE9f/5cbk5h/yqAiEgbtjzYgp3+O5WOG+oaYlPbTXCzdVM6Rx3ex6Xiu99vITBKeZJeBRtjHBzlAXtzJukREREREREREREREZVE7u7uKiXI5TR27FhB4kp6ejq8vb1zXSOVSjFy5EhBtbGyZcvin3/+gaGhYb7OHzFihFyVrM2bN+POnTsK5zdo0ADXr1/HwYMH4ezsjKSkJEyePBmNGzcWJNAEBQWhU6dOGDhwIKKiomBtbY2NGzfiwYMH6NixY75izO/j+TTpx97eHmfOnCnw78AdHBxw9epVuQpkqhg/frwsKax+/fr44YcfChSDtj179kyQVyAWi1WuDDhr1ixBkaGcVfYUWbNmDR48eCDo27NnDxo0aKBixB84Ozvj5MmTgipv7969w6xZs/K1j6YYGBjIJT8+ffpULWfp6upiyZIlgr6srCxcvnxZ4fxZs2YJrpvV1dXFiRMnUKFChXyd6+7ujn37hEVXfH19Vb6W+NO1Ojo66N69e77O16RPc3NCQkKUfm6JvgQlJlEPADZs2ICpU6fKku4UJewp+/g4/+P/urq6ol+/foL9P/0B62PyX84SsERExd32R9ux5cEWpeP6OvpY12YdGpTJ3w/whfU2JgXf/f4f3sSkKJ1T2dYEB0d5wM4sf//hTEREREREREREREREJZ+enh48PDwEfXldJ3vu3Dm5KzHXrVsHU1PTAsUwf/58QeUxAFi9enWua7777js8e/YMixYtgomJCe7cuSNImhk2bBjOnTsHPT09TJ48GS9fvsT48eNl10Gqw8WLF+Hr6yvo+/333wtdqMbAwABff/11vtYcO3ZMVg1NLBZj27ZtgmuGS5KrV68K2vXr14eDg4NKa6tUqYIqVarI2sHBwbh//77S+ZmZmdiwYYOgr1u3bujRo4fqAX+ibt26mDhxoqBvz549iImJKdB+6laxYkVBOyoqSm1nNW7cGNbW1oK+T5NtP4qOjsaePXsEfePHj5e7zVFVXbp0kXs+N2zYgKysrFzXZWZm4vDhw7J248aNYWtrW6AYPkpJSYGXlxd27NiBZcuWYe3atdi/f79comhBdOvWTZCkun///kLvSVRSlbh3vxUrVuDQoUOwsbGRS9jLecXtpz5N6DMzM8OBAwcEb/7BwcHw8/OT26N69epqeBREROrxx+M/sM5nndJxsY4Ya1qvQROHJhqMCgiOTkbfrbfwLjZV6ZyqdqY4MMoDtqZM0iMiIiIiIiIiIiIi+lLlTCSLj4/PdX7O6lNubm4qXwmqiImJiVyFtCNHjuDt27e5rjM0NMSsWbPw/PlzfP/994LfO0ulUnTp0gX+/v5Ys2YNLCwsChyfqlatWiVou7u7o2vXrmo/N6e4uDiMHz9e1p4yZQrq1q2r8TiKSs7E0Tp16uRrfc75J06cUDr377//FlRuAz5cGVwYs2fPhr6+vqydkpKCrVu3FmpPdUlLSxO01fl1IxKJ5K7aVZQYuHXrVsE1xHp6epgzZ06hzv7ll18E7Xfv3uHvv//Odc3NmzcF1xa3bt26wOc/ePAAPXr0gLW1NTp27IgRI0bA09MTU6ZMwYABA1C3bl04OTlh7ty5Kl1Froitra0g9+bMmTMKb8Uk+hKUuEQ9AOjTpw8CAgIwduxY6Ovry1XNy+362/Lly8PLywu1a9cW7Jkz6/mjJk00m8xCRFRQB54dwIp7K5SO64p0sbLFSrRwaqHBqIDAqA9Jeu/jlCfpVbM3w4FRHihtYqDByIiIiIiIiIiIiIiIqLjJmZiUs8rVpxISEnDx4kVB3/fff1/oGPr37y9IZsrKyso1oepTygrM6Ojo5Fp4piglJibiwoULgr6RI0dq5OycfvzxR4SGhgIAypcvj/nz52sljqISHR0taFtZWeVrfc7Xc86qh5/6WIXwI3d3d7k8h/yytrZGly5dcj2nuLh9+7agXdCqdarS09MTtBVVtcv5ueratStKly5dqHNr1aoFd3f3XM/J6fz584J2y5Yt832uVCrFzz//DHd3d/zzzz9yiZGfev/+PRYuXIjKlSvj+vXr+T4rZ4zh4eG5vvaJPmclMlEPAMzNzbFp0ya8ffsWixcvRt26dSESiZRefevs7Ixly5bhwYMHcve1Jycny0rGfpq1KxKJ0KZNG40+LiKigjjy/AiW3F6idFxHpINlzZehrXNbDUYFvIpMwne//4fQeOU/2NV0NMOBkY1gZayvdA4REREREREREREREX3+kpOT4ePjI+j79KrQnG7evAmJRCLo++abbwodh7W1tVziy40bN3Jdk56ejqVLl6JKlSrYuXOn3O+dT5w4gRo1amDq1Kl5VgksrP/++w/Z2dmCvk+v4tWUixcvYteuXbL2b7/9hlKlSmk8jqKU88renJ/nvGRmZgraT58+VTo352uuKF7bivbx8/NDSkpKkexdVJ4+fYqjR4/K2mKxGP3791frmSEhIYJ2zqTKpKQkuWtg1fWc5PX95tq1a4J2/fr183WeVCrF0KFDsXz5crnvoaVLl4a7uzuqVasGQ0PhTWhhYWHo0KGDXKKgKnImWv7777/53oPoc1BiE/U+Kl26NDw9PeHj44OoqChcuHABe/fuxbp167B161YcOXIEr1+/xuvXr/HTTz/BxMREbg89PT0cO3YMGzZswPDhw+Hu7g5DQ0M0a9YMZcqU0cKjIiJS3clXJ7HgvwVKx0UQYVHTRfiq/FcajAp4EZ6I736/hYjEdKVz6jiZ48/hHrAoxSQ9IiIiIiIiIiIiIqIv3V9//YXk5GRZ28zMDE2bNlU6P2cyS5kyZeDg4FAkseRMKsktcebvv/9GtWrVMHPmTCQmJqJhw4Y4fvy4bHznzp3o2LEjMjMzsXr1alSuXBm//fZbvpO8VJUzicfBwQH29vZqOUuZ5ORkjBo1StYeMGAAOnTooNEY1CFnBb2IiIh8rc85PzAwEOnp8r9Le/XqFcLCwgR9RVVRLuc+WVlZctXrtOn27dvo2LEjMjIyZH2zZs1C2bJl1XZmYGCg3LXG5cuXl4srZ5U9dT0noaGhCAwMVDhXIpHAz89P1nZ0dMz3tcAbN27EH3/8Iehr3rw5bty4gYiICNy/fx9PnjxBZGQktm3bJnjdp6amon///nKJjXmpVauWoH3v3r18rSf6XIi1HUBRsrCwQNu2+a8Wpa+vj2bNmqFZs2ayPolEova/ZCAiKqw7oXcw58YcSCFVOmdu47noWrGrBqMCAsIS0X/bLUQnZyid41bOAnuGNYSZoZ7SOURERERERERERERUxLKzgIT3ec+jwjNzBHSL369j79+/r/BKR1XkdjViYaWkpOCXX34R9A0YMEDuOspPPXv2TNB2c3Mrsnhy7vXmzRukpKQIKsL5+PhgypQpsspQxsbGWLRoEX744QdB0o+LiwvOnTuHffv2YcqUKYiMjMTYsWOxefNmrF69Gu3atSuyuAH1fl5UNWvWLFmikbW1NdasWaPW80JDQ+WuQVbV69evVZ5boUIFQfvu3bv5Ouv+/fuCdnZ2NqKiouDo6Cjoz/kcAkX3PFapUgXGxsaCpNinT5+idevWRbJ/XiIjIwWV6SQSCRITE/HixQt4eXnB29tbUJFyzJgxmDdvnlpjWr58uVxfztsXcz4nxsbGuVb8zA9Fz+3Tp0/lkgWBD6/XpKQkWbtq1ar5Ouvdu3f4+eefBX1DhgzBrl275K7nNjExwYgRI9CuXTs0a9ZMdjV5TEwMxo0bJ0hIzourq6ugnbM6IdGXovj9ZFhM6OjowNLSUtthEBEpFZESgen/Tke2VPlfW81sNBO9q/TWYFTAk5AEDNxxGzG5JOnVd7bEru8bwJRJekRERERERERERESalfAeWFdb21F8GSY9BCydtR2FnGnTpmk7BIWmTZuGoKAgWdvY2BizZ8/OdU1MTIygXZRV4xTdvBYTEyNL1MvKykK3bt1kiSudOnXCli1b4Oys/DkfOHAgvvrqK0yZMgX79u3Do0eP0K1bNwQHB8PGxqbIYs/5ebG1tS2yvVVx69YtbNiwQdZeuXJlkT4+Rby8vODl5aXWM4APVcc+9fjxY/j7+6NmzZp5rv33339lr5dPfZp09VHO51BXV7fInkeRSARbW1tBxbac56nTjRs30LNnzzzn1apVCwsWLFBpbmH89ttv+O233wR9zZo1k0uSy/k5srOzk0tsKygbGxvo6OgIrqFV9pzkrLTn5OSUr7M2b96M1NRUWbtOnTrYvn17ro/FxcUFhw8fRtOmTWVJlCdOnMCLFy9QuXJllc41NTWFiYmJ7PUeHBycr7iJPhcl/upbIqIvUZYkC9OvTkdMmvIfmqfVn4Z+rv00GBXg/z4e/bffyjVJr2F5K+wZ1pBJekREREREREREREREBAA4cOAAtmzZIuhbunRpntfY5kxkMTc3L7KYFO316XlisRgLFiyAjY0N/vzzT5w5cybXJL2PSpcujb179+L8+fMoX748fvzxxyJPYsv5ecnvtZiFkZGRgeHDh8sSjtq0aYOhQ4dq7Hx1q1y5MqpXry7o8/T0zHOdRCLBrFmzFI6pkqhnZmaWjyjzlvP1rclEPVW4u7tj7ty56Nq16G8Ny8rKQmhoKI4fP46vv/4aY8eOFYzr6Ohg6dKlcuvU+f1GJBLJPcfKnpO3b98K2vlJUJZKpdixY4egb+XKlRCL867x1bhxY3z33XeCvbZv367y2YAw1sTERMTFxeVrPdHngIl6REQl0Hrf9fCJ8FE6/oPbDxhSY4gGIwIevotD/223EJeSqXRO4wrW2P19AxgbsKArEREREREREREREREBd+7cwfDhwwV9X3/9NSZMmJDn2sTEREHb2Ni4yOJStFfO877//ns8e/YM/fv3z/f+HTp0gL+/P2bOnFngGJVR5+clLwsXLsSTJ08AAIaGhvj99981dramTJ06VdA+deoUZsyYoXS+RCLB+PHjcf36dYXjn1Y3+0jdz2HO/XKep20+Pj7o06cPKlWqhPPnzxd4n/Lly0MkEgk+9PT04ODggJ49e+Ls2bNya9auXYtmzZrJ9ReX5yQ+Pl7QNjExUfmMZ8+eISIiQtYuV64c2rZtq/L6YcOGCdofr/1WVc5Ycz4Woi8BE/WIiEqYy28uY5f/LqXj/Vz7YWTtkRqMCPB9E4sB228jIS1L6ZxmlUpj59AGKKXPJD0iIiIiIiIiIiIiIm25cuUKpFJpgT5UqRiXHy9fvkTXrl0FiUqurq7Yu3evSldKmpqaCtrJyclFFpuivXKep6OjAysrqwKfUapUKdlVukVJnZ+X3Dx8+BC//vqrrD1nzhxUqlRJI2cPGTKkwK/refPm5fusFi1aCPp+/fVXNG/eHEePHkVERAQyMzMRGhqKQ4cOoWHDhrKrVRVVN1SUaKXu5zDnfjnPU6cePXoIPv+ZmZmIiIiAt7c3Zs+eLbh2Ojg4GJ06dcK2bdvUHlfp0qXx999/Y+LEiQrHi8tzkpKSImgbGRmpfMbt27cF7datW+fr+t4WLVoIqu/5+voiI0P5TWs55fx+p6nvTUTFCRP1iIhKkLeJbzH7+myl47VL18b0+tM1GBFwPzgGg3bcQWIuSXotqthg+5D6MNLX1WBkRERERERERERERERUXIWEhKBDhw6C6k5ly5aFl5eXyslvOecVZXUmRXsVJilPk9T5eVEmOzsbw4cPR2bmh5uXatWqhenTNfs7K03R1dXFgQMHULFiRUH/9evX8c0338DOzg76+vpwcHBA3759cf/+fQAfrkves2eP3H6KkvdyPocJCQlF9wAg/5rQ5mtbLBbDxsYGLVu2xMKFC/H8+XNBlUqpVIqxY8fi1q1bRX62qakpWrVqhd9++w2BgYH45ptvlM5V59eVVCqVe45VfU6kUqnK5wQHBwvatWvXVnktABgYGMDV1VXWTk9PR3h4uMrr8xMr0eeKZY2IiEqI9Ox0TPWeisRMxWWOzQ3MsbLlSujp6mkspjuBMfh+1x0kZ2QrndPG1RabB7jDUI9JekREREREREREREREBMTExKBDhw4IDAyU9dnY2ODChQsoW7asyvvkTGQJCwsrshgV7VVSE/U+TYZUl9WrV+PevXsAPlQa3Lp1K/T0NPc7K01zcHDA7du30a9fP1y4cCHP+TY2Nti9ezfc3d3lxlRJ1MvOzkZkZCRsbGwKHPNHUqlU7jVRnF7bpqam2Lt3L+Lj43H69GkAHx7/1KlTcePGjXzttW/fPtjZ2Qn6xGIxzMzMYGlpCWdnZ+joqFbfStHXlVQqzVdFOmUiIyMhkUhyPe+jnFXp0tLSVD4nNjZW0C5durTKa5WtiY2NVfn7ds5rnjV5LTdRccFEPSKiEmLZnWV4GvNU4ZgIIixrvgz2JvYai+e/V9EYtvsuUjOVJ+m1q2aHTQPcYCBmkh4RERERERERERFRsWDmCEx6qO0ovgxmjtqOoFhKTEzEV199hcePH8v6zM3Ncf78eVStWjVfe+Wc7+vrWyQxKtqrXLly+bqm1sXFRWvVoz6teAUU7edFkdTUVMH1sWPHjoWHh4dazywOrK2t4eXlhfPnz2PLli24fPkyEhOFBTccHBwwcOBA/Pjjj7CzsxO87j/uoShRT9HXgq+vLzp06FDouJ8/fy535Wi1atUKvW9R0tHRwfr163HmzBnZ19HNmzfx4sULVK5cWeV9mjZtChcXlyKJKedzkpSUhBcvXqBKlSqF3lvR16iy5yTn6yXnay43SUlJgnZBEuVyrinM+ebm5vk+n6ikY6IeEVEJcOLVCfz9/G+l46Nqj0Izx2Yai+fGyygM33MXaZkSpXO+qlEG6/u5QV/MW9aJiIiIiIiIiIiIig1dMWDprO0o6AuVmpqK7777Dnfv3pX1lSpVCqdPn4abm1u+92vWTPi7kdDQUISEhMDBwaHQsX68rvSjpk2bFnpPTWnevLmg/f79e4SFhaFMmTJqOS89PV1QKWvTpk3YtGlTvve5evWqXHWy2NhYhYlsxUnHjh3RsWNHZGVlITg4GJGRkQAAJycnODg4CCq2PXnyRLC2fv36CvesVKkS7OzsBNeK3rt3r0gS9XK+tsViMRo2bFjofYtahQoVUKdOHfj5+cn6bt68ma9EvaLk4eEBXV1dZGf/r4jJvXv3iiRRL+dzYm9vj/Llyyucm7N6XWhoqMrnmJiYCNo5EzZVkXONqampyms/jdXU1LTYf20TqQOzJ4iIirnnsc+x8L+FSscb2TfC2DpjNRbP1eeRGLY79yS9zrXssaE/k/SIiIiIiIiIiIiIiOiDjIwMDB48GNeuXZP1GRgY4Pjx4wVOgmvcuLHctZVHjhwpVJwAEB0djatXrwr6SlKiXuPGjaGrK7zt6MSJE1qK5sshFotRsWJFeHh4wMPDA05OTnKvz0ePHgnayhL1APnXXFG8thXtU7du3WJ7BWnFihUF7aK83jq/TExMUKdOHUGfup6T3L7f5KwQ+O7dO5XPsbS0FLSjo6NVXvtRVFRUrnsqk5CQIKioV1SVDolKGmZQEBEVY8mZyZjqPRVp2WkKx22NbPFr81+hq6OZq2XvBsVg5B/3kJ6lPEmvWx0HrOtbF3q6fIshIiIiIiIiIiIiIiIgOzsbI0eOxMWLF2V9YrEYBw8eRPv27Qu8r7m5Odq2bSvo27VrV4H3+2j//v3IyMiQtcViMbp161bofTXF1NQU7dq1E/Rt27ZNS9HQp06fPi1od+rUSencb775RtD28fHBw4eFu7o8Ojoap06dEvT16tWrUHtqkp6enlbPz/mcnDx5Ui5xLb/8/f3h4+Mj6MvtOalQoYIgsTIgIEDls5ydhRV1Hzx4oPJa4EP1zE/PMzAwgJ2dnUprnz17JmjXrl07X2cTfS549S0RUTEllUox7+Y8BCUEKRzXFeliZauVsDay1kg8ofGpGLvvPjJySdLr5eaIFX3qQFdHpHQOERERERERERERERF9OaRSKSZMmCCo6Kajo4Ndu3ahR48ehd5/0qRJuHDhgqzt6+uL48ePF3jv5ORkrFixQtDXq1cvuesmi7upU6fi/Pnzsva9e/dw5swZfP3110V+lomJieA5UJWXl5fgc127dm2sWrVKbu/PxYsXLwQJWdWqVcu1clqfPn0wffp0hISEyPrmzp2L48ePFziGxYsXC5JQjYyMMHr06ALvp27BwcGCtqpJYeoyatQoLFy4EGlpH4qsZGZmYtGiRVi7dm2B95w7d66g7ejoiD59+iidr6OjAzc3N1y/fh0AEBISgpiYGFhZWeV5loeHh6Dt7e0NqVQqd+W0MteuXUNmZqas7e7uDn19fZXW5qeaJNHnjIl6RETF1P5n+3E+6LzS8Sn1psDN1k0jsaRlZmPM3vuISspQOqd3PSf8+k1tJukREREREREREREREZHMDz/8gIMHDwr6Nm/ejIEDBxbJ/l9//TVcXV0F1Zp++OEHtG3bFqampvneb968eXj79q2g78cffyx0nJrWvn171K1bF35+frK+UaNG4fHjxzA3Ny/wvtnZ2bh06RI6dOgg6xOLxXIV/FSR88pOS0vLAu1TUsyePVvQHjFiRK7z9fT0MGHCBMycOVPW988//+Cff/5B9+7d832+n58f1q9fL+gbMmSISgle2hASEiJXaU7bVdhKly6NwYMHY+vWrbK+jRs3YtCgQahXr16+9zt16hSOHTsm6Js4cSLE4txTeZo3by5L1AOA+/fvq1SdtGrVqrCzs0N4eDiAD4mQV65cQZs2bVSKd+fOnYJ2y5YtVVr3McZPtWjRQuW1RJ8T3ktIRFQMPYh8gJX3Viodb1uuLQZXH6yRWKRSKWYd88eDd/FK5/RtUBbLmaRHRERERERERERERESf8PT0xJYtWwR9y5cvL9IKXiKRCFu3boWOzv9+9f327Vv06NFDVvVKVTt27MDq1asFfWPGjEGjRo2KJFZN27p1q+Cq0Pfv36Nz586Ij1f+O5/cREREoFOnTti/f39RhfjFOHbsGP766y9Zu2LFihg3blye63788UfUqlVL0Dd48GDcu3cvX+cHBwejW7duyM7OlvU5Ojpi8eLF+dpHk2bMmAGJ5H83fZUvX17uc6ENS5Ysgb29vaydnZ2N7t27IzAwMF/7+Pr6yiUs16lTB1OmTMlzbceOHQXtf//9V6UzRSIRhg8fLuibPn264HWhzJ07dwRJ1yKRKM9k009dvXpV9m9bW1u4uWmmIA1RccNEPSKiYiY2LRbTrk5DliRL4XhZ07JY2HShyiWIC2vPzSAc8XmndPzb+k5Y0rMWdJikR0RERERERERERERE/+/XX3/FsmXLBH0///yzWqrTNW/eHJ6enoK+y5cvo1OnTnJXZyqSnZ2N5cuXY9SoUZBKpbL+qlWryl3FWpI0aNAAv/76q6Dvxo0baN68Oe7cuaPyPtnZ2di5cydq1qxZoCtuP0fPnz8XvFZyc+zYMfTr10/Qt2XLFhgaGua51sDAAPv37xfMTUhIQMeOHVW+Ave///5DmzZtBJUiRSIRdu/erfZqelu2bMFff/2l8ucKALKysvDTTz9h7969gv5p06YVdXgFYm1tjT179gh+V/v+/Xu0bt1a5YS5U6dOoUOHDoKkWUNDQ/z5558qXSXbpEkTWFpaytpXrlxROf6xY8fCyMhI1vbx8cGYMWNyfY7evHmD3r17C+Z0794dFStWVOnMiIgIPH36VNbu1KmTxn7XTVTcMFGPiKgYkUgl8LzmibDkMIXjBroGWN1qNUz181+qvSD+exWNhaefKh2v72yJRT2YpEdERERERERERERERP+zZ88ezJgxQ9Dn4eEBDw8PXLx4MV8fT548UenM+fPno1u3boI+b29v1KxZEzNnzsSjR4/k1sTFxWHXrl1o0KABfv75Z0H1LhsbGxw9ehSlSpUqwGeg+JgyZYpc1atHjx7Bw8MDvXv3xuHDhxVW2JNIJLh16xZmzZqFKlWqYPjw4YiMjNRU2MXezJkz4erqisWLF+PRo0dyFcmys7Nx5coV9O7dG7169UJ6erpsbMqUKSpdU/pRzZo1sWvXLkHVyJiYGPTs2RPdunXDiRMnkJGRIVgjkUjg7e2N77//Hs2aNcPr168F48uXL9fINcMBAQH47rvvULFiRXh6euLatWtITExUODcsLAxbt26Fm5sbVqxYIRhr1KgRxowZo/Z4VdW+fXu5JNjg4GC0atUKgwYNwqVLl+ReE5mZmTh9+jR69eqFrl27IioqSjamq6uLXbt2oUaNGiqdr6enh969e8va//33HyIiIlRa6+TkhOXLlwv6tm/fjjZt2uDWrVuC/uTkZOzYsQP16tUTJHpaWVlh06ZNKp0HACdOnBAk+fXv31/ltUSfm9wvtiYiIo3a+nArboTcUDo+q9EsuFq5aiSW93GpGL/fB9kSxX89UcbMEJsHukNfzJxvIiIiIiIiIiIiIiL6H0XVnW7duoWePXvme68hQ4Zg9+7dec4Ti8U4fPgwRo8eLZiflJSEpUuXYunSpbCwsICDgwOMjIwQFhaGsLAwhVc+VqxYESdPnkS1atXyHW9xtHXrVtjb22PRokWyZBmpVIojR47gyJEj0NHRgY2NDWxtbWFgYIDw8HCEhYUhMzNT4X6fXvv5JXv+/Dlmz56N2bNno1SpUnB2doaZmRliY2Px/v17JCcny60ZMWIEVq5cme+z+vbtCwMDAwwaNEiw78mTJ3Hy5EkYGBjA3t4eNjY2iI2NRUhICFJSUuT2EYvFWLdunUrX7halwMBALFu2DMuWLYNIJIKjoyMsLS1hbGyM5ORkhIeHK000q1u3Ls6cOSNIVCwOpk+fDmNjY0yaNAlZWR9uSpNKpdi3bx/27dsHIyMjODg4wMrKClFRUQgJCREkbH5kbGyMvXv35vv746BBg7Bt2zYAHxIzjx8/jlGjRqm0dvz48bhz546gaqG3tzcaN24MGxsblC1bFmlpaQgMDERqaqpgrZGREfbv3w8HBweVYz127Jjs3/b29mjbtq3Ka4k+N8XrOxkR0Rfsv5D/sNlvs9LxHpV6oGfl/P8HbEGkZmRj1B/3EJOcoXBcX1cHvw2qB1vTvEtyExERERERERERERERaYK+vj527dqFffv2wdbWVm48Li4OT548wf379/H+/Xu5JD0dHR2MHDkS9+/f/2yS9IAP15z+8ssv8Pb2Rq1ateTGJRIJwsPD8ejRI9y7dw9v375VmKRXvXp1nDx5EkuXLtVE2CVKSkoKnj59itu3b+P58+dySXpGRkZYu3Yttm3bVuCEs549e8LHxwetWrWSG0tPT0dQUBDu3r2Lly9fKkzSq1OnDm7cuKHxJL2cpFIp3r17h0ePHuHWrVt49OiRwiQ9HR0dTJw4EdeuXVP7Fb0FNW7cONy8eRN169aVG0tNTcWrV69w9+5dBAYGKkzSa9myJe7fv1+gJObmzZujZs2asnbOq4JzIxKJsGfPHkyfPl3u9RgZGQkfHx88efJELkmvTJky8PLyQseOHVU+Kzw8HF5eXrL2qFGjoKurq/J6os8NE/WIiIqBsOQw/Pzvz5BCcfW6KpZVMLPRTI3EIpVK4Xn0IR6HJCids6hnTdQta6GReIiIiIiIiIiIiIiIiPJjwIABCAwMxIYNG1C/fn2IRKJc59va2mL8+PF48uQJtm7dCnNzcw1FqlktWrTAgwcPcOrUKfTu3RvGxsZ5rrG1tcWQIUPg7e0Nf39/dOnSRQORFn9Dhw5Fly5dYGJikus8Kysr/PDDD3j+/DkmTZpU6HOrVKmCK1eu4NKlS+jTp0+eVzPr6emhU6dOOHLkCHx9fdGwYcNCx5Afnp6e2L59O3r37q1yBTZHR0dMnToVjx8/xvr16/P8HGtbgwYN4OPjg6NHj+Lrr7+Gvr5+rvNLlSqF3r174+LFi/D29kbVqlULfPanr6nr16/j2bNnKq8ViURYvnw5fHx80K1bNxgYGCid6+DggDlz5uDFixdo1qxZvmLcs2ePrOKgvr5+sbrCmEgbRNJPL4Im+gw8fvxYkDnu7++v8l3upDkJCQmCsuetW7eGmZmZFiPSnkxJJoadGwa/SD+F48Z6xjjU5RCczZw1Es/2a6+x6PRTpeNDGjtjQfeaSseJiIo7vgcREZG28D2IiIi0ie9DRJ+XrKwsvHjxQtBXuXJliMViLUVEpFx2djYSExNlbVNTU41XU4qOjsb9+/fx+vVrxMXFISsrC8bGxnByckKNGjVQrVq1PJP5NM3FxQXBwcEAAGdnZwQFBRX5GVlZWfD390dAQABCQ0ORnJwMsVgMKysr2NjYoG7dunBxcSnycz8n2dnZePToEQICAhASEoLk5GTo6enBzs4ONWvWhJubm1pf75mZmfD19UVAQADCw8ORmpoKAwMDlC5dGpUrV0b9+vVhZGRUpGcGBQWhfPnysraq11MDwPv37xEQEIDAwEDExsYiNTUVxsbGMDMzg729Pdzc3PJ1pWpxlJqaivv37+PFixeIjIxEeno6DA0NYWdnh6pVq8LNzS3PZD5Vpaeno2LFinj//j0A4IcffsC6desKtFdKSgquX7+ON2/eICoqCgYGBrC1tUWNGjUUVgxUhUQiQdWqVfHy5UsAwPDhw7F9+/YC7VVQxeE9iApOHT/zajuniD+tExFp2dr7a5Um6QHAwqYLNZakd+NlFJacUZ6k17C8FWZ3qa6RWIiIiIiIiIiIiIiIiIqCtbU1OnTooO0wih2xWIy6desWOAmHAF1dXa1+DvX09NCwYUONV8orKEdHRzg6Omo7DLUyMjJCs2bN8l15riAMDAwwc+ZMjB8/HgCwY8cOzJ8/H5aWlvneq1SpUkX+ffLo0aOyJD19fX3MmTOnSPcnKol49S0RkRZdDL6IP578oXR8UPVBaO/cXiOxvI1JwYT9PpAoqbPqYG6IzQPcoafLtw4iIiIiIiIiIiIiIiJNCQ4OhkgkEny0atVK22HRFyLna+/TanqkfSNGjJA9J8nJydi4caOWI/qf5cuXy/49YsQIODtrpjgNUXHGbAsiIi0JTgjGnBvK/2qgrk1dTKk3RSOxpGRkYdTe+4hNyVQ4biDWwe+D6qO0iYFG4iEiIiIiIiIiIiIiIiIiotzp6+tj5cqVsvaqVasQExOjxYg+OH78OO7evQsAsLCwwIIFC7QcEVHxwEQ9IiItSMtKw4/ePyIpM0nhuKWBJVa0XAE9HT21xyKVSvHT3w/xNDRB6ZylvWqhlpO52mMhIiIiIiIiIiIiIiIiIiLV9erVC+3atQMAxMfHY+nSpVqNRyKRYPbs2bL2ggULULp0aS1GRFR8iLUdABHRl2jJ7SV4Hvtc4ZgIIixrsQxljMtoJJat/77GqYehSseHNS2PXu5OGomFiIiIiIiIiIiIiIiIgD///BOpqalKxy0tLTUYDX3JLly4kOu4g4ODhiKh3OT1PGmSjo4O/P39tR0GUbHERD0iIg079uIYjr08pnR8bN2xaOLQRCOxXH0eiV/PPVM63qSiNWZ+7aqRWIiIiIiIiIiIiIiIiOiDpk2bajsEIgCQVWojIqLC49W3REQaFBATgMW3Fysdb+rQFKNrj9ZILMHRyZi43wcSqeJxRwsjbOzvDrEu3yqIiIiIiIiIiIiIiIiIiIiICoPZF0REGpKYkYgfvX9Eena6wnG7UnZY2nwpdETq/9acnJ6FUX/cR0JalsJxQz0d/D6oHqyM9dUeCxEREREREREREREREREREdHnjol6REQaIJVKMffGXLxJfKNwXCwSY1WrVbA0tNRILNMOP0BAeKLSOb9+Uxs1Hc3VHgsRERERERERERERERERERHRl4CJekREGrD3yV5cfHNR6fi0BtNQx6aORmLZ7P0KZ/3DlI6PalEB3es6aiQWIiIiIiIiIiIiIiIiIiIioi8BE/WIiNTMN8IXa+6vUTrewbkD+rv210gsV55FYKVXgNLx5pVL46eOVTUSCxEREREREREREREREREREdGXgol6RERqFJ0ajWlXpyFLmqVw3MXMBQuaLIBIJFJ7LIFRyfjhoC+kUsXj5axKYUM/N4h1+dZAREREREREREREREREREREVJSYjUFEpCbZkmzMuDYDESkRCscNdQ2xqtUqmOibqD2WpPQsjPzjHhLTFCcMGunpYuvgerAopa/2WIiIiIiIiIiIiIiIiIiIiIi+NGJtB0Alg1QqxaNHj/Do0SOEhoYiLS0NxsbGcHBwQNWqVVGzZk2IxXw5EX3qt4e/4VboLaXjcxrPQRXLKmqPQyKR4sdDfngZkaR0zso+deBaxkztsRARERERERERERERERERERF9iZhZRbmKiIjA6tWrsWfPHoSFhSmdV6pUKTRr1gyDBw/GgAEDNBghUfF0/f11/P7gd6Xj31T+Bt0qdtNILBsuv4TXk3Cl42NbVUTn2vYaiYWIiIiIiIiIiIiIiIiIiIjoS8REPVJq586dmDx5MhITE/Ocm5KSAi8vL8THxzNRj754oUmh8LzmCSmkCserWVWDZyNPjcRy4Uk41lx8rnS8ZRUbTOtQVSOxEBEREREREREREREREREREX2pmKhHCk2ePBnr1q2T6/943a2VlRWSkpLw7t07xMfHayFCouIpS5KFaf9OQ1x6nMJxUz1TrGq5Cga6BmqP5WVEEqYc8lM67mJdCuv7ukFXR6T2WIiIiIiIiIiIiIiIiIiIiIi+ZEzUIzlz5syRS9IbMGAARo0ahaZNm0JXV1cwFhQUhAsXLuDIkSNISEjQZKhExc7BZwfxMPKh0vFFzRahrFlZtceRkJaJUX/cQ1J6lsJxY31dbB1cH+al9NQeCxEREREREREREREREREREdGXjol6JHDt2jUsXrxY1jYzM8OxY8fQpk0bpWtcXFwwcuRIjBw5ErGxsZoIk6hYikqNwia/TUrHv6/xPdqUU/61VFQkEimmHPTD66hkpXNWfVsHVexM1R4LERERERERERERERERERERETFRjz6Rnp6OUaNGQSqVAgDEYjHOnTuHxo0bq7yHpaWlusIjKvZW31uNpMwkhWPutu6Y6D5RI3Gsvfgcl55FKB3/oU0lfFXTXiOxEBERERERERERERERERERERGgo+0AqPj47bff8OzZM1l7ypQp+UrSI/qS3Q+/j5OvTyocMxIb4dcWv0JPR/3XzJ7zD8P6yy+Vjrd1tcXkdlXUHgcRERERERERERERERERERER/Q8T9Uhm27Ztsn/r6+tjxowZWoyGqOTIkmRh8e3FSsfH1RmHMsZl1B7H8/BETP3LT+l4BRtjrOlbFzo6IrXHQkRERERERERERERERERERET/w0Q9AgDcunULjx8/lrW//vprWFlZaTEiopLj4LODeBH7QuFYBfMKGFB9gNpjiE/JxKg/7iE5I1vhuImBGFsH1YeZofqr+hERERERERERERERERERERGREBP1CABw+vRpQbt169ZaioSoZIlKjcImv01Kx2c2mqn2K2+zJVJMOuSLoOgUpXPWfFcXlWxN1BoHERERERERERERERERERERESnGRD0CANy9e1fQrlOnjuzf165dw7Bhw1CjRg2YmZnB1NQUFStWRNeuXbFp0ybExMRoOlyiYmP1vdVIykxSOPaVy1doZN9I7TGs8gqAd0Ck0vEp7aqgfXU7tcdBRERERERERERERERERERERIqJtR0AFQ/37t0TtCtUqICIiAgMHz4cp06dkpuflJSE169f49SpU5g9ezbmzJmDH3/8UVPhEhUL98Pv4+TrkwrHjMRGmFp/qtpj+Pd5JDZ7v1I63qG6HSa2qaT2OIiIiIiIiIiIiIiIiIiIiIhIOSbqEWJjYxEdHS3oS05ORrNmzfDmzZs818fFxWHq1Knw9fXFzp07oadXdNd8RkREIDJSeaUwRV6+fCloJyUlISEhochioqKRnJyca7u4y5JkYeHNhUrHv6/6PUpll1Lray8lIxszjjxQOl7B2gjzO1VAUlKi2mIgIiqJSvp7EBERlVx8DyIiIm3i+xDR5yU7OxvZ2dkAAB0dHVmfSCTSZlhECn18rSprExERqQvfg0q27OxsSKVSAIBEIgEAJCYmQldXt8B7JiUpvjFRU5ioR4iLi5PrGzBggCxJTywWo0+fPmjXrh3KlCmD+Ph43Lx5E3/++SdiY2Nla/bt2wdbW1usWrWqyGLbvHkzFixYUKg97ty5g7CwsCKKiNTlzp072g4hX/5L/w+vUhVXsrPRsYHtO1tceX9FrTH8E6yDkHjFN5gb6UrRr2wi7t68ptYYiIg+ByXtPYiIiD4ffA8iIiJt4vsQUckmEolgY2MDADA1NQXw4ZeOhfmlJZGmpKSkaDsEIiL6QvE9qGTJzs4WJOgBwLVr12TJewWhSsEydWKiHilM1PPx8QEAlC9fHidPnkSNGjUE4/369cPcuXPRr18/XLp0Sda/Zs0adOvWDS1btlRrzETalChJxMXUi0rHuxh1gVik3m+v75IB7xDlfxk5qLIEtkZqDYGIiIiIiIiIiIiIiIiIiIiIVKS4FBN9UZSVdTQ1NcWlS5fkkvQ+srGxwcmTJ1GzZk1Zn1QqxeLFi9USJ1FxcT71PNKRrnCspl5NVNSrqNbzJVLg0CtdSKA4Ua+pnQQ1LAueQU5ERERERERERERERJ+P/fv3w9LSMteP69evaztM+swtW7Ysz9ehtqscEfDff//Jng8nJydERERoNZ4jR47I4qlRowaroRFRiceKesXA5MmTsW7dOrWfM2/ePMyfP1+u39DQUOH8mTNnonz58rnuaWRkhI0bN6JVq1ayvgsXLiAwMDDPtaoYN24c+vTpk681L1++RI8ePWTthg0bolq1aoWOhYpWcnKy4HqNhg0bwtjYWIsRqeZB1AP4XfNTOGaka4SFbRfC1shWrTHsv/seb5JfKxwrbayHXwfUh5khv70TESlTUt+DiIio5ON7EBERaRPfh4g+L9nZ2Xj//j0AQEfnQ10OExMTiMX8/4ZJnrLfBX7KyMhIdo1yQURHR8PX1xfBwcGIjY1Feno6zM3NZck+rq6uKFWqFACgVKlSvKY5F1lZWbh16xZevXqFyMhIZGdnw8bGBrVq1UK9evVkX/NFLSwsDL6+vggKCkJ8fDykUilMTU1Rrlw51K5dGy4uLoXaX19fP885xsbGKr8OExIS8OzZM7x58wahoaFITk4GAFhYWKBMmTJwc3ODs7NzoWLWtuDgYDx8+BDBwcFITEyESCSCubk5nJ2d4ebmBnt7+yI9TyKRYObMmbL25MmTUbGieguU5GXIkCHYuHEj/Pz8EBISgs2bN2PBggVajYlKluzsbEGCJ9+DSpasrCzZ+97H9wdXV9dCPYdPnz4tktgKij+tE0xMTOT6dHR0MHz4cJXWt2zZElWrVkVAQICs799//y2SRD1bW1vY2hYu6cnExARmZmaFjoXUy9jYuNg/T1mSLKz1Xqt0fEzdMahkV0mtMYTEpWLD1WCl4wu614KTrZVaYyAi+tyUhPcgIiL6PPE9iIiItInvQ0QlW1ZWltwvKHV1dfmLZ1JIlcSugrx+wsPDsXXrVhw+fBiPHj3Kc/+aNWuiV69e+P7771G2bNl8naXM+fPn8dVXX8n1X7lyRVBoJDcikfAGo8DAwAInpRVmrzdv3mDhwoU4dOgQEhMTFc6xs7PD2LFjMX36dFniY2HExcXht99+w59//gl/f/9c55YvXx59+/bFhAkT4ODgkO+zCvs6TElJwe7du/Hvv//i9u3bCAoKynM/FxcXfP/995gwYQKsrFT//dn8+fNVSgYzNjaGhYUFnJyc0KBBA7Rt2xZdunQpVNJ0aGgoNm3ahAMHDuD1a8WFOz6qXr06Bg4ciDFjxsDS0rLAZ360c+dO+Pn5AfiQ8PjTTz8Vi/eVhQsXomvXrgCAVatWYfTo0UX2PYS+PPx5qWSRSqWy99aPz5upqWmhvs8qypHSJF59SwpfhNWqVYONjY3Ke7Ro0ULQvnfvXqHjIipuDgUcwvPY5wrHypuXx6Bqg9Qew7wTj5Gcka1wrK2rLb6uVUbtMRARERERERERERERUck1ffp0XLhwQfBRp04dldenpKTA09MTLi4umDt3bp5JesCHikYPHjzAvHnzUL58eQwfPhyhoaGFeRhISkrCqFGjCrVHcbFz505UqVIF27dvV5qkB3xIjpw/fz5q1aql0uddGYlEgo0bN8LFxQWenp55JukBH5IOly5digoVKmDu3LlIT0/P15mDBw+We9116NBB5fUhISEYP348Dh06pFKSHgAEBQVh3rx5qFatGo4ePZqveFWRnJyM9+/f4/bt29i4cSN69uwJFxcX7N27N997ZWRkYN68eahQoQIWL16cZ5IeADx58gQzZ86Ei4sL1q9fD4lEUpCHAQBIT0/HwoULZe2xY8cWmz/q6Ny5M2rWrAkASEtLw+LFi7UcERFRwbGiXjHQuXNnlC5dWu3n5Eym+8jGxgY6OjqCN+4qVarka++qVasK2tq+q56oqEWlRmGj70al4zMbzYSerp5aYzjnH4YLT8IVjpXS18UvPWrK/aUWERERERERERERERHRp6pXr4527doVaO3z58/Rs2dPPHnyROF4qVKlYGtrCxsbGyQmJiI0NBTx8fGCOdnZ2di5cycOHTqEV69ewc7OrkCxzJgxA2/evCnQ2uJk6dKlgutGP7KwsICLiwskEgkCAwMFCXyvX79Gq1atcO3aNVSvXj1f5yUmJqJ///44deqUwnFLS0s4ODhAT08PISEhiIyMhFQqlY1/TOjy8vLC8ePHUaaMakUkKlSogAoVKgj69u3bl6/YFbGwsIC9vT3MzMyQlpaG0NBQud9VR0REoE+fPtixYweGDh1a6DNz8/79ewwePBje3t7Yvn27Sr+7CwsLQ48ePXD79m25MZFIhNKlS8PR0RFZWVkICQlBTEyMYE5CQgImTZoELy8vHDhwoEDXWG/duhVv374FABgYGGDSpEn53kNdRCIRpk2bJnvudu7ciRkzZhT6OmYiIm1gol4x0L59e7Rv315r5xsaGsLFxUWQlZ/f7Pic82NjY4skNqLiYs39NUjKTFI41tGlIzzsPdR6fmJaJuadUP7XTD+2rwJHCyO1xkBERERERERERERERF+uR48eoW3btoiMjBT0Ozg4YOzYsfj666/h5uYml5gUGhqKI0eO4NSpU/Dy8pIlfSUnJyM1NbVAsdy4cQObN28G8OFKVX19faSlpRVoL206e/YsZs2aJeirUaMGVq5cifbt28uu+cvMzMSZM2cwdepUvHr1CgAQExODXr16wc/PD4aGhiqdl5ycjK+++go3b94U9NvY2GDy5Mn47rvvULFiRcFYWFgYDh8+jPXr1+Ply5ey/tu3b6NVq1a4evVqgZMtC6JmzZro1KkTmjdvjoYNGyo8OzAwELt27cLKlStlrzGJRILRo0fDw8MDrq6u+TqzQ4cOmD59ulx/QkICXr16hVOnTuHff/8VjO3cuRMODg6CKnWKhIeHo2XLlnj+XHirl4uLCyZNmoRvv/1W7qrhwMBAHDp0CGvXrkV4+P+KfJw+fRqdOnXC+fPnYWxsrPLjy87OxqpVq2Ttnj17avQ5VcV3332HKVOmIDY2FpmZmVi7di3Wrl2r7bCIiPKNV98SAMj9pUV+SxXn/MG3VKlShY6JqLjwCffBiVcnFI4ZiY0wrf40tcew4nwAwhMUf13WdDTD0CYuao+BiIiIiIiIiIiIiIi+TPHx8ejevbsgSU8kEmHWrFl4/vw5Zs+eDXd3d4XVw2xtbTFw4EAcPHgQV69eLXQBk/T0dAwfPlyW8Dd+/Phil1SkiuzsbEyYMEFQra5Jkya4desWvvrqK1mSHgDo6emhe/fuuH37tuCa4oCAAGzcqPxGqJzGjRsnl6TXu3dv2RWqOZP0AKBMmTKYOHEiHj58iMmTJwvGAgIC0L9/f8FjUBd7e3u8ePECjx49wvLly9G1a1elz3v58uXxyy+/4ObNm7C0tJT1f7xetiBnt2vXTu6jV69emD59Oq5evYqzZ88KzgKAX3/9FYGBgUr3lUgk6Nevn1yS3vjx4+Hv74/JkyfLJel9fHwzZszAkydP0LdvX8HYjRs3MGHChHw9vuPHjyM4OFjWHjlyZL7Wa4KhoSEGDBgga+/atSvXa6KJiIorJuoRAMDd3V3Q/jTzXhU5ywdbW1sXOiai4iBLkoXFtxcrHR9TZwzKGKtW0rugfN7EYu+tYIVjOiJgWa/aEOvy2zkREREREREREREREanHiBEjBAlHYrEYe/bswaJFi/JVuatWrVo4e/YstmzZAj09vQLFsmDBAgQEBAAAnJycsHix8t/jFGd//fWX4MYzExMTHDx4ECYmJkrXWFtb4+DBg9DX15f1LVu2DAkJCSqd98cffwj6BgwYgEOHDqF06dJ5rjcyMsKaNWswe/ZsQf/ly5excuXKPNcXlrGxMSpVqpSvNXXr1sXSpUsFfadPn1ZL9cWvvvoKf/31l6AvMzMTmzZtUrpmxYoVuHLliqBvxowZ2Lhxo0pfV1ZWVti/fz8GDx4s6N+9ezf+/vtvlWP/WJ0SABwdHdG6dWuV12rSp48zISEBf/75pxajISIqGGZ2EACgW7dugravr2++/vLh/v37gnbVqlWLJC4ibTsUcAjPY58rHCtvXh6Dqg1S6/mZ2RLMPPoIyr4chzUtj5qO5mqNgYiIiIiIiIiIiIiIvlwnTpyQS/pZtGgRBg0q+O9IxowZg8uXL+cryQ8A/Pz8sGLFCll706ZNMDU1LXAc2vTPP/8I2oMHD0bZsmXzXOfq6orevXvL2tHR0Thy5Eiua1JSUjBu3DhBX7169bB7927o6OQvZWDhwoX45ptvBH2zZ8/Gu3fv8rWPpvTr10/wGJOTk/HmzRu1nNWuXTu5ipFeXl4K5759+xZz584V9PXo0UMusTAvIpEIO3fuRMOGDQX9Y8eORUpKSp7r379/D29vb1m7Z8+eCitjFgf169eHk5OTrL1v3z4tRkNEVDBM1CMAH34QK1eunKwdFxeHS5cuqbQ2Ojoaly9fFvS1atWqKMMj0oqo1Chs9FVeLtyzoSf0dAv2116q2n4tEM/CFJdtdrQwwpT2VdR6PhERERERERERERERfdmWL18uaDdo0ADTpk0r9L7NmjWDjY2NyvOzsrIwfPhwZGVlAQC++eYbuWIkJcnVq1cF7fw8lq5duwraR48ezXX+nj17EB0dLWvr6Ojgt99+g1gsVvnMT61bt05Q+S8jIyNfV/BqkpmZmdzrLCoqSm3ndenSRdB+/PgxJBKJ3LyNGzciIyND1jYxMcH69esLdKauri62bNkiuC45KipKroKiIgcPHhTE17179wLF8KmAgAAcPHgQ69evx9KlS7Ft2zacPn0a8fHxhdpXJBIJvk5u3rwpuLKXiKgkYKIeyYwaNUrQXrRokUpV9ZYvX4709HRZu0KFCqhXr16Rx0ekaWvur0FSZpLCsQ7OHdDYobFazw+OTsbai4qr+QHAwh41YGxQsP+AIiIiIiIiIiIiIiIiysvt27dx48YNQd+cOXMECUGasnLlSvj4+AAAzM3NsWHDBo3HUFQyMzMRFhYm6KtTp47K63POvXjxIlJTUxXOlUqlWLdunaCve/fuqF+/vsrn5eTo6Cj3u+Vt27apVMFNG3JedWthYaG2sypUqCBoSyQSxMbGCvpSUlKwbds2Qd/IkSNVqqiojLu7u1yS3bp16/L8ff+pU6dk/9bX10fTpk0LdH56ejpWrlyJSpUqwdXVFf369cOkSZMwc+ZMjBo1Cl26dEHp0qXRrl07XL9+vUBnABBcyyuVSnH69OkC70VEpA1M1COZyZMnw87OTta+evUq5s2bl+uaEydOYNWqVYK+n376SSs/nBMVJd8IX5x4dULhmJHYCNMbTFfr+VKpFLOP+yM9S/4vbACgc217tHG1UzhGRERERERERERERERUFHJWanN0dMTXX3+t8TieP3+OBQsWyNrLli2Dvb29xuMoKp9Wt/vIyspK5fXW1taCdlpaGp4+fapw7uPHjxEQECDo+/7771U+S5mhQ4cK2jExMbhy5Uqh9y1qAQEBgkpuJiYmqFJFfTdW6enJ38b1sQrkR5cvX5ZL3lPHc/Ls2TM8efJE6fykpCTcvHlT1m7QoAGMjIzyfe7jx49RvXp1TJ8+Ha9evVI6LysrC5cuXULz5s0xbNgwZGZm5vusFi1aCNrnzp3L9x5ERNrERD2SMTY2xrJlywR9CxcuRL9+/eR+eIuMjMScOXPQu3dvZGdny/qbN2+O4cOHayReInXJkmRh8a3FSsdH1x6NMsZl1BrDP34huPZCcdltU0Mx5nWtrtbziYiIiIiIiIiIiIiIrl27Jmh37txZ4wU7pFIpRowYIauK1rRpU4wePVqjMRQ1HR35X9N/+jvXvChKcFKWqJezepmRkRE6deqk8lnK1KpVC5UrVxb05ay+WBwsWrRI0B4wYECBr/xVRUhIiFxfziTMnM9J5cqVUatWrUKf3alTJ7lEu9yek9u3bwuu3y1IlcV79+6hefPmeP36taBfT08PlStXRv369eHg4CC3bteuXejWrZvgfFXY2toKKg/m/B5FRFTc8c5EEhg6dChu376N3377TdZ38OBBHDx4EOXKlYOdnR3i4+Px6tUruR8WXVxccPDgQbX+YEOkCYcCDiEgNkDhmIuZCwZXH6zW82OTM7DwlPK/bpnRyRW2poZqjYGIiIiIiIiIiIiIPk9ZkiyEp4RrO4wvgl0pO4h1Su7vzVJTU3H//n1BX2GuSy2oLVu2yJJx9PX1sXXrVohEIo3HUZQUVc+LiIiAs7OzSusjIiLk+pQl6uVM1KpTp06R/T63Xr16ePHihdKztCktLQ0zZszAvn37ZH02Njb45Zdf1Hqut7e3oO3k5CRXZS/n56levXpFcrZYLEadOnVw69YtwVk5ryn+KOfXd82aNfN1XmJiIvr06SOoDliqVCnMnz8fw4cPF7zOHz58iHnz5uH48eOyvnPnzmHu3LlyxYTyUqtWLbx9+xYAEBcXh5cvX6JSpUr52oOISFtK7k+GpDabN2+GhYUFfv31V8Gd9W/evMGbN28UrmncuDGOHTsmuDqXqCSKSo3CJt9NSsdnNpoJPV35ktVFacmZp4hOVvzXI/WdLdGvQTm1nk9EREREREREREREn6/wlHB8deQrbYfxRTj3zTk4mjhqO4wCe/36tVy1Kzc3N43G8PbtW8yYMUPW/vnnn1G9unpvHbpx4wZevnyp1jPEYjHKli0rSzYCgLt376qcqHfv3j25vvBwxQm4z549E7SL8jl0c3PDwYMHZW1lyYLqcvv2bSQmJsraaWlpiIiIwL1793DkyBFBQmOZMmVw5swZ2Nraqi2e4OBgHDp0SNDXpk0buXnqfk4+TdTL7Tl5+PChoF21atV8nTVz5kwEBQXJ2ubm5rhy5YrCx1O7dm0cO3YMs2fPxuLF/7vZbMWKFfj222/h7u6u8rmurq44c+aMrP3gwQMm6hFRicFEPZIjEomwdOlS9OjRAwsWLMD58+chkUgUzq1ZsyZ++uknDBgwQGGJZqKSZs39NUjMTFQ41sG5Axo7NFbr+f+9isbh++8UjunpirCkVy3o6JTsvxIjIiIiIiIiIiIiIqLiLyYmRq5PnUlOiowZM0aWiFW1alXMmjVL7WcOHDhQ7WcAQPPmzbF//35Z++DBg+jdu7dKaw8cOCDXl5SUpHBuzufR3t4+H1HmrkyZMoL2p5XVNGH06NF48OBBrnMMDQ0xdOhQ/PLLL7CxsVFbLGFhYejRowfS09MF/YMHy9/UFRcXJ2ir8zlR9HX8UWBgoKDt5OSk8jlxcXHYuXOnoG/Hjh15Jh0uWrQIPj4+OHv2LABAIpFgzZo12Lt3r8pn57xK99NkQSKi4o6JeqRUo0aNcObMGURFReHmzZt4/fo1kpKSYG5uDjs7O3h4eKBcOVb2os+Hb4QvTrw6oXDMSGyE6Q2mq/X8tMxszDr2SOn4mJYVUcXOVK0xEBERERERERERERERAYoTfCwsLDR2/r59+2RVs0QiEX7//XcYGBho7Hx169GjhyBR7/jx47h9+zYaNWqU6zovLy9cuXJFrl/VRD1zc/MCRKtYzr2ysrKQkJAAMzOzIjujMPT19fHDDz9g1KhRaknSS0pKwsuXL3Hq1CmsX78ekZGRgvH27dujbdu2gr74+HhkZWUJ+tT5nOSWqPdpRUcgfwmD+/fvR0pKiqzdtGlTfPPNNyqtXb16tSxRDwD++usvbNy4UeXPQ844cz4OIqLijIl6lKfSpUujW7du2g6DSK2yJFlYfGux0vHRtUejjHEZpeNFYbP3K7yOSlY4Vr60Mca3ZslmIiIiIiIiIiIiIiLSjE+vFP3I2NhYI2dHRERg8uTJsvawYcPQsmVLjZytKb169UL58uVlVc2ys7PRu3dvXLp0CVWqVFG45sGDB0or/qWmpirsz/k8FuVzqGivxMTEYpOol5GRgeXLl2PVqlUYOnQo1qxZA1PT/BfF2LNnD/bs2ZOvNVWqVFFY+VDdX1c591J03kfx8fGyf+vq6sLQ0FDlc65evSpoDxs2TOW1rq6uaNKkCW7evAngw/N069YtdOzYUaX1JiYmgvanj4OIqLjjXaVERAD+CvgLAbEBCsdczFwwuLp8Weqi9CI8EVu8XyodX9yjJgz1dNUaAxERERERERERERER0UeKEpqSkxUXHChqEydORHR0NADAzs4OK1as0Mi5wIfrQKVSaYE+8kNXVxdbtmyBSCSS9b179w7u7u6YO3cuHj16hJSUFCQnJ8PX1xc//fQTPDw8ZFXbclY3zJm89FHO57Eon0NFexUkEa6g/Pz8BJ//hIQEPH/+HPv27UOnTp1k87Kzs7Fjxw40a9ZM9rpSp969e+PmzZuwtraWG1P311XOvXJ7Pj6tiGdkZJSvc27fvi1ot2nTJl/rc1YavHXrlsprS5UqJWhr6vsSEVFRYKIeEX3xolKjsNF3o9Jxz0ae0NPVU9v5EokUM489Qma24v+A+8bdCU0qlVbb+URERERERERERERERDlZWVnJ9WmictWJEyfw119/ydpr166FpaWl2s/Vho4dO2Lp0qWCvuTkZCxcuBC1a9eGsbExTExM4O7ujhUrViAtLQ0A0KFDBwwdOlSwTtm1xDmfx6J8DnPuJRaLtVpNz9TUFJUrV8aAAQNw5swZeHl5CV47Dx8+xJAhQ4r8XJFIhEqVKmH06NG4d+8eDh8+rDBJDwDMzMygqysszqHO50TR17Ei+Uk0lUqlgutmzczM4OLiovJ6AKhTp46g/ebNm3ydT0RUUvHqWyL64q29vxaJmYrLPrd3bo8mDk3Uev6he29xNyhW4ZiVsT5mda6m1vOJiIiIiIiIiIiI6MthV8oO5745p+0wvgh2pey0HUKhKErwiYiIQNmyZdV2Znx8PMaOHStrd+rUCX379lXbecXBzz//DEdHR4wfPx4JCQl5zu/bty+2bt2K6dOnC/pzS9R7/fq1rB0WFlaoeD+Vc6/illDZvn17nD59Gs2aNYNEIgEAnD59GhcuXED79u1V3qdDhw5yn2+RSIRSpUrB3NwcDg4OSj//OYlEIlhaWiIqKkrWp87nJLdEvVKlSslecx+TQFURHx8v+3wCUJqUmJvSpYVFSmJjFf+uVJGc1zxr6kpuIqKiwEQ9Ivqi+UX44Z9X/ygcMxIb4acGP6n1/IjENCw581Tp+OzO1WBlrK/WGIiIiIiIiIiIiIjoyyHWEcPRxFHbYVAJUKFCBejp6SEzM1PW5+vri3r16qntzDVr1iAkJATAh+SbLVu2qO2s4mTgwIH4+uuvsWbNGhw7dgyPHz8WjOvo6KBdu3YYN24cunfvDgByV7hWqlRJ4d5Vq1bFvXv3ZG1fX98iizvnXtWqFb/iE40bN8bAgQPxxx9/yPp2796dr0Q9e3t7tGvXrshiqlq1qiBRT1vPiYWFhSxRLzs7G6mpqSpdgZuUlCRoFyRRLueaxETFRVVUOd/c3Dzf5xMRaQuvviWiL1aWJAuLby9WOj6q9iiUMS6j1hh+OfkEiWlZCseaVrJGTzf+nyVERERERERERERERKR5RkZGqF+/vqDv04QvdYiLi5P9Ozk5GS4uLhCJRHl+BAcHC/Zp3bq1YHzy5MlqjbsoWFlZYeHChfD390dUVBQePnyIq1ev4vHjx4iPj8f58+dlSXoA8OTJE8H6nM/VR82aNRO0/fz8kJWl+HdT+XX//n1Bu2nTpkWyb1Hr1auXoH3z5k0tRfJBzuekqL6usrKy8ODBA0Ffbs9JzuqYoaGhKp1jYmIiaCcnJ6sYofI1pqamKq/9mMz7Ubly5fJ9PhGRtjBRj4i+WH8F/IVnMc8UjrmYuWBI9SFqPf9KQAROPVT8A6+BWAeLe9SCSCRSawxERERERERERERERETKNG/eXNA+ffo0srOztRTNl8Pa2hq1atVCixYtUL16dbnEqPT0dLx48ULWFovFqFu3rsK9ciZqpaam4uzZs4WO8dGjR4IYFJ1VXFSsWFHQLsqrZgsi5+fpxYsXePToUaH3PXv2rNy1sLk9Jy4uLoL2u3fvVDrH3NwcOjr/SzXJWd1RFZ9WFATyd21yzkS9nI+DiKg4Y6IeEX2RolOjsdF3o9Jxz0ae0NPVU9v5KRlZmH3MX+n4D20rw6V0/stEExERERERERERERERFZWePXsK2u/evcO5c+e0FA195OXlJbiSuFWrVjA0NFQ4t2bNmqhSpYqgb9euXYWOYffu3YK2paUlWrVqVeh9NUFPT32/A1RFmzZtYGFhIehTx3NStWpVVK9eXen82rVrC9oBAQEqnSMSiQTV+BISEhAUFKRynADkKv85OzurvPbZM2EhlpyPg4ioOBNrOwAiIm1Y67MWiZmJCsfaO7dHE4cmaj1/zYXneB+XqnCsqp0pRrWooNbziYiIiIiIiIiIiIiI8uLh4YEmTZoIrgpdtGgROnXqJKioVVTGjRuHLl265HvdwIEDER4eLmuvXLkSderUkbU/t6sxDx48KGiPGDFC6VyRSIQffvgBEyZMkPX9888/uH//PurVq1eg89+/f49t27YJ+kaOHAlj4+JZhCLn1ch2dnZaiuQDY2NjjBgxAitXrpT1bdu2DT/++COcnJwKtKevry/++ecfQd+kSZNyvb0r5/Ofn6p+Hh4egs/r5cuXMWzYMJXXX758WW4/VX0ap4WFBSpVqqTyWiIibWOiHhF9cfwi/HD85XGFY0ZiI/zU4Ce1nu//Ph47bwQpHBOJgCW9akFPlwVPiYiIiIiIiIiIiIhI+6ZPny6orHfr1i2sXr0a06ZNK9S+d+/ehYuLC2xsbGR9VapUkav+poqc1eTq1atXYqq75Ze/vz8OHToka5cuXRo9evTIdc3QoUMxd+5cxMTEAAAkEgnGjBmD//77D2Jx/lMGJk2ahMTE/xXE0NPTEyQCFjcnT54UtItDBbaJEydi3bp1ssqISUlJmDhxIo4dO5bvvbKzszFmzBjBtdTW1tYYMmRIrusaNWoEPT09WQz3799X+cyWLVsKXoe7d+9WOVEvICAAN27ckLUNDAzQqFEjldaGh4cLrujNeT03EVFxx0wQIvqiZEuysfj2YqXjo2qPQhnjMmo8X4qZxx4hWyJVOD6gUTnUc7ZU2/lERERERERERERERET50aNHD7krcD09PXHgwIEC77lv3z60bt0aycnJhQ3vi5KamoqRI0cKErKWLFkCAwODXNcZGxtjw4YNgr579+5h6NChkEgk+Yph7ty5OHLkiKBv4cKFgqtQi5OnT5/KXSvbvXt3LUXzP+XKlcP8+fMFfcePH8fMmTPztY9UKsXw4cNx584dQf+mTZtQqlSpXNeamJigadOmsva9e/eQmqr4RrCc+vXrJ6igeO3aNRw/flyltVOnThW0v/32W5ibm6u09t9//xW0O3bsqNI6IqLigol6RPRF+ev5X3gW80zhmIuZC4ZUz/0vSwprz80gPHwXr3DM1tQAP33lqtbziYiIiIiIiIiIiIiI8mvnzp1wdnaWtbOysjBw4EDMnz8fKSkpKu8TFBSE3r17Y9CgQUzSA5CQkIDQ0FCV5sbGxqJHjx64deuWrK9Zs2a5Xnv7qf79+2PAgAGCvj///BN9+/ZFdHR0nutTU1Px448/YuHChYL+li1bYvr06SrFUFCJiYkYN26coJKaKvz9/dGxY0dkZGTI+pydndGnT5+iDrFAZsyYgRYtWgj6li5diokTJ6r09REbG4sBAwZgz549gv5Bgwbhu+++UymGzp07y/6dkZEhqHSXGwsLC7kKesOGDcPDhw9zXTdv3jycPn1a1tbR0cGUKVNUOhMAvL29Be2vv/5a5bVERMUBE/WI6IsRnRqNDb4blI57NvSEnq6e2s5/H5eKlV4BSscXdKsBM0P1nU9ERERERERERERERFQQFhYW+Oeff2BtbS3rk0gkWLBgAapUqYIlS5bAz89P4dqoqCgcPHgQgwYNQoMGDVSuuvUlePPmDVxcXNCvXz8cPXpUdjXtp0JCQrB+/Xq4urrCy8tL1l+6dGns3r0bIpFI5fO2bNkid8Xo4cOHUa1aNSxZsgSvX7+WWxMeHo6NGzeidu3aWLNmjWCsUqVKOHDgAHR01Jt2kJ2djS1btqBChQro2rUr/vjjD7x69QpSqfwNVhkZGbh58ybGjh0Ld3d3vH37VjYmEomwYcMGGBkZqTVeVeno6ODgwYOoVKmSoH/jxo2oWbMm1q1bpzCRMygoCL/++iuqV68uV9nSw8MDmzdvVjmGvn37Cl5D+fn6XLx4MVxcXGTt2NhYNGnSBKtWrUJsbKxgrr+/P7755hv88ssvgv7p06fDzc1NpfOkUilOnDghazdu3Bjly5dXOV4iouIg/xfOExGVUGt91iIxI1HhWHvn9mji2ERtZ0ulUsz7xx8pGdkKx9tVs8VXNdV35S4REREREREREREREVFh1KlTB9euXUPPnj0REPC/wgTv37/HrFmzMGvWLJiYmMDW1hbW1tZISkpCWFiYXMLOR+bm5nlezfklyMjIwMGDB3Hw4EEAgJOTE2xtbQEAYWFhCA0NlUtIK126NM6dO4eKFSvm6yxTU1N4eXmhb9++OHv2rKw/MjJS9hxaW1vDwcEBYrEYISEhiIiIUJgQV79+ffzzzz+wt7fP70MusMzMTJw6dQqnTp2SPZ4yZcrAwsICUqkU8fHxCAoKQmZmptxakUiEbdu2oWvXrhqLVxX29va4evUqunfvjnv37sn6g4KCMHnyZEyZMgW2trawt7eHRCJBSEgIoqKiFO711Vdf4dChQzAxMVH5fCcnJ7Ru3RqXL18G8CFRb8OGDSolgJqamuLw4cPo0KGD7Os8OTkZ06ZNg6enJ8qXLw8zMzOEhobi/fv3CuPNmbiXm3v37gmqKg4cOFDltURExQUr6hHRF8Evwg/HXx5XOGYkNsL0+uotyX3OPwwXn0YoHCulr4sF3Wvm6y+eiIiIiIiIiIiIiIiINK1atWq4f/8+pk2bBn19fbnxpKQkvH79Gnfv3sXTp08VJunp6elhwoQJePnypSwhjf7n3bt38PHxgY+PD0JCQuSS5Jo2bYq7d++iXr16BdrfzMwMp06dwpo1a2Bqaio3Hh0djUePHsHX1xfh4eFy5xsYGMDT0xPXr1+Hg4NDgWIoKomJiXjx4gXu3r2Le/fu4cWLFwqT9CpXroxLly5h+PDhWogybw4ODrh+/TpmzZoFAwMDwZhUKkV4eDj8/Pzw8OFDhUl6pqamWLVqFU6fPg0zM7N8nz927FjZv9+/fy9L2lNF/fr18e+//6JChQqC/szMTDx//hz37t1TmKQ3dOhQnDhxQuH3EWX27t0r+7epqSkT9YioRGKiHhF99rIl2Vhye4nS8VG1R8HeRH1/7ZOQlol5Jx4rHZ/aoSocLYpHiW0iIiIiIiIiIiIiIqLcGBsbY8WKFQgKCsL8+fNRvXr1PNeIxWK4u7tjyZIlePv2LTZs2IDSpUtrINrizcnJCT/++COqVq2a6zyRSISmTZvi0KFDuHbtmuC60YLQ0dHB5MmTERwcjCVLlqj0HDo7O+Pnn3/Gy5cvsWTJErmEMnUyNzfH1atX8fPPP6Nhw4YqJXfp6emhbdu22LdvHx49eoTWrVtrINKCMzAwwKJFi/Dq1St4enqq9By7urpi0aJFCAoKwo8//ljgK4h79uwJZ2dnWXv79u35Wl+zZk08efIEK1askEvY+5RYLEbbtm1x7do17Nq1C3p6eiqfkZ6ejj///FPW/v777wuUlEhEpG28+paIPnuHnx/G05inCsdczFwwuPpgtZ6//NwzRCSmKxyr7WSOoU1c1Ho+ERERERERERERERFRUbO3t8e8efMwb948REZGwtfXF0FBQYiNjUVmZibMzMxgaWkJZ2dnVK5cGUZGH4oWKKriVlhBQUEFXqvoWldN7WVhYYFVq1Zh1apViIyMhJ+fHwIDAxETE4OsrCyYmZmhfPnyaNSokVqqD1paWsLT0xOenp4ICQmRPYfx8fGQSqUwMTFBuXLlUKdOnVwTsNRNJBKhRYsWaNGiBYAPSVtPnjzBq1evEBoaisTERAAfEvosLCzg6uqKWrVq5ata26fmz5+P+fPnF1X4+eLo6IglS5ZgyZIlCAwMxIMHD/DmzRskJiZCJBLBzMwMLi4ucHNzg6OjY5Gcqauri2nTpmHixIkAgGPHjiEsLAxlypRReQ8DAwNMmzYN06ZNw7Nnz+Dr64uIiAikpKTA2toajo6OaNasGczNzQsU46FDhxATEwPgQxLm5MmTC7QPEZG2MVGPiD5riRmJ2OC7Qem4Z0NP6OsW7Id0VdwPjsWft98oHNPVEWFJz1rQ1eGVt0REREREREREREREVHLZ2NigQ4cOCseys7NliVSknI2NDdq3b6+18x0cHLR+la2qDAwM4ObmBjc3N22Holbly5dH+fLlNXLWyJEj8euvv+Ldu3dIT0/H+vXrsWSJ8hvLcuPq6gpXV9cijW/lypWyf3///fca+7wQERU1Xn1LRJ+1vwL+QkJGgsKx9s7t0cSxidrOzsyWYObRR1D2x1PDmrqgpmPB/mqEiIiIiIiIiIiIiIioIL7//nuIRCLBh7e3t7bDos/c/Pnz5V53e/bs0XZY9P8MDAwwd+5cWXvLli1ISFD8O1ZNO336NB49egQAMDQ0xOzZs7UcERFRwTFRj4g+W+nZ6dj3dJ/CMSOxEabXn67W87f++xoB4Yr/QszRwghT2ldR6/lERERERERERERERERERKoYPnw46tatCwCIi4sTVLHTFqlUijlz5sja06ZNQ9myZbUYERFR4TBRj4g+WydfnURUapTCscHVB8PexF5tZwdFJWPdpRdKxxf1qIlS+rx9nIiIiIiIiIiIiIiIiIi0T0dHBxs2bJC1V69ejfDwcC1GBBw6dAi+vr4AACcnJ3h6emo1HiKiwmKWCBF9lrIl2dj9eLfCMUNdQwyoNkBtZ0ulUsw6/ggZWRKF411q26O1q63aziciIiIiIiIiIiIiIvqoY8eOuHDhQq5z6tSpo6Fo6Es1ePBgNGvWLNc5ZcqU0VA0pEyzZs0glUq1HYZM37590bdvX22HQURUZJioR0SfpUtvLiE4IVjhWK/KvWBpaKm2s4/5vseNl9EKx8wMxZjbtbraziYiIiIiIiIiIiIiIvqUvb097O3Vd8sQkSoqVKiAChUqaDsMIiIireLVt0T02ZFKpdjpv1PhmK5IF4NrDFbb2fEpmVh0+qnS8RmdqsHW1FBt5xMRERERERERERERERERERFR8cNEPSL67NwJu4PH0Y8Vjn1V/is4mjiq7ewd118jJjlD4Vh9Z0v0bVBWbWcTERERERERERERERERERERUfHERD0i+uwoq6YHAN/X+F5t5yakZWLXzSCFY3q6IiztVQs6OiK1nU9ERERERERERERERERERERExRMT9Yjos/I0+iluhtxUONbMsRmqWlVV29l7bgQhMS1L4djoFhVR2c5UbWcTERERERERERERERERERERUfHFRD0i+qzs8t+ldGxYzWFqOzcpPQs7bgQqHDMzFGN0ywpqO5uIiIiIiIiIiIiIiIiIiIiIijcm6hHRZ+Nt4lucDz6vcKx26dqob1dfbWfv/S8YcSmZCseGNSsPU0M9tZ1NRERERERERERERERERERERMUbE/WI6LOx5/EeSKQShWPDag6DSCRSy7kpGVnYdu21wjETAzG+b1JeLecSERERERERERERERERERERUcnARD0i+ixEp0bj+MvjCsdczFzQulxrtZ29//YbxCRnKBwb2sQF5qVYTY+IiIiIiIiIiIiIiIiIiIjoS8ZEPSL6LOx/th/p2ekKx4bVHAYdkXq+3aVlZuO3q4qr6ZXS18WwZqymR0RERERERERERERERERERPSlY6IeEZV4KZkpOPjsoMIxWyNbdK7QWW1nH7zzBlFJihMEB3k4w8pYX21nExEREREREREREREREREREVHJwEQ9Iirx/n7+NxIyEhSODao+CPq66kmWS89SXk3PUE8HI5pXUMu5RERERERERERERERERERERFSyMFGPiEq0zOxM/PHkD4Vjpnqm6F2lt9rOPnzvHcIS0hSO9W/oDBtTA7WdTUREREREREREREREREREREQlBxP1iKhEOx14GuEp4QrHvnP9Dib6Jmo5NyNLgi3erxSO6Yt1MLolq+kRERERERERERERERERERER0QdM1COiEksilWCX/y6FY/o6+hhQbYDazj7m+w7v41IVjvVtUBZ2ZoZqO5uIiIiIiIiIiIiIiIiIiIiIShYm6hFRiXX17VW8jn+tcKx7pe4obVRaLedmZUuw6Yrianp6uiKMaVlRLecSERERERERERERERERERERUcnERD0iKrF2+u9U2K8j0sHQGkPVdu4/fiF4E5OicKx3vbJwsDBS29lEREREREREREREREREREREVPIwUY+ISiSfcB/4RfopHGtXrh3KmZVTy7nZEik2XXmpcEysI8K4VqymR0RERERERERERERERERERERCTNQjohJJWTU9ABhWa5jazj31MASvo5IVjvV0c0RZq1JqO5uIiIiIiIiIiIiIiIiIiIiISiYm6hFRifMi9gWuvruqcKyRfSPUsK6hlnMluVTT0xEB41tXUsu5RERERERERERERERERERERFSyMVGPiEqc3Y93Kx0bVlN91fTOPw7D8/AkhWPd6zrCpbSx2s4mIiIiIiIiIiIiIiIiIiIiopKLiXpEVKKEJoXizOszCseqWVVDY/vGajlXKpVi/WXF1fRErKZHRERERERERERERERERERERLlgoh4RlSh/PPkDWdIshWPDag6DSCRSy7kXn0bgaWiCwrHOtexRydZELecSERERERERERERERERERERUcnHRD0iKjHi0+Nx5MURhWNlTcuinXM7tZwrlUqx/tILpeMT2rCaHhEREREREREREREREREREREpx0Q9IioxDjw7gNSsVIVjQ2sMhVhHrJZzvZ9H4tH7eIVjX9UoA9cyZmo5l4iIiIiIiIiIiIiIqLB2794NkUiU64e3t7e2w/ziBQUF5fk8zZ8/X9thqk1ej33o0KG5rm/VqlWu611cXDTyOIhcXFxyfS22atVK2yF+cSwtLWUfYrE4399ftCkuLg62trayWE+fPq3VeIKDg2FgYACRSARdXV34+flpNZ6SSD1ZLURERSw1KxX7n+5XOGZlaIVuFbup5VxW0yMiIiIiIiIiIiIiIioe0tLS8PTpUzx58gSRkZFITk6Gubk5rK2t4e7ujqpVq6r1bB8fH7x48QKRkZFIS0uDkZER7OzsULVqVdStWxd6enpqO78g3r9/j0ePHiEoKAhxcXHQ1dWFpaUlXFxc0KhRI5iamhbZWd7e3mjdujUAIDAw8LNMjJNKpQgICMDTp0/x7t07JCUlQSQSwdLSElZWVqhZsyZcXV0hEom0HWqJEB0djevXryM0NBQxMTEwMDCAs7MzGjVqhLJly6rlTIlEAn9/fzx9+hQhISFITk6Gvr4+rKysULFiRdSvX79Ivy6Kwps3b/Dy5Uu8efMGMTExSElJgZGREcz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      "text/plain": [
       "<Figure size 3000x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 10: Species generation rate density history at steady-state.\n"
     ]
    }
   ],
   "source": [
    "'''Species generation rate density'''\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "quant = stg.g_vec_history() # mole/m^3-s\n",
    "\n",
    "quant.plot(title='Species Generation Rate Density @ %2.1f C Steady-State'%unit.convert_temperature(stg_temperature,\n",
    "           'K','C'), x_scaling=1/stg.flow_residence_time_avg, x_label=r'Time [$\\bar{\\tau}$]', y_label=quant.latex_name+\n",
    "           ' ['+quant.unit+']', legend=stg.rxn_mech.species_names, show=True, figsize=[10,3], error_data=False)\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Species generation rate density history at steady-state.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 14: Species generation rate density history at steady-state.\n",
      "Time [min]        g [mM/s]\n",
      "             a0      a1      a2      a3      a4\n",
      "t [min]                                        \n",
      "1.33    -2.7903  0.4445 -2.4411  0.8237  0.1164\n",
      "1.70    -2.7523  0.4348 -2.4052  0.8117  0.1157\n",
      "2.06    -2.7423  0.4310 -2.3948  0.8082  0.1158\n",
      "2.42    -2.7398  0.4294 -2.3918  0.8072  0.1160\n",
      "2.79    -2.7392  0.4287 -2.3909  0.8070  0.1161\n",
      "3.15    -2.7392  0.4284 -2.3907  0.8069  0.1162\n",
      "3.52    -2.7392  0.4283 -2.3906  0.8069  0.1162\n",
      "3.88    -2.7392  0.4283 -2.3906  0.8069  0.1162\n",
      "4.24    -2.7392  0.4282 -2.3906  0.8069  0.1162\n",
      "4.61    -2.7392  0.4282 -2.3906  0.8069  0.1162\n"
     ]
    }
   ],
   "source": [
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Species generation rate density history at steady-state.')\n",
    "print('Time [min]        g [mM/s]')\n",
    "import pandas as pd\n",
    "col_names = [f'a{i}' for i in range(len(stg.rxn_mech.species_names))]\n",
    "time_name = 't [min]'\n",
    "df = (quant.value.apply(pd.Series).mul(1)\n",
    "       .rename(index=lambda i: round(i/unit.min,2))\n",
    "       .set_axis(col_names, axis=1).rename_axis(time_name)\n",
    "       .round(4))\n",
    "print(df.iloc[n_startup:].to_string(max_rows=20, min_rows=20))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Species generation rate density at steady-state:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generation sources [mM/s]\n",
      "                         g [mM/s]\n",
      "H2O(a)                  -2.739244\n",
      "H2O*[C4H9O]3PO(o)        0.428233\n",
      "[C4H9O]3PO(o)           -2.390595\n",
      "[H2O]2*[[C4H9O]3PO]2(o)  0.806856\n",
      "[H2O]6*[[C4H9O]3PO]3(o)  0.116216\n"
     ]
    }
   ],
   "source": [
    "g_vec = stg.g_vec()\n",
    "columns = stg.rxn_mech.species_names\n",
    "print('Generation sources [mM/s]')\n",
    "print(pd.DataFrame([list(g_vec)], columns=columns).T\n",
    "        .rename(columns={0:'g [mM/s]'}).to_string(float_format='{:.6f}'.format))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Shut-down Simulation\n",
    "\n",
    "From steady-state, shutdown in two flow residence times."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "end_time += 2 * stg.flow_residence_time_avg\n",
    "time_step = 2 * stg.flow_residence_time_avg / 20\n",
    "show_time = (True, 10*time_step)\n",
    "\n",
    "stg.time_step = time_step\n",
    "stg.initial_time = stg.end_time\n",
    "stg.end_time = end_time\n",
    "stg.show_time = show_time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''Organic phase in the inflow'''\n",
    "tbp_mass_cc_org = 0.0\n",
    "stg.inflow_organic_phase.set_value(tbp_org_name, tbp_mass_cc_org)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "tags": [
     "scroll-output"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[13917] 2025-12-02 13:52:00,870 - cortix - INFO - Launching Module <solvex.stage.Stage object at 0x7f79d9bf9090>\n",
      "[14007] 2025-12-02 13:52:02,142 - cortix - INFO - Stg-1::run():time[m]=4.6\n",
      "[14007] 2025-12-02 13:52:02,296 - cortix - INFO - Stg-1::run():time[m]=5.6\n",
      "Total mass rate density (mixture volume) residual [g/L-s]= 1.73472e-18\n",
      "total mass inflow rate [g/min]   = 4.960e+02\n",
      "total mass outflow rate [g/min]  =  5.196e+02\n",
      "\t net total mass flow rate [g/min] = 2.364e+01\n",
      "[14007] 2025-12-02 13:52:02,423 - cortix - INFO - Stg-1::run():time[m]=6.4 (et[s]=0.3)\n",
      "[13917] 2025-12-02 13:52:02,636 - cortix - INFO - run()::Elapsed wall clock time [s]: 10.83\n",
      "[13917] 2025-12-02 13:52:02,637 - cortix - INFO - Closed Cortix object.\n",
      "_____________________________________________________________________________\n",
      "                           T E R M I N A T I N G                             \n",
      "_____________________________________________________________________________\n",
      "      ...                                        s       .     (TAAG Fraktur)\n",
      "   xH88\"`~ .x8X                                 :8      @88>\n",
      " :8888   .f\"8888Hf        u.      .u    .      .88      %8P      uL   ..\n",
      ":8888>  X8L  ^\"\"`   ...ue888b   .d88B :@8c    :888ooo    .     .@88b  @88R\n",
      "X8888  X888h        888R Y888r =\"8888f8888r -*8888888  .@88u  \"\"Y888k/\"*P\n",
      "88888  !88888.      888R I888>   4888>\"88\"    8888    888E`    Y888L\n",
      "88888   %88888      888R I888>   4888> \"      8888      888E      8888\n",
      "88888 `> `8888>     888R I888>   4888>        8888      888E      `888N\n",
      "`8888L %  ?888   ! u8888cJ888   .d888L .+    .8888Lu=   888E   .u./\"888&\n",
      " `8888  `-*\"\"   /   \"*888*P\"    ^\"8888*\"     ^%888*     888&  d888\" Y888*\"\n",
      "   \"888.      :\"      \"Y\"          \"Y\"         \"Y\"      R888\" ` \"Y   Y\"\n",
      "     `\"\"***~\"`                                           \"\"\n",
      "                             https://cortix.org                              \n",
      "_____________________________________________________________________________\n",
      "[13917] 2025-12-02 13:52:02,638 - cortix - INFO - close()::Elapsed wall clock time [s]: 10.83\n"
     ]
    }
   ],
   "source": [
    "'''Run system in parallel'''\n",
    "stg.monitor_mass_flowrates = False\n",
    "stg.monitor_mass_conservation_residual = False\n",
    "system.run()\n",
    "system.close() # Shutdown Cortix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''Recover stage'''\n",
    "stg = system_net.modules[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Organic Phase Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 3600x1800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 11: Organic phase species history dashboard at shut-down.\n"
     ]
    }
   ],
   "source": [
    "'''Plot organic phase'''\n",
    "# TODO: time axis normalized by phase flow residence time.\n",
    "stg.organic_phase.plot(title='Organic Phase Shut-Down', legend='Organic Phase', nrows=2,ncols=3, show=True, figsize=[12,6])\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Organic phase species history dashboard at shut-down.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 15: Molarity history of TBP in the organic phase at shut-down.\n",
      "Time [min] | Free TBP [M] | TBP Monomer [M] | TBP Dimer [M] | TBP Trimer Hexahydrate [M] | balance |\n",
      "  1.33e+00      0.859         4.144e-02        7.991e-02               1.180e-02          +1.096e+00\n",
      "  3.15e+00      0.856         4.280e-02        8.068e-02               1.163e-02          +1.096e+00\n",
      "  4.70e+00      0.754         4.251e-02        8.015e-02               1.142e-02          +9.913e-01\n",
      "  5.15e+00      0.420         3.526e-02        6.210e-02               7.264e-03          +6.012e-01\n",
      "  5.61e+00      0.253         2.577e-02        3.783e-02               3.492e-03          +3.647e-01\n",
      "  6.06e+00      0.158         1.787e-02        2.049e-02               1.506e-03          +2.212e-01\n"
     ]
    }
   ],
   "source": [
    "'''Compute molar concentration of TBP species'''\n",
    "import numpy as np\n",
    "\n",
    "tbp_mass_cc_org_history = stg.organic_phase.get_column(tbp_org_name)\n",
    "tbp_molar_cc_org_history = np.array(tbp_mass_cc_org_history)/tbp_org.molar_mass\n",
    "\n",
    "tbp_monomer_mass_cc_org_history = stg.organic_phase.get_column(tbp_monomer_org_name)\n",
    "tbp_monomer_molar_cc_org_history = np.array(tbp_monomer_mass_cc_org_history)/tbp_monomer_org.molar_mass\n",
    "\n",
    "tbp_dimer_mass_cc_org_history = stg.organic_phase.get_column(tbp_dimer_org_name)\n",
    "tbp_dimer_molar_cc_org_history = np.array(tbp_dimer_mass_cc_org_history)/tbp_dimer_org.molar_mass\n",
    "\n",
    "tbp_trimer_hexahydrate_mass_cc_org_history = stg.organic_phase.get_column(tbp_trimer_hexahydrate_org_name)\n",
    "tbp_trimer_hexahydrate_molar_cc_org_history = np.array(tbp_trimer_hexahydrate_mass_cc_org_history)/tbp_trimer_hexahydrate_org.molar_mass\n",
    "\n",
    "time_stamps = np.array(stg.organic_phase.time_stamps)\n",
    "\n",
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Molarity history of TBP in the organic phase at shut-down.')\n",
    "print('Time [min] | Free TBP [M] | TBP Monomer [M] | TBP Dimer [M] | TBP Trimer Hexahydrate [M] | balance |')\n",
    "np.set_printoptions(precision=3, suppress=True, linewidth=100)\n",
    "for t,a,b,c,d in zip(time_stamps[n_startup::5]/unit.min, \n",
    "                 tbp_molar_cc_org_history[n_startup::5]/unit.molar, \n",
    "                 tbp_monomer_molar_cc_org_history[n_startup::5]/unit.molar,\n",
    "                 tbp_dimer_molar_cc_org_history[n_startup::5]/unit.molar,\n",
    "                 tbp_trimer_hexahydrate_molar_cc_org_history[n_startup::5]/unit.molar):\n",
    "    balance = a+b+2*c+3*d - tbp_mass_cc_org/tbp_org.molar_mass/unit.molar\n",
    "    print('  %1.2e      %1.3f         %1.3e        %1.3e               %1.3e          %+1.3e'%(t, a, b, c, d, balance))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 16: Volume fractions of free and total TBP in the organic phase at start-up.\n",
      "Time [min] | Free TBP vol frac [%] | Total TBP vol frac [%] |\n",
      "  0.00e+00         30.000                  30.000\n",
      "  3.03e-01         25.701                  30.000\n",
      "  6.06e-01         24.244                  30.000\n",
      "  9.09e-01         23.734                  30.000\n",
      "  2.42e+00         23.455                  30.000\n",
      "  4.24e+00         23.453                  30.000\n",
      "  4.97e+00         14.373                  20.110\n",
      "  5.42e+00         8.425                  12.197\n",
      "  5.88e+00         5.206                  7.398\n",
      "  6.33e+00         3.277                  4.487\n"
     ]
    }
   ],
   "source": [
    "'''Volume fraction of TBP at start-up'''\n",
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Volume fractions of free and total TBP in the organic phase at start-up.')\n",
    "print('Time [min] | Free TBP vol frac [%] | Total TBP vol frac [%] |')\n",
    "np.set_printoptions(precision=3, suppress=True, linewidth=100)\n",
    "total_tbp_molar_cc_org_history = tbp_molar_cc_org_history + tbp_monomer_molar_cc_org_history + \\\n",
    "                                 2*tbp_dimer_molar_cc_org_history + 3*tbp_trimer_hexahydrate_molar_cc_org_history\n",
    "total_tbp_mass_cc_org_history = total_tbp_molar_cc_org_history * tbp_org.molar_mass\n",
    "for t,a,b in zip(time_stamps[::5]/unit.min, \n",
    "               np.array(tbp_mass_cc_org_history[::5])/rho_tbp*100, total_tbp_mass_cc_org_history[::5]/rho_tbp*100):\n",
    "    print('  %1.2e         %1.3f                  %1.3f'%(t, a, b))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 17: Mass concentration and molarity history of water in the organic phase at shut-down.\n",
      "Time [s] |   [M]   |  [g/L]  |\n",
      "8.00e+01  2.721e-01 4.901e+00\n",
      "1.89e+02  2.739e-01 4.935e+00\n",
      "2.82e+02  2.713e-01 4.888e+00\n",
      "3.09e+02  2.030e-01 3.658e+00\n",
      "3.36e+02  1.224e-01 2.205e+00\n",
      "3.64e+02  6.788e-02 1.223e+00\n"
     ]
    }
   ],
   "source": [
    "'''Total water extracted'''\n",
    "water_molar_cc_org_history = tbp_monomer_molar_cc_org_history \\\n",
    "                           + 2*tbp_dimer_molar_cc_org_history \\\n",
    "                           + 6*tbp_trimer_hexahydrate_molar_cc_org_history\n",
    "\n",
    "water_mass_cc_org_history = water_molar_cc_org_history * h2o_aqu.molar_mass\n",
    "\n",
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Mass concentration and molarity history of water in the organic phase at shut-down.')\n",
    "print('Time [s] |   [M]   |  [g/L]  |')\n",
    "np.set_printoptions(precision=3, suppress=True, linewidth=100)\n",
    "for a,b,c in zip(time_stamps[n_startup::5], water_molar_cc_org_history[n_startup::5]/unit.molar, water_mass_cc_org_history[n_startup::5]):\n",
    "    print('%1.2e  %1.3e %1.3e'%(a, b, c))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Aqueous Phase Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Ezz33XKavWVsrY3l5ealQoUKKj4/XlStXTI9bu3atxo0bp+XLlysmJsbm+c6fP5/hsb+/vwYMGKDx48dr8+bNKleunHr27KkOHTqocePGqlixos147ng9AQAAAACAuw8F+lwiJSVFhw8fNu338vLSk08+qbFjx3rsC7g0OTk3ZJT2BTsFegBAbufl5eXydUVKSopSU1PTHwcFBaUX6J1ZTj4oKOiOuNaZOHFi+u/FaHn7NIMGDdKCBQuUmJioadOmafDgwRn6027YLFasWKbnLF68uPMJOyA6Otqpcbe+Hi5duiSLxSLJvrxvvTkhq/Z/r1ixoubOnauBAwfq5MmTWr9+ffosbV9fXzVq1Eg9e/bUf/7zHxUoUMDl85UsWTLDCgne3t4KDg5WsWLFFBAQYHeczN4v3t43F3xLSUkx7H/ppZf0xRdf2H0+o/f1F198oWvXrmny5Mm6ePGifvzxR/3444+Sbr52O3furCeeeEJt2rSxGuuO1xMAAAAAALj7UKDPodq2basBAwZo8eLF6XtKGgkICFC3bt306quvqkmTJnd9brCNAj0AALDFYrFowoQJ6Y/btWtn17hffvnFqkCfE6XtAV+rVi1Nnz7d7nG54caLDh066PDhw5ozZ44WLlyodevW6dChQ0pOTtamTZu0adMmffTRR5o2bZo6derk0rn8/PxUu3ZtN2XunClTpqQX58uWLauXXnpJrVu3Vrly5ZQvXz75+/tLujm7vVKlSpKUfmPFrQIDAzVx4kS98cYb+v3337Vq1Spt2bJFcXFxOnfunCZNmqRJkybpoYce0tSpUzOsBnYnv54AAAAAAEDWoUCfQ9WuXTt9Kcx///1Xe/fu1fHjx9OXdyxUqJCqVaumpk2burTc6ejRozV69Ogcl5vRl2dwHUvcAwAAW1asWKGoqCiHx23btk179uxR3bp109sKFy6s06dP69y5c5mOt3XTp6T0lQ0kKTU1NX1mtZH4+HjTviJFiujkyZO6evWq0wXmggULysvLSxaLJdO8pYzPLW0P8jS3Py9bbD2vNAEBAerdu7d69+4t6eZWDStWrNDkyZO1YMECXbx4UT179tThw4c9tmpBVhk3bpwkKSQkRJs3bzZ9PhcvXrQrXtWqVfX222/r7bffVkpKinbu3Kl58+bpu+++U3R0tGbNmqU333xTn332WfoYd7yeAAAAAADA3YcCfS5QsWLFTPc/zC45OTdYYwY9AACw5Zdffkn/7x9++CH95j4z58+f19ChQyVJP//8s7788sv0vnvuuUenT5/W8ePHdebMGZv70G/evNnmeW7N4+LFiwoNDTU8LiYmxmqf8Vs1bNhQJ0+e1PHjx3Xs2DGVK1fO5nmN+Pv7q3r16oqMjNTOnTuVmJhocx/6DRs2pP/3Pffck6Hv9udly759+xzOtUiRIurTp4/69Omj5557TuPGjVN8fLz+/vtvPfPMMw7Hy0kiIiIkSe3bt7d5s0HaPvGO8PHxUaNGjdSoUSMNHDhQtWrVUkJCgqZNm5ahQO+O1xOA/8fenYdpVRb8A//ODPsOwwyC4AKaghsZWu67mWZWZpZLbm2a7ZuWldr7Wv0ss9U39yw119wrl9zTXNCEJBVxAVxmGAUBAWHm+f3hNU8Mi2zDnBnm87mu54pznnPO/X2Qx2S+574PAABA57P8qSfAOkdBDwArp7q6OnV1dav0WnJ2dEczc+bMXHvttUmS7bbbLp/5zGfyiU984h1fJ554YkaPHp0kufTSS/PWW2+Vr7f4MuoXXHDBcsd9/vnnc9ttt71jtsVvCH344YeXe9wll1zyjtc5+OCDy78+88wz3/HYd7LffvsleXtW+x/+8IflHjdjxoxcffXVSd5+nvnYsWNbvL+yn+uRRx5ZrYJ+cYv/86ivr1+ja7UHzcvLv9PKAosWLco555yzRuNstNFG2WyzzZIs/fvWWn+eAAAAgM5FQQ+diCXuAWDlVFZWpqamZpVe77Tsekdw6aWXZv78+UmST3ziEyt93qGHHpokaWhoyHXXXVfef9RRR6Vfv35Jkh//+Md55JFHljp3/vz5Ofroo8tl6/Lsueee5V+feeaZaWxsXOqYhx9+OD/4wQ/e8Tqf/OQns/nmmydJfvOb36ywvH3rrbdywQUXLLVM/4knnpiuXbsmSU466aT8+9//XurchQsX5uijj87s2bOTJF/60pfSpUvLBcy22GKLDBkyJMnbqxfU1dUtdZ36+vocffTR75jz2muvfceVA5LkL3/5S/nXzc9k78iaS/P77rsvTz311FLvNzU15cQTT8zEiROXe40pU6bk9ttvf8dxnn/++UyaNCnJ0r9vrfXnCQAAAOhcOvZPEYFV0lzQz5w5c4XPOQUAOpfm5e0rKiry8Y9/fKXPay7ok5Yz5QcMGJCzzz47yduznHfbbbd897vfzT333JNHHnkkF110Ud7znvfk7rvvznvf+953HGPLLbfMXnvtlSS588478/73vz833HBDHn/88dx222356le/ml133TXDhw9PTU3Ncq/TpUuXXHvttRkwYECS5IQTTsguu+yS3/3ud7n//vvz+OOP55577sn555+fY489NkOHDs2nP/3pcsnebOTIkfnf//3fJG/f+Pi+970v3//+98uf7fe//32222673HzzzUmScePG5Zvf/OZSeaqqqnLiiScmeXu2/Y477piLL74448ePz/3335//9//+X7bZZps899xz2XbbbZf7uX75y19m+PDh+eAHP5if//znufXWWzN+/Pg88MAD+dOf/pSDDjoo//d//5ck2XDDDfOhD33oHX+/O4Jjjz02SfLmm29mt912y89+9rPcc889eeihh3LRRRflfe97X373u99l1113Xe41Xnzxxeyzzz4ZNWpUvvrVr+byyy/PP/7xjzz22GO57bbb8sMf/jA77rhj+caVL33pSy3Ob60/TwAAAEDn4hn00Ik0L3Hf1NSUWbNmZeDAgQUnAgDag8cffzzjx49Pkuy0004ZPnz4Sp+7+eabZ5tttsm//vWv3H777Zk6dWpGjBiRJDnmmGPy6quv5rvf/W7efPPNnHHGGTnjjDNanP+FL3wh48aNW+Fz6C+44ILsvvvuef7553PHHXfkjjvuaPH+u971rtx8883lIn95Ro8enYceeiif+MQnMn78+Nx333257777lnt89+7d071796X2f/Ob38yiRYvy/e9/P3PmzMkPf/jD/PCHP1zquN133z3XXHNNecb9kr797W/nvvvuy9/+9rc8++yzOeaYY1q8369fv1x55ZW56qqryv+MlmXBggW5+eabyzcFLMsmm2yS66+/Pr17917uMR3FF77whdxzzz255ppr8uqrr+Yb3/jGUscccMAB+elPf1p+DMPyTJkypXwzybJUVlbmW9/6Vk444YSl3mutP08AAABA52EGPXQiXbt2TY8ePZIkr732WsFpAID2YvGZ76uyvP2S5zQ1NeWiiy5q8d5JJ52UBx54IJ/4xCcybNiwdOvWLeutt14++MEP5sYbb8yvf/3rlRpjww03zKOPPpqTTz45o0ePTs+ePdO3b9+MHTs2//u//5vx48ev9NLtm266aR555JFcf/31OfLII7Ppppumb9++qaqqyoABA7L11lvnyCOPzMUXX5xXXnmlfMPBkk4++eT8+9//zpe+9KVsscUW6du3b7p3757hw4fnox/9aK655prceeedGTRo0HKzdO3aNTfddFPOOeec7LDDDunbt2969OiRTTbZJF/84hfz+OOP54ADDnjHz/OnP/0pF110UY455phst912GTFiRHr06FHOcsABB+S8887LxIkTM2bMmJX6PWrvqqqqctVVV+Xiiy/Obrvtlv79+6dr164ZNmxY9t9//1x++eW56aabyv/tuyy77LJL7r333nz/+9/P+9///owePTqDBg1KVVVV+vXrl7Fjx+ZLX/pSHn/88fzoRz9KRUXFMq/TWn+eAAAAgM6holQqlYoOAeuaf//739lyyy3L2xMnTswWW2xRWJ433ngjd955Z5Lk05/+dGbMmJGHHnoo2223XWGZoLNa/PuYJHvssUf5Gc3QWS1atCjPPPNMi32bbrrpUs/rbm2NjY0tlppuLtRoexdffHF55vidd96Z3XffvdhAtDnfx6Wt6b8b29vfSQAAAIC3mUEPnUzzMvdm0AMAAAAAAEDbUtBDJ9O3b98kCnoAAAAAAABoawp66GTMoAcAAAAAAIBiKOihk1HQAwAAAAAAQDEU9NDJWOIeAAAAAAAAiqGgh05GQQ8AtDdHH310SqVSSqVSdt9996LjAAAAAMBao6CHTqZ5ifuGhoaCkwAAAAAAAEDnoqCHTsYMegAAAAAAACiGgh46meYZ9Ap6AAAAAAAAaFsKeuhkFPQAAAAAAABQDAU9dDKLL3FfKpUKTgMASUVFxVL7/H8U0Nkt69+Dy/r3JQAAANCxKOihk2meQd/Y2JjZs2cXnAYAksrKpf+TdN68eQUkAWg/3nrrraX2LevflwAAAEDH4m/30Ml07949PXr0SGKZewDah4qKivTq1avFPiu9AJ3drFmzWmz37NnTDHoAAABYB3QpOgDQ9gYOHJiXX345r732WjbaaKOi4wBA+vXrlzfffLO8PW/evLzwwgsZNGhQevTosVZmjTY2NqaxsbG8vWjRIjcFQEF8H/+rsbExM2fOXKqg7927d0GJAAAAgNakoIdOaNCgQeWCHgDag759++bVV19tUcjNmzcv06dPX2tjlkqlNDU1lbcrKyvNToWC+D6uWN++fYuOAAAAALQCS9xDJzRw4MAkSUNDQ8FJAOBtXbp0yfDhwxVyAMtQU1NTfkwVAAAA0LEp6KETGjBgQBLPoAegfenTp0+blvRNTU2ZPXt2+bX47F2gbfk+Ll///v1TXV1ddAwAAACglVjiHjqh5hn0CnoA2ps+ffpkk002yezZs/PGG2+0eC49QGdRWVmZvn37ZuDAgenRo4fVRQA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      "text/plain": [
       "<Figure size 3600x1800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 12: Aqueous phase species history dashboard at shut-down.\n"
     ]
    }
   ],
   "source": [
    "'''Plot aqueous phase'''\n",
    "# TODO: time axis normalized by phase flow residence time.\n",
    "stg.aqueous_phase.plot(title='Aqueous Phase Shut-Down', legend='Aqueous Phase', nrows=2,ncols=3, show=True, figsize=[12,6])\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Aqueous phase species history dashboard at shut-down.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reaction Rate Density\n",
    "This quantity only makes sense per volume of the mixture."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3000x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 13: Reaction rate density history at shut-down.\n"
     ]
    }
   ],
   "source": [
    "'''Reaction rate density'''\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "quant = stg.r_vec_history()\n",
    "quant.plot(title='Reaction Rate Density @ %2.1f C Shut-Down'%unit.convert_temperature(stg_temperature,\n",
    "           'K','C'), x_scaling=1/stg.flow_residence_time_avg, x_label=r'Time [$\\bar{\\tau}$]', y_label=quant.latex_name+\n",
    "           ' ['+quant.unit+']', legend=stg.rxn_mech.reactions, show=True, figsize=[10,3], error_data=False)\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Reaction rate density history at shut-down.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Species Generation Rate Density\n",
    "\n",
    "This quantity is on the basis of mixing volume so all species generation values can be compared."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3000x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 14: Species generation rate density history at shut-down.\n"
     ]
    }
   ],
   "source": [
    "'''Species generation rate density'''\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "quant = stg.g_vec_history()\n",
    "quant.plot(title='Species Generation Rate Density @ %2.1f C Shut-Down'%unit.convert_temperature(stg_temperature,\n",
    "           'K','C'), x_scaling=1/stg.flow_residence_time_avg, x_label=r'Time [$\\bar{\\tau}$]', y_label=quant.latex_name+\n",
    "           ' ['+quant.unit+']', legend=stg.rxn_mech.species_names, show=True, figsize=[10,3], error_data=False)\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Species generation rate density history at shut-down.')"
   ]
  },
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    "## References\n",
    "\n",
    "- [1] V. F. de Almeida, [Cortix](https://cortix.org), *Network Dynamics Simulation*, [Cortix Tech](https://cortix.tech), Lowell, MA."
   ]
  }
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