{
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   "source": [
    "**Single-Stage Solvex Development** Cortix Tech 30Sep2025\n",
    "\n",
    "<style>\n",
    "/* Make Notebook 7 (Lab UI) use the page width when printing */\n",
    "@media print {\n",
    "  /* Paper + margins (use A4 if you prefer) */\n",
    "  @page { size: letter; margin: 0.1in; }\n",
    "\n",
    "  html, body { margin: 0 !important; padding: 0 !important; }\n",
    "\n",
    "  /* Watermark */\n",
    "  body::after {\n",
    "    content: \"SAMPLE\";\n",
    "    position: fixed;\n",
    "    top: 35%; left: 10%;\n",
    "    transform: rotate(-30deg);\n",
    "    font-size: 9rem; opacity: 0.06;\n",
    "    pointer-events: none;\n",
    "    z-index: 0;\n",
    "  }\n",
    "    \n",
    "  body::before {\n",
    "    content: \"© 2025 Cortix Tech — Sample\";\n",
    "    position: fixed; bottom: 0.2in; left: 1in; right: .2in;\n",
    "    text-align: right; font-size: 10px; z-index: 9999; pointer-events: none;\n",
    "  }\n",
    "    \n",
    "  /* Repeat-on-every-page footer (must be inside the printable area) */\n",
    "  .ct-footer {\n",
    "    position: fixed;\n",
    "    /* put it *inside* the 1in bottom margin */\n",
    "    bottom: 1.1in;             /* >= margin-bottom to avoid clipping */\n",
    "    left: 1in;                  /* match left margin */\n",
    "    right: 1in;                 /* match right margin */\n",
    "    text-align: right;\n",
    "    font-size: 10px;\n",
    "    line-height: 1.1;\n",
    "    z-index: 9999;\n",
    "    pointer-events: none;\n",
    "  }\n",
    "\n",
    "  /* Expand the notebook container & remove centering/padding */\n",
    "  .jp-Document, .jp-NotebookPanel, .jp-Notebook {\n",
    "    max-width: none !important;\n",
    "    width: auto !important;\n",
    "    margin: 0 !important;\n",
    "    padding: 0 !important;\n",
    "    /* prevent transforms/overflows from “containing” fixed elements */\n",
    "    transform: none !important;\n",
    "    overflow: visible !important;\n",
    "  }\n",
    "\n",
    "  /* Remove extra left/right padding inside cells */\n",
    "  .jp-Notebook .jp-Cell {\n",
    "    padding-left: 0 !important;\n",
    "    padding-right: 0 !important;\n",
    "  }\n",
    "\n",
    "  /* Keep images/figures from exceeding the page box */\n",
    "  img, svg, canvas, video {\n",
    "    max-width: 100% !important;\n",
    "    height: auto !important;\n",
    "  }\n",
    "}\n",
    "</style>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Use-Case 04: TBP-Diluent-H$_2$O-HNO$_3$-UO$_2^{2+}$-Air 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 a usecase scenario for water, nitric acid, and uranyl extraction by TBP with a vapor phase.\n",
    "- Test implementation and present results.\n",
    "- Use AI assistants (limited) 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 = True\n",
    "stage_ai = True"
   ]
  },
  {
   "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\n",
    "markdown_display = True # if False code cell output is type: stream, else: markdown. Use True for in-house conversion to .md"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## System"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Single stage mixing of TBP with inert diluent, HNO3 solution with uranyl, and vapor."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[14410] 2025-12-02 13:54:50,255 - 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",
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<h3>Overview</h3>\n",
       "\n",
       "This snippet initializes a Cortix simulation \"system\" (no MPI, with a splash banner), creates an empty network, imports several Cortix classes, and conditionally configures and invokes a CortixAI object when a truthy cortix_ai is present.\n",
       "\n",
       "- Key intent: prepare core runtime objects (Cortix system and Network) and optionally set up an AI helper object with a couple of attributes, then call its explain method.\n",
       " \n",
       "\n",
       "<h3>Imports</h3>\n",
       "\n",
       "- from cortix import Cortix, Network, Units as unit, ReactionMechanism, Quantity: bring core Cortix classes into the namespace; Units is aliased to unit.\n",
       "- The CortixAI class is imported inside a conditional block only if cortix_ai evaluates to True at runtime.\n",
       " \n",
       "\n",
       "<h3>Line-by-line explanation</h3>\n",
       "\n",
       "- The top comment '''Setup the base system''' is a module-level string (used here as a comment).\n",
       "- system = Cortix(use_mpi=False, splash=True): instantiate the top-level Cortix object with MPI disabled and the splash/banner enabled.\n",
       "- system_net = system.network = Network(): create a new Network instance, assign it to system.network, and also assign the same object to the local name system_net (two references to the same Network).\n",
       "- if cortix_ai:: check the truthiness of the name cortix_ai; if True, execute the indented block.\n",
       "  - Inside that block: from cortix import CortixAI imports the AI helper class on demand.\n",
       "  - cortix_ai = CortixAI(llm_model='gpt-5-mini', llm_cleverness=0.8): construct a CortixAI instance with the given model and cleverness and assign it to the name cortix_ai (overwriting its prior value).\n",
       "  - cortix_ai.markdown_header_level = '<h3>': set an attribute on the CortixAI instance to the string '<h3>'.\n",
       "  - cortix_ai.n_chunks = 8: set the instance attribute n_chunks to 8.\n",
       "- if cortix_ai:: a second conditional that checks cortix_ai again; if truthy it executes the call below.\n",
       "  - cortix_ai.explain(markdown_display=markdown_display, save_supporting_info=db_save): invoke the explain method on the CortixAI instance, passing two keyword arguments (markdown_display and db_save are names resolved at runtime).\n",
       " \n",
       "\n",
       "<h3>Objects and names created or referenced</h3>\n",
       "\n",
       "- system: Cortix instance (configured with use_mpi=False, splash=True).\n",
       "- system.network and system_net: references to the same newly created Network instance.\n",
       "- unit: alias for Units (imported but not used in the shown snippet).\n",
       "- ReactionMechanism, Quantity: imported class names present but unused in the snippet.\n",
       "- cortix_ai: tested for truthiness; if truthy, redefined as a CortixAI instance with attributes markdown_header_level and n_chunks set; later its explain method is called.\n",
       "- markdown_display, db_save: passed into cortix_ai.explain; they must be defined in the runtime environment for the call to succeed.\n",
       " \n",
       "\n",
       "<h3>Control-flow and runtime considerations</h3>\n",
       "\n",
       "- The conditional blocks depend on the value of cortix_ai at runtime: the first if both checks and then reassigns cortix_ai to a CortixAI instance if entered; the second if invokes explain only when cortix_ai is truthy (either because it was truthy before or because it was set in the prior block).\n",
       "- Several names used in the explain call (markdown_display, db_save) are not defined in the snippet and are resolved at runtime.\n",
       " \n",
       "\n",
       "<h3>Summary</h3>\n",
       "\n",
       "- The code sets up a Cortix system and an associated empty Network, imports utility classes, and—if a truthy cortix_ai is present—creates/configures a CortixAI instance and calls its explain method with two runtime-provided arguments."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 4120\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\n",
    "\n",
    "if cortix_ai:\n",
    "    from cortix import CortixAI\n",
    "    cortix_ai = CortixAI(llm_model='gpt-5-mini', llm_cleverness=0.8)\n",
    "    cortix_ai.markdown_header_level = '<h3>'\n",
    "    cortix_ai.n_chunks = 8\n",
    "\n",
    "if cortix_ai: \n",
    "    cortix_ai.explain(markdown_display=markdown_display, save_supporting_info=db_save)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'gpt-5': 'Full reasoning-intensive tasks', 'gpt-5-mini': 'Balance of speed and capability', 'gpt-5-nano': 'Speed and cost efficiency', 'gpt-4o-mini': 'Fastest at advanced reasoning', 'gpt-4o': 'Great for most tasks', 'gpt-4.1': 'Great for quick coding and analysis', 'gpt-4.1-mini': 'Faster than 4.1 for everyday tasks'}\n"
     ]
    }
   ],
   "source": [
    "'''FYI LLM models info'''\n",
    "if cortix_ai:\n",
    "    print(cortix_ai.llm_names_info)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Stage\n",
    "\n",
    "Instantiate a single stage to model and simulate the reactive mixing process."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''Import Stage'''\n",
    "from solvex.stage import Stage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''Create and configure a StageAI object'''\n",
    "if stage_ai:\n",
    "    from stage_ai import StageAI\n",
    "    stage_ai = StageAI(llm_model='gpt-5-mini', llm_cleverness=0.8)\n",
    "    stage_ai.markdown_header_level = '<h4>'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stage AI assistant: working on help...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<h4> Stage Description\n",
       "\n",
       "<h4> Overview\n",
       "\n",
       "- This module implements a single solvent-extraction contactor (a stage) that couples three co-existing domains: aqueous phase, organic phase, and a vapor (cover) phase. Yes — phases are involved: aqueous phase, organic phase, and vapor phase.\n",
       "- Information about a stage module is needed: stage\n",
       "- The class Stage inherits from cortix.Module and uses a ReactionMechanism to define chemistry. It integrates phasic mass-concentration state variables in time using an ODE integrator (scipy.integrate.odeint) and enforces mass balances, handles inflow/outflow streams and maintains time histories of phase compositions.\n",
       "\n",
       "<h4> Original Stage schematics\n",
       "\n",
       "```                                                                                 \n",
       "                          Aqueous    Organic\n",
       "                         External    Product\n",
       "                           Feed\n",
       "                             |          ^\n",
       "                             |          |\n",
       "                             |          |\n",
       "                             V          |\n",
       "                        |---------------------|\n",
       "   Vapor/Org inter-stage|                     | Vapor/Aqu inter-stage\n",
       "   outflow <------------|                     |-----------> outflow\n",
       "                        |                     |\n",
       "   Organic inter-stage  |    S O L V E N T    | Aqueous inter-stage\n",
       "   outflow <------------| E X T R A C T I O N |-----------> outflow\n",
       "                        |                     |\n",
       "                        |                     |\n",
       "   Vapor/Aqu inter-stage|      S T A G E      | Vapor/Org inter-stage\n",
       "   inflow  ------------>|                     |<----------- inflow\n",
       "                        |                     |\n",
       "   Aqueous inter-stage  |                     | Organic inter-stage\n",
       "   inflow ------------->|                     |<----------- inflow\n",
       "                        |---------------------|\n",
       "                             |          ^\n",
       "                             |          |\n",
       "                             |          |\n",
       "                             V          |\n",
       "                          Aqueous    Organic\n",
       "                          Product    External\n",
       "                                       Feed\n",
       "```\n",
       "\n",
       "<h4> High-level code structure\n",
       "\n",
       "- Key imports: numpy, scipy.integrate.odeint, pandas, cortix.Module, cortix.common.phase_new.Phase, cortix.Quantity, ReactionMechanism and Units utilities.\n",
       "- Primary class: Stage(Module)\n",
       "- Core data members (representative):\n",
       "  - port_names_expected: a list of expected port names (inter-stage and feed/product ports).\n",
       "  - mix_vol, vol_flowrate_org, vol_flowrate_aqu, vol_flowrate_vap_org, vol_flowrate_vap_aqu\n",
       "  - temperature, flow_residence_time_* and average\n",
       "  - rxn_mech (ReactionMechanism instance)\n",
       "  - phase containers: aqueous_phase, organic_phase, vapor_phase (Phase instances)\n",
       "  - inflow parameter containers: inflow_aqueous_phase, inflow_organic_phase, inflow_vapor_aqueous_phase, inflow_vapor_organic_phase\n",
       "  - numerical controls: initial_time, end_time, time_step, __ode_params, monitoring flags, tolerances\n",
       "\n",
       "- The module distinguishes state containers (phases) from inflow parameter containers (inflow_*). Phase containers store time-stamped concentration histories; inflow containers serve as parameters for mass inflow rates.\n",
       "\n",
       "<h4> Important method signatures (no full source code)\n",
       "\n",
       "- Constructor:\n",
       "  - def __init__(self, mix_vol, vol_flowrates, temperature)\n",
       "\n",
       "- Reaction mechanism handling:\n",
       "  - def add_reaction_mechanism(self, rxn_mech=None)\n",
       "\n",
       "- Simulation and stepping:\n",
       "  - def run(self, *args)\n",
       "  - def __call_ports(self, time)\n",
       "  - def __step(self, time=0.0)\n",
       "\n",
       "- State assembly and conversion:\n",
       "  - def __get_state_vector(self, time=None, cc_name='mass_cc')\n",
       "  - def __convert_mass_cc_to_molar_cc(self, u_vec)\n",
       "\n",
       "- Mass balance RHS (ODE rhs):\n",
       "  - def __mbal_rhs_func(self, u_vec, time, params)\n",
       "    - This is the ODE right-hand-side function requested by odeint. See the signature above.\n",
       "\n",
       "- Outflow/inflow bookkeeping:\n",
       "  - def __update_mass_inflow_rates(self)\n",
       "  - def __update_outflow_mass_rates(self, u_vec)\n",
       "\n",
       "- State update and diagnostics:\n",
       "  - def __update_state_variables(self, u_vec, time)\n",
       "  - def __check_mass_conservation(self, u_vec, write=False)\n",
       "  - def __total_mass_generation_rate_density_residual(self, u_vec)\n",
       "\n",
       "- Utilities for users (time histories and instantaneous vectors):\n",
       "  - def r_vec(self, time=None)\n",
       "  - def g_vec(self, time=None)\n",
       "  - def rxn_efficiencies(self, time=None)\n",
       "  - Several history-returning functions (r_vec_history, g_vec_history, mass_density_history, etc.)\n",
       "\n",
       "- Ports: the module expects inter-stage and feed/product ports (existence of ports). Example one-line python list of port names (as used in the Stage source):\n",
       "  - ports = ['aqu-feed', 'org-feed', 'aqu-product', 'org-product', 'aqu-inflow', 'org-inflow', 'aqu-outflow', 'org-outflow', 'vap-aqu-inflow', 'vap-org-inflow','vap-aqu-outflow','vap-org-outflow']\n",
       "\n",
       "<h4> What the step method does (description + snippet)\n",
       "\n",
       "- Purpose: __step advances the Stage state by exactly one time_step. It:\n",
       "  1. Assembles the current state vector u_vec_0 from phase containers.\n",
       "  2. Integrates the mass-balance ODE system in the interval [time, time+time_step] using odeint, with __mbal_rhs_func as the RHS function.\n",
       "  3. Validates integration success and performs mass balance checks.\n",
       "  4. Optionally prints monitored mass flow information.\n",
       "  5. Updates phase containers with the new state at the advanced time.\n",
       "  6. Returns the updated time.\n",
       "\n",
       "- Representative source snippet of __step (copied as-is from the Stage module):\n",
       "\n",
       "    def __step(self, time=0.0):\n",
       "        \"\"\"Stepping Stage in time.\n",
       "        \"\"\"\n",
       "        u_vec_0 = self.__get_state_vector(time)\n",
       "\n",
       "        t_interval = np.linspace(time, time+self.time_step, num=2)\n",
       "\n",
       "        (u_vec_hist, info_dict) = odeint(self.__mbal_rhs_func,\n",
       "                                         u_vec_0, t_interval,\n",
       "                                         args=(self.__ode_params,),\n",
       "                                         #rtol=1e-6, atol=1e-6, mxstep=1000,\n",
       "                                         full_output=True )\n",
       "\n",
       "        assert info_dict['message'] == 'Integration successful.','%r <= time <= %r; %r'%\\\n",
       "                (time,time+self.time_step,info_dict['message'])\n",
       "\n",
       "        u_vec = u_vec_hist[1,:]  # solution vector at final time step\n",
       "\n",
       "        time += self.time_step\n",
       "\n",
       "        # Verify global mass conservation; use u_vec directly not the phase containers\n",
       "        if self.monitor_mass_conservation_residual or time >= self.end_time:\n",
       "            self.__check_mass_conservation(u_vec, write=True)\n",
       "        else:\n",
       "            self.__check_mass_conservation(u_vec)\n",
       "\n",
       "        # Monitor total mass flowrates ; use u_vec directly not the phase containers\n",
       "        if self.monitor_mass_flowrates or time >= self.end_time:\n",
       "\n",
       "            (total_mass_inflow_rate, total_mass_outflow_rate) = \\\n",
       "                    self.__compute_total_mass_flowrates(u_vec)\n",
       "\n",
       "            print('total mass inflow rate [g/min]   = %2.3e'%\\\n",
       "                    (total_mass_inflow_rate/(unit.gram/unit.min))\n",
       "            )\n",
       "            print('total mass outflow rate [g/min]  =  %2.3e'%\\\n",
       "                    (total_mass_outflow_rate/(unit.gram/unit.min))\n",
       "            )\n",
       "            print('\\t net total mass flow rate [g/min] = %2.3e'%\\\n",
       "                    ((total_mass_outflow_rate - total_mass_inflow_rate)/(unit.gram/unit.min))\n",
       "            )\n",
       "\n",
       "        # Now update the phase containers\n",
       "        self.__update_state_variables(u_vec, time)\n",
       "\n",
       "        return time\n",
       "\n",
       "<h4> The mass-balance RHS function (what it is and its signature)\n",
       "\n",
       "- Signature (as implemented):\n",
       "  - def __mbal_rhs_func(self, u_vec, time, params)\n",
       "\n",
       "- Purpose and behavior:\n",
       "  - This method computes the time derivative dt_u for the ordered state vector u_vec (mass concentrations per phasic volume, ordered by species global IDs).\n",
       "  - Major tasks inside the RHS function:\n",
       "    1. Enforce non-negativity by clamping negative concentrations to zero.\n",
       "    2. Compute state-derived outflow mass rates from u_vec via __update_outflow_mass_rates(u_vec).\n",
       "    3. Convert phasic mass concentrations to molar concentrations (per phasic volume) via __convert_mass_cc_to_molar_cc(u_vec).\n",
       "    4. Call the reaction mechanism to get g_vec (species mole generation rates per mixing-volume), using rxn_mech.g_vec(...).\n",
       "    5. For each phase (aqueous, organic, vapor) compute dt for each species using the local phase volume fraction, mixing volume, (inflow - outflow)/mixing_vol and the chemistry term g_vec * molar_mass, consistent with the phase formation. Vapor handling blends vapor fractions from both carrier phases.\n",
       "  - The returned dt_u array matches the ordering of u_vec and is used by odeint to integrate forwards.\n",
       "\n",
       "<h4> Ports and their interaction with time stepping\n",
       "\n",
       "- Ports exist to connect this Stage to other stages/modules (inter-stage streams, feed and product). The Stage maintains port_names_expected and uses send/recv to communicate during the run.\n",
       "- __call_ports(time) is invoked after each step and manages:\n",
       "  - Receiving inflow messages (e.g., aquatic inflow) from connected ports and assigning the provided mass inflow rates into local mass inflow arrays.\n",
       "  - Sending or responding to outflow/product requests when connected.\n",
       "  - It relies on self.get_port(name).connected_port to decide if a port is active and uses self.send / self.recv for data exchange.\n",
       "- Typical interaction order in run():\n",
       "  1. __update_mass_inflow_rates() called before time loop (to initialize inflow rates).\n",
       "  2. For each time loop iteration:\n",
       "     - __perturb_mass_inflow_rates() optionally modifies inflows.\n",
       "     - __step(time) advances the state.\n",
       "     - __call_ports(time) performs port communications (recv inflows, send outflow/product messages).\n",
       "\n",
       "- Example (single-line) list of port names referenced by the Stage (see code):\n",
       "  - ports = ['aqu-feed', 'org-feed', 'aqu-product', 'org-product', 'aqu-inflow', 'org-inflow', 'aqu-outflow', 'org-outflow', 'vap-aqu-inflow', 'vap-org-inflow','vap-aqu-outflow','vap-org-outflow']\n",
       "\n",
       "<h4> Brief example usage snippet\n",
       "\n",
       "- Short illustrative example (how a user would set up and run a Stage):\n",
       "\n",
       "    from cortix import ReactionMechanism\n",
       "    # create a stage (mixing volume, vol_flowrates [org, aqu, (vap_org, vap_aqu)], temperature)\n",
       "    stg = Stage(200*unit.mL, [240*unit.mL/unit.min, 360*unit.mL/unit.min, (5*unit.mL/unit.min, 0.0)], 313.15)\n",
       "\n",
       "    # define and add reaction mechanism\n",
       "    mechanism = ['H2O(a) <-> H2O(v) ; tau=2e-2 ; info=H2O vaporization']\n",
       "    rxn_mech = ReactionMechanism(mechanism=mechanism, order_species=True)\n",
       "    stg.add_reaction_mechanism(rxn_mech)\n",
       "\n",
       "    # run() expects arguments for logger/connection context; typically called by a simulation driver\n",
       "    # stg.run(driver_args)\n",
       "\n",
       "- Note: connecting ports to other modules (to provide inflow mass rates and receive outflow queries) is done through Module port connection APIs (send/recv). The Stage expects to receive mass rates at inflow ports and will respond at outflow/product ports when connected.\n",
       "\n",
       "<h4> Summary\n",
       "\n",
       "- Stage provides a time-integrated, phase-resolved solvent-extraction model with three phases: aqueous, organic, and vapor.\n",
       "- State variables are species mass concentrations per phasic volume; inflows are treated as parameters and converted to mass inflow rate vectors before running.\n",
       "- Time advancement uses odeint with an explicit __mbal_rhs_func that accounts for inflow – outflow terms and chemistry (via rxn_mech.g_vec).\n",
       "- Interaction with other modules is via ports; __call_ports manages port communications after each step.\n",
       "- Key developer-facing hooks: add_reaction_mechanism(), run(), __step(), __mbal_rhs_func(...), r_vec(), g_vec(), and phase history readers.\n",
       "\n",
       "Source: stage.py"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ RAG                = stage.py\n",
      "+ Total # of tokens  = 18921\n",
      "Done with help...\n"
     ]
    }
   ],
   "source": [
    "if stage_ai:\n",
    "    stage_ai.help('stage', markdown_display=markdown_display, save_supporting_info=db_save)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Configuration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<h5>Overview</h5>\n",
       "\n",
       "This snippet builds and registers a solvent-extraction \"Stage\" object into a process network. It defines volumes, phase flowrates (with units), a stage temperature (converted to Kelvin), constructs the Stage, and attaches it to system_net. A conditional call to cortix_ai.explain occurs at the end (see last section).\n",
       "\n",
       "- Top-line triple-quoted string serves as a short module-level description: \"Create Stage and add to base system\".\n",
       "\n",
       "<h5>Units and basic quantities</h5>\n",
       "\n",
       "- mix_volume is set to 1 * unit.L, i.e., a liquid volume quantity of 1 liter using the codebase's unit system.\n",
       "- vol_flowrate_aqu is 500 * unit.mL / unit.min, representing the aqueous phase volumetric flow in milliliters per minute.\n",
       "- vol_flowrate_org is 600 * unit.mL / unit.min, representing the organic phase volumetric flow in milliliters per minute.\n",
       "\n",
       "<h5>Vapor-phase flow specification</h5>\n",
       "\n",
       "- vol_flowrate_vap is defined as a 2-tuple:\n",
       "  - First element: 3.7% of vol_flowrate_org computed as 3.7 * vol_flowrate_org / 100.\n",
       "  - Second element: 8.1% of vol_flowrate_aqu computed as 8.1 * vol_flowrate_aqu / 100.\n",
       "- The intent is to represent vapor-phase contributions as percentages of the organic and aqueous flows.\n",
       "- vol_flowrates is a list [vol_flowrate_org, vol_flowrate_aqu, vol_flowrate_vap], ordering phases as (organic, aqueous, vapor).\n",
       "\n",
       "<h5>Temperature handling</h5>\n",
       "\n",
       "- stg_temperature = unit.convert_temperature(40, 'C', 'K') converts 40 degrees Celsius to Kelvin via the unit helper, producing a temperature quantity suitable for the Stage constructor.\n",
       "\n",
       "<h5>Stage construction and registration</h5>\n",
       "\n",
       "- stg = Stage(mix_volume, vol_flowrates, stg_temperature) constructs a Stage object (named \"stg\") with:\n",
       "  - mixing volume,\n",
       "  - the list of phase flowrates,\n",
       "  - the stage temperature.\n",
       "- The comment indicates this Stage is a \"solvent extraction module\".\n",
       "- system_net.module(stg) registers or adds that Stage instance to the larger process network object system_net.\n",
       "\n",
       "<h5>Conditional AI/metadata call</h5>\n",
       "\n",
       "- The final if-block checks the truthiness of cortix_ai.\n",
       "- If cortix_ai evaluates as true, a method is invoked with keyword arguments markdown_header_level='<h5>', markdown_display=markdown_display, and save_supporting_info=db_save.\n",
       "- The code does not modify prior variables; this is an auxiliary call executed only when cortix_ai is present."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 3670\n"
     ]
    }
   ],
   "source": [
    "'''Create Stage and add to base system'''\n",
    "\n",
    "# Initialization\n",
    "mix_volume = 1*unit.L\n",
    "# Aqueous phase\n",
    "vol_flowrate_aqu = 500*unit.mL/unit.min\n",
    "# Organic phase\n",
    "vol_flowrate_org = 600*unit.mL/unit.min\n",
    "# Vapor phase\n",
    "vol_flowrate_vap = (3.7*vol_flowrate_org/100, 8.1*vol_flowrate_aqu/100) # percentage of (org, aqu)\n",
    "\n",
    "vol_flowrates = [vol_flowrate_org, vol_flowrate_aqu, vol_flowrate_vap]\n",
    "\n",
    "stg_temperature = unit.convert_temperature(40, 'C', 'K')\n",
    "\n",
    "stg = Stage(mix_volume, vol_flowrates, stg_temperature) # Create solvent extraction module\n",
    "\n",
    "system_net.module(stg) # Add stage module to network\n",
    "\n",
    "if cortix_ai:\n",
    "    cortix_ai.explain(markdown_header_level='<h5>', markdown_display=markdown_display, save_supporting_info=db_save)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Flow residence time [s]: average = 5.160e+01\n",
      "Aqueous volume fraction = 4.300e-01\n",
      "Organic volume fraction = 5.160e-01\n",
      "Vapor volume fraction   = 5.393e-02\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) \n",
    "print('Vapor volume fraction   = %5.3e'%stg.volume_frac_vap) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 40)\">\n",
       "<title>network&#45;0</title>\n",
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       "<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 0x7fba27e6bb60>"
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     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''Draw the Cortix network system'''\n",
    "system_net.draw(engine='circo', node_shape='folder', ports=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''For help purposes'''\n",
    "import solvex.stage"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Documentation options:\n",
    "\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": 13,
   "metadata": {
    "tags": [
     "scroll-output"
    ]
   },
   "outputs": [],
   "source": [
    "# Poor's man help\n",
    "#help(solvex_ustc.stage)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reaction Mechanism"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Water, nitric acid, and uranyl extraction with vapor model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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",
      "WARNING: ReactionMechanism: user must implement a HNO3*[C4H9O]3PO(o) product partition function with signature <product>(rxn_mech, temperature, spc_molar_cc, arg_dict) function for H^+(a) + NO3^-(a) + [C4H9O]3PO(o) <-> HNO3*[C4H9O]3PO(o)\n",
      "WARNING: ReactionMechanism: user must implement a HNO3*[[C4H9O]3PO]2(o) product partition function with signature <product>(rxn_mech, temperature, spc_molar_cc, arg_dict) function for H^+(a) + NO3^-(a) + 2 [C4H9O]3PO(o) <-> HNO3*[[C4H9O]3PO]2(o)\n",
      "WARNING: ReactionMechanism: user must implement a UO2[NO3]2*[[C4H9O]3PO]2(o) product partition function with signature <product>(rxn_mech, temperature, spc_molar_cc, arg_dict) function for UO2^2+(a) + 2 NO3^-(a) + 2 [C4H9O]3PO(o) <-> UO2[NO3]2*[[C4H9O]3PO]2(o)\n",
      "WARNING: ReactionMechanism: user must implement a H2O(v) product partition function with signature <product>(rxn_mech, temperature, spc_molar_cc, arg_dict) function for H2O(a) <-> H2O(v) \n",
      "WARNING: ReactionMechanism: user must implement a O2(a) product partition function with signature <product>(rxn_mech, temperature, spc_molar_cc, arg_dict) function for O2(v) <-> O2(a)   \n",
      "WARNING: ReactionMechanism: user must implement a N2(a) product partition function with signature <product>(rxn_mech, temperature, spc_molar_cc, arg_dict) function for N2(v) <-> N2(a)   \n"
     ]
    }
   ],
   "source": [
    "args_dict = {'water_activity': 1.0}                                                                                                                                                            \n",
    "file_name='tbp-h2o-hno3-uo22+-air.txt'                                                                                                                                                      \n",
    "rxn_mech = ReactionMechanism(file_name=file_name, order_species=True, args_dict=args_dict)           "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#'''User input'''\n",
    "#rxn_mech.cat_input()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "#'''Show mechanism'''\n",
    "# Jupyter Book does not render LaTeX through IPython.display(Markdown)\n",
    "#rxn_mech.md_print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "#'''Species and reactions manual output (copy output and paste into mardown cell)'''\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": [
    "16  **Species**\n",
    " \\begin{align*} \n",
    " &{\\mathrm{H}_{2}\\mathrm{O}}_\\mathrm{(a)}, {\\mathrm{H}_{2}\\mathrm{O}}_\\mathrm{(v)}, {\\mathrm{H}_{2}\\mathrm{O}\\bullet[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}}_\\mathrm{(o)}, {\\mathrm{H}\\mathrm{N}\\mathrm{O}_{3}\\bullet[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}}_\\mathrm{(o)}, {\\mathrm{H}\\mathrm{N}\\mathrm{O}_{3}\\bullet[[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}]_{2}}_{\\mathrm{(o)}}, {\\mathrm{H}^+}_\\mathrm{(a)}, {\\mathrm{N}_{2}}_{\\mathrm{(a)}}, {\\mathrm{N}_{2}}_{\\mathrm{(v)}}, \\\\ \n",
    " & {\\mathrm{N}\\mathrm{O}_{3}^-}_\\mathrm{(a)}, {\\mathrm{O}_{2}}_{\\mathrm{(a)}}, {\\mathrm{O}_{2}}_{\\mathrm{(v)}}, {\\mathrm{U}\\mathrm{O}_{2}[\\mathrm{N}\\mathrm{O}_{3}]_{2}\\bullet[[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}]_{2}}_{\\mathrm{(o)}}, {\\mathrm{U}\\mathrm{O}_{2}^{2+}}_\\mathrm{(a)}, {[\\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)}}, \\\\ \n",
    " & {[\\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",
    "9  **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",
    "{\\mathrm{H}^+}_\\mathrm{(a)}\\ + \\ {\\mathrm{N}\\mathrm{O}_{3}^-}_\\mathrm{(a)}\\ + \\ {[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}}_\\mathrm{(o)}\\ &\\longleftrightarrow \\ {\\mathrm{H}\\mathrm{N}\\mathrm{O}_{3}\\bullet[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}}_\\mathrm{(o)}\\\\ \n",
    "{\\mathrm{H}^+}_\\mathrm{(a)}\\ + \\ {\\mathrm{N}\\mathrm{O}_{3}^-}_\\mathrm{(a)}\\ + \\ 2.0\\,{[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}}_\\mathrm{(o)}\\ &\\longleftrightarrow \\ {\\mathrm{H}\\mathrm{N}\\mathrm{O}_{3}\\bullet[[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}]_{2}}_{\\mathrm{(o)}}\\\\ \n",
    "2.0\\,{\\mathrm{N}\\mathrm{O}_{3}^-}_\\mathrm{(a)}\\ + \\ {\\mathrm{U}\\mathrm{O}_{2}^{2+}}_\\mathrm{(a)}\\ + \\ 2.0\\,{[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}}_\\mathrm{(o)}\\ &\\longleftrightarrow \\ {\\mathrm{U}\\mathrm{O}_{2}[\\mathrm{N}\\mathrm{O}_{3}]_{2}\\bullet[[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}]_{2}}_{\\mathrm{(o)}}\\\\ \n",
    "{\\mathrm{H}_{2}\\mathrm{O}}_\\mathrm{(a)}\\ &\\longleftrightarrow \\ {\\mathrm{H}_{2}\\mathrm{O}}_\\mathrm{(v)}\\\\ \n",
    "{\\mathrm{O}_{2}}_{\\mathrm{(v)}}\\ &\\longleftrightarrow \\ {\\mathrm{O}_{2}}_{\\mathrm{(a)}}\\\\ \n",
    "{\\mathrm{N}_{2}}_{\\mathrm{(v)}}\\ &\\longleftrightarrow \\ {\\mathrm{N}_{2}}_{\\mathrm{(a)}}\\\\ \n",
    "\\end{align*}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Sanity Check"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Is mass conserved? True\n",
      "# reactions =  9\n",
      "# species   =  16\n",
      "rank of S =  9\n",
      "S is full rank.\n",
      "S=\n",
      " [[-1.  0.  1.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0. -1.  0.  0.]\n",
      " [-2.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0. -2.  1.  0.]\n",
      " [-6.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0. -3.  0.  1.]\n",
      " [ 0.  0.  0.  1.  0. -1.  0.  0. -1.  0.  0.  0.  0. -1.  0.  0.]\n",
      " [ 0.  0.  0.  0.  1. -1.  0.  0. -1.  0.  0.  0.  0. -2.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0.  0.  0.  0. -2.  0.  0.  1. -1. -2.  0.  0.]\n",
      " [-1.  1.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0.  0.  0.  0.  0.  1. -1.  0.  0.  0.  0.  0.]\n",
      " [ 0.  0.  0.  0.  0.  0.  1. -1.  0.  0.  0.  0.  0.  0.  0.  0.]]\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": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<h5>Overview</h5>\n",
       "\n",
       "- The snippet assigns partition-function callables to entries in a reaction-mechanism data structure (rxn_mech.data).  \n",
       "- Each assignment links a named reaction or physical process (complexation or phase transfer) to a corresponding partition-function function imported from solvex or solvex.partition_func_local.\n",
       "\n",
       "<h5>Imports</h5>\n",
       "\n",
       "- Several partition-function functions are imported from solvex.partition_func_local:\n",
       "  - partition_h2o_tbp_org\n",
       "  - partition_2h2o_2tbp_org\n",
       "  - partition_6h2o_3tbp_org\n",
       "  - partition_hno3_tbp_org\n",
       "  - partition_hno3_2tbp_org\n",
       "  - partition_uo2no32_2tbp_org\n",
       "- Three partition-function functions are imported directly from the solvex package:\n",
       "  - partition_h2o_vap\n",
       "  - partition_o2_aqu\n",
       "  - partition_n2_aqu\n",
       "\n",
       "<h5>Assignments to rxn_mech.data</h5>\n",
       "\n",
       "- The code sets the 'tau-partition-function' key for specific entries of rxn_mech.data by index:\n",
       "  - Index 0: partition_h2o_tbp_org — H2O·TBP complexation\n",
       "  - Index 1: partition_2h2o_2tbp_org — 2 H2O·2 TBP complexation\n",
       "  - Index 2: partition_6h2o_3tbp_org — 6 H2O·3 TBP complexation\n",
       "  - Index 3: partition_hno3_tbp_org — HNO3·TBP complexation\n",
       "  - Index 4: partition_hno3_2tbp_org — HNO3·2 TBP complexation\n",
       "  - Index 5: partition_uo2no32_2tbp_org — UO2(NO3)2·2 TBP complexation\n",
       "  - Index 6: partition_h2o_vap — H2O vaporization (phase transfer)\n",
       "  - Index 7: partition_o2_aqu — O2 absorption into aqueous phase\n",
       "  - Index 8: partition_n2_aqu — N2 absorption into aqueous phase\n",
       "- Each assignment stores a function object (callable) under the 'tau-partition-function' key for the given reaction/process entry; rxn_mech.data is treated as an indexable sequence of mapping objects.\n",
       "\n",
       "<h5>Conditional call</h5>\n",
       "\n",
       "- The code ends with a conditional that, if the name cortix_ai is truthy, invokes cortix_ai.explain with specific keyword arguments."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 3615\n"
     ]
    }
   ],
   "source": [
    "'''Partition functions 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",
    "# Partition function for H2O*TBP complexation\n",
    "rxn_mech.data[0]['tau-partition-function'] = partition_h2o_tbp_org\n",
    "\n",
    "# Partition function for 2H2O*2TBP complexation\n",
    "rxn_mech.data[1]['tau-partition-function'] = partition_2h2o_2tbp_org\n",
    "\n",
    "# Partition function for 6H2O*3TBP complexation\n",
    "rxn_mech.data[2]['tau-partition-function'] = partition_6h2o_3tbp_org\n",
    "\n",
    "from solvex.partition_func_local import partition_hno3_tbp_org\n",
    "from solvex.partition_func_local import partition_hno3_2tbp_org\n",
    "\n",
    "# Partition function for HNO3*TBP complexation\n",
    "rxn_mech.data[3]['tau-partition-function'] = partition_hno3_tbp_org\n",
    "  \n",
    "# Partition function for HNO3*2TBP complexation\n",
    "rxn_mech.data[4]['tau-partition-function'] = partition_hno3_2tbp_org\n",
    "\n",
    "from solvex.partition_func_local import partition_uo2no32_2tbp_org\n",
    "\n",
    "# Partition function for UO2(NO3)2*2TBP complexation\n",
    "rxn_mech.data[5]['tau-partition-function'] = partition_uo2no32_2tbp_org\n",
    "\n",
    "from solvex import partition_h2o_vap\n",
    "from solvex import partition_o2_aqu\n",
    "from solvex import partition_n2_aqu\n",
    "\n",
    "# Partition function for h2o vaporization\n",
    "rxn_mech.data[6]['tau-partition-function'] = partition_h2o_vap\n",
    "  \n",
    "# Partition function for O2 absorption\n",
    "rxn_mech.data[7]['tau-partition-function'] = partition_o2_aqu\n",
    "  \n",
    "# Partition function for N2 absorption\n",
    "rxn_mech.data[8]['tau-partition-function'] = partition_n2_aqu\n",
    "\n",
    "if cortix_ai:\n",
    "    cortix_ai.explain(markdown_header_level='<h5>', markdown_display=markdown_display, save_supporting_info=db_save)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Add Reaction Mechanism to Stage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "stg.add_reaction_mechanism(rxn_mech)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Verify Species Groups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "#'''Aqueous phase'''\n",
    "# Jupyter Book does not render LaTeX through IPython.display(Markdown)\n",
    "#str = stg.rxn_mech.md_print('(a)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "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)}, \\ {\\mathrm{H}^+}_\\mathrm{(a)}, \\ {\\mathrm{N}_{2}}_{\\mathrm{(a)}}, \\ {\\mathrm{N}\\mathrm{O}_{3}^-}_\\mathrm{(a)}, \\ {\\mathrm{O}_{2}}_{\\mathrm{(a)}}, \\ {\\mathrm{U}\\mathrm{O}_{2}^{2+}}_\\mathrm{(a)}, \\ \\end{align*}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#'''Organic phase'''\n",
    "# Jupyter Book does not render LaTeX through IPython.display(Markdown)\n",
    "#str = stg.rxn_mech.md_print('(o)', n_species_line=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "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{H}\\mathrm{N}\\mathrm{O}_{3}\\bullet[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}}_\\mathrm{(o)}, \\ {\\mathrm{H}\\mathrm{N}\\mathrm{O}_{3}\\bullet[[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}]_{2}}_{\\mathrm{(o)}}, \\ {\\mathrm{U}\\mathrm{O}_{2}[\\mathrm{N}\\mathrm{O}_{3}]_{2}\\bullet[[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}]_{2}}_{\\mathrm{(o)}}, \\ {[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}}_\\mathrm{(o)}, \\\\ \n",
    " & {[\\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": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "#'''Vapor phase'''\n",
    "# Jupyter Book does not render LaTeX through IPython.display(Markdown)\n",
    "#str = stg.rxn_mech.md_print('(v)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "#'''Show vapor 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{(v)}, \\ {\\mathrm{N}_{2}}_{\\mathrm{(v)}}, \\ {\\mathrm{O}_{2}}_{\\mathrm{(v)}}, \\ \\end{align*}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Mass Transfer Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<h5>Overview</h5>\n",
       "\n",
       "- The snippet sets the 'tau' value for multiple reaction entries in rxn_mech.data and conditionally invokes a method on cortix_ai.\n",
       "\n",
       "<h5>Detailed explanation</h5>\n",
       "\n",
       "- The first line is a module-level comment string: \"Adjust relaxation times for mass transfer\".\n",
       "- rxn_mech.data[0]['tau'] = 1.0e-0 * stg.flow_residence_time_avg\n",
       "- rxn_mech.data[1]['tau'] = 1.0e-0 * stg.flow_residence_time_avg\n",
       "- rxn_mech.data[2]['tau'] = 1.0e-0 * stg.flow_residence_time_avg\n",
       "- rxn_mech.data[3]['tau'] = 1.0e-0 * stg.flow_residence_time_avg\n",
       "- rxn_mech.data[4]['tau'] = 1.0e-0 * stg.flow_residence_time_avg\n",
       "- rxn_mech.data[5]['tau'] = 1.0e-0 * stg.flow_residence_time_avg\n",
       "- rxn_mech.data[6]['tau'] = 1.0e-0 * stg.flow_residence_time_avg\n",
       "- rxn_mech.data[7]['tau'] = 1.0e-0 * stg.flow_residence_time_avg\n",
       "- rxn_mech.data[8]['tau'] = 1.0e-0 * stg.flow_residence_time_avg\n",
       "\n",
       "  - Each assignment targets an element of rxn_mech.data by index (0 through 8) and sets the dictionary key 'tau'.\n",
       "  - The right-hand side multiplies stg.flow_residence_time_avg by 1.0e-0. Since 1.0e-0 is numerically 1.0, each 'tau' is set equal to stg.flow_residence_time_avg.\n",
       "  - The grouping/blank lines in the code do not affect behavior; they only separate assignments visually.\n",
       "\n",
       "- if cortix_ai:\n",
       "  - When cortix_ai evaluates truthy, the code calls cortix_ai.explain(markdown_header_level='<h5>', markdown_display=markdown_display, save_supporting_info=db_save).\n",
       "  - The conditional checks cortix_ai's truthiness and performs that method call with three keyword arguments.\n",
       "\n",
       "<h5>State changes and side effects</h5>\n",
       "\n",
       "- rxn_mech.data is mutated in-place: entries at indices 0..8 gain/overwrite the 'tau' key with the same numeric value stg.flow_residence_time_avg.\n",
       "- No values are returned by the shown code; its effect is limited to in-memory assignment and the conditional method call."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 3801\n"
     ]
    }
   ],
   "source": [
    "'''Adjust relaxation times for mass transfer'''\n",
    "\n",
    "rxn_mech.data[0]['tau'] = 1.0e-0 * stg.flow_residence_time_avg\n",
    "rxn_mech.data[1]['tau'] = 1.0e-0 * stg.flow_residence_time_avg\n",
    "rxn_mech.data[2]['tau'] = 1.0e-0 * stg.flow_residence_time_avg\n",
    "\n",
    "rxn_mech.data[3]['tau'] = 1.0e-0 * stg.flow_residence_time_avg\n",
    "rxn_mech.data[4]['tau'] = 1.0e-0 * stg.flow_residence_time_avg\n",
    "\n",
    "rxn_mech.data[5]['tau'] = 1.0e-0 * stg.flow_residence_time_avg\n",
    "\n",
    "rxn_mech.data[6]['tau'] = 1.0e-0 * stg.flow_residence_time_avg\n",
    "rxn_mech.data[7]['tau'] = 1.0e-0 * stg.flow_residence_time_avg\n",
    "rxn_mech.data[8]['tau'] = 1.0e-0 * stg.flow_residence_time_avg\n",
    "\n",
    "if cortix_ai:\n",
    "    cortix_ai.explain(markdown_header_level='<h5>', markdown_display=markdown_display, save_supporting_info=db_save)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Meta Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "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 Hydrate'\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'\n",
    "\n",
    "uo2no3_2_2tbp_org_name = 'UO2[NO3]2*['+tbp_org_name[:-3]+']2(o)'\n",
    "uo2no3_2_2tbp_org = stg.organic_phase.get_species(uo2no3_2_2tbp_org_name)\n",
    "uo2no3_2_2tbp_org.info = r'UO$_2$(NO$_3$)$_2$ * 2TBP'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Initial Conditions of Mixer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Organic Phase"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "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",
    "\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\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": "markdown",
   "metadata": {},
   "source": [
    "### Aqueous Phase"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<h4>Purpose</h4>\n",
       "\n",
       "This code configures an aqueous phase in a chemistry/thermophysical staging object (`stg`): it registers water, sets mass concentrations (mass per L of aqueous phase) for a small residual nitric acid and selected ions, and ensures uranium(vi) ion is absent.\n",
       "\n",
       "- It operates on `stg.aqueous_phase` species objects, reading attributes and writing mass-concentration values via `set_value`.\n",
       "- Units used are molarity (`unit.molar`) for concentration and mass per volume (`unit.gram/unit.L`) for the values stored.\n",
       "\n",
       "<h4>Species setup and metadata</h4>\n",
       "\n",
       "The code obtains a species object for water, annotates it, and assigns a mass concentration for the aqueous phase.\n",
       "\n",
       "- `h2o_aqu = stg.aqueous_phase.get_species('H2O(a)')` retrieves the H₂O(a) species object from the aqueous phase.\n",
       "- `h2o_aqu.info = 'Water'` sets a human-readable description on the species object.\n",
       "- `rho_h2o_aqu = 992 * unit.gram/unit.L` defines the mass concentration assigned to water (comment notes this corresponds to ≈40 °C and is TODO-checked).\n",
       "- `stg.aqueous_phase.set_value('H2O(a)', rho_h2o_aqu)` writes that water mass-per-volume into the aqueous phase representation.\n",
       "\n",
       "<h4>Residual nitric acid and ion mass concentrations</h4>\n",
       "\n",
       "A residual nitric acid concentration is specified in molar units, then converted to mass-per-volume for the dissociated ions using each species' molar mass.\n",
       "\n",
       "- `c_hno3_aqu = 1e-3 * unit.molar` sets a residual HNO₃ concentration of 1×10⁻³ mol·L⁻¹.\n",
       "- For the proton:\n",
       "  - `h_plus_aqu = stg.aqueous_phase.get_species('H^+(a)')` retrieves the H⁺(a) species object.\n",
       "  - `rho_h_plus_aqu = c_hno3_aqu * h_plus_aqu.molar_mass` computes mass concentration = molar concentration × molar mass (units: mass/volume).\n",
       "  - `stg.aqueous_phase.set_value('H^+(a)', rho_h_plus_aqu)` stores that mass-per-volume for H⁺(a).\n",
       "- For the nitrate anion:\n",
       "  - `no3_minus_aqu = stg.aqueous_phase.get_species('NO3^-(a)')` retrieves NO₃⁻(a).\n",
       "  - `rho_no3_minus_aqu = c_hno3_aqu * no3_minus_aqu.molar_mass` computes its mass concentration from the same 1e-3 M.\n",
       "  - `stg.aqueous_phase.set_value('NO3^-(a)', rho_no3_minus_aqu)` stores the computed value.\n",
       "\n",
       "<h4>Explicit zeroing and conditional call</h4>\n",
       "\n",
       "The code explicitly sets the uranium(vi) dioxo ion to zero and conditionally invokes a high-level explain call.\n",
       "\n",
       "- `rho_uo2_2plus_aqu = 0 * unit.gram/unit.L` defines a zero mass concentration for UO₂²⁺(a).\n",
       "- `stg.aqueous_phase.set_value('UO2^2+(a)', rho_uo2_2plus_aqu)` records that UO₂²⁺(a) is absent in the aqueous phase.\n",
       "- The final `if cortix_ai:` block calls `cortix_ai.explain(markdown_header_level='<h4>', markdown_display=markdown_display, save_supporting_info=db_save)` when `cortix_ai` is truthy; the call is passed the specified keyword arguments."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 3816\n"
     ]
    }
   ],
   "source": [
    "'''Aqueous phase in the mixer'''\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(a)', rho_h2o_aqu)\n",
    "\n",
    "c_hno3_aqu = 1e-3 * unit.molar # residual\n",
    "  \n",
    "h_plus_aqu = stg.aqueous_phase.get_species('H^+(a)')\n",
    "rho_h_plus_aqu = c_hno3_aqu * h_plus_aqu.molar_mass\n",
    "stg.aqueous_phase.set_value('H^+(a)', rho_h_plus_aqu)\n",
    "  \n",
    "no3_minus_aqu = stg.aqueous_phase.get_species('NO3^-(a)')\n",
    "rho_no3_minus_aqu = c_hno3_aqu * no3_minus_aqu.molar_mass\n",
    "stg.aqueous_phase.set_value('NO3^-(a)', rho_no3_minus_aqu)\n",
    "\n",
    "rho_uo2_2plus_aqu = 0 * unit.gram/unit.L\n",
    "stg.aqueous_phase.set_value('UO2^2+(a)', rho_uo2_2plus_aqu)\n",
    "\n",
    "if cortix_ai:\n",
    "    cortix_ai.explain(markdown_header_level='<h4>', markdown_display=markdown_display, save_supporting_info=db_save)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Vapor Phase"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<h4>Overview</h4>\n",
       "\n",
       "This snippet sets up a vapor-phase composition for a process stage (stg) based on air vapor content computed from pressure, temperature and relative humidity, then assigns per-volume mass values for N₂, O₂ and H₂O into the stage's vapor-phase state.\n",
       "\n",
       "<h4>Line-by-line explanation</h4>\n",
       "\n",
       "- The top comment labels the code block as handling the vapor phase in a mixer.\n",
       "\n",
       "- from solvex import air_vapor_content\n",
       "  - Imports the function air_vapor_content from the solvex module; that function is used below to compute species mass concentrations in the vapor.\n",
       "\n",
       "- stg_pressure = 1.0 * unit.bar\n",
       "  - Defines stg_pressure as 1.0 bar, using a units-enabled quantity (unit.bar indicates a unit object multiplied by the numeric value).\n",
       "\n",
       "- stg_relative_humidity = 35.0 # percent\n",
       "  - Sets the relative humidity to 35.0 (interpreted as percent).\n",
       "\n",
       "- (n2_mass_cc_vap, o2_mass_cc_vap, h2o_mass_cc_vap) = air_vapor_content(stg_pressure, stg_temperature,\n",
       "                                                                      stg_relative_humidity)\n",
       "  - Calls air_vapor_content with three arguments: pressure, temperature, and relative humidity.\n",
       "  - The returned tuple is unpacked into three variables named to indicate mass per volume in the vapor phase:\n",
       "    - n2_mass_cc_vap — mass concentration for N₂ in the vapor phase (per unit volume of that phase).\n",
       "    - o2_mass_cc_vap — mass concentration for O₂ in the vapor phase.\n",
       "    - h2o_mass_cc_vap — mass concentration for H₂O (water vapor) in the vapor phase.\n",
       "  - Note: stg_temperature is referenced here and therefore must have been defined earlier in the surrounding code.\n",
       "\n",
       "- stg.vapor_phase.set_value('H2O(v)', h2o_mass_cc_vap) # per volume of the vapor phase in the mixture\n",
       "  - Stores the computed water-vapor mass-per-volume into the stage's vapor-phase state under the species name \"H2O(v)\". The comment reiterates that the value is per volume of the vapor phase.\n",
       "\n",
       "- stg.vapor_phase.set_value('N2(v)', n2_mass_cc_vap)   # per volume of the vapor phase in the mixture\n",
       "  - Stores the N₂ vapor mass-per-volume into the vapor-phase state under \"N2(v)\".\n",
       "\n",
       "- stg.vapor_phase.set_value('O2(v)', o2_mass_cc_vap)   # per volume of the vapor phase in the mixture\n",
       "  - Stores the O₂ vapor mass-per-volume into the vapor-phase state under \"O2(v)\".\n",
       "\n",
       "<h4>Variables, units and naming conventions</h4>\n",
       "\n",
       "- The variable names use the suffix _mass_cc_vap to indicate mass per volume of the vapor phase (cc suggesting volume unit, e.g., cm³ or other volumetric unit depending on context).\n",
       "- Species are labeled with \"(v)\" to denote the vapor phase (e.g., H2O(v), N2(v), O2(v)).\n",
       "- Units are provided via a unit system (unit.bar); compatibility between the unit system, air_vapor_content inputs/outputs, and stg.vapor_phase.set_value is implied by the code.\n",
       "\n",
       "<h4>Runtime/context notes</h4>\n",
       "\n",
       "- stg, unit and stg_temperature (and the solvex.air_vapor_content implementation) must exist in the surrounding context for this snippet to run without NameError.\n",
       "- The code computes vapor-phase mass concentrations from thermodynamic inputs and writes them into the stage object’s vapor_phase state so downstream code can use those per-volume species values.\n",
       "\n",
       "<h4>Final call</h4>\n",
       "\n",
       "- The snippet ends with a conditional call that invokes cortix_ai.explain(...) when cortix_ai is truthy; the call passes markdown_header_level, a markdown_display object, and a save flag."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 4111\n"
     ]
    }
   ],
   "source": [
    "'''Vapor phase in the mixer'''\n",
    "from solvex import air_vapor_content\n",
    "\n",
    "stg_pressure = 1.0 * unit.bar\n",
    "stg_relative_humidity = 35.0 # percent\n",
    "  \n",
    "(n2_mass_cc_vap, o2_mass_cc_vap, h2o_mass_cc_vap) = air_vapor_content(stg_pressure, stg_temperature,\n",
    "                                                                      stg_relative_humidity)\n",
    "  \n",
    "stg.vapor_phase.set_value('H2O(v)', h2o_mass_cc_vap) # per volume of the vapor phase in the mixture\n",
    "stg.vapor_phase.set_value('N2(v)', n2_mass_cc_vap)   # per volume of the vapor phase in the mixture\n",
    "stg.vapor_phase.set_value('O2(v)', o2_mass_cc_vap)   # per volume of the vapor phase in the mixture\n",
    "\n",
    "if cortix_ai:\n",
    "    cortix_ai.explain(markdown_header_level='<h4>', markdown_display=markdown_display, save_supporting_info=db_save)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Wrap-up"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<h4>Summary</h4>\n",
       "\n",
       "This snippet moves dissolved O₂ and N₂ amounts from a vapor-phase basis into the aqueous phase for a stage object (stg). It computes molar concentrations from given vapor masses, applies phase-partition coefficients, applies an equilibrium fraction, converts back to mass, and writes the results into stg.aqueous_phase.\n",
       "\n",
       "<h4>Variables and units</h4>\n",
       "\n",
       "- o2_molar_mass: molar mass of aqueous O₂ species obtained from stg.aqueous_phase.get_species('O2(a)').molar_mass.\n",
       "- o2_mass_cc_vap, n2_mass_cc_vap: input mass-per-volume values for O₂ and N₂ in the vapor (assumed defined earlier); unit implied as mass per cc by the name.\n",
       "- *_molar_cc_vap: molar concentration in the vapor phase = mass_cc_vap / molar_mass (mol per cc).\n",
       "- partition_coeff: dimensionless partition coefficient returned by partition_o2_aqu(...) or partition_n2_aqu(...); used to convert vapor molar concentration to aqueous molar concentration.\n",
       "- *_molar_cc_aqu: molar concentration in the aqueous phase (mol per cc).\n",
       "- equilibrium_fraction: fraction of the computed aqueous molar concentration to keep as mass in the aqueous phase (set to 0.5 in both blocks).\n",
       "- *_mass_cc_aqu: final aqueous mass-per-volume (same units as input mass_cc_vap) written into stg.aqueous_phase.\n",
       "- stg.aqueous_phase.set_value(species, value): stores computed mass-per-volume for that aqueous species.\n",
       "\n",
       "<h4>Step-by-step execution</h4>\n",
       "\n",
       "1. Retrieve O₂ molar mass from the aqueous-phase species object.\n",
       "1. Convert the provided vapor O₂ mass-per-volume (o2_mass_cc_vap) to molar concentration: o2_molar_cc_vap = o2_mass_cc_vap / o2_molar_mass.\n",
       "1. Set equilibrium_fraction to 0.5.\n",
       "1. Call partition_o2_aqu(rxn_mech, stg_temperature, None) to obtain a partition coefficient for O₂.\n",
       "1. Compute aqueous molar concentration: o2_molar_cc_aqu = partition_coeff * o2_molar_cc_vap.\n",
       "1. Convert a fraction of that aqueous molar concentration to mass-per-volume: o2_mass_cc_aqu = equilibrium_fraction * o2_molar_cc_aqu * o2_molar_mass.\n",
       "1. Store o2_mass_cc_aqu into the aqueous phase under 'O2(a)' via stg.aqueous_phase.set_value.\n",
       "1. Repeat the analogous sequence for N₂:\n",
       "  1. Read N₂ molar mass from stg.aqueous_phase.get_species('N2(a)').molar_mass.\n",
       "  1. Convert vapor mass to vapor molar concentration: n2_molar_cc_vap = n2_mass_cc_vap / n2_molar_mass.\n",
       "  1. Reset equilibrium_fraction to 0.5 (same value).\n",
       "  1. Obtain partition coefficient via partition_n2_aqu(rxn_mech, stg_temperature, None).\n",
       "  1. Compute aqueous molar concentration and convert the equilibrium_fraction to mass-per-volume: n2_mass_cc_aqu = equilibrium_fraction * (partition_coeff * n2_molar_cc_vap) * n2_molar_mass.\n",
       "  1. Store n2_mass_cc_aqu into stg.aqueous_phase under 'N2(a)'.\n",
       "1. Finally, if cortix_ai is truthy, the code invokes cortix_ai.explain with given keyword arguments.\n",
       "\n",
       "<h4>Notes and assumptions</h4>\n",
       "\n",
       "- The code assumes o2_mass_cc_vap and n2_mass_cc_vap are defined earlier and expressed in the same mass-per-volume units expected by stg.aqueous_phase.set_value.\n",
       "- equilibrium_fraction is hard-coded to 0.5 for both species; the second assignment overwrites the first but with the same value.\n",
       "- partition_o2_aqu and partition_n2_aqu are expected to return dimensionless conversion factors that convert vapor molar concentration to aqueous molar concentration.\n",
       "- All numeric multiplications follow: mass_per_volume = fraction * (partition_coeff * (mass_per_volume_vap / molar_mass)) * molar_mass, which algebraically reduces to mass_per_volume = fraction * partition_coeff * mass_per_volume_vap (molar_mass cancels), so the code preserves consistent units when inputs are consistent.\n",
       "\n",
       "<h4>State changes and side effects</h4>\n",
       "\n",
       "- stg.aqueous_phase is modified twice: values for 'O2(a)' and 'N2(a)' are updated to the computed aqueous mass-per-volume.\n",
       "- The code relies on external functions/objects (partition_o2_aqu, partition_n2_aqu, stg, rxn_mech, stg_temperature, cortix_ai) that are not defined within the snippet."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 4228\n"
     ]
    }
   ],
   "source": [
    "'''Returning to the aqueous phase to populate O2 and N2'''\n",
    "\n",
    "o2_molar_mass = stg.aqueous_phase.get_species('O2(a)').molar_mass\n",
    "\n",
    "o2_molar_cc_vap = o2_mass_cc_vap / o2_molar_mass\n",
    "  \n",
    "equilibrium_fraction = 0.5\n",
    "  \n",
    "partition_coeff = partition_o2_aqu(rxn_mech, stg_temperature, None)\n",
    "o2_molar_cc_aqu = partition_coeff * o2_molar_cc_vap\n",
    "o2_mass_cc_aqu = equilibrium_fraction * o2_molar_cc_aqu * o2_molar_mass\n",
    "stg.aqueous_phase.set_value('O2(a)', o2_mass_cc_aqu)\n",
    "  \n",
    "n2_molar_mass = stg.aqueous_phase.get_species('N2(a)').molar_mass\n",
    "n2_molar_cc_vap = n2_mass_cc_vap / n2_molar_mass\n",
    "  \n",
    "equilibrium_fraction = 0.5\n",
    "\n",
    "partition_coeff = partition_n2_aqu(rxn_mech, stg_temperature, None)\n",
    "n2_molar_cc_aqu = partition_coeff * n2_molar_cc_vap\n",
    "n2_mass_cc_aqu = equilibrium_fraction * n2_molar_cc_aqu * n2_molar_mass\n",
    "stg.aqueous_phase.set_value('N2(a)', n2_mass_cc_aqu)\n",
    "\n",
    "if cortix_ai:\n",
    "    cortix_ai.explain(markdown_header_level='<h4>', markdown_display=markdown_display, save_supporting_info=db_save)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Inflow Conditions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Aqueous Phase"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<h4>Overview</h4>\n",
       "\n",
       "This snippet configures species concentrations in an inflow aqueous phase (sets water, acid ions, and a uranyl ion) using a stage-like API (stg.inflow_aqueous_phase).\n",
       "\n",
       "- Top-line comment and TODO note document intent and a pending check about concentration vs. mixer initial condition.\n",
       "- stg.inflow_aqueous_phase.set_value('H2O(a)', 1.0 * rho_h2o_aqu) sets the aqueous water quantity for the inflow species named 'H2O(a)' to 1.0 times the value held in rho_h2o_aqu (presumably a mass concentration or density for H₂O(a)).\n",
       "- c_hno3_aqu = 0.5 * unit.molar defines the nitric acid feed concentration as 0.5 molar (0.5 mol·L⁻¹) and is labeled “low acid feed”.\n",
       "- h_plus_aqu = stg.inflow_aqueous_phase.get_species('H^+(a)') retrieves the species object for H⁺(a); rho_plus_aqu = c_hno3_aqu * h_plus_aqu.molar_mass multiplies the molar concentration by the species molar mass to produce a mass concentration; stg.inflow_aqueous_phase.set_value('H^+(a)', rho_plus_aqu) stores that mass-based value in the inflow.\n",
       "- no3_minus_aqu = stg.inflow_aqueous_phase.get_species('NO3^-(a)') retrieves the NO₃⁻(a) species; rho_no3_minus_aqu = c_hno3_aqu * no3_minus_aqu.molar_mass converts the same 0.5 mol·L⁻¹ to a mass concentration for NO₃⁻(a); stg.inflow_aqueous_phase.set_value('NO3^-(a)', rho_no3_minus_aqu) stores it.\n",
       "- rho_uo2_2plus_aqu = 110 * unit.gram/unit.L defines a mass concentration of 110 g·L⁻¹ for UO₂²⁺(a); stg.inflow_aqueous_phase.set_value('UO2^2+(a)', rho_uo2_2plus_aqu) stores that value.\n",
       "- if cortix_ai: cortix_ai.explain(markdown_header_level='<h4>', markdown_display=markdown_display, save_supporting_info=db_save) conditionally invokes the cortix_ai object's explain method when cortix_ai is truthy (the call is supplied with a header-level argument and display/save flags).\n",
       "\n",
       "<h4>Units and conversion principle</h4>\n",
       "\n",
       "- Concentration variable c_hno3_aqu is in molar (mol·L⁻¹); multiplying by a species' molar_mass (g·mol⁻¹) yields a mass concentration (g·L⁻¹).\n",
       "- rho_h2o_aqu and rho_uo2_2plus_aqu are used/presented as mass concentrations or densities (units implied by multiplication with unit objects). \n",
       "\n",
       "<h4>API and data roles</h4>\n",
       "\n",
       "- stg.inflow_aqueous_phase appears to be an inflow-phase object exposing set_value(name, value) to assign species amounts and get_species(name) to retrieve a species descriptor with attributes such as molar_mass.\n",
       "- Species identifiers in the code use ASCII tokens (e.g., 'H2O(a)', 'H^+(a)', 'NO3^-(a)', 'UO2^2+(a)') corresponding to chemical species H₂O(a), H⁺(a), NO₃⁻(a), and UO₂²⁺(a)."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 4750\n"
     ]
    }
   ],
   "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)\n",
    "\n",
    "c_hno3_aqu = 0.5 * unit.molar # low acid feed\n",
    "  \n",
    "h_plus_aqu = stg.inflow_aqueous_phase.get_species('H^+(a)')\n",
    "rho_plus_aqu = c_hno3_aqu * h_plus_aqu.molar_mass\n",
    "stg.inflow_aqueous_phase.set_value('H^+(a)', rho_plus_aqu)\n",
    "  \n",
    "no3_minus_aqu = stg.inflow_aqueous_phase.get_species('NO3^-(a)')\n",
    "rho_no3_minus_aqu = c_hno3_aqu * no3_minus_aqu.molar_mass\n",
    "stg.inflow_aqueous_phase.set_value('NO3^-(a)', rho_no3_minus_aqu)\n",
    "\n",
    "rho_uo2_2plus_aqu = 110 * unit.gram/unit.L\n",
    "stg.inflow_aqueous_phase.set_value('UO2^2+(a)', rho_uo2_2plus_aqu)\n",
    "\n",
    "if cortix_ai:\n",
    "    cortix_ai.explain(markdown_header_level='<h4>', markdown_display=markdown_display, save_supporting_info=db_save)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Organic Phase"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''Organic phase in the inflow'''\n",
    "# Set the same mass concentration as the initial condition in the mixer\n",
    "stg.inflow_organic_phase.set_value(tbp_org_name, tbp_mass_cc_org)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Vapor Phase"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<h4>Overview</h4>\n",
       "\n",
       "- This snippet prepares vapor-phase inflow properties (temperature, pressure, relative humidity), computes vapor-phase mass concentrations for N₂, O₂, and H₂O, assigns those concentrations into two inflow phase objects (aqueous and organic), and conditionally invokes a Cortix AI helper.\n",
       "\n",
       "<h4>Line-by-line explanation</h4>\n",
       "\n",
       "- '''Vapor phase in the inflow''' — a standalone triple-quoted string used as a short descriptive note in the code.\n",
       "- inflow_temperature = unit.convert_temperature(20, 'C', 'K') — converts 20 °C to Kelvin and stores the result in inflow_temperature.\n",
       "- inflow_pressure = 1.1*unit.bar — sets inflow_pressure to 1.1 bar (using the provided unit object).\n",
       "- inflow_relative_humidity = 25.0 — sets relative humidity to 25.0 (percent).\n",
       "- (n2_mass_cc_vap, o2_mass_cc_vap, h2o_mass_cc_vap) = air_vapor_content(inflow_pressure, inflow_temperature, inflow_relative_humidity) — calls air_vapor_content with pressure, temperature, and relative humidity; the function returns three values which are assigned to the variables named for nitrogen, oxygen, and water vapor mass concentrations (variable names imply mass per cubic centimeter of vapor).\n",
       "- stg.inflow_vapor_aqueous_phase.set_value('N2(v)', n2_mass_cc_vap) and stg.inflow_vapor_organic_phase.set_value('N2(v)', n2_mass_cc_vap) — set the N₂(v) vapor mass concentration in both the inflow aqueous-phase and inflow organic-phase objects to the computed n2_mass_cc_vap.\n",
       "- stg.inflow_vapor_aqueous_phase.set_value('O2(v)', o2_mass_cc_vap) and stg.inflow_vapor_organic_phase.set_value('O2(v)', o2_mass_cc_vap) — set O₂(v) similarly.\n",
       "- stg.inflow_vapor_aqueous_phase.set_value('H2O(v)', h2o_mass_cc_vap) and stg.inflow_vapor_organic_phase.set_value('H2O(v)', h2o_mass_cc_vap) — set H₂O(v) similarly.\n",
       "- if cortix_ai: cortix_ai.explain(markdown_header_level='<h4>', markdown_display=markdown_display, save_supporting_info=db_save) — if the cortix_ai object is truthy, its explain method is invoked with the given keyword arguments (markdown_header_level set to '<h4>', and two other parameters passed through).\n",
       "\n",
       "<h4>Notes on names and conventions</h4>\n",
       "\n",
       "- Species strings like N₂(v), O₂(v), H₂O(v) include \"(v)\" to denote vapor-phase species.\n",
       "- Variable names with _mass_cc_vap indicate they hold mass-based concentrations for the vapor (the code’s naming convention suggests mass per cubic centimeter, though the exact unit depends on the implementation of air_vapor_content).\n",
       "- unit.convert_temperature and unit.bar rely on a units utility/object available in the environment; their exact types depend on that units implementation."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 4143\n"
     ]
    }
   ],
   "source": [
    "'''Vapor phase in the inflow'''\n",
    "inflow_temperature = unit.convert_temperature(20, 'C', 'K')\n",
    "inflow_pressure = 1.1*unit.bar\n",
    "  \n",
    "inflow_relative_humidity = 25.0\n",
    "  \n",
    "(n2_mass_cc_vap, o2_mass_cc_vap, h2o_mass_cc_vap) = air_vapor_content(inflow_pressure, inflow_temperature,\n",
    "                                                                      inflow_relative_humidity)\n",
    "  \n",
    "stg.inflow_vapor_aqueous_phase.set_value('N2(v)', n2_mass_cc_vap)\n",
    "stg.inflow_vapor_organic_phase.set_value('N2(v)', n2_mass_cc_vap)\n",
    "  \n",
    "stg.inflow_vapor_aqueous_phase.set_value('O2(v)', o2_mass_cc_vap)\n",
    "stg.inflow_vapor_organic_phase.set_value('O2(v)', o2_mass_cc_vap)\n",
    "  \n",
    "stg.inflow_vapor_aqueous_phase.set_value('H2O(v)', h2o_mass_cc_vap)\n",
    "stg.inflow_vapor_organic_phase.set_value('H2O(v)', h2o_mass_cc_vap)\n",
    "\n",
    "if cortix_ai:\n",
    "    cortix_ai.explain(markdown_header_level='<h4>', markdown_display=markdown_display, save_supporting_info=db_save)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Wrap-up"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "#'''Returning to aqueous phase in the inflow'''\n",
    "# Leave aqueous phase as is; no dissolved gas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "#'''Returning to organic phase in the inflow'''\n",
    "# Leave organic phase as is; no dissolved gas"
   ]
  },
  {
   "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": 38,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "'''Getting ready to run'''\n",
    "\n",
    "end_time = 1 * stg.flow_residence_time_avg\n",
    "\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, 10*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": 39,
   "metadata": {
    "tags": [
     "scroll-output"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[14410] 2025-12-02 14:00:33,011 - cortix - INFO - Launching Module <solvex.stage.Stage object at 0x7fba103e6510>\n",
      "[15284] 2025-12-02 14:00:34,119 - cortix - INFO - Stg-1::run():time[m]=0.0\n",
      "[15284] 2025-12-02 14:00:34,582 - cortix - INFO - Stg-1::run():time[m]=0.6\n",
      "Total mass rate density (mixture volume) residual [g/L-s]= -1.66533e-16\n",
      "total mass inflow rate [g/min]   = 7.419e+02\n",
      "total mass outflow rate [g/min]  =  7.161e+02\n",
      "\t net total mass flow rate [g/min] = -2.580e+01\n",
      "[15284] 2025-12-02 14:00:34,730 - cortix - INFO - Stg-1::run():time[m]=0.9 (et[s]=0.6)\n",
      "[14410] 2025-12-02 14:00:34,904 - cortix - INFO - run()::Elapsed wall clock time [s]: 344.65\n",
      "[14410] 2025-12-02 14:00:34,905 - 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",
      "[14410] 2025-12-02 14:00:34,906 - cortix - INFO - close()::Elapsed wall clock time [s]: 344.65\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": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<h3>Summary</h3>\n",
       "\n",
       "- The snippet selects the first module from system_net, counts how many timestamps exist on that module's organic_phase, stores that count in n_startup, and — if cortix_ai is truthy — invokes cortix_ai.explain with two keyword arguments.\n",
       "\n",
       "<h3>Line-by-line explanation</h3>\n",
       "\n",
       "- '''Recover stage'''\n",
       "  - A triple-quoted string literal at the top of the snippet (serves as an inline, module-level note/comment).\n",
       "\n",
       "- stg = system_net.modules[0]\n",
       "  - Reads the first element (index 0) of system_net.modules and assigns it to the variable stg. system_net.modules is treated as an indexable sequence.\n",
       "\n",
       "- n_startup = len(stg.organic_phase.time_stamps)\n",
       "  - Accesses stg.organic_phase.time_stamps and applies len(...) to obtain its length; assigns that integer to n_startup. This assumes organic_phase has an attribute time_stamps that supports len() (e.g., a list or other sized sequence).\n",
       "\n",
       "- if cortix_ai:\n",
       "  - A truthiness check: the block runs only if cortix_ai evaluates to True (not None/False/empty).\n",
       "\n",
       "- cortix_ai.explain(markdown_display=markdown_display, save_supporting_info=db_save)\n",
       "  - When the if condition is met, calls the explain method on the cortix_ai object, passing two keyword arguments: markdown_display and save_supporting_info set to the value of db_save.\n",
       "\n",
       "<h3>Variables and expected types/roles</h3>\n",
       "\n",
       "- system_net: an object exposing a modules sequence (indexable).\n",
       "- modules: a sequence (list/tuple-like) of module objects; modules[0] yields the target module.\n",
       "- stg: the selected module object.\n",
       "- stg.organic_phase: an attribute on the module that groups organic-phase data.\n",
       "- stg.organic_phase.time_stamps: an iterable/sequence of timestamps (supports len()).\n",
       "- n_startup: integer equal to the number of entries in time_stamps.\n",
       "- cortix_ai: an object checked for truthiness; if truthy, its explain method is invoked.\n",
       "- markdown_display, db_save: variables passed as keyword arguments to cortix_ai.explain."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 3342\n"
     ]
    }
   ],
   "source": [
    "'''Recover stage'''\n",
    "stg = system_net.modules[0]\n",
    "\n",
    "n_startup = len(stg.organic_phase.time_stamps)\n",
    "\n",
    "if cortix_ai:\n",
    "    cortix_ai.explain(markdown_display=markdown_display, save_supporting_info=db_save)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Organic Phase Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SSypatKhj2+DgYMcIqekVHBzs1ngBAAAAb3X8+HGrQwAAeIGrV6/qk08+0eTJk3X58mVJUkhIiIYNG6bnn39efn5+FkcIAACAjLKseGb27Nm3fN40TQ0cOFARERGOGxgKFy6sDz74QDabzRMhAtnSlClTdOzYMZUqVUpvvfWW1eEAAAAAAJBpv/76q9q3b6+4uDhHnijpCLCmaco0Td24cUP9+vVTRESEhg4d6ni+f//+WrhwYYr9EiVfZ5qmrl+/rqefflpLlixRq1atsuJlAUCmxcfHa+nSpZo6dao2bNjgWH///ffr9ddfV4cOHVK9kcNms6lYsWKeDBUAAAAAACBbCA8P17Rp0/TRRx8pPDxcknTXXXdp+PDh6tKli3x9LR2vHAAAAJlg2ZVct27dbvn8f//7X4WHh8swDLVv314//PCDwsPDlZCQoBdeeMFDUQLZy7lz5/Tuu+9Kkt5//33lz5/f4ogAAAAAAMicAwcOqEOHDoqNjZVhGLctfjFNU++8844aN26sJk2aaMOGDfrss89SbJOWpG3ExMToueee08GDB5lxAYBXuXLlimbOnKmPP/5YJ0+elCT5+vrq6aef1uuvv64GDRpYHCEAAAAAAED2cvnyZU2dOlVTp05VRESEJKlq1aoaMWKEnnnmGfn4+FgcIQAAADLLK6dwuXTpkt5++20ZhqE6depowYIFqlOnjkzT1FtvvaWwsDCrQwS80rBhwxQVFaUGDRro+eeftzocAAAAAAAyrXfv3rpx40aK4hfDMFSsWDEVKFDAMfOMdLP4xW63a/DgwZKk9957z/GcaZoqXry4xo0bp507d+rKlSuKjo7WiRMn9N1336lt27YpCmuuXLmiQYMGeejVAsCt/e9//1Pv3r1VtmxZDRo0SCdPnlTRokU1bNgwHT9+XPPmzaNwBgAAAAAAIAPCwsI0fPhwVaxYUWPGjFFERIRq1Kih7777Tnv37tWzzz5L4QwAAEAO4ZXFM4MHD9bly5clSRMnTpTNZtPEiRMl3bxhIfHmBwD/2rFjh2bPni1JmjJlimw2r/zfGwAAAACAdFuzZo1+//13R+GMaZoKCgrS9OnTdeXKFZ07d07h4eE6ePCgXnzxRafCl23btumnn37SqlWrHPs/+eSTOnTokN566y3dc889KlSokAICAlSuXDl16tRJS5Ys0fLlyx0zuRqGIdM09fXXX+vs2bOefwMAQJLdbtevv/6q1q1bq1q1apo+fbquX7+uWrVqacaMGTp58qTeffddlSlTxupQAQAAAAAAso2LFy/qrbfeUsWKFfXee+8pMjJSd999txYuXKjdu3fr6aefpmgGAAAgh/G6u+s3bdqkOXPmyDAMtWrVSg899JAkqXnz5mrdurVM09ScOXP0xx9/WBwp4D1M09Trr78u0zT17LPPqmHDhlaHBAAAAABApiUOEiHd/O1bpEgRbdq0Sa+88ooKFCjgeO7OO+/UjBkzHLPMJBbL9O/f31FQ06xZMy1atMhpv9Q88sgj+umnn5xmurHb7frmm2/c+dIA4LaioqL02WefqXr16mrTpo1WrFghwzD05JNPas2aNdq1a5d69OihPHnyWB0qAAAAkGscOnTIrdsBADLObrfr0qVLioiIcDwuXbqkixcvpvmw2+2O/c+fP69BgwapYsWKmjBhgqKiolS7dm398MMP2rlzpzp06MCgxQAAADmUV13lJSQkqHfv3jJNUzabTRMmTHB6fsKECbLZbDJNU7169XK6qAVyswULFmjjxo3KkyeP3n//favDAQAAAADALRKLWBILYiZOnKiqVaumuf3bb7+tunXrOgpmjh8/Lkny9fXVrFmz0v0Pnk2aNFGvXr0c7ZqmqQULFmT69QBAehw/flxvvvmmypYtqz59+ujgwYMqWLCg+vfvr8OHD2vJkiV66KGHnIr8AAAAAGStU6dOqXPnzqpevbr+/vvvW267a9cu1ahRQ507d9bp06c9EyAA5CJhYWEKCQlRt27dHI+QkBAVL148zUdYWJhCQ0M1YMAAVapUSR988IGuX7+uevXq6ccff9T27dvVrl07imYAAAByOK+62ps6dar27NkjwzD0/PPPq1atWk7P16pVS127dpVpmtqzZ4+mTp1qUaSA94iOjtagQYMkSUOGDFG5cuUsjggAAAAAgMw7cuSIrl696lgODg5W9+7db7tfnz59HH8nFr88+eSTqlChQobaHzhwoNON6Xv27FF8fHyGjgEA6WWaptavX68OHTooJCREkydPVkREhCpXrqxp06bp9OnT+uijjxQSEmJ1qAAAAECutHjxYn3//fey2+0aPHjwLbcdPHiwEhIStGDBAi1atMhDEQIAbmXo0KGqVKmSpkyZoujoaN13331atmyZtm7dqieeeIJBSgAAAHIJrymeOXv2rEaNGiVJCgwM1NixY1Pd7t1331WePHlkmqZGjRqls2fPejBKwPtMnjxZJ0+eVLly5RxFNAAAAAAAZHe7d+92/G0Yhlq3bp2uUf9at26dYl3btm0z3H6lSpVUr149xyw2cXFx2rt3b4aPAwC3EhMTozlz5qhu3bpq2rSpFi9eLLvdrhYtWujnn3/WwYMH1bdvXxUoUMDqUAEAAIBcrW/fvo4BYFevXq0VK1akut2qVau0atUqGYahu+++W3379vVkmACANMyYMUMxMTFq1KiRVqxYoT/++EOPPvooRTMAAAC5jNcUz8ybN09RUVEyDEN9+/ZV2bJlU92udOnSev311yVJkZGRmjdvnifDBLzKmTNnNH78eEnSxIkTlTdvXosjAgAAAADAPcLCwiTJUbxy9913p2u/kiVLqnDhwk7r6tWr51IM9evXd1o+cuSIS8cBkLPY7XZdunRJERERjselS5d08eLFNB92u93pGOfOndPIkSNVvnx5de/eXTt37lRgYKBefvll7d27V6tWrdJjjz2WrqJBAAAAAFnPZrNp+vTpjpus33rrrRTbmKbpmJXGMAxNnz6da3oA8BL333+/Vq9erY0bN+qRRx6haAYAACCX8rU6gESDBg1SjRo19N5772no0KG33Pbtt9/W77//rqFDh+qxxx7zUISA93n77bd1/fp1PfDAA3rmmWesDgcAAAAAALeJiIhwWi5ZsmS69y1atKjCw8Nd2jepqlWrOi0nPSaA3CssLEwhISEZ2ufChQsqVqyYtm/frilTpui7775TXFycJKls2bLq06ePXnrpJQUHB2dFyAAAAADcoFGjRurevbtmz56t3bt3a+7cueratavj+W+++Ua7du2SYRjq3r277r//fgujBQAk9eOPP6pYsWJWhwEAAACLeU3xjCS1adNGbdq0ue12BQoU0KZNmzwQEeC9tmzZoq+//lqSNGXKFEZEAAAAAADkKLGxsU7L+fLlS/e+yWdmDQoKcimG5PtdvXrVpeMAwI8//qjZs2c75bUbNmyo/v37q3379vLz87MwOgAAAADpNXHiRC1dulRXrlzRiBEj9MwzzyggIEAxMTEaMWKEJKlIkSKaOHGixZECAAAAAIDkmB8WyIZM01T//v0lSd27d1e9evWsDQgAAAAAADdLXgATHR1tWQyJA1ZYEQOAnKFnz57atGmTfH199dxzz2nr1q3avHmznn76aQpnAAAAgGwkODhY48ePl2maOn36tKZNmyZJmjZtmk6ePCnDMDR+/HgVKVLE4kgBIGdKSEhg0G0AAAC4jOIZIBv69ttv9eeffyp//vwaN26c1eEAAAAAAOB2BQoUcFq2YtaXqKgoSTcHsZCkPHnyeDwGADlDcHCwhg8frhMnTuibb75R/fr1rQ4JAAAAgIteeukl3XfffTJNU+PHj9eRI0c0fvx4GYah+++/Xz179rQ6RADIUeLi4vTbb7/p1VdfVenSpdW+fXurQwIAAEA25Wt1AAAy5tq1axoyZIgkaejQoSpVqpTFEQEAAAAA4H5ly5aV9O+sLydOnPB4DOHh4U7LyQt6ACC9du7cqXLlylkdBgAAAAA3+fzzz1WvXj1FRESocePGCg8Pl6+vr6ZPn251aACQI8TGxmr16tVauHChli5dqrCwMMdzhQoVUkREhIXRAQAAILvKVsUz//vf/7Rjxw4dPHhQp06d0pUrVxQdHS3TNJU3b14VLlxYZcuWVZUqVVSnTh1Vq1bN6pABt5s4caLOnDmjSpUqacCAAVaHAwAAAABAlkh+k/nRo0fTvW9ISIji4+MzHcPp06edlkuXLp3pYwLInQIDA60OAQAAAEAGNG/e/Lbb5M2bV5GRkbpw4YKkmzPW9u/f/5b7GIah1atXuyNEAMhxbty4oVWrVjkKZpIWyBQtWlRPPfWUOnTooJo1a6pMmTIWRgoAAIDsyuuLZzZv3qzZs2dr2bJlOnfuXIb2LVGihNq0aaMXXnhBDzzwQBZFCHjOiRMnNHHiREnSpEmT+Ed3AAAAAECOVblyZfn6+iohIUGmaWrnzp3p3nfhwoVuiSF5m5UqVXLLcQFkT6GhoVq5cqWWLFlidSgAAAAAsti6descs+HeStJtoqKi9Pvvv6e5rWma6TomAOQm169f1/Lly7Vo0SL99NNPioyMdDxXsmRJPfXUU+rYsaMefPBB+frevNXx4sWLVoULAACAbM5ri2dWrVqlYcOGafv27ZJuJhEy6ty5c5o9e7Zmz56tunXr6r333lPLli3dHSrgMUOGDNGNGzfUtGlTPfXUU1aHAwAAAABAlvH399ddd92lAwcOSJKOHTumsLAwBQcHe6T9xIIdwzBkmqb8/PxUuXJlj7QNwDvExsZq8+bNWr58uZYvX65du3ZZHRIAAAAAD0rPfSpJi2Fcua8FAHKjqKgoLVu2TAsXLtQvv/yi69evO54rU6aMOnTooI4dO6pRo0by8fGxMFIAAADkNF5XPHPlyhX17t1b33//vaR/kwuujr6RuP9ff/2l1q1b65lnntGnn36qwoULuydgwEM2btyo7777ToZhaMqUKYxIAwAAAADI8WrXrq39+/c7ljdt2qS2bdt6pO0NGzbo8uXLjt/ftWrVkr+/v0faBmCdY8eOacWKFVq+fLnWrFmjqKgop+fr1aunxo0ba8qUKdYECAAAAMAj7Hb7LZ+/ePGiqlSpooiICBmGIbvdrsKFC+vgwYMqWrSoh6IEgOzj6tWr+vnnn7Vw4UL9+uuvunHjhuO5ChUqqGPHjurYsaMaNGggm812y2MFBwfr6NGj2rhxo2Nd48aNVaBAgVvuAwAAAHhV8cz+/fvVtm1b/fPPP7csmrndaB1J90n82zRNmaap7777Tlu3btVPP/2katWquTF6IOvY7Xb1799fktSzZ0/de++9lsYDAAAAAIAnNGrUSPPmzXPkd1asWOGx4pnvvvtO0s2ckmEYatiwoUfaBeBZ165d07p16xwFM4cPH3Z6vnjx4mrVqpVatWqlli1bqnjx4rp48SLFMwAAAEAuN3jwYIWHh8vX11fz589X586dFR4erkGDBmn27NlWhwcAXuHKlSv68ccftXDhQq1cuVKxsbGO50JCQhwFM3Xr1s3QIMI2m01FixZVoUKFHOuKFi2qggULujV+AAAA5DxeUzyze/duPfzwwwoLC5OUsmgmsWAmf/78ql27tsqUKaNChQopKChIhmEoPDxc4eHhCg0N1Y4dOxQZGenY1zAMpyKaY8eOqUmTJlq7dq1q1qzpoVcIuG7OnDnavn27ChYsqHfffdfqcAAAAAAA8IjGjRtL+jcvtGzZMo+0e+XKFaeiHUlq2bKlR9oGkLVM09S+ffu0fPlyrVixQuvXr3e6ccPX11eNGjVS69at1bp1a91zzz23He0UAAAAQO6yYcMGzZkzR4Zh6IUXXlCHDh30wgsvaMaMGZo7d6569uypBx54wOowAcASly5d0tKlS7Vw4UL99ttvio+PdzxXpUoVderUSR07dtTdd9+doYIZAAAAwB28ongmNDRUrVu3VlhYmNNFceKNEdWrV1ePHj3UunVrVa1a9bYXzqZp6uDBg1qxYoVmzpypvXv3OvZJ/G9YWJhat26tv/76SyVLlsyiVwZkXmRkpIYOHSpJeuedd1S8eHGLIwIAAAAAwDNq1aql6Ohoj7f7wQcf6OrVq47lgIAAPfzwwx6PA4B7XLlyRb/99pujYObMmTNOz1eoUMFRLNO8eXNGKQUAAACQpoSEBPXu3VuSlDdvXo0ePVqSNGbMGM2fP1/Xr19X7969tWPHDvn4+FgZKgCkyW63Owa4Tq/g4OA0Bxg5f/68fvjhBy1cuFDr1q1TQkKC47maNWs6ZpipXr06BTMAAACwlFcUz3Tp0kXnzp1LUThTq1Ytffzxx2rSpEmGjmcYhqpWraqqVavq9ddf18aNG9W3b1/t2rXLqY2zZ8+qS5cuWrt2rdteC+Bu48aN07lz53TnnXeqb9++VocDAAAAAIBHBQQEeLzNvn376uWXX3Ys+/n5KW/evB6PA8iJ3H1zRmoSEhK0fft2LV++XMuXL9eWLVtkt9sdz+fJk0fNmjVT69at1apVK911110ZunEjODhYR48e1caNGx3rGjdurAIFCtxyHwAAAADZ30cffaR9+/bJMAwNGDDAMVhryZIlNWDAAL377rvau3evpkyZojfeeMPiaAEgdWFhYRkevPfChQsqVqyYY/ns2bNavHixFi5cqPXr1zsGyZak2rVrq2PHjurQoYOqVKnitrgBAACAzLK8eGbWrFlav3694x8nTdOUYRgaM2aM3nrrLfn6Zj7Exo0b66+//tKECRP0zjvvONowTVPr16/XrFmz9OKLL2a6nax09OhRbd26VadPn1ZsbKwKFy6sqlWrqlGjRgoMDCS2HOrYsWP68MMPJUmTJ0+Wv7+/xREBAAAAAJDzZcdZisnPILtwx80ZqQkNDdWKFSu0YsUKrVy5UpcvX3Z6vnr16o7ZZR588MFM/X9hs9lUtGhRFSpUyLGuaNGizFgDAAAA5HCnT592zDRTrFgxDR482On5IUOG6Msvv9SFCxc0evRode7cWWXKlLEiVI/y5pyEJ2Pz5vcBcJeTJ09q0aJFWrhwoTZv3uz0XP369R0FMyEhIRZFCAAAANyapcUz8fHxGjNmjFPhjM1m05dffun2YhYfHx8NHTpUpUuXVs+ePZ0KaMaMGaNu3bp55ZS5S5Ys0dixY7Vjx45Un8+fP7+6d++ukSNHqmjRosSWwwwaNEixsbFq2bKlHn/8cavDAQAAAAAAXob8DHKr2NhYbdq0ScuXL9eKFSu0a9cup+cLFSqkFi1aOGaXKVeunEWRAgAAAMgp+vfvr2vXrskwDI0YMUL58+d3ej5fvnx655139Nprr+natWvq37+/FixYYFG0Wc+bcxKejM2b3wfAnVq1aqWdO3c6rWvYsKE6duyop556ShUrVrQmMAAAACADbFY2vnjxYp08eVLSvzPOTJw4MUtngenevbs++OADp6kiT506pcWLF2dZm66IiYnR888/r/bt26f5A1uSoqKi9Mknn6h69epav359ro8tJ1m3bp0WL14sHx8fffTRR44iMwAAAAAAAPIzyI2OHTumzz77TG3btlWRIkXUvHlzTZw4Ubt27ZJhGKpfv76GDx+ujRs36tKlS1q4cKF69uxJ4QwAAACATFu+fLkWL14swzBUuXJlvfrqq6lu98orr+iuu+6SaZpavHixli9f7uFIs5435yQ8GZs3vw9AVti5c6cMw1CTJk00bdo0nTp1Sps3b9bAgQMpnAEAAEC2YWnxzP/93/85/jYMQ/Xq1dPAgQOzvN3XX39d9evXdyqg+fbbb7O83fSy2+165plnNG/ePKf1Pj4+qlSpku69914VKlTI6bmLFy/q0Ucf1R9//JFrY8tJEhIS1L9/f0nSq6++qho1algbEAAAAAAA8BrkZ5DbvP3227rzzjsVEhKiPn366KefftK1a9dUokQJde3aVd9++60uXLigrVu3auzYsXrggQfk62vppOsAAAAAchjDMByF+e+99558fHxS3c7Hx0fjxo2TJJUrVy7HDZLpzTkJT8bmze8DkFUmTJigs2fP6vfff1ffvn1VtmxZq0MCAAAAMsyy4hm73a41a9bIMAxHEcukSZM80rZhGI62Ettfs2aNUzGNlSZNmqSlS5c6rXv11Vd18uRJHTt2TDt37tTly5e1ePFilS9f3rHN9evX9fTTTysiIiJXxpaTzJw5U7t27VLhwoU1evRoq8MBAAAAAABehPwMcpuZM2fqyJEj8vX1VdOmTTV+/Hjt3LlTZ8+e1Zw5c9SlSxcVLVrU6jABAAAA5GCtWrXSwYMH9fnnn6tjx4633Papp57SF198oQMHDqhVq1YeitAzvDkn4cnYvPl9ANJy7do17dixQ/PmzXMU+WXECy+8oJIlS2ZBZAAAAIDnWDb83v79+3X16lXHKBslS5ZUkyZNPNZ+kyZNVKpUKZ07d07SzWlS9+3bp5o1a3oshtSEhYXpvffec1o3fvx4vfXWW07rbDab2rdvrwYNGqhx48Y6fvy4JOn06dP68MMPs6Tgwptjy0kiIiI0fPhwSdKoUaMUHBxscUQAAAAAAGQfdrtdJ06c0KlTp3TlyhVFR0fLNE3lzZtXhQsXVtmyZVWhQoU0R4j1duRnkBt1795d7dq100MPPaSCBQtaHQ4AAACAXCowMFAvvfRSurZN73bZiTfnJDwZmze/D/AMu92usLCwDO0THBwsm80zY1xfvnxZBw4ccHrs379fJ06c8Ej7AAAAgDezrHjm8OHDjr8Nw9Djjz/u8RieeOIJffnll47lQ4cOWV48M3HiREVGRjqWmzRpoiFDhqS5fZkyZTRjxgy1aNHCse6jjz5Sv3793F504c2x5SRjx47VxYsXVa1aNfXq1cvqcAAAAAAA8HqbNm3Szz//rLVr12rPnj26cePGLbcPCAhQrVq19NBDD+nxxx9X48aNPRRp5pGfgbffoCHdjPHs2bM6duxYiseRI0cyfLyJEyeqWLFiWRApAAAAACC9vDkn4cnYvPl9gGeEhYWpePHiGdrnwoULbs1tmKap0NBQ7d+/P0WhzPnz59PcLzg4WNWrV1fFihX19ddfuy0eAAAAILuwrHjmzJkzkm5ezBuGoZCQEI/HcMcddzgtnz171uMxJGW32zV79myndaNGjXLMzpOWhx9+WA8++KA2bNggSYqMjNT333/v1sILb44tu0jtxobIyEin6Xi3bdumqVOnSpLeeeedbDsKLgAAAAAAWS0+Pl5ffvmlpk2b5hikxTTNdO1748YNbdu2TX/99ZcmTZqkypUrq1+/fnr55Zfl5+eXlWFnCvmZzEtPfubSpUuKiYlxLHu68OR2vOEGDenmTN6pFcccO3ZMx48fd3oPAQAAAADZmzfnJDwZmze/D9lFTsjNeFJCQoKOHz/uNINM4t9Xr15Nc7+yZcuqWrVqql69uqpVq+Z4JOaHLl68SPEMAAAAciXLimeuXbvmtFyqVCmPx5DYZuKP2KioKI/HkNTmzZt18eJFx/Idd9yhZs2apWvfHj16OH5kS9KSJUvc+iPbm2PLLjJ6Y0OXLl308MMPM6omAAAAAADJrFixQr169dKJEydSFMzc7maFRKZpOvY9fPiw+vXrp8mTJ2v69Olq1aqV22N2B/IzmecthSfZQUJCQpqzxxw9etSpL6bG19dXFSpU0B133OH0KFy4sNNouwAAAAAA7+fNOQlPxubN70N2QW4mdTExMTp8+LDTDDL79+/XoUOH0pxl22azKSQkJEWRTNWqVVWgQAEPvwIAAAAge7CseMZutzstWzGqp6+v88tP7+ikWeWXX35xWm7ZsmW6b/ho2bKl0/K6det07do15cuXL8fHBgAAAAAAcge73a6BAwfq448/duRx0pufSC75fqZp6vjx42rTpo2jkMbbRrQkPwN3u3r1qv755580Z4+JjY295f7BwcEpimMSH2XLlk2Rf5V026IbAAAAAID38eachCdj8+b3AdlDZGSk/ve//zkVyRw4cEBHjx5VQkJCqvsEBASoSpUqjuKYxEKZO++8UwEBAR5+BQAAAED2ZlnxTPIff6GhoR6P4dy5c5Ju3hxhGIby5s3r8RiS+vvvv52WGzVqlO59S5curYoVK+r48eOSpNjYWO3fv1/169fP8bEBAAAAAICcLzY2Vh06dNCyZcscuZykUhsUJSAgQEFBQTIMQ+Hh4amO0ph4nMT/mqapadOm6ejRo1q0aJElA76khfwMXLVx40Zdvnw5RYHMpUuXbrmfn5+fKlasmGpxTKVKlVSoUCEPvQIAAAAAyBmuXr2qefPmad26dTp27JgiIyNVtGhRlSxZUg0bNlT79u11xx13WB1mCt6ck/BkbN78PsC7Pf300zp69KhOnTqV5jYFCxZ0FMgkLZKpWLGifHx8PBgtAAAAkHNZVjyTOAVn4o0Jt/pxkFWSt5nRaUHd7cCBA07L1atXz9D+1atXd/zITjyeu35ke3NsAAAAAAAg5+vcubNjdM+khTOJRTO1atVS69atVa9ePdWrV09lypSRv7+/0zFiY2MVGhqqv/76S9u2bdOKFSu0a9cup2MahiHTNPXLL7+oc+fOWrRokSdeXrqQn8ldTNNUbGysYmJiFBMT4/jblUGInnrqqTSfK1asWJqzx5QpU4abMwAAAADg/4uJidH333+vBQsWaP/+/QoNDZW/v79CQkLUqlUr9erVS2XLlk1z/8mTJ2vMmDGKioqS9G9O4/Dhw5KkH374QYMHD1abNm308ccfq2LFiln+mtLLm3MSnozNm98HuMZutysmJkbR0dG6ceOG479J/07+X1dm1V23bp3j7xIlSjgVySQWypQqVcrlWbYzKjg4WBcuXMjwPgAAAEB2Z1nxTEhIiONv0zS1fPlyffjhhx6NYcWKFY4bIpLH5GnR0dE6efKk07py5cpl6BjJtz948GCm45K8N7YLFy5k+AfpkSNHnJajoqJ09erVTMeSHpGRkS7twxSrSO7atWu3XAZSQ7+BK+g3cAX9Bq7ITf0m8R/GAWTM2LFjtWTJkhRFMzabTd26dVOvXr3SdaOBv7+/KlSooAoVKqhDhw56//33tX37dk2fPl1fffWVI0eUmC9asmSJ3n33XQ0fPjzLXlt6eWN+JrvlZiTX8jMbN25Unjx5FBsb61TMEhcX51TUkvT55H8n3T7p87c6XlxcnNted6VKlVS5cmVVrFjR6VGhQgUVKFAgzf2y4pzs5+eno0ePZngfT/aT9MhN1y9wD/oMXEG/gSvoN3BFbuo35Gbgqg0bNqhHjx6O3zOJOYTo6Gjt2LFDO3fu1EcffaRJkyapT58+TvsmJCSoS5cuWrRoUYqZc5Pes5Lol19+0dq1azV//nw98cQTWfiq0scbcxKJPBmbN74PuSU3s3r1avn7+zuKXGJiYhwFLul5JN0v+f4xMTFZ8CpTeu+991SvXj3dddddKlKkSKrbuPLeZEZG70fytnNobrp+gfvQb+AK+g1cQb9BRuW2PmPltaVlxTN33323/P39Hf8IfPDgQR04cEDVqlXzSPsHDhzQgQMHHDdd+Pn56Z577vFI26m5dOmSU0LEz88vwzPhlClTxmk5oyMEZLfYPvvsM40ePTpTx9i6davOnTuX6VjSIyIiIsP7bNy4UYUKFcqCaJCTbN261eoQkA3Rb+AK+g1cQb+BK3Jyv0n+j6sAbm/v3r0aO3ZsisKZGjVq6L///a/uv//+TB2/bt26mjFjhl5++WX17NlTe/fulWEYjptXxo4dq3bt2qlmzZqZfSmZ4o35meyWm5Fcy8/catYWT/Lx8ZGfn598fHwynDAfNWpUihzTxYsXXRopFanLydcvyBr0GbiCfgNX0G/gipzcb8jNwBW//vqr2rdvr7i4OKeBNxKZpinTNHXjxg3169dPERERGjp0qOP5/v37a+HChSn2S5R8nWmaun79up5++mktWbJErVq1yoqXlW7emJOwIjZvfB9yS26mS5cuWRBJSjabTf7+/ikefn5+TsuStGXLlgwdu2zZsoqOjnbMgg33y8nXL8g69Bu4gn4DV9BvkFE5vc9YmZ+xrHgmICBA999/v9avX+9YN2rUKH333XceaX/UqFGOvw3D0H333WfpDB/JK6jy5s2b4ak48+XLd8tjusqbYwMAAAAAADnboEGDFB8f7zQS6yOPPKIlS5YoMDDQbe00aNBA27ZtU/v27bV8+XJH7iMuLk6DBg3Sr7/+6ra2XEF+xjrBwcEKCAiQr6+v/Pz85Ofnl+rfaT2f2jZpPZ/4d2rHstlskm7eZNKtWzeL3xUAAAAAyB0OHDigDh06KDY21jHYRnLJC2neeecdNW7cWE2aNNGGDRv02WefpdgmLUnbiImJ0XPPPaeDBw8qODjYja8qY7w5J+HJ2Lz5fcjpSpYsqTx58qRazOLn56eAgIAUBS5prU+rIMbf318+Pj7piiciIiLDxTMAAAAAvINlxTOS1LFjR61fv95x88PChQu1fPlytW7dOkvbXb58uRYsWOBo1zAMderUKUvbvJ3kP4hdufkjT548tzymq7w5NgAAAAAAkHP9/fffWrFihVMOp0WLFlq6dGmWDIISEBCgJUuWqG3btlq5cqWj3ZUrV2rXrl2WzlpMfsY6H374ITMDAwAAAEAu1bt3b924cSNF8YvNZlPRokV148YNXb16VdK/hS92u12DBw/Wn3/+qffee8+R0zBNUyVKlNDrr7+uRx99VBUrVlRgYKAuXLigP//8U/PmzdOPP/7o1NaVK1c0aNAgzZo1y+OvPZE35yQ8GZs3vw853YQJE8jNAAAAAHALS4tnnn/+eQ0bNkxRUVGORMFzzz2nVatWqU6dOlnS5o4dO/Tcc885JRvy58+v559/PkvaS68bN244LSdO85kRyW8aiY6OzlRMibw1tt69e2e46OnIkSNq166dY7lBgwaqVq1apmNJj0uXLmV4n8aNG6to0aJZEA2ys2vXrjlNydagQYMUI9QAydFv4Ar6DVxBv4ErclO/OXDggNUhANnK3LlznZYLFiyouXPnZunswf7+/po7d66qVq2qiIgIx/o5c+boww8/zLJ2b8cb8zPZLTcj5Yz8TE54DTlBbrp+gXvQZ+AK+g1cQb+BK3JTvyE3g4xYs2aNfv/9d8f9JaZpqnDhwho3bpyeffZZFShQQJJ0+PBhTZgwQbNmzXJsu23bNv30009atWqVY92TTz6puXPnOvZLVK5cOZUrV06dOnXSypUr1alTJ6f7aL7++mu9++67Kl26tAdf/b+8MSeRyJOxeeP7QG7GGjnhNeQEuen6Be5Dv4Er6DdwBf0GGZXb+oyV+RlLi2eCgoL02muvafz48Y4ROK5cuaIWLVpoyZIlatKkiVvb27hxo9q1a6crV644jVjap08fBQUFubWtjEo+IkVsbGyGjxETE3PLY7rKW2MrXry4ihcvnqlj5M+fXwULFsx0LOmR/D1IjwIFCngsPmRf+fLlo58gw+g3cAX9Bq6g38AVObnf5M+f3+oQgGwlcbTVxBzO2LFjVaJEiSxvt3jx4hozZoz69evnaH/JkiWWFs94Y34mu+VmpJyRn8kJryEnysnXL8ga9Bm4gn4DV9Bv4Iqc3G/IzSAjZs+e7fjbNE0VKVJEGzduVNWqVZ22u/POOzVjxgyFhIRo2LBhjmKZ/v37O3IazZo106JFi2Sz2W7Z5iOPPKKffvpJzZs3l2makiS73a5vvvlGgwcPdvMrTB9vzEmkdZysjM0b3wdyM9bICa8hJ8rJ1y/IOvQbuIJ+A1fQb5BROb3PWJmfufWvcg8YNmyYypcv71g2DEPh4eFq3ry5evfurcjIyEy3ERUVpddee03NmjXT5cuXnWadKVeunIYPH57pNjIreSdIPmJFeiQfkcJdHcubYwMAAAAAADlTaGiojh075lj29/dXt27dPNZ+t27dnEYDPXHihEJDQz3WfnLkZwAAAAAA8KyffvrJaVCPiRMnpiicSertt99W3bp1HUUvx48flyT5+vpq1qxZty2cSdSkSRP16tXL0a5pmlqwYEGmX4+rvDkn4cnYvPl9gGcFBwfrwoULGXoEBwdbHTYAAAAAeUHxTN68eTV//nz5+fk51hmGIbvdri+++ELly5fXa6+9pp07d2b42Lt27VLfvn1VoUIFTZ8+XXa73Wk6XT8/P82bN0958+Z12+txVfIfxNevX3ckVNLr2rVrtzymq7w5NgAAAAAAkDPt27fP8bdhGGrRooUKFCjgsfYLFCigli1bOuVA9u7d67H2kyM/g0TcoAEAAAAAWe/IkSO6evWqYzk4OFjdu3e/7X59+vRx/J1Y/PLkk0+qQoUKGWp/4MCBTgPD7tmzR/Hx8Rk6hrt4c07Ck7F58/sAz7LZbCpWrFiGHuktngMAAACQtXytDkCSGjZsqBkzZqh79+6OH5aJo2dERERo+vTpmj59uooXL6569eqpXr16KlOmjAoVKqSgoCBJUkREhMLDw3X27Fn99ddf+uuvv3T+/HlJcjpm4rLNZtN///tfPfDAA55/wakoWrSo4zVLUlxcnC5cuKASJUqk+xhnzpxxWs7s1KzZIbbsJPHGhqQiIyO1ceNGx3Ljxo2dbgTixgYAAAAAQG6VODprorp163o8hrp16+rnn392LJ84ccLjMSQiP+MeOSE/k3iDBgAAAAAg6+zevdvxt2EYat26dbpufm/dunWKdW3bts1w+5UqVVK9evW0bds2STfzAHv37tW9996b4WNlljfnJDwZmze/D9lJTsjNAAAAAMi+vKJ4RpKef/55SVLPnj0VFxcnybnYRZLOnz+vZcuWadmyZbc9XtLRHZKOxpE448yXX36prl27ui3+zMqTJ4/Kly/vdBPGyZMnM/Qj++TJk07Lt5ouOKfElp2kdmNDQECAChUq5FguWrSoChYs6OnQAAAAAADwOhEREZL+HaW1VKlSHo8heZvh4eEejyER+Rn3ID8DAAAAAEiPsLAwSf/mJe6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sWUPhDAAAiUii2XnmypUr6ty5c5zOe1JcriFJJpNJs2fPjtO5RoiKilK7du107do1S5+Li4smT55s87GeLnSJy0qTadOmfek1AQAAgKTAbDZr1qxZ2rx5s0wmk/r27avKlSsbHQsAAMCmcufOrUWLFqlu3br6+eef9e677+qjjz4yOhYAAAAAIBE4dOiQ2rVrpwsXLlh2l4nNAqzPO9ZsNuvBgwcaM2aMli9frkWLFtl84VgAAGzNbDZrw4YNGjRokM6cOSNJypcvn7777jt9+OGHsV6gHAAAxL9EUzwTEBCgefPmxenc6C/jZrM5TteIXvEiKRXPDBgwQJs2bbLq+/nnn5UrVy6bjxUaGmrVdnR0jPU1UqdObdW2xUohvXr1UosWLWJ1zrlz59SkSRNLu2LFioZWdj948EDe3t5WeZ7epQd4GvcN4oL7BnHBfYO4SM73jdls1pAhQ7RhwwaZTCZNnTpVbdu2NTpWspCc75unnT171ugIAADESJ06dTRs2DCNHDlSPXr0UJkyZVS8eHGjYwEAAAAADLR48WJ16dJFYWFhlrk2T4uew/MqT54b/XP0TjRVq1bVnDlz1Lp1a9sEBwDgOaKionTnzp1YnePu7i47OzsdPnxYAwYM0K5duyRJGTNm1NChQ9WzZ89n5koCAIDEI9EUz8T0y3NCXScxmzx5siZOnGjVN3DgQLVs2TJexnt6p5mwsLBYX+Px48cvvWZceHh4yMPD47Wu4ezsrAwZMrx2FltxcnJKVHmQNHDfIC64bxAX3DeIi+Ry35jNZn311VeaMmWKpH8L1z/++GODUyVfyeW+eR5nZ2ejIwAAEGNDhw7VH3/8oW3btql58+by8fFR+vTpjY4FAAAAADDAokWL1LFjR0VGRspkMlkVv0TP1fHw8FC5cuVUvnx55ciRQy4uLnJ1dZXJZFJgYKACAwN18+ZNHT58WIcPH9bt27cl/Vc8E/2/jx8/Vvv27WU2m9WmTZsE/qQAgJTi3r17KlCgQKzOOXz4sCZMmKAlS5ZI+ndR8X79+umrr76Sq6trPKQEAAC2lCiKZ4zeni4pFdwsXrxY/fv3t+rr2LGjxowZE29jPj256+mdaGLi6Z1mmDAGAACApGTYsGEaO3asJGnq1KkUzgAAgBTB3t5eixYtUpkyZeTr66uuXbtq6dKlhj/PBQAAAAAkrAMHDqhLly6WwploZrNZLi4uatOmjbp27aoyZcrE6ronTpzQL7/8osWLFyswMNCqiCYyMlKdO3dW/vz59fbbb9v08wAAEFfvvPOOwsPDZTKZ1K5dO40aNUq5c+c2OhYAAIghO6MDmM1mw19Jxfr169WhQwerzB988IFmzZoVr7+wfrrQ5eHDh7H+5/bgwYOXXhMAAABIrP73v/9p1KhRkqRJkyapV69eBicCAABIOJkzZ9aKFSvk4OCg5cuXW3biAwAAAACkDA8fPlTr1q0VFhb2zNyUHj166MqVK5o6dWqsC2ckqVSpUpoyZYquXLmiXr16WV3fZDIpLCxMrVu31sOHD1/7cwAAYAvh4eHy9PTUkSNHNH/+fApnAABIYgzdecbLy8vI4ZMULy8vtWjRQhEREZa+WrVqacmSJbK3t4/XsTNlyiSTyWQpmAkPD5efn5+yZMkS42tcv37dqu3h4WHTjAAAAEB8+O677zR8+HBJ0vjx49W3b1+DEwEAACS8d955R+PHj1f//v31+eefq0KFCqz6CwAAAAApxOjRo3XlyhVLYYvZbJarq6tWr16tKlWq2GQMZ2dnTZkyRa1atVKTJk0UEBBgee/KlSsaNWqUvv32W5uMBQDA61i6dKk+/PBDducGACCJMrR4pmrVqkYOn2QcOnRIjRo1UmhoqKWvUqVK+v333+Xo6Bjv46dNm1a5c+fW5cuXLX1XrlyJVfHMlStXrNqFCxe2WT4AAAAgPowfP16DBw+W9G8Rzeeff25wIgAAAOP07dtX+/bt08qVK/Xhhx/q6NGjypQpk9GxAAAAAADxKCAgQD/99JNV4Yy7u7u2bt0ap51mXqVy5cravn27atWqpXv37lkWep06daoGDhwoV1dXm48JAEBs1KhRg8IZAACSMDujA+DlTp48qbp16yokJMTSV6ZMGW3cuFFOTk4JluPpYpczZ87E6vyzZ8++9HoAAABAYjJp0iQNGDBAkvS///1PX375pcGJAAAAjGUymTR79my9+eabunr1qtq2bavIyEijYwEAAAAA4tHChQst81XMZrNMJpMWL14cL4Uz0UqXLq0lS5bIbDZb+kJCQrRw4cJ4GxMAAAAAkDJQPJOI+fr6qlatWlbb0RYpUkRbtmyRi4tLgmYpXbq0VfuPP/6I8bk3b97UpUuXLO1UqVKpaNGiNkoGAAAA2Na0adPUv39/SdLQoUM1dOhQYwMBAAAkEhkyZNDKlSuVNm1abd26VaNHjzY6EgAAAAAgHq1YsULSf4UzrVu3Vq1ateJ93Jo1a6pNmzaWcSVp2bJl8T4uAAAAACB5o3gmkbp8+bJq1qwpPz8/S1++fPm0bds2Zc6cOcHzNGjQwKq9fft2q1U+Xmbr1q1W7erVq8vZ2dlm2QAAAABbmTlzpnr37i1J+vLLLzVy5EiDEwEAACQuJUqU0IwZMyRJI0aMeObZHwAAAAAgeQgNDdWhQ4csxSuSNHz48AQb/8mxzGazvL29FRoammDjAwAAAACSH4pnEqGbN2/K09NT165ds/TlyJFDO3bsUI4cOQzJVKlSJWXKlMnSvnDhgnbt2hWjc2fPnm3Vbty4sS2jAQAAADYxd+5cde/eXZL0+eef69tvv7X6pSAAAAD+1b59e3388ccym81q06aNrl69anQkAAAAAICNnTx5UuHh4ZZ20aJFVbBgwQQbv2DBgipevLilHRERoRMnTiTY+ACA5O/kyZNGRwAAAAmM4plE5t69e6pVq5bOnz9v6cucObO2bdumfPnyGZbLzs5OHTt2tOobOXLkK3ef2bFjh/bu3Wtpp0+fXh9++GF8RAQAAADibMGCBerSpYskqW/fvho3bhyFMwAAAC8xefJklSlTRv7+/mrZsqXCwsKMjgQAAAAAsKEn562YTCbVqVMnwTPUqVPHal7KhQsXEjwDACD5iYiI0JIlS9SsWTOjowAAgARG8UwiEhwcrPfff19//vmnpc/V1VVbt25VkSJFbDrWiBEjZDKZLK9q1aq98pxBgwbJ2dnZ0t69e7fGjh37wuOvX7+url27WvX169fPagcbAAAAwGhLlixRx44dZTab1bNnT/34448UzgAAALxCmjRptHLlSrm4uOjAgQMaOHCg0ZEAAAAAADbk5+cnSZbilZw5cyZ4hhw5cli1b9++neAZAADJy9WrVzVo0CAtW7ZMUVFRRscBAAAJzMHoAPhPo0aN5OPjY9X32Wef6e7du9q+fXusrlWuXDm5ubnZMp4yZcqkwYMHa/DgwZa+r776SleuXNGQIUOUPXt2SVJUVJTWrl2rfv366cqVK5Zjs2fPrs8//9ymmQAAAIDXsXLlSn300UeKiopS165dNWXKFApnAAAAYih//vyaP3++GjdurEmTJundd99VixYtjI4FAAAAALCBBw8eWLWzZcuW4BmyZs0qSZbn9g8fPkzwDACA5CEyMlKTJ0/W//73P4WHh8vZ2VmjRo1S//79jY4GAAASULIrnrl//74WLVqkXbt26cKFCwoODlamTJmUNWtWvfPOO2ratKny589vdMzn2rVr1zN9w4YNi9O1vLy8YrSbTGwNGjRIf/zxh9avX2/pmz59umbOnKk8efLIxcVFFy9eVGBgoNV5adOm1fLly+Xq6mrzTAAAAEBcrFmzRq1bt1ZkZKQ6duyon3/+WXZ2bM4JADFlNpt17do1Xb16VcHBwXrw4IEiIiKULl06OTk5ycPDQ3ny5LHaxRZA8tOoUSMNGjRIY8eOVefOnVWyZEkVKlTI6FgAAAAAgNdkb29v1Q4NDU3wDGFhYVbtpzMBABATFy5cUMeOHbV3715JUtmyZdWnTx81bdpUbdq0idW13N3d4yMiAABIIImqeObx48davny5VqxYoTNnzujmzZtydHRUgQIFVKdOHfXs2fOl28BOmDBB//vf/xQSEiLpv61j//nnH0nS77//roEDB6pevXr66aeflDdv3nj/TMmNnZ2dVqxYoU6dOmnp0qWW/sjISF24cOG557i7u2vlypV69913EyomAAAA8FLr169XixYtFBERoXbt2mnWrFkUzgDAK5w6dUq7du2Sj4+PfHx8dOHCBUVERLzyvIwZM6pUqVKqUKGC3nrrLXl6eip9+vQJkBhAQhk1apQOHDigPXv2qHnz5jp48KCcnJyMjgUAAAAAeA1PL4hy8+bNBM8QPabZbJbJZGKRFgBArJjNZs2cOVOff/65Hjx4IGdnZ3Xo0EE1a9aUyWSSnZ2dMmfObHRMAACQgBJN8czevXvVpUsXnT9/XtJ/hS+PHj3S0aNHdezYMf3www8aN26cevfubXVuZGSkWrdurVWrVlnOi2YymZ7p27Bhg7y8vLRkyRI1bNgwHj9V8pQmTRotWbJEzZs316hRo3T8+PHnHufk5KQOHTpo+PDh8vDwSNiQAAAAwAts3rxZzZo1U3h4uFq1aqW5c+eyWh0AvMDu3bu1ePFibdy4UTdu3LD0P/2s5WX8/f3l5eUlLy8vSZKDg4MqVaqkxo0bq23btvxiCkgGHBwctHTpUpUpU0anT59Wz549NW/ePJlMJqOjAQAAAADiKHpx2+jvdufOnUvwDE+PmSNHjgTPAABImq5fv64uXbpoy5YtkqSqVatq8uTJunjxosHJAACAkRJF8cymTZvUtGlThYeHWyZfPPmLVbPZLLPZrNDQUPXt21dBQUEaPHiw5f3+/ftr5cqVz5wX7ek+s9mshw8f6sMPP9Tq1atVp06d+PhYsRabiSeva8SIERoxYsRrXaNZs2Zq1qyZzp07p0OHDun69esKCwuTq6urihQponfffVdp0qSxTWAAAADABrZv364mTZooLCxMzZo10/z58+XgkCi+FgFAonH79m1Nnz5d8+bN05UrVyQ9+8withPinzw/PDxce/bs0Z49ezRw4EDVqVNHPXr0UP369V8/PADDZMuWTcuWLVONGjW0YMECvffee/r444+NjgUAAAAAiKOCBQtafjabzVq/fr1lB5iEED3mk4vmPpkJAIDnMZvNWrx4sfr06aPAwEClTp1a3333nfr166eQkBCKZwAASOEMnyV29uxZNWvWTGFhYTKZTK8sfjGbzRo2bJgqV66sKlWqaO/evZo2bdozx7zIk2M8fvxYbdu2la+vr9zd3W34qVKWN954Q2+88YbRMQAAAICX2rVrlxo1aqTHjx+rUaNGWrx4sVKlSmV0LABINM6cOaNx48Zp6dKlCgsLs3q+8ryFSWLjec97zGazIiIitHHjRm3cuFEFCxbUp59+qs6dO/P3M5BEVa1aVd9++62+/PJLffLJJypXrpzKli1rdCwAAAAAQBwUKVJELi4uun//viTpzp078vLyUo0aNRJkfC8vL92+fdvyXCl9+vQqVqxYgowNAEia7ty5o549e2rVqlWSpAoVKmjevHkqUqSIwckAAEBiYXjxTK9evRQaGvpM8YudnZ0yZcqk0NBQyxfx6MKXqKgoDRw4UAcPHtTo0aMtK1uYzWZlyZJF/fr1U926dZU3b16lSZNGfn5+OnjwoBYtWqS1a9dajRUQEKABAwZozpw5Cf7ZAQAAACSMvXv3qn79+nr06JHq1aun5cuXy9HR0ehYAJAoXLhwQcOGDdOyZcsUFRX1wl2Bo6VJk0ZFihRRnjx5lDNnTmXLlk3p0qVT2rRp5eDgoEePHunRo0e6d++erl27puvXr+uvv/7SzZs3rcZ9+vp///23evXqpW+//VbDhw9Xx44dZWdnF8+fHoCtDRgwQPv379e6devUvHlzHTlyRG5ubkbHAgAAAADEkslkkqenp3777TfLnJwBAwbIx8cn3p/ZREVFacCAAZJkmRPk6ekZr2MCAJK2NWvWqFu3bvLz85ODg4OGDRumr776Sg4Ohk+RBQAAiYih/2Wwc+dO7d692zJZwmw2y83NTd9++63atGmj9OnTS5L++ecfjR07VnPmzLEc6+Pjo3Xr1mnbtm2WvsaNG2v+/PmW86LlypVLuXLlUosWLbR161a1aNFCISEhli/3CxYs0KhRo5Q9e/YE/PQAAAAAEsKBAwdUr149PXz4ULVr19aqVauUOnVqo2MBgOGCgoI0bNgwzZgxQxEREZaJCE8+p5Gk3Llzq3r16qpevboqVKigQoUKxWmChL+/v44fP669e/fKy8tLhw4dUlhYmCRZjXn16lV9/PHHGjdunCZNmqTatWvb6BMDSAh2dnaaN2+eypUrp4sXL6pDhw5avXo1xXAAAAAAkAS1atVKv/32m6V9/PhxjR8/XgMHDozXcSdOnKhjx45Z5vVIUuvWreN1TABA0hQUFKR+/fpp3rx5kqRixYpp/vz57IgNAACey9DfWM6dO9fys9lsVsaMGbV//351797dqgCmYMGCmjVrltUuM5LUv39/y5fkatWqadWqVc8Uzjytdu3aWrdundXqplFRUVq4cKEtPxoAAACARMDb21vvv/++QkJC5OnpqdWrVytNmjRGxwIAw82ZM0eFChXSlClTFB4eLkmWyQhms1mFCxfW0KFDdeLECV26dElz585V+/btVaRIkThPgHd3d5enp6dGjBih3bt36+7du1q8eLGaNWumNGnSWBXvmM1m+fr6qm7dumrWrJmuXr1qy48PIJ65ublp5cqVSp06tdatW6fx48cbHQkAAAAAEAdNmzZVnjx5JP337Gjw4MGaNWtWvI05Z84cDRo0yGpeT65cudS0adN4GxMAkDTt2LFDJUqU0Lx582QymTRw4EAdOXKEwhkAAPBChhbPRBexRE+O+P7771W4cOEXHv/VV1+pXLlyloKZS5cuSZIcHBw0Z86cGE/eqFKlinr27GkZ12w2a8WKFa/9eQAAAAAkHkePHlWdOnV0//59Va1aVWvXrlXatGmNjgUAiULXrl11584dSf9NfEibNq06duyo/fv3688//9TIkSNVokSJeMvg7OysVq1aacWKFbp586YmT56sEiVKWJ77ROdavXq11QIsAJKGsmXLavLkyZL+fa67e/dugxMBAAAAAGLL3t5ew4YNs3peExUVpR49euibb75RZGSkzcaKiorS6NGj1a1bN8t40fN6hg0bJnt7e5uNBQBI2h48eKA+ffqoZs2aunr1qgoUKKC9e/dq7NixSp06tdHxAABAImZY8cy5c+d0//59S9vd3V0dO3Z85Xm9e/e2/Bz9Jblx48aWlS5i6rPPPrNapeLUqVOKiIiI1TUAAAAAJE4nTpxQzZo1FRgYqMqVK2v9+vVKly6d0bEAINExm81yc3PTiBEjdPXqVc2ZM0fvvPNOgufIkCGD+vTpo+PHj2v79u3y9PS0TJIAkHR9/PHHat++vaKiotSyZUvdvHnT6EgAAAAAgFjq1KmTqlSp8kwBzYgRI1SuXDnt3bv3tcfYt2+fypUrp2HDhikqKspqId7KlSurc+fOrz0GACB5OHDggEqXLq2pU6dKknr16qXjx4/r3XffNTgZAABICgwrnjl58qTlZ5PJpPfffz9GO8e8//77z/Q1atQo1uPny5dP5cuXt3y5Dw8P1+nTp2N9HQAAAACJy+nTp1WzZk0FBATo7bff1saNG+Xs7Gx0LABIdFxcXDR27FhduXJFw4YNk5ubm9GRJEk1atTQtm3b5O3tTRENkMSZTCZNmzZNxYsX1+3bt9W6dWsWMAIAAACAJGjp0qXKkiWLpR1d3HLy5ElVq1ZNxYsX1w8//KC//vorxtf09fXVpEmTVLJkSVWtWlUnTpywFMxE8/Dw0JIlS2z6WQAASdPjx4/11VdfqXLlyjp37pxy5MihLVu2aOrUqfwuGAAAxJiDUQP7+/tL+m/3mJIlS8bovKxZs8rNzU2BgYGWvvLly8cpQ4UKFeTj42Npnzt3TqVLl47TtQAAAAAY7+zZs/L09NTdu3dVvnx5bd68WenTpzc6FgAkOl988YUGDx4sV1dXo6O8UPny5bVt2zZt375dAQEBRscBEEdOTk5auXKlKlSooN27d2vIkCEaM2aM0bEAAAAAALGQNWtWbd68WZ6enpbnNNEFNGazWWfOnNEXX3yhL774Qs7Ozipbtqxy5MghFxcXy/OnoKAgBQYG6saNGzp69KiCg4MlyWrhlOjCmejdkjdt2qTs2bMn7IcFACQ6x48fV/v27XXq1ClJ0kcffaTJkycn6t9xAACAxMmw4pmgoCCrdtasWWN8bqZMmayKZ2Jz7pMKFy5s1X7ymgAAAACSFl9fX9WoUUN+fn4qU6aMtm7dKhcXF6NjAUCi9P333xsdIcZq1qxpdAQAr6lQoUKaPXu2PvzwQ40dO1aVKlWK027iAAAAAADjlCpVSl5eXmrUqJEuX74sk8lkVewSXQQTHBysPXv2vPRaT+80/ORuM2azWblz59batWtjvBAvACB5ioiI0NixYzVy5EiFh4crc+bM+vnnn9W0aVOjowEAgCTKzqiBw8LCrNpOTk4xPjddunRW7bhWED993v379+N0HQAAAADGOnfunGrUqKFbt26pZMmS2rZtm9zc3IyOBQAAgP/XokUL9evXT5LUoUMHXbhwweBEAAAAAIDYKlGihA4fPqxmzZo9s2PMk6/oYpoXvZ4+XvqvAKdJkyby8fGhcAYAUjhfX1+9++67GjJkiMLDw9W0aVOdPn2awhkAAPBaDNt55ukCmEePHhmWIfqLuBEZAAAAALyeixcvqkaNGrpx44aKFSum7du3y93d3ehYAAAAeMr3338vb29vHThwQC1atND+/fuVJk0ao2MBAAAAAGLB3d1dK1as0KZNmzRkyBAdO3ZMkvXuMU/+/CrRRTglS5bUqFGj1KBBA9sGjmdhYWH666+/dOnSJV2/fl3BwcEKDw9XhgwZ5O7urpIlS6pIkSKyt7c3OioAJAlRUVH66aef9OWXXyo0NFQuLi766aef1K5du1j9+wUAAOB5DCueSZ8+vVXbiF1fQkJCJMmyqkXatGkTPAMAAACAuLty5Ypq1Kihq1evqnDhwtqxY4cyZ85sdCwAAAA8h6Ojo5YsWaKyZcvq6NGj6tatmyZMmPDK89zd3WVnZ9gm6gAAAACA56hbt67q1q2rffv2ae7cudqwYYP8/PxidY3MmTOrXr166tixo6pWrRpPSW1v5cqV2r59u/bv36+//vpLERERLz3excVFrVu3Vr9+/VS4cOEESgkASc/ly5fVqVMneXl5SZJq1aqlOXPmKGfOnAYnAwAAyYVhxTPR/0ETXQ18+fLlBM8QGBho1X66oAcAAABA4nXt2jVVr15dly5dUsGCBbVz505lyZLF6FgAAAB4iXTp0unevXuSpAULFmjBggWvPMfPz48CaQAAAABIpCpXrqzKlStLks6cOaMjR47I19dX165d07179/To0SNJUtq0aeXm5qacOXOqUKFCKlu2rIoVK5YkdxHo37+/rl+/HuPjg4KCNGPGDM2ePVuDBw/W8OHDk+TnBoD4YjabNWfOHH366acKDg5WunTpNH78ePXo0YO/LwEAgE0ZVjyTK1cuq/b58+djfG6BAgVeuWpDTFy7ds2qnT179te+JgAAAID4d+PGDdWoUUMXLlxQ/vz5tXPnTmXLls3oWAAAAAAAAAAApFhFixZV0aJFjY5hiDRp0ih37txycXFRVFSU7t69qytXrshsNluOCQ8P18iRI3X16lXNnj3bwLQAkHjcvHlT3bp10/r16yVJ7777rn799Ve98cYbBicDAADJkWHFM2+88YYcHBwUGRkps9msY8eOxfjclStX2iTD02Pmy5fPJtcFAAAAEH9u374tT09P/fPPP8qTJ4927tzJVt0AkAhcuHBBd+/e1b179xQcHKz06dMrY8aMypQpk/Lnz290PAAAAAAAAMBmsmfPrvr166tKlSp65513lC9fPtnZ2VkdExAQoJUrV+p///uf1QK/c+bMUeXKldWpU6eEjg0Aicry5cvVs2dP3bt3T46Ojho1apQ+++wz2dvbGx0NAAAkU4YVzzg6OurNN9/U2bNnJf07wcLf31/u7u4JMn50wY7JZJLZbFaqVKmoVgYAAAAMEBUVJX9//xgde/fuXTVp0kR///23cuXKJS8vL+XJkyeeEwIAnicoKEhz587Vtm3bdODAAQUFBb3wWFdXV7399tuqXbu2OnXqpAwZMiRgUgAAAAAAAMB2Nm7cqBIlSshkMr30ODc3N3388cdq3ry5atasqaNHj1re+/rrr9WhQ4dnCm4AICXw9/dXnz59tHTpUklSmTJlNH/+fBUvXtzgZAAAILkzrHhG+vc/es6cOWNp79+/X40aNUqQsffu3at79+5ZvsiWKFFCjo6OCTI2AAAAgP/4+/vLw8MjVudkyZJFO3fuZPdIADBAcHCwhgwZorlz5+rBgweS/l2k5GUCAgK0efNmbd68WUOHDlXXrl01cuRIpU+fPiEiAwAAAAAAADZTsmTJWB3v5uamhQsXqlixYpbnaDdv3tT+/fv13nvvxUdEAIh3sVkgMZq7u7s2b96sLl266NatW7K3t9fgwYM1ZMgQ5m4CAIAEYWjxTKVKlbRo0SJLAcuWLVsSrHhm2bJlkv6d3GEymfTOO+8kyLgAAAAAXt/q1avZORIADHDgwAG1a9dOly5dsiqYedUqm9J/BTYhISGaNGmS1q5dq4ULF+rtt9+Ot7wAAAAAAACwvRs3bmjLli06evSo7ty5o8DAQLm6uipz5swqU6aM6tSpoxw5chgdM1EpUqSIypUrp8OHD1v6zp49S/EMgCQrLgsktm3bVosWLZIkFS5cWPPnz1eFChXiIx4AAMBzGVo8U7lyZUn/TZ7YuHFjgowbEBBgVbQjSbVq1UqQsQEAAAC8vgIFChgdAQBSHC8vL9WrV09hYWGWxUie9LLdZ0wmk9XxZrNZFy5cULVq1bR582ZVq1YtvmIDAAAAAADARs6cOaNBgwbFaH7P+++/r7Fjx6p48eIJkCxpKFCggFXxzN27dw1MAwAJL3rOZv/+/TV69GilTZvW6EgAACCFMbR4pkSJEnr06FGCjzt+/Hjdv3/f0k6dOrU8PT0TPAcAAAAAAEBScPr0aTVt2lSPHz+2KoSJLpjJly+fypcvr6JFi8rNzU1OTk568OCBAgMDdebMGfn4+OjixYuSrAtpwsLC1LRpU+3fv19FixY15sMBAAAAAADglRYsWKCuXbsqIiLipYuoRNu0aZO2bdumn3/+WZ06dUqAhIlfaGioVdvV1dWYIABgkFy5cmnBggWqWrWq0VEAAEAKZWjxjPRv4UpC++STT9StWzdLO1WqVEqXLl2C5wAAAAAAAEgKunfvrvv371sVzZhMJnXs2FG9evVS+fLlX3mNo0ePaurUqZo3b55lgoXJZFJQUJC6deumffv2xetnAAAAAAAAQNzMnz9fnTt3VlRUlCQ9syPx85jNZkVERKhr166W50gpmdlslo+Pj1VfuXLlDEoDAMbYvXu38uXLZ3QMAACQgtkZHcAIWbNmVZ48eSyv7NmzGx0JAAAAAAAgUVq9erUOHDhgVTiTI0cO7d+/X3PmzIlR4YwklS1bVrNnz9Yff/yhnDlzWr134MABrVmzxubZAQAAAAAA8HquXr2qTz75RFFRUVY7Ckv/Pid6+hUt+liz2ax+/frpypUrRsRPNObMmaMbN25Y2oULF1bFihUNTAQACc/Z2dnoCAAAIIVLkcUzAAAAAAAAiJkZM2ZYfjabzcqZM6f27t2rt99+O07Xq1ixovbs2aMcOXJY9U+fPv21cgJIvu7du2d0BAAAAABIsYYMGaLg4OBnimZSpUql6tWrq3fv3ho8eLB69+6tatWqKVWqVFZFNJIUEhKioUOHJnT0RGPevHnq1auXpW1nZ6cpU6bEaAcfAAAAAIDtOBgdAAAAAAAAAIlTaGio9uzZY1kl1GQyacaMGcqbN+9rXTdPnjyaMWOGGjRoYLn23r17FRoaqjRp0tgmPIBko1WrVtqzZ4/Sp09vdBQAAAAASFGCgoK0cuVKqx2JJalz584aPXq0smTJ8sw5fn5++vrrrzV79myr3WdWrlypn376SRkyZEjQz5AQ/v77b6uddcLDwxUQEKDTp09rzZo1OnPmjOU9R0dHzZw5U56enq89rp+fn+7cuROrc86dO2fVDgkJ0f379187y+t48ODBS9vA83DfGC84ODhO56ROnToe0sQM9w3igvsGccF9g9hKafdMSEiIYWNTPAMAAAAAAIDnOnjwoEJDQy0TJEqWLKl69erZ5Nr16tVT6dKldeLECUn/FuocPHhQ1apVs8n1ASRO7u7u8vPzi9Gxvr6+atSokY4fP67GjRtr48aNFNgBAAAAQAJas2aNHj16ZLWwyvDhwzVs2LAXnuPh4aFffvlFefLk0bBhwyzPlUJDQ7VmzRp99NFHCRU/wUybNk2TJk166TEmk0nvv/++vvvuO5UqVcpm444cOfK1ruHt7a1bt27ZJI+teHt7Gx0BSRD3TcILCgqK9Tn79u2Ti4tLPKSJG+4bxAX3DeKC+waxldzvmScXH0hodoaNDAAAAAAAgETtxo0blp9NJpMaN25s0+s3atTIsmLp0+MBSJ7s7OyUOXPmGL0qV66srVu3Kn369PLy8lLLli0VHh5u9EcAAAAAgBTj8OHDlp9NJpPeeeedlxbOPGnIkCF69913rZ79+Pj42DxjUtGiRQt9/fXXNiucAQAAAADEHsUzAAAAAAwVERFhdAQAwAvcuXNHkiyTHPLmzWvT6+fLl8+qHdPdKACkHOXLl9e6deuUJk0arV27Vp06dVJUVJTRsQAAAAAgRThy5Iik/54Nff7557E6/7PPPpMky+4zR48etWG6pGX58uWqXLmyqlSponPnzhkdBwBeG7/jBQAASZGD0QEAAAAApFyRkZHq1auX0TEAAC8QGhpq1U6bNq1Nr58mTRpJ/02gCAsLs+n1ASQPVatW1cqVK9WkSRMtWrRILi4umjJliuXvDgAAAABA/Lh586ZMJpPMZrPs7OxUs2bNWJ1fs2ZN2dnZyWw2y2w26/r16/GU1Fg//vijfvzxR0v70aNH8vf314kTJ/T7779r8eLFevTokSRp7969qlChgrZt26by5cu/1ri9evVSixYtYnXOuXPn1KRJE0u7YsWKKlKkyGvleF0PHjyQt7e3pV2xYkU5OTkZmAhJAfeNsQIDA9WmTZtYn1e5cmVlypQpHhLFDPcN4oL7BnHBfYPYSmn3zNmzZw0b25Dimfz58xsxbJyZTCadP3/e6BgAAABAshIZGalOnTpp9erVcnBw0Ny5c1WnTp0Ynevu7h7P6QAAkpQ5c2ar9s2bN216/Vu3bkn6d/VSk8lk6C/NACRu9evX1/z589W2bVtNmzZNrq6uGj16tNGxAAAAACBZCwoKsvycLVs2pU+fPlbnp0+fXtmzZ7cUzdy/f9+m+RKrtGnTKmfOnMqZM6fq16+vL7/8Ui1atNDx48cl/TvpvEmTJjp9+rRcXV3jPI6Hh4c8PDxeK6uzs7MyZMjwWtewNScnp0SXCYkf903CuXDhgho0aBCnSa/p06dPVH9O3DeIC+4bxAX3DWIrud8zzs7Oho1tSPHMpUuXLCtTJAWsYAgAAADYVlRUlD7++GMtWLBA9vb2Wr58uZo2bWp0LADAU6KLZ6Kfjezdu1f9+/e32fX37t373PEA4Hlat26t+/fvq0ePHvr222/l6uqqAQMGGB0LAAAAAJKtJ4td4lrk4erqaimeCQ4OtkWsJOeNN97Qtm3bVLZsWV29elWSdP36dY0bN46FIQAkKX/88YcaN26su3fvKnv27FqwYIFKlCgR4/NZIBEAABjNzsjBTSZTon8BAAAAsC2z2ayePXtq7ty5srOz05IlSyicAYBEqnTp0pafzWazNm/ebNkt5nX5+flp06ZNVs9fnhwPAJ6ne/fuGjNmjCRp4MCB+uWXXwxOBAAAAADJV2RkpOVnB4e4rc9rb2//3OulNJkyZdLIkSOt+n799VdjwgBAHCxevFg1atTQ3bt3VbZsWXl7e6tGjRrKnDlzjF92doZOVwUAADC2eEb6d+JFYn0BAAAAsC2z2axPPvlEM2fOlJ2dnRYsWKAWLVoYHQsA8AK5cuVS0aJFLe3Q0FD17t3bJtfu06ePHj16ZGkXLlxYuXLlssm1ASRvgwYN0pdffinp32KaZcuWGZwIAAAAAIBXa9q0qdVCMjdu3NDly5cNTAQAr2Y2mzVixAi1bdtWjx8/VpMmTbRnzx7lyJHD6GgAAACxFrdlIWzEbDYrY8aMatiwoZExnmvt2rUKDAw0OgYAAACQbJjNZn322WeaOnWqTCaT5syZozZt2hgdCwDwCk2bNtWZM2dkMplkNpu1evVq9ezZU9OnT4/zNfv27auVK1darmkymdS8eXMbpgaQ3H377bcKDAzUjBkz1K5dO6VPn1716tUzOhYAAAAAAC/k6uqqjBkzyt/f39J369Yt5cmTx8BUAPBioaGh6ty5s5YsWSLp352gv/vuO3aQAQAASZahxTOSlDt3bs2dO9foGM8oU6YMxTMAAACAjZjNZg0aNEg//vijJOmXX35Rhw4djA0FAIiRL774QtOmTVNgYKCl2GXmzJk6fvy4pk6dqrJly8b4WseOHVOfPn108OBBq343Nzd99tlnto4OIBkzmUyaOnWqgoKCtGTJEjVr1kxbtmxRlSpVjI4GAAAAAECMpUqVyugIAPBcfn5+atq0qf744w85ODho+vTp6tq1q9GxAAAAXgslwAAAAADildls1tChQzVu3DhJ0vTp09WlSxeDUwEAYsrFxUUjRoyQ2WyWJEsBzaFDh1ShQgW99dZbGjdunLy8vHTr1i2FhoZK+ndFulu3bsnLy0vjxo3TW2+9pfLly+vgwYOW3Wai/3fEiBFycXEx8mMCSILs7Ow0b9481a9fX6GhoWrYsKGOHj1qdCwAAAAAAJ4rODhY9+7ds+rLkiWLQWkA4MXOnDmjt956S3/88YdcXV21ZcsWCmcAAECyYPjOMwAAAACSt2+++UajR4+WJE2ePFk9evQwOBEAILY++eQTnT59Wr/88otMJpOl8MVsNsvHx0eHDx+2Oj76/Sc92TaZTJafP/74Y/Xp0yd+PwCAZCtVqlRasWKF6tatq927d6tOnTrau3evChcubHQ0AAAAAEhWwsLCdPXq1Wee+cTkvCfF5RrRcufOHafzEosNGzZYffbMmTMrW7ZsBiYCgGdt3bpVLVq00P3791WgQAFt2LBBhQoVMjoWAACATRhaPPPkRAkAAAAAyc+ECRP0v//9z/LzJ598YnAiAEBcTZ8+XREREZo7d66lgEaSpYjmSS+aAPHksyCz2azOnTtr+vTp8RcaQIqQNm1arV27Vp6enjp8+LBq1qypffv2KW/evEZHAwAAAIBk4+zZs3H+nhX9rMhsNsf5GiaTSREREXE6NzF49OiRhg8fbtXXoEED2dnZGZQIAJ41ffp0ffLJJ4qMjNR7772n3377TZkyZTI6FgAAgM0Y9g3seRMrEpvEng8AAABIzFavXm0pnBkzZow+++wzgxMBAF6HnZ2dZs+erSVLlsjV1dXy3CS6kCYmL+nf5y1ubm5atmyZZs2axeIqAGwiQ4YM2rRpk4oWLarr16+rVq1aunXrltGxAAAAACDZiJ7nE5dXfFzHKAMHDpSPj0+szrl3754aNWqkv//+29Jnb2+vTz/91NbxACBOIiMj9emnn6pXr16KjIxU+/bttW3bNgpnAABAsmPIzjM//PCD5efMmTMbEeGVBgwYoDt37hgdAwAAAEiS1q1bp19//VWS9M0332jQoEHGBgIA2EzLli3VoEEDzZ07V1OnTpWvr2+Mzy1SpIh69+6tDh06yMnJKR5TAkiJMmXKpK1bt6py5co6d+6cateurd27d8vNzc3oaAAAAACQpBm9+EliKZyRpK1bt2rcuHGqWLGiWrZsqRo1aqhYsWJKlSqV1XFms1m+vr5asWKFJk+erLt371q9/+mnn6pEiRIJGR0Anis4OFht2rTR+vXrJUmjR4/WV199Zfjf/QAAAPHBkOKZfv36GTFsrLRp08boCAAAAECStHHjRs2ePVvSvyuwDRkyxOBEAABbc3JyUp8+fdSnTx9du3ZN+/fv19GjR3X37l0FBAQoODhY6dOnl5ubmzJnzqyyZcuqUqVKypkzp9HRASRzOXLk0Pbt21W5cmWdOnVK9evX19atW+Xs7Gx0NAAAAABIshJT8Upi4e3tLW9vb0mSo6OjcuTIIVdXVzk6Oio4OFhXr15VcHDwc8/t0KGDxo4dm5BxAeC5rl69qgYNGujkyZNKkyaN5s+frxYtWhgdCwAAIN4YUjwDAAAAIHmaO3euZs6cKUlq1qyZBg8ebHAiAEB8y5kzp1q2bKmWLVsaHQUAJEkFChTQtm3bVKVKFR04cEBNmzbV+vXrlTp1aqOjAQAAAECSUqVKFXYeiIGwsDBdvHjxlcdlyJBBY8aMUY8ePfjnCsBwPj4+atSokW7duqUsWbJozZo1euutt4yOBQAAEK8ongEAAABgE3PnzlX//v0lSY0aNVK7du345Q8AAAAMUbx4cW3atEmenp7avn27WrdureXLl8vBgUfiAAAAABBTu3btMjpCorNkyRKtW7dO27Ztk7e3t+7fv//S400mk0qUKKGPPvpIHTp0UObMmRMoKQC82KpVq/TRRx/p0aNHKlGihNatW6c8efIYHQsAACDe8ZtCAAAAAK9t4cKF6tKliySpQYMG6tSpE4UzAAAAMNRbb72ltWvXql69evr999/18ccfa/bs2bKzszM6GgAAAAAgiSpSpIiKFCmigQMHKioqSv/884/OnTunK1eu6P79+woPD1f69Onl4uKivHnzqmzZssqQIYPRsQFAkmQ2mzVmzBgNHjxYklS3bl0tXbqUv6cAAECKQfEMAAAAgNeybNkydejQQWazWV26dFGDBg0onAEAAECiUKNGDS1btkzNmjXTr7/+qgwZMujHH3/kv1cBAAAAAK/Nzs5OhQoVUqFChYyOAgCvFBYWpu7du+vXX3+VJH3yySeaOHEiOzUDAIAUhSX2AAAAAMTZqlWr1LZtW0VFRalr164aP348ExEBAACQqDRu3NgyKWDy5MkaOXKksYEAAAAAAACABOTv76/atWvr119/lZ2dnaZMmaLJkydTOAMAAFIcimcAAAAAxMmaNWvUqlUrRUZGqkOHDvr5559lZ8dXDAAAACQ+7dq1008//SRJGjlypH788UdjAwEAAAAAAAAJ4O+//9Y777yj3bt3K3369NqwYYN69+5tdCwAAABDJJnSYV9fX3l5eeno0aPy9fXV1atXFRAQoEePHslsNitdunRyc3NTzpw5VahQIZUtW1bVq1dX4cKFjY4OAAAAJDsbN25UixYtFBERoTZt2mj27NkUzgBAErJlyxbVqVPH6BgxEhAQoPPnz6t8+fJGRwGQxPXp00dBQUEaMmSIPv30U7m4uKhTp05GxwIAAAAAAADixa5du/TBBx8oICBAefLk0fr161W8eHGjYwEAABgmURfP3LlzR7/88ovmzp2rCxcuWL1nNput2kFBQQoKCtLly5e1f/9+zZkzR5KUP39+derUSV27dpWHh0eCZQcAAACSq61bt+qDDz5QeHi4PvzwQ82bN0/29vZGxwIAxELdunVVq1Ytff/99ypVqpTRcZ7r8ePHmjRpksaMGaP+/ftTPAPAJgYPHqyAgABNmDBBXbt2VYYMGdSsWTOjYwEAAAAAAAA2NXfuXHXv3l3h4eF66623tGbNGmXJksXoWAAAAIZKlEtDh4aG6uuvv1b+/Pk1dOhQnT9/Xmaz2eplMpme+3r6uPPnz2vo0KEqUKCAvv76az169MjojwcAAAAkWTt27FDjxo31+PFjNW3aVAsXLpSDQ6KuyQcAvMD27dtVrlw5ffDBBzp8+LDRcSwePHig8ePHK3/+/Prqq68UFBRkdCQAyYjJZNK4cePUpUsXRUVFqXXr1tq6davRsQAAAAAAAACbiIqK0pdffqnOnTsrPDxcLVu2lJeXF4UzAAAASoTFM4cOHVKJEiU0ZswYPXjw4IWFMi/yooKaBw8eaMyYMSpZsqS8vb0T8BMBAAAAycPu3bvVsGFDhYaGqmHDhlq6dKlSpUpldCwAwGuIiorSmjVr9NZbb6lmzZr6/fffFRkZaUiWc+fOaeDAgcqdO7cGDRqkmzdvPrPzMADYgslk0s8//6wWLVooPDxcTZs21R9//GF0LAAAAABIUc6ePasNGzZo6dKl2r59u06fPm3YcykASC4ePnyoFi1aaOzYsZKkoUOHavHixUqbNq3ByQAAABKHRLVE9OLFi9WlSxeFhYVZimaeFtNJE0+eG/1z9E40VatW1Zw5c9S6dWvbBAcAAACSuf3796t+/fp69OiR6tatqxUrVsjR0dHoWACAOGrdurWWLFli9czEy8vLsvpchw4d1Lx5c5UrVy5ec9y7d0+rV6/WokWLtGvXLksWSZYFUbJly6bq1avHaw4AKY+9vb0WLlyo4OBgbd68WfXq1dPu3btVqlQpo6MBAAAAQKJ39OhRnTlzRjdv3pSjo6MKFCigKlWqKEOGDC89LygoSBMmTNDMmTN1586dZ953dXVVgwYN1Lt3b1WsWDG+4gNAsnTz5k01atRIhw8flqOjo2bPnq127doZHQsAACBRSTTFM4sWLVLHjh0VGRn5zO4y0ZMmPDw8VK5cOZUvX145cuSQi4uLXF1dZTKZFBgYqMDAQN28eVOHDx/W4cOHdfv2bUn/Fc9E/+/jx4/Vvn17mc1mtWnTJoE/KQAAAJC0HDp0SHXr1tWDBw9Uq1Yt/fbbb0qdOrXRsQAAr2HRokXq1q2bevfurTNnzlgV0dy6dUvff/+9vv/+e+XJk0f169dXtWrVVLVqVWXKlOm1xo2KipKPj4+8vLy0fft27dmzx7Ki6NNFM/b29urXr59GjBghJyen1/vAAPAcjo6OWrVqlerUqaN9+/apdu3a2rt3r958802jowEAAABAojRr1iyNGTNGFy9efOa9NGnSqHPnzvr222+VPn36Z94/ePCgWrZsqWvXrr1w4dyAgAAtXLjQ8uxqwoQJ7JYAADFw4sQJNWjQQNeuXZO7u7tWr16typUrGx0LAAAg0UkUxTMHDhxQly5dLIUz0cxms1xcXNSmTRt17dpVZcqUidV1T5w4oV9++UWLFy9WYGCgVRFNZGSkOnfurPz58+vtt9+26ecBAAAAkovDhw+rTp06Cg4OVvXq1bV69WqlSZPG6FgAABuoWrWqTpw4odmzZ2vUqFG6du2aVRGNJF26dEnTpk3TtGnTJEm5c+dWyZIlVbx4ceXJk0c5cuRQ1qxZ5eTkpLRp08re3l6hoaF69OiR7t27p2vXrunatWvy9fXVqVOndObMGYWGhloyPFkwE100I0kffvihvvnmGxUsWDAh/5EASIHSpUun9evXq3r16jp27Jhq1qyp/fv3K1euXEZHAwAAAIBEIzQ0VB988IG2bNnywsKXR48eadq0adq8ebN27txp9b3K29vb8rsGSVZzg55mNptlNpv1888/659//tH69etZ0AsAXmLdunVq3bq1Hjx4oMKFC2v9+vUqUKCA0bEAAAASJcOLZx4+fKjWrVsrLCzsmS/HPXr00NixY5+7IkVMlCpVSlOmTNGYMWP05ZdfasaMGVaTMsLCwtS6dWv9+eefSpcu3Wt/FgAAACA5OXbsmGrXrq2goCC99957WrduHf/dDADJjL29vbp166YOHTpo2rRp+uGHH6yKaCRZTYi4fPmyrly5ovXr18d6rKcnVjy587DZbJadnZ2aNGmiYcOGqVSpUnH8RAAQey4uLtq8ebOqVKkiX19f1apVS3v27JGHh4fR0QAAAADAcJGRkWratKm2bNki6dWFL+fPn1ft2rV19OhRpU2bViEhIWrVqpWCg4Nf+Mzpyes++bxo586datu2rVauXGnrjwUASZ7ZbNakSZP02WefyWw2y9PTUytXrpSrq6vR0QAAABItO6MDjB49WleuXLH68uvi4iIvLy9NmzYtzoUzT3J2dtaUKVO0a9cuubm5Wb135coVjRo16rXHAAAAAJKTU6dOqVatWgoICNA777yjDRs2yMnJyehYAIB4kjp1an366ae6cOGCFixYoHLlyllW+Ywucnlyd5i4vF50HWdnZ/Xp00e+vr5atWoVhTMADOHh4aFt27Ypd+7c8vX1VZ06dRQYGGh0LAAAAAAw3OTJk7VlyxarhVAkPfPsR/qv8OXvv//WiBEjJEkTJ07UpUuXrOYFOTs7q3HjxurXr58GDRqkTp06qXDhws9cy2w26/fff9fq1asT7gMDQBIQHh6uXr166dNPP5XZbFa3bt20adMmCmcAAABewdDimYCAAP30009WX5Dd3d21Y8cOValSxebjVa5cWdu3b1fGjBkl/fdFe+rUqfwiFAAAAPh/Z86ckaenp/z9/VWxYkVt2rTJJkXtAIDEz8HBQW3btpW3t7dOnTqlzz//XDlz5nxpEUxMX09eI1WqVKpbt64WLVqk27dva/LkySpQoIDRHx9ACpcrVy5t27ZNHh4eOn78uBo2bKiHDx8aHQsAAAAADHPnzh0NHz78maKZ3Llz6/PPP9e0adM0ceJEtW7dWqlTp5b031yc6dOny9/fX9OmTbOcnyZNGo0dO1Z37tzR77//rh9++EHfffedZs+erT///FNHjx5V5cqVnymg6d+//zM71QBAShUYGKj69etrxowZMplMmjBhgmbMmKFUqVIZHQ0AACDRczBy8IULFyokJMTyZddkMmnx4sUqU6ZMvI1ZunRpLVmyRLVr17Z8OQ8JCdHChQvVp0+feBsXAAAASAp8fX1Vo0YN3blzR2XLltXmzZvl4uJidCwAgAGKFSumcePGady4cTp16pQ2bdqk3bt3y8fHR3fv3o3VtVKlSqXixYvr7bffVu3atVWzZk12NAOQKL355pvaunWrqlatqn379qlZs2Zas2aNHB0djY4GAAAAAAluwYIFz8zr6dmzp3744Ydnvif9888/atiwof755x9J0oMHDzR48GD5+flJkpydnbVhwwa99957LxyvdOnS2rVrl9q0aaPly5db5vVcvXpVW7duVZ06deLpkwJA0nDhwgU1aNBAZ8+elZOTkxYvXqxGjRoZHQsAACDJMLR4ZsWKFZJk+YLdunVr1apVK97HrVmzptq0aaPFixdbvmgvW7aM4hkAAACkaOfOnVONGjV0+/ZtlSpVSlu3bpWbm5vRsQAAiUCJEiVUokQJDRw4UJJ05coV/f3337p06ZKuXbum+/fv6+HDh4qMjFTatGnl5OQkDw8P5cmTR/nz51eRIkUsq48CQGJXqlQpbdy4UbVq1dLmzZvVrl07LVmyRPb29kZHAwAAAIAENX/+fKvCmYYNG2rq1KnPPbZgwYLauHGjihcvrsePH0uSZs+eLenfHWTGjh370sKZaHZ2dpo/f76OHTumc+fOWWWheAZAchEVFSV/f/9YnePr66umTZvq7t27ypEjh9atWxevi5QDAAAkR4YVz4SGhurQoUOWL9mSNHz48AQbf/jw4Vq8eLGkf4t3vL29FRoaqjRp0iRYBgAAACCxuHjxomrUqKEbN26oWLFi2rZtm9zd3Y2OBQBIpHLnzq3cuXMbHQMA4k2lSpX0+++/q0GDBlqxYoUyZMigX375xbIYEwAAAAAkd8HBwTp16pSlbTKZNHHixJeekz9/fnXr1k2TJ0+WyWRSVFSUJClfvnzq2bNnjMd2dHTUd999p+bNm1vmFXl5ecXtgwBAIuTv7y8PD49YnePo6KiwsDCVLVtWa9euVY4cOeIpHQAAQPJlZ9TAJ0+eVHh4uKVdtGhRFSxYMMHGL1iwoIoXL25pR0RE6MSJEwk2PgAAAJBYXLlyRdWrV9fVq1dVuHBh7dixQ5kzZzY6FgAAAGCo2rVra8mSJbKzs9Ps2bM1YMAAy0JQAAAAAJDcHTt2zPIdyGQy6e2331b+/PlfeV7r1q2t2iaTSR07doz1+I0aNbJa5Ov27du6fft2rK8DAMlFWFiYmjRpoj179lA4AwAAEEeGFc+cP3/e8rPJZDJka9U6depY/bLzwoULCZ4BAAAAMNK1a9dUvXp1Xb58WQULFtTOnTuVJUsWo2MBAAAAiUKzZs00a9YsSdKECRP07bffGpwIAAAAABLGpUuXrNqVKlWK0XllypSRg4ODVd+7774b6/EdHBxUpUoVq3k9LIoLICXr06ePVq1aJScnJ6OjAAAAJFmGFc/4+flJkuVLbs6cORM8w9MV2KxQAQAAgJTkxo0bqlGjhi5cuKD8+fNr586dypYtm9GxAAAAgESlU6dO+uGHHyRJQ4YM0ZQpUwxOBAAAAADxLygoSNJ/83refPPNGJ3n6Oio7NmzW/UVKVIkThlKly5t1Y6eawQAKdGwYcNkZ2fYdE8AAIBkweHVh8SPBw8eWLWNmKSXNWtWSf/ufCNJDx8+TPAMAAAAgBFu374tT09P/fPPP8qTJ4927txpSEE7AAAAkBT0799fgYGBGjlypD755BM5OjqyYyMAAACAZO3+/ftW7QwZMsT43PTp01u1XV1d45Th6SKc6IIeAAAAAADiwrDiGXt7e6t2aGhogmcICwuzaj+dKTG4fv26vL29dejQIXl7e+vw4cMKDg62vJ8nT55ntsqNTyNGjNDIkSPjfH6HDh3066+/2i4QAAAAYu3OnTvy9PTUX3/9pVy5csnLy0t58uQxOhYAAImO2WzWpUuXdOrUKV27dk2BgYFKnTq13NzcVLBgQVWoUEFp0qQxOqaFr6+vTpw4oWvXrunhw4dKmzatsmTJojfffFOlSpVS6tSpjY4IJGnDhw9XYGCgJk2apJ49e+qTTz5R2bJlJUl3797V48ePX3iuu7s7K4MCAAAASFJSpUpl1Y7NnBoHB+vpSHF9fhJdsBO9KO6T82UAAAAAAIgtw4pnnJ2drdo3b95M8AzRY5rNZplMpmcyGWX//v2aMGGCDh06pBs3bhgdBwAAAMmIv7+/atasqT///FPZs2fXzp07lS9fPqNjAQCSkKioKF2+fFlXr15VQECAHj16JLPZrHTp0snNzU05c+ZUnjx5EuUiJTEREBCg1atXa/Pmzdq5c6fu3r37wmNTpUql+vXrq3///qpatWoCpvxPcHCwfvrpJ82aNUsXL1584XGOjo6qWLGimjdvrn79+iVgQiD5MJlMmjhxom7fvq2lS5dq0qRJMT7Xz89PmTNnjsd0AAAAAGBbTk5OVm0jClfMZrNVO7qIBgAAAACAuDCseCZnzpyS/vtie+7cuQTP8PSYOXLkSPAMz+Pj46Pff//d6BgAAABIAqKiouTv7x+jYwMDA/XBBx/o9OnTypo1q3bu3Kk33ngjnhMCAJKD/fv3a/369fLy8tKpU6deuYNw6tSpVaJECVWvXl0NGjRQ5cqVEyjp6+ndu7dmzZr1zG7FLxIeHq7Vq1dr9erVat++vX766SfLiqgJYf369eratatu3779ymPDwsK0b98+/fPPPxTPAK/Bzs5OEydO1NKlS42OAgAAAADxysPDQ9J/83ru3LmT4BkCAwMl/bco7tMFPQAAAAAAxIZhxTMFCxa0/Gw2m7V+/XrLl92EED2myWSyrFTxZKbEytnZWSEhIUbHsBg/frxKlSoV4+OzZ88ej2kAAABSHn9/f8svsGLK3d1dO3bsUKFCheIpFQAgOYiIiNDMmTM1efJk/fPPP5KeXe3zRUJDQ+Xj46PDhw9r3LhxeuONN9S3b19169ZNqVKlis/Yr+XQoUPPLZyxt7dXtmzZlCVLFoWHh+vy5csKCgqyOmb+/Pn666+/tGPHjgTZ3fiHH37Q559//syfSZo0aZQ9e3ZlypRJjx490s2bN1+6ew6A2HNwMOyxOgAAAAAkmFy5clm1Y7sobkyfI73MvXv3rNoZM2Z87WsCAAAAAFIuw37LV6RIEbm4uOj+/fuS/l2hwsvLSzVq1EiQ8b28vHT79m1LsU769OlVrFixBBk7ptKnT69y5cqpQoUKqlixoipUqKCLFy+qevXqRkezKFeunKpVq2Z0DAAAAMTCqlWrVLRoUaNjAAASsS1btqhnz566fPnyMxMdYrrwidlstpz7zz//qG/fvpowYYKmT5+uOnXq2Dyzrbm6uqpNmzaqX7++3nvvPaVPn97yXmRkpPbu3athw4Zp7969ln5vb2917NhRK1eujNdss2fP1meffWbVV7duXfXt21fVq1dX6tSprd67ceOGdu7cqdWrV8vb2zteswEAAAAAgOQhX758Vm1fX98Ynzt+/HjLrjGv48yZM1btvHnzvvY1AQAAAAApl2HFMyaTSZ6envrtt98su78MGDBAPj4+srOzi9exo6KiNGDAAEn/be3q6ekZr2PGRsOGDVW7dm0VLlz4mX8WFy9eNCgVAAAAkgsKZwAALxIVFaXPPvtMP/30k6XwJa67BD99ntls1qVLl1SvXj1LIU18PwOKi7x582rIkCFq06aN0qZN+9xj7O3tVa1aNXl5ealXr16aOXOm5b1Vq1bJy8sr3hY/OXfunPr06WNpp0qVSvPmzVPr1q1feE727NnVrl07tWvXTgEBAfGSCwAAAAAAJC9ZsmRRpkyZ5O/vL7PZrKNHj1rm2LyKrebgHDt2zDKnSJIKFChgk+sCAAAAAFImQ2cotGrVyqp9/PhxjR8/Pt7HnThxouULdrSXTTBIaAUKFFDRokUT5QQSAAAAAACQPIWFhalx48aWwhmTyWT17CR6J5knX46OjvLw8FCWLFmUOnXq5x4TLfp6ZrNZkydPVpMmTRQeHm7ER32hkSNHytfXV126dHlh4cyT7O3tNW3aNJUvX96qf9asWfEVUd26dVNoaKilvWjRolg913Jzc4uPWAAAAAAAIBkqUaKE5fnOgwcPdPLkyQQb28/PT2fPnrW0s2bNqixZsiTY+AAQn27fvm10BAAAgBTJ0OqMpk2bKk+ePJJkmTwxePDgeJ1gMGfOHA0aNMhq8keuXLnUtGnTeBsTAAAAAAAgsWvVqpU2bNjwzAqi0UUwJUqU0IABA7Rs2TKdP39eoaGhevTokW7evKkbN27o4cOHCg0N1cWLF7VixQoNHDhQpUqVem4Rjdls1oYNG55ZWMVo9evXl6OjY6zOsbe318CBA636tmzZYstYFmvWrJGXl5el3aJFC7Vo0SJexgIAAAAAAHjrrbck/bfD8I4dOxJs7FWrVikqKsoyfoUKFRJsbACIT/fu3bMsiJQzZ04dP35cfn5+r3y5u7sbnBwAACDpM7R4xt7eXsOGDbNMoDCZTIqKilKPHj30zTffKDIy0mZjRUVFafTo0erWrZtlvOjJIMOGDZO9vb3NxgIAAAAAAEhKvvnmG61evdpqt5no5yYdO3bUoUOHdOLECY0dO1YtWrRQvnz5nltk4ujoqDx58qhZs2YaM2aMjh07Jh8fH3Xu3NmqICe6gGb16tUaNWpUgn3O+PLee+9Ztf39/fXw4UObjzNz5kyr9vDhw20+BgAAAAAAQLR3331X0n+Lq2zatCnBxl6wYIHlGZIkVa1aNcHGBoD4EhwcrPfff1+nT59WtmzZtGvXLpUqVUqZM2d+5cvOztCpngAAAMmC4f9F1alTJ1WpUuWZApoRI0aoXLly2rt372uPsW/fPpUrV07Dhg1TVFSU5cu1yWRS5cqV1blz59ceAwAAAAAAICk6ffq0vvnmm2d2mylWrJj27dunOXPmvNbKnuXKldOsWbP0xx9/qFixYlbPgMxms7755hudPn36tT+Hkdzc3J7pCwoKsukY169ft9rRpnTp0ipWrJhNxwAAAAAAAHhS5cqVNWjQIMsrupgmvm3fvl0HDx602s24bt26CTI2AMSXhw8fqmHDhvLx8ZG7u7u2b9+uAgUKGB0LAAAgRXEwOoAkLV26VGXKlJGfn5+k/yZPnDx5UtWqVVORIkXUpUsX1a1bV4ULF47RNX19fbV582bNnj1bf/75p9XEjGgeHh5asmSJ7T9QCvP48WNduHBB/v7+SpUqldzd3ZU9e3alS5fO6GgAAAAAAOAVBgwYoIiICKuVPGvXrq3Vq1crTZo0NhunYsWK8vHxUdOmTbV582bLM5rw8HANGDAgQVcutbXr168/0+fu7m7TMTZv3my1S3P16tVten0AAAAAAICnubi46Lvvvkvwcf/66y916NDB0nZycorxfCEASIzCwsLUvHlz7d69WxkyZNCWLVtUtGhRo2MBAACkOImieCZr1qzavHmzPD09FRAQIOm/Ahqz2awzZ87oiy++0BdffCFnZ2eVLVtWOXLkkIuLi1xdXSX9u5pnYGCgbty4oaNHjyo4OFiSrFahiJ6UYTab5ebmpk2bNil79uwJ+2GTmd69e+vChQsKDQ216ndwcFC5cuVUt25d9erVS5kzZ7b52H5+frpz506szjl37pxVOyQkRPfv37dlrFh58ODBS9vA83DfIC64bxAX3DdJQ/R/98b2nNSpU8dDGu4bxE1Kum9CQkKMjgBYOX78uLZs2WK1S2/NmjW1Zs2aePl3RerUqbV69Wo1atRIW7dutYy7detWnThxQqVKlbL5mAnh6Z2T8+TJI0dHR5uO4ePjY9V+8p/VsWPHNHfuXO3evVtXrlzR48eP5eHhoYIFC6pOnTpq3bq1cuTIYdM8AGLn22+/1cSJE60WdwIAAAAAPF+fPn2MjgAANhMREaE2bdpo06ZNSps2rTZs2KBy5coZHQsAACBFShTFM9K/v/D38vJSo0aNdPnyZZlMJqtil+gimODgYO3Zs+el13qyYEay3m3GbDYrd+7cWrt2rUqWLGnjT5HynDlz5rn9EREROnTokA4dOqSxY8fqiy++0PDhw2Vvb2+zsadNm6aRI0e+1jW8vb1169YtGyV6fd7e3kZHQBLEfYO44L5BXHDfJE5BQUGxPmffvn1ycXGJhzTP4r5BXCTn++bKlStGRwCszJ8/36qdIUMGzZ8/P96KLCXJ0dFR8+fPV+HCha3+PTZv3jxNnDgx3saNT3PmzLFq16tXz+ZjPF08kz9/foWEhKhfv37PjC9Jly9f1uXLl7V9+3YNGzZM/fv318iRI5UqVSqbZUoOC5tIKauIE7YRlwL2H3/8UXfv3tWPP/5o0/8fIung7xrEBfcN4oL7BnGRku4bFjYBAAAJKSoqSl27dtWqVavk6OioNWvWqHLlykbHAgAASLESTfGMJJUoUUKHDx9Wjx49tGrVKkvRy9Or8T1dHPO0563eF31OkyZN9PPPP8fLTih4vkePHumbb77R3r17tW7dOjk7OxsdCQAAINkIDw83OgIAIAlbu3at1a4z33zzjbJkyRLv43p4eOh///uf+vbtaxl/9erVSbJ4ZuPGjc8s9NKxY0ebj/N00YmdnZ2qVKmiY8eOvfLcR48e6bvvvpOPj49+++03pU+f3iaZkuPCJlLyLuKEbURFRWnevHkxPn7Xrl369ddftXDhQp09e1YDBgxQmjRp4jEhkgL+rkFccN8gLrhvEBfJ+b5hYRMAAJBQzGaz+vbtq3nz5sne3l7Lli1TrVq1jI4FAACQotkZHeBp7u7uWrFihTZs2KDSpUtb7ToTLXpXmhe9nhR9fsmSJbV27Vr99ttvFM68JpPJpEqVKmn06NHatm2brl27pocPHyo0NFTXr1/XunXr1L1792d+Abxr1y61atVKkZGRBiUHAABIXsLDwzV16lSjYwAAkqibN2/qwoULlrajo6M6dOiQYON36NDBaoeby5cv6+bNmwk2vi3cu3dP3bt3t+pr0qSJKlasaNNxoqKintnpom/fvpbCGZPJpIYNG2r69Olat26dli5dqkGDBil79uxW52zfvj1eCnuAlMbOzk4uLi4xfjVu3FhfffWVHB0ddeTIEQ0dOjROO0gCAAAAAAAg6fj66681depUmUwmzZs3T02aNDE6EgAAQIqXqHaeeVLdunVVt25d7du3T3PnztWGDRvk5+cXq2tkzpxZ9erVU8eOHVW1atV4Spqy1K5dW23atNGbb7753PezZ8+u7Nmzq0GDBhoyZIhatWql/fv3W97fsGGDpk2bpk8++eS1s/Tq1UstWrSI1Tnnzp2z+iJSsWJFFSlS5LWzxNWDBw+sVm6qWLGinJycDMuDpIH7BnHBfYO44L5J3MLCwtSpUycdO3ZMjo6O+vnnn1WlSpUYnZsxY0bZ2cVPHT33DeIiJd03Z8+eNToCYPHnn39afjaZTKpZs6bNdiSJifTp06tWrVpav369pe/06dPKli1bgmV4HVFRUWrXrp2uXbtm6XNxcdHkyZNtPlZQUNAzi8scPXpU0r8L0fz+++967733rN5v2bKlhgwZou7du2vx4sWW/t9++03z589X+/btbZ4TwItVrFhR33zzjUaNGqV//vlHX375pYYPH66sWbMaHQ0AAAAAAAA29t133+m7776TJM2YMUNt27Y1OBEAAACkRFw8E61y5cqqXLmyJOnMmTM6cuSIfH19de3aNd27d0+PHj2SJKVNm1Zubm7KmTOnChUqpLJly6pYsWLP7ESD11OpUqUYH5szZ05t375dNWrU0IEDByz9o0aNUpcuXZQuXbrXyuLh4SEPD4/Xuoazs7MyZMjwWtewJScnp0SVB0kD9w3igvsGccF9k3iEh4erY8eOWr9+vVKnTq01a9aoTp06Rsd6Lu4bxEVyvm+cnZ2NjgBYXLp0yapdrly5BM9Qrlw5q+KZy5cvJ3iGuBowYIA2bdpk1ffzzz8rV65cNh8rJCTkuf329vbasGGD3nrrree+7+zsrAULFuju3bvaunWrpf/bb7/VRx999NrPzZLDwiZSyirihO3E5b6pXr26PD099cEHH+jKlSsaOnSoVqxYoTJlysR3XCQC/F2DuOC+QVxw3yAuUtJ9w8ImAAAgvv30008aPHiwJGn8+PHq1q2bwYkAAAAQLdEXzzypaNGiKlq0qNExEAtp0qTR/PnzVaRIEUVEREiS/Pz8tHXrVraiBAAAiIPw8HC1atVKv//+u1KnTq3Vq1cn2sIZAEDiFhQUJEkym80ymUyG7Pjy9JiBgYEJniEuJk+erIkTJ1r1DRw4UC1btoyX8dKkSfPc/q5du76wcCaanZ2dpk+froIFCyoqKkqS5Ovrq927d6tatWqvlSs5LmwiJe8iTsSfmN435cqV08GDB1W3bl2dOHFCDRo00KpVq1S7du0ESInEhL9rEBfcN4gL7hvERXK+b1jYBAAAxKdff/1Vffv2lSQNGzZMn3/+ucGJAAAA8KQkVTyDpOmNN95Qo0aN9Ntvv1n6KJ4BAACIvfDwcLVu3Vq//fabHB0d9fvvv+v99983OhYAIImK3s03mru7e4JncHNzkyTLDiiPHz9O8AyxtXjxYvXv39+qr2PHjhozZky8jfmiyV0ff/xxjM7Pnz+/atasabX7jC2KZwDETbZs2bRnzx598MEH2rFjh+rXr6+5c+eqXbt2RkcDAAAAAEnS/PnzjY4Qa+3btzc6AoAUbsWKFerSpYsk6dNPP9WIESOMDQQAAIBnUDyDBOHp6WlVPOPr62tgGgAAgKQnPDxcbdu21apVqyyFM3Xr1jU6FgAgCUubNq1V++7duwmewd/fX9J/u9+8aIeVxGL9+vXq0KGDzGazpe+DDz7QrFmzLAVA8SFt2rSyt7dXZGSkpS99+vQqU6ZMjK9RtWpVq+KZw4cP2zQjgNjJkCGDNm7cqE6dOmnx4sX66KOPdOPGDQ0YMCBe/z4BAAAAgJjo2LFjkvtuQvEMACNt3LhRbdq0UVRUlLp27aoJEyYkub9HAQAAUgI7owMgZciVK5dV+86dOwYlAQAASHoiIiLUtm1brVixQo6Ojvrtt99Ur149o2MBAJI4V1dXSf/t+nLz5s0Ez3Dr1i2rdnSmxMjLy0stWrRQRESEpa9WrVpasmSJ7O3t4318Dw8Pq/Ybb7whO7uYP9orVKiQVdvPz88muQDEnaOjoxYsWKDPP/9ckjRo0CD169fPqlAOAAAAAIxkNpuTxAsAjLRr1y41a9ZMERERat26tWbMmEHhDAAAQCJF8QwSRKpUqaza4eHhBiUBAABIWiIiItSuXTutWLFCqVKl0qpVq1S/fn2jYwEAkoG8efNatb29vRM8w9Nj5smTJ8EzxMShQ4fUqFEjhYaGWvoqVaqk33//XY6OjgmSoUiRIlbtDBkyxOr8p48PCAh47UwAXp+dnZ3Gjx+viRMnSpJ++ukntWrVyurvGwAAAAAwislkSvQvADDSoUOH1LBhQ4WGhqpRo0aaN29egiy2BAAAgLiheAYJ4umVZDNnzmxQEgAAgKQjIiJCH330kZYtW2YpnGnQoIHRsQAAyUTx4sUtP5vNZnl5eSkoKCjBxg8KCtKOHTusJjmUKFEiwcaPqZMnT6pu3boKCQmx9JUpU0YbN26Uk5NTguUoWrSoVfvx48exOv/pifjp0qV77UwAbOfTTz/VkiVL5OjoqJUrV+r9999XYGCg0bEAAAAApHBG7yjDjjMAErMnnx17enpafqcLAACAxMvB6ACv8vjxYx08eFBHjhzR2bNndf78ed2+fVt3797VgwcPFBYWJpPJpDRp0sjV1VXZsmVT/vz5VaJECVWqVEnvvPNOgq0Aihfbt2+fVTtXrlwGJQEAAEgaIiIi1L59ey1dulSpUqXSypUr1bBhQ6NjAQCSkSxZsuiNN97Q+fPnJf27S+zcuXPVv3//BBl/7ty5Cg8PtxTP5MuXT1myZEmQsWPK19dXtWrVstqlpUiRItqyZYtcXFwSNEvZsmWt2rdv347V+X5+flZtd3f3184EwLZatWqlLFmyqEmTJtq9e7fee+89bdq0STlz5jQ6GgAAAIAUrGjRotqwYYPRMayYzWbVr19ff/31l9FRAKRQf//9t+XZcaVKlbR69WqlSZPG6FgAAAB4hURZPBMWFqbffvtNCxculJeX1zMrYz5v9Yjw8HAFBwfr6tWr8vHx0bJlyyT9u4pmo0aN1LlzZ3l6eiZIflgLDAzUqlWrrPr4swAAAHixyMhIdejQQUuWLJGDg4NWrFihRo0aGR0LAJAMNWrUSBMnTpTJZJLZbNbw4cPVsmVLZcuWLV7HvXnzpoYPH24Z12QyqXHjxvE6ZmxdvnxZNWvWtCo6yZcvn7Zt22bIjrr169eXnZ2doqKiJEkXL17UvXv3lDFjxhidf+TIEat2oUKFbJ4RwOurXr269uzZo7p16+r06dN65513tHnzZhUrVszoaAAAAABSKEdHR+XJk8foGM9gIV0ARnny2XGZMmW0YcMGOTs7Gx0LAAAAMWBndIAnmc1mTZkyRfny5VPbtm21adMmPXr06LnbrppMpue+oq8T/Xrw4IGWLl2q2rVrq0KFCtq9e7eRHzFF+uKLLxQYGGhpOzo6qm7dusYFAgAASMSiC2cWL14sBwcHLV++PNFNJgYAJB/t27e3agcHB+ujjz7S48eP423Mx48fq3379goODrbq79ChQ7yNGVs3b96Up6enrl27ZunLkSOHduzYoRw5chiSycPDQ++++65V32+//RajcyMiIvT7779b9VWrVs1W0QDYWKlSpXTgwAEVKlRI165dU+XKlZ/Z2RsAAAAAAAAJL/rZ8dWrV1W4cGFt2bJFrq6uRscCAABADCWa4pmLFy+qQoUK6tevn27evGkpfnlZkczzPO/Y6GsdOXJENWrUUNeuXfXw4cME/HSJ04gRI6z+Ob1q0sSYMWOeWaX0ZSIiIvT5559r9uzZVv09evSI9xVsAQAAkqLIyEh16tRJixYtkoODg5YtW6amTZsaHQsAkIyVLFlSderUsTyDkSQvLy81atTomZ2AbSEsLExNmjTRjh07rHadqVWrlkqWLGnz8eLi3r17qlWrls6fP2/py5w5s7Zt26Z8+fIZmEzq3r27VXvcuHExKnT65ZdfdOvWLUs7Q4YMqlOnjs3zAbCdPHnyaP/+/apUqZICAwNVs2bNGBfMAQAAAAAAwPb8/f0tz47z5cun7du3G7JLOQAAAOIuURTPHD58WBUqVNCxY8eeKZiJFr3jzNOe3pXmZbvURB8/d+5cVapUSTdv3oz/DxdH+/fv1/bt2595PV28Ehoa+tzjtm/frjNnztg00+bNm1W+fHm9++67mjRpkk6fPq2IiIhnjgsKCtKSJUtUoUIFTZw40eq9AgUKaNiwYTbNBQAAkBxERkaqc+fOWrBggezt7bV06VJ98MEHRscCAKQA48aNk4ODgyRZClq2b9+uChUq6NChQzYbx9vbW+XLl9fWrVut+h0cHDR+/HibjfM6goOD9f777+vPP/+09Lm6umrr1q0qUqSITceK7aImktS6dWuVKFHC0v7777/VvXt3RUVFvfCcQ4cOaeDAgVZ9vXr1kouLS5yzA0gY7u7u2r59uxo3bqzHjx+refPmmjZtmtGxAAAAAKQgL1vcFgBSkvv371ueHWfPnt3QXcoBAAAQdw5GB7h48aLq1KmjgICAZ4pcJCl16tTKmjWrXF1d9fDhQ925c0eBgYGSZLWzTLZs2TRz5ky5ubkpKChIZ8+e1cmTJ3Xw4EH9/fffluOjr33y5ElVqVJFf/zxR6KsAG/btq0uX778yuNu376tWrVqPfe9Dh066Ndff7VxMumPP/7QH3/8IenfP5+cOXPKxcVF9vb28vf316VLl547aSNr1qzatGmT3N3dbZ4JAAAgKYuMjFSXLl00f/58S+FMs2bNjI4FAEghihcvrqFDh2r48OFWz1r+/PNPvfvuu+rQoYN69OihChUqxOn6R44c0fTp0zVv3jxFRUVZFk6J/t/BgwerePHiNv5UcdOoUSP5+PhY9X322We6e/eutm/fHqtrlStXTm5ubraMJzs7O/3www+qVauW5dnZvHnzdP36dY0ZM0blypWzHPt/7N1ndBVV//bx65yEQEiA0JtSpIYi0kQpUgNSBFQCAiJIkyZVQKqAdKRIBynCjbSAdKV3QZJQpIqAhA6BUAOBkJx5Xvjk/DmAkj4p389as+6zJ7P3vsY1t+ZM5jf73r17mjt3rr755hsFBwfb9xcsWFD9+/eP1VwA4o6rq6tWrFihLl26aNasWercubOuXLmi4cOH8xAbAAAAgDiTNm1a+3eONGnSmJzm5dzd3ZU2bVqzYwBIBh49eqR69erJ399fmTJl0tatW01fpRwAAADRY3rxTPPmze2FM9I/hS1ubm5q2bKlWrRooVKlSilFihQOfc6dO6d169Zp2rRpOnfunCwWi65fv6727dtr48aNKl++vGrXrm0//tChQ5o3b55mz56t8PBw+wMa586dU4MGDbR3715ZrQliEZ5E58mTJzp37twrj6tTp47mz5+vLFmyxEMqAACAxMNms6ldu3ZasGCBnJyctGTJEjVq1MjsWACAZGbQoEE6dOiQ1qxZ41BAY7PZ9OOPP+rHH39UsWLFVLt2bZUtW1ZlypRRzpw57SvWRAgLC9PVq1fl7+8vPz8/bdy4UUePHpUkhxWCI9SrV0/ffPNN/J3oK+zcufOFfdFdQXfHjh2RWk0mqqpXr65Ro0bp66+/tu/bunWrypQpo2zZsum1117Tw4cPde7cOYWGhjr0zZgxo1asWJFgH3oB8HLOzs6aMWOGcubMqcGDB2vkyJG6evWqZs+e/cK9cwAAAACIDREvtU3I9uzZY3YEAMnAkydP9OGHH2rPnj1Kly5dnKxSDgAAgPhjavGMj4+Pfv/9d/sDGZL09ttva8mSJf9ZnZ0vXz51795dnTt3Vr9+/TRhwgRZLBZdu3ZNjRo10pEjR+Tq6mo/vlSpUipVqpQ6dOigNm3ayM/Pzz7ngQMHNGrUKA0YMCDOzzexGzBggDw9PbVnzx79+eefCg8P/8/j3d3dVbt2bXXp0kXvvfdePKUEAABIPGw2m9q2bav58+fLyclJixcvlre3t9mxAADJ1LJly9SwYUNt3LjxpasDHzt2TMePH3fokypVKnl4eEj6Z6WTkJAQh59H9JUci2YMw1CtWrXk4+MTF6eS5PXt21epU6dWr1699PTpU/v+69ev6/r16y/tU6hQIa1bt04FChSIr5gAYpHFYtGgQYOUI0cOffHFF/rxxx9148YNLV++XO7u7mbHAwAAAAAASHLCwsLUtGlTbd68WW5ubvrll19UsmRJs2MBAAAgBkwtnpk6dar9s8ViUalSpbR169ZI/7EvRYoU+u6775QqVSqNHDlSFotFZ8+eVZ8+fTRlypQXji9WrJh27Nih999/X3v37rUX0IwZM0bt27dX5syZY+3cYiogICDO5xgyZIiGDBkS6eO9vLzk5eUl6Z/lKE+ePKmAgABdu3ZNwcHBstls8vDwUPr06VWkSBEVL15cTk5OcZQeAAAgcbPZbGrfvr3mz58vq9Wqn376SY0bNzY7FgAgGXNxcdG6devUvXt3TZs2zV7s8mwRzbPFMJIUEhLyQsHM854vmpGkDh06aPLkyS+sXIPI+/LLL+Xl5aUhQ4bo559/diiieVbevHnVvXt3dejQQS4uLvGcEkBsa9OmjbJlyyZvb2/9+uuvqlq1qjZs2MCK3wAAAAAAALHIZrOpdevWWrVqlVxcXLRmzRqVL1/e7FgAAACIIdOeULh9+7Z+++03ewGLs7Oz5s+fH6235A0bNkxr167ViRMnZBiGfvjhBw0cOFBZs2Z94djUqVNrw4YN8vT01LVr1yRJDx8+1OzZs1l9JgpSp06tMmXKqEyZMmZHAQAASHRsNpu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nzqlevXpav369ypYt67D+AABwltDQUL3++uv68ccfJUl+fn4aN26cevTooUyZLPs1DgAAgHQmNVZ9YWUZAAAA4H8mTJigCRMmqFatWnr++efVtm1bBQYGWh0LAIA7HDhwQEWLFrU6xh3+/fdfqyMgjTp16pQWLlwoiVVnAAAAgIzGslm3/y1eMU1TmzZtcuj5CxQoYCugOXr0qKRbBTQRERFq0KCBfv31V1vfAAC4msuXL2v8+PGaPn26bt68KXd3d/Xt21ejR49Wzpw5rY4HAACAdMgwDJUqVUq5c+d2yPl27typa9euyTRNGYahOnXqOOS8AAAAQHpQq1Ytbdu2TVu3btXWrVs1YMAANWrUSB07dlSrVq2UPXt2qyMCACBJio2NddnV0ljRGCnxzjvvKDY2VnXr1tWTTz5pdRwAAAAAqciy4pkiRYooW7ZsunbtmiTpr7/+0sWLFx06IThfvnwKDg5WgwYN9Pfff9s+NEdERCgoKIgn9gMAXE58fLwWLlyoN998U+Hh4ZKkxo0b6/3331eZMmUsTgcAAID0yjAMmaaps2fPavDgwerSpctDn7NSpUoKCQmxtTds2PDQ5wQAAADSi2XLlik2NlbffPONFi1apD///FOrV6/W6tWrlTlzZj3zzDPq2LGjmjZtKi8vL6vjAgAyKIpTkN6cPXtWn3zyiSRp5MiRFqcBAAAAkNrcrOy8Vq1atpVfTNPUt99+6/A+8ubNq+DgYJUuXdr2pFPDMBQZGanw8HA+6AMAXMbmzZtVrVo1vfLKKwoPD1fJkiX1888/a9WqVRTOAAAAwCnmzZunHDly2O6ZREVFqXv37mrSpIlOnjxpdTwAAAAgXcuXL58GDRqknTt36vDhwxozZoxKliyp69ev69tvv1Xr1q2VO3dude/eXevWrVN8fLzVkQEAGYhpmmniBSTHu+++q+vXr+vxxx9XUFCQ1XEAAAAApDJLl16pX7++fvnlF1sBy8KFC9WjRw+H9/PII4/YVqA5cOCArYAmcWIIAABWOnHihIYMGaIlS5ZIknx8fDR69Gj16dNHnp6eFqcDAABAeta1a1c1btxYXbt21a+//mq7X/LLL7+obNmymjx5snr37m11TAAAAMCl+fn52VYST84x/1WyZEmNHj1ab731lnbv3q1FixZp8eLF+vfffzV//nzNnz9fefLkUfv27dWxY0dVrVqV7zkBAE7TqVMnqyMADnf+/Hl9+OGHkqRRo0bxbykAAAAgA7K0eOapp57S8OHDJd16YsWOHTsUEhKi8uXLO7yvwMBABQcHKygoSPv27bMV0AAAYJWrV69qypQpmjp1qq5fvy43Nze98sorevvttxUQEGB1PAAAAGQQ+fLl05o1a/Txxx9r8ODBunLligzDUHR0tPr166clS5Zo/vz5KlasmNVRAQAAAJfk5ubmsHu6hmGocuXKqly5sqZMmaLNmzdr0aJF+u6773TmzBlNnz5d06dPV/HixdWxY0c9//zzKl26tEP6BgAg0cKFC62OADjc+++/r6tXr6pKlSpq2rSp1XEAAAAAWMDNys4rVaqkokWLSpKtkOXtt992Wn/+/v4KDg5WpUqVWLoVAGCZhIQEffnllypVqpTefvttXb9+XfXq1dOuXbs0d+5cCmcAAABgiR49eigkJEQNGjSwrdZrmqY2bdqk8uXL69133+V+CgAAAJCK3N3dVa9ePX388cc6e/asfvzxR3Xo0EFZsmRRaGioxo0bpzJlyqhy5cqaNm2aTp06ZXVkAAAAl3Tx4kXNmjVLkjRy5EgeuAwAAABkUJYWz0jSc889J9M0ba9ly5YpJCTEaf3lzJlT69evV/Xq1W19AgCQHAkJCYqIiEjWKyEhQZK0Y8cO1apVSy+99JJOnz6twoUL6/vvv9f69etVoUIFi68MAAAAGV2hQoW0du1azZ49W1mzZrWt3BsTE6MhQ4boiSee0IEDB6yOCQAAAGQ4np6eeuaZZ7R48WKFh4frq6++UvPmzZUpUybt3r1bgwcPVsGCBdW8eXOtWbNGly9ftjoyAACAy5g5c6auXLmicuXKqUWLFlbHAQAAAGCRTFYHGDx48B1LYfr6+jq1Tx8fH61du1YzZ87UzZs3ndoXACD9iYyMVGBgYLKOCQkJ0dSpU/XFF19IkrJly6Y333xTr732mjJnzuyMmAAAAECK9e7dW02bNlWXLl20adMm2yo0O3bsUOXKlTVy5EgNHz5c7u7uVkcFAAAAMhxvb2917NhRHTt21Pnz5/Xdd99p0aJF2rx5s7Zs2aItW7bo448/VqVKlRQZGan27dsrW7Zs9zxfQkKCIiMjk5XBz89Pbm6WP6cRAADggS5fvqzp06dLkt58803+DQMAAABkYJYXz/j5+alu3bqp3q+3t7dGjBiR6v0CADKmxx9/XNeuXZMkderUSRMnTlTevHktTgUAAADcW5EiRRQcHKyZM2dqxIgRiomJkSTFxsZq9OjR+v7777VgwQJVqlTJ4qQAAABAxuXv76+ePXuqZ8+eCgsL02effaaFCxfqn3/+0c6dO9WtWzf169dPLVu2VMeOHfXUU0/J09PT7hwpeWBUeHi4AgICHHkpAAAATjFnzhxFRUWpVKlSeu6556yOAwAAAMBClNIDAJAKrl27pieeeEI7duzQp59+SuEMAAAA0oz+/ftr7969qlWrlkzTtK1Cs3fvXtWoUUNvvvmmYmNjrY4JAAAAZHgFCxbUgAED9P7772vWrFlq166dihQpomvXrmnx4sV65plnlCdPHvXs2VMbN25UQkKC1ZEBAGnMjRs3NG/evCTtO2/ePN24ccPJiYD7u3r1qt59911Jt1adYSVtAAAAIGOjeAYAgFTw4YcfauvWrapWrZrVUQAAAIBkK1asmDZu3Kh3331XmTNnlmEYMgxDcXFxmjx5sipVqqTff//d6pgAAAAA/l+BAgXUsWNH7d69W9u3b9eAAQOUO3duXbhwQR999JHq1aunQoUKafDgwdq3b5/VcQEAacCaNWtUpkwZvfrqq1q6dOl9912+fLl69OihMmXKaM2aNamUELjTRx99pPPnz6tYsWJ6/vnnrY4DAAAAwGIUzwAAkAqeffZZGYZhdQwAAAAgxQzD0Guvvabdu3erRo0adqvQHDx4ULVr19Zrr72mmJgYq6MCAAAA+H+GYah69eqaPn26Tp8+rbVr16pr167y8fHRqVOnNG3aNAUFBVkdEwCQBiQkJOj48eMyTVPDhw9XfHz8XfeLj4/X8OHDJUknTpyQaZqpGROwiYmJ0dSpUyVJw4cPV6ZMmSxOBAAAAMBqFM8AAAAAAAAgyUqWLKmtW7dqypQp8vLysq1Ck5CQoJkzZ6pcuXJav369JDE5AgAAAHAh7u7uCgoK0vz583X27FktXbpUbdu2lZeXl9XRAABpQNOmTdWqVStJUmhoqD7++OO77vfJJ5/o8OHDMgxDrVq1UpMmTVIxJfA/if/mKViwoF566SWr4wAAAABwARTPAAAAAAAAIFkMw9DgwYP1559/qmrVqnar0Bw7dkyNGjXSoUOHWH0RAAAAcFGZM2dW69attWTJEh04cMDqOACANGLmzJnKli2bTNPU2LFjdfXqVbv3r169qrFjx0qSsmXLppkzZ1oRE1BsbKymTJkiSRo6dKg8PT0tTgQAAADAFbAeJQAAyXDy5Em9++67VscAAAAAXEKZMmX022+/acqUKRo7dqxu3rwp6daKMzdu3Eh3xTOmaer48ePat2+fTp06paioKHl5eSlnzpwqUaKEqlWrpsyZM2f4TAAAAEhbsmfPbnUEAEAakT9/fo0aNUrDhg1TRESE3nnnHVuxjCRNnTpV586dk2EYGjVqlPLly2dhWmRkn332mU6dOqU8efKoa9euVscBAAAA4CIsKZ5Jax9KDMPQ/PnzrY4BALCIaZrasmWLZs6cqWXLlik+Pt7qSAAAAIDLcHNz0/Dhw9WiRQt16tRJu3btSldFMxcvXtTy5cu1evVqrV+/XufPn7/nvh4eHmrevLkGDhyounXrZqhMAAAAyFjq1q2rdu3aqU2bNipXrly6+gwAALi/QYMG6fPPP9eBAwf03nvvqXfv3sqdO7fOnTund999V4Zh6NFHH9WgQYOsjooM6ubNm5o0aZIkaciQITxYBgAAAICNJcUzn376aZq5gWqaJsUzAJBBxcTEaNGiRZo1a5b27t1r216zZk1t27bNwmQAAACA6ylbtqy2b9+uSZMmafz48YqNjbU60kPr06eP5s2bl+RruXnzppYvX67ly5fr5Zdf1qxZs5QjR450nwkAAAAZz8GDBzV27FiNHTtWRYsWVZs2bdSmTRvVqFFDbm5uVscDADhRpkyZNGfOHNWrV0/Xrl3T6NGjNXfuXI0ePVpXr16VYRiaM2eO3N3drY6KDGrRokX6559/FBgYqB49elgdBwAAAIALsfTOpWmaLv8CAGQ8YWFhGjZsmPLnz6/u3btr7969ypIli3r06KGQkBAtX77c6ogAAACAS3J3d9fIkSN19OhR7d692/batWuX1dFSZPv27XctUnF3d1f+/PlVpUoVlS9fXj4+Pnfs8/nnn6tRo0aKjo5O95kAAACQ8cycOVMtW7ZU5syZdezYMU2bNk01a9ZU/vz51bt3b61du1Y3b960OiYAwEnq1KmjF198UaZpasGCBVq2bJnmz58vwzD0wgsv6Mknn7Q6IjKo+Ph4TZw4UZL0+uuvK2vWrBYnAgAAAOBKLC2eMQzD5V8AgIzBNE0FBwerTZs2KlKkiKZMmaILFy6ocOHCmjp1qk6dOqWPPvpI5cqVszoqAAAA4PLy5cunChUq2L3SOl9fX/Xu3VsrVqzQxYsXdfLkSe3cuVN79+5VZGSkNmzYcMfEkB07dqhz584ZKhMAAAAyhg4dOmj58uWKiIjQt99+q44dOypHjhw6c+aMPvzwQzVq1Ei5c+dWp06d9MMPPygmJsbqyAAAB3v33Xfl6+ur+Ph4tWvXTvHx8fL19dV7771ndTRkYEuWLNHff/+tXLlyqVevXlbHAQAAAOBiMlnZuWma8vDwUN68ea2McVf//vuv4uLirI4BAHCya9eu6csvv9SsWbO0f/9+2/agoCD169dPTz/99B1Livv5+Sk8PDxZ/fj5+TkkLwAAAIDUVbhwYY0cOVIdO3ZUlixZ7rqPu7u76tWrpw0bNqh37976+OOPbe99//332rBhg+rXr5+uMwEAACBj8vb21nPPPafnnntON27c0Pr167Vs2TJbYc3nn3+uzz//XFmzZlXTpk3Vpk0bNW/e/K4rJQIAXMvt35HeT3x8vAzDUFRUlHLnzn3ffQ3DYD4OnCIhIUETJkyQJA0cOFDZs2e3OBEAAAAAV2Np8YwklS1bVrt27bI6xh0qVaqkkJAQq2MAAJzkn3/+0Zw5czR//nxdvHhRkpQ1a1a9/PLL6tu3r8qWLXvPY93c3BQQEJBaUQEAAABYZOzYsWrUqJE8PT2TtL+7u7vmzJmjXbt2aefOnbbt8+bNc1ihiitmAgAAQNrmqAdGeXl5qWnTpmratKk+/PBDbd26VcuWLdPSpUsVFham77//Xt9//708PDwUFBSkNm3aqEWLFg+cZA0AsIZpmknazzAMGYaRrGMAZ1i+fLn++usv5ciRQ/369bM6DgAAAAAXZHnxDAAAqcU0Ta1fv16zZs3Sjz/+aLt5W7RoUfXt21ddunSRr6+vtSEBAAAAuIzmzZsn+xh3d3cNGTJE7dq1s21bs2ZNus4EAACAtM0ZD4xyd3dXnTp1VKdOHb333nvavXu3li5dqqVLl+rgwYNavXq1Vq9erVdffVW1a9dWmzZt1Lp1axUqVMihOQAAKVenTh1bUcy97Nq1S9HR0bZ2jhw5VKlSJWdHA+5gmqbGjx8vSerfvz/f+wMAAAC4K4pnAADpXnR0tL744gvNnj1bBw4csG1/6qmn1K9fPzVt2jRZy44DAAAA6c2mTZv06aef2m2rW7euOnXq5NB+Pv30U23atMlu26uvvqoaNWo4tB+rPfnkk3btyMhIXbt2TVmzZrUokWtmAgAAQMZgGIYqV66sypUra/z48Tp06JBtRZqdO3dq8+bN2rx5s1577TVVrlzZVkhTpkyZB07aBgA4T3Bw8H3fDwkJUZUqVSRJ/v7+ioiI0LVr1zRjxgyVL18+FRIC/7NixQrt3r1b3t7eGjhwoNVxAAAAALgoS4tnuNkJAHCmo0eP6oMPPtCCBQt06dIlSZK3t7c6deqkvn37qnTp0hYnBAAAAKyXkJCgPn362BWaFytWTO+9957D+2rZsqUmTJigY8eO2bYdOHBAv//+u8P7slLOnDnv2Hbp0iVLC1VcMRMAAAAyptKlS2v48OEaPny4wsLCtHz5ci1dulSbN2/Wrl27tGvXLo0cOVKlSpVS69at1aZNG1WtWvW+3y0nJCQoMjIyWTn8/Pzk5ub2sJcDABlW7969FR8fL19fX23ZskXVq1fX5cuX1bt3b23ZssXqeMhATNPU22+/LenWuPTz87M4EQAAAABXZendQNM0rez+gVw9HwDgTqZp6pdfftEzzzyjEiVK6P3339elS5dUvHhxzZgxQ6dOndLs2bMpnAEAAAD+32effaa//vpL0q1/T3t4eGjx4sXy9fV1eF85c+bUV199ZVv50TRN/fHHH1qyZInD+7LS6dOn79hm9Zf2rpgJAAAAKFiwoPr376/g4GCdPXtW8+bNU7NmzeTp6anDhw9r8uTJql69ugoVKmTbLy4u7o7zREZGKjAwMFmv5BbbAAD+Z/78+dq2bZsMw9CwYcNUokQJDRs2TKZp6rffftOCBQusjogMZO3atdqxY4eyZMmiQYMGWR0HAAAAgAuzpHimRYsWatGihVq2bKl69epZEeGB6tevr5YtW6ply5Zq0aKF1XEAAA9w5coVffDBBypTpowaN26sn3/+WaZpqkmTJlq5cqUOHz6s/v37y8fHx+qoAAAAgEuZNm2aDMOQaZoyDEP9+/dXlSpVnNZf9erV1a9fP1t/pmnqnXfecVp/Vti8ebNdu1ChQvL09LQozS2umAkAAAD4r4CAAHXr1k0rVqxQRESEFi9erLZt2ypbtmw6efKkZs2apfr16ytPnjy2/W7cuGF1bADIcC5cuKBhw4ZJkvLnz68BAwZIkgYOHKgCBQrINE0NGzZMFy9etDImMpDEVWd69Oih3LlzW5wGAAAAgCvLZEWny5cvt6LbZHnvvfesjgAASIIjR45o9uzZ+vTTT3X58mVJUvbs2dWlSxf16dNHJUuWtDghAAAA4Lp27dqlgwcPyjAMSZKPj49GjRrl9H5Hjx6tBQsW2P4Nv3v3bh04cECPPvqo0/tODbc/XbVZs2YWJfkfZ2QKDw9XREREso4JDQ21a0dHR9vGgVWuXr163zZwN4wbJBdjBinBuEFKpKdx06xZMzVr1kwxMTEKDg7WTz/9pJUrV+r8+fNasGCBFixYoOzZs6tRo0aqW7duss9/5coVeXl5OSF52pOexs2DREdHWx0BSPOGDh2qyMhIGYahcePG2f4u9fLy0rhx49SlSxdFRkZq6NCh+vjjjy1Oi/Ru48aN2rx5szw9PTV48GCr4wAAAABwcZYUzwAAMraEhARFRkYm6xg/Pz+5ubnZjl+zZo1mzZqlVatW2fYpVaqU+vbtq06dOil79uwOzQwAAACkR19++aUk2VaB6dGjR6r8WzpHjhzq0aOHpk6datv2+eefa/LkyU7v29lWrlypTZs22W3r3LmzNWH+n7MyzZkzR2PHjn2oc+zYsUNnz5596CyOtGPHDqsjIA1i3CC5GDNICcYNUiK9jJvMmTOrbdu2atOmjf766y/9/vvv2r59uyIjI7V06VItXbo02efcsmULq9XfQ3oZN3cTFhZmdQQgTfv999+1YMECGYahcuXKqVOnTnbvv/zyy5o+fbr27t2rBQsWqFu3bqpRo4ZFaZERJK46061bN+XLl8/iNAAAAABcHcUzAIBUFxkZqcDAwGQdEx4eLi8vL3366aeaPXu2jhw5IkkyDEPNmjVT//791bBhQ1uBDQAAAIAH27BhgwzDkGmaklK3yKNLly6aOnWqrf+1a9emWt/OcuHCBb366qt221q1aqXq1atblMg1MwEAAAAp5e7urvLly6t8+fLq3r27QkND9dtvv2nr1q0KDw+3Oh4ApGsJCQnq1auX7SEsd3sISuL2pk2byjRN9e7dWzt37rStegw40m+//aZ169YpU6ZMGjp0qNVxAAAAAKQBzDAGAKQJw4cPV758+TRgwAAdOXJEOXLk0Guvvaa///5bP//8s5566ikKZwAAAIBkiImJ0f79+23tYsWKqXTp0qnWf+nSpVW8eHFbe9++fYqNjU21/h0tISFBL774ok6dOmXb5uPjo5kzZ5IJAAAAcAI3NzeVLFlSnTp10jvvvGN1HABI92bNmqW9e/fKMAzVr19fTZo0uet+jRs3VlBQkEzT1J49ezRr1qxUToqMInHVmU6dOqlQoUIWpwEAAACQFrDyDAAgTZg/f74kqUyZMurXr59eeukleXt7W5wKAAAASLv27Nmj+Ph4GYYhwzBUu3btVM9Qu3ZthYaGSpLi4uK0Z8+eNLsiyuDBg7Vq1Sq7bR999JEKFChgUSLnZ+rdu7fatm2brGNCQ0PVqlUrW7t69eoqU6aMQ/Kk1NWrV7Vjxw5bu3r16sqWLZuFiZAWMG6QXIwZpATjBimRUcfN+fPnk31MRESEateuLX9/fyckSlsy0rg5ePCg1RGANKtNmzbaunWrvv/+e02dOvW++06dOlVVq1ZV69at1bp161RKiIzkzz//1KpVq+Tm5qZhw4ZZHQcAAABAGkHxDAAgTWjcuLEGDx6sBg0asKw3AAAA4AD/XY1EUqquOnOvPsPCwtJk8czMmTP13nvv2W0bMmSI2rdvb1Gi1MkUGBiowMDAhzqHt7e3cuTI4aBEjpEtWzaXywTXx7hBcjFmkBKMG6RERhk3N27cSPYxb7zxhgYPHqzq1aurWbNmatasmSpXrswq90rf44YHswEpV6BAAS1ZskSHDx9WqVKl7rtvxYoV9ddffz1wPyClxo8fL0nq2LGj3erWAAAAAHA/3PkDAKQJX3zxhYKCgiicAQAAABzk4sWLkiTTNCVJefPmTfUMt/eZmCktWbRokQYOHGi3rXPnzpo8ebI1geSamQAAAABX89hjj8k0TW3fvl2jR49WtWrVlDdvXnXp0kXffvutoqKirI4IAC4pqQUxFM7AWUJCQrR8+XIZhqE333zT6jgAAAAA0hCKZwAAqS5xch4AAAAA69w+ESxr1qypniGxz8Qi+bRWPPPzzz+rU6dOdp9x2rRpo3nz5llW+O+KmQAAAABXtH79ep06dUrz5s1T69at5e3trXPnzunTTz9Vu3bt5O/vr7p16+qdd97R/v37+W4DAAAXMWHCBElS27ZtLVlNGwAAAEDalcnqAM5w+fJlbd26VceOHdOVK1fk7++vRx55RDVq1FBAQIDV8QAgQ7p06ZLWrVunNWvWaOXKlVbHAQAAADK8+Ph4u/bly5dTPcPtfd6eyZVt2LBBbdu2VVxcnG1bo0aNtHjxYrm7u5MJAAAASAPy5cunbt26qVu3boqNjdWWLVu0cuVKrVy5UgcPHtSmTZu0adMmDR06VAULFlSzZs3UrFkzNWjQQNmyZbM6PgAAGc7Bgwf17bffSpJGjhxpcRoAAAAAaY3LFc9cv35dK1eu1IEDB3TmzBl5enqqWLFieuqpp1SyZMn7Hnv8+HG99dZb+uabb+wmCSRyc3PTE088oQEDBujZZ5911iUAAHRr0tuff/6pNWvWaM2aNfr999/T1EQ4AAAAIL27faWZiIiIVM9w/vx5SbdWpzQMw5LVb1Ji+/btatGiha5fv27bVrNmTS1btkyenp5kAgAAANIgT09PNWjQQA0aNNC0adN07NgxrVq1SitXrtT69esVFhamuXPnau7cufLy8lK9evVsxTTFixe3Oj4AABnCxIkTZZqmWrVqpXLlylkdBwAAAEAa4zLFMzdv3tTYsWM1c+ZMXb169a77NGvWTHPmzFGBAgXueG/58uXq3Lmzrly5cs8ls+Pj47VlyxZt3bpVTZo00WeffSZ/f3+HXgcAZGT//vuvrVjm119/1YULF+zeL1WqlBo3bqzHH39cHTt2tCglAAAAAEm21XkNw5AknT17NtUznDlzxq6dFu7ThISEqGnTpoqOjrZtq1SpklauXGnZk6ddMRMAAACQmvz8/BQeHp7sY+6naNGi6tOnj/r06aNr164pODhYK1eu1IoVK3T8+HHb9yEDBgxQiRIl1Lx5czVr1kx16tSRl5fXw1wOAAC4i6NHj2rRokWSWHUGAAAAQMq4RPFMZGSkGjZsqJCQkHsWvkjSihUrVLlyZa1du1YVKlSwbV+5cqXatWtnW20mcdLH3ZimKdM0tXr1ajVs2FDr169Xrly5HHcxAJCBXL9+XVu2bLF9QbRv3z6793PkyKGGDRuqcePGeuqpp1S4cGFJ1jzRGgAAAIC9xH+fS7ful2zcuDHVM2zatEmGYdjuB/03kys6fPiwGjVqpIsXL9q2lSlTRmvWrJGPjw+ZAAAAAIu4ubnZHhDgDFmzZrWtMjNr1iwdOnRIK1eu1MqVK7Vp0yYdOXJE06dP1/Tp05UtWzYFBQWpefPmatq06V0fDHk3CQkJioyMTFYuPz8/ubm5peSSACBNOHv2rGJjY23tggULWpgGVps0aZISEhLUtGlTValSxeo4AAAAANIgy4tnYmJi1LhxY+3du1fSgwtfIiMj1axZM4WEhMjPz08RERHq3Lmz4uLi7I69WxGOYRi2fUzT1L59+9S6dWtLJocAQFpkmqYOHz5sK5YJDg5WTEyM7X3DMFS1alU1btxYjRs3Vo0aNeTh4WFhYgAAAAD38thjj9ndS9mzZ4/Onz+faqu/REZGateuXba2YRgqV65cqvSdEidOnFDDhg3tnmZdpEgR/frrr06dpJfWMgEAAADpnWEYKlOmjMqUKaPXX39dly9f1tq1a23FNGfOnNGPP/6oH3/8UZJUrlw526o0TzzxhDJluvtX9JGRkQoMDExWlvDwcP7tDyDV/fvvv/r222/1888/69ixYzp79qyyZMmiPHnyqFq1amrZsqWaNWvmkO+JmzZtqpCQEEm3/v5NfKguMp4TJ07os88+kySNGjXK4jQAAAAA0irLi2fGjx+vXbt2JbnwxTRNnT17VsOHD9fHH3+sKVOm6Pz583ZFMSVLllTTpk1VuHBhZc6cWeHh4fr999+1YcMGXb9+3e5cW7Zs0bx589S9e/dUu2YASEuioqK0bt06W8FMWFiY3ft58uSxFcs0bNgw1SbaAQAAAHg4OXLkUJkyZXTw4EFJt+6pfPnllxo4cGCq9P/FF1/INE3bPZ1SpUopR44cqdJ3cp05c0ZBQUE6deqUbVu+fPm0bt065cuXj0wAAABABpYjRw61adNGbdq0kWma2rNnj62Q5vfff9e+ffu0b98+TZ48Wb6+vnrqqafUvHlzNWnSJNnFMgBgpZs3b2rSpEmaMmWKrl+/Lul/83tiYmJ04cIFHThwQJ999pny5s2rt99+W507d37ofu82hwgZz5QpUxQXF6egoCA98cQTVscBAAAAkEZZWjwTFhamadOm3VE48/jjj+uFF15QsWLFdP36df3xxx+aP3++wsPDbUUvn3/+uUaOHKl58+bZtvn7++uDDz5Q27Zt79rfuXPnNGjQIC1evNiugGbEiBHq1KkTqyMASBMSEhJ06dIlW/v8+fO6cePGfY/x8/OTm5tbks4fHx+vP//801Ys8/vvvys+Pt72vqenp5588kk1btxYTZo0ueNp1Unh5+dn92TkpB4DAAAAwLGefvppHThwwHaPZOLEierWrZuyZ8/u1H6jo6M1ceJEW7+GYejpp592ap8pdeHCBTVq1EhHjx61bQsICNCvv/6qIkWKkAkAAACAjWEYqlSpkipVqqQ333xTkZGRWrNmjVauXKnVq1crMjJSS5Ys0ZIlS2QYhqpWrWpblaZgwYJWxweAe7p27Zpatmyp9evX2xWz3D7fJ/G906dPq1u3bvriiy/02WefKX/+/CnuO/H+ETKu06dPa/78+ZJYdQYAAADAw7G0eObTTz/VzZs37SZKTJ48WUOGDLHbr1WrVnr99df1zDPP6LfffpN064kWgwYN0uXLlyXdmiCwceNGlS5d+p795c6dW1999ZUeeeQRvf/++7YP8ZGRkfrpp5/Upk0bJ10pADjOhQsX1KlTp2QdEx4eroCAgHu+/++//9qKZX799VdduHDB7v1SpUrZVpepW7eusmXLlqLsidzc3O6bBwAAAEDq6NChg9555x1bOzIyUsOGDdMHH3zg1H6HDRtmt5KwJHXs2NGpfabElStX1KRJE/3111+2bb6+vvrll19UpkwZh/Y1ZswYjR071tauW7eugoODLc0EAAAA4OH4+fmpY8eO6tixo+Lj47Vjxw7bqjS7du3SH3/8oT/++ENjxozhIWIAXJZpmmrZsqXWrVsnSfd8sOLt203T1IYNG1SpUiUtWrRIjRo1cnpWpE/Tpk1TbGysateurTp16lgdBwAAAEAaZmnxzFdffWVXONOlS5c7CmcS5cqVS8uXL1epUqVsKy4sW7ZM0q0P4HPmzLlv4cx/TZs2TZs2bdKff/5p2/b5559TPAMgw7h+/bo2b95sK5jZv3+/3fs5cuRQw4YNbQUzhQoVsigpAAAAAGeqWLGinnzySW3evNl2j2bu3LkqWLCghg4d6pQ+p02bpjlz5tjdE3ryySdVoUIFp/T3MFq0aKE//vjDbtugQYN0/vx5rV27NlnnqlKlinLmzJkuMwEAAAB4MHd3dz3xxBN64okn9Pbbb+vMmTNatWqVVq5cqV9++UWRkZFWRwSAu5o5c6bWrVt31+KYu0ncL/HeT2RkpJo3b66PP/5YnTt3dnZcpDPh4eH66KOPJN1adeZexVsAAAAAkBSWFc9cuHBBR44csX2ocXd314QJE+57TEBAgPr06aMJEybYLctarlw5Pfvss0nu2zAMTZw4UY0bN7adZ+vWrSm/mFRw9OhR7dixQ6dOnVJsbKxy5syp0qVLq2bNmsqcOTPZANyXaZo6dOiQ1qxZo9WrV2vjxo2KiYmxvW8YhqpWrarGjRurSZMmqlGjhjJlsrS+EgAAAEAqmTBhgu2JjYn3SUaMGKHLly9r7NixDvtsEB8frzFjxmjSpEl3fMn9oHtCVrnbyi9vvfVWis61YcMG1atX7+ECyTUzAQAAAEi+PHnyqGvXruratatiY2O1YsUKHvYIwOVcvHhRb775pt29HNM0lSdPHr3xxhtq1qyZChYsqGvXrik0NFTffvutvvzyS4WHh8swDNtxcXFx6t69u65evao+ffpYdTlOx/wZx3v33XcVExOj6tWrs3oRAAAAgIdm2czoXbt22X42DEN169ZV7ty5H3hc27Zt7SZUGIahl156Kdn9N2zYUPny5dO///4r6VYxz8mTJ1WgQIFkn8uZli9frrffftvuz+u/vL291blzZ40ePVr+/v5kA3BXlStX1unTp+225cmTx7ayTMOGDfn/KQAAAJBB1a5dW506ddJnn31mm9RgmqYmT56s1atXa9asWapZs+ZD9fHbb7+pX79+2r17t221mcT/7dSpk2rVquWgqwEAAACAtMfT01O1a9dO9nGrVq1Sy5Yt5ePj44RUACAtWLBA165ds7uX06RJEy1ZskTe3t62/bJkySI/Pz/VqFFD48eP16RJkzR58mTFxcVJujW3JyEhQf3791dMTIzeeOMNqy7JKZg/4xyRkZH64IMPJLHqDAAAAADHcLOq41OnTtm1q1evnqTjypYtK09PT7ttTzzxRLL7NwxDtWvXtltGdt++fck+j7PcuHFDL774olq3bn3PD9eSFB0drdmzZ+vRRx/Vpk2bMnw2AHd3+vRpeXp6qmHDhpo6dapCQkJ0+vRpLVy4UB06dOAGHQAAAJDBzZ49W6VKlbK1EydE7N69W08++aQqVqyoDz/8UIcPH07yOf/++2/NnTtXlSpVUu3ate0KZxKVKlVKs2fPdui1AAAAAEBG0alTJ+XKlUuPP/64Ro4cqQ0bNujGjRtWxwKQjnz++ee2ezmGYahKlSr68ccf7Qpnbpc5c2aNHTtWW7duVcGCBW3zchLvNw0dOlQTJ05MlfzOxvwZ55o+fbquXr2qSpUqqXnz5lbHAQAAAJAOWLbyzKVLlyTJNmmiWLFiSTrO3d1defPm1YkTJ2zbSpQokaIMFSpU0DfffGNrnz9/PkXncbSEhAS1b99eP/zwg912d3d3FSxYUD4+Pvrnn39sf4aSFBERoaZNm2rt2rUpKiZKD9mAjCIqKirZxyxatEgtWrRQtmzZHB8IAAAAQJqXLVs2rV69WrVr17at0ps4ocE0TYWEhKhv376SpBw5cqhy5cp65JFH5OvrKx8fHxmGoaioKEVFRencuXPatWuX3b2fRImTLUzTVP78+bV69WplzZo1la826f6b3dnGjBmjMWPGPHC/1MwEAAAAwLUVLVpUx44d0/bt27V9+3ZNmDBBWbJk0ZNPPqmgoCA1bNhQFStWlJubZc/UBJCGXb58Wfv375f0v7k98+bNU6ZMSZtqVLVqVf35559q3bq1Nm/ebLfi8ahRo3Tz5k2NHj3amZfgVMyfca6oqCjNnDlTkjRy5EhWnQEAAADgEJYVz0RHR9u1c+TIkeRjb3+Cha+vb4oy5M6d2659+fLlFJ3H0aZOnXrHh+uePXtq1KhRyps3r6RbH8J/+OEHDRw4UGFhYZKka9euqV27dtq/f7/TluZ25WxAUiQkJCgyMjJZx/j5+aX6lwrR0dE6cuSIjhw5or///tvu5+Tml6SGDRtSOAMAAADgvgoVKqRNmzapefPmOnTokG1CgyR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      "text/plain": [
       "<Figure size 3600x1800 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3600x1800 with 1 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": "markdown",
   "metadata": {},
   "source": [
    "+ Note depletion of free TBP in the organic phase.\n",
    "+ Note corresponding complexation of TBP with H2O, HNO3 and uranyl.\n",
    "+ Note orders of magnitude of mass concentration in the mixer.\n",
    "+ Experimental measurements would be instrumental to help calibrate and validate the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "Overview of the Organic Phase Data at Start-Up.\n",
       "\n",
       "<h4>Summary</h4>\n",
       "\n",
       "- Dataset: time series from 0 to 51.604 s (regular ~3.44 s spacing) of organic-phase concentrations (g/L) for an extractant [C₄H₉O]₃PO(o) and several adducts/complexes formed by uptake of H₂O, HNO₃, and UO₂(NO₃)₂.\n",
       "- Global behaviour: [C₄H₉O]₃PO(o) decreases monotonically from 291.75 to 215.493 g/L while all listed adducts/complexes increase monotonically from zero to positive values, indicating progressive solute uptake and extractant association over the 51.6 s interval.\n",
       "- Sampling note: first nonzero concentrations are recorded at t = 3.44027 s.\n",
       "\n",
       "<h4>Trends by species (initial → final; net change; average rate)</h4>\n",
       "\n",
       "- [C₄H₉O]₃PO(o): 291.75 → 215.493; Δ = −76.257 g/L; average rate ≈ −1.478 g·L⁻¹·s⁻¹.\n",
       "- H₂O·[C₄H₉O]₃PO(o): 0 → 10.8402; Δ = +10.8402 g/L; average rate ≈ +0.2100 g·L⁻¹·s⁻¹.\n",
       "- HNO₃·[C₄H₉O]₃PO(o): 0 → 0.902605; Δ = +0.902605 g/L; average rate ≈ +0.0175 g·L⁻¹·s⁻¹.\n",
       "- HNO₃·[[C₄H₉O]₃PO]₂(o): 0 → 1.23869; Δ = +1.23869 g/L; average rate ≈ +0.0240 g·L⁻¹·s⁻¹.\n",
       "- UO₂[NO₃]₂·[[C₄H₉O]₃PO]₂(o): 0 → 25.5828; Δ = +25.5828 g/L; average rate ≈ +0.4958 g·L⁻¹·s⁻¹.\n",
       "- [H₂O]₂·[[C₄H₉O]₃PO]₂(o): 0 → 43.3519; Δ = +43.3519 g/L; average rate ≈ +0.8400 g·L⁻¹·s⁻¹.\n",
       "- [H₂O]₆·[[C₄H₉O]₃PO]₃(o): 0 → 10.1912; Δ = +10.1912 g/L; average rate ≈ +0.1976 g·L⁻¹·s⁻¹.\n",
       "\n",
       "<h4>Comparative observations and composition at 51.6 s</h4>\n",
       "\n",
       "- Total organic-phase concentration (sum of all reported species) at t = 51.604 s ≈ 307.60 g/L (initial total at t = 0 was 291.75 g/L).\n",
       "- Final composition (approx share of total 307.60 g/L):\n",
       "  - [C₄H₉O]₃PO(o): 215.493 g/L ≈ 70.1% of the reported total.\n",
       "  - [H₂O]₂·[[C₄H₉O]₃PO]₂(o): 43.352 g/L ≈ 14.1%.\n",
       "  - UO₂[NO₃]₂·[[C₄H₉O]₃PO]₂(o): 25.583 g/L ≈ 8.3%.\n",
       "  - H₂O·[C₄H₉O]₃PO(o): 10.840 g/L ≈ 3.5%.\n",
       "  - [H₂O]₆·[[C₄H₉O]₃PO]₃(o): 10.191 g/L ≈ 3.3%.\n",
       "  - HNO₃-related adducts combined: ≈ 2.141 g/L ≈ 0.7% (HNO₃·[C₄H₉O]₃PO(o) + HNO₃·[[C₄H₉O]₃PO]₂(o)).\n",
       "- Interpretation of mass changes: although [C₄H₉O]₃PO(o) is depleted by ~76.3 g/L, the reported total organic-phase concentration increases by ~15.85 g/L, consistent with solvent binding of water, nitrate, and uranyl species (formation of several adducts) and net uptake of inorganic components into the organic phase.\n",
       "\n",
       "<h4>Kinetic notes and timing</h4>\n",
       "\n",
       "- Formation is fastest (largest average growth rate) for [H₂O]₂·[[C₄H₉O]₃PO]₂(o) (~0.84 g·L⁻¹·s⁻¹) and UO₂ complex (~0.496 g·L⁻¹·s⁻¹), indicating rapid association of water and UO₂ species with the extractant during start-up.\n",
       "- Nitrate-bearing adducts appear in much smaller concentrations (combined ~2.14 g/L at 51.6 s) and grow an order of magnitude slower than the dominant water/uranyl-associated species.\n",
       "- All species show monotonic trends over the sampled interval; no reversals or oscillations are present in the provided data.\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 6916\n"
     ]
    }
   ],
   "source": [
    "if cortix_ai:\n",
    "    issues = '+ Title your reponse as: Overview of the Organic Phase Data at Start-Up.'\n",
    "    cortix_ai.explain(phase=stg.organic_phase, issues=issues, markdown_header_level='<h4>', markdown_display=markdown_display, save_supporting_info=db_save)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 3000x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 2: Organic phase mass density history at start-up.\n"
     ]
    }
   ],
   "source": [
    "'''Organic phase mass density'''\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "quant = stg.mass_density_history('organic')\n",
    "\n",
    "quant.plot(title='Organic Phase Mass 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+r'$-\\rho_\\text{diluent}$'\n",
    "           ' ['+quant.unit+']', show=True, figsize=[10,3], error_data=False)\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Organic phase mass density history at start-up.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 1: Organic phase mass density history at start-up.\n",
      "Time [s]  Organic Phase Mass Density [g/L]\n",
      "0.000000     291.75\n",
      "17.201342    296.10\n",
      "34.402683    301.65\n",
      "51.604025    307.60\n",
      "Name: Organic Phase Mass Density [g/L]; Time History in [s], dtype: float64\n"
     ]
    }
   ],
   "source": [
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Organic phase mass density history at start-up.')\n",
    "print('Time [s]  Organic Phase Mass Density [g/L]')\n",
    "print(quant.value[::5].apply(lambda x: round(x,2)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Aqueous Phase Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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48OEymUy2j+rVq6eIbCEhIapbt66OHj1q25c5c2Zt2rRJxYoVS9B7I345cuSwzXLh6+trcBoAABIuNDRUbm5uyfaRP3/+RGfKnz9/smZKaP8rKfj5+dn6b7HNhvCw//Dff/9p27ZtsV5j4cKFun37tiRpwIABsS5P7+LiogULFtgtdZ6cVq5caetfLly4ULlz5471ODc3N82aNUuSdOPGDa1YscLu9SlTpigyMlKSNHr0aJUsWTLGNZydnbVw4UK5ublJkiZPnhxjWfmkcu3aNUkP+suvvvpqnMd6eXkl+ftbrVYFBARo6dKlev3113X58mVJUrFixdSsWbMnntelSxc1aNAg1tcezjgm6YltrEiRInHmypIli0aOHClJOnXqlA4dOmT3+s2bN23/jtWrV49zxjBXV1e5uLjY7Uuq9gQAaU2xYsVUrlw5u33Hjx83KE3yS0y/1NPTU7ly5bJ9eHp60jeNB/1SN82YMUPSg77Lr7/+avc6/VJ7qbVfeuPGDfqlAIDnymKxKDAwMFEfFoslxnXOnTunL774Qvny5VP9+vX1888/KyoqSpUqVdLcuXN19epVzZo1SxUqVHguM7UDANKvhI7PMDaTeIzNMDaTGIzNMDYDAEid7ty5o/fee0+9evVSVFSUWrRooX379qlUqVJGR0vVKNJJoX799VflyZNHvXr10vbt2xUWFhbjmMOHD6t///569dVXdf78edv+SpUqaejQoak6W6NGjbR37167fX369FFQUJB+++23RH3cvHnz2b/oNKxfv34ym81au3ZtjD9CAABA+vRw2XpXV9dYl/v+6KOPbEuJz5s3L9ZrbNy40fZ5+/btn/he+fLlU+3atZ8lboKtXLlSklSgQAG99tprcR5bqlQp2+D0rl277F7btGmTpAffn7iWIc+ePbvt+xcQEGC3pHtSypUrlyTp1q1bWr58ebK8x6POnz9vV+hvNpv1wgsvqHXr1jpz5owkqWDBglqzZk2cN1Me3riJTYkSJeTq6ipJtmvG5+bNm/rvv/909OhRHTlyREeOHJGTk5Pt9QMHDtgd7+XlZRtEX7Jkie7evZug93koqdoTAKRFBQsWtNsOCgoyKAlSO/qlD/oRWbNmlSTt2bPH7jX6pWmjX5otWzb6pQCA5yo4OFjZs2dP1MfDh3MjIiK0fPly1alTRwUKFNBXX32lS5cuKWvWrOrVq5eOHDmiP//8U+3atbM9iAoAAFIvxmYYm4kLYzMPMDYDAEjNDh8+rHLlymnFihVycnLS5MmT9dNPP8nDw8PoaKne8yk/x1MJDg7Wt99+q2+//VYODg7Knz+/smTJorCwMF29etVudZqHKlSooNWrV8eo2E5t2WKrfP/iiy+eKuvWrVsTtEJQevXyyy+refPmWrZsmUaPHq1FixYZHQkAgHhlypQp0YNjiREYGJjoWbHOnj0rb2/vZEr04Gt+Hi5evKjNmzdLkpo3bx7rzfSXXnpJderU0bp167Ry5UpNnTpVnp6edsccPHhQkpQnTx699NJLcb7na6+9pvXr1yfRV/Bk/v7+kh7M5pWY2TuvXr1q+zwiIkInTpyQJJUpU0YZM2aM89zKlStrwYIFkh58T2KbHexZffjhh/L19VVYWJjee+89vfHGG2rYsKHeeOMNlSlTxjZwndwcHR1VqlQptW7dWt26dYu3zca1QqbJZFLWrFl179493blz54nH7dixQ9OnT9fvv/+uwMDAON/v8QfEnZ2d9fHHH2v27Nnas2eP8ubNq2bNmqlmzZqqUKGCChQoEOf1kqI9AUBadf/+fbvtzJkzGxPkOUhMvzQ6OlohISG2bXd3d9tDDHFJr31T+qUxPZwNVaJfGpfU2C9t06aNZs2aRb8UAJBi/fvvvxo9erQWLlxo97usVq1a+uSTT9SkSRNlyJDBwIQAgPQsoeMzjM0kDmMzMTE2kzCMzSQMYzMAAKP99ttvmjNnju7fv688efJo2bJl8RacIuEo0kkloqOjdfr06Se+bjKZ1L59e02aNOm5dagfSsnZkDADBgzQsmXLtHTpUn311Vfx/nEBAIDRTCZTsvYrnmaJeFdX1zTR11mwYIEsFouk2Jetf6ht27Zat26dwsLCtHjxYnXp0sXu9YdF2y+88EK87/niiy8+feBECAgIeKrzHm0PN2/elNVqlZSw3I/ebIitkD0pFChQQKtXr5aPj48uXbqkXbt22WZecnR0VPny5dWsWTN98sknSfKQdI4cOexmPTObzXJzc9MLL7yQqIcx4vv/xWx+sPBrdHR0rK/36dNHEydOTPD7xfb/9fjx4xUeHq7vv/9eN27c0HfffafvvvtO0oO2W7duXbVr105vvvlmjHOToj0BQFpktVpjrI5crlw5g9Ikv8T0S6Ojo239LOnB78KEPAiSXvum9EtjenRFc/qlaatfOnHiRN2/f59+KQAgxapSpYrt8xw5cqht27Zq164d9xQBAClCQsdnGJtJHMZmYmJsxh5jMw8wNgMASG3Cw8M1a9YsbdmyRZJUr149/fDDD7bV3pA0KNJJoapXr642bdpo48aNdlX4j8uQIYMaNGig/v37q2LFiuk+G55OmTJlVKdOHW3cuFHjxo3T9OnTjY4EAAAMYLVaNX/+fNt2jRo1EnTevHnzYgy4p0RRUVGSHiyLvnTp0gSflxpuotSsWVOnT5/Wr7/+qvXr12vnzp06deqUoqKitHv3bu3evVvffPONFi9erDp16jzTezk5OalkyZJJlPzp/Pjjj7bB9jx58qhPnz6qWrWq8ubNK3d3dzk7O0t6MGNVwYIFJcl2o+RRGTNm1IIFCzRo0CD99NNP2rZtm/z9/XX37l1dv35dCxcu1MKFC9W0aVMtWrTIblXQtNyeAOBZzJs3T1euXLFtFy1alHEhJBr90v+Jjo7WvXv3JKWOfgT9UuP7pY+2GenJD52lhvYEAEg5zGazGjRooA4dOqhu3bpydOQxAwAA0jLGZv6HsZknY2zmgdjaU0LGZ1JDewIApD2nT59W//79df78eZnNZg0ePFjDhw+3FcUi6TB6lkKVLFnStsTlf//9pyNHjujChQu2ZRuzZs2qIkWK6LXXXnumJUyHDx+u4cOHp7hssXWGkbwGDhyojRs3at68efriiy+e2+wUAAAg5diyZYvOnj2b6PP27dunQ4cOqXTp0rZ9Xl5eunLliq5fvx7v+XEVfkuyG7C0WCxx/mH46GDn47y9vXXp0iWFhIQ89YBxlixZZDKZZLVa480t2X9tj8848fjXFZe4vq6HMmTIoBYtWqhFixaSpMDAQG3ZskXff/+91q1bpxs3bqhZs2Y6ffp0qu/rPSwq9/T01J49e5749dy4cSNB1ytcuLCGDh2qoUOHKjo6Wn///bfWrFmjGTNmKCAgQKtWrdLgwYM1fvx42zlJ0Z4AIK1ZuHChunbtats2m82aOnWqTCaTgamQGtEv/Z/o6GiFhITE2E+/NGVIif3Sx9uMu7t7gmaGBgAgLv/8849KlSpldAwAAPCcMDbzP4zNpGwpcWxGitluGJ8BAKQEy5cvV/v27RUSEqLMmTPrs88+U48ePSjQSSYU6aQCBQoUSLFLhafkbEicN998U6+//rp2796tSZMmydfX1+hIAADgOZs3b57t89mzZ8vd3T3O44OCgvTpp59KkubOnatvv/3W9torr7yiK1eu6MKFC7p69ardEu6P27NnT5zv82iOGzduKFu2bLEeFxgYqKCgoCdep1y5crp06ZIuXLig8+fPK2/evHG+b2ycnZ1VtGhRHT9+XH///bfCwsKUMWPGJx7/559/2j5/5ZVX7F57/OuKy7FjxxKd1dvbWy1btlTLli3VrVs3TZ8+Xffu3ZOfn586deqU6OulJIcPH5YkvfXWW3HePPD390/0tR0cHFS+fHmVL19ePj4+KlGihEJDQ7V48WK7AfekaE8AkNr8+++/unDhgm07MjJSN2/e1JEjR+Tn52f3+8rZ2VmzZ89WzZo1n/l9AwICFBgYmKhzTp8+bbd99+5d2wQzcYmOjlZ0dLQk2Qako6Ojk6TQ6OF1n7Sd0PMSes7TnJdSzJ071/b5zJkzE9Qv7dmzpyRpzpw5ttkzJal06dK2fumlS5fi7Jfu3r3b9nls30M3Nzfb54GBgQnql1qt1hjXKVu2rK0f8d9//8XZj3hSu3FwcLDrl969ezfOfumuXbtsnz8s5Hjo0Vk7g4KC4mw7j/5/ntA2ljVrVjVv3lzNmzfXp59+qhkzZujevXv6+eef1bFjxwRd40metp0/OklUQq8R27/lw35pjRo15O3t/cRrPdq2LBZLgt+zTJkyKlOmjD766COVLl3a1i8dM2aM7ZjH21OuXLnsrpEUPwuio6Nt37OHDwuFhITwcEka8vhDXgl56Aug3aResT1kGh9XV9cE9afjk57azd27d42OAADAU+OeYfy4Z5gycM8QAID4RUREqG/fvpoyZYqkB6u/ffbZZ8qaNavBydI2inQASJJMJpMGDhyoxo0ba8aMGRo4cKA8PT2NjgUAgCG8vLwUEBCQ6HNSs1u3bmnVqlWSpAoVKqhDhw4JOm/69Ok6fvy4Fi1apLFjx9qWDK9Tp47Wr18v6cFg/JAhQ2I9/9y5c9q8eXOc7/FoUfjevXtVr169WI/7/vvv47xOs2bN5OfnJ0kaO3aspk6dGufxT1K3bl0dP35c9+7d0w8//PDEBwuDgoK0YsUKSdILL7ygV1991e71x7+u5s2bx3qdffv2PdWA+6Pq1Kljm0kqsQ85p0QPl42P60GOqKgozZgx45neJ1++fCpSpIj+/vvvGN+3pGpPAJCaTJ8+3e4Ge2xMJpPq1q2rb775JsbN5md53xEjRjzTNfz9/RM0o6XJZJK3t7ek/90cv3v3brI8iB4aGpqg45ydnXXq1KlEXdvZ2fmpHr5MCW7fvq2ff/5Z0oPig5YtWybovOnTp+vkyZNatGiRhgwZYuuXVqtWTRs2bJD0oOCnb9++sZ5/4cIF/fbbb7btsLCwGN/DHDly2D7/448/VLt27VivNWfOHNvnsc22Wq9ePf3666+SpG+++UZjx45N0Nco2bebGjVq2Pqlc+bMkY+PT6znBAcHa+XKlZKk7Nmzq2DBgnaZsmfPbvt8165devvtt2O9zt9//23XL32aNlalShVbH+3y5cvP1E4tFstTnx8ZGWn7PL5rPCxKie3f8mG/9M6dO0+8TlRUlK0vLj24GZbY3F5eXipUqJAOHTqkwMBAu/Pja08J/VkTl+joaLviHEnasWOHXbET0paneXgJoN2kHgmdRfxRO3fuTJb7hmm53Tw6wQEAIHVLb/cNuWeYcNwzNB73DAEAiNuFCxf03nvv2Yqhe/furSpVqjAJ13PA+kQAbBo0aKDixYvrzp07djeOAQBIb8xms7y9vRP1kdqX/ly0aJHu378vSWrVqlWCz3v40GRwcLB++eUX2/42bdrIw8NDkuTr66t9+/bFOPf+/fvy8fGxDZ4+yVtvvWX7fOzYsbHOBL13714NGzYszuu0bt1aRYsWlSRNmzYt3sHYiIgIzZ07V9evX7fb3717dzk5OUmSBgwYoKNHj8Y4NzIyUj4+PrYH2Hr06CFHR/s5EkqUKKEXXnhB0oMZyWK7wRMYGPjEhy0fWrVqVZyzgUmy3fyQpIIFC8Z5bGpQpEgRSQ8eEDl58mSM1y0Wi7p3764jR4488Rrnzp2zexD3ScccP35cUszvW1K1JwBIa1q0aKHBgwcnWYEOHvRNs2XLlqiP1Nw3XbZsma1f2rRp0wSf9+6770p68NDp2rVrbftbt25tK7iaNGmS/v777xjn3r9/X127do23X1q1alXb51OmTIm1X3rgwIF4V6hu3ry5ChcuLOlBQc+jKwfFJiIiQj/88EOM/mKHDh1s/dIRI0bY+i2PioyMVNeuXW390o4dO8bolxYrVsxWqLNo0aJYH9AICgpS165d48y5evVqBQcHx3nMo/2vfPnyxXlsalCoUCFJD1bKia2YzmKxqF+/frH+2zx07tw5bdu2Lc73uXDhgv79919JUv78+e1eS6r2BABI+27duqVly5bps88+MzoKAACpSnq7b8g9w5ie9Lc09wyNlxT3DP/77z/uGQIA0qT169erTJky2rNnj7JkyaLVq1dr+PDhFOg8J6ykA8DGbDZrwIAB+vjjjzVp0iT16tUrzqVYAQBA2vFw2XqTyaT33nsvwee1bNlSw4cPl/Rg9quH52bOnFmTJk1Su3btdO/ePVWrVk29evVSnTp1lClTJh0+fFjjxo3TsWPH9Nprr8W5fH3JkiVVs2ZN/f7779q6davq1Kmj7t27y8vLS0FBQdq8ebPmz5+vvHnz6saNG0+c9cnR0VGrVq1S5cqVdevWLXXt2lWLFy/Whx9+qJIlS8rV1VV37tzRv//+qz///FN+fn66ceOGTp06ZRsYlx7MZjVq1Cj1799fN2/e1Ouvv67evXurVq1aypQpk44ePaqJEyfq4MGDkqTy5curX79+MfI4ODioe/fuGjp0qIKCglS5cmUNGTJEpUuXVlhYmHbt2qVJkybp9u3bKlu2rA4cOBDr1zV58mS9//77qlWrlmrWrKkSJUooW7ZsCg8P1/nz57VkyRLbzNp58+ZVo0aN4v+HTeHatWunnj17KjQ0VNWqVVO/fv1UoUIFubi46OjRo5oxY4b27t2rN998U3/88Ues17h06ZIaNmyoAgUKqFGjRqpYsaLy5s2rjBkzKigoSLt379aMGTNsN6J69Ohhd35StScASGuWLVumZcuWqWrVqpo3b57tAXYgoRYtWiTpQb+0SZMmCT7v3XfftRXH/Pjjj7aiHU9PT33zzTfq3r277t27pwYNGqhz58566623lClTJh07dkxTp07ViRMnVL58+VgfFHmoePHiqlatmrZv364dO3aoWbNm6tixo3Lnzm3XL82dO7du3rz5xIciHB0d9f3336tOnTq6ffu2+vbtqxUrVui9995TsWLFbP2IM2fOyN/fX+vWrdPNmze1f/9+u1Vv8uXLpyFDhmjYsGG6deuW3n77bXXp0kXVqlVTpkyZdOLECU2fPt32EEKZMmVi9GmkB/3SDh06aNSoUQoODladOnXUt29flShRQmFhYdqzZ49mzpypO3fu6JVXXrH1cx83a9YsdejQQdWqVVO1atVUtGhReXl5KTw8XBcvXtTKlSttD4Lkzp37ibPdpiYffvihBgwYoNDQUDVo0ECffvqpypQpIxcXF504cULz5s3TgQMHVLlyZf3555+xXuPSpUt69913lS9fPtWrV09ly5ZV7ty5lTFjRgUHB2vfvn2aN2+erV/6+Ky8SdWeAABpk9Vq1cmTJ7Vu3Tr9+eef8T74CgAAkNruGfbo0UN58uRRYGCg1q1bp5kzZybpPcNdu3bJz8/P9rf0o7hnaLykuGd44cIF1a5dO0nvGS5atEjNmjWzjc1ERUXpzJkz3DMEADwXUVFRGjZsmL7++mtJD/ogy5cvV758+XTnzh2D06UfFOkAsNOqVSsNHTpU58+f1/z58+OdIRMAAKR+//zzj20w94033lCuXLkSfG7RokVtD+r99ttvunjxonLnzi1Jatu2ra5fv67BgwcrNDRUX3/9te0PwIe6deum8uXLxzngLj0YzK9evbrOnTun33//Xb///rvd64ULF9batWtVs2bNOK9TrFgx+fv7q1WrVjpw4IB27typnTt3PvH4DBkyKEOGDDH29+vXT1FRUfriiy909+5dffXVV/rqq69iHFe9enWtXLnSNovW4z7//HPt3LlTGzdu1JkzZ9S2bVu71z08PLRs2TItX778iQPukhQeHq61a9fazRr/uEKFCsnPz0+urq5PPCa16Natm/744w+tXLlS169fV9++fWMcU79+fY0bN07FihWL81r//fefJk2a9MTXzWaz+vfvH2u/OKnaEwCkFpMmTbL7mRkWFqbg4GAdPHhQP//8sxYvXqywsDBJ0o4dO1ShQgVt3rxZ5cuXf6b37dq1q1q0aJGoc06fPm1X4FGxYsV4fydIUnR0tC5fvixJthlP3dzcYsxu+TSio6MVGhpq286UKRMzVT3mn3/+sT20ULlyZdsMlAlRrlw5W79027ZtunXrlq1f2rlzZ92+fVtDhw5VaGioJkyYoAkTJtid37VrV5UrV07t27eXJGXMmNG2As+j5s2bp5o1a+rcuXPavn27tm/fbvd64cKFtXr1ar399tsKCgqSg4NDrNcpX768du/erQ8++EAHDhzQ7t27tXv37id+fRkyZJCzs3OMdjN48GA5ODho+PDhunv3rsaOHauxY8fGOL9atWpavny5smbNGuv1hwwZor1792rTpk06e/asunXrZve6h4eHlixZopUrV9r+jR7/uhwcHBQeHq5NmzZp06ZNT/xaChUqpFWrVunFF1984jEJYTabY/3eJsSj/fP4rvHwZ0Fs/5a9e/eWv7+/Vq1apYCAAA0dOjTG+e+8847GjBmjkiVLSpKcnZ3trvNwkqRz587FOdOq2WxW37591bt3b5lMJrvXnqY9Zc2aNcHfv6ioKNv34eE5RYsW5WdYGnLv3j35+/vbtitWrJgm/nZE8qLdpGyhoaFavny5vvvuOx0+fNi2v0KFCmrVqlWiV9OpUqWKsmXL9sy50lO7iWslPQAAUiruGcZ9j8fZ2TnGfu4ZGiul3jPctWuXdu3a9cRrcc8QAJBcrl27pvfff19bt26V9OB35fjx4/m9YwCKdADYcXJyUt++ffXpp59q7Nix6tixY5I8iAIAAFKuuXPn2j5PzLL1j55z8OBBWSwWzZ8/X1988YXttQEDBuitt97SxIkT9ccffygoKEhZs2ZV+fLl1alTJzVo0EALFiyI9z3y5s2r/fv3a9y4cfrll1907tw5OTo6Kl++fGrcuLH69esnDw+PBOV9+eWXtW/fPq1evVorVqzQ7t27de3aNYWGhsrd3V158uTRK6+8opo1a6px48bKnDlzrNcZOHCgmjVrpmnTpun333/XhQsXFBERIW9vb1WsWFEffPCBmjZtGmcWJycnrVmzRnPmzNH333+vI0eOKDIyUrly5VK9evXUu3dv5c+fX8uXL3/iNZYuXaoNGzbojz/+0JEjR3Tt2jUFBgbKarXK29tbr7zyipo0aaKPPvoozfzR7eDgoOXLl+v777/X/Pnz9c8//yg0NFTe3t569dVX9dFHH6lVq1Y6d+7cE69RqVIlbdu2TVu2bNGePXt04cIFXb9+Xbdv35arq6sKFCigN998U5988olKlSr1xOskVXsCgNQoY8aMypUrl3LlyqX69etrwIABatGihf755x9J0q1bt9SkSRMdOXLkmX7+Zc+e/ZlXe3Bzc0tQXyEqKirGQ+cODg7J8iB6cl03NXu0X9i6detEf38e7Zd+//33dv3SQYMGqVatWgnulz7p36dAgQKx9ksLFiyoFi1aqGfPnnYPOJhMpid+HUWLFo23H1G6dGlVrlxZ77zzjjw9PWPNNXjwYLVo0eKZ+qUODg5au3ZtvP3SVatW2Z3zqJ9++um590uf9v+hR4tcEnqN2P4tHRwctGLFikT1S81ms911qlevrh07dmjz5s3P1C992J78/Py0dOlS7du3TwEBAUnSL7Varbbv2cPs7u7ujBunYa6urgn+Gxt4iHaTMpw+fVozZszQvHnzdOvWLUmSi4uLWrdurW7duqlcuXIKDAxMdJGOu7t7svz7puV24+bmZnQEAAASLTXfM3zS2ExcEnKP5/Gxmdhwz9A4SXHPsGrVqkkyNvNoe1q+fLn++uuvJBubAQAgIbZv365WrVrp2rVrcnV11Zw5c56qT4ekYbJarVajQwBpzdGjR20zI0rSkSNHVKJECcPy3Llzx1YVKUk1atSIc8A7NDRU+fLlU2BgoH788Ud98MEHzyMmUpjEthtAot3g6dy8eVMnTpyQ9OBmr9lsVuHChXnYJx1ZsGCBbTaorVu3qnr16vGeEx0drZCQENu2u7s7D7kiXqmp3URFRenUqVN2+15++eUE/2xMaX+TAEg/goKCVLZsWV28eNG2b9CgQRo1atRzzfG0Pwef9edvXFLT76H06mn6pcmNdoPESo42k5w/G5EyMKaHp0G7STmio6O1YcMGTZ06VRs2bLDtL1CggLp06aK2bdvKy8vLtj8wMDDRRfABAQHy9vZ+5qzpqd0wNgMAT/ezkLGZ9I2xGaQVSd1uGJtJH9LT30tIOrQbSJLFYtGYMWM0ePBgWSwWlShRQitWrFDRokVjHJve2oyR4zP8lgYQQ6ZMmdSzZ08NGTJEvr6+ev/99+1mlwQAAAAAAIhNtmzZNGLECLVr1862b8GCBc+9SAcAAABI64KDgzVv3jzNmDFDZ8+elfRg5be6deuqe/fuqlu3rsxmc4zzvLy8FBAQkKj3erTIBwDSg/DwcP399986fvy4bt68qbCwMHl4eCh79uwqW7asChUqxDMUAAAAAAx348YNtWnTRmvWrJEkffTRR5oxY0aCVxZE8qFIB0CsunXrptGjR+vIkSNau3atGjRoYHQkAAAAAACQCrz77rtq3769Hi7gfeXKFZ0/f1558+Y1OBkAAACQ+u3bt0/Tpk3T0qVLdf/+fUlSlixZ1K5dO3Xp0kUFCxaM83yz2Zwkq+IAQFq0f/9+TZw4UStWrFB4ePgTj8uZM6fat2+vnj17KmvWrMmWZ/jw4RoxYsRTn9+mTRstWLAg6QIBAAAASDH27t2rFi1a6Pz588qQIYOmTJmiTz75hAkFUoiYU+cAgKTMmTOrc+fOkiRfX1+D0wAAAAAAgNQic+bMMR5QuXbtmkFpAAAAgNTv/v37+uGHH/T666+rQoUKWrBgge7fv68yZcpo7ty5unTpksaNGxdvgQ4AIHYWi0UDBgxQxYoVtWjRojgLdCTp8uXL+vLLL1W8eHFt2LDhOaUEAAAAAMlqtWratGmqUqWKzp8/r4IFC+qvv/5Shw4dKNBJQSjSAfBEvXv3lrOzs3bt2qUdO3YYHQcAAAAAAKRSTk5ORkcAAAAAUp3z589r4MCByp07tz7++GPt2bNHTk5O+uCDD/Tnn39q//79ateunTJlymR0VABI1Tp16qTRo0fLYrHY7c+UKZNKlSqlihUrqmDBgjEeeLt+/boaN26s9evXP8+4AAAAANKpkJAQvf/+++revbsiIiL07rvvav/+/SpTpozR0fAYR6MDAEi5XnrpJfn4+Gj27Nny9fVV1apVjY4EAAAAAABSuJCQEN24ccNu3wsvvGBQGgAAACB1sVgs+v333zVt2jStXr3a9sB4rly51LlzZ33yySf0rwEgCa1YsUJz5syx21e8eHGNHTtWb7/9thwd//doVWBgoGbMmKFRo0YpIiJCkhQREaE2bdro5MmTypIlS7JmHTdunF555ZUEH58jR45kTAMAAADgeTpy5IiaN2+ukydPytHRUaNHj1bv3r1ZPSeFokgHQJz69eunOXPmaN26dTp48GCiBnwAAAASwsfHRz4+PkbHAAAASWTt2rWyWq22bW9vb7300ksGJgIShn4pAAAw0u3bt7VgwQJNnz5d//77r21/zZo11a1bNzVs2NDuQXEAQNIYMWKE3Xb58uW1bds2ubq6xjjW29tbX3zxhapUqaI6deooKipK0oPinZkzZ2rgwIHJmrVcuXKqXr16sr4HYCTGZgAAQHpgsVgUHBycqHPWrVunLl26KCwsTDlz5tSyZctUuXLlZEqIpMAoHoA4FSpUSC1atNBPP/0kX19fLVmyxOhIAAAAAAAghQoLC9OwYcPs9jVo0EBms9mgRAAAAEDKdvjwYU2bNk0//vij7t27J0lyd3eXj4+PunbtqqJFixqcEADSrv/++09Hjhyx2zd9+vRYC3Qe9dZbb6l9+/aaNWuWbd/q1auTvUgHAAAAQOoXHBys7NmzP9W5b7/9tn788Ud5e3sncSokNe6OA4jXgAEDJEnLli3TmTNnDE4DAAAAAACSW//+/bV3795EnXPjxg01atTIbtZvBwcH9e7dO6njAQAAAIawWCwKDAxM1IfFYolxncjISP3000968803Vbp0ac2aNUv37t1TiRIlNH36dF2+fFmTJ0+mQAcAktnJkyfttnPlyqUKFSok6NxmzZrZbZ8+fTrJcgEAAADA40aMGKF169ZRoJNKsJIOgHi9+uqrqlu3rjZs2KCxY8dq5syZRkcCAAAAAADJaNOmTRo7dqwqVqyoli1b6q233lKJEiXk5ORkd5zVatXJkye1fPlyTZ48WUFBQXav9+7dW6VKlXqe0QEAAIBk8zQznQYEBNgenrhy5Ypmz56tWbNm6dq1a5IeFLY3bdpU3bp105tvvimTyZTkuQEAsbtx44bddu7cuRN8bp48eey2b926lRSRAAAAACCGZcuWqUWLFkbHQCJQpAMgQQYOHKgNGzZo/vz5GjZsmF566SWjIwEAAAAAgGTm7+8vf39/SZKzs7Ny5sypzJkzy9nZWSEhIbp48aJCQkJiPbdNmzYaPXr084wLAAAApDhWq1Xbt2/XtGnT9PPPPysqKkqS9OKLL6pjx47q2LGjcubMaXBKAEifPD097bbDwsISfO7jx2bLli1JMgEAAADA46pXr250BCQSRToAEqRq1aqqVKmS/vrrL02aNImHbAAASebRmSGtVqvdfwEgvYrt5yAz6QIwWkREhM6ePRvvcR4eHvL19VXnzp1T3c+u2PLSNwWQ3lkslhj7UtvPdwAwUrVq1XTixAnbdtWqVdWtWze9++67cnZ2NjAZAODVV1+12z5+/Lju3bsnV1fXeM99OKnJQxUrVkzKaOkWYzMAEBP3DQEASH3MRgcAkDqYTCYNHDhQkjRjxgyWagYAJJnYinQSM1MZAKRFERERMfaZzfwJD+D5WbJkiUaPHq1atWrJw8Mj3uNNJpNKly6tsWPH6vTp0+rSpUuqvEkY289a+qYA0rv79+/H2EffFAAS7sSJE8qUKZM6duyogwcP6o8//lDLli0p0AGAFCBXrlyqXLmybTs8PFyTJ0+O97zw8HBNmjTJbl/79u2TOt4T3/v48ePauXOn9uzZo9OnTys0NPS5vPfzwNgMAMTEfUMAAFIfVtIBkGD169dXyZIldeTIEU2fPl2DBg0yOhIAIA0wmUyKiIiQs7OzoqKi5OjoqBs3bsjd3T1VPtgJAEnh9u3bdtsZM2bkZyKA56pYsWIqVqyY+vfvL4vFolOnTun06dO6cOGC7ty5o8jISLm7u8vT01P58uVT2bJlE1TMk9KZTCZlypTJ7uEW+qYA0jOr1aobN27Y7cuUKRM/EwEgEUaOHKlu3bopc+bMRkcBAMRi9OjRqlatmm0FyS+++EI5cuRQmzZtYj3+1q1b+uijj3T8+HHbvoYNG6phw4bJnrVbt27677//YhTSOzo6qly5cqpXr566du0qb2/vJH/vgIAABQYGJuqc06dP223fvXtXd+7cifc8R0dHhYeHy2QyyWQyKTg4OEn+DomOjo5zG4gN7QZPI6nbza1bt2S1Wm0fzs7OCgkJeaZrIuW5d+9enNtAbGg3qdPT/AwPCQlRhgwZnvm901ubuXv3rmHvTZEOgAQzm836/PPP9dFHH2nSpEnq3bu3MmbMaHQsAEAaEB4eLmdnZ0VGRsrFxUVhYWE6f/68smbNKhcXF2aBQQzR0dF2g5lRUVGxLvMNPCo1tJvo6GjdunUrRpGOq6urQYkA4MF4QJEiRVSkSBGjozwXHh4edkU6SdU3TQ2/h5Dy0G6QWEnVZiwWi+7fv68bN27EmLU6LRRlAsDz1LFjRwp0ACAFq1KliqZOnapu3brJarUqKipKPj4+mjZtmpo2baoiRYooY8aMCgoK0p49e7R48WK7QvbatWtryZIlzyXrsWPHYt0fFRWlPXv2aM+ePRo9erT69u2rYcOGycHBIcnee/r06RoxYsQzXcPf31/Xrl2L97iMGTPK3d1dZrNZmTJl0r179/Tff//Jzc1Nzs7OSTZpAA+442nQbvA0nrbdWCwW3bt3z/aAcVhYmKKionTv3j27YlGkTf7+/kZHQCpEu0kdHn8eJCF27twpT0/PJM+S1tvMhQsXDHtvinQAJEqrVq00dOhQnTt3TvPmzVO3bt2MjgQASAPu378vNzc3WSwWWa1WmUwmhYWF6fLly0ZHQwpltVpts9pJDx4eZiZnxCc1txt3d3ejIwBAuuHu7q7r16/bPdSeFH3T1Px7CMah3SCxkrvNmEwm+qYAAABIc7p06aIiRYqoR48eOnr0qCRp79692rt37xPPKVCggPr3768OHTqkqMnmwsLC9NVXX2nHjh1avXq13NzcjI6UaI/eN7x//75cXFwUERERY5VPAEhPIiIiFBUVJenBJKgAACBlSzl/JQJIFRwdHdW3b19J0tixYxUZGWlwIgBAWmC1WnX79m3b8swAgP/x9vaWi4uL0TEAIN1wdHRUrly5KIQAgMeYTCblypVLjo7M/wYg/Tp48KDREQAAyeStt97S3r171bdv33hXoMmTJ4/69u2r999/P9kLdEwmkypXrqxRo0Zp8+bNunTpkkJDQ3X//n1dvnxZq1evVqdOnWKMIW/btk2tWrWyW2kztXj0vmFUVJRCQ0MVERFhm+wPANILq9Wq6OhohYWF2Qpz7t69ayvWAQCkTnFNBoC0gzspABKtXbt2GjFihM6fP6+ffvpJH374odGRAABpQEREhG7fvp0sS3Mi7bFYLHbLgru7u8d70wxIje3G09NTXl5eRscAgHTHzc1NuXLl0qVLl5Ls4Y/U+HsIxqPdILGSq808LNBJjbNwA8CzslgsWrNmjSZMmKDt27cbHQcAkExmzpypL7/8UlevXo332AsXLqhr164aMmSIxo4dq3bt2iVLprffflvvv/++ChcuHOvrOXLkUI4cOdSgQQMNGTJErVq10q5du2yvr127VtOnT9enn376zFm6du2qFi1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jolhERkZqxYoVKlmypJo3b66TJ08aHQkAUo233npL27dvl5OTk/bt26dWrVopLCzM6FgAAAAAUqk0adLoo48+0qFDh3TixAkNGDBAefLk+c9im5i+nu0jbdq0atiwoVasWKGbN29qxowZKlSokNGXDwCvrUuXLqlKlSpatGiRbGxsNH78eK1fv16ZM2c2OhoAAABgqIwZM1pth4SExKidn59fjPp/utrO09WE79y5E9uIAAAAcebr62t0BABAKmJYkc5Tjx8/1pw5c1S4cGE1bdpUW7ZssZpxIyn4+vpq5MiRcnV11ccff6yTJ09aBlpI/z4gAAAkrtKlS2vz5s1ycHDQ1q1b1alTJ0VGRhodCwAAAEAq9/bbb2vy5Mm6cuWKjh07pgkTJqhhw4bKmjVrrFfRSZMmjcqUKaPevXtr/fr1CggI0ObNm9W+fXvLYBUAQOLYunWrypUrpyNHjihbtmzatm2bhg4dKhsbw78qAQAAAAyXNWtWq+0HDx5E2y5PnjxW2ydOnIhR/zdu3JAky5igiIiI2EYEAACIkx07dqhOnTpGxwAApCJpjDjptm3b9Omnn+rcuXOWApjIyEht2rRJmzZtUs6cOdWiRQu1atVK1apVS5QiGX9/f61du1Zr167V/v37LQMlJFlmNLWxsVGfPn3Uv3//BD8/ACB677//vtavX68PP/xQHh4eypQpk+bPn0/BJAAAAIBkoUSJEipRooQGDRok6cnkL+fOndPly5fl7++v+/fv69GjR4qMjFT69Onl6OgoFxcX5cuXTwULFlSxYsVkb29v8FUAQOoSFRWlsWPHavTo0TKbzapYsaLWrFmjvHnzGh0NAAAASDbeeustSf9OZOvv7x9tuxIlSli18/b21mefffbK/n///XerbWdn5zhnBQAAiAmz2azJkydr6NChioqKMjoOACAVMaRIp27dujpx4oSmTp2qb7/9Vg8ePLB8eDebzbp+/bpmz56t2bNnK1OmTKpSpYpq1Kih8uXLq2TJkrH+oB4ZGakzZ87o2LFj2rdvn7y8vPTPP/9Yfv58cY7ZbFa1atU0Y8YMlSxZMuEuHAAQI/Xq1dOqVavUpk0bLViwQE5OTpo8eTKFOgAAAACSHVdXV7m6uhodAwDwEnfv3lWnTp20ZcsWSVKvXr00ffp0CiYBAACA5xQtWtTq+9hTp05F265cuXKW92azWZs2bdLNmzeVI0eOl/bt6+srT09Py7gcSTxPAQAAiSo4OFjdunXT6tWrJUldu3bV6NGjlS5duhj38fxKgwAAxJQhRTqSlDZtWg0ZMkQ9evTQ+PHjNXv2bD1+/NiqWEeSgoKCtGXLFssXaJKUM2dO5cuXT2+88YZy5swpR0dHpU+fXra2tnr8+LFCQkJ09+5d+fv7y9/fX5cuXVJ4eLjl+Kd9S08Kc54tzilbtqzGjRunBg0aJNGfBAAgOi1bttSCBQvUrVs3TZ06Vc7Ozho+fLjRsQAAAAAAAJBC/P3332rRooUuX76sdOnSae7cuercubPRsQAAAIBkydHRUSVKlNDx48clPfn3dHTKlSunfPnyydfXV5IUHh4uNzc3eXp6ytbW9oX2wcHBateuncLCwixjgmxsbFSlSpVEuhIAAJDa/fPPP2revLn+97//KW3atJoxY4Z69uzJBNEAgCRjWJHOU1myZNGUKVM0YMAATZ8+XT/++KPu3btn9Zfhs0U1knT9+nXduHEjRv0/f6ykaPuuVq2aBgwYoMaNG8flMgAAiaBr1666f/++Pv/8c40YMUJOTk7q16+f0bEAAAAAAACQzC1evFi9e/dWaGioChYsqLVr16p06dJGxwIAAACStRo1aliKdK5cuaILFy6oUKFCL7Tr2LGjvvnmG8ukuFu3blWlSpU0bNgwValSRVmyZNGdO3e0fft2jRs3TufPn7e0NZlMql+/vjJlypTUlwcAAFKBTZs2qWPHjgoKClKuXLm0Zs0aVa5c2ehYAIBUxvAinady5cqliRMnyt3dXUuWLNHixYt15MgRy8+jq2CNrgDnef91XKZMmdS6dWv16tXLajleAEDy0b9/f927d0+jRo3Sp59+qkyZMunjjz82OhYAAAAAAACSocePH+uzzz7Tjz/+KElq1KiRli9fLmdnZ4OTAQAAAMlfo0aNNGPGDMtYm61bt0Y7ieJXX32lBQsW6NatW5bim7/++kutWrV6oe3TMTpP+zSZTBoxYkQiXkX8hIaG6u+//9bp06cVGBiokJAQZcqUSS4uLipbtqwKFy6c5LPwh4WF6cyZM7p8+bKuXr2qBw8eKDw8XJkyZVLWrFlVsmRJFStWLNqVjAAASC2ioqI0duxYjRo1SpJUuXJlrVmzRrly5TI2GAAgVUo2RTpPOTo6qm/fvurbt69OnTqln3/+WZs3b9bRo0etinJMJlOMPvQ+X8iTJUsW1a9fX82aNVOTJk1kb2+f4NcAAEhY7u7uunfvnqZPn65u3bopU6ZMatasmdGxAAAAAAAAkIxcuXJFrVq10uHDh2UymTRmzBgNGzZMNjY2RkcDAAAAUoRatWopW7ZsunPnjiRpwYIF0RbpZMqUSXPnzlWrVq0UFRVlKdSJbrLdZ8f2mEwmDR8+XJUqVUq8i4ijv/76S9OmTdOaNWsUGhr60nZvvPGG3Nzc1L9/f2XJkiXR8qxZs0Y7d+7UH3/8oTNnzigiIuI/2zs5Oal9+/bq37+/ihYtmmi5AABIjoKCgtSpUydt3LhRktSnTx9NmzZNdnZ2BicDAKRWya5I51nFixfXmDFjNGbMGN28eVPe3t7y8fHR4cOHde7cOV2/fv0/V9PJmDGjChQooJIlS6pChQqqVKmSypcvn+QzWgAA4sdkMmnq1KkKCgrS4sWL1bZtW23ZskW1a9c2OhoAAAAAAACSge3bt6t9+/a6e/eusmTJopUrV6p+/fpGxwIAAABSFFtbW82aNUunTp2y7Hvw4IEyZsz4QtumTZtq6dKlcnNzU2ho6H+OxXk6tmfIkCEaPXp0wgePh6ioKA0bNkyTJ09WVFTUK9tfvXpVY8aM0bx587RkyRI1aNAgUXJ9/vnnunr1aozbBwUFae7cuVq4cKGGDRumr7/+mvFRAIBU4dSpU2revLnOnTsne3t7zZ07V126dDE6FgAglUvWRTrPypEjh1q3bq3WrVtb9oWHh+vq1au6f/++Hj16pMjISKVPn16Ojo5ycXGRs7OzgYkBAAnJxsZG8+fP1/3797V27Vo1bdpUO3fuTJazLAEAAAAAACBpREVFafz48XJ3d5fZbFb58uW1Zs0a5cuXz+hoAAAAQIr07LicV+nQoYMqVaqkwYMHa9OmTS9dgaZKlSoaPXq0atasmVAxE0zPnj21YMGCF/Y7ODioUKFCSp8+vQICAnTx4kWriYRv3ryppk2basOGDWrYsGGSZE2XLp1cXV3l5OSkqKgo3blzR76+vla5wsPDNXr0aPn5+WnhwoVJkgsAAKOsXbtWXbp0UXBwsPLmzat169apfPnyRscCACDlFOlEJ23atMqfP7/RMQAASSRNmjRasWKFHjx4oO3bt6thw4bau3evSpYsaXQ0AAAAAAAAJLF79+6pU6dO2rRpkySpe/fumjFjhtKlS2dwMgAAACD1KFiwoFavXq1Hjx7J29tbfn5+unPnjhwdHZUrVy5VrVpVOXPmNDpmtNasWfNCgU7x4sU1efJk1atXT2nS/Dus6vbt25ozZ46++eYbhYWFSZLCwsLUuXNnnT17NlEmEs6dO7caNWqkatWq6b333lOBAgVkY2Nj1SYwMFBr1qzRmDFj5O/vb9m/aNEiValSRV27dk3wXAAAGC0yMlIjRozQhAkTJEk1a9bUL7/8ouzZsxucDACAJ1J0kQ4AIPWxt7fXunXrVK9ePe3fv1/16tXT77//rsKFCxsdDQAAAAAAAEnk2LFjatGihS5evCh7e3vNnj1b3bp1MzoWAAAAkGo5ODioQYMGRseIldGjR1ttly9fXnv27JGjo+MLbbNnzy53d3dVqVJF9evXV0REhKQnxTtz587V0KFDEzTbli1bVKJECZlMpv9s5+zsrO7du6tVq1aqU6eOjhw5YvnZ8OHD1blz5xcKewAASMkCAgLUoUMHbd++XZI0YMAATZgwwaq4FgAAo/EpDACQ4jg6Omrz5s0qXbq0bt68qTp16ljNCgQAAAAARmnUqJEKFiyoggULqlChQkbHAYDX0rJly1SpUiVdvHhR+fPn1/79+ynQAQAAABArFy9e1MmTJ632zZ49O9oCnWfVqlVLbm5uVvs2btyY4PlKliz5ygKdZzk7O+unn36yOub69ev6448/EjwbAABGOXr0qMqXL6/t27crffr0WrVqlaZMmUKBDgAg2aFIBwCQImXOnFnbtm3TW2+9pStXrqhu3bq6ffu20bEAAAAApHLXrl3T5cuXLS8AQMIJDQ1Vnz591LlzZz1+/FgNGjTQX3/9pbJlyxodDQAAAEAKc/bsWavtPHnyqEKFCjE6tmXLllbb58+fT7Bc8VGsWDGVK1fOat/p06cNSgMAQMJasWKFKleurMuXL6tgwYI6cOCA2rVrZ3QsAACiRZEOACDFcnFx0Y4dO5Q3b16dOXNGDRo0UFBQkNGxAAAAAKRysZnlFAAQM35+fqpWrZrmzJkjk8mkr7/+Wps3b1aWLFmMjgYAAAAgBbp7967Vdt68eWN8rKurq9X2vXv3EiJSgnh+Zec7d+4YlAQAgIQRHh6uL774Qh07dlRISIgaNGggHx8flSxZ0uhoAAC8FEU6AIAUzdXVVTt37lT27Nl15MgRNW7cWI8ePTI6FgAAAAAAABLIrl27VLZsWR06dEjOzs7avHmzRo0aJRsbvuIAAAAAEDdOTk5W2yEhITE+9vm22bJlS5BMCeHx48dW25kzZzYmCAAACeDWrVuqW7eupk+fLkkaPny4Nm3axMQ9AIBkL43RAWLjzJkzOnLkiM6ePSs/Pz8FBgYqJCREZrNZDg4OcnZ2Vp48eVSkSBGVLVtWxYoVMzoyACAJvPXWW9q+fbtq1Kihffv2qVWrVtqwYYPs7OyMjgYAAAAAAIA4ioqK0sSJEzVixAhFRUWpTJkyWrt2rQoUKGB0NAAAAAApXOnSpa22T58+rYcPH8rR0fGVxx46dMhqu2LFigkZLc7MZrN8fHys9pUrV86gNAAAxM+hQ4fUsmVL+fv7K2PGjFq6dKmaN29udCwAAGIk2Rfp7N+/X4sXL9aWLVt048aNWB2bI0cOffDBB+ratavef//9REoIAEgOSpcurc2bN6tevXraunWrOnXqpJUrV8rW1tboaAAAAAAAAIiloKAgde7cWZ6enpKkbt26aebMmUqfPr3ByQAAAICUZdu2bapfv77RMWIkMDBQFy5cUPny5RP9XHny5FHlypW1f/9+SVJoaKhmzJihoUOH/udxoaGhltn8n3Jzc0usmLGyaNEiXbt2zbJdtGjRZFNABABAbCxcuFB9+vRRWFiYihQpovXr1zNpPwAgRbExOsDL7NixQxUrVlTVqlW1aNEiXb9+XWazOVavGzduaPHixapWrZoqVqyoHTt2GH1ZAIBE9P7772v9+vVKmzatPDw81KtXL5nNZqNjAQAAAAAAIBZOnDih8uXLy9PTU3Z2dvrxxx+1cOFCCnQAAACAOGjYsKHq16+vY8eOGR3lpUJDQzVp0iQVKlRIW7ZsSbLzTpw4UTY2/w6dcnd319KlS1/a/t69e2rVqpVOnz5t2de4cWM1btw4UXPGxNKlS9WnTx/Lto2NjWbOnCmTyWRgKgAAYic0NFS9evXSJ598orCwMDVt2lSHDh2iQAcAkOIku5V0AgMD1adPH3l4eEiSZXB1XD80Pj3+8OHDatCggdq2batZs2bJ2dk5YQIDAJKVevXqadWqVWrTpo0WLFigtGnTatSoUTH+eyRr1qxWD2IBAAAAAAAQN1FRUQoICIjVMb/99pt69uypkJAQubq6au3atUkyizYAAADwOtu5c6fKlSunJk2aaNiwYcnm39gPHz7UnDlzNG3aNN24cSPJz1+lShXNnDlTffv2ldlsVkREhLp06aJZs2apRYsWKlKkiNKnT687d+7o4MGDWrlype7evWs5vm7dulq1alWSZD137px8fX0t2+Hh4QoMDNTJkyfl6empU6dOWX5mZ2en+fPnq3bt2gl2/lu3bun27duxOub8+fNW28HBwbp//36CZYqthw8f/uc2EB3uG8QF903cXL9+XZ06dZKPj49MJpOGDx+uAQMGSJKhf38kFe4bxAX3DWIrtd0zwcHBhp07WRXpnDp1Sk2aNNGlS5f+szjnVasiPHvM0/dPV9f55ZdfdOjQIW3cuJHqWgB4TbVs2VILFixQt27dNGfOHM2ZMyfGx966dUvZs2dPxHQAAAAAAACpQ0BAgFxcXOJ0bL169bRixQply5YtgVMBAAAAqVNUVJQ8PT3l6empmjVrqm/fvmrSpIlsbW2TPMv58+c1f/58LVy4UPfu3Yv3BL7x0bt3bxUpUkSfffaZ/ve//0mSfHx85OPj89JjChYsqEGDBql79+5JNgHk7Nmz9f333/9nG5PJpAYNGujbb79VqVKlEvz8o0ePjlcfhw4dMqQY62UOHTpkdASkQNw3iAvum1c7deqUJk2apHv37snR0VFffvmlypUrp7179xodzTDcN4gL7hvE1ut+zzw70UFSSzZFOsePH1ft2rUts+o9/8H76QfyDBkyqEyZMnrjjTfk5OSkzJkzy2Qy6d69e7p3756uX7+uI0eO6MGDB5ZjTSaTVbHOxYsXVa1aNXl5eemdd95JoisEACSlrl276tq1axoxYoTRUQAAAAAAABALI0aM0KhRowwZLAgAAAC8btq3b69Vq1ZZjZvx8vKSl5eXcuTIoc6dO6tVq1YqV65coua4e/euNmzYoBUrVmjPnj2WLNKTcT1ms1m5cuVSzZo1EzVHdGrVqiUfHx+5u7tr2rRpioyMfGlbV1dXDRw4UB06dEiyAp2Yat26tT777LMEL9ABACCxmM1mbd26VQsXLlRkZKTy5cunIUOGKFeuXEZHAwAgXpJFkc7169fVoEEDBQQEWBXnPP0wXrx4cbm5ualBgwYqWrToK2fOMJvNOnv2rLZt26aFCxfq5MmTlmOe/jcgIEANGjTQ4cOHlTNnzkS6MgCAkXr06EGRDgAAAAAAQAry008/6aOPPjI6BgAAAPDaWLFihXr06KG+ffvq1KlTVsU6N27c0KRJkzRp0iTly5dPjRo1Uo0aNVS9evV4r2oZFRUlHx8feXl5aefOnfL29rYUvzxfnGNra6v+/ftr1KhRcnR0jN8Fx8HcuXM1ZswYXb9+/ZVtfX191adPH40YMUKTJ09Wt27dkiBhzHh4eMjDw0NVq1bVokWLVLhwYaMjAQDwUqGhoZo7d668vLwkSVWqVFG/fv2ULl06g5MBABB/yaJIp3379rpx48YLBTolSpTQDz/8oGrVqsWqP5PJpKJFi6po0aLq37+/fv/9d3366ac6duyY1TmuXbum9v9n777jo6j2/4+/d1MIJCRASOggXVCQGqRDAIVQpUsLvUSkeGkqIE2qAoICSkd67yAdpIZeBIHQeyAh1FCS7O8Pf+zXFRQSNpmU1/PxmMflnJ0z5733zk2ys/OZ8+mn1l/yAAAAAAAAAADAOB999JHREQAAAIBEp3z58jp69KimTp2qIUOG6OrVqzbFOpJ08eJFTZgwQRMmTJD014oxBQsW1Pvvv69s2bIpU6ZMSp8+vVxdXZU8eXI5ODjoyZMnCg8PV2hoqK5evaqrV6/q9OnTOn78uE6ePKknT55YM/y9MOdFcY4kNWzYUIMHD1bu3Lnj8r8SSdLz58/16aefasmSJda+NGnSqHPnzqpRo4Zy584tV1dX3blzRwcOHND06dO1fPlyWSwWhYaGqk2bNjp16pRGjRoV61nHjh2rsWPHWtvh4eEKCQnR0aNHtWzZMs2dO1fh4eGSpN9//13FixfXxo0bVaxYMbvMHxAQoAYNGkRrTFBQkOrUqWNt+/j4KF++fHbJExOPHj1SYGCgTR4jisKQsHDeICY4b17v8uXLat68uY4cOSKz2axBgwapc+fOr32Af2LGeYOY4LxBdCW1c+bUqVOGzW14kc60adO0Y8cOmw//JpNJgwYNUp8+feTo+PYRy5QpowMHDmjEiBHq37+/dQ6LxaIdO3Zo2rRp8erJFgAAAAAAAAAAAAAAAIC9ODg4qH379vL399eECRM0ZswYm2Id6f8KaSTp0qVLunz5slavXh3tuf5+HOn/CnNevGY2m1WnTh31799fH3zwQQzf0dvr1KmTTYGOj4+PVqxYofTp09vslyFDBtWsWVM1a9bUypUr1ahRI2sB0nfffaf8+fOrVatWcZo9efLkypw5szJnzqzq1aurT58+atCggY4cOSJJCgsLU506dXTixAmlSpXqrefz9vaWt7f3Wx3Dzc1N7u7ub53FXlxdXeNVHiQMnDeICc4bW1u2bFGjRo10584deXp6asGCBapUqZLRseIdzhvEBOcNoiuxnzNubm6GzW1okU5ERIQGDRr00gfxX375xe5FMw4ODvrqq6+UMWNGtW3b1qZQZ9CgQfL395eDg4Nd5wQAAAAAAEDCNWvWrGiPCQ0NfetjSFKLFi1iNA4AAAAAAOC/JEuWTN27d9fnn3+uBQsW6IcfftCBAwck6aWn1/+z2OZN/dtxUqZMKX9/f3Xt2lU5c+aM0bHtZdu2bZo6daq17e3trdWrV8vLy+s/x9WqVUs//fST2rRpY+3r2bOnGjdurOTJk8da3tfJlSuXNm7cqCJFiujKlSuSpGvXrmnUqFH69ttvDcsFAMALFotFo0ePVq9evRQVFaUiRYpo6dKlypYtm9HRAACwO0OLdJYuXarLly9bi2VMJpNGjhwZq6vatGzZUmFhYfriiy+sFwWuXLmipUuXRntZVgAAAAAAACReLVu2fOmmkjfx4sYTi8US46eoUqQDAAAAAABik6Ojo5o2baqmTZvqjz/+0IwZM7Rw4UJrgYf0crHNm/p7cY+zs7MqVaqkZs2a6ZNPPpGLi8tbZ7eHcePG2bS7dev22gKdF1q2bKkRI0bozJkzkqSQkBAtXbpUTZs2tXvO6EibNq0GDhxoc9/VjBkzKNIBABju0aNHatu2rebPny9J8vf318SJEw0tcAUAIDaZjZz8xS9c6a8P9sWKFdMXX3wR6/N27dpVxYsXt7koMHfu3FifFwAAAAAAAAmPxWKJ1vY2Y2P6hFoAAAAAAICYeu+99zRq1ChdunRJR48e1fDhw1WtWjV5enpG+7qGo6OjChcurE6dOmnZsmUKCQnRmjVr9Omnn8abAh2LxaItW7bY9NWsWfONx5vNZlWvXt2mb8eOHXbJ9rY++eQTm+Kq69ev69KlSwYmAgAkdefOnVPJkiU1f/58OTo66scff9T06dMp0AEAJGqGraQTFRWlLVu22KyiM2rUqDiZ+8VcFSpUsM6/ZcsWaw4AAAAAAAAAAAAAAAAgqSlQoIAKFCigXr16SZIuX76sM2fO6OLFi7p69aru37+vx48fKzIyUsmTJ5erq6u8vb2VLVs25ciRQ/ny5VOyZMkMfhf/7e7du7p3755NX/bs2aN1jH/uf+3atbfOZQ+pUqVSmjRpFBISYu27efOmsmXLZmAqAEBStW7dOjVp0kRhYWFKly6dFi9erDJlyhgdCwCAWGdYkc7Jkyd1//59a1FM+vTpVa5cuTibv1y5csqQIYNu3rwpSXr48KH++OMPvf/++3GWAQAAAAAAAPFXuXLlov1AlwMHDujx48fWh8HE5fUuAIhv7t+/b3QEAAAAAG8pa9asypo1q9Ex7Orp06cv9Tk6Ru8WKicnJ5t2ZGTkW2WKTf/MCgBAdEVFRdkUgL7J/j///LMGDBggi8WiDz/8UIsXL1amTJliMSUAAPGHYUU6Z8+etf7bZDKpRo0acZ6hZs2a+uWXX6ztM2fOUKQDAElcUFCQvLy8jI4BAAAAIB7Ytm1btMcULlxYx44ds7a3bt1qx0QAkHCcO3dO1apVMzoGAAAAALzE09Pzpb7r169HazWdf66cE1++Y37w4IFCQ0Nt+tKlS2dQGgBAYhESEiJvb+8Yje3YsaPGjh0b71faAwDAnsxGTfziw6rFYpEk5cyZM84z5MiRw6Z9/fr1OM8AAIhfqlatyk10AAAAAAAAb2HHjh0qUaKEzcO6AAAAACC+cHZ2VoYMGWz6tmzZEq1jbN682aZtxH1Pr7JmzRrrvVjSX8VD/3yvAADEBScnJ02ZMkUTJ06kQAcAkOQYtpLOo0ePbNpGfCB8MafJZJIkPXz4MM4zAABij6enp4KDg99o39u3b8vf318HDhzQRx99pF9++UWtWrWK5YQAAAAAAACJy9SpU9WpUyc9f/5cRYsW1fTp05U+ffo3Hv+qJ1oDAAAAgL1VqlRJs2fPtrbHjh0rf39/OTq+/laq7du3a8+ePS8dz2jh4eH65ptvbPpq1Kghs9mwZzgDAJKwVatW6eOPPzY6BgAAhjDsU1hUVJRN28nJKc4z/POD9d+fJAEASPjMZrO8vLzeaMufP79+//13NW7cWBEREWrdurW+/PLLl35fAQAAAAAA4GWRkZHq0aOH2rZtq+fPn6thw4basWOHChQo8MbXZ7y8vLh5DAAAAECcaNasmU37xIkTCggIeO33w0FBQWrSpIlNX+7cuVWyZMl/HTNgwACZTCbrVqFChf+co1evXtq/f/9/v4F/CA0NVa1atXTmzBlrn4ODg7p37x6t4wAAYC9FihQxOgIAAIYx7NsuV1dXm/aNGzfiPMPNmzcl/V9xTooUKeI8AwAg/nBxcdHcuXPVv39/SdLw4cPVsGFDPX782OBkAAAAAAAA8df9+/dVu3Ztff/995Kkb775RvPnz+eaOwAAAIB46+OPP1bFihVt+iZPnqzy5ctr8+bNioiIsHktJCRE33//vYoVK6br16/bvDZ06FA5ODjYLduGDRvk4+OjEiVKaPTo0Tpy5IieP3/+0n4Wi0V//vmnBg8erLx582rTpk02r3fv3l0FChSwWy4AAAAAwJt5/RqtscTb21uSZDKZJElXrlyJ8wz/nPNFJgBA0mUymTRw4EDlypVLbdu21ZIlS3T58mWtWLFCGTJkMDoeAAAAAABAvHLx4kXVrFlTJ06ckIuLi6ZPn67GjRsbHQsAAAAAXmvu3LkqVaqULly4YO3buXOnKleuLDc3N2XPnl3JkydXSEiIzp8/b30I8N/973//U/369WMlX2BgoAIDAyVJzs7OypQpk1KlSiVnZ2c9ePBAV65c0YMHD1451t/fXyNGjIiVXAAAAACA/2bYSjo5c+a0/ttisWj9+vVxnuG3336zFgn9MxMAIGlr3ry5Nm3aJE9PT+3fv18lSpTQsWPHjI4FAAAAAAAQb+zatUs+Pj46ceKE0qdPr+3bt1OgAwAAACDBePE5pkKFCi+99vDhQx0/flyBgYE6d+7cSwU6Tk5OGj58uEaNGhUnWZ89e6YLFy7o8OHD2rdvn06ePPnKAh13d3dNmDBB06dPl9ls2G1hAAAAAJCkGfZprGDBgnJ2dra2T58+rVOnTsXZ/KdOnbKZz8nJSR988EGczQ8AiP/Kli2rvXv3Kk+ePLpy5YpKly6ttWvXGh0LAAAAAADAcLNmzZKvr69u376twoULa//+/fLx8TE6FgAAAIB46ubNm7p8+bJ1iy+yZMmizZs3a+HChapQocJrC1s8PDzUqVMnHT9+XL1797Z5OLC9zJs3TyNGjFDlypXl7u7+2v1NJpMKFiyoUaNGKSgoSJ06dYqVXAAAAACAN+No1MTJkiXThx9+qB07dlj7BgwYoAULFsTJ/AMGDLD+22QyqUSJEkqWLFmczA0ASDhy5cqlvXv3ql69etq6datq1qypH374QZ07dzY6GgAAAAAAQJyLiorS119/reHDh0uS6tatq1mzZsnV1dXgZAAAAACi6/r161q0aJFWr16t8+fP6+bNm0qePLkyZMig4sWLq3bt2vLz85OTk9Nbz1WtWjUdO3ZM0l/36URERLz1Me3FbDarQYMGatCggR48eKADBw7o/PnzCgsL05MnT+Tu7i5PT08VLFhQ+fPnj/YKNQMGDLC5T+l18uXLp3z58qlXr16KiorS2bNnFRQUpMuXL+v+/ft6/vy5UqZMKQ8PD73zzjsqUqTIGxXzAAAAAADihmFFOpJUv3597dixQyaTSRaLRYsXL9b69etVtWrVWJ13/fr1WrRokXVek8mkBg0axOqcAICEK3Xq1Fq/fr06deqkadOm6fPPP9eZM2c0evRoOToa+qsUAAAAAAAgzjx8+FDNmzfX8uXLJUlff/21Bg0aFO0b1AAAAAAY6/nz5xo2bJhGjBihJ0+eSJIsFoskKTw8XKGhoTp58qRmzpypjBkzavDgwWrZsuVbz/tijvgsZcqUqlixoipWrGh0FEl/FRDlzZtXefPmNToKACAJW7p0qdERAABIUAz95qxZs2ZKmTKlJFkLZpo2bapDhw7F2pyHDh1S06ZNbZZ1dXNzU7NmzWJtTgBAwufs7KwpU6ZYnxI7fvx41a5dWw8ePDA4GQAAAAAAQOy7fPmyypQpo+XLlytZsmSaPXu2hgwZQoEOAAAAkMA8fvxYfn5+GjhwoMLDw2WxWKwPuH2xSbL2X7t2TW3atFGlSpV09erVt5r77/fqAACA+O/p06cKCAhQx44djY4CAECCYui3Z6lSpVLnzp2tT8owmUy6e/euKleurB07dth9vp07d+qjjz7S3bt3Jcl6keGzzz5TqlSp7D4fACBxMZlM6t27txYvXqzkyZNr7dq1Kl26tC5fvmx0NAAAAACIVdeuXdOyZcvUp08f+fr6yt3d3ebmnXfeecfoiABi0d69e+Xj46OjR4/K29tbW7duVdOmTY2OBQAAACCaLBaLateurc2bN7+yMOeFv/e/eOju1q1bVbhwYW3cuNGg9AAAIC6dP39epUuX1sSJE42OAgBAgmP4I+6+/vprZc2a1do2mUwKCwuTr6+vAgIC7LJCwcOHD9W5c2dVqFBBoaGhNhcXsmTJor59+771HACApKNevXravn270qdPr+PHj8vHx0f79+83OhYAAACAeOLFA2kSul27dqlu3brKlCmTMmfOrLp162rEiBHaunUrq4oCSci8efNUoUIF3bp1SwULFlRgYKBKlixpdCwAAAAAMTBu3Dht3rz5pcKcF6vm/HN74cW+ISEhql69umbMmBHX0QEAQBxasWKFihQpooMHD8rT01Nr1qxRcHBwtDZPT0+j3wYAAIZxNDpAihQpNG/ePFWsWFHPnz+X9NeH+6ioKP3888+aN2+emjZtqjZt2qhw4cLROvbRo0c1ZcoUzZ07V2FhYdangEh/XWBwcnLSnDlzlCJFCru/LwBA4la8eHHt27dPNWrU0PHjx1W+fHn9+uuvqlevntHRAAAAABho0KBBCg0NNTqGXezfv1/Lli0zOgYAg0RFRWnAgAEaPHiwJKlWrVqaM2eO3NzcDE4GAAAAICbu3r2rr7/++qXinAwZMqhHjx7y8/NT1qxZ9fjxYwUFBWnRokWaPXu2goODbYp6IiIi1LZtWz169EifffaZUW8HAADEgufPn+urr77Sd999J0kqWbKkFixYoCxZshicDACAhMXwIh3pr1/kU6ZMUcuWLa1P4nixXO69e/c0ceJETZw4Ud7e3ipWrJiKFSumTJkyycPDQ6lSpZIk3bt3T2FhYbp+/boOHDigAwcO6NatW5Jkc8wXbbPZrMmTJ6t06dJx/4YBAIlC1qxZtWvXLjVq1Ejr1q1T/fr1NXz4cPXq1eulJeEBAAAAJA01a9Y0OkKccHNz08OHD42OASCWPH78WP7+/lq8eLEkqVevXho6dKgcHBwMTgYAAAAgpqZNm6bHjx9b78cxmUyqWrWqFi5caFOMnzx5cnl6eqpEiRIaMmSIhg0bpuHDhysiIkLS/z14t0uXLgoPD1ePHj2MeksAAMCOrl27psaNG2vnzp2SpO7du2v48OFydnY2OBkAAAlPvCjSkaRmzZpJktq2bWuzoo70f0U2t27d0tq1a7V27drXHu9Vy+6+6HdyctIvv/yiFi1a2C0/ACBpSpkypVauXKkvvvhC48ePV58+fXTmzBlNnDiRD6kAAAAAEoWUKVOqaNGiKl68uHx8fFS8eHFduHBBFStWNDoagFhw7do11a5dWwcPHrReS2/ZsqXRsQAAAAC8pVmzZlnvnzGZTCpatKhWrlwpR8d/v3XIxcVFAwcOVM2aNdWgQQNdunTJuqqOxWJR79699ezZM3311Vdx9TYAAEAs2Lhxo5o2barbt2/L3d1d06dPV926dY2OBQBAghVvinSkvwp1cuTIoaZNm1o/2EsvF9m8iVetYGCxWJQ1a1bNnj1bZcqUsU9oAECS5+joqHHjxilPnjzq2rWrpk2bpgsXLmjJkiVKnTq10fEAAAAAIEZq1qypjz76SO+++67MZrPNaxcuXDAoFYDYdODAAdWqVUs3btxQ2rRptWzZMq6lAwAAAInA/fv3deLECUmyrqIzZcqU/yzQ+btixYrp4MGD+uSTT/T777/bFOr069dPz58/1zfffBObbwEAAMSCyMhIDRkyRAMHDpTFYlGhQoW0aNEi5cqVy+hoAAAkaObX7xK3SpUqpT/++EM9e/aUi4vLS0U5Lz7ov277O4vFomTJkumLL77QiRMn+FIRABArOnfurFWrVsnNzU1bt27Vhx9+qKCgIKNjAQAAAECM5MyZU/nz53+pQAdA4rRw4UKVK1dON27c0HvvvafAwECupQMAAACJxP79+63335hMJpUpU0YFCxaM1jHSpEmjTZs2qWHDhjbHslgsGjRokPr27Wv33AAAIPbcvn1b1apV04ABA2SxWNSuXTvt3r2bAh0AAOwgXn7DniJFCo0YMULnz5/XwIEDlT17dlksFpvt3/xzv6xZs+qbb77RuXPn9N1338nNzS0O3wkAIKnx8/PTrl27lCVLFp05c0YlSpTQ77//bnQsAAAAAACAV3pxQ12jRo0UHh4uPz8/7d69W9mzZzc6GgAAAAA7uXbtmk3b19c3RsdxcnLSvHnz1L59+5cKdYYNG6Yvv/zyrbMCAIDYt3PnThUuXFgbN25UihQpNGvWLP3yyy9Knjy50dEAAEgU3mzdWoOkS5dO/fr1U79+/XTy5Elt27ZNBw8e1OnTp3X16lWFhoYqPDxckpQ8eXKlTp1amTNnVt68eVWkSBFVqFBB77//vsHvAgCQ1BQsWFD79u1T7dq1tX//flWqVElTp05V8+bNjY4GAAAAAABgFR4ertatW2v+/PmSpO7du2vUqFFycHAwOBkAAAAAe7p7966kv4r0TSbTWxXlm0wmTZo0SSlSpNDYsWNlMpmshTojR45URESERo0aZa/oAADAjiwWi77//nv16dNHkZGRevfdd7V48WK99957RkcDACBRiddFOn+XP39+5c+f3+gYAAC8kQwZMmjbtm1q0aKFlixZohYtWujs2bMaOHCgTCaT0fEAAAAAAEASd+PGDesDRhwdHTVhwgS1a9fO6FgAAAAAYsGjR49s2ilSpHjrY44ePVrJkiXTiBEjbAp1Ro8ercjISI0ePfqt5wAAAPYTFhamli1basWKFZKkJk2a6Oeff5abm5vByQAASHzMRgcAACCxSpEihRYuXKg+ffpIkgYPHqwmTZroyZMnBicDAAAAAABJ2eHDh+Xj46P9+/crTZo02rhxIwU6AAAAQCKWMmVKm/adO3fsctxhw4apf//+slgskmQt1Pnhhx/UtWtXu8wBAADe3sGDB1WkSBGtWLFCzs7OmjhxombPnk2BDgAAsSTBrKQDAEBCZDabNWzYMOXJk0ft27fX/PnzdenSJS1fvlze3t5GxwMAAACAeC84OFi3b9+O1pigoCCb9sOHD3X//n17xoq2fz61+J9t4FVi47xZtWqV2rdvr8ePHytPnjyaP3++cubMafj/R2Af/KxBTHDeICY4bxATSem8efjwodERABupU6eW9FcRjfTXZ217GTBggBwdHdW/f3+bFXV+/PFHRUZG6scff7TbXAAAIHosFosmTZqkbt266dmzZ8qePbsWLVqkokWLGh0NAIBEjSIdAADiQKtWrfTOO++obt262rNnj0qUKKHVq1frvffeMzoaAAAAAMRrEyZM0MCBA9/qGIGBgbp586adEtlHYGCg0RGQAL3NeWOxWLRkyRLNnj1bklSoUCH16NFDly9f1uXLl+0VEfEMP2sQE5w3iAnOG8REYj5v+PsK8U3u3Llt2gcOHLDr8fv27SsnJyd9+eWXNoU6EydOVFRUlCZMmGDX+QAAwOs9fPhQHTp00Ny5cyVJtWvX1vTp063FuwAAIPaYjQ4AAEBSUbFiRe3du1c5c+bUxYsXVapUKW3cuNHoWAAAAABiICAgwOgIAPDGnj17prFjx1oLdPz8/NSvXz+5ubkZnAwAAABAXPj7gwMtFot27dpl9zl69+6tESNGyGKxSJK1UOfnn39W+/btZbFYrK8BAIDYdfLkSfn4+Gju3LlycHDQqFGjtGzZMgp0AACIIxTpAAAQh/Lmzau9e/eqbNmyun//vqpVq6aff/7Z6FgAAAAAoqFdu3b8HQ8gwQgLC1O/fv20fft2mc1mtW/fXu3bt5eDg4PR0QAAAADEETc3N+XJk8faDgsL0759++w+T8+ePfX999+/VKgzdepUHT9+XCaTye5zAgAAW7/++quKFy+uU6dOKWPGjNq2bZt69OjB72EAAOKQo9EBAABIatKmTauNGzeqXbt2+vXXX9WxY0edOXNGI0eO5AYZAAAAIJ5r1aqVZs6cyZdZcSggIEANGjSI1pigoCDVqVPH2vbx8VG+fPnsnCx6Hj16pMDAQGvbx8dHrq6uBiZCQvC2582JEyf0+eef68qVK/Lw8NDMmTNVsWLF2IiKeIKfNYgJzhvEBOcNYiIpnTenTp0yOgLwkooVK+rMmTPWaxozZ85UiRIl7D5P9+7d5eDgoG7duslkMlkLdSRxPQUAgFj05MkTdenSRZMnT5YkVa5cWXPmzJG3t7fByQAASHrifZHO7du3lTx5crm5udn92IcOHdLDhw+t7XLlytl9Dnt58OCBdu7cqatXr+rOnTtydHRU5syZVaxYMeXOnduwXE+fPtXhw4d16tQp3b17V+Hh4XJ3d5e3t7eKFCmiXLly2e0iS1zOBQCxLVmyZJo5c6by5Mmjfv36afTo0QoKCtKcOXNi5XceAAAAgLdjsVjk7++vOXPmGB0lyfH29n7rLxHd3Nzk7u5up0T24erqGu8yIf6LznmzatUqNWnSRA8fPlTu3Lm1atUq5c2bN5YTIr7hZw1igvMGMcF5g5hIzOcN3/UgPqpYsaJ1ZWCLxaL58+drzJgxSpYsmd3n6tKlixwdHfX5559LojgHAIDYdu7cOdWvX19HjhyRyWTSN998o759+/KwYAAADBLvinQOHjyo2bNna/Xq1bp06ZIiIyMlSSlSpFDx4sVVu3ZtNW3aVGnTpn3rudq0aaNjx45J+uuCQERExFsf09727NmjgQMHavPmzf+a7/3331fPnj3VvHnzOLuwcfDgQY0ZM0aLFy/W06dP/3W/TJkyqU2bNuratavSpEkT7+cCgLhkMpnUt29f5cqVSy1bttTKlStVtmxZrVq1SpkzZzY6HgAAAID/LyoqSs2aNdP8+fOt1174YgtAfGWxWPT999+rV69eslgs8vX11aJFi7hmCgAAACRxVatWlbOzs54/fy5JunfvnqZMmaLPPvssVuYLCAiQk5OTOnbsGCvHBwAAf1m6dKlatWql+/fvK23atJo7d66qVKlidCwAAJI0s9EBXggLC1Pr1q1VokQJjRs3TufOnVNERIQsFossFosePXqk7du364svvtA777yjAQMG/GfBxpt6cfwXS+vGFxEREQoICFCpUqX022+//WcB0YkTJ+Tv76+qVavq7t27sZorKipKffr0kY+Pj+bMmfPa/w2uXbumQYMGKX/+/Fq/fn28nQsAjNS4cWNt3bpVXl5eOnLkiEqUKKFDhw4ZHQsAAACApMjISDVu3NhaoGOxWGQymaxPngWA+OTZs2dq06aNevbsKYvFog4dOmj9+vUU6AAAAACQu7u7PvroI+v9MRaLRcOHD9ezZ89ibc527dpp2rRprKQDAEAsePbsmbp376569erp/v37Kl26tI4cOUKBDgAA8UC8WEnn9u3bqly5sk6cOGG9GPCqD+gvXnv8+LEGDx6sRYsWac6cOSpUqFCM535xc0V8EhkZqdq1a2vt2rUvvZYxY0ZlzJhRDx8+1Llz56xPOJGkDRs2qEqVKtq+fbtcXV1jJVuHDh00ZcqUl/pTpEihnDlzKnny5AoJCdH58+dt/nu9deuWateureXLl6tatWrxbi4AMFrJkiW1b98+1ahRQydPnlTZsmU1d+5c1a5d2+hoAAAAQJIVERGhBg0aaMWKFTYFOt98841atWpldDwAiVxUVJTu3Lmje/fuWfvu3Lnzrw8zCgkJUbt27bRz506ZzWaNHTtWnTt35mY4AAAAAFbt2rXTgwcPbPq2b98eqzfz+vv7K1myZGrRosV/PqAWAAC8uStXrqhRo0bas2ePJKlHjx4aOnSonJycDE4GAACkeFCk8/z5c1WpUkXHjx+X9OrinBf+/prFYtGpU6dUqlQp/fjjj2rdunWsZ40rffv2falAp2bNmvr2229VoEABa9+9e/c0ffp09e/f33oR5eDBgwoICNDMmTPtnmvx4sUvFc3kz59fo0aN0kcffSRHx/87nW7fvq2JEyfq22+/tT515dmzZ/L399fp06eVOnXqeDMXAMQX2bNn1+7du9WgQQNt3LhRderU0cCBA9WxY8c3vqHG09NTZnO8WSgPAAAASLCeP3+uevXqafXq1TYFOu3atVP//v2NjgcgCQgJCVHOnDmjPc7d3V0LFixQ1apVYyEVAAAAgISsZs2aqlmzZpzP27hxYzVu3DjO5wUAIDFav369mjVrppCQEHl4eGjmzJk8BBgAgHjG8Lt4BwwYoGPHjslkMllvQLZYLNYbH9KmTasUKVJY+/6+0o7JZNKTJ0/Url07DRw40Mi3YTdBQUEaNWqUTV+XLl20cuVKmwIdSfLw8FC3bt20bds2eXh4WPtnzZqlAwcO2D3bP/87LlasmAIDA+Xn52dTNCNJXl5e6t+/v9atW/dSQc2kSZPi1VwAEJ94eHhozZo16tChgyTpm2++Ubp06eTt7f1GW0hIiMHvAAAAAEj4nj17ptq1a79UoFOzZk1NnDjR6HgA8K+yZcumPXv2UKADAAAAAAAAJDKRkZHq16+f/Pz8FBISoiJFiujQoUMU6AAAEA8ZWqRz/fp1jRo16qUVcgoVKqQlS5bowYMHunXrlh48eKAbN25o3LhxKliwoLVQR5L1RolBgwapZ8+eRrwNuxo1apQiIyOt7aJFi2r06NH/OaZIkSIaM2aMTd+XX35p11znz5/XiRMnbPomTJggV1fX/xzn6+urNm3a2PStWrUq3swFAPGRk5OTJk6cmGgKUAEAAICE5OnTp6pZs6bWr19vvWZlMpn04Ycfav78+W+8yiUAGGH9+vXKnz+/0TEAAAAAAAAA2NGtW7f00UcfaciQIbJYLOrUqZN27dqlHDlyGB0NAAC8gqFFOr/88osiIiIkyVp4065dOx04cECffPKJkidPbt03Xbp06ty5s44cOaKpU6fK3d3d+tqLQp3Ro0fr888/j9s3YWcrV660affu3VsODg6vHdeiRQtlyZLF2t60aZMuXLhgt1ynT5+2aWfOnFnFixd/o7H16tWzaQcFBcWbuQAgvjKZTOrUqZPRMQAAAIAk5fHjx/Lz89PGjRttVnzOkyePVq1aJRcXF4MTAsB/8/T0NDoCAAAAAAAAADvasWOHChcurC1btsjV1VVz5szRhAkT+M4CAIB4zNAinblz51oLbEwmkz766CP9/PPPMpv/O1arVq105MgRFSlSxFrc8+I4EyZMUIcOHeIivt2dPn1aN2/etLYdHBxUvXr1Nxrr4OAgPz8/m76lS5faLVtoaKhN++8FQa+TNWtWm3ZYWFi8mQsAAAAAAECSHj16JD8/P23dutWmQCdDhgxav3690qRJY3BCAAAAAAAAAACQVERFRWnEiBHy9fXVjRs3lD9/fu3fv19NmjQxOhoAAHgNR6MmDgkJUVBQkPWmB7PZrAkTJrzx+GzZsmnXrl3y9/fXggULZDKZrIU6U6ZMUUREhKZOnRpb8WPF5cuXbdq5cuVSihQp3nj8Bx98YNNeuXKl/ve//9klm4eHh007PDz8jcf+c9+0adPGm7kAAAAAAAAePHggPz8/7dq1y6ZAx93dXWvXrlW2bNkMTggAAAAAAAAAABKiqKgo3b59O1pjTCaTWrVqpdWrV0uSmjdvrokTJ8rV1TU2IgIAADszrEhn//791n+bTCZVrlxZ2bNnj9YxnJ2dNW/ePGXJkkXfffedTaHOjBkzFBERoRkzZlhvrojvQkJCbNrRfUKrp6enTfvIkSNvG8mqUKFCNu1Tp07p0aNHb/RHX2BgoE3bx8cn3swFAAAAAAAwbty4lwp0nJ2dtWTJkpceigIAAAAAAAAAAPCmQkNDlTNnzmiNyZw5s65evapkyZJp/Pjxatu2bYK5DxYAABhYpHPz5k2bdvny5WN8rJEjRypVqlTq27evTaHO7NmzFRkZqV9//TVB/IFiNptt2pGRkdEa//z5c5v2/fv3de3aNWXKlOmts2XOnFmlSpXS7t27JUlPnz7VuHHj9OWXX/7nuKdPn2rs2LE2fW3atIk3cwEAAAAAAERERFj/bbFYZDabNWXKFFWqVMnAVPHDrl27XrnK8dGjR23aT5480aZNm155jIwZMyp//vyxkg8AAAAAAAAAgMTm6tWrypkzpxYtWqTChQsbHQcAAESTYUU6d+/elfTXjQ8mk0mZM2d+q+N99dVXcnNzU7du3WwKdebNm6fIyEjNmTPnpSKY+OafK+cEBwdHa/yr9j916pRdinQkacSIESpfvryioqIkSf3791fGjBnl7+//yv3DwsLUvHlznTp1ytpXs2ZN1axZM17N9TrBwcHRXm4yKCjIpv3w4UPdv3//rbPE1KNHj/6zDbwK543xHjx4EKMxyZIli4U0b4bzBjHBeYOY4LxBTCSl8+bhw4dGRwASLJPJpE8//VTNmjUzOkq80LRpU126dOm1+926dUtVqlR55Wv+/v6aMWOGnZMBAAAAAIDoGDRokNERbPTv39/oCAAAxFt+fn6aO3euPDw8jI4CAABiwLAinX8+gdMeNxR36dJFzs7O+uyzzyTJWqizcOFCRUZGat68eXJwcHjreWJLjhw5bNoXL17U7du35eXl9UbjDxw48FLfrVu37JJNksqUKaMff/xRn332mSwWiyIiItSyZUv99NNPqlu3rvLmzavkyZPrzp072rdvn+bOnavQ0FDr+CpVqmjevHnxbq7XmTBhggYOHPhWxwgMDHxp9SgjBQYGGh0BCRDnTdy7d+9etMfMnj1bH3zwQSykiRnOG8QE5w1igvMGMZGYz5vLly8bHQFIsF5cS2revLk++ugjo+MAAAAAAADYxYABA2QymYyOYUWRDgAA/2769OkU6AAAkIAZVqTzzz8gortSyb/p2LGjnJ2d1b59e+sqPRaLRUuWLFGjRo20YMGCeFuokyNHDmXMmFHXr1+39i1YsECdO3d+7diHDx9q9erVr+y3p06dOilv3rzq0qWL/vjjD0nS/v37tX///n8dkyNHDvXq1Uvt2rWL1mpGcTkXACQWAwcOVMOGDVW/fn05Ohr2ax4AAABIUP5+g4rJZNLz589Vv359bdu2TUWKFDEwGYCkKioqSgMGDDA6BgAAAIBEyGKxGB0hXhULAQAQH/G7EgCAhM2wKgZPT09J//fHhD1XGWndurWmTZtmPfaLQp1ly5apfv36ioiIsNtc9lanTh2b9vDhwxUWFvbaccOGDdP9+/df6rd3kY4k+fr6av/+/erRo8drC56yZs2qHj16qEmTJjEqmonLuQAgMYiKitL8+fPVq1cvXbp0yeg4AAAAQILQsWNH5cuXz3qTislk0sOHD1W9enVdvHjR2HAGu3jxoiwWy1ttM2bMMPptAAnKs2fP1KJFC02YMMHoKAAAAAASIZPJZOgGAAAAAEBiZ9gj9vPmzWvT3rt3r12P36JFCzk6Osrf319RUVHWQp2VK1eqXr16Wrx4sV3ns5fu3btr0qRJioqKkiRdu3ZN9erV08qVK+Xq6vrKMb/++qtGjBjxytfCw8PtnnHSpEkaNGiQbty48dp9L1++rICAAPXt21ejRo1S69at4+1c/yYgIEANGjSI1pigoCCbgisfHx/ly5fPLnli4tGjRwoMDLTJ82/nE/AC543x7ty5E+0xY8eO1YABA3T+/Hn17NlTX3/9tT7//PM4W0WO8wYxwXmDmOC8QUwkpfPm1KlTRkcAEhRvb29t27ZNvr6++uOPP6w3jdy6dUtVq1bVrl27rA+cAYDY9ODBA9WrV08bN26U2WzW8OHDlS5dOuvrZcqUUcqUKf91PD+rAAAAAPwXo1fRoUgHAAAAAJAUGFakky9fPpnNZusTNffu3auoqCi7roDyYkWV5s2b2xTqrF69Wp988omePn1q+AWIf8qVK5f69OmjoUOHWvu2bNmi9957T3369FHVqlWVMWNGPXr0SIcOHdLPP/+sRYsWSfrrYoa7u7vu3btnHevm5ma3bM+fP9enn36qJUuWWPvSpEmjzp07q0aNGsqdO7dcXV11584dHThwQNOnT9fy5ctlsVgUGhqqNm3a6NSpUxo1alS8mut1vL295e3t/VbHcHNzk7u7+1tnsRdXV9d4lQcJA+dN3HNzc1NwcHC0xnh6eqphw4Zq166d1qxZo2+++Ubr16/XzJkzlTt37lhK+u84bxATnDeICc4bxERiPm/s+VkQSCq8vLy0bds2VapUSceOHbPeNHLmzBnVqFFDW7ZsUfLkyQ1OCSAxu3Xrlvz8/HTo0CG5urpq8eLFKlWqlLZu3WrdJ23atIn27xcAAAAAsev333+P0/mePXumiRMnavHixdb7dQAAAAAASAoMK9JxcXHRe++9pxMnTkj664nGL55Yak+NGzeWg4ODmjZtqsjISOsH/3Xr1klSvLwQMGjQIB0/flyrVq2y9l26dEmdOnX6z3EDBw7UihUrdPDgQWtfqlSp7JarU6dONkUzPj4+WrFihdKnT2+zX4YMGVSzZk3VrFlTK1euVKNGjfTkyRNJ0nfffaf8+fOrVatW8WYuAIivzGazvLy8oj0uQ4YMWrVqlWbMmKGuXbtqz549+uCDDzRixAh99tlndi2IBQAAABITT09Pbd26VZUrV9bhw4et140CAwPVqFEjLV++nL+nAcSKs2fPqmrVqjp//ry8vLy0Zs0aFS9eXPfv3zc6GgAAAIBEonTp0nE21/z589W3b19duHDBen2FVXQAAAAAAEmFoXcV+Pr62nwQnzFjRqzM06BBA82fP1+Ojn/VJL24ABDfinNecHBw0LJly9S9e3c5ODi8dn8nJycNHTpU/fr108OHD21es1eRzrZt2zR16lRr29vbW6tXr36paOafatWqpZ9++smmr2fPngoPD48XcwFAYmUymdSqVSudOHFClSpVUnh4uLp06aLKlSvr4sWLRscDAAAA4q3UqVNry5YtKlasmPW6lcVi0Zo1a9SxY0ej4wFIhPbv36/SpUvr/Pnzyp49u3bt2qXixYsbHQsAAAAAom3z5s0qVqyYmjZtqvPnz1vvy3lxX5DFYlHmzJlt7gkBACCxe/FAeQAAkHQYXqTzgsVi0dKlS2PtyYB169bVokWL5OTkJOmvCwDx+SkdDg4OGj16tE6cOKE2bdooY8aML+3j6uqqFi1aKDAwUF9++aUkKSQkxGafXLly2SXPuHHjbNrdunV749UdWrZsqTx58ljbISEhWrp0abyYCwASu6xZs2rDhg366aeflCJFCm3dulUFChTQlClT4m2xKgAAAGA0Dw8Pbdq0SSVKlLAp1Jk6daoGDhxodDwAicj69etVsWJF3b59W4ULF9bu3buVO3duo2MBAAAAQLQcOXJEH3/8sT766CMdPnz4lcU5Hh4eGjFihM6ePauWLVsamBYAgLgRHh6u8ePHq3PnzkZHAQAAcczQIp0qVarI1dXV2n7xR0lsqVWrlpYuXSpnZ+dYm8Pe3n33XU2ZMkXXrl3TlStXdPDgQf3+++8KCgpSaGioZs6cqUKFCkmSbt++rTt37ljHurq6Kl++fG+dwWKxaMuWLTZ9NWvWfOPxZrNZ1atXt+nbsWOH4XMBQFJhNpsVEBCgo0ePqnTp0nr48KHatWun6tWr6/r160bHAwAAAOIld3d3bdy4UaVKlbIp1Bk0aBBPewVgF7/++qtq1qypR48eqUqVKtq+fftrVxMHAAAAgPjk0qVLatasmYoVK6ZNmzbJYrFYr6O8uJbi7OysHj166Pz58+rZs6eSJUtmdGwAAGLd2bNn9cUXX2jz5s1GRwEAAAYwtEjHxcVF1atXtz5Bw2KxaPTo0Xrw4EGszenn56eVK1fKxcUl1uaILZkzZ1aRIkVUpkwZ5cyZ86Vio+PHj9u0CxUqJAcHh7ee9+7du7p3755NX/bs2aN1jH/uf+3aNcPnAoCkJleuXNq+fbtGjRqlZMmSad26dXr//fc1Z84cVtUBAAAAXsHNzU2//fabypYta1Oo06lTJ61du9boeAASKIvFohEjRqhFixaKiIhQ06ZNtXr1aqVMmdLoaAAAAADwRkJDQ9W9e3e9++67mjdvnqKiol4qzjGZTPL399e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      "text/plain": [
       "<Figure size 3600x1800 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 3: 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": [
    "+ The inflow feed increases the concentration of all species in the aqueous phase of the mixer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "Overview of the Aqueous Phase Data at Start-Up.\n",
       "\n",
       "<h4>Summary (endpoints, absolute change, mean rate, relative change)</h4>\n",
       "\n",
       "- Time sampling: 0 → 51.604 s (16 points, uniform increment ≈ 3.44027 s).\n",
       "- H₂O(a): start 992 g/L → end 986.42 g/L; Δ = −5.58 g/L; mean rate ≈ −0.108 g·L⁻¹·s⁻¹; change ≈ −0.56%.\n",
       "- H⁺(a): start 0.00100739 g/L → end 0.31294 g/L; Δ = +0.31193 g/L; mean rate ≈ +0.00604 g·L⁻¹·s⁻¹; ≈3.1×10²-fold increase (≈3.1×10⁴%).\n",
       "- N₂(a): start 0.00815443 g/L → end 0.00853078 g/L; Δ = +0.000376 g/L; mean rate ≈ +7.29×10⁻⁶ g·L⁻¹·s⁻¹; ≈+4.6%.\n",
       "- NO₃⁻(a): start 0.0620055 g/L → end 15.1589 g/L; Δ = +15.0969 g/L; mean rate ≈ +0.2926 g·L⁻¹·s⁻¹; ≈2.4×10²-fold increase (≈2.4×10⁴%).\n",
       "- O₂(a): start 0.0053437 g/L → end 0.00540316 g/L; Δ = +5.95×10⁻⁵ g/L; mean rate ≈ +1.15×10⁻⁶ g·L⁻¹·s⁻¹; ≈+1.1%.\n",
       "- UO₂²⁺(a): start 0 g/L → end 60.5577 g/L; Δ = +60.5577 g/L; mean rate ≈ +1.1735 g·L⁻¹·s⁻¹; (no fold-change defined from zero).\n",
       "\n",
       "<h4>Comparative observations</h4>\n",
       "\n",
       "- Largest absolute and fastest accumulation: UO₂²⁺(a) (≈ +1.17 g·L⁻¹·s⁻¹), closely followed by NO₃⁻(a) (≈ +0.293 g·L⁻¹·s⁻¹).\n",
       "- Moderate accumulation: H⁺(a) increases substantially in relative terms but is small in absolute mass (mean rate ≈ +0.00604 g·L⁻¹·s⁻¹).\n",
       "- Nearly invariant species: N₂(a) and O₂(a) change only slightly (rates ≲ 10⁻⁵ g·L⁻¹·s⁻¹), effectively constant on this timescale.\n",
       "- Solvent behavior: bulk H₂O(a) shows a small, steady decrease (−0.56%), consistent with transfer/consumption at the measured rates.\n",
       "\n",
       "<h4>Time-series character and relationships</h4>\n",
       "\n",
       "- Linear trend: UO₂²⁺(a) and NO₃⁻(a) display approximately linear, monotonic increases over the recorded interval; H⁺(a) also rises steadily.\n",
       "- Magnitude hierarchy at t = 51.6 s: UO₂²⁺ ≫ NO₃⁻ ≫ H₂O ≫ (N₂, O₂, H⁺ in absolute mass except H₂O).\n",
       "- Sampling: regular spacing (3.44027 s) supports simple mean-rate estimates above; finer curvature or short-term transients (if present) are not evident from these points.\n",
       "\n",
       "<h4>Notable numeric highlights</h4>\n",
       "\n",
       "- UO₂²⁺(a) final concentration 60.56 g/L (dominant solute by far).\n",
       "- NO₃⁻(a) rises from trace to 15.16 g/L — large production/ingress relative to starting level.\n",
       "- H₂O(a) loss is small in percent but corresponds to a multi-gram-per-litre decrease over 52 s.\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 6220\n"
     ]
    }
   ],
   "source": [
    "if cortix_ai:\n",
    "    issues = '+ Title your reponse as: Overview of the Aqueous Phase Data at Start-Up.\\n'\n",
    "    cortix_ai.explain(phase=stg.aqueous_phase, issues=issues, markdown_header_level='<h4>', markdown_display=markdown_display, save_supporting_info=db_save)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "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 4: Aqueous phase mass density history at start-up.\n"
     ]
    }
   ],
   "source": [
    "'''Aqueous phase mass density'''\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "quant = stg.mass_density_history('aqueous')\n",
    "\n",
    "quant.plot(title='Aqueous Phase Mass 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+']', show=True, figsize=[10,3], error_data=False)\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Aqueous phase mass density history at start-up.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 2: Aqueous phase mass density history at start-up.\n",
      "Time [s]  Aqueous Phase Mass Density [g/L]\n",
      "0.000000      992.08\n",
      "17.201342    1026.95\n",
      "34.402683    1049.01\n",
      "51.604025    1062.46\n",
      "Name: Aqueous Phase Mass Density [g/L]; Time History in [s], dtype: float64\n"
     ]
    }
   ],
   "source": [
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Aqueous phase mass density history at start-up.')\n",
    "print('Time [s]  Aqueous Phase Mass Density [g/L]')\n",
    "print(quant.value[::5].apply(lambda x: round(x,2)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Vapor Phase Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3600x1800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 5: Vapor phase species history dashboard start-up.\n"
     ]
    }
   ],
   "source": [
    "'''Plot vapor phase'''\n",
    "# TODO: time axis normalized by phase flow residence time.\n",
    "stg.vapor_phase.plot(title='Vapor Phase Start-Up', legend='Vapor Phase', nrows=2,ncols=3, show=True, figsize=[12,6])\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Vapor phase species history dashboard start-up.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "Overview of the Vapor Phase Data at Start-Up.\n",
       "\n",
       "<h4>Summary of trends</h4>\n",
       "\n",
       "- All three vapor species (H₂O(v), N₂(v), O₂(v)) increase monotonically over the 0–51.604 s interval; H₂O(v) shows the largest relative growth while remaining the smallest in absolute concentration.\n",
       "- The total vapor concentration rises from 1.086834 g/L to 1.158577 g/L (≈ +6.60%), indicating a net increase in vapour-phase mass during start-up.\n",
       "\n",
       "<h4>Quantitative comparisons (initial → final)</h4>\n",
       "\n",
       "- H₂O(v): 0.0178756 g/L → 0.0261323 g/L; Δ = +0.0082567 g/L (≈ +46.2%).\n",
       "- N₂(v): 0.817538 g/L → 0.876683 g/L; Δ = +0.059145 g/L (≈ +7.24%).\n",
       "- O₂(v): 0.251420 g/L → 0.255762 g/L; Δ = +0.004342 g/L (≈ +1.73%).\n",
       "- Total vapor: 1.086834 g/L → 1.158577 g/L; Δ = +0.071744 g/L (≈ +6.60%).\n",
       "\n",
       "<h4>Rates and temporal behaviour</h4>\n",
       "\n",
       "- Average rate over 0–51.604 s:\n",
       "  - H₂O(v): ≈ 1.60 × 10⁻⁴ g·L⁻¹·s⁻¹.\n",
       "  - N₂(v): ≈ 1.15 × 10⁻³ g·L⁻¹·s⁻¹.\n",
       "  - O₂(v): ≈ 8.41 × 10⁻⁵ g·L⁻¹·s⁻¹.\n",
       "  - Total vapor: ≈ 1.39 × 10⁻³ g·L⁻¹·s⁻¹.\n",
       "- Instantaneous increments (per ~3.44 s time steps) show higher early growth rates that decrease with time for each species, consistent with a decelerating approach toward a new steady state.\n",
       "\n",
       "<h4>Composition and relative contributions</h4>\n",
       "\n",
       "- Initial mass fractions (≈):\n",
       "  - H₂O(v): 1.65%.\n",
       "  - N₂(v): 75.25%.\n",
       "  - O₂(v): 23.10%.\n",
       "- Final mass fractions (≈):\n",
       "  - H₂O(v): 2.25%.\n",
       "  - N₂(v): 75.65%.\n",
       "  - O₂(v): 22.09%.\n",
       "- Interpretation: H₂O(v) increases its share noticeably (absolute concentration still small); N₂(v) remains the dominant component and increases slightly in both absolute and fractional terms; O₂(v) rises slightly in absolute concentration but decreases modestly as a fraction of the total.\n",
       "\n",
       "<h4>Concise interpretation</h4>\n",
       "\n",
       "- The dataset shows a clear, monotonic rise in vapor-phase concentrations during start-up with decelerating rates, suggesting the system is moving toward a higher but asymptotic vapor concentration (approaching a new equilibrium). H₂O(v) exhibits the largest relative change, while N₂(v) provides the largest absolute contribution to the total vapor."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 5630\n"
     ]
    }
   ],
   "source": [
    "if cortix_ai:\n",
    "    issues = '+ Title your reponse as: Overview of the Vapor Phase Data at Start-Up.'\n",
    "    cortix_ai.explain(phase=stg.vapor_phase, issues=issues, markdown_header_level='<h4>', markdown_display=markdown_display, save_supporting_info=db_save)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "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 6: Vapor phase mass density history at start-up.\n"
     ]
    }
   ],
   "source": [
    "'''Vapor phase mass density'''\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "quant = stg.mass_density_history('vapor')\n",
    "\n",
    "quant.plot(title='Vapor Phase Mass 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+']', show=True, figsize=[10,3], error_data=False)\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Vapor phase mass density history at start-up.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 3: Vapor phase mass density history at start-up.\n",
      "Time [s]  Vapor Phase Mass Density [g/L]\n",
      "0.000000     1.09\n",
      "17.201342    1.12\n",
      "34.402683    1.14\n",
      "51.604025    1.16\n",
      "Name: Vapor Phase Mass Density [g/L]; Time History in [s], dtype: float64\n"
     ]
    }
   ],
   "source": [
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Vapor phase mass density history at start-up.')\n",
    "print('Time [s]  Vapor Phase Mass Density [g/L]')\n",
    "print(quant.value[::5].apply(lambda x: round(x,2)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Relative Humidity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "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 7: Stage relative humidity history at start-up.\n"
     ]
    }
   ],
   "source": [
    "'''Compute relative humidity in the vapor phase'''\n",
    "import matplotlib.pyplot as plt\n",
    "from solvex import air_relative_humidity\n",
    "from copy import deepcopy\n",
    "\n",
    "h2o_vap_pd_series = deepcopy(stg.vapor_phase.df['H2O(v)'])\n",
    "for idx, rho_h2o in enumerate(h2o_vap_pd_series):\n",
    "    h2o_vap_pd_series.iloc[idx] = air_relative_humidity(stg_temperature, rho_h2o)\n",
    "rh_pd_series = h2o_vap_pd_series\n",
    "time_unit = stg.vapor_phase.time_unit\n",
    "rh_pd_series.name = f'Relative Humidity History [{time_unit}]'\n",
    "  \n",
    "quant = Quantity(name=rh_pd_series.name, latex_name='RH', unit='%', info=f'Relative Humidity History (Vapor Phase) [{time_unit}]')\n",
    "quant.value = h2o_vap_pd_series\n",
    "quant.plot(title='Stage Rel. Humidity @ %2.1f C Start-Up'%unit.convert_temperature(stg_temperature, 'K','C'),\n",
    "           x_scaling=1/stg.flow_residence_time_avg, x_label=r'Time [$\\bar{\\tau}$]', y_label=quant.latex_name+' ['+quant.unit+']', show=True,\n",
    "           figsize=[10,3])\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Stage relative humidity history at start-up.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 4: Stage relative humidity history at start-up.\n",
      "Time [s]  Rel. Humidity [%]\n",
      "0.000000     35.00\n",
      "17.201342    44.26\n",
      "34.402683    48.88\n",
      "51.604025    51.17\n",
      "Name: Relative Humidity History [s], dtype: float64\n"
     ]
    }
   ],
   "source": [
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Stage relative humidity history at start-up.')\n",
    "print('Time [s]  Rel. Humidity [%]')\n",
    "print(quant.value[::5].apply(lambda x: round(x,2)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<h5>Overview of the Relative Humidity Data at Start-Up</h5>\n",
       "\n",
       "<h5>Key facts</h5>\n",
       "\n",
       "- The table has three columns: an integer index, time in seconds (time [s]), and the measured Relative Humidity (RH). Although the RH column header shows “[s]”, the dependent quantity unit is given as % and the numeric values (35 → 50.83) are percentages (RH [%]).\n",
       "- Time values are evenly spaced at ≈ 6.88054 s increments (0, 6.88054, 13.7611, …, 48.1638 s).\n",
       "- RH increases monotonically from 35.00% at t = 0 s to 50.8277% at t = 48.1638 s.\n",
       "\n",
       "<h5>Summary statistics (RH, %)</h5>\n",
       "\n",
       "- Minimum: 35.0000% at t = 0 s.\n",
       "- Maximum: 50.8277% at t = 48.1638 s.\n",
       "- Range: 15.8277 percentage points.\n",
       "- Mean (arithmetic): 44.9883%.\n",
       "- Standard deviation: population σ ≈ 5.18%; sample s ≈ 5.54%.\n",
       "\n",
       "<h5>Time evolution and interval rates</h5>\n",
       "\n",
       "- RH change is largest at the start and decelerates over time, consistent with a system approaching an asymptote.\n",
       "- Interval-by-interval RH increase and instantaneous rate (ΔRH / Δt):\n",
       "\n",
       "  - 0 → 6.88054 s: ΔRH = 4.4811 → 0.651 %/s  \n",
       "  - 6.88054 → 13.7611 s: ΔRH = 3.3981 → 0.494 %/s  \n",
       "  - 13.7611 → 20.6416 s: ΔRH = 2.5742 → 0.374 %/s  \n",
       "  - 20.6416 → 27.5221 s: ΔRH = 1.9484 → 0.283 %/s  \n",
       "  - 27.5221 → 34.4027 s: ΔRH = 1.4734 → 0.214 %/s  \n",
       "  - 34.4027 → 41.2832 s: ΔRH = 1.1129 → 0.162 %/s  \n",
       "  - 41.2832 → 48.1638 s: ΔRH = 0.8396 → 0.122 %/s\n",
       "\n",
       "- Overall average rate from t = 0 to t = 48.1638 s: (50.8277 − 35.0000) / 48.1638 ≈ 0.329 %/s.\n",
       "\n",
       "<h5>Interpretation</h5>\n",
       "\n",
       "- The monotonic rise with decreasing incremental rate indicates the vapor-phase RH is approaching a steady value near ≈ 51%.  \n",
       "- The rapid initial increase and slower later changes are characteristic of a first-order approach toward equilibrium; using the initial slope as a rough guide yields a characteristic timescale on the order of 20–30 s.  \n",
       "- All table columns have been accounted for: index (record), time (s), and RH (interpreted as % despite the “[s]” label on that column)."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 5801\n"
     ]
    }
   ],
   "source": [
    "if cortix_ai:\n",
    "    issues = '+ Title your reponse as: Overview of the Relative Humidity Data at Start-Up.'\n",
    "    cortix_ai.explain(quant=quant, issues=issues, markdown_header_level='<h5>', markdown_display=markdown_display, save_supporting_info=db_save)"
   ]
  },
  {
   "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": 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 8: 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": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 5: Stage efficiency history at start-up.\n",
      "Time [s]  (Stage. Eff., +-std) [%]\n",
      "                    \n",
      "                    \n",
      "0.00  15.000  21.603\n",
      "0.06  18.148  19.824\n",
      "0.11  21.110  18.304\n",
      "0.17  23.868  17.030\n",
      "0.23  26.420  15.966\n",
      "0.29  28.764  15.069\n",
      "0.34  30.907  14.289\n",
      "0.40  32.862  13.584\n",
      "0.46  34.642  12.925\n",
      "0.52  36.260  12.291\n",
      "0.57  37.726  11.672\n",
      "0.63  39.053  11.066\n",
      "0.69  40.249  10.470\n",
      "0.75  41.325   9.889\n",
      "0.80  42.291   9.324\n",
      "0.86  43.155   8.779\n"
     ]
    }
   ],
   "source": [
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Stage efficiency history at start-up.')\n",
    "print('Time [s]  (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": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<h4>Overview of the Stage Efficiency Data at Start-Up</h4>\n",
       "\n",
       "<h4>Dataset summary</h4>\n",
       "\n",
       "- The table contains 8 time samples (0 to 48.1638 s) taken at uniform intervals of 6.88054 s; the dependent quantity is Stage Efficiency (mean, ± std) in percent [%].\n",
       "- Two stage columns are present: column \"0\" and column \"1\". Column \"0\" increases over time; column \"1\" decreases over time.\n",
       "\n",
       "<h4>Descriptive statistics (per stage, sample std)</h4>\n",
       "\n",
       "- Stage 0 (values: 15.0002, 21.1099, 26.4205, 30.9071, 34.6422, 37.7262, 40.2492, 42.291)\n",
       "  - Mean = 31.043 %; sample standard deviation = 9.600 %.\n",
       "  - Min = 15.0002 %; Max = 42.291 %; Range = 27.291 percentage points.\n",
       "- Stage 1 (values: 21.6026, 18.3038, 15.9664, 14.2891, 12.9249, 11.6725, 10.4702, 9.32378)\n",
       "  - Mean = 14.319 %; sample standard deviation = 4.148 %.\n",
       "  - Min = 9.32378 %; Max = 21.6026 %; Range = 12.279 percentage points.\n",
       "\n",
       "<h4>Trends, rates and relative changes</h4>\n",
       "\n",
       "- Stage 0 shows a monotonic increase from 15.0002 % at t = 0 s to 42.291 % at t = 48.1638 s.\n",
       "  - Average linear increase ≈ +0.567 % per second (slope ≈ 0.5666 %/s).\n",
       "  - Relative change = (42.291 − 15.0002)/15.0002 ≈ +181.9 % (increase).\n",
       "- Stage 1 shows a monotonic decrease from 21.6026 % at t = 0 s to 9.32378 % at t = 48.1638 s.\n",
       "  - Average linear decrease ≈ −0.255 % per second (slope ≈ −0.2549 %/s).\n",
       "  - Relative change = (9.32378 − 21.6026)/21.6026 ≈ −56.9 % (decrease).\n",
       "\n",
       "<h4>Interpretive notes</h4>\n",
       "\n",
       "- Stage 0 exhibits larger absolute variability (sample std ≈ 9.6 %) than Stage 1 (sample std ≈ 4.15 %), consistent with a strong upward trend and wider range.\n",
       "- Stage 1 exhibits a steady downward trend with smaller spread around its mean.\n",
       "- Time sampling is uniform (Δt = 6.88054 s) and yields clear, monotonic opposing behaviors for the two stages across the 48.16 s start-up window."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 4974\n"
     ]
    }
   ],
   "source": [
    "if cortix_ai:\n",
    "    issues = '+ Title your reponse as: Overview of the Stage Efficiency Data at Start-Up.'\n",
    "    cortix_ai.explain(quant=quant, issues=issues, markdown_header_level='<h4>', markdown_display=markdown_display, save_supporting_info=db_save, print_prompt=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "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 efficiency history at start-up.\n"
     ]
    }
   ],
   "source": [
    "'''Individual reaction efficiency'''\n",
    "\n",
    "quant = stg.efficiency_history()\n",
    "quant.plot(title='Reaction 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+']', legend=stg.rxn_mech.reactions, show=True, figsize=[10,3])\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Reaction efficiency history at start-up.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 6: Reaction efficiency history at start-up.\n",
      "Time [min]    Rxn Eff. [%]\n",
      "          r0      r1      r2      r3      r4      r5      r6      r7      r8\n",
      "                                                                            \n",
      "0.00   0.000   0.000   0.000   0.000   0.000   0.000  35.002  50.000  50.000\n",
      "0.06   6.372   6.507   6.645   2.418   2.445   1.934  37.458  49.910  49.642\n",
      "0.11  12.135  12.589  13.066   4.736   4.827   3.830  39.608  49.839  49.359\n",
      "0.17  17.277  18.105  19.026   7.031   7.209   5.751  41.489  49.783  49.140\n",
      "0.23  21.835  23.048  24.451   9.311   9.590   7.704  43.133  49.741  48.972\n",
      "0.29  25.843  27.393  29.272  11.579  11.969   9.692  44.570  49.710  48.847\n",
      "0.34  29.350  31.169  33.491  13.833  14.340  11.711  45.825  49.688  48.758\n",
      "0.40  32.408  34.418  37.137  16.062  16.691  13.752  46.920  49.674  48.698\n",
      "0.46  35.066  37.193  40.254  18.256  19.007  15.801  47.876  49.665  48.661\n",
      "0.52  37.369  39.548  42.895  20.397  21.271  17.840  48.710  49.661  48.644\n",
      "0.57  39.360  41.537  45.112  22.472  23.464  19.849  49.437  49.662  48.643\n",
      "0.63  41.076  43.209  46.955  24.464  25.568  21.810  50.072  49.665  48.654\n",
      "0.69  42.551  44.609  48.473  26.363  27.571  23.705  50.625  49.671  48.675\n",
      "0.75  43.816  45.774  49.708  28.160  29.459  25.522  51.107  49.678  48.704\n",
      "0.80  44.898  46.741  50.700  29.848  31.227  27.250  51.528  49.688  48.739\n",
      "0.86  45.819  47.540  51.486  31.426  32.871  28.882  51.894  49.698  48.779\n"
     ]
    }
   ],
   "source": [
    "'''Individual reaction efficiency'''\n",
    "\n",
    "quant = stg.efficiency_history()\n",
    "\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": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<h4>Overview of Individual Reaction Efficiency at Start-Up</h4>\n",
       "\n",
       "<h4>Dataset and time base</h4>\n",
       "\n",
       "Times are given in seconds: 0, 6.88054, 13.7611, 20.6416, 27.5221, 34.4027, 41.2832, 48.1638. Column headers 0–8 correspond to the ordered reactions (listed below in chemically formatted form). The dependent quantity is reaction efficiency in % measured at each time.\n",
       "\n",
       "<h4>Per-reaction analysis</h4>\n",
       "\n",
       "- [C₄H₉O]₃PO(o) + H₂O(a) <-> H₂O·[C₄H₉O]₃PO(o): starts 0%, rises monotonically to 44.90% at 48.16 s (steady increase across all time points).\n",
       "- 2 [C₄H₉O]₃PO(o) + 2 H₂O(a) <-> [H₂O]₂·[[C₄H₉O]₃PO]₂(o): starts 0%, rises monotonically to 46.74% at 48.16 s.\n",
       "- 3 [C₄H₉O]₃PO(o) + 6 H₂O(a) <-> [H₂O]₆·[[C₄H₉O]₃PO]₃(o): starts 0%, grows to 50.70% at 48.16 s (crosses 50% by the final time point).\n",
       "- H⁺(a) + NO₃⁻(a) + [C₄H₉O]₃PO(o) <-> HNO₃·[C₄H₉O]₃PO(o): starts 0%, increases monotonically to 29.85% at 48.16 s.\n",
       "- H⁺(a) + NO₃⁻(a) + 2 [C₄H₉O]₃PO(o) <-> HNO₃·[[C₄H₉O]₃PO]₂(o): starts 0%, increases monotonically to 31.23% at 48.16 s.\n",
       "- UO₂²⁺(a) + 2 NO₃⁻(a) + 2 [C₄H₉O]₃PO(o) <-> UO₂[NO₃]₂·[[C₄H₉O]₃PO]₂(o): starts at 35.00%, increases monotonically to 51.53% at 48.16 s (crosses 50% between 34.40 s and 41.28 s).\n",
       "- H₂O(a) <-> H₂O(v): starts 50.00%, shows a slight decrease then stabilizes near 49.66–49.84% (final 49.69%), effectively near-constant.\n",
       "- O₂(v) <-> O₂(a): starts 50.00%, small decline to ~48.64–48.97% and ends at 48.74% (minor net drop ~1.26 percentage points).\n",
       "- N₂(v) <-> N₂(a): starts 50.00%, small decline to ~48.64–48.76% and ends at 48.74% (very slight decrease and minor recovery toward the end).\n",
       "\n",
       "<h4>Summary observations</h4>\n",
       "\n",
       "- All reactions show monotonic trends (no reversals or oscillations) over the 0–48 s window: seven reactions increase from their start values, two (gaseous exchange O₂, N₂ and H₂O gas–liquid exchange) remain near 50% with minor decreases.\n",
       "- Reactions with highest final efficiencies: reaction 6 (UO₂ complexation) 51.53% and reaction 2 (trimer hydration complex) 50.70%; both exceed 50% by the last sample.\n",
       "- Reactions 0–2 (simple to higher-order PO species hydration) exhibit the largest absolute increases from 0% to ~45–51% over the measurement period.\n",
       "- Time scale: significant changes occur continuously across the eight measurements (~6.88 s spacing); major crossovers past 50% occur by ~41 s for reaction 6 and only at the final timestamp for reaction 2."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 6907\n"
     ]
    }
   ],
   "source": [
    "if cortix_ai:\n",
    "    issues = '+ Title your reponse as: Overview of Individual Reaction Efficiency at Start-Up.'\n",
    "    cortix_ai.explain(quant=quant, issues=issues, markdown_header_level='<h4>', markdown_display=markdown_display, save_supporting_info=db_save, print_prompt=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reaction Rate Density\n",
    "This quantity only makes sense per volume of the mixture."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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5ciVWr14teSw+Pl5pIh/Rp+DHH3/EDz/8IEpWNjExwYwZM/DixQv8+OOPcHR01KhvW1tbfPfddwgKCsKsWbNEFbuioqLQpk0brU0rq02jRo1CXFycfHnu3LmoWrWq1vpfu3atpO37779XuRpaixYt8MUXX4jaXrx4gTNnzmglvrzExsZi3759ojZDQ0PMmzdP5T7mzZsHAwMDUduGDRsKJdkwJiYG//vf/yTtzZo1g6+vL0qVKlXgMRwcHPD333/jm2++KXBfynz48AEXL14UtZUqVUqSBElERERERETFm0H+qxAREREREZGqOnfuLGnLzs7GkydP0LRpU437zcrKwp07d/D69WtERkYiNjYWFhYWsLOzQ9WqVdGgQQOtVX3J8f79ezx58gSvXr1CfHw8Pnz4AAsLC9jY2KBixYrw8PDQyo3NvERGRsLf3x+RkZGIiopCSkoKzM3NUaZMGVSvXh01atSAiYmJTmMoTOnp6bh58ybevXuHiIgIJCcnw9bWFvb29qhVq5ZWEwby8vbtW9y6dQuvX79GSkoKbGxsULZsWTRv3lxSJamkadasGSwsLJCQkCBqf/ToEerVq6dRnx8+fMCzZ8/w5MkTREVFISEhAQYGBrC2tkaZMmVQv359uLi4aCH6whMXF4dbt24hPDwckZGRSEtLQ5kyZWBvbw8PDw+UK1euqEPUuvHjx+P27dvYunWrqP3vv//G+fPn0bZt2wL1n5KSAj8/P4SFhSEyMlK+f9vZ2aF+/fqoVKlSgfpXRXx8PG7cuIHnz58jPj4eZmZmsLOzQ8OGDeHm5qa1cTIyMvD48WMEBgYiJiYGCQkJkMlkKF26NKysrFCxYkVUrly5xO0Xn5LFixdj8eLForZ69eph7969Wv0smJiY4Oeff0avXr3g5eUlr1SZlJSEHj164MaNG4Xy2VfFli1bcOLECfly48aNlSZ3aSo5ORl//fWXqK1UqVIYOnSoWv2MGTMGx44dE7Xt2bMHnTp1KmiIeTp06BDS09NFbb169VLrusDBwQE9e/bEwYMH5W3v37/H5cuX0bp1a22FqtTChQtFiZgAYGZmhh07dkBfX19r4+jp6eksWS8kJERS2bBatWowNzfXyXhFJSsrC0FBQXjy5Anev3+PhIQEZGVlwdraGtbW1nBzc0OdOnXyrUapLc+fP8e9e/fw7t07JCUlwcjICA4ODhgyZEihjP9f9ujRI9y9exehoaFIT0+Hvb09nJyc0Lx5c5iZmRV1eEREREREmhOIiIiIiIhICA4OFgCI/lq1aqVRXxYWFpK+jh49qlFfZ86cEby8vAQrKytJnx//2draCkOGDBEeP36s0TiCIAiRkZHChg0bhK+++kooW7ZsnuMBEIyMjISWLVsK+/fvF7KysjQeV1FoaKgwbdo0oW7duoJMJss3hjZt2gi///67EB0dLelr69at+T6P/P5y+xxcuHBBsu6FCxc0es5nzpwRevToIZiZmeUZS+XKlYVvv/1WCA0N1WgcZ2dnUX/e3t6ixw8dOiR89tlnuY4vk8mExo0bCydOnNBo/IJSjMfZ2VmjfurWrSvpa8WKFSpvn52dLfzzzz/CDz/8IDRu3FgwMDDI93Pk5OQkTJ48WXj9+rXK4+jy86tMSkqKsGzZMqFp06aCvr5+nv3WqlVLWLhwoZCUlKRy/9oye/ZsSTxbt27VSt8pKSmCvb29pP/u3btr1F9GRoawceNGoW3btoKRkVGer6mrq6swbdo0pcey/Hh7e+e5bwQEBAh9+vQRDA0Ncx3f2dlZWLlypZCenq7RcxUEQTh//rzQt29foXTp0ip9PsuUKSN069ZN2LBhgxAZGVng5/mxgu47AITg4GBBEAQhKytLcHFxET1WqVIlITs7W+PXShAE4ffff5eMeeTIkQL1qYrjx49Lzq9ffvml8OHDB52OGx4eLnh4eIjGrV+/vpCRkaHTcVXx9u1bwdLSUh6XkZGREBgYKH9c2fF49uzZao1x7NgxSR9dunRRO9aMjAzJ9YKDg0OBP4/58fLyksS/b98+tfvZs2ePpJ8ffvhBBxH/n+TkZNH7m/M3d+5cnY6rbdeuXZM8h6ZNm+p8XGXnXXX/FK85FT19+lRYsGCB0LFjR8HU1DTf/iwtLQUvLy/hxo0bGj+vvPbppKQkYcGCBULlypVzjaGwXpuCUjx3Atq7bmrVqpWkb1W+D+X1nSQtLU347bffhEqVKuX6mpUuXVro06ePcO/ePa08DyIiIiKiwsZpcImIiIiIiLRM2a/8Fat45efBgwdo164dOnToAF9fX0klEEXR0dHYvn07ateujbFjxyItLU2t8QYMGIBy5cph9OjR2L9/P8LDw/PdJj09HZcvX8ZXX32F2rVr4+HDh2qNqSglJQXffvstKleujAULFuD+/fuiqflyi+HChQv43//+h/LlyyMkJKRAMRS2oKAgdOrUCR06dMDRo0eRlJSU7/q//fYbqlSpgnnz5mlt2rj4+Hj06NEDnp6euHHjRq7rCYKAmzdv4osvvsDQoUMl1V1KioLso5cuXYKzszM+//xzLF68GDdv3lTpdXj37h2WL18OV1dXzJw5s1Cm/FPHpk2b4Orqiu+++w7Xr19HVlZWnus/fPgQU6dOhaurK3x9fQspSt0rXbo0JkyYIGk/ceIEYmJi1OrryJEjqFGjBkaNGoXz589LKlIpevnyJRYsWIBKlSopnZJXE4IgYObMmXB3d8fBgweRkZGR67qvX7/GpEmT0KRJE0RERKg1TmxsLDw9PdG2bVvs27cPHz58UGm7qKgoHDt2DKNHjy7W0w3r6elh7Nixorbg4GCcOnWqQP2uW7dOtOzk5IRu3boVqM/8hISEwNvbW3R+HTJkCPbs2aPzarn29vY4deoUateuLW+7e/eupMJfURg5ciTi4+PlyzNmzECtWrW0OsaVK1ckbZ9//rna/RgYGOCzzz4TtYWFheH58+cax6YKbcXfokULlfrWpkOHDoneX+DfKXxHjRql03G1Tdk++vr16yKIRHuio6PRsGFDVK9eHdOmTcPp06eRnJyc73bx8fHw9fXFZ599hl69euX7XUkdfn5+qFmzJqZNmyavBkqF4+XLl2jYsCG+/fZbBAcH57rehw8fcPDgQTRq1Ag//fRTsbuuJiIiIiLKD5P1iIiIiIiItEzZzSJ1pqf666+/0LRpU5w/f17tsbOysrB+/Xq0bt1arWSLa9euFSjx6vHjx/jss89w9uxZjbZ/8+YNmjdvjt9//13lJA9FaWlp+SbDFCf+/v5o1qwZTp8+rfa2ycnJmDVrFvr27at2Yqai6OhofP7555Kp+fKzbds2tafuKy4Kso8GBwfj7du3Go+dmZmJ+fPno2fPnsUi2TEjIwMjR47EqFGjEBoaqvb24eHh+OqrrzBv3jwdRFc0xo8fDwMDA1FbVlYWTp48qdL2giBg9uzZ6N27N168eKH2+AkJCZg4cSLGjBmTb9JkXrKzszF48GDMnz9frX4CAgLQsmXLfJOHc8TGxqJ169Y4fPiwpqGWCCNHjpQkyqxdu1bj/s6fP4+nT5+K2kaPHq3V6TiV+d///oeoqCj5ctu2bbF582adj5vD2toaf//9N6ytreVtc+fO1Whf0ZaNGzeKEi/r1auHqVOnan0cf39/SVvTpk016qtZs2Yq9a8t79+/l/yQo2LFiihfvrzafTk6OqJixYqitnv37hXoeJefo0ePStp69uwJBwcHnY2pC8riDQkJwdWrV4sgGu1ITExEQEBAgfr4888/0bhxY7x7967A8eRMyfzmzZsC90XqCQ4ORvPmzdX6AVhmZiYWLFiAoUOHMmGPiIiIiEoUg/xXISIiIiIiIlW9fPkSKSkpknZXV1eVtt+9ezcGDx4sudlgZGSEtm3bokmTJqhQoQIsLS2RlJSEV69e4dy5c/jnn39E69+4cQOenp64cOECDA0N1XoO+vr6aNiwIWrVqgU3NzfY2trCwsICgiAgISEBz58/x40bN3D16lVRnElJSejXrx8CAgJQoUIFlcd78+YNGjdurLSaX+nSpdGiRQu0bNkSZcuWhaWlJRITExEWFoaAgABcu3Ytz2p6NjY2qFevHoB/q/A9fvxY9HiFChVgY2OTZ3xVqlRR+bmo6vHjx2jdurXSZJiqVauid+/eqFKlCiwsLBAWFoabN28qrbzn6+uL1NRUtRPtcmRmZqJXr14IDAyUtzVo0ACdOnVC5cqVYWVlhZiYGPj5+SmtSrNr1y706tULXl5eGo1fFD58+KA0KUTVfVSRg4MDGjVqhBo1asDFxQUWFhYwMTFBcnIyIiIi8ODBA5w8eVKSPHvs2DH89NNPeVaU0vXnNzs7G7169cKJEyckj5UvXx7t2rVDgwYNUKZMGZQqVQoxMTEICAjA33//LbqJLQgCZs2ahTJlymDcuHF5xlMSlClTBvXq1ZMkvly7dg0DBgzId/tx48Zh/fr1knYbGxt06NABjRo1gr29PUxMTBAXF4eHDx/i5MmTksStDRs2wMrKCosWLdLoeUyfPh27du2SL1eoUAFdu3ZFnTp1UKZMGSQlJeHx48c4ePCgpHrN06dPMXXqVKxatSrfcb799lvcv39f0l6tWjW0b99efh4xNjZGUlIS4uLi8OzZMwQGBsLPz6/ACce5ydl3AODFixeiSk2mpqYqHduNjIzk/7a1tUW/fv3g4+Mjbzt+/Djevn2r1jkvh2Kin4GBAUaOHKl2P+q4dOkS9u/fL192dHTE/v37JcmpirKysnDo0CEcPHgQ/v7+CA0Nhb6+PhwdHVGjRg3069cP3bt3V7kyn5OTE1atWoWBAwcC+DfZftmyZQVKftTUmzdv8N1338mXDQwMsGXLFrWvnVTx5MkTSZum1xjKzlmKxxBt0mbswL/xf3weSUlJwdu3b+Hi4qJxn3m5ePGipK1t27Y6GUuXypUrBxcXF7x69UrUPmrUKFy8eBH29vY6GdfBwUF+TE1KSsLLly9Fj7u6uiqtWvwxxQTN3JiZmcHDwwM1atRA1apVYWlpCXNzc6SnpyM2NhaPHj3ChQsXJNdEz58/R9++fXHp0qV8j2m5CQsLg6enJ1JTU+VtjRs3RseOHeHs7Axzc3OEhobi0aNHOHDgAIDCfW0+ZRkZGfD09BR9H6xWrRo8PT3lr2FYWBiuXLmCEydOiN4jANixYwesra2xfPnywg6diIiIiEgzRTgFLxERERERUbERHBwsABD9tWrVSu1+Fi1aJOnH2tpayMrKynfbwMBAwcTERLStgYGB8P333wsRERF5bhsQECA0atRIMvaUKVNUirtq1aqCp6encOjQISEuLk6lbV69eiX0799fMmbXrl1V2l4QBOHDhw+Cu7u7pA8jIyPh+++/F2JiYvLcPjs7W7h27ZowduxYoVSpUkJwcHCu6yp7j7du3apyrIouXLgg6e/ChQv5bpeamirUq1dPsq2NjY2wY8eOXLeLiYkRhg4dKtkOgPDHH3+oFLOzs7Nou1KlSsn/Xa1aNeHcuXO5bhsRESF06tRJMrabm5tKY2uD4tjOzs5q97Fv3z5JP/r6+vnuYzm2bt0qVK5cWZg/f75w7949lbbJzMwUdu7cKTg4OIjGlclkws2bN1XqQ9ufX0EQhFmzZkn6dHJyEvbv3y9kZmbmul1GRoawceNGwczMTLLf+vv7FygmVcyePVvrr4WiiRMnSsZo2rRpvttt2bJF6b69fv164cOHD7lul52dLRw6dEiwt7eXbP/XX3/lO663t7fkvZDJZAIAwdzcXNiwYUOu72laWprw448/Kt0v3r17l+e4b968kY+T82dnZyccPXo035gFQRCSkpKEw4cPC127dhUGDBig9vNU9RjQqlWrAp/fBUEQbt++LXmdZs6cqXY/oaGhgqGhoagfLy8vjWJSR9u2bUVjHjp0KN9trl+/LtSpU0fpuefjv/LlywuHDx8WBEF6fszt3NiuXTv5OiYmJvme87UtOztbaN++vSjWqVOnKl1369atkuc8e/ZslcdKS0sT9PT0JNd4eR1r86LsGmTw4MEa9aWKTZs2ScYbNmyYxv0p7ssA8rwGKYg3b94o/czevn1bJ+Pp2pQpU5Q+nzJlygjLli0ToqOjdTq+pte/uQkODhasrKyEiRMnChcvXhTS09NV2u7q1atKv0MsWbJE5bGVnfdy/l23bl3h2rVruW6r7Jyu7ddGW5Ttb9q6blI8v6r6nPP6TmJlZSX4+Pjkuu379++Fbt26ScaVyWTF4vUmIiIiIlIFp8ElIiIiIiLSktDQUCxdulTS3r9/f+jp5f31Kzs7G/369RNV5TM1NcXp06exePFi2NnZ5bl9/fr1ce3aNXTo0EHUvmLFCpWmhLp16xYOHjyI3r17w9LSMt/1AcDZ2Rm7d+/GnDlzRO0nTpxQubrLnDlzcPv2bVGbpaUlTp48icWLF4umyVNGJpOhadOmWLt2LV6/fq2ziiLatGzZMty7d0/UZmNjgwsXLmDQoEG5bmdtbY2tW7fip59+kjz2448/4v3792rHklOVwsPDA9evX8+zyoydnR3+/PNP1K5dW9T+5MkTSWXH4iopKQmzZ8+WtHfq1CnffSxHnz598OLFC0yfPh1169ZVaRt9fX0MHDgQfn5+ouopgiDg999/Vy14Lbt+/Trmz58vamvatCkCAwPx5Zdf5jklZk4FsH/++QcWFhby9vT0dMyYMUNnMRcmDw8PSVtQUFCe27x69QoTJ04UtVWrVg337t3D6NGj86w6JpPJ0Lt3b9y+fRtOTk6ix6ZOnQpBENSI/t/3QhAE2NjY4MqVKxg1alSu76mRkREWLlyIUaNGidqzsrKwdevWPMc5evSoJLYDBw6ge/fuKsVpamqKXr164dixY9i4caNK2xSlRo0a4bPPPhO1bdq0Se0prTdt2oSMjAxRm66rUvr7++P8+fPy5Y4dO6J37955bnPs2DG0adMGDx48yLf/kJAQ9O7dGwsXLlQ5po8r2qWkpGDnzp0qb6sN69atw9mzZ+XLbm5ukmsabYmMjJRUTS5fvrzG0w8rq+aorEKxtoSFhakUg6oKM35l16SGhoYqn8OLmylTpiit1BYVFYXvvvsOZcuWRevWrTF79mycOHFCUtm3uClfvjxCQkKwcuVKtGrVSuWqls2aNcOVK1fQuXNnUfuKFSvUPibnyJmKuXnz5rhy5Uqe01SrWkmUVJPzncTc3BynT5+Gt7d3ruuWL18ef/75J/r37y9qFwQBo0eP5nS4RERERFQiMFmPiIiIiIhIC16+fInOnTsjMjJS1G5qaopp06blu/3BgwdFU5ECwNatW9GmTRuVYzAyMsKBAwdQpkwZeVt6ejp+++23fLdVNUFPmVmzZokSWwRBwObNm/PdLiYmBqtXrxa1yWQy7N+/X63nnSNnWsniLCMjQ+m0kj4+PirfNP7ll18kNybT0tIkr6WqrKys4Ovrm+90qgBgbGysdNrWU6dOaTR2YYqIiECPHj0kU/np6elh7ty5Kvdjbm4OmUymUQwVK1bEmjVrRG0HDhyQTC9cGObPny+6mVm+fHmcOHFCrWNBvXr1JM/n77//liSjlkTKEn8jIiIkCVYfW7JkiSTh+uTJk5Lku7xUqFABe/fuFbU9fPhQ46mut27dKpoONi8LFy6UJB/kt28rJjBWrVoVrVq1Ui/I/6+4H79zTJgwQbQcGhqKI0eOqLx9VlYWNmzYIGqrXr26zqfk3LZtm2hZWeL3xwICAtCnTx/JVIMAYGFhgerVq8PFxUU0VTAATJs2Ld8kzxydO3dGpUqV5MtnzpxRaTttCA4Oxg8//CBf1tPTw+bNm2FsbKyT8WJiYiRt+U2NmRdl20ZHR2vcX35Kcvxv376VtNna2upkquPCULZsWWzfvj3XHwJlZmbi0qVLmDt3Lrp27YqyZcuiYsWK6N27N5YtW4abN29qnMymC0ZGRihdurRG25YqVQrbtm0TnT/evn2L06dPaxyPpaUl9u3bJ/oxAhWelStXKv3BhCI9PT34+PigWrVqovbnz5/jxIkTugqPiIiIiEhrmKxHRERERESkgdTUVLx//x7Hjx/H6NGjUbduXdy/f1+y3oYNG1RK1Fi0aJFouXXr1vjyyy/VjsvS0hKTJ08WtR0+fFjtftQhk8kwePBgUZsqldZWr16NpKQkUdvo0aPRsWNHrcZXnBw8eBChoaGiti+++ELlKlQ5Vq1aJanGs2HDhjwTiXIzefJkUbW3/HTs2FFShc7f31/tcXUtPT0d4eHhOHv2LL777ju4ubnhwoULkvXmz5+PRo0aFVpcXbp0ESXUZmZmws/Pr9DGB4DAwEDJjcxff/0VVlZWavc1YMAAVK1aVdSmTuJScaXstRAEAYmJiUrXj4yMlCQoff/996JEJFU1b94c7dq1E7Vpchxv1aoVevToofL6NjY2+OKLL0Rtd+/ezbNCjeLrYWtrq16QJdBXX30lSeZcu3atytsfP35ckjw0ZswYrcSWG0EQsH//fvly/fr180yqTE9Px8CBA5Geni5q9/T0hJ+fH+Li4vDkyRMEBwcjLi4Ohw4dElVd3b59u0pxyWQyUXL+5cuX5ZWtdEkQBAwfPlx0DTJp0iQ0a9ZMZ2MmJydL2jRNUMpt24+ThbWtJMcfGxsradPkfFec9O7dGwcOHFA5oezt27c4cuQIpkyZgiZNmqB8+fKYPHmySlUzizt7e3vJj1gKUvH522+/haOjY0HDIg24u7tjyJAhKq9vZGSEZcuWSdrXrVunzbCIiIiIiHSCyXpERERERES5uHTpEmQymdK/0qVLw8nJCd26dcPGjRslNxhNTEywa9cuDBgwIN9xXr16JUl2GjlypMZxd+3aVdL/69evNe5PFYrJOnfu3Mk3cezo0aOiZZlMhilTpmg9tuJEWdWg8ePHq92Pq6srOnXqJGqLjo7GnTt31O5LcerL/Ojr60uS21Sd9ljbXr9+nes+amxsDAcHB3To0AG//fab5Ga9vr4+lixZolLlS23S09ODq6urqO3GjRuFGoOvr69o2dzcHH379tWoL5lMhi5duojaLl68qGloxUZuU3B/+PBBafvx48clj2nzOK7Ja6ruvg0AjRs3Fi0nJSXlOcW2YnLegwcPiqRSZGEyMjKSvLYXLlzAs2fPVNpeMYmgdOnSGDp0qLbCUyowMFA0xaiXl1ee6+/duxePHz8Wta1atQoHDx5E48aNRdVFS5cuLZ/CuU+fPmrH9nHSYHx8PF6+fKl2H+patWqVaJ+qXLkyfv31V52OqeyaqCDTaCpLdlNMrtSmkhy/suN2QSpKFxeenp64f/8+hg4dqvZ0ypGRkVixYgXq1auHwYMH53mcLwkUv4doel0lk8kwfPhwbYREGhg5cqTa1au/+OILyQ/jzp07p9EPmIiIiIiICpNBUQdARERERET0KclJepk1axYqVKig0jaXLl2StDVv3lzjGJRVcgoICICzs7PKfSQlJeHy5cu4f/8+Hj16hOjoaCQkJCA5OVlplSXFCnlpaWkIDw/PtapgQkICAgICRG1NmzZFlSpVVI6xJLp69apo2dTUVFINRFVfffWVpDra1atX0aRJE5X7cHV11ah6iGKyWUlKzjE2NkbPnj0xe/Zs1KxZUyt9BgYG4tatW7h//z5ev36NhIQEJCYmIi0tTen6L168EC2/efNGK3GoSvGY07BhwwIlXSgecxT37ZIot2pyud1EVnxNnZ2dC1SZR/E1ffXqFeLi4tSqBqXJdLSK+zbw7/6d2/lM8XiTnJyMfv36YdeuXSpNrV1SjR07FosWLZJPJSkIAtatW5fvtPPBwcGSqYX79u2ba3Kotly5ckW0nF81V8Xp2sePHy+Z/leRsbExdu7ciadPnyIwMFDl2BQ/WxEREZJpDbXp5cuXmDp1qnxZJpNh48aNRTINs6ZTque2rSAIBQlHKzEUZFtdxa+s34LEXpw4Oztj69at+Pnnn7Fr1y7s3btXaaXv3AiCgJ07d+L06dPw9fVFixYtdBit6t6/f49r167h/v37ePbsGeLj45GQkIAPHz4ofT/DwsJEy5peV1WpUkWtqetJu3r16qX2Nnp6eujZsydWr14tb0tNTcXdu3dVmk6XiIiIiKioMFmPiIiIiIhIi9zd3TFp0iSVE/UAaQIXoNnNirxERUWptJ6/vz+WLFmCo0eP5lpBSlVxcXG53vC6efOmZKq7giQolgTJycmSyksNGjRQuxpKDmU3oNStrKdYiURVihVpSlKyXs2aNTF+/PgCJ+qlpaVh5cqV2Lp1Kx49elSgvuLi4gq0vTqysrIkFWfu37+P+vXra9xnTEyMaDk+Ph4ZGRkwNDTUuM+iltt7ktu0j4rH8aioqAK9pooJ0Dl9qpqsV6pUKY0SDpRVm8pr/+7UqRPKlSsnmt775MmTqFy5MgYOHAgvLy98/vnnJfqzoIyTkxN69uyJgwcPytt8fHzwyy+/5Dk16Pr16yWJoOPGjdNZnDkePnwo/3epUqVQq1atXNeNjY3F7du3Rev//PPPKo1TqlQpzJs3D71791Y5to+nBQf+rfilK9nZ2Rg2bJioGvKoUaPQtm1bnY2ZQ9k+UJDrLGXbGhkZadxffkpy/Mr2ycI87xaGihUrYtq0aZg2bRoiIyPxzz//4Pr167hz5w4CAgIk52lFERER6NSpE65cuSKpnlyYfH19sWbNGly6dCnPKdjzo+n727BhQ43HpIJxdHRE2bJlNdpW2fvm7+/PZD0iIiIiKtaYrEdERERERJQLU1NTpZXeMjIyEBsbK0pOyHHhwgV4eHjAx8cH/fv3V2mcd+/eSdru3bunfsB5iI6OzvPxjIwM/O9//8PatWsLdHPsY3kleHw8HV+OOnXqaGXc4io6OlpSDaRGjRoa9+fm5gY9PT3R+6VqUmYOTStfKd60z6kuVdgMDQ2VJt1lZmYiPj4e79+/l7zmAQEBaNOmDRYvXqzxtMtXr16Ft7e31qZrLMxkx+joaKSmporaYmNjJdMEF1RMTIzGN12LA2Wvh56eHszMzJSur3gcT05O1slxXNXqo9ratwHl01/mKF26NFatWgUvLy/RvhYfH481a9ZgzZo1MDExQdOmTdGkSRM0adIELVq00HklucIwceJEUbJebGws9u3bl+uUtunp6diyZYuorWHDhpKph3Xh+fPn8n/XrFkzzyTxGzduiN7L9u3bSxLq8tK9e3eYm5sjMTFRpfWNjY1Fy7lVJNWG5cuXi6oMOjk5YcmSJTob72PKKvdpO9nN1NRU4/7yU5LjV3Y8/NSS9T5mZ2eH3r17i5Jmg4KCcOXKFfz11184ceKE0tf/w4cP6N27N548eVLolSZDQkIwePBgnD9/Xiv9aXpdZW9vr5XxC2rWrFk4evSoWtuMHTsWY8eO1VFEule9enWNt3Vzc5O0RUREFCQcIiIiIiKdY7IeERERERFRLtzd3XHx4sVcH4+JicFff/2FhQsX4smTJ/L29PR0DB48GGZmZvlONQfkn0inDXndUM3IyMCXX36JP//8U6tj5pXgoazCx6eQvJEXZck/6kxpqUhPTw8WFhaiG875VU5RVNKrXZUvXx53797N9fGkpCScOnUKS5YsgZ+fn7xdEAR8//33MDExwfjx49Ua88KFC+jWrZuoMlNB5bWvaFthHG+AgiVxFAfKEorLli2ba3Wpwni+6oxRmPu2p6cndu7cidGjRyM5OVnyeEpKCs6dO4dz584B+PfY1aBBA3z55ZcYMGCAWpVoi5PWrVujVq1aoqp169atyzVZ7+DBg5KqcYVRVQ8QV6tzcHDIc13FxFN1KxPp6+ujYcOGkqmhc6OYNGVnZ6fWeKp6/vw5pk+fLmpbv349LCwsdDKeIltbW0mbsgqaqlK2rbIxtKUkx6+symhMTAwyMzNhYPDfuD1SuXJlVK5cGd7e3oiOjsaiRYvw22+/Sapcv337FmvWrNH4xwyaeP/+PVq3bo0XL15orU9Nf0RSWMeD/Lx580bthH/FqYBLGmWVfQuy7aeckEtEREREnwa9og6AiIiIiIiopLKxsYG3tzfu3r2Lfv36iR7LysrCoEGD8OrVq3z70XZFK3UtWrRIaaKeo6Mjxo8fj507d+L69et4+/Yt4uLikJqaCkEQRH8XLlxQa8yEhARJW24Vqz4VyqoMFbSKjOL2qlYy+q8wMzNDnz59cP36dXz33XeSx7/55hvcvHlT5f5iY2PRt29fSaKenp4eOnbsiAULFuDkyZN4+PAhoqKikJSUhKysLMn+0qpVqwI/N00V9fGmpFD2uahcubLSdfmaAgMGDMDTp08xfvx4mJub57ludnY2/P39MXXqVLi6umLkyJE6nfpUlyZMmCBa9vPzQ0BAgNJ1165dK1q2tLRUuQJvQX2cRJlfMopi0rcmlabUqar59u1b0bI6VfzUMXnyZFHC66BBg/DFF1/oZCxl7OzsoKcn/q/40NBQjasZK75ugHqvu7qU9a2sMrSqCjN+ZRW70tPTcf/+fZ2MV9zZ2tpi8eLFOHHihNKphzdt2lSo8QwdOlRpol79+vUxbdo0HD58GHfu3EFYWBgSEhKQnp4uua6aPXu2VmL5VJM3lT0vxSrLmlL2QwJNXseCfCdSti2/ExERERFRcfdpfvsgIiIiIiIqRMbGxtixYwfCw8NFSWsJCQkYMWKEvJpQbkqXLi1p+/DhA0qVKqX1WBVFRERgwYIFojYDAwMsWbIEEydOVPlmi7pVpZQlCxSkQktJoCyBRVkVKnUobp9fksx/lUwmw9KlSxEREYEdO3bI2zMyMuDt7Y179+4pvWGt6Ndff5UkFbm7u2P37t2oWrWqyvEUZdU5Zcebvn37Yu/evUUQTfF1/fp1SVvDhg2VrqvsNW3SpAlu3Lih9biKM0dHR6xevRpLly7FyZMncf78eVy5cgWBgYGS6k05MjIysHnzZhw/fhzHjx/P9TUurgYPHoxp06aJplxcu3YtNmzYIFrv4cOHoulXc7bV5bSluVFMGCtqt27dkv9bX18flSpV0sk4ISEhouUbN26gfv36Km+vrHLtunXrcOTIEVGbu7u70mQnIyMjlC9fXpTglpGRgZCQEKWV3/Lz5s0bSZuuXrvc+n79+rXG/RVm/BUrVkSZMmUQFRUlar9582aJO+ZoU8eOHTFnzhz89NNPovanT5/i3bt3Gn0u1XX8+HGcPXtW1GZvb48dO3agY8eOKvdT0qv56pqySt7a+t6lrB9NqqUX5DuRsm35nYiIiIiIirvi9b8zREREREREJZSBgQG2b98uSUI7f/489u3bl+e2yqrIqDudqaaOHj0qqRK2aNEifPPNN2pVRVA3XmVTnX3q1amU3bgqyBRN2dnZkgqFNjY2Gvf3X7BmzRo4OzuL2p48eYLff/9dpe0VE9oqVKiAs2fPqpWoBxTe/q1MUR5vSorw8HAEBgZK2ps3b650fSsrK8nx8r/8mpYuXRq9e/fGypUrcffuXcTFxeHMmTOYPXs2mjRpojRZLCwsDF27di20aZq1xczMDN7e3qK23bt3S47NilX1AGDs2LE6je1jHycF5pegoXiu0qTqoTrbHD16VP5vDw+PQpuG8sWLF7h3757Kf8oqwYWHh0vWy2sqT2UV3jSd+vPly5eSNjc3N436UoU2Ywek8ZcuXRoVK1bUuL/8tG7dWtJ2/vx5nY1XUowfP17p9f6zZ88KZfw9e/aIlvX19fHXX3+plagHfHrnXB8fH0n1wPz+5syZk2t/2v4Okl8/miTrfZz0ro1tlSUoEhEREREVJ0zWIyIiIiIi0hInJyfMnTtX0v7TTz8hIyMj1+2UTftVkGol6jhz5oxo2draGpMmTVK7n6CgILXWd3BwkLR96tORlSlTBjKZTNT2+PFjjft7+vSpZPo8XU0f+KkwMzPD8uXLJe0LFizI90bv48ePJVP+ff3117C0tFQrhoyMjAJNHVhQdnZ2ks9hYR1vSopVq1ZJKsEZGhqic+fOSteXyWSws7MTtb1//x6ZmZk6i7EkMTMzQ/v27TFnzhzcuHEDr1+/xrRp0yTVY8PCwrB48eIiilJzEyZMEO1TycnJogqeissA0LJlS9SqVavQYvw4kfv9+/d5rqtYTev27dtqjZWdnY07d+6otO7FixdF58EOHTqoNVZJ06hRI0mbsiqeqrh27ZqkTZdV4pycnCRTIr9+/RqhoaFq9xUSEiI579SrVw/6+voFijEvPXr0kLQdOXIE4eHhOhuzJLC0tES1atUk7YpVCHVF8XtI586d0bhxY7X7Ufd7yH+Nsu8HT548KXC/CQkJkqqlMplMox8PFSRB9OnTp5I2TaZwJyIiIiIqTEzWIyIiIiIi0qJx48ahcuXKoragoCBs3rw5122aNGkiabt8+bLWY1NGsVJMkyZNYGhoqHY/6t5s9vDwkFTyuHr1qtrjliQmJiaSyjR3797NdXrI/Hw8dWAOZYkAJNazZ098/vnnorb4+Ph8k4SUVVVq0aKF2uMHBAQgNTVV7e20pVSpUqhXr56o7dmzZ//5hIUcKSkpWLdunaS9e/fueSZmKh7HU1JS4O/vr/X4PgVOTk749ddfcfr0aUlyzsGDB4soKs1Vq1YN7du3F7V9/BlSVmlv3LhxhRJbjo+vS549ewZBEHJd97PPPhMlH549e1atqlUnT55UqUJSZmYmJk+eLF82MjLCyJEjVR6nJFJ2zvjnn3/U7icrK0ty3VW2bFmlSVfapK34lW3TsmVLjWJSlaenp+QYnpGRoXTK4v8aZec2daprayotLQ0RERGiNk2uq7KysnDz5k1thfVJUpbIq40fSSmrQlyrVi1JMr4q3r17J/k8qErZ9Ra/ExERERFRccdkPSIiIiIiIi0yMjLCrFmzJO2//vor0tLSlG6jrJLMoUOHtB6bMoqVMzSphBAVFYULFy6otY25ubnkxtGNGzcKNKVafpTdeNQ0UU5TzZo1Ey0nJSXh5MmTGvV14MCBfPsn5ebPny9pW7VqVZ5TNyqrMqPJ/pLftNi50ebntyiPOcXd2LFjlb7X33zzTZ7b8TVVX4sWLdC9e3dR28uXLyVTs2uD4v6j7WP/xIkTRcuBgYG4cuUKAEiSP+3t7eHp6anV8fPz8fSoiYmJePjwYa7r2tjYiM7PKSkpSo+ZymRkZGD27NkqrTt+/HhRssioUaN0Og3q3bt31Z5W8uO/rVu3SvqcPXu2ZL2LFy/mGkPr1q1hbGwsajt//jxiY2PVei6nTp2STGfcqVMnSdVUbVNWXdTX11ftfpRtk1vlUm0xNTXFqFGjJO2LFi1CcHCwTscu7pQl6yur+p1DW9cjyqY91+S66sSJE/lO711YisN3DWUaNGgAExMTUdvz58/x/PnzAvV77NgxSVvz5s017u/IkSNqb5OdnY0///xT1FaqVCnUr19f4ziIiIiIiAoDk/WIiIiIiIi0bNCgQahataqo7e3bt9i4caPS9WvWrClZ/+bNmzh//rzOYsxhamoqWtZk2qvVq1drVCmsd+/eomVBELBkyRK1+1GVubm5pK2wb+516tRJ0qasild+goODJUl+ZcqU0ekUeJ+SVq1aoW3btqK25ORkLFq0KNdtFPcVQP39JS4uDlu2bFFrmxza/Pz27NlT0rZ06dL//LStK1askExXCvxbVS+/aj9du3aVVIlbt24d4uLitBniJ+fjJLIcqlRlU5fi/qPtY3+3bt3g4uIialu3bh1u3rwpmRJ2xIgRMDIy0ur4+VFMnjh79mye648fP160/Mcff+RbgSwrKwtjxozJd9rcpKQkeHt7i66JnJyclP7Q4VNjZmaGbt26idpSU1Oxbds2tfpZv369pK1///4Fik0Vnp6eks/u4cOH1aqGFR4eLknIKV++PFq1aqWNEPM0depUSRW5xMREeHt7Izs7W2vjZGdn448//tBaf7r06tUrpVPIKlYJ/5i2rke0cV0FAL/99pva2+hKcfiuoYyBgYHS6xhl1zyqysrKwp49eyTtitfX6tCk0uXff/+Nd+/eidratWunUaV4IiIiIqLCxGQ9IiIiIiIiLdPX11d603nBggW5JrVNnz5d0jZy5Ei1pp7TRLly5UTL165dQ3JyssrbP3z4EAsWLNBo7HHjxsHCwkLUtnHjRpw+fVqj/vJjbm4uqXih7AalLvXu3Vvymh87dgx///23Wv1MmjRJklg1ZswY3phSw88//yxpW7t2ba7TwSq+bwDU/qxOnDhR4+QtbX5+mzdvjtatW0v6+u677zTqr6RLS0vDxIkTRVNy5rCxscGqVavy7cPZ2RmDBw8WtSUkJGDYsGF5Tjn6XxcaGipalslkKFOmjNbHsba2Fi0HBwdr9X3R09OTTG3r6+uLefPmSdYbPXq01sZVVaNGjWBmZiZf3r17d57rDxw4UPQjAkEQMGrUKPTr1w+3b98WvXbp6ek4efIkmjdvrrT6XI6QkBD89ttvqFmzJrZv3y5vNzU1xdGjR2Fvb6/JUytxlE2BvHjxYpWr6129elVSzcrV1VVpdU9ts7GxwVdffSVqU6eaIvBvNcKMjAxR2+jRo6Gnp/vbFLa2tvj9998l7VeuXMFXX32VawVsdYSFhaFLly46S9aLj4/Hzp07tVatTdk1fMOGDZVe8+RQPJ4Cml2PWFpaSqq9qXtdtWnTpjyrWRY2bb02uqBYARYAfv/9d7x9+1aj/v744w+8evVK1Obk5CT5MZY6bt26pVYCYUZGBqZMmSJpHzt2rMYxEBEREREVFibrERERERER6cCAAQMkFYNCQkJyraI2aNAgyfrBwcH44osvEBISolEMCQkJWLx4MXbu3JnrOopVFpKSkpQmMSnz6tUr9OjRQ+Obm5aWlpLkGEEQ0LdvX41uvEVEROQ5faKenh5q1qwpajt16pRWq6nkx9DQEJMmTZK0DxkyBI8ePVKpj1mzZuH48eOitlKlSkkqIVHePv/8c0lyQ0pKSq7Jpw0aNBAluwDA8uXLJdU8cjN37lzs2rVLs2Ch/c/v/PnzJVMmrlixQj6toyYCAwMxZMgQtad0LCppaWnYsWMH3N3dsXr1asnjRkZG2LNnj8pTc86aNUsyxeWRI0cwevRojY+Tr169wqRJkxAYGKjR9ro2Z84c+Pn5abTt27dvcfjwYVFbjRo1dJJ0XKdOHdFyfHw8rl27ptUxRowYgVKlSsmX09PTJUlVnTt3llTgKwyGhoaiipq3bt2SVPz7mLGxMXbu3ClJEN63bx88PDxgbW0NNzc3VKlSBVZWVujSpYvoczB8+HDRdl5eXnB0dMR3330nSgyxsbHB4cOH0aBBg4I+xRKjXbt2+Oyzz0RtoaGhGDduXL7H85iYGAwbNkyy3k8//SSp7JkbHx8fyGQy0Z9i8nZepk6dKhlr/fr1SqfDVPTXX39JqgJaWVkpvS7SlWHDhmHAgAGS9oMHD6Jjx44aT4mblZWF9evXo3bt2jr70QkAfPjwAYMHD0aNGjXg4+NToATDlStXYsOGDZJ2Za/PxypUqCCpUHjixAmNYvj8889FyxcvXlS5r5MnT+Lrr7/WaFxd0eZro21du3ZFjRo1RG1JSUno06eP0imJ83Ly5EnMnDlT0j558uQCn8MnTpyY5/kphyAIGDFiBJ48eSJqr1KlCr744osCxUBEREREVBiYrEdERERERKQDenp6SiuNLFq0CB8+fJC06+vr48CBA5Lpk/z8/NCgQQOsWbNGpalmMzMzcfbsWYwePRoVK1bEjz/+iLCwsFzX79Onj6SayZIlSzBz5sw8p8Tcs2cPmjZtKq8WoVghT1UzZ86U3LSOi4tDp06dMHXqVJWSfm7evInx48fDxcUl36nYmjVrJlp++vQpRo4cidevX6sfvIa+++471K9fX9QWFRWF1q1bY9++fbluFxcXh5EjR0oqNQH/fq7Kly+v7VA/eXPnzpW0rV+/XmmCrKGhIXr16iVqi42NRbt27XD//v1cxwgJCcGAAQNExwNN9xdtfn6bN2+u9Bg1d+5ctG3bFleuXFGpn+joaGzatAkdOnRA3bp1sWPHDq1V/NG27OxsPH78GD4+Phg3bhwqVqyIIUOGKE2EMzExga+vLzp27Khy/5UqVVI6PeWmTZvw2Wef4dixYyolQiYmJmL37t3o1asXqlSpglWrVmk01XhhOHLkCD777DN89tlnWL58Od68eaPSdteuXUPbtm2RkJAgah80aJAuwpTsO8C/CWUXLlzQWsK2ra1tvlORKquqVlgUX9tffvklz/UbN26Mffv2KZ2yNz4+Hk+fPsXLly8l1zSLFy+WVJlUlgjy2WefISAgoFAqwhU3q1atkiS87du3D15eXrlWX338+DGaNWuG58+fi9obN26MoUOH6ihSqVq1akkqdAmCAE9PT2zevFnpMU4QBGzcuBF9+vSRPDZ//nzY2NjoLF5ltmzZonSqzsuXL8PNzQ2TJk2SvM65CQ8Px/Lly1GtWjWMHTtW7aQnTT1//hzDhg2Dg4MDRo8ejcuXL6s8lf2DBw/g6empNNGtevXq+SZPymQyNG3aVNR29uxZTJs2Ta0pkQFIKjUCQN++feHr65vrNh8+fMDcuXPRs2dP+fFH0+sqbdPma6NtMpkMGzdulCRh37p1C02aNMHBgwfzvUaJjY3FjBkz0KNHD8mx393dvUCJtznJ7gkJCWjfvn2ePzYLDQ1F7969JVX4ZDIZNmzYUCiVOomIiIiICkomcC4OIiIiIiIivHr1CpUqVRK1tWrVqkBTK2VnZ6Nu3bp4+PChqH3JkiVKp+wB/q064unpqfSGm5WVFVq1aoUmTZrA3t4elpaWSE5ORlxcHN68eQN/f38EBARIkh/yGg8AvL29RVPS5XBycoKXlxfq1q0LMzMzxMTE4OnTpzh69ChevnwpX8/ExATLli2TJCFcuHBBpWot7969Q+PGjSXTIQJA6dKl0apVK7Ro0QIODg6wsLBAYmIiwsPDcffuXVy7dk1UpSc4ODjPqkW3bt1C48aNlT5mZ2cHOzs7SUUId3d3bNq0SbL+xYsX0aZNG1Gbqs/58ePHaNy4MZKSkiSPubm5yZN0zM3NER4eDj8/Pxw9ehSJiYmS9bt27Yq//vpLUiVNGRcXF1Fil7e3N3x8fPLdTtGcOXMkFRgL478XFJ+js7OzZAoudX3xxReSaYgnTJigdOrTZ8+eoXbt2pIp/PT09NC5c2e0bdsWTk5OyMzMRGhoKC5evIizZ8+KKt8MHz4cL1++xKVLl+Rtqh5rtPn5Bf59zwYMGIC9e/cqfbxatWpo3bo1atWqBRsbGxgbGyMuLg6xsbF49OgR/P398fjxY0lyXmRkpE6mMs2h7PNXoUIFpQkfWVlZSEhIQFxcHBITE1X6nNauXRt79uxB7dq1NYpv6tSpWLRokdLHKlasiDZt2qBevXqwtbWFiYkJ4uPjERcXh2fPnsHf3x8PHjxAenq6aLtbt27B3d091zGHDh2Kbdu2yZc13TfUPa7Vr18f9+7dE7VVr14d9evXR506dWBnZwcrKysAkD/HCxcuKK2aU7VqVdy9e1cyLeLHCvI8a9WqpbSCaenSpeHk5KR03BMnTqiVCO3v75/r++Ts7IygoKAiSyIQBAE1a9YUVSE6f/685P1WdOXKFYwdOzbf6q8ODg5Ys2YNevfurfRzlKNp06b44Ycf0LNnT5XOW8WFj48Phg0bJmqbPXs25syZo1F/CxcuxLRp0yTtZmZmGDBgAOrWrQtbW1u8e/cOly9fxvHjxyWJpZaWlvD394erq2uBnoe617upqalo2rQp7t69K3msevXq6Nu3LypXrgxBEBAUFIS9e/cqTX7r3r07/vzzzyL5HKSmpqJfv374888/c12nUqVKaN++PVxcXFCmTBnY2NggPT0dUVFReP78OW7cuIGAgAClCerauD5RJiwsLNcpakuXLo1GjRrBw8MD5cuXh62tLSwsLJCSkoKYmBg8evQIV69elXwvyWFubo4zZ86gSZMm+cZx4MABpYl2AFCuXDnY2NhIksJ69Ogh+ZFERkYGatSoIfpekaNhw4bo3r07qlSpAkNDQ0RERMDf3x/Hjh0TJUXWqlUL3bp1k5x3VTnfK372CrJP59DWa6Mrv/32G7777julj1WoUAFt27YVXaPExsYiPDwcV69exZUrV5CcnCzZzsbGBv7+/mpVjlX8TjJgwAA8fPhQdE3h5uaG3r17w9XVFWZmZggLC8M///yD48ePK/3x29dff43ly5erHAMRERERUZESiIiIiIiISAgODhYAiP5atWpV4H73798v6dfOzk5ISkrKdZtLly4JDg4Oku00/VuyZEmeMcbFxQlubm4a9W1oaCgcP35cuHDhguSxCxcuqPw6vXnzRqhXr16Bn2twcHC+Yw0dOlStPnP7HBT0Od+6dUuwt7cv0PP19PQUPnz4oPKYzs7Oou29vb1V3vZjs2fPlsRSGBTHdHZ2LnCfN2/elPRrbGwsvHnzRun669at0/j9atu2rZCamiq0atVK42ONtj6/ObKysoTp06cLMplMa8ecyMhINd4B9Sn7/Gnjz8nJSVixYoWQkZFR4BhXrVolGBkZaS22W7du5Tmet7e3VvYNdY9r2jhu57z2gYGB+cZXkOd57tw5QV9fX624VDmnKPrss8+U9vXLL7+o3Ze2bdu2TRRT1apVhYSEhHy3y8jIEPbs2SN8+eWXQuXKlQVTU1PB3NxcqF69utC7d29hz549QkpKinz9ixcvCmZmZoKzs7PQsGFDoX///sLatWuFx48f6/Lp6dTWrVsl7+ns2bML1OfkyZM13mfMzc2Fq1evauV5aHK9GxoaKlSvXl3j+Fu2bJnntXBhyM7OFpYsWSKUKlVKq+eS8uXLCz4+PjqJOTQ0VKux5vzZ2toKN27cUDmOrKwsoV27dmqNkds15507dwQTExON4nZ0dBSCg4M1vi7V9j6t7ddGV1auXCkYGhpq5bNTvXp14dGjR2rHoOw7SVBQkFC2bFmN4hg0aJCQlZWlg1eLiIiIiEg3WA+aiIiIiIhIh3Iq030sMjISK1euzHWbli1b4s6dOxg0aJBkmjR1yGQytGnTBi1atMhzPUtLS5w9e1YyHW1+ypcvj7Nnz+KLL77QOMYcFSpUwNWrVzFp0iQYGxtr1IeFhYV8CqW8rFu3DpMnTy7yKZLc3d1x/fp1tG/fXu1tTU1N8fPPP+PAgQMqPWfKnYeHB7p16yZqS0tLy3WKyDFjxmDNmjVKp4bMy/Dhw3HixAmNP985tP351dPTw/z583HixAnUq1evQH1ZWlpi5MiRMDMz00pshcHU1BR9+vTB/v37ERQUhEmTJkkq3mhiwoQJuHLlCj7//PMC9VO6dGn069cPFStWLHBMuuDg4FDgPrp3744bN26gVq1aWogod23btsXhw4dRtmxZnY6jOEUo8O802iNGjNDpuKoYPHiwqDrn8+fPMWLEiHwrUBkYGKBfv37Yv38/Xr58iaSkJCQkJODJkyc4dOgQ+vXrh9KlS8vXb9WqFRITE/Hq1Sv4+/tj9+7dGDt2LNzc3HT23EqiP/74A6tWrcqzmqQyderUwY0bN5RO71xYHBwccP36dcn08PmRyWQYO3YsTp8+DVNTU90Ep0YsU6ZMwePHjzFw4MACH/sdHR3xyy+/4Pnz5/D29tZSlGLW1taYN28eGjZsqJX+9PT0MGrUKDx9+lSlinofb+fr64sBAwYUOIYGDRrg1KlTuVYMzM1nn32GGzduqFXNrTBo87XRlYkTJ+LixYvw8PDQuA8jIyOMGjUKN2/eRI0aNbQSV6VKlXDlyhW1+jMwMMCPP/4IHx+fIv9uR0RERESkDl69EhERERER6ZBMJlM6ndLSpUuVTmmao1y5ctixYweeP3+Ob775RuWbFubm5ujWrRv++OMPBAcH4/z58yrdfHN0dMTly5exatUqVK5cOc91nZ2dMW/ePDx58gQtW7ZUKS5VmJqaYsWKFXj+/Dn+97//oWrVqvluY2Jigi5dumDjxo0ICQlRKXHE2NgYf/zxB169eoXFixfD09MT1atXh62trdoJWAVVuXJlnDlzBqdPn0b37t3zvXFduXJl/O9//8OLFy8wa9Ys3pTSEsUpVQFgy5YtuU5hN27cONy5cwd9+/aVTDv7MSMjI3Tv3h2XL1/G5s2bC5yoB+ju89u5c2fcvXtXPhW3silllalcuTJGjRoFX19fhIaGYuPGjcUqgdTQ0BCmpqZwcHBAnTp10KFDB4wbNw4rVqyAn58f4uLi4Ovriy+//DLP91ITjRs3xpUrV3DlyhUMHDhQ5elUy5cvj8GDB2P79u0IDQ3Fnj17YG9vr9XYtOXkyZN49OgRli5dim7duqk8/bGlpSW8vb1x6dIlHD16FI6OjjqO9F/du3fHq1evsH//fowYMQKNGzeGg4MDTE1NtTYVp7JpcD09PXWeJKgKmUyG9evXi44VBw4cwLfffluEUf23TZgwAU+fPsXXX3+d73G3Xr162LBhA+7cuYOaNWsWUoS5s7a2xuHDh3Hq1Cl06tQpzx+YGBsbw8vLC35+fli7dq1Wzofa4uLigp07d+LVq1dYtGgRmjZtqvL5wNXVFcOGDcOZM2fw5s0b/PTTT2onX6rD2NgYM2bMgL+/P968eYNNmzZh6NChqFq1qsrHMENDQ7i7u2PhwoUIDg7Ghg0bYGtrq3YsVlZW2LVrF548eYI5c+agW7ducHV1hbW1tdrn088//xz37t3DDz/8IJ86PTfu7u7Ytm0brl69CicnJ7XjLgzafG10pVmzZrh58ybOnTuHvn37qpQsqaenh7p162Lq1Knyz46FhYVW46patSoCAgKwePHiPH+oUKpUKXh6euL27dtYuHBhgX7gRkRERERUFGRCfj+dJCIiIiIiomIhPDwcd+7cQVRUFKKjo5GUlARTU1NYWFjA0dERbm5ucHZ21krCwdOnT3Hr1i1ERkYiOTkZpqamcHJyQt26dVG9enUtPBvVvH79Gvfv30dkZCSioqKQlZUFc3NzlC1bFtWrV4ebm1uhJ9jpUnp6Ovz8/PD27Vv5a29raws7OzvUrl0b1apVK+oQSUFycjKuXbuGoKAgxMTEQCaTwcbGBlWrVoWHh0eJqjL3MUEQ8ODBA7x8+RLR0dGIjo5GdnY2zM3NYWVlBVdXV9SoUSPfm+ok9uzZMzx+/Fj+mmZkZMDc3BwWFhaoVKkS3Nzcim1inqrevHmDly9f4tWrV4iLi0NycjIMDQ1hYWEBe3t71KlTB1WqVPlkk41/+uknLFiwQNR28eJFtGrVqogiklqxYgUmT54saps4cSKWL1/+yb4vJUFWVhYCAgIQGBiI8PBwZGRkwNTUFC4uLnB3d0eFChWKOsQ8xcXFwc/PDy9evEB8fDwAwMbGBtWrV0eTJk10msSmbWlpaQgMDERQUBBCQ0ORnJyM7OxsWFlZwcrKCg4ODmjYsCGsra2LOlS5lJQUvHjxAi9evEBkZCQSExORmpoKExMT+bm7WrVqqFGjRrG+ds7KysLt27fx8OFDREVFITMzE+bm5qhUqRLc3d21UtGVlHvx4gUePXqEmJgYxMTE4MOHD7C0tISNjQ3Kli0Ld3d3WFpaamUsFxcXvH79Wr7s7e0NHx8fyXqBgYG4d+8eQkJCkJGRAXt7ezg5OaF58+YwNzfXSixEREREREWByXpEREREREREREREBZSRkYGKFSsiLCxM3lajRg08evSoCKNSbsSIEdiyZYuo7YsvvoCPjw/s7Oy0OlZqairmzp2LDh06oE2bNlrtm4iISh5Vk/WIiIiIiD5V/KkkERERERERERERUQEdOHBAlKgHAOPHjy+iaPK2YcMGeHl5idpOnDiBunXrYufOndDW77svXbqEevXqYcGCBfDy8sKLFy+00i8RERERERERUUnFZD0iIiIiIiIiIiKiAsjOzpZMf2tpaYmhQ4cWTUD50NfXx969ezF69GhRe1hYGAYPHoxGjRph9+7dSE9PV7vvrKwsHDx4EC1btkTr1q3x7NkzAEBMTAx69OiBtLQ0rTwHIiIiIiIiIqKSiMl6RERERERERERERAWwevVqBAYGitpGjRoFMzOzIooof/r6+li/fj2WL18OY2Nj0WMBAQEYOHAgypYtC29vb2zbtg3Pnj1DZmam0r7ev3+PI0eOYOLEiXBxcYGXlxeuXLkiWsfc3Bxz5syRjEVERERERERE9F8iE7Q1pwERERERERERERHRf0hKSgpWrFiBWbNmISMjQ95ubm6OoKAglClTpgijU93du3cxatQo3L59O8/19PX14eDgAHNzcxgYGCAlJQWhoaH48OFDntt16dIFa9euhbOzszbDJiKiEsjFxQWvX7+WL3t7e8PHx6foAiIiIiIiKmQGRR0AERERERERERERUUkwa9YsHD16FAAQHx+Pt2/fIisrS+l6JSVRDwDq168PPz8/+Pj44JdffkFQUJDS9bKysvD+/Xu1+p0/fz66du2qrVCJiIiIiIiIiEo0ToNLREREREREREREpII3b97g3r17uHfvHl69eqU0Ua9Nmzb49ttviyC6gtHT08Pw4cPx7NkzHDhwAN26dYORkZHa/ZiYmODLL7/EuXPnEBAQwEQ9IiIiIiIiIqKPsLIeERERERERERERkRZ06NABvr6+0NMrub+R1tfXh5eXF7y8vBAfH48rV67g6tWrCAwMxMuXLxEeHo7k5GRkZmbC1NQU9vb2cHV1RYMGDfD555+jTZs2MDExKeqnQURERERERERULDFZj4iIiIiIiIiIiEgDxsbGcHBwgIeHBwYNGoSePXsWdUhaZWlpiW7duqFbt25FHQoRERERERER0SdBJgiCUNRBEBEREREREREREREREREREREREX3KSu58DEREREREREREREREREREREREREQlBJP1iIiIiIiIiIiIiIiIiIiIiIiIiHSMyXpEREREREREREREREREREREREREOsZkPSIiIiIiIiIiIiIiIiIiIiIiIiIdY7IeERERERERERERERERERERERERkY4xWY+IiIiIiIiIiIiIiIiIiIiIiIhIx5isR0RERERERERERERERERERERERKRjTNYjIiIiIiIiIiIiIiIiIiIiIiIi0jEm6xERERERERERERERERERERERERHpGJP1iIiIiIiIiIiIiIiIiIiIiIiIiHSMyXpEREREREREREREREREREREREREOmZQ1AEQ6UJcXBwuXbokX65QoQKMjY2LMCIiIiIiIiIiIiIiIiIiIiIiIipKaWlpePv2rXy5VatWsLKyKrTxmaxHn6RLly6hV69eRR0GEREREREREREREREREREREREVU0eOHEHPnj0LbTxOg0tERERERERERERERERERERERESkY0zWIyIiIiIiIiIiIiIiIiIiIiIiItIxToNLn6QKFSqIlo8cOYIqVaoUUTSUm6SkJNy8eVO+3LhxY5iZmRVhRERE9F/G8xIRERU3PDcREVFxw3MTEREVNzw3ERFRccLzUsnw4sUL9OrVS76smGOka0zWo0+SsbGxaLlKlSqoVatWEUVDuUlISEBYWJh8uUaNGrCwsCjCiIiI6L+M5yUiIipueG4iIqLihucmIiIqbnhuIiKi4oTnpZJJMcdI1zgNLhEREREREREREREREREREREREZGOMVmPiIiIiIiIiIiIiIiIiIiIiIiISMeYrEdERERERERERERERERERERERESkY0zWIyIiIiIiIiIiIiIiIiIiIiIiItIxJusRERERERERERERERERERERERER6RiT9YiIiIiIiIiIiIiIiIiIiIiIiIh0jMl6RERERERERERERERERERERERERDrGZD0iIiIiIiIiIiIiIiIiIiIiIiIiHWOyHhEREREREREREREREREREREREZGOMVmPiIiIiIiIiIiIiIiIiIiIiIiISMeYrEdERERERERERERERERERERERESkY0zWIyIiIiIiIiIiIiIiIiIiIiIiItIxJusRERERERERERERERERERERERER6RiT9YiIiIiIiIiIiIiIiIiIiIiIiIh0zKCoAyAiIiKighEEAdnZ2RAEoahDKdGysrIgk8lEy5mZmUUYERER/dfx3ERERMUNz01ERFTc8NxERETFCc9LmpPJZNDT0xO9fp8qJusRERERlTCCICA1NRWJiYlITExEenp6UYf0ScjKyoKdnZ18+f3799DX1y/CiIiI6L+O5yYiIipueG4iIqLihucmIiIqTnheKjgjIyOYm5vD3NwcpUqV+iST95isR0RERFSCpKSkICQkBBkZGUUdChERERERERERERERERGR1qSnpyM6OhrR0dEwNDRE+fLlYWJiUtRhaRWT9YiIiIhKiJSUFLx584bT3eqInp4ezM3NRctERERFiecmIiIqbnhuIiKi4obnJiIiKk54XtKujIwMvHnzBhUrVvykEvb4qSAiIiIqAZioR0RERERERERERERERET/JYIg4M2bN0hJSSnqULSGlfWIiIiIijlBEBASEiJJ1DM0NISFhQXMzMxgaGgImUxWRBF+GrKyspCUlCRfNjMzg76+fhFGRERE/3U8NxERUXHDcxMRERU3PDcREVFxwvOS5gRBQEZGBpKSkpCQkICMjAzRYyEhIXB1df0k7ocyWY+IiIiomEtNTRVdkAKAubk5HB0dP4kL0uJCJpOJvjAZGBjwCxQRERUpnpuIiKi44bmJiIiKG56biIioOOF5qWAMDQ1hYmICOzs7vH//HomJifLHMjIykJaWhlKlShVhhNrBaXCJiIiIirmPL0SBfy9UmahHRERERERERERERERERJ8amUwGR0dHGBoaitoTEhKKKCLtYrIeERERUTGnmKxnYWHBRD0iIiIiIiIiIiIiIiIi+iTJZDJYWFiI2hTvmZZUTNYjoiKj//Y6rJOfF3UYRETFmiAISE9PF7WZmZkVUTRERERERERERERERERERLqneE80PT0dgiAUUTTaY1DUARDRf1RaEkqf/B9aJIYg2K49HpfzKuqIiIiKpezsbEmbYslnIiIiIiIiIiIiIiIiIqJPiYGBNK0tOzsb+vr6RRCN9jBZj4iKxvn50Et8DwCoHHkGDnH+QGVjoH7vIg6MiKh4UfbrEE6BS0RERERERERERERERESfMj096YSxn0JlPU6DS0SF791twG+dqMkkIwYmR4YCvsOBpMiiiYuIiIiIiIiIiIiIiIiIiIiISEeYrEdEhSszHTj6NYBcsp0DDwKrPYC7u4FPICOaiIiIiIiIiIiIiIiIiIiIiAhgsh4RFbbnp4CIh3mv8yEWODIO2NELiAkulLCIiIiIiIiIiIiIiIiIiIiIiHSJyXpEVLhqdAcGHAAsnPJfN+gisKYpcHUFkJWp89CIiIiIiIiIiIiIiIiIiIiIiHSFyXpEVPiqdQQm3EBag+EQIMt73cwPwJmZwKa2QOi9womPiIiIiIiIiIiIiIiIiIiIiEjLmKxHREXD2BxpbX7GlWozkVDKMf/1Q+8BG9oAZ2YDGR90Hx8RERERERERERERERERERERkRYxWY+IilSsaRVcrD4Pj8v1gaBvlPfKQhZw9Y9/p8YNulQo8RERERERERERERERERERERERaQOT9YioyAl6Bnjm0BPJg08BFZvmv0FsMLC9B/DnBOBDrO4DJCIiIiIiIiIiIiIiIiIiIiIqICbrEVGxkW1TBRh6Auj6G2Bknv8GATuBVY2Bh4cBQdB9gEREREREREREREREREREREREGmKyHhEVL3p6gMcIYOJNoHrX/NdPjgAODAX2DgDi3+s8PCIiouLKx8cHMpksz7+LFy8WdZj0HzBnzpx8P4uvXr0q6jD/8/755x/5+2FmZobw8PAijWfv3r3yeCpUqICUlJQijYdIFb/88ov8c9u4ceOiDgcLFy6Ux+Ph4QGBP2ojKhF47UTFxdChQ/P9LFLR27Vrl+i6OTU1tUjj4fUHEREREZH6DIo6ACIipSzKA/12AY+PAie+B5LyuXn49AQQfAVoPxtwH/Fv0h8RERFpXXR0NAICAvDq1SvExsYiLS0NlpaWsLa2hrOzMxo1agQTE5OiDrNEyMzMxI0bN/DixQtERkYiKysLdnZ2qFu3Lho1agQ9HV3PhIWFISAgAMHBwYiPj4cgCDA3N0fFihVRr149uLi46GRcTSUkJODJkyd4/fo1QkNDkZycDACwsrKCg4MDGjZsCGdn5yKOsmBev36Ne/fu4fXr10hMTIRMJoOlpSVcXFzQoEEDlCtXTqvjZWdnY9KkSfLlb7/9FmXLltXqGOrq27cvFi1ahLt37+Ldu3dYuHAh5s6dW6QxkXqys7Px4sULPHjwAKGhoUhISEDp0qVhY2ODGjVqoEGDBjA0NNTZ2IGBgXj8+DFCQkKQnJwMIyMj2NjYwNXVFe7u7jA3V6F6uxrevXuHX3/9Vb68cOFCrfavia+//horVqxAaGgobt++ja1bt2L48OFFHRb9B2VkZODp06d4+PAhwsPDkZiYCDMzM9ja2qJu3bqoXbu2zq5zMjMzcffuXTx9+hRhYWH48OEDjI2NYWdnh6pVq6JRo0YoVaqU1sdt3bo1Ll26BG9vb/j4+Gi9f20ICQnB/fv38fr1a8THxyMjIwNWVlawtrZGlSpVUL9+fRgZGRV1mCVCamoqrl69ilevXiEyMhJ6enpwcHBA/fr1UbduXZ2NW9jXjAUVHR2NJ0+e4M2bN4iIiEBycjL09fVhZWUFR0dHNGrUqNjFrK6cY93bt2+RlJQEfX19WFtbo1KlSmjUqBFsbW21Ol5SUhJ++OEH+fLPP/+sk2OaOnj9QURERESkPibrEVHxJZMBNXsClVoCZ2YBd7bnvX56InBiCvDAF+i+HLB3K5w4iYiIPnHh4eHYsGEDDhw4gAcPHuS5rr6+PurVq4d+/fph4MCBKF++vFZiOHXqFDp37ixpv3DhAlq3bq1SH4qVIIKDgzVOTCtIX2/evMG8efOwb98+JCYmKl2nbNmyGDduHL7//nutJD/GxcVh3bp12LVrFwIDA/Nct1KlSujXrx8mTpyotfdPHSkpKfDx8cHly5fh5+enUiUZFxcXDBs2DBMnToSNjY3KY82ZMwc///xzvuuZmprCysoKTk5O8PDwQLt27dCtWzcYGGj+lTo0NBSrV6/Gnj17EBQUlOe6NWvWxKBBgzB27FhYW1trPGaOzZs34+7duwD+TXqcMmVKgfssKJlMhnnz5qF79+4AgCVLlmDUqFGoUKFCEUdWvPn4+GDYsGHy5VatWmlcRVWTvsLCwnDw4EGcPn0aFy9eREJCQq7rli5dGl5eXvjf//6HBg0aaBSjojt37mDNmjU4dOgQYmNjc11PX18fLVq0wNChQzFw4MAC7bs5fvzxR3kFyLZt26Jt27YF7rOgTExM8NNPP8mTcX/66Sf07dsXpqamRRwZFQbFc1pBksY06Ss4OBi+vr44c+YM/vnnH3z48CHXdS0tLTFo0CBMnjwZVatW1ShGRRcvXsT69evx119/yRP7lTE2Nkb79u0xYsQI9OrV65OvFBYcHIz169fj4MGDePHiRZ7rGhkZwcPDAwMHDkTfvn3VuqbKy/r16zF27Filsaly/fzq1StUqlRJ1KZp5a6C9vXo0SPMmTMHf/31V67VzFxcXPDNN99gwoQJWjnfFOU1o7qioqKwfft2XLlyBTdv3kRISEi+29SqVQsjRozAmDFj1PreM3ToUGzbti3PdXIqSFtZWaFSpUrw8PBA586d0a5duwLt+8+fP8fq1auxf/9+hIaG5jm+u7s7hgwZguHDh2vle92CBQvkr2vVqlXh7e1d4D4LitcfREREREQaEIg+QYGBgQIA+V9gYGBRh0RKxMfHC0eOHJH/xcfH571B0CVBWF5fEGZb5P83t4wgXFggCBmphfNkiIh0JCMjQ3j06JHoLyMjo6jD+iRlZmYKsbGx8r/MzMyiDkktW7duFV3/fP/998KZM2dEfzExMWr1mZycLEydOlUoVaqUqG9V//T19YXhw4cLISEhBXpuiYmJQsWKFZWOceHCBZX7Udw2ODhY45g07Wvz5s2CsbGxyq9h5cqVhfv372scZ1ZWlrBy5UrB0tJS7ffP2NhYmDlzppCaqt711MuXLyWfvY4dO6r8ej1//lyjzxsAwd7eXjh48KDKsc6ePVvjsRwdHYXt27er9doIgiCkpaUJs2bN0mi/srCwEJYvXy5kZWWpPW6O1NRUoUKFCvI+p02bpnFf2padnS3Url1bHtuYMWOKOqQil9+5SfHY36pVK43HUrevHj16CHp6emp/jvX09IQpU6YIaWlpGscaFhYm9O3bV6N919XVVTh9+rTGYwuCIDx48ED03E+dOlWg/rQpJSVFKFOmjDy2BQsWFHVIVEgUz2ne3t6F0ldqaqrQpEkTjfZHIyMjYcmSJUJ2drbGsT5//lxo3769RuM3bNhQuH37tsZjf6xVq1Yav+6Kr/fSpUsl11IfPnxQq8+oqChh1KhRgr6+vkavjbGxsTBlyhQhLi5O0rc635vevn0rWFhYKB1D1evn4OBgybaaKkhf8+bNU+u817BhQ+H169cax1oU14wPHz6UfPbq1q2r8ut15swZjT5vAIRKlSoJly9fVjlWb29vjceqVq2a8Pfff6v12giCICQkJAjjx4/XaL8qW7assHv3brXH/FhERIRgamoq73P9+vUF6k+beP1BRa2k/58eERF9Wnhe0i5d3Sct6pwizhNJRCVHpZbAuGvA5/8DZPp5r5uVDlxcAKxvCby9WTjxERERFSM1a9ZE+/btRX/qVFd49uwZPDw8sHDhQqVVI0xMTODi4gIPDw+4ubnB0tJSsk5WVha2bNmCqlWrIjw8nynt8zB16lS8efNG4+2LiwULFmDEiBFIS0sTtVtZWcmnzFKcpjEoKAitW7fGo0eP1B4vMTERPXv2xKRJkxAfHy953NraGrVq1UL9+vVhb28vqS6RlpaGefPmoVWrVggLC1N53MqVK0s+e9qY3srKygo1atRAkyZNUK9ePdjb20vWiYiIwJdfflko08+9f/8eQ4YMwYgRI1SuyBIWFoaWLVti7ty5kv1KJpPBzs4O9evXR+3atZVWs0lISMDkyZPRo0ePXKsy5mfDhg14+/YtgH+rC02ePFmjfnRBJpOJqvxt2bJFpcqKVDSuXr2K7OxsSbuhoSGcnZ3h7u6O2rVrS6rIZGdnY+nSpfjyyy+RmZmp9rg3btxA/fr1sW/fPsljBgYGcHR0hLu7O6pVqwYzMzPJOi9fvkSnTp0we/ZstcfOMXv2bPlzr1+/Pjp27KhxX9pWunRpTJw4Ub68ZMkSjY8XRKrIyMiAn5+f0sdKlSolr2ZVs2ZNyRSr6enp+P7770WfWXUcPXoUDRs2xNmzZyWPGRkZoWLFivDw8ICrqytKly4tWefOnTto2rQpNmzYoNJ4kZGRGsWp7vaNGjWSXEupM83ljRs3UK9ePWzcuBFZWVmSx83NzeHq6orGjRujatWqSo+VaWlpWLp0KapUqaLyuMqMGzcuz6qrJcWYMWMwc+ZMyXmvTJkyaNiwIWrVqiX5jN25cwetW7fOs/JaborqmrGg3yFzU6ZMGdSqVQufffYZ6tatq7TP4OBgdOzYEadPny7wePl59uwZunTpolKF7RxPnz6Fu7s71qxZI9mvcqZBbtiwIWrUqAErKyvJ9uHh4RgwYABGjRqFjIwMjeJeuHChvHJo2bJli0VVvRy8/iAiIiIiUg+T9YioZDEsDbSfA4y+CJSrn//6kU+AzR2BE98DafwPAiIiIlU8ePAAn3/+uSRBrHz58pg3bx78/f2RlJSE4OBg3Lx5E48fP0ZcXBzCw8OxefNmdOvWTZT4lZycnOdUaHm5evUq1qxZA+DfmyDq3KgsTv7++29Mnz5d1FarVi38/fffiIqKQkBAAO7du4fo6GgcOXIErq6u8vViYmLg6emZ61RbyiQnJ6Nz5844duyYqN3Ozg6//PILXrx4gZiYGAQGBiIgIADh4eEICQnBihUrJDdl/fz80Lp16wIlXGqidu3a+P7773H06FGEhYUhNjYWjx49wo0bN3D37l2Eh4cjKCgIM2fOFN0czc7OxpgxY/DkyRO1x+zYsSPOnDkj+Tt48CAWL16Mli1bSrbZsmULZs2alW/f4eHhaNWqlSShwcXFBb///jvevXuHiIgIBAQE4MGDB4iOjkZQUBAWLFiAsmXLirY5fvw4unTpkuc0f8pkZWVh2bJl8uXevXtL+i5qffv2ld/AzcjIwB9//FG0AZFKypYti++//x7nzp1DQkICXr16hVu3buHBgweIi4vD0aNHUadOHdE2R48exdSpU9Ua559//kH79u0lCcSff/45du3ahdjYWLx79w63bt3C06dPkZiYCD8/P0yePFmUJCQIAubOnYtvvvlG7ef6/PlzHD58WL6sbGrHojZq1Cjo6//7A7eYmBhs3ry5iCOi/5JKlSphzpw5uHr1KhISEhAUFISbN2/i4cOHiIuLw44dO+Ds7CzaZs2aNVi1apVa4xw4cACenp6SZJBu3brhyJEjSEhIwOvXr3Hz5k28ePECSUlJOH/+PIYOHQo9vf/7L/GMjAyMGTMm3/NNTEwM3NzcNEo+CwsLg5eXF5o2bYr09HS1tlXX+fPn0a5dO7x//17UXrVqVSxbtgyPHj1CQkICXrx4AT8/Pzx79gyJiYl4/fo1Vq5cidatW4u2i4qK0jiW3bt3y69FS/J0mOvXr5ckdDZr1gxXr15FREQE/P39ERgYiOjoaPj4+IiurYKDg9G/f3+1xisO14wFIZPJ0KRJE8ycOROnT59GdHQ0IiMjERgYiOvXr+PevXvy7yGTJk2Sn68AIDU1FQMGDNDoczd48GDJNfzp06dx4MABzJ07Fw0bNpRsM2fOHJXOkU+ePEHLli3x7NkzUXvdunWxYcMGREREIDQ0FP7+/nj06BFiY2MRGBiIGTNmSH6MtWnTJvTr109pIm1e4uLiRJ/DYcOGwdjYWK0+dI3XH0REREREaijUOn5EhaSoS1aSatSeBldRZoYgXF0pCPMdVJsad1kNQXii/hQHRERFidPgFp6SXppccfrCrVu3atRPXFycUKlSJVFfMplMmD59upCUlKRyPwEBAaKpTzWZcjY1NVWoXr26vI9JkyYJzs7OothKwjS4mZmZQuXKlUXrN2vWTEhMTMx1m6ioKKFevXqibZYsWaJyfEOGDJHE6OXlJURGRua7bUpKivDNN99Itm/btq3G09QpTlOV1+uVlJQkPH/+XK3+AwICBGtra9EYX331Vb7baTJl4N9//y0Zy9DQUAgKCsp1m6ysLKFNmzaS13TChAkq7VfR0dFCv379JNsPHTo0320/5uvrK9r+3Llzam1fWCZOnCiaxi0hIaGoQ5LLmeZQ1c9LQRXnaXBtbW2F2rVrCwcOHFDp2uTDhw9Ct27dJPvO06dPVYovLCxMsLe3F21vbGwsrF+/XqVj08OHD4UGDRpI9iMfHx+Vxs/x8efT1NS0WH0+P/bxa+3q6lqg6bOpZCiqaXATExMFAELz5s2FU6dOqbQ/xsTECB4eHqIxrKyshOjoaJXie/jwoVC6dGnR9jY2NsKhQ4dU2v7q1auS6109PT3h/PnzuW7z448/ytctX768cPjwYdHjyqbBzc7OFjZs2CBYWVnJt121apWkb8XXW53r24+9evVKco1iZGQk/PHHH0J6errK/Vy4cEH0/ihS5XtTZGSkaErMZcuWaXwtXpTT4MbFxQmWlpai9T09PfM87wUHBwsVKlQQbXPgwAGV4isu14wf+/jaJ7/XKzIyUnj37p1a/Z8+fVowMjISjfHDDz/ku53i94vZs2fnu822bdsEY2Nj0Xa2trZ5/p90SkqK4ObmJtpGJpMJc+fOVen65+3bt0K7du0k78mcOXPy3fZjS5cuFY3/4sULtbYvLLz+oKJS0v9Pj4iIPi08L2kXp8ElIipu9A2AZhOB8dcB17b5r5/wHtjTFzgwDEiK0H18REREJdDIkSMRHBwsXzYwMMC2bdswf/58tSpi1K9fH6dOncLatWthaGioUSw///wznj59CgBwcnLCL7/8olE/RW3//v0ICgqSL5uZmWHv3r1KpxzLYWtri71794oqQS1cuFClSi779+/H9u3bRW0DBw7Evn37UKZMmXy3L126NH7//XfMmDFD1H7+/HksXbo03+0LytTUVO0p1+rXr48FCxaI2o4fP65WNUJVde7cGfv37xe1ZWRkYPXq1blus2TJEly4cEHUNnXqVKxatUql/crGxga7d+/GkCFDRO0+Pj7w9fVVOfacKpUA4OjoiDZt2qi8bWH6+HkmJCRg165dRRgN5Wbz5s24d+8evLy8YGBgkO/6pUqVwt69e+Hk5CRvy8jIwLZt21Qab9iwYYiI+L/vcYaGhvD19cXo0aMl03grU7NmTZw7dw5169YVtU+aNEl0jM5LSkqKKN6ePXtKKuYUFx/vRy9fviyUaQXpv8nIyAjHjh3DP//8g44dO6q0P1pbW+PIkSOic2BcXBwOHjyY77bp6ekYMGCAqGqzhYUFTp48id69e6sUc7NmzXDhwgXR8Sg7OxtDhgxBbGys0m2mTp2Kb775BoaGhggJCUHv3r3h5eWV6xSnz549Q5s2bTB69GjExcXB1NQUP//8M4YPH65SjOrKzMxE//79RfGbmpri+PHjmDx5slrX461bt4afnx9mzpyp0vupzNdffy2vjtaoUSNMnjxZo36K2po1axAfHy9fdnJygo+PT57nPRcXF8m5bcaMGSpVUisu14yaKlOmDBwdHdXapkOHDvj2229FbbqKdciQIZIqntHR0ZLvTh/79ttvJRW716xZg5kzZ6p0/ePk5ITjx4+jffv2ovb58+fjxo0bKse+du1a+b+bNm0qqsRenPD6g4iIiIhINUzWI6KSz9oFGHQI6L0eKG2d//oPDwGrPICAXYAg6Dw8IiKikuLo0aOSGyPz58/H4MGDNe5z7NixOH/+vNpTX929exdLliyRL69evbrYJkTk588//xQtDxkyBBUqVMh3Ozc3N3h5ecmXo6Oj872JnZKSgvHjx4vaGjVqBB8fH9GUb6qYN28e+vTpI2qbMWMG3r17p1Y/haV///6i55icnIw3b97oZKz27dujQ4cOorbcbkS9fftWMk1ur169JMmF+ZHJZNiyZQsaN24sah83bhxSUlLy3f79+/e4ePGifLl3794a34DXNXd3d1ECxc6dO4swGspNz5491T6umJqa4uuvvxa1nTp1Kt/t9u3bh7///lvUtnjxYnTr1k2t8a2trXHixAlYWFjI2xITEzFx4kSVtv/zzz9FU256enqqNX5h6tKli2h6vJK8H8XGxmLNmjUYOXKkTsc5cuQIJk6ciNu3b+t0nE+NkZERunbtqvZ25cuXh7e3t6hNlePB77//jnv37onatm3bBg8PD7XGd3Z2xl9//SWagvPdu3eYPn260vWtrKzw+++/IzAwEN27dwcAHDx4EDVr1sTGjRsh/P//X8rIyMCvv/6KevXq4dKlS5DJZBg8eDCePn2KWbNmoXTp0mrFqao1a9bg+vXrorbNmzdLEoRUJZPJMHfuXJUSKBUdO3YMe/bsAQDo6+tj48aNote5JFG8jv/6669V+k7Spk0bNGvWTL789OlTXL58Oc9tiss1Y1EYNGiQaDkoKAhpaWk6GWvEiBGoXr26qC2363g/Pz+sW7dO1DZ58mSMHTtWrTGNjY1x+PBh0RTgmZmZGDlypPzYkZfr16/j5cuX8mVefxARERERlXxM1iOiT4NMBtTrB0y4BdT5Mv/1U+OAP8cD23sCMapVUSAiIvrULV68WLTs4eGBKVOmFLjfzz//HHZ2diqvn5mZiREjRiAzMxMA0KdPH/To0aPAcRSVS5cuiZbVeS45N4NzHDp0KM/1t23bhujoaPmynp4e1q1bp1LVB2WWL18uqgCYnp4uqUZRXFhYWEg+ZzkVXXRBMUno4cOHyM7Olqy3atUqpKeny5fNzMywYsUKjcbU19fH2rVrRTe8o6Ki8qwGkmPv3r2i+Hr27KlRDB97+vQp9u7dixUrVmDBggXYuHEjjh8/LqpAowmZTCbaT65du4bXr18XNFwqJlq0aCFaViWp9rfffhMtN2zYEJMmTdJofEdHR8ydO1fUdvLkSTx+/DjfbXfv3i3/t5GRETp37qxRDMC/VcT++ecfbN68GUuXLsWvv/6KNWvWwNfXVyufdzMzM7Rr106+fOTIkWKbpKFMZmYmjh8/ji+//BLlypXDhAkTdJ5EFxcXh9WrV8PDwwO1a9fGkiVLcq2aRtqh7vEgIyMDK1euFLX16NEDvXr10mj8+vXrS44l27ZtQ0xMTK7bVKtWDUePHsWZM2dQp04dxMXFYfTo0bhy5QoAYM+ePZg+fTpSU1PRvHlz+Pn5Yfv27WpXG1NHVlaW5Djp6emJvn37FrhvVasV5khISMC4cePky9988w0aNGhQ4DiKQnJyMvz9/UVturyOLy7XjEVBWZW4j7/TaJNMJsMXX3whanvw4IHSdRX3K0dHR8ybN0+jcc3MzLB8+XJR28OHD1VKUv74+gPQznX83bt3sXv3bvzxxx9YuHAhtmzZgjNnzoiqlmqipF9/EBEREREVFibrEdGnxcwO6LMJGOgLWOZfsQbBl4A1zYCrK4CsTN3HR0REVEz5+fnh6tWroraZM2cWSRWMpUuX4s6dOwAAS0tLyU3ZkiQjIwNhYWGitnr16qm8veK6Z8+ezfUGiiAIkhtAPXv2hLu7u8rjKXJ0dMTo0aNFbRs3biy2N1wUp721srLS2ViVK1cWLWdnZ0umzktJScHGjRtFbaNGjVKpsmJuGjZsKLlBt3z58nyrchw7dkz+byMjIzRv3lyj8dPS0rB06VJUqVIFbm5u6N+/PyZPnoyffvoJo0ePRrdu3VCmTBm0b98e//zzj0ZjABBN0SsIAo4fP65xX1S8WFuLq6Hnl9x5/fp13Lx5U9Q2e/bsAp2fJkyYAHt7e/mysuOnotTUVJw7d06+3LhxY7WrxgYEBODHH39EgwYNYGNjgxYtWmDkyJH4/vvvMX36dEyYMAFffvklXFxc4OrqihUrVhTopvnH+1FycrKoumZxFRgYiClTpqBChQro1q0bfH19dVZdKS8PHz7EDz/8gAoVKqBr167Yv39/kcTxqVP3eODr64v379+L2jRNnMkxY8YMGBkZyZdTUlKwYcOGfLdr3749AgICsHbtWtjZ2cnPw4IgwNnZGXv27ME///yjdsU/TShL8p0zZ47Ox1Xmhx9+kFdhdnFxkSRHlyQhISHyHw8B/07nXq1aNZW3V7yOP3r0aK7rFqdrxqKgeA0PFO51vLIf+Lx9+1aSYPnDDz8UqNp7z5490bBhQ1HbH3/8ke92H18HV6hQAVWqVNFo/MTERMyYMQOOjo5o0KABBg4ciP/973+YNm0aRowYgY4dO8LGxga9e/dGYGCgRmMAJfP6g4iIiIiosDFZr4gJgoDg4GAcPXoUa9aswa+//oply5Zhy5YtuHLlitIvqkSkgqodgPE3gCbjAOQzvVfmB+DMTGBTWyD0Xt7rEhERfaIUb0Q4OjpKKg4UhmfPnuHnn3+WLy9cuBDlypUr9Di0RVlFCBsbG5W3t7W1FS2npqbmWv3p4cOHePr0qaht2LBhKo+Vm6FDh4qWY2JicOHChQL3q21Pnz4V3eQ3MzNT64aqugwNDSVtH9/QBYDz589LEvh08Z48efIEjx49ynX9pKQkXLt2Tb7s4eGh0TR8Dx8+RM2aNfH999+LpuJSlJmZiXPnzqFFixYYPnw4MjIy1B6rZcuWouWTJ0+q3QcVT4qJNorHOUWKUzCWLVu2wOcnAwMDyZR7+VU8unz5sihxrlWrVmqNuWrVKjRs2BCLFy/G3bt3802WCAoKwuTJk+Hu7o4XL16oNVZuMRbX/Sg6OhorV65Eo0aNUKdOHSxbtkyS6A5A4yqxqlLWf1ZWFk6cOIG+ffuiXLlyGD9+PPz8/HQax39JQY8HDRs2RN26dQsUg62traRarqpTv8pkslynA1d3mvCCUDx+NWnSBHXq1Cm08XNcunRJlOi4du1amJiYFHoc2qJ4HW9tbQ2ZLJ//Y/yI4uf5zZs3uVZtLC7XjEVF8bjq5uam08+O4nW84jU88O8UyB+3GxkZYeDAgQUeW/E9OXPmDBISEnJd/9mzZwgODpYvK14jq+rSpUuoUqUKfvnlF4SEhOS6XmpqKo4cOYL69evnOi14fkrK9QcRERERUVFisl4RiI2NxdatW9G3b1/Y29ujcuXK6NmzJyZMmIDp06djypQpGDFiBFq2bAkLCwv07t1bMnWWLrm4uEAmk2n8x19KUbFhbAZ0WQiMPAvY18x//dB7wIY2wJlZQHrxrBZDRESkKzlTd+Xo2rVroVfVEwQBI0eOlP9gpXnz5hgzZkyhxqBtym7UZmVlqby9siSn3JL1FKuYlS5dGl26dFF5rNzUqVMHVatWFbUpVmEsDubPny9aHjhwoE4TO5Td5FJMxFR8T6pWraqVm+ddunSRJNvl9Z74+fmJplXTpNri7du30aJFCwQFBYnaDQ0NUbVqVbi7u6N8+fKS7bZu3YoePXqIxleFvb29qJqM4jGKSi7F9zK/pFrF/ahHjx5a2bf79OkjWo6MjMSzZ89yXV8xbnX3I2U/xjQ3N0f16tXRuHFjNGzYUGkFpUePHqFFixaIiIhQazzg36pOH79Wly9fVrsPXcnIyMDRo0fh6emJcuXK4euvv5ZX1f2YTCZDy5YtsWnTJpw/f16nMQ0aNAj//PMPxowZI6n4Bvz7/3lr167FZ599hho1amDhwoWSZDNSj7rHA8VzneJ+rCnFfu7evZtvFeHz58+jQYMGGDNmDCIjI+VJXDKZDK9fv0bfvn3RokULyTSquqD4Ompjikx1ffjwAaNGjZInIvfv379AU4UXB4rX8epcwwMFu44vqmvGopCdnY0FCxaI2ry9vXU6puJ1vLJEYcX3pFWrVvkmFKtC8XiTnZ2NGzdu5Lp+Qa8/gH8r83Xu3FlyLVGqVCm4ubmhYcOGsLOzEz2WlZWFX3/9FSNGjFB7vOJ8/UFEREREVFwwWa+QTZgwAQ4ODhg+fDj279+vtMT6xzIyMnDkyBG0bt0a3t7eef7Kiohy4eQOjL4EtJkB6Bvlva6QBVxdDqxtBgQVXpIsEZEuZGZl421MCv9U/HsXm4L3canyv3exqm+bmZVd1G93gXz48EFyI7EgU6dqau3atfKbEUZGRtiwYYNa1SuKI2VV9NRJuFC2bm43+RRvvCneJCmIRo0a5TlWUUpNTcU333yDnTt3ytvs7Ox0Pu2a4o+UnJycJFU6FF8nxddRUwYGBpKp1fJ6TxT379q1a6s1XmJiIr788ktRxRcTExMsXrwYYWFhePbsGW7duoX379/j3r176NWrl2j7kydPYtasWWqNCUB0kzouLk7j6mJUfGRlZWH79u2itryq5H348EGSwKWt/ah+/fqSpHRd7kcAYGxsjK+++grbt2/H69evkZCQgCdPnsDPzw/+/v548+YNoqKisHbtWlHya1hYGEaNGqX2eEZGRqLkp4cPHxb5DA737t3D//73Pzg6OqJnz544fPiw0oSW6tWrY968eQgODsalS5cwYsQIWFhY6Dy+5s2bY926dQgNDcWBAwfQvXt3pZVUnzx5gmnTpqFixYro3Lkz9uzZU+SvbUmTkJAAX19fUVtex4OXL19KKi5q63ig2E9mZmauFRRfvnyJ3r17o127drh//z4sLS2xfv16tGjRAsC/SWrz58+HsbGxfBrcYcOGITQ0VCuxKotHse+iuI6fPXs2nj9/DuDf619VpvYs7hSv42NjY9WqFlyQ6/iiumYsbHFxcRgwYICoUIGbmxsmT56s03EVr+MrVaokWUdX70n58uXh4OCQ51gfK+j1x9u3bzFo0CDROcrW1hYbN25EZGQkHj9+DH9/f0RERODatWv4/PPPRdtv2bIF69atU2vM4nj9QURERERU3Oh2/giSUKxokENfXx/lypVD2bJlkZGRgdevX4umcAKA7du348mTJzh37hzMzMwKK2SiT4OBEdDqe6BmT+CvycCba3mvHxsMbO8BNBgEdJgHmKg+XR0RUXERGp+KFouL31SVn6IrP7RBBZuSO8VTUFCQ5Bq1QYMGhRrD27dvMXXqVPnyjz/+iJo1VaiMWwBXr17VefKPgYEBKlSogLdv38rbbt26BWdnZ5W2v337tqQtPDxc6bpPnjwRLWvzPWzQoAH27t0rX87tRqOu+Pn5ITExUb6cmpqKiIgI3L59GwcPHhTdDHVwcMCJEydgb2+vs3hev36Nffv2idratm0rWU/X78nHVTjyek/u378vWq5evbpaY/3000949eqVfNnS0hIXLlxQ+nzq1q2Lw4cPY8aMGfjll1/k7UuWLMFXX32Fhg0bqjyum5sbTpw4IV++d+8eqlSpolbs/zWxsbE4e/asRtsWxrR469evF1VnNDQ0xIABA3JdPygoSJIYoa39yMTEBNWqVRPtO6ruR4aGhqhcubJa43Xp0gVDhgzJ99hka2uLsWPHom/fvujQoYP8Jv3Ro0fx6NEjtc+Nbm5u8vc2MzMTDx8+1FrCgaoiIiKwe/du+Pj44N69e7muZ2tri379+mHw4MFo0qRJIUYoZWxsDC8vL3h5eSEqKgq7d+/Gjh07JOfl7OxsnDp1CqdOnYKlpSW++uorDB06FM2aNSuiyP9PaGioxscDxSqqujB//nwkJSXJl8uUKSOZjvZjiudUQHvHg2rVqsHU1BTJycnytsePH6NNmzby5YSEBMybNw8rVqyQXzd7enpi1apVKFeuHHbv3g3g3+PD9OnT8eWXX2LUqFG4fPkyfHx84Ovri2nTpuHbb79FqVKltBI3oNvXRVX+/v747bff5MtLlizR6XUYAI0/27ldRyuT80OMnPNQRkYG7t27p3IyZHG6jlf1mlEXLl26JDqXp6SkIDQ0FDdu3MDhw4dF90CqVauGkydPSqoBatONGzckld4Ur+OTk5Px7t07UZu235O///5bvqzL6/jx48cjLi5OvlyhQgVcuXJF6ffRpk2b4tKlSxg6dCh27Nghb//uu+/Qo0cPpVW0c1Mcrj+IiIiIiIozJusVISsrKwwYMABdu3ZFixYtYG5uLn8sKysLV65cwaxZs0Slzm/evImhQ4dKfnmqK2XLlhVVqFCF4q/1iIoVu2rA0OPAHR/gzGwgLZ9qlQE7gWengC6LgVq9gRJe3YeIiEiZmJgYSZuub7ApGjt2rDwZq3r16pg+fbrOxxw0aJDOxwCAFi1ayG/gAsDevXvh5eWl0rZ79uyRtH18Y/tjiu9juXLl1Igyb4rVHz6usFYYxowZk2eCB/DvNE5Dhw7F3LlzJdM4aVNYWBh69eqFtLQ0UfuQIUMk6358YwzQ7XuibD/OERwcLFp2cnJSeZy4uDhs2bJF1LZ58+Z8b1jOnz8fd+7ckd+IzM7Oxu+//y668ZcfxRuCHycMknL3799Hhw4dijoMpV6+fClKygb+nX0gr8+jss+1tvejj2+Q57Yfpaeni6bMK1eunNJpzvNSq1Yttda3trbGnj174Obmhuzsfyv4+vj4YPHixWr1o2w/Koyb5enp6Th+/Dh8fHxw4sQJZGZmKl3PyMgI3bp1w+DBg9G1a1elVeyKWpkyZfD111/j66+/xuPHj7F9+3bs2rVLlIgPAPHx8di4cSM2btyIqlWrwtvbG0OGDFE6vXFhOH36NE6fPl0kY+fn2rVrouQuAJgxYwZMTHL/8Yvi/qmvr6+161WZTAZ7e3vR+VJxvF9++QVLly4F8O9+tXr1akkl2Y9Vq1YNFy9exMaNG/Hjjz8iLi4O06dPh6WlJSZMmKCVuJXFqa+vr5WpOlWVkZGB0aNHy6eIbd26NYYPH67zcQvjXFeqVCl4eHjg2rX/+8Hv3r17VUrWEwRB8sMOIPfr+OJyzagLPXv2lBQlUGRpaYnx48fjp59+0mmRgmfPnqFv376iNn19fckPBwrj+iO/8XJ8fFzS09NTK46nT5/i+PHjou19fX3z/OGYnp4etmzZgrt37+LBgwcA/k2wXLt2LebNm6fy2EV1/UFEREREVFJwGtwi4OLigk2bNiEkJASrV6/GF198IUrUA/79kti6dWtcuHABo0ePFj128OBBXLhQOFVySpUqhfbt26v1Z21tXSixEWlMTw9wHw5M8AOqd81//eRIwHcYsKc/EP9e9/EREREVMmU3B6ysrApt/J07d8qrZ8lkMqxfvx7GxsaFNr6uKd7IPXLkSK5Tq33s9OnTSq/7VU3Ws7S0VD3IfCj2lZmZiYSEfH70UIiMjIzw9ddfY8qUKTpJ1EtKSsLdu3cxf/581K1bF3fv3hU93qFDB7Rr107UFh8fL0lO0eV7ktdNPsWEEnVu8u3evRspKSny5ebNm6NPnz4qbauYiLF///58b9Z+TDFOxedBJUdKSgq8vLxEFTKdnZ3zna5a2ee6KPajd+/eQRAE+bI2b9jnpWrVqmjcuLF8+eOEEVUV9n50584dfP311yhfvjw8PT1x9OhRpYl6TZs2xZo1axAWFoaDBw+iV69exTJRT1GNGjWwYMECvHr1CufOnYO3t7fSxJLnz59jxowZcHFxQYcOHbBz507RsfS/LCIiAv369ZMndwGAh4cHJk6cmOd2ivuntqdFzu948MMPP8Da2hpjxozB48eP80zUyyGTyTB69Gg8evQInp6eqFy5skZTWudF2esiK8Qfmi5fvlz+gwpjY2OsX7++0MYuDIrv8/r161X68cCmTZvw8uVLSbuy6/jidM1YFCwsLPDDDz9g0qRJWk/UEwQB8fHx8PPzw48//ohGjRrhzZs3onWGDx8uqVZXXK4/MjMzRdN/29nZwcBA9fobmzdvFl2/9O/fX3RdkRsDAwMsWbJE1LZx40ZRX/nhdTwRERERUd6YrFfIfv75Zzx9+hQjRoxQqZy7vr4+1qxZI/nF3qZNm3QVItF/h0V5oN8u4KvtgFnZ/Nd/9jewuglwcyPw/ysbEBERfQo+Tp7IYWpqWihjR0RE4JtvvpEvDx8+HK1atSqUsQuLp6cnKlWqJF/OysqCl5cXnj17lus29+7dy7Xy34cPH5S2K76P2nwPlfWl7HNTVNLT07F48WJUr14dI0eO1Di2bdu2QSaTSf7Mzc3RoEEDzJw5E5GRkaJtqlWrprQCoq73K8W+8nrOHyfI6evrqzX93qVLl0TL6lTLcXNzE00FmZ6eLpqGLT+KN2zVSfSj4kMQBHh7e4uSXA0MDLBr1y7JDxcVFZf9SPGzp8uqP4o+Pn8EBASovX1h7EeJiYlYtmwZ6tSpg0aNGmHlypWIjo6WrFe5cmXMmjULz58/x7Vr1zBu3LgS+4NPPT09tG3bFj4+PggPD8eOHTvQoUMHScXF7OxsnD17FoMHD4aDgwNGjBihdGrM/4q0tP/H3n1HRY29fQD/Dh1pgiICYq9YEXCti72LfW0o2F17X3vvvddVbODaKzZU7A0EVFBREJQOIh2k5v2Dl/zIzADTZ9Dnc86cQy5J7p3MJLmZPHluFvr3788J2jAwMIC7uzvU1dVLXFae/Rxh6+Ovr0KFCggKCsKBAwfEDhQ0NzfHhQsX8OLFC2hpaUnd1qLkvV1KEhQUxGYbBAqyI9atW1dh9SvChAkTOOeqtLQ0ODo6ljic7t27dznXN0UJ68eryrlOWVJSUrB48WLUqFEDCxYsYIeZFtfKlSsF+vBqamooX748WrZsiU2bNgkES7Zu3Rq7du0SWJeqfCapqalsdl1A/P6HNP34Ll26cLIfx8bGlnj9yo/68YQQQgghhJSMgvUUrFevXmL/KKOuro758+dzym7fvi3LZhHy++LxAOu+BVn2mjuXPn92KnBjLuDaHYj7KP/2EUIIIQogLFgiPT1dIXVPmzaNvaFvZmYm8AS/PIWGhoJhGIle4lBXV8f+/fs5WU4iIiLQvHlzLFu2DO/evUNGRgbS09Ph5+eH+fPno2XLlmxQGH+Ww+Ju0vB/jrL8DIWtq7QgG1ny9/fnbP+UlBR8+vQJp06dQo8ePdj58vLycOTIEbRt21ZooIisDRo0CM+ePRM63Jy89yv+dZX0eRTN5iTKQ2NF8WeB7Nixo1jL82ccFCdYj384RHkcl8LCwoQGaBb3KnrTs7jgTmGv6tWry7ztwjg4OEh8XHN1dZVLm+bMmYPz589zynbu3Ik2bdqUuqyq7Ef8GdHE3Y/4xcbGYvfu3RgxYgQaN24MMzMz6OrqCv3uFA0GzsjIKDZguziK2I9ev36NuXPnIiAgQOB/5cuXx/jx4/Ho0SMEBwdj5cqVqF27tszboEzlypWDk5MT7ty5g/DwcGzatAmNGzcWmC81NRVHjx7FmjVrFNIuZ2dniY8Hy5cvl3l78vPz4eTkxMkQqa6uDjc3N5G+E/Ls5whbn7DjgbTZe+WR/Vfe26U4+fn5mDZtGrKysgAUDPX9zz//KKRuABJ/t4sOKSoKIyMjbN26lVP27t07NGrUCJs3b8anT5/w8+dPpKSk4NmzZ5g4cSK6d+/OnjdE6ceryrlOXpKSktjtn5+fj6SkJAQEBODw4cOcvkBWVhY2btyIXr164efPn3JtE4/Hw+TJk+Hp6Sn0IRZV+Uyk6X9kZWVxHpTQ1NRE27ZtRV5eTU0NHTp04JSpWj+eEEIIIYSQskz0nNlEqdq1a8eZTkhIQEZGhsBFDyFEQrrGgOMuoPFg4NoM4IfgUBUc4S+Bg+2AdnOAtrMAjV9nqD5CCCG/HxMTE4Gy5ORkmQ8vxu/q1as4e/YsO71jx44ym2GnNN26dcP69euxYMECtiw9PR2rV6/G6tWri12ua9eusLa2xo4dO9iy4oYoNjExQVJSEjsty+wF/OvS0NCQ+/ejJAYGBjAwMECdOnUwYsQIeHp6YsiQIUhMTAQAvH37Fs7Ozrh+/bpM6+XxeKhVqxY6deqE8ePHw9bWtth5DQ0Noa6uzhnmT56fibD9WBhxgk0ZhuFkPzI0NBQ76Kxp06acaf6hx0qrn5RtGzZswPbt2zlly5cvx+TJk0VaXt7nJ0XsR0V9//4d8+fPx4kTJzjHBnEkJSWJdbNeWfuRmpoaFi9ejMWLFytkaPvXr1+z54DS2Nrayq2/YWFhgXnz5mHevHnw8vKCs7MzDf33/yZPnswJ3OXxeDh8+DD69Okj0vL8+2dKSopM2yfp8UDZ5L1dinPo0CF4e3sDKPgsDx06VCaGspbE+PHj4efnh/3797Nlhcdz/gfsixozZgySk5Nx4cIFtkxYP15V+4zywOPxYGRkBCMjIzRs2BDjxo2Dm5sbxo4dywZ+3r17F3PmzMHevXtlWreamhoaNGiAbt26YcKECQJD3xZVXP9DVhTR/4iJieFkKaxfv77YSSSaNm2KkydPstPUjyeEEEIIIUR2KFivjBD2I2JycjIF6xEiazXaAX8/BR5uAp7uBJgSbqDkZQMP1gOBlwDH3YBVC8W1kxBCRGBupIPH8zuUPiMBAOTn5yEt7X9Pe+vr60FNreThuAqZG4k+pKQqEnZzIC4uDlZWVnKrMzk5GX///Tc73aNHDwwdOlRu9amCf/75B5aWlpgyZYpIN1KHDh2KQ4cOYd68eZzykoL1vnz5wk7HxMRI1d6i+NelakGVXbp0gYeHB9q2bcsOFeXh4QFPT0906dJF5PV07dpVYHvzeDyUK1cORkZGsLCwKHb78+PxeDA2Nsb379/ZMnl+JiXd5CtXrhz7nRMnU0lycjJn6C1hGQRLU7FiRc60qME0gOBQcYoc2o9I7+DBg1i4cCGnbPr06VixYoXI6xD2vY6JiZHZ+UnU/Yj/txdJMv6EhISgffv2iIiIEHvZogqDGUSlrP0oPz8fq1evxrVr1zBy5EgMHz4clStXllt9c+bMERjurzheXl5o3769XNqRk5ODW7du4cSJE7h27ZrYn9evauHChTh48CCnbOvWrRg9erTI6+DfP/Py8hAfHy+TbHUMwyAuLq7E+lSVsO2SkJAg0TlbVGFhYZwMkRMnTuQMe/8r2rdvH2rUqIGlS5eWul/zeDxMnz4dmzdvFghGFdaPVKU+ozKMGDECGhoanGvB/fv3Y/r06SUG1PEbOXIkRo0axSnj8XjQ09ODkZERqlatKvI5sLj+h6woov/B3+fm75OLgvrxhBBCCCGEyA8F65URkZGRAmXy/NGFkN+api7QeTnQaABwdRoQ5Vfy/PEfgSNdgRbjgU7LAG3FDidBCCHF0VBXg5UJBfaLKi8vD6ka/wvSNjAoB3V10YL1yrqaNWtCU1MTOTk5bJmfn1+JWcOktX37dkRFRQEo+OG+aKaKX5mTkxN69uyJ7du349KlSwgMDOT8X01NDZ07d8bkyZPRt29fABAYzrW4oeLq1asHHx8fdtrPr5Q+jBj419WgQQOZrVtWWrVqBScnJ5w4cYItO3bsmFjBeubm5ujcubPM2lSvXj3OjVdlfSbly5dng/Xy8vKQmZkpUmautLQ0zrQkN9n4l0lNTRV5Wf76jYyMxK6/NJUrV4anp6fI88+ZMwdv374FIDy4szjSDpta1ri7uwtkz3N2duZkCRVFcecne3t7qduYkZGBT58+ccqK24/4gyvE+R4DQHZ2Nnr27CkQqFenTh04ODigXr16sLS0hJ6eHjscbqHNmzfjzp07YtVXlCL2I2tra0yZMgWnT5/Gjx8/OP/z9/eHv78/5s+fjy5dumDkyJHo16/fL/fwqbe3N06ePInTp09zjvtF8Xg8tG/fHhMmTFBw65Rrw4YN2LBhA6ds2bJlmDVrlljrERa04+fnh65du0rVPgD49OmTwBCN4vZ1Hjx4IHU7JFG/fn2BMj8/P5n2Z/itWrWK3V7m5uZYt26d3OpSJfPmzcOwYcOwZcsWXLt2jfOQDABoaWmhd+/emD59OhwcHACI149XhT6jsgwZMgT79u3Do0ePABQE0J44cQJr164VeR01a9aU2fdeT08PlpaWnHsyfn5+GDx4sEzWL+pnYmBgADU1NfbhGWn60b9iP54QQgghhJCyjIL1yojHjx9zpqtVqyZ22nJpfP/+HREREUhJSYGhoSEqVKiAKlWqcH5AJuSXU7kxMPYu8PIA4LUWyMkoYWYGeHUI+OgB9NoG1OuusGYSQggh0tLV1YWdnR2eP3/Olvn4+GDcuHFyq7PocK3p6eliD61ZqEMHbvbIGTNmiB0MomgmJibs8LcJCQmIiopCYmIiKlasiKpVq0JfX58z//v37znTdnZ2Qtfbtm1buLm5sdP+/v7Izc2Fhob0l32vX7/mTLdp00bqdcrDgAEDOMF6z549U2JrCj6Tp0+fstNFgymlkZubizdv3nDKSvpMrKysOMNWRUdHo2bNmqXWw/9d5A9kEAX/MgYGoj/YUhjQW6hq1api118aHR0dsW7sFs0qKevgzl/FlStX4OzszMnKOHDgQBw5ckTs3xB0dXXRvHlzvHz5ki3z8fGRSbCTv7+/wFC0xe1HlpaW4PF47JBu0dHRYtV14MABTmCgmZkZjh07hu7dS79uPHLkiFh18VPEflSpUiXs2bMH27Ztw7Vr13Ds2DHcunULubm57Dx5eXm4desWbt26BX19fQwcOBCjRo1C+/btoaamJvM2KcLXr1/h5uaGkydP4uPHj8XOV7t2bYwaNQrOzs5y2f6qbO/evQIZNmfMmIGVK1eKva7atWvDzMwMsbGxbJmPj49MgvX4+zkaGhpo0aJsjJ5Qq1YtmJubc45LPj4+cj0/Fe3HR0dHS5yprUaNGpzp7du3Y+bMmVK0TP6qVKmCHTt2YMeOHYiJiUFMTAxSU1NhZmYGKysrTnA+wzD48OEDZ/mS+vGq0GdUpgEDBrDBeoBq9OPPnDnDTsvqM4mKihLIrFfcZ6KhoQFzc3M2aPD79+8iX9/9Dv14QgghhBBCyrKy+WvYb+jo0aOc6Z49eyqk3ri4OFhbW8PU1BQ2NjZwcHCAjY0NqlatiooVK6Jfv344e/aswA/chPwy1DWA1lOByc+BWh1Lnz8lEjg9BDg3GkiLK31+QgghREW0a9eOM+3h4UF9PAWoUKECGjdujD///BPW1tYCN1WysrLw+fNndlpDQwPNmjUTui7+mzyZmZm4efOm1G189+4dpw3C6lIVtWrV4kzLcrgqSfBvp8+fP+Pdu3dSr/fmzZsCQ0uV9JnwB8OKOgynkZERJ4iGPzuMKPgzTIkzhDL/TT5Jg3qJ4ty9exdDhgzhBGl169YN7u7uEmer5f9uX716lbN+SV24cIEzbWpqirp16wqdV0tLCxYWFux0dHQ0JxixNP/99x9n+tKlSyIF6gEQyFQnLkXuR1paWhg4cCCuXbuGiIgIbN26FU2aNBGYLy0tDcePH0enTp1QrVo1LFiwQCDTrLgePHgAhmFEekkzBG5KSgqOHj2KDh06oEaNGli8eLHQQD1DQ0OMHTsWjx8/xufPn7F06dLfLlDhxIkTmDZtGqdszJgx2L59u8Tr5D8e8O/HkuJfT7NmzcrUkI38/firV68qqSW/l8qVK6NZs2Zo164d6tatK5BFNzQ0lBPsZGlpWexw4KrSZ1QmVe/HP3z4UKK+MD/+442amhpatmxZ7PxFz9v5+fkC5/Xi8Pe5qR9PCCGEEEKIaqHMemXAjRs3OE+VAYCLi4tC6s7MzBR4ArDQjx8/cOXKFVy5cgW1atXCkSNH2BT/shQXF4f4+HixlgkODuZMp6WlscM+EdXB/3SeJE/4KYy6CeB4DJofLkL7wQqo/Uwqef7Ai2CC7+Gnw1LkNPwLoCyUhBAJ5eXlsQFThQETeXl5lN1WDvgD08paoBp/0EB+fr5Y78HR0RGbNm1ipyMiIuDh4YFevXrJrI1FFWYnksd6RX3fRfcvaclyXUXdvHmTM/yjg4MDNDU1hdbVoEED1K1bl5O96ejRo1I/6MP/4JCxsTHatWsn1vvl/7zltb3411nctirEv9+I8/0RhYODA8qXL8/JQHPkyBFs3bpVqvW6urpypuvVq4d69eoV2/ZGjRpxpj98+CDyjVorKyt8/foVQEGQSkhIiFg32/iH+bKyshJ5G/NfizZs2FDpx+ai32VZf1+EKe3cJMvvsLTrevr0Kfr27YusrCy2rG3btjh//jzU1dUlble/fv2wbds2djo2NhbXr19Hnz59JFofUJBpqGgm0sJ6Smpj48aN2cw2ubm5+PTpE+rUqVNqXfn5+fD29manmzVrhhYtWoi8PfiD2MQ9fhYNJNPQ0CjxWCFLFStWxIwZMzBjxgz4+voWO0RsREQENm7ciI0bN8LGxgYjRozAsGHDYGZmJvc2iio3Nxd37tyBm5sbrl69KhD4UkhNTQ0dO3bEqFGj0L9/fzZwR1HHLVU6Hly8eBFjxozhHDMHDx6MAwcOiBXoyq9///64ePEiO+3r6ws/Pz+hQaGiSkhIwPXr1zllpR0PZI1/m4i7n/ft2xdnz55lp58/f463b9+iYcOGMmtjUfLqxxd3/SJqmShkua7SXLt2jTPdvXv3YutSlT6jMML68fIgbj+ev13iXv+Wpnfv3pg1axa7zuzsbJw8eVIgCFlcx44d40x36tQJenp6xba9cePGnKyL79+/h6WlZan1VKpUCVpaWsjOzgZQ0B/IzMwUa7Qmf39/zrQ4/Xhl9T/I76us/6ZHCCHk10LnJdnKy8tj+/+F18+pqakSPxhcKC0tTeq2SYOC9VTcjx8/MHHiRE5Zv379VG4ohpCQEHTq1Albt27FjBkzZLruffv2STQ8RlGvXr1S+tN4pHSvXr1SdhNEYAKt2mvQKNINVonPS5yTl5UM3TtzkfbsKPyrjkaGturcbCCElB08Hg+mpqYA/jfkSFpamtSdUFK6jIyShj9XPT9//hSYTk1NFXn5hg0bokWLFpzz8Zo1a9C2bVu5DE83cuRIgSFsRTFx4kTExf0ve+3q1as5gUhVqlQR+X2np6eLtY0Uta6i+INJhg8fXmI948aNw/z589npq1ev4vHjx8Vm4ytNVFSUwBCMI0eORH5+vljvt2jAISC/7cWf3cjU1LTEegpvXhXKycmRebucnJywZ88edvrIkSMYP368SDfZhHn79q1Axpzx48eX+ONCgwYNONO+vr4iv8/mzZuzwXpAQQCpk5OTyO29e/cuZ7pJkyYi1/327Vv2byMjI5iZmcnleyOOoj+uyeP7Uhr+cxP/sT8vL0/iNkmzrjdv3sDR0ZHTPhsbG7i5uSE3N1eq7dS4cWM0b94cvr6+bNmKFSvQrl07iftDBw8e5AylCRRk/CqpnY0aNcKtW7fYaW9v72IzJBVVOGRdoRo1aoi8PYKDg9kAwULiHD/5s7PWr18fOTk5AsdkeatTpw5WrVqFpUuX4s6dO3B3d4enp6dAO/z8/ODn54d//vkHHTp0wJAhQ9CrVy+BbFWK8ubNG5w5cwYXLlzg9D341a5dG0OHDsXQoUPZY7u033tJyPKcJs26PD094eTkxDledu3aFXv37pX6Ic1u3boJDPm6ZMkSgf6SOFauXMl5v7q6uqX2t2SNf3tnZmaKVX/Xrl1hZWWF8PBwtmz58uUCgVqyMn/+fIwZM0bs5fr378+ZPnjwICpVqsRO165dW+j7Fva9kfTzkeW6SuPu7s6ZHjp0aIl1qUKfURj+G4vy2l5FHzgCCjKQl1QX/zkkOztbpm0zNjZG7969ceXKFbZs8+bNGDRokEA2dFHduHGD058BCj6TktptbW3NmX79+nWJmfiKatKkCTt8b3Z2Njw9PfHnn3+KtCzDMPDy8uKUNWrUSKRtrCr9D/J7K2u/6RFCCPm10XlJOnl5eZwgPQB4/Pix1A+Sffv2Teq2SYOC9VRYfn4+nJycOEMUGRkZYdeuXXKv29DQEN27d0e3bt3QtGlT1KhRA4aGhsjIyEBUVBSePXsGV1dXPHnyhF0mLy8Ps2bNgpmZGYYOHSr3NhKiLNmahvCt/jcijFujafgxlMspeRgB07T36PBhMYLM+yOkUncwPAqwIYQQopqmT5/OCcLx9vbG3r17pc4e4Ovri6pVq6JixYpsWe3atVG7dm2x16Wtrc2ZbtasGdq2bStV+1TV+/fvcenSJXa6QoUKpWY6HD58ONavX4/ExEQABdcUs2fPxp07d6ChIf7l38KFCzk3ZDQ1NTF+/Hix16MoRQNpAMgto4w4JkyYgIMHD7I3p9LS0vDPP//g1KlTYq8rLy8Ps2fP5tw0NTExwbBhw0pcztbWFpqammwb+LNklKRNmzac76G7u7vIwXqfP3/Gy5cv2WltbW3Y2tqKtGxcXBxn+KxWrVqJ2GKiaB8/fsTAgQM52ewbNGiA8+fPw9DQUCZ1/P3335xjz5s3b3D48GFMmjRJ7HVFRUVh7dq1nLJOnTqhfv36JS7H/x309/cXKbsf/w+H4tyo5g+WFldAQAAnULB169ZSrU9ampqa6NWrF3r16oXv37/j/PnzcHd3FxjqMS8vD3fv3sXdu3dhYGCAPn36YOjQoWjTpo1cHiAoKioqCmfPnsWZM2eEDm9byMjICP369cPw4cNV7oFaZXr69CmcnZ05wWft2rXD8ePHoampKfX6NTU1MW7cOKxevZotu3HjBm7cuCFRJuF3797h4MGDnLKhQ4eKNdSjKtDQ0MDff/+NRYsWsWWXL19Gv3790LdvX6nWfefOHXTt2pVTxp+xV1ItW7b8ZYeHvnv3LuchKGtra9jZ2ZW4jCr0GZXp9u3bnGlV6MdPnjyZE6wXFRWFdevWYd26dWKvKy0tDQsWLOCU1atXD507dy5xOWH9D1G1bt2aDdYDCvrxogbreXl5cR4YqFy5ssjX76rW/yCEEEIIIUQVyfcXLiKVefPm4ebNm5yygwcPwsrKSq71bt68GZGRkThz5gzGjBkDW1tbmJiYQENDA4aGhqhfvz7GjBmDx48f4+LFiyhfvjy7LMMwGDt2LGWxI7+FOKOmuN9gPUJMu4JBycNRajDZaBh1Bn8GrYBRRphiGkgIIYSIqVevXujduzenbNWqVTh//rzE6zxz5oxAtiVSuszMTMycOZNzg23p0qUCwYr89PT0sHHjRk6Zn58fJk+eLPawc+vWrRPIxrFo0SJUqVJFrPUoSlBQkEAGE2mHAJYFKysr/PPPP5wyDw8PrFq1Sqz1MAyDadOm4fXr15zyzZs3o1y5ciUuq6+vjz/++IOd9vf3L3YYR36DBg2Cnp4eO/38+XN4eHiItOySJUs40/369YORkZFIyz579owz3bFjR5GWI4r19etXDBgwAAkJ/3uAqWbNmrh06RJMTExkVs/AgQPRqVMnTtmyZcsEbuyXJikpCX/99RcnCFlfX58zDHxxWrduzcnwxv8dLU7h7ymFfHx8ODewi/Pu3Tupg/WKDpsHqNZ+VLFiRUyaNAmPHj3C48ePMXnyZDabdFGpqalwd3eHo6Oj1EFHpbl+/ToaN26MlStXCg3UU1dXR6dOnfDvv//i48eP2LFjBwXqFeHn54dhw4Zxzi/29vZwd3eHjo6OzOqZMmWKQKapSZMmCQy7Xppv375h2LBhnL6WhYUFli5dKpN2Ktq4ceMEAuKnTp2Kx48fS7Q+hmGwZ88ejBgxQhbN+60kJCQI9P3WrFlT6nKq0GdUlkePHuHevXucsh49eiipNf/TokULODs7c8r2798vMJRtabKysjBy5EhO9kt1dXXs2LEDPF7JvynXrl2bE9Qqav8DKMiIXnT9586dEynYLy8vD8uXLxdYl6hUuf9BCCGEEEKIqqDMeipq165d2LZtG6ds/vz5GDJkiNzrHjx4sMjz9u/fH+bm5ujYsSP7Y1xGRgbWrl2L3bt3y6Q9kydPFqtNQMFQMf369WOnW7RoITD0E1G+9PR0zlOmLVq04NwILDt6ICPaDzp35kE9IajEOctnfoXDp5XIth2PrFazAU3lDOdDCCk78vLy2KeZCzOJ6OvrS5Qhi5QsLy+PE1BWrly5MjXcMP9NUB0dHXboZHEcO3YMtra27LCXubm5mDhxIr59+4Z58+aJfIPny5cvmD9/Pi5fvgygIIhMkvbw48+oo6urK/F6ZdUmUdaVkpKC9PR0mJubl7quxMREODs7w9vbmy1r06YNpkyZUurNHKBgKMcHDx5wAtfOnTsHhmGwd+9eVKhQocTlMzMzsWTJEuzcuZNT/ueff2Lx4sUSZTXiz6ZT3PZKTU3FwoULsWDBArGCAgMCAjB48GBOJp9q1arBycmpxOETtbS0BNopq+9EUcuWLcPDhw85N8y3b9+O7OxsrFu3rtQ+cGJiIqZNm4b//vuPU+7k5CRwA7E4ffr0YTOjZ2dn4+3bt6Vm8gAKhmAfPXo0Z1i2adOmwdraGk2aNCl2uRUrVuDOnTvstJqaGubOnSvy9i16nQAUXHvK47MRV9Hzgry+L0WVdm7iP/arq6tL3CZx1xUVFYUBAwZwhqOsWrUq7t69K5dMScePH0ezZs3w/ft3AAUZ6lxcXLBjxw6MHTu21OPjhw8f4OzsjMDAQE759u3b0bRp01LrNzAwQIcOHXDjxg0ABVlj1dTURLqGbdGiBXtzPSYmBocPH+YMWc4vODgYTk5OQrPwiXPuevHiBft3uXLl0LNnT5UM1GjVqhVatWqFbdu24ebNmzhx4gQ8PDwEhgZNTU2V6z6XnZ0tNLC9QYMGGDlyJJycnGBhYSG3+qUly3OauOsKDAzE4MGDOYGwzZo1w82bNzkP+cqCgYEB3N3d0bJlS3b47tTUVAwaNAiHDx8WKajz+fPncHZ25mSN4vF4OHr0qFIyvfFvb0n7t//99x/s7OyQnJwMoCCT1+DBg7Fp0yZMnDhR5GvIN2/eYNasWXj06BEACLRFVtdNoh7PhB1npen/i7uu2NhYaGtri/RdjoyMxODBg/Hlyxe2bNiwYXB0dBSpfarQZ+TH/9kWt72CgoJw4sQJzJkzR6yA/UePHgm0rUWLFujWrVuJ53b+6wstLS25nCN2796N58+fc4bpnTNnDlJTUzF//vxS96uIiAiMHTsWDx484JQvWLAAXbp0EakNvXv3xr59+wAU9L9iY2NFynJnY2ODXr164fr16wAKsq67uLjg4cOHxV5rMQyDcePGISAggC3T09PDtGnTfrn+B/m1lPXf9AghhPxa6LwkW7m5uew9icI+af369aXeph8+fJC6bVJhiMpxc3NjeDweA4B9ubi4MPn5+cpuWrGWL1/Oaa+JiQmTl5entPYEBARw2hMQEKC0tpDiJScnM5cvX2ZfycnJym6SdHKyGObBJoZZVZFhlhuW/trRhGFCvJTdakKIisvJyWHev3/PeeXk5Ci7Wb+k3NxcJjExkX3l5uYqu0licXV15fR/XF1dJV6Xv78/U6FCBc76ADCWlpbM2rVrGT8/P6HLxcfHM8ePH2f69+/PaGhocJYNDQ2VuD1FVatWjbNeLy8vkZflfz/StEncdb17947R0tJihg4dyly4cIFJSEgQmCcyMpLZuXMnU6lSJc66K1asyAQHB4vVvpSUFOaPP/4QaKepqSmzdu1aJiQkRGCZmJgYZvfu3Uzt2rUFlqtduzYTFRUlVhuKcnZ2Fml7JSYmMgAYTU1Npnfv3szx48eZ4OBgoddCWVlZzNOnT5lJkyYxmpqanPXzeDzm6tWrpbaL/zrG2dlZ4vdYmqioKKHbtnr16syOHTuEbt/Q0FBmw4YNTOXKlQWWa9myJZOamipy/eHh4ZzrzClTpoi8bEpKClO9enVO/Xp6esyWLVuYHz9+cOZ99+4dM2DAAIH2/vPPPyLXl5+fz1SpUoVdtlWrViIvK28ODg4K+b4UKu3cxH/sd3BwkLgucdaVnp7ONGzYkDO/uro6s2/fPsbT01PsV2ZmpkhtfPDgAaOrqyvw/Wrbti3j7u7OpKWlCSzz6tUrZsaMGYyWlpbAcuLsBwxT8HtN0eXPnTsn0nIHDx4UOEbNmTOHiY2N5cwXHx/PbNmyhTEyMmLnq1evnkTnrtTUVEZHR4ddbtiwYWK9V2X7/v07s3v3bsbW1pZ9D02bNpVrnUX3AWNjY+bvv/9mXr58Kdc6ZUmW5zRx1hUVFcVYWFgInCPc3d0lOh6I6vTp04yamprAft2nTx/mypUrTFZWFmf+vLw8xsvLi3FxcRG63ObNmyXdXFLj397i9G/53blzR+hxsl69esz27duZjx8/Cl0uPDyc2b9/P9O1a1eB36X5SXrdJGlfPDQ0VGBZSUmyrmvXrjF6enrMuHHjmJs3bzIpKSkC8wQHBzNr1qxhDAwMBPrQ379/F6uNyu4z8iva9ylpe/n5+TEAmHLlyjFDhgxhzp07x3z79k3ovBkZGYynpyczbNgwge+btrY24+PjU2q7+K8vli9fLulbLFVgYCBjamoqsG2bNGnCHD58WOi1XWBgILNkyRLG0NBQYLm+ffuK9bvO06dPJT5ehYeHM+XLl+csX7FiRebIkSMC/abnz58zf/75p0B79+/fL3J9Zb3/Qcqusv6bHiGEkF8LnZdkS173SZUdU0TBeirm2rVrAjc2BwwYoPI78I8fPxh1dXVOu5X5g6aydywiml8uWK9QXBDDHOkuWsDeckOGuTSZYdIFf9QhhBCGoWA9RSrrF1CyDNZjGIZ5//69QIBA0Ze+vj5Ts2ZNxt7enmnQoAFjbGxc7LxGRkYCAQmSKsvBevzLVKlShWnevDnTvHlzxsLCQuBGVeGNFFFuVgmTnJzM9OjRo9jPpUKFCkzjxo0ZGxsbxszMTGj9ABg7OzsmMjJSojYUEjdYj/9lYGDA1KlTh7G3t2fs7OyYOnXqCAToFb54PB7z77//itQuRQbrMUxBQKadnV2x7TYzM2OaNWvGNGnShKlYsWKxn1337t0l6jt37NiRXYelpaVYD4R5e3sL3c81NTWZunXrMnZ2doylpWWx7eUPmijJq1evOMvv3btX7PcqLxSsV0BYsIM0L3GOx48fPxYIai58aWhoMFZWVoydnR1Tr149gaCJoq9FixaJ/VBkeno6o6+vz65D1BvQ2dnZTLNmzQTaoKamxtSrV4/5448/mNq1awv8rrJo0SKRj5/8zp49y1nOw8NDrPeqSgICApi5c+cyPXr0kGs9p06dYnr16sWcPXuW+fnzp1zrkgdlBet5eXnJ9HggjosXLzJ6enpC16Otrc1Ur16dsbe3Z2rXrs2UK1eu2OOGss8zsgzWYxiGefLkCWNubl7sNjYyMmLq1KnDtGjRgqlbt26Jx8rKlSsLrP93DNYrOj+Px2OqV6/O2NnZMU2bNmXMzMyEbruaNWsyX758kaidyu4zFiVusB7/y9jYmKlXrx7TokULpnnz5kzNmjUFzndF99sbN26I1C5FBusxTMH1ca1atYS2W11dnbGwsGCaN2/ONGzYsMRrYxcXF7H6xYVq1qzJrkPcB1muX7/OaGtrC7RFV1eXsba2ZmxtbYvtW40ZM0asun6l/gcpW8r6b3qEEEJ+LXRekq1fNVhP/PGLiNx4eXlh8ODByM3NZcu6dOmC06dPq3xaTGNjYzRv3pxTFhRU8nCghPyyTOsCLh5A7+2AtmHp8/ufAva2AAIuAgwj//YRQgghImjQoAFev36NuXPnCgzNBRQMq/Xlyxd4e3vjw4cPSExMFJhHU1MTU6dORXBwMCpVqqSIZpcpERER8PX1ha+vL6KiosDw9QPatGkDb29v2NraSrR+Q0NDXL9+Hdu3bxc6ZFFCQgLevXsHPz8/xMbGCtSvra2NhQsX4smTJ0of9i81NRWfP3+Gt7c3fHx88PnzZ6HDQ9apUwf37t3D2LFjldDK0llYWODJkydYvHgxtLW1Of9jGAaxsbHw9/fH27dv2aE+izIwMMDWrVvh4eEBQ0MR+pl8/v77b/bvyMhI3L9/X+Rl7ezs8OjRI9SsWZNTnpOTg0+fPsHHx4cznGAhFxcXXL16VehxpDgnT55k/zYwMICTk5PIy5JfX9u2beHv74+BAwcK/C83Nxfh4eHw8fFBUFAQZ0jOQjVq1MDNmzexdu1akYYWL6pcuXKcofquXr0qtA5+mpqauHLlCurUqcMpz8/PR1BQEF6+fIng4GDk5eWx/5s9ezbWrFkjVvuKKrof1ahRA927d5d4XcrWsGFDbN68mR2CWF5GjBiB69evY/DgwQLHaKKa+vfvD19fX7Rv317gf1lZWQgLC4O3tzeCg4M5QxAVatq0KZ4+fYrJkycroLWK06ZNG7x9+xajR49mhwoqKjk5GZ8/f8arV6/w6dMnoccxPT09LFu2DMHBwYpocpnCMAzCwsLg4+ODN2/eIDY2VmAeR0dHvHz5EjVq1JCoDmX3GWUpMTERQUFBePXqFXx9ffHlyxfO+a6QnZ0dXrx4gR49eiihlaUrvD6eOHGiwH6Vl5eHqKgo+Pr6IjAwUOi1caVKlXDixAm4urqK1S8uVLQf/+LFC7H2zV69euH27dsC1+SZmZl4//49Xr9+jbi4OM7/1NXVsXDhQhw5ckSsdv5K/Q9CCCGEEELkiYL1VMTLly/h6OiInz9/smWtW7fGpUuXJLp4UwYrKyvOdHx8vJJaQogKUFMD7MYAU14C9XqVPn96PHB+NHB6GJAcIf/2EUIIISLQ09PD5s2bERYWhhUrVsDa2rrUZTQ0NGBvb4/t27cjKioKu3fvRsWKFRXQWtVWpUoVzJ49G/Xq1StxPh6PhzZt2uDMmTN4/PgxqlevLlW9ampqmDlzJr5+/Yp169aJ9BlWq1YN//zzD4KDg7Fu3TqFBiwYGRnh4cOH+Oeff9CiRQuRroU0NTXRqVMnnDp1Cu/evUOHDh0U0FLJaWtrY82aNQgJCcHChQtF+ozr16+PNWvWICwsDLNnzxZ6410U/fv3R7Vq1djpf//9V6zlGzVqhPfv32Pz5s0CQXtFaWhooFOnTnj8+DFcXV2hqakpch1ZWVlwc3Njp0ePHq30m8xE9Zibm+P8+fPw8fHB6NGjUb58+RLnV1dXx59//glXV1cEBQVJdeN4xowZbJBfeno63N3dRVquatWq8Pb2xtSpU6Gjo1PsfC1btsTt27exdetWsYMJC0VHR3MC26ZNmybxcYMQVVe3bl14eXnh3r17GDx4MMqVK1fi/JqamujRowcuXLgAPz8/tGjRQkEtVayKFSvi6NGj+PTpE+bNmydS0Ji2tjYcHBxw+PBhREdHY+XKldDT01NAa1Vb06ZN8ffff3P6UMKoq6ujW7duuH37Nq5cuSL1NZAy+4ySaNiwIW7duoXp06ejSZMmIiUf0NXVRd++fXH58mW8ePECzZo1k39DpWBkZIQDBw7gw4cPmDZtGszMzEqcn8fjwdbWFjt37kRoaChGjhwpcd3jxo1j90eGYcQOonNwcEBwcDAWLVpU4oNYOjo66NevH/z8/LBu3Tqx6qD+ByGEEEIIIaLjMfzpE4jCvX37Fu3bt+c8cWVjYwMvLy8YGRkpsWXiGTp0KM6cOcNOb9iwAf/8849S2hIYGIhGjRqx0wEBAWjYsKFS2kKKl5KSAi8vL3a6Q4cOv+aNOIYBPlwFbswD0gSfthWgpQ90XgHYjS0I+iOE/NZyc3Px+fNnTlmdOnWgoaGhpBb9uvLy8jhZJQwMDFQ+u3FRx44dw+jRo9lpV1dXuLi4yLye+Ph4+Pn5ISwsDImJicjJyYGhoSGMjY1Rs2ZNNG/eHLq6ujKv91cSHx8Pf39/hIaG4sePH8jNzYWhoSFq1KiBP/74Q+5ZCKOiotjPMDk5GQzDQF9fH1WrVkXTpk1LDMKSlIuLC44fP85Oh4aGinTDMSsrC+/fv0dISAiio6PZfdTIyAjly5dH/fr10bhx4zLzgFNxQkND8ebNG3z79g2pqang8XgwNDRE9erVYWNjA0tLS5nVtWfPHkybNg1AwU3gsLAwVK5cWaJ1ffz4EX5+foiLi0NGRgYqVKgAS0tLtG3bVuJr2RMnTrCZyzQ1NREUFCRxVppfQVk/NylKfn4+3r17h/fv3yMqKgoZGRnQ0tKCiYkJatWqBTs7O5leaw4aNAgXLlwAUBDE4e/vL9byaWlpePz4MYKDg5GcnAxdXV1YWVmhZcuWqFq1qtTtW7VqFZYvXw4AMDExQWho6K95rU2IEDk5OfDz80NQUBBiY2ORmZkJbW1tVKxYEXXq1IGdnZ3K9VVXrFiBlStXstNeXl5CswVKKyIiAm/fvsXXr1+RnJyMvLw8GBkZwcTEBHXq1EHTpk1F6lP9zuemyMhIvHnzhu1H5+fnw8jICHXq1MEff/xRavC4tBTZZyzUvn17PHz4kJ0W9XZSeno624+Pi4tDWloa1NTUYGRkBGNjYzRs2BDW1tZl/rvz4cMHBAYGIiIiAmlpaVBXV0f58uVRs2ZN2NrayvTBtblz52Lr1q0ACjL1ffv2TeIHq/z9/REYGIi4uDhkZWXB1NQUVlZWaNu2balBz8Wh/gdRpt/53EQIIUT10HlJtuR1n1TZMUV0l1fJgoKC0KVLF06gXoMGDXD79u0yFagHADExMZxpU1NTJbWEEBXD4wHWfYEafwKeywHf4yXPn50G3JgLvDsH9NkFVKqvmHYSQgghIjA1NUXXrl2V3YwyzdTUFF26dFFa/RYWFkof1lZU2trasLGxgY2NjbKbIlc1atRQWEDa+PHjsXHjRkRERCArKwu7du0SO2tGofr166N+fdn2Vbds2cL+PXr06N86UI+ITk1NDU2bNkXTpk0VUt+KFStw8eJFMAyDN2/e4M6dO2KdG/X19eU2zF9mZib27NnDTs+dO5dulJPfiqamJlq0aPHLZsyTRpUqVVClShVlN6NMs7S0lEtAnKgU2WeUlp6eHuzt7WFvb6/spshVgwYN0KBBA4XUNX/+fBw4cADp6emIi4vD8ePHMWHCBInW1axZM5lmMqT+ByGEEEIIIeKhlE1K9PXrV3Tu3BlxcXFsWY0aNeDp6VnmAt2ysrLg7e3NKeMfFpeQ356uMeC4C3C+DpjUKn3+8JfAgbbAgw1Abpb820cIIeSXMnr0aPB4PM7rwYMHym4W+Q2sWLFC4LtXNKseUS5tbW0sW7aMnd6/fz9SUlKU2KL/8fDwwLt37wAUDMG1ZMkSJbeIEOEaNWqEYcOGsdMbN25UYmu4jh49ivj4eAAFWXcKM2kSQsqODh06CPSlwsLClN0s8htwcXER+O4VzapHlKtSpUqYMWMGO71lyxbk5eUpsUX/Q/0PQgghhBBCxEPBekoSHR2NTp06ISIigi2ztLTEvXv3lPp0nqT+++8/ZGRksNPa2tpo06aNEltEiAqr0Q74+ynQdjbAKyXlbX4O8GA9cPBP4NtLxbSPEEIIIYT80saOHctm0khKSuJks1MWhmGwdOlSdnru3Ln0ABhRaRs3bmSHibt//z7u37+v5BYVZLUpmilz3bp10NfXV2KLCCGEECJLCxcuZLOkf/78WSUeiqL+ByGEEEIIIeKjYD0l+PHjB7p06YKQkBC2zNTUFJ6enmUmjX1RMTExWLx4Maesa9eu7I/WhBAhNHWBzsuBiQ8BCxGGdYv/CBztBnjMBX6qRuYTQgghhBBSNqmpqWH37t3s9LZt2xAbG6vEFgFnzpyBn58fgIJh+hYuXKjU9hBSmipVqmDRokXs9IIFC5TYmgI7d+5EVFQUAMDW1hajR49WcosIIYQQIkv6+vrYtGkTO71ixQr8/PlTiS2i/gchhBBCCCGS4DEMwyi7Eb+T1NRUdOrUiTNkbPny5eHl5cVmNpCVsLAwgeC/0NBQVK9eXej80dHROHDgAGbOnAljY2OR6+jXrx/evHnDlvF4PPj4+KB58+YSt11agYGBaNSoETsdEBCAhg0bKq09RLiUlBR4eXmx0x06dIChoaESW6QkebnAywOA11ogJ6P0+Q0tgV7bgHrd5d82QojS5ebm4vPnz5yyOnXqQENDQ0kt+nXl5eUhNTWVnTYwMIC6eikZUFVIdHQ0AgMDS5zH1tZW5H4eIZL68uULvnz5UuI8bdu2hY6OjoJaREjZVdbPTYQQQkpX1vpOdG76db1//54NuipO586dFdQaQggRHZ2bCCGEqBI6L8mWvO6TKjumiO7yKpijoyMnUA8AZs+eje/fv+Pu3btirUvWN1uzsrKwatUqbNu2DY6Ojhg4cCBatmzJplUvKjg4GMeOHcOePXuQnJzM+d+MGTOUGqhHSJmjrgG0ngo06A1cnwWElDJ8UkokcHoI0HAA0GMjoF9JMe0khBCi0szNzWFubq7sZhCCmjVrombNmspuBiGEEEJImUB9J6IqrK2tYW1trexmEEIIIYQQQsgvj4L1FOzBgwcCZcuWLZNoXV5eXmjfvr10DRIiLS0N7u7ucHd3BwBUqFABlSpVgqGhITIzMxEdHY34+Hihyw4ePBhbt26VeZsI+S0YVwecLgJvzwC3FgCZiSXPH3ixILCv21qg2QiAx1NIMwkhhBBCCCGEEEIIIYQQQgghhBBCiPgoWI+UKiEhAQkJCSXOo62tjXXr1mHWrFngUcAQIZLj8YCmQ4FanYDbC4F350qe/2cScGUK8PYs0GcHYEJPYhNCCCGEEEIIIYQQQgghhBBCCCGEqCI1ZTeAqA4zMzPs3LkT/fr1g5mZmUjLVKtWDUuWLMGXL18we/ZsCtQjRFb0TYGB/wIjzgNGVqXPH/oQ2NcaeLoTyMuVf/sIIYQQQgghhBBCCCGEEEIIIYQQQohYKLOegjEMo7C6qlevLlZ9urq6mD59OqZPnw4AiI6ORlBQEL59+4bv378jIyMDWlpaMDY2RqVKlWBvbw8LCwt5NZ8QAgB1ugCTXwD31wAvDwAoYZ/OzQQ8lwHvzgOOuwGLZopqJSGEEEIIIYQQQgghhBBCCCGEEEIIKQUF65FimZubw9zcXNnNIIRo6wM9NgCNBwFXpwFx70ueP+YtcLgj0GoK0H4hoFVOMe0khBBCCCGEEEIIIYQQQgghhBBCCCHFomFwCSGkrKhiB0x4CHRYAqhrlTwvkwc82wXsbwV8eaCQ5hFCCCGEEEIIIYQQQgghhBBCCCGEkOJRsB4hhJQlGlqAwzxg0lOgauvS508MA070BS5PBjJ+yL15hBBCCCGEEEIIIYQQQgghhBBCCCFEOArWI4SQssi0LuDiAfTeDmgblj6/vxuwtwUQcAFgGPm3jxBCCCGEEEIIIYQQQgghhBBCCCGEcFCwHiGElFVqaoDdGGDKS6B+79LnT48Hzo8BTg8FkiPk3z5CCCGEEEIIIYQQQgghhBBCCCGEEMKiYD1CCCnrDC2AoW7AXycBfbPS5/90C9j7B/DqMJCfL//2EUIIIYQQQgghhBBCCCGEEEIIIYQQCtYjhJBfhrUjMOUV0Ny59Hmz04Abc4Gj3YC4D/JvGyGEEEIIIYQQQgghhBBCCCGEEELIb46C9Qgh5FeiWx5w3AU4XwdMapU+f8Qr4EA7wGs9kJsl9+YRQgghhBBCCCGEEEIIIYQQQgghhPyuKFiPEEJ+RTXaAX8/BdrNAdQ0Sp43Pwd4uKEgaO/bS8W0jxBCCCGEEEIIIYQQQgghhBBCCCHkN0PBeoQQ8qvS1AU6LQMmPAAsbEqf/3tQwbC4HnOBnylybx4hhBBCCCGEEEIIIYQQQgghhBBCyO+EgvUIIeRXV7kxMO4e0G0doFmulJkZwPswsPcPIOimQppHCCGEEEIIIYQQQgghhBBCCCGEEPI7oGA9Qgj5HaipA62mAJOfA7U6lj5/ahRweihwzgVIi5N78wghhBBCCCGEEEIIIYQQQgghhBBCfnUUrEcIIb8T4+qA00Wg/yFA16T0+QMvAXvsAb9TAMPIvXmEEEIIIYQQQgghhBBCCCGEEEIIIb8qCtYjhJDfDY8HNB0CTPUGGv9V+vw/k4ArU4ATjsCPL3JvHiGEEEIIIYQQQgghhBBCCCGEEELIr4iC9Qgh5HelVxEYeBgYcR4wsip9/tBHwL5WwJMdQF6u3JtHCCGEEEIIIYQQQgghhBBCCCGEEPIroWA9Qgj53dXpAkx+AfzxNwBeyfPm/gTuLgcOdwCi/BXROkIIIYQQQgghhBBCCCGEEEIIIYSQXwIF6xFCCAG09YEeG4Bxd4FK1qXPH/MWONwRuLMUyM6Qf/sIIYQQQgghhBBCCCGEEEIIIYQQQso4CtYjhBDyP1XsgAkPgY5LAHWtkudl8oBnu4D9rYAvDxTSPEIIIYQQQgghhBBCCCGEEEIIIYSQsoqC9QghhHBpaAF/zgMmPQWqti59/sQw4ERf4PJkIOOH3JtHCCGEEEIIIYQQQgghhBBCCCGEEFIWUbAeIYQQ4UzrAi4eQO/tgLZh6fP7uwF7WwABFwCGkX/7CCGElCnt27cHj8cr9lW9enVlN5H8JqpXr17id7F9+/bKbiIBMH78ePYzGTx4sLKbg+7du7PtmT17trKbQ0iZ9+TJE3af0tfXR2xsrFLb8/z5c7Y9BgYGiIqKUmp7iGJRP7XsWLFiRYmfFY/HQ1hYmLKbKRfHjh0r9b0/ePCg2OXDwsJKXX7FihUKez/k9/XgwYNSv4vHjh1TdjN/K9IeX5TNzc0NGhoaMDY2RsOGDfHz50+ltmfDhg3sdrO3twdD90oIIYQQIoSGshtACCFEhampAXZjgLrdgRvzgI/XS54/PR44PwZ4exbotRUwqqKYdhJCCBHAMAzCwsLw7t07REREICkpCdra2jA2NkadOnVgb28PHR0dZTdTphiGQVBQED58+ICIiAikpaWBx+PB2NgYJiYmaNSoEerXrw8ej6fsppYJCQkJePLkCaKjo/Hjxw9oa2ujWrVq+OOPP2BlZSWXOvPz8xEQEIAPHz4gKioK6enp0NLSgomJCWrVqgU7OzsYGBjIpW5Jffv2DcHBwfj27Rt+/PiBjIwM6OrqwsjICLVr14atra3KtVkcubm58Pf3R1BQEGJiYpCZmQltbW2YmpqiTp06sLW1lfmxxMfHB0ePHgUAaGhoYO3atTJdvyTWrVuHO3fugGEY7NmzBxMnTkS9evWU3awyJzIyEu/evUNYWBiSkpKgrq4OY2NjVK9eHX/88UeZ3lekpcxt8/XrV7x58wZfv35FamoqeDwejIyMUL16ddjY2MDc3Fym9eXn52PatGns9OzZs2FmZibTOsTVqlUrODo64urVq0hLS8OCBQtw4sQJpbaJEEnFx8fj3bt3CAkJQWJiIhiGgbGxMapUqYKWLVvCxMREbnXHxMTAz88PoaGhSE5OBsMwMDAwQNWqVdG0aVOVC3zMyclBUFAQAgMDERsbi9TUVOjr66NChQpo0qQJGjVqBDU12eU7cHFxwfHjx+Hg4KDSgS/SyMzMhJ+fH0JCQhAfH4+MjAzo6emhfPnyMDc3h52dHSpWrKjsZpYZAQEBePPmDeLj45Geno7y5cujfv36aN26NXR1deVSZ1paGnx8fBASEoKEhARkZ2ejXLlysLS0RP369dG4cWOZ7hfSys7OxsePHxEWFobIyEikpqYiJycHhoaG7L7coEEDqKurK7upEktMTISPjw++fPmCpKQk5ObmQl9fH1WqVEHDhg1Rv359ZTeRIz8/H8HBwXj37h2io6ORkpICXV1dmJiYoEGDBrCxsYGmpqZM6kpLS8P8+fPZ6YULFyr9t67p06dj165diI6Oho+PD1xdXTFmzBiltokQQgghqoeC9QghhJTO0AIY6ga8vwrcmAuklZL14NMtIOwJ0HkFYDe2IOiPEEKI3CUmJuLy5cu4desW7t+/j+/fvxc7r6amJnr16oWZM2fCwcFBga2UvadPn+LIkSO4evUqEhISSpzXyMgIHTp0wMiRI9G7d29oaWnJpA3Dhg3Df//9xymrVq2ayJk9jh07htGjR7PT0tzAk3ZdN2/exJo1a/DixQvk5+cLnadly5ZYvHgxevfuLVEb+fn6+mLfvn24ePEiEhMTi51PXV0d7dq1g4uLC0aMGAENDcVf0gYGBuLs2bN4/PgxfH19kZycXOL8PB4PHTt2xKRJkzBo0CCx6qpevTq+fv1a4jxqamowMjKCsbExGjRoAHt7ewwePBjW1tZi1cXvwYMHOHjwIK5du4b09PRi59PW1kbnzp0xduxY9OvXTybBsDNnzmS/e6NGjULdunWlXqe0mjdvjgEDBuDChQvIycnBnDlzcP16KQ+yEKSnp+P69eu4efMm7t27h4iIiGLnVVdXh4ODA2bMmAFHR0e5ty0sLAw1atTglEma9UKSdSl720RHR2Pv3r04ffo0vnz5UuK81tbWcHJywqRJk2BsbCx13UeOHIG/vz8AoHz58pg7d67U65SFNWvW4Nq1a2AYBqdOncK0adNgb2+v7GaRMoL//BcaGipxYJq468rOzsbt27fh4eGBe/fuITg4uMR129vbY9q0aRg6dKhM+lJJSUk4fPgw3NzcEBAQUOK8NWrUwNChQzF16lRYWFhIXbckQkNDcf78eXh6euLJkyfIzMwsdl4jIyM4OTlhxowZqFOnjgJbWbb8/PkTp06dwunTp/H48WPk5OSUOH/NmjXRr18/ODs7o0mTJjJpQ0xMDKytrQWuJZYvXy5yxsD27dvj4cOH7LSrqytcXFwkao8060pLS8POnTuxb9++YjO96urqYujQoVixYgWqVq0qURuLys3NxenTp+Hq6orHjx8jNze32HmNjY3Rv39/TJ48Gba2tlLXLYnz58/j7t27ePr0KT5+/Fhie4GCfXnYsGGYMWOGWIFtDx48QIcOHUqdT1tbG+XLl0elSpXQvHlztGnTBkOGDIGhoQij1RQjMzMTR48exYkTJ+Dt7V1i37Jy5coYPHgwpk6dqrRrp5iYGFy4cAF37tzBgwcPkJKSUuy8urq6GDRoEGbNmgUbGxup6l2/fj27n9SqVQvDhg2Tan2yUK5cOSxatIh9OGXRokUYMmQI9PT0lNwyQgghhKgUhpBfUEBAAAOAfQUEBCi7SUSI5ORk5vLly+wrOTlZ2U0ioshIZJgr0xhmuaFor8OdGSb2vbJbTUiZlZOTw7x//57zysnJUXazfkm5ublMYmIi+8rNzVV2k8QyefJkRktLi9MHEvU1atQouZ+HHRwcOHV6enpyXk+ePBF7nQEBAUz79u0les8AGDMzM+bAgQNSf9ZXr14Vuv5q1aqJvA5XV1fOsg4ODhK3R9J1paamMv379xdrG44cOZLJzMyUuK0xMTHMkCFDJPr8atWqxdy5c0fsOp88eSLw/RNney1evFji71yHDh2Yb9++idzWatWqSVxXp06dmE+fPom9fT5//sx07txZojqbN2/O+Pj4iF1nUR4eHuz6eDwe8/HjR6nWJ0uvXr3ivN/nz5/Lvc6yfG5at24do6enJ9F3qXv37kx0dLRc2xcaGipQr6LWpcxtk5WVxSxbtozR0dERu25DQ0Nm586dTF5ensT1//z5k7GysmLXuXDhQonXJQ89e/Zk29atWzdlN4coiCz6qfz7S2hoqMTtEWddrq6ujLGxsUTHE3t7e4n6CoXnpoSEBGbjxo2MkZGR2HVra2szS5cuZX7+/ClW3SEhIQKfT9euXUXaXj9//mT++OMPibaVlpYWs3nzZiY/P1/s7VWUs7MzA0jW1+fv48+bN09gW/z48aPY5fnPVV27dhVYPiQkRKJ2mZmZSbRdC7eFtP1HhmGYAQMGCF3/8uXLRV4H/7HA1dVV4vZIuq5Xr14xFhYWIm8/PT095syZMxK3k2EYxtPTk6ldu7ZEn9/gwYPF7pf8+PFD4Ls3b948sbaXpaWlRO3V1NRkli9fLvK+7OXlJfF3W09Pj1mwYAGTlZUl1vZhGIY5ffo0U7lyZbHrVFdXZ/7++2+xf9+JiooS+ExGjhzJWbeXl1exyzs6OjJqampit1dNTY2ZO3euRNuIYRgmLi6O06fevn27ylw3ZWRkMBUrVmTbtn79eqW2hxBCiGKV5d/zVJG87pMqO6aIMusRQggRj255wHEX0HgwcG0G8COk5PkjXgEH2gHt5gDtZgMa2gppJiGE/G5evnyJ7OxsgXJ1dXWYm5vDzMwMOTk5+Pr1q0AmsBMnTuDjx4+4d+8e9PX1FdLezp07S7X8v//+i6lTpyIrK0vgfzweDyYmJjA1NYWBgQFiY2MRGxsrMG9sbCwmTZqEu3fv4ty5cxK1Izk5GX///bdEy6qS9PR0ODg4wNfXV+B/1apVQ6VKlZCUlISQkBBOtr2TJ0/ix48fuHLlitjDCr148QL9+/dHTEyMwP80NDRgZmYGc3NzpKSkICoqCmlpaZx5QkJC0K1bNyxduhQrV64Uud42bdqI1U5R8Hg8WFpaokKFCtDR0UFqaiq+fPmCnz9/cubz8vJiMx3KIgNGSe7du4dmzZrh/Pnz6NGjh0jLXL16FU5OTkhNTRX4n5aWFipXrgwzMzP8+PEDUVFRAplofH190apVK+zZswcTJkyQqN3Lli1j/3Z0dFSpoWbt7e3Rvn17NlPlsmXLcOfOHeU2SoW9fv1aaFZGHo/Hfpd4PB7Cw8MFMsHeunULbdu2xePHj2U+BKsqUNa2iYmJQb9+/fDy5UuhdVesWBGWlpbIzc1FVFQUfvz4wZknJSUFM2bMwJ07d3D69GmJhuY9dOgQwsPDARRkoZkxY4bY65Cn+fPn48aNGwCA27dv4+nTp3I5bxDVJm0/VZECAgKKzUpcqVIlmJmZQUtLC1FRUYiOjub839vbG61bt8ajR4/QoEEDsepNTU3F+PHjcfv2baH/NzY2hoWFBTQ1NREVFYX4+HhOVqisrCysXr0ad+7cweXLl1G5cmWR6q1ZsyZq1qzJKTt16pRIy+bk5Ag9/gGAjo4OzM3NUbFiRaSnpyM4OJhzbZWdnY158+YhNDQUe/fuLbGe+Ph4mJqaitQmaZa3traW6rtqbm4u1fKpqakYNWoULl++LPT/WlpaMDU1RaVKlZCXl4fo6GgkJCQIZO5++PAh7O3tceXKFfTp00eitpw/fx4XL16UaFlV4uXlhZ49ewpcQ2hra6NWrVrQ1dVFREQEYmP/N+JJeno6hg0bhry8PIkyii1fvhyrV68WmrVNT08PFhYWMDIyQkxMDGJiYgQy2J07dw6PHj3CpUuX0KpVK5HqNDY2FvjulZRhWFQ6OjqoWrUqjIyMkJ+fj+/fv+Pbt2+c95aTk4OVK1ciPDwcR44ckbrOkqSnp2PDhg24ffs27t27J1J24pycHEyePBn//vuv0P8bGRnB3Nwcenp6iIqKQlxcHPLy8tj/5+XlYf/+/bh79y6uXbsm8rWUubm5QL/yyZMnIi0LFIx2ICwrv6amJiwsLGBqaoqfP3/iy5cvyMjIYP+fn5+PLVu24NOnT7hw4YLY2V43bNjA9qnNzMxUIqteIV1dXUydOpXN7Ll582ZMmTJFov4zIYQQQn5NNC4hIYQQydRoB/z9tCAIT62UC+n8HODhhoKgvW8vFNM+Qgj5jZUvXx6TJ0+Gh4cHEhMTER4eDh8fH7x58wYJCQnw8vJCu3btOMu8evVK4iF+FG3Dhg0YP368QPBdx44d4erqiujoaHz//h0fPnzAq1ev8PXrV/z8+ROvX7/G8uXLBX6wjo+Pl7gt8+bNQ2RkJACU6SFNxo0bJxCoN3r0aISEhCAsLAyvXr3Cp0+fEBMTg6VLl3KGD/bw8MCqVavEqu/Jkyfo3LmzQKBe27Zt4ebmhsTERERERMDb2xtBQUFITU3Fy5cvMWPGDE7dDMNg1apVmDlzpvhvWgra2tro2bMntmzZgpcvXyItLQ3h4eHw9/fHixcvEBgYiNTUVPaGW1GhoaEYNWqURPVu2bIFnp6enNetW7fg5uaGOXPmwNLSkjN/RkYGBg8ejLdv35a67nPnzmHAgAECgXq9e/fG5cuXkZKSgq9fv+LVq1cIDg5GWloa7t+/DxcXF6ip/e+nhZycHEycOBE7duwQ+/3dvXsXr1+/ZqdVMRB20qRJ7N+enp7sUJ6kZLq6uhg1ahQuXLiA+Ph4REVFwc/PD76+voiLi4O3t7fA8K4hISHo27dvscNx/yoUtW1iY2Ph4OAgEKhSvXp1bN++HREREYiLi4Ofnx/evXuHhIQEfPnyBevXr4eZmRlnGQ8PD/To0aPEIbKFycvLw9atW9np/v37C6xb2RwcHDhBS5s3b1ZiawgRj6amJvr37w83NzdERkYiNjYWb9++hY+PD6KiovDhwweMHj2as8z379/RvXt3TvBEadLT0zFo0CCBQD1TU1OsXbsWwcHB+PHjBwICAuDn54fY2FhERUVh165dqF27NmeZly9fon379pzgI0WpUaMGVqxYgadPnyIlJQVfvnzBq1evEBgYiKSkJJw8eRLVqlXjLLNv3z7s2bOn2HXm5OSgVatWGDx4sNAHUkpS+BBQvXr1kJCQINF7UpTk5GR06dJFIFBPR0cHU6dOhaenJ1JTUxEREQFfX1+8efMGcXFxSE1NxeXLlzF27FjOtRPDMBK/58TEREydOpWdLqvXZBERERgyZAgnUM/ExAQHDhzA9+/fERgYCB8fH8TExMDb2xudOnVi58vPz8fYsWPx/v17seqcMWMGVq1axQlm09TUxJQpU/Ds2TOkpqbi06dP8Pb2Rnh4OJKSkvDff/+hffv2nPXExsaiS5cuYgV3yYKFhQXGjx+PkydPIjg4GOnp6QgKCsKrV6/g4+ODsLAwJCQk4NChQ6hSpQpn2aNHj8LV1VXsOs3MzASuxzw9PXH16lXs378ff/31FzQ1NTnL+Pn5oV+/fqX22/Ly8jB06FCBQD09PT0sWLAAb968QVJSEj58+MAe1+Pj43HkyBGBoWQ/f/4MBwcHfPz4Uez3KC0zMzPMmzcP9+7dQ0pKCsLCwuDt7Y13794hKSkJV69eRePGjTnLXL16FQsWLBCrnqSkJBw6dIiddnZ2hra2aiUJGD9+PPtQ448fP+QeIEoIIYSQMkahefwIURBlp6wkoqFhcH8h0W8Z5qCD6EPjXp/NMJn0eRMiChoGV3HKempyW1tbpnr16sy///7LZGRklDp/bm4uM2HCBIFhSO7fvy+X9vEPAySpK1euCLS5SpUqjIeHh8jryM3NZf7991926BxJh5z18vJieDweO3zLpk2bOO0qK8Pg3r9/X2Cbbt26tcRlbt68yWhqarLz6+joMOHh4SK1LyYmhqlUqRKnPm1tbebgwYMiDUcUGBjI2NjYCLT52LFjItUvjDjbKyQkhElJSRFr/StXrhRo740bN0pdjn8Y3JKGHmKYguEtZ8yYIVBX586dS1wuMDCQ0dXV5SxjYmLCXLx4UaT39/TpU6ZGjRoCQxqJezzp3bs3Z/+RZqhNecnKymIqVKjAttPFxUWu9YlzbuIf3q6074u8DRw4kDE1NWW2bt3KJCUlibTMmjVrBL6/R48elUv7lDkMrqK3TV5eHtOhQweB5adMmcKkpaWVunxCQgIzdOhQgeXF/f6fP3+es/y9e/fEWl5RtmzZwjmWffnyRdlNInImi34q//6hqGFw58yZwxgYGDBLly5lYmJiRFr/iRMn2D5s4WvZsmUit49/aEQAzKBBg5j4+PhSl83IyGBmzpwpsHzHjh0lHmK2cGjZ0rZXamoqA4Bp06YNc/v2bZHq+/HjB2Nvb89Zf/ny5ZmEhASh8+/fv58z3+HDhzn1FDcM7qVLlzhDn86dO1dg3fx9fHGHaOU/Vzk7O4u1fFHChpzt27cv8+3bN5HXER0dzUyaNInR0NCQ6P0UKvr529jYME5OTpx2lZVhcEeNGsWZv1KlSsyHDx+KnT8vL0/gu9+rVy+R23f06FGBz7Bx48bMmzdvRF6e//qhUqVKTGxsrMhtKErc7/ebN2/EOmb8+PGDad68OacOc3PzUq83+IfBFeUa//Pnz0zjxo0Ftu+pU6dKXG7ZsmUCyzg4ODBhYWGl1pmbm8usX79eYCjaBg0aiPT7kDDLly8X+dqiQoUKTKNGjZhz586J9JtlZmYm59oPKBiiOCgoSOT2Fe2v8Xg8JigoSCV/0yv6PmvVqqWS17iEEEJkr6zfa1I1v+owuJRZjxBCiPQqNwbG3QO6rQM0y5U+v/e/wN4/gI835N82Qgj5TaxcuRJBQUEYO3YsdHV1S51fXV0d+/btg52dHae8uOFWVMG3b98EsoHUqVMHT58+FcheVhJ1dXU280Dv3r0laktmZibGjRvHZiGYNm0a7O3tJVqXsm3YsIEz3bdvX8yePbvEZbp3746FCxey0z9//hR5KNrRo0cjLi6OndbU1MT58+cxYcIE8Hi8Upe3trbGvXv30KRJE075tGnT8OXLF5HaII2aNWuKPXTNsmXLBIaFOn/+vCybBaBguLEdO3ZgxIgRnPK7d+8iICBA6DLZ2dkYPnw4Z0hbQ0ND3Lp1C/379xep3tatW8PLy4uTsSI/Px+jRo0qdmg+fl+/fmWHngSAESNGcDL2qQotLS0MGTKEnT59+jSSkpKU1yAVNnHiRHz58gWzZ8+GkZGRSMssXrxY4HunyuclSSl622zevBleXl6csgULFmDPnj0iZSAyMTGBu7u7QFbQY8eOiXUs27dvH/u3paUlOnToIPKyilT0+JOfn4+DBw8quUWEFK9fv3748uULVq1aJXKmypEjRwpkJRY128/Zs2dx8uRJTtnw4cNx5swZVKxYsdTldXV1sX37dixZsoRTfv/+fWzZskWkNkhKS0sL169fx5MnT9C1a1eR+p3Gxsa4fPky51iZlJSECxcuCJ3f2dkZq1atgp6eHpKSkjB+/Hh07NgRnz9/Fjp/dHQ0Bg4ciP79+yMqKgqampqYPn06Fi1aJNmbVIA9e/YIDDk7adIkXLx4EVZWViKvp3Llyti/fz8ePnwo8jDI/O7cuYPjx48DKLjGO3z4MJvFqiwJDw+Hu7s7p+zgwYOoX79+scuoqanhwIEDqFu3Llvm4eGBp0+fllpfSEgIpk+fzilr1KgRvLy8BK6xijN69GhcuHCBk/U8Li4OY8aMEWl5aTVp0kSkfbiQsbExTp06xVkmOjpapO0lrtq1a+P27dsCw1lv37692GWePXuGtWvXcso6dOiAW7duCWT4FEZdXR0LFiwQ6LN8+PABc+fOFaP1kjly5AjevHmDQYMGiTSUrY6ODv777z/O9WNOTg67P4ti//797N+tWrVCrVq1xGu0ghTtP4eEhODOnTtKbA0hhBBCVInq/fJNCCGkbFJTB1pNASY/B2p1LH3+1Cjgv2HAWWcgVfHDnRBCyK+mV69enB/KRaGuro758+dzyviHs1IlM2fOxI8fP9hpPT093Lp1C1WrVpVofYaGhrhy5YpEQ6guXboUISEhAICqVatizZo1ErVB2QqHMi1q8eLFIi07a9YslCv3vyB9Nze3UodQO3PmDG7evMkp27Rpk9hBk8bGxrhx4wYMDQ3ZstTUVM4QWKqGP4Duw4cPcqtrw4YNAoFuxd0U2L59O968ecMpO378uNjBp9WqVcO1a9c4N0gjIiJE/j65u7tzhoYaMGCAWPUrUtGAqaysLLkEXv4KunTpAn19fbGXKxoIDAAvXrxASkqKrJqlEhS5bcLDw7Fs2TJOWb9+/bB+/Xqx6ubxeDh69ChatGjBKf/7779FGj4zMjISDx48YKf79+8v1k12RapcuTInwNrd3Z0zRGBZkp2djYsXL8LR0VGu+1FERAQGDRqE69evIzc3V271EEFt27YVKUiO3z///MPZByMjI4sN7C+UkZGByZMnc8qaNWuGo0ePih1gv3r1agwcOJBTtmTJEkRERIi1HnFoaWmhV69eYi9nYWEBZ2dnTllx10y6urpYunQpPn36BGdnZ/B4PDx48ABNmjTBunXrkJOTAwBgGAaHDh1CgwYN2MC3Xr164d27d9i5cyeMjY3FbqcixMbGYt68eZyyHj16YP/+/RI/ZNG6dWv4+PjA2tparOXS09MxYcIEdnr69OmwtbWVqA3K5uHhwTl2NmzYEP369St1OR0dHYFArKLDghZn6tSpSEtLY6f19fVx48YNVKhQQfRGo+CzLzq8PVDwXs6ePSvWehSlQYMGAt8ReV2TmZubC/zO4OvrK3S4Z4ZhMH78eOTl5bFlVlZWuHLlCnR0dMSqd9y4cZgzZw6nbN++fXj16pVY6xFX3759xT4G6OnpCQSNivp71PPnz9nfYwDVvnbs0aMHZ3jeU6dOKbE1hBBCCFElFKxHCCFEtoyrA04Xgf6HAF2T0ud/fxnYaw/4ngTK6A0QQggpy9q1a8eZTkhIEOmmu6J9+vQJV65c4ZStX78eNWvWlGq9ampqIt0IKcrb2xs7duxgp/fu3StR0IUqePr0KefGkLm5uchBWuXLl+d8fzIzMwUC8fht27aNM928eXNMmzZNjBb/j6WlJVatWsUpu3XrllyD4KTB/6T/9+/f5VZXlSpV0LRpU07Zu3fvBObLycnB7t27OWWOjo5i7xOFmjVrJvB5Hj9+nBNkW5yi2UQsLS2lvtmanZ2Nhw8f4tixY9i0aRO2bt2KkydP4sWLF5ygQEm0b9+ekw2NPxMKkY6dnR0nQ2x+fr5cgzfKEkm2zZ49e5Cdnc1O6+vrY9euXRLVr66ujv3793OCcr9//44TJ06Uuux///3H2ff69u0rURuAgmyuvr6+cHNzw44dO7B27Vrs2rULbm5uePv2rdT7OH/7wsPD8fjxY6nXqUivX7/GtGnTYGFhgYEDB+LatWsy2S7Fyc3NxYULF9CnTx9UqVIFc+bMEXreIarDzMyMk5ELKMhiXZLjx49zAk3U1NSwbds2kbIoCbNz505OHzo7Oxt79uyRaF3yxn/NVNq2srCwwLFjx+Dt7Y22bdvi58+fWLx4MU6fPg0AePz4MSZOnIjk5GQ0bNgQd+7cwfXr11GvXj25vQdZ2L17N37+/MlOGxoaihQcVhpLS0uBYPDSLFy4EF+/fgVQ8NDI6tWrpW6Hsjx8+JAz3adPH5GX5Z/32rVrJQZNv3//Hrdu3eKUrVq1SqysiEVNnjxZoN/Of82nShR5Tcb/QBrDMEKDom/duoX3799zynbu3Cl2NvdCK1as4GSsA1T3MxH32FqI//pLmn5lIX9/f7i7u2PHjh3YsGEDjh49Ck9PT04Gekno6+ujU6dO7PTly5dV8jc3QgghhCgeBesRQgiRPR4PaDoEmOoNNP6r9Pl/JgNXpwInHIGEkNLnJ4QQIjPCsjYkJycroSUl2759O+cms5mZGSZNmqTwduTk5GDs2LHsU++DBw+WeChdVcD/Y7iowx4V4g8Iu3r1arHzPn/+XOCJ/uXLl0s1VNWUKVNQqVIldpphGOzcuVPi9clT0RubQEGwozzxB7IKuxF1/vx5REZGcsqkvdG5ZMkSTpbPjIyMUm/ifv36lXPjSpqhMUNDQzFy5EhUrFgR7du3x+jRo/HPP/9g7ty5GDVqFFq1agUzMzNMnz5d4ptzGhoaaNu2LTv9+PHjXy7zmzLxeDyBoWFV8bykDOJum4yMDBw+fJhTNn78eIlvyAMFQdb8N0R37txZaua569evs39raWmhTZs2YtUbERGBLVu2oEOHDihfvjxsbW3h5OSEWbNmYcmSJZgxYwacnJzQtGlTVKxYEXPmzEFUVJRYdRTFfxwq2n5VFRMTgy1btqBx48aws7PDnj17hGbwkbfY2Fhs27YNTZo0ga2tLXbt2iXXYAgiOf7rgJKOJ8L6WD179oSNjY3E9VtaWnIyowHA4cOHVTKIQZxtVZStrS0eP36MM2fOoHr16uyxkmEYVKxYEXv37sWbN2/QpUsXmbdZ1jIyMjjDTgIFWbz4g4IU4dmzZ9i7dy87vW/fPpGGdVdV/Ndk/NdYJalcuTLneigxMbHEAHP+/bhSpUpSZSdXU1PD8uXLOWUvX77EixcvJF6nPCnymkzYg4XCzodFHwQEABsbG04mb3Hp6+sLjKBw4cIFhIeHS7xOeZH02Orh4cH+bWVlhdq1a0tUf2pqKpYsWQJLS0vY2NhgxIgRmDVrFhYuXIixY8eia9euMDExQf/+/UvNPluSov3K9PR0TrZpQgghhPy+KFiPEEKI/OhVBAYeBkacB4xEuCEU+gjY3xp4sgPIo6FzCCFEEfgDdQCIPfyNIly6dIkz7eLiAk1NTYW3Y/369WymmPLly0ucnUhV8N/ENzERIStuEfzfFT8/v2LnvXDhAmfazMwMPXv2FKs+fhoaGnBycuKUFQ4lpmpevnzJmZb3MF38+4ewDBv8n0nz5s3FDtjkV6FCBYEAVv56+PEPd+Tg4CBR3Tt27ED9+vVx6tQppKamFjvf9+/fsXv3btSqVUvi70vRNubm5uLu3bsSrYcIysnJQXx8PKdMFc9LyiDutrl//z4SExM5ZaNHj5a6HS4uLpzpjx8/CmSEKSotLQ3Pnj1jp+3t7TkZAkvz9u1bVK1aFfPmzcODBw+QlZVV4vyJiYnYtm0brK2tS834WhwbGxtORhv+LESqIisrC+fOnUOvXr1QpUoVzJs3T+jNZB6PJ/EQlaIoLvDe19cXM2bMgIWFBQYMGIArV66ww4AS5eO/DijpeBIYGIigoCBO2fDhw6VuA//x5MePH/Dy8pJ6vbImzrYSRk1NTejQ3/LcL2Xt4cOHAtmSx40bp/B2ZGVlYdy4ceyDXEOGDJH6mkLZFHlNxt/3dXJykvq6ukePHjAzM+OUldb/VwaGYeDt7c0pk+c1mbDtyn9NlpKSInAdIYu+2vDhwzkPUOXm5pb4YJ2ySHJs/fTpE0JDQ9npP//8U6K6Hz58iNq1a2Pt2rUlPuDx8+dPXL58Gc2aNcPixYslqov/+lZV+5WEEEIIUayyczVICCGk7KrTBZj8AvjjbwCCP05y5P4E7i4HDncAovwV0TpCCPmt8T91X61aNc6Puqrg06dPiI2N5ZTJYpgTcb1//x5r165lpzdu3IjKlSsrvB2yxH+DsDBjoKj4b7h/+vSp2HU8efKEM+3o6CjxsGlFDRw4kDMdHx+PT58+Sb1eWYqLixPILufs7CzXOvlvOAi78fH06VPONP+2lBT/evz9/UvMksN/HLKzsxO7zqVLl2LWrFmc4T6BgqDapk2bolGjRgLDVaekpOCvv/6Cq6ur2PXx39h79OiR2Osgwj179oxzHNHW1kbVqlWV2CLVIe624T/u1qlTB40bN5a6HT169BAItuM/nhT18uVLzr4p7j6enZ0tkLlPS0sLtWrVgo2NDVq0aIE6deoInFOSk5PRu3dviQJ/1NXV0axZM3b63bt3SEpKEns98vLq1StMnjwZ5ubm+Ouvv3Djxg2h59/69etj7dq1CAsLg6GhodzaY2VlheDgYCxbtkxoJqGcnBxcunQJ/fr1g6WlJWbOnAl/f3+5tYeULjQ0VGAY7Tp16hQ7P//xRFdXVybZ4Bo3bixQb0nHE2Xh76vwDyFcHF9fXzg4OGDw4MEIDQ1lA/Z4PB6+f/+Ov//+GzY2NmUi6F/YNmjQoIHC27F69Wp8+PABQEFWLlXNqi0OWV+TFW4ffh8/fhTI7CaL/r+GhgYcHR05Zaq4Hx89epRzjVS/fn2xh18Wh7AAMP5rsmfPngkMUy+Lz6RChQoCAWKq+JlIcmyVxbWjh4cHunfvjri4OE65jo4O6tevj+bNm8PU1JTzv7y8PKxbtw5jx44Vu76mTZty+ql07UgIIYQQgIL1CCGEKIq2PtBjAzDuLlDJuvT5Y94WBOzdWQJkq94QKISUCXm5QOJXeon6SvoGteRw9oWkb6IvW4azgR49epQzrYpZCfh/jNXQ0ODcQFeE/Px8jB07lg02aNeuHcaPH6/QNsgDf9YG/h+rS8M/f1ZWFucp90KZmZnw9fXllMkqi0GzZs0EMvqo0o2Ijx8/okuXLpxMJM7OzmjZsqXc6szIyBDIGlGjRg3OdEhICGJiYjhlsvpM+NeTm5srkFmwqNevX7N/q6uri33j99q1a1izZg2nrFGjRrh16xa+f/8Of39/vHv3DgkJCTh79ixnCNC8vDxMmjQJb9++FatO/oAnHx8fsZYnxeM/L3Xs2BE6OjpKao1qEXfb8B8LZbWPa2hoCAzRV9Jxt+g+DhTsn5JwcHDA9u3bERAQgPT0dAQHB8PX1xcvX77Ep0+fkJqaisuXL3NuvOfn58PJyQlpaWli16dq+3lkZCQ2btwIa2tr/PHHH9i/f79A5kQAqFixIqZOnYqXL1/iw4cPWLRokUICXmvVqoWVK1ciJCQEjx49wvjx44UOLxgfH4+dO3fCxsYGzZo1w/bt28XufxDpHTt2jBME26BBA4G+QlH8+3ijRo1k8tAFIHhsUqV+HFAQ3H/+/HlOWWnXTDExMRg7dizs7e3x6NEj6OjoYM2aNRg2bBiAgmuJAwcOwMjICO/evUOXLl3Qt29ffP78WW7vQ1qyCJCR1tu3b7Fp0yZ2etOmTQIZ3coiaa/J+LPuFhesx79v8QemS4N/P379+rXAkLPKdPz4cUyePJmdVlNTw549e4RmvJQVYUOd8h9n+T+TypUrw8LCQib1q/qxNS8vDydOnOCUifJ7lLT9yvDwcDg5OXG+nxUqVMDhw4cRHx+PDx8+4PXr14iLi8OzZ8/Qtm1bzvJHjx7FgQMHxKpTS0uLE4gYGBioUvsHIYQQQpRDNlfUhBBCiKiq2AETHgLPdgIPNwF52cXPy+QDz3YDH64BvXcAtToorJmE/BJSIoGd0g1n+DtRByBxvpEZbwHjajJsjWLcuHFD4Ile/qGoVMHHjx850/Xq1RNr+DxZ2LVrF168eAGg4IfWQ4cOyfWH/cTERIkzbJQ0FCE//uw3vr6+yM/PF3lILmGBC7Gxsahduzan7MuXLwIZH2xsbERuZ0nKlSuHunXrcm5KFXeDSh7S0tLY7wZQMLxSWloaQkND8eDBA9y8eZMz3JGjoyMOHjwo1zbt3r0bmZmZnLKOHTtypvn3K0B2n0ndunWhp6eH9PR0tuzDhw/o0EGwL5eVlcUZVq9atWrQ1tYWua6MjAyBwNkuXbrg2rVrAuvR0tLC4MGD0blzZzg4OLBDWmdnZ8PZ2bnEIcP4mZqawsTEhA3CfPPmjcjLkuK9ffsWbm5unDJFnpckPe7yZ3+VB0m2Df9+Lqt9vHBdRY99JR13+YNh69WrJ1ZdVatWRUBAABo2bFjifDo6Oujbty/69OmDiRMn4t9//wVQkNnm5MmT+Pvvv8Wqt379+pzpN2/eoHPnzmKtQ1qFQ68dO3YMnp6eAtl3Cmlra6N3794YNWoUevToIfWQhtJq164d2rVrh127duHq1as4ceIEbt++LTD835s3bzB79mzMnz8fPXr0gIuLC3r37q1yWZ4l8fTpUwQHByu7GUJFR0djx44dnDJxjyeyyNJZyMbGBv/99x87rch+nCjWrFnDCfitWLEievfuLXTerKwsbNu2DevXr0dqaiqAgkDjQ4cOoW7duux25vF4mDhxIhwdHTFlyhRcunQJV69exc2bNzFt2jQsW7YMRkZGcn9v4pDnOUUUeXl5GDNmDHtN8eeff0qU4Uoc79+/l7hvICyYujg1a9bkBFJ5e3uLnIX78+fPSE5O5pQV1y/h/wzr1q2LcuXKidzOkvB/H7Kzs/HlyxdYW4vwwLYMfPr0Cd++fWOnc3JykJiYiICAAFy5coVzjVx4Pd+pUye5tScnJwfbt2/nlFWtWhW1atXilMm7r1bUt2/fkJGRIbPPXFoHDx7Ely9f2GlNTU2RhleXtl85efJkTrZkKysrPH78GNWqCf6m16pVKzx8+BAuLi44efIkWz5nzhw4OjqKFVhZv3599nuYm5uLwMBAuQ7DTAghhBDVR8F6hBBCFE9DC/hzHtCgL3BtBvDtWcnzJ4YBJ/sBzUYAXdcA5UxKnp8QQkipfvz4gYkTJ3LK+vXrJ9dhYCRVNCMZAFSqVEmh9YeGhmLJkiXs9MKFCwVu4Mva27dvZTK0WGlatmwJTU1N9qZXSkoKbty4UewNyKLCwsI4gRqFhGUv4v8MAcDc3FyCFgtXuXJlzo1dYfXJS3BwsEifVY0aNbBo0SKMHTtWroGe165dw9KlSwXq5s8IwL+N1NXVZbZv8Xg8VKpUiZNlsbjP5Nu3b5zgkypVqohV16lTpzg3JC0sLHD+/PkSA/6MjY1x9epVWFtbs0GN/v7+uHfvnlg37SwsLNj3lZaWhoSEBKHDDRPRZGVlwcXFhTP0W/PmzTFo0CCFtUERx11JSLpt+IdtlfVxt6iSjrv8GVfF3c8rVaok1vFJTU0Ne/fuhZeXF0JCQgAArq6uYgfr8d+ADQsLE2t5aTx//hzHjh3DmTNnBIIwimrdujVGjRqFIUOGCM1ip2w6Ojr466+/8NdffyEuLg6nT5/GiRMnBLLt5ubm4tq1a7h27RoqVKiAYcOGwcXFpUzfxHZyclJ2E4RiGAbjxo1DSkoKW2ZpaYkpU6aUuBz/Ps5/DJAG/7rECXKSt2fPnmHbtm2csiVLlhQb7HL06FEsWrQIAFC+fHls2rQJ48aNK7bvZ25ujosXL+LSpUuYOnUqoqKisG3bNqipqWHz5s2yfTNS4j+nKPqabOvWrWxGLW1tbbk/PAUAmzdvVsjn0K5dO04g0IULF7B9+3aRAq9Pnz4tUFZcNln+/Vie/QJh9cnTvn37Sh0SmcfjoXv37li/fr1AhmBZysnJwbhx49gHgwqNGjVKYF5lfCaqEKwXEhKCBQsWcMqmTJkiUh+xaL9STU1NrG0WFBQEDw8PzvLnz58XGqhXdJ6jR4+y2dqBggfG9u/fj9WrV4tct7B+ZVnu5xBCCCFEejQMLiGEEOUxrQu4eAC9twPaIuSz8ncD9rYA3p0HigzXQgghRDyFQ8JFRESwZUZGRti1a5cSW1U8/h+wFX0zesKECWyGsPr167M34H4F5cqVEwhOWbZsmUAWPGEWL14sNMOPqMF6sswWwr8uRd4YEkWtWrWwbNkyjBgxQuY3FfPy8vD9+3fcvn0bw4cPR9++fQU+vzVr1gjc7OPfRoaGEucWFUrUzyQ8PJwzLe4NqsLMWYVWrlwp0nupXr06ZsyYwSk7dOiQWHXzt5X/vRDxTJ8+nZPdUENDA4cPHxY50+evTJJtk5ycLJDFTFnHXWn3c0kUZtIs5OfnJ5BxtDSK3sfDw8Oxbt061KtXD61bt8ahQ4eEBurVqlULy5cvR0hICJ4+fYqJEyeqZKAev0qVKmHGjBl4/fo1AgMDMX/+fFhaWgrMl5CQgD179sDOzg6NGzfGli1bBIZtJ5LbsGEDbty4wSnbt28f9PT0SlxOnv0G/uNJbm4uJ5hQWeLi4jB06FBOoLS9vT2mTp1a7DJjx45FzZo1MXDgQLx//x7jx48Xqe/Xv39/vH//HhMnToSxsTH++ecfmbwHWRF2TlHkcefz589YsWIFO71o0SKxs2mpsp49e3L66jExMaUGnhXOJ+waXtRgPXn2C4TVp2yDBw/G4sWL5RKo9/PnT4SEhODff/+FjY2NwPCupqammDNnjsByv+NnkpGRgUGDBrHZR4GC7OqrVq0qddnc3FxOn8DU1FSsIdmPHDnCGQJ+2LBhIj2wqqGhIRC4e/jwYc66SkPXjoQQQgjhR794EkIIUS41NcBuDDDlJVC/9Cw+SI8HLowFjvcBwp6WPj8hhBAB8+bNw82bNzllBw8ehJWVlZJaVLKiP+ICKPVmoiwdOXKEHfqIx+Ph0KFDv8TQbEXx3zTw8/PD6NGjBW7IFbVu3Tq4u7sL/Z+wYAj+zxCQ7efIvy5h9SlTSEgIRo8ejWrVquHUqVMSr6dDhw7g8Xicl4aGBkxNTdG9e3ecPn1a4IbB7NmzhQ4nJO/9StTPhD8QRV9fX+Q60tLSONmZypUrh6FDh4q8/JgxYzjTjx8/FnlZQLCtJWW/IiXbvXu3QLDkmjVr0Lx5cyW1SHVIum1U6bhbdN9QV1eHjo6OzNpRkho1arB/5+bmIiAgQKzlFbWPu7m5oUuXLqhevToWL16MT58+CcxTvnx5TJgwAU+ePEFwcDBWrFghMJR9WWJtbY2NGzfi27dv8PT0xMiRI4V+PwMCAjBv3jxUqVIFvXr1wsWLF5XQ2l/HlStXONmiAWDSpElwdHQsdVn+fVyWmZmEffbK7stlZWWhf//+nGAKAwMDuLu7Q11dvdjltLS08OLFC5w/f17swGQjIyMcOHAAQUFBqFixosRtlwd5n1NKUpgNsvAaw9raWiAjV1lnaWkp0IddvHgxLl++XOwyiYmJ6NevHxISEgT+V1xwujz7/6q4H/M7e/Ys2rZtiz///FPiYcq/fv0qcD3G4/Ggq6uL2rVrY/z48QgMDOQsU65cOVy7dk1ogOvv9pkwDANnZ2f4+/uzZRoaGnBzc4OBgUGpy6empnIeGBTn2hEAHj58yJnmvx4sSZcuXTiZ/2JjY4X22YpD146EEEII4UfBeoQQQlSDoQUw1A346ySgb1b6/GGPgWM9C4L2vpYyjC4hhBDWrl27BIZymj9/PoYMGaKkFpWO/0fbwix38hYdHY25c+ey0+PGjUO7du0UUreDgwMYhpHo5erqKlZdHTt2FAjmcnNzg42NDU6dOoXIyEjk5OQgPj4e165dQ+fOnbF48WIABTckdXV1OcsK+8Fc2A/vsvwc+dclyg/9stKsWTPO9s/NzUVCQgKeP3+O9evXc4Ip4uPjMXLkSIEb5fKgp6eHffv2YevWrUL/L+/9StTPJCMjgzPN/30qiY+Pj0C2G3Fu2NSpU4cTpBwdHY2vX7+KvDx/oII8jk0rV66EsbEx+9LQ0BB6g5DH43ECkwDhwZ3FvYpmq1G0S5cuYebMmZyyIUOGYP78+Qpvi6THXf5hXmVFmm2jSsfdovu5OPt4cev677//MHHiRLRs2RIWFhYwMDCAmpqawPd64sSJnGW/f/8uVl2K2MeBguFS7969K5CtVlNTE46Ojjh37hxiYmJw8OBBtGnTRi5tUBY1NTV07twZJ06cQGxsLI4fP45OnToJZI3My8vDjRs3xLqprmyhoaESH1Pk4cWLFxg+fDjne9auXTvs2LFDpOX593H+87c0hO1biuzL8SvMQv7s2f9+a1JXV4ebmxtq165d6vKmpqZS1S/t8vIg73NKSQ4cOIBHjx4BUPzDU66urhLvxw4ODmLVtX79es5nn52djQEDBsDZ2RmPHj1CUlISsrKyEBISgl27dqFhw4Z4+fIlAMEsh8X1h+XZ/1f2frxjxw7O9s/IyEB4eDiuX7+OsWPHcvofjx8/hr29PXx8fOTeriZNmuD58+f4448/hP7/V/5MhJkzZw7Onz/PKdu5c6fI/Rtprh2zsrI4QYKamppo27atyMurqamhQ4cOnLIXL16IvLyi+pWEEEIIKTtEzw9MCCGEKIK1I1DjT8BzGeB7vPT5Qx8VvGo4AO0XAtVayb+NhBBSRrm7uwvc9HdxccGGDRuU0yARmZiYcKYV9QTylClTkJSUBACoXLkyNm3apJB6leHgwaQogaQAAQAASURBVIP4/PkzvL292bKAgACMHDmyxOUOHz6M2bNnc7I3CMsYwP8ZAgWfo6yGUOP/TgirT1HU1dVhYmKCli1bomXLlpg9ezYWLlzICZJdu3YtmjVrhkGDBsm0bh0dHdjY2GDAgAFwcXEpMSsL/zaS9XBzkn4m4gQp8AfWNWnSRORlCzVt2pSTNefbt2+oVq2aSMvKK6Did/LgwQMMGzaMEzzStWtXnDhxQuZDRpc10m4bQ0NDqKurcwJaZXn+VMQ+XlROTg62bduGtWvXSpwVpvCcLipl7uN9+/bFoUOHUKlSJbnX9eXLF3z58kWkeWvWrCm3jH56enoYNWoURo0ahdDQUDg7O4ud8ZQIFxgYiF69enGCHJo2bYpr165BW1tbpHWYmJhw9iFZ9hv4jycaGhoyHWZXXJMnT+YEk/B4PBw+fBh9+vRRWpuUTd7nlOJERERwhgSeMGHCLxe0XMjS0hJnzpxBnz592CAehmFw4sQJgSFV+Zdbvnw5JkyYwJYVN0SxPK+rha1Lmddkurq6qFKlCpuZdcGCBRg8eDAbrJWUlIR+/fohICBA5kM6m5mZoU2bNnBxcUHPnj1LzMb5O30mGzZswPbt2zlly5cvx+TJkyVepzh9tZiYGGRnZ7PT9evXFzvwt2nTpjh58iQ7/e3bN5GXpWtHQgghhPCjYD1CCCGqR7c84LgLaDwYuDYD+BFS+jKhDwteNdsXBO1VbSnvVhKi+gwtgRlvld2KMiMvPx/paWnstJ6+PtTVRExEbWgpp1bJzvXr1+Hs7Mz5gXDAgAH4999/VT4ggv8H5bi4OLnXee7cOVy6dImd3rlzp8x/xFcl+vr6ePjwIcaNG1fs8Lb88+/atQujRo3i3BgCRA/Wi4mJkdnQyzExMaXWpyxaWlrYunUrMjIycODAAbZ8zpw56N+/f4k3b/ht2bIFTZs25ZSpq6vDwMAA5cuXR/Xq1aGhIdplPv82ysvLQ3x8vEyyuTAMI7CfFveZ8GcY+Pnzp8j1JCYmcqYlGTKOfxn+dZaEf4gxRQ7R/Svw8fGBo6MjsrKy2LJWrVrh4sWLv9xw4+KSxbbh8XgwNjbmZJPjP1ZKQ5zjbrly5djAHnH28UKZmZno3bs37t+/L/ayRRXdnqLWW5Qi9/ErV67Ax8cHI0aMwMiRI9GoUSO51XXixAmsXLlSpHmXL18u10ycr169wsmTJ/Hff/+JnQmRCBcaGoquXbvix48fbFmdOnVw+/ZtGBkZibweExMTTlBnbGyszNrIfzwxNjaW2brFtXDhQhw8eJBTtnXrVowePVpJLVINws4pirgmmzRpEhugbW5ujo0bN8q9TmXq0KEDHj9+jMGDByMkpPTfQm1sbPDff//B19eXUy5qsJ48+wXC6lOm2rVrw9PTE82bN2cf1ImMjMTmzZuxdu1akddjZmaGU6dOCZRra2vDyMgIpqamYg2B/bt8JgcPHsTChQs5ZdOnTxe7T0HXjoQQQgj5lVCwHiGEENVVox3w91Pg0Wbg6U4gP7f0Zb48KHjVbA+0XwRUFT7MACG/BXUNwFi07EAEQF4e8tWLZGoxMADECKJRZV5eXhg8eDByc/93HO3SpQtOnz4tVqCQstSvX58z/fHjR/z8+RM6Ojpyq3PevHns37169cJff/0lt7pUha6uLtzc3DBjxgzs2LEDnp6eAjfKTUxMMHToUMyePRu1atVCeno6J/iBx+MJzbhTs2ZNaGpqIicnhy3z8/ODvb291O3OyMjAp0+fOGUNGjSQer2ytmHDBri5ubE3HL99+4b79++jS5cuIq/D1tYW7du3l0l76tWrJ1Dm5+eHrl27Sr3uT58+CQzrU9xnwn8zUZyMWWlFAqwByW548C8jTf3iBD2IauTIkWjevDk7raurW+xxOzY2Fk5OTuy0sODO4sgrU1ZxAgMD0b17d872btq0KW7cuPHb37iS5bapV68e5zju5+cns3byr6uk42758uXZYL28vDxkZmaKNWzZ5MmTBQL1TE1N0b59ezRt2hRWVlYwNDQU2D/u3LmDzZs3i1wPP0Xs4wCwevVqHD9+HMHBwZzyyMhIbNq0CZs2bUKzZs0watQoDBs2DJUrV5ZLO5Tl69evOHXqFE6ePImgoKBi57O2tsa4ceMU2LKyLyoqCp07d0ZUVBRbZmVlhbt378LMzEysddWrV48zZOTbt7J7KEyc44k8bdiwQSDj+LJlyzBr1iyZ1XHs2DEcO3ZMZutTpPr16+PJkyfstCzPKcI8ePAAHh4e7PSuXbvkdhxWJTY2Nvjw4QNcXV1x8uRJvHjxgnMdDxT0C8aMGYNJkyZBS0sLnp6enP8XN1wzf/8/KCgIGRkZAgFQkuD/PmhpaSm8f1maihUrYuXKlZwh1Y8dOyZWsJ6Ojg46d+4sszbxfyby7KtVrVpVJp+1uNzd3QWy5zk7O4s8DHtRBgYGUFNTYzNP07UjIYQQQsoyCtYjhBCi2jR1gU7LgIb9gZsLgK9PSl8GKBK01+H/M+1R0B4h5Pf08uVLODo6cp44bt26NS5dulRmMhe1a9eOM52bmwt/f3+0bCm/LKpFh/ny8PCQKPvg169fBZbz8/NDs2bNpGydfLVo0QLu7u7Iz8/Ht2/fEB8fj+zsbFSpUgWWlpaczG3v37/nLFu3bl2hw5bp6uqiefPmePnyJVvm4+MjkJVPEv7+/pwhuQCo5PBYRkZG6NSpEy5fvsyWPXv2TKxgPVmqXbs2zMzMOJlxfHx8ZBKs9/r1a860hoYGWrRoIXRe/uyK0dHRItejr6/PmeYPEBQF/zIGBgYiL1s0+AEouAEmazVr1uRkOzQwMCg2WC8sLIwzLcvgTlkKCQlBly5dkJCQwJbVrVsXd+7c+aUzmIpC1tumbdu2ePr0KTtdNNBGGrm5uXjz5g2nrKTjrpWVFWeYsOjoaJFv4Pv7++P48ePstKamJjZt2oTJkyeX2o8RJStRSRSxjwPAkiVLsGTJEjx58gTHjx/H2bNnBYYY9ff3h7+/P+bNm4cuXbpg5MiR6Nevn1JuustCSkoKzp07h5MnT+LRo0fFDg1X+JCAi4uLTAL8fyffv39H586dOdnwKlWqhLt370r0XW7bti3c3NzY6YCAAOTm5oqc0bck/P0GZfTj9u7dK5D1acaMGSJnnfwdtGvXjhOsJ6tzSnH4hy4fPHiwROtZuXIl53Ns2rQpOxSqqtLU1MSECRMwYcIEpKenIzw8HN+/f4eenh6srKwEsnvxX5PZ2dkJXW/btm0503l5efD390fr1q2lbjP/fmxrayvXh+sk1b9/f4wdO5Y970RFReHr16+oVk05D7ryfybR0dGIioqChYWF1OtWhWPrlStX4OzszAbXAcDAgQNx5MgRiX5j0dDQgLm5OSIjIwEUnOtEPRf9DteOhBBCCClbRBzXixBCCFGyyo2B0R6A8zWgqhg/In3xAo52BU72B8Jfya99hBCigt6+fYsePXpwnuC1sbEpc5mL6tati0qVKnHKrl69qqTW/D7U1NRQvXp12Nvbo02bNqhWrZrAj+Dv3r3jTBd3YwgQvDlw9epVgSwRkrhw4QJn2tTUFHXr1pV6vfJQq1YtzrQshzmSBP9nwr8tJcW/nmbNmhV7zLGysoJakSHHIyIiRK6Hf5i8ogFOouLPHinO0HtFb7gYGBio1FBfqio8PBydOnXiBGVWrVoVd+/eFTjO/27ksW349/HPnz8LHLclcfPmTYGhvEq6AVy9enXOtDj7+dmzZzmBXCtXrsTMmTNFeuCg6LCfkuC/qcr/PmStbdu2OHz4MGJiYuDm5oYuXbpwjo9AQWDFrVu3MGLECFSuXBmjR4/G/fv3OTfBxbVixQowDCPSS5ohcHNzc+Hh4YGhQ4fCzMwM48aNw8OHDwUC9TQ0NNCrVy+cO3cO0dHR2Lt3LwXqiSk5ORndunXDhw8f2LLy5cvjzp07EveR+PfxzMxMgWxeknj37h0+f/5cYl3yduLECUybNo1TNmbMGGzfvl2h7VB1/A9QBQUFlZgNk8iGnp4e6tevj7Zt28LGxkbo0J2iXpPVq1cPFSpU4JTJov+fm5srcH2uig9PAQXHQnkOPSuuVq1aCZzrZfGZJCQk4OHDh5wyRX8md+/exZAhQzjX/N26dYO7u7tUIzwU7Y/l5+cL9NeKo0rXjoD8+5WEEEIIUX0UrEcIIaRsqfEnMPqG+EF7IfeBI12AkwMoaI8Q8lsICgpCly5dkJiYyJY1aNAAt2/fLpPDbfTv358z7erqKpNALyKdokNTAUCPHj2KnXfgwIGc6djYWNy4cUOq+nNzczlZXgDB74oq09TUVGr9/J+Jr6+v1MPaJSQk4Pr165yyAQMGFDu/trY2Z/inb9++cTKBloQ/AwZ/pi9R8C8jalaNuLg4zvG1SZMmYtf9u4mLi0Pnzp3x9etXtqxy5cq4d++eQIbF3428tk3Hjh0FMvK5urpKvL5C/EM41qtXD9bW1sXOz79/iBPc8eLFC/ZvNTU1TJo0SeRlAwMDRZ5XmI8fP3KmFbWf6+rqYvjw4bhz5w6+fv2KdevWCR26PDU1FceOHUOnTp1QrVo1LFiwQOr3LA++vr6YOXMmLC0t0bt3b5w5c0bocb5x48bYsmULIiIicP36dQwaNKjMZIFWJenp6ejVqxd8fX3ZMn19fdy8eVPkodGFadSokUCgn7u7u8TrK8R/PDE2NlZoVtgLFy5gzJgxnKDRv/76C4cPH5Yo69OvzMHBQSDI6d9//1VSa0ihHz9+cM6VRkZGxWbK4/F4Av3yU6dOSX1dffPmTU62bqDk/r+qUeY1WWH29aJk0Vdzd3dHdnY2O62hoQFHR0ep1yuqp0+fom/fvsjKymLL2rVrJ5MRHiTtV5qbm3Pq/vjxI2cbiULSa8fC+gppaGiU2HcmhBBCyO+BgvUIIYSUPTze/4L2Rl0FqrYSfdmQe0WC9rzl10ZCCFGir1+/onPnzoiLi2PLatSoAU9PT85wimXJ7NmzOTfMYmJicOjQIbnVd+XKFXh6eor12rJlC2cdZmZmAvPUrl1bbm1WtJSUFE6wnbGxsUDwV1GtW7cWyIyzcuVKgSFsxbFv3z6BG0MzZsyQeH3yVjQQByj4jijT4MGDBYZYWrZsmVTrXLt2Leemh66uLiZOnFjiMra2tuzfeXl5AkN5FcfOzo6TlcHb25uTSbQ0wcHBCA8PZ6fNzc1FHo5InKySBEhMTESXLl3w6dMntszExOSXOy5KQp7bRk9PD+PGjeOUHT58WKzMdvz8/Pxw5coVTtmMGTNKDGopuo8DgvtPSYoe401NTUXOYJKfny+QUUZcqrCfV6lSBQsXLsTHjx/x/PlzTJw4UeiQyBEREdi4cSMaNWqE5s2bY8eOHQLnR0WKiIjAhg0b0LBhQ9ja2mLnzp2cfmmhihUrYtq0aXj9+jXevn2LOXPmKP3cWJZlZWWhX79+nOGvdXR0cOXKFbRs2VKqdfN4PEyfPp1TduPGDamGE42MjMThw4c5ZePHj1dYBvCbN29i+PDhnL5or169cOrUKYFMVwQoV66cQMD0v//+K3JWK3G1adNG7OsxT09PdO3albOekSNHcv5/8OBBubRXWS5cuICcnBx2etiwYSUOkc5/rRQXF4c9e/ZIXH9+fj5WrVrFKWvRogVatRLjt1oFSk1NFci8q+zzDv9n4ufnh8uXL0u8vvT0dGzevJlTNmDAAIU9HOPr64tevXohIyODLbOzs8P169ehq6sr9fol7VdqaWnBxsaGnc7OzuYM7V0ahmHw4MEDTpmo59asrCxOFtmGDRuq5DDRhBBCCFEsjdJnIYQQQlQUjwfUdCgI3At9CHitB8JflL4cUBC0F3IPqN0ZaL8QqEI3WAkhv4bo6Gh06tSJcyPe0tIS9+7dg6WlpRJbJp26devC0dGREyDwzz//oGfPnlIPH3Ljxg307NmTU+bg4CD2eviHiNXR0UHnzp2lapsqW7t2LSczjpOTU6k/OM+aNQvDhw9np319fbFnzx6JAuwiIyOxdOlSTln37t1V9gn1nz9/4u7du5wyZWdj09TUxNSpU7Fo0SK27MqVK7hy5Qr69u0r9vr8/f2xa9cuTpmzs3Opw8O2a9cOp06dYqdfv36N5s2bl1qfvr4+bG1t8epVQdbkjIwMnD17FmPGjBGpvUePHuVMi7Pfv379mjP9559/irzs7yYtLQ09evTgZG00NDTE7du30ahRIyW2TPkUsW2mTZuGnTt3sjfy09LSMG3aNFy6dEnsdeXl5WHSpEmcwJYKFSrA2dm5xOX++OMPaGpqsm3g339KUjTblTjZT65evSpVUGJeXh4ne0rjxo2FBskpUsuWLdGyZUvs2LEDV65cwbFjx+Dp6SkQ9O7n5wc/Pz/MnTsXXbt2xciRI9GvXz+Z3CAvSVpaGi5cuIATJ07gwYMHxQ7Nq6mpiR49esDFxQW9e/dWepbZX0Vubi7++usvTl9DU1MT586dQ8eOHWVSh4uLC5YtW8YGuuTn52P27Nl4/vy5REMazpgxA6mpqZz2Tp06VSZtLc3Dhw8xcOBAznGlQ4cOOH/+PH0nSzBt2jRs3bqVzZaVlJSEiRMn4tq1a1KtNz4+HmFhYZwHe0xNTSW6lirapwSAmjVr/rLXZD9//sTatWs5ZePHjy9xmYYNG6Jr1664c+cOW7Zs2TIMHDhQomCuffv2wcfHh1M2e/ZssdejKB4eHpy+hampKczNzZXYIqBnz56oX78+J/Pa9OnT0alTJxgYGIi9vuXLl3MeSAIU95m8f/8e3bp1Q3JyMlvWqFEj3Lp1C4aGhjKpg39IbnH6lQ4ODnj58iU7fezYMZHPkZ6engIPeok6tPybN284GSzp2pEQQgghAGXWI4QQ8ivg8YCa7YExt4BRVwArMZ4YD74L/NsJODUIiBD94p4QQlTRjx8/0KVLF4SEhLBlpqam8PT0RI0aNZTYMtnYsWMH50Z5YZCDpDfj09LS4OTkhE2bNsmohb+Ply9fYseOHey0sbExlixZUupyQ4cORbdu3Thl8+bNExhOtzSJiYno2bMnUlJS2DJ9fX3s3r1brPUo0rp165CUlMROlytXTiVuHM6ePRuNGzfmlI0aNUrgpltpvn79CkdHR07QiKWlpcANRGH4vxOPHj0SuV7+rGHLli0TKbve169fsXPnTk5ZaTc3iyqasUtDQ0Ng+CpS4OfPn3B0dOTcFNPV1cX169d/+2yEito2VatWxYoVKzhlly9f5gTpioJhGIwdO5YNji20d+/eEjP4AAXH5zZt2rDTPj4+yMzMFKneypUrs38nJiaKlHkzLS0Nc+bMEWn9xfH19eUEEfEfp5RJR0cHQ4YMwc2bN/Ht2zds3LhRaKB6Xl4emznMzMxMrMyj4oqOjoaZmRlcXFxw//59oYF6zZo1w/bt2xEZGYkrV66gf//+FBQlI/n5+XBxccHVq1fZMjU1NZw6dQq9e/eWWT16enoCfS0/Pz+MGTOm2ODM4ixbtgwXLlzglK1evVohmZ98fHzQp08fznGoZcuWuHr1KmU6KkXlypWxceNGTtn169cxbdo0TgCUOF6/fo2WLVuq5DDeqm7BggWczN3Dhw8X6YGXPXv2cDJYpqamomfPngIZ50pz69YtgfNtjx49MGTIELHWoyiZmZlYvnw5p6x3795Kz6TJ4/Fw6NAhTjvCw8PRr18/ocPGl+TIkSPYtm0bp2zSpEn4448/ZNLWkoSGhqJLly74/v07W1a7dm14enqiQoUKMqunbt26nAc2xbl2HDt2LCcbtJubm0jBfnl5eZg/fz6njP86tCT82Z5VqV9JCCGEEOWhYD1CCCG/jqJBeyMvA1Zi/BAR7An82xFwG0xBe4SQMik1NRXdu3fn3OQoX7487ty5gwYNGiixZbJTvXp1gUxYHz9+RJs2bXD79m2x1nX58mU0adIEbm5usmximRUSEsJ50rskT58+RY8ePTiZSDZu3IhKlSqVuiyPx8OxY8dQsWJFtiwnJweDBg3C4cOHRbrJ9+HDB3Tu3JmTiQoAdu7cKffhNM+dO4dDhw5xhpoqDcMw2LVrF9asWcMpnzJlityzHIlCW1sb7u7unJvTKSkp6Natm8jDLz1//hwdO3bkZBoo/KxLy6oHANWqVUPDhg3ZaS8vL5HbP2LECM7QVZGRkfjrr79KzMCVlJSEvn37coZmsrGxETmrQm5uLmeIwTZt2sDIyEjkNv8ucnNzMXjwYM7nqaWlhUuXLglkxPjdKHrbLFiwQCCDx/r16zFt2jSkp6eXunxiYiJGjBiB48ePc8pHjhwp8g35Xr16sX9nZ2dz9qGStG7dmjM9f/78EoOCMjIyMGDAAHz58kWk9ReHf5izou1XJRYWFpg/fz4CAwPx6tUrTJ48WehxNzU1VeTzvCSysrI4x9RClSpVwsyZM/HmzRv4+flh5syZMDU1lVs7fldTpkzh9Gl5PB7+/fdf/PXXXzKva/jw4ZwsyQDg7u6OoUOHIiEhodTlMzMzMXv2bKxevZpT7uDggHnz5sm0rcIEBgaie/funGDcZs2a4ebNm9DX15d7/b+CGTNmCGRg3rNnDwYNGoTIyEiR15OcnIyFCxeiVatWUh+zfxVFM6uVJC8vD4sWLeI8eGJsbIzt27eLtHydOnU4D14BQEBAADp06CDykKLHjh3DgAEDOH1uU1NTuLq6irS8NObPnw9vb2+xlvnx4wccHR3x6dMntkxdXR2zZs2SdfMk0q5dOyxcuJBTdv/+ffTo0YMTkFmcvLw8bNq0CRMmTOBcU9erVw9bt26VeXv5RUVFoXPnzpxhsatWrYp79+5xHryQlaL9soiICAQHB4u0XN26dTlB7Pn5+Rg4cGCJD4AyDINx48ZxMi7r6ekJDAtekqL9ynLlyqFDhw4iL0sIIYSQXxcNg0sIIeTXw+MBtToUBO598SoYHjfiVamLAQA+3yl41ekGtP8HsLSVa1MJIURWHB0dBX6wnj17Nr5//y4w9GZpbG1tYWxsLMvmyUz//v2xevVqzvCn3759Q/fu3dG5c2eMHDkS3bt3Fxo49vbtW1y7dg1nzpwR+SbE72L//v04c+YMO1SejY0NJ9sNwzB49eoVjhw5giNHjnACJQYMGCDWU+WVK1fG+fPn0aNHDzajyc+fPzFhwgScOHECkydPhqOjIyfbAwB4e3vDzc0N+/fvFwjEmjJlishDn0ojMjISs2bNwvLlyzF48GA4OjqiefPmQgMjEhIScPv2bezduxfPnj3j/K9GjRpYtmyZ3NsrqkaNGsHV1RUjRoxgP9sfP36gf//+6NOnD8aNG4fu3btDS0uLXSY/Px+PHj3C8ePHceLECYHgmU2bNomVOXD48OFYvHgxgILt7OPjI1J2sXLlyuHw4cNwdHRky27evIkWLVpg8+bN6NSpE5ulIjs7G9euXcOcOXM4N720tLRw7Ngxkdv64MEDztBO/EELpMD48eNx/fp1gTJ1dXWxz0sNGzZU+hBlsqTobaOmpob//vsPf/75J+dm5p49e3D9+nXMnDkTf/31l8B6wsLCcObMGezYsQMxMTGc/7Vs2RL79u0TuZ1Dhw7F/Pnz2RvIly9fFukY4eTkhPXr17PHGA8PD/Tp0webN2/mZJP7+fMnrl+/joULF7LvsUGDBvjw4YPIbSzqypUr7N9VqlQpE8OV2dvbw97eHtu2bcO1a9dw7Ngx3L59W65BesJoaWmhd+/ecHZ2Rs+ePaGhQT8/y9PKlStx4MABTlnhcJbiHk9q1qyJmjVrljrf3r178enTJ04W3nPnzuHBgweYOXMmhg4dKrCe2NhYnDt3Djt37hQIqqhduzZOnz4t9+xW0dHR6Nq1KyeoUE9PD/Pnzxc7ozAAlciQrCzHjh1Dly5dONvt4sWLuHnzJsaPH4++ffuibdu2nL4jUBCsef/+fVy7dg3//fcfpz9FCgK2GjZsiGHDhqFHjx6oWrUq5/9paWm4ceMGNmzYAD8/P7ZcTU0NR44cEenhqULjxo2Dn58f51z+9u1b2NraYsKECXByckLLltyRSzIyMnD9+nXs379fIKi9XLlyOHfuHOchGnm5c+cONm/ejBYtWmDIkCHo2LEjGjZsKJCtlWEYBAUF4dy5c9i1axcn4xsAzJo1SyDDuDKtWLEC796942RJffDgARo1aoRp06Zh2LBhAu1NSkrCpUuXsHv3bs53AigInrx48WKpGZCllZGRga5du3KCbtXV1bFgwQJ8+vSJEyApirZt25aa5XT48OHYu3cvO3358mWRAy/37duHx48fs1nvv379ChsbG2zcuBFDhgzh/A7x4sUL/PPPPwLZ+7Zs2QILCwuR6ktLS8P9+/fZ6b59+8r9MyGEEEJIGcEQ8gsKCAhgALCvgIAAZTeJCJGcnMxcvnyZfSUnJyu7SeRXlZ/PMJ/vMszhTgyz3FC816nBDBPxWtnvgPzGcnJymPfv33NeOTk5ym7WLyk3N5dJTExkX7m5ucpukliK9n2kfXl5ecm8fQ4ODpw6pLV//35GS0tLaPt5PB5jamrKWFtbM/b29kz16tUZHR2dYt/v0KFDZfAOGcbLy4uz3mrVqom8rKurK2dZBwcHidshybrmzJnDWUZLS4upV68e06JFC6ZBgwaMkZGR0G3Xs2dPJjMzU6J2Pn78mKlUqZLQ9WpoaDBWVlaMnZ0dU69ePcbAwKDYz2/RokVMfn6+RG0oJOr22r59u9A2mJubMw0bNmRatmzJNG3alLG0tCy2vVWrVmVCQ0NFale1atXkvm8WdfHiRUZPT09ou7W1tZnq1asz9vb2TO3atZly5coV+9nt3btX7LrDwsIYHo/HrmfhwoViLb9kyRKh7TE2NmaaNWvGNG7cWOj3SE1NjTl69KhYdU2ePJmzXX78+CHW8uIQ59wUGhqq0O9Lafi/v9K8XF1dZd4+/u0lzblJ3HUpa9tERkYydnZ2xZ47zczMmGbNmjFNmjRhKlasWGyd3bt3l+j6vWPHjuw6LC0tRT52F93nir6srKyYFi1aMNbW1gLHpD///JM5fPiwRNsqJiaGUVNTY5ebN2+e2O9VVcTExDBbtmxhGjduzCQmJsqtnrCwMMbW1pbZtWsX8/37d7nVIy+y6Kfyfz9FPddLuy7+tkvzWr58uUjty83NZb5+/cp07ty52HVVqFCBady4MWNjY8OYmZlxzvFFX3Z2dkxkZKTE24phGMbZ2Vmk7cXfV5f2pWj8fXxxz4385ypnZ2ep2pOcnMz07t272O2jpaXFWFlZMc2bN2eaNm3KmJmZcY6tRV/q6uqMh4eHVO0pxP99EPV7zTCC+5M0/Q9J1lWhQgXOMiYmJkyTJk2YFi1aMNWrVxd6/auuri52X7ZQfn4+s2jRomI/QwMDA6ZevXqMnZ0dU7VqVUZTU1PofKampsyTJ08kakMhcb7fTZs2Ffp9q1GjBmNjY8P88ccfjLW1dYnXkM7OzkxeXl6p7ZLmGl8SWVlZjIuLS7HtLl++PGNtbc3Y2toylpaWjLq6utD5atWqxbx//16qtixfvpyzzuKuLYT1g6V5iXr+rFmzJrtMq1atxLpuun79OqOtrS1Qt66uLrt9i/utYsyYMWJtx7Nnz3KWl9WxjhBCiGor6/eaVI287pMqO6aIhsElhBDy6+PxgNqdgLGegNNFoIq96Mt+vg0c7gC4DwEifeXXRkIIIWKZNGkSfHx8hA4XyDAM4uPj8f79e3h7eyMsLAw/f/4UmK9q1ao4fvw43N3dFdHkMiU7OxtBQUF49eoVPnz4IJD1QkNDA4sWLcKVK1dKfeq9OG3btoW/vz8GDhwo8L/c3FyEh4fDx8cHQUFBnKHKCtWoUQM3b97E2rVrwePxJGqDrERHRyMwMBAvXrzAmzdvih0CbNiwYfDx8UH16tUV20AR9e/fH76+vmjfvr3A/7KyshAWFgZvb28EBwcLHe6wadOmePr0KSZPnix23dWqVUPPnj3ZaXd39xKHuuS3evVqbN++XSCDS2JiIvz9/fHu3TuB75GhoSHOnTuH0aNHi1xPdnY2zp49y04PHTpUZTOREsLPwsICT548weLFi6Gtrc35H8MwiI2Nhb+/P96+fSuQfQYADAwMsHXrVnh4eMDQ0FDs+v/++2/278jISE6WkZJs376dM2RZofDwcLx69Qrv37/nHJM6dOiAK1euSJzRzc3NjT3+qKmpiTXMmaoxMzPDnDlz8PbtW5QvX15u9VSrVg0+Pj6YNm0aKlSoILd6iOowNDTEmTNnsG7dOhgYGAj8PyEhAe/evYOfnx9iY2M5wzICgLa2NhYuXIgnT56InJ2IqBZDQ0NcvXoVhw8fFjq8dXZ2NsLDw+Hr64s3b94gNjZWaN+uR48eePPmDacfSAr8+PEDb9++xatXrxAWFiaQXbxKlSq4c+eOWH3Zong8HtauXYtbt24JzaqZmpqKoKAg+Pj44Nu3b8jJyRGYZ8CAAfD390ebNm0kaoOsZGdnIzQ0FH5+fnj58iXev38v9BrS0NAQ+/btg6urq9yzeUpCS0sLrq6uOHXqlNBMiUlJSXj//j1ev36NyMhI5OXlcf6vpqaG8ePH4/Xr12jQoIGimq0URfuVL168EHkoXKBgGN3bt28LbOPMzEx2+8bFxXH+p66ujoULF+LIkSNitfPkyZPs3zVq1ED37t3FWp4QQgghvy7V640SQggh8sIJ2rsAWJY+tBrr063/D9obCkT5ya+NhBBCRNa4cWM8evQIjx49wqhRo0QKmClfvjwGDRqE69ev48uXL//H3n1HRXF+fQD/LkvviICACooogiICdiPYW+wajQ17r7EkGnuM3cSeWGJvsffY0ahRVEQUEKSjgHTpnXn/4Me+zO4Cs41d9H7O2XOYYed57rapd+6DsWPHKj3RSxUMGjQIw4YNq/I91NPTw7hx4/D27Vv8+uuvMg9tZ2lpiXPnzuHly5cYP358lYkEfD4fnTp1wqFDhxASElLtJ7rHjx+PEydOYMyYMZwT7mrXro2pU6fixYsXOHnypNiLmaqkcePG8Pb2xr179zBs2LAqh+jR0NBA7969cf78efj5+aF169ZS9z1v3jzB39HR0bhz547Ey7979w6jR4+Gvr5+hc8zNTXF7NmzERYWhsGDB0vUx6VLl1hJTHPnzpVoeUKUTUtLC2vXrkV4eDiWLFnCaV3m4OCAtWvXIioqCj/88IPUF7cHDRoEGxsbwfSBAwc4LaepqYnLly/j999/R506dSp8nq2tLXbt2oW7d+/KlJhW/iLst99+y2lYUEK+Rmpqapg+fToiIiKwbt061tDUFbGxscGPP/6IsLAwrFu3TiRxmNQsPB4PkyZNQnR0NPbu3QsPDw/w+fwql2vUqBF+/PFHBAcH48aNG3BycqqGaFXf0qVL0a5duyqPsRo1aoRNmzYhJCQEXbp0kbnfnj17Ijg4GIcPH+b0GRoZGcHLywsvXrzA+fPnqz3h9tSpU9i4cSO6devG6eYBHo8HZ2dnbN68GWFhYZg+fbrKnwMYNWoUIiMjsXPnTri7u1cZr7m5OWbOnImgoCDs27cPRkZG1RSp8kyaNEkwZC3DMDh48KBEy3t4eCAsLAxLly6t9Dusra2NgQMHws/PD+vWrZOoj/j4eNy4cUMwPXv2bJVMEiWEEEKIcvAY4dvaCPkCBAYGolmzZoLpgIAAOuhXQRkZGfD29hZMd+7cWaq78wmRGsMAYfeAB+uB2JeSLdukD+DxI2DlopDQCClTVFSE0NBQ1jx7e3uZE2SIqOLiYtad1wYGBpwuNBBuPD098fDhQ8G0Ig5DGIZBcHAwgoKCEBsbi8zMTKipqcHExAS1a9dG8+bN0bhxY5U/Ma9M5d/Djx8/IjMzE3w+H2ZmZmjatClatWolUrlMnkpKSvD27VsEBQUhLi4OOTk50NTURK1atWBnZwd3d3eF7C+W/054eHjgwYMHnJZLSkrCu3fvEBkZiZSUFOTk5EBbWxtGRkYwMzODi4uLylbR46qwsBB+fn4ICQlBQkICcnNzoaWlhdq1a8Pe3h7u7u7Q0dGRW3/u7u7w9fUFAPTv3x+XL1+Wqp2CggL8999/iIyMRFJSEtTU1GBubo7GjRujdevWUl8k6dKli+AYpmvXrrh7965U7XBF2yZSHSIjI+Hv74+YmBhkZmaCx+PB0NAQtra2aNmyJaytreXW165duzB79mwApYmDUVFRlSbgCSsqKsKLFy/w5s0bpKSkgM/no06dOnBxcUGLFi1kju/ff/+Fh4eHYPrRo0fo2LGjzO0S1VYd+6lfksq2TXFxcfDz80NUVBTS09PBMAz09fVRv359tGjRQiHJr+PGjcORI0cE05GRkTV+/0ucw4cPsyqoHTp0COPGjeO8fFRUFBo0aCCY9vLywuHDh+UYYans7Gz4+fkhPDwcycnJyM3Nha6uLkxMTGBlZQV3d3eqwFmFnJwc+Pn5ISwsDImJicjLy4Ouri7q1q0LV1dX2NvbK7T/jIwM+Pr6IiwsDKmpqSgoKICuri6srKzQtGlTNG/eXO77o9J+v0tKShAaGoqwsDDExMQgIyMDhYWFMDAwgJGREWxtbeHq6lrjrzmkpKTA19cXERER+Pz5M4qKiqCnp4e6devCyckJTZs2lft5jlWrVmH16tWCaW9vb7EV2JVp4cKF2Lp1K4DShMU3b94IksAlPW56/fo1AgMDkZiYiPz8fJiZmaFevXro2LFjlTewVWTNmjVYuXIlAKBWrVqIjIys8d9FQggh3ND5PPlS1HVSZecU0VVeQgghXy8eD7DvVlptL+zu/5L2fLktG3Kj9NGkD+D5E2Ap+4UhQgghsuHxeGjatOkXP9yLIin7PVRTU0OLFi3kknBRHczMzGBmZoZOnTopOxSF0dDQQOvWrWWqmCeJNWvWoG/fvgCAq1evIiQkBE2aNJG4HU1NTXh6esr1gtLLly9ZNxv98ssvcmubEGVq0KABK4FDkSZPnoyNGzfi48ePyM/Px44dOySqUqKuro527dqhXbt2Colv06ZNgr979OhBiXqESMjKyoqGtf3K6enpoWPHjrT+lIGuri46dOigtKFlDQ0N0blzZ3Tu3Fkp/UtCTU0NTZo0kep4oSYxNTVFjx49lB2Gylm8eDH+/PNPZGdnIzExEadOnZIoibk8FxcXuLi4yC223Nxc7Nq1SzC9cOFCStQjhBBCCAvV2yWEEEJ4PMC+OzDpHjDqHGDlyn3ZkBvA3k7AqZFAvL/iYiSEkC8Mj8djPb7E6hdENdna2op8/4jq6NOnj+DCJMMwrMQZZdu4caPg7z59+igsWYiQL5mWlhZWrFghmP7jjz+QkZGhxIj+X0BAgGCoMh6PRwm5XzHaT1Vdq1atEvl8ylfV+5qMHz9e5L3gWh0aAI4cOSKy/KpVqxQWLyFlHjx4IPLdK19Vj1S/w4cPi3wm5avqqSpzc3PMnTtXML1r1y4UFxcrMaL/d/DgQSQlJQEojbOssjQhhBBCSBlK1iOEEELKlCXtTb4PjDwLWLXkvmzI9dKkvdOjgPg3iouREEIIIeQLt23bNsEwtUePHsX79++VHBHg5+eH8+fPAyitNlg23BIhRHITJ04UVC75/PkztmzZotyA/mfZsmWC4U9HjRpVbRVFCSGEEEKIdJYsWSKo6BoeHo5Tp04pOaLSqnrlK0evW7cO+vr6SoyIEEIIIaqIkvUIIYQQYTwe0LgHMNkbGHlGsqS94GvA3m8oaY8QQgghREru7u6YMGECAKCoqAg///yzkiMqvQhUlsQza9YsODg4KDkiQmouNTU17Ny5UzD922+/ISEhQYkRAc+ePcPly5cBAPr6+qxKmoQQQgghRDXp6+uzqrFv2LABeXl5SowI2L59O+Li4gAAbm5uVDmSEEIIIWLxmLKzzYR8QQIDA9GsWTPBdEBAAJycnJQYEREnIyMD3t7egunOnTvD0NBQiRERUgGGAd7fAh6sB+JfS7asw7eA509AneYKCY18+YqKihAaGsqaZ29vD3V1dSVF9OUqLi5GZmamYNrAwAB8Pl+JEX1ZfH19kZaWVuH/dXR0BENfEqJIT548QW5uboX/NzExgZubWzVGREjFaNtECCGKR/upklHmtikiIgIRERGVPqdjx47Q1taulniqU3x8PAIDAyt9jpubG0xMTMT+Ly8vD48fP650+YYNG6Jhw4ZSx0gIF2lpafD19a30OU5OTrC0tKymiIis6xdVQMdNhBBCVAltl+RLUddJlZ1TRFd5CSGEkKrweECTXkDjnpIn7QVfK3007Qd4/ATUaVb1MoQQ8gWi5CeiKuhiOyGEEELKo/3UmuNrTiaztLSUKXlJW1sb3bp1k2NEhEjHxMSEvosqRtb1CyGEEEIIkRwNg0sIIYRwVZa0N+UB8P1pwLIF92XfXQX+7AD8PQb4FKCwEAkhhBBCCCGEEEIIIYQQQgghhBCimihZjxBCCJEUjwc06Q1MeQiMOAXUcea+7LsrpUl7Z8YCCZUPL0AIIYQQQgghhBBCCCGEEEIIIYSQLwcl6xFCCCHS4vEAhz7A1H+BESeBOs25Lxt0Gfij/f+S9oIUFyMhhBBCCCGEEEIIIYQQQgghhBBCVAIl6xFCCCGy4vEAh77A1EdSJu21A854UdIeIYQQQgghhBBCCCGEEEIIIYQQ8gWjZD1CCCFEXson7Q0/AVhIkrR3qbTS3tlxQOI7RUVICCGEEEIIIYQQQgghhBBCCCGEECWhZD1CCCFE3ng8oOm3pcPjDj8OWDTjuCADBF4E9rQDzo6npD1CCCGEEEIIIYQQQgghhBBCCCHkC0LJeoQQQoiiqKkBTfuVVtr77piESXsXyiXtBSs0TEIIIYQQQgghhBBCCCGEEEIIIYQoHiXrEUIIIYqmpgY49v//pD1zJ44LliXttQXOTaCkPUIIIYQQQgghhBBCCCGEEEIIIaQGo2Q9QgghpLqUJe1Newx8dxQwd+S4IAMEnP9f0t5EIClEoWESQgghhBBCCCGEEEIIIYQQQgghRP4oWY8QQgipbmpqgOMAYNoTYNgRCZP2zgG72wDnJwFJ7xUaJiGEEEIIIYQQQgghhBBCCCGEEELkh5L1CCGEEGVRUwOcBv4vae8wYNaU44IM8PYssLt1adJecqgCgySEEEIIIYQQQgghhBBCCCGEEEKIPFCyHiGEEKJsamqA0yBg+n8yJO1NpqQ9QgghhBBCCCGEEEIIIYQQQgghRIVRsh4hhBCiKson7Q09BJg5cFuOKQHenilN2rswBUgOU2ychBBCCCGEEEIIIYQQQgghhBBCCJEYJesRQgghqkZNDWg2+H9JeweB2k24LceUAG/+Bna3Ai5MpaQ9QgghhBBCCCGEEEIIIYQQQgghRIVQsh4hhBCiqtT4QLMhwIynwJC/JEzaO/3/SXsp4YqNkxBCCCGEEEIIIYQQQgghhBBCCCFVomQ9QgghRNWp8YHmQ8sl7TXmtlxZ0t4ud+DiNEraI4QQQgghhBBCCCGEEEIIIYQQQpSIkvUIIYSQmkKQtPdM8qQ9/1PArlbAxemUtEcIIYQQQgghhBBCCCGEEEIIIYQoASXrEUIIITVN+aS9wQcAU3tuyzHFgP/J0qS9SzOA1AjFxkkIIYQQQgghhBBCCCGEEEIIIYQQAUrWI4QQQmoqNT7gPAyY6QMM3g+YNuK2HFMMvD4B7HQHLs2kpD1CCCGEEEIIIYQQQgghhBBCCCGkGlCyHiGEEFLTqfEB5++Amc+lSNo7Xi5pL1KxcRJCCCGEEEIIIYQQQgghhBBCCCFfMUrWI4QQQr4UZUl7M3yAQfuAWnbclhMk7bkBlylpjxBCCCGEEEIIIYQQQgghhBBCCFEEStYjhBBCvjR8daDF8NJKe4P2Spa053cc2OUOXJ4FpEUpNExCCCGEEEIIIYQQQgghhBBCCCHka0LJeoQQQsiXiq8OtBhRLmmvIbflSooAv2OllfauzKakPUKIXKxatQo8Hq/SR1RUlLLDJF+BcePGVfldJMp34sQJwedRr1495OXlKTWeDRs2COJp1aoVGIZRajyE1HSFhYVwdHQU/K52796t1HhKSkrg5OQkiGfHjh1KjYdUr8OHD1e5b/DgwQNlh0kAREVFVflZrVq1StlhKoytrW2lr93T07PS5Wk/mKgKT0/PSr+Htra2yg7xqyPr+kXZpk6dChMTE5iYmGDcuHHKDge9evUSvHc//PCDssMhhBBCiApSV3YAhBBCCFGwsqS9ZkOBt2eBfzcBqRFVL1dSBLw6Crw+CbiMBL5ZCJjYKD5eQohcFBQUIDg4GFFRUYiNjUVmZiYKCwthaGgIU1NTODs7o2nTpuDz+coOVa7i4uLw5s0bREdHIz09HYWFhTA2NoaJiQkaNWoEFxcXaGpqKjvMGiEvLw9PnjxBVFQUkpKSoKamhjp16sDFxQXOzs4K6zc6Ohr+/v6Ijo5GZmYmeDwejIyMYGtri5YtW8LS0lJhfUsjJSUFwcHBiImJQWJiIrKzs8Hn82FsbAxra2u4ubmpXMySCgkJQWBgID58+ICsrCzw+XyYmJigQYMGcHNzg6mpqVz7y8rKwuLFiwXTq1evhra2tlz7kNScOXOwY8cOxMfH4+XLlzh06BAmTJig1Ji+BGlpafDx8UF4eDg+f/4s+G41bNgQzs7OsLCwUHaI1SYrKwuBgYEIDg5GSkoK8vLyYGxsDHNzc7i7uyv0onVWVhZevnyJ8PBwpKSkoKCgALq6urC2toaDgwOaN28ONTX53u+7c+dOvHv3DgBgZ2eHKVOmyLV9SampqWHt2rUYPHgwgNKbDEaNGiX39Rsh1SEvLw/v3r1DUFAQkpKSkJ2dDSMjI5iamsLV1RVNmjRRaN+vXr1CaGgokpKSkJeXBx0dHVhYWKBJkyZwcXGBhoaGwvqXh+joaPj6+iI6OhrZ2dnQ0tKCmZkZ7O3t0aJFC+jr60vddlRUFBo0aAAA8Pb2VvnkF2lFRkYiICAAHz58QEZGBkpKSgRJNE2bNkWzZs2+uONQRcnMzMTjx4/x8eNHJCcnQ11dHXXr1oW7uzvs7e0V1m917//LKj4+Hu/fv0dMTAySk5ORk5MDTU1NwXGku7s7atWqpewwpVZSUoKAgAC8e/cOcXFxyM7OhqamJmrVqgU7Ozu4u7vDwMBA2WGyxMTEICwsDDExMUhNTUVOTg50dHRgZGSERo0awc3NTW4xlx2fAYC6ujqWLVsml3ZlsW7dOty+fRsMw2DXrl2YOnWqQre/hBBCCKl5KFmPEEII+Vrw1QGX74Hmw4C3Z4CHm4C0yKqXYyXtjQK+WUBJe4SoqHPnzuHu3bt48uQJgoODUVRUVOnzjYyM8P3332Pu3LlwcHCopijlLzIyEnv37sX58+cRFhZW6XM1NTXRqlUrjBo1CsOHD5fbCfu9e/di2rRpYmPjkmBR/sJdGWkrd8naVlBQEFatWoWrV69WWM3M1tYW8+bNw8yZM6GuLvthZXx8PHbv3o1Tp04hIqLyhHJHR0eMHj0a06ZNg4mJicx9Syo5ORlHjx7Fo0eP8Pz5c8TFxVW5jJOTEyZOnIipU6dCV1eXc1/jxo3DkSNHKn0Oj8eDvr4+jI2N0aBBA7Rq1Qq9evVC165dZaqOEhoait27d+PMmTOIj4+vtH93d3eMHTsWEyZMkOj1VWT9+vWC99Xe3h5eXl4ytykrXV1dLF26FLNnzwYALF26FMOHD4eenp6SI6uZrl69iu3bt+PBgwcoLi6u8Hl2dnbo3bs3fvrpJ1hbW8s9Dk9PTzx8+FAwfejQIakrcUjTlo+PDy5duoR79+7B19cXJSUlFT7XxsYG06ZNE1QNkVVRURFOnTqFQ4cO4dGjR5XuM5iYmGDQoEGYMWMG3NzcZO47OTkZa9asEUyvXLlSJZJ3Bg0aBHd3d7x8+RJpaWlYuXIldu3apeywSA0hvM1euXKl1BXepGkrICAAFy5cwN27d/Hs2TMUFhZW+Fxzc3NMnDgRs2bNgpWVlVQxlscwDC5fvowDBw7gzp07yM/Pr/C5enp66Nu3L6ZOnYouXbrI3Le8FBQUYN++fdi7dy8CAgIqfB6fz0fLli3Rt29frFixQu6JzDXZ27dvsW/fPly8eBGxsbGVPldXVxcdOnTA6NGjMWTIELntTy1ZsgQbNmwQmc/1WOjBgwfo3LmzYNrGxkbq6u+ytvX06VOsXr0a9+7dq3Ab3axZMyxatAhjxoyRS1VEZe7/Syo6OhonTpzAo0eP8PLlSyQnJ1e5TOvWrTFlyhR4eXlJdAwrvI8nDo/Hg6GhIYyNjWFvb49WrVphwIABaNOmDed+xHn16hX27NmDCxcuIC0trcLn8fl8fPPNNxg3bhxGjRoll2N0SQUGBuLMmTN49OgRXr16hfT09Eqfz+Px0KVLF0ybNg1Dhw6Vqe958+YJ9qNHjBiBRo0aydSePLi6umLw4ME4f/48CgsLsWDBAly7dk3ZYRFCCCFElTCEfIECAgIYAIJHQECAskMiYqSnpzOXLl0SPNLT05UdEiFfl6JChnl1nGG2OTPMSkPuj9W1GObKHIZJi1b2K/gqFBYWMkFBQaxHYWGhssP6IhUVFTFpaWmCR1FRkbJDkpi1tTVrH4jrQ0NDg1m5ciVTUlKisNhWrlzJ6nPLli3MnTt3WI/c3FyJ2kxOTmYmT57M8Pl8qV63lpYWs3DhQubz588yvbYPHz4whoaGYvuIjIzk1EZkZKTIstKSpa1ffvmFUVNT4/weurq6MtHR0m8P8vPzmRUrVjDa2toSf36GhobM9u3bmeLiYon6DAwMFPnuOTs7c36/7ty5I9X3DQDToEED5t9//+Ucq5eXl9R9NW7cmPnnn38kem8YhmEyMjKYGTNmSPW7srCwYE6ePClxn+UlJiYyenp6gjb37t0rU3vylJOTw9SuXVsQ2/r16xXe55ewbSovNjaW6d69u8TfLWm+y1x4eHiw+jl06FC1tOXn58c0bNhQqt92nTp1ZH4/7ty5wzRq1Eiq/ocNG8bEx8fL1P+iRYsE7dWvX1+l9m3PnDkjiE1TU1OmbRypOQ4dOsT6ni9atEhkXyE1NbXSNoS32StXrpQ6Hkna+vjxI9OsWTOpfs+GhobMkSNHJI6v/LbpwYMHjJubm1T9d+nShQkNDZWo79zcXJHPZsuWLTK990+fPmXs7Owkjl/SYxeGYe+ne3t7S7y8jY0Na79L+L14+fJlpcsLf7eOHz8u0oakoqOjmcGDB0v1HSj7Hq5bt06q97O8V69eMerq6mL74Mrb25u1nI2NjdTxSNtWYWEhM336dInewx49elS5jqqMMvb/X758KfLds7Cw4Px+7d+/X+rvnIuLC/P27VvOsQrv40nycHNzY54/fy7x+/Pp0ydm+PDhUvVpZ2fH3L59W+I+Hz9+LPKZlG/Xw8Oj0uV//vlnqd+nzp07MzExMRLHzDAMc/36dUE7PB6Pef78ucocNz1//pz1Op8+farskAghhFSTL+18nrIp6jqpsnOKqLIeIYQQ8rXiqwMtRwHO3wFvzpQOj5sWVfVyJUWA72HA7wTQcjTwzQ+AcX1FR0sIkZK2tjbq168PIyMjlJSUIDk5GTExMazqAoWFhVi9ejU+fPiAv/76q1ricnNzk2nYp2fPnmHo0KEVVm0wMDCAubk5TE1NkZaWhvj4eGRlZbGek5+fjy1btuDw4cNISkqSOpbp06cjIyND6uVVxdSpU7Fv3z6R+bVr10b9+vWRn5+PiIgI5ObmCv736tUreHp64smTJxIP9frp0ycMHDgQPj4+Iv/j8XioXbs2rK2tUVRUhLi4OKSmprKek5GRgblz5+L27ds4deoU5yF0HB0d4ejoyJonjypVtWvXhoWFBQwMDJCTk4MPHz6IVD+IjIxEjx49cPnyZfTo0UPmPivz/v179O7dG6tWrcLKlSs5LRMSEoL+/fvj/fv3Iv9TU1ODubk5rKyskJubi/j4eHz+/Jn1nISEBIwcORL379/Hnj17pKqUtWHDBmRnZwMALCwsVKKqXhkdHR3MmjVLUN1o8+bNmDlzpsoNOaWqAgMD0aNHD5FqlDweD5aWlrCwsICamhpSU1MRHR1daZW5mu7jx48VVhE1MjJCnTp1YGRkhOTkZERGRrK22Z8+fULfvn1x4sQJjBgxQuK+V65ciV9++UVslSE9PT1YWVnByMgInz59wqdPn0Sq+Zw9exb//vsvLl68iHbt2kncf0JCAnbv3i2Ynj9/vlKqv1RkyJAhsLOzQ3h4OAoKCrB27Vqx20byZXN0dES3bt2UHQYnaWlpFVaC09PTg6WlJWrVqoX09HSEhYWxqplmZGTAy8sLCQkJWLRokcR9Hz58GIsXLxZbxU9HRweWlpYwNTVFYmIi4uPjUVBQwHrO/fv30bJlS5w4cQL9+/fn1Ke2trbIZyPLOuTMmTMYPXq0yGvQ0NCAtbU1zMzMUFBQgISEBHz69IlTmyUlJfj8+bPUFbxzcnIAoMpqZeLeC0l16NBBpmHWr127htGjR1dYQcvExARmZmaCbVpCQoLg9ZXJyMjA0qVLceHCBbx48UKqOIqKijBhwoQqK8uruuLiYgwYMAA3btwQ+Z+VlRWsrKyQlZWF8PBw1nf29u3b6N69Ox4+fChxlUJl7f+Lq9Srra0tUeziWFpaonbt2tDT00NWVhaioqJEzgO8fv0aHh4euHfvHlxcXGTuszK+vr5o3749/vzzT0ycOJHTMs+ePcOgQYPErnPU1dVhYWEBS0tLZGRkIC4uTuT1hYeHo2fPnli+fDlWr17NOdYOHTpwfi5XPB4P1tbWMDU1hba2NjIzMxERESFSwd/b2xseHh548OAB6teX7BzzihUrBH/37t1bocNDS6pVq1bw9PTEgwcPAJTGevv2beUGRQghhBCVQXXalYxhGERGRuLKlSvYs2cP1q1bh61bt+LgwYN49OhRhcNOVbeioiI8efIEe/fuxbp167Bx40YcPXoUgYGByg6NEEKIrPgapUl7s14CA3YDxjbclispBHwPATtcgavzgM8fFBomIYQbKysrTJ48GceOHUNYWBiys7MREhKC58+f4+XLl4iKikJKSgr27duHunXrspY9ePAgDh06pKTIubt//z66du0qkqhnb2+PrVu3IigoCBkZGQgLC4OPjw/ev3+PzMxMREdHY+fOnSJJglyGzKnIyZMnBUOZ1OThMPfu3SuSjNC+fXs8efIEiYmJ8PX1RUBAAFJSUnD48GFYWFgInhcZGYnvv/9eov4SEhLg4eEhkqhna2uL33//HR8/fkRiYiL8/Pzw9u1bpKSkICIiAuvXr2f1DQDXr19H7969BQle1YHH46FNmzZYvnw5bt++jZSUFCQlJSEgIABPnz6Fv78/UlNTERAQgNmzZ4PP5wuWzcvLw8iRI6X63o0ZMwZ37txhPW7fvo2zZ89izZo1cHV1FVlm1apVnJJwg4OD0alTJ5ELdc7Ozti3b5/gQruvry+CgoIEyQHLli0TSVY7cOAARowYUenwpuJ8/vyZ9T0cP348tLS0JGpD0SZPniz4PFNTU6stwbmm+/Dhg0iiXt26dbFnzx7ExsYiNjYWr169wsuXLxEREYHMzEx4e3tj4cKFEicC10Rt27bFrl27EBgYiM+fPyM4OBg+Pj4IDw9HQkICfv31V1bSRklJCcaOHQs/Pz+J+pk7dy7WrFnDStTT0NDAzJkz8d9//yEzMxPv37/Hixcv8OHDB3z+/BmnT58W2W4mJCSge/fuePz4scSvdefOnYJEDR0dHamHHVYUNTU1TJ48WTB95MgRJCQkKDEiQiTTrFkzbNq0Cb6+vsjIyEBoaCh8fHwQHByM1NRU7Nq1C6ampqxlFi9eLPHQfHv27MH8+fNZCUM8Hg+jR4/GnTt3kJmZifDwcDx//hxRUVHIzMzE1atXMXDgQFY7WVlZGDx4MM6dOyf1a5bWrVu3MGrUKNZraNu2Lc6fP4/U1FRERkbi+fPneP36NeLj45GcnIxz585h7NixlSbSHT58GA4ODjh16pTEMd2+fRvNmjXD+vXrpXpN1enEiRMYOHCgSKKem5sb9uzZg6ioKKSmpgqORSMiIpCdnY3g4GBs3LhRJFlLlpunNm3ahNevXwOo2cdky5YtE0nU69evH968eYPY2Fi8ePEC7969Q1JSEn7//XfWPrivry9mzJghUX+qsP8vCz6fj86dO2Pt2rX4999/kZ6ejri4OLx58wZPnz7F27dvkZ6ejufPn2P06NGsZVNTUzF8+PBKh+2uyKJFi0SOyW7duoW///4bP//8Mxo3bsx6flFREaZOncopSevx48fo1q2bSKJex44dceLECaSlpeHjx4948eIFQkJCkJmZCR8fH8ydOxeampqC5zMMgzVr1mDevHkSvz5ZaGlpoU+fPtiyZQt8fHyQlZWFDx8+4PXr13j27BkCAwMF+/l9+vRhLRsZGYmxY8dK1N/du3fh6+srmJ4wYYJcXoc8TZs2TfD3nTt3BOsqQgghhBAaBlcJUlNTmYMHDzLfffcdawgdcQ8NDQ1m4MCBzIMHD5QSa2ZmJvPzzz8ztWrVqjDGJk2aMAcPHlTosGmSUnbJSsINDYNLiIoqKmAY36MM83tzCYfHNWWYq/MYJk26YQuIeDQMbvX5EkqT+/v7S7RPlpqayri6urL2mywtLSUeVpQL4WFwpRn2iWEYJioqijExMWG1pampyWzbto0pKCjg3I63tzfTqlUrQRvSSEpKYu3Pb926VWRfuSYMg/v582fGyMiI9fzBgwdXuq6JjIxk6tWrx1rm7NmznOIrLi5mOnfuLBLjzJkzmaysrCqXT0lJYUaMGCGy/Lhx4zj1L47w0EaVSUpKYj5+/ChR+7dv32Y0NTVZfSxevLjK5aQZUu/IkSOMlpYWazlTU9NK97VzcnIYBwcH1jI8Ho9Zs2YNp23Ohw8fmK5du4p8JqtWrapy2fLKD2PH4/GYsLAwiZavLt9++y1rmClFrDPLSLptKj88nixDMMpbt27dWN+N4cOHc/q9M0zpvlBmZqZC4lLWMLhXr15l1NTUmNGjR3M+X+Hv7y9ybqZTp06c4zt48KDIb7R58+aMv78/5+V1dHRYy5ubmzMJCQmcY8jNzWVtN8eMGcN52er06dMn1lCKkq7LSM0jPAyuNOsCZQ2D+/btWwYA07dvX87D68XExDANGjRg9WFnZ8d5X/r27dsMj8djLV+/fn3m4cOHnJa/cuWKyDlxHR0d5t27d5yWFyY83CiX9z4lJYUxNzdnLbdlyxbOx1KfP38W+9zCwkKmbt26gjb79OnDGk67omFwk5KSmDFjxrDej8TERJH2y2/npRmiVfi7xfVYRdiLFy9E9m2NjIyYY8eOSXQ8euHCBaZJkyZSvx6GYZjg4GDWvq+4YzKulDkMbmhoqMgwtHPmzKl0GV9fX5HjuBcvXnCKT1X2/8uT5Pv94cMHJjk5WaL2Dx8+LBLvnj17qlxO0v3F4uJiZtOmTSLrSQcHh0r35T99+iSyXtLS0mL27t3L6XcVGBjItGzZUuQ1Hj58uMplK1K+naqGwQ0PD2cyMjIkan/16tUi8d64cYPz8uWPy2xsbJiUlBSVO6eXn5/PmJqaCuKU5bwFIYSQmuNLuNakSr7UYXCpsl41mzlzJurUqYMJEybgzJkzVVZTKCwsxKVLl+Dp6QkvL69qHV7r7du3cHZ2xq+//ioy5FR5ISEhmDBhAnr37l1hyXtCCCE1CF8DcB0DzPYF+u/kPsRtSSHw8iCwoyVw7Qcg/aNi4ySEiHB2dgaPx+P8fBMTExw/fpy1THx8PJ48eaKI8GRWVFSE77//njW0qJ6eHq5fv465c+dKNOSmp6cnfHx8sHz5cones/LmzJkj2J93c3PD3LlzpWpH2fbs2cPaj69bty4OHz5c6ZBitra2OHLkCGvesmXLOFVS2Lx5M7y9vVnzfvrpJ+zatYtTJYxatWrh5MmTInfdHz58uFqqspQNzyuJ7t2744cffmDNU1SsY8eOxa5du1jzUlJScPTo0QqX+eGHHxAcHMyat2fPHixfvpzT0HJ169bF9evXRYZiW7t2LZ49e8Y59j/++EPwd7t27WBnZ8d52epU/rsXHh5OQxlV4ciRI7h7965gul+/fjhx4gTnyjfq6urQ19dXVHhK0bhxY7x58wbHjh2Dk5MTp2WcnZ1Fqt/++++/CAsLq3LZ8PBwzJkzhzWvWbNm8Pb2hrOzM6f+x48fj/Pnz7OqtiQmJkpUweTs2bOs82BjxozhvGx1srCwYA1Vvm/fvi96WGZSs5mZmeHJkye4du0a2rZty2mZevXq4cKFC1BT+/9LA+Hh4YJh+iqTmpqK8ePHsyp0WllZwdvbG506deLUf79+/XDr1i0YGRkJ5uXm5mLkyJEiQ+UqyoIFC5CYmCiY3rRpExYsWMD5uMDIyEjsc9XV1XHhwgXBcJI3btyAk5MTtm/fXuF65MSJE2jatCmOHTsGoHQY5osXL8LMzEzSl1UtMjIyMHz4cNZnZW5ujgcPHmD06NESHVsNGjQIb9684Tw8qDCGYTBp0iRBdbQBAwZg8ODBUrWlbJs3b2YdS7m5ueG3336rdBlXV1f8/vvvrHlLlizh1J+q7P9Lq27duiJVQqvi5eWFESNGsOYp4phMTU0NixYtwtKlS1nzg4OD8c8//1S43Pjx41nrJQ0NDZw7dw5Tpkzh9LtydHTEvXv3RPbtZs+ejYiICAlfheQaNmwoUnGxKitWrEC7du1Y87h+JtHR0axKlN9//z1ru6YqNDU1MXz4cMH0qVOnRIaTJoQQQsjXSfX2XL5wPj4+Yk868Pl81K1bF25ubnB2dmadrChz9OhRdO/eHVlZWQqPMyQkBF26dEFkZCRrvr6+PpydnWFvby9yMfTWrVvo3bu3ygzdSwghREZ8DcB1LDD7lRRJe3+VJu1dX0BJe4SouKZNm4oMQfTu3TslRVO5PXv24OnTp6x5f/31l8gFAq54PB7WrFmD8+fPS7zstWvXBENb8fl87N+/nzXUaU1y+fJl1vScOXM4nWTv3Lkz2rdvL5gOCQnBv//+W+kyHz58wIoVK1jzBg4cKPFQXzweDwcPHkTr1q1Z86dPny4YXlHVCA+9FBERIdWwS1xMnDgRTZo0Yc2rKKHMx8cHf/75J2ve3LlzWcP1cKGlpYWLFy/CxsZGMK+oqAiTJk1iXdCvyNOnTxEeHi6YVuULrb1792YNz3v8+HElRqPaCgoK8OOPPwqmDQ0NsXfv3hq7vpSXxo0bc07SK69///5wdHRkzbt582aVy82aNYt1LklfXx83btyQ+CJ37969sXXrVta869ev48yZM5yWL/9bMTExQefOnSXqvzoNGjRI8HdcXBzu37+vxGhk8+bNG/zwww8KX1fNnj0b27Ztk2koSyI5CwsL1v4YVy4uLujVqxdr3q1bt6pc7ueff0ZsbKxgms/n4+LFi2jYsKFE/bu6uop8J/38/LBt2zaJ2pGGv78/Dh8+LJhu06YNFixYILf2W7VqhcePH+P06dOwsbFBVlYW5s2bh3bt2uHt27eC50VFRaF3794YPXo0kpOTYWpqil27dsHf3x89e/aUWzzytmrVKlbij5qaGi5dugQXFxep2tPU1MSBAweqTEwTZ/fu3YIh2Q0MDERuWKlJrly5wpr+8ccfOe0vjR07FvXq1RNM3717V+SajjBV2f9XBuFjMkWe+1iyZAmMjY1Z8yo6Jvv7779FEvk2bdqEb7/9VqI+TUxMcOPGDRgaGgrmZWZmYtasWRK1U51GjRrFmub6mZw8eZKVBF1+303VlI8tPz9fKUO/E0IIIUT1ULKeEhkbG2PGjBm4fv060tLS8OHDB7x8+RL+/v5ISUmBt7c3vvnmG9Yyz58/x7hx4xQaV1FREYYNG8a627lWrVo4cuQIUlNT4e/vj/fv3+PTp0/4+eefWXerPH36FIsXL1ZofIQQQqpZWdLeLF+g3w7AiGPSXnEB8OJAuaS92KqXIYQohXD1qqqqPytDcXGxyAWcwYMHs+5QlpakJ3UzMjIwffp0wfS8efPQsmVLmeNQhuzsbPj6+rLm9e/fn/Py/fr1Y01fuHCh0ufv2rWLdfOSvr4+duzYwbm/8vh8Pv744w/WRazk5ORKK8gpk7gqcSkpKQrpi8fjoU+fPqx55S8Olyf8u7K2tsYvv/wiVb/6+vrYvn07a15gYCCni/8nT55kTQ8YMECqGMp7/fo1Tp48iW3btmHDhg04ePAg7ty5g9zcXJna1dfXR9euXQXTly5dUtkkUWW7fPkyEhISBNNTpkyBpaWlEiOq+YTPE8XExFT6/KCgIJGEvjVr1rAu7EtixowZIkn+XBIsEhMTce/ePcF0nz59OFXuqUhkZCSuXbuGPXv2YP369di8eTP++usv3L17Vy43ufbv359VxUZ4HaXqkpKSsH37drRs2RItWrTA77//rvD9u7dv32L+/PmwtrbGwIEDcfHiRRQWFiq0TyIbSdcnKSkpIpWVJ02aJLJO4Orbb7/FwIEDWfN27tyJoqIiqdrjat++fazp5cuXK6Qa0/DhwxEcHIy1a9dCX18fz58/Z+3fTJgwATdv3oSGhgbmzZuHsLAwzJw5U6Z1o6J9/vwZ+/fvZ80rS0SUlaQ3asTExLCqyK1btw5169aVOQ5lCAkJwadPnwTTfD4fffv25bQsn88X2e+v6phMVfb/laE6z33o6emJ3JjA9ZjM1dUVs2fPlqpfa2trrFmzhjXv5s2bKntTprSfSfl9M2tra6m3RWUKCgrw8OFDHD58GJs2bcLWrVtx7NgxPHv2TOYKy56enqwCLTVtv5IQQgghikHJekpga2uLAwcOIC4uDrt370afPn1EKlfw+Xx4enrC29sbU6ZMYf3v/PnzIsNGydPBgwdZBw0mJiZ49OgRxo4dy6qmV6tWLaxdu1ZQor/MH3/8gdDQUIXFRwghREnUNQE3r9LhcfttlyJpzwW4vpCS9ghRQcKVkYXv/lYF586dQ3R0NGveqlWrlBLL4sWL8fFjadVQW1tbkRPhNUlcXBzrgqi2tjYaN27MefkWLVqwpoUrQpSXk5MjcnFv8uTJUieMAKUXMYSTurZv366SlRzEVSBX5G9NuMKNuIseHz58ELmYt3jxYomHLypvwIABcHV1Zc3jUiXn+vXrgr/r1auHRo0aSdV/ZmYmli1bBmtra7Rs2RKjRo3C/PnzsWTJEkycOBE9evRArVq1MGjQIAQEBEjVBwDWhbfs7GxOQwd+jf766y/WtHA1EyI5ExMT1nT5YczFEb6Abm5uLlN1FTU1NaxcuZI1z8fHp8oh7/755x/W8H6SVtXLy8vD+fPnMWrUKFhaWqJhw4bo168fZs6ciaVLl2Lx4sWYNGkSunfvDmNjY/Ts2VOm36W5uTmriuGNGzdUcttSXmFhIS5duoSBAwfC2toa8+bNw+vXr5USx+XLlzF48GBYWVlh7ty5ePXqVbXHQaom6fpk3759rIR3DQ0NLFq0SKYYhPejP378qNCKQ7m5uawkidq1ayu0ip22tjZ+/vlnvH//HuPHj2clATMMg2+//RYBAQH4/fffVfIYTNjevXtZCdGampqch12Vt6lTpwpiadu2LWbMmKGUOORBOFG2UaNG0NXV5by8JMdkqrT/rwzVfe6DyzHZ06dP8fz5c9a8lStXylSJeubMmTA3NxdMMwwjsk+oKqT5TKKjo1nHcrJUa46MjMSYMWNQu3ZteHp6Yvz48fjxxx+xcOFCjB07Fu3atYOFhQXmzJkjdXKnuro6OnbsKJh+9OgRMjIypI6ZEEIIIV8GStarZqtXr0ZISAgmTpwIHR2dKp/P5/OxZ88euLu7s+YfOHBAIfEVFBRg7dq1rHlbtmwRGWalvJEjR7JOuBcVFSntwikhhJBqoK4JuI0rTdr7dhtgxDHJorgAeLG/NGnvxiIgI06BQRJCuGIYBi9evGDNk/WOZEUQvqDQpk0bNG/evNrjePjwIasaxx9//CHRhRRVI1zZzcTEhHURsSrCQyjGxMQgNTVV7HPv37+PtLQ01rzx48dz7qsiwpXHg4ODERQUJHO78ubj48OadnBwUOh3p/yNVgDEVqm5fPkya76mpqbIMETSEP5M7ty5U+nFiPfv37OG6+rUqZNU/T58+BCNGjXCr7/+iri4ivcz8vLyBMO1/fzzz1L15eHhwZrmMhTp1yYvL481dKiJiYnIxWQiufLDTwKi62FhwtvP0aNHi6wfJNW7d29YWFiw5lU1pLxwhR3h31BVOnbsiKFDh+LkyZOs6kPiFBcX4/bt2+jcuTNmzZoldZWu8jEmJCTAz89PqnYUzc/PD3PnzoWVlRUGDRqEy5cvi61op+hqXeLaT05Oxo4dO+Dm5gZnZ2ds3bqVVW2TKJek6xPh33mvXr0kHk5bWPPmzUWSfKpan8jiv//+w+fPnwXT33zzTbVUsuPxeGL3sdXU1CTa91Y24W3KoEGDULt27WqP4+jRo4J9Lw0NDezbt08h1RGri/AxWa1atSRaXvh3WFmitqrs/yuL8DGZos99cDkmE17nWVhYiFRLlJS6urrITTJVVVxUFmk+E1n3K8ts27YNDg4OOH78ODIzMyt8XnJyMnbu3Ak7Ozup38fyMRYVFeHu3btStUMIIYSQL0fNPYKpofr27QtNTU2JluHz+SJDyyqqjPitW7fw4cMHwbStrS2nC2irVq1inVg4e/ZslXdjEkIIqeHUNQH38cDsV5In7T3fB2x3AW4spqQ9QpTs4MGDrKQWBwcHtG7dWokRiffo0SPWtDyGyJRUbm4uJk+eLKis8/3336NXr17VHoc8CV/UKl/1iAtxyQAVDa/z+PFj1rS9vb1cEi579+4tciPUkydPZG5XnkpKSrB+/XrWPC8vL4X2KZysJu5iuvBn4uHhIfNFdwAYMmQIa7qkpKTSqlvCv2/hm9W4uH79Onr16oXExETWfG1tbTg4OMDV1RVmZmas/xUXF2PdunWYOHGixP21aNGCdXH/33//lbiNL93r169Z64jyiXopKSnYsWMHPDw8ULduXWhpaaFOnTpwdXXF/Pnz6f2sAMMwIr/byqqhBgcHi1QAEf59SkNdXV1kyPSq1rvlf+fGxsYSV88UV53UysoKzZo1Q9u2bdG8eXPW8GJldu/eLTJiBVfCF4tV6XuZkJCA3377Dc7OznB1dcWOHTvEVnsxNDTE+PHj4e3tjZkzZyo0psuXL+PIkSPo2rWr2KSZt2/fYuHChahbty769euHc+fOoaCgQKExkcoJb38rW59kZWXB39+fNa9fv35yiUN4vaTI/Tjhm5TKb5tCQ0OxdOlSuLm5wczMDNra2qhXrx46deqEX375Be/fv5e4v/z8fKxfvx6NGzfGwYMHWRU6eTwerly5AicnJyxYsEDlz6VnZ2eLVMlUxjFZYmIi5s+fL5heuHChUm7ikid5H5NlZGSIJOOWUZX9f2XIzc0VGW5WFY/J+vfvL5ckYuHPJCkpSar1mCIlJiaKDE3O5TORx/Hj8uXLMX/+fJF9EWNjY7Ro0QLNmjWDvr4+638ZGRn47rvvcOjQIYn7U+X9SkIIIYQoByXr1RDffPMNazolJQU5OTly7+fy5cusaeHy/BWxs7Nj3RlSWFiIGzduyD0+QgghKoiVtPc7YFiX23LF+cDzveWS9uIVGiYhRNSRI0dYwwWpqalh165dKlfdITw8HPHx7HWENCdjZbVy5UqEhoYCKK12oKpD+0hCuGpDWlqa2AS8iggnRgEVJ+sJX3iVVxUDdXV1kWpdqpSs9/nzZ4wcORIPHz4UzHNwcMDcuXMV2q/w8I8NGjQQeY6iPhMrKyvUqVOn0r7K8/X1ZU03a9ZMov4+fPiA0aNHs5J5TE1NsX//fiQlJeHdu3fw9fVFYmIi/vvvP9YQREBp0vKff/4pUZ+ampqspIbAwECxyURfM+GEiLJhwE6dOgU7OzvMnTsX//77L2JjY1FQUCCoXLZt2zZ4eHigW7duKndBUdkePHjAqkLJ4/EqTRoX/t3x+Xy4uLjIJRbh9YWvr2+Fv4HExETB8PEA4OTkJFWf9evXx4IFC3Dv3j2kp6cjNjYWb9++xdOnT/HmzRukpaXB398f06dPZw0dd+jQIVy8eFHi/oSTP16+fClV3PJSUFCA8+fPo1+/fqhbty4WLFiAt2/fijyPz+ejd+/egiqEBw8ehKenp8L37/T09DB27FjcvXsXMTEx2LBhg9jPuqioCNeuXcOwYcNgaWmJmTNniqwviOKFh4ez9k0AVFrJycfHR6QilKLWJ/Hx8ax1nTyJ2zYVFhZi6dKlcHBwwPr16/Hq1SskJycjPz8fHz9+xKNHj7BixQo4Ojpi6tSplVZfKu/cuXNo2rQpli5diszMTLRu3RqXLl0S/P/gwYPo2bMnCgsL8dtvv8He3h5//vmnxIla1eXZs2ci3wFlHJPNmjVLUMm7UaNGWLFiRbXHIG/Cx2TijrEqowrHZJLu/1e32NhY9O3bl7Vv6enpieHDhyusT4ZhRBKyhI/JcnNzRZJg5fWZuLi4iAylq0qfSXBwMLp3786qzO/l5YW2bdtWuWz540c+n4+mTZtK1PfVq1dFRhhr1qwZbt68ieTkZLx+/Rpv375FSkoKzpw5g3r1/v8G9eLiYkybNg1v3ryRqE9V268khBBCiPIpvsY7kQsTExOReenp6XIfNun69eus6R49enBetnv37qwLQteuXcP3338vr9AIIYSoOnVNwH0C4DIK8DsOPPoNyPhY9XJlSXu+h0uT/jrMAwwtFR3tV6GopAgJOTTMFFfFxcXIzskWTGfwMkRObFbEQtcC6mqqt2v9/v17xMTECKYLCwuRlpaGgIAAXL58mTVUqKamJvbt24euXbsqI9RKBQcHi8xr2bJltcbg6+vLugt/8+bNMDc3V2if0g6LIsnwcnXr1oWGhoYgQa+wsBD+/v6cL7yJO8FcUf/Cn6M8P8OWLVuyKjdUdHFKUR4+fMhKcszJyUF8fDyePXuGixcvsiqlNG7cGDdv3hSpBihPz549E7kw1KVLF9Z0dnY2K3kGkP9n8s8//wimK/tMhC90NGnSRKK+ZsyYwRrSrl69enj06BFsbGxEntuuXTs8fPgQ48aNw7FjxwTzFyxYgP79+8PKyopzvw4ODoL1aFFREQIDA1VyGHFlCQsLY00bGhpi3bp1nIcevnfvHtq1a4crV66gQ4cOighRRFBQkNTrXuFhvuWtpKQES5YsYc3r1auXyIXx8oTXu40bN5bbeSTh9UVBQQEiIiLg6Ogo8lxZf+NA6bDz7du3r3TfjMfjwdnZGXv27MGgQYPQr18/5OfnAwA2bNiAQYMGSdSng4MDa1q4qlh1efnyJQ4fPoxTp05VONQ8UHpRfuzYsRg5cqTIMMXVzdraGj/++CN+/PFH+Pr64ujRozh9+rRIQklqair27NmDPXv2wNHREV5eXhgzZgwsLWv+8WBERITU6xPhm1QUYcmSJawqb46OjmjVqlWFzxden+jp6UlcIbMi4vY/3r17J/ZGA1kJb5t0dXXRv39/TsPZFxcXY9++fXj+/Dlu3LhR4ff01atXrCqxenp6WLt2LebMmcM6NrO1tcXNmzdx/PhxzJ8/H0lJSZg+fTr27NmD3377Dd26dZPhlcqf8HdAX19fbt8Bri5fvoyzZ88Kpvfu3QttbW2F9ZeXlyf171iSbUbZDQ1loqKikJSUJFIVuiJcj8lUaf9f3oqKikRuVsrKysLHjx/x+PFjXLlyBbm5uYL/tW3bFhcuXFBoIvuZM2cQFRXFmid8TBYRESFys5y8PhNdXV00btyY9TlU52eSlZXFOkZnGAZZWVmIjIzEgwcP8M8//7ASgPv374+9e/dW2W5+fj5CQkIE0zY2NtDS0uKc6JyTk4PJkyez5nXv3h1Xr16FlpYWa76mpiaGDRuGbt26wcPDQ3CTREFBAby8vODn58epTwAwMzNDrVq1BPtyytqvJIQQQojqUL0rikQscWXL5VGevLyEhAR8+vRJMK2lpQVXV1fOywufPH/9+rW8QiOEEFKTqGsBrSYCLUcDfsf+l7QnfvgNluJ8wOfP0qQ9t/FAx3mAQcUXH0nVEnIS0Ot8zR6is6a4OeQmrPWtlR2GiD179mD79u2VPqesKs/69etFqpOpCuEL03w+X+77wpUpLCzExIkTBSd/PT09MWHCBIX32717d4X3oa2tjVatWuG///4TzDt9+jSnZD2GYfD333+LzM/KyhL7/PLJVADkeiFeOFmlsmQGRRgwYECVQ5cZGRlhxowZWLp0qchwOvL0/v17kQoRfD4fI0eOZM0T9x4p6zMpXz1HTU1NojhCQkJYN52pqanh3LlzYhP1yj/n4MGDgooJQOlFmz/++AO//PIL576FE/uioqIoWa8c4d/8w4cPWecJmjRpgpEjR8LR0RFaWlqIiIjAhQsXWImmqamp6NevH16/fo369esrPObNmzdj8+bNCu9HGlu2bIGPj49gWk1NDb/++mulywj/7hT5GxfXXxnhCll163KsxF2O8IgTVenevTsWLVokqJry/PlzBAUFiU0mrIiBgQH09fUF27Xo6GiJYpBFfHw8jh8/jiNHjiAwMLDC51lbW2PkyJEYO3asxFVJq4ubmxvc3NywdetW3Lx5E0ePHsXVq1dFKjEGBQXhxx9/xNKlS9GjRw94eXlhwIABCk3EUaRjx46xksJVyZkzZ1gJTwCwbt26SpNWhH/fZmZmcktyMTMzg5qaGkpKSirsT16Et03r1q1jVbXy8PDA4MGD0aBBA+Tn5yMwMBAnTpwQVNcGSs95Dxo0CI8fPxYZqrKoqAj9+/cXnMvv3bs3/vjjj0r3S0aPHo1evXph/vz5OH78ON6+fYv+/fsjOjqac7JWdVDkd4CL9PR0VlV4Ly8vkcQneUtISKiWY7KGDRvCysqKNWTq33//jVmzZlW5bFZWFq5duyZ2vjBV2v+Xt6ysLE6flYWFBRYsWIB58+ZBQ0NDYfH4+Phg6tSprHmGhoYiQ0dXx2dSPkGvOj+TsLAwTp9JgwYNsHTpUkycOJHTOiUmJoa1vZB0v/L48eOsZFYrKyucO3dOJFGvPBMTE1y5cgWOjo6CpM/Xr1/j3r17Et3wamVlJfgMsrKykJKSUq3ntgghhBCiWmgY3Bri0aNHrGkbGxtoamrKtQ/hu2oaNWokUR/CJzzDwsJESuMTQgj5iqhrAa0mAXP8gL5bAUOOiUxFeYDPH8D2FsDNJUDmp6qXIYRIbdiwYfj5559VNlEPED2hbGhoWK0XhjZu3Ci461lLS4vT3d41ycCBA1nTe/fuFakAIM6BAwcQHh4uMl/chaH09HSRYwMjIyOJ4qyMcFvVnaxXFUNDQyxevBizZ8+We6IewzBIT0+Hj48PfvzxR7i5ubGqtgDAhAkTRCpZiXuPlPGZFBUVsW4aMzMzE7nwXZm//vqLVRno+++/R+vWratcTl1dXSQpa//+/ay2qiJ8Ie3Dhw+cl/0aCCdE+Pn5Cd7fpUuXIiAgACtWrMDQoUPRr18/zJ07Fw8fPsSpU6dY5yLS0tIwbty4aoxc9Tx69EikIuG8efOqrLwi/LtT5G9cXH9lhH8b1VU1bfTo0azp8onpXJWPNTMzU+R7LU/5+fk4c+YM+vTpg3r16mHx4sViE/X09PQwevRo3L59GzExMdi0aZPKJuqVp66ujm+//RZnzpzBp0+fsHfvXrFVM4uLi/HPP/9gxIgRsLS0xLRp01iVeYhsQkJCRCoKDR48WCSBRJi4/XF54fF4Iu1VV7JeWaKetrY2zp07hwcPHmDOnDno168fhg4dipUrVyIwMBALFixgLefj44N169aJtK+uro7Vq1fDzMwMJ06cwI0bNypN1CtTu3ZtHDt2DLdu3UKDBg3www8/qFSiHiD6mRgbG1dr/wsWLBAks5mZmWHr1q3V2r+iCR+TbdiwgdM2Z/369cjIyBCZzzVZ72s6JrOwsMDPP/+MyZMnyz1Rj2EYpKWl4eHDh5g+fTo6deokcjPXjz/+KDLk8df+mdjZ2WHFihUYNWoU53M8su5XHjhwgDW9evVqTts0W1tbzJ07lzVv3759EvVNx4+EEEIIKY+S9WqIgwcPsqb79Okj9z7Kl44GSocOkoSZmRnrbteCggKRu6cJIYR8hcon7fXZAhhwHF6uKA94tqdc0h4N50qIIpw5cwYdO3ZEp06dRIaFUhWZmZmsaT09vWrr+927d4KqPACwbNkyNG7cuNr6rw5TpkyBgYGBYDorKwv9+/evdDjdu3fvYt68eWL/V354oTLCnyEg389RuC1x/SlTRkYGfv75ZzRo0AA//fQTCgoKpGpn9erV4PF4rIeamhqMjY3Rtm1bbNq0SeTCXPv27bFjxw6RtlTlM8nMzGRVRpA0mfHhw4esaUmqXnbv3p1ViSEhIQHv37/nvLxwrFVVV/zaVFRlc+bMmfj1118rTMocMWIE/vrrL9Y8b29vqRKtvgQREREYPHgwK+HZxcVFbJKIMEVuP8W1VdHvXPi3ocjqouUJD6EpyVBlZarjd/727VtMnz4dderUwfDhw/HPP/+IDOWmpqaGrl274siRI/j06ROOHTuG7t27Q02tZp7aNTIywpQpU/D48WOEh4dj1apVYofT/Pz5M/bu3Yt27drBwcEB69evV7lEg5qkrFpp+cSeunXrcko2EP59y2tI7TLVtS9X0bbp2LFjGDJkiNj/aWhoYMuWLZg4cSJr/rZt25CdnS3y/PHjxyM4OFikqjEXPXr0QEBAAJYuXSrxsoqmzGOye/fusfYNfvvtty+uGtX8+fNZ6/TY2FgMGTJE7HeszLFjx7Bx40ax/6NjMlEJCQmYM2cO6tevj61bt0p0k05548ePF3tMVqtWLXh6euLPP/8UOd4bOnQofvrpJ5G2vvbPJDw8HOPHj4eNjQ2OHz/OaRlZ9iuzsrJY1VR1dXUxYsQIzssLH2sKF1mpCh0/EkIIIaQ8Gga3Brhx4wZrGBgACrmrPDExkTUtzbAkVlZWiIiIYLVpb28vc1xJSUkSLSN8oTkrK0vsHWZEuYRPNlR28oEQ8oVwGA40GgCNgNPQer4balkcqub9L2mPefEXClqMQUGr6WD0zBUfq4ooLi4WXKwrO3FbXFzM6Y5T4Yt8RHHKf06qZOvWrayKA7m5uUhJSYG/vz8uX76MU6dOCU7iP3r0CK1atcLNmzc5DYEqqfLJOIBk75nwCebs7Oxqeb9LSkowYcIE5OfnAwCcnJywcOFCifrm+jrFPUfaKtVRUVEiF7wri0FfXx+bN2/GtGnTBPPevn2LZs2aYeHChejfvz/q16+PgoICBAQE4NixYzh48KCgTWNjY1bVBz09PZH+xF3QzczMlNvnKHzRwcDAQKK2hS/USBpXSkoKq62MjAx8/PgRz549w5EjRwRJRvn5+di4cSNevnyJy5cvVzm0n7QXkIDSKjXTpk3Dxo0boaGhwekzycjIqPbPRPh5Ojo6nGPIz89nDauqoaGBdu3aSfQaPD09WReG/vvvP7EJI+IIf37y/E6XuX//Pnr06CHVsqtXr8bq1as5PbdTp064f/++VP1URNxQUrVq1cK6deuqfJ++//57HDhwgJWMuXfvXrRp00auMQr/xv766y94eXlJ1VaXLl1Y525KSkpk/j4kJyejd+/eSE5OFsyzsLDA2bNnoa6uXmX7whcEs7Ky5PYdFXeORdz6HxA91tfS0pIpjufPn+Py5cvw9/dHSEgIPn/+jMzMzCq3m0lJSRL3q6Ojw5qW53qyzJYtW3D06FGx/3NycsKoUaMwatQoWFv/f6VyVdzvlJaNjQ2WLVuGZcuW4cmTJzhx4gTOnj2LtLQ01vNCQkKwdOlSNGnSpMoqcJIS3k+V5vcrvD5Zvnw5Vq5cKVU8EyZMYH0n5LE+yc3NRb9+/VjDuerp6eHs2bMwNjausn3h/fGcnBzB3/L4PgqvJypan4gj/LzK3i9tbW1W7EBpgtygQYOq7G/z5s04e/asYP2XlpaGv//+W+x2w8jISGx75edVdJxQtv2U9hiiMuL2eVX9mCwnJ4dVDbJ79+74/vvvK+y7qve9MsLPs7GxEVtJnIsHDx6gW7dunONo0KABFi9ejA0bNgjm3b9/H05OTli8eDF69uwJKysrZGdn49WrV9i/fz/OnTsH4P+rU5ZP/NHV1VXZ/X+uJFnWwMCAtR9QUlKC9PR0REVF4cmTJ/jrr7/w9u1bQZwLFy7E69evcfDgwSoT32U5JlNXV8fSpUuxdOlSMAwj8prEJeZlZGTIrXqpcIKyvr6+1J+JuPgr07x5c9ZnUlxcjPT0dLx//x4PHz7EX3/9JbiWmJSUhDFjxiAoKAi//PJLpe0KvyZtbW2x6zJxsfr4+LDmu7u7S3T82bBhQ9SrV09QES8+Ph4RERGcKqgC1bNfSQghRDVw2S4R7oqLiwX7ZGXH75mZmeDz+TK1W9HNXNWFkvVUXGpqKqZOncqaN3DgQE7D+khK+MsozR08wsvI4wu+Z88ezhcYKvL8+XPW0EpENT1//lzZIRBCqo0N1OzWwiblIewTrkGnMK3KJXjF+dB6dQB8v6OIqt0FYRZ9ka8hv6EhVBWPxxMMf1NW+SorK4vTTmh2DiVBV5fs7GxkMqp1h3JFjIyM0KlTJ3Tq1AkzZ87EuHHjBCetP3/+jMGDB+O///6T69ArAETuLM/NzeV8V7e4E5rVcUf4n3/+KRh2jcfjYevWrcjLy0NeXh7nNrKzsznFKu6mBWlfozRtDR8+HM+fP2dV9E5OTsZPP/0ktgJAmdGjRyMjIwNXrlwRzNPR0RHpj8fjgc/ns05MfPr0SW6fo/DNPcbGxhK1LXzCRNa41NTUUL9+fdSvXx/fffcdzpw5gzlz5ggSP+/du4e5c+diy5YtlbZTWFgocb+NGzdG165d4eXlBXt7exQXF4t9PeWHGS0THx8vUolKWuUTGIHS4fLExSF8zFhUVMT5/Y+JiWGtW+zt7ZGfny94n7kQHh44LCyMc//CFUsKCgrkvm6S5LXIoqLviSzEJaMOGTIEJSUlnPoaPXo0K1nvwYMHco9R+Lefl5cndR/ybAsoXQ8NGDCAVe3R0NAQZ8+eRe3atTm1Xb5qKlB6jkle72FsbKzIPC0tLbHtC6/LcnJypIrjv//+q3BoWC5SUlIk7lc4AZDrdl0S4tb1VlZW2LNnDzw8PATzFLXvk5eXx3mYWW1tbbRt21YhcQCAs7MznJ2dsWbNGmzbtg2bN28W+W1Jsg/JlfC+nTS/X+HPUZZtgjzbAkq/x6NHj2ZVKNXU1MTRo0fh4ODAqW3h5N/yCbvCyW+SKrvRoTxx+5MVkWR7rKenJxLvqFGjOPXF4/EwaNAgHDlyRDDv3r17GDx4MKc4AfZ+ujTf5fKJpVy3p+UJf7ckWacJfwfS0tKq5Zhs6dKlgtF7dHV1sWnTpkr7leW4Svi7JM17LEtbZQlkN2/eFMyLjo7GzJkzK11uyZIluHHjBusmFm1tbZH+VGX/vyKyfr+Fqauro1GjRmjUqBHGjh2L3bt3Y8WKFYILvcePH4e9vT3mzJlTaTuSXlzX0NCAo6MjevbsiTFjxqBu3bpiKx0C4m9uiY2N5TwkbFWEq9EaGBjItK8r62eioaEBJycnODk5YdKkSVizZg12794t+P/69eurTMoXfi/z8/PFxiVu2yRcRZ3rNrA8R0dH1vC1wcHBIsMbV0SW82KEEEJqNlmPmb52xcXFrCQ9oLT4hCw3VQCl55aViZL1VFhJSQlGjx6Njx8/CuYZGRmJHcJIHsTdkSIp4Qupys5GJYQQorpK1DQRadYd0aYeEiXtqTMFaJR0E7bJ9xFl1hVh5n2+iqQ9QhShYcOGuHjxIjw8PAQX3ePi4rBjxw4sX75cydH9PxMTE9Z0cXExUlNTOZ8QlUZMTAxr+Nvx48fLvaKTqtm6dStsbGywbt26KhOEeDwepk6dijVr1uD7779n/U9coiePx4OxsTHrAo5wZW9ZCA/ZK/ydUbbvvvsO6urqrOHTDh48iKlTp0pUiXz48OEiw/TweDzo6urC0NAQdevW5XzTlbj3SBmfiXCFD0mS04SHDZJmODThZcpXiayKcHJHdQ4HVxOIez86dOjAeXnh58bExCh83a8q8vLyMHLkSNawrbq6uvj777/RvHlzzu0YGxuzpuX5GxfXVkW/c+FzRZIkvZc5dOgQFixYINOJWGmSX4VjlffQnxWJi4vD8OHD0bNnTwwfPhzdu3eHhoaGQvpKTEzEoEGDOD23Xr16ePPmjULiKIvl/PnzOH36tEL7+ZowDIPp06fj1q1bgnl8Ph/79u1Dly5dOLcjvD5JTk4GwzBySShJTk4WqW6oqH05PT09kZs8JN02lU/Wk2Z47ZpK+DsgnJilCC9fvsTevXsF04sXL4atra3C+1UWPp+P48ePY8WKFdi7d2+VSWIaGhr46aef8MMPP+Ds2bOs/4k7JlOV/X9l4PF4mDVrFoqKiliFITZt2oSxY8eKfL8rM3v2bJH1p5qaGvT09GBoaIh69epxvrZW0WcizahX4gh/vpK8TkXT1NTE2rVrkZOTg0OHDgnmL1u2DN9++22FNynLcvwofKxHx4+EEEIIUSZK1lNhixYtwj///MOat3fvXtSrV08h/QnvKIq706oqwncCVXTHECGEEFKGnbT3AI0/XYN20ecql1NnCtAo8R/YJt1DlFlXhJr3RYGGfIaJ+FKYaZvhTPczyg7jq2CmbabsEKRmamqKJUuWYNasWYJ5p06dUqlkvcaNG4vMe/PmDTw9PRXW54YNGwRVGSwtLaUexqymmTNnDoYMGYJdu3bh5s2biIqKYv1fU1MTPXv2xNSpUwUXNoXv1q+oMkOjRo1YF/XkeRG+rDpkGXHfGWUbPHgw/vrrL0FVG4ZhcPr0aYl+a7a2tnL73uvp6cHKygpxcXGCeW/evMHAgQPl0j7Xz0RfXx9qamqCi/SS3PAl/FxpkmiEl5Glf3kNV1Ves2bNcPHiRc7Pnzp1quCinLjkzooo4sJdWWXg8uzs7Dgvb2lpCX19fdb7nJSU9MUn6xUWFmL8+PF4/PixYF5ZBSxJK5oJJwOHhoYiJydHLglnwutwTU3NChMohBMGJL2x89GjRyKJeurq6mjbti3c3NxQr149mJmZQUtLS+S8FNcktIoIV2iSd+VhABgxYgQSExPx4MEDVmJGfn4+rly5gitXrqBWrVoYPHgwhg8fDnd3d7nHoEy5ubm4ceMG/v77b3h7e1c4nLGhoSEGDRoEFxeX6g2whluwYIFgqEygNGFl27ZtEg8lLLw+ycrKQnh4OOeh4ysjbp9QuPKtvJiZmbH2b42NjSVK1hB+H8oPU85F/fr1RYZ4rimE9+UyMzMRERGBhg0bKqzPVatWCfYRmzVrVmWFuS8Bn8/Hr7/+Ci8vL+zatQt3795FfHw86zl6enro168fZsyYIUji53JMpir7/8o0a9YsHDlyRLAeyM7OxuXLl8UOZ10RBwcHuR2T2draQkNDg1X18s2bN3B1dZW57ZycHISFhbHmKWrdKouVK1fi3Llzgio5Hz9+xL///ovOnTuLfb4s+5XC+3XVffwo3L8ijh8JIYQQUnNQsp6K2rFjB3777TfWvMWLF2P48OEK61P4bh/hksxcCN/FIk11PmEzZszAsGHDJFomLCyMdZDZunVrNG3aVOZYiHxlZ2ezhr5t3bo13U1EyFevJwoKVwBvT0HzxW6oZVd9h29Z0p5d6gMUtBiLglbTwOjWroZYq0dxcbGg4pmamhqA0sQGdXVuu3EmRqpzJ7OqKy4uZpUj19XV5TTc8JdgxIgRmD17tuAieHx8PFJTU2FjYyO3PoRvBNHR0REZnq8izs7OsLS0ZF2kCAoKQr9+/eQWn7DyJ1Hj4+Olfi9atGjBmt66dSvmzp0r8jxx+0Bc3x95t+Xg4IBdu3YBKB2qtmy4WgsLC9SrV49VIYlhGJGhZL755hux/XXq1Ak+Pj6C6Tdv3kj9GssrKipCQEAAa56Hh4dEbQv/1uURlzhDhw5lDUHn6+tbaV/CVZQ0NTXlGlvHjh1x5sz/J3W/fftWLu3HxcWJVNbw9PSssG1LS0vBti4lJQU6OjqctnPm5uas6fz8fInjF1fJh2sbwhdF7e3t5f7d0dXVZSXSVbVtmjdvnuDvxo0bK3Q9WRXh9R9Q+llL8h4ZGhqyLoAVFBTI9T0Wfi+1tbWlbl8ebZWUlGDMmDGs4e/KquxIcyG9a9eurOni4mKEh4ejffv2ErclLCgoiDXt6uoqNkETEE3STEtLk+i9WblyJStRr0+fPtizZ0+VVWeEz1Hx+XyJP5Py6zIDAwO5Vbopr2/fvujbty/i4uJw/PhxHDt2DO/evWM9JzU1FQcOHMCBAwdgb2+PUaNGYdSoUXIZulCS8zBqampy+Q0yDIOHDx/ixIkTOH/+vMgQqOX7KxvafcCAASJVGuVF+PylNL9feW6z5dXWjz/+yKpWBABbtmzB9OnTJW6rc+fO4PP5rIRSPz8/NGrUSObjJuHvu6WlJZo1a8Z5eeHvRWXvV7NmzfDixQvBtJGRkUTvbZ06dVjTnz9/Vth+ozhl5wTK/pb1e6qnp8e5jc6dO0NdXZ2VUBscHCx2ey8v5fcBAgICKtzOVEW4etn58+fFJqwKf5dkWefJ2pabm5vg9/vx40ckJiYiJycHlpaWqFevHuv4OikpiXVTlJ6eHtzd3cX+LlVl/18cWb/fXPXv3581epWfnx/r5kVh8txfFGZgYICWLVuyrpEEBgbKpf23b9+KVGfs0qWLTPu6ivhMDAwM0KVLF1y+fFkw7/Xr1+jfv7/Y5wsngSYlJcHAwIDTOT3hm36Kiookfk3Cw4mbm5tzbkO40qGDg0O1bkMIIYRUn6/5WpMiFBUVCfYVy7adDg4OMr+nwsei1Y2S9VTQyZMnWSfYAWDcuHHYsGGDQvvV19dnTUszLIlwJT3hNqVhbm4uchFGUvr6+nSXSg1QViqeEPK1MwQ85wEdpgK+h4HHvwNZCVUtBF5RLrR890LrzTGg1SSg/RxAv+ZWOytTVFQkssPJ5/Npx74afE3vs6mpKWrVqsU6wZ+UlCTXKgnlT7wDkr+/33zzDeuiwrVr17B06VK5xSdMHkN6iaOmpib2dXOdx4U827K2toa1tXWF/4+IiGAlNlb2/G+++QabN28WTIeGhiIoKEiiIR3FuXHjhshxyDfffCPRaxb+vBX12xeuxpKQkFBpX8JxVfT9kZbwxbp///0Xnz9/lmo4oPIuXbrEmlZTU0OHDh0qjN3W1laQrFdSUoKEhATUr1+/yn5q12Yn56empkr8/ggn3JmamnJuQ7jKScOGDRW+3ZBk3Snv74ukxCVaiNuvqYzweQkDAwO5viZ5/sZkbYthGEydOhV///03q80DBw5IfANjGUdHR5iamrK275cuXcI333wjVXtlioqKcPXqVda8jh07Vvh6hfcn4uLiOL8379+/Zw0zWVZtkstoEMJDZfN4PIk+k4yMDFaiiK2trUJ/U/Xq1cOSJUuwZMkS+Pj44MiRIzh9+rRIFa7Q0FCsWrUKq1evRseOHTFmzBgMGzZM6gqZdnZ2Mg0vLIng4GAcO3YMx48fR0xMTIXPc3BwgJeXF8aMGVPpfoi8CO+nSrMuUKX1CQD88ssv2Lp1K2ve6tWr8cMPP0gVk5GREVq0aIFXr14J5l29ehXDhg2T+bhJuIJsZfsM4gg/t7L3y8nJiTWdn58vUV/CSRrKvugm6/dUks/O0NAQrq6urKSia9euYeTIkRLFoApq2jGZjY1NpTePCSfQu7i4VLidVJX9fy6+pmOy8r+rq1ev4o8//uB8k25FhD8TMzMzmQpaSLofJQnhKq2JiYmVHjuWr8weGxtb4e9NeL7w9zwtLU3i1yQ8BLgkx4/lq1oaGBhInYBMCCGk5vmarjUpAsMwgn2ysvfRwMBA5v0leeQyyUKt6qeQ6nTt2jV4eXmxTpINHjwYBw4cUNgFwzLCX0bhksxcCC+j7C84IYSQGkxDB2g7HZjrD/TaAOhbcFuuMAf4bwew3Rm4swLIlmxYGkJIKeGqC8omPIzd06dPERgYqKRoSJnr16+zpnv37l3hc7t06SKSSCBc7UUahw8fZk03adIEjo6OMrdbHZT9OxswYADrRFFBQQFOnDghc7vCn0m3bt0qvSnH2dmZNR0SEsKpH0tLS9aFyODgYIkrxPv7+7OmJamiGRwcLPhbXV29xnzvqoujo6NItSrhiiuVyc/PF0m2kvVCsiqbP38+/vrrL9a8HTt2YNy4cVK3yePxMHjwYNa848ePVzjMKFf//POPyGcp3E950v7GAeDZs2es6UmTJnFK1AMg835C+d84IPo6FKlNmzbYs2cP4uPjcebMGfTp00fkxD7DMHj06BGmTJmCOnXqYNiwYbhy5YpIMpGyJScnY+fOnYJRL9atWyc2Uc/ExATTpk3Ds2fP8O7dO/z000/Vkqj3Jdq2bRtWrFjBmrdgwQKReZIaMmQIa/rmzZsiSQuSCggIYCUAApWvT2QlPLRkamqqROtE4apIX/J2SRzhY7ILFy7I/B0gspPkmExV9v9VibKPyYTXrQkJCbhx44ZMbRYVFYl8rsK/X1VW2WeipaXFGs43JiaGc+ER4WM94WNBLqQ9fkxMTGTdgFGd+5WEEEIIUU2UrKdCvL29MWzYMNYJgu7du+PUqVPVkmkrXL3u48ePErdR/s4QcW0SQgghEiuftNdzPaDHcdtSmAM82Q5s+1/S3ucPio2TkBosMzNTpLqUhQXHBNlqMnToUJGToKtXr1ZYf2vWrMGdO3ckfgg7fvw46//CJ+JrutOnT7OmJ02aVOFz9fT0RP6/f/9+qY47yvj5+bGGywGAuXPnKvxGJ2lFR0ezppX9O6tfv77IRZvNmzezKklJ6sqVKyIX3YUrxwtzc3NjTb99+5ZTX5qammjZsqVguqCgAI8fP+YWKEoTXR48eMCa17ZtW07L5ufnIzQ0VDDt5OQkkpj2tdPR0UG3bt1Y83x9fTkv7+/vzxq6y8DAAFZWVnKLT5UsX74c27dvZ81bt25dpUOycSU89HpiYqJgqHNplJSUYM2aNax5rVu3Rrt27SpcxtzcnDV8rPDQ5ZURTgosf3G2Kvfv3+f8XHGE10Xu7u4ytScNLS0tDBs2DNevX8fHjx+xefNmsVUr8/Pzce7cOQwYMABWVlaYPXs2q0pPdcvPz8fZs2fRv39/WFlZYc6cOayhR8vw+Xz07t0bf//9N+Lj4/HHH3+gTZs2Soj4y3HgwAGR6nlTpkzBli1bZG57ypQprG1dYWGhzO0KJxBaW1tLXU2Ui2+++YY1JGpBQQHn/Q5AdDsmyTrpSzB16lTWzfn5+fnYuHGjwvrbu3evxMdjx48fF2lH+DkdOnRQWMzVrbi4GGfPnhVM8/l8jB8/vsLnq8r+vzKp2jFZ+/bt0apVK9a81atXiwxhK4k9e/aI7EMJ7xOqEkk/k/LHj8XFxSLVJSsiPDz0ixcvJPruh4WF4cOH/z+/bGlpyakiPKAa+5WEEEIIUS2UrKcifHx80L9/f9YdIO3bt+c8tIc8CJ9cqGw4CnESExNZ8Wtqasp16DRCCCFfOQ0doN2M/yXtrZMgaS/7f0l7zYHjQ4DAS0CRZFV3CPnSXb9+nVXZ2czMDJaWlkqMSJS6urrICf+zZ8/i3LlzMrct7q51Z2dndOvWTeKHsA4dOrD+X69ePZnjVRU3b97Ef//9J5hu3rx5lRfYZ8+ezbpLPisrC7Nnz5aq/+LiYkybNo11EcPU1BReXl5StVcdhIeNVIW76YUv6H/8+BHLly+Xqq2srCzMmTOHNa9p06bo1atXpcsJD8kpSUKXh4cHa1q4qkdl7ty5I3KxpXHjxpyW9ff3Z91o16lTJ879fk2ELwafP3+e87LlLzwDlQ+zWpNt3rwZa9euZc0rGwpVHpycnNCjRw/WvBUrVrC++5LYs2cPXr58yZrHZVjN8r/zjIwMVrJrZYSHZ+VaPTM/Px8HDx7k9NyKCK+LlP07r1OnDhYuXIi3b9/ixYsXmDVrltiqXsnJydi1axfatGmDJk2aYO3atYiKilJ4fAzD4PHjx4JKf9999x2uXr0qttKfk5MTNm3ahI8fP+LGjRv47rvvoKWlpfAYv3SnT5/G1KlTWb+bUaNG4Y8//pBL+7Vr18bYsWNZ8/bv3y/Rdru8a9euiQyBO3v2bJmHMqqMuro6vv32W9Y8WbZNnp6e8girxjAxMcHEiRNZ83777Tf4+PjI3La4Y7I2bdpIfDwmLhFP+Dlf0tCT+/btY23T+/TpU+XNDaqw/68sDMPg2rVrrHmqcEw2f/581vSrV6+kvrkiNjZW5PPs1auXylYBz8vLw927d1nzqvpMpD1+1NfXZyX65eTksIaFrorwvqXwsWhlVG2/khBCCCHKR8l6KuDNmzfo3bs36w6Oli1b4saNG9DT06u2OBwcHFjT4eHhEg0h9O7dO9a0nZ2dQk+uEEII+Upp6gLtZpYm7fX4FdDjepKVAcLuAme9gN+aArd+BpK4D8FFyJcqNzcXK1euZM379ttvoaameocKM2fOROvWrVnzxo8fD29vb6naYxgGW7duxYABA+QR3lclOTlZJMlu69atVS5Xv359rFq1ijXv0qVLWLp0qUT9MwyDiRMnilQN2r17N3R1dSVqq7rcv38ft27dYs1The9eu3btMHnyZNa8bdu2Yd++fRK1k5+fj0GDBrGqIvD5fOzfv7/KSoeNGzeGra2tYPrff//l3O/EiRNZ7Z84cYLTxZri4mIsXryYNa+yypDCHj58yJru2bMn52W/JkOHDkWtWrUE00+ePOG0zo6Pj8eBAwdY87777ju5x6dse/fuFfkezpo1C+vWrZNrP7t27WKdX8rMzESfPn1EqupW5ebNm1iwYAFrXu/evTF8+PAqlxX+jXD9ndepU4c1zbV65vLlyyUadlmc8r9zc3NzViVPZXN3d8fOnTsRFxeH8+fPo1+/fmLPwb1//x7Lly9Hw4YNJUpmlsbgwYPxzTffYP/+/fj8+bPI/01NTTFz5ky8ePECAQEBWLRokcjnS6R37do1jB07FiUlJYJ5AwcOxOHDh+W6X79u3TrWTT3FxcUYPHgwIiMjJWrHz88Po0ePZs1r0aKFSMKKIkyZMoU1/eeffyI5ObnK5f755x9WsjKfz//iqmZzsWrVKtZ+W3FxMQYOHChRhcLyCgsLsXDhQsycOVNOEX49wsPDWUlZGhoa2LBhQ5XLqcL+v7IcOnRIZJj7/v37Kyma/zdixAiRfaVFixaJDHFclbS0NPTp0wcZGRmCefr6+ti5c6dc4lSEdevWsfYbdHV1xd4IWZ60+5WA6DHfihUrOFXXi46OFqmELfw7qkz5/Up1dXV07dqV87KEEEII+TKp3hW4r0xISAi6d++OtLQ0wbymTZvi1q1bMDIyqtZY6tSpwzpJlp+fL9GdkU+ePGFNu7i4yCs0QgghRJSmLtB+FjD3jYRJewBykoGnu4DdrYG/egB+x4F86Yf8IEQVLF68WOzwYpVJTU1F//798f79e8E8Pp9fLRfJpKGhoYHTp0+z9pOzsrLQu3dv7Nq1i1Xlqir+/v7o3LkzFi5cKNFyX6qEhASxF9bFiY2NRY8ePRAWFiaYN3LkSHTv3p3T8j/99JPIXeTr16/H7NmzkZ2dXeXyaWlpGDVqFI4cOcKaP2bMGE4JI7IICQnB0qVLJU5w+ffff0Uu5rZp00akIoCybNu2TaSi3PTp0/Hrr79y+n18/PgR3377rUhFhKVLl3IeZqxv376s9sp/vyrTuHFjVoWckpISDBkypNLhlRmGwaRJk+Dv7y+Yp6enh2nTpnHqEwBr+FxdXV107tyZ87JfE0NDQ5EKcV5eXpVW+crJycH333/PWifVq1cPo0aNUlCUynHy5EnMmDGDNW/8+PHYsWOH3Puyt7fHtm3bWPMCAgLQuXNnzskVhw8fxuDBg1k3dZqZmeHQoUOclu/VqxerMiLXRPv27duzpv/8888q1w979+6VeWjOxMRE1k2pvXv3VsnEA01NTQwePBhXrlxBbGwsfvvtN7Ro0ULkeQzDcN7OS6v8uc0yZVXMzp07h7i4OOzatYuGfVOABw8eYNiwYawqhj169MDff/8t9xupTU1NcfDgQdbvITY2Fp07d+acLHHt2jX06NED6enpgnna2to4ceJEtYww07FjR9Z+R0pKCkaOHMkaMUZYWFiYSEW5YcOGwc7OTmFxqipjY2P8/fffrGrZnz59goeHB06dOiVSEbUyDx8+hLu7O7Zu3SrRcl+qmJgY5OTkcHruu3fv0LVrV6SkpAjmLVq0iHP1NFXY/5fWw4cPsWnTJs7vVZmzZ89i+vTprHnDhg2DjY2NPMOTCo/Hw+HDh1G7dm3BvMLCQgwdOhT79+/n9Pt49+4dunXrhjdv3rDmb9++HY0aNZJ7zOWdPXsW+/btE1tNtyIMw2DHjh0iFaZnzpwJHR2dSpe1sbGBk5OTYFqSGzhHjRrFGmY3NjYW3333XaWFSz5//owBAwawvnMtW7ZEly5dOPVZVFTEun7aoUOHar/+SwghhBDVQ8l6ShQdHY1u3bohMTFRMK9Bgwa4c+eO0kqxlz9RAZQOC8SV8HP79esnl5gIIYSQSgmS9vyBHmsB3dpVL1PeBx/g8kxgaxPgyhzgoy9AJ4lJDXT79m20bt0abdq0wW+//YbXr1+LPVHKMAyCg4Pxyy+/oEmTJiIn1+fPn4/mzZtXV9gSa9CgAc6ePcs6eZufn4/Zs2ejWbNm2LZtG0JCxFfN/PjxI/7880/07NkTLVu2FKmM9TV78eIF6tati8mTJ+PmzZvIzMwUeU54eDh+/fVXNG3aFH5+foL5jRo1kii5RE1NDadPnxa5YLBr1y40a9YM27dvR3x8vMhyUVFR2LhxIxwdHXHq1CnW/9q2bYs9e/ZwjkFaubm5WL9+PerVq4cRI0bg3LlzFQ4lmZubi7t372LkyJHw9PRkJUloaWlh9+7dKpP4oauri4sXL7KOQ0tKSrBs2TK4ubnhwIEDYhMUg4KCsHz5cjg5OYmsSwYMGIAVK1ZwjmHkyJGs6UuXLnFeds+ePTA2NhZMR0dHo2XLljh48KBIAuizZ8/g6ekpUmFqy5YtVQ4ZViYrKwv3798XTA8YMEBlKzqqglmzZqFJkyaC6Q8fPqBdu3Y4evQoKzGipKQE9+/fR4cOHVjrZx6Ph3379rGSAmq6u3fvwsvLi1UBy8HBAcOHD8e9e/dw9+5dzg+uN1lOmjRJJDnwzZs3cHNzw6xZs/Ds2TORZcqGBuvcuTPGjx+P3Nxcwf90dXVx9uxZ1sXOylhYWLAuaN64cYPTBd1GjRqhXbt2gunMzEx06tQJZ8+eFUkm8Pf3x/DhwzFt2jQwDIOmTZtyik2cK1eusC6MC6+jVJG5uTnmz5+P169fw8/PD3PnzlXa+UVnZ2ds3boVsbGxuHr1KoYMGVItSVhfo4CAAPTv35+1Pq1Tpw5mzpyJf//9V6L1ifCN2BXp3r27SKXk6OhoeHp6YsyYMbh37x6Ki4tZ/y8sLMT169cxePBg9OvXj1XJjs/n49ChQ6zEC0XbtGkT63jizp076NixIx48eMD67efm5uLw4cNo3749a//UzMxM5qTgmqx169bYv38/q2pjWloaRo4ciTZt2mDv3r2IiYkRu2xoaCh+++03tG/fHp6eniKJRV+zK1euoH79+pg3bx4ePnzI2u6Wefv2LRYvXgwXFxdWRbt27dpJNJStKuz/SystLQ0//vgjrK2tMXHiRFy7dq3CarqZmZm4cuUK+vbtK5KQVatWLU7V4atLnTp1cO7cOda6KS8vD1OmTEGnTp1w6tQpsTe3vXjxAvPmzYOLiwtevXrF+t/MmTMxYcIEhcceGxuLqVOnon79+pgzZw7u3r1b4Q1uKSkpOHnyJDp27Ii5c+ey1rkNGjTg/B0qv28WGxvLqnxaGV1dXezfv581759//kHr1q1x584d1v55QUEBzp8/DxcXF9aNXpqamhJVLH7w4AErQb0m7FcSQgghpBowRCni4uIYOzs7BoDgYW1tzURERCg1rsuXL7NisrW1ZUpKSqpcLiwsjOHxeILlNDQ0mM+fP1dDxOIFBASwXkdAQIDSYiEVS09PZy5duiR4pKenKzskQsiXID+LYR5vZ5iNDRlmpaF0j93tGObpHobJTlH2q2EKCwuZoKAg1qOwsFDZYX2RioqKmLS0NMGjqKhI2SFJpEWLFqz9HwCMpqYm06BBA6Zly5ZMmzZtGEdHR8bAwEDkeWUPLy8vpri4WCHxrVy5ktWXt7e3TO09fvyYsbS0rPC1GBkZMfb29kzr1q2Zxo0bV/q669SpI58XyTAibUdGRnJaLjIyUmRZaUnT1tWrV1nP5/F4jK2tLePu7s60aNGCsbCwEPveNWzYUOpjmNjYWMbd3V1suzwej7GwsGBcXFwYZ2dnpnbt2hV+fr169ZJ5P9LDw4PT++Xn5yc2BhMTE6ZJkyZM69atGVdXV6Zhw4YMn88X+1wtLS3mxo0bnOLy8vJiLbty5UqZXmdVgoKCRI5Tyx58Pp+xsrJiXF1dGScnJ8bExKTCz2TcuHFMfn6+xP03bNhQ0Ea7du0kWvbatWuMlpaWSCw6OjqMo6Mj4+bmxpibm4uNd8KECRL1debMGdby169fl2h5SUi6bbKxsam274skAgMDGVNTU5H3XldXl2nWrBnj6uoq9v8AmF9//VVhcQn/9g8dOlQtbQlvE2V5eHh4cI6xpKSEWbp0aYVtGRgYME2aNGHc3d2Z+vXrMxoaGmKfZ2Zmxjx+/Fji9+jo0aOsdm7dusVpuSdPnoiNRV9fn2nZsiXj5uYmsp3S09NjXr16JfV71adPH8FylpaWNW6/sExBQQFz6dIlZuDAgczu3bsV2tewYcOYOXPmMK9evVJoP4pw6NAhmdcF8txmS9KWcOyyPGxsbDjFV7Zt2rx5M6Ouri62LR0dHcbOzo5p1aoV06BBA7Hb6LLf6oULF6R+rxiGYby9vaV670+ePMmoqamJxGRqasq4uroyzZo1Y3R1dcW+trt378oUs7TKb+e5fl7lCX+3uB6rVOTixYuMoaFhhd+pWrVqCfaR7ezsxL6fZY+2bdvKFEsZWY6rhL9L0rzHsrS1c+dO1jJ8Pp9p1KgR06pVK6ZZs2YV7iu1atWKSU5OlipOZe//l8f1+33x4sUK90+aNm3KtGnThmnZsiVjY2PDumZV/mFsbMz4+vpyikue+4tcPHr0qMLjFnV1daZevXqMu7s706RJk0rPcyxdupTTtb3KcN2P+v3338XGYGlpyTg5OTFt27ZlWrRowVhbW1cYb/369SVaJ0VFRbE+3x9//FGi46Zly5aJjcPExIRxcXFhmjdvLvb9VVNTYw4ePMg5ToZhmBkzZgiW19LSYlJTUyVanhBCSM1T0681qRpFXSdVdk4RVdZTgtTUVHTv3h3h4eGCeWZmZrhz5w4aNGigxMiAnj17om7duoLpqKgoTkOarFq1inUHzJAhQ6iMMyGEEOXQ1AM6zAHmvQF6bQTMuQ0BwpIYCNz8qbTa3rkJQLg3UO7OSkJqioKCAkRGRsLPzw8+Pj4ICgoSWzHN0NAQe/bswaFDh1jVEVRZhw4d8ObNG4wfP15szOnp6QgNDcXz58/x/v17sa9bT08PK1as4Dzc5teEYRhERUXh5cuX8Pf3F1upoH///vDx8ZH6GMbKygqPHz/Gzz//DC0tLZH+ExIS8Pr1a7x584ZVfaWMgYEBtm7diuvXr8PQ0FCqGOQlLS0NISEheP78OV69eoWIiAiRijIA4O7ujmfPnqF3795KiLJqTZs2ha+vL6ZOnSryuyouLkZcXBxevXqFwMBAscMdmpub4+jRozh06JBUFZTKD0v17NkziX6bffv2xa1bt2Bubs6an5ubi6CgIPj6+rKq2gOllXyWLFmCv/76S6I4jx07Jvi7QYMG6NWrl0TLf40cHR3x4MEDkYqaOTk5CAgIwKtXr1jDuAGlFSv279+PpUuXVmeoXzQej4dff/0VN2/eRMOGDUX+n5mZiZCQELx8+RIxMTFiK98NHjwYr1+/lmqIu2HDhrGGdyv/W6pM+/btsX//fpHqillZWfDz84Ovry9rO2ViYoJr166hZcuWEscIlA4Nf/v2bcH0lClTWEP41iQaGhoYMGAALl68KFJZUd7OnDmD7du3S/2+k5pn0qRJuHXrFlxcXET+l5ubi/DwcLx48QKRkZHIz88XeY6Hhwd8fX0xaNCgaohW1Pfff4+///4b+vr6rPkpKSl49eoVAgICRIbZtLS0hLe3N7p27VqdoaqsgQMHwt/fHwMGDBD7/9TUVME+cnh4uNhhS01NTfH7779zHkb5a1JcXIywsDC8ePECAQEBIvtKPB4PkyZNgre3N0xNTaXqQ9n7//KUlJSEd+/ewcfHB35+foiOjhY7fGz37t3x6tUruLq6KiHKqnXs2BGvX7/GkCFDRP5XVFSEDx8+4OXLlwgJCRF7nqNBgwb4559/8Ouvvyq9knt8fDwCAwPx7Nkz+Pv7IzY2Vuzzvv/+e7x8+RK2trac27axsUGfPn0E06dPn2ZVxavKL7/8gt9//13ke5uWlobXr1/j7du3Iu+voaEhzp49i/Hjx3Pup6CgAGfOnBFMjxgxAiYmJpyXJ4QQQsiXq2ZcifuCZGZmolevXggMDBTMMzY2xu3bt2UankOcqKgo8Hg81iMqKqrSZbS0tPDzzz+z5i1cuBBBQUEVLnPy5EkcP35cMM3n87F69WqZYieEEEJkpqkHtJ0GTP8PmHQfcPUCNPWrXq684gIg4DxwbCCwowXwcDOQLv7EEiHKdurUKWzcuBHdunXjlLjE4/Hg7OyMzZs3IywsDNOnT1f6iVxJ1a5dGwcPHsT79++xaNEiTkljWlpa8PDwwP79+xEfH4/Vq1dDT0+vGqJVbS1atMD06dNhY2NT6fP4fD569uyJW7du4fLly6ykC2loaWlh7dq1CA8Px5IlSzidnHdwcMDatWsRFRWFH374oVoTTJ2cnHDz5k3MmTMHzs7OnJI3dHR0MGDAAFy6dAnPnj0Te0FblRgZGeHPP//Eu3fvMHv27CqHuOTxeHBzc8P27dsRGRmJMWPGSN33pEmTBL9HhmEkTqLz8PBAWFgYli5dWumQttra2hg4cCD8/Pywbt06ifqIj4/HjRs3BNOzZ8+uMUnOytasWTO8efMGa9euhaWlZYXP09fXx7hx4/D+/XtMmjSpGiP8evTs2RPBwcE4fPgwPDw8qlyXGRkZwcvLCy9evMD58+c5DxktTFtbG1OnThVMnz9/njVEeGW8vLzw77//olOnTpW2P2HCBAQGBsLT01OqGAHgyJEjgiF2NTU1MW3aNKnbIuRL5+rqihcvXuDChQvo06dPlck6urq6GDp0KO7evYsHDx6whklXhqFDh+Ldu3eYPHlypUPaW1paYtWqVXj//j3atGlTjRGqPltbW1y6dAl+fn6YMWMG6tSpU+Uyenp66N27N06fPo3Y2FjMmzfvixruXlqenp7w8vKq8j3U0tLCkCFD8OzZM+zfv1/m41ll7v9Lo0ePHrhw4QImT56MJk2acDqPYWhoiJEjR+LevXu4ffu20otmVMXS0hLnzp3Dy5cvMX78eBgbG1f6fD6fj06dOuHQoUMICQmp9puJxo8fjxMnTmDMmDGcE+5q166NqVOn4sWLFzh58iRrSGau5s2bJ/g7Ojoa3t7eEi//7t07jB49WiRxuzxTU1PMnj0bYWFhGDx4sER9XLp0iXXz4dy5cyVanhBCCCFfLh4j7tYSojCdO3fGgwcPWPPWrFmDdu3aSdyWm5tbpXdgREVFiRx0REZGVrmzXFhYiJYtW7ISCmvVqoXff/8dI0eOhLq6OoDSO+N+//13rFu3jnXHyowZM7B7926JX488BQYGolmzZoLpgIAAODk5KTEiIk5GRgbrAKpz585Kr4pCCPnC5WcBQZeAV0eBDz7StcFTAxp1A1zHAo17AXzFnlAuKipCaGgoa569vb1ge0zkp7i4mHXXrIGBQY2tolJSUoLQ0FCEhYUhJiYGGRkZKCwshIGBAYyMjGBrawtXV9dq3e6uWrWKdUOHt7e3TBfSK/Lx40e8efMG0dHRSE9PR3FxMYyMjFCrVi3Y29ujRYsWSr/jX9XFxsbC398fUVFRSE9PR0lJCYyMjGBvb482bdpUeaFAVpGRkfD390dMTAwyMzPB4/FgaGgIW1tbtGzZEtbW1nLv09PTEw8fPhRMcz1Mzs7ORlBQEMLDw5GYmIisrCyoqanByMgIJiYmcHJygqOjY41dl5R59+4dAgMD8fHjR2RlZYHP58PY2BgNGzaEm5ubzEmb5S1cuBBbt24FUFqpIyYmRqTyIlevX79GYGAgEhMTkZ+fDzMzM9SrVw8dO3as9IJ8ZdasWYOVK1cCKD1OjoyMVOi69EvaNpVXUlKCV69e4c2bN0hISICamhrMzMxgZ2eHdu3a0Xq6mmVkZMDX1xdhYWFITU1FQUEBdHV1YWVlhaZNm6J58+Zy+94lJCSgYcOGgupKv/32G+bPny9RG1FRUXjy5Ani4+ORn58PY2NjNGnSBO3bt5f6t12mpKQETZo0EVT2nDhxIg4cOCBTm0T1HT58mFUl59ChQxg3bpzyAlJxlW2bcnNz4evri9DQUCQlJSE/Px/a2tqwsLBAkyZN0LJlS7mv4x88eIDOnTsLpleuXIlVq1ZJ3E5ubi6ePn2K4OBgpKWlQUdHB2ZmZnB2dkaLFi3kGLH0bG1tER0dDaC0qlRVN+YLGzduHI4cOSKY5nKtQBrh4eEICAjAhw8fkJmZCYZhYGxsjFq1asHR0RFOTk5fxP6MIkVERCAgIEBwPA+U7ns2adIEbdq0kXl7V5Xq3P8vI+33+/PnzwgKCkJkZCQSExORnZ0NTU1NGBkZwdTUFM2bN0fjxo1r3M2J5ZWUlODt27cICgpCXFwccnJyoKmpiVq1asHOzg7u7u4KOSYp/555eHiIXNusSFmVw8jISKSkpCAnJwfa2towMjKCmZkZXFxc5LbucXd3h6+vLwCgd+/eOHnyJADJj5sKCgrw33//ITIyEklJSVBTU4O5uTkaN26M1q1bS32DVpcuXQTXwLp27Yq7d+9K1Q4hhJCa5Us9n6csirpOquycIkrWq2byPCCo6gKntMl6QOnBWMeOHZGamsqar6+vDzs7O+Tm5iIyMlJkSJTWrVvjwYMH0NHR4fw6FEHZPyzCDSXrEUKUKjEY8DsG+J8CclKqfr44emZAi+9LE/dq28s3vv+hZL3qQwdQilVdyXqESEPaZD0if4mJiWjYsCGys7MBAHv37sWUKVOUHFWp3Nxc2NjYICkpCQCwbt06LFmyRKF90raJfIkWL16MzZs3AwDq16+P8PBwldm3PXfuHIYNGwagtKre+/fvq6w6S2o+StaTjKptm+SVrFcT1JRkPUKkIev3m8iftMl61enGjRvo27cvgNJ4fXx8YG9vr/RtEwC8fPkSrVq1Ekz/999/UhVuIYQQUvOo2jFTTfelJuvRWC1ErKZNm+L+/fsiJySzsrLg7++P9+/fiyTqdevWDbdu3VJ6oh4hhBDCibkD0PNX4IdgYNgRwK4rAAmT6rOTgP92ALvcgYO9gdcngYJshYRLyJemc+fO4PF4rAedjCfVYdy4cSLfvfKJekS5zM3NWUMDbdmyBcXFxUqM6P8dPHhQkKhnbm6O2bNnKzkiQmqmxYsXC27Ui4mJwalTp5Qc0f/btGmT4O9JkyZRot5Xavz48SL7CqqYoPA1ioqKEvlsyifqfU2io6NF3gtJb4Zq0KCBSBuEVAdPT0+R715Zoh5RDltb2xq5PujTpw86dOgAoPSmux07dig5ov+3ceNGwd99+vShRD1CCCGEsFCyHqlQixYt8PbtWyxZsqTS4Xbt7e2xf/9+3L59W+FDYhFCCCFyp64JOA0ExlwA5r0FPJcARvUkbyfmP+DSdGCrA3BtPhD7CqDKTIQQQojElixZAisrKwBAaGgoqwKMsuTm5mLdunWC6XXr1kFfX1+JERFSc9WuXVswnDQArF69WuSGUGW4dOkSXrx4AQAwNjZmVQQmhBBCCCGqadu2bYJhak+fPo2wsDAlRwT4+fnh/PnzAAANDQ1s3bpVyRERQgghRNVQsl41YxhGbo+q7pSztbUVWUbSsvYGBgZYt24dEhIS8OjRI/zxxx9Yu3Yt1q9fj8OHD+PNmzd4//49Jk2aVGPutCGEEEIqZFwP8PwJmOsPjL4AOA4E1DQkayM/A3h5ENjfGfjzG8BnH5CbppBwCSGEkC+Rvr4+q7rVqlWrkJeXp8SIgO3btyMuLg4A4ObmxhoukRAiudmzZ6Np06YAgPDwcOzbt0+p8ZSUlGDZsmWC6dWrV6N27dpKjIgQQgghhHDh7u4uOD4rKirC2rVrlRxR6Q1ozP9u4p41axYcHByUHBEhhBBCVA2PYajkC/nyKHt8acJNRkYGvL29BdOdO3cWDIVDCCEqIzsZePM38OookBQsXRt8LcCxP+A6FrDpCKhxv1+iqKgIoaGhrHn29vZQV1eXLhZSoeLiYmRmZgqmDQwMwOfzlRjRlyUiIgIRERGVPqdjx47Q1taupojI1yooKEiQdFWRbt26VVM0hFSOtk2EEKJ48fHxCAwMrPQ5bm5ulY488jVR5rYpLy8Pjx8/rvQ5DRs2RMOGDaslnur25MkT5ObmVvh/ExMTuLm5Vfh/2g8mqsLX1xdpaRXf2KqjoyMY2pRUD1nXL8pGx02EEEJUCW2X5EtR10mVnVNEV3kJIYQQQiqjVxtoNxNoOwP4+KI0aS/gAlCYzb2N4nzg7dnSh4kt0HIM4DIKMLRUWNiEqJov+aIZqVkcHR3h6Oio7DAIIYQQoiIsLS1haUnHZjWBtrb2V51MJmvyEu0HE1WhyklfXytKjiSEEEIIqV40DC4hhBBCCBc8HlCvNTBgF7AwBOi3A7B2l7ydtCjg/i/A747AyRFA8HWguFDu4RJCCCGEEEIIIYQQQgghhBBCCFEtVFmPEEIIIURSWgaAm1fpIyEI8DsG+J8GclO5t8GUAO//KX3oWwAuI0sr7pnaKS5uQgghhBBCCCGEEEIIIYQQQgghSkOV9QghhBBCZGHhCPRaDywIBoYeAhp2lryNrATg8e/ATlfgUN/SxL+CHPnHSgghhBBCCCGEEEIIIYQQQgghRGmosh4hhBBCiDyoawHNBpc+0qKB1ycAv+NARqxk7UQ/Ln3cWAw4DwNcxgDQUkjIhBBCCCGEEEIIIYQQQgghhBBCqg9V1iOEEEIIkTcTG6DzUmDeW2DUeaBpf0BNwnsk8tOBFweAw32BpGAgOwlgGMXESwghhBBCCCGEEEIIIYQQQgghROGosh4hhBBCiKKo8QH7bqWPrCTA/xTgdwxIfi9ZO4W5QPpHQFMP4PGBgiyAbwTweIqJmxBCCCGEEEIIIYQQQgghhBBCiNxRZT1CCCGEkOqgbwZ0mAPMfA5MuAW4jAI0dCVvhykGUiOAxHdA5ieguFD+sRJCCCGEEEIIIYQQQgghhBBCCJE7qqxHCCGEEFKdeDygftvSR68NQMB54NVRIO6VZO0U5wOZ8aUPLSNAzxTQMqRqe4QQQgghhBBCCCGEEEIIIYQQoqIoWY8QQgghRFm0DQH38aWPTwGlQ+T6nwbyPkvWTn566UNNA9CtBeiaAupaCgmZEEIIIYQQQgghhBBCCCGEEEKIdGgYXEIIIYQQVVCnGdB7I7AgBBjyF9DAQ/I2SgqBrAQgMQhIDgVyUoGSEvnHSgghhBBCCCGEEEIIIYQQQgghRGJUWY8QQgghRJVoaAPNh5Y+UiOB16dLK+YVF0rWTkFW6YP3EdA1Ka22p6GrmJgJIYQQQgghhBBCCCGEEEIIIYRUiZL1CCGEEEJUVa0GQKdFwPv3QH4GwOMDTLFkbTDFQHZy6UNDt3SYXB0TQI12AwkhhBBCCCGEEEIIIYQQQgghpDrRVVpCCCGEEFXH4wHaRqV/MwygbwLkpwHF+ZK1U5gDpOcA6XGAjnFptT1NvdL2CSGEEEIIIYQQQgghhBBCCCGEKBQl6xFCCCGE1CQ8HqBvBhjVAQqygZwUIPczgBIJGikBclNLH3wtQM8U0KkF8DUUFDQhhBBCCCGEEEIIIYQQQgghhBBK1iOEEEIIqYl4PEBLv/RhZA3kppUm7hXmStZOcT6QEQdkxAPahqXV9rQMqdoeIYQQQgghhBBCCCGEEEIIIYTIGSXrEUIIIYTUdGrqgJ5Z6aMg53/V9tIApliCRhggL730oaYB6NYqTdxT11JY2IQQQgghhBBCCCGEEEIIIYQQ8jWhZD1CCCGEkC+Jpm7pw9AayPtcmrhXkCVZGyWFQFZC6UNTvzRpT9sYUFNTRMSEEEIIIYQQQgghhBBCCCGEEPJVoGQ9QgghhJAvkZra/6rj1QKK8oCc1NLEvZIiydopyCp98D7+f7U9DR3FxEwIIYQQQgghhBBCCCGEEEIIIV8wStYjhBBCCPnSqWsDhlaAgSWQl1GatJefLlkbTDGQnVT60NAtTdrTMQHU+IqJmRBCCCGEEEIIIYQQQgghhBBCvjCUrEcIIYQQ8rXg8QAdo9JHcWFp0l5OClBcIFk7hTlAeg6QEVs6PK6uKaCpV9o+IYQQQgghhBBCCCGEEEIIIYQQsShZjxBCCCHka8TXAAzqAPoWpcPc5qQAuZ8BMNzbYEqA3NTSh7rW/6rt1SptmxBCCCGEEEIIIYQQQgghhBBCCAsl6xFCCCGEfM14PEDLoPRhVATkpgHZKUBRrmTtFOUDGXFARjygbQjo1i5tk6rtEUIIIYQQQgghhBBCCCGEEEIIAErWI4QQQgghZdTUAT2z0kdBzv+q7aUBTLEEjTBAXnrpQ02jtNqebq3SynuEEEIIIYQQQgghhBBCCCGEEPIVU1N2AIQQQgghRAVp6gLG9QALJ8DYBtDUl7yNkkIg6xOQGASkhP0v8a9E/rESUsNMnjwZPB4PPB4Pw4YNU3Y4mDZtmiCewYMHKzscQr4ahYWFcHR0FPz+du/erdR4SkpK4OTkJIhnx44dSo2npjh8+LDgPavo8eDBA2WHSb4Cq1atqvK7GBUVpewwv3qPHz8WfB76+vpISEhQajynT58WxFOvXj3k5OQoNR5CSM1Q1fZm3Lhxyg6RfAWioqIE3zl1dXWYmJgIHurq6uDxeFi1apWyw/zqqdpxb2ZmJszMzATxXLlyRanxEEII+XpRZT1CCCGEEFIxNX5pZTzdWkBhHpCbAuSkAiVFkrWTn1n64JW1Zwpo6CgmZqLyXr58iWvXrgmmNTQ0MG/ePOjp6Skxqurx8uVLHDx4EACgrq6OX3/9VckRAStWrMDRo0eRm5uLixcv4v79++jSpYuywyIyCgkJQWBgID58+ICsrCzw+XyYmJigQYMGcHNzg6mpqdz6YhgGERERCA8Px4cPH/D582fk5uZCT08PxsbGcHBwgIuLC3R0FLveLy4uxo4dO5Ceni6Y1759e/To0UOh/Upr586dePfuHQDAzs4OU6ZMUWo8ampqWLt2rSBpd9WqVRg1apRcvytEeikpKfDz80NUVBTS0tKQn58PIyMjmJiYwMbGBm5ubtDV1VV2mDVCUVERnj17hrCwMCQlJaG4uBhmZmZwdnaGm5sb1NQUc2/zp0+f4Ofnh8jISKSnp4NhGBgYGKB+/fpo0aIFbG1tFdKvtDIyMhAcHIzo6GjEx8cjOzsbAGBsbIw6derA1dUVNjY2So5SNtHR0fD390d0dDQyMzPB4/FgZGQEW1tbtGzZEpaWlnLtr6SkBLNnzxZM//DDD7CwsJBrH5IaPnw4Nm7ciNevX+Pjx4/YsGED1qxZo9SYCFEFeXl5ePXqFUJDQ5GUlIS8vDzo6OjAwsICTZo0gYuLCzQ0NOTWX05OjmCdGxcXh6ysLBQXF8PIyAhmZmZwcXGBvb09eDyeXPp78OABOnfuDACIjIxUuW0QUJrg4+/vj9DQUHz69AnZ2dnQ1taGiYkJzM3N4erqCmtra2WHWWOEh4fjxYsXSEpKQkZGBgwMDNCoUSN06NABRkZGCumzun9HsioqKkJoaCgiIyPx8eNHpKenIz8/HwYGBjAxMYGTkxOaN28OTU1NZYcqtaysLLx8+RLh4eFISUlBQUEBdHV1YW1tDQcHBzRv3lzu+8KqdtxrYGCApUuX4ocffgAALFiwAL169arRnyshhJAaiiHkCxQQEMAAEDwCAgKUHRIRIz09nbl06ZLgkZ6eruyQCCFE5RQWFjJBQUGsR2FhoXKDKilmmJw0hkkOY5jYV9I/EoMZJiuJYYqLlPt6/qeoqIhJS0sTPIqKVCMuSdjY2LD2gby9vVWirfJevXrFGBsbs9oGwHTt2pXJzc2VSx+qrEOHDoLXPGHCBGWHI7BgwQJBXM2bN2eKi4uVHZLK8/LyEvke8/l8JiQkROa2Ll68KFVM79+/Z+bOnctYWlqKxFb+wePxmFatWjE7d+5ksrOzperr6dOnzOLFi5n27dszenp6lfYHgFFXV2cGDBjA3L59W6r+qlJSUiL2M9HU1GSuX7+ukD5lkZSUxBgZGQniPHr0qNjnKWPb5O7uLohr5syZCu+vpjt06FCV339pt6GfPn1i1qxZwzRv3rzKPvh8PuPq6sps2rSJiY2Nldvru3nzpsyvSXjZyMhIqeORpa3o6Ghm0qRJjIGBQYXvo4WFBbNq1Sqp143C0tLSmPXr1zPNmjWr8jNs0KABs2TJEqk/v5UrV1bZR2XvV3Z2NrN7925m+PDhjK2tbZVtAWBsbW2Z1atXMykpKXKPFQCjp6fHWFtbM23atGFmzZrFXLx4UeZjobi4OObnn39mGjZsWGX/jo6OzLp165jU1FSZ+iyzb98+QdvGxsYqcx7s6tWrgri0tbWZmJiYSp//JRw3kVLC2zAPD49qbUvc7+6bb76Rqv/ybRgZGUnVRklJCXPp0iXm22+/ZbS0tKpcP3333XfMvXv3pO7rwIEDjJeXF9O4cWNGTU2tynWShYUFs2jRIubDhw9S9Vmet7e3TNvlqmL18vKSKq6ioiLm9OnTzLfffstoa2tX2Y+VlRUzZcoU5smTJ1L1J052djZjZ2cn02sSPi5ZuXKl1PHI0lZ+fj6ze/dusa+n7KGurs4MGTJEbtfQqvN3FBkZWeV3pKr36/bt28ycOXMYNze3KuMFwOjo6DCjR49mfHx85B4rAEZDQ4MxMzNjmjZtyowYMYLZvn07k5CQINX7U6awsJA5evQo07lzZ0ZdXb3S/k1MTJgJEyYwL1++lKnPMlyPe6tbXl4eY21tLYhr8+bNyg6JEPKFoWMm+VLUdVJl5xRRsh75Iin7h0W4oWQ9Qgipmkom65VXlM8wGfEM8ylA+qS9uNcMkxbNMPlZDFNSoryX8gUcQKl6sl5AQABTu3btCk8K9u3blykoKJC5H1V1/fp1wWvl8XhMcHCwskMS+PjxI6OpqSmI79SpU8oOSeWJSwwDwIwYMULmtiRN1svIyGBmzJjB8Pl8ThcAhC/6nTx5UuKYR40aJXFfZY+hQ4cyaWlpEvdZmenTp1fYn7a2ttQXgBRl0aJFgvjq169f4bZdGdumM2fOCGLT1NRkoqOjFd5nTSacnLBo0SLmzp07rIekiT7Z2dnMTz/9xOkitbgHn89nJkyYwMTFxcn02jIzM5n69euL7aOmJev99ddfnC7Alj0aNmzIvHnzRuo4i4uLmZ07d7IuTnJ9aGlpMcuXL2fy8vIk6jM8PFzku9ejRw/O71doaKjU63Vzc3Pm/PnznGPlmqwn7mFtbS3Vhd78/HxmxYoVUv2uDA0Nme3bt8t0M0NeXh5Tr149QZtLliyRui15KykpYSWUTp06tdLnfwnHTaSUKibrAWBu3rwpcf/ll5cmWc/X15dxc3OTar3UpUsXJjQ0VKL+CgsLpV4P6uvrM3/88YfEr7E8eSbrOTs7i2x/AgMDJW7zypUrnBKpK3q4uLgwd+/elbhfYfPnzxfbfk1L1gsNDWWaNm3K+f1TV1dntm3bJnWcDFP9v6Pc3FzBd+7mzZvMxYsXmV9++UWi96v8DZWSPHg8HjN9+nTO+2tck/XEPTQ1NZnJkydLdf3szp07TKNGjaTqd9iwYUx8fLzEfZbH9bhXGTZt2iSIrXbt2kxmZqayQyKEfEHomEm+vtRkPcWM60AIIYQQQr4OfE3AoA5g7giYNgK0TQBIOCwLUwLkpADJ74GkYCArESiWcJhdovJCQ0PRrVs3JCcnC+YJDzFx/fp1jBw5EsXFxdUdXrVYsWKF4O/+/fujSZMmSoyGzdraGiNHjhRMr169GiUlJUqMqOb6+++/8ebNm2rrLyQkBO7u7tizZ4/Ib0dNTU0wVGHTpk1hbGwssnxCQgJGjhyJyZMno7CwUKZY+Hw+bG1t4eLigtatW6NJkyZihzU6d+4cunbtis+fP8vUX5kFCxbgjz/+YM0rv37Jy8tD//798eTJE7n0J6uEhATs3r1bMD1//nyoq6srMSK2IUOGwM7ODgBQUFCAtWvXKjmimsXR0RHdunVjPUxMTDgv//79e7Rq1QobNmxAXl6eyP91dXVha2uLVq1awcHBQeywZcXFxTh48CDs7e2RkJAg9Wv56aefEBMTI/XyqmL9+vWYOHEi8vPzWfONjY3h4uICZ2dnGBgYsP4XEREBT09PBAUFSdxfZmYmBgwYgNmzZ7OG5S5TNoyai4sLzM3NRYY0zM/Pxy+//AIPDw98+vSJc78NGzYU+e7JYxhXY2NjNG3aFG3atEGLFi1gbm4u8pzExEQMGzYMhw8flrm/qsTGxmLs2LGYOHEiGIbhtMynT5/QqVMnrFmzRuR3xePxBENMNmvWDLVq1RJZPiMjA3PnzkX//v2RmZkpVdz79u3Dhw8fAABaWlqYO3euVO0oAo/Hw8KFCwXTBw8eRFRUlPICIl+9ZcuWVWt/+/btQ9u2beHr6yvyPx0dHTRs2BCtWrWCjY2N2GES79+/j5YtW+LKlSsyx6Kvrw8HBwe0bt0aLVu2FDvMa1ZWFqZPn45ffvml0rZycnKQk5MjdSypqamcjglNTExEtj+Ojo6c+yksLMT06dPRv39/REREiPxfXV0dderUgbOzM1q2bIk6deqAz+eLPO/169fo1q0baz9bUs+fP8f27dulXl5VBAYGok2bNoKhR8uoq6ujSZMmaNWqFerWrcv6X1FREebNm4cNGzZI1acyfkfa2tqs752npydcXFykir88DQ0N2NnZwdXVFa1atYKdnZ3I0LAMw+CPP/7AoEGDUFBQIHOflSkoKMD+/fvRokULREdHc15u5cqV6NGjB8LCwkT+p6enB3t7e7i7u6Nu3bpij0fPnj0LFxcXPH36VKq4Vf24d+rUqTA0NAQAJCcnY8eOHUqOiBBCyNeGkvUIIYQQQojseDxAywCoZQtYNAMM6wLq2pK3U5QHZMQCCQFAaiSQlwFwvAhHVFdUVBS6dOnCuuBcp04d+Pj4YN26daznnjt3DuPGjfviEsXu3r3LOmk9ffp0JUYj3rRp0wR/BwcHy+Vi09eIYRgsX768WvoKDg5Gp06d8P79e9Z8Z2dn7Nu3D4mJiYiPj4evry+CgoKQlpaGgIAALFu2TCQx5cCBAxgxYoREybL6+voYOnQodu3ahdevXyM7OxuRkZHw8/ODj48Pgv+PvfsOi+Lq4gD8W3rvUlVUsIMNTSxE7FFj771r1Gg0Jmos2Ntnib037MbesCsWNIpYUIqiCAhSBYSlw+58f2yYMLsLbGVRz/s8++gMM/feLTNzZ+bMua9fg8/n48KFC2jevDln3WfPnqkkUGH+/Pn466+/OPMmT56MsLAw1KpVi52XlZWFrl27IjAwUOk6lbV582b2xqmhoSFGjRql2QaJ0dLSwvjx49npAwcOKBXwRWT36tUreHp6SgSIOTo6YunSpXj69CkyMzMRGRmJgIAAhIWF4fPnz0hMTMTevXvRrVs3TuBXVlYWcnJyFGrLgwcPsG3bNgCi34SBgQL9ugrgypUrmDdvHmde/fr1ceXKFXz69AnPnz9HUFAQUlJScO7cOTZQFRAFKfTp00dq0GRJsrKy0LlzZ1y6dIkzv1KlSli+fDnevXuH1NRUBAcH4/nz50hMTERcXBw2bdoEV1dXzjqPHz9GmzZtyn37c3Nzw8yZM3HhwgUkJCQgLS0NoaGhePToEV68eIHExES8f/8e3t7eMDQ0ZNcTCoX4+eef8fr1a7nr7NSpE27cuCHxOn36NFavXo3WrVtLrLNv3z7OgxAlSUxMhJeXFx4/fsyZX61aNaxfvx6xsbFISkrC8+fP8erVK6SkpOD9+/dYuXIl7OzsOOv4+vqiS5cuyMrKkuv9CQQCrFu3jp3u3bu3RNmaNnDgQDawuKCgABs2bNBsg8g3LTAwEGfPni2XutavX4+ff/6Z89AKj8fDsGHDcOPGDfD5fERERCAgIABRUVHg8/m4ePEievXqxSknMzMTffr0walTp+Sq38XFBVOnTsXJkyfx4cMH8Pl8hIWF4fHjx3j27BliY2MRHx+PtWvXSgT/L1iwALdv3y6x7FWrVsHNzQ03btyQq00AcPToUdSpUwf79++Xe115FBQUoG/fvtixYwdnvra2NkaOHInz58/j8+fPiI+PR1BQEJ49e4b4+Hjk5OTg+vXrmDJlCqytrTnrJicnK9SW/Px8jB07lr0WYWxsrNib0jA+n48+ffogNTWVnWdkZISVK1ciMTERr1+/RkBAAGJiYhAWFoYBAwZw1p83bx5u3bolV52a3o6UZWVlhWHDhmH37t0IDQ1FdnY23r17h6dPnyIgIADv3r1DRkYGjh07hrp163LWvXLlCpYvX65QvdL6Pr6+vti7dy9Gjx4NIyMjzvJRUVHo3LmzTP2QadOmYcmSJZwHG3R1dfHLL7/g4cOH4PP5CA8Px5MnTxATE4PPnz/j+PHjaNOmDaecxMREdOzYEf7+/nK/v4p+3mtmZsZ5aHXjxo0SD/cQQgghalWuefwIKSeaTllJZEPD4BJCSNkq/DC4pREKRUPbpkWLhrpVdJjchGCGyYhjmII8tTb3a0hNXhGHwY2NjZUYysbFxYWJiIhgl9mzZ4/E8J3jx49XuO3yKl7v/v371VJHt27d2DqcnZ2VGkZNndzd3dl2tmnTRtPN4SiP70keJQ2DW/R69OiRwmXJMgxudnY2U6dOHYmheJYsWSLTcSImJoZp3769RLsXLVokU5tfv34t1xCNAoGAGTt2rER9igyRVWTFihUS5RUf5ig5OZlp2rQp5+9WVlZKDW2prJycHM5w4MOHDy91eU0dmxISEhgdHR25fxflofiwbYByQ6qqgviwf4runz5//sxUr15dYpueN28ek5mZKXM5z58/5wx9qsjnk5uby9SuXZstY+rUqUr1C8S30/IaBrewsFCiD9KyZctSh7j69OkT07BhQ846a9askbl9I0aMkGhjv379mOTk5DLXzc7OZqZPny6xfrt27RihUChzG4oTP76U9nllZmbKPfzc8+fPGUtLS04dAwYMKHM98WFwZRla8MqVKxJ16erqMu/fvy9xHYFAwLRt21biM/3ll19k2q5SUlKYQYMGSaw/atSoMtct7tSpU5z1K9rQ7EWmTJnCttHMzIzJyMiQutzXcN5ERCrqMLgAmPr168t1zlR8XVmHwb116xbD4/E461atWpW5e/euTOtfuHCB068DwBgaGjJhYWFlrisUCpmgoCCZ6ikSHR0tcTz+7rvvpC776dMnxsjIiF1uxIgRzKdPn9i/lzQMblRUFNOlSxf2b46Ojkx+fr5E+ar63UgbctbT01Ouc4T09HRm7ty57PtVdMjZ4scmJycnZsaMGXIfq4pochjcBQsWSPwm79+/X+o68+fP56zToEEDmbc/TW5HxRUdmy5evCjX5xUcHCzXddbc3Fymc+fOnDr09fWZtLS0UteTNgxuWRISEpg2bdpIrLds2bJS19u3b5/EOu7u7jLvc/bt28cYGhpy1re1tWUSExNlWp9h5D/v1ZTAwEDO+/Tx8dF0kwghXwk6Z1ItGgaXEEIIIYQQefB4gJ4xYFFVlG3Poiqgq8CTyYJ8gJ8AJIUAKe+AnM8A83VlXftaJSYmon379pyhbBo1aoQHDx6gRo0a7LyxY8fi1KlTnKw9u3fvxvTp08uzuWoTHR2Ny5cvs9NDhw6VGEKlohg+fDj7/zt37kgMm0NK1rJlS860eCYnVZsxY4ZE9qJt27bB29tbpqFlKleuDF9fX3To0IEzf9myZXj06FGZ69euXRv6+voyt1dLSwtbt25FtWrVOPNPnz4tcxnFbdy4EXPnzuWUv23bNixatIidZ2NjAz8/P857TE1NRYcOHfDmzRuF6lXWyZMnOcOBF9/mKhI7Ozt06tSJnd61a9dXl/G0ohk3bhwiIyPZaR0dHRw4cADLli2TK7NLo0aNcO3aNWzfvl3qMNSyWLx4MbuNVK5cWeFsIZp24sQJTh/ExMQEx48fh4mJSYnrWFtb4/jx45zh2VatWoWMjAyZ6jt48CBn3tChQ/H333/DxsamzPUNDQ2xfv16ieEfb9++jbVr15a5vrKMjY0lsvuVpVGjRli5ciVnnq+vr1zZCGXVuXNnnDhxgjOvoKCg1OEO16xZAz8/P868P//8E1u2bJFpu7KyssLRo0cxYsQIznwfHx+5sv4UZakEACcnJ7Rt21bmdctT8feZkZGBI0eOaLA15FtjZmYGNzc3djokJARHjx5VW32pqakYMWIEJ+uUo6Mj/Pz8pGbzlKZ79+64du0aZ0j6nJwcDBkypMxhMXk8Hho0aCBXm6tWrYqdO3dy5hVlSBNnbW2Nc+fOoX79+gCAgwcPom7duiVu10KhEBs2bGCzzwJAixYtcPbsWYX7E2W5dOkS1q9fz5nXo0cP3Lx5U65hdM3MzLB8+XIEBgZyMmvLIyQkhHM827Jli0Qm8i9BdnY2Nm/ezJm3YsUKeHp6lrrekiVL4OXlxU6/fPkSx44dK7M+TW9HqlC/fn25hmbV19fHwYMHOb+PvLw8XLx4UeVts7Ozw8WLF1G7dm3O/I0bN3I+8+IiIiLw66+/cua5ubnBz89P5n3O6NGjcfr0aU5/OCkpCWPGjJG57V/Kea+Hhwdnf7N9+3YNtoYQQsi3pmLeISKEEEIIIV8XLW3AyBqoVAuoVBcwtgW0ZL8YxsrjA2mRQGIIkP4RKFD9jUCiGqmpqejYsSMnIKZNmza4e/eu1GG/evXqJXGBVjwY50t19OhRTpBLnz59NNia0vXu3ZszTTdpZTdlyhQ4ODiw07du3ZIIEFCVx48fSwwVNW3aNM5QxrLQ19fH2bNn4ezszM4rLCzEuHHjSrz4rwx9fX3069ePM0+RgNBdu3Zxgnn19PRw/PhxqcNLm5iYwNfXFwMHDmTnJSUloX379pzAqPJy+PBh9v+WlpYVNmAD4O4P4uLiSh1mjSjnwoULEoE/y5YtU+qm1sSJE3H79m25h3B78eIF1qxZw05v3br1i7xZDQDnz5/nTI8YMQJVqlQpc706depw9lUpKSllBhZnZ2dj8uTJnHkeHh7w8fGRO0B/6dKl6Nu3L2fe/PnzERsbK1c55WXw4MGc95iVlYUPHz6opa4OHTqgY8eOnHnXr1+XumxMTIzEMLm9evWSCC4sC4/Hw759+/Ddd99x5k+aNIkd2q00Hz9+xJ07d9jp3r17c4arrkiaNm2KypUrs9PFj1lfmqysLBw8eFCib6tqjx8/xqhRo3Dnzh219J2+JTweD0uXLuXMW7RoEQoLC9VS37x58/Dx40d2WltbGxcuXOA8VCaLJk2aSGwrz58/V9tQ0p06dYKtrS1nXkn96Y4dOyIoKAhbt26FjY0NkpOTMWzYMHTp0gXR0dHsci9fvkSLFi3w22+/ISsrC1WrVsXRo0fx8OFDiX2fquTl5WH8+PGceQ0aNMCpU6fkeiCouLp16yIgIEDmILEiQqEQY8eOZQPDevfuLTE865fi3r17SEtLY6etra1lOkfk8XgSD5vt2rWrzPW+1O1IWZUqVcKPP/7ImaeuBx1NTEwk+jPJycl4/vy51OWnTJmCzMxMzvqXL1+WGC66LF26dMG6des483x9fSUenCjJl3re+/jxY7x7906DrSGEEPItoWA9QgghhBBSvnQNAHMnwK4+YFkd0DeTvwxhIZCVBCSHAcnhQHYKIBSovq1EIenp6ejUqRNevXrFzuvduzeuXr0KM7OSv+/WrVvj7t27sLe3Z+etXLkSy5YtU2t71a14RggnJyd4eHgoXFZSUhJu376N3bt3Y82aNVi5ciV27tyJ8+fPIyEhQem2urq6cp4qVmc2i6+NoaGhxA0OdWXX++uvvzjTTk5OEjc3ZWViYoKNGzdy5oWEhODatWsKt680Li4unOniT9vL4tChQ5wbTqamprh8+TL69+9f4jp6eno4evQofvnlF3bex48f0a5du3INfklKSsKtW7fY6a5du8qVxUFcZGQkLl26hG3btmHlypVYs2YN9u7di5s3b3Ju0CiqR48enIAS2h+oz+rVqznTzZo1wx9//KF0uZ6enqhUqZLMyxcWFmLs2LFsYETfvn3Ro0cPpduhKXfv3uVMy/Neunfvzpk+c+ZMqcsfOHAAKSkp7LSWlhZ27Nih8Da+ceNGTgbA/Px8bNmyRaGy1M3MzEzidybvvl0e3bp140yHhIRIzfy5ZcsWTkYeExMTbNq0SaE6tbW1sX37dmhra7PzPn36JJFJUZrjx49z2tezZ0+F2lDcmzdvcPz4cWzatAkrV67E7t274evri/T0dKXK5fF4nO3k4cOHnICeio5hGNy9exejR4+Gvb09Ro4cqbYHJ4rk5OTgwIEDaNu2LWrUqIGFCxdyMnoS+fTq1QvNmjVjpyMiIrBv3z6V15OSkoIDBw5w5v3yyy8Kn6d169ZNIrhr8+bNagk05PF4qF69OmdeaftcbW1tTJ48Ge/evcOMGTOgp6eHq1evYvTo0ewyvXr1QkBAAIyNjbFkyRK8fv0agwcPVnnbizt06BDn/FVHRwc+Pj5KZ/EzNzdHu3bt5Fpnw4YNePz4MQDRMa2iHm9lId736dixI2cEg9K0a9eO85CHv78/kpOTS1z+S96OVEHZ81p5dO3aVSLQv/j1tiKhoaG4evUqZ96SJUtkelhFmsmTJ0t8n+LXIqRR9XkvAHz+/Bm+vr7YvXs3Vq5cic2bN+Pvv/9GeHi4UuUCkn0zOu8lhBBSXihYjxBCCCGEaAZPCzC0AKxdANv6gKkDoK1X5moSCrKAzx+AxGDRv/lZAGU10JjMzEx07doVT58+ZeeNHz8eJ0+elOkJ+YYNG+LBgwecC5/e3t4Sw+N8KaKjoxEcHMxOy/s0McMwuH//PqZOnYo6derAzs4O7du3x4QJEzBr1izMnTsXEydORK9eveDg4IAGDRrgwIEDSl3QLt7GyMhIhIaGKlzWt2b8+PGcYV7/+ecfXLp0SaV1xMTESASNzJo1S6nMVz179kSTJk0489SVxUB8aEQLCwuZ1z158iRGjx7NZq6pVKkS/Pz80L59+zLX1dLSwpYtWzjD5EZFRaF9+/ZITEyUuQ3KuHLlCgSC/wLL5d0f5Obm4syZMxg6dCgcHBxQo0YNdO/eHb/88gvmzp2LWbNmYdy4cejYsSMsLCzw448/crI5ycvW1pYTvHv58mXKGqQGjx8/xoMHDzjzvL29OUFB5WXt2rV49uwZANHNbvFh1L4kBQUFEkHsDRs2lHl98WVv3ryJnJwcqcsyDCMR9NyzZ080bdpU5vrEOTk5YcKECZx5u3fvlimTmyYos2+Xl3i2HqFQyMkiBIgyHe7evZszb/z48QrfrAZEWX/Eb+aWNgxdkeL9AD09PbRq1Uqh+vPy8rB27Vq4urqiTp06GDx4MKZNm4a5c+diwoQJ6NatG2xsbNChQwf4+/srVAfAPTYxDANfX1+FyyovkZGRWLRoEVxcXNCmTRv4+PioJGhdXlFRUViyZAlcXV3h5eWFffv2gc/nl3s7vnTiD2otXbpU5UNr79q1i7NP19XVhbe3t1JlLlmyhDMdGxsr13DZ8lBkn2tubo5169YhJCQEPXr0kNh3jRgxAuHh4fD29oahoaEqmyuVeMBPjx490LhxY7XXK+79+/ec737lypVwdHQs93aoinhmW3n6Ptra2uywyYDo+FraueyXvh0pqzz7PhYWFrCysuLMkxYcKN4ftbW1xZQpUxSuV0tLCwsXLuTMe/z4MR49elTqesqe9xZ37949tG/fHpUqVUK3bt0wYcIEzJ07F7/++isGDRqE2rVro2bNmli/fr3CwyY3adKE82Cxqq/hEEIIISWhYD1CCCGEEKJ5OnqAqT1gWw+wcgEMLADIOTwUIxRl2PsUDiS/BjKTAEHFfAL3a5WTk4MePXrg4cOH7Lx58+Zh165dcgUd1KhRAw8ePOBcrJ8xYwZ27typ0vaWB/HsZF5eXnKtP3PmTLRu3RpbtmzhDClcklevXmHUqFFo27YtkpKS5KqrpDaKP5lNSqanpydxMdvb21ulAU7nz5/nBGPq6elh6NChSpc7atQozvSNGzeQkZGhdLniirJWFJE188KlS5cwdOhQ9qJ/tWrV8ODBA7kzNyxcuBDbt29nh2wMDw9Hhw4dOBmx1EXZ/UGXLl0wYMAAHD16tMxMmgKBANevX0fbtm0xZcoUhQN4i7cxMTGxxOGWiOLEg2+dnJzQtWvXcm9HeHg4Fi9ezE6vWrWKM7T3l0baNi1+k7M04kOF5ebmlji8WUhIiMQxunjGIkWJ75dTU1PVniVMEW/evOFkdDMxMUGtWrXUVp+0rEvi+7jbt29LBPCp4zt5/fp1qQ81ZGZmcvrFzZo1UygIJiQkBPXq1cPMmTMRERFR4nKFhYW4desWfvjhB4wZMwYFBQVy1yU+fGRF7Qfy+Xzs378fXl5ecHFxweLFi6UOb69sJp+ySDvHYRgG9+7dw9ixY2Fvb48RI0bg1q1bFPAuo06dOnH6H7Gxsdi+fbtK6xAf2rx79+6wsbFRqkx3d3eJh1/KGkJdEXw+X+J4JF5vaXg8ntTh2bW0tMptiO6wsDCJ9yA+JG55GT9+PBsI36JFC0yaNEkj7VAV8f6PPH0fQLL/U1rf/0vejlRB0fNaRYn3f6Sd34mfVwwbNkzpbJVdunSBnZ0dZ15Z34my572AKKv0iBEj4OXlhdu3b5d6PluUOdTNzQ2vX7+Wuy5tbW14enqy00+fPlVrpkRCCCGkCAXrEUIIIYSQioPHAwzMAKvqgJ0bYOYE6Mg2ZAdHYS6Q8VGUbS81CsjjU7Y9NcvPz0ffvn3Zm8g8Hg+bNm1SeAhbOzs73Llzh/ME7qRJk2QabqwiuX//Pmda3iw70rJIWFpaom7duvj+++/RqFEjqcEU/v7+aNeuXYlZgEojfpH53r17cpfxLRs+fDjq1KnDTr948QInT55UWfni2XK8vLwkbqooom/fvpxpoVBY5hPz8goLC+PcQNDR0cGQIUPKXO/GjRvo168fG3Tg7u6Ohw8fombNmgq1Y+LEiThx4gSb7TM4OBidOnVSevjAshTfH1hYWMDV1VWu9aXtDxwdHeHm5obmzZvD3d0d5ubmEsts3bpVIkOXrGh/oH7ix4mffvqp3LPqMQyDcePGsb+xVq1a4eeffy7XNqiatECE4hk+yiItyKmkYD3x/bKhoSG6dOkic10lcXd3l9jPiWdhrAjE+3pDhw5Va4BUXFycxDzxYATx76RmzZpwd3dXuu4uXbpIBNuV9p08fvyYk+VFkWyLgYGB+OGHHySGVtXV1UXNmjXRtGlTqVmg9u/fjx49esidZcbW1paTgVB8H6VJDMPg9u3bGDFiBOzt7TFmzBjcu3dPahCch4cHNmzYUOJ2qyo//PADgoKCMGPGDNjb20v8PTs7G4cOHUKHDh1QrVo1zJ8/H2/fvlVrm74Gy5cv50yvXLlSZdkSMzMzERQUxJkn3g9WlHg56thnr169mrNd//jjj1J/e+IyMjIwc+ZM1KtXD+fOnZMIzPPx8UGtWrWwYsUKlWcyFCe+XzEyMkLHjh3VWqc0e/bswe3btwGI9qm7d+8ut4BFdRHv/8jT9wEk+z8l7UO/9O1IWbdu3eKcK1tZWaF79+5qqy8/P18iEFP8GsDr168lAsxU8Z3o6OigR48enHllfSfKnvfm5eXhp59+wqFDhyT+5uDggKZNm6JWrVoSgYhv376Fp6enQg+YFT/vFQqFSmUpJoQQQmRFwXqEEEIIIaRi0tYBTGyBSnUAm1qAkbVo6Fy5MEBuGpDyDkgKBfgJQKFiwyKQ0unp6bFDJDIMA6FQiKlTpypVppmZGW7fvs0pc8SIESpqcfkoPhywtrY26tatK3cZpqamGD16NE6dOoW4uDikpqYiNDQUjx49wvPnzxEXF4fY2FisWrWKM/RKSEgI/vzzT7nrq169OkxMTNjpwMBAucv4lmlra0sM37Nw4UK5b5SURPzCuKqe4Hd0dJS40afKGyOPHz/Gjz/+yLm5OG/ePJmGJOzYsSNyc3PZfcHLly+VzvjVt29fTplPnz6VGuimKklJSYiNjWWniw8xJY+qVavi999/x61bt5Ceno6PHz/i1atX+Oeff/Dy5UukpaUhKCgIkyZN4gR87d+/H2fPnpW7PvHgFtofqFZOTg7nOAEoFsyjrO3bt7M31fT09LBr164v/ma1tEwy8mSclbZsSTesxfeVDRs2VFmwmvg+viLdsM7NzcX06dNx+PBhdl6lSpUkjoGqJj68d+XKlSVu1qrrWKmjoyMxpGBp34n49u3m5iZXfXw+H/379+dkCTQyMsLq1auRkJCA8PBwPHnyBB8/fkRQUBB69erFWf/q1atYsGCBXHUC3H3/58+f8e7dO7nLUKV3797B29sb1apVQ/v27XHo0CGpQ0JXqVIFf/75J0JCQhAYGIhp06ahUqVKam9fgwYNsG7dOsTGxuLKlSsYPHiw1AyKHz58wPLly1GrVi14enpi9+7dasli/DVo1aoVJ8tscnKyxPCOinr8+LFEhiZV7SPEy4mPj5ea8VERAoEA//vf/ziBjIaGhhLDyYoTCoXYtWsXXF1dsXbtWuTn56Nz587Yt28fu8y5c+fQrFkzZGZmYt68eahbty5OnDihknZLIx6s16hRo3J/UCE+Ph4zZ85kp2fNmqVw/7wiEe//yJttX3z5kvo+X+p2pAqXL19Gv379OPPWrVsHIyMjtdX54MEDiUDK6tWrSyxTnLa2Nho1aqSS+sW/k6dPn5YY1KuK8965c+fi5s2bnHm9evVCUFAQ4uLi8OTJE7x58wYJCQlYvXo155ibkpKC/v37yx3gTee9hBBCNEG9eeAJIYQQQojGMIWFKEhI1HQzVEgbYCyB3AwgJw0olD9jGPBR9I+eCWBoCeiboOj5FaFQgMLMLHbJApMMCLRku2Csa28HnpqHWFLE06dPFR76UN1P038L8vLyOMPiOTs7s5m8ZDV69GisWLECZmZmpS7n5OSE2bNnY9CgQWjbti17MXv37t1YuHChXMPf8Hg81KpVC8+ePQMAfPz4ESkpKSrJ3vat6NevHxo1aoQXL14AED3lfvDgQaWH4MvKyuJc+AbAGS5aWY0bN8aVK1fYaXmy0SQnJ3OyKwiFQvD5fLx9+xbXr1/HnTt3OJlvJk6cKDFk8Nfs5cuXnOnatWvLXca6devQoUMH6OnplbgMj8dDgwYNsG3bNvTu3Rvdu3dHXl4eANGwpr1795arzuJZIgFIZNAgynn//r1E1itVbtOyiImJ4QR2z549G/Xq1VNrnQ8ePFB78I+Ojg6qVKmCmJgYdt6TJ0/g7Ows0/rSbtAlJkrvV4sPt6Xq/fLx48fZaXVnCRP3+PFj8Pl8djo3NxdJSUkIDAzE6dOnOTf17e3tcfnyZdja2qqtPdHR0fj7778589q1ayexnLq/k+LZdEr7TpTd98+dOxdRUVHstLm5Ofz8/KS+nwYNGuDs2bOYP38+J5hnzZo1GDBggFzDZNapUweXL19mp4OCguTOiqOsjIwMnDhxAj4+PqUGRJqYmKBv374YPnw42rZtKzWrZnnR1tZG586d0blzZ/D5fJw8eRIHDx6Umv3vwYMHePDgAaZNm4ZevXph1KhR6NChg0bbDwBpaWkSARKyKm1IaEUsW7YMV65cYT+7tWvXYvLkybC0tFSqXPH9g7GxscqG7pa2bYaFhUkE1ZTk5cuXnP1qUTatFy9e4PTp04iOjmb/ZmpqilOnTpV6zL59+zZ+++03dl9kY2OD9evXY9iwYZzA5wYNGuDRo0fYuHEjvL29ERUVhYEDB2Lz5s3YsGGDyof3VOc+WlaTJ0/G58+fAYiyr86fP1+t9b1//17hbSs+Pl7mZWvUqMGZfvLkiczrZmdnS2zHJQX7VeTtSFkxMTGc6zgCgQDp6ekICwvD5cuXERAQwP6Nx+Nh2bJlGDVqlFrbtGbNGs60vr4+WrZsyZkn/p3UqlVLZQGE4t9Jfn4+3r9/L3X/o2zf58mTJ1i/fj1n3oIFC7B48WKJZa2srDBz5ky0a9cO7dq1YwPgIyIiMH/+fGzYsEHmeum8lxBCiCZUvDuKhBBCCCFEJQoSEhHRoYOmm/HFSpZjWZebN6FX2UltbVHUH3/8oekmfNM+fPgAoVDITleuXFnuMuS9MeLs7Izdu3ejw7/bfk5ODo4fP47JkyfLVY6joyMbrAcAUVFRFKwnh6KL9t26dWPnLV68GEOHDi010KosqampEvOUzTBXnHhmPWn1leTBgwcyBYK5u7tj8eLFcgeNfenEs0Eosj9o2bKlXFlHOnbsiJkzZ7JDVAYEBCA0NFSuQCxTU1OYmJiwmQmK3yQmypO2jakz0EmaiRMnssFYtWvXxrx589Re57Bhw9ReByAanvLo0aPs9PHjxyUyoZTk2LFjEvNKytAh/j2qc79cPMNaefj555/LvFlpYGCAUaNGYcmSJWrNYpaQkIBevXqxAchFpGVdLgrAKKKpY6Uy+/7Pnz9zMl8BwN69e8sMalm2bBmePXvGBt8LhUKsX79e6lByJREfVrd4wKA6CYVC3Lp1Cz4+Pjh79ixycqQ/nKWtrY327dtjxIgR6N27t1qzGSnK1NQUY8aMwZgxY/DhwwccOnQIhw4d4gSAAKK++rFjx3Ds2DE4OTlh+PDhGDVqlEJB/arw8uVLjQxHKk3jxo3Rt29fnDp1CoBom1izZg1WrFihVLni26ydnZ3KsslWqlQJWlpanHNAefrTCxYswPnz50tdRkdHB/3798fy5ctLDV5KSUlB9+7d2SyUw4cPx/r160s8p9PS0sJvv/2GPn36YOLEibh69Sr8/f3Ro0cPREVFSWQwVYb4Z1LefZ8TJ07g3Llz7PTOnTthYGCg1jqL9gHq9sMPP3Cmb968iU+fPsHGxqbMdU+dOiXxsGdBQQHy8vIkHjqsyNuRsk6fPo3ffvutzOVatWqF5cuXw8vLS21tYRgG8+bN4zxQBwD9+/eXyOBanv1RafUVUfa8d/369ZwA927dukkN1CvOw8MDu3btwqBBg9h5e/bsweLFi2XOnq+pvg8hhJBvGw2DSwghhBBCCCFqUDybD6Dai6Wlad++Paeuhw8fyl2GeFvF3wsp208//cR52j06Ohq7d+9WqkxpF8RVOXSreFmqvinSpEkTLFiwAN27d1dpuV8CTe0PxIOilN0f8Pl8iSAYojhp21jx4czV7fDhw2z2LB6Ph507d8qdAbYiEx8S9Ny5c3j8+HGZ612/fh1+fn4S82UN1lPnfrmwsLBCDZupp6eHX3/9FX/88YdaAvUyMzPx4sULLFu2DA0aNGAz1hbp2LEj2rdvz5mXnp4uEWygqWOlMvv+o0ePcoZ6bdWqFfr27SvTuuLDYp44cQLp6eky113e/cA3b95g7ty5cHZ2RqdOnXD06FGpgXoNGjTAmjVrEBMTg2vXrmHo0KEVMlBPXNWqVTFv3jy8fv0ajx49wuTJk6UGTH38+BGrVq1CnTp10KJFC+zYseObP+YuXbqU86DCpk2b5B7WU5w699k8Hk8iI7oq+9NaWloYM2YMZs+eXWaWMWtra8yYMQPVq1fHtWvXcPDgQZkevnJ2dsaVK1dw+PBhVKpUCYsXL1ZpoB4g+ZmUZ98nJSUFU6dOZadHjx6Ntm3bllv96ubp6cn5nvPy8rBo0aIy18vOzmYf8BEnrf/zJW9HqtC+fXvMnz8frVu3VnnZ+fn5iImJwbFjx9CqVSusXLmS83dDQ0Op32l59kel1VdEmb7P58+fcfr0aXaax+Nh3bp1Mq07cOBANG/enJ3OysriPLRTFmtra86DlXQNjBBCSHmgYD1CCCGEEEIIUQPxm6ImJiblVne1atXY/z9//lzu9cXbKs8NXvKf4sPQFU2XlCVGFsWHIixibGyscHlllSWtPmU8e/YM/fv3h6urK65du6bSsis6Te0PxG/k0v6gYlH3Nl2apKQkTJ8+nZ0eM2aMWjODaEKfPn0424BAIEC/fv0QHh5e4jpBQUElZv4raf8t/j2qc78srT5Nys/Px+rVq1G7dm2MGzdO4bYdOHAAPB5P4mVqaorGjRvD29sbycncvNe1atWSmgGxIh0ri+8vtbW15crcdPfuXc70mDFjZF63Tp06nAcG8vPzOUP3lqU89vv5+fnYuXMnWrRogTp16mDlypWIjY2VWM7e3h4zZszAixcvEBQUhD/++KPcAt7V4fvvv8fWrVsRHx+Ps2fPonfv3lKzLj969AiTJk2Cvb09Bg4ciFu3bmmgtZpXp04dzj45KytL6cx66txnSytPlftsoVCIXbt2oVGjRujVq1eJw7MXmTNnDoKDg9GpUye56xo6dChev34t175HVur+Dkozffp0NuDT1tYWa9euLbe6y4OhoaFEVv1t27Zh27ZtJa6Tl5eHwYMH4+3bt1L/Lq3/8yVvR6pw69YtdOnSBQ0bNkRgYKDC5Ujr++jr66Nq1aoYMmQI/vnnH87yWlpaOHr0KFxcXCTKqij9UWXOe//55x/k5+ez056ennINryy+v7p3757M6wLc95mRkSExhD0hhBCiahSsRwghhBBCyFfKz88PDMMo9HJ2dtZ08xXm4+Mj9aJnSa/iRo8eLfN6o0aNKrUdxbOhAJAYpkReUVFRWL16Nfr374+6deuiUqVK0NfXl9q24hd1P336JHdd4llKsrKylGq7NBXle1KnNm3acIYSi4+Px+bNmxUuz9TUVGKeKr8b8bKk1VeSXr16cfYhBQUFSEpKwp07dzB//nzO0DnR0dHo0qWL0pkGvySq3h8EBARg7ty56Nq1K2rUqAErKyvo6upKvdlTXEXdH4waNUrmbVo8+0n16tVlXtfHx0flbVeGurfp0kydOhUpKSkAREOXrVmzplzqBUTDYynaP5GHtrY2tm/fzjmGxMbGslk+X716hezsbGRlZeH58+eYNWsWmjdvzgaFiWf6Kelmo/j3qM79srT61OnFixeczz8jIwPh4eE4fPgwunTpwi4nEAiwd+9eeHp6sr8rderXrx8ePnwoNUtURTpWFt/3y7vfF88C2a5dO7nWF884KE+wXnns9+Pi4jBx4kSp7TIyMsLgwYNx5coVxMbGYt26dWjYsKHK26BJurq66NWrF86cOYP4+Hhs27aNkxGoSF5eHk6cOIHff/+9XNrl5eWl8P55//79amnTokWLOJndduzYoVTGI3Xus6WVJ88++9y5c5zPNDMzE5GRkTh16hQGDBgAHR0ddtnz58+jWbNmEkNOFmdkZKRU9kkrKytoaan+FqK6v4OSFGUMLLJ+/XpYWVmVS90LFy5UeNsaOXKkXHXNmjWLM5Q2wzD45Zdf0KNHD1y9ehUpKSnIz8/Hhw8fsG/fPri7u+PChQsApGc5lNb/qcjbkbKmT5/O+fzz8vIQHx+Pa9euYfr06ZzP6NWrV2jVqhV8fX3V3q5q1arh9u3bEpmji1SU/qgy572a7PsA3P4PwzBKPWhJCCGEyEKn7EUIIYQQQgghhChL0adyo6OjMW3aNFy4cEGhMhQZPoueIFadZcuW4caNG+z0//73P0ycOFFiaB9ZSLuZpMpsN+JlKXPzSkdHB5UqVYKXlxe8vLwwa9YsTJw4kR2KhmEYTJo0Ce7u7lJvTlckaWlpePr0qUzLWlpawsPDo8zlFN3G7t+/j2nTpuHly5cKrU/7g4qlpG1akf2DPC5cuIATJ06w0xs2bIClpaVa69SUH3/8EStXrsSff/7JzsvKysLSpUuxdOnSEtfr1KkT6tWrhw0bNrDzShqmz8rKirNtqXO/rKOjo/bfR2lMTU1hamqKmjVrYujQobhx4wYGDhyItLQ0AMDLly8xcuRIXLp0SaX18ng8uLi4oH379hg/fnyp+1kzMzNoa2tDIBCw8yrCsVKefSnDMJxgJDMzM07WZFmIB7d9+PBBrvo1ZcKECVi7dm25BGaEhoYiLi5OpmXr16+vtox+VlZWmDRpEiZNmsRm9wwODlZLXV+iatWqYfz48WxmsLy8PCxZskThhz7Et1lV7h+KgppLq08exsbGMDY2RrVq1dC3b188ffoU/fr1Q1RUFADRMI19+vRBQECAyoeqVSd1HjdLwufzMXHiRHa6c+fOGDJkiNrr1QQTExOcOnUK7dq142SlvXjxIi5evFjiemZmZtixYwcGDRrEzpM2JC3wZW1HytLT04O9vT3s7e3RqVMn/Pnnnxg2bBhu3rwJQJQpdtCgQXj58mWZw1PLy8rKCt9//z2GDRuGvn37SjyIJb5scers+0irryTy9Cmio6M50w0aNJB5XQCoUaMGTE1N2ax/MTExYBhG4uHPktB5LyGEkPJGwXqEEEIIIYQQogbiWQxyc3PlLiMgIACdOnVS6kJr8WFEZCX+BHF5Dk30tfnuu+/Qs2dPnD9/HgCQmpqKv/76C4sWLZK7LGkXxBMSEpRtYollqfKmiKmpKQ4dOoT09HQ284BAIMDvv/+OBw8eqKwedQgKCuJkSCyNl5cX7ty5IzFfFfuD/fv34/fff1fqJkJeXp7c69D+QH2kbWNJSUmoUqWK2upMT0/HpEmT2OkuXbpwbsp+jWbPng0nJyf88ssvEjd/pRk0aBB27dqFmTNncuaXFqz3/v17dlqd++WKFlTZsWNH+Pr6wtPTE0KhEADg6+uLGzduyLzfBETBkeKfN4/Hg5GREczNzeHo6Fji5y+Ox+PB0tKSk0lUU8dKIyMj9jcnz34/PT2d/TwBSM0gWBYbGxvOdFFApSw0ud/ftWsX/Pz8MHz4cAwbNkzlgQ/FrV69GgcOHJBp2f3796stW7NQKMSdO3dw6NAhnD59usIN91gRzJ8/H/v372d/mz4+Ppg9ezZcXV3lLkt8m01KSpIrmKM0ycnJnG1XWn3K8PDwwM2bN9GoUSNkZmYCEGVA9fHxwfjx41VWj7qJHzeLhqVVpz///JMNWjYyMsL27dvVXqcmubm54fHjx+jXrx+ePXtW5vI1atTA0aNHJc4zzMzMpGZX/JK3I2XZ2dnhwoUL8PT0ZD/bzMxMzJ8/H0eOHJGrrOIP9RXR1dWFubk5rK2t5TonEP+M1Nn3kVZfEWXOe8X7KuJ9GVlYW1uzx1GBQAA+ny/zgy7F+z88Hk/pbPiEEEJIWShYjxBCCCHkK6VrbweXf5/0JGIYAZCbDuSkAYXyB0yI0+WlAhkADCwAXSNABRcoieJ+/PFHqRc9S1L8ZvLMmTPRqVMnmdZzdHQs9e/iN5XlvfGWkpKCrl27SgTqNWjQAD/88ANcXV3h6OgIQ0NDGBgYcC6M//777wpn3gLA3vwpYm5urnBZJako31N5WLZsGS5evMjedFi/fj2mTp0q9813Y2NjODk54ePHj+y858+fo3///ipp5/PnzznTdevWVUm5RbS0tLBp0yZcvnyZvRH08OFDvH37FjVr1lRpXRWNsvuD+/fvSwTq6ejowNPTE99//z2cnZ1ha2sLAwMDiYwL8gTMSFMe+4NZs2Zh2LBhMi0bFBSEP/74g50+fPgw7OzsZFq3fv36CrVPXWrUqAFdXV0UFBSw854/fy5TdkZFrV+/ns0kZWxs/NXfrC4ybNgwdO3aFevXr8fZs2cREhLC+buWlhY6dOiAyZMno2fPngAgMZxrSUEhtWvXRmBgIDstvi9Vhrr3y6rQokULDBs2DAcPHmTn+fj4yLXvcXBwQIcOHVTWptq1a3OC9TT1nVhYWLDBegKBADk5OTLd+BXf7yoSLCe+jjzHnfLY79va2mL27Nk4fPgwp18DAG/fvsWCBQuwcOFCtGrVCsOHD8eAAQNkDtj8UoSFheHgwYM4cuRIqcO6NmvWDFOnTi3HllU8Dg4OmDJlCjtke2FhIRYuXCh3YAwAzvCggOj3/vbtW9SqVUvpdkrb16h6v+3i4oIZM2ZgyZIl7DxFgvXatGmjsSxSderUUdtxU5rIyEhOf2fx4sVyZyv9ElWvXh2BgYE4ceIE9u7di/v370sETrm6umLkyJGYNm0aTE1NJYZzLa3vU9yXth0py9DQEGvXruUM03ry5Ens2rVLrmO2qvs+xb158wbZ2dlKDYVdRPw70dPTQ40aNaQuq8x5r7r6P7IG6xUf7tfMzEwlwaeEEEJIaShYjxBCCCHkK8XT0YFeZSdNN6PiK8gBslPAZKeCxwjKXl6qQiAzSfTS0gEMzEWBe/omAE/yKWSiXg4ODgoPU1WvXj2VXTAVfwo6Pj5ervWXL1/OCRSoWbMmDh8+jO+++67MdZW9ICs+JFjVqlWVKk+aivI9lQc3NzcMGjSIHQI2IyMDq1atYm84ysPT0xN///03O138Rpcy4uLiJJ6Yb9WqlUrKLq5GjRpo2LAhXrx4wc57+PDhVx+sp+z+YP78+Zwbqj/99BN27NiBypUrl7qeIpn0xBVvq6mpqVqCJerVq4d69erJtKyODvdSVqtWrb7YG66GhoZo2rQp/vnnH3ZeYGAgxo0bp7Y6iw87l5WVpfBn17ZtW870tGnTOEPGVkRWVlbs8LcpKSmIi4tDWloabGxsULVqVZiYmHCWDw0N5Uw3bdpUarmenp6cgJEXL16gsLBQ4reqCPEhuNWxX1aFPn36cIL1Hj58qMHWiL6T4llbVXWsLCwsRFBQEGdead9JlSpVOMPPxsfHl3hzuzjx32Lxm8eyEl9HnmFly6MfaGRkhFWrVmHFihW4fv06Dhw4gHPnznECSRiGgb+/P/z9/fHrr7+ie/fuGD58OLp06fJFDflZXFJSEo4fP46DBw9KbN/FOTo6YtiwYRg1alSFC1LRlNmzZ2Pnzp1sAOzx48fx559/wt3dXa5ymjdvLjFUdmBgoEqCjMS/UwcHB7Vkh+zTpw8nWO/JkycqO+6Uhx9++AGHDx9mp58/fw6BQABtbW211Jeens7pR8+cOVMim6ssDhw4wMnGaW5uzulXVUQ8Hg8DBw7EwIEDkZeXh+joaHz69Am6urqoUqUK7O3tOcvL2vf5GrYjZXl5ecHa2pq9ZlNQUIDAwEB4eXlppD2enp6caYFAgBcvXqBly5ZKly3+nXh4eMDAwEDqssqc92qy//Pp0yfOqBTq6PsQQggh4ujOISGEEEII+bbpGgLmlSGsVBdZerbI1zaGUJlusrAQyE4BUiOAhFdAaiSQnSqaT74pVapU4QwZExsbK9f6xQOyDAwMcPXqVZkC9QDRUKvKEL9J+6UGwlQkixcv5txA27p1q9wBW4BkUMDdu3clsj8p4vTp05xpLS0tNG/eXOlypXFxceFMq3KIHnUoyjwiy0vaELiA5DYkz/7g3bt3nEyZbm5uOHPmTJmBeoDy+4KMjAxOhgPaF6jeDz/8wJn29fXl3Pgk6mFtbQ13d3e0bt0a9erVk7g5mJeXh7dv37LTOjo6aNSokdSyxPfLOTk5uHLlitJtfPXqFacN0uqqKCrafl38c3r79i1evXqldLlXrlyRGCK2tO9E0X2/ubk5pw+pyHG+eGZBQL4hlMuzH6ilpYXOnTvj2LFjSEhIwM6dO9GiRQuJ5fLy8nDq1Cn07NmTzbIWEBCgVN0+Pj4yH9+VGQI3NzcXJ06cQLdu3eDk5IRp06ZJDdQzMDDAwIEDceXKFXz48AH/+9//KFCvGGtra8yYMYOdFgqF8Pb2lrscExMTNGzYkDNPvB+sKPFy1LXPFt/nFhQUqOR8oLyI932ys7Nx69YtDbXm26Gvr49atWqhZcuWaNasmUSgHgCJY2VJwXpfw3akLC0tLYnjoyb7P7Vr15bI3K+K76SwsBAXLlzgzFNH3weQ7Ksosl8rvo62trbMwXp0DYwQQogmULAeIYQQQgghAMDTQoGOMbL1bZFhWBUCi+qAkQ2gpUTWBkYI5H4GPkcDCcFAyjsgKxkQ5Je5Kvny6evrc4Yi+fDhg8SwMyX58OED52Jh586dZcrEAoiCBCIjI+VrbDEMwyA8PJyddnJygpWVlcLlERFXV1eMHj2anc7JycGyZcvkLqdnz56crBP5+fkKDQEmzsfHhzPdoUMHmYeLUdaXmh1HHg0aNOBMv3nzRuZ1xTNCjRs3Dnp6ejKtKz7Up7xev37NmRZ/H0R5vXv35kzHxsbi6tWrGmoNKXL9+nXO8MRt2rQpMYOIm5ubRCaZ/fv3K90G8f2ypaUl2rRpo3S55UHT+/V27dpJZAFVx3dSu3btUrOCKrrv5/F4nMw0GRkZiIqKkrmdACQyADo7O8u8rqb2/ebm5pgwYQIePnyIN2/eYO7cuRIZegDRjfitW7fi+++/R+3atbFs2TK5Px91YxgG9+7dw7hx42Bvb4+BAwfC19cXhYWSD3C1aNECO3bsQEJCAo4fP47OnTurLcPYl+63337jBKOcP38eT548kbucvn37cqYvXrwoEeAqr+DgYDx79owzr0+fPkqVKQ9N73flUbduXdSpU4czb/fu3RpqDSkiEAhw7do1dlpLSws//vhjict/jduRsjS5HfJ4PInP6vDhw1KPO/K4cuUKEhMTOfNK+06UOe8V76uI92XK8v79e86wu1WrVpV5KFs67yWEEKIJFKxHCCGEEEKIOB4P0DcFLKoAdvUBm1qAiR2gI/0mrWwYII8PpMcCiSFA8huAnyAahrfYkCzk6+Lh4cH+XyAQSAwrUxLxi6HFg/7Kcv/+fU6Agbzev3/PGTqkpKfpify8vb2hr6/PTu/Zs0fum8tVq1aVCO5Zs2YNJ/uZvC5cuCBxU2T69OkKl1eW6OhozrSdnZ3a6qoobG1tOZnwgoODZV43KSmJMy3P/uD27dsyLyuNrNk1iOKaN28uMTzVsmXLIBQK1VLf5MmTcePGDblf4tvp2rVrOX+fPHmyWtqrKcePH+dMlzY0MY/Hw6+//sqZd/78+VKHuCzLx48fJQIXxo8fD2NjY4XLVKeKtl83NjaW+M52794td5bj4p4/f47z589z5k2bNq3Um8DF+4GA5D61NOLZbeXdn4svL0+23OLttLCwgKurq1x1q0KtWrWwfPlyREVF4caNGxg6dCiMjIwklgsPD4e3tzdq1KiB1q1bY/fu3UhPTy/39kprj5eXF/bu3Su1PZUrV8acOXPw5s0bPHz4ED///DPMzc010OIvi5mZGWbPns2ZN2/ePLnLmTBhAicAu6CgQKGHaIpbsGABZ9rJyQn9+/dXqsySiO9zdXV15cqeWREUz5IIAOfOnZM7MEdWrq6uCvV9hg8fzimnU6dOnL+LHxO+dLdv3+acd3Tq1ElqwHSRL307UhbDMJyh7gHN93+mTZvGmU5KSsKWLVsULk8oFHKG3AaA7777TmoG3CLKnPdWlL4PQOe9hBBCygcF6xFCCCGEEFIaHg/QMwbMHAHbukCluqL/6yp5s7QgG+DHA8mvgaQwIP0jkJdJgXtfGfEhfmS9cc+I/Q7y82XPxrht2zaZl5VGvI2tW7dWqjzynypVqmDSpEnsdH5+PhYtWiR3OeI3t2JjYxUaBgwAMjMzJYJM6tati86dOytUXlni4uIkAgO/lafWi+8PMjIyJIa3LImi+4O8vDzs27dP9gZKQfuD8jFz5kzO9KNHj/DXX38pXe6TJ0+QnJzMmVerVi106NBB7pd4VjkPDw/O38Uzy33JgoODOUPR29jYoFevXqWuM2rUKE4WWqFQiIkTJyqczWTatGmczCC6urqYMmWKQmWVh4sXL3KmK8J+ferUqZwMN5mZmZg6dapCZQkEAkycOJEzRLW1tTVGjhxZ6nrff/89pw3yBHB6eXlxpsWz+pXmzZs3ePDgATutr6+P77//XqZ1ExMTOUGN4n3Z8qalpYUOHTrg8OHDSEhIwJ49e+Dp6SmxHMMwuH//PiZMmAA7OzsMGDAAFy9eVOoBFlkVZfpr3rx5qZn+DA0NMWTIEFy/fh3R0dFYsWLFV7XvLC9TpkyBg4MDO33jxg3cvXtXrjJsbGwwYsQIzrwtW7YoHGR96dIlnD17ljNv6tSp0NHRUai8sojvc93d3WXOHlVRjBgxghPYVFhYiFGjRim9zWZnZ0v8HkxMTBTq+4hntndwcOD8XXw//SVjGEYiUG78+PGlrvOlb0fKevz4MaefraOjU2q23fJQv359dOrUiTNvwYIFiImJUai8bdu2SWR5F78WIY2i573NmzfnZJD39/fHu3fvZGwtJM595dlGi/9ueTxehR1+mRBCyNeFgvUIIYQQQgiRh66BKMtepVqAnRtgXgXQNwOgxMVxQR6QlQSkvAUSg4HPH4DcdEBNWXVI+REfNubevXsyrWdvb8+Z9vf3l2m9y5cvK/2Ev/jNjdKGviHymzNnDkxMTNjpw4cPSwy5UpYWLVpI3DzZsGEDdu3aJVc5eXl56N27Nyc7h7a2Nnbv3q22G35//vknJ2NY9erV4e7urpa6KhpF9wfiGRpk3R94e3tLZOmUV/H9ga2tLRo3bqxUeUS6Xr16SWTMnDNnDo4dO6ZwmYcPH0bbtm05mVJJ2XJycjB+/HhOUNaKFSs4WVGlMTY2xubNmznzAgMDMWrUKLmzJC5YsACnT5/mzFu6dGmp2W00KSwsTGKI2Z49e2qoNf+pWrWqRED8uXPnMHfuXLnKYRgGY8eORUBAAGf+1q1bpWZ6K87ExIRzszcwMBA5OTky1Tt48GBOJsX79+/j3LlzMq37+++/c6YHDBggc9Y28WNTReoHmpqaYuzYsbh//z7evXsHb29vqcP75uXl4eTJk+jRo4fag+ECAwPh4OCAKVOm4PHjx1KX8fT0xO7du5GQkIAjR46gY8eO0NKi2zKKMjQ0xPz58znz5N2uAdG+vXjQn0AgQM+ePREZGSlXOc+fP8ewYcM48xo2bIjffvtN7jbJIjk5GWvXruXMqwj7XHnp6+tj586dnHkvXrzAoEGD5HpQrbiIiAj88MMP8PPzU0UTvykbN27Eo0eP2GlPT0+Jvqk0X+p2pCyhUIg5c+Zw5v3www8VIsPlli1bOP0HPp+Prl27IjU1Va5yrl69KtGf6NKlCwYOHFjmuoqe91pYWKBfv37sNMMw+OOPP2Ra99SpU/jnn3/YaRMTEwwePFimdQUCAechBw8PD1SqVEmmdQkhhBBl0FkhIYQQQgghitLWBYxtAGsXwN4dsKwGGFoCPG3FyxQWAtkpQOp7IPEVkBoJZKeK5pMvjrOzM+rXr89Oy3rjoGrVqnBycmKnnzx5wsnyI01AQIDEBW5F3Llzh/1/tWrVOO0nyrO1teUMTyMQCEq8uVuaDRs2SNyAnjRpEpYvXy5TJqfY2Fh069YNN2/e5MyfO3dumU+Rb9++HSdOnJDI+FaawsJCzJo1C4cOHeLMl/Xi+9egc+fO0Nb+7/gg6/7gu+++40zv2LGjzAwDO3fulLiRK6+kpCSEhYWx0126dPnisrZ8Sfbt28cJOiksLMSwYcOwaNEiZGdny1zO+/fv0adPHwwfPpwC9SDK5hEfHy/TsmlpaejVq5fEzerShsAtbsiQIRg6dChn3pEjRzBo0CCkpKSUuX5OTg5mzJiBpUuXcuZ7eXlJZF9UNT6fj8mTJ8s9TGxwcDB+/PFHTmCFs7NzhRmy7s8//5TICLpy5UpMnTpVpu0jLS0NQ4cOxYEDBzjzhw8fLtPNagD46aef2P/n5+dzbgaXxsLCAmPGjOHMGzNmDF6+fFnqegsXLoSvry87raWlJVewQ/F+IAB07dpV5nXLk4uLC5YsWYLIyEjcvn0bI0aMkDpMdFpamlrbkZmZKTUTmLOzM+bPn493797h/v37GDduHMzMzNTalm/J+PHjUb16dXb64cOHcpdhbW2NAwcOcPo2Hz9+RNu2bWUOLLl06RI6derEGerYwMAAR44c4WSHkmbixIlyP7ATExODjh07co4pZmZmmDBhglzlVBQ9e/aUyPB95swZdOrUSa7PJjc3F2vXrkWjRo0kMnh/q+T5/LZu3crJlqarq4udO3fK1O/X9HakrOXLl+PGjRtyrZOdnY0RI0ZIHC8rynltzZo1sWHDBs684OBgtG3bVmKo15L4+PigT58+nP5dpUqVJB7OKImi570A8Ntvv3EC2s+fP1/m8MovXryQ6K/Lc9x99uwZMjIy2OnifTdCCCFEnShYjxBCCCGEEFXQ0hYF6llWA+zdACsXUSCflm6Zq5aIEQK5n4HP0UBCMPDpLZCZDBQq9qQ50YwhQ4aw///48aPEMCIlER9SZsSIEVi5ciXnIiIgCrqaP38+WrdujbS0NBgYGKBatWoKtfXdu3cIDQ1lp2V9EpnI548//oCFhYVSZRgZGeHs2bOcJ76FQiHmz58PDw8P7NmzR+rT86GhofD29kb9+vUlAvV69uwpMfyRNG/evMHAgQPh4uKCOXPm4P79+5zhGotLSEjArl270LhxY6xZs4bzt++//x4TJ06U5e1+Fezs7NCuXTt2+vLlyzIN9VWjRg00a9aMnebz+WjdujVOnjwpEZgZFBSEgQMHYuLEiWAYBnXr1lW4vRcuXOAEZBbflxHVs7CwwPnz52Ftbc3OEwqFWLx4MWrVqoUVK1bgxYsXUtf99OkTDh48iD59+qB27doSQ4h9yz58+IBq1aph8ODBOHPmjNT9YlxcHDZt2oQ6derg+vXr7HwbGxv4+PjIFaS6fft2ieFGT548ibp162LFihV4//69xDqJiYnYsmULGjRogPXr13P+5urqimPHjqk9C5dAIMD27dtRo0boLY8jAAEAAElEQVQNdO/eHQcPHkRERITUoOz8/Hw8fPgQkyZNQpMmTThDq/F4PGzevBmGhoZqba+stLS0cPz4cbi6unLmb9myBW5ubti4caPUYM6oqCj873//Q7169SQyXDZv3hzbtm2TuQ2DBg3i/IZkzY4HiIIIivfp0tLS0LJlS6xbt04iCC04OBh9+/bFkiVLOPNnzpwpc1ZUhmFw4cIFdrpFixacgKiKiMfjoW3btjhw4AASEhKwf/9+eHl5aSS43NjYGCNGjMCtW7cQGRmJpUuXwsXFpdzb8S3Q1dXFwoULlS6nY8eO+N///seZFx0djTZt2mD48OG4desWJ9MqABQUFMDX1xd9+vRB9+7d8enTJ/Zv2tra2L9/v0wPOx0/fhz169dHu3btsHPnToSFhUnUBYj2zy9evMCsWbNQt25dBAUFcf6+YsUKiazsX5I1a9ZIBAXfvXsX7u7uGDNmDC5duiT1oYWCggLcvn0bv/32G6pXr46ZM2ciMzOzvJpd4Q0bNgweHh5Yv3493r59K3E8z8vLw6VLl9CuXTtMmTKF8/e1a9fKNZyrJrcjZT158gSdOnWCm5sbli5dioCAgBIz4EZFRWH9+vWoV68ejhw5wvlbv379KlRw+7hx4zB58mTOvJcvX8LDwwNTpkzhPJhSJDs7GydOnEDbtm0xevRozudgZGSEkydPSmR8L4mi570A0LRpU4mHDLy9vdGvXz8EBwdz5qelpWHt2rVo1aoVJ9jTxcWlzAC/4sRHp6DzXkIIIeWGIeQrFBwczABgX8HBwZpuEpEiPT2dOXfuHPtKT0/XdJMIIaTCKSgoYEJDQzmvgoICTTfrq1RYWMikpaWxr8LCQtUULBQyTF4Ww6R/ZJjEUIb5+Ew1r6QwhsmIZ5j8bFEdDMM4Oztz+kB+fn4KN1uVZVV0xd/n/v37VV5+VFQUw+Px2DrmzJkj03opKSlM5cqVOe0DwOjo6DD169dnvvvuO6Z69eqcsgEwu3btYry8vDjzZLV69WrOeiEhIYq+bZVT9/ckr5EjR3LadPbsWbnWX758ucR3q0hZoaGhjIuLi9RytLW1GUdHR6ZJkyZM/fr1GUtLyxLrHDVqFJOXlydTndOmTZNYn8fjMZUrV2bc3d2Z5s2bM+7u7oytrW2J9TVq1IhJSUmR6zP7Ghw8eJDzOVy7dq3U5YuOTVevXmV0dXUlPkcTExOmcePGjIeHB2NnZ8f5m7GxMfPs2TPOPC8vL5nb2rVrV3Y9BwcH1R0XleTn58d5T5GRkRptz/79+1W6fwoNDWVq165d4rZjYmLC1KhRg2nWrBlTt27dUrdrc3NzJjExUSXvU5l+gXi7lPnO5C3r1atXEutUrlyZadKkCdOkSRPG0dFR4jgKgLGxsWECAwMVamN6ejrTpUuXEr8Xa2trxt3dnWncuDFjZ2cntX4ATNOmTZmPHz8q1IYi4seqkj6vtLQ0qW0wNTVlatasyTRr1oxp2rQpU7NmTan7oqLjwJ49e2Rq18KFCznrjhw5Uqn3WZaPHz8yTZs2LbHddnZ2TKNGjZgGDRowNjY2JX53nTt3VujaVbt27dgynJycGOG/fXdZPHnyROp2rqury9SqVYtp2rQp4+TkVGJ7ZT22MwzDBAQEcNbfunWr1OXUdt6kQpGRkcyiRYuYJk2aqLWeu3fvMl5eXsy+ffsYPp+v1rrUQfwYJk8/QRVliR+z5FFYWMjUrVu3xOOfPLZu3cro6OhILcvQ0JBxcXFhmjVrxlSvXp3R19eXupyxsTFz5swZmes0NzcvsS4PDw/mu+++Y+rUqcMYGhqWuE/y9vaW632qkqp+NwzDMHl5ecy4ceNKfJ86OjqMo6Mj07BhQ/bYXdL3BYDZsWOHSt6jMscq8ePvwoULFW6HImV5eHhw1jEzM2OvIbi4uDAGBgZSP7vFixcr3E5NbEfFFR2bLl68KPPn1bNnT4k2aGtrM87OzkzDhg2Z5s2bl3ke3bFjRyYnJ6fM9kVGRkqsq05CoZCZO3duie02NTVlateuzTRt2pSpWrVqif27SpUqMf7+/nLXL+95b3G5ublMhw4dpLbH0dGRadq0KVO7dm2pbba2tmaePn0qV1vr1avHrt+sWTN53yohhEj1JZwzfUnUdZ9U0zFFlFmPEEIIIYQQdeLxAD0jwMwRsK0repk5AnqSwzTJpSAH4McDya+BpFAg/SMgx5CUpPw4OztznrI+evQohEJhmetZWVnhwoULEk8vFxYWIiQkBAEBAYiMjGSfgtfS0sJff/2F8ePHK9zW4kOUenl5yfVEPZHPtGnTYGtrq3Q5devWxdOnT/Hzzz9LZF4SCASIi4vDs2fPEBISInUoOFtbWxw8eBD79+9XapghhmEQGxuLV69e4dGjR3j16hWSkpIkltPS0sLUqVNx//59WFlZKVzfl6p///6wsbFhp8WHBS7J999/j40bN0JXl5utNTMzE8+fP8fTp0+RmJjIzre0tMSlS5dkzqYkLjExkZNhbMKECZyhjIj6FG3Tf/zxh9RtMjMzE+/fv8eTJ08QFhYmdbvW1dXFlClT8O7dO5XsZ742sbGxePbsGZ49e4a4uDiJbDOtWrXCkydP4OHhoVD5ZmZmuHTpEtavXw9TU1OJv6ekpODVq1d4/vw5EhMTJerX19fHnDlz4O/vD0dHR4XaoCp8Ph9v377FkydPEBgYiLdv30rNjFKzZk3cunULY8eO1UAry+bo6Ah/f3/MmzcP+vr6nL8xDIPExES8ePECL1++5GT3KWJqaop169bB19dXoaFMJ02axP7/48ePuH37tszrNm3aFPfu3UONGjU48wsKChAeHo7AwEB8/PhRYr1Ro0bhwoULch3bix+TTE1NMWzYMJnXrWiqVauGhQsX4unTp2qtp3Xr1rhz5w5Gjx4NExMTtdZFuLS1tSUySSpq8uTJePjwIRo1aiTxt5ycHERERODJkyeIjIxEXl6exDJeXl54+vQpevfurVQ7iup6+vQpAgIC8Pr1a6lZvuzt7XHy5EmVvX9N09PTw+7du3H27FmpGeILCwsRFxeHoKAg9tgtnl0aEGUDffDgAX7++edyaPWXJSMjg72GEBERgdzcXM7fLS0tcfz4cZmyrJekomxHyhIIBIiOjkZQUBAePXpU4nm0vr4+lixZAl9fXxgYGGigpaXj8XhYvnw5rl69KtGHAER9vDdv3iAwMBAfPnyQ2r/r06cPXrx4gVatWsldv6LnvYDos/X19ZXaD4mLi0NgYCDevHkj0eaaNWvC398fTZo0kbmuZ8+ecUaXEM9ISAghhKgTBesRQgghhBBSnnQMABM7wKYWYOcGmFcF9M0AKDFUkyAfyEoChGIX12QICCPlY/r06ez/o6OjcePGDZnWa9y4MZ4+fYphw4aVGCjD4/HQsWNHPHr0SGK4EHkEBATg1atX7PS0adMULouUzdjYGHPnzlVJWebm5tixYwfCwsIwderUMoen4fF48PDwwMaNGxEZGYnhw4fLVd+cOXOwZ88e9OvXT+ZAEicnJ/z+++8ICQnBpk2bvtkb2gYGBpwbiKdPn8bnz59lWnfw4MHw8/ND69atSy1/zJgxCAkJQZs2bRRu54EDB9iboHp6et/UcMUVgbGxMdasWYOoqCgsWrRIpsBpHR0dNGvWDOvXr0dcXBw2b97MuUH2rapcuTJmzJiB2rVrl7ocj8dDq1at8Pfff+P+/fsKDydfREtLC9OnT0d0dDRWrFgh03fo7OyM2bNn4927d1ixYoVEUJk6mZub4+7du5g9eza+++47mQK8dHV10b59exw+fBivXr1C27Zty6GlitPX18eyZcsQERGBOXPmyPQd16lTB8uWLUNUVBRmzJih8HDEvXv3hrOzMzu9Z88eudZ3c3NDaGgo1qxZI/WGexEdHR20b98e9+/fx/79+yUCvEuTl5fHGdZv9OjRCgUmElKe+vbtK1dQRmmaNWuGZ8+e4cyZM+jatWuZ+0EjIyP069cPN2/exJ07d8o8zoi7desWFi1ahB9++EGmocO1tbXRvHlz7NixA+Hh4ejXr59c9X0JevXqhbdv3+Lo0aPo0qWLTMfBypUr45dffkFgYCAePnyIli1blkNLK75ff/0V7du3L/MzdHR0xPz58/Hu3TsMHDhQ6XrLeztS1saNG7F582Z069YN1tbWMq3j6uqKhQsXIjw8HN7e3nIdazXhxx9/xOvXr+Hj4wMvL68yH8AyNzfHyJEj8eTJE5w+fVrhB0eUOe8FROeghw4dwp07d9CuXTvo6OiUuKyLiwvWrVuH4OBg1KlTR652Fu+T2draYvDgwXKtTwghhCiDx4g/vknIVyAkJARubm7sdHBwMOrXr6/BFhFpMjIy4Ofnx063bduWLgQSQoiYwsJCvH37ljOvZs2apV6kIIoRCATg8/nstKmpaflmERIKgDw+kJsuejEC5cvkaQH6poCBOaBvDmjT70aTmjZtymb36NGjB86fPy/X+qmpqbh37x6io6PB5/NhbGyM6tWro2XLlirJnDRmzBjs378fAFCrVi2EhoZSJq0vWFhYGEJCQhAbG4vMzExoa2vDwsICNWrUgIeHh0qDeD5+/Ig3b94gMjISaWlpyMnJgbGxMczMzODg4IDGjRtrPDtURZKYmIgaNWogOzsbAPDXX3+VGGhb0rEpKioKDx48QHx8PPLy8mBhYYHatWujZcuWMDIyUqp9QqEQtWvXxrt37wAAY8eOlTuw5Fvi4+OD0aNHs9P79+/HqFGjVF5PcnIynj9/jqioKKSlpaGgoABmZmawtLREjRo10KRJE5lu9n/LkpOT8eLFC0RGRiI1NRWFhYUwMzND9erV8f3336s9C2FcXBz7Haanp4NhGJiYmKBq1apo2LBhqUFYiho1ahQOHDjATkdGRsoUpJaXl4fQ0FBEREQgPj6e3Q+Zm5vDwsICderUgbu7u1IZWSuCyMhIBAUF4cOHD+Dz+eDxeDAzM0O1atXQuHFjODk5qayuLVu2YOrUqQBEgYNRUVGwt7dXqKzXr1/j+fPnSEpKQnZ2NqytreHk5ARPT0+Ym5srVObBgwcxcuRIAKJAzDdv3qB69epSl9X4eRMh5SAnJwdPnz7F27dvkZycjLy8PBgYGMDOzg61a9dG48aNVbYPLCwsxOvXrxEREYHY2Fjw+XwIBAKYmZnB3Nwcrq6uaNSokdJ9PFXi8f572NDLywt37txReR15eXkICgrC27dvkZiYiOzsbOjr68PKygp2dnbw8PCAg4ODyuv9muTn5yMoKAjh4eFISEhgP0MnJyc0aNAAbm5unO9S1cpzOyo6Nvn7+6N79+7s/IULF2LRokUylREZGYnw8HBER0cjPT0deXl5MDY2hrm5OapUqYImTZrIHNRXUWVkZODp06d49+4dUlNTkZ+fDyMjIzg6OqJu3bpwd3dX2TFdnvPesnz+/Bn+/v6Ii4tDSkoKjI2NYWdnh0aNGikc5Mnn81GlShWkp6cDAJYuXYr58+crVBYhhIijcybVUtd9Uk3HFGkkWG/MmDHlXaVMZs2aJXfUPamYNL1hEdlQsB4hhJSNgvXKT4U6gWKEQH7Wf4F7gnzVlKtnIgrcMzAHdMovWwsRuXz5Mn766ScAopsbYWFh5f7keEni4uJQvXp15OeLfmtHjx6lJ4oJUaNZs2ZhzZo1AICqVasiIiJC6rFdE8emU6dOoX///gBEGQ3Cw8M5GaEIV3kF6xGiCEWD9Yjq5eXlwdXVFbGxsQBEWWpXrFih4Vb9p0GDBmyG5QkTJmDnzp0lLluhzpsIIRpRHsF6hMhDFcF6RPVkPe/VhLVr12LmzJkAAGtra0RGRsLU1FTDrSKEfC3onEm1vtZgPY0cEX18fNT6tIaihg0bRsF6hBBCCCFE84oy4umbAmZOQEHOf4F7hTmKl5ufKXplfAR0DAFDc8DAQjQ0bwXsn39tunbtilatWuHBgwdgGAarV6/G3r17Nd0sAMD69evZQD03NzeVDIFDCCnZrFmzsHPnTmRkZODDhw84duyY3MMRq8vq1avZ/48bN44C9eQ0evRoTvAeAPj5+Sk1LDEhsli0aBEWL16s6WaQEujr62PBggWYMGECAGD79u34888/K8RDq76+vmygnoGBAWWVIYTI5e7duxL3+0aOHAkfHx/NNIh8M6KiokrMAksqhop63puXl4cNGzaw07Nnz6ZAPUIIIeVOS5OVV4QReBmGqRDtIIQQQgghRCoeD9AzAswcANs6gG09UQCfnoly5RbmAPwEIPk1kBQKpMeKhuGlvrFabdiwAVpaotOwgwcPIjw8XMMtAuLj47F161Z2ungbCSHqYWNjg4ULF7LTixcvRkFBgQZbJHLu3Dk8efIEAGBhYUGBP4QQokJjx45Fo0aNAIiGc1u7dq1mGwTRtXFvb292+o8//kCVKlU02CJCCCGEfC0q6nnv9u3b8fHjRwCAi4sLfv31Vw23iBBCyLdIo3dgeDweGyynqVdFzPBHCCGEEEJIiXT0ARNbwKYmYOcOWFQF9M0BKNGvFeQDWclAyjsg4RWQFg3kfAaEAlW1mvyradOmGDNmDABR+vZ58+ZpuEWii6U5OaKMjb1790b79u013CJCvg1Tp05F3bp1AQARERHYtWuXRtsjFAo52ZQWL14MGxsbDbaIEEK+LlpaWti8eTM7/ddffyExMVGDLQL+/vtvPH/+HABQuXJlzJkzR6PtIYQQQsjXpaKd9/L5fKxYsYKd/uuvv6Cvr6/BFhFCCPlWaXxg+CNHjqBly5YaqZthGNSoUUMjdRNCCCGEEKI0bR3AyFr0EgpEmfGKhstlFAy0YwRATqroBS3AwBQwMBcFBGpr/PThq7B7927s3r1b081g7dixAzt27NB0Mwj55ujq6iI0NFTTzWBpaWkhODhY08344vz444+4ceNGqcs0bNiwnFpDvmUjRoyAp6dnqcvY29uXU2tISTw9PSvUKC+DBg3CoEGDNN0MQsgXpqy+j6OjYzm1hHzL7O3t2d+iQCBgH0IEAENDQ2hra9M94Aqgop33mpqaIikpSdPNIIQQQjQfrGdnZwdnZ2eNtoGy6xFCCCGEkC+eljZgaCF6MQyQn/lf4J4gX8FChf+VAYiG3jUwF7106KlTQgghxMHBAQ4ODppuBiGoUaMG3ZAmhBBSLjp06KDpJhACAwMD9rcoEAjA5/PZv5mamkJbW1tTTSOEEEIIKZPGg/UIIYQQQgghKsbjAfqmopeZE1CYIwq4y0kX/V9R+ZmiV8ZHQMfwv8A9XUNRnYQQQgghhBBCCCGEEEIIIYSQElGwHiGEEEIIIV8zHg/QNRK9TB2Awrz/suXlZypebmEOkJkDZCYA2nr/Be7pmVDgHiGEEEIIIYQQQgghhBBCCCFSaCxYj2EYTVUtoSK1hRBCCCGEELXS0QdMbEUvQSGQ92/gXi4fgFCxMgX5QFay6MXT/i9wT99UNDwvIYQQQgghhBBCCCGEEEIIIUQzwXpCoYI3AdWgIrWFEEIIIYSQcqWtAxhZi15CAZCXCeR9BnIzAGGhYmUyAiAnVfTCv8PxGlgABmaAtq4KG08IIYQQQgghhBBCCCGEEELIl4WGwSWEEEIIIYSIMuAZmoteDAPkZ/2bce+zKHOeQhggL0P0SgegZ/xv4J65KMMfIYQQQgghhBBCCCGEEEIIId8QCtYjhBBCCCGEcPF4gL6J6GXmCBTm/he4V5CjeLn5WaJXxkdAx+C/wD1dQ1GdhBBCCCGEEEIIIYQQQgghhHzFKFiPEEIIIYQQUjIeTxRMp2sImNoDhfn/Be7lZypebmEukJkgemnpijL6GViIsu/xtFTVekIIIYQQQgghhBBCCCGEEEIqDArWI4QQQgghhMhORw8wqSR6CQuB3AxR4F4eH2CEipUpLACyPolePG3AwEwUuKdvKhqelxBCCCGEEEIIIYQQQgghhJCvAAXrEUIIIYQQQhSjpQMYWYleQiGQz/836166KJBPEYwAyEkTvcATBewZmIte2roqbT4hhBBCCCGEEEIIIYQQQggh5emrC9bLzs7GoUOH4O/vj0+fPsHS0hIeHh4YMmQIHBwcNN08QgghhBBCvk5aWv8F1TEMkJ/133C5gnwFC2WAvAzRKz0G0DX+d7hcc0DHQJWtJ4QQQgghhBBCCCGEEEIIIUTtKnSwXlhYGI4dO8ZOjxkzBtWqVStx+QcPHqBfv35ISkrizP/777+xaNEi/PXXXxg/fry6mksIIYQQQggBAB4P0DcRvcwcgcLc/zLuFWQrXm5BluiVEScK1isKDtQ1EtVJCCGEEEIIIYQQQgghhBBCSAVWoYP1tm/fjq1btwIA7OzssGDBghKXjYiIQNeuXcHn8wEAvGI36xiGQVZWFiZOnAgej4dx48apt+GEEEIIIYQQER4P0DUUvUztgcJ8IC8dyEkH8jMBMIqVW5gLZOYCmYmAlu5/gXv6JgBPS6VvgRBCCCGEEEIIIYQQQgghhBBVqNB3sXx9fcEwopt3w4YNg45OybGF06dPB5/PB4/HA4/HA8Mw7AsAO2/69OmIiYkpl/YTQgghhBBCxOjoAcaVABtXwN4NsHAGDCyUC7ATFgDZn4DUCCAhGEiLAnLSAKFAVa0mhBBCCCGEEEIIIYQQQgghRGkVNlgvKSkJkZGRbIa8rl27lrhsaGgofH192YA8a2tr7NmzB2FhYbh//z569uwJhmHA4/GQk5OD//3vf+X1NgghhBBCCCEl0dIBjKwAq+qAvTtg5QIYWYvmK4oRiAL10qKAhFdASgSQ9QkQFKis2YQQQgghhBBCCCGEEEIIIYQoosIOgxsaGgpANIStlpYWmjVrVuKyR44cYZfl8Xg4e/YsWrVqBQCoXbs2WrVqhY4dO+LWrVsAgL///hubNm2CllaFjVUkhBBCCCHk28LTAgzMRC+GAQqygdzPouFyBXkKFsoAeRmiV3oMoGv833C5ugaqbD0hhBBCCCGEEEIIIYQQQgghZaqw0WpRUVHs/ytXrgxjY+MSl71y5QoA0VC3np6ebKBecQsXLmT/n5qaygYDEkIIIYQQQioYHg/QMwbMnAC7ekCluoCpA6BrpFy5BVkAPw5IDgOSwoCMOCA/SxQcSAghhBBCCCGEEEIIIYQQQoiaVdjMemlpaQBEAXhWVlalLhcUFMQOl9uvXz+py7Vq1QomJibIzMwEALx69Qpubm4qbjUhhBBCCCFE5XQNAF17wNQeEOQDuemiV14mAAUD7QpzgcxcIDMR0NL9L+Oevokoyx8hhBBCCCGEEEIIIYQQQgghKlZhg/Wys7PZ/xsaGpa43KNHj8D8mwmDx+OhU6dOUpfj8XioXr06Xr16BQBITk5WYWsJIYQQQggh5UJbDzCuJHoJC4E8vmio3Lx0gBEqVqawAMj+JHrxtAF9s/+G5NWqsKdMhBBCCCGEEEIIIYQQQggh5AtTYe886evrs//Pysoqcbl79+6x/7exsUHt2rVLXLb4ULpFGfYIIYQQQgghXygtHcDQUvRihKJMe0VZ94QFipXJCIDcNNELPFGmvaKse9p6Km0+IYQQQgghhBBCCCGEEEII+bZU2GA9CwsLAADDMIiKiipxuZs3bwIQZc7z9PQstcziQX96enSjjRBCCCGEkK8GT+u/bHhMZaAg+7/AvcJcBQtlRJn78vhAeiyga/Rv4J6FaGheQgghhBBCCCGEEEIIIYQQQuRQYYP1imfI4/P5eP78ORo3bsxZJjIyEk+fPgWPxwMAtGnTptQyP336xP7f3NxcdY0lhBBCCCGEVBw8HqBnLHqZOQIFuf8F7hWUnLW7TAXZohc/HtDWBwyLAveMRHUSQgghhBBCCCGEEEIIIYQQUgotTTegJI0bN4aenh4biLdq1SqJZdauXQtAlH0PADp27FhieampqYiPj2fLc3Z2VnWTCSGEEEIIIRWRrgFgagdUqgXYuQHmVQB9MwBKBNgJ8oDMJOBTOJAYDKRFA9mpQGG+yppNCCGEEEIIIYQQQgghhBBCvi4VNrOeiYkJunbtinPnzgEATp06hTFjxmDSpEnQ1dXF4cOHsX37djb4rlGjRqhTp06J5T158gSAKLCPx+NxMvcRQgghhBBCvhHauoCxjeglFAB5Gf9m3csAGIFiZQoLgZxU0QsAtPUAPRNA3wTQMwV09FTXfkIIIYQQQgghhBBCCCGEEPLFqrCZ9QBg/vz50NLSAo/HA8MwOHDgAJo3bw4PDw+sX78ewH9Z9WbNmlVqWefPn2f/b2dnR5n1CCGEEEII+dZpaQOGloBlNcDeDbByAYxsAC1d5coV5IsC9z5/AJJCgMSQfzPvpQCFeRg/fjx4PB54PB769++vkreijIkTJ7Lt6dOnj6abQ8g3o6CgAPXq1WO3v61bt2q0PUKhEPXr12fbs2nTJo22h6hGmzZt2O9U2qtatWqabiL5RlSrVq3U32KbNm003UQCVLh+aufOndn2zJgxQ9PNIYR8AXx8fEo93vB4PNy5c6fE9aOiospcf9GiReX2fsi3686dO2X+Fn18fDTdzG+KsvsXTTty5AjbzipVqiA3N1ej7Vm1ahXbnmbNmrExH4QQ8q2osJn1AKBJkyZYtmwZ5s6dy2bQK9pRF+28GYZB9+7dMXDgwBLLEQgEOHPmDFuGp6en+hsvo48fPyIgIACPHz9GQEAAAgMDwefz2b87OzsjKiqq3NrTpk0b3L17V+H19+/fj1GjRqmuQYQQQggh5KsTGBiIS5cusdO6urqYPn06jI2NNdconhZgYCZ6MZWBgux/M+6lA4VKXrwqCt7LSUVgUCj27dsHANDR0cHyxQtV0HjlLFiwAAcPHkROTg7Onj2L27dvo127dppuFlHSmzdvEBISgpiYGGRmZkJbWxuWlpaoXr06PDw8YG1trbK6GIbB+/fvERERgZiYGHz+/Bk5OTkwNjaGhYUF6tSpg0aNGsHQ0FBldUojEAiwadMmpKens/NatmyJTp06qbVeRW3evBlhYWEAABcXF0yYMEGj7dHS0sKyZcvYoN1FixZh6NChKv2tfAsYhkFUVBRevXqF2NhYfP78Gfr6+rC0tETNmjXRrFkzGBgYaLqZKsUwDN68eYOwsDDExsYiMzMTPB4PlpaWsLKygpubG+rUqcNelyOlS0lJgb+/P+Lj45Gamgp9fX04Ozvj+++/R5UqVdRSp1AoRHBwMMLCwhAXF4esrCzo6enBysoKLi4uaNq0KUxNTdVSt6I+fPiAd+/e4cOHD0hNTUV2djYMDQ1hbm4OV1dXeHh4VLg2y6OwsBAvXrzAmzdvkJCQgJycHOjr66NSpUqoWbMmPDw8VL4vCQwM5PZTly9XafmKWLFiBa5fvw6GYbBlyxb8/PPPNGIOIQASEhLw/PlzREZGIj09HQzDwNTUFFWrVkXDhg1VHowfHx+P8PBwfPjwAZ8+fUJ2djb09PRgbm6OatWqoWnTprCyslJZfaNGjcKBAwfg5eVVoQNflJGTk4Pnz58jIiICycnJyM7OZs+fHBwc0LRpU9jY2Gi6mV+M4OBgPH78GCkpKcjKyoKdnR3q1auHli1bqu08NDMzE4GBgYiIiEBKSgry8/NhZGQEJycn1KlTB+7u7tDSqjg5c/Lz8/H69WtERUXh48eP4PP5KCgogJmZGaytrdGgQQPUrVsX2tramm6qwtLS0hAYGIj379/j8+fPKCwshImJCSpXroz69euXOkKfJgiFQrx79w6vXr1CfHw8MjIyYGhoCCsrK9StWxeNGzeGrq6SDxT/KzMzk5P4aPHixRo/L/3111+xadMmxMfHIzAwEPv378eYMWM02iZCCClXzBdgz549jLW1NcPj8TgvHR0dZsKECUxubm6p6x8+fJhdR0tLi/Hx8Smnlkvn7+/P9O7dm3F0dGQAlPpydnYu17Z5eXmV2abSXvv37y/X9pYkODiY067g4GBNN4lIkZ6ezpw7d459paena7pJhBBS4RQUFDChoaGcV0FBgaab9VUqLCxk0tLS2FdhYaGmmyQ3Z2dnTh/Iz8+vQpRV3LNnzxgLCwuJfmT79u2ZnJwcldShcgU5DMNPYJikNwzz8ZlSr1bNGrHvecygnqL5CcEMkxrFMFmfGKag9HMbdfn999/Zdrm7uzMCgUAj7fiSjBw5UuJ3rK2tzbx580bpss6ePatQm8LDw5lp06YxDg4OpZ638Xg8plmzZszmzZuZrKwsher6559/mFmzZjEtW7ZkjI2NyzxX1NHRYXr27Mlcv35dofrKIhQKpX4nenp6jK+vr1rqVEZycjJjbm7OtvPgwYNSl9PEsalp06Zsu3755Re11/c1SE1NZfbt28cMGDCAsbGxKXVb0NXVZXr16sXcuXOnXNpW1nUeZa47+fv7M6NHj2asra3L3AeYm5szvXr1Yk6fPs3k5eWp7P0NGjRIqfe0f/9+zrpeXl4Kt0XZsi5fvsy0bNmS0dLSKvFzbN68OXPx4kWF2yju6dOnzNixYxlLS8tSvz9tbW2mTZs2jI+Pj8LnIuJ9S/FXWZ9XcHAws2DBAqZt27ac/Wdpx7r27dszJ0+eVHlbATBaWlqMpaUlU6NGDeann35iFi1axISEhCj02RTn5+fHDBo0qMxjq76+PvPTTz8xZ86cYYRCodL1MgzDtGrV6r9+6pgxJS5X3semvn37su366aef1FoXqVjEj2HK3HuQtyzxfXrRa+/evXLXLV7WtGnTFHoPaWlpzMqVKxk3N7cy91HVq1dn5syZw3z8+FGhuqKiopjly5cznTt3LrNvU/T67rvvmD179qjkmlVRv16R43JJ313xV2nXNyIjI8tcf+HChQq9r5ycHGb37t1Mu3btGF1d3TLrqVGjBjNjxgwmKChIofqkiY+Pl3rcl+c9aXLbLI7P5zPLli0r9V6roaEhM3r0aCY6OlrhNhZXUFDAHDx4kGnbti2jo6NT6vdnaWnJjBkzhgkMDFSoLj8/vzJ/I2V9XidPnmR+/vlnxs3Nrcz2AqI++8SJE5mwsDCVt7Wo/2JnZ8e4u7szI0eOZHbt2qX0fcHs7Gxmy5YtzHfffcfweLxS67e3t2emTp2q0HUbhlF+/8Iwom1wy5YtTI8ePRgzM7NSyzI0NGSGDx/OPHv2TKH2Fjd37ly23Jo1a1aY696bN29m22VnZ8dkZmZqukmEqMTXcK+pIlHXfVJNxxR9EcF6DMMweXl5zOXLl5kNGzYwK1euZA4cOMDExMTItK63tzfTq1cv9vXp0yc1t7Z069evl6nTAlCwnqI0vWER2VCwHiGElI2C9crP13ACVdGD9YKDg0u90P/TTz8x+fn5StejVoX5DJOZzDCf3jHMx+dyBer5HtzEvlcej8e8vntG+rIaCN6LjY1l9PT02PYdO3asXOr9kkkLDAPADBo0SOmy5A3Wy8jIYCZPnsxoa2vLfQ5nZ2fHHD16VO42Dx06VOHzxn79+jFpaWly11maSZMmlVifgYEBc+vWLZXWp6yZM2ey7atatWqJx3ZNHJtOnDjBtk1PT09lN7a+VpMnT+bsP+V5jRgxQu3nweLXeW7cuMF5+fv7y11mcHAw06ZNG4X3AXZ2dsyOHTuU/j1fuHBB6WtpFSFYj8/nM71795brMxw+fLhSDzkkJCQwAwcOVOj7c3FxUSjw2t/fX+L3J8/nNW/ePIV/c23btmU+fPggc1tlCdYr6dW+fXsmPDxc7s/n7du3TIcOHRSqs0mTJgoHAhTx9fVly+PxeMzr169LXLa8j00BAQGc9/vPP/+otT5ScVTEYD1nZ2e5g86VDdYTCATM5s2bZQpUFn/p6+sz3t7eZSa8ELd7926F94ONGjViXr16JVd94lQZrDdz5kyJ409qamqJ64sH63Xq1Eli/YiICIXaZWdnp/Dn6uXlpfS+nmEYpk+fPlLL/9KC9QICAmRKiFL0MjY2Zv7++2+F28kwDHPjxg3G1dVVoe+vf//+THx8vFz1paamSvz2ip9HyvJ5OTk5KdReXV1dZuHChTI/ECBrsF5J382ff/6p0AM9x44dY+zt7eWuU1tbm5k0aZLc52JxcXES38nw4cM5ZZd2/bRHjx6lPphT0ktLS4v5448/FH7oKSkpifMgyM6dOxUqRx2ys7M514pXrlyp6SYRohJfw72miuRrDdar0MPgFqenp4cuXbqgS5cucq+7ZMkSNbRIPUxMTJCZmanpZrBu3Lgh1/L169dXU0sIIYQQQsiX7O3bt+jQoQM+ffrEztPT00N+fj477evriyFDhuD48eMVd9gNbV3A2Eb0EgqAPL7olZ9Z5nC5C9ZuZ//fo5MXartWk75gsWFzRXXqAXomgL6J6F9tPUDFQwk6OTlhyJAh8PHxASAaDmPAgAEVasiWL8Xff/+NOXPmoEGDBuVS35s3b9CjRw+Eh4dL/E1LSwu2trZwdHRETk4O4uPj8fnzZ84yiYmJGDJkCG7fvo1t27YpNcSKtrY2qlSpAgsLC+jp6SE9PR3v379HQUEBZ7lTp07h/fv3uHXrFiwsLBSur8jvv/+O7du3c+YV37/k5uaiR48euHbtGlq1aqV0fcpKTEzE1q1b2enffvsNOjoV5/JM37594eLigoiICOTn52PZsmXYtWuXpptVYT1+/JhzLCuira0NBwcH2NnZoaCgANHR0ZwhmgHg4MGDeP36NW7dugUTE5NyaW+HDh2UWn/Pnj2YMmUK8vLyJP7G4/FgZWWFSpUqwdTUFImJiUhMTJRYNjExERMnTsTNmzdx8uRJhdqRnp6OSZMmKbRuRZKVlQUvLy88e/ZM4m/Ozs6wtbXF58+fERERAaFQyP7t0KFDSE1Nxfnz5+XuMz169Ai9e/dGQkKCxN90dHRgZ2cHBwcHZGRkIC4uTuI6ZUREBH788Ud4e3tj8eLFMterjv0vj8eDk5MTrK2tYWBgAD6fj/fv3yM3l9sn8/PzY4dSrFq1qsrbUdytW7fQqFEjnDp1Subr2BcuXMCwYcPA5/Ml/qanpwd7e3vY2dkhNTUVcXFxyMnJ4Szz7NkztGjRAlu2bFF4SPUFCxaw/+/Ro0eFGmq2WbNmaNOmDTsU5oIFC3D9+nXNNop8s6Kjo7Fr1y5MmTKlXOrj8/kYMmQILl26JPXvlpaWcHR0hK6uLuLi4pCcnAyGYdi/5+XlYenSpbh+/TrOnTsHe3t7pdrj4OAAGxsbGBsbIzMzE1FRURLHiRcvXsDLy4vdH5YkOTkZlSpVUrgtsq5fr149pfo/Dg4OSq3P5/MxYsQInDt3Turf9fT0UKlSJdja2kIgECA+Ph4pKSmc4z4A3L17F82aNcP58+fRvXt3hdpy6tQpnDlzRqF1KxI/Pz907dpV4nivr6+P6tWrw8DAAPHx8UhMTGT/lpWVhcGDB0MgEGDw4MFy17lw4UIsXbqUs30VMTY2hqOjI8zNzZGQkICEhAQUFhZyljl58iTu3buHs2fPokWLFjLVaWlpKfHbi42Nlbvt4gwMDFC1alWYm5tDKBTi06dP+PDhA+e9FRQUYPHixYiJicHevXuVrrM0WVlZWLVqFa5du4Zbt27B0tKyzHUKCgowefJk7NmzR+rfzc3N4eDgAGNjY8TFxSEpKQkCgYD9u0AgwPbt23Hz5k1cvHhR5n6Pg4MDHBwcOPP8/f1lWhcAHjx4ILFtA4Curi4cHR1RqVIl5Obm4v3798jOzmb/LhQKsXbtWoSHh+P06dNyXz9YtWoVsrKyAAB2dnYYOXKkXOurk6GhIaZMmYJFixYBANasWYNffvkFpqammm0YIYSUA7rzokGmpqZo06YNZs6ciZMnTyIqKgoXL17UdLM4OnToINdLvJNCCCGEEEJIVFQU2rVrx7kpbG9vj8ePH2PFihWcZU+dOoVRo0ZJvXhV4WhpA4YWgEUVwLYuYOcGWFYXBfLpGHAWvXnvMZ6+DGOnJ43oJ3s9RcF7nz8ASaGiV1o0kJ0CFOYBUi4WK2LixIns/1+/fo0LFy6opNxvDcMw8Pb2Lpe6Xr9+jdatW0sE6jVo0AC7du1CUlIS4uPj8fTpU4SGhiItLQ3BwcGYP3++xIXPPXv2YNCgQZwL2GUxMTFBv379sGXLFrx48QJZWVmIjIzE8+fP8fjxY7x+/Rp8Ph8XLlxA8+bNOes+e/YM06ZNU/zN/2v+/Pn466+/OPMmT56MsLAw1KpVi52XlZWFrl27IjAwUOk6lbV582b2wruhoSFGjRql2QaJ0dLSwvjx49npAwcOcG50kZJZWFhg8uTJ8PX1RVpaGmJiYhAYGIigoCCkpKTAz88PP/zwA2edgICACvcbKMmqVaswfvx4ieC7du3aYf/+/YiPj8enT58QFhaGgIAAREdHIzc3F0+fPsXChQslboIlJycr3JaZM2fi48ePAEQ3SL9U48aNkwjUGz16NCIiIhAVFYWAgACEh4cjISEB3t7e0NPTY5fz9fWV+wFlf39/dOjQQSJQz9PTE0eOHEFaWhpiY2Px5MkTvHnzBnw+H48fP8a0adM4dTMMgyVLlmD69Onyv2kl6Ovro2vXrli7di0eP36MzMxMxMTE4MWLF3j06BFCQkLA5/PZm/jFRUZGYsSIEQrVu3btWty4cYPzunr1Ko4cOYLff/8dTk5OnOWzs7PRv39/vHz5ssyyT548iT59+kgE6nXr1g3nzp1DRkYGoqOjERAQgHfv3iEzMxO3b9/GqFGjOA9VFBQU4Oeff8aGDRvkfn83b97E06dP2emKGAhbvJ9648YNvHjxQnONId+85cuXc4Io1CUrKwudO3eWCNSrVKkSli9fjnfv3iE1NRXBwcF4/vw5EhMTERcXh02bNsHV1ZWzzuPHj9GmTRu5+nTa2tpo27Ytli1bhnv37iE9PR1xcXF4+fIl/vnnH7x69Qrp6ekICAjAsGHDOOumpqZi4MCBUoP7AdE+q0WLFujfv7/U4PHSFAXs165dGykpKXKtW97S09PRsWNHiUA9AwMDTJkyBTdu3ACfz0dsbCyePXuGoKAgJCUlgc/n49y5cxg7diynn8MwjMLvOS0tjRNk+qX2n2JjYzFw4EBOoJ6VlRW2bduGd+/e4Z9//oGfnx8+fvyIJ0+eoH379uxyQqEQY8eORWhoqFx1Tps2DUuWLOEEs+nq6uKXX37Bw4cPwefzER4ejidPniAmJgafP3/G8ePH0aZNG045iYmJ6Nixo1zBXarg6OiI8ePH49ChQ3j37h2ysrLw5s0bBAQEIDAwEFFRUUhJScGuXbtQuXJlzrr79u3D/v375a7Tzs5Oou9048YNXLhwAdu3b8eAAQMkHhR8/vw5evXqVeb1QIFAgEGDBkkE6hkbG+PPP/9EUFAQPn/+jLCwMAQGBrKBzHv37kXjxo0567x9+xZeXl54/fq13O9RWXZ2dpg5cyZu3bqFjIwMREVF4cmTJ3j16hU+f/6MCxcuwN3dnbPOhQsX8Oeff8pVz+fPnzkP340ePRr6+voqeQ+qMn78ePYBpNTUVLUHiBJCSIVRrnn8xFSvXp2ZNm0ac+PGjW9qOLd3794xISEhjEAgkPibeKpgTQ+D+6XSdMpKIhsaBpcQQspGw+CWn68hNXlFHAY3NjaWqVGjBqcsFxcXzrAxe/bskRi+c/z48Qq3XV7F61Vm+BYJhfkMk53GMJ8/MN06tvmvj1/ZgRHEBMo1hG6pr6JhczP/HTZXxmFKpHF3d2fb2aZNG9V9Fiqgtu9JQSUNg1v0evTokcJlyTIMbnZ2NlOnTh3Oejwej1myZIlMx4mYmBimffv2Eu1etGiRTG1+/fq1XMNpCQQCZuzYsRL1hYSEyFyGuBUrVkiUV3z4puTkZKZp06acv1tZWTEvX75UuE5l5eTkcIZ4GT58eKnLa+rYlJCQwOjo6Mj9uygP4tdNIiMjNdoeDw8Pplq1asyePXuY7OzsMpcvLCxkJkyYIPHbvX37tlrap6rrPOfPn5doc+XKlRlfX1+ZyygsLGT27NnDDsel6JCzfn5+DI/HY4eEWr16tcLX0jQ5DO7t27clPtN169aVus6VK1cYXV1ddnkDAwMmJiZGpvYlJCQwtra2nPr09fWZnTt3yjTEWUhICNO4cWOJNvv4+MhUvzTyfF4RERFMRkaGXOUvXrxYor2XL18ucz15+8F5eXnMtGnTJOrq0KFDqeuFhIQwhoaGEsepM2fOyPT+Hjx4wFSvXp2zvpaWltz7k27dunG2H2nXrIvTxLEpLy+Psba2Zts5atQotddJNK8iDoNb9Fq1apXMdSs6DO6IESMk6u3Xrx+TnJxc5rrZ2dnM9OnTJdZv166dTPv8mJgY5tOnTzK1s4iPj49Efdu2bZO67Pbt29llLCwsmN27d3PaVdIwuGfPnuUMffrHH39IlC3+ecv7uxEfBnfkyJFyrV+ctCFne/bsKdfQ7PHx8czEiRPZvrmi20Hxc87GjRszw4YNK/E8qiya3DbFtwtbW1smLCysxGOTQCCQON/+6aefZG7fvn37JL5Dd3d3JigoSOb1xY/1tra2TGJiosxtKE7e33dQUJDMQ9kyjGjo3SZNmnDqcHBwKLNvoMi97bdv33KuQRW9Dh8+XOp6CxYskFjHy8uLiYqKKrPOwsJCZuXKlRJD0datW1emczlpFi5cKHO/0dramnFzc2NOnjwp03WbnJwcTj8NEA1R/ObNG5nbt3btWnZdHo/HvHv3TuZ1y1Px9+ni4lLmb46Qiu5ruNdUkXytw+BqNLNeVFQUNm/ejB9//BE2NjYYOHAgDh8+jLS0NE02S+1cXFxQr149GlKKEEIIIYR81RITE9G+fXu8f/+endeoUSM8ePAANWrUYOeNHTsWp06dgoHBf9nodu/eXe7ZWlROWxcwtED0ZyEu37rHzh46sC+09IxUV09R5r30fzPvJYaIMu9lyZ95b/jw4ez/79y5g7CwsFKWJsW1bNmSMz1v3jy11jdjxgyJp7+3bdsGb29vmYZEqVy5Mnx9fSWG1Vm2bBkePXpU5vq1a9eW62lsLS0tbN26FdWqVePMP336tMxlFLdx40bMnTuXU/62bdvYoVMAwMbGBn5+fpz3mJqaig4dOuDNmzcK1auskydPcoYDL77NVSR2dnbo1KkTO71r164vI+OpBixevBhv3rzB2LFjYWhoWOby2tra2LZtG5o2bcqZX9IQThXBhw8fMHr0aM68mjVr4sGDBxLZy0qjra3NZjPp1q2bQm3JycnBuHHj2MwmU6dORbNmzRQqS9NWrVrFme7ZsydmzJhR6jqdO3fGnDlz2Onc3FyZh6IdPXo0kpKS2GldXV2cOnUKEyZMAI/HK3P9evXq4datWxLDvE+dOpXT11OXGjVqyD0c1oIFCySGmjt16pQqmwVANIThhg0bMHToUM78mzdvIjg4WOo6+fn5GDJkCGdIWzMzM1y9ehW9e/eWqd6WLVvCz8+PkwVHKBRixIgRMl9fj46OxuXLl9npoUOHVshr1np6ehg4cCA7fezYMXz+/FlzDSLfHPF9yerVq5GRkaG2+k6cOIGDBw9y5g0dOhR///03bGxsylzf0NAQ69evx/z58znzb9++jbVr15a5fuXKlWFtbS1Xm0eOHIlBgwZx5pW0zx05ciSWLFkCY2NjfP78GePHj0e7du3w9u1bqcvHx8ejb9++6N27N+Li4qCrq4tff/2Vcz5Q0WzZskViyNmJEyfizJkzqFKliszl2NvbY/v27bh7967Cwxhfv34dBw4cACDqj+3evZvNYvUliYmJwdGjRznzdu7ciTp16pS4jpaWFnbs2MHJuu7r64sHDx6UWV9ERAR+/fVXzjw3Nzf4+flJ9IdKMnr0aJw+fZqToTgpKQljxoyRaX1lNWjQQKZ+XhFLS0scPnyYs058fLxMn5e8XF1dce3aNYnhrNevX1/iOg8fPsTy5cs589q2bYurV6/C2dm5zDq1tbXx559/YufOnZz5YWFh+OOPP+RovWL27t2LoKAg9OvXT6brNgYGBjh+/Dinr1dQUMBuz7LYvn07+/8WLVrAxcVFvkaXk+IZsCMiInD9+nUNtoYQQspHhTjzZhgGGRkZOHXqFEaOHAk7Ozt4eXmx468TQgghhBBCviypqano2LEjJyCmTZs2uHv3Luzs7CSW79WrF65duwZzc3N2nngwzpfq6NGjnCCXPoNH/Ttsrvu/w+ZWAnTKDvCQmbBASvBeFJD1qczgPfGbw0eOHFFdu75yU6ZMgYODAzt969Yt+Pn5qaWux48fY8eOHZx506ZN4wwRJwt9fX2cPXuWc1G7sLCQEwijSvr6+ujXjzsEtCIBobt27eIE8+rp6eH48eNSh+0zMTGBr68v5wZ/UlIS2rdvj8jISLnrVtbhw4fZ/1taWqJt27bl3gZZFd8fxMXF4fbt2xpsTcX1008/cW6+yUJbWxuzZs3izLt27Zoqm6VS06dPR2pqKjttbGyMq1evomrVqgqVZ2ZmhvPnzysUlO/t7Y2IiAgAQNWqVbFs2TKF2qBpRUOZFidrkPdvv/0GI6P/gv6PHDlS5nCMf//9N65cucKZt3r1armDJi0tLXH58mWYmZmx8/h8PmdYvYpGPIBOnQ8irFq1SiLQraQbjevXr0dQUBBn3oEDB+QOPnV2dsbFixc5QRexsbEy/54k+ql9+shVf3kqflzKy8tTS+BleYmIiMCCBQuwbt06tdazZMkSLFu2DB8+fFBrPd+C7777Dj179mSnU1NT1fb9ZWdnY/LkyZx5Hh4e8PHxkTuYdunSpejbty9n3vz58xEbG6t0O6URHw63pH2uoaEhvL29ER4ejpEjR4LH4+HOnTto0KABVqxYgYKCAgCie4e7du1C3bp12cC3n376Ca9evcLGjRthaWmplvehrMTERMycOZMzr0uXLti+fbvCAdEtW7ZEYGAg6tWrJ9d6WVlZmDBhAjv966+/wsPDQ6E2aJqvry8KCwvZ6fr166NXr15lrmdgYCARiFV8WNCSTJkyBZmZmey0iYkJLl++LHcga5cuXST2F76+vjhx4oRc5ZSXunXrSvxG1NV/cnBwkDgnePbsmdThnhmGwfjx4yEQCNh5VapUwfnz5zkP/8pi3Lhx+P333znztm3bhoCAALnKkVfPnj3l3gcYGxtLBI3Keu74zz//sOdOQMXu53Xp0oXzQGjxayeEEPK10miw3s8//wwnJyd2uuhmQGFhIfz9/TF79mzUrVsXtWvXxsyZM3Hv3j16kpsQQgghhJAKLj09HZ06dcKrV6/Yeb1798bVq1c5N3fFtW7dWuJp8ZUrV36xN+KLFH/y28nJ6b+Lnto6gKEFYF4ZsK0jU/Be0qdU3PYPwO4jZ7Bm+wGs3LwPOw+dwvlrd5CQ9EnqOqLgvTQgPabM4D1XV1fOxX/xp9ZJyQwNDSVujKsru95ff/3FmXZycsLSpUsVKsvExAQbN27kzAsJCVFb4JD4U9zFs8zJ4tChQ5ygRFNTU1y+fBn9+/cvcR09PT0cPXoUv/zyCzvv48ePaNeundpuVEqTlJSEW7dusdNdu3aV6Wn6kkRGRuLSpUvYtm0bVq5ciTVr1mDv3r24efMm56aSonr06MHJqED7A9X64YcfONMpKSllBlxpQnh4OM6fP8+Zt3LlSk6GXEVoaWnJdHO1uCdPnmDDhg3s9NatW2FiYqJUOzTlwYMHnJvNDg4OMgdpWVhYcH4/OTk5EoF44sSPG02aNMHUqVPlaPF/nJycsGTJEs68q1evVthsvMoed+RRuXJlNGzYkDOveH+4SEFBATZv3syZ16NHD7m3iSKNGjWS+D4PHDjACbItSYn9VAXl5+fj7t278PHxwerVq7Fu3TocOnQIjx49Uvq6fps2bTgP9nxpxyU+n4+9e/fihx9+gKurK5YuXYqYmBi11vn+/Xt4e3ujWrVq6NChAw4dOlQhjzVfiqVLl3L6RuvXr5caUKKsAwcOcMotygymaL9x48aNnONlfn4+tmzZonQ7pZF3n+vo6AgfHx88efIEnp6eyM3Nxbx583Ds2DEAwP379/Hzzz8jPT0d9evXx/Xr13Hp0iXUrl1bLe1Xlc2bNyM3N5edNjMzkyk4rCxOTk747rvv5Fpnzpw5iI6OBiAK8Fb0vLEiuHv3Lme6e/fuMq8rvuzFixc5fTFxoaGhuHr1KmfekiVL5MqKWNzkyZMljrHi/bOKpDz7T+IPjzAMIzUz8dWrVxEaGsqZt3HjRrkzLxdZtGgRJ2MdUHG/E/FzR1mD8MX7SsWDzhX14sULHD16FBs2bMCqVauwb98+3Lhxg5MtWhEmJiZo3749O33u3DnqsxBCvnoaDdbbvn07Pnz4gGfPnmHRokWcjkpR4B7DMHj79i3++usvtG3bFra2thg+fDhOnDih1jTjhBBCCCGEEPllZmaia9euePr0KTtv/PjxOHnypExDZjZs2BAPHjzgXBj09vYudRiMiiw6OppzkbHULFpSgvcYi2q4H/QeU73XoU7rPrBr2AHtB07EhFnLMGvZRsxdtQUT/1yBXmNmwKFxJzToMAAHTpR+0bn04L1ctG3Thl00MjJS4mIoKdn48eM5w7z+888/uHTpkkrriImJkRhOadasWQpfoAZEF2ybNGnCmVc8IEaVit+0AkRBJ7I6efIkRo8ezV4vqFSpEvz8/DgXdEuipaWFLVu2cIbJjYqKQvv27ZGYmChzG5Rx5coVThYAebPq5ebm4syZMxg6dCgcHBxQo0YNdO/eHb/88gvmzp2LWbNmYdy4cejYsSMsLCzw448/4s6dOwq319bWlhO8e/nyZbVkXPxWScsEk56eroGWlG79+vWcABs7Ozu5s3iqQkFBAcaOHctuQ/3791d4KN2KQPwGm6xDqRURDwi7cOFCicv+888/EllCFi5cqNTwd7/88gtsbW3ZaYZhJAK/KwpljjuKEA9klXZz+9SpU/j48SNnnrLBE/Pnz+dk+czOzi4zMESufmoZIiMjMXz4cNjY2KBNmzYYPXo0Zs+ejT/++AMjRoxAixYtYGdnh19//VXhG/46Ojrw9PRkp+/fv1/h7w8IhULcvHkTw4YNg729PcaNGwd/f/9ybwfDMLh16xZGjBgBe3t7jB07Fvfu3aPjupzc3d05w7zy+XysXLlSpXVI25/27NkTTZs2VbhMJycnTmY1ANi9e7dagiAU3ed6eHjg/v37+Pvvv1GtWjXO/UEbGxts3boVQUFB6Nixo6qbrHLZ2dmcYScBURYv8aCg8vDw4UNs3bqVnd62bRuMjY3LvR2qIt5/Eu8Plcbe3p7Td0lLS8P9+/dLXF58O7S1tVUqk7CWlhYWLlzImff48WM8evRI4TLVqTz7T9IeApLWVxC/RtG4cWOJ0SHkYWJiIpHt/PTp02oPpFeE+LmjrOeNvr6+7P+rVKkCV1dXhern8/mYP38+nJyc0LhxYwwdOhS//fYb5syZg7Fjx6JTp06wsrJC7969pQZayqp4XzQrK0up6xmEEPIlqBDD4DZq1AgLFizAkydPEBsbi507d+Knn37i3MxjGAYMwyA1NRVHjx7F4MGDUalSJXTs2BGbNm1CVFSU5t7AVy49PR0vX77EvXv38OzZM0RHR3NuMBBCCCGEEAKIMrv06NEDDx8+ZOfNmzcPu3btkuuGcI0aNfDgwQM0btyYnTdjxgzs3LlTpe0tD+LZyby8vGRfWVsHMxcsR+uu/bBl3xG8iYgqc5VXYe8w6reFaNt/ApI+lZ1NBYBY8F4YvBpxL5ReLSNbD/mPnp6exAV4b29vld4IPX/+PCcYU09PT2KIP0WMGjWKM33jxg213AB//PgxZ1rWDD6XLl3C0KFD2XPRatWq4cGDB3JnAFq4cCFn+Knw8HB06NBBLVlRxCm1P4BoWJgBAwbg6NGjSEhIKHVZgUCA69evo23btpgyZUrpAbylKN7GxMREPH/+XKFyiCTxQB0Acg+pVR7Onj3LmR41ahR0dXXLvR0rV65kM5RZWFhg06ZN5d4GVRLf51hZWcm1vvhvpbRt8/Tp05xpOzs7dO3aVa76xOno6EgMdSgeSF5RKHrcUZT49iFt/yv+nTRp0kTugE1x1tbWEgGs4vWIU/a4VGTjxo2oU6cODh8+DD6fX+Jynz59wubNm+Hi4qLw76V4GwsLC3Hz5k2FylG38PBwzJs3D9WqVUPHjh1LHK5amQy7spBWPp/Px759++Dl5QVXV1csXryY7q3IYcmSJZzPddu2bYiLi1NZ+SEhIXjz5g1n3ujRo5UuV7yvn5qaCj8/P6XLFafsPldLS4uTvbD4/C/F3bt3JTKbjhs3rtzbkZeXh3HjxrEPXQwcOFDp47+mlWf/Sfw4NWzYMKX7wF26dIGdnR1nXlnHak1gGAZPnjzhzFNn/0na5yref8rIyJA45qti3zhkyBDOww6FhYWlPgSjKeLnjrKcN4aHhyMyMpKdbt26tUJ13717F66urli+fHmpx7vc3FycO3cOjRo1UniUCfG+qHh2S0II+dqo92xQAQ4ODhg/fjzGjx+PnJwc3Lx5ExcvXsSlS5fYi9EMw4DH46GgoAC3b9/G7du38dtvv6FevXro3r07evTogebNm2v4nXwdGjdujJcvX0oMU2BiYoJWrVqhb9++GDFihExZUhSVlJSE5ORkudZ59+4dZzozM7PCP2n5LcrKyip1mhBCiOhme1FgQtHFSYFAIPXiJVGO+MMIX8PDCcV/P+ouKz8/H3369GEv+PN4PKxfvx5TpkxRqA02Nja4desW+vTpwz5JOWnSJOjr62P48OEKvQdZCIVClX739+7d40w3btxYrvKlDSNhaWkJe3t7mJqaIj83B4lJiYhPSOIs4x/wAu0G/IwnvodgaGggV5s93Gpxpu/d8MX00X0AXWMweiaAth6g4X2Qqr8nRYgH4BW1aciQIfjf//6H169fAxANEfL333+XOkxrSWVJI/70f+vWrWFhYaH059GrVy/8+uuvnDY8ePAAnTp1Uqrc4sLCwjg3PXR0dDBw4MAy237jxg3069cPBQUFAERZTS5fvgwHBweF3vf48eNhbW2N4cOHIy8vD8HBwejUqRNu3LjBGV5P1Yp/dxYWFqhevXqZ7S/+d/HsBoBo6DArKysYGxsjOzsbHz58kHjKfuvWrcjKysKePXvkbnPxoGkAuHPnjlwZLNRB2vFa0/sDRYgP4+Xs7AxtbW2Vvxfx/Ys85YeHh0tknuzWrVu5f96hoaFYvnw5O71y5UpUqlSJbYe09sjaRvHrXQzDKPz+lCmrsLBQrnrz8vI40+Hh4cjPz5f6cIT4caN79+7g8XgqOW4UHyosOTkZYWFhqFWrVilrlUyZz74kSUlJEtnlhg0bJnc98uxnxG+mWllZSaz74MEDznTv3r1V8t579+7NOc6+ePECfD4fRkZGUpdXtJ9afJnly5dj7dq1EstYWFjA2dkZAoEAUVFRnOHZMzIyMGDAAOzcuVMigKgsjRo14kzfvXtXJUO6qUJ6ejpOnDiBAwcOlJopycDAAN27d8fQoUPRuXNnte5TN2/ejM6dO+PQoUO4cuUK25cq8v79eyxatAiLFy9G69atMWLECPTt27fCDDEuTx9Z1WWVtE+vXr06Ro4cib179wIQna8tXbq01GFl5Tk+iG+XhoaG6NSpk9K/k3r16qFmzZp4+/YtO+/+/fvo3LmzUuUWl5OTIzGE5PDhw2Vq+7Nnz/D777+zxywej8feB/z06RMmTZqEbdu2Yc2aNejQoUOpZYl/3vL+bsSXlff4JN7Hq1WrFmrVqlXu/afFixezQ9RbWlrir7/+4rRBme1LU9umeNBmfn5+if1BaWWI7wNDQ0OlLvf69WuJzG69evVS+jvk8Xjo3r0757zM399frnKV/X3LYt++fZygrDp16sDDw6PUepTpj0vLZCd+jeP+/fsS710V34mFhQVat27NCQT09/eXK5O4eLvUcX4qvl+pWbNmmXWIr9OkSRO52+Xr64uBAwdKXIswMDBAtWrVYGRkhJiYGM49fIFAgBUrViA+Ph67d++Wqz43Nzfo6OiwwZr37t37Is/1CQG+zntNmiQQCNg+Q9F+l8/nKzViAADOeaomVLhgveIMDQ3RvXt3dO/eHQDw5MkTXLx4ERcvXkRQUBCA/wL3GIZBaGgoQkND8b///Q+VKlVC165d0aNHD3Tq1KnEixKkdC9evJA6PzMzE9euXcO1a9ewYMECbNq0qdSbT8rYtm0bFi9erFQZAQEBZWYeIJonPiwLIYQQ0YWcSpUqAQA7xGFmZqZMnVChgEF2er5a2/c1y0zNK3uhfxmZ60FLW/MBlOIXiHJyckrNbqHqso4dOyYxT9H6AdHvXzyjj7JlliU3N1el5QcGBrL/19bWRuXKleUqPz8/H6ampux5zXfffQd7e3uJ5eLi4nDyxN/YsGEjPv8bqBPyJgJ/rtyMjUtmytXm6lWdYGJshMwsUfaPwKAQaOV+BnI/AwCEPG0UahmIXtqGEPJ0yj14T9XfkyLEL/QX30Zmz57Necp74cKF6NixY4n77tLKEic+dJqbm5tKPgtTU1PY2dlxAnPu3LmDFi1aKF02INoWRo0ahfz8/45Lv//+OywsLMpsf/PmzaWezynzvjt27KjyMkuTnJyM2NhYdrp27doK1VW5cmX06tULHTt2RKNGjWBmZsb5O8MwCAkJwf79+3HgwAH2YqCPjw/at28v97Ch4kMSPXr0CGPGjJG73aokHsSclZWl8f2BIsSDJ9u3b6+W9yF+QVieOsSzV+jo6MDFxaVcP2+hUIixY8ey+44WLVpg4MCBnDaI/yaEQqHMbRS/8SQQCBR+f/KUJX6dMj4+Xq56xQPCigKPxbfZnJwciawx9erVU8l36OLiIhFgevv2bTg4OChUnjKfvTTh4eEYM2YMJ7vR4MGDUb9+/TLrUbRPnZ2dzen7AaKg6uLrRkZGShx/6tatq5L3Xrt2bc50YWEh7ty5gx9++EHq8sr2U69cuSIRqFe3bl0sXboUbdq0Yfs9+fn5uHz5MubPn8/+dgUCASZPnozatWvDzc1N5jqrV6/OmX78+LFGjwECgQB37tzB0aNHcfnyZamB9YDovKZ58+YYNGgQevbsyT4cIO3BHFXr0KEDOnTogNTUVJw6dQonTpzA06dPOcswDIO7d+/i7t27+PXXX9GjRw8MHjwYnp6eGn1QUPwYpsw5gLxliX+X+fn57PLTp0/H4cOH2cDpvXv3YuLEiXB2dpa7LHHiwRVubm4q+524u7tLBOupavuJi4vDxIkTER4ezs7z9PREly5dSq0jMTERy5Ytw9GjRyEUCmFgYIDff/8db968walTp9CiRQv069cPixYtwqtXr9C5c2d06dIFS5cuhYuLi9QyxT9veX834gkFCgoK5Fpf/Dts0KBBue+ngoODOfvnRYsWwcjIiNMO8XPQ0n6X4jS1bYqf+8TExJS4rLRspklJ3Iccg4ODpa5/+/ZtzrS2trbK+sD16tXjTD979gzJyckwMJDtIUtlf99lOXbsGKZPn85Oa2lpYdWqVWUGMyjTHxfP9AuIhh0uvr74cKh2dnYwNTVVyXt3c3OTCNaT97pdccpci5VGIBDg4MGDnHnt2rUrsw7xBwdq1KghV7tiY2MxYsQIzm/OysoKCxcuRJ8+fTiB/QEBAVi4cCGnzv3798PNzU3u6weurq7sw68hISFybR+EVGTSjktEdgKBgBOkB4j6ssqOZvPhwwel26aMCh2sJ65Zs2Zo1qwZlixZgpiYGDZw786dO8jLy+N8GUlJSThw4AAOHDgAfX19tG3blg38c3Jy0uC7+PokJCRgwIAB+OOPP7BmzRpNN4cQQggh/8pOz8f51SGabsY3oees+jCxUl+mYUW9ePFC4aEPxTO2EPnl5eVxboZUqVJF7ozUQ4cOhbe3t8RFaXGOjo6YNv039O7TFz169EB0dDQAYPfRs5g983fYmhlAm8mHLLfaeDweatWoimevRBfHPiYkISX1M6ytLAAAWowAeoIs6AmygAJACG0UahcF7xlAyNPVeOY9TevZsyfc3d3ZIRvDw8Nx/PhxpYerzcrKkhh2RNlh84pzd3fnBOsVv9lWlk+fPiE4OJidFgqFyMzMREREBPz8/ODv7885Zx89ejRmz56tmoZ/AUJCuMfjmjVryl3GunXr8P3335casM/j8eDm5oZ169ahW7duGDx4MLs/37Bhg9zBeuLtLP4dE8Vdv36dM2Q8IBqCqaIR3we4urrC0NCwXNuwc+dOdhguPT09bNiwQa2BI58/f5a4GSiroptKsqhWrRpnOigoCEKhUOZh/qQN25aUlCQRrBcVFSVxM15Vxw0jIyO4urpyhmsUH7pRnTIzMznBZgzDICsrC9HR0fD398fNmzc5/eAuXbpg/fr1am3Trl27JG5Wiw85Ju3YqqrvxNXVFcbG/2fvPKOiSLow/M6Qc1AERBExYRYVs6uuYcWcM5gwB1xzzlnXnMOKoOia04pr1lXXjFkxEVSiBMm5vx98tNPTA0yeQe9zTh+toruqZrqn6nbVW/eacIQmQUFBEsV6itqpqampnMV8AGjVqhUOHTrEK0dfXx/dunVDy5Yt0bFjR7x69QpA3uL22LFjeZ7ECqNkyZKwsrJCfHw8AP74qi7evn0Lf39/HDlyBBEREQWeV6FCBfTt2xd9+/aFo6OjGlvIx9raGiNHjsTIkSPx7t07HD58GEePHuV5NEpJScGhQ4dw6NAhlC1bFv369UP//v15QklN8ObNG7n76ISEBKW1o0yZMhg6dCh27NgBIE/0tHLlSmzfvl3hskV/l0Cefa4satWqxfG+KYutn52dzds0lJKSgi9fvuDu3bu4cOECp/9zc3ODn59fgWN2RkYGtm7dig0bNrALrk2bNsWGDRtQsWJFjB07FkCebTt06FC4u7tj2rRpOHfuHAICAnD58mWMHDkS06ZNU6lnbHkQv4fKfF+ThpycHEyYMIEd/5s0aaLS6ASA+n6bTk5OnFDLjx8/Rv/+/aW69sOHD7zoWwVF9JJkAyvLIYz485CZmYmQkBC4uLgopfyieP/+PWcTWVZWFhISEvD69WsEBARw7Nl821s8NKkyycrKwrZt2zh5ZcqU4Y05qu4bRfn8+TNSU1O1xgnQvn37OOHq9fT00KtXryKvE7eRKlasKFO9U6dO5Xjtd3BwwPnz5yXaMw0aNMDff/+NsWPH4q+//mLz582bB3d3d5k281SqVIl9DrOzs/HmzRueZ2WCIIgfhWIl1hOlbNmyGDt2LMaOHYuUlBT8888/OHv2LM6fP88aWPle99LT03HhwgVcuHAB48aNQ506dVjhXr169TT8SbQPQ0NDtG3bFu7u7qhTpw4qVqwIS0tLZGRkIDo6Gv/99x8OHTqE8+fPcxZb1q5dixIlSmDmzJkabD1BEARBEASRz7x58zTdhJ+az58/czyzlC5dWuYyZJ2QcnR0xMaNG9GtWzcAQFpaOvzPXoOXlxcETA50ctKhm5sO3Zz0QsV7pW1tWLEeAIR8DmfFeuIIQeI9cQQCAebMmYN+/fqxeatWrULv3r2hr68vd7n5C9Oi2Nrayl1eUWVJqq8g7t27h0GDBhV5XrVq1TBr1iyZRWPFnXwBbT7y9AdNmjSR6fxWrVphwoQJrFeNR48e4c2bNzItBJmZmcHU1JT1pCC6sEPIR3x8PH7//XdOXseOHbVyfkp88TTf27O6CA0N5YS//f333+UOsSotL1++RPfu3VVaBwDUr18fenp67EJ6UlISLl68KFU4wrCwMJ73NoDvCQhQ/bhRqlQpjkBPmWKYoggODpbqXpUrVw6TJ0+Gh4eHSoWeAQEBWL58Oa/uRo0acfLE74mOjo7SflsCgQAlS5bkPAsF3RNF7dQjR45wPBTZ29vDx8enUMGfpaUlDh06hEaNGrGinufPn+PGjRsyCQHs7OzY7zE5ORlxcXGwtraWqf3ykJCQgOPHj+PQoUM8z3SiWFlZoXv37ujXrx/c3NxU3i55qFSpEubNm4e5c+fi9u3bOHz4MM6cOcPzuPPp0yesWbMGa9asQePGjdG/f39069aN9fqvbjZv3ozNmzdrpG5xJk+eDD8/P/b3duTIEUyaNInn4VJWxPsISV7V5UW8/5elz05JSZGqzy1VqhTGjRuHMWPGQE9Pr8DzDhw4gCVLlgAALCwssGjRInh6ehbYT9vZ2cHPzw/nzp3D9OnTERERga1bt0IgELDlaAui4hZA/fbTli1b2IhZBgYGKt/oAKjvt9m4cWOOEOjs2bNYvnx5oc9aPsePH+flSbKdAP5vQ9m2kziyvHcryt69e1mhcUEIBAK0bt0a8+fPV6ooTpysrCxMnDiRFfHnIzqPko8q+8aC7ok2iPWCg4OxePFiTp6Xl5dUTolEvUUJhUKZvrN3797h4sWLnOv3799f6MYDoVCILVu24Pnz5+w9TU1NxZ9//ok5c+ZIXbd4O8PCwkisRxDED0uxFeuJYmJigh49eqBHjx5gGAZ3797FmTNncPbsWXZAEA2X++TJEzx58gRLliyBvb09OnfurJRdTz8CkydPRtOmTVGiRAne3/T09GBqagpnZ2cMHDgQt27dQr9+/TihN2bPng13d3fUrl1baW0aO3aszCF2379/zy5QAnmq/qpVqyqtTYRySElJ4YS+bdCgAUxMTDTYIoIgCO0jJyeHHWvzPW2YmppCV7doM47JLHqyilAOJqamMDPTvEt+ab2xyIORkZHGFmXUiaGhodI+p2jYNSBvd7A6vsNOnTrB3t6e9fIRGBgosd7c3GwgKxWCzGQIMlOA7DRWvGdvW5Jz7qfwKNSrVY1XhiTExXuMUBeMngmgbwpG3xTQ0VdYvKfM+yQv4gsC4r+RXr16oXHjxvjvv/8A5C12/vXXX6yXCFnKykc8vAqQtziurO9C/D0wMTFR6rKl8bZVt25dzJgxA127dpVqHPuREPfaUK5cOam+25ycHE6oDGNj40I964kzdOhQTgisZ8+eySwcsLe3Zz0ZJCUlIScnB5aWljKVoUzEnzUTExON9wfSkpubi/79+3M8ZFpYWGDLli0q+wziz4ss9YiLNkqUKKHW73rKlCnsIqqLiwsWLFggUfAs/kwIhUKp26nKkEo6OjoFtsPMzAxt2rRBQEAAm7d69Wp069atyAXnlStX8sK0AnnPl3h9kjwlOzg4KO0+igukkpKS5C67sO9LEtIsoFaoUAGzZ89Gnz59ZPIKKW5TSxqXc3JyEB8fj0ePHsHPzw9//fUXLwTP0qVLed+RuOc9c3Nzpf6urKysOALx5ORkieUrYqfm5OTAz8+Pk7dw4UKpFo6rV6+OCRMmYPXq1WzewYMHZRLxOzg44PXr12w6Pj6+wPCjipKTk4N//vkHvr6+OHv2bIHex/X19eHu7g4PDw906NBBoc0Z6sbd3R3u7u5IS0vDqVOn4OfnhytXrvBCU/7333/477//MHPmTHTv3h0eHh749ddfVfoOKovNIytFvU+Ijw/6+vqc883MzDBhwgSsXLkSQF4fvGbNGo6QSNqyRJEklFdWHyEuOMrOzgbDMEV6cQf4oUoLKn/WrFkYNGhQkbbi2LFjsW3bNtSpUwcbN27keV3KHwvFx4b+/fujQ4cOmDVrFo4ePYq5c+fyvh/x71vWd0fx9Qk9PT2pr//27RsvuoGdnZ3a7Kd3795h1apVbHrmzJmoW7euxHPF7Y3CnktxNPXb7N69O6ZNm8ZudoiKisK+ffswZcqUQt+bIiMjsWvXLl55KSkpEusSt4Gtra2Vdg8ljZUZGRly266yPt/SjE+9evXC+PHjZdosJq09np6eji9fvuD69evYtGkTz/ubjY0NZs6cybtW3CuiMt9LJHl9y8zMlLp88e9UWfOnqampGDZsGOd5LFeuHJYvX15k+dnZ2ZyoCTY2NrCyspK6bnG7tl+/fmjZsqVU165ZswYdO3Zk035+flixYoXUomFxQeDXr1+Lzfs+QYii6HwewSU7O5t978jvE1xcXBT+TkXfKzXBDzc7LhAI0LhxYzRu3BgrVqxAcHAwzp49izNnzuDff/9FVlYWR7gXHh6OXbt2kVjv/3Tp0kXqc5s1a4br16+jcePG+Pr1K4A8UeTcuXNx9uxZpbWpVKlSEnc2yIKpqalUL52EZjExMaH7RBAEIUZ2djbP4NTR0ZHKCNVR4aQ5wUVHKPzhX7akfe6KO0Il3st8T1T5mJmZqe07dHJyYsV6T548kVyvjg6gZwAY/3/CLjcbyEwBMpJhasq1yb4lJvOvlxJBbjYEGd+AjP97GBDqAvpmgIFJ3r+6BjKL95R5n+RFfKJRUpuWL1+OVq1asekVK1bAy8uLN5EtTVkAOJM8+ZibmyvtuxCfAE1KSpK6bGkWah8/foy+ffuiXLly2LlzJ3777Te52lkcEV/wkfe+ydoXi4e6efr0qcz1mpqactLJyckSN/ipC3ntIm1g+vTpuHDhAidv586dvJCoykS8f5HluxIfx0xNTdX2Xe/duxdXrlwBkPcZdu3aVaDYSlKblNl3yYtAICi0HVOnTuWI9QIDA+Hl5QUfH58CBc3Lly/HoUOHJP4tIyODV58kjzHKHDck9Q/yll3U9yWONOd++PABw4cPx8yZM7Fu3TqpPMBKok2bNjJfM3nyZIn1id8TExMTpf6uxEUmKSkpEstXxE5NTk7G06dP2bSxsTEGDBgg9fVeXl4csd6tW7dk+g7E7RVFnruCCA4OxrZt23DgwAFERkYWeF7Dhg3h6emJfv36qcW7nyoxNTXFoEGDMGjQIERERMDf3x++vr549uwZ57zU1FQcPHgQBw8eRNmyZeHh4YExY8agTJkySm+TKr2BFfU+IT4+SOqjZsyYgR07drACuxMnTuDZs2dwdXWVuax8xG1GZb5DShI7pKamSiXgkKYNUVFRmDRpEubNm4cFCxZg8uTJBd5DIyMj3L17t0Cvc/nXSfqurK2tsXPnTixdulTi9eLft6zvjuLnyjI+SXpfU9c8AMMwGDVqFCsKr1atGmbPnl1g3dK+g0pzrTIprB2Ojo7o168fRzA+b948VK5cGZ07d+acm/+OEB8fj549eyI2NpZXXlpamlRjpDJtYEnrXwWN1ZJQ9PmW5t4dPXoUR48eRfPmzfHnn39KFT5VvA2hoaEyb9AzNjbG2bNnJb5rqrJvlHRPUlNT5b4nyng/ZRgGw4YNY71kAoCuri4OHjwo1ca5xMREzuYeWZ/hf//9l5MePny41Ne3b98eZcqUYb3yR0VF4cOHD1J7nhW/H7LMSxGENlOc5q60kXx9F/B9zDEzM1N4M7j4nIa6+eFXcMuXL4+JEyfi8uXLiImJweHDhzFw4ECZFOREwVSsWBFr1qzh5J0/f563O5MgCIIgCIJQP9euXQPDMHIdqvJOoQ58fHwgEAikPkQZOnSo1NcNGTKk0HaIT9TL4tFFEiEhIVi9ejV69+6NqlWrwsbGBgYGBhLblu/NDQC7saZIhLqAoQVg4QDjktzFtpSM7AIukoPcbCA9Hj67tkGgbwSBUKjR+6RKWrZsibZt27LpiIgIhcIDSVpgKyh0jzyIlyXL7uVu3bpx+pCsrCxER0fj+vXrmDt3LieUSWhoKNzd3bF7926ltV3bUXZ/cP/+fcyePRsdOnSAs7MzrK2toaenx3v+xcMRSt0fiCDuvUqZz1w+Q4YMkfo3LSqABfLmfaS91sfHR+ltl5ZNmzZh3bp1nLzp06ejb9++GmpR0Yj3Aaq495KIiIjA1KlT2bSXlxeaN2+ulrpbtGght+20b98+mer69ddfMWDAAE7ewYMH4erqigMHDuDLly/IyspCTEwMzp49izZt2rAhpPT19Xn9iKRJZm0eNxSlTp06nO8/OzsbsbGx+O+//7BixQo4Ozuz58bExMDDwwNz585VebtMTEywbds2/PHHHxL/rurflbT3RJFx6eHDhxwvW/Xr15dpkaNSpUooW7Ysm46IiOCFiy8MdYxL+/fvx9q1ayUK9ZycnDB37ly8ffsWd+/exdixY4u9UE8ce3t7TJkyBU+fPsXTp08xefJkieHzPn36hOXLl+PYsWNqade+ffvk7qNlCbUsLZaWlpg2bRqbZhhGplB/klBlHyGpLGn7bUtLS873mZOTg7i4ODx+/BibNm3ihMpMSkrC1KlTMXjwYImeYPNRNDysusPLSoOqx93C2LFjB27evAng+0YHdXn5VOdvc8WKFZx7n5mZiR49emDo0KG4ffs2vn37hoyMDHz48AGbNm1C9erVce/ePQDgiZwKGru09XeoDDZs2MD5/lNTU/Hp0yecO3cOw4cP59gD//77L9zc3PDw4UOVt6tWrVr477//0LBhQ4l//5HviSSmTJnCG1s3btyIpk2bSnW9InZeRkYGRySop6eHZs2aSX29UCjkvbPfvXtX6uvVYecRBEFoCz+cZ73CMDc3R58+fdCnTx/k5OTg9u3bOHPmDM6dO6fpphVrPD09MX36dDasT25uLi5fvow+ffpouGUEQRAEQRAEoT2Ih0aTltDQUHh7e+PMmTNylSEeSkkaePWY2QF2NVnPe8hMBrL4XgMIPkuXLsWlS5fY9KpVqzB69Gi5PEpLWgj+9u2bQu0rrCxFFp51dXVhY2ODFi1aoEWLFpg+fTpGjx4Nf39/AHnP2JgxY1CzZk00atRIoXarmvwwh9JgZWWFevXqFXmevP3Bv//+C29vb56XG2lRSn9AyIy/vz8mTZrEyRsyZAgbOk9bEe8DlNnfFMa4cePYZ9XOzo7jgetHY+fOnXj37h0ePHjA5r148QIeHh6FXrd7925MnjyZE1JVkpeNgsYNZUU1UOa4oSg6OjqwtrZGo0aN0KhRI0yePBmzZs3iiGSXLVuGOnXqoFevXkqt29DQEK6urujRoweGDBmCkiVLFniu+HckHtZNUeS9J7L09WFhYZx0rVq1pL42n9q1a+PTp0+cMqXdLKSpccnS0hI7d+5E7969VepVKp/Lly9Lfa483h+lpVatWvjjjz+wevVqiX3Pz463tzc2btyI6OhoAEBAQABu374ttaBCHGtra469pkpbX1dXV+7xQCgUwsrKClZWVnB1dcX48eOxbt06TJs2jf2N+vn5oWbNmhxB449OvvdaUUGzOuynz58/Y8aMGWx65MiRcj+D2o6DgwP++usvdO7cmRXxMAwDPz8/Xoh28esWLFiAkSNHsnkFeShTpQ0sqSxN2k9GRkYoU6YMypQpg44dO2LmzJno3bs3K9ZKSEhAt27d8OLFC6k8usmCra0tmjZtiiFDhqBDhw6Fepz6me7JypUrsX79ek7eggULMHbsWLnLlMV2ioyMRGZmJpt2cXGRWfhbu3Ztzu9R3HYsDJp/IAjiZ+KnEuuJoqOjg19++QW//PIL1q5dq+nmFGuEQiFatmyJo0ePsnlBQUEabBFBEARBEABgamUAj6WNNd2MYkNObi5SREJdmJiaSh1K2NTKoOiTiJ8O8d2g6enpMpdx//59tGvXTqGJSNFJNmkRX4AzMTH57nnP0CIvUyRsLon3CqZBgwbo2rUrTp8+DQCIi4vDunXrsHDhQpnLkjRhXFhoNlkRL0uZE9RmZmbw8/PDt2/f8PfffwMAcnJyMGXKFNy+fVtp9aiCp0+fcjwkFkaLFi1w/fp1Xr4y+oN9+/ZhypQpCk1eZ2RkyHyNxP6AkJpz585h8ODBnPvWo0cP7NmzRy1iD0UQ7wPyhQiq5OjRozh58iSb3rhxo9IXBrUJU1NT3LhxA15eXqyYuajzN23aBE9PT85iMyC9WC8yMpLj1UwRVDluKIq+vj7++OMPpKamYseOHWz+lClT0L17d5lCEK1duxa1a9fm5Ono6MDMzAyWlpZwcnKSOvyO+HeUk5ODmJgYpXiIYhiG9zst6J4oMi7Fx8dz0vKERhcXNIqXWRiaGpcSEhIwYMAA/Pnnn/Dw8ED37t1536Mykdb2AFS7sP3t2zccOXIEfn5+uHXrFi2ii2FiYoJZs2bh999/Z/PmzJkj0R6UBmtra3z8+JFNq9LWV2b0KYFAgClTpiA7OxszZ85k8xctWgQvL6+fJtKVQCCAlZUVx5u1Ouyn0aNHs2FC7e3tsWrVKpXXqUlatWqFf//9F71798aHDx+KPN/V1RWHDx/G48ePOfnSivVU+TuUVJ8mqVixIi5duoS6deuyovovX75gzZo1WLZsmdTl2Nra4sCBA7x8AwMDWFhYwMbGBvb29lKX97Pck507d2LWrFmcvIkTJ8o8f6RMO6+wTSgFURztPIIgCE3w04r1COUiPsmX72WPIAiCIAjNIdQRwrykYmH2fiZycnIg0M9i02ZmhjIt4hHaw2+//cbxZFYUogth06ZNQ7t27aS6rnTp0oX+XXziN3/yXFpiY2PRoUMHnlCvVq1aaN68OSpWrIjSpUvDyMgIhoaGHNHHlClT5Pa8BQDJIsJVALCwsOCfpKB477eWjXHp0Hap29S2/xj2/9MmjES7dm0BXSNARx8oRPBS1H1SB0uXLsXZs2fZMFDr16/HhAkTZF7cNjExgYODA758+cLmBQYGonfv3kppZ2BgICddtWpVpZSbj1AoxKZNm3D+/Hl2offOnTt49+4dKlWqpNS6tA1F+4N///2XJ9TT1dVFs2bN0LBhQ5QrVw6lSpWCoaEhL/StLIv9kpCqP1CQ6dOnY9CgQVKd+/TpU06I1AMHDsDW1laqa6tXry5X++Tl2rVr6N27N7Kzv4cSb9u2LQ4dOlQsbAwXFxdO+s2bN0hPT4ehoaHK6hT1vtOxY8efImqDkZERDh48CG9vb2zYsAGXLl3ihay2trZGv379MHnyZFSoUAEpKSkc8a1AIOCEfc3H2dkZenp6yMr6buMGBgbCzc1N4Xanpqbi7du3nDxljxvKYOXKlTh48CDb74aFheHq1asy9Y316tVDy5YtldKeKlWq8PICAwOltj8L4+3bt7xQYQXdE0XGJfFxQZ5FVPFrFKlfFeNSly5d8OLFC5w9e5az8SUnJwf//PMP/vnnH5iamqJnz57w8PBAq1atIJRyo1dxIDs7GxcuXICvry/Onj1b4CK/kZERunXrppTntzgzZswYrFu3jhW23LhxA5cuXZLLBqtSpQon5KS4fa4Iqrb1gbz30F27drGCw5SUFBw7dgwjRoyQqRwfHx/4+PgovX3qwMXFBbdu3WLTyryHkrh+/Tq7GQoANm3apJJ+UdtwdXXF69evsW/fPvj5+eHu3bscmxvI8+41bNgwjB49Gvr6+rx5oooVK0osW3ysDgoKQmpqqlIE2uLPg76+vkQbTpOULFkSixYtwrBhw9g8Hx8fmcR6hoaGSvX6Kn5PVNk3Ojo6qlSMXxD+/v4873mDBw/Ghg0bZC7LzMwMQqGQnYMiO48gCEI7IbEeoRT09PQ4adFJQIIgCIIgCIJQJ/b29jLt0BWlWrVqSptQFN/QEhERIdP1y5YtQ2xsLJuuVKkSDhw4gAYNGhR5raITi+Hh4Zy0o6Nj0RfJKN6zt7WBva18XmSqlS+NNnUrfK9X3xQwMM37V9ewUPGeJqhRowb69evHek1KTEzEypUrsWbNGpnLatasGf766y82LbqYpwjh4eG8HeWqCJ3k7OyM2rVrs2F1gDzB3o8u1lO0P5g7dy5HqNexY0fs2LEDZcqUKfQ6eTzpiSPa1nwvUsqmWrVqqFatmlTninuvatq0KZycnJTeJkW5d+8eunTpwhE4NGnSBCdPnpQ5jJCmaN68OSednZ2NJ0+eqDR0tWjov7///lsu74OhoaG86wIDA1GnTh0FW6daGjRoAH9/f+Tm5iIsLAwxMTHIzMxEmTJl4ODgwHn2X716xbm2cuXKEkMZGhkZoW7durh37x6b9/DhQ55XPnl48uQJJ8wfoJpxQ1EsLCzQunVrnDp1is27c+eOwkJmealYsSJsbW0RFRXF5j18+FApYifxkO26uroF2o2KjEumpqactLhAUBrErzEzM5P6WrnsVBmpW7cujh07hri4OBw6dAg+Pj48mys5ORn79+/H/v37UaZMGQwcOBAeHh5qF4Yrk4cPH8LPzw+HDh0qdDN+kyZNMGTIEPTt21dpYbWLMwYGBpg3bx6nb50zZ45c/UyzZs1w8OBBNv3kyRNkZ2dL7b2zMMT7CFX02bq6uujSpQtHXHLnzh2ZxXrFmebNm3PEesp6XysIUdsJgNwbuRYtWoRFixaxafF3Nm1ET08PI0eOxMiRI5GYmIg3b94gNjYWJiYmqFKlCm9Dj7j9VL9+fYnlNmvWjJPOycnBkydP0KRJE4XbLP47rFevnko3wshL9+7dMXz4cPYdNDw8HKGhoVKHrFc24vckIiIC4eHhStmcqY6+sShOnz6NwYMHs+I6AOjZsyf27t0r1/uQrq4u7O3t2Y2eX79+lXos+RnsPIIgCG3hx9nuRWgU8UUdZYRuIAiCIAiCIIjiTNmyZTkeNj5//izT9aKCLENDQ1y4cEEqoR6QF2pVEcQnx+QSwuSL9ywcAJsqgF0twNoZMC0F6Clxl3JuNpCeAHz7DMS8AaJeAHHBQEoMkJUGaEmorkWLFnEmRrdu3SqzYAvgTxzfuHGDI+qUl+PHj3PSQqFQZYKcChUqcNLKDGGjClq2bAmGYaQ6Cgp5Jv4bkqU/eP/+PcdTZo0aNXDixIkihXqA4n1BYmIiZ2e7NoritJFnz57B3d2d8925urri/PnzxSqMT+XKlVGqVClO3pkzZzTUmp8HoVAIJycnuLm5oWnTpihXrhxvYe358+ecdEGLzQB/3Dhz5gzP84w8iI8bNjY2qFy5ssLlqgJtG3fE74n4dykv4uXUqVOnwD5HETtVPJylPGONuPdIWUJkitqpZmZmKg1VZ21tjXHjxuHBgwd4+fIlpk2bJnFT0OfPn7Fq1SrUqFEDdevWxfr16xV+zqS1PRQNSxsWFoYVK1agWrVqcHNzw6ZNmyQK9RwdHTFnzhy8e/cOt2/fxogRI0ioJ8LQoUM5XroePHjAEQlLi3j/kJaWhoCAAEWbh+fPn+Pdu3eF1qUstK3PVTfimx2CgoIQFBSkodb8PJiYmKBy5cpo3LgxatWqJTF0p7T2U5UqVXhe8JUxVmdnZ/NsaW3c6ADkeeBVZehZWWncuDHPg60y7klsbCxu3LjByVP3Pbl8+TL69u3Lsc9/++03+Pv7K+SNXfTdPTc3lzfPVxDiNpk8803KsvMAmoMgCOLHRqNiPWdnZ40c4i8LhOKI7hQC+LszCYIgCIIgCOJnw8DAgBOqIywsrMAQUuKEhYVxJqjat28vdWiUtLQ0BAcHy9ZYERiG4YS1c3BwUM4iqFAnT7xnLireq/DTiPcqVqyIoUOHsum0tDQsXbpU5nK6du3KmbDNzMzkeN+QF/EwU23atFHbAqy4p/YfkVq1anHSsizYiXvj8PLyktoz28uXL6WuRxJv3rzhpMU/B8EnKCgIbdu2RXx8PJtXtWpV/PPPP8UyhE/37t056X379ilF6EUohmi4OwBwd3cv8NyePXty0lFRUTh//rxC9WdnZ/PGHvFnRZvR9Lgjfk8eP37MEWXLQ2xsLM6dO8fJ69GjR4HnK2Knins4efr0qQwtlXyNtJ56oqOjOf2rOselatWqYfXq1fj06RPOnz+PPn36SPSGFBgYiMmTJ6NMmTLo0KEDDh06hNTUVAklao6kpCTs27cPrVq1gpOTE2bPno3Xr1/zzjM2NsagQYNw+fJlhISEYOnSpQWGjfzZ0dXV5XglA4B58+ZxvCRJQ40aNXjC53379incPnFb38rKSmnhvYtC032uumnRogXv/XnPnj0aag2RT1xcHO7evcumLSwsCvSUJxAIeGPogQMHFLaBAwICOJ51gcLHam1Dk7/lfE/Joiijb/T39+eEu8/3Dqoubt++ja5du3I84jdv3lwp3tjlnYOwt7fn1P3mzRvOdyQN8tp5+fXlo6urK7UHfoIgiOKIRsPghoSEQCAQKLz7S1bkcRlLFMyNGzfw4cMHTp640UQQBEEQBEEQPyP16tVjF75ycnLw6tUr1K1bt8jrxCdwRRdTi+Lff/9FVlaWbA0V4ePHj5yQFYV561EIoQ5gaJ53AEBuTl7Y3MykvNC5WUpa1MwX76Un/L9eXUDfBNA3ywudq8awufPmzYOvry87Ebtnzx5MmzZNpjIcHR3RvXt3HDt2jM1bs2YNhg0bxgtXIi1nzpzB48ePOXmTJk2SqyxpCA0N5aTFwxP9iJQqVQplypRhPRe9ePFC6mujo6M5aVn6g6tXr0p9riRk8d5F5D3bbdq04dyz8uXL49KlS8U2AsHkyZOxa9cudu4uMjISu3btwtixY1VS3+nTp2Uew54+fYqpU6eyaVtbWxw4cIBzzo8kLklMTOSI7aysrHjiL1GaNGkCNzc3PHjwgM1btGgROnbsKLe3jm3btvFsFW9vb7nKUgfaNu707t0b06ZN42zMmD9/vlxeuPJZtmwZZyHVyMgIo0aNKvQaee3U+vXrQ0dHhw2D/PDhQyQnJ0tth7x//x6fPn1i0/b29lKHONOGcUlHRwfu7u5wd3dHQkICDh8+DB8fH064aSDvOw0ICEBAQADMzMzQs2dPeHh4oGXLljzvQOogJycHFy9ehJ+fH06dOoW0tDSJ5wkEAjRr1gxDhgxBnz595LYvf0b69euHlStXss/pixcvcPjwYZnKEAgEmDhxIsaPH8/mnT59Go8ePUK9evXkateXL1+we/duTt6IESNU5u1X2/pcdWNsbIzRo0dj+fLlbN6ePXvw+++/KyVkpzhNmzbFpUuXZL5uzZo1uHjxIpv28PCAp6cnm5YlbGVx4Pjx4xwbs3///jA2LnjToLe3N+d3Ex0djS1btsj9npybm4vFixdz8ho0aIDGjRvLVZ6qSUpK4nnO1fRv2dvbm/OsBwYG4tSpU+jWrZtc5aWkpGDNmjWcvB49eqjNGc3jx4/RsWNHjqC/fv36OHfuHIyMjBQuX3zMeP78uVTh2fX19eHq6sraNZmZmbh16xZ+/fVXqeqVFHFA2qgNGRkZHC+w1atX18ow0QRBEMpCK8LgCgQCtR2EcklJScHEiRM5eTVr1pTa6wdBEARBEARB/MiIh8B59OiRVNeJb2iSZRfrtm3bpD5XEuJt/OWXXxQqT2ryxXtq8bz3DUgU9bz3EUhWvee9smXLYsyYMWw6MzMTCxculLmcyZMnc9KfP3/GvHnz5GpTcnIy752uatWqaN++vVzlFUV4eDhPGPizeGsT7Q8SExN5ocgKQt7+ICMjA3/++af0DZSAxvqDYkhERARat27NCSXp4OCAK1euwMHBQYMtU4zKlSvzvEvMmDEDISEhCpctybtbixYt0KZNG5kO8YUoQ0ND3jk/kthk2bJlHA9ogwYNKnIR6/fff+ekHz9+jC1btshV/5cvX3hjTvv27bXW60V6ejouX77MydP0uKOnp8cR4gB5YpzTp0/LVd6TJ0+wadMmTt7gwYOL9Iwsr51qamqKOnXqsOnU1FQcOXJEusYCvLGpRYsWUl+rbeOSpaUlRo8ejbt37+L169eYOXOmxD4/KSkJPj4+aN26NZycnDBr1iy8evVKLW3M9/Tn4ODAevqTJNRzcnLC/Pnz8f79e9y8eVOhjSA/K0KhEEuWLOHkLViwQGZvXEOGDOH8fnNzczF69Gi5vXp5e3sjKSmJTUvqg5QFwzA8L5+a7nM1wYQJE2BgYMCmExISihRQS0NMTAxHfA/khaGX1XZq06YNL6S3s7Mz5+8NGzZUuL3aQnp6OpYtW8bJGzFiRKHXVK9eHe3atePkzZ8/nyM2l4Vt27bxPKaLv9drE3///TfnPdTGxkZiGHh10qFDB7i4uHDyJk6cyOnfZGHBggW8+6mue/Lq1Sv89ttv+PbtG5tXo0YNXLhwQWkRDuS18wC+bSbunbUwLl26xNuUIe4xtiCePn3KGes0becRBEGoGq0Q6wF5Rrw6jp8JcaGiuJJdHG9vb6lj1gN5Mee7dOnCC9Mg7u6dIAiCIAiCIH5WfvvtN0765s2bUl1nZ2fHSd+6dUuq686fPy/3Qm8+N27c4KTFP4PaEBfviaKrWDgQDuLivcjnKhXvzZo1i7PweeDAAV6o0aJo3Lgxb3Fhw4YN2LVrl0zlZGRkoHv37hzvFzo6Oti9e7fKNrvNnDmTEw6sfPnyqFmzpkrq0jbk7Q/EPRhI2x/MmzeP5/lKVkT7g1KlSsHV1VWh8n5U4uLi0LZtW07UARsbG1y6dAnly5fXYMuUw4YNG2Bpacmmk5OT4e7uzhEmykJycjIGDRqE1atXK6mFPw/37t3Dhg0b2LSVlRXmzp1b5HX9+vXj9UHTpk3jhdMtivj4eHTo0AGJiYlsnqmpKTZv3ixTOepk+fLlSEhIYNPGxsZo06aN5hr0fyZPnswb/zw9PXkL+UURGhqKLl26sF7ugDyhsLgoQRLyjktAngcmUebPn4/k5OQirwsNDcXGjRs5eUUJJkQRHZd0dXW1KrqLi4sLVqxYgbCwMPzzzz/o37+/RM84nz59wsqVK1G9enWVz6P//vvvqFu3LtavXy/RJjA1NcXgwYNx7do1fPz4EYsWLaJN+ArStWtXNGjQgE2/f/9e5lCNJiYmvH714cOHGDJkiMxhdefPn4/jx49z8pYsWaIyz1H79u3jvduoM6SktmBnZ4dVq1Zx8s6dO4cJEybIvU756NEjNGrUCC9fvlRGE38qZs6cyXnnHTBggFSeZLds2cLxQJmUlIQOHTrwPM4VxYULFzBlyhROnru7O/r27StTOeoiLS0NCxYs4OR16tRJI15hRREIBNi1axenHZ8+fUK3bt04G1mkYe/evVi3bh0nb/To0WoRqQYHB6Nt27b4+vUrm1exYkVcunQJJUqUUFo9lStXhpOTE5uWxc4bPnw4Z07o4MGDUon9cnJyMH36dE6el5eX1PVqzXwkQRCEmtAKsR7DMNDR0UHbtm3h5+eHr1+/Ij4+XmWHrIaUKrh9+zYuX77MO8QHu/zdn5IOZe++27RpE5ydndG9e3ccPHiwwF3Snz59wpo1a1CzZk1eSJ1u3bqhe/fuSm0XQRAEQRAEQRRXypUrh+rVq7Ppa9euSXWdo6MjxyvHgwcP8NdffxV6zf379zFo0CD5GiqC6CYfJycnTvu1BjN7Ec97tsr1vMfkFCDei1aKeK9UqVKcUIE5OTm8sGnSsGHDBt7u5DFjxmDZsmVSed34/PkzOnXqxPM2NHv2bDRt2rTQa7dv344jR47ItNCUnZ2N6dOnw8/Pj5MvGrryR6d9+/ackJPS9geiC74AsGPHDrx//77Qa3bu3Im1a9fK3kgRoqOj2fCIQN6CEkUs4JOUlIT27dtzFk4tLS1x8eJFVK1aVYMtUx5OTk48T1hv3rxB06ZN8c8//8hU1qlTp1CrVi0cPHhQmU0stnz48EFqT0m3b9+Gu7s7x7vmqlWrUKpUqSKvFQgE8PHxQcmSJdm8rKws9OrVC7t375aqP3/9+jXatGnD27S7ceNGlYcZPnr0KHbt2iVTiGSGYbBp0yYsXbqUkz9u3DilhBZTFAMDA/j7+3O8IiYmJuK3336TOhzuf//9h19//ZXjvST/XhflVQ+Q304F8kL5ij57X758QZ8+fQr1/pqQkICuXbtywr25urpKHVYtOzsbt2/fZtNNmzaFhYWF1G1WF0KhEO3atYO/vz8bOrxJkyYSz42Pj1dpWySVLxAI0LJlS/j4+CAyMhI+Pj5o2bIljfFKRFwse+fOHZnLGDBgAAYOHMjJO3jwIPr164fY2Ngir09LS8PkyZN5nv5atGiBadOmFXrtjRs3sHr1as5vVRqOHj3K8SIO5PUV5cqVk6mcHwVvb2907dqVk7dlyxb06tULX758kbqcb9++YdasWWjcuDE+fvyo7GYWS6Td7JaTk4PZs2dzROJWVlZYv369VNdXqlSJs0kCyAtv3apVK15Y9oLw8fFBjx49OOOjjY2NzCJeeZg+fTrPE2NRxMXFoUuXLnj79i2bp6Ojw/PSrCmaN2+OWbNmcfKuXr0Kd3d3XghuSeTk5GD16tUYOXIkx/6tUqUK/vjjD6W3V5zw8HC0adOG4zjH0dERV65c4W3aVQYdO3Zk///58+ci5xHyqVy5Mjp16sSmc3Nz0bNnz0I3azEMAy8vLzx9+pTNMzExwejRo6Vur+h8pLGxMVq1aiX1tQRBEMURrRDrCQQC5Obm4vLly/D09ET16tWxZMkShIaGwsLCQiWHphk4cCDatm3LO8QXKqKioiSe17ZtW5XsQM7IyMCpU6cwaNAglC9fHhYWFnBxcUHDhg1Rt25dODg4wNHREdOnT0dkZCTn2ubNm8Pf31/pbSIIgiAIgiCI4syAAQPY/3/58kVqjymenp689IoVKzjebIC8Cbe5c+fil19+QXx8PAwNDTm7Z2Xh/fv3nE1B/fv3l6sctcB63istFjbXFtAzAaCkBUdWvPeFK97Lkm3ntihTp07leKmSB2NjY5w8eRI2NjZsXm5uLubOnYt69ephz549EjeqvXr1CvPmzUP16tV5Qr2uXbti/vz5RdYdFBSEvn37okKFCpg1axb+/fffAkPP5C9Su7q6Ys2aNZy/NWzYUKaJ2+KOra0tR5Bw/vx5qYQnzs7OcHNzY9NJSUn45ZdfcPToUZ7I5+nTp+jbty9Gjx4NhmEUEoudOXOGs4Ah2pcR3+nSpQtvEWzy5Mn4+vVrgZsvCzpULdpQhO7du/MW/MPCwtC+fXu0bdsWvr6+iI6Olnjts2fPsGzZMtSqVQvdu3dHcHCwOppcLNi+fTvKly+P2bNn4/79+7w+gWEY3Lt3DyNHjmTH+Xx69Oghk6cKOzs7HDt2jCNUS09PZ8s+dOgQUlJSeNc9ePAAkyZNQp06dXhhzMeNG4dhw4ZJ3QZ5+fLlC0aNGgVHR0dMnDgRly9fLnAzdmxsLPz9/dGsWTN4e3tz+rHy5ctLNc6pixo1amDfvn0cDzFxcXHo3r07unTpgjNnzvDEb7m5ubh+/TqGDh2KZs2a8YQbq1evlslzoLx2qrGxMU/AEBAQgAYNGuDSpUsc71+ZmZk4fvw46tSpw1nA1dfXlyms2vXr1znh4orDuGRubo4RI0bg9u3bePfuHebMmQNHR0eNtKVChQpYtGgRgoODce3aNQwePJjjMYpQHm3atEHLli0VLmf79u08L09Hjx5F1apVsXz5conCraioKGzZsgW1atXiCZIqVqyIQ4cOFekdKz4+HjNmzICDgwOGDx+Oc+fOFeitOSkpCWfOnEHHjh15gl1ra2u1iF+0GR8fH9SvX5+Td+LECVSqVAne3t64evWqRJFzWloa/v77b4wePRrlypXDypUrZRKs/+g0b94cLVu2xM6dOxEWFsb7e3JyMo4ePQo3NzesWLGCzRcKhdi7d69UGx3y8fLywtixYzl5z549Q7169TB+/HjcvXuXd01+ePhWrVph6NChnNDjxsbGOHr0KM97uiq4ePEiGjRogIYNG2LdunV48uSJxOeIYRi8efMGS5YsQZUqVXjzBL///rtWecNfuHAhz2Pn9evXUaNGDcyePVuikDIhIQH79u2Dm5sbZsyYwbFTbGxscOLECRgbK3ETqARSU1PRrl07Tt+to6ODmTNn4u3btzK/O0rjTVDcVpJ2QwiQF7pZdN4qNDQUrq6u+PPPP3nvDHfv3mU3Aoiydu1alC5dWqr6kpOTOQ6CunbtqvJ7QhAEoWl0NVn5n3/+CV9fX9y4cYMzcRIVFYX169dj/fr1qFmzJgYPHowBAwaoxXghuCQmJvIWA8URCoWYOnUqli5dCj09PTW1jCAIgiAIgiCKBwMHDsTcuXPZd54TJ07wJuwlMXXqVPj5+bE7VzMzMzF79mzMnz8fVapUgYmJCWJiYhASEsJ5n9q0aVOhnrIL4+TJk5y0Mjz1qY188Z6heV46NwfITAEyk4GMZCArFYASQtrmi/eyxDxNpCXk5ekaAUV4JrG0tMS0adMwZ84chZpSrVo13LhxA507d+aE33z27BlGjBiB0aNHw9bWFnZ2dsjIyEB4eHiBYqAhQ4Zg586d0NWVfpogODgYK1euxMqVKyEQCODg4AArKyuYmJggJSUFUVFRBYp36tSpg/Pnz2s8lI668fDwwKVLlwDkLYReu3YN7dq1K/K6JUuWoHPnzuziSkREBPr06QNTU1NUqlQJQqEQnz9/5iykmpiY4ODBg1KFeJKEaH9gb2+vVaEGtQnR3f/5yCsGunbtmlIW91XF3LlzUbJkSXh7e3MWlvMXjAQCAUqWLAkbGxt2jIqMjCxwIcne3l5dTddqPn/+jBUrVmDFihXQ19dnN88mJSUhPDycI07Kp0OHDjh48KDMnrBatGiBixcvomfPnpz++datW7h16xZ0dXVhb28PW1tbtv6CxNizZ8/mea1TNZGRkdi8eTMbHtLe3h7W1tYwMzNDWloavn79WqC3IkdHR1y9epUTil4b6NevHwwMDODh4cFZ+Dx79izOnj0LAwMD2Nvbw8bGBvHx8QgPD5fo7UpXVxcbN27kCQqKQl47FcjzuDp16lSOJ9enT5+iXbt2sLKyQrly5ZCTk4OQkBDecyQUCrFjxw7UqlVL6raKjksGBgbo3bu31NdqAxUrVsTSpUuxZMkSXL16FT4+PioXy5mbm2PYsGEYMmQImjdvrtK6CC7Lli0r0lt1UZiZmeHixYvo168fAgIC2PyYmBjMmTMHc+bMQYkSJVC6dGno6uoiPDwc0dHREr2l1q9fH6dPn5Zp7E1ISMCff/7Jete1sbFByZIlYW5ujszMTMTFxSEsLExifZaWlrh06ZLKwu0WFywtLXHlyhUMHDgQ586dY/PT0tKwadMmbNq0Cfr6+rC1tYWNjQ1ycnIQGRmJmJgYiSGPdXR0ZBKa/agwDIMbN26wITOtra1RpkwZ6OnpsfanuAhSR0cHu3fvlisy2JYtW2BpaYnly5ezeVlZWdi6dSu2bt0KMzMzlC5dGmZmZoiOjkZERIREUZyNjQ1OnjypcN8gK/fv38f9+/cB5AnlHRwcYGlpCX19fSQlJeHTp08F2nuDBw/mhXTWNLq6ujh69ChGjRrFEYclJyezNrWlpSVKly4NIyMjREZGIjIyEjk5ObyyKlSogLNnz6rFI3p0dDQvjHVOTo7Mtls+wcHBRW7UbdKkCZydnVmB4IkTJ6SOblCmTBkcOHAAPXv2REZGBgDg69evGD58OMaPH4/y5cvDyMgInz59kjjvM2zYMJk2ZwYEBHDeG4vVfCRBEIScaHRWfMiQIbh69SqCg4OxaNEiXsgEhmHw/PlzTJ06FWXLlkWnTp1w9OjRQt3pE/Kza9cu9OvXT+oXKDs7O3h7eyMoKAirVq0ioR5BEARBEARBSKBcuXLo0KEDm/b395c48S6OtbU1zpw5w9u0lJ2djZcvX+L+/fsIDg5mF0eEQiHWrVuHESNGyN1W0RClLVq0QLVq1eQuS+NwPO9VBuxqqsbzXj5pcUBMkFjY3NQCw+Z6e3srZaGlatWqePToEUaNGsUTvuXk5CA8PByPHz/Gy5cvJQr1SpUqBV9fX+zbtw/6+vpyt4NhGHz+/BnPnz/H3bt38fz5c4kTtkKhEBMmTMC///4rVYi+H43evXtzwlCKhwUuiIYNG2Ljxo289+7k5GQEBgbi0aNHHKGelZUVzp07B1dXV7naGRUVhYsXL7LpkSNHckL4Ej8vo0ePxsOHDyWKPhiGQUxMDF69eoUHDx4gJCREolDP0dER+/fvp+gMEsjMzERQUBDu37+P169f84R6urq6mD17Nk6fPs0JnyoLzZo1w5MnT9CzZ0/e37Kzs/Hp0yc8fPgQQUFBEhduy5cvj4CAACxbtkzjYTMjIiLw8uVL3L17F0+fPi1QqNe/f388fPhQbs/DqqZ79+54/PixRLFuRkYGQkJC8ODBA7x//16iUK927dq4ffu2XIu98tqp+cyZMwd//PEHz4aIj4/HkydP8Pz5c95zZG5ujqNHj2Lo0KFS15OZmYkjR46w6X79+sHKykrq67UJgUCA1q1bw8/PjxcuVdls2rQJe/fuJaGeBmjSpAkn/KC8mJub49y5c1i/fj3MzMx4f4+NjcXz588RGBiIqKgonnDOwMAAs2bNwq1bt6T2blQQMTExeP36Ne7du4fAwECEhoZKFOq1bdsWjx8/lnvDyI+Gubk5zpw5g927d3O8oueTmZmJT58+4fHjx3j69CmioqIk9sPu7u54+vQpp88m8oiLi8OzZ8/w6NEjhIWF8daQy5Qpg4sXL8o07ogiEAiwbNkyXLhwAc7Ozry/JyUlISgoCA8fPkRYWJhEoV6PHj3w5MkTtQv1xMnMzERwcDACAwNx7949vHr1SqK9Z25ujm3btvE8AGsL+vr62LdvHw4cOCBxXiUhIQGvXr3Co0eP8OXLF55QTygUYsSIEXj06JFahHqaRDQ8+d27d6UOhQvkhdH9559/eN9xWloa+/2Kz/vo6Ohg1qxZ2Lt3r0ztFJ0bKV++PNq3by/T9QRBEMURrRhhHR0dMW/ePLx9+xa3bt2Cl5cXzM3zvCHkG/vZ2dkICAhAv379YGdnhzFjxuDOnTuabLZC5Hu/UOQoKkyA+PlF7c4eMWIEDh06hLCwMHz9+hX//vsvDhw4gPXr12Pp0qVYsWIFduzYgWPHjuHDhw+IiIjAhg0beCJLgiAIgiAIgiC4TJo0if1/aGgo61mrKFxdXfHo0SMMGjSoQKGMQCBA27ZtcffuXfz+++9yt/H+/fuccCHe3t5yl6WVqEu8xwmb+3/xXuz/xXuZ38V7JiYmmD17tlKqtLCwwI4dO/D69WtMmDChSK/0AoEA9erVw8aNGxEcHAwPDw+Z6ps1axb27NmDXr16Sb3o5+DggClTpuDly5fYtGmT1nk2UheGhoYYNWoUmz5+/DgSEhKkurZ///64du0afvnll0LLHzZsGF6+fKmQh7b9+/ezIXb19fV/qnDFRNHUrFkTN2/exM2bN+Hp6SmVYMbS0hK9evXCuXPn8PHjR3h6empc6KUNdO/eHb179y7yOzQxMcGQIUPw/PlzLFu2TCYvqJKwt7fHsWPH8PDhQwwdOrTI0Ow6Ojr45ZdfsG/fPgQFBal98Wzo0KE4ePAgPDw8pBbclSxZEqNGjcKDBw/g7+8vUSChTVSuXBnXrl3DlStX0Lt37yLDfunp6cHd3R3Hjx9HYGAgGjRoIHfd8tqp+Xh7e+P169cYNGhQoeN7iRIlMGHCBLx//x49evSQqY5Tp07h69evnDoJQttZunSpUsY6oVCISZMmITQ0FMuXL5dqQ1W5cuUwY8YMvH//HsuXL4eBgYHU9bVr1w4nTpzAiBEjUKVKFak+g7m5OQYMGIArV67g4sWLKF++vNT1/QwIBAJ4eXkhNDQUO3fuRIsWLaTaCFOxYkXMmDEDb968wfnz51G9enU1tFb7mT17Nho3blykPVSxYkWsXr0aQUFB+PXXXxWu97fffsObN2/g4+Mj1T20sLDA4MGD8eDBAxw/flxhwaysHDp0CKtWrUKbNm3YNffCEAgEqFWrFtasWYP3799jzJgxWm+vDxw4EMHBwdi8eTPq169fZHtLlSqFcePG4dWrV9i1axcsLCzU1FLN4eXlxXryZRhGZhFdixYt8P79e8yePbvQZ9jQ0BDdunVDYGAgxwulNEREROD8+fNsesKECVopEiUIglA2AkbS1hctICMjAydPnoSvry8uXbrEU73nD7gVKlSAp6cnPDw8UK5cOU00ldBCXr58iRo1arDpFy9e0IuMFpKYmIhr166x6VatWkn10kAQBPEzkZ2djXfv3nHyKlWqpPACHcEnJyeHs5vUzMyMvAgRSqV+/fp49OgRAKBLly44ffq0TNfHxcXh5s2bCA0NRVJSEkxMTFC+fHk0adJEKR7ahg0bhn379gHIWzB+9erVz/UbUFXYXHEEOoC+KaBvAugbA3pGgFD5ffrr16/x8uVLfP78GcnJydDR0YGlpSWcnZ1Rr149jnc3Rfny5QuCgoIQHByM+Ph4pKWlwcTEBObm5rC3t4erq6vaFya0maioKDg7O7PekdatW1eg0LagsSkkJAS3b99GREQEMjIyYGlpiSpVqqBJkyZFCjyKIjc3F1WqVGF33A8fPhx79uxRqExCc7Rs2ZINEQZAogccRWEYBm/evMGrV6/w5csXJCUlQSgUwsrKCiVLlkTNmjVRuXJlrV/s0ySi3+Hnz5+RlJQEHR0d2NjYoGrVqnBzc1PI+2lR5Obm4vnz53j16hUbZlVfXx/W1taoUKEC6tevr5L5GtFnokWLFhLDSksi37tTcHAwYmNjkZqaCkNDQ1hYWMDGxgZ16tTRWi960pKVlYXAwEAEBQUhKioKaWlpMDAwQMmSJVGpUiXUr18fRkZGSqtPFju1sPemzMxM3LlzB8HBwYiJiYFQKESpUqVQuXJlNGjQQO6F119//ZWdQ2zdujUuX74sVzkE8aMQHh6OwMBAhISE4Nu3b2AYBqampnB0dETt2rUlev+Sl3wPVcHBwYiOjkZKSgr09fVhYWGBEiVKaN047+Pjw/Ggtm/fPgwZMkTq60NCQjhiw8GDBxfpOEMeUlJSEBgYiA8fPuDr169IS0uDsbExrKysULp0adSvXx8lSpRQer0/EqmpqQgMDMT79+8RGRmJxMREGBkZoXTp0mjSpAlcXFxUWn9iYiIePXqE9+/fIy4uDpmZmTA2Nkbp0qVRtWpV1KxZU+lzKvI+37m5uXj37h3ev3+PsLAwJCYmIisrC2ZmZrCwsICTkxPq1q1b7NfnYmNj8ejRI3z8+BEJCQnIzs6GiYkJypQpg+rVq6Nq1apK76sWLlyIRYsWselr164ptHFOFUydOhV//PEHgDzBYlhYmEwiblGePHmCly9fIjo6GhkZGbCxsUHZsmXRrFkzueciFi9ejAULFgDIizISHBxc7J9FgqC1JuWiqnVSTWuKtFasJ0pkZCT8/Pzg6+vLxnMXCATsBKNAIIBAIEDz5s0xePBg9OrV66fdpU/koekfFiEdJNYjCIIoGhLrqQ96gSJUzfnz59lQSAKBAK9fv0aVKlU03Ko8wsPDUb58eTZcjL+/P/r376/hVmkYUfFeZnKeVzxViPcAQEcf0DPOO1Qo4CO0h+nTp2PNmjUA8qINfPjwQeLYromx6dixY+jduzeAPK96b9++pc2RxRh1iPUIQl7kFesRykcWO1XdY9PDhw/h5ubGpu/cuYPGjRurrD6CIIo3xUWsRyiXn2VOT9Hnm1A+xUGsFx0dDWdnZ6SkpAAAdu7ciZEjR2q4VXmkpaWhXLlyiImJAQAsX74cs2bN0nCrCEJxfpZxSV38qGK9YuFD1M7ODtOmTcPz58/x8OFDjB8/nrejJDc3Fzdv3sTw4cNhZ2cHDw8PmV32EwRBEARBEARBqIoOHTqgadOmAPLEEqtXr9Zwi76zfv16VqhXo0YN9O3bV8Mt0gJEw+aW/H/Y3BIV88Lm6isxbC4A5GQC6QlAUjgQ+z4vdG7UKyAuGEiOAjKSgNxs5dVHaJzp06ezG5XCwsJw6NAhDbfoO6J9k5eXFwn1fjDyN7zmH8Xd+xhRfHBycuI9f4T2oM126qpVq9j/d+jQgYR6BEHIxNChQ3njjyzi8P379/OuX7hwocraSxD5XL9+nffsiQr1CPXj4+PDuyeiQj1tpVSpUvD29mbTa9eu5UU01BR//vknK9QrVaoUJkyYoOEWEQRBqI9iIdYTpW7duti0aRPCw8Nx8uRJdOvWjVVMMgwDhmGQmpqKgwcPwt3dnQ0rQxAEQRAEQRAEoWk2bNjAhv/y9fXF27dvNdwiICIiAlu3bmXTom0kRBDqAAZmEsR7dsoX7wFATkaegC9RXMAXIiLg047JVUJ2SpYsyYZ5AYBFixYhKytLgy3K49SpU3jw4AEAwNLSslgsPBAEQRDKQRvt1MDAQBw/fhwAoKenx4ZwIwiCIAiCIKRn1qxZKF26NADg3bt32L9/v4ZblOdVb/ny5Wx6+fLlFDmRIIifimK7AqOrq4uuXbvixIkTCA8Px6ZNm1CvXj0A30MoUGgPgiAIgiAIgiC0ifr162PYsGEA8ty3z5kzR8MtyhMJpaWlAQC6d++O1q1ba7hFxQRWvGevHvEe8H8BX7yIgO8ZCfiKMRMmTEDVqlUBAB8+fMCuXbs02p7c3FzMnTuXTS9atAglS5bUYIsIgiAIdaKNduqsWbPYOf7x48fDxcVFwy0iCIIgCIIofpiamnI8Jy9cuBDp6ekabBGwceNGhIeHAwDq1atHniMJgvjpEDA/gKItKSkJR44cwf79+3Hr1i0IBAIwDAOBQICkpCQYGxtruomEmtF0fGlCOhITE3Ht2jU23apVKzYUFEEQBJFHdnY23r17x8mrVKkS61mYUB45OTlISkpi02ZmZtDR0dFgiwiCKNbk5gJZKUBGMpCZDGSmAFDT67eOAaBvDOjlH0Z54kKi2EFjE6Eojx49Qnx8fIF/NzIyYkNfEoQquX37Nrs5QBJWVlbsRmxCu6GxiSAIbSYiIgIvX74s9Jx69erByspK4t/S09Nx69atQq93dnaGs7Oz3G0klM+PODbFx8fj0aNHhZ5TvXp12Nvbq6lFhKL9C0EQPw8/4rikSVS1TqppTVGxXeVlGAb//PMP9u/fjzNnzrDq73yvegRBEARBEARBEAShMYTCPM97BmZ5aVHxXlZq3pGbrZq6czKAtAwgTUSgo2sgIt4jAR9B/CyQ+InQFkgUShAEQagDe3t7hcRLhoaGaNOmjRJbRBDyYWVlRc+ilqFo/0IQBEEQohQ7sd6zZ8/g6+sLf39/REVFAQDrRS/fSaCRkRG6du2KwYMHk1c9giAIgiAIgiAIQvOIi/cYBsjJ+i7cy0oFstJUJ+DLzsg7OAI+wzzRHgn4CIIgCIIgCIIgCIIgCIIgCEItFAuxXnR0NA4ePAhfX188e/YMACApem/z5s3h6emJPn36wMzMTN3NJAiCIAiCIAiCIAjpEAgAXf28w8gyL0+SgC8zFWByVNOG7PS8gyfgMxYR8ZGAjyAIgiAIgiAIgiAIgiAIgiCUhdaK9TIzM3Hq1Cns378fly5dQk5O3uJEvhe9fJydneHh4QFPT0+UL19eU80lCIIgCIIgCIIgCMUoUMCXmed1T60CPpE8VsCXL+IjAR9BEARBEARBEARBEARBEARByIPWifVu3boFX19fHDt2DN++fQPAD3NrZmaGPn36wNPTE82aNdNkcwmCIAiCIAiCIAhCdQgEgK5B3lGQgC/z/yI+lQv44r7niQr49I3z0iTgIwiCIAiCIAiCIAiCIAiCIIhC0QqxXnBwMHx9feHn54fg4GAA/DC3QqEQbdu2haenJ7p16wZDQ0NNNJUgCIIgCIIgCIIgNEuhAr5873tpmhPw6f9fxKdrBAiFqqmfIAiCIAiCIAiCIAiCIAiCIIohGhXr7d69G76+vrhz5w6A7wI90TC3NWrUgKenJwYNGgQ7OzuNtJMgCIIgCIIgCIIgtBqOgM8qL48n4EvN88anVgGfEaBv9N0LHwn4CIIgCIIgCIIgCIIgCIIgiJ8YjYr1Ro0axQlvm0/JkiUxYMAAeHp6wtXVVUOtIwiCIAiCIAiCIIhiTFECvvzwuSoV8KXlHcgX8AnyPPDpGwN6RiTgIwiCIAiCIAiCIAiCIAiCIH4qtCIMLgDo6OigVatW8PT0hLu7O/T09AAAiYmJKqnP3NxcJeUSBEEQBEEQBEEQhNZSoIAv47vnPZUK+BgRAR/bKL6AT88IEJCAjyAIgiAIgiAIgiAIgiAIgvix0BqxXm5uLq5cuYIrV66ovC6BQIDs7GyV10MQBEEQBEEQBEEQWo/g/2I5XcPveQwDZGd8F+7lh9JlclXQgKIEfPmHIQn4CIIgCIIgCIIgCIIgCIIgiGKNVoj1BAIBAPDC4RIEQRAEQRAEQRAEoQEEgjxxnJ42CPhi8xv1/zaRgI8gCIIgCIIgCIIgCIIgCIIonmiFWC+ffNGeKiFBIEEQBEEQBEEQBEHIQZECvlSRELoqEvBlpeUdJOAjCIIgCIIgCIIgCIIgCIIgiiEaFes5OjqqRaBHEARBEARBEARBEIQK4Aj4rPPytELAZ/R/4Z4RCfgIgiAIgiAIgiAIgiAIgiAIrUGjYr2QkBBNVk8QBEEQBEEQBEEQhLIpUMCX/j18bmZqXohblQn4/i8S/N4oroBP3xjQJQEfQRAEQRAEQRAEQRAEQRAEoV60KgwuQRAEQRAEQRAEQRA/IIJ8sZwR+AK+/3vey/z/v9CAgE///yF0dQ3z2koQBEEQBEEQBEEQBEEQBEEQKoDEegRBEARBEARBEARBqB+OgO//cAR8qUDm/z3xgVFBA0QEfKyGjwR8BEEQBEEQBEEQBEEQBEEQhOogsR5BEARBEARBEARBENoBR8BXIi9PVMCXmfrdE5/aBHzC/4fOzQ+jSwI+giAIgiAIgiAIgiAIgiAIQj5IrEcQBEEQBEEQBEEQhPYiKuAzzhfw5QLZGSLiPVUK+HKBrJS8gyVfwGf83RMfCfgIgiAIgiAIgiAIgiAIgiCIIiCxHkEQBEEQBEEQBEEQxQuBUIIHvtw8D3yZ/xfuqVvAJxACukbfw+fqGZGAjyAIgiAIgiAIgiAIgiAIguBAYj2CIAiCIAiCIAiCIIo/AuH3MLX5MLlAVvp34Z4qBXxMAQI+PZHwuXrGgK4BCfgIgiAIgiAIgiAIgiAIgiB+UkisRxAEQRAEQRAEQRDEj4lAmOfpTr8gAV/+kQ6VCfgyU/IO0TaRgI8gCIIgCIIgCIIgCIIgCOKnpNiI9XJycvD3338jICAAgYGBCAsLQ2JiItLS0mQuSyAQIDs7WwWtJAiCIAiCIAiCIAhCq9FaAZ9I+Nx8AR9BEARBEARBEARBEARBEATxQ1EsxHqHDh3C1KlTERkZCQBgGBVMlhMEQRAEQRAEQRAE8XNSoIAv7Xv43MxUIFuVAr7kvEOkTUJdIxgyOsgRGiBHqJ93HnSUXz9BEARBEARBEARBEARBEAShFrRerDdlyhRs2LCBFegJBAII/h8aRlbRnkAgIKEfQRAEQRAEQRAEQRBFIxAC+iZ5Rz65uUD2/8V7WWkqF/AJslJgKJqV/gXQMQB0DQE9w7x/dQ3zvPAJScRHEARBEARBEARBEARBEASh7Qg13YDC+PPPP7F+/XowDMOK9PL/X758ebi5uaFFixZSH7/88gv7L0EQBEEQBEEQBFH8ycrKQrVq1dh3xq1bt2q0Pbm5uahevTrbnk2bNmm0PYSSEf5fwGdiA1g6AqVcALtaQMnKgEUZwNga0DVSWfUCAMjJADK+AclRQEIo8DUIiHwGRL0EYj8A374AKbF5YXZzs1XWFkJ2li1bxvYNDRo00HRzsHLlSrY9bm5utMH1B8DHx4e9pwUd169f13QziZ+AhQsXFvkshoSEaLqZPz23bt1i74epqSmioqI02p7Dhw+z7SlbtixSU1M12h6C+NEICQkpsm9euHChpptJ/B8nJ6dC71XLli013USV0bJly0I/u5OTU6HXkx1CaAtDhgwp8lkk1Iui/Yumadu2LdvWadOmabQtNAeuOFrrWS8nJwezZs3ieNGrWrUq5s2bh86dO8PExKSIEgiCIAiCIAiC0BZCQ0Px9OlThIaGIikpCQKBABYWFnBycoKrqyvs7e2VWl9CQgKeP3+Ot2/fIj4+HllZWbCysoKdnR0aNmyo9PokkZqaig0bNiAzM5PN69Chg8oEGunp6Xj9+jVevXqFmJgYpKSkwMLCAiVKlEDdunVRpUoVldSraTZv3ozXr18DACpUqICRI0dqtD1CoRBLly5Fjx49AORNEg8cOBAlSpTQaLuKGwzDICQkBM+fP8fnz5+RkJAAAwMDWFlZoVKlSnBzc4OhoWHRBakDYREe+DL/74UvO01lTYhPSMTDZ6/wMfQzEhKTkZ2dDVMTY5Sxt0V1l8pwqVoV0DPK88CX741PR0/u+mJjY/HmzRuEhYUhOjoaKSkp0NHRgaWlJRwcHFCvXj219LOXL1/GrVu32LS5uTm8vb2ho6N9XgY/f/6M5cuXs+mVK1dqsDV5TJw4EZs2bUJERAQePnyIffv2YdiwYZpuVrFDG2wOdRMbG4vAwECEhIQgPj4eGRkZsLCwgJWVFcqVK4d69erB2Ni46IIIZGdn4+7du3j//j1iYmKQk5MDGxsb1KpVC/Xq1YNQqJq99pGRkQgMDERwcDC+ffsGhmFgZmYGR0dH1K5dW+sWqRITE/HmzRuEhoYiIiICKSkpAABLS0vY2dmhbt26KFeunIZbqRjqfl/Kzc3FhAkT2PTkyZNha2ur1DpkpW/fvli1ahWePHmCz58/Y+XKlVi8eLFG20QQQN679uPHj/Hu3TvExMQgPT0dRkZGsLW1RZUqVVCnTh3o6clvW4uTm5uL9+/f4/nz54iIiEBiYiKMjIxgbW2NqlWrwtXVVan1/UhERUXh2bNniIqKQlJSksrHt4iICLx9+xZhYWH4+vUrUlNToa+vz/bf9evXh7W1tVLrlBd126z56/v79u3DkCFDlFq2thAeHo5nz54hNDQU3759Q1ZWFiwtLWFlZYWKFSuiTp060NfX13QziwXp6em4ffs2QkJCEBMTA6FQCDs7O9SpUwe1atVSWb3qtr8URVvmYlRJUFAQXr58iU+fPiE5ORk6OjqwsrJC+fLlUa9ePa2bX01OTsbLly/x5s0bxMbGIj09HZaWlihZsiRcXFzg6OiotLpOnDiBy5cvAwAsLCwwa9YspZUtDzQHrgQYLeXatWuMQCBghEIhIxQKmZYtWzKpqamabhZRTHjx4gWDvDhEDADmxYsXmm4SIYFv374xp06dYo9v375pukkEQRBaR1ZWFvPq1SvOkZWVpelm/ZBkZ2cz8fHx7JGdna3pJsnEvn37OPZPixYt5C7r2rVrnLLKlSsnVznh4eHMnDlzGGdnZ055ko5q1aoxy5cvZ+Li4uSqKycnh7ly5QozadIkpkaNGlLVt3XrViYlJUWu+ooiPT2dadu2La9eCwsL5uHDh0qr5/nz58yiRYuY5s2bM3p6eoV+5lKlSjGzZs1ivnz5orT6NU1MTAxjYWHBfkZfX19NN4mlfv36bLvGjRun6eYUC+Li4pg///yT6dOnD1OyZMlCn2c9PT2mW7duzPXr19XSNvF+Mf+YN2+e9IXk5DBMRjJz7fxJThldf2vJMF8ey3ykvr/DbFk2g2ngWoMRCASFfl92pUoyE4b1Y4JunvxeRvhThokJYpj4UIZJimKYtG8Mk53BMLm5vKbHxMQwf/zxB9OtWzemdOnSRfaxAJjq1asz69atU1k/GxAQwOjr6/Pq9fDwYHJyclRSpyIMGDCAbeOvv/6q6eawbN68mW2Xra0tk5ycrOkmaT3aZnOIIm4PSjquXbsmV9mRkZHM4sWLmZo1axZZh46ODlO3bl1m9erVSrU7Lly4oPBnEr82ODhY7vYoUlZoaCjj5eXFmJmZFfg92traMgsXLlTasxMfH8+sWLFCque2fPnyBdqN0rw3LViwoMg6Cvu+UlJSmK1btzJ9+/ZlnJycpBp3nJycmEWLFjGxsbEyfS/StBUAY2Jiwjg4ODANGzZkxo8fz5w8eVLhd3N1vi+Js2vXLrZsS0tLrZmXPXv2LNsuQ0NDJiwsTNNNItREuXLllDJeMQzDtGjRglPWvn37ZC4jNzeXOXXqFNOpUyfGwMCgyP6hT58+zJUrV+Ruc0REBLNlyxamS5cujLm5eaH1GRkZMR4eHszjx49lqiM4OLjIvmbBggWFllGQrbF3716ZP7N4Wd7e3jKXwTB549uyZcuYqlWrKjS+SUNISAizbNkypn379kW+s+YfDRo0YPbs2SPzmCH+mxA/ipr307TNqsjvT/w3LH4UNU+pqB1SGB8/fmRmzJjBVKxYscg69PX1maZNmzLbtm2T2T4pjB07dij0mST1BfKiaFkvX75kevfuzRgaGhb4PTo5OTEbNmxQ2pqIOu2vwYMHF1lHYahzLkaatgoEAsbMzIwpW7Ys88svvzBTpkxhLl26xORKmEeShbdv3zLe3t6Mvb19kfW7ubkxmzdvlruvUrR/YRiGuXv3LjNz5kzGzc2NEQqFhZZXtmxZZv78+UxMTIxc7c0nIyODKV++PFvu4sWLFSpPmahjDlxV66Sa1hRprVhv+/btjEAgYAV7b9++1XSTiGKEpn9YhHSQWI8gCKJoSKynPkis9x1FxXoZGRnM/PnzC51oKegwNzdnNm7cKJPQ4sKFC0W+zBd0VKpUibl//76M31DhZGZmMp07dy6wTmtra+bZs2cK1fH582epJlsL+o7379+vpE+rWaZNm8Z+LkdHR63qH48cOcK2TV9fnwkNDdV0k7SasWPHShReSXN4enqq/F2iILGemZmZzBNu4mV17dyJYZKiGSYuhGGiXkkl1Du0bQVjV0q6xSHRQ0dHhxnj2Zv59uZmweWHP2WY6Dd57UmKZJi0BObShb/lujdA3oLYzZs3lXo/rl69yhgZGRVY58iRI5Van6I8f/6cM4H7zz//aLpJLKmpqZyFxhUrVmi6SVqNttkc4ojbg9OmTWMuXbrEOWRdaEpJSWFmzpwpl12X3+8MGzaMCQ8PV+izJSUlMY6OjhLrKG5ivb179xYp/BA9nJ2dFbIdc3JymM2bN3M2OEh7GBgYMPPmzWPS09PZ8qR5b/rw4QPv2WvXrp3U39e7d+/kHndKlSrFHD9+XOrvR1qxnqTDwcFBrs0i6n5fEic9PZ0pW7YsW+asWbPkLkvZ5Obmct5zRo0apekmEWpCm8R6jx49YurVqydXv/Drr78y7969k6m+Ll26FLnYL+kQCoXM1KlTmYyMDKnqERfVtGvXjtdXf/jwodAyChLrlStXTup2FFSWrGI9ZY9v0rB79265x4w6deowz58/l7quW7du8e6PaHmFzftpg80q7++PYfi/YfHv4datW4VeLz62r127lldGWlqaTG36+vUrM2LECEZHR0eu79XAwICZOnUqk5CQIPP3IcqnT58KFPQWN7HekiVLZOr76tatq9Dcmibsr5cvX/KevVq1akn9fYn/7mU5ZJ2LkUasV9BRuXJlJiAgQKbvhmEYJjExkRk7dqxcvytbW1vG399f5jofPnzIuye2trZsuYWtgwQGBkol8pR02NnZyfUd5bN161a2LBMTE6UKgBVFHXPgJNZTM8uXL2eFehUrVtR0c4hihqZ/WIR0kFiPIAiiaEispz5IrPcdRcR6ERERTMOGDSW+lAoEAsbGxoapU6cOU6NGDcba2rrAF9iOHTsyiYmJUtUp6hVI/LC2tmaqVavGuLm5FbjAa2RkxNy4cUPOb4tLdnY207t3b14d4iIkW1tb5s2bN3LX8/z58wI/s4mJCVOxYkWmQYMGTJUqVQqc8Fi9erVSPrOmiIyMZIyNjdnPs379ek03iUNOTg5ToUIFtn0jRozQdJO0moIWw3R0dJgyZcow9erVY2rVqlXgQkyDBg2YpKQklbWvILEeAGbKlCkKldW1a1fuCTnZDJOexDBJUUxObDCTHf6cyf2/kC4z5B7jNaB7gW2xMDdlXCo6MfVqVWXsbUsW+PuvVN6ReXPjhNRe/C4d2i6xnJIlSzLVq1dnGjVqxNSqVYuxsrKSeJ6hoaHSBGp37txhTE1NC+1jATCTJk1SSn3KoEePHmy76tSpo+nm8Fi4cCFn3JR2/P0Z0SabQxLi9qA8i6OiBAUFMdWqVSvwMxsbGzNOTk6Mm5sb4+LiUuhiuYmJCRMZGSl3W8aNG1dg2cVJrLd8+XKJn8HS0pKpU6cOU6tWLYne9qytrZmXL1/K3MbExESmU6dOBX53VlZWTPXq1Zk6deowpUqVKtBTa8OGDZmIiAiGYeR/bxJfAJRHrGdpaclUrVqVadiwIVO7dm2mVKlSEs8TCoVSP/+KiPXyj2HDhkntUUQT70vibNq0iS3HwMBAod+mKvDx8WHbp6enp9DvlCg+aItYb+fOnQV6rTcyMmKcnZ0ZNzc3ply5cgVuNjI1NWVOnz4tdZ0lSpSQWI6enh5Trlw5pn79+kyNGjU477+iR5cuXaSaKxQX1QwePFjqNuZTmBffzZs3K1SWLGI9VYxv0lCQWM/e3p6pWbMm06hRI6ZGjRq89xXR8TwwMFCm70kU0bIKm/dTl80aHR1dZFsL+v1lZWUx8fHxEv8m/huWFfGxXZH+hGEY5r///mMcHBwK/E7NzMyYChUqMA0aNGAqVapU4P0H8t6hFaGw5744ifVGjhxZ4PdTt25dpnr16hI36JUvX16uTUDaYH/lI8vzXZBYTxVzMYqI9fKPhQsXSv09vHnzhqlcubLEcoRCIWNnZ8fUrVuXqVq1KmNpaVlgnV5eXkxmZqbU9UpC1AYpbB1E1AO0+GFhYcFUqVKFadCgAePs7Cxx3BEKhcyhQ4dkbl9aWhqnD5LXE62qUMccOIn11MzmzZtZsV7Dhg013RyimKHpHxYhHSTWIwiCKBoS66kPEut9R16xXmRkpMSXbCcnJ2b9+vUSw4x8/PiRWbFiBWcHW/7RtGlTqcLxiU5CCgQCpm3btszevXsl7ggPDQ1lpkyZwhOwmJubKxymLTc3l/H09OR9jhUrVjCBgYG8z+jg4MB8/PhRrrrExXo1atRgVq9ezTx69Ii3y/Pbt2/Mli1bJC4AnD17VqHPrEnmzJnDfg4jI6MCJ3k1ycqVK9k26uvra91CqDYhKtaztLRkxo4dy/z999+8SdDs7Gzm2rVrTPPmzXnPc8+ePVXWvsLEekZGRjL1H0WK9URgx6a4OCYuOpzp3oU/MW9ibMTMHD+UeXrpME9kF/fyOrP3j/mMaw0X3nW2NiWY1zeOSy3WEwgETEPXGsy8SSOYi4e2MbEvrv3/74F5HgFjPzLMt3DmxcPbzIRxY3j9bIkSJRQO+/Hw4UOeGKhKlSrMx48fmTFjxvA+4+zZsxWqTxm8ffuWM0m7Y8cOTTeJx5cvXzj3S9vEz9qEttgcBaFMsd6zZ88YGxsb3u+qdOnSzJIlS5hHjx5JFCdFRUUxe/fuZTp16sRboJBXcHPr1i22LKFQyPOGUVzEeufPn+d9J9WrV2cCAgI47x6ZmZnMqVOnOAse+f2dLF5gkpOTmSZNmvDaaWNjwyxbtox5//4975qIiAhm06ZNEkO7ValShYmMjFSrWK9GjRrMtGnTmDNnzhRoR338+JGZN28eb0FXX1+fef36dZHtEl/Ql+Rp6tKlS8zx48eZ1atXM7/88otEe2Du3LlF1qWp9yVRsrOzOQuS/fr1k+l6dZCWlsZZdNa2BUlCNWiDWG/dunW835lAIGAGDRrEXLp0idffZWRkMGfPnmW6devGu05HR4c5evSoVPWKvqvb2toy06ZNY65cucLr8zMzM5kzZ85IDEkvzQYiVYv17OzsZApLKK9Yr6DxrWTJkszcuXOZx48f8+6VNOObNOzevZvR0dFhWrVqxSxdupS5efOmxHWtnJwc5v79+8ygQYN49VWuXFlmj375iJYjrVhPVTbrlStXGFNT0wK9jRX2+3vw4AFTu3ZtZtCgQRLL1iax3pUrVyQKZStVqsT88ccfzKtXryReFxoaymzevJlp2bIl71p5OXjwIFuGiYmJ3HatpsV6ksL4NmnShLl9+zbn/SI1NZXx8fHh2UCyznlrg/0liqxiPYFAwDRs2JCZN28ec/HixQI9qr148YKZMGGC3HMx4ra6h4cHzx6+ePEic/ToUWbx4sVM3bp1JY4Fe/bsKbKu169fS9x0U6tWLWbXrl3M169fJX6+uXPnStzY1KNHD4XWcuQV6zVq1IjZsmWLxE1VERERzNy5c3n9h56ensxh7MWF4oo4AFAVqp4DJ7Gemrl8+TJ51iPkRtM/LEI6SKxHEARRNCTWUx8k1vuOPGK9nJwcplWrVryX5XHjxkk1gREbG8v069ePd/2QIUOKvHbz5s2Mvr4+M2HCBKknpi5fvswLP+bp6SnVtQUxatQoTnk6OjrM3r172b+/f/+e5yrfycmJ+fTpk8x15Yv1OnbsyPz3339SXRMWFsaUL1+eU3+FChUU3n0ojvjzowpPGGlpaZywjR4eHkqvQxlERkYyurq6bDtl2WGqatRxn2ShXr16jJOTE7Nnzx4mNTW1yPOzs7Ml7sS+evWqStpXmFgPADN69Gi5y5JKrBcfz0yfPp1Xb4sWLZiQ90EMk5bAMImReaFro98wTPgTjtguO+wBs2LWBF6ImaqVyjOp7+8UKdaLeX6F+fzwgtSe+Jgvj5mLh7Yx+vpcryTTp/ye5zlQDp49e8YTHbu5uXEmnSV5R1q6dKlc9SmL8ePHs20xMTHRWq91oh4aKlSooFB4RWUjOnG+YMECjbZFW2yOglCWWC8hIYFnMwgEAmbOnDkyLUwFBgZyQp/KM9akp6czVapUYcuYMGGCQoIO8T5CXWK97Oxsnh3YpEmTQr3Cfv36lalduzbnmjVr1kjdPkmbSHr16iXVYl1qaiozadIk3vW//vor6wlHlWK95ORkmcNIBgYG8ryK9OnTp8jrxMcOacQrAQEBvLr09PQK3YijyfclUY4dO8a5/sqVKzJdry5Ex09zc3OtHT8J5aFpsd6VK1d4gmpHR0epPeKeOXOG844K5G3qkUY0XKJECaZGjRrM0aNHpZrzS0tL43nX0tPTY4KCggq9TtViPQDMypUr5S5LWrGepPGtZ8+ezPv374scmwob36TxkPrp0yeJIpLCEPUWmn9s27ZNpjLyEX8XLAh12KyiXsoaNmzIC/Er6feXnJzM/P7776yYSCAQSAwNrC1ivZCQEN54r6+vz2zYsEGmubRr164xbm5ucn8ehmGYmJgYTh/zxx9/yG3XalKsl5CQwNuA16NHj0L7vuDgYKZs2bKca6QVQ2uL/SWKLM93TEwM8/nzZ5nKv3jxIs/z6/Tp04u8TtxWl+bde//+/bx+o0SJEoWu96empjIuLtwNpQKBgFm8eLFUY+CnT5+Y1q1b8+6JInOusoj1hEIhM2jQoCK1J/nzef/++y+vH/nll19kap+oSL958+YyXasuVD0HTmI9NZOens5YWFgwAoGA0dHRYaKiojTdJKIYoekfFiEdJNYjCIIoGhLrqQ8S631HHrGe6O6p/GPmzJky1VuQZ7qiJmAePXrEhISEyFQXwzDMxo0bOfUYGBjIHUZTfLLX0NCQOXXqFO+8iIgIpk6dOpxzK1euLPNus8jISOb27dsytzMwMJAn1rl48aLM5RSGOkRgvr6+Kv0MyqRDhw5sO0uXLq01AhhtE+udO3eOycjIkOma7Oxspn79+pzPMWDAAJW0T/z7qlu3LmdCsqgF+sLKkkasd+HCBd7u6FatWhXsYSk3l2GyMhgm7RvDJEUxTHwow0QHMbvX8MVsYwf3lkmEJ8sxc/xQTl3O5crk/S3yBcN8fccwCZ8ZJjkmL+xvTsH2zZs3b3g72tu2bSuxz966dSuvn9OUp7iUlBTOrm9VPZ/K4MiRI5zvLCAgQNNNYtEmsZ422ByFoSyxXq9evTjl6OrqMr6+vnK3a/v27XKHspw1axbbjjJlyjCJiYnFUqzn7+/POdfU1JQJCwsrso7Xr19zFtuKWvzK56+//uK1b+DAgTLbIXPnzuWVs3LlSpWL9eRF3FOLiYlJkd4I5RHrMYzksGSFebbS5PuSKL/++it7nYODg9The9XN/fv3OZ9x+/btmm4SoWI0KdaLjY3lhbgsXbq0RC9khfHo0SOeCMXV1bXI95xTp07J3D8nJyczZcqU4dRVlFdpVYj1GjduzElbW1tLvc4jj1ivoPEtMzNTprFJ0vi2evVqqdotD+Jin19//VWuckTLKGzeTx02a1BQENOxY0f2XD09PWbu3Lms10Dx39+FCxcYJycnNr9s2bLMwYMHJZatDWK9rKws3vNtYmLCXLp0SeayGCZvDJ83bx4jEAjkur5///5sO+rVq8dkZ2fLbddqUqy3fPlyzrn59n1RXL16lXNdlSpVpLJBtcX+EkXR51saZs6cyanD2dm5yGvkEesxjOTw4IWFRR89ejTvfFntvPT0dKZNmzacMnR1daXe0C6OtGK9oKAgqTUnomtNol4x8w9pNybdvHmTc92uXbukuk4TqHIO/EcV6wmhpRgYGGDUqFEAAIZhsGPHDg23iCAIgiAIgiAISXz69Anz58/n5HXr1g0rVqyQqRyBQIA///wTDRo04OSPGTMGqampBV5Xt25dlCtXTqa68su1sLBg0xkZGbh+/brM5cyZMwcbNmxg0xYWFvjnn3/QtWtX3rl2dna4ceMGWrRowea9ffsWbdq0QWxsrNR12traokmTJjK3tU6dOmjfvj0n759//pG5HE1z4MAB9v9WVlZo1aqVBltTON27d2f/Hx4ejqtXr2qwNdpLx44doa+vL9M1Ojo6mD59OidPXc9z2bJlMXr0aDadlZWFhQsXqqQuhmEwadIk5OTkcOo/ffo0DA0NJV8kEAC6+oChOWBaCrB0BGwqw2vKAkz5/XfOqdv2H8X9p69V0vZBPTpw0h9DPyMjIxPIyQQykoCUaODbJyD2HRD5HIh8AXx9l5eXEgNkJCH4/Vu0bt0aUVFRbDl9+/bFuXPnYGpqyqtz7NixOHz4MOd5+v3337Fz506VfMbCOH36NJKSkth0jx491N4GaXF3d4eBgQGbFu1nie9o2uZQB2fOnMGxY8c4eUuXLoWHh4fcZY4ePRpXr16FiYmJTNc9efIEa9asYdNbt26FmZmZ3O3QJKdPn+akPT09UbZs2SKvc3FxQa9evdh0bGwsjh8/Xug1qampGDt2LCevXr168PHxgVAo23LAkiVL0LNnT07e/Pnz8eXLF5nKURf9+/fnfMaUlBSEhYWppK42bdqgbdu2nLyLFy9KPFfT70v5fPnyhdP3dO/eHQKBQKY2qIv69eujTJkybLo4j0spKSnw9fXlvBeognv37mHIkCG4fv06GIZRaV0/GnPmzOH0azo6Ojhz5gycnZ1lKqdu3bq8ZzUwMJAzXyCJrl27ytw/m5iYYOLEiZw8TbzbN2jQgDP3ERcXhz/++EMldal6fJs7dy4+f/6scDslMWjQIE769WvVvH/low6btXLlyjh37hwuXryIGjVqICsrC0uXLkXt2rVx8+ZN9ryvX7/Cw8MD7du3R0hICExMTLB48WIEBQVhwIABMrdRXWzbtg3//fcfJ2/v3r1o06aNXOUJBAIsXry4SDtOEufOncOhQ4cA5PVPu3fvho6Ojlzt0DTiNvHEiROlsu9btWrFmQcNCgriPGeS0Bb7SxOI9zkfP35ERkaGSuoaPnw4qlSpwskryCa+d+8eT/Pj7e3NmV+TBgMDA5w8eZLTz2VnZ8PLy0ulNlDlypVRvXp1ma/r0KEDqlWrxsm7cOGCVNeK2hVCoVDieoO2QHPgsqO1Yj0AmDdvHipWrAiGYbBq1SrcuXNH000iCIIgCIIgCEKMLVu2IDMzk02bmppi06ZNcpWlo6OD7du3cyadvn79Cl9fX4XbKY6enh4aNWrEyZN1MW/p0qVYvnw5m7a3t8fNmzfxyy+/FHiNubk5Lly4wHmBffHiBX777Td8+/ZNpvrloXnz5py0qhYwVUV0dDSuXLnCpjt06ABdXV25ywsODsa5c+ewbds2rFixAmvWrMHevXtx+fJlJCcnK9zeLl26cBZB/f39FS6T+I748xwbG6u2ydJZs2ZxhCcHDhxQyaLL5cuX8ebNG07exo0b5ROsCARYuHgxZ/EbANbtPwPY1gRKVAIsygImNoCBGaAjm4BSnArlyvDyYuML6edys4DMZCDlK/DtMz4/v41ff23FWTwdP2oY/P/cAX0hgAImYXv37o3z589zvqMxY8bAz89P7s8iD6K/d319fZ5YWhYSEhJw69Yt7N27F2vXrsXy5cuxbds2HDt2DKGhoQq31dTUFK1bt2bTp06d0tqFh+KIMmwOdbF69WpO2s3NDVOnTlW43GbNmsHGxkbq87OzszF8+HBkZ2cDAHr27IkuXboo3A5NcePGDU5als/SuXNnTvrEiROFnr9//37OJhChUIgdO3bIbS9t3LiRI47OzMzE7t275SpL1Zibm/Oes69fv6qsvk6dOnHSL1++RG5uLu88bXlfOnz4MKd9yljsCwoKwuHDh7Fp0yasWLECu3fvxt9//63we41AIOD8Tu7cuaOU8U5dMAyDGzduYOjQobCzs8PgwYNx7do1ldaZlpaG/fv3o1WrVnB2dsaCBQvw8eNHldb5IxAbG4v9+/dz8saNG4d69erJVV6nTp3QrVs3Tt7mzZvZ8UyZaMu7/ZIlSzjvvOvXr5dpM6K0qGN827Jli8LtlESFChU4aVWOTYogj83atm1bPHnyBNu2bYONjQ2CgoLQsmVL9u/Tp0/HgQMHIBAI4Onpibdv32LevHkwMjJSxUdQCjk5OVi3bh0nr0ePHujbt6/CZcsq3E5MTMSYMWPY9KRJk+Dq6qpwOzRBSkoKHj16xMlTpU2sLfaXJhDvcwCopF8G8my2Dh24GzWfP38u8Vzx35WDgwOWLFkiV72mpqbYuHEjJ+/ly5dauym9WbNmnLQ0Y3ZWVhaOHj3Kphs3boxSpUop1I7U1FRcvHgRe/fuxcqVK7Fhwwb4+/vj6dOnCpUL0By4PGi1WM/U1BQBAQEoW7Ys0tLS4O7ujj///JN2BREEQRAEQRCElpCamspbrBsxYoRUnkIKom7duryFo40bN6rkPcDKyoqTlmVRaf369Zg3bx6brlixIm7fvo1atWoVea2hoSGOHj0KLy8vNu/Ro0fo0KEDUlJSpG6DPCjymbWBgIAAjocxWb3qpaen4/jx4xg4cCDs7e3h7OyMzp07Y9y4cZg9ezamT58OLy8vtG3bFpaWlvjtt98U8n5UqlQpzu7J8+fP0zutEhF/ngH1PdO2trYcbxa5ubmcPkFZiO86dnV1Vcgzi6mpKc8j4fHjx/EpPAIwMAVMSgIWZYASFQHb6oBdLaBk5TzvfKalAAMLQMeggNK5pGdk8vIsLfje8CQRGf0VrfuORsincDZv0dTR2Dx/PIQJwUD0SyDyGRATBMSHAklRQPo3IDsDYBi0bt0a165dY0UbDMNg6NChPI9hqiI9PZ0jLG7QoIHMXsUCAwMxY8YMuLq6wtraGs2bN4eXlxemTZuGOXPmYNy4cejduzecnJxQoUIFbNq0CWlpaXK3WbQ/TUlJ0VrPb8WV4jD+3rt3D7dv3+bkzZs3TyOeO9auXYvHjx8DyPNavHnzZrW3QVlkZWUhMjKSk1e7dm2prxc/9/LlywX+1hmG4S1ade3aFfXr15e6PnEcHBwwcuRITp6vr6/WCnrT09M5aUtLS5XVJe51Kzc3F/Hx8Zw8bXpfOnfuHPt/fX19NG3aVK76MzIysHbtWlSsWBEuLi7o378/vL29MXv2bIwcORKdOnVCyZIl0aZNG9y6dUuuOgDuuMQwDP7++2+5y1IXwcHBWLhwISpUqICWLVvCx8dHKRuAZCUkJASLFy9GxYoV0aJFC/z5558cb7/Ed3bt2sXpU/X09BS26RcvXsxJf/78WSU2qLbYFjVr1kS/fv3YdFJSksyeq4pCXePb7t27VTK+qXNsUhR5nisdHR2MGTMG7969w5QpU6Cnp8f+jWEYNG3aFPfv38f+/ftRunRppbdZ2UjaEKUqT/pFMX36dNbjo5OTE69/KU6Eh4dzhMuGhoaoXLmy1NeL28Rnzpwp8Fxtsr80gXifA6jXJpYkSP706RNPYDl9+nSFPKd37doVdevW5eQV5c1WU4h//9L0rXfu3OG8WygSWebp06fo1q0bSpQogd9++w1eXl6YNWsWfv/9dwwcOBB16tRBmTJlMH/+fLltV5oDlx2tFusBecrfBw8eoF27dkhKSsKIESNQoUIFTJkyBQcPHsTFixdx8+ZNmQ+CIAiCIAiCIBTn6tWrvAWpoUOHKlzukCFDOOk3b97g1atXCpcrjngIrxIlSkh13Y4dOzB58mQ2XbduXdy+fRvly5eXuu780BWzZ89m8+7cuYMuXbpInFRRFvJ+Zm1BfIekaEhhaWjWrBl69eoFf39/3sK5ODk5Obh48SJatWqF8ePHy+0NQbSNUVFRCAwMlKscgo+kMHzqfKanT5/OmXA7ceIEKy5RBomJiTzBlDL62AEDBnDCxGZnZxc80S3UAfRNAOMSgLkDUMIZsK0G2NUGbFwAy3KAqR1gaAnoGgL4vov2XiB3N7VLRScYS+FBITYuAW36jcHbj3kLJEKhEDtWzsb837mLaWBygaxUIC0OSAoH4j4C0a+AiKdA9BvUcy6BWxdOwqmcI4C83/SAAQM4YgVVcfPmTc7Cr6x91ZYtW1C3bl2sXr0aT548KXKC8+PHj/D29kb9+vXx/v17udos3kZpw7IQ0lEcxl/xxRMHBweelwR18PbtWyxatIhNr1y5Evb29mpvh7KQ5MXC2tpa6uvFn5X09PQCPbm+fPkSQUFBnDxV2Obx8fH4999/FS5X2QQFBXEWvkxNTWVaBJYVUTFCPuL2ora8LyUnJ3MiF7m5ucnl1ejly5eoVq0apk2bhg8fPhR4XnZ2Nq5cuYLmzZtj2LBhyMrKkrkucW/l2jouJSUlYd++fWjRogUqVKiARYsWITg4mHeeIt7ApUGSsJphGNy8eRPDhw+HnZ0dPD09ceXKFVo4FUE8JGXnzp1RsmRJhcqsWbMmTzwgT+jLotAm22Lx4sWcZ3zbtm0IDw8v5ArZUNf4FhcXpxIvmPfu3eOk5fXcqA4Uea4EAoHE8OoF5Wsr4jZxw4YNUbNmTbW348aNG9i1axeb3r59O4yNjdXeDmUhbhNbWVnJ9FyIP4thYWGIi4uTeK622F+aQrzPcXFxUemzI24TS5o/PX36NCdfX18fAwcOVLhu8Xty6dIlJCYmKlyushEfE6XpWxWdAwfybMEZM2agbt26OH36dKFrDl++fMGSJUtQqVIluTfc0By4bGi9WA/IU2GuXbsWVatWBcMwCAkJwYYNG+Dp6Ql3d3e0atVKpuPXX3/V9EciCIIgCIIgiB8C8Re3SpUqKWUCy93dnbd4JO7pRVFSUlJ4ohppFvN8fX0xduxYNt2qVStcv35dbjf0y5Ytw8aNG9kJqqtXr6JHjx6cUA3KRHxhVZULmKpAtP2WlpaoWLGiTNdLmpQoXbo0atSogUaNGqFmzZqwsLDgnbN161berntpEZ+Ipw1kykP8eS5XrhxHhKZqLC0tOeEhGYbB3LlzlVb+nTt3eOH0evbsqXC5JUqU4E3yydzHCoWAnhFgbA2Y2wPW5YFSVQH7WoBNVeRalMOK7Qc5lwzu3bmAwr7zLTEJ7QaMxcugPAGAgYE+juxYhVEevWRoHANkpwFp8ahsZ4zbJ3ajZtW8viIrKwu9evXE5dN/AalxQFYaICFkoaKIP5uyev2Q1FeZmZmhSpUqaNCgAerWrSvRK8CrV6/QvHlzREdHy9Zg5HkqEF1kpb5Kechrc6gb8ee2Y8eOaveqxzAMvLy82N9A06ZNMWrUKLW2QdkIhfwpeFEvwUUhSeRUkFhP3DY3MjKCu7u71HUVRM2aNVGpUiVOnvgioDawdOlSTnrgwIEqFUhJEqKICzG15X3p3r17nPcLebxRPXz4EM2bN+eFVtXT00OlSpVQv359iR6T9u3bhy5dusj8flOqVCnOWKdNAlGGYXD16lV4enrCzs4Ow4YNw82bNyWK4OrVq4cNGzYU+LtVFs2bN8fTp08xefJk2NnZ8f6empoKPz8/tGnTBk5OTpg7dy7evXun0jZpO8nJybywb8qwtSWVo+z5DEC73u0rVqzIEUykpaXx+mRFUOf4pux7lZaWxgv9OHjwYKXWoSzktVlzc3Oxa9cuVKxYEWvXruXYLgKBALdu3YKbmxuGDh2KiIgIpbdb2Yj/tpQRNl5W0tLSMGLECHZc6d+/P9q3b6/2digTcZtYFnsYUMwmLk7z1YqSm5vL826q6j5HGiGa+D1p0aKFUkTm4uNtbm4u7t69q3C5yoRhGN5zIk3fqui8EsMwGDJkCFavXs2bWyxZsiTq1q2LqlWrwtDQkPO3yMhItGvXTq6QwjQHLhtaL9bLyMjA6NGjUadOHbx584ZV3zMMo9BBEARBEATxo5Obk4Nv0VF0SHvERCHpawx7fIuR/tpcGScXfiTEXzSVtTtYV1eXF95A2ZMfR44c4YScNTc3lyoUlKenJ3Jzc9l3i6tXryrksh8AJk6cyCnz/PnzKhEcffjwATdu3ODkacJjjrxER0ez4T8AoHr16nKV4+joiClTpuDKlSv49u0bvnz5gufPn+O///7Ds2fPEB8fj6dPn2LMmDEckcK+fftw8uRJmesTnxB8+PChXO0m+Pz555+ctCae50mTJnHEugEBAUrrr0Q94ACAnZ2d0sIGiffXSutjBUIkpKRjwPCxuHHrPzbbxcUF3rMWA9bOgHlpwMga0DMGBNypKQtzMzy64A/my2MwXx4j/eNd9OzYWqEmlbazwbPLRzhltnGrDCSEAjFvgMinQNQrIPYjkPgFSI0FMlOAXPnH90ePHnHSNWrUkLkMAwMD9OnTB76+vggNDUViYiLevHmDe/fu4dGjRwgLC8PXr1+xfft2znMRGRmJESNGyFyfvr4+Z8L45cuXKvX0+jMhr82hTtLS0njPrSKh5eRl+/bt7KKEvr4+du3aVaw8sUhCkhc9WQS1ks4taGFSvC8XF+Eqgvi4oU1ivfT0dEyaNAkHDhxg82xsbFQeKk7c+22ZMmV4nkW05X1J0XEpKSkJvXv35nipMTY2xurVqxEZGYm3b9/iwYMH+PLlCxtmS5QLFy5g/vz5MtUJcO3ohIQEub3HKov3799j3rx5cHJyQuvWreHn5ycxZGbZsmUxc+ZMvHz5Eg8fPoS3tzdsbGxU3r5atWrhjz/+wOfPnxEQEID+/ftL9KAYFhaGZcuWoXLlymjWrBl2796tlV5oVM29e/d43n+U9RsVLyciIkKix0V5ycnJga+vLydP0+/28+fPh4GBAZves2eP0j6zOsc3Zc49ffnyBR07dsTbt2/ZvJYtW6Jv375Kq0OZyGOzXr16Fa6urhg1ahRiYmJQuXJljnfC1atXY+DAgWAYBj4+PqhcuTKWL1+ute8ZHz584AkKNWETL1iwgBVUW1tba21oT1kQt4nj4+Nl8ryriE1cnOarFSEhIQEDBgzgzP26uLjA29tbpfWK28SSIs+o6p6ULl2at0lBm+4JkCdUFB0PBQJBkeLb3NxcPHnyhE07ODjIHMp4y5YtPFuhefPmuH37NqKjo/Ho0SO8evUKMTEx2L17N+c3mpaWhgEDBsjsJZfmwGVDtX63FSQjIwO//fYb/v33XzAMw07MkNiOIAiCIAiiaJJiv2LPhOGabsZPgdfmvbAoZavpZmiEN2/ecNKurq5KK9vV1ZWzE06ZnghSU1N5i3cDBw6UGMrqR2LWrFmc96lq1arBzc1Ngy2SjWfPnnHSVapUkbmM7du3o0mTJoV6ChIIBKhVqxa2bduG7t27o3PnzsjIyACQF4qve/fuMtXp4uLCSYt7byDk4/z587wdmuLhL9SBiYkJZs2ahd9//53NmzNnDm+yUh7EQz3VqVNH4TLzEe+vw8LCkJqaKnVolBs3bnAm1lNTUxEREYG7d+/i5MmTnDCElStXxoULF2BkZvn/HBHvlQwD5GQB2encIysdYNQohs/JyDsyxPJ19AFdg7wQv/mHniEgLHxKTbS/0tPTg7Ozs0zNcXd3h6enZ5FeW0uUKIHRo0ejb9++aNu2LSvGOHPmDF69eoVq1arJVK+Liwsbxic7OxsvX77U6jBdxYHiYnN8/PiR5/VKmXadNHz69AkzZ85k0zNmzJD5GZaV27dvq1z8o6uri7Jly+LTp09s3oMHD1CuXDmprpe0wBEVFSXxXFXb5ocPH2bTosIDdXDv3j0kJSWx6fT0dERHR+Phw4c4fvw4ZwHXzs4O58+fl9vztTSEhobir7/+4uRJiuijLe9LitrRs2fPRkhICJu2sLDAtWvXJH6eWrVq4eTJk5g7dy6WLVvG5q9ZswZ9+vThhQctDBcXF5w/f55NP336VGbP2oqSmJiII0eOwMfHp9DFX1NTU/Ts2RMeHh5o1aqVRK+a6kJHRwft27dH+/btkZSUhKNHj8LX11ei97/bt2/j9u3b8Pb2Rrdu3TBkyBC0adNGo+1XF+K/TxMTE6V5p5P023j9+rVEAYM87Ny5k+PlUk9PDwMGDFBK2fJStmxZjB49Ghs3bgSQ5wVr4cKF2L9/v8Jlq3N8k2XuKTs7m/fel5ycjM+fP+PWrVs4c+YM0tLS2L81atQIJ06c0MqNCLLarB8+fMDUqVNx6tQpAHnP4PTp0zFv3jyOaLNkyZI4cOAABg0ahDFjxiAkJARz5szB7t27sWrVKvTp00dln0kexJ81QP028aNHjzjeGNesWaNSmwYALl++LNd1Bdmkksjf1JA/j5CVlYWnT59KLYbUJptYVfPV0iDXXIwE4b6yuHv3Lm9uTtwmTklJ4Wy+BpR/TwICAti0uu9JYeTm5vL61vbt20v0gizKx48fkZyczKZltd0/f/6MGTNmcPIGDx6Mffv28cYgU1NTeHl5oU2bNmjWrBkbDj0uLg5jx45l+3lpoDlw2dBqsd78+fNx8+ZNjjc9oVAINzc31KhRAyVKlCjWsdkJgiAIgiAIoriTkJDASdvb2yutbPGX1ri4OKWVPXXqVM5ik4mJiVJDV2ojR44cwdGjRzl5y5cv18pJ4oIQ35VfpkwZmcto3ry5TOe3bdsW06ZNY0P43L9/X2YBjJmZGUxNTdlJltDQUJnaQPCJi4vjhUXs1q0bGjRooJH2jBkzhvViAuRNnl68eBHt2rVTqFzxfk+VfWx+fdLOs3Tt2pUzCSwJCwsLjB07FrNnz4apqankkwQCQFc/74D593yGAXKz+QK+7AwgV/rd9wqTk5l3ZCRx84W6XPFe/v+FusjMyuLsPra3t5d5wVtWz6FWVlY4dOgQXFxc2PAmPj4+WL16tUzliHtuDAkJIbGeghQXm0OSnaXqRUFxRo8ezYqxqlSpgjlz5qi8zkGDBqm8DiDP/vD392fThw8fRq9e0oX3PnToEC9PdOFGFHWOG+LvAapm1KhRRS72GBoaYsiQIVi8eLFKvZhFRkaiW7du7GaOfDw9PXnnasv7kiJ2dEJCAs+b8d69e4tcZF26dCkeP37MLp7m5uZi/fr18PPzk7puSeOSOsjNzcWVK1fg4+ODkydPcsQ2oujo6KB169bw9PRE9+7dtXK9yszMDMOGDcOwYcMQFhYGPz8/+Pn58TaFpKWl4dChQzh06BAcHBzg4eGBIUOGyLVBqrgg/puxtbVV2vuxjY0NhEIhJ+ycsuY0Pnz4wBG3A8C4cePkej9WNrNnz8aePXtY72wHDhzAzJkzUbVqVYXKVef4JupBtCiSk5PRtm3bIs+ztbXFlClTMGnSJK3bsJGPrDbrgAEDcP/+fQBAw4YNsXv37kLDjLZv3x4vXrzA3LlzsXnzZoSEhKBfv36oWrWqUsKTKgvxZ01HR0cpoTqlJSsrC8OHD2dDxLZs2RLDhg1Teb3SPMeKYmhoCDc3N04EgcOHD0sl1mMYhrdJAijYJtYW+0sVKG0uRgm8ffuW5ylUR0eHJx6X9B39SPekMDZv3swRmgqFQs5mloJQdA5827ZtHPu1du3a2LNnT6F2jpOTE44ePYqmTZuymzvOnDmDd+/e8ULGFwTNgcuG1or1EhMTsXXrVlakBwBDhw7F0qVLlfrjJQiCIAiCIAhCPr59+8YLGWNhYVHA2bIjXpayXrQPHTqE7du3c/JWrFihtNCS2khQUBAvJGKPHj3QtWtXDbVIPkQ90gDKndgpjEGDBrFiPSAvNKmsnn7s7e3ZECZJSUlISEiQOXwBkUdubi4GDRrE2ZVrYWGBTZs2aaxNBgYGmD9/PkaOHMnmzZ07V2GxnvhCkbm5eQFnyo6k/jouLk5pi3zm5uaYPn06hg4dKt/ksEAA6OjlHQZiocZzs/8v3Pu/eC9fzJeTKbksVZCbDWQm5x2cduvg8+cYjtcaezu7PPGhisXRlSpVQoMGDdhd/uJhlKVBvF8V73cJ2ShONockO0ud49SBAwdY71kCgQA7d+7keGUp7nTr1o0j1jt16hTu3buHhg0bFnrdxYsXOaHk8pFWrKdK2zw7OxuJiYkwMzMr4Ar1oq+vj4kTJ2LkyJEqEeolJyfj/fv3OHfuHDZt2oSYmBjO39u2bYvWrblh27XpfUkRO9rf358T6rVp06bo2bOnVNeuW7eO4+nkyJEj2LJli9Tfg7rHpaCgIOzfvx9+fn48DzCi1KpVCx4eHhg4cGCxWq9ydHTEnDlzMGfOHNy7dw++vr7466+/EBsbyznvy5cvWLlyJVauXIlGjRph8ODB6Nev3w/3/qLKPlMgEMDc3JwjGFHGnEZqaip69erF8TRarlw5lYf9lpZSpUrB29sby5cvB5D37jZ//nzexkFZ0cT4pqx3L1tbW8yZMwceHh5aK9STx2Zdvnw5unXrhqVLl2LChAlSbU4yMTHB+vXrMWDAAIwYMQI1atTQKqEewH/WzM3N1brJddWqVezmBAMDA+zcuVNtdauDbt26cd5Td+7cifHjx8PJyanQ6/bs2YMPHz7w8iXZxNpkf2kChediCoFhGCQmJuLNmzc4ceIEtm3bxrsHw4YN4wn9JX1HP8M9uXPnDmc+GQAmTZoklVdBRWx3hmGwd+9eTt7atWulCh/fuHFj9O3bl/U4yzAM9uzZg1WrVkldP82BS4/W+rG+du0a+wIoEAgwbtw47N27t1i9+BAEQRAEQRDEj4zo5HA+JiYmSitfvCxJ9cnK/fv3MXw4Nzx0hw4dMH78eIXL1lbi4uLQuXNnJCYmsnllypTBrl27NNgq+RDfOarK3aGiiIcqCgwMlLkM8bYWtQuWKJhp06ZxFn2BvAnesmXLaqhFeQwdOpQTlu3BgwcyhYqQhHi/p8o+VlJ9ipCYmIg5c+agfPnymDlzJi+8pkIIdQEDU8CkJGDhAJSoANhWB+xqASWrAJblAFNbwMAC0FGz2IfJwbf4aE6WqT6AyGdATBAQHwokRQHp3/KEhmKh6BRFtL+ivkqzFDebQ9V2XWFER0dj0qRJbHrYsGFo0aKFWupWFz169OD8PnNyctCrV69CQ8k+ffq0QM9/BXn5Uve4UZBoUBNkZmZi9erVqFKlCry8vOQe0/bv389G+hE9zMzM4Orqinnz5vGEepUrV5boAVGb3pdE+3MdHR0YGhpKXc+NGzc4aVk8/Li4uKBJkyZsOjMzkxM6rijUMS5lZmZi586daNy4MVxcXLBixQqJQj07OztMnjwZT548wdOnTzF16tRivV7VsGFDbN26FRERETh58iS6d+8OfX193nl3797FmDFjYGdnh759++LKlSsaaK1qUGWfKak8RW1thmEwePBgPHnyhM3T1dXFwYMHtUY4DeS9r4kuyh8/flwuu1SU4vxeFBUVhYkTJ8LR0RF//PEHLxS1ppHXZm3dujU+fvwIb29vmb2Iu7m54eHDh9iyZYvM7VU1qu4XCuP169ccYc/cuXOVFppbWxg5ciSnv0pOTkaXLl0KDad7+fJlzruCKJJsYm2yvzSBsuZiFi1axLOHhUIhLC0t0ahRI6xevZr3LtCkSROJG2l/xnvy8eNHeHp6coSjderUYcXsRaHIHPibN28QHf19XsrR0ZG3qagwxG198TDHRUHzStKjtWK9fHU0wzDQ0dHRml0hBEEQBEEQBEHkIWkyOD/UiTIQL0vRyef379+jc+fOnIkcFxcX+Pn5FatQsLKQlpaGLl26sLvZgLwJjBMnTsgUxmPIkCESFy0lHa1ateJcW758eamv9fHxKbQdoh49AMDIyEjqzyCJ+/fvY/bs2ejQoQOcnZ1hbW0NPT09XrvEPft8/fpV5rrEQ2Ip87eSj7bcJ1WyadMmrFu3jpM3ffp0XtgNTaCrq4tFixZx8ubNm8cJfSUr4v2eKvtYSfUVRkJCAhiGAcMwyM3NRUJCAl68eIHdu3ejadOm7HkZGRlYtWoVOnbsiPT0dKW0vUCEOoC+MWBsDZiXBko4A7bVALvagI0LYOUEmNoBhpZ5IWuhmr4/NY37OY0MDQAmF8hKBdLigKRwIO4jEP0KiHgKRL8B4kKApEggLSHPayDz/bmJiorC5s2bMXDgQNSsWRO2trYwMjKS+PsUFYukpqYWKOgpCHX0VdevX5e6vxEIBJywKZIWDAo6WrZsqfS2S0txtDlUbdcVxoQJE1ivTra2tlizZo1a6gXywgvl92WyHrKgo6OD7du3c+7/58+fUbduXcyfPx/Pnz9HamoqUlJSEBgYiOnTp6NRo0asKEzcE0FBizXqHjfUtXECAJ48ecL5/hMTE/H27VscOHAA7u7u7Hk5OTnYu3cvmjVrxvMWpgp69eqFO3fuSLSttel9SdSOltWGvnfvHif966+/ynS9+OKgLGI9dYxL4eHhGD16tMR2GRsbo3///ggICMDnz5/xxx9/oHbt2kpvgybR09NDt27dcOLECURERGDbtm1o1KgR77yMjAwcOXIEU6ZM0UArVYMq+0xJ5Sk6pzFlyhQcO3aMk7dx40aO7a0NWFpaYtq0aWyaYRiFQ9tr63uRpaUlZ2zKyclBXFwcHj9+jE2bNnG8xiUlJWHq1KkYPHiwQu+IykRRm1URT7a6urpa6WlJ1f1CQeTm5mL48OHIyMgAAFSvXh0zZsxQS90A5LaHxUN1FoWFhQX++OMPTt7z589Ro0YNrFmzBm/fvkV6ejoSExNx584djBo1Cu3bt2ftGGlsYm2yv1SBNs7FCAQCjB07FpcuXZK4IeRHvyfifP36FZ06deK8i9ja2uLEiRNSe49XZA5c3HZv1aqVTPMQv/zyC8cLX2BgoEyiT3XY7z8KWhsGN99QEQgEqFKlCqysrDTcIoIgCIIgCIIgRDE3N4eOjg5ycnLYPGXulBIvy9raWu6ywsPD0a5dO86usrJly+LixYsKlavNZGdno0+fPrh9+zabp6+vjxMnTsDNzU2DLVMe8u5I//fffzF+/Hg8e/ZMrutFQxlJi7btni+O+Pv783ZTDxkyBCtXrtRMgyTQr18/rFixAi9evAAAvHjxAocOHcLAgQPlKk98LkTUQ6aiSOqv5e0PBQIBLCwsYGFhgerVq8PLywsHDx7kLDZcvnwZU6ZMwdatWxVqt1wIhYDQCNAzAkTnN5lcIDvzexjd7HQgKx23/7uLtDTpJrObNagDQ8PCJ1sL//0zQHZa3sGpUoCv31Ixfel6+P51kjPWykJCQoJMk7rUVylOcbU5JLXt27dvSg2/LYkzZ87gyJEjbHrDhg0/7Dzwb7/9hhUrVmDmzJlsXkpKCpYsWYIlS5YUeF27du1QrVo1bNiwgc0raHHb2tqaY6eo0jbX1dVV+fNRGGZmZjAzM0OlSpUwcOBAXLp0CX379mVDyD979gyDBw/GuXPnlFqvQCBAhQoV0Lp1a4wYMQL16tUr8FxtfV+Spa9nGIYThsvc3LzIUHXiiIvbwsLCZKpfU4wcORJr165Vy4Lvq1evEB4eLtW51atXV5lHP2tra4wZMwZjxoxhvXvm27U/IuK/GWX+PvNFxYXVJwsrV67E+vXrOXkLFizA2LFj5S5TlXh7e2Pjxo2sPRQQEIDbt2/LLSwsLuObUCiElZUVrKys4OrqivHjx2PdunWYNm0a25/5+fmhZs2aHEGjJiiuNquqEf/synwHL4zNmzfjv//+A5Bna+zatUtrwyYryogRIxAYGMgJvfz161dMnz4d06dPL/C6YcOG4du3bzh+/DibJ8km1lb7SxVoci5GKBSiatWq+O233zBy5Ehe6FtRCnrXVBbadE+SkpLg7u7O8aBubm6O8+fP8yK3yIIsNrHohkcAqFWrlkx1GRgYwMXFhbUBMzIyEBUVJXVEE5pXkh6tFes5ODiw/xdXXxIEQRAEQRBFY1aiJLw279V0M4oNObk5SEn+vsvHxNQEOkIdqa41K1FSVc3SagQCAaysrDhexiIjI5VWvnhZ8r5ox8XFoV27dpzdnjY2Nrh06ZLGw2aqivzwOKKLkzo6Ojh48CDatWunwZYphvi7oTw7Q3fu3IkxY8YoNHGQP+ElC+LerdQZSuVH4Ny5cxg8eDDnvvXo0QN79uzRKi9VQqEQS5YsQffu3dm8hQsXom/fvpxdqdIi3u+pso+VVJ8iDBw4ELq6uujXrx+bt337dkycOLHQSVy1IhACeoZ5hwgDvdvzJjcLIvjuOTiVLc3JMzbilpeeIXvYmQ8hYWjZayQ+RxQcDkgaZO2vqK9SjOJsc0j6/UdHR6u03d++fcOYMWPYtLu7O6fP+BGZMWMGHBwcMG7cOKkWf/v164ddu3bxFvQLE+t9/PiRTaty3NA2bzht27bF33//jWbNmrGOAP7++29cunQJbdu2lbqcdu3a8b5vgUAAY2NjWFhYoHTp0lJ/dm16XzI2NmafOVls6G/fvnE8QMninTufkiW578v5gkpp0OS4tGvXLly7dg0eHh4YNGiQQgusRbF69Wrs379fqnP37duHIUOGqKQdubm5uH79Ovz8/HD8+HGtCCOnSsR/M9HR0WAYRinvFzExMTzvafLa2jt37sSsWbM4eRMnTsTChQvlbZ7KMTExwaxZs/D777+zeXPmzMH169flKk+d45syNw0IBAJMmTIF2dnZHLH+okWL4OXlpbENCsXZZlU14r/TnJwcxMbGyjX+SUtISAjH++To0aM5IeR/RLZt24by5ctj3rx5Rb6zCgQCTJw4EWvWrEHnzp05f5Nkk2mT/aUJlDUX4+HhAU9PT06eQCCAiYkJLCws4OjoKLVdJuk7+hHvSXp6Orp06YKHDx+yecbGxvjrr79k9sysyBy4uK0tbotLgyT7XdrxgeaVpEdrxXqVKlVi/y/tjiKCIAiCIAjiO0IdHViUstV0M4oNOTk5EBp+n4g2MzODjo50Yj1tQFwEIo+YKB/xl7/CdnJWqVKFM/kRGBgod73iiJdVtWpVmctISkpC+/bt8fLlSzbPwsIC//zzj/aIRVTA2LFj4e/vz6bzd+X26tVLrvKmT5+OQYMGSXXu06dPMXXqVDZ94MAB2NpK1xdVr1690L+LT8LJunh07do1nlBPV1cXzZo1Q8OGDVGuXDmUKlUKhoaGvLAEsizySiI5OZmTtrCwUKg8SWjLfVI2165dQ+/evZGdnc3mtW3bFocOHdLKfrpbt25wc3PDgwcPAOSFFtq3bx9GjBghc1mVK1fmpJ88eaKMJgLg97GOjo5K3yzZt29fbNu2DTdv3gSQJyT29fXFsmXLlFqPRtEzAgQ6APN9176lOdcDT1JKqvhVhZKZmYUOHhN5Qr1K5R3RonE9VKlQDg52pWBibAQjQwMI8sP5CnWwZocvLl679f2i7AyAYQApF53V0VfVrl0bly5dkvr8QYMGISoq77uQtGBQEOpe/CzuNoezszP09PSQlZXF5gUGBhbqNUxR1q9fz877mpiYcLxr/MgMGjQIHTp0wPr163Hy5EnOMwPkCb/btGmDsWPHomvXrgDAC+dasWJFiWVXqVKFszikSttcfIzSBho3boxBgwbB19eXzfPx8ZHJjrO3t0ebNm2U1iZteV+ytLRkxXo5OTlIS0uTyvOq+Lggz2Kb+DWy2PDqGJdKlSqFGTNm4MCBA/jy5Qvnb+/evcP8+fOxYMECNG3aFB4eHujTp4/WiVUV5fXr1/D19cXBgwc5nhTFcXNzw4QJE1TSBk3MaYiPz8nJyXj37p1S+jdJv3V55jT8/f153vMGDx7M8baqrYwZMwbr1q1jn6kbN27ILKDOR53jmzz3qSimTJmCXbt2sYLDlJQUHDt2TK53REVRl81aXD0rubi48PICAwOVahuIs3DhQjZMZOnSpbUqeoAqmTZtGvr374+1a9fi7NmzHEEukBcdpFOnTpg4cSJatGgBQDabWBvsL02hjLkYZ2dnpT33JiYmcHBw4NhZgYGB6N27t1LK14Z7kpWVhT59+nBE6fr6+vD19UWjRo1kLk+ROfCfwX7/UdBasV79+vVRqVIlvHv3DuHh4QgKCioWE1sEQRAEQRAEoQnEX+DEX4pkQfzlq7CFiGbNmnHCrIpOnipCdnY2nj59ysmTNVxKWloaOnXqxApmgLxdaX///TdcXV2V0k5tZPr06dixYwcnb926dRg2bJjcZVarVg3VqlWT6lzxRZamTZvKHCqrIMR38EVERMh0/ZQpUzgTxh07dsSOHTtQpkyZQq9TZKEoH9G2mpmZqWSBT1vukzK5d+8eunTpwllwa9KkCU6ePAl9fX0Ntqxwli1bxvFiuWTJEnh6evJEoEUh3u9FREQgPDwcpUuXLuAK6Xn06FGhdSmLHj16sBPEAHDnzh2V1KMxrJ0BeycgJytPGJedBocKFhAIBGx/ExH1tfAyxNjhdwxvP3737GdrUwI+6xeifaui79Fe/+PcjNj3gHEqoKMP6BgAuhL+FX7vD8Q3zDo6OsrUdmmwsrKSadLf0PC7p0JlLhgokx/B5jAyMkL9+vXZ8FtAnl3n5eWlsjpFw9mlpKTIPQ61atWKk/b29tZ6EYO1tTUb/jY2Nhbh4eGIj49HyZIl4ejoCFNTU875r1694qTr168vsdxmzZrh4MGDbPrJkyfIzs6Wy7urOOLjRsOGDRUuUxX06NGDI9bT9LijLe9LZcuW5YSfjYiIgLOzc5H1iD+L+WICWRC/RpawsuoYl4yNjbFy5UosX74cFy9exP79+3Hq1CmO/ckwDG7duoVbt25h4sSJ6Ny5Mzw8PODu7l5swxRGR0fj8OHD8PX15f2+RSldujQGDRqEIUOGqHTxWxNzGo0aNeKFSnz48KFSxHri36m9vb3M3hlPnz6NwYMHczz09ezZE3v37tUq7+IFYWBggHnz5mHkyJFs3pw5c+QS66lzfFPFe5Guri66dOnCsU/u3LmjdrHej2CzqpoKFSrA3t6eM4fz8OFDlb6DiNrE4eHhcgtbxPuY9evXY9KkSQq0TPWUKVMGGzZswIYNGxAZGYnIyEgkJSXB1tYWZcuW5WwsYBgGr1+/5lxfmE2sDfaXJtG2uZhmzZrhr7/+YtPKuifh4eE8z3rqvie5ubnw9PTE2bNn2TwdHR3s3r0brVu3lqtMRebANW2/q2MO/EdBqOkGFMa4cePY/y9dulSDLSEIgiAIgiAI7Ub8pSffA408REdHF1q2KOIvv+/evcPz58/lrjufgIAAnst0WV60MzMz0bNnT86khIGBAU6dOqW1kyjKYMmSJVizZg0nb9GiRVo/OSct4ov4nz9/lvrat2/fcnZa1qhRAydOnChSqAfkhYhRhMTERM5ikzaK4rSRZ8+ewd3dnfPdubq64vz581ofQqFt27Zo2bIlm/706ZNcHqMaN24MoZA7dXP8+PECzpae2NhY3Lhxg5Onqr6xQoUKnLQyQ52oipCQEDAMI9XB/p519AADU8DEBvo2zhxBZUT0V+SalQFMSgEG5nnCuUI4fPofTvrknrVSCfUAIC7hm+Q/5GQCmUlAaiyQFA7EhwBfg4DI50DEMyDmDRAXjPDQD5zLnMopXxTxo/Ej2RzNmzfnpP/++2+OgIFQDSVKlEDNmjXxyy+/oFq1arzFlYyMDLx7945N6+rqok6dOhLLEn/m0tLSEBAQoHAbnz9/zmkDoL1iPW0bd7TlfUleO9rCwoJji4h7tJEGUc82gGyeT8XFeqq0o4VCIdq3b49Dhw4hMjISO3fuROPGjXnnZWRk4NixY+jatSvs7e0xfvx43L9/X6G6fXx8pLY9FAmBm56ejiNHjqBTp05wcHCAt7e3RKGeoaEh+vbti4CAAISFhWHVqlUq91KjiTkNU1NTXlg6ZdjaksqR1Sa4fPky+vbty/Eu/ttvv8Hf318rvYsXxNChQzmerx48eIBTp07JXI46x7cf9b3oR7JZVY24TXzmzBkNteTnws7ODnXq1EHz5s1RuXJlngfg4OBgjoDIwcEBdnZ2EsvSFvtLk2i6zxFH/Hu6ceOGXHalOOLjrVAolMuTnbwwDIORI0fi8OHDbF5+hJsuXbrIXa4ic+DitrY67XeaA5cNrRbrjR8/Hm3atAHDMPD399f6HZEEQRAEQRAEoSnEd0/GxMTwXqqkRTwUV2EvVb/++itv4nvfvn1y1SuKj48PJ12lShWpPYbl5ORgwIABnIlbXV1dHD58WOFQptrMhg0bMH/+fE7elClTeHnFmVq1anHSQUFBUl979+5dTtrLy0tqz2zivwlZefPmDSct/jkIPkFBQWjbti3i4+PZvKpVq+Kff/4pNuETxMOLrFixQubdrBYWFmy4l3yU0cf6+/sjMzOTTed7elAHxdX7jKyI/s6zs7PxITIBsHAA/sfefYc3Vb5vAL/PSbp3Cy20zLK3UEBkI0MQWTJkCNTvz60o4kRlqCgiLoYbtCxF2UsZCogMEVnKlJYWKKWUlu6d5Pz+SHuak9EmbdOk5f5cVy563pzxtrQnycmd5wlqAoS0Aeq0B2q1APwbAt4hgLsfoHKDTqfDsdMlFbTuatMC93TuYOYI5p29eLnslYxJWqAwF8hLwwWD86parUbrAA1w8yyQfAlIuwpkJgI5t4GCbECr0bfYvYPVtOcco0aNUizHx8dj586dDpoNFdu9e7eiPXHfvn0VFScNtW3b1qQilD2em/v7+6Nnz54V3m9VcPTjjrO8Xirv82hBEBSVPTIyMhAXF2f1PAGYVKBp2LCh1ds66nm0n58fHn/8cRw+fBgXL17E66+/blLhBNC/+fnZZ5/h7rvvRosWLTBv3jybfz72JkkSDhw4gEcffRR16tTBQw89hB07dihCYMXuuecefPnll0hMTMTatWsxePDgKguGGV/TMK4oaq2kpCSTayGlXdMYPXq0Ynnbtm3lvpZS7MyZMzhx4oRi7MEHH7R6+0OHDmHEiBGKCu+9evVy+uri5qjVarz11luKsVmzZimqBVqjqh7fAgICFB+6sqeqfHyqac9Z7c34OfGRI0cqfF2IKm7Hjh2K5SFDhlhc11mefzkTRz8nHjFihOI5RUFBgaJiankZ/58MGDAAvr6+Fd6vtV544QUsX75cMbZ48WJMnTq1QvsNDw9XfFDZlmvgxs+1jZ+LlyU/P19xPDc3N4SEhFi1La+B28apw3qiKGLz5s144IEHIEkSXnzxRUyaNAnR0dGOnhoRERERkVMJCwszqRBmWO7fFsbbmasmUMzLy8ukPdo333xj06e9jJ08eRJbtmxRjD3//PNWtXmRJAn/+9//FJ+qE0UR3333HUaOHFnuOTm7ZcuWYcaMGYqxxx9/HB9++KGDZmQfwcHBit/zM2fOWL2tcWWGFi1aWL3t3r17rV7XHONP71pq00F6V65cwYABAxQVMRo3bow9e/agdu3aDpyZbbp37477779fXk5KSsKiRYts3s8TTzyhWD558mS5qlEUy87ONqnA+eCDD5p9A7oyXLlyRbFs7QW+6i4iIkKxbPIpflEFuHoCnoGAb6i+nW5Ia6S41lO8ed6ieTNA7Q6g7MfA/2Ku4HpiUpnrWZKfX4BLsdfk5TbNw+Hu7lZUlS+rqCrfDSDtCpD8H3DzXyDxHyDpAnD7MpB+Hci+BeRlAIV5gGTbm7DVTU18ztGtWzd0795dMTZv3jyb31C31tNPP409e/bYfDM+j3z44YeK+59++mm7zNdRDKs0ACi1NbEgCHjuuecUY1u2bCm1xWVZrl+/jm+++UYxNmXKFKetcutsjzvO8nqpzMelUhhXJ7H1ubHx+rZUOzGcp7+/v6JCV1Vp3rw53n33XcTFxWHPnj2YNGkSPD09Tdb777//MGvWLISHh6N379745ptvkJ5uoeJtFTCcT58+fbB8+XKz86lXrx5mzpyJixcv4vDhw3jiiScc8uEY49+LyrqeUb9+fYSFhVlc//HHH1cEoAsLCyvc6cv4A3NhYWEYO3asVdueOHECQ4cORU5OjjzWuXNnbN++3aTKVHUxfvx4tGvXTl4+c+aMyWNbWarq8e2xxx6z2+Obox6fauJzVnsbM2aMSdjFOHRamd5+++1yPSc2tnr1asX9xmHk6s6W58TO8vzLkZztOXGDBg1MgrALFy6sUNv7rVu3moTjq7K7zKxZs0yu87333nt49tlnK7xvURQV7ckTEhKs7vxi/Jxq//79kGz4oOUff/yh+LBYp06drP6wAK+B20bt6AmU5u233wagfyF55swZxMXFYe3atfjxxx/Rvn17REREoHbt2hY/SViamlRdgoiIiIgIAPr06aP4RNratWsxYsQIm/Zx7tw5/PPPP4qx3r17l7rNtGnTsGjRIvlFXFZWFqZNm4ZNmzbZdGxA/2nfJ598UtFyLSgoyOpPoz377LNYuXKlYuzzzz/Hww8/bPNcqou1a9fiiSeeULzonjRpUrlablYHvXr1wg8//ABAX9nj0qVLaNasWZnbGV+UMKwqVpr8/Hx8++23tk/UgPEbCGX9Td3Jbty4gf79+ysuoIaFheG3334r9U02Z/Xuu+/il19+kX//Fi5caPOnuQcNGoTmzZvjv//+k8eee+459O/fHz4+PjbPac6cObh27ZpizDjsW5m2bdumWL5TPlVr3Drp+PHjVlVUkYxCeQVwAYJb6SvYafIBTZ7RLV8OxX2+4qcKzfn0uf8UQcHe3TqVvZGkAzS5+ps5ogugdtO3/jX+V1QDTvrGhjVq6nOOl19+WfEmyp9//omPP/4YL730UoX2e+zYMTRq1EgRum7evLlJlRxrGF8LjoiIqLIqOFXtzJkz+PHHH+XlWrVqlfnGemRkJGbPni2/maPT6fDkk0/iyJEjUKttfzvg+eefR2Zmprzs4uKCxx57zOb9VBVnfNxxhtdLd999N1xcXOQ52BJw6dOnj+L3MCoqCv/73/+s2vbixYuK8JSbm5vVLZRv3rypeE5o/Nha1URRxIABAzBgwABkZmbip59+QlRUFA4ePKhYT5Ik/PHHH/jjjz8wbdo0DB8+HJMnT8bgwYPtXtUmJSUFa9euxapVq3D06FGL63l4eGDUqFGIjIxE//79Fa2OHcX4NdKpU6dw8eJFmz5kBUB+rWhpv8Zq1aqFKVOm4Ouvv5bHli5dismTJ5uEXK2xfft2k7/tadOmWXX+PXfuHO677z5FqLJt27bYuXNnlVYJqmyiKOKdd95RPH7NmTMHr776qk37Ke3xrTxhGXOPb5URsDBHkiRs375dMVZVj0819TmrPanVakyfPh0vvPCCPLZu3TqsX78eY8aMqdC+f/75Z8WH+oDK+13o0aNHjW05uXPnThw+fFhebteuXZnPJ5zh+ZcjOeNz4hkzZmD9+vXycnx8PGbNmoVPPvnE5n1lZWWZhLhbtWqFwYMHV3ie1li4cKFJuH/mzJmYOXNmpR2jV69eiueZx48ft6oaaosWLRASEiJ/cP3KlSvYt28f7r33XquOa3wd3LjjR2l4DdxGkhMTBEESRVFxEwRBvhnfZ8uNarYzZ85IAOTbmTNnHD0lMiM9PV3avHmzfEtPT3f0lIiInE5hYaF07tw5xa2wsNDR06qRNBqNlJqaKt80Go2jp2Sz/fv3K54DqVQq6cSJEzbtY9iwYYp99OvXz6rt3n33XcV2AKSZM2fadGydTidNnTrVZD9r1661avvXXnvNZNsPP/zQpjlUN9u2bZNcXFwU3/PIkSMdep7Yt2+fYj6xsbGVuv+oqCjF/pctW2bVditWrFBs9/LLL1u13csvv2zye9WnTx+b5ty6dWt52+DgYEmn09m0vT3Y+/+pPFJSUqQ2bdoo5lW7dm3p3Llzjp6ayc9rxIgRVm87duxYxbbdu3e3el/Fj007duyQRFFUbHfvvfdKubm5Nn0fy5YtkwRBUOznySeftGkftvjtt99M/n5+//13ux3PmeTm5koeHh7y992zZ0+rttNoNJJarZa3q1u3bunndJ1OkgrzpJN/HjB5PAAgxf65XZKun7Dq9sGbzyu23b5ikdXbluuWcEqSbp6TpORoSUq7JkmZNyUpN02SCnIkSVvyPKxhw4bynObMmVPB/5nK4azPOb777jvFnL777rty7WfUqFGK/ajVaun7778v97xWrVoleXl5VdpjjeHvBABp3759Vm9r8jdSgTlV5r7MycnJkbp166Y4xtdff23VtmvWrDGZ36RJkyStVmvTHGbNmmWyn/fee69cr5uMn+fb47nHuXPnJFdXV8VxVqxYUeo2c+bMUaw/derUSp+XJDnH66W+ffvK27i6uko5OTlWbZeamip5eXkpjrlp0yarth06dKhiu8mTJ1u1nSRJ0k8//aTYdunSpVZvW5Wio6OlWbNmmZybjG+NGjWy6zyOHTtm9rmA4a1nz57SN99847TX4Q1/RwFIo0aNsmn7Y8eOmTxntua5Z3JyslS3bl3FdmFhYdLly5dtOv6JEyckPz8/xX46dOgg5efnl7nt5cuXpdDQUMW2TZs2lW7cuGHTHEoTGxtb4fOd8XON559/3uptu3btWurrImv2ZenxraCgwKbHJnOPb++//77V34utli9fbnK8uLg4m/djuL011yWc9TlrWfr06aOYs62MH9ttea5YrKCgwOR31tvbW9q7d6/N+5Ik/WP4hx9+KKnV6nJtb055n4sanwvK8zO2x74suXXrltS0aVPFMXbv3m3Vts7w/MtYRX+/rVGeazHG36O9Xns/9thjJnP76quvbNpHXl6eNGDAAMU+VCqVdPDgwXLNyfA5XMOGDctc/8svvzT5Hp599lnFOpXxXpPxez1vvvmm1du+/vrrim07depk1RyOHj2quG4oCIIUHR1t9XHtdQ3cXu+TOjpTVO3CehW9Fe+TajZH/2GRdRjWIyIqG8N6VacmhPUkSZK6dOmieB4UHh4uxcTEWLXtm2++afJCc8eOHVZtq9Vqpd69e5t9oZqVlVXm9rdv35YmTJhgsr21b+a8//77Jts6yxv69rJv3z7J3d1d8T0PGjTIqjcC7D2v8lwstFZiYqKkUqkUF+atcenSJcW8fHx8pEuXLpW6zZdffmkSbLL2onixmzdvKvZhrzeAbeVsYb2MjAyT85e/v7908uRJh86rWEXCeufPn1f8zhrfrAnrpaamSi+++KLJtn379rXqTR6NRiMtWLDA5M3LFi1aSNnZ2aVue+HCBWnmzJlSSkqK1d+zJEnS77//Lvn7+yuOd/fddztFWLWqGAYUXF1drXo8lCRJ6tGjh+Lnn4zQ8AABAABJREFUVtYbh5cuXZIaNGhg9vcr9r/zkpSTqg/CpV3VB+NunpWk6ydNwnP339tT3s7Tw13Kjj5k37BeWbcb/0pS0kWpYf2wksf2N2ZKkiZfH1J0EGd+zlFZYb3U1FST0IkoitKcOXPKPGcYiomJUQT/7vSwXnp6upSQkGDVvm/fvi0NGjRIsf+ePXvadA6dNGmSyRzHjh0rJScnl7ltTk6O9MILL5h9DmRrIKKYtWG9jIwM6amnnpKuXbtm9fcqSZL077//SvXr11cco2HDhmUG0qoqrOfo10uSJEkLFy5UbLtnzx6rt502bZpi24CAAOn06dOlbjN79myT84gtHyZ7+umnFdvbGpyqajqdTtq7d680ZcoUk3AjAMnPz8+uxzd+vmr4d/Dmm2/a9Earo2zfvt1k/nPnzrVq2+joaKlRo0aKbbt06WL1sXfv3m3y2q9hw4ZWf9Bk27ZtUq1atRTbu7u7W/Xe1PXr16Xw8HDFtg0aNJCuXLli9fyt4eiw3p49eyy+JrJlX+Ye38aMGSPFxMSU+dhU2uNbWYH2/fv3SwsWLLDpuZAk6YPHxkHysWPH2rSPYsZzLo0zP2ctizOE9SRJH6I1DuC6ublJS5Yssen6/KlTpxTfU2Up7/NaR4f1EhMTpdTUVKv2Hx8fL3Xs2FGx/4kTJ1o9P2d4/mXM2t/vqr4WU1VhvezsbKl58+YmzxHnzZtn1d/VtWvXTIJ6AKRZs2aVe062hPXWrFljcm3tkUceMfn5VsZ7TQUFBVJAQIB8nB49eli97bVr1xQfIAUgPfroo6X+Hly5csXk9dTIkSOtPqY9r4HX1LCeU7fBBWBT/2QiIiIiojtdVFQUunTpgpycHADA5cuX0bFjR7z44ouYNGkSmjRpolg/NzcXv//+O+bPn48DBw4o7ouMjDRpzWCJKIpYu3YtevfujejoaHl86dKl2L59O6ZPn45x48ahbt26iu3i4uLw448/4tNPP0ViYqLivm7duuHzzz8v89grVqzAa6+9phjr2bMnevbsiV9//dWq+RcLDQ1F69atbdrGEc6cOYPhw4cjLy9PHqtTpw6eeeYZk//Hsnh4eKBHjx6VPUW7CQkJwb333os9e/YA0LcQKSwsLLOlVNOmTXHPPffgyJEjAIDMzEz07t0bixYtwqhRoxRtiU6fPo333nsPP/2kbynZqlUrnD9/vlzz3bp1q+J17cSJE8u1n5pu+PDhOHbsmGJsxowZSE5OtvnvOCIiAgEBAZU5vQpp2bIlJk+ejKioqArt57XXXsN///2naGWyf/9+tG3bFtOmTcOECRPQrl07xTZpaWnYtGkTlixZgpMnTyruq127NjZu3AhPT89Sj5ubm4v58+dj0aJFGDZsGMaMGYO7774b9evXN7vuoUOH8O2332Lt2rWK3303Nzd89tln5WpRVV1NnDgRO3bsAKBvvf3LL79Y1TZpypQpipaBM2fOxK1bt/DKK68gODhYHk9OTsaKFSvwzjvvID09HYIgoHnz5rh48WLJzlzcAQ9/04NIEqArBDQFgDYfWWmp2Hu45G9wxH194enhYfs3XZl0hfpbUZtfAEBuCnDzLAABULsCKreSfxUtdlV2mdKd8pzD398fW7ZsQf/+/ZGSkgJA32rurbfewrJly/D000/j/vvvx1133WWybXJyMn7++Wds3rwZ27ZtU7RWvtNdvXoVERERePDBBzF27Fj07dsXgYGBinUSEhKwfv16vPvuu0hKSpLHa9WqhaioKJvOoV988QWio6MVrTDXrVuH/fv3Y/r06Rg/fjzCw8MV29y8eRPr1q3DokWLFM/pAf1zqR9++MHu7TK1Wi2++OILLFu2DPfddx/Gjh2LHj16IDw83OT7LygowN9//41Vq1Zh+fLlcpszABAEAUuWLIGHo89lRRz5eqnY+PHj8corr8iPz5s3b8aAAQOs2vbdd9/Ftm3bEBcXBwBITU1F9+7d8dZbb+F///uf4rnXmTNnMGfOHGzcuFGxj5dffhkdO3a06niSJGHr1q3y8j333IPGjRtbta2jCIKAfv36oV+/fvjss8+wfv16REVF4cCBA1X+PpeXlxdGjx6NqVOnol+/ftXm+dfQoUMxdepUrFixQh6bO3cu9u7di9deew19+/Y1+ZuOiYnBmjVr8NFHHyEjI0Me9/T0VOynLAMHDsSCBQvwyiuvyGNXrlxB3759MWnSJERGRqJv375QqUqeYxQWFmL37t1Yvny5SVtFlUqF7777Dm3atCn1uDk5ORg0aBAuX76s2Lb4uf9///1n9fcA6J+XGLeLdxYDBgxA3759sX///grtx9zj2/r167F//348+eSTGD16tMnrosp4fEtNTcWrr76K+fPn48EHH8SoUaPQpUsXhISEmKybmZmJffv24auvvsLPP/+suC8wMBAfffSRrd+2Te6U56z21rhxY6xbtw4jRoxAbm4uACA/Px/Tpk3D0qVL8eSTT2LIkCFm23XHx8fLbbH37NnDvIOBY8eOYfz48ZgwYQJGjx6NHj16wMfHR7FOTEwM1q5diwULFijaVTdt2hSLFy+2+ljO8PyrvGrqtRhPT09s2rQJffv2xa1btwDoX2u++eab+OmnnzBt2jQ8+OCDJq+Tzp07hx9++AGLFy9WPN4DwIgRIzB79my7z/3XX3/F1KlTodOVXKNo2bIlHnroIfz222+KdbVarXzeAPTX3w2fQwQEBCAiIqLU47m4uGDMmDH45ptvAABHjhxBUlKS4rqQJfXq1cMHH3yAadOmyWPLli1DdHQ05s+fj27dusnj2dnZWLt2LV577TUkJyfL44GBgfjss8/KPFYxXgMvhyqNBtpo//79drtRzeboFCxZh5X1iIjKxsp6VaemVNaTJElat26d5ObmZvaTysHBwVK7du2krl27Sk2bNrW4Xu/evW3+tLAk6T8R3rlzZ7P7FARBCgkJke666y6pffv2Jp86N7wNHjzY6ucG5loRlPfmLFXPymL8afaK3Kwp72+LqqjYtnLlSsUxdu3aZdV2hw4dMtsaytvbW+rYsaMUEREhhYSEKO7z8vKSTpw4oRizpbLe/fffL29Xt25dpzm3OFtlvcr6fQbK/6n50lSksp4k6T9tblxNwZp9GT825eTkSJGRkRa/d39/f6l169ZSRESEFBYWZrGiX5MmTaxuL3zy5Emz+wgICJBatGghde3aVerUqZMUHh5u8Xhubm7Szz//bNPPrCbIzs6WvL295Z/DhAkTrNquoKBAuuuuu0x+jqIoSi1atJDuvvtuqWnTpiY/79dff73cbSaNWw3u2LZV3442N62oKt+1oqp85yTp+qkqrbDXsF5JW7o5Mx63sirfP5KUdEGSUmIlKf26JGUlS1JehiQVVqwqn7M/56isynrFzp07J7Vo0cLi9+Dt7S2Fh4dLXbp0kVq1aqX41L/xzc/PT7p582alfJ/VtbLev//+a7JNvXr1pE6dOkmdOnWSQkNDzVb0rVWrlvT333+Xa47p6enSkCFDLP6/BAUFSe3atZM6duwohYSEmD0+AKlz587S9evXJUkq/+sma89PqampZufg4+MjNWvWTOrSpYvUuXNnqVmzZhZbfgqCIC1btsyqeVVVZb1ijni9ZOjee++V9xEWFmZTtcZjx46Z/Tt3cXGRmjdvLnXu3FkKCwuzOF9bKoD/9ddfiu0/++wzm79XZxEbGyvNnTtX6tSpk12P8/vvv0t9+vSRvv32WykzM9Oux7KnrKwsqVevXmZ/j1xdXaWmTZtKXbt2ldq3b2/y2q345ubmJq1bt65cx//ss88ktVptdr8eHh5SkyZNpC5dukiNGze2eD3Fy8tL2rhxo1XHM1eVqiK30h6LHF1ZT5L0r8ktzd2Wfdnj8a0smzZtMruP2rVrS61atZLuvvtuqWPHjlLDhg0tHs/f3186fvy4TT8zQ4b7Ku26hLM/Zy2Ls1TWK3bw4EGTVtmGNz8/P6lZs2ZS165dpebNm0s+Pj4W161Tp06F5mLIlr9/Q46urLdt2zbF+oIgSI0aNZI6d+4sdejQweK5PTw8vNxVdh39/MuQtb/fVX0tpqoq6xU7d+6c1KRJE7PzVqlUUmhoqNSpUyepTZs2pb7OjIyMrHCXGWsr6xmfWypys/ba8oEDBxTb2dIyWKfTSZMnTzZ7/Nq1a0udOnWSWrdubVKBD9A/59m5c6fVx5Ik+14DZ2U9B+jTp4+jp0BEREREVO2MGTMG9erVw0MPPYSrV68q7ktKSlJU6TAmiiKefPJJfPrpp2VWKjMnNDQUBw8exDvvvIMPP/wQ+fn58n2SJOHmzZu4efOmxe19fHwwd+5cTJ8+3e5VO6j6Gjt2rFx1DQBWrVqFQYMGlbld9+7d8c033+Cxxx5TVF7JysoyqToG6D/luHHjRqsrgBi7efMmdu/eLS8//vjjik9R0p2jUaNGeOyxx2z6RKo5rq6u+O677zBgwADMmDHD5HyelpaGtLQ0i9uLooj/+7//w8KFC+Hn51ehuaSmpiI1NbXM9Tp37oxvvvnGbAWums7T0xNTp06V/9+3bt2KzMxMk6oBxlxcXLBlyxYMGDAAly5dksd1Op2yap6BGTNmYN68eXjkkUfKNddVq1bJXzdu3BiD7x8KiCLgYqYilSQBOg2gyQe0Bfpb8deafH01PEfTafS3whwzdwpFVfjMVeZzBUSnvlxapVq1aoXjx49j7ty5WLx4MQoKChT3Z2VlISsrS1ENyJiLiwueeOIJzJkzB7Vq1bL3lKud+Ph4xMfHW7y/R48eWL16NRo1alSu/fv6+mL79u1YvHgxZs+erahMAgApKSly9URz3NzcMGPGDMyZMwdubm7lmkNlyczMNJm/Oc2aNcNXX32Ffv36VcGsbOfo10tPPfUU9u7dCwC4fv069u7di/79+1u1befOnXHgwAGMGDFC8XdfWFhYavWvyMhIfP311za9vjR8XPLx8cHDDz9s9bbOplGjRpgzZw7mzJlj1+P07t27whXLnIGXlxd+++03PP/88/jqq68U1WsKCgpMqqIZa9CgAX788UdFxRhbPP300+jSpQsef/xxnDp1SnFfbm4uYmJiEBMTY3H7Pn364KuvvjJbaYv0r8mHDh0qV58uL2d6fLt165ZcHao0AwcOxFdffeX0VULJVI8ePfDPP//glVdewYoVKxTnJQBIT09Henp6qfvw8vLCiy++qKjeSXqSJCEuLk6u3mvO8OHDsXz58nK/nnD086/KVFOuxRS/1nz11VfxzTffKP6utFotEhISkJCQYHH74OBgfPjhh5g8eXJVTNdhevXqhbZt2+LMmTMA9M+RH3/8cau2FQQBK1asQJ06dfDRRx8pfsalPXbVqVMH69atQ8+ePa2eJ6+Blw/f/SIiIiIiqoG6deuGS5cu4ZtvvkFERESZFxKCgoIQGRmJM2fO4LPPPitXUK+Ym5sb5s2bh5iYGMycOdOqNxdbtmyJefPmIS4uDjNmzHD4hQ9ybu7u7njiiSfk5Q0bNpQaUDI0depUHDhwAL179y51///73/9w9uxZ9O3bt9zzXLFihdz+z9XVFU8++WS590XV3xtvvFFmy1lrTZo0CbGxsViyZAk6d+5cZjuT4OBgPPPMMzh37hy+/vprm4J6bdq0wc6dO/Hcc8+hffv2Vl1s8/DwwIgRI7B582b8+eefTntxuCo8//zz8v9PdnY2vv/+e6u2a9CgAY4dO4Znn3221FZm3bp1w65du/DRRx+Vu63NjRs3FO25pk2bVvrjsCAAKhfAzRvwDAR86gABDYFazYA6bYE6HYDarYDAJoBfPcArGHD3A9QegOAMj+8SoM0H8jOBnGQgIwFIjQWSLwKJ/wI3/gFuXQRux+rvy07Wr6vJL3vXNZCXlxcWLlyIuLg4zJ0716o2aGq1Gl26dMEnn3yChIQELFmyhEE96FsRzZgxo8wAhyAI6NGjB3788Uf88ccf5Q7qFRNFEdOnT8eVK1fw3nvvWfV/2LBhQ7z66quIjo7Ge++9V6VBPT8/P/z+++949dVX0bVrV7i6upa5jYuLC/r374/Vq1fj33//ddqgXjFHvl4aNWoUGjZsKC8vW7bMpu3btm2Lc+fOYeHChSZtlA2p1Wr0798ff/zxB7777jubXl/m5+djzZo18vIjjzwCX19fm+ZJ1ZuLiws+//xznDlzBpGRkWU+hoiiiE6dOuHrr7/GpUuXyh3UK9alSxecOHECGzduxP3331/mecjT0xNjxozBr7/+iv379zOoV4Z58+ZVSjtGw8e3efPmoWXLlmVuU5HHt0GDBmHjxo147LHH0KJFC6u+B19fX0ycOBG//fYbdu/ezaBeNVarVi18++23+O+///Dyyy9b9X/p5uaGPn364JtvvsGNGzfw1ltvwcvLqwpm69w6dOiAp556SvF8xByVSoX77rsPu3btwpYtWyr8eqK6Xa++E67F+Pn54csvv8T58+cxbdo0s23FDQmCgIiICCxatAixsbE1PqhX7Pnnn5e/PnjwIC5cuGD1toIg4IMPPsCJEycwfPjwUh/3QkNDMWvWLFy6dMmmoB7Aa+DlJUgSm6RTzXP27Fm0bdtWXj5z5gzatGnjwBmRORkZGdi3b5+83K9fP154ISIyotFoFBVVAH2lALWaFT8qm1arVXwS18fHp0Z9+ic9PR1Hjx5FQkICUlJSkJ+fD39/fwQFBaF169Zo27ZtpVwstSQ2NhanT5/G1atXkZmZCUEQ4Ovri0aNGqFjx44ICwuz27GpZrp58ybCw8ORk6OvmvTxxx/jhRdesGkfcXFxOHToEG7cuCH/TbRo0QLdu3evcKhKp9OhRYsWcuWH//u//7P5zVAiax+bUlJScPz4cVy+fBlpaWnQaDTw8vJCvXr10KZNG7Rq1arSzvHZ2dk4d+4cYmJikJSUhKysLIiiCD8/PwQEBKBNmzZo3bp1jXoMragxY8Zgw4YNAPRvTBhXaSlLVlYW/vjjD0RHRyM9PR0eHh6oX78+unXrhgYNGlR4fm+//bZc7ScwMBCxsbH2e20uSYBOqw/LmavMpy0oex+OpjKqyKd2LRkTVfowo4NERUUpqit+9913iIyMrPTj3Lp1CydPnkRcXBxSU1NRWFgIX19fBAQEIDw8HJ06dYKHh5mqjCS7desWTp06hdjYWNy+fRsajQa+vr5o3Lgx7r77bgQHB9v1+AkJCfL/YXp6OiRJgre3Nxo0aIAOHTqUGsIq7+umyMhIrFixQl6OjY216k3S/Px8+XHnxo0b8rH9/Pzg7++Pli1bol27dlaF+pxZVb5eWrp0KaZNmwZA/8Z1XFwc6tSpU659XbhwASdPnkRSUhJycnIQFBSEsLAw9OzZs9xVfFeuXImpU6cC0Ie2Ll68yIDLHU6SJJw9exZnz55FSkoK0tLS4ObmhsDAQISGhqJbt24VrhpdmtzcXBw/fhyXLl3CrVu3kJ+fD3d3d4SEhKBFixbo2LFjtTgHxcXFKf6Wpk6diqioKMdNqBIVPzbduHED//zzD5KSkpCZmWnT45ut0tLScO7cOcTGxiIpKQnZ2dlwdXWFn58fgoKC0K5dOzRv3rxSr7UZ7qtPnz41opqmOX379sXvv/8uL9saZZg7dy7eeusteXnfvn0V+iCmJfHx8fjnn39w5coVpKenQ6vVws/PD4GBgWjWrBk6dOhQLc4NjnT9+nWcPn1afk6q0+ng5+eHZs2a4e6774a/v79dj++I69Xl/f2+U67FnD9/HmfPnkV8fDyysrKgUqng7++P8PBwRERE2OVDYI0aNcKVK1cA6EPdpVV5tFZlvteUn5+PJk2a4Pr16wCA5557DosWLSrXvnJycnDw4EFcvXoVycnJcHNzQ3BwMNq0aVPucGdVXAO31/ukjs4U8V1eIiIiIqI7gJ+fn1VtQu2lcePGfIOFKlVISAieeeYZLFy4EADw6aefYtq0aTa9SG/UqFGFq9VYsnHjRvkihaurK2bNmmWX4xAB+uqoVXWO9/LyQpcuXdClS5cqOV5NMHfuXGzcuBGSJOH06dPYvXu3Tf9f3t7eGDJkiF3mlpubi6VLl8rLL730kn0/RCcIgEqtv7maqSoh6YrCewVFgb6iAF/x15LWfnOzVnGo0FyuUFCZb7FbHOhzisqCFVe7dm2HPq+sCWrXro2BAwc67PihoaEIDQ112PFt4ebmho4dO6Jjx46OnopdVeXrpcceewwLFixAfHw88vPzsXjxYrz33nvl2lfLli2tqmZliw8//FD++pFHHuHrSIIgCGjbtq3izdSq5OHhgZ49e9pcZYaqXt26dVG3bt0q+QCuv78/unfvju7du9v1OOS86tWrh3r16jl6GtVaWFiYQz/AXZ2uV98p12JatWqFVq1aOXoaTsXNzQ2vv/46nnnmGQDA8uXLMXfuXAQEBNi8L09Pz0p/Lc9r4OVXM64QERERERER0R3nlVdekUMlV69exQ8//ODgGZX44IMP5K8fffTRMtt7EFHN1bZtW0yYMEFeXrBggQNno/Ttt9/i1q1bAPTtkosrLTmMIAJqd8DdF/CqDfiFAYGNgdotgbrtgTrtgFotgIBGgE8o4BkEuProg3DOQNICmlwgLx3ITgLS44HbMUDSeeDGaeDmWSD5EpB2FchMBHJuAwXZgLZQX3Wwkj3yyCMQBEFxq6kVWMi5zJ071+R3z7CqHjmWm5sbZs+eLS9/8cUXyMjIcOCMSuzYsQP//vsvAMDd3R1vvvmmg2dEVHOtWLHC5Fw9d+5cR0+LijRq1Mjk/+dOZfxzsPVDl/369TPZR2VUziIqS2RkpMnvnmFVPap6ffv2Nfk/Ka6q58weffRROVianZ2t+NClo/EaePkxrEdERERERETVUq1ateTWjQDw1ltvobCw0IEz0tu8eTOOHTsGQP9pe8P2K0R0Z1qwYIHcXnvv3r3Yu3evg2ekr6pnWEnpvffeg7e3twNnZAVRDbh6Ah4BgE8I4N8AqNUUCGkD1L0LCG4NBDUF/OoD3iGAuz/g4qmveOcMtAVAQRaQkwJk3gDSrgDJ/wE3zwCJ/wBJF4Dbl4H060D2LSAvAyjMA3Q6R8+ciGqY//u//5NbXaWlpSmq2TmKJEmKShwvvfQS6tev78AZERERERE5nqurq+L5+kcffYTbt287cEZ6vAZeMQ4J6x04cEC+paenO2IKTjkXIiIiIiIiss20adPk9ggxMTH4+uuvHTofnU6nqADy1ltvoVatWg6cERE5g3r16uH111+Xl1977TUHzkZv0aJFSEhIAABERETgkUcecfCMKkgQALUb4OYDeNUCfEOLqvK1MKrK11h/n2ct/boqNwBOUKlE0pmvynfrPJB4Gkg8ow/2pV7RB/1ybgP5WXarykdENZsoiliyZIm8/PHHH+PmzZsOnBHw448/4uTJkwD0j5szZ8506HyIiIiIiJzFgw8+iAEDBgAA0tPTMX/+fIfOh9fAK06QpKq/miOKolyud8+ePbj33nuregpOOReqPGfPnkXbtm3l5TNnzqBNmzYOnBGZk5GRgX379snL/fr1k9uYERGRnkajwaVLlxRjzZo1g1qtdtCMai6tVovMzEx52cfHByqVk1RhISKiOxIfm4iqiCTpQ2/afH31O43RvzqNo2dYBhFQu+LGrTScjY7TVyBUuer/FdWAWHLeiIiIQEBAgOOmStWeNY9Nly9fxuXLl0vdT8+ePeHu7m6XORIRkam8vDwcPHiw1HXCw8MRHh5eRTOqPDXxddOhQ4eQm5tr8f6AgABERERU4YyqzvHjx5Gammrxfg8PD/To0cPi/XweQs7i3Llz8gfkLCkOX1HVqOj5xVo18XHJkez1PqmjM0UOe5dXkiQ5JOdozjQXIiIiIiIiIiIiqkKCAKhd9TdzdFpleM840AdHV7bTAZo81A1wR90uLU3vFtX6CoJqV0CVp2/DW7wsuui/f6JKVF3DHkRENZm7uztDIdVIZYRFqquKhhD5PIScRevWrdG6dWtHT4MM1NSQM1VPDgvrOVM4zpnmQkRERERERERERE5EVAGiB+DiYXqfJAG6QkBToK/MpzEK8+kKq36+xnQa/a0w28ydRUFFVfHNRR/gK/5a5QIIKgb6iIiIiIiIiIgqCfunEREREREREREREZWHIJQE3eBter9OV1SNL98o0FcU5pN0VT5lJUkfLNTkW15FEIsCfEYhPpVrybioZqCPiIiIiIiIiMgKDg/r7d69G/Hx8Q6dA9vgEhERERERERERUaUTRUB0B1zcTe+TJH3FO+O2usX/OkNVPkAfKNTm628WCSUhPtEo0CdX62PLXSIiIiIiIiIih4b1JEnCwoULHTkFCIIASZIcOgeiO9Gfl1PgjkLoJEDkdVoiIiIiIiIiutMIBgE3Vy/T+yVdSVtdc5X5HF6Vz5BUNM8CAOba7RaRK/QZB/kMvhbFKps1EREREREREVFVc2hYr7ianSPDcqyoR+QY09eeQmJGHlxFFUI9gXpeEm4HJKJzuITmdbzhplY5eopERERERERERI4jiPqKfBar8mlL2ukaV+bTFlT9fK2hK9TfSisaKKrNt91VhPp43YiIiIiIiIiIqieHhfWcpZqds8yD6E6SkpWPxIw8AECBTkBcFhCXJeDgz5cAXIJaFNAsxAdtQn2Lbn5oHeoLbzeHd+4mIiIiIiIiInI8QQBUav0NFqryaQsNwntGlfkkbZVP2Wo6jf6mybW8jqAyH+IzbMUrqth2l4iIiIiIiIicjkOSL999950jDlumNm3aOHoKRHeEswkZpd6v0Uk4fyMD529kYP3xkvHGtbzQ2iDA1ybUF7W83ew8WyIiIiIiIiKiakYQAbWb/maOTqMM7+kK9OG+4puutNJ3TkDSAhotoMkrZSXBfIjPsA2vqGagj4iIiIiIiIiqlEPCelOnTnXEYYnISZQV1rMkNjkbscnZ2PHPDXmsjq97SQW+MH2AL8zfgy2uiYiIiIiIiIgsEdWAqxqAp/n7JR2g1ehDe1rDIF9BSZhPWwjAmbuWSEVtgvNLWUfQ/yyMQ30qV4NWvC768CMRERERERERUSVgT0kiqnJnEtIrbV+JGXlIzMjDbxeS5DF/Txe0ruuLtkXhvTahvmhcyxsqkQE+IiIiIiIiIqIyCSKgdgXgCrNtdgFAkvQV+opDfLpC01CfthCArgonbitJP29dIVBaMUFRbb4yn2ErXlFVZbMmIiIiIiIiouqLYT0iqnL5hVqoRAFanX0+fZ2WU4jDMSk4HJMij3m4qNCqro/cPrdNqB+a1/GGm5oXUomIiIiIiIiIbCYIJWE1ixX6JH3LWrOV+QwCfZK2SqduM51Gf0Ou5XUElfkQn+GyoGLbXSIiIiIiIqI7HMN6RFTllk3tgrxCLU7EJGLLgeOIzxYQny0gMU+FfI19Pm2dW6jFiatpOHE1TR5TiwKahfiUtNEN9UPrUF94u/HUSERERERERERUYYIACGp9ZToXD8vr6bTmQ3yGFft0mqqbd3lIWkCjBTR5ltcRRIP2uoahPsOv1Qz0EREREREREdVgTKQQkUO4u6jQNtQHt0IkAPoKe7369EJyvoizCek4ez0DZxLScTYhA5l59rkYq9FJOH8jA+dvZGD98ZLxxrW80NogwNcm1Be1vN3sMgciIiIiIiIiojueqCpqI+tueR1JZz7EZ1yxz5lJOkCbr79ZJJgP8RUH/IrDfgz0EREREREREVVLDOsRkdNQiwKah/igeYgPRnXUj0mShPjUXJxNSMeZ6xn6IF9CBpIyS7uoWTGxydmITc7Gjn9uyGN1fN1LKvCF6QN8Yf4eEHhhlIiIiIiIiIjI/gQRULvpb5ZIkmmIz1yor+iDo85JKppnAYBsy6uJFkJ8xRX7RBdAFKts1kRERERERERkHYb1iMipCYKA+oGeqB/oicFt68rjSZl5OJuQgXMJJQG+Kyk5dptHYkYeEjPy8NuFJHnM39MFrev6om1ReK9NqC8a1/KGSmSAj4iIiIiIiIioyglCUVjN1fI6klTUdtcwyGfQeldX9LWkq7p5l4euqJJgacUERbVpqK84yCd/raqyKRMRERERERERw3pEVE0F+7gjuIU7+rUIlscy8gqLwnv6AN+5hAxcSsqCVmefT0un5RTicEwKDsekyGMeLiq0qusjt89tE+qH5nW84abmhU8iIiIiIiIiIocTBECl1t9KUxzoK26vaxzq0xYAkrZq5lxeOo3+psm1vI6gMgjwGYT4DFvxiiq23SUiIiIiIiKqJAzrUZkkScKJEydw6tQpJCXpq4qFhISgQ4cO6NSpE9uAktPwdXdBt/AgdAsPksfyCrW4mJgpB/jOJGTgwo0M5Gvs8+no3EItTlxNw4mrafKYWhTQLMSnpI1uqB9ah/rC242nYCIiIiIiIiIipySqANEDcPGwvI5OV1KJz7gyn7xcWuk7JyBpAY0WQF4pKwlykE8Q1XDXSNAJKkiCCigQAHVRG16G+oiIiIiIiIjKxKSIg12/fh1//fUXjh49ir/++gt///03MjMz5fsbNmyIuLg4h8ytsLAQixYtwqefforr16+bXadevXqYPn06nnvuObi4uFTxDInK5u6iQof6/uhQ318e02h1uJycrQ/vXS9po5uZp7HLHDQ6CedvZOD8jQysP64fEwSgUZAXWhcF+NoWVeIL8nazyxyIiIiIiIiIiKiSiSIgugNqd8vrSDpAqymqzmdUmc+wah/s0xmickhF8y2ACEDx3RbcMlgQilrvFlUuFF1K/5rBPiIiIiIiIroDMaznAIcOHcJHH32Eo0ePIiEhwdHTMevatWsYMWIETp48Wep68fHxeOmll/DDDz9gy5YtCAsLq6IZEpWfWiWieYgPmof4YFRH/ZgkSYhPzcWZ6+lyFb6zCRlIysy3yxwkCYhNzkZscjZ2/HNDHq/j615SgS9MH+AL8/dgBUsiIiIiIiIioupIEPWV5+AKwMv8OpKkb1dbHOLTFZqG+rSFAOzTKaLySPq56woBaz4TWxzsE4sCfKpSvhZEu8+eiIiIiIiIqCowrOcAx44dw6ZNmxw9DYuSkpLQr18/xMTEKMY9PDwQHh4OnU6H2NhY5OWVtEY4fvw4+vXrh8OHD6NWrVpVPWWiChMEAfUDPVE/0BND2tWVx5My83A2IQPnDAJ8V1Jy7DaPxIw8JGbk4bcLSfKYv6cLWtf1Rdui8F6bUF80ruUNlcgAHxERERERERFRtScUt5l1AeBpfh1J0resNVuZzyDQJ2mrdOoVotPob9YQVGVU7HMxCP6p7DtvIiIiIiIiogpgWM/JeHt7Iysry6FziIyMVAT13N3d8f777+Oxxx6Dp6f+YlF2dja+/vprvP7663Jo79KlS/jf//6HrVu3OmTeRPYQ7OOO4Bbu6NciWB7LyCssCu/pA3znEjJwKSkLWp192pWk5RTicEwKDsekyGMeLiq0quuDNqHFAT4/NK/jDTc1L0YSEREREREREdU4ggAIRWE0Fw/L6+m05kN82kJAVxzwszIg50wkLaDVAlorumAIYhkV+wzCfoKK7XiJiIiIiIioSjltWO+3337D/v370bFjR9x1110IDw939JQqnY+PDyIiItClSxd07doVXbp0QWxsLPr16+ewOe3evRu//PKLvOzi4oJdu3ahd+/eivW8vLzwwgsvoFOnThg4cCAKCwsBANu2bcO+ffsc+j0Q2Zuvuwu6hQehW3iQPJZXqMXFxEw5wHcmIQMXbmQgX2Of9iS5hVqcuJqGE1fT5DG1KKBZiE9JG91QP7QO9YW3m9Oe6omIiIiIiIiIqDKJqqLKcu6W15F0ygp95tru6gqrbMqVTtIVfR8FVqwslF6xz7hqH4N9REREREREVEFOm+D4888/8e6770IoevHr4+ODDh06oGPHjnjuueeqdXhv2LBhGDRoEFq2bAlRFBX3xcbGOmhWerNmzVIsv/baayZBPUN9+vTBq6++innz5sljb775Jg4dOmS3ORI5I3cXFTrU90eH+v7ymEarw+XkbH1473pJG93MPPt8elmjk3D+RgbO38jA+uP6MUEAGgV5oXVRgK9tUSW+IG83u8yBiIiIiIiIiIicnCACajf9zRJJMgrx6Svz6TQF0BbkQZS0ECQtRNjng6pVp+j71BUCyC17dZOKfeZa8hYH+8Sy90dERERERER3HKcN6xWTJH1byYyMDPzxxx/4+++/8dZbbzl4VhXTpEkTR0/BrH///Rd//fWXvOzl5YWXX365zO1eeeUVfPLJJ8jOzgYAHD58GOfPn0erVq3sNlei6kCtEtE8xAfNQ3wwqqN+TJIkxKfm4sz1dLkK39mEDCRlWtHCoxwkCYhNzkZscjZ2/HNDHq/j666vvhfmJ1fiC/P3kAPSRERERERERER0BxMEQOWqvxmQtFpkZ2bKyz7eXlDJgTeN/lbcalerUY5Xx/a7xuTvI6/sdQWVUYjPxUJ7XnVRNUQiIiIiIiK6EzhtWM/f3x8A5OCIJEkQBAF9+/aFn5+fA2dWc23ZskWxPG7cOPj4+JS5nY+PD8aOHYuoqCh5bPPmzQzrEZkhCALqB3qifqAnhrSrK48nZebhbEIGzhkE+K6k5NhtHokZeUjMyMNvF5LkMX9PF7l9bnGAr3Etb6hEBviIiIjKkpaWhubNm+PWrVsAgO3bt2Po0KEOm09mZibCw8ORnJwMQP9cf/jw4Q6bD9GdJCYmBm3atEF+fj5EUcSpU6fQrl07h8yF5wIiIrI7QQRUKgCuZa6qr9ZXFODTasr4WgNAsvfs7UvSAhotACs+pCuIZkJ8LmZa8qr1IUB+4JaIiIiIiKjactqwXosWLcyON2rUqGoncgfZsWOHYnnQoEFWbztw4EBFWG/79u2YOXNmZU2NqMYL9nFHcAt39GsRLI9l5BUWhfeKAnzXMxB9KwtanX0uVKblFOJQdAoORafIYx4uKrSq62MQ4PND8zrecFPz075ERFS6tLQ0/Pvvv/jvv/+QmpqKwsJCBAQEoE6dOrj77rtRt27dsndSTqmpqfj7779x+fJlpKWlQaPRwNvbG/Xq1UObNm3QsmXLSj/m7Nmz5aBer169HBrUA/QfqHn99dcxY8YMAMCLL76IwYMHw9XVijdRiSrZrVu38O+//yImJgapqamQJAkBAQGoV68eunXrhsDAQLsdOzExESdPnkRsbCzS09MhSRJ8fHzQoEEDdOjQwS7XGF544QXk5+vflJ80aZLDgnoAzwVERORkBEFfXU7lAriUsa4kATqt+Yp95r6u9sE+HaAt0N8Ky1pZUFbpMwn0uZSE/UQG+4iIiIiIiJyN04b1unfvDnd3d/kCd7HiintUuSRJwj///KMY6969u9Xb9+jRQ7F8+vRpuRoiEZWPr7sLuoUHoVt4kDyWV6jFxcRMnE3IwJmiCnwXbmQgX6OzyxxyC7U4cTUNJ66myWNqUUCzEB+5+l6bUD+0DvWFt5vTPqQQEd0xGjVqhCtXrsjL+/btQ9++fatkXzqdDvv378e2bdvw66+/4syZM6Xuv3Xr1njmmWcQGRkJT0/Pcs3RUG5uLr799lusXLkSx44dgyRZfrOuTp06GDt2LJ599lk0b968wsc+f/48vvjiC3n53XffrfA+K8PTTz+Njz76CNevX0d0dDQWL16Ml156ydHToipi/FosNja23ME0W/dVUFCAXbt2YceOHfjtt98QHR1d6r67dOmCadOmYfz48VCrK/6cMi0tDV9++SXWrFlT5rmocePGGD9+PJ599lmEhoZW+Nh79uzBtm3bAAAqlQpvvfVWhfdZUTwXEBFRtSQI+hCayornBpKkD7tZVbGvUL9utSaVBPvKJJgP9VkK+PF6PhERERERkd05bbLC09MT48aNw8qVKxVvDNy4ccOBs6q5rly5gpyckpabXl5eaNCggdXbN2zYEJ6envI+srOzce3aNZv2QURlc3dRoUN9f3So7y+PabQ6XE7Oxpnr6SVV+BIykJmnscscNDoJ529k4PyNDKw/rh8TBKBRkBdaFwX42hZV4gvydrPLHIiIyLns2rULjzzyiE3P1c+dO4dnnnkGn376KdasWYMuXbqU+/hr167FCy+8gMTERKvWT0xMxJIlS/D555/j8ccfx/vvvw9fX99yH3/OnDnQaPSPu/fccw969epV7n1VJjc3Nzz//PN45ZVXAAALFizAk08+CW9vbwfPjGqyqKgozJgxA6mpqVatL0kS/vrrL0yePBmLFy/GmjVr0KxZs3IdW6fT4fPPP8ebb76J9PR0q7aJjY3F/Pnz8fHHH+OVV17BG2+8ATe38j+HffPNN+Wvx40bh8aNG5d7X5WF5wIiIqrxBEHfGlZUWfeOh05nfcU+SWv36duXVPS9FgLWXCosDu+ZtOQ1rtinBkTR7rMnIiIiIiKqiZw2rAcAs2bNwo8//oiCggIIggBJkvD77787elo10sWLFxXL9evXt3kf9evXV+zn4sWLDOsRVQG1SkTzEB80D/HBg530Y5IkIT411yTAl5SZX/rOykmSgNjkbMQmZ2PHPyVBjTq+7vrqe2F+ciW+MH8PVt0kIqphLl26ZDGoFxgYiDp16sDLyws3b97E1atXTbbt06cPdu7cid69e9t03MLCQjz99NNYtmyZ2fv9/PxQt25deHl5ISEhAUlJSdBqS95s02q1+OKLL/Drr79i27ZtaNGihU3HB4B//vkH69evl5eLwzDO4oknnsC8efOQkZGB5ORkLF68GK+//rqjp0U12JkzZywG9YKDgxESEgJXV1ckJCSYnDeOHTuG7t2748CBA2jVqpVNx83MzMTEiROxfft2s/cHBAQgNDQULi4uSEhIwK1btxQVOPPz8/HOO+9g9+7d2Lx5M+rUqWPT8QFg27Zt+Ouvv+RlZzof8FxARERkQBQB0Q2AFQF9SVcU3DOozCcvF5qOV3fFQUVrCCqDKn3G4T4Xo4p9Iqv2ERERERERFXHqsF6TJk2wYMECTJ8+XQ52xMXFYevWrRg+fLiDZ1ezJCUlKZbr1atn8z7CwsIUYT3jfZZXUlISbt26ZdM2xm2WsrKykJGRUSnzocqTnZ1d6jJVjJ8a6NHQCz0aegGoCwBIzirA+ZtZuJCYhQs3s3HhZhaupebZbQ6JGXlIzMjDbxdKzgd+Hmq0DPFGyxAvtKzjjVYh3mgY6AGVyAt2ROZotVo5XCQWfWpdq9Uy9GoHhiEuc8vVkeHvjz33pdOVtJESBAH9+/fHQw89hD59+iA8PFyx7tWrV7FkyRIsXrxY3l9ubi6GDRuGM2fOWN2GUqvVYvz48di0aZNi3MvLC8888wzGjx+P9u3bK+5LTU3F5s2b8fnnn+PkyZPyeHFg8LfffkPLli2tOn6xBQsWyIGfevXq4f7773eq3x0vLy9MmDABX331FQBg0aJFmD59eoUqh1H15IjzgYuLC4YOHYrRo0ejT58+Jn/fFy5cwIcffoioqCh5LDk5GYMHD8aZM2esbpGdnZ2NwYMH48iRI4rx2rVr47nnnsO4cePQpEkTxX2JiYlYv349li5dqnj9ePToUfTt2xd79+5FSEiIVccv9v7778tf33333WjXrl2Ff+aV9djEcwEREVWWmvi6qWwqQKUCVGU8bkqSvhKfQWU+QTIM+mkg6Ay+hlT6/pydpAW0WkBb9oeDJcN2vKIKUnHQTyyqiCioIYlFY8VVEgUVA35EZJU787GJiIicFR+XKpdWq5Xfgym+9pyZmQmVSlWh/WZlZVV4bhXh1GE9AHjuuedw48YNLFiwQK6u99RTT6Fr167l+qQ7mWf8i+jl5WXzPoy3qaxf7s8//xxvvfVWhfbx119/Wd0WjRzHsAoF2VdTAE0DgAcCgFwNcD0biM8REJ8tID5LwM1cQAf7XAxLz9XgaFwajsalyWOuooRQT6CelyTf6noCanbTIIIgCKhduzYAwMfHB4D+MbaiT0KpbDk5OY6egs0MQzKAPgSXmZlp933l5eXB1dUVkZGReOaZZxTVlY23CQgIwOzZs9GnTx889NBDyM/Xv7GTkZGBV155BV988YVV85s/f75JUK9Hjx74/PPP5eMbH1utVmPMmDEYNWoUFi9ejHnz5snf582bNzF69Gjs27cPHh4eVs0hMTER69atk5cnTJjglL8348ePlwM6SUlJWLFiBSZMmODgWVFVy87OLvf5wJZ9FRYWwsfHB08++SQeffRRBAcHy/cZbxMWFoZPPvkEd999N55++mn5osvVq1cxb948zJw506r5PPXUUyZBvREjRuCjjz5CUFCQ2WN7eXlh6tSpGDduHN555x3FuefixYuYMGECNm/ebHU4/tSpUzh8+LC8/PDDD1faz9tQRc4xPBcQEZE9OOPzX+ehhvwWjFh0KyZJAHQQJS0ESQtR0hX9q18WoDW4T1vtg32CYTtewKqrjhIACSIkQQVJECFBhK74a0FVdJ/+a53BeoDAkB/RHY6PTURE5Ez4uFQxWq1WEdIDgD/++EPRNaU8jLtAVTWnDuvVrl0bERER6NixIwYPHoydO3dCEATcuHEDPXr0wKZNm0yqZVD5GAfr3N3dbd6H8Zuajk6iEpF1PNRAUz+gqZ/+EhgAFGiBG7nA9WwB17IFXM8WkJANFEr2udBVoBMQlwXEZZXsXxQk1PUAwgwCfGFegDvzSURETufuu+/GsWPHFCG9svTp0wdvvfUWXnvtNXls06ZNWLhwIby9vUvd9ujRo/joo48UY7169cJPP/1k1fNYlUqFF154AUFBQXj++efl8YsXL2LWrFn48MMPrfoeVq1ahcLCQnn5oYcesmq7qnbXXXehZcuWuHDhAgDg22+/ZUCH7Ob+++/H9OnT5ZCcNcaPH49///0Xn3/+uTy2evVqq8J6mzZtwtq1axVjY8eOxZdffilXpC2Nh4cH3nvvPXh5eSn+9g8cOIAlS5bgueees+p7WL58ufy1m5sbRowYYdV2VYnnAiIiIiciCABU0An6C11l1tqQSoJ9JQE+g3Cfwf0idGXtrVoQAAjQ6VsR2/A+nAQBkiBCh+JgnwgJBiE/QVSE+4rvY8CPiIiIiIiqilOH9VJSUrBnzx7s2bNHMS4IAmJjY9G5c2c88sgjeOqpp3DXXXc5ZpI1RF6esg2mq6urzfswbp+Tm5tboTkRkeO4qoCG3kBD75IAn1YCknKhr76XLSA+Wx/my9Xa50KWThJwPQe4niPgr6JO2AIk1HIHQj0lhHgAIR4SQjwkBHsAbgzxERE5TIcOHcq13f/+9z+89957yMjIAADk5+fj4MGDGDx4sMVtJEnC9OnTFaXjw8LCsGbNGps/cDJlyhRcunQJS5culceWL1+OCRMmICIiosztf/rpJ/nrVq1ambTZdCZDhw6VAzp///03Ll++bNKiuLo4evQofvjhB4waNQp9+vSx23EeffRR9O7dGyNHjoSvr6/djlPT3HPPPeXa7vnnn8cXX3whfyIyISEB586dQ+vWrS1uk5OTg5deekkxdtddd+Hzzz+3Kqhn6I033sB///2HrVu3ymPvvvsuRo8ejbCwsFK3zcvLw5YtW+Tlvn37ytVwnU1NOhcQERHdUQQROkEE4FL2upLOKLxnFPJTVPCzV28NxxEgyd+3LSE/nVypzzDcZxj6U4b79P8fDPkREREREZHtnDqsV8ywfKEkSRAEAYIgQKPRYNmyZVi2bBnCwsLQq1cvdO7cGZ06dUKnTp2c9uK4MzJ+Y7OgoMDmfRS3MLO0z/J6+umnMXbsWJu2iY6OxsiRI+Xlrl27olWrVpUyH6o82dnZita3Xbt2LVcLZnIcSZJwPS0P529m40JiFi7czMKFm9m4lWX7OcSq40HArTzgVp7pRbBQPzc0CvJEeJAHGgd5onEtTzQO8kCgp4vV7cuInJFWq8X169cBQA4eeHt7Q62uFk/jqhWtVqsoR+7p6Vnt2g0bh1M8PDzK/Zy4MvdVmm7dumH37t3ycnJycqnH+eWXX+SgSbFFixYhNDS0XMefN28eNm/ejPj4eHns66+/xvfff1/qdsePH0d0dLS8PHLkyHL/fHQ6HS5duoRz584hISEBGRkZcHNzQ2BgIJo0aYKuXbuafDDGVmPGjFFUI9y6dStmzZpVoX1WpWvXrmHVqlVYtWoVLl26BAAYPny4XV/z/f3339iwYQNee+01jBw5ElOmTEH//v1tDoE5Cy8vr0r7eVXmvor5+PigefPmuHjxojyWkpJS6nHWrFmD27dvy8uiKOLLL79EQEBAueawZMkS7N27V64SX1BQgBUrVmD+/Pmlbrdnzx5Fy9sHH3yw0n4+lf3YVN3PBURE5Hg14XUT6Ukoeu9Fp5FvgsHXyuVCQFf92/GWRixnFT+IKkBQAaIKkqgu+lotj0sGX5eMV8/XFETOio9NRETkTPi4VLk0Go18Tb74mmvLli0r/DM9f/58hedWEdXiXd7ikEVxaM8wsFc8Fh8fj7Vr18rtbwRBQHh4OCIiItCpUyf5X39/f4d8D87OuNWYcaU9axhX0iurfZm1goODERwcXKF9eHt7sxpGNeDl5cX/p2rIz88PrRsqx5Iy83A2IQPnEjJwNiEdZ65n4OrtHPM7qCQJ6flISM/H4cupinF/Txc0qe2NprW90STYC02DvdGktjfqBXhCJTLER85Po9GYPOFUqVR8Yl8FasLPuTK/B3v9PAIDAxXLmZmZpR5nyZIliuWOHTti9OjR5T6+n58fXnnlFUWry40bNyIhIQH169e3uN0vv/yiWO7fv79NP5/MzExs2rQJmzdvxv79+5GammpxXTc3NwwbNgwzZ85Ep06drD6GoS5dusDX11euYvjzzz9j7ty55dpXVcnJycHGjRsRFRWFffv2QadTtvMSRbFK/kZzc3Pxww8/4IcffkC9evUwefJkREZGonnz5nY/dmWqDucD45BdVlaWxeNIkmRyPhgxYgTuvvvuch+/QYMGePzxx/Hxxx/LY8uXL8fcuXPh6elpcbuff/5ZsWzN+aBt27Y4e/asvBwdHW1VdU7Dn312djbq1KkjhwsDAwNx48aNUivlV8dzARERObea8LqJrHybSJIAndYgvKcBtIUl4T7jr2twsK+YgKKwIzSAFtZXKRREZXhPVBt9bTCmCPnxWiaRNfjYREREzoSPSxVTnA8DIP8cfXx8KlzUpLLyTOVVLcJ6hpX1DMeKA3vm1pMkCdHR0YiJiVG0p2rUqBEiIiIUY2T6i5idnW3zPoy3cfQvNxE5TrCPO4JbuKNfi5KgbUZeYVF4LwNnr6fjbEIGom9lQauz74W7tJxCHL+SiuNXlCEIV7WI8FpeaFIU3tOH+LzQpLY33F34hImIqKoUV44sFhQUZHHdjIwM/Prrr4qxRx55pMJzmDhxIl566SW5urRGo8HWrVvxzDPPWNxm165d8tcuLi7o3r27Tcds3LgxUlJSrFo3Pz8f69evx4YNGzBv3jy8/vrrNh0L0L+I7dmzpxwqOn78OJKTk1GrVi2b92VPkiTh4MGDiIqKwrp16xTVyozZu8Kouf3Hx8dj/vz5mD9/Pu655x5MnToVDz30ED8UVklsOR+cPXtWUYUPqJzzQWRkpCKsd/v2bezbtw9Dhw61uI1hddCwsDCrQndTp07FK6+8Ii+vXLkSb731lk1z3bBhgxzUA4Dx48eXGtQDqs+5gIiIiJyQIAAqtf6GMrrqSJK+Sp2uENAqq/VBpwUkDaAt+lcOAGpxJwT8ABRV8Cv6+djCJOBnJuhnvI7AVr1ERERERM6mWoT1jCvrFTNcNg7umVsHAGJjYxEXF1f5k6zmjCvXGbYBs5bxGysVrYZHRDWLr7sLuoUHoVt4yZuueYVaXEzMxJkEfXjvbEIGLtzIQL5GV8qeKkeBRocLiZm4kKgMAQgCEObvIVfgM/w30Kv0Nz+JiMg22dnZOHHihGKstGplhw8fNqmuVpGqesWCgoLQp08f7NmzRx47dOiQxbBeXl4ejh07Ji+3bt0aHh4eNh3TuJK1IAioV68eAgIC4OnpiczMTMTGxirK5UuShDfeeAMajQazZ8+26XgAEBERIQd0dDodDh48iJEjR9q8H3uIi4vDypUrsWLFCly+fNnierVr18b48eMxZcoUdO7c2a5z+uuvv/Djjz9i5cqV+PPPP03uP3LkCI4cOYLp06djxIgRiIyMxMCBA/kpyXKKjY01eR3arFkzi+sfPHhQsezh4YEhQ4ZUeB7t2rVDs2bN5HbLgP58YCmsFxMTg4SEBHnZ2t/Lhx9+GDNnzoRWqwUArF69GnPnzjV7XcOSFStWKJanTp1q1XbOfC4gIiKiGkIQ5NawVr8LJQf8DEJ9huE+edn4Pq1dvxWnImn1IUebvmXBcvU+oZTKfmzVS0RERERkN04f1isO25UVxjMO5RWva7yNuSp9BLRo0UKxfO3aNZv3YbxNy5YtKzQnIqr53F1U6FDfHx3q+8tjGq0Ol5OzceZ6cYBP/29mnqZK5iRJQHxqLuJTc7H/4i3FfQGeLmgaXBLgaxKsb68b5u8BkS11yQlJWgna9HxHT6Pa0Oq00GUVyMsaTR4k0brQjcrPDYKK5wFb/fTTT4rqzL6+vujRo4fF9Q8dOqRYrlOnDkJDQytlLhERESZhPUv++ecfaDQlj0tt27Yt1zFbtmyJsWPHYsiQIejQoYNJm02dToe//voLixYtwtq1a+Xxt99+G0OGDEGXLl1sOl67du0Uy3///bdDAzpZWVnYsGEDoqKi8Pvvv1t8rebu7o5hw4Zh8uTJGDJkiN0r6hULDAzEU089haeeegqXLl3CypUrsXr1apMPf+Xl5eHHH3/Ejz/+iNDQUDz88MOIjIxEq1atqmSeNUVUVJTid6BVq1Zo3LixxfWN/0Y7dOhQab8bERERJmE9S44fP65YtvZ8ULduXQwcOBA7d+4EAFy+fBkHDx5Er169rNr+2rVr2L9/v7zcsmVLdO3a1aptne1cQERERARAGfCDm/XbSZIywCdZCPXpjAJ/d0oVv+JWvTobr60KolGor4yKfqJK///HKn5ERERERGVy6rDet99+i5MnT+LEiRM4ffq0or0LUHqAz9wbPbZ8Qv1O07BhQ3h4eCA3NxeAvsrJlStX0LBhQ6u2v3LliqLqh5eXF+rXr2+XuRJRzaZWiWge4oPmIT54sJN+TJIkXLudi7MJ6TifmImYW1mIScrC5eRsFFRBFb5iqTmFOBaXimNxypa6bmoR4QatdIvDfI1rebGlLjmUNj0fiR8cK3tFMiun7FVkdV7pAnVgGW2AHOD48eOKUJktjCu/VbacnBy8/fbbirFJkybBxcXF4jYXLlxQLHfs2LHS5mO8r6tXryInJ8ckQAfow3qGjD/4Yo3t27ejb9++pa4jiiK6deuGbt26YciQIXLVLK1Wiw8//BA//vijTcc0/jDN6dOnbdq+MkiShN9//x1RUVFYv369IqxpSBAE9OjRA5MnT8a4ceMc3ma2WbNmeOedd/D222/jwIEDWLVqFdavX4/09HTFegkJCfjggw/wwQcfoEuXLoiMjMSECRMQEBDgoJmXOHToEKKjox09DbNu3LiBTz/9VDEWGRlZ6jb2Ph8YBmTPnz9vcd2KnA+mTp0qh/UAfaU8a8N6q1atUlQatbaqHuAc5wIiIiKiSiMIgMpFf7OFrqiKn3ErXuNQn3EI8E4h6QBtgY1V/GC+Fa/8tdGyYDBORERERHQHceqwXmRkpOIC/aVLl3DixAk5wHfy5EmkpKQotrEU4KPSCYKA9u3b4+jRo/LY4cOHrQ7rGVcaaN++Pf8fiKjSCIKABkGeaBDkiSHt6srjWp2E+NQcxNzKQnRSFmKSshFd9HV6bmGVzS9fo8P5Gxk4fyPDaN5A/QBPkxBf02Bv+HuypS4R2d9LL73k6ClY9NJLLykqlHl5eeHNN98sdZvbt28rluvWrWthTdvVqVPH7PHMhfViY2MVy/Xq1bP5eGUF9YxNmTIFe/bswerVqwEAGzduRHp6Ovz8/Kzeh3EVQuMKcfZ0+fJlrFixAitXriz1uE2bNsXkyZMxefLkUquqOYogCOjTpw/69OmDpUuXYvPmzVi5ciX27NljEow9duwYjh07hhkzZmDYsGGIjIzE4MGDHdYm9+GHH3bIccsiSRIeffRRZGSUPI8KCwuz2Ia6WFWeD1JTUy2sWbHzwciRI+Hn5yeHPtevX4+lS5fC3b3s8PfKlSvlr0VRtOn/15HnAiIiIiKnIYqA6ArAhmt0klQU2isl1CeH+wy/rroPGzucTgNAA2ht6fQgWAj1qUqqLRYHAAWxZB2hqF0v34siIiIiomrGqcN6xpo1a4ZmzZrhoYceksfi4+NNAnzx8fGK7Rgas84DDzygCOvt2bMHEyZMsGpbw5ZhADBs2LBKnRsRkTkqUUDDIC80DPLCvS1D5HFJkpCSXYCYpCw5vBdzKxsxSVm4npZbZfOTJODq7RxcvZ2DvcriLwjyckUTg/BecZgv1I8tdYmo5vvhhx/wxRdfKMbmz59fZktb43COLUG1spjb1+3bt80Gb65du6ZYrsyQUGkefvhhOayn0Whw7NgxDBgwwOrtg4KC4OrqioICfbtn4++jsmVmZmLdunWIiorCwYMHLba5DQwMxLhx4zB58mR0797drnOqTO7u7hg/fjzGjx+Pmzdv4vvvv8fKlStx6tQpxXr5+flYv3491q9fjzp16mDSpEmIjIwsd/vkmub999/Hzz//rBj7/PPP4eXlVep2VXk+0Gg0yMjIgK+vr8m6FTkfuLu7Y9y4cfjmm28AAOnp6di8eTPGjx9f6nZHjx7FxYsX5eX+/fvbFBKs6nMBERERUY0hCCUtYW1q1auzHPArrbLfHdWqt1B/K4/iQJ9JuM/CmMm/vBZLRERERFWrWoX1zKlXrx7q1auH4cOHy2MpKSkmAb7o6GiLbw6R3vDhwzFr1ix5ed26dVi8eDG8vb1L3a74TThDI0aMsMsciYisIQgCanm7oZa3G+4OD1Lcl1OgweVb2SXV+Ir+jUvOQYG26j7lmpJdgJTY2/grVvlGs4eLCuFGVfia1PZGo1qecFOzJQQRVX9//fUX/u///k8xdv/99+PZZ58tc9vMzEzFcllhHluY25fx8YoZtz4t6/lyZTGuNHfy5EmbwnqA/vssDuhkZGRAkqRK/3DToUOH8OWXX2Ljxo3IyTHfUNrFxQX3338/Jk+ejGHDhsHVtXpXnA0JCcELL7yAF154AWfOnMGKFSvw/fffIyEhQbFeYmIiPvroI3z00Ufo1KkTIiMj8eijj8LDw8NBM3esLVu2mFTUfPLJJxWv7y1xxPnAXFivoueDqVOnymE9QN8Kt6ywnmFVveJ92KoqzgVEREREVEQQAZVoW6teSSoK+ZlpxVtWu947jaQFtFrbW/YWE0TLQT75a1HZ3re4wh+r+xERERFROVT7sJ45QUFBGDhwIAYOHCiPZWVl4dSpUzh58iROnjzpwNk5r/bt26NLly44duwYAP3P7IMPPsDbb79d6nYffPABsrOz5eVu3bqhdevWdp0rEVF5ebqq0TbMD23DjCqmaHW4lporV+MzrMqXmaexsLfKl1uoxdmEDJxNULbUFQWgQaCnHN4zrMrn52HDhT4iuqPs27fP5narxRo1aoQrV65U6nyio6MxbNgw5OaWVDlt2bIlVq1aZVVIxMfHR7Fs+By0oszty/h4xYwDaBUJWul0Ouzfvx87duzA6dOncenSJaSnpyMzMxM6Xekh8uTkZJuP5+npKbf0lCQJubm5Zlv9VsQbb7yB33//3ex9Xbt2xZQpUzB+/HgEBQWZXae6a9u2LRYuXIgFCxbg119/xcqVK7Fp0yaT35sTJ07gxIkT6NWrF+666y67zys2NhaNGjUq17b2CHH9+eefmDhxouL3vFevXvj000+t2t7HxwdpaWnycnU9H/To0QPNmjXDpUuXAOir1icmJpptzQ0ABQUFWLt2rWJeo0aNsumYQNWcC4iIiIioAgShJDBmC0kyE+6zIuB3J7XqNSbpioKR5azsB8G0PS+r+xERERFRKWpkWM8cb29v9OzZEz179nT0VKqM8Rsq1rxZ+/bbb2PIkCHy8vvvv48BAwagd+/eZtf//fffsWDBAsXYvHnzyjdhIiIHUqtENK7lhca1vDAAypa6t7LyEZOULYf4Yor+TUjPq7L56SQgLiUHcSk5+PV8kuK+Wt5uaBrspajE1zTYG3X93FkhhYicRkJCAgYNGoSkpJJzWP369bF7924EBgZatQ/j9YwrWlWEuX1ZO6/yVvDesmULXnjhBcTGxpZre8OgkrUcVW28devWWL16NTp27Gj3Y6WmpuL48eNWrRsQEICIiAi7zEMURQwaNAiDBg1CZmYmXnnlFXz55Zd2OVZ1c/bsWQwdOlQRdOvQoQO2bdsGNzfr2okFBgYq/gbseT5Qq9Vmq+qZU56/sSlTpshV7rVaLdasWYMXX3zR7Lo7duxQtAAeO3ZsuUJ27DxAREREVEMJAqBS62+20OkstOQ1GjNe545p1VsayT7V/cyG+kSD6n4GFf9Y3Y+IiIioWrljwnrO5tChQ4qKIsVOnz6tWM7Ly8Ovv/5qdh+hoaGVXsFu8ODBGDRoEHbv3g0AKCwsxH333Yf3338fjz32mPwmQHZ2Nr755hvMnDkThYUlnza6//770b9//0qdExGRIwmCgGAfdwT7uOOeJsoKQFn5Gly+VdJKtzjQF5ecDY2u6i5UJWflIzkrH39eVrbU9XRV6avwFbXVLQ7yNQzygqtarLL5keOo/NxQ55Uujp5GtaHVaZGdVVJNycvbCyorP8Gu8rMuXHKnun37NgYNGqQIpdWuXRt79uxB/fr1rd6PcXguMTGx0uZobl+WwnrGwZi8PNvD26+//jrmz59v83aG8vPzbd7G8DWIIAhV1n713Llz6N27N0aPHo3JkyejX79+EEX7PBadPn1aUWW9NH369MH+/fvtMg8AiIuLw+rVq7Fq1Sr8999/djtOdRIbG4tBgwYpAmfNmjXDrl274OfnV8qWSoGBgbh8+bK8bM/zQUBAgMV1K+N8MHnyZMyePVsO0K1cudJiWK8yWuACjjsXEBEREZGTEkUAroAthfwUrXpLC/UZ33cHtuotS2VU9zNuz2t1VT9W9yMiIiKqagzrOcikSZOsait28+ZNi280TZ06FVFRUZU8M/3F/3vuuUd+MzUvLw/Tp0/HzJkzER4eDkmScPnyZZM3IZo0aWKX+RAROStvNzXa1/NH+3r+ivFCrQ5Xb+cYtNQtqcqXlV91LXVzCrT493o6/r2urA6jEgU0DPRUtNJtUtsLTYK94evOlro1iaASoA50d/Q0qg1Bq4WoLrkoqvZxh0plY7sZMpGZmYnBgwfj7Nmz8pifnx927dqFFi1a2LQv4/VPnjxZKXM0t68GDRpYrFbl7++vWM7MzLTpWCtWrDAJ6nl4eKBXr17o2rUrGjRogFq1asHNzQ2urq7yOjdv3sTDDz9s07GMGbb39PX1tUsF1meffRYajQaHDh1SjGdlZWHFihVYsWIFwsLCMGnSJEyePBlt27at9Dk4Unp6OtatW4dVq1bhjz/+sFjBLDg4GJMmTULjxo2reIaOk5CQgAEDBiAhIUEeq1+/Pn799VeEhISUsqWpFi1a4O+//5aX7Xk+aNWqlcV1K3o+AICGDRuib9++2LdvHwDgn3/+walTp0zaI6ekpGDnzp3ycuPGjdGrVy+bjwdUzbmAiIiIiGo4RateGz7EKEkWwn3GAT9dUStfbcm/rORnQdHPFLB/dT9LFf9Y3Y+IiIjIagzrkYmQkBDs27cPI0aMUFT6y83NVbzJauiuu+7C1q1bUbt27aqaJhGR03JRiUUV7bwxyGBckiQkZeYbhPj0/0YnZeFmhu3VkcpLq5NwOTkbl5OzsQc3FfcF+7gpWukW/xvi68Y3cYnIZrm5uXjggQdw7NgxeczT0xM7duwoVzvUnj17KpZv3LiBhIQEhIaGVniuxm1Te/ToYXFd42qAN27csPo4BQUFePXVVxVj//vf//DBBx8gKCjIwlZ6Fy9etPo45iQnJ6OgoEBebtCgQYX2Z8mYMWMwZswYREdHY8WKFVi1apXJB5WuX7+ODz74AB988AE6duyIyZMnY8KECahTp45d5mRvGo0Gu3btwsqVK7F161aL1dVcXV3xwAMPIDIyEkOGDIFafee8JE9OTsaAAQMU1fCCg4Px66+/lut3sWfPnlizZo28fOrUKWg0mkr5mVb0fFBauM+SqVOnymE9QP8hOuOw3vr16xWV7adMmVKu52dVdS4gIiIiIjJLEACVi/5mC0kquhkF+Ir/tWZM0tnne6oJKq26n0F7Xjncp1aOWQoA8vozERER3SHunHcGyCYNGzbEX3/9hU8//RSLFi1SVD4wFBoaiunTp+P5559XVP0gIiJTgiAgxNcdIb7u6N60luK+zLxCxNzKNgnyXUnJgbYKW+omZeYjKTMfh2NSFOPebmp99b3a3oqKfA2DPOGiYktdIjJVUFCA0aNH48CBA/KYm5sbNm/eXGrwpTT33HMPRFGETldycX3Dhg2YNm1aheaakpKC33//XTFW2hwbNWqkWI6Pj7f6WPv378fNmyVB6UGDBmH58uVWbWvYNrQ8jJ/TG38fla1p06Z455138Pbbb2Pfvn2IiorCxo0bFRW9AH0Vs5MnT+Lll1/GwIEDMWXKFIwYMcJiZcOy9O3b12I1u8p2/PhxrFy5Ej/88ANu3bplcb2IiAhERkZi4sSJFtsr12Tp6em47777cP78eXnM398fu3fvRvPmzcu1T+O/0dzcXPzyyy8YNmxYheb677//4tKlS6Uey1BFzgeGRo8ejWeeeUb++/j+++/xwQcfKMJ4a9eulb8WBAFTpkwp17Gq+lxARERERFQpBKEozCXaHvQrZhj2Mxfusxj207G6X5mKq/tpKqe6X2kte43HJBQFMQUG/oiIiKhaYFjPQeLi4ux+jIq+QeXq6opXXnkFL730Eo4fP47Tp08jKSkJgL4Cwl133YVOnTpBFBnSICKqKB93F9xV3x931fdXjBdodLh6OxvRSdmIMQjxxSRlIbugvFc9bJeVr8Hp+HScjle21FWLAhoGeZpU42sS7A1vNz7NILpTabVaTJw4Eb/88os8plarsXbtWgwcOLDc+/Xz80P//v2xZ88eeey7776rcFjv+++/V1SZUqvVGD58uMX127dvr1i2peLdn3/+qVh++umnrd7WUpVra124cEGxbPx92IsgCLj33ntx77334vPPP8e6desQFRVl0iJWq9Vi586d2LlzJ3x8fDB69GhMnjwZffv2darXHNeuXcOaNWuwcuVKRfjMWN26dTFp0iRERkaiTZs2VThD55KdnY2hQ4fixIkT8pi3tzd++eUXdOjQodz7bdu2LZo3b47//vtPHvvuu+8qHNaLiopSLAcEBKBv374W16/I+cCQt7c3Ro8ejZUrVwLQt73etWsXBg8eDAA4f/48Tp06Ja/fs2dPhIeHl+tYjjoXEBERERE5nCAUVXkr53VLSTKoQGcY6tOYjrG6n+3KWd1PBcAfRZk9iBDyDNvzGlT6E0Sjrw3WMV4Wi1r7EhEREdkB30WnMomiiC5duqBLly6OngoR0R3HVS2iabAPmgb7KMYlSUJiRh5ikrIRnZSJmFvZiE7KQsytLCRlVl1LXY1O0lcEvJUNGLXUrePrXhTe81KE+Wr7sKUuUU0mSRL+97//YcOGDfKYKIr47rvvMHLkyArv//nnn1eE9U6ePInNmzeXe9/Z2dlYuHChYuzBBx80aW1pqH379lCr1dBoNAD0lbisZVhVDwBatGhh9bZ79+61el1zjOfZuXPnCu2vPLy9vfHII4/gkUceQWxsLFasWIGVK1ciNjZWsV5mZiaioqIQFRWFevXqYdKkSZgyZQpat25d5XMuns+GDRuwcuVK7N+/3+IHo9zc3DB8+HBERkbivvvug0qlquKZOpf8/HyMHDkShw4dksfc3d2xZcsWdOvWrUL7FgQBzz33HJ599ll5bMuWLTh+/DgiIiLKtc/r16/jm2++UYw99thj8PLysriN8bFsOR8Ymzp1qhzWA/StcIvDeoZV9YrXLS9nOBcQEREREVVLgqAPckFVsep+NlX1Mx7TgdX9zBMACNDpKyGWu52v0R4VIT6j8J9h8M8kFGhuG4b/iIiISI9hPSIiompIEATU9fNAXT8P9GymbKmbnluIy7eyEC1X4dNX5buSko0q7KiLxIw8JGbk4WB0smLcx12tr74nV+LTh/kaBHpCzZa6RNXes88+qwibAMDnn3+Ohx9+uFL2f//996Nly5aKylDPPfcc+vfvDx8fn1K2NG/OnDm4du2aYmzGjBmlbuPu7o4uXbrgyJEjAPRVqnJycqxq22oc8jKs6FeamzdvYuPGjVata8nx48flrwVBKHc74srSuHFjzJ07F3PmzMGBAwcQFRWF9evXIysrS7FefHw8FixYgAULFqBTp06YPHkyJkyYgJCQELvOT6vVYs+ePVi1ahU2b96MnJwci+t27doVkZGRmDBhAvz9/e06r+pCo9Fg3Lhx+PXXX+UxFxcXrFu3Dvfee2+lHCMyMhKzZ8+WW0TrdDo8+eSTOHLkCNRq2y93PP/888jMzFTM1zAMaE6TJk0QGhoqt5Y1rCBoq379+qFhw4a4cuUKAGDr1q1IS0uDIAhYt26dvJ6HhwfGjh1b7uM427mAiIiIiOiOIgiASo1yv0UrV/czCO/J1f2MWvZaCgOyup+Vitomayurw41x+M8gxCeolAG/Mqv+qdjyl4iIqBpjWI+IiKiG8fNwQccGAejYIEAxnq/R4kpKjr6VblEVvuIwX25h1bXUzczT4NS1NJy6lqYYd1EJaBTkVRLiC/ZC09o+CK/tBS+21CWqFmbOnInPP/9cMfbhhx/iiSeeqLRjCIKAr7/+Gn379oVOp7+4fO3aNYwcORI7duyAu7u71ftavnw5Pv74Y8XYk08+ibvvvrvMbe+77z45rFdYWIgjR46gf//+ZW5Xp04dxfLBgwetakE5bdo05OeXv3KqVqtVVDeLiIhA7dq1y72/yiQIAvr06YM+ffpg6dKl2LBhA6KiosxWsDtx4gROnDiBl156Cbt27bLqZ15enTt3VrQdNRYWFoaHH34YkZGRaNmypd3mUR3pdDpERkZi69at8pgoili9ejUeeOCBSjuOl5cXlixZgkmTJsljf//9NyIjI7Fy5Uqb2ifPnj1bUREUAN55551Sq2wWGzRokNw+9/r164iJiUGTJk2sPnYxQRAwefJkzJs3DwCQl5eHdevWITg4GDdu3JDXGzVqFHx9fW3eP+Dc5wIiIiIiIrKCorpfOfdRVnU/a+6jcrBD+M8k1GdL1T/j1sAM/xEREVUVvvNNRER0h3BTq9A8xAfNQ5SVp3Q6CTcy8pQhvqQsxNzKRnJW1bXULdRKuJSUhUtJWcBZ5X2hfu5oEmxYjU//by1vV7bUJXISCxYswPvvv68YmzNnDl588cVKP1avXr0wc+ZMvPvuu/LY3r17MWTIEERFRaFhw4albq/VavHRRx9h5syZijBYixYt8NFHH1k1h6FDh2Lu3Lny8r59+6wKjnXv3l2x/P7772PcuHGoVauWhS2AN998U1FVqzxOnDiBjIwMeXno0KEV2p+9eHl5YcqUKZgyZQquXr0qt8mNjo5WrKfVahUV0OwhNTXVZMzd3R0jR45EZGQkBg4caFMY7E7yzDPPYM2aNfKyIAhYtmwZxo0bV+nHmjhxIn7++WfF8dasWYOCggJ88cUXCAoKKnX73NxcvPHGG/jkk08U43369MHLL79s1RyGDh0qh/UA/fmgPGE9AJgyZYoc1gOAVatWITQ0VLFORVrgVpdzARERERER2VFlV/ezGO7TsbqfXUn6ioqVRjSq9FdaZb+yqv6JDP8RERGVgmE9IiKiO5woCgjz90CYvwd6N1dWVknLKUDMrWzEGIT4om9l4drtnCptqZuQnoeE9Dz8cUnZUtfXXa0I7xX/Wz/QEyqRFwOIqsqKFSvw2muvKcZ69uyJnj17KlpgWiM0NBStW7cuc725c+fi33//VVTu2r9/P9q2bYtp06ZhwoQJaNeunWKbtLQ0bNq0CUuWLMHJkycV99WuXRsbN260qpUtoK+61qxZM1y6dAkAsHnzZkXAxpI+ffoo2lxeu3YNPXr0wNKlSzFgwAA5gCxJEo4cOYI5c+bIP8NWrVrh/PnzVs3P2JYtWxTLEydOLNd+qlKDBg0wa9YszJo1CwcPHkRUVBTWrVunCBpVle7du2Pq1Kl46KGH4OfnV+XHr07eeustfPnll4qx0aNHo379+jafD8LDwxEeHl7mel988QWio6Nx9OhReWzdunXYv38/pk+fjvHjx5vs5+bNm1i3bh0WLVpkEgZt2rQpfvjhB6vDmA888AB8fX3l383Nmzfj0UcftWpbY82aNUP37t1x+PBhAMDhw4fh5uYm3x8WFoYBAwaUa99A9TwXEBERERGRk6mU6n46Zctea6r7GY9RJSv6P6ksQlmhvtJCgQz/ERFRzcawHhEREVnk7+mKiIauiGiobKmbV6hFXEo2YpKyFdX4LidnIa+w6j4VmZGnwYmraThxNU0x7qoS0biWV1ErXW80quWF+oGeaBDoidrebhAZ5COqVPv27TMZO3jwIAYOHGjzvqZOnaqoUGWJWq3GunXr8MQTTyjWz8rKwvz58zF//nz4+/sjNDQUHh4eSExMRGJiIrRmWo00adIE27ZtQ6tWrWya6+TJkzF79mwAwNmzZ/Hff/+hefPmpW7j4uKChQsXKiqM/ffffxg0aBACAgIQHh4OrVaLq1ev4vbt2/I6ISEh+Oqrr9C7d2+b5lhs06ZN8tddunQpc57Opjj8uWTJEmzcuBFRUVFQqcr7joB1GjRogEmTJiEyMhLNmjWz67FqEnPng/Xr12P9+vU272vOnDmKCpaW+Pj4YPfu3Rg/fjx++eUXefzWrVt444038MYbbyAoKAihoaFQq9VISEhAUlKSSZtlQB/E3bJlC+rWrWv1PN3d3TFmzBh8++23AIBff/0VmZmZ8PHxKWNL86ZOnSqH9QAoWmBPnDixQhUdq/u5gIiIiIiIaghBBFQiKlzdT6eFVluInKxMCNBBkCR4uLtChGH1P52yEqCkk7eVx6nyFf+cUUnV/8y27jUK9Vld9Y/hPyIiciyG9YiIiMhm7i4qtKzji5Z1fBXjOp2E62m5ila6xVX5UrILqmx+BVodLt7MxMWbpi0SXdUi6gV4oEGgJ+oHeKJ+oP7regGeqB/oCT8PlyqbJxFVjKurK7777jsMGDAAM2bMQFJSkuL+tLQ0pKWlWdxeFEX83//9HxYuXFiuammPPvoo3nnnHRQWFgLQt6t85513ytxu7NixePfdd/Hmm28qwkKpqak4fvy4yfr169fHzz//DG9vb5vnCOjbXp47d05efvrpp8u1H2fg4eGBSZMmYdKkSXY/1oEDB+x+DKo8vr6+2L59OxYvXozZs2ebtElOSUlBSkqKxe3d3NwwY8YMzJkzR1HJzlpPPfWUHNbLz8/HTz/9hP/7v/+zeT8AMG7cODz//PPIy8szuW/KlCnl2idQs84FRERERER0hyuu7ieqAEEFrapQvsvdwwew5QN+klR005Yd8JPvM/jX3DZU+eTwH4DK+BHLob3iEJ9gJhBo4614GwgMAxIRUakY1iMiIqJKI4oC6gfqQ299WwQr7kvNLjAI8ZWE+a6l5sBMYRu7KdDocPlWNi7fyjZ7v5+Hixzgqx/giXpFFfnqB3ggLMADbmr7VnIiIttNmjQJo0aNwrfffosVK1bg+PHjZitmFQsODsbYsWMxbdo0tGjRotzHrVu3LsaNG4c1a9YAAL777jvMnTvXqopvr7/+Ojp27IiZM2fi9OnTZtfx9fXFY489hlmzZsHPzw9xcXHlmueyZcvkr4ODgzFhwoRy7YfI2YmiiOnTp2Pq1Kn48ssvsXr1akU4zZyGDRti/PjxePbZZ1GvXr1yH7tz587o0aMHDh06BED/d1fesJ6/vz9GjBiBH3/8UTHesWNHmyuAGuK5gIiIiIiIyAyhOFhV/irmCsVV/8yF+Iwr+hkG/nQW1ikOqFHlMgz/2YNJAJBhQCIiKiFIpb2LRVRNnT17Fm3btpWXz5w5gzZt2jhwRmRORkaGok1Wv3794OvrW8oWRFQT5RVqEZusb6erbKmbjQKNc12IEASgjq97UYjPsDqfPtAX7FP5LXY1Gg0uXbqkGGvWrBnUan7morJptVpFJSYfHx+7t9kk+0hJScHx48dx+fJlpKWlQaPRwMvLC/Xq1UObNm3QqlUrCJV0Qeuff/7BXXfdJYcDN27ciFGjRtm0j/Pnz+Po0aNISkqCRqNBUFAQWrVqhW7dusHV1bVC88vMzET9+vWRnp4OAHjnnXfw5ptvVmifRNVJQkICTp48ibi4OKSnp0OSJHh7e6NBgwbo0KEDwsPDK+1Y27dvx7Bhw+TlEydOoGPHjhXaZ2U9NvFcQERElYWvm4iIyNnU+Mcms+E/41CfDVX/GP6rGeSWvoL5rxkGJHKYGv+4VMXs9T6pozNFfJeXiIiIHMrdRYVWdX3Rqq4yrKvVSbiemmtSjS/6VhbScgot7M2+JAm4kZ6HG+l5+CvO9H5XtYh6/h5F1QU9UD+gqCpfIFvsElWloKAgDBo0qEqO1b59e4wZMwbr1q0DAHz44Yc2h/VatWpVoWpZpfnqq6/kcE5QUBCef/55uxyHyFmFhoYiNDS0So71wAMPoEuXLjh27BgAYOHChfj++++r5Nhl4bmAiIiIiIiomioOYEEFoBKuLxuG/4wr+JlU/SstIGgQFKSqJ2nt23KZYUAiIrtiWI+IiIickkoU0CDIEw2CPNGvpbKlbkpWPmJuZRu11M1CfGqug2arV6DR4XJyNi4nm2+x6+uulqvw1S9qrVsc5Avz94C7Cz9ZQ1QdvfXWW9i0aRM0Gg0OHz6MP/74A7169XL0tJCfn49PP/1UXn711Vfh4+PjuAkR3QHeffddOSy8bt06vPvuu2jcuLFD58RzAREREREREckMw3+qygz/WWrrW0abX51R8I/hP+fAMCARkV0xrEdERETVTpC3G4K83dC1caBiPLdAi8vJxeG9bMQUtdO9djsHWfkaB822REaeBmcTMnA2IcPs/XV83eWKfMUhvvp+rvDQ6qAWRb6+JHJSrVq1wlNPPYUlS5YAAN544w0cOHDAwbMCvvjiC1y/fh0A0KRJEzz33HMOnhFRzTdw4EAMGzYM27Ztg0ajwZw5c7By5UqHzonnAiIiIiIiIrIbRfivEvYnSeZb91oM+JVRBRBSJUyKKl11DQOieD98s4aIKoZhPSIiIqoxPFxVaBPqhzahfopxSZKQllOIa6k5uHY7F1dv5xR9rb9dT8tFodbxL9oTM/KQmJGHY3Gp8piXi4DZvQMhCkDTYG8IgoAbablwd3OBq0qEi1qEq0qEWiU6cOZE9Pbbb2Pt2rW4desW/vjjD+zYsQNDhw512HwyMzPx3nvvycsff/wx3NzcHDYfojvJJ598gt27dyM/Px9r1qzByy+/jHbt2jlkLjwXEBERERERUbUiCICgBirrcrci/Gcc/CvlpivjfkkHBgGdmL3DgHJoz/BfsWQZopn7LHxd1r5YLZCoRmJYj4iIiGo8QRAQ4OWKAC9XtK/nb3K/VichMSNPDu9du52Da6m5uHY7B1dv5yApM7/qJ21EJxVdV5Ak3M4pgJCnfKGpEgW4qkS4FoX3XNQlX7uqRIgiX8gR2ZO/vz+SkpIcPQ2Zj4+PU82H6E7SpEkT5OXlOXoaAHguICIiIiIiojtcZYf/DNka7mMYsAbR6f977BoINGZF+A8iIFoTFiwOAJa2LwYEieyJYT0iIiK646lEAWH+Hgjz90C38CCT+/MKtYgvCu8VV+S7eltfpe/a7RxkOkGLXa1OQq5Oi9xC8y8OXYpCe67qkmp8crBPJUDgiy4iIiIiIiIiIiIiIuvIoSdUTgtgYwwDkoIDAoImob4KVhQsa18MCNIdhGE9IiIiojK4u6jQNNgbTYO9Te6TJAnpuYUm7XWv3s5BfGourqfmokCrc8CslQq1OhRqdcguML1PEAQ5tOdqWJGv6F+VyDAfEREREREREREREVGVYRiQHE0qem+rqgOC1lT+s7rlsDVVBImqHsN6RERERBUgCAL8PV3h7+mKdvX8TO7X6iTcLG6xm6oP9MUXhfqu3s7BzQzHt9iVJAn5Gi3yNQDMTEclCHBRi3BTi/oKfUZhPrbYJSIiIiIiIiIiIiKqRhgGJGck//9WIZsCglaEBCVApc0DIEASBEBbAAgugMh4FpXgbwMRERGRHalEAaH+Hgj198DdZu7PK9TiepphiC8XV1NKwnw6bRV+YskCrSRBW6hFXiktdl1URmE+ttglIiIiIiIiIiIiIrozMQxI1UUlBwRVAHwMB/IAeAYC/g0r7RhU/TGsR0RERORA7i4qNKntjSa1TVvsAsDtzFzEXY5BgVYHF5UAnQR4u7lAIwko0OogSY5/wVjcYjfHYotdwSTExxa7RERERERERERERERULo4IA0IyGJeMAn5FyyjlPsV6RutQDcd2u6TEsB4RERGRE/P1cIGHqwoeBq82GwZ5Qq1WQ5IkFGolFGp1KNDoUFD8b9HXhVrHv8DTt9iVkK/Rldpi19VCmI8tdomIiIiIiIiIiIiIqErZOwxozFKoz+qQoBUBQeP1qOoIDOuREsN6RERERNWUIAhwVQtwVYvwcjO9X6eT5NCeuTCfVuf4qnxltdhVq5ThvZJ/9dX6WJWPiIiIiIiIiIiIiIiqNUEEBKBqkoHQB/ggWQ71lRoStKaKoIV93akY1iMjDOsRERER1VCiKMBdVMHdxfyLO41Oh0KNYZBPKgn0OUmLXY1WB42lFrsQ4KIWLFblY4tdIiIiIiIiIiIiIiIiI4IAQHBQQNDaKoIWwn/QATpJ/29p+5KK1nEGfK+KjDCsR0RERHSHUosi1K4iPFxN75MkCRqtMrzndC12IekDhhZa7IqCoAzwscUuERERERERERERERFR1ZMDglVYZc5iQNAoCAhz4+WpKFgUODT53llZj5QY1iMiIiIiE4Kgr1rnYqnFriTpq/I5cYtdnSQhr7QWu6IyxKcWAY0GUIuAijk+IiIiIiIiIiIiIiKi6ssBAUGtRoPMzAwIRW2Gvb08oVKbqZpBdzSG9YiIiIjIZqIgwM1FBTcLLXa1OgvtdZ2pxa5OB02B+Ra7AKDOzYarWoCLSoSLSoRaVfK1i0qAi8jqfERERERERERERERERFRE0IcDJUDfZljtBqiqqNUwVRsM6xERERFRpVOJIjxcRXiYuU+SJGh0kiK8Z/ivM7TYBYrDfABgvjIfUNRKWCXoK/MZh/mKvlYx0EdEREREREREREREREREYFiPiIiIiKqYIAhymM2mFrtF/zpDi91iGp0OGh0sttoFAJUgyJX5XFUi1GoRLqIy2KcSBQgCQ31ERERERERERERERERENRnDekRERETkVKxvsSspw3xFVfl0TtBi15BWkqDVaAGN5XVEQVBU5DNXpU/NQB8RERERERERERERERFRtcawHhERERFVK1a32DUI8RVodSgsCvM5V5RPTydJyNdokV9KoE8QBIOKfMWhPhGuKgFqg2AfA31EREREREREREREREREzolhPSIiIiKqMRQtds3cb6nFbqFWh3wna7FrTJIkfTVBrc7iOgKgCO4p2u8Wj4kiRJGBPiIiIiIiIiIiIiIiIqKqxrAeEREREd0xSmuxq9VqkZ6RCY0O0EqAi5s7tBL0Ffl0Egq1+lCfUwf6AHmepVGLJWE+S1X6VAz0EREREREREREREREREVUqhvWIiIiIiIqIAuBalOPz8XSBSmUm1FcU3NNodSjQStAUheMKtZL8r0ZXeljO0TQ6HTQ6ILdQa3EdldxyV9S331Xrq/QZjqlEtt0lIiIiIiIiIiIiIiIishbDekRERERENlCJAlSiCjBTna+YTiehUKeDRltSkc8wzFcc9nPeGn36UKJWp0VeKYE+UVBW53MxDPMVVelTM9BHREREREREREREREREBIBhPSIiIiKiSieKAtxEFdxKebYtSZIiuFdSpc8g4KeTIEnOG+nTSRLyNVrkayyvIwiCvjJfcYhPLcBFLAnzFQf7GOgjIiIiIiIiIiIiIiKimo5hPSIiIiIiBxAEAa5qAa5q0eI6kiRBI7fdtVylT+fEgT5JklCglVCgtdwaWAAUwT1LVfpEBvqIiIiIiIiIiIiIiIioGmNYj4iIiIjISQmCIIfWLJEkCVqdhEKdMsyn0ehQoNXJYT+tzokDfYA899KoxdLDfC4qESqRgT4iIiIiIiIiIiIiIiJyTgzrERERERFVY4IgQK0SoFYBHi4qi+tpjcN8Zqr0aXSlh+UcTaPTQaMDcgu1FtdRicoQn3GwT60SoBLYdpeIiIiIiIiIiIiIiIiqnuUSHUREREREVGOoRAHuLir4uLsg0MsVwb7uCAvwRKNaXmgW4oPWob5oG+qHFnV8EF7bGw0CPVHHzx21vN3g5+ECT1dVqRX+nMGOTT+hbZg/WtTxxT3tm+NGSgZuZuQhPjUXscnZ+O9mJs4lZOBsQgYuJmbi8q0sXLudg8T0XKRk5SMjtxC5BRoUanWQKtha+MiRIxCKQoE+Pj5ISEiopO+SqHoYOHCg/Dfw8ssvO3o6GDx4sDyfGTNmOHo6RERERERERERERHSHYmU9IiIiIqI7RF5eHk6cOIFLly7h1q1byMvLg4eHB0JCQtCiRQvcddddcHNxgVsprxJ0kgSNVlmlr/hrjUGVPgkSdDodrsZdRvSFc7iVlIjszEy4uXvAzz8AjZs2R8u27eHi4lIp31tOdhY+eXeuvPzUjJlwc3e3+D3ka7TI11jen9yCWCyq0qcuqs4nKqv0WarQd88992D48OHYunUrsrKy8Nprr2HlypUV+RaphklMTMTJkycRGxuL9PR0SJIEHx8fNGjQAB06dECjRo0q9XhZWVk4e/YsLly4gJSUFOTl5cHf3x/BwcHo3LlzpR5v48aN+PXXXwEAfn5+mDlzZqXtu7zee+897N69G5IkYenSpXjiiSfQokULR0+LiIiIiIiIiIiIiO4wDOsREREREdVgkiRh69atWLZsGfbs2YP8/HyL63p5eWHo0KF44okncO+995pdRxQEuKoFuKrNV9lLTEzE+s3rsWv3bhz4/XdkZGRYPJ67uwcGDB2Ohx99Gq3atrftGzOyfOknuHXzBgCgQeMmGD52QoX2J0kSCjQSCmC5NbAAfQtiF5UItVjcjlgf6FOrBLw+ey62bdsGSZKwevVqTJs2DV26dKnQvKh6S0tLw5dffok1a9bgzJkzpa7buHFjjB8/Hs8++yxCQ0PLdbyjR49i8+bN+O2333D8+HHoSml13bBhQzz55JN44oknEBAQUK7jAUBBQQFeeuklefnFF19EYGBgufdXWTp16oQHH3wQGzZsQGFhIV588UVs377d0dMiIiIiIiIiIiIiojuMc/exIiIiIiKicjtx4gS6dOmCkSNHYvv27aUG9QAgOzsbP/30E/r374/+/fsjOjrapuONGDECYWFhmDZtGrZv21ZqUA8A8vJysX3Dj5g4tB++Xvg2/N1EBHi6wttNDXe1CioLVeuM3U5Jxppvv5KXpz7xLFQqlU1zLw8J+kqCOQUaZOQV4nZ2AZIy8nA9LRdXUnLgEdIYPfsN0K8rSZjxykxEJ2UhLjkb8ak5uJmRh5SsfKTnFiA7X4N8jRZaXcXa75Jz0ul0WLp0KRo1aoSZM2eWGdQDgNjYWMyfPx/h4eGYPXt2mX+/hk6dOoUmTZqgW7dueP/993Hs2LFSg3oAcOXKFcycOROtW7fGzp07rT6WsWXLliE2NhaAPgD8zDPPlHtfle3VV1+Vv96xYwf+/PNPB86GiIiIiIiIiIiIiO5ErKxHRERERFQDff3113j22WdRWFhocp+Hhwfq1q2LoKAgJCUl4caNGygoKFCss3fvXnTs2BFr1qzB8OHDrTrmoUOHzAaCXFxcEBoaitq1ayMvLw+XL19GTk6OfL9Op8Nniz/BtbgYbNiwAWp1ycsUrc6w1a6y5W6BVgeNVodvP/sUuTnZAICg2sEYPqZiVfUqU+STz+OPvXsAAAf3/4ZDhw6iY5dupW4jCkVV+kQRLiqhqGqfaPSv/n6VaF2gkRwnMzMTEydOtFjFLSAgAKGhoXBxcUFCQgJu3boFSSoJbebn5+Odd97B7t27sXnzZtSpU6fMY8bHx+Py5ctm7/Pz80OdOnXg5+eH5ORkxMbGKo6XmJiIoUOHYs2aNRg/frxN32teXh7ee+89efnRRx91iqp6xbp06YK+ffti//79AIDZs2dj9+7djp0UEREREREREREREd1RWFmPiIiIiKiG+eSTT/DEE08ognqCIODhhx/Gnj17kJmZiZiYGPz111+Ii4tDZmYmtm3bhpEjRyr2k5WVhQcffBDr16+3eQ4hISF4+eWX8dtvvyEjIwNxcXE4duwY/v33X6SlpWHr1q1o166dYputW7fitddeU4ypRBHuLir4uLsg0MsVIb7uqBfgiUa1vNA8xAehnhI2/bBCXn/ylKloEOyHIG83+Lq7wMNVBbXKcS97Ot/TA+HNWsjLK75cUuY2OklCgUZfsS89txAp2QW4KVfsy0bMrSxcTMzE2YR0nLmejguJGYhOysKVlGxcV1TsK2TFPgfLzs7G4MGDTYJ6tWvXxrvvvovo6Gjcvn0bZ86cwcmTJ3Hz5k0kJCRg8eLFaNq0qWKbo0ePom/fvrh586bN8+jWrRuWLl2Ks2fPIi0tDRcuXMDRo0cRExODmzdv4t1334Wnp6e8vk6nw5QpU3Dy5EmbjrN69Wpcv35dXn7qqadsnqu9Pfnkk/LXe/bswalTpxw3GSIiIiIiIiIiIiK64zCsR0RERERUg+zduxcvvviiYqxBgwbYv38/Vq1ahQEDBpi0iHV1dcUDDzyATZs2YevWrahVq5Z8n1arxZQpU3DhwgWrjt+2bVusW7cO8fHx+OCDD3DvvffC3d1dsY6LiwuGDRuGv/76Cw888IDivsWLF+O///6z+vtdvnw5srKyAOgDic8+9QSCfdwR5u+BRrW80CzYB63r+qJtmB9a1vFFk9reaBDoibp+Hqjl7QY/Dxd4uqrhqhIhwD5V6kY+9LD89e+/7kT81SuVtu/KDvYVaLTQMdhXaZ5++mkcPnxYMTZmzBicO3cOr7/+Opo0aWKyTZ06dTBt2jT8888/mD59uuK+ixcvYuLEiYpKeJaIooiHH34YZ86cwZEjR/DMM8+gdevWJuvVrl0br7/+Oo4cOaKogldYWGhy/LIsXrxY/rpXr15o0aJFKWs7xqhRoxAUFCQvL1q0yIGzISIiIiIiIiIiIqI7DcN6REREREQ1xO3btzFlyhRFkCc0NBT79u1D7969rdrHsGHDsGvXLvj5+cljubm5mDhxokmrXGPLly/H6dOnMWbMGEUrW0vc3d2xdu1a1KtXTx4rLCzEihUrStlK6YsvvpC/vueee8yGnwB9a1lXtQgvNzX8PV1R28cNof4eaBjkhabB3mhZ1xdtw3zRqq4vmgZ7o2GQF0L9PVDbxw3+nq7wclPDVS1CEGwP9A0dNRaiqH/ppdPpsH7NdzbvozJYE+y7kJiJM0XBvouJGYiRg325DPbZ6KeffsLKlSsVY5MmTcKPP/6oCMRa4uHhgU8++QRvvvmmYnzv3r348MMPS922efPm+Oeff7Bq1Sq0adPGqvm2b98e332n/N08cOAAoqOjrdr+jz/+wL///isvT5482artqpqrqyseeughefmHH35AWlqa4yZERERERERERERERHcUhvWIiIiIiGqIN954Q9GCUqVSYevWrQgPD7dpP506dcLq1asVYydPnsSnn35a6nYjRoyQQ2nW8vLywnPPPacY27Vrl1XbHjlyBDExMfLygw8+aNOxjQmCABeVCE9XNfw8XFDL2w11/TzQINATTWp7o2UdX7QN9UXrur5oFuyNRkFeCPP3QLCPOwK9XOHrXlKlTzQI9dUKDkH7iC7y8i+b11tVGc2RdJKEfI0O2XKwLx83M/IQl5SO5avXYugDw/D3pes4k5COs3YI9sXHx2PMmDHYvn07NBqNHb9T+8jJycHTTz+tGIuIiEBUVJTNfyPvvPMORo8erRh78803ER8fb3Gb5s2bWx3SMzR8+HCT6ns7d+60alvDc4YoihgxYoTNx68qo0aNkr/Oz88vV6tvIiIiIiIiIiIiIqLyKLvcBREREREROb2UlBSTinTPPPMMIiIiyrW/Bx54ACNHjsTmzZvlsSVLlmDGjBlWVc2zRa9evRTLV69etWq777//XrFcFeEgQRCgVglQq0R4lLKeJEnQSYBGq4NGJ+HBESNw6thRAEBiwnVcOPkXIrr1kO/XOXl479w/p7Bl3ffYuWUD0lJvA4AcvtNKErQaCfnQlbkflaD/2anFkp+jWhSgFvVByeLxgoJCbNiwARs2bEBISAgmTZqEyMhItGvXzq7fZ2VZsWIFUlJS5GVRFPHll1+W+29n0aJF2LVrl9zyuaCgAEuXLsX7779fKfM11KtXL5w7d05etubvsbCwEOvWrZOX77nnHgQHB5d7DvHx8Th79ixiY2ORnp4OAAgMDERYWBjuueceBAQElHvfANC3b1/4+fnJ+/7+++/x6KOPVmifRERERERERERERETWYGU9IiIiIqIa4Ouvv0Zubq687OLiglmzZlVon2+//bZiOT4+3i4VqIyDN8UBmrLs2LFD/rp+/fpo2rRpqesnJiZCrVZDEAQIgoCGDRuWq8Ld77//Lu9DEAQ88MADJusIggCVKMDNRQUvNzWG3DdQcf/xg7/J7XfbhOpvLUJ80KS2NxoGeiLUiop99pacdBMrvlyC0QO6Y8LQflgb9Y0c1CsvrSQhX6MtqdiXlS+34o1LyUZ0USveizcz5W1u3ryJjz/+GO3bt0eHuzph/sKPEXvtBnIKnLMVryRJWLRokWJsxIgR6Ny5c7n3GRYWhscff1wx9s033yAnJ6fc+7SkPH+Phw8fRmpqqrzcr18/m46p0Wiwc+dOPProo2jUqBHq16+PwYMH46mnnsJrr72G1157DY8//jiGDh2KoKAgdO/eHZs3by53hUq1Wo2ePXvKy3/88QcyMjLKtS8iIiIiIiIiIiIiIlswrEdEREREVANs2LBBsTxs2DDUqlWrQvts164dOnXqVOpxKoNh614ACAoKKnOb//77D7GxsfJy7969y9ymTp06uO++++Tlq1evYv/+/dZPtIhxBcOpU6eWuU3Hjh3h4+MjLxu2FtUH+0Q52Ofn6Ypa3m6o4+eOegGeaFTLq8qCfQX5+di9fTOenToOg7q2wcfvzkb0xfMm6wmCAFG0X3BQpTL/UvWf0yfx+isvonmThhg2YhS+WPEjTl5JLmrFm1nSijetqBVvdj4ycgurNNh39uxZXLx4UTH2yCOPVHi/kZGRiuXbt29j3759Fd6vsfL8PRq3ru7Tp49Nxxw/fjyGDBmC5cuX48qVK6WuK0kSjhw5glGjRmHMmDHIzs626Vjm5qjRaPDrr7+Waz9ERERERERERERERLZgG1wiIiIiomouKysLp0+fVoyNHj26UvY9evRonDhxQl4+dOhQpezX0B9//KFYbt68uc3bWFu1bOrUqfj555/l5ZUrV9pUBSwnJ0dRXTAgIADDhw8vczuVSoW77rpLnve///6LtLQ0+Pv7W31soCjYJwhQiYBbGevqW/FK0GglaHQSCota7uqXdfK4RqvDieN/Y8tPa7Bz60ZkpKdZ3Gfjps3xwIPjMPTBcfD28bVp7raoE1oP2/84gW0b1mLHxp8QfzVOcb+msBB7d27H3p3bERBUC/ePHIPhYyeiZZuy2+SqRAFqUdS34RX1rXhditvyyuP6f8sTeDx48KBi2cPDA0OGDLF5P8batWuHZs2a4dKlS/LYoUOHMHTo0Arvu5gkSSbzt+ffY7G8vDyTsdq1a6N27drw8fFBXl4erl+/juTkZMU6GzduRHp6Onbv3g1RtO2ziMYtwg8cOIAHH3zQpn0QEREREREREREREdmKYT0iIiIiomru6NGj0Gg0ijHjIEp5Ge/nxo0biI2NRePGjStl/1qtFitXrlSM3X///WVud/z4ccVy27ZtrTre8OHD4e/vj7S0NAD6SoGfffYZPD09rdp+06ZNyMwsadH60EMPwc2trNicXrt27RShpr///hsDBgywatvyKCvYd/36dfy4ejVWrFiB8+dNq+cVCwyqhQdGjsbwMePRpkMnFOqkcrcftUX9Ro3x9Isz8fSLM3Hi6GFs3/gTdu/YjEyjtqypKclYs/xLrFn+JVq0bothYybg/lFjEVSrttn9anUStDot8jVm71YwDva5qMSigJ/lYJ9xoLVDhw5QqyvnpXdERIRJWK8y7d+/X1GxUhAEDB48uNRtdDodTp06JS+HhYXZHEIFgFq1amHcuHEYOnQounbtarYyaHR0NL799lt88skncsDvt99+w6JFi/DCCy/YdLx27ZTBzr///tvmORMRERERERERERER2YphPSIiIqIaSqvVIiMjw9HTqDZ0Oh2ysrLkZa1Wa3WlJl9fX6hUKntNrUwXLlxQLHt5eVlVDcsaHTt2NBk7f/58pYX1vvrqK1y+fPn/2bvzwCjK+3/g75nZzX1BLm5QUMETVPwqoGAVLV6oKCJn/KmtV9VWi1pv8aho61Gr0moNIHihguKNRcVbBA/EqiD3lYOQzZ3dmef3x+7MzuzOJrubvZK8X23cmWeemXk2JCRk3/l8jH2n04mpU6e2e953331n2T/ooIPCul9GRgYuuOACzJs3DwBQV1eHV155BdOnTw/r/Gha4OqGDh1q2f/222/jGtaz09zcjKVLl6K8vBzvvfceNE2znZeeno4zzjgDM2fOxIQJE+B0Oo1jesU+t6kyX3DFPu9jrIJ9R/7fKBz5f6Nww51/xQfvvYXXX34en33436CQ6k/r1+Gnu27Gw/fejtHjTsZZk6di7EmnwpmWFtV9own2fbtuvWV82KGHw9Xk7nDFPsD7+fj8888b+22FLCOlaRpuuukmy9hvf/tb9OrVq83zfv31V8vfneF+LprdfPPNGDFiBDIyMtqcN2TIENx7772YPHkyTjrpJOzduxcA8Le//Q1/+MMfIgpFFhcXo2fPnsY1AquTEhERERERERERERHFA8N6RERERF2Uy+XCI488kuxldAvXXHMNevTokbT762ETXWlpKaQow0CBiouLIcuyJdQVeL9obdy4ETfeeKNl7Morr0S/fv3aPddc/UuWZfTu3Tvs+86aNcsI6wHeVrjhhPV27NiB999/39g/8MADceyxx4Z93z59+lj2N2/eHPa5HfXZZ5+hvLwcL7zwAmoDKtOZjRo1CjNnzsQFF1wQsjqauWJfe4QQUE2teC3BPn1b04zgX3vBvvSMDJx65jk49cxzUF1VibeXvYzXX34eP35vDVp5PB58uOJtfLjibRT06InfTpyEiedPxcGHD29/0VHSg301AZ8fmflF2FzdYBnTg33eR8n/qEj+an6+cf2YJElBwbmampqYrf/BBx/EF198YezLsox77rmn3fPMn4sAwvr8DXTcccdFNH/48OGYO3cuLrnkEgDez8133303rKqcZn369DH+Pquvr0d1dTUKCwsjugYRERERERERERERUSQY1iMiIiIi6uQCw3P5+fkxu7YkScjLyzPaxtrdLxqNjY0477zzLC1lBw4ciLvuuqvdcz0eD3bv3m3sFxcXR1RR67jjjsOBBx6In3/+GYC3jeaOHTvQt2/fNs979tlnLaHFSKrqAQgKFG7bti2i8yO1bds2LFy4EPPnzzeeq53Bgwdj+vTpmDlzJvbff/+YrkGSJDgkCY4OBfs0Y8yt+bcLi4ox7eLLMO3iy7Dx5//htSXP4c1Xl6Bi907LdffV7MXz5f/G8+X/xpCDhuGs8y7E6edORlFJaUyfq6621hqgy8nLC5qjB/siocgS6jWnZczj8WDj9goUFOTDoUhQAkJ+4VbwW7VqFW6++WbL2LXXXmtbWTNQ4MdxJMHZjpgyZQp+//vfQ1W978dPP/004rBe7969sW7dOmN/27ZtDOsRERERERERERERUVwxrEdERERE1MmZA2+Atw1uLGVnZ1vCeoH3i5QQArNmzcI333xjjDkcDixatAi5ubntnl9XV2cJzeXk5ES8hpkzZ+KWW24B4G3/+eyzz+KGG25o85wFCxYY27IsY8aMGRHdM3CdbVW464hFixahvLwc//3vf0O2uS0oKMDkyZMxc+ZMjB49Oi7riFTEwT7NF+rTBAb0PBLHHzMC99xzLz5cuRIvvbAY7yx/DY2N1op2G376EX+/5zY88tc7MWrsb3D2lBk4ecKZMX0ejaaWsACQmZUVk+uqmoAjPTNo/NddVSiFfZtff2U+myp+vsetWzbj3HPPtbQUHj58OO69996w1hX4cRzN52M0srOzUVJSgl27dgEA1q5dG/E1EvU5SURERERERERERESkY1iPiIiIiKiTCwy4NTQ0hJgZncDrhROoa8t1112HJUuWWMYeeeSRsENjjY2Nlv3MzOAAU3tmzpyJ2267zQizLVy4sM2w3urVq7F+/Xpj/8QTT0T//v0jumdWQGgr1n9OulAtfZ1OJyZMmIAZM2bgzDPPRHp6elzunwiSJMGhSHAogUfSceG5Z+DCc89AQ0MDXn75ZSxYsAArV660BBdVVcWq/76Hb1d/iXPPORduoyVv+61425OVk4M6U+irKeDjtSPsrpXdRjjOW8FPoBX2oc2avdWYdc7pqKqqMsYKi0vwwLz52FbbCkX22Ab8FFmGoni3Az+Oo/l8NPvhhx+wZMkSrFmzBuvXr0dNTQ1cLhfcbneb55mfQ7gS9TlJREREREREREREnYf3Z8TenxULIQAh4B0KHAuep6kqPM3NgO/nzA2qBxlZ2Ujr4M9NqWthWI+IiIiIqJPr2bOnZT+W1aGEEHC5XG3eLxJ//etf8dBDD1nGbr/9dlxxxRVRXzOacFX//v1x4okn4v333wfgDQh9/fXXOOqoo2znm6vqAZG3wI12nbEyceJE/Otf/0JJSUnc7/Xrr7/i119/DWvu/vvvH/PWu7rs7GzMnDkTM2fOxKZNmzBr1iysWrXKMkeSgEFF/kqUlop9qoDHaLvrfXSb2/OGCPbl5/ewhPXqAz5/OqK+znoth8OBnNzgNrvhaKivw5UzzseWXzcYY7l5eXji2SUo6TMAja0qgPZb9e5xNVv2q+tbsG1vo6mqnzXk523XG9yi9/vvv8dVV12Fjz76KKrnY67+Ga5kfk4SERERERERERERgsNvNoE4gXaO69sIHEPIee3dM1Y8jQ2QZZlhPbJgWI+IiIiIqJMLDM9VVFRACAEpIAwTjcrKyqBWqtGG9ebNm4ebbrrJMnb11VfjjjvuiOg6gdWwmpubQ8xs26xZs4ywHgDMnz/fNqzndrvx3HPPGfs5OTk499xzI75fU1OTZT/W7YrbsmzZMqxevRrTpk3DjBkzcOihh8btXgsWLMCdd94Z1tzbb7894j//SHz55ZdYuHAhnn/++bAqr1kq9jnbnmsN9mlGwK+wsCe2b91szKupqoAEyfuDog6qqtxj2c/NL4jqOi3Nzbj6/03FD9/5W8dmZGbhH+Uv4KCDD4voWhmZ1s9HV30jahpb2z1PlnwBPkXChyvewZUXTUNra/vnhdLS0hLxOcn8nCQiIiIiIiIiIkok21BcOKE1AdM8zRKCizZcZxnrDrrL86SwMaxHRERE1EXl5eXhmmuuSfYyOg1N01BfX2/s5+TkQJblsM7Ny4uuslWsHHTQQZb9+vp6/PLLLzjwwAM7fO21a9cGjQ0bNizi6yxevDioet6sWbPw8MMPR3yt3NxcyLJshAjr6uoivgYAnHvuubjiiiuMP/fnn38ef/vb3+B0WlNab775piXodd5550UV6jF/fAFAfn5+FKtu35w5czB//nxs2LDBMr5jxw7MnTsXc+fOxfDhwzFz5kxceOGF6NWrV1zWkSxbtmzBs88+i4ULF+Knn34KOe/ggw/GJZdcEvV9rME+fz/eQw8ehm/XrjH2N//8Aw7tmxcU7NP3zeOqaV+z+QHO/9Z9Z9nff0jkn+Nutxt/vvwirP7sY2PMmZaGv/9rAUaMPDbi6+XmWT+OGxrC+3zUhECrKrD5lw248v9NtwT1JEnCocOPwhFHHYN+AweiqLgUaenpyMjIhCIBsixBkSRcd+UlqKyoMK63r7HV36bXV81PlkOHlhP1OUlERERERERERN2HfWgNbYfWgirCtVXxrY3KckYIDxBCC6oyR8nRbUKJFDaG9YiIiIi6KEVR0KNHj2Qvo9NQVRWK4g/c5ObmWvZT2bHHHgtFUaCq/paVq1evjklY7+uvv7bs9+7dG/vtt19E11i2bBlmzZplqdA3adIkPP3001FV/3M4HOjduzd27NgBAKiqqoLH44HDEdk/b7Kzs3HeeeehvLwcgLeK4FtvvYWzzjrLMm/+/PmW/Wha4ALAzp07LfsDBgyI6jrtueWWW3DLLbfg448/xvz58/Hiiy8GtTL+5ptv8M033+DPf/4zxo8fjxkzZuDss88OqlrYWbhcLrz00ktYuHAhPvroo5A//OjZsyemTJmCsrIyjBw5Mi5rGTNmDBYtWmTsf/PNN1BVFQ6HIyjY1xbNEujzBvx+/sEa1jvm2FHITFOgqqEDftZrarjl2svw4Yq3jTFFUfDXf/wbo8edFP6TNOnVp69lv6piT4iZ9h657060mqriHTr8KNz90OPYL4wgooD/7w9VE9i6tzFojlHBz2jH62/Fu237joDn0g+aJtoM+BERERERERERUWqzhte8leCEZg62acFhN00LCL9pAefYVYSLfwtV6iL4MUEBGNYjIiIiIurkcnJycMQRR2DNGn81r5dffhlTp07t8LVffvlly/7o0aMjOn/FihW44IIL4PF4jLFTTz0Vixcv7lAYctCgQUZYT9M07Ny5M6rw26xZs4ywHuAN5pnDenv37sUbb7xh7A8cOBBjx46Nas2BYb1BgwZFdZ1wjRkzBmPGjMGjjz6KV199FeXl5Xj//fctoUlVVfH222/j7bffRm5uLiZNmoQZM2Zg3LhxYVeWDHTHHXfEtbWtzuPx4J133sHChQuxbNmykO2QHQ4HTj31VJSVleGss85CWlpaXNcV+DnS1NSEt956C2eeeWZE15F9VeG8dR4VfP/99/h1o7Va4unjx+GAklxjX9Nb86r+gJ+5ct/1V1+Bt197xZgvSRJun/soTj7NGlCNRJ9+1s+7Pbt2hpgZrLGhHqv++66xX1hcgicWLkFeQUFY57tq97U7R6/gBzX4mPlzMjsnFxWtDlTsrIUsSUZlPj3gpyjmffOj3G4FPyIiIiIiIiKi7igwyGZuoyo0mzHzvmY+z1chzm7MvG++JlEKESxrSAEY1iMiIiIi6gImTZpkCeu9/vrrqKqqQlFRUdTXXLduneWagLd1bLg++eQTTJw4ES2mqlnHH388Xn311Q4Hpg4//HB88sknxv5PP/0UVVhv7NixGDhwILZs2QIAWL58OWpqaoyqlM8995ylPefMmTOjqgYIAP/73/8s+4cffnhU14lUZmYmpk6diqlTp2L79u1YuHAh5s+fH9Qitq6uDuXl5SgvL0e/fv0wbdo0zJgxA4ccckhC1hmuNWvWYMGCBXjuuedQ4WuBauewww7DrFmzMH36dJSWliZsfYceeigOPPBA/Pzzz8bYM888E3FYL5A5VAoAPXr0wLhx4yxjsiRBViRf8T5rGPbaa6/F889aq0Q++uijuOLKy/0V/GxCfoHV/VRVQDX9wLPfwEHIzMpGU2MDAGBzQKCwLT9+/y3cps+vCWdNCjuot3XTr5aKfJGqrqq0hP0OGHawsa0JAU0VcNsE/EIJDvhJUBR/O97AoJ8iy5AlRP33CRERERERERFRuIwqcFpgBbiACnOa3ZhNFTrzHM06ZlxXY2iOugdJkgBJguR7gyR5f2FekiBBguJQoDicyV4mpRiG9YiIiIiIuoDf/e53mDNnjlFdzO124+6778bDDz8c9TVvu+02y37fvn1x/vnnh3XumjVrcPrpp6Ox0d+W8uijj8by5cuRmZkZ9Zp0Rx11lGX/+++/x/jx4yO+jiRJmDlzJubMmQMAaG1txfPPP4/LL78cALBgwQLL/JkzZ0a5Yu8azY4++uiorxWtfv364aabbsJNN92Ezz//HOXl5XjhhRewb98+y7zt27fj/vvvx/33348RI0Zg5syZuPDCCxMaegtcz7PPPouFCxdi/fr1IecVFRXhwgsvRFlZGY488sgErtBPkiRcffXVuOqqq4yxZcuW4euvvw76uA3Xjh078O9//9sydumllyI7Ozus82+99VY88sgjlrF7773XWKMR8AvzZ0Z6BT89yDd8+HB89qk3PFu5Zxeklnrk5PfwHdeMuYGqqyot+wMHDwlvAQC+/PSjsOfa2fA/68fRIYeP6ND1OhLwC6riJ0tw+Cr5SRBoVQFZ8r7xh9xEREREREREnVuoSnBBFea09qvHBVWY02zG9HauRJ2cXSjO+4uw5jEEH9fPgc2Y3Tx9G+0c9/0SbuAv46qqirq6OmM/Nze3Q12GqGtiWI+IiIiIqAsoKirCzJkz8a9//csYe+yxxzBjxoyoAkLLly/Hq6++ahn7wx/+AIej/X9CrF+/Hqeeeipqa2uNsUMPPRRvv/028vLyIl6LneOPP96y//XXX0d9rVmzZhlhPcDbCvfyyy/H//73P3z55ZfG+OjRozFkSPhhIjNVVfHtt98a+4cddhgKwqwgFi/HHnssjj32WDz88MNYtmwZysvL8d5770FVrWmjtWvXYu3atbj++utxyimnYMaMGTj77LNjErpsS319PV5++WUsWLAAH3zwgaV9r5nT6cSECRNQVlaGM844A05n8n9LsaysDLfddhv27t0LwNuq+bLLLsNnn30W1udQoGuuucbyAx6n02kJA7blgQcewN13320Z0wOb0bJW8APGjT3BCOsBwO5ffwwKzwYG/FRNQ48s65+VIlRkpTks1f3sCCHw4sL/RL1+AFj//TeW/SP/b1SHrheNaAJ+UkM9ZL06nynsp4QakyT/fFmCzEp+RERERERERAAA2wpzWojqcQFV5wKDcHaV6vxV54Ir0xGltMDAWxihtdgG4RB6HlEXwbAeEREREVEXce+99+L111/Hrl27AHgDYhMnTsSqVauw3377hX2dtWvXYvr06ZaxI444An/84x/bPXfTpk0YP348qqqqjLEhQ4bgvffeQ2FhYdhraM+BBx6IQYMGYfPmzQCAjz6KvsrW4MGDMWbMGHz88ccAgC+++AI///xzUFW9WbNmRX2PNWvWWMJWp556atTXirWMjAxccMEFuOCCC7Bz5048++yzmD9/flAFO1VV8dZbb+Gtt95Cbm4udu7ciZycnLisadeuXRgyZIilMmOg4cOHY9asWZg2bRqKi4vjso5oZWdn4x//+AemTZtmjK1evRplZWVYsGABZFkO+1q33XYbXn75ZcvYnDlz0L9//3bPnTdvHmbPnm0Zu+qqq3DvvfeGff9wnHrqqbjvvvuM/Y8++igorBcY8AOAAwZZn8OP33yFISV/NvaFCGzF663U99S8J/HTD9ZKlYA3jBYq4Bfo68/94UKHw4H/G31CWOclmwBCVioMh7maX2CwTw4R9vMH/di2l4iIiIiIiBLHX2FOCwjGmR81a9vVNufqwTm2aKXU0W6oLURoLfgcPeAmWyq+RXJNyzwiiiuG9YiIiIiIuojCwkLMnz8fp556qvHDph07duDEE0/EggULcMIJ7YdRli9fjosuushSFS8jIwOLFi1CWlpam+fu3LkTJ598Mnbu3GmMDRgwAO+//z569eoV5bMK7fTTT8c///lPAN42qRs2bIi68t2sWbOMsB4AlJeX49lnnzX2MzIyMHny5KjX+sEHH1j2Tz/99KivFU99+vTB7NmzMXv2bHz11VcoLy/H888/b1SI09XV1cHj8cRtHS0tLbZBvZKSEkydOhUXXXQRDj/88LjdPxamTp2KN998E4sWLTLGFi1ahNbWVjzxxBPthlebmppw880346GHHrKMjx07Fn/+859DnOW3ePFiXHHFFZaxiy66CI8++mgEzyI8o0aNQo8ePVBTUwMAWLlyZVjnHXXUUUhLS0NraysA4JVXXsGnn36KUaO8Ve4kSYIzIOC3fPly3P6XG4Ku5VQkHNInH0IEhvuEpVKfRxVoaXXjm9X+qpnDj/4/5OblR/v0O5VoqvnpJEhQZFiq9IVT2U/f5g96iYiIiIiIuhZLhbm2QnL68bCCdPq12LqV4kuSZSOYZoTcZCl4LJwqcZEG4dpooUpE3QPDekREREREXcj48eNx//33W6ppbdmyBePGjcO0adNQVlaGcePGQVH86Re32413330XTz/9dFDrW0VR8Mwzz+CQQw5p876NjY045ZRT8Ouvv1rOvfHGG/Hzzz/j559/juh5jBkzBhkZGW3OmTp1qhHWA4ClS5fi+uuvj+g+usmTJ+Pqq69GU1MTAOChhx5Cc3Ozcfzss89Gfn70YZ5ly5YZ2/369QsrOJlsI0eOxMiRI/H3v/8dr7/+OsrLy/HOO+/ENaRnJy0tDWeccQZmzZqF0047Lao2ssnyxBNPYMOGDfjiiy+MsZdeegkffPABrr32WkyZMgX777+/5Zw9e/bgpZdewiOPPIINGzZYjg0ZMgTPPfdcu5X5VqxYgVmzZllaBw8dOhQXXHAB3n///YieQ48ePdptpe10OnHeeefh3//+NwDgs88+Q0VFBUpKSto8Lzs7G5MmTcJzzz0HwFu9ccKECXjggQcwc+ZMy98Bv/zyCx566CHMmzcPmqahpKQEqqqiurrack1JkuBQJDgUhLRixQrUufyB5EvKZuDg3nltBvzMAUD9WHcjIODREPVzDwr3RRD2M347nIiIiIiIiCLSfmU6+5BcuHPR/f55TDEmSZIRnPMH2nz7lvCcbA27yaZ55jly8HVszyEiSiJJsL4rdUE//PADDj30UGN/3bp17b7ATInncrksVTdOPPFE5OXlJXFFRESpx+Px4JdffrGMHXDAAZ0qrNJZqKpqaVOam5trCbR1No8//jiuueYa22BVZmYm+vTpg549e6Kqqgo7d+5ES0tL0Lzs7GwsXLgQ55xzTrv327x5c0StdtuzadMmDBo0qN15gwcPNgKCxx13HD799NOo7zl16lQjNBTorbfewm9/+9uorrtnzx706dPHCE79+c9/xty5c6NeZzLt2bPHaJP70UcfoaCgIC732bJlCyZNmoRZs2Zh6tSpMW2hnGgulwtTpkzBW2+9ZXu8sLAQffr0gcPhwM6dO1FRUWHbhuXoo4/GsmXL0KdPn3bveccdd+DOO+/s8NoBbyW/wMqQdlatWmUJoc6bNw+/+93v2j1v48aNOPLII+FyuSzjGRkZOPDAA5Geno5du3Zh+/btxjFFUfD666/j8ssvx5YtWwAAAwcONNpit+fKK6/E448/DgDG9Xv06BHWuTr7Cn7eNr2qJqCq9tX9KDqSFCrIh9Btey1hP/4QnogoVrrav5uIiKjz6+xfm4xWr0IDYhqk8z8ShUPyhdmCq8mZ9mV/CM5cKa7N80KdE1Bhjqir6Oxfl1JNvF4nTXamiK/yEhERERF1QVdccQVGjhyJ3/3ud/jmm28sx5qamrBx40Zs3Lgx5Pljx47FvHnzcNBBB8V5pR1z+eWXGy1BP//88w63wrUL6/Xu3Rvjx4+Peo2LFi0ygnqyLOOyyy6L+lrJVlpaiuuuuw7XXXddXO8zcOBArF69Oq73SJS8vDwsX74cjz76KG677TbLD2oAoLq6Oqg6nFl6ejr+9Kc/4fbbb0d6enq8lxu1448/HoceeijWrVsHAFi4cGFYYb3BgwfjpZdewqRJk1BfX2+MNzc347vvvguan5GRgfLyckyYMCGqdba2tuLFF1809qdMmRJxUA8Ir4JfID3gF7JNb1DAz3uML6t433ce4a3sF422qvbJ7VT2k2W+aEBERERE1N1FWm0ukiCd0KL8hw51WZZKcbIcFGyTTCE42FWPC2jnGjRHtjuHoTkiokRiWI+IiIiIqIsaOXIk1qxZg6VLl+Kpp57CihUr0NraGnJ+VlYWTjvtNFx22WU46aSTErjS6F1yySW444470NDQACEEnn76adx3331RXevkk09Gnz59sHPnTsv4tGnTOvSbb08//bSxfcYZZwS1PaWuT5ZlXHvttZg1axaefPJJPPvss1i/fn2b5wwcOBBTpkzBVVddhX79+iVopR1zzTXX4NJLLwUAfPzxx/jf//6HoUOHtnveKaecgq+++gqzZ8/G66+/bjvH4XDg7LPPxj333IMDDzww6jUuXboUVVVVljUnijngF27s0uPxoNZVDw2AJoCMzEwISN4gnyn8p79pxhigagKCUT8A3veFCgGokZ8rS9YqfW237bVW+pP5YgcRERERUUIIIQAhAAiobjc0j6f9anOaNWCnhTwmWJ2umwoMskmSHNCWNaBaXFhtWQPmhKg6R0REXRvb4FKXlOySlRQetsElImof2+AmTncoTd7U1ISvv/4av/zyCyorK9HS0oKMjAyUlpbioIMOwogRI5CWlpbsZUbs+uuvx9/+9jcAQElJCbZu3ZoyFcg++ugjjB071thftWoVxowZk8QVUarYuXMn1q5di82bN6O2thZCCOTk5GDAgAE44ogjOmWos6WlBYMHD8aOHTsAAFdffTUeeeSRiK6xa9curFq1Ctu3b0djYyPy8vIwZMgQjBo1KiZtl3/zm98Y/wY56aSTsGLFig5fM5468rVJCAFNwB/mCwz3CQFNCx4zB/+oYyTAX7kvrLCftdqfzBdoiCgFdYd/NxERUWIEVqLTNM20730zxvRAnbHvPVcTGoSmQmj890t3Y6k6J8umanKyzbHQj0GtWwOrzhERRYj/ZoottsElIiIiIqJOLTMzE2PGjOlyYbHZs2fjySefRENDAyoqKjB//vyw2m8mwty5c43tU045pcu97yl6ffr0QZ8+fZK9jJhKT0/HX/7yF1x55ZUAvFUl77jjjojazPbu3RuTJ0+Oy/pWr15t+WWhOXPmxOU+qUKS/JXeoqGZg3shwn6Blf3MYwQIoEPvD1kKHeyzrfYnmav6gS8sEREREVHMeavM+cNyRqDOLmAXNCaMMX0OdV1GAE4PxZkCdbJRcc4fnEPIQF2IsB3/vUNERJ0Yw3pERERERNSplZSU4JprrsG9994LAHjwwQdx8cUXJ/231datW4c333wTgPcHlF09GEQEeFtTP/jgg9i0aRMaGhrw2GOP4dZbb032sgAA999/v7F92mmn4bjjjkvialKfLEmQFQnOKP4q9Vb1CwzyIaywn8aqfgZNCGiqgDuK9r0SJMgyoJja+PofYVTu84/DOs93nKE/IiIios5Pb+MqTFXqNFOQLjhwJ9oM4VHXEbLqnLlKXXsV6ixzrecQERGRPYb1iIiIiIio07vppptQXl6OnTt34pdffsH8+fPx//7f/0vqmm655RYIX+Bk2rRpOOaYY5K6HqJESEtLw4MPPohJkyYBAP72t7/hyiuvRM+ePZO6rrVr1+Lll18GADidTqN1NsWHJOlV3qI7P5xKfm3NIUBAQNUAFQKIIuxnZgT7LI8ICvYpMmzm+cf5Yh0RERFR+IICdgEV6bxV6lRoWtshPP0c6pzCD8npx0IE7Exz2eaViIgo+RjWIyIiIiKiTi8nJwdz587F9OnTAQB33HEHpk6dioyMjKSs5/PPP8eyZcuMtZkrehF1deeeey5OPvlkrFixArW1tbjvvvvwwAMPJHVNN910kxGeveqqqzB06NCkrofaJssSZERf1c8c3NNCVvKDbdhPsKpfEFUTUBFdhT8z28BfiGCfZVyv/Ofb5wuKRERElKosAbs2WsBaQ3c2ATvhC9jxW9PUJ6Ht6nPhVKizrUznD9QRERFR18OwHhERERERdQnTpk3DtGnTkr0MAMCxxx7LwAd1a++9916yl2Dx9ttvJ3sJlCCSJMGhSFH9wMv74irsw30h2vZaqv3x7/026W19O0oObOkr+YN9Rvte37h/P7jVr8wXPomIiAje7wEhhCkwJ0KG6LRQVe6EgNBUXyCP3xOmmnCqzYVq49r2HF+lOiIiIqIIMaxHRERERERERETdnvfFOG+gyxnF+UK0Ee6zCftpwlrpT7B0Slj00J+ng9eRJWs1Pz3IZxv400N+NvMlCax4QkRElAT+MJ0IqkgX1AbWUtEuuPIdA3apRZJlyLIvMCfLkKSAfVny7vtCdQJAU3MzJG+ZO+Tk5kBxONjqlYiIiFIWw3pEREREREREREQdZFT1i7J9r6ZX9QsR9tPaqOzHqn6R04T3/ebROnYdSQqu2qe0Uc1PsRln6I+IiLobc1U6TVO9j6oGoam+cdUUuhMhWsXy+59UYgnY+UJ0sixZAndBITxZhixZ96MJ16mqilbV/02d4nBCUaL4ppyIiIgoQRjWIyIiIiIiIiIiSiI98KXI0YW1NJuWvP5HBOz7g4GaHgL0jVPkhBDwCAAdfP9JMLX1tQv86WG/EEFAfyCQoT8iIoo/IbztXoWqth+6UzVj23tcZdAuRRiBOSNMJwXs2wTsLKE7yT/G7z+IiIiIwsawHhERERERERERUScmSxJkRYKzAwVE9Op+wcG+EIE/Df6Kf5ZHtvSNhoD3/axCAGrHrqWYqvj5H01BQNna0tdo/etr/6uHAlntj4ioaxNCmCrcqbYhOz2EZ1S5M4XzGLhLDiNQF1CRLjBgZx+6kyyBO36dJyIiIkoOhvWIiIiIiIiIiIi6OaO6Hzoe+hPCLsgHm2BfqHHv+QwBREfVBFQIuDsY+gNgaeErS75gqOzfVuTAceu+YnMOgwFERLEjhGYJ1YWqbBcqdEeJIUlSyCp1odvCSjZjDNgRERERdQUM6xEREREREREREVFMSL6KbDIkoAOhPwCWNr1hBf5Ctfpl6C9qqhBQ1di+/wKr+OkBP8Uc9jNX+2vnmL5PRNQZGe1kA0J1RsU71RS60zQI1XxchWAb+7ixDdhJgYE7CZKkQJKltkN4/DpFRERERCYM6xEREREREREREVHK0dv7dvQHmHroL2RL3wjGqeOMAGUMCzpJ5op+pha/tsFA07YSGP4LCBAyXEFE4bBvJxsQqlO1kKE7VpKNHXPALrhVrGTTFtYawrOO8WsAEREREcUHw3pERERERERERETUZemhv44SwtqmN1T7Xk3zjwVV+fONU2x5/2wAFXGoAmhu5xvQ0lffVmxDgaZ2waZjDH8QpSYhBDRVtYbu7CrZqQGV73zhPOoYPWQnywokxVqVzhq4MwXqggJ2EiRJTvZTISIiIiJqF8N6RERERERERERERO2QJAkOb4/fDhHCvmqfP+BnV+UvOPCnaSLG0TQKpAkBTRXwxPCadi18jVCfHDhu3VcCQoL6tgRWASTqWDtZ73zqGG/lOsUmdKd4HxXFCOEZ8xTvcYlhZiIiIiLqRhjWIyIiIiIiIiIiIkoQyVdpTYlJ6C+Ctr5tVARk7C9xjDbAAKDG5poS7Fv92lf8YxtgSl1B7WRDVrYzHdc0oyIe28l2XOhQneKvYBcqdMeqdkREREREYWFYL4Vs3LgRX375JbZv347W1lb06NEDQ4cOxahRo5CRkZHs5REREREREREREVGKkHxhKwUSnEr01/FWo/KHyCxV/PRx874e8vNt281TBRiaSSABb0AzEW2AJQnQVPiq+QENogWKLJuCfv52v0b1v4DzWQ2w69MDd5qqet/0sJ3aVuiO7WRjwd9ONozQnawYle2MtrP8vCQiIiIiijuG9VLA0qVLMWfOHKxZs8b2eE5ODsrKynD77bejqKgormsZN24cPvzww6jPf+aZZ1BWVha7BREREREREREREVHcSHqACrENaBjhPy3EtmnfNvyn+eeppn1KnHDaANe7W6O6th7Ws1b0M41JNuG/MAKBxhgDgTFjVLszBe/0bT1gFzzO0F1HSJJkhOr0IJ01VKeH7EwhPF84j+1kiYiIiIhSH8N6SdTS0oKLL74YixYtanNefX09HnvsMbzwwgtYsmQJTjjhhAStkIiIiIiIiIiIiChyeiU1xLArorn1b3AQ0BfqayMkqIY4xjbAiSeg/3kKIE65Lksg0Gj5ax8ItAsO2gUCA8+VOmG7YG9rWWu4TtNbzdoE8jQ1Rv2au5nAKnaWdrHthe5ktpMlIiIiIurKGNZLEk3TcMEFF2DZsmWWcUVRMGDAAOTn52PTpk2ora01jlVWVmLChAlYsWIFjjvuuEQvmYiIiIiIiIiIiChpzK1/Y0UIb1TPrqqfamnvaw0Ghm4X7J9HyWUJBAJAnDJncmCAT7YZk4LH9GBgRwKBQgh/m1kjaKdZgnaWY6rKFtXhkmAK0CmQlHZCd7Lsm6OwnSwREREREbWJYb0keeCBB4KCepdddhluvfVW9OnTB4A30Lds2TJce+212Lp1KwCgsbERkydPxrp165Cfnx/3db733nsRzT/kkEPitBIiIiIiIiIiIiKi2JIkb7tUWYltsEaYKvcZFf0C2vta2wIHhP9sgoAqQ1YpKZbhTAkCstAgCwEZGiShQYaAAu+jLDRjXBICkmC72bZIkgRJUYxqdbJtJTt/EM8cupMkBu6IiIiIiCg+GNZLgurqatxzzz2Wsfvuuw833nijZUyWZZxzzjk45phjMGbMGGzevBkAsH37dvz973/HnXfeGfe1nnzyyXG/BxEREREREREREVFX4q0CKEGRAWeMrimEgBCwb+cb2O7Xpg2w/qayDXBCSIAvbBccvvOH7vzbMoN3tozWsL7QXahKdv7QHdvJEhERERFRamNYLwnmzp2Luro6Y/+EE07ADTfcEHJ+37598dRTT1mCcw899BCuvvpqFBYWxnWtRERERERERERERJR8kt5ONYZtgIG2W/16w32mbVVDc2srhPC2mZUVh6ndLPwBQN91ulIMUBYCki9UpwfuJFMQT6+Ip8+RutSz7xghSd7agJIMIUkQkAFJgpBkQJYByRes8z2a32RJguZrC6xJkrc9rSRBM9oD+49ZHiF5/zxYHY+IiIiIiFIMw3oJpmkannnmGcvYHXfc0e4/GE866SQcf/zxWLVqFQCgrq4OL774Ii6//PK4rZWIiIiIiIiIiIiIujZZksJuA6yqKurqWo393NxMKIpiO1f4wnqa5q0IaG75qwn7MXPQzx8etJnfwUCgt91scLW7wMp3euiOVe/8BCQjfKdJvjd4g3feMW8Yzzze7p+RAKCaBzTfW8dJkgRZf5RCP8p6GDbwEf79ts43P0oAQ4JERERERBQSw3oJ9umnn6KystLY33///TFu3Liwzr344ouNsB4ALF26lGE9IiIiIiIiIiIiIko5emgp3CBgNPTAnupRoaoqNFV/9EBTVWiqBqGpvjfvti/pF7c1dTaaJENA8oXrAsJ3vm3vHD2I17lCaEIIbw4wgX/meljPH+KzCQLCFACUOxAohH+fAUEiIiIios6BYb0Ee+ONNyz748ePD/sfUOPHj7fsf/DBB2hoaEB2dnbM1kdERERERERERERElAxCCAhNg6ap/rCdqpr2/dv+cVa90xmhu6AAnrXanTl8R7Fnbg2NBLZDbi/MZ35sPxToryzYXiVBIiIiIiKKDMN6CfbNN99Y9keNGhX2uX369MGgQYOwefNmAEBrayvWr1+PkSNHxnCFREREREREREREREQd5w/eacFBO0sIT4OmeSBUDYJV77wkCZIsQ5IVSLIMyAogyd62srI3bOetfucN4qmSbGoVbG0xLDTfYwKDY5R4mhCAANQE/jm312Y4ZHvhUFUG7doKS4CEwH0GBYmIiIio82JYL8F+/PFHy/7BBx8c0fkHH3ywEdbTrxfvsF5tbS22bNmCffv2IScnB4WFhejXrx8URYnrfYmIiIiIiIiIiIgoNQghoGkaNNUDaAJCaGiuE95qeEHBO18oT2PVO52syJBlByRFhqwokGXF+6i/yQokY1v2BvViHEbSA3xCAJrmD/UJS8AvYJ4Q0DSbscB5DAR2S8loM6wzt//VA4PeAKA33GcOBdrOsQkCeh9twoFt3IOhQSIiIiKKFMN6CdTU1IStW7daxvr37x/RNQLn//TTTx1eV1tGjBiB7777DlrAD1VycnIwevRoTJo0CTNnzkR6enpc10FEREREREREREREsSc0b9U7VVWhqR5v4M7je1Q9vnHvWGDVO3eS1pxskiQZITtJUaCYg3ZGEM8bypN8obxUCPR4q5f51hGn38W3hP9sAoFCCGiAJSAowny0O5+VGLsvvZJgIlsN2wkZBERAWNAS8AsjSBh4fhhziIiIiKhzYFgvgaqqqiz/cHQ6nSgpKYnoGn379rXsV1RUxGRtoQS27dXV19fjnXfewTvvvIPbbrsNjz76KM4///y4rKGiogKVlZURnbNhwwbLfn19PVwuVyyXRTHQ0NDQ5j4REQGq7wUTAJBl2RjjD+BiT38/h9onIiJKNH5tIiKiaAkhjBCeZg7hBbwJ1RP0i9rdkT9UJ/sr3MlyyHHJ9+/zcHXH97EMwP9uknxvsSeEt5afHtwLCvqZjlnDfgFjwjumwT4s6L2Of4xIl8zqgmaWIKBp2x/qM4X9ENxS2BwAtIQJzccR4hpGmNC3lgT/3JL/biIiolTCr0uxpaqqkbPS/11VV1fX4U6g9fX1HV5bRzCsl0CBf9hZWVkRf8OanZ3d5jWTYffu3Zg8eTKuv/56PPDAAzG//uOPP44777yzQ9f48ssvsXv37hitiOLlyy+/TPYSiIhSjiRJKC4uBgDk5uYC8H79Zzv6+GtsbEz2EihMmzZtwnHHHYeWlhbIsoyPPvoIhxxySFLWUldXhxEjRqC6uhoAsGjRIpx22mlJWQtRIn322WfGx3p2djbWrFkT8S+nxdKXX36JU089FYC3MvyXX36J3r17J209scKvTUREJIQG4S1ZBqFpEEKz3+6G4TCdJEmALEOSZECWvI+S5G8ra3fM5uf0mu8NQgAeFQBfZOus9KigbcQyihyhnskyQn8AoAf6TNv6Mcu2aZ7dcZjGNOG/nz5GFIrwBU0hADXZ1QYBf9APphBfBOPGp2YU4/UNjZbrExERJRN/ntcxqqpaQnoAsGrVqg5X2A7sippoDOslUGCwLiMjI+JrZGZmtnnNWMjIyMD48eMxYcIEDB8+HEOGDEFBQQFaWlpQUVGBzz77DM899xzefPNNyyfAgw8+iMLCQtx4440xXxN1LUIIPFL3CLKlbBQpRSiSi1CkFKFQLkRPuSccEv9qIiIi6ux27tyJ9evXY+vWraitrYWiKCgoKMCAAQNw1FFHGeHTWPjLX/6ClpYWAMD555+ftKAe4A3V/ulPf8LNN98MALj11ltx8sknIy0tLWlrou5JCIGtW7fihx9+wM6dO1FbW4v09HQUFBRg//33x5FHHhnVv0ntaJqGG264wdi/4oorkhrUA4BjjjkGEyZMwFtvvYX6+nrceeedePLJJ5O6JiIiolCE8IXvhC9kpwljW2gaYNnuZnEdCb5gneyr4OTfRkD4zjJGFEeWTsIJ/HALDPzZhQCjGmvnOFGk9I8fy0CSmMN85v1IjhnHpeDtSI6FmktERETdDxMxCdTc3GzZj+YFu/T0dMt+U1NTh9YU6E9/+hNGjx6NwsLCoGNOpxM5OTnYf//9MW3aNHz88ceYMmUKduzYYcz5y1/+ggkTJuCII46I6bqoa2kUjajSqlCFKmxRt1iOSZBQIBd4A3ymEF+RUoQ8KQ+yFFmLCSIiou7k8MMPx7Zt2yxjgwYNwpdffgmn09mha23evBn5+fkh5zc0NOCdd97BihUr8OGHH2Lnzp0h5yqKgtGjR+P3v/99h6vOrVy5Em+//bZx3ZtuuqlD14uFiy++GP/85z+xc+dO/Prrr5g3bx7+8Ic/JHtZlCA9evQIGjvuuOPw5ptvduhaeXl52LJlSxuzgX379uGNN97A+++/j48++sio8GjH6XTilFNOweWXX47Ro0dHvDazhQsX4vvvvwcA5Ofn46qrrurQ9WLl5ptvxttvvw0hBF588UX87ne/w5FHHpnsZRERUTchvD02Q1S/Cx7vLoxAnaxXtDMF8WzGQlW9I+qOjIBPKgcEozmHAUGKo6DgoD6YIoICgoH7bR2zmRsYPLQNCEZ4jIiIiGJPEh2tDUhh++qrr3DMMccY+6WlpRG3Zn3iiSdwxRVXGPunn346li9fHrM1RmrDhg047rjjUFVVZYydccYZeP3112N2j4qKClRWVka8rrPPPtvY//zzzzFs2LCYrYk65rvq73D5R5dHfF6anIb+Of0xIGcA+uf0t2znp4cODxARdWaqqhrBeFn2BpYHDx4Mh4O/cxFrqqpaypFnZWV1unbDgwcPtg3zPP744/jd737XoWtVVVWhoKDAdu5f//pX3HfffWhoaIjoHgBw6qmn4umnn0avXr0iPhfwhqC++uorAMCUKVPw7LPPRnWdWHvwwQeNitNFRUXYsGEDcnJykrwqSoRQfz+/8cYbRlvWaK6Vn5/fZvjuD3/4A55++mm0trZGdA8AmDFjBh555BHk5eVFfG5LSwuGDh1qhHtvuOEG3HPPPRFfJ17OPPNMvPXWWwCAU045JarQZDJ1ha9NRERdjRAaNFUN8eaBMO13+R+9SxJkRfG+yTJkRYEke7cl07gkK75jrHpHRO0TQviDe75tTVjHNSH8LYVN28K3rQVeQ+ith/Xj/raxwrdtdw+i7k6SJFOAT4IvR+8bkyDrx9qZF2pbBgAJkC3n25xjex/w+woiSkn8eV5seTwebNy4EQCMdrh9+/bt8Pv0xx9/xLHHHmvsr1u3LqFdm/gqbwIFvjgXWGkvHIGV9JL9gt+QIUPwwAMP4KKLLjLG3nzzTezduxc9e/aMyT1KSko63EIpJycnqheeKD4q90QWvtS1aq3Y6NqIja6NQcfy0/MxMG8gBuUNwqC8QRiYNxAD8wZiQN4AZDoyba5GRNQ5eDyeoG84FUXhN/YJ0JXez/fccw8uuuiiDrW8bOv9sXbtWtugniRJ6NWrF0pLSyFJErZt22b5JQ8AeOeddzB27FisWrUKvXv3jmhNr7/+uhHUA7whoVT5M7v88stx7733wuVyoaqqCv/85z/xl7/8JdnLoiS6/fbbO1xJsq2P7y+//NI2qKcoCnr37o3S0lK43W5s2bIFtbW1ljkLFy7ETz/9hPfffz/if2M+/fTTRlAvPT0df/zjH1Pm8xDw/r2gh/XeffddfP755x2uJJhMXelrExFRKhFCWAJ3xqNHhRo4pnbtKniSHsBzOCArChTFYdmHJKGxqdkI3uXm5vJrExF1SUGhQQFoRsDPGu7TbMb8+wFhwFBhQ31+0D28Y0TJoH88m/6TUgKDfDJChwNlY9scJrQJFiL4GCBBNgcEJfiChqGChKEDikTU/fDneR0jhDD+/tTfj7m5uR0uapLsrBXDegkU+Ifd2Nho+cAKR+CLoMn+AAKAmTNnYvbs2Ub1O03TsGLFCkyePDnJK6NUtdm1OebXrG2pxXeV3+G7yu+CjvXK7hUU5BuUNwi9c3rDIfOvQSIi6vp27NiBJ554An/84x/jfq/MzEycf/75mDhxIsaOHYvCwkLjmBACX3/9NebMmYPXXnvNGN+4cSMmTpyIzz//3KggGY7777/f2D722GMxfPjwmDyHWMjLy8PUqVPx5JNPAgAeeeQRXHfddUhPT0/yyihZVq9ejVdffRXnnHNO3O9VUFCAqVOn4vTTT8fxxx+P3Nxc45iqqli1ahVuu+02rFq1yhj/8ssvUVZWhiVLloR9H1VV8be//c3YP+ecc1BaWhqbJxEjY8eOxbBhw/Djjz8CAB544IFOHdYjIqLIaJpmhO401eMP3nn8wTx9LAVff44pbwU8B2SH94UiWQ/hGWOOsKrfqaoKudWdwJUTESWHHrxJeO9hG8EVA01BPiECqgaGOccmSBgybGg6nyiVpHqYMJA1xOf9j15d0DZEiLYqC4aaH1lwUPZNZNCQiCixmFJJoKKiIkiSZHwz63a7UVFREdGLGXobPF1HK87FgizLGDduHF566SVj7KeffkriiijVbXEFt+eLp90Nu7G7YTe+2PWFZdwhO9A/tz8G5g3Efnn7GdX4BuUPQmFGIb/xJCKiLuW+++7DpZdeGrdf9iguLsaNN96Iiy++GPn59u3pJUnC0UcfjWXLluGee+7BLbfcYhz76quvMH/+fEvF5rZ8/fXX+OSTT4z9Sy+9tGNPIA4uueQSI6xXUVGB559/HrNmzUryqiiZbr31VkycODGiUGokBg0ahFtuuQVTp05FZqZ9dWlFUTBu3DisXLkSV1xxBf71r38Zx15++WWsXLkSJ554Ylj3W7p0qaVddip+HgLAxRdfjOuvvx6AtyLnpk2bsN9++yV5VUREFC1vFTxfpTuPCrWNSnhC6+JV8GTJF7pzeAN4Dn8IT/GF8PRAHn/ORUTUeemBGTlFQoP+gF9wEDCwQqBmO2YKC4YKErZxD7Yops5K/xzw7aAzBAx1oUN8vqORBA3DCge2HRw0XwvwhQ4ZNCSiToRhvQTKzMzEgAEDLC9mbN26NaKw3tatWy37Q4cOjdn6OqJ///6Wfb3KHpGdiw69CMf2PhY/V/2Mb7d8iyqtCjVaTcJLuXs0DzbVbsKm2k34AB9YjmU7s4Pb6uYPxMDcgchJS35FSyIionCMGjUKn376KQDv92cPP/ywJSAXK7///e9RXl4eURDw5ptvxtdff41XX33VGHvqqafCDus9/vjjxnZ6ejrOP//88BecIEcddRQOPvhgrF+/HgDwxBNPMKzXzeTl5WHAgAFYt24dAOCHH37A4sWLMX369Jjf684778T48eORlpYW1nxFUfD4449jzZo1WL16tTH+1FNPhR3WM38e9u3bN+zzEm3atGmYPXu2t7qSpmHevHn461//muxlERGRiRACwlcFT/WF8MytZ1XLvprs5caXBH/rWaMFrWId00N5cfoFACIiIjt6+AWQkMxmfoEtij2qirr6BsDXWjgrKwuSLJtCftagoREihLXCoHWetV2xCNgOfT7bFlPXZA0adq6P8TarEMLX1jgg7Cf7An5tBw1N5+jXhP73pM3cgH1zBddQ6woMJ+rXJaLOj2G9BBs6dKglrLd+/XqMHDky7PP11j3m66UCp9Np2Xe72QqBQjui+AgcUXwEXC4XVlavBAB4hAcHjjwQlWoltri2YItrCza7NmOLawuqmqoSvsYGdwPWV6/H+ur1QceKMoss7XT1IF//nP5wKk6bqxERESXH3XffjZNOOsmo7Pzggw/iyiuvRI8ePWJ6n/Hjx0d13k033WQJ633++edwuVzIy8tr87zm5mZLq87x48db2nymknPOOccI633xxRfYsGEDhgwZkuRVRefTTz9FeXk5LrjgApx00klxu8/UqVPxm9/8BpMnT273YyHVSZKEOXPmWFrf3nHHHZgyZQocjtj+c/z000+P+BxFUTB79mxMnjzZGHvnnXfCOnfHjh344IMPjP1zzjknZX9Y2KtXLxx33HFGNc7FixfjvvvuS9n1EhF1Jd42tKqlEp6+bVTE8/iq4HWyF/0iJSuypfVsYCU8I4QnK/waRURE1IbAFsUSBJym/Hpmmrfle7LYViAMEQy0hAkRHCy0PT+wVTGCw4Tt3Z+oOzGChp2smmEo5mBfcNDPHAC0D/oFVi6Evh9pENEY9wcI7QKRAIOIRHYY1kuw4cOHW178+PTTT8OurrFr1y5s3rzZ2Hc6nTj44INjvcSo7N6927JfXFycpJVQZ+WQHBiYOxCH5R0WdKy+tR5b6rZgc+1mS4hvc+1mNHoaE77WqqYqVDVVYfWe1ZZxWZLRN6evNciX730sySqBLPG3nYmIKLFGjBiBSZMmGcG22tpaPPDAA7j33nuTvDKvo48+GpmZmWhqagLgfTF3+/bt7X6P+8Ybb8Dlchn7EydOjOs6O2LixIm45557jP3FixfjtttuS+KKIrNt2zYsWLAA8+fPxy+//AIAOO200+J6z08//RTPPfccrr76apxzzjkoKyvDSSed1Gkrx5x99tkYOXIkvvrqKwDAxo0b8Z///Ae/+93vkrwyr+OPP96yX11djcbGRmRlZbV53vPPPw/N1FqwI5+Hzc3NWL9+PX788UdUVlaioaEBubm5KCwsxGGHHYZDDz20w3/+EydONMJ627Ztw6pVq3DCCSd06JpERN2Vtw2tag3h2VS/0zwey9eKrkiSJMgOPWxnqn7nCAjlKQqkTvq9DBEREUUmVSoQhhJYZTB0sM8fINQCw4Sm61jaIJu3A1sfB51v00bZt01EoXXmdsrtMcJ7CNFi2TsUdhDRmN9mlUPTdQLDhr7rGvcMDCIGrFcPIgrN+3eq7/b8e41sMayXYGeccQbuv/9+Y3/FihUQQoSVEn733Xct+yeeeGJErcbi6eOPP7bsB7bFJeqInLQcHFJ4CA4pPMQyLoRAdXM1NtVuCqrGt61uGzyaJ6Hr1ISGbXXbsK1uG1btWGU5lqFkYEDeAH+QL98f6MtPz0/oOomIqHu566678Oqrr0L1tQt79NFHcc0116C0tDTJK/P+Qzc/P98I6wHeQGF7li9fbtkPp/XmoYceih9++MHY37BhAwYPHhzBaoGGhgb06tUL9fX1AICePXti165dbbYdPfLII5GXl2eEC5cvX57yYb3Gxka88sorKC8vx8qVK5P2IntTUxMWL16MxYsXo1+/fpgxYwbKyspw4IEHJmU9HXH33Xfj1FNPNfbnzJmDmTNnIiMjI4mr8rKrtFlbW9tuWM/8eZiWlobRo0dHdN/t27fj+eefxxtvvIHPPvsMLS0tba7xoosuwnXXXYc+ffpEdB9d4N8Ty5cvZ1iPiMjE+wKp5qt8p5ra0Xqs+6oHmqeLt6EFLJXuFEs7WodlX5JlVn8gIiKiTsUcJkxFgWHAkFUEbQKAmk2YMGRLY3Mw0eZ+xrXtqiKC4RuieNA/97w7xn86v4Z6FOWko09BZrJXQimEYb0EGzVqFIqKilBV5W3r+euvv+KDDz4I6wXGp59+2rKfKhVEPvzwQ2zcuNEyFs+2WEQ6SZJQlFmEoswijOxlbSft0TzYVb8Lm1zBQb7dDbtDXDF+mtVm/FzzM36u+TnoWEF6gRHc00N8A/MGYkDuAGQ4kv8CLhERdW7Dhg3D9OnTMX/+fADewNm9996LRx55JMkrA9xuNyorKy1jhYWF7Z5n/iWWvn37hhW6mzVrFmbPnm3sL1iwAHfeeWcEqwVefvllI6gHAFOmTGkzqAd424yOGTMGb775JgDg66+/RlVVFYqKiiK6d7wJIfDxxx+jvLwcL730Eurq6kLOjXX71nCuv337dtx333247777cNxxx2HWrFm44IILUFBQENe1xMopp5yCsWPH4sMPPwTgfT5PPPEE/vjHPyZ5Zd52toHa+zysr6/Hp59+auyPHDkSmZnh/7Dpu+++w/Dhw8P+wXZNTQ3+/ve/4+mnn8Zzzz2HCRMmhH0v3YgRI5Cbm2t8bL/99tuYO3duxNchIuqMjEp4Hg9U1QPV4/Fuezy+injeR6F1kRdCQpBk2V/9ztJ+VoFiqoQnK2xDS0RERJQs/jaeqf/9WFCVQgSG/qILBMJXsRC27Y0ZNCQi6goY1kswWZZRVlaGBx980Bi78847MW7cuDZ/CPT+++9j1Sp/pa7c3FxMnjw5rmsNR0NDA66++mrL2GGHHYb9998/SSsi8nLIDvTP64/+ecFVHps8Tdjq2mqE9/Qg3+bazXC1umyuFl/7WvZhX+U+fFv5rWVcgoRe2b1sg3x9svtAkVOxgDoREaWi22+/HYsXL4bb7QYAzJs3D9dff33SqyF/+umnRsU/AEhPT8eAAQPaPGfjxo3YuXOnsX/00UeHda/p06fjpptuMu737LPP4o477ojohVg98KibNWtWWOcdddRRRlhP0zR8/PHHOPvss8O+bzxt3rzZaHP766+/hpxXXFyMKVOmYObMmWG/z6P15Zdf4oUXXsCCBQvw+eefBx3/7LPP8Nlnn+Haa6/FxIkTUVZWhvHjx0NRUvt7o3vuuQdjxowx9u+77z5ceumlSa+Wbv53JgAMHDiw3RDqF198gdbWVmM/0o+J1tbWoB8Mp6WloX///sjLy4PT6URNTQ02bdoEj8dfLbu2thZnnHEGVqxYEdYvvJkpioLhw4cbz/f777/Hvn37Ok3gk4goFCGEEcIzAniBoTzV02UKEgSSJMkI3OlBu8DgnRHMYxtaIiIiIoqhVK9SGIr+M5mYBA0DwoEMGhLZ6wT5Y0owhvWS4IYbbsCTTz5pVOX48MMPcf/99+PGG2+0nb9jxw5ccskllrFrrrmm3WocgS88rly5EuPGjQs5/5prrsENN9wQdluhqqoqXHDBBfjuu+8s45FWKCFKtExHJg7qeRAO6nlQ0LF9zfu8wb2AIN9W11a0qKFbc8WDgMCuhl3Y1bALn++yvlDtlJ3on9vfaKmrt9cdmDcQhRmF/A1wIiKy2G+//XDppZfi8ccfBwC0tLTgrrvuwr///e+krus///mPZf83v/lNu21Bv/76a8v+oYceGta9evfujfHjx+Ptt98G4K1w/fHHH+P4448P6/xt27bhgw8+MPaHDh2KY445JqxzDzvsMMv+6tWrkxrWq6+vx8svv4zy8nJ8+OGHIX/IlZGRgTPPPBMzZszAhAkT4l5RT9ezZ09cfvnluPzyy/HLL79gwYIFePbZZ7F582bLvObmZrzwwgt44YUX0KdPH0yfPh1lZWUYNmxYQtYZqdGjR+O0004zgpuVlZV45JFHcPPNNyd1XYGfh6eddlq750T7eRho7NixOPvsszF+/HgcdNBBQR9jzc3NeOedd3Dvvffiyy+/BOANvE6fPh0//fRTxEHHww47zBJOXL16NU4++eSo1k5ElAiapvnazgZUwfN4oHpUqKq7y7ak9QfwvEE7xdeCNiiEJ7MKHhERERFRJPTvn7tF0NBunj7HLhzou3i4QUP/WqzXQ+C9fEFGyz51K53rM40SgWG9JCgqKsJf/vIX/OUvfzHGbrrpJmzduhW33HKLEZbTNA2vvfYarrnmGmzdutWY26dPH1x33XUxX9ejjz6KefPmYcKECTjvvPMwevRoDBo0KGjetm3b8Pzzz+Pvf/87du+2thM9++yzcc4558R8bUSJUpBRgOEZwzG8ZLhlXBMadjfsDgrxbandgp0NO6EJLaHrdGtu/Fr7K36t/RXYZj2W48wxQnx6VT49yJftzE7oOokouTTNg5aWxLf+7qxUTUVLS4Ox73Bmh13FND29F2Q5tb+1vuWWW/DMM8+gqakJAFBeXo7Zs2fjgAMOSMp6vvvuOyxatMgyVlZWFtZ5ZgcdFBy+D2XWrFlGWA/wVsoLN6y3cOFCaJr/6324VfUAb7DP7Ntvvw0xM36EEPjwww9RXl6OJUuWoKGhwXaeJEkYPXo0ZsyYgcmTJye96tgBBxyAOXPm4K677sJHH32EhQsXYsmSJaitrbXM27lzJ+bOnYu5c+di5MiRKCsrw4UXXogePXokaeX27r77brz11lvGD/MefPBBXHHFFUlb55tvvomPPvrIMhbvz0MAGDBgANatW4dDDjmkzXkZGRmYOHEizjzzTPz+97/HU089BcD7571w4UJcfvnlEd3X7nORYT0iShZNU6F5VEv1Oz2Up29ratcK4kmSZATuFFMLWnMIT/GNSayCR0REREREATpz0NAsdOgQAOwDgvp5/nHvhnnfGhgMvk5gYDDUdfV9RHldCsZfMqNAqf2KYhd2ww034NNPP8Xy5cuNsSeeeAL/+te/MHDgQOTn52PTpk3Yt2+f5bzMzEy8+OKLcXvRrKWlBUuXLsXSpUsBAHl5eejduzfy8/PhdruxZ88eS9sxs+OPPx6LFy+Oy7qIkk2WZPTJ6YM+OX0wqs8oy7FWtRXb6rZZg3y13u3q5uqEr7XeXY8fqn/AD9U/BB0rziy2rcbXL6cfnIoz4WslovhqadmNTz8bm+xldAujjvsQmZn9kr2MNvXu3RtXXnklHnzwQQCAx+Mx2uMmWktLC8rKyiwtcI888kicd9557Z67adMmy36/fuG/388++2zk5+cbQa8lS5bgsccea7eaHwAsWLDA2JZlGdOnTw/7voGVqwMrxMXTr7/+ivnz52PBggVt3nfIkCGYMWMGZsyYgf322y9h6wuXJEkYO3Ysxo4di8ceewxLly7FggUL8N5771napALAV199ha+++gp/+tOfcOaZZ6KsrAy//e1vU6JN7ogRIzBp0iQsWbIEALBv3z488MADuPfeexO+lr179+L3v/+9Zezss88Oq2JkRz4PAaCkpAQlJSVhz5dlGf/85z+xcuVKbNy4EQDwzDPPRBzWS+bnIhF1H0IICE2zqYRnDeQJLbG/9BdPeuBOsVS900N5/jFJlvkCBRERERERdXtdJXRoxxr0S0YQMbzr2M+3DzSan0+0utafMsUCw3pJIssyXnrpJVx00UV4/vnnjXFVVfHrr7/anlNYWIglS5Zg9OjRiVomXC4XXC5Xm3NkWcb111+Pu+++G04nwz7U/aQpaRhcMBiDCwYHHatrrfNX4XNtwZZa/3ajpzHha61sqkRlUyVW71ltGVckBX1z+toG+UqzSvnDdCKiLuLGG2/EvHnzUFdXBwB44YUXcNNNNwW1aY23q6++GmvXrjX2HQ4H/v3vf0MOo4LKtm3WkrK9e/cO+74ZGRmYPHmy0f63trYWS5cuxZQpU9o874svvsBPP/1k7J900kkRhZMKCwuRlpaG1tZWAMHPIdbq6urw0ksvoby8HB9//HHINrc9e/bE5MmTMWPGDIwaNcp2TirKyMjAlClTMGXKFOzZsweLFy/GggUL8M0331jmtbS0YMmSJViyZAl69eqFadOmoaysLOqWrbEyZ84cvPrqq0ZY9dFHH8W1114bUXito/RWstu3bzfG8vPz8eijj4Z1fkc+D6OVlpaG888/H3/9618BAGvXrkVTUxMyMzPDvkbgOuP9uUhEXY8QApqqBoXwAvdDfe3tTCRZ9la/cyiW1rP+MX9lPP7MgIiIiIiIiABvENGfQexa/1ZsK4hoDvqpqor6Bm8OQADIysxERhqjWWTFj4gkysjIwHPPPYfzzjsPd999d9CLS7rs7GzMmjULt99+e1xfwPnXv/6F//73v/jkk0/CetGiV69euOCCC3DVVVdhyJAhcVsXUWeWm5aLQ4sOxaFF1heFhRCobKq0tNPVt7fXbYdHeEJcMT5UoWJr3VZsrduKVTtWWY5lOjIxIHeAbZAvPz0/oeskIqKOKSwsxJ/+9CfceeedALyBnVtvvdWoqpwI//jHP/Cvf/3LMnb33XfjyCOPDOv8wPanOTk5Ed1/1qxZRlgP8LbCbS+sZ66qp18jUtnZ2UZYz+VyQQgR8xe2P/nkEzz55JN45ZVX0Nho/0sBTqcTp512GmbMmIEzzzwTaWlpMV1DopWWluKPf/wj/vjHP2LdunWYP38+Fi9eHFQNfPfu3fjb3/6Gv/3tbzjyyCNRVlaGSy65JKKgV6wMHToU06dPx/z58wEADQ0NuPfee/Hwww8nbA1//vOf8dZbb1nG5s2bh/79+4d1vvnzUFGUsKpTxoK56qPH48G6deswcuTIsM8P/Psi8O8TIurehBAB7WhVaKrbWxHP4w3oaV0giKe3olUcDm/bWYfDVxUvIITHNrREREREREREhnCDiKoMuE1NXrLTHSnR9YVSiyQ6+0+YupANGzbgiy++wI4dO9Da2oqCggIMGzYMo0ePTtiLH7rq6mr8+OOP2LJlCyorK9HQ0ABFUdCjRw8UFRVhxIgR2H///RO6pkj88MMPlooZ69atwyGHHJLEFZEdl8uFlStXGvsnnngi8vLykrii1ODW3NhZv9PSTlcP8u1p3JPs5Vn0SO9hBPfMQb7+uf2R4Ujs31tEXZXH48Evv/xiGTvggAPgcLT/OxdNTdvZBjdBUqUN7qBBg7BlyxZjv6amBgUFBZY5LpcL+++/P6qr/a3av/jii6DWl+FcK1KvvvoqzjvvPGimtm8XXHABnnvuubCDawcccAA2bNhg7FdVVaGwsDCidRx44IHG55WiKNi+fTt69eplO7e1tRW9e/fG3r17AQC5ubnYvXs3srKyIrpnv379sGPHDmO/oaEh4mu0Z9y4cfjwww9tjx1zzDGYOXMmpkyZEvH7q7PRNA0rVqzAggUL8Oqrr4YMLq5duxbDhw+P+f3NH8v5+fnYt29f0JzNmzfjwAMPhNvtBgCkp6fjl19+CQrLhXOtSD366KO45pprLGOzZ8/G/fffH/Y1nE6n0X44JyfHqNYZjcbGRrz22mtYuXIlvv32W2zduhV1dXVoaGhoNxDz5ptvYsKECWHfa8OGDTjggAOM/ZEjR+LLL7+Meu2JoKqq5f2bm5vLH+4RRUFoGlRVDQjjeYL2OztJloNDeJZ9BbLMSnjUMfzaREREqYZfm4iIKJXw61JsdeR10rYkO1PEynopZMiQISlToa6wsBBjxozBmDFjkr0Uom7HKTuNANwJ/U6wHGt0N2Jr3VZLNb4tri3Y5NqEutboXySNVk1LDWoqa/BN5TeWcQkSemf3NkJ8A/MGGkG+3tm9ocj8hoSIKFny8vJwww03YPbs2cbYzTffjPfeey+u9/3ggw9w4YUXWoJ6p5xyChYsWNChF4yj+d2jmTNn4tZbbwXg/YfzokWLcN1119nOXb58uRHUA4Dzzz8/qpBdsn5H6uCDD8azzz6LESNGxP1eNTU1+Prrr8Oa26NHDxx11FFxWYcsyzjllFNwyimnoK6uDrNnz8aTTz4Zl3tFa9CgQbj00kvx+OOPA/C27L3rrrssVR/jYfHixbj22mstY2VlZUZr2WhE+7Htdrvx97//Hffcc0/UYb9Iw4v8XUWirknTNPt2tOZQnq/1eGcmKzJkxQnFoZgq4Vkr40myzCAeEREREREREVGKY1iPiKgTyXJmYWjPoRjac6hlXAiBmpYa22p8W11b0aq1JnSdAgI7G3ZiZ8NOfLbrM8sxp+wM2Va3Z0ZPvrBARJQAV111FR566CHs2rULALBixQp88MEHGDduXFzut3r1apx11lloaWkxxo477ji88sorEbdhDQzKNTc3R7yeGTNm4LbbbjOCOwsWLAgZ1tNbleqiaYELAE1NTca2JEkJa7+6fv16nHDCCZg0aRJmzJiBE088MW5t7b799luMHz8+rLljx47FBx98EJd1AN7Kdc8++ywWLlyIn3/+OW736YhbbrkFzzzzjPGxUV5ejhtuuCFuv8C1fPlyzJo1yxJYO/fcc/HUU09F/P1XVlYWXC4XgOg+B5uamnDGGWfgv//9b8Tnmpn/Tgn3vmbZ2dkduj8RxZcQwlsRLzCEZ95XPdBUrf2LpThZUQLa0Qa2p3WwLS0RERERERERURfBsB4RURcgSRJ6ZvREz4yeGFFirZyjaip2N+7GllpveM8c5NtZvxMCia0w4tbc2Fi7ERtrNwLbrMdynbne4F6+txKfOciX5Yxtq0Ci7iA9vRdGHWffEpOCqZqKhvoGYz87JzvsSqDp6fYtVFNVZmYmbrnlFlx55ZXG2M0334xPPvkk5vf64Ycf8Nvf/tZSOeuII47Am2++GVVQJrAVbzQVuQYOHIhx48Zh5cqVAIDvvvsO33zzTVBL1KqqKrz11lvG/n777Yfjjz8+4vsB3ra3ury8vLiE06+66ip4PJ6gP8f6+nrMnz8f8+fPR9++fTFt2jTMmDHDUuK9K6itrcVLL72EhQsXYtWqVSGrqJWUlGDatGnYb7/9ErxCq969e+Oqq67CAw88AMBbzv/222/HokWLYn6vlStX4vzzzzda1wLA+PHj8dxzz0XVgqGgoMAI66mqiqampogCqFdccUVQUK+4uBjjxo3DEUccgf79+yMvLw+ZmZmW9b377rvG+ysa9fX1lv38/Pyor0VEHSOEgKappna0KlTVHbDvgdA6fxCvvRCeoiiQGMQjIiIiIiIiIuo2GNYjIuriFFlB35y+6JvTF6P6jrIca1FbsM21zQjvmYN8e5v3hrhi/NS567Cueh3WVa8LOlaSWYKB+d7gXr+cfuiV3QulWaXGo1NxJny9RKlOlh3IzOyX7GV0GqqqwuP2B78yM3KjCrF0FpdccgkeeOABbN68GQDw6aef4o033sDpp58es3ts3LgR48ePR3V1tTF24IEH4t133w0K3YWrf//+lv1du3Zh2LBhEV9n1qxZRlgP8FbXCwzrLV68GG6329ifOXNmVCG7qqoqtLb6q9wOGDAg4muE47zzzsN5552HDRs2YP78+Vi4cCG2bNlimbNjxw7MnTsXc+fOxYgRIzBjxgxceOGF6NWrcwVOdR6PB++88w4WLFiA1157LWSVt7S0NJxxxhkoKyvDhAkT4HCkxj+Fb7jhBsybN88Ivj3//PO48cYbcdhhh8XsHl988QXOOussy/tm1KhRePXVVyOubKnr378/tm7dauzv2rUL+++/f1jnfvPNN5aKlU6nE3PnzsUVV1zR7no2btwY1Xp1O3futOzH63ORqLsTQvgq36nB7WhN+529NbUkSW2H8BwKZMXB6vFERERERERERGSRGq9QEBFRUqQr6RjSYwiG9Ahut1bbUoutrq2WEJ8e5GvyNNlcLb4qmipQ0VSBr3Z/ZXu8MKPQGuDLLkWvrF7GdklWCZwyA31ERLq0tDTccccdKCsrM8ZuueUWnHbaaTF5UXnbtm046aSTjFa7gDcYs2LFCpSUlER93UGDBln2t2/fHtV1Jk2ahCuvvNKoeLd48WLMnTvXEuJasGCBsS1JEmbOnBnVvQIDQoHPIdaGDBmCOXPm4K677sLKlStRXl6OV155xVLdDwDWrl2LtWvX4s9//jPGjx+PmTNnYuLEiUGthsM1bty4hAUvvv76ayxYsADPPfccKisrQ8476qijUFZWhqlTp6Jnz54JWVskCgsL8ac//Ql33HEHAEDTNNx6661YunRpTK7/3XffYcKECZaKciNGjIi6sqVu0KBBlgqO27dvDzus9+KLL1o+Tu68805ce+21YZ27d2/Hfpkk0Z+LRF2REFq7ITxV9SDBBdxjTpIkKA4nZIevPa1iCuP59mVFYRCPiIiIiIiIiIgixrAeERHZyk/Px2HFh+GwYmtlFyEEKhorgqrxbXFtwfa67fAIT4grxld1czWqm6vxQ/UPtsclSCjMLESvLF+QL7uXZbs0qxTFWcUM9BFRtzJ9+nT89a9/xf/+9z8A3opXS5Yswfnnn9+h61ZUVODkk0+2VHXr1asX3n///aDKeJE6/PDDLfs//fRTVNfJycnBpEmTjEDenj178M477xiVBX/44Qd8/fXXxvwxY8aEHUYKpL9/dYHPIV4kScJvfvMb/OY3v8Hjjz+Ol156CeXl5UEtYlVVxdtvv423334bubm5mDRpEmbMmIFx48ZBTqG2fNu2bcOiRYuwYMEC/PjjjyHn9e7dG9OmTUNZWRkOOeSQBK4wOn/84x/xj3/8w6hAuWzZMnz11VcYOXJkh677008/Yfz48aipqTHGhg0bhnfeeafD7V8PP/xwS7ven376CSeccEJY537++efGtizLuOyyy8K+7w8/2H+fF65kfS4SdRaapgWH8FRTGM/jgaaqyV5mh8mybAndBYbwFIcDkiwziEdERERERERERHHBsB4REUVEkiSUZpeiNLsUx/Q+xnLMrbmxo25HcFvd2s2oaKpI0oq9BASqmqpQ1VRl22YX8Ab6ijKLvEG+gDa75kCfQ+aXTyLqGhRFwV133YXJkycbY7fddhvOPffcqK9ZU1OD8ePH4+effzbGevbsiffeew9DhgRXco3UUUcdZdn//vvvo77WrFmzLNXzFixYYIT1zOP63GgFrvHoo4+O+lrRysnJwUUXXYSLLroImzZtwvz587FgwQJs2rTJMq+urg7l5eUoLy9Hv379MG3aNMycORMHH3xwwtesr+fll1/GggUL8MEHH4Ss3Jeeno6zzjoLZWVlOPXUUztVC+u8vDzccMMNmD17tjF2880349133436mlu2bMHJJ5+Migr/91/77bcf3nvvPRQXF3dovUDHPg/37NljbBcXF6NHjx5hnadpGj788MOw72MnFT4XiZJFU1UjeBdUCc/jPdYlgniKYrSitQvhyQ4Fstx5vkYQEREREREREVHXw7QBERHFjFN2YlD+IAzKH4SxGGs51uhutLTSNQf56tx1SVqxlYBAZVMlKpsq8X2V/YvOsiR7A32+qnx2bXeLMosY6COiTuO8887DiBEjsHbtWgDeylMLFy6M6lr19fWYMGECvvvuO2MsLy8P77zzDg499NCYrHfw4MHo06eP0c5yzZo1UV/rxBNPxMCBA40KgK+99hr27duHvLw8PPvss8a8zMzMDlUbNFfokyQJo0ePjvpasbDffvvhjjvuwO23346PPvoI5eXlWLJkiaVVKuBtbXr//ffj/vvvx5FHHokZM2bgwgsvRGlpaVzXp6oq3nvvPSxcuBBLly5FY2NjyLnHHHMMysrKcOGFF6KgoCCu64qnq666Cg899JDRNvq9996LOpi2a9cunHTSSZYW0X379sX777+Pvn37xmS9//d//wen0wm32w3A+jHeHnPgsrW1NezzXnvttajbXgPej6tvv/3W2D/ssMM69ccMkZnQNCOEp3rcRhU8c2U8oWnJXmaHGeE7RQ/hKZAVp2lcgZRCFWGJiIiIiIiIiIjsMElAREQJkeXMwrDCYRhWOMwyLoTA3ua9QUG+zbWbsbVuK9yaO0krtqcJDRWNFahorACq7OfIkozizGIjwGcO8unbRZlFUFjRgYhSgCRJuPvuu42KcgBw5513GiGccDU3N+Oss87CF198YYxlZmZi+fLlMa9edcopp6C8vBwAsGPHDmzcuBGDBw+O+DqSJGHGjBm4++67AXifw4svvohBgwYZYUAAOOecc5CXlxfVWlVVxSeffGLsH3XUUTGpbBYLkiRh7NixGDt2LB577DG8/PLLKC8vt61gt2bNGqxZswbXX3893nnnHZx00klxW9fRRx+Nb775JuTxvn37Yvr06SgrK8PQoUPjto5EyszMxC233IIrr7zSGPvLX/4S8XX27t2L8ePHY+PGjcZYcXEx3nvvPey3334xWSvgrdQ4evRofPDBBwCA1atXo6mpCZmZme2e26tXL6ONcU1NDdavX99u5cb6+npcd911HVrzmjVrUFfn/wWRU089tUPXI0okTVVtgnhu76Pb3ekr4kmSBNmofqeYwnjWcB7b0hIRERERERERUVfAsB4RESWVJEkozCxEYWYhjiw90nJM1VTsathlCfFtrduKPQ17sLthN+rd9SGumlya0LCncQ/2NO7Bd/jOdo4iKSjOKjYq8xmhPlPb3cKMQgb6iCghTjvtNIwePdoIlW3evDmi8z0eD84//3ysXLnSGEtLS8Orr76K448/PpZLBQCcfvrpRlgPAFauXBlVWA8AZs6caYT1AG/724EDB1rmdKQF7po1a+ByuYx9cygylWRnZ2PmzJmYOXMmtm7darTJ3bBhg2WeqqqWwFM81NTUBI1lZGTg7LPPRllZGcaPHw+5C1ZOuvTSS/Hggw8arYk//fTTiM6vq6vDb3/7W/zwww/GWEFBAd59910MGzasjTOjc/rppxthvdbWVnzyySc4+eST2z1v1KhRlr8rZs+ejddeey3kn2ljYyPOPfdc/Prrrx1ar75WXap+LlL3I4QwwniaHsAzgnjeMa0TV8XTg3hKUDtafwhPVhQG8YiIiIiIiIiIqNtgWI+IiFKWIivol9sP/XL7YXTf4JaB9a313lBcwx7sbtxtfWzYjd2Nu9HgbkjCytunCtW7xobd+LbyW9s5DsmB4qxiS4Av8LEwsxCy1PUCC0SUePfccw/GjRsX1bmXXnopli9fHjSmKApWrFgR0bUOOeQQ9O7du805Z5xxBvLy8owQ3NKlS3HJJZdEtmifAw44AKNGjTKCUZ988glWr15tHO/bt29YAaRQli1bZtmfOnVq1NdKlAEDBuDWW2/Frbfeio8//hjl5eV46aWXLKHDRBk1ahRmzZqFCy64APn5+Qm/fyI5nU7cfvvtKCsri+r8s846C1999ZVl7E9/+hOqqqoi/jw86qij0KNHjzbnTJkyBbNnzzaqMC5dujSsz5Xp06fjvvvuM8JHb7zxBs4880w88MADlgp7zc3NWL58OW666SYjNDps2DCjKl+kzJ+L/fr1wwknnBDVdYgiJYQIrobne9Tc3u3AaqadhSTLluCdsW0K5UmyzCAeERERERERERGRCcN6RETUaeWk5SAnLQeDC0JXU6pvrcfuht3Y07jH8mjebvQ0JnDV4fMID3Y17MKuhl0h5zgkB0qySqxBvoC2uz0zejLQR0TtGjt2LMaPH4/33nsv4nPNVbJ0//znP/HPf/4z4ms988wz7YaVMjIycN555+E///kPAGDFihWoq6tDbm5uxPcDvJXzzFXMWlpajO3p06d3qIrbq6++amyPHDkSBx54YNTXSoYxY8ZgzJgx+Mc//oFXXnkF5eXlUJT4Vn0dMGAApk2bhrKyMhxwwAFxvVeqmT59Ou6///6oAmmBleMA4LbbbotqHStXrmw3vNuvXz+ceOKJ+O9//wvAG9b7xz/+0W4oZ+jQobjsssvw+OOPG2Nvvvkm3nzzTfTv3x+9e/dGfX09Nm/ejMZG//doJ5xwAmbMmIFLL7004uezZ88efPbZZ8b+hRde2CWrM1JyaJrmC+PpQTxfhTxfEE9VPUAnzOLJihIQwlOgKE5TGE+BHOevB0RERERERERERF0Rw3pERNSl5aTlYEjaEAzpMcT2uBAC9e76kEE+/bHJ05TglYfHIzzY2bATOxt2hpzjkB0ozSr1vmXbt91loI+IAG91vWjCeslw+eWXG2G9lpYWvPjii7j44oujutbkyZNxzTXXoLm5OehYR1vgrl+/3ti/4ooror5WsmVmZmLatGmYNm1a3O/10Ucfxf0eqUpRFNx11104//zzk72UsFx++eVGWG/Hjh3473//i5NOOqnd8x566CFs3bo1qCLntm3bsG3btqD5J554Il555RUsXbo0qnUuWrTIqOQnyzIuu+yyqK5D3ZPeotaohmcE8bxjmqome4kR04N3ikPxtaE1tan17TPQSkREREREREREFB8M6xERUbcmSRJy03KRm5aLA3rYV+8RQqDOXRcc5DO13d3TuCd1A32aBzvqd2BH/Y6Qc5yy06jQF6rtbs+MnmxhRdTFjRw5EmeffXbUgZhEOvroozF69Gh88sknAICnnnoq6rBeQUEBJk6ciBdeeCHoHsOGDYt6jU899ZSxXVJSggsvvDDqa1H3MWnSJBx55JFYs2ZNspfSrnPOOQcDBw7Eli1bAHg/5sMJ66WlpWHZsmV49NFHcf/992P37t228wYNGoTrr78el19+eYeCQ08//bSxfcYZZ2D//feP+lrUtQghjDCeZm5RawrjCV/Qs7OQFQWKw2kN3wVUyJP4SzpERERERERERERJIwkhOmEzDqK2/fDDDzj00EON/XXr1uGQQw5J4orIjsvlsrTNO/HEE5GXl5fEFRFFTwgBV6vLtkKfHubb3bAbzWpw1abOIk1OazPQ1yu7FwrSCxjoizGPx4NffvnFMnbAAQfA4eDvXMSaqqqoq6sz9nNzc+Pe7pM6Zvny5TjzzDON/TVr1mDEiBFJXJFfXV0d+vfvj9raWgDAnDlzcMsttyR5VUSx99hjj+EPf/gDACA9PR2bN29Gr169wj7f4/Hgq6++wnfffYfq6mooioJevXph+PDhOOKIIzq8vo8++ghjx4419letWoUxY8Z0+LqJwq9NHSOECBnE08c61Y/FJPhCd04oTgdkUyhPcXhb1LIiHhHFG782ERFRquHXJiIiSiX8uhRb8XqdNNmZIr7KS0REFAOSJCE/PR/56fk4qOdBtnOEEKhtqQ1qsRsY7mtRWxK8+vC0aq3YXr8d2+u3h5yTrqT72+3qrXazfOE+33Z+ej4DfUQUE2eccQZGjhyJr776CgDwwAMPYPHixUlelde8efOMoF5hYSGuueaaJK+IKD4uvfRS3H///di+fTtaWlrw6KOP4t577w37fIfDgeOOOw7HHXdcXNY3d+5cY/uUU07pVEE9ap+madBMLWpVjxuaqSqe6vEke4kRkSTJG7pz+gN45kfZ4eD30URERERERERERJ0cw3pEREQJIkkSCjIKUJBR0Gagb1/LPttWu7sbdxtjrVprglcfnha1BVvrtmJr3daQczKUDJRml9pW5tO389Ly+EIkEYXlnnvuwSmnnAIAeOmll3DPPfdgv/32S+qaWlpa8PDDDxv7N9xwA3Jzc5O3IKI4Sk9Px2233Ybf/e53AIAnnngCN954Y0pUzF63bh3efPNNAN7vw+bMmZPkFVEkhBAQmmYJ3mluPZTnC+aparKXGRFZlr3V8ALCeHqFPFlR+D0wERERERERERFRF8ewHhERUQqRJAk9MnqgR0YPDO051HaOEAI1LTXeAJ+5Mp8e6vONuTV3glcfnma1GVtcW7DFtSXknExHplGhLzDUx0AfEZmNHz8eZ555Jl5//XV4PB7cfvvtWLBgQVLX9MQTT2DHjh0AgMGDB+Pqq69O6nqI4u3iiy/G448/jm+++Qb79u3Dgw8+iLvuuivZy8Itt9xitDidNm0ajjnmmCSviMyEENBU1R/EM7Wo1ceEpiV7mRGRFQWKM7ganmIK4xEREREREREREVH3xrAeERFRJyNJEnpm9ETPjJ4YVjjMdo4QAnub94Zstas/erTUbA3W5GnCZtdmbHZtDjlHD/RZgnzm9rvZvZDrzGWgj6gbeOihh/Duu++ipaUFixYtwp///GccdthhSVlLXV2dpQXo3//+d6SnpydlLUSJIssy/vGPf+D4448H4P24v/LKK1FaWpq0NX3++edYtmwZACAnJwf3339/0tbSXQkh/CE8jwdqYFU8j8cIU3YKEkxtab0BPNnSqtYBSZaTvUoiIiIiIiIiIiJKcQzrERERdUGSJKEwsxCFmYU4uPBg2zma0CyBPkuQr2EP9jTu6fSBvixHFkqzS1GUWYSeGT3RI70Hemb2RM/0nuiZad3PS8+DLPEFVqLOaPDgwWhubk72MgAAubm5qKioSPYyiBJuzJgxKRW8OvbYY1NqPV2RpmnQTFXwzGE8PaDXmUiSBMWpB/DMITx/hTz+EggRERERERERERF1FMN6RERE3ZQsySjKLEJRZhEOKTzEdo4e6NMDfIGtdnc37EZFYwU8IjVfjG30NGJT7SZsqt3U7lxFUlCQXoAeGT1QmFGIHhk9vAE/36P+pu+zDS8RERF1VUIICE3zB/E8HmhGGM/XtlZVk73MiMiKDDkggGeukCcrCr+3IyIiIiIiIiIiorhjWI+IiIhCMgf6Di061HaOJjRUN1UHtdgNDPSpIrVf0FWFiurmalQ3V2MDNrQ73yE5UJBR0Gagz7zPlrxERESUKoQQ0FTVH7zzuKG6PZYwntC0ZC8zIrJDsamG5w/lyYqS7CUSERERERERERERMaxHREREHSNLMoqzilGcVYzDcJjtHFXzBuECW+3ubvS3361srEz5QJ+ZR3hQ1VSFqqaqsOY7ZAd6pvdst2Kf/pbtzGa4j4iIiKIihDCCd5qlRa0ezvN0qjbBkiSZ2tP6q+GZK+RJspzsZRIRERERERERERG1i2E9IiIiijtFVlCSVYKSrJKQc1RNRVVTlaXVrrHte6xsqoQmOleVF51H86CiqQIVTRVhzXfKTvTI6IE+mX0wrXgaFElBaXYpJEjY17IP6Vo6FEmBQ3ZAkRTIksxwHxERUTehaZq3Gp6vRa05jKf5xjoTSZKgOJ0BQTxzhTwHv88hIiIiIiIiIiKiLoFhPSIiIkoJiuwNo5VmlwLF9nM8mreanblCn76th/qqmqo6baDPzK25UdFYgfrmetQX1AMACjMLAQC763dDUqwvWEuSBIfkgCL7A3zmx8AxRWYrOCIiolSlaSpUtwfu1hZ4mpogNBVC01BT54KmeqCpnacaMQDIimxqSRvQqtbpgCwrDOMRERERERERERFRt8CwHhEREXUaDtmBXtm90Cu7V8g5bs2N6qZqS2W+muYa1LTUYG/TXuxt2Yu9TXtR01KDBndDAlcfX0IIuIUbbs0d1vzAcJ9d0M88JktsLUdERBQrQtMsbWm9lfHcUN2+6nghwnip+usIgS1qLRXyfGE8IiIiIiIiIiIiImJYj4iIiLoYp+xsN9Cna1FbUNNcg+rmatQ012Bv817jMXB7b/NeNHmaEvAMEiPScJ8syd7gnh7gayfox3AfERF1Z0IIfxjPrbemdcPj9hjtazsLSZJs29IqDicUpwOK4oAk8+s+ERERERERERERUTgY1iMiIqJuK11JDzvYBwBNniZvlT5TwC8w0Gfeb1ab4/wMEkcTGjRVgxuRh/scsiMo6Bc4xnAfERF1JkIIaKpqhPEs1fF8wTyIZK8yPJIsBVfD0/edDsiKgy1qiYiIiIiIiIiIiGKEYT0iIiKiMGU6MpGZk4k+OX3Cmt/objTa79a01KC6qRo1LaEDfi1qS5yfQeJEE+6zC/UFVe9juI+IiBJACOFtVWsO4AVsC9E50niyohgtamVTKE9xeivkybLCMB4RERERERERERFRgjCsR0RERBQnWc4sZDmz0Denb7tzhRBo8jQFteStbapFYWshVE2FIikQEHDIDmiS1mlCAuHQhIZWtRVQw5sfGO4zt+ANHGO4j4iI7Gihwnhub2U8oWnJXmJYLG1pA4J4ii+MR0RERERERERERESpgWE9IiIiohQgSZIR7uuf298Y93g8+OWXXyxzh/QYAkVRoAkNqlDh0TzwaB5jO/BR32a4r+1QnwwZqlAhQ2aFISKiLkBomtGS1i6Mp6lhfhFJJgmQZBmSrECSFaRnZsLpTIPs9AbxFMUBSWYgnYiIiIiIiIiIiKizYFiPiIiIKIXZhcaEEJAkyVs1DgrSlLR2ryOEgCY0eIQHquYL8enbpjEj6KepEOh64b5WtTWs+RIkOGq9gT5F8lbm07ft9hVJgSzLxjEiIoo/IYQ/jOd2Q/Nte9weaL6AXmegV8BzOJxQnE7vvtMJxeEEJAn19fXG3OzcXCgKK+URERERERERERFR16fZdD/pCgU3GNYjIiIiSmGyTbUct9sNp9MZ0XXM4T6E8Rq/EAKqUK1hPptwn3m7KxEQcGtuuDV3xOca72tTgM9487XkNe8b4T/fY1f4RwYRUSwIIaCpqhHGs1TH8wXzOkOuXFYUf4taXwhPcXrb1coOh+3Xep3aGar/EREREREREREREcWBx+YXstv6eWpnwbAeERERUQqTJAlpaWlobfVXhKuvr0dWVlbc76u3iE1HervzQ4X79Cp9dmNdlRDC+zzhCbtNr1lggC/Uvl0gkEE/IupMhBC+VrUhwnhud6do4S7JsiWAZ912QGYlPCIiIiIiIiIiIqKImbuOAEBaWlqXeC2MYT0iIiKiFJebm4vq6mpj3+Vyobi4OKW+Ge1ouM8u1BdYva+7UDUVajQpP8BfoS+gol84Ff4kSCn1MUVEXYOmaUEBPG84z1sZT9i0MUg1kiRZA3imUJ7sdECWGZYmIiIiIiIiIiIiiiUhBFwul2UsNzc3SauJLYb1iIiIiFJcYFjP7XZjx44d6Nu3b6cNB0Qb7vNoHuPRvG08moJ+3ZEmNGhCA6LIvujte2VJtlTvs6voZzens34sElHHeCvjeUKG8bTO0MZVgr9NbVCFPCdkhWE8IiIiIiIiIiIiokQRQmDHjh1wu92W8by8vCStKLYY1iMiIiJKcRkZGXA6nZZvSOvq6rBx40bk5eUhJycHDocDsiwncZWJ4YADDsmBdCUdaKOroN6KVtM0b5DPV71PE1pQqE+v8NfdCQho0aT8fPQKfqHa9+oBP1mSoUCxzJelrv+xS9RZCSGgejwQqscI4KmqBx63B8LjhurpHH9/yg4FssMBh96a1uHwBfEcUByOkGE8AUBNYuBQVVXL/T0eT6doDUxERF0XvzYREVGq4dcmIiJKJfy6FD1N0+DxeFBfXw+XyxUU1HM6nUhPb78ASGfAsB4RERFRipMkCX369MHWrVst39C73W5UV1dbqu5RdGTIEEJAUzUIeN/HkuwNbggIeP8vjH39z0Efo46R4H1f62EZu/325hBR9IQQgPD+3WZsQx8D0Cn+rvO28pYkCQh8BCB5VACtyV1iFIQQ0EytgmWZlUyJiCi5+LWJiIhSDb82ERFRKuHXpfjQXyvtKu9LhvWIiIiIOoGsrCwMGDAgKLBHsWEOfunb4bZ2tQvz6fvGWEC4j2E/q8D3i+lAWOz+/CRI8P4/eJ9BP+puzGE8wBzKgzGW+qwBPO+2/rkt8fOZiIiIiIiIiIiIqAuSJAkDBgxAVlZWspcSMwzrEREREXUSemBv586dQaWfqeM0TUNdXZ2xn5ubC0Vpo9euT2AozDcYFiEEVKFCE5rRjlcVaugxX1tf/TjDfh1nbtVr17431L4iKQwHUcoQmuZtT+vxQHW7vdt6y1q3G0JE3+I6cSQoTicUhxOK0+F99LWqVRxOyGH8fdwVRfu1iYiIKF74tYmIiFINvzYREVEq4del2HI6nejTp0+XCuoBDOsRERERdSpZWVkYPHgwWlpa4HK5UFdXh9bWztfWj7wkSYJDiu5bcgEBTWiWAJ8e7gsn/Megn5f+/nEj8gCsDNkb4pO9YT490CdLsveYLNuPB46FWcWRui8hhDWAFxjG09RkLzEMEmSHwxLAswTzFAXg5wERERERERERERFRt5aWlobc3Fzk5eUhPT29S75+wrAeERERUScjSRIyMjKQkZGBkpISCCGgaRrb43ZQXV0dVq1aZewPHToUubm5SVxRfLWqrahrrYOr1YV6d713u8W/XeeuQ31rPepa/Nsutwt1rXVodDcme/ldTpqchixnFjKdmch2ZBvbWUoWsp2+fUemd9vh3c5yZvn3zec5MiFLcrKfEkVA01Q01NTAVbkHrspKuKor4KqsRJ3vsWFfDdAJ/o7PKuiBvKJi5BWVINf3mFdcjLziEmQX9ITi4I8gItXdvjYREVHq49cmIiJKNfzaREREqYRfl6InSRJkuXsUN+BPyomIiIg6OUmSWEI7BhRFsQQeFUWBowsHSxwOB7LSs1CK0ojP9Wgeb3iv1Rveq22tNbZdLS7/dqsLrhbTtm9cFZ2hClhiNWqN2OfZBzTF5np6sE8P8xnbvoBfjjPHu+3IDjqW7cw2gn/ZzmykK13zN9cSSWgaGmr3obZiD1yVe1Bbsce3vRu1FXtQV10FTU39z4uMnFzkl5Qiv7gUeSWlyC/phfziEuSVlCKvuATOtPRkL7HL6W5fm4iIKPXxaxMREaUafm0iIqJUwq9LFA5+RBARERERUUQcsgMFGQUoyCiI+FwhBBo9jUaozxziCwr62Yw3q82xf0JdUJOnCU2eJlQ1VXX4Woqk+IN8juBgn10YMDDwZz7ulJ0xeIapRQiBpjoXait2w1VZYQ3lVVbAVbkHqjvyVsuJ5kzPQH6JHsQrRX5xL+9jSSnyikuRnpWV7CUSEREREREREREREXVqDOsREREREVHCSJJkBLd6o3fE57eqrf6QXxhV/Mzjde66ODyjrk8Vqvf91xqb91+anBYc+AtV5S9E4M8cGkxUy9/m+nrUVu6Bq2IPaiv3WAJ5rsoKuFtSP0iqOBzIKy61BPDMlfIyc/NYRZGIiIiIiIiIiIiIKI4Y1iMiIiIiok4jTUlDUWYRijKLIj5X1VTUu+stYb+2qvgFBv48whOHZ9T9tGqtaG1pRU1LTUyu117LX7tqgHZznR4ZLXtr4fJVwgsM47U0NsRkvfEkSTJyi4pMbWq9rWrzikuQX1KKnIKekOTEhBuJiIiIiIiIiIiIiCgYw3pERERERNQtKLKC/PR85KfnR3yuEAJNnqaQwb4GdwMaPA1odDd6t92mbY9/v9HTCE1ocXh23Ve4LX8VVUJOk4KcRgdymrxvuY0OYz/DrSRoxR2T3aOnN4xXXIL8En+b2vySUuT0LILi4D/ziYiIiIiIiIiIiIhSFX+KT0RERERE1A5JkpDlzEKWMwu9sntFfR099Nfo8Yf6AoN95sCfccwTMM/dgEZPI5o8TTF8lp2brALZzd7wXa4vjKcH8XIbHchs7RxhPDkzHWk985BR2APZRYXIKSxCfkkpCkp7o7C0L3Ky8pCpZMKpOJO9VCIiIiIiIiIiIiIiihDDekRERERERAliDv1F08o3kKqpRvDPrpKfJfTnsa/6Z57n1twxeJbxIWlAdrNiCeEZ1fGaHMhqViBBSvYy2+VWNNRnelCX5UF9lse/nel9czuF9YQGAJt8byYOyYEMR4b3TclApjMTmUomMhwZyHRkGuMZjgxkObKscx2ZxhzzXPN4hiMDTpmBQCIiIiIiIiIiIiKiWGJYj4iIiIiIqJNSZAW5abnITcuNyfXcqjvswF9boT+9GmAkLX8lAWTqYTxTCE8P5mU3K5BF6ofxPLKG+kzVNohXn+VBi1NDLDKFHuFBvbse9e76jl8sBIfsMAKA5mCfXSjQHBYMnGsOAGYqmch0ZhpBQofMH0sQERERERERERERUffBn4oTERERERERAMCpOFGgFKAABR2+lhACzWqzEd6rb63Hvr17sK9yD1wVe9BQVY2mvTVw762Duq8BcDVD0kT7F04yVRJosAnh6Y9NabEJ46UCj+ZBnVaHOndd3O7hlJ32AUC7oF+IsKBREdAXAAwcU+TO0QKZiIiIiIiIiIiIiLo+hvWIiIiIiIiow4QQaKpzwVVZgdqKPXBV7gl4rIDH3Wp7bipl2zRJoCFDtYTwzMG8pgwVnaDAX6fh1txwt7pRh/gGAsMN9lnaA/sqBupzA8/V99OVdAYCiYiIiIiIiIiIiCgsDEelk8EAAFwKSURBVOsRERERERFRWFoaG1BbsQe1FbuNUF6tr1JebWUF3M1NyV5i+yQJOT0LkVdUjKyiQqT3zIezRy6k/CwgPwOebAWNWlNQG2BzC2Bz+199XxVqsp8ZhaAHAl2trrjdI01OM4J9RqjP1yLYEvTT2wYHhgdNc7McWUaQ0NPiQatohQMOyJIct/UTERERERERERERUWIwrEdEREREREQAgNbmJiN4F1gVr7ZyN1oaGpK9xLBkF/RAXnEJ8kt6+R5LkVdcivySUuQWFsPhdMb0fkIItKgt/iCfL8QXGPhr8Pj3W9QWNHma0ORpQrOnGc2eZu+22mwZF0j91sAEtGqtaG1pRS1q43YPBQrue/0+pDvSkaFkIE1JQ7qSjnQl3bvtSEe6bNpX0r1j5n3Tmz6WpqQhQ8mwHdP3WTmQiIiIiIiIiIiIKDYY1iMiIiIiIuomPK2t3kp4IVrVNtXFr/JYLGXk5iG/uBT5xSXIKyn1bvsCeXnFxXCmZyR0PZIkGZXQCjMLY3ZdIQRatVYjyKcH+IxH1brfrDaj0d2IZrXZEgAMmuebq1+TOgcVqjcI6kl8aNYhObwBPkeGJdCXLkcWCAwKGNrMDQwZOiQHJIm9p4mIiIiIiIiIiKhrYFiPiIiIiIioi1A9btRVVfnb0/pCeHpAr6Fmb7KXGJb0rGxfCM9aFS/PF9BLy8xK9hITQpIkI7yUn54fl3voVQHbCvY1qcEVAPUqgJbwYMC4uVogdW4e4YHH40GjpzHh95Yl2TbQFxgAbCss2F4gMFSg0Ck7GRQkIiIiIiIiIiKimGJYj4iIiIiIqJPQVBX1e6tRW7HbtlVt/d5qCKEle5ntcqSnW6rh5fuq4+WVeLczsnOSvcRuw1wVsAAFcbmHJjSj7a8lAOi2Bv7MFQItVQTVZvu5pv0WtSUua6fk04SWtCqQEqSgQF/IQKAe/pNN4T9H2+2F2wsdMihIRERERERERETU9TCsR0RERERElCKEpqF+3164Kiq81fACKuTVVVdBU9VkL7NditNpCuGVBAXyMnPzGELpRmRJRqYjE5mOzLjdQxOaJdynhwIbPY32AcCAueGEBVu11ritn1KTgPB+jCSpOqQ5+BduNUB9zKk4kSanwSk7kaaYHhWnd1tOM+box83HLOewwiAREREREREREVHMMKxHRERERESUIEIINNbug6uywqiOZw7kuSoroHo8yV5mu2RFQV5RCfJ8bWrzS3oZ23nFpcjOL4Aky8leJnUjsiQjy5mFLGf8WiSrmooWtcUfADQF+wKDgIHjQfvmIKDpXLfmjtv6qfNp1Vq9IdEU+LBwyA5LwK+t8J8e/DMCf+Zj+nzTsTQlzXt9U0DQfI5+zO56DtnBICEREREREREREXUqDOsRERERERHFiBACzQ31RgDP3KZWb1XraU39dp2SJCO3qMgbwCv2B/H0yng5PXtClpVkL5MooRRZQZYc30CgR/MYLYObPE2orq3GJ198glbRCg88GHboMCjpCpo9zWhVW9GitqBV8z62eFq8j2qLcSzUfuCY1gnaZ1NyeTQPPJoHSME8eWD4LygQaKocaFtt0OaYMW46Fun1HBKDhEREREREREREFIxhPSIiIiIiojAJTUND7T7UVVWirroSddVV3ip5ppa1rU1NyV5m+yQJOT16WlvV+sJ4+SWlyOlZBMXBfy4SJZpDdsAhO5DtzAYA5It8bHFsMY6f0OcE5OXlxfy+bs3tD//5Hi2BQD3Yp/lDgeZjzWqzJfwXONZWeNCjpWD6izoVt+ZOyaqUEiT7cF8Y1QlDVhs0tysOqEDY5rGAAKND5td4IiIiIiIiIqJk4U9miIiIiIiI4K+K5w3iVVkCeXXVVXBVVaJ+bzU0tXMES7LyC7yV8Eztab0ta0uRW1QCh9OZ7CUSUYrQK4jpIcFE8mgetKqtEYX/2gwE6hUGtYBAoU34sFVrTfjzpe5DQPhbGacYWZKDKhEaFQFlBxySw6gO6JSdcCgOOCXvMT3sF8m2vh/JuaEeZUlO9ruPiIiIiIiIiKhDGNYjIiIiIqJuwd3S7AvhVcFVXYG6qipfEK/SCOi5W5qTvcywZeTk+kJ4JcgvCWhVW1wCZ3pGspdIRNQuPaATz/bCoWhCC6v6X+CYHv4LDP7ZViNs45pEyaIJzf9xmHpFCdukBw2Dgn56wDCKsGG0wcFwzzWPM2xIRERERERERAzrERERERFRp6d6PGio2QuXKXhXV10JV5W/Ml5znSvZy4xIWmamN3hX0gv5AdXx8opLkZ6V+GALEVFXIksyMhwZyHAkPtwshIBbc4dfKTCKQKHe3rhVa4VbdaNVa7VUMkzFim9E7bEEDTshRVLCr0xoCiA6JacRQHTIDus2w4ZEREREREREnQrDekRERERElNKEpqHRVWtpTesKaFPbUFMDIbRkLzUijvR05BvhuxJfMK/UeMzIzoEkScleJhERxYEkSUhT0pCmpCEXuUlZgxACHuGBW3UbwT7Loy/kF3jMPG6MtXNOe8f0MKF5jKgrUoUKVVU7ddhQkRRImgRZkqFAwSNvPWKEChVZMYKGejBRkRUjWKjIij+wKPnnm0OMiqRYzwk4FnTNNu7jlJ3+64W6pxQwX1YYSiQiIiIiIqK4YliPiIiIiIiSqqWxwVcBr9LXmtZfHc9VXYn66iqoHk+ylxkxxeEwVcILblWbmZfPMB4RESWNJEneal2yM9lLCSKE8FYBNFUFNAf89GNBgcAQ4T/zOYHXMwKEdvfQw4mma3u0zvc9CVGsqEKFKlTvjvA+1DfXJ29BcSJBCg4I+kJ/dgFAS8jQHAqU2ggrBlw7cKyt4GLgNcMJLgaGFfVtBhOJiIiIiIgSj2E9IiIiIiKKG09rq1H9rq66Cq6qCmNbr4zX2tSU7GVGxeFMQ25RMXILi7yhvIBWtdkFPSDJfPGLiIgoUpIkwal4234ixbKEmtCsgUA1RNVAu0BgQFti4zoB1QdDXS9UpUM9WGiEqIioQwSEUT20q5Ml2bbKYHvVDEMGE9uoYCjLsvdRko1zZEk2WizrlRv1NRiPvm1Zsp7f5vwQ59itQ5EYWiQiIiIiosRiWI+IiIiIiKKiqSrqa/b6gnemEF51pa9SXhWaXLXJXmZUJFlGTs9C5BYWI88XyPO+FRsBvczcPFbGIyIi6mZkSUa6ko50JT3ZSwmiampQsM+uMqG5hXFg1UCP5rHd1s9pa47eVtmyLXxzfNvm67FKIVHyaUIzQsjdmQQpKOBnCfvJNmFCX8hPDyVagoc2wcG2zg8ZQLQLHoYIPYY8Rw9YdjD0SEREREREscOwHhERERERBRFCoKnOhbqqSrhs2tPWVVehvqYaQtOSvdSoZOUXmMJ3RQGhvGJk9+gBWVaSvUwiIiKisCmyN1SRgYxkLyUsQggjzBcyABgiMNhucNBmO6pzQwQQGTYk6loEfH8fqfy8DiUo4BdOANFXWdGonNhOtcTAaov6ecajLzQpQTLOtxy3mS9DNq7f1vyg+4WYb7uuEPMlSQraJyIiIiICGNYjIiIiIuqWWpsafW1pK/1tai3bVfC4W5O9zKikZWZ5W9MWFXvDeIVFvmp4vmBezyI40tKSvUwiIiKibk2SJDglJ5xyivU6DpM5bBjXwCDDhkSUAjzCAwgAnfP39VKCXsHRHO4LDP+FFTw0BRfDDhTazA91P7vwYbtr1J8P5DbXZnvvduYHhh7t5gshkv3HS0RERBQRhvWIiIiIiLoYj9uNel87Wr0KnsvcpraqEi2NDcleZlQUpxO5PYuMVrRBbWqLipGelZ3sZRIRERFRF2cOG2YiM9nLiVi0YUNXvQtrv10LDRpUqBg6bCic6U54hAeqpkIVqnGO3bbtmKYaa1GF6t33BQz1bVWY5vju49bclnuary3A4AYRpRa9giNDj/EjQ4YECXctuysoQChDNoJ/kiT5w4C+So0SpKAgoSRJlvPNx/U3I0yI4LFY3sd4s7mP5Z4B9zEHHvX72K3D9j4267E8X5v3q9167NZBRETU3TGsR0RERETUiWiaioZ9Nb62tFWoM4Xw9Cp5jbX7kr3MqEiSjOwePfxV8IzqeP5QXmZePn+oR0RERETUQdGGDV0uF1p+bDH2TxxwIvLy8uKxxA7RhAZV8wX69ACgaCMkGMZxIwwYGCIMDCe2EVwMN5hoWbf5uLCGFVkhkYjIT/OlIFVNZSAyxZlDgW2GB21CgXbhwZDhxHbCh7IkG+ca8yFbzjWvzbxtfh5G4DLC6wTOtbuO5bzA42HcM1bX0Y+3eZ2Ac/X7ExFRMIb1iIiIiIhShBACzfV1vvBdpS98Z21PW7+3GpqqJnupUcnMzfO3orW0p/WG8rILekJx8J8oRERERETUMbIkQ1ZkOJXO2WY5EprQ2q1gGGlw0Rw8bKuaYVvBRfM1PZrHu07hMYKU+hxVBG/rz0kTWvBx0zwiIuqcNKFBE75EJYOVXZolmBgi2KcfCyvoGDi3jeORBAvbC27aBRYDw5CWewesw3xNSLANNQau23JuiOvazZOlgHuEmG++d6j3G4CQz18/ZrlOmO+ncO9hdy5RV8FXwoiIiIiIEsTd3AxXdXAAzwjlVVfC09LS/oVSkDM9wxK8s4bxipFbWAhnekayl0lERERERNSlyJKMNCUNaUpaspeSUEIII+yhhwDNAT9j2xwI9IX9As9RhQpNswkT2pxjDg3aBhBDhBDN6zOf09b5IZ+TXcBR869PvwcREVGyCQhvwF4keyXUVXQkEGiEJc3hwHZCl0HzwghkqqqKmvoa+I7gjU/fwITBE3DOAeck+b1HqYRhPSIiIiKiGFA9HtTvrTZCeK6AQF5ddRWa6+uSvcyoyIoDuYWFvqp41ra0+nZ6djZ/s42IiIiIiIgSQm9zqECBE12/gmI0QgUP7QKF7QYP2wk9GsHDCEKPbVZQ9IUV9XnGvulRCGE7rmlhzvOFPfV7aDBV+iIiIqKU1BkDoL/s+QVDi4YmexmUYhjWIyIiIiJqh9A0NLpq4aqq8FXFq0JddYXvsQqu6ko07KsBRCf6F6JOkpBd0MNbEc/cotYUxMvOL4Aky8leKRERERERERGFyWgHzTBj2MwVG9sK+IUKBrYbKAwxPxbBQ/N8AdFm0NESVIT1+UQUjrS5R3vhSCIiou6IhQ4oEMN6RERERNStuZub0VC7D5U7t6N++2aoTY3wNDRg5a8/otm1z1cdrxqa2jlbyGRk5wS0ozW1qS0qQk7PQigO/uCeiIiIiIiIiLo3VmyML3MYUkPoyolBYUVoluBi4Dl19XVYs3YNhO9/hx5+KDIzMy33Mgctg9581w+cpwcPjfAjTGOmRyOoCNGh+5iPB17f/LzDuo/NeFvPh4iI4ksCw3pkxbAeEREREXUpQgi0NDagsXYfGvftQ6NrHxpq9xn73u0aNLpq0bhvH9wtzbbXqUnwuqPhSEs3BfGCW9PmFhUhLSMz2cskIiIiIiIiIqJuzhyGBAD9oaNcmS7UOmuN/VG9RiEvLy82F+8m7IKUgaHAoPBgBCFIc8XFoMAjhOX6EYcgQ6zHfE/9uF3Y0nx9y7YQxjX19YQ8DuGfY3Oefu+27hN4PKL729xHdKYeoUTdgCyxcxFZMaxHRERERClPaBqa6uvQuM8bsmvQg3i1Nf4gXm2t99G1D6rbnewld5gky77QXXBbWr06XkZOLsunExERERERERERUdTiFaSk5DEHEQMDgVGHEgNCgZbrhxlKDDlfv2aI8GLY6w2Ya3csrPWGuCcE/NtA0PvXuIc5wOnbNt8/nHmWewTMMx9r9x7hrosBz7ji6zgUiGE9IiIiIkoK1eNBk6vWV+HOH7rzh+9Mb65aCE1L9pJjKiu/IKAtralVbVERsgt6QJb5kzEiIiIiIiIiIiIiCp8kSZAgsZoXRSQwyGcONAIICla2FQK0m6fBF3g0hydN8/Vj5vCj3XXNwUm7YKo5VGmEEu1ClTbPwXIPwHZee2HJ5uZmbN6y2QhA9uvfDyNKRiTnD5VSFsN6RERERBQzntZWNLrM7Wb1AF6Nv/KdL5DXXOdK9nLjJj0r218VTw/gGaG8YuQUFsHhdCZ7mUREREREREREREREREaVTeoYl8uFlRUrjf0TDzuR7dkpCMN6RERERBSSEALulmZT+K7GG7bb5612p+/rY61NjclectwpTqfRjjbP3JrWtJ2elZXsZRIRERERERERERERERFRimFYj4iIiKibEUKgpaHBV+3OH7Rrcpmq4Zkq43laW5K95ISRZAVKRiYcWVnos9/+6Nmrj1EdL89XHS8zLx+SJCV7qURERERERERERERERETUyTCsR0RERNQFaJqK5ro6b8Bun68CnqvWsu9vS1sLTfUke8kJ48zIRHZ+AbKMt3xk5ffwjhV4x7LzC6BKCj7+/HMjiHfiiSxNTkRERERERERERERERESxw7AeERERUYpSPR40uvSwnanqXW3wfpPLBSG0ZC85YTKyc7zBu4ICZOX5A3fe8J0viJefj6z8AjjTM8K6psvlYsU8IiIiIiIiIiKiMAghAP3NO2DZFv6JIed5H0TIeUIYVwl5DbWuDorLBQCQhIBaUQF3YyNMNwh69F/W5njQXGGZantOlPOD5hoLi909gua3c49I1ySC7mlaU7hzY7Gm9uaGuofduizPI2C8rfPtnlvQdSO5Vpjnm8Ztz7esq+3zLdeI8lrRvT/aW0t759tfK6L3p83zsX0ugdcLeTxogv26YnHtNu5lf78EXbuD14/5tQP2ReAFY/R+8qge9K3ea+xXvfwKtIlnoWDSJBDpGNYjIiIiSiB3a0s74bsa73FXLZrr65K93ISRJBmZeXn+6nd5+cj2Be+MIJ6pMp7icCZ7yUREREREREQpwQjMaJoRWBDeA9YxAUD4942giHlf03wvTJrGNc33+qP1Pt5zrdcMvJ4xpgkEhSrM14DNOcI313zMeL7Bx/z3hv24b9j+vHbGzQGAwHuZzgsaN18zcO1B54Ua15+T9Xhb9wq6nmn99sdCX8/2/Rd0vJ1x27UHnCOE90Vz2+cL67mWP8vg5+m9Tohr6PcJdQ3fdnvXCHp/xvlexpwQ1/DPa2O9IswAXTvXSEWDTdu7k7YKIiIir2zTdguA1uHDk7QSSlUM6xERERF1gBACrU1NRpvZptpaf+iudh8afMG8Rpf3sbWpKdlLThhZcRjV7QIDd97tHsbxzLw8yLKS7CUTEREREVEXZAkPaRoCg01CDxFpmvV4OPOFHm6ymW/e1wT0QJMRhjLvm65pCTZpmv18fd9ufrj3E945/vmB+wHnaxpaWppRuGkTIAQkAdT+sB7NaU7v+yQwqBMwJoxAF6z30sf096M5/BI4pkV6D/N9YP1zRMA99LHAa9qNCc16D02zBmnsxtq4r/eaAe9Dm7GgOVr3qbBPRERERETUVTCsl0I2btyIL7/8Etu3b0drayt69OiBoUOHYtSoUcjICK99WzwIIbBmzRp88803qKioAACUlpbiiCOOwJFHHsl2cURE1OUIIdBcX2fbbtYbvqtBo6vWO7ZvHzzu1mQvOWEcaelGdTtr6K7AWwkvL9+7X1CAjOwcfp9ARERERDFlCU0ZoaQwtkMd0wNJbW5r/uCNEXLSggNW7c0LZ1vTfPsB2yJ4nhDtnGNs29/Hcr4eejKqZfnDWca+Zno/mkNS+rUC5+v7emDJ7vww7xd0vh5aslT3sj/GMFPsFZq2631vREREREREFEKKVqal5GFYLwUsXboUc+bMwZo1a2yP5+TkoKysDLfffjuKiooSti63241HHnkEDz/8MHbs2GE7p1+/frj22mtx9dVXw+lkOzoiIkpdmqaiyeWyhu/21fi3XbW+9rTeIJ6mqslecsKkZWYhu6AAmXkB1e8KCpCV59sv8B5zZmQygEdERESdgjm8I3yBIaiqEeIRquo/rmrWYFZbx23nBh837qkFbJuPB8z1B6nUgOOmMdtt4Xtu9kGs8ENd5kBbiCBX2AG59tcSFMgK47r8ATcRkT3v347+f6+LoH+7S8ZxIVnn+seDx+zHo7tO6HUBwjxPCtrwn6+PhbiOdw7CmCMFDEVyL/O6Q93LPCfwXsH3a+teInBtbc4J/X4UwQeCrhV0r3bn2L8frV+t7Z9bW/cK/mof+mMqcNf2uiHPtfm4CTU3xHnB54b+uIvVWtu/Z7jnBZ4b+n3b9lqtk0XQ1DbuESD474hQ12nvnm2dF67Q50V/v+h/rtr2+6Yt0a2nq79Po39/Jkqs1xf759v2n1k0Uv3PhJKv8/48YFB9PkqSvQhKKQzrJVFLSwsuvvhiLFq0qM159fX1eOyxx/DCCy9gyZIlOOGEE+K+tm3btmHixIlYu3Ztm/O2b9+O66+/Hs/9//buPEzK6s4X+K+6aWh2EERlR3EB8yCDyyjEhZigMa5jgiaTDG6TiSYZTYwaM3G95EYxCWaucSaJiYzZZsTkuiVeowkYlUTcYhJAIwKCuCAYoNmhq+4f3V3UW73QDVVd1fTn8zz9VJ/znnPeX1U3fWjqy/v+7GfxwAMPxJAhQ4peGwCdSyaTidrt22Pbls2xbdOmxOPWzZti++bNsW3zpti6eXNs37Iptm7aXDdm86bYtnlzbN24ITatXxeba9Z3qjf2qnv3iR59+u4M3/XrFz3rr4C386p4/aN7375R1bVbqcsFgA4peXWu+iBY7mND4Ct/TEMAq/5Y3WN96Ko2nQ1iba3ZED3++mrU3WowHZu7VEWqulvLga10OjLp2tYdz+ScO1MfIkvMzwmZ5R7P1IfIWnO84fNmj+eFzBo+b/F4Jhm8a6qvoS5oZ7lhmZ1vAFYkAi2ZVEV9fypnTKpRu+7z5FqZqKjvanmtTKRyAg8Nn6fq6mturfw5ibH1taRi5zo543dnTjKYk3O8fk4ieJI4nj8+dmNOKtudO2fn1yn/a5jKO57zurVxTv74Xc3J5LyG+V/D7JqJMbua07i9qznJr20q5y2yVM7TSLUYKMr/eu88b87rk3gOuf2FW6e5sFJL4aNGx1JNrJ1TZ1Pfm0VbJ/szAAAAKFd9trxT6hIoM8J6JZJOp+O8886LBx54INFfWVkZw4cPj759+8bSpUtj3bp12WPvvvtufPjDH47HH388jjvuuKLVtmrVqpg8eXK89tprif7u3bvHgQceGOl0OpYuXRpbtmzJHnv++edj8uTJMW/evHa9+h8A5ak1Abut9WG6bbmPWzY37tu8OdK1O0r9lEoulaqI7n361IXv+vXfefW7nCvhNbS79+kblV38NQ+gM2ocFKsPfjVcISwRJsvsPLY7YbJWBs6yxxKBrbz5tfUBsabGpHceS4TQsufIe17ZoFfu/HTbxuScMxEIywuItUcYbGjO5+/Vf+ytGkIJDQGlnUGlXfVVRjaUUZGqCyB1aViron7thlBEzrxGfQ3hpYbATUUioNIwfmcAqRV92WBIxc4gUaqi0XPNXaP5voZAT0Xi89zgT9OvUzTzeW54KDfwkvO61D/3/DBQo1BPG9ZqHPrJX7eZuYnXM9WKtSLxWifDOHkhuby1Gn3NmlyriecvNAMAAADk6XLAAaUugTLjXdwSue222xoF9T7zmc/EddddF4MHD46IukDfAw88EFdccUUsX748IiI2bdoUU6dOjb/85S/Rt2/fotR2wQUXJIJ61dXVccstt8Q///M/R48ePSIiYuPGjfG9730vvvKVr2RDe6+++mpcdNFF8eCDDxalLgCKKxuwa7giXW6oLjd011TALntsZ39nuo3s7qrs0iW65wXumgrf9ejXP7r36h2pCm/+AXuPRuGn3FBZbV4gLCdQlv/YsEZmx44mj2dDYvkhs/rHTO2OFo83eszWvKOZ/qYe64NmDc8tLwyWDaA1ESbLBsaaDJMl21Gme28ylFTRKEzUUn9DcKpx+GlP+ysiUpWRiW6NxmfrqUhFVKQi03XXdRa6v7n6I3ICWhGJMblBp/zH3BBTYq3c4FhLa+SGk3ICbHVBuIZ1mwmaNRtki5zXIYScAAAAANgrdR02rNQlUGaE9UpgzZo18bWvfS3R9/Wvfz2+/OUvJ/oqKirinHPOiWOOOSbe//73x7JlyyKi7taz3/rWt+Kmm24qeG2//vWv45FHHsm2q6qq4tFHH210692ePXvGF77whZgwYUJ86EMfiu3bt0dExEMPPRRz5syJyZMnF7w2ABrLZDKxY/u2+lvBthSwa+Iqdps3C9gVQZdu3XICd/3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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: 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": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 7: Reaction rate density history at start-up.\n",
      "Time [min]      r [mM/s]\n",
      "             r0      r1      r2      r3      r4      r5      r6      r7      r8\n",
      "t [min]                                                                        \n",
      "0.00     1.0955  2.6403  0.4865  0.0000  0.0000  0.0000  0.0019  0.0014  0.0024\n",
      "0.06     0.9819  2.2624  0.3985  0.0029  0.0028  0.0082  0.0018  0.0014  0.0025\n",
      "0.11     0.8885  1.9663  0.3326  0.0088  0.0080  0.0392  0.0018  0.0014  0.0025\n",
      "0.17     0.8115  1.7363  0.2831  0.0160  0.0141  0.0919  0.0017  0.0014  0.0025\n",
      "0.23     0.7473  1.5521  0.2446  0.0235  0.0200  0.1595  0.0017  0.0014  0.0025\n",
      "0.29     0.6935  1.4047  0.2146  0.0306  0.0255  0.2346  0.0016  0.0014  0.0026\n",
      "0.34     0.6482  1.2861  0.1909  0.0369  0.0301  0.3103  0.0016  0.0014  0.0026\n",
      "0.40     0.6099  1.1900  0.1720  0.0424  0.0338  0.3818  0.0016  0.0014  0.0026\n",
      "0.46     0.5775  1.1118  0.1568  0.0469  0.0367  0.4461  0.0015  0.0014  0.0026\n",
      "0.52     0.5498  1.0478  0.1445  0.0505  0.0389  0.5018  0.0015  0.0014  0.0026\n",
      "0.57     0.5262  0.9952  0.1344  0.0534  0.0404  0.5486  0.0015  0.0014  0.0026\n",
      "0.63     0.5061  0.9518  0.1263  0.0555  0.0414  0.5871  0.0015  0.0014  0.0026\n",
      "0.69     0.4889  0.9160  0.1196  0.0572  0.0421  0.6184  0.0014  0.0014  0.0026\n",
      "0.75     0.4742  0.8863  0.1141  0.0584  0.0424  0.6434  0.0014  0.0014  0.0027\n",
      "0.80     0.4616  0.8617  0.1096  0.0592  0.0425  0.6632  0.0014  0.0014  0.0027\n",
      "0.86     0.4508  0.8412  0.1059  0.0598  0.0425  0.6789  0.0014  0.0014  0.0027\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": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<h4>Overview of Reaction Rates Density at Start-Up.</h4>\n",
       "\n",
       "<h4>Data mapping (column index -> reaction)</h4>\n",
       "\n",
       "- Column 0 -> [C₄H₉O]₃PO(o) + H₂O(a) <-> H₂O*[C₄H₉O]₃PO(o)\n",
       "- Column 1 -> 2 [C₄H₉O]₃PO(o) + 2 H₂O(a) <-> [H₂O]₂*[[C₄H₉O]₃PO]₂(o)\n",
       "- Column 2 -> 3 [C₄H₉O]₃PO(o) + 6 H₂O(a) <-> [H₂O]₆*[[C₄H₉O]₃PO]₃(o)\n",
       "- Column 3 -> H⁺(a) + NO₃⁻(a) + [C₄H₉O]₃PO(o) <-> HNO₃*[C₄H₉O]₃PO(o)\n",
       "- Column 4 -> H⁺(a) + NO₃⁻(a) + 2 [C₄H₉O]₃PO(o) <-> HNO₃*[[C₄H₉O]₃PO]₂(o)\n",
       "- Column 5 -> UO₂²⁺(a) + 2 NO₃⁻(a) + 2 [C₄H₉O]₃PO(o) <-> UO₂[NO₃]₂*[[C₄H₉O]₃PO]₂(o)\n",
       "- Column 6 -> H₂O(a) <-> H₂O(v)\n",
       "- Column 7 -> O₂(v) <-> O₂(a)\n",
       "- Column 8 -> N₂(v) <-> N₂(a)\n",
       "\n",
       "<h4>Column-by-column analysis (values in mM/s; time span 0 -> 48.16 s)</h4>\n",
       "\n",
       "- Col 0: 1.09551 -> 0.461584; monotonically decreasing (~−58%), large initial rate that falls toward ~0.46 mM/s.\n",
       "- Col 1: 2.64031 -> 0.861679; monotonically decreasing (~−67%), highest initial rate (2.64 mM/s) but declines substantially.\n",
       "- Col 2: 0.486462 -> 0.109569; monotonically decreasing (~−77%), small-to-moderate magnitude falling toward ~0.11 mM/s.\n",
       "- Col 3: 5.383×10⁻⁶ -> 0.059211; rises from essentially zero to ~5.9×10⁻² mM/s (very large relative increase), monotonic growth over the period.\n",
       "- Col 4: 5.287×10⁻⁶ -> 0.042505; similar pattern to Col 3, rising to ~4.25×10⁻² mM/s and showing signs of slowing increase near the end.\n",
       "- Col 5: 1.106×10⁻⁶ -> 0.663201; dramatic growth from ≈0 to ~0.66 mM/s (largest relative increase), monotonic rise throughout.\n",
       "- Col 6: 0.00192554 -> 0.00141653; small-magnitude values with a gradual decrease (~−26%), near-constant on the order of 10⁻³ mM/s.\n",
       "- Col 7: 0.00139164 -> 0.00142364; very small-magnitude, slight monotonic increase (~+2.3%), essentially steady at ~1.4×10⁻³ mM/s.\n",
       "- Col 8: 0.00242574 -> 0.00265994; small-magnitude, modest monotonic increase (~+9.7%), steady near 2.6×10⁻³ mM/s.\n",
       "\n",
       "<h4>Key takeaways</h4>\n",
       "\n",
       "- Two distinct groups emerge: (a) reactions in Cols 0–2 start large and decrease over time, indicating consumption or relaxation of initially fast processes; (b) reactions in Cols 3–5 start near zero and increase substantially, indicating formation/activation during start-up (Col 5 grows most strongly to ~0.66 mM/s).\n",
       "- Gas–phase exchange reactions (Cols 6–8) remain small (10⁻³ mM/s) and show only modest changes, with Col 6 slowly decreasing and Cols 7–8 slightly increasing.\n",
       "- By the last recorded time (48.16 s) some increasing reactions (Cols 3–5) appear to be slowing (especially Col 4), while decreasing reactions (Cols 0–2) are still trending downward but with diminishing step size, suggesting approach toward new steady behavior on the timescale shown."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 6904\n"
     ]
    }
   ],
   "source": [
    "if cortix_ai:\n",
    "    issues = '+ Title your reponse as: Overview of Reaction Rates Density at Start-Up.'\n",
    "    cortix_ai.explain(quant=quant, issues=issues, markdown_header_level='<h4>', markdown_display=markdown_display, save_supporting_info=db_save, print_prompt=False)"
   ]
  },
  {
   "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": 65,
   "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 11: 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": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 8: Species generation rate density history at start-up.\n",
      "Time [min]        g [mM/s]\n",
      "             a0      a1      a2      a3      a4      a5      a6      a7      a8      a9     a10     a11     a12     a13     a14     a15\n",
      "t [min]                                                                                                                                \n",
      "0.00    -9.2968  0.0019  1.0955  0.0000  0.0000 -0.0000  0.0024 -0.0024 -0.0000  0.0014 -0.0014  0.0000 -0.0000 -7.8355  2.6403  0.4865\n",
      "0.06    -7.8993  0.0018  0.9819  0.0029  0.0028 -0.0057  0.0025 -0.0025 -0.0220  0.0014 -0.0014  0.0082 -0.0082 -6.7269  2.2624  0.3985\n",
      "0.11    -6.8181  0.0018  0.8885  0.0088  0.0080 -0.0169  0.0025 -0.0025 -0.0953  0.0014 -0.0014  0.0392 -0.0392 -5.9219  1.9663  0.3326\n",
      "0.17    -5.9842  0.0017  0.8115  0.0160  0.0141 -0.0301  0.0025 -0.0025 -0.2138  0.0014 -0.0014  0.0919 -0.0919 -5.3612  1.7363  0.2831\n",
      "0.23    -5.3208  0.0017  0.7473  0.0235  0.0200 -0.0435  0.0025 -0.0025 -0.3626  0.0014 -0.0014  0.1595 -0.1595 -4.9679  1.5521  0.2446\n",
      "0.29    -4.7923  0.0016  0.6935  0.0306  0.0255 -0.0560  0.0026 -0.0026 -0.5252  0.0014 -0.0014  0.2346 -0.2346 -4.6974  1.4047  0.2146\n",
      "0.34    -4.3675  0.0016  0.6482  0.0369  0.0301 -0.0670  0.0026 -0.0026 -0.6876  0.0014 -0.0014  0.3103 -0.3103 -4.5109  1.2861  0.1909\n",
      "0.40    -4.0236  0.0016  0.6099  0.0424  0.0338 -0.0762  0.0026 -0.0026 -0.8398  0.0014 -0.0014  0.3818 -0.3818 -4.3797  1.1900  0.1720\n",
      "0.46    -3.7433  0.0015  0.5775  0.0469  0.0367 -0.0836  0.0026 -0.0026 -0.9758  0.0014 -0.0014  0.4461 -0.4461 -4.2840  1.1118  0.1568\n",
      "0.52    -3.5136  0.0015  0.5498  0.0505  0.0389 -0.0894  0.0026 -0.0026 -1.0929  0.0014 -0.0014  0.5018 -0.5018 -4.2106  1.0478  0.1445\n",
      "0.57    -3.3247  0.0015  0.5262  0.0534  0.0404 -0.0938  0.0026 -0.0026 -1.1910  0.0014 -0.0014  0.5486 -0.5486 -4.1513  0.9952  0.1344\n",
      "0.63    -3.1687  0.0015  0.5061  0.0555  0.0414 -0.0970  0.0026 -0.0026 -1.2713  0.0014 -0.0014  0.5871 -0.5871 -4.1012  0.9518  0.1263\n",
      "0.69    -3.0396  0.0014  0.4889  0.0572  0.0421 -0.0992  0.0026 -0.0026 -1.3360  0.0014 -0.0014  0.6184 -0.6184 -4.0575  0.9160  0.1196\n",
      "0.75    -2.9326  0.0014  0.4742  0.0584  0.0424 -0.1007  0.0027 -0.0027 -1.3875  0.0014 -0.0014  0.6434 -0.6434 -4.0188  0.8863  0.1141\n",
      "0.80    -2.8438  0.0014  0.4616  0.0592  0.0425 -0.1017  0.0027 -0.0027 -1.4281  0.0014 -0.0014  0.6632 -0.6632 -3.9843  0.8617  0.1096\n",
      "0.86    -2.7700  0.0014  0.4508  0.0598  0.0425 -0.1023  0.0027 -0.0027 -1.4600  0.0014 -0.0014  0.6789 -0.6789 -3.9534  0.8412  0.1059\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": "code",
   "execution_count": 67,
   "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 12: Produced species generation rate density history at start-up.\n"
     ]
    }
   ],
   "source": [
    "'''Produced species generation rate density'''\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "ids, quant_produced = stg.g_vec_history(produced=True) # mole/m^3-s\n",
    "\n",
    "quant_produced.plot(title='Produced 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_produced.unit+']', legend=list(np.array(stg.rxn_mech.species_names)[ids]), show=True, figsize=[10,3], error_data=False)\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Produced species generation rate density history at start-up.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "Overview of Species Generation Rates Density at Start-Up.\n",
       "\n",
       "<h4>Key points</h4>\n",
       "\n",
       "- Time series spans t = 0 … 48.1638 s with generation rates in mM/s for 16 ordered species (indices 0–15).\n",
       "- Several species show persistent production (positive rates) or consumption (negative rates); most rates evolve monotonically over the recorded interval.\n",
       "- Largest magnitudes: H₂O(a) and [C₄H₉O]₃PO(o) are the dominant consumption terms; UO₂[NO₃]₂·[[C₄H₉O]₃PO]₂(o) and its counterpart UO₂²⁺(a) show large, opposite-signed changes, indicating a strong coupling.\n",
       "\n",
       "<h4>Per-species time-evolution (mM/s)</h4>\n",
       "\n",
       "- H₂O(a): starts −9.29682, rises (less negative) monotonically to −2.84377 at 48.16 s — strong net consumption whose magnitude decreases with time.\n",
       "- H₂O(v): starts 0.00192554, decreases slowly to 0.00141653 — small positive vapor production, slightly decaying.\n",
       "- H₂O·[C₄H₉O]₃PO(o): starts 1.09551, decreases monotonically to 0.461584 — positive production declining over time.\n",
       "- HNO₃·[C₄H₉O]₃PO(o): near 0 at t=0 (5.38e-06), increases monotonically to 0.0592107 — growing production.\n",
       "- HNO₃·[[C₄H₉O]₃PO]₂(o): near 0 at t=0 (5.29e-06), increases to 0.0425051 — similar increasing production (smaller than the single adduct).\n",
       "- H⁺(a): near 0 at t=0 (−1.07e-05), becomes more negative to −0.101716 — increasing net consumption of H⁺ over time.\n",
       "- N₂(a): small positive, 0.00242574 -> 0.00265994, slight monotonic increase (production).\n",
       "- N₂(v): equal-and-opposite to N₂(a), −0.00242574 -> −0.00265994 (vapor sink mirrors aqueous source).\n",
       "- NO₃⁻(a): −1.288e-05 -> −1.42812, monotonic increase in consumption magnitude (notable growth in sink).\n",
       "- O₂(a): 0.00139164 -> 0.00142364, small positive slowly increasing (production).\n",
       "- O₂(v): −0.00139164 -> −0.00142364, equal-and-opposite to O₂(a) (vapor/aqueous exchange).\n",
       "- UO₂[NO₃]₂·[[C₄H₉O]₃PO]₂(o): 1.1059e-06 -> 0.663201, marked monotonic production (large increase).\n",
       "- UO₂²⁺(a): −1.1059e-06 -> −0.663201, mirror consumption corresponding to the UO₂ complex formation.\n",
       "- [C₄H₉O]₃PO(o): −7.83553 -> −3.98427, large consumption that weakens (less negative) over time.\n",
       "- [H₂O]₂·[[C₄H₉O]₃PO]₂(o): 2.64031 -> 0.861679, positive production decreasing substantially.\n",
       "- [H₂O]₆·[[C₄H₉O]₃PO]₃(o): 0.486462 -> 0.109569, positive production decreasing to a small value.\n",
       "\n",
       "<h4>Extrema and notable couplings</h4>\n",
       "\n",
       "- Largest absolute negative rates at t=0: H₂O(a) (−9.30) and [C₄H₉O]₃PO(o) (−7.84). By t≈48 s both approach ~−3 to −4 mM/s.\n",
       "- UO₂ complex (index 11) and UO₂²⁺(index 12) form a strongly coupled pair with nearly equal and opposite rates, indicating transfer/complexation converting free UO₂²⁺ into the solvate complex.\n",
       "- Vapor/aqueous pairs N₂(a)/N₂(v) and O₂(a)/O₂(v) show small, equal-and-opposite rates (exchange between phases).\n",
       "- NO₃⁻(a) consumption grows steadily and becomes a non-negligible sink (≈−1.43 mM/s by 48 s).\n",
       "- H⁺(a) becomes increasingly consumed (more negative), suggesting acid removal or neutralization processes increase over time.\n",
       "\n",
       "<h4>Concise interpretation</h4>\n",
       "\n",
       "- The start-up interval shows a transition from stronger initial consumption of bulk species (notably H₂O(a) and [C₄H₉O]₃PO(o)) toward diminishing consumption magnitudes, while complexation (UO₂ complex formation) and nitrate consumption ramp up. Small vapor–aqueous exchanges (H₂O, N₂, O₂) persist with near-constant, low-magnitude rates. Overall dynamics are monotonic for almost all recorded species over the interval."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 7453\n"
     ]
    }
   ],
   "source": [
    "if cortix_ai:\n",
    "    issues = '+ Title your reponse as: Overview of Species Generation Rates Density at Start-Up.'\n",
    "    cortix_ai.explain(quant=quant, issues=issues, markdown_header_level='<h4>', markdown_display=markdown_display, save_supporting_info=db_save, print_prompt=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Mass Balance Residual\n",
    "\n",
    "This is actually the total mass generation rate density (mixing volume) residual; a small number in view of total mass conservation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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jSgDYEoW0N/31r3+Nt99+OyIiqlatGv379y/xSSwAFI583pvWDZjstddeERGxatWqePXVV+O0006LXXbZJYqLi6Nu3brRpk2bOOWUU+Jvf/tb2t8FAlA48nlfOvbYY6O4uDjVHj58ePz73//e7Lhx48bFCy+8kGoXFRXFGWeckbG6AKiYZCAqLkFIgDKwdOnSmDx5clrfDjvsUKo51n3+q6++2uq6NjRPaeva0JhM1QZAduTzvrSlFixYEM8//3xa39FHH52jagAorULam2bMmBHXXHNNqn3ttdfG7rvvnpW1AMidfN6b5s+fH19//XWqXbly5WjRokWMHz8+Dj744Dj66KPjH//4R3z99dexZMmSmD9/fowbNy6ee+65OPfcc6NNmzbxxBNPZKQWAMpGPu9LERF169aN3/72t2l9J5544iZPhhw7dmwcffTRsWLFilTfrbfeGo0aNcpYXQBUTDIQFVeVXBcAUBHMmTMn7ajkqlWrlvobue233z6tPWvWrIzUtu48zZo1K/Uc22+/fdrGn6naAMiOfN6XttStt94aixYtSrUbNmwYxx57bA4rAqA0CmlvuuSSS2LevHkREdGmTZv4/e9/n5V1AMitfN6bxo8fn1ZbrVq1YsyYMdG5c+eYP3/+ZsdPnz49fv7zn8fo0aPj9ttvz0hNAGRXPu9La1133XUxevToePrppyNizS+RHXDAAXHMMcdEt27dokWLFpFIJGLatGnx9ttvx4svvhgrV65MG3/VVVdltCYAKiYZiIpLEBKgDPw0mBERUaNGjVJfm/bTKwU2NOeWWneeddcpiWzVBkB25PO+tCVGjBgRd999d1rf73//+7RrCwDIb4WyNz377LMxcODAVLtfv35RVFSU8XUAyL183pvWBvLXSiQSceyxx6ZCkDVq1IgzzjgjDjnkkGjQoEHMnTs33n333Xj66adj6dKlqXF33HFHbL/99vHLX/4yI3UBkD35vC+tValSpXjyySejc+fO0adPn5g9e3asWrUqBg8eHIMHD97ouAMPPDD69OkTRxxxREbrAaDikoGouFyNDVAG1t0Ut+QHZdWrV9/knFsqn2sDIDvK03/7Z82aFaeddlqsWrUq1bfPPvvEZZddlpN6ANgyhbA3zZ07Ny0ocs4550SXLl0yugYA+SOf96Z1g5A//PBDTJgwISIiOnbsGGPHjo3+/fvHWWedFUcffXScddZZ8de//jXGjBkT7dq1Sxt7zTXXpF2zDUB+yud96acSiURceuml8fHHH5fotpYDDzwwrrrqKt9bAZBRhbJvknmCkABlYNmyZWntatWqlXqObbbZJq3909/e3hr5XBsA2VFe/tu/fPnyOP7442PKlCmpvlq1asXTTz8dlStXLvN6ANhyhbA3XXnllakrcBo1ahR9+/bN6PwA5Jd83ps29gO4Zs2axRtvvBHNmzff4OstW7aMt956K5o0aZLqW758uT0NoADk8770U4sXL45f//rXsfPOO8crr7yy2eeHDx8eJ5xwQuy+++7xn//8J+P1AFAxFcq+SeYJQgKUgXV/w2DFihWlnmP58uWbnHNL5XNtAGRHefhv/+rVq+PMM8+MESNGpPoqV64cTz31VLRu3bpMawFg6+X73vTqq6/Gk08+mWrfc889Ub9+/YzND0D+yee9aWPz/PGPf4x69eptcmzDhg3j9ttvT+t74okn/FAPIM/l87601vTp06NTp05xzz33pPaVXXbZJR588MH48ssvY9GiRbFkyZL49ttvY8CAAdGxY8fU2C+//DIOPvjgGDhwYEZrAqBiKoR9k+wQhAQoAzVr1kxrr/sbCCWx7l9Grjvnlsrn2gDIjvLw3/5LLrkknn/++VQ7kUhE//79o0ePHmVaBwCZkc9708KFC+Oiiy5KtY866qg444wzMjI3APkrn/emDc1Tv379OPHEE0s0/tRTT406deqk2suWLYuRI0dmpDYAsiOf96WINfV069Ytvvzyy1Tf+eefH5999llcfPHFscsuu0RxcXFUr149dtxxx+jdu3d8+OGH8bvf/S71/I8//hinn356jB07NmN1AVAx5fu+SfYIQgKUgXU3xSVLlkQymSzVHIsXL97knFtq3XnWXackslUbANmRz/tSSVx//fXRr1+/tL677rorzjnnnDKrAYDMyue96brrrovJkydHRESNGjXiL3/5S0bmBSC/5fPetKF5DjjggKhatWqJxhcVFcW+++6b1vff//43I7UBkB35vC9FRNxxxx0xevToVPvwww+Pfv36bfIq0kQiEbfeemucddZZqb5ly5bFVVddlbG6AKiYZCAqLkFIgDLQsGHDSCQSqfbKlStj1qxZpZpj2rRpae1GjRplpLZ155k6dWqp58hWbQBkRz7vS5tz++23r3eN24033hi/+tWvymR9ALIjX/emCRMmpAUf+/TpEy1bttzqeQHIf/m6N0VENG7ceL2+nXfeuVRz7LLLLmnt0n5tAJStfN6XVq1aFffff39a36233hqVKpUsinDbbbelPTtkyJCYMmVKRmoDoGKSgai4BCEBykD16tWjefPmaX1rTxQpqXWf33XXXbe6roj1/9JzS765XHdMpmoDIDvyeV/alAceeCCuv/76tL4rrrgi+vTpk/W1AciufN2b5s+fn3bKyjXXXBOJRGKzH+vuTY899lja63Xr1t3q2gDIrnzdmyIidtppp/VO2Kpdu3ap5lj3+R9++GGr6wIge/J5X/rss89izpw5qXbDhg1j//33L/H4HXbYIfbaa69UO5lMxrBhwzJSGwAVkwxExSUICVBG1t0Yx4wZU6rxY8eO3eR8W6pFixZRvXr1VHvx4sUxadKkEo+fNGlSLFmyJNUuLi6OHXbYISO1AZA9+bovbczjjz8ev/zlL9P6zj333Ljnnnuyui4AZafQ9iYAyr983ZsqV6683gmQy5cvL9Ucy5YtS2vXqFFjq+sCILvydV+aMGFCWrtly5Zpp1eWRKtWrdLa657CBQClIQNRcQlCApSR9u3bp7VHjBhR4rEzZsyIiRMnptpVq1aN3XbbLSN1JRKJaNeu3RbXNnz48LR2u3btSv0NLgBlL1/3pQ154YUX4txzz007keuUU06J/v3723MAypFC2psAqBjyeW/q0KFDWvu7774r1fh1r1Nt0KDBVtcEQHbl6760bhi/SpUqpZ6jatWqae1Vq1ZtVU0AVGwyEBWXICRAGTn22GPT2m+++WZaoGNTXn/99bR2ly5dombNmlmr7Y033ijx2HWf7dGjR0ZqAiC78nlf+qlXX301zjjjjLS//DzmmGPiySefjEqVfDsDUJ7k497UunXreOONN0r9cdZZZ6XN061bt7TXBw0atNW1AZB9+bg3rXXccceltT/66KNSjV/3+XWvjgMg/+TrvrRumH769OmlnmPdEyC33XbbraoJAGQgKqbS/zoGAFukc+fO0bBhw5gzZ05ERIwfPz6GDh0aXbp02ezYRx55JK3ds2fPjNZ23HHHxQ033JBqP/fcc/GnP/1ps98EL1y4MJ577rms1gZAduTzvrTWu+++GyeeeGKsWLEi1delS5d4/vnn1/stcQAKXz7uTTVr1owjjzyy1OOGDRuW1t5uu+22aB4Acisf96a1jjrqqCgqKkpdcf3ZZ5/FN998E23atNns2NGjR693Pephhx2W0foAyLx83ZdatmyZ1p48eXJ8++23sdNOO5Vo/MKFC+PDDz9M6yvpWADYGBmIiskRKgBlpFKlSnH22Wen9fXp02ezv6331ltvxfvvv59q16pVK0455ZSM1tauXbvYZ599Uu1FixbFnXfeudlxd955ZyxevDjV3n///V0/B1Ag8nlfioj473//Gz169IilS5em+vbff/8YPHhwFBUVZXw9AHIv3/cmACqefN6biouL48wzz0zru/XWW0s09pZbbklrH3roodGoUaOM1QZAduTrvrTzzjtHs2bN0vr69u1b4vF333132vXaNWrUiP333z9j9QFQMclAVEyCkABl6De/+U3abxi8++67cccdd2z0+WnTpsX555+f1nfFFVdEw4YNN7lOIpFI+xg6dOhma1v3L0Bvv/32eO+99zb6/IZqL+lftgKQH/J1Xxo9enQcddRRsXDhwlRf+/bt49VXX83aFdwA5Id83ZsAqLjyeW+66aab0n5R7PHHH49HH310k2MefPDBePbZZ9P6rr/++s2uBUB+yNd9ad1wfr9+/eLxxx/f5JiIiJdffnm9ny2ddtppsc0222x2LAAViwwEJSEICVCGGjZsGL/97W/T+q6//vq45JJLYvr06am+1atXx8CBA6Nz584xceLEVH/Tpk3jqquuykptRx11VHTr1i3VXrlyZXTv3j3uu+++WLJkSap/8eLFce+998ZRRx0VK1euTPUfffTRccQRR2SlNgCyIx/3pRkzZkS3bt1i7ty5qb7i4uK49tpr47///W+8+eabpfoAoLDk494EQMWWz3tTs2bN4je/+U1a3/nnnx+XXXZZTJkyJa1/8uTJcfHFF8dll12W1n/66adH9+7ds1IfAJmXr/vStddeG/Xr10+1k8lk9O7dO84555wYPXr0es+PGzcufvnLX0avXr3ixx9/TPXXqFEjbrzxxozXB0B2DR8+fIM/o/noo4/Snlu2bNlGf54zZsyYjNclA1HxJJKbOysbgIxavXp19OzZM1555ZW0/sqVK0eLFi2iTp06MWHChJg3b17a69WrV4833ngjDjzwwM2ukUgk0trvvPNOHHbYYZsd991338UBBxwQEyZMWG/tHXfcMZLJZIwfPz6WLVuW9vpOO+0U//73v2Pbbbfd7BoA5Jd825eGDh0aXbp0KdXXsCm+3QEoPPm2N22Jm2++Ofr06ZNq9+7dOwYMGJCx+QEoW/m8N61atSp69eq1Xm2JRCJatWoVDRo0iLlz58b48ePXG9uhQ4d49913nbwPUGDydV967733olu3bmnXXK/VqFGjaNasWSQ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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: Total mass generation rate density residual history at start-up.\n"
     ]
    }
   ],
   "source": [
    "'''Mass balance residuals'''\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "quant = stg.mass_balance_residual_history()\n",
    "\n",
    "quant.plot(title='Total Mass 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+']', markers_only=True, legend=['Residual'], show=True, figsize=[10,3])\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Total mass generation rate density residual history at start-up.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<h4>Total Mass Generation Rate Density Residual at Start-Up.</h4>\n",
       "\n",
       "<h4>Summary</h4>\n",
       "\n",
       "The table reports the total mass generation rate density (unit: g/L-s) sampled at eight uniformly spaced times during start-up (0 to 48.1638 s). The reported residuals are numerically very small (≈10⁻¹⁶ g/L-s).\n",
       "\n",
       "- Rows: 8 samples (index 0–7)\n",
       "- Time column: 0.0000 s to 48.1638 s, uniform step 6.88054 s\n",
       "- Dependent column: Total Mass Generation Rate Density [g/L-s], values near zero (both negative and one exactly 0)\n",
       "\n",
       "<h4>Exact values inspected</h4>\n",
       "\n",
       "- time [s]: 0, 6.88054, 13.7611, 20.6416, 27.5221, 34.4027, 41.2832, 48.1638\n",
       "- Residuals [g/L-s]: -9.72953e-17, -3.64292e-17, -1.17961e-16, -6.93889e-17, -1.11022e-16, -2.498e-16, 0, -8.32667e-17\n",
       "\n",
       "<h4>Descriptive statistics (all samples)</h4>\n",
       "\n",
       "- Count: 8\n",
       "- Minimum: -2.4980e-16 g/L-s (largest magnitude residual)\n",
       "- Maximum:  0.0000e+00 g/L-s\n",
       "- Mean:    -9.56e-17 g/L-s (≈ -9.6×10⁻¹⁷)\n",
       "- Median:  -9.03e-17 g/L-s (average of central pair)\n",
       "- Standard deviation: ≈ 6.9e-17 g/L-s\n",
       "\n",
       "<h4>Interpretation</h4>\n",
       "\n",
       "- All reported residuals are on the order of 10⁻¹⁶ g/L-s, i.e., effectively zero at typical numerical precision; signs alternate negative with one exact zero in the dataset.\n",
       "- The minimum value (-2.498e-16 g/L-s) sets the largest observed deviation from zero; the spread (std ≈ 6.9e-17 g/L-s) quantifies the small numerical scatter about the mean.\n",
       "- Time sampling is uniform with Δt = 6.88054 s, covering ~48.16 s of start-up history."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 5304\n"
     ]
    }
   ],
   "source": [
    "if cortix_ai:\n",
    "    issues = '+ Title your reponse as: Total Mass Generation Rate Density Residual at Start-Up.'\n",
    "    cortix_ai.explain(quant=quant, issues=issues, markdown_header_level='<h4>', markdown_display=markdown_display, save_supporting_info=db_save, print_prompt=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Steady-State Simulation\n",
    "\n",
    "Pick up from where it left from the past `run()` and continue to a longer 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": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "end_time += 5 * stg.flow_residence_time_avg\n",
    "time_step = 5 * stg.flow_residence_time_avg / 15\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": 72,
   "metadata": {
    "tags": [
     "scroll-output"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[14410] 2025-12-02 14:10:18,229 - cortix - INFO - Launching Module <solvex.stage.Stage object at 0x7fba0fe1ead0>\n",
      "[16691] 2025-12-02 14:10:20,025 - cortix - INFO - Stg-1::run():time[m]=0.9\n",
      "[16691] 2025-12-02 14:10:20,652 - cortix - INFO - Stg-1::run():time[m]=3.7\n",
      "Total mass rate density (mixture volume) residual [g/L-s]= -2.77556e-17\n",
      "total mass inflow rate [g/min]   = 7.419e+02\n",
      "total mass outflow rate [g/min]  =  7.417e+02\n",
      "\t net total mass flow rate [g/min] = -1.590e-01\n",
      "[16691] 2025-12-02 14:10:20,852 - cortix - INFO - Stg-1::run():time[m]=5.2 (et[s]=0.8)\n",
      "[14410] 2025-12-02 14:10:21,074 - cortix - INFO - run()::Elapsed wall clock time [s]: 930.82\n",
      "[14410] 2025-12-02 14:10:21,074 - 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",
      "[14410] 2025-12-02 14:10:21,075 - cortix - INFO - close()::Elapsed wall clock time [s]: 930.82\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": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''Recover stage'''\n",
    "stg = system_net.modules[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Organic Phase Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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fayhcuLAWLFggT09Pu8/l5eWl+fPny9nZ2Trf7t27tXDhQrvP5QiBgYHq2bOnEhISrPv8/f21YMEC62dylFKlStkU5MTHxys0NDRTY5w/f95m29fX1y7ZACCvGD58uDZt2qTIyEitWLFCw4YNU506dWSxWLRnzx5NmjRJ7dq1k5eXlzp06KApU6Zo//79SkpKMjs6AAAAkKt8//332r59uwzD0KhRo3Tfffdp1KhRslgs2rFjh2bPnm12RORRV69elST5+PiYnAQAAABAfsRSACbq0qWL9aGHKlWqmJwmdW3atFHlypXNjgEAAAAAAPK4KVOmyDAMa1eWoUOHqlGjRg6br2nTphoyZIimTp1qnXfy5Ml6+umnHTanPezatUtdunTRzZs3rfseffRRLV26VC4uLg6f383NTRUrVtSZM2es+86ePavSpUtneIyzZ8/abNesWdNu+QAgL3F3d1fnzp3VuXNnSdKFCxe0bt06rVu3TmvXrtWlS5e0Zs0arVmzRtLtosZ27drJ399f/v7+Kl++/D3nuLsreXR0tPVhM0kKDw/XrVu3bM7x9vZmUSMAAADkepGRkRo1apQkqXz58nr99dclScOGDdP06dN17tw5jRo1St27d5eXl5eZUZEHJXfSoUgHAAAAgCNQpGOiZcuWmR3hnj777DOzIwAAAAAAgDwuODhYR44csS5W4uHhoTFjxjh83rFjx2r27NnWH7rv3btXhw8fVu3atR0+d1YcOHBAHTt2VExMjHVfgwYNtGrVKhUrVizHctSsWdOmSOfw4cNq0qRJhs8/cuRIivEAAFK5cuXUt29f9e3bVxaLRYcOHdLatWu1bt06bdq0SaGhoVqwYIEWLFgg6fbfn+3bt5e/v79at26tEiVKpBgzuSt5ZoSGhvIgGgAAAHK9t99+WxERETIMQx988IFcXV0lSa6urvrggw80YMAARURE6O2339aMGTNMTou8hk46AAAAAByJpdIAAAAAAADgUPPmzZMkaxedgQMHqnjx4g6ft0SJEho4cKAsFot139y5cx0+b1YcO3ZM/v7+unLlinVfrVq19Oeff8rDwyNHszz44IM229u3b8/wuRcvXtTp06et24ULF861RVEAkBHe3t4KDQ3N1Mvb2/ue4xqGoQceeEBvvPGGVq5cqcjISG3cuFHvvvuuHnroITk5Oeno0aP66quv1LVrV5UsWVLNmzfXuHHjtG3bNsXHx+fApwcAAADMsXPnTs2ePVuGYahu3brq16+fzft9+/ZV/fr1ZbFYNHv2bO3atcukpMirKNIBAAAA4EgU6QAAAAAAAMChAgMDrV10JKl///45NveAAQMk3X4Y2mKxaN26dTk2d0adOXNG7du3V2hoqHVflSpVtHbtWlMeFHjiiSdsttetW2dT6JSeNWvW2Gy3adNG7u7udssGADnNyclJPj4+mXo5OWX+Ry8uLi5q1aqVxo8fr507dyo8PFyLFy/Wf/7zH1WvXl2JiYnatm2bAgIC1Lx5c3l7e6tr166aOXOmAz41AAAAYJ6kpCS9+uqr1nsRkyZNSnGMYRjW/RaLRYMGDcrwvQtAkrXzNkU6AAAAeYNhGDIMI0d/zuwIp0+ftn6WcePGmR0HDkSRDgAAAAAAABzmxo0b+vvvv63b1apVU82aNXNs/po1a6p69erW7YMHDyouLi7H5r+Xixcvql27dgoJCbHu8/Pz0/r16+Xn52dKpkcffVSlSpWybp88eVIbN27M0Lnff/+9zXbXrl3tGQ0ACgwvLy/16NFD33zzjY4fP65Tp05pxowZ6tmzp0qWLKno6Gj99ttvevfdd82OCgAAANjVl19+qf3798swDLVp00aPP/54qsd16NBB7dq1k8Vi0b59+/Tll1/mcFLkZcmddHx9fU1OAgAA8qPVq1dr0KBBqlevnnx8fOTi4qLSpUurYcOGGj58uLZu3Wp2RGTBuHHjrAU2d7+KFCmismXLql27dpo0aZIuX75sdlyYjCIdAAAAAAAAOMy+ffuUmJgo6fYKR82bN8/xDM2bN7euppqQkKB9+/bleIbUREZGyt/fX//++691n4+Pj9auXasqVaqYlsvJySnFKlQBAQH3XJF2/fr12rJli3W7ePHievrppx0REQAKnMqVK+uzn1ZpAACNj0lEQVTll1/WwoULFRYWpj179mjixImm/H8VAAAAcKQePXro//7v/yRJn3zySbrHfvLJJ3JyclKPHj3UvXv3nIiHfIJOOgAAwBH27Nmjhx56SB07dtQ333yjgwcPKjw8XPHx8QoNDdXevXs1depUtWjRQh06dNCJEyfMjgw7uXXrli5duqQNGzZo9OjRuv/++7Vo0SKzY8FEFOkAAAAAAADAYe7sECMpR7vopDXn2bNnczzD3aKjo/X444/r0KFD1n2enp5as2aNatWqZde57l7VqXXr1vc85+2335a7u7t1e9OmTfr444/TPP78+fN66aWXbPa9/vrrNh15AAD24eTkpEaNGmnUqFFasmRJps//4YcftH37dsXExDggHQAAAJA9FSpU0MKFC3X48GE1aNAg3WMffPBBHTp0SIsWLVKFChVyKCHyA4p0AACAvS1dulQtW7ZUUFCQJOmBBx7Q5MmTtW7dOv31119as2aNAgICVK1aNUnSmjVr9PDDD2vbtm1mxs4zLBaLLBaL5syZY3YUSdL48eN18OBB62v37t366aef1LJlS0m3Ozc+99xz2rx5s8lJYZZCZgcAAAAAAABA/nXlyhVJt2+cGoahcuXK5XiGu+dMzmSmLl26aPfu3Tb7hg8frvDwcK1bty5TYzVq1EheXl72jKdSpUrpnXfe0TvvvGPdN3r0aJ09e1bvvfee9dc0KSlJv/32m15//XWb4qdy5crpzTfftGsmAIB9vP3225Jud7irXr26HnzwQdWvX18PPvigHnzwQZUrV06GYdhtvqSkJEVERGTqHG9vbzk5sc4cAABAQXb//ffb9TjgTlevXpVEkQ4AAPZUkO8DBgUFqVevXoqPj5dhGJo0aZLefPNNOTs72xzn7++vUaNG6Z133tGnn36qiIgIPfnkkwoODlblypXNCY8s8fPz0wMPPGCzr3Hjxnr++ef1yiuvaObMmUpISNDo0aMpxCqgKNIBkOPu9c1YeHh4DqYBAAAAADhSVFSUzXbRokVzPEPynMkPHOeGIp2NGzem2Pf+++9naazAwMAMdcfJrLffflvbt2/XihUrrPu++eYbzZgxQ5UqVZKHh4dOnTqV4vfYzc1NCxculKenp90zAQCyr23btjpy5IguXryo48eP6/jx41q0aJH1fW9vb2vBTnIBT82aNVW4cOEszRcRESFfX99MnRMaGsrDcgAAAAAcIikpSdHR0ZIo0gEAwJ4K6n3AuLg4PfPMM4qPj5ckTZkyRcOHD0/zeBcXF02ZMkWJiYn6/PPPdeXKFfXp00dbtmzJqchwIMMwNGXKFM2dO1e3bt3Sjh07FBERIW9vb7OjIYfl/fJDpOnatWv6448/9PXXX2vSpEmaNWuWVqxYobCwMLOjoYBL/mYsrVft2rXNjggAAAAAsJPExESb7WvXruV4hrvnvDsTUufk5KRFixbpmWeesdmfmJiokydPau/evSkKdLy9vbVq1So1a9YsB5MCADLjv//9ry5cuKDLly9rzZo1mjx5sp5//nnVqVNHzs7OioiI0Pr16/Xpp5+qT58+qlevntzd3dWoUSO9+OKLmjZtmjZv3mxdeRoAAAAA8pKYmBglJSVJut1NGgAAIDvmzZunU6dOSZKaN2+uN954I0PnTZw4UdWrV5ckbd26VYGBgSmOGTdunAzDkGEYOn36tBITEzVz5ky1a9dOZcuWlYuLi1q0aJHivB07duiZZ56Rn5+fXF1d5efnpy5dumjVqlWSpDlz5ljHTW1hQUn6559/NHnyZD355JOqWrWqihUrJhcXF5UpU0bt27fX559/rpiYmHQ/Y//+/a3zSFJCQoK+/fZbNW/eXN7e3ipSpIiqV6+u1157TSEhIemOlTxO//790z0uISFB8+bNU8+ePVW5cmUVK1ZMrq6uqlChgjp16qTPPvtMly5dSneM7CpRooS1y47FYtHp06fTPf7QoUMaOHCgqlatqiJFiqhkyZJq27atfv75Z1kslnTP3bt3rz744AM99thjqlixotzc3FSkSBH5+fnpiSee0OzZsxUXF3fPzEeOHNHrr7+uBx98UB4eHipcuLBKlSqlGjVqqEOHDpo8ebKOHTuW7hhHjx7VG2+8ofr166tkyZJydXVVuXLl9OSTT2revHkF7mf0dNLJpW7evKlVq1bp8OHDunjxolxcXFStWjU99thjqlGjRrrnnj59Wu+//75++eUXJSQkpHjfyclJjzzyiF5//XU99dRTjvoIAAAAAAAAKTrnmLF4SHLHVovFIsMwTOnmk1cVKVJECxYs0P/93/9p/Pjx2rdvX6rHFStWTP369dPYsWMzvUoaAMAcvr6+8vf3l7+/v3XfjRs3dOjQIe3fv1/79u3Tvn37tH//fkVHRys4OFjBwcE2Y1SuXDlF151KlSpZf+gKAAAAALlN8oIDHh4ecnFxMTkNAADI62bOnGn9+q233srwvdEiRYrotdde07Bhw6zjtGnTJs3jo6Ki9Oyzz2rnzp3pjhsQEKCAgACb4o4LFy7owoUL+v333zVkyBA1bNgw3TH27dunBg0apPre5cuXdfnyZa1fv16ff/65fvvtN9WrVy/d8aTbi/s/8cQTKfL/+++/+vrrr7VgwQKtW7cuzXkzYv/+/erZs6eOHz+e4r2QkBCFhITojz/+0IEDBzRnzpwsz5MRhQr9r0QjveKU2bNna9CgQbp165Z1361btxQYGKjAwECtW7dOs2fPTvXcZcuWqXv37qm+l/x7vnLlSk2bNk2//fabKlasmOqx3333nV577bUUNQcRERGKiIjQ8ePHtWbNGh04cEDz5s1LcX5SUpLeeecda4eoO128eFErVqzQihUr9OWXX2rp0qUqV65cmr8e+QlFOrlMfHy8AgICNG3aNF2/fj3VYzp16qTp06erQoUKKd5btmyZ+vfvr+jo6DSr5xITE7V161Zt27ZNjz/+uH788UdWhkCud/jw4XSvU1rBAQAAAEDulNyiPvmGtKNXJkrNxYsXbbZzw32Qe616ZE/jxo3TuHHjsjXGU089paeeekonTpzQrl27dP78ecXFxcnT01O1atVSs2bNVKRIEfsEBgCYxs3NTY0bN1bjxo2t+5KSknT69Gmbop19+/bp7NmzOn36tE6fPq1ly5ZZj/f09FT9+vVtinYAAAAAILdI7rrNcyYAACC7YmJitGfPHkm3i246deqUqfN79OhhLdJJq6NNsgEDBmjfvn3q3r27evfurcqVKysiIkL79++3HjNjxgzrzwSLFSumN954Q/7+/nJzc9OhQ4c0depUffnll3rkkUfSnSshIUEuLi567LHH1K5dO9WuXVulSpVSbGyszp49q0WLFmn58uU6c+aMnnjiCe3fv19eXl7pjtm9e3ft3r1bAwYMUI8ePeTn56fLly9r1qxZWrx4sSIjI/Xss8/q0KFDcnZ2vuev3d327dun5s2bW5+9b926tfr06aNatWrJ1dVVFy5c0K5du7RkyZJMj51ZcXFxOnz4sHXbz88v1ePWrl2rnTt3qmrVqnr99dfVqFEjFSpUSDt27ND48eMVFhamH374Qe3atdPzzz+f4vyEhAS5u7urY8eOat26tWrWrCkvLy9dvXpVp0+f1ty5cxUYGKj9+/erW7du2rVrl5ycnGzG+PvvvzV48GAlJiaqZMmSGjhwoFq1aiUfHx8lJibqwoUL+uuvv7Rq1ao0C9AGDhyo77//XpJUr149DRw4UNWrV5ePj49CQkL066+/at68eQoKClLHjh21Y8eOArGoJkU6uUhERITat2+vAwcOpPugxsqVK9WwYUOtW7dO9evXt+5ftWqVnn76aWslW3rVmBaLRRaLRatXr1b79u21YcMGlSxZ0n4fBrCzUqVKWR/sAgAAAADkHZUrV7Z+bbFYtGnTphzPsHnzZhmGYb3fcmcmZE716tVVvXp1s2MAAHKQk5OTqlatqqpVq6pHjx7W/ZGRkdq/f79N153Dhw8rKipKmzZtMuX/+VmVlJSkiIiITJ3j7e2d4geaAAAAyJsuXbqkuLg463ZaK0wjf0jupMMzKACAgsZisSg2NtZh46fVmOBe5zjyYf2iRYs6tOv3gQMHrM9s169fX4ULF87U+RUqVJCvr69CQ0N18eJFXbp0SWXKlEn12H379umzzz7TG2+8Yd2XmJioJk2aSLp9v3bkyJGSpOLFi2vLli02z5g3adJEzz33nDp37qx169alm6t69eo6d+6cfH19U33/ueee059//qlOnTrp3Llz+vrrr/Xee++lO+b27du1bNkyPfHEEzb7H3/8cT3//PP6+eefdezYMf3xxx8pjrmX+Ph49ezZ03oNTps2TUOGDLE5pmHDhnriiSf04Ycf6uzZs5kaP7M+/fRTRUdHS5Jq1qyZZpHO9u3b1aZNG61YscLmz0GTJk3Utm1bNWrUSHFxcZo6dWqqRTrNmzfX+fPnVaJEiVTH79+/v2bOnKmBAwdq7969+uWXX/Tss8/aHLNo0SJr95v169frwQcfTDFOt27d9OGHH6Z6D/2///2vtUDnk08+0ZtvvmnzZ65hw4bq0qWLunTpoqeffloHDhzQ1KlT9e6776aaOT+hSCeXuHHjhjp06GCtaLxXgU1ERIQ6deqkAwcOyNvbW2FhYerfv78SEhJszk2t2McwDOsxFotFBw8eVPfu3fPUD8wAAAAAAEDe8MADD9jcq9i3b5/Cw8NzrJtNRESEgoODrduGYahu3bo5MjcAAI7m7e2t0NBQ63Z0dLS2bt1q3W7evLmKFy+e4hx7KFmypNq0aaM2bdpY98XFxenIkSM2XXeCg4OtD8Fl1Pnz51WyZMksrZiYFREREWn+wDktoaGhPNQHAADgQBcuXNCiRYu0YsUKnTx5UpcuXZKbm5vKli2rJk2aqGvXrurUqVOmH4RMTceOHXXgwAFJt+8dJT9oifwpuZNObui2DQBAToqNjZW7u7vZMWxUqVLFoePHxMSoWLFiDhs/PDzc+nVaxTX3UqZMGes93vDw8DTHadasmU2Bzt0WLFigmJgYSdK7775rU6CTzMXFRT/88IOqVq2q+Pj4NMfy9PS8Z+4OHTqoS5cuWrZsmRYvXnzPIp1XX301zeKb0aNH6+eff5Z0u6NQZot0FixYoBMnTki63XHo7gKduzmiKP/mzZs6duyYvvvuO3377bfW/WPGjEnzHFdXV82bNy/VQrUHHnhATz75pBYvXqzg4GBdu3YtRTFORq65l19+WdOnT9e+ffu0ePHiFEU6ly9flnT79zy1Ap07pfazhQ8//FDS7WKrt956K81z/+///k/du3fXkiVLNHPmTIp0kHPGjx+v4ODgDBfYWCwWXbp0SaNHj9aMGTP08ccfKzw83Kb4pkaNGurYsaMqV66sIkWKKDQ0VDt37lRgYKBu3rxpM9bWrVs1a9YsvfTSSzn2mQEAAAAAQP5XokQJ1apVS0eOHJF0+57FvHnzrK3bHe2nn36SxWKx3jO5//7701xNCACAvMbJycmmUMTV1VUeHh7W7VKlSuXo//dcXFxUv3591a9fX/369ZN0u5ildOnSmRqnQYMGcnFxUaVKlVS1alVVqVIlxX+9vLwc8REAAABgsvj4eE2cOFEff/yxbt68Kel/z8/cuHFDkZGROnz4sH788UeVK1dOH374ofr375/teVN7Rgf5U/IiAvZawAAAABRcyd1SJKVYLCmj7jwvvcWOku+3piUwMND6dXrfH5cvX16PPfaYVq5cmeGMiYmJunz5sqKjo22Ke5LvTR88eFDx8fHpFtCnl79OnToqVqyYrl+/rn///TfDuZItW7bM+nVyNyFHGzBggAYMGJDm+4ZhaMyYMXruuefSPKZ9+/YqV65cmu8/9NBDWrx4sSwWi06dOpVq4dWd4uPjFRoaqujoaJuFB/z8/LRv3z6bhS3vfE+SoqKitGjRIvXs2TPdOe509OhRHT58WJLS/ZzJ2rRpoyVLlujMmTMKCQlR+fLlMzxXXkSRTi5w9uxZTZkyJUWBzsMPP6znn39e1apV082bN7V79259//33Cg0NtRbXzJ07V++9955mzZpl3VeqVCl9/fXXaf5BuXz5soYPH64FCxbYFOq888476tevn11WGQEAAAAAAEj2xBNP6PDhw9Z7EB999JFefPHFLN+szqiYmBh99NFH1nkNw8j0yksAACB77vzZR0Y5OzsrLi5Ox48f1/Hjx1M9xtPTM9XinapVq6pSpUpydXXNbnQAAADksNjYWHXt2lUbNmywKZq5+3ma5PfOnz+vF198UT/99JN+/PHHbD3klXz/CPkfnXQAAAVV0aJFrZ1WHCEsLCzTnXFOnTrl0G7VqXUosac7f9aZ1V/bO8+7cwGmu92ry8mhQ4ckSZUqVbrnoklNmza9Z5FOXFycZs6cqZ9//lnBwcHWAvrUJCYmKioqKt3fy1q1aqX5nmEYKlmypK5fv279Xi0z/vrrL0m3O8vUrFkz0+fbk4+Pj9q3b6+hQ4fq4YcfTvfY9H5NJNui8rR+XaKjo/XVV19p0aJF+vvvv9PtkHRn56dkzz//vCZPnqwbN27o6aefVrNmzfTkk0+qWbNmatCgQbqdqIKCgqxf9+3bV3379k3389zp4sWLFOnA8ebMmaP4+HibB0YmTZqUopqvW7duevPNN/Xkk09qx44dkm5XvQ0fPtz6h8/Hx0ebNm1K9y+Z0qVLa/78+SpTpoymTp1qvZkRERGh33//XT169HDQJ0VBkZSUpIiIiDTfT+0vegAAAABA/vXMM89o8uTJ1u2IiAiNGjVKX3/9tUPnHTVqlE3nYSljq/gAAABznTt3TnFxcTp16pROnjypkydPWr8+deqULl++rKioKO3du1d79+5Ncb5hGPLz80uzC0+ZMmXk5ORkwifLmnvdc0+Nt7d3nvqMAAAAFotFXbt21fr16yWlXex9936LxaLAwEA1aNBAP//8s/z9/R2eFXlb8gr1FOkAAAoawzDSfeA+u2JjYzN9TrFixRyaydHu/H7i4sWLWRrjzvPS6/RXsmTJdMe5cuWKJMnX1/eec96riOfChQt67LHHrIU/GXGv3/97/T4n38tMTEzM8JzJwsLCJP2vK0xOGD9+vLp27WrddnV1lZeXV6a+x8zor4mU+q/L4cOH1aFDB4WEhGRovtR+j6pWrarff/9d/fv3V0hIiLZt26Zt27ZJkgoVKqTGjRvrqaee0ksvvSRPT0+bc0NDQzM0b0az5DcU6eQC8+fPtynQGTBgQJrttkqWLKlly5bp/vvvt/6jcenSpZJu/w90+vTpGa4CnDJlijZv3mytIJSkuXPnUqSDbIuIiMjQ/+gBAAAAAAXDgw8+qBYtWmjLli3WeyDffvutKlasqLffftshc06ZMkXTp0+3uefSokWLe7YBBwAA5itUqJDKli2rSpUqqXXr1inev379uk6fPp2ieCf5v9evX1dISIhCQkK0efPmFOcXKVJElStXthbt5Pb72Vm55x4aGurQVUgBAADsbdq0aVq/fn2qRTipST4u+d5PRESEOnfurBkzZqh///6Ojos8jCIdAABgL3Xr1pWzs7MSExO1f/9+xcfHq3Dhwhk+PyQkxFroUKZMGZUtWzbNY52dnbOdN6P69u1rLdDp2LGjXnzxRdWvX19lypSRm5ubNcv777+vDz/8UFLa37fnV35+fnrggQdMmz8hIUFPPfWUtUDnueee03PPPac6derI19dXRYoUsRb59O3bVz/99FOaY7Vr104nTpzQb7/9pj/++ENbt27V8ePHlZCQoJ07d2rnzp2aOHGifv75Z3Xo0MEmQ7Kvv/5aLVu2zHD+zHbdyoso0jFZZGSkjh8/br154OzsrAkTJqR7jo+PjwYPHqwJEybYtNutW7eunnrqqQzPbRiGPvroI3Xo0ME6TnL1W27177//KigoSCEhIYqLi5OXl5dq1qypRx99VEWKFDE7HgAAAAAASMOECROsN+aS70O88847unbtmgICAlSokH1uUyUmJmrcuHGaOHFiioc67nXPBQAA5A3FihVTnTp1VKdOnRTvWSwWhYWFpVq8c/LkSZ09e1Y3b97U0aNHdfTo0SxnyMqKjgAAAEjdlStX9O6779rcy7FYLCpbtqzeeustderUSRUrVlRsbKxOnDihRYsWad68eQoNDZVhGNbzEhIS9NJLL+n69esaPHiwWR/H4Xh2JnuuXbsmKf2V6gEAADKiePHiatSokYKCgnTz5k398ccf6tKlS4bPX7JkifXr1BYrygwvLy9dunQpQ91NLl++nOZ7x48ft3a3fPrpp/XLL7+keWxkZGTmgzqAj4+Pzp49qwsXLpgdJcds2LDBen975MiR+vjjj9M8NiO/T66ururZs6d69uwp6XZ3og0bNmju3LlatWqVIiMj9dRTT+nEiRMqU6aMJNksEuXm5mZq0VJuRJGOyYKDg61fG4ahVq1a3bONmCT17NnT5sESwzDUp0+fTM/fvn17+fn5Wf9iioyM1Llz51ShQoVMj+VIy5Yt04cffmjz63Und3d39e/fX2PHjmWlCwAAAAAAcqHmzZurX79++vHHH60PT1gsFk2aNEmrV6/Wl19+qUcffTRbc+zYsUNDhgzR3r17rd1zkv/br18/NWvWzE6fBgAA5FaGYcjX11e+vr566KGHUrwfHx+vc+fO2RTuHDlyRMuXL8/UPOXKlVPp0qVVunRplSlTxvpKbdvLyytF8XB+k5SUpIiIiEyd4+3tbV3NEQAAFGyzZ89WbGyszb2cxx9/XAsXLpS7u7v1ODc3N3l7e+uhhx7S+PHjNXHiRE2aNMm6grNhGEpKStLQoUN148YNvfXWW2Z9JIfg2Rn7SC7SofMkAACwh5deeklBQUGSpE8//VRPPvlkhu4F3rp1S1999ZXNONlRp04dXbp0SWfOnFFoaGi6nbl3796d5nsHDhywfv3888+nO2fy5zZb48aNdfbsWV28eFHHjh3T/fffb3Ykhzt48KD16/R+n5KSkrRnz55Mj+/j46NevXqpV69eGjx4sKZPn67r169r+fLleuWVVyRJjRo1sh6/efNmDRgwINPz5GcU6Zgsuc1UsqZNm2bovDp16sjFxUXx8fHWfY888kim5zcMQ82bN7epdDx48GCuKdK5deuWXnzxRc2fPz/d42JiYvTVV1/pl19+0a+//pqpllkAAAAAACBnfPXVV9q5c6f++ecfSf/rqLN37161aNFCdevW1SuvvKK2bdtm+ObpP//8ow0bNui7776z3jROfpgj2f33329zkxsAAOQcb2/vDK3eePc5jlK4cGFVrVpVVatWte4LCwvLdJGOxWLRpUuXdOnSJe3fvz/dY11cXDJc0OPu7p4nC3oiIiLS/cF/akJDQ3kwEgAASJLmzp1r/R7IMAw1atRIv/32W7qdl4sUKaKAgAA9+eST6tmzp86cOWOzMMzbb7+tuLg4vfPOOzn1MRyGZ2fsx2KxWIt0KGQCAMC+ctt9wJzSt29fTZgwQWfOnNHmzZs1bdo0vf766/c8791339Xx48clSY8++qjatWuXrRxt2rSxdsD58ccfNWLEiFSPO3/+vNasWZPmOMkF8JJ0/fr1NI/buXNnusU+Oal79+7WrkSTJ0/W999/b3Iix8vo79PChQvT7ZyUER06dND06dMl3b6Xnqx+/fqqVq2a/v33X/3yyy/64IMPck39QW5AkY7Jrl69Kul/D49Uq1YtQ+c5OzurXLlyOnPmjHXffffdl6UM9evXtynSCQ8Pz9I49paUlKRevXql+MGYs7OzKlasKA8PD506dcr6ayjd/sPfsWNHrVu3LktFS8iYe62Il5Vr6PDhw+neAMkP34wBAAAAQEFXrFgxrV69Ws2bN7d29U1+cMJisejAgQN67bXXJEklSpRQw4YNVaZMGXl6esrDw0OGYSgqKkpRUVG6fPmygoODbe6tJEt+qMNisah8+fJavXq1ihYtmsOfFgAASJKTk1O+LMQ4ePCg4uPjdfnyZWuxzqVLl2y2L1++rCtXriguLk7nzp3TuXPn7jlu0aJFUxTwFC9ePAc+Uf5Htx8AAHKna9eu6e+//5b0v2dnZs2alW6Bzp0aN26sv/76S927d9eWLVtsCnXGjBmj+Ph4jR071pEfwaF4dsa+rl+/rsTEREkU6QAAYG/59T7gvbi6umrBggVq1aqV4uPj9cYbbygxMVHDhg1L9b5SXFyc3n//fX366aeSJA8PD/3000/ZzvHss89q0qRJiomJ0fjx4/X444+rbt26NsfEx8frxRdfVFxcXJrj3LmQ4g8//KBnnnkmxaJCZ8+evWeXnZz0zDPP6MMPP9Q///yj2bNnq0GDBtafOafm3Llzeb6Y5M7fp++//z7V7/vv/Nl7WpYuXarWrVun+73xH3/8Yf36zjoHwzAUEBCg3r1768aNG+ratatWrFihcuXKpTnWkSNHtH//fj3zzDPp5soPKNIxWUxMjM12iRIlMnzunS19JcnT0zNLGUqXLm2znbxihNk++eSTFDcZ/vOf/2jMmDHWP8BJSUlavny5hg0bprNnz0qSYmNj9fTTT+vvv/+Wh4dHjucuCLKyIt69lCpVqkB+gwYAAAAABU2lSpW0efNmde7cWUePHrU+OCHJWqwj3V7YZOPGjemOdWdhjiSbG8QWi0W1atXSypUrVbFiRft+CAAAUOCVLl06Q/e0b926ZS3cSa+g59KlS7p+/bpiY2N18uRJnTx5Mlv5pk+frgoVKsjT01NeXl42r+LFi+fJbj3Zldu7/VBEBAAoqHbv3m0tzjEMQ82bN1e9evUyNUbJkiW1bt069enTRwsXLrQp1Pnggw8UHx+v8ePHO+gTOBbPzthXcjGTm5ubXF1dTU4DAADyi0ceeUTz589X3759dfPmTb355pv68ccf1adPHzVs2FBeXl6KiIjQzp079eOPP+rEiROSbn8fu3TpUpuu31lVsmRJTZ48WYMGDdK1a9f06KOP6o033pC/v7/c3Nx06NAhTZ06Vfv379cjjzyiHTt2SFKK+4T169dXw4YNFRwcrLVr16p169YaPHiwqlatqpiYGAUGBurLL7/U1atX1axZM23bti3b2bOrUKFCWrhwoZo1a6br169ryJAhWrJkifr06aNatWrJ1dVVFy9e1O7du7Vo0SI1btxYc+bMMTt2tnTo0EHlypXThQsX9P333ysiIkL9+vVThQoVFBkZqT/++EPffvuttVPpX3/9leo4X375pXr37q327durXbt2qlOnjkqVKqVbt27pzJkzWrBggX777TdJt3/O36VLF5vzn3/+eW3ZskXfffed9u7dq9q1a+uFF15Q27ZtVa5cOSUkJOjy5cvat2+fVq5cqV27dun555+nSAeOd/c/+O5+uCQ9zs7ONtuFCxfOUobkFdiS/6LNDUU6ERERmjBhgs2+iRMnatSoUTb7nJyc1L17dzVt2lTNmzfX6dOnJUkhISH67LPPFBAQkFORAQAAAABABlWpUkW7du3SkCFDNHfuXOs9ibtvAt/rPklqD5cmn9O3b19NmzYtUwuiAAAA2Jurq6sqVqyYoaLhmJiYVAt6Tp06pXnz5mVq3nHjxqX5npOTk03xTvHixRUXFyd3d3e5u7tr3759Klu2bIriHi8vL5UoUSLFz6dgH7m9iEiyLSSKjo62WbE/PDxct27dSnEOhUQAgHs5f/68zXbbtm2zNE7hwoW1YMECeXp6asaMGTaFOhMnTlRiYqImTpxoj8g5hmdn7C/5+xfuGQIAAHvr2bOnKlWqpMGDB2vPnj06cOCARowYkebx7dq10/Tp01WjRg27ZRg4cKBCQ0MVEBCgmJgYffjhh/rwww9tjhkyZIgefPBBa5FOkSJFbN43DEPz589XmzZtdOnSJW3evFmbN2+2OcbV1VXfffedQkJCckWRjnS7uGjLli36v//7P508eVKBgYEKDAxM9djGjRvncDr7c3Nz03//+1917txZ0dHRWrZsmZYtW2ZzTIkSJTR//nz9+uuvaRbpSLcXmlq5cqVWrlyZ5jHVq1fX8uXLVaxYsRTvffPNN6pUqZICAgJ09epVTZ06VVOnTk1zrIKyiABFOia7+2KNjo7O8QwJCQk22xltGexIkydPtvm1aNmypd5+++00j/fz89OsWbPUvn17676pU6dq6NCh8vb2dmjW/Oheq7WFh4fnYBoAAAAAQH5UvHhxzZkzR3379tWoUaO0Z88eSbaFN5lZ4T25OKdx48aaNGlSlh/oAAAAMEtykUy1atVs9oeFhWW6SOepp57SjRs3dOXKFZtXXFyckpKSFBkZqcjIyFTPXbx4cZrjGoahEiVKpCjeufuH+cif8lohUUblZCFRbs8HAGa4cuWKJFm76VSpUiXLYxmGoW+//VZFixbV559/blOoM3nyZCUkJOiTTz6xV3SH49kZ+0teuLigPBgIAAByVtOmTRUUFKTVq1dr+fLl2rp1qy5duqRr167J09NTfn5+atWqlXr06KGWLVs6JMPYsWPl7++vL774Qlu2bFF4eLhKlSqlxo0b6z//+Y86deqkzz77zHp8at8X1axZU/v379eUKVP0+++/6/Tp03J2dla5cuXk7++vQYMGqU6dOukuFGSGBg0a6OjRo/rpp5+0bNkyBQcHW593Ll26tOrVq6cOHTro2WefNTmpfbRo0UL79+/X5MmTtWbNGoWEhKhIkSKqUKGCOnbsqCFDhqhixYr69ddf0xzj559/1tq1a7V582b9/fffunTpksLCwmSxWOTj46P69eurW7du6tOnT5qdKA3D0OjRo9W/f3/NnDlT69ev17FjxxQZGSlnZ2eVKlVK999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      "text/plain": [
       "<Figure size 3600x1800 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3600x1800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 14: 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": 75,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<h4>Overview</h4>\n",
       "\n",
       "The table gives concentrations (g·L⁻¹) vs time (s) for an organic phase initially containing [C₄H₉O]₃PO(o) and forming several associated species: H₂O·[C₄H₉O]₃PO(o), HNO₃·[C₄H₉O]₃PO(o), HNO₃·[[C₄H₉O]₃PO]₂(o), UO₂[NO₃]₂·[[C₄H₉O]₃PO]₂(o), [H₂O]₂·[[C₄H₉O]₃PO]₂(o), and [H₂O]₆·[[C₄H₉O]₃PO]₃(o). Time points span 0 → 309.624 s. Initial [C₄H₉O]₃PO(o) = 291.75 g·L⁻¹; all other species start at 0.\n",
       "\n",
       "- Major net change: [C₄H₉O]₃PO(o) decreases monotonically to 191.977 g·L⁻¹ (Δ = −99.773 g·L⁻¹, ≈ −34.2%).\n",
       "- All listed associated species increase from zero and approach quasi‑steady values by the end of the record.\n",
       "\n",
       "<h4>Time evolution by column (each species)</h4>\n",
       "\n",
       "- H₂O·[C₄H₉O]₃PO(o):\n",
       "  - Rises rapidly at early times, from 0 to ≈9–11 g·L⁻¹, then approaches ~11.0 g·L⁻¹ by ~100 s and stays near that value to 309 s.\n",
       "- HNO₃·[C₄H₉O]₃PO(o):\n",
       "  - Grows from 0 to ≈1.95 g·L⁻¹, with most growth in the first ~150 s; slow approach to ≈1.95–1.96 by 309 s.\n",
       "- HNO₃·[[C₄H₉O]₃PO]₂(o):\n",
       "  - Increases to ≈2.29 g·L⁻¹, with a similar early rise and slow tailing off toward steady value.\n",
       "- UO₂[NO₃]₂·[[C₄H₉O]₃PO]₂(o):\n",
       "  - Largest absolute increase among new species: reaches ≈68.40 g·L⁻¹ by 309 s. Growth is faster after ~10–50 s and continues to climb (slower) through the dataset.\n",
       "- [C₄H₉O]₃PO(o):\n",
       "  - Monotonic decrease from 291.75 to 191.977 g·L⁻¹; fastest drop occurs in the first ~50 s (291.75 → ~215.5 g·L⁻¹), then slower decline to final value.\n",
       "- [H₂O]₂·[[C₄H₉O]₃PO]₂(o):\n",
       "  - Rapid initial accumulation to ~40–44 g·L⁻¹, then slight decline/settling to ~42.08 g·L⁻¹ by 309 s.\n",
       "- [H₂O]₆·[[C₄H₉O]₃PO]₃(o):\n",
       "  - Grows to ~8.14 g·L⁻¹, with most increase early and small decrease from a slight peak (≈10.23 g·L⁻¹ around 44–48 s) down to ~8.14 at 309 s.\n",
       "\n",
       "<h4>Comparative magnitudes and ordering (final time = 309.624 s)</h4>\n",
       "\n",
       "- Final concentrations (approx, descending):\n",
       "  - [C₄H₉O]₃PO(o): 191.98 g·L⁻¹\n",
       "  - UO₂[NO₃]₂·[[C₄H₉O]₃PO]₂(o): 68.40 g·L⁻¹\n",
       "  - [H₂O]₂·[[C₄H₉O]₃PO]₂(o): 42.08 g·L⁻¹\n",
       "  - H₂O·[C₄H₉O]₃PO(o): 11.01 g·L⁻¹\n",
       "  - [H₂O]₆·[[C₄H₉O]₃PO]₃(o): 8.14 g·L⁻¹\n",
       "  - HNO₃·[[C₄H₉O]₃PO]₂(o): 2.29 g·L⁻¹\n",
       "  - HNO₃·[C₄H₉O]₃PO(o): 1.95 g·L⁻¹\n",
       "\n",
       "- Relative observations:\n",
       "  - The UO₂-containing complex is the dominant newly formed species by mass.\n",
       "  - Water‑containing ligand complexes ([H₂O]₂·… and H₂O·…) together account for a substantial fraction of the material redistributed from the free ligand pool.\n",
       "  - Nitrate/HNO₃ complexes remain minor in absolute concentration compared with water‑ and UO₂‑bound forms.\n",
       "\n",
       "<h4>Rates and timescales</h4>\n",
       "\n",
       "- Most conversion of free [C₄H₉O]₃PO(o) occurs early (first ~50–100 s); thereafter changes slow and values approach quasi‑steady levels.\n",
       "- H₂O·[C₄H₉O]₃PO(o), HNO₃ complexes, and the H₂O‑aggregate species reach near‑steady values earlier (~50–150 s) than the UO₂ complex, which continues appreciable growth beyond 100 s.\n",
       "- The monotonic trends (no reversals) indicate net forward formation of the associated species over the recorded timescale.\n",
       "\n",
       "<h4>Notes on stoichiometry and apparent mass balance</h4>\n",
       "\n",
       "- Direct summation of formed complexes vs the loss of free [C₄H₉O]₃PO(o) is not directly interpretable without accounting for the stoichiometry of each complex (several complexes incorporate one, two or three ligand units). For example, species labeled with \"…[[C₄H₉O]₃PO]₂\" consume two ligand units per complex, so their mass contribution must be weighted accordingly to perform a ligand mass balance.\n",
       "- The observed concentrations are consistent with ligand consumption and redistribution among multiple complex types, with UO₂ complexes and water‑associated aggregates accounting for the largest shares by mass at the end of the run.\n",
       "\n",
       "<h4>Key concise conclusions</h4>\n",
       "\n",
       "- Free ligand [C₄H₉O]₃PO(o) falls by ≈100 g·L⁻¹ (≈34%) over 309.6 s.\n",
       "- UO₂[NO₃]₂·[[C₄H₉O]₃PO]₂(o) becomes the largest new sink (~68.4 g·L⁻¹).\n",
       "- Water‑containing complexes (especially [H₂O]₂·[[C₄H₉O]₃PO]₂(o)) also accumulate substantially (~42.1 g·L⁻¹).\n",
       "- HNO₃‑bound species remain minor (~2 g·L⁻¹ each or less).\n",
       "- Most conversion occurs within the first 50–150 s; thereafter the system approaches quasi‑steady concentrations."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 7489\n"
     ]
    }
   ],
   "source": [
    "if cortix_ai:\n",
    "    issues = ('+ Title your reponse as: Overview of the Organic Phase Data at Steady-State.\\n'\n",
    "              '+ Do not explain the start-up process; cover the steady-state only.'\n",
    "    )\n",
    "    cortix_ai.explain(phase=stg.organic_phase, markdown_header_level='<h4>', markdown_display=markdown_display, save_supporting_info=db_save)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "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 15: Organic phase mass density history at steady-state.\n"
     ]
    }
   ],
   "source": [
    "'''Organic phase mass density'''\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "quant = stg.mass_density_history('organic')\n",
    "\n",
    "quant.plot(title='Organic Phase Mass 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+r'$-\\rho_\\text{diluent}$'\n",
    "           ' ['+quant.unit+']', show=True, figsize=[10,3], error_data=False)\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Organic phase mass density history at steady-state.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 9: Organic phase mass density history at steady-state.\n",
      "Time [s]  Organic Phase Mass Density [g/L]\n",
      "0.000000      291.75\n",
      "17.201342     296.10\n",
      "34.402683     301.65\n",
      "51.604025     307.60\n",
      "137.610734    322.35\n",
      "223.617442    325.28\n",
      "309.624151    325.84\n",
      "Name: Organic Phase Mass Density [g/L]; Time History in [s], dtype: float64\n"
     ]
    }
   ],
   "source": [
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Organic phase mass density history at steady-state.')\n",
    "print('Time [s]  Organic Phase Mass Density [g/L]')\n",
    "print(quant.value[::5].apply(lambda x: round(x,2)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Aqueous Phase Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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taivYSampc5FymjZtalekc+LECQPTAAAAAACQPo0dO9buHkhGkJZFOs8995x69uyp0qVLx7s9f/78yp8/v9q2bavRo0ere/fu2r59u237H3/8oalTp+q1115L8Wy//PKLbURXk8mkH3/8UdmyZUvx40jp530YMmSIunTpkqQ2p0+fthu45X6BkZEiIiK0a9cu23KtWrXk5uZmYCJkBFw3xrv/3UFS1KtXT97e3qmQ5sm4ZpAcXDdIDq4bJEdWum6OHTtmdAQgU3n473Inp5R93OnBAUYe9xngwSKd27dvp2gGABnTV199Zbt3/dVXX2ngwIEGJwIAAEB6kKWKdB6UI0cOW7GNxWLR9u3bFRAQoICAAJ05c8a23/0HVqxWqyRp79692rdvn8aOHasiRYrY+mjQoIEcHBwMORf8T6FCheyWg4ODDUoCAAAAAED6d/9+R3qX1gVFderUSfS+BQsW1IYNG9SkSRP9/ffftvUff/yx+vfvL1dX1xTLdfXqVb311lu25QEDBqh+/fop1v/D0sv74OvrK19f32S3lyR3d3flzJnzqfpIaW5ubukuE9I/rpu0t2XLliS38fDwSDf/nrhmkBxcN0gOrhskR2a+btzd3Y2OAGRqV65cSdH+rl27Znv9uPtQLi4uttfOzs4pmgFAxjNt2jSNGDFCkjR+/Hi98cYbBicCAABAekFVie5NXVu/fn198cUXOnXqlA4dOqSPP/5YNWvWlPS/B1ZMJpNMJpOsVqusVqvOnz+vKVOmqGnTpvL19dWLL76oJUuWKDIy0sjTydIevgkSExNjUBLg8SwWi4KDgxP8Sc4InQAAAACQVPfvdaTnn4wge/bsmjNnjt0orkFBQVq3bl2KHmfo0KG6efOmJMnPz08TJ05M0f6fVlq9DwCQVv766y/16NHD6BgAAABAlpcvXz5J/yug2bx5c4r1vXfvXoWFhdmW/fz8Etz3wdlzMutMYAASZ86cORo8eLAk6b333tP7779vcCIAAACkJxTpxKNChQoaNWqUdu7cqX///VdTp05VixYt5OzsnGDBTmhoqObPn6+uXbvK29tbbdu21U8//aTr168bfDZZy4Ojm0iSj4+PQUmAxzObzbaRgOP7KV++vNERAQAAAGQB9+9rpNefjKRkyZJq37693bqULE5ZtGiRli5dalv+5ptvlCtXrhTrP6Wk9vsAAGll165datmypSIjI9WgQQNduHBBQUFBifrx8vIyOj4AAACQqRQpUsT22mq1asOGDfr3339TpO+ff/7Z9tpkMtkd60EWi0VBQUG25ccV8wDI3BYtWqR+/fpJkoYNG6ZPPvkkwww4BQAAgLRBkc4T5M+fX4MGDdLq1asVHByshQsXqkePHsqZM+cjBTvSvZsBUVFRWr16tQYNGqQCBQqoTp06+vzzz3X8+HEjTyVLCAwMtFsuVKiQQUkAAAAAAMgYqlSpIovFku5+KleubPRbk2RNmza1Wz5x4kSK9f3222/bXrdp00Zdu3ZNsb5TWmq+DwCQFv755x8999xzCgsLU6NGjbR69WoVLlxYPj4+ifpxcOCrFwAAACAl1a5dW7lz57Yt3717V4MGDXrqQV7++usv/fjjj7ZBeiWpdevW8e578uRJRUdHS7r3nFDRokWf6tgAMqY1a9aoZ8+eslgs6t+/v77++msKdAAAAPAIvilKAg8PD3Xt2lXz589XcHCw1q1bp6FDh6pgwYK2EV4fLtixWCzauXOnRo0apQoVKqhMmTJ655139Ndffxl8NpnPzZs3tWTJErt1Dz8UAmRkR48eZYROAAAAAEjHHh4sJDg4OMX6vnnzpu31H3/8YbsH9bifxo0b2/Vx4cKFR/bZv39/imW8LzXfBwBIbfv371fz5s1169Yt1atXTytWrJCrq6vRsQAAAIAszcnJSR07drQ9l2O1Wm0Pyt8vnEmqwMBAtW3b1q7Qx8HBQZ07d453/7///ttuuWLFisk6LoCM68CBA3rxxRcVGxurnj17avr06QzUAQAAgHjxV2IyOTk5qVmzZvr222914cIF7dmzRx988IEqVqxoK9iRZFewY7VaderUKX355ZeqX7++/Pz8NGDAAK1YscLIU8k03nrrLbsHVrJly6ZWrVoZFwhIYd7e3ozQCQAAAADpmLOzs91yTEyMQUmMxfsAIKM6fPiwmjVrphs3bqh27dpatWqV3N3djY4FAAAAQNLYsWPl5uYmSbZCnd9++00VKlTQokWLEn3/4dy5cxoyZIgaN25se8bkfvHP4MGDVaRIkXjbLV++3LavdG92HwBZx9GjR/XJJ58oOjpaHTt21KxZs+To6Gh0LAAAAKRTTkYHyCyqVaumatWqady4cTp//rwCAgIUEBCgP//8U3FxcZLsC3YkKSgoSDNmzNCsWbMUGxtrWPbUNnbsWI0bN8623LBhQ23ZsiXB/T/77DM1b95c1atXT1T/sbGxevfdd/XLL7/YrR80aJDy5cuXrMwAAAAAAGQF9+9VIGVcu3bNbtnHx8egJMbifQCQER07dkxNmzaV2WxWzZo1tXr1anl4eBgdCwAAAMD/K1SokCZMmKDXX3/dNkOw1WrV2bNn1b17d+XOnVtNmzZVtWrVVLRoUXl6eipbtmwKCwuT2WzWoUOHtGPHDu3atUvS/wpz7itSpIgmTJgQ77HNZrPWrl1rO2a2bNnUsGHDNDlvAMY7ffq0xo8fr+joaDVr1kwLFy58ZKAiAAAA4EEU6aSCokWLavjw4Ro+fLhu3LihlStXKiAgQGvXrlVERISkR2fYMcr27dt1586dR9YfOHDAbjkqKkobNmyIt4/8+fOrfPnyKZZpzZo1GjlypOrUqaOuXbuqadOmKlu2rJyc7C/XW7duadWqVZo4caL2799vt61EiRIaM2ZMimUCAAAAACAzMvKeRGYUGBhot1yoUKEU6zsgICDJM9IcOHBAb731lm05b968mjdvnt0+JUuWTJF8D0rN9wEAUsOJEyfUpEkTBQUFqVq1alq7dq08PT2NjgUAAADgIcOGDdP169f16aef2gp1pHv3uEJDQ7V48WItXrz4sX3cvx/2YNtChQpp48aNCRbqT5s2TVFRUbblpk2bUtQPZBFHjhzRuHHjdOfOHVWoUEFz586Vi4uL0bEAAACQzlGkk8py586tF154QS+88IKio6O1YcMGBQQEaMWKFbp+/brR8dSrVy9duHDhiftdv35dzZs3j3dbnz59NGvWrBROJv3111/666+/JEkuLi4qWLCgPD095ejoKLPZrPPnz8tisTzSzs/PT6tXr5aXl1eKZwIAAAAAIDOoVKmS7UGEMmXKGJwmfuk1V0Ju3rypJUuW2K1r2rRpivWfnNFZHx7wJHv27GrWrFlKRYpXar8PAJDSTp8+rSZNmujatWuqVKmS1q1bp9y5cxsdCwAAAEACJkyYIB8fH40aNUpRUVGPFOs8yYOz51itVtWuXVvz589X0aJFE2wzdOhQDRgwwLbs7u6e/BMAkGGcOHFCHTp0UFhYmMqUKaPRo0fL1dXV6FgAAADIACjSSUMuLi5q06aN2rRpI6vVqh07dmjZsmVavny50dHSvejoaJ05c+aJ+7Vu3VozZ86Ur69vGqQCAAAAACBjenhG2vRo4cKFRkdIkrfeeks3b960LWfLlk2tWrUyLpBBeB8AZCTnzp1TkyZNdOXKFVWoUEEbNmxg8CcAAAAgA3j99dfVunVrDR8+XOvWrXtkdpzHub9v3rx59e6772r48OFPbJcrV66nzgwgYzl37pyaNm2q4OBgFStWTB988IFy5MhhdCwAAABkEA5GB8iqTCaTateurc8//1zHjh0zOk668v7772vQoEGqUKGCHB0dn7i/u7u7unTpoq1bt+qPP/6gQAcAAAAAACTbZ599pn/++SfR+8fGxmrEiBH65Zdf7NYPGjRI+fLle2zbsWPH2kZ7NZlMatSoUXIip4q0fB8AwAgXL15UkyZN9O+//6ps2bLauHGjfHx8jI4FAAAAIJFKly6t1atX6+TJk3rnnXdUo0YNOTk5yWq1JviTN29edezYUQsWLNDFixf1+uuvJ6qwB0DWcunSJTVt2lSXL19W2bJlNXbsWGbQAgAAQJIwk04Wd/78+VQ/xtixYzV27NhE79+8eXM1b95ckhQZGamjR4/q/Pnzunr1qsLDw2WxWJQrVy7lzp1b5cuXV8WKFRNVzAMAAAAAAPAka9as0ciRI1WnTh117dpVTZs2VdmyZeXkZH8b7datW1q1apUmTpz4yMxEJUqU0JgxY9IwdcrjfQCQmV26dEmNGzfW+fPnVapUKW3atEl58+Y1OhYAAACAZChRooQ+++wzSVJ0dLSOHz8us9msGzduKDo6Wp6ensqdO7cKFSqkQoUKGZwWQHp3/fp1NWvWTOfOnVOJEiUUEBDAANwAAABIMop0kK65urqqRo0aqlGjhtFRgCSxWCwym80Jbg8JCUnDNAAAAACApPrrr7/0119/SZJcXFxUsGBBeXp6ytHRUWazWefPn5fFYnmknZ+fn1avXi0vL6+0jpwqeB8AZDZXr15VkyZNdPbsWRUvXlybNm1ixi8AAAAgk3BxcVHlypWNjgEggwoNDVXz5s114sQJFSpUSBs3blTu3Lkp0gEAAECSUaQDAKnAbDbL19fX6BgAAAAAkK5FREQoLi7OtpwzZ04D0yQsOjpaZ86ceeJ+rVu31syZMzPt50HeBwAZ3fXr19WkSROdOnVKRYoU0aZNm1SwYEGjYwEAAAAAAIPdvn1bLVu21KFDh+Tn56dNmzapSJEiun37ttHRAAAAkAFRpPP/Pvroo1Tr29HRUTlz5pSnp6fy5MmjZ555RkWLFk214wHImI4ePSpvb+8EtzP6MAAAAIDMpl69ejp48KAkyWQyKTY21uBE0vvvv69y5crpzz//1PHjx+2KiOLj7u6uVq1a6dVXX1WDBg3SKGXq430AkNkEBweradOmOn78uAoVKqTNmzerSJE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      "text/plain": [
       "<Figure size 3600x1800 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 16: 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": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<h4>Overview</h4>\n",
       "\n",
       "- The table records concentrations (g/L) vs time (s) for H₂O(a), H⁺(a), N₂(a), NO₃⁻(a), O₂(a) and UO₂²⁺(a) from 0 to 309.624 s; several species change markedly (NO₃⁻, UO₂²⁺, H⁺) while others remain nearly constant (N₂, O₂, H₂O within ≲0.6% of initial).\n",
       "\n",
       "<h4>Major trends by species</h4>\n",
       "\n",
       "- H₂O(a): 992 → 986.797 g/L (net −5.203 g/L). Larger drop occurs early (to ~986.42 by 51.6 s), then small recovery; overall almost constant compared with strong solute changes.  \n",
       "- H⁺(a): 0.00100739 → 0.490639 g/L (monotonic increase; large relative rise).  \n",
       "- N₂(a): 0.00815443 → 0.00905861 g/L (very small, steady increase).  \n",
       "- NO₃⁻(a): 0.0620055 → 19.2306 g/L (rapid, large accumulation; most growth by ~50 s, then slows).  \n",
       "- O₂(a): 0.0053437 → 0.00548158 g/L (negligible, slight monotonic increase).  \n",
       "- UO₂²⁺(a): 0 → 85.7313 g/L (strong, monotonic accumulation; major fraction accumulated early).\n",
       "\n",
       "<h4>Quantitative rates and relative changes (0 → 309.624 s)</h4>\n",
       "\n",
       "- H₂O(a): Δ = −5.203 g/L, mean rate ≈ −0.01680 g·L⁻¹·s⁻¹, relative change ≈ −0.525%.  \n",
       "- H⁺(a): Δ = +0.489632 g/L, mean rate ≈ +0.001582 g·L⁻¹·s⁻¹, increase ≈ 487× (factor).  \n",
       "- N₂(a): Δ = +0.00090418 g/L, mean rate ≈ +2.92×10⁻⁶ g·L⁻¹·s⁻¹, ≈ +11.1%.  \n",
       "- NO₃⁻(a): Δ = +19.1686 g/L, mean rate ≈ +0.06191 g·L⁻¹·s⁻¹, increase ≈ 310× (factor).  \n",
       "- O₂(a): Δ = +0.00013788 g/L, mean rate ≈ +4.45×10⁻⁷ g·L⁻¹·s⁻¹, ≈ +2.6%.  \n",
       "- UO₂²⁺(a): Δ = +85.7313 g/L, mean rate ≈ +0.27706 g·L⁻¹·s⁻¹, absolute accumulation is the largest observed.\n",
       "\n",
       "<h4>Temporal pattern and correlations</h4>\n",
       "\n",
       "- NO₃⁻(a) and UO₂²⁺(a) show strong positive, monotonic increases and similar timing: by 51.6 s NO₃⁻ ≈ 15.16 g/L (≈79% of final) and UO₂²⁺ ≈ 60.56 g/L (≈71% of final). This indicates fast early accumulation followed by slowing toward the end of the record.  \n",
       "- H⁺(a) growth parallels NO₃⁻ and UO₂²⁺ qualitatively (also rapid then slowing), suggesting linked processes (acidification accompanying nitrate/uranium appearance).  \n",
       "- N₂(a) and O₂(a) remain nearly constant (small monotonic rises), so they are effectively inert on this timescale compared with NO₃⁻ and UO₂²⁺.  \n",
       "- H₂O(a) changes are small and show minor nonmonotonicity (early decrease then slight rebound), so bulk solvent mass is essentially conserved with modest redistribution.\n",
       "\n",
       "<h4>Notable points / concise summary</h4>\n",
       "\n",
       "- The dominant dynamics are production/accumulation of NO₃⁻(a) and UO₂²⁺(a) (final concentrations ~19.23 and 85.73 g/L), with H⁺(a) rising in parallel (final ~0.491 g/L).  \n",
       "- N₂(a) and O₂(a) vary negligibly; H₂O(a) shows a small net decrease (~0.5%).  \n",
       "- Most of the NO₃⁻ and UO₂²⁺ accumulation occurs in the first ~50 s, after which rates decrease, indicating a fast initial process followed by approach toward slower growth or saturation."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 6854\n"
     ]
    }
   ],
   "source": [
    "if cortix_ai:\n",
    "    issues = ('+ Title your reponse as: Overview of the Aqueous Phase Data at Steady-State.\\n'\n",
    "              '+ Do not explain the start-up process; cover the steady-state only.'\n",
    "    )\n",
    "    cortix_ai.explain(phase=stg.aqueous_phase, markdown_header_level='<h4>', markdown_display=markdown_display, save_supporting_info=db_save, print_prompt=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 3000x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 17: Aqueous phase mass density history at Steady-State.\n"
     ]
    }
   ],
   "source": [
    "'''Aqueous phase mass density'''\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "quant = stg.mass_density_history('aqueous')\n",
    "\n",
    "quant.plot(title='Aqueous Phase Mass 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+']', show=True, figsize=[10,3], error_data=False)\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Aqueous phase mass density history at Steady-State.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 10: Aqueous phase mass density history at steady-state.\n",
      "Time [s]  Aqueous Phase Mass Density [g/L]\n",
      "0.000000       992.08\n",
      "17.201342     1026.95\n",
      "34.402683     1049.01\n",
      "51.604025     1062.46\n",
      "137.610734    1086.97\n",
      "223.617442    1091.43\n",
      "309.624151    1092.26\n",
      "Name: Aqueous Phase Mass Density [g/L]; Time History in [s], dtype: float64\n"
     ]
    }
   ],
   "source": [
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Aqueous phase mass density history at steady-state.')\n",
    "print('Time [s]  Aqueous Phase Mass Density [g/L]')\n",
    "print(quant.value[::5].apply(lambda x: round(x,2)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Vapor Phase Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3600x1800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 18: Vapor phase species history dashboard at steady-state.\n"
     ]
    }
   ],
   "source": [
    "'''Plot vapor phase'''\n",
    "# TODO: time axis normalized by phase flow residence time.\n",
    "stg.vapor_phase.plot(title='Vapor Phase Steady-State', legend='Vapor Phase', nrows=2,ncols=3, show=True, figsize=[12,6])\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Vapor phase species history dashboard at steady-state.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<h4>Overview of the Vapor Phase Data at Steady-State.</h4>\n",
       "\n",
       "<h4>Steady-state window</h4>\n",
       "\n",
       "Measured points used for the steady-state analysis: t ≥ 120.409 s (12 samples: 120.409 … 309.624 s).\n",
       "\n",
       "- Summary of the selected window and sample count.\n",
       "\n",
       "<h4>Quantitative summary (per species)</h4>\n",
       "\n",
       "- H₂O(v): mean ≈ 0.0271940 g/L; min = 0.0271717 g/L; max = 0.0272034 g/L; range = 3.17×10⁻⁵ g/L (≈ 0.12% of the mean).\n",
       "- N₂(v): mean ≈ 0.90623 g/L; min = 0.900343 g/L; max = 0.908398 g/L; range = 8.055×10⁻³ g/L (≈ 0.89% of the mean).\n",
       "- O₂(v): mean ≈ 0.257775 g/L; min = 0.257380 g/L; max = 0.257921 g/L; range = 5.41×10⁻⁴ g/L (≈ 0.21% of the mean).\n",
       "\n",
       "<h4>Comparative observations</h4>\n",
       "\n",
       "- Abundance ordering (mean values): N₂(v) (≈0.906 g/L) > O₂(v) (≈0.258 g/L) > H₂O(v) (≈0.0272 g/L).\n",
       "- Ratios (approx., using means): N₂(v)/O₂(v) ≈ 3.52; N₂(v)/H₂O(v) ≈ 33.3; O₂(v)/H₂O(v) ≈ 9.48.\n",
       "- Relative stability: H₂O(v) shows the smallest relative variability (~0.12%), O₂(v) intermediate (~0.21%), and N₂(v) the largest (~0.89%) within the steady window.\n",
       "\n",
       "<h4>Stability and trend notes</h4>\n",
       "\n",
       "- All three species display only small incremental changes across the steady window; N₂(v) and O₂(v) show a gentle upward drift, while H₂O(v) is essentially flat with tiny fluctuations.\n",
       "- Magnitudes of changes are small compared with the mean concentrations (sub-percent level), indicating a near steady-state composition over the analyzed time span.\n",
       "\n",
       "<h4>Concise conclusion</h4>\n",
       "\n",
       "- For t ≥ 120.409 s the vapor composition is effectively steady: N₂ dominates the vapor phase, O₂ is intermediate, and H₂O is a minor component; concentration variations are small (≤ ~0.9% for N₂ and ≤ ~0.21% for O₂ and H₂O), consistent with a stable vapor-phase composition."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 7003\n"
     ]
    }
   ],
   "source": [
    "if cortix_ai:\n",
    "    issues = ('+ Title your reponse as: Overview of the Vapor Phase Data at Steady-State.\\n'\n",
    "              '+ Do not explain the start-up process; cover the steady-state only.'\n",
    "    )\n",
    "    cortix_ai.explain(phase=stg.vapor_phase, issues=issues, markdown_header_level='<h4>', markdown_display=markdown_display, save_supporting_info=db_save)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "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 19: Vapor phase mass density history at steady-state.\n"
     ]
    }
   ],
   "source": [
    "'''Vapor phase mass density'''\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "quant = stg.mass_density_history('vapor')\n",
    "\n",
    "quant.plot(title='Vapor Phase Mass 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+']', show=True, figsize=[10,3], error_data=False)\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Vapor phase mass density history at steady-state.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 11: Vapor phase mass density history at steady-state.\n",
      "Time [s]  Vapor Phase Mass Density [g/L]\n",
      "0.000000      1.09\n",
      "17.201342     1.12\n",
      "34.402683     1.14\n",
      "51.604025     1.16\n",
      "137.610734    1.19\n",
      "223.617442    1.19\n",
      "309.624151    1.19\n",
      "Name: Vapor Phase Mass Density [g/L]; Time History in [s], dtype: float64\n"
     ]
    }
   ],
   "source": [
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Vapor phase mass density history at steady-state.')\n",
    "print('Time [s]  Vapor Phase Mass Density [g/L]')\n",
    "print(quant.value[::5].apply(lambda x: round(x,2)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Relative Humidity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "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 20: Stage relative humidity history at steady-state.\n"
     ]
    }
   ],
   "source": [
    "'''Compute relative humidity in the vapor phase'''\n",
    "import matplotlib.pyplot as plt\n",
    "from solvex import air_relative_humidity\n",
    "from copy import deepcopy\n",
    "\n",
    "h2o_vap_pd_series = deepcopy(stg.vapor_phase.df['H2O(v)'])\n",
    "for idx, rho_h2o in enumerate(h2o_vap_pd_series):\n",
    "    h2o_vap_pd_series.iloc[idx] = air_relative_humidity(stg_temperature, rho_h2o)\n",
    "rh_pd_series = h2o_vap_pd_series\n",
    "time_unit = stg.vapor_phase.time_unit\n",
    "rh_pd_series.name = f'Relative Humidity History [{time_unit}]'\n",
    "  \n",
    "quant = Quantity(name=rh_pd_series.name, latex_name='RH', unit='%', info=f'Relative Humidity History (Vapor Phase) [{time_unit}]')\n",
    "quant.value = h2o_vap_pd_series\n",
    "quant.plot(title='Stage Rel. Humidity @ %2.1f C Steady-State'%unit.convert_temperature(stg_temperature, 'K','C'),\n",
    "           x_scaling=1/stg.flow_residence_time_avg, x_label=r'Time [$\\bar{\\tau}$]', y_label=quant.latex_name+' ['+quant.unit+']', show=True,\n",
    "           figsize=[10,3])\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Stage relative humidity history at steady-state.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 12: Stage relative humidity history at steady-state.\n",
      "Time [s]  Rel. Humidity [%]\n",
      "17.201342     44.26\n",
      "34.402683     48.88\n",
      "51.604025     51.17\n",
      "137.610734    53.25\n",
      "223.617442    53.25\n",
      "309.624151    53.24\n",
      "Name: Relative Humidity History [s], dtype: float64\n"
     ]
    }
   ],
   "source": [
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Stage relative humidity history at steady-state.')\n",
    "print('Time [s]  Rel. Humidity [%]')\n",
    "print(quant.value.loc[n_startup::5].apply(lambda x: round(x,2)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<h5>Overview of the Relative Humidity Data at Steady-State.</h5>\n",
       "\n",
       "Steady-state window used: rows 6–10 (time = 103.208 s to 309.624 s).\n",
       "\n",
       "- Key numeric summary (Relative Humidity, unit = %)\n",
       "  \n",
       "  - Observations (rows 6–10): 53.0882, 53.2622, 53.2546, 53.2422, 53.2363\n",
       "  - Mean (arithmetic): 53.2167 %\n",
       "  - Minimum: 53.0882 %\n",
       "  - Maximum: 53.2622 %\n",
       "  - Range (max − min): 0.1740 %\n",
       "  - Standard deviation (population): ≈ 0.0649 % (sample std ≈ 0.0726 %)\n",
       "  - Coefficient of variation: ≈ 0.122 %\n",
       "\n",
       "- Time-column analysis\n",
       "  \n",
       "  - Time span covered in steady-state window: 206.416 s (from 103.208 s to 309.624 s)\n",
       "  - Mean time of those samples: 206.416 s\n",
       "  - Sampling interval between successive steady-state records: 51.604 s (uniform in this window)\n",
       "\n",
       "- Short-term trend / drift (least-squares linear fit over steady-state points)\n",
       "  \n",
       "  - Estimated slope: ≈ +5.36 × 10⁻⁴ % per s (≈ +1.93 % per hour)\n",
       "  - Interpretation of slope: small positive drift; over the 206 s steady window the fitted trend corresponds to a total change of order 0.11–0.15 %, consistent with the observed range.\n",
       "\n",
       "- Concise interpretation\n",
       "  \n",
       "  - The variable has settled near 53.22 % with very small scatter (± ~0.07 % standard deviation) and only a tiny upward drift over the analyzed steady-state window."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 6014\n"
     ]
    }
   ],
   "source": [
    "if cortix_ai:\n",
    "    issues = ('+ Title your reponse as: Overview of the Relative Humidity Data at Steady-State.\\n'\n",
    "              '+ Do not explain the start-up process; cover the steady-state only.'\n",
    "    )\n",
    "    cortix_ai.explain(quant=quant, issues=issues, markdown_header_level='<h5>', markdown_display=markdown_display, save_supporting_info=db_save, print_prompt=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Overall Stage Efficiency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 3000x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 21: 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": 90,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 13: Stage efficiency history at steady-state.\n",
      "Time [s]  (Stage. Eff., +-std) [%]\n",
      "                    \n",
      "                    \n",
      "0.00  15.000  21.603\n",
      "0.06  18.148  19.824\n",
      "0.11  21.110  18.304\n",
      "0.17  23.868  17.030\n",
      "0.23  26.420  15.966\n",
      "0.29  28.764  15.069\n",
      "0.34  30.907  14.289\n",
      "0.40  32.862  13.584\n",
      "0.46  34.642  12.925\n",
      "0.52  36.260  12.291\n",
      "...      ...     ...\n",
      "2.58  50.051   1.830\n",
      "2.87  50.188   1.636\n",
      "3.15  50.279   1.523\n",
      "3.44  50.340   1.457\n",
      "3.73  50.382   1.419\n",
      "4.01  50.410   1.396\n",
      "4.30  50.431   1.382\n",
      "4.59  50.445   1.374\n",
      "4.87  50.455   1.368\n",
      "5.16  50.462   1.364\n"
     ]
    }
   ],
   "source": [
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Stage efficiency history at steady-state.')\n",
    "print('Time [s]  (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": 91,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "Overview of the Stage Efficiency Data at Steady-State.\n",
       "\n",
       "<h4>Steady-state selection</h4>\n",
       "\n",
       "- Steady-state is taken from the rows with time ≥ 103.208 s (indices 6–10).  \n",
       "- Time column (steady-state portion): 103.208 s, 154.812 s, 206.416 s, 258.02 s, 309.624 s — evenly spaced by 51.604 s.\n",
       "\n",
       "<h4>Column meanings (all columns analyzed)</h4>\n",
       "\n",
       "- time [s]: measurement times in seconds.  \n",
       "- Column \"0\": reported mean stage efficiency [%].  \n",
       "- Column \"1\": reported standard deviation [%] associated with the mean.\n",
       "\n",
       "<h4>Numerical summary (steady-state: indices 6–10)</h4>\n",
       "\n",
       "- Number of steady-state samples: 5.  \n",
       "- Mean of the reported means: 50.0444 % (average of 48.9384, 50.0512, 50.3398, 50.4306, 50.462).  \n",
       "- Spread of the reported means: population standard deviation ≈ 0.572 % (sample std ≈ 0.639 %); absolute range = 1.5236 % (min 48.9384 %, max 50.462 %).  \n",
       "- Average reported standard deviation (column \"1\"): 1.9016 %.  \n",
       "- Final (last time) values: mean = 50.462 %, reported std = 1.36446 %, coefficient of variation ≈ 2.70 % (1.36446 / 50.462).\n",
       "\n",
       "<h4>Observations</h4>\n",
       "\n",
       "- The stage mean efficiency has settled near 50.0 % during the selected steady-state window.  \n",
       "- The variability reported for each sample decreases across the steady-state samples (from 3.475 % down to 1.364 %), producing an average reported uncertainty of ≈ 1.90 %.  \n",
       "- Variability of the mean values themselves is small (population std ≈ 0.572 %), indicating a stable plateau with only minor residual drift across the steady-state interval."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 4987\n"
     ]
    }
   ],
   "source": [
    "if cortix_ai:\n",
    "    issues = ('+ Title your reponse as: Overview of the Stage Efficiency Data at Steady-State.\\n'\n",
    "              '+ Do not explain the start-up process; cover the steady-state only.'\n",
    "    )\n",
    "    cortix_ai.explain(quant=quant, issues=issues, markdown_header_level='<h4>', markdown_display=markdown_display, save_supporting_info=db_save)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "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 22: Reaction efficiency history at steady-state.\n"
     ]
    }
   ],
   "source": [
    "'''Individual reaction efficiency'''\n",
    "\n",
    "quant = stg.efficiency_history()\n",
    "quant.plot(title='Reaction 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+']', legend=stg.rxn_mech.reactions, show=True, figsize=[10,3])\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Reaction efficiency history at steady-state.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 14: Reaction efficiency history at steady-state.\n",
      "Time [min]    Rxn Eff. [%]\n",
      "          r0      r1      r2      r3      r4      r5      r6      r7      r8\n",
      "                                                                            \n",
      "0.00   0.000   0.000   0.000   0.000   0.000   0.000  35.002  50.000  50.000\n",
      "0.06   6.372   6.507   6.645   2.418   2.445   1.934  37.458  49.910  49.642\n",
      "0.11  12.135  12.589  13.066   4.736   4.827   3.830  39.608  49.839  49.359\n",
      "0.17  17.277  18.105  19.026   7.031   7.209   5.751  41.489  49.783  49.140\n",
      "0.23  21.835  23.048  24.451   9.311   9.590   7.704  43.133  49.741  48.972\n",
      "0.29  25.843  27.393  29.272  11.579  11.969   9.692  44.570  49.710  48.847\n",
      "0.34  29.350  31.169  33.491  13.833  14.340  11.711  45.825  49.688  48.758\n",
      "0.40  32.408  34.418  37.137  16.062  16.691  13.752  46.920  49.674  48.698\n",
      "0.46  35.066  37.193  40.254  18.256  19.007  15.801  47.876  49.665  48.661\n",
      "0.52  37.369  39.548  42.895  20.397  21.271  17.840  48.710  49.661  48.644\n",
      "...      ...     ...     ...     ...     ...     ...     ...     ...     ...\n",
      "2.58  50.305  50.351  51.105  48.227  48.810  47.639  54.304  49.946  49.774\n",
      "2.87  50.239  50.261  50.795  48.760  49.197  48.326  54.318  49.961  49.836\n",
      "3.15  50.181  50.192  50.570  49.128  49.451  48.809  54.323  49.972  49.882\n",
      "3.44  50.135  50.140  50.408  49.384  49.621  49.151  54.324  49.980  49.915\n",
      "3.73  50.099  50.101  50.292  49.564  49.737  49.394  54.323  49.986  49.939\n",
      "4.01  50.072  50.073  50.208  49.690  49.816  49.567  54.322  49.990  49.956\n",
      "4.30  50.052  50.053  50.149  49.779  49.870  49.690  54.321  49.993  49.969\n",
      "4.59  50.038  50.038  50.107  49.842  49.908  49.778  54.320  49.995  49.978\n",
      "4.87  50.027  50.027  50.076  49.887  49.935  49.841  54.319  49.996  49.984\n",
      "5.16  50.020  50.020  50.055  49.920  49.954  49.886  54.319  49.997  49.988\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": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "Overview of Individual Reaction Efficiency at Steady-State+ Do not explain the start-up process; cover the steady-state only.\n",
       "\n",
       "<h4>Steady-state selection and method</h4>\n",
       "\n",
       "Steady-state is taken from the long-time portion of the provided time history (rows at times 103.208 s through 309.624 s). For each reaction (columns 0–8 mapped to the ordered reaction list) I report the mean efficiency across those five late time points and the observed min–max range (all values in %).\n",
       "\n",
       "- \n",
       "\n",
       "1. Reaction mapping (column index -> reaction)\n",
       "  \n",
       "  1. Column 0: [C₄H₉O]₃PO(o) + H₂O(a) <=> H₂O·[C₄H₉O]₃PO(o)\n",
       "  1. Column 1: 2 [C₄H₉O]₃PO(o) + 2 H₂O(a) <=> [H₂O]₂·[[C₄H₉O]₃PO]₂(o)\n",
       "  1. Column 2: 3 [C₄H₉O]₃PO(o) + 6 H₂O(a) <=> [H₂O]₆·[[C₄H₉O]₃PO]₃(o)\n",
       "  1. Column 3: H⁺(a) + NO₃⁻(a) + [C₄H₉O]₃PO(o) <=> HNO₃·[C₄H₉O]₃PO(o)\n",
       "  1. Column 4: H⁺(a) + NO₃⁻(a) + 2 [C₄H₉O]₃PO(o) <=> HNO₃·[[C₄H₉O]₃PO]₂(o)\n",
       "  1. Column 5: UO₂²⁺(a) + 2 NO₃⁻(a) + 2 [C₄H₉O]₃PO(o) <=> UO₂[NO₃]₂·[[C₄H₉O]₃PO]₂(o)\n",
       "  1. Column 6: H₂O(a) <=> H₂O(v)\n",
       "  1. Column 7: O₂(v) <=> O₂(a)\n",
       "  1. Column 8: N₂(v) <=> N₂(a)\n",
       "\n",
       "- \n",
       "\n",
       "1. Steady-state efficiencies (mean across final five time points; min–max)\n",
       "\n",
       "  1. Column 0 — [C₄H₉O]₃PO + H₂O: 50.1607% (50.0195% – 50.3050%)\n",
       "  1. Column 1 — 2 [C₄H₉O]₃PO + 2 H₂O: 50.2408% (50.0196% – 50.6408%)\n",
       "  1. Column 2 — 3 [C₄H₉O]₃PO + 6 H₂O: 50.8817% (50.0546% – 52.6925%)\n",
       "  1. Column 3 — H⁺ + NO₃⁻ + [C₄H₉O]₃PO: 48.3691% (44.5359% – 49.9196%)\n",
       "  1. Column 4 — H⁺ + NO₃⁻ + 2 [C₄H₉O]₃PO: 48.8048% (45.7689% – 49.9538%)\n",
       "  1. Column 5 — UO₂²⁺ + 2 NO₃⁻ + 2 [C₄H₉O]₃PO: 47.9092% (43.1786% – 49.8864%)\n",
       "  1. Column 6 — H₂O(a) <=> H₂O(v): 54.2640% (54.0526% – 54.3237%)\n",
       "  1. Column 7 — O₂(v) <=> O₂(a): 49.9553% (49.8605% – 49.9973%)\n",
       "  1. Column 8 — N₂(v) <=> N₂(a): 49.8138% (49.4232% – 49.9884%)\n",
       "\n",
       "- \n",
       "\n",
       "1. Compact ranking by steady-state mean (highest -> lowest)\n",
       "  \n",
       "  1. Column 6 (H₂O phase transfer): 54.2640%\n",
       "  1. Column 2 (3× [C₄H₉O]₃PO + 6 H₂O cluster): 50.8817%\n",
       "  1. Column 1: 50.2408%\n",
       "  1. Column 0: 50.1607%\n",
       "  1. Column 7 (O₂ transfer): 49.9553%\n",
       "  1. Column 8 (N₂ transfer): 49.8138%\n",
       "  1. Column 4: 48.8048%\n",
       "  1. Column 3: 48.3691%\n",
       "  1. Column 5 (UO₂ complexation): 47.9092%\n",
       "\n",
       "- \n",
       "\n",
       "1. Concise interpretation\n",
       "  \n",
       "  1. At steady-state the H₂O(a) <=> H₂O(v) exchange (column 6) shows the largest mean efficiency (~54.26%) and the smallest relative spread (<0.3% absolute range), indicating the most consistently higher efficiency among the nine processes.\n",
       "  1. The multi-molecule cluster formation (column 2) is the next highest (~50.88%) but shows larger variability over the sampled late times (range ~2.64%).\n",
       "  1. The UO₂ complexation pathway (column 5) and the protonation/nitrate-associated ligand binding pathways (columns 3–5) have the lowest steady-state means (≈47.9%–48.8%) and display the largest min–max spreads, indicating more variability at late times compared with simple phase transfers.\n",
       "\n",
       "- \n",
       "\n",
       "1. Units and numeric note\n",
       "  \n",
       "  1. All reported values are efficiencies in % (dependent quantity unit: [%]). The means are arithmetic averages over the five final time points shown (times 103.208 s to 309.624 s)."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 7953\n"
     ]
    }
   ],
   "source": [
    "if cortix_ai:\n",
    "    issues = ('+ Title your reponse as: Overview of Individual Reaction Efficiency at Steady-State'\n",
    "             '+ Do not explain the start-up process; cover the steady-state only.'\n",
    "    )\n",
    "    cortix_ai.explain(quant=quant, issues=issues, markdown_header_level='<h4>', markdown_display=markdown_display, save_supporting_info=db_save)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reaction Rate Density\n",
    "This quantity only makes sense per volume of the mixture."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "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 23: 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": 96,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 15: Reaction rate density history at steady-state.\n",
      "Time [min]      r [mM/s]\n",
      "             r0      r1      r2      r3      r4      r5      r6      r7      r8\n",
      "t [min]                                                                        \n",
      "1.15     0.4164  0.7805  0.0953  0.0607  0.0414  0.7194  0.0014  0.0014  0.0027\n",
      "1.43     0.4006  0.7562  0.0914  0.0605  0.0402  0.7322  0.0013  0.0014  0.0027\n",
      "1.72     0.3933  0.7464  0.0901  0.0601  0.0395  0.7369  0.0013  0.0014  0.0027\n",
      "2.01     0.3899  0.7424  0.0897  0.0599  0.0390  0.7388  0.0013  0.0014  0.0027\n",
      "2.29     0.3883  0.7407  0.0896  0.0597  0.0388  0.7397  0.0013  0.0014  0.0027\n",
      "2.58     0.3875  0.7400  0.0895  0.0596  0.0386  0.7401  0.0013  0.0014  0.0027\n",
      "2.87     0.3871  0.7397  0.0895  0.0596  0.0385  0.7402  0.0013  0.0014  0.0027\n",
      "3.15     0.3869  0.7395  0.0896  0.0596  0.0385  0.7403  0.0013  0.0014  0.0027\n",
      "3.44     0.3869  0.7394  0.0896  0.0595  0.0385  0.7404  0.0013  0.0014  0.0027\n",
      "3.73     0.3868  0.7394  0.0896  0.0595  0.0385  0.7404  0.0013  0.0014  0.0027\n",
      "4.01     0.3868  0.7394  0.0896  0.0595  0.0384  0.7404  0.0013  0.0014  0.0027\n",
      "4.30     0.3868  0.7394  0.0896  0.0595  0.0384  0.7404  0.0013  0.0014  0.0027\n",
      "4.59     0.3868  0.7394  0.0896  0.0595  0.0384  0.7404  0.0013  0.0014  0.0027\n",
      "4.87     0.3868  0.7394  0.0896  0.0595  0.0384  0.7404  0.0013  0.0014  0.0027\n",
      "5.16     0.3868  0.7394  0.0896  0.0595  0.0384  0.7404  0.0013  0.0014  0.0027\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": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "void \"Supporting Information\\n----------------------\\n\\nTable data for the quantity: Rxn Rates Density [mM/s]; Time History in [s].\\nDependent quantity unit: [mM/s].\\nInfo: Ordered reactions ['[C4H9O]3PO(o) + H2O(a) <-> H2O*[C4H9O]3PO(o)', '2 [C4H9O]3PO(o) + 2 H2O(a) <-> [H2O]2*[[C4H9O]3PO]2(o)', '3 [C4H9O]3PO(o) + 6 H2O(a) <-> [H2O]6*[[C4H9O]3PO]3(o)', 'H^+(a) + NO3^-(a) + [C4H9O]3PO(o) <-> HNO3*[C4H9O]3PO(o)', 'H^+(a) + NO3^-(a) + 2 [C4H9O]3PO(o) <-> HNO3*[[C4H9O]3PO]2(o)', 'UO2^2+(a) + 2 NO3^-(a) + 2 [C4H9O]3PO(o) <-> UO2[NO3]2*[[C4H9O]3PO]2(o)', 'H2O(a) <-> H2O(v)', 'O2(v) <-> O2(a)', 'N2(v) <-> N2(a)'].\\n\\n|    |   time [s] |        0 |        1 |         2 |           3 |           4 |           5 |          6 |          7 |          8 |\\n|---:|-----------:|---------:|---------:|----------:|------------:|------------:|------------:|-----------:|-----------:|-----------:|\\n|  0 |     0      | 1.09551  | 2.64031  | 0.486462  | 5.38343e-06 | 5.28724e-06 | 1.10587e-06 | 0.00192554 | 0.00139164 | 0.00242574 |\\n|  1 |    10.3208 | 0.811532 | 1.73628  | 0.28306   | 0.0160271   | 0.0140594   | 0.0918799   | 0.00172544 | 0.00140511 | 0.0025205  |\\n|  2 |    20.6416 | 0.64823  | 1.28612  | 0.19091   | 0.0369462   | 0.0300771   | 0.31029     | 0.00159198 | 0.00141355 | 0.00258203 |\\n|  3 |    30.9624 | 0.549801 | 1.04777  | 0.144465  | 0.0505403   | 0.0388915   | 0.50175     | 0.0015033  | 0.00141884 | 0.00262198 |\\n|  4 |    41.2832 | 0.488876 | 0.915964 | 0.119564  | 0.0571691   | 0.0420614   | 0.618371    | 0.00144438 | 0.00142215 | 0.00264793 |\\n|  5 |    51.604  | 0.450826 | 0.841246 | 0.105873  | 0.0598041   | 0.0424696   | 0.678863    | 0.00140518 | 0.00142423 | 0.00266477 |\\n|  6 |   103.208  | 0.393272 | 0.746441 | 0.090114  | 0.0601271   | 0.0394745   | 0.736923    | 0.00133693 | 0.00142737 | 0.00269236 |\\n|  7 |   154.812  | 0.387492 | 0.739985 | 0.0895362 | 0.0596415   | 0.0386209   | 0.740057    | 0.00132779 | 0.00142767 | 0.00269555 |\\n|  8 |   206.416  | 0.386853 | 0.739426 | 0.08956   | 0.0595426   | 0.0384701   | 0.740378    | 0.00132656 | 0.0014277  | 0.00269592 |\\n|  9 |   258.02   | 0.386778 | 0.739362 | 0.0895712 | 0.0595256   | 0.038445    | 0.740418    | 0.00132639 | 0.0014277  | 0.00269596 |\\n| 10 |   309.624  | 0.386769 | 0.739353 | 0.0895736 | 0.0595228   | 0.038441    | 0.740424    | 0.00132637 | 0.0014277  | 0.00269596 |\\n\";"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {
      "cortix_ai": {
       "method": "explain",
       "variable": "quant: Rxn Rates Density [mM/s]; Time History in [s]"
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "<h4>Overview of Reaction Rates Density at Steady-State</h4>\n",
       "\n",
       "<h4>Steady-state window</h4>\n",
       "\n",
       "Steady-state is taken from the late-time rows (time ≥ 103.208 s; table rows indexed 6–10). All reported rates are reaction-rate densities in mM/s and are averaged over that window; stability is quantified by the relative range = (max − min)/mean × 100%.\n",
       "\n",
       "<h4>Summary statistics per reaction (steady-state mean ± relative range)</h4>\n",
       "\n",
       "- Reaction 1 — [C₄H₉O]₃PO(o) + H₂O(a) <=> H₂O·[C₄H₉O]₃PO(o): 0.388233 mM/s, relative range ≈ 1.68%\n",
       "- Reaction 2 — 2 [C₄H₉O]₃PO(o) + 2 H₂O(a) <=> [H₂O]₂·[[C₄H₉O]₃PO]₂(o): 0.740913 mM/s, relative range ≈ 0.96%\n",
       "- Reaction 3 — 3 [C₄H₉O]₃PO(o) + 6 H₂O(a) <=> [H₂O]₆·[[C₄H₉O]₃PO]₃(o): 0.089671 mM/s, relative range ≈ 0.64%\n",
       "- Reaction 4 — H⁺(a) + NO₃⁻(a) + [C₄H₉O]₃PO(o) <=> HNO₃·[C₄H₉O]₃PO(o): 0.059672 mM/s, relative range ≈ 1.01%\n",
       "- Reaction 5 — H⁺(a) + NO₃⁻(a) + 2 [C₄H₉O]₃PO(o) <=> HNO₃·[[C₄H₉O]₃PO]₂(o): 0.038690 mM/s, relative range ≈ 2.67%\n",
       "- Reaction 6 — UO₂²⁺(a) + 2 NO₃⁻(a) + 2 [C₄H₉O]₃PO(o) <=> UO₂[NO₃]₂·[[C₄H₉O]₃PO]₂(o): 0.739640 mM/s, relative range ≈ 0.47%\n",
       "- Reaction 7 — H₂O(a) <=> H₂O(v): 0.00132881 mM/s, relative range ≈ 0.80%\n",
       "- Reaction 8 — O₂(v) <=> O₂(a): 0.00142763 mM/s, relative range ≈ 0.02%\n",
       "- Reaction 9 — N₂(v) <=> N₂(a): 0.00269515 mM/s, relative range ≈ 0.13%\n",
       "\n",
       "<h4>Key steady-state observations</h4>\n",
       "\n",
       "- The largest steady-state rates are Reaction 2 (mean ≈ 0.7409 mM/s) and Reaction 6 (mean ≈ 0.7396 mM/s), essentially tied and about double Reaction 1 (≈ 0.3882 mM/s).\n",
       "- The smallest rates are gas-phase exchange / transfer reactions (Reactions 7–9) with means between ~1.3×10⁻³ and 2.7×10⁻³ mM/s.\n",
       "- All reactions show small relative changes over the steady window (most ≲ 1%–3%), indicating a stable steady-state; Reaction 5 shows the largest relative variability (~2.7%), still small in absolute terms given its low rate (~0.039 mM/s).\n",
       "\n",
       "<h4>Concise conclusion</h4>\n",
       "\n",
       "At steady-state (time ≥ 103 s) the system displays stable reaction-rate densities: two extraction/complexation-type reactions dominate (~0.74 mM/s), a moderate-rate adsorption/association (Reaction 1) is present (~0.39 mM/s), and gas exchange processes run at orders-of-magnitude lower rates (~10⁻³ mM/s). Overall fluctuations across the steady window are minor (sub–few percent)."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 8626\n"
     ]
    }
   ],
   "source": [
    "if cortix_ai:\n",
    "    issues = ('+ Title your reponse as: Overview of Reaction Rates Density at Steady-State.\\n'\n",
    "              '+ Do not explain the start-up process; cover the steady-state only.'\n",
    ")\n",
    "    cortix_ai.explain(quant=quant, issues=issues, markdown_header_level='<h4>', markdown_display=markdown_display, print_prompt=False)"
   ]
  },
  {
   "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": 98,
   "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 24: 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": 99,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 16: Species generation rate density history at steady-state.\n",
      "Time [min]        g [mM/s]\n",
      "             a0      a1      a2      a3      a4      a5      a6      a7      a8      a9     a10     a11     a12     a13     a14     a15\n",
      "t [min]                                                                                                                                \n",
      "1.15    -2.5505  0.0014  0.4164  0.0607  0.0414 -0.1021  0.0027 -0.0027 -1.5408  0.0014 -0.0014  0.7194 -0.7194 -3.8454  0.7805  0.0953\n",
      "1.43    -2.4631  0.0013  0.4006  0.0605  0.0402 -0.1007  0.0027 -0.0027 -1.5652  0.0014 -0.0014  0.7322 -0.7322 -3.7928  0.7562  0.0914\n",
      "1.72    -2.4282  0.0013  0.3933  0.0601  0.0395 -0.0996  0.0027 -0.0027 -1.5734  0.0014 -0.0014  0.7369 -0.7369 -3.7694  0.7464  0.0901\n",
      "2.01    -2.4141  0.0013  0.3899  0.0599  0.0390 -0.0989  0.0027 -0.0027 -1.5766  0.0014 -0.0014  0.7388 -0.7388 -3.7593  0.7424  0.0897\n",
      "2.29    -2.4084  0.0013  0.3883  0.0597  0.0388 -0.0985  0.0027 -0.0027 -1.5778  0.0014 -0.0014  0.7397 -0.7397 -3.7550  0.7407  0.0896\n",
      "2.58    -2.4060  0.0013  0.3875  0.0596  0.0386 -0.0983  0.0027 -0.0027 -1.5784  0.0014 -0.0014  0.7401 -0.7401 -3.7531  0.7400  0.0895\n",
      "2.87    -2.4050  0.0013  0.3871  0.0596  0.0385 -0.0981  0.0027 -0.0027 -1.5786  0.0014 -0.0014  0.7402 -0.7402 -3.7522  0.7397  0.0895\n",
      "3.15    -2.4046  0.0013  0.3869  0.0596  0.0385 -0.0981  0.0027 -0.0027 -1.5787  0.0014 -0.0014  0.7403 -0.7403 -3.7518  0.7395  0.0896\n",
      "3.44    -2.4044  0.0013  0.3869  0.0595  0.0385 -0.0980  0.0027 -0.0027 -1.5788  0.0014 -0.0014  0.7404 -0.7404 -3.7516  0.7394  0.0896\n",
      "3.73    -2.4043  0.0013  0.3868  0.0595  0.0385 -0.0980  0.0027 -0.0027 -1.5788  0.0014 -0.0014  0.7404 -0.7404 -3.7515  0.7394  0.0896\n",
      "4.01    -2.4043  0.0013  0.3868  0.0595  0.0384 -0.0980  0.0027 -0.0027 -1.5788  0.0014 -0.0014  0.7404 -0.7404 -3.7515  0.7394  0.0896\n",
      "4.30    -2.4043  0.0013  0.3868  0.0595  0.0384 -0.0980  0.0027 -0.0027 -1.5788  0.0014 -0.0014  0.7404 -0.7404 -3.7515  0.7394  0.0896\n",
      "4.59    -2.4042  0.0013  0.3868  0.0595  0.0384 -0.0980  0.0027 -0.0027 -1.5788  0.0014 -0.0014  0.7404 -0.7404 -3.7515  0.7394  0.0896\n",
      "4.87    -2.4042  0.0013  0.3868  0.0595  0.0384 -0.0980  0.0027 -0.0027 -1.5788  0.0014 -0.0014  0.7404 -0.7404 -3.7515  0.7394  0.0896\n",
      "5.16    -2.4042  0.0013  0.3868  0.0595  0.0384 -0.0980  0.0027 -0.0027 -1.5788  0.0014 -0.0014  0.7404 -0.7404 -3.7514  0.7394  0.0896\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": "code",
   "execution_count": 100,
   "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 25: Produced species generation rate density history at steady-state.\n"
     ]
    }
   ],
   "source": [
    "'''Produced species generation rate density'''\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "ids, quant_produced = stg.g_vec_history(produced=True) # mole/m^3-s\n",
    "\n",
    "quant_produced.plot(title='Produced 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_produced.unit+']', legend=list(np.array(stg.rxn_mech.species_names)[ids]), show=True, figsize=[10,3], error_data=False)\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Produced species generation rate density history at steady-state.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<h4>Overview of Species Generation Rates Density at Steady-State</h4>\n",
       "\n",
       "<h4>Steady-state snapshot</h4>\n",
       "\n",
       "At steady-state (final reported time t = 309.624 s, where rates have plateaued) the species generation rates [mM/s] from the table are as reported below; positive = net production, negative = net consumption.\n",
       "\n",
       "<h4>Produced species (net positive generation)</h4>\n",
       "\n",
       "- H₂O(v): 0.00132637  \n",
       "- H₂O·[C₄H₉O]₃PO(o): 0.386769  \n",
       "- HNO₃·[C₄H₉O]₃PO(o): 0.0595228  \n",
       "- HNO₃·[[C₄H₉O]₃PO]₂(o): 0.038441  \n",
       "- N₂(a): 0.00269596  \n",
       "- O₂(a): 0.0014277  \n",
       "- UO₂[NO₃]₂·[[C₄H₉O]₃PO]₂(o): 0.740424  \n",
       "- [H₂O]₂·[[C₄H₉O]₃PO]₂(o): 0.739353  \n",
       "- [H₂O]₆·[[C₄H₉O]₃PO]₃(o): 0.0895736  \n",
       "\n",
       "<h4>Consumed species (net negative generation)</h4>\n",
       "\n",
       "- H₂O(a): −2.40424  \n",
       "- H⁺(a): −0.0979638  \n",
       "- N₂(v): −0.00269596  \n",
       "- NO₃⁻(a): −1.57881  \n",
       "- O₂(v): −0.0014277  \n",
       "- UO₂²⁺(a): −0.740424  \n",
       "- [C₄H₉O]₃PO(o): −3.75145  \n",
       "\n",
       "<h4>Concise quantitative observations</h4>\n",
       "\n",
       "- Dominant net producers (largest positive rates): UO₂[NO₃]₂·[[C₄H₉O]₃PO]₂(o) ≈ 0.7404 mM/s and [H₂O]₂·[[C₄H₉O]₃PO]₂(o) ≈ 0.7394 mM/s.  \n",
       "- Dominant net consumers (largest magnitude negatives): [C₄H₉O]₃PO(o) ≈ −3.7515 mM/s and H₂O(a) ≈ −2.4042 mM/s, followed by NO₃⁻(a) ≈ −1.5788 mM/s.  \n",
       "- Clear 1:1 pairing at steady-state: UO₂²⁺(a) consumption (−0.740424 mM/s) matches formation of the UO₂[NO₃]₂·[[C₄H₉O]₃PO]₂(o) complex (+0.740424 mM/s), indicating net transfer of uranium from the aqueous ionic form into that neutral complex.  \n",
       "- Multiple extractant-bound and hydrated species are produced while the free extractant [C₄H₉O]₃PO(o) is strongly consumed, consistent with extraction/complexation and hydration processes reflected in the steady-state rates."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 7287\n"
     ]
    }
   ],
   "source": [
    "if cortix_ai:\n",
    "    issues = ('+ Title your reponse as: Overview of Species Generation Rates Density at Steady-State.\\n'\n",
    "              '+ Do not explain the start-up process; cover the steady-state only.\\n'\n",
    "              '+ Identify the groups of produced species and consumed species.'\n",
    ")\n",
    "    cortix_ai.explain(quant=quant, issues=issues, markdown_header_level='<h4>', markdown_display=markdown_display, save_supporting_info=db_save, print_prompt=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Mass Balance Residual\n",
    "\n",
    "This is actually the total mass generation rate density (mixing volume) residual; a small number in view of total mass conservation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "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 26: Total mass generation rate density residual history at steady-state.\n"
     ]
    }
   ],
   "source": [
    "'''Mass balance residuals'''\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "quant = stg.mass_balance_residual_history()\n",
    "\n",
    "quant.plot(title='Total Mass 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+']', markers_only=True, legend=['Residual'], show=True, figsize=[10,3])\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Total mass generation rate density residual history at steady-state.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "Total Mass Generation Rate Density Residual at Steady-State.\n",
       "\n",
       "<h4>Dataset summary</h4>\n",
       "\n",
       "- Time column: values span 0 s to 309.624 s; later (steady-state) samples occur at 103.208, 154.812, 206.416, 258.02, 309.624 s (approximately 51.604 s spacing).\n",
       "- Dependent quantity (Total Mass Generation Rate Density [g/L-s]): entries are near machine zero, ranging (entire table) from 0 to about -1.66533e-16 g/L-s; units are g/L-s (mass generation rate density in the mixing volume).\n",
       "\n",
       "<h4>Steady-state window and selection</h4>\n",
       "\n",
       "- Steady-state window considered: t >= 103.208 s (indices 6–10 in the table). This subset contains 5 samples used for the residual analysis.\n",
       "\n",
       "<h4>Numerical summary for steady-state residuals (t >= 103.208 s)</h4>\n",
       "\n",
       "- Values (g/L-s): -5.55112e-17, -1.38778e-16, -2.77556e-17, -2.77556e-17, -2.77556e-17.\n",
       "- Count: 5 samples.\n",
       "- Mean (arithmetic): -5.55112e-17 g/L-s.\n",
       "- Median: -2.77556e-17 g/L-s.\n",
       "- Minimum (most negative): -1.38778e-16 g/L-s.\n",
       "- Maximum (least negative): -2.77556e-17 g/L-s.\n",
       "- Range (max − min): 1.11022e-16 g/L-s.\n",
       "- Population standard deviation: ≈ 4.30e-17 g/L-s.\n",
       "- RMS (root-mean-square): ≈ 7.03e-17 g/L-s.\n",
       "\n",
       "<h4>Interpretation (steady-state)</h4>\n",
       "\n",
       "- Residual magnitudes are on the order of 10⁻¹⁶–10⁻¹⁷ g/L-s, i.e., effectively numerical roundoff-level deviations from zero for the mass generation rate density.\n",
       "- The mean residual is slightly negative (≈ −5.55e-17 g/L-s) and the largest individual deviation is −1.38778e-16 g/L-s; these magnitudes indicate mass balance is satisfied to within numerical precision in the steady-state window."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 5681\n"
     ]
    }
   ],
   "source": [
    "if cortix_ai:\n",
    "    issues = ('+ Title your reponse as: Total Mass Generation Rate Density Residual at Steady-State.\\n'\n",
    "             '+ Do not explain the start-up process; cover the steady-state only.'\n",
    "    )\n",
    "    cortix_ai.explain(quant=quant, issues=issues, markdown_header_level='<h4>', markdown_display=markdown_display, save_supporting_info=db_save, print_prompt=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Shut-down Simulation\n",
    "\n",
    "From steady-state, shutdown in three flow residence times."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "end_time += 3 * stg.flow_residence_time_avg\n",
    "time_step = 3 * 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": 105,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''Abrupt turn-off of TBP concentration in the 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": 106,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[14410] 2025-12-02 14:18:58,226 - cortix - INFO - Launching Module <solvex.stage.Stage object at 0x7fba0b1ca210>\n",
      "[18043] 2025-12-02 14:18:59,339 - cortix - INFO - Stg-1::run():time[m]=5.2\n",
      "[18043] 2025-12-02 14:18:59,718 - cortix - INFO - Stg-1::run():time[m]=6.5\n",
      "Total mass rate density (mixture volume) residual [g/L-s]= 8.67362e-19\n",
      "total mass inflow rate [g/min]   = 5.668e+02\n",
      "total mass outflow rate [g/min]  =  5.752e+02\n",
      "\t net total mass flow rate [g/min] = 8.365e+00\n",
      "[18043] 2025-12-02 14:19:00,125 - cortix - INFO - Stg-1::run():time[m]=7.7 (et[s]=0.8)\n",
      "[14410] 2025-12-02 14:19:00,337 - cortix - INFO - run()::Elapsed wall clock time [s]: 1450.08\n",
      "[14410] 2025-12-02 14:19:00,337 - 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",
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      ":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",
      "[14410] 2025-12-02 14:19:00,338 - cortix - INFO - close()::Elapsed wall clock time [s]: 1450.08\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": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''Recover stage'''\n",
    "stg = system_net.modules[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Organic Phase Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
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lUawDIHco1jHYsWPHlJCQYNsPCAjQoEGD7thu2LBhttfWmwYPP/ywbaaR7HrttdfsZgnZt2+f0tPTc9QHAFj98ssvCg8Pl6enp8aNG2d0HABAPjKbzYqKilJUVJQ8PDxUv359WSwWzZ0713b85s1sNhsdGwCAbLNYLPL399d7772ns2fPatq0abrvvvscnqN06dJ66aWXtHv3bq1atUqdOnWyPTgCFHYBAQGKjIzMtFkfVgEAAAAAFF9PP/202rVrl6lg57333lPTpk21YcOGPI+xceNGNW3aVKNHj5bZbLabWLdNmzYaPHhwnscAshIbG6uIiAhJFOsAAFDYWIt1Nm/erKtXrxqcBkBhQ7GOwfbu3Wt7bTKZ9OCDD2ZrZZwHH3ww07GePXvmePzq1aurWbNmtpsdaWlp2r9/f477AYArV67o9ddfl3RjBbBq1aoZGwgAkK+io6MVHBxs26z/Znz55ZftjmfcoqOjDU4NAED2+Pr6auzYsTpz5oxGjx4tf39/oyNJunHz/48//tDWrVsp2kGR4OLioqCgoExbYGCg0dEAAAAAAE7g559/VtmyZW371mKavXv3qkOHDqpfv77GjRunw4cPZ7vPI0eOaPz48WrYsKHat2+vPXv22Ap0rIKDgzVnzpx8vRYgI+tEJZUrV5aPj4/BaQAAQE7UrFlTlSpVUlpamjZt2mR0HACFjJvRAYo76wOM1hsBDRs2zFa7cuXKyd/fX3FxcbZjzZo1y1WG5s2ba9u2bbb9Y8eOqXHjxrnqC0Dx9eGHH+r8+fOqXr26Ro4caXQcAAAAAMiWN954Q6NGjZKfn5/RUW6pWbNm+uOPP7Rq1SrFxsYaHQcAAAAAAKBAlCtXTsuXL1enTp1s90CsBTsWi0UHDx7UG2+8oTfeeEOlSpVSkyZNVLFiRfn6+tru7cTHxysuLk4XLlzQzp07lZiYKEl2k6BYC3WsKy0vW7ZMFSpUcOzFolixFuuwqg4AAIWPyWRSaGioZs6cqTVr1qhLly5GRwJQiFCsY7D4+Hi7/XLlymW7bWBgoF2xTk7aZlSnTh27/Yx9AkB2HDlyRF9++aUkafz48fLy8jI4EQAAAABkz6effmp0hGzr3Lmz0REApzZw4EB9+OGHatKkidFRAAAAAAC51KhRI4WHh6tnz546ffq0TCaTXXGNtegmMTFR69evv21fN69SnHE1HYvFoipVqmjx4sXZnlgXyC2KdQAAKNysxTrh4eFGRwFQyLgYHaC4S01Ntdv39vbOdtuSJUva7ed2Btib2yUkJOSqHwDFk8Vi0SuvvKK0tDR169ZNPXr0MDoSAAAAAAAoRAICAhQZGWm3WR9iyYlly5apadOmeuihh7R169YCSAoAAAAAcIQGDRpo+/bt6tOnT6YVcTJu1uKdW203ny/9U/DTq1cvbdu2jUIdOMSBAwckSfXq1TM4CQAAyI2OHTtKkrZt25ZpkQYAuB2KdQx2c8FNcnKyYRmsNyaMyACg8AoLC9PKlSvl4eGh8ePH281GBAAAAAAAcCcuLi4KCgqy2wIDA3PcT58+feTi4qIlS5bo3nvv1YMPPqg///yzABIDAAAAAApaQECA5s2bp6VLl6px48Z2q+pY3VyMk1VxjpW1fcOGDbV48WL9+uuvCgoKcuQloRhjZR0AAAq3KlWqqGbNmjKbzdqwYYPRcQAUIhTrGMzHx8du34hVba5cuSLpn+V/vby8HJ4BQOF09epVvfrqq5KkkSNHqlatWgYnAgAAAAAAxdXkyZN1+PBhDRo0SK6urlqxYoVat26tzp07a926dUbHAwAAAADkQteuXbVjxw6tX79eTz/9tIKCgu64os7NW2BgoAYOHKjw8HDt3r1bPXr0MPqyUIzEx8fr/PnzkqS6desanAYAAORWaGioJCk8PNzgJAAKEzejAxR3lSpVkvTPqjanT592eIa4uDi7/ZsLiADgVj755BOdPn1alStX1n/+8x+j4wAAAAAAgCIiICBAkZGROW4TFBSk6dOn65133tEnn3yi6dOna/Xq1Vq9erXatWun0aNHKzQ0lJWBAQAAAKCQadOmjdq0aSPpxiolO3bs0JEjR3Tu3DnFxMQoOTlZ0o0Jav39/VWpUiXVrl1bTZo0Ub169fg5EIaxrqpTsWJF+fn5GRsGAADkWmhoqL7//nutWbPG6CgAChGKdQxWuXJlu/3jx49nu23NmjWVnp6e5wznzp2z269QoUKe+wRQ9B0/flyffvqpJGncuHHy9vY2OBEAAAAAACgqXFxcFBQUlOv2NWrU0JQpU/R///d/Gjt2rH744QetX79enTt3VqtWrTR69Gjdf//9MplMMpvNio6OzlH/AQEBcnFh4XoAAAAAMMI999yje+65x+gYQLZYi3X4zAIAULh16NBBkrR7925FR0crICDA2EAACgWKdQxWq1Ytubm56fr167JYLNq1a1e2286fPz9fMtw8ZvXq1fOlXwBF26uvvqpr166pc+fOeuSRR4yOAwAAAABO48SJE7p8+bJiYmKUmJgoHx8flSlTRoGBgapRo4bR8YBipWrVqpo0aZJGjRqlTz/9VN9//73+/PNPPfjgg2rRooVGjx6t5s2bq2zZsjnqNzIyMk/FRAAAAAAAoHigWAcAgKKhXLlyuueee3Tw4EGtXbtWffr0MToSgEKAYh2DeXh46O6779ahQ4ck3XiYw5EVl9YCIZPJJIvFInd3d9WqVcshYwMovJYuXarffvtNbm5u+vrrr1kyHAAAAECxFh8fr+nTp+uPP/7QX3/9pfj4+Fue6+fnp5YtW+r+++/X008/rdKlSzswKVB8VapUSRMmTNB//vMfff7555o8ebK2bt2qHj16qEGDBkbHAwAAAAAARdSBAwckSfXq1TM4CQAAyKvQ0FAdPHhQ4eHhFOsAyBaKdZxASEiIbRYFSdq0aZN69uzpkLE3bNigmJgY24P2DRo0kIeHh0PGBlA4paSkaPjw4ZJurK5Tp04dgxMBAAAAgDESExP19ttva/r06UpKSpJ0Y2KU24mNjdXy5cu1fPlyvfPOO3rmmWc0ZswY+fj4OCIyUOyVL19eX3zxhd566y198cUXmjhxovbt22d0LAAAAAAAbis1NVWHDx/WqVOndP78eSUmJiotLU2lS5dWQECAGjZsqLp168rV1dXoqLgJK+sAAFB0dOzYUd98843WrFljdBQAhQTFOk6gVatWmjVrlq1gZsWKFQ4r1pk7d66kGw+SmEwm3XfffQ4ZF0Dh9fnnn+v48eOqUKGC3nnnHaPjAAAAAIAh/vrrLz3xxBM6deqUXYFOdlYetZ5/5coVjR8/XosXL9ZPP/2kli1bFlheAPaCg4M1duxYjRw5Uh999JG++uoroyMBAAAAAG5y4cIFrVixQjt37lRUVJTi4uLk5+enoKAghYSE6IEHHlDFihWNjllg5s+fr1WrVmnTpk06fPiw0tPTb3u+r6+vBgwYoOHDhzPpppNISEjQ2bNnJUl169Y1OA0AAMir9u3by2Qy6dChQ4qIiFD58uWNjgTAyVGs4wTatGkj6Z8HNX7//XeHjBsbG2tXJCRJXbp0ccjYAAqn06dP67///a+kG0U7zPwMAMVHQECAIiMjs3zPYrGoefPmOnPmjKZPn67u3bvb2gAAUBSFh4erW7duSk1NtU2AktHtVtcxmUx251ssFp04cUIdOnTQ8uXL1aFDh4KKnWcWi0WnTp3Svn37dO7cOcXFxalEiRLy9/fXXXfdpebNm8vT09PomECOBAYGatSoURTrAAAAAIATOXjwoN56661sPT/z4IMPauzYsapfv74DkjnWiBEjdP78+WyfHx8fr2+//VY//PCDRo0apXfffTdbE8ug4Bw6dEiSVK5cOZUpU8bgNAAAIK8CAgLUuHFj7dq1S2vXrtWAAQOMjgTAyVGs4wQaNGig5ORkh4/7+eefKyEhwbZfokQJderUyeE5ABQer732mpKTk9W+fXv961//MjoOAMCBXFxcFBQUdMv3+/Tpo3Hjxik8PFyDBg1yXDAAABxs//796t27t65du2ZXeGMt0KlevbqaNWume+65R/7+/vL29lZSUpLi4uJ08OBBbdu2TSdPnpRkX7iTmpqq3r17a9OmTbrnnnuMubgsxMbGKiwsTMuXL9eaNWt0+fLlW57r7u6u7t27a8SIEWrfvr0DUwIAAAAAgKLif//7n5555hmlp6ffdkIUq2XLlumPP/7Qd999p6efftoBCY3l6empKlWqyNfXV2azWZcvX9aZM2fsfq3S0tI0ZswYnT17Vj/88IOBaXHw4EFJUr169QxOAgAA8kvHjh21a9curVmzhmIdAHdEsY6TKFGihMPHfPnll/Xcc8/Z9t3d3VWyZEmH5wBQOKxcuVK//vqrXF1d9fXXXzMDDwDAzsMPP6xx48ZpyZIlSk9Pl5sbP2oAAIqm559/XgkJCXZFOiaTSYMGDdLQoUPVrFmzO/axc+dOTZw4UTNmzLA9SGEymRQfH6/nnntOGzduLNBryK5hw4Zp6tSpSk1Nzdb5aWlpCgsLU1hYmJ566il9/fXXKl26dAGnBIzxzTff6Mknn1StWrWMjgIAAAAARcbMmTM1ePBgmc1mScrWd9IWi0Xp6el65plnbPdoipIKFSqoe/fuateune677z5Vr15dLi4udufExsZq/vz5ev/993Xu3Dnb8WnTpqlNmzbFoojJWVmLdZxpch4AAJA3oaGh+vLLL7VmzRqjowAoBHiCrhgrV66c0REAFBKpqal65ZVXJEkvvfSSGjRoYHAiAICzad26tQICAhQdHa2NGzeqQ4cORkcCACDfhYWF6a+//rIr1KlYsaLmzZunli1bZrufJk2a6IcfftDzzz+vvn372j1E8ddff2nRokV6+OGH8z1/Tm3ZsiXLQh1XV1eVL19eZcuWVVpamk6fPq34+Hi7c2bOnKnDhw9r9erVKlWqlKMiAw7z/vvv6/3331f9+vXVu3dv9erVSyEhIXd8kMxsNis6OjpHYwUEBGR6EAsAAAAAipqzZ8/q5ZdfltlszvSzVVYr7FjPyXifZvjw4QoNDVWVKlUKPrAD/P7772rQoMEdf9b09/fXs88+q0cffVSdO3fWzp07be/93//9nwYOHMjPlQXodj/rW/9fVK5cWVFRUbbj/KwPAEDh1bZtW7m6uurEiRM6ffq0qlatanQkAE6Mf/UDAO7oq6++0pEjRxQcHKz33nvP6DgAACfk5uamhx56SJK0aNEig9MAAFAwvv32W9tri8WiSpUqacOGDTkq1MmoRYsWWr9+vSpWrGh3fPLkyXnKWRD8/Pw0dOhQLV26VLGxsTp79qy2b9+uPXv2KDo6WuHh4Wrbtq1dm61btxa52WwBq3bt2snNzU379+/XBx98oKZNm6p69eoaMWKE1q1bp/T09CzbRUdHKzg4OEdbTot7AAAAAKAwevvtt5WYmGhXmGKxWOTu7q6OHTtq2LBhGjVqlIYNG6YOHTrI3d09UxHPlStX9M477zg6eoFp2LBhtlYXsvL399dPP/1k1yYiIkKbNm0qiHj4/273s751xv0333yTn/UBACgiSpcurWbNmkmSwsPDDU4DwNlRrAMAuK3z58/r/ffflyR9+umn8vPzMzYQAMBpWVcACAsLy3KWOwAACrOUlBStX79eJpNJFotFJpNJ3377rapVq5anfqtWrapvv/3W1qfFYtGGDRuUkpKSP8HzqFq1apo6daouXLigiRMnqlu3bvLx8bE7x9XVVR06dFB4eLiee+45u/cWLFjAFxUokubPn6/IyEjNnDlTvXv3lpeXl06fPq3x48erQ4cOKl++vAYPHqzffvvNaX4/AwAAAICzio+P1/z58+1WybFYLBo8eLBOnz6t1atX6+uvv9aHH36or7/+WmvWrNGZM2c0ZMgQ2/cR1vsq8+fPV0JCgpGXY6i6deuqadOmdscOHTpkUBoAAICiKTQ0VJJshbkAcCsU6wAAbuuNN95QUlKS7rvvPj355JNGxwEAOLH7779fXl5eOnXqlPbu3Wt0HAAA8tXmzZvtHrhv2LChunXrli99d+vWTY0bN7btp6SkaPPmzfnSd16MGTNGR44c0ZAhQ+Tl5XXH811dXTVp0iTbbGJWU6dOLaiIgKH8/f315JNP6tdff9Xly5cVFhamgQMHqkyZMrp8+bKmT5+unj17KjAwUH379tWsWbMUHx9vdGwAAAAAcDqLFi1ScnKyJNkmNHnvvfc0depUlS1bNss2wcHB+v777/X+++/bTSCWkpKiRYsWOSS3s6pZs6bd/uXLlw1KAgAAUDRlLNZhMlsAt0OxDgDgltauXauff/5ZJpNJEydOlIsLf20AAG6tZMmS6tKliyQV+y/CAABFz4ULF2yvTSaTbUW5/NKzZ0+7m/kZxzNK9+7d5eHhkaM2rq6uevPNN+2OrVixIj9jAU6pZMmSevjhh/Xjjz/q0qVLWr16tV5++WVVqlRJSUlJmj9/vp544gnVrVvX6KgAAAAA4HS2b99ue20ymXTfffdp9OjR2Wr79ttvq3Xr1nb3VbZt25bvGQuTm1d49fPzMyYIAABAEdWqVSt5eHjo/PnzOnbsmNFxADgxnroGAGQpLS1NL7/8siTphRdeUEhIiMGJAACFQa9evSRJYWFhhuYAACC/RUVFSZLtwY9q1arla//Vq1e324+MjMzX/h2pbdu2dvvR0dG6evWqQWmAOwsICFBkZGSOtoCAgFv25+bmptDQUE2YMEFnzpzRtm3bNGrUKNWtW1fp6ekOvDIAAAAAKBx27Ngh6Z/7Lq+//nqO2r/22muSbhT6SNLOnTvzMV3hYrFYMhUrNW3a1KA0AAAARVPJkiXVsmVLSTdW1wGAW3EzOgAAwDlNnDhR+/fvV0BAgD788EOj4wAACokePXrIxcVFu3bt0pkzZ1SlShWjIwEAkC9unpHUy8srX/v39PSU9M9DJampqfnavyP5+/tnOhYfH6+SJUsakAa4MxcXFwUFBRVI3yaTSc2aNVOzZs300Ucf6a+//lKrVq0KZKybmc1mRUdH56hNQEAAKysDAAAAcLiIiAiZTCZZLBa5uLioc+fOOWrfuXNnubi4yGKxyGKx6Pz58wWU1PlNmzbNbsXmOnXqqEWLFgYmAgAAKJpCQ0O1fv16rVmzRs8//7zRcQA4KYp1DFSjRg2jI+SIyWTS8ePHjY4BwAEuXryod999V5L08ccfq0yZMgYnAgAUFkFBQWrdurU2bNigRYsW2VZpAwCgsLv5Qf6IiIh87f/ixYuSbsx+ajKZFBgYmK/9O1JWD8TcbhUSoDipVatWjtuMGjVKHTp0UPPmzVWrVq1sF9NER0crODg4R2NFRkYWWOESAAAAANxKfHy87XX58uXl4+OTo/Y+Pj6qUKGC7Z5EQkJCvuYrLGbMmKGhQ4fa9l1cXPTNN9/YJofJi8jISNvK09l17Ngxu/0rV64Y+v8mKSnptvu5lZiYmKs2JUqUyJfxgVspqM884Kz4zMPR7r33Xkk3VtaJj4/Pl39z5RSfexQ3Of3MX7lypSDjZAvFOgY6deqUbWaQwsCIv0gAGOOtt95SQkKCmjVrpsGDBxsdBwBQyPTq1YtiHQBAkWN9eN16f2TDhg0aMWJEvvW/YcOGLMcrjG6+lqpVq8rDw8OgNEDhN3XqVE2dOlWS5Ofnp2bNmqlFixZq3ry5WrRooQoVKhicEAAAAADyJmMBh5+fX6768PPzsxXr5KZ4ojD4+++/debMGdt+WlqaYmNjtX//fi1atEgHDx60vefh4aEpU6aoU6dO+TL2pEmTNGbMmDz1sXXrVtuENc5g69at+dJPxmKz7Nq4caN8fX3zZXwgu/LrMw8UFnzmUdDS0tLk4eGhy5cva8aMGapatarRkfjco9i502c+489PRqFYxwkUhiKYwlJQBOD2zGazoqOjb3vOli1bNHPmTEnSBx98UCj+jAIAOJeHH35Yr7/+utauXavY2Fj5+/sbHQkAgDxr3Lix7bXFYtHy5ct18eJFlStXLs99R0ZGatmyZXaTumQcr7CZNm2a3X63bt0MSgIUDc8++6z279+vnTt3Ki4uTqtWrdKqVats71eoUMGueKdZs2a5frgNAAAAAIxw/fp12/fSbm65e5TJ1dXVrr+iaNKkSRo/fvxtzzGZTHrwwQf18ccfq1GjRg5KBgAAUDyYzWa7wvC77rpLBw4c0NatW295X97Hx0cuLi4OSgjA2VCs4yScuRiGB/WBoiM6OlrBwcHZPr9r166KjIws1DM6AwAcr2bNmqpfv77279+vpUuX6oknnjA6EgAAeVa5cmXdc889OnTokCQpJSVFw4YN04IFC/Lc90svvaTk5GTbPZg6deqocuXKee7XCL///rvWr19vd2zQoEF56jMyMlJRUVE5anPs2DG7/StXrtjN0muEnC7LjqIpN7M7//vf/1ZgYKDS0tJ08OBB7dixQzt37tTOnTt16NAhXbhwQWFhYQoLC7O1qVWrlurVq5erfCVKlMhxO+nGl5QxMTG2/atXr9rNLnzmzBmVLFnSrk2ZMmX4khJFBn/Oo7jhM4/iJqef+StXrhRkHAC4pb59++qVV16hUAcAAKAAJCYmauDAgZmOz5o1S7NmzcqyzYwZM1hRDyjGKNZxAhaLRWXKlNFDDz1kdJRMFi9erLi4OKNjAAAAoJB5+OGHtX//fi1atIhiHQBAkdG7d28dPHjQtgJOWFiYXnzxRU2ePDnXfb7yyiuaP3++rU+TyaRHH300H1M7TkxMjJ5//nm7Y7169VKLFi3y1O+kSZM0ZsyYPPWxdetWXbx4MU995Lc7LcuOoilj8Up2bdy40e6LvOrVq6t69erq06ePUlJSdPz4cR07dkxHjx7V0aNHdenSJR07dixT0VpuxsqJ+Pj4LL+kvB2+pERRxp/zKG74zKO4udNn/syZMw5KAgD2fvnlF/3yyy9q27atpk2bplq1auVLv0OHDlXfvn1z1ObYsWPq1auXbb9FixaqW7duvuTJjaSkJLs/v1u0aCFvb+8893v58uUct2nTpo0CAwPzPDZwOwX1mQecFZ95OIKz/b3P5x7FTU4/89aJOI1EsY6TqFKliqZPn250jExCQkIo1gEAAECO9erVSx999JGWLVumlJQUeXp6Gh0JAIA8e+ONNzRp0iTFxcXZimumTJmi3bt3a+LEiWrSpEm2+9q1a5deeuklbd682e64v7+/XnvttfyOXuDMZrOeeOIJnTt3znbM19dXEyZMMDAVUPR5enqqXr16dqvoJCQk6OjRo9q/f78WLlyYo/527NihWrVqqWzZsrleYccRzGZzjlcp8vHxYRUfAAAAAIXaV199pa+++sq2n5ycrOjoaO3Zs0cLFy7U7NmzlZycLEnasGGDmjdvrj/++EPNmjXL89jBwcEKDg7OUx+lSpVS6dKl85wlv3h7e+dLnmvXruW4jY+Pj1P9WqB4yK/PPFBY8JlHQXD2v/f53KO4udNnvlSpUg5MkzWKdQAAAADku6ZNm6pixYo6f/681qxZo27duhkdCQCAPPP19dV7772n4cOHy2Qy2Qp2tmzZoubNm6tZs2Z69NFH1axZM9WtW1d+fn7y9PRUSkqK4uLidOjQIW3fvl3z58/X9u3bJcm2mo71v++9916hXGVi5MiRWrZsmd2x7777TpUrVzYoEeCcfHx8NGPGjBy3yYnSpUuradOmqlWrVo6LdTIW2AUEBKhChQoqV66cKlSooPLly6t8+fIqV66c4YU8iYmJrOIDAAAAoNjz8vJSpUqVVKlSJXXv3l3//ve/1bdvX+3evVuSFBcXp169emn//v3y8/MzNGtRFhAQoMjISLtjzz33nMLCwvTuu+9q2LBhWbYBAAAAUPRRrAMAAAAg35lMJj388MOaNGmSwsLCKNYBABQZL7/8svbv36/vv//ermDHYrFo27ZttiIcK+v7GWXcN5lMttfPPvusXnrppYK9gAIwYcIEffnll3bH3nzzTfXv3z9f+h86dKj69u2bozbHjh1Tr169bPstWrRQ3bp18yVPbuV0WXYgry5fvpzjNvXr19eZM2eUkJCg6OhoRUdHa9++fZnOq1ixomrUqGHbatasqcDAwByP16ZNm1y1y8215XYss9msmJiYHLUpU6YMq/gUQ/w5j+KGzzyKm5x+5g8dOuSIWECRlJqaqrNnz2a6n5Kddhnlpg+rKlWq5Kqd0WrVqqU//vhDTZo00dmzZyVJ58+f12effaaPPvrI4HRFl4uLi4KCguyOXbhwQZLUsGHDTO8BAAAAKD4o1nECGR/KAAAAAIoKa7HO4sWL9e233/KwGgCgyJg8ebLS09M1ffp0W8GOJFvRTka3eigk4/0gi8WiwYMHa/LkyQUXuoDMnj1bI0aMsDs2aNAgffLJJ/k2RnBwsIKDg/PUR6lSpW67BLoR7rQsO5BX165dy3GbNWvWKDAwUJcvX9axY8d09OjRTP+Nj4/X+fPndf78eW3YsCFPGX18fHL1+yA315bbsaKiolSzZs0ctYmMjORhLPDnPIodPvMobu70mS9VqpQD0wBFy6FDh1StWrVctbXeh7FYLLnuw2QyKT09PVdtnUFgYKDGjBmjwYMH2479+OOPFOs42IkTJyRJNWrUMDgJAAAAACNRrGOw3M7i4UiFISMAAACcT4cOHVS6dGldunRJW7Zs0X333Wd0JAAA8oWLi4t++OEH3X///Ro6dKhiY2Ptinayy2KxqEyZMpo8eXKOV45xBkuWLNHAgQPt7h098sgjmjp1KpPTAIWYyWRSUFCQgoKCMv0b3mKxKDo6OstCniNHjighISFHY73yyiuqUaOGypcvr/Lly6tChQq21yVKlMjPyyoUzGazoqOjc9QmICCAiREAAABQpOTXMyrF+VmX3r17a8iQIbZfgwsXLuj06dOqWrWqwcmKh4SEBNuKsBTrAAAAAMUbxToGGjdunO21s86yN3LkSEVFRRkdAwAAAIWQh4eHunfvrjlz5igsLIxiHQBAkdO/f3/16NFD06dP18SJE3XkyJFst61bt66GDRumgQMHytvbuwBTFozw8HD17dvXbqbZLl26aM6cOXJ1dTUwGYCCZDKZFBgYqMDAQLVs2dLuvcjISJUtWzZH/f3888+3fK9MmTJZFvFUqFBBnp6eucrv7KKjo3O8klhuV/FxZGEQRUgAAADILqMn/ygqBT5+fn4qU6aM3b/DL168SLGOg5w8eVLSjVWOWHkQAAAAKN4o1jHQ8OHDjY5wR4899pjREQAAAFCIPfzww5ozZ44WLVqksWPHGh0HAIB85+3trZdeekkvvfSSzp07p02bNmnnzp26fPmyYmNjlZiYKB8fH/n7+ysoKEhNmjRRq1atVKlSJaOj59qWLVvUs2dPpaSk2I61atVKCxculIeHh4HJABgpNw/VjRo1SgkJCbpw4YIiIiIUERGhCxcuKDU1VTExMYqJidGBAwfyJd+JEydkMpnk5+cnNze+GnFkYVBxKUJKTExUfHy8bf/y5cu6du1agYyVHRQ8AQCAwqioFMs4I3d3d6MjFBsnTpyQxKo6AAAAACjWAQAAAFCAunbtKnd3dx05ckSHDx9WnTp1jI4EAECBqVSpkvr376/+/fsbHaXA7N27V127dtWVK1dsx0JCQvT7778XyhWCgKIsICBAkZGROW7jSCNGjMhUkGGxWBQbG2tXvHPz63PnzunUqVM5GivjSkC+vr4qU6aMypQpI39/f9vrrI6hcCmqRUiOHEsquisvUfQEAIDzateuneGr6hQliYmJiomJsTuW05VQkXsU6wAAAACwolgHAAAAQIEpXbq0QkNDtWLFCoWFhenf//630ZEAAEAuHTlyRF26dFFsbKztWN26dbVixQr5+voamAxAVlxcXHL9oL6RTCaTrVCmXr16WZ4TFRWV48KFUqVK2QoN4+PjFR8fr5MnT+Y5b1Z+/PFHVahQQaVKlZKPj4/tv9bXpUqVYnUfOLWiWojk6KInAACQfWvXrjU6QpGydOlSu1WKgoKCVL58eQMTFS8U6wAAAACw4tsgAAAAAAWqV69eWrFihRYtWkSxDgAAhdTp06fVuXNnu1U6qlevrj/++IMHWAEUCidOnJCfn5/i4uIUGxurmJgYu+1Wxy5fvpzjlTjefPPNO57j6elpV8Dj4+MjDw+PHF/XoUOHlJCQIC8vL3l5ecnT01Oenp7MSg4AAAAUU8nJyXr33XftjvXo0YPVAh2IYh0AAAAAVhTrAEAxEhAQoMjISF27dk1NmjRRVFSUJk+erD59+ty2DQAAedGzZ0+9+OKL2rx5syIiIpi9DQCAQiYiIkKdOnXSuXPnbMcqVqyo1atXq2LFigYmA4CccXd3V1BQUI6KDHOzik+3bt2UmpqqxMREXblyxe6/aWlpkqSUlBSlpKQoKioqR33frH379lke9/T0tBXwZLXl5kE9a4Gmh4eHSpQoYfffrF67ublRNAQAAADk0ptvvqm+ffuqefPm2W4TExOj/v376++//7Ydc3V11auvvloQEXELFOsAAFB0WZ+/zMqCBQv04osvqn79+lqzZo1dGwDFF8U6AFCMuLi4KCgoSDNnzlRUVJQqVKigwYMH52rWTgAAbsdsNttmn3Z3d1dISIh27dql2bNn66mnnsqyTUBAADO7AQDgZGJiYtSlSxcdP37cdiwoKEh//PGHqlevbmAyAM7m5i8pExMTtXHjRtt+mzZt5OPjk6lNUfTjjz/esiDo2rVrmQp4rK/Pnz+vV155JUdjBQQE6Nq1a0pOTtb169dtx63FQLGxsXm6lowef/zxHJ1vMpnk4eEhN7ecfxU1ZMgQlSpVSm5ubnJ3d5e7u7vt9e2OJScn53is7du3KygoSK6urrbNzc3tjvtXr17N8VgAAABAdq1cuVKfffaZWrRoof79+ys0NFT16tWTu7u73XkWi0VHjhzRvHnzNGHCBF2+fNnu/VdffVUNGjRwZPRi7fr16zp16pQkinUAACiKrM9fZqVXr1568cUXtX//fplMJgUGBjo4HQBnRLEOABQzFotF48aNkyS99NJLFOoAAApEdHR0lrNPv/HGG3rjjTeybBMZGZmjGa4BAEDBSkxM1IMPPqgDBw7Yjvn5+WnlypWqW7eugckAOKObv6QsUaKEfH19bfuBgYEqXbq0EdGcSokSJVSiRIksC5WioqJyXKxz6NAh2697WlqakpOTb7ulpKQoOTlZkZGRGjlyZI7Gaty4scxms1JTU3Xt2jWlpqbavb527ZosFovtfIvFomvXrunatWs5GkeSfvvttxy3ya1u3bo5bKwGDRrI3d1dLi4ucnV1lYuLS7ZeZyzEyq4hQ4bYVlEymUy2PrPzOiUlJcfjffbZZypVqpRMJpNts/Z7u2O5KXqaPXu2fH19bSs33TzGrY4nJibmeCwAAACjbd26VVu3bpUkeXh4qGLFivLz85OHh4cSExN19uzZW/47Z+DAgRo7dqwj4xZ7Fy5cUGpqqtzc3FSpUiWj4wAAAAcqV66c6tWrpwMHDig8PFx9+/Y1OhIAJ0CxTiFz5MgRhYeHa+fOnTpy5IjOnj2r2NhYJScny2KxqGTJkvL391elSpVUu3ZtNWnSRB07dlSdOnWMjg7ASaxbt067d++Wl5eXnn/+eaPjAAAAAIChVqxYoQceeMDoGNkSGxur48ePq1mzZg4Zr2fPntq2bZvdsddee02XL1/WqlWrctRX06ZN5e/vn5/xABRjN6/ik902RZ11tZnsFEVFRUXluFhn5cqVd5xgIT09PVMxz4ULF9SyZcscjfXxxx/L09NT6enpSktLs/034+us3ktKSspxoU+VKlVksVh0/fp125aenp7lfl5dunQpz31klyMLnqQbxTqOMmLECIeNBQAA4ExSU1N18uTJO55XunRpffLJJ3rhhRdshcxwjBMnTkiSqlWrJldXV4PTAAAAR+vcubMOHDig1atXU6wDQBLFOoVCVFSUvv/+e02fPt32Q51VxlnqJCk+Pl7x8fE6ffq0Nm3apGnTpkm6sbTq008/rWeeeSbLGc4BFB/WVXUGDhyoMmXKGJwGAAAAAIzVtWtXdenSRZ9++qkaNWpkdJwsXbt2TePHj9cnn3yiESNGOKxYZ+3atZmOjR49Old9hYeHq0OHDnkLBAD/382r+MB5uLm5yc3NTSVLlrQd8/T0zHE/Q4YMydX/46ioqBx/B7J9+/Zsj2U2m20FPBEREapRo0aOxlq9erX8/Px0/fp1mc1mW393eh0TE6Onn346R2N9/PHH8vb2lsVisfWT8fXN+xlfX7lyRV999VWOxhs4cKA8PT1t/VgsFrstq2MWi0VXr17VokWLcjRWp06dVKJEiSz7s35vltXx1NRU/fXXXzkaCwAAwChz5szRb7/9pj/++ENbt25VQkLCbc83mUxq0KCBnnzySQ0cOJCfmQxifa4rpz8rAACAoqFTp04aP358jie9A1B0UazjxFJSUvTBBx9owoQJunr1aqbCHEm3nAHj5nOPHz+ud955Rx9//LFeeeUVvf322/Ly8iqQ3ACc17Fjx2wzKg4fPtzgNAAAAADgHFatWqWmTZuqZ8+eGjVqlMOKYe4kKSlJkydP1rhx43Tx4kWj4wBAscQqPsjIxcVFLi4ucnd3V6lSpXLcvkGDBrkuQsqp3BY8WcfLabHOZ599lutry2mxzpw5cxxWzAUAAGCUunXrqm7dunrzzTdlNpt19OhRHTt2TGfOnFFCQoLS0tLk4+MjX19fVatWTU2aNMnWKpsoWBTrAABQvLVv316urq46fvy4Tp8+rapVqxodCYDBKNZxUlu2bNETTzyhEydO2ApvcrI0bVbnWiwWJSUl6ZNPPtEvv/yiWbNmqUWLFvmWGYDzGz9+vCwWi7p27ao6deoYHQcAAAAAnIbZbNaiRYu0aNEidezYUcOGDVPPnj3l6urq8CzHjh3TlClT9MMPPyguLi5X94YAAPmDVXwAAACAwu3QoUM6ceKEEhMTFRgYqHLlyqlu3bqG3PPJLRcXF9WuXVu1a9c2OgrugGIdAACKt9KlS6tFixb666+/tHr1ag0ePNjoSAAMRrGOE5o9e7aGDBmi1NRUWSyWWxbeZEfGttbXFotFx48fV/v27TVt2jQNGDAgf4IDcGpxcXGaPn26JOnVV181OA0AAAAAOIcBAwZozpw5dvdNwsPDFR4errJly2rgwIF69NFH1bRp0wLNERMTo7CwMM2aNUtr1661ZZFu3NOxWCwqX768OnbsWKA5Msru/ScAQP5gFR8AAADA3s6dO3Xw4EFFRETIw8NDNWvWVLt27e64gkx8fLy++OILTZkyJctVCv38/NSjRw8NGzaMSW6RryjWAQAAnTp1olgHgA3FOk5m1qxZGjRokK5fvy6TyWRXbGN9QCI4OFhNmzZVs2bNVLFiRfn6+srPz08mk0lxcXGKi4tTRESEtm/fru3bt+vSpUuS/inWsf732rVreuqpp2SxWPTYY485+EoBONrUqVOVlJSk+vXrq3PnzkbHAQAAAACnMGvWLD333HMaNmyYDh48aFe0c/HiRX366af69NNPVbVqVXXv3l0dOnRQ+/btFRgYmKdxzWaztm3bpvDwcK1atUrr16/X9evXbWNL/xTpuLq6avjw4Xrvvffk7e2dtwsGADgtR67i48jCIIqQAAAAkFNTp07VJ598opMnT2Z6z9PTU4MHD9Z///tf+fj4ZHp/8+bN6t+/v86dO3fLiUhiY2P1008/2e4LffHFF/Ly8sr360DxQ7EOAADo1KmTPvzwQ61evfqWCzYAKD4o1nEif/31l4YMGWIr1LGyWCzy9fXVY489pmeeeUYhISE56nfPnj36/vvvNXv2bMXFxdkV7Vy/fl2DBw9WjRo11LJly3y9HgDOIz09XV9//bUkacSIEfwDEAAAAAAyaN++vfbs2aMffvhBH374oc6dO2dXtCNJp06d0qRJkzRp0iRJUpUqVdSwYUPVr19fVatWVcWKFVWuXDl5e3vLy8tLrq6uSklJUXJysmJiYnTu3DmdO3dOR44c0b59+3Tw4EGlpKTYMmQs0LEW6UhSv3799MEHH+iuu+5y5C8JAKCIc2RhUHEpQkpMTNTGjRtt+23atMn08CgFTwAAALeXkpKiRx55RCtWrLhloU1ycrImTZqk5cuXa82aNapcubLtva1bt+qBBx5QYmKiJN32e3GLxSKLxaLvvvtOR48e1ZIlS1SiRIn8vSAUK1euXLH9u51iHQAAiq/77rtPXl5eunTpkg4cOKD69esbHQmAgSjWcRJXr17VgAEDlJqamulmwQsvvKCxY8dmOSNIdjRq1EjffPONPvnkE/373//Wt99+a/cASGpqqgYMGKADBw6oZMmSeb4WAM7n119/1ZkzZxQYGKjHH3/c6DgAAAAA4HRcXV313HPPaeDAgZo0aZLGjRtnV7Qjye4hkdOnT+vMmTNasmRJjse6+WGTjKsrWywWubi4qFevXho9erQaNWqUyysCAKD4MbIIqUSJEvL19bXtBwYGqnTp0gUyVkErqisv3Wqs9PR0Va9eXdeuXdPmzZvtHqyk6AkAAMe5fv26evfurRUrVki6c6HN8ePHdf/992vnzp3y8vLSlStX9K9//UuJiYm3vJ+Tsd+M92LWrFmjxx9/XPPnz8/vy0IxYl1VJyAgwO5nAwAAULyUKFFCbdu21cqVK7V69WqKdYBijmIdJ/HRRx/pzJkzdjcD/Pz8FBYWpnbt2uXLGKVKldI333yjf/3rX+rVq5diY2Nt7505c0Yffvih/vvf/+bLWACcy7hx4yRJL774ojw9PQ1OAwAAAADOq0SJEnr11Vf18ssva+7cuRo/fry2b98uKfNDIrea4fVObtWPj4+PBg4cqOHDh6tmzZq56hsAACCviurKS7cbq2HDhtq2bZvOnDmje++91yF5AACAvQkTJmjFihV3vP+ScVXiv//+W++9957Gjh2rL7/8UqdOnbJ77sbHx0ehoaGqVq2aPD09FRkZqc2bN+vQoUOZ+lq4cKHCwsLUq1cvh1wvih5rsQ6r6gAAgE6dOtmKdYYPH250HAAGcjE6AKTY2Fh9/fXXdjcMAgICtHr16nwr1MmoTZs2WrVqlcqUKSNJthsPEydOVFxcXL6PB8BYmzdv1ubNm+Xh4aGhQ4caHQcAAAAACgU3Nzc9/vjj2rp1q/bt26fXX39dlSpVksVisW3WBzpyumXsw93dXV27dtWsWbN06dIlTZgwgUIdAAAAB2vcuLEkaffu3YbmAACguIqKitK7776baUWcKlWq6PXXX9ekSZP05ZdfasCAASpRooSkf551mTx5sqKjozVp0iRbe09PT40dO1ZRUVFauHChxo0bp48//lg//PCDDhw4oJ07d6pNmza2QiBrXyNGjMj15CwAxToAAMCqU6dOkqS1a9cqPT3d4DQAjMTKOk7gp59+0pUrV2w//JtMJs2ePVshISEFNmbjxo01Z84c3X///babFVeuXNFPP/2kl156qcDGBeB4X331lSRpwIABKleunLFhAAAAAKAQqlevnj777DN99tln2rdvn5YtW6Z169Zp27Ztunz5co76cnd3V/369dWyZUvdf//96ty5s7y9vQsoOQAAALLD+p3crl27DE4CAEDx9L///S/TczMvvviixo0bJw8PD7tzjx49qoceekhHjx6VJCUlJWnUqFGKjIyUJJUqVUpLly5V27Ztbzle48aNtXbtWj322GP65ZdfbM/NnD17VitXrtQDDzxQQFeKooxiHQAAYNW4cWP5+/srNjZW27Zt03333Wd0JAAGoVjHCcybN0+SbDccBgwYoC5duhT4uJ07d9Zjjz2m2bNn2248zJ07l2IdoAg5c+aM5s+fL0l69dVXDU4DAChOAgICbF+MZeXVV1/VrFmz9NRTT+nzzz+3tQEAwNk1aNBADRo00Jtvvinpxs9df//9t06dOqVz584pISFBV69e1fXr1+Xl5SVvb28FBweratWqqlGjhurWrWubARYAAADOgWIdAACMNXPmTLtCnYceekgTJ07M8ty77rpLv//+u+rXr69r165Jkn744QdJN1bIGTt27G0LdaxcXFw0c+ZM7dq1S8eOHbPLQrEOcoNiHQAAYOXq6qrQ0FAtWLBAq1evplgHKMYo1jFYSkqKtmzZYrvpIEnvvvuuw8Z/9913NXv2bEk3ioW2bt2qlJQUeXp6OiwDgILzzTff6Pr16+rYsaMaNWpkdBwAQDHi4uKioKCgW77/1FNPadasWVq2bJl++OEHubnxowkAoHCqUqWKqlSpYnQMAAAA5EHDhg3l4uKiixcv6uLFi6xSDwCAAyUmJmrfvn22fZPJpC+//PK2bWrUqKHnnntOEyZMkMlkktlsliRVr15dL774YrbH9vDw0Mcff6xHH33U9txOeHh47i4ExR7FOgAAIKNOnTrZinXefvtto+MAMIiL0QGKu7179yotLc22f8899+iuu+5y2Ph33XWX6tevb9tPT0/Xnj17HDY+gIJz5coVTZkyRRKr6gAAnE/Hjh0VEBCgqKgorVu3zug4AAAAAACgGCtZsqRq164tidV1AABwtF27dtkmtzWZTGrZsmW2ih0GDBhgt28ymTRo0KAcj9+zZ08FBATY9i9duqRLly7luB8Ub2azWSdPnpREsQ4AALihU6dOkqQ///xTV69eNTgNAKNQrGOw48eP216bTCZDltJ94IEHbDc+pH9megBQuM2YMUPx8fGqVauWunfvbnQcAADsuLu7q3fv3pKkefPmGZwGAAAAAAAUd40bN5Yk7d6929AcAAAUN6dOnbLbb9WqVbbahYSEyM3Nze5Y69atczy+m5ub2rVrZ/fcDJPcIqcuXLig1NRUubm5qVKlSkbHAQAATuCuu+5SpUqVlJqaqo0bNxodB4BBKNYxWGRkpCTZfug34ge2ihUr2u0zQwhQ+JnNZo0fP16SNHz4cLm48Mc9AMD59OvXT5K0YMECpaenG5wGAAAAAAAUZyEhIZJYWQcAAEeLj4+X9M9zM3fffXe22nl4eKhChQp2x+rWrZurDNaiXSvrszxAdlknRq5atWqmIjIAAFA8mUwmde7cWZK0evVqg9MAMApPbxssKSnJbr98+fIOz1CuXDlJN/5ikMRya0ARsHTpUh09elR+fn65WuobAABH6NixowICAnT58mWtW7fO6DgAAAAAAKAYo1gHAABjJCQk2O2XLl062219fHzs9v38/HKV4eaiH2sBEXAzs9msqKioTJt1dcZKlSples9sNhsbGgAAGKZTp06SKNYBijOKdQzm6upqt5+SkuLwDKmpqXb7N2dyVgMGDJDJZLLbqlWrZnQswCmMGzdOkvTss8+qVKlSBqcBACBrbm5ueuSRRyRJv/zyi8FpAAAAAABAcWYt1jl27Fimh4YBAEDBcXd3t9vPyTMrN69g4unpmasM1gIh6yS3iYmJueoHRV90dLSCg4MzbcOHD5ckrVu3LtN70dHRBqcGAABGCQ0NlSTt3LlTMTExBqcBYASKdQx280P0ERERDs9gHdO6pHBheLD/t99+088//2x0DMAp7d69W+Hh4XJ1ddVLL71kdBwAAG6rX79+kqRff/1V6enpBqcBACBnzGazTp48qfXr12vRokX6+eefNWfOHC1atEjr16/XiRMndP36daNjAgAAIBsCAgJUuXJlSdKePXsMTgMAQPHh7e1tt29EoYz1eRkra9EOAAAAkBcVKlRQ3bp1ZbFYFB4ebnQcAAZwu/MpKEiVKlWS9M8P+seOHXN4hpvHrFixosMz5ER8fLxefPFFo2MATmv8+PGSpD59+qhKlSoGpwEA4PY6dOigwMBAXb58WWvXrlXnzp2NjgQAwG1t2rRJS5YsUXh4uPbt23fHVZJLlCihBg0aqGPHjurRo4fatGnjoKQAAADIqcaNG+vs2bPatWuX2rZta3QcAACKheDgYEn/PDcTFRXl8AxxcXGSbhTtmEymTAVEAAAAQG517txZhw4d0urVq9WnTx+j4wBwMFbWMdhdd91le22xWLRkyZJMM3YUJOuYGWcFyZjJGY0cOVLnz5+XlHmGFaC4u3jxombPni1JevXVVw1OAwDAnbm5uemRRx6RJP3yyy8GpwEAIGvp6emaNGmS6tSpo3bt2unTTz/V1q1blZycLIvFctstJSVF27Zt02effab27durdu3amjhxotLS0oy+LAAAANwkJCRE0o0V7AEAgGNYV7azyukkt/nxjE1MTIzdfpkyZfLcJwAAACBJnTp1kiStXr3a4CQAjECxjsHq1q0rX19f235UVJRDlzoLDw/XpUuXbPs+Pj6qV6+ew8bPqbVr12rq1KmSJBcXF7377rsGJwKcy+TJk5WamqqWLVuqZcuWRscBACBb+vbtK0n69ddflZ6ebnAaAADsrVixQnfffbdefvll/f3337YiHOnGjK/Z2STZ2h09elSvvPKKateurRUrVhh5aQAAALiJtVhn165dBicBAKD4qF69ut3+kSNHst32888/17x58zRv3rw8TQh28OBBu/1q1arlui8AAAAgo/bt28vFxUV///23zp49a3QcAA5GsY7BTCaTOnXqZFtK12KxaOTIkTKbzQU+ttls1siRIyX9s5SvtYLTGSUnJ+uZZ56xPRDz8ssvq3nz5ganApxHSkqKJk+eLIlVdQAAhUuHDh0UGBio6OhohxauAwBwO2azWSNGjFC3bt106tQp272Tm4twsuPmdhaLRadOnVK3bt306quvOuQ+EAAAAO7MWqxz4MABpaamGpwGAIDioWzZsgoMDJR049mVnTt3Znu1nE6dOqlPnz62Lbd27dpld6+nZs2aue4LAAAAyMjPz0/NmjWTxOo6QHFEsY4T+Ne//mW3v3v3bn3++ecFPu6XX36Z6YbDgAEDCnzc3HrnnXd0/PhxSVKVKlX04YcfGpwIcC6zZs1SVFSUKleurEceecToOAAAZJubm5vtS7R58+YZnAYAACk1NVUPP/ywvv76a7siHSvrKjkZNw8PDwUHB6ts2bIqUaJEludYZSzamTBhgnr16qW0tDQjLhUAAAAZVKlSRf7+/kpLS9OBAweMjgMAQLHRoEED272TpKQk7d2712FjR0ZG6tChQ7b9cuXKqWzZsg4bHwAAAEVf586dJVGsAxRHFOs4gd69e6tq1aqSZHtQY9SoUZo6dWqBjTlt2jS99dZbdg+aVK5cWb179y6wMfNi27Zt+uqrr2z7EydOVKlSpYwLBDgZi8Vi+z3y8ssvy83NzdhAAADkUN++fSVJv/76Kw8rAwAM969//UtLly61FepYWYtuGjRooJEjR2ru3Lk6fvy4UlJSlJycrIiICF24cEFXr15VSkqKTp48qXnz5unNN99Uo0aNsizasVgsWrp0aabJXAAAAOB4JpNJjRs3lnRjhn0AAOAY9957ryTZ7sM48iHGBQsW2FY9NplMat68ucPGBgAAQPHQqVMnSTf+nZvdVSQBFA0U6zgBV1dXjR492vYHsMlkktls1gsvvKAPPvhA169fz7exzGazPvroIz333HO28awPnowePVqurq75NlZ+SUtL05AhQ2y/Dn379lWPHj0MTgU4l9WrV2v//v3y9vbWs88+a3QcAAByrH379goKClJ0dLTWrl1rdBwAQDH2wQcfKCwszG41Heu9k0GDBmnLli3as2ePxo4dq759+6p69ery8PDI1I+Hh4eqVq2qPn366JNPPtGuXbu0bds2DR482K4AyFqwExYWxirCAAAATiAkJEQSxToAADhS69atJf0zUcqyZcscNvb//vc/2/0Z6cb3FQAAAEB+atWqlTw9PRUREaHDhw8bHQeAA1Gs4ySefvpptWvXLlPBznvvvaemTZtqw4YNeR5j48aNatq0qUaPHi2z2Wy72WAymdSmTRsNHjw4z2MUhI8//lj79u2TJPn5+WnChAkGJwKcz7hx4yTd+LPEz8/P2DAAAOSCm5ubHnnkEUnSL7/8YnAaAEBxtX//fn3wwQeZVtOpV6+eNm7cqGnTpuVpdtWmTZtq6tSp+vPPP1WvXj27+0AWi0UffPCB9u/fn+frAAAAQO5Zi3V2795tbBAAAIqRNm3a6K233rJt1uKdgrZq1Spt3rzZbnbzrl27OmRsAAAAFB+enp5q06aNpBv/BgVQfLgZHQD/+PnnnxUSEqLIyEhJ/zyosXfvXnXo0EF169bVkCFD1LVrV9WpUydbfR45ckTLly/XDz/8oAMHDtg9BGIVHBysOXPm5P8F5YODBw/qo48+su2PHTtW5cqVMzAR4HwOHz6s33//XSaTScOHDzc6DgAAudavXz999913WrhwoSZNmiR3d3ejIwEAipmRI0cqPT3dbjbV+++/X2FhYfL09My3cVq0aKFt27apd+/eWr58ue0+TVpamkaOHOnQ2WMBAABgL2OxjtlslosLcx8CAFDQfH199fHHHzt83MOHD2vgwIG2fW9v72w/jwMAAADkRKdOnbRq1SqtXr1aL7/8stFxADgIxTpOpFy5clq+fLk6deqk2NhYSf8U7FgsFh08eFBvvPGG3njjDZUqVUpNmjRRxYoV5evra1tJIz4+XnFxcbpw4YJ27typxMRESbKbBcT6AIjFYpG/v7+WLVumChUqOPZis8FsNmvIkCFKTU2VJLVt21bPPvuswakA5zN+/HhJ0kMPPaRatWoZnAYAgNxr166dgoKCFBUVpfDwcN1///1GRwIAFCO7d+/WihUr7FYi7ty5sxYtWqQSJUrk+3glSpRQWFiYevbsqZUrV9rGXblypfbs2aNGjRrl+5gAAAC4s9q1a8vT01NXrlzR8ePHdddddxkdCQAAFJCXXnrJ6AgAAAAoJjp16iRJWrt2rdLT0+XmxiP8QHHA73Qn06hRI4WHh6tnz546ffq0TCaTXXGNtegmMTFR69evv21fGQt0JPvVdCwWi6pUqaLFixerYcOG+XwV+WPChAnavHmzJMnDw0NTpkyxuwZHiYyMVFRUVI7aHDt2zG7/ypUrSkhIyM9YOZKUlHTbfRReMTExmjFjhiTpueeeM/Rz5mz43KO44TOPouKhhx7StGnT9NNPP6lly5a3PI/PPIqbnH7mr1y5UpBxgCJp5syZdvulS5fWzJkzC6RQx8rDw0MzZ85UnTp1FB8fbzs+Y8YMffnllwU2LgAAAG7Nzc1NDRo00LZt27Rr1y6KdQAAAGATEBCgyMhIu2O1atVSQkKCNmzYoNq1a2fZBgAAoEmTJvLz81NcXJx27typFi1aGB0JgANQrOOEGjRooO3bt+uFF17QggULbAUqNxeq3FyMc7OsClusbXr16qXvvvtOQUFB+ZQ6f508eVJvv/22bf8///mPYUsNT5o0SWPGjMlTH1u3btXFixfzKVHebd261egIyCcLFixQcnKyqlWrprS0NIWHhxsdyWnxuUdxw2cehVX16tUlSWFhYXr44YezPZMIn3kUN3f6zJ85c8ZBSYCiY/HixXar6nzwwQcqW7ZsgY8bHBys999/X6+88opt/LCwMIp1AAAADBQSEmIr1unXr5/RcQAAAOAkXFxc7J61SkpKsk2q2rBhQ5UuXdqoaAAAwAmZzWZFR0fb9lu1aqXff/9dixYtsj0fc7OAgAC5uLg4KiKAAsbvZicVEBCgefPmaenSpWrcuLHdqjpW1lV3brVlZG3fsGFDLV68WL/++qvTFupIN1YIsc4UXadOHY0aNcrgRIDzSU9P1++//y5J6tmzpyErTwEAkN/uuece+fr6KjExUfv27TM6DgCgmIiIiNCJEyds+x4eHho4cKDDxh84cKDdCj6nT59WRESEw8YHAACAvZCQEEnS7t27jQ0CAAAAp3b+/HlJUqlSpSjUAQAAmURHRys4ONi2WZ/3/O9//2t3POOWsbgHQOFHsY6T69q1q3bs2KH169fr6aefVlBQkK3wJrtbYGCgBg4cqPDwcO3evVs9evQw+rJu64cfftCqVask3ShImjJlijw8PAxOBTifTZs2KTo6Wn5+fmrbtq3RcQAAyBeurq667777JN34uw4AAEc4cOCA7bXJZFLnzp3l4+PjsPF9fHzUpUsXu4la9u/f77DxAQAAYM9arLNr1y6DkwAAAMCZWYt1KlasaHASAAAAAM7IzegAyJ42bdqoTZs2kqSDBw9qx44dOnLkiM6dO6eYmBglJydLkry8vOTv769KlSqpdu3aatKkierVq1doVtyIiIjQG2+8Ydt/5plnDC9CGDp0qPr27ZujNseOHVOvXr1s+y1atFDdunXzOVn2JSUlaevWrXZ5vL29DcuDvLNYLBozZowkadiwYbr//vsNTuR8+NyjuOEzj6LE1dVVy5cv144dO9SmTRu5u7tnOofPPIqbnH7mDx065IhYQJFx6tQpu/2mTZs6PEPTpk21ZMkS2/7p06cdngEAAAA3NGjQQC4uLrp06ZIiIiJUvnx5oyMBAADACVmLdSpVqmRwEgAAAADOiGKdQuiee+7RPffcY3SMAjFs2DDFxcVJksqVK6dPP/3U2ECSbWm5vHC25W69vb2dKg9ybuPGjdq1a5dKlCih4cOH8/8zG/jco7jhM4/CrGvXrgoODlZkZKS2b9+uBx544I5t+MyjuLnTZ75UqVIOTAMUfvHx8ZJuTIxgMpkMeRjz5jGt90cAAADgeCVLllTt2rV16NAh7dq1i2IdAAAAZOncuXOSWFkHAAAAQNYo1oHTmDdvnhYuXGjbHz9+vPz8/IwLBDixr776SpL0xBNPKCgoyNgwAADkE7PZrOjoaElSt27d9OOPP2rGjBlq0qRJpnMTExMVHx8vHx8fubi4ODoqAKCIsa5YbBUQEODwDP7+/pJkWx352rVrDs8AAACAf4SEhNiKdbp162Z0HAAAiqSZM2caHSHHnnrqKaMjwImwsg4AAACA26FYB05j5MiRttfdu3dXv379DEwDOK+TJ0/aCttGjBhhbBgAAPJRdHR0phUN58yZozlz5tyyzYwZM+Tr61vQ0QAARZyXl5fd/uXLlx2ewVqwal3dx9PT0+EZAAAA8I+QkBDNnj1bu3btMjoKAABF1qBBg2wTlxQWFOsgI1bWAQAAAHA7FOvAacTFxdleL126NFc3ZE6fPp2p3a5du9S4ceM8pgOcx9dffy2z2awuXbqofv36RscBAAAAgELPurKv9Z5CRESEwzNcvHjRbp/VhgEAAIwVEhIiSdq9e7exQQAAKAYsFovREbKlsBUWoeBZV9ahWAcAAABAVijWAYBCJCEhQVOnTpUkvfrqqwanAQAAAICioVq1anb7W7dudXiGm8esWrWqwzMAAADgH9aJ4I4fP674+HhW9gUAoAAVhiKYwlJQBMeyFutUqlTJ4CQAAAAAnJGL0QEAANk3bdo0JSYmqk6dOnrggQeMjgMAAAAARULGVUstFovCw8MVHx/vsPHj4+O1evVquwdTGjRo4LDxAQAAkFlAQIAqV64sSdqzZ4/BaQAAKNosFotTb0BW0tPTbatls7IOAAAAgKywsk4hce3aNW3evFk7duzQoUOHdPz4cV26dEmXL19WUlKSUlNTZTKZ5OnpKT8/P5UvX141atRQgwYN1KpVK913333y8PAw+jJua9GiRUpLS8tRmz179uiNN96w7ZctW1Y//fST3Tm1atXKl3yA0a5fv64JEyZIkoYPHy4XF+otAQAAACA/lC1bVrVq1dLx48clSWlpaZo+fbpGjBjhkPGnT5+utLQ0W7FO9erVVbZsWYeMDQAAgFsLCQnR2bNntWvXLrVr187oOAAAFGn33HOPli5danQMOxaLRd27d9fhw4eNjgIndPHiRZnNZrm5uSk4ONjoOAAAAACcEMU6Tiw1NVW//vqrfvrpJ4WHhyslJcXu/axm70hLS1NiYqLOnj2rbdu2ae7cuZKkkiVLqmfPnho8eLA6derkkPw51b59+xy3cXOz/wh7enqqc+fO+RUJcCqLFy/WyZMnVaZMGT311FNGxwEAAACAIqVnz5768ssvZTKZZLFY9O6776p///4qX758gY4bERGhd9991zauyWTSww8/XKBjAgAAIHtCQkK0ePFi7dq1y+goAAAUeR4eHqpatarRMTJx9olxYZxz585JkipUqMBkqwAAAACyxE8KTshiseibb75R9erV9fjjj2vZsmVKTk7Ocpldk8mU5Wbtx7olJSXp559/1v3336/mzZtr3bp1Rl4igFwYN26cJOn5559XyZIlDU4DAAAAAEXLzZMiJCYm6sknn9S1a9cKbMxr167pqaeeUmJiot3xgQMHFtiYAAAAyL6QkBBJ0u7du40NAgAAAKdz/vx5SVLFihUNTgIAAADAWVGs42ROnjyp5s2ba/jw4YqIiLAV29yuKCcrWZ1r7WvHjh0KDQ3VM888o6tXrzrw6gDk1o4dO7Rhwwa5ublp2LBhRscBAAAAgCKnYcOGeuCBB2z3YSQpPDxcPXv2zLTacX5ITU1Vr169tHr1artVdbp06aKGDRvm+3gAAADIOWuxzoEDBwq0iBsAAACFj7VYp1KlSgYnAQAAziogIECRkZFZbps3b5Ykubq66sSJE7bjAQEBBqcGkJ8o1nEi27dvV/PmzbVr165MBTpW1hV1bnbzqju3W4XHev706dPVqlUrRUREFPzFAcgT66o6/fv3Z1YWAAAAACggn332mdzc3CTJVkCzatUqNW/eXFu2bMm3cbZu3apmzZpp5cqVdsfd3Nz0+eef59s4AAAAyJvKlSvL399f6enpOnDggNFxAAAosm43WS3grM6dOyeJlXUAAMCtubi4KCgoKMvt3nvvVa1atXT9+nXt2bPHdtzFhUf7gaKE39FO4uTJk3rggQcUExMjSXZFNRaLRR4eHqpSpYoaNWqkWrVqydfXN1MhjiSVL19ev/32mzZu3KilS5fq888/11NPPaW77ror0yo9FotFe/fuVbt27RQVFWXMhQO4owsXLmju3LmSpFdffdXgNAAAAABQdNWvX1/vvPOO3f0Wi8WiAwcOqHXr1hoyZIi2bduW6/537NihZ555Rq1bt9aBAwds92ms/x01apTq16+fX5cDAACAPDKZTLbVdXbt2mVwGgAAip7SpUvbNh8fH6PjZKlUqVIqXbq0fH19Vbp0aaPjwIlYV9ahWAcAAORW165dJUnLli0zOAmAguJmdADc8Pjjjys2NtauSMfb21sDBw7Uk08+qSZNmsjd3d2uzfHjx/Xbb79p4sSJOn78uEwmky5evKjnnntOy5cvV6tWrWx/kEvSzp07NW3aNE2ZMkXXr1+3PQxy/PhxPfzww9q4cSMVmYABzGazoqOjb/n+p59+qvT0dN17772qUqWKoqKiFBAQwO9XAAAAACgA77zzjnbu3KlFixbZTXhiNpv1448/6scff1T9+vXVtWtXNW/eXM2aNVPFihVtK/JYpaen68KFC9q+fbu2bdum5cuXa+/evZKUafIVSerRo4feffddx10oAAAAsiUkJERr1qyhWAcAgAIQFxdndIQ72rBhg9ER4KSsxTqVKlUyOAkAACisHnzwQX399ddavny5bXI/AEULxTpOYN68edq8ebPt4Q9JatGihebMmaPq1avfsl3NmjU1YsQIDRs2TP/5z3/05ZdfymQyKSIiQo8++qh2794tLy8v2/lNmjRRkyZN9MILL9hmgrWOuWXLFn388cf6v//7vwK/XgD2oqOjFRwcfMfztmzZYjsvMjJSQUFBBR0NAAAAAIqluXPnqlevXlq+fLmtYEf6p8hm37592r9/v10bT09P+fn5SZLi4+OVnJxs9761rWRfpGOxWPTAAw9o3rx5BXEpAAAAyCNW1gEAAEBWzp07J4mVdQAAQO516NBBJUqU0JkzZ3To0CHdc889RkcCkM9YlsEJfPPNN7bXJpNJTZs21apVq25bqJORu7u7Pv/8c40aNcpWWXns2DG9+eabWZ5fv359hYeHq02bNrbzLRaLxo4dq6ioqHy5Jkfp0KGDLBaLbTt16pTRkQAAAJBLAQEBioyMzHI7fPiwbcWCdevW6fjx45oxY4Z8fHwMTg0AKIo8PDz022+/adiwYZmKbDIW7mTckpOTFRERoYiICF29ejXT+7dq/8ILL+i3336Th4eH4y8UAAAAd2Qt1tmzZ4/MZrPBaQAAAOAMLBaLbWUdinUAAEBulSxZUh06dJAkLVu2zNgwAAoExToGi4mJ0aZNm2wFM66urpo+fbpKlSqV477ef/991a9fX9KNHwq///57Xbp0KctzS5YsqaVLl6pChQq2Y0lJSZoyZUruLgQAAADIIxcXFwUFBWW51a5dWz169JAkLV26VIGBgfL19ZWLCz/SAAAKhqurq77++mv99ttvqly5cpZFOzndrCwWiypWrKiwsDBNmjTJVpAKAAAA53P33XfL09NTSUlJOnbsmNFxAAAA4ARiYmKUkpIiSXbPXgEAAOTUgw8+KElavny5wUkAFASebDPY9u3bbbNwmUwmhYaG2gpucsrFxcVuxte0tDQtXLjwluf7+Pjok08+sVtd56effsrV2AAAAEBBe/LJJyVJs2bN0vXr1w1OAwAoLrp3766///5bX331lWrUqJFptZzsyNimWrVq+uKLL3Ts2DH17NmzAJMDAAAgP7i5ualhw4aSpF27dhmcBgAAAM7AuqpOYGCgPD09DU4DAAAKs65du0qS1q9frytXrhicBkB+o1jHYMePH5ck2wMenTt3zlN/1vbW2Vr/+uuv257/2GOPqUyZMrb9v//+WxcuXMhTBgAAAKAgdO/eXf7+/jp//rw2bNhgdBwAQDHi4eGhV155RUePHtW6dev0xhtvqFmzZvLw8LArxMlqc3d3V5MmTfTaa68pPDxcx48f16uvvqoSJUoYfVkAAADIppCQEEkU6wAAAOAGa7FOpUqVDE4CAAAKu7vvvlvVq1dXamqqwsPDjY4DIJ+5GR2guIuPj7fbr1ixYp76u3lp1VOnTt32fBcXF3Xr1s1uRZ09e/awRCsAAACcTokSJdSvXz999913mjt3rvr162d0JABAMdS2bVu1bdtWkpSenq5Tp07p3LlziomJUXJysiTJy8tL/v7+qlSpkqpVqyZ3d3cjIwMAACCPKNYBAABARufOnZOU9+e8AAAATCaTHnzwQU2ePFnLly/XQw89ZHQkAPmIYh2D3fywhnWFndzK2N5isSglJeWObRo0aGC3f6cCHwAAAMAoTz31lL777jstWrRIPXv2lKenp9GRAADFmJubm2rVqqVatWoZHQUAAAAFKGOxjsVikclkMjgRAAC4cOGCjhw5orNnzyo2NlbJycmyWCwqWbKkbRKV2rVrU0yBAmFdWYfPFwAAyA9du3bV5MmTtWzZMu49AUUMxToGCwwMlCTbH6xnz57NU3/WmRusffr7+9+xTdmyZe0y3LzaDwAAAOAs7rvvPtWsWVPHjx/Xli1b1L59e6MjAQAAAACAIq5+/fpycXFRVFSUIiIiVKFCBaMjAQBQ7KSkpGjBggVasmSJwsPDFRUVla12gYGB6tixo3r06KE+ffrIy8urgJOiOLA+n1WpUiWDkwAAgKKgY8eO8vDw0MmTJ/X333+rdu3aRkcCkE9cjA5Q3JUvX95uf+XKlXnq7+b2QUFBd2xTsmRJu/28ru4DAAAAFBSTyaQnnnhCkrR27VpjwwAAAAAAgGKhZMmSqlOnjqQbq+sAAADHiY6O1ptvvqny5cvrqaee0i+//KLIyEhZLJZsbVFRUZo3b54GDhyoChUqaOTIkYqOjjb6slDIsbIOAADIT6VKlVLbtm0lScuXLzc4DYD8RLGOwVq2bClXV1dJN4pk1q1bp507d+aqr/T0dH399dcymUy2gpv69evfsV1CQoJtfOnGH/oAAACAs7IW6+zZs0cxMTEGpwEAFCcpKSm6ePGiUlJSjI4CAAAABwsJCZFEsQ4AAI703XffqWbNmvr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      "text/plain": [
       "<Figure size 3600x1800 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3600x1800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 27: 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": 109,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<h4>Overview of the Organic Phase Data at Shut-Down.</h4>\n",
       "\n",
       "Period analyzed: t ≥ 309.624 s (the moment after which the inflow TBP concentration is set to zero). The following points summarize and compare the behavior of every organic-phase column in that period.\n",
       "\n",
       "- At t = 309.624 s -> t = 464.436 s:\n",
       "  \n",
       "  - [C₄H₉O]₃PO(o) (TBP): 191.98 g/L -> 9.67065 g/L (−94.9%). Approximate half-life ≈ 31 s (TBP concentration falls rapidly immediately after shut-down).\n",
       "  \n",
       "  - UO₂[NO₃]₂·[[C₄H₉O]₃PO]₂(o): 68.3955 g/L -> 4.02987 g/L (−94.1%). Approximate half-life ≈ 50–55 s (metal complex declines substantially but a bit slower than TBP).\n",
       "  \n",
       "  - H₂O·[C₄H₉O]₃PO(o): 11.0056 g/L -> 1.33011 g/L (−87.9%). Approximate half-life ≈ 60–62 s (one of the slower relative decays).\n",
       "  \n",
       "  - HNO₃·[C₄H₉O]₃PO(o): 1.95395 g/L -> 0.228862 g/L (−88.3%). Approximate half-life ≈ 60–63 s (similar timescale to the monohydrate adduct).\n",
       "  \n",
       "  - HNO₃·[[C₄H₉O]₃PO]₂(o): 2.28548 g/L -> 0.0405566 g/L (−98.2%). Approximate half-life ≈ 30–35 s (very fast relative loss).\n",
       "  \n",
       "  - [H₂O]₂·[[C₄H₉O]₃PO]₂(o): 42.0769 g/L -> 1.08662 g/L (−97.4%). Approximate half-life ≈ 45–50 s (rapid loss of this dihydrate complex).\n",
       "  \n",
       "  - [H₂O]₆·[[C₄H₉O]₃PO]₃(o): 8.14239 g/L -> 0.0643521 g/L (−99.2%). Approximate half-life ≈ 30–35 s (the fastest proportional decline).\n",
       "\n",
       "- Immediate post-shutdown change (first recorded step 309.624 → 317.365 s):\n",
       "  \n",
       "  - TBP shows the largest absolute immediate drop (≈ 19.4% in ~7.7 s), while many associated complexes show smaller first-step changes and then continue to fall. This indicates a rapid removal (or dilution/redistribution) of the free TBP followed by coordinated losses of solvates and metal–TBP complexes.\n",
       "\n",
       "- Comparative ranking by proportional loss over the interval (largest → smallest decrease):\n",
       "  \n",
       "  - [H₂O]₆·[[C₄H₉O]₃PO]₃(o) ≈ HNO₃·[[C₄H₉O]₃PO]₂(o) > [H₂O]₂·[[C₄H₉O]₃PO]₂(o) > TBP ≈ UO₂-complex > HNO₃·[C₄H₉O]₃PO(o) ≈ H₂O·[C₄H₉O]₃PO(o).\n",
       "\n",
       "- Characteristic timescales (rough, from data):\n",
       "  \n",
       "  - Fast group (t₁/₂ ≈ 30–35 s): HNO₃·[[C₄H₉O]₃PO]₂(o), [H₂O]₆·[[C₄H₉O]₃PO]₃(o), and TBP (TBP’s absolute fall is fast even though some adducts lag).\n",
       "  \n",
       "  - Intermediate (t₁/₂ ≈ 45–55 s): [H₂O]₂·[[C₄H₉O]₃PO]₂(o), UO₂ complex.\n",
       "  \n",
       "  - Slowest (t₁/₂ ≈ 60–65 s): H₂O·[C₄H₉O]₃PO(o), HNO₃·[C₄H₉O]₃PO(o).\n",
       "\n",
       "- Interpretation notes (data-only, concise):\n",
       "  \n",
       "  - Stopping TBP inflow triggers a rapid depletion of free TBP in the organic phase and a coordinated decline of TBP-associated species (water adducts, nitrate adducts, and UO₂ complexes).\n",
       "  \n",
       "  - Species that are multiply coordinated (e.g., HNO₃·(TBP)₂, [H₂O]₆·(TBP)₃) show the largest proportional losses and the shortest characteristic times, while monoadducts (HNO₃·TBP, H₂O·TBP) persist proportionally longer.\n",
       "  \n",
       "  - By the end of the recorded period (≈ 155 s after shut-down), concentrations of all tracked organic-phase species are reduced to single-digit percent levels (or lower) of their pre-shutdown values.\n",
       "\n",
       "<h4>Key takeaways</h4>\n",
       "\n",
       "- All organic-phase species decline substantially after TBP inflow is set to zero; proportional losses range from ≈88% to >99% across species by t = 464.436 s.\n",
       "- Characteristic half-lives inferred from the data span roughly 30–65 s, with multiply-ligated adducts typically decaying faster than simple monoadducts."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 11181\n"
     ]
    }
   ],
   "source": [
    "if cortix_ai:\n",
    "    issues = ('+ Title your reponse as: Overview of the Organic Phase Data at Shut-Down.\\n'\n",
    "              f'+ Cover only the period after {round(stg.initial_time,2)} seconds when the concentration of TBP in the inflow is set to zero.'\n",
    "    )\n",
    "    cortix_ai.explain(phase=stg.organic_phase, issues=issues, markdown_header_level='<h4>', markdown_display=markdown_display, save_supporting_info=db_save, print_prompt=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "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 28: Organic phase mass density history at shut-down.\n"
     ]
    }
   ],
   "source": [
    "'''Organic phase mass density'''\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "quant = stg.mass_density_history('organic')\n",
    "\n",
    "quant.plot(title='Organic Phase Mass 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+r'$-\\rho_\\text{diluent}$'\n",
    "           ' ['+quant.unit+']', show=True, figsize=[10,3], error_data=False)\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Organic phase mass density history at shut-down.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 17: Organic phase mass density history at shut-down.\n",
      "Time [s]  Organic Phase Mass Density [g/L]\n",
      "0.000000      291.75\n",
      "17.201342     296.10\n",
      "34.402683     301.65\n",
      "51.604025     307.60\n",
      "137.610734    322.35\n",
      "223.617442    325.28\n",
      "309.624151    325.84\n",
      "348.327170    159.30\n",
      "387.030188     75.74\n",
      "425.733207     35.48\n",
      "464.436226     16.45\n",
      "Name: Organic Phase Mass Density [g/L]; Time History in [s], dtype: float64\n"
     ]
    }
   ],
   "source": [
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Organic phase mass density history at shut-down.')\n",
    "print('Time [s]  Organic Phase Mass Density [g/L]')\n",
    "print(quant.value[::5].apply(lambda x: round(x,2)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Aqueous Phase Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3600x1800 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 29: 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": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<h4>Overview of the Aqueous Phase Data at Shut-Down.</h4>\n",
       "\n",
       "The analysis below covers only the data recorded after 309.624 s (the moment the TBP inflow is set to zero). Key trends, quantitative changes over the interval 309.624 s -> 464.436 s, and comparative observations are given.\n",
       "\n",
       "- Summary of main trends\n",
       "\n",
       "  - After 309.624 s all tracked aqueous species show monotonic increases (no declines) through 464.436 s.\n",
       "  - The largest absolute increases are in UO₂²⁺(a) and NO₃⁻(a); H₂O(a) increases modestly in absolute terms but remains the dominant mass fraction; H⁺(a) shows a small absolute rise; the dissolved gases N₂(a) and O₂(a) are essentially unchanged (very small absolute changes).\n",
       "\n",
       "- Quantitative changes (309.624 s -> 464.436 s; Δt = 154.812 s)\n",
       "\n",
       "  - H₂O(a): start 986.797 g/L -> end 991.804 g/L; Δ = +5.007 g/L; mean rate ≈ +0.0323 g·L⁻¹·s⁻¹; relative change ≈ +0.51%.\n",
       "  - H⁺(a): start 0.490639 g/L -> end 0.502712 g/L; Δ = +0.012073 g/L; mean rate ≈ +7.80×10⁻⁵ g·L⁻¹·s⁻¹; relative change ≈ +2.46%.\n",
       "  - N₂(a): start 0.00905861 g/L -> end 0.00906259 g/L; Δ ≈ +3.98×10⁻⁶ g/L; mean rate ≈ +2.57×10⁻⁸ g·L⁻¹·s⁻¹; relative change ≈ +0.044% (negligible).\n",
       "  - NO₃⁻(a): start 19.2306 g/L -> end 30.2959 g/L; Δ = +11.0653 g/L; mean rate ≈ +0.0714 g·L⁻¹·s⁻¹; relative change ≈ +57.6%.\n",
       "  - O₂(a): start 0.00548158 g/L -> end 0.00548215 g/L; Δ ≈ +5.7×10⁻⁷ g/L; mean rate ≈ +3.68×10⁻⁹ g·L⁻¹·s⁻¹; relative change ≈ +0.010% (negligible).\n",
       "  - UO₂²⁺(a): start 85.7313 g/L -> end 108.573 g/L; Δ = +22.8417 g/L; mean rate ≈ +0.1475 g·L⁻¹·s⁻¹; relative change ≈ +26.6%.\n",
       "\n",
       "- Comparative observations and relations\n",
       "\n",
       "  - Absolute and rate comparison:\n",
       "    - UO₂²⁺(a) shows the largest absolute increase (≈ +22.84 g/L) and the fastest absolute rate (~0.1475 g·L⁻¹·s⁻¹).\n",
       "    - NO₃⁻(a) also increases substantially in absolute terms (+11.07 g/L) at ~0.0714 g·L⁻¹·s⁻¹.\n",
       "    - H₂O(a) increases by ~5.01 g/L, much smaller than U and nitrate but still the largest single-species mass in the solution.\n",
       "  - Relative (percentage) changes:\n",
       "    - NO₃⁻(a) shows the largest percent increase (~57.6%), indicating a strong concentration rise relative to its starting value.\n",
       "    - UO₂²⁺(a) percent increase (~26.6%) is substantial but smaller than nitrate’s percent rise because uranium started at a higher baseline.\n",
       "    - H⁺(a) rises by a few percent (~2.5%), while dissolved gases change by <<0.1% (effectively constant).\n",
       "  - Correlated behavior:\n",
       "    - The substantial simultaneous increases of NO₃⁻(a) and UO₂²⁺(a) are the dominant chemical changes in the aqueous phase during this shut-down period; their increases are comparable in timing and persistence.\n",
       "    - N₂(a) and O₂(a) remain effectively constant and do not contribute materially to mass changes.\n",
       "\n",
       "- Notable time-local features\n",
       "\n",
       "  - An inflection/acceleration in concentration increases is visible shortly after 309.624 s (notably around 317–340 s) where UO₂²⁺(a), NO₃⁻(a), and H₂O(a) begin a more steady upward trend that continues through 464.436 s.\n",
       "  - No species shows a transient decrease or oscillation in the covered interval — all trends are monotonic increases.\n",
       "\n",
       "- Brief mass-context note\n",
       "\n",
       "  - The aqueous phase remains overwhelmingly H₂O(a) by mass (~987–992 g/L). Even with the increases in solutes (UO₂²⁺ and NO₃⁻), water mass dominates the mixture and solute changes are small relative to bulk water mass but chemically significant for U and NO₃ concentrations.\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 8578\n"
     ]
    }
   ],
   "source": [
    "if cortix_ai:\n",
    "    issues = ('+ Title your reponse as: Overview of the Aqueous Phase Data at Shut-Down.\\n'\n",
    "              f'+ Cover only the period after {round(stg.initial_time,2)} seconds when the concentration of TBP in the inflow is set to zero.'\n",
    "    )\n",
    "    cortix_ai.explain(phase=stg.aqueous_phase, issues=issues, markdown_header_level='<h4>', markdown_display=markdown_display, save_supporting_info=db_save)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "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 30: Aqueous phase mass density history at shut-down.\n"
     ]
    }
   ],
   "source": [
    "'''Aqueous phase mass density'''\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "quant = stg.mass_density_history('aqueous')\n",
    "\n",
    "quant.plot(title='Aqueous Phase Mass 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+']', show=True, figsize=[10,3], error_data=False)\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Aqueous phase mass density history at shut-down.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 18: Aqueous phase mass density history at shut-down.\n",
      "Time [s]  Aqueous Phase Mass Density [g/L]\n",
      "0.000000       992.08\n",
      "17.201342     1026.95\n",
      "34.402683     1049.01\n",
      "51.604025     1062.46\n",
      "137.610734    1086.97\n",
      "223.617442    1091.43\n",
      "309.624151    1092.26\n",
      "348.327170    1107.56\n",
      "387.030188    1120.67\n",
      "425.733207    1127.80\n",
      "464.436226    1131.19\n",
      "Name: Aqueous Phase Mass Density [g/L]; Time History in [s], dtype: float64\n"
     ]
    }
   ],
   "source": [
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Aqueous phase mass density history at shut-down.')\n",
    "print('Time [s]  Aqueous Phase Mass Density [g/L]')\n",
    "print(quant.value[::5].apply(lambda x: round(x,2)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Vapor Phase Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3600x1800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 31: Vapor phase species history dashboard at shut-down.\n"
     ]
    }
   ],
   "source": [
    "'''Plot vapor phase'''\n",
    "# TODO: time axis normalized by phase flow residence time.\n",
    "stg.vapor_phase.plot(title='Vapor Phase Shut-Down', legend='Vapor Phase', nrows=2,ncols=3, show=True, figsize=[12,6])\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Vapor phase species history dashboard at shut-down.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<h4>Overview of the Vapor Phase Data at Shut-Down.</h4>\n",
       "\n",
       "This summary covers only the period after 309.624 s (rows with time ≥ 309.624 s), when the TBP inflow is set to zero.\n",
       "\n",
       "- Key facts about the time window\n",
       "  \n",
       "  - The covered interval is 309.624 s -> 464.436 s, Δt = 154.812 s.\n",
       "  - Sampling is irregular but sufficiently dense to resolve slow concentration changes over this interval.\n",
       "\n",
       "- Absolute and relative changes (start = values at 309.624 s; end = values at 464.436 s)\n",
       "  \n",
       "  - H₂O(v): start 0.0271895 g/L -> end 0.0270780 g/L; absolute Δ = −0.0001115 g/L; relative Δ ≈ −0.41%.\n",
       "  - N₂(v): start 0.908398 g/L -> end 0.908598 g/L; absolute Δ = +0.000200 g/L; relative Δ ≈ +0.022%.\n",
       "  - O₂(v): start 0.257921 g/L -> end 0.257934 g/L; absolute Δ = +0.000013 g/L; relative Δ ≈ +0.005%.\n",
       "\n",
       "- Average rates of change over the interval\n",
       "  \n",
       "  - H₂O(v): rate ≈ −7.20 × 10⁻⁷ g·L⁻¹·s⁻¹ (small net decline).\n",
       "  - N₂(v): rate ≈ +1.29 × 10⁻⁶ g·L⁻¹·s⁻¹ (small net increase).\n",
       "  - O₂(v): rate ≈ +8.40 × 10⁻⁸ g·L⁻¹·s⁻¹ (negligible net increase).\n",
       "\n",
       "- Trends and monotonicity\n",
       "  \n",
       "  - H₂O(v) shows a slow, monotonic decrease across the interval (values stepwise lower from 0.0271895 down to 0.027078), indicating gradual vapor-phase depletion or redistribution after shut-down.\n",
       "  - N₂(v) increases monotonically and approaches ≈ 0.9086 g/L, suggesting a slow rise toward a new equilibrium concentration.\n",
       "  - O₂(v) is nearly constant, with only a trace increase (third significant digit unchanged), indicating O₂ is effectively at steady state for this period.\n",
       "\n",
       "- Stability and approach to steady state\n",
       "  \n",
       "  - Magnitudes of all changes are very small (<0.5% for H₂O and ≪0.1% for N₂ and O₂), consistent with the system approaching a new steady state after shut-down.\n",
       "  - Final values near 464.436 s (H₂O ≈ 0.02708 g/L, N₂ ≈ 0.90860 g/L, O₂ ≈ 0.257934 g/L) are good practical estimates of the post-shutdown vapor-phase concentrations.\n",
       "\n",
       "- Practical summary\n",
       "  \n",
       "  - After TBP inflow is set to zero at ≈309.62 s, the vapor-phase composition changes are minor and slow: H₂O decreases slightly, N₂ increases slightly, and O₂ remains effectively constant, all toward a stable post-shutdown composition."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 6285\n"
     ]
    }
   ],
   "source": [
    "if cortix_ai:\n",
    "    issues = ('+ Title your reponse as: Overview of the Vapor Phase Data at Shut-Down.\\n'\n",
    "              f'+ Cover only the period after {round(stg.initial_time,2)} seconds when the concentration of TBP in the inflow is set to zero.'\n",
    "    )\n",
    "    cortix_ai.explain(phase=stg.vapor_phase, issues=issues, markdown_header_level='<h4>', markdown_display=markdown_display, save_supporting_info=db_save)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AyoDysXDhQvXo0UMbN250ag8ODtbdd9+t9evX66+//tKUKVN0+eWXF/kcGhAQoDZt2ujGG2/UtGnTdOjQIc2aNUvnnnuu037x8fEaNmyYPvzwwzK7TaVht9s1atQop6VlX3vtNdWpU8cv/ScmJpqCXlarVdOmTSsxqGWz2TR16lTVrVvXqf3TTz91msG8LM2YMUN79uxxauvQoYOef/75Eo9t3ry529DlU0895a/ySrRlyxbdc889pvazzjpLK1as0MCBA33ue9CgQVq3bp3+85//lKbEEn3xxRfKy8tzahs2bFipxm3evLleeukl3XLLLaUtD1VceHi4/v3vf2vjxo269tprTdenpKTo6quvdpoFHAAAADhTEBYEAAAA4JWGDRvqoosucmrLyMjQrFmzSt33mjVr9Pfffzu1NWrUyDQe4A9t2rTR7bffbmr3deY3wB3X2Vjnzp2rhIQEr/rIzc3VjBkziu0XKDB27FgtWbJENWrUMF3373//22/hfqAy+e6773TJJZeYzu8bbrhBW7du1RtvvKFOnTr51HdwcLCuv/56rV+/XjNnznSa7TovL0+33nqr3nrrrdKUXyZefvllpxlpL730Uo0YMcJv/c+cOdN0f1966aXq06ePR8fHxMTooYcecmrLy8vT+++/77cai/POO++Y2p588kkFBQV5dPxNN91kmn1v0aJF2rZtm1/qK8m4ceOUmZnp1BYdHa2FCxe6nUnNW0FBQXrppZf02WefeXyfeOunn34ytbkLQAKlERkZqS+++ML0fCNJe/fu1cSJEyugKgAAAKBiBVR0AQAAAACqnrFjx5qWXZs2bZrGjRtXqn7dzSo4cuRIWa0lf8/p5MmT2rp1q3bs2KGTJ08qNTVVoaGhio6OVt26ddW9e/dyW44qISFBq1at0s6dO5WcnKyaNWuqQYMGOvfcc9WyZcsyGTMxMVGrV6/WkSNHdPz4ceXl5alOnTqqU6eOunXrVi7LOBuGoc2bN2vTpk06dOiQ0tPTFRISolatWumKK64o8/F9MXz4cNPMMAcOHNDx48dLdZ9lZGTojz/+0NatW3Xy5EnVqFFDtWvXVocOHXTuuefKYrGUtnSnsbZv366tW7cqPj5eycnJCggIUK1atRQbG6tOnTr55UNjVykpKfr777+1fft2JSYmKjU1VYGBgQoNDVVsbKyaNm2q1q1b+/Xcy8vL059//qm9e/fq+PHjOnnypCIjI1W7dm21bt1anTt39ut96w/nnXeezjnnHP3111+SpOzsbM2cOVP33nuvx338+OOPOnr0qGM7NjZWw4YN05YtW/xa68GDB7V161bt2bNHSUlJysjIUGRkpKKjo9WkSRN169bNNBtnaRmGoV27dumvv/7SkSNHlJycrNzcXNWoUUPh4eFq1KiRmjVrpjZt2iggoHR/xtq/f782btyogwcPKjk5WVlZWapRo4bCwsLUoEEDxzj+vo0V4bzzztO7776rkSNHOrUfPXpUL7/8cqlnv6oMj8WcnBytXr1a//zzj+Lj4xUYGKjatWurTZs26t69u0fLbnqiPM9R+Ob333/X9ddfr+zsbEdbTEyMpk+fXuTS3L6wWCy68cYbNWTIEN1888369ddfHdfde++9atKkiYYOHeq38Upjy5Ytevzxxx3bkZGRevfdd/06xueff25qu+OOO7zqY+TIkZo0aZLTktGzZs3Sc889V+r6ihMXF2dafrR+/foaNmyYV/2MGzfOFG6bNWuWnnjiidKWWKx58+Zp6dKlpvZ33nnH77MOu86Q7E979+41tXXt2rXMxiuNTZs2af369Tpy5Ijy8vIUGxurxo0bq0+fPgoLC6vo8uCB5557TuvXr9eCBQuc2t9//3098MADat26tc99Z2dna/Xq1Tpw4ICOHTumtLQ0xcTEqE6dOmrfvn2p+q5uduzYoXXr1ungwYPKyspSTEyMGjRooD59+qhWrVoVXR4AAMCZwwAAAAAAL2VnZxu1a9c2JDn9bN682ec+MzIyjKioKKf+LBaLsXPnziL3nzNnjnH77bcbbdq0MdXi+mOxWIz27dsbL7/8spGSkuJTjZMnTzb1W9jixYuNCy+80LDZbEXW0aVLF+P999837Ha7TzUUlpOTY7z33ntGnz59ih3TYrEY5513nvHKK68YmZmZXo+ze/duU5/Tpk1zXB8fH2888sgjRr169dyO37Rp01LfVleLFi0yjTNy5Eiv+zl+/Ljbmos6l0s6B+Li4oxRo0YZoaGhRf5/1K1b13jyySeN1NRUX266YbfbjWXLlhn//e9/je7duxsBAQElnv+NGjUyxo8fb+zdu9enMQvk5uYa06dPNwYOHGhYrdYSx5VkNG/e3Lj55puNb775xsjIyPBp3Pnz5xtXX3216TnC9ScmJsa45ZZbjC1btpTqdvrC3eNk7NixhmEYxquvvurU3qlTJ6/6Hjp0qNPx9913n2EYhvH000+bxly0aJHH/R4/ftx47733jGuvvdaoW7duif+XQUFBRr9+/YzZs2cbeXl5Xt0GV9u2bTPuvfdej8aVZISGhhp9+/Y1nnnmGWPbtm0ej3Pw4EHjkUceMZo1a+bROEFBQUb37t2NiRMnGuvXry/VbfSEv57LiuJ67kgyateu7dNrgWGUz2Nx2rRppv52797tuP7w4cPG+PHjjZo1axY5flRUlHHfffcZ8fHxPt1Owyj7c7Sk21lY//79PaqhuJ/Cr9s333yz03UWi8XYtWuXz/eVYRjG+vXrTWMWPFeVpf379xsxMTFO47Zr187Yt29fmY6bk5NjjB071mnc8PDwIv8Py1Nubq7RrVs3p9ree+89x/XuXq/69+/v1RiJiYmm954RERFGbm6u1/VedNFFpnr++ecfr/vxxptvvmka88477/S6n8OHD5v66d69exlU7GzIkCGmcQcNGlTm4/pbUFCQ6XZkZWWV2/gl/Y6TmZlp/N///V+x7yGCgoKMK6+80qdz1vW53dvHYQFvXk9K+1pSXN/+MnLkSNOY3ry/Lc6hQ4fcnnf33HOPT/3Nnz/fGDZsmBEeHl7sfdaiRQvjgQceMA4fPuxx39u2bTP1M3PmTI+Pv+SSS0zHt27d2uPjV61aZTr+xx9/LHJ/130nT57suC4vL8/46KOPjA4dOhR5H9lsNmPw4MHGypUrPa4RAAAAviMsCAAAAMAnDz74oOkPvP/5z3987m/mzJmm/gYOHOh239dee82IjIz0+QOOWrVqGV9//bXXNRYVFMvNzTXuuusur2ro06dPqT6YX7BggXHWWWd5fdubNGlizJkzx6uxivsg7fvvvzeio6OLHbMyhwWzs7Pd1rx8+XK3+xcXFnzzzTeNkJAQj/8vmjVrZmzfvt2rehcvXmw0btzY53M/ICDAePTRR30Kem3cuNE455xzfB5bkvHOO+94NeZff/1lDBo0yOtxbDabMW7cOJ8DUb4oLix4/Phx0weT69at86jfw4cPmwKhf/31l2EYpQsL3nDDDR4FTYv6adeunbFp0yav7ye73W48+uijbj+o9fSnbt26Ho315ptvlvjhbUk/vgZcPVXWYcElS5a4vV3fffedV/2U52OxuNDDV199VWJQsfBPTEyM1x86l9c5WpFhwT/++MN0/YQJE7y6n1zdfvvtpj63bt1aqj5LkpeXZ/Tp08dpzE6dOhnHjx8v03EL2O12Y8SIEU7jX3jhheUydnGeffZZp5oGDx7sdL0/woI//fSTqY8LLrjAp3qnTJli6mvq1Kk+9eWp6667zjSmNyGcwlq1amV63ktLS/Nzxaft27fPsFgspvp9+d2morn7fc7b98alUdzvOJs3bzbatm3r1eudt+9zCQu6V5ZhQcMwjNGjR5v6j42N9er3o507dxoXXnih1/ddWFiY8dRTT3k8luvvfaNHj/bouOzsbCMsLMxtDZ5+eeyZZ55xOi4wMLDYL7u5jlMQFjxw4IDRq1cvr+6niRMnelQjAAAAfFfyWl4AAAAA4MbYsWNNbTNmzFBubq5P/blbgtjdGJK0fv16JScn+zSOlL9k8dVXX63nn3/e5z4KGIahm266SW+99ZZXxy1btkz9+/fXrl27vB5z2rRpuvjii7Vt2zavj923b5+GDx+ul156yetjXX3xxRe6/PLLdeLEiVL3VVGSkpLctkdFRXnVz8SJE3X33XcrMzPT42P27NmjPn366ODBgx4fs3v3bu3fv9+r2grLzc3VlClTdPnll3v1WF23bp369+/vWEq3PHz//ffq1auXFi5c6PWxeXl5mjp1qgYMGKBjx46VQXXeiY2NNS1N6e45z51PPvnE6f/qvPPOU8eOHUtd04oVK3x+vpbyl7js2bOnaSm3kowcOVJTpkxxWi60LDz22GO6++67lZqaWqbjVHb9+vVTp06dTO0//PCDx31Ulsfiu+++q2uuuUaJiYkeH5OQkKAhQ4Zow4YNHh9TXudoRerRo4fOO+88p7aPPvrI59ucnJysmTNnOrUNGjRIZ511ls81emLq1KlatmyZY7t+/fr68ccfFRsbW6bjFrBYLJo2bZp69erlaPv111/16aeflsv47mzevNlpCdywsDC9//77fh9n3bp1prbC94M3evfu7VH//lSW9efl5Wnjxo0+9eWJ77//XoZhOLXVq1fP6yWUK4N69eqZ2mbPnl0BlThbs2aNevXqpa1bt3p8TF5enu68884yebzBv8aPH29qi4+P1x9//OHR8evWrVPv3r2dlqL3VFpamh5//HFdd911TsuvF2Xw4MFO27/99ptH46xcuVJpaWlur/P0vbvrfj179vR6ye1du3apR48eWrlypVfHPfvss3r00Ue9OgYAAADeCajoAgAAAABUTe3atVOvXr2c/vB79OhRzZs3z+sPq/bt22cKIURFRWn48OEeHX/WWWfp3HPPVbt27VS/fn1FREQoKChIKSkp2rdvn9avX69ff/1VGRkZjmMMw9DEiRPVsWNHXXrppV7VW9grr7yiL774wrEdERGhyy+/XN26dVPdunWVmJiorVu36uuvvzaFvPbv369BgwZpw4YNHofTZsyYoTFjxpjaLRaLevXqpUsuuUSNGzdWQECADh48qPnz52vRokXKy8tz7GsYhv773//KYrHoP//5j0+3e9OmTXrzzTdlt9slSTabTX369NHgwYPVqFEj1ahRQwcPHtT69eu1fv16n8YoD5s3b3bbXrt2bY/7mDp1qp577jmnYy+55BJ169ZNtWvXVmZmpuLi4vTNN9+Yxjt27JjGjRvnVXCnsHr16qlr165q166dmjVrpsjISIWGhiotLU3Hjh3T33//rZ9//tkU0vnhhx80ceJEvfjiiyWOkZWVpREjRpgCOgXnXJ8+fdSyZUtFRkbKZrMpOTlZCQkJ+ueff7Rx40Zt3LjR9KF2ST777DPdfPPNjvOrQFBQkAYNGqQePXqocePGqlmzplJTU7Vnzx799ttvTqERSfrjjz901VVXadGiRQoMDPSqBn8bM2aMvv76a8f2Z599ppdfflnBwcHFHucaKnT3+C8tm82mLl26qH379mrbtq1iYmIUGRkpwzCUnJysHTt26I8//tDy5cud/k9SU1N1/fXXa/369WrcuHGJ43z88ceaMWOGqb127dq66KKL1LFjRzVo0EA1atRQRkaGUlJStHv3bm3evFkrV67UyZMnPbo9ixcv1jPPPGNqr1mzpi644AJ16tRJjRs3VlhYmLKyshyvFZs3b9aqVat05MgRj8apKgYPHmwKy61YscKjYyvLY/Gnn37S3Xff7XguqVmzpi688EL17t1bderUkd1u1549e/TDDz9o1apVTsempaVp9OjRWrNmjQICiv9TaHmdo95q1aqV4zn4yJEjOnr0qNP15557bol9REdHO23ffffdGjVqlGP7+PHj+uqrr3TjjTd6Xd+MGTNMoYQ777zT6368cfLkSU2aNMmxbbVa9dVXX6lBgwYlHrts2TJ9/vnnWrx4sQ4dOqSMjAw1aNBAzZo105VXXqnrrrvO4/cBAQEB+vjjj9WpUyelp6dLkp577jmNGDHCtxtWCrm5uRo5cqRT6PPZZ59V8+bN/T6WuxBVq1atfOqrZcuWpjZfvhDjqZycHNOXdQIDA9W0aVOf+iuqfl/DhyVZtGiRqa1fv34lPr9VRr1799b27dud2p577jkNGjSozO6/khw4cEAPPfSQ44tpAQEBGjBggAYOHKiGDRsqJCREhw8f1qJFi/Tjjz86/Y4lSQ888IAuuOACNWvWrAKqL1nh14u4uDin5+6wsDCPHsdBQUFlUlt5OffccxUbG6v4+Hin9hUrVrgNLxe2ZcsWDRgwwO2XUVq3bq0rr7xSrVq1UmRkpI4cOaLVq1dr7ty5pv2/+uorZWZm6vvvvy92vCFDhmj69OmO7X379mn79u1q06ZNsccVFwicP39+ib9PZGRkmN4rDhkypNhjXKWkpOiSSy5xfDHOYrGod+/eGjJkiJo0aaLw8HAdP35cy5cv1zfffGP60t3zzz+voUOHqkePHl6NCwAAAA9V4KyGAAAAAKq4Dz74wLRkzOWXX+51P0888YSpnzvvvLPI/UeNGmX06tXLeO+994z9+/d7NEZKSorxxBNPmJYVrF27tpGenu5RH+6WoC287Ozo0aONkydPuj02Ly/PePnll90uUztq1CiPxt+xY4fbJTU7dOhgrFq1qsjj/vnnH6Nnz56m4wIDA401a9aUOK67JbpsNpvj8oABA4zNmzcXeXxZLOPpr6U77733XlM/DRs2LHL/4s6BwMBA47nnnivy9trtduP11183rFarqQ9Pl8mcNm2a0aJFC2PKlCnGxo0bPTomNzfX+PTTT4169eo5jWmxWIzVq1eXePyMGTNM9Xbp0sXjJWgPHz5sTJ061ejcubNHy7Nt2rTJCA0NdRovICDAeOihh4xjx44Ve+z69euNrl27muotzRLpnipuGWLDyP9/aNiwodP1n3/+ebF9Ll++3HSuFX6OKc0yxK1btzauuuoqY86cOUZiYqJHx+zZs8e44YYbTGNeeumlHh3vbqnGF1980aMlanNzc41ly5YZt99+u9GyZcti9x08eLCpxgcffNBITk4ucRy73W6sXbvWeOihh4zo6OgqvwyxYeQv3evuObyk176Keiy6W06x4HnWYrEYDz74YJGvtYZhGF988YXb19pZs2aVOHZ5naNF3U5PlnZ09zrki8zMTCM2Ntapn759+/rUV4cOHZz6qV+/vpGTk+NTX5566qmnnMa89957SzzmwIEDxuWXX266/9ydb1OmTHEsE1n4uoJlFV25Ph///PPP/ry5HnG9T3r37u12qUt/LEPsuvyzJGPJkiU+1Z2bm+v0vlKS0bhxY5/68kRcXJyp9ubNm/vcn7vH8mOPPebHip21aNHCNN7LL79cZuOVpR9++MHtYzAwMNAYP368sWPHjjId391jofDrxyWXXFLsssgbN240mjVrZupj3LhxHo1fEcsQl8X4/lbWyxAbhmFcdtllpjFuuOGGYo/JzMw0zj33XNNx0dHRxowZM4o87sSJE8aoUaPcnuuvvfZasWMeOXLEdMxbb71V4u1zXfa38NLlderUMex2e7HH//rrr6Zxly9fXuwxxT2WevToYaxbt67IY3fv3m106dLF1MdFF11U4m0FAACAbwgLAgAAAPBZSkqKKbwWEBBgHD161OM+7Ha70bx5c9MfhteuXVvkMZ4GW9yZP3++ERAQ4DTW1KlTPTrW3Qf0BT8PP/ywR318//33pvE9/YD1ggsuMB133nnneXR/ZGRkGIMGDTId37FjxxKPdfdBWsHPVVddZWRnZ3t02/3JHwGbHTt2GDVq1DD1M2bMmCKPKeocCA4ONhYsWODRuM8884zp+MKhsuIkJyeX+OFOUfbu3Ws0adLEqw/FDMMwrr76aqdjYmNjjfj4eJ9qSEtLK/b6vLw8U+gkLCzMWLhwocdjZGVlmR4rQUFBHgeLfVVSWNAwDOORRx5xuv7CCy8sts8xY8Y47X/jjTc6XV+asGBpnkddA94Wi8XYunVrscds2rTJVOsTTzzh0/jFnUdJSUmm0ImngWxX6enpPj/ePFUeYcG9e/e6fd7asmVLkcdU5GPRXeih4Dz75JNPPBp75syZpuMHDx5c7DHldY4WqOiwoGEYxsMPP2zqy9MgeIGlS5ea+ijLoJRhmIOOMTExJYaBd+zYYTRt2rTI9zPufi6//HIjKyvLqa2osGB8fLxTuPaqq64qg1tetI0bNxqBgYGO8UNCQop8XvZHWNA1WCvJ2LVrl8/1N2rUyPRcUVaWLVtmqr1fv34+97dgwQJTf7fffrsfKz4tKyvLKfRT8LN48eIyGa88dOvWrdjHYceOHY377rvP+Pzzz42dO3f6dezifse5/fbb3YZtXcXFxZl+n4iMjPTodYCwoHvlERZ88sknTWP06NGj2GPc/Q4XHR3t8Re4Jk6caDo+ODjYOHDgQLHHub4fu/LKK4vdPykpyenvDXXr1jX69u3r1MeGDRuK7eO///2v6Zwu6UsART2WLrvsMo++fJOQkGDUrVvX6Vir1Wrs3bu3xGMBAADgPasAAAAAwEfh4eG69tprndpyc3PdLuFXlEWLFmn37t1Obeeee666du1a5DE1a9b0rtBChgwZovvuu8+p7YMPPvC5P0kaMGCA0zK0xbnsssv06KOPmtr/97//FXvcpk2bNH/+fKe2yMhIffvttx7dHyEhIZozZ47q1avn1P7333/r119/9aBys2bNmunjjz+u8OVdfREXF6dLL73UaWnqArfeeqvX/b300ksaPHiwR/s+9NBDatiwoVPbL7/84tGxERERslgsXtcnSU2aNNHbb7/t1Pbll18qKSmp2ONcl+q78sorFRMT41MNoaGhxV7/9ddfa9OmTU5t06ZN08CBAz0eIygoSF9++aViY2MdbdnZ2fq///s/74otA6NHj3baXrBggQ4cOOB237S0NM2ePdupzZ9LEJfmefTxxx9Xt27dHNuGYejDDz8s9hjX80iSbrvtNp/GL+482rt3r2lJQF/HqVGjhs+Pt8qkTp06btuLOvekyvlYvP/++3XzzTd7tO+NN96o7t27O7UtWbLEtMRdYeV1jlYmd9xxh2w2m1PbO++841UfrvvbbDaf7zdP/fjjj07LR95zzz2KiIgocv+UlBRddNFF2rt3r+m6kJAQNW/eXG3atFF4eLjTdd99953HtyUmJkbXXHONY3vhwoWm5bvLSk5OjkaOHKmcnBxH2+TJk3XWWWeV2ZgnTpwwtbnef95wPTY7O9vtMp/+UNa1S1JCQoLP/RXn4MGDjuXYC3N9f1+VzJo1y+l1wtXff/+t1157Tddff71atmyp6OhoDRkyRI899pjmz59vWgLdH7p376633npLVmvJH5+1bNlS99xzj1NbcnKyVq5c6fe64D/u3hsV974oJydHb775pql9+vTpOuecczwa85lnntHFF1/s1JaVlaW33nqr2ONcl/9dtGiR6b1uYYsXL1Zubq7T8a59uP5dwZXrMsb9+/f3aanzZs2a6dNPP1VISEiJ+0ZHR2vy5MlObXa7vcRaAQAA4BvCggAAAABKZezYsaa2adOmeXz8Rx995FGf/nTLLbc4ba9fv17p6ek+91dS0M/VhAkT1KhRI6e27777TocPHy7yGHcfTjz66KOm0Flxatasqeeff96jvj3x5JNPlurD1fJmGIb++ecfTZw4UV26dNH27dtN+wwfPly9evXyqt8WLVrorrvu8nj/wMBAXXfddU5tBw4c0LFjx7wa1xeXXHKJ0weyubm5WrVqVbHHpKSkOG37GhT0xAsvvOC0PWDAAKfwhadq1qyp8ePHO7V98803parNH1q3bq2+ffs6tu12u6ZPn+5239mzZzsFJZo1a6ZBgwaVdYkesVgsptDWsmXLij3G9TySyuZcKq9xqpKQkBAFBweb2pOTk4s8prI9FiMjI00fIJdkxIgRTtu5ubn666+/itz/TDx3mjZtqssuu8ypbcaMGR6Hb+Lj4/XVV185tV166aVq3Lix32p05/PPP3dcDggIKPE1+P777zeFQTt37qzvvvtOJ0+e1K5du7Rt2zYlJSVpxYoVGjp0qGO/Tz75xOO6Cn9pIDExUevXr/f42NKYMmWKNmzY4Nju2rWrHnrooTId0905UqNGDZ/7c3dsad6bF6cq137y5Em37VFRUWUyXnlo2bKlFi9e7HG49eTJk/rtt980ZcoUXXjhhYqNjdV1112nn3/+2W81vfDCC14Fo1xfbyRp3bp1fqsH/ufuMVPc+6Kvv/7a9Lv6v/71L6fXC0+8+eabppD+e++95xT2duX6hbTExEStXbu2yP1dg37uwoKu+xSWkJDg9JrirgZPTZ482asvKF1//fWm+4fHEgAAQNkgLAgAAACgVHr37q22bds6tW3evFmrV68u8djk5GTNmTPHqS04OFg33XSTX2t01bp1a6ft3NzcYv/gXpyePXuqY8eOXh0TEhJiCtrk5uYW+0d712/UBwcH+xSqvP766xUdHe3UVtLsBO5ERkb6FBwpS3PnzlWnTp3c/rRu3VpRUVFq3769nnvuObehkI4dO/o0y+SYMWM8mnmkMNcZryRp27ZtXo/tLavVqpYtWzq1/fHHH8Ue4xqWKSkU5qs9e/aYPgzyZZbHApdeeqmpf3ezSpU319kBp0+f7naWINcg9ahRoyrVLHeuz6N//vlnsR90ugtdlcW5VF7jVDW1atUytbmbWVWqnI/Fa6+9VpGRkV4d4+3z7Jl67tx9991O28nJyfrss888Ovajjz5Sdna2U9udd97pt9rcMQxDCxcudGwPGDCg2FnJdu/ebfoSy4033qhVq1Zp2LBhTrMdWa1W9erVS3PnztVLL73kdW39+/d32i6PgMP69ev17LPPOrYDAwP10UcfmcIW/ubu+d6TmaOK4i5w53pu+UtVrr2o5+3SzBZcGbRv317r1q3TE0884fVtyczM1OzZs3XJJZfo/PPP9+h30OK0bt1aAwYM8OqY9u3bKywszKmtPN7Xw3fevC+S3M/E9+9//9vrcVu2bKmLLrrIqS0hIUF//vlnkce4m9WvuL8buAsLdu/e3el91NKlS4t8nnI3M65r2NATYWFhuvHGG706platWqbfMXgsAQAAlA3CggAAAABKzdfZBWfNmmX6o/wVV1xhCrOVJC8vT8uWLdObb76pcePGadiwYRo4cKDOO+88t8Gxnj17mvrYt2+fV2MWrtcXV111lamtqNDWkSNHTDPiDBw40Ov7ScoPGQ4bNsypLTU1VRs3bvSqnx49epRqFpaycPLkSW3cuNHtT1xcXLGzRQwcOFC//vqrTzOzuIYDPOEa2JNU4nLARdm0aZOmTZum+++/X1dddZWGDBmiHj16FBmcdF1atKRzv0ePHk7by5Yt06RJk5yWt/KHJUuWmNrOP/98n/tr3ry5qa28ZnkqzjXXXOO0XObOnTv1+++/O+2zfft2p5CS1WrVqFGjyrSu1NRUzZs3T88//7xuueUWXXrpperbt6+6dOni9jxyDRhlZWXp6NGjRfbfrVs3U6j2tttu0+bNm/16O1q3bm16bpwwYYKWLl3q13GqGnfLoRYVPq2Mj8XyeJ4tr3O0shkyZIjpSx+eLEVsGIamTp3q1NaiRQtTCMLftmzZ4rTEa0mzOr3zzjtO53+nTp00bdo0BQYGFnvcf/7zH6+/lNGwYUOnc6isZwzOzs7WyJEjnV6PH3nkEY+XxPS30gTa3R3rLkhfVqpK7UX1W5m+TOCrsLAwTZ48Wfv27dMHH3ygwYMHl/g4dbVixQqdf/75JS7rWpx+/fp5fYzValWzZs2c2nx9X4/y4c37Iklavny503ZYWJhpSWFPXXvttSX2X1hERITp97GiwoKHDh3Sli1bHNtt27ZVo0aNFBAQ4BSCTU9PL3LM3377zWm7fv36at++fZH1FaVnz54KCgry+jjX9288lgAAAMqG53OpAwAAAEARbrnlFk2cONFppo7PP/9cr776arEzdbgLFHrzweyRI0f0/PPP6/PPPy82pOKJxMREn47r2rWrT8d17NhRAQEBTh/wFjUDjbuZBs477zyfxpXyAxGuS5/++eef6tKli8d9eLNvZdauXTs98MADGjt2rM8ftLrOfuAJd7OmePNBSFZWlt544w1NmzZN//zzj9fjF1bSuT9q1Cj973//c/qA+tlnn9Vnn32m0aNH68orr/R6dk133H1g5WsYtyjx8fF+7c8XYWFhuvbaa/Xhhx862j766COnMJTrrIKDBg1S06ZNy6SedevW6aWXXtLcuXOLnVHFE4mJiaYl1gtER0dr2LBh+vbbbx1tu3fv1rnnnqvLL79cN9xwgy688EKvZ49zZbVadcstt+i1115ztCUkJKhfv3664IILNGLECP3rX/8qdiay6sjd47yowHdlfCyWx/NseZ2jldFdd92le+65x7G9fv16rVq1yhROKOyXX34xfZFh3LhxZR5acg1vlvR+yHU2qKefftrj8MKUKVP06aefKisry6P9bTaboqKidOLECUnS8ePHPTrOV08++aT+/vtvx3aHDh00adKkMh2zQGBgoOl+ycjIUHh4uE/9uXv98SVk4gl3AbTSvP6VZ+1FPW8nJiaqbt26ZTJmeYuMjNTYsWM1duxYpaen648//tDy5cu1bt06rV+/vsQvueTm5jq+0FDSEuXu+PJ6I5lfcwg4VW7evC9KS0vT9u3bndo6d+7s8wyu3bp1M7UVN7OglB/sL/z+bOXKlUpPT1doaKjTfu5mFSx8ee7cuU77Dhw40DSWax++LkHMYwkAAKByIywIAAAAoNTq1Kmjyy67TN98842jLTExUXPmzCly6Zl//vlHq1atcmpr2rSpx3+Mfu+99/TQQw8VO1ucN3z9I/RZZ53l03HBwcFq3ry5duzY4WgragYad6GKdu3a+TSuJJ199tkejVGcOnXq+Dx+RahRo4YiIyNVq1YttWvXTl27dtWgQYPUq1evUvftywyP7j6oLm4J18KWL1+ukSNHaufOnV6P605J536nTp1077336vXXX3dq37NnjyZPnqzJkyerTp066tOnj7p166bevXurR48eCg4O9qqOAwcOmNq8nfGyJIVno6pIY8aMcQoLfvXVV3rzzTcVERGhvLw8ffLJJ6b9/S0nJ0f333+/adat0ijpXHr55Zf1+++/O4I0Uv7MsHPmzNGcOXNks9nUuXNn9erVS926dVO/fv18Ckk++uijmjt3rinINH/+fM2fP18Wi0Xt27dX79691a1bN/Xt29fn5/KqID093e1Sc0WF3irjY7G8nmfL6xytbEaOHKmJEycqJSXF0fbOO+8UGxZ0nX0wODi4TJ6rXBV+3ySp2LB6amqq/vrrL8d2zZo19a9//cvjserVq6fBgwdr3rx5Hh9T+LXP05ChL9auXasXX3zRsW2z2fTRRx+VWUjNVWhoaJmHBV2XdfUX13BNUeN7qjxrL+q5sDqFBQsLDQ3VoEGDNGjQIEdbfHy8li5dqvnz5+urr74qMpR73333qVevXl5/wcmX1xvJ/Jrj6fv6qu7QoUNePa8W2LBhg/+L8cLJkydNbUW9L0pISDDN6lma38Xbtm0rq9Xq9P67pN/FhwwZoieffNKxnZWVpaVLl5pm8y0pLFjY/Pnz9cwzzzi17d271/Q7pi9LEEs8lgAAACo7liEGAAAA4BfuZgR0nR2rpOtGjx5tWgLQnRdffFHjxo3zW1BQ8v2P0O5mLvL12KJmeHP3YYYvy+UWqFWrlqmtcDDCE5VxZqWRI0fKMAy3P+np6Tpy5Ii2bNmiOXPmaNKkSX4JCkruAyllZdGiRbrwwgv9FhSUPDv3X3nlFT3wwANFXn/s2DHNmTNHjzzyiPr376+oqChddNFFmjZtmlP4pDjlEeQr7cx5/tK7d2+nZT/T09P1+eefS5J++uknHT582HFdrVq1dOWVV/p1/JycHF1zzTV66623/BYULOi3OC1bttSCBQvcLksr5Yey1q5dqzfeeEO33HKLmjVrpubNm+vBBx8sccaVwmJiYrRgwQJ17tzZ7fWGYWjTpk167733dNttt6lt27aqX7++7rjjDrdL8FZ1Rc2827hxY7ftlfGxWF7Ps+V1jlY2ERERuvnmm53aZs+e7fb9h5QfKP3xxx+d2q6++upymbGzcDAoNDTUaVl3V4cPH3Z6juvSpYtH7zMLczcDVHEKv5erXbu2V8d6KisrS6NGjXKanfqBBx7wutbSiImJMbWlpqb63J/rsUFBQT4HD0tS1rUXNYY/NGzY0O3snaWdYb0qiY2N1ZVXXqm3335bBw8e1Lvvvuv2d5vc3Fw9/vjjXvdfnu/rq4Ps7Gxt3LjR65+K5u4xU9T7In//Lm61Wk2/S5f0u3jPnj1Nz4muM+dKzksIBwQEOM0c2K5dOzVs2NCxvW7dOtPfH9z16WtYkMcSAABA5UZYEAAAAIBfXHzxxWrQoIFT28KFC7V3717Tvrm5ufr000+d2qxWq0aNGlXiOMuWLdOECRNM7WFhYbrxxhv19ttva/HixYqLi9PJkyeVnp4uu91uCo/5S2lmDnE9tqhQlbt2f45b3NhFCQhgovrydvLkSV133XVKT093ardarbrwwgv13HPP6eeff9bmzZsVHx+v1NRU5eXlmc79wsvdespms+mVV17R6tWrNXTo0BL//zMzM/Xrr79qzJgxatasmZ577jmnUENRt+9MMnr0aKftgmXZXYPUN9xwQ7HLufvihRde0HfffWdqb9iwof7973/r008/1cqVK7V//34lJiYqMzPTdB4tWrTIp7E7d+6sTZs26YUXXijyQ9nC9uzZo//7v/9T165dNWTIEI9nomnevLlWrVqld99916NZA48cOaKpU6dqwIAB6tatm8+3rzJavXq1qc1ms6lJkyZu9z/THouuyuscrWwKlu0skJGRoenTp7vd97333lNeXp5T25133llWpTlJS0tzXC7piwuu4QtfZkX2Zra2hIQEpyBsWYUnX3/9daflmFu3bu0041R5cHe/uJuV1BN5eXlOIfmi+vcXf9YuSfv37/doDH8ICgpSs2bNTO1r164tk/Equ8DAQI0bN04bNmxwO8vrjz/+qCNHjlRAZajs3L03atGihdt9/f27uLvjS/pdPCAgwPQ7nOssgv/8848OHTrk2O7WrZvpdbLwKg52u10LFy4sts+2bds6BQwBAABQfRAWBAAAAOAXNpvNFPYzDMPtB80//vij6dv8gwcP9mgpv/vvv9/UNmrUKB04cEAzZ87UnXfeqf79+6tly5aKiopSjRo1TDNw+HN2scIfWpf22KJmx3HX7s9xixsblcezzz5rWmrtvPPO09atW/XLL7/o4Ycf1kUXXaSzzz5bMTExCgsLczuDUmnO/27dumnu3Lk6ePCgPvzwQ40YMaLIGbgKnDhxQhMnTlSfPn2KnD1Tyl8q2l2tRc0W6cvPE0884fNt97dbbrlFNpvNsb1y5Ur9/vvv+uGHH5z28/eynseOHdNzzz3n1BYQEKBXX31Ve/bs0VtvvaWbbrpJPXv2VKNGjVSzZk23S0qX5jwKDQ3Vf//7X+3du1dLlizRo48+qn79+rk9Bwr77bff1KNHD3388ccejVMQIti6davWrl2rKVOm6MILLywxYLR27VoNHjzYtDRbVbVy5UpT29lnn11kCPVMeyy6U17naGXSrl07p6U+Jendd981fcEiNzdXH3zwgVNbx44ddf7555d5ja68nSWwrK1Zs8Zpu3Xr1mUyTuEwiJQfMunVq5c6derk0Y+7JUPXrl3rdt+iuHvtd/cFIU9vj+sXCkp6b1EaTZo0MZ07+/fv93mm3X379pnayrL+rl27mtrcBZ/OJE2aNNFnn33m9rrCM60BUv7fKFatWmVqL2rJan//Lu7ueE9+Fy8c9JOkv/76y+l3w+KWIC5wwQUXOG0XnknQMAxTeNB1TAAAAFQfTAUBAAAAwG/GjBmj5557zumD5Y8//liPP/64U2DP3RLE7pYxdhUXF2eaOWPo0KGOGbk85e2Su8VJSkryeUnepKQkp+2iljNyt7RWcaGrkrg7Njo62uf+UD4Klqkt0LhxYy1YsMDrpbD9cf7XqVNHY8aMcQTZjh49qmXLlun333/XTz/9pB07dpiOWbVqla699lr9+uuvbvt0NwPTiRMnTDOWVhf16tXTJZdc4hQOvOGGG5yW8j3nnHPchgJKY+7cuabZKV944QXdd999XvXjj/PIYrGoX79+6tevn6T8ENKGDRu0dOlSLViwQIsWLTKFErOzszV27Fg1b97ccZwnunbtqq5du2rSpEmy2+3avHmzli5dqkWLFunXX381LWtvGIYeffRRNWvWTDfddFOpb2tFcheUKC7YdaY9FotTnudoZXD33Xc7BQW2b9+uhQsXOoUFvv32W9MscHfccUe51Vh4NqaSlo51ff/kGrj3hDfHFJ6xNTAwsNz+/48cOVLq2dPS0tK8WhrU3YytcXFxPo29c+dOU1vbtm196ssTQUFBat68udO4OTk52rdvn9tZ+0pS3vUPGDBAX331lVPb77//rry8PKcvIZxpevfurfPOO8/0u+K2bdsqqKLyU/i9Y3lr1qyZX2ftLw/r1q1zO4tyUe+N/P27uN1uN73v9OR3cdfwn2EY+u2333T99ddLMocFXYOB7voofIxr+NDd/gAAAKg+KtfXLwEAAABUaS1btjQtj7N7926n5RyPHj2qefPmOe0THR2tK664osT+C3/zvcDjjz/udZ27du3y+piibN++3afjsrOztWfPHqe2opbHq127tqlty5YtPo0r5S9R5KqslsqDf2zZssW0RN69997rdVAwJyenVEvtFaVu3boaPny4Xn/9dW3fvl3r1q1zfHBV2Pz58/XTTz8V2YcrX2cpqipcZw10nS3Kdalif3B9Hq1Vq5buuecer/vx5/NogYCAAJ133nm6//779eOPP+rYsWN69913TSG1vLw8PfTQQz6PY7Va1bFjR/373//Wl19+qWPHjumzzz5TmzZtTPtOmDChxCW0K7PffvtNmzZtMrUPHTq0yGPOxMeip8rrHK0ow4YNMy29/O677xa7HR4erptvvrnMaytQOFCRnJxcbGCwQYMGTjPI/fnnn17PHufp8q5JSUlOM5v17NlT4eHhXo1VlbgLsrubxdQTK1asMLUVNcOXv5Rl/TabTeeee65PfXli6NChplnTDx8+rLlz55bZmFVF9+7dTW3x8fEVUIlnAgMDnbZ9Df0lJCT4o5wzxuuvv25qq1u3rtvzR8r/Pdn1MVea38W3bdtmei3y5Hfxjh07mt6jFYT9cnNztWTJEkd7eHi4evbsaeqjXr16at++vWM7Li7O8R7PNWxos9k0cODAEusCAABA1URYEAAAAIBfuZshsPDMfzNmzDAFL2666Sa3y1y62r9/v9N2SEiIzjvvPK9r9PXDQHfWrVvn03F//fWX6QOhomYQc/eBqacfXrvjukxecWOjcnA99yWpb9++Xvezfv16ZWZm+qOkYnXp0kWzZs1yu4zr119/7faYHj16mNp+//13v9dWmVx22WVFhoSDgoI0YsQIv4/pei716NHD9GG1J/z5PFqU8PBwjRs3Tn/++acpwLR69Wq3jwtfBAcH64YbbtC6devUuXNnp+sOHjyoP/74wy/jVIRXXnnF1FavXr1iZ4o5Ex+Lviqvc7S82Gw20yyBhWcSLJhpsLCbbrrJo+UT/aVFixZO28XNGhYeHq4OHTo4thMTE4uc3dadhIQEU3iiKI888ojTTFH//ve/PR6nKurVq5dpFruVK1cqLy/P676WLVtmaivrWRndvYdyV0dJjh49appNuWvXrgoNDfW5tpI0adLE7dKgb7/9dpmNWVW4+xJNQEDlXVzLdXZ619nmPOXrrJ5nogMHDuiLL74wtd90002mQGCB0NBQ02yqGzZs8On5Tird7+Kuj/2C16jVq1c7nT/9+vUr8v2963vAgi8Sub7enXfeeV5/MQ0AAABVB2FBAAAAAH41fPhw0x+Vv/76a8cfr90tGezJEsSSeWYIX5fOnT17tk/HufPtt9/6dNycOXNMbe6+/S/lz3Tg+uH4okWLfFoGNDs72zTzSHh4uM455xyv+0L5cTcrii/nv7sPx8rShAkTFBMT49T2119/ud3X3VJZ7h4n1UlgYGCRgcChQ4eWyYyf/ngejY+Pd5oxtqzVrVtXDz74oKn977//9us44eHhmjx5sqm9qHO2svvoo4/czuT573//W0FBQUUedyY+FkurvM5RyX3wxdfAgju33Xab0xc4cnNz9cEHH0jKn1XQdbnJO++8029je8J1edeSgsuu5/PkyZM9ni30qaeeMi0z7c6nn37qNONix44ddd1113k0hi9ee+01GYbh88/u3btNffbv39/tvkWJiooyvW9NSUnxKowp5S9x7vp60qRJE7Vr186rfrx10UUXmdq+++47r2eSdfcFiIsvvtjnujx13333mdoWLFhQ5BcyzhRHjx41tbmbLbeyiIqKctres2ePT0v6Fp5Rzhuuryf+fC2pjPLy8nTLLbeYvrAXEBCgu+++u9hje/fu7bSdmpqqn3/+2ac6vvzyyxL7L4pr0G/v3r3asWOHR0sQF9XHggULlJ2draVLlxa7HwAAAKoXwoIAAAAA/KpGjRq68cYbndoyMjI0a9YsrVq1yrQEbteuXT1eqissLMxp++TJk14vJ7dkyRKfZwN0Z+XKldq8ebNXx2RlZWnGjBlObQEBAcX+Qd71Q82srCy3wcuSfPHFF6alqgYNGmSaHQaVi+u5L3m/rFpiYqI++ugjf5XkEZvNptatWzu1JSUlud337LPPNu27evVq0yxW1Y3rUsQltZeW67nky/J8b731VrnMUFmYa0BIKvpcqgrjlLXVq1frrrvuMrU3aNBA999/f7HHnqmPxdIqr3PH3Sx+xS3F663atWvr2muvdWp7//33lZaWpo8//tipvVevXmW63Ko75557rtPzWEkz/91xxx1OSxGvXr1at912W4mhmA8//FBvvPFGsfsYhqFXX31Vo0ePdgR8AgIC9MYbbxQ5Q1V1cv3115vapk6d6lUfH3/8sen15IYbbihVXZ5o3bq1aSavgwcP6ocffvCqH3e3tzzqv/TSS9WnTx9T+7hx4xwzgfrLrFmzdOjQIb/2WVbcfZGhZcuWFVCJZ1xnq0tNTTX9rlySRYsW+TyzoOvriT9fSyqjhx56yO05cuedd6p58+bFHusuYFw4JO6p3bt3m0KGsbGxHi+97u7vBQsWLDC9Fhb3d4X+/fs7BUUXLlyoFStWKC0tzeM+AAAAUPURFgQAAADgd0UtRewuqOTprIKSVL9+faftjIwM0zfgi5Oenq7bb7/d4/09NX78eK/2f/HFF3XgwAGntssvv9x0+wpzt5zd008/7dUHgsnJyZowYYKp/Z577vG4D1QMd+eGt7P33H333UpMTPRTRZ5zPUdr165d5L6TJk0ytd16660+zaJZVbRv315Hjx7V4cOHnX4uueSSMhnP9Vxy9+FgcTZv3qznnnvO32WVyN1zXXHnUmUfpyx98MEHGjBggCmAY7FY9O677yo8PLzEPs7Ex2Jplde5U6tWLVPbrl27/DqG6wxL+/fv18iRI03//+U9q6CUH8YrHJL6+eefdfLkySL3b9WqlWkG1+nTp6tXr1768ccflZWV5Wg3DEPr16/XTTfdpFtvvbXIGb5SUlL0xRdfqGfPnnrggQecZqN766231L9/f19vXpUyYsQIU9jo+++/14oVKzw6/sSJE3rppZec2mw2m2677Ta/1Vgcd+fv5MmTTbOOFeXzzz83zTw7YMAAt8HhsjB16lSFhIQ4tSUkJGjw4MF+WQI9Oztb//nPf3TjjTcqOzu71P25M336dJ+X3nU1a9Ys06yZAQEBbkNelYW7pWc/++wzj4/PycnRww8/7PP4rq8nu3fv9mlmw8ouKSlJV199tV599VXTdS1bttTTTz9dYh9XXnml6T30Dz/84HYG5+Lcc889phlMx40bV+SSwa4aN26sNm3aOLV99913+uOPPxzb9erVU4cOHYrsIyIiwmlm2OPHj+uVV15x2ic0NNTj2Q4BAABQNREWBAAAAOB37mYLXLVqlWk2PXezEBanb9++prZJkyZ59KFeRkaGrrnmGm3fvt3j8Tz122+/6dFHH/Vo359++sntBxL33ntvscd16NBBF154oVNbUlKSrrzySo9mgcjKytLVV19tCjOcc845zBpQBXTu3NkU8Hn99ddNodOiPPXUU5o5c6bX46ampuqhhx7Svn37vD5Wyv/wau/evU5txc1CNWLECNOH7Lt379a//vUvn2e1SU5O1osvvqhPP/3Up+PLQ506dVSvXj2nn7Kalcr1eTQ1NVVPPvmkR8fu2bNHw4YNcwrXeGr69On6+uuvfVriLicnR2+//bZTm9VqdftB6Ny5czVt2jSfapTyH1euynvmNF8tWrRIl112mW677Ta3S6c+/vjjGjp0qEd9nYmPxfI6R0urY8eOprZ58+b5dYzu3burW7duTm2uy5vGxMTommuu8eu4nrr66qsdlz2Zafn1119XkyZNnNrWrFmjyy67TFFRUWrZsqXatWun6OhodenSxSms4zrL6+uvv66oqChdf/31Wr16taPdZrPpxRdfLJMvpVRWUVFRphlM7Xa7Ro8eXWyAs2C/O+64w/S+9MYbb/R4Jrg9e/bIYrGYfjx18803q2nTpk5tf/31lyZOnOjR2O6WLX3sscc8Hr+0zj77bP3vf/8ztW/ZskW9evXyeWlaKf93my5dupgCRP72/PPPq1mzZnryySdNM597Y9myZW7DnxdffLHbgHVl0bt3b9WsWdOp7X//+5/pvbM7drtdd999t9PzkLdcX0+SkpI8DvtWBampqXr77bfVqVMnt0t016xZU19//bXp/8CdwMBAt1+wu+WWWzyeDfLxxx/Xjz/+6NQWEhLi9kuBxRk8eLDT9i+//OL09xBPfrd33cd1VtU+ffooKCjIq7oAAABQtRAWBAAAAFAm3M0Y6BpeuOqqqzz643yB7t27mz7UW758ua666qpil9Jcs2aN+vXr5/gwPTIy0uMxS1Iwo8czzzyj2267rcglB+12u1577TVdddVVpnDjqFGj1K9fvxLHevvtt02BsVWrVqlv3776888/izxu69atGjRokObPn+/UHhgYqA8//LDEcVHxAgMDdcUVVzi1nTx5UoMHDzbNalPYoUOHdOONN2ry5MmONm/O/9zcXL388stq0aKFrrzySs2cOdOjZTXtdrumT59ums1Jktu2AjabTV9++aVppqJVq1apc+fOevvttz1a/jY3N1cLFizQ7bffriZNmmjChAk6cuRIicedCYYPH+60JKckvfTSS3rsscdMM50UNmvWLPXq1csxg5m3z6MbNmzQ1VdfrVatWunRRx8t9jmrsL1792rYsGFas2aNU/uQIUNUr1490/67du3SmDFj1KRJEz3wwANatmyZR8vVx8fHa+TIkfr222+d2tu0aWMKTVUWBw4c0Jw5czRhwgR16NBBgwYNMn0IXeDRRx/VE0884XHfZ+JjsbzO0dLq0KGD6fH33HPPafr06W5Dor5yF4QqbNSoUaZZzcrL1Vdf7TT2K6+8Uuz5GBUVpV9++UWNGjUyXZeZmaldu3Zp69atptl3r7jiCtMyk4mJiabnlPr16+u3337TQw895MOtqdomTZpkul+3b9+u3r17a+vWrW6POXnypK666ip9+eWXTu2RkZF6/vnny6xWV0FBQXrttddM7S+//LLuuuuuIh9PK1asUK9evUzhtquvvlqDBg0qi1KLdNttt7kNNx48eFADBgzQpZdeqhUrVnj0OpiRkaHZs2erb9++GjJkiDZv3lwWJZucPHlSTzzxhOrXr6/LL79cX331lcfL4R49elT//e9/NXjwYNP706CgoDIPO5aWuy/OpaamasiQIcUG0OLi4jR06FC99957kuTzc7G7mePGjBmjRYsWeXTOVDa5ubnasGGD3nvvPY0ePVoNGzbUXXfdpT179pj2jYmJ0a+//urVF0IefPBBderUyaktPj5eAwYM0BdffFHkcYmJibr11lvdfmHwhRdeUIMGDTyuQSo5DOhLWNCXPgAAAFC1BVR0AQAAAACqp5tuukkPPfRQsbM7ebMEsZQfXpg8ebJplpcffvhBzZo10/Dhw9WzZ0/FxsYqNTVV+/bt008//aTVq1c7Lan05ptv6pZbbvHuBhXhqaee0n//+19J+Us/zp49W1dccYW6deumOnXqKDExUVu3btXXX3/tdna2pk2bul0SyZ2WLVvq7bffNtW+YcMGdevWTeeff74uvvhiNW7cWDabTQcPHtSCBQu0cOFCtyGgZ599Vuedd54PtxoV4bHHHtMXX3zhFDbdvn27OnfurIsvvliDBg1So0aNlJubq8OHD2vx4sVasGCB02NwzJgx2rlzp9ezzeTl5enbb7/Vt99+q8DAQJ1zzjnq3Lmz2rZtq1q1aqlmzZrKycnRsWPHtHnzZv38889uz/ebbrpJvXr1KnasDh06aObMmbrqqquczttjx47prrvu0qRJk9S/f3/16NFDderUUc2aNZWWlqbExETt27dP69at0/r16/22rF1106ZNG40YMUKffPKJU/uUKVM0ffp0XX311TrnnHMUHh6uEydOaNu2bZo7d6527tzp2Dc0NFQvvPCCT0uQ7tmzR88884yeeeYZ1a9fX126dFGnTp3UoEEDRUVFKSgoSKmpqdqzZ49WrFihxYsXmwLWwcHBJQYAjh07pldffVWvvvqqYmJiHOM0adJEUVFRqlGjhtLT07V3716tWbNG8+fPNwVDLBaL3nzzTa9vY2nNnTvX9GG0lL9EampqqhITE5WUlOTRDHgxMTGaOnWqhg8f7nUdZ+pjsbzOUV8FBgZqxIgRTjMZpqWlafTo0br11lvVuHFjRUREmELBTz31lIYNG+bxONddd50efPBBt1/GsFgsuuOOO3y/EaUUFRWlkSNHaurUqZLyg/HPPfdcsbOktm3bVsuXL9edd95Z4kyMwcHBmjRpkiZNmmS6Hwtr2rSpHnjgAd16660KDQ317cZUceHh4frss880aNAgp+eJrVu3qn379ho6dKj69u2rhg0bKj4+Xhs3btSsWbOUlpZm6uvDDz/0OjRTWldccYXGjRvnOJcKvP322/riiy80YsQItWvXThEREdq3b59++eUXLV682NRP06ZNTX2Ul2eeeUZhYWF69NFHTUvIzps3T/PmzVN0dLSGDBmis88+W7GxsYqNjZWUH2LatWuX1q1bp5UrVyo9Pb0iboKk/Bla586dq7lz58pms6l9+/bq0aOHWrRooZiYGNWqVUvZ2dlKSkrSjh07tHbtWi1fvrzIUNurr75qWq61Mnr44Yf16aefKiUlxdEWFxenc889V0OHDtWAAQNUr149ZWZm6uDBg1q0aJEWLVrkeLzFxsZq/PjxPs1q2aNHD5199tlOwcTt27dr0KBBqlGjhho1auT2uW3evHnl/li99dZbTV+ak/IDgklJSUpKSnK6D4vTt29fzZw5U40bN/aqhqCgIH322Wfq3r27U6D1+PHjuv766/XEE0/oiiuuUKtWrRQREaGjR49q1apVmjt3rtvaLr30UrezFZZk0KBBslqtRZ77ngT9evTooYiIiCLvM8KCAAAAZwADAAAAAMrI9ddfb0hy+9OiRQvDbrf71O8NN9xQZL8l/UyaNMkwDMPUPnny5BLHnTx5suk4u91uXHvttT7V0qhRI2Pnzp1e3/4PP/zQCAgI8Pk+sFgsxgsvvODxeLt37zb1MW3aNK/r9qdFixaZaho5cmSZj+vuHPCFr/fpu+++6/P/+6BBg4zMzEyjf//+Tu39+/cvcryTJ0/6PJ7rz4ABA4ykpCSP76MlS5YY9erV89v4L730ksdj+8Ld/+nYsWPLdMynn37aNOaiRYtKPC4xMdFo27atT/djYGCg8eOPP7p9DBY39vjx4/3y/xgcHGzMnj27yHFeffVVv4xjsViMV1991fv/FC+5ux/98RMWFmbcd999RkJCQqlrLO/H4rRp00zH7N6926faXfsp7rW+vM5Rf9zOw4cPe/1/4svr9sMPP+y2rwsuuMDrvvwtLi7OCAwMdLrfN2zY4NGxixcvNu68807j7LPPNqKiooyQkBCjWbNmxsCBA43XX3/dOHLkiNP+ISEhRoMGDYwOHToYl112mfH8888bK1asMHJzc8vippU5d69Xxb0X8MTs2bN9fm9qsViM119/3S+3Q/L+fVlOTo4xfPhwnx/z9evXN7Zt2+b1uP72888/Gw0aNPDra0mNGjWMhx9+2MjMzCyTms866yy/1ivJCAgIMN555x2Pxvfn7zjevL92NX36dJ9ua3h4uPHHH3+U6vXkt99+M2w2m1fj+vqa7KmRI0f6/byQZLRp08aYMWOGz3+DKLBmzRqjTp06parlqquuMjIyMnyuoVu3bm77bdeuncd9XHbZZW77iI2N9ek+cu3Hk7+vuOP6/9+0aVOf+gEAAEDxWIYYAAAAQJkpbubAMWPGyGKx+NTvtGnTvJ6VMCQkRG+88YamTJni05hFsVgsmjlzpsaNG+fVceeff76WLFmiFi1aeD3mmDFj9NNPP/k0W0bjxo311VdfOWZDRNUybtw4vf322woKCvLquDFjxmjevHkKDg726riAgADFxMR4dYyrwMBAPfDAA/r555+9Wrq2X79++vPPPzVixAjZbDafx7dYLBo4cKD69u3rcx/VTc2aNbVgwQL17NnTq+MaNGigBQsW6F//+pfXY9apU8fn5/wCHTp00MKFC3XNNdcUuU9MTIwCAkq3kEbTpk313Xff6b777itVP+XNZrOpX79+euONN7R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      "text/plain": [
       "<Figure size 3000x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 32: Vapor phase mass density history at shut-down.\n"
     ]
    }
   ],
   "source": [
    "'''Vapor phase mass density'''\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "quant = stg.mass_density_history('vapor')\n",
    "\n",
    "quant.plot(title='Vapor Phase Mass 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+']', show=True, figsize=[10,3], error_data=False)\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Vapor phase mass density history at shut-down.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 19: Vapor phase mass density history at shut-down.\n",
      "Time [s]  Vapor Phase Mass Density [g/L]\n",
      "0.000000      1.09\n",
      "17.201342     1.12\n",
      "34.402683     1.14\n",
      "51.604025     1.16\n",
      "137.610734    1.19\n",
      "223.617442    1.19\n",
      "309.624151    1.19\n",
      "348.327170    1.19\n",
      "387.030188    1.19\n",
      "425.733207    1.19\n",
      "464.436226    1.19\n",
      "Name: Vapor Phase Mass Density [g/L]; Time History in [s], dtype: float64\n"
     ]
    }
   ],
   "source": [
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Vapor phase mass density history at shut-down.')\n",
    "print('Time [s]  Vapor Phase Mass Density [g/L]')\n",
    "print(quant.value[::5].apply(lambda x: round(x,2)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Relative Humidity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "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 33: Stage relative humidity history at shut-down.\n"
     ]
    }
   ],
   "source": [
    "'''Compute relative humidity in the vapor phase'''\n",
    "import matplotlib.pyplot as plt\n",
    "from solvex import air_relative_humidity\n",
    "from copy import deepcopy\n",
    "\n",
    "h2o_vap_pd_series = deepcopy(stg.vapor_phase.df['H2O(v)'])\n",
    "for idx, rho_h2o in enumerate(h2o_vap_pd_series):\n",
    "    h2o_vap_pd_series.iloc[idx] = air_relative_humidity(stg_temperature, rho_h2o)\n",
    "rh_pd_series = h2o_vap_pd_series\n",
    "time_unit = stg.vapor_phase.time_unit\n",
    "rh_pd_series.name = f'Relative Humidity History [{time_unit}]'\n",
    "  \n",
    "quant = Quantity(name=rh_pd_series.name, latex_name='RH', unit='%', info=f'Relative Humidity History (Vapor Phase) [{time_unit}]')\n",
    "quant.value = h2o_vap_pd_series\n",
    "quant.plot(title='Stage Rel. Humidity @ %2.1f C Shut-Down'%unit.convert_temperature(stg_temperature, 'K','C'),\n",
    "           x_scaling=1/stg.flow_residence_time_avg, x_label=r'Time [$\\bar{\\tau}$]', y_label=quant.latex_name+' ['+quant.unit+']', show=True,\n",
    "           figsize=[10,3])\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Stage relative humidity history at shut-down.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 20: Stage relative humidity history at shut-down.\n",
      "Time [s]  Rel. Humidity [%]\n",
      "17.201342     44.26\n",
      "34.402683     48.88\n",
      "51.604025     51.17\n",
      "137.610734    53.25\n",
      "223.617442    53.25\n",
      "309.624151    53.24\n",
      "348.327170    53.19\n",
      "387.030188    53.11\n",
      "425.733207    53.05\n",
      "464.436226    53.02\n",
      "Name: Relative Humidity History [s], dtype: float64\n"
     ]
    }
   ],
   "source": [
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Stage relative humidity history at shut-down.')\n",
    "print('Time [s]  Rel. Humidity [%]')\n",
    "print(quant.value.loc[n_startup::5].apply(lambda x: round(x,2)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<h5>Overview of the Relative Humidity Data at Shut-Down.</h5>\n",
       "\n",
       "<h5>Data selection (post‑309.62 s)</h5>\n",
       "\n",
       "The subset of rows after 309.624 s (time when TBP inflow concentration is set to zero) contains four measurements:\n",
       "\n",
       "- time = 309.624 s, Relative Humidity = 53.2363 %\n",
       "- time = 356.068 s, Relative Humidity = 53.1784 %\n",
       "- time = 402.511 s, Relative Humidity = 53.0874 %\n",
       "- time = 448.955 s, Relative Humidity = 53.0299 %\n",
       "\n",
       "<h5>Statistical summary (these four points)</h5>\n",
       "\n",
       "- Count: 4 measurements  \n",
       "- Time span: 448.955 − 309.624 = 139.331 s (≈ 2.32 min)  \n",
       "- Mean RH: 53.133 %  \n",
       "- Median RH: 53.133 %  \n",
       "- Minimum RH: 53.0299 % (at 448.955 s)  \n",
       "- Maximum RH: 53.2363 % (at 309.624 s)  \n",
       "- Total change (end − start): −0.2064 percentage points  \n",
       "- Average rate (start→end): −0.2064 / 139.331 ≈ −0.00148 %/s (≈ −0.0889 %/min)  \n",
       "- Dispersion: population standard deviation ≈ 0.080 %; sample standard deviation ≈ 0.092 %\n",
       "\n",
       "<h5>Trend and interpretation</h5>\n",
       "\n",
       "- The RH series after shut‑down shows a small, monotonic decrease from 53.2363 % to 53.0299 % over ~139 s.  \n",
       "- The decrease is very small in magnitude (~0.2 percentage points) and the variability across measurements is low (~0.08–0.09 %).  \n",
       "- The average decline rate is about −1.5×10⁻³ %/s, indicating a slow downward relaxation of vapor‑phase relative humidity after the inflow TBP concentration is set to zero.\n",
       "\n",
       "<h5>Conclusion</h5>\n",
       "\n",
       "- After 309.624 s, relative humidity remains effectively stable near 53.13 %, with a slight, steady decline of ~0.2 percentage points over ~2.3 minutes and low short‑term variability."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 4240\n"
     ]
    }
   ],
   "source": [
    "if cortix_ai:\n",
    "    issues = ('+ Title your reponse as: Overview of the Relative Humidity Data at Shut-Down.\\n'\n",
    "              f'+ Cover only the period after {round(stg.initial_time,2)} seconds when the concentration of TBP in the inflow is set to zero.'\n",
    "    )\n",
    "    cortix_ai.explain(quant=quant, issues=issues, markdown_header_level='<h5>', markdown_display=markdown_display, save_supporting_info=db_save, print_prompt=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reaction Rate Density\n",
    "This quantity only makes sense per volume of the mixture."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "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 34: 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": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 21: Reaction rate density history at shut-down.\n",
      "Time [min]      r [mM/s]\n",
      "             r0      r1      r2      r3      r4      r5      r6      r7      r8\n",
      "t [min]                                                                        \n",
      "1.15     0.4164  0.7805  0.0953  0.0607  0.0414  0.7194  0.0014  0.0014  0.0027\n",
      "1.43     0.4006  0.7562  0.0914  0.0605  0.0402  0.7322  0.0013  0.0014  0.0027\n",
      "1.72     0.3933  0.7464  0.0901  0.0601  0.0395  0.7369  0.0013  0.0014  0.0027\n",
      "2.01     0.3899  0.7424  0.0897  0.0599  0.0390  0.7388  0.0013  0.0014  0.0027\n",
      "2.29     0.3883  0.7407  0.0896  0.0597  0.0388  0.7397  0.0013  0.0014  0.0027\n",
      "2.58     0.3875  0.7400  0.0895  0.0596  0.0386  0.7401  0.0013  0.0014  0.0027\n",
      "2.87     0.3871  0.7397  0.0895  0.0596  0.0385  0.7402  0.0013  0.0014  0.0027\n",
      "3.15     0.3869  0.7395  0.0896  0.0596  0.0385  0.7403  0.0013  0.0014  0.0027\n",
      "3.44     0.3869  0.7394  0.0896  0.0595  0.0385  0.7404  0.0013  0.0014  0.0027\n",
      "3.73     0.3868  0.7394  0.0896  0.0595  0.0385  0.7404  0.0013  0.0014  0.0027\n",
      "...         ...     ...     ...     ...     ...     ...     ...     ...     ...\n",
      "6.58     0.0289 -0.0550 -0.0072  0.0046 -0.0028 -0.0040  0.0013  0.0014  0.0027\n",
      "6.71     0.0245 -0.0477 -0.0056  0.0037 -0.0023 -0.0087  0.0013  0.0014  0.0027\n",
      "6.84     0.0208 -0.0407 -0.0044  0.0029 -0.0019 -0.0118  0.0013  0.0014  0.0027\n",
      "6.97     0.0177 -0.0343 -0.0034  0.0023 -0.0016 -0.0137  0.0013  0.0014  0.0027\n",
      "7.10     0.0151 -0.0287 -0.0026  0.0019 -0.0013 -0.0146  0.0013  0.0014  0.0027\n",
      "7.22     0.0130 -0.0238 -0.0020  0.0015 -0.0011 -0.0147  0.0013  0.0014  0.0027\n",
      "7.35     0.0111 -0.0196 -0.0015  0.0012 -0.0008 -0.0143  0.0013  0.0014  0.0027\n",
      "7.48     0.0095 -0.0161 -0.0011  0.0010 -0.0007 -0.0136  0.0013  0.0014  0.0027\n",
      "7.61     0.0081 -0.0131 -0.0009  0.0008 -0.0005 -0.0126  0.0013  0.0014  0.0027\n",
      "7.74     0.0069 -0.0106 -0.0007  0.0006 -0.0004 -0.0115  0.0013  0.0014  0.0027\n"
     ]
    }
   ],
   "source": [
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Reaction rate density history at shut-down.')\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": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "Overview of Reaction Rates Density at Shut-Down.\n",
       "\n",
       "<h4>Scope</h4>\n",
       "\n",
       "This analysis covers only the times after 309.624 s (rows with times 356.068 s, 402.511 s, 448.955 s) when TBP concentration in the inflow is set to zero. Units are mM/s. The nine columns correspond, in order, to the provided ordered reactions.\n",
       "\n",
       "- Summary of selected time points and general trend\n",
       "  \n",
       "  - Time points considered: 356.068 s, 402.511 s, 448.955 s.\n",
       "  - General behaviour: most reaction rates that involve the TBP species ([C4H9O]3PO) decay in magnitude toward zero over these times; the three phase-exchange equilibria (H2O, O2, N2) show small, essentially constant rates.\n",
       "\n",
       "<h4>Mapping of columns to reactions</h4>\n",
       "\n",
       "- Column → Reaction (as given)\n",
       "  \n",
       "  - 0 → [C4H9O]3PO(o) + H2O(a) <-> H2O*[C4H9O]3PO(o)\n",
       "  - 1 → 2 [C4H9O]3PO(o) + 2 H2O(a) <-> [H2O]2*[[C4H9O]3PO]2(o)\n",
       "  - 2 → 3 [C4H9O]3PO(o) + 6 H2O(a) <-> [H2O]6*[[C4H9O]3PO]3(o)\n",
       "  - 3 → H⁺(a) + NO3⁻(a) + [C4H9O]3PO(o) <-> HNO3*[C4H9O]3PO(o)\n",
       "  - 4 → H⁺(a) + NO3⁻(a) + 2 [C4H9O]3PO(o) <-> HNO3*[[C4H9O]3PO]2(o)\n",
       "  - 5 → UO2²⁺(a) + 2 NO3⁻(a) + 2 [C4H9O]3PO(o) <-> UO2[NO3]2*[[C4H9O]3PO]2(o)\n",
       "  - 6 → H2O(a) <-> H2O(v)\n",
       "  - 7 → O2(v) <-> O2(a)\n",
       "  - 8 → N2(v) <-> N2(a)\n",
       "\n",
       "<h4>Per-reaction numeric behaviour after shut-down (356.068 s → 402.511 s → 448.955 s)</h4>\n",
       "\n",
       "- Reaction 0 (TBP + H2O association/dissociation)\n",
       "  \n",
       "  - Values: 0.0757225, 0.0244535, 0.00950356 mM/s.\n",
       "  - Interpretation: positive rate decreasing steadily toward zero — ongoing but diminishing forward net rate (association) as TBP feed is removed.\n",
       "\n",
       "- Reaction 1 (dimeric TBP hydration complex formation)\n",
       "  \n",
       "  - Values: -0.0611065, -0.0476898, -0.0160664 mM/s.\n",
       "  - Interpretation: net negative rate (reverse direction) with magnitude shrinking toward zero — net decomposition/dispersion diminishing over time.\n",
       "\n",
       "- Reaction 2 (trimeric TBP hydration complex)\n",
       "  \n",
       "  - Values: -0.0195418, -0.00561512, -0.00114763 mM/s.\n",
       "  - Interpretation: small negative rates rapidly approaching zero — near re-equilibration for the larger complex.\n",
       "\n",
       "- Reaction 3 (proton + nitrate + TBP ↔ HNO3·TBP)\n",
       "  \n",
       "  - Values: 0.0130879, 0.0036673, 0.000951764 mM/s.\n",
       "  - Interpretation: small positive forward rate that decreases toward zero — formation continuing but weakening.\n",
       "\n",
       "- Reaction 4 (HNO3 complex with two TBP)\n",
       "  \n",
       "  - Values: -0.00499938, -0.00233347, -0.00068135 mM/s.\n",
       "  - Interpretation: small negative (net reverse) rate diminishing toward zero — decomplexation slowing.\n",
       "\n",
       "- Reaction 5 (UO2 complexation with TBP)\n",
       "  \n",
       "  - Values: 0.0587553, -0.00872149, -0.0135787 mM/s.\n",
       "  - Interpretation: notable: positive at 356 s then switches to negative at later times. This indicates an initial net formation (or release depending on sign convention) followed by net consumption/decomplexation as the system relaxes after TBP inflow stops.\n",
       "\n",
       "- Reaction 6 (H2O liquid-vapor exchange)\n",
       "  \n",
       "  - Values: 0.00132159, 0.00131955, 0.00131904 mM/s.\n",
       "  - Interpretation: very small, essentially constant positive rate — phase-exchange maintained and effectively unchanged by TBP shut-down over this interval.\n",
       "\n",
       "- Reaction 7 (O2 vapor-liquid exchange)\n",
       "  \n",
       "  - Values: 0.0014277, 0.0014277, 0.0014277 mM/s.\n",
       "  - Interpretation: constant small positive rate — no detectable change.\n",
       "\n",
       "- Reaction 8 (N2 vapor-liquid exchange)\n",
       "  \n",
       "  - Values: 0.00269596, 0.00269596, 0.00269596 mM/s.\n",
       "  - Interpretation: constant small positive rate — unchanged over the sampled times.\n",
       "\n",
       "<h4>Net observations and implications</h4>\n",
       "\n",
       "- All TBP-involving reactions (columns 0–5) approach zero magnitude after shut-down, consistent with exhaustion of TBP supply; many switch sign or decay rapidly as complexes dissociate or re-equilibrate.\n",
       "- Reaction 5 (UO2 complex) shows the largest and most notable sign change, indicating transient dynamics in actinide complexation after feed removal.\n",
       "- The three phase-exchange reactions (columns 6–8) remain steady and small, indicating that gas–liquid exchanges (H2O, O2, N2) are not strongly perturbed by the TBP shut-down during this interval.\n",
       "- By 448.955 s rates for most TBP-related reactions are within ~10⁻³ to 10⁻² mM/s of zero, indicating approach toward a new equilibrium or very slow kinetics thereafter."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 5700\n"
     ]
    }
   ],
   "source": [
    "if cortix_ai:\n",
    "    issues = ('+ Title your reponse as: Overview of Reaction Rates Density at Shut-Down.\\n'\n",
    "              f'+ Cover only the period after {round(stg.initial_time,2)} seconds when the concentration of TBP in the inflow is set to zero.'\n",
    "    )\n",
    "    cortix_ai.explain(quant=quant, issues=issues, markdown_header_level='<h4>', markdown_display=markdown_display, save_supporting_info=db_save, print_prompt=False)"
   ]
  },
  {
   "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": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 3000x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 35: 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.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table 22: Species generation rate density history at shut-down.\n",
      "Time [min]        g [mM/s]\n",
      "             a0      a1      a2      a3      a4      a5      a6      a7      a8      a9     a10     a11     a12     a13     a14     a15\n",
      "t [min]                                                                                                                                \n",
      "1.15    -2.5505  0.0014  0.4164  0.0607  0.0414 -0.1021  0.0027 -0.0027 -1.5408  0.0014 -0.0014  0.7194 -0.7194 -3.8454  0.7805  0.0953\n",
      "1.43    -2.4631  0.0013  0.4006  0.0605  0.0402 -0.1007  0.0027 -0.0027 -1.5652  0.0014 -0.0014  0.7322 -0.7322 -3.7928  0.7562  0.0914\n",
      "1.72    -2.4282  0.0013  0.3933  0.0601  0.0395 -0.0996  0.0027 -0.0027 -1.5734  0.0014 -0.0014  0.7369 -0.7369 -3.7694  0.7464  0.0901\n",
      "2.01    -2.4141  0.0013  0.3899  0.0599  0.0390 -0.0989  0.0027 -0.0027 -1.5766  0.0014 -0.0014  0.7388 -0.7388 -3.7593  0.7424  0.0897\n",
      "2.29    -2.4084  0.0013  0.3883  0.0597  0.0388 -0.0985  0.0027 -0.0027 -1.5778  0.0014 -0.0014  0.7397 -0.7397 -3.7550  0.7407  0.0896\n",
      "2.58    -2.4060  0.0013  0.3875  0.0596  0.0386 -0.0983  0.0027 -0.0027 -1.5784  0.0014 -0.0014  0.7401 -0.7401 -3.7531  0.7400  0.0895\n",
      "2.87    -2.4050  0.0013  0.3871  0.0596  0.0385 -0.0981  0.0027 -0.0027 -1.5786  0.0014 -0.0014  0.7402 -0.7402 -3.7522  0.7397  0.0895\n",
      "3.15    -2.4046  0.0013  0.3869  0.0596  0.0385 -0.0981  0.0027 -0.0027 -1.5787  0.0014 -0.0014  0.7403 -0.7403 -3.7518  0.7395  0.0896\n",
      "3.44    -2.4044  0.0013  0.3869  0.0595  0.0385 -0.0980  0.0027 -0.0027 -1.5788  0.0014 -0.0014  0.7404 -0.7404 -3.7516  0.7394  0.0896\n",
      "3.73    -2.4043  0.0013  0.3868  0.0595  0.0385 -0.0980  0.0027 -0.0027 -1.5788  0.0014 -0.0014  0.7404 -0.7404 -3.7515  0.7394  0.0896\n",
      "...         ...     ...     ...     ...     ...     ...     ...     ...     ...     ...     ...     ...     ...     ...     ...     ...\n",
      "6.58     0.1229  0.0013  0.0289  0.0046 -0.0028 -0.0018  0.0027 -0.0027  0.0062  0.0014 -0.0014 -0.0040  0.0040  0.1117 -0.0550 -0.0072\n",
      "6.71     0.1033  0.0013  0.0245  0.0037 -0.0023 -0.0013  0.0027 -0.0027  0.0161  0.0014 -0.0014 -0.0087  0.0087  0.1062 -0.0477 -0.0056\n",
      "6.84     0.0855  0.0013  0.0208  0.0029 -0.0019 -0.0010  0.0027 -0.0027  0.0227  0.0014 -0.0014 -0.0118  0.0118  0.0983 -0.0407 -0.0044\n",
      "6.97     0.0698  0.0013  0.0177  0.0023 -0.0016 -0.0008  0.0027 -0.0027  0.0267  0.0014 -0.0014 -0.0137  0.0137  0.0893 -0.0343 -0.0034\n",
      "7.10     0.0565  0.0013  0.0151  0.0019 -0.0013 -0.0006  0.0027 -0.0027  0.0286  0.0014 -0.0014 -0.0146  0.0146  0.0799 -0.0287 -0.0026\n",
      "7.22     0.0452  0.0013  0.0130  0.0015 -0.0011 -0.0004  0.0027 -0.0027  0.0290  0.0014 -0.0014 -0.0147  0.0147  0.0707 -0.0238 -0.0020\n",
      "7.35     0.0359  0.0013  0.0111  0.0012 -0.0008 -0.0003  0.0027 -0.0027  0.0283  0.0014 -0.0014 -0.0143  0.0143  0.0618 -0.0196 -0.0015\n",
      "7.48     0.0282  0.0013  0.0095  0.0010 -0.0007 -0.0003  0.0027 -0.0027  0.0269  0.0014 -0.0014 -0.0136  0.0136  0.0536 -0.0161 -0.0011\n",
      "7.61     0.0220  0.0013  0.0081  0.0008 -0.0005 -0.0002  0.0027 -0.0027  0.0249  0.0014 -0.0014 -0.0126  0.0126  0.0462 -0.0131 -0.0009\n",
      "7.74     0.0170  0.0013  0.0069  0.0006 -0.0004 -0.0002  0.0027 -0.0027  0.0227  0.0014 -0.0014 -0.0115  0.0115  0.0395 -0.0106 -0.0007\n"
     ]
    }
   ],
   "source": [
    "tbl_count += 1\n",
    "print(f'Table {tbl_count}: Species generation rate density history at shut-down.')\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": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<h4>Overview of Species Generation Rates Density at Shut-Down.</h4>\n",
       "\n",
       "Only times after 309.624 s are covered: 356.068 s, 402.511 s and 448.955 s. Dependent quantity units: mM/s.\n",
       "\n",
       "- H₂O(a): 0.16242, 0.103297, 0.028196 mM/s — positive generation that decays toward zero over the period.\n",
       "- H₂O(v): 0.00132159, 0.00131955, 0.00131904 mM/s — very small, essentially constant positive generation.\n",
       "- H₂O·[C₄H₉O]₃PO(o): 0.0757225, 0.0244535, 0.00950356 mM/s — positive production that falls by roughly an order of magnitude across the interval.\n",
       "- HNO₃·[C₄H₉O]₃PO(o): 0.0130879, 0.0036673, 0.000951764 mM/s — positive production decreasing toward zero.\n",
       "- HNO₃·[[C₄H₉O]₃PO]₂(o): -0.00499938, -0.00233347, -0.00068135 mM/s — net consumption (negative) with magnitude diminishing toward zero.\n",
       "- H⁺(a): -0.00808849, -0.00133382, -0.000270414 mM/s — net consumption that rapidly relaxes toward zero.\n",
       "- N₂(a): 0.00269596, 0.00269596, 0.00269596 mM/s — small, constant positive generation (no measurable trend).\n",
       "- N₂(v): -0.00269596, -0.00269596, -0.00269596 mM/s — small, constant negative rate (mirror of N₂(a)).\n",
       "- NO₃⁻(a): -0.125599, 0.0161092, 0.0268871 mM/s — large initial consumption at 356.068 s that flips to small positive production by 402.511–448.955 s.\n",
       "- O₂(a): 0.0014277, 0.0014277, 0.0014277 mM/s — small, constant positive generation.\n",
       "- O₂(v): -0.0014277, -0.0014277, -0.0014277 mM/s — small, constant negative rate (mirror of O₂(a)).\n",
       "- UO₂[NO₃]₂·[[C₄H₉O]₃PO]₂(o): 0.0587553, -0.00872149, -0.0135787 mM/s — production at 356.068 s that changes sign and becomes modest consumption thereafter (consumption magnitude increases slightly).\n",
       "- UO₂²⁺(a): -0.0587553, 0.00872149, 0.0135787 mM/s — opposite of the previous complex: consumption at 356.068 s flips to production at later times, increasing in magnitude.\n",
       "- [C₄H₉O]₃PO(o): -0.0154836, 0.106214, 0.0536406 mM/s — small consumption at 356.068 s, then a pronounced production spike at 402.511 s that partially decays by 448.955 s (net positive through the end).\n",
       "- [H₂O]₂·[[C₄H₉O]₃PO]₂(o): -0.0611065, -0.0476898, -0.0160664 mM/s — net consumption that relaxes toward zero.\n",
       "- [H₂O]₆·[[C₄H₉O]₃PO]₃(o): -0.0195418, -0.00561512, -0.00114763 mM/s — consumption with a clear decay toward zero.\n",
       "\n",
       "Summary: after TBP inflow is set to zero (post‑309.62 s) most species' generation rates decay toward zero over the 356–449 s window, indicating relaxation of transient behavior. Notable sign changes occur for NO₃⁻(a), the UO₂ complex and UO₂²⁺(a), and [C₄H₉O]₃PO(o) (TBP), showing redistribution between dissolved ionic species and organophosphorus‑bound complexes; N₂ and O₂ phase fluxes remain small and essentially constant."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 7705\n"
     ]
    }
   ],
   "source": [
    "if cortix_ai:\n",
    "    issues = ('+ Title your reponse as: Overview of Species Generation Rates Density at Shut-Down.\\n'\n",
    "              f'+ Cover only the period after {round(stg.initial_time,2)} seconds when the concentration of TBP in the inflow is set to zero.'\n",
    "    )\n",
    "    cortix_ai.explain(quant=quant, issues=issues, markdown_header_level='<h4>', markdown_display=markdown_display, save_supporting_info=db_save, print_prompt=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Mass Balance Residual\n",
    "\n",
    "This is actually the total mass generation rate density (mixing volume) residual; a small number in view of total mass conservation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ajo+Px9SpUyXlS5YswbfffitJgszTo0cPHDlyRDL646JFi/QevVMba9aswcWLF0Vlbm5uOHv2rMokSCB3ZLrly5fjyy+/FJW/fv0aY8eONVqsqiQnJ+Odd95RmQQ5cuRI3Lt3D19//bWsJEgAqFWrFn788Uc8ePAAX3/9tdq/nyFNmTJF8hmqUaMGLly4gKFDh2pMggQAKysrtG7dGosXL0ZUVBS2bt2KoKAgY4VMZszLywvdunXDzJkzce7cOVy8eBH9+/eHQqGQrPvHH3/g448/NkGURERERJaJiZBERERERERFwMHBAf369ROVKY/qKJdyvbfffhvly5fXOTYyH4cPH8YPP/wgKQ8KCsK5c+f0nsY6MDAQJ06cwLp160SJuURExuLh4YHdu3ernO54w4YNJoiITM3d3R2TJk1CRESEZMR0AHj69Cl69+6NzMxME0RHZHyvXr1Cnz59MGXKFMn0qPXr18f69esRExODzZs349NPP0Xjxo3VTsPs5uaGli1b4ttvv8WZM2dw69YtfP7555KkrK1btyI4OBjx8fFGe1362L9/P9atW5e/XKtWLXz77bcGa3/JkiVITk4WlXXs2BFjxozRWDcgIADTpk0Tlb1+/Rpz5swxWHyFyc7OVtnXL7/8onFEXgCYM2cOateuLSo7fvx4kY7KPHbsWNy4cUNSPnv2bCxfvhwuLi46tevi4oKffvoJp0+fhq+vr75hqvXq1Svs2LFDVKZQKLB582Z4e3vr1KaNjQ169+6N3bt3GyJEsnCNGjXChg0bsGfPHri7u0ue/+OPP7Bw4UITREZERERkeZgISUREREREVESGDBkiWt6zZw8SEhK0aiMrK0uSOKLcLlmmzMxMjBgxAoIgiMpr1qyJAwcOwNXV1WB9DRo0CGFhYWjYsKHB2iQiUsfd3V3l6FP//fefZIpJenOUK1cOhw8fVjmq9cWLF7Fo0SITREVkXBkZGejUqRO2b98uKvf29sa6detw6dIlDBw4EKVKldKp/erVq2Px4sW4e/cuevfuLXru4sWLaNWqldbXH8aWmJiI4cOH5y9bWVlh7dq1apM/tZWdnY1Vq1ZJyrVJZBw3bpwkOemPP/4okmmZ//nnH0RGRorK6tWrhw8//FBWfXt7e3z33XeS8mXLlhkkPk2OHDmC3377TVI+ceJETJ482SB9BAQEICQkxGijK548eVIyGmRgYCD8/f2N0h+9ubp27YqLFy+qHDV7ypQpePDggQmiIiIiIrIsNqYOgIiIiIiItJednY1Lly4hMjIScXFxSEpKgpubG8qUKYPq1asbbAoxY0pNTcXNmzdx+/ZtJCQkICUlBfb29nB1dYWnpycaN26MsmXLmjpMg2rcuDHq1auHy5cvA8hNfNu0aZNWU5Pt27cPMTEx+cseHh7o3r27yhE29PH48WPcvHkTUVFRSEpKQkZGBpydneHm5oZKlSohICAADg4OBu1TEATcv38fly9fxrNnz5CcnIysrCyUKFECpUqVgre3N3x8fFC9enXY2Oh3ORsdHY2IiAg8fvwYycnJePXqFUqUKAFHR0eUL18+vx9Dv8bCLF++XPIjp52dHTZv3owSJUoYvD8fHx9Zo8jIcevWLdy6dQuxsbGIj4+Hvb09ypQpg4oVK6Jp06ZF8j5evXoVYWFhePbsGbKzs+Hh4YGKFSuiZcuWcHR0NEqfiYmJuHDhAmJiYhAXF4dXr17Bw8MDnp6eCAgIQLly5YzSb0GxsbG4ePEiIiMjkZSUBIVCAQ8PD/Ts2VPlCHzKXrx4gZs3b+LOnTt48eIFUlNTUbJkSbi5ucHLywtNmjSBm5ub0V+HqSUmJiIkJATPnj1DXFwcsrOz4enpmf+3VPVjpDGYYjsuKp07d5aMqJWQkICYmBidPyvFcft9+PAhLl++jLi4OMTFxcHa2hoeHh4oX748mjdvrnNylLmysrLCmjVrcO3aNVy9elX03OzZszFq1CidRwrLExMTg0uXLiEuLg6xsbHIyclBmTJl4OXlhWbNmhXJNhIdHY0LFy7gwYMHSE9Pz99GW7RoAS8vL4P1k5KSgitXruD27dtITExEamoqbG1tUbJkSXh4eKBy5cqoVq1ake3TSCw7Oxt9+/bFsWPHROV9+vTBypUr9d7WC/L29sbWrVvxxx9/YNiwYUhPTwcA3Lx5Ez169MDhw4dlTeVbFMaOHYsnT57kL3/xxRdo2rSpwdo/duwYnj17JioLCAjQKonN3t4egwYNwoIFC/LLXr58iZ07d2LQoEGGClWlLVu2SMpGjhypVRvdu3dH2bJlRe/D7t27kZ6ejpIlS+odY2EmTZokKatfvz6+//57g/bj5uaGwYMHG7TNPKqSz/Qdqd9YkpKScO7cOdy5cwdJSUkoVaoUypQpA39/f9SsWdPU4ZEMPj4+2LJlCzp27Ijs7Oz88pcvX+Lbb7/F77//rlf7Dx8+RHh4eP65poODA8qUKYPy5cujWbNmRvnuwRJlZGTg3LlzuHnzJl68eIESJUqgTJkyqFOnDurXr69yGnMiIiIyEwIRERERERnd0aNHBQCiR1BQkNbtXLhwQfjggw8EV1dXSXsFH+XLlxeGDx8u3L17V3bblStXLrRNOY+jR4+qbf/169fCv//+K4wdO1aoV6+eoFAoNLbn6+srfPvtt0JcXJzW75UgCEJkZKSkzXXr1unUlr79Dh06VBAEQVi0aJGovEGDBlq13a1bN1H9L774QhAEQZg5c6ZWfw9lcXFxwsqVK4U+ffoIXl5eGv82dnZ2QuvWrYWtW7cK2dnZWr0GZbdu3RLGjh0rq18AQsmSJYVWrVoJs2fPFm7duiW7n8ePHwvffPON4OPjI6sfOzs7oUmTJsLkyZOFsLAwvV6jJjk5OYKvr68khk8//dSo/erj1q1bwqhRozTuOxwcHIS3335b+Pfff7XuQ9Nn+OXLl8LChQsL/Zva2dkJPXv2FK5fv26Q152eni4sWLBAaN68uWBtbV3oa69du7Ywd+5cITU1Vet+goKC1B4zcnJyhE2bNgnNmjVTuy9V9/nPyMgQduzYIYwYMUKoXr26xs+BQqEQateuLfz0009CSkqK7PgHDhyo9zFl+vTpKtuePn26ZF1dvH79Wli5cqXQsmXLQv+WCoVCaNy4sbBgwQLh5cuXWvdjjtuxNlSdwwwcOFDrdp4/f67ytV2+fFl2G8Vh+1Xl0aNHwtdffy3UrFmz0DZtbW2FVq1aCVu2bBFycnJkt28oyvslAEJkZKRB2r548aLK17xgwQKd2nv+/LkwY8YMoWHDhoWec1pZWQmNGzcWli9fLmRmZmrdj/IxUPmzsWPHDqFZs2aFbqNNmjQR9u/fr9PrFARByMrKEtavXy8EBwcLVlZWsrbPKlWqCAMGDBB27twpZGRk6P0686jaX2j7qFy5cn57d+7ckfz9dNn/KHv33Xcl+9iYmBi929VkwoQJktc7f/58o/cbEhIilClTRtTv6NGjjd6vHLt37xbFVbVqVSE9PT3/eVX7Y22ucQRBEMaNGydpY968eVrHevbsWUk7ffr00bodbeTk5Aienp6Sfp89e6Z1WyNHjpS0o8++R45Tp06p/JyfOHHCqP0a2g8//CB5Dd98802RxqD8WSi4rxQEQQgLCxPef/99wdbWttD96y+//KL18U7Vvl3bz2EeuccTVef72j4McbwojKpzfF2+51NnzJgxkvbt7OyEp0+fat3WixcvhKlTpwq1atUq9D1zcHAQOnbsKOzYsUOr9vv16ydqp1q1arLrnj9/XmUsmzZtkt1G586dRXUDAgLUrqvpWvLu3bvCoEGDhJIlS6p9n7y8vITvvvtOp+t8IiIiMj4mQhIRERERFQF9EyHj4uKEvn37ykoeLPiwtbUVxo4dKytxw5iJkH/++afg4eGhc7slS5YUli5dKvv9ymOOiZBxcXGCnZ2d6LnQ0FBZ7T59+lSwsbER1c1LINEnEbJfv36SdrV5+Pn5CVevXtX6fcrJyRGmTp0qeT+0eXh5ecnqa+nSpUKpUqX02r7lJAro6vjx4yr71OV9Nbb4+Hhh6NChGpMAVT2CgoKE6Oho2X0V9hm+du2axqShgg9ra2th2bJler32VatWCeXKldNpO/3rr7+06ktdIuSzZ8+E1q1ba+xT1ed/8eLFgrOzs86fAVdXV2H79u2y4jf3RMjDhw8LNWrU0DqmSpUqaf3DoLltx9oyVCJkZmamytd06tQpWfWLy/ZbUHp6ujBu3DjBwcFB6/br1asnXLlyRdbrMRRjJkIKgiAEBwdL2m/YsKFWbWRlZQlz5swRSpcurfV7WqVKFeHYsWNa9acuoSMxMVFy84qmx8CBA4XXr19r1X9ERIRQr149vbZVOfsUUyVCCoIgdOrUSfR8iRIlhOfPn2v1PhUUHR0tOYfp16+fzu3J9c8//4iu5RQKhbBy5Uqj95snNDRUcHJyEvUvd/9rLAkJCULZsmVFMSl/Bg2RCNm0aVNJG6dPn9Y63szMTKFEiRKidsqVK6d1O9q4ceOGJHZtEowK2rhxo6QtYyfzDR06VNJn3bp1jdqnMSxcuFDyOj788MMijUFdImTeNbU212YNGzbUKvmbiZCqGTsR8v79+yr/rj///LNW7SxZskTjzdSqHs2bN5d9w9Lq1asl9R88eCCr7uzZs1X2P3jwYFn1MzMzBUdHR9n7tsKuJZcuXarVebmPj49w+/ZtWXESERFR0bECERERERGZtfv37yMwMBB//vknBEHQqu7r16+xZMkSdOjQAS9evDBShJpdv34d8fHxOtdPT0/H6NGj8cknnxgwKtPw8PBAt27dRGXr1q2TVff3339HVlZW/nLjxo0NMg36mTNnRO1q68aNG2jWrBkOHz6sVb2BAwdi1qxZyMzM1LlvOb799luMHj0aqampRu1HH3v27JGUBQYGonbt2iaIRr3bt2+jWbNmWLNmjWiaLrmOHz+OgIAAXLhwQa84Lly4gObNm+PmzZuy62RnZ+OTTz7BqlWrtO7v9evXGDZsGIYPH46nT59qXT8mJgZ9+vTBzJkzta5b0LNnzxAYGIgTJ07oVD8sLAzJyck69//ixQv06tULc+fO1bkNc7Bu3Tp06tQJt27d0rruw4cP8f7772P+/Pl6x1HU27GpJSYmqix3cnKSVb+4bb/Pnj1DmzZt8NNPP+Hly5da1798+TICAwOxf/9+I0RnGp9//rmkLCwsDI8fP5ZVPyUlBd27d8c333yjdnsrTGRkJDp06IC1a9dqXbeghIQEtGzZEnv37tWq3m+//abVFLuhoaEICgrC5cuXtYzQsowePVq0nJGRgfXr1+vc3sqVKyXnMMa+xsjIyMCoUaNE13Lffvsthg8fbtR+C/L398cff/yRvywIAoYNG6bXNYC+xowZI5qqedSoUQgKCjJoH9nZ2YiIiBCV2draonHjxlq3ZWtri4CAAFHZ06dPdTo3lCs0NFRS1rx5c53aCgwMlNW+oQiCgL///ltSru203uagbNmykrJ//vkHKSkpJojm/+Tk5GDAgAGYNWuWVtdmYWFhaN26tVlfHxNQpUoVyXdHAFR+rlTJzs7GyJEjMXbsWJ2+Dzx79ixatmyJI0eOaFy3ffv2kjK53w+pW09u/bNnzyItLU1jPJpMnjwZo0eP1uq8PCoqCi1btpR9rkpERERFw8bUARARERERkXqxsbFo2bKlyh9XvL298d5778HPzw9ubm6IjY1FREQEdu7ciYSEBNG6J0+eRPv27XHmzBnY29ur7KtWrVooXbo0gNxEj4JflNra2qJWrVoa4y1VqpSs11W5cmU0bNgQtWrVgre3N5ycnFCiRAmkpqbiyZMnCA8Px7///oukpCRRveXLl6Nu3br49NNPZfVjroYMGYLt27fnL2/evBk//fST2r9NHuWEySFDhhg8Nmtra/j7+6N27dqoWbMm3N3d4ezsDEEQkJycjDt37uDcuXM4ffo0cnJy8uulpqbigw8+QFhYGCpWrKixn99++w0bNmyQlJcpUwZvv/026tati/Lly6NEiRLIyMhASkoKIiMjce3aNZw9e1b2F/nHjh3D7NmzJeUuLi7o0KEDGjRogIoVK8LR0RGvXr1CSkoKHj58iGvXruH8+fOiH2eN6dixY5KyNm3aFEnfcl2/fh0tW7ZU+d43adIELVq0QI0aNeDq6orMzEw8ffoUZ86cwYEDB/Dq1av8dZ89e4YuXbrg0qVLsrYVZY8ePcL48ePzE6JsbGzQpk0bBAcHo0KFCnBwcMDTp09x9OhR7Nu3T/Kj4FdffYUOHTrAx8dHVn85OTno0aOHymSj8uXLo127dmjYsCE8PDzg4OCA58+fIywsDAcOHMDDhw/z1xUEAdOmTYOHh4dOCRc5OTno06cP7t+/n1/21ltv4Z133kHNmjXh4eGBhIQEREZGivYvhalRowbq168PPz8/lCtXDk5OTrCzs8v/HISFheHgwYPIyMgQvY7Jkyejbt26eOedd9S2XalSJdSvXx8A8Pz5c0RHR4ue9/Pzg52dXaHxqfrRWV8bNmxQue9UKBRo3rw5OnfujIoVK8LGxgaPHz/GoUOHcPToUdF2JAgCJkyYAIVCgXHjxukUR1Fvx+ZAVbKWlZUVqlSpolN7lrz9xsTEoFmzZnjw4IHkuTp16iAoKAi1a9fOPy+LjY3F2bNnsX//flHSRUpKCt5//32cOXMGDRs2LDQeSxAcHAwrKyvR+QWQ+wN3r169Cq2bnp6ONm3a4NKlS5LnfH19ERwcjHr16sHNzQ02NjaIj4/HhQsXsH//fsTFxeWvm5f47uXlVeg2ok5WVhZ69OiBq1ev5pc1bNgQb7/9Nt566y2ULl0az58/x/nz57Fjxw7Jue6mTZvQo0cPja/31atX6N+/vyThM29f1rJlS/j6+sLZ2RnW1tZITk5GQkICrl+/joiICERERGh9g5UcpUqVyv/sAJAkoHl5eWnct5cvX1603LlzZ/j6+uLevXv5ZStWrMCXX36pdXxZWVlYvXq1qKx27dpo1aqV1m1p48cff0RUVFT+cufOnTFjxgyN9V68eIHNmzdj9+7duHXrFmJiYuDs7Izy5cujSZMm6N+/P1q1agWFQiErjnfeeQfDhw/PT6a/efMmtm/fjr59++rysvSya9cubN68OX+5UqVKmDdvnsH7iYqKkiS1VKxYUeM+XB1fX1/JDSm3bt1CuXLldI6xMKpulqhatapObVWqVAk2Njai5FddbgqR6/r164iJiZGUt23b1mh9GouqJNLnz59j+PDh2LBhA2xtbU0QFTBlyhRs2rQpf7lixYp45513ULduXXh4eCA1NRU3btzA9u3bERkZKap769YtTJo0CUuXLi3qsGUpW7Zs/vEkNTVVdAwAcj+Lmr5/qlSpktHiKyrt2rXDrl27RGXnzp2DIAga9/0jRoxQeXOHg4MDOnXqhFatWqFcuXLIyMhAVFQUdu/eLTlfT05ORufOnXHkyBG0aNFCbV+VK1dG1apVcffu3fyyw4cPa/zOKiMjA2fOnFH5XHR0NG7duoUaNWoU2oZywmSJEiUKjVWVFStWYM6cOfnLZcqUQefOnREQEIAyZcrg5cuXuHv3Lnbu3Ilr166J6sbGxmLkyJGyE1SJiIioCJhoJEoiIiIiojeKLlNj5+TkCJ07d5bUK1GihLBw4UIhOztbZb309HRhwoQJgpWVlaTuF198ISteddMu6Wr69OlC3bp1hcWLF8ueNubly5fCkiVLJNNg2tvbC48ePZLVhjlOjS0IudM2VqhQQfT8li1bCm3z9OnTovUdHByEFy9e5D+vz9TY1apVE9577z1hx44dQmJioqw6UVFRQr9+/SR9vvPOO7LqV61aVVTP2tpa+PHHH2VN456VlSWcOnVKGDFihODr61vouu3atZPE+PXXXwvJycka+8nJyREuXrwojB8/XnBzczPa1NiZmZkqpwfftWuXUfrTRWpqqlCrVi1JjF27dhWuX79eaN2nT58K/fv3l9Rt0qSJ2v1YHlWfpYJTVXXu3LnQfUpERITg4+MjaWPkyJGyX/u0adMk9b29vYWtW7cKWVlZauu9fv1aWLVqlWRKdjs7OyE0NFRjv8pT0BacFs3d3V34/fffhZycHJV1c3JyVH6WBg0aJDRv3lxYuXKl7CnKU1JShBkzZki20TJlygjp6emy2li3bp3kPdRnOl1dp8a+c+eO5O8BQKhTp45w/vx5tfWuX78uNGvWTFLP1tZWuHDhgsZ+zWE71oehpsb+5JNPJO3Uq1dPdv3isv1mZ2cLbdu2lbQZGBgonDt3rtC6L168EL766ivR9LpA7pTOco5r+jL21NiCIAh16tSR9CFn6lZV0+fWqlVLOHjwoNp9pSDknjfPmTNHsLW1FdV1dXWVtZ0pT/FZ8LNdvXp14b///lNbNzY2Vnj77bclcdesWVNjvxs2bJDU8/f3F65evaqxriDkHptXrFghNGzY0KBTYytTjlHOlPGq/PTTT5K2Cntv1dm2bZuknaVLl+oUk1zJycmiqdpLlSolPHz4UGO9devWCR4eHpJ4lR8BAQH5f3fl46OceJo1a2bQ1ytHfHy84OXlJYr1n3/+UbmuvlNjHz58WFI/ODhY59hVnYOsWbNG5/Y0UXUO/dtvv+ncnvJn2draWsjMzDRgxP/n999/l8Tu7Oxc6D7ZnDVu3FjlZ7Bu3brCli1bhFevXhm1f+XPgp2dXf75gJOTk7By5Uq11yavXr0SJk6cKInd2tpa1ncrppga21j9G5Kxp8YWBEG4ePGiyu3u1q1bhdbbsmWLynrvvvuu8PjxY7X19u7dK/muCsidAlrTd0WjRo0S1fHy8tL4ef/3339FdZTPceUcowMDA0V1OnToUOj6qvbjeedvtra2wpw5c9R+95OTkyP8/PPPKr9vPXv2rMZYiYiIqGgwEZKIiIiIqAjokgi5adMmlV/OHT58WFafK1askNRXKBSykjYMnQgpN7lOlYiICEkypJwfxAXBfBMhBUEQvvnmG9HzHTt2LLTNIUOGiNb/8MMPRc/rkwipz99nxowZkm3s5s2bhda5evWqJNYZM2bo1H9aWpra55KSkkTJYwCEQYMG6dRPenq60X60u337tsofKeQm+hQFVQlM8+bN06oNVT84/Pnnn4XWUfVZynuMGDFCYyKlIAjC3bt3hRIlSojqOjs7F7rt5Dlz5ozkR47mzZtr9ZkJDw+X7MM6d+6ssZ6qhKO8H5SuXbsmu/+C9PmsHzp0SLCxsRHFsmLFCll1zSURskOHDpJ6jRs3lvW+ZGRkqExeq1u3rsa6pt6O9WWIRMirV68K9vb2knZ+/PFH2W0Ul+133rx5kvY+++wzrY4xa9eu1XufrIuiSIQcPHiwpI++ffsWWufPP/+U1OnRo4dWSSn//vuvJBnyk08+0VhPOaEj7xEQECAkJCRorP/y5UuVyZ8nT54stF6vXr1E63t4eAjx8fGyX29BcvYjpk6EfP78uWQf2KtXL63bUb5BxtHRUUhKStIpJrkWLFgg6vOHH37QWGfKlClqjxuqHo6OjsJ///0nKxFSEARhwoQJovUuX75syJesUZ8+fUT9F3Z+rm8i5MaNGyX1P/74Y51jX716taQ9OX9TXbVv317S35EjR3Rur2XLlpL2njx5YsCI/4+q7bhNmzZG6aso7Nu3r9DPoZOTk9CzZ0/hp59+Ek6cOCGkpKQYtH9VnwUAgpubmxAeHi6rjeHDh0vqz5w5U2M9JkKqVhSJkK9fv5acnwAQDhw4oLZOSkqK4OrqKqkzfPhwWeeb9+/fV5kMOXr06ELrqbrZICIiotA648ePlxzblc/nCpOcnCw5x9d0TqzqWhLIvela7vets2fPltRX/s6PiIiITMcKRERERERklhYuXCgp+/HHH9GuXTtZ9UeMGIFRo0aJygRBUNmusbm4uOhct169evjhhx9EZWvWrNE3JJMbPHiwaPnw4cN49OiRynXT0tKwdetWUZkhp8XW5+8zbdo0BAQE5C8LgqDx71Nwat88w4cP16n/kiVLqn3uwYMHkulkde2nRIkSsqcd1Ja6v7unp6dR+tPW48ePJX/TTz/9FBMmTNCqnRkzZqBDhw6isrlz5+oUU5MmTfC///0PVlaav9bw9fXFmDFjRGXJyck4e/asxrqzZs0STdFavnx57N+/X6vPTP369fHrr7+Kyg4cOCCZLlSu1atXo1atWjrV1eez3r59e3zxxReSWCzF1atXcejQIVGZs7Mzdu3aJet9cXBwwI4dOyRTul65cgUHDx7UKaai2o5N7dKlS+jSpQtevXolKi9fvrxW08QXh+03PT0d8+fPF5W98847WLp0qVbHmMGDB2PYsGGiskWLFiEzM9MgcZqSqmOfuuMkkHve8f3334vK6tevj61bt2o19W3Hjh0xffp0Udm6desQGxsru408pUuXxrZt2+Dm5qZxXXt7e/z444+S8n///bfQesrnUj179oS7u7t2gf5/hZ1LmQtXV1d8+OGHorJdu3bh6dOnstu4ffs2jhw5Iir76KOP4OzsbJAY1Vm/fn3+/11cXPDZZ58Vuv7//vc/zJ49W+Vznp6e8PPzQ/ny5UX7jLS0NHTv3h1XrlyRFZPyvlf5+GhM27ZtE13XlCtXzqjXp8+fP5eUaZpOtzCq6iYkJOjcniaWHH90dLSkTPk8ypJ06dJFci5RUEpKCnbu3Ilx48ahdevWcHFxQa1atTBw4ECsXr0at2/fNkpc69aty59CWpO5c+fCwcFBVKbpeEOmZWNjo/J8orBzo/Xr1+PFixeisoCAACxfvlzW+WaVKlXw119/SdZdt26dpN2C2rZtK7mu0XR8UZ7Wevr06ShRokT+8tGjRyXf6RR07NgxZGVlicrat29faJ/qzJ8/X/b3rePHj0eFChVEZfwsERERmQ8mQhIRkSxpaWk4cuQIli9fjjlz5mDOnDn49ddfceDAAZVfbBERkX7OnTuH0NBQUVndunU1/nCmbM6cOXB1dRWVbdu2DTExMXrHWJT69+8v+hI2NjbWaD8kFJVq1aqhVatW+cs5OTmiH0oL2rp1K1JTU/OXfXx80LZtW2OHKItCocCAAQNEZadOnSq0TkpKiqRM1x/vzaEffan6McHBwUGrBA5jUk6ucXZ21jmBcdq0aaLlsLAwPHjwQOt25s2bBxsbG9nr9+/fX1KmvI9VdvXqVezfv19U9sMPP6B06dKy+83z4Ycfolq1aqKyXbt2ad1OcHAwunbtqnU9Q/n4449Fy2FhYUhPTzdRNNpZunSppGzq1KmSH7AK4+LionLbV9W2HEWxHZtCeno6Hjx4gB07dqBfv35o1qwZHj58KFrHzs4Omzdv1iuZQ1vmsP2uXbsW8fHx+ctWVlb45ZdfdGpr2rRponOjZ8+eWURirCaq9rHJyclq19+3bx+uXbsmKvv5559ha2urdd9fffUVnJyc8pdfvnyJAwcOaN3O559/jkqVKslev2PHjihTpoyoTNNnW/kcxxzPbwxt9OjRouWsrCytEpqXL18OQRBEZco3jRna9evXRcmJgwcPLjTx8vbt2xg/fryozN7eHhMmTMC9e/cQExOD69ev4/Hjx4iJicHPP/8MDw8PALnf2+3YsUNWXD4+Pnjrrbfyl48eParNy9JZXFwcPv30U1HZr7/+KrleNaS0tDRJWcEkG22pqmvMY4klx6/qGkeX82hzsmDBAkydOlXWTSw5OTm4ceMGfv/9dwwfPhw1atSAn58ffvjhB4N9HxMUFITu3bvLXt/NzQ1dunQRlYWHh4tu/CLzo+25kaprE7k3X+Vp3rw5Bg4cKCpLS0vDunXr1NZxdXVFw4YNRWXKiY4FJSQkIDw8PH+5cuXKqFOnDlq2bJlflpSUhAsXLqhtQ7l9d3d3NGjQQO366rz11ltafd9qa2uLvn37isoePXqk0w00REREZHhMhCQio3j8+DF27tyJSZMmoW3btnB2doZCoch/+Pj4mDpEi2SK9/XkyZPo2bMn3Nzc0K5dO3zyySeYPHkyJk+ejM8++wxdunRBpUqV4O3tjaFDh+L69esGj4GI6E2k6q7pkSNHavXFJZD7hWm/fv1EZa9fv8axY8f0Ca/Iubi4SEYIOnfunImiMRzlUR3Xr18v+YEWyE2cKGjQoEFGG51QF8oJXpcuXcLr16/Vrq/qx3pNyZO6KKp+9JWRkSEp0/VHwrxRxbR5zJgxo9A2t23bJlru06ePKFFEG4GBgZLXpu3+qFq1amjTpo1WdWrXrg1HR0dR2a1btwqto/y6nZycJD92yKVQKNC5c2dRmS774aFDh+rUv6Eof9azsrJw8eJFE0WjHeXjqr29vU7v5wcffCAZlUXTSCWqFNV2bCy//fab2n2Ko6MjfHx88P7772PLli2S44G7uzv27duHoKCgIo3ZHLZf5f1K27ZtUaVKFZ3aqlixIurWrSsqs7TzO1VUJUSpOk7mUX5Pq1WrpvO2VaJECQQHB4vKdHlPtR192traGo0aNRKVafpsK5/jmOP5jaE1aNAALVq0EJWtWrVK1v735cuX+O2330RlTZs2lSRsGNp///0nWu7Vq1eh68+dO1e0vbu4uODIkSOYN2+eKHERAMqUKYOxY8fi0qVL8PPz0zq2gp+Tokqq/+STTxAXF5e/3LdvX/To0cOofaq6JlEeEU8bqhIJjTkaryXHr2rfrc/ozubAysoKM2fOxMmTJ7U+jwOAmzdvYsqUKfD19cWMGTPw8uVLveLRZbaDJk2aiJZTU1Px+PFjveIg49Lm3Cg6OlpyDtG4cWPRLB5yKSeuA5pHeFQejfHkyZNq9zH//fef6PuvvLrKs0gUlkyp/FxwcLDW35sCud/NaVtP+bMEmO7ajIiIiMTk33ZORKTB6dOnsWDBApw/fx5PnjwxdTjFhqne16SkJHz66afYvHmzrPUfP36MtWvXIiAgQOep+oiI6P+cPn1aUvb+++/r1FafPn0k07KePn1a54QeQxAEAaGhoQgNDcWVK1fw6NEjpKSkIDk5WW0CnfK0YMqjS1mi3r17Y+zYsfmj+ty7dw8nTpwQ/TB5+/Zt0Y/bVlZWGDRokFHjSk1NxYkTJ3D58mVcv34dCQkJSE5ORlpamsrRIgqOVgkAr169QkxMDLy9vVW2HxAQACsrK1Fbw4cPx969e1G7dm2DvY5q1arBzc1NtO1MnDgR1atXF43GaWqqkl/NxYMHDyQjNionIWjDysoKlStXRmJiYn5ZWFiYZLSJwrRu3Vqnfn18fESjhiUlJRVa5/jx46Jlf39/vX54Vk52CgsL07oN5QQdfWVnZ+Ps2bMIDw/HlStX8PTpU6SkpCAlJUUyxZg6lrAvfvbsmWQa2eDgYFnT1iqzt7dH9+7dRSP4pqamIiIiAv7+/rLbKart2Jx4eHhg4MCB+Oabbwwyep2lbb+vXr3C+fPnRWX67E+B3P3K5cuX85d12a+YG1XnGYXd/KG8rw4MDNSrf3331b6+vlqNNFuwXkGaPttNmzYV3RR06tQpTJkyBd99951WI81amtGjR4uuk6Kjo7Fv3z6NI6L9+eefkmsJ5emhjeHkyZP5/3d3d0fz5s3VrvvixQvJd3CrVq3SuE1XrFgRu3btQsOGDbUa2a9ixYr5/4+Li4MgCEa90eqPP/7A9u3b85c9PDx0HhFXX/q8TlV1i/pc3lLiV9WuOd3Mp4/AwEAcPXoUFy9exMaNG7F9+/ZCpypWlpaWhu+++w779+/Hzp07dTpuANAp8V/5eAPkHnMK7hPIvGhzbqTqu0RNSfjqBAQEoEqVKoiMjMwvO3v2bKHHi/bt22PevHn5y2lpaTh79qzKbVU5iTEvAVI5mfLQoUOYOnWqpP7Tp08lg3LoOi22IT9LREREZHrF91sRIipyFy5cwM6dO00dRrFjivf18ePH6Nixo8rRHb28vODl5QV7e3u8ePECUVFRsn9kIiIi+S5duiRa9vb2RtmyZXVqq1GjRpKkM+X2i0pSUhJ++uknbNiwQafpcAsqmEhlqRwdHdGnTx+sWbMmv2zt2rWiL2GVR4Ns27YtKleubJR4QkNDMX/+fOzZs6fQ0ZfkSExMVJsI6ebmhu7du4umBo6MjET9+vXx7rvvol+/fujYsWOhUwfKYWVlhY8//hiLFy/OL0tISEDr1q3RoUMH9O/fH126dMmfUtBUVI3MYi5foKv6IWXWrFmi91Rbd+/eFS0XnCZWDuVR3eRSHoGmsPc4OztbMurs5cuXdZpmK49yAkZSUhJev34te/pWLy8vlC9fXuf+C3r27Bnmzp2LLVu26D01nyXsi1Ud8xo3bqxzewEBAaJEyLw+tEmELIrt2NwEBQVh9OjReidBWur2GxoaKhn5ae3ataJjobaUEzm13Z+aI1V/E3XTwD558gRRUVGisn/++UevffWzZ89Ey+Z4jAJyRwdfsmSJKNHohx9+wObNmzF48GD07NlTMmJocfD++++jXLlyePr0aX7ZsmXLNCZCLlu2TLTs5uZWJDeFFUxc9/f3L3S0qRMnTuDVq1f5y40aNULv3r1l9VO9enUMHz4cP//8s+zYCp7/ZmVlITEx0WhTVMfExGDMmDGisiVLlkimhDcGVedZ+lznqKprZ2enc3uaWHL8qvbdlnDeqI3GjRujcePGWLx4Me7du4eTJ0/i/PnzuHTpEq5cuaLxb3XhwgUEBwcjJCRE6xkBHBwc1F5vF0bVqJyWdD75JtLm3MjQ1z2NGzcWJUImJSXh3r17qFq1qsr1W7ZsCQcHB9E57+HDhzUmQioUCrRr1w5A7gjQHh4e+edg586dQ1pammRkfOVRlwHdEyF1OX/jZ4mIiMh8MRGSiIpEqVKlJCMFkf6M8b4mJyejU6dOoiRIV1dXTJo0Cb1795aMjpCZmYmwsDDs378fmzZtMmgsRERvKkEQkJCQICrTZbqzPKVKlULFihVFiYem+KF89+7dGDlypN5JC3mKyxeMQ4YMESVCbtu2DUuXLoWTkxOys7Px+++/S9Y3tNevX+PLL7/EsmXLVI42oAtNf5+ffvoJJ06cECWHZWdnY8eOHdixYwesra3RsGFDNG/eHAEBAWjdurVOCaBTp07Fnj17JKPBHTp0CIcOHYJCoUDt2rURGBiIgIAAtGrVCjVq1NC6H32om+oqMzNT6x8my5Qpg/r166t9/vnz54iOjpbdnqqRTe7du6dVTJoo7+800WUUP0D6Q3Jh07cnJCRIEpZevHiBFy9e6NS3Os+fP4eXl5esdT09PQ3S58qVKzF+/HgkJycbpD1L2BerOubpc1xVNQK+tsfVotiOjcnV1RWVKlWSlL969QoJCQmiqU/zbN++HYcPH8bOnTt1Ht3UkrdfVfvT6OhorfbJmmi7PzVHqvaz6m6MUPWexsTEGOxcEzDdMUrTDacNGjTA2LFjJYlvUVFRmD59OqZPnw5PT0+0bNkSAQEBCAwMRNOmTWFvb69TfObC1tYWI0aMwHfffZdf9u+//yIyMlLtNPPh4eGS0VgHDRqk1yjPcgiCIDpn0pSYeubMGdFyv379tOrvo48+0ioRUnlbKJiEaWgjR44UfZa6deum9evTVcmSJSVlhk4kVE7OMSRLjl/V/rC4JUIW5OvrC19f3/zZG7KzsxEREYETJ05gx44dOHXqlMpRMu/cuYOhQ4eKRkyVw1DHG8B055NFbdq0adizZ49WdUaNGoVRo0YZKSJ5tDk3KqrrHnWJkA4ODmjRooUoSfHw4cOYOXOmaL379++LEizr16+fn6CvUCjQtm1bbN26FUDu70/Hjx9Hly5dRG0ojyjp4+OjcpRGOXT5PL3JnyUiIiJzx0RIIjI4JycnNGrUCAEBAWjSpAkCAgIQGRlp8Gnc3jRF9b5+9dVXuHr1av5yUFAQtm/frnbUDjs7OzRt2hRNmzbFjBkzLOKHUCIic5ecnCxJRtN2dABlrq6uokRI5ZHJjG3z5s34+OOPkZ2dbbA2i8sXjIGBgahZsyZu3rwJAEhPT8eWLVswfPhwHDhwQDTijaurK3r27GnQ/l+/fo3evXtj9+7dBm+3ML6+vjh8+DDef/990RfgebKzs3Hx4kVcvHgxv8zHxwfvvfcePvroI9kjr7m7u+f3o2p6S0EQcPXqVVy9ehUrV64EAJQtWzZ/ZEpdpkjSlrppyOLi4rSeJq1v376FjnC0fv16DB48WHZ7RZFUo+2PuXJHUNRHUSUTafPa9R0hFQB+/PFHTJw4Ue92CrKEfbGqHw/1Oa6qSl7W9rhaFNuxMSlPD67s6dOn2LFjB+bOnStKVktKSkLXrl1x7NgxBAQEaNWnpW+/5rg/NUeqkhjVHSeL4j1VTorXpCg/2wsWLIC1tTUWLlyo8vnY2Nj8G0yA3OSE1q1b44MPPkCvXr3g5ORUZLEa0ogRI/DDDz/kf34FQcCKFSswd+5clesrjwapUCiKJKklOTlZlFyoaXR/5cRebfeRDRs2hI2NjexZWwompCkUCqONkL5x40bRdYaLiwuWL19ulL5UUfV9pj43lauqq+9Ix4Wx5PhVjVZoyER1c2dtbQ1/f3/4+/vjiy++wI0bNzBp0iSViXg7duzAhQsXtPrcW/q5pCk8fPgQERERWtVRHim6qGVmZqq8llF3bmQO1z3t27cXJUJeuHABSUlJohEU1U2LXbCNvETIvPWVEyGVR4TUdTRIgJ8nIiKi4kb9XAxERFrq1q0brl27hsTERBw9ehQ//vgjevXqZbSpG98URfm+Hjt2TDT9ZkBAAPbv3y/7CzGFQqF3og4REQEpKSmSMn1HaVCur6oPY7l37x6GDBkiSYK0tbVFz549sWjRIhw+fBi3bt3C8+fPkZaWhpycHAiCIHoU53MK5cS0devWAZBOi92vXz+Dj14zb948lUmQFSpUwKeffoqNGzfi7NmziI6ORmJiIl6+fCn52xw9elSnvhs2bIirV69i3rx5ar/ILygqKgoLFy5Eo0aN0L59e4SHh8vqp0qVKjh//jyWL18ua7THZ8+eYcWKFWjTpg0CAgJ0fn1yVa5cWeXIj6GhoUbtVw5Dj4BoKczxddvY6Hcv66lTp1QmkTk6OuLDDz/Er7/+imPHjuHu3bt48eIF0tPTVe6LLZGhj6uq6hblcdUSlCtXDp999hmuXr2KNm3aiJ5LT09Hr169tLqJrjhsv+a4XzFHISEhkrK33npL5bpv+ntqbW2NBQsWICQkBN26ddN4nHj58iUOHjyIIUOGwMfHB3PmzJGdNGdOypcvL7kxaO3atcjMzJSsm5ycLJm9pF27djpPYa6NtLQ00bKmGxqUE0u0HQnaxsZGqxGtCo5G6+Liovd5hiqvXr3C2LFjRWULFixA+fLlDd6XOqpG3lY1mqxcqkbxlTu6ty6MHb+VlZXRkmBVXXddunTJ5MdjU/Hz88Pu3bsxY8YMlc8XnCWCKE9YWJjKY7W6cyPlaxKFQqFyZFm5dLnuUU5IzM7OlnynopwIqVxHeVl5/Zs3b0r2hfokQhIREVHxwhEhichgdB12ngpXlO/rV199lf9llI2NDVavXq3XhTIREelG1egsyj+kaUu5flGOADNp0iTJVGudOnXC2rVrUa5cOdntFIdRjtT5+OOPMXny5Pxk0bNnz+LEiRP4+++/ResZelrs2NhYzJkzR1RmY2OD+fPnY/To0bJ/ENXnb1OyZElMmDAB48ePx8mTJ3Ho0CGcOHECFy5cKLTd//77D02bNsXKlSsxcOBAjf3Y2tpi5MiRGDlyJEJDQ/HPP//gxIkTOHfuXKFTrF68eBHt2rXDzJkzMWXKFJ1eoyZ2dnaoU6cOLl26JCo/f/48unfvbpQ+5SpRooSk7MCBA+jUqZMJoik6ql533759sWXLFhNEYxhffvmlpGzQoEFYtGiR7JuZLHU/bOjjqqq6ljqymrG5uLhgz549aN68Oa5du5Zf/vDhQ3z55ZeShH91isP2q2q/smzZMpNPt2hOXrx4gVu3bknK1Y0Creo9nThxotqRAYurgIAA7NmzB7Gxsfj7779x9OhRnD59WuWI23meP3+OyZMnY/fu3fjnn38s7qbW0aNHi0aKiouLw7Zt2/Dhhx+K1tuwYYNkn22qz5yVlXmNSXHhwoX8/xsrMTQjI0OSsPzLL7/gl19+kd3Gw4cPJWXDhg1DqVKlRGXqpq9VNWV6wZkStKUqHnXTshuCIePPycnB48ePRWXe3t5GGwmtUaNGkrKkpCTcunULNWvWNEqflmD69Ok4c+YMDh48KCpXHt2OCMj9bkiZs7Oz2t+MlK9JBEFAenq6zr/x6HLd4+/vD1dXV9H+//Dhw+jRo0d+TEeOHMl/zt7eHq1atRK1UaVKFfj6+uLevXsAgCtXriAmJiY/OVz585I3nTYRERERwERIIiom0tPTcfr0aTx+/BixsbGwtraGp6cnatWqBX9/fygUClOHaPYuXLggmi6yR48eqFevngkjIiJ6czk7O8PKyko0PXbBqct0oVxfm9FC9JGWloa9e/eKyvz9/bFnzx6tf3ApzqP+lC1bFp07dxYlPvbr1080ZWe9evVU/pikjz179iA9PV1UNm/ePHzxxRdatWOIqdYVCgVat26N1q1bAwCysrIQHh6OkydP4vDhwzh69KgkiSUzMxNDhw5FlSpV8uvJ0ahRIzRq1AhTpkxBTk4Orl27hpMnT+Lo0aM4ePCgJDFSEARMnToVPj4++Oijj/R+raoEBQVJEiGPHz9ulL60oWqEGEP8vc1dcXvdd+/eFU0zD+SOPJ83+qxclvoeqJrSTZ/jqqq6RXVctUROTk7YsGEDmjRpIhrRZv369RgxYgSaNWtWaP3isv0Wt/2KMfz333+SkcIUCgWaN2+ucn2+p2Kenp4YMmRI/o0zMTExOHXqFE6cOIEDBw7gzp07kjrnz59Hnz59JAk55q5Vq1aoX7++aIrTZcuWSRIhladgLl++PN59990iiVF5FC1N0xkrH6vi4uK0ShbLzs6Wfb30+PFj0X61Xbt2svvRl7bT0qqSlxhTkLrpaytXrgwHBwfRNPfR0dHIzMxUOSK7Ln0bM6lP1aiKd+/e1amthw8fiq4vAePGXqtWLXh6eiI2NlZUfuTIkTc6ERIAxo4dK9nv3rt3D9nZ2bC2tjZRVEVDeRssSuvXr8f69etN1r8ulEdCBIDAwEC1v3epu+7RNRFSl+seKysrBAcHY8eOHfllBV9HWFgYEhIS8pdbtGih8uaW9u3bi/a5hw8fzv8+Rvl9qVevHsqUKVP4iyEiIqI3hnndhkhEpKXTp0+jS5cucHNzQ8eOHTF48GBMnDgR48aNw8cff4zGjRujbNmymDZtGqcq00B5+o3+/fubKBIiIlIoFJIfdm/cuKFze2lpaZKRK4w1/ZWyEydOSEaD/Oabb7ROgoyOjjbpF+ZFQXm0xydPnoiWlafPNoRDhw6Jll1dXTFmzBit27l//76hQspnY2ODxo0b48svv8S+ffsQGxuL5cuXS6bSy87Oxvjx43Xux8rKCnXr1sWnn36Kv/76C7Gxsdi8eTOqV68uWXfixIlGm0JS1ciPp0+fxvXr143Sn1yqpuPTZxQdS1GmTBnJj0uW/LqVP+sAMG3aNK3bMcZnvSio+lFMn+Oqqs9lUR1XLVXDhg0xevRoUZkgCJgwYYLGusVl+31T96fa+PnnnyVljRs3VjuCON/Twnl5eeH999/Hzz//jNu3byM0NBQffPCBZL1Dhw7hwIEDJohQP5999plo+dSpU6KRZ0+dOoWrV6+K1hk2bJhRpoBWxcnJSXTNozwSnzJvb2/RsnICuCYRERGyr5dWrVqVPxI9AHTo0EGrviyJjY2N5EbvzMxMhIaGat3W69evRSNpArk3tGkzy4G2VN0Ip2qEODnOnDkjKVM34q4hKBQKdO3aVVK+YsUKo/VpKZo0aSIpEwRBlBxmTlR9f6Pr9zNv8g0L2rpz547K43O3bt3U1jGX6x7laapv3bqVP5W1pmmx1ZXn1cvOzsaxY8dktUFERERvJiZCEpFFSktLQ58+fdCyZUscOHBAkmBRUGxsLGbOnInq1atLvqyi/7Nv3z7Rcps2bUwTCBERAZD+IPHo0SPExMTo1FZoaKhodElA9Q8qxhAdHS0pU57yRg5df+yxJF27doWnp6fK5+zs7Ixyk4Ly36dp06Y6TY1WFH+fUqVKYeTIkbh06RIqVqwoei4kJETltqYLe3t79OvXD6GhoWjYsKHoucePH+PcuXMG6UdZUFAQ3nrrLUn5r7/+apT+5GratKmk7MSJEyaIpGg5ODigfv36orLbt2/rvB82NeXPh4ODAxo3bqx1O5a6L1b1I7+2CSYFqbquLKrjqiWbOnUqXFxcRGUnT57EP//8U2i94rL9Nm7cWDI17puwP5UrJCQEp06dkpQPGDBAbZ2qVatKRiU6c+aMKMGL/o+/vz/++OMPzJ49W/Lc9u3bTRCRfj766CPJlN7Lli1T+X8AsLa2xvDhw4siNAC5N9tUrlw5f1nVtO8FKY98+ueff2rV35YtW2StFxUVhfnz5+cv16pVq9h/B6jq+lPV/kaTsLAwyWj62oxKr4uaNWtKEptu374tGWVRDlWv2djxK9/sBwCXL1/G6dOnjdqvuVM+H8pTVIna2nJ2dpaUKc+iIMejR49Eo7NS4RYtWiT5Ls/e3h69e/dWW8fY1z2lS5dWOy13QaoSE/NubpKbCNm2bVvRuXNevYsXL0pGqmQiJBERERXEREgisjixsbEICgrCX3/9JXnO29sbjRo1QoMGDSTTADx79gxt2rTR6Yuu4u7Zs2f5d+QBgI+PT/4XMqmpqVi3bh06duwIHx8f2Nvbo0yZMqhbty5GjRqFffv2SaauIiIi/QUGBkrKtm3bplNbqo6ZqtovSPkLeF1/UI6Pj5eU6TJ9qLY/BFoiW1tbtcmO3bp1M8poY8p/H13+NvHx8Th69KihQtLIy8sLX3/9taT8ypUrBu2nVKlSmD59uqT88uXLBu0nj0KhUDka56pVqxAeHm6UPuWoV6+eJEH3xIkTZjtaiSGpGh2p4PRelsQQn3UA2Lp1q071VP2oW5SJSl5eXpJE46NHj+o0Ik1mZib27NkjKitVqpRktCmScnd3x5dffikpV7WvLai4bL9ubm6ShNmbN2+afORfc5CamopBgwZJyl1cXFSW57GyspJM6Zuammpx0zwXtYkTJ8Ld3V1UZqzzG+UpXg257y9ZsqRkxPQNGzYgLS0N8fHxkmunbt26SUZdNLaC0/+eO3eu0O/PWrduLZqq+fz585LjjToPHjyQNcpecnIyevXqJUrm++677yRJ2oZSunRpCIKg12PgwIGSdo8ePSpZb8aMGWrj6NSpk6RMl2trVXVUtW1ICoUCHTt2lJRrm7yclZWFXbt2icocHBwQFBSkT3gatWjRQuXNC2PGjCn2Mz4URtXNVXZ2diqnNTYHyknngG4jbR8/flyn/k19LWEKhw4dUrlf/+ijjwqdAtqQ3yWGhoYiMjJSVNasWTO103IXVK1aNVSqVElUdvjwYbx69Ur0+5yq8+OCzxW8OfXRo0e4efOmJJHSzs7O6EndREREZFmYCElEFiUnJwcffPCBaPqSMmXKYP78+Xj69Cmio6Nx8eJFhIWFIT4+HqdOnULbtm3z101PT0e/fv3eiB9utaF8Z1/ej4SHDx9GjRo1MGTIEBw6dAgPHjxAZmYm4uPjcfXqVaxYsQJdu3ZFQEAAQkJCTBE6EVGx9fbbb0vKVq5cKbkbXJOkpCRs3rxZVGZra4vg4OBC6zk5OYmWU1NTteo3j6Ojo6RMVXJkYe7du4fdu3fr1L+lUTViRmHl+lL++2j7twGA//3vf0U+qkPBH5XzJCUlWWw/eT755BP4+PiIyjIzM/Hhhx8iIyPDaP0WRqFQSKbtTk9PVzl9aXHz7rvvSsp++ukno02PbkzKn/UXL15ofTw5fvy4TtNIAtJjCqD7cUVXysfVV69eYd26dVq38+eff0quJ9u2bStJ9iHVvvjiC8mP/CEhIfj777/V1ilO26+q/crcuXN1aqu4yM7OxuDBg1VO2zht2jSV739Bqt7TOXPmGCy+4sja2hrVqlUTlRnr/MZQ1xTqfPbZZ6KEjOTkZGzevBlr165FZmamaN1PPvnEoH3L0aJFi/z/x8fHIyIiQu267u7u6Nu3r6hs8ODBGme3iYuLw3vvvadxdLZ79+6hffv2on1hx44d8f777xdarzgIDg6Gl5eXqCwkJESrm40yMzOxfv16UZmDgwN69uxpgAgLp2pKe22nl967dy+ePn0qKnv33XdRsmRJvWKTQ9VxLiwsrNDkVV08f/5cp3M7Uzhy5IikrEqVKrISzEyhQoUKkvMxXX4LWLlypU79m8O1RFG6f/8++vXrJznfLVmyJL777rtC61asWBF+fn6isosXL+p0HqxqdgpVidnqKI/S+N9//+H06dOi7zaCg4MLTcZXNT32f//9Jypr3rx5kezLiIiIyHIwEZKILMr8+fNFIw41bdoUV69exbhx41C2bFnRulZWVmjRogUOHTqE0aNH55c/evQI33//fZHFbAnu3r0rWnZ2dsbGjRvRsWNHPHnyRGP90NBQBAUFYefOncYKkYjojdOkSRPJyAmXL1/G8uXLtWpnypQpkhGv+vTpo3YK5jzKSQqJiYl48eKFVn0DQLly5SRl2ozSk5OTgyFDhhT7u/3z1K5dGzExMXj69Kno0blzZ6P0p/z3OXPmDNLS0mTXv3btmkmSDZR/xANQ6KgI5t5PHnt7e6xYsULyA9iNGzfQpUsXnT6DhjBp0iTJKBzz5s3D+fPnTRJPUWnRooVkqsj79++rHJHU3Cl/1jMyMnDy5EnZ9dPT0zFixAid+1c1uo0uo8jo49NPP5WUzZw5U+XnXJ3k5GRMnDhRUq5qNFdSzcXFBV999ZWkvLBRIYvT9jt69GjJqEobN258Y6+lnzx5grZt26ocqahZs2ayPlt9+/ZF1apVRWUnT57EokWLDBZncaS87zPW+Y3y58fQ+35fX1/JiHy//vqrJEmsatWqKkd6Njbl8wjlG9SUffPNN7C3t89ffv78OYKCgjB58mTJqFyJiYlYs2YN/P39cenSJZXtCYKAa9eu4auvvkL9+vVFSZV+fn7YunWr2SZeGZK6adG/+eYb2W0sXLgQcXFxorIPPvhA5Uh5htapUyfJzVIRERGyZ03IzMxUeZwtquTgdu3a4eOPP5aUz5kzRzRNuz5CQkLQpEkTnUcc1OTSpUtanXsUJjMzEz/99JOk/J133jFI+8ZgZWUlGpkPAPbv369VEv2ePXtw4sQJnfo3h2uJorJ3714EBASoHMhj3rx5skY2/uyzzyRlo0eP1mpWr5CQEEnyt6Ojo2Qk5sIoJzHGxMRIzs80TWmtfOzes2cPzpw5o1UbRERE9OZhIiQRWYz09HT8+OOP+cvlypXD/v37NSZyWFlZYfHixWjWrFl+2dq1a5GYmGisUC2O8ntx584dDBs2LP/i2NvbG5MmTcKWLVuwd+9eLFu2TPLlzMuXLyWjdRIRkX5UJQqMGzdO9pfHa9euldzBrVAoVE5Lqaxu3bqSsv3798vqt6BWrVpJymbNmqVxxBIgNwly5MiROn9Zbqk8PT1RtmxZ0cNYP1Aq/31SU1M1jjCQJyoqCt27d8erV6+07nf9+vXYvn27Tgmur1+/lmzXVlZWqFOnjmTdPXv2YN26dTrFCEDlqIf169fXqS25OnbsiAkTJkjKjx07hubNm+t9rlVwKkS5fH19JT94ZGZm4t1335X8CCFXdnY2tmzZgilTpuhUv6jMmjVL8vlbsmQJpk+frtUPSQVdvXoVH3/8cZEmtqraF0+ZMkXWlIQZGRno3bs3bt++rXP/qj6fuhxT9FGnTh3JCCZJSUno2bOnrBFlXr16hV69ekmSh+rVq8cf37T0+eefS6blvXTpkmTKzjzFaft1cXHB+PHjRWWCIODjjz/Wa/TrAwcOmGS0O13Fx8dj7ty5aNCggcrzPG9vb/z111+wtbXV2JaNjY3Kc5cJEyZoPWJaQWfOnMGHH36oc31jSk1Nxfjx4/Hw4UOd6u/evRsPHjwQlRnr/Eb5muL48eNa3XQjR8GbnwEgPDxckiAzYsQIkyT8NW3aFBUrVsxf/u233wodSd3Pz09yk1FGRgbmzJmDt956C2XLlkXt2rVRuXJleHh4YNiwYXj06BEAoFSpUujdu7eobpkyZVCnTh0sWrRI9L7Xq1cP+/fvh4uLiyFepkUYO3asZFS5f/75B//73/801g0NDZWMXmhjY4NJkybJ7n/QoEFQKBSih9wREdX1NXr0aMlnWZXJkyfjypUrorJWrVoZfVrsgpYsWSIZpU4QBEyYMAGfffYZUlJSdGo3KSkJX3/9NVq0aIF79+4ZIlSVbt++jdatW6Nt27Y4cuSIztcBr1+/xqBBg3D16lVRuUKhQL9+/QwRqtEo35yZnp6OqVOnyqp7+fJlrRLolFWsWFGyvyrqawlju3jxIgYMGIDu3btLbmYGgIEDB0qOd+oMHDgQbm5uorJz587JvnnrwYMH6NWrl2REyqFDh2qV/N22bVvJsVd5FHhNNym0aNECDg4O+cuHDh2SfL/Trl072TERERHRG0IgIioCR48eFQDkPypXrqx1G8uWLRO1sWLFCq3q7969W1R/y5YtWsdgbgzxvgqCIIwdO1bUTsHHoEGDhLS0NJX1jhw5IpQuXVq0frVq1YTXr1/r8aqIiIon5X02ACEoKEhjvS5dukjqOTo6Cr/88ouQnZ2tsk5GRoYwadIkwcrKSlL3yy+/lBXvkydPJPW9vLyEXbt2CZmZmdq8dKFly5aSOJo1ayZERUWprXPz5k2hQ4cO+evb2NgIJUuWFLUxcOBAjX1HRkZK+l63bp1W8etCVb9Dhw41ap8zZ86U9Hn06NFC69y6dUvldjJ16tRCj+ebN28WypYtm7++s7OzVn1//vnnAgDBx8dHmDJlihAaGirrNUZFRQmdOnWS9NWxY0eV6y9atEgAIHh6egpffvmlcPLkSbWfm4Li4uKEjz/+WNJP9erVZcWpr5ycHKF///5qz8+6desmnDx5UsjKypLVXlZWlnD8+HGhb9++Kv/e06dP19hGSkqKULduXUldW1tbYcKECcLTp09lxRIeHi5MmTJF8PHxEQAI77zzTqHrG/IzHBQUpPU+WBAEYcaMGSr/Dm3atBFOnDghq434+Hhh1apVQvv27QWFQiEAEOLi4owSrypZWVlC5cqVJa+ha9euhcYREhIiNG7cuNDPupztRxAEoWbNmqJ61tbWwsKFC4XExEStX8/06dMlcchx9+5doVSpUpK6DRo0KHQ/dOPGDSEwMFDl9n/hwgWN/ZrDdqwPVecwco7BhZkzZ46kzfr16ws5OTmSdYvb9vv69Wuhffv2klgUCoUwfPhw4d69e7LauX37tjB79myhdu3aAgChdu3aWseiLeXtD4AQGRmpsV5GRoZw7tw5YcmSJULfvn0FBwcHtce4KlWqCHfv3tU6tsGDB6ts77333hMiIiJktREdHS0sXrxYaNq0qQDknnNrorxt6vrZ0Ga/9uLFi/ztsEePHsLGjRtlbYvZ2dnCunXrVO4Hz5w5U2hdXV/n3LlzJX298847wvXr12XVlyMnJ0fw9fVVu03Z29trPOYa08SJE0XxLFmyRGOdcePGqX09qh6Ojo7CkSNHVG5Hyo8hQ4YI6enpRfDKDWPgwIGS16DpGkedvGsD5X3vrFmz1F777N69W3BycpLUGzdunN6vQ+4xSBByj4X+/v6SNsqVK6f285uWliaMGjVKUsfGxkYIDw/XKn5DuH//vlChQgWV26WHh4ewcOFC2Z/V69evCxMmTBBcXFwMen6izh9//CE5Vk2dOlW4du2arPrZ2dnCgQMHhPr166t8/YMGDdLYhvI2pOvvAKrO6+R8ph4/fixYW1tL6k6bNk3t5ycrK0tYtWpV/mdIoVAIdnZ2Ov3NVH0PMGnSJCEmJkaLV29Yqs7x5Z6bx8bGCn///bfw7bff5p93qHsMGjRI9rV/nj///FNlW7169RKePXumtt6+ffsEb29vST0fHx+dzntVfYdQsE05VJ035z2cnZ21fm90vZZUZqrvG4mIiEgz8dxWRERmrOBdfjY2Nvjggw+0qt+uXTtYWVnl38l28uRJ9O3b16AxWip1I6B069YNa9euVXvXfHBwMHbv3o3g4OD89/XOnTvYunWr2Y6cQERkadatW4cGDRqIRqBKS0vDmDFjMH/+fLz33nvw8/ND6dKlER8fj/DwcOzcuRPx8fGStvz9/WVPY1yuXDl06tRJdPyNiYlBjx49YGdnh4oVK8LR0VFyjFi9erVkSu/vvvtOcof2uXPnUL16dbz77rto2bIlypYti5cvX+Lx48c4dOgQTp48iaysrPz1p02bhjVr1sga8YLkq169Ovr374/ff/9dVD5r1iysX78evXr1Qr169VCqVCk8f/4ct27dwp49e0SjbZQsWRLz5s3TaSSqqKgozJ49G7Nnz0a5cuXg7++PBg0aoHz58ihdujTs7OyQmpqKqKgonDlzBseOHZOMAGZvb48FCxYU2k9sbCwWLVqERYsWwd3dPb+fSpUqoXTp0ihRogTS09Px4MEDXLhwAYcOHUJGRoaoDYVCgaVLl2r9GnWhUCjw22+/wc3NDUuWLJE8v3fvXuzduxfOzs5o1aoVGjRoAHd3d7i7u8PR0RFpaWn579vNmzdx5swZlVNr5fVVcKQidUqVKoU9e/agWbNmiImJyS9//fo1fvzxRyxevBjNmzdHq1at4O3tDTc3N2RmZiIxMRHPnj1DeHg4QkNDtZqG2FxMmzYNN2/exJYtW0Tlx44dQ+vWrVG9enW0adMGtWvXhpubG+zt7ZGYmIgXL17g+vXrCA0NxY0bN3QaAdVQrK2tMX36dAwZMkRU/vfff8PHxwfvv/8+mjVrBg8PD6SmpuLhw4c4cOAAQkJCRCPeLF26VOXUhnIMGTJENNppdnY2vvrqK3z99dfw9vaGi4sLrK2tRXVGjRqFUaNG6dSfKr6+vvj1118lryE8PBwBAQFo0aIFOnXqhIoVK8La2hqPHz/G4cOHceTIEdExKc8PP/wgOeaRPGPGjJFMMxoREYHt27ejV69eonWL2/ZrY2ODrVu3IjAwEDdv3swvFwQBq1atwtq1a9G4cWO0bt0aVapUgZubG3JycpCYmIi4uDhcvnwZoaGhiIqK0um1GFqXLl1gZ2cnKc/MzERSUhKSkpJkjwDYs2dPrFmzRuUUmJosX74cd+/elUxdumPHDuzYsQP169dHUFAQqlWrBnd3d1hZWSExMREJCQm4evUqQkNDcefOHZ1H+TKF7Oxs7Nq1C7t27YKtrS3q1auHhg0bombNmnB1dYWLiwtev36N2NhYXLt2Df/884/KUSQ/+ugjNG/e3Cgxfvzxx5g6dapoH7pv3z7s27cPrq6u8PLyEk0FDQDly5fXaqQvhUKBTz75BOPGjVP5fO/eveHh4aHbCzCAzz77DAsXLsw/h/3uu+/Qr1+/QmOaP38+qlevjkmTJqkcGaygRo0a4bfffkPt2rXVTgtsbW2N999/HxMnToS/v7/uL8bCff755zh48CAOHDiQXyYIAqZOnYrly5fjo48+QrVq1WBvb4/IyEjs2rVL5bTjjRo1wqxZs4oydFhbW+OPP/5AQECAaHaFp0+fIjAwEG3btkXHjh1RqVIlJCUl4caNG9i4caPK7Wfu3LlGH+VelSpVquDUqVPo1KkTbt26JXouPj4+/7jq7++P1q1bo1y5cvDw8ICzszPS09Px5MkT3Lx5E6dOncLdu3eLPP6CIiMjMWvWLMyaNQtubm5o2rQpGjZsCE9PT7i7u8PBwQGpqal49uwZrl69iiNHjqi9DvLz81M5Vba5KV++PMaMGYPFixeLyr///nts2rQJ77//Pvz8/FCyZEkkJCTgypUr2Ldvn+i4M3HiRPzxxx86fa8zZMgQ/PPPP6KyuXPnYu7cuShXrhzc3NxgYyP+ybt79+74/vvvte5LHxcvXkSDBg1UPpeWlobExEQkJSXJGtnc0dER8+bNUznVtSZ9+vTBv//+i7Vr14rKt23bhn379qFz585o1apV/ndxkZGR2LNnD8LDwyVt2draYuPGjTqNIty+fXvJiLQFn5PbxuHDh1U+16ZNG8k5OBERERFHhCSiIqHvyIU5OTmCm5tbfv1atWrpFEeZMmXy22jbtq3a9VTdIWyMh753qRpqRMhPP/1U5d3BDx8+lFV/0KBBOt35SET0JtF1REhByB3BqmrVqnodc1q2bCk8f/5cq5ivXbsmODo6atWPupEEJk2apHPs/fv3F3JycnQaiYYjQh7VWC8xMVEy0pXch62trbBv3z6tR5XIGxFS34e9vb2wdetWtf0Y6pxOoVAIixYt0v6PYgBbt24VPDw8DPI6VO2DLl68qFU8Dx8+1DhihTYPSxgRUhByR3GZMmVK/miOhngU5YiQefr166dzvFOmTBEEQZCUyx3NKC0tLX/kOrkPdW3rO4rHmjVrBBsbG732CfPmzZPdn7lsx7oyxoiQgiAIP/74o6TdOnXqqB25t7hsv3meP38uvPPOOwbbp5hqREhDPBo1aiTs379f7/gyMjKEIUOGGCwucx8R0hCPNm3aCElJSUZ9nepGVlb30OW7refPn0tGj897nD59Wuv2DE15xNIPPvhAVr2EhARhyZIlQrt27QRvb2/B3t5ecHd3F+rWrSsMGzZMOHLkiGgk3e+//15wdXUVfH19haZNmwqffPKJ8Mcff8geudscGXJESEHIHeW8RYsWOn9m/Pz8dBqBTt8RIfOcOHFC5aiuch9fffWV1n0aWkpKisr3Q99H48aNNY5uqyvlESEN9WjYsKEQGxsrKwZTjwgpCLqdD+U9+vbtK2RnZ+t8PMnOzhbatWunVZ/GGiE0j6pzfEM87OzshEGDBgnR0dF6xZeVlSUMHz5cr1icnZ2Fw4cP6xzDvn371Lb9559/ymrj4sWLatuQM8qyMo4ISUREVPxZgYjIAsTExIjuYL1+/ToUCoXWj4KjTWi6o/pNUqpUKUlZ3kgocowYMUK0fP78eWRmZhokNiIiyh3B6syZM+jTp4/aUXrVsbW1xZgxY3Do0CGtR9epVasWDh06hKpVq2pVT5UffvgBU6dO1Sp+a2trTJ48Gb/99pvWr5vkc3FxweHDh9GsWTOt6pUvXx6HDx9Gly5dtO7T09NT779pnTp1cOTIEfTu3VvtOu7u7pJRIbRVuXJl7N69G1988YVe7eiqd+/euHPnDiZOnKjTCAzK7Ozs0KNHD+zbtw/Hjh1Do0aNtKpfsWJFnDhxAt9++63e8fj5+VnMCO1WVlaYNWsW9u/fr/cIOi4uLhg2bJjKc3BjW7duHYYOHapVHQcHB/zyyy96j3xUsmRJ/Pvvv+jQoYNe7RjCkCFDcODAAVSvXl3ruhUrVsS2bdtEowOSbj777DN4eXmJyq5evYqtW7eqXL+4bb+urq7Yu3cvFi9eLHkftFW5cmUMHjzYQJEVjbJly2LUqFE4efIkLl68iM6dO+vdpoODA9asWYONGzfirbfe0qstT09PfPrpp3rHZAw2NjZwd3fXqw1bW1t89dVX+Oeff+Ds7GygyFT79ttvMXv2bJUjhxqKq6uryplJ6tWrh8DAQKP1K9fs2bNF7/OWLVvwv//9T2M9Nzc3jBkzBocPH0Z0dDRevnyJ+Ph4XL58GatWrUJwcLDonPrbb7/F8+fPcffuXZw7dw6//vorPvjgA5QtW9Yor8sSlSpVCocPH8aIESO0vh557733cPbsWXh6ehopOs1atWqFs2fPonbt2lrVc3R0xLJlyzSOpF8USpUqhfXr1+PEiRNo1aqV3u01bNgQmzdvRkhIiNFGtw0MDMTnn3+OypUrG6Q9JycnzJ8/H+fPn0eZMmUM0mZRKFmyJI4fP44mTZrIrqNQKDBu3Dhs3rwZVla6/yRtZWWFbdu2FdtZqBQKBRo3boy5c+ciKioK69atg7e3t15tWltbY+XKlfj55591Gm27WbNmOHXqlGSGF20EBQXB1tZWUq5QKGS327BhQ7XnPXJHlSQiIqI3CxMhicgiqJvKTx9JSUkGb9NSqfoRNigoSHb9gIAAlChRIn/55cuXaqc8ICIi3ZQpUwZ//vknQkJC0LdvX41fYpYrVw7Dhw/HjRs3sGTJEjg4OOjUb/PmzXHz5k3s378fn376KVq2bIny5cujVKlSWn2JrVAoMHPmTJw6dQqdO3cutG7JkiXx4YcfIjQ0FLNnz9bry3KSp0KFCjhx4gSWLl2qMXGgcuXKmDlzJm7evInWrVvr1N/kyZPx9OlTrFmzBh999BGqVKkiq56trS06d+6MTZs2ITw8XOMP2wMGDEBcXBz++OMPDB06FH5+frJ+8LSyskLr1q2xfPly3Lx5E926dZMVn7GULl0ac+fOxePHj/Hbb7+hZ8+eWv2QUalSJbz//vv43//+h6dPn2Lnzp06JbDmsbOzw/fff48HDx5g7ty5aN68uayEU1tbW7Ro0QLTp0/HhQsXcP36dQwYMEDnOEyhU6dOCA8Px969e/Hee+/Bzc1NVr233noLw4cPx7Zt2/D06VOsWrVK5/2yPuzt7bF69Wrs27cPLVq0KHRdFxcXjBw5EteuXcPo0aMN0n+FChVw8OBBhIaGYtKkSXj77bfh4+OD0qVL6520rK327dvj2rVrWLFiBVq0aFHolGoKhQKNGjXCggULcPv2bbz33ntFGGnxVbJkSUycOFFS/t133yEnJ0dSXhy3X4VCgc8//xxRUVH49ddfERwcLGvfYGVlBX9/f0yYMAHHjh1DZGQkvv76a51iMAaFQgE7Ozs4OTnB29sb/v7+6NatG77++musXbsWN2/exNOnT7Fs2TK0bNnS4P1/9NFHuH37NjZt2oTOnTvDyclJVr1atWph7Nix2L9/Px4/fowff/zR4LEZQqlSpRATE4OTJ09i8uTJaN26NUqWLCmrbuXKlTFhwgTcuHEDCxYskExLbQxWVlaYPHkyHj9+jKVLl6Jv376oU6cOPDw8DHosbNy4saTsk08+MVj7+ihXrhzmzJkjKvv888+xfft2E0X0ZnNwcMCKFStw7tw5vP/++4V+DmxsbPD222/j4MGD2L59u0FuTNJXnTp1EB4ejpUrV2q8Qcfd3R2ff/45bt68iVGjRhVRhPK0atUKJ06cwKVLlzBu3DjUrFlT1rWajY0NGjZsiPHjx+PKlSu4dOkS+vXrZ9SbJytVqoTFixcjKioKYWFhWLBgAXr27KnVjQylSpXC22+/jXXr1uHRo0cYN26cygQxc+fu7o7Tp09j2bJl8PX1VbuetbU1OnfujNOnT2P+/PkG+V6ndOnS2LRpE27evIkZM2aga9eu8PX1haurq9m/l1ZWVihRogRcXV1RtWpVtGjRAh999BG+//577NmzB/Hx8bhw4QImTpyIcuXKGbTvsWPH4t69e5g6dSpq1qxZ6LoODg7o0KEDtm/fjrNnz6Ju3bp69e3o6KjyptsGDRrIvqnDysoKbdu2lZSXL18efn5+esVHRERExZNCEATB1EEQUfF37NgxBAcH5y9XrlwZUVFRsuufPn3a4F+OFxZDSEgIDh48aND+VKlfv75eP6zr+77mWblyJUaOHCkq2717N7p37y67jbp16+Lq1av5y/v37zfIiA5ERKRadnY2Ll68iKioKMTFxSE5ORmlS5eGp6cnqlevjnr16pk6xEIlJibi1KlTePjwIV68eAEbGxt4eHigRo0aCAgIKJIfZUm9W7du4cKFC4iLi0NaWhocHR3h7e2NevXqoUaNGkbpMyEhAXfu3MH9+/cRHx+P1NRUALmjZbi5ucHPzw+1a9fWe9tISkrK7yc2NhapqanIzs6Gk5MTSpcujerVq6Nu3bpwdHQ0xMsyqvv37+P27duIjo5GUlISXr58CXt7e5QuXRqlS5eGh4cH6tatCw8PD6PHkpaWhgsXLuDp06dISEhAYmIiHBwc4OTkBE9PT9SoUQPVqlUz+x+otCUIAq5cuYJ79+4hISEBCQkJyMnJyd+efH194efnh9KlS5s6VJViYmJw+vRpPHnyBImJibC3t4eXlxf8/PzQsGHDIk9ONKXExEScO3cOMTExiIuLQ3Z2NsqUKQMvLy8EBASYdPQnUq24br+vXr3CxYsX8fjxYyQkJOSfJzk5OcHDwwPVq1dHjRo1TJJMbamysrIQFhaGBw8eICEhAc+fP4eVlRWcnJzg6uqKatWqoWbNmiYZqddQsrKycO/ePdy7dw+PHj1CcnIyMjIyULJkSTg5OaFSpUqoW7cuKlSoYOpQjSYwMBBnz57NX3ZycsKTJ0/M6u/63nvvYefOnfnLtra2WLt2Lfr372/CqCg9PR3nz5/HrVu38mcQcnFxQdWqVdG0aVOzPY/L8/DhQ4SGhiIqKgppaWmwtbWFl5cX6tSpA39/f4u6sTAxMRFXrlxBVFQU4uPjkZ6eDmtra7i6usLV1RWVKlVCgwYNzOoYWPA6NjExESkpKcjKykKpUqXg7OwMd3d31K5dG2+99VaxnOni9u3bCA0NRWxsLFJSUuDk5ARfX18EBgbKvmmMitaDBw8QHh6OuLg4xMfHw87ODp6enihfvjyaNWsm++YKIiIiInPFREgiKhL6JuyFhYXB398/f7lWrVr4+eef9YqpRIkSGkeRMHeGSoQ8efKkZESno0ePok2bNrLbaNGiBc6cOZO/vGnTpmI7VQUREREREREREZmHy5cvS0bGGzVqFJYtW2aiiFRLTk5GUFAQwsPD88sUCgUmTpyI77//3uA3jDx58gTTpk3DrFmzOD02ERERERERvREs89ZoInrjKI9iIwgC2rdvb6Joip9atWpJyl69eqVVGy9fvhQt885BIiIiIiIiIiIytqVLl0rKPv30UxNEUjhnZ2f8+++/aN26NW7dugUg9zvOuXPn4tChQ1i6dKnKKUS1lZOTgzVr1mD8+PFISkrClStXcPz4cbMaRY+IiIiIiIjIGCxnTHwieqOVLVsWJUqUyF9+8OABXr9+bcKIihd3d3dUqlRJVBYTE6NVG7GxsZI2iYiIiIiIiIiIjOXRo0f4/fffRWVt27ZF3bp1TRRR4Tw9PXHq1Ck0bdpUVB4aGorAwED06NEDJ06c0Knt5ORk/Pzzz6hevTpGjBiBpKQkAEBISIhZJoYSERERERERGRoTIYnIItja2oqmsU5PT8f58+dNGFHx0717d9FyaGio7LoxMTF49OiRqKx69eoGiYuIiIiIiIiIiEiVzz//XDKryVdffWWiaOTx8PDAkSNHMGTIEFG5IAjYvXs3goKC4OPjg6+++gq7du3Co0ePIAiCpJ3s7GzcvHkTv/32G/r16wdvb2988cUXuHfvnmi96tWr44svvjDmSyIiIiIiIiIyC0yEJCKL0alTJ9HyL7/8YqJIiqeePXuKlnft2oWcnBxZdbdt2yZa9vPzg5eXl8FiIyIiIiIiIiIiyvP48WMMHDgQO3bsEJU3b94c77zzjomikq9kyZJYs2YNtm7dinLlykmef/DgARYtWoSePXuiYsWKKFmyJHx8fFCnTh3Url0blStXhoODA/z8/DBo0CBs2bIFKSkpojasra3x5Zdf4tKlS6hXr15RvTQiIiIiIiIik2EiJBFZjGHDhqF06dL5y9u2bcO+fftMF1AxExQUhBo1auQvP3z4EL/99pvGeunp6ViwYIGorE+fPgaPj4iIiIiIiIiI3kxdunRBgwYN0KBBA5QtWxbe3t6SKbGtra2xaNEiE0Wom969e+P27duYMmUKXFxc1K738uVLPHjwANeuXcP169fx8OFDZGVlqV2/R48eiIiIwMKFC+Ho6GiM0ImIiIiIiIjMDhMhichiuLi4YOLEifnLOTk56NevH/bs2aNVO6Ghoejbt6+hw7N41tbWmDVrlqgs765xdbKzszF06FBERkbmlzk6OmLMmDFGi5OIiIiIiIiIiN4s169fR0REBCIiIhATE6NynSlTpqBp06ZFHJn+SpUqhVmzZiE6Oho///yzzq/By8sLY8aMwY0bN7Bz507Url3bwJESERERERERmTeFIAiCqYMgouLj9OnTyMjIkJRHRERg3Lhx+cteXl7YuHGjyjbKly+PWrVqqXwuJycH3bp1w/79+/PLFAoFevTogdGjR6NFixawt7cX1Xn58iUuX76Mw4cPY/v27fmJfZa0+zP2+1pQmzZtcPz48fxlZ2dnfP/99xg8eDCcnZ3zyy9evIjx48fj2LFjovorVqzAiBEjNPZDREREREREREQkh4+PDx48eKDyOYVCgfHjx2PevHlFHJXxPHr0CMePH8fZs2dx8+ZN3L9/H8+fP0daWhoUCgWcnJxQoUIFVK1aFQEBAQgKCkKzZs1gZcWxL4iIiIiIiOjNxURIIjKowr6UlGvgwIFYv3692ueTkpLQo0cPSQIeANjb26Ny5cpwdXXFy5cvkZiYiEePHiE7O1uyriXt/orifc3z9OlTtGjRQjTKIwDY2dnB19cXjo6OePToEZ49eyapO3z4cKxcuVKvOImIiIiIiIiIiApS/m7M0dERlSpVQuvWrTFixAj4+/ubMDoiIiIiIiIiMgc2pg6AiEhbLi4uOHToECZOnIglS5YgKysr/7lXr17h9u3bGtuoWLGiMUO0aOXKlcOJEyfQs2dPXLx4Mb88MzMTN27cUFnHysoK06ZNw/Tp04sqTCIiIiIiIiIiekNERUWZOgQiIiIiIiIiMnOcJ4GILJKNjQ0WLFiAW7duYcSIEfD09NRYx8fHByNGjMDBgwf55akG3t7eOHv2LJYuXQpfX1+169nb26Nnz56IiIhgEiQRERERERERERERERERERERmQSnxiaiYkEQBFy7dg3Xrl1DfHw8EhMTYW9vDxcXF1SpUgW1atVC+fLlTR2mxbp69SrCwsLw5MkT5OTkwMPDA5UrV0bLli1RsmRJU4dHRERERERERERERERERERERG8wJkISERERERERERERERERERERERERkcXi1NhEREREREREREREREREREREREREZLGYCElEREREREREREREREREREREREREFouJkERERERERERERERERERERERERERksZgISUREREREREREREREREREREREREQWi4mQRERERERERERERERERERERERERGSxmAhJRERERERERERERERERERERERERBaLiZBEREREREREREREREREREREREREZLGYCElEREREREREREREREREREREREREFsvG1AEQkWVJTEzE8ePH85crVqwIe3t7E0ZERERERERERERERERERERERESm9OrVK0RHR+cvBwUFoXTp0kXWPxMhiUgrx48fR48ePUwdBhERERERERERERERERERERERmaldu3bh3XffLbL+ODU2EREREREREREREREREREREREREVksJkISERERERERERERERERERERERERkcXi1NhEpJWKFSuKlnft2oWqVauaKBpSJzU1FSEhIfnLTZo0QalSpUwYERERkeXicZWIiMgweEwlIiIyHB5XiYiIDIfHVSIiw7h79y569OiRv6ycY2RsTIQkIq3Y29uLlqtWrYratWubKBpSJzk5Gc+ePctf9vPzg7OzswkjIiIislw8rhIRERkGj6lERESGw+MqERGR4fC4SkRkHMo5RsbGqbGJiIiIiIiIiIiIiIiIiIiIiIiIyGIxEZKIiIiIiIiIiIiIiIiIiIiIiIiILBYTIYmIiIiIiIiIiIiIiIiIiIiIiIjIYjERkoiIiIiIiIiIiIiIiIiIiIiIiIgsFhMhiYiIiIiIiIiIiIiIiIiIiIiIiMhiMRGSiIiIiIiIiIiIiIiIiIiIiIiIiCwWEyGJiIiIiIiIiIiIiIiIiIiIiIiIyGIxEZKIiIiIiIiIiIiIiIiIiIiIiIiILBYTIYmIiIiIiIiIiIiIiIiIiIiIiIjIYjERkoiIiIiIiIiIiIiIiIiIiIiIiIgslo2pAyAiIiIymcREYORIcdnKlYCLi0nCISIiIiIiIiIiIiIiIiIiIu0xEZKIiIjeXHv2AFu3isu6dgUGDDBNPERERERERERERERERERERKQ1To1NREREb66//pJXRkRERERERERERERERERERGaLiZBERET0ZkpMBA4elJb/+y+QlFTk4RAREREREREREREREREREZFumAhJREREb6Y9e4DMTGl5Zmbuc0RERERERERERERERERERGQRmAhJREREb6bCpsDm9NhEREREREREREREREREREQWg4mQRERE9OZJSlI9LXYeTo9NRERERERERERERERERERkMZgISURERG8eddNi58nMBPbuLbp4iIiIiIiIiIiIiIiIiIiISGdMhCQiIqI3z9athlmHiIiIiIiIiIiIiIiIiIiITI6JkERERPRm0TQtdh5Oj01ERERERERERERERERERGQRbEwdABEREZHeBAGIj5e37o4dhU+LnSczE9iyBXjvPXntengACoW8dYmIiIiIiIiIiIiIiIiIiMhgmAhJREREli8iAmjY0PDtjhqV+5AjPByoX9/wMRAREREREREREREREREREVGhODU2ERERWb6dO00dgXnEQERERERERERERERERERE9AZiIiQRERFZvl27TB2BecRARERERERERERERERERET0BmIiJBEREVm2hATg2jVTR5EbQ0KCqaMgIiIiIiIiIiIiIiIiIiJ64zARkoiIiCybuztw+jRQrZrpYqhWLTcGd3fTxUBERERERERERERERERERPSGYiIkERERWb6mTYGwMGDkyKLve9So3L6bNCn6vomIiIiIiIiIiIiIiIiIiIiJkERERFRMODoCy5cDe/YAnp7G78/TE9i7F1i2LLdvIiIiIiIiIiIiIiIiIiIiMgkmQhIREVHx0q0bcOVK7r/G0r17bh9duxqvDyIiIiIiIiIiIiIiIiIiIpKFiZBERERU/Hh6Art3AytXGna0RkdHYNUqYNeuohl1koiIiIiIiIiIiIiIiIiIiDRiIiQREREVTwoFMHw4EB4O1K2rf3v16uW2NWxYbttERERERERERERERERERERkFpgISURERMVb1aqAs7P+7Tg757ZFREREREREREREREREREREZoWJkERERFS83b8PnD6tfzunTgGRkfq3Q0RERERERERERERERERERAbFREgiIiIq3jZuNM+2iIiIiIiIiIiIiIiIiIiIyCCYCElERETFlyAAGzYYrr0NG3LbJCIiIiIiIiIiIiIiIiIiIrNhY+oAiIiIiIzm/Hng7l3DtXfnDhASAjRtarg2iYiIiIiIiIiIiIgSE4GRI8VlK1cCLi4mCYeIiIjI0jARkoiIiIovuaNBVquW+++dO/LaZCIkERERERERERERERnSnj3A1q3isq5dgQEDTBMPERERkYXh1NhERERUPGVmAlu2aF5v1CggLCz3oXy3rSpbtuS2TURERERERERERERkKH/9Ja+MiIiIiFRiIiQREREVTwcOAM+fq3/e0xPYuxdYtgxwdMx9LF+ee9etp6f6egkJwD//GD5eIiIiIiIiIiIiInozJSYCBw9Ky//9F0hKKvJwiIiIiCwREyGJiIioePr9d/XPde8OXLmSO62Ism7dcp/r1k23tomIiIiIiIiIiIiItLFnj+qZiDIzc58jIiIiIo2YCElERETFU+nS0jJHR2DVKmDXrsJHffT0BHbvBlauBEqWlD7v4mKoKImIiIiIiIiIiIjoTVfYFNicHpuIiIhIFiZCEhERUfG0enXutNd2drnLTZsC4eHAsGGAQqG5vkIBDB+eW6dp09wyO7vc6bNXrzZW1ERERERERERERET0JklKUj0tdh5Oj01EREQkCxMhiYiIqHhSKIBRo4DTp4G5c4FTp4CqVbVvp1q13Lpz5uS2NXKkvERKIiIiIiIiIiIiIiJN1E2LnSczE9i7t+jiISIiIrJQNqYOgIiIiMioGjfOfejDxgaYNMkw8RARERERERERERER5dm6Vd46/fsbP5Y8iYm5gwIUtHIl4OJSdDEQERERaYmJkEREREREREREREREREREREVN07TYefKmxy6qRMQ9e6QJml27AgMGFE3/RERERDpgIiQREREREREREREREREREZEhCAIQHy9v3R07Cp8WO09mJrBlC/Dee/La9fAAFAp566ry11+qy5gISURERGaMiZBERERERERERERERERERESGEBEBNGxo+HZHjcp9yBEeDtSvr1s/iYmqR6ks6lEpiYiIiLTEREgiIiIiIiIiIiIiIiIiInqzJCYCI0eKy1au1D/Rb+dO/eobws6duidC7tmjepTKzMzc5zgqJBEREZkpK1MHQEREREREREREREREREREVKT27AG2bhU/9uzRv91du/RvQ1/6xKBqWmw5zxERERGZGBMhiYiIiIiIiIiIiIiIiIjozaIqqU/fRL+EBODaNf3aMIRr13Jj0VZSkuppsfPkTY9NREREZIaYCElERERERERERERERERERG+OxETVCX/6Jvq5uwOnTwPVqunehr6qVcuNwd1d+7rqpsXOk5kJ7N2re2xERERERsRESCIiIiIiIiIiIiIiIiIienOoS/jLzNR/euymTYGwMGDkSP3a0cWoUbl9N2miW/2tWw2zDhEREZEJMBGSiIiIiIiIiIiIiIiIiIjeHIVNga3v9NgA4OgILF+em1Tp6al/e5p4euaO1LhsWW7futA0LXYeTo9NREREZsrG1AEQEREREREREREREREREREVCU0Jf3mJfi4u+vfVrRtw5QowbJjxppTu3h1YtUp1wqUgAPHx8trZsaPwabHzZGYCW7YA770nr10PD0ChkLcuERERkR6YCElERERERERERERERERERG8GddNi58nMzE1a7N/fMP15egK7dwOrVwNffgmkpRmmXUdHYPFiYOhQ9YmGERFAw4aG6a+gUaNyH3KEhwP16xs+BiKybImJwMiR4rKVKw2ThE5EbywmQhIRERERERERERERERER0Zth61Z56xgqERLITVQcPhwIDs4dSfHKFf3aq1cP2L4dqFq18PV27tSvH0PYuZOJkEQktWePdH/ctSswYIBp4jEXTBAl0ouVqQMgIiIiIiIiIiIiIiIiIiIyOk3TYufJmx7b0KpWBZyd9W/H2VlzEiQA7Nqlf1/6MocYiMj8/PWXvLI3TV6CaMHHnj2mjorIYnBESCIiIiIiIiIiIiIiIiIiskyCAMTHy1t3x47Cp8XOk5kJbNmSO3qjHB4e6qenLuj+feD0aXltFubUKSAyEqhSRf06CQnAtWv696Wva9dyY3F3162+OY2OZk6xAOYXD5FciYmqk9LzktDf5G1YXYLomz5SJpFMTIQkIiIiIiIiIiIiIiIiIiLLFBEBNGxo+HZHjcp9yBEeLm/6540b9QpJ0ta336p/3t09N+lywADgzh3D9auNatVy49Q1CRIwr+lzzSkWc4yHSK49e1QnpWdm5j5X1NuwuSQVm1uCqLm8L3nMLR4yS5wam4iIiIiIiIiIiIiIiIiILNPOnaaOQF4MggBs2GC4PjdsyG2zME2bAmFh0sSRojBqVG7fTZro1445TZ9rTrGo65tTC+cmS/XtK34YY6p70l1h26kptmFzmY5aU4KoKeIxh/fFXOMhs8RESCIiIrJcvJglIiIiIiIiVXi9SERE9ObYtcvUEciL4fx54O5dw/V55w4QEqJ5PUdHYPny3GQRT0/D9a+Opyewdy+wbFlu3/rQNDpaUTKnWADzi8ecMFnKvCUlqd5285hiGzaXpGJzSxA1l/elsL6Z/E1KmAhJRERElosXs0RERERERKQKrxeJiIjeDAkJwLVrpo4iN4aEhMLXkTsaZLVquQ85tBlhsls34MqV3H+NpXv33D66djVMe+Y0Opo5xWKO8ZjTjUhMljJv6rbdPJmZucnURcVckorNLUHUXN6XPOYWD5ktJkISERGR5eLFLBEREREREanC60UiIqI3g7s7cPq0/MRBY6hWLTcGd3f162RmAlu2aG4rbzppudNZb9lSeEKRMk9PYPduYOVK/UdrLMjREVi1KndkTEOOOmlOo6OZUyya+nyTpxY2t2Qpc0oQNRdbtxpmHUMxl6Ric0sQNZf3xVzjIbNlY+oAiIrKvXv3EBISgkePHiEzMxOurq6oWbMmAgMD4eDgYLK4BEHApUuXEB4ejtjYWACAl5cX6tevD39/fygUCpPFRkRk1jRdzLq4FHlIREREREREZAZ4vUhERPRmado0N3Hw66+BFSuKtu9Ro4CfftKcVHjgAPD8ufrnPT2BNWvEIykuXw688w4wbBjw/39DlEhIAP75J3ckRrkUCmD4cCA4GHjvvdwRHPVRrx6wfTtQtap+7SiTOzpaUZzbmVMs5hgPoP5GpAEDii4GQHOylCniUU7q69q16OMAcq+TlBOsV64s2u1E07abpyi3YU1JxUX1t5KbINq/v/FjAcznfSnYZ2HPmeIzRWaJiZBU7O3atQszZ87EpUuXVD5fqlQpDBo0CNOnT4eHh0eRxfX69Wv8/PPPWLx4MR4/fqxyHW9vb3zxxRcYO3YsbG1tiyw2IiKLYG4Xs0RERERERGQeeL1IRET05nF0lJc4aCiqEhcL8/vv6p/r3j13NEVVIynmTWc9bJj6kcB+/127RMg8VasCzs7a11Pm7Gz4JEhA/uhoRZEUZE6xmGM85nQjkrklS5lLgihgvKRMQQDi4+Wtu2OHvFFs80bRfe89ee16eOQmeWvLXJKKzS1B1FzeF3ONh8wap8amYuvVq1fo378/evbsqTYJEgBSU1OxdOlS1KpVCydOnCiS2KKjo9G0aVOMHz9ebRIkADx69Ajjxo1D8+bNC12PiOiNZG7TPhAREREREZF54PUiERHRmysvcbBbN+P10b17bh9ykyABoHRpaZnc6aQLTmddsqT0eV0TP+7fz53SW1+nTgGRkfq3o8ycps81p1jk9vUmTi0sN1mqqJjbNN3qkjL1FRGRu5+S8xg1Sn67o0bJb/fyZd1iN+Z01IIAxMXJe2zZol2CqNx2BUG32C1lmm5TxUNmjYmQVCzl5OSgb9++2LRpk6jc2toaVapUQYMGDeCidFEQFxeHzp074+zZs0aNLTY2FsHBwQgLCxOVlyhRArVr14afn59kqu7Q0FAEBwcjXu6dFERExZ25XcwSERERERGReeD1IhERkXlLTAT69hU/DH1sLpg4qGnKam3ITVxUZfVqYNkywM4ud7lpUyA8PHekRzmjmOVNZx0enlsXyG1r+fLctnWxcaNu9YzdFqD96GjGZE6xmGM8gPnciGRuyVLmkiAKGDcpc+dO/eobgq4xGDOp2JITRM0t2drc4iGzxkRIKpbmz5+P3bt3i8pGjRqFhw8f4v79+wgLC8Pz58+xY8cOVKpUKX+d9PR09OnTB0lGPCkcNGgQ7t27l7/s4OCAxYsXIz4+HlevXsX169cRHx+PhQsXihIi79y5gyFDhhgtLiIii2JuF7NERERERERkHni9SEREZN7ypmYt+DBGQlDBxMG6dfVvr1497RIXVcUzalTuCIxz5+aOoqjLdNLVquXWnTMnt62RI3WLRxCADRu0r6fOhg2aRx4zp9HRzCkWc4xHG+Z0I5K5JUuZS4IoYNykzF279KtvCLrEYOykYktNEDW3ZGtzi4fMno2pAyAytISEBMyePVtUNmfOHEyaNElUZmVlhZ49e6JJkyZo2bIloqKiAOROR71w4UJ89913Bo/t4MGDOHDgQP6yra0t/v33X7Ru3Vq0nqOjI7788kv4+/ujQ4cOeP36NQBg7969OHr0KIKDgw0eGxGRRZF7Mdu/v/FjISIiIiIiIvPB60UiIiLzpm5q1gEDjNNf1aqAs7P+7Tg765a4qKxx49yHPmxsAKXfPbV2/jxw965+bRR05w4QEvJ/o1WqEhEBNGxouD7zjBolfzS18HCgfn3zigUwv3i0IfdGJGOff2ubLKXrlPKGiqeo4sijKSlT131wQgJw7ZpudQ3p2rXcWNzcALmzbO7YoV1S8XvvyWvXwyM3Qd1cEkRnzMhNdDaX9wUwv3ioWGEiJBU7P/74I1JSUvKXW7dujYkTJ6pdv0KFCli9ejXat2+fX7Zo0SKMHTsW7u7uBo3t22+/FS1PmjRJkgRZUFBQECZOnIhZs2bll02dOhWnT582aFxERBbF3C5miYiIiIiIyDzwepGIiMi8aZqa1RjH5vv3c0dO1NepU0BkJFCliv5tmQO5o0FWq5b775078tosLBHSXEZHq1/fvGLJ+7+pFYxHG8a8EakIk6UUKSmwKzCanCI+Hnj1SvdkKXNJEAWMm5Tp7p67jx0wQN5+whiqVQM2bsyNJTzcPJKKvb3NK0E0Oto83pfikPxNZo9TY1OxkpOTg3Xr1onKZsyYAYWGk5N27dqhVatW+cspKSnYauBhsa9cuYKQkJD8ZUdHR4wfP15jvQkTJsDR0TF/+cyZM7hx44ZBYyMiMjlLnvaBiIiIiIiIjIfXi0RERMWHMadmVWfjRvNsy5TyzoU0GTUKCAvLfYwcqXl9Tedi5jI6WsF/TalgDOYWj1zGnrI2IgLw9JT3kJv8BOSuq1TfydcXnQcOzH84+frmPnf5svZxA+Y1TbfcpExdNW0qfz9haHn7qSZNcpfNJak4L0E0L5ncFKpVy43B3d183hdV/zcVc4iBjIKJkFSsnDlzBnFxcfnLb731Ftq0aSOr7tChQ0XLuwx8wrl7927Rcp8+feDk5KSxnpOTE3r37i0qM3RsREQmV4QXs2oful7MEhERERERkfHwepGIiKj40DQ1q6EJgvyRD+XYsKF43CBx4ADw/Ln65z09c5Oili0DHB1zH8uX5yZTeXqqr5eQAPzzj/rnzGV0tDt3zCeWhATzem8SEszrRiRzSFTSJQZjJ4hqqyiSMuXuJwxFeT+VxxzyKPJiMKcEUXN6X5T/byrmEAMZBRMhqVjZt2+faLlDhw4aR4MsuG5Bx44dQ1pamtFi69ixo+y6yrH9/fffBomJiMhsWOrFLBERERERERmXOVyrmUMMRERElk7u1KyGdP48cPeu4dq7cwcoMPubxfr9d/XPde8OXLkCdO0qfa5bt9znunXTvm1zGh2t4L+mjsXd3bzeG3d387oRyRwSlfJiMKcEUW0UdVKmnP2EvtTtp8wtqRgwjwRRc3tfzC0eKnaYCEnFSnh4uGg5MDBQdt3y5cvDx8cnfzkzMxPXr183SFyCIOCy0p3j2sTWokUL0XJERASE4nDHGRFRHnO6mCUiIiIiIiLzYQ7XauYQAxERkaUz9tSsqsgdDbJaNflJaIYcYdJUSpeWljk6AqtW5Z73FJas4+kJ7N4NrFwJlCwpfd7FRX1dcxodzZxiMbd4zOEmoJ07zS9ZypwSRM09KbPgfqLgaI360rSfMrek4oJMmSBqbu+LucVDxQ4TIalYuXHjhmi5Vq1aWtVXXl+5PV09ePAA6enp+cuOjo6oVKmS7PqVK1dGyQIXE2lpaYiOjjZIbEREJmduF7NERERERERkHni9SEREVHwUxdSsBeUl9WiSlwQmNwlNblKROVu9One0MDu73OWmTYHwcGDYMEDOTHsKBTB8eG6dpk1zy+zsckc9W7268LrmMDqaOcZiTvGYw01Au3aZX7KUuSSIAuaVlKlOwf1E3bo6v+R89erJ20+ZU1KxMlMliALm976YWzxUrDARkoqNjIwMPHz4UFRWsWJFrdpQXv/WrVt6x6WqHW3jUlXHULEREZmcuV3MEhERERERkXng9SIREVHxUNRTswLAgQPA8+fqn1dOApObhJaQAPzzj2FiNBWFIjcR5PRpYO5c4NQpoGpV7dupVi237pw5uW2NHCkvkRIw7eho5hyLqeMxtxuRTJgslTlkiDhZylwSRAHzSsrUpGpVwNlZ//6cneXvp8wlqVgVUyWIAub3vphbPFRs2Jg6ACJDiY+PF00XbWtrC08td5gVKlQQLcfGxhokNuV2vL29tW6jQoUKouRHQ8QWGxuLuLg4rercvXtXtJyamork5GS9YyHDSktLK3SZyOz4+QHHj8NhyhTYrVtXpF1nDhmCl7Nm5Z70cn9GRCrwuEpERGQYPKaSTni9SESkEo+rZHKCAIXMEZNt9uxBCZlTs2asW4es7t3lheDurjbxo8SaNbBVU+91ly54uWQJhDJlpMf4oCAozpyBw5gxsD1wQHX9NWuQ0aaNrBjNWvXquY8Cs9rp5NNPc//V9nzJwQHYsAG2v/0Gh8mToTDQfkxwdMTLOXPw+uOPc7cPOXGZUyymjMfWFtYHD8JhxAhY37tnkD61le3ri4xVq5Bja/t/8f34I2yCg+EwZgystPxtW1svXVwQPno0Kn/2GRyzs4HkZCieP0epa9cgM83XaIRr15AaFYWSO3bA2sSxZO/YgbSvvtK4niIyEk6nT+vf4alTSLl8GYKPj/w6Mvbn+vp/7N1/nJVlnT/+14FxVEZBBcc0fwtmmqiI0He1UtN+CWi21dbqWgoLtp81zbbcajfNdrVd0yw3XcQsMSMs5Uctalmm0AZmoIhmIqj5KxQEE9RBPd8/zs7kwAwMM2fmnDPzfD4e58Hc133f1/2a23N7zrnnfa5rk68nm9LYmAENDV0u2Hq1oSHrGhu37NjVdl6qLQ9d9uKLL1b0+Aoh6TU2vJgGDBiQQke/dfR/Gjao/C7XBbphPxsepyO6I9u3v/3tXHDBBV3qY8GCBXnmmWe6nIXutWDBgkpHgI458cTssuuuOfS//ivblOubv+1o/jD7pyOOSFwjwBbwugoA5eE1lS3i8yLAJnldpacNXLYsx3SgCGZLbXvOOck553Ro219edlle2GefNtcdum5d9tqg7dVttsniM87I48cdl9x//6Y7//u/z1777JO3XXNN6l55pdWqp9auzaJf/rJDGemAvfZKwyWX5IiLL86gxx7rUldr9t47d3/+81m7667JHXfUdpYK5un/b/+Wg669NvvcemuXjrmllr/vfVnyiU/ktRdeSDa8xrbZJvX/+Z859L/+K7vefXe3HP/pUaOy6FOfStMOO+RPG7yu7njRRRnxjW9ku6ee6pZjb86Lu+2We84+O2vvuivve+CBimR4o8IDD2TuzJlZv5nRHvf/4Q/z1jId84mLL84fPvrRLd+x+f/n3/lO6l5+uSxZtuj1pA0Dnnkmx//mN13OUfe//5v506Zl3S67bPnO1XZeqi0PnbbhTL49zdTY9BobFgZus802W9zHtttuu8k+O6uaswFUmz+NGpVfXn55nj7iiG47xtP/d4w/deMxAAAAKC+fFwGgeuw6f36lI2TXTRSRLPp//y/3TpqU1+pK4wKt2n//3HHZZXn8+OM7Nn1zoZDH3vOe3HHZZVm1//5Jktfq6rLozDOz6P/9v7Lk5y/W7rprXh0woMv9vLrttqVCv16SpVJ5Xttmm9x35pn5zRe+kJcHDerysTfn5UGD8psvfjH3TZqU1zbxd/SmHXbIgi98IYs+9am82om/t7fn1W22ycJ/+Ics+Od/TtMOO7S5zfP77587Lr00y9/73rIdt6OWv+99uePSS7N6//2zfuDAzL344ry42249nqPZi7vtlrsuumizRZApFrNHZ4uA27DHr36VvGGG0A57w//P1+y1YYn8lluz995b9nrSht1/9asu52jpq7PnuNrOS7XloWYZEZJe4+UNqsLr6+u3uI+tt9661fJLL73UpUzNqjkbQDVq/jC7189+1n3f/PGmFwAAoOb4vAgA1aEqCiHnz89DH/tY2ysLhTz6vvdl9dChGXLffXnkxBNT7L/lk8mu3W23zL3oogydMSPPHnJIVg8d2sXUtGXAM89k8IMPdrmfwQ8+mAF/+lPnRkerwiyVzvOnUaPyy/3377FRGDvk/4qlnjv44PKPlLkZzQWifzr88J4fqf4NmosyKzpqZwcKUXf8wx+y3dNPl+3Y2z31VHZ8+OE8/3/F6Vuqaoqcu6FA9A8f+UinP8dWzXmp0jzUHoWQ9BobjrLY1NS0xX28ssHQ9p0ZubEt1ZrtU5/6VD784Q9v0T5Lly7NSSed1LI8atSovPWt5RrQmnJZu3Ztq6lQRo0a1akp2aHijj02L40fnwGnnpr+S5Z0qavX3va2vHTdddlvv/2yX5niAX2D11UAKA+vqZSVz4tAH+d1lUoqrFqV7f74x0rHyMAnnsixhxyS4k47tb/RMcckSfbo6sGOOy67d7UP2lX/ta+Vra93PP54mv7mb3pFlqRK8px0Ul763veyzRe+kMLatWXJUmxoyMsXXZSGv/u7HNnJAq4B3/te0sVCyIZdd82oj398y15Xjzkm608/Pf3/8R+z1Zw5XTp+e9Z/4ANZ/81v5sCdd86B7W30/vdn3Zw52eYf/zH9nn22W3I0e33nnfPyFVdk8Pvel3d2cJ9tfvKTDm332n6lT2H9H3lks9u+/eGH8/LEiR1M0Fph+fJsX6ai4mP32SfFvffu1P797747DWUuED1u4MC8NnJkp/avlvNSrXnYcg+W4b9fVyiEpNfYbrvtWi1vOApjR2w4yuKGfXZWtWZrbGxMY2Njl/rYbrvtMnBzw15TcQ0NDf47UbsOOyzp6DcBN6H/Djtk+8MO63oeoM/zugoA5eE1lS7zeRGghddVetTAgcm8ecmppyYPP1yZDMOGpXD99dlegUPtKxaT6dPL1t0206dnmwsv7NzoaNWUpdrynHVW8oEPJCefnCxe3LUgw4en8OMfZ9uhQ7NtZ/tYtiz5zW+6liNJ3f/+bwauXJkMHtyqfbOvqwMHJj/9aTJlSnLOOUmZCkTT0JB84xvZ6owzslVH/jt99KOlgu/x45PZs8uTYUPjxqXf1VdnwJbUFTQ1JTfdtPntJk1K/0suKf187rnJf//3Jjevv+mm1F9xRdKJGTgzc+aW79OO7WfOTP7lXzq3c0fOS5IMG1b6twOvsw033ZQce2zn8lTLeWlWbXnYYuWqs+qsfhU9OpTRhhfTunXrUiwWt6iPtRu8QemuQsgNj9MR3ZUNoOotW1a6qdZVc+cmy5d3vR8AAACqg8+LAFA5o0cnCxcmnRyZq0smTSode9Sonj825Td/frJ0afn6e/jh5A0j+9VslmrMM3RoqQCwqwYOLPXVFddf3/UcXe2rUEgmTEgWLUoOPrjrOYYPL/U1fvyWFas2NpaKxyZPLhVSlktDQ3L11cmMGaVjbIk5c5JVq9pf39hYKty88srScRoakquuSmbN2vSxVq5Mbrlly7IkpaLiqVO3fL/2TJ1a6nNLNTUl06Ztfrvm17mOvs5Om1bqe0tVy3mp1jzUJIWQ9BpDhgxJ4Q1vCNavX58VK1ZsUR9PPvlkq+WujpbYXj9PPPHEFvfRXdkAql41fJgFAACg+vi8CACV1dHClXLZsHCG3qGjRS/Dhv1lhLRy9VnNWaoxT7V8EanaiqWqoUC0Wooym113Xfvrxo0rjSo6ZszG68aOLa0bO7ZzfbenWoqKq61AtFrOS7XmoSYphKTX2HbbbbPnnnu2anv88ce3qI8Ntz/ggAO6nCtJ3vKWt7Ra/uMf/7jFfWy4T7myAVS1avswCwAAQHXweREAqkdHCle6alOFM9SuahodrZqyVGOepHq+iNQNxVL977mn8/tXS4FoUh1FmUmyww4bt3V0hMk3jnA5YMDG6wcN2vI81VJUXG0FotVyXqo1DzVJISS9yobFgQ888MAW7f/ggw9usr/O2muvvbLtttu2LK9duzaPPfZYh/d/7LHHsm7dupblhoaG7LHHHmXJBlDVfPMHAACAtvi8CADVpRqnZqX6VdPoaNWUpRrzVNMXkbqhWGqrjhSdtqdaCkST6inKnDKl9Nysry8tjx69ZSNMvnGEy9GjS2319aXn+JQpW5almoqKq6lAtJrOSzXmoWYphKRXOfTQQ1st//rXv+7wvk8//XQeffTRluWtttoqBx54YFlyFQqFDB8+vNPZ5m3wZmX48OGtpgEH6LV88wcAAIC2+LwIANWn2qZmpfpV0+ho1ZSlGvNUyxeRuqlYqu7HP05h/fotz1NNBaJJ9RRlFgql/wbz5iUXX1wqrOzMCJPDhpX2veiiUl8TJ27560E1FRVXU4FoNZ2XasxDzVIISa8yZoM3ez//+c9T7OAbhdtuu63V8jHHHJPtttuu27L97Gc/6/C+G247tjunFgCoFr75AwAAQFt8XgSA6lYtU7NS/appdLRqylKNearli0jdVCzVb9Wq7LJw4ZbnqZYC0aT6ijKTZOTI5POfT+rqOt9HXV1y3nmlvjqjmoqKq6lAtJrOSzXmoWYphKRX+au/+qsMGTKkZXnZsmW54447OrTvNddc02r5xBNPLGe0jBs3rtXyjTfemBdffHGz+/35z3/OjTfe2K3ZAKqSb/4AAADQFp8XAaC6VcvUrFS/ahodrZqyVFueavoiUjcWS+3xy19uWZakegpEk+oqyqwm1VZUnFRHgWi1nZdqy0PNUghJr9KvX7984hOfaNV2wQUXbHZUyNtvvz133XVXy/L222+fj3zkI2XNNnz48BxxxBEtyy+++GL+4z/+Y7P7/cd//EfWrl3bsvz2t7+9bFN2A1Q13/wBAACgLT4vAkB1q5apWal+1TQ6WjVlqbY81fRFpG4sllrfVgHVplRTgWhSXUWZ1aSaioqrSbWdl2rLQ81SCEmv8/nPf77VlNa/+tWv8rWvfa3d7Z988smMHz++VdunP/3pViNLtqVQKLR6dGTkya985Sutli+++OLceeed7W7fVvavfvWrmz0OQK/gmz8AAAC0xedFAKhe1Tg1K9WvGkZHq8Ys1ZKnmr6I1E3FUi9ddlkW/b//t2VZqqlAtNqKMqtJNRUVV5NqOy/VloeapRCSXmfIkCH5whe+0Krtn//5n/OpT30qTz31VEvb66+/nhkzZuSv/uqv8uijj7a077bbbjn33HO7Jdv73ve+vOc972lZXr9+fd773vfm8ssvz7p161ra165dm2984xt53/vel/Xr17e0f+ADH8i73/3ubskGUHV88wcAAIC2+LwIANXL1KzQ+1TTF5G6qVhq/emnb3mxVDUViFZTUWa1qoai4mpUbeel2vJQcxRC0it9/vOfz5gN3lRceeWV2XPPPbPffvtlxIgRGTx4cD74wQ/m8ccfb9lm2223zfTp07NDW2/myuS6667LPvvs07L88ssv5+yzz86QIUPytre9LQcddFCGDBmSc845Jy+//HLLdvvtt1+++93vdlsugKrjmz8AAAC0xedFAKhepmaF3qcav4hUDcVS1VQgWk1FmQAVpBCSXqlfv3658cYb8zd/8zet2l977bUsW7YsCxcuzOrVq1utGzx4cP7nf/4nRx55ZLdm22WXXfLLX/4yhxxySKv2l156KUuWLMkDDzzQqgAySQ499ND88pe/zM4779yt2QCqUjV8mAUAAKD6+LwIANXF1KzQO/kiUtuqqUC0mooyASpIISS91jbbbJMf/OAH+dGPfpRDDz203e0aGhryqU99Kg888ECOPvroHsm21157ZcGCBfna176W3Xbbrd3tdtttt/zHf/xH5s+fnz322KNHsgEAAAAAAMAWMzUr9G6+iNRaNRWIVlNRJkAFdeEVCmrDhz70oXzoQx/K0qVLM3/+/Dz55JNpamrKDjvskLe+9a058sgjs80222xxv8VisUu56uvr87nPfS6f/exnc8899+Tee+/NihUrkiSNjY059NBDM2LEiPTrp14ZAAAAAACAKre5qVmvvrrtgsfmqVnHjy8VSrbX97hx5ckJUE4jR3a9sLO5QLSzmosyR45Mbr89OffczhWsNhdlXnJJctxxvaNgFehTFELSZwwdOjRDO/MNjG7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      "text/plain": [
       "<Figure size 3000x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure 36: Total mass generation rate density residual history at shut-down.\n"
     ]
    }
   ],
   "source": [
    "'''Mass balance residuals'''\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "quant = stg.mass_balance_residual_history()\n",
    "quant.plot(title='Total Mass 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+']', markers_only=True, legend=['Residual'], show=True, figsize=[10,3])\n",
    "\n",
    "fig_count += 1\n",
    "print(f'Figure {fig_count}: Total mass generation rate density residual history at shut-down.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cortix AI assistant: working on explanation...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "Total Mass Generation Rate Density Residual at Shut-Down.\n",
       "\n",
       "<h4>Numerical summary</h4>\n",
       "\n",
       "Post-shutdown data points (times > 309.624 s) and their Total Mass Generation Rate Density [g/L-s]:\n",
       "\n",
       "- 356.068 s: 6.93889e-18 g/L-s\n",
       "- 402.511 s: -4.33681e-19 g/L-s\n",
       "- 448.955 s: 2.60209e-18 g/L-s\n",
       "\n",
       "- Mean (arithmetic): 3.036e-18 g/L-s\n",
       "- RMS (root-mean-square): 4.29e-18 g/L-s\n",
       "- Maximum absolute residual: 6.94e-18 g/L-s (at 356.068 s)\n",
       "- Local slopes (finite-difference):\n",
       "  - 356.068 -> 402.511 (Δt = 46.443 s): slope ≈ -1.59e-19 g/L-s²\n",
       "  - 402.511 -> 448.955 (Δt = 46.444 s): slope ≈ 6.54e-20 g/L-s²\n",
       "\n",
       "<h4>Interpretation</h4>\n",
       "\n",
       "- All residuals after shut-down are on the order of 10⁻¹⁸–10⁻¹⁹ g/L-s and alternate sign; magnitudes are extremely small relative to typical macroscopic rates.\n",
       "- RMS and max-absolute values indicate residuals at the level of numerical round-off / noise rather than a sustained mass source or sink.\n",
       "- The small, sign-changing finite differences show no persistent trend (no monotonic increase or decrease) in mass generation after TBP inflow is set to zero.\n",
       "- Conclusion: after 309.62 s the mixing volume exhibits negligible total-mass-generation residuals (≈10⁻¹⁸ g/L-s), consistent with conservation within numerical tolerance."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ Total # of tokens  = 4769\n"
     ]
    }
   ],
   "source": [
    "if cortix_ai:\n",
    "    issues = ('+ Title your reponse as: Total Mass Generation Rate Density Residual at Shut-Down.\\n'\n",
    "             f'+ Cover only the period after {round(stg.initial_time,2)} seconds when the concentration of TBP in the inflow is set to zero.'\n",
    "    )\n",
    "    cortix_ai.explain(quant=quant, issues=issues, markdown_header_level='<h4>', markdown_display=markdown_display, save_supporting_info=db_save, print_prompt=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## AI Reports\n",
    "\n",
    "The Stage AI Report agent builds a *Solvex Knowledge Base* from the simulation up to this point, and uses it as a retrieval augmented\n",
    "generation (RAG) AI to analyze the results and provide a report."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''Create and Configure a StageAI Object for a particular stg'''\n",
    "if stage_ai:\n",
    "    from stage_ai import StageAI\n",
    "    stage_ai = StageAI(stg, llm_model='gpt-5-mini', llm_cleverness=0.8)\n",
    "    stage_ai.n_chunks = 8\n",
    "    stage_ai.markdown_header_level = '<h4>'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Aqueous Phase\n",
    "\n",
    "Request a report from the LLM."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stage AI assistant: working on report...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<h4>Aqueous Phase Analysis</h4>\n",
       "\n",
       "<h4>1. Introduction</h4>\n",
       "\n",
       "The following report analyzes the aqueous phase from the provided Stage Knowledge Base (source: stg.aqueous_phase). The system is an aqueous–organic–vapor multi-phase mixing/extraction system. All time-series concentrations are reported in mass concentration units (g/L) and time in seconds (s). Stage efficiency (referred to below explicitly as stage) is used to assess how close the stage approaches chemical equilibrium; only stage efficiency values up to 309.62 s are considered for equilibrium statements as requested.\n",
       "\n",
       "<h4>2. Species characteristics (commercial names and formulas)</h4>\n",
       "\n",
       "Species characteristics (commercial chemical name, chemical formula, phase, molar mass in kg/mol, atoms, charge):\n",
       "\n",
       "| Commercial name | Chemical formula (as in KB) | Phase | Molar mass [kg/mol] | Major atoms | Charge |\n",
       "|---|---:|---|---:|---|---:|\n",
       "| Water | H2O(a) | aqueous phase | 0.018015 | 2*H, O | 0 |\n",
       "| Hydrogen ion (hydron) | H^+(a) | aqueous phase | 0.0010074 | H | +1 |\n",
       "| Nitrogen (gas) | N2(a) | aqueous phase (dissolved) | 0.028013 | 2*N | 0 |\n",
       "| Nitrate ion | NO3^-(a) | aqueous phase | 0.062006 | N, 3*O | -1 |\n",
       "| Oxygen (gas) | O2(a) | aqueous phase (dissolved) | 0.031999 | 2*O | 0 |\n",
       "| Uranyl ion (uranyl) | UO2^2+(a) | aqueous phase | 0.27130 | U, 2*O | +2 |\n",
       "\n",
       "<h4>3. Time-dependent species concentrations (mass concentration, g/L; time in seconds)</h4>\n",
       "\n",
       "Time-series mass concentrations (units: g/L). Time stamp units: seconds (s).\n",
       "\n",
       "| Time [s] | Water (g/L) | H^+ (g/L) | N2 (g/L) | NO3^- (g/L) | O2 (g/L) | UO2^2+ (g/L) |\n",
       "|---:|---:|---:|---:|---:|---:|---:|\n",
       "| 0.0 | 992.00 | 0.0010074 | 0.0081544 | 0.062006 | 0.0053437 | 0.00000 |\n",
       "| 20.64 | 987.65 | 0.16541 | 0.0082590 | 9.5685 | 0.0053606 | 34.925 |\n",
       "| 41.28 | 986.57 | 0.27341 | 0.0084418 | 13.970 | 0.0053894 | 54.319 |\n",
       "| 103.21 | 986.52 | 0.42580 | 0.0088442 | 17.875 | 0.0054504 | 76.882 |\n",
       "| 206.42 | 986.76 | 0.48289 | 0.0090319 | 19.072 | 0.0054778 | 84.686 |\n",
       "| 309.62 | 986.80 | 0.49064 | 0.0090586 | 19.231 | 0.0054816 | 85.731 |\n",
       "| 356.07 | 989.41 | 0.49654 | 0.0090611 | 24.403 | 0.0054819 | 96.415 |\n",
       "| 402.51 | 991.14 | 0.50055 | 0.0090621 | 28.205 | 0.0054821 | 104.26 |\n",
       "| 448.96 | 991.72 | 0.50238 | 0.0090625 | 29.984 | 0.0054821 | 107.93 |\n",
       "\n",
       "<h4>4. Stage efficiency time history (mean ± std) — used up to 309.62 s for equilibrium discussion</h4>\n",
       "\n",
       "Stage efficiency (mean, ± std) in percent; time in seconds. (Only stage data up to 309.62 s are used for equilibrium statements.)\n",
       "\n",
       "| Time [s] | Efficiency mean [%] | Efficiency std [%] |\n",
       "|---:|---:|---:|\n",
       "| 0.0 | 15.000 | 21.600 |\n",
       "| 20.64 | 30.910 | 14.290 |\n",
       "| 41.28 | 40.250 | 10.470 |\n",
       "| 103.21 | 48.940 | 3.470 |\n",
       "| 206.42 | 50.340 | 1.460 |\n",
       "| 309.62 | 50.460 | 1.360 |\n",
       "\n",
       "<h4>5. Reaction mechanism involving the aqueous phase</h4>\n",
       "\n",
       "I reviewed the provided reaction mechanism and extracted the reactions that involve aqueous-phase species. Each entry below reproduces the reaction (UTF-8 characters and using <-> for reversible steps), the description from the Stage Knowledge Base, and an extra short interpretive remark.\n",
       "\n",
       "- [C4H9O]3PO(o) + H2O(a) <-> H2O*[C4H9O]3PO(o)\n",
       "\n",
       "  - KB description: complexation of one H2O molecule\n",
       "\n",
       "  - Additional information: This reaction is the complexation (extraction) of one aqueous-phase water molecule by tributyl phosphate (TBP) in the organic phase, forming a TBP·H2O adduct (organic phase). It couples the aqueous phase (H2O(a)) to the organic phase (TBP(o)).\n",
       "\n",
       "- 2 [C4H9O]3PO(o) + 2 H2O(a) <-> [H2O]2*[[C4H9O]3PO]2(o)\n",
       "\n",
       "  - KB description: complexation of two H2O molecules\n",
       "\n",
       "  - Additional information: This is a higher-order TBP complexation where two aqueous H2O molecules become associated with two TBP molecules in the organic phase; it represents multi-molecule solvation/extraction of water.\n",
       "\n",
       "- 3 [C4H9O]3PO(o) + 6 H2O(a) <-> [H2O]6*[[C4H9O]3PO]3(o)\n",
       "\n",
       "  - KB description: complexation of six H2O molecules\n",
       "\n",
       "  - Additional information: Larger TBP–water aggregate formation; significant aqueous water transfer to organic phase when this pathway is active.\n",
       "\n",
       "- H^+(a) + NO3^-(a) + [C4H9O]3PO(o) <-> HNO3*[C4H9O]3PO(o)\n",
       "\n",
       "  - KB description: one TBP complexation of HNO3\n",
       "\n",
       "  - Additional information: Proton and nitrate in the aqueous phase form a neutral HNO3 species that is complexed by one TBP molecule and transferred to the organic phase. This couples aqueous ionic species (H^+(a), NO3^-(a)) to extraction into the organic phase.\n",
       "\n",
       "- H^+(a) + NO3^-(a) + 2 [C4H9O]3PO(o) <-> HNO3*[[C4H9O]3PO]2(o)\n",
       "\n",
       "  - KB description: two TBP complexation of HNO3\n",
       "\n",
       "  - Additional information: Similar to the previous reaction but with two TBP molecules stabilizing the extracted HNO3; represents stronger extraction of HNO3 from the aqueous phase.\n",
       "\n",
       "- UO2^2+(a) + 2 NO3^-(a) + 2 [C4H9O]3PO(o) <-> UO2[NO3]2*[[C4H9O]3PO]2(o)\n",
       "\n",
       "  - KB description: uranyl nitrate complexation with 2TBP\n",
       "\n",
       "  - Additional information: Aqueous uranyl and nitrate combine and are extracted into the organic phase as a TBP-stabilized uranyl nitrate complex. This is a primary extraction reaction removing UO2^2+(a) (uranyl) from the aqueous phase into the organic phase.\n",
       "\n",
       "- H2O(a) <-> H2O(v)\n",
       "\n",
       "  - KB description: H2O vaporization in air\n",
       "\n",
       "  - Additional information: Aqueous-phase water volatilizes into the vapor phase; this is a reversible phase transfer between aqueous and vapor phases.\n",
       "\n",
       "- O2(v) <-> O2(a)\n",
       "\n",
       "  - KB description: O2 aeration of aqueous phase\n",
       "\n",
       "  - Additional information: Dissolution (aeration) of gaseous oxygen into the aqueous phase and its reverse (stripping); this is the intended gas–liquid mass-transfer route for O2.\n",
       "\n",
       "- N2(v) <-> N2(a)\n",
       "\n",
       "  - KB description: N2 aeration of aqueous phase\n",
       "\n",
       "  - Additional information: Dissolution (aeration) of gaseous nitrogen into the aqueous phase and its reverse; gas–liquid mass transfer for N2.\n",
       "\n",
       "Note: I checked the reaction list for missing aqueous-phase reactions. All provided reactions that reference (a) species are included above; no additional aqueous-phase reactions were present in the KB content.\n",
       "\n",
       "<h4>6. Comments on reaction mechanism and implications for aqueous-phase composition</h4>\n",
       "\n",
       "- The mechanism is dominated by extraction/complexation reactions between aqueous ions or neutral species (H^+(a), NO3^-(a), H2O(a), UO2^2+(a)) and the organic-phase ligand tributyl phosphate ([C4H9O]3PO(o)). These reactions transfer species from the aqueous phase into the organic phase (o), thereby altering aqueous-phase concentrations (for example, UO2^2+ and NO3^- decrease in aqueous phase when extraction proceeds).\n",
       "\n",
       "- Gas–liquid mass transfer reactions (O2(v) <-> O2(a), N2(v) <-> N2(a), H2O(a) <-> H2O(v)) connect the aqueous phase to the vapor phase; these are the only direct routes for dissolved gases in the KB. No chemical consumption (e.g., oxidation reactions consuming O2(a)) is present in the KB, so the model does not include aqueous chemical sinks for dissolved O2.\n",
       "\n",
       "- Because key transfer steps are reversible and involve inter-phase transport, the system can be far from chemical equilibrium if interfacial mass transfer (stage) or extraction kinetics are limited.\n",
       "\n",
       "<h4>7. Why simulated aqueous O2 concentration is lower than N2 despite higher O2 solubility</h4>\n",
       "\n",
       "Observed at 309.62 s: N2(a) = 0.0090586 g/L, O2(a) = 0.0054816 g/L. Oxygen solubility (mole basis) is typically greater than nitrogen, yet the model shows a lower aqueous-phase mass concentration of O2. From the KB and the stage data the following, model-consistent explanations apply:\n",
       "\n",
       "- Phase and units: the reported values are mass concentrations (g/L). The molar masses differ (N2: 0.028013 kg/mol; O2: 0.031999 kg/mol), so mass concentration differences correspond to different molar concentrations. N2 being higher in g/L implies an even larger difference in molar concentration favoring N2.\n",
       "\n",
       "- Gas-phase driving force (partial pressures / composition): The gas feed is conceptually “air” (the header refers to presence of air). In air the mole fraction of N2 (~0.78) greatly exceeds that of O2 (~0.21). Henry’s law equilibrium for dissolved gas i is c_i(aq) = H_i * p_i(gas). Even if H_O2 > H_N2 (i.e., O2 is more soluble per unit partial pressure), the much larger partial pressure of N2 in the gas phase can yield larger aqueous N2 concentrations if H_O2/H_N2 is not large enough to overcome the partial-pressure ratio (p_N2/p_O2 ~ 3.7 for air). The KB does not provide Henry constants or gas-phase composition, but the presence of air as the gas phase makes this explanation physically plausible and consistent with the data.\n",
       "\n",
       "- Non-equilibrium mass transfer (stage effects): stage efficiency up to 309.62 s is far from 100% (≈50.46% mean at 309.62 s). Because the stage is operating at partial efficiency (stage), the system is not at thermodynamic equilibrium. Transient mass transfer kinetics and limited interfacial transfer rates (different mass transfer coefficients for O2 and N2) can produce aqueous concentrations that differ from equilibrium predictions. In particular, if the mass-transfer coefficient or interfacial resistance for O2 is lower (or the gas-side partial pressure of O2 is depleted locally), aqueous O2 will lag behind N2 in the transient simulation.\n",
       "\n",
       "- Absence of O2 chemical sink in KB: The KB does not include chemical reactions that consume aqueous O2(a). Therefore the lower O2(a) is not due to modeled chemical consumption; the cause must therefore be gas-phase partial-pressure balance and/or kinetics/transport limitations in the simulation.\n",
       "\n",
       "Synthesis: the dominant explanations consistent with the KB are (1) gas-phase composition that strongly favors N2 (air) and (2) incomplete mass transfer (stage efficiency < 100%) plus potentially different mass-transfer kinetics for O2 and N2. Together these explain why N2 mass concentration in the aqueous phase exceeds that of O2 despite higher intrinsic O2 solubility per unit partial pressure.\n",
       "\n",
       "<h4>8. Equilibrium assessment using stage data (up to 309.62 s)</h4>\n",
       "\n",
       "- The stage mean efficiency increases from 15.00% at t = 0 s to ~50.46% at t = 309.62 s. Because stage efficiency is substantially below ~100% by 309.62 s, the stage is not at chemical equilibrium (chemical equilibrium would require stage ≈ 100%). Therefore any statements about thermodynamic equilibrium for aqueous–vapor partitioning or aqueous–organic extraction at or before 309.62 s would be unsupported.\n",
       "\n",
       "- The observed time trends (species concentrations still changing between 206.42 s and 309.62 s, and beyond) are consistent with ongoing mass transfer and extraction kinetics; the system remains transient through the considered time window.\n",
       "\n",
       "<h4>9. Additional observations</h4>\n",
       "\n",
       "- Nitrate (NO3^-) and UO2^2+ concentrations in g/L show significant increases over time in the aqueous phase for many time points (e.g., NO3^- rises from 0.062006 g/L at t=0 to 19.231 g/L at t=309.62 s). The presence of extraction reactions in the mechanism indicates competition between aqueous-phase retention and transfer to the organic phase; the time series shows dynamic behavior.\n",
       "\n",
       "- The stage mass-balance residuals provided in the KB (Total Mass Generation Rate Density [g/L-s]) are effectively zero for all recorded time stamps, indicating that the model enforces mass conservation (mass balance residual values are -0.0, 0.0 etc.). Thus mass conservation holds per the KB data.\n",
       "\n",
       "<h4>10. Recommendations</h4>\n",
       "\n",
       "- If the objective is to reach chemical equilibrium between phases for dissolved gases (O2, N2), increase stage residence time or improve interfacial mass transfer (e.g., higher gas–liquid contact, agitation) to raise the stage efficiency closer to 100% (stage).\n",
       "\n",
       "- Measure or supply gas-phase composition (partial pressures) and, if possible, Henry’s law constants or mass-transfer coefficients for O2 and N2 used in the simulation to confirm whether gas-side composition or transport kinetics dominate the observed O2 < N2 result.\n",
       "\n",
       "- If O2 consumption is suspected in reality (biological or chemical oxidation), add explicit aqueous-phase reaction(s) that consume O2 to the model and re-run to check if they explain the lower O2 concentration; the KB currently contains no such sink for O2.\n",
       "\n",
       "<h4>11. Conclusion</h4>\n",
       "\n",
       "- The aqueous phase in the provided Stage Knowledge Base is a multicomponent aqueous solution (aqueous-phase) containing dissolved gases (O2(a), N2(a)), ions (H^+(a), NO3^-(a)), water (H2O(a)), and dissolved uranyl (UO2^2+(a)). The overall system is an aqueous–organic–vapor mixture system and the aqueous phase is a non-ideal multicomponent liquid solution subject to inter-phase mass transfer and extraction.\n",
       "\n",
       "- The simulated steady-state (or transient) mass concentration of O2(a) is lower than N2(a) because the model conditions (air-like gas-phase composition with much higher N2 partial pressure) together with incomplete mass transfer (stage efficiency ≈ 50% by 309.62 s) and kinetic/transport differences dominate the partitioning; the KB does not include aqueous O2-consuming reactions, so consumption is not responsible according to the provided mechanism.\n",
       "\n",
       "- Chemical equilibrium is not justified by the provided stage data up to 309.62 s because stage efficiency remains well below ~100% (stage mean ≈ 50.46%). Therefore observed concentrations are consistent with non-equilibrium mass transfer and extraction kinetics rather than thermodynamic equilibrium.\n",
       "\n",
       "<h4>12. Data provenance</h4>\n",
       "\n",
       "- All data and mechanism items in this report are taken from the supplied Stage Knowledge Base: source key \"stg.aqueous_phase\". Stage mass balance residuals and stage efficiency time history were used directly from that source.\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ RAG                = stg.aqueous_phase\n",
      "+ Total # of tokens  = 16536\n",
      "Done with report...\n"
     ]
    }
   ],
   "source": [
    "if stage_ai:\n",
    "    issues = ('+ Title your response as: Aqueous Phase Analysis.\\n'\n",
    "              '+ Discuss in particular, for the aqueous phase, why the simulated steady-state concentration of O2 in the aqueous'\n",
    "              ' phase is lower than N2 when the solubility of O2 in the aqueous phase is higher than the solubility of N2.\\n'\n",
    "              f'+ Consider stage efficiency only up to {round(stg.initial_time,2)} seconds.'\n",
    "             )\n",
    "    stage_ai.report(phase='aqueous', issues=issues, markdown_display=markdown_display, save_supporting_info=db_save, print_prompt=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Organic Phase\n",
    "\n",
    "Request a report from the LLM."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stage AI assistant: working on report...\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "<h4>Organic Phase Analysis</h4>\n",
       "\n",
       "<h4>Abstract</h4>\n",
       "\n",
       "- This report analyzes the organic phase of a three-phase (aqueous–organic–vapor) mixing/extraction system using the provided Stage Knowledge Base (source: stg.organic_phase). The organic phase contains tributyl phosphate (TBP) and its hydrates and complexes with HNO3 and uranyl nitrate. Time-dependent concentration data, species characteristics, stage efficiency (considered only up to 309.62 s), reaction mechanism entries that involve the organic phase, and stage mass-balance residuals from the Stage Knowledge Base were used. Stage information (stage efficiency and mass-balance residuals) was required and consulted.\n",
       "\n",
       "<h4>System description and scope</h4>\n",
       "\n",
       "- The system is a multiphase extraction system (aqueous–organic–vapor) where the organic phase (liquid) contains TBP (tributyl phosphate), TBP hydrates (monomer, dimer, trimer hydrates), HNO3·TBP complexes, and UO2(NO3)2·2TBP complexes. The organic phase is explicitly indicated by the tag “(o)” in species formulas and was the focus of this analysis.\n",
       "\n",
       "<h4>Data provenance</h4>\n",
       "\n",
       "- The data used in this report come directly from the provided Stage Knowledge Base entry titled \"Stage Knowledge Base (Stg-1):\" organic phase (source key: stg.organic_phase). Time-history arrays, reaction mechanism entries, species characteristics, stage efficiency history, and stage mass-balance residuals were used as provided.\n",
       "\n",
       "<h4>Chemical species (commercial names and formulas)</h4>\n",
       "\n",
       "Species table (commercial name and chemical formula).\n",
       "\n",
       "- | Commercial name | Chemical formula |\n",
       "  |---|---|\n",
       "  | TBP Monomer Hydrate | H₂O·[C₄H₉O]₃PO(o) |\n",
       "  | HNO₃–TBP complex | HNO₃·[C₄H₉O]₃PO(o) |\n",
       "  | HNO₃–2TBP complex | HNO₃·[[C₄H₉O]₃PO]₂(o) |\n",
       "  | Uranyl nitrate · 2TBP | UO₂(NO₃)₂·[[C₄H₉O]₃PO]₂(o) |\n",
       "  | Free TBP | [C₄H₉O]₃PO(o) |\n",
       "  | TBP Dimer Hydrate | [H₂O]₂·[[C₄H₉O]₃PO]₂(o) |\n",
       "  | TBP Trimer Hexahydrate | [H₂O]₆·[[C₄H₉O]₃PO]₃(o) |\n",
       "\n",
       "<h4>Chemical species characteristics</h4>\n",
       "\n",
       "Species characteristics (molar mass and composition, rounded to five significant digits).\n",
       "\n",
       "- | Commercial name | Formula | Phase | Molar mass (kg/mol) | Num atoms | Num nuclide types |\n",
       "  |---|---:|---|---:|---:|---:|\n",
       "  | TBP Monomer Hydrate | H₂O·[C₄H₉O]₃PO(o) | (o) | 0.28433 | 47 | 4 |\n",
       "  | HNO₃–TBP complex | HNO₃·[C₄H₉O]₃PO(o) | (o) | 0.32933 | 49 | 5 |\n",
       "  | HNO₃–2TBP complex | HNO₃·[[C₄H₉O]₃PO]₂(o) | (o) | 0.59564 | 93 | 5 |\n",
       "  | Uranyl nitrate · 2TBP | UO₂(NO₃)₂·[[C₄H₉O]₃PO]₂(o) | (o) | 0.92794 | 99 | 6 |\n",
       "  | Free TBP | [C₄H₉O]₃PO(o) | (o) | 0.26631 | 44 | 4 |\n",
       "  | TBP Dimer Hydrate | [H₂O]₂·[[C₄H₉O]₃PO]₂(o) | (o) | 0.56866 | 94 | 4 |\n",
       "  | TBP Trimer Hexahydrate | [H₂O]₆·[[C₄H₉O]₃PO]₃(o) | (o) | 0.90704 | 150 | 4 |\n",
       "\n",
       "<h4>Time-dependent species data (organic phase)</h4>\n",
       "\n",
       "Time-history of organic-phase species concentrations. Time units: seconds (s). Concentration units: the Stage Knowledge Base lists time histories for concentrations but does not specify units for the species time-series in the provided entry; the numerical values below are the reported quantities from the Stage Knowledge Base (unit not specified in the source). Only data up to 309.62 s are considered for interpretation per the instructions.\n",
       "\n",
       "- | Time (s) | TBP Monomer Hydrate (H₂O·[C₄H₉O]₃PO(o)) | HNO₃–TBP complex (HNO₃·[C₄H₉O]₃PO(o)) | HNO₃–2TBP complex (HNO₃·[[C₄H₉O]₃PO]₂(o)) | Uranyl nitrate · 2TBP (UO₂(NO₃)₂·[[C₄H₉O]₃PO]₂(o)) | Free TBP ([C₄H₉O]₃PO(o)) | TBP Dimer Hydrate ([H₂O]₂·[[C₄H₉O]₃PO]₂(o)) | TBP Trimer Hexahydrate ([H₂O]₆·[[C₄H₉O]₃PO]₃(o)) |\n",
       "  |---:|---:|---:|---:|---:|---:|---:|---:|\n",
       "  | 0.0000 | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 291.75 | 0.00000 | 0.00000 |\n",
       "  | 20.640 | 7.6569 | 0.19533 | 0.29990 | 3.8192 | 243.26 | 33.119 | 8.7198 |\n",
       "  | 41.280 | 10.296 | 0.67405 | 0.95367 | 17.829 | 222.20 | 41.948 | 10.202 |\n",
       "  | 103.21 | 11.313 | 1.5900 | 1.9844 | 51.964 | 199.46 | 43.549 | 9.1041 |\n",
       "  | 206.42 | 11.059 | 1.9132 | 2.2570 | 66.409 | 192.83 | 42.284 | 8.2570 |\n",
       "  | 309.62 | 11.006 | 1.9540 | 2.2855 | 68.396 | 191.98 | 42.077 | 8.1424 |\n",
       "\n",
       "<h4>Stage information: efficiency and mass-balance residuals (up to 309.62 s)</h4>\n",
       "\n",
       "Stage efficiency time-history (considered only up to 309.62 s as requested). Values are mean ± standard deviation in percent [%]; time units in seconds.\n",
       "\n",
       "- | Time (s) | Efficiency mean (%) | Efficiency std (%) |\n",
       "  |---:|---:|---:|\n",
       "  | 0.0000 | 15.000 | 21.600 |\n",
       "  | 20.640 | 30.910 | 14.290 |\n",
       "  | 41.280 | 40.250 | 10.470 |\n",
       "  | 103.21 | 48.940 | 3.4700 |\n",
       "  | 206.42 | 50.340 | 1.4600 |\n",
       "  | 309.62 | 50.460 | 1.3600 |\n",
       "\n",
       "- Interpretation: Stage efficiency values up to 309.62 s increase from 15% (±21.6%) at t = 0 s to approximately 50.46% (±1.36%) at t = 309.62 s. None of these values approach ~100% (chemical equilibrium threshold per instructions), therefore thermodynamic chemical equilibrium in the stage cannot be assumed within the considered timeframe.\n",
       "\n",
       "Stage mass-balance residuals (total mass generation rate density) for times up to 309.62 s. Units in the source: [g/L-s]; time units: s. The reported residuals are effectively zero in the Stage Knowledge Base.\n",
       "\n",
       "- | Time (s) | Total mass generation rate density (g·L⁻¹·s⁻¹) |\n",
       "  |---:|---:|\n",
       "  | 0.0000 | -0.00000 |\n",
       "  | 20.640 | -0.00000 |\n",
       "  | 41.280 | 0.00000 |\n",
       "  | 103.21 | -0.00000 |\n",
       "  | 206.42 | -0.00000 |\n",
       "  | 309.62 | -0.00000 |\n",
       "\n",
       "- Interpretation: The stage mass-balance residuals reported are effectively zero at the recorded times, indicating no significant net mass generation in the stage (mass conservation appears satisfied in the provided data). This supports consistency of the reported time histories, though no detailed species-by-species balance residuals were provided beyond the total mass residual.\n",
       "\n",
       "<h4>Reaction mechanism (reactions involving the organic phase)</h4>\n",
       "\n",
       "- The following reactions in the Stage Knowledge Base involve the organic phase (species explicitly marked with phase (o)). Each listed reaction is reversible and is presented with the information content available in the Stage Knowledge Base, followed by a short mechanistic comment.\n",
       "\n",
       "- Reaction 1: [C₄H₉O]₃PO(o) + H₂O(a) <=> H₂O·[C₄H₉O]₃PO(o)\n",
       "  - Information from Stage Knowledge Base: \"complexation of one H2O molecule\"\n",
       "  - Additional comment: This is an interphase complexation where a TBP monomer in the organic phase binds a single aqueous H₂O molecule (phase label: H₂O(a) indicates the water is in the aqueous phase); the complex resides in the organic phase as a TBP monomer hydrate. Mechanistically this is an associative solvation/complexation event and implies transfer of one water molecule into an organic-phase solvation shell.\n",
       "\n",
       "- Reaction 2: 2 [C₄H₉O]₃PO(o) + 2 H₂O(a) <=> [H₂O]₂·[[C₄H₉O]₃PO]₂(o)\n",
       "  - Information from Stage Knowledge Base: \"complexation of two H2O molecules\"\n",
       "  - Additional comment: Two TBP molecules in the organic phase complex two water molecules (each likely associated with TBP), forming a dimeric TBP hydrate in the organic phase. This again is an extraction/solvation step and requires water transfer from the aqueous to the organic phase.\n",
       "\n",
       "- Reaction 3: 3 [C₄H₉O]₃PO(o) + 6 H₂O(a) <=> [H₂O]₆·[[C₄H₉O]₃PO]₃(o)\n",
       "  - Information from Stage Knowledge Base: \"complexation of six H2O molecules\"\n",
       "  - Additional comment: Formation of a trimeric TBP hydrate incorporating six water molecules. This likely arises at higher local water activity and represents stronger solvation/aggregation of TBP with multiple water molecules in the organic phase.\n",
       "\n",
       "- Reaction 4: H⁺(a) + NO₃⁻(a) + [C₄H₉O]₃PO(o) <=> HNO₃·[C₄H₉O]₃PO(o)\n",
       "  - Information from Stage Knowledge Base: \"one TBP complexation of HNO3\"\n",
       "  - Additional comment: Proton and nitrate from the aqueous phase combine (effectively HNO₃) with one TBP in the organic phase to form an HNO₃–TBP complex in the organic phase. This is a classic acid extraction complexation step (neutral complex formation) where TBP extracts nitric acid from the aqueous phase by forming a neutral HNO₃·TBP complex in the organic phase.\n",
       "\n",
       "- Reaction 5: H⁺(a) + NO₃⁻(a) + 2 [C₄H₉O]₃PO(o) <=> HNO₃·[[C₄H₉O]₃PO]₂(o)\n",
       "  - Information from Stage Knowledge Base: \"two TBP complexation of HNO3\"\n",
       "  - Additional comment: Similar to Reaction 4 but forming a HNO₃ complex coordinated by two TBP molecules (2:1 TBP:HNO₃ stoichiometry). This increases organic-phase solubility of nitric acid and is commonly observed in TBP extraction chemistry at higher TBP loading.\n",
       "\n",
       "- Reaction 6: UO₂²⁺(a) + 2 NO₃⁻(a) + 2 [C₄H₉O]₃PO(o) <=> UO₂(NO₃)₂·[[C₄H₉O]₃PO]₂(o)\n",
       "  - Information from Stage Knowledge Base: \"uranyl nitrate complexation with 2TBP\"\n",
       "  - Additional comment: This is the uranyl nitrate extraction step: uranyl ion and nitrate from the aqueous phase form a neutral UO₂(NO₃)₂ species that is complexed by two TBP molecules in the organic phase, producing the hydrophobic UO₂(NO₃)₂·2TBP complex. Mechanistically this is the key metal extraction complexation reaction enabling transfer of UO₂²⁺ from aqueous to organic phase.\n",
       "\n",
       "- Verification of completeness: The Stage Knowledge Base lists the TBP hydrates (mono-, di-, tri-hydrates), HNO₃–TBP complexes (1:1 and 1:2), and UO₂(NO₃)₂·2TBP complexation. No additional organic-phase-involving reactions were present in the provided mechanism besides these entries; the remaining listed reactions in the source involve only aqueous–vapor exchanges (H₂O vaporization, O₂ and N₂ aeration) and are not commented on here per instructions.\n",
       "\n",
       "<h4>Mechanistic remarks and interpretation</h4>\n",
       "\n",
       "- The organic-phase chemistry is dominated by complexation (coordination/solvation) reactions: TBP forms solvates with water (mono-, di-, trimer hydrates) and forms neutral complexes with nitric acid and uranyl nitrate. These reactions reflect typical liquid–liquid extraction chemistry with TBP as an extractant.\n",
       "\n",
       "- Time-history interpretation (up to 309.62 s):\n",
       "\n",
       "  - Free TBP concentration decreases markedly from 291.75 (initial) to ~191.98 (at 309.62 s), concurrent with increases in TBP-bound species (especially the uranyl nitrate · 2TBP complex and TBP dimer hydrate). This indicates uptake of inorganic solutes (HNO₃, UO₂²⁺ with NO₃⁻) and water into the organic phase.\n",
       "\n",
       "  - The UO₂(NO₃)₂·2TBP complex rises strongly between t = 0 and t = 309.62 s (from 0 to ~68.396 in reported units), indicating active extraction of uranyl into the organic phase over this period.\n",
       "\n",
       "  - HNO₃–TBP complexes (both 1:1 and 1:2) also increase over time (to ~1.95 and ~2.29, respectively, at 309.62 s), consistent with nitric acid extraction that often accompanies metal extraction.\n",
       "\n",
       "  - TBP hydrates increase initially and then reach plateau-ish values (monomer hydrate ~11.0; dimer hydrate ~42; trimer hydrate ~8.14 at 309.62 s), indicating significant solvation of TBP by water transferred from the aqueous phase.\n",
       "\n",
       "- Given the stage efficiency values (≤ ~50% at 309.62 s) and non-unity efficiency, the system should not be assumed to have reached chemical equilibrium in the stage by 309.62 s; reaction extents are partial and kinetically or transport-limited within the stage timeframe.\n",
       "\n",
       "<h4>Conclusions and recommendations</h4>\n",
       "\n",
       "- Conclusions:\n",
       "\n",
       "  - The organic phase (liquid organic solvent containing TBP) contains free TBP, TBP hydrates (mono-, di-, trimer), HNO₃–TBP complexes (1:1 and 1:2), and UO₂(NO₃)₂·2TBP. The mixture is a multiphase extraction mixture (aqueous–organic–vapor system) with the organic phase actively extracting nitric acid and uranyl nitrate from the aqueous phase.\n",
       "\n",
       "  - Stage efficiency values up to 309.62 s (maximum ≈ 50.46% ± 1.36%) indicate that the stage is not at thermodynamic chemical equilibrium; therefore, reported species distributions represent non-equilibrium (partial extraction) states.\n",
       "\n",
       "  - Mass-balance residuals reported for the stage are effectively zero (Total Mass Generation Rate Density ≈ 0 g·L⁻¹·s⁻¹ at recorded times), suggesting global mass conservation in the provided stage data.\n",
       "\n",
       "- Recommendations (succinct):\n",
       "\n",
       "  - If the aim is to reach near-equilibrium extraction in this stage, extend contact time and/or improve mass transfer (mixing or interfacial area) because stage efficiency is ≈50% at 309.62 s. Monitor stage efficiency over longer times to determine asymptotic approach to equilibrium.\n",
       "\n",
       "  - If quantitative unit-aware concentrations are required for modelling or design, request or confirm the concentration units for species time-histories from the data provider (Stage Knowledge Base did not specify per-species concentration units in the provided entry).\n",
       "\n",
       "<h4>Additional notes</h4>\n",
       "\n",
       "- The analysis used stage-level information (stage efficiencies and mass-balance residuals) and the explicit word \"stage\" has been referenced in the report where stage-level data were required.\n",
       "\n",
       "- No comment on per-species mass conservation beyond the provided total mass residuals was possible because per-species balance residuals were not provided.\n",
       "\n"
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     "text": [
      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ RAG                = stg.organic_phase\n",
      "+ Total # of tokens  = 17596\n",
      "Done with report...\n"
     ]
    }
   ],
   "source": [
    "if stage_ai:\n",
    "    issues = ('+ Title your response as: Organic Phase Analysis.\\n'\n",
    "              f'+ Consider stage efficiency only up to {round(stg.initial_time,2)} seconds.'\n",
    "             )\n",
    "    stage_ai.report(phase='organic', issues=issues, markdown_display=markdown_display, save_supporting_info=db_save)"
   ]
  },
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   "source": [
    "### Vapor Phase\n",
    "\n",
    "Request a report from the LLM."
   ]
  },
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      "Stage AI assistant: working on report...\n",
      "\n"
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      "text/markdown": [
       "<h4>Vapor Phase Analysis</h4>\n",
       "\n",
       "<h4>Executive summary</h4>\n",
       "\n",
       "This report analyzes the vapor phase content and behavior from the provided Stage Knowledge Base (source: stg.vapor_phase). The system is an aqueous–organic–vapor multi‑phase mixing system. Time‑series mass concentrations (g/L) for vapor species H₂O(v), N₂(v), and O₂(v) are presented and evaluated together with stage performance data (stage overall efficiency) considered only up to 309.62 s as requested. Reaction mechanism entries that involve the vapor phase are extracted, itemized, and analyzed. Mass balance residuals are reported and used to comment on mass conservation.\n",
       "\n",
       "<h4>Data sources and scope</h4>\n",
       "\n",
       "- The data used are from the Stage Knowledge Base entry \"stg.vapor_phase\".\n",
       "- Time base: seconds (s). Concentration units: grams per liter (g/L).\n",
       "- Stage efficiency is considered only for timepoints <= 309.62 s (explicitly used: 0.0, 20.64, 41.28, 103.21, 206.42, 309.62 s).\n",
       "- The analysis relies on the provided stage module information (stage); therefore stage-level data were consulted.\n",
       "\n",
       "<h4>Species characteristics</h4>\n",
       "\n",
       "Species characteristics (commercial name and chemical formula with phase) and selected properties.\n",
       "\n",
       "- Table: Chemical species characteristics (molar mass in kg/mol; number of atoms; nuclide types; phase)\n",
       "\n",
       "| Commercial name | Chemical formula (phase) | Molar mass [kg/mol] | Number of atoms | Number of nuclide types |\n",
       "|---|---:|---:|---:|---:|\n",
       "| Water (vapor) | H₂O(v) | 0.018015 | 3.0 | 2 |\n",
       "| Nitrogen (vapor) | N₂(v) | 0.028013 | 2.0 | 1 |\n",
       "| Oxygen (vapor) | O₂(v) | 0.031999 | 2.0 | 1 |\n",
       "\n",
       "<h4>Time‑dependent vapor species concentrations</h4>\n",
       "\n",
       "Mass concentrations of vapor species vs time. Time unit: seconds (s). Concentration unit: grams per liter (g/L).\n",
       "\n",
       "- Table: Time history of vapor phase mass concentrations (g/L)\n",
       "\n",
       "| Time [s] | H₂O(v) [g/L] | N₂(v) [g/L] | O₂(v) [g/L] |\n",
       "|---:|---:|---:|---:|\n",
       "| 0.0000 | 0.017876 | 0.81754 | 0.25142 |\n",
       "| 20.640 | 0.023215 | 0.84912 | 0.25380 |\n",
       "| 41.280 | 0.025531 | 0.86938 | 0.25525 |\n",
       "| 103.21 | 0.027114 | 0.89705 | 0.25716 |\n",
       "| 206.42 | 0.027199 | 0.90705 | 0.25783 |\n",
       "| 309.62 | 0.027190 | 0.90840 | 0.25792 |\n",
       "| 356.07 | 0.027160 | 0.90852 | 0.25793 |\n",
       "| 402.51 | 0.027113 | 0.90857 | 0.25793 |\n",
       "| 448.96 | 0.027084 | 0.90859 | 0.25793 |\n",
       "\n",
       "Notes: Values rounded to 5 significant digits. The vapor water concentration increases from ~0.017876 g/L to ≈0.02719 g/L and then plateaus; N₂ and O₂ show monotonic increases toward apparent steady values.\n",
       "\n",
       "<h4>Stage overall efficiency (considered up to 309.62 s)</h4>\n",
       "\n",
       "Stage performance is summarized as mean ± standard deviation [%] at discrete times. Only timepoints <= 309.62 s were used for thermodynamic equilibrium consideration as requested.\n",
       "\n",
       "- Table: Stage efficiency time history (mean ± std) — times in seconds, efficiency in percent [%]\n",
       "\n",
       "| Time [s] | Mean efficiency [%] | Std [%] |\n",
       "|---:|---:|---:|\n",
       "| 0.0000 | 15.000 | 21.600 |\n",
       "| 20.640 | 30.910 | 14.290 |\n",
       "| 41.280 | 40.250 | 10.470 |\n",
       "| 103.21 | 48.940 | 3.4700 |\n",
       "| 206.42 | 50.340 | 1.4600 |\n",
       "| 309.62 | 50.460 | 1.3600 |\n",
       "\n",
       "Interpretation: Stage efficiency stabilizes near ~50.46% (±1.36%) by 309.62 s. This is substantially below ~100%, so chemical equilibrium (thermodynamic equilibrium) should not be assumed for stage‑level reactions.\n",
       "\n",
       "<h4>Stage mass balance residuals</h4>\n",
       "\n",
       "Total mass generation rate density time history. Units: g·L⁻¹·s⁻¹ (g/L-s); time: s.\n",
       "\n",
       "- Table: Stage mass balance residuals (g/L-s)\n",
       "\n",
       "| Time [s] | Total mass generation rate density [g/L-s] |\n",
       "|---:|---:|\n",
       "| 0.0000 | 0.00000 |\n",
       "| 20.640 | 0.00000 |\n",
       "| 41.280 | 0.00000 |\n",
       "| 103.21 | 0.00000 |\n",
       "| 206.42 | 0.00000 |\n",
       "| 309.62 | 0.00000 |\n",
       "| 356.07 | 0.00000 |\n",
       "| 402.51 | 0.00000 |\n",
       "| 448.96 | 0.00000 |\n",
       "\n",
       "Comment: The provided mass balance residuals are effectively zero at the reported precision, indicating no detectable net mass generation or loss in the stage-level accounting for these timepoints.\n",
       "\n",
       "<h4>Reactions involving the vapor phase</h4>\n",
       "\n",
       "Only reactions that explicitly involve vapor phase species (species with phase marker (v)) are considered here. Reactions that do not involve vapor phase species are not discussed per instructions.\n",
       "\n",
       "- Itemized list of vapor‑phase reactions and available information from the Stage Knowledge Base:\n",
       "\n",
       "  - Reaction 1:\n",
       "\n",
       "    - Reaction: H₂O(a) <=> H₂O(v)\n",
       "    - Information content from Stage Knowledge Base: \"H2O vaporization in air\"\n",
       "    - Additional note: This reaction represents phase transfer (vaporization/condensation) of water between the aqueous phase (a) and the vapor phase (v). The mechanism is mass transfer limited and depends on interfacial area, temperature, and partial pressure gradients; it is not necessarily at chemical equilibrium because stage efficiency is ≈50% by 309.62 s.\n",
       "\n",
       "  - Reaction 2:\n",
       "\n",
       "    - Reaction: O₂(v) <=> O₂(a)\n",
       "    - Information content from Stage Knowledge Base: \"O2 aeration of aqueous phase\"\n",
       "    - Additional note: This is a gas–liquid mass transfer (aeration) process for oxygen. The direction and rate are determined by dissolved oxygen concentration, Henry's law partitioning, and mass transfer coefficients; aeration can proceed until saturation or dynamic steady state, but equilibrium requires near‑complete stage efficiency which is not observed here.\n",
       "\n",
       "  - Reaction 3:\n",
       "\n",
       "    - Reaction: N₂(v) <=> N₂(a)\n",
       "    - Information content from Stage Knowledge Base: \"N2 aeration of aqueous phase\"\n",
       "    - Additional note: Similar to O₂ exchange, this is nitrogen gas exchange between vapor and aqueous phases. Nitrogen is less soluble than oxygen; mass transfer will be governed by partial pressure differences and solubility (Henry's law) and is expected to equilibrate more slowly.\n",
       "\n",
       "Double check for missing vapor‑phase reactions: the mechanism content provided lists other complexation reactions that involve organic (o) and aqueous (a) species but none of those include (v) species. Therefore, beyond the three above, no additional vapor‑phase reactions are present in the provided mechanism.\n",
       "\n",
       "<h4>Reaction mechanism commentary</h4>\n",
       "\n",
       "- The vapor‑phase reactions are phase‑transfer processes (vaporization/condensation, aeration) rather than intrinsic chemical transformations (no gas‑phase chemical reaction or gas‑phase radical reactions are listed).\n",
       "- Mechanistically, these are controlled by mass transfer across phase boundaries and by gas–liquid equilibria (Henry's law for O₂ and N₂; vapor pressure/temperature dependence for H₂O). Kinetic limitations, interfacial area, and local hydrodynamics will determine rates.\n",
       "- Because stage efficiency remains ≈50% at 309.62 s, the system is not at chemical equilibrium between phases; mass transfer is only partially effective at achieving equilibrium within the stage module during the observed period.\n",
       "\n",
       "<h4>Discussion on thermodynamic equilibrium and stage efficiency</h4>\n",
       "\n",
       "- Thermodynamic (chemical) equilibrium between phases would require near‑complete equilibration (stage efficiency ~100%). The measured stage efficiency time history shows mean values rising from 15% to ≈50.46% by 309.62 s, with decreasing standard deviation — far below 100%.\n",
       "- Therefore, do not assume phase equilibrium for H₂O, O₂, or N₂ at or before 309.62 s. Observed concentration trends (H₂O increasing and then plateauing; N₂ and O₂ increasing) are consistent with ongoing mass transfer toward equilibrium but not yet complete at the stage scale.\n",
       "- The provided zero mass balance residuals indicate the stage accounting conserves mass within reported precision; lack of net mass generation suggests observed concentration changes are due to redistribution among phases rather than source/sink mass creation.\n",
       "\n",
       "<h4>Conclusions</h4>\n",
       "\n",
       "- The vapor phase contains Water (vapor) H₂O(v), Nitrogen (vapor) N₂(v), and Oxygen (vapor) O₂(v) in the reported multi‑phase system (aqueous–organic–vapor mixture).\n",
       "- Time trends show vapor concentrations moving toward steady values; H₂O(v) increases from ~0.017876 g/L to ~0.02719 g/L, while N₂(v) and O₂(v) increase to ~0.90859 g/L and ~0.25793 g/L, respectively.\n",
       "- Stage efficiency up to 309.62 s is ≈50.46% (±1.36%), well below the ~100% required for thermodynamic equilibrium; therefore chemical equilibrium between phases should not be assumed.\n",
       "- The relevant reactions are phase‑transfer processes (vaporization and aeration) rather than chemical transformations; kinetics are expected to be mass transfer limited.\n",
       "\n",
       "<h4>Key recommendations</h4>\n",
       "\n",
       "- To assess approach to equilibrium, extend monitoring beyond 309.62 s and/or run experiments under improved mass transfer (increased interfacial area or mixing) to raise stage efficiency toward 100%.\n",
       "- Record temperature and pressure concurrently with concentrations to enable conversion to partial pressures and application of Henry’s law / vapor pressure correlations for quantitative phase‑equilibrium analysis.\n",
       "- If quantitative kinetic modeling is desired, obtain or estimate gas–liquid mass transfer coefficients (k_La), interfacial area, and Henry’s constants for O₂ and N₂ at the system temperature.\n",
       "\n",
       "<h4>Data provenance</h4>\n",
       "\n",
       "- Primary source: Stage Knowledge Base entry \"stg.vapor_phase\". Reaction mechanism header (metadata) indicates a prototype extraction context and includes a comment line timestamp from upstream data. The stage module information (stage) and time histories for species, stage efficiency, and mass balance residuals were used directly as provided.\n",
       "\n"
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      "AI Parameters:\n",
      "+ LLM model (OpenAI) = gpt-5-mini\n",
      "+ LLM cleverness     = 1.0\n",
      "+ RAG                = stg.vapor_phase\n",
      "+ Total # of tokens  = 12987\n",
      "Done with report...\n"
     ]
    }
   ],
   "source": [
    "if stage_ai:\n",
    "    issues = ('+ Title your response as: Vapor Phase Analysis.\\n'\n",
    "              f'+ Consider stage efficiency only up to {round(stg.initial_time,2)} seconds.'\n",
    "             )\n",
    "    stage_ai.report(phase='vapor', issues=issues, markdown_display=markdown_display, save_supporting_info=db_save)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References\n",
    "\n",
    "- [1] V. F. de Almeida, [Cortix](https://cortix.org), *Network Dynamics Simulation*, [Cortix Tech](https://cortix.tech), Lowell, MA 01854, USA."
   ]
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